{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Quantile regression"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "This example page shows how to use ``statsmodels``' ``QuantReg`` class to replicate parts of the analysis published in \n",
    "\n",
    "* Koenker, Roger and Kevin F. Hallock. \"Quantile Regression\". Journal of Economic Perspectives, Volume 15, Number 4, Fall 2001, Pages 143–156\n",
    "\n",
    "We are interested in the relationship between income and expenditures on food for a sample of working class Belgian households in 1857 (the Engel data). \n",
    "\n",
    "## Setup\n",
    "\n",
    "We first need to load some modules and to retrieve the data. Conveniently, the Engel dataset is shipped with ``statsmodels``."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "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>income</th>\n",
       "      <th>foodexp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>420.157651</td>\n",
       "      <td>255.839425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>541.411707</td>\n",
       "      <td>310.958667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>901.157457</td>\n",
       "      <td>485.680014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>639.080229</td>\n",
       "      <td>402.997356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>750.875606</td>\n",
       "      <td>495.560775</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       income     foodexp\n",
       "0  420.157651  255.839425\n",
       "1  541.411707  310.958667\n",
       "2  901.157457  485.680014\n",
       "3  639.080229  402.997356\n",
       "4  750.875606  495.560775"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import statsmodels.api as sm\n",
    "import statsmodels.formula.api as smf\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "data = sm.datasets.engel.load_pandas().data\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Least Absolute Deviation\n",
    "\n",
    "The LAD model is a special case of quantile regression where q=0.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                         QuantReg Regression Results                          \n",
      "==============================================================================\n",
      "Dep. Variable:                foodexp   Pseudo R-squared:               0.6206\n",
      "Model:                       QuantReg   Bandwidth:                       64.51\n",
      "Method:                 Least Squares   Sparsity:                        209.3\n",
      "Date:                Thu, 18 Dec 2025   No. Observations:                  235\n",
      "Time:                        07:37:30   Df Residuals:                      233\n",
      "                                        Df Model:                            1\n",
      "==============================================================================\n",
      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "Intercept     81.4823     14.634      5.568      0.000      52.649     110.315\n",
      "income         0.5602      0.013     42.516      0.000       0.534       0.586\n",
      "==============================================================================\n",
      "\n",
      "The condition number is large, 2.38e+03. This might indicate that there are\n",
      "strong multicollinearity or other numerical problems.\n"
     ]
    }
   ],
   "source": [
    "mod = smf.quantreg(\"foodexp ~ income\", data)\n",
    "res = mod.fit(q=0.5)\n",
    "print(res.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing the results\n",
    "\n",
    "We estimate the quantile regression model for many quantiles between .05 and .95, and compare best fit line from each of these models to Ordinary Least Squares results. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Prepare data for plotting\n",
    "\n",
    "For convenience, we place the quantile regression results in a Pandas DataFrame, and the OLS results in a dictionary."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      q           a         b        lb        ub\n",
      "0  0.05  124.880100  0.343361  0.268632  0.418090\n",
      "1  0.15  111.693660  0.423708  0.382780  0.464636\n",
      "2  0.25   95.483539  0.474103  0.439900  0.508306\n",
      "3  0.35  105.841294  0.488901  0.457759  0.520043\n",
      "4  0.45   81.083647  0.552428  0.525021  0.579835\n",
      "5  0.55   89.661370  0.565601  0.540955  0.590247\n",
      "6  0.65   74.033434  0.604576  0.582169  0.626982\n",
      "7  0.75   62.396584  0.644014  0.622411  0.665617\n",
      "8  0.85   52.272216  0.677603  0.657383  0.697823\n",
      "9  0.95   64.103964  0.709069  0.687831  0.730306\n",
      "{'a': np.float64(147.47538852370585), 'b': np.float64(0.4851784236769239), 'lb': 0.4568738130184236, 'ub': 0.5134830343354242}\n"
     ]
    }
   ],
   "source": [
    "quantiles = np.arange(0.05, 0.96, 0.1)\n",
    "\n",
    "\n",
    "def fit_model(q):\n",
    "    res = mod.fit(q=q)\n",
    "    return [q, res.params[\"Intercept\"], res.params[\"income\"]] + res.conf_int().loc[\n",
    "        \"income\"\n",
    "    ].tolist()\n",
    "\n",
    "\n",
    "models = [fit_model(x) for x in quantiles]\n",
    "models = pd.DataFrame(models, columns=[\"q\", \"a\", \"b\", \"lb\", \"ub\"])\n",
    "\n",
    "ols = smf.ols(\"foodexp ~ income\", data).fit()\n",
    "ols_ci = ols.conf_int().loc[\"income\"].tolist()\n",
    "ols = dict(\n",
    "    a=ols.params[\"Intercept\"], b=ols.params[\"income\"], lb=ols_ci[0], ub=ols_ci[1]\n",
    ")\n",
    "\n",
    "print(models)\n",
    "print(ols)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### First plot\n",
    "\n",
    "This plot compares best fit lines for 10 quantile regression models to the least squares fit. As Koenker and Hallock (2001) point out, we see that:\n",
    "\n",
    "1. Food expenditure increases with income\n",
    "2. The *dispersion* of food expenditure increases with income\n",
    "3. The least squares estimates fit low income observations quite poorly (i.e. the OLS line passes over most low income households)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Food expenditure')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.arange(data.income.min(), data.income.max(), 50)\n",
    "get_y = lambda a, b: a + b * x\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "\n",
    "for i in range(models.shape[0]):\n",
    "    y = get_y(models.a[i], models.b[i])\n",
    "    ax.plot(x, y, linestyle=\"dotted\", color=\"grey\")\n",
    "\n",
    "y = get_y(ols[\"a\"], ols[\"b\"])\n",
    "\n",
    "ax.plot(x, y, color=\"red\", label=\"OLS\")\n",
    "ax.scatter(data.income, data.foodexp, alpha=0.2)\n",
    "ax.set_xlim((240, 3000))\n",
    "ax.set_ylim((240, 2000))\n",
    "legend = ax.legend()\n",
    "ax.set_xlabel(\"Income\", fontsize=16)\n",
    "ax.set_ylabel(\"Food expenditure\", fontsize=16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Second plot\n",
    "\n",
    "The dotted black lines form 95% point-wise confidence band around 10 quantile regression estimates (solid black line). The red lines represent OLS regression results along with their 95% confidence interval.\n",
    "\n",
    "In most cases, the quantile regression point estimates lie outside the OLS confidence interval, which suggests that the effect of income on food expenditure may not be constant across the distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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QEREBAFBSUoKbmxu8vLzQoEEDsbYvajI1ZgcoOZiKMVamrHHPnj3Q09ND7969v1lvzpw5SE9P537i4+N/JtwKi/1/YNv3zq2ioiJ2796NhIQErFq1CsbGxli2bBnq16+PxMRESYRKCCGVRmJiotB4yokTJ8LMzAwdOnSQSPtpaWlYuXIlzMzMMGrUKEREREBbWxteXl6IjY3F33//XeESHUCGkh0DAwMoKiqW6MVJTk7+7kAnxhj++usvDBs2DCoqKt+sq6qqCh0dHaGfctHQEPSwSONHQ6PMYdarVw88Ho/LyL/09OlTVKlSpczrHtSsWRPDhg3D1q1bERERgdzcXGzbtq3M8RBCCPm2NWvWoE6dOkLTx+vXr4/nz5/jt99+E2vb8fHxmDFjBkxMTDB79mwkJibC2NgYq1atQnx8PFavXl2ht5SQmdtYKioqsLe3x6VLl9CnTx+u/NKlS+jVq9c3n3v9+nU8f/4co0ePFneYgjEzZbyVJE36+vro2LEj/Pz8MG3aNKFxO0lJSdi/fz+GDx/+Q/daq1Spgho1aiArK0uUIRNCSKXz+d0Lc3Nz5OfnIzQ0VKiOgoL4+iUePXqENWvW4NChQ9xyIvXr14eXlxfc3Ny+24FQUchMsgMIVnscNmwYHBwc4OTkhB07diAuLg4TJkwAILgF9fr1a+zdu1foebt27YKjoyPs7OykEbbM2rJlC5ydndG5c2csXboUZmZmePLkCby9vVGzZk2he77v3r0r8QdmZGSEkydPIjQ0FH369EHdunWRm5uLvXv34smTJ9i8ebOEXxEhhMiHmzdvYsmSJRgxYgSGDBkCAOjduzeCgoLg5OQk1rYZY7hy5QpWr16NixcvcuVt2rSBt7c3unbtWiEGHZeLWOeF/YCtW7cyU1NTpqKiwpo2bcquX7/O/W7EiBHM1dVVqH5aWhpTV1dnO3bs+KH25HnqOWOMvXz5krm7uzMjIyOmrKzMTExM2JQpU1hKSgpXx9XVlZtG+PmPj48Pe/DgARs6dCgzMzNjqqqqTF9fn7Vu3ZqdOnVKiq+qYpCH9w8hRDyWLVvGALAmTZpIrM38/Hy2f/9+1rhxY+5zXkFBgQ0YMIAFBwdLLA5RKc/Ucx5jny3BWAl9/PgRurq6SE9PLzF+Jzc3F7GxsdyKzoSUB71/CCGAYGbTvn374ODggEaNGgEQDAT29fWFp6cn6tSpI9b2MzMz8eeff2L9+vXcIr0aGhoYNWoUpk2bBnNzc7G2Ly7f+v7+kkzdxiKEEELkzfTp0+Hn54f+/fvj8OHDAAA9PT1s2LBBrO0mJSVh06ZN+OOPP5CWlgYAqFatGqZMmYKJEydCX19frO3LEkp2CCGEEBFKTk6GiooK9PT0AAATJkzAqVOn4OzsLJH2IyMjsXbtWvzzzz/Iz88HAFhYWGDGjBkYPnx4iYVmKwOZmXpOCCGEVHTr1q2DqampUK9NgwYNEBsb+80Nl38WYww3b95Ez549YWtri127diE/Px9OTk44fvw4IiMjMX78eLEnOnl5edi9ezeGDh0KWRolQz07hBBCiIiYmJggNzcXd+/eFSpXUhLP121RURECAgKwevVqrk0ej4eePXvC29sbLi4uYmn3azIyMjBx4kTk5uZi3LhxMrPNEPXslIEsZaek4qD3DSHyLSgoCN26dcOhQ4e4sr59++L69es4e/asWNvOycnBH3/8AWtra/Tr1w93796Fqqoqxo4di8jISAQEBEgk0QkPD8fOnTu5xwYGBpg5cyZWrlwpUystU8/ONygrKwMAsrOzK+U9TvJziu+VKyoqSjkSQog4XLlyBefOncPbt28xaNAgAIK/d3H2ZqSkpGDr1q3YsmULUlJSAAgWep04cSKmTJny3R0HROn58+do0KABlJSU0LVrV26F5Z/af1JMKNn5BkVFRejp6SE5ORmAYKqe3C20RMSCz+fj3bt30NDQEFv3NSFEcvLz83Hw4EHY29tzC9hOmjQJSUlJmDZtmtjbf/HiBdatW4fdu3cjJycHAFCnTh1MmzYNo0aNgpYENqjOyclBZGQkmjZtCkCwLVH79u1RpUoV5OXlib39n0Hr7Hxnnj5jDElJSdy0PULKSkFBAWZmZnKz3DohldmkSZPg5+eHQYMG4eDBgxJr9969e1i9ejWOHz8OPp8PAGjatCm8vb3Rr18/if1jKjw8HG3atIGioiJevXrFrR1WWFgotX/Q0To7IsTj8VCjRg1Ur14dBQUF0g6HVCAqKipi3dOGECI+KSkpUFZWhq6uLgBg3LhxOHHiBBwcHMTeNmMMly5dwu+//47r169z5V26dIG3tzfatm0rkbsMmZmZXI+RlZUV1NXVoaSkhJiYGNja2gIQ38BrUasYUcoARUVFGntBCCGVwMaNGzF37lzMmjULCxcuBAA0atQIr1694sZyigNjDGfOnMHSpUu5mVVKSkpwc3ODl5eXxAb8Pn36FL/99huys7Nx584d8Hg8KCsr47///oO5uXmF/C6kZIcQQgj5jJGREbKzsxEYGChULq5Eh8/nIyAgAEuXLsXDhw8BAGpqahg3bhy8vb25gb+SUrVqVdy+fRuFhYV4/vw5LCwsAID7b0VEfeyEEEIqrbt376JXr144cuQIV9avXz/8999/OH/+vFjbLioqwqFDh9CoUSP8+uuvePjwITQ1NeHt7Y3Y2Fhs3LhR7IlOYmIiZs2ahalTp3Jl1atXx759+xAbG1uhE5zP0QDlcgxwIoQQIl8WLVoEX19fODg4IDg4WCJtFhYW4sCBA/j9998RFRUFANDR0cGUKVPg6ekJAwMDicQBAPfv30ezZs2gpKSEV69ewdjYWGJt/ywaoEwIIYR8obCwEP7+/mjSpAk3wHby5Ml48+YNpk+fLvb28/PzsXfvXixfvhwxMTEABGvkeHp6YurUqdxeWuJSvNpybm4uhgwZAgBwcHCAp6cn2rZtK9E1eiSNenaoZ4cQQiqF4unjbm5u2L9/v8Tazc3Nxa5du7By5UrEx8cDEKw0PGPGDEycOFFi3z1HjhzBgAEDYGRkhJcvX0JVVVUi7YoL9ewQQgip9D58+AAlJSVoa2sDAEaPHo2jR4+iYcOGEmk/Ozsb27dvx+rVq5GYmAhAMPjZ29sb48ePh6ampljbf/nyJT58+IAmTZoAAHr16oWGDRvil19+QX5+foVPdsqDenaoZ4cQQuTO5s2bMXfuXMyePRvz5s3jyvPz88W+0GdGRgb8/Pywdu1avHv3DoBgg9BZs2Zh9OjR3IJ84nTo0CEMGTIEjo6OCAoK4soZY3KzE0B5vr9pNhYhhBC5o6+vj8zMTFy7dk2oXJyJTlpaGpYsWYI6depg9uzZePfuHczMzLBjxw48f/4ckyZNEluiU1BQgA8fPnCP27RpAyUlJWhpaSEzM5Mrl5dEp7zoNhYhhJAKraCgANu3b4etrS3atWsHABgwYAAMDAzQsWNHsbf//v17bNiwAZs2bcLHjx8BAJaWlpg7dy7c3NzEuhAhAJw+fRoTJ05Ehw4d8NdffwEQ3C6LjY2tULOrxImSHUIIIRXaypUrsWDBAtjZ2SE0NBSKiopQUlJCp06dxNru27dvsW7dOvj5+XG9J/Xr18e8efMwYMAAsa40/PntKAMDA8THx+Py5cvIy8vjxuJQovMJ3cYihBBS4RRvigkAEydOhLW1NSZNmiSRtt+8eQNPT0+YmZlh1apVyMzMROPGjXHs2DE8fvwYgwcPFluiExwcjN69e2PNmjVcWYsWLXD8+HFER0dXqkHH5UEDlGmAMiGEVBiJiYmYN28eeDwedu3axZXz+Xyxb7z76tUrrFy5Ert27UJ+fj4AoHnz5liwYAG6d+8ukfEwf//9N9zd3VGrVi28fPmyQu5TJSo09ZwQQohciouLw+7du6GgoIAFCxagTp06ACDWROfFixdYvnw5/v77bxQWFgIAWrZsiQULFqBjx45iS3Lev3+P7du3w97eHp07dwYADBo0CI8fP8aYMWMqdaJTXtSzQz07hBAis/h8Pp49ewYrKyuubNmyZWjfvj1atGgh1rafPn2K33//HQcOHEBRUREAoF27dliwYAFcXV3F3pPj5eWFtWvXolWrVrhx44ZY26qIqGeHEEJIhZeQkICePXsiPj4ez54947ZT+HzdHHEICwvDsmXLcPjwYRT3B3Tt2hXz58+Hs7Oz2NpNTU1FYWEhqlevDgDw9vbGnTt3MG7cOLlaH0caaIAyIYQQmWRkZITc3FwUFBTg0aNHYm/vwYMH6NOnDxo2bAh/f38wxtCrVy8EBwfj7NmzYk109u3bhzp16gglcoaGhrh16xaGDh1Kic5PomSHEEKITHj//j3WrVvH9aYoKSnh0KFDePbsGVxdXcXW7p07d9C9e3fY29sjICAAPB4P/fv3R2hoKAICAuDg4CC2touZm5sjIyMDoaGhKCgoEHt7lQ3dxiKEECJ1+fn5aNSoEV6/fo3atWujX79+ACDWfaxu3LiBJUuW4PLlywAEg5wHDx6MuXPncruii0NGRga2bNkCQ0NDjBo1CgDg7OyMa9euoVWrVmKfVVYZUbJDCCFE6lRUVDBmzBgEBATAyMhIbO0wxnDlyhUsWbKEG/SrpKSE4cOHY/bs2bCwsBBb28X8/f0xd+5cGBkZYdCgQdDQ0AAAsfZeVXaUPhJCCJG44OBgtG/fHtHR0VzZnDlzEBISgpYtW4q8PcYYN+6mY8eOuHHjBlRUVDBhwgQ8e/YMu3btEluik5OTg1evXnGPhw8fjo4dO2LNmjW0CKCE0NRzmnpOCCES16NHD5w5cwYDBgyAv7+/2Nrh8/k4deoUli5dipCQEACAmpoaxo0bB29vb9SqVUtsbQPA9evXMWjQINSrVw83btyggcYiRFPPCSGEyJSMjAwoKytzu36vWrUKBgYGWLp0qVjaKyoqwrFjx7B06VKEhYUBADQ1NfHbb79hxowZYr1V9jkLCwt8+PAB8fHxePv2rcTaJcLoNhYhhBCxOnz4MCwsLLB+/XquzNbWFnv27BF5z0pRURH27dsHOzs7DBw4EGFhYdDW1sbcuXPx8uVLrF69WmwJR0FBAXbu3InFixdzZcbGxrhy5Qqio6Mp0ZEiSnYIIYSIVX5+Pt6+fYujR48KbeApatevX4eDgwOGDRuGp0+fQk9PD76+vnj16hWWLVsGAwMDsbUNAHfv3sW4ceOwdOlSoTE6Li4uUFFREWvb5NvoNhYhhBCRioiIQHZ2Nrc+jZubGxhjGDhwoFimVcfGxsLb2xvHjh0DAOjq6mLWrFmYNGmSWMdiFhUVISYmhhvY3LJlSwwePBiOjo7cKshENtAAZRqgTAghInPkyBEMHjwYtra2ePjwoVg3q8zIyMDy5cuxbt065OXlQUFBAePHj8fixYvF3osTHR2Nnj17IisrC8+ePePGIhHJKc/3N93GIoQQIjLt27eHjo4O6tWrh48fP4qlDT6fj927d8PS0hLLly9HXl4eOnTogEePHsHPz0/siQ4A1K5dG1lZWcjOzsaTJ0/E3h75OXQbixBCyA9hjMHf3x/h4eHcrKqqVasiIiJCbINxb968CU9PTzx48AAAUK9ePaxduxa//PKL2KZ1M8Zw8uRJXLp0CVu3bgUgmL4eEBAACwsLuitQAdBtLLqNRQghP+TRo0do3LgxeDweHjx4gMaNG4utrZcvX2LWrFk4fPgwAEBHRwcLFy7ElClTxD749/Xr1zAzM0NBQQGuXr2KNm3aiLU9Uja0zg4hhBCxyMvL41b9bdSoEcaOHYvatWvD0tJSLO1lZmZixYoVWLNmDTcuZ+zYsVi8eLHYBgEzxhAVFQVra2sAQM2aNTFt2jQoKyuLda8uIj7Us0M9O4QQ8l3Z2dlYtGgRDhw4gPDwcOjq6oq1PT6fj3/++Qdz5sxBYmIiAKBt27bYsGGDWBOOtLQ0dOvWDQ8ePMCLFy9Qs2ZNsbVFfg4NUCaEECJSysrKOHnyJBISEnDo0CGxthUUFIQWLVrA3d0diYmJMDc3x/Hjx3HlyhWx96zo6upCUVERPB4Pd+/eFWtbRHIo2SGEEFICYww3btxAcee/srIy/vjjD5w+fRrjxo0TS5txcXFwc3ODi4sLgoODoa2tjZUrVyIiIgJ9+vQRywDkW7duYciQIcjPzwcA8Hg87Ny5EzExMejbt6/I2yPSQWN2CCGECGGMoXfv3jh16hSOHj2KX3/9FYDgNpI4ZGVlYdWqVVi9ejVycnLA4/EwevRoLF26FIaGhmJpExCMP+rfvz+SkpLQunVrjB8/HgC4sTpEflDPDiGEECE8Hg+NGjWCiooK4uLixNYOn8/Hvn37YGVlhcWLFyMnJwetW7dGSEgIdu7cKZZEJyoqivt/VVVVLFy4EOPGjUPXrl1F3haRHTRAmQYoE0IquY8fP2LdunUYPHgwrKysAAhmQb179w5mZmZiafPOnTvw9PTkxsXUqVMHa9asQd++fcVyu4rP56N///44fvw4bt26BRcXF5G3QSSLBigTQggps4kTJ2LRokWYP38+V6alpSWWRCchIQFDhw6Fk5MT7t69Cy0tLSxfvhyRkZH49ddfxbYwoIKCAqpWrQoFBQXcuXNHLG0Q2UXJDiGEVDJFRUXcgFwAmDVrFqytrTFgwACxtVk8dd3S0hL79+8Hj8fDyJEjER0djdmzZ4t8b6mIiAgMHToUSUlJXJmvry8iIiIwY8YMkbZFZB8NUCaEkErkypUr8PT0xODBgzF37lwAQIMGDfDkyROx7EjOGMOhQ4cwa9YsxMfHAxDsDr5hwwbY29uLvL1iY8eORVBQEKpVq4b169cDAK2ZU4lRzw4hhFQib9++RXh4OHbu3InCwkKuXByJTnBwMFxcXODm5ob4+HiYmprC398fN27cEHmik52dDT6fzz329fVF3759MWrUKJG2QyomSnYIIUSOhYWF4d69e9zjQYMGYc2aNXjw4AGUlMTTuf/69WuMGDECzZs3x+3bt6GpqYmlS5ciMjISAwYMEPm4nICAAFhbW+Off/7hyjp27Ihjx46hQYMGIm2LVEyU7BBCiJw6ePAgGjVqhHHjxnG9HgoKCpgxYwaqVKki8vZycnKwdOlSWFpaYu/evQCAESNGIDo6GvPmzYO6urrI2wSAZ8+eIT4+Hn/88Qcq+QRj8hU0ZocQQuRUp06doKurCysrK2RkZIhtPyvGGA4fPoyZM2dy6/I4Oztjw4YNaNasmcjbS01NRWZmJmrXrg0A8PDwgJKSEsaPHy+22VykYqN1dmidHUKIHMjIyMC6devw7t07bNmyhStPSUmBgYGB2NoNCQmBp6cnbt26BQAwMTHBqlWrMHDgQLEkHufPn8eQIUPQtGlTXLx4kZKbSozW2SGEkErm6dOn8PX1hZ+fH54+fcqViyvRSUxMxMiRI9GsWTPcunULGhoaWLRoEZ4+fYpBgwaJLQmxtLREVlYW3r59i9TUVLG0QeQPJTuEEFIBFRUVCW190KxZM3h5ecHf3x+WlpZiazc3NxfLly+HpaUl9uzZA8YYhg4diqioKCxcuBAaGhoibS8+Ph5Hjx7lHpubm+P69et48OAB9PX1RdoWkV90G4tuYxFCKpi4uDj06NEDiYmJePHihUQ+uxhjOHbsGLy9vfHy5UsAgKOjIzZs2IAWLVqIpc2oqCg0adIEfD4fkZGRYtu6glRMdBuLEELkmLGxMfLz81FQUIBHjx6Jvb2HDx+iTZs26N+/P16+fImaNWti3759CAoKEluiAwhuWTk6OqJ58+YoKCgQWztE/lGyQwghMi48PBwzZ87kplUrKSnh8OHDiImJQatWrcTW7tu3bzFmzBjY29vjxo0bUFdXh4+PD6KiojBkyBCRL0T45MkTjBkzhtvKgsfj4cSJE7h+/bpYb80R+UdTzwkhRIZlZmbC2dkZGRkZcHJyQp8+fQAADRs2FFubeXl52LBhA5YtW4aMjAwAgJubG1asWAETExOxtFlQUIBOnTrhzZs3sLGx4fav0tPTE0t7pHKhZIcQQmRMTk4OtwCflpYWPDw8EBkZifr164u1XcYYTpw4AW9vb8TExAAQDHzeuHEjnJycxNJe8awtZWVlLFmyBKdPn+YSOkJEhQYo0wBlQoiM4PP5WLp0KTZu3Ig7d+7AwsICgHBSIC6hoaGYPn06rl69CgCoUaMGVqxYgaFDh4pl36zAwEB4eHhg06ZNcHZ2BiCZ10nkR4UeoOzn5wczMzOoqanB3t4eN2/e/Gb9vLw8zJs3D6amplBVVUXdunXx119/SShaQggRHQUFBdy7dw+pqanYtWsXVy7OBCApKQljxoxB06ZNcfXqVaipqWH+/PmIjo7G8OHDxZLoAMDu3bsREhKCBQsWcGWU6BBxkanbWP7+/vD09ISfnx9cXFywfft2dO3aFREREdyy4F8aMGAA3r59i127dqFevXpITk4W2smXEEJkFZ/Px+HDh9GzZ09ufZqVK1di2LBh6N+/v1jbzsnJwfr167F8+XJkZmYCEGwSumLFCpiamoq8vdzcXBQUFEBbWxsA8Pvvv0NNTQ0LFy4UeVuElMBkSPPmzdmECROEyqytrdns2bNLrX/u3Dmmq6vL3r9//8NtpqenMwAsPT39h49BCCE/olevXgwAW758ucTa5PP57ODBg6x27doMAAPAHB0dWVBQkNja/O+//1jdunXZpEmTxNYGqXzK8/0tM7ex8vPzERISgk6dOgmVd+rUCUFBQaU+59SpU3BwcMCqVatQs2ZNWFpawsvLCzk5OV9tJy8vDx8/fhT6IYQQaejXrx90dXWhpaUlkfbu3LkDZ2dnDB48GHFxcTAxMcH+/fsRFBQklgHIn3vx4gVOnTqFrKwssbZDSGlkJtlJSUlBUVERDA0NhcoNDQ2RlJRU6nNiYmJw69YthIeH48SJE9iwYQOOHj2KSZMmfbWd5cuXQ1dXl/sR1zRKQgj53JMnT9CrVy9cuHCBKxs8eDBiYmIwefJksbYdFxcHNzc3ODk54c6dO9DU1MSSJUvw9OlTuLm5iXxcTnp6Ou7fv889btu2Lfbt24eIiAhoamqKtC1CykKmxuwAJQeosW+Mzufz+eDxeNi/fz90dXUBAOvWrUO/fv2wdetWburm5+bMmYPp06dzjz9+/EgJDyFE7P766y+cOnUKb968QadOncDj8aCoqIiqVauKrc3MzEysWLECa9euRW5uLng8Htzd3bF06VIYGxuLpc1Hjx6hU6dOUFJSQlRUFNdrNWTIELG0R0hZyEyyY2BgAEVFxRK9OMnJySV6e4rVqFEDNWvW5BIdALCxsQFjDAkJCdy0zc+pqqpCVVVVtMETQsgXvuytnjNnDt6+fYv58+eLfdZRUVER/v77b8ybN4/7THV1dcW6devQtGlTsbZtZWUFLS0tKCsrIz4+HjY2NmJtj5CykJnbWCoqKrC3t8elS5eEyi9dusStwfAlFxcXvHnzhptJAADR0dFQUFBArVq1xBovIYR8zYEDB2Bubo7Zs2dzZQYGBti3bx+sra3F2va1a9fg4OCA0aNHIykpCXXr1sXx48dx9epVsSQ6iYmJWLt2LbeVhZqaGs6fP4/Hjx9TokNkhswkOwAwffp0/Pnnn/jrr78QGRmJadOmIS4uDhMmTAAg+JfR8OHDufpubm7Q19fHyJEjERERgRs3bsDb2xujRo0q9RYWIYRIQt26dZGRkYHw8HDk5eVJpM3nz5+jT58+aNu2LUJDQ6Grq4u1a9ciIiICffr0EUtvUlZWFho0aAAvLy+cOXOGK7ewsICKiorI2yPkR8nMbSwAGDhwIN6/f4/FixcjMTERdnZ2OHv2LLfmQ2JiIuLi4rj6WlpauHTpEqZMmQIHBwfo6+tjwIABWLp0qbReAiGkksnNzcWRI0fA4/EwdOhQAICjoyNu3LgBFxcXsS3KVywtLQ1LlizB5s2bUVBQAEVFRUyYMAG+vr4wMDAQa9uampoYM2YMrl69iho1aoi1LUJ+Bm0XQdtFEELKKDAwELdv30abNm3g4OAAAHj48CGaNm0KAwMDxMTEcIvmiVthYSG2b98OHx8fvH//HgDQtWtXrFmzBra2tmJp89mzZ5gzZw7WrVvHLfSal5cHZWVlsSd1hHypQm8XQQgh0paSkgJvb2+h2+YAsHPnTnh7e+P8+fNcmaWlJWrVqoVp06ZBUVFRIvGdO3cODRs2xOTJk/H+/XvY2tri/PnzOHv2rNgSHQD47bffcOzYMaGxSKqqqpToEJlH71BCSKXy5aKj27ZtQ/PmzbF582auTFlZGWvWrME///wjtPBomzZtMHDgQKGBt5qamoiPj8fcuXO5LR/EJTw8HF26dEG3bt0QGRkJAwMD+Pn54dGjR+jcubPI2+Pz+SgqKuIer127Ft27d4ePj4/I2yJEnGRqzA4hhIgCn89HXFwceDweN+YvMzMTtra2eP36NT5+/MgtbpecnIzg4GDUr1+fe76uri7mzJmDWrVqCQ3sdXd3h7u7u0RfCwC8e/cOCxcuxI4dO8Dn86GsrAwPDw/MmzcPenp6YmkzJCQEkydPxuDBgzF16lQAQKNGjXD69GmxtEeIOFGyQwipsBhjuHv3LqKjozFw4EBuDa3Fixdj0aJFGDNmDHbu3AlAMKEhOzsbfD4fz58/R6NGjQAItmyws7PjHhf7/fffJftiSpGXl4dNmzZh6dKlXA9T3759sWrVKtStW1esbYeEhODOnTtISEjAb7/9BmVlZbG2R4g4UbJDCKkQIiIicPr0aRgbG3OzngCgS5cuSE9PR9OmTWFnZwdAMPVZWVm5xLTv//77D8bGxkKzlGxtbcU6zuVHMMZw/PhxzJw5EzExMQCApk2bYt26dXB1dRVLmwUFBUhOTkbNmjUBAKNHj0Z8fDwlOkQu0JgdQojMWbhwIXr06IEXL15wZcHBwZg1axZ2797NlfF4PLi6uqJt27YoKCjgyvv374/s7Gzs3btX6LgNGzYU+3TsnxUSEoI2bdqgX79+iImJQY0aNbB7924EBweLLdF5/PgxGjdujL59+4LP5wMAFBUVsWTJErFtK0GIJFGyQwiRmuLVfvv16ydUfvr0aZw5cwZPnjzhypo2bYrBgwejZ8+eQnVPnjyJ//77D02aNOHKVFRUoKRUsTquX79+DXd3dzRr1gw3btyAuro6FixYgOjoaLi7u4t1xpOBgQHi4+MRExMjlGASIi8q1qcBIUSuKCkpISQkBCkpKULl06ZNQ1ZWltA4mgYNGuDAgQOSDlHssrOzsXr1aqxatQrZ2dkAgKFDh+L3338X2ybF+fn5CAwMRNu2bQEAxsbGCAgIQJMmTVClShWxtEmINNGigrSoICESwxhDbGwszM3NAQAZGRm4cuUKrK2txb5nlKzh8/nYv38/5syZg9evXwMAnJ2dsX79ejRv3lxs7aalpcHZ2RnR0dEIDQ3lxjkRUtHQooKEEJlTUFCAcePGoXHjxnj06BEAQFtbG7179650iU5gYCBatGiB4cOH4/Xr1zA1NYW/vz9u3bol1kQHAPT09GBlZYWqVasiISFBrG0RIiso2SGESARjDC9evEBWVhYePnwo7XCkIjY2FgMGDEDLli0RHBwMbW1tLF++HE+fPsWAAQPEsllnfn4+Nm/ezN0iA4A//vgD0dHR6NKli8jbI0QW0ZgdQohEqKio4NixYwgODkanTp2kHY5Effz4Eb///js2bNiAvLw8KCgoYPTo0ViyZAkMDQ3F2nbPnj1x4cIFJCcnY8mSJQAAIyMjsbZJiKyhnh1CiNiEhoZiz5493OMqVapUqkSnqKgIO3bsgIWFBVauXIm8vDy0b98eDx8+xI4dO8Se6ADAuHHjYGhoKLTFBSGVDfXsEELE4sWLF2jVqhWys7NhbGxcqZIcALh8+TKmT5+OsLAwAIINQ9esWYMePXqI5XYVIFhxef369bC3t0fHjh0BAH369EGnTp2gpaUlljYJqQgo2SGEiIW5uTkGDRqEmJgYsQ+6lSVRUVHw8vLi9pCqUqUKfH19JbIS8erVq7FgwQJYWFggLCwMqqqq4PF4lOiQSo+mntPUc0JEhs/ngzEGRUVFAIIZWIwxqKioSDky8UtNTcWiRYvg5+eHwsJCKCkpYdKkSVi4cCGqVq0qkRjS09PRtm1bTJ8+HUOGDBFbDxIhsqA839/Us0MIEYm8vDy4u7tDX18fmzdvBo/HqxR7Kr19+xaHDh3CokWL8OHDBwDAL7/8gtWrV8PKykps7ebl5WHt2rWIi4vDtm3bAAh2aw8JCaEkh5AvUM8O9ewQIhJXrlxBx44doaioiNDQUNSvX1/aIYlU8YKIDx8+FPpJTEzk6jRo0ADr1q1Dhw4dxB7PgwcP4ODgAMYYQkJC0LRpU7G3SYgsoZ4dQojEtW/fHps3b4a1tXWFT3QKCgrw9OlToaQmNDQU6enpJeryeDxYW1tj2rRpGDVqFHcLTxzy8vKgqqoKQLBX2Lx582BjYyO0LxghpCTq2aGeHUJ+2P3792FpaVmh/3ays7Px+PFjocQmLCwMeXl5JeqqqKjAzs4OTZo04X4aNmwo9gHA+fn5WL16NbZt24bQ0FDo6+uLtT1CKgLq2SGEiN2///6LAQMGoFWrVjhz5kyFGJ/z/v37ErehoqOjwefzS9TV1tZG48aNhRIbGxsbqQy2VlBQgL+/PxISErBnzx7MmDFD4jEQUpFRskMI+SE1a9aEoqIiVFVVUVBQIFPJDmMM8fHxJRKb+Pj4UusbGhoKJTVNmjSBubk5FBSkt+5qQkICatasCR6PByUlJWzbtg2vXr3CoEGDpBYTIRUV3cai21iE/LBHjx7Bzs5OrONUvqeoqAjR0dElxte8f/++1Prm5uYlEpsaNWpIOOpvW7NmDRYsWICdO3di6NCh0g6HEJlEt7EIISKXlZWFyZMnY+HChTAzMwMANGrUSKIx5ObmIjw8XCixefz4sdAml8UUFRVha2srlNQ0btwYurq6Eo35RxQUFCA3Nxdnz56lZIcQEaBkhxBSJpMnT8aePXvw6NEj3L9/X+y3eNLT0xEaGiqU2ERGRqKwsLBEXQ0NDTRs2FAosbGzs4OamppYYxSV2NhYAOCSyOnTp8PGxga9evWSZliEyA1KdgghZbJ06VI8evQIW7duFXmik5iYWGJ8TUxMTKl1q1atWuI2lKWlpVRvpf0Mf39/uLu7o3Xr1jh//jx4PB5UVVXRu3dvaYdGiNygZIcQ8lWpqancVgc1a9YU6eq8V69exerVq/HgwQO8ffu21DomJiYlEhsTExO5WiHY3t4efD4fRUVFyMzMhLa2trRDIkTuULJDCCnV3r17MXnyZJw7dw4uLi4AILIk49ChQxg2bBh3S4rH48HKyqpEYiOP68nExMQgJCQE/fv3BwDUq1cPDx48gK2trVwlcYTIEkp2CCElMMZw4sQJZGRkYN++fVyyIwp+fn6YPHkyGGPo378/pk2bhoYNG0JTU1Nkbciq8PBwODg4QEFBAc2aNUOdOnUAoMKvOE2IrKNkhxBSAo/Hw759+7B7925MnDhRJMdkjGHJkiXw8fEBAEycOBGbNm2qsGNtfkT9+vXRokULKCsrl7qQISFEPKS3YhYhRKakpaVh//793GNNTU1MnjxZJIOR+Xw+PD09uURn4cKF2LJli9wnOs+fP8fkyZNRUFAAQJBEnjp1ChcvXoS5ubmUoyOk8qCeHUIIsrKy0LJlSzx58gSMMZGu7VJQUIBRo0Zh3759AICNGzdi6tSpIju+rCooKECbNm3w+vVrmJubY/r06QBAi5cSIgWU7BBCoKmpie7du+PDhw+ws7MT2XGzs7MxYMAAnDlzBoqKivj7778xZMgQkR1flikrK8PX1xdHjhxB9+7dpR0OIZUabRdB20WQSowxxs0A4vP5SElJQfXq1UVy7LS0NPzyyy+4desW1NTUcPToUbn+0n/+/Dk8PDywcOFCODo6AhCcX0B0s9gIIZ+U5/ubxuwQUkn5+flh+PDh3EBZBQUFkSU6SUlJcHV1xa1bt6Crq4tLly7JdaIDAMuXL8fZs2e521WAIMmhRIcQ6aNkh5BK6NmzZ/Dw8MC+ffsQEBAg0mPHxsaiZcuWePz4MQwNDXH9+nW0bNlSpG1I2+HDhzFw4ECcPXuWK/v999/Rr18/7NmzR3qBEUJKRWN2CKmELCwssHPnTrx58wZ9+vQR2XHDwsLQuXNnJCYmwszMDJcuXULdunVFdnxJKygowLVr1xASEoJZs2ZxvTQ3btzA4cOHYWRkhG7dugEADA0NceTIEWmGSwj5ChqzQ2N2SCXx7t07AEC1atXEcvygoCB0794daWlpsLOzw4ULF2BsbCyWtsQlPj4eWVlZsLa2BiAYYK2np4eCggLExMRwG3Vev34dt27dQufOneHg4CDNkAmptMrz/U09O4RUAtHR0ejatSuqV6+O//77D+rq6iI9/vnz59G3b1/k5OTA2dkZp0+fRpUqVUTahqgVFRUBALfWzx9//IGJEyfil19+walTpwAIdlPv1asX1NTUhHZbd3V1haurq+SDJoT8EBqzQ0glwBjDhw8f8Pbt269uuvmjDh48iF9++QU5OTno0qULLl68KPOJjru7O6pUqYLr169zZU2bNoWioiLy8vKE6h45cgT//PMPLCwsJB0mIUREKNkhpBKwsrLC+fPncefOHW4/JlHw8/PDkCFDUFhYiMGDB+PkyZMytcfV69evMXXqVAwaNEioPD8/HxkZGbh9+zZXZm9vj7S0NFy4cEHSYRJCxIzG7NCYHSKHGGNYt24dOnfuLNJFAj8//uf7XE2aNAmbNm0SydYSP+rZs2e4fPkybGxs0KZNGwDA27dvYWRkBB6Ph9TUVOjp6QEQDKTm8/mws7OT+y0rCJFXtM4OIZXchg0b4OXlhe7du+Pjx48iPTafz4eHhweX6Pj4+GDz5s0STXSysrJw9epVbtwNAG7T0r1793JlhoaGWLhwIQ4cOAAVFRWuvEGDBmjUqBElOoRUEjRAmRA5NHz4cOzcuRO//fabSHssCwoKMHLkSG7D0E2bNmHKlCkiO/7X5ObmQk1NDYAg2apduzZSU1MRGhqKRo0aAQDatWuH4OBgNGvWTOi5ixYtEnt8hBDZRskOIXIiLy8PqqqqAAB9fX08fPiQeywKn+9zpaSkhD179oh9n6vr169j1KhRqF27Nq5evQpAsNKzvb09IiMjkZSUxCU7HTp0QIcOHcQaDyGkYqLbWITIgcePH8PKygrnzp3jykSZ6KSlpaFz5844c+YM1NXVcfLkSZEnOn/99Re6d++O8+fPc2XVq1dHTEwM7t+/LzT1+8SJE4iPj0fnzp1FGgMhRD6JLNlJTU3FqlWrsH79elEdkhBSRtu3b8erV6/g6+sLUc85+HKfq4sXL3KrBv+ML8cS3b17F2fPnsWVK1e4Mmtra1y4cAEJCQlQUvrUES1LM74IIbJPZMlOv379oKmpiT///BMAEB4ejnnz5onq8ISQb1i/fj1mzZqF8+fPi3TjyZiYGLi4uHD7XN24cUMk+1z5+/vD3Nwc9+/f58rc3NywYcMGjBw5kivj8Xjo1KkTdHV1f7pNQkjlJbJkJyMjA5MmTeJmPNjZ2QltkkcIER3GmNDfl4qKClasWCHSxfzCwsLg4uLCbZMQGBiIhg0b/vRxGWPYtm0b3r9/LzRzytXVFR4eHrC1tf3pNggh5HMiS3aqV6+ON2/eCP2rMjc3V1SHJ4T8H2MMw4YNQ/fu3bFp0yaxtBEUFITWrVsjKSkJDRo0QGBgoMg29OTxeDh16hRWrlyJDRs2iOSYhBDyLSJLdtavX48RI0YgOTkZ/v7+GDlyJLeZHiHkx12+fBkrVqzA8+fPAQiShQYNGkBJSQna2toib+/cuXPo0KED0tLS4OzsjOvXr6NGjRo/fdwXL15w/6+trY2ZM2dKdRFCQkjlIdIVlPPz8xEQEIDw8HAYGRnB3d0dGhoaojq8WNAKykRWJCYm4sCBA8jJycH8+fO58vbt2+O///7D7t274e7uDkDQu/P06VPY2NiINIaDBw9i+PDhKCwsRNeuXXH06FGR/A1v2bIFnp6e2L9/PwYOHCiCSAkhlZ1UVlD+888/0bZtW+zZswe5ubnQ1tZGdHS0qA5PiFw5fvw4JkyYgMuXL3Nlqamp8PLywqpVq4RmVHXt2hVubm4wMTHhyng8nsgTna1bt3L7XLm5ueHkyZMiSXQYY3j8+DGKiorw4MEDEURKCCHlI7JFBZctW4aAgACoqqoiLCwM4eHhOHnyJI4ePSqqJgipcN6/fw9fX1/Ex8cjICCAK79w4QJ27NgBAwMDbiE8S0tL9O/fH/Xr10d+fj63To6Xl5dYY/xyn6vJkydj48aNIrvFxOPxsG3bNnTq1Am//vqrSI5JCCHlIbLbWL169cKhQ4egrq4uisNJjNhvY2VlCf6roQEUD97OzwcKCgAlJeDzhd+K66qrA8VfNAUFgvqKisD/l8svd93sbIAxQVnxXkCFhUBenuC5n1+z8tTNyQH4fMFrKF4DpagIyM0tX10eT3B+iuXmCn6nogIoK5e/Lp8vaA8APl+PJS9P8FqUlQX1y1uXMcH5AUq9nodPnMBf+/ahR48emDxpEpCdjezsbGhVrw4GwaaU1fX0gIICnLt0CbeCg9G5c2e0bt269OspivdJadfzs7p8FRV4enpi8+bNUAcwf+5czFm0CLzia/S9a/+N98nly5fRvn178HJzy37tf/Z98rXr+bPvk8+v/U++T756PekzQu4/I0TyPpHwZ8QPv09K+4wQsXJ9fzMRCQ4OZu3bt2enTp1ib9++FdVhxS49PZ0BYOnp6eJpQPDWYCw5+VPZ0qWCsjFjhOtqaAjKY2M/la1fLyhzcxOua2AgKA8P/1S2Y4egrFcv4bqmpoLye/c+le3bJyjr0EG4rq2toPzq1U9lJ04Iypydhes6OAjKT5/+VHbxoqCsUSPhuq6ugvLDhz+V3bolKKtXT7hut26C8t27P5U9fCgoMzYWrtuvn6B8y5ZPZdHRgjJdXeG6I0YIylet+lSWkCAoU1ISrjtxoqDcx4cxxhifz2fswwfuevbu3p2ZmZmxtLQ0xry8GAPY3datGQA2cOBAxvLzubpr5s9ne/bsEbzHfHwE5RMnCrenpCQoT0j4VLZqlaBsxAjhurq6gvLo6E9lW7YIyvr1E65rbCwof/jwU9nu3YwBrKhrV+bm5sYAMADsQ7Vqgrq3bn2qe/iwoMzVVfi4jRoJyi9e/FR2+rSgzMGBLViwgAFg8+bNE7xvAMH7qNjVq4IyW1vh43boICjft+9T2b17gjJTU+G6vXoJynfs+FQWHi4oMzAQruvmJihfv/5TWWysoExDQ7jumDGC8qVLP5UlJ3/6W/6ch4egbO7cT2WZmZ/qZmZ+Kp87V1Dm4SF8DPqMEKjgnxGMMaHPCJaf/6n8/58RzMvrU9lnnxHsw4dP5TL0GcG6dROuW6/ez31GiFh5vr9FNmZn+PDhqFmzJk6fPo3evXujbt26tE8NqXAKCgqEdtJ+8uQJrK2tMWbMGKF6Dx8+RGxsLJ48ecKVmZubY8eOHZg9e7ZQ3RkzZmDEiBEyNwA+5P59HDhwAEpKSti/fz/0RLhwX7Vq1QAAenp6IjsmIYT8KJHdxnJycsLt27eFyl6+fIk6deqI4vBiQ7exKmcXdZGiItLS0qBfpQpXt22PHggMDMSdO3fQtH59oLAQAWfOoM/AgbC3t8f94GCu2/nU5cvQ1dODvb09tFRUKlQXddq7d+jXsydu3bkDBXV1HD16VLD9w892UX9R9+HDh2jSpEn5rj3dxipbXfqMoNtY5a1byW9jiSzZmTFjBho3boxhw4aJ4nASQ1PPK59z587h119/RdOmTXHr1i2uvE2bNrh+/Tr27t3LvY/fv3+PBw8ewM7OTiRrzUhbYmIiunTpgsePH0NPTw+nT5+Gi4vLTx+Xz+dj586dcHd3F+kGpIQQ8jVSSXa6deuG8PBwqKqqolmzZmjQoAEaNGiAHj16iOLwYkPJjvyLj4+HsrIyjIyMAAh2CG/UqBGMjIyEVv1+8uQJtLS0ULt2bZHuLyUrYmJi0LFjR8TExMDIyAgXLlwQyfYPAODp6YmNGzeiT58+OHbsmFyeP0KIbJHKOjtnz55FXFwcQkJCMHnyZOjr6wutIUKINBw5cgS2traYMmUKV2ZjY4Po6GgkJCQIfSnXr18fpqamcvlF/fjxY26fK3Nzc5Htc1WsR48e0NDQQK9eveTy/BFCKjaRrbNTWFiIQ4cO4d27d7C1tcXYsWPpQ49InaWlJXJycpCYmIisrCxoampCWVkZFhYW0g5NYgIDA9GjRw+kpaWhQYMGuHDhgshvyXXo0AGxsbGoXr26SI9LCCGiILKencGDB+PWrVvg8Xg4evQomjRpgmfPnpX7OH5+fjAzM4Oamhrs7e1x8+bNr9a9du0aeDxeiZ+nT5/+zEshFVhOTg7u3r3LPW7UqBECAwNx48YNaH4+uLCSOHv2LDp27Ii0tDS4uLiIbJ+rgoICzJ49G8nJyVwZJTqEEFklsp6dqKgoPH78mHv84MEDjB07FteuXSvzMfz9/eHp6Qk/Pz+4uLhg+/bt6Nq1KyIiIlC7du1vtv35/briaa+kcnn16hXat2+PlJQUREZGcl/qjo6OUo5MOg4cOIARI0agsLAQ3bp1w5EjR0S2V13x3+mlS5dw7949KIpptgUhhIiCyHp2tLS0hHY1btq0KVJTU8t1jHXr1mH06NEYM2YMbGxssGHDBpiYmOCPP/745vOqV68OIyMj7oc+eCunWrVqoWrVqtDS0sKrV6+kHY5UbdmyBUOHDkVhYSGGDBmCgIAAkW7K6+npiTp16mDRokX090YIkXki69nZvn07evfuja5du8LGxgaRkZHf7I35Un5+PkJCQkosyNapUycEBQV987lNmjRBbm4ubG1tMX/+fLRt2/ardfPy8pCXl8c9/vjxY5ljJLKFMYZz586hS5cuUFBQgKKiIvz9/aGvr19pZ9YxxrB48WL4+voCAKZMmYINGzaIbJ+rYhYWFoiKioJK8ZohhBAiw0T2CdigQQPcv38f9vb2ePXqFerWrYvDhw+X+fkpKSkoKiqCoaGhULmhoSGSkpJKfU6NGjWwY8cOHDt2DMePH4eVlRXat2+PGzdufLWd5cuXQ1dXl/v5fCdpUrEMGDAA3bt3x86dO7kyMzOzSpvo8Pl8TJ06lUt0Fi1aJLINPbOzszFo0CA8evSIK6NEhxBSUYisZycxMRGGhoYYOHDgTx3nyxlcjLGvzuqysrKClZUV99jJyQnx8fFYs2aNYHPFUsyZMwfTp0/nHn/8+JESngqqZcuW+Pfff5FTvLppJVZQUAB3d3ccOHAAPB4PmzdvxqRJk0R2/Hnz5sHf3x93796lHh1CSIUjsp6dTp06Cd0S+vDhA+7fv1/m5xsYGEBRUbFEL05ycnKJ3p5vadGixTdngamqqkJHR0foh1QMISEhiI6O5h5PnjwZERER8PT0lF5QMiA7Oxu9evUS2udKlIkOAPj4+KBdu3bYt28fJTqEkApHZMmOkpKS0KZ/urq6GD9+fJmfr6KiAnt7e1y6dEmo/NKlS3B2di7zcR4+fCgXy/oTYXv27EHz5s0xevRo8Pl8AICioiLMzc2lHJl0ffjwAZ06dcK5c+egrq6OU6dOYfDgwSI5dvF5BgQbel6+fFkkW0sQQoikiSzZqVWrFgIDAz8dWEEB+fn55TrG9OnT8eeff+Kvv/5CZGQkpk2bhri4OEyYMAGA4BbU8OHDufobNmxAQEAAnj17hidPnmDOnDk4duwYJk+eLJoXRWRGu3btoK6uDhMTE2QXb55XySUmJsLV1RWBgYFcMtK1a1eRHDs1NRUuLi44ceIEV0aLhBJCKiqRjdnZsmULevToAScnJzRr1gxhYWHlmo0FAAMHDsT79++xePFiJCYmws7ODmfPnoWpqSkAwYd7XFwcVz8/Px9eXl54/fo11NXVUb9+fZw5c0awgzOp0JKTkxEYGIg+ffoAAGrXro3IyEgaX/V/n+9zVaNGDVy4cAENGjQQ2fE3b96MO3fuYPLkyejcubNIp60TQoikiWwjUEAwSPLEiRMICwuDoaEh3N3doaWlJarDiwVtBCp74uLi0KRJE2RmZiI0NBQ2NjbSDklmpKSk4NatW/jtt9+QlJSEunXr4uLFiyK/nVdUVARPT09MmDAB9evXF+mxCSFEFMrz/S2ynp2nT5/i33//hZ6eHrp27Qo7OzuZT3SIbDIxMYGTkxNev36NwsJCaYcjNXl5eXj48CHu3r3L/cTExHC/b9iwIS5cuMDt5v6zMjIyoK2tDUAwHmrz5s0iOS4hhEibyHp2zMzMMGbMGKioqCA8PBxhYWHIyspCVFSUKA4vNmLr2WEMoLElZVJQUIC//voL7u7uUFVVBSAYM6KjowMlJZHl4zKNMYYXL14gODgY9+/fR3BwMB4/foyCUpI9K0tLuLq6wsfHR2hSwM948+YNunXrhkGDBpVY2JMQQkRCQwMQ4di/8nx/iyzZcXJywu3bt4XKioqKZH4pebElO1lZAPVsEUIIIQKZmYAIN2Quz/e3yGZjde7cGf/8849QmawnOoQQQgiRfyLr2enWrRvCw8OhoqKC5s2bo0GDBmjQoAF69OghisOLDd3GkrwzZ87AwMCA242cMcZdh4qOMYbY2Fih21GPHj1CfkFBibr16tZFs2bNuB87OzuJLtiXkJAAQ0NDKCsrS6xNQkglJsXbWCIbEHH27Fmu8fDwcISHh+Py5csyn+yIDY8n0u46ebF9+3ZMmDABNjY2ePjwIVRVVcEDoFtBb/l9+PAB9+7d4wYQ37t3DykpKSXq6evro3nz5nB0dISjoyOaN2+OqlWrSiFigadPn6Jdu3Zo2bIlt/IyIYTIq5/+hNu4cSM8PDwQFRUFCwsL6OjowNnZuVyrHpPKY8CAAViyZAl69uwJEa56IBH5+fl4/Pix0Oyoz7evKKaiooLGjRtziY2joyPq1q0rU4vyvXr1CikpKYiMjER6ejr09fWlHRIhhIjNTyc7dnZ2AIBp06bh2bNn0NbWRv369WFnZwc7Ozt07979p4MkFVdkZCQuXrwIDw8PAECVKlUQHR0t84vUMcbw8uVLocTmwYMHyMvLK1G3bt26QolN48aNuVllsqpz5844e/YsGjduTIkOIUTuiXRRQUD4NlZERAQ2bNggysOLHC0qKD4JCQmoV68e8vLycPPmTbRs2VLaIX1Veno6goODcefOHe52VHJycol6VapUKXE7ysDAQAoRl9+jR49Qq1YtSm4IIXJBbGN2zpw5g99++w2ZmZlo3LgxvLy80K1bN/j4+ODOnTto3bo1xowZQ7exCADBfmlDhw5FYmJiubcOEaeCggKEhYVxSc3du3fx9OnTErfVlJSUStyOsrCwkKnbUWUVHByMTp06wczMDFeuXEGVKlWkHRIhhEhMuZIdLy8v9OvXD926dcO5c+fQt29f9OjRAxcuXMCwYcNw9uxZ+Pn54erVq7C0tBRXzERGpaWlYdmyZZg3bx632N3WrVuhoqIi9QSBMYYdO3Zg3759CAkJQU5OTok6ZmZmQolNkyZNoKamJoVoRU9LSwvKysrQ0NCgJSEIIZVOuW5jaWpq4smTJ6hTpw4AYOfOnZgwYQI2bNiAKVOmAAA8PT3x+vVrHDlyRCwBixrdxhKdtm3b4tq1axg/fjy2bdsm7XA4KSkpGDlyJE6fPs2V6ejoCN2OcnR0RPXq1aUYpfhFRUWhZs2atI0LIUQuiO02Vp06dXD37l0u2Rk6dCjGjx8PJycnrs7EiRPh6upa/qhJhefr64vx48dj0KBB0g6Fc+3aNQwZMgRv3ryBqqoqFi1ahJ49e8LKygoKCiJbU1MmXb16FdWrV+c28rSyspJyRIQQIh3lSnZmzpyJMWPG4OnTp+jWrRsaNmyIoKAgoV2ps7OzkZWVJfJAiWwpKirCH3/8gdq1a6Nnz54AAFdXV4SHh8vEmi2FhYVYvHgxli5dCsYYrK2tcejQITRq1EjaoUnEzZs30a1bN+jq6uL27dswMzOTdkiEECI15fpWGjFiBHR0dLBu3TosWbIECgoKsLa2RpMmTdCkSRNYW1tj6dKlQj09RD5t374dU6ZMQY0aNeDq6sqtfiwLiU58fDzc3Nxw69YtAMCoUaOwadMmaFaiRR7r168PKysrmJiYoEaNGtIOhxBCpOqHp55nZmbi0aNHCA0N5X6ePHmC3NxcGBsbw9HREQ0bNkTDhg3Rp08fUcctMjRm58fk5uaiVatWGDlyJCZMmCAzt4QCAgIwatQofPjwAdra2ti+fTsGDx4s7bCkIjU1FVpaWhLdgoIQQiRFKrueA4JbG0+fPhVKgB4/foy3b9+KqgmRo2SnbK5evYqTJ09i/fr13MwqPp8vM0lObm4uZsyYAT8/PwBAs2bNcPDgQdStW1fKkUnOsWPHoKqqWnm3aCGEVCpSS3YqIkp2vu/NmzeoU6cOCgoKcOLECfTu3VvaIQmJjIzEoEGD8PjxYwCAt7c3li5dWql6NG7evIm2bdtCUVERd+7cQZMmTaQdEiGEiJVUNgIl8svY2BizZ89GSkoK2rZtK+1wOIwx7N69G1OmTEF2djaqVauGvXv3okuXLtIOTeJatGiBXr16QUdHBw0bNpR2OIQQIlOoZ4d6dkrIzMzEwoUL4eXlBWNjYwCCxELaCwN+Lj09HRMmTMChQ4cAAB06dMDevXsr9WDcgoICKCoqysytRUIIEafyfH/TpyIpYeTIkVi/fj3GjRvHlclSohMcHIymTZvi0KFDUFRUxPLly3HhwoVKl+hs27YNq1ev5h4rKytTokMIIaWg21ikBF9fXzx+/BjTpk2TdihC+Hw+1q1bhzlz5qCwsBCmpqY4ePBgpVzq4P79+/jtt98AAM2bN6eFPAkh5Bso2RG34gUWNTSA4t6R/HygoABQUgJUVUvWVVcHiv+FXlAgqK+oCHy+T1N56mZnA4wJyor3RSosBPLyAAUF3Hn0CPHx8ejfvz+QnY36deogIiwMisUDfD+rC3X1T8fNyQH4fMFrKF5fp6gIyM0tX10eT3B+iuXmCn6nogIoKwMA3r55g3HDh+PSlSsoBNC/f3/s2LEDempqgnPxWV3w+YL2AODztXXy8gSvRVlZUL+8dRkTnMuvXc/y1C3Ltf+i7tu3b1G1alUo5+fDwcYGvgsXIjs3F61bty7ftf/B90mp17M8dcty7X/yffLV61meut+79j/7PvnatZfhzwih6/kj7xMJfEaI5H1SwT8jvllXFj4jpIlVcunp6QwAS09PF08DgrcGY8nJn8qWLhWUjRkjXFdDQ1AeG/upbP16QZmbm3BdAwNBeXj4p7IdOwRlvXoJ1zU1FZTfu/epbN8+xgCW6uDAFBQUmJaWFouNjWXM1lZQ9+rVT3VPnBCUOTsLH9fBQVB++vSnsosXBWWNGgnXdXUVlB8+/Kns1i1BWb16wnW7dROU7979/0NeZO2qVmUMYK8Btn37dsbn8wV1+/UT1N2y5dPzo6MFZbq6wscdMUJQvmrVp7KEBEGZkpJw3YkTBeU+Pp/KPnz4dD3z8z+Ve3kJyry8PpXl53+q++HDp3IfH0HZxInC7SkpCcoTEj6VrVolKBsxgrVr144BYNevXxe8LoDxo6I+nYctWwR1+/UTPq6xsaD84cNPZbt3C8q6dROuW6+eoPzWrU9lhw8Lylxdhes2aiQov3jxU9np04IyBwfhus7OgvITJz6VXb0qKLO1Fa7boYOgfN++T2X37gnKTE2F6/bqJSjfseNTWXi4oMzAQLium5ugfP36T2WxsYIyDQ3humPGCMqXLv1Ulpz86Xp+zsNDUDZ37qeyzMxPdTMzP5XPnSso8/AQPoaMf0awDh2E68rgZwRjTPAeBwTv+c9Vks8IIf//jGDR0Z/KZOEzQsTK8/1NPTuVnJ6uLpydnWFmZsatgiwrCouKsGDOHKxcuRIN/z+Ovlr16kJjieTN27dvsWHLFiQmJmLP//e0AoBq1aoBAMLCwtD6/2U8Hu/TvwYJIYR8Fc3GEvdsLBnros4vKsLevXsxavhwKBQUAAoKyAGgXtz9KCNd1K9iYjBk5EgE3rsHAJgwdizWLlsGDU1NuemizufxcO/ePcF08f8vfvjmwwfUNDEBj8dDyps3qKqtDSgp4WViIrS0tGBgYCC7XdR0G6tkXbqNRbexALqNJabbWLSoYDlUpqnnjDG4urri5s2b2LBhAzw8PKQdUqmOHDmCsWPHIj09Hbq6uvjzzz/Rr18/aYf104qKiqCgoMDNbJs1axZWrVqFUaNGYdeuXVy9WbNmwc7ODn369IGWlpa0wiWEEJlGU89JqXg8Htzc3FC1alXUrFlT2uGUkJ2djfHjx2PAgAFIT0+Hk5MTQkND5SLRGTZsGKpVq4YnT55wZW3atIGBgQG0tbWF6q5cuRLDhg2jRIcQQkSExuzIuadPn0JBQQGWlpYAgPHjx6Nfv36C2yEyJDw8HIMGDcKTJ0/A4/EwZ84c+Pr6Qrm427mCSE1NxcmTJ/H27VvMnj2bK3/79i0+fPiAq1evws7ODgDQqVMnvH37ltbGIYQQMaPbWHJ8GysgIACDBw9GgwYNEBQUBCUl2cttGWPYsWMHPD09kZubCyMjI+zbtw/t27eXdmhlkpycjKKiIm5Bw/DwcDRo0ADq6ur48OEDVP9/Hz0oKAgKCgpwcHCQyetACCEVDd3GIgAABwcHqKqqomrVqsjIyJB2OCV8+PAB/fv3x4QJE5Cbm4uuXbvi0aNHFSbRmT9/PgwNDbF+/XqurH79+ujWrRumT5+O3NxcrtzZ2RktWrSgRIcQQqSAPnnlCJ/Px4MHD+Dg4AAAqFWrFoKDg1GvXj2Z2u4BAG7fvo3Bgwfj1atXUFJSwooVKzBt2jSZvKXDGMOCBQtw6dIlBAQEcL04NjY2AIDXr19zdXk8Hs6cOSOVOAkhhJRO9r5ZyA/JyspCx44duUG9xSwsLGQq0SkqKsLvv/+OVq1a4dWrVzA3N0dQUBBmzJghE4lOQUEBAgMDcfz4ca6Mx+Ph3LlzuHfvHq5evcqV9+rVC+/evcP+/fulESohhJAyop4dOaGhoQFdXV2oqKggKioKjRs3lnZIJSQmJmLYsGG4cuUKAMDNzQ1//PGHVMdK8fl85OXlcesM3b59G66urjA0NESfPn2Eponn5uYK3WLT0tKiGVOEEFIBSP+f0uSHvXnzBnl5eQAEvQ/btm1DaGgoBg4cKOXISjp37hwaNWqEK1euQENDA7t378a+ffukmuisWrUK1apVw6ZNm7gyR0dH1K5dG61btxYa5zRgwAAMHz4choaG0giVEELIT6Bkp4I6evQo6tevD19fX66sevXqsLCwkF5QpcjPz4eXlxe6deuGd+/eoVGjRggJCYG7u7tEb68VFRVh0aJFyMzM5MrU1NSQmpqKwMBArkxVVRUvX77E4cOH5W52HiGEVFZ0G6uCUlRURFpaGq5du4aCggKZXI/m+fPnGDx4MO7fvw8AmDx5MlavXg21z5cflwA+n4++ffvi1KlTcHR0RJcuXQAIemuaNWvGDeguJktjnAghhPw86tmpQFJTU7n/79OnD06cOIGbN2/KZKJz4MABNG3aFPfv30fVqlUREBCAzZs3SzzRAQAFBQW0bt0aampqQomMkZERnJycZPL8EUIIER1aVLACLCr44cMH/Pbbb3jw4AFCQ0Oh8fkmdzImKysLU6ZMwe7duwEArVq1wv79+2FiYiLxWBhjXHLDGENMTAzq/n/DTUIIIRUbLSooZ3g8Hm7duoWYmBhcu3ZN2uF8VWhoKOzt7bF7924oKChg4cKF+O+//6SS6OzcuRM9evRAYWEhAME5pESHEEIqJxqzI6Py8vK4rQb09PRw4MABaGholBhfIgsYY9i6dStmzJiB/Px81KxZE/v374erq6tU4nnz5g2mTZuGrKws7Nu3D+7u7lKJgxBCiGygnh0ZdP78edSrV49bjwYAWrduLZOJzvv379GnTx9MmTIF+fn5+OWXXxAaGiq1RAcAjI2NsW/fPixevBgjRoyQWhyEEEJkAyU7MujUqVNISEjAihUrpB3KN928eRONGzfGyZMnoaKigo0bN+LkyZNS2VH92bNnePHiBfe4d+/eWLBgAc2sIoQQQrexZAWfz+e2S1i1ahWqV6+OmTNnSjmq0hUVFWHp0qVYvHgx+Hw+LCws4O/vjyZNmkglntu3b6N79+4wMjLC7du3oaurK5U4CCGEyCZKdqQsKysLc+bMQVZWFnbt2gVAsA3B54sFypKEhAQMHToU169fBwCMGDECW7Zskeq2CXXq1OG2yyheUZoQQggpRlPPpTz1/M6dO3B2dgZjDI8ePULDhg0lHkNZ/fvvv3B3d0dqaiq0tLTwxx9/YOjQodIOC4DgNpaJiYlU1vEhhBAieTT1vAJp0aIFli9fjvPnz8tsopOXlwcPDw/07NkTqampaNq0KR48eCC1RCc1NRXdunXDrVu3uDILCwtKdAghhJSKkh0JCw4ORrt27ZCSksKVzZo1C507d5ZiVF+XmZkJV1dXbrPMadOmISgoSKp7cC1evBjnzp3DiBEjUFBQILU4CCGEVAyU7EgQn8/H2LFjcfXqVcybN0/a4XxXUVER3NzccPfuXVStWhWnT5/GunXruPV/pGXZsmXo06cPAgICaKsHQggh30XJjgQpKChg165dGDJkCH7//Xdph/NdXl5e+Pfff6GmpoYzZ86ge/fuUomDMYagoCDusaamJo4fP44GDRpIJR5CCCEVCyU7YlRQUIAlS5bA39+fK7O3t8e+ffugr68vxci+b+vWrdiwYQMAYO/evWjRooVU4mCMYdy4cXBxccGBAwekEgMhhJCKjaaei9GuXbuwcOFCVKlSBR06dJD5BKfY2bNnMXXqVADA77//jv79+0stFh6PB319fSgoKAiNcyKEEELKiqaei3HqeUFBAbp16wZ3d3e4ublViNV8Hz16hJYtWyIzMxOjRo3Cn3/+KfW4+Xw+goOD4ejoKNU4CCGEyI7yfH9TsiPmdXYYY1JPFsrqzZs3cHR0REJCAtq1a4fz589LZQDw6dOnceLECezcuZNbVZoQQgj5XHm+v+k2lphVlEQnKysLv/zyCxISEmBtbY2jR49KJdFJTExE//79kZubi5YtW2LkyJESj4EQQoh8oWSHcFPMHzx4gGrVquHMmTOoUqWKVGKpUaMGtm7diuDgYJlZnZkQQkjFRrexpLxdhCyYNm0aNmzYAFVVVVy9ehVOTk4Sbf/t27dgjMHIyEii7RJCCKm4aLsIUmZ+fn5CU8wlneiEhYWhWbNm6N27N3JzcyXaNiGEkMqBkp1K7OzZs5gyZQoAwarEAwYMkHgM6urqyMzMxIcPH5CcnCzx9gkhhMg/GrNTST169AgDBw4En8/HyJEjMWfOHKnEUa9ePVy4cAH16tWT2jghQggh8o16diqhN2/eoEePHsjMzETbtm2xbds2ic0ay8nJwZgxY/D48WOurFmzZpToEEIIERtKdiqZL6eYHzt2DCoqKhJrf86cOdi1axd+/fVX2rGcEEKIRMhcsuPn5wczMzOoqanB3t4eN2/eLNPzAgMDoaSkhMaNG4s3wApMFqaYL1y4EI6Ojti5cyftWE4IIUQiZCrZ8ff3h6enJ+bNm4eHDx+iVatW6Nq1K+Li4r75vPT0dAwfPhzt27eXUKQVk7e3N06dOgVVVVWcPHkS5ubmEmn3+fPn3P9XrVoVt2/fRps2bSTSNiGEECJTyc66deswevRojBkzBjY2NtiwYQNMTEzwxx9/fPN548ePh5ubW5mmTefl5eHjx49CP5WBn58f1q9fDwD4+++/JTLFnDEGX19fWFtb49y5c1x5RVlVmhBCiHyQmWQnPz8fISEh6NSpk1B5p06dEBQU9NXn7d69Gy9evICPj0+Z2lm+fDl0dXW5HxMTk5+KuyI4d+6c0BTzgQMHSqzt169fo6ioCLdv35ZYm4QQQsjnZCbZSUlJQVFREQwNDYXKDQ0NkZSUVOpznj17htmzZ2P//v1QUirbLPo5c+YgPT2d+4mPj//p2GXZ48ePMWDAAPD5fLi7u0t0ijmPx8PWrVtx8uRJLF68WGLtEkIIIZ+TmWSn2Je3OL62a3jxYNtFixbB0tKyzMdXVVWFjo6O0I+8evPmDbp3785NMd++fbvYbyHdvXsX8+fP5x6rqKigZ8+eYm2TEEII+RaZWVTQwMAAioqKJXpxkpOTS/T2AEBGRgbu37+Phw8fYvLkyQAAPp8PxhiUlJRw8eJFtGvXTiKxy6LPp5hbWVlJZIp5UlIS2rZti5ycHFhbW9NGnoQQQmSCzCQ7KioqsLe3x6VLl9CnTx+u/NKlS+jVq1eJ+jo6OggLCxMq8/Pzw3///YejR4/CzMxM7DHLqqKiIgwZMgQPHjyAgYEBzp49K5Ep5kZGRvDx8UFQUFCp14wQQgiRBplJdgBg+vTpGDZsGBwcHODk5IQdO3YgLi4OEyZMACAYb/P69Wvs3bsXCgoKsLOzE3p+9erVoaamVqK8spk5cyZOnjwpkSnmmZmZKCoqgq6uLtc2YwwKCjJ3h5QQQkglJVPJzsCBA/H+/XssXrwYiYmJsLOzw9mzZ2FqagoASExM/O6aO5XdH3/8gXXr1gEA9uzZA2dnZ7G19erVK/Ts2RM1atTA6dOnoaSkBB6PR1PLCSGEyBQeY4xJOwhp+vjxI3R1dZGenl7hByufP38ePXr0QFFREZYuXYp58+aJtb2HDx+iZcuW0NbWRmBgIOrWrSvW9gghhJBi5fn+lqmeHfLjiqeYFxUVYcSIEZg7d67Y22zSpAlOnDgBGxubSrFeESGEkIqJBlbIgcTERPTo0QMZGRlo06YNduzYIZZbSUVFRfDx8UFsbCxX1qlTJ0p0CCGEyDRKdiq44inm8fHxsLKywvHjx8U2xXzOnDlYvHgxevbsSTuWE0IIqTAo2anAiqeYh4SEwMDAQOy7mHt4eKBu3bqYP38+7VhOCCGkwqAxOxXY51PMAwICxD5AuGbNmoiIiBD74oSEEEKIKFHPTgW1bds2oSnmLi4uYmln/fr1uHXrFveYEh1CCCEVDfXsVEDnz5/ntshYsmQJBg0aJJZ2Hj16BC8vL/D5fISFhVX6xRoJIYRUTJTsVDBhYWFCU8zFuZZOzZo1MXr0aHz8+JESHUIIIRUWLSpYgRYVTExMhKOjI+Lj49GmTRtcuHBBIreVioqKoKioKPZ2CCGEkLIqz/c3jdmpILKystCzZ0/Ex8fD0tJSrLuYf5n/UqJDCCGkIqNkpwIoKirC0KFDcf/+fW4X86pVq4qtPQ8PD0yYMAGpqalia4MQQgiRFEp2KoBZs2YhICAAKioqYp9i/urVK2zduhXbt2/Ho0ePxNYOIYQQIik0QFnGbdu2DWvXrgUg3inmxUxNTXH16lVcunQJbdu2FWtbhBBCiCTQAGUZHqB84cIFdO/eHUVFRViyZAnmz58v7ZAIIYQQmUADlOVAWFgY+vfvL5Ep5gCQlpaGjx8/irUNQgghRBoo2ZFBn+9i7urqKrZdzD83e/ZsWFtb4+zZs2JthxBCCJE0SnZkTPEU87i4OFhaWop1F/NiOTk5uHbtGhITE6GlpSXWtgghhBBJowHKMoTP52PYsGG4f/8+9PX1xT7FvJi6ujoePXqEc+fOoXXr1mJvjxBCCJEk6tmRIbNmzcKJEyckMsX8S6qqqujdu7fE2iOEEEIkhZIdGbF9+3asWbMGgGCKecuWLcXe5rt37xAQEFBixWRCCCFEnlCyIwMuXLiASZMmAQAWL16MwYMHS6TdOXPmoE+fPpg+fbpE2iOEEEKkgZIdKQsPD+emmA8fPlxia+kwxmBsbAxVVVX069dPIm0SQggh0kCLCkpxUcGkpCQ4OjoiLi4Orq6uuHDhAlRVVSUaQ3JyMqpXry7RNgkhhJCfRYsKVgDZ2dklpphLOtEBQIkOIYQQuUfJjhTw+XwMHToUwcHB0NfXx5kzZyQyxRwA3r59i2HDhiEuLk4i7RFCCCHSRsmOFHw5xbxevXoSa3v27NnYt28fhg4dKrE2CSGEEGmiRQUlbMeOHdwU8927d0tkivnnZsyYgZcvX2LFihUSbZcQQgiRFkp2JOjixYuYOHEiAGDRokVwc3OTeAx2dna4evWqxNslhBBCpIVuY0lIeHg4+vXrh6KiIgwbNgwLFiyQaPv5+fkSbY8QQgiRFZTsSEBSUhK6d++OjIwMtG7dGjt37hT7LuafS0xMRN26dbFhwwYUFRVJrF1CCCFEFlCyI2afTzG3sLCQyhTzbdu2ISEhAQcPHpRokkUIIYTIAhqzI0bFu5gXTzE/e/Ys9PX1JR6Hj48PatWqhaZNm0JBgfJbQgghlQslO2I0e/ZsHD9+XCpTzD+noKCAsWPHSqVtQgghRNron/licunSJaxevRoA8Ndff0l8ijkAhIWF0RgdQgghlR717IhJ+/btMWfOHKipqWHIkCESb//169dwdnaGjY0Nzpw5g2rVqkk8BkIIIUQWULIjJgoKCvj9998hrX1Ww8LCoKCgACUlJamMEyKEEEJkBSU7Yiat2U9dunRBVFQUMjIyaFAyIYSQSo2SHTlmZGQEIyMjaYdBCCGESBX9k1/OHDp0CGFhYdIOgxBCCJEZlOzIkbi4OIwePRpNmjTB/fv3pR0OIYQQIhPoNpYcUVJSQteuXZGcnAx7e3tph0MIIYTIBEp25IixsTGOHj2K7Oxs2haCEEII+T+6jSWHNDQ0pB0CIYQQIjMo2ZEDq1evxty5c5GVlSXtUAghhBCZQ7exKrikpCT4+PggJycHjRs3xoABA6QdEiGEECJTKNmp4AwNDXHw4EEcP34c/fv3l3Y4hBBCiMzhMWntZyAjPn78CF1dXaSnp0NHR0fa4RBCCCGkDMrz/U1jdiqovLw85ObmSjsMQgghROZRslNBrVixAnZ2drhy5Yq0QyGEEEJkGo3ZqYDy8/Oxd+9exMTE4P3799IOhxBCCJFplOxUQCoqKggNDcW+fftoUDIhhBDyHTRAmQYoE0IIIRUODVCWU9nZ2bhx44a0wyCEEEIqFEp2KpDly5fD1dUVXl5e0g6FEEIIqTAo2alAsrKywOPx4OzsLO1QCCGEkAqDxuxUsDE7UVFRsLS0pF3NCSGEVGrl+f6m2VgVjJWVlbRDIIQQQioUuo0l47KysuDl5YV3795JOxRCCCGkQqJkR8YtW7YMa9euRZcuXVDJ7zgSQgghP4SSHRnXvXt3NGrUCD4+PjROhxBCCPkBNGZHxrm4uCAkJASKiorSDoUQQgipkGSuZ8fPzw9mZmZQU1ODvb09bt68+dW6t27dgouLC/T19aGurg5ra2usX79egtGKz+e3rCjRIYQQQn6cTCU7/v7+8PT0xLx58/Dw4UO0atUKXbt2RVxcXKn1NTU1MXnyZNy4cQORkZGYP38+5s+fjx07dkg4ctHKyMiAvb099u7dS+N0CCGEkJ8kU+vsODo6omnTpvjjjz+4MhsbG/Tu3RvLly8v0zH69u0LTU1N/PPPP2WqL4vr7KxYsQJz5syBubk5njx5AjU1NWmHRAghhMiUCrnOTn5+PkJCQjB79myh8k6dOiEoKKhMx3j48CGCgoKwdOnSr9bJy8tDXl4e9/jjx48/FrAYTZ8+HYqKimjQoAElOoQQQshPkplkJyUlBUVFRTA0NBQqNzQ0RFJS0jefW6tWLbx79w6FhYXw9fXFmDFjvlp3+fLlWLRokUhiFhcVFRV4e3tLOwxCCCFELsjUmB0AJaZXM8a+O+X65s2buH//PrZt24YNGzbg4MGDX607Z84cpKencz/x8fEiiVsUEhISaIwOIYQQImIy07NjYGAARUXFEr04ycnJJXp7vmRmZgYAaNCgAd6+fQtfX18MHjy41LqqqqpQVVUVTdAilJ6ejmbNmsHOzg779u377msmhBBCSNnITM+OiooK7O3tcenSJaHyS5culWuXb8aY0JiciuLOnTv48OEDXr16BT09PWmHQwghhMgNmenZAQQDc4cNGwYHBwc4OTlhx44diIuLw4QJEwAIbkG9fv0ae/fuBQBs3boVtWvXhrW1NQDBujtr1qzBlClTpPYaflTnzp3x5MkTvH//XiZ7ngghhJCKSqaSnYEDB+L9+/dYvHgxEhMTYWdnh7Nnz8LU1BQAkJiYKLTmDp/Px5w5cxAbGwslJSXUrVsXK1aswPjx46X1En5K3bp1UbduXWmHQQghhMgVmVpnRxqkvc7Of//9BzMzM27cESGEEEK+rzzf3zIzZqcySktLw+DBg2Fra1vmtYQIIYQQUj4ydRurssnIyICdnR3evHkDBwcHaYdDCCGEyCVKdqTIxMQEly9fxrt376CioiLtcAghhBC5RLexpIzH46F69erSDoMQQgiRW5TsSMH+/fuxevVqFBQUSDsUQgghRO7RbSwJS0tLg6enJ1JSUqCnp4exY8dKOyRCCCFErlHPjoTp6Ohg9erVaNu2Ldzd3aUdDiGEECL3aJ0dKa2zU5YNTgkhhBBSOlpnRwbx+XwUFhZyjynRIYQQQiSDkh0J+fPPP9GsWTPcuXNH2qEQQgghlQolOxJQVFSEVatWITQ0FHfv3pV2OIQQQkilQrOxJEBRURFBQUHYvHkzJk2aJO1wCCGEkEqFBihLeSNQQgghhJQfDVCWEUVFRQgPD5d2GIQQQkilRsmOGG3fvh2NGjXC3LlzpR0KIYQQUmlRsiNGYWFh4PP5qFmzprRDIYQQQiotGrMj5jE7gYGBaNGiBRQVFUV+bEIIIaSyKs/3N83GEjMXFxdph0AIIYRUanQbixBCCCFyjZIdQgghhMg1SnYIIYQQItco2SGEEEKIXKNkhxBCCCFyjZIdQgghhMg1SnYIIYQQItco2SGEEEKIXKNkhxBCCCFyjZIdQgghhMg1SnYIIYQQItco2SGEEEKIXKNkhxBCCCFyjZIdQgghhMg1JWkHIG2MMQDAx48fpRwJIYQQQsqq+Hu7+Hv8Wyp9spORkQEAMDExkXIkhBBCCCmvjIwM6OrqfrMOj5UlJZJjfD4fb968gba2Nng8nrTDqbQ+fvwIExMTxMfHQ0dHR9rhVHp0PWQPXRPZQtdD+hhjyMjIgLGxMRQUvj0qp9L37CgoKKBWrVrSDoP8n46ODn1wyBC6HrKHrolsoeshXd/r0SlGA5QJIYQQItco2SGEEEKIXKNkh8gEVVVV+Pj4QFVVVdqhEND1kEV0TWQLXY+KpdIPUCaEEEKIfKOeHUIIIYTINUp2CCGEECLXKNkhhBBCiFyjZIcQQgghco2SHSIxfn5+MDMzg5qaGuzt7XHz5s2v1j1+/Dg6duyIatWqQUdHB05OTrhw4YIEo5V/5bkenwsMDISSkhIaN24s3gArmfJej7y8PMybNw+mpqZQVVVF3bp18ddff0ko2sqhvNdk//79aNSoETQ0NFCjRg2MHDkS79+/l1C05JsYIRJw6NAhpqyszHbu3MkiIiKYh4cH09TUZK9evSq1voeHB1u5ciW7d+8ei46OZnPmzGHKysrswYMHEo5cPpX3ehRLS0tj5ubmrFOnTqxRo0aSCbYS+JHr0bNnT+bo6MguXbrEYmNj2d27d1lgYKAEo5Zv5b0mN2/eZAoKCmzjxo0sJiaG3bx5k9WvX5/17t1bwpGT0lCyQySiefPmbMKECUJl1tbWbPbs2WU+hq2tLVu0aJGoQ6uUfvR6DBw4kM2fP5/5+PhQsiNC5b0e586dY7q6uuz9+/eSCK9SKu81Wb16NTM3Nxcq27RpE6tVq5bYYiRlR7exiNjl5+cjJCQEnTp1Eirv1KkTgoKCynQMPp+PjIwMVK1aVRwhVio/ej12796NFy9ewMfHR9whVio/cj1OnToFBwcHrFq1CjVr1oSlpSW8vLyQk5MjiZDl3o9cE2dnZyQkJODs2bNgjOHt27c4evQounfvLomQyXdU+o1AifilpKSgqKgIhoaGQuWGhoZISkoq0zHWrl2LrKwsDBgwQBwhVio/cj2ePXuG2bNn4+bNm1BSoo8NUfqR6xETE4Nbt25BTU0NJ06cQEpKCiZOnIjU1FQatyMCP3JNnJ2dsX//fgwcOBC5ubkoLCxEz549sXnzZkmETL6DenaIxPB4PKHHjLESZaU5ePAgfH194e/vj+rVq4srvEqnrNejqKgIbm5uWLRoESwtLSUVXqVTnr8PPp8PHo+H/fv3o3nz5ujWrRvWrVuHPXv2UO+OCJXnmkRERGDq1KlYuHAhQkJCcP78ecTGxmLChAmSCJV8B/0TjYidgYEBFBUVS/yLKDk5ucS/nL7k7++P0aNH48iRI+jQoYM4w6w0yns9MjIycP/+fTx8+BCTJ08GIPiyZYxBSUkJFy9eRLt27SQSuzz6kb+PGjVqoGbNmtDV1eXKbGxswBhDQkICLCwsxBqzvPuRa7J8+XK4uLjA29sbANCwYUNoamqiVatWWLp0KWrUqCH2uMnXUc8OETsVFRXY29vj0qVLQuWXLl2Cs7PzV5938OBBuLu748CBA3TfW4TKez10dHQQFhaG0NBQ7mfChAmwsrJCaGgoHB0dJRW6XPqRvw8XFxe8efMGmZmZXFl0dDQUFBRQq1YtscZbGfzINcnOzoaCgvBXqqKiIgBBjxCRMumNjSaVSfE0zl27drGIiAjm6enJNDU12cuXLxljjM2ePZsNGzaMq3/gwAGmpKTEtm7dyhITE7mftLQ0ab0EuVLe6/Elmo0lWuW9HhkZGaxWrVqsX79+7MmTJ+z69evMwsKCjRkzRlovQe6U95rs3r2bKSkpMT8/P/bixQt269Yt5uDgwJo3by6tl0A+Q8kOkZitW7cyU1NTpqKiwpo2bcquX7/O/W7EiBHM1dWVe+zq6soAlPgZMWKE5AOXU+W5Hl+iZEf0yns9IiMjWYcOHZi6ujqrVasWmz59OsvOzpZw1PKtvNdk06ZNzNbWlqmrq7MaNWqwIUOGsISEBAlHTUrDY4z61wghhBAiv2jMDiGEEELkGiU7hBBCCJFrlOwQQgghRK5RskMIIYQQuUbJDiGEEELkGiU7hBBCCJFrlOwQQgghRK5RskMIIYQQuUbJDpG4a9eugcfjIS0tDQCwZ88e6OnpSTWmpKQkdOzYEZqamuWK5eXLl+DxeAgNDRVbbJLk7u6O3r17c4/btGkDT0/Pbz5HWtfvy1hLExAQgHr16kFRUfG7r+NnyMJ7WJx8fX3RuHFj7nFZzr20ffm3+eXnjijxeDwEBASU2q442yJlR8mOnImPj8fo0aNhbGwMFRUVmJqawsPDA+/fv5dKPKV9WTo7OyMxMVFox2ZpW79+PRITExEaGoro6OhS61SED3hRO378OJYsWcI9rlOnDjZs2CBUZ+DAgV89Z9I2fvx49OvXD/Hx8UKvg/ycjRs3Ys+ePdzjsiTF0laez53yJkaJiYno2rXrT0Yo7MsEU5xtVQZK0g6AiE5MTAycnJxgaWmJgwcPwszMDE+ePIG3tzfOnTuHO3fuoGrVqtIOEyoqKjAyMpJ2GEJevHgBe3t7WFhYSDsUmVKW94u6ujrU1dUlEE35ZGZmIjk5GZ07d4axsbG0w5Er4vqHSkFBAZSVlcVybHF87uTn50v880zWPjsrDGlvzkVEp0uXLqxWrVolNgNMTExkGhoabMKECVwZAHbixAmherq6umz37t3c45kzZzILCwumrq7OzMzM2Pz581l+fj73++LNIPfu3ctMTU2Zjo4OGzhwIPv48SNjTLBRHr7YyDM2NpZdvXqVAWAfPnxgjAl2C9bV1RWK5dSpU6xp06ZMVVWVmZmZMV9fX1ZQUCDUtomJCVNRUWE1atRgU6ZM+ea58fPzY+bm5kxZWZlZWlqyvXv3cr8zNTX97majPj4+JV7L1atXWWxsLAPAjh07xtq0acPU1dVZw4YNWVBQkNDzAwMDWatWrZiamhqrVasWmzJlCsvMzPxmzCdPnmT29vZMVVWV6evrsz59+nC/S01NZcOGDWN6enpMXV2ddenShUVHR3O/Lz6n58+fZ9bW1kxTU5N17tyZvXnzhqtTWFjIpk2bxnR1dVnVqlWZt7c3Gz58OOvVqxdXx9XVlXl4eHD//+U5+Lytsp5vxgTvv507d7LevXszdXV1Vq9ePXby5Emh2EaNGsXq1KnD1NTUmKWlJduwYYPQMUaMGCEU6+eK32NfXi/GGDt69CiztbVlKioqzNTUlK1Zs0boud87t8Wv2cTEhKmrq7PevXuzNWvWlDgHX0pISGADBgxgenp6rGrVqqxnz54sNjaWMSbY1FNdXZ3t37+fq3/s2DGmqqrKHj9+LPR6fX19WbVq1Zi2tjYbN24cy8vL457D5/PZypUrmZmZGVNTU2MNGzZkR44cKXFeLl++zOzt7Zm6ujpzcnJiT58+FYp1+fLlrHr16kxLS4uNGjWKzZo1S2jj18/P/df+zkt7X5w4cYJ9/rVT/Bmya9cuZmZmxng8HuPz+SwtLY2NHTuWe51t27ZloaGh3zy/d+/eZY0bN2aqqqrM3t6eHT9+nAFgDx8+FHrtxZ87L1++ZD169GB6enpMQ0OD2drasjNnznB/06V9Jri6urJJkyaxadOmMX19fda6dWvGmPDnafHzDx48yJycnJiqqiqztbXl3n+Mlf438/m52b17d4kYij+bv/zsfvz4MWvbti1TU1NjVatWZWPHjmUZGRklrtXq1auZkZERq1q1Kps4caLQZ3llQMmOnHj//j3j8Xjs999/L/X3Y8eOZVWqVGF8Pp8xVrZkZ8mSJSwwMJDFxsayU6dOMUNDQ7Zy5Uru9z4+PkxLS4v17duXhYWFsRs3bjAjIyM2d+5cxhhjaWlpzMnJiY0dO5YlJiayxMREVlhY+N1k5/z580xHR4ft2bOHvXjxgl28eJHVqVOH+fr6MsYYO3LkCNPR0WFnz55lr169Ynfv3mU7duz46rk5fvw4U1ZWZlu3bmVRUVFs7dq1TFFRkf3333+MMcaSk5NZly5d2IABA1hiYiJLS0srcYyMjAw2YMAA1qVLF+615OXlcR9s1tbW7PTp0ywqKor169ePmZqacsnZ48ePmZaWFlu/fj2Ljo5mgYGBrEmTJszd3f2rMZ8+fZopKiqyhQsXsoiICBYaGsqWLVvG/b5nz57MxsaG3bhxg4WGhrLOnTuzevXqcR9gu3fvZsrKyqxDhw4sODiYhYSEMBsbG+bm5sYdY+XKlUxXV5cdPXqURUREsNGjRzNtbe2vJjvv379ntWrVYosXL+bOQWnX73vnmzHB+69WrVrswIED7NmzZ2zq1KlMS0uLvX//njHGWH5+Plu4cCG7d+8ei4mJYfv27WMaGhrM39+fO8a3kp28vDwWFRXFJaLF1+v+/ftMQUGBLV68mEVFRbHdu3czdXV1off9987tnTt3GI/HY8uXL2dRUVFs48aNTE9P75vJTlZWFrOwsGCjRo1ijx8/ZhEREczNzY1ZWVlxycrWrVuZrq4ue/nyJXv9+jWrWrUqW79+vdDr1dLSYgMHDmTh4eHs9OnTrFq1atzfG2OMzZ07l1lbW7Pz58+zFy9esN27dzNVVVV27do1xtinL3xHR0d27do19uTJE9aqVSvm7OzMHcPf35+pqKiwnTt3sqdPn7J58+YxbW3tryY7X/s7L2uyU5yIP3jwgD169Ijx+Xzm4uLCfvnlFxYcHMyio6PZjBkzmL6+Pvf++FJmZiarVq0ad27+/fdfZm5u/s1kp3v37qxjx47s8ePH7MWLF+zff/9l169fZ4WFhezYsWMMAIuKihL6THB1dWVaWlrM29ubPX36lEVGRjLGSk92atWqxf1tjRkzhmlra7OUlBTG2PeTnezsbDZjxgxWv3597pwW/yP287aysrKYsbEx9xl85coVZmZmJvQPthEjRjAdHR02YcIEFhkZyf7991+moaHxzc9MeUTJjpy4c+dOqQlMsXXr1jEA7O3bt4yxsiU7X1q1ahWzt7fnHvv4+DANDQ2uJ4cxxry9vZmjoyP3+PMvy2LfS3ZatWpVImn7559/WI0aNRhjjK1du5ZZWlqW+V8mzs7ObOzYsUJl/fv3Z926deMe9+rVq9Qenc+V9uVa/MH2559/cmVPnjxhALgPwmHDhrFx48YJPe/mzZtMQUGB5eTklNqWk5MTGzJkSKm/i46OZgBYYGAgV5aSksLU1dXZ4cOHGWOf/mX4/Plzrs7WrVuZoaEh97hGjRpsxYoV3OOCggJWq1atryY7jAl6wT7/Ai5u6/PrV5bzDYDNnz+fe5yZmcl4PB47d+5cqa+ZMcYmTpzIfv31V+7xt5Idxhj78OGDUI8OY4y5ubmxjh07CtXz9vZmtra2jLGyndvBgwezLl26CB1j4MCB30x2du3axaysrLh/bDAmSMjU1dXZhQsXuLLu3buzVq1asfbt27OOHTsK1R8xYgSrWrUqy8rK4sr++OMPpqWlxYqKilhmZiZTU1Mr0as4evRoNnjwYMaYcM9OsTNnzjAA3HvRyclJqBeYMcYcHR2/muwwVvrfeVmTHWVlZZacnMyVXblyheno6LDc3Fyh59atW5dt376dlWb79u2lnptvJTsNGjTg/gH1pS/rfv46GzduXKJ+aclOaX9bxf9YLE+v17fa2rFjB6tSpYpQL/GZM2eYgoICS0pKYowJrpWpqSkrLCzk6vTv358NHDiw1Ncur2iAciXBGAMguG9dVkePHkXLli1hZGQELS0tLFiwAHFxcUJ16tSpA21tbe5xjRo1kJyc/FOxhoSEYPHixdDS0uJ+xo4di8TERGRnZ6N///7IycmBubk5xo4dixMnTqCwsPCrx4uMjISLi4tQmYuLCyIjI38qzs81bNiQ+/8aNWoAAHceQkJCsGfPHqHX07lzZ/D5fMTGxpZ6vNDQULRv377U30VGRkJJSQmOjo5cmb6+PqysrIRek4aGBurWrSsUV3FM6enpSExMhJOTE/d7JSUlODg4lPellxpfWc735+dMU1MT2traQu+dbdu2wcHBAdWqVYOWlhZ27txZ4v0nqtiePXuGoqKiMp3byMhIofMGoMTjL4WEhOD58+fQ1tbm3gNVq1ZFbm4uXrx4wdX766+/8PjxYzx48AB79uwBj8cTOk6jRo2goaEh1G5mZibi4+MRERGB3NxcdOzYUei9tnfvXqE2gG+/X3/k9f0MU1NTVKtWjXscEhKCzMxM6OvrC72O2NjYEq+jWGRkZKnn5lumTp2KpUuXwsXFBT4+Pnj8+HGZ4i3r30hpf1ui/MwBPr1uTU1NrszFxQV8Ph9RUVFcWf369aGoqMg9FsXndEVDA5TlRL169cDj8RAREVHqjKGnT5+iWrVq3PRYHo/HJUDFCgoKuP+/c+cOBg0ahEWLFqFz587Q1dXFoUOHsHbtWqHnfDmYkMfjgc/n/9Rr4fP5WLRoEfr27Vvid2pqajAxMUFUVBQuXbqEy5cvY+LEiVi9ejWuX7/+1cGNX35pMMZKlP2Mz9stPm7xeeDz+Rg/fjymTp1a4nm1a9cu9XjfGvD75XX7vPzz11Tatfnac0WtLOf7W++dw4cPY9q0aVi7di2cnJygra2N1atX4+7duz8VV2lxfH5OynJuf+Qc8vl82NvbY//+/SV+9/kX/aNHj5CVlQUFBQUkJSWVeWD15+fuzJkzqFmzptDvVVVVhR5/6/0qKgoKCt/8jCn2+Rd1cRw1atTAtWvXStT92vT+H7kmY8aMQefOnXHmzBlcvHgRy5cvx9q1azFlypRvPu/LeMuj+FyX9dx8z7c+x773WSDq6y3rqGdHTujr66Njx47w8/NDTk6O0O+SkpKwf/9+uLu7c2XVqlVDYmIi9/jZs2fIzs7mHgcGBsLU1BTz5s2Dg4MDLCws8OrVq3LHpaKigqKionI9p2nTpoiKikK9evVK/CgoCN6y6urq6NmzJzZt2oRr167h9u3bCAsLK/V4NjY2uHXrllBZUFAQbGxsxP5ail/PkydPSn09X+tpa9iwIa5cuVLq72xtbVFYWCj0xf/+/XtER0eX+TXp6uqiRo0auHPnDldWWFiIkJCQbz6vLOdAFOf75s2bcHZ2xsSJE9GkSRPUq1fvq/+qLw9bW9tSY7O0tISiomKZzq2tra3QeQNQ4vGXmjZtimfPnqF69eol3gPFM5tSU1Ph7u6OefPmYeTIkRgyZEiJv+VHjx4Jld25cwdaWlqoVasWbG1toaqqiri4uBJtmJiYlPkc2djYlPv1lfa+qFatGjIyMpCVlcWVlWXtmaZNmyIpKQlKSkolXoeBgUGpz7G1tS313HyPiYkJJkyYgOPHj2PGjBnYuXMn93oA/NDfe2ntF/9tWVtbAyjbuSnL35qtrS1CQ0OFjhMYGAgFBQVYWlr+cOzyiJIdObJlyxbk5eWhc+fOuHHjBuLj43H+/Hl07NgRlpaWWLhwIVe3Xbt22LJlCx48eID79+9jwoQJQtl/vXr1EBcXh0OHDuHFixfYtGkTTpw4Ue6Y6tSpg7t37+Lly5dISUkp078mFi5ciL1798LX1xdPnjxBZGQk/P39MX/+fACCBdx27dqF8PBwxMTE4J9//oG6ujpMTU1LPZ63tzf27NmDbdu24dmzZ1i3bh2OHz8OLy+vcr+Wx48fIyoqCikpKWX+l9isWbNw+/ZtTJo0CaGhoXj27BlOnTr1zX9B+vj44ODBg/Dx8UFkZCTCwsKwatUqAICFhQV69eqFsWPH4tatW3j06BGGDh2KmjVrolevXmV+PR4eHlixYgVOnDiBp0+fYuLEid9dV6ROnTq4ceMGXr9+jZSUlFLriOJ816tXD/fv38eFCxcQHR2NBQsWIDg4uMzP/5oZM2bgypUrWLJkCaKjo/H3339jy5YtXGxlObdTp07F+fPnsWrVKkRHR2PLli04f/78N9sdMmQIDAwM0KtXL9y8eROxsbG4fv06PDw8kJCQAACYMGECTExMMH/+fKxbtw6MsRLnLD8/H6NHj0ZERATOnTsHHx8fTJ48GQoKCtDW1oaXlxemTZuGv//+Gy9evMDDhw+xdetW/P3332U+Rx4eHvjrr7/w119/ITo6Gj4+Pnjy5Mk3n1Pa37mjoyM0NDQwd+5cPH/+HAcOHBBam+drOnToACcnJ/Tu3RsXLlzAy5cvERQUhPnz5+P+/fulPsfNzQ0KCgrcuTl79izWrFnzzXY8PT1x4cIFxMbG4sGDB/jvv/+4hNbU1BQ8Hg+nT5/Gu3fvkJmZ+d24v7R161bub2vSpEn48OEDRo0aBQBlOjd16tRBbGwsQkNDkZKSgry8vBJtDBkyBGpqahgxYgTCw8Nx9epVTJkyBcOGDYOhoWG5Y5ZrEh8lRMQqNjaWjRgxghkaGjIej8cAsL59+woN3GOMsdevX7NOnToxTU1NZmFhwc6ePVtigLK3tzfT19fnZoCsX79eaFBdaQPo1q9fz0xNTbnHUVFRrEWLFkxdXb1cU8/Pnz/PnJ2dmbq6OtPR0WHNmzfnZg+cOHGCOTo6Mh0dHaapqclatGghNOCyNN+bCl2WAcrJycmsY8eOTEtLq8TU8+JBkIyVPjD23r173HM1NTVZw4YNhWZXlebYsWOscePGTEVFhRkYGLC+fftyvyueHq2rq8vU1dVZ586dS516/rkvB0AWFBQwDw8PpqOjw/T09Nj06dO/OfWcMcZu377NGjZsyFRVVX966vm3Bsjn5uYyd3d3pqury/T09Nhvv/3GZs+e/c1Bsl8q7Tow9mnqubKyMqtduzZbvXq10O+/d24ZEww4rlWrFlNXV2e//PJLmaaeJyYmsuHDhzMDAwOmqqrKzM3N2dixY1l6ejr7+++/maamplA79+/fZyoqKuzMmTNCr3fhwoXc3+WYMWOEBvLy+Xy2ceNGZmVlxZSVlVm1atVY586d2fXr1xljpQ+8ffjwIfe3WWzZsmXMwMCAaWlpsREjRrCZM2d+89yX9nfOmOA9V69ePaampsZ69OjBduzYUaZBuB8/fmRTpkxhxsbGTFlZmZmYmLAhQ4awuLi4r57f27dvs0aNGjEVFRXWuHFjbkbV1wYoT548mdWtW5epqqqyatWqsWHDhnGzpRhjbPHixczIyIjxeDyhqedfDsRmrPQBygcOHGCOjo5MRUWF2djYsCtXrgg953vnJjc3l/36669MT09PJFPPP+fh4cFcXV2/ei7lEY8xCd3EJ1Lh4+ODdevW4eLFi2IdZEgIES93d3ekpaXRVgGE/AAaoCznFi1axHUxOzo6cmNeCCGEkMqCkp1KYOTIkdIOgRBCCJEauo1FCCGEELlG9zQIIYQQItco2SGEEEKIXKNkhxBCCCFyjZIdQgghhMg1SnYIIYQQItco2SGEEEKIXKNkhxBCCCFyjZIdQgghhMi1/wFQmwcSagCl2AAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = models.shape[0]\n",
    "p1 = plt.plot(models.q, models.b, color=\"black\", label=\"Quantile Reg.\")\n",
    "p2 = plt.plot(models.q, models.ub, linestyle=\"dotted\", color=\"black\")\n",
    "p3 = plt.plot(models.q, models.lb, linestyle=\"dotted\", color=\"black\")\n",
    "p4 = plt.plot(models.q, [ols[\"b\"]] * n, color=\"red\", label=\"OLS\")\n",
    "p5 = plt.plot(models.q, [ols[\"lb\"]] * n, linestyle=\"dotted\", color=\"red\")\n",
    "p6 = plt.plot(models.q, [ols[\"ub\"]] * n, linestyle=\"dotted\", color=\"red\")\n",
    "plt.ylabel(r\"$\\beta_{income}$\")\n",
    "plt.xlabel(\"Quantiles of the conditional food expenditure distribution\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
