{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Regression Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "from statsmodels.compat import lzip\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import statsmodels.api as sm\n",
    "from statsmodels.formula.api import ols\n",
    "\n",
    "plt.rc(\"figure\", figsize=(16, 8))\n",
    "plt.rc(\"font\", size=14)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Duncan's Prestige Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load the Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can use a utility function to load any R dataset available from the great <a href=\"https://vincentarelbundock.github.io/Rdatasets/\">Rdatasets package</a>."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "prestige = sm.datasets.get_rdataset(\"Duncan\", \"carData\", cache=True).data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>type</th>\n",
       "      <th>income</th>\n",
       "      <th>education</th>\n",
       "      <th>prestige</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>accountant</th>\n",
       "      <td>prof</td>\n",
       "      <td>62</td>\n",
       "      <td>86</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pilot</th>\n",
       "      <td>prof</td>\n",
       "      <td>72</td>\n",
       "      <td>76</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>architect</th>\n",
       "      <td>prof</td>\n",
       "      <td>75</td>\n",
       "      <td>92</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>author</th>\n",
       "      <td>prof</td>\n",
       "      <td>55</td>\n",
       "      <td>90</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chemist</th>\n",
       "      <td>prof</td>\n",
       "      <td>64</td>\n",
       "      <td>86</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            type  income  education  prestige\n",
       "accountant  prof      62         86        82\n",
       "pilot       prof      72         76        83\n",
       "architect   prof      75         92        90\n",
       "author      prof      55         90        76\n",
       "chemist     prof      64         86        90"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prestige.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "prestige_model = ols(\"prestige ~ income + education\", data=prestige).fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:               prestige   R-squared:                       0.828\n",
      "Model:                            OLS   Adj. R-squared:                  0.820\n",
      "Method:                 Least Squares   F-statistic:                     101.2\n",
      "Date:                Thu, 18 Dec 2025   Prob (F-statistic):           8.65e-17\n",
      "Time:                        07:37:30   Log-Likelihood:                -178.98\n",
      "No. Observations:                  45   AIC:                             364.0\n",
      "Df Residuals:                      42   BIC:                             369.4\n",
      "Df Model:                           2                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "==============================================================================\n",
      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "Intercept     -6.0647      4.272     -1.420      0.163     -14.686       2.556\n",
      "income         0.5987      0.120      5.003      0.000       0.357       0.840\n",
      "education      0.5458      0.098      5.555      0.000       0.348       0.744\n",
      "==============================================================================\n",
      "Omnibus:                        1.279   Durbin-Watson:                   1.458\n",
      "Prob(Omnibus):                  0.528   Jarque-Bera (JB):                0.520\n",
      "Skew:                           0.155   Prob(JB):                        0.771\n",
      "Kurtosis:                       3.426   Cond. No.                         163.\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
     ]
    }
   ],
   "source": [
    "print(prestige_model.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Influence plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Influence plots show the (externally) studentized residuals vs. the leverage of each observation as measured by the hat matrix.\n",
    "\n",
    "Externally studentized residuals are residuals that are scaled by their standard deviation where \n",
    "\n",
    "$$var(\\hat{\\epsilon}_i)=\\hat{\\sigma}^2_i(1-h_{ii})$$\n",
    "\n",
    "with\n",
    "\n",
    "$$\\hat{\\sigma}^2_i=\\frac{1}{n - p - 1 \\;\\;}\\sum_{j}^{n}\\;\\;\\;\\forall \\;\\;\\; j \\neq i$$\n",
    "\n",
    "$n$ is the number of observations and $p$ is the number of regressors. $h_{ii}$ is the $i$-th diagonal element of the hat matrix\n",
    "\n",
    "$$H=X(X^{\\;\\prime}X)^{-1}X^{\\;\\prime}$$\n",
    "\n",
    "The influence of each point can be visualized by the criterion keyword argument. Options are Cook's distance and DFFITS, two measures of influence."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = sm.graphics.influence_plot(prestige_model, criterion=\"cooks\")\n",
    "fig.tight_layout(pad=1.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see there are a few worrisome observations. Both contractor and reporter have low leverage but a large residual. <br />\n",
    "RR.engineer has small residual and large leverage. Conductor and minister have both high leverage and large residuals, and, <br />\n",
    "therefore, large influence."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Partial Regression Plots (Duncan)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since we are doing multivariate regressions, we cannot just look at individual bivariate plots to discern relationships. <br />\n",
    "Instead, we want to look at the relationship of the dependent variable and independent variables conditional on the other <br />\n",
    "independent variables. We can do this through using partial regression plots, otherwise known as added variable plots. <br />\n",
    "\n",
    "In a partial regression plot, to discern the relationship between the response variable and the $k$-th variable, we compute <br />\n",
    "the residuals by regressing the response variable versus the independent variables excluding $X_k$. We can denote this by <br />\n",
    "$X_{\\sim k}$. We then compute the residuals by regressing $X_k$ on $X_{\\sim k}$. The partial regression plot is the plot <br />\n",
    "of the former versus the latter residuals. <br />\n",
    "\n",
    "The notable points of this plot are that the fitted line has slope $\\beta_k$ and intercept zero. The residuals of this plot <br />\n",
    "are the same as those of the least squares fit of the original model with full $X$. You can discern the effects of the <br />\n",
    "individual data values on the estimation of a coefficient easily. If obs_labels is True, then these points are annotated <br />\n",
    "with their observation label. You can also see the violation of underlying assumptions such as homoskedasticity and <br />\n",
    "linearity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = sm.graphics.plot_partregress(\n",
    "    \"prestige\", \"income\", [\"income\", \"education\"], data=prestige\n",
    ")\n",
    "fig.tight_layout(pad=1.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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3evVqQkJCHiq2B/Hhhx/i4uLCP//8g81mM9uTCmgvXrw4zYfLqWnevDlubm5cvXqVhQsXpui/desWM2bMeOB4W7VqRf78+Tl37hyTJ09+4Hnu5O7ubtaxSO17czeLxWLWq8jIeDc3N7y9vQH49ttvUx3z3XffkZCQQJEiRahfv35GQ39kPMw13vm7cb+/VyIiIiLyaFMyQkRERERypKSHofPnz2fJkiVm+7Vr13j55ZfZsWPHQ5+jYsWKAKxdu/a+jvPw8DAfeL/11ltm7QOAoKAgevfujaur60PHd7+KFy/OK6+8AsDYsWPN1QzNmjWje/fuxMXF0aZNG5YuXZpsOya4XaPjq6++4pdffjHb8ubNy+uvvw7A4MGD2bBhg9kXFRWF1WrlxIkTDxxvvnz5GDt2LABvvvkm48ePT/EA+8qVKwQGBvLuu++abfv372fAgAFs3LgxxYqKVatWsWbNGgAaNGhgtnfv3p2FCxcmqzsB8M8///Dzzz+nGJ+ejz/+GIvFwpIlS/jPf/6TbNXInDlz+PLLL4HbySFnZ+cMzfmoedBrLFSoEB4eHsD9/16JiIiIyKNNyQgRERERyZE6deqEj48P8fHxdO7cmXLlylG/fn28vLyw2WzmA+SHYbVaAXjjjTeoVq0a3t7e+Pj4MH369HseO27cOBwdHfnzzz8pVaoUdevWpXz58jz33HOULFmSN95446HjexDvv/8+Li4uHDt2zCzQDDB9+nQ6derEmTNn6NSpE4UKFaJhw4bmPS1XrhzDhw/n5MmTyeYbNWoUzz77LJcuXeLZZ5+lUqVKNGjQgGLFipkPqgGzmPj9Gjx4MGPGjCEuLo5hw4bh6enJ008/zTPPPEP58uUpWLAgVquVv/76yzzm1q1bTJ06lebNm5MvXz5q165Nw4YNKVGiBK1bt+b69ev4+vrSrVs385hVq1bRtWtXPDw8eOqpp2jUqBGVK1emUqVKHDhwgEqVKjFy5MgMxezj48M333yDxWJhxIgRFClShIYNG1KyZEl69+5NbGws/fr1480333yge/IoeNBrtFgs9O3bF7j9O1y7dm18fHzw8fFhxYoV9rgUEREREckkSkaIiIiISI7k4ODAsmXLeP/99ylXrhynT5/mxIkTtGjRgrVr15oPPB/G0KFD+frrr6lduzbHjx9n/fr1rFu3jvDw8Hse27p1a4KCgmjZsiUWi4WDBw/i4uLCxx9/zKZNm3Bzc3vo+B5EiRIlGDhwIJB8dUSePHlYvHgxS5Ys4cUXX8TV1ZXdu3cTFhZG4cKF6d27N7Nnz2bYsGHJ5sudOzcrV65k7NixVKlShZMnT3L8+HHatm3Ltm3bqF69OnB7e6QH9cknn7Br1y4GDhxIyZIlOXToEPv27cPZ2Zm2bdvy/fffJ9sOqnLlyvzyyy+89NJLlC5dmpMnT7Jr1y5u3bpFy5YtsdlsLFiwIFn9ApvNxuuvv07NmjW5cuUKf//9N+fPn6d+/fqMHTuWnTt3UqRIkQzHPHToUDZv3kz37t1xdXUlJCSEmzdv0qpVK+bPn8+0adMe+/oJD3qNX331FR999BGVK1fm8OHDrFu3jnXr1nHu3Dk7XIWIiIiIZBaLcff6ahERERERkWzy1VdfMXz4cF588cVU60qIiIiIiEjOoJURIiIiIiJiF/Hx8eZWUM8++6ydoxERERERkaykZISIiIiIiGSpjz/+mCNHjiRrO3/+PL1792bfvn3kz58/U7bNEhERERGRR5e2aRIRERERkSyVP39+IiMj8fT0pGzZssTExHDo0CESEhJwcXFh3rx5dOrUyd5hioiIiIhIFtLKCBERERERyVKfffYZbdu2JU+ePBw4cIBjx45RpkwZBgwYwK5du5SIEBEREZHHQnh4OBaLBYvFwvTp0+0dzmPHyd4BiIiIiIhIzjZ48GAGDx5s7zBEREREHlvBwcG0aNEi1T5XV1c8PT2pWbMmHTt2xN/fn7x586Y5V9myZTl+/HiKdkdHRzw8PChfvjzNmzfnlVdeoWrVqpl2DSJaGSEiIiIiIiIiIiLymIqJieHMmTP8+eefvPHGG9SoUYPdu3ff9zwJCQlcvnyZHTt2MH78eGrVqsXXX3+dBRHLk0orI7JAYmIiZ86cIV++fFgsFnuHIyIiIiIiIiIiIo+x6Oho8/OAAQMYOHCg+fWlS5c4cuQIEydO5OjRoxw/fpy2bduyY8cO8uXLl2KupBLCxYoVY+HChWZ7bGwsYWFhLF26lIULFxIfH8+7775LkSJF8PX1zbqLe4x4enoSGRlpfh0VFWXHaB6cYRhcu3aN4sWL4+CQfesVVMA6C5w6dYpSpUrZOwwRERERERERERERkVSdPHmSkiVLZtv5tDIiCyRlHE+ePIm7u7udoxEREREREREREZHH2YYNG3jhhRcAeP/99/nggw9SHbd582batWsHwPPPP59s5UOSmjVrcuLECUqXLs3evXvTPGedOnUICwsD4PDhwxQtWvRhL0MeEVFRUZQqVSrVlTNZScmILJC0NZO7u7uSESIiIiIiIiIiIvJQ3NzczM8uLi5pPnNs3ry5+fns2bOpjkt6dmmxWNJ9dlmvXj0zGXH16lUqVar0QLHD7XoUM2bMYP78+ezcuZOLFy/i5uZG5cqV6dSpE2+88UaasfTr14+AgADKlClDeHg4kZGRfPfdd/z666+EhYXh5OREtWrV8Pf355VXXsHR0THdWDZu3Mj48ePZtGkTV69epXjx4rRu3Zp33nmHihUr4uPjw7p16/D29iY4ODjZseHh4ZQrVw6AadOm0a9fv2T9o0aNYvTo0cDtrZBiY2OZOHEis2bN4siRIyQkJFCxYkV69erF22+/jaur6z3v3eLFi5k1axZbt24lIiICFxcXypcvT7t27XjrrbcylCTauXMnP//8M8HBwZw+fZqEhAQAhgwZwr///W9q166d6nF3Fk4PCgrC29ubgIAAAgMD2bdvHxcuXKBjx44sXrz4njGAkhEiIiIiIiIiIiIiOcKdD+KdnZ0fibnCwsLo3LlzilUYt27dYtu2bWzbto0ffviB3377jQYNGqQ716FDh2jXrp2ZJEmydetWtm7dysqVK1mwYEGadXy//PJLPvjgA+6sXBAWFsb//vc/Zs2axfz58x/wKlM6f/487dq1Y9euXcnad+/eze7du1m6dCmrVq0iT548qR5/8eJFunXrxrp165K1x8bGEhISQkhICBMnTmTOnDnmapi7JSQkMHToUH744QdSq9YQGBjIjBkzGD16NJ988km61xMTE0Pbtm1ZuXJluuPSk33VKUREREREREREREQky+zfv9/8XLZsWbvPde7cOZo2bcrevXtxdnbm1VdfZe7cuWzbto3169czZswYPD09OXv2LO3atePEiRNpznXjxg06duxIREQE77//PmvXruXvv/8mMDCQypUrA7Bo0SKmTJmS6vHz5s3j/fffxzAMChQowBdffMHmzZvZvHkzX375JU5OTvTq1YuzZ88+0LXerUuXLoSGhjJ48GD+/PNPdu7cyfz582nYsCFwe0utsWPHpnmtLVq0YN26dVgsFnr27MnMmTPNeL/99ltKlixJVFQUL774Ijt37kx1nldeeYXvv/8ewzB45plnmDx5MmvXrjVXfNSvXx/DMBgxYgQTJ05M93ree+89Vq5cSYcOHZg/fz47duzgzz//pGvXrhm/KYZkusjISAMwIiMj7R2KiIiIiIiIiIiIPOaCgoIMwACMkSNHpjmud+/e5riZM2emOqZMmTIGYJQpUybNef78809znlatWj1w3J06dTIAo3jx4sbBgwdTHXPs2DGjaNGiBmD4+fml6Pf39zdjcXd3N3bv3p1izIULF4zChQsbgFG7du0U/TExMeY58ufPn2oshw4dMjw9Pc1zeXt7pxgTFhZm9k+bNi1F/8iRI81+JycnY9WqVSnG3Lhxw6hWrZoBGAULFjTi4uJSjHnzzTcNwMibN6+xadOmFP2GYRiXLl0yqlatagBGs2bNUvQvXLjQjGXChAnJ+pKeX1++fNn8mcmXL59x+fLlZOPu/LkDjPfffz/VWDJKKyNEREREREREREREHlOXLl1i48aNtG/fntmzZwPQrFkzevTocV/zxMbGcuDAAf7zn//g6+sLQN68efnss88eKK59+/axZMkSAL777juqVKmS6rhy5coxYsQIAObOncuNGzfSnHPMmDHUqlUrRXuhQoV4+eWXAdizZw+RkZHJ+hcvXsz58+cB+Pjjj1ONpXLlyowcOTIDV5Yxb7zxBi1btkzRnjt3boYMGQLc/t7duQIFbm/PNHnyZABGjBhBkyZNUp3f09OTr7/+GrhdB+PIkSPJ+pO+b+3btzfPdzdHR0cmTpyIi4sL165dS3ebqooVK/Kf//wnzf6MUDJCRERERERERERE5DExevRoLBaL+adQoUI0b96c5cuXkytXLgYMGMDy5ctxckq/XPDx48eTzePq6kq1atUYMWIEN2/epEGDBqxatYr69es/UJxJRY2dnZ3p3LlzumOfffZZAOLi4tixY0ea4/r06ZNmX1KchmGkqCmxevVq87Ofn1+ac/j5+aVZb+J+pXeeO+/psWPHkvX9+eef3Lx5E4Du3bune46k+wawZcsW8/OZM2fM+3ivOQoUKECNGjVSzHG3Xr163fNn6l5UwFpEREREREREREQkB6hSpQpvv/02efPmfah5XF1dGTBgAI0aNXrgOZIehsfFxeHi4pLh486dO5dqe+HChSlUqFCax3l6epqfr127lqwvNDQUgJIlS1K0aNF05yhfvjz//PNPhuNNS9WqVdM9T5K7Y70zGVOuXLkMn+/O+/bXX3+Zn/v370///v1TPcbDwyPNOe5Wu3btDMeSFq2MEBEREREREREREXlMDBo0iL1797J371527drFsmXL+Ne//oWzszN79+7F29ubQ4cO3XOe4sWLm/Ps3buX4OBgxo8fT5kyZYiJieG1117jq6++euA4IyIiHui4tLZpypMnT7rHOTj836PuhISEZH1XrlwBbic07iUjYzIivXjTizUz7ltm33u4vYLiYWllhIiIiIiIiIiIiMhjokiRIua2OgB16tShffv2dOzYkU6dOnH58mVeeukltm/fjqOjY5rzODs7J5sHwNvbG39/f5o0acLBgwf58MMP8fHxoUGDBvcdZ9JD9pIlS7J8+fIMH1eyZMn7PldGZdYWTFkp6b45OTmxc+fODMdcpEiRFHMABAQEULdu3WRjr1+/TuPGjdmyZUuyVTRubm5pzp/ez1JGKRkhIiIiIiIiIiIi8pjr0KEDr732GpMmTWLnzp1Mnz6dAQMG3Pc8BQoUICAggEaNGhEfH8+wYcPYsGHDfc+TtKXShQsXqFy5Mrly5brvOTJL0lv9GVkxcOHChawOJ11J9y0+Ph53d3fKlCnzwHPA7RoadyedoqKiAKhWrRru7u4PEe390TZNIiIiIiIiIiIiIjnAyJEjzbfbR48eza1btx5onoYNG9K1a1cANm7cyIoVK+57jqeffhqA2NhYgoKCHiiOzFK9enUATp06xfnz59Mcd/ny5RQFpbNb0n0DHui+Z9YcWUHJCBEREREREREREZEcoEiRIvzrX/8C4OTJkwQEBDzwXJ988om5RdB//vOf+z7e19fX/Pzll19iGMYDx/Kwnn/+efPzjBkz0hw3Y8YMu8YJ0L59e3MVyXfffUdsbOx9z1GhQgVzNcSCBQs4evRopsb4oJSMEBEREREREREREckh3n33XVxdXQH4/PPPiY+Pf6B5atWqRadOnQDYvHkza9euTdYfHByMxWLBYrHQr1+/FMfXq1eP9u3bAxAUFMS7776b7oP+8+fPM2XKlAeK9V5efPFFs6bCp59+mmqB7yNHjjB69OgsOf/9KFasGAMHDgTg4MGD9OvXL90VLlFRUfzwww8p2keMGAFAXFwcL774ImfOnElzjoSEBGbOnMmpU6ceMvr0KRkhIiIiIiIiIiIikkN4eXmZtSLCwsKYOXPmA8/18ccfm58fZHXE1KlTKVWqFADffPMN9erVY9KkSWzatIldu3YRFBTE999/j6+vL6VLl+ann3564FjT4+rqynfffQfA1atXady4MePGjWPr1q1s3bqVcePG0ahRIxITE6lUqRJg32LXX331lbnV0pw5c6hevTpff/0169evJyQkhPXr1/Pzzz/z0ksvUbx4cUaNGpViju7du/Pqq68CEBoaSvXq1Xnvvff4888/2bNnDwDz58/nzTffpFSpUvj5+XH16tUsvS4VsBYRERERERERERHJQd577z0mT57MrVu3+Oyzz+jbty8ODvf/Xnr9+vVp27YtK1asIDg4mI0bN9KsWbMMH1+0aFG2bNlCz549zQTE66+/nub4rCym3Lt3b44dO8Ynn3zClStXeO+995L158mTh19//ZUvvviCI0eOmKtL7CFPnjwEBQXh7+/Pb7/9xtGjR3n33XfTHJ+06uNuP/74I0WLFuXzzz/n6tWrjBs3jnHjxpn9dxY4z5UrV5Zfs1ZGiIiIiIiIiIiIiOQgpUqVwt/fH4DDhw8zd+7cB57rk08+MT8/yOqIEiVKsHHjRn7//Xf8/PyoUKECbm5uODk5UbBgQRo2bMiQIUNYvnw5q1ateuA4M+Kjjz5i3bp1+Pr6UqRIEVxcXChTpgwvv/wyO3bsoH379kRFRQHg4eGRpbHci4eHB4sXL2bDhg0MHDiQp556Cnd3dxwdHSlQoABPP/00AwcOZMGCBRw4cCDVORwcHBgzZgyHDx/mvffeo379+hQsWBAnp9trFCpVqkT37t353//+x+nTp6lYsWKWXpPFsHdFjhwoKioKDw8PIiMjszSbJyIiIiIiIiIiIiKZIy4uDg8PD27evMlHH33Ep59+au+QsoS9nl9rZYSIiIiIiIiIiIiIPPEWL17MzZs3AWjUqJGdo8l5lIwQERERERERERERkRzv6NGjafaFh4czbNgw4HYNhjZt2mRXWE8MFbAWERERERERERERkRyvRo0atGzZko4dO1KjRg3c3NyIiIggKCiIn376iatXrwIwbtw4nJ2d7RtsDqRkhIiIiIiIiIiIiIjkePHx8Sxbtoxly5al2m+xWBg9erRZ/Fsyl5IRIiIiIiIiIiIiIpLjLVmyhD/++INNmzZx/vx5Ll26hIuLCyVKlMDHx4fBgwdTs2ZNe4eZY1kMwzDsHUROY69q5CIiIiIiIiIiIiIi6bHX82sVsBYRERERERERERERkSylbZpEREREREREREREJEdLSDTYHnaZiGsxFMnnSsNynjg6WOwd1hNFyQgRERERERERERERybFWhJ5l9NL9nI2MMduKebgysmM12tYoZsfInizapklEREREREREREREcqQVoWcZNGNnskQEwLnIGAbN2MmK0LN2iuzJo2SEiIiIiIiIiIiIiOQ4CYkGo5fux0ilL6lt9NL9JCSmNkIym5IRIiIiIiIiIiIiIpLjbA+7nGJFxJ0M4GxkDNvDLmdfUE8wJSNEREREREREREREJMeJuJZ2IuJBxsnDUTJCRERERERERERERHKcIvlcM3WcPBwlI0REREREREREREQkx2lYzpNiHq5Y0ui3AMU8XGlYzjM7w3piKRkhIiIiIiIiIiIiIjmOo4OFkR2rAaRISCR9PbJjNRwd0kpXSGZSMkJEREREREREREREcqS2NYrxo19dvDySb8Xk5eHKj351aVujmJ0ie/I42TsAEREREREREREREZGs0rZGMVpV82J72GUirsVQJN/trZm0IiJ7KRkhIiIiIiIiIiIiIjmao4OFxhUK2juMJ9oTsU3TuHHjsFgsWCwWtm7dmuqYqKgohg0bRpkyZXBxcaFMmTIMGzaMqKiobI5WRERERERERERERCRnyfHJiAMHDjBixAjc3NzSHBMdHY23tzfjx4+nSpUqDB06lGrVqjF+/Hi8vb2Jjo7OxohFRERERERERERERHKWHJ2MSEhIwN/fn9q1a/Piiy+mOW7cuHGEhIQwfPhwVq5cyRdffMHy5csZMWIEISEhjBs3LhujFhERERERERERERHJWXJ0MuLLL79k9+7dTJ06FUdHx1THGIbBlClTyJs3LyNGjEjW98EHH1CgQAF++eUXDMPIjpBFRERERERERERERHKcHJuMCA0NZfTo0Xz88cdUr149zXFHjhzhzJkzNG3aNMVWTq6urjz77LOcPn2ao0ePZnXIIiIiIiIiIiIiIiI5Uo5MRsTHx9OvXz+qVq3K+++/n+7YI0eOAFCpUqVU+5Pak8alJjY2lqioqGR/RERERERERERERETkthyZjPjss8/M7ZmcnZ3THRsZGQmAh4dHqv3u7u7JxqXm888/x8PDw/xTqlSpB4xcRERERERERERERCTnyXHJiN27d/Ppp5/yzjvvULdu3Ww55wcffEBkZKT55+TJk9lyXhERERERERERERGRx4GTvQPIbP7+/lSoUIFRo0ZlaHzSioi0Vj4kbbmU1soJABcXF1xcXO4vUBERERERERERERGRJ0SOS0bs3r0buF18OjWNGzcGYNGiRfj6+t6zJsS9akqIiIiIiIiIiIiIiEj6clwyYsCAAam2r1+/niNHjtCpUycKFy5M2bJlgdtJhuLFi7Np0yaio6Nxc3Mzj4mJiWH9+vUUL16cihUrZkf4IiIiIiIiIiIiIiI5To5LRkyZMiXV9n79+nHkyBE++OADGjVqZLZbLBYGDhzImDFjGDNmDF9++aXZ9/nnn3PlyhWGDBmCxWLJ8thFRERERERERERERHKiHJeMeBDDhw9nyZIljBs3jl27dlGvXj12797N8uXLqVOnDsOHD7d3iCIiIiIiIiIiIiIijy0HewfwKHBzcyM4OJihQ4dy8OBBvvnmG0JDQxk6dCjBwcHJtm4SEREREREREREREZH7YzEMw7B3EDlNVFQUHh4eREZG4u7ubu9wREREREREREREREQA+z2/1soIERERERERERERERHJUkpGiIiIiIiIyH0LDg7GYrFgsVgIDg62dziZatSoUea1iYiIiEjmUDJCRERERERERERERESylJIRIiIiIiIiIiIiIiKSpZSMEBERERERERERERGRLKVkhIiIiIiIiB399ddfvPbaa1SrVg0PDw/y5MlDpUqVaN++Pf/73/+4cOFCqsdt3bqVfv36Ub58efLkyYO7uzs1atRg2LBhnDhxIs3zhYeHm/UQpk+fDsCaNWvw9fWlePHiuLi4UKpUKfr168fhw4fTPL5FixZmW4sWLcw5754bUtZgiIqKYuzYsdSrVw9PT08sFgvfffedOT46Opq5c+cycOBA6tSpg4eHB87OzhQuXBhvb2++/vprrl+/nqH7e+PGDSZMmEDr1q3N6ytatCj16tXjzTffZOPGjRiGAcD06dOxWCyMHj3aPP7u67JYLISHh6c4z+XLlxk1ahT169enQIECuLq6UqpUKbp3784ff/yRbow+Pj5YLBZ8fHwAOHr0KG+++SZVqlQhb968WCwWQkJCMnS9IiIiIo8qJ3sHICIiIiIi8iSKjY1l0KBBTJs2LUXf0aNHOXr0KMuXL2fLli3JHuwbhsGwYcOSPbxPsm/fPvbt28ePP/7I5MmT8fPzu2ccH330EZ999lmytlOnThEQEMCCBQtYvnw5zZo1u+/rS8vRo0dp06YNx44dS3NMhw4dWLduXYr2ixcvsn79etavX8+kSZP4448/eOqpp9KcZ/369fTs2ZNz584la4+IiCAiIoKdO3fy/fffExYWRtmyZR/4moKCgujatStXrlxJ1n7q1Cnmz5/P/Pnz6dq1KzNmzMDV1TXduZYuXcpLL72U4WSLiIiIyONCyQgREREREZFsZhgG3bp14/fffwegbNmyvP766zRs2JB8+fIRERHB9u3bmT9/fopjP/roIzMRUbJkSd5//30aNGhAbGwsK1eu5JtvvuHmzZtYrVYKFChAhw4d0oxj8uTJbN68maZNmzJo0CCqVKlCdHQ08+fPZ+LEiVy/fp2+ffty+PBhnJ2dAShRogR79+7lr7/+4uWXXwZg6tSpNGjQINncJUuWTPWcXbt25eTJkwwePJjOnTtTsGBBwsLCKFiwoDkmPj6emjVr0qlTJ+rXr0/x4sUxDIPjx4+zaNEi5s2bR1hYGL6+voSEhKT6gH/Tpk20bNmSuLg4HBwc6NWrF126dKFs2bLExcVx+PBhVq5cyeLFi81jfH19qV+/PpMmTeLHH38EYO/evSnmLlGihPl5z549tGvXjtjYWBwdHfnXv/5Fly5d8PDwIDQ0lG+++YbQ0FAWLFiAg4MD8+bNS/P7ceLECfr06YOLiwsffvghzZs3J1euXOzatQtPT880jxMRERF5HFiMpPWokmmioqLw8PAgMjISd3d3e4cjIiIiIiKPmEmTJvH6668D0L59e+bPn0/u3LlTHXvy5ElKlSoF3F75UKtWLRITE6lUqRKbN2+mUKFCycb/9ddf+Pj4cOPGDYoVK0ZYWBguLi5mf3h4OOXKlTO/7t+/P1OmTMHBIfkuvmPGjGHkyJEALFq0CF9f32T9wcHB5lZNQUFB5hZDqRk1apS59ZGDgwO///477dq1S3P8kSNHqFSpUpr9q1evpk2bNiQmJjJlyhQGDBiQrD82NpZKlSpx8uRJXFxcWLJkCa1bt051rkuXLpEnT55k9//OeO/1T+ZGjRqxbds2LBYLCxcuTHGfYmJiaN26NRs2bABgyZIldOzYMdkYHx8fcyWIl5cXW7ZseaiVGiIiIiLpsdfza9WMEBERERERyUaJiYl8+eWXABQtWpRZs2almYgAzEQE3E5iJCYmAvC///0vRSICoEGDBrz//vsAnD17NtXVFUm8vLyYNGlSikQEwNtvv22uhli/fn0GrixjrFZruokIIN1EBEDLli3p1KkTQLKVDUkCAwM5efIkAKNHj04zEQFQsGDBdO9/ev766y+2bdsGQN++fVMkIgBcXV0JCAjAyen2xgQTJkxId84vvvhCiQgRERHJkZSMEBERERERyUZ79uwxC0y//PLLeHh4ZPjYVatWAVC+fPlkBaTv9sorr6Q4JjXdunVLs4aBu7s7lStXBki3vsP9ykgdi7tduHCBI0eOEBoaav4pXLgwALt3704xPmn7KxcXFwYNGvRwAafjzns7cODANMeVK1eOli1bArBhwwZiY2NTHZcrVy569OiRuUGKiIiIPCJUM0JERERERCQb7dy50/zcvHnzDB8XGxvLkSNHgNtbA6XHy8uLsmXLEh4enmrNgyRVq1ZNd56kOgXXrl3LcJz3Urt27QyN27hxIxMmTGDNmjVcvnw5zXEXL15M0ZZ0j2vXrp2lWw+EhoYCt7eeurtmxt0aNWrEihUriI2N5fDhw9SsWTPFmEqVKj3wKg0RERGRR52SESIiIiIiItnowoUL5udixYpl+LgrV66Yn4sUKXLP8V5eXoSHh6f7ID9PnjzpzpG0fVNCQkIGo7y3AgUK3HPMnTUb7uXmzZsp2pLu8f3c3weRdG/d3d3TXGGSxMvLK8Vxd8vIvRERERF5XGmbJhERERERETuxWCxZdty9Ci/bi6OjY7r9a9asMRMR5cuXZ9KkSezZs4erV68SHx+PYRgYhsEnn3xyz3M96P29X5n1/bjXvRERERF5nGllhIiIiIiISDa6s+j0mTNnMrxt0Z1vzZ8/f/6e45PGJG219LiYPHkycPt6t27dataGuFt6Kz4KFSrEqVOnOHPmTJbEmCTp3kZGRhITE5Pu6og7v2eP2/dEREREJDNoZYSIiIiIiEg2qlevnvl5/fr1GT7OxcWFSpUqAbB9+/Z0x54/f57w8HCAVGsTZIasWnWwb98+AFq0aJFmIgJgx44dafYl3eOQkBCioqLuO4aMXluNGjUASExMTDcegG3btgG3v49JhcFFREREniRKRoiIiIiIiGSjWrVqUbp0aQCmTZtGZGRkho9t1aoVAEePHk03kTFlypQUx2S2O1cBxMbGZtq88fHxAERHR6c5ZteuXebD/dR07NgRgFu3bjFp0qT7jiGj13bnvZ06dWqa48LDw1m1ahVwu2i5i4vLfcckIiIi8rhTMkJERERERCQbOTg4MHz4cOD2CoY+ffqkWoQ5yalTp8zPgwcPNotKv/baa8mKWifZuXMnn3/+OXC7gHO3bt0yM3zTncWh//nnn0ybN2n1x8aNGzl69GiK/gsXLtC3b9905/Dz86NkyZIAjB49mpUrV6Y59tKlSynuf0avrUGDBjRs2BCAgIAA/vjjjxRjYmNj6d+/v5lkefPNN9ONXURERCSnUjJCREREREQkmw0ePJi2bdsCsGzZMqpXr84333zDhg0bCAkJYdWqVXz++ec8/fTTfPzxx+Zx1atX57333gPgwIEDPP300/z444/89ddfbNy4kREjRtC8eXOio6OxWCxMnjw5y97CL126tPnA/+uvv2bJkiUcOnSIo0ePcvToUa5du/ZA81qtVuD2yghvb2++//57Nm/ezObNm/n666+pXbs2+/fvp3HjxmnO4eLiwsyZM3FyciImJoZ27drh5+fHokWL2LlzJ9u2bWPmzJn069ePMmXKpKjB0aRJE/Pz0KFDWb9+PUeOHDGvLSmxAJj3ODExkc6dO/PWW28RFBTE33//jc1mo0GDBgQHBwPQvXt3c9WGiIiIyJNGBaxFRERERESymcViYeHChQwYMIDZs2cTFhbGO++8k+rYuwtcjx07lhs3bvDf//6X48ePM3jw4BTHuLq6MnnyZDp06JAl8Sf58MMPGTx4MGFhYXTu3DlZ37Rp0+jXr999z9mtWzf69+/PtGnTOHPmTIqVBI6OjowfP54rV66wZcuWNOd59tlnWbFiBb169eLixYvMnDmTmTNnZiiGihUr0qNHD+bNm8fKlStTrKwICwujbNmywO1tt/744w+6devGlStXmDBhAhMmTEgxZ9euXbHZbBk6v4iIiEhOpJURIiIiIiIidpA7d25mzZrFhg0b6N+/PxUqVCBPnjy4ublRuXJlOnTowJQpUxg/fnyy4ywWC9999x1btmzBarVStmxZXF1dyZs3L9WrV2fo0KEcOnQIPz+/LL+GQYMGsWDBAlq1akXhwoVxcsqc992mTp1KYGAgzZs3J1++fLi4uFCmTBn69u3L5s2beeuttzI0z/PPP8+xY8cYN24czz77LIUKFcLZ2RkvLy/q1avH22+/zdatW83Ewp1mzJjBuHHjaNiwIR4eHukWtX7uuec4cuQII0aMoF69enh4eJArVy5KlChB165d+f3335k/f36yWhQiIiIiTxqLYRiGvYPIaaKiovDw8CAyMhJ3d3d7hyMiIiIiIiIiIiIiAtjv+bVWRoiIiIiIiIiIiIiISJZSMkJERERERERERERERLKUkhEiIiIiIiIiIiIiIpKllIwQEREREREREREREZEspWSEiIiIiIiIiIiIiIhkKSUjREREREREREREREQkSykZISIiIiIiIiIiIiIiWcrJ3gGIiIiIiIjIkysh0WB72GUirsVQJJ8rDct54uhgsXdYIiIiIpLJlIwQERERERERu1gRepbRS/dzNjLGbCvm4crIjtVoW6OYHSMTERERkcymbZpEREREREQk260IPcugGTuTJSIAzkXGMGjGTlaEnrVTZCIiIiKSFZSMEBERERERkWyVkGgweul+jFT6ktpGL91PQmJqI0RERETkcaRkhIiIiIiIiGSr7WGXU6yIuJMBnI2MYXvY5ewLSkREROQJER0dbZfzKhkhIiIiIiIi2SriWtqJiAcZJyIiIiLpS0xMZO3atfTr14+KFSvaJQYVsBYREREREZFsVSSfa6aOExEREZHUHTp0CJvNRmBgICdPnrRrLEpGiIiIiIiISLZqWM6TYh6unIuMSbVuhAXw8nClYTnP7A5NRERE5LF3+fJl5syZg81mY9u2bWZ7/vz56dmzJ127dqV169bZHpeSESIiIiIiIpKtHB0sjOxYjUEzdmKBZAkJy///35Edq+HoYEnlaBERERG5261bt1i+fDk2m42lS5cSFxcHgKOjI+3atcNqtdKxY0dcXV2JioqyS4xKRoiIiIiIiEi2a1ujGD/61WX00v3Jill7ebgysmM12tYoZsfoRERERB59hmGwc+dOAgICmD17NhcvXjT76tSpg7+/P71796Zo0aJ2jPL/KBkhIiIiIiIidtG2RjFaVfNie9hlIq7FUCTf7a2ZtCJCREREJG2nT59mxowZ2Gw29u/fb7Z7eXnRp08frFYrtWrVsmOEqVMyQkREREREROzG0cFC4woF7R2GiIiIyCMtOjqaxYsXExAQwOrVqzGM2xtdurq64uvri7+/Py1btsTJ6dF95P/oRiYiIiIiIiIiIiIi8oRKTExk/fr1BAQEMH/+fK5fv272NW/eHH9/f7p164aHh4cdo8w4JSNEREREREQe0IkTJ/j8889ZtWoVp06dIjY2FoBp06bRr18/+wYnIiIiIo+lw4cPExgYSGBgIMePHzfby5cvj9VqpW/fvpQvX96OET4YJSNEREREREQewIkTJ6hXr16yQoEiIiIiIg/i8uXLzJs3D5vNxpYtW8x2d3d3evbsib+/P02aNMFieXxraykZISIiIiIi8gA+/fRTLl68iKOjI59++ine3t7ky5cPgJIlS9o5OggPD6dcuXKAVmqIiIiIPIri4uJYsWIFAQEBLF26lFu3bgHg6OhImzZtsFqtdOrUidy5c9s50syhZISIiIiIiMgDWL16NQC+vr68//77do5GRERERB4HhmGwa9cubDYbs2bN4sKFC2Zf7dq1sVqtvPTSS3h5edkxyqyhZISIiIiIiMgDOH36NABVqlSxcyQiIiIi8qg7c+YMM2fOxGazERoaarYXLVqUPn36YLVaqV27th0jzHpKRoiIiIiIiDyApGX0zs7Odo5ERERERB5FN27cYPHixdhsNlatWkViYiIALi4u+Pr6YrVaad26NU5OT8Zjegd7ByAiIiIiIvK4mD59OhaLJVnhwNGjR5ttFosFHx8fs2/r1q18/PHH+Pj44OXlRa5cuXB3d6datWoMGjSI/fv3Z/jcq1evxt/fn0qVKpEvXz7y5ctH1apV6dKlCzNmzCAqKsoca7FYzHoRAP37908Wo8ViYdSoUSnOYRgGc+fOpVOnThQvXpxcuXJRsGBBmjRpwrhx44iOjs7QvQkPD+fWrVtMmDCBJk2aULhwYRwcHHj77bdZsmSJOW7OnDn3vO5x48aZ43fu3Jmhe/Wg1/HGG29gsVgoWLCg+bDgTtevX8fZ2dmMZ/fu3anOU69ePSwWC+3atUvWPmrUqGQ/P7GxsXz77bfUr18fDw8P8ubNS506dfjiiy+IiYnJ0LUuXryYHj16ULp0aVxdXfHw8ODpp5/mww8/5Pz582ked3csUVFRjB07lnr16uHp6YnFYuG7777LUAwiIiLyfxITE1m3bh0DBgzAy8uLPn368Oeff5KYmEjTpk35+eefOXfuHHPmzKF9+/ZPTCICtDJCREREREQkS0yfPp3+/funaI+Li+PAgQMcOHCAyZMnM2HCBAYPHpzmPFevXqVPnz788ccfKfoOHjzIwYMHWbRoESNHjkw1wZBRV69exdfXl3Xr1iVrv3z5Mlu2bGHLli1MmDCB33//nTp16qQ716VLl+jatWuqyYMOHTpQvHhxzpw5w9SpU+nVq1e6c02bNg2AOnXqULdu3Sy9Dh8fHyZOnMjly5fZs2dPiv4NGzYQHx9vfh0UFJRiO4XIyEhCQkLM+dJy/vx52rVrx65du5K17969m927d7N06VJWrVpFnjx5Uj3+4sWLdOvWLcV1xsbGEhISQkhICBMnTmTOnDkpkiJ3O3r0KG3atOHYsWPpjhMREZG0HT16FJvNRmBgIOHh4WZ7uXLlsFqt9O3blwoVKtgvwEeAkhEiIiIiIiIZ5OvrS/369QGoWbMmAIMGDUqWTHBzcwMgPj6eAgUK0KlTJ7y9valUqRJubm6cOXOGnTt3MmHCBC5evMgbb7zBU089xXPPPZfifDExMTz//PPmQ/2aNWvy2muvUbt2bXLnzs2ZM2fYvHkz8+bNS3bc3r17OXPmDG3atAHg008/pXPnzsnGFClSxPyckJBAx44d2bhxIwCNGzfmzTffpFKlSly4cIFZs2YRGBjI6dOnee6559izZw8lS5ZM8z69/PLL7N27lz59+tCrVy+KFy/O6dOnSUhIwNHRkf79+zN27FjWrFnDiRMnKF26dKrzbN68mYMHDwIwYMCANM+XWdfh4+ODxWLBMAyCg4NTJCOCg4NTfP32228na1u/fr25qiK9ZESXLl0IDQ1l8ODBdO7cmcKFC3Ps2DHGjRvH9u3b2bx5M2PHjmXs2LEpjr1x4wYtWrQgNDQUi8VCjx496NSpk7kaZuvWrXz77becOnWKF198kc2bN6ebyOnatSsnT540YylYsCBhYWEULFgwzWNERETk9ksQc+fOxWazsXnzZrPd3d2dHj16YLVaadq0KQ4O2qAIAEMyXWRkpAEYkZGR9g5FRERERESyCGAAxsiRI1PtP3XqlBEdHZ3m8VevXjVq1aplAEazZs1SHfPuu++a5xk4cKARHx+f6riEhATj1KlTydrCwsLMY6dNm5butUyaNMkc27VrVyMhISHFmIkTJ5pjunTpkqJ/2rRpZj9g/PTTT2me79ixY4bFYjEAY/To0WmOGzBggAEYLi4uxuXLl9O9hsy6jurVqxuA0alTpxR9DRo0MPsAo0CBAinOMWzYMAMw8ubNa8TFxSXrGzlypHluJycnY9WqVSnOcePGDaNatWoGYBQsWDDFHIZhGG+++aZ5jk2bNqV6Ly5dumRUrVo1zZ+vO2NxcHAw/vjjj1TnERERkeRu3bpl/P7770b37t0NFxeXZP89bdu2rTF79mzjxo0b9g4zXfZ6fq2UjIiIiIiISBYoUaJEmlvsAHh4eDBmzBgANm7cyKVLl5L1R0ZGMmnSJABq1KjBpEmTcHR0THUuBwcHSpQo8cCx/vDDD2ZMkydPTvXtvcGDB5urNxYvXsyJEyfSnM/Hx4d//etfafaXK1eO559/Hri9nZVhGCnGREdHmys+XnzxRQoUKJAt19GiRQsg+QoHgGvXrpkrVD766COcnZ25cuVKiroRSasnmjVrlu4e0G+88QYtW7ZM0Z47d26GDBkC3N7u6u66IhcvXmTy5MkAjBgxgiZNmqQ6v6enJ19//TVw++fryJEjacZitVrvuZWTiIjIky4kJIRhw4ZRsmRJXnjhBX799VdiY2OpUaMGX331FadOnWL58uX06tWL3Llz2zvcR5KSESIiIiIiItkgOjqa8PBw9u3bR2hoKKGhoTg7O5v9dz/UDgoKMgstDxkyJNnYzHT27FnzgXfXrl3Tfej/6quvArcLM65duzbNcX5+fvc87yuvvAJAWFgYQUFBKfrnzZvHtWvXgIxt0ZRZ15G0tdLVq1fN2g9wOzmRkJBAkSJFaNiwIQ0bNgRIFntG60VA+vcoaSswIEUdhz///JObN28C0L1793TP8eyzz5qft2zZ8kCxiIiIPMnOnj3LN998Q+3atXn66acZP348ERERFC5cmLfffptdu3axZ88e3nnnHYoVK2bvcB95qhkhIiIiIiKSRS5evMg333zDwoULOXLkSKorAO4ce6c7iz83b948y2Lcu3ev+blRo0bpjr2z/87j7nZ3UefU+Pr6UrhwYS5cuMDUqVNT1MyYOnUqAGXLljVXUaQns67D29s7Wd2IpFoLSSsevL29gdvJhk2bNhEcHMywYcOAjNeLAKhatWqafZ6enubnpIRMkh07dpifk2pEZMS5c+fS7MvI90tERORJcfPmTX777TcCAgJYuXKl+d/2XLly0blzZ6xWK23atMmyF0VyMq2MEBERERERyQJ///03Tz31FF988QWHDx9ONxEBmG+7J7lw4YL5OSvftLt8+bL5+c6i1qnx8vJK9bi7ZWRLpVy5cmG1WgFYuHAhkZGRZt+RI0fMItT9+vXDYrHcc77Muo5ChQpRvXp1IHnB6qTPSds4JSUbNmzYYD6kSBqTN29e6tWrl24M6W3hdef2UgkJCcn6IiIi0p03LTdu3EizLyPfLxERkZzMMAw2bNjAK6+8gpeXF71792bFihUkJibSpEkTfvrpJ86dO8e8efN44YUXlIh4QFoZISIiIiIikslu3bpFjx49uHTpEs7OzgwZMoTOnTtTuXJlChQogIuLC3B7C54KFSoApJusyMjD+MyQWedJq7bF3QYOHMg333zDzZs3mT17Nq+99hrwf6siHBwc6N+//32f/2Gvo0WLFoSGhporHa5fv86uXbvMPoCmTZuSK1curl69yq5du6hXr16G60U8jKTkhJOTEzt37szwtaaXoMno90tERCSn+eeffwgMDMRmsxEWFma2lylTBqvVSt++falUqZIdI8xZlIwQERERERHJZGvXrjX3+p80aRIDBw5MdVx6qwsKFSpkfj5z5gweHh6ZG+T/d+eWQOfPn0937J1b/dx53IN66qmnaNasGRs3bmTq1Km89tprJCQkYLPZAGjZsiWlS5fO0FyZeR0+Pj58//33REZGsmvXLs6ePUtCQgJeXl489dRTwO1C0w0bNmTjxo0EBwdTsWLFDNeLeBhJPxfx8fG4u7tTpkyZLDuXiIhIThQZGcm8efOw2WzmSkyAfPny0b17d6xWK82bN0+2UlEyh+6oiIiIiIhIJtu3b5/5uWfPnmmOu3P//7vduc3P+vXr7zuGjL4xX7NmTfPztm3b0h17Z/+dxz2MpELWf/31F6GhoSxfvpwzZ84A8PLLL2d4nsy8jqS6EXC7QHVSkeq7kwxJqySCgoLuq17Ew3j66afNzytWrMiy84iIiOQk8fHxLF++nF69euHl5cWrr77Kxo0bcXBwoHXr1sycOZNz587xyy+/4O3trUREFtFdFRERERERyWTx8fHm5+jo6FTHJCYmMnny5DTnaNGiBW5ubgD88MMPyebMCFdXV/NzbGxsmuOKFStGtWrVgJS1G+6WFK+Dg0OKgtMPqnv37uTPnx+4vT1T0hZNnp6e+Pr6ZniezLyOggULUqNGDeB2HYi760UkubNuxJo1a4CM1Yt4GO3btydXrlwAfPfdd+l+b0VERJ50e/bs4d///jclS5akffv2zJ07l5iYGKpXr864ceM4ceIEf/75Jy+99FK69ZwkcygZISIiIiIiksnu3Ft4+vTpqY754IMP2LlzZ5pzeHh4MGjQIABCQ0MZNGiQ+eb93RITE83VBEkKFixoPrT+559/0o33jTfeAODKlSsMGjQo1foV//vf/1i9ejUAvr6+Gd4+6V5y585Nnz59AAgICOD3338HwM/Pz6ytkcTHxweLxYLFYiE8PDxLryMp8bBu3bo0t19q0qQJLi4uREVFmd/nrKwXAbeTLknbfh08eJB+/fpx69atNMdHRUXxww8/ZFk8IiIij5rz58/z7bffUqdOHWrXrs23337L+fPnKVy4MG+99RZ///03e/fu5d1336VEiRL2DveJopoRIiIiIiIimaxNmzYUKVKEiIgIPv74Y44fP46vry+FChXi6NGjTJ48mTVr1tC0aVM2bdqU5jxjxoxh1apV7N69mylTprB9+3Zee+016tSpg6urK2fPnmXr1q3Mnj2bPn36MGrUKPNYJycnGjRowKZNm5g6dSpPP/00derUwdnZGbi98iCpXsKrr77KrFmz2LhxI7Nnz+bkyZMMGTKEihUrcuHCBWbPnm3WcShQoAD//e9/M/V+vfLKK0ycODFZDY372aIpSWZeh4+PDxMmTOD69esAFC9enMqVKycb4+rqyjPPPMP69evNlRhZuUVTkq+++ootW7awa9cu5syZw44dO/jXv/5Fw4YNcXd3JyoqioMHDxIcHMySJUtwdXU1EzUiIiI5UUxMDEuWLCEgIIA///yThIQEAHLlykXHjh3x9/enbdu25t+DxD6UjBARERERkSyVtPf+yJEjkz0svx/h4eGUK1cOgGnTptGvX79Mii65fv36ERAQQJkyZVJ98z6j3NzcsNls+Pr6EhMTw08//cRPP/2UbIyPjw8//PCDuR1QanLnzs3atWvp0aMHa9asYc+ePQwePDjDcXzwwQd07NiRS5cu8dJLLyXru/P74ejoyNKlS/H19WXdunVs3LgxWUHHJCVKlOD333+nZMmSGY4hI2rXrk39+vXNGhr16tWjdu3a9z1PZl5HUt2IpNUVd2/RlMTHxydZTY/sSEbkyZOHoKAg/P39+e233zh69CjvvvtumuOLFCmS5TGJiIhkN8Mw2Lx5Mzabjblz5ybborFRo0b4+/vTo0cP8+ULsT9t0yQiIiIiIpIF2rRpw44dO/Dz86N48eI4OztTuHBhvL29+fnnn1mzZo1ZEyI9np6erF69mqVLl9KrVy/KlCmDq6sr7u7uVK1ala5duzJ79myGDx+e4tgOHTqwZs0aOnXqRLFixdJ9GzB//vwEBQUxe/ZsXnjhBby8vHB2dqZAgQI0btyYL7/8kkOHDlGnTp2HuS1p6tu3r/l5wIABDzxPZl2Hp6cntWrVMr9OK8lwZ5Iiq+tF3MnDw4PFixezYcMGBg4cyFNPPYW7uzuOjo4UKFCAp59+moEDB7JgwQIOHDiQLTGJiIhkh7CwMMaMGUOlSpVo1qwZP//8M5GRkZQuXZqPPvqIQ4cOsWXLFl577TUlIh4xFiO1TTTloURFReHh4UFkZCTu7u72DkdERERExK6exJURdwsODjYfWgcFBWXL2/OPm1deeYUpU6aQO3duzpw5Yxa1FhEREYmMjGT+/PnYbLZkKxLz5s1Lt27dsFqteHt74+Cgd+8zwl7Pr7VNk4iIiIiIPPLKli2bajHizDZ9+vQ0C05L1rl+/Tpz584FoGvXrkpEiIiICPHx8axevRqbzcaiRYuIiYkBbr/o0rJlS6xWKy+++GKGVprKo0HJCBEREREREbGriRMncu3aNQAGDRpk52hERETEnvbu3YvNZmPmzJmcPXvWbK9atSr+/v706dMn0+tXSfZQMkJERERERESyVXx8POHh4cTGxrJu3TpGjx4N3C4a3aRJEztHJyIiItktIiKCWbNmYbPZ2LVrl9lesGBBXnrpJaxWK/Xq1TO3/5THkzbREhERERGxg1GjRmGxWMx/UEVFRTFq1Chq1qxJ3rx5KVq0KO3bt2fz5s3JjouIiODjjz+mevXquLm5UbBgQTp16sTOnTvTPNexY8f45ptv6NixI2XLliV37tzkzp2bMmXK0LNnT1asWJHhuA8ePMjQoUOpU6cOnp6euLq6Ur58eZ5//nm+/fZbTp48ec85/v77b/r06UPp0qVxcXGhWLFidO/enR07dqR5THh4uHm/UttG6e77GRsby7fffkv9+vXx8PAgb9681KlThy+++MJc4p+afv36YbFYKFu2bJpjfvvtN7p06ULp0qVxdXXFzc2NcuXK0bhxY4YPH05wcHCKuO8sctyiRQsz1vSuKSc7deoUlSpVokaNGrz++uvcvHmTPHny8MMPP9g7NBEREckmMTExzJ8/n44dO1K8eHGGDh3Krl27cHZ2pkuXLixevJgzZ84wYcIE6tevr0REDqCVESIiIiIidnby5ElatmzJ4cOHzbbo6GiWL1/OypUrmT17Nt27d2fPnj20b9+e06dPm+Nu3LjB0qVLWblyJX/88QfPPfdcsrnDwsKoUKFCquc9ceIEJ06cYN68efj5+TFt2jScnFL/J0JiYiIff/wx48aNIyEhIcU5wsLCWLt2LUuWLEn2MP5uP/74I2+++Sbx8fFm27lz55g/fz6LFy9m9uzZdOvWLc3jM+L8+fO0a9cu2Vt1ALt372b37t0sXbqUVatWkSdPnvuaNyEhgT59+pi1De4UHh5OeHg4W7duxWazce7cuYe6hidJ4cKFeeaZZ/jPf/5DjRo17B2OiIiIZCHDMNi6dSsBAQHMnTuXq1evmn0NGzbE39+fnj17UrBgQfsFKVlGyQgRERERETvr3r07p06d4oMPPqBt27bkyZOHjRs3MnLkSKKiohgwYAD169fnhRde4ObNm4wdOxZvb2+cnZ1ZsWIFY8eOJTY2lv79+3PkyBFy5cplzp2QkECuXLlo06YNrVq1olq1anh6enL58mUOHz7MxIkT2bdvHzNmzKB8+fLmdjl3e+ONN/jxxx8BKFKkCK+//jrNmjWjQIECXLlyhZ07d7Jo0aJ031hbuXIl27Zto2rVqrz99tvUqlWL+Ph4li9fzrhx47h16xYDBw7Ex8eHQoUKPfD97NKlC6GhoQwePJjOnTtTuHBhjh07xrhx49i+fTubN29m7NixjB079r7m/emnn8xERJMmTRg4cCAVKlTA3d2dy5cvExoayurVqwkJCTGPKVGiBHv37uWvv/7i5ZdfBmDq1Kk0aNAg2dxP2r7H2VWQXERERB4N4eHhBAYGYrPZOHr0qNlesmRJ+vbti9Vq5amnnrJjhJItDMl0kZGRBmBERkbaOxQREREReUSNHDnSAAzAcHFxMbZu3ZpizO+//26OKVy4sFGoUCHj6NGjKcZNnDjRHLdw4cJkfdevXzfOnDmTZhyJiYlGv379DMBwc3Mzrl69mmLMsmXLzPnr169vXLx4Mc35Tpw4kaIt6VjAaNOmjRETE5NiTEBAgDlm/PjxKfrDwsLM/mnTpqXov/N+Ojk5GatWrUox5saNG0a1atUMwChYsKARFxeXYoy/v78BGGXKlEnR17x5cwMwGjZsmOqxSVK7P0FBQWZ8QUFBaR4rIiIiklNERkYaU6dONby9vZP9fdDNzc2wWq3GmjVrjISEBHuH+USy1/PrHFkz4urVq7z55ps0btwYLy8vXFxcKFGiBM899xwLFixI9Q2cqKgohg0bRpkyZXBxcaFMmTIMGzaMqKgoO1yBiIiIiDxJ3n77bZ555pkU7R06dKBMmTIAXLhwgU8//TTVLZf69++Pq6srABs2bEjW5+bmRrFixdI8t8Vi4ZtvvsHR0ZHo6GhWr16dYsxnn30GgIuLC/Pnz0932XypUqXS7HN1dSUgIAAXF5cUfX5+fmac69evT3OOjHjjjTdo2bJlivbcuXMzZMgQAC5dusT+/fvva96krZeaNm2a5nZWgLYVyEQJiQZb/rnEbyGn2fLPJRIStZpCRETkUZaQkMDKlSvx8/PDy8uLl19+mXXr1mGxWHj++efN7SwDAgJ47rnncHDIkY+nJQ05cpumixcvMnXqVBo1aoSvry+enp5ERESwdOlSunXrxiuvvMLPP/9sjo+Ojsbb25uQkBBatWpF79692b17N+PHjycoKIiNGzfi5uZmxysSERERkZysV69eafbVqlWL48ePY7FY6NGjR6pjcufOTaVKldi7dy/Hjh1L91xxcXGcP3+ea9euJav9ULBgQSIiIti9ezddu3Y12y9fvmwW0e7SpYuZHHkQLVu2pGjRoqn2OTg4ULduXZYtW3bPa7gXPz+/NPvq169vfj527Bi1atXK8LzFixfnyJEjLF26lA8//PChtpKSe1sRepbRS/dzNvL/Co4X83BlZMdqtK2RdoJNREREst++ffuw2WzMmDGDM2fOmO1VqlTB398fPz+/dF9akSdDjkxGlCtXjqtXr6Z4W+natWs0atSIyZMn89Zbb1G9enUAxo0bR0hICMOHD+fLL780x48cOZIxY8Ywbty4NPfOFRERERF5WJUrV06zL3/+/AAUKlSIAgUK3HPctWvXUvTFxcXx888/Y7PZCAkJ4datW2nOc/HixWRfh4SEmCuLmzdvnuZxGVG1atV0+z09PYHUryGzzpN0jgc5T79+/Vi3bh1Hjx6lQoUKdOnShZYtW9KsWbOHStJISitCzzJoxk7uXgdxLjKGQTN28qNfXSUkRERE7OzChQvMnj0bm83G33//bbZ7enrSu3dvrFYrDRo0SLemmDxZcuQ6GEdHx1SXTefLl482bdoAmIVSDMNgypQp5M2blxEjRiQb/8EHH1CgQAF++eUXFVcTERERkSyTJ0+eNPuSlq6nN+bOcXeudoDbKxsaN27MG2+8wfbt29NNRADcvHkz2dcXLlwwP6e33VNGPOg1ZOZ57twK4H7P069fP0aMGIGzszNRUVFMnz4dPz8/ypYtS9myZXnjjTcIDQ194LjltoREg9FL96dIRABm2+il+7Vlk4iIiB3ExsayYMECOnfuTPHixXnrrbf4+++/cXJywtfXl4ULF3L27Fl++OEHGjZsqESEJJMjkxFpiYmJYe3atVgsFqpVqwbAkSNHOHPmDE2bNk2xFZOrqyvPPvssp0+fTlblXURERETkcZH0D0QAX19flixZQnh4ODdu3CAxMRHDMDAMw1w2n95LOPrHJIwePZp//vmHL774glatWpE3b14Ajh8/zsSJE6lVqxajRo2yb5CPue1hl5NtzXQ3AzgbGcP2sMvZF5SIiMgTzDAMtm7dyuDBgylWrBjdunVjyZIlxMfH06BBA77//nvOnj3LokWLePHFF8mVK5e9Q5ZHVI7cpinJ1atX+e6770hMTCQiIoI//viDkydPMnLkSCpVqgTcTkYA5td3u3NcWmNiY2OJjY01v1bRaxERERF5FERFRTF37lwA+vTpw4wZM9Ice+XKlVTb76yLcOf+v0+yUqVK8d577/Hee++RkJDA33//zcKFC/nxxx+Jiopi9OjR1K1bl06dOtk71MdSxLW0ExEPMk5EREQezIkTJwgMDMRms3H48GGzvUSJEvTt25e+ffuaL3yLZESOT0bcWevB2dmZr776in//+99mW2RkJAAeHh6pzuHu7p5sXGo+//xz1ZQQERERkUfOkSNHiIuLA6Bnz55pjjt48CDXr19Pte/pp5/GYrFgGAbr169n0KBBWRLr48rR0ZGGDRvSsGFDOnfuTJMmTQCYN29esmSEVpVkXJF8rpk6TkRERDLu2rVrLFiwAJvNRlBQkNmeJ08eunbtitVqpUWLFjg6OtoxSnlc5ehtmsqWLYthGMTHxxMWFsaYMWP46KOP6Nq1K/Hx8Zl2ng8++IDIyEjzz8mTJzNtbhERERGRB3Xn33mjo6PTHPfTTz+l2efp6UnTpk0BWLRoEcePH8+8AHOYxo0bm/Uq7i4E7ur6fw/O71xVLSk1LOdJMQ9X0krfWIBiHq40LOeZxggRERG5HwkJCaxevZq+ffvi5eVF//79zUREixYtmD59OufOncNms9GyZUslIuSB5ehkRBJHR0fKli3L+++/z6effsqiRYuYPHky8H8rItJa+ZC05VJaKycAXFxccHd3T/ZHRERERMTeKlasaL6RHxAQkGo9iKVLl/LDDz+kO8/7778P3H6I3q1bNy5fTnuv/pz8Yk5gYKC50iQ1Gzdu5MaNGwCUK1cuWd+dxb//+eefrAkwh3B0sDCy4+0tH+5OSCR9PbJjNRwdtNpERETkYRw4cID333+fMmXK0KpVK2bMmMGNGzeoXLkyn376KeHh4axduxZ/f3/y5ctn73AlB8jR2zSlpnXr1gwfPpzg4GAGDRqUonbE3e5VU0JERERE5FFVsGBB2rdvz7Jly1ixYgVt2rRh0KBBlC5dmoiICBYsWMD06dMpX748V69e5cKFC6nO06FDB1599VV+/vlnduzYQdWqVXn99ddp3rw5BQoU4MqVK4SEhLBw4UKcnJySLenPSaxWK++88w6+vr40bdqUihUrkjt3bi5cuMD69euZOHEiAE5OTrzyyivJji1dujQlS5bk1KlTfP3115QsWZIqVaqYbxYWLVpU/8i/Q9saxfjRry6jl+5PVszay8OVkR2r0bZGsXSOFhERkbRcvHiROXPmEBAQwI4dO8z2AgUK0KtXL/z9/WnYsKG2mJQs8cQlI5KK7jk53b70SpUqUbx4cTZt2kR0dDRubm7m2JiYGNavX0/x4sWpWLGiXeIVEREREXkYP/74I82aNePEiROsWrWKVatWJesvXbo0ixcvpn379vecJ2/evIwfP56IiAhGjhyZ6jhvb+9Mi/1RFBERwc8//8zPP/+can/u3LmZPHkydevWTdH34YcfMnjwYMLCwujcuXOyvmnTptGvX7+sCPmx1bZGMVpV82J72GUirsVQJN/trZm0IkJEROT+3Lp1i2XLlhEQEMCyZcvMrTydnJxo3749/v7+dOjQARcXFztHKjldjkxGhISEUK5cuRRbK12+fJkPP/wQgHbt2gG3C8kNHDiQMWPGMGbMGL788ktz/Oeff86VK1cYMmSIsoEiIiIi8lgqVaoUO3fu5Msvv+S3337j+PHjuLq6UrZsWXx9fXnrrbcoUKDAPedxcHDgm2++wd/fn//9738EBQVx6tQp4uPjKVasGOXKlaNTp0706NEjG67KPg4dOsSqVatYs2YNhw8f5vz581y9ehU3NzcqVapEy5YtzZUnqRk0aBBFixblp59+IiQkhCtXrmRqLbucyNHBQuMKBe0dhoiIyGPHMAz++usvbDYbs2fPTrbNZr169bBarfTu3ZvChQvbMUp50liM1DaOfcy9/fbbTJkyhRYtWlCmTBnc3Nw4fvw4y5Yt4/r163Tt2pV58+bh4HC7ZEZ0dDTNmjUjJCSEVq1aUa9ePXbv3s3y5cupU6cOGzduTLZi4l6ioqLw8PAgMjJS9SNEREREREREREQkW5w8eZIZM2Zgs9k4ePCg2V68eHH8/PywWq1Ur17djhHKo8Bez69z5MqIbt26ERkZydatW1m/fj03btzA09OTZs2aYbVa6dWrV7KVDm5ubgQHBzN69Gjmz59PcHAwXl5eDB06lJEjR95XIkJEREREREREREQku1y/fp2FCxdis9lYu3YtSe+e586dmy5dumC1Wnn++efNWlUi9pIjV0bYm1ZGiIiIiIiIiIiISFZJTEwkKCgIm83GggULiI6ONvt8fHywWq107dpVzyYlVVoZISIiIiIiIiIiIiJpOnjwIDabjRkzZnDy5EmzvVKlSlitVvz8/Chbtqz9AhRJh5IRIiIiIiIiIiIiIo+oS5cuMWfOHGw2G9u3bzfb8+fPT69evbBarTRq1CjZtvQijyIlI0REREREREREREQeIbdu3WL58uUEBATw+++/ExcXB4CjoyPt2rXD39+fF154AVdXVztHKpJxSkaIiIiIiIiIiIiI2JlhGPz9998EBAQwe/ZsLl26ZPY9/fTT+Pv707t3b4oUKWLHKEUenJIRIiIiIiIiIiIiInZy6tQpZs6cSUBAAAcOHDDbvby88PPzw2q1UrNmTTtGKJI5lIwQEREREZFsl5BosD3sMhHXYiiSz5WG5TxxdNA+xyIiIvJkiI6OZtGiRQQEBLBmzRoMwwDA1dWVF198EX9/f55//nmcnPT4VnIO/TSLiIiIiEi2WhF6ltFL93M2MsZsK+bhysiO1Whbo5gdIxMRERHJOomJiaxbtw6bzcb8+fO5fv262ffss89itVrp3r077u7udoxSJOsoGSEiIiIiItlmRehZBs3YiXFX+7nIGAbN2MmPfnWVkBAREZEc5dChQwQGBhIYGMiJEyfM9goVKmC1Wunbty/lypWzY4Qi2UPJCBERERERyRYJiQajl+5PkYgAMAALMHrpflpV89KWTSIiIvJYu3z5MnPnziUgIIBt27aZ7R4eHvTs2ROr1UqTJk2wWPR3HnlyKBkhIiIiIiLZYnvY5WRbM93NAM5GxrA97DKNKxTMvsBEREREMkFcXBzLly/HZrOxdOlSbt26BYCjoyNt27bFarXSsWNHcufObedIRexDyQgREREREckWEdfSTkQ8yDgRERERezMMg507d2Kz2Zg1axYXL140++rUqYPVaqV37954eXnZMUqRR4OSESIiIiIiki2K5HPN1HEiIiIi9nLmzBlmzJiBzWZj3759ZnvRokXx8/PDarVSq1YtO0Yo8uhRMkJERERERLJFw3KeFPNw5VxkTKp1IyyAl4crDct5ZndoIiIiIvd048YNFi1ahM1mY/Xq1SQmJgLg4uKCr68v/v7+tGrVCicnPXIVSY1+M0REREREJFs4OlgY2bEag2bsxALJEhJJpRtHdqym4tUiIiLyyEhMTGTDhg0EBATw66+/cv36dbOvWbNm+Pv7061bN/Lnz2+/IEUeE0pGiIiIiIhItmlboxg/+tVl9NL9yYpZe3m4MrJjNdrWKGbH6ERERERuO3LkCDabjcDAQI4fP262lytXDqvVSt++falQoYIdIxR5/CgZISIiIiIi2aptjWK0qubF9rDLRFyLoUi+21szaUWEiIiI2NOVK1eYN28eAQEBbNmyxWx3d3enR48e+Pv707RpUywW/Z1F5EEoGSEiIiIiItnO0cFC4woF7R2GiIiIPOHi4uL4888/sdlsLFmyhNjYWAAcHBxo06YNVquVzp07kzt3bjtHKvL4UzJCREREREREREREnhiGYRASEoLNZmPWrFlERESYfTVr1sTf35+XXnqJYsW0faRIZlIyQkRERERERERERHK8s2fPMnPmTAICAggNDTXbixQpQp8+fbBardSpU8d+AYrkcEpGiIiIiIiIiIiISI508+ZNFi9ejM1mY+XKlSQmJgLg4uJC586dsVqttG7dGmdnZztHKpLzKRkhIiIiIiIiIiIiOUZiYiIbN27EZrPx66+/EhUVZfY1bdoUq9VK9+7dKVCggB2jFHnyKBkhIiIiIiIiIiIij71//vkHm81GYGAgYWFhZnvZsmWxWq307duXihUr2jFCkSebkhEiIiIiIiIiIiLyWLp69Srz5s3DZrOxadMmsz1fvnz06NEDq9VKs2bNcHBwsGOUIgJKRoiIiIiIiIiIiMhjJD4+npUrVxIQEMBvv/1GbGwsAA4ODrRq1Qp/f386d+5Mnjx57BypiNxJyQgRERERERERERF55O3evZuAgABmzZrF+fPnzfbq1avj7+9Pnz59KF68uB0jFJH0KBkhIiIiIiIiIiIij6Rz584xa9YsAgIC2LNnj9leuHBhXnrpJfz9/alTpw4Wi8WOUYpIRigZISIiIiIiIiIiIo+MmzdvsmTJEmw2G3/++ScJCQkA5MqVi06dOuHv70+bNm1wdna2c6Qicj+UjBARERERERERERG7MgyDTZs2YbPZmDdvHpGRkWZf48aNsVqt9OzZkwIFCtgxShF5GEpGiIiIiIiIiIiIiF0cO3aMwMBAbDYbx44dM9tLly6N1Wqlb9++VK5c2Y4RikhmUTJCREREREREREREsk1kZCS//vorNpuNDRs2mO158+ale/fuWK1Wnn32WRwcHOwYpYhkNiUjREREREREREREJEvFx8ezatUqbDYbixcvJiYmBgCLxUKrVq2wWq34+vri5uZm50hFJKsoGSEiIiIiIiIiIiJZYu/evQQEBDBz5kzOnTtntlerVg1/f3/69OlDiRIl7BihiGQXJSNEREREREREREQk05w/f55Zs2Zhs9kICQkx2wsVKsRLL72E1Wqlbt26WCwW+wUpItlOyQgRERERERERERF5KDExMSxZsgSbzcaKFStISEgAwNnZmY4dO+Lv70/btm3JlSuXnSMVEXtRMkJERERERERERETum2EYbNmyhYCAAObOnUtkZKTZ98wzz2C1WunZsycFCxa0Y5Qi8qhQMkJEREREREREREQyLDw8nMDAQGw2G0ePHjXbS5UqRd++fbFarVSpUsWOEYrIo0jJCBEREREREREREUlXVFQU8+fPJyAggPXr15vtbm5udOvWDX9/f7y9vXFwcLBjlCLyKFMyQkRERERERERERFJISEhg9erV2Gw2Fi1axM2bNwGwWCw8//zzWK1WunTpgpubm50jFZHHgZIRIiIiIiIiIiIiYgoNDcVmszFjxgzOnj1rtj/11FP4+/vTp08fSpUqZccIReRxpGSEiIiIiIiIiIjIEy4iIoLZs2djs9nYuXOn2V6wYEF69+6N1Wqlfv36WCwWO0YpIo8zJSNERERERERERESeQLGxsSxduhSbzcby5cuJj48HwNnZmRdeeAGr1Ur79u3JlSuXnSMVkZxAyQgREREREREREZEnhGEYbNu2jYCAAObOncuVK1fMvoYNG2K1WunZsyeFChWyY5QikhMpGSEiIiIiIiIiIpLDHT9+nMDAQGw2G0eOHDHbS5YsSd++fenbty9Vq1a1Y4QiktMpGSEiIiIiIiIiIpIDXbt2jfnz52Oz2QgODjbb8+TJQ9euXfH398fHxwdHR0f7BSkiTwwlI0RERERERERERHKIhIQE1q5dS0BAAAsXLuTmzZsAWCwWWrRogdVqpWvXruTNm9fOkYrIk0bJCBERERERERERkcfc/v37sdlszJgxg9OnT5vtlStXxt/fHz8/P0qXLm3HCEXkSadkhIiIiIiIiIiIyGPowoULzJkzh4CAAP7++2+zvUCBAvTu3Rur1UrDhg2xWCx2jFJE5DYlI0RERERERERERB4TsbGxLFu2DJvNxrJly4iPjwfAycmJDh06YLVa6dChAy4uLnaOVEQkOSUjREREREREREREHmGGYbB9+3ZsNhtz5szh8uXLZl/9+vWxWq306tWLwoUL2zFKEZH0KRkhIiIiIiIiIiLyCDpx4gQzZszAZrNx6NAhs7148eL07duXvn37Ur16dTtGKCKScUpGiIiIiIiIiIiIPCKuX7/OggULsNlsBAUFYRgGALlz56Zr165YrVaee+45HB0d7RypiMj9UTJCRERERERERETEjhISEggODiYgIIAFCxZw48YNs69FixZYrVa6du1Kvnz57BiliMjDUTJCRERERERERETEDg4cOIDNZmPGjBmcOnXKbK9UqRL+/v74+flRpkwZO0YoIpJ5lIwQERERERERERHJJpcuXWL27NnYbDb++usvsz1//vz06tULf39/nnnmGSwWix2jFBHJfEpGiIiIiIiIiIiIZKFbt27xxx9/EBAQwLJly4iLiwPAycmJdu3a4e/vzwsvvICLi4udIxURyTpKRoiIiIiIiIiIiGQywzDYsWMHAQEBzJkzh0uXLpl9devWxWq10rt3b4oUKWLHKEVEso+SESIiIiIiIiIiIpnk1KlTzJgxA5vNxoEDB8z2YsWK4efnh9VqpUaNGnaMUETEPpSMEBEREREREREReQjXr19n0aJF2Gw21qxZg2EYAOTOnZsXX3wRq9VKy5YtcXR0tHOkIiL2o2SEiIiIiIiIiIjIfUpMTCQ4OBibzcb8+fOJjo42+7y9vbFarXTr1g13d3c7Riki8uhQMkJERERERERERCSDDh06hM1mIzAwkJMnT5rtFStWxGq14ufnR7ly5ewYoYjIo0nJCBERERERERERkXRcvnyZOXPmYLPZ2LZtm9nu4eFBr169sFqtNG7cGIvFYscoRUQebUpGiIiIiIiIiIiI3OXWrVssX74cm83G0qVLiYuLA8DR0ZF27dphtVrp2LEjrq6udo5UROTxoGSEiIiIiIiIiIgIYBgGO3fuJCAggNmzZ3Px4kWzr06dOvj7+9O7d2+KFi1qxyhFRB5PSkaIiIiIiIiIiMgT7fTp08yYMQObzcb+/fvNdi8vL/r06YPVaqVWrVp2jFBE5PHnYO8ARERERERE5Mk0atQoLBZLjtljPelaRo0aZe9QRCQDoqOjmTlzJq1bt6ZUqVK8//777N+/H1dXV3r16sXy5cs5efIkX3/9tRIRIiKZQMkIERERERGRewgPDzcfNE+fPt3e4WSr6dOnm9ceHh6eqXPfOV9wcHCmzi0ikprExESCg4Pp378/Xl5e+Pn5sWrVKgzDoHnz5kyePJlz584xe/Zs2rZti5OTNhUREcks+n9UERERERERERHJ0Q4fPkxgYCCBgYEcP37cbC9fvjxWq5W+fftSvnx5O0YoIpLzKRkhIiIiIiKSA/j4+LBu3Tq8vb21ykBEBLh8+TLz5s3DZrOxZcsWs93d3Z2ePXvi7+9PkyZNcsxWcSIijzolI0RERERERCRN/fr1o1+/flkyd9myZc3PPj4+WXIOEXmyxMXFsWLFCgICAli6dCm3bt0CwNHRkTZt2mC1WunUqRO5c+e2c6QiIk8eJSNEREREREREROSxZRgGu3btwmazMWvWLC5cuGD21apVC39/f1566SW8vLzsGKWIiKiAtYiIiIiIiDwSoqKiGD16NDVr1iRfvnzkz5+fpk2bMmXKFBITE1M9JjExkbVr1/LOO+/QtGlTChUqhLOzM/nz56dOnTq88847nDhxIt3z+vj4YLFYzNUZZ86c4Z133qFy5crkzp2bAgUK0KJFC+bOnfvQ1/jee++ZBcF79+5NXFxcsv6EhAQCAgLo2LEjJUqUwMXFBU9PTxo1asRnn31GVFRUmnP369cPi8Virjg5d+4cH374ITVq1MDDwwOLxcLixYsf+hpEHhVnzpzhq6++olatWtSrV4///ve/XLhwgaJFizJs2DBCQkLYvXs3w4YNUyJCROQRoJURIiIiIiLyRNm5cyc///wzwcHBnD59moSEBIoXL46Pjw9Dhgyhdu3adp//1KlT/Pjjj6xevZpjx44RFRVF0aJFKVOmDG3atKF79+5UqVIFuP0AOiAgwDx23bp1KfY/L1OmDOHh4ebXSf0jR45k1KhRBAcH89NPP7FlyxbOnTtH7ty5uXr1KgDTp0+nf//+AISFhSXbWulOhmGwcOFC5s2bx7Zt24iIiCBXrlyULFmSWrVq0a1bN9q3b4+rq6t5zJ0xzZkzh08++YSjR48mm3fz5s1s3ryZ4cOH4+zszJUrV3B1daVkyZJ4e3vj4ODApEmTUsQTGRnJ7t272b17N9988w2FCxcmIiKCyMhIvvvuO3799VfCwsJwcnLCMAzzGjZv3oyvr2+yN6tjYmIIDg4mODiYLVu28N1336V6D9KTkJDAq6++ytSpUwEYPHgw33//PQ4O//eOYFhYGJ07d2bv3r3Jjr116xbbtm1j27Zt/PDDD/z22280aNAg3fNt27aNjh07JrsOkZzgxo0bLF68GJvNxqpVq8xEpYuLC76+vlitVlq3bo2Tkx55iYg8cowc6NSpU8b48eONVq1aGaVKlTKcnZ2NokWLGl26dDG2bt2a6jGRkZHG0KFDjdKlSxu5cuUySpcubQwdOtSIjIy87/NHRkYawAMdKyIiIiIiWSM+Pt4YMmSIYbFYDCDVPxaLxRgzZkyKY8PCwswx06ZNy/T57zRhwgTDxcUlzTkAo0yZMuZ4f3//dMfePd4wDLN95MiRxieffJIiZg8PD3PstGnTzPawsLBUYz558qTRsGHDe8Zx9727M/YqVaoYDg4OxsCBA42VK1caO3bsMF555ZV7zmmxWAx3d3dj8ODBRmBgoLFp0ybj77//NhYvXmwMHz7ccHJyMscuW7bMKFeuXJpz5c2b1yhYsKBRqFAhY+zYscaGDRuMHTt2GD/++KNRrFgxc9zKlStTvQ933tc7xcTEGL6+vmb/J598kuLYs2fPmudwdnY2Xn31VWPu3LnGtm3bjPXr1xtjxowxPD09DcAoWLCgcfz48RRzJN3PggULGiVKlDDc3NyMDz74wAgKCjL++usvw2azGbt27Uo1dpFHWUJCghEcHGy8/PLLRr58+ZL93jZt2tT4+eefjStXrtg7TBGRx4a9nl/nyDTx999/z5dffkmFChVo1aoVRYoU4ciRIyxevJjFixcze/ZsevToYY6Pjo7G29ubkJAQWrVqRe/evdm9ezfjx48nKCiIjRs34ubmZscrEhERERGRh/XKK68wbdo0AJ555hkGDhxIhQoVcHd3Z//+/UycOJFt27YxYsQIPD09ef3117N9/nHjxvHee+8BkC9fPl577TWef/55ihQpwrVr19i9eze///47R44cMY8ZO3Ys77zzDv3792fHjh3Ur1/fjCNJrly5Uo150aJF7Nmzh+rVqzN06FBq1qxJbGws27dvz/B1X7x4kaZNm5pbITVr1oz+/ftTrVo1nJycOHnyJOvXr2fevHnpznPo0CECAgKwWq1mW8OGDZk/fz65cuXi/PnzAEyaNInSpUuzc+dOJkyYwMWLF7l27Rpdu3blueeeM4+tW7cunTt35tixY8yfPx+AXr16kZiYyPvvv0/r1q3x8PBg//79vPrqq9y8eZPr16/j7OzM7t27KVWqlDlXvXr1eO6556hVqxaxsbFMnDiRVq1aZej+REVF0blzZ4KDg7FYLPz3v/9lyJAhKcb961//4uzZsxQvXpy1a9eaK1+SNG/eHD8/Pxo3bsz58+f56KOPCAwMTPWcly5dIk+ePGzYsIG6deua7fXr189QzCKPiqNHj2Kz2QgMDEy2kqpcuXJYrVb69u1LhQoV7BegiIjcn2xNfWSTBQsWGOvXr0/Rvn79esPZ2dnw9PQ0YmJizPYRI0YYgDF8+PBk45PaR4wYcV/n18oIEREREZFHy8KFC823aCdMmJDqmPj4eKN3794GYOTLl8+4fPmy2XevlREPO79hGMaePXsMR0dHAzDKly9vHDt2LM3rOXHiRIo2b29vAzC8vb3TPC4Jd7xV7OPjY9y8eTPNsfdaGdG9e3ezf/To0WnOExsba5w7dy5Z250rI5555pkUx5w6dcqIjo42/vnnH/PedOrUyey/evWqUatWLQMwmjVrlup57145EhISkmJMkyZNzP6yZcumeQ09e/Y0AKNAgQKp9ifNkbQyIiIiwqhbt6652mHmzJmpHhcaGmoeO2/evDTPbxiGMXHiRHO+6OjoNK911KhR6c4j8qi6cuWK8dNPPyX7vUz6/80BAwYY69evNxISEuwdpojIY81ez69zZAHrLl260Lx58xTtzZs3p0WLFly+fNncg9MwDKZMmULevHkZMWJEsvEffPABBQoU4JdffjH3EBURERERkcfPZ599BkD79u1TfSsdwNHRkYkTJ+Li4sK1a9fMt+mza/4vv/yShIQEAGbOnEm5cuXSPN+db+0/DAcHB6ZOnZqsjsP9OHLkiHkdbdu2TfFvqjvlypWLokWLptnfrl27FG0lSpQgT548lC9f3iwuvXbtWvM+eXh4MGbMGAA2btzIpUuXiIqKIiwsjH379hEaGsqVK1eSzZkvX74U53F2djY/Hz9+nMjIyFRjTFpZcOXKFbOmRlqOHz9Os2bN2LlzJ3ny5OG3337jpZdeSnVsUlFpZ2dnOnfunO68zz77LABxcXHs2LEjzXF+fn7pziPyKImLi2PZsmX06NEDLy8vXnvtNTZv3oyDgwNt27Zl1qxZnDt3jilTptC8efNktVZEROTx8cT9v3fSXzKTChkdOXKEM2fO0LRp0xRbMbm6uvLss89y+vTpFEXURERERETk8XDmzBnzoW337t3THVugQAFq1KgBwJYtW7JtfsMw+OOPPwBo3LgxjRo1ytC5H1aTJk3STXrcy7Jly8wXt4YOHfpQsVStWjXd/oYNGwJw/fp1Vq5cSWhoKKGhockSCdWqVcPDw4Py5ctTo0YNatasyZIlS5LNc/HixXTPYxgGYWFhqfZ5enqan69du5bmHAcOHKBp06YcPnyYAgUKsGrVqlSTLUmSfn7i4uJwcXHBYrGk+admzZrmcefOnUt1vrx582rrGnkshISEMGzYMEqWLMkLL7zAr7/+SmxsLDVq1OCrr77i1KlTLF++nN69e5MnTx57hysiIg8pR9aMSMuJEydYvXo1Xl5e5l/gkvZarVSpUqrHJLUfOXIkzTEiIiIiIvLo+uuvv8zP/fv3p3///hk6Lq0HvVkxf1hYmPkGf2qrvLNK7dq1H+r4nTt3AmCxWGjatOlDzZU/f/5U2y9evMg333zDL7/8Yra1b98+1bERERH3PM/NmzfvOSatRMOdb2Mnrc5IzZ31MX744QeaNGmS7vkyEndqbty4kWp7WvdS5FFw9uxZZs2ahc1mY8+ePWZ74cKF6dOnD1arlTp16mCxWOwYpYiIZIUnJhkRFxdH3759iY2NZdy4cTg6OgKYy289PDxSPc7d3T3ZuNTExsYSGxtrfh0VFZVZYYuIiIiIyEPK7Ae9WTH/hQsXzM/FihV7oPkeRIECBR7q+KS43d3dU6w0v1+pPXj8+++/adOmDZcuXcrQHL6+vrz33ntUqFABDw8PcuXKRb9+/QgICDDHZGQL3vQSDRnRpk0bNm3axPXr13nrrbeoUaMGtWrVuuf5SpYsyfLlyzN8npIlS6banvTvXZFHxc2bN/ntt98ICAhg5cqVJCYmAre3b+vcuTNWq5U2bdokW+kkIiI5zxORjEhMTOTll19m/fr1vPLKK/Tt2zdT5//8888ZPXp0ps4pIiIiIiKZ484HywEBAdStWzdDx2X04Xpmz5+dbwNn1kPrzIj57toOt27dokePHly6dAlnZ2eefvpptm/fDkBoaCjVq1fnp59+YtCgQeYxnTt3zrYtrtLTqFEjPvroI9q1a8fFixd5/vnnWbt2bbItlu5UqFAh4HZyp3LlyuTKlSs7wxXJEoZhsHHjRmw2G/PmzUv24maTJk2wWq306NHjoZOiIiLy+MjxyQjDMHjllVeYMWMGfn5+/PTTT8n6k1ZEpLXyIek/lmmtnIDbha6HDRuW7JjMKignIiIiIiIPJ+lBL9z+90FSzYZHaf475zhz5kymxJUdkuKOjIwkOjr6oVZHHDhwINnXa9eu5dixYwBMmjSJuXPnAreTOE899RQA+/bte+DzZbXmzZvzxx9/0L59+2QJidR+Pp5++mmWLVtGbGwsQUFBtGnTxg4Ri2SOf/75h8DAQGw2W7L6K2XKlMFqtdK3b19tgy0i8oTK0QWsExMTGTBgAFOnTqV3795Mnz492R6fkLwmRGruVVMCwMXFBXd392R/RERERETk0fD000+bn1esWPFIzl+uXDnz7eD169c/0Bz22F+9Xr16wP+9Af0w7r53dyYaGjVqRFBQEADPPfecuaIjPj7+nvNmZExWefbZZ/njjz9wc3PjwoULPPfcc6kmUHx9fc3PX375ZYa2khJ5lERGRjJ58mSaN29OxYoVGT16NGFhYeTNm5f+/fsTHBzMsWPHGDNmjBIRIiJPsBybjEhMTGTgwIFMmzaNnj17EhgYmOoS5EqVKlG8eHE2bdpEdHR0sr6YmBjWr19P8eLFqVixYnaFLiIiIiIimahChQrm2+gLFizg6NGjj9z8Dg4OdOjQAYCtW7eydevW+57D1dUVIFk9u6zWoUMHMwny3XffPdRcW7duZebMmebXdyYRBg0aZG6H9frrr5vtFSpUSHfOhIQENm/e/FBxPaxnn32WZcuWkSdPnjQTEvXq1TOLcgcFBfHuu++mm5A4f/48U6ZMydK4Re4lPj6eP/74g169euHl5cWrr77Kxo0bcXBwoHXr1sycOZPz588zdepUvL29U7wcKiIiT54c+V+CpBUR06ZNo3v37syYMSPNvVAtFgsDBw7k+vXrjBkzJlnf559/zpUrVxg4cKBd3jISEREREZHMMWLECADi4uJ48cUX090KKSEhgZkzZ3Lq1Klsnf/dd981/93Sp08fwsPD05zj5MmTKdqSCl8fO3Ys296sr1SpEl27dgVur2y4+99Ud7p161a6xb6rVKmC1WrlX//6F2vWrEn24DJp1UW3bt2SbWGUtI1Tkl9//ZU1a9awY8cOAgICeOaZZ5JtE2Mv3t7eZkIiIiKC5557LsW2VFOnTjW3+/3mm2+oV68ekyZNYtOmTezatYugoCC+//57fH19KV26dIotiEWyy549e/j3v/9NyZIl6dChA3PnziUmJobq1aszbtw4Tpw4wZ9//slLL71Enjx57B2uiIg8QnJkzYgxY8Ywffp08ubNS+XKlfn0009TjPH19aVOnToADB8+nCVLljBu3Dh27dpFvXr12L17N8uXL6dOnToMHz48m69ARET+H3t3Hldz9v8B/HXb9z1tqFBIlmzZS9aIkF1aiAljhhnrWCpjGzMGM3ZGizDIni1StiJky1raGG2iRHud3x/97ud7b3dpEVnez8fjPlyfs3zO59Ptdu9Z3ocQQgipS6NGjcLUqVOxfft2bvPjqVOnwsHBAQYGBigoKEBycjKio6MREhKCtLQ03L9/Hw0bNvxk9bdp0wa//vorfvnlFyQmJqJNmzbw9vZGv379oK+vj7y8PMTFxeH48eN4+vQpnj17JtSGbt26wd/fH5mZmfjpp5/g6urK7X0nLy8PU1PTuruhAjZv3oxr167hxYsX8PHxwfnz5+Hp6QkrKyvIycnhxYsXuHLlCvbt24fly5fDw8NDbD0+Pj5YvHgxtm/fju3bt4ukm5iYwNXVFbdu3UJCQgJ27NiB8PBwNGvWjFuNcurUKZw6dUqonJmZmdSBnU/F3t4eoaGhcHJyQmZmJnr37o2IiAi0bNkSAGBgYIDo6GiMGTOGG4AQXAVSGYUHJp9SRkYG9uzZg6CgINy9e5c7rqenh/Hjx8Pd3R02NjY0kZMQQohUX+VgBP+D5rt377BixQqxeczMzLjBCFVVVURGRsLPzw8hISGIjIyEoaEhZs+eDR8fnw/ahI0QQgghhBDyediyZQsMDAywatUq5OTkYM2aNVizZo3YvAoKClzYo09Z/8KFCyEvL49ffvkFeXl5+P333/H777+L5BM3sDB27FisWrUKiYmJWL9+vVDYJFNT04/WIa+vr48rV65g2LBhuHPnDi5fvozLly/XuB4jIyPcunULf/75Jw4fPozk5GSUl5ejsLAQjDH8999/QnsrABUd/Bs3buTCZKmrq6OwsBB6enpo27YtPD09cerUqc9iMAIAevfuzQ1IZGRkwMHBAREREdyG3CYmJrhy5QpOnjyJf//9F9HR0UhPT0dRURE0NTXRtGlT2NraYtCgQejXr189Xw352hUWFuL48eMIDAzE2bNnuVBpCgoKGDJkCNzc3ODo6Ah5efl6bikhhJAvBY/Rzlh17u3bt9DU1ERubi7NViGEEEIIIeQzk5SUhG3btiE8PBxJSUnIzc2FkpISTExM0KZNG/Tt2xcjRoyAnp4eVyY5ORnm5uYAAH9/f4mz+2tbv7g6Nm/ejHPnziE5ORmFhYUwNDRE48aN4ejoiLFjx3LtEZSRkYFVq1YhLCwMKSkpyM/PByA6GMGfvezj4wNfX1+p9ysgIACenp5cu8zMzMTmKy8vx7///osDBw7g5s2byMrKgpqaGoyNjdGuXTuMHj0aAwYMgIKCAlcmMjISvXv3BlCxV4K9vb1IvQ8ePMDq1atx4cIFZGVlQUtLC1ZWVpgwYQImT56M1NRUqT8bDw8PBAYGVjkgU522EPK1Y4whKioKQUFB2L9/P3Jzc7m0Ll26wM3NDWPGjIGOjk49tpIQQsiHqq/+axqM+AhoMIIQQgghhBBCCCFfiqSkJOzevRtBQUFCIeAaN26MiRMnYuLEiWjevHk9tpAQQkhdqq/+668yTBMhhBBCCCGEEEIIkSw3NxchISEIDAwUCq2mpqaGkSNHws3NDXZ2dkKbyRNCCCEfggYjCCGEEEIIIYQQQr4BpaWlOH/+PIKCgnDkyBEUFhYCqAjd1rdvX7i5uWH48OG0dyYhhJCPggYjCCGEEEIIIYQQQr5i9+/fR1BQEPbs2YO0tDTueMuWLeHu7o4JEyagYcOG9dhCQggh3wIajCCEEEIIIYQQQgj5ymRmZmLv3r0ICgrC7du3ueO6uroYN24c3N3d0aFDB25De0IIIeRjo8EIQgghhBBCCCGEkK9AYWEhTpw4gaCgIJw+fRplZWUAAHl5eTg5OcHd3R2Ojo5QUFCo55YSQgj5FtFgBCGEEEIIIYQQUg1l5QwxSa+RmVeIBupK6GyuA1kZmlVO6hdjDNHR0QgKCsL+/fuRk5PDpXXu3Bnu7u4YM2YMdHV166+RhBBCCGgwghBCCCGEEEIIqdKZuDT4nXiItNxC7piRphJ8hlhhoLVRPbaMfKuSk5Oxe/duBAUFISEhgTvesGFDTJw4EW5ubmjRokU9tpAQQggRJlPfDSCEEEIIIYQQ8umVlTNEP8vGsTv/IfpZNsrK2Sdvg4eHB3g8HszMzMSmm5mZgcfjwcPD45O2q7IzcWmYFhwrNBABAOm5hZgWHIszcWkSShJSt96+fQt/f3/Y29vD3NwcS5cuRUJCAlRVVeHm5obw8HCkpKRg5cqVNBBBCCHks0MrIwghhBBCCCHkG0Oz/KuvrJzB78RDiBuqYQB4APxOPEQ/K0MK2UQ+irKyMoSHhyMoKAiHDx9GQUEBAIDH48HBwQFubm4YMWIE1NTU6rmlhBBCiHS0MoIQQgghhBBCviE0y/9/kpOTwePxwOPxEBAQIDZPTNJrkXsliAFIyy1ETNLrj9NI8s168OAB5s+fj8aNG2PAgAHYs2cPCgoK0Lx5c6xcuRLJyck4f/483NzcaCCCEELIF4FWRhBCCCGEEELIN+Jzm+UfEBAgcRDgc5GZJ3kgojb5CJEmKysL+/btQ2BgIGJjY7njOjo6GDduHNzc3NCpUyfweLQKhxBCyJeHBiMIIYQQQggh5BtRk1n+XZvqfrqGfcYaqCvVaT5CKisqKkJoaCiCgoJw6tQplJaWAgDk5OTg5OQENzc3DB48GAoKCvXcUkIIIeTD0GAEIYQQQgghhHwjaJZ/zXU214GRphLScwvFrijhATDUVEJnc51P3TTyBWOM4fr16wgKCsK///6LN2/ecGkdO3aEu7s7xo4dCz09vXpsJSGEEFK3aM8IQgghhBBCCPlG1OUsf19fX26/BQB4+/Yt/Pz80Lp1a6irq0NLSwvdu3fHzp07UV5eLrYODw8P8Hg8mJmZVfsaxDlz5gzGjBmDRo0aQUlJCdra2ujQoQOWLl2KV69eiS3D4/Fgbm7O/d/T05O7Hv7D19cXsjI8+AyxqihTuY7//9dniBVtXk2qJTU1FStWrECLFi3QtWtXbNmyBW/evIGJiQkWLFiABw8e4MaNG/j+++9pIIIQQshXh1ZGEEIIIYQQQsg34mPN8k9OTka/fv2QkJAgdDwqKgpRUVE4cOAAjh07BmVl5do3XoyioiK4ubnhwIEDIsdjY2MRGxuLv//+GwcPHkTfvn1rfZ6B1kbY4toeficeCoW5MtRUgs8QKwy0Nqp13eTrl5eXh0OHDiEoKAgRERHccRUVFbi4uMDNzQ29e/eGrKxsPbaSEEII+fhoMIIQQgghhBBCvhH8Wf7TgmPBA4QGJD5klv/o0aORmJgILy8vjB49Gjo6Onj48CHWrl2Lu3fv4ty5c/D09MS///5bV5cCoGI1A38gwsrKCnPmzEHr1q3x9u1bHD16FFu2bEFOTg4GDx6Ma9euwcbGhit7//59vHz5EgMGDAAALF++HM7OzkL1N2jQgHs+0NoI/awMEZP0Gpl5hWigXjFoQysiiDhlZWW4cOECgoKCcPjwYeTn53NpvXv3hru7O0aMGAF1dfV6bCUhhBDyadFgBCGEEEIIIYR8Qz7GLP8bN24gMDAQbm5u3LEOHTpgzJgxGDBgACIjI7F//35MnjwZ/fr1q5PrOH36NPbt2wcA6NatG86fPy+08sLBwQH9+/eHs7MziouL4eXlhVu3bnHp1tbWUFNT4/5vYmICa2trqeeUleHRxt5EqkePHiEwMBDBwcH477//uOOWlpZwc3ODq6srTE1N67GFhBBCSP2hwQhCCCGEEEII+cbU9Sz/QYMGCQ1E8CkoKOCff/6BpaUlysrKsHHjxjobjNi4cSMAQEZGBoGBgWJDQDk5OcHDwwO7du1CbGwsrl69iu7du9fJ+Qnhe/XqFf79918EBgbi5s2b3HFtbW2MHTsW7u7u6Ny5M7e/CiGEEPKtosEIQgghhBBCCPkG1eUs/0mTJklMa9KkCezt7REeHo4LFy6grKzsg2Pjl5aWIjIyEgBgb2+PZs2aScw7depU7Nq1CwBw7tw5GowgdaK4uBgnT55EYGAgTp48idLSUgCAnJwcNzjn5OQERUXFem4pIYQQ8vmgwQhCCCGEEEIIIR+kc+fOVaaHh4fj3bt3SEpKkjp4UB2JiYlcDP4uXbpIzdu+fXvIy8ujpKQE9+/f/6Dzkm8bYww3btxAUFAQ9u3bh9evX3NpHTp0gJubG8aOHSu01wghhBBC/ocGIwghhBBCCCGEfJCqOl8NDAy459nZ2R88GCHYCVzVueXl5aGrq4v09HShcoRU1/PnzxEcHIygoCA8fvyYO25sbAxXV1dMnDixyv1GCCGEEEKDEYQQQgghhBBCPlBVsfAZY/V27o99fvJ1evfuHQ4fPoygoCBcuHCBew0pKytjxIgRcHNzQ58+fT445BghhBDyLaHBCEIIIYQQQgghHyQjIwONGjWSmJ6Zmck919X98H0qdHR0hM4tTUlJCbciQrAcIZWVl5cjIiICQUFBOHToEN6/f8+l2dnZwd3dHS4uLtDQ0KjHVhJCCCFfLhqMIIQQQgghhBDyQWJiYqQORty4cQMAoKqqCnNz8w8+X5MmTaCiooL8/Hxcv35dat7bt2+jpKQEANC6dWuhtOqsqiBfv8ePHyMoKAjBwcF4/vw5d7xZs2Zwd3eHq6srzMzM6q+BhBBCyFeCBiMIIYQQQgghhHyQgIAAuLi4iE1LTk5GREQEAMDBwaFOwtrIycnB3t4ep06dQmRkJJKSkiQOcuzYsYN73q9fP6E0JSUl7nlRUdEHt4t8ObKzs/Hvv/8iKCgIMTEx3HEtLS2MGTMG7u7u6NKlCw1YEUIIIXVIpr4bQAghhBBCSH1ITk4Gj8cDj8dDQEBAfTfnkzIzMwOPx4OHh0d9N4V8JUJDQ7Fnzx6R48XFxfDy8kJZWRkAYMaMGXV2zu+//x4AUFZWBk9PT7GDCadOncKuXbsAAO3bt0f37t2F0nV1daGgoAAAePbsWZ21jXyeiouLcfToUYwYMQJGRkb4/vvvERMTA1lZWTg5OeHgwYNIS0vD1q1b0bVrVxqIIIQQQuoYrYwghBBCCCGEEPJBOnXqBDc3N1y6dAmjR4+GlpYWHj9+jD/++AN37twBAIwcORIDBgyos3M6Ojpi3Lhx2LdvHy5evIiOHTtizpw5sLa2xtu3b3Hs2DFs2rQJ5eXlUFBQwM6dO0XqkJOTQ6dOnXD16lXs2rULNjY2aNeuHeTl5QFU7DFB+0x82RhjuHXrFgIDA7Fv3z5kZ2dzaTY2NnB3d8e4cePQoEGDemwlIYQQ8m2gwQhCCCGEEEJInfD19YWfnx+Aig5A8u3Yv38/+vbti+3bt2P79u0i6Q4ODggMDKzz8/r7+6OsrAwHDhxAXFyc2NU+WlpaOHjwIGxsbMTWsXDhQgwZMgTZ2dkYP368UJqPjw98fX3rvN3k43vx4gX27NmDwMBAPHr0iDtuaGgIV1dXuLm5iewhQgghhJCPiwYjCCGEEELIV8fe3h4XL16EnZ0dIiMj67s5n53k5OT6bgL5ypibm+PWrVv4888/cfjwYSQnJ0NGRgbW1tbw8PCAl5cXZGTqPkqwoqIi9u/fD09PT+zatQvR0dHIzMyEsrIymjRpgsGDB+PHH3+Enp6exDoGDx6M8PBwrF+/Hjdu3MCrV6+4Da/Jl+X9+/c4cuQIAgMDER4ezg2KKikpYfjw4XBzc0Pfvn0hJ0ddIYQQQkh9oL/AhBBCCCGEEEI+mJaWFpYtW4Zly5ZVu0xAQIDUPVuqO3A2cOBADBw4sNrnrax3797o3bt3rcuT+lNeXo6LFy8iKCgIISEhePfuHZfWq1cvuLm5YeTIkdDU1KzHVhJCCCEEoMEIQgghhBBCCCGEfGGePHmC3bt3Y/fu3UhNTeWON23aFG5ubnB1dUWTJk3qsYWEEEIIqazu18kSQgghhBBST27cuAFvb2/cuHEDAHD58mVYWFhg0KBB2LZtG7KysqSWDw8Px7Bhw2BsbAxFRUU0atQIHh4eePr0abXOn5CQgJ9++glt2rSBlpYWlJSUYGpqivHjx+PSpUsSyyUnJ4PH44HH43GzxA8fPoz+/fujQYMGUFVVRdu2bfH3338LhY9hjGHv3r2wt7dHgwYNoKKiAhsbG2zZsgXl5eUSz2dmZgYejyc2vj4AFBUVYePGjXBwcECDBg0gLy8PbW1tWFpaom/fvli1apVQDPaAgADweDxuvwgA3PUIPig8FCHkQ7x+/RpbtmxBly5d0KJFC6xYsQKpqanQ1NTE1KlTceXKFcTHx2Pp0qU0EEEIIYR8jhipc7m5uQwAy83Nre+mEEIIIeQzEBMTw7777jvWsmVLpqGhwZSVlVmzZs2Yo6Mj27p1K8vMzBTK//r1a7Zr1y42YcIE1rJlS6aqqsrk5eWZgYEB69+/P9u2bRsrKiqSeL6kpCQGgAFg/v7+jDHGjhw5wpycnJixsTGTlZVlbdu25fK7u7szAMzU1JQxxtjLly/ZnDlzmKWlJVNWVma6urqsb9++LCQkpFrXW1paygICArjzKSgoMG1tbWZra8tWrFgh9TNS5bbk5OQwX19f1qpVK6aiosI0NDRYly5d2JYtW1hpaSlXrrCwkHl6enLXLe3Br7vyfZo3b57EMgoKCiw8PFxiu+3s7BgAxuPxpJ7b29tbqN2SfmbTpk2TWMeIESNYaWkpKywsZCNHjpSYz8vLS2J7TU1NGQDm7u4ukpaWlsasra2rvI9jxozhyvj7+1fr3iclJUlsE/ny+Pj4cD9bQj6W4uJiduzYMebi4sIUFBS415ysrCwbPHgw279/P8vPz6/vZhJCCCFflPrqv6YwTYQQQgghH0lRURGmTZsGf39/kbSEhAQkJCTg9OnTiI6OFoqZbmNjg5SUFJEyGRkZCAsLQ1hYGLZu3YpTp07B0NBQahsYY/D09JQak13QrVu3MGjQIGRmZnLHCgoKcP78eZw/fx5ubm7w9/eXuBFtUlISnJ2dcf/+faHjxcXFuH79Oq5fv46NGzfi2LFj6NSpk9S2PHnyBI6OjkhKShI6fu3aNVy7dg1hYWE4dOgQAGDkyJEIDQ2t1jWKs27dOty7d09ienFxMQYOHIh79+6hRYsWIun8nxdjDA0bNkRWVhaKiopE8m3duhVqamr4/fffJZ5r69atuH79OgYNGgQvLy+Ympri+fPnWLVqFa5fv47Dhw/D398f9+7dQ0hICMaPH4/x48fDyMgI8fHx8PX1xePHj7Fz5064uLjUOI7+zJkzERcXBwAYN24cXFxcYGJiAnl5eWRkZCA2NhahoaHg8XhcmWHDhqFjx47YvHkztmzZAgAirwEAMDExqVFbCCHfJsYYYmNjERQUhL179+LVq1dcWtu2beHu7o5x48ZV+TeQEEIIIZ8XGowghBBCCPkIGGNCHeRmZmaYMWMGOnfuDHV1dWRmZiImJgYhISEiZcvKymBrawsnJyfY2NjAwMAAxcXFSEpKQnBwMM6cOYPbt29j7NixiIyMlNqO9evX4969e+jWrRumT5+O5s2bIy8vD48fPxbJm5+fj5EjRyInJwdz5syBk5MTVFRUcPv2baxevRpJSUkICgqCkZERVq9eLVI+PT0d3bt3R1paGuTl5eHp6Yk+ffrAzMwMRUVFiIyMxPr165GWlgZHR0fExsaicePGYtudn5+PIUOGIDMzEwsWLED//v2hqamJhw8f4tdff8XTp09x5MgR7Ny5EyUlJdx9dnBwwG+//YZp06bh5s2b6Nixo9BgUHp6uthz8gciVFVVMW3aNHTt2hWNGzfG27dvsXTpUly9ehUlJSVwcHDAo0ePhDZCvXnzJhd+SFNTE7m5uVBTU4OPjw969uwJBQUF3L59G3fu3MHWrVvx559/YsqUKbC0tBR77devX8esWbOwbt067lj79u3Rr18/WFlZISUlBQsXLkR2djbWr1+PH3/8USifnZ0dLC0tkZeXhy1bttRoMKKwsBDHjh0DAPz0009Yu3atSJ5BgwZh8eLFyM7O5o5paWlBS0sLDRo04I5ZW1tX+7yEEAIAL1++RHBwMIKCgvDgwQPuuIGBASZMmAA3Nze0bdu2HltICCGEkA/ySddhfCM+1zBNERER3JLWiIiIj3YefpgCOzu7j3YOQggh5HO3adMm7u/uoEGDpIaQSE1NFfr/06dPpda9a9curu7z58+LpAuG/AHAxo8fz8rKyiTWxw+NBIDJycmJDUf05s0bZmVlxYXGePjwoUieoUOHMgDM2NiYPX78WOy5EhMTmYGBAQPAXF1dpbZFQ0OD3b17VyRPVlYW09fXZwBY27ZtWePGjRkAZmBgwHJychhj1fs8Uvk+WVlZsbS0NJF8ubm5TFZWlsu3ePFiofTKoZIMDQ3FhiMqLi5mxsbGDAD75ZdfJLalUaNGrLi4WGybly5dyuXr0qWLxGtzc3NjAJi2trbYdElhmv777z+u/mPHjkmsXxIK20MIqan379+z4OBg1r9/fyYjI8O9hygqKrIxY8awU6dOsZKSkvpuJiGEEPJVqa/+a9rAmhBCCCGkjpWXl+O3334DUDGbc+/evVBWVpaYv1GjRkL/t7CwkFq/p6cnbGxsAABHjx6VmldTUxNbtmyRGFapsqlTp8LBwUHkuJaWFhd+p6ysDFu3bhVKf/DgAY4fPw6gYjVG8+bNxdZvbm6OpUuXAgD279+P/Px8iW1ZtmwZ2rRpI3JcT08PkyZNAlCxoiE1NRUAMGnSJKEVCzUVEBAgNuSHhoaGUGimXbt2cc9LSkpw6tQpofyrV6+GmZmZSD3y8vLo2rUrACA6OlpiO0aMGAF5eXmxaYIzgseMGSOxDn6+N2/eICcnR2K+ynR1daGgoAAA2L17N0pLS6tdlhBCqqu8vBwXL17EpEmTYGBgAFdXV4SFhaG8vBw9evTAjh07kJ6ejn///ReOjo6Qk6OgDoQQQsjXgAYjyBcjICAAPB4PPB6PC4VACCGEfI7qsoOcMYb09HQ8ffoUcXFx3MPY2BgAcPfuXanlhwwZAg0NjWqfj9/JL06vXr3QrFkzAMC5c+eE0viDIvLy8nB2dpZ6jl69egGo6Mi/efOmxHwTJkyQmNaxY0cAFfeHr2fPnlLPK42Ojo7UPSx0dHS45y9fvuR+vg8fPhQZUPHw8OA+s1R+8Pe4SE9Pl3guSeGbgIpBoZrmy8vLk5ivMkVFRYwbNw4AEBISgqZNm2LOnDkIDQ3Fmzdvql0PIXWprJwh+lk2jt35D9HPslFWzqouRD5L8fHxWLJkCZo0aQJ7e3v4+/vj3bt3MDc3h4+PDxISEnD58mV4eXkJvY8RQggh5OtA0wu+Ifb29kJf2D+WqmJXE0IIIV+72NhY7nltO8hDQ0OxZcsWXL58WWpnsuCmnuLUJLa2goJClfk7deqEhIQEPH78GMXFxdwsev6gQklJCRQVFat9Tkmd8vr6+tDT05NYTnBwgM/IyKja563s9evXQhsyV4W/94TgRt81IW1FiIqKisQ0wRUu1c1XVlZWo7b9/fffePv2LY4cOYLU1FSsXbsWa9euBY/HQ5s2beDi4gJvb2/o6+vXqF5CauNMXBr8TjxEWm4hd8xIUwk+Q6ww0Lr2v/Pk03nz5g0OHDiAwMBAoVVhGhoaGD16NNzc3NCjR48avQcTQggh5MtEgxGEEEIIIXUsKyuLe17TDnLGGLy8vIRCAUlTUFAgNV1bW7va59bR0akyFIaBgQGAina+efOG+39dd8pL62gHIDbs1KfsyOK3u3JHf/v27REYGFhlef4gzudIXV0dhw8fxq1bt3DgwAFERkYiNjYWpaWluHv3Lu7evYs//vgDe/bsgZOTU303l3zFzsSlYVpwLCpPp0rPLcS04FhscW1PAxKfqZKSEpw9exZBQUE4fvw4ioqKAFS8dw8YMABubm5wdnaWGsKQEEIIIV8fGowghBBCCPmIatpBvmvXLm4gol27dpg1axZsbW1hYmICFRUVyMrKAgDc3Nywe/fuKlc98vPXVVslnY/fKd+wYUOcPn262uds2LBhtfNW5eXLlzVaCSKoSZMmOHbsmMR0T09P3Lx5Ex07doS/vz/Mzc0BQGT1hrq6OqytrWvVhs9Nhw4d0KFDBwDA+/fvcfnyZezZswd79+7F27dvMWbMGDx79kzsPhuEfKiycga/Ew9FBiKAit2NeQD8TjxEPytDyMrQjPrPAWMMd+7cQVBQEPbu3Ss0SN26dWu4u7tj/PjxH7SKjRBCCCFfNtoz4jPg6+vLxREGgLdv38LX1xetW7eGmpoaDAwMMGjQIERFRQmVy8zMxOLFi9GqVSuoqqpCV1cXQ4cOFQoNISgyMpI7j7hQSvz4xvwNF3Nzc+Hn5wdra2uoqqpCU1MTXbt2xdatW6Uu97e3twePx4O9vb3Y9PLycgQFBWHQoEEwNjaGgoICNDQ00LRpU/Tq1QtLly4Vih/Nb7enpyd3zNzcXCQGs6TwUBEREXB3d0fTpk2hoqICdXV1WFlZ4YcffkBiYqLE66i8R0VxcTH++usvdOvWDfr6+pCRkcGsWbMklieEEPLtEuygfvnyZY3K7tixAwDQrFkzREVFwd3dHS1atIC6urrQwMLr16/rprECsrOzq9ywmN+5xOPxhFZd8K85KysLlpaWsLa2rtajLmOCX7p0qdZl3759K7WdqqqqAABVVVWh/7dq1apGYam+VKqqqhg4cCB2796N5cuXA6hYHRIaGiqUj8KskLoSk/RaKDRTZQxAWm4hYpLq/r2Q1ExaWhr++OMPtGnTBu3bt8f69euRmZmJBg0aYPbs2bh9+zbu3buHn3/+mQYiCCGEkG8crYz4zDx//hx9+/bF06dPuWPv37/H6dOnERYWhn379mHUqFG4d+8eBg0ahP/++4/Ll5+fjxMnTiAsLAynTp2Cg4NDrdvx5MkTODo6IikpSej4tWvXcO3aNYSFheHQoUM1/sL57t07DBkyRGTgoKSkBHl5eUhMTMTly5cRFhaGa9eu1br9QEXYCnd3dxw8eFAk7dGjR3j06BG2bduGLVu2SN2sE6jonHFxcZE40EMIIYQI4s8mByo6yB0dHatd9sGDBwCAoUOHSgxfwRj7KH+TiouLcffuXaH2V3bjxg0AQPPmzYVCDdnY2ODkyZMoKipCREQEBgwYUOftk6RBgwbIzMyEv78/FixYAE1NzRp/Rnn16hWePn0qdVNocZSVldGvXz+uUz4nJ6dG5b9Effr04Z5X3rNESUmJe15UVPTVD9TY29vj4sWLsLOzo33T6lhmnuSBiNrkI3WroKAAR48eRVBQEMLCwlBeXg4AUFRUhLOzM9zc3NC/f3/Iy8vXc0sJIYQQ8jmhlRGfmVGjRuHFixdYuHAhLl68iBs3bmDdunXQ0NBAWVkZJk+ejKSkJDg5OaGgoAArVqzAlStXcP36dfj5+UFBQQFFRUXw9PREcXFxrdqQn5+PIUOGIDMzEwsWLMCFCxdw69Yt7N69m/uCfuTIEezcubPGdfv5+XFf1BwdHbFnzx5cuXIFsbGxOHv2LH7//Xc4ODgIxYHu1KkT7t+/z83CA4CzZ8/i/v37Qo9OnTpx6eXl5Rg6dCg3ENG/f38EBgbi0qVLiImJwdatW9GiRQsUFxfDy8tLZFZfZZMmTcLt27cxYcIEnDhxArdu3cLx48clrv4ghBDybWvTpg0aN24MAPD390dubm61y/JXJrx//15inmPHjiEtLe3DGilBQECAxLTLly8jISEBANCvXz+htGHDhnHPf/vttyrDR9WlsWPHAgAyMjIwYcIEFBQUcJ3i/DjlfC9evJBYz6pVq2p1/sWLF3PP+RMepDl58iTu3btXq3N9bImJiVV2qoeFhXHP+eGq+ARnPT979qxO20a+LQ3UlarOVIN85MOVl5fj0qVL8PLygqGhIcaPH48zZ86gvLwc3bp1w7Zt25CWlob9+/dj8ODBNBBBCCGEEBG0MuIzc+fOHVy8eBG2trbcsY4dO8LCwgJOTk7Iy8uDra0tGGOIiYlB06ZNuXydO3eGnp4eZsyYgdTUVJw8eRLDhw+vcRuysrJQVFSEqKgotGnThjvevn17DBw4EFZWVsjKysKmTZswZcqUGtW9f/9+AMCIESNw6NAhkfT+/ftjzpw5yM7O5o7xwyEIhm6ytLTkwkmJs2HDBpw/fx6ysrIICQkR6iABKgY43Nzc4OjoiIsXL2LmzJkYOHCgxE077927h61bt+K7777jjrVv3746l0wIIeQbJCMjg3nz5uH777/nOsgPHjwocaXDixcvuL0TLCwscP/+fZw4cQIrV66Ejo6OUN5nz55hxowZH63t27Ztg4uLi8iAe25uLqZPnw6gYh8Kb29vofQOHTpg0KBBOHXqFCIiIjB37lz8/vvvElcoZGRk4MSJE/Dy8vrgNg8bNgxPnz7FmTNncPLkSbRq1YoLG/X06VOEhYVxmzG3bdtW4oBLQEAAbGxs8MMPP0g8V0FBAfbt24dx48Zxx2xtbWFubo6kpCQUFxejQ4cO8PT0xMCBA2FiYoKSkhK8ePEC169fx6FDh5CYmIgTJ04Ifc76XKSmpqJ3795o0aIFhg0bhk6dOqFhw4aQkZHBy5cvcfToUe7+NWrUSGQD627dunHPZ8+ejUWLFsHIyIh7HZiZmVW5STohANDZXAdGmkpIzy0Uu28ED4ChphI6m+uISSV1KSEhAbt378bu3buFVs6bmZlh4sSJcHNzQ7NmzeqxhYQQQgj5UtT6m0BBQQFiYmLw4sULvHr1CioqKtDX10fr1q2FOshJzfA3qaxs8ODBMDU1RUpKCrKysrB161ax99nT0xM///wzCgsLcfny5VoNRgDAsmXLxH5B1tPTw6RJk/Dbb7/h3r17yM3NhaamZrXrTU9PBwDY2dlJzaerq1uzBgsoKSnBH3/8AQD47rvvRAYi+JSVlbF582a0atUKycnJiIiIEJnlyWdvby80EEEIIYRUZfr06QgNDRXqIJ8xYwY6d+4MdXV1ZGVl4ebNmyId5G5ubpg7dy5evnyJrl27Yv78+bC2tkZhYSEuXLiA9evXo6ioCO3bt6/zUE36+vpQUVHBwIED8eOPP2Lw4MFQUVHB7du3sXr1am6vpdmzZ8PKykqk/K5du9CpUyc8f/4ca9euxYULF+Dl5YW2bdtCRUUFOTk5iIuLQ3h4OE6fPo3WrVvXyWAEj8fD4cOHMXnyZOzbtw9JSUlch9nr16+FQkaZm5sjJSUFpqamQnUoKyujoKAAP/74I44cOYKJEyfCysoKCgoKyM7OxvPnzwEAMTExOHTokNBgBAA0btwYSUlJkJGRQUFBATZv3ozNmzeLba+MjAzU1NQ++Lo/psePH2P16tUS0xs1aoQTJ05we2fwNWvWDKNHj8aBAwcQFhYmtIoCAJKSkqROKPnSUGimj0dWhgefIVaYFhwLHiA0IMEf4vQZYkWbV38kOTk5OHDgAIKCgnD16lXuuLq6OkaNGgV3d3f06NFDaEU7IYQQQkhVajQYwZ8J5u/vj5iYGC6MAGNMaNabkZERhg8fjqlTp6J169Z12+KvHD/MgDht2rRBSkoKeDweRo8eLTaPsrIyN6NS2ubMVZkwYYLEtI4dOwKo+LknJSWhXbt21a7X2NgYKSkp2L9/P7y8vKCiolLrNkoSExPDbRY6atQoqXmtrKygq6uL7OxsREdHSxyMcHV1rfN2EkII+bqJ6yCfM2eO2Lxt27blnv/44484d+4cwsLC8PTpU0yePFkor7KyMoKCgnDy5Mk6H4xQUVFBSEgIBg0ahDVr1mDNmjUieSZMmCCxk9rAwADR0dEYM2YMrl69itu3b0tdxaGhoVFnbVdWVsbevXsxffp07Nq1C5GRkUhOThYJF3XkyBHExsYiOTlZ6PjixYuxZ88ePHz4EJGRkVI7maW129bWFgMHDsS5c+fw5MkTvHnzBgoKCjAyMkKrVq3g4OAAFxcXbiXM56Znz56Ijo7G+fPncfHiRaSkpCAjIwP5+fnQ1tZG69atMWTIEEyZMkVkIIIvODgYHTt2REhICJ48eYK3b99+0rBd5Osx0NoIW1zbw+/EQ6HNrA01leAzxAoDrWkz5LpUWlqKsLAwBAYG4tixY1yYOxkZGfTr1w/u7u5wdnb+KN/hCCGEEPJtqNZgRHFxMdatW4fffvsNOTk5UFVVRdeuXdGhQwcYGBhAR0cHBQUFeP36NZ48eYLr169j06ZN2Lx5MxwcHPD777/XqMP6WyZt00QtLS0AFasTtLW1q8yXl5dXqzbo6+tzoQ3EEQwXUdNzeHh4wM/PD1FRUTA3N8fIkSPh4OCA7t27w9DQsFbtrUwwnFPv3r2rXY6/akMcwU4iQgghpLoqd5BfunQJaWlp4PF4MDExgYWFBYYPH44RI0ZwZeTl5XHy5Els2bIFQUFBePjwIRhjMDExQd++ffHjjz+iRYsWOHny5Edpc8eOHXH79m388ccfOHnyJF68eAElJSXY2NjA29u7yoF+ExMTXLlyBSdPnsS///6L6OhopKeno6ioCJqammjatClsbW0xaNAgiZMAPkSPHj3Qo0cPABWhoFatWoWwsDCkpKQgPz9fKK+ZmZlQJ/n8+fNx4MABHD58GDdu3EBmZiZKS0uho6MDCwsLdO3aFUOGDEHPnj0lnl9BQQFLly7F0qVLa9Tuym2RxN7evlr5PDw84OHhITG98mAMn6ysLLp06YIuXboI7YVRE/Ly8pg7dy7mzp1bq/KECBpobYR+VoaISXqNzLxCNFCvCM1EKyLqzt27dxEYGIi9e/ciIyODO96qVSu4u7tjwoQJMDY2rscWEkIIIeSrwarB1NSUycnJsZEjR7KjR4+y4uLiKss8e/aM+fr6siZNmjBZWVm2a9eu6pzqq5Cbm8sAsNzc3Grl9/HxYahYeSw1n7u7OwPATE1Npeazs7NjAJidnZ3Q8YiICO48ERERta6/qnoknZ8xxkpKStjUqVMZj8fj6uA/mjdvzubNm8eSk5PFntff35/Lm5SUJLF9v/zyi0jd1Xm4u7tLPF9CQoLUe0IIIYR8yar7GYCQunTr1i323XffsebNmzM1NTWmrKzMmjZtyiZPnszu3Lkjtoy4z6EhISGsb9++TF9fnykqKrImTZqwGTNmsP/++6/KNrx69YrNnTuXWVpaMiUlJdagQQPWt29fdvjwYcZY1Z8/pX3uTUpK4sr6+/szxhg7f/48c3Z2ZkZGRkxBQYE1bNiQubu7sydPnlTrnsXHx7PZs2ez1q1bM01NTaaoqMgaN27Mxo0bxy5evFitOnJyctjKlStZ9+7dmZ6eHpOXl2cNGjRgAwcOZIGBgay0tFRiWVNTU6HPzbGxsWzSpEnM3NycKSkpMQDszZs31WoHqV9paWls7dq1rE2bNkLfifT19dmPP/7Ibt26xcrLy+u7mYQQQgj5SGraf11XqrUywt7eHkuWLKnRXhBNmjSBj48PFi9ejKCgIIolSQAAcnJy2LZtG3766Sfs27cPFy5cwI0bN1BYWIgnT55gzZo1WL9+PTZu3FjjzbH5ysrKuOfnzp2r9ooLaatNZGVla9UWQgghhBAirKysDLNnz8bGjRtFVnk8e/YMz549w65du+Dn54clS5ZIrKe8vBxubm7YvXu30PHExERs2rQJISEhuHjxIpo3by62/P3799GvXz+hmeCFhYU4f/48zp8/j6lTp6Jr164fcKXCFi1ahJUrVwode/HiBQIDA3Ho0CGcPn2aW9UjzurVq7F06VKUlJQIHU9NTUVqair27dsHb29vbNy4UeJn17Nnz2L8+PF4/fq10PHMzEycOXMGZ86cwbZt23D06FHo6+tLvZ7t27fj+++/F2kP+XwVFBTg+PHjCAwMRFhYGPe9SUFBAUOHDoWbmxsGDhwIeXn5em4pIYQQQr5W1RqM4G+oWBuysrLw9PSsdXnydWrevDl8fX3h6+uLoqIiXLt2DQcOHMA///yDoqIieHt7o1OnTrUK7yUYYkpeXh7W1tZ12HJCCCGEkK+bvb09Ll68CDs7u4+yQfOUKVPg7+8PoGKPDS8vLzRt2hQaGhp4+PAhNm3ahOvXr2Pp0qXQ0dGRuO/IkiVLEBUVhcGDB8PT0xPm5ubIzs5GQEAAF26mbdu2KCwsFCmbk5ODgQMHcgMR48ePx8SJE6Gvr4+EhARs2LAB27dvx927d0XK+vr6ws/PDwBgZ2dXrWvesWMHoqKi0L17d0ybNg3NmzfH+/fvERISgk2bNuHdu3eYOHEinj59KrYjeNmyZfDx8QEAtGzZEtOnT0fz5s2hq6uLxMRE7Ny5E2fPnsXWrVuhpqaG33//XaSO8PBwODk5obS0FLq6uvj+++/Rvn17NGzYEFlZWTh69CjXzmHDhiEyMlJip/SNGzcQHBwMExMT/Pzzz+jcuTMYY4iOjoaCgkK17gn5NBhjuHr1KgIDA3HgwAG8ffuWS+vatSvc3NwwevRooVC8hBBCCCEfS402sCbkY1BUVISdnR3s7OzQo0cPjB8/HuXl5QgJCREajBDcJF0aGxsb7vmZM2eq/SWREEIIIYR8XEeOHOEGIv766y/MnDlTKL1Dhw7cwMC+ffuwcOFCjB8/XuwK1qioKPj4+MDX11foeL9+/RATE4OEhAQUFRXhzp07IhNc/Pz88PLlSwAVKw7mz58v1IaRI0fCxcUFx44dq4Orrmirp6cndu7cKbRi3M7ODvr6+vDx8UFycjJOnjyJYcOGCZW9efMmN/gxd+5crF69WqiO9u3bY+TIkZg/fz7WrFmDP//8E1OmTBHaiy4/Px8TJ05EaWkp7O3tcfz4cairqwudZ8CAAXBycsLQoUMRFRWFoKAgTJ48Wez1PHz4EFZWVrh8+bJQJ3ZdriQhHyYxMRG7d+9GUFAQEhMTueONGzeGm5sbJk6cKHW/QkIIIYSQj6HasZNiY2NrVHFZWZnIFwNCqtKnTx/u+atXr4TSlJSUuOdFRUUS6+jRowe3OmLHjh0iy9AJIYQQQkj94IcpGjRokMhABJ+srCw2bdoERUVF5OXlISQkRGw+GxsbbrVAZYIrYy9duiSUVlRUxK38btOmDebNmye2Ddu2bRP6/PkhDA0NsXnzZrGha2fNmsWtQKjcVgD47bffUF5eDmtra5GBCEHLly+HsbExysvLERgYKJTm7++PtLQ0yMvLIzg4WGQggm/w4MFwcXEBAOzatUvqNW3evJlm039mcnNzsXPnTvTq1QtNmzaFr68vEhMToaamBk9PT0RERCApKQm//vorDUQQQgghpF5UezCia9eu8PX1FYrHL8ndu3fRsWNH/Prrrx/UOPJ1ef36NY4fPy4SG1hQWFgY99zc3FwozcjIiHv+7NkziXUoKipyXyqzs7MxcuRI5ObmSsxfVFSETZs2iV3CTwghhJC6c/LkSTg6OkJfXx9ycnLg8XjVXvlIvnwvX77EzZs3AQCjRo2SmldbW5sbUIiOjhabZ8KECRJfP0eOHIGamhoACM0KBypWGuTk5FRZh4GBAQYMGCBy3NfXF4wxqZ9pKxs5cqTEgQ0NDQ2uY7hyW0tKSnDq1CkAgIuLi9R9+OTl5bmVCZXv2dGjRwEA3bp1g4mJidS29urVC0BFKKbS0lKxeRo1akSrjz8TpaWlOH36NMaNGwdDQ0NMmTIFly9fBo/HQ79+/RAcHIz09HTs2rUL9vb2tJcjIYQQQupVtcM0NW3aFL/++iuOHz+OoKAgsXH4y8rKsHz5cqxcuRJlZWWYNWtWXbaVfOHevn0LZ2dnNG7cGCNGjICtrS3MzMygoKCAjIwMLs4tAKirq8PV1VWovI2NDZSUlFBYWIglS5ZAXl4epqam3AdqExMTKCsrAwB+/vlnRERE4PTp04iIiEDLli3h7e2NHj16QEdHB+/fv0d8fDyuXLmCw4cP482bN3B3d/+0N4QQQgj5TAQEBHzQHmHVsXnzZomx/8n/lJUzxCS9RmZeIRqoK6GzuQ5kZb6OAZsbN25wzz09Pau9r1x6errY4y1btpRaTltbG+/evUNeXp7Q8bi4OO55hw4dpNbRsWPHOgnVVFVb+SsMKrf14cOHyM/PB1ARWoofrqkqle8ZfxDo4sWL1R4ALCkpwevXr9GgQQORtDZt2lSrDvLx3Lt3D0FBQdizZ4/Qz9vKygru7u6YMGFClQNPhBBCCCGfWrUHI27fvo1ffvkFGzZsQMeOHeHj44P58+dzHcH37t2Dh4cH7ty5AwsLC/j7+6Nbt24freHky5Wamor169dLTNfW1sbBgwdFPjyrq6vjhx9+wJo1axAbG4v+/fsLpUdERMDe3h4AICMjgyNHjmDmzJnYuXMn0tLSJC7jBwBVVVXIysrW+poIIYQQIllBQQF++eUXAIClpSVWrFiBZs2aQU6Oti8TdCYuDX4nHiIt93+rNY00leAzxAoDrY2klPwyZGZm1qocvzO+MhUVFanl+N9TKq/sfvPmDfdcX19fah1VpVdXbdtaF/espKSEWwnyIfUIEreHB/n4MjIysHfvXgQFBeHOnTvccV1dXYwfPx7u7u5o3749rTgjhBBCyGer2t8AFRUVsXbtWgwfPhweHh5YvHgxjh8/ju3bt+Pw4cNYtWoVSkpK8OOPP2LlypXcDHVC+ExNTXHnzh2cP38eFy5cQGJiIjIyMpCXlwcNDQ20aNECjo6O8Pb25vZ8qGz16tWwsLBAUFAQHjx4gNzcXImhwxQVFbF9+3Z8//332LlzJy5evIjU1FTk5eVBVVUVjRs3ho2NDfr37w9nZ2d6zRJCCCF1SHCG/3+PYrmQiWvXroWTk1M9t+7zcyYuDdOCY1E58E96biGmBcdii2v7ag1I+Pr6crPnGWN4+/Yt1q1bh5CQECQnJ0NWVhatWrWCp6cnJk2aVK2QLS9fvsSff/6J48eP4/nz51BSUkK7du3g7e2NMWPGiOT/66+/8OOPPwKoCBfUpUsXAMId7YGBgWjfvj2Air0O9u/fDzk5OZw7d07oc+C7d+9w6NAhdO/eHY8fPxYKvblgwQKMHTsWw4cPh6mpqVAbPDw8kJKSUuW1FRYW4q+//kJoaCji4uKQnZ0NLS0tNGzYEN27d4eioqJIGcF7LC5UUXFxMc6ePYuDBw9yx7y8vPDzzz+jWbNmcHR0xPfffy/x8y4AmJmZISUlBX379uWOde7cGf/99x+ysrKgoqKC1q1bw9XVVewEMAUFBe654H0fPnw4li1bVsVd+R9JM+tpEs+nU1hYyEUnOHPmDPfzlJeXx5AhQ+Du7o6BAwcK/cwJIYQQQj5brBbev3/Ppk2bxmRkZLhHs2bN2OXLl2tT3VcnNzeXAWC5ubn13RRCCCGEVBMABoD5+PjUd1OqFBERwbU3IiKivpsj4vT9l6zLyvPMdH4oM50fyvSGzOXa+/Tp0/pu3mentKxc6H5VfpjND2VdVp5npWXlVdbl4+PD3eukpCTWrFkz7v+VH/369WP5+fkiddjZ2TEAzM7Ojl29epXp6+tLrOPHH38UKf/69WumpKTEALApU6Zwxw8ePMiVCwgIYIwxVlBQwLS0tBgANmzYMKF6Hj16xBo2bCjx3PzH/PnzRdrg7u7Opbu7uwulbd26lUvT0dGpsn7B+1n5HgveK3HnlvTQ1dVlV65cEXvPGWPM1NSUAWCDBw+usq5169ZJeUVUUFVVZQCYvb19lXml4ber8j0ldau8vJxdvXqVTZ06lWlqagr9vG1tbdmmTZvYq1ev6ruZhBBCCPmC1Vf/da12r1JRUUGTJk0gLy/Pbdw2evRoCstECCGEEPKN48/wFww1xMpKuOdRiW/EFfumxSS9FrpflTEAabmFiEl6XaN6R48ejcTERHh5eSEsLAw3b95EUFAQ2rZtCwA4d+6c1H0b0tLS4OzsDMYYVqxYgcuXL+PmzZvYsmULjIwqVmls2LAB586dEyqnra0NFxcXAMD+/fu5UD82NjZcnjNnzgAADh8+zIUQmjx5slA9EydOxIsXLyAnJwdvb28cO3YMW7Zs4dJdXV3F7mNXlVatWnHPX79+DRkZGYwfPx4hISG4efMmoqOjERgYiAkTJtRqBUBpaSmaNGkCLy8v7tjSpUsREhICb29vKCgoIDs7G8OHD68yDNN///3HPTc1NUVUVBSuX7+ONWvWQFNTEwAwd+5cPHz4UGo9/HsfHR2Nt2/f1viayKeRnJyMX3/9FZaWlujevTu2b9+O3NxcNGrUCL/88gseP36Ma9euYfr06dDV1a3v5hJCCCGE1FxNRy+ePXvGevTowWRkZJipqSnbtm0bs7CwYDIyMqxz587s0aNHdT9k8oWhlRGEEELIlwdfyMoIwVnZAFhoaCjz9fVl1tbWTE1NjWlqarJu3bqxHTt2sLKyMrF1VJ6FHR8fz2bOnMksLS25GdS3b98WKpOamsp+/vlnZm1tzTQ0NJiSkhIzMzNjbm5u7OrVq4wx0Rn+io2sq5zV7e/vL9K+goIC9vfff7M+ffowAwMDJi8vz/T09Ji9vT37+++/WWFhodR7FBsby7y8vFjz5s2ZqqoqU1BQYMbGxqxdu3Zs8uTJbP/+/WLrKCsrY4GBgczR0ZEZGRkxeXl5pq6uzpo0acJ69uzJlixZwm7cuCHxvMXFxWzbtm2sT58+rEGDBkxeXp7p6+szBwcHtmXLFlZcXCy23NHbL5hm93HcPTGdH8oazTrAtHpOZAoGTZmMkhoDwCbN8ZV63YyJvj4CAwNF8hQVFTF7e3suT1hYmFA6//UBgDVq1IilpqaK1PHkyROmqKjIADBnZ2eR9MjISLFtsLaueE3Iy8uz+Ph41qdPHwaAGRkZsdLSUi7fs2fPuPJ//fUXd1zcqqDs7GyR80tbGZGTk8N4PB4DwHg8Hjtz5ozYe5mens5dI2qwMiIhIYGVl5ezpKQksa/ze/fuMTW1ip/p4sWLhe555ZURAJiGhgb3PDIyUuw9FrdCRdAff/zB5fX1rfp1JAmtjKh7ubm57J9//mG9evUS+t1VVVVl7u7uLDw8XOJ7OSGEEEJIbdVX/3WNBiM2bdrE1NTUGI/HY15eXuzt27eMsYovjDNnzmQyMjJMWVmZ/f7776y8vOpl5F8rGowghBBCvjxf4mBEXYThOX78ONcxKvgQHIzYs2cPF3ZH0mPmzJnsytNMofBCtRmMuHXrFmvcuLHUMi1atGAJCQli78+GDRuYjIxMleetPIEmLy9PqINe0sPW1lbseVNTU7mOdkkPKysrlpycLFI2KuGV0GCE8dTtTE7LUKT8j4uWV/HqEH59DBo0SGK+Z8+eMVlZWQaADR06VChNcDDi6NGjEusYM2YMA8C0tbXFpltYWIh01B84cICr29LSkhsUWLBggVDZq1evih0sqW6IMmmDETt27BC6r7/99ptI+bKyMubs7CyUr7qDEXySBiMYY2zWrFkMALO2tmaMSR+MCAoK4l7TJiYm7OHDh1w9tra2DACzsbHhjoWGhrK7d+8KnS8vL481aNCAAWBycnLs0KFDEu8dYxUDJsePHxc5ToMRdaO0tJSdOXOGjRs3Tui9lcfjsb59+7KgoCCWl5dX380khBBCyFesvvqvq72Bdb9+/XDhwgUYGRnhwIEDcHR05NKUlJTw119/YcSIEfD09MT8+fNx9OhRBAQEoFmzZtU9BSGEEEIIqQHBMDyjR4+Gjo4OHj58iLVr1+Lu3btcGJ5///1XbPnU1FRMmDABioqK+OWXX9CzZ08oKCjg9u3b0NHRAVARTsfV1RWMMSgrK2PWrFlwdHSEoqIibt68idWrV+P58+f4+++/8fxtCWD4v82pdQfNAispREH8deRc3g0AaDB6GRaN6gaHFgYAgIYNG3L5Hz58CDs7O7x79w6qqqqYNm0aunbtisaNG+Pt27c4c+YMNm7ciMePH2PgwIG4efMmF6oGAO7du4fZs2ejvLwcZmZmmDFjBmxsbKCrq4v3798jPj4eFy9exLFjx0TuhZ+fHyIjIwEAjo6OcHV1hampKVRUVJCVlYV79+7h9OnTKCgoECn7/v179OnTB/Hx8Vz5qVOnolGjRnjx4gV27tyJ0NBQPHz4EA4ODrhz5w7U1dW58p3NdaCmKAf+1sxZR1ai9O0rqNkMhoqFLWSVNaBW/BpOvbtW9ZIQMmnSJIlpTZo0gb29PcLDw3HhwgWUlZWJhCTS1NTEkCFDJNbRsWNH7N+/H2/evEFOTg60tLSE0r28vDB//nxcunQJz549Q9OmTTFq1ChMnToV27dvx9OnT7m8FhYWuHPnDgoKCpCcnIyzZ89yabt370bfvn3B4/FqdP2ShIaGCv1//vz5uHfvHiZOnAh9fX0kJCRgw4YNiIqKQufOnRETEwMAH3T+zMxMPHjwgAtxy79XDx8+RElJicRy1tbWXLiqX375Bf/99x86dOgAT09PDBw4EKamprh+/TqePHmCefPm4dChQ0hMTMSJEyfQpk0brh41NTUcOHAA/fr1Q0lJCUaOHImhQ4di9OjRaNasGWRlZZGZmYnbt2/jxIkTuHbtGn7++WepP39Sc3FxcQgKCkJwcDDS0tK44y1atIC7uzsmTJiARo0a1WMLCSGEEEI+suqOWvB4PObq6srevHkjNV9eXh6bMmUK4/F4TE1N7cOGSr5QtDKCEEII+fLgC1wZAXx4GB5DQ0NuxndlxcXF3AbCysrKLDo6WiTPq1evWIsWLRgAJiMjw4w8/xLZgFl30CzufCbe/7CoBNGNV8vLy1nbtm0ZANaqVSuWlpYmtk03btxgKioqDPhfiBu+JUuWcOFNJJVnjLH379+zgoICoWONGjViANiIESMkluNfb2Xz5s3jrm/27Nliy82d+79NvH/66SeR9AnTfvrfz5UnwxqM9OU2rzabH8pO338ptV18gq8PceGVBC1cuJDLGx8fzx3nvz46deoktfw///wj9VwZGRlMXl6eAWCLFi3ijpeVlbHFixdXuQpF8NGyZUu2ePFioXBDtV0Zwf9ZW1tbS92c28PDQ+ga09PTRe6xpJUR9+7dYyNHjqzWtWVkZEhcGTFq1Ciuzs2bNzNlZeUq65ORkZF4by5fvlytTcEBMD8/P5HytDKi5jIyMtj69etZ+/bthe6vrq4u+/7771lMTMw3HVWAEEIIIfXjs9/A+tChQ9i9e7fIjKfK1NTUsH37dpw6darKvIQQQgj5+ty4cQPe3t6wsrKCpqYmVFRUYGFhgUGDBmHbtm3IysoSW+7atWvw8PBAkyZNoKKiAg0NDVhbW+Onn35Camqq1HO+efMG/v7+cHV1hZWVFdTU1KCgoABDQ0MMGDAA27dvR3Fx8ce4XI6vry94PB43e/rt27fw9fVF69atoaamBgMDAwwaNAhRUVFC5TIzM7F48WK0atUKqqqq0NXVxdChQxEbG1ut8zZu3Fjk2NSpU7lZ/gCwbt06+Pn5wdraGqqqqrhy5QqXtnLlSpiZmYmt++jRo3jx4gUAoH///lixYgVMTEygqKgIHR0ddOnSBdu2bcO6desAAOXl5Si7fxqC88dfnVyH7FPruf9r8QpwbOcfsLa2hqamJng8Ho4ePYpTp07h7t27AAB/f38YGhqKbVPHjh0xY8YMAMCuXbuE0tLT0wEAlpaWEssDgIqKCpSUlMSWtbOzk1gOgMimscXFxdixYwcAoGnTpvjtt9/Ellu5ciWaN28OANi5c6fICotmDf63UkK1lQOUm3YEABhqKmGLa3sMtDaS2i5xGjRoIDXdwMCAe56dnS2SrqKiIrW8jMz/vkqUlZWJPf/QoUMBAIGBgSgvL+fK9erVi8tnZmYGXV1dyMnJQU1NDc2bN8eoUaOwZs0adOnSBQDw6NEjLF++HHPmzOHKHTx4EHl5eVLbKA7/Pahp06Z4+PAhfv75Z1hYWEBRURF6enro3bs39u7dC39/f6HNngVX4Ujzzz//oH379ggJCalWfnGrbfgEfwbTpk1DUlIS/Pz80KNHD+jr6wut1hg6dCjWr1+PlJQU2Nvbi62vR48eiI+Px7Zt2zB48GDu91lRURHGxsZwcHDA0qVLERsbi6VLl1ar/URUUVERQkJCMHToUJiYmGDWrFmIjY2FvLw8hg0bhiNHjuDly5f4+++/0alTpzpb9UMIIYQQ8tn7mCMdOTk5H7P6zxatjCCEEPItKiwsZJ6enlXOtq08o7a8vJyLny7poaSkxHbv3i3x3ILx1SU9bGxspM6W5+er7cqIyjPSLS0txbZDVlaWHThwgDHG2N27d5mJiYnYfIqKiiw8PFzqeSBhdjh/Vjg/Fjk/Lr+4x9ChQyXOyp0yZUq1ZlAbGRlxP4MGxg252fym80OZqnUfobzqmtoi5Y8cOcK8vLwYAGZqalrlvT5x4gRXNiUlReTeKCoqsuvXr1fvB/f/+O3v1q0be//+fbXLCe5tsGzZMql5V69eLfHnJvhz/SvoMDt6+wWLSnjFSstqNmNasJ6ioiKpedetW8flvXbtGndc2j4Igvz9/bnyklbXnD59mstz+vRp7vjYsWMZULE5c1X3OyIigs2cOZO1adNGZD8QQ0NDobbz8X8HxL2e+L8Xw4YNk3pexhibPHkyAyr2auATvMeVPXr0iMnJyVX8LjRowH7//Xd269Ytlp2dLbSBueCKC3H3rrorEKS1hXxa5eXlLCoqinl7ezNtbeH3uU6dOrGNGzeyrKys+m4mIYQQQghj7AvYM6I2qjt7iHx9ysoZYpJeIzOvEA3UldDZXAeyMjTjhxBCvlaMMYwcOZKLxc6P19+5c2eoq6sjMzMTMTExYmcKL1q0COvXrwdQsX/AggUL0KlTJxQVFSEsLAxr165FQUEB3NzcoK2tjcGDB4vUUVZWBltbWzg5OcHGxgYGBgYoLi5GUlISgoODcebMGdy+fRtjx44VWjHwsYwaNQovXrzAwoULMXDgQKioqODKlSvw8fHB27dvMXnyZHTs2BFOTk4oKCjAihUrYGdnB3l5eZw5cwYrVqxAUVERPD09ER8fDwUFhVq1gz9znTGG7777DmPGjIGmpiYmTJiAx48fAwCOHz+OnTt3YsqUKSLlBVdnyMvLw9PTE3369IGZmRmKiooQGRmJ9evXIy0tDYqKigCAzJcvcGi4JX6/kIq03EKROstKirBw4UL0798fampqePToEczMzHDz5k0AQEpKSo1mCaenp3OrQ8aNG4dVq1ahqKgI3bt3x4ABAzBo0CD06NED1tbWQjP5K/Pw8ICfnx+ioqJgbm6OkSNHwsHBAd27d5e6yiIuLo57zp/FL4lg+v379yXOXh/n2BN6enpS66qOjIwMqfHnMzMzueeVV3zUlf79+8PU1BQpKSnYtWsXBg4ciDdv3uDIkSMAgLFjx1a5AsPe3p67Vzk5OYiIiIC/vz9OnDiB9PR0jBgxAs+ePRNZ7SKJnp4eXrx4gZcvX0rNV1BQwO0vUtXPli8gIAClpaWQlZXFxYsX0aJFC7H5Xr9+Xa36yOcvJSUFu3fvRlBQELdvDACYmJhg4sSJcHNzQ8uWLeuxhYQQQgghn5FPOvTxjfjWV0acvv+SdVl5XihWdJeV56sd65gQQsiXZ9OmTdwM0EGDBrH8/HyJeQVjy8fFxXEznS0sLMTOGo2JieH2CDAyMmKFhYUieZ4+fSq1fbt27eLad/78ebF5+Ol1sTJCUVFR7Gzt0NBQLo++vj7T09NjCQkJIvkE7+fhw4clngdVrIwQfIib+c6P59+2bVux16Smpsble/z4sdg8iYmJzMDAQOhcycnJrLSsnEUlvGK9h4wSSjtx4oTYeoyNjau1CqPyo/L1Hz16lOnq6ork09bWZqNGjRKanS+opKSETZ06VewqkubNm7N58+ax5ORkkXKrVq3i8t25c0ds3XyPHz/m8vr6+gqlCf5cS0tLpdYjjWA9ISEhUvP27duXARV7bAiesy5XRjDGmJ+fH/d7kZ2dzf7++2+xr8uamjp1KlfPuXPnhNKkrYxwdnbmXteSVnKXlpYK/R4dO3aMS5O2GsHJyYkBYO3bt5fa9jFjxtDKiC/Y27dv2a5du4T25gHAVFRU2MSJE9n58+c/6PeYEEIIIeRj++z3jCCkOs7EpWFacKzITMj03EJMC47Fmbi0emoZIYSQj6W8vJyLk29gYIC9e/dCWVlZYn7BmdqbN2/m4shv27ZN7GzwTp06YcGCBQCAtLQ0sasrLCwspLbR09MTNjY2ACr2QfjYZs2aBVtbW5HjgwcPhqmpKYCKuPXLly9H06ZNRfJ5enpys7wvX7780drJn/F/79495ObmCqU9ePAA7969A1Axw5e/30Fl5ubmYmPLy8rw0LWpLhrrCM96t7a2FlsPf88BW1tb3L9/v9qPTp06CdXj7OyMpKQk/PPPPxg1ahR3jW/evMHBgwfh6OiIwYMHi8Tpl5OTw7Zt2/Do0SP4+PigZ8+e3M/gyZMnWLNmDSwtLbn9IcSpakUHY0xqOp+srGy18lUlICBAYlpycjIiIiIAAA4ODnV2TnEmTZoEWVlZFBUVITg4mNvro1WrVmJ/T6qrT58+3PNXr15Vu9yQIUMAACUlJWjWrBn8/Pxw5swZ3LlzB9HR0di6dSs6d+6MwMBAAEDv3r25MlUpLS0FALx//15inrS0NBw/frza7SWfh7KyMpw7dw6urq4wMDDApEmTEBkZCR6PBwcHBwQEBCAjIwNBQUHo06fPR/2dIoQQQgj5UtFgBKkzZeUMficeQtzXbP4xvxMPUVZevS/ihBBCvgz37t3jNpieNGlSjcI0njt3DgDQpEkT9O7dW2I+wRBC/DKSMMaQnp6Op0+fIi4ujnsYGxsDALdJ8sc0duxYiWlt2rQBUNFxPXr0aLF5lJWVuQGWxMTEOmmTuDA86uoVmyYzxpCUlCSUJjhoU1RUJLVuwc2IAUBHR6fG7eMPRGVkZMDa2rraD1VVVbHXNWnSJBw4cABpaWl4+vQp/vzzTzRp0gQAcOrUKSxatEhsO5o3bw5fX19cunQJOTk5iIyMxPTp06GoqIji4mJ4e3vjzp07Yq81IyND6jUKptfmHtVUaGgo9uzZI3K8uLgYXl5e3AAQf0Pwj6Vhw4YYOHAgAGDVqlW4ffs2AGDy5MkSy9y5c4fLJ4nge4G5uXm12+Pq6oqGDRsCqBjE8PX1haOjI2xsbNCtWzdMmzaNC1HWoUMHBAYGVjt0GP/3Nj4+XmSzegDIz8/HhAkTpG5aTT4vDx8+xIIFC2Bqaor+/ftjz549KCgogKWlJVasWIHk5GSEh4fD3d0dampq9d1cQgghhJDPGg1GkDoTk/RabGxoPgYgLbcQMUkUI5cQQr4mgvsK9OzZs9rlioqKuPjaVcVjNzQ0hJmZGYCKWPvihIaGYvDgwdDU1ISRkRGaN2+O1q1bc4+TJ08CqNkM6tqytLSUmKalpQWgovNdW1u7ynx5eXm1boe8vDwAQFVVVWxnrZzc/7YPq3we/h4OQMVMbh6PJ/HRunVrLq+enh43yFET/JUrycnJePr0aY3LS2NhYYHZs2fj5s2bMDAwAAAcOHCgynKKioqws7PDpk2b4O/vD6BiJZDg6hzBlR7Xr1+XWp9guuA9+1g6deoENzc3fPfddwgPD8etW7ewZ88e2NraIjw8HAAwcuRIDBgw4KO3xcvLC0DFHh8AoKCgAFdXV4n579y5g/bt26Njx47w8/PDiRMncPPmTW7vmREjRmDnzp0AKgYMOnfuXO22KCoqYs+ePUKvf1VVVSgpKUFeXh56enqwsbFBz5498fjxY27QpjomTpwIoOJ1MnjwYKxatQqXLl1CTEwMtmzZgnbt2iEiIgLdu3evdp3k08vKysLff/+Njh07olWrVvjtt9/w33//QVtbG9OnT8e1a9fw+PFj/PLLL9yeNYQQQr4M/FVtPB7vk+wlRwgR9lE3sCbflsw8yQMRtclHCCHky5CVlcU9NzIyqna5N2/ecM8bNGhQZX5DQ0MkJyeLbPzKGIOXlxcX+qUqn2JGsrQNefmbKFe1aS8/X006QisrKSkBIDkMj+Bs78rnEdzcuCasrKxqVW7YsGEIDg4GUDF7nt/5X5e0tbXRvn17nD59usaDUpJCAnXs2BHa2tp48+YNdu/ejQULFgh1cvOVlpZy16ShofFB4Ymqa//+/ejbty+2b9+O7du3i6Q7ODhwoYg+NicnJxgZGSEtrSJk55AhQ6Cvr19luVu3buHWrVsS062trXH48OEabXoOVKzmOXPmDMaOHYtXr14JhVV69epVrQctO3XqBD8/P/j4+CAnJwe//PKLSJ6ff/4Z1tbWuHr1aq3OQT6OoqIinDx5EkFBQTh58iQXcktOTg6DBw+Gm5sbBg8eDEVFxXpuKSGEEELIl4tWRpA600BdqU7zEUII+fLUtEOwJuUkxdvftWsXNxDRrl07BAQE4NGjR3j79i1KS0vBGANjjJuxXN24/V8KcWGr+Ptw8NUmDA9/cII/iKGsrIz9+/eL7Nlw5coVLvwRACxfvrzG5wKA4cOHc6sMAgIC8Ndff0nNn5SUhH379gkdO3LkiNAgV2WvX7/mOrYFV4q8fv0ax48fl/raCAsL454LllVQUODCiD19+hRLliwRW37JkiV4/PgxgIpVAtL2Vakr5ubmuHXrFpYsWYJWrVpBVVUV6urq6Nq1K7Zt24Zz585VOShWV+Tk5ITCl0kL0QQA48ePR0REBBYtWoRevXqhSZMmUFVVhYKCAoyMjODo6IidO3ciNja21jPT+/Tpg8TERKxZswa9evWCnp4e5OXlYWhoiA4dOmDWrFm4du0atyqrupYuXYqTJ0+if//+0NbWhoKCAho2bIgRI0YgLCwMf/zxR63aS+oeYwzXr1/HjBkzYGxsDBcXFxw7dgylpaXo2LEj/vrrL7x8+RJHjx7FiBEjaCCCEELIJ+Hr68ut3iDka/NVrowIDg7G5cuXcevWLdy/fx/FxcXw9/eHh4eH2Pxv376Fr68vDh06hPT0dBgaGsLFxQW+vr7Q0ND4tI3/gnU214GRphLScwvF7hvBA2CoqYTO5h8/RjIhhJBPR3DT6ZcvX6Jt27bVKicYoqiqWPuCeSrH2udvKNysWTNERUVJ7OStvKLia7Fq1Sq8evUKo0ePhpaWFh4/fozQ0FAuvbZhePg/VxkZGZSVlaGgoACTJk3C7NmzMWDAACgqKuLmzZv47bffkJKSAgCYO3dujUJ1CZKRkcGBAwfQtWtX5Obm4scff8SRI0cwceJEWFlZQUFBAdnZ2bh37x7OnDmDCxcuYPjw4Rg3bhxXx4YNGzBhwgQMGjQIDg4OaNmyJbS1tZGbm4u7d+9i48aN3IqP6dOnc+Xevn0LZ2dnNG7cGCNGjICtrS3MzMygoKCAjIwMnD17Flu3bgVQsR9F5fBCS5cuxZEjRxAfH4/Vq1fjwYMH8PLyQsOGDfHixQvs3LkTJ06cAFCxP4qvr2+t7lFtaGlpYdmyZVi2bFm1y1Q3ZIGHh4fEz9fi8EOsNWzYEP3795eaV0FBAfb29rC3t692/YICAgKkbuANVFwnf6+aiIiIap/L19dX6GcYEBAAT09PABWDZGZmZhgw0BHazW2RmVeIBuoVn39lZf7XoVDVvUtOTq5VW0j1pKamIjg4GEFBQXjy5Al33NjYGBMnTsTEiRPRqlWremwhIYQQQsjXqVqDETX58lIVe3t7kU0O69rixYuRkpICPT09GBkZcV+QxXn//j3s7Oxw584d9OvXD+PGjcPdu3exbt06RERE4MqVK2I3RiSiZGV48BlihWnBseABQgMS/K9ePkOshL6IEUII+fJ16NCBe37p0iU4OjpWq5yioiIsLCwQHx+PmJgYqXkzMjK4zrnKsfYfPHgAABg6dKjEgQjGmNDeFl8TQ0NDiWF4lJSUah2Gx8bGBidPnkRJSQnmz5+PDRs24P3791i+fLnY1Q/ff/89Vq9eXatz8bVs2RLR0dEYOXIkHj58iMjISKkd4+ImjRQUFODQoUM4dOiQxHI//PADvv/+e5HjqampWL9+vcRy2traOHjwIExMTISOq6qqIjw8HIMGDUJcXBxOnDjBDT4IsrKywqlTp2q1p8aXLikpidunwsPDQ2zYsK/Fmbg0+J14KLSXmpGmEnyGWGGgdfVD2ZG69e7dOxw6dAhBQUGIiIjgVkIpKyvDxcUFbm5uEkPaEUIIIYSQulGtwYi6nG3j6+v70Qcjdu7cCQsLC5iammL16tVYuHChxLxr1qzBnTt3MG/ePPz222/ccR8fHyxbtgxr1qyBn5/fR23v12SgtRG2uLYX+QJmSF/ACCHkq9WmTRs0btwYqamp8Pf3x4IFC6CpqVmtsv369UN8fDwSEhJw6dIliZ8R+BvV8ssI4sf1Foz5XtmxY8e4WPVfm+3btyMmJgaHDx9GcnIyZGRkoKSkhKysLBgYGNQ6DM+wYcO4QYeYmBg8efIEf/31F86ePYuUlBQUFxfD0NAQvXr1gre3N7p161Yn19OyZUvcu3cPBw4cwOHDh3Hjxg1kZmaitLQUOjo6sLCwQNeuXTFkyBCRVRgHDhzA+fPncf78edy5cwfp6el49eoV5OXl0bhxY3Tv3h1eXl4iG6abmprizp07OH/+PC5cuIDExERkZGQgLy8PGhoaaNGiBRwdHeHt7S20EkhQo0aNEBsbi127duHgwYO4d+8ecnJyoKmpiTZt2mDkyJHw8vLiNhX/1qxZswaMMcjKynJhrb5GF59kwjciS2hSzquT65ASFw6n1Q0QevXOZ/15ODk5mQtDJm1l+ZeirKwMkZGRCAwMxKFDh5Cfn8+l2dvbw93dHS4uLt/kACEhhBBCSL1g1ZCcnFxnj5ycnOqcss6sWrWKAWD+/v4iaeXl5czY2Jipqamxd+/eCaUVFBQwbW1tZmJiwsrLy2t0ztzcXAaA5ebmfkjTv2ilZeUsKuEVO3r7BYtKeMVKy2p2DwkhhHxZNm7cyFCxKI4NHjyY5efnS8z7/Plz7nlcXByTkZFhAFjLli3Z69evRfLfunWLqaqqMgDMyMiIFRYWCqW3bt2aAWDGxsYsOztbpHxCQgIzNjbm2mdqaiq2Xfx0Hx8fsemmpqZcHnF8fHykpvO5u7tLbQefnZ0dA8Ds7OwkngcAi4iIqPU5IiIipNYzaNAgLv3nn3+W+pkoPT2d7dixo9ZtIXWjuq/Djy0/P5/Fx8ezu3fvsuXLl3O/5+7u7vXaLkFVvf5rqrSsnHVZeZ6Zzg8Veqha92EAmKxGA9Zl5fnP+nNxUlISd0/EfX/6Ujx8+JAtWLCANWzYUOj90sLCgv36668sOTm5vptICCGfrZiYGPbdd9+xli1bMg0NDaasrMyaNWvGHB0d2datW1lmZqbYctHR0czd3Z2Zm5szZWVlpq6uzlq1asVmz57NUlJSJJ5P3N+e8+fPM2dnZ2ZkZMQUFBRYw4YNmbu7O3vy5EmV7c/Pz2crVqxgbdq0YSoqKkxHR4d169aNbd++nZWVlVX595//mb+qzyzV/cz1/v17tmHDBtavXz/ueho0aMDat2/PZs6cyS5fvsx9xvb39xf6uyXpkZSUJHKe7Oxs5uPjwzp06MC0tLSYoqIia9iwIRs5ciQ7efKk1DZW/t4RHx/PZs6cySwtLbnvYbdv35ZaB/ny1Ff/dbVWRpiamlZ3bOOLEh8fj5cvX2LAgAEioZiUlJTQq1cvHDt2DAkJCbCwsKinVn6ZZGV46NpUt76bQQgh5BOZPn06QkNDcebMGZw8eRKtWrXCjBkz0LlzZ6irqyMrKws3b97EgQMH0LZtWy6We6tWrTB//nysWrUKjx49go2NDebPn4+OHTuiqKgIYWFhWLt2LfLz88Hj8bBjxw6RDUTd3Nwwd+5cvHz5El27dsX8+fNhbW2NwsJCXLhwAevXr0dRURHat2//1YZq+lh27dqFTp064fnz51i7di0uXLgALy8vtG3bFioqKsjJyUFcXBzCw8Nx+vRptG7dGl5eXvXdbPIZuH79OrcfA5+BgcEHh/L6nMUkvRZaGSxOWm4hYpJe0+fkjyA7Oxv79u1DUFAQbty4wR3X0tLC2LFj4e7uDltbW9oMlBBCJCgqKsK0adPg7+8vkpaQkICEhAScPn0a0dHRQvsyMcbw008/iQ11+eDBAzx48ABbtmzBjh07RPbdEmfRokVYuXKl0LEXL15wq9xOnz6NHj16iC2bnp4OBwcHPHr0iDuWn5+PqKgoREVF4dChQ/jpp5+qbENduXTpEsaMGYP09HSh45mZmcjMzERsbCz+/vtvbs+p2oqIiICLiwvevHkjdPzFixcICQlBSEgIXFxcEBwcDCUlJal1nThxAuPHj8e7d+9q3R5CpPkqN7Curvj4eACQONDAPx4fHy91MKKoqAhFRUXc/9++fVuHrSSEEEI+fzweD4cPH8bkyZOxb98+JCUlYc6cOWLzVt7gesWKFcjPz8eGDRuQkpIitLEwn5KSEnbs2IHBgweLpP344484d+4cwsLC8PTpU0yePFkoXVlZGUFBQTh58iQNRtSQgYEBoqOjMWbMGFy9ehW3b9/GjBkzJOYXt4cDIUZGRrCzs8OKFStgaGhY3835aDLzpA9E1DTft8zDwwOBgYEwNTWVupl3cXExTp06hcDAQG6PGwCQk5ODo6Mj3N3d4eTkJDKI/al9beGvCCFfH8YYRo4cidDQUACAmZmZ0MSizMxMxMTEICQkRKTsokWLuIGIhg0bYsGCBejUqZPQxKKCggK4ublBW1tb7Od5vh07diAqKgrdu3fHtGnT0Lx5c7x//x4hISHYtGkT3r17h4kTJ+Lp06cioS9LS0vh5OTEDUT07dsX06dPR+PGjfH8+XNs3rwZZ8+exevXr+vorkl39epV9O3bFyUlJZCRkcHYsWMxYsQImJmZoaSkBE+fPkVYWBiOHj3KlRk2bBg6duyIzZs3Y8uWLQCA+/fvi9QtuH/ZvXv34OjoiKKiIsjKyuK7777DiBEjoKmpibi4OKxduxZxcXE4dOgQZGRkcODAAYltTk1NxYQJE6CoqIhffvkFPXv2hIKCAm7fvg0dHZ26uznk2/ZJ12HUA2lhmvbs2cMAsEWLFoktu2zZMgaA7d27V+o5KodL4D++5TBNhBBCvl2XL19mnp6erGnTpkxFRYWpqqoyS0tLNnjwYLZz506xoZgYq1ja7ebmxszMzJiSkhJTU1Or1tJuxhgrKSlhf/31F+vYsSNTUVHhlpN7e3uzR48eMcaqDhfE//tNYZrECw0NZa6urqxp06ZMVVWVycnJMV1dXda5c2c2c+ZMdvr0aVZaWlrrtpCvy/3799mvv/7K+vfvz0xMTJiCggJTVVVlzZo1Y25ubiw6Olpi2cq/S7m5uWz58uWsffv2TFtbmwFg69atEyl37tw55ubmxpo1a8bU1NSYmpoaa9GiBRs+fDjbvXu3yGdzca//kJAQ1rdvX6avr88UFRVZkyZN2IwZM9h///0nsb2CIRVMvP/hwjNpdh9XrVAL4pSWlrKAgADm5OTEjI2NmYKCAtPW1ma2trZsxYoV1f6eUZN7Up22Snp/rGvS3jfKy8tZTEwMmzFjBtPV1RVqX/v27dn69etZRkbGJ2lndX0t4a8IIV+vTZs2ce9TgwYNkhpyNTU1lXsuGHLVwsKCZWVlieSPiYlhKioqEkOuCr5HAmCenp6srKxMpB4/Pz8uz5EjR0TSBcPGSgqxNHny5Co/R9dFmKbCwkLWqFEjBoApKiqys2fPSqzn1atXIve7JmE3bW1tGQDG4/HE3peCggLWs2dPrr7jx4+L5OF/7wDADA0NxYaBIl+f+grTRIMRdTAYUVhYyHJzc7nH8+fPaTCCEEIIIR/F57InwLeI7n31CHbyS3ssWLBAbHnB+xwfH8+aNGkiUlZwMOLNmzdC+5tUtyNdsJ3h4eFs4sSJEssaGBiwx48fi22v4GBEu7nBzOwDByMSExO5vXAkPYyMjFhMTIzEn0Ft7snnPhjx/PlztmrVKtayZUuRezF37lx2//79T9K22qDBCELI56ysrIw1btyY+3tXk71ep0+fzr2/XbhwQWI+fv8aABYcHCyUJvgeaWhoyAoKCsTWkZuby+Tl5RkANnv2bJF0KysrBoDp6OhI7I/Ly8tj+vr6H30wYseOHVza6tWrpdZT07oFxcTEcPnc3Nwk5ktMTGRycnIMAOvbt69IuuBgREBAQI3bS75Mn/WeEV8rTU1NAEBubq7YdH64JX4+SRQVFet96S8hhBBCCCGfg9LSUqiqqmLw4MFwcHBAixYtoKGhgczMTDx48AB//fUXUlJSsHr1alhaWsLT01NiXS4uLnj+/DmmT58OZ2dn6OrqIikpCbq6FXsuFBYWok+fPlwINlOLFhg5YRKGOnSFmqoKXr58iaioKKkhCQBgyZIliIqKwuDBg+Hp6Qlzc3NkZ2cjICAAe/fuRUZGBiZNmoSrV69KrWdWHwv4RmSBB0DdZjBUmndHzuVgFMRfg6yaDjYGhaCHhb7E8unp6ejevTvS0tIgLy8PT09P9OnTB2ZmZigqKkJkZCTWr1+PtLQ0ODo6IjY2Fo0bNxaqo/I9ad26Nby9vdG2bVsoKytLvCf379/n9tMDgOXLl8PZ2VkoT4MGDaRef11jjGH37t0ICgpCeHg4GGMAKsLvDR8+HG5ubujbty9kZWU/absIIeRrcu/ePaSmpgIAJk2aVGUfmKBz584BAJo0aSKyV5SgKVOmYOnSpVyZCRMmiM03cuRIiXsaaGhowNLSEg8ePEBiYqJQWlpaGh4+fAig4rODpNChampqGD16NDZt2iT9wj4QP9yVoqIipk2b9tHOw7//AKTu22Zubo6+ffvizJkzuHz5MoqKisT2YyooKGD06NEfpa2E8H3TgxGCe0KIU9WeEoQQQgghH1vl2Om+vr7w9fUVycfflNXHx0dsenVQXHNSF9q1a4cXL15AS0tLJG3AgAH4/vvv4eTkhHPnzsHPzw9ubm4SO5Pj4uIQGhoKR0dH7liHDh2450uXLuU63dXa9AcbMAMhBbK4eqUIPkOawsmpPZycnLB8+XKkpaVJbHNUVJTY351+/fpBUVER/v7+iIqKwp07d9CuXTuJ9dg1b4AtJo3gd+Ih0qAFWVUtyCiqAgB0NVTgPVxyRw0AfPfdd0hLS4OxsTEuXLiA5s2bC6X37NkTrq6u6Nq1KzIyMrBo0SLs3r1bKI/gPfHy8sLWrVuF7m/79uLvibW1NdTU1Lj/m5iYwNraWmp7P4by8nKuXc+fP4ebmxuXZmdnBzc3N4wcOZL2qCGEkDoiuKdaz549q12uqKiI6zfr0qWL1LyGhoYwMzNDcnKy2D0Q+Fq2bCm1Hv6+BXl5eULHBevs1KmT1Do6d+780Qcj+Pe0bdu2H/XvVVxcHABARkamyuvu0qULzpw5g6KiIjx9+hStW7cWyWNhYQFlZeWP0lZC+GTquwH1ycLCAsbGxrh69Srev38vlFZYWIhLly7B2NgYzZo1q6cWEkIIIYSQz4Wvry9YRZjT+m7KZ01PT0/sQASfgoICfv/9dwBASkoK7ty5IzGvm5ub0ECEoNzcXPy9saIzQV7PFDr9p4MnU9Hpnp5biGnBsTgTV9GpLSMjI7TZY2U2Njbw8fERmzZv3jzu+aVLlyTWwTfQ2ghX5jtg35Qu2DC2HewsK1ZCKMtLn73/4MEDHD9+HACwfv16kYEIPnNzc2526f79+5Gfn8+l5ebmYvPmzQAqBhc2b94scaCnqnvyqT158gSLFi2CmZkZwsLCAFSsjGjWrBmWLVuGxMREREZGYtKkSTQQQQghdSgrK4t7bmRkVO1yb9684Z5XZ+WcoaEhAEjdQFpFRUVqHTIyFd2YZWVlQscF66yqLQYGBlLT6wL/ntbkftYG/7o1NDQkrijh499/wXKVaWtr113jCJHgmx6M4PF48PLywrt377Bs2TKhtFWrVuHNmzfw8vLiZhoSQgghhJBPr6ycIfpZNo7d+Q/Rz7JRVk6DAZ8Kj8cDj8er9WoboGKST2pqKh4+fIi4uDjExcUJDejcvXtXYllXV1eJaeHhF1BYUNERr95hCHiy/1v0za/d78TDar1eJkyYIPEzf4sWLbgVA5XDQkgiK8ND16a6cG5nAn316oVzPXr0KABAXl5eJDxSZb169QIAlJSU4ObNm9zxiIgIbpLVzJkzIS8vX61z1yVfX1/udQNUhL718/ND69atoa6uDi0tLXTv3h07d+7Eq1evsHnzZnTp0gUtWrTAypUr8fz5c67dhoaGePr0KZYsWcKt2kpOTubqDwgIkNoWe3t78Hg82Nvbi6RFRkZy9URGRoIxhn/++Qc9evSArq4uNDQ00LlzZ5GVJ8XFxdi6dSu6dOkCHR0dqKuro1u3bti/f3+N7tOhQ4fQv39/GBgYQElJCRYWFpg9ezYyMjKqVT4hIQE//fQT2rRpAy0tLSgpKcHU1BTjx4+XOmgm7v4dPXoUQ4YMgYmJCeTk5KSu/iGEfN1q2/9VnXIfczKHYN1VteVTTir5VP2JdXX/Kewh+RQ+OEzTu3fv8PTpU7x//75Gy7k+pp07d+LKlSsA/rdUa+fOnYiMjAQADBs2DMOGDQNQMdPp+PHjWLNmDW7fvo0OHTrg7t27OH36NNq1ayc0E4oQQggh5GtmZmb22c36PxOXVhHyJreQO2akqQSfIVYYaP1xZ5uR2nv//j02bNiA/fv348GDByIzGAW9evVKYlrbtm0lpoVG/G//BqWGrUTSGYC03ELEJL1G16a6UttbVVgIbW1tvHv3TiQsRF3iDyqUlJTUaD+69PR07nltQ218LMnJyejXrx8SEhKEjkdFRSEqKgpTp07l3nNkZWUxcOBAuLu74/jx4wgODoaiouIn6cgpKSmBs7MzTpw4IXT8xo0bcHNzw82bN7Fhwwa8efMGw4YNE+nsj46ORnR0NBISErBo0aIqzzdlyhTs3LlT6FhCQgLWr1+PoKAgnD59Gp07d5ZYfvXq1Vi6dClKSkqEjqempiI1NRX79u2Dt7c3Nm7cKLVjiTEGT0/PKgd1CCFfNz09Pe75y5cvpf7tFSQ4i746A6n8PPxQS3VJsM6q2pKZmSk1nb/6ory8XGq+yhFWBOnp6eHFixd4+fKl1Do+FP+6c3NzUVhYKHV1hOB9+Rg/A0Kqq9YrI5KTk+Hs7AxtbW106tRJaKOaq1evwsrKiuv8/9SuXLmCwMBABAYGch/Ir169yh0TXAquqqqKyMhIzJ49G48fP8batWsRFxeH2bNnIzIyEqqqqvVyDYQQQgipf3FxcVi+fDkGDBiAhg0bQlFREWpqarCwsIC7uzuuXbsmsayHhwd4PB7MzMyknqPy7Fw+/uziwMBAABXhbPj5BB/iPH/+HHPmzEHr1q2hqakJZWVlmJubw93dHVFRUTW+D4LEzXpesWIFOnToAB0dHfB4PKxfv16kXEREBNzd3dG0aVOoqKhAXV0dVlZW+OGHHyTONj8TlwbX+Wtw7Ze+SPnNCaW5GWClJXhybh+c+/WCmoYm1NXV0aFDB/zxxx8oLi6W2vZr165h8eLFsLe3h6GhIRQUFKChoQErKytMmzaN2/iwutdemZmZGXg8HrfXxu3btzF58mQ0adIEysrK4PF4yMnJEZs3NjYWEyZMQKNGjaCsrIxmzZrhp59+Eumoj4qKwqhRo9C4cWMoKSmhSZMmmDdvntRO8vLycly4cAFz5sxB9+7doaenB3l5eWhpaaFdu3aYM2cOt3GlJAEBAUIzzF++fIk5c+bA0tISysrK0NbWRu/evbF//34kJyejdevWWLRoEe7duyd1IAIACgoKJKZJCxeQlv6/zgRZNcn5MvMKJabx1TYsRF2qqnNEEsEwTbUNtfGxjB49GomJiZg8eTI2btyIMWPGCO1LwRiDlpYW/vzzT/z3338IDQ3FqFGjPvnMzCVLluDEiROYMGECTp48iVu3bmHfvn1cqKy//voL58+fh4eHB6KiojBt2jSEhYXh1q1b+Oeff2BsbAygYs+eBw8eSD3X5s2bsXPnTrRv3x7BwcG4efMmzp49C09PT/B4PLx+/RoDBw6U2IG1bNkyLFy4ECUlJWjZsiX+/vtvri0HDx7kNiDfunUrFixYILUt69evR0BAALp164bg4GDcuHEDFy5cwHfffVfTW0gI+YIJ7sVUnXCEfIqKitweqzExMVLzZmRkIDk5GQDE7lXwoQTrvHHjhtS8VaWrq6sDEA5DJc7jx48lpvHv6Z07d/D27Vup9YhT3YF4/t5O5eXlQislxbl+/TqAip+bpaVljdtESJ1htZCSksIMDAyYnJwcc3FxYd27d2cyMjJceklJCdPX12dTp06tTfVfvNzcXAaA5ebm1ndTCCGEEFJLERERDBWTq6U+FixYILa8u7s7A8BMTU2rfZ6IiAjuuI+PT7XOz8f//4gRI5iSkpLUMjNnzmRlZWW1ui+C7YqPj2dNmjQRqX/dunVc/vz8fDZq1Cip7VFQUGD//POP0HlKy8pZl5Xnme6gWVw+I48NTMHQQmI97dq1Y1lZWWLb7e/vX+W9lJWVZZs2barWtYtjamrKADB3d3e2bds2Ji8vL3KON2/eiOQNCgpiCgoKYttkaWnJ0tLSGGOM/f7774zH44nNZ2Njw/Ly8qpst6SHiooKO3z4sEhZfjq/vXZ2duzq1atMX19fYl3GxsYMAOPxeGzSpEksLCyMPX/+nBUWFnL1lpWVcfl9fHxqdJ/5ho/34PI1mrWfmc4PFfuISngltryk3z1xBH9elQm+tpKSkkTSq/teYGtrywCwhg0bsvv371f7wX9NMcaYt7c315acnByp5xMnKSmJK+/v71/j8oyJvt5GjRrFrKyshI4ZGBiwRo0acf8PCwsTqkPaPatJG+3s7LjXbWWV3+PXr18vkictLY2pq6szAExfX5/xeDx25MgRkXx3795lMjIyDAD74YcfpLYZAOvfvz8rLi4Wybdt2zYuz/jx40XSb9y4wZ1n7ty5Et/H582bxwAwGRkZ9uTJE6ltGT9+fK3/HhBCvg5lZWWscePG3PtzTf5+TJ8+nXs/uXjxosR8y5cv5/IFBwcLpdXV+3rLli0ZAKarqyvxM9G7d+9YgwYNpP79HzZsWMXnTiMjVl5eLraejIwMoc/ble3cuZNLW7VqldRrEmf16tVcecHPT5XFxMRw+Tw9PSXmS0pKYnJycgwA69u3r0i6tPtKvl711X9dq5URPj4+ePPmDS5evIiQkBD069dPKF1OTg49e/bE1atXJdRACCGEEPLxiZvF7+vri9atW0NNTQ0GBgYYNGiQyGqBzMxM7NixAzweD7KyslBVVUW3bt2wZ88enDlzBmvXroWpqSmAinAZ/v7+SExMxNq1azFkyBCYmZkhODgYAPD8xQv0HTwMJ0+drna7Hz9+jLS0NDRv3pyLnS4rKwtbW1vMmTMH586dw/3797lwlIIOHz6MwsJCKCoqwsrKCg0aNIC8vDw0NDSgrKwMAPj777/FzpitKha7r68v/Pz8uP8PHz4cycnJ0NfXh4qKCpSVlWFqaooHDx6gsLAQ5eXlGDp0KA4ePAgA6N+/PwIDA3Hp0iXExMRg69atMDExQXFxMSZPngwFBQVoamrCxsYGk2b8hBcv04TOn312I4rT46Fi2Q36I31g6L4ey//eBTs7OwAVs8+cnZ1FltXn5+fj5MmTkJWVhaKiIuTk5KCjo4MePXpgzpw58PPzg56eHsrKyvD999/jwoULXFlJK1yaN28OFRUV6OnpoV+/fjh06BCXduPGDUyfPh1GRkbYsGEDoqOjERUVhbVr10JWVhaBgYHcLPigoCC4ublBVlYWI0aMQEREBC5cuMDtlfD06VPMmTMHR44cwdy5c8EYg56eHm7evIm9e/eiadOmACpWYairq3P7DgAVM/r8/f1x6NAhyMnJQU5ODrKystDR0UGXLl0wbdo0/Pzzz1BTU0N+fj7Gjx+PR48eAfjfyg2+lJQUAMDFixfRvXt3ZGVlwcbGBpcvX8bNmzexZcsWbiY+f0a3mpoa9uzZg9GjR8PZ2RkrVqzgVnqI2ziRv0pI8DUWEBCAPn36wNDQELKyslyoVQBoaf6/zZfL8kTr46EipFdn8y8jFAE/TEZWVhYsLS1hbW1drYfgZuGVQ23Uh8orlA4ePIiHDx9CSUkJY8eOxalTp/DixQtERkZyKyA2btxYH03l2Nra4scffxQ5bmhoiOHDhwOo+LmMGTNG6DXI16ZNG/To0QMAcPnyZannUlBQwK5du8Tu5zF16lQu4sDBgwdFVsv89ttvKC8vh7W1NVavXs2t2Kls+fLlMDY2Rnl5Obe6ThxNTU1s2bJFYj2EkG+DjIwMF6I8IyMDEyZMkLpq8cWLF9zz6dOnc+8h3t7eYlcTxMbGYtWqVQAqVu2NHDmyLpvPmTZtGgAgOztb7Hs6APz0009VrkTkf65MS0sT2TcIAIqKiuDh4YHCQskrL11dXdGwYUMAgJ+fH8LCwiTmzc7OFrnfgqsbnz17JrFsp06duLB+gYGBOHXqlNj2enp6orS0FADwww8/SKyPkE+iNiMYRkZGbMyYMdz/fX19hVZGMMbYrFmzmJaW1geNlHypaGUEIYQQ8nkQnKGbmprKLC0tJc6IP3DgAGOsYoariYmJ2HyKioosPDycMcZYUVER69evn9BM8KoeDk4urKSkRKiNgrNzw8PD2cKFC5msrKzUesTNWhJMl5eXr7IOGRkZdufOHaE6qpqZVt3VGgBYt27duFldsrKyIrOJs7KyuFlYkh48BRWm3tFZ6JhmjwlCs96P3n7BysvL2YQJE7g827dv585z7949oRnY4h49e/ZkycnJrE2bNgwA69GjB1decIb2lClTpNajqqrKPbeysmLZ2dlC15yYmMhat24ttQ4jIyMWExPDGGNs5MiR3P3T0dHhZuebmpqya9euiV2dEBISwp2Pn1/aw8bGht26dYt7zbu6ula7bOVVAvfv35e4coP/0NLSYufOnWOnT5/mjvFXRlRnNZKzszN3viNHjnDHdQfMEHpdmP3/4/T9lyKvY75PtTLCw8OD+7lJs3jxYq6eM2fOSM0rieA92bp1a43LJycnS30PkKSsrIxFREQwDw8PkRVBPXv2ZDt27BA707ZPnz4MAFNTU2OlpaXc8U+9MkJwNVdla9eu5fKJWxXBN3PmzIr3KE1NqW12cnKS2ubdu3dzeffv388dLy4uZioqKkK/M9K4uLgwAKx3794S28L/fSeEkPLycjZw4EDu/cHc3Jz98ccf7NKlS+z27dssLCyMrVy5krVr107kb+HChQu5cqampmzz5s0sJiaGXb58mS1ZsoR77+LxeCw0NFTk3HX1vl5SUsJsbGy4uvr168eOHj3Kbt26xY4ePcoGDBjAALCOHTtK/fuflZXFtLS0GFDx2X/p0qUsOjqaxcTEsB07drDWrVszGRkZ1qVLF64ecS5evMitRpCRkWETJkxghw8fZrdu3WLXrl1jwcHBzN3dnamqqop8foiPj+fq7t+/P7t48SJ7+vQpi4+PZ/Hx8ULfJ+7evcsUFRUZACYnJ8d++OEHduHCBXbz5k0WGBgo9Nlz1KhRNb6v5OtVX/3XtRqMUFRUZPPnz+f+L2kwQllZ+cNa94WiwQhCCCHk8yDYeW5ra8tUVFTYwoUL2cWLF9mNGzfYunXrmIaGBgPA1NXVWWJiImvUqBHT0dFhK1asYFeuXGHXr19nfn5+XBidxo0bs6KiIsYYY3fu3OHql5eXZ0OGDGHeC35lBmOWM6WmnSu+eCmpMXm9xly+8d6zhdoo2CE2dOhQ7nmDBg2Yn58f69+/P/f/33//nXXr1o3Z29uLXKtg5x+Px2OtWrViO3bsYNevX2dXr15lixcvFgkF5OXlJVRHTQcjZGRk2PTp09nZs2dZbGwsCwkJYZ07d+bS1dTUGAA2ffp0oXrev3/PrK2tubY6OjpyZdavX8/+/PNP1sDw/wd4ZP43qCKvb8YazzsuNgRPTk4O09bWZgBYmzZtGGOM/ffff0xXV1fongJg7du3Z//++y/r3r07l9a1a1d26NAh7v+vXlXUy+8U1dfX576YAmCRkZEsJiaGbdu2jZmbm4t0mkdGRgpdc1paGjMyMuJeK/x7A4AFBQWxZcuWMR0dnYqOdV1dlpKSwi5cuMDlUVFRYWPHjuXSTUxMmKqqKlu4cCEXkqVy52XDhg2Zra0t+/XXX1loaCi7ceMGu3r1KgsODhbqcLCzs2Pr169nAJiGhgYrLy9nT548Yffv3+fyCA64bdiwgd2/f5+9ePFC6BrHjRsndA8WLVrEbty4wcLDw9nMmTO5L+QKCgpCA1HSBiMGDx7MQkJC2M2bN9nZs2dZUFAQd76cnBxuAEjZwIw1nnuMe110WXle6kBE5fN9zMEIfugkQ0NDqee4efMmV0/v3r0lhoaQRvCeWFtbiwx+ViU9PZ1rQ3UGM548ecIWL14scfDq8uXLUssLdmDFx8dzxz/1YMTJkycl1vHPP/9w+R48eCAx35IlS7j3RWltXrZsmdQ2P3nyROh3iE/w701NHi1btpTYlt9//11qWwgh35b8/HyRv+XiHpX/FpaXl7Mff/xRahklJSW2e/duseetq/d1xio++zVv3lxiO/r378/Onj1b5d//w4cPc59bKj/k5OTYxo0bqxVW8vz580xPT6/Keyru88Po0aOrnT88PJz7HCzp4eLiwgoKCmp1X8nX6YsajGjcuDFzcXHh/i9uMKJv376sefPmH9a6LxQNRhBCCCGfB8EvCYqKiuzatWsieUJDQ7k8+vr6TE9PjyUkJIjk43fWAhUd5vfv32e3b9/mjq1du5bb58B0fihTta6Y8Sur0YA1nneCqVr3reioUlBi2a/fcPWK64Dt2LGjSGe4YKdcamqqSPsEy9vZ2YmNLxsYGCiUr3JHX00HI3777TeRPPn5+SLx4St/0fvhhx8YUDFYcfXqVcYY4wYN/Pz8GGOMZWa9Ysr6jYXq0e49SWjme5eV51lp2f86bCdPnszlTU9PF/oSt2HDBqEvWu/evWPPnj0T6pT/7rvvuOf8FTD8+8/vZBT3pfPNmzdC1yyu05k/0GRsbMweP37Mdd62bduWy5OYmMgMDAwYUDFjOTs7m6vT2dlZqC0qKirs1q1bjDHGbt26xR0XnLn99OlTkXYwVvFZNTExkf36669cudmzZ3PPnz17xuUVfK0AFbO+xcWXP3XqlMjr2MPDQyjPiRMnhO4h/yFtMKIqc+bM4fIOGe3KDt9KZVEJr4ReF4xVzNz/77//hI59qsEIPz8/7vXz9u1bqecZNGgQV9fPP/8sdUAiPT2d7dixQ+S44D3x8vKSuB+AuHtSUlLCDVrOnTtXbLns7Gy2ZcsW1rVrV6GflYaGBpsyZQrz9PTkjkmLc82Y8Puq4Pvzpx6MkPbzr+rnyyetU0qwzVUN8uTk5HB5vb29ueNhYWFSO5kkPaS9z+/cuVNqWwgh36bLly8zT09P1rRpU6aiosJUVVWZpaUlGzx4MNu5cyd7/fq12HLR0dHMzc2NmZmZMSUlJaampsZatWrFZs+ezVJSUiSery4HIxir+Cy6fPlyZm1tzZSVlZmWlhbr0qUL27x5M7eSrzrv/zdv3mSjRo1iBgYGTF5enhkbG7MxY8aw69evM8aqv8fV27dv2Zo1a1ivXr2Ynp4ek5eXZ4aGhqxDhw5s1qxZYr+fMFaxIm7NmjWsc+fOTFNTU2j1qbi/R69evWJLly5lHTp0YJqamkxBQYGZmJgwFxcXsStSBNFgxLepvvqv5VAL/fr1w+7duxEXF8ft3C7o8uXLCA8Px6xZs2pTPSGEEEJInZs1axZsbW1Fjg8ePBimpqZISUlBVlYWtm7dysXhf//+PTZs2ID9+/cjLi5OqK7KSktLEZP0Gmm5ovFjeTwetB0m4/2DCygvLsTWvUfxywwPse1UVFRESEgIdHV1JV5Lo0aNpF7r/v37oaioKHLc1dUVCxYsQFpaxV4MKSkpyMvLg7q6utT6JJk0aZLIMWVlZcycOZOL2wuAi4Fe2bt379C9e3ehY+np6QAAfT1dLPBdAZ8ZE7k0BSNLABV7AQCAzxAryMr8b1+Dzp07459//gFQsf/A4cOHAQC9evXCDz/8gP379wMAYmJioK6uDsaY0Lm3bdvGPefvbSCoffv2uHnzpshxLS0tbNmyhYsxrKSkJJT+4MEDHD9+HACwfv16NG/enEuztLTknpubm2Pp0qWYMWMG9u/fjy1btgjlE4xxPG/ePLRv3547P19eXh733MLCgnuenJyMtWvX4vjx40hNTRW5hnXr1glde5MmTUTy8NshLr48P+Y/j8fj7mtAQAAKCgrg6uoKIyMjlJWVoXHjxkhOThZbd20sW7YM586dw927d3HiQDBSHt+Dt7c30K4dlJSUkJaWhmvXrmHfvn2YMGECfH196+zc1dWtWzcAQHl5Oby9vTFz5kyhvR2aNWvGPd+1axc6deqE58+fY+3atbhw4QK8vLzQtm1bqKioICcnB3FxcQgPD8fp06fRunVreHl5CZ1P8J7s3LkTMTEx8Pb2Rrtq3BM5OTl06tQJV69exa5du2BjY4N27doBAC5duoSTJ0/i7P8OEDkAAQAASURBVNmz3L4QMjIyGDBgANzd3TF06FAoKysL1Se474g4lX8HvwW1vSdlZWXc85UrV2LIkCHVOp+CgoLENP6eHYQQIqhHjx7cPjg10aVLF3Tp0qXG5czMzKr99yAyMrLKPMrKyli0aBEWLVokNt3e3r5a5+vQoQMOHDggMd3X17danyvU1dUxd+5czJ07t8q8guTl5WtUTldXF35+fkJ7b1VXde4rIXWlVoMRixcvRkhICHr06IF58+YhISEBAHD69GlERUXhzz//hJ6eXo1/0QghhBBCPpaxY8dKTGvTpg1SUlLA4/EwevRoABWdtw4ODkhKSqpW/QUFBcjMqxiIYGWlKC/53/PirGQAgIyyBsrzc3D37h2J9YwYMYLbHLs2NDQ0YGBgIDZNRkYG7du3x8mTJ7ljr1+/rvVghLa2ttjjHTt2rFV9QMVm03w/uQ2Dz4z/pcmqaAEADDWV4DPECgOtjYTKCl73lStXuI36vLy8cOvWLcTExACA1E0Z+cTlsbGxETsYAVQMeMjJyaG0tFRk80b+ptLy8vJwdnYWSlNRURGpBwBKSkoQGxsrMR9/g2sAQoMDgh2WfKdPn4aLi0u1rhuQfn8qtwOoGIjjf4lt0aIFtwk2UDEwxh8E+hiUlZVx4cIFjB49GuHh4bh37x6mT5/+0c5XGw4ODujSpQuuXbuGvXv3Yu/evULpgh0iBgYGiI6OxpgxY3D16lXcvn0bM2bMqFwlR0NDQ+TYh96ThQsXYsiQIcjOzsb48ePF5mnTpg3c3d0xfvx4GBoaSqwrIyND6uCp4ACbtAFYQYKv98qb1Vf2/v37atX5KWVkZEhNl3RPBAewiouLxU4KJIQQQgj53IlOa6oGMzMznD17Ftra2li8eDH27t0LxhicnJywYsUK6Ovr49SpU0K7vxNCCCGE1CfBGeiV8WeW6+npcR3sEydORFJSEng8HiZNmoSwsDB07twZQEXnImNMqOO3tLQUl4/uQVrQT0hdNxIFT64CAMrfv0baru+Rtut7lOfnAABK3r+V2JaePXt+yGWKzMqvTEdH54PqFyRpVm3lc5w7dw7379/H/fv3hTrRxQkMDASPxwOPxxMZJFnkZIV9U7rgynwHtNPjYdGiRejYsSO0tLQgLy8PNzc3Lu/ly5e55yEhIejYsSM3OFEd/A7i3NxcABWzmf39/bl0b29vPHjwQKgMfwZybm4uiouLuesIDg4GUDHAoKioCB6Ph5SUFJHr5fF4aN26NVefk5MT9zw4OBjPnj0DAKipqXGrd6qyd+9eDB06tMqBCMEO3sDAQJFOXH756OhoKCkpoWXLlli5ciWKi4uRmJjIDSIJtmvs2LHQ19eHjIwMZGVlISsrW+Ws8MrMzMzA4/Hg4eEBAHj69Cm8vb1hbm4OJSUl6OnpYeLEiZg/fz5OnDiBsWPHwtTUFEpKStDQ0EDLli3h4uKCHTt2wNDQEK6urrCysoKamhr69evHnefEiRPcbP+qBAUFwc7ODtra2lBTU8PixYuF0vk/S/5sSRkZGYSFhWHx4sVo27Yt1NTUhO5DixYtoK6uDhUVFTRr1gw+Pj7YtGkTQkND4erqiqZNm0JVVRVycnLQ1dVFixYtuLKLFi0CYwwBAQHo06cPDA0NISsri0mTJuH8+fNS78m+ffswb948keuzsbHBlClTxA5SdunSBXfu3MHdu3fx008/SR2IAMANAEpy48YNAICqqirMzc2l5uUTbFflgT9B5eXliI+Pr1adn1J17wkAofeDVq1acSvezpw583EaRwghhBDykdVqZQQA2NraIj4+HidOnMD169fx+vVraGhowNbWFs7OzlKXgxJCCCGEfGriZnTz8Tti+XkeP36MK1euAAB++eUXLF++HACwYsUKAP+bff769Wuujn/++YcLf1QVDfn/zYSu3On7oZM5BFcWiFM5xE5dDk5IOoe8vDw3i7eqmczStNYBujbVxdWrV+Hk5IScnByh9Ldv/zfIc/fuXbHHa+KPP/7AsWPHAFQMTggOZmzbtg07d+7E8uXLsWDBAgDCgzOCnaS1nZ0tGHLp2bNn3GCEuNnwlTHG4OXlhV27dlXrXII/F39/fzx58gRnz57ljvFna/M77B8/foxFixbh8uXLQp3xgh3FJSUlyMrKknpeXV1doUEBvvPnz6NPnz4wMzPjjh09ehSurq5C97OoqAinTp3CqVOnsG7dOuzbt0/seczMzLgBIHH+/PNPRERE4NSpU2I72JOTk1FSUoJRo0bB3d1dKI3fHgsLC4mDLerq6vj111/x66+/oqysDLNnz8bGjRvBGMOTJ0+4fPyf865du+Dn54fdu3eL1BUZGcmFPispKcHAgQMRFhYm9rxOTk5Cg1qS5Ofn4+jRowgKCsK5c+e414OioiKcnZ3h7u6O/v37Q06uZl8fAwIC4OLiIjYtOTkZERERACoGeKsbMkhbWxva2tp48+aNUMd9ZaGhodxg4uckLCwML1++hLGxsdh0/qCnnJwc7O3tuePKysro168fQkNDce3aNVy8eJELDUcIIYQQ8qWo1coIPjk5OQwfPhyrV6/G9u3b8ccff2DUqFE0EEEIIYSQL5rgjPcxY8ZIzCcYsoc/ENHVYSAauCyBqnWfigR5JZjOD4XZ/FDIquv/f+7/DUY8/j/27jyu5uz/A/jrtu/RopUWO4VIdiV7ZJdok8GMncFgMNkNM8YyyDZUsmdJliypbFmSpGxRIW20Iu3n90e/+/ne211KSsy8n4/Hfcz9fM75nM/5fO6tyeec834/eSLUZsWHmZ87k/zDhw9ITk6uUl0TE5Nqh2j6HIKzePkDOXJycoiJieFWTEh6rVy5kjv2zp07KCoqwpgxY5CTkwM1NTXMnTsX586dQ2RkJIYMGcLVVVNT497zV7TwWVtbC51DMDcDX1hYGObPn8+tkFBXVxfKkaGlpYXS0lIsWrQI27dvl3r9mZmZ3DUvX74cBw8e5MKvDBkyBA8fPsTu3bu5h7GampqYMmUKDhw4wLXRoUMH7ruQmZmJ4uJiqefcu3ev0ECEqqqqUPgk/j3hh35RVVUVOv7mzZv4/fffuW3+ipsOHTogMDCQiwkdHBzMDdgAwt/XkpISmJubY+7cuThy5AgiIiJw9+5dbiUSj8dDZmYmhg8fLhSaBhBddfPw4UOMGzcO2tra2LRpE27evInbt29j/fr10NTUBADMnz8fjx49Ens/SktL0alTJ6xcuRJnzpzB3bt3cePGDfj7+2PAgAEAgPv370sN5zZr1izuWlu2bIm9e/fi7t27CAkJwfTp05GQkCD1eL5Jkybh77//BmMMnTp1wu7du3HlyhVERkbCz88PnTp1AmMMv/32G7Zt2ya1rQULFuDixYsYNGgQAgICEBkZiQsXLkgcABBUVlaG8PBw/PDDD9DX14eLiwsuXLiAsrIydOvWDTt37kRaWhqOHDkCBweHzx6IAMoHBAS/x3xFRUWYOHEi9/tAWigqcfjhzAIDA/Hs2TOR8uTkZMyYMeOz+/s18K9d3Eqtf/75ByEhIQCAUaNGiYTcW7JkCTfY6+LiIvQzLc7Zs2cRExNTQz0nhBBCCKkBXzVd9n9EXWUjJ4QQQogwLy8vhvIn/1LreXh4MADMxMSEMcbY4cOHueMiIiK4era2tgwAs7W1ZYwxNnToUK4eAObi4sIYY+z8wxRmMmgqt99wojfrvOYyU1ZRZQCYh4cHY4yxsrIy1r59e6E2tm/fLtS3n376iQFg+vr6Uq9BsI3ly5dLrDdw4ECu3sSJE4XKEhMTubJ9+/aJHCt4P6XdU8F2ADBtbW2WmZnJGGNs2rRp3P6kpCSp18QYY/v27ePqt2nThl26dInbPn36NFcvNzeX1a9fnwFglpaWbOHChVy9efPmCfWH//nx+fj4CJUDYAoKCgwAU1RU5LaXLl3Klb948YLp6ekxAExZWZmlpaUxFRUVrrywsFCkTUVFRVZYWMgYY8zExIT7Ljx69Iir06JFC5aXl8f1jb/fy8uL9e7dm9ves2eP1M+tU6dODADT0NBgAJiKigorLS0V6s/IkSOZg4MDA8BkZWW5/S1btmQAmLq6OreP31/+vfv48SPT1NQUucbBgwdz78PCwlhZWZnQvS4qKmLy8vIMAOvduzdTU1NjANiSJUtYaGgod2xoaKjQfQLA2rVrx7KyskS+I2FhYVydWbNmif0ePXv2TOr3bO/evVwbly9fFimPiopiPB6PAWAdOnRgHz58EKlz7NgxoXvh5eUlUufEiRNc+ZYtW8T2paSkhI0dO5b7DCpes+B9AsAWLlwo9doqio+PZ0uXLmWmpqZC7ZiamrLffvuNxcfHf1Z7FQn+nujYsSOTkZFhkydPZpcvX2aRkZHM39+ftWvXjqszatQokTYq/k6uSPD3gKGhIdu5cye7d+8eu3btGluzZg3T1dVlOjo6rFmzZmJ/5hljYr9v4gj+DkpMTKzSdVck+DPasWNHBoBZW1uzAwcOsHv37rGLFy+yH374gfuO1atXjyUnJ4s9z5o1a7i2lJWV2dSpU9np06fZvXv32K1bt1hAQACbP38+Mzc3ZwBYUFCQxL6I+z1PCCGEkP+Gunp+Xa0wTStWrKi0joyMDDQ0NNC8eXPY2tpWGr+YEEIIIeRb0bRpU+69j48PNwtckLe3t9CMcOB/qygGWBjg+IqJsD5bPmPeKuca1g21hcWvwuF6Vq1aJZSkGACuXr2KKVOmcNv8sE0ZGRl4//59lVYyrF+/HoMHD0b79u2F9mdnZ+PmzZvc9vTp0yW24enpycXp/1KZmZkYNWoUTp48CSsrK25/cHAwfvzxRwDl4Xb27NmDH374QeLfjTExMdi1axe3zQ9RwhjD9OnTudBI06ZNE7pPleUCuH37tsg+/jHW1ta4ceMGioqKkJaWxpWbm5vjjz/+gLu7Oz59+oQ9e/Zwx2hqaopdKVxYWIjQ0FD0799faP+xY8e495MnT5b4GRsbG3Pv9+7dix9++EHiNfFX91hZWSE8PBz5+fk4evQoV66iooKdO3dyMekF8584Ojri8ePHQmGiKlJRUUHbtm1x9epVbjs/Px8JCQlcHRMTE5GVPffv3+dWdXTv3h2WlpbYtGkTTp06hd69e0s8H1AevkZc0nRbW1t06tQJt2/f5vpTkeDPtDienp74+++/cf/+fbF92bVrF7dKZufOnSIrSYDymezDhw/HyZMnJZ5nzZo1AAAHBweJM/dlZWWxbds2nDhxAu/fv0dAQAAmTZoktm6TJk2EVg9JkpOTgyNHjsDPz0/od4C6ujqcnJzg7u6O7t27i4RY+1JHjhxBnz59sGvXLqGfXT57e3v4+vp+drt9+vTB3LlzsWHDBqSkpHC/R/i0tbURGBiIxYsXi105UZemTp2Ka9euYe/evXBxcREpr1+/Ps6ePQsjIyOxxy9atAj16tXD3Llz8enTJ2zfvl3i6iwZGRmhVWKEEEIIIXWtWoMRy5YtE/qHBf8PcwAi+3k8HurVq4eNGzcKJRUkhBBCCPlWWVlZwcLCArGxsdi5cydycnLg6urKPZyNi4vD1KlT0a1bN9y4cYM7TjCWfYf2Vlz52YCDeP7wHlf28uVLDBkyBEFBQSJtnDx5Ei9fvoSJiQkAoGvXrgDKQ6r89NNPmDFjBhdaByh/GFnRx48f0bNnT8yZMwf9+/eHoqIiIiMjsW7dOi6GuoaGBtq2bVsTt0sqS0tLPHz4EKGhoWjZsiVcXFwgLy+P4uJirF27FjIyMrh9+zZOnDiB7OxskXj8gjp27Cj04H7FihXo0qULtm7dirCwMADlec0mTpyIjIwMyMnJoaSkBNHR0WjQoAEXCujZs2e4cOECdHR0EBMTgz179gAoD0VUUFDAtc9Pqsv/fKKjo4X6M2bMGEyfPh15eXk4duwYF3alYt6Pdu3acceuW7cO/fr1EyoXjPcv7mG7OHfv3kVJSYnE0Dn8vjRs2BCKioooLCyEp6cnV25tbY3ly5dz4cX4dQDhJNSysrIoLS0Vm+tDMLdC+/btcf36dZGwY4Kys7OxYcMGbrtx48bc4MWjR4+kJhi3sLBAu3btJJZbW1vj9u3bQoMhkjDGkJ6ejry8PKGBKkNDQ9y/f18o3wjf5cuXAZSHZ+rQoYPEtt3d3SUORqSkpHCh3UaPHi21j/Xr14eFhQXu3buHiIgIiYMRzs7OEr8DxcXFuHjxInx9fXH69Gnu85WRkUG/fv3g7u6OoUOHSs2n86XMzMxw7949/PXXXzhx4gSSkpIgIyMDCwsLjB8/HhMnTqz2AMiff/6JTp06Yfv27bh//z4KCgpgbGyMwYMHY968eUKDd9+af/75B/3798euXbsQExODvLw8ru8LFy6sNDH4lClTMGLECOzcuROXLl3C06dPkZ2dDQUFBRgYGKB169awt7fHyJEjv+n7QAghhJD/oOospwgLC2NDhgxhysrK7KeffmJ+fn7swoULzM/Pj/34449MWVmZDR06lB0/fpwtXryYaWhoMFlZWXbp0qUaXNTx7aIwTYQQQsi3obphmhhj7P79+1zYH3EvS0tLlpKSIrRvwIABQmFpnj17xvT19SW24eLiwkJCQkT2W1tbc2GNSktLWefOnSW2wcffHjFiBFNSUpJYn/8SF/6kYnglafdT2j0VbGfXrl1s0qRJXPgRaS9VVVWWn58v1Nb27du58qioKGZlZSX1M0lPT+eOdXJy4spmzJjBZGRkpJ5/0aJFQttdu3blvhsAhI7ns7OzY4BwmKOhQ4cKfSbTpk3jwiEBYHPnzmWNGjViQHmYJn4opc998a9VXNgVS0tLhv8PYbNly5ZKr50fcgoAO3DgAPdeW1ubAWC6uroMEA534+7uztVbv369SJuJiYksJiaGjR8/Xqh9SS/BEEYVwzSNHj1a4veNMcaF0JKRkZFYJygoiDk4OAiFnxL3atmypdBxnz594r6/rq6uUvvx+vVrrp2KYZpOnTpVrc954MCBQu0Ihhc6duyYSB/u37/P5syZwxo0aCDUjoWFBfvjjz9YSkqK1Gv4UlX9vUsIIYR8S0pKy9jN5+/YqfvJ7Obzd6yktKzygwj5jtXV8+tqTUOJj49HeHg4oqOj4e3tDTc3N/Tr1w9ubm7YsWMHoqKiEBoaipycHKxatQoRERGQk5MTmglFCCGEEPIt489m/+mnn2BiYgJ5eXluBrK5uTnu3LkjMgM+ODgY/fv3x8mTJ3Hv3j08f/4cvXr1Ao/Hg7y8PFdPX18fhw8fhr+/v9Cs4MGDBwMoT4zdsmVLrFixAuHh4fjzzz/h6uoKQ0PDSmcRW1pa4tmzZ5g7dy4sLCygrq4ORUVFmJiYwM3NDQMHDuTqxsbGYtWqVejfvz+MjY3RrFkzobZu3bpVpXt19+5d/PTTT2jVqhU0NTXRokULruz69etYvXo1oqOjMWPGDLRp04ZLOMynoKAAXV1dyMnJQUNDAzo6OjA3N0fr1q0xa9Ysrl79+vVx8+ZNzJs3T2wop4cPH6JRo0awtrZGYGAgNm7cyCWK3rp1K7fqQNxM8i5duoiEPWrQoIHQagjB8ElXr15FZGQktyJDMMxRTEwMGjVqxG2HhIRg5syZaNiwIQBgw4YNXMgnX19f5OXlibmrlRs7dixMTU3RvHlzbt/27dsRHBzMrUhOSUnB1q1bsWDBAi6slSB+nz59+sTtEwzPZW5uDgB49+4dgPJVN+vWrQOPx4Ofnx9X75dffhFpe9q0abCysoKPjw/S09MrvR7+zH1xKpu9z/+5ELeCgzGGH374AY6Ojjh37pzU8FOA8L0AykMcsf9fCa6rqyvuEI608opJuqsqPz9fYhn/O52amooNGzagbdu2sLKywsaNG5GRkQFdXV3Mnj0bUVFRiImJwbx580R+bxFCCCH/dcGxqei+7grG7r6FWYejMXb3LXRfdwXBsal13TVC/n2qM4JhYWHBJk+eLLXOpEmTmIWFBbc9atQopqWlVZ3TfXdoZQQhhBDybfiSlRHiVExgzffq1Stupru4V6NGjVhcXJxQ0mJxSktL2c8//1zpKgJxyVj5ZeKS5oq71qrMVAeEk+NWvJ8FBQXM09Oz0jbEXW9OTg6XyLWqL8HksYIJbCW9+vfvz+7cucOMjY2l1uvevTu3EoUxxiWtHj58OGvbti1X7+7du9wKAXGvjh07Cq2QEHzJycmxHTt2sG7dun32zPgpU6awhw8fsiFDhlT5mHHjxrG+fftWWq9iEvaKLy0tLe5+1MRLU1OTnT9/nrvX//zzD1d26NAh7n3FlRGSfmYkfTcF7dmzhytr164d8/HxYY8fP2Z5eXmspKSEq+fm5sYA0d8Dqamp3PE///yz1H4IJi6v+LPo7e3Nlfn6+rKHDx9W6ZWQkCDUjuDKiKVLl7IBAwYIrXxRUFBgo0aNYkFBQayoqEhqf2sDrYwghBDyPTn/MIWZLjjDTCq8TP//df5h7a4oJKSufFcJrJ8/f87N3JNEW1sbL1684LYbN26M06dPV+d0hBBCCCHftIYNGyIqKgrr1q1DYGAgXr58CSUlJZiammLYsGGYNWtWlXIByMjIYMOGDfDw8MDOnTsRGhqK5ORklJSUwMDAAGZmZhgyZAicnJxqpN+qqqoYNGgQ7O3t0aJFC3z48IH7G09bWxuZmZn4/fff0axZM6F8AwDAGMOoUaNw5swZAICpqSmmTZsGGxsbvH//nmtHUrzy4OBgLn6+jIwMNDQ0UFRUhMLCQqioqKBevXqQkZHB69evRWa7x8TECP0tqq6ujr179+Lx48fw9/fnEtZeuHABGhoaePLkCby9vbFy5Urk5eWBx+NBRkYGpaWl6NGjB8LDw4XynmlpaSE1NVVkNr+1tTXu37+PP//8E2fPnkVycjI3i15GRgb37t1Dy5YtMXv2bLRp0wadOnXiykpKSrBgwQI8f/4ct2/fxuHDhxEREYGUlBShmfidO3eGh4cHunTpAllZWQDlKzQaNGgg9B1ydHRE37590apVK2hpaSErKwvPnj3Dtm3bEBcXh4MHD2LJkiVwdHSEn58fHj16BMaYyKx/fjJjVVVVHDp0CMbGxrh//z63SiQrKwsDBgxAvXr1cPPmTaSlpXF5Fho2bIjXr18DKE+o3bFjRwDlq2HWrVuHpKQk7vNp0qQJBg0ahFmzZgnlPMnKyhL7/ahJu3fvBlCeX+XmzZtQVlYWW09SX+rVq8e9569uKC1juJOYhYz3BWigrgQbMy3IyvCkrn4QvG7GGCwsLD73UsAYQ0xMDLctmLy6a9eucHd3h5OTU5VzjxBCCCH/ZaVlDMuDHoGJKWMAeACWBz1C31b6kJXhialFCPls1RnBaNiwIbOyspJYXlZWxqysrJixsTG3b/LkyUxXV7c6p/vu0MoIQgghhHzr3r59y7KzsyWWFxYWcjPrTUxMhGaQM8bYtm3buNnPDg4OIrkeBL169UpoOz09nampqTGgPCfBvXv3JB67YcMGkZURnTp1YgAYj8djJ0+eFKpfVlYmsiLg9OnTjLH/5XewtbWVOuOef7yqqipr06aNxFnegrPg8f8rMQoKCrhy/v5hw4Zx7zdu3CjSjrW1NVe+fft2ifeCMcY+fPggNeZ/WVkZGz9+PNf/nJwcoXLB/vJf/DwTfBVzh8jJybGMjAyRcwnm0+CvZOAbPHgwA8Dat28v9XrGjBkj8vkKqomVEfzvmrRVDWVlZczAwEDsygjGGGvcuDEDyvNJnH+YwjqvuSw0e7Lzmsvs/MMUdvLkSYkrI54/f86VOTs7S72eip4/f868vLyYmZmZ0Gejp6fHli5dyp49e/ZZ7dUmWhlBCCHke3Hz+TuRFRHiXjefv6vrrhJS476rnBHOzs6Ijo7GiBEjEBcXJ1QWGxuLESNG4MGDBxg7diy3/86dO2jZsmV1TkcIIYQQQmqYjo6O0IzvihQUFPDHH38AAF6+fCmUO6GsrAzr1q0DAOjp6eHgwYMSZ5sD/8tLwLdlyxZ8+PABALBt2za0b99e4rFaWlpC23fv3sXt27cBAG5ubhg2bJhQOY/HQ58+fUTOB4DLMyEtNwEA9O3bF0B5foTs7GyJ9Y4dO8a9l5OTg6+vLxQVFUXqtWnThovTf/XqVZHyfv36ce8vXLggtW+qqqpSY/7zeDxs2LABsrKy+PjxIy5fviy1vWHDhgnliBCnpKQEERERUuuIOwYov4eSpKamfpWV01XpS2BgIFJTJceF7t27NwDg8ePHmPDnUaTmFgiVp+UWYIp/FP7YuktiG40bN+ZWQxw/fhzPnz+X2u/c3Fzs3r0bPXr0QJMmTbB8+XIkJiYK5Us5ePAgVqxYgaZNm0ptixBCCCGiMt4XVF7pM+oRQipXrcGI5cuXw87ODqdOnUKbNm2goaGBxo0bQ0NDA23btkVgYCB69OiB5cuXAwDS0tJgamqKn376qUY7TwghhBBCakZBQQFevXqFR48eITY2FrGxsVzSXgB48OAB9z4mJgavXr0CAEyYMEEkIXVl+KGdjIyMMHr06M86lh9yBwAmTpwoUl5WVoaQkBChfdeuXUNhYSH3ED8hIUHo2iry9PSEqqoqAEh8QJ2UlIR58+Zx27169YKenp7YujwejxtwSUhIECkfN24c9/7MmTM4ceKExL4B5Ym6g4KCAADFxcVITk7G48ePsWrVKvB4PGhra3ODIoKfmziurq5Sy/nE9Vsa/sPx+Ph4LhSUoPz8fLi4uIiEjaoN/L4EBQWJDcX04sULTJs2TWobkydP5kJ5ZV7YhrJi4YcSDMDHpzdwM+S81HZ+++03AOWf2/Dhw5GSkiJUXlJSgnPnzsHZ2Rl6enqYPHkyrl+/DhkZGfTr1w8HDhzAyZMnufqVJbSvC8uWLQNjTOrPGCGEEPItaKCuVHmlz6hHCKlctXJGKCsr4/Lly9i3bx/8/f25f5BqaGjA1tYWLi4u8PT05P441tfXF/qjmRBCCCGE1L2PHz9i8+bNOHLkCOLi4lBaWiqx7rt377j3UVFR3PsePXp81jlLSkrw8OFDAEC3bt0++2Gq4Az98PBwfPz4EQ0aNEBhYSESEhLwzz//IDQ0FADQsmVLPH78GIWFhXj27Bm6du2Kffv2ISMjA+rq6gCAvLw8PH/+HPLy8jAxMQFQvmrkr7/+wo8//sjNqgeAW7duASjPifD7778jMzOTK2vXrp3UfvNXeLx//16kjD/wAQClpaUYNWoUlxukSZMmkJWVRUZGBu7fv4+goCDcunUL9vb2WLVqFaKjo7kcDoLy8/MBCH9u4lR15bK4fkvj5uaGv//+G2VlZRg0aBB++eUXdOvWDUpKSrh37x42btyI+Ph4dOvWDTdu3Pistj+Xu7s75s+fj5SUFHTp0gULFiyAhYUFCgoKcOXKFWzatAmFhYVo37690HdbUIcOHTBkjBsCD/uhKC0eab5zoNFpJOR1TcEK85EfH4H3UWehYNAMRanlOUsE85DwjR49GpMnT8auXbsQGxuL1q1bY/LkyTA1NcXNmzdx9uxZkdU4c+bMwdy5c2FkZAQACAsLq9kbRAghhPxH2ZhpwUBTCWm5BWLzRvAA6GuW54YihNSMag1GAOWzcH744QcuuR0hhBBCCPl+JCUlwd7eHomJiVWqLziD/e3bt9x7aSGDxMnMzOQSUlfl2PHjxwuFERLsx9KlSyUeZ2triyFDhmDu3LkAypMTOzs7Y+3atUhISOAerp88eRInT56EiYkJl3AZKJ8Jn5ubi19++YXb16VLF6FzyMrKcgM4KioqUq+DP+gibcAHAOrXr4/s7GwEBgYiMDBQYr0rV65IbYevspUHlfWbr7J+V9SxY0csX74cXl5eyMnJwa+//ipSZ+7cubCwsKj1wYhZs2bh0qVLuHjxIp49eyby7xdlZWX4+fnh7NmzEgcjAMD152W4ePcxPr24i+LM18g8t0moXE5TDzqO85GyaxIACIVTEuTt7Q09PT2sXbsWOTk5WL9+vcRzKigoYOrUqdxABKk7kpKWE0II+X7JyvDg5dgKU/yjwAOEBiT4v+G9HFvR73tCatC3t66XEEIIIYTUOjc3NyQmJoLH42HChAm4ePEiXr9+jYKCAi7EiuADaEkhV8TN/q6q6hxrZmYGAFBUVESXLl1gYmICJSUlKCoqolGjRhg+fDiOHDmC0NBQkQftampquHnzJmbNmgV5eflKzzV//nw0b96c21ZRUYGKigqaNm2KH3/8sdIQSNWxbt067Ny5E4MGDYKRkREUFRWhqKgIQ0ND2Nvbw9LSkqs7bNgwnD59GklJScjPz8fevXu5Mg0NDQCSP7ev4bfffsPZs2fRr18/1K9fHwoKCjA2NsaIESNw8eJF/Pnnn1+lH/Ly8jh79iy2bNkCa2trqKioQFlZGU2aNMFPP/2EqKioKoULM9LSgO7I36DtMBuKxq3AU1QFT14R8toNodHFCfrjN0NWWZ2rLy58WUFBAQICAnDv3j1uUI6Px+NBSUkJzZo1w+jRo7Fz5068efMGTZo0+fKbQL5IcGwquq+7grG7b2HW4WiM3X0L3dddQXCs5DwjhBBCvg8DLAzg7doe+prCkwj0NZXg7doeAyw+b+INIUS6aq+MIIQQQggh36cnT57g+vXrAIBff/0Vq1atEltPXHx9oDyMEV9KSgratm1b5XNraWlBRkYGZWVlIvHyq0JHRxdAecz9NXuOoUcLQ4mz1dLT04XOC5Qn3N60aRNOnz6NxMREuLm5wc/PT+L5HB0d8fTpUwDSEyCLIzgQUFmSaD55eXmMHz8ekydPFinLy8vj7r2Liwv8/f2Fyj09PeHp6QkAXBgqcX3y8fHh6oljamrK9V3agJGpqSn33s7OTmwdBwcHODg4SGyj4sqXigRXq0izbNkyLFu2TGK5nJwcZsyYgRkzZkis4+PjAx8fH4nlNmZaMKynjDTLPlCz7CNSzgOgkh3PbfMHERhjuHnzJvz8/HDkyBHk5uZydTp37gx3d3eMGTNGJFm7JHZ2dpSP4SsKjk3FFP8okfAd/KTl9KCKEEK+fwMsDNC3lT6tgCPkK6jSyggZGRnIycnh2bNn3LasrGylLzk5GusghBBCCPnWxMXFce/HjBkjsV5kZKTY/R06dODeX7169bPOLS8vz83uv379usjscGmCY1NxI0sZQHmiauc1B6TOTr59+zaA8lUUzZo1EyrjP6yvGJ+/oidPnlS5f9VV1RUi8fHxKC4uBiD9c3vy5Ak+fPhQI32T5ktWxXyP+KEcgP+FbuDjb5vnRgMoH/zQ0dHBihUr0LRpU3Tv3h27du1Cbm4uGjVqhMWLF+PJkyeIiIjAlClTqjwQQb6u0jKG5UGPxMYR5+9bHvQIpWU0OEQIId87WRkeujTWxtB2RujSWJsGIgipJVUaLejZsyd4PB631J2/TQghhBBCvj+CSZmlzfbfsWOH2P1t2rRBo0aN8OrVK+zbtw8LFy4UG5JGEkdHRzx48AApKSk4evQonJ2dKz2GPzu5WN+C2/ch5hJSjVvjJ/8ozOnTFNPtm3L/cExKSsKlS5cAlCfZVlRUFGrP3NwcMTExuHfvHhhjYv+2zcjIwOXLl6t8XdUlmFugsLBQYr0v/dxqWsV+V7zH/zZZWVnoZFQesmF50COk5hZwZfqaShislQGvP8tXq2hqasLKyoorV1VVxejRo+Hu7g5bW9vPTtxO6sadxCyhz7kiBiA1twB3ErPQpbH21+sYIYQQQsh3qkqDEWFhYVK3CSGEEELI96Np06bcex8fH3Tu3Fmkjre3t8QEyjIyMvjll18wffp0pKenw8XFBceOHYOysrLY+snJyTA2Nua2p0+fjk2bNuHDhw+YPn06mjdvLvTgtuKxBoZG3OxkRYNmUDBohqLUZ/gYewWqzbtBuXFHbLwcj0N3XmPZkFbo1VQLnp6e3MP7mTNnirRra2uLU6dOITU1Ffv374e7u7tQeWFhIcaPH4+CAskPImuKtrY2FBQUUFRUhBcvXkis16RJE/B4PDDG4OvrizFjxogMogQFBWHr1q213WUAwgnIX7x4gVatWn2V89aVR48ewcHBAaNHj8Z0+94oUNZFTkEJCrLSEHrqIJZeCeHCJ2VmZoLH46FPnz5wd3fH8OHDoaqqWsdXQD5Xxvuq/fxXtR4hhBBCyH8dxVEihBBCCPmPsbKygoWFBWJjY7Fz507k5OTA1dUVBgYGSE5Ohr+/PwICAtCtWzfcuHFDbBtTp07FmTNnEBwcjLNnz6J169aYNm0abGxsoK6ujrdv3yIyMhJHjx5F27ZthWLx6+npYefOnXBxcUFmZia6dOmCCRMmYNCgQTA0NMSnT5/w5MkTnD9/HoGBgQh/nCo0O1l7wAyk+v0MlBYj48QqqFs5QKVpF7xUVIHbwrNQexaMpPjHAIDRo0fD0dFRpP+urq5Yvnw5cnJyMHnyZLx48QIDBw6ErKwsHjx4gC1btiAuLg6dO3fGrVu3avYDqEBOTg4dO3bEjRs3sHfvXlhZWaFdu3Zckm0tLS1oaWlBW1sbDg4OOHv2LIKDg9G/f39MmTIFjRo1QkZGBo4fPw4fHx+Ym5sjJycHb9++rdV+d+3alXs/Z84cLF68GAYGBtwAiamp6b8ubOv79++xd+9eoWThFTVs2BDTpk2Di4uL0CAc+f40UFeqvNJn1COEEEII+a+r1r8OzM3NMXv2bLGzzPh27NiB9evXIyEhodqdI4QQQgghNY/H42H//v2wt7dHdnY2jhw5giNHjgjVsbS0xLFjx2BoaCixjRMnTuCHH37AoUOHkJiYiHnz5omtKy7B9bhx4wAAkydPxsePH+Ht7Q1vb2+xx1ecdazQwAwNRi/Du1NrUVbwAe/vBeH9vSCu/N3//3fkyJESk1Pr6Ohg7969cHJyQmFhIVasWIEVK1Zw5XJyctiyZQvevn1b64MRALBo0SI4OjoiMzOTuzd8Xl5eXHJmb29vdO/eHa9evcKlS5e4UFR8jRo1wqlTp6Qmja4pTZo0gZOTE44ePYqLFy/i4sWLQuWJiYlCSa6/d1ZWVvj777+xb98+PHr0SGjVjKysLNq3b49Vq1ahb9++FNL2X8LGTAsGmkpIyy0QmzeCh/IQXTZmlPODEEIIIaQqqhWsNCkpCTk5OVLr5Obm4uXLl9VpnhBCCCGE1LJ27dohOjoaP/30E0xMTCAvLw8tLS3Y2Njgzz//xJ07d4TC8IijrKyMgwcP4tq1a/D09ETjxo2hoqICVVVVNGvWDIMGDcKePXuwceNGscePGzcOCQkJ8PLygo2NDbS0tKCgoABjY2N07twZixcvRmxsrNhZx8ombWE4eRc0u46Fgn4T8BRVAVk5yKppQ6VZV/yx+yACAgKE8hpUNHz4cNy6dQujR4+Gnp4e5OXlYWhoiDFjxuDGjRuYNm3a593ULzBo0CCEhIRgyJAhMDAw4FZFVNSwYUNERUVh/vz5aNasGRQVFaGpqYm2bdvCy8sL0dHRXzVckr+/P9avXw8bGxtoamr+Kx/CFxQU4NixY3B2dsbs2bMRFRWFgoICyMvLY/jw4Th16hTy8/Nx584d9OvX7195D/6rqpK03MuxFSU5JYQQQgipIh7jBzb9DDIyMli2bBl+++03iXV+/fVXbNq0Cfn5+V/Uwe9RXl4eNDU1kZubCw0NjbruDiGEEELId620jKH7uisSZyeLs9m5HYa2M6rVfpF/L8YYIiIi4OfnhyNHjghNxLKxsYG7uzucnZ2hrU1Ji/8LgmNTRZKWG2gqwcuxFQZYSB+0JYQQQgj5FtXV8+sqh2m6evWq0HZSUpLIPgAoLS1FcnIy9u/fj2bNmn15DwkhhBBCyH8af3byFP+oKh9DMdxrX2kZw53ELGS8L0AD9fJQNd/7DPGkpCTs378ffn5+eP78Obff2NgYbm5ucHNzQ8uWLeuwh6QuDLAwQN9W+v+67zshhBBCyNdW5ZURMjIyVV5yzBgDj8eDj48P3NzcvqiD3yNaGUEIIYQQUvOCY1Ox7HQc0vIKJdbhx3C/vsCeHhTWon/TTPG8vDwcP34cvr6+CA8P5/arqqpi5MiRcHd3h52dHWRlZeuwl4QQQgghhNScunp+XeXBiGXLloHH44ExhhUrVsDW1hZ2dnYi9WRlZaGlpYVevXr9Z2cN0WAEIYQQQkjtKC1j2HrlOTZefiZSxh968HZt/909EP+eBMemYop/lEjIrO/p/peWliIkJAR+fn44ceIEPn36BKA8Mbu9vT3c3d0xYsQIqKmp1XFPCSGEEEIIqXnf/GCEoF69esHT0xPu7u610afvHg1GEEIIIYTUrn/TzPzvCT9/h+B9F/Str0yJi4uDn58f/P39kZKSwu1v3rw5PDw84OLigkaNGtVhDwkhhBBCCKl933zOCEGhoaE13Q9CCCGEEEKqjGK41407iVkSByIAgAFIzS3AncQsdGn8bSR3fvv2LQ4dOgRfX19ERf0v74iWlhbGjh0Ld3d3dOzYscohaQkhhBBCCCHVU63BiDdv3uDFixewtraGiooKAKCsrAx//PEHTp8+DRUVFcydOxcDBgyo0c4SQgghhBDCJyvD+2YeeP9XZLyXPBBRnXq1pbCwEGfOnIGfnx/OnTuHkpISAICcnBwGDRoEDw8PODg4QFFRsU77SQghhBBCyH9JtQYjli5dilOnTiE9PZ3bt3r1anh5eXHb4eHhuHnzJqytrb+8l4QQQgghhJA610BdqUbr1STGGG7fvg0/Pz8cPnwY2dnZXJm1tTU8PDzg7OwMHR2dr943QgghhBBCSDUHIyIiItCnTx/Iy8sDKF8V8ffff6NFixa4ePEi0tLS0KdPH/z55584fPhwjXaYEEIIIYSQr6W0jFEoKAE2Zlow0FRCWm6BSAJr4H85I2zMtL5an169eoX9+/fDz88Pz579L7G5kZER3Nzc4ObmhlatWn21/hBCCCGEEELEq9ZgRGpqKhwdHbntqKgovHv3DsuXL4exsTGMjY0xbNgwhIeH11hHCSGEEEII+ZooSbYoWRkevBxbYYp/FHiA0IAEf4jGy7FVrQ/YvH//HsePH4efn59QPjsVFRWMGDECHh4e6NWrF2RlZWu1H4QQQgghhJCqq9ZgRGlpKcrKyrjta9eugcfjwd7enttnZGSEtLS0L+8hIYQQQgghX1lwbCqm+EeJzP5Pyy3AFP8oeLu2/88OSAywMIC3a3uRgRr9Wh6oKS0txZUrV+Dn54cTJ04gPz+fK+vVqxfc3d0xcuRIqKur18r5CSGEEEIIIV+mWoMRjRo1wp07d7jtU6dOwcDAAM2bN+f2paWloV69el/cQUIIIYQQQr6m0jKG5UGPxIYhYihfAbA86BH6ttL/z4ZsGmBhgL6t9L9KCKvHjx/D19cX/v7+ePPmDbe/adOm8PDwgKurK0xMTGr8vIQQQgghhJCaVa3BiJEjR2L16tUYPXo0lJSUcP36dUybNk2oTmxsLMzNzWukk4QQQgghhHwtdxKzhGb8V8QApOYW4E5iFro01v56HathPj4+8PT0BAAkJibC1NT0s46XleHV2vW/e/cOhw8fhq+vLyIjI7n99evXh7OzM9zd3dGpUyfweP/NwSBCCCGEEEK+R9UajJg3bx4uXryI48ePAwAsLS2xbNkyrvzx48e4e/cuFi1aVCOdJIQQQggh5GvJeC95IKI69UjVFBUV4ezZs/D19cXZs2dRUlICAJCTk4ODgwPc3d0xePBgKCoq1nFPCSGEEEIIIdVRrcEIDQ0N3Lp1C7GxsQCAli1bCiWHU1ZWxsmTJ2FtbV0zvSSEEEIIIeQraaCuVKP1iGSMMdy9exd+fn44dOgQsrKyuLIOHTrA3d0dzs7OaNCgQR32khBCCCGEEFITqjUYwWdhYSF2v6mp6Wcv8yaEEEIIIeRbYGOmBQNNJaTlFojNG8FDebJmGzOtr921f43Xr1/D398ffn5+ePLkCbff0NAQrq6ucHNzk/hvDUIIIYQQQsj36YsGI9LS0nDixAk8efIE+fn52LNnDwDg7du3SExMhKWlJZSVlWuko4QQQgghhHwNsjI8eDm2whT/KPAAoQEJfoYCL8dW/9nk1dX14cMHnDhxAn5+frhy5QoYK7+zysrKGD58ODw8PNC7d2+hFdeEEEIIIYSQf49qD0Zs374dc+fORWFhIQCAx+NxgxEZGRno0qULduzYgUmTJtVMTwkhhBBCCPlKBlgYwNu1PZYHPRJKZq2vqQQvx1YYYGFQh737fpSVlSE0NBR+fn44fvw4Pn78yJXZ2trCw8MDI0eOhIaGRh32khBCCCGEEPI1yFTnoKCgIEyfPh2WlpY4ffo0pkyZIlTeunVrtGnTBqdOnaqJPhJCCCGEEPLVDbAwwPUF9jg0qTM2O7fDoUmdcX2B/X9iIKKsrAxXrlzBvHnz0K1bN+jo6EBeXh716tVDu3btMG/ePLx69UrssaWlpdDQ0ACPx4Ompib69OkDPz8/fPz4EU2aNMHKlSuxcuVKhIeHY8KECbC1tRXbzsOHD8Hj8cDj8XDkyBEAwOnTp7l9hw8frvQ61q9fz9WPiooSWyc1NRVLliyBtbU1tLS0oKioCCMjI4wYMQKnT5+W2j6/7WXLlgEAwsLC4OzsDBMTEygqKqJevXqV9pEQQgghhJD/imoNRvzxxx9o1KgRQkNDMXjwYLEJ5SwtLfHo0aMv7iAhhBBCCCF1RVaGhy6NtTG0nRG6NNb+z4RmWrFiBXr37o0NGzbg5s2byMzMRElJCXJzc/HgwQNs2LABLVu2xMmTJ7ljMjMzsW3bNnTt2hXv378HUB6aqV69evjxxx9x8+ZNPHv2DEuWLMHDhw+54x48eCCUuJovLCyMe88fsBg0aBAMDQ0BAKtWreIGA5KSksRex759+wAA7dq1Q/v27UXKfX190aRJE6xevRr37t1DdnY2ioqKkJKSgpMnT2Lo0KEYNmyY0IoOSX777TfY29vjyJEjePXqFYqKiio9piJTU1PweDyMHz/+s48lhBBCCCHkW1etME3R0dFwc3ODqqqqxDpGRkZIT0+vdscIIYQQQgghdaOkpAQGBgYYPnw4unTpAnNzcygpKeH169e4efMmtm/fjg8fPmDcuHFYv349QkNDcebMGRQXFwMoXzHAGAOPx0NcXBw3gMAXHh7OvWeM4erVqxg2bJhQHf5gRIsWLaCvrw8AkJWVhaenJ1avXl3pxKebN29yybF/+OEHkXJfX1/uoX/Dhg0xY8YMtG7dGvr6+njz5g0OHjyIw4cPIzAwEJ6enjh69KjEc508eRIxMTFo3bo15syZA0tLSxQWFuLOnTtS+0gIIYQQQsh/SbUGI8rKyiAvLy+1ztu3b6GoqFitThFCCCGEEELqzsSJE+Hl5SXyN3/79u0xZMgQ9OzZE2PGjMHHjx8xc+ZMrtzKygru7u5o1aoV+vfvD8YYbt++jeHDh3N1Hj16hPT0dMjKymLAgAE4e/YsQkNDhQYj+AMUAGBnZyfUhx9++AFr1qzhEmBLsnfvXgCAoqIiXFxchMqSk5MxdepUAMDYsWPh4+MDBQUFoet0dHREz549MXXqVBw7dgwhISHo3bu32HPFxMTAzs4O58+fh5KSEre/R48esLOzQ3h4OGxtbYVWe3xNy5Ytw/LlywGg0vtGCCGEEEJIbalWmKbmzZvj+vXrEstLSkoQHh4OS0vLaneMEEIIIYSQr61iDoC6VJMhe+zs7MDj8UQe7Es7d8WBiOTkZKxbtw6tW7fG4MGDudBFPB4Pc+fORUxMDKKiojB79mz06dMHmpqaACDyAJ6/bWVlhaFDh4qtExsbi3fv3nF9F2RmZiZxUIDv48eP3EqG4cOHo379+kLlmzdvRn5+PnR1dbFnzx6hgQhBU6ZMQceOHQH8b3BDHBkZGezdu1doIKI6kpKSwBiDj4/PF7VDCCGEEELIt6hagxEuLi6IiorCqlWrRMpKS0sxb948JCQkwN3d/Ys7SAghhBBCCKkbHz9+hL+/P3r16oWGDRti4cKFePz4MRQUFLiH9IwxTJ06VWgikoyMDHr06AEACA0NFWqTv92rVy/06tULQHmy6szMTK6OuHwRgiZNmiS130ePHuXyVogL0XTq1CkAgIODA1RUVKS21bNnTwBARESExDpdu3aFmZmZ1HYIIYQQQgj5r6vWYMSMGTNga2sLLy8vNG/eHMePHwcAODk5oWnTptiyZQv69u0r9g9/QgghhBDyffPx8ak0cTD5fpWVlSE0NBSjRo1C/fr14ebmJrJyoaioCHfv3uW2+asYBPFXNMTGxgoNNAiGX2rSpAmMjY3BGBPKIyEuX4SgYcOGQV1dXeI18FcxmJqaiqyiyM3NxfPnzwGU543gf5clvTZs2AAASEtLk3i+tm3bSiwjhBBCCCGElKvWYIS8vDwuXLiAhQsX4t27d4iNjQVjDAEBAcjKysKCBQtw+vRp8Hi8mu4vIYQQQggh5DOFhYWBMSY1Z8HTp0+xZMkSmJmZwd7eHsePH+cSUlfm06dPIvv4gxGCAw1xcXHIyMiArKwst3KCv/KB3zfBfBFKSkpo0aIFlJWV0aBBA/Tp0wfHjh2DgoICunbtyp0rLy+Pex8fH8+FlHV3d4efnx8cHR1hZGQERUVFNGrUqErXJO4aly9fDgsLC6iqqnJhqAAIvecbP348eDwed+3h4eEiAx2mpqZCx1QWmquwsBBbt26Fvb09GjRoAHl5edSvXx/NmjVDnz59sHbtWjx+/Jirzx845OeLACB2wIUGFQkhhBBCyNdQrQTWAKCgoIDVq1dj1apVePr0KbKysqChoYGWLVtCVla2JvtICCGEEEIIqUXDhw9HdHS0yH5lZWX88ssvGDBgABo3bgxNTU0uv8KVK1e4VQfikiJbWVmhXr16yMnJQWhoKEaMGMGFaLK2tuZWNvTq1QsHDhzgygTzRQj2qaCgACEhIQgJCYGnpydsbW1x4cIFAEBQUBDatGkD4H+rImRkZHDkyBE8ffpUqF9FRUXcexUVFfzzzz+wsLAQ6f/ixYtx+vRpGBgYYOfOnZgyZYrEXCInTpzAqlWranUyVlpaGvr27YvY2Fih/Tk5OcjJyUF8fDxCQkLw4MEDHD58uNb6QQghhBBCSHVVazDC3NwcDg4O2Lp1K3g8Hlq0aFHT/SKEEEIIIYTUguLiYpw/fx5bt27l9kVHR0NWVhb9+/eHoaEh9uzZAwA4ffo0+vTpI7adrKwsqefh540ICgriVj3w/yuYlJr/Pi4uDu/evUNwcLBQO6NHj8b48eOhp6eHZ8+eYePGjdi3bx+XswIozxGxePFilJaWws/PDwAgJyeHp0+fQl5eHp6enujduzdMTU2Rnp6OIUOGAADy8/Mxffp0REVFiayY4Ce9Likpwdy5c5GTk4OFCxeiX79+0NTUxKNHj+Dm5gYAePLkCfbs2SOUy2L16tWYN28ePD09ERkZCWtra+zbt0/oHJISZ4szY8YMbiBi7NixGDlyJIyMjCAvL4/09HRERUXhzJkzQgMiw4YNg7W1NbZv3w5vb28A5fk5KjIyMqpyPwghhBBCCKk2Vg3q6ups4cKF1Tn0PyE3N5cBYLm5uXXdFUIIIYSQGhMaGsoAVPoKDQ1ljDHm4eHBADATExPGGGOpqals0aJFrHXr1kxDQ4MBYCdPnhRpm3+8JCYmJgwA8/DwkFrv8ePHbPbs2axt27asfv36TFFRkZmZmTF7e3u2YcMG9urVK5Fj+H3w8vKS2O4vv/zC1XN2dmZFRUVS+yHJuXPn2MCBA5mOjg5TVlZmTZs2ZXPmzGHJycmVXue+ffu4PiQmJrLCwkK2efNm1qVLF6ajo8N4PB6bNWsWV9/W1pYBYEZGRkxHR0fkM5ORkWFxcXGMMcamT5/OADAtLS2R8/bq1YsBYA0aNGDz588X+5ndu3eP/fjjj6x58+ZMUVGRqzNu3DhWr149BoAFBwcLtduwYUOx36WhQ4cye3t7pqenx2RkZNjQoUNZcXEx69+/v0jdhw8fsqCgIKF9hoaG7MmTJyLXwT+fjIwMA8BcXV1F6vC/vwCYhoYGe/DggUgdwXO1bdtW3MfM3XtbW1ux5YIkfeafPn1i8vLyDAD7+eefpbbx7t07kX1eXl5cPwkhhBBCCKmr59fVyhnRrl07PHv2rDqHEkIIIYQQMfjx5SvGkOerLJb8t+727dto06YN1q5di7i4OKEY/zWtrKwMv/76KywsLLBp0yY8ePAA2dnZKCwsRGJiIq5cuYK5c+dys9qrqrS0FD/88APWr18PAJg6dSoOHDgAeXn5z+7jzz//DAcHB5w/fx7v3r3Dp0+fEB8fj40bN8LKygqRkZFVbiszMxNdunTBrFmzEBERgXfv3nFhk1JSUrB+/Xou2fSbN2/w7t076OnpoX///lwbZWVlXJ6GkpISAOVhkcrKyrg6b9684fIfjBw5EgcOHBDqR2lpKWbOnAlra2vs3LkTT58+RWFhIVd+8OBB5OTkQEZGBt27dxc6VnClBJ+cnBwCAwNx5coVpKenc32Rk5PDnj17RO773r17uRBNfJs2bULz5s1F2h46dCh33QBw5MgR5Ofni9TjW7FiBRcGSpKYmBjk5uZKrVNdWVlZXP4Ofo4NSbS1tWulD4QQQgghhHypag1GLFiwAEFBQVxcV0IIIYQQ8u/XsWNHPHz4EKtWreL2XbhwAQ8fPhR6CYbPAYAPHz5g5MiRyM/Px6JFixAaGoq7d+/Cz89P4uDLl5g+fTrWrl2L0tJSNGjQAMuXL0dISAiioqIQEhKCP/74A127dv2s+P6FhYUYNWoU97B76dKl2LZtG2RkPv/P6U2bNmHjxo0AAH19fWzZsgW3b99GeHg4FixYgLy8PIwePVrqw3FBEyZMwP379+Hi4oKgoCBcv34dP//8M8LDw9GwYUMsWLCAa0tXVxfnzp1DcnIynJ2dhdrhDy40bdoUQHkIo6NHj3Llhw4d4h7ev3jxAikpKULHT5o0CX///TcYY+jUqRN2796Ny5cvc7kh+HnlysrK4OPjI3SsuMGIkpISDBo0CAEBAYiMjMSFCxcwcuRIAICxsTH69esnVN/X1xdnzpzhtuXl5blBh4rmz58PZWVlbru4uFjqAFDjxo25gRhJGGNITEyUWqe6tLW1uZBO+/fv5waMCCGEEEII+Z5UK2dEZmYm+vXrh759+2L48OHo2LEj9PT0xP6Dzt3d/Ys7SQghhBBC6p6qqiosLCyEHto2a9as0gGFzMxMqKio4Nq1a2jfvj2339rausb7eO7cOS42vrW1NYKDg0Vmitvb22PevHl4/fp1ldrMy8vD0KFDERYWBh6Ph82bN2PGjBnV6l9GRgYWL14MADA0NMSdO3eE4vX37NkT/fv3R79+/ar8wDkmJgbbt29Hq1at4Ovri2PHjuHDhw9ceffu3ZGRkYFnz56hVatWGDhwoNh2bty4gZcvX8LJyQm//vorCgsL4enpiQcPHqBPnz7YvXs3AEBRUREXL15Et27dcOPGDQDAtWvXuHwIW7ZsEbo/vXr1wunTp1FaWsrtW7RoEcaNG8flZejVq5dIf4YOHYpTp05JvG4bGxucPXuW266Yw6K4uBiKiooSj69oyZIlmDVrFkxNTVFWVoZXr14BKB9EcXR0xN9//13pqoT3799X+XyfQ1FREWPHjoWvry8CAgJw584djB49GnZ2dujWrRt3HwkhhBBCCPmWVWswgh9GgDGG48eP4/jx4wAgNBjBGAOPx6PBCEIIIYSQGpCUlFTXXfgiv/zyi9BARG1Zs2YNgPKHtwEBAVJD1jRs2LDS9t6+fYsBAwYgKioK8vLy8PHxwbhx46rdP19fX26Vwvr168UmDu7VqxcmTZrEDapUxsTEBOvWrcPLly+5fWZmZnB3d4ebmxsaN24MOzu7SsOsMsZw8OBBLFq0CN7e3pg4cSIKCgrw+++/4/fff+fqFRYWYsyYMZg0aRKX3Jq/qsLBwUFkoMbOzg6nT5/mtuXl5fH+/XsEBARwCZ/NzMygp6eH9PR0rt7SpUul9ldPT49736ZNG8TExAAoHzT7+PGj1GPFuXbtGq5duyaynz+IoqGhUWkbggMuNe3vv/9GXl4eTp48iVevXmHDhg3YsGEDeDwe2rRpg5EjR+Knn36Crq5urfWBEEIIIYSQL1GtwQj+rCdCCCGEEEKqwtXVtdbPkZWVhZs3bwIARowYARMTky9q7+XLl+jXrx+ePXsGFRUVBAQESFxVUFWXL18GAKipqWHUqFES602YMEHiYER2drZQuFT+IISGhgacnJzg7u6O7t27f1YYqubNm+Pp06c4cOAAFi1aBE9PTzRv3hx//PEHbty4gczMTC5E0+bNmzFz5kyEhYVxxz99+hQAMHr0aJG2BVc9KCgooHXr1rh//z4iIiK4wQigPC/dhQsXuO3KcnHw82IAwLBhw7jBCF1dXXz8+BHGxsY4f/58pdf+4cMHHD9+HHfv3sXTp0+RmZkJOTk5yMjI4OPHj6hXrx5u376NZs2aVdpWbVJXV8eJEydw7949HD16FGFhYYiKikJJSQkePHiABw8e4M8//8SBAwcwePDgOu0rIYQQQggh4lRrMMLDw6Om+0EIIYQQQv6l1NTU0Lhx41o/T3R0NPeAukePHl/U1uPHj9GtWze8efMG9evXx5kzZ9C1a9cv7uPDhw8BlM/klxZCqF27dlBQUEBRURGA8pBDFy5cgJ+fH06fPi2UGLpr166YMWMGhg4dKpQHoTLjx4/nEqKvW7cOCxcuRFxcHKKjo9GuXTt07doVJ0+eBGMM5ubmSEpKQufOnTFz5kwA5SseGGMIDAzEsGHDAACenp7w9PSUeM6ioiLcv38fAJCWliZUtnDhQqHBCMFVEuJkZGRw7/mDIcrKymjWrBmSkpLw9u1bNGvWjMu1IE3nzp1F9o0fPx6+vr7Q1NSUOBDBGENYWJjYMFO1pUOHDujQoQMA4OPHj7h27RoOHDiAgwcPIi8vD2PGjMGLFy+gr6//1fpECCGEEEJIVVQrgTUhhBBCyL/FsmXLwOPxuFnkeXl5WL58OSwtLaGuro569eqhW7du2LNnDzczXJKsrCwsW7YM1tbWqF+/PpSUlNCwYUOMHj0a586d+6J+mpqagsfjcQ+PJUlOTsbixYvRqVMn6OrqQlFREY0aNUKPHj2watUq7qGtOKWlpfD19YWjoyOMjIygqKgILS0tdO7cGWvWrEFeXp7EY/lhPPn5I9LS0nD37l0A5Q9MjYyM4OTkhLi4OKHjkpKSMHPmTLi5uXH7Vq1ahRcvXlRyR4AHDx6gf//+MDY2hqKiIhwcHLgyaX0FRD/3wsJC/PXXX1z50aNH8ebNGwDAX3/9VSMDEcD/8ho0aNBAaj05OTloaWkBAO7cuQNjY2M4Ojri2LFjKCwshLGxMVfXz88Pzs7OnzUQUZGLiwuXjJsfconvxo0bXJgwcStcBAcFPkdlCbr535+qlPNzR4wcORI2NjYAyj9TwRUkdeVzVqh8LlVVVQwYMAD79+/nEsvn5+cLJfKu7T4QQgghhBBSVdVaGcGXlJSEgwcPIjo6Grm5udDU1ES7du0wbty4ShMZEkIIIYR8a5KSktC3b188f/5caP/Nmzdx8+ZNHD16FIGBgWIf+oaGhmLkyJHIzs4W2p+cnIyAgAAEBARg5MiR8Pf3h5KSUq30/++//8b8+fOFZs0DwOvXr/H69Wtcv34de/bsEZt/IjExEUOHDuVm7vMVFRXh9u3buH37NrZu3YrAwMBK+/HgwQMMGDCAm/nOGENKSgqOHTuGs2fP4sKFC+jevTuuXLmCESNGIDc3V+j4kJAQdOzYEVevXoWFhYVI+wUFBQDKV0JIsnDhQuTk5GDt2rWV9jc9PR0DBw7kZuxXNGnSJLRs2RKdOnWqtK2qkvZwODU1FQcOHMC7d+8AlK/SAMoHMFxcXODu7o779+9jwoQJAMoTLH8pY2Nj9OzZE2FhYTh06BDWrVsnMjghJyeHMWPGiBwrmCfB19e3yrlBVFVVpZb7+/tjwYIFYq/vzZs3uHjxIrfNT9g9ZcoUKCoqcg/m161bh379+tXpw3j+z3vFn8ua1rt3b+49/7tTsQ/8fnxOYm9CCCGEEEJqSrVXRqxbtw7NmzfH0qVLERAQgEuXLiEgIABLlixB8+bNsW7duprsJyGEEEJIrXNyckJCQgImTpyIixcvIjIyEn5+fmjbti0A4NKlS2JD0MTExGDgwIHIzs6GrKwspk6disuXL+Pu3bvYt28f90D9+PHjcHd3r5W+r1+/HjNnzkRhYSHU1dUxf/58BAcHIyoqCuHh4diyZQv69evHPWAWlJaWhm7duuHhw4eQl5fH5MmTceTIEdy+fRtXr17FihUroKWlhdTUVAwcOBCZmZkS+5Gfn4/hw4ejqKiIeyitr6+PZcuWQUFBAfn5+XBzc8Pz588xfPhwqKurY/PmzUL5EXg8HrKzszFx4kSx5/j06ROA8tUiO3bs4GLnVxx4+P3336uU62zEiBGIjY3F1KlTuX2jR49Gy5YtAQAlJSXo1auXyEBNddSvXx+AaAiiT58+4dChQxg4cCCMjY0xf/58lJSUAChPUH3mzBkkJyfjr7/+Qrt27Wrl4Tp/1cObN28QHh4OoDw81LFjxwAA/fv3h46OjshxgvsYY7CwsKjSy8zMTGp/Hj9+zCUkF1RQUIBx48ZxIaz4bG1t0bVrV3To0IFbJRMaGor58+cL5ZeoKD09HXv27JHaly9hYGAAAEhISJDaD2kSEhKEcnSIIzg4U/He8vsAoEqrjgghhBBCCKkVrBr27t3LeDweMzQ0ZH/++Se7ffs2S0pKYrdv32Z//PEHMzAwYDIyMmzfvn3Vaf67l5ubywCw3Nzcuu4KIYQQQirh5eXFAHAvX19fkTqFhYXMzs6Oq3Px4kWh8k6dOjEAjMfjsZMnT4oc/+nTJ9ajRw/u+NOnT4vU8fDwYACYiYmJ2H6amJgwAMzDw0OkLCYmhsnKyjIAzNzcnCUkJEi83levXonsGzJkCAPADA0N2ZMnT8Qel5CQwPT09BgA1qVLF+5aEhMThfoPgOno6LDnz5+LXNPWrVu5Orq6uqxp06YsIyODMcZYVFQUVzZ06FDufVRUlFA/3r17x5VVvBeZmZmMx+MxAFxfTUxMWElJicj1CH7ucnJy7NKlS4wxxu3z8vJi+fn5zNTUVOi6Hj58KPHeVkXfvn0ZAKampsY+ffrEwsPD2Q8//MA0NDSEvodt2rSReJ2MMbZv3z6Rz0AaW1tbBoDZ2tpKrJOTk8OUlJQYADZhwgTGGGOBgYHceQ4dOiT2uOfPn3N1nJ2dq3IbxAoNDRW61/z3Y8aMYefPn2f37t1jhw8fZm3bthW6VwCYsrKy0GeTlpbGGjZsyJVbWVmxbdu2sevXr7OoqCh25coVtmXLFjZ06FCmoKDAOnToINKfyn4mxfU7NDRUpHz37t1c+ezZs1lkZCSLj49n8fHxLCkpSaiupJ9z/jlatGjBFi5cyI4fP85u377N7t69ywIDA5mnpyf33W/YsCH78OGD0PHx8fFcH/r168fCw8PZs2fPuH4UFxdL/3AIIYQQQsi/Sl09v67WYISlpSXT19dn6enpYsvT0tKYnp4es7S0/KLOfa9oMIIQQgj5fgg+lHZwcJBY78WLF9wD/yFDhnD779y5wx3v7u4u8fiEhAQmJyfHALA+ffqIlH/JYISLiwvXh4iICMkXK0ZsbCx37NGjR6XW3bZtGwPA3QcA3OCF4GCEt7e32GvKz8/nHnYDYMHBwVzb2dnZ3MPUH3/8kauzefNmoT5s3rxZ6kP67t27MwBMXl6eqxcZGSlST/Bznz17NrdfcDCCMca8vb2FHnrr6uqy2NjYSu+rJOvWrRNqS7BtU1NTtnTpUhYfH8+mTp361QcjGGNs1KhRDADT1NRkBQUFzMnJiQFg6urqLD8/X+JxFhYW3H2Pj4+vtD/iCD7U37t3L9PX1xcZdJD0Onv2rEh7ycnJrFu3blU6vlevXiLH19RgxPv375m5ubnY81Zsu7LBiMpeDRs2ZNHR0WL7yf8sxb2q8h0ihBBCCCH/HnX1/LpaYZri4+Ph5OQkMfGenp4eRo8ejfj4+Oo0TwghhBBSJ/gx+MUxNzeHnZ0dAODKlStcnPxLly5xdSSFFQLKw6b06dMHAHDt2rUaix/PGOOSY3fp0gWdO3f+rONPnToFAJCXl8fQoUOl1u3ZsycA4RwBFUO+8Hg8ODk5iT1eWVkZTZs2BVAerqhfv35cWb169dCmTRsAwMmTJ6GmpgagPDwNX2xsLH777TeRdgsKCvDq1Ss8evQIzs7OAMrDC/E9ePBA6nWJS8rMZ21tzb1XUFDA27dvYW9vL5KIm8/Hx4dLjL1s2TJuf05ODnbt2oWAgABu39u3b6GqqooJEyYgPDwcL168wIoVK/DmzRvs2rVLap9rC/9e5Obm4uDBgwgKCgJQHspKWoJs/udSXFyM4cOHIyUlRWLd0tJSHDhwAMnJyRLrmJmZIS4uDr/88guaNm0KRUVF6OjooFevXjh48CAYY0IhuFq1aiXShpGREa5fv44zZ87A1dUVjRs3hqqqKuTk5KCtrQ0bGxvMmDED58+fF/o5rmlqamq4efMmZs2ahZYtW0JFReWz2+jRowciIiKwcuVK9OnTB02bNoWGhgbk5OSgq6sLe3t7bNy4EY8fP+bCylXk7++P9evXw8bGBpqampTUmhBCCCGEfHXVSmCtq6sLeXl5qXUUFBSgq6tbrU4RQgghhNQFGxubSstDQkLw4cMHJCYmokmTJoiNjQUAyMjIoGPHjlKP79y5M4KDg1FYWIhnz57B0tLyi/ucmJjIJc3u0aPHZx8fGRkJoPwh8ucktZWXl0dxcTGWLl0KeXl55OXlASgfZJD20LpevXoAgCZNmog8DJ0xYwYmTpyIjIwMyMmV/5malJSEsLAwXLx4EX///TcMDAy4QYGYmBi0bdsWcXFxQgMkFR0+fBhmZmaoX78+srOzER0djb1793Ll/NwQ4mhpaXHv586di82bNyMjIwP29vYICwuTemxZWRnOnTsHX19fBAYGcgNQPB6Pyx2grq4OKysrKCsr4+bNmzh37hw2btwIIyMj5Ofn4+3btxLbrw0ODg7Q1tZGZmYmfv75Zy4/h4uLi9TjRo8ejcmTJ2PXrl2IjY1F69atMXnyZNjb20NPTw+fPn1CUlISIiIiEBAQgNTUVDx8+BDGxsYS29TS0sK6desk5qIbP348xo8fX+k1DRo0CIMGDaq0XkU+Pj7w8fGptJ6dnV2luSD09PSwadOmStsSl1weKE9S3rlzZ3Tu3BlLliyptB1x5OXlMX/+fMyfP79axxNCCCGEEPKlqjUY4ezsjGPHjmHFihViZ/Z8+PABx48fx9ixY7+4g4QQQgghX4ukVZ98enp63PvMzEw0adIEWVlZAAANDQ0oKSlJPV5fX597zz/uSwk+rBZMUltVGRkZ1Tpvnz59cP78eURFRQmtcMjKysLt27e5VSQV8RNoi/sbcsKECQgODkZAQACXvDkwMBCBgYEAyhNWBwUFoXfv3gCA+/fvV6mvly5dkjrzXdpMdcGE382aNcOZM2cwePBgZGRkoFevXggNDZU4IPHXX3/h48eP3Hbr1q3h4eEBFxcXrFu3Dlu2bEFaWhpmzJghdJyOjg6OHTuG0aNHV+n6apK8vDxGjx6NHTt2ICcnB0D594p/z6Xx9vaGnp4e1q5di5ycHKxfvx7r168XW1dBQaHSnxe+0jKGO4lZyHhfgAbqSrAx04KsDM3qJ4QQQggh5HtTrcGIlStX4smTJ+jUqROWLFmC7t27o0GDBsjIyMC1a9ewevVqtG3bFitWrKjp/taqu3fvwsvLCxERESgqKkLr1q0xe/ZsjBs3rq67RgghhJCvoLKwJdJmP1cl5Ells6e/VHXCrvBXFBgbG+P8+fNVPs7IyAjHjx+Hn58f4uLikJ2d/cXXx+PxcPjwYfzzzz+YMWMGioqKICsri2bNmmHkyJGYO3cu6tWrh3fv3nHHTJgwAc7OzmjZsiV0dXW51R1lZWWQlZUFUP5wv7CwECUlJTAwMICZmRnk5eURHBz82X3s1asXNyCRnp4Oe3t7hIaGol69ejh48CA2btzI1f348SN0dXUxbtw4uLu7w8rKivuMNm/ejP79+2PLli24e/cu8vPzYWxsDAcHB8yfP1/qioHa5ubmhh07dnDbY8eOFRqUkURGRgYrVqyAp6cndu7ciZCQECQmJiI3NxdKSkowMjJCmzZt0KdPH4wYMQI6OjqVthkcm4rlQY+QmlvA7TPQVIKXYysMsPj8wTdCCCGEEEJI3anWYAR/9hhjTOyDesYYHj16JDLLjMfjcbPcvjVhYWHo378/FBQU4OzsDE1NTZw4cQIuLi5ISkrCr7/+WtddJIQQQkgtS09PR8OGDSWWC64i0NbWBvC/MD65ubkoKCiQOts7PT2dey8Y/udLCD7QlRanv7Lj3759i2bNmkFBQaHKx06cOJHLkzF+/Hj4+vrCxMSEWxVR1TA3gmRlZTF58mSsWbMGL1++hKurq1AbT5484cIdLV68GKtWrRLbjuDKk2nTpgnlbwCAZcuWiR2MqMqASq9evfDx40d8+vQJp0+fxs8//4yLFy9yAzsKCgoYMmQI3N3dMWDAAInhTR0cHODg4CDxPJJC9gBVD1HEFxYWVuW6Xbt2/aKBJTMzM/z++++ffVzFcEfBsamY4h+Fij1Jyy3AFP8oeLu2pwEJQgghhBBCviPVGozo0aPHvyrhWUlJCSZOnAgej4erV6/CysoKAODl5YUuXbrAy8sLo0eP5hIuEkIIIeTf6c6dO1IHI+7evQsAUFVVhZmZGQDAwsICQPlM/MjISHTv3l3i8bdv3wYAKCoqolmzZjXSZ8FcCFevXv3s462srHD27FkUFhYiNDQU/fv3r5F+1RbBxNFjxoyRWI+fC6OmMcZw48YN+Pr64ujRo1yuDKA8J4iHhwecnJxqbLDpv6q0jGF50CORgQgAYAB4AJYHPULfVvoUsokQQgghhJDvRLUGIz5nZtX34MqVK3jx4gU8PT25gQigPKHg0qVL4ezsjH379mHNmjV12EtCCCGE1DYfHx+MHDlSbFlSUhJCQ0MBAPb29lwIoL59+2Lx4sUAgL1790ocjEhKSuLyFvTo0eOzkkVLIyMjg0GDBsHf3x+3bt3CrVu30Llz5yofP2zYMG51wbp169CvX79vetKJ4CpbwXwMFQmGGaopp06dwsqVK5GQkMDta9SoEdzd3eHm5lZjA0wEuJOYJRSaqSIGIDW3AHcSs9ClsfbX6xghhBBCCCGk2ioP/vofwB9cEUy+yMffFx4e/jW7RAghhHyzli1bBh6P900/sK4oLCyM67O0SRVnzpzBgQMHRPYXFRVh4sSJXBieadOmcWUdO3aEjY0NAMDX1xfnzp0TOb6wsBCenp7cg/SZM2d+yeWImD9/Pjc4wg8xKcnr16+Ftjt06MCFCgoNDcX8+fOlhuhJT0/Hnj17vrzT1SS4UlVSCChvb28u6fWXyM3NxeHDh7ntwMBAJCQkQE1NDePHj0doaCgSExOxcuVKGoioYRnvJQ9EVKceIYQQQgghpO5Va2XEv018fDwAiA3DVL9+fejo6HB1xCksLORiFwMQWq5PCCGEkO9Hx44d4e7ujqtXr8LJyQn16tXDkydP8OeffyI6OhoAMGrUKJFQRrt374aNjQ0KCwsxdOhQTJ06FcOGDYOGhgbi4uLw559/4uHDhwCA0aNHw9HRsUb73aZNG6xcuRK//vorEhIS0KZNG/z000/o27cvdHV18f79e8TGxuL06dN49uwZXrx4IXT83r170bFjR7x+/RobNmzAlStXMHHiRLRt2xYqKirIyclBbGwsQkJCcP78eVhaWnK5Ir42KysrWFhYIDY2Fjt37kROTg5cXV1hYGCA5ORk+Pv7IyAgAN26dcONGzc+u/2SkhJcunQJfn5+OHXqFAoK/vewu3Xr1li0aBGGDRsGVVXVmrwsUkEDdcm5V6pTjxBCCCGEEFL3qjQYMXjwYCxfvhwdOnT47BN8+vQJ27Ztg6qqKqZMmfLZx38Nubm5AABNTU2x5RoaGkhOTpZ4/Nq1a7F8+fJa6RshhBBCvp4jR46gT58+2LVrF3bt2iVSbm9vD19fX5H9bdq0wblz5zBq1ChkZ2djy5Yt2LJli0i9kSNHws/Pr1b6vmjRIsjLy+PXX3/F+/fv8ccff+CPP/4QqWdiYiKyT09PDxERERgzZgxu3LiB+/fvC63+qEhDQ6NG+/45eDwe9u/fD3t7e2RnZ+PIkSM4cuSIUB1LS0scO3YMhoaGVW43JiYGfn5+OHDgANLS0rj9TZo0wfPnzwEA8+bNg4uLS81cCJHKxkwLBppKSMstEJs3ggdAX1MJNmZ1n5ujtIzhTmIWMt4XoIF6eZ8ojwUhhBBCCCGiqjQY8fr1a9jY2MDOzg5ubm4YMWJEpf8IjYyMhL+/Pw4ePIgPHz6I/Yf7v8WiRYvw888/c9t5eXlSk18SQggh5NtkZmaGe/fu4a+//sKJEyeQlJQEGRkZWFhYYPz48Zg4cSJkZMRHubS3t0d8fDy2bNmCs2fP4vnz5/j06RN0dXXRuXNneHp6YtCgQbXa/3nz5mHkyJHYvn07Ll26hKSkJBQUFEBfXx+NGjXCwIED4ezsLPZYIyMjXL9+HWfPnsXhw4cRERGBtLQ0FBYWQlNTE40bN0anTp3g4OCAvn371up1VKZdu3aIjo7G2rVrcf78eaSkpEBdXR1NmjSBk5MTpk2bBiWlqs+Yt7Ky4la+AIC2tjbGjRsHDw8PaGlpwdzcvBaugkgjK8ODl2MrTPGPAg8QGpDgP+b3cmxV5w/9g2NTsTzokVB+CwNNJXg5tsIAC4M67BkhhBBCCCHfHh6TFhT4/zHGsG/fPqxYsQKvXr2CjIwMWrRogfbt20NPTw/169fHp0+fkJWVhfj4eERGRiI3NxcyMjJwcnLC6tWrYWpq+hUup3pGjx6NgIAAREZGil39oaurCx6Ph4yMjCq1l5eXB01NTeTm5tbpzEFCCCGkNixbtoxbEViFPyO+CWFhYejVqxeA8rwIdnZ2XNmXXE9SUhLMzMwAAPv27cP48eNrpL+k9hQUFOD06dPw8/NDcHAwlwdEXl4ejo6OcHd3x8CBA6GgoFDHPSXAt/2wPzg2FVP8o0RWbvCHR7xd29d5HwkhhBBCCBGnrp5fV2llBI/Hw4QJEzB+/HicPXsWPj4+CA8Ph7+/v0hdGRkZtGnTBsOGDcPEiRM/a3l8XeHnioiPjxcZjMjOzsa7d+/QtWvXuugaIYQQQgj5QowxREREwNfXF0eOHOFCdAJAp06d4O7ujjFjxkBbW7tWzk9hfKpvgIUB+rbS/+buX2kZw/KgR2JDSDGUD0gsD3qEvq3067yvhBBCCCGEfCvExxmQVFlGBo6Ojjh+/DjevXuHuLg4XLhwAQcPHsTJkydx/fp1ZGZmIioqCr/99tt3MRABALa2tgCAixcvipTx9/HrEEIIIURYXl4eli9fDktLS6irq6NevXro1q0b9uzZg7KyMrHHlJWV4cqVK5g3bx66desGHR0dyMvLo169emjXrh3mzZuHV69eST2vnZ0deDwet8rh+fPnmDlzJpo3bw41NTXweDyh0DuCGGP4559/0KNHD6xfv57b/9tvv+H9+/dVuu6oqCgsXryY2548eTKaNGmCiRMn4sGDBxKPCwsLA4/HA4/HQ1hYGBhj8PHxQe/evaGvrw9ZWVkMGzasSn0g0iUlJWHlypVo1qwZunXrhl27diE3NxcNGzbEr7/+isePH+PWrVuYOnVqrQ1EBMemovu6Kxi7+xZmHY7G2N230H3dFQTHptbK+f6NZGV46NJYG0PbGaFLY+1v4uH+ncQsodUaFTEAqbkFuJOY9fU6RQghhBBCyDeuSisjJGnZsiVatmxZU32pM71794a5uTkOHjyImTNnol27dgCA9+/fY+XKlZCTk6OwC4QQQogYSUlJ6Nu3L5fgl+/mzZu4efMmjh49isDAQCgrKwuVr1ixgguNJCg3NxcPHjzAgwcP4O3tDX9/fwwfPrzSfgQFBWHcuHH48OFDpXWLioowaNAgnD9/XqRs5cqV8PPzQ0hICBo3biz2+NLSUsyZMwdbt24VCutUXFyMFy9e4MWLF9i7dy+WL1+OpUuXSu1LQUEBBgwYIHZCBKmevLw8BAQEwNfXF1evXuX2q6qqYtSoUXB3d4ednZ3E3B81SVIYn7TcAkzxj6IwPt+xjPeSByKqU48QQgghhJD/gi8ajPi3kJOTw549e9C/f3/06NEDY8eOhYaGBk6cOIHExESsWrUKzZo1q+tuEkIIId8cJycnJCQkYOLEiXBycoKWlhYePXqEDRs24MGDB7h06RI8PT1x+PBhoeNKSkpgYGCA4cOHo0uXLjA3N4eSkhJev36NmzdvYvv27fjw4QPGjRuHqKgoqZMfXr16BRcXFygqKuLXX39Fjx49oKCggPv370NLS0uk/pIlS3D37l3Y29tj6tSpuHjxInbt2sWVv3z5Ev369UNMTAxUVVVFjp80aRL27dsH4H+JlAHAy8sLjRs3xrZt23D79m389ttv0NLSwrRp0yT2fcGCBYiJicGgQYPg6ekJU1NTZGZmIj09Xep9J8JKS0tx+fJl+Pr64uTJkygoKH8AzOPx0Lt3b7i7u2P48OFQU1P7en2iMD7/ag3Uq5Ygvar1CCGEEEII+S+oUgJrcUpKSvD333/j0KFDePLkCfLz81FSUgIAiI6Oxq5duzB79uzv6iH+nTt34OXlhYiICBQVFaF169aYPXs2XFxcPqsdSmBNCCHk30ww4TMA+Pr6wt3dXahOUVER+vfvj7CwMADlYQ/79u3LlSclJcHIyAjy8vJiz5GcnIzOnTvjzZs3cHV1xf79+0Xq2NnZITw8HACgr6+PiIgImJqaim1PMIE1AEyYMAH//POPyPUsWrQIa9euBQD8+uuvWL16tVA7J0+exIgRIwAAW7ZsgaOjo0gC69LSUri5ueHQoUNQV1fHy5cvUb9+fYl9WbhwIXdO8nliY2Ph5+cHf39/pKb+L+xRixYt4OHhARcXFzRs2LBO+hbxIhNjd9+qtN6hSZ3RpXHthIgitae0jKH7uitIyy0QO+DEA6CvqYTrC+xpsIkQQgghhHxz6ur5dbXWp3/69Am9evXCvHnz8PLlS2hoaAiFKTAzM8O+ffvg5+dXYx39GmxsbHD+/Hnk5OQgPz8fd+/e/eyBCEIIIeS/xMHBQWQgAgAUFBTwzz//QFZWFgCwdetWoXJTU1ORgYi7d+/ip59+QqtWrdC6dWtkZGQAAA4fPowdO3bg7du3EvvRuHFj2NvbQ0VFBRoaGrCwsMDPP/8sNu9EgwYNsGXLFm572bJliIiIgIeHBw4fPgwer/zB4bp16zB79myhNtasWcNd94wZM8T2RVZWFtu2bYOioiLev3+Pw4cPw8XFhcsT4e3tzdVt0qQJVq5cKfG6iKiMjAxs3rwZHTp0gKWlJf744w+kpqZyq1Du3LmDR48eYeHChXU2EAFQGJ9/O1kZHrwcWwEoH3gQxN/2cmxFAxGEEEIIIYQIqNZgxJo1a3Djxg2sXbsWaWlpmDhxolC5pqYmbG1tceHChRrpJCGEEEK+TRMmTJBYZm5uziWXvnLlCkpLS8XWKywshJubG2xsbLBz5048fvwYeXl5KC4uBlC+GnPKlCmYP3++0HGCEyFu3LiBxMREfPr0Ce/fv0dcXBw2btyI5s2bw9/fX+g4JycnLvwSYwxz5sxBly5d4Ovri8TERK7d0tJSbN68mWsjJSUFkZGRAIDRo0dLvS/169eHhYUFAGD16tU4ePAgAGDt2rWYMmUKV8/Z2RlychQ1szKFhYUICAjAkCFDYGRkhNmzZyMqKgry8vIYNmwYTp48idTUVGzduhUdO3bkBpTqEoXxqX0Vk9h/bQMsDODt2h76msKfob6mUo3kA1m2bBk3iEm+TT4+PtxnlJSUVNfdIYQQQgj55lXrX79HjhyBnZ0dfvnlFwAQ+weyubk57t+//2W9I4QQQsg3zcbGptLykJAQfPjwAYmJiWjSpAlXlpSUhD///BP//PMPF+NfEsHj+BITE7n3xsbGWLhwITp27IjCwkJcvHgRGzZswKdPn+Du7i4Ubkmwz4sXL8amTZuE2igtLcWsWbMAlK/wKCgogLu7OxYvXswd5+npCU9PT6H+iNsHAG/evIGsrCx27NiBiRMncqGrAKBt27ZSr7sulJYx3EnMQsb7AjRQV4KNmVadzO5mjOHWrVvw8/PDkSNHkJ2dzZV17NgRHh4eGDNmDHR0dL5636rCxkwLBppKlYbxsTETzWtCvh8DLAzQt5X+N/EzQwghhBBCyLeuWoMRr169wvDhw6XW0dDQQG5ubrU6RQghhJDvQ4MGDaSW6+npce8zMzO5QYXz589j1KhRyM/Pr9J59uzZA3Nzc247Li4Or1+/BgAoKSnh/v37Qg+le/TogSFDhsDOzg75+fnYsGGDSJ/j4uKwbt06AEDTpk1x8+ZN6Ojo4MGDB1xdfrLq/Px8/P3331Xqa0U8Hg9Hjx7lck0IEswl8S0Ijk3F8qBHSM393+CQgaYSvBxbffEs76p6+fIl9u/fDz8/P8THx3P7jYyM4ObmBnd3d6kJzb8V/DA+U/yjwAOEBiQojM+/i6wMj/J+EEIIIYQQUgXVCtOkrq4uNW4zALx48QK6urrV6hQhhBBCvg+VhQ8RDKXEl5mZiXHjxiE/P587XktLC8+fP0dhYSEYY2CMISQkRKgdwfj/27dv5943a9ZM7Oz4jh07YuHChdw5K/Z5+/btKCsrAwDs3LmTa0Owzw0bNuTaEJxk4evri4cPHyI4OJjbt3LlSjx8+BBnz56FkZERAEBVVRX79+8XOxABgMup8S0Ijk3FFP8ooYEIAEjLLcAU/ygEx6ZKOPLLvX//Hvv27UOvXr1gamqKpUuXIj4+HioqKnBzc8OlS5fw8uVLrF279rsYiOCr7TA+hBBCCCGEEPI9qdZgROfOnREUFCRx5UNycjLOnTuHnj17flHnCCGEEPJtS09Pl1rOT0INANra5TOHjx07hpycHAD/e/D/448/onHjxlBQUODqZ2VlSWz30qVL3HtpqwsmTZoksc/8NszNzdGrVy+xfV64cCFiY2NF2mCMwcLCAs2bN+f2GRsbo6SkBBMmTMCbN2+go6ODsLAwuLi4SOzft6K0jGF50COx4YT4+5YHPUJpmbga1TxnaSkuXboEV1dX6OnpYcKECQgLCwOPx4O9vT18fHyQnp4OPz8/9OnT55sauPkcAywMcH2BPQ5N6ozNzu1waFJnXF9gTwMRFaSlpWHx4sWwtrZGvXr1IC8vjwYNGqB169YYOXIkdu7cyU2GGj9+PHg8HsLDwwEA4eHhXNx+/svU1FSoff7+ZcuWAQDCwsLg7OwMExMTKCoqol69eiJ9ys3Nxdq1a9G9e3fo6upCQUEBenp6GDhwIPz8/CTmwRFUWloKX19fODo6wsjICIqKitDS0kLnzp2xZs0a5OXliRzDz0OwfPlykf4LvsTlKGCM4fjx4xgzZgxMTU2hoqKCevXqwcLCAuPGjcOJEyfEhsVLSEjAhg0b4OjoCFNTUygrK0NZWRkmJiYYM2aM0MCrOBVzJxQVFWHLli3o2rUrdHV1ISMjg9mzZ1d6v/ifLf/zS0tLw7x589CsWTOoqKjAyMgITk5OiIuLEzouKSkJM2fORLNmzaCsrAw9PT24uLjgxYsXlZ6zuLgYu3btQp8+faCnpwcFBQU0aNAAvXv3xo4dO7j8RYL4v6sEQ/OZmZmJfEaCYfn48vPz8eeff6J79+7Q0dGBoqIiDAwMMHjwYBw8eFDsIL60+/Prr7/CwsICmpqa4PF4OHXqVJ3cy9jYWKxatQr9+/eHsbExFBUVoaamhqZNm8LDwwO3bt2SenzFHCmFhYX466+/YG1tDU1NTaipqaFdu3b4/fffKw3tSAghhJBvGKuG8PBwJiMjw6ytrdmNGzfYkiVLmIyMDPv48SO7fPkya9myJZOXl2eRkZHVaf67l5ubywCw3Nzcuu4KIYQQUuO8vLwYyp9Rs4CAAKl1+/TpwwAwVVVVVlJSwhhjbPr06dw+fjvnzp0TOXbBggVceWhoKLe/oKCA2w+A2draSu2DqampUP3p06cLtTFu3Dih+qtWrRKq7+HhIdKGs7MzY4yxxMREbt8PP/zANDU1GQDWqFEj9uTJE7H9CQ0NFXtddenm83fMZMGZSl83n7/74nPFxcWxBQsWMCMjI6F72qxZM7Z69Wr28uXLGrgi8j25fv06q1evntD3QdzL29ubMcaYh4dHpXVNTEyEzsHf7+XlxZYuXcp4PJ5QfU1NTaH6wcHBTEtLS+o5unbtyjIyMiReV0JCArO0tJTahoGBAbtz547Qcfv27av0+gCwxMREoeNev37NbGxsKj1u3759Iv2syvlcXV1ZcXGx2GsV7HNkZCRr3769yPGzZs2SeK/4+J+tiYkJi46OZvr6+mL7oqKiwq5du8YYYywkJIT73VvxVb9+ffbw4UOJ53v16hWzsLCQet2tWrViSUlJQscJ/h6X9qr4Oz4mJoY1bNhQ6jE9evRgWVlZld6fW7duMV1dXZHjT548+dXvZVXvx8KFCyV+FoJ/W6SlpTErKyupP3sfP36U2BYhhBBCKldXz6+rlTOiZ8+e2LZtG2bOnIkePXpw+9XV1QGUhxzYvn07OnToUJ3mCSGEEPKd8PHxwciRI8WWJSUlITQ0FABgb2/PzWwvKSkBABQVFXF1DQyEZ4nn5+dj//79YtsVTGRcFfr6+kIziLdu3YoTJ05w24J5L0pLS7nzysjIcGGc+G3Iy8ujuLgYx48fx/PnzyEn978/pf755x/u/aFDh4RWTXzrMt5XbZZpVetV9PbtWxw+fBi+vr64d+8et79+/foYO3Ys3N3dYWNjU2nYL/LvU1RUhDFjxiAnJwdqamr48ccf0bt3bzRo0AAlJSV4+fIlbt++zc32BoDVq1dj3rx58PT0RGRkJKytrbFv3z6hdgVXWQk6efIkYmJi0Lp1a8yZMweWlpYoLCzEnTt3uDohISEYPHgwSkpKoK2tjenTp6N9+/YwNjbG27dvcerUKezevRs3b97EsGHDEBYWBnl5eaHzpKWloVu3bkhNTYW8vDw8PT3Ru3dvmJqaorCwEGFhYdi0aRNSU1MxcOBAREVFoVGjRgCAYcOGwdraGtu3b4e3tzcA4OHDhyLXwg8HBwDv3r1Dt27d8OrVKwBA9+7d4enpiVatWkFOTg6vX7/G1atXcfToUZF2SktLoaCggP79+6Nv375o1aoVtLS0kJWVhWfPnmHbtm2Ii4uDv78/zM3NhVZsiDNhwgQ8fPgQLi4ucHZ2hqGhId68eVOllSR8+fn5GD58OIqKirBmzRrY2tpCVlYWwcHBWLNmDfLz87kQbsOHD4eGhgZWrFiBTp06oaSkBMePH8emTZuQnZ2NiRMnip2V//HjR/Tu3ZvLTTNw4EBMnjwZDRs2RHJyMvbs2YMzZ87g0aNHsLe3R3R0NPfv3Y4dO+Lhw4cIDAzEkiVLAAAXLlyAoaGh0DnMzMy49ykpKejVqxcXNnDcuHFwdXVFgwYN8Pz5c/z999+4ceMGrl27hkGDBuHatWsSV4R9+PABI0eORH5+PhYtWoR+/fpBTU0Njx8/FlkV9DXuZUlJCVRVVTFo0CDY29ujRYsW0NDQQEZGBuLi4rBlyxa8fPkSv//+O5o1aya0okScESNGIDY2FlOnTsXQoUOhq6uLhIQErF+/Hnfu3MHNmzexevVqrF69Wmo7hBBCCPkGfclIxqNHj9jMmTNZp06dWNOmTVmHDh3Y1KlTWWxsbE0NlnyXaGUEIYSQfzPB2YsAmL+/v0idwsJC1rt3b65OcHAwV7ZhwwaRWY7R0dFceUlJCRs7dqzE2aWpqalCZZWtjOjUqZPYmaD893PmzOHqLlmyhNuvoaHBgPKVEfw2BGehWlhYsFu3bnHbQ4cOZXJycgwAMzc3Z0lJSczf35+9fv1aqD//lZURBQUF7Pjx42zIkCHcfQHA5OTk2NChQ9nx48dZQUFBLV4V+R6EhIRw343Tp09LrFdWViYyW9zW1rZKvwMYY0I//3Z2duzTp09i6338+JEZGBhw9fLy8sTWO3PmDJORkWEA2J49e0TKhwwZwgAwQ0NDiaukEhISmJ6eHrfqoCLB37WVGT16NFd3+fLlEusVFhaytLQ0oX0fPnxgKSkpEo8pKytj48ePZ0D5iracnByROhVXc+zYsaPSPosjuOpFR0eHPX/+XKTO1q1buTq6urqsadOmYleozJ8/n6sXFRUlUv7LL7+I/f+ApDZ+/vlnkXLB6664UqUiJycnru7mzZtFyktLS9mYMWO4Olu2bBGpI3h/VFRU2L179ySe72vey7dv37Ls7GyJfSksLGR9+/blVmrwV0oKEvy+y8nJsUuXLonUyc/PZ61atWIAmLa2tsSVOoQQQgipXF09v65Wzgi+li1bYvPmzbh16xaePXuGyMhIbNu2Da1bt/6SZgkhhBDynejYsSPc3d3x448/IiQkBPfu3cOBAwfQqVMnLgH1qFGj0L9/f+4YJycnKCoqCrVz7tw5REZGwtfXF506dcKhQ4fQrVs3seeUliNCHHF5LfLz87n3jx8/xtmzZzFy5EisWrUKAGBqagpNTU2RNho2bIjJkycDKI+P3bdvX65O+/btsWzZMsjKyiIhIQGNGzeGq6srlx/jW2ZjpgUDTSVIWpfAA2CgqQQbMy2p7TDGcPv2bUybNg2GhoYYOXIkTp8+jZKSEnTo0AFbtmxBSkoKTp06hREjRoh8D8h/T1paGvfe1tZWYj0ej/fZP/viyMjIYO/evVBSUhJbvm/fPm41g7+/PzcTvqJBgwZxq8L27t0rVBYXF4fTp08DADZt2iRxlZSZmRl+++03AMCRI0eEfi99jvj4eAQEBAAABgwYwLUpDj/vhSBVVVWR1WmCeDweNmzYAFlZWXz8+BGXL1+W2h87Ozv8+OOPn3EF4q1cuRKNGzcW2T9hwgTu83v79i3+/vtv6OrqitSbMmUK9/7atWtCZUVFRdi9ezcAoHHjxli3bp3YPqxZs4b7/Pbs2YNPnz5V61pSU1O5FXk9e/bEzJkzRerIyMhg586d0NIq/z27ZcsWqW3+8ssvaN++fZXOX5v3EgB0dHTE5l3hU1BQwB9//AEAePnyJaKjo6X2d/r06ejTp4/IfmVlZcyYMQMAkJmZiUePHklthxBCCCHfni8ajCCEEELIf9uRI0dgamrKJf+0traGq6sr96DB3t4evr6+QscYGxvD29tbKCTPr7/+io4dO2L8+PG4d+8exowZIzEUiKKiIpo2bVql/qWnp4tN8ir4IDI4OBiDBw/mHhQ1bNgQFy9ehIxM+Z9Jnz594tqwtLSEt7c3li5dCjk5Obx//55rx8vLC0uWLOFCkfD/+z0MRsjK8ODl2AoARAYk+Ntejq0gKyN+uOLVq1dYs2YNWrZsic6dO2P79u3IysqCoaEhfvnlF8TGxiIyMhIzZswQ+6CL/HcJhrWpGGqpNnTt2lUodE5F/HBQXbt2FQqDJE7Pnj0BAHfv3uXCzwm2IS8vj6FDh1apjeLiYkRGRlbWfbHOnj3LJT2eM2dOtdoQVFxcjOTkZDx+/BixsbGIjY1FSkoKtLW1AQAPHjyQeryrq+sX94HH48HJyUlsmbKyMvf/gPr166Nfv35i65mZmXGDSQkJCUJlkZGRXMg/Dw8PkTBbfHJyclxIoby8PNy+ffvzLwZAaGgo9x2ZOHGixHqamprcdT9//lzs/7/4qnqfa/teilNQUIBXr17h0aNH3HeICSTm/pLvkLW1Nfe+Kn0hhBBCyLeFBiMIIYQQUm1mZma4d+8eli5ditatW0NVVRXq6uro0qULdu7ciUuXLkFFRQVA+UqCVatWoX///li6dCn3sJ9PS0sLAwYMwJEjR3D48GGhWNm///47eDweFwtbcEWC4MP+sLAw8Hg88Hg8hIWFYc+ePWL7XVAgPvfBkiVLEBsbKzTYwY8nDgCvX79G48aNsX79eqipqaFhw4ZcmYyMDNTU1NC8eXN07tyZuz5PT0+kpKTg1q1bGD9+PMaOHcsd4+npiZ9//pmL8y5OUlISd00+Pj4Ayh92Ojo6wsjICHJycmjXrp3E46tqgIUBvF3bQ19TeMa4vqYSvF3bY4CF8MzpDx8+wNfXl4uDv3jxYjx9+hTKyspwcXHBxYsX8erVK6xbt45WzRKJunXrhiZNmgAAZs+ejY4dO2L16tW4du2axJ/TL9G2bVup5fwBgfDwcO7nTtKLP0O7uLgYWVlZIm0UFxdDUVFRahuWlpbccYKrRD5HVFQUgPKHzpJWlFWmuLgY27ZtQ6dOnbjfba1atYKlpSX3ysjIAFCen0Kayu5xVejo6HArBMThz8Jv0qSJ1Fwz/HqCA8dA+f+P+Dp37iy1L4Ll4nJ3VEVNn09NTU3sSgdxavte8n38+BFr1qxB27ZtoaamBhMTE7Ru3Zr7/lhZWXF1K/sOtWzZUmKZ4LVI6gshhBBCvl3VSmBNCCGEkP+uZcuWYdmyZdx2vXr1sGLFCqxYsULiMWFhYejVq5fUdrOystC6dWtuBqednR03k3L8+PFCdadOnYodO3agrKwMRUVFyM7OFgnh8uzZM6xduxZA+YObDx8+VHptK1euFNnHfxjE4/Fw5coVbn9hYaHQQMg///wj1M/Dhw/D1dUVz58/h4WFhdjE20lJSdi4cSO8vb2xe/fuSme6Msbg6enJDUrUtAEWBujbSh93ErOQ8b4ADdTLQzPxV0SUlpYiNDQUfn5+OH78uFBYGTs7O7i7u2PUqFESQ9sQUpG8vDyCgoIwevRobgUN/2G+oqIiunbtinHjxsHd3V1iUurPIS3UU3FxcbVXMgn+LPAf2n9JG5/j7du3AAANDQ2oqqp+9vFZWVno16+fUHJ5aSoLVVQT4bT4g9iS8Ad7q1qvYvJswcGjBg0aSG1DX19f7HGfo6bPJy0kUkW1fS+B8v+X2dvbIzExsUp9quw7JK0vghMZPicpOiGEEEK+DTQYQQghhJBaV1JSAlVVVQwaNAj29vZo0aIFNDQ0kJ6ejjlz5uDJkycAgA0bNuD169eYPn061NXV8fbtW0RGRiIoKEiovdatW2PBggVYu3YtHj9+DCsrKyxYsEBoVuesWbNQUFAAHo+HHTt2oG3btliyZAkCAwNhaGiICxcuYPPmzdzqCUNDQ3h7e8Pa2lpooIEfWkNHRweLFy+GjY0NZGVlER4ejpUrV3IzM9+8eSPUR2dnZzDG4OLiwg1EGBgYYPHixejYsSMKCwtx8eJFbNiwAZ8+fYK7uzvq16+PQYMGSbyPmzZtQkxMDLp27YqpU6eiefPmeP/+PXf/aoKsDA9dGmsL7Xv8+DH8/Pzg7++P5ORkbn/Tpk3h7u4ONzc3mJiY1FgfyH9LixYtEB0djfPnzyMwMBDXrl3D06dPUVhYiNDQUISGhuKPP/7A2bNnuVUU1SW44qoiwQebw4cPlzrAWpFgSCd+O8bGxjh//nyV2zA2Nq5yXXGkzWqXZtasWdxAxLBhwzBhwgS0adMGDRo0gJKSEtduo0aN8Pr1a6FwO+JIu8ffosruW2XXWxfn+9busZubGxITE8Hj8eDp6QlnZ2e0bNkSurq6XG6gsrIyrt81fU8JIYQQ8v2gwQhCCCGE1Lp27dohOTlZ7GxOW1tbeHp64siRIwCAo0eP4ujRo5W2uXr1auTn52Pz5s14+fIlpk6dKlReUFAAJSUl7N69Gy4uLgD+N5tUXl4eFhYW2LVrF1RVVbF582akpKSItMHXqFEjREdHC834tbGxQcOGDbmwS+Hh4Vi8eLHQcW3atBHaVlVVxYgRI7hksT169MCQIUNgZ2eH/Px8TJo0CYmJiRITO8fExGDcuHHYv3+/0OzQyladVEdmZiYOHToEPz8/3L17l9tfr149ODs7w93dHZ07d672A1BCBMnKymLw4MEYPHgwgPLVBZcuXcLOnTtx7do1PHv2DGPGjKny7P3qUFJSgqqqKj5+/Ijs7GxYWFhUqx0dHR0A5SsWmjVrViMrOqpyvtzcXHz8+PGzVkfk5eVxv3tdXFzg7+8vsa641V3fK8FQP+np6VLrCpZLC3f0OefT0NCo1fN9TU+ePMH169cBlOd/WrVqldh61V1VQgghhJB/F8oZQQghhJBap6OjIzGshLKyMg4fPiyUvJb/ULBZs2YYNGgQunbtKnIcj8fDpk2bEBERAXd3d5iamgo99Bs1ahSePn0qNfSRuDaUlJSgpqYmlNA0MDBQbOgRwdjeT58+FSnfvn07NwNURkYGz58/h729vVBs+I4dO2LhwoUAgNTUVAQEBEjsr6amJry9vUXybdSUoqIinDp1CsOHD4eBgQFmzJiBu3fvQlZWFo6Ojjh27BhSU1Ph7e2NLl260EAEqTUNGjSAi4sLwsPD0b9/fwDluRGeP3/O1amN7x8/rn1ERATy8vK+qA3+yo7qqur1dejQAUD5bHP+Q+Gqio+PR3FxMQBgzJgxEus9efKkSqHuvheCA02VJaUWLBfM8QFU/TOqqfN9i+Li4rj30r5D1U3QTgghhJB/FxqMIIQQQshXV1BQgFevXuHRo0eIjY1FbGysUBLmbdu24cOHD3j69CnOnDkjlFC6os6dO8PX1xeJiYm4cOECt3/atGlo1KhRlfoj2ManT5/w/v17GBoaAih/iCQpQbSpqSmmTZsGoHxWckWXLl0CAJibm6O0tBSMMTx+/FgoJjgATJo0SeQYcRwdHaXOqK0Oxhju3r2L6dOnw9DQEMOHD8epU6dQXFwMKysrbNq0CSkpKTh9+jRGjRoFJSWlyhslpIbweDzY29tz24KJb/nfxcLCwho737Bhw7g2N27c+EVtAMC6deuqHZJG8GdN2jUOGjSIeyi+adOmzzoHPwwdUJ6AWJIdO3Z8VrvfOmtra26Aef/+/UL3QVBJSQk3UK6hoYFOnToJlVf1M+rVqxfk5MqDEuzdu1divby8PG5lYJMmTWBqalr5xdSx/+p3iBBCCCHVQ4MRhBBCCPkqPn78iDVr1qBt27ZQU1ODiYkJWrduDUtLS1haWnKziQHhB451rWXLllLL+WE0+Lkj+AoLCxEfHw9AeAWFOPr6+txDJ37CbHHatm1bWXer7PXr1/j999/RunVr2NjYYNu2bcjMzISBgQHmz5+PmJgYREVFYdasWZUmXCWkuq5du8b9nIhTVlaGkJAQAOUDE4IPZ/nhzhISEmosBv2PP/7Ifd9XrVqFEydOSK3/8OFDkZw2HTp0gIODAwAgNDQU8+fPl9q/9PR0LneNIP71AcCLFy8kHt+0aVOMHDkSABAcHCw110VRUZFQgu0mTZpwAxm+vr5i+xkUFIStW7dKbPNz8Hg8kc+xLigoKHCDwM+ePcPSpUvF1lu6dCmXk2fixIlQVlYWKq/qZ2RgYIARI0YAKP9OiHswzxjDlClTkJmZCQCYOXPmZ1xR3RGcLODj4yO2jre3NwIDA79SjwghhBDyLaOcEYQQQgipdUlJSbC3t0diYmKV6n/69KmWe1R1KioqUsv5IZPKysqE9gvGV6/Kw3x9fX0kJSVJjastLlTU5/jw4QNOnjwJX19fXLlyhXvwqKysjOHDh8Pd3R19+vT55pKjkn+vkJAQrFy5Et27d4eDgwPatm2LBg0aoLCwEAkJCfjnn3+4UEfDhw8XWlXUtWtX7Nu3DxkZGfj555/h6uoKTU1NAOV5YaqTVF1NTQ1Hjx5F3759UVxcjFGjRmHIkCFwcnJCkyZNICsri4yMDNy/fx9BQUG4desW5s6dC0dHR6F29u7di44dO+L169fYsGEDrly5gokTJ6Jt27ZQUVFBTk4OYmNjERISgvPnz8PS0hITJ04UakMwPN2cOXOwePFiGBgYcIMHpqam3Gz77du349atW0hOToaXlxcuX74MT09PtGrVCnJyckhOTsb169dx6NAhrFq1CuPHjwcAaGtrw8HBAWfPnkVwcDD69++PKVOmoFGjRsjIyMDx48fh4+MDc3Nz5OTk4O3bt599T79Vv/32G06ePIn4+Hj8/vvviIuLw8SJE2FsbIzk5GTs2bOHG2gyNzfHsmXLRNqwsrKCkpISCgoKsHTpUu57x///gpGRETeAsXHjRoSEhCAzMxNTp05FREQExo0bB11dXbx48QJbtmzhwmx16dJFYg6jb42VlRUsLCwQGxuLnTt3IicnB66urjAwMEBycjL8/f0REBCAbt264caNG3XdXUIIIYTUMRqMIIQQQkitc3NzQ2JiIng8Hjw9PeHs7IyWLVtCV1eXS9ZcVlbGPQSvqVnO34qqxBWvyjVXZ5CgrKwMYWFh8PPzQ0BAgFAYjZ49e8LDwwOjRo2q8fBPhFRVWVkZrl69iqtXr0qsY2trK7J6wNnZGWvXrkVCQgI2bdokFKLIxMQESUlJ1eqPra0trly5grFjxyI5ORmBgYFSZ3WL+9nR09NDREQExowZgxs3buD+/ftcSLeqttGkSRM4OTnh6NGjuHjxIi5evChUnpiYyK0w0NXVxfXr1zFs2DBER0fj2rVruHbtWpWu19vbG927d8erV69w6dIlkVBxjRo1wqlTp7jVHv8WqqqqCAkJgYODA2JjYxEUFCSyygUAWrVqhXPnzkFdXV2kTF1dHTNnzsT69esRFRWFfv36CZWHhobCzs4OAGBoaIgrV65g0KBBSE5Ohp+fH/z8/ETa7N69OwIDA7+bQWEej4f9+/fD3t4e2dnZOHLkCJcUnc/S0hLHjh3jwh8SQggh5L+LBiMIIYQQUquePHnCzfb89ddfsWrVKrH1pK0IkLT6oCLBB+2lZQwRLzKR8b4ADdSVYGOm9bld/yKCqxjS09Mrrc+vww/79KWePn0KPz8/7N+/H69fv+b2N27cGO7u7nBzc4OZmVmNnIuQ6vrll1/QqVMnXL58GREREUhJSUF6ejoYY9DT00OHDh3g7OyM0aNHiwzqqamp4ebNm1i7di0uXryIly9fIj8/v0b61b17d8THx8PPzw+nT59GdHQ0Fz5OW1sbLVq0QPfu3TFs2DChEHOCjIyMcP36dZw9exaHDx9GREQE0tLSUFhYCE1NTTRu3BidOnWCg4MD+vbtK7YNf39/WFtbIyAgAE+fPkVeXp7EgUsTExPcu3cPhw8fxtGjRxEZGYm3b99CTU0NhoaGaNeuHZycnLiE4HwNGzZEVFQU1q1bh8DAQLx8+RJKSkowNTXFsGHDMGvWrC9elfWt4l/73r17cezYMcTExCAnJweamppo06YNRo0ahYkTJ0JeXl5iG7///juaNm0KPz8/xMXFITc3F6WlpWLrtmnTBk+ePIG3tzdOnTqFx48f4/3799DW1kb79u3h4uKCsWPH1kpy9trUrl07REdHY+3atTh//jxSUlKgrq7ODahNmzaN8g0RQgghBADAY/+2qYffgLy8PGhqaiI3N5dmGRJCCPnPO378OEaNGgUAiImJgaWlpdh6wcHBGDhwIADAy8tLKCTGrFmzsGXLFqirqyMvL0/iuTZs2IB58+YBAFpO/BP52i24MgNNJajf3oVLgUerNGva1NQUL1++hIeHh8Q42ACwbNkyLF++HIDo6oZmzZohPj4eTZo0kRoXPz09nQs/U/F8SUlJ3KDBvn37uPAq4mRlZeHw4cPw8/PD7du3uf2ampoYM2YMPDw80KVLl+/uQRchhBBCCCGEkJpTV8+vaWUEIYQQQmpVSUkJ915w5UJF4hJ68pmbmwMoTxL95MkTtGjRQqQOYwwHDx7ktrM+FkFJ+3/labkFiHtZnmS6sLCwyv3/En379kV8fDyeP3+Oq1evomfPnmLrCYafkTRDWpKioiKcP38efn5+CAoKQnFxMYDykE4DBgyAh4cHHB0daVYqIYQQQgghhJA6JVPXHSCEEEJI7TA1NQWPx5M6k74mhIWFgcfjgcfjISwsTKS8adOm3HtJKwy8vb2FYrIvX75cqK6trS33fv369WLbWLVqFaKioiT2kwGQVSsPgZSRkYH3799LrFtTpk6dyoWY+umnn4SSWvNFRUVh7dq1AAADAwNuFYk0jDFERkZi5syZMDIywrBhw3DixAkUFxejXbt2+Ouvv/DmzRucOXMGo0ePpoEIQgghhBBCCCF1jlZGEEIIIaRWWVlZwcLCArGxsdi5cydycnLg6uoKAwMDJCcnw9/fHwEBAejWrRtu3Lghto127dpx5fv27UNRURE8PT1Rv359JCYmwtfXF0FBQWjToRNi7t0W2wYAKBi1BFCee2KUqyd+WzAXeg10ufImTZrU6LW3bt0aCxYswNq1a/H48WNYWVlhwYIFsLa2RmFhIS5evIgNGzYgPz8fPB4Pu3fv5hJ6i5OdnY1169bBz88Pjx494vbr6+vDxcUF7u7uaNOmTY1eAyGEEEIIIYQQUhNoMIIQQgipIh8fH3h6egIAEhMTYWpqWrcd+k7weDzs378f9vb2yM7OxpEjR3DkyBGhOpaWljh27BgMDQ0ltrNv3z707NkTaWlpOHDgAA4cOCBU7uLiguY9hyDmxzES21AyaQMFw+YoSnmKi6eP4+Lp40LltZFKa/Xq1cjPz8fmzZvx8uVLTJ06VbRfSkrYvXs3Bg0aJFImmJD3559/Fjpm2LBhcHd3R9++fSEnR3/WEUIIIYQQQgj5dlGYJkIIIeRfKikpCYwxqcmXv5Z27dohOjoaP/30E0xMTCAvLw8tLS3Y2Njgzz//xJ07d2BgYMDV9/LyEgkv1bRpU0RFRWHGjBkwNzeHgoICtLW1YW9vj8OHD8Pf3x9aqpJXFQAAjycDPaeV0OwyBvINzMBTUAZQu8mceTweNm3ahIiICLi7u8PU1BRKSkpQU1ND69atMWfOHDx9+hSurq7cMWVlZQgLC4Onpyc6duwo1F6PHj2we/dupKWl4dChQxg4cCANRBBCCCGEEEII+ebxWG1MAfyPq6ts5IQQQmoXrYwQLywsDL169QIAhIaGws7Ors76UlrG0H3dFaTlFqCqf+DwAOhrKuH6AnvIytTuwERlnj17hv3792P//v14+fIlt9/c3Bzu7u5wdXVF48aN67CHhBBCCCGEEEK+d3X1/Jqm0RFCCCHkX0NWhgcvx1aY4h8FHlClAQkGIDW3AHcSs9ClsXYt91BUVlYWjh49Cl9fX9y6dYvbr6GhgTFjxsDd3R3dunUDj1e3AyWEEEIIIYQQQsiXoDBNhBBCSCXCwsLA4/G4VREA/o+9+w6L4uoeOP5dOoKiAgrYsCti77Fh7y2xJIogxrxRo8bEkmhMUKPGFBM1lkSNCraoMfaIFXuXWBAbClZAQQUV6fP7g99OdtkCGhNLzud59nl25965c2d2Je87Z+45lC5dGo1Go/fas2eP2n7kyBHGjx+Pj48Pbm5u2NjYUKBAAby8vBg8eLBe8eGcvv32W3XML774wmS/qKgonJyc0Gg0VK5cmSdPnui1e3p6otFoDNIdPa0nT54wdepUqlevjoODA87OzjRq1IgFCxaQlZWV6/4+Pj5oNBp1xURkZCTDhw+nYsWKODo6otFoOHXqFJCdWkp77rrppZKTk8mfPz8ajYa33nrL7PHaebszoUURor/pzLWvO3Fv90Kj/ZSsTB6d3cWd3yZyc44fTSt7ULhwYRo0aMDUqVNJSkoyeYz+/fuj0WjU1TGxsbGMGzcOb29v9TtZv369yf3T09PZtGkTPXr0wN3dncGDB3PkyBEsLCxo3749v/76K7GxscyfP5/GjRtLIEII8Z+SmaVw+EoCG07d4vCVBDKzZDG/EEIIIcTrQFZGCCGEEM+ZbjonXenp6Zw/f57z58+zYMECZs2aZbSY8ahRo9i2bRu7du1i6tSptGnThsaNG+v1yczMxNfXl6SkJGxsbFixYgX29vbP/VxiY2Np0aIF58+fV7clJydz6NAhDh06xNq1a/WKKudm06ZN9OnTh0ePHj3VPPLly0e3bt1YtmwZW7Zs4cGDBxQsWNBk/9snd8L/Z6Ic4OfL+pv67ekPYrn7+2TS70brbb9/P42jR49y9OhRZs+ezYYNGwxqNuR09OhROnfuzN27d832UxSFP//8k+DgYFasWKHXv1q1avj7+9OnTx/c3NzMjiOEEK+zkPAYJm6KICYxRd3m7mRHYGcv2nm7m9lTCCGEEEK87CQYIYQQQuSibt26nD17lg0bNjB+/HgAtm3bhoeHh16/0qVLA5CRkUGhQoXo0qULzZo1o3z58jg4OHD79m3CwsKYNWsW8fHxDB06lEqVKtGiRQu9cTQaDcHBwVStWpV79+7h6+vL6dOncXJyUvt8+eWXHDp0CIDJkydTs2bN537eGRkZdOrUSQ1EtGrViiFDhlCyZElu3LjB3Llz2bZtG/fu3cvTeNevX6dv377Y2toybtw4mjRpgo2NDX/++SeFCxfOdX9fX1+WLVtGamoqa9eu5d133zXZd/ny5QBUrlyZ6UPe5KhOHYnMR/eJWz6GzEf3wMIKx6qtcK9ch6APO5GRnsaePXuYMWMGMTExtG/fnrCwMEqWLGn0OI8ePeKtt94iOTmZsWPH0qZNGxwdHTl//ry6auL27dssX76c4OBgwsPD1X2LFClC37598ff3p3r16nm6hkII8ToLCY9h8LIwgxR7sYkpDF4WxjzfWhKQEEIIIYR4hUkwQgghhMiFg4MD3t7enDhxQt1WoUIFkwWs27dvT58+fciXL5/e9po1a9KxY0eGDx9O06ZNOXPmDIGBgQbBCAAPDw8WLlzIm2++ybVr1xgyZIh6g/3QoUNMnjwZgBYtWjBq1KjndKb6fv75Z06ePAmAv7+/Xtqk2rVr061bNwYOHMgvv/ySp/GioqJwc3Pj8OHDeteuXr16edq/VatWuLm5ERsby/Lly00GI06fPs25c+eA7ABGzjoSCdtmk/noHpaOhXF7eyrWzsWZ5VuLhv9/g6tJkyb4+vrSsGFD4uLi+Oyzz1i6dKnRYyUkJJAvXz72799PrVq11O1eXl6sX7+eTz/9lB07dqjprGxtbenatSv+/v60adMGKyv5n2JCCAHZqZkmboowWutHATTAxE0RtPZyw9JCUtcJIYQQQryKpGaEEEII8ZwVK1bMIBChy8nJiUmTJgFw4MABEhISjPbr3r07AwcOBGDFihUsW7aMpKQkfH19yczMpHDhwgQHB/9j9QTmzp0LQOHChZk1a5bRPjNmzMDV1TXPY06bNs1kECc3lpaWvP322wDs3buXmzdvGu2nDdpoNBr69u0LZNeRmOdbiwIpsTyJPApAoZb/o0SZckaftC1durRar2PVqlUkJyebnNeYMWOoVasWWVlZ7N27l3fffRc3Nzf69u3Ltm3byMrKolGjRvz888/ExsayatUqOnToIIEIIYTQcSzqnl5qppwUICYxhWNReVuNJ4QQQgghXj4SjBBCCCH+YY8fPyY6Oppz584RHh5OeHg41tbWavvp06dN7jtjxgwqVKgAwAcffECfPn2IiooCYP78+RQrVuwfmXNMTIxaZPutt96iQIECRvs5OjrSq1evPI1pY2OT576m+Pr6ApCVlcXKlSsN2nW3N2rUiFKlSqlt7bzd6eESA4CVlTVrvxrOgU9amEz50bRpUyC71ofuqpicGjduzBdffEHZsmXx8fFh0aJFPHz4EE9PT7744gsuX77MgQMH+N///me2zoUQQvyX3XloOhDxLP2EEEIIIcTLRx7JE0IIIf4B8fHxTJ8+nd9//53Lly+jKMYST/zV1xQHBwdWrFhBw4YNSUpKYsuWLQAMGDCAt95667nPW+vs2bPq+9wKONerV485c+bkOmb58uX/dpHt2rVrU7lyZc6fP8/y5csZPXq0Xrvuiglt4EJX2P+nncrISKeZl4dBuymxsbF6n9PS0gCwsLCgVatW6vb8+fPTq1cv/Pz8aNy4MRYW8tyHEELkRZH8ds+1nxBCCCGEePnI/0MWQgghnrOTJ09SqVIlpk2bxqVLl8wGIgCePHlitr127doMGTJE/Vy8eHFmzpz5XOZqim5R6iJFipjtW7Ro0TyNWahQob81Jy1t6iXd2hBa2hRNNjY29OzZ02DfO3fuPNMxk5OTSU9PZ8uWLfTq1YtVq1YB2SsxLCwsaNeuHStWrCA2NpaFCxfStGlTCUQIIcRTqFe6MO5OdphKPKgB3J3sqFe68L85LSGEEEII8RzJygghhBDiOUpLS6NXr14kJCRgbW3NsGHD6Nq1KxUqVKBQoULY2toCcPXqVcqWLQuQa7Dizp07/Prrr+rnmJgYzp49S8OGDf+x89CdU241KXKbv5alpeXfmpOWr68vn3/+OYqisHz5cqZOnQpAamoqa9euBaBDhw4ULmx4wyozMxPIDuhs3bpV3X7g8l2+3GykcKoC6fdu8lvIHj755BODYEahQoUIDw/HwyPvqyyEEEIYsrTQENjZi8HLwtCA3t9j7X+FAjt7SfFqIYQQQohXmAQjhBBCiOdo9+7dXL16FcguAK0tQJ2T7sqD3Lz77rvExcWh0WhwcHDg0aNH+Pr6curUKfLnz/9c5p2T7o38uLg4s32fdbXBsypVqhSNGjXiwIEDrFixgilTpqDRaNiyZQsPHjwA/lo9kZOLiwsAd+/epUKFCtjY2JCZpfDept1Yu3qq/TIe3SM5Yg+PwneTfjeaLf+/3dXVlb59+3LlyhU2bdpEgQIFJBAhhBDPSTtvd+b51mLipgi9YtZuTnYEdvYyWeNHCCGEEEK8GiR/gBBCCJFHua0QAPTSBvXu3dtkP2MFkTUaDRqNhgkTJqjb5s6dy+bNmwH46KOP+OWXX4DslRVDhw7N69SfWtWqVdX3x48fN9s3t/Z/grYexLVr1zhw4AAAy5YtA8DJyYlOnToZ3a9mzZpA9iqK0NBQAI5F3SMmMYWs9FQeR+wlbnUgt+b2537oItLvRoOlFfkqNuLb+cu5desWP/zwg9FVF0IIIf6+dt7uHPikBSvfa8DMt2uw8r0GHPikhQQihBBCCCFeAxKMEEIIIfLIzu6vopmpqalG+2RkZKjvHz9+bLRPVlYWCxYsyPV458+fZ9SoUQBUq1aNqVOnqsWRAYKDg1m9enWe5/80PDw8qFy5MgC///47jx49Mtrv8ePH/9gczOnVqxc2NjZAdp2IBw8e8McffwDQo0cPve9KV7du3dT3X3/9NVlZWYTu3UvC1lncnN2P+E3fkhJ1EpQsbD0qUbjtBxQfugzXbmMpX7cZ1tbW//i5CSHEf52lhYaGZZ3pWqMYDcs6S2omIYQQQojXhAQjhBBCvLSWLFmirhaIjo5+0dPB3f2vpzKvXLlitE/58uXV90uWLDHaZ+zYsYSFhZk9VlpaGn379uXJkyfY2dmxYsUKtd7E7NmzKVOmDACDBg3ixo0bT3MaKh8fH7PXd/DgwQAkJCTw4YcfGh3j448//tfTNEF2rYYOHToAsGbNGlasWKEGiLSrJoypXbu2ul9oaCiFChXis3ff4tGZ7ShpyVgWKIJTw954vPczbv2+I1/5BiRfPAhAkfzGAxxCCCGEEEIIIYTIndSMEEIIIfKoZs2a2NnZkZKSwueff461tTWlSpXCwiI7tl+sWDHatm1LkSJFuHPnDuPHj+fatWt069YNFxcXIiMjWbBgAbt27aJRo0YcPHjQ5LE+++wz/vzzTwC++eYbqlSporblz5+fZcuW0aRJE+7fv4+fnx+7du1S5/G8DB48mMWLF/Pnn3+yaNEibty4wQcffECJEiW4ceMG8+bNY9u2bdSpU8do2ql/mq+vL+vXr+fevXt89tlnQHZh6qZNmxrt/+DBA9asWUN8fLy6LSkpCQsLC/IVq4h1xabYFquEkvqEJ1Fh3N+zmCdXT2Dj6kmFpl2pV1pSMwkhhBBCCCGEEM9KghFCCCFEHuXPn5/hw4fzzTffEBYWRps2bfTaQ0ND8fHxITg4mG7dupGSksJPP/3ETz/9pNfPx8eH2bNn4+3tbfQ4UVFRLF26FIB27doxbNgwgz4NGzZk/PjxTJw4kT179vDtt9/yySefPKczzWZlZcXmzZtp0aIFFy9eZMeOHezYsUOvT5s2bRg5ciRt27Z9rsfOi06dOlGwYEEePHigFq7u06ePXlAmIyOD7du3ExwczPr169XVExqNBicnJx48eEBWVhaPbpyHG+eNHsfCJh+Bnb0kTYgQQgghhBBCCPE3SJomIYQQ4ilMmzaNBQsW0KRJEwoXLoylpaVBn7Zt23LixAl8fX3x8PDA2toaV1dXmjVrxvz589m1axcODg4mj7F+/XoURcHV1dVkqieAzz//nIYNG6rvc0v99Cw8PDz4888/mTx5Mt7e3tjb21OwYEEaNGjA3Llz2bp1q1q74d9ma2tLz5499bZpUzSdOXOGkSNHUrx4cTp27MiqVatITU3Fy8uLr7/+mhs3bnD//n02b96Mr68vZcuWxc4+HxoLSyzsC2DjXoH8tTtTqf9Uftu4RQqnCiGEEEIIIYQQf5NGURTlRU/idZOUlISTkxOJiYkUKFDgRU9HCCFeOXv27KF58+a59tOuRMi5bcmSJRw4cICYmBgsLS0pUaIErVq1YsSIEWqtBWOuXr3KunXr2LNnD2fPniUuLg6AIkWK0KBBAwICAmjXrl2ezuHChQv8/PPPhIaGcv36dZKTk/Hw8KB06dJ07NiRnj17UqJECb19NJrsJ+8DAwOZMGECJ0+e5Pvvv2f//v3ExcVRuHBhGjduzCeffEKdOnVynUPx4sW5desWzs7OZGVl8fjxY1xcXKhfvz79+/enS5cuJvfNOZc9e/bw008/cfjwYWJjY7G3t1dXI7ws4uLiWL58OcHBwZw+fVrdbmVlxZAhQ/Dz86NWrVrquRmTmaVwLOoedx6mUCS/HfVKF5YVEUIIIYQQQgghXisv6v61BCP+ARKMEEKIv+dZghFPnjzB39+fNWvWmOxvY2PDvHnzGDBggEFbVFSU2UCFlq+vL4sXL8bKynimw6ysLMaPH88333xDZmamyXGaNWvGnj179LbpBgCKFi3K8OHDycjIMNjXysqKlStX0qNHD5PjBwUFERAQgLn/zHft2pXly5cbXaWhO5esrCwmT56sN5Y2xdGLlpKSwsaNGwkKCmLbtm3qNbexsaFAgQLEx8fTtGlT9u7d+4JnKoQQQgghhBBCvBxe1P1rqRkhhBDipVO3bl3Onj3Lhg0bGD9+PADbtm3Dw8NDr1/p0qWB7ABAly5d2LlzJ5Bdx6Bv376ULl0aOzs7wsLCmDFjBhcuXGDgwIEUKVKETp066Y2VmZmJjY0Nbdu2pXXr1nh5eVG4cGHu3bvHpUuXmDNnDufOnWPZsmWUKVOGiRMnGp370KFDmTdvHpC9ouKDDz6gcePGFCpUiPv37xMWFsa6devMPp2/fft2jh49SuXKlRkxYgTVqlUjIyODrVu38s0335CWlsbAgQPx8fHBxcXFYP+goCD69++vfq5duzaTJk3Czc2NW7dusWLFCn799Vc2bNhAQEAAq1evNjmXdevWcebMGapUqcJHH31E1apVSU1N5dixYyb3MWXChAnqdfs7z0IoisKhQ4cICgpi9erVJCYmqm3169fH39+f3r178+abb7J3716z11oIIYQQQgghhBD/DlkZ8Q+QlRFCCPF8LFmyhICAACB75YKnp6fRfj/88AMff/wxlpaW/Pbbb3Tr1s2gz5MnT2jfvj179+7F09OTy5cvq6sb8nIcRVEYMGAAS5YswcHBgVu3buHk5KTX548//qBjx44A1KlTh5CQEJydnY3O+caNGybTNEF23YkNGzZga2urbvP09OTatWt65z1ixAi9MW7evEnFihVJTk4mX758JCcn4+/vb1B7Yt68eQwZMgSAnTt30rJlS5Nz8fHxYevWrdjZ2Rk9l7z6u8GIqKgogoODWbp0KVeuXFG3lyxZkn79+tGvXz8qVqyoN++9e/caXYUihBBCCCGEEEL8V72o+9dSwFoIIcQrLT09ne+++w6A999/32ggAsDe3p65c+cCEB0dTWho6FMdR6PRMH36dCwtLXn8+LG6CkPX1KlTgezCyr/99pvJQARgEIjQZWdnR1BQkF4gQpe9vT0A+/btM2ibOXMmycnJuLq6mj3+4MGDqVu3LgCLFi0y2c/CwoJFixb97UDEs0pMTOSXX36hadOmlClThgkTJnDlyhUcHBzo378/u3fvJioqismTJ+sFIoQQQgghhBBCCPFykTRNQgghXmnHjh3j9u3bAPTs2dNsXy8vL5ydnUlISODw4cO0bt3aZN/09HTi4uJ4+PChXu0HZ2dn7ty5w+nTp3nrrbfU7ffu3ePQoUMAvPnmm5QqVeqZz6lVq1YULVrUZLuzszM3b97k6tWr6rbo6Gg1bRVAhw4dcl0N0LRpU44fP87hw4dN9nnjjTf0xv03ZGRksHPnToKDg1m3bh0pKSlAdkCoZcuW+Pv70717d6O1LoQQQgghhBBCCPFykpURQgghXmknTpxQ3zdv3hyNRmP2lZCQAEBsbKy6X//+/VEUhbS0NLZs2UL9+vVxdHSkRIkSeHl5UbVqVfV1584dAOLj4/XmcerUKTX10MqVK9FoNAbBAB8fHzQajVp0+/bt24waNYoKFSqoqx0AkzUOoqOjURRFLe4dFxdHhw4dcHV1pVKlSnp9g4KC1JROQUFBRq/F9OnTAYiJieHjjz+mWrVqFCxYUG8VhKurq8lrHx0drY6lTQO1fv16OnfuTLFixbCysqJGjRosWbIEjUajV2fD2HxCQkIYPXo0JUuWpH379qxcuZKUlBTs7e3Jly8flpaWHD9+nO+++47AwECuX79ucm559fvvv2NnZ4dGo6Fq1arExMQY9AkNDcXf35+yZcuSL18+8ufPj5eXF8OHD9cLCOWkPW+NRkN0dDRpaWnMmjWLN954A1dXVywsLAzSbAkhhBBCCCGEEK8rWRkhhBDilaYNDjyt5ORkvc/37t2jTZs2nDx5Mk/7P3nyRO/z3bt3n+r4hw4dolu3bkb327RpEyNGjGDGjBlG97WwyH6WIDY2lq1btz7VcY1JSUnhhx9+MNq2bt06Bg8ezOzZs7G0tFS3Z2YphF27/9fnzCwCAgIMalM8jfbt26vv7e3t1Wuse60TExM5ffo0p0+fZt68eSxbtozu3bs/0/EWLlzIoEGDyMzM5I033mDz5s0UKlRIbX/y5An+/v6sWbPGYN/z589z/vx5fv75Z+bNm8eAAQPMHishIYG33nqLsLCwZ5qrEEIIIYQQQgjxqpNghBBCiFeabgqlHTt24Obmlqf9dG86A3z44YdqIKJbt24MGDCAatWqUaRIEezs7AgICCAoKAhLS0syMzOfqQCzVkxMDF27dgVgypQpNG3aFHt7e+rUqaP2mTlzJh07djSaSioiIkJ97+bmxrhx4yhRooTeTfn8+fNjZWXF/fv36dKlC1OmTDEYZ968eWodjcqVKzNkyBAqVqyIs7MztWvXVvv99NNPODo68u233wIQEh7DxE0R3Lj+VzHt4eOnkBx7lTfeeEMd5+HDh1y4cIFu3bpRp04d5s6dy7x58wD47rvv2LhxIwcOHCArKwsAKysrOnfujJ+fH0ePHiUoKIju3bvTsGFDypQpg52dHTdu3ODQoUPMnTuXR48e0adPH8LCwqhcufJTfQdff/01n376KQDt2rVj7dq15MuXT23PysqiS5cuam2QNm3a0LdvX0qXLo2dnR1hYWHMmDGDCxcuMHDgQIoUKUKnTp1MHm/AgAGcPXuWvn378vbbb+Ph4cGtW7f0fr9CCCGEEEIIIcRrTRHPXWJiogIoiYmJL3oqQgjxSlu8eLECKIASFRVltM+3336r9tmzZ88zHWfu3LnqGF27dtVry8zMVHbt2qV4eXmpfQDF2tpaqV69ujJy5Ejl2rVrys6dO/XaASU0NFRRFEVp1qyZAihOTk5qW/78+ZXSpUsrdnZ2SsGCBRUfHx+1zdLS0uhcSpUqpQCKRqNR+928edPguMZegYGBemMdP35cHads2bKKu7u7Ym1trRQuXFhp2LChut8bb7yhAIqFhYVy8eJFZevZ24rnJ5sV5w4jDI5hU7SsUql6bcXFxUXRaDTKhx9+qB4vKytLGTBggNG51atXT5k9e7YSHx+v9o+KilLS0tJMfmc3btxQihUrpgCKr6+v0T7a696sWTO9eYwcOVI9dp8+fYwe5/vvv1ev8bp164yOn5ycrB7D09NTSU9P12vX/f0Cyk8//WTyfIQQQgghhBBCiH/Li7p/LTUjhBBCvLRM1U7QVbNmTfV9SEjIMx0nLi5OfZ/z6fZJkybRsmVLvdUIkF3g+vTp00yfPp3KlStz69atPM1X6+HDh0RFRZGSksKDBw/06kto6z/s27fP6L7K/6/KKFSoEMWKFcvzMXV9+eWX6jhXrlwhJiaG9PR07t27p1fQ2svLCw8PD7Kysli8ZAkTN0VgdE2IxoK0uCtcOH2S+Ph4dezo6Gi+/PJLKlSowKJFi9TuxYsXZ+zYsURERHD06FE++OADnJ2d1XZPT0+sra1Nzr948eKMHj0agI0bN+ZppUpmZiYDBgxQa2UMHTqUZcuWGRwnPT2d7777DoD333+fbt26GR3P3t5eXVkSHR1NaGioyWP7+Pjw/vvv5zpHIYQQQgghhBDidSXBCCGEEC8t3ULKqampRvs0btwYFxcXABYsWMC9e/ee+ji6qXJy1oLIyMjA3d2dihUr6m1v3rw5Y8aMwdHRkeTkZN5//329wIgxaWlpQHaQZfLkyezfv58TJ04wb9483N3d1X62trYA3L9/nwcPHpgcT5tW6OzZs2zbts1kvy5dujBkyBD1c0pKCps3b1Y/N2zYkJUrV3LixAm2bt1Kv3791LZly5ZRvXp1ALaH7icmMcX4QZQsHLx8cH3rC+au2MTw4cPZuXMnpUuX5osvviAyMlLvpn90dDRTp07Nc3qlpKQkoqKiOHfuHOHh4YSHh6vnr20zJyUlhbfeekutaREYGMiPP/5oNIB07Ngxbt++DUDPnj3Njuvl5aUGUXSDODn5+vqaHUcIIYQQQgghhHjdSTBCCCHES0v3Bv2VK1eM9rG1tWXMmDFAdpHgHj16kJiYaHLM1NRU5syZQ0rKXzfVixYtqr7/7bff9J6yHzhwINeuXTNYgVCyZEm+/vprzp8/T7FixUhJScHJyUmvT1JSkt5nbaCjatWq+Pn50bhxY2rXrs2gQYP0VkZob4RD9goKU7Q30r29valQoYK6PeeT/oUKFaJIkSLq5y+//FKt0wDZN9Hfeecd6tSpQ/v27Vm6dKnalpKSohbJvqOzgiQn+/INcfBuwePzexkxoCezZs3i3LlzaDQaWrRoQVBQEKNGjVL76xbDNiU6Opphw4ZRqlQpnJycKFOmDN7e3lStWpWqVavyv//9T+0bHx9vcpyHDx/Srl07NmzYgEajYfbs2UyYMMFk/xMnTqjvmzdvjkajMftKSEgAsguKm6IN6AghhBBCCCGEEP9VUsBaCCHES6tmzZrY2dmRkpLC559/jrW1NaVKlcLCIjuWXqxYMezt7Rk5ciShoaFs3bqV0NBQKleuzKBBg2jcuDGFCxfm8ePHXL58mQMHDvD7779z//59/P391eM4Ojqq7/ft20fbtm0ZPHgwJUuW5M6dO0yePFlNwWNhYaF3I1+bLmjEiBGcPHmSjh07smXLFgD69+/PiBEjDFY3REdH4+fnp5fWRzeYoL25DTxTgeOAgAAWLFigBlX279/P2rVr8fT0JCsriwULFjz1mAAZaSmYCiGkXD/Dk8t/rQyoWLEi/v7+9O3bl5IlSwKYDQDktHXrVnr06EFycnKe+udc0aIrLCxMfT9w4EA++OADs2PduXMnb5PMwdxccxZMF0IIIYQQQggh/mskGCGEEOKllT9/foYPH84333xDWFgYbdq00WsPDQ3Fx8cHCwsL1q1bx7Bhw1i4cCExMTEEBgaaHNfBwcHsk/k7duxgx44dBvs8fvxY/Xz//n3Cw8MB9NIFvf3222ow4v79+0bnkZSUZLbGQXp6usm2vGjYsCHt2rXjrbfeQlEUrl69So8ePUz2nzJlCl26dNHbVrVqVb3PX375JW/16MmAdTe5FRPHk6g/9dqV1MdY2OXHtUYL1v0wlgb16z1VDQ1dCQkJ9OnTh+TkZBwdHRk1ahRt27albNmyODk5YWNjA8Du3btp2bJl9vHNXM8qVaqQkZHBxYsX+eWXX2jatKnZtEm6AaAdO3bg5uaWp3mbCzjkZSWIEEIIIYQQQgjxOpNghBBCiJfatGnTKF++PMHBwZw7d47ExESjqwVsbW2ZP38+Q4cOZeHChezdu5fr16/z8OFDHBwcKFmyJDVr1qRNmzZ07doVe3t7o8f73//+x549e7h27Rp2dnZ4enri4+PD1q1buXTpkroqYuPGjWzcuNFgf92n6rt27cqlS5e4dOkSmZmZaDQaFEWhbNmy/Prrr8/pChnXuXNnrKysSE9Px93dHUVRSEhIQKPRqLUrILuI87hx43IdLz4+nohz4bB9Pjf27YIs/e8gf61OFG7+Lj/1r09Db3cTo+TNmjVr1NUk69ato1WrVkb75bU+iIuLCytXrqR58+ZcvHgRf39/NBoNffv2Ndlfy9raGm9v76c7ASGEEEIIIYQQQhiQmhFCCCFeahqNhoEDB7Jv3z4SEhLIyMhAURQURcHHx8egf7Vq1Zg1axanT5/m/v37ZGRkkJiYyNmzZwkODsbX15f8+fObPN7YsWO5ePEiKSkpPHjwgK+++ooFCxZw6dKlPM03MjJSfT9ixAgiIiJo3LgxAAUKFACyUzsZe9p+8eLFeToGZKeWMjen06dPqyss2rRpQ0xMDGlpaQQFBen1062PoEtRFL3UR/PmzaNHjx4c2bMdsjKxKVhUr79r6cr81L8+7cwEIvK6UuLcuXMAFC5c2GQgwtzcjXF3dyc0NJQKFSqQlZWFv78/K1asMNpXtxB5SEgIS5YsUetDREdH5/mYQgghhBBCCCGE+IsEI4QQQggTdNMF2draqtsPHjxIamqqGhTZtWuX2rZz585/ZW6PHj1i7dq1JtsXLVqUp3GOHDnC3r179bZdu3aNKVOm6KVqSktLo1ixYnzyySecO3eOedO/0tvnsw6VzQYiAOzs7NT3qampJvtlZGQA2cWzdetz6EpOTtYrtJ0XugGJzMxM/Pz8WLlypUG/xo0bq6sjFixYwKNHj57qOEIIIYQQQgghhDAkwQghhBDCBN10QTNmzFC3L1y4UK1bAPrpgi5fvvyPz0tbf2DMmDHcvn3boP3ChQvMnz/f6L6FCxdW32tXKvTt25cTJ06wZMkSWrRogaenJ+PHj9db5fHGG2+wadMmpk2bhpeXFxYW+qsccn42xt39r2DFlStXTPYrX748kB1wWL16tUF7ZmYmAwcONHruufHw8CA0NJTy5cuTmZlJv379DFJm2draMmbMGCA7IDVnzhyzY6ampjJnzhxSUlKeej5CCCGEEEIIIcR/hQQjhBBCCBN00wUNGjSIRo0aAdnplHx9fdm1axdhYWEsX75c3effqC+gTSN08+ZN6tSpw+zZszlz5ozaPn36dIoVK4arq6vBvrqrHWrVqgXArVu3qFu3LgEBAYSGhqptugXDDx06xK1bt/7WvN944w31/UcffcS+ffu4fPkykZGRREZGqisievXqpa5ECQgIYOzYsezatYsTJ04QFBRE/fr1WblyJSVKlHimeXh4eLBnzx41IOHr62sQ9Bg5ciTt27cHsoM7WocOHeLUqVMcPHiQJUuWMHDgQNzd3Rk6dKg6fyGEEEIIIYQQQhiSAtZCCCGECTnTBS1evJimTZsSGxvL8uXL9YIQWgEBAYwcOfIfnVeVKlV44403mDVrFjExMQwbNkyv3dbWljVr1tCzZ0+Dfd3d3SlbtixXrlwhLCzM5DFytmk0GhwdHf/WvMuVK0evXr1YvXo127dvZ/v27XrtUVFReHp6Urx4cebNm8fAgQNJSUlh2rRpTJs2Ta9v7969sbGxeepUTVraFRI+Pj5ERkbSt29fNBqNes0sLCxYt24dw4YNY8GCBep+popeOzg4qCtWhBBCCCGEEEIIYUhWRgghhBAm5EwXVL58ecLCwhg2bBhlypTB2tpaL10TZN/E/jfMnDmTLVu20LZtWwoXLqxX06Jfv37UrVtXr398fDyzZ8+mbt26aookRVGwtrbGz8+PgQMH0rhxY1xdXbGyssLa2lrdt1q1aly/ft1owfCntWzZMr755hvq1auHk5OTyaLWAQEB7N+/n27duuHq6oq1tTXu7u60a9eOVatW8euvv/7ta12sWDH27NlDuXLlyMjIoE+fPvz2229qu62tLfPnz2fSpEnqtvz582NpaUmBAgXw9vamX79+LF26lJiYGOzt7f/WfIQQQgghhBBCiNeZBCOEEEIIE4ylC4qIiMDPz48vvviCatWqkZaWpqZvAqhRo4Za2DrnzXtt2549e3I9dlRUFIqi4OnpabJPhw4dCAkJISEhgZSUFHUea9asYeXKlWzYsIE5c+Zw8+ZN3NzcGDZsGCdOnMDS0lKtHZGens7Vq1dp3bo1M2fOZOnSpfTt21cv5VBGRgbFixc3O993331Xr3aGlqIouLq6otFoGDx4MNbW1owePZqjR48SEhLCuHHjaNasGUWLFqVChQoUKFAALy8vBg8eTMGCBVm3bh137twhLS2N27dvs3XrVpKTk9FoNAQFBanHad68ORqNRu+1ZMkSg+utKApr166ld+/eeHp6Ur58ee7evUuVKlXo2bMnFhYWBrUfdNNBnTlzhrS0NL7//nucnJzYsmUL//vf/6hXrx7jxo1Ta4wA9O/fX/0teHp60r9/fzQajfqdxsbGMmrUKCpUqEC+fPkoVqwYvXr1UtODaUVHRzN8+HAqVKiAvb09RYsWpW/fvmbrbgCEh4czefJk2rZtS/HixbG1tcXR0ZHy5cvj7+/PkSNHzO4/YcIE9VpCdm2M77//njp16uDk5ISjoyM1atRg2rRpUi9DCCGEEEIIIUTuFPHcJSYmKoCSmJj4oqcihBAiDxYvXqwACqBERUXptS1atEixsLBQ23O+evfurezcuVP9HBoaajB+s2bNFEBp1qyZ0eOXKlVKAZRGjRqZnIduP39/f6PjbN68WdFoNCbnWrt2bWXmzJlKXFyccv/+fXVepl5OTk4KoGg0GiUhIcHkNdO+1q1bZzCnM2fOqO2//vqr2f1zviwtLZU5c+bkelxTr5zX8MaNG0q9evVy3W/x4sUmj3nu3DmldevWJvetUKGCEhcXZ/T78ff3VwClVKlSyqlTpxQ3NzejY+TLl0/Zv3+/oiiKsmvXLvV7yPkqVKiQcvbsWaPHCg0NzdM1+vTTT43uryiKEhgYqPaLjY1VatasaXKcN954Q3n8+LHJsYQQQgghhBBCvDxe1P1rWRkhhBBCmJGXdEHmagVkZikkPUkHIOlJOplZyj8yzxs3bnDmzBmTKxgGDx7MiRMnGD58OEWKFKFgwYKEhoaycuVKOnXqhJubG9bW1hQqVIiGDRvy9ddfs2nTJiB7NcG+fftynYOxFR+625o1a6a+z8jIoFChQvj7+7No0SL2799PWFgYmzdvZtKkSbi4uJCZmcnQoUPZvXu30eP5+vqq78+ePWvwKlasmNoeHx9Po0aNOHbsGAAlS5ZU244fP87vv//OiBEj8PDwMHuO7733Hjt37qRv375s3LhRnXPbtm0BuHTpEh999JHZMZKTk+nevTtpaWlMnTqVgwcPcuTIESZMmICNjQ3Jycn069ePyMhIunfvTv78+Zk5cyZHjhzhwIEDfPTRR2g0Gu7fv8/AgQONHiMjIwMHBwd69erFTz/9xJ49ewgLCyMkJITp06dTqlQpAKZNm8bixYvNzhfgzTffJDw8nCFDhrBt2zbCwsL47bffqFevHpBd2HvKlCm5jiOEEEIIIYQQ4j/sXw19/EfIygghhHi1/PLLL+oT3jdu3Hhu4249e1tpMHWnUuqTzeqrwdSdytazt/X65bbiwZSHDx8qQUFBSsuWLfVWRNjb2yt9+vRRtm3bpmRkZDzz/DMyMtSn8ocPH27QXqRIEQVQunTpogBKtWrVDPq8+eabCqBUqlRJb/vNmzfNPkn/4MEDpVq1agqgNG7cWN2uu0rhww8/VN/npmfPnmrfiRMn6j31rys1NVWJjY3V25ZzNUbOlROKoiiZmZlKy5YtFUCxsrJS7ty5Y9BHuzICUFxcXJTIyEiDPrNnz1b7uLq6KuXLlzc61ujRo9V+YWFhBu13795V7t+/b/J6pKamqis8SpUqZfR3onuNrKyslB07dhj0SU5OVry8vBRAcXZ2VtLT000eUwghhBBCCCHEy0FWRgghhBAvSFJSkvreycnpuYwZEh7D4GVhxCTq59KPTUxh8LIwQsJjnmncrKwsdu3ahb+/P25ubvj7+7Nr1y4URaFZs2YsWrSI2NhYli9fTps2bcyu2siNpaUlTZo0AQxXPURERHDnzh0sLS35/PPPgezVCQkJCWofRWdFRc76GcWKFSNfvnwmj+3k5KQWjj5w4IDeuE/r8uXLamHqdu3a8cUXXzBhwgS1noMuGxsbihYtanKsbt260b9/f4PtFhYWjBo1CshelXD48GGzc/ryyy8pW7aswfYBAwZgZ2cHwN27d/nxxx9xdXU16Dd48GD1/f79+w3aXVxcKFiwoMnj29jY8O233wJw7do1Tp06ZXa+Q4cOpVWrVgbb7e3tGTZsGAAJCQlERESYHUcIIYQQQgghxH+X1YuegBBCCPGiaW/Eurm5kT9//r89XmaWwsRNERhLyKQAGmDipghae7lhaaHJ05gXLlwgODiYZcuWcePGDXV7uXLl8PPzo1+/fmaLXT8rHx8fNm/erAYanJ2dAQgNDQWgVq1a1KlTh+LFi3Pz5k327t3Lm2++CWQXUI6Pj1fHMefx48fcvXuXx48fqwECa2trtf306dO0aNHimc5hy5Yt6pi5pVDKjW5qqJzq1Kmjvr969arJfhqNhl69ehlts7e3p3z58pw9e5ZChQrRpk0bo/1Kly5N/vz5efjwodljaaWkpHDnzh0ePXpEVlYWgF4g5vTp09SuXdvk/k9z3tWqVct1PkIIIYQQQggh/nteu2DEvn372LhxIydPniQsLIykpCT8/f1ZsmSJyX2ysrKYO3cu8+fP5/Llyzg6OtK8eXOmTJlC+fLl/73JCyGE+NfcuXOHq1evsmfPHlauXAlA+/btn8vYx6LuGayI0KUAMYkpHIu6R8Oyzib7JSQk8OuvvxIcHKzWOgAoWLAgvXv3xs/Pj4YNG6LR5C2g8Sy0QQRFUfQCDdqVEtr2Zs2asXz5cvbs2WPQR9ueU3x8PNOnT+f333/n8uXLBqsUcvZ9VmFhYUB2EKBRo0bPPA5A5cqVTbYVLlxYff/w4UOT/VxcXPT65qRd0VCuXDmz323BggV5+PChyWM9fvyYmTNnsmrVKs6dO0dmZqbJsXK7vs/jvIUQQgghhBBC/Le9dmmaFi1axPTp0zl27FiuRSi1Bg0axLBhw8jMzGTYsGF06NCBjRs3UrduXUk3IIQQr6m5c+fSsGFDxo4dS1paGgULFmT8+PF/e9zY2Fi+/2oiMUEjuD6jN9e+7cqNH/tye+EQ7q6bysNTW8lMTgTgzkPDgEVaWhpz5syhdOnSuLi4MHToUDUQUb9+fVavXk1MTAw//fQTb7zxhtGb1UeOHKF///6UKVOGfPnyUaBAAby9vfn444+5fv16ns4jMTGRr776iuHDh6vH8PX1pX379gQFBbF3714AmjdvDvwVlNANQGjfV6pUCTc3N73xT548SZkyZZg2bRqXLl0yG4gAePLkidn2xo0b4+zsTL58+ahcuTLjxo3jwYMHQHa6I4ACBQrg4OAAwIQJE9BoNCZv9nt6eqLRaAxSMrVp0wY7OztcXFzo2LEjO3bsUNssLP76n1U5b/wnJiZy9uxZIDvIpE0H1b59e4KDg/X6a8fRprHKOZc///yTd999l5iY7FRfixYtUs9VKzo6mqpVq/LZZ59x5swZs4EIyP36mkupZe68hRBCCCGEEEIIrdcuGDF06FDCw8NJSkpi8eLFufYPDQ1lwYIFNGnShLCwML755huCgoLYsmULSUlJejmZhRBCvF4sLCwoWrQob7/9NocPH6ZMmTJ/a7yDBw9SuXJlfvvlR9JiI1FSH0NWJlnJiaQnXCf50iHubZtD8sWDABTJb6e3/9GjR9UARHR0tMH4R48e5datW2pNgZwUReGjjz6iYcOGBAUFERUVxZMnT3j48CHnzp3jhx9+oGLFiixbtszseWzbto0yZcowbtw4Dh06pAYKnjx5QkhICP379+fu3btYWVnRuHFjAJo28wGyUzNtPX6JjMwsk/Uinjx5QrNmzXJ9il6bEkp7bjmlp6er7w8ePMi9e/d48uQJFy5c4KuvvqJ+/frcuXNH7fOsK0i0KysAbt26RWpqKgkJCfzxxx+0adOGGTNmmN1fez2142RlZZGens6dO3cICQnB39+fpk2bqkETc+bPn0/9+vVZtGgRGRkZJvv169ePqKgoNBoNAwYMYPv27dy4cYOUlBS1VoZu4CC3YJAQQgghhBBCCPF3vXZpmnTzFufFggULAJg8eTK2trbq9pYtW9K2bVtCQkK4dOkSFSpUeK7zFEII8WJNmDCBCRMmPLfx0tLS6N27Nw8ePMDR0ZH8NdqT6VYFC4eCkJVJRuIdUmMu8uTyEQDcnezwsE7m668Xcvv2bSC7LgRkB0maNWvGgAEDqFChAnv37mXKlCkkJiYyevRo2rRpg5eXl8EcPvvsM/XGePHixfn000+pW7cuqampbN++nenTp/PkyRP8/PwoVKgQHTt2NBhj165ddOrUiYyMDJydnRk6dCg3btxg0aJFaDQa/Pz8CA4ORlEU7OzssLOzIyQ8hombrmGZ35XMh3fxm7oEj5KlTdaLGDVqFI8fPwagbNmyfPbZZ5QtW5YCBQpw7949wsPD2blzp15qKmM2btyo97548eLcvn2bH3/8kW3btnHp0iU++ugjXFxcgOzVCY8fP1ZXR+TF2bNn1RUNAGvXrqV48eJ5/k50r6etrS2pqakUKVKErVu3cvfuXdavX8+CBQs4dOgQ3bp1MygUruv48eMsW7aMYsWKMXLkSL766itiY2OpU6cONjY2ar8LFy5w4MABAMaNG8fkyZONjnfv3r08XwchhBBCCCGEEOLveu2CEU9rz549ODg4GM0hrQ1G7N27V4IRQgghzDpw4AC3bt0CYMWKFViXrsPgZdlPwiuArUdFHCo3IatRXx5H7CF140RKf3bA4In0MmXKcOTIEVxdXdVt9erVo169evj4+JCRkcH8+fMNnsY/d+4cX3/9NQDly5fn0KFD6k14gCZNmtClSxd8fHxITk7mvffeIyoqSi8Qn5ycTL9+/cjIyMDHx4eNGzeSP39+wsLCWLRoEYqi0KlTJy5fvsyhQ4d49OgRY76axfrkSiiAXUlvHp8LJfX6GW4++utGd856EVu3blXfHz9+nEKFCum1t2jRguHDh/Pdd98xevRok9f85s2b6vvOnTsDULNmTdq3b0+bNm3YtWsXq1evJjAwMPt7UBQOHDhA27ZtTY6ZU1hYGCVKlFCLhteqVQtPT888fSc5r6eHhwcrVqzA3t6eWrVqAdn/W6NTp0506dKFQ4cOERwcbHIuEREReHl5sX//fgoXLsz3338PQJUqVfTSKJ07d05937t3b5PjnThxIs/XQQghhBBCCCGE+LteuzRNT+Px48fExMRQunRpLC0tDdq1xasvX778b09NCCHEKyY2NlZ936xZM9p5uzPPtxZuTnYoShYp184Qv2UGt+b6cW/7HP48sh9FUWjSpIleOqK1a9fqBSIAMrMUbIp7U6FqTQA1/ZGuuXPnkpWVBcDPP/+sF4jQqlu3Lp9++ikAMTEx/Pbbb3rtixcvJiYmBmtra5YtW0b+/PkBqFGjhlpUOTQ0lEuXLqn7LPxlMdpwil3JqgCkXD9LyvXs1QR2riVxLVJU7zhJSUnq+9TUVIN5QnYqI21hcVN0VyLojmNhYcGoUaMAyMjIwMXFRU3RlFtKJWMGDhxodHuzZs2oX78+YPw7yXk9ra2tjY7TsWNH3nrrLSC7/oM5c+fONVv8GtBL36RdgWLMTz/9ZHYcIYQQQgghhBDiefpPByMSE7MLiDo5ORltL1CggF4/U1JTU0lKStJ7CSGE+G/x8PBQ32trFpW2TqL5o92kLhtC3K/jeBy+k6y0J5QtW5aJEydy5coV9u3bh6OjIwDe3t7UqFFDb9yQ8Bgaf72bdxYcIcY6+xhnzl8iJDxGr5+2kHKZMmXUotLGvPfeewb7aK1fvx6AN954g2LFiqnbLSwsaNq0KQDLly8nPj5eDeI/unkRJSu79oBtyWoApMff4En0KQCsilXhWJR+OqCiRf8KTsyZM8foPMeOHatXq8GYFi1aqO+vXLmi16abtjElJUW92R8SEsKkSZNMjpmWlqZXZ8Lb25uSJUua7K89ztWrVw3aTF1PY7TX9/jx4ybrN5QoUcJglYkx2ocpAJYsWWK0z7x589iwYUOuYwkhhBBCCCGEEM/LS5mmycXFhYSEhDz3Dw0NNchH/W/66quvmDhx4gs7vhBCiBevUaNGlCtXjsjISEaMGMFnn32m91S6k5MTvXr1wt/fnzfeeMNoMeXKlSvrfQ4Jj2HwsjB15YGFXfZKhczUJwxeFsY831q083YnNTVVXcXXoEEDs/N0c3PD09OT6OhovVoI8Ffanr1795os9qwN0KvFj7MyyHryEEuHglgXdMOygCuZSXdR0pKB7NUSdx6m6I0xfPhwBg0aBGTXbFqzZg1du3alSZMmPH78mAULFrBr1y4aNWrEwYMHTZ5Lhw4dmD17NgAfffQRn332Ge7u7mg0GnWVCMDDhw+ZO3cuR44c4ebNmwQGBuoFGE6ePMnNmzc5cOAAK1eu1KuxkPM7yUm7SsFYMW5T1/PatWsmr296errJwtTVqlUzOxetmjVr4u3tTXh4OD///DMPHjzA19cXd3d3bt68ybJly/jtt99yvb5CCCGEEEIIIcTz9FIGI9555x2j/6feFDc3t2c6jnZFhKmVD9oVDqZWTmiNHTuWjz/+WG+/EiVKPNOchBBCvHrS09PZunUrpUuX5sqVKyiKoheIsLa2pkaNGtSrV4+6deuavBGtm/c/M0th4qYI9J6R1+6nZN9on7gpgtZebty/f1/tUqRIkVzn6+bmRnR0tF4B4/T0dB48eJD7yRqhZPyVIsmuZFUeh+/+63OJqhTJb6fX//3332ffvn2sWLECgIsXL/LNN9/wzTffqH3q1q3Lzz//jLe3t8njVq5cmV69erF69Wq2b9/O9u3bjfbLzMzE1dWVAwcO0K1bN06dOsX169fVdt1VFDnpfifGWFhkLzLVDX5oj/ms11MN9OSQs7aGKRqNhqVLl9KiRQvu37/PqlWrWLVqlV6fqlWrsmbNGr0VPUIIIYQQQgghxD/ppQxG/Pjjj//KcRwcHHB3dycqKorMzEyDuhHap0x10x0YY2trq1cAVAghxOtPURTCwsIIDg5mxYoVxMfHq22lS5emSJEixMfHc+XKFdLT09m7dy979+7l22+/ZcuWLZQrV87s+Mei7hGTmGKyXQFiElM4FnWP0g5/bTcV6Mg595x0b4B3797dIJVRVlYWTZo0UQP18+fPp179Bvj9cpREm79qXtiVrKYGI6wLF6d4MXfqlTascbB8+XICAgIYM2YMERERBrUjjh8/zoIFC3I9l2XLllGnTh1+++03Ll68SFJSksk0R6VKleLkyZP8+uuvTJo0iYsXLwLZqxs8PDyoUaMGvXr1om3btkyYMCHXY5ujOwft9fzss8/YuHEjHh4ebNu2zeS+H3zwgdHtxupbmVKjRg1OnTrFV199xdatW7l9+zb58+enXLly9OrViw8++AA7O7vcBxJCCCGEEEIIIZ6TlzIY8W9q1qwZv/76KwcPHlTzNWtpbxTkJT+zEEKI/4bbt2+zbNkygoODOXfunLq9aNGi9O3bFz8/P6pXr65uv3PnDjt27ODnn39m//79XLp0id69e3Py5Emzx8mZ2shcv1rF/ypWHRcXl+s+2j66hZDt7OxwcHDg8ePH3L9/3+iKBGMrCb9+z4XBy7JrOyiAY9VWOFZthTYkEtjZC0sL4wGSVq1aqXUhMjMzOXnyJL///jvz5s0jKSmJmTNnsmHDBrp06WLyXKytrRk9ejSjR482aDMWmLGwsKBPnz5cunRJTbGYW2rI/v37079/f7N9tHSDEDNmzNC7nnmt0bB379489YuOjjbbXrJkSebNm2e2j6nADcCECRPyFJTx9PQ0O44QQgghhBBCCAH/8QLWAP/73/8AGD9+PGlpaer2Xbt2sW3bNpo2bUqFChVe1PSEEEK8BJKTk1m+fDlt27alRIkSfPLJJ5w7dw5bW1t69+7Nli1buHnzJtOnT9cLREB22qS+ffuyd+9e2rZtC0BYWBiRkZFmj5kztZG5fra2tuoqvmPHjpntHxcXp97Erlq1ql5bzZo1ATh8+LC6AiI37bzdmedbCzcn/fm6OdmpNS3ywtLSknr16jFt2jRCQkLU7atXr87T/i+jZ7meQgghhBBCCCHE6+q1Wxlx4MABFi5cCMDdu3fVbdonGitVqsSnn36q9m/evDkDBw5k4cKF1KxZk44dOxIXF8eqVasoUKBArk8UCiGEeD1lZWWxf/9+goKCWLNmDY8ePVLbGjdujJ+fHz179qRgwYJ5Gk+j0dCiRQt11V18fLzZVE31ShfG3cmO2MQUjD1zriH7hr82BVLr1q25fPkykZGR7Nu3z2C1n5b2v5HafXR169aNAwcOkJqayg8//EBgYGCezq2dtzutvdw4FnWPOw9TKJI/e16mVkTkpmHDhuTLl4/k5GS99Fevmme9nkIIIYQQQgghxOvotVsZERkZSVBQEEFBQfzxxx8AXLlyRd2m+7Sl1s8//8ysWbPQaDTMmjWLLVu20LlzZ44dO4aXl9e/fQpCCCFeoMuXL/P5559TpkwZfHx8WLx4MY8ePaJ06dIEBgYSGRnJ/v37ee+99/QCEfv371drDRmTlZXFrl27gOzAhKenp9l5WFpoCOyc/d8gU7f0dVMgDRkyRC2mPGjQIL2i1lphYWF89dVXALi7u9OjRw+99vfff18tgD158mR+//13s3M8e/YsmzZtUufbsKwzXWsU4+L+TVhZWqDRaIym+Vm6dCnp6ekmxz1w4ADJyclAdv2NV9XfuZ5CCCGEEEIIIcTr5rVbGfE0eZ21LCwsGDZsGMOGDftnJiWEEOKldv/+fVavXk1QUBCHDx9WtxcoUIBevXrh5+dHo0aN1Jv9xuzatYsvv/ySxo0b06FDB6pXr06RIkVITU3l6tWr/PLLL4SGhgLZBY3d3NxynZc2BdLETREGxaxzpkCqUqUKn3zyCV999RXnz5+nZs2afPLJJ9SpU4fU1FS2b9/O9OnTSU5ORqPRsGDBAmxtbfXGdHR0ZPXq1bRu3Zr09HR69OhBly5d6NWrF+XKlcPS0pI7d+7w559/smnTJo4cOcLIkSPp3Llznq6zlp+fH6NGjaJbt240atSIcuXKYW9vz927d9m3bx9z5swBwMrKivfee++pxn6Z/FvXUwghhBBCCCGEeBW8dsEIIYQQIi/S09PZtm0bwcHBbNy4kdTUVCA7QN2mTRv8/f3p2rUr9vb2eR4zKyuLffv2sW/fPpN9mjVrppcqKTe6KZBmPtjFqoN/bc9pypQpJCcnM3PmTK5du8aQIUMM+tjZ2bFgwQI6duxocn67d+/mnXfe4ebNm2zYsMFs4eUCBQrk+Vx03blzh/nz5zN//nyj7fb29ixYsIBatWo90/gvi3/regohhBBCCCGEEC87CUYIIYT4z1AUhVOnThEcHMyKFSu4c+eO2la1alX8/f3p06cP7u55K7qsa8yYMdSvX5+dO3dy+PBhbt++TVxcHIqiULRoUWrXrs3bb79Nz5490WierpaCNgXSNjfzN6o1Gg0zZszg7bffZt68eezbt4/Y2FisrKwoVaoUbdq0YcSIEZQsWdLsOI0bN+by5ctqoObUqVNq7QZnZ2cqVapE48aN6datm1qk+WlcvHiRHTt2sGvXLi5dukRcXBwPHjzAwcGB8uXL06pVKwYPHpzrPF8V//T1FEIIIYQQQgghXgUaRVGM1cUUf0NSUhJOTk4kJibKE45CCPESiImJYfny5QQFBREeHq5uL1KkCH379sXPz4/q1as/dZBACCGEEEIIIYQQ4lXzou5fy8oIIYQQr6UnT56wfv16goOD2b59O1lZWQDY2NjQtWtX/P39adOmDdbW1i94puJVk5mlcCzqHnceplAkvx31ShdWC4kLIYQQQgghhBDCOAlGCCGEeG1kZWVx4MABgoODWbNmDUlJSWrbG2+8gZ+fH7169aJQoUIvcJbiVRYSHmNQUNzdyY7Azl5G63gIIYQQQgghhBAimwQjhBBCvPIiIyNZunQpS5cuJSoqSt1eqlQp/Pz86NevH+XLl3+BMxSvg5DwGAYvCyNnfsvYxBQGLwtjnm8tCUgIIYQQQgghhBAmSDBCCCHEK+nBgwesXr2a4OBgDh48qG7Pnz8/PXv2xM/PjyZNmmBhYfECZyleF5lZChM3RRgEIgAUQANM3BRBay83SdkkhBBCCCGEEEIYIcEIIYQQr4yMjAy2b99OUFAQGzZsIDU1FQALCwtat26Nn58f3bp1I1++fC94puJ1cyzqnl5qppwUICYxhWNR92hY1vnfm5gQQgghhBBCCPGKkGCEEEKIl97p06cJCgpixYoVxMXFqdurVKmCv78/ffv2xcPD4wXOULzu7jw0HYh4ln5CCCGEEEIIIcR/jeSuEEII8VKKjY3l+++/p3r16tSoUYMffviBuLg4XF1d+fDDDzl58iRnz55l9OjREogQ/7gi+e2eaz8hcrNnzx40Gg0ajYY9e/YYtE+YMEFtF4a012bChAkveipCCCGEEEKI/ycrI4QQQrw0njx5wsaNGwkKCmL79u1kZmYCYGNjQ+fOnfH396ddu3ZYW1u/4JmK5yEzS+FY1D3uPEyhSH476pUu/NLWW6hXujDuTnbEJqYYrRuhAdycss9BCCGEEEIIIYQQhiQYIYQQ4oVSFIWDBw8SFBTE6tWrSUpKUtsaNGiAv78/vXr1onBhucn7OgkJj2Hipgi9OgzuTnYEdvainbf7C5yZcZYWGgI7ezF4WRga0AtIaMMngZ29XtpgihBCCCGEEEII8aJJMEIIIcQLcfXqVZYuXUpwcDBXr15Vt5csWRI/Pz/69etHhQoVXuAMxT8lJDyGwcvCDFYYxCamMHhZGPN8a72UAYl23u7M861lEERxe4mDKOLV5ePjg6IYW4cj8kKunRBCCCGEEC8fCUYIIYT41yQmJrJmzRqCg4PZv3+/ut3R0ZEePXrg7+9P06ZNsbCQkkavq8wshYmbIoymOlLIXmUwcVMErb3cXspVBu283Wnt5fZU6aWWLFlCQEAAAFFRUXh6ev5LsxVCCCGEEEIIIV4eEowQQgjxj8rIyGDHjh0EBwezfv16UlKynyjXaDS0atUKPz8/unfvjoODwwueqfg3HIu6p7eqICcFiElM4VjUPRqWdf73JvYULC00L+3chBBCCCGEEEKIl5U8eiqEEOIfcebMGUaNGkWJEiXo0KEDv/76KykpKVSuXJlp06Zx/fp1tm/fjq+v7386ENG/f380Gs1r97R8dHQ0Go0GjUbDkiVL1O13HhoGIlKun+Ha15249nUnUq6fMdlP/PO039mECRNe9FT+ERMmTFDPESApKYkJEyZQtWpVHB0dKVq0KB06dODQoUN6+925c4fx48dTpUoVHBwccHZ2pkuXLoSFhZk81tWrV5k+fTqdO3fG09MTe3t77O3tKVWqFL179yYkJMTsXPfs2aPOdc+ePX/73M1JTk5m1qxZtGnTBg8PD2xtbSlatCi1a9dm+PDhHDhwwGjaoyNHjjB+/Hh8fHxwc3PDxsaGAgUK4OXlxeDBg4mIiDB73Jx//2JjYxk3bhze3t44OTmh0WhYv379U/eFvP+WIyMj+fjjj6lWrRoFCxbEzs6OUqVK0adPH/bt22dyP2N/49avX0/nzp0pVqwYVlZW1KhRw+yxhRBCCCGE+K+RlRFCCCGem7i4OFasWEFwcDCnTp1Stzs7O9OnTx/8/PyoXbu2eiNQ/PcUyW/3XPsJ8axu3LhBq1atuHTpkrrt8ePHbN26le3bt7Ny5Up69uzJmTNn6NChA7du3VL7JScns2nTJrZv384ff/xBixYt9MaOioqibNmyRo97/fp1rl+/zurVq/H19WXx4sVYWb24/0m+b98+evfuTWxsrN72O3fucOfOHcLCwvjxxx8NUozpph/TlZ6ezvnz5zl//jwLFixg1qxZDBkyJNd5HD16lM6dO3P37t3n2tecadOm8cUXX5Cenq63XfsdrVy5kkGDBjF79mwsLS1NjqMoCgEBAXqBVyGEEEIIIYQhCUYIIYT4W1JSUti4cSPBwcGEhISQmZkJgLW1NZ07d8bPz4/27dtjY2PzgmcqXgb1ShfG3cmO2MQUo3UjANydsuswCPFP6tmzJzdv3mTs2LG0a9eOfPnyceDAAQIDA0lKSuLdd9+lTp06dOrUiSdPnjBlyhSaNWuGtbU1ISEhTJkyhdTUVAICArh8+bLe37jMzExsbGxo27YtrVu3xsvLi8KFC3Pv3j0uXbrEnDlzOHfuHMuWLaNMmTJMnDjxhVyDgwcP0qpVK9LT07GwsODtt9/mzTffxNPTk/T0dC5dusT27dv1VhxoZWRkUKhQIbp06UKzZs0oX748Dg4O3L59m7CwMGbNmkV8fDxDhw6lUqVKBgEbXY8ePeKtt94iOTmZsWPH0qZNGxwdHTl//rzBqrGn6WvOpEmTCAwMBKBy5coMGTKEihUr4uzszNWrV1m4cCHbtm3jp59+wtHRkW+//dbkWDNmzODMmTO88cYb6jgPHz7kwoULeZ6PEEIIIYQQ/wUSjBBCCPHUFEXh8OHDBAUFsWrVKhITE9W2+vXr4+fnR+/evXF2lrz6Qp+lhYbAzl4MXhaGBowGJAI7e72UxavF6+XUqVPs3buX+vXrq9vq1KlD+fLl6dSpEw8fPqR+/fooisKxY8f0VjrUq1cPFxcXPvjgA65fv86WLVvo3r272u7u7k50dDTu7u4Gx23ZsiWDBg1iwIABLFmyhOnTp/Pxxx/j5OT0z55wDqmpqbzzzjukp6dja2vLxo0badOmjV6fBg0a4OfnR0JCAvny5dNra9++PX369DHYXrNmTTp27Mjw4cNp2rQpZ86cITAw0GwwQjv+/v37qVWrlrq9Tp06f6uvKSdOnFADQKNHj2batGlYWPyVvbZWrVr06NGDTz75hG+++Ybvv/+e9957jwoVKhgd78yZM/Tp04elS5fqjdO8efM8z0kIIYQQQoj/AqkZIYQQr5G85hg/d+4c/fr1o2TJktjY2OQ5L3l0dDRffvklFSpUoFGjRsyfP5/ExERKlCjBuHHjOH/+PEeOHGHIkCEGgYiEhATGjBlDxYoVsbe3p2jRorRu3Zp169YB2Sk/tPOIjo7W2zctLY1NmzYxdOhQ6tatS6FChbC2tsbZ2Zn69eszYcIE4uPjc70+e/fuxdfXl7Jly5IvXz7s7e0pWbIkderUYdiwYWzatMloXvS8SEpK4quvvqJRo0Y4Ozur86tcuTIdO3ZkxowZXLt2Te2vzV0fFBQEwLVr19Tz133p8vT0RKPR0L9/f73rVaJECezs7HBxcaFjx47s2LHjmc5BV0xMDHPnzqVHjx7qE8+2trYUK1aMrl27smrVKrKysozuq9FoKF26tPo5ICBA75zaV/WgUdJuCmY94NrXnYhbOU7tG7dyHO2reuj1N5X6JCwsjEGDBlGpUiXy589Pvnz5KFeuHAMHDuT06dMmz83Yv5O1a9fSunVrihQpgp2dHWXLlmXo0KHcvn0712t1//59Pv30UypVqoS9vT1FihShVatWrFmzJtd94fn8vnV/GwCXLl1i0KBBlC5dOk+/De3+WhMnTjT4LWrHfl2MGDFCLxCh1bFjR0qVKgXA3bt3mTx5stGUSwEBAdjZZacT279/v16bg4OD0UCElkajYfr06VhaWvL48WN27tz5d07lmSxdupQbN24A2d93zkCELmdnZ+zt7fW2FStWzCAQocvJyYlJkyYBcODAARISEszOZ8yYMXrBhefV15ivv/6arKwsvL29DQIRuiZPnoyHhwdZWVnq32pjnJycmDdvnslxhBBCCCGEEP9PEc9dYmKiAiiJiYkveipCiP+Y0NBQheyHzZXQ0FCjfU6cOKHY29ur/XRfxvZJTExUfvnlF6Vp06Z6fR0cHBQ/Pz9l165dSmZmptl5nTlzRilatKjRYwLK//73P2Xx4sXq56ioKL39/f39Te6rfTk7OysHDhwwOYeRI0fmOgagPHnyJLfLbOD8+fNK8eLFcx37k08+UfcJDAzM03x0lSpVSgEUf39/ZdiwYWb3++GHH576PLQyMjIUCwuLXOfWunVr5eHDhwb75+W8AgMDlcgrV/PUd/HixQbzGzZsmKLRaEzuo9FolEmTJhk9P91/J7t27VL69etncpyiRYsqFy5cMHmtIiIiFA8PD5P7BwQEmP1tK8rz+X3r/jbWrVunODg4PNVvQ7u/uZe/v7/J478qdP/d/fnnnyb7de7cWf0d3bt3z2S/qlWrKoDStWtXs8dNS0tTbty4oURERChnz55VX0WKFFEA5fPPPzfYJ7e/57rn8iy6du2qAIqtre1z+d+sjx49UqKiopTw8HD1/LZs2aL3by0n3d9+ZGSk2fGfpq+i/PV3KDAwUG97Wlqaki9fPqNtxrz11lsKoDRv3lxve1RUlHoMX1/fXMcRQgghhBDiZfKi7l9LmiYhhPiPGTt2LE+ePMHR0ZFp06ZRt25d9elW7dPsmZmZ7Ny5k6CgINatW0dKSgqQ/TRvixYt8Pf3p3v37jg6OuZ6vAcPHtCuXTvi4uIA6NOnD/369cPV1ZXIyEhmzpzJ/PnzzT7JnpGRQZkyZejevTv16tWjZMmSWFlZce3aNXbu3MmiRYtISEige/fuhIeHU6RIEb39t2zZwvTp0wHw9vZm0KBBeHl5UahQIZKSkjh//jy7d+9m8+bNT39BgX79+nHz5k2srKwYOHAg7du3V5+Kvn37NsePH2fDhg16+wwZMoQePXowfvx4NmzYgIeHB9u2bcvT8c6ePUt4eLj6ee3atRQvXpy9e/cyZcoUEhMTGT16NG3atMHLy+upz0f5/9UhLVq0oH379lStWhVXV1cePnzI1atXWbBgAYcPH2bHjh188MEHBk8Mnz17ltu3b9O2bVsg++nirl276vUpUqQIhQoV4uzZsxw/fpwBAwYAsGjRIurWravXt3jx4nqf33vvPRYvXgxkpwUbOHAgZcuWpUCBAkRERDBnzhyOHj3KF198QeHChfnggw9Mnuvnn3/OoUOH6NixIwEBAZQuXZqEhASWLFnCihUriIuLY8CAARw8eNBg36SkJNq2bauunujZsyf9+/enaNGiXLp0iR9++IHFixfrfVfG/N3ft66zZ8+yevVqXF1dmTJlCvXq1cPS0jLX38b27dtJS0ujatWqAAwePNig6HChQoXMnserxlTKHYCCBQsC4OLiYva8tf0ePnxo0Jaens78+fMJDg7m1KlTpKWlmRwnLyu7nrewsDAAqlevToECBZ5pjPj4eKZPn87vv//O5cuXza4sM3eOjo6OJgt+/52+xkRERJCcnAxkrwjJa72OnAW+dVWvXv2Z5yOEEEIIIcR/yr8a+viPkJURQogXJbcnadPS0hQbGxsFUEaOHGnQfvbsWWX06NGKu7u73hPRlSpVUr766ivl+vXrTz2nESNGqONMmzbNoD0jI0N9Qlf7yvn0eGRkpJKVlWXyGGfOnFEcHR0VQBk/frxBu/bJ91KlShl9kl/r3r17Zo9jzJUrV9R5z5o1y2zfhIQEg23ap31LlSqV67F0n14vWbKk0eu1Z88edfuHH374VOeilZWVpVy+fNlsny+++EJ9cvzSpUsG7bpPDedc2ZBTXlb0aP3++++5Xu+MjAzlnXfeUQAlf/78Bk+26x4PM09HBwQEmH2KftSoUWbHSE9PV9q2bWv2t60of//3rSj6v40aNWoYfZo/L7+N3K7Jqy6vqwny+u+yWbNmCqA0a9ZMb3tCQoJSu3btXFebaF/9+/c3GPufXhlhZ2eXp1Udppw4cUJxdnbO8zkuWbLEYAztdS5evHiux3uavopi+re8ffv2PM9Z95Xzt6D7N27hwoV5mpMQQgghhBAvixd1/1oSmwohxH9IfHy8+nRuxYoVAbhz5w4zZ86kdu3aVK1alW+//ZaYmBj1ifJjx44RERHBp59+SokSJZ7qeKmpqWq+/2rVqjFmzBiDPpaWlvz8889q7nVjypYta1A/QVfVqlUZOHAgAOvXrzdo1z7RWqtWLbOrOQoVKmT2OMboPi3brFkzs30LFy78VGOb8+677xrd3qxZMzUP/r59+55pbI1GQ7ly5cz2+eKLL3BxcUFRFDZu3PhMx3kWU6dOBaBDhw4MGzbMaB9LS0vmzJmDra0tDx8+5LfffjM5Xs2aNQkMDDTapvt7zXkt09LSWLRoEQCVKlXi888/N9jfysqKhQsXYm1tbfac/u7vO6fFixcbfZr/efw2RN58+OGHnDx5EoBu3bqxceNGoqOjSU5OJisrC0VRUBRF/ZuqPGOtmufhaf/mQfbvv1evXiQkJGBtbc3HH3/M3r17iYmJISUlRT2/K1euqPuYO0dLS8s8H/tp+hqTmZmpvp86dSpnz57N02v79u3/2JyEEEIIIYT4r5A0TUII8R+Smpqqvj916hRdunRh69atZGRkAGBtbU3Hjh3x8/OjY8eO2NjY/K3jnThxggcPHgDQt29fkze9ihYtStu2bQ1SGZly//597t27p970gr/SpURERJCenq53A9jDwwPIvgF75cqVv5XiIyft2JBdhHv69OnPdHPvaXh7e1OyZEmT7XXq1OHo0aNcvXr1uRwvKyuL2NhYHj58SHp6urq9ePHixMfHm02x9Tzdvn2bEydOANkpkcwpVKgQ3t7enDx5ksOHD/Pee+8Z7Wfud1mpUiUcHR159OiRwbU8efIk9+7dA7LTdJm6GVm8eHHatGnDli1bzM5X19P+vnV5e3tTo0YNk2M/79+GMJSUlMSqVauA7N/XsmXLTPa9f//+vzUtAy4uLty8eTNPRdpz2r17t/obmjt3rhosy0n7b+Rl4uLior5PS0vD29v7Bc5GCCGEEEKI/xZZGSGEEE+hU6dOaDQaatasabT9/PnzaDQaNBoNlpaWRm/EKIqCq6srGo2GwYMHGx0nNDQUf39/ypYtS758+cifPz9eXl4MHz78mW4iTpgwAY1Go9aEgOwbSJs2bVIDEfXq1eP27dusW7eOrl27cuDAAUaNGkWjRo1wcXHB2tqaggULUqNGDUaNGsX169fNHtPHx4fGjRurn93c3Bg+fDgVK1bE0dERjUbDqVOn1PY6deqo7999912KFSuGra0thQsXpkGDBgwfPhxfX1/c3NwoXLgw5cqVw9vbm6pVq1K1alUmTJgAZN84z3mDz9fXF4CEhAQqVqxI7969WbRoERcvXlT7zJs3T/3uTH2/Z8+eVftobzZ6enqqKyJ++OEHKlSoQMOGDSldujQFChTA3t6e0qVL4+/vz6FDh8xeM09PTzQaDf379wfgzz//5N1336VMmTLY29tz7do1ACpXrmx2HO0KjIcPH1KtWjU0Gg22trasXbvWoG9MTAzjx4+nTp06FC5cGFtbW4oVK0b37t35+OOPad68OY6OjhQrVoxKlSqp17tq1arq93f48GEA9uzZw9tvv02pUqXM5uN/VsePH1ffBwQEqN+FqZf2yXRzud5zu5baFQY5awKcPXtWfZ+zxkVO9erVM9uuHS8gIOCZft+6nua3If4Zly9fVoN2vXv3NtnvwoULPHr06N+aloHatWsD2YHppKSkp9r33Llz6ntz56gNHr5MqlSpgq2tLQAhISEveDZCCCGEEEL8t8jKCCGEeAo+Pj5s2bKF06dPc+/ePYO0O3v27FHfZ2VlsW/fPrp166bXJzw8XC3k6ePjo9f25MkT/P39WbNmjcGxz58/z/nz5/n555+ZN2+eWvA3N9euXctTSpbKlSurT4xOmjTJaFHPxMRETp8+zenTp5k3bx7Lli2je/fueZrHoEGDePLkicl23afTd+/erb5PS0vj6NGjHD16NE/HAQyO06pVK7y9vQkPDyczM5PVq1ezevVqIHtVRvv27fWCK3n5fnVTMq1cuZLevXuzf/9+IiMjiYyM1NsvOjqa6OhogoODGTZsGDNmzMDCwvzzAPPnz2fo0KF6KxG0tAXHTdGOnZWVxdmzZ3F0dGT9+vW0bNlSr19QUBBDhgxRi7lq3b59O0/pgLQyMjL44osvmDx58j+abubOnTvPtF/O89OV12upm9oF9J/4NldQGrJ/Y+b88ssvDBo0SA0M5sbcv6On+W2If4bu9/j48WOT/X766ad/Yzomde7cmQ0bNpCWlsbcuXP59NNP87xvznPMnz+/QZ+srCwWLFjwXOb6PNnb29O6dWs2b97MkSNH2Lt3b64p9oQQQgghhBDPh6yMEEKIp6ANHiiKYvQGv+7NamOfc27TvQGSlZVFly5d1EBEmzZtCAoKYt++fRw7doyffvqJSpUqkZaWxsCBA9m8ebPZuW7dupXmzZvj6elJaGgogPo0KGQHHHTzYU+ZMkVty8jIwN3dnSFDhrB06VIOHjzIyZMnWb9+PWPGjMHR0ZHk5GT69OnD+fPnzc5Dy8bGhqlTp7J//36OHj3KTz/9pN7sj42N5ZtvvlH7vvPOO6xatYqjR4+ydOlSvRv3+fLlY/PmzSQkJJCWlqbmJv/ll1/UPsZuiPv7+6vv27Vrpx47Li6OJUuW6AVAcvt+K1WqhJubm7rd3d2dcePGqZ+1T+br0p7Djz/+mOtNv+PHjzNkyBDc3d2ZOXMmhw8f5tChQ0brABijuxLAxcWF3bt3Gw1E9O/fn+TkZEqUKME333zDli1bOHnyJL169dLr26BBAyIjI3n06BGZmZnqNde6e/cuX375JV5eXixcuJCjR4+qK0eeJ92AQFBQUJ5zvS9evPi5z0X3/HNLy2UuQHPhwgU1EFGkSBG+/fZbTp48+dS/b/HyKFeunPqbCAoKMvp9bdq0idmzZ/+j81iyZIn6t0i7skaXr68vxYsXB2DixIlmayIkJCToBcHKly+vdxxjxo4dS1hY2LNN/h82fvx49W9y3759c/3v2JYtWzhz5sy/MTUhhBBCCCFea7IyQgghnkLNmjVxcnIiMTGR0NBQg1UP2pvVXbp0YePGjWoQwFifnDe0Z86cyc6dO7G0tOS3334zGLtu3br4+fnRvn179u7dy7Bhw2jXrh1WVtl/yjMzM/VSYmhv7ms0Gpo3b46fnx916tRR82OXKFHCZK7sgQMHEhgYaJCXvlatWnTt2pVhw4bRoEEDbt26xdSpU1m6dKn5CwfMmTOHvn37qp91U9e8//77emlCpk6diqenJwC///47WVlZWFpaUrBgQRISEvj111/p2LGj3vi55SbXXYXyv//9jz/++IPw8HA2bNjAjBkzSEhIAMDLy4uIiAiD71c3QJFzRUt6erpak8De3p7du3dTqVIlQkNDWbx4MZs2bSIrKwsrKysyMjKYPn06ffv2pXr16kbnGhERgZeXF/v379dbnVGgQIFcc8zv379f7+bg/v37qVSpkl6fmzdvMmTIECA78LNkyRK1PojueZYrV47IyEiOHDlCdHS0yVobjx8/xsfHh61bt6qFyHNbLfAsdHO9K4ryQnO9634vcXFxZvuaW9GxZMkSMjIysLS0ZO/evQbfldbLmHtfGOfs7EyHDh3YsmULISEhtG3blsGDB1OyZEnu3LnD2rVrWbJkCWXKlOHBgwfcvXv3hczT1taW5cuX07JlS1JSUmjfvj3vvPMOb731FqVKlSI9PZ3IyEh27NjBb7/9Rnh4uPp3uW3bthQpUoQ7d+4wfvx4rl27Rrdu3XBxcSEyMpIFCxawa9cuGjVqxMGDB1/I+ZlTv359Jk+ezLhx47h16xa1a9cmICCAdu3aUaxYMdLT07l58yZHjx5l7dq1XL16lU2bNlGtWrUXPXUhhBBCCCFeabIyQgghnoKlpSVNmjQBDFc9REREcOfOHSwtLfn888+B7Dzw2pvcYPqGdnp6Ot999x2QfWM+ZyBCy97enrlz5wLZqX9CQ0OJiIjg008/pVSpUowePVrtW7x4caZMmUJ0dDS7du3C398fBweHPJ2np6enyQK52rG1x9q4cWOentS+deuW0e3nzp1j48aNJvfT5iavXr06kyZNAmDVqlUGqXdyy01eq1YtnJycgOzvTqPRULVqVcaPH8/w4cPVftoi3zm/X3PptdavX8/NmzcBGD16NA0aNKBgwYJ0796djRs38r///Q/4K7VJVlaW+lS0qafq586da5AmKjebN2+mbdu2eoXKjd3cnjlzJsnJybi6urJw4UK9QuX37t1TV1YMHz5crYewaNEivTFy5rpftGiRGogwd17G5LWvbi2PF53rvWrVqup73VoWxphr1/19mwpEwMuZe1+YNm/ePLXI/I4dO3jzzTepU6cOHTp04JdffqFYsWKsX78+17Ra/7SmTZsSEhKCi4sLWVlZLF++nDfffJPatWvToEEDfH19CQoKMkg35eDgQHBwMHZ2dmRmZvLTTz/Rrl076tSpw9tvv82uXbvw8fHh559/fkFnlruxY8cyd+5c7O3tefLkCXPnzqVLly7quffo0YNvv/2Wq1evYmFhgaOj44ueshBCCCGEEK88CUYIIcRT0t6Izhlo0K6CqFWrFnXq1KF48eIoisLevXvVPqZuaB87dozbt28D0LNnT7PH9/LyUm9S+/v7U6VKFb7++mtu3bqld7MkODiYcePGqTfE/o6kpCSioqI4d+4c4eHhhIeHqzfRtG25Wb58udGgRW61CbQ38B8/fkzTpk2B7OCN7s3ZmJgYswENyE6TpA0k5VyxoluMWDvHnN+vqfRakH2zUWvgwIEGx9ZNkeTh4aG3j/YGvm4AoUSJEk+dw3zp0qV0796dJ0+e4O7ubrav9pp36NDB4GZozlzw2muuLVKttXDhQvV9gQIF9IqjA3qBCd1zMyavfcuWLauuhli7dq1BbY5/U+3atdW0WcuWLTOoKaF169Yts+lvdH/fpuTl9/28GPs9iqdXokQJwsLCGD16NBUqVMDW1hYnJyeqV69OYGAgp06dwsvL60VPE8j++3T16lW++eYbmjZtiouLC9bW1ri5uVG7dm1GjBjBkSNH1FURWm3btuXEiRP4+vri4eGBtbU1rq6uNGvWjPnz57Nr1648B8BflMGDBxMVFcXEiRNp3Lgxrq6uWFlZkS9fPsqWLUuXLl2YMWMG165dMwhCCyGEEEIIIZ6BIp67xMREBVASExNf9FSEEP+AEydOKIACKGvXrlW39+jRQwGU0aNHK4qiKH379lUAZdiwYWqfWbNmqfvGxMSo22fMmKFuf9qXlZWV0qVLF2Xt2rXKtm3b1O2hoaEGc4+KilLbFy9ebPY8o6KilKFDhyolS5bMdQ5Hjx412L9Zs2YKoBQuXFjt9/XXXxv069q16zOd96pVqxRFUZTHjx8rzZs312uLiorSO8avv/6qPH78WPnuu+8UQNFoNEp8fLza7uzsrO7brl07pXjx4nrfr/ZcAKVMmTJ6Y//5559KtWrVFEDx8PAwei0HDhyo7t+xY0f1fVJSkjJx4kQFUCwsLJQSJUqofYwpVaqUAij+/v7K4sWL1XFGjBihaDQaBVBatmypjB07Vm3L6cGDB890ve3t7dUxjh07pjg6Oqptxs47PT1dsbGx0fs3Ycq1a9fUsebMmWO27+rVq9W+3t7eyq1bt0z2zcjIUJYtW6bcuHFDb3toaKjZfye6dK95Th9//LE6zqRJkwza09PTlfbt25v9bQ4bNkz9/g8ePGgwRl5+37nNU1dgYKDJ34aiKErp0qUVQOnZs6fZcYQQQgghhBBCvLpe1P1rWRkhhBBPqWbNmhQsWBD462l5RWcFRPPmzYG/Vj7oPlFvql6EuZzy5tSrV4/bt2+zYcMG3nzzTb10O3/H1q1bqVKlCrNnz+b69eu59tctbJpT+fLl1XP95JNP8PX1Zdu2bYSFhbF69Wq9wtFPIzw8nHnz5lGjRg1CQ0Np1KiRyb6ffPIJHh4e6rEURWHJkiXs2rWLjz76SG8FxODBg9VVCcYKkDdo0EDv86lTp9TCpllZWWzatIkTJ05w7NgxfvvtN9588011FUHt2rX16hzcu3ePN954Q91XO4/IyEijRbBNmTFjBoqi4OzszLp168z+Dp71t/bkyRN27drFyJEjadq0qd5qBm3dEl1WVlZ6KZ5WrlzJ+fPniYyMJDIyUq8GQsmSJdVCut999x0bN27k4sWLat+HDx+qfXv27KmmvQoPD6dKlSp88sknbNu2jVOnTnH48GFWrlzJ8OHDKVGiBL6+vjx48OCZzllXbGys+p1ofxdffPGFOu8vvviCt99+m5CQEMLCwli1ahWNGjVi69at1KlTx+S4/fr1A7K//44dO/LVV1+pRevz+vt+nrS/x40bN/Lzzz8THh6ufg/P+tsRQgghhBBCCCFAClgLIcRT06b72bRpk5ru59y5c9y9excrKysaN24M/BWU0KZmcnZ2NlkAWTfFy44dO1AUhc2bN7Nx40aio6PVNldXVzp16kSXLl0oV64chQoVwtXV9bmeX0JCAn369CE5ORlHR0dGjRpF27ZtKVu2LE5OTuqN7t27d6vphxQzNSPs7OwICQmhdevW3L17l+XLl7N8+XKDfoUKFVKLM4eGhuoVK543b55aK0Pryy+/VN+PHDkSb29vs4VSExMT+eOPP9TPo0aNMujz9ddf06VLF3We2u9XN4VOzmCErtjYWLp06WK0zdvbm99//93gPFq0aEGDBg04cuSIWgfj4sWLJo9hTI8ePfjtt9/U765GjRom++ZMJ7Ro0SI1aKD18OFDBgwYwIULF/S2t2rVCsgu3rx27Vo1aGMqaDJ27Fg6d+6szktXYGAgEyZMUD+PGzeOIUOGEBUVRdeuXfX6Ll68mP79+6uf582bR9GiRfnqq6948OAB33zzjVqwPScbGxu9wMnz5OTkREhICK1atSI2NpZVq1axatUqvT7+/v40a9aMAQMGGB2jbt26TJw4kcDAQB48eMC4ceMM+uTl9/28jBo1it9++43U1FQGDRqk1+bv769XHF0IIYQQQgghhHgasjJCCCGegTaYcO7cOeLj49UnpWvXrk3+/PmB7Pz2JUqUUFdNmCuArHvjfcyYMbRt25ZZs2YRHR2Nvb09ffv2Zfv27cTExLBo0SK6deuGt7c3xYoVe+7ntmbNGvVJ8nXr1hEYGEiDBg1wdXU1KHScV9WrVyciIoKRI0dSvnx5bG1tcXFxoXnz5uqN86SkJLV/gwYN8Pb2Vl9z5sxhy5YttGnThkKFCmFjY0Px4sV588032b59u1r825T9+/fzyy+/8M4771CgQAF1e/78+dWi1u+++y5jxowBDL9f3SfrcwYj+vTpo+Z+t7GxoUyZMjg4OGBjY4O7uzvt27dn4cKFhIWFUbJkSeLi4tR9CxcujIWFBdu3b2f8+PFmi4ab8+233/Lhhx8C2UWsV69ebbKv7m8NoHTp0nrX2tvbm4YNG3Ly5Em+/PJLqlatip2dHY6OjlSuXJlRo0Zx+vRptZaEVnR0tLpyQHvDumPHjuzatYsuXbrg7u5u9vwGDx7M2rVrad26tZq33RQLCwsmTZrEpUuX+OSTT6hTpw7Ozs5YWVnh6OhIxYoV6dmzJz///DO3bt2iXLlyuV3CZ1alShXOnTvHmDFjDH7bK1asYMmSJbmucPniiy/+1u/7eapRowaHDx/m7bffpmTJks9ttZUQQgghhBBCCCE1I/4BUjNCiNffyZMn1bzra9asUd58800FUD799FO9fv369VMA5YMPPjBaLyIjI0PZsWOH0qpVK4Mc/T4+PsqiRYuUpKSkPM8rt1z4eakZMXToULXWgzmffPKJ2WNp6yw0a9bM7Djjx4/XO+9ixYqZ7f93TZ8+Xa0bERcXp7i4uCiAEhISotdPW79B9/utVKmS0THfe+89df456xPkVLlyZQVQSpUqZdCmzftfvXp1s3n9FUXRqxmhrSEwfPhwdVuXLl2UtLQ0o/tqz6148eJKZmam2fmaoz1WYGDgU9UjeRU9TZ0JIYQQQgghhBDiZSY1I4QQ4hVSo0YNtW5EaGiomn5Jm5pJS7duhG69iPv37zN27Fg8PT1p3bo1O3fuVPfJly8ff/75J6GhoQQEBKgrLf4tGRkZAKSkpJCVlWW0T3JyMkuXLn0ux+vWrZveZ3NpkJ4H7XeiKApz5swhPj4ea2trNb1Wzn6632/OFS1arVu3Vt8vWrTI5LEPHjzI+fPnDfZ5XmbOnMmwYcOA7Jz/PXv2JD093aCfNg3SzZs3n9v3KIQQQgghhBBCCGGOBCOEEOIZWFhYqGlqli9frt7QzllkVnvzOiIigh07dgDZNRm8vLyYNm0aN2/epGDBggwaNIgPPvgAyL7R//HHH5OYmGjy+KmpqcyZM4eUlJTnfm7ly5dX52Es3U9mZiYDBw7k9u3betsnTJhgsujylStXTNaVqFGjhl66qYyMDLM1KOLi4tSC0Lp00wSZChpoj1eoUCEg++Y9QJ06dXBwcNDrpx1D+/3qbsupW7duaiHjb775hrCwMIM+9+/fVwsvazQahg4danKOf8esWbPUsTds2ECvXr0MAhKjR4/G3t4egOHDh3PgwAGzYx44cEAt0C6EEEIIIYQQQgjxLCQYIYQQz0h7Y1obNKhbt67BDe3ixYvj6uqKoiglmni3AACMSUlEQVQ8fPgQgLt372JpaUnnzp1Zs2YNMTExzJs3j1mzZtG+fXsg+2n8ypUrM2nSJHbv3s2pU6c4ePAgS5YsYeDAgbi7uzN06FB1FcPz1KtXL2xtbQEICAhg7Nix7Nq1ixMnThAUFET9+vVZuXKlQeDFnK+++orKlSszceJEQkJCOHXqFIcPH+ann36iXr163Lp1S+27YcMGateuzdy5czl48KC6SuTHH3+kW7dulCxZkp9++umZz09bgBz++u5yrmjR3aYbFNIWbM7J2tqaBQsWoNFoePz4MU2bNuXzzz/nwIEDHD9+nHnz5lGzZk0iIiKA7CLB1atXz/Ock5KSmDhxIlWrViV//vwULFiQKVOmmOz/448/MnjwYADWr1+Pm5sbLi4uWFtbU7BgQbp06aKeX1JSEs2bN8fPz4+1a9dy8uRJjh8/zsaNG/H09ESj0dCkSRPOnj1LZGQkw4cPp2LFijg6OqrHmzhxIqVLl1Y/BwQEqIEh7Uu3WLWuyMhIPv74Y6pVq0bBggWxs7OjVKlS9OnTR12RYoyxGhW7du2iW7dueHh4YGtrS4kSJejfvz+XLl3K9Ro/efKEqVOnUr16dRwcHHB2dqZRo0YsWLDA5AohU9avX0+vXr0oWbIkdnZ2ODk5UbNmTcaNG6dXMySnnAG9pKQkpkyZQu3atSlcuDAajYYZM2Y81VyE+DsysxQOX0lgw6lbHL6SQGaW6UCxEEIIIYQQQuTqX00K9R8hNSOE+G8ICwvTq3Xw2WefKYqiKFlZWcqxY8eUDz74QHF2djaoBTFp0iQlLi7O6JgpKSnKe++9p2g0GoP9cr4cHByU5ORkvf2fR80IRVGURYsWKRYWFiaP3bt3b2Xnzp16xwoMDNSrc6BbM+Ldd9/N9Xxq1aql1KtXL9d+gNK8eXOz55ZbnYrvv/9eb7wdO3YY7aet4YCZehG6li9frtjZ2Zmd+9ChQ03WaTBWMyIqKkopV66c2THPnz9vMJbu92HqZWtrqzg4OOTpmo8YMUJxdHTMU19jr8DAQIM5fvXVV4q1tbXZ/QYNGqRkZGQY7Jvztzxu3DiTYzg6Oir79+83+b3FxMSotTyMvdq2bats27bN7L8tRVGUu3fvqr97U68CBQoof/zxh9H9db+zy5cvK2XKlDHY/4cffjB5HkI8T1vP3lYaTN2plPpks/pqMHWnsvXs7Rc9NSGEEEIIIcTfJDUjhBDiFVO9enU13Q+gpl6qUqUK9erVY86cOSQkJODk5KT2qVSpEp9//jlFihQxOqatrS3z58/n1KlTDBs2TH1a3NLSkgIFCuDt7U2/fv1YunQpMTExaqqd5y0gIID9+/fTrVs3XF1dsba2xt3dnXbt2rFq1Sp+/fVXLC0t9faZMGECiqIYTbE0ZswY9cl5Ozs7HB0dsbW1xcPDg86dO7Ns2TKOHz/O0aNH2bx5M76+vpQtWxYHBwesrKxwdnamXr16DBs2jK1bt6opr56V7koIGxsb3njjDaP9dNMymUv9pNWnTx8uXbrEyJEj8fb2Jn/+/Nja2lKqVCn69evHwYMH+fHHH7GwyPt/fnv16sXVq1cZOHAg27dv58SJEwQHB1OiRAm1z+jRow32y8jIwN3dnSpVqqjbWrZsydq1axkzZgyOjo6kpqaSmZnJ6NGjadmyJW5ublhbW2Nvb0/JkiXV33fx4sX55ZdfsLW1ZerUqezfv5+jR4+q4w4ePJht27apnydPnszZs2f1XkOGDNGb36RJkxg7dizp6elUrlyZH3/8ke3bt3Py5EnWrFlD27ZtAfjpp5/49NNPzV6jBQsWMHXqVBo1aqT+lvbs2cPQoUPRaDQ8evSIfv36Ga2fkZGRQadOndRaHq1ateL333/nxIkTrFu3jtatW7Nt2zbGjx9vdg7Jyck0b96cvXv3otFo6N27N8uXL+fQoUMcOnSI77//nuLFi5OUlET37t2NpvLS9dZbb3Hjxg2GDBnCtm3bOHHiBGvWrHmqFTVCPKuQ8BgGLwsjJlE/FWBsYgqDl4UREh7zgmYmhBBCCCGEeKX9q6GP/whZGSHEf8fDhw+V4OBgpWXLlnqrGezs7JR33nlHCQkJUdLT01/0NF8KuislhHk5VzUEBQUZ9ElNTVV8fHzUPtu3b9drj4qKUtLS0kwe48aNG0qxYsUUQPH19TXaR/cpfzc3NyUqKsrkeHlddaMoinL8+HF15c3o0aNNrhQZM2aMAigWFhbKxYsXTR4PUAICAoyOM3HiRLXPunXrDNpnz56ttvv7+xudR86VPcZWRgwfPlxdhXHw4EGj4yQkJKgrMBo3bmzQrvu9W1hYmFxBIcQ/KSMzy2BFhO7L8/9XSGRkZr3oqQohhBBCCCGekayMEEKIV0RWVha7d++mf//+uLm54efnx65du1AUhaZNm/LLL78QFxfHihUraNu2LVZWVi96yuIV1qFDB/z8/Ay229jY8Msvv6grVGbPnq3X7unpibW1tclxixcvrq6o2Lhxo9mi4QDTpk3D09PzKWdv3Ndff01WVhbe3t5MmzbN5EqRyZMn4+HhQVZWFkFBQSbHc3NzY+7cuUbHGTFihHodjNWgmDt3LgCFCxdm1qxZRsefMWMGrq6uJo8fHx/PggULAPjiiy9MrrQpXLgw3333HZBdFPzy5csmx/Tz81NryAjxbzoWdc9gRYQuBYhJTOFY1L1/b1JCCCGEEEKI14IEI4QQIo8uXrzIZ599hqenJy1btiQoKIjHjx9TtmxZJk6cyNWrV9m7dy8DBgygQIECz/34nTp1QqPRULNmTaPt58+fV4vfWlpacu+e4Y0iRVFwdXVFo9GoBY61jhw5wvjx4/Hx8cHNzQ0bGxsKFCiAl5cXgwcPVosvm5Kz+K5W//790Wg07N27F0BNY6P7MnWTOyUlhdmzZ9OqVSt1Tq6urjRv3pzZs2eTmppqcj4+Pj5oNBo1vVLO4ssajYZTp06ZPaeXwYABA0y2lSlTRj2/3bt3k5mZabJvUlISUVFRnDt3jvDwcMLDw8mXL59emyk2Njb06tXLYLtucduwa/fzdD7p6en88ccfQHYqInMpq6ytrWnYsCEAhw8fNtmvR48e2NnZGW0rUKAAFSpUAODq1at6bTExMerv+q233jL579bR0dHo+Wtt27aNJ0+eANCzZ0+T/QCaNm2qvjd3Tr6+vmbHEeKfcueh6UDEs/QTQgghhBBCCC15XFcIIcy4d+8ev/76K8HBwXo58p2cnOjduzf+/v40bNjQ4Ab8P8HHx4ctW7Zw+vRp7t27R+HChfXa9+zZo77Pyspi3759dOvWTa9PeHg48fHx6nhaS5YsISAgwOCY6enpnD9/nvPnz7NgwQJmzZplkPv/nxIWFkb37t25fv263vb4+Hj27NnDnj17mDNnDps3b6Zs2bJmx9q0aRN9+vTh0aNH/+SU/xH16tXLtX3Xrl08evSIqKgoypUrp7ZFR0czffp0Nm7caHAdc4qPj6dMmTJG28qXL29QnyQkPIaJmyLUJ6gzEuPycjpERESQnJwMwMSJE5k4cWKe9ouNjTXZVrlyZbP7av+tPHz4UG/72bNn1fd169Y1O4a2DowxJ06cUN9ra6PkhblzktoQ4kUpkt94YO9Z+wkhhBBCCCGElgQjhBAih7S0NLZu3UpwcDCbNm1Si95aWlrSrl07/Pz86NKli8knsf8p2uCBoihGAw26wQjtZ3N9mjVrpr7PyMigUKFCdOnShWbNmlG+fHkcHBy4ffs2YWFhzJo1i/j4eIYOHUqlSpVo0aJFnuc9ZcoURo0aRUBAACdOnKBOnTosXrxYr4+NjY3e54iICJo1a8ajR49wcHBg8ODBNGzYkJIlS5KUlERISAizZ8/mwoULtGvXjhMnTugVCtd1/fp1+vbti62tLePGjaNJkybY2Njw559/GgR0Xkamip1rFS1aVH2fkJCgBiO2bt1Kjx491Bv/udE+2W+MbqF2+Ku4ranETmdvPjA51p07d/I0n5zMnYd2hYcp2tUXOVeO6K4eeprrnNM/cU45r7kQ/5Z6pQvj7mRHbGKK0X/jGsDNyY56pV/+v59CCCGEEEKIl4sEI4QQguwb/CdPniQ4OJiVK1eqqwcAatSogZ+fH++88w5ubm4vbI41a9bEycmJxMREQkNDTQYaunTpwsaNGwkNDTUYQ9unUqVKeufSvn17+vTpY3BTt2bNmnTs2JHhw4fTtGlTzpw5Q2Bg4FMFI4oVK0axYsVwcHAAwMHBAW9vb5P9FUVRVzFUqVKFnTt3Glz3Fi1a0KtXL5o1a0ZkZCTfffcdX375pdHxoqKicHNz4/Dhw3rpoHJbcfCyyG3VjbFaDwkJCfTp04fk5GQcHR0ZNWoUbdu2pWzZsjg5OanBn927d9OyZUuT42hp61JAdmqmiZsiTAYiANafus03WQqWFoZz1w0ITJ06lc6dO5s9P62cAavnQfecn+U6a2nPycrKirCwsDyvlDIXANG95kL8mywtNAR29mLwsjA0oPdvXfvLDuzsZfTftxBCCCGEEEKYI8EIIcR/2q1bt1i2bBnBwcF6NRHc3Nzo27cvfn5+VKtW7QXO8C+WlpY0adKEzZs3G6yCiIiI4M6dO1haWvL555+zceNGzp49S0JCAs7OzsBfKypAP0UTZAcMzHFycmLSpEl069aNAwcO6I37vP3xxx+cPn0agMWLF5sMANWpU4cPPviAb7/9lkWLFpkMRsDzLb78b4uLi6NEiRIm23Wfytd+J2vWrOHBgwcArFu3jlatWhnd11hdkdzkVtwWIPFJOsei7tGwrOFvxMXFRX2flpZmNjD1T9NdGRMXZz7NlLnVD9pzysjIoECBApQqVer5TFCIF6SdtzvzfGvppWKD7BURgZ29aOft/gJnJ4QQQgghhHhVSQFrIcR/zuPHj1m+fDlt2rShRIkSfPrpp0RERGBnZ8fbb7/NH3/8wY0bN/juu+9emkCEljaIoA00aGlXQdSqVYs6depQvHhxFEVRi0aD6XoRxjx+/Jjo6Gi9YsfW1tZquzZY8E9Yv349AKVKlco1j7+2GPDt27dZuPUYh68kkJml/wS7qeLLr4pjx46ZbT9+/DiQveJEW6/g3LlzQPbNdlOBCNCvdZBXpovWavLUr0qVKtja2gIQEhLy1Md/nqpWraq+115HU8y16xaVf9HnJMTz0s7bnQOftGDlew2Y+XYNVr7XgAOftJBAhBBCCCGEEOKZSTBCCPGfkJWVxZ49ewgICMDNzQ1fX1927NiBoig0adKEBQsWEBsby8qVK2nfvj1WVi/nwjHduhG6gQbtSgltu7YehO4KClP1IrTi4+MZO3YsFStWJH/+/JQuXRpvb2+qVq1K1apV6dixo17ff4r2Bvm1a9fQaDRmX7opfj5feYB3Fhyh8de7CQmPUbcbK778KlmyZInJtujoaDUQ1aJFCzW1T0ZGBgApKSlkZWUZ3Tc5OZmlS5c+9XxMFa3VWP0VrFIy0032s7e3p3Xr1gAcOXJE73f8b/Pw8FCLX//+++8mC5w/fvyY1atXmxynQ4cOahqpGTNmkJqa+vwnK8QLYGmhoWFZZ7rWKEbDss6SmkkIIYQQQgjxt0gwQgjxWrt06RKff/45ZcqUoXnz5ixZsoRHjx5RpkwZJkyYQGRkJPv27WPgwIEmCyC/TGrWrEnBggWBv4ILuoGJ5s2bA38FJYwFI3LWiwA4efIklSpVYtq0aVy6dMlsfnwwX+z473rWYsBKRvYN4NjEFAYvC+Pe4zTg1S8EvHnzZpYvX26wPS0tjYEDB6r1Cj744AO1rXz58kB2wMHYTfTMzEwGDhzI7du3n3o+2uK2OW9JWtgXAMvsIJ5t8l2zxW3Hjx+vFpXu27cv58+fN3vMLVu2cObMmaeea14MHjwYyK6z8eGHHxrt8/HHH5v9Xbq7uzNw4EAALly4QP/+/UlLSzPZPykpidmzZ/+NWQshhBBCCCGEEK+el/PRXyGE+Bvu3bvH6tWrCQoK4siRI+r2AgUK0KtXL/z9/WnUqFGei8y+TCwsLGjSpAmbNm1Sn4g/d+4cd+/excrKisaNGwN/BSW0qZmcnZ1N1otIS0ujV69eJCQkYG1tzbBhw+jatSsVKlSgUKFCakqdq1evUrZsWcB8Md+/S3tzvX79+ixcuNB4nywFv1+OcvfRX0+gWzllB1gUshMGRSc8Bl79QsB169bFz8+Pffv20atXLwoWLMiFCxf47rvvOHXqFAA9evSgbdu26j69evVi3LhxpKamEhAQwOnTp2nVqhVOTk6cO3eOH3/8kZMnT9KoUSMOHjz4VPMxVdxWY2GJrVsFUm9F8PjsDlav+pUaNWqo6b0KFy6s1mioX78+kydPZty4cdy6dYvatWsTEBBAu3btKFasGOnp6dy8eZOjR4+ydu1arl69yqZNm/6RtGmDBw9m8eLF/PnnnyxatIgbN27wwQcfUKJECW7cuMG8efPYtm0bderUMZvW6ttvv+Xw4cP8+eef/Prrr5w4cYL333+fevXqUaBAAZKSkrhw4QJ79uxh48aN2NnZMXTo0Od+PkIIIYQQQgghxMtKghFCiNdCeno6ISEhBAUFsWnTJvWpZAsLC9q2bYufnx9du3Z9pdP1aPn4+LBp0ybOnTtHfHy8uuKhdu3a5M+fH4CyZcuqN1P37t1LhQoVTNaL2L17N1evXgVg7ty56hPeOT1LseNn4eLiQlxcHHFxcSaLGx++kkCivTs2Jr5OBUjLMJ6e6FWzatUqWrVqxfz585k/f75Be4sWLQgKCtLbVrx4cebNm8fAgQNJSUlh2rRpTJs2Ta9P7969ee+998zWlDDFVHFbz5Z9uLT0c5Ie3KdPnz56+wQGBjJhwgT189ixYylYsCAjR47kyZMnzJ07l7lz5xo9noWFBY6Ojk89z7ywsrJi8+bNtGjRgosXL7Jjxw527Nih16dNmzaMHDlSL+CTU758+QgNDcXf358NGzYQGRnJ6NGjTfYvUqTIczsHIYQQQgghhBDiVSDBCCHEK0tRFP7880+Cg4NZsWIFd+/eVduqVq2Kv78/ffr0wd399Sq2qVs3Ys+ePeoKCe1qCN1+S5cuJTQ0VC8dT856Edpix5B9g9qUZyl2rCuvK1Fq1qzJuXPniI6O5tKlS1SoUMGgj+kiyq+f0qVLc/LkSb7//nt+//13oqOjsbCwwNvbm/79+zNw4EA15ZGugIAAKlasyLfffsvBgwd58OABLi4uVK9enYCAAHr16qWXxutptfN2p7WXG8ei7nHnYQpF8ttRr3QH9vV/gxkzZnD8+HHi4+NJT083OcbgwYN58803+fnnn9mxYwcXL17k/v372NjY4O7uTpUqVWjRogVvvfUWxYsXf+a55sbDw4M///yT77//nl9//ZUrV65ga2tLpUqV8PPz4/3331dXFpnj5OTE+vXrOXDgAEFBQRw4cIDbt2/z+PFjChQogKenJ7Vr16Z9+/Z6NViEEEIIIYQQQoj/Ao3yT+ba+I9KSkrCycmJxMREChQo8KKnI8Rr5/bt2yxfvpzg4GDCw8PV7UWKFKFv3774+/tTvXr1FzjDf1ZWVhbOzs48ePCAIUOGsHr1auLj49m2bRtt2rRR+y1atIh3332XKlWqULFiRX7//XcqVapkkJ//66+/5tNPPwUgJibGoJ6E9ph169YlLCwMgMWLF9O/f3+9PhMmTGDixImA8TRO7du3JyQkhAYNGnD48GGT57d27Vp69OgBQP/+/Vm8eLFBn8NXEnhnwRGD7bpiV3xK6o1wmjVr9rduugshhBBCCCGEEEK8Tl7U/WspYC2EeCUkJyezYsUK2rVrR4kSJRgzZgzh4eHY2trSq1cvNm/ezK1bt/j+++9f60AEZKesadq0KQDLly8nPj4ea2trGjVqpNdPu4IiIiKCnTt36m3TpS12DLBkyRKjxxw7dqwaiHhW2hUqV69eNVtzonv37mp6piVLljBr1iyDPrpFlNMfxPI4Yq9euwawsZL/xAkhhBBCCCGEEEK8LOROjRDipZWVlcXevXt59913cXNzo2/fvmzbto2srCwaNWrEzz//TOz/tXffUVGc79vAr6UjTUAQVERsUcHeK2BvBOyCCBqxa0yMNTGC+Wk0RmONFQvYjbFgVBSlWbASe0XRWAATEVAUEHbeP3iZL+sWiiwren3O4RyYp8w9uzri3Ps8d2Iidu3ahV69ekFH5/PZeS4vqZCamgogt8ixkZGRTJ/q1aujatWqEAQBaWlpMuPy69atm7h//axZszB27FgcPXoUly5dEusVLFy4UC7ZUVRt2rQBADx//hyTJ0/GpUuXEBcXh7i4ODx69Ejsp6Wlhd27d8PMzAwAMGnSJLi6umLjxo04e/YsYmNjEX7iOJySo5G4cxaerRuFN3f+V4Q5bzOoapayr0dBXFxcIJFIFL5GZUW1atUgkUjkVq1oSkBAACQSSZksFk9EREREREREJevzeXJHRGVGXFwcgoODsWXLFjx8+FA8Xq1aNfj4+GDo0KGoWbOm5gL8CLz/wPz9ehH5+wUHB4s/v18vAgCMjIwQHBwMDw8PZGRkYM2aNVizZo3cPCtXrlRaULowBg8ejPnz5+PBgwdYunQpli5dKrbZ29vLvNd169ZFTEwM+vfvj5s3byIyMlLlVksS/XLi9zZmBvB3q4cFZ/WKHSsREREREREREZUsJiOI6KOQkpKCXbt2ITg4GGfOnBGPm5iYYODAgfDx8UG7du0UFur9HDVs2BDm5uZ4+fIlAMUrHoDcJEVeMqJOnToK60EAuasjLl68iAULFiA8PBz//vsvypcvj3r16mHIkCEYMWIE/vnnnw+K2djYGGfOnMH8+fNx7NgxPHr0CG/evFHav27durh69Sp2796NvXv34sKFC3j+/Dmys7NhYWGBWrVqoXXr1ujZqzf0qzjmK6JsAW0tCRZ8ULRERERERERERFSSWMBaDVjAmqhw3r17h2PHjiEoKAghISHIzMwEkLtNT9euXeHj4wN3d3eUK1eugJmIPpyLiwuioqLKdMHratWq4dGjR/D19VVa/6M0FVTUnIiIiIiIiIhKn6aeX3NlBBGVKkEQcOXKFQQHB2Pbtm14/vy52Obk5ARfX194eXmhUqVKGoySiIiIiIiIiIiIShKTEURUKhISErB9+3YEBQXh2rVr4nErKyt4eXnB19cXjRo1YqFbIiIiIiIiIiKiTxA3XycitXn79i127tyJHj16oEqVKpgyZQquXbsGPT099O/fHwcPHsTTp0+xdOlSNG7cmImIT1xiYiJ++OEHNGvWDOXLl4euri6sra3h6OiIfv36Ye3atfj3338Vjn38+DGmTJmC+vXrw8zMDIaGhnBwcICvr69MjRFVzp49iwEDBsDGxgYGBgZwcHDAqFGjcOfOnUKNT0hIwKpVq9C/f3/UqlULRkZG0NfXR+XKleHu7o5du3ZBKpUW+vUoyO3bt/Htt9+iUaNGsLCwgIGBAapXr45OnTrht99+w+PHj4s9d0JCAmbNmoVmzZrBwsJCvI6+ffsiJCRE5ViJRAKJRIKAgAAAQGRkJAYPHgx7e3vo6+ujfPnyRYrl9u3bqFq1KiQSCcqXL49Tp04BAHKkAmLuv8CBy08Rc/8FcqTc5omIiIiIiIioLGPNCDVgzQj6nAmCgFOnTiE4OBi7d+9GWlqa2Na6dWv4+Phg0KBBMDc312CUVNpOnz6N3r17IyUlRWW/1atXY8yYMTLHtm/fjhEjRiAjI0PpuIkTJ2Lp0qVKC5wvWbIEU6ZMUZgsMDIywu7du7Fw4UKlNSNycnKgp6dXYLKhS5cu2Lt3L4yNjVX2U0UqlWLWrFlYuHAhcnJylPZTFGdhakYEBQVh3LhxKouHu7u7Y9u2bTAyMpJry0sa+vv7QyqVYu7cuTL1IMzMzMT3uaCaERcuXEDPnj3x33//wcbGBqGhoWjYsCFCrydgzsGbSEj933tua2YAf7d66O5kqzRuIiIiIiIiIioYa0YQUZl2//59bNmyBcHBwYiPjxeP29vbY+jQofDx8UGtWrU0GCFpSlZWFgYNGoSUlBQYGxtj9OjR6NSpE6ytrZGdnY1Hjx7h3Llz2L9/v9zY0NBQeHt7QxAEGBoa4ptvvkGPHj2gr6+PixcvYsGCBXj8+DFWrFgBAwMDLFy4UG6Offv2YfLkyQAAU1NTTJs2Da6urpBIJIiIiMAvv/wCLy8vWFtbK72GvAfpHTt2RI8ePVC/fn1YWVnh1atXePDgAdavX4+YmBiEhYVh/PjxCAoKKvbrNWHCBKxevRoAYG1tjfHjx6Ndu3YwNzfHy5cvERsbi3379hVrJVFQUBCGDRsGALCzs8PEiRPh6OgIGxsbPH36FNu3b8fOnTtx4MABDB8+HLt371Y61759+3D16lU4Ojri22+/Rf369ZGZmYnz588XKpYTJ07Aw8MDr1+/hoODA8LCwlCjRg2EXk/A2K2xeD91kZiagbFbY7HauwkTEkRERERERERlEFdGqAFXRtDnIiUlBX/88QeCg4PFrVUAwNjYGAMGDICPjw86dOig9NPq9HkIDw9Hp06dAAAhISFwc3NT2E8QBKSkpIirZt69e4fq1avjyZMnMDQ0RHh4OFq1aiUz5sWLF2jXrh1u374NLS0txMbGomHDhmJ7VlYWHBwc8OzZMxgbG+PMmTOoX7++zBw3btxAmzZtxFU8ilYcCIKA+/fvo2bNmkqv09/fHz/99BMkEgnu3LlTrOTb4cOH0atXLwBAs2bNEBoaCktLS4V9Hz9+DDs7O5ljqlZGPHnyBF988QXevHkDT09PbN68GXp6enLzrl69GuPGjQMAHD9+XHzv8uRPgri4uODIkSMwMDBQGKOylRF//vknvLy8kJWVhfr16+Po0aOwtbVFjlRAu1/CZVZEyJwbgI2ZAU5N7whtLW7rRkRERERERFQcmnp+zSeERFQk2dnZOHz4MAYPHgwbGxuMGjUKp06dgkQiQdeuXbF161YkJSVh48aNcHFxYSKCkJiYKH7v7OystJ9EIpHZvmv//v148uQJAGDq1KlyiQgAsLS0xLp16wDkbm+0cuVKmfYDBw7g2bNnAIAZM2bIJSIAwNHRET/88IPKa5BIJCoTEQAwe/ZsVKhQAYIgFFh3QZmff/4ZAKCvr489e/YoTUQAkEtEFGTZsmV48+YNrKysEBgYqDARAQBjx45F8+bNAQAbN25UOp+WlhY2btyoNBGhzLp16zBw4EBkZWWhbdu2iI6Ohq1t7kqH8/HJShMRACAASEjNwPn45CKdk4iIiIiIiIg0j9s0EVGhXL16FUFBQdi2bRuSkpLE4/Xq1YOvry+GDBmCypUrazBC0rQcqYDz8cl4/ioD1iYGaOFgAW0tCSpVqiT22bRpEyZNmlSo+cLCwsTv/fz8lPZr37496tSpg9u3b8uMAXI/2Z9n+PDhSucYPnw4ZsyYobCugSJSqRSJiYl49eoV3r17Jx6vUqUK/vvvP1y5cqVQ8+SXnJwsFuPu27cv7O3tizyHKnnbYPXs2RPlypVT2bdDhw64cOECYmJilPZp06YNHBwcihTD/Pnz8f3334tx7NmzB4aGhmL781fKExH5FbYfEREREREREX08mIwgIqWSkpKwbds2BAcHyzxcrVChAry8vODj44MmTZoUa+96+rSoKjjcqW1b1KxZE3Fxcfjmm2+wdetWeHh4oEOHDmjevLnST9Zfv34dAFCpUqUCVwG0atUKt2/fxqNHj/Dq1SuYmJgAAK5duybOkT8p8j4rKytUq1ZNpt7J+wRBwLZt27BhwwacO3cOb9++Vdr3v//+UxmvIpcvXxaTIe3bty/yeFVSU1MRFxcHILduRGFrWuRf1fK+/NthFcbkyZOxZMkSAMCQIUOwefNm6OjI/hpibVK4VRaF7UdEREREREREHw8mI4hIRkZGBkJCQhAUFISjR48iJycHAKCnpwc3Nzf4+PigR48e0NXV1XCk9LEoTMHhgwcPYsCAAbh+/TouXryIixcvAsjdjqhNmzZiciv/1kHJyblb8agqLJ3HxsZGZlxeMqIoc1SsWFFpMiIjIwN9+/bFkSNHCpwHgMpEhTL//vuv+H3etkUl5fnz58Uap+o68m+pVRh5iYg6deogKCgI2tracn1aOFjA1swAiakZcn+egP/VjGjhYFGkcxMRERERERGR5jEZQUQQBAFnzpxBUFAQdu/ejdTUVLGtZcuW8PX1xaBBg2BhwQeAJCtHKmDOwZsKHxwLyH14POfgTZya3hGXL1/GkSNHcODAAZw8eRJ37txBZmYmIiIiEBERgV9//RWHDh2Sq81QmJU3yrZXyjv+IXMAwLx588REhLOzM8aPH48mTZrAxsYGhoaGYm2UDh064OTJk4Xe7kmZkl5tlJdUBIAJEyZg9OjRHzynomSCKv3798eePXtw+/ZtjBs3DmvWrJG7Tm0tCfzd6mHs1lhIAJk/V3k9/d3qsXg1ERERERERURnEZATRZyw+Ph7BwcHYsmUL7t+/Lx63s7PD0KFD4ePjgy+++EKDEdLHrigFh1vXsETv3r3Ru3dvALmf1g8LC8PatWtx8uRJ3L17F4MGDcKlS5cAQEx+5a9Rokz+PvmTZkWZQ9nqAUEQEBgYCCB3+6Tw8HClhdnzVmIUR4UKFcTv84pul5T8c79+/RpOTk4lOn9h7NixA1KpFHv37sW6deugpaWFVatWySUkujvZYrV3E7ltv2z+/7Zf3Z1KdtUIEREREREREZUOJiOIPjOpqanYs2cPgoKCcPLkSfG4kZER+vfvD19fXzg7Oyt92EqU34cUHLa2tsaQIUPg5eWFHj164OjRo4iNjUVcXBxq1qwJJycnxMTE4NmzZ3jy5AmqVKmidP5z584BAOzt7cUtmgCgfv36OHv2LJ49e4Znz54prRvx77//4uHDhwrbkpOTxdoJAwYMUPp34/Xr17hz547SGAvSuHFjSCQSCIKA6OhojB07tthzva9ChQqws7PD48ePcfz4cUil0lL/O66jo4Ndu3Zh0KBB2Lt3r7gy4vfff1eYkOhSz0ZhQXQiIiIiIiIiKps+qaeN6enp2Lp1KwYOHIjatWvD0NAQ5cuXh7OzM3bs2KF0nFQqxcqVK9GgQQMYGhrCysoKAwcOxL1790oxeiL1yc7ORmhoKLy8vGBjYwM/Pz+cPHkSEokEnTt3xpYtW5CUlITNmzfD1dWViQgqtJIoOCyRSNCxY0fx57ziz126dBGPbdy4Uen406dP49atW3JjAKBz587i96qKNm/evFnp1krZ2dni9+np6UrnCAwMlOlbVBYWFmjbti0AYN++fXj06FGx51LE3d0dAPDkyRNs2bKlROcuLB0dHezcuRN9+vQBAKxevRoTJkxQ2FdbS4LWNSzh3qgyWtewZCKimDZv3gyJRAKJRKI04UZERERERERUGj6pJ44nT57E0KFDER4ejsaNG+Obb75Bv379cPXqVXh5eWHixIkKx40ZMwYTJ05ETk4OJk6ciJ49eyIkJATNmzfHzZs3S/kqiErOtWvXMHXqVFStWhU9evTAjh07kJGRgTp16mD+/Pn4559/EBYWBm9vbxgZGWk6XCqD8goOK3tMLAFglHwP5tkvlM4hlUpx4sSJ3P4SCapVqwYA8PDwEFdDLFy4ELGxsXJjX758iVGjRolj33+w7eHhIRaDnj9/Pm7cuCE3x61btzBv3jyl8VlZWaF8+fIAcrcayszMlOtz4cIF/Pjjj0rnyOPi4qLywfCMGTMAAJmZmejfv7/KbZ8eP35c4Pnymzp1KgwNDQEAX3/9NU6dOqWy/6lTpxAVFVWkcxSGrq4udu3aBQ8PDwDAqlWrlP77TERERERERESfjk9qmyZbW1ts27YNAwYMgK6urnj8559/RsuWLbFy5Ur4+PigefPmYltERATWr1+P9u3bIywsDPr6+gAAHx8fdOnSBWPHjlXLwxgidUlKSsKOHTsQHByMv//+WzxuaWkJT09P+Pr6omnTpiVeIJc+T4UpONxY5zEc69VFu3bt0LNnTzRs2BDW1tbIzMzEgwcPsGHDBkRERAAA+vTpAxsbGwC5D63Xr1+Pnj17Ij09HR06dMC3336Lbt26QV9fHxcvXsQvv/wiriCYMmUKGjZsKBOfnp4eVqxYgf79++PVq1do27Ytpk+fDldXVwBAZGQkFixYAACoWbMm4uLi5K5RS0sLQ4YMwe+//46rV6+iXbt2mDx5MmrVqoXU1FQcPnwYq1atgrGxMSpVqoS7d+8W+/Xs1asXRo0ahXXr1uHixYuoW7cuxo8fj/bt28Pc3BwvX77E5cuXsXfvXujo6IivW2FUrVoVgYGB8Pb2RlpaGlxdXeHp6Ql3d3dUq1YNUqkUCQkJuHTpEvbt24dr165hxYoVcHZ2Lvb1KKOrq4vdu3djwIABOHDgAFauXAmJRILly5eX+LmIiEraw4cP4eDgAADYtGkThg0bptmAiIiIiIjKCuEz8fPPPwsAhF9//VXmuKenpwBAiIqKkhvTvXt3AYBw586dIp0rNTVVACCkpqZ+UMxEhfX27Vth9+7dQu/evQVtbW0Buc+EBV1dXaFPnz7Cvn37hMzMTE2HSZ+wI9eeCa1+Pi7YT/9L/Gr183HhyLVngr+/v/hnUtWXs7OzkJycLDf3tm3bBAMDA5VjJ0yYIOTk5CiN79dffxW0tLQUji1Xrpzw119/Cc7OzmIc70tJSREaNWqk9PwWFhZCVFSUyjkEQRDbAQjx8fEK++Tk5AiTJ08WJBJJga/X++zt7QUAgq+vr9LXYu/evYK5uXmh3pOgoCC58Xlt/v7+Ss+RJ/97r0hWVpbw5Zdfin0mTZpU4JxERJoWHx8v3rc2bdqk6XCIiIiIiIpMU8+vP6mVEarkrZTQ0ZG95MjISBgZGYn7dOfXrVs3hIaGIioqCrVr1y6VOIkKSxAExMTEIDg4GLt27UJKSorY1qJFC/j4+GDQoEGoUKGC5oKkz4aqgsMdqk9Dy5Ytcfz4cbEgdVJSEgRBQMWKFdG0aVMMHjwYAwYMULhix8vLC+3bt8eyZctw9OhRPHr0CFlZWbCxsUGHDh0wZswYtGnTRmV8U6ZMQZs2bbB48WKcOnUKqampsLGxQadOnTBlyhTUrVsXv/76q9LxZmZmOH36NH777Tfs3r0b9+7dg46ODuzs7NCrVy9MmjRJZYHtotDS0sLixYvh6+uLtWvXIiIiAk+ePEF2djZsbW3h4OCAL7/8EgMHDizW/H369EGnTp2wfv16HDlyBDdu3MCLFy+go6MDKysr1KtXD87Ozujbt6/a/+3T1dXFH3/8gQEDBiAkJATLli2DRCLBkiVL1HpeIiIiIiIiIip9EkFQUrHzE5KTk4PGjRvj+vXruHr1KpycnADkFiI1NjaGk5MTrl27Jjfu0KFD6N27N6ZOnYqFCxcqnT8zM1NmD/G0tDTY2dkhNTUVpqamJX9B9Fl7+PAhtmzZguDgYJktZapUqYKhQ4di6NChqFu3rgYjJCIiIvp0cZsmIiIiIirr0tLSYGZmVurPrz+pAtbK/Pjjj7h27RqGDx8uJiIAIDU1FUDuJ14VyXsj8vopM3/+fJiZmYlfdnZ2JRQ5Ua60tDRs2rQJLi4ucHBwwOzZsxEXFwcjIyP4+Pjg+PHjePjwIX7++WcmIoiISLR582alRdPzCqq7uLgAAJ49e4YpU6agdu3aMDQ0hLm5OVxdXbFr164Cz3PgwAH07dsXVatWhYGBAYyMjODg4IDWrVtj2rRpiIyMlBsTEBAgxqbKw4cPxX6bN2+Wax82bBgkEgmqVasGAEhMTMT3338PJycnmJmZQSKRYP/+/WL/ly9fYtOmTfD29ka9evVgbGwMPT092NjYoFu3bli3bh2ysrKKFM+JEyfg4eGBSpUqQV9fH3Z2dhg2bFiha8jcvn0b3377LRo1agQLCwsYGBigevXq6NSpE3777TeVBeszMjKwcuVKdO7cGTY2NtDT04OVlRVcXV2xcuVKmQ/MFEdWVhYOHjyICRMmoHnz5jA3N4euri4sLS3RsmVLBAQE4L///ivUXKdOnUK/fv1gY2MjXuOYMWPED1e8/2dSmYSEBMyaNQvNmjWDhYUF9PX1UblyZfTt2xchISEqx+a9dwEBAQCAS5cuYciQIahatSr09fVha2uLAQMG4OLFi0rH5yUiAGD48OHinO/PTURERERE7ynVTaEKydLSslB7Wed9RUREKJ1r7dq1AgChcePGwqtXr2Tanj59KgAQ2rZtq3BsdHS0AEAYNWqUyngzMjKE1NRU8evx48esGUEfLDs7Wzh69Kjg5eUlGBoain/eJRKJ0LFjRyEoKEjuzzQREVF+mzZtUlqnJH+Nk9OnTwtWVlZKf9dSVs8jOztbGDRoUIG/q1WsWFFubEE1RfIUtD+/r6+vAECwt7cXzp49q/A69u3bJ/bPq62i6qtx48ZCQkJCoeL5/vvvlc5jbGwsnDx5Uum15eTkCDNnzpSp96ToS1kdmkuXLglVq1ZVObZOnTpCXFycytdYlbzXV9WXpaWlcOrUKZXzLFiwQGktHBMTE+Ho0aMF1t0RBEHYvHmzUK5cOZXxuLu7C69fv1Y4Pq+Pv7+/sGrVKkFHR0fhHDo6OsIff/yhdLyqr8LU1CEiIiIi0iTWjMjH09MTr169KnR/Gxsbhcc3bdqEMWPGoH79+ggLC4OxsbFMe96KCGUrH9LS0mT6KaOvrw99ff1Cx0ukyo0bNxAUFIRt27bh2bNn4vEvvvgCvr6+4qf3iIiISkJCQgLc3d0BAPPmzUOHDh1gaGiICxcu4KeffkJCQgKWLVuGXr16oUuXLjJj16xZI66caNOmDfz8/FCjRg2YmpoiOTkZ169fx/Hjx3H58mW1X8fr16/Rr18/vHnzBjNnzkTXrl1hbGyMW7duiasmgNztO1u2bInevXujcePGqFixIrKyshAfH4+tW7ciNDQUf//9NwYPHqxwRUd+69evx5kzZ9C2bVuMHTsWX3zxBdLT07Fnzx78/vvveP36NYYOHYq7d++K9cvymzBhAlavXg0AsLa2xvjx49GuXTuYm5vj5cuXiI2Nxb59+xSuHrl58yacnZ3x+vVrGBkZYezYsWjdujWqVq2KtLQ0hIaGYuXKlbh9+za6d++OixcvFvg7rSLZ2dmoXr06+vTpgxYtWqBq1arQ0dHBo0ePcPz4cWzcuBEvXrxAnz59cP36dVhbW8vNsXv3bsyYMQMAYG5ujunTp6NDhw4AgJMnT2LBggUYPHgwrKysVMYSFBQkbolkZ2eHiRMnwtHRETY2Nnj69Cm2b9+OnTt34sCBAxg+fDh2796tdK5jx47h3LlzqFu3Lr755hs0aNAA2dnZOHLkCBYuXIisrCz4+fnBxcVFpv7WtWvX8OzZM3Tr1g0AMHfuXPHvTx5FrwEREREREeHjXBlREjZs2CBoaWkJjo6OwvPnz5X2s7W1FYyMjITs7Gy5tiVLlggAhHXr1hXp3JrKLFHZ9fz5c2HZsmVCkyZNZD5ZZ25uLowbN044d+6cIJVKNR0mERGVMYVZGQFAsLOzE/755x+58Xfu3BH09fXFT5u/r3379gIAoUWLFsK7d++UxvHff//JHSvplREAhHLlygmXLl1SOd/du3dVtm/cuFGc7/jx4yrjASAMHz5cyMnJkes3Z84chSsz8hw6dEhsb9asmcLXKM/7741UKhUaNmwoABAcHR2VruK4cOGCuIpg1qxZKq9bmbi4OJW/g1y9elUwNjZWeo6MjAyhYsWKAgChfPnywu3bt+X63LlzR7CwsFC5EuTx48fitXh6egqZmZkK41m1apXK9y//e9etWzchIyNDrk9QUJDYZ8mSJXLtBf2ZJCIiIiL62Gnq+fUnWTNi48aN8PPzQ506dRAeHq7yU1bOzs5IT0/H6dOn5dqOHj0q9iEqaZmZmfjzzz/h7u6OSpUqYdKkSYiNjYWOjg7c3d3x559/IiEhAb///jtatGhR4J7aRERExbVixQqFNa9q164NDw8PAEB0dLRce2JiIgCgbdu20NFRvuDW0tKyZAItwLRp09CkSROVfWrVqqWyffjw4WjcuDEAyNSaUMTGxgarVq2Clpb8r9TffPONuBpC0Wv3888/A8hdYbtnzx6Vr9H7783hw4dx5coVALkrgZWtEm7WrBnGjx8PIPf34+KoUaOGyt9B6tevDz8/PwCKX6/9+/cjKSkJADBr1ix88cUXcn1q164Nf39/lXEsW7YMb968gZWVFQIDA6Gnp6ew39ixY9G8eXMAqq/ZwMAAQUFBClc3e3t7w9bWFoDi946IiIiIiIrnk0tGbNiwQSYRUdAy6VGjRgHI/c9R/mKFJ06cwNGjR9GhQwfUrl1brTHT50MQBJw9exbjxo2Dra0t+vfvj5CQEGRnZ6NZs2ZYvnw5nj17hv3796Nv377c/ouIiNTOzMwMbm5uStubNWsGILfwc0pKikxbpUqVAAAHDx4sdBFjdfL29i5Sf0EQkJiYiLt37+L69eviV9515T3wV6Z///4wMDBQ2GZqair+DvngwQOZtuTkZJw5cwYA0LdvX9jb2xcp7ryH/vb29uKDd2XytkN69uwZ/vnnnyKdR5GXL1/i/v37uHHjhvh6lS9fHkDu1lHv3r2T6X/8+HHxe1Xvj7e3t8qkR9419+zZE+XKlVMZY941x8TEKO3TuXNnVKxYUWGblpaWmNR6/70jIiIiIqLi+yhrRhRXeHg4Ro4cCUEQ0KFDB3EP3vwaNWokfsIPAFxdXeHn54fAwEA0btwYvXr1QlJSEnbt2gVTU1OFcxAV1aNHj7B161YEBwfj7t274vHKlSvD29sbPj4+qFevngYjJCKiz1Xt2rUVfrI/j4WFhfj9q1evxAfPADBs2DBERUUhLi4ONWrUQN++fdG5c2e0a9euyA/YP5SxsTFq1KhRqL5//fUXVq9ejZMnT6qsU1ZQgqVu3boq2/Neu/fPcfnyZQiCAABo3759YUKWcfHiRQC5v18UZeVkYmJisepOXbt2Db/99huOHDkirnJQRCqV4uXLlzIfBrp+/ToAoEqVKkof/gO5r1X16tVx//59ubbU1FTExcUByK0bERQUVKi481buKFLc946IiIiIiIrvk0pG/PPPP+J/7NauXauwj6+vr0wyIq9vgwYNsHbtWixfvhzGxsZwc3PDvHnzuCqCiu3Vq1f4888/ERwcjIiICPF4uXLl0LdvX/j4+KBjx47Q1tbWYJREVNpypALOxyfj+asMWJsYoIWDBbS1uA0baU5BnzLPn6jIycmRaRs2bBji4+Mxf/58pKWlYfPmzdi8eTOA3E/t9+7dG2PGjIGTk1OJx/2+/EkSZQRBgJ+fX6G3LHr79q3K9sK+du+/bv/++6/4fd52QEXx/PnzIo8BgDdv3hR5zIYNGzBmzBhkZ2cXqv/7r9nLly8BoMDi1Hl9FCUjinu9qt6/4r53RERERERUfJ9UMmLYsGEYNmxYkcdpaWlh4sSJmDhxYskHRZ+VnJwchIeHIzg4GHv37pX5T7+rqyt8fHzQr18/mJiYaDBKItKU0OsJmHPwJhJSM8RjtmYG8Herh+5ORX8gSfQxmDNnDvz8/LB9+3acOHECMTExeP36NR49eoTff/8dq1atwuzZsxEQEKDWOAqT3N+4caOYiGjUqBG++eYbtGzZEpUrV0a5cuXEOXx8fLBlyxbxQy7qVJyaUHkPyFu2bInAwMBCj3NwcCjSeW7fvi0mIqytrTF16lR07NgR1apVg4mJiVgTY+PGjRgxYgQAKH3NPqT2Vf6EwIQJEzB69Ohiz0VERERERJrzSSUjiDTl1q1bCAoKwtatW/H06VPxeK1ateDr6wtvb+9S366CiD4uodcTMHZrLN5/TJeYmoGxW2Ox2rsJExJUZtnZ2WH69OmYPn06cnJycOnSJezduxerV69GWloa5syZgyZNmuDLL78Ux+RfcSGVSpVuFZWenl5ica5fvx4AULNmTZw5cwaGhoYK+yUnJ5fYORWpUKGC+P2zZ8+KNT4pKQlJSUlqXXWyefNmZGdnQ1tbG1FRUahTp47CfqpeL3NzcwCFW92Qf8VIfvlfr9evX5fKShsiIiIiIip5n1wBa6LS8t9//2HlypVo3rw56tWrh19++QVPnz6Fubk5xo4di5iYGNy5cwc//PADExFEn7kcqYA5B2/KJSIAiMfmHLyJHKn6P4VNpG7a2tpo0aIFFixYgNDQUPH47t27ZfrlXyWYt5WPIrdv3y6x2G7cuAEA+PLLL5UmIgRBQGxsbImdU5HGjRuLKwWio6OLNR4AHj58KFOLqqTlvV4NGzZUmogA/lfDQhFHR0cAwJMnT1TWm0hOTlZaLLpChQqws7MDkFsQWyqVFhi7On3IKg8iIiIios8ZkxFERZCZmYl9+/bBw8MDtra2mDhxIi5evAgdHR24ublhz549SEhIwKpVq9CqVSv+Z5WIAADn45NltmZ6nwAgITUD5+PV+2lsotLWunVrcW/+94tBV69eXfz+woULSufYtm1bicWTV/dA1WqLAwcOICEhocTOqYiFhQXatm0LANi3bx8ePXpUpPH565/Nnz+/JEOTUZjXKyEhASEhIUrbO3XqJH6/detWpf22bt2qclssd3d3ALlJjS1btijtVxoMDAzE7zMzMzUYCRERERFR2cJkBFEBBEHA+fPnMX78eFSqVAl9+/bFgQMHkJ2djSZNmmDZsmV4+vQpQkJC0K9fP+jr62s6ZCL6yDx/pTwRUZx+RB+LLVu24N27d0rbT506JdZPer9eQZs2baCjk7tj6OLFixV+2n3Lli3Yt29ficVbq1YtAMDBgwcVbi10//59jB8/vsTOp8qMGTMA5D7M7t+/v8qtjh4/fizzc58+fcStijZv3ozly5erPFd8fDx27NghdzwyMhISiQQSiURh3bW81+vevXs4c+aMXPubN28wZMgQlYWi+/TpA2trawDA3LlzcefOHbk+9+7dw5w5c1Rew9SpU8XVLF9//TVOnTqlsv+pU6cQFRWlsk9xWVpaQk9PDwAUFtwmIiIiIiLFmIwgUuLx48eYP38+6tWrh5YtW2LVqlVITk6Gra0tpk6dimvXruHSpUv4+uuvxf9kExEpYm1iUHCnIvQj+lj4+PigSpUqGD16NIKDg3HmzBn8/fffOHbsGGbNmgU3NzcAgI6ODkaOHCkz1srKCoMHDwaQu/VOr169cPjwYfz999/466+/4OPjA19fX3EFQUnFC+TWaWjdujU2btyI8+fPIzo6GgEBAWjatCmSk5PRpEmTEjunMr169cKoUaMA5G5zVLduXfz000+IiIjA5cuXERERgSVLlqB9+/Zi3Hm0tLSwe/dumJmZAQAmTZoEV1dXbNy4EWfPnkVsbCzCwsKwePFidOnSBTVr1sSff/5Z5BiHDh0KILemR69evTB//nxER0fj/PnzWL16NRo1aoSIiAiV75GBgQGWLl0KAEhJSUHr1q2xcOFCnD17FmfPnsXChQvRqlUrSKVSMfmhaGVp1apVERgYCIlEgrS0NLi6usLHxwd//vknLl26hAsXLiAkJAT+/v5o0KAB2rdvj2vXrhX5mgtDR0cHzZs3B5BbvHvHjh24desW4uLiEBcXp/aaI0REREREZRULWBPl8/r1a+zduxfBwcEIDw8XtwswNDREnz594OPjg86dO0NbW1vDkRJRWdLCwQK2ZgZITM1QWDdCAsDGzAAtHCxKOzSiD/b8+XOsW7cO69atU9huaGiI9evXK3zA/9tvv+HixYu4ffs2QkNDZWpMALlb/CxfvlysO/ChJk2ahLCwMBw7dgx3797FiBEj5GINDg7GoUOH1F43AgBWr14NY2NjLFmyBM+fP4e/v7/Cfs7OznLH6tati5iYGPTv3x83b95EZGQkIiMjlZ7L1NS0yPE1b94cc+bMgb+/P1JSUvD999/L9fnuu+/g5OSE06dPK53H09MTDx48wI8//oiXL19i+vTpMu3lypXDH3/8gQULFuDevXsy2yDl5+XlBUNDQ4wYMQIvX77Eli1bVG7ZVJxrLqyZM2fCzc0NL168gJeXl0ybv78/AgIC1HZuIiIiIqKyiisj6LMnlUpx4sQJ+Pr6wsbGBr6+vjhx4gQEQYCzszM2bNiAxMREbNu2Dd26dWMigoiKTFtLAn+3egByEw/55f3s71YP2lqsM0Nly507d7By5Ur06dMHjo6OqFChAnR0dGBmZoZmzZphxowZuH37NoYMGaJwvJWVFc6ePYsffvgBderUgYGBAcqXL4/WrVtjzZo1OHbsmFhzoiTo6uri0KFDWL58OZo1a4Zy5crB0NAQNWvWxJgxYxAbG4sBAwaU2PkKoqWlhcWLF+Py5csYN24c6tatCxMTExgaGqJ69ero1KkTli1bhp07dyocX7duXVy9ehXbt29H//79YW9vD0NDQ+jq6qJixYpo164dpk6diujoaGzcuLFYMc6ePRuHDh1C165dYW5uDj09PVSpUgV9+/bFsWPHsGjRokLN88MPPyAqKgoeHh6wtraGvr4+7O3t8dVXX+HixYvo2bMn0tLSAEBc8aFInz598PDhQyxatAidOnWCjY0NdHV1YWhoiKpVq6J79+6YP38+7ty5I7eipCT16tULJ06cwJdffglbW1vo6uqq7VxERERERJ8KiaCqUhwVS1paGszMzJCamqrWT2TRh7l9+zaCg4OxdetWmb2Ya9asCR8fHwwdOhTVqlXTXIBE9MkJvZ6AOQdvyhSztjUzgL9bPXR3stVgZEREmvXu3TuYmZnh7du3+OGHHzB37lxNh0RERERE9MnS1PNrbtNEn5UXL15g586dCA4Oxvnz58Xj5cuXx6BBg+Dj44PWrVsr3KuYiOhDdXeyRZd6Njgfn4znrzJgbZK7NRNXRBDR527//v1iIexWrVppOBoiIiIiIlIHJiPok5eVlYXDhw8jODgYf/31F969ewcA0NbWRo8ePeDj4wM3Nzel+xMTEZUkbS0JWtew1HQYRESlKi4uDjVr1lTY9vDhQ0yePBkAYG1tjW7dupVmaEREREREVEqYjKBPkiAIuHTpEoKCgrBjxw68ePFCbGvUqBF8fX3h6emJihUrajBKIiIios+Dk5MTOnfuDDc3Nzg5OcHIyAjPnz9HREQE1qxZg5SUFADAwoULWX+BiIiIiOgTxWQEfVKePHmCbdu2ISgoCLdu3RKP29jYwNvbG0OHDkWDBg00GCHlCQgIwJw5cwDkJo/KMhcXF0RFRcHZ2RmRkZFFHj9s2DAEBQXB3t4eDx8+LPH4iIiINC07OxuHDh3CoUOHFLZLJBLMmTMHvr6+pRwZERERERGVFiYjqMxLT0/Hvn37EBQUhBMnTogPtg0MDNCnTx/4+Pigc+fO0NHhH3ciIiIiTQgJCcHhw4dx+vRpJCUl4cWLF9DX10flypXh4uKCcePGoX79+poOk4iIiIiI1IhPZ6lMkkqliIqKQlBQEPbs2YP09HSxrX379vD19UX//v1hZmamwSiJiIiICAB69uyJnj17ajoMIiIiIiLSICYjqEy5c+cOtmzZgi1btuCff/4Rj1evXh0+Pj4YOnQoqlevrsEIiYiIiIiIiIiIiOh9TEbQRy85ORm7du1CUFAQzp07Jx43NTXFoEGD4OvrizZt2kAikWgwSiIiIqIPkyMVcD4+Gc9fZcDaxAAtHCygrcXfb4iIiIiI6NPAZAR9lN69e4cjR44gODgYBw8eRFZWFgBAW1sb3bp1g4+PD7788ksYGhpqOFIiIiKiDxd6PQFzDt5EQmqGeMzWzAD+bvXQ3clWg5ERERERERGVDC1NB0CURxAEXLp0CZMmTUKlSpXg7u6OP//8E1lZWWjYsCEWL16MJ0+e4NChQxg0aBATEZ+YtLQ0zJkzB/Xr14eJiQnKly+Ptm3bIjAwEFKpVOXY5ORkBAQEoFmzZjA3N4eBgQHs7OwwYMAAHD58uFDnL4k5VNm7dy8MDAwgkUhQv359JCQkFGn86dOnYW5uDolEAjs7O9y6dUuuT2xsLMaMGYM6derAxMQE5cqVQ82aNeHn54crV64U6jwJCQmYNWsWmjVrBgsLC7G4aN++fRESEqJyrEQigUQiQUBAAAAgPDwcffr0QeXKlWFgYAB7e3uMHDkS9+/fL/VYIiMjMXjwYNjb20NfXx/ly5cvVAxERKUh9HoCxm6NlUlEAEBiagbGbo1F6PWi/ZvxMXv//kxERERERJ8PiSAIgqaD+NSkpaXBzMwMqampMDU11XQ4H72nT59i27ZtCA4Oxo0bN8TjFStWxJAhQ+Dj44OGDRtqMEJSh4CAAMyZMwcAEB8fjy5duiAuLk5h3y5duuDAgQMKE1ARERHo168fXr58qfRc/fr1w9atW2FgYKCw/UPncHFxQVRUFJydnREZGSnXHhgYiDFjxiAnJwdt2rTBX3/9BXNzc7F92LBhCAoKgr29PR4+fCg3/vDhw+jfvz/evn2LL774AseOHUPVqlXF9pycHHz77bdYuXIllN3SJRIJ5syZgx9//FHpNQYFBWHcuHF48+aN0j7u7u7Ytm0bjIyMFJ4DAPz9/aGtrQ1/f3+F8RgaGmLnzp348ssvSyUWqVSKuXPnysRiZmaGlJQUpXMTEZWWHKmAdr+EyyUi8kgA2JgZ4NT0jp/Elk35789MSBARERERaYamnl9zmybSiDdv3mDfvn0IDg7G8ePHxU++6+vrw8PDAz4+PujatSt0dPhH9HMwcOBAPHjwAH5+fhg4cCAsLCxw8+ZNLF68GFeuXEFYWBiGDx+OnTt3yoy7evUqevTogczMTGhra2P06NHo27cvzMzMcP36dSxevBjXr1/Hn3/+CS0tLezevVvu3CUxhyq//PILZsyYAQDo3r07/vzzT5QrV67Q47du3Yrhw4cjOzsbTZs2xZEjR2BlZSXTZ+TIkdi0aRMAoGXLlvDz80ONGjVgamqKmzdv4vfff8e5c+cwe/ZsWFhYYPz48XLnCQoKwrBhwwAAdnZ2mDhxIhwdHWFjY4OnT59i+/bt2LlzJw4cOIDhw4erfB0OHz6MCxcuoGbNmpg+fToaNWqE169fIyQkBCtXrsTbt28xYMAAnD9/XmGisSRj2bdvH65evQpHR0d8++23qF+/PjIzM3H+/PmCXnoiolJxPj5ZaSICAAQACakZOB+fjNY1LEsvMCIiIiIiopImUIlLTU0VAAipqamaDuWjkpOTI0RGRgrDhw8XjI2NBeT+/1oAILRt21ZYt26d8PLlS02HSaXE399f5s9AUFCQXJ/MzEzBxcVF7HPs2DGZ9pYtWwoABIlEIuzbt09u/Nu3b4X27duL40NCQuT6lMQczs7OAgDB2dlZPCaVSoXvvvtOHOfl5SVkZWUpfC18fX0FAIK9vb3M8WXLlgkSiUQAILi6ugppaWlyY/fu3SueY/ny5Qrnz87OFjw9PQUAgomJiZCcnCzT/vjxY6FcuXICAMHT01PIzMxUOM+qVavEcx0/flyuPf/72bBhQ4X3wCNHjghaWloCAKFNmzZy7eqIxcXFRXj79q3CeYiING3/308E++l/Ffi1/+8nmg61ROTdm/39/TUdChERERHRZ0tTz6+ZjFADJiNk3b17V5g1a5Zgb28v84DQwcFB8Pf3F+Li4jQdImlA/mREz549lfa7f/++oK2tLQAQvvzyS/H4+fPnxfE+Pj5Kxz948EDQ0dERAAidO3eWaSuJOQRBPhmRnZ0tDBs2TJx7woQJglQqVTq/omTEjz/+KI7v06ePkJGRoXBss2bNCnwNBUEQkpOTBX19fQGAsG7dOpm2KVOmCAAEKysrIT09XeU8zZs3F5Mr78v/9/v8+fNK5xg+fLjYLzY2Vq2xaGlpCQ8ePFA5DxFRScj/75og5P4+OHfuXKFJkyaCubm5AEBYsmSJzJjw8HChR59Bgk55G0Gioy9I9AwFXUs7waSpm1BpdKBMMuJM3H/iuE2bNonnio+PFzIyMoTFixcLTZs2FczMzARjY2OhSZMmwq+//qo0qZtfenq68Ouvvwpt27YVLC0tBT09PcHGxkbo1auXsG3btiL9G5aQkCDMnDlTcHR0FExNTQUAwr59++R+D1T05evrq/Acz549E3744QehadOmgrm5uaCnpydUqlRJ6NOnj3DgwAGV1/Z+8iMiIkIYNGiQULVqVUFPT08wMzMr8PUhIiIiIvrUaOr5NffAIbV4+fIldu/ejaCgIMTExIjHTU1NMXDgQPj4+KBt27bQ0mINdQK++uorpW3Vq1eHi4sLTpw4gfDwcOTk5EBbWxthYWFiHz8/P6XjHRwc0LlzZ4SGhuLkyZPIzMyEvr4+AJTIHO/LyMjA4MGDceDAAQBF3xNbKpVi/PjxWLNmDQBgxIgRWLt2LbS1teX6Pnv2DBcvXgQADBgwQOW85ubmcHJywqVLlxATE4ORI0eKbfv37wcA9OzZs8AtpDp06IALFy7I/L1+n5OTE5o3b660/auvvhK3lQoLC0Pjxo3VFkubNm3g4OCgch4iopIWFxeHbt264cGDBwrb3759C19fX/zxxx9ybe9ePMa7F4/x6vIRWHYdB5MGXWFjZoAWDhYK53r58iUGDBgg/nuQJzY2FrGxsdi2bRvCwsJQoUIFheOvXbuGXr164fHjxzLHExMTcejQIRw6dAhr1qzBgQMHZOodKXLu3Dm4ubnh33//VdmvKJTVEHr27Bn27duHffv2qawhlN/s2bPlaggpqkdFRERERETqwWQElZh3797h6NGjCAoKQkhICLKysgAAWlpa6Nq1K3x9feHu7s7/9JGcFi1aFNh+4sQJvH79GvHx8ahZsyauX78OIPfPl6oH3wDQqlUrhIaGIjMzE3fv3kX9+vUBoETmyO/Vq1fo3r07oqKiIJFIsGLFCoX1GZTJzs6Gp6enWANh2rRp+OWXX5T2v3Dhgvj98OHDMXz48EKdJzExUfw+NTVVLBweFBSEoKCgIs/xvoLez2bNmkFLSwtSqRRXr15VayyKalIQEalbv3798PjxY4wbNw7u7u6wtLREfHw8LC0tIZVK8eWXX+L48eMAgK5du6K+cy9su/EWEh09ZCbdR9qFA8hOfoIXR1ZAu1x5+AeMUVq8evTo0bh48SL69euH4cOHw8bGBvHx8Vi5ciWioqJw+fJluLu74+TJk3IfAnn27BlcXV3x4sULAICXlxe8vb1hbW2NuLg4rFixAqdPn8bJkyfRq1cvnDx5UmFyHABev36Nfv364c2bN5g5cya6du0KY2Nj3Lp1C9WqVcOxY8eQlZUl/vs5duxYjBs3TmaO95MdrCFERERERPRpYTKCPoggCLh8+TKCg4Oxfft2PH/+XGxzcnKCr68vhgwZAltbWw1GSR87a2trle0VK1YUv3/x4gVq1qyJ5ORkALmrbQwMDFSOt7GxEb/PG5f/+w+ZI7/Y2Fjxez8/vyIlIgDg6dOn4oOULl26qExEAJD5+1YU+T9dWtw53r59q7StoPfTwMAApqamSElJER+AqSuWgj7FS0SkDtevX8dff/2FHj16iMeaNm0KAFiyZAmOHz8ObW1t7NmzBx4eHgCAztcTMOfgTSTY1oaRY0c8/8MfmY+vQ3J2EzrX+VHpuS5cuIA5c+Zg9uzZMufq168fhg4dim3btuHMmTPYsGGDzKo4APj222/F+/CyZcvw9ddfy8wxYMAAeHl5YdeuXYiJicGqVaswceJEhXG8ePEC5cqVw8mTJ9GkSRPxeLNmzRT2t7a2hpOTk9LrevLkiZis8PT0xObNm6Gnpye2N2nSBG5ubujQoQPGjRuHP/74AydOnECnTp0Uznf16lW4uLjgyJEjMv/mt2/fXmkMRERERERUspiMoGJJSEjAtm3bEBQUJH66HACsrKwwZMgQ+Pr6omHDhpBIFH+Kjyi/gv6c5N9OoahjCxpfUnMAgKOjI7Kzs3Hnzh1s2LABHTp0gLe3d4Hj8lSsWBE1a9bE6dOnERYWhp9//hnff/+90v45OTni90FBQTIPf1TJv41F/jkmTJiA0aNHFzpeZYr7eqojFmWf4CUiUicfHx+ZRESed+/eYdGiRQByVzTkJSIAoLuTLbrUs8H5+GQ8f5WB9C5rMaRHWyQ9fYyIiAh06dJF4bnq16+PWbNmyR2XSCT4/fffcfjwYbx8+RIrV66USUYkJCRg7969AHK3vcufiMijpaWFtWvXIiwsDMnJyVi+fLnSZASQu6KvsP8WFWTZsmV48+YNrKysEBgYKJOIyG/s2LHYtGkTLly4gI0bNypNRmhpaWHjxo0FfviAiIiIiIjUh8kIKrS3b99i//79CA4OxrFjxyCVSgEAenp6cHd3h4+PD7p16wZdXV0NR0plTVJSEuzs7JS25//EvKWlJQDAwiJ37+zU1FRkZGSofLiQlJQkfp83rqTmyK9ChQrYsWMHXF1dcefOHfj6+kIikWDIkCFK583PwMAAoaGh6N69O06fPo0ffvgBWlpamDFjhtLz5REEQeUnTJXJP8fr16+LNcf78r9WimRkZODVq1cA/vd+qisWIiJNUJaIPn/+PJ49ewZAca0fbS0JWtfIuy9WxteWlnjx4gViYmKUJiN8fX2V1uAyMzND3759sWHDBly9ehVJSUniasOIiAhkZ2cDUF03yczMDAMHDsSaNWsQFxeHhw8folq1agr7FiUBXxDWECIiIiIi+vSwejCpJJVKER0dDT8/P9jY2MDLywuhoaGQSqVo06YN1qxZg8TEROzevRu9e/dmIoKKpaD9mvNqIxgZGYkPEvIeVEulUrmine87d+4cAEBfXx+1a9cWj5fEHO+ztbVFREQEateuDalUCl9fX2zfvl3l3PkZGxvjyJEjaNOmDQBg5syZSrdryl/4OTQ0tNDnyK9ChQpiIuj48eNikvFDFPR+Xrp0STxP/tob6oiFiEgTlNWryf9vjaurKyQSicqvvC2UPqROT/72a9euid/nX9naqlUrlXPkb88/R37GxsaoUaOGynkK6/0aQgW9TosXLwbAGkJERERERB87JiNIobi4OPj7+6NmzZpwdnbGhg0bkJaWBnt7e/z444+4e/cuTp8+jdGjR3NPdvpgmzdvVtr28OFDREREAAA6duwobruT/xOiGzduVDk+LCwMQO6+0Pr6+mJbScyhSP6ERE5ODnx8fLBjxw6VY/IzMTFBaGgoWrduDQCYMWMGfv31V7l+NWrUEBMqf/75p/jgpqjc3d0B5O7PvWXLlmLNkd/169dx6dIlpe35X+v3P+lb0rEQEWmCst+NSqLWz/uKWncpT/76RwXNUZi6SeXLl1c5R1GwhhARERER0aeJ2zSRKCUlBbt370ZwcDBOnz4tHjcxMcGAAQPg4+OD9u3bK90KgKi4/vrrL2zbtk1uO6OsrCz4+fmJtQTyF4Ru3rw5WrRogfPnzyMoKAj9+/dHz549ZcZnZmZi+PDh4jYU7++HXRJzKFOpUiVERETAxcUF9+7dw9ChQyGRSDB48OBCjTcxMcHRo0fRrVs3xMTEYNq0aZBIJJgyZYpMv9mzZ2PgwIF49+4d+vTpg6NHj6JSpUoK58zJycHOnTvh7OyMKlWqiMenTp2KDRs24O3bt/j6669Ro0YNtGvXTmlsp06dQk5ODpydnZX2GTlyJKKjo2FsbCxz/NixY2LyqVWrVnJ7i6sjFiKi0qasXk3+2jhhYWEyD/lVUfUg/UPqLpXkHCVZo4c1hIiIiIiIPk1MRnzmsrOzcezYMQQFBeHAgQPIzMwEkFvkr3PnzvD19YWHh0eBe/USfYjmzZvDx8cH0dHRGDhwIMqXL4/bt29j0aJFuHz5MgCgf//+6Natm8y49evXo0WLFsjMzIS7uzvGjRsHDw8PmJqa4saNG1i0aJG4ncSAAQPg5uYmd+6SmEOZSpUqITIyUkxIeHt7Q0tLCwMHDizU+LwVEt26dcPZs2cxdepUSCQSfPfdd2KfAQMGYNSoUVi3bh2uX78OR0dHjBo1Ch07dkTFihXx9u1bPHz4EDExMdizZw8SEhJw7do1mWRE1apVERgYCG9vb6SlpcHV1RWenp5wd3dHtWrVIJVKkZCQgEuXLmHfvn24du0aVqxYoTQB0KxZM1y8eBFNmjTB9OnT0bBhQ6SnpyMkJAQrVqyAVCqFnp4eVq1aJTe2pGMhIvqY5K+No6urW2J1elRtH6io7hIgW/8oKSkJpqamKs+haJy6sIYQEREREdGnicmIz9SVK1cQFBSE7du3y/wH09HREb6+vvDy8kLlypU1GCF9Tnbt2oXOnTtj3bp1WLdunVx7x44dERQUJHe8QYMGOHz4MPr374+XL19i+fLlWL58uVy/fv36ITg4WOG5S2IOVfKvkIiLi8OQIUMgkUgUFi5VxNTUFEePHkXXrl1x7tw5TJkyBVpaWvj222/FPqtXr0bFihUxf/58pKSkYOHChVi4cKHC+fT09BQW6vby8oKhoSFGjBiBly9fYsuWLSq3SVL10KpXr17o3bs3AgICFBZFNTAwwI4dO2RqXqgrFiKij8n7tX5KIpF6/vx5tG/fXml7Xt0lQLZOT/4H/OfOnUOtWrWUzpFXN+n9OdQlr4bQ48ePxRpCXJlLRERERFT28bf6z0hiYiJ+++03NGzYEI0aNcKSJUuQlJQEKysrTJo0CZcuXcK1a9cwdepUJiKoVDk4OODSpUv48ccf4ejoCCMjI5iYmKB169ZYu3YtwsLClK7O6dixI+7du4fZs2ejadOmMDMzg56eHipXrox+/frhr7/+wp49exQ+gC/JOVSpXLkyIiMjUbNmTWRnZ8PLywt79uwp9HhTU1McO3YMLVu2BABMnjwZS5cuFdu1tLTw008/4e7du5g+fTqaNWsGS0tL6OjowNjYGF988QUGDBiAtWvX4unTp6hZs6bC8/Tp0wcPHz7EokWL0KlTJ9jY2EBXVxeGhoaoWrUqunfvjvnz5+POnTvw8fFRGbO/vz+OHTsGNzc32NjYQE9PD3Z2dhgxYgSuXr0KDw8PleNLMhYioo9Fu3btxE/9r1+/Xmn9haIIDg6GVCpV2JaWloY///wTQG4SIX/9CFdXV+jo5H4uSVXdpLS0NOzevRsAULNmTVSrVu2D4s37tzRvNa4yrCFERERERPQJEqjEpaamCgCE1NRUTYcivHnzRti5c6fQo0cPQUtLSwAgABD09PSEfv36CSEhIUJWVpamwySiT0De/cXf31/ToRARlTp/f3/xPqjKwoULxX6urq5CSkqK0r4ZGRnCypUrhbdv38oc37RpkzgHAGHu3LlyY6VSqTB06FCxz5o1a+T6DBw4UGxfvXq1wjm8vLzEPsuXL5fr4+vrKwAQ7O3tVV53HgcHBwGAMGDAAJX9Hj16JBgaGgoABFNTU+HkyZMq+588eVKIjIyUO85/m4iIiIiI5Gnq+TW3afoECYKA06dPIygoCLt370ZaWprY1qpVK/j6+mLgwIGlsucvEREREf3Pd999h4iICBw5cgQRERGoW7cuxowZg3bt2sHCwgLp6em4d+8eTp06hb179+Lly5fw9fVVOl/z5s0xa9YsXLlyBcOGDYONjQ3i4+OxcuVKREZGAgBatmypcNu8JUuW4MSJE3jx4gXGjRuHmJgYeHl5wcrKCvfv38fy5ctx6tQpAEDr1q0xbty4D77+Nm3aID4+HiEhIVi7di3atm0rrpYwNTWFtbU1ANYQIiIiIiL6FDEZ8Ql58OABtmzZguDgYDx48EA8XrVqVQwdOhQ+Pj4qCxwSERERkXppaWlh3759mDhxIgIDA5GQkAB/f3+l/Y2MjKCtra20fe3atfDz88Mff/yBP/74Q669QYMGCAkJUThHpUqVEB4ejl69euHJkycIDg5WWB+pXbt2OHDggMo4CmvKlCnYs2cPMjMzMWbMGJk2X19fbN68WfyZNYSIiIiIiD4tTEaUcampqfjjjz8QHByMkydPiseNjY3Rv39/+Pj4wNnZmUX/iIiIiD4S+vr6WLduHSZMmIDAwEBERUXhn3/+watXr2BkZISqVauicePG6Nq1K9zd3WFoaKh0LnNzc5w+fRorVqzAzp07ERcXh5ycHNSqVQteXl74+uuvoa+vr3R8gwYNcPv2baxevRr79+/HrVu38OrVK1haWqJJkyYYMmQIPD09IZFISuTaGzVqhJiYGCxcuBBnzpxBYmIisrKylPbv06cPOnXqhPXr1+PIkSO4ceMGXrx4AR0dHVhZWaFevXpwdnZG3759+aEbIiIiIqKPnEQQBEHTQXxq0tLSYGZmhtTUVLV8Qis7OxthYWEIDg7G/v37kZGRAQCQSCTo3LkzfHx80KdPHxgZGZX4uYmIlMl7UOXv74+AgADNBkNE9AnbvHkzhg8fDgCIj4//4KLSRERERET0eVH382tl+HH5MuTq1auYMmUK7Ozs0LNnT+zcuRMZGRmoW7cuFixYgH/++QfHjh2Dt7c3ExFERERKBAQEQCKRlNgnvT/Uw4cPxXjyb1FDRERERERE9CnhNk0fuaSkJGzfvh3BwcG4fPmyeNzS0hJeXl7w8fFB06ZNP5oHKkT0+eJCOyIiIiIiIiIiUobJiI9QRkYGQkJCEBwcjNDQUOTk5AAAdHV14ebmBh8fH/To0QN6enoajpSIiDTBxcUFUVFRcHZ2RmRkpKbDISIiIiIiIiIqEJMRHwlBEBATE4OgoCDs2rULqampYluLFi3g6+uLQYMGwdLSUoNREpGm5UgFnI9PxvNXGbA2MUALBwtoa3FlFBERERERERERfdyYjNCw+Ph4bNmyBcHBwbh//7543M7ODkOHDsXQoUNRp04dDUZIRB+L0OsJmHPwJhJSM8RjtmYG8Herh+5OthqMjIiIiIiIiIiISDUmIzQgLS0Ne/bsQVBQEKKjo8XjRkZG6NevH3x9feHi4gItLdYXJ6JcodcTMHZrLN6vypCYmoGxW2Ox2rsJExJERJ+JYcOGYdiwYZoOg4iIiIiIqEj4tLuU5OTk4OjRo/Dy8kLFihUxYsQIREdHQyKRoFOnTggODkZiYiKCgoLQsWNHJiKISJQjFTDn4E25RAQA8dicgzeRI2UB6bIoMTERP/zwA5o1a4by5ctDV1cX1tbWcHR0RL9+/bB27Vr8+++/AHIfQEokEkRFRQEAoqKiIJFIZL6qVaum8Dy3bt3CuHHj8MUXX8DY2BhGRkaoXbs2xowZgxs3bqiMMW/ugIAAAEBkZCQGDx4Me3t76Ovro3z58nJjUlNTMX/+fLRr1w5WVlbQ09NDxYoV0aNHDwQHB4v1kD7UmzdvsHz5cnTt2hWVKlWCvr4+KlasiKZNm+Lrr7/GqVOnil1cPScnB0FBQXBzc0PlypWhr68PCwsLtGrVCj///DPS0tKUjs17r/Lej8TERHz//fdwcnKCmZkZJBIJ9u/fX+hY3r17hyFDhojvxZQpU1g0noiIiIiIiMoUroxQs+vXryM4OBhbt25FQkKCePyLL76Ar68vvL29YWdnp8EIiehjdz4+WWZrpvcJABJSM3A+Phmta7CuTFly+vRp9O7dGykpKTLH//33X/z777+4efMm9u7dC0EQMGbMmGKfZ9GiRZgxY4ZcAuDevXu4d+8eAgMDMXfuXMyYMaPAuWbPno25c+fKPAg3NDSU6ZOXfE9OTpY5/vz5c4SGhiI0NBRr167F/v37YWVlVezrio6OxqBBg5CYmCh3nufPnyM2NhYrVqxAfHy80iSNMvHx8XB3d8e1a9dkjmdlZeHcuXM4d+4cVq5ciQMHDqB58+Yq5zp37hzc3NzEpFJRvXnzBv3798eRI0cAAPPnzy/Ue0X0IVijiIiIiIiIShqTEWrUoUMHXLlyRfzZwsICnp6e8PHxQfPmzSGR8D90RFSw56+UJyKK048+DllZWRg0aBBSUlJgbGyM0aNHo1OnTrC2tkZ2djYePXqEc+fOyXx6ft68eZgyZQqGDx+OixcvolmzZti0aZPMvHp6ejI/r1u3DlOnTgUAmJubY9q0aXB2dgYAnDx5Er/88guSk5Mxc+ZMmJqaYty4cUpj3rdvH65evQpHR0d8++23qF+/PjIzM3H+/Hmxz4kTJ9C7d29kZ2fD0tISEyZMQJMmTVClShX8+++/2L9/P9avX48zZ87Aw8MDkZGR0NXVLfLrd/r0aXTu3Bnv3r2DlpYWBg8ejL59+6JatWp49+4d7t69i2PHjhVp9UGexMREtG3bFgkJCdDV1cXw4cPRqVMnVKtWDZmZmYiMjMTSpUuRkJCAHj16IDY2FlWrVlU41+vXr9GvXz+8efMGM2fORNeuXWFsbIxbt24VKkHy8uVL9O7dG2fOnIG2tjbWrFkDPz+/Il8TUVGwRhEREREREamDROAa/xKXlpYGMzMzAICuri569eoFHx8f9OrVS+4hERFRQWLuv4Dn+rMF9tsxshVXRpQh4eHh6NSpEwAgJCQEbm5uCvsJgoCUlBSYm5uLx1xcXBAVFQVnZ2dERkYqPceLFy9gb2+P9PR0WFlZ4cyZM6hZs6ZMnwcPHqBNmzZISkqCoaEh4uPjUbFiRZk++ZPnLi4uOHLkCAwMDOTO9+bNG9SsWRMJCQlwcXFBSEgITExM5PodOnQIX375JaRSKQIDAzFixAil16BIZmYmatWqhcePH0NfXx8hISHo2rWr0tegXLlyMqs3AgICMGfOHABQuNWRu7s7QkJCUKlSJYSHh+OLL76Q6xMfH4/WrVsjKSkJ3t7e2LJli0z7sGHDEBQUBAAoV64cTp48iSZNmiiM8eHDh3BwcAAAbNq0SawFkJCQgK5du+L69evQ19fH9u3b0bdv3wJeHaIPo6xGUd5dgDWKiIiIiIjKvrzn16mpqTA1NS2187IwgRotXLgQz549w759+9CnTx8mIoioWFo4WMDWzADK1lJJkPuJ1RYOFqUZFn2g/FsL5a1UUEQikcgkIopi48aNSE9PBwD88ssvcokIAKhevTp+/fVXAMDbt28RGBiodD4tLS1s3LhRYSICyH2QnreaYOvWrQoTEQDQq1cv9OvXT4yxqLZs2YLHjx8DAObMmaM0EQEAlpaWcttIqXLjxg2EhIQAAJYuXaowEQEADg4OmD17NgBg165dePPmjdI5p02bpjQRoUxcXBzatm2L69evw8TEBIcPH2YigtSONYqIiIiIiEidmIxQo9GjR6NChQqaDoOIyjhtLQn83eoBgFxCIu9nf7d63Mu7jKlUqZL4/ftbLZWUsLAwAICRkRE8PT2V9hs0aJD4SYi8MYq0adNG/AS/InlbIrVp0waVK1dWGVuHDh0AABcuXEB2drbKvu/766+/AAD6+voYO3ZskcYWJO8adHV14e7urrJv3jW8e/cOFy9eVNrP29u7SDFcvnwZ7dq1Q3x8PCpUqIDw8HB07NixSHMQFUdRahQREREREREVFZMRRERlQHcnW6z2bgIbM9lPpNuYGXDLjDKqbdu24kqFb775Bs2bN8e8efNw8uRJZGSUTP2P69evAwAaNmyodDUDkFtnIu+T++8XbM6vYcOGKs+X90A+KioKEolE5dfEiRMB5D7If7/QdUFiY2PFeEp6OWneNbx79w76+voqr6F+/friuPeLaOcxNjZGjRo1Cn3+U6dOwcXFBUlJSahatSpOnTqFZs2afdhFERUSaxQREREREZE6sYA1EVEZ0d3JFl3q2eB8fDKev8qAtUnu1kxcEVE26erq4uDBgxgwYACuX7+Oixcvig/C9fX10aZNG3h5ecHHx6fY2/zlPeS3trYusK+NjQ0AICUlBYIgyNSJyKNqu6h3794hJSWlWHGq2uJIkX///RcAYGtb8km458+fF2ucsmsoX758kebZsGGD+P2OHTuUbhNFpA7WJsqTlsXpR0RERERElB+TEUREZYi2loRFqj8hderUweXLl3HkyBEcOHAAJ0+exJ07d5CZmYmIiAhERETg119/xaFDhxTWeygsRYmF9ykq5Pw+bW1tpW05OTni93369MFPP/1UuOCAArd0UqYw11VUeddRpUoVHDlypNDjqlSpovC4qtdMEXd3dxw6dAjZ2dkYOnQooqKilM5NVNLyahQlpmYorBshQe6KPNYoIiIiIiKi4mAygoiISIO0tbXRu3dv9O7dG0DuJ/PDwsKwdu1anDx5Enfv3sWgQYNw6dKlIs9tYWGBhIQEJCUlFdg3r0/58uWL9ZDfwMAARkZGSE9Px8uXL+Hk5FTkOQqrQoUKePLkCZ49e6aWuYHc1Re1a9cu9qqU4vLw8MCQIUPg5eWFBw8ewMXFBZGRkUxIUKnIq1E0dmssJIBMQoI1ioiIiIiI6EOxZgQREdFHxNraGkOGDEFUVBS6desGILdGQlxcnNinsMmCvITAlStXkJmZqbRfVlYW/v77bwCQqYNQVI0bNwYAxMTEIC0trdjzFKRp06YAcgs9l/R58q4hb3WKJgwYMADbtm2DtrY27t+/D1dXVzx9+lQjsdDnhzWKiIiIiIhIXZiMICIi+ghJJBJ07NhR/Pm///4Tv88rRq0qwQAAXbp0AQCkp6dj165dSvv98ccfSE1NlRlTHB4eHmJcS5YsKfY8BXFzcwOQm0RZtWpVic6ddw0A8MsvvxRq+yp1GDhwoJiQiIuLg4uLi1pWghAp0t3JFqemd8SOka2wbHAj7BjZCqemd2QigoiIiIiIPgiTEURERBpw8uRJ3Lt3T2m7VCrFiRMnAOQmJqpVqya25RVufvDggcqH5cOHD4eRkREAYPr06Xj48KFcn4cPH2LKlCkAAENDQ/j5+RX1UkSjR48Wi2XPnTsXe/fuVdn/2rVrOHjwoNzxzZs3QyKRQCKRICAgQK7d29tb3LZozpw5OHbsmNJzvHjxAm/fvi30NTRt2hQ9e/YEAERERGDq1KkqX+OkpCQEBgYWev6iGDRoELZu3SomJFxdXZmQoFKTV6PIvVFltK5hya2ZiIiIiIjogzEZQUREpAEnTpxAnTp14OzsjF9++QWhoaGIjY1FTEwMtm3bhs6dO4sP2fv06QMbGxtxbJs2bQDk1peYPHkyLl26hLi4OMTFxeHRo0divwoVKuC3334DACQmJqJZs2b49ddfcfbsWZw9exaLFi1Cs2bNkJiYCABYtGgRKlasWOxrMjY2xu7du6Grq4vs7Gz0798fHh4e2L59O86fP49Lly7hyJEj+Pnnn9G6dWs0aNAAUVFRRT6Pvr4+tm3bBh0dHWRkZKBHjx7w9vbGvn37EBsbi3PnzmHbtm0YNmwY7O3tC1UzI7+NGzfCzs4OALB48WI0bdoUq1atwunTp/H3338jIiICK1asgIeHB6pWrYo1a9YU+RoKa/DgwdiyZQu0tbVx9+5duLq6IiEhQW3nIyIiIiIiIlIXFrAmIiLSEKlUiujoaERHRyvt4+zsLPfJ+8GDB2P+/Pl48OABli5diqVLl4pt9vb2MisgRo0ahdTUVMycORMvXrzAtGnT5M6hra2NuXPnYty4cR98Tc7OzggPD4enpyeePHmCAwcO4MCBA0r7m5qaFus8HTp0QGhoKAYPHoz//vsP27Ztw7Zt24obtoyKFSsiJiYGgwYNEhMQ48ePV9q/uNdQWJ6engCAoUOHigmJiIgIcYUMERERERERUVnAZAQREZEGTJs2DS1btsTx48cRExODZ8+eISkpCYIgoGLFimjatCkGDx6MAQMGyBWsNjY2xpkzZzB//nwcO3YMjx49wps3b5Sea+rUqejduzeWL1+O8PBwPHnyBABQuXJldOzYERMnToSjo2OJXVu7du1w7949BAcHIyQkBJcvXxZrXlhaWqJOnTpo164dPDw8xILRxdGpUyc8ePAAa9aswV9//YWbN28iNTUVlpaWqFy5Mtq3b4/BgwfLbHFVWJUrV8apU6dw6NAh7Ny5EzExMUhMTERmZibMzMxQo0YNtGzZEj179vygOhuF5enpCUEQ4OPjgzt37qBjx46IiIiQWTFDRERERERE9DGTCJqqzPgJS0tLg5mZGVJTU9X+aUkiIiIiIiIiIiIiosLS1PNr1owgIiIiIiIiIiIiIiK1YjKCiIiIiIiIiIiIiIjUiskIIiIiIiIiIiIiIiJSKyYjiIiIiIiIiIiIiIhIrZiMICIiIiIiIiIiIiIitWIygoiIiIiIiIiIiIiI1IrJCCIiIiIiIiIiIiIiUisdTQdARERElCdHKuB8fDKev8qAtYkBWjhYQFtLoumwiIiIiIiIiOgDMRlBREREH4XQ6wmYc/AmElIzxGO2Zgbwd6uH7k62GoyMiIiIiIiIiD4Ut2kiIiIijQu9noCxW2NlEhEAkJiagbFbYxF6PUFDkRERERERERFRSWAygoiIiDQqRypgzsGbEBS05R2bc/AmcqSKehARERERERFRWfDJJSMWLFiArl27ws7ODoaGhrC0tESzZs3w22+/4c2bNwrHSKVSrFy5Eg0aNIChoSGsrKwwcOBA3Lt3r5SjJyIi+vycj0+WWxGRnwAgITUD5+OTSy8oIiIiIiIiIipRn1wyYu3atXj58iW6dOmCSZMmwdPTExkZGfjuu+/Qpk0bhQmJMWPGYOLEicjJycHEiRPRs2dPhISEoHnz5rh586YGroKIiOjz8fyV8kREcfoRERERERER0cfnkytgfevWLRgYGMgd9/HxwZYtW7Bp0yaMHz9ePB4REYH169ejffv2CAsLg76+vti/S5cuGDt2LKKiokotfiIios+NtYn8v9sf0o+IiIiIiIiIPj6f3MoIRYkIAOjfvz8AIC4uTub4+vXrAQBz584VExEA0KlTJ3Tr1g3R0dG4e/eumqIlIiKiFg4WsDUzgERJuwSArZkBWjhYlGZYRERERERERFSCPrlkhDKHDh0CADg5Ockcj4yMhJGREdq2bSs3plu3bgDAlRFERERqpK0lgb9bPQCQS0jk/ezvVg/aWsrSFURERERERET0sfvktmnKs3TpUqSkpCAlJQWnT5/GxYsX0bVrV/j4+Ih90tPTkZCQACcnJ2hra8vNUatWLQBgIWsiIiI16+5ki9XeTTDn4E2ZYtY2Zgbwd6uH7k62GoyOiIiIiIiIiD7UJ52MePTokfizt7c3Vq9eDV1dXfFYamoqAMDMzEzhHKampjL9lMnMzERmZqb4c1paWrHjJiIi+lx1d7JFl3o2OB+fjOevMmBtkrs1E1dEEBEREREREZV9H+U2TRUqVIBEIin0V2RkpNwcDx8+hCAISEhIwPbt2xEZGYmWLVviyZMnJR7v/PnzYWZmJn7Z2dmV+DmIiIg+B9paErSuYQn3RpXRuoYlExFEREREREREn4iPcmWEp6cnXr16Vej+NjY2Kts8PT1Rs2ZNtGjRAt999x127doF4H8rIpStfMhb4aBs5USemTNnYvLkyTLjmJAgIiIiIiIiIiIiIsr1USYjVqxYUeJzNm/eHObm5jKrKIyMjGBra4v4+Hjk5OTI1Y3IqxWRVztCGX19fejr65d4zEREREREREREREREn4KPcpsmdXj9+jVSU1OhoyObf3F2dkZ6ejpOnz4tN+bo0aNiHyIiIiIiIiIiIiIiKp5PKhnx6NEjPHz4UO74u3fv8M0330AqlaJHjx4ybaNGjQIAzJo1C1lZWeLxEydO4OjRo+jQoQNq166t1riJiIiIiIiIiIiIiD5lH+U2TcX1999/o1+/fmjfvj1q1aqFChUqICkpCcePH8fjx4/xxRdfYN68eTJjXF1d4efnh8DAQDRu3Bi9evVCUlISdu3aBVNTU6xevVpDV0NERERERERERERE9GmQCIIgaDqIkvLPP/9g6dKliI6OxsOHD5GSkgJjY2PUrVsXffr0wfjx42FkZCQ3TiqV4vfff8fatWsRFxcHY2NjuLq6Yt68ecVaFZGWlgYzMzOkpqbC1NS0JC6NiIiIiIiIiIiIiOiDaer59SeVjPhYMBlBRERERERERERERB8jTT2//qRqRhARERERERERERER0ceHyQgiIiIiIiIiIiIiIlIrJiOIiIiIiIiIiIiIiEitmIwgIiIiIiIiIiIiIiK1YjKCiIiIiIiIiIiIiIjUiskIIiIiIiIiIiIiIiJSKyYjiIiIiIiIiIiIiIhIrZiMICIiIiIiIiIiIiIitWIygoiIiIiIiIiIiIiI1IrJCCIiIiIiIiIiIiIiUismI4iIiIiIiIiIiIiISK2YjCAiIiIiIiIiIiIiIrViMoKIiIiIiIiIiIiIiNSKyQgiIiIiIiIiIiIiIlIrJiOIiIiIiIiIiIiIiEitmIwgIiIiIiIiIiIiIiK10tF0AJ8iQRAAAGlpaRqOhIiIiIiIiIiIiIjof/KeW+c9xy4tTEaowatXrwAAdnZ2Go6EiIiIiIiIiIiIiEjeq1evYGZmVmrnkwilnf74DEilUjx79gwmJiaQSCSaDkft0tLSYGdnh8ePH8PU1FTT4RDRJ4z3GyIqDbzXEFFp4f2GiEoL7zdElJ8gCHj16hUqVaoELa3Sq+TAlRFqoKWlhSpVqmg6jFJnamrKf9CIqFTwfkNEpYH3GiIqLbzfEFFp4f2GiPKU5oqIPCxgTUREREREREREREREasVkBBERERERERERERERqRWTEfTB9PX14e/vD319fU2HQkSfON5viKg08F5DRKWF9xsiKi283xDRx4AFrImIiIiIiIiIiIiISK24MoKIiIiIiIiIiIiIiNSKyQgiIiIiIiIiIiIiIlIrJiOIiIiIiIiIiIiIiEitmIwgIiIiIiIiIiIiIiK1YjKCSsTZs2ehra0NiUSCBQsWKOwjlUqxcuVKNGjQAIaGhrCyssLAgQNx7969Uo6WiMqK9PR0bN26FQMHDkTt2rVhaGiI8uXLw9nZGTt27FA6jvcbIiqOCxcuoGfPnjA3N4eRkRFatGiB7du3azosIiqDnj59iqVLl6Jr166oWrUq9PT0YGNjg379+uHcuXMKx6SlpWHy5Mmwt7eHvr4+7O3tMXnyZKSlpZVy9ERU1i1cuBASiQQSiQRnz55V2If3HCLSBIkgCIKmg6Cy7e3bt2jcuDGePHmC9PR0zJ8/HzNmzJDrN2rUKKxfvx716tVDr169kJSUhF27dsHAwABnzpxBvXr1NBA9EX3MQkND0aNHD1haWqJTp06oXr06nj9/jr179yIlJQUTJkzAihUr5MbxfkNERRUZGYlu3bpBT08PgwcPhpmZGfbu3Yv4+HjMmzcP33//vaZDJKIyZMaMGfjll19Qo0YNODs7w9raGvfu3cP+/fshCAJ27NiBgQMHiv3T09PRrl07XL58GV26dEGTJk1w5coVhIaGolGjRjh16hSMjIw0eEVEVFbcunULjRs3ho6ODtLT0xETE4NWrVrJ9OE9h4g0RiD6QN9++61gamoq/N///Z8AQJg/f75cn/DwcAGA0L59eyEjI0M8fvz4cUEikQgdOnQozZCJqIy4fPmysG3bNiErK0vmeGJiomBvby8AEM6fPy/TxvsNERXVu3fvhBo1agj6+vpCbGyseDwtLU1wdHQUdHR0hLt372owQiIqa/78808hOjpa7nh0dLSgq6srWFhYyPyeMnv2bAGAMG3aNJn+ecdnz56t9piJqOzLzs4WmjdvLrRo0ULw9vYWAAgxMTFy/XjPISJN4TZN9EFOnz6NZcuWYdGiRahSpYrSfuvXrwcAzJ07F/r6+uLxTp06oVu3boiOjsbdu3fVHi8RlS0NGzaEl5cXdHV1ZY5XrFgRo0ePBgBERUXJtPF+Q0RFFR4ejvv378PLywuNGzcWj5uYmODHH39EdnY2Nm3apMEIiais6du3L9q3by93vH379nB1dUVycjKuXbsGABAEAYGBgTA2Nsbs2bNl+s+cORPm5ubYsGEDBG5qQEQF+OWXX3DlyhVs3LgR2traCvvwnkNEmsRkBBXbmzdvMGzYMLi4uGDkyJEq+0ZGRsLIyAht27aVa+vWrRsA+QeKRESq5CUodHR0ZI7zfkNERRUZGQkA6Nq1q1xb3jHeN4iopLz/O8y9e/fw7NkztG3bVm5bFAMDA3To0AFPnz5FXFxcqcdKRGXH9evXMWfOHMyaNQuOjo5K+/GeQ0SaxGQEFduMGTOQkJCAwMBAlf3S09ORkJAABwcHhZn5WrVqAQALyxJRoeXk5CA4OBgSiQSdO3cWj/N+Q0TFkXdPyLtH5Gdubo4KFSrwvkFEJeKff/7B8ePHYWNjg/r16wNQfQ/Kf5z3ISJSJjs7G8OGDUPdunUV1vDMj/ccItIknYK7EMmLiorCypUrsXTpUjg4OKjsm5qaCgAwMzNT2G5qairTj4ioID/++COuXbuGr776Ck5OTuJx3m+IqDgKc+948uRJaYZERJ+gd+/eYejQocjMzMTChQvFD07w9xci+lA///wzrly5gnPnzsltcfs+3nOISJO4MuIzVqFCBUgkkkJ/5W1hkJ6ejq+++gqtW7fGhAkTNHsRRFQmFPd+o8i6deswf/58NG7cGMuWLSu9iyAiIiIqJqlUiq+++grR0dEYOXIkhg4dqumQiOgTceXKFcydOxdTpkxBkyZNNB0OEZFKXBnxGfP09MSrV68K3d/GxgYA8MMPP+DZs2c4fPgwtLQKzmflZduVZdXT0tJk+hHRp6e495v3bdq0CWPGjEH9+vURFhYGY2NjmXbeb4ioOApz7+B9g4iKSxAEjBw5Elu3boW3tzfWrFkj087fX4joQ/j6+qJGjRoICAgoVH/ec4hIk5iM+IytWLGiWOMuX76MjIwM1KlTR2H7zJkzMXPmTEyaNAlLly6FkZERbG1tER8fj5ycHLl93Avar5CIyr7i3m/y27hxI0aOHIl69erhxIkTsLS0lOvD+w0RFUf+vZGbNm0q0/by5Uv8999/aNOmjSZCI6IyTiqVws/PD5s2bYKnpyc2b94s94GugvZn5+8vRKTKlStXAOQWn1akdevWAIB9+/bBw8OD9xwi0igmI6jIevXqhZo1a8odv3fvHqKjo9G8eXM0aNBA/AcPAJydnbFz506cPn0aHTp0kBl39OhRsQ8RkSIbN26En58f6tati/DwcFhZWSnty/sNERWVs7Mz5s+fj2PHjmHw4MEybceOHRP7EBEVRf5ExKBBg7Blyxa5D0oAuQ/8KlWqhNOnTyM9PR1GRkZiW0ZGBqKjo1GpUiWF/wcjIhoxYoTC49HR0bh37x6+/PJLWFlZoVq1agB4zyEiDROISsimTZsEAML8+fPl2sLDwwUAQvv27YXMzEzx+PHjxwWJRCJ06NChNEMlojIkMDBQkEgkQt26dYXExMQC+/N+Q0RF9e7dO6F69eqCvr6+8Pfff4vH09LSBEdHR0FHR0e4c+eO5gIkojInJydHGDZsmABAGDBggPDu3TuV/WfPni0AEKZNm6bw+OzZs9UZLhF9gnx9fQUAQkxMjFwb7zlEpClcGUGlwtXVFX5+fggMDETjxo3Rq1cvJCUlYdeuXTA1NcXq1as1HSIRfYTCw8MxcuRICIKADh06KLxXNGrUCB4eHuLPvN8QUVHp6OggMDAQ3bp1Q/v27eHp6QlTU1Ps3bsX8fHxmDt3LmrXrq3pMImoDPnpp5+wefNmGBsbo3bt2pg7d65cHw8PDzRq1AgAMG3aNISEhGDhwoX4+++/0bRpU1y5cgVHjhxBo0aNMG3atFK+AiL6lPGeQ0SawmQElZq1a9eiQYMGWLt2LZYvXw5jY2O4ublh3rx5/A8+ESn0zz//QBAEALn3EEV8fX1lkhF5fXm/IaKicHV1xalTp+Dv74/du3cjKysLjo6O+L//+z8MGTJE0+ERURnz8OFDAMDr168xb948hX2qVasmJiOMjIwQGRmJOXPmYM+ePYiMjISNjQ2+/fZb+Pv7y2yjQkT0oXjPISJNkQh5T3mIiIiIiIiIiIiIiIjUQEvTARARERERERERERER0aeNyQgiIiIiIiIiIiIiIlIrJiOIiIiIiIiIiIiIiEitmIwgIiIiIiIiIiIiIiK1YjKCiIiIiIiIiIiIiIjUiskIIiIiIiIiIiIiIiJSKyYjiIiIiIiIiIiIiIhIrZiMICIiIiIiIiIiIiIitWIygoiIiIiIiIiIiIiI1IrJCCIiIiKiT5hUKkXDhg3Rs2dPmePDhg2DRCLBw4cPNRNYGRUQEKD21y0lJQXly5fHtGnT1HYOIiIiIqLSxmQEEREREdEnbPPmzbh69SoCAgI0Hcpnyd3dHRKJBMHBwQrbIyMjoaWlhWbNmiE7OxsAUL58eUyaNAnLly9nsoiIiIiIPhkSQRAETQdBREREREQlLycnB9WrV4eDgwMiIyNl2hISEpCamooaNWpAV1dXMwGWQQEBAZgzZw7i4+NRrVq1AvsnJSXB0dEROTk5uHbtGqpUqSK2vXr1Cg0aNEBCQgIuXboER0dHsS05ORm2trYYOnQoAgMD1XEpRERERESliisjiIiIiIg+UYcPH8Y///yDoUOHyrXZ2tqiTp06TESoWcWKFfH7778jJSUFI0aMkGmbPHkyHj58iJ9++kkmEQEAFhYW6NGjB3bs2IHU1NTSDJmIiIiISC2YjCAiIiIiKkOio6Ph5uaGChUqQF9fH7Vq1cKsWbPw5s0bub6bN2+GRCJBv3795NoU1YyIjIyERCJBQEAAYmNj0a1bN5iYmMDMzAx9+vRRumVQfHw8xowZAwcHB+jr68Pa2houLi7YvHmzXN+goCC0atUKxsbGMDY2RqtWrRAUFCTXL38sZ86cgaurK0xMTGBlZYVx48bh7du3AIDQ0FC0bdsWRkZGqFixIqZPn46cnByFcR44cACdOnWCubk5DAwM4OTkhEWLFintX1IGDRqEgQMH4tixY1i7dq0Yd2BgIFq3bo3vvvtO4biBAwfizZs32L17t1rjIyIiIiIqDUxGEBERERGVEWvWrIGLiwvOnDmD3r174+uvv0blypUxb948dOnSBVlZWWJfQRAQGRmJOnXqoHz58kU6z8WLF9G+fXvo6Ohg9OjRaNasGfbv34/OnTsjIyNDpm9MTAwaN26MdevWoU6dOpg8eTL69u2Lt2/fYtmyZTJ9v/32WwwbNgxPnjzBiBEj4Ofnh6dPn2LYsGGYPHmywljOnTuHTp06wczMDKNHj0bVqlWxevVqjBw5En/88Qf69u0LOzs7jB49GuXLl8fChQuxYMECuXm+//57eHh44O7du+jXrx/GjRsHAwMDTJ06FYMHDy7S61Mcq1atQsWKFTFlyhTExsbCz88PhoaG2Lx5M7S1tRWOad26NQAgPDxc7fEREREREamdQEREREREH70bN24IOjo6QuPGjYUXL17ItM2fP18AICxatEimPwBhyJAhCufz9fUVAAjx8fHisYiICAGAAEDYuXOnTP+hQ4cKAIQdO3aIxzIyMgQ7OztBS0tLOHLkiNw5Hj9+LH4fHR0tABDq1q0rpKSkiMdTUlKEOnXqCACEkydPKoxl//794vGsrCyhQYMGgkQiESpUqCCcP39ebEtLSxOsra0FS0tL4d27d+LxY8eOCQCEHj16COnp6eJxqVQqjBkzRgAg7NmzR+Hr9D5/f3+5162w9u/fLwAQ9PX1BQDCsmXLChxjYWEhVK1atcjnIiIiIiL62HBlBBERERFRGbB27VpkZ2dj+fLlsLCwkGmbNm0arKyssGPHDvHYkydPAOTWLCiqDh06YNCgQTLHvvrqKwDAhQsXxGMhISF4/PgxvL290b17d7l58hdrztuyKSAgAGZmZuJxMzMz+Pv7y/TJz8XFBe7u7uLPurq66N+/PwRBgJubG5o3by62mZiYoHfv3njx4oV4/QCwcuVKALmvYbly5cTjEokECxYsgEQikXnt1MXd3R2tWrVCZmYmmjRpgokTJxY4xtraGk+fPoUgCGqPj4iIiIhInXQ0HQARERERERXs7NmzAHJrDRw/flyuXVdXF7dv3xZ/fvHiBQDA3Ny8yOdq0qSJ3LG8xEJKSop47Pz58wCArl27Fjjn33//DSA3ufC+vGOXL1+Wa2vcuLHcMVtbWwBAo0aNlLY9ffoU1apVA5D72hkZGWHDhg0KYzM0NJR57dQlLCxMfB9v3LiB27dvo27duirHWFhYICcnBykpKcV6L4mIiIiIPhZMRhARERERlQHJyckAgHnz5hWqv6GhIQCIhZ6LIv/KhTw6Orn/dchf7DkvMVG5cuUC50xLS4OWlhasrKzk2ipWrAgtLS2kpqbKtZmamiqNRVXbu3fvxGPJycnIzs7GnDlzlMaXnp5e4DV8iNTUVIwYMQKGhoZYsGABJk2ahOHDh+P06dNKa0YA/3v/8q/oICIiIiIqi7hNExERERFRGZD34D0tLQ2CICj9ypP30D8viaEOeYWxnz59WmBfU1NTSKVS/Pvvv3Jtz58/h1QqVZhcKAmmpqawtLRU+brFx8er5dx5vvnmGzx+/Bg///wzvv76a/j5+eHcuXNYvHixynHJyckwMTGBvr6+WuMjIiIiIlI3JiOIiIiIiMqAli1bAvjfdk0FcXR0hJaWFu7du6e2mFq0aAEAOHbsWIF987ZbioyMlGuLiooCoHjbpZLQsmVLvHjxQq2vhSoHDx7E5s2b0b59e3z99dcAgMWLF8POzg6zZ8/GrVu3FI578+YNnjx5gvr165dmuEREREREasFkBBERERFRGTBu3Djo6Ohg4sSJePz4sVx7SkqKWJcByF210KBBA1y8eFFtxY+//PJLVKlSBVu3bsXRo0fl2vOvmPD19QUAzJkzB2lpaeLxtLQ0cfukvD4lLS8B8NVXX4m1NPJLTExUmhD4UMnJyRg1ahSMjIywadMmaGnl/hfM1NQUGzZsQGZmJoYNGyaz/VWeixcvIicnB87OzmqJjYiIiIioNDEZQURERERUBjg5OWHVqlWIi4vDF198gf79+2P69OkYO3YsunXrBhsbG6xdu1ZmjIeHB1JTU3HhwgW1xKSvr4/du3fD2NgYPXr0QM+ePTFz5kyMHz8ebdu2Re/evcW+HTp0wMSJE3Hz5k04OTnh22+/xTfffAMnJyfcvHkTX3/9NTp06KCWOLt3744ff/wRp06dQs2aNeHp6YkZM2Zg5MiRcHV1RZUqVXDgwAG1nHvcuHFITEzEwoULUaNGDZm2Ll26YNSoUTh//jwWLVokNzYsLAxA7vtIRERERFTWMRlBRERERFRGjBw5EjExMXB3d0dMTAyWLFmCPXv24L///hMf7ufn5+cHbW1tbN26VW0xtW7dGrGxsfjqq69w7do1LF68GHv27IGenh4mT54s03f58uXYuHEjbGxssG7dOqxfvx42NjbYuHEjli1bprYYAeCnn35CWFgY2rdvjxMnTuC3337DX3/9hczMTAQEBGDIkCElfs49e/Zg165d6NixI8aOHauwz6JFi2Bvbw9/f3+51Rnbt29Ho0aNxO2wiIiIiIjKMomgrjXbRERERESkcV5eXjh27BgePXoEIyMjTYdT5gUEBGDOnDmIj49HtWrV1Hae8PBwdOrUCUFBQfDx8VHbeYiIiIiISgtXRhARERERfcLmzZuH169f4/fff9d0KFQEP/30Exo1agRvb29Nh0JEREREVCJ0NB0AERERERGpj4ODA4KCgvDff/9pOhQqpJSUFLi4uMDNzU0seE1EREREVNYxGUFERERE9IkbNGiQpkOgIihfvjwCAgI0HQYRERERUYliMoKIiIiIiKiQXFxcAOQmDIiIiIiIqPBYwJqIiIiIiIiIiIiIiNSKG5ASEREREREREREREZFaMRlBRERERERERERERERqxWQEERERERERERERERGpFZMRRERERERERERERESkVkxGEBERERERERERERGRWjEZQUREREREREREREREasVkBBERERERERERERERqRWTEUREREREREREREREpFb/D48S5bKl0OzqAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = sm.graphics.plot_partregress(\"prestige\", \"income\", [\"education\"], data=prestige)\n",
    "fig.tight_layout(pad=1.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see the partial regression plot confirms the influence of conductor, minister, and RR.engineer on the partial relationship between income and prestige. The cases greatly decrease the effect of income on prestige. Dropping these cases confirms this."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:               prestige   R-squared:                       0.876\n",
      "Model:                            OLS   Adj. R-squared:                  0.870\n",
      "Method:                 Least Squares   F-statistic:                     138.1\n",
      "Date:                Thu, 18 Dec 2025   Prob (F-statistic):           2.02e-18\n",
      "Time:                        07:37:30   Log-Likelihood:                -160.59\n",
      "No. Observations:                  42   AIC:                             327.2\n",
      "Df Residuals:                      39   BIC:                             332.4\n",
      "Df Model:                           2                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "==============================================================================\n",
      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "Intercept     -6.3174      3.680     -1.717      0.094     -13.760       1.125\n",
      "income         0.9307      0.154      6.053      0.000       0.620       1.242\n",
      "education      0.2846      0.121      2.345      0.024       0.039       0.530\n",
      "==============================================================================\n",
      "Omnibus:                        3.811   Durbin-Watson:                   1.468\n",
      "Prob(Omnibus):                  0.149   Jarque-Bera (JB):                2.802\n",
      "Skew:                          -0.614   Prob(JB):                        0.246\n",
      "Kurtosis:                       3.303   Cond. No.                         158.\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
     ]
    }
   ],
   "source": [
    "subset = ~prestige.index.isin([\"conductor\", \"RR.engineer\", \"minister\"])\n",
    "prestige_model2 = ols(\n",
    "    \"prestige ~ income + education\", data=prestige, subset=subset\n",
    ").fit()\n",
    "print(prestige_model2.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For a quick check of all the regressors, you can use plot_partregress_grid. These plots will not label the <br />\n",
    "points, but you can use them to identify problems and then use plot_partregress to get more information."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = sm.graphics.plot_partregress_grid(prestige_model)\n",
    "fig.tight_layout(pad=1.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Component-Component plus Residual (CCPR) Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The CCPR plot provides a way to judge the effect of one regressor on the <br />\n",
    "response variable by taking into account the effects of the other  <br />\n",
    "independent variables. The partial residuals plot is defined as  <br />\n",
    "$\\text{Residuals} + B_iX_i \\text{ }\\text{ }$   versus $X_i$. The component adds $B_iX_i$ versus  <br />\n",
    "$X_i$ to show where the fitted line would lie. Care should be taken if $X_i$  <br />\n",
    "is highly correlated with any of the other independent variables. If this  <br />\n",
    "is the case, the variance evident in the plot will be an underestimate of  <br />\n",
    "the true variance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = sm.graphics.plot_ccpr(prestige_model, \"education\")\n",
    "fig.tight_layout(pad=1.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see the relationship between the variation in prestige explained by education conditional on income seems to be linear, though you can see there are some observations that are exerting considerable influence on the relationship. We can quickly look at more than one variable by using plot_ccpr_grid."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = sm.graphics.plot_ccpr_grid(prestige_model)\n",
    "fig.tight_layout(pad=1.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Single Variable Regression Diagnostics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot_regress_exog function is a convenience function that gives a 2x2 plot containing the dependent variable and fitted values with confidence intervals vs. the independent variable chosen, the residuals of the model vs. the chosen independent variable, a partial regression plot, and a CCPR plot. This function can be used for quickly checking modeling assumptions with respect to a single regressor."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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MTAx69eqF7t27o2fPnnBxcbEY/+1Onz4NwLhGw+3atWuHH374AadOnTI731AU+3aGGhzmCheXRUFBAXbt2qX87urqipCQEGi1Wjz//PNo27ZtmdZjjX20pFu3bujVqxd27NiBVq1aITo6GlqtFlFRUejduzc8PT3Ltb47MexL27ZtTT4XBob9TEpKgk6ng1qtNppv6TN8J8ePH4dOp4MkSRg9erTFdobi6CU/44bjamnbGo0GjRs3xvnz5ysUm6V4AflzaO5mviXbt2/H8OHDkZ6eXmo7w98YayjrZxRAhb+HgPxd9PX1rWiYRERERGRlTFoQERER2aFx48YhLi5O+T0rKwuvvPIKlixZgn79+uHw4cNGxWMzMzMBADdv3jS6oW2JoaB3yRvnpd1I9vT0LDVp4e7ubna6IS4A2LdvX5njAuQb0Hv27MH06dOxadMmrFq1CqtWrQIgP8k/efJkPPXUU0p7Nzc37NixA2+//Ta++eYbbN68WXkC3tPTE0899RSmT58ONze3O8aRm5sLAPD397fYJiAgwKjt7SwdE5VK7uwsylk02yAoKMgqN7GtsY+WqFQqrF+/HrNmzcKyZcuwfft2bN++HQDg4uKCUaNGYc6cOahXr14FozdWnn0RQuD69esmRdAtvV93YviMCyHK9d0DbsVd8gb67Ro2bGjVpIXhe1yyYHZZlhk2bBiuXr2Ku+++G2+88Qbat28PHx8fJRHZtGlTXLx4EUVFRVaLtTq+hwCg1+srGiIRERERVQEOD0VERERUA3h7e2PhwoXo0aMHsrKyMGHCBKP5Hh4eAICOHTtCyHXLSv0ZM2aM0XJA6Temy3vT+va4APnm7p3iWrp0qdHynTp1wg8//IDs7Gzs2rULs2bNQlRUFC5cuICnn34aX3zxhVH7hg0b4pNPPkF6ejqOHz+OBQsW4P7770deXh7ef//9Mg11BdxK4JQ2zNSVK1eM2tY0Vb2Pnp6eeOedd3Dp0iWcPXsW8fHxGDlyJABgyZIlGDJkiNVuFpdnXyRJMvpcVpZhXd7e3mX67pVMRhriNvR2MsfSPEOPktKSXzdu3DCZ5uXlBUBOhJbVhg0bcPXqVTRp0gQ///wz7rnnHvj5+SkJCyFElQyxVBe+h0RERERkikkLIiIiohpCpVJh/vz5AICNGzdi69atyjzDECknTpwo181Ib29v+Pn5Abg1xNTtzp8/X2ovi9I0btxYeaJ79+7dFVoHADg5OaFHjx544403sHfvXrz00ksAgE8//dRse0mS0KZNGzzzzDNYt24d1qxZAwBYuXJlmY5Pq1atANwaSsccw7zWrVuXZ1fsRmX20dIQTJa0aNECY8aMwYoVK7B3715IkoSdO3fi6NGj5YzaPMO+nDhxwuJNfMO+hIaGmgwNVRlt2rSBJEnIysrCyZMny7WsIW5Ly2VnZxsNJ1WSoQeBpaRGZmYm/vnnH5Pp7du3V5b766+/yhRncnIyAKBLly5mh1k7evSo2QQJUP7PSkl14XtIRERERKaYtCAiIiKqQSIjI3HfffcBAGJjY5XpnTp1QmhoKIqKijB79uxyrXPAgAEAgMWLF5udb2l6WajVaqUw8qxZs6DT6Sq8rpJ69+4NQK6ZUZ72ZV1m0KBBAIBVq1YpT3KXlJSUhHXr1hm1rWkqs4+GIbZu3rxZ7u126NBBGZqprO/fnQwYMAAqlQrJyclYu3atyfzi4mIl4Wft96t+/fro06cPAODtt98u17L33nsvAODzzz83O6zSp59+iuLiYrPLhoaGAgAOHTpktlC9pYReUFAQOnfuDED+TpaF4f229H7NnTv3jstW5LNieK+2bdumFA8vKSsrS/n7VFO/h0RERERkikkLIiIiohrGMLzMjh07sGXLFgDy08zz5s2DJEmYPXs23nzzTWRnZxstd+PGDaxZs8ZkiKRXXnkFDg4O2LhxIyZPnmx08/Trr7/GnDlzLBbQLoupU6eiXr162LlzJx588EGTp7t1Oh127NiBJ554Aqmpqcr0p556Cl999ZVJz4i0tDR88MEHAOQnvw3mzZuHOXPmKEW9DfLy8pRj5uPjU6biww899BDCwsKQn5+PYcOG4eLFi8q8v/76C8OHD4dOp0NERISSRKppKrOPLVq0ACDfTDbXs2H58uWYOnWqSXHkoqIizJ07F1lZWXBwcEDHjh2tsi9BQUF47LHHAADPPvusUa+e3NxcjBkzBufOnYOXlxdefPFFq2yzpDlz5sDFxQWrVq3C+PHjTYYzKiwsxC+//ILhw4cbTX/mmWfg7e2NS5cuYezYsUY1Zn7++WfMmDHD4nevT58+cHd3R3p6Ol577TWjhOA333yDd955x+Kys2fPhkqlwqJFi/DKK6+Y9KTatWuXUbJSq9UCAPbu3YsFCxYo0wsKCvDmm29ixYoVcHJyMrstw2dl3759FntjWBIdHY2YmBgAwKhRo4x6pPz999946KGHkJ2djSZNmmDs2LHlWjcRERER2TFBRERERHZDq9UKACI2NrbUdoMGDRIARHR0tNH0xYsXC2dnZwFAODo6irZt24qoqCgRGhoq1Gq1ACCCgoJM1vfJJ58IAAKA8PX1FV27dhWBgYECgHj55ZdFUFCQACC2b99utFxsbKwAIB5//PFS401MTBSNGjVSthESEiK6desm2rZtK1xdXZXpycnJyjIdOnQQAIQkSSIkJERERUWJVq1aCQcHBwFANGzYUPz5559K+xdeeEFZT0BAgIiMjBTt27cXHh4eAoBwcHAQ3377rVFc8fHxAoDQarUmMR8/flyJWa1Wiw4dOoh27doJlUolAIhmzZqJc+fOmSxneA/j4+PNHovk5GQlzvIwxGru/SvLctbcx8TERKVN48aNRXR0tNBqteKFF14QQgjxwQcfKPtYr149ERERITp16iS8vb2V6fPmzSvXfjz++OOlfjdycnJEdHS0sv4WLVqIyMhI4ebmJgAIV1dXsX79epPlyvoZvpP169cLjUYjAAiVSiVatWolunXrJlq3bi0cHR0tvuc//fSTMt/d3V1ERkaK4OBgAUA8+OCDpX6ePvroI2W93t7eIjIyUvj7+wsAYvr06cr3duvWrSbLLly4UPkuOTk5iQ4dOoj27dsLT09PAUA88MADRu0fffRRZVuNGjUSkZGRyv7OmDHD4rauX78uGjZsqMQYFRUltFqt0edx69atFj/bqampIjw8XPlbEB4eLjp16qQcs3r16ok//vjDZLk7fV6EEGb/7hARERGR7bGnBREREVENZOg5sHPnTvz+++/K9HHjxuHEiRN44YUXEBoaiuTkZBw9ehQ6nQ5arRazZ8/Gr7/+arK+5557Dps3b8bdd9+NoqIinDhxAgEBAVi8eDHef/995QlwQxHf8uratStOnjyJWbNmoXv37rh27RoOHDiArKwsdOjQAa+99hp27dqFoKAgZZkPP/wQr7zyCrp06YK8vDwcPHgQFy9eRHh4ON544w0cO3ZMGfMeACZMmIAZM2bg7rvvhpOTE06cOIHTp0+jYcOGGDt2LA4ePGjypHtp2rRpg6NHj2LSpEkICwvDmTNncO7cOYSHh2Pq1Kk4ePAgmjdvXqHjYS8quo9du3bF2rVrERMTg+vXr2P37t1ISEjA4cOHAQBDhw7Fe++9h0GDBsHLywunT5/GiRMn4OnpiREjRmD79u1KXRJr8fT0xJYtW/C///0PPXr0QHp6Oo4ePYoGDRpg/PjxOHr0KAYOHGjVbZY0cOBAnDp1Cm+++SY6dOiAy5cv49ChQ8jLy0O3bt0QGxuLQ4cOmSx33333ITExEQ888ACcnJxw/PhxuLu7Y+7cufjuu+9K3ebEiROxcuVKdO3aFQUFBTh9+jRatGiBNWvW4K233ip1WcMxefLJJ9GkSROcPn0aKSkpaNKkCZ555hlMnjzZqH18fDxmz56NsLAwXL16FefOnUNERAR++OEHk7Ylubu74/fff8fQoUPh4uKCAwcOICEhAQkJCaXGZ9CoUSPs27cP77zzDjp16oQLFy7gzz//RLNmzfDSSy/h2LFjiIyMLNO6iIiIiKhmkISwUKmOiIiIiAjA1atX4efnB0mSkJmZqdQjICIiIiIiIrI29rQgIiIiolItWrQIANC+fXsmLIiIiIiIiKhKMWlBRERERFi+fDk2btxoVMy3uLgYX3zxBaZNmwZAHoqGiIiIiIiIqCo52DoAIiIiIrK9/fv3Y/78+XB2dkazZs3g4eGBM2fOICcnBwAwatQojBs3zsZREhERERERUW3HpAURERER4eGHH0Zubi527dqFtLQ0XL9+Hd7e3ujXrx/Gjh2LESNGQJIkW4dJREREREREtRwLcRMRERERERERERERkV1gTQsiIiIiIiIiIiIiIrILTFoQEREREREREREREZFdYNKCiIiIiIiIiIiIiIjsApMWRERERERERERERERkF5i0ICIiIiIiIiIiIiIiu8CkBRERERERERERERER2QUmLYiIiIiIiIiIiIiIyC4waUFERERERERERERERHaBSQsiIiIiIiIiIiIiIrILTFoQEREREREREREREZFdYNKCiIiIiIiIiIiIiIjsApMWRERERERERERERERkF5i0ICIiIiIiIiIiIiIiu8CkBRERERERERERERER2QUmLYiIiIiIiIiIiIiIyC4waUFERERERERERERERHaBSQsiIiIiIiIiIiIiIrILTFoQEREREREREREREZFdYNKCiIiIiIiIiIiIiIjsApMWRERERERERERERERkF5i0ICIiIiIiIiIiIiIiu8CkBRERERERERERERER2QUmLYiIyKIxY8ZAkiTExcVV2TbOnz8PSZIgSVKVbaMqxcTEQJIkLF261NahEBEREVE1Cg4OhiRJ2LZtW7mWs7fz37i4OEiShDFjxtg6FLIT27ZtgyRJCA4OtnUoVYrXckT2i0kLIqJyGDp0KCRJQvfu3aHT6Upt+7///Q+SJMHb2xuXLl2qpgjtg+Hk704/d7J06VLExcXh8OHDFtusXbsWcXFx5b5YpNJNnDgRkiQhNDQUeXl5Fttt2LABkiTB0dERBw8erMYIiYiIqLYydy6pVqvh4+ODrl27Ii4uDteuXbN1mERkx+Li4hAXF4esrCxbh0JEFeBg6wCIiGqSBQsWYMeOHdi7dy/mzJmDSZMmmW33119/4b///S8A4MMPP0Tjxo2rM0y70aRJEzRt2rTUNo6OjggLCzM7b+nSpUhISEBwcDA6duxots3atWvx5ZdfApAvcMk6Zs+ejY0bNyIpKQmTJk3C/PnzTdpkZWXhySefBABMmjQJERER1R0mERER1WIlzyWLioqQkpKCP/74A3/88Qc+//xzJCQkoGXLljaLLyQkBC4uLnBzc7NZDERk3rRp0wDIowd4e3ubbdO0aVOEhYVBo9FUY2REVBZMWhARlYOfnx8+/fRTDB8+HHFxcbjvvvvQrl07ozZ6vR5jxozBjRs3cN9999Xpbtbjxo2749BSgYGBOHXqVPUERGXm5uaGJUuWICYmBh9//DGGDh2K3r17G7WZOHEiLl++jPbt2+Ott96yUaRERERUW5k7l9y4cSNGjRqFtLQ0PP3009i6dattggPw+++/22zbRFR5y5Yts3UIRGQBh4ciIiqnYcOG4eGHH0ZhYSEee+wxFBUVGc2fP38+duzYAV9fX3zxxRc2ipKo8nr37o2JEydCCIGxY8fixo0byrx169Zh+fLlcHR0xNKlS+Ho6GjDSImIiKiuuPfee/H2228DkMfd//vvv20cEREREVkbkxZERBXwv//9D/7+/jh8+DCmT5+uTD99+jQmT54MAPjkk08QEBBQ5nXu2LEDr732Grp27YqAgAA4OTmhYcOGGDRoEH7++WeLy5UsAHjhwgU88cQTCAwMhLOzM4KDg/HKK68gJyfH4vLJycl47LHH4O/vDxcXF7Rs2RJTpkzBzZs3yxx7ZZgrRGgo/JaQkAAAGDt2rNGYxjExMcpyhqGhpk2bZtTGXNG48+fPY+LEiQgLC4Obmxs8PT0RGRmJ999/H/n5+RZjPHLkCB588EHUq1cPbm5uaNeuHd5777071jUxZ8eOHZAkCRqNptRjbKiJEhkZaRLLo48+iuDgYDg7O8PT0xMhISEYNGgQ5s2bByFEuWMqzaxZs9CiRQujIc+uXbuGp59+GgDw5ptvolOnTlbdJhEREVFpoqOjlX+fP3/ebJtjx45h3LhxaN68OVxcXODt7Y3o6GgsWrTI4jlcec+zSivELYTAwoUL0blzZ7i5uaFevXq49957sX379lL37U7FvUsrkHzmzBm8++67uOuuuxAUFKTsd8+ePfHxxx+bPGxVFsnJyXjmmWcQGhoKV1dXuLu7Izg4GPfccw/eeecdo4daSnP33XdDkiS88847FtvodDoEBARAkiSz1z87d+7Eww8/jMaNG8PZ2Rm+vr7o27cvvv/+e7PrW7p0qXLtoNPp8NFHHyEyMhJeXl6QJEmpdVBYWIj58+eje/fu8Pb2hpOTE/z9/REREYGJEyea1G0bM2YMJEkqtUe54Zrk9s+nXq/H0qVLERMTg3r16sHR0RENGjRAu3btMH78+Ar1HNLr9Vi+fDn69euHBg0awMnJCYGBgRg5ciQOHTpkcbmioiLMmTMHbdq0gYuLCxo2bIhhw4bh2LFjpW7P0r4ZlDzu5hQXF2PJkiXo27cvGjRoAGdnZzRu3Bh33XUXPvroI6PPlBACGzduxP/93/+hU6dOSvvAwEAMHz4cu3btMlm/obC8QbNmzYyuE0u+b3cqxL13716MGDFCub6uX78++vfvjzVr1phtf/u17c6dOzFo0CDUq1cPrq6uaN++PT755BOrX7MR1UqCiIgq5McffxQAhIODg9i3b58oLi4W3bp1EwDE0KFDy72+evXqCQDC19dXtGnTRkRERIgGDRoIAAKAmDJlitnlgoKCBAAxf/584e3tLZydnUVERIQIDg5Wlu3WrZsoKioyWfbAgQNCo9EIAMLJyUl06tRJhIaGCgAiKipKjBw5UgAQsbGx5doXrVZb5uWSk5OVOA0OHjwoevbsKby8vAQAERoaKnr27Kn8/N///Z+4cuWK6Nmzp/Dz8xMARJMmTYzaDBs2zGg7a9asEa6urgKAcHFxEeHh4SIkJESoVCplf7Ozs03i27Bhg3BychIAhLu7u+jcubNyzP/zn/8o+xofH1+mY6PX60Xz5s0FALFy5UqL7bp27aq8rwa//PKLEouHh4do166d6Nixo6hfv75yDM29z5W1fft2oVKphCRJYsuWLWLEiBECgOjQoYMoLCy0+vaIiIiobrvTueSuXbuUc5/jx4+bzP/kk0+EWq1Wzt/at28vmjRpoiwzePBgk3OmipxnGc4Jt27dahLDY489pizXuHFjERkZKTw9PYVarRbvv/++yflvWdYphBBbt24VAERQUJDJvKFDhyrxt2jRQnTp0kVZHwDRp08fs+dusbGxAoB4/PHHjaYfPnxYuVYwnD937txZ+Pv7K+fQZ8+eNRvn7ZYuXSoAiFatWllss2HDBgFA+Pn5mRzr//73v8p+aDQa0bFjR+Hv769Me+aZZ0zWFx8fLwCI3r17iwceeEA5bl26dBE+Pj4iMzNTFBcXiz59+ijrCQ4OFl26dBHNmzcXLi4uAoCYPHmy0Xoff/zxO17rGNaXnJxsdlkAIjAwUERGRoqWLVsKd3d3AUA88sgjdz6YJeTk5Ih77rlHWae/v7/o1KmTch3l4OAgli9fbrJcfn6+0XLNmzcXnTt3Fi4uLsLV1VXMmjXL4ufM0r4ZGI67Vqs1mZeenq5cMwMQjRo1El26dBFNmjRRPlOHDh1S2ufm5goAQpIk0aBBA9G+fXvRoUMH4ePjIwAIlUolvvjiC6NtLF68WPTs2VPZRmRkpNF14uLFi5W2pV3LzZs3T0iSJAAIHx8fERkZKRo1aqSsd+zYsUKv1xstU/LaNj4+XqhUKuHr6ysiIyON/pa88sorZo8dEd3CpAURUSUYTjpbt26tnOw3aNBApKenl3tdCxcuFOfOnTOZ/uuvvyo35hMTE03mGy5EHB0dxaOPPiqysrKUeZs3b1Zu1C9ZssRoufz8fNGiRQsBQNx1113i77//Vubt2rVL1K9fXzg6OtokaXH7ekpLCJTlouHQoUPC2dlZSJIkZsyYIfLy8pR5Z8+eFV26dDF7oZaeni58fX0FAPHwww+LnJwcZd66deuEq6urcozKmrQQQoipU6cKAGLgwIFm558+fVq5yCj5WerYsaMAIF5//XVx8+ZNo2VSUlLE7NmzhU6nK3Mc5fHiiy8KAMLb21v5vJW8oCAiIiKyljudS7766qvKzevbz4nWr18vJEkSrq6uYsGCBaK4uFiZt3//fuUBndvXXZHzLEsJhkWLFinnS19//bUyPS8vT4wfP145f7R20mLt2rUiMTHR5Ebqn3/+qdwonjNnjslylpIWQ4YMEQDE6NGjTR7uSU9PF5988onRNURpcnNzlRvz+/btM9vG8MDUCy+8YDT9008/FQBE/fr1xTfffGM0b/Pmzcq10u3n44ab52q1Wvj6+orffvtNmVdQUCB0Op1Yu3atklg6cuSI0fJFRUViw4YNYuPGjUbTK5q0OHz4sAAgvLy8TN5fvV4vEhISTPbvTh566CEBQHTq1En88ccfynSdTic+/PBDoVKphLOzszh16pTRclOmTFG+QyWPS0ZGhrjvvvuUz6g1kxZ6vV707t1bWe+2bduM5l+7dk18+OGHRustKCgQn3/+uUhNTTVqW1xcLL755hvh5uYmnJycxMWLF8sdpxCWrze3bNmiJCymTp1qlOxbvny5kuD84IMPjJYreW3r7OwsPvjgA6O/QTNmzFCSMElJSRbjIiImLYiIKiUrK0s0btxYOTEBIFavXm317SxcuFAAEBMmTDCZZ7iwadWqldknp5577jkBQDz44ING05ctWyYACFdXV7NJlq+//lrZp4omLUr7+eGHH4QQ1ZO0uPfeewUA8cYbb5idf+HCBeHu7i7UarW4dOmSMn369OnKU1AFBQUmy82cOdPoSZqySkpKUpISaWlpJvMnT54sAPkpwJKcnZ0FAKPEVHXJy8tTklwAxLRp06o9BiIiIqobzCUtioqKRFJSkpgyZYrSi+Kdd94xWk6v14vw8HABQHz22Wdm171//34hSZLQaDQiPz9fmV6R8yxzCQa9Xi9CQkIEAPHqq6+aLKPT6URYWFiVJC1Kc/bsWeVhq9tZSloY4jx8+HC5tmXJ6NGjBQDxf//3fybzcnJylIetDhw4oEy/ceOG8oT6pk2bzK73+++/FwBEWFiY0XTDzXMAYtWqVWaXNfQoePHFF8u8HxVNWqxcuVIAEEOGDCnztkqTmJgoALmn/u039Q0mTpwoAIinn35amXb9+nWlJ8Ynn3xiskxubq7Sk8GaSQvDSAUuLi7i9OnTZd7P0hium2bPnl3uOIWwfL1p6H0zaNAgs8sZkj5+fn5G14klr22feOIJk+X0er1o27atAIx71BORKda0ICKqBI1Gg0WLFim/jxw5EkOHDq3w+k6ePIlp06Zh6NChuOuuuxAdHY3o6GjMnz8fAEzGUy3pqaeeMlsMuWfPngCApKQko+kbNmwAAIwaNQoNGjQwWW7EiBHlqslhTpMmTdCzZ0+zP/Xq1avUussqJycHmzdvBgClDoO5OLt06QKdTqfU0QBuHaNnnnkGTk5OJss999xzcHBwKHdMISEh6NGjB4qLi7Fy5UqjeUIIfP311wCAxx57zGhe06ZNAQBfffVVubdZWTdu3EB2drbye9euXas9BiIiIqpbStYsc3R0RIsWLTBjxgz4+Phgzpw5mDRpklH7kydP4uTJk3BxccHjjz9udp2dO3dGUFAQsrOzceDAAWW6tc6zzpw5g3PnzgEAXnjhBZP5KpUKzz//fKW2UZr09HR89NFHGD16NPr27YtevXohOjoaY8aMAQCcOnWqzLXrDMfk66+/rlAtt9sZzm1XrVplUl9j9erVuHnzJtq0aYOIiAhl+tatW/HPP/8gKCgI/fv3N7vewYMHw9HREadPn8bly5dN5nt5eVm8RjPs4+bNm5GWllah/Sorw7b27NmDs2fPVnp93333HQB5/xs1amS2jWG/t2zZokzbuXMncnJy4OHhgXHjxpks4+HhgfHjx1c6vtutXr0aADB8+HC0bNmyXMvu27cPkyZNwpAhQxATE6NcJ3/77bcASr9OLq8bN24o14Svvvqq2TYvvfQS1Go10tPTsX//frNtnnvuOZNpkiShR48eAEyvz4nIWPnvtBARkZGSJ8/9+vWr8HreeOMNzJkzp9SiXNeuXbM4z9KJX8OGDQEA169fN5p+6tQpAEB4eLjZ5dRqNcLCwnDlypVS4y7NuHHjSi1QVx2OHz8OnU4HSZIwevRoi+3OnDkDALh06ZIy7U7HSKPRoHHjxhaL0JXmsccew+7du7Fs2TK8+OKLyvTt27fj/Pnz8PHxweDBg42Wef311/Hkk09i4sSJmDdvHvr164eoqChotVo0b9683DGUx7PPPourV6/C1dUVN2/exIQJE3Ds2DF4eHhU6XaJiIio7mrSpIlyozcnJwdJSUm4efMmvL29zRb5PXLkCAD5xuA999xjcb2Gc+qS533WOs8ynD96enqicePGZtu0adOmzOsrj9WrV2Ps2LEm5/0lCSGQkZGBwMDAO67v1VdfxW+//Ya5c+fiq6++Qv/+/dGtWzf06tWrQvtw9913IzAwEKmpqdi4cSPuv/9+Zd6yZcsAmD60Y3hPs7OzjQqw385Q+PjSpUsmN/Bbtmxp8UGjIUOGIDQ0FCdPnkRQUBBiYmLQq1cvdO/eHT179oSLi0u599MSw7HbsWMHWrVqhejoaGi1WkRFRaF3797w9PQs1/oMx2bbtm0Wj01+fj4A89c4zZo1g6urq9nlquIzevz4cQBQbtqXRXFxMcaNG3fHZGJp18nllZSUpCTp2rVrZ7aNr68vAgMDceHCBZw6dcrsPpX3+pyIjLGnBRGRHVi1ahVmz54NSZIQGxuLI0eOICcnBzqdDkII/P777wBg8kRSSe7u7manq1Tyn3q9Xm80PTc3F8CtkyZzSptXU2RmZgKQL9B27dpl8efq1asAgLy8PGXZqjxGI0aMgIuLCw4dOoQTJ04o0w0n5CNGjICzs7PRMuPHj8d3332H7t27IyUlBZ9//jnGjRuHkJAQREVFGfUSsabVq1fju+++g7OzM3bs2IHQ0FCcP38eb7zxRpVsj4iIiAiQH4DZuXMndu7ciaNHj+Ly5csYN24ckpKS0K9fP6SkpBi1N5z33bx5s9TzPsM5XsnzPmudZ9nqHPv8+fMYPXo0rl+/joceegg7d+7EP//8g6KiIgghjHpKlHZNUVK/fv3w+++/45577sG1a9fw5ZdfYsKECWjbti3Cw8Pxww8/lCtGlUqlPERU8ib0xYsXkZCQYDTfwPCeZmVllfqeFhYWAjB+Tw0sXScBgJubG3bs2IHnnnsOXl5e2Lx5M9566y3cc8898PPzw6uvvmp2nRWhUqmwfv16TJo0CQEBAdi+fTvefvtt3HffffDz88MTTzxRrpvvhmOTkpJi8bgYehOV7F1jq89oTk4OAMDb27vMy7z33nv46quv4Orqig8++AAnT57E9evXodfrIYTA4sWLAZT9M10WhuPj4OBQ6ugAhlEJDO1vV97rcyIyxqQFEZEdWLp0KQDglVdeQVxcHNq3bw9PT0/lhMaaT44YGJ7k+fvvvy22KW1eTWHoCeDt7Q0h13Iq9adkz5CqPEbe3t5KTwrDk2X5+flKt+nbnzIzGDZsGHbv3o2MjAxs2LABr7/+OoKDg7Fv3z70798fR48erVA8lly9ehXPPvssAHmIhs6dO2Px4sWQJAmffvpplSVKiIiIiG7n7e2NhQsXokePHsjKysKECROM5hvO+zp27Fim8z7DkEkG1jjPquz5o6HHgKXe1zdu3DA7fdWqVSgoKEBUVBRWrlypDMdq6GFQ0euJu+66C7/++iuysrLw+++/IzY2Fm3atMGff/6JoUOH4pdffinX+gznuD/99BOysrIAyAkMIQTuuecek14Shvd0yJAhZXpPzfXAuZOGDRvik08+QXp6Oo4fP44FCxbg/vvvR15eHt5//32ToZIq+h4B8ufjnXfewaVLl3D27FnEx8dj5MiRAIAlS5ZgyJAhZb6ZbTg2H374YZmOTckYgMpf45R3/728vABAed/LwnCd/N577+HFF19E69at4e7urrwHVXmdXFxcXOr6DSMSlLeHDBGVDZMWRER2IDk5GQDQq1cvs/N3795t9W22atUKgDz2rzk6nQ6nT5+2+nbLw3AyWpk2bdq0gSRJyMrKsrivltzpGGVnZxt1tS4vw0Xb119/Db1ej3Xr1iE7OxuhoaHo3r17qctqNBrce++9mD17Ns6cOYOoqCgUFBRgyZIlFY7HHMOwUF27dlXGdO3VqxcmTpwIIQSeeOIJqz19RkRERHQnKpVKqfe2ceNGbN26VZlnGMrlxIkT5boxervKnGcZzh9zc3MtnieW7GV7O8PT2ZZuGhuGNL2d4XqiZ8+eyoNPJVX2esLNzQ19+vRBXFwcjh07hqFDh0IIgQULFpRrPeHh4ejcuTMKCgqUegSGXhfmHtoxvKd79+6t8ifTJUlCmzZt8Mwzz2DdunVYs2YNAGDlypVGn6eKvke3a9GiBcaMGYMVK1Zg7969kCRJ6VVUFoZjs2vXrjK1NzB8RpOTk5Xho25XFZ9RQ7zl+Sza4jq5RYsWSrLPMKTV7TIzM5GamgoAaN26tdVjICImLYiI7IKbmxsAmC0cl56eji+//NLq27z33nsByCfh//zzj8n8b7/9tlL1LKzBcFxKKxZ4pzb169dHnz59AABvv/12ubZvOEaff/652S7Hn376KYqLi8u1zpIGDBgAPz8/pKamYsuWLUqPi0cffbRc63F0dES3bt0AmP8MVdS3336L1atXw9nZGUuXLoVarVbmzZo1C82bN8e5c+cwefJkq22TiIiI6E4iIyNx3333AQBiY2OV6Z06dUJoaCiKioowe/Zsq2yrvOdZLVu2VGpgfPzxxybzhRBmpxuEhoYCkIs13664uBgLFy40u1xp1xNCCLz33nt3jL2sJElSaihU5NzTkJxYtmwZ/vjjD5w6dQqenp548MEHTdr27dsX3t7eSEtLs7jvVaV3797Kv0vup+E92rt3r9nlPv3003Jvq0OHDtBoNCbbKs1DDz0EAFi7dq3Fm+vmREdHw9PTE9evX0d8fLzJ/Bs3bijDLplT2mc0OzsbK1euNLvcsGHDAMgFxMtahLq0z/XJkyexfv36Oy5b1sLzBu7u7tBqtQCAefPmmW3z4YcfQqfTwc/PD5GRkeVaPxGVDZMWRER2wHBS9M477yiF0QDgr7/+wqBBg8p9olUWDz30EJo3b468vDyMHDlSqekAyCfgL774IhwdHa2+3fJo0aIFALm4nKXux4Y2O3futDiW6Zw5c+Di4oJVq1Zh/PjxSEtLM5pfWFiIX375BcOHDzea/swzz8Db2xuXLl0yKWr4888/Y8aMGZU6Rg4ODkp38Pfffx+bN2+GJElmkxY5OTkYPnw4fvnlF2XMXoMDBw7gm2++AQB06dLFaN6rr76K4OBgPPzww+WK7erVq3juuecAANOnTzd5gsjNzU0ZJuqjjz4q9xNeRERERJVhGNJzx44d2LJlCwD5Zvq8efMgSRJmz56NN998E9nZ2UbL3bhxA2vWrDEa8qei51nmSJKk1P368MMPlWUB+ebphAkTcO7cOYvLG4pTL1682KgXSU5ODp588kmLN3sN1xOrV6/Gjz/+qEzPzc3FuHHjsH///jvGfrvhw4djzZo1Jr1qz507hy+++AJA2Y7J7UaNGgVHR0fs2rUL06ZNAwAMHTpUuclckqenJ2bOnAkAeP755/HBBx+YXBtlZmbiq6++wmuvvVbuWObNm4c5c+aY1EfJy8tTPmM+Pj4ICQlR5t13332QJAlHjhzB3Llzlek6nQ4ff/wxli9fbnZby5cvx9SpU42u9wC5HsPcuXORlZUFBwcHdOzYsUyxR0dHY/jw4SgqKkL//v3x008/mVwznT9/HnPnzjVKQri7u2PixIkAgDfffNPoc5aVlYVRo0ZZrNMA3PqMzp0716hXSFpaGkaOHGmxl9OgQYMQExOD/Px89O/fHzt27DCan5mZiY8++sjovTB8ridNmqT0bACAw4cPY/DgwUYPVd3OcJ1o+PtQHlOmTIEkSfjxxx/x9ttvGz2oZqhHCcjHz9bXzES1liAiokoDIACI+Pj4Ci2fmpoqGjZsKAAIBwcHER4eLtq1aydUKpXw9vYWH3/8sQAggoKCTJYNCgoSAMTWrVvNrnvr1q0Wl923b5/w8vISAISTk5OIiIgQLVu2FABEVFSUGDlypAAgYmNjy7U/Wq22zMslJycrx+92iYmJQqVSCQCicePGIjo6Wmi1WvHCCy8obS5cuCDc3NwEAOHn5yd69OghtFqtGDFihNG61q9fLzQajQAgVCqVaNWqlejWrZto3bq1cHR0tBjDTz/9pMx3d3cXkZGRIjg4WAAQDz74oLKvFX3vDxw4oGwbgOjdu7fZdpmZmUobJycnER4eLrp27arEAkB069ZN5OXlGS33+OOPCwBCq9WWK65hw4Ypn4Pi4mKL7SZMmCAAiJYtW4qbN2+WaxtERERE5pT1XHLQoEECgIiOjjaavnjxYuHs7CwACEdHR9G2bVsRFRUlQkNDhVqtNjk3ruh5lqXzcL1eL0aNGqUs26RJE9GlSxfh5eUl1Gq1eP/99y2eexYVFYmoqCgBQEiSJJo1ayYiIiKEi4uL8Pb2FvPnzzd7bq/T6URMTIyy3uDgYNG5c2fh5uYmVCqVWLZsmTIvOTnZaNnY2FgBQDz++ONG0w3nzg4ODiIsLEw5hpIkCQAiNDRU/P3336W+R5YMHjzY6Bx4y5YtpbafPn26sl0XFxfRsWNH0bVrV9GsWTNl+u3nu/Hx8Xc8D37hhReUGAICAkRkZKRo37698PDwUPb922+/NVnu5ZdfVpZr0KCBiIyMFL6+vkKlUinbvf1Yf/DBB8r0evXqiYiICNGpUyfh7e2tTJ83b155DqO4ceOGuP/++5XlfX19RZcuXUTnzp2V60tz36WbN2+Ku+66S5kfEhIiOnfuLFxcXISrq6uYNWuWxWvIrKws0bx5c+W6KiwsTHTo0EE4ODiIpk2bihkzZlg87n///bfo2rWrst3AwEDRpUsX0bRpU+W679ChQ0r7o0ePCnd3dwFAODs7i/bt24uwsDDle/XOO+9Y3NZ7772nbKd169aid+/eQqvVGl23lXYtN2/ePOWz5ePjI7p06SICAwOVdY4ZM0bo9XqjZUq7tjWw9H0jImPsaUFEZAcaNWqExMREPPLII/Dx8cHZs2eRlZWFxx9/HIcOHULbtm2rZLtdunTBwYMH8cgjj0Cj0eDEiRPQ6/XKEzdOTk5Vst2y6tq1K9auXYuYmBhcv34du3fvRkJCAg4fPqy0adKkCTZv3ox7770Xer0ee/fuRUJCgkl37YEDB+LUqVN488030aFDB1y+fBmHDh1CXl4eunXrhtjYWBw6dMgkhvvuuw+JiYl44IEH4OTkhOPHj8Pd3R1z587Fd999V+l9jIiIMHp/LRXg9vT0xNdff40nnngCLVu2xN9//40DBw4gOzsbvXr1wscff4yEhAS4urpWOqZvvvlGGRYqPj6+1CeY5syZg6CgIJw5cwZvvfVWpbdNREREVFaGJ+F37tyJ33//XZk+btw4nDhxAi+88AJCQ0ORnJyMo0ePQqfTQavVYvbs2fj111+V9tY+z5IkCV999RU+++wzdOrUCVevXkVSUhK6d++OLVu24D//+Y/FZR0cHLB582a8/PLLaNq0KS5duoTLly/joYcewqFDh9C+fXuzy6lUKqxfvx5vvPEGmjVrhtTUVFy4cAF33XUXtmzZUu7hRwF5+KbnnnsO7dq1Q2ZmJg4cOIC///4bkZGRmDlzJg4ePAg/P79yrxcAHn/8ceXfTZs2vWMB7bfeeguHDh3C+PHj0bhxY5w+fRonTpyAo6MjBgwYUGoPh9JMmDABM2bMwN133w0nJyecOHECp0+fRsOGDTF27FgcPHjQpDc2IBeG/vjjj9GuXTvk5OQgKSkJXbp0wZYtW0wKvBsMHToU7733HgYNGgQvLy9lHzw9PTFixAhs374dL730Urnid3Nzw9q1a/Hjjz/iwQcfhIuLC44cOYLk5GQ0aNAAI0eOxMqVK/Hyyy8bLefi4oJNmzZh1qxZaNWqFS5duoQLFy5g4MCBSExMVIZEM0ej0WDXrl0YP348GjZsiL/++gsZGRl4+umncfDgQQQGBlpc1s/PDzt37sTnn38OrVaLvLw8HD58GHq9HjExMfj444/RsmVLpX27du2wZ88ePPDAA3B1dcXp06dRVFSE559/HocOHUJAQIDFbb300kt477330KFDB6SkpGD79u1ISEjA+fPny3RsX3rpJezevRvDhw+Hi4sLDh8+jJs3b6Jv375YvXo14uPjy1SDkYgqRhLCwngbRERERERERERERERE1Yg9LYiIiIiIiIiIiIiIyC4waUFERERERERERERERHaBSQsiIiIiIiIiIiIiIrILTFoQEREREREREREREZFdYNKCiIiIiIiIiIiIiIjsApMWRERERERERERERERkFxxsHUBtpNfrcfnyZXh6ekKSJFuHQ0RERERUYUII5ObmolGjRlCp+MxTdeJ1BRERERHVFuW5rmDSogpcvnwZTZo0sXUYRERERERWc/HiRTRu3NjWYdQpvK4gIiIiotqmLNcVTFpUAU9PTwDyG+Dl5WXjaIiIiIiIKi4nJwdNmjRRznGp+vC6goiIiIhqi/JcVzBpUQUMXbe9vLx4cUFEREREtQKHJ6p+vK4gIiIiotqmLNcVHJSWiIiIiIiIiIiIiIjsApMWRERERERERERERERkF5i0ICIiIiIiIiIiIiIiu8CkBRERERERERERERER2QUW4iYiIiIiIiIiIiKiMtPpBfYlZyA9Nx9+ni7o2swXatWdCywTlQWTFnZCp9OhqKjI1mFQDaVWq+Ho6GjrMIiIiIiIiIiIqJbbdPwKpv10Eley85VpARoXxA4Ox4C2ATaMjGoLJi1sTAiBtLQ0ZGdnQwhh63CoBnN2dkb9+vXh5eVl61CIiIiIiIiIiKgW2nT8CiYsP4jb72KmZedjwvKDWDA6gokLqjQmLWwsOzsbWVlZaNCgAdzd3SFJ7EZF5SOEQFFREbKzs5GamgoATFwQEREREREREZFV6fQC0346aZKwAAABQAIw7aeT6Bvuz6GiqFKYtLAhIQTS09Ph5eWF+vXr2zocqsFcXV3h6emJS5cu4Z9//mHSgoiIiIiIiIiIrGpfcobRkFC3EwCuZOdjX3IGuofUq77AqNZR2TqAukyn00Gn0/EGM1mFJEnQaDQoKChgfRQiIqJaJCMjAytWrEBGRoatQyEiIiKiOiw913LCoiLtiCxh0sKGiouLAQAODuzwQtZhKMat0+lsHAkRERFZS2ZmJlauXInMzExbh0JEREREdZifp4tV2xFZwqSFHWAdC7IWfpaIiIiIiIiIiKgqdG3miwCNCyzdfZIABGhc0LWZb3WGRbUQkxZEREREREREREREVCq1SkLs4HAAMElcGH6PHRzOItxUaUxaEBEREREREREREdEdDWgbgAWjI+CvMR4Cyl/jggWjIzCgbYCNIqPahMUUiIiIiIiIiIiIiKhMBrQNQN9wf+xLzkB6bj78POUhodjDgqyFPS2IKmHbtm2QJAlxcXG2DoWIiIhqgIyMDKxYsQIZGRm2DoWIiIiIqMLUKgndQ+rhgY6B6B5SjwkLsiomLYjuQJIkxMTE2DoMIiIiqiFKS0xkZmZi5cqVyMzMtEFkRERERERE9o/DQ9UBOh2QmAikpwN+fkBUFKBW2zqq2qFr1674888/Ub9+fVuHQkRERHbCkJiIioqCr6+vrcMhIiIiIiKqUZi0qOU2bAAmTwbOnZOTF2o1EBICzJwJDBxo6+hqPjc3N7Rq1crWYRARERERERERERHVChweqhbbsAEYPRo4cwZwdgY8PeXXM2fk6Rs22Da+kvUgtm/fDq1WCw8PD/j6+mLUqFG4dOmSUfvg4GAEBwcjKysLzz//PJo0aQIHBwcsXbpUaXP06FE8/PDDCAgIgJOTE4KCgjBx4kRcu3bNZPtbt27Fvffei0aNGsHZ2RmNGjVCTEwMFi1aZBQfACQkJECSJOXHsM3SalokJCSgd+/ecHd3R7169TBixAhcvHgRMTExynpLEkJgyZIl6NmzJ7y8vODm5obIyEgsWbKkgkeYiIiIiIiIiIiIqGZhT4taSqeTe1gUFABeXoDhHrlKJf+ekwNMmQL072/7oaL27t2LWbNmYdCgQXj++edx8OBBrFy5Ejt37sQff/yBhg0bKm0LCgrQp08f5ObmYvDgwXByclLm//jjj3jooYegVqtx//33o0mTJjh58iQ++eQT/PLLL0hMTISPjw8AYP369Rg8eDC8vb3xwAMPICAgAFevXsXhw4fx9ddfY/z48QgODkZsbCymTZuGoKAgjBkzRomjY8eOpe7T5s2bMWjQIDg4OGDEiBEICAjAtm3bEB0drcRQkhACo0ePxooVK9CyZUuMGjUKTk5O+PXXX/HEE0/g5MmTeO+99yp/sImIiIiIiIiIiIjsGJMWtVRiojwklJvbrYSFgSTJ05OS5HY9etgmRoNffvkFixYtwhNPPKFMmz59OmJjY/Hmm29i8eLFyvS0tDS0b98eu3btgqurqzL92rVrePTRR9GgQQPs2rULTZs2VeatXLkSo0aNwtSpU/Hxxx8DAJYsWQIhBLZt24b27dsbxWPolREcHIy4uDhMmzZN+XdZ6HQ6PPXUU9Dr9di2bRuioqKUeWPHjjXqGWKwaNEirFixAk888QQ+++wzODjIX83CwkIMGzYM77//PkaOHInOnTuXKQYiIqK6KCMjA5s2bcKAAQNYS4KIiIiIiKiG4vBQtVR6+q0aFuao1fL89PTqjcucsLAwjBs3zmjaa6+9hgYNGmDlypUoLCw0mjd37lyjhAUALFu2DDk5OZg1a5ZRwgIARo4ciYiICKxatcpk27evBwDq1atX0V0BAOzcuRMpKSl44IEHjBIWAPD2229DbeZN+eSTT+Du7o5PPvlESVgAgJOTE2bOnAlATr4QERGRZYYC2JmZmbYOhYiIiIiIiCqIPS1qKT+/W4kJlZnUlCGh4edX/bHdrmfPniY1HlxdXdG5c2ds2rQJZ86cQdu2bQEALi4uaNeunck69u7dq7wmJSWZzM/Pz8c///yDf/75B/Xr18dDDz2ENWvWICoqCiNHjkSfPn3Qq1cv+FnhgBw5cgQA0MNMF5bGjRujadOmSE5OVqbl5eXh2LFjaNSoEd59912TZYqKigAAp06dqnRsRERERERERERERPaMSYtaKioKCAmRi26XrGkBAEIAeXlAWJjcztYsJQoMtSqys7ON2porYp2RkQEA+N///lfqtm7cuIH69etjxIgRcHR0xIcffojPP/8cn376KSRJQkxMDObNm3fHmhWlycnJAQA0aNDA7PyGDRsaJS0yMzMhhEBqaiqmTZtWauxEREREREREREREtRmHh6ql1Gpg5kzA2Vkuul1UBOj18mtOjjx9xgzbF+EGgHQLY1T9/fffAACNRqNMM5ewAAAvLy8AwLFjxyCEsPgTFBSkLPOf//wH27dvR0ZGBjZu3Ijx48cjISEB/fv3R1ZWVoX3xxDL1atXS92v29t37ty51Ni3bt1a4ZiIiIiIiIiIiIiIagImLWqxgQOB5cuBli2BggIgN1d+DQuTpw8caOsIZbt27YIQwmjazZs3ceDAAbi6uqJly5Z3XIehdsSePXvKvX0vLy8MGDAAX3zxBcaMGYP09HQkJiYq81UqFXQ6XZnX16FDBwDA7t27TeZdunQJFy9eNJrm6emJ1q1b488//6xUsoSIiIiIiIiIiIiopmPSopYbOBDYvx/YtAn4+mv59Y8/7CdhAQCnT5/GkiVLjKbNnTsXV69exciRI+Hk5HTHdYwdOxaenp6YPHkyTpw4YTI/Ly9PqXsBAL///jvy8/NN2hl6fZQs0O3r64tLly6VeX+io6PRtGlTrFu3Dvv27TOa99Zbb6G4uNhkmeeffx55eXl48sknzQ4DlZycjPPnz5c5BiIiqhsyMjKwYsUKZZhEIiIiIiIiopqONS3qALUaMFMT2m7069cPzz77LNavX49WrVrh4MGD+OWXX9CkSRO88847ZVpHgwYNsHLlSgwfPhwdOnTAgAED0KpVK+Tn5yMlJQUJCQno0aMHNm3aBAB45ZVXcOHCBcTExCA4OBiSJGHnzp3Yt28fevTogZ49eyrr7tOnD7799lsMGzYMnTp1glqtxqBBg8wWBAcAtVqNzz77DPfffz+0Wi0efvhh+Pv7IyEhAampqejQoQOOHj1qtMzTTz+NvXv34ssvv8SuXbtwzz33oFGjRvj7779x6tQpJCYmYsWKFQgODq7YQSYiolopMzMTK1euRFRUFHx9fW0dDhEREREREVGlMWlBNte9e3dMnjwZU6ZMwfz58+Hk5ISHH34Yc+bMUYpxl8WgQYNw6NAhzJ07F7/99ht+/fVXuLu7o3Hjxhg7dixGjx6ttJ00aRLWrFmDAwcO4JdffoGjoyOaNWuGOXPm4Nlnn4W6RLGP+fPnAwC2bNmCH374AXq9Hv7+/haTFgBw7733YvPmzZg6dSq++eYbuLq64u6778Y333yDgQMHKnUsDCRJwtKlSzFw4EAsXLgQP//8M65fvw4/Pz+Ehobivffewz333FPmY0FERERERERERERUEzFpQXahd+/e2L59e6ltyjI8UlhYGBYtWnTHdiNGjMCIESPKFJu/vz+++eYbs/NiYmJM6nEY3HXXXdixY4fRtNzcXJw7d85iwuOhhx7CQw89VKa4iIiIqlNGRgY2bdqEAQMGsFcHERERERERVRnWtCCqAjdu3EBubq7RNJ1Oh9deew03b97EkCFDbBMYERFRBRmGosrMzLR1KBXC+h9EREREREQ1A3taEFWBs2fPIjo6Gv3790fz5s2Rm5uLHTt24OTJk2jTpg2ef/55W4dIRERUp7D+BxERERERUc3ApAVRFQgMDMTw4cORkJCATZs2obi4GE2bNsWrr76KyZMnw93d3dYhEhEREREREREREdkdJi3IZkqrB1HTNWjQAPHx8bYOg4iIqFqw3gURERERERFZC2taEBEREVGl1PR6F0RERERERGQ/mLQgIiIiIiIiIiIiIiK7wKQFERERERERERERERHZBda0ICIiIqI7ysrKQmpqKrKysmwdChEREVUDnV5gX3IG0nPz4efpgq7NfKFWSbYOi4iI6gAmLYiIiIjMYHFpY9nZ2UhNTUV2dratQyEiIqIqtun4FUz76SSuZOcr0wI0LogdHI4BbQNsGBkREdUFHB6KiIiIyAwWlzaWm5uL/Px85Obm2joUIiIiqkKbjl/BhOUHjRIWAJCWnY8Jyw9i0/ErNoqMiIjqCiYtiIiIiOiOmLQgIiKq/XR6gWk/nYQwM88wbdpPJ6HTm2tBRERkHUxaEBERERERERER9iVnmPSwKEkAuJKdj33JGdUXFBER1Tk1ImmxfPlyPP3004iMjISzszMkScLSpUstts/JycHLL7+MoKAgODs7IygoCC+//DJycnIsLrNixQp07doV7u7u8PHxwcCBA7F///4q2BsqqbCwEFOmTEFISAicnJwgSRK2bdsGSZIQFxdn6/DMiouLU+IkIiKiqpGRkYEVK1YgI4M3RYiIiKpLeq7lhEVF2hEREVVEjUhaTJkyBV988QVSUlIQEFB6wacbN25Aq9Xigw8+QFhYGF566SWEh4fjgw8+gFarxY0bN0yWeeedd/DII4/g77//xjPPPIOHHnoIu3btQs+ePXljuoq99957mDlzJpo2bYrXX38dsbGxOH/+vNm2wcHBCA4ONjvP3hMdREREVD6sKUJERKXR6QX2nLuGdYdTsefcNQ5XZCV+ni5WbUdERFQRDrYOoCwWLVqE0NBQBAUF4d1338WkSZMstp0zZw4OHz6M119/HbNnz1amx8bGYvr06ZgzZw6mTZumTD979ixiY2PRsmVL7Nu3DxqNBgDw/PPPo2vXrhg/fjxOnToFB4cacagsS0gA1q4FhgwBtFpbR6PYsGEDPDw8sHnzZjg6OgIA8vLy0K1bN9SvX9/G0REREREREZG92XT8Cqb9dNJoGKMAjQtiB4djQNvSH3Sk0nVt5osAjQvSsvPN1rWQAPhrXNC1mW91h0ZERHVIjehpcc899yAoKOiO7YQQWLRoETw8PDB16lSjeZMmTYKPjw8WL14MIW791xsfH4/i4mJMnjxZSVgAQJs2bfDYY4/h3Llz2LJli/V2xhYSEoD4eOD8efk1IcHWESkuX76MevXqKQkLAHBzc0OrVq2YtCAiIiIiIiIjm45fwYTlB03qLqRl52PC8oPYdPyKjSKrHdQqCbGDwwHICYqSDL/HDg6HWnX7XCIiIuupEUmLsjp79iwuX76Mnj17wt3d3Wiei4sLevfujdTUVCQlJSnTDcM/9evXz2R9/fv3BwAk2NFN/nIzJCwkCejQQX61g8SFoS5EcnIyUlJSIEkSJElCTEyMyVBP58+fhyRJSElJMWpraBMXF4e77roLADBt2jSj+SWHmiosLMS8efMQEREBd3d3eHp6olevXvjxxx/Nxnjx4kWMHDkSvr6+8PDwgFarxfbt26v60BAREREREZEZOr3AtJ9Omu0BYJg27aeTHCqqkga0DcCC0RHw1xgPAeWvccGC0RHszUJERFWuho95ZOzs2bMAgNDQULPzDdPPnj1r9G8PDw/4+/uX2r40BQUFKCgoUH4vreB3tSqZsDD0VAkKAlJS5OmAzYaKiomJAQB8+OGHAIAXX3wRAMzWrPD29kZsbKxJ25LrOX/+PL788ktotVplmmFZQH6PBgwYgG3btqFTp0544oknUFRUhPXr1+OBBx7Axx9/jP/7v/9Tlrty5Qq6d++O1NRU9O/fHxEREfjzzz/Rt29fJUFCRERE1S8jIwObNm3CgAED4OvLoSmIiOqSfckZJj0sShIArmTnY19yBrqH1Ku+wGqhAW0D0DfcH/uSM5Cemw8/T3lIKPawICKi6lCrkhbZ2dkAYDTMU0leXl5G7Qz/9vPzK3N7c2bNmmVUJ8MumEtYGNhB4iImJgYxMTFYunQpABgV0L69+Lm3tzfi4uLMti3pyy+/RExMjNn506dPx7Zt2xAXF4epU6dCkuQTrdzcXPTp0wevvPIK/vOf/6BRo0YA5OHEUlNTMWPGDEyePFlZzxdffIGnn366QvtMRERElWco0B0VFWWXSQudDjhwAEhLk1+DgwG1upIrTUwETpyQX0NCrBEmEVGNlJ5rOWFRkXZUOrVKYvKHiIhsolYND2UrkyZNQnZ2tvJz8eJF2wZUWsLCICjIboaKqmp6vR4LFixAixYtjBIWAODp6YmpU6eisLAQa9asASAPI/XNN9/Az88Pr7zyitG6xo8fj5YtW1Zr/ERERFQzbNgAREYC48YBBw/Kr5GR8vQKS0gAVq8G8vLk11p+3kZEVBo/T5c7NypHOyIiIrJPtaqnhaGHhaWeEYZhm0r2xNBoNOVqb46zszOcnZ3LHW+VWbsWyM6Wa1iUJigIOHJEbm+jYaKqw+nTp5GZmYlGjRqZ7RFz9epVAMCpU6eU9vn5+ejTpw9cXIxPdlUqFXr06IEzZ85UfeBERERUY2zYAIweDRQUAM7OQFER4OQEnDkjT1++HBg4sJwrLfkgikZz64EToFafuxERWdK1mS8CNC5Iy843W9dCglx3oWsz++uJR0RERGVXq5IWd6pBYa7mRWhoKPbs2YO0tDSTuhZ3qpFht4YMkS9oU1Is97QA5Pkajdy+FsvIyAAAnDhxAidOnLDY7saNGwBuJb0sDRvWsGFDK0dIRERENZlOB0yeLCcsvLzk3yUJcHCQExg5OcCUKUD//uVYacmERWAgcPy4/Jqby8QFEdVZapWE2MHhmLD8ICTAKHFh6E8fOzicdReIiIhquFo1PFRoaCgaNWqEXbt2KTegDfLz87F9+3Y0atQILVq0UKZr/73Y27x5s8n6fvnlF6M2NYZWC4wdCwghJybMSUmR548dW+sveA21SYYOHQohhMWf+H9vABh61qSnp5td399//109gRMREVGNkJgInDsHuLnJOYaSJEmenpQktyuTO9UmqyNDfBIRmTOgbQAWjI6Av8a4V7y/xgULRkdgQNsAG0VGRERE1lKrkhaSJGH8+PG4fv06pk+fbjRv1qxZyMzMxPjx441qGowdOxYODg6YOXOm0TBRJ06cwLJlyxASEoI+ffpU2z5YTWmJixqasFCr1dDpdBbnATA7v3Xr1vDy8sL+/ftRVFR0x+2EhYXBxcUF+/fvR36+cQE3vV6P3bt3VyB6IiIiqq3S0+XeFZYKbqvV8vz0dBgX1TaHtcmIiO5oQNsA7PxvH6x8shvmP9wRK5/shp3/7cOEBRERUS1RI5IWixYtwpgxYzBmzBh89913JtPWrl2rtH399dfRsWNHzJkzB/369cOkSZMwcOBATJ8+HR07dsTrr79utO6WLVsiLi4OZ86cQfv27fHKK6/gmWeeQY8ePVBUVISFCxfCwaGGjqJlLnFRQxMWAODr64t//vnHJJFgmAcAly5dMpnn4OCACRMmICUlBa+++qrZxMXx48eVnhVOTk546KGHkJ6ejvfff9+o3aJFi1jPgoiIqIbR6YADB4C0NPnVwjMQFebndysxAQAdCxPRsugEOhYmKttXq4EWqWUoqm2oTVbaEJ+APD87W25PRFQHqVUSuofUwwMdA9E9pB6HhCIiIqpFasTd+J07d+LLL780mrZr1y7s2rULABAcHIwh/9ZlcHd3x7Zt2zBt2jSsXr0a27Ztg7+/P1566SXExsbC3d3dZP2TJ09GcHAwPvzwQyxYsABOTk7o0aMHpk+fji5dulT5/lUpQ2IiPl4uuq3R1MiEBQD06dMH+/fvx+DBg9GrVy84OTkhOjoa0dHRaNWqFRo1aoRVq1bBzc0NjRs3hiRJmDBhAjQaDaZNm4aDBw/io48+wvr166HVatGgQQOkpqbi2LFjOHLkCPbs2aPUsXj33Xfx+++/Y8qUKdi5cyc6deqEP//8Exs2bEC/fv3MDidGRERE9mfDBrnexNmzwM2bwLhxwKxZwMyZFSiMbUFUFBASIhfd7u+SAO3N1ViBPAy6uRoe6kD8kq/FyEYJCE+MR/KdimqzNhkREREREdVxNSJpsXTpUixdurTM7TUaDebNm4d58+aVeZlHHnkEjzzySAWiqwEMF8Jr18oXtjUwYQEAb731FjIzM/Hzzz9jy5Yt0Ov1iI2NRXR0NNRqNdasWYP//ve/+Oqrr5CbmwsAePjhh6HRaODs7IyNGzdi8eLFWLZsGVavXo2CggI0bNgQ4eHheOaZZ9CuXTtlWwEBAdi9ezdef/11/PLLL9i+fTs6d+6MX3/9FVu2bGHSgoiIbO723gPBwZaHJ6qrNmwARo+WC2Q7OwNFRYCTk5xcGD0aWL7cOokLtVpOgnw6IgH/yY7HVZWEXEkDvZDwn+x4tHQ6jP8LOgSVugxFtUs+cGIpcVGDe84SERERERHdSY1IWpAVaLV2eVF7/vx5k2kxMTEQQphM9/DwwBdffGFxXVFRUdi2bZvF+Wq1Gk899RSeeuqpMsXWtGlTrFq1ymR67969ERcXV6Z1EBERVYXq6D1Q0+l08jEqKAC8vOTfJQlwcJATGDk5wJQpQP/+1kn2DHRPQPuoeBw4KOHw9UDo9ceRqgpEF9czeNDjY7g7hgJBUUBGxq2FgoLkBMSdEheenreWYcKCiIjIruj0AvuSM5Cemw8/Txd0bebL4cqIiCqpRtS0ICIiIiKZoffAmTNyrwEHB+PeAxs22DpC+5CYCJw7B7i5ycmKkiRJnp6UZLkedrn8Wzy7cRMJg/8vCA88AAQEAA91v4SezdPg7g7gyhXAzMMaFotql6xNlpoqT0tNZcKimqWmpuLDDz9Ev3790LRpUzg5OcHf3x9Dhw5FooUPT05ODl5++WUEBQXB2dkZQUFBePnll5GTk1PN0RMRUVXbdPwKomdvwciFe/HCqsMYuXAvomdvwabjV2wdGhFRjcakBREREdmVjIwMrFixAhkln0gnAKa9BxwcbvUe8PKSp0+ZYv1C0zqdnBTR6+VXa6/fGm4fList7VYBbHMMhbPT0yu54X8TFpAkICgIKhXQKADw8ADqZf8FqSAfaNxYbnv4MHDpkuk6LBXV1mqhe2wsrv0jkJ+ejWv/COgeY8KiOn388cd46aWX8Ndff6Fv37545ZVXEB0djXXr1qFHjx749ttvjdrfuHEDWq0WH3zwAcLCwvDSSy8hPDwcH3zwAbRaLW7cuGGjPSEiImvbdPwKJiw/iCvZ+UbT07LzMWH5QSYuiIgqgUkLIiIisiuZmZlYuXIlMjMzbR2K3bFW74HyJIY2bAAiI4E5c4DiYvk1MtK+enQYYvzfY4m4eeAE/vdYIt54Q+6UYCnBYkho+PlVcuNr18oJB3O1J5o3B1xcgKwswNsbyM8H/vrLtJ2FotobNgCRr2jxWuIwXMl2w2uJwxD5itaujn1t17VrV2zfvh1JSUlYvHgxZs2ahdWrV2Pr1q1Qq9WYMGECCgoKlPZz5szB4cOH8frrr2Pz5s149913sXHjRkydOhWHDx/GnDlzbLg3RERkLTq9wLSfTsJ0YGso06b9dBI6vbkWRER0J0xaEBEREdUQ6enW6T1Q1sRQyaGoHB3laY6O9jUUlSFGvz8T8KB+NdyRhwf1qxGckoDCQrnW9e2lsoQA8vKAFi2AqKhKBjBkiJxwSEkxnde4MdCxo/zvS5cgnF1wTdMc168Dl6/IPVcs1agoeeyPuUXhrGMbHHOLsqtjXxf85z//Qa9evUym9+rVC3fddRcyMjJw7NgxAIAQAosWLYKHhwemTp1q1H7SpEnw8fHB4sWLzdZuIyKimmVfcoZJD4uSBIAr2fnYl8yew0REFcGkBREREVEN4ed3KzFhjtV6D8B4KCpPz1s3/oWQf6+qoagqEmOXvASMk+IhqSTkqjSQVBKeUMXjLlUCiovlotvFxXLsht+dnYEZM6xQhLtk7QlziYvgYMDfHzduALv+CsC3exrjyhVg3Trgp09ScOmiacLCVsOAUfk4/pvJc3BwAACcPXsWly9fRs+ePeHu7m7U1sXFBb1790ZqaiqSkpKqPVYiIrKu9FzLCYuKtCMiImNMWhARERHVEFFRQEiI3EugSnsP4NZQVA4OwLVrgGEo/hs35N8dHKxYyLoSMfqfTsAYEQ8hSUhTBwIA0tSBEJKEcVI8+qgTEBgIFBbKCYvCQiAsDFi+HBg40EqBlJa4SEnBpWJ/vJ09EedvNkQgUqFSAYFIRW6OwDOJY7HhhnGNimotIk4VcuHCBfz222/w9/dHu3btAMhJCwAIDQ01u4xhuqGdOQUFBcjJyTH6ISIi++Pn6WLVdkREZIxJCyIiIqIaQq0GZs6UewlUtPfA7QWrLT2tn54OZXil4mLjecXF8vTCQisUsq4E3ZYEPFIo97BIVRvXlEhVB0FSSXhMF4+FoxOwZAkQEQEsWQL88YcVExYGJRMXqan/BpEKvU4gLmUsPpZewBrNWKgkAU+RDZUksEYzFlv1WpNeE9YaBoyqRlFRER599FEUFBRgzpw5UP/7RmVnZwMANBqN2eW8vLyM2pkza9YsaDQa5adJkyZWjp6IiKyhazNfBGhcIFmYLwEI0LigazPf6gyLiKjWYNLCDnBcW7IWfpaIiGq/gQPlXgItW5a/94ChYPW4ccDBg/KrpaLa9eoBRUXyPXhzT/sLIc+vV8+6+1dmiYkI2x0PSBIuSGaKYAPydElC673x6FycCH9/oHNnKwwJZUnJxEV2NiAETkaNxbd/a+HmBux11mK96zDchBvWuw7DXmet2V4T1TkMGJWPXq/HuHHjsH37djz55JN49NFHrbr+SZMmITs7W/m5ePGiVddPRETWoVZJiB0cDgAmiQvD77GDw6FWWUprEBFRaZi0sCHD+LfFtz++SFRBRUVFAKA88UdERLXTwIHA/v3Ad68mQlv/BL57NfGOvQdKFnZ2cpKHd3JyKltRbXNJC5v79VfUd8zG9XpBSnKlJENS5Ub9INR3zAZ+/bV64tJqgWHD5DGchg1DUqDWqNfEYaconHFsg8NO8hhe5npNVOcwYFR2Qgg8+eSTWL58OUaPHo3PPvvMaL6hh4WlnhSGoZ4s9cQAAGdnZ3h5eRn9EBGRfRrQNgALRkfAX2M8BJS/xgULRkdgQNsAG0VGRFTzMWlhQ2q1Gmq1mmPVklUIIZCdnQ1nZ2elMGR5ZGRkYMWKFcjIyKiC6IjsEz/3VJOpdyag5dHVcJfy0PLoaqh3JlhsW5HCzteuAYb/TszdOAfk+deuWXnHyqpvX6h8NBjULgUODvI+6P+NX6+Tf3dwAAa2TYHKRwP07Vt9sUVFAW3aAFFRFeo1YY1hwMi69Ho9nnjiCSxZsgQjR47E0qVLoVIZX0rdqWbFnWpeEBFRzTOgbQB2/rcPVj7ZDfMf7oiVT3bDzv/2YcKCiKiSHGwdQF0mSRL8/Pxw5coVODs7w93dHZJdPLpINYkQAkVFRcjOzsb169cRGBhYofVkZmZi5cqViIqKgq+vfY67mZGRgU2bNmHAgAF2GyPVLDXhc09kVkICEC8PjQSNRn6Nj5fnabUmzctT2LlHD3m6n5/cE8PZWX6yP6T4TyShGC3wJ86p5WWEsOEQRVFRQGAgmsTHY1R0CtYfC0JmBqDXAzo9UL++nLBoEijkIZsaNwZWrrRJmCEhco+W2x+aN/SaCAsz7TVhGAZs8mTg7FnjYcBmzKiCmhxkkV6vx/jx4xEfH48RI0bgq6++MturNTQ0FI0aNcKuXbtw48YNuLu7K/Py8/Oxfft2NGrUCC1atKjO8ImIqIqpVRK6h9hqvEwiotqJSQsb02g0uHnzJv755x9cvXrV1uFQDebs7IzAwMBaPYwAbzATUUXVqqRnyYRFYCBw/Lj8mptrMXFRkcLOJW+2D/ZKQEB2As7pBO5WJyDcKwG/5GuVm+3nz1fNrt7Rv/vZJD4eTzVKwa48TxzYDTzQA+jplgKV9G/CQquVszY2YOg1MXr0rV4Shl4TN26U3mti4ECgf3/g+++BuXOB114Dhg5lD4vqZOhhsXTpUgwfPhzLly+3OAynJEkYP348pk+fjunTp2P27NnKvFmzZiEzMxMTJ07kQ0pERERERHfApIWNSZKEgIAA+Pn5KfUIiMpLrVZXaEgoIqK6otYkPUsmLIKCgJJDmwUFASkpZhMXJYcoUpkZHLS0IYo+HZGA/2THYzckCKggIOE/2fEodAWenaG1/Q30f/dTFR+PRvpUeHgAjfSpUEmetxIWgNyN5MQJ+TUkpFpDrEyvCbVaLh5e5UXEyazp06dj6dKl8PDwQMuWLTFjxgyTNkOGDEHHjh0BAK+//jp+/PFHzJkzB4cOHULnzp1x5MgRbNy4ER07dsTrr79ezXtARERERFTzMGlhJwz1LYiIiMj2dDrgwAEgLU1+DQ62g5vFtycszLGQuKjwEEXuCWgfFY8DByX8k9MAAPAPGsBLI+GzTvFo7A4ApsNRVTtDYmL+fCA7W96pkgmLhARg9Wp5R1evlnummBlGqyqx10TNdP7fbkTXr1/HzJkzzbYJDg5Wkhbu7u7Ytm0bpk2bhtWrV2Pbtm3w9/fHSy+9hNjYWKMho4iIiIiIyDwW4iYiIiIqYcMGIDISGDcOOHhQfo2MlKfb1Nq18g15SwkLg6Agud3atcqkChV2/jdJ0riJhPueC0LbtnK+pG1bYNCzQWjc5N86GgkJxr0YbEWrBYYNk4ttDBtmnLAwV/8jwXLh8qrCXhM1z9KlSyGEKPVnzJgxRstoNBrMmzcPFy5cQGFhIS5cuIB58+ZBo9HYZieIiIiIiGoYJi2IiIiI/rVhg1x74MwZuQi1g4P8euaMPN2miYshQ+Sb7ikppbdLSZHbDRliNNkwRFHLlvLQRCWHKFq+/LYhikrc6D9bGISFC+XSGULIrwsXAmcLg+QEwKxZwGef3erFYINkgCIqCmjT5laXkdvrfwDyqw0TF0RERERERFQ6Ji2IiKhOun34H53O1hGRrel0cs2BggJ5CCUHB/netoOD/HtBATBlig0/K1qtPOSREJYTFykppkMjlTBwILB/P7BkCRARIb/+8YeZmgr/9uo4WxiENWuAa9du1cJQqeTf16wBLl0UwMmTwOXLNu/FYKK04bSCguwrViIiIiIiIlIwaUFERHWO3Q7/QzaVmAicOyePLiRJxvMkSZ6elGTbEZBKTVzcIWFhUKYhioYMgd5Tg5MbU1BcLA8fZTgmkiT/3qjoPPQ7dkI4OgHt28sz7aUXQ2Ji2ep/2EOsREREREREZIRJCyIiqlPsevgfsqn0dLkXhaU6A2q1PD89vXrjMlEycZGaKk9LTS1TwqI82zgZNRbXcwWaqVIgSYCvPh0q6OGrT0cT3Xn00O9EUSFwNSwaaNz41rL2kAz49dcK1/8gIiIiIiIi22LSgoiI6gy7H/6HbMrP71ZiAgA6FiaiZdEJdCyUu1YYEhp+fjYM0qBk4iI727oJi38lBWqxTD0WapVAp8K9aFJ8AYBASPEZ9C74FSoJ2K2ORoZXsOnCtk5c9O1bqfofREREREREZDtMWhARUZ1RI4b/IZuJigJCQuR60t0KEjDo5mq4Ig+Dbq5Gt4IE5OUBLVrcqvFsc1otMGyY/MEdNqxcCYusrCykpqYiKyvLYhs/P2CPkxZH1J3QrDgJ7sgBAHghG14iC+fULXBJHQx3dwsrsGUvhqioStf/ICIiIiIiIttg0oKIiOqMGjP8D9mEWg3MnAncpUrAf7LjoRcSciUN9ELCf7LjcZcqATNmWP782ERUFNCmTbkzKdnZ2UhNTUV2dnapq36oYQLC8w8hU+ULRxRBAiAA5MMVzYqS0Mb9PAIDLazA1r0YrFD/g4iIiIiIiKofkxZERFTrZWRkYMWKFXBxyTAa/ud2djX8D9nEQPcEfBYVD08vCakIhF4PpCIQXhoJn0XFY6B73SnYrN6ZgLigeDREGhx0hbgBdwgAOdAgC95wxU3c7bwTqgvnTRe2l6RAddT/ICIiIiIiIqti0oKIiGq9zMxMrFy5Es2bZyrD/whh3EYI2N/wP1S9EhKA+Hg0biJh8P8F4YEHgIAA4IEHgPueC0LjJjYuLl2dDMfCIQ1RTdPg5AxkwReAhCz4otjFAxp/V7irbgI7dwKXLt1a1loJi8RE4MSJyo/XVg31P4iIiIiIiMh6mLQgIqpldDpg9255GPndu1lUuiTD8D/OzkBODlBcLN+/LC6Wf3d2hv0N/0PV49+b9JAkICgIKhXQKADw8JBfVSrYvrh0dVq7Vi4Ak5YGLy8grKs3mjSVZzVpCrTs6g33hh6Aq6v85Tl6VJ5ppV4Mui0JuPb5auRn5uHa56uh21LJ412J+h9ERDWBTi+w59w1rDucij3nrkGnF3deiIiIiMhOMWlBRFSLbNgAREYCAwYAjzwiv0ZGytNJNnAgsHw50LIlUFgoJywKC4GwMHn6wIG2jpBKYxjqKyMjw7orXrtWfgo/KKj0drYsLl2dgoOBK1eA69cBb2+5UL0rjF7h7S23dXSUkwFW6sWwd3YC1g+Lx45dEi5ma7Bjl4T1w+Kxd3YlExcVrP9BRGTvNh2/gujZWzBy4V68sOowRi7ci+jZW7Dp+BVbh0ZERERUIUxaEBHVEhs2AKNHA2fOAI6OGXBwWAFHxwycOSNPZ+LiloEDgf37gSVLgIgI+fWPP5iwqAkMQ31lZmZad8VDhshFo28v2Hw7WxeXri7nz8tjY3l4AFlZ5ttkZcnzmzcHAgOt0oth7+wE/PVWPLJyJKQ7BEKlAtIdApGVI+Gvt6yQuCAiqmU2Hb+CCcsP4kp2vtH0tOx8TFh+kIkLIiIiqpGYtCAiqgV0OmDyZKCgAPDyAtTqTBQUrIRanQkvL3n6lCkcKqoktRro3Bnw95dfOSRUHVey7oGlxIW9FJeuDkOGACEhcuICME1cGH4PCJDbPfpopXsx6LYkIH12PIr1EtJdgqD69zupUgPpLkHy9Nnx0O2pZI0LIrojDjVUM+j0AtN+Oglz745h2rSfTvL9IyIiohrHwdYBEBFR5SUmysPPu7n9O2xLCZIkT09Kktv16GGbGInsniERER8vJyg8PW/Nq0sJC8D4WADyUFF5efK/8/IAFxc5YdGwoXxMGjcGVq6s+PYSEnDtvXjk5EpIcwqCWgJK3oWTJCDNKQiq3BRkLVwNFF2r+LaIqFSbjl/BtJ9OGj25H6BxQezgcAxoG2DDyOh2+5IzTHpYlCQAXMnOx77kDHQPqVd9gRERERFVEntaEBHVAunpci8KS70F1Gp5fnp69cZFVOOU7HGRmipPs1Jx6RrHcCwaNrzV40L8m0kombCwxjFZuxbF17KRArkIujkqFZCCIBQkXUDR4RM481Uie48RWRmHGqpZ0nMtJywq0o6IiIjIXjBpQURUC/j53UpMmGNIaPj5VW9cRDVSycSFlYpL11glExfe3nKXB29v6yYsAGDIEDjU0yAIKdDrzTcpKgI6FSei6PJV5N5U488Zq/F0qwTW6yGyEg41VPP4ebpYtR0RERGRvWDSgoioFoiKkoeVz8u79SC0gRDy9BYtKjXcPFHdotXKRaWtUFy6xjMkLry85N+9vKyfxNFqUe/VsfDyFPAvTDH5O1ZcDHQoTERLnMUlhyBkqhtAUkmISY7HpyOYuCCyhvIMNUT2oWszXwRoXCBZmC9BHtqrazPf6gyLiIiIqNKYtCAiqgXUamDmTMDZGcjJkW/wCSG/5uTI02fMYLFponKJiqp0celaQ6uVfyTp1r+tTN1HC7//joWDSsAvPwX6f3uO6XVAu3w5YZGsboE/nToCANIdA+HgKOHhm/FY80ICh4oiqiQONVTzqFUSYgeHA4BJ4sLwe+zgcKhVltIaRERERPaJSQsiolpi4EBg+XKgZUugsFBOWBQWAmFh8vSBA20dIRHVaK1bAw4O8msV6fZfLZq/PRbeXgJ+xanQ64FWhUeUhMVR125G7VMdgqBSS7jrfDz+/CyhyuIiqgs41FDNNKBtABaMjoC/xvh98de4YMHoCBZPJyIiohrJwdYBEBGR9QwcCPTvD3z/PTB3LvDaa8DQoexhQUQ1R7f/aqHrAhyYNh+bD1xFB4d8nMttjWMu3cwOgXLZMQh++Snw+j4eRT79qj1eotrCMNRQWna+2boWEuQb4RxqyP4MaBuAvuH+2JecgfTcfPh5yu8Te1gQERFRTcWeFkREtYxaDXTuDPj7y69MWBBRTaPuo0W9p4fBSa2Dyr8BDjp0s1igW68HUtVBcC/OBn79tXoDJapFONRQzaZWSegeUg8PdAxE95B6fJ+IiIioRmPSgoiIiIjsz781RdxbN0W4ewqKimBSoFsIoKgIaOORAp9gDdC3r21iJaolONQQERERVSWdXmDPuWtYdzgVe85dg05vrn8nURUND3Xo0CGsXLkSp06dQl5eHn777TcAQEpKChITE3HPPffA15fdiomoZsrIyMCmTZswYMAA/i0jIqpK9epBNXwYOuduxvUdKThfEAT9v73H9DqgQAcEq1IQ0UlA9cRYoHFjYOVK28ZMVMNxqCEiIiKqCpuOX8G0n07iSna+Mi1A44LYweF8MIJMWL2nxeuvv47IyEi89957+Pnnn7F161ZlnhACo0aNwldffWXtzRIRVZvMzEysXLkSmZmZNo0jIyMDK1asQEZGhk3jICKqUlFRaPzWWGh7CbT1TIFOLw8JpdMD7bxSoO0l0PitsYBWa+tIiWoNDjVERERE1rTp+BVMWH7QKGEBAGnZ+Ziw/CA2Hb9io8jIXlk1aREfH4/33nsP9913H44ePYpJkyYZzQ8ODkbXrl3x448/WnOzRFRJOh1w4ACQlia/6nS2jojKwl6SJ0REVU6rReO3xmLwfQIP9UhFQADwUI9U3DeICQsiIiIiInum0wtM++kkzA0EZZg27aeTNWKoKA5vVX2sOjzUp59+itatW+P777+Hg4MDnJycTNq0atVKGS6KiGxvwwZg8mTg7Fng5k1g3Dhg1ixg5kxg4EBbR0dEdVJiInDihPwaEmLraMheaLVQAag3fz48dNmo5/vvkFBMWBARUQ2k0wsOw0ZEdcK+5AyTHhYlCQBXsvOxLzkD3UPqVV9g5cThraqXVZMWJ0+exJNPPgkHB8urbdiwIdLT0625WSKqoA0bgNGjgYICwNlZLmbq5AScOSNPX76ciQsiqmYJCcDq1UBenvwaGMib0nSLVgukpgKHDwPDhvGzQURENRJvfBFRXZKeazlhUZF2tmAY3ur2fhWG4a0WjI7g328rs+rwUA4ODigsLCy1zeXLl+Hh4WHNzRJRBeh0cg+LggLAywtwcAAkSX718pKnT5nCoaKIqBolJADx8fIfI41Gfo2Pl6eTdR05AuTmyq81TVQU0KaN/FpH+Pj4YOTIkfDx8bF1KEREpeKwGXfGcd2JqK7x83SxarvqVpuGt6pJrJq0aNeuHbZu3Qq9Xm92fl5eHn777Td07tzZmpslogpITATOnQPc3OT7giVJkjw9KUluR3UDC3uTTZVMWAQGytMCA5m4qAoJCcDGjXJWeuNGHtsawNfXF6NGjYKvr6+tQyEismjT8SuInr0FIxfuxQurDmPkwr2Inr2FN+FL4I0vIqqLujbzRYDGBZYGwJMg9zbr2sw+z3XLM7wVWY9Vkxbjxo3D6dOnMWHCBJMeFzk5ORgzZgzS0tLw5JNPWnOzRFQB6eny/Sq12vx8tVqez9Hc6g4W9iabKZmwCAoynhcUxMSFNZU81o6OPLZERGQV7D1QNrzxRUR1kVolIXZwOACYJC4Mv8cODrfbuj61YXirmsjqSYuRI0di4cKFqF+/PhYvXgwA6Nq1KwIDA7F69Wo8/vjjGDZsmDU3S0QV4Od3KzFhjiGh4edXvXFR7cLeG3RHpSUsDEomLtj9q+JKHmt/f3mavz8TF0REVCnsPVB2vPFFRHXVgLYBWDA6Av4a4yGg/DUudl8PoqYPb1VTWbUQNwB8/fXXiImJwSeffILjx49DCIH9+/ejdevWeP755/H0009be5NEVAFRUUBIiFx028vLeJ4Qcg3csLA6NWQ4VQFD742oqCgOa0LmrV0LZGcDHTqU3i4oSK6/8Ouv1RJWrXN7cig5+da8oCAgJUWeD7C4NRERlUt5eg90D6lXfYHZId74IqK6bEDbAPQN98e+5Ayk5+bDz1MeEspee1gYGIa3SsvON5uglyAnX+x1eKuayqo9LQyefPJJHDlyBNevX8elS5eQk5ODEydOMGFBZEfUamDmTMDZGcjJAYqL5WRFcbH8u7MzMGOG5eGjiIisYsgQueh2Skrp7VJS5HZ9+1ZLWLVKeXuzsMdFlWJRbSKqbdh7oOxq+rjuRESVpVZJ6B5SDw90DET3kHp2n7AAav7wVjVVlSQtDFxdXdGoUSN4eHhU5WaIqIIGDgSWLwdatgQKC+WERWGh3MNi+XJ5PlGtlpgInDjBIYdsSasFxo6Vs6aWEhcpKfL8sWPZ/asiDL1ZLCUsDIKC5HZr11ZHVLVaaYkJFtUmotqGvQfKjje+iIhqppo8vFVNZfXhoYioZhk4EOjfH/j+e2DuXOC114ChQ9nDguqAhARg9Wp5LLTVq4HAQA6LYyuG4x4fLycoPD1vzSuZsNBqgXPnbBNjTTZkyK1jW1riwtCbZciQ6oqs1jIkJoiI6gIOm1E+hhtf0346aTSslr/GBbGDw3nji4jITtXU4a1qKqsmLVQqFSSp9DdKkiR4eXkhLCwMDz74ICZOnAhXV1drhkFE5aRWA507y/VYO3dmwoLqgJLD5Wg0t4bFAZi4sJWSiYvUVPnfqalyAsOQsKiMkr1qQkIqt66a5vakkLnExe3JISIiojIy9B6YsPwgJMAoccHeA+bxxhcRUc1kGN6Kqp5Vh4fq3bs32rdvDyEEVCoVgoODERUVheDgYKjVaggh0K5dOzRu3BhHjx7FpEmT0K1bN+Tk5FgzDCIiIstKJiwCA+VpgYEcz98elBwqKjvbejfRb+9VUxff49KG4WLCgoioRtDpBfacu4Z1h1Ox59w16PTm+jXYBofNKL+aOK47ERFRdbFqT4vly5cjOjoaY8aMwdtvv41Aw80gAKmpqZgyZQq2bduGnTt3QqPR4NVXX8UXX3yBd955B++++641QyGq9TIyMrBp0yYMGDCg7oyLXZeflCbrSEwENm++VZA4I+PWvKAg+eYte1zYllYr97A4fBgYNsw6CQv2qpH9u7/6xfHIOp0GXTGQdSoN+rAAqJ5gwoKIqDrp9KJcT9lvOn7FZDihADsbToi9B4iIaqby/p9EVB2s2tPi1VdfRWBgIJYsWWKUsACAwMBAxMfHo1GjRnj11Vfh4eGBTz/9FOHh4fjhhx+sGQZRnZCZmYmVK1ciMzPTZF5GRgZWrFiBjJI3ZO/E3gsS80lpqqxr1+TPjiFhYU5QEHtc2IOoKKBNm8oX3WavGhMbbmjx1J6x2L9foLigCPv3Czy1Zyw23KgdCYvSCmATEdmLTcevIHr2FoxcuBcvrDqMkQv3Inr2Fmw6fsVi+wnLDxolLAAgLTsfE5YftLicLbD3ABFRzVLe/5OIqotVkxa//fYbYmJiSm2j1Wrx22+/yRtXqdCrVy9cuHDBmmEQ1XmlJTTMquaEQLmTKpaelK6DNxypEtLSgOvXSy9EDMjzs7OBtWurJSyqIiX/btz+ntfR5NSGDcDo0cDKy1psc7kXeqixzeVerLysxejR8vyazlAAu870QKzBVCoV1Gp1uX8cHKzaUZyo2pU3AaHTC0z76aTZAteGadN+OmlXQ0UREVHNUJOS4lT3WDVpkZ+fj7S0tFLbpKWl4ebNm8rvnp6evPggsqVqTgjodMBvv2Xigw9W4rffMqHTlSM+PilNleHvD3h4mI7nf7uUFPm7MGRItYRFVeC2hIVeD1y+IuesLl8B9HrUucSFTgdMngwUFABeXsBplw64ofLEaZcO8PKSp0+Zgjv/TSaykt69e5v8tGvXTqmNFxQUhK5duyIoKAgqlUqpjderVy9bh05UYRVJQOxLzjC5mXT7cley87EvuRw9rImIqM5jUpzsnVWTFhEREVi1ahX2799vdv4ff/yBVatWoXPnzsq0v/76Cw0bNrRmGERUVtWcENiwAYiMBMaNAw4elF8jI0t5updPSpM11asn10gwV4jYgAWJa4e1a+XeMkFBOHsW+OILYN064MoV+fWLL4CzZ1GnetUkJgLnzgFubvKfzpIkSZ6elGS/IwRS7bNt2zZs3bpV+fnqq6+QmZmJUaNG4dy5c/jrr7+wZ88e/PXXXzh37hxGjhyJrKwsfPXVV7YOnajCKpKASM+13L6ksrYjIiICmBQn+2fVpMXbb7+NoqIidO/eHcOHD8e8efPw1VdfYd68eRg2bBh69OgBnU6H6dOnAwCuX7+OX375BVreGCKqftWcEDAMS3LmDODkBDg4yK9nzsD8sCSlxVeFcVItFxUlJyTMJS6YsKg9hgwBNBpc3JWCNWvkciZqFaBSya/XrgFr1gAXd9WdXjXp6XIvCrXa/Hy1Wp6fnl69cREZvPrqqwgICMDy5cvRtGlTo3lNmzbF119/DX9/f7z22ms2ipCo8iqSgPDzdCnTMmVtR0REBDApTvbPquMyabVa/Pzzz3jqqafw/fff4/vvv4ckSRBC7krUtGlTfPbZZ0qSQqVSYefOnSZFu4moipU1IZCSIrcDKnUT9/ZhSXQ6edMODoCzM5CTIw9L0r9/iRtqhielO3QofeVBQcCRI3J73mimsjB8TuLjgdRU+d+pqYCnJxMWtYVWC50OODQsHgFFKUh3CYJKACgGVGrA2QHwy0/BoQMCjSaNhboOvOd+frcSEyozj6wYEhp+ftUfGxEg18Z7+umnS23Tp08fLFy4sJoiIrK+iiQgujbzRYDGBWnZ+WaH8JAA+Gtc0LUZa/kQEVHZMSlO9s6qPS0AoF+/fvjrr7+wbds2zJ8/H9OnT8f8+fOxbds2/PXXXxgwYIDS1s3NDR06dED9+vWtHQYRlabE0CmlstLQKRUaluTfJ6VZf4CqhFZ7q8dFdjZ7WNRCiS5aLMgfC0e1QGO98d+RxvoUOKoFFuSPRaJLzX7PfXx8MHLkSPj4+JTaLioKCAkB8vLkj3tJQsjTW7SQ2xHZQn5+Pq5cKb3Y4+XLl41q4xHVNIYEhGRhvgQg4LYEhFolIXZwuDL/9vYAEDs4HGqVpbUSERGZqsj/SUTVyepJC0DuQdG7d29MnDgRkydPxsSJE9G7d2+ozD3aR0TVr5oTAhUalqTkTWXWH6CqoNXKNS7c3ORXfoZqlfR0YLukxbfuYyEJAX+d3KvGX5cKSQh86z4W2yVtjR8OydfXF6NGjYKvb+kXE2o1MHPmrd5txcXyn8/iYvl3Z2dgxgzLf6eJqlrnzp2xatUq7Nmzx+z83bt345tvvkGXLl2qOTIi66loAmJA2wAsGB0Bf43x067+GhcsGB2BAW0DqihiIiKqLJ1eYM+5a1h3OBV7zl2zm8LWTIrbP3v97FQXqw4PRUQ1RMnhcVJSzPe4sGJCoMLDktwep6dnlcRXHjodcOAAkJYmvwYH8yZfjZCYCJw4Ib+GhNyaHhUFtGnDx8trIcPfnZ1qLSQ3QHt9PjyF3KvmG/ex2KnS1rnhkAYOBJYvl4frczx5BH+KXITlH0Fxmz6YMUOeXxoPDw+4uLjAw8OjegKmOmXmzJm4++670atXLwwePBjR0dHw8/NDeno6duzYgZ9//hkODg6YMWOGrUMlqhRDAmLaTyeNCqD6a1wQOzjcYgJiQNsA9A33x77kDKTn5sPPU376lTeTiIjs16bjV0z+3gfc4e99daro/0lU9ez9s1MdKpW0mD59OiRJwnPPPQdfX1+lwPadSJKEt956qzKbJqLKqsaEgGFYkjNn5JoWJRmGJQkLs3Df2I7qD2zYIN/sO3sWuHkTGDcOmDVLfnr5Tjf7yIYSEoDVq+UP2urVQGAge1XUASX/7uzx0uK6aypu5h7GetdhOOakRV5OKX93arGBA4H+LglY98ZGPH1Ihzc6bMQD70ZA3efO3wkvLy+4uLjA6/Y/5ERWEB0djQ0bNuCpp57CunXrsG7dOqPaeM2aNcMXX3yBnj172jhSosqraAJCrZLQPaReNUVJRESVsen4FUxYftCkHlFadj4mLD9oNz3lqjspXlisx1d7ziMlIw9Bvm54tHswnBw4Mk9JNeWzU9UqlbSIi4uDJEkYMWIEfH19ERcXV6blmLQgshPVlBAwDEsyevStYUgMw5LcuFGGYUkMccyfb7P6Axs2yPEXFMjxFhUBTk7yDdHRo+Wnl5m4sEMli85rNPKrFYrLk/27/e/Ofuco3HBog0uqKBTU5eGQEhKgXhYPbx8JKmdHePtIUC+LB9So8HeipvRAK2v9D7Kdu+++G0lJSdi5cyeOHDmC7OxsaDQadOjQAdHR0ZBuL4xFVIMxAUFEVHvp9ALTfjppctMZAATk4Zem/XQSfcP97aLHXHX9nzRrw0ks3JGMkqMczdzwJ57s1QyTBoZX+fZrgpr22alKlUpabN26FQDQtGlTo9+JqAappoRAyWFJzp6VExaFhfKTzmUZlgRarZxQOXy42usP6HRy3AUFck8RnU6+9+3gcGt8+ClTgP797fNGXZ1VMmERGAgcPy6/5ubeSlw0bmzbGKn8LA31ZUal/+7UNiW/E/7+8jR//0ol82pSDzRD/Q+yb5IkoVevXujVq5etQyEiIiKqkH3JGUbD+txOALiSnY99yRl1JoE9a8NJfL492WS6XkCZzsQFPzslVSppob3twvb2320pODgYKRaK9z799NP47LPPjKbl5OQgLi4O33//PdLS0uDv74+hQ4ciLi6OwyBQ7VdNCYGBA+Ub+99/D8ydC7z2GjB0aDlu9Nuo/kBiInDunFyv+faHPCVJnp6UJLfr0aNaQ7OsHDd2a6WSN2eDgoCMjFvzgoLkIdDi44F+/WwXI5VfBYb6qvTfndri9u9EcokLhpLfCaDM/weU7IHm4uIDtXokHBx82AONiIiIiOq09FzLN50r0q6mKyzWY+EO04RFSQt3JOOVfq3q/FBR/OzcYtVC3MuWLUPHjh3Rvn17i21OnDiBAwcO4LHHHrPmps3SaDR48cUXTaZHRkYa/X7jxg1otVocPnwYffv2xciRI3HkyBF88MEH2Lp1K3bu3Al3d/cqj5fIpqopIaBWA507yw/3du5cM24cpqffKhZujqHIeHp69cZlUV2v4XD7zVlzDDdpV68Grl2r3vioYiox1FdN/LtjVeX5TpTxmN7eA02SfOHsLPdicHJiDzS6M9bGIyIiotrKz9PFqu1quq/2nDcaEsocvZDbPdGrefUEZaf42bnFqkmLMWPGIC4urtSkxc8//4w333yzWpIW3t7eZaqzMWfOHBw+fBivv/46Zs+erUyPjY3F9OnTMWfOHEybNq0KIyUie+bndysxoTKT9DckNPz8qj82E6zhAKxdKw911qFD6e2CgoDdu+WB+Mm+lWWor7ry+a6I8nwnjhyR29/heNbIHmhkV1gbj4iIiGqrrs18EaBxQVp2vtnaBBIAf41c8LouSMnIs2q72oyfnVusmrQoC51OB5W5u342IoTAokWL4OHhgalTpxrNmzRpEj7++GMsXrxYubAioronKkoeYenMGfmJ4pKEkDs0hIVV+6hVpnhjVzZkiLy/KSmWnyoH5PkeHrfG9if7VNahvoC68fmuiPJ8JzQauf0d1LgeaGR3WBuPiIiIaiu1SkLs4HBMWH4QEmB089lwZzF2cHitL6RsEOTrZtV2tRk/O7dUe9Li0KFD8PWtnmxQQUEBvvzyS6SmpsLHxwc9evRAh9ueMjx79iwuX76M/v37mwwB5eLigt69e2PdunVISkpCaGhotcRNRPZFrZaLyo4eLQ954uwsJyuKi4EbN+TfZ8yw8RAovLF7i2H/SrtJm5Iiv4nDhgErV1ZvfFR2iYnA5s1WHdaoTirPd2LsWIvHUKPRIDAwEBqNBi4uNagHGtkle66NR0QynV5gX3IG0nPz4ecpP9VZF26SEBFZw4C2AVgwOgLTfjppVFjZX+OC2MHh/8/encdFWa//H38PIKAICCiCpOCWaZq7Vmqk5ZIezTZPmuXS6qmOXz1lu0sn0zxmVueXdVpo0cyOlVkHtUzFNHPXcsudlFRUFHABZbh/f9zNyMgM68AM8Ho+HjzGue/Pfc814y3OfV/39bnUp2W0B6MrX/deF6fJiTsLnCLKx2KOA8eOTamTFj169HB4/uGHH2rFihX5xlmtVh0+fFgHDx7UoEGDSvuyRXL06FENHz7cYVmfPn30ySefqHbt2pLMpIUklwkJ2/I9e/a4HJOdna3s7Gz784yMjNKGDsDL9O1rNpV97jlpzx4zYXHhgllh8dJLHm42y4Xd/C6/SBscfGld3ouzV1xB0sKbff+926c1Ko6wsDANHjxYYWFhbtunx1z+byKvIiQsJHPazZiYGNWqVUtxcY4VaHmLUb2qAg0AUCKLtx3Jd7EkuopdLKkqSE4BZadPy2j1bBFV5f+N+fv56MFuDfXOStfNuB/s1rDKN+HOi2PHDUmLvAkKi8WigwcP6uDBg/nG+fj4KDw8XHfddZdmzpxZ2pct1MiRIxUfH6+rr75aAQEB2rFjhyZNmqRFixZpwIABWr16tSwWi9LT0yWZdw86E/LnXDC2cc5MmTKFnhdAFdC3r9lU9osvpH/9S3rySemOO7ygyayHL+x6rbwXaVNSzD+npJgJDNvF2X37PBcfCtezp5mQc+O0RsURHh6uIUOGuHWfHpX334Stl8vRo1J0dKEJC8kxiXN5BVqNGpcqL86d85IKNFQo27dv18aNGzVw4ED79+/z589r7NixWrhwoWrUqKFx48bpwQcf9HCkgOeU18XlxduOaNTsTfnm0j6anqVRszdp1tB2JC4qCZJTQNnz9bHousYRng7D457p20KS9O6PBxwqLnwsZsLCth6XVPVjp9RJi9zcXPuffXx8NHHixHy9ITzh8hg6d+6sb7/9VvHx8Vq1apUSExPVr18/t7zWM888o7Fjx9qfZ2RkqH79+m7ZNwDv4usrtW9vtkFo395LLsh5+MKuV7NdhH39dTOxU4S7yeFFOnc2+7KUcloj5GH7jCZPli5eLNZnd3kSJ28F2r59l6aE8ooKNFQ4kydP1ooVK3Tvvffalz377LN65513VLNmTZ04cUKPPPKIGjVqpJtuusmDkQKeUV4Xl625hiZ9s8Np809D5nzak77ZoZ4toqrU3Z6VEckpAOXtmb4t9I9eV+mTNQeVnHZOseE1dO91cVRYwCm3HhXLly/XsGHD3LlLt/Lx8dGIESMkSatXr5Z0qcLCVSWFbaonV5UYkhQQEKCQkBCHHwAoN507mxcdDSP/tC82VfnCbny82buiRg3zsaq9/4ouPt718V2Vj+vSiI+XbrnFzDDcckupPru+faUNG6TFi6U5c8zH9etJWKD41q1bp+7du8vy51xjFy9e1AcffKBOnTopNTVVBw4cUJ06dfTaa695OFKg/NkuLudNWEiXLi4v3nbEba+17kBavtfJy5B0JD1L6w6kuRwD71dYckoyk1PWgiagL2Dfa/ad1NdbUrRm38kS7QNA5eXv56P7uzXSi7e21P3dGpGwgEtubcTtqoFeRkaG1q5dq+rVq6tLly72kxFPsPWyOHfunCTHnhXOFNbzAgA8wWqVNm40Z3bZuFGKuyNevlLhPRyq6oXdzp2lq69mgv2KqihTfaF4Wrc2P7/CppUrAl9f6frr3RDTZSpVTxEU6tixY2rQoIH9+dq1a5WZmalHHnlEgYGBqlevnm699VYlJiZ6MEqg/JV35UNqpuuERUnGwTsVJzlVnKlJmG4KQGVArx/v4NZ01vvvv6+bbrpJp06dsi/bunWrmjVrpj59+ig+Pl7x8fE6f/68O1+2WNauXStJiouLk2QmI+rVq6fVq1fr7NmzDmOzsrK0cuVK1atXT02aNCnvUAHAqcREqUMHaeRIadMm87FDBynxbJ470vNe2K3qCQtUDnkrLpjqq0qwTUcVHh7u6VBQDnx9fZWdnW1//uOPP8pisah79+72ZRERETpx4oQnwgM8prwrHyKDA906Dt6pLJJT5VkRBACl5aoqbPG2I+r6yjINfvdnjf5siwa/+7O6vrKM32Ee4NakxezZs3XmzBmHO+LGjh2r48ePa8SIEerbt69Wr16tWbNmufNl89mxY4dOnz6db/mqVas0Y8YMBQQE6Pbbb5dkNg9/4IEHdObMGb344osO46dMmaJTp07pgQce8Gh1CAAvs3attH27+VjOEhPNxre7d0v+/pKfn/m4e7e53CFxwYVdVDZM9QVUWnFxcVq+fLn9+fz589WwYUPF5ullk5KSooiIitGMcP369erbt6/CwsIUFBSkTp066dNPP/V0WChn7pgmp7wrHzo1DFd0aKBcnf1aZN4536khCeWKzN3JqbKcbgoA3M1VYmJK4g6Sr17ErdND7d69W3/5y1/sz48fP64VK1bowQcf1Ntvvy1JuvbaazVnzhyHxtXu9vnnn2vatGm66aabFBcXp4CAAG3btk3fffedfHx89PbbbzuUn48bN04LFy7UtGnTtHnzZrVv315bt27VokWL1KZNG40bN67MYkXVkJaWpsWLF6tPnz757hgtaF15On36tFJSUpwm/LwlRq+QlCTNny+dO2c+xsSU24VTq9VseJudLYWESK3Or9XRnO2Kyl2rX0MaKyNDev55qff6eLPCYssWLuyi8mGqL6BSuvfee/Xkk0/q2muvlb+/v7Zs2aJnn33WYcymTZsqxJStK1asUO/eveXv76+7775boaGh+vLLL3XPPffo4MGD+d4XKid3TZNT3pUPvj4WTejfQqNmb5JFcrgIbUtkTOjfgmkyKjhbcupoepbTRINFUlQxklNlNd0UAJTW5VM9nTp7QY9+uinf776j6Vl6Z+UBp/soi+kYUTi3VlqcPHlSderUsT//8ccfJcle1SBJXbt21YEDzg8Cd+nevbv69++vXbt26aOPPtIbb7yh7du3669//at++uknPfDAAw7jg4KCtGLFCo0ZM0a7du3Sq6++qm3btmnMmDFasWKFgoKCyjReVH6nTp3S3LlzHaZOK8q68pSenq6UlBSnTem9JUaPS0oy59S3WKTQUPMxIcFcXg7WrpX27TNvMr/uQpL6nZ+v6jqnfufn67oLSapRQ9q7988CEC7sAgAqkMcee0x33XWX1q9fr1WrVql3794OF/fXr1+v7du3q0ePHh6MsnA5OTn2Ku2VK1fq3Xff1fTp07V161ZdffXVmjBhgsteeqg83DlNjicqH/q0jNasoe0UFeqYCIkKDdSsoe3oTVAJ2JJTkvIdWyVJTtELBYA3clZR8djc/AkLSU6XXb7endMxonBurbSIiIjQkSOXvoAtW7ZMvr6+uj5Pd0bDMHTx4kV3vmw+tt4ZxREaGqoZM2ZoxowZZRQVKgtvqTooqDKioHXu5i2fR5nLm7CIiZG2bTMfMzPN5VKZVzSkpprVFl2tSfrr+QQdtViUaTGTJ389lyCjuvSdNV6pqVLdumUaCgAAbhUQEKB58+YpIyNDFotFwcHBDusbNmyozZs32/vSeatly5Zp3759GjFihNq2bWtfHhwcrBdeeEF33323EhIS9PLLL3swSpQldzfO9lTlQ5+W0erZIopGpJWYLTl1eUVQVAWoCAKAwthuILj8/+PSzlJH8rX8uDVpcc011+jrr7/W2LFjFRgYqLlz5+r6669XzZo17WMOHjyo6GjuzEDFZas66Ny5s0cv0hdUGVHQOnfzls+jTOVNWMTGSml5MuuxsVJycrkkLiIjpRuMJA06myDD16KjPjFSzjYd9Y1RXSNTg84mKMtXioxkOigAQMUUEhLidHnt2rVVu3btco6m+FasWCFJ6tWrV751tmVJJajQPHv2rHx9fUsVG8rH2v0nlXL8dIFjUo5nKWn7IXVuVLRpcro1DNFrt1+llxft1NH0Sw3ro0ID9OwtzdWtYYjOnj1bmrBduiYqUIoyLzRnnT9XJq8Bz+nWMERLHuusDQfTdPxMturUDFCHODM5VZxj6urIAEVWN3QsPdvldFN1QwN0dWRAmR2rAGBjzTU0/ouNsl7ILnxwMQX7Wvk9VgrF+ezcmrQYN26cbr75Zl1zzTX2Zf/3f/9n/3N2drZWrFjh9Es8gKqjPCtBSu3yhIUz5ZS46JyVpFGBCTqdYVFqtVjJuJQ8OewTq8gLyRoVlKDOWdJBXVGsfVut0saN0tGj5mNcnMS1EXgCxyIKExYWpsGDByssLMzToaAMbN68WXPnztWuXbt07tw5LV26VJKUnJystWvX6uabb/bqmyRsUz85670RFham2rVrFzg9VHZ2trKzL51gZ2RkSJLq1avn5kjhaTe9Vvp9HJJ028TS7wcoD79LCp3o6SgAoHTc8f83isatPS26d++uhQsX6rbbbtNtt92muXPnauDAgfb1q1evVoMGDRx6XACoesqzEqTUFiyQ0tNdJyxsYmPNcQsWlE0cSUny/ThBbdtbdKRarLKzpVyruSrXajbnPlItVm3bW+T7ccKfjS2KJjFR6tBB+n/3rdX5jdv1/+5bqw4dzOVAebIdiyNHSps2mY8ci7hceHi4hgwZ4tUXrlEy48aNU4cOHTR9+nR9++23Wr58uX2dYRgaMmSIPvnkEw9GWDjbd5vQ0FCn60NCQgr8/jNlyhSFhobaf+rXr18mcQIAAADezK2VFpLUr18/9evXz+m6Hj16aPPmze5+SQAoOwMHmhUUyckFJy6Sk83m3HkStW71Z/KkfpfWuj1S+uEH6VSalJsrWXOl2rWlHj2k+k1jpa1bpe+/L9JuExOloUOljueSdEvufM3VOd2WO1+LdsZo6NB4zZ4t9e1bNm8JyMt2LGZnSwEB0sWLkr+/tHu3uZxjEajcEhISNH36dPXv31+TJ0/W3LlzNXXqVPv6uLg4derUSQsXLtTo0aM9GGnZeuaZZzR27Fj784yMDNWvX19//PGHy6mz4F2suYZunrHC5TQ5rtg6Rbx+dxv1vDqqLEIDyoU113A63RQAlJe1+09qeML6Ym1j+y01smus/vfrUafTMfL/c+llZGQUuYLY7UmLvNLS0nT27FnuEIJbVOSGzxVqOiQ4sk31VFDiIjlZMgxpxIiy62mRJ3nStGmsGjeWVu+UNv4k3Xq91KW55OOjS8mTnj2luXML3KXVKj33nJmwGGlJ0FEfizJ9QmXxsWikJUE6Jz3/fLx69y7F9Dxr10rbt5uPjRuXcCeo7GzHYna2FBJiPrdYJD8/M4GRkSE9/7x0881MHQVUVm+99ZaaN2+uL774Qn5+fvL398835qqrrrJPF+WtbBUWrqopMjIyXFZhSGZD8oCAgHzLg4KCFBQU5J4gqzhrrlHmzaVfvKO9Rs3eJEnFTly88sNB9e/QiIu8qNB6tKpZ+CAAKCPxV9dQTJ09Opqe5fL/YR+LY1Pu6NBATejfQn1aRuv5gWX/XaGqslqtRR7r1umhJPML+ujRo1W3bl3VqVNHDRs2tK9bu3at+vbtq40bN7r7ZVEF2Bo+nzp1ytOhFFuFmg4J+cXHmwkJwzCTAnmVR8LCSQw+PlK9aKlmTfPRnrCwxdK5c6G7XLtWivotScONBBkWi476xkiSjvrGyLBYNNxIUN1dScWZacpRUpI0f7507pz5WILGo6ga1q6V9u2TatQwkxV5WSzm8l27pJYtmToKqKx27Nihnj17ys/P9T1VdevWVWpqajlGVXy2XhbO+lacOnVKJ06ccNrvAuVj8bYj6vrKMg1+92eN/myLBr/7s7q+skyLtx1x6+v0aRmtWUPbKSo00GF5eFC1ArczJB1Jz9K6A2kFjgMAAK75+lg0oX8LSZcqKGwsf/78e3BbzX3wWr1+dxvNffBarXqqh/q0jLZvf13jCN3aJkbXNY4gYeEhbk1apKWlqXPnznrzzTdVv359NW/eXIZxKW11zTXXaPXq1ZozZ447XxZAFXB5c95iJGfdI2/SICXFXJaSUj4JC2cxuCF5Yl2WpHsuJMjiY1GKr2MFSYpvrCw+Ft1zIUHWZSVINuRtYB4aaj4mJJC4gFOpqea/aVdVE1ardP68eZj7+5sVGHmnjiJxAVR8fn5+unDhQoFj/vjjD9Ws6d1378b/+X/wd999l2+dbVl8eXxnQD6Ltx3RqNmbdCQ9y2H50fQsjZq9qUwSF6ue6uFwQeSFv1xdpG1TM7MKHwQAAFxydQNBVGigZg1tp77X1CMx4eXcmrSYOHGidu/erblz52rDhg266667HNZXr15d8fHxWrZsmTtfFkAl5zXNefMmDdLTyzdh4SyG0iRPkpLU7CczqfC7xXmvjt8tsZLFYo4rTrIhb8IixqzeUEwMiQu4FBlpJixcJSMzMszHmjXNhIVt6qiQEHNKqeef90AiE4BbtWrVSsuXL1dubq7T9efOndPSpUvVvn37co6seG666SY1atRIn376qbZs2WJfnpmZqX/+85/y8/PT8OHDPRZfVWXNNTTpmx1Op4iwLZv0zQ5Zc52NKLnL79SMCgksfCNJkcFFGwcAKF/WXENr9p3U11tStGbfSbf/vwH3cnYDQd6KCng3tyYtFi5cqL/85S/661//6nJMbGysDh8+7M6XBVCJ2Zrz7t7tJXdYx8dLd95pzldz553lm7DIG0NpkycLFqh2tXSdiYjVxYvmLvIyDLMR8tnasapdLd1sBF4UeRMWl/f/iI0lcQGnOnc2W56cO5f/WMzOvlSFcfkU97apo/buVcmnMQPgFUaOHKnffvtNo0aNyldxkZGRoeHDh+vo0aN68MEHPRRh0fj5+em9995Tbm6uunXrpoceekhPPPGEWrdure3bt2vixIm68sorPR1mlbPuQFq+Cou8ymtapk4NwxUdGphvqgobi8w5tTs1rFj9+wCgKiivKQbhXkz1VHG5NWlx5MgRtWjRosAxgYGBOnv2rDtfFkAldXlzXq+5w7pzZ+nqq4vUN6LMlDZ5MnCgfMJC1a9Vsvz8zM8y98/PMddqPvfzk/q2TJZPWKjZCLwwBSUsbEhcwAlfX2ny5EtNt3NyzORFTo5k+8oQHJy/34VtW6vVnGIKQMU1cuRIDR48WO+++65q166t999/X5LUqVMnxcTEaP78+Ro2bJjuvPNOD0dauO7du2vVqlXq2rWrPv/8c7311luKiIjQ7Nmz9dxzz3k6vCqpqNMtlfW0TIXNsS1JE/q34IIKAHiZ8p5iEICbkxYRERE6dOhQgWN27dql6GjKcAAUrijNeav0HdalSZ78Wa1RP8bQkK7JioiQrLlSbq75WLu2NKRrsurHFKOKY8ECs/LDVcLCJjbWHFfU6g1UCX37SrNnS1deKV28GCZpsC5eDFODBlL16mYSzRlbFUZkZLmGC6AMzJkzR++8844aNmyolJQUGYahDRs2qEGDBpo1a5Y++OADT4dYZJ06ddKiRYt0+vRpnTt3TuvXr9c999zj6bCqrKJOt1Qe0zIVNsc2U1YAgHfx1BSDQFXn4hJAydxwww1auHChUlJSFGObxzyPHTt2aPHixRoxYoQ7XxaomrZulTIzzccePTwdTZkorDkvd1iX0p+JiPoJCXqoXrJWnwvWxp+kW6+XutRIlo+lmNNODRxoVlAkJxecuEhONptzF6V6A1VK375S797S2rXhSk0doshIs39N587mlHAhIY7jDcOcUqpZM88WPgEoPV9fX919992aM2eOHnzwQZ0/f16nTp1SSEiI1zffhvezTct0ND3L6UUni8ykQXlNy9SnZbR6tojSugNpSs3MUmSw+dpUWACA9ynOFIPXNY4ov8CASs6tlRbPPfeccnJy1KVLF3366ac6ceKEJGnnzp16//331aNHDwUEBOjJJ59058sCbpeWlqZPP/1UaWllO69tiSUlSYsWmVfsFy2qtNPsFNaclzus3eDPigsfi6F6uSmqWVOql5tS/IRFnn3JMMzEhDPJyeXewNxqlTZulI4eNR9p2OzdfH2l6683c1rXX2/2sXA1dVRGhrn8pZdcJzcBVAwhISGqX7++/Xn16tVVr149EhZwC2+clok5tgGgYvCWKQaBvKpCU3i3Ji1atWqlefPm6fTp07r33nv11ltvyTAMtWzZ0n7H1Oeff66mTZu682UBl0qafDh16pTmzp2rU6dO5Vt3+vRppaSk6PTp026Kspjy9g2oVs15f4C8VRjeqIjxFdSc13aHdZMm3GFdau5o7O1sX5cnLjyQsEhMNO/UHzlS2rTJfOzQwQMN3FEqeaeOunDBTFhcuGBWWMyeba4HULF16tRJW731ewsqBaZlAgCUhDdNMQhIVacpvFunh5KkAQMGaP/+/froo4+0du1apaWlKSQkRJ07d9aIESNUu3Ztd78k4JIt+dC5c2eFh7un3Ds9PV0pKSlKT08v9b4uvwM8Lq6Qu4XzJiyiosxlUVGXEhc2easw2rUrtwvERXJ5lUgB8dma8w4deumO6rzNebnD2o3i46WUFGnLlpI19r58X5J5TKakmH9OSTE7KZdzwmLoULOpeECAdPGiedf+7t3m8tmzzYveqBhsU0d98YX0r39JTz4p3XEH//5LKjQ0VDExMQoNDfV0KIAkadKkSYqPj9dHH32kYcOGeTocVFJMywQAKC5vm2IQVZutKfzlx6KtKXxluhHDrUmLjz/+WHXr1lXv3r01ZswYd+4aqHQSE6XnnpP27JHOnzfvAJ8yxbxI7/Su4bwJi9hY6cCBS+tiY8272KdMMZ9fXoUheUfiwlWViOQyPtsd1rbPKu8d1i+9xB3WblWaxt6Xs/19vv566as3SsBqNY+Z7GyzD4LVah5ufn6Xphl6/nnps8/KJRy4ia+v1L69matt356ERWnUqlVLMTExqlWrlqdDASRJ3333nW688UaNHDlSb775pjp16qS6devKYnG8mGyxWPTCCy94KEpUBrZpmQAAKArbFIOjZm+SRXK4WOypKQZRNRXWFN4isyl8zxZRleJ4dGvS4v7779fjjz+u3r17u3O3QKVTlDvAHS7GX56wcMYwpL17zT83amQ+Xl6F4cnERVGqRApIXHCHdQXkzuqNYlq7Vtq3T6pRwzzE8rJYzOV795qhAQA8b+LEifY/b9q0SZs2bXI6jqQF4F7WXIPKEwAohG2KwUnf7HBoyh0VGqgJ/VtUmjvb4d2qWlN4tyYtoqOjdeHCBXfuEqh0inoHeO/eeS7KL1hg3q3eurXznR48aF59rVlTysqSDh26tM5WheHJxEVRqkQKiY87rCsod1ZvFENq6qVG7c7YGryfPFmuYQEAXFi+fLmnQwCqnMXbjuS7ABfNBTgAcIopBuFpVa0pvFuTFgMHDtSSJUuUnZ2tgIAAd+4aqDSKegf42rXS9df/uWLgQPOifnJy/kqLI0fMK7Q2gYFSZKT3JC6KUiXiDYkVVCqRkZcSEz4++dfbEhoRFf/mAwCoFOL5vx8oV1VpTmwAcBemGHREtV75qmpN4Z1cyim5f/7zn6pZs6Zuu+02bd++3Z27BiqNot4BnjcPofh4sx+AYZgX9/M6dMisrrBp00aKdnKCERtrVmssWFDKd1BMtioRVwkLG0/Fh0qpc2epcWPp3Dnzn01ehmEub9JE6t49TIMHD1ZYWJhnAgUAAF7Pmmtozb6T+npLitbsOylrrrPZpCuOwubElsw5sSv6+wQAlJ3F246o6yvLNPjdnzX6sy0a/O7P6vrKMi3edsTToVVatqbwrtJCFpkVk5WlKbxbKy3atm2r7OxsbdmyRUuWLFFgYKAiIyOdNtDbt2+fO18aqDCKegd4ZORlK2x3ICYkKPdAspn8yJFOB9eXcXK/LDlnpK5dpbg4x+mXbJKTpdBQs2qjPBVUJZKXp+JDpeTraza1HzrUnHItIMBMVuTkSGfPms9fekmqUydcQ4YM8XS4AADAS1XGKZSq2pzYAAD3olrPM6paU3i3Vlrk5ubK399fDRo0UIMGDRT551VXwzAcfnJzc935skCFUtQ7wJ22AIiP18/NR+jbbwxt/e6osrKl9Rst+im1iY6HNsk/35RNcrK58xEjyn/qpYKqRLwhPlRaffuaTe2vvFK6cMFMWFy4IDVr5qTZPSq9sDCqagAAxWO7KHP5BX7bRZmKejdpZZkTu7JVwABARUC1nmfZmsJHhTpOARUVGljpkkVurbQ4ePCgO3cHVEpFvQPc2fRRiYnS0Ffi1fGc1NFnsqrlXpSvj6EXLz6rarult8MSdIUuSwx4Q0IgT5VIvsSFN8SHSqtvX7Op/RdfSP/6l/Tkk9Idd9DIvSoKD6eqBgBQdIVdlLHIvCjTs0VUhbujsTLMiV0ZK2AAoCKgWs/zStMUviL1IXFr0iKvnJwc7d69W+np6QoNDdWVV14pP78yezmgQrHdAf7cc9KePY53gL/0kvM7wK1Wc3x2tvRLWLzOntkk65lVWhF4i/bVjFdGhjQxWfpPvQTp2FFzo6NHzf4W3pAQyJu4OOqF8aHS8vWV2reXoqLMRxIWAACgMJX5ooxtTuyj6VlOkzIWmXdseuuc2ExLAgCeU1mq9Sq6kjSFr2gJf7dODyVJx48f14MPPqhatWqpVatW6tq1q1q1aqVatWrpoYce0vHjx939ksgjLS1Nn376qdLS0jwdCgrRt6+0YYP0wQdSu3bm4/r1rqesWbtW2rdPqlHDnAVqp39rnfUJ1k7/1rJYzOWfH4vXjs5/TsV08aL3VTDknSrKG+MDAAAAVLkvytjmxHY1cYch750Tm2lJAMCzKkO1XlVUEae8dGvSIiUlRR07dtT777+voKAg9e7dW/fdd5969+6toKAgvffee+rUqZNSUlLc+bLI49SpU5o7d65OnTrl6VDwJ6tV2rbNrJDYts18blOcO8BTUy816XbG1tx7b0y8dMst5oJbbvG+hEC8l8cHAACAKo+LMt6pOBUwAAD3s1XruUprW2Teve+t1XpVUUVN+Ls1aTFu3Dj9/vvvmjRpkpKTk5WYmKiEhAQlJiYqOTlZEydOVHJysp566il3vizgtRITpQ4dpKefltLTzccOHczlxRUZeSkx4YwtoREZKal1ayk42Hz0RiWMj0a6AAAAKA+V+aKM7eKFK7Z+Hd528UKq3BUwAFAR2Kr1JOX7P9L23Fur9aqqiprwd2vSYvHixerTp49eeOEFBQY63nESGBio8ePHq1evXlq0aJE7XxbwSomJZrPt3bulatXMKZ2qVTOfDx1a/MRF585S48bSuXPmrEp5GYa5vEkTc1xlZWukGx5e8U4OAQAAUHFU5osyFfXihUQFDAB4gz4tozVraDtFhTr+ro0KDaSvkBeqqAl/t3bGvnDhgtq1a1fgmPbt22v16tXufFnA6+Rtmh0SYjbZtlgkPz+z90RGhvT881Lv3kXfp6+vNHmymfDIyDD3ZRhmE++sLCkgwGziXdImw6GhoYqJiVFoaGjJdgAAAABUIraLMpc3rYzy4qaVRVFRL15IFb+JOABUFn1aRqtniyitO5Cm1MwsRQabv3srYjK/squoCX+3Ji3at2+vXbt2FThm165dat++vTtfFig3l/eniI93niS4vGl2Xram2Xv3muPq1i366/ftK82ebSZEfvvtUj/rq64yExaumngXRa1atRQTE6NatWqVfCcAAABAJVIZL8pU1IsX0qUKmFGzN8kiOSQuKnoFDABUNL4+Fl3XOMLTYaAQFTXh79bpof75z3/q22+/1Ycffuh0/QcffKDExES99NJL7nxZoFwUpz9FUZtmp6YWP46+faUNG6SpU6XQUPNx/frSJSwAAAAAOGe7KHNrmxhd1ziiwl8Qr+j9OpiWBACAoquoU166tdJi+fLl6t69u+6//35NmzZNXbp0UWRkpFJTU7V69Wr99ttv6tWrl5YtW6Zly5bZt7NYLHrhhRfcGQrgVrb+FNnZZl+KrCzH/hSzZzsmDfI2zfZxkhp0aJpdAr6+UsuW5pRQLVuWfEoooKqgiTsAAIDJU9UK1lzDbRUrlbECBgCAslIRp7x0a9Ji4sSJ9j/v2rXL6VRRS5Ys0ZIlSxyWkbSANytOfwpb8sDWNHv3bnObvGxNs5s1M8cdPFjubwmocmxN3AEAAFD+Fy8WbzuS77WiS/laTEsCAEDRVbSEv9srLYDKpjj9Ka6/3lxe1k2zAQAAAKA0yuvixeJtRzRq9qZ882gfTc/SqNmbmNIJAIByUpES/m5NWsTHx7tzd4BXKGl/irJsmg0AAAAApVXWFy+suYYmfbPDaeNPQ+Z0VJO+2aGeLaK89k5PAABQ/tzaiBuojPL2p3CmoP4UnmiabbVK27aZ01lt2+Y6bgBA1UWfFwBAeVh3IM1hSqjLGZKOpGdp3YG08gsKAAB4PZIWQCFs/SnOnTOrJfKy9ado0sQc54yvr9TSulUBFzLV0ro1f8XG2rXS9u3mYyklJkodOkhPPy2lp5uPHTqYywtVUBxujBHlgwuSqKw4tt3D1uclPDzc06EAACqx1EzXCYuSjAMAAFUDSQugELb+FAEBZn+KnJxL/SkyMorQnyIpSVq0yCx5WLTIfJ533fz5ZuZj/nzHdcWUmGj20Ni92+y1YfvZvdtcXmDioqA43Bgjyg8XJFFZcWwDAFBxRAYHunUcAACoGkhaAEVg609x5ZVSs6ytCjIy1Sxrq5o1M5e7nO4pKUlKSDCzB9WqmY8JCebyvOtCQx3XFcXWrVJmprR1q6xWs3fGuXPmtFBNzpkxNjm3VdnZ5vLnn3cxVVRBcRQlRqowAAAAADjRqWG4okMD5apbhUVSdKjZABwAAMCGpAVQRH37ShteTdLTrRcp0M+qp1sv0vrpSUVLWERFmcuiosznU6aYPxaLFBNjrouJKXri4rLqjZ1vJ+m338yERVdrkm7RIvnKqlu0SF2tScrOlnbtcpJXyBvj5XEUJUaqMAAAAAC44Otj0YT+LSQpX+LC9nxC/xY04QYAAA5IWgBFlZQk348TVCvMIp+AaqoVZpHvxy4SDHmTAbGxjusMQ9q71/y5vElGbGzhiQsn1RvB8xPU6XySblCSRihBubIoR9WUK4tGKEE3yExcHD3qxhjzJjWKWymSp0oEAAAAQOXVp2W0Zg1tp6hQxymgokIDNWtoO/VpGe2hyAAAgLfy83QAQIVQUNVEQoL5PD4+/9jLkwFHjkipqVLNmubzLVukRo0cx8TGSsnJ+fdbQBznd1v0lKZIko4qWsdkrjumKDX/M3GhXOn48SLEePiwtH9/wTHakhqSdM015mNMjJmIcBb35Z9l3h4f7dq5HgsAAACgwuvTMlo9W0Rp3YE0pWZmKTLYnBLKVmFhzTVcrgMAAFUPSQugMJdf4D9w4NI6ZwmGBQuk9HSpdWtJUm6umaew5kjndh+SEWDIEv1nwuHoUTNBcLnYWLMKYcEC18mQPHEEBhpqIjOJYEtY2PyuWDVQskYoQQ2PSVL+GB3s3y9lZV1Kilwe48GDZiKjZk1zXN51BSVcLn8PeXt8OBuLCs9qlTZuNA+hjRuluLgCGtYDAACgwiso+eDrY9F1jSPybbN42xFN+maHjqRn2ZdFhwZqQv8WVGEAKBMkSgHvR9KiEqn0FwjzNnxu3Lj8XvO775xXJNhcfqF+4EDzz8nJ2nMhVj/8ICUfP6Lc3Gzt+L2mmgZcVNTF0woNkRQYaFYxbN/uuM/kZHPKpYEDzeeFVG/UOZyqvZaayjWkNtqinYq0rzZkJi4a+iar+c8JUpJjjPn216iRmYg4fdp8njdGWxWGjbP4XSUuilOtggovMdFsDr9nj3T+vDRypDmb2OTJBTSuBwAAQIVVkuTD4m1HNGr2Jl02Ia2Opmdp1OxNTB8FwO1IlAIVAz0tKonERKlDB/PC4KZN5mOHDubySsFTDZ+//96sSHCVsLCJjTXH2SojRozQ4UOG1s1PVtCJg2qSu08+MhRhpOnghSidOHhGZ4+dkdq0ka64wnFfycnm9EsjRly6iG+rjHAWx6FDquGTpYs1ainTUkuBytIVOmRf7WMxk1fn68SqdjXHGGUY5uvldcUVZlxnzpg/eWO0VWHYOIv/8s9DKjjpUpQ+HqhQEhOloUOl3bslf3/Jz8983L3bXF5pfi8BAABA0qXkQ96LgNKl5MPibUfybWPNNTTpmx35EhaS7MsmfbND1lxnIwCg+EryuwqAZ5C0qAQq/QXCvBe8i9vwubR69jRf8/IL+5e7rDLC2jVeE5NHqE7OEXU1VslikXLlI4tFulJ7laZwbTnTRLmGJf9+Lk9YSOZ+XcVRv74s1QPVNPK0allOK1uBOuJbX5LkX81MWFSrJvVtmSyfsDzVGwUlLiwWqUkT88eSJ8ZGjaScnEvJjLi4wj+PghIWNiQuKg2r1aywyM6WQkLM30cWi/kYEmIuf/55cxwAAAAqvpImH9YdSMt34fDybY+kZ2ndgTS3xQqg6iJRClQsJC0quEp/gTDvBe+YGHNZTEz5XeDu3Nn1hX0bJ4mGtWullBQzYWBIku26v8V8nuEXrq8v3KITxw1zoGQ+OktYSAUnGKKjpTZtFOpzRo0jz+hgWBulWsySRsOQateWhnRNVv0YJ/vOu9/L43jmGfMn7zpXyYyCPo+CqkTyurw6AxXS2rXSvn1SjRr5DxGLxVy+d685DgAAABVfSZMPqZmutynJOAAoCIlSoGIhaVHBVeoLhHkSFrn1Y/XHEfMG/z+OSLn1y/HO/IISBi4qI6zLknTPhQQd943Wev+ukiH5KFcypPX+XXXcN1rXWDfraHRbc/v0dNcJi6LE8WcyIah1E/Xvb9HNN0uBAdLNN0sP9nKRsHC238vjcLYubzKjKJ9HQVUil2+bt4+HFwsLC9PgwYMVFhZGHJdJTTWTpK766fj6mutTU8s3LgAAAJSNkiYfIoMDi7RdUccBQEFIlAIVC424K7hKe4EwT8Jiz4VY/fAfaW+adCRH+vprafuP0k03xaqpv5OGz2XBtu+EBLPTuWQ+RkfnTwYkJanZTwlKtlj0uyVWvr7SaesfMi7+rgN+jVXLL05Wq1TPkqyoI5uV2f5qacsW6c47C38PBcXxzDOSJJ+EBEXmHpWvnxSZe1Q+FicxOttvSorzOApal5DgWKERHOy8msM21lnjb8n1tFheKjw8XEOGDPF0GF4TR16RkZd+7/g4SYvbfl9FRuZfBwAAgIqnpMmHTg3DFR0aqKPpWU6na7FIigoNVKeG4aUPEkCVR6IUqFiotKjg8l4gdKbCXiD8c0qhPRdi9eWX0smTkq+PeRHU18d8/uWX0p4L5TilUN6qg4sXXV9kX7BAtaul60xErH3Ycd9oXVCAjvtG2zc/W/vPxtiHD0tXX21ORVXaOIoaozOdO7uOw9m6gio0Coq5iNUqqJg6d5YaN5bOnTP/WvMyDHN5kyZFP9wBAADg3WzJBxeTx8oiKdpJ8sHXx6IJ/VvYx1y+jSRN6N9Cvj6u9gwARVfS31UAPIOkRQVXaS8QDhyo3OBQ7ViUrJwcKSBA8vmzmsTH13yekyPtXJys3OBynFIoPl665RYzE3TLLc4vsg8cKJ+wUPVrlSw/P7OvSG6uuSo313zu55enMXbPnsUOw9o1XgevukVW+ZqPXS+rbCgsRneJjzerL2rUKLxSJG/iIm+VCAmLSsXXV5o82fw3mpFh/js1DPMxI8Nc/tJLrqvDAAAAULGUJvnQp2W0Zg1tp6hQxzubo0IDNWtoO/VpGV0GEQOoikiUAhULSYsKrtJeIIyP147OI3Qm01BDn2Sn/Toa+iQrM8PQjs7uveBttUq7P1mrs+u2a/cna/NXsbRubU6D1Lq1y9g1YoTqxxga0jVZERFmssKQ+ZivMXYxM0qJiVKHDtJj77XWyQvBeuy91urQwVxe5BiLwWqVNm408wsbNzqp6imoQuNy8fGy3jdCp08Zys2+qNOnDFnvI2FR2fTtK82eLV15pXThgvn76MIFqVkzc3nfvp6OEAAAAO5UmuRDn5bRWvVUD8198Fq9fncbzX3wWq16qgcJCwBuR6IUqDjoaVEJ2C4QPvectGeP4wXCl16quBcI98bE62NfaaQlQTHWZJ2wBNvXxViTZfEx9IFlhEbFxKulm14zMVH6cnSSWhyYrzPWc9r50nx9MSdGt78ef+lz3LpVysw0H3v0cL6jPy/C109I0EP1klUrVVqwXLq5uzQoMlk+ljzVBfv2FSu+oUPNao1q1aSsLPNx925zubsvCCcmXjquzp+XRo6UpkwxE2UleR1zf/GqtmOTsnJWaerWW/TPf8SXeH9wL3c29u7bV+rdW/riC+lf/5KefFK6444KmEAFAACooqy5htYdSFNqZpYig80pUwq6A7lPy2j1bBFVrG1sfH0suq5xhDvDBwCnSvO7CkD5IWlRSVTGC4SRkdIa/3gF+khDshMUlWs2fI6ypshiCdanASO0JjdeEwrq17F2rbR9u/nYuHGBr5eYKL311yTdfT5Bx30sOqNQWXwsuvFAgt76q6R58eoblCQtWmSWGyxaJLVr57pK4M/lJWqM7YTVaiYQsrOlkBAzMWWxmFNN1ahhVtY8/7x5HLhD3gRJQIDZIsPfv+QJkrz78wtsrbMXg/VbYGvllFHCBcXn7sbevr5S+/ZSVJT5WJF/HwEAAFQli7cd0aRvduhIepZ9WXRooCb0b1HgncgkHwBUBPyuArwf00NVIpXtAqGtX8fSi/GaV8PshRBsmA2f59UYoaUX4wvu15GUJM2fbzb2mD/ffO6C1WpWWNx9PkF+1SxKrRYjSUqtFiO/ahbdfT5B2x56XbnvJ5iZgmrVzMeEhAL3W6rG2JdZu9YsyqhRQ06ny6pRQ9q71xxXWpcnSPz8LiVIQkLM5c8/77oBfFnvDxWHO6s3AAAAUPYWbzuiUbM3OSQsJOloepZGzd6kxduOeCgyAABQVZC0gNfK269jSVa8vvG/U+dVQ9/436klWfEF9+tISjITChaLFBpaaIJh59tJ6n4wQT6+FqX4xTqsS/GLVZTlmO5IeVOnfzuqVJ8oWXOkVJ8o5RpFTFy4oTF2aqp5Ud9VMsrX11yfmlqi3Ttwd4KkPBMu8C626o3w8HBPhwIAAIBCWHMNTfpmhwwn62zLJn2zQ9ZcZyMAAADcg6QFvFrehr4/G521XVfrZ6NzwQ198yYsYsyKCcXEuE5cJCUp5IsEWQ2L/qgWm293V1gPKso4IkPS0c1HtfW7I8rKlpYulf6zJFaHUoqQuHBDY+zIyEuJCWdsCY3IgqbLcuHyZttHjrg3QVKeCRcAAAAAJbPuQFq+Cou8DElH0rO07kBa+QUFAACqHJIW8Hp9+0obNkgffGC2kPjgA2n9+iIkLGIvS0DExjpPXCxYoKCcdKX4xio313GTKOthXX1hi6y50mFdIZ+LWWpgHJJFko+PdPKk9OmqIiYuSsk2Xda5c+YsU3kZhrm8wOmyXEhMlDp0MJtsb9pkPj7zjLlPdyVIyjLhAgAAAMA9UjNdJyxKMg4AAKAkSFqgQihSv46CEhY2zhIXAwcqLC5ULYKS7W0nbOKs+xWgLJ0yailUp5XjG6g//OpLMpMWAQFSTo6UuC1WuafSpQUL3Pq+88o7XVZGhvm6hmE+ZmSo4OmyXLA1x96922yy7ednPqakmI2+MzMLTpB06OBYoeEqKVFWCRcAAAAA7hMZHOjWcQAAACVB0gKVx4IFUnq664SFTWysOc6WYIiPl8/9I9S+naE4n2RlZ0u5f158P2BppHPWQNXTYflapO3V2ui4b7R9V7ae3EEnknXiYqg0cGBZvDO7vNNl2RIsFy+q4OmyXCisObafn5kQSU93niC59VYzyZC3QqNDBzMRcrmySLgAAAAAcK9ODcMVHRooi4v1FknRoYHq1JB+ZQAAoOyQtEDlMXCg2XQ7ObngccnJ5ri8CYb4eF3xwgjFdzPUMjhZ1lwp988podKqR8tX0vFqUTrsF5dvdw2MZMkw9Nv1I0rcZLs4bNNlTZ1qvo2pUwuYLqsAhTXHDg42qy6uuMKsusjJMR+bNZNGj5Zefz1/hcbu3WblhrPEhTsTLgAAAADcz9fHogn9W0hSvsSF7fmE/i3k6+MqrQEAAFB6JC1QecTHSyNGmFfDXSUuks0Eg0Y4STD8mbjo/xdDg65PUXS0NOj6FLWIr6t3/B9XqqIUY3Xcb4w1WUauoTn+I+Tbo+wTFja+vlLLlmaFQsuWJatQKEpzbIvFTIrk7Sfy889mkYqrCo3sbOn5551PFeWuhAsAAACAstGnZbRmDW2nqFDHKaCiQgM1a2g79WkZ7WJLAAAA9/DzdACAW9kSEQkJZoIiOPjSuoISFnm295EU8frrqmlNV0S4odqPjdD3R+O1dWeSRhoJqpN7VJJUJ/eoLD7RSrCM0PGr4itcP4a8zbF9nKQvbQmNqCipbt1L/UQ2bCi4QqNGDWnvXrOS4/rr8+/XHQkXAAAAAGWnT8to9WwRpXUH0pSamaXIYHNKKCosAABAeSBpgcrnz4R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",
      "text/plain": [
       "<Figure size 1600x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = sm.graphics.plot_regress_exog(prestige_model, \"education\")\n",
    "fig.tight_layout(pad=1.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fit Plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot_fit function plots the fitted values versus a chosen independent variable. It includes prediction confidence intervals and optionally plots the true dependent variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = sm.graphics.plot_fit(prestige_model, \"education\")\n",
    "fig.tight_layout(pad=1.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Statewide Crime 2009 Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compare the following to http://www.ats.ucla.edu/stat/stata/webbooks/reg/chapter4/statareg_self_assessment_answers4.htm\n",
    "\n",
    "Though the data here is not the same as in that example. You could run that example by uncommenting the necessary cells below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "# dta = pd.read_csv(\"http://www.stat.ufl.edu/~aa/social/csv_files/statewide-crime-2.csv\")\n",
    "# dta = dta.set_index(\"State\", inplace=True).dropna()\n",
    "# dta.rename(columns={\"VR\" : \"crime\",\n",
    "#                    \"MR\" : \"murder\",\n",
    "#                    \"M\"  : \"pctmetro\",\n",
    "#                    \"W\"  : \"pctwhite\",\n",
    "#                    \"H\"  : \"pcths\",\n",
    "#                    \"P\"  : \"poverty\",\n",
    "#                    \"S\"  : \"single\"\n",
    "#                    }, inplace=True)\n",
    "#\n",
    "# crime_model = ols(\"murder ~ pctmetro + poverty + pcths + single\", data=dta).fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "dta = sm.datasets.statecrime.load_pandas().data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:                 murder   R-squared:                       0.813\n",
      "Model:                            OLS   Adj. R-squared:                  0.797\n",
      "Method:                 Least Squares   F-statistic:                     50.08\n",
      "Date:                Thu, 18 Dec 2025   Prob (F-statistic):           3.42e-16\n",
      "Time:                        07:37:30   Log-Likelihood:                -95.050\n",
      "No. Observations:                  51   AIC:                             200.1\n",
      "Df Residuals:                      46   BIC:                             209.8\n",
      "Df Model:                           4                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "==============================================================================\n",
      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "Intercept    -44.1024     12.086     -3.649      0.001     -68.430     -19.774\n",
      "urban          0.0109      0.015      0.707      0.483      -0.020       0.042\n",
      "poverty        0.4121      0.140      2.939      0.005       0.130       0.694\n",
      "hs_grad        0.3059      0.117      2.611      0.012       0.070       0.542\n",
      "single         0.6374      0.070      9.065      0.000       0.496       0.779\n",
      "==============================================================================\n",
      "Omnibus:                        1.618   Durbin-Watson:                   2.507\n",
      "Prob(Omnibus):                  0.445   Jarque-Bera (JB):                0.831\n",
      "Skew:                          -0.220   Prob(JB):                        0.660\n",
      "Kurtosis:                       3.445   Cond. No.                     5.80e+03\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
      "[2] The condition number is large, 5.8e+03. This might indicate that there are\n",
      "strong multicollinearity or other numerical problems.\n"
     ]
    }
   ],
   "source": [
    "crime_model = ols(\"murder ~ urban + poverty + hs_grad + single\", data=dta).fit()\n",
    "print(crime_model.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Partial Regression Plots (Crime Data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = sm.graphics.plot_partregress_grid(crime_model)\n",
    "fig.tight_layout(pad=1.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = sm.graphics.plot_partregress(\n",
    "    \"murder\", \"hs_grad\", [\"urban\", \"poverty\", \"single\"], data=dta\n",
    ")\n",
    "fig.tight_layout(pad=1.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Leverage-Resid<sup>2</sup> Plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Closely related to the influence_plot is the leverage-resid<sup>2</sup> plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = sm.graphics.plot_leverage_resid2(crime_model)\n",
    "fig.tight_layout(pad=1.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Influence Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = sm.graphics.influence_plot(crime_model)\n",
    "fig.tight_layout(pad=1.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using robust regression to correct for outliers."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Part of the problem here in recreating the Stata results is that M-estimators are not robust to leverage points. MM-estimators should do better with this examples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "from statsmodels.formula.api import rlm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                    Robust linear Model Regression Results                    \n",
      "==============================================================================\n",
      "Dep. Variable:                 murder   No. Observations:                   51\n",
      "Model:                            RLM   Df Residuals:                       46\n",
      "Method:                          IRLS   Df Model:                            4\n",
      "Norm:                   TukeyBiweight                                         \n",
      "Scale Est.:                       mad                                         \n",
      "Cov Type:                          H1                                         \n",
      "Date:                Thu, 18 Dec 2025                                         \n",
      "Time:                        07:37:30                                         \n",
      "No. Iterations:                    50                                         \n",
      "==============================================================================\n",
      "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "Intercept     -4.2986      9.494     -0.453      0.651     -22.907      14.310\n",
      "urban          0.0029      0.012      0.241      0.809      -0.021       0.027\n",
      "poverty        0.2753      0.110      2.499      0.012       0.059       0.491\n",
      "hs_grad       -0.0302      0.092     -0.328      0.743      -0.211       0.150\n",
      "single         0.2902      0.055      5.253      0.000       0.182       0.398\n",
      "==============================================================================\n",
      "\n",
      "If the model instance has been used for another fit with different fit parameters, then the fit options might not be the correct ones anymore .\n"
     ]
    }
   ],
   "source": [
    "rob_crime_model = rlm(\n",
    "    \"murder ~ urban + poverty + hs_grad + single\",\n",
    "    data=dta,\n",
    "    M=sm.robust.norms.TukeyBiweight(3),\n",
    ").fit(conv=\"weights\")\n",
    "print(rob_crime_model.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "# rob_crime_model = rlm(\"murder ~ pctmetro + poverty + pcths + single\", data=dta, M=sm.robust.norms.TukeyBiweight()).fit(conv=\"weights\")\n",
    "# print(rob_crime_model.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is not yet an influence diagnostics method as part of RLM, but we can recreate them. (This depends on the status of [issue #888](https://github.com/statsmodels/statsmodels/issues/808))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "weights = rob_crime_model.weights\n",
    "idx = weights > 0\n",
    "X = rob_crime_model.model.exog[idx.values]\n",
    "ww = weights[idx] / weights[idx].mean()\n",
    "hat_matrix_diag = ww * (X * np.linalg.pinv(X).T).sum(1)\n",
    "resid = rob_crime_model.resid\n",
    "resid2 = resid ** 2\n",
    "resid2 /= resid2.sum()\n",
    "nobs = int(idx.sum())\n",
    "hm = hat_matrix_diag.mean()\n",
    "rm = resid2.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "execution": {
 
 
 
 
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from statsmodels.graphics import utils\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(16, 8))\n",
    "ax.plot(resid2[idx], hat_matrix_diag, \"o\")\n",
    "ax = utils.annotate_axes(\n",
    "    range(nobs),\n",
    "    labels=rob_crime_model.model.data.row_labels[idx],\n",
    "    points=lzip(resid2[idx], hat_matrix_diag),\n",
    "    offset_points=[(-5, 5)] * nobs,\n",
    "    size=\"large\",\n",
    "    ax=ax,\n",
    ")\n",
    "ax.set_xlabel(\"resid2\")\n",
    "ax.set_ylabel(\"leverage\")\n",
    "ylim = ax.get_ylim()\n",
    "ax.vlines(rm, *ylim)\n",
    "xlim = ax.get_xlim()\n",
    "ax.hlines(hm, *xlim)\n",
    "ax.margins(0, 0)"
   ]
  }
 ],
 "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
}
