{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ETS models\n",
    "\n",
    "The ETS models are a family of time series models with an underlying state space model consisting of a level component, a trend component (T), a seasonal component (S), and an error term (E).\n",
    "\n",
    "This notebook shows how they can be used with `statsmodels`. For a more thorough treatment we refer to [1], chapter 8 (free online resource), on which the implementation in statsmodels and the examples used in this notebook are based.\n",
    "\n",
    "`statsmodels` implements all combinations of:\n",
    "- additive and multiplicative error model\n",
    "- additive and multiplicative trend, possibly dampened\n",
    "- additive and multiplicative seasonality\n",
    "\n",
    "However, not all of these methods are stable. Refer to [1] and references therein for more info about model stability.\n",
    "\n",
    "[1] Hyndman, Rob J., and George Athanasopoulos. *Forecasting: principles and practice*, 3rd edition, OTexts, 2019. https://www.otexts.org/fpp3/7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "%matplotlib inline\n",
    "from statsmodels.tsa.exponential_smoothing.ets import ETSModel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['figure.figsize'] = (12, 8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Simple exponential smoothing\n",
    "\n",
    "The simplest of the ETS models is also known as *simple exponential smoothing*. In ETS terms, it corresponds to the (A, N, N) model, that is, a model with additive errors, no trend, and no seasonality. The state space formulation of Holt's method is:\n",
    "\n",
    "\\begin{align}\n",
    "y_{t} &= y_{t-1} + e_t\\\\\n",
    "l_{t} &= l_{t-1} + \\alpha e_t\\\\\n",
    "\\end{align}\n",
    "\n",
    "This state space formulation can be turned into a different formulation, a forecast and a smoothing equation (as can be done with all ETS models):\n",
    "\n",
    "\\begin{align}\n",
    "\\hat{y}_{t|t-1} &= l_{t-1}\\\\\n",
    "l_{t} &= \\alpha y_{t-1} + (1 - \\alpha) l_{t-1}\n",
    "\\end{align}\n",
    "\n",
    "Here, $\\hat{y}_{t|t-1}$ is the forecast/expectation of $y_t$ given the information of the previous step. In the simple exponential smoothing model, the forecast corresponds to the previous level. The second equation (smoothing equation) calculates the next level as weighted average of the previous level and the previous observation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "oildata = [\n",
    "    111.0091, 130.8284, 141.2871, 154.2278,\n",
    "    162.7409, 192.1665, 240.7997, 304.2174,\n",
    "    384.0046, 429.6622, 359.3169, 437.2519,\n",
    "    468.4008, 424.4353, 487.9794, 509.8284,\n",
    "    506.3473, 340.1842, 240.2589, 219.0328,\n",
    "    172.0747, 252.5901, 221.0711, 276.5188,\n",
    "    271.1480, 342.6186, 428.3558, 442.3946,\n",
    "    432.7851, 437.2497, 437.2092, 445.3641,\n",
    "    453.1950, 454.4096, 422.3789, 456.0371,\n",
    "    440.3866, 425.1944, 486.2052, 500.4291,\n",
    "    521.2759, 508.9476, 488.8889, 509.8706,\n",
    "    456.7229, 473.8166, 525.9509, 549.8338,\n",
    "    542.3405\n",
    "]\n",
    "oil = pd.Series(oildata, index=pd.date_range('1965', '2013', freq='AS'))\n",
    "oil.plot()\n",
    "plt.ylabel(\"Annual oil production in Saudi Arabia (Mt)\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot above shows annual oil production in Saudi Arabia in million tonnes. The data are taken from the R package `fpp2` (companion package to prior version [1]).\n",
    "Below you can see how to fit a simple exponential smoothing model using statsmodels's ETS implementation to this data. Additionally, the fit using `forecast` in R is shown as comparison."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = ETSModel(oil, error='add', trend='add', damped_trend=True)\n",
    "fit = model.fit(maxiter=10000)\n",
    "oil.plot(label='data')\n",
    "fit.fittedvalues.plot(label='statsmodels fit')\n",
    "plt.ylabel(\"Annual oil production in Saudi Arabia (Mt)\");\n",
    "\n",
    "# obtained from R\n",
    "params_R = [0.99989969, 0.11888177503085334, 0.80000197, 36.46466837, 34.72584983]\n",
    "yhat = model.smooth(params_R).fittedvalues\n",
    "yhat.plot(label='R fit', linestyle='--')\n",
    "\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By default the initial states are considered to be fitting parameters and are estimated by maximizing log-likelihood. Additionally it is possible to only use a heuristic for the initial values. In this case this leads to better agreement with the R implementation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_heuristic = ETSModel(oil, error='add', trend='add', damped_trend=True,\n",
    "                          initialization_method='heuristic')\n",
    "fit_heuristic = model_heuristic.fit()\n",
    "oil.plot(label='data')\n",
    "fit.fittedvalues.plot(label='estimated')\n",
    "fit_heuristic.fittedvalues.plot(label='heuristic', linestyle='--')\n",
    "plt.ylabel(\"Annual oil production in Saudi Arabia (Mt)\");\n",
    "\n",
    "# obtained from R\n",
    "params = [0.99989969, 0.11888177503085334, 0.80000197, 36.46466837, 34.72584983]\n",
    "yhat = model.smooth(params).fittedvalues\n",
    "yhat.plot(label='with R params', linestyle=':')\n",
    "\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The fitted parameters and some other measures are shown using `fit.summary()`. Here we can see that the log-likelihood of the model using fitted initial states is a bit lower than the one using a heuristic for the initial states.\n",
    "Additionally, we see that $\\beta$ (`smoothing_trend`) is at the boundary of the default parameter bounds, and therefore it's not possible to estimate confidence intervals for $\\beta$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                 ETS Results                                  \n",
      "==============================================================================\n",
      "Dep. Variable:                      y   No. Observations:                   49\n",
      "Model:                      ETS(AAdN)   Log Likelihood                -258.108\n",
      "Date:                Thu, 05 Nov 2020   AIC                            528.216\n",
      "Time:                        07:28:38   BIC                            539.567\n",
      "Sample:                    01-01-1965   HQIC                           532.523\n",
      "                         - 01-01-2013   Scale                         2202.049\n",
      "Covariance Type:               approx                                         \n",
      "===================================================================================\n",
      "                      coef    std err          z      P>|z|      [0.025      0.975]\n",
      "-----------------------------------------------------------------------------------\n",
      "smoothing_level     0.9999      0.136      7.326      0.000       0.732       1.267\n",
      "smoothing_trend  9.999e-05        nan        nan        nan         nan         nan\n",
      "damping_trend       0.8798      0.059     14.901      0.000       0.764       0.996\n",
      "initial_level      54.2347     55.750      0.973      0.331     -55.034     163.503\n",
      "initial_trend      53.0012     34.393      1.541      0.123     -14.408     120.410\n",
      "===================================================================================\n",
      "Ljung-Box (Q):                        1.42   Jarque-Bera (JB):                20.73\n",
      "Prob(Q):                              0.49   Prob(JB):                         0.00\n",
      "Heteroskedasticity (H):               0.52   Skew:                            -1.02\n",
      "Prob(H) (two-sided):                  0.20   Kurtosis:                         5.45\n",
      "===================================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Covariance matrix calculated using numerical (complex-step) differentiation.\n"
     ]
    }
   ],
   "source": [
    "print(fit.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                 ETS Results                                  \n",
      "==============================================================================\n",
      "Dep. Variable:                      y   No. Observations:                   49\n",
      "Model:                      ETS(AAdN)   Log Likelihood                -258.881\n",
      "Date:                Thu, 05 Nov 2020   AIC                            525.761\n",
      "Time:                        07:28:38   BIC                            533.328\n",
      "Sample:                    01-01-1965   HQIC                           528.632\n",
      "                         - 01-01-2013   Scale                         2272.587\n",
      "Covariance Type:               approx                                         \n",
      "===================================================================================\n",
      "                      coef    std err          z      P>|z|      [0.025      0.975]\n",
      "-----------------------------------------------------------------------------------\n",
      "smoothing_level     0.9999      0.097     10.289      0.000       0.809       1.190\n",
      "smoothing_trend     0.1183        nan        nan        nan         nan         nan\n",
      "damping_trend       0.8000        nan        nan        nan         nan         nan\n",
      "==============================================\n",
      "              initialization method: heuristic\n",
      "----------------------------------------------\n",
      "initial_level                          33.6309\n",
      "initial_trend                          34.8115\n",
      "===================================================================================\n",
      "Ljung-Box (Q):                        0.27   Jarque-Bera (JB):                19.93\n",
      "Prob(Q):                              0.88   Prob(JB):                         0.00\n",
      "Heteroskedasticity (H):               0.50   Skew:                            -0.95\n",
      "Prob(H) (two-sided):                  0.18   Kurtosis:                         5.48\n",
      "===================================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Covariance matrix calculated using numerical (complex-step) differentiation.\n"
     ]
    }
   ],
   "source": [
    "print(fit_heuristic.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Holt-Winters' seasonal method\n",
    "\n",
    "The exponential smoothing method can be modified to incorporate a trend and a seasonal component. In the additive Holt-Winters' method, the seasonal component is added to the rest. This model corresponds to the ETS(A, A, A) model, and has the following state space formulation:\n",
    "\n",
    "\\begin{align}\n",
    "y_t &= l_{t-1} + b_{t-1} + s_{t-m} + e_t\\\\\n",
    "l_{t} &= l_{t-1} + b_{t-1} + \\alpha e_t\\\\\n",
    "b_{t} &= b_{t-1} + \\beta e_t\\\\\n",
    "s_{t} &= s_{t-m} + \\gamma e_t\n",
    "\\end{align}\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "austourists_data = [\n",
    "    30.05251300, 19.14849600, 25.31769200, 27.59143700,\n",
    "    32.07645600, 23.48796100, 28.47594000, 35.12375300, \n",
    "    36.83848500, 25.00701700, 30.72223000, 28.69375900, \n",
    "    36.64098600, 23.82460900, 29.31168300, 31.77030900,\n",
    "    35.17787700, 19.77524400, 29.60175000, 34.53884200,\n",
    "    41.27359900, 26.65586200, 28.27985900, 35.19115300,\n",
    "    42.20566386, 24.64917133, 32.66733514, 37.25735401,\n",
    "    45.24246027, 29.35048127, 36.34420728, 41.78208136,\n",
    "    49.27659843, 31.27540139, 37.85062549, 38.83704413,\n",
    "    51.23690034, 31.83855162, 41.32342126, 42.79900337,\n",
    "    55.70835836, 33.40714492, 42.31663797, 45.15712257,\n",
    "    59.57607996, 34.83733016, 44.84168072, 46.97124960,\n",
    "    60.01903094, 38.37117851, 46.97586413, 50.73379646,\n",
    "    61.64687319, 39.29956937, 52.67120908, 54.33231689,\n",
    "    66.83435838, 40.87118847, 51.82853579, 57.49190993,\n",
    "    65.25146985, 43.06120822, 54.76075713, 59.83447494,\n",
    "    73.25702747, 47.69662373, 61.09776802, 66.05576122,\n",
    "]\n",
    "index = pd.date_range(\"1999-03-01\", \"2015-12-01\", freq=\"3MS\")\n",
    "austourists = pd.Series(austourists_data, index=index)\n",
    "austourists.plot()\n",
    "plt.ylabel('Australian Tourists');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# fit in statsmodels\n",
    "model = ETSModel(austourists, error=\"add\", trend=\"add\", seasonal=\"add\",\n",
    "                damped_trend=True, seasonal_periods=4)\n",
    "fit = model.fit()\n",
    "\n",
    "# fit with R params\n",
    "params_R = [\n",
    "    0.35445427, 0.03200749, 0.39993387, 0.97999997, 24.01278357, \n",
    "    0.97770147, 1.76951063, -0.50735902, -6.61171798, 5.34956637\n",
    "]\n",
    "fit_R = model.smooth(params_R)\n",
    "\n",
    "austourists.plot(label='data')\n",
    "plt.ylabel('Australian Tourists')\n",
    "\n",
    "fit.fittedvalues.plot(label='statsmodels fit')\n",
    "fit_R.fittedvalues.plot(label='R fit', linestyle='--')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                 ETS Results                                  \n",
      "==============================================================================\n",
      "Dep. Variable:                      y   No. Observations:                   68\n",
      "Model:                      ETS(AAdA)   Log Likelihood                -152.627\n",
      "Date:                Thu, 05 Nov 2020   AIC                            327.254\n",
      "Time:                        07:28:38   BIC                            351.668\n",
      "Sample:                    03-01-1999   HQIC                           336.928\n",
      "                         - 12-01-2015   Scale                            5.213\n",
      "Covariance Type:               approx                                         \n",
      "======================================================================================\n",
      "                         coef    std err          z      P>|z|      [0.025      0.975]\n",
      "--------------------------------------------------------------------------------------\n",
      "smoothing_level        0.3399      0.111      3.070      0.002       0.123       0.557\n",
      "smoothing_trend        0.0259      0.008      3.159      0.002       0.010       0.042\n",
      "smoothing_seasonal     0.4010      0.080      5.041      0.000       0.245       0.557\n",
      "damping_trend          0.9800        nan        nan        nan         nan         nan\n",
      "initial_level         29.4530        nan        nan        nan         nan         nan\n",
      "initial_trend          0.6147      0.392      1.567      0.117      -0.154       1.383\n",
      "initial_seasonal.0    -3.4422        nan        nan        nan         nan         nan\n",
      "initial_seasonal.1    -5.9578        nan        nan        nan         nan         nan\n",
      "initial_seasonal.2   -11.4861        nan        nan        nan         nan         nan\n",
      "initial_seasonal.3          0        nan        nan        nan         nan         nan\n",
      "===================================================================================\n",
      "Ljung-Box (Q):                        5.76   Jarque-Bera (JB):                 7.68\n",
      "Prob(Q):                              0.67   Prob(JB):                         0.02\n",
      "Heteroskedasticity (H):               0.46   Skew:                            -0.63\n",
      "Prob(H) (two-sided):                  0.07   Kurtosis:                         4.05\n",
      "===================================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Covariance matrix calculated using numerical (complex-step) differentiation.\n"
     ]
    }
   ],
   "source": [
    "print(fit.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predictions\n",
    "\n",
    "The ETS model can also be used for predicting. There are several different methods available:\n",
    "- `forecast`: makes out of sample predictions\n",
    "- `predict`: in sample and out of sample predictions\n",
    "- `simulate`: runs simulations of the statespace model\n",
    "- `get_prediction`: in sample and out of sample predictions, as well as prediction intervals\n",
    "\n",
    "We can use them on our previously fitted model to predict from 2014 to 2020."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred = fit.get_prediction(start='2014', end='2020')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>pi_lower</th>\n",
       "      <th>pi_upper</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2014-03-01</th>\n",
       "      <td>67.611126</td>\n",
       "      <td>63.136154</td>\n",
       "      <td>72.086098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-06-01</th>\n",
       "      <td>42.814763</td>\n",
       "      <td>38.339791</td>\n",
       "      <td>47.289735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-09-01</th>\n",
       "      <td>54.106522</td>\n",
       "      <td>49.631550</td>\n",
       "      <td>58.581493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-01</th>\n",
       "      <td>57.928391</td>\n",
       "      <td>53.453419</td>\n",
       "      <td>62.403363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-01</th>\n",
       "      <td>68.422102</td>\n",
       "      <td>63.947130</td>\n",
       "      <td>72.897074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-06-01</th>\n",
       "      <td>47.277959</td>\n",
       "      <td>42.802987</td>\n",
       "      <td>51.752931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-09-01</th>\n",
       "      <td>58.954914</td>\n",
       "      <td>54.479942</td>\n",
       "      <td>63.429886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01</th>\n",
       "      <td>63.982406</td>\n",
       "      <td>59.507434</td>\n",
       "      <td>68.457378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-03-01</th>\n",
       "      <td>75.905512</td>\n",
       "      <td>71.430541</td>\n",
       "      <td>80.380484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-06-01</th>\n",
       "      <td>51.418335</td>\n",
       "      <td>46.654207</td>\n",
       "      <td>56.182463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-09-01</th>\n",
       "      <td>63.703618</td>\n",
       "      <td>58.629664</td>\n",
       "      <td>68.777572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-01</th>\n",
       "      <td>67.978523</td>\n",
       "      <td>62.576099</td>\n",
       "      <td>73.380947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-03-01</th>\n",
       "      <td>78.316305</td>\n",
       "      <td>71.736135</td>\n",
       "      <td>84.896476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-06-01</th>\n",
       "      <td>53.780912</td>\n",
       "      <td>46.883770</td>\n",
       "      <td>60.678054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-01</th>\n",
       "      <td>66.018944</td>\n",
       "      <td>58.788607</td>\n",
       "      <td>73.249280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-01</th>\n",
       "      <td>70.247542</td>\n",
       "      <td>62.669151</td>\n",
       "      <td>77.825934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-01</th>\n",
       "      <td>80.539944</td>\n",
       "      <td>71.893117</td>\n",
       "      <td>89.186772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-01</th>\n",
       "      <td>55.960078</td>\n",
       "      <td>46.968572</td>\n",
       "      <td>64.951584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-09-01</th>\n",
       "      <td>68.154526</td>\n",
       "      <td>58.805567</td>\n",
       "      <td>77.503486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-01</th>\n",
       "      <td>72.340413</td>\n",
       "      <td>62.622228</td>\n",
       "      <td>82.058599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-03-01</th>\n",
       "      <td>82.590958</td>\n",
       "      <td>71.865040</td>\n",
       "      <td>93.316876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-06-01</th>\n",
       "      <td>57.970071</td>\n",
       "      <td>46.876191</td>\n",
       "      <td>69.063952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-01</th>\n",
       "      <td>70.124320</td>\n",
       "      <td>58.652351</td>\n",
       "      <td>81.596288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-12-01</th>\n",
       "      <td>74.270811</td>\n",
       "      <td>62.411397</td>\n",
       "      <td>86.130224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-01</th>\n",
       "      <td>84.482747</td>\n",
       "      <td>71.656575</td>\n",
       "      <td>97.308919</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 mean   pi_lower   pi_upper\n",
       "2014-03-01  67.611126  63.136154  72.086098\n",
       "2014-06-01  42.814763  38.339791  47.289735\n",
       "2014-09-01  54.106522  49.631550  58.581493\n",
       "2014-12-01  57.928391  53.453419  62.403363\n",
       "2015-03-01  68.422102  63.947130  72.897074\n",
       "2015-06-01  47.277959  42.802987  51.752931\n",
       "2015-09-01  58.954914  54.479942  63.429886\n",
       "2015-12-01  63.982406  59.507434  68.457378\n",
       "2016-03-01  75.905512  71.430541  80.380484\n",
       "2016-06-01  51.418335  46.654207  56.182463\n",
       "2016-09-01  63.703618  58.629664  68.777572\n",
       "2016-12-01  67.978523  62.576099  73.380947\n",
       "2017-03-01  78.316305  71.736135  84.896476\n",
       "2017-06-01  53.780912  46.883770  60.678054\n",
       "2017-09-01  66.018944  58.788607  73.249280\n",
       "2017-12-01  70.247542  62.669151  77.825934\n",
       "2018-03-01  80.539944  71.893117  89.186772\n",
       "2018-06-01  55.960078  46.968572  64.951584\n",
       "2018-09-01  68.154526  58.805567  77.503486\n",
       "2018-12-01  72.340413  62.622228  82.058599\n",
       "2019-03-01  82.590958  71.865040  93.316876\n",
       "2019-06-01  57.970071  46.876191  69.063952\n",
       "2019-09-01  70.124320  58.652351  81.596288\n",
       "2019-12-01  74.270811  62.411397  86.130224\n",
       "2020-03-01  84.482747  71.656575  97.308919"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pred.summary_frame(alpha=0.05)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this case the prediction intervals were calculated using an analytical formula. This is not available for all models. For these other models, prediction intervals are calculated by performing multiple simulations (1000 by default) and using the percentiles of the simulation results. This is done internally by the `get_prediction` method.\n",
    "\n",
    "We can also manually run simulations, e.g. to plot them. Since the data ranges until end of 2015, we have to simulate from the first quarter of 2016 to the first quarter of 2020, which means 17 steps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "simulated = fit.simulate(anchor=\"end\", nsimulations=17, repetitions=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f44254d4100>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GnXfe+ZZexy233IKPfexjuPXWW3H33XfjjjvuwCc+8Ql84xvfgOM4uOWWW7Bo0aIR73vzzTfj9NNPx2233Sa+9tWvfhU33XQTpk6dirPOOgubNm16S69LoVAoFIpjBe7imqbZ0IC3t5VIxaFnX5ruiDZavu6hZOnSpQGTGcjatWsxf/78w/SKFAcLdV4VCoVCcSRSKpWgaRri8Tg8z0O5XEYsFlMNeBMU3/dRKpUQiUT2GOqhadpLQRAsHel+apmjUCgUCoVCMQa+78P3fSGCWSVWdoqJi23bAPa+6Y4oYaxQKBQKhUIxBrKNAqj18GiaBs/zDufLUoxCEASiUXJvItpklDBWKBQKhUKhGAPXdUUjPVENeBMXNt01Wyj2BiWMFQqFQqFQKEbB9/0Rh3koYTxxsW0buq6LuQ77ghLGCoVCoVAoFKNAG0WzV5WiS4njiYXnefB9f0RvcdX1cMN/PjPm/ZUwVigUCoVCoRiFkWwUgGrAm6iMNenu4dd68dKW4THvr4TxPvDVr34V3/72t0f9/vLly7FmzZpD+IoUCoVCoVAcLIIgGNFGAShhPBHhpDt5krDMz17YiimZyJiPoYTxAUQJY4VCoVAojh6a0yhkmEyhhPHEYaxqcV/Bwh82DuK6Rd1jPoYSxuPwzW9+E3PnzsWll16KN954AwDwgx/8AKeffjoWLVqEG264AeVyGc888wzuu+8+fO5zn8PixYuxcePGEW+nUCgUCoXiyMB1XWiaNmoTl2rAm1g4jgPDMEY8X53JCB74xOl4z+nTxnyMI2Ncy0N/BexadWAfs3sh8I5/GPMmL730En72s5/hlVdegeu6WLJkCU477TRcf/31+NjHPgYA+PKXv4wf/ehH+NSnPoWrr74aV111FW688UYAQEtLy4i3UygUCoVCMbFhFu5YAyJ0XRdVSsXhxXVd+L6PaDQ64ver1Sqmt8bGzTVWFeMx+P3vf4/rrrsO8Xgc6XQaV199NQBg9erVOO+887Bw4ULccccdeO2110a8/97eTqFQKBQKxcSCwzvGGvmsfMYTB8dxoGnaiOfrsdd78Yn/XYGhSi3feCyOjIrxOJXdg8lIK4sPfvCDWL58ORYtWoTbbrsNjz/++Ij33dvbKRQKhUKhmFiMZ6MAGoVxc2qF4tDh+z5c10U4HB5Rt93x7Gas3JFHSzwMBGMvYtRZHIPzzz8fy5YtQ6VSQaFQwP333w8AKBQKmDx5MhzHwR133CFun0qlUCgUxP9Hu51CoVAoFIqJjeu6MAxjzK13lWU8MRir6W5XtoTH1w3i2kVTYCAYcwcAUMJ4TJYsWYKbb74Zixcvxg033IDzzjsPAPD1r38dZ555Ji677DLMmzdP3P6WW27BP/7jP+LUU0/Fxo0bR72dQqFQKBSKiQtHCo/lLwZUMsVEgU13I1Xtf/HCVrh+gJtOm4ogCMat7GvjeS0OBUuXLg1efPHFhq+tXbsW8+fPP0yvSHGwUOdVoVAoFBMdy7LgOA6SyeS4zVpMnIrH44fipSmacF0XlUoFsVhsj2pwtVrF5f/6NDpSEfzkA6fC931omoZkMvlSEARLR3q8I8NjrFAoFAqFQnGIcF0XpmmOK4qBms+YeceKQ49t2yM23QVBgFKlined0o2Tp7XC8zyEQqFxU0SUMFYoFAqFQqHYjed5CILxvahE13UEQYAgCPZKSCsOHL7vw/M8hMPhPb5n2zZChoZPXzYXrusKAT0eymOsUCgUCoVCsZuxpt2NBD2rjHdTHDpGa7rzfR+D+TJ+u24Irl+7nWmae7V4mdDCeCL4nxUHDnU+FQqFQjHR2Zs0ChmVZXx4CIJACN7mhrpqtYqHXuvDp3+xGmt2ZkUjped5Y8bvARNYGEejUQwODioxdZQQBAEGBwdHnUijUCgUCsXhxvd9+L6/19ViQAnjw8VoySGe58F1XSx7tQ/zJ6cxpyMKTdPE+O7xhPGE9RhPmzYN27dvR39//+F+KYoDRDQaxbRpY88oVygUCoXicLGvNgpiGIYSxocYx3Gg6/oe58qyLLzRW8LqnXn87VXz4fs+wuGwsLqMd54mrDAOhUKYNWvW4X4ZCoVCoVAojhFc14Wu6/s8xU4lUxxaPM+D53mIRCINX3ccB77v495VfQibOt55cheAWlWZzXfjnacJa6VQKBQKhUKhOFQw4WC8oR70tsrIyRSKg89ITXdBEKBarULTNKzaWcA7FnQjEYIY/EFBPN45mrAVY4VCoVAoFIpDxd7aKMrlMorFIjo7O0VlWfYZj+dhVewfXJiEQqGGBknbthEEAeLxOJb92dnIlqoIAgfhcBi+7+91nJ6qGCsUCoVCoTjm2VsbRS6XQ6FQQLVaFV9TDXiHjpGqxb7vw7ZtmKYJH7Ux3VGjJoQNw2iI0hvv/CphrFAoFAqF4pgmCAJ4njdutZjjh4FahZIoYXzoYNOdXJnnuegpulj6jUfx+Ou9cF1XVJVlG8V451gJY4VCoVAoFMc0e2ujKBaLAABN0xoqxkBNHKshHwcXz/NEyoT8NcepWSbufmkHCpaDEzpiAOpVZfm8HLGpFAqFQqFQKBSHAtd1xbb7aPi+j1KpBNM0oWlaQ8UYUML4UMBkCXkBw4Y73TBx90vbcdHcLrTFjIbsYjZG+r4Py7LGfA5VMVYoFAqFQnHMEgQBXNcdt1psWRZs20YymUQ4HBYDJohhGCqZ4iAinyc20bmuC8/zEA6H8cS6AfQVqrjxtKnwfX+PajGb9sZbvChhrFAoFArFISQIApTLZZV7O0GgUBpLGPu+j0qlAl3X8VpfFZ+9dyMqVafhHCqf8cGFTXe0UTCeTdd1hMNh/OyFbehMRXDOrExDVZkLmGq1Ct/3x53Aq6wUCoVCoVAcQpiXuzdVSsXBx3GccW0Utm2jWq0iFArhj29/BQCweVEGM2xbVCZVZNvBxbZtkUkM1Id5xGI1P/GfX3QCduUsaIEPU4py8zwPtm3D8zxEo1HVfKdQKBQKxUSCVUblRz38MI3CMIxRM24ZBeb7PkLhMM49sQMAsDlrq8i2QwSrvlyEBEEghDKF7qkzWnHJ3HYA9aY73/fhui6q1SpM0xR/xkIJY4VCoVAoDiEUxEpAHX48z2sQXCPhOI7IOI5Fo7j9w2cgYurYNGyP2ICnzuuBh1V9itpqtYogCBCNRhEEAf7fr1/HG7sKcBwHhmGIir3jOLAsC5qmCQtG89TCZpQwVigUCoXiEMEKJauTSkQdXli9H836wMqk53nQdB1r+irQNeAvLjkRS6enxXY+UckUBx5WfZlJ7Pu+mHyn6zqefXMI//n4RqzaPtzQdAcAlUoFnuchFotB0zQ1+U6hUCgUiokERROrV0pEHV6aUw6aoYUCAF7ZUca7v/88Hl7Tiz+/aDYumtspvOJE13WVTHGAaZ50xwpwJBIBANz1wlakoiYumVOzUbCqzGoxBTQw+gJIRgljhUKhUCgOERTCsgdScXigjWI0zynjvSh0739tAJlYCBfM6YTnB9hZcFGqug1b88pnfGDhOTBNE7quN8SzaZqGXNnBg6t34ZrFU2BqfkNVuVwui8SKIAhUxVihUCgUiomG3Oiltt0PL+NNu6Mo1jQNuYqL374xiGsXT0E0ZOC5TYO45vsv47XeSkPFmBVJJYwPDM1Nd4xn4//vXbkDtuvjxlMnA6gtOIMgQKVSEbYKimHmTI8Xk6iEsUKhUCgUhwA5AQGoXaiVgDp8uK47ahoFvcX89yPrhmF7Pt59+nQAwLzuNABg07AtBDQA5R0/wDiOA13XYZqmsLVEIhFxnKuOj7NPaMfsjhh0XYdhGOJ28oKHjXvN1peRUMJYoVAoFIpDAKvDuq6jVCqJrXzlRz30+L6/h3iSkavFnufhsfXDWDg1jZOnZAAALTETk1IRbBquNjTgyWOIFfsH875ZBW6OZwOAj51/PH7yoaWiOuy6Luzd2dJyjjHFtWVZ437eVLK4QqFQKBSHANk2wVxVCi816OPQMp6NgiKMAvf771uEvKOL71WrVcztTmHjYEn4XrkToITxgYEV+1AoBNu2EQSBaLgDgK2DZUxvizUki3A6ISvMXHgahgHP80T03lioirFCoVAoFIcAbt07joNqtSou0EpEHXqYd8tmuebvBUEgBK6u64hHwjiuPSG+DwBzJyWxadCC6wV7NOD5vq92AvYDuemO1eJQKCQWHxXbw5W3/h7ffHCtiG5jtnEsFhM7AgCEJ9myLFE9HgsljBUKhUKhOMgEQSBGBbMS5rquqBgrDh3j2Shs2xaxa+Wqg/f95FU8vn4QQK3qT8F19aJufOf6eQiwpzAGoITxfsBFYzgcFtMFGXEIAA+u6kGh6uLC2bWINvr3o9GoaGrleebAD9ooxhPGau9GoVAoFIqDjLx9y8oxPayqYnxoGctG4bquaPCqVqv47bohvNZTRDoWFt+nCJvdmcDxbVFks1nxdXqMAexVdVIxMlycALVjHg6HG47lXS9sw8z2OE6dmhQNdaZpirQK+vfpPZYtFGoktEKhUCgUhxlWheWLNbfb1bb7oYXjnUcSrbZtN+TdLl/Zi+mtMZx1fK0yyUY7Cq2Xt+WxaldZNIoBKst4f2G1l/YHeZwzAGzsL+L5zUN499Jp8DxPTJKMRqMN96cNhrs0rBbLPuWRUMJYoVAoFIqDDBvsHMcR0VFAXTwpEXVoYLV3tGqx53mIRCJwHAfbhit4YWsONy6ZCk3TRFWYlWHHcfDNX6/D7S/sEgINUMkU+wutRgD2iGcDgGUv74Cha3jXgi5YlgXDMMTIZwCigky7DEdKA9hDZI+EslIoFAqFQnEQkatXTC/g5C56IPm34uAy1nY6q8U8T8tW9kLXgBtPmybuyy16ViDnTErh2Y2DYnAEq5FKGL81eByZKiEP8yCfuuREnD+nA0nTh+MA0Wi04bPD8wQAkUhEiGTf9/e47UgoYaxQKBQKxUGk2UZBLyQbvABVMT5UsOGxWRyx4huJRMT5Ov24FoQNDVPbEiIlgYsZVpDnTUrivpU9KFR9xJsa8MaLBVPsidzEyISJZiKmgVMmJzA8PIxEItFQAeaOAM8RK/z8fIXD4YPrMdY07f9omrZa07TXNE379O6vtWma9oimaet3/926P8+hUCgUCsWRDD2QFMH0t9JaoUZDHxrkamQzrBazUcswDJx9fCs+edEJABoXN0EQwDRNuK6L2V21CLcNA5WGxArlM35rcPHB89S8gPnSslX4yTObUSgUoOs6UqlUw/fp9aZdhjsx3KlhOsVYvGVhrGnaAgAfA3AGgEUArtI0bTaAvwLw2yAIZgP47e7/KxQKhUJxTMIqJatYvNgzo1UlUxwaKG6bhTE9qZyw5vs+HnqtDzuyFXGu2HTH88fbzu6oVTTfHLJUA95+QssDF5DNTXI9uQrufH4rdgwV4bouksnkHuO85ZHPTH6Rd2o0TUNfX9+Yr2N/KsbzATwbBEE5CAIXwBMArgNwDYDbd9/mdgDX7sdzKBQKhUJxxNKcPMEueQCiotW83as4ODQ3PhI2e4XDYTiOg4GijS8sW4M7X9wpFi/yMBa5kpmJaPj5R0/DdYsmiW18AA2RbYq9g4uPIAj2iGcDgLtf3A4/AN4xrwWhUGhEm4XrumIXBoAYqANA7Abk8/kxX8f+COPVAM7XNK1d07Q4gHcCmA5gUhAEPQCw+++u/XgOhUKhUCiOWJqFkRwT1izQlDA+eIyWRsHEAjZDOo6DX73WD9cPcP3iyXt4hdmcZ5qm+N7CqRnEw7XHldMP1E7A3sPzwCbV5uQI3w9w14vbcMZxGUxJhxGPx/cQzlzAyIsTWl74uSsWiw0+5pF4y8I4CIK1AP4fgEcA/BrASgB77TTXNO3jmqa9qGnai/39/W/1ZSgUCoVCMWFhxBcAse3LaqNhGA2T75SIOngwTWK0anEoFBLC7J4VPVg8LY053WkA9UqmXIXkH8/zsHpnAbc+sQUBtIbzrZIp9h7mQlMUN1sknt44gO3DFVy3aBIikciIkWvN4pppL3JsW7FYPLg5xkEQ/CgIgiVBEJwPYAjAegC9mqZNBoDdf49o5giC4PtBECwNgmBpZ2fn/rwMhUKhUCgmJBRkQL3ayIs+q1hszlPb7gcP2XdKOKiDCSGu62LF9jzeHCjj+sXdQljJCxcKLlYjPc/DG70F3PbcTuzMV4UQ43MpYTw+jL9jRX8k0Rs1AlxxUicundcJwzBGzaHm2OdQKCSsMfy8WZY1buMdsP+pFF27/54B4HoAdwK4D8AHdt/kAwDu3Z/nUCgUCoXiSERuJJKrjYR+V46IViLq4MGUA7kSyS31cDgs4tjW9VeQiZm4fH6nODdskOQfWRj7vo8TdzfgbeivNAz6UA14e4frurBtG4ZhjFjNdV0X8zpj+KcbFyAaMvbINSae54kdgEgk0pAfDgClUglBEIybY7y/k+9+qWnaGgD3A/jzIAiGAfwDgMs0TVsP4LLd/1coFAqF4piieVt9pIsyxRXQKKQVB46RbBSsUspeYQD44Dmz8LtPn41kNCQ8xxTGrPbLwhgAZrVFoWvA+oGKeD5ACeO9wfd9VKtVMRyluRIcBAGe3dCLnbmqOJ4jCeMgCMTjhMNhMb2QOI6DarXaMDp6NPZrwEcQBOeN8LVBAJfsz+MqFAqFQnGkw1xbeomBesWYVWIKY35fTcA78Iw07U6uLPI2thcgaRgI6/UFC88Nc6hZRabI0nUdphbguLYY1veXGiwxShiPjed5yOfzcBwHkUhkRMFaLpfx1V+tQyISwh0fXCwWJSM9VqVSge/7SCRq2dKsFvN8+b6PUCg0rjDe34qxQqFQKBSKEWClUt6+p6e4UqmIiiVvCygRdTDgIoTngbYJVouZZvDRO17FF+5eCaAe8zWSFca27QYfseM4mDMpiV27q5ry5DWVTNEIj32xWER/fz+q1SoikciIKRO2bWPFtiw29Jdx02lThXd4JDzPQ7lcRigUQjweFwsfoHb+K5VaNT8UCo3r5VcjoRUKhUKhOMBQHLHKyMlbAPDE67vwo6e3YFI6in+8aVFDeoHneaNe/BX7Dqu+sneVgpdNXo7jYGN/Ca9sy+Ht82sJs/KENApcAA3CV26e/PpVcxAxNJFHLX//WBfGTItglBoruKFQCOl0esT3u+d5qFarWP5qH2IhA5fP7xgxg5pUq1VUq1V0dHTAMAxUKhWYpim+zsY+TdNQKpXGfL1KGCsUCoVCcYChADBNU4x+DofDsB0Xf7VsDfqKNqZmosK3So/lsS6iDjT0mVJQ0VvMuDWgVlFc9movTF3DlQs6RSOknCYi2yls24Zt20gkEjAMo+Zr1eu3cxxHCDFd18fNzT0aYeIH49OAegqLpmlIpVKIxWIj2iKCIEClUkHF8fHg6l5cdcpkRI1atbc5xo23z+fz0HUd6XRaHG9W9yuVijg3FOhjoawUCoVCoVAcYOQ8Vdlf/NjaXegr2lg4NY0dOQu5ii18q2rb/cBDGwUFGKvFrCD7vg/LdnDfq724dH4XWmPmHjYKueJPsScvfIIgQLFi46/vewOPvjEA4NhswGOVt1QqoVQqwbZtaJqGSCSCRCKBcDgM3/cRDo88oIMwcu31gSpsz8cNp04GMHLTHVA7x6VSSfiUHccRi55yuSwi2yiYD2qOsUKhUCgUikbkEcIUVUCtonj3yzvQFg/hExecAAB4oycvKpSsSB4LIupQIA93AEauFjuOg8fXD2K47OCm06YCgKgCAxApFDw/1WoVjuOgXC7D8zyx8AnpAZ5YP4jnNmcB1IUxn+doPKd8n1uWhWKxiHK5vIcYjsfjCIfD4naGYSAWi41Y+QXqgz4ikQjOn9OF5754KRZ0x0dtugPq4jedTotzzoEtjGhjBZ/PPxZKGCsUCoVCcQDhUAimTnCAR1+ujMfWDeK6JVOxaHoLAGDNznxDZBvvr9h/mtMoGJ8nD5BwXRdnzWrHN65dgLNmtgCoCT45u5hQCHJ73rZtEcEXBAFmdyawvq8kFjgUzsDRc05lMVwqlVCpVESFNhqNIplMCjHMn50+X9M0xxTFvu8L8WyYtepwOqKP2XQXBAFyuRwMw0AqlRLC3DRNlEolFItFcX9WilXFWKFQKBSKQwh9jPLYYF3X8fybtW32dy+dgUmpMC6Y3YZMrD6wQG7AU+w/HDFMgWbbdkP+MJvoOjNxvO+s44DAF7YWAA2Nk7S5sAqZz+dFcx6rwrM741jXVxINebzfkW6RYZJEpVJBsVhEpVIR7+9YLIZkMolYLDaiB9iyLNi2jVAoNKYopq9Y0zTEYjH8/YNr8d4fPgurWhe6I8HXFYvFxLnjbYeGhmDbNqLRKCKRiDif42WFq+Y7hUKhUCgOIIxpC4VCovroeR4untuB5754MdoSERSLRdx640lCPFNMqRSDAwOPOavD9HzLGbaO4+D+Vb0wQ2HcsGSqsF0w6kvTNIRCIViWJWwUFMaM3APqw1tO6IihWPXQW3TQGTcams6OtHNKMUw/NVA/HrQkjCZyeX/LshoGbowFc4ZjsRhsz8c9r+zAGbPaEPjeqE13AFAoFOD7PpLJpHid4XAY+Xwe2WwWkUgEyWSyYcrhaCKbqIqxQqFQKBQHCPpY5ZHBQRDAcWsex/ZktKEibLv1rGNWOI80ETURabZRVKu1jGFW54MggO04+I8nt2D5ip0jHnO52svzSs8qUPO20nus6zpmd0QxpyuBXMXdY9DHkXRObdtGsVhEtVoV1pN4PI5kMoloNLrHaO1mWP2lV3g8Uew4jkhtMU0Tj67pw1DJxo3jNN05jiOsF/F4XFg6bNtGLpcTvmMuXHg+lTBWKBQKheIQwbQC2V/sui7+4ZE38ad3vtrQmPfw2gGc8a2nsW2oLBq+ZCGmeOvwWPK4Mg2BeJ6H5zcPY3vWws2nTxe3lxct8jAIjhSuVCoIh8NCgHExo2kaTpoUx90fXYIFUzMA6iO+KcyOlHPKBsV4PI5EIoFIJLLX0xgpij3PQzQabTjmYz2fruvitj97YSumZKI4Y0a6oVGyGXqXadGQM5IrlYr4GXiOWOUerYmPKGGsUCgUCsUBghfnSCQiqsDFShUPvtaHtkSk4QLenY7A9QOs6ckJ76M8Glrx1uDig5VBuSGLOI6DZSt6kY6auPzkbmFjoS8YqCeKBEEg0ig4spsNaHIkHxNF5Al7cgPekeAdl21A+zqa3Pd9kdZBz/HePB8XLZqmYftwGU9tGMCNp02FhtGb7hzHEc2PzP+uVqsAapV+y7KEoKcwBiASMsZCCWOFQqFQKA4Q8pY9t9+f2JhDserh3UunC9GWzWYxLaVDA/B6TwGhUKhBDB8JImqiQuHDii+9xrJgHSxU8MjrA7j21KkI6dijossKI+9PwUfRyLxcijMKr39/YjPe++OXRMTbkZZM0WxB2Vsoin3fRzwe3+v7Nw9gycRC+Oq7Tsa1p3SP+Tps2xbWiVAoJKbZRaNRUTWORqPi3PAcyLcdDSWMFQqFQqE4AMg5ufQX27aN+18bwIy2OM6c1QbP82BZFrLZLFyrhOmtMbzRWxCRX6w4HgkiaqIi2yhYLZYrj67ror9oY253Eu9eOl0sQlixZ3oBM3GLxWJDRZiDJCgGZWEcBAFWbM+h6tbOn1xRPhLOKW1AY3mIm+HCAQDi8fg+2S4cx2lorktFQ/jjtx2HzoQxatMdJwvyeNq2Dc/zhJ+4UCggCIJaI59ti90Y/lxDQ0Njvi4ljBUKhUKhOAA0Vycty8L24Qqe35LDTadNg67XbBS5XE58f86kBN7oLQnvo2rA2z9kGwUtK80Cy3EczJmUwv2fOg8LpmYahDFhtZk+VsMwRBZvIpFAIpEAAJFMAdRi245vi8APgI0DNaF4JDXgNQ9E2Rtc131Lopj3BerNdS9tGcadz29FqVJt+Hoztm2L6DxW5emFrlQqKBQKYhS77DMPh8MolUoiZm80lDBWKBQKheIAwAs2m4gsy0JrIoy/fddJuHHpNAB1IUER/K6Fk3DT7u57OZlCWSneGjxucuya3ADm+z56cxWUnZoIppCWRSu33h3HQbFYFJXGarWKZDKJSCSCWCwGXdeFzxioCeMTOmpxcBsGKuLxWTWe6MJ4X20UruuiUqlA1/UxRzyPhuM4wrICAD966k3842/e2OPrzc/JpsZSqZYZHYvFEIvF4Ps+KpWK8BfzuHMnIBqNIp/Pj9sQqISxQqFQKBQHANooOI7WdV10ZJL40DmzMDkTE1O6aJdwXRcXzW7DB86aJrZ6jzRP6kRDHuXMKqFcLXZdF//11FZc+q/PwHK8hmMs2ygovNhIWSwWYZomotEoQqGQ+MMEBtolJqfCiJo61vfVfaz8/kRPpmgeiDIWHKzB5Id9FcWs9LIqPFCs4pE1vbhu8RSY+ujVYkbIsUrNJj8uhLjopPiNRCLCi0whn0wmx3xtShgrFAqFQrGf0F8cCoWg6zqq1SpW7SzivtUDqLq1KqbneSgUCtA0DclkUlyo+4sOdmbLqgHvAEAbhTzQQaZQtvCr1X24cG4noiFDDLCQxz9zqAf9qRxVLGf4cmeAI6J5f0PXcM0pXZg9KXVENeDxde5Ntdi2bZEfPNY0u7Hg+aEAXvbyDjhegOsWTWr4ugwXmzw3bPLjbcvlsmh+lSvOXNzQD87nHg0ljBUKhUKh2E/YABSJROB5Hmzbxs9X9uPbj2wQt6lWqyiVSohGo6KCWLEsXPUfz+OHT20RIoxMVBE1UWFqBG0Qzd5iz/Pw8No+FKoubl46veE+rBbT8iBXgmURyGoyq8dspiSGYeAvL5yOW06vPT5F9ESPbGv2+44GPdemab5lUUxxykVGEAS468VtWDKjBce1RkYdIELhy2ZKNrlyh4aT9ujX59dZpa9UKjBNs8EXPhJKGCsUCoVCsZ8wQzUajcK2bWTLNh5bP4RrT52KiFmrXOVyOQC17V9WEx3bxuxJCazrKwqxfKR4UicaFHc8bs3VYtd1sWzFLkxvjeGs49tFzrDsRTVNE5ZlNYzy5pa/PGzCNM2G/Fx5Ap7neajYHhyv9jrkbOSJek73xkbBSm0oFHrLohhozEoGgOGyg0TExI1LpgLY87wB9UWlXCEGIHZoLMsSo7tppWDDJM8Jq/tqwIdCoVAchbArWzExqFar4oLtui5+vXYQjhfg3VJlMpfLCQ+yaZrQdR22bWPupCTW9ZUaqp2qAW/fobhjEkWzANo+WMTzW3J499LpIiFEHv7Ax2AFmQM9aJuQt+c58lvXdZRKJSESdV3H6p4iFn39UbywNS8edyIvdrgAGM1GwWl2HNscjUb36/kcx2kYuNKWCOPePz8H1yzsHLHpjrnfrNpzMUOfN6v2jHEzDEPE6fGzxGNv27byGCsUCsXRCCskisOPPO2OleN7V/XhpMkpnDQlDQAolUqoVqsi5osX9mq1ijldSeQqLnblLdE0xlzjidysNZGgWBqrWtyVCuOhvzgH7zlzhviafKx5f54XeYAEY7+4YLEsS1QvLcsSVVDTNDEtE4YfYI8GPO4STDTGSqOgKOb7OxKJ7NdzcUHPATj/8fgG9OathmPf/NoKhQIAoKWlRXihWcWXm+7o0Q+Hw6Lyz+Mtn7NUKjXma1TCWKFQKI4wWOHhxVxxeKEYpqex7AbQNQ03nVbbGmYaBYCG4QmsSp7QXqvAvdFbFPm7vI2qGu8dspeUldzm72uahnmTM+hIRhruw2NO8WoYhmiSpN+VlUwuVvh/wzDEBDxWJtNRE5NSYazrLzecx4maTCEPRJGhKPY8D9FodNyYs719LqB2jv7h16/jW79+A3e/tH2PZjygnnzheZ7ISJZ3ymKxGICad5gTCIMgQDweFxYXCnrHcWBZFpLJ5LgNhkoYKxQKxREGvXKVSkUJ4wkAfYykJR7BXR9ZgvefNRNA7QJfLpeF7xGAqGr5vo9ZrSF867qTMK8rIb420T2pEw05i7hZwAVBgCfe6MXnl63FYMkWX2O8XhAEwgoTjUZRLpdRqVQQi8WErYLimH5iVjHD4bBIrZAb7U7siGFdb0G8BrkBbyKdU3kgigyn+nmeJyLRDgSswn/3sTfxX0+8ifeeOQOfuOD4hmY8oJ58EQQBwuEwIpGIWMjYto1wOIxwOCwELxeZhmEgkUjUfN674+QMwxC7a8lkUpy70VDCWKFQKI4wHMcRMVPKZ3x4oajiRTrQDOQrteqXubvpjnm4FGzcgqcY0T0b1yyegvZESFTFKMgmkoiaqHB73ff9hgY54roufvHyLjy7OYt0tO4DpyCUGyd1XUc2mwUAUXmUq8VATbTJKSRMsSCGYeCE9hg29pfgePUR3xNxsSMPRCEUxb7vi0i0A/Vcvu/jtue2458fXYcblkzD169ZsEcznm3bIvmC9hXuxvBcywNWeFv565VKRXwuNU1rWJhy92Y0lDBWKBSKIwhWTLhtq4Tx4cVxnIat8cc3DOO8b/8ebw5WxPdLpZrXlBVD0zRFxRioCYHNgxU8vLZfxFepCXh7BycJ0is8kgd2V7aEx9cP4vpTpyJs6uJ+FL3ValUM7qhWq8jn8yJ1gbYJ2fvNscNyJJzsZ9V1Hecdn8HnL58DT3JN8H0ykYTxSDYKLhT2dcTzeDiOg6rr476Vu3DlKZPxrRtPgaZB5EBzkUKhy90TVuVpjwiCAIlEQkS0UVgDtYqw53miITIWi9Wet1pFKpVqOE+jcWCWAQqFQqE4JHieJ7q6+W/F4YOVQl7Yf/7idrTGQ5gzqdZ0x+oXq2GsfnErmBXnB9btxA+e2oyL53aKBU84HBZjjRV7Uq1Whahik9xIPtl7V/TA9QPcvDtbGKg1r7KyyIErQRAgm83C8zyk02khoLhQCYfD8DwPAwMDYlQ0BTVtTVywntwdxzktLeJzCtR9xhNpsUOxz2q2/LMeSFHMBX0yFsFdH38b4hEDhq6J4xaLxUSyhGxpYWYxPweMiwuHw6IqzMQJxrTZto1SqQTDMBAOh4V1IhqNolQqIR6Pj/laVcVYoVAojiC4BQzULhJy05Hi0CJP0TIMA/0lD09vHMC1iyYhFDJFJ7w8MpgRU2z6YjzbiZ1xuH6ANwfKQhhPRE/q4YYRXNlsFvl8Xnh+5THAMrZt456Vu3Dq9BbMnpRqeAxWIROJhDgPxWItTzoej4sFqBzZls1mG7yuPKf0/QP1nYEtAwVsGqwIWwzfBxPlfMrNh/LXgJETKvaHZS9vw1/esxa+ZiATDyFk6A3Nca7rNsTB0SpGKwR3ZqrVKuLxeEOEHFBbmNIKk8/nxWQ8jvPmuHXP85DJZMZ8rUoYKxQKxREEKyS3Pbsd33h0W0PTkeLQwoo9PajLVvQgCIBrTumGYRiiWkxRDNQHEgwNDQlB53keZrXWRN0bvfWL+LGcTMHkFTZXlctlFItF5PN5DA4OiilmiUQCkUhETKVrpmzZuGRuBz5y3izxNTZ2ARAT7OirtSxLROrxuFOw2baNYrEohBpzc7nlLwtjXdfxf+5eg//3m/UAGifgTZRkipFEsPx+PlD8evUufO7u1chWHGha3coij9zmMaYVpnnRwYUIULNLMAlEbmrkJMJyuSxux/NKSwWTLMZCWSkUCoXiCIEeO9v18N2ndgAA/sqqiu1QxaGFWbeJRAKhUAi/eGkbzprVimmtMXEhZ+WXF3BmrVJ0UQRPTegImzre6C3inSe1N3jHj/aFDyuychNd88/MpkQ2hO1NU5jv+zB14HOXz22oJjOXl+eNmbdMQUgmk0KMyQM/SqWSaPBj6kEmk0E4HEaxWESpVEJLS4u4/YkdMby0vbaNP1ID3uH+zLL5ULZRsEp7oHj8jT586s6XcfKUJP7rfUsQC9ePHUc6W5bVIIpZ2Y1EIsLbDUB4j6PRqKgK00bD1JBKpSLGrre0tKC3t7f2Ptj9XqGPfCyUMFYoFIojBFaontlcjxsaLtmYvHs7UnFoYcUqEokgFArhvz94OobzRVEt5vcJvZFsAJK77T3HxuyuJNb1FRu27yeaJ3V/kIdoyCJYrp5S6NBmQtFDL3AsFkM0Gt2rccTZYgV/2DCIyxZOa/h6oVAQlhZOTmMFU9M0JBIJ4UuVPd4Uzpx6x0xd+nHlgTuMbHtwzSCyZQftKUMcA+DwC2N5IAmhLeFA2Sie2TiAP/npS5jdlcR/3rIQrcmYsEBomoZIJIJKpbKHDaZarYpqMRcnAIQ9wvM8YcMAII4jY/Qcx0FHRwcAoFgsNvj7dV3Hyp7ymK9bCWOFQqE4QmBe54NrBtAWN3HnLccjHDJVMsVhgFUvVrAA4ITOBEpxiFHPcrNVEASiUWt4eBjZbBaRSETEgDmOg3959ymIavVBEBw4cSSeX77+ZhEsI49VlkWwDLfG5eO3t9y/cif+9lfr8Mv2DE47rhVATSjZto22tjYhwrlQYbwXzxnFcjqdFp5kLnrYdMlzS184d290XccJHbVt+w0DFbSnau8RHoPDvQswko2CuxsHSrAnwiYWTWvBd66fh7Zk7eevVCpiCAd9w0wAAUauFlMcc7eAOzWMeKOVwnEcsejp7OxEsVhEpVIRuwLhcBhV28HXH9k65utWHmOFQqE4AmDjiWEY+OJlx+ErF0+GVSmLphXFoYVRUdFoFCUnwKd/9gpe31nLR5WncwH1ccBMoSgUCuJiT2Fs2zaOa4uhbfdUNgriieRJ3Vt83xeihJU9TdNEY1UikUAqlUIikRAT1eQtfcJRv5qmIR6P75Mo9jwP96zYheM7Elgyo0V8TU6T4Gvl8bVtG5lMBrZtNwyOiMViYvudgpYNYyONkQZqn9fZHbX0g/X9pYaR0BOhAW+kNAr6pfeXgWLtWC2a3oI7PrIULTFTHB9O0QMgEiiao+JYLeZteG7kEdyMbWPDHbOkaW2Kx+PI5/N7ZFv/flMefcWxf18qYaxQKBRHALRR6LqOuBFgfkcY33l6EF95eMeI1TjFwYU5qfF4HPev3InlK3ai4jRWt+TqIOPZ2OAViUQa0ipc10V/vozv/X4L3ugtiq+xGnYk2Snkkb3JZBLJZFIkBMgVvtEIggDlcll4St9Knu7rO7NYuSOPm0+fLvKIKajYlMUkCtM0US7X0kASiYTwG7NZS04fYeax3CRGOw1TSIBaNbwzFcF3rp+HKxZ0A2j0GR/OzyvfmyPZKPZ3wt3ru/K49J+ewO3PbAZQz0lmIyUXQVx0yBYwVouZRCF7vDntTtM0sXBhFVg+t7quo729HcViEeVyWYhi7gIsf20Yk9Nje6iVMFYoFIojAG7d/u2DG/DkhqFa57Xv4o1+S0QbKQ4N7HSnjeIXL27DvO4U5nXFRfWRFV6el2g0CtM0xVQ10zSFp5XCoWo7+LfHN+G5zVlxIT8SI9so6EeqAo8HhzNwO13eZt9bgiDAz1/aDlPXcP2Smr+Ymcf0dbNCyqatUqmEWCwGwzAaRHksFhMDWigeZeFGywVfoyyMAeDi2W2YlKqJP/nnaPZWH0rGslGMt2gZi439Rbzvh88hahq4aG6XELYUs6ZpIhKJiMVEs1dcTqKQXycAsfioVCridhTVrO7bto1IJIJkMol8Pi9GRLPhddW2Iby6q4J3zk6O+XMoYaxQKBQTHNoo3ui38MBrA9iVr1VHpsQDDFseBorVI9KHeqTCamIikcC6viJWbs/h3UunCy+tPImLF3Fms5ZKJUQiEXExB+qJCwnDR1cqgnV9pYYGPHlIxERH9kbvK83WibeajuC6Ll7aksNFczvRmapn5LJKahiGELmRSESM7I7H4yiXy8jn8wiFQojFYsJnzIUK7SCcxib/vLqui6gwLni2DJbxv89vg+fXRfDhnoDXLIL5vt0fG8XWwTLe+4PnAAB3fOxMzGiPi2POBR7j1DikQ34+LjC46ODr5OeJr1eOQKSwLpVKYjHKhRR3AFjtLxaLeGBdEVFTw0XHjd2orISxQqFQTHBoo/jV2kGEDQ1vmxJGKBTC9HRNfGwYqCif8SFEHjf78xe2I2zouHpRd4N4lSvGrBbn83lxkc9ms6IRiX7iarWKed0prOstiYs6PZJHSsWYr3NfRNaBsE7IuK6LOz50Kr514yKxzc4KLz3dFIKGYaBUKonqcH9/vxjwAUAM+WBjXTQaFX5xfp8/Axvw5Fi2FTsK+Nqv3sCOXFXEuB1OYTySCOai+q3aKCzHw3t/9Cws18NPP3ImTuisVWSZzKLruhCsI1koeFu5WiynUbDyS2HMajP9xryvrutIJpPIZrMolUrCcqHrOvJVD09uqeDiE1KIj/PWVMJYoVAoJjiWZaHq+vj1mgGcc1wSIdTyR6cmaxffjUoYHzIcx0G1WhV+2a50BO85YzrSEUOIAAogiiQOkGCKRaVSERd0VjG53TyvO4UNAyW4fiAEHJuLjoQGvOYIrfE4ENYJmSAIYDsOopEwWhNhsfjgOGdaWLitX61WhW+YiRWpVEq8Ntot2BQWi8VEvBjzjHmeotGoeH8ANRE6p6s2LGR9f1lUlg+nMB5JBO+vjSIaMvDpS+bgJx8+A/Mn10ahM02EjY7NolY+x6wWh0KhhmqxPJKbfnA2ILP6zEmFPA+u62JwcFAI6UQiAdM08eibZdhegCtnJ8ddtClhrFAoFBMcy7Lw9OYCClUPlxyfEBfWuO7h4hkhzGiNNmzfKw4e5XIZvu8LP+qfXnACvnbNArFtLA/zoJiidYIXe3bUywNAKK5O7IzD0DT05KwjcjS03FA4HgfKOiGzbbCAy259Dk+/OSwi85ggwe12Vn45PpgVXtpcotGoSFCgpcW2bSGKmaNLscafheKb51fTNBzfEYeuAet6i0LgkcMljEeyUbyVavFQycYLm4cAADecNg2nTGsR3ysWi/A8TwhTvu9N09xDmPJzIp9/udmY54cVYA4Dod/YcRyx6OTQkmQyKaLnSuUKHlxXxOIpcRzfHh3XdqaEsUKhUExgeIFIxUI4+7gU5rXWBEcsFkMoFML754dw5vSEasA7BPDizoaeldtzcL2auOEWMVAfZMFmIDmpgqNseTvmrAI10XLZvHa88uWLMaMtLr4mDzCYyOxt5NeBtk7I3P3SdvQVbczqSIjHZ1SYYRgN09OYRS1X5uPxuPAVU9yyAsyYMcaCNWc1c4FD77imaYiYOma2xfBGb3GP13qoz+dI52ekRry9IVdx8P4fPYeP3v4i8lbjbhUXPLFYTFgmxrJQyEkUQF2s89987XLVvlgsIpvNit97tGsAEN5wnpenNxfQX/Zww8IOseAZCyWMFQqFYgLDNIrzT2zHVy/phq7VLhKsbDmOg4GiDcf1VAPeQYaZvOFwGINlF9f/x9P43hMbhQjmFDVu1zOnlYKJPlWgnnXMiqOI8PJchEyjQSSQiS6M5THXY93mQFonZFzXwz2v9OCMma3oiusNTY/ysU8kEqJBi5VGAKKaSbHMSifPbTgchuM4KJfLYnEj79TQFsOBJKzKzulK7CGMuXg6lLs8I4lgenD3xUZRrLr44H8/j3W9BfzLLYuRjtarzXJWdDJZ9xrzfDdXzLlgkavF8qAUimQuprjTks/nxUKGjZJ8fiZfsNHv129W0J0K4/QptZ2DfD4/5s+nhLFCoVBMYCzLwsahKoYKZfHLnluF4XAYz/W4uOmODdgybClhfBDxfR+WZYm4r+Ure+EHwLsWTWmI6JI9qQDEZDdWJ/lYQF0kysLKtm1878lN+OffbRJpFEfKaOjxhPHBsE7IPL2hD9uzFm44dXKDl1VOR6CICoIAQ0ND4vUyJYGVSdpBuGMTi8Uacop5XuXb0EPM5+Ni5y8vPR53f2yp+D8XSgAOuTDmtD+gnme8LzaKiu3hI7e9gFe35/Bv71mCi+Z2ie9xB4QJH7KFgse4+bZcvMjweLIp1bIs5PP5hh2YcDiMTCbT0OxIUSwvvrbmHKzus3HDoi7YVUucp7FQwlihUCgmKPSlfvGBjfjc8nXi/7yw27aNSbHahXXjoKUa8A4ijuM0dMf/8uUdOOv4NsxoiwvBzIguOQkhHo+L6iT9nawmc8te9iZbloX1fUX8ek3/EZdMMZq/+GBaJ2R+8eJ2pCIGLp7d2iB0ee6CIEAiUWuGKxQKKJVKCIVCopLJBQ0r/RRlhmGIKiSrx2Wnvpih4GQDWfPOQHc6ikRYF+f4cDTgccdif20U//v8Vjy/eQj/9O5FYnAJH79SqQhbBBc9zTYUIjfiNVeR+dmoVqsYHh4WOyvxeByZTEb8mz5+0zSF+E4kEiiVSiiVaskuj2xxEDE1XDwzKmxMjNQbDSWMFQqFYoJiWRZe7Slh67CFC2clxNczmQyGh4dhWRa644Ch1ZMpVAPegUf2N5qmiRU7itgyVMa7l04XIoiihw1A5XJZWAU4EASAyGFlNY0VL/7fcRzMnZRET76KQrWeeCCL5InIaP7ig2mdaH6eGxZ34/9eMgvxSKhh+AN3WjixznVdDA8Pi2qlvKBh/i1/Jtd1G6bcBUGAB94o4C8eLQhxzK1+nkeKRC5mXB/4t8c348n1A2IRxB2AQ7ULwOdptlFwobe3fOjsmfjFn7wN1yye2vB1enc5ac40TSFwmy0UXBA2ZxlzlHgulxM7JYxwo+gtFoswTVMIYC5IgiAQ/vDh4eHaZLx4Gr/bWMRlc9oQ8qtiwTpeAUEJY4VCoZigWJaFh14fRiyk48wpYVSrVYRCoVrFarffztCAKSkDGwYqajT0QYLpEYyTeuT1ASQjJt6xYLLwmlK4coqa67pIp9NCJFmWJUZCG4YhKl6ynxKoCZjZHbXGu/X9ZbFFPNEb8EayUcjVuYNhnZBxHAcnd0Vw3eLJDXFgtm0L+wOrloVCAZZliUxiTkaTh3kA9QQHOQHBMENY/noBVR/YUULD6G75PPE5ASBs6rjzxR14bN0gADQI8UN1PkezUexNtdjzA3zjgTXYPlyGrmtYOrOt4ftyWgQAET84kn+Y4pTHFahHu5VKJbEwSafT4rUxf9owapGImUxGLDa5A8Oei1wuh6GhIaRSKTy104Pl+rhyTkL8/FywjIUSxgqFQjEBcV0XhUoVj7wxiAtmpRDWaxW5VColPHj0OU5PanhzqNrQza04MHArnhiGga9cdRKW//nZCOn1kbcAhNjJ5/PCA+k4TsNkLsuyEIlExMXZdV3hPaYH9fj2mmDYOFARlpmJHtkmC2MuBlgZTyQSB8U6QYIgwH88th6bBitC7AL15i7f9xEOhxsypJmQEA6HxbmRd1w8z6tVHXeLPPqGV/S56CvVftaeii5uK48B13UdlmU1+IznTEpindSAN1Jz5cGEiy8+L9/T4wlj3w/w+btfxQ+f2oTH3+gf8XF5nnnuOXiDTcIy/DoXL3yvUKSHQiEkEglEo1ERjUj7WKlUQjgcRiKRgGVZIv9YXoT29PRA0zRMnTYdd6/ow6LJCUyN16dQ2raNlpaWMX9mJYwVCoViAmJZFl7cVkDZ9nHJ8QkhjhKJhKg68iJ3dreGD5/eKS7migOHnE/M4x0yDZzYlRLfAyCqcdVqFaVSCclkUjRisbJVLteGPMTj8QbRxIY0PlZLRMOCKWnoUvwbo8Mm6sKH1VJ5StzBtE6QIAjw1Bs9uPWJrXhlZ7mhOlmtVoVHmIkStHxQwHFIB32s8nAWuZmuUqkgEongV+uKaI1qiJsBdpbrFhJOX2ODH+0b3BWYOymFdX2lhhHSh6piTKtBs794PBtFEAT4yr2r8cuXt+Mzl87B+846ruH7ckMqE3IodpneIi+IZGsFv85jLmdEc2eGnmUeqyAI0NraiiAIhI2CfvBEIoGdO3eiXC6js7MTK/oc7MzbolrMRZHrupg0adKYx0sJY4VCoZiAWJaFC2e3464/Phlz22oX51gsJqLAuP2raRrmtACXnZgWFwrFgYHVWqBuEfg/d6/Bfz+9uaHpigIIAHK5HACgtbVVTOriVju3cSkg6UumdxWAEFkP/MV5+KMzpgnBPJEb8GSxB9THKB9M6wRQO1YrN/fhk3etQncqjFvOOr7h+6VSCQBEugEFOqv2nEjIRjC+bnkhxMESQRBgwDbx8s4yLpxmYHIswM5yfeHCx+dnk7YMPt687iRKtoeefL3Zkvc92Oe0uclub2wUQRDgm79aizue24o/veAE/MUlJ+7xfe50MCqNApSpHvL5p4iWrRX8fLHazEa9cDgsRjoDEN+LRqNIJpOwLEtYVSqVivAeDw8PIxKJoLOzE3e93IuOhInFnbpY/BSLRSSTyXEXakoYKxQKxQRDbuiaFK8LDQbXs5GJFxjXdfHazjy2DFdVZNsBhJU2+offHCjjd28MwPPrgpkVRqDeaMbBBhz7zCYreXoaxQBQj6ditY2VaFb05AESE3E0dLON4q1OUtsXqtUq1m4fxEfveBVhQ8dtH1iClkSk4fv0vdq2LcYIs/mKFX36x+VKMsUqzwGHVTy0oQRTBy6eEcb0tI5ey4DnB3s00cn+Zp6zed0pxMMGdubqVVBWSA+FMKYlBKjbKMY6RxXHw3ObhvDBs2fiC1fM3UNM0irCVAk+Jt+fzWOfaV+R0ym44ODEQIpk9lDIx0/TNLS0tEDTNOTzeZEYwnzpgYFaY2Mmk0GfpeH5rXlcfnwcpq6JgoHjOEilUuKzOxpKGCsUCsUEo1qt4vbne/DF+9ejWCoLIcwBEhRjFEiapuFLj+zCz1cOqAa8A4js7QWAe1f1wdQ1XHvqFOE/5aJF07QG0UW/tzzxjucRqFXFWPWXc1tZfXzijT5c+q/PYEeu2iDSgInnM5aF8d56V98qtJ7Yto3vPrEFnh/gB3+0ECdMSovbBEGAYrHYUO3lUA/6vxOJxB4WCH62WPWkJzwIAmjhOH79RhZnTjbRGg9hSgywfQ1ZW2tYsMiLFopB3/exaFoLnv3cOVg6owUAGnYMDub5lH8m0uw3Hol42MTPPn4W/uaqk/a4HXdBIpGIeFzZpkKLinz75gEfzdViLlBYxS8Wiw1Zz8lkErFYTNhaaBtjZBt31FKpFO5eOYCQDlww3RSvhbsHiURCpVIoFArFkUQQBChXKli2agDDFQeuY4uLEIUxACG6gFqzz4xMPZliovpQjyQoaIVY9QPct6oXl8zvQjpcEwqs+FFIcYpaLBYTVSluN8sVMzZ8sWrIahZFlOu6SIZ17MhaWL+7AY8iAJh4wlgWWtzpOBjNdrZto1QqiUrlt28+Ff/zodNwQmeiQfgxJYGCKx6PIxaLIZfLwbZtpFIpcdwpzlilZ3VSvn80GsWT26qoOD4unl6rPM9qqy1weiq62MWRq/nyIqF2vgKYTfnF8mS3g0WzjYKvc7SFSxAE+KdH1uH1XXkkIiZ0vVEU85ixUsvH5J/msc/NlWBC2wQHdsg2i0qlIoQsveBs4CwWi0KEc9HDxJhQKARPD+PBNYM4e1oEHcmacKeNgkJ+vHg6JYwVCoViAuF5Hp7fNIxdBRtvPzEtLir8hS5fFGSP6/SkhjcHLTUa+gBBnyR5auMwhkoObjptWoNokkf7UtxS8DD/GIDY9o1EIkJ8EYph+bFmtISga8CG/pqwpuAEMKEWPs0DSEbKMt5fWCWuVqvIV3188+E3YfsakhETx7VGGqqfvK18PtLpNHzfRz6fRygUQjKZFA1cAESjFwUWK6IUVbF4HPesGsSJrSaOS9Zi32a21kRhT6XebMZzxAqtZVnia67r4mcv7cRnf7mm4ZgdbI9xc3WYvxtGs1Gs2pHDrb9dj5Xbsnt8j5P/OPCEUCzTrsLnkgfdyBYK7pJwXDqrv6zuMk6Pn6VkMikEdLFYFAsfevvpB4/FYnhkYwEV18dlM8PiNdLvHY/HRZ71WChhrFAoFBOIarWK+18bQDJs4LRJhoia4kWEY1RZ3aLImprQYLk+duSq43roFGPDanE4HBbCZkomgj86fRrOOb5V+CI59IO3cRynoTufkVIUyOl0usEzyYEhHBctVxN138XMjgQ2DJTF1yZiA548OGI80fVWYNyd53moBgY+dseruOflHVjfV2xIlyCWZYnFCMVSOBxGLpcTHlM2sFarVcRiMWGB4XZ/oVAQP08kEsHaYWBbtoqLpmoiUcEIXLSFPeyq1Kv4/PlpdWJjH98jw2UXv1s3iLLtNjT4HayF7EhNduPZKO5bsRMhQ8MVJ09u+Lo8wllOGuF7W47EI/x6czIJfz/J0/G4C+A4DnK5nHiPJxIJUem1bRvFYi3yjjsHiURCHMdINIpfruzH7FYDcztjwrqRz+cBQExcHK8pVAljhUKhmCAEQYCBfAmPbRjGpXNaEbi2SDGQG5s0TUOpVBL+R13XMTleu5C8OWipivF+QjFDH7emaZg7KYmvX7sAvuc2CBp59K/cdGaaJorFInRdR6FQgGEYaG1tFZV+ZrdSpPBcAnWbzLxJKazvKzcshCisJwqynYd2j32ZpDYa8mAUwzAQmBF89KevYH1fAf/1/tOweHrLHjYBpoBwq5/JCEEQIJfLwTAMxGIxsSUPQCxwmMUrjx+mWLt3TRYtER2L2mpRe5VKBeVyGZOiPnZZ9SY67uDIzZiyMD5pSgZ+ALw5UG6YEnew+gJGs1GMtnDx/AD3v7oTF8zpQiZevw3PBWPVZJHLJrhwONxQReZxbI5sa64W87NAa0alUhH+cPqKuVuWzWZF5FulUkEymRR+ftM0saLXwfacjUuPq1kv+Psyn89D13XE4/GGptfRUMJYoVAoJgi1sHwHNy/uwuUnJhsmPrFTW85Wlbfeu6M+/uHyqTh9Rlpsyyv2HXol2SkPAM9uGhYZtKyMseGHHfjMImbVkdvxQM1nzGoVJ8GxSkaRwQYl4rouLprbgfNmtwO7H5fC+FBOTBuP5kzeA1Etdl1XTA+MRCLQzAg+9pOXsGpHDt/9oyW4cG4XADQM4KB4K5drWcZs4mIF2PM8JBIJIX5pbeFzUfRls1noui5+jpwfxjObcjhvqo5ErDZSmovT7qiHwaoO26tX+uVzaBiGyPllMgUA8V462A143MmQJ/kBozdGPr9pCL35Kq5ePKXh63xvysNTCI8dmxuBxnzj5upss7e4WKxV/mOxmBiOw5x2Vvt5nnge+djpdLrhM/iLFX3IRDScPT0mKvvFYhGVSgWpVEq8RuUxVigUI+L7vqhaKSYGjuMgbgb4xDlTMT0ZiGowqymsQHI7NBQKiQuDoQVY2BVCKmqqCXj7ASt8vBjruo6vP/gGvvnrDeJ7FDwUZvST8nuhUEgIBvpd29raGhrHGNsmiwnZo2rbNq4+pRtfu/pkhHbbLSbaaGiKYTavAfuXRkFxyy37RCKBcDiM3ryFzYMl/NO7F+Hyk7sB7Jm2YFmWyIlmtReA2F0JhUKIRqOiks9pauVyWZw7Pk4ymRQe43tfG4auAedNBlKpVMNzT4758KGhz6r7d2mj4XPLC9hpLVHEQjrW9dW8zVxIHAxhPJLfm9740WwUPbkKutNRXDq/S3xNHvfcvOhh5TYaje5hZxmpusyqejgcFrsklUoFsVhMNKwODg4iCAKk02lxf9M0kcvlUCgUxP2i0Sji8bj4mXaVfDy/rYiLphlozaTFQJfh4WEAQEdHh6hWM3d5NPZLGGua9hlN017TNG21pml3apoW1TStTdO0RzRNW7/779b9eQ6FQnHw4LaU4vATBAE29eXw1KYcylZVbEuz0YXJBczHlWOPePFZ01PE3Sv7G/yOir2Hxy0UCgkxs3JHAZsGK7jxtKnCKsGqFS/+rA6zQkkxwT8UFaVSqVZx1Ez8+YN9eHlQFxU9edudz+15HgJoKDu+aPCaSA14fI9xgMZ4k9TGeyxWicPhMOLxOALUjsXMjgQe+78X4prFU8XtZSHOaqKu64hEIqJiT1+qPIWNworT1Rj9xh0ZAEgmkzVBa4Tx0OtZnD45hMktcVEt5oKmK1I7B7sq9TxiOY+ai9i6VSLAxXO7kInVxbBpHpyFbLPfeyQ/djPXL5mGZ/7qYsTDpngMHsfm0c4AhFBNJpPia8ztZr6xDN/f9O4zOo/3z+VyYuxzOp2GYRjCgz84OCiOE/OKZXvRPasGYWjApbNiSCQSACDSLeLxOFpbW8UCaaSfReYtC2NN06YC+AsAS4MgWADAAHALgL8C8NsgCGYD+O3u/ysUigkGhxGoSWkTA9d18bMXd+BLD27GYLEqLqz0xJXLZSHabNtGIpEQAo7i+MWdZfzTE9tRtBx1Xt8CclMQhcU9r/QgFtJx2bx28T3ZxxqNRkWEFC+6TCPgHzYV+b6PVCqF36zLoqfoYc0QhCeVjVoUML7vo1qt4m3/8Bj+/ffbhU9V3n4/3MhibrxJaqPB5AJWiePxmgD1A+Avf74Cf/fgWgRBIMQaYUUXqAk0NnnRWsFjZVkWTNNEOBwWmbf8HLGxj15v+lb58zy6IY+S4+OK46MiyUDOre6MAaYWoKdSzzHm81KEy7GKruvi1vcsxp+dP1OIPC6MDvRCdl9tFGWbw2z2tEOMlOJAPzePOVB7P1BINwtwuVocBAGy2SyCIEAmkxH+9KGhoVpUYTIphHUoFEJ/f7+wV7A4QKuMYRgoOz5+sy6H07sNTOtIi52AbDYL3/fR3t4uPots1huL/bVSmABimqaZAOIAdgK4BsDtu79/O4Br9/M5FArFQaDiePjDpmG8um3ocL8UBYCKVcVDawdxxowU0qFAXHx5UapWq6JRhxdeOeLL8zxMide8jpuG1AS8fUVuCqKwqrg+HnytF1ec1ImooYmFCGO+YrGYEBD0OVLQyh5jCu14PI5QKIR712QBADtLgbADyEMOgLqQmNkex4aBcsM0NlaYDzfcqn+raRSe56FcLouqOn3YQRDgy8tXYfmKnWhNhPfY+pdtFJVKBdVqVQgeXdfFAoPClJVHoF61pEiWveEAxMhh13Xx0IYSjm8NYW57CKZpNnj6Q6EQdASYFAvQa9W/x/HStMQAaEgvaW5Eo4A+kAtZNp012yjk6XfNfPGeVbjuP54RC2153HPzfTiAgw1tfM6RotkIj0EoFBILyUwmI15jLpcTj5nJZMTug2VZYsw6jyc/o/zaw+tyqLgBLp8VEdF89BaHw2G0tLQI73kkEhGPNxpvWRgHQbADwLcBbAXQAyAXBMHDACYFQdCz+zY9ALpGfxSFQnE4cD0fb/+Xp/DZ+zbhrpd6DvfLOeYJggCPv74LAyUXV8xtEduvzPWkl4/VSIooXsxZMZ4cq1URNw5ZqmK8j8jVYi401vfXBO81p0wS36OQo7eY4orNQmxUkgc+UFDH43G8uK2AbTkH7TENuyqAj3ozkDzog+JmzqSk8KQ2N+AdzgZLOT5uPO9qM4z4ov+aVWL+3P/fA2tw5/Pb8KmLT8SfXXjiHvfne5sCjpV7fmbk/GCgLtibLQv5fB7ValVUj2m3KJVKWJcFtmQdXDk7KSr68jAJPnZ31ENv1Wg4ZxTAFMt8vZ7n4fVdeVxy67N4+s1h0XxJu8CB2gUYKY1C9mM3U7E9PLymF/O6U9A0rSE+baTqKhd99Gzza7xP8/uAv8+428Kx6fT60gvMiq7cyDc8PCzeX/IOGt/7FcvCA28UcHxGx4LJtUozz6vneQ2LLb5HKPpHY3+sFK2oVYdnAZgCIKFp2vv24f4f1zTtRU3TXuzv73+rL0OhULwFnt44iF35WncwO6QVhw/HcbB8ZS/SEQNvm5EUlWB2bstRYAzSlxu1WB1rCflIhHRsHLDUaOh9YKQIKQA4Y1YbHvs/Z+GUyQlRbSuVSuICHQ6HhR1Jrhbz2Nu2LSYW8vbLVg8hFdZw3dw4HF/DoFVv1JK33VlFnDspgYLlYrDiT6gGPFlgjuddbb6f7OvlRDPyT4+sw38/vRkfPmcWPnvZnBEfg+99y7KEhYK/w3RdR7lcFk1trBbLx4rnJ5/PN1gOmGABAL/b5iEdNXDm5LogYzVYrohOingouDpylieqwhRyTJVhA57rupicjqGvYGN9f30XgK/vQApj7ioBjX7skfjt670o2x6uXjSl4bMw0u25eGPihPwzj3YfOf4wn8/DNE2k02nxPVoldF0X1gz6+LnoZKMifzbak17ZWcGOgou3z4ogk8nAcRzRGMseANrSAAif/1jsj5XiUgCbgiDoD4LAAXAPgLMB9GqaNhkAdv/dN9KdgyD4fhAES4MgWNrZ2bkfL0OhUOwr97y8HZlYCNct7MCbgxW47uHflj2WqVSrWNdfxmWzM9ACT4hgblOzskTRxos/p7NRpPi+j5ltYWwassSFWDE28uACeVKWG9SOZ1gPGpIm2GAH1MRrLpcToooTvNjUyhgqns+Bso8/bC3i0plRTIvVzllPpS6Mg93T2iiQXNfF7M5aI9GbQ/UGv4nQgMfFGF/r3viL5SpxLBYbsbp40uQ0/vhtx+ErV80fsQLNY8BjHA6HRQKBYRgiRo/Hna+LApSfiWKxKAZ5sKLP81c1E3h6SwFXnJiCgXqknm3bIkKMlcgptdODPrsuvm3bbhiLzYWu53lIx0xMzkSxvr8sxLC8S7G/8HPfPNRjLBvFfSt2oisVwZnHt+8xfKP5seVhHjxu9CKPJDjl3a9isSh8xUDNPjE4OIhqtSqG5tAK4TiOyE7m87EgwEVPqVTCQxsryEQ0nHdcQlS7ZfHO7GJaZwzDQEdHx5jHcH+E8VYAZ2maFtdqR/sSAGsB3AfgA7tv8wEA9+7HcygUigNMseriN6/twhUndWF6IoDlBtg8UDzcL+uYxfd9ONUqfnj9DHz0zEniYkn/KpuC5Egw27ZFx7XsewSAz5/dhn+7fo6oWCrGRq4Cytvh//nkVlz3vedgVW0hKuhZZCWwWCzCsixxrpjRyhG5cu5rKpXCPatqu6PnT9XRaljQEGBHzSXRIL5kIXViRwx/edkczGyvKTAujGRRejigXWA80QXUxzRzvDnzhGW2DdUSId6xcDL+v2sWjPp4HO/LhSL9phS+XKjQj89KrzwEhENX2GxHwed5HpLJJH63tVZhvXRWTejJecRseqXY4mAdOZmC7ylWPvm8/GzP705hfX+5YQfgQPmM5UmE/P9YNopcxcHjb/TjylMmQ0PQsHPSjDxQiMdY9tePdM7oLWbDaiKRgO/7GBgYQLlcFjsqTKuQR61ThDOukl9nc92OvI2Xdlq4ZGYUqUTNlsHPD60bHPTBBVlra+u4i7j98Rg/B+BuAC8DWLX7sb4P4B8AXKZp2noAl+3+v0KhmCA8tKoHluPjulMnY0a69itgzc6xmxEUBw/XdZEvlmAaBlKx2uQndoKzIsbJUrzIcJuQ4gmA+H/C8GAa9VxVxegwIo1+YWB3tdgPsHxlDzriJkJmrVpcqVREDBX9qLlcrkF0UPjQJ8yvRyIROD7wq7XDWDo5jIRmw9SAjoiPnSUIS4y8Lc1zG9YDfPLiEzG7Oy2qgRQnh0sYcyHGP2PZKGzb3iO/uVlA3fn8Vlz8ncfx3JuD4z437RMUZhRMQD0VIR6PN1QWaUviGGhN09DX1yeiELmNH4/HYYSj+NXaYbxtRhIZ0xPHmeKP54qfrZQJJMwAfXZIiO7mqivfE7zfvMlpbBoow/HqPu0DlUyxrzaKaEjHv9yyGO89c4a47UjVYqY6UMTT1sUhLCNNk+NigOeF54rZwm1tbYhEIsKeFIvFGo4TUzvYa8HfjWy6/O0WB7oGvGN2fRgSI+a4yOFOj+u6yGQyorlyLPYrlSIIgr8NgmBeEAQLgiB4fxAE1SAIBoMguCQIgtm7/1Yt7wrFBOKCOZ34+rULsHhaBp0hB39/UQveNjN9uF/WMcurWwdx/W1rsabfFtUmbvlSBMtNTqxMyoMh5D9DJRvf+u0WrN5VVg14YzBaF73runjmzWH0Faq46uR2kUZAvzBhFTQSiTRs7XOhQgFhmibi8TgeXTeMfNXHpTNqzWG2baMr7GJnWdtjGpfcgOe6LoaKFl7dWRTPS2F8uKwUzc87kiji8WF8FxM5mln+yg58cdkqnHNiB06dMfbYA9u2xSIRQMNobi5eAIjcbzbVseLICuTQ0BAqlQrS6TQsyxJDPTKZDJ7cUkbO8nDl7ISotgIQWb70u1KgaRowOeaj16qnxFBE8vXJFhnP83Du7A685/SpqNiesKTIQ1L2B1m88v9jVfQjpoF3LpyMEzqT4ndPc7VYtkvwcWhb4eKkGX5m+HNzgcSFS0dHR81eNDAgCgByfB13BWh1kTPBy+UySlUXv91UxlnTomiLGeJzWqlUxONRBJdKJUSjUbS3tyMIAgwOjr0AU5PvFIpjjK50FO8/6zgAgO/amBJ1ofmqsng48H0fv3x5O4q2hxM6EygWa+InHo8LIcYLErcRKb7K5bLw4JEgCADfxT2rBvDyjmLDhV3RSLOFAqj7M5e/2ov2RAhvm5FCNBoVx55eVk3TxChbLmLkah+rv/Qjh8Nh3P3qAKanTRwXq4oGoXazisGqhqqvNdyXlgwKqR8/tQnv+++X4AaaOP+HswGPPyvtAiPFeZVKJVFh55S/Zn69ehf+8hcrcdasdnzvfachbI4tSehR5UKGgzwoPpnc0tyYGo/HG9II+vv7xbnn4iadTkPTNCx/bRgzWyM4IeWJKiSr0xRqsq9a0zR0x3z02yY8zxc/P9MuuJCRUy3OPqEDX7lyPjLxsFjQ0naxP59XCnN592Osiv5AsYp/f2wD+gtVUeUeySdMDzB99LRQjBbNxudmesXw8DCq1SoikQg6OjqQyWSEP79YLIq0CC425HHp/HyyCszUkGd2uig7Aa6cXbMYJRIJVCoV8broPae1pqOjA9FoFKVSSVSsR0MJY4XiGOKBV3di+Ss7xC9f27axsqeM7z+9TQmow0CxXMFDawbxtuNS6EhFxTACXoS5zSt3xMsTtrjtzv9rmgYzcDElHcLGgYpqwBsFWiiau+g9z8NQycZjbwzgnSd1IBwyGoQLzwOFMQUhBQ1TRHhumLqwamcRGwaruGxmuGFKXrtR29LtKdU+e/wM8pzy/M3uSsAPgG05Z0I04Mn2nZFEFyuf9OOOxLreAj5158tYNC2DH35gKaKhPavOMqyyJxKJhulzFH8UyBSuoVBIbN9TQLP5L5fLCbEMAJlMBvF4HKt2lbF+wMK75qXFAohijZ9LnhemTtRiEgPYvoZBu+775rY/78MFjcipDjRkK67wGbORbX8+r80xbfz/SBV9AHhwVQ/+8TdvYLBYFRGEzQsYNiTKw4Qo9EeLcwuCAMViEfl8XgzyaGtrE1ViACiXy+jv7xe2DFopKIoNwxBNr6w8y7tkv3nTwqwWEyd1RYVHmSLYNE3EYjEx+judTotphvl8ftzFpBLGCsUxQhAE+OdH1uGO57aIBq5yuYy1AzZ+8GwP8uXq4X6JxxyPrN6JrOXh6gWdImKIXkhuB8vd9HJzD1AfAsGoL1aWZ7VGsGHAashQVdSQLRTN1THHcZCImPjWDQvxrvmtDdvm8uhmTv1iZBgAURlmdVn21P58RR8SIQ2ntjri9uFwGO1m7TO3s6wJUSxvvQO1czy7szZE4c3hehQcBcmhrhjL/mLZyyrD7fyxJozN7kriy1eehP/+0BlIRMZuhmK1l0KJwimbzYqmKopVvkb+LY8HLpfLGB4eRhAESKVSIvqwpaUFpmli2epBJMI6lnbU7h+JRITIZOyb4zgNAlfXdTFYp98Oia/TC01B2RzHd/MPnsNXfrVBLLwoGPenYVa2TcjpFGOlUcydlMLx7VGxIyLT/FmRGwhHi2YDapX9Xbt2wbIsRCIRdHd3o6WlRbyOSqWCoaEhWJYlmvH4+DyPciwekya4M/P6kI+tOQdXzk4Ii0s+nxdWCy6OuBvQ0tIioviYQDMWShgrFMcIq3bksLG/hOuXTANQnx7UFa79on5jV/5wvrxjDtd1cc+KHrTFDJx7Yjvy+by4+HK7mFu/9OvJjSzyhZqCjYJsZmsI27IWLMdTwriJkSwUQH1aWDIWweXz2jCtJSKqkqxE2rYtGrgoULlwYY4xxYOmachkMhgo2njizTwuPC4G16o1AcViMcTjcaQ0G2G9NlKYYoaChhYax3EwNRNBdHc+NV8nq5mHWhizQsst+5FsFDwmI/HK1mFs6KtV2z9w9kxkYmPnH9MiQfFUqVTEH8dxkEgkkEwmhRiSkyjYXOf7vohnKxQKDYNzWC3elavgyTcLuOyEJIzAFSOkuXsjD5XgIonvjUmxABoC9NshsUDl+0BOO5ETR07sSmJ9f0mcz+Yq777SnD7B/49Wsd+RreDFLcN416LJ4lg1L3Lkz0pzQ9xIlgvf95HL5bB161aRANHW1iam4wE1UTw8PIxCoSCGuvCYyv5onjvairgw8jwPv9lURSqs4bK5reIzIJ9X7iAYhoFMJiPsUPQp8zFHQwljheIY4Z6XdyBs6njnwskAIFb83M5d26OE8aGkXC7j2vlpfPqC6Qg8V2ztA/WucP5ybxZiFAn8N1AXdgAwI22gMxnCQMlVwlhiNAsFv/f6rgL++w/bMJgvCXHHih/j8njRlSOh2JRVLBaFOI5EIkgkErjn1T54AXBOlysGTzALV9OAzrCDnaV6XJtcVWOVUUOAOV0pbBioRZqxKn04GvC49c+0gGb4fhvpe6t35PDHP34eX/jlq3tt3eJOiuu6opmPgoqimFYFoO7vDoJATFCzbRu7du0SnnymHxiGgXQ6jXA4jHtXD8IPgIunm2IYC6FglPPC+TVN0xAPG2iPBOirmsLSQSHGCjePG//M706jr2AjW3bE49LD/lYYyUYxWkUfAO5fuRMAcMVJncIG1Px4nLKpaZpoYpMbgblI5NjmnTt3YuvWrWLBwWNWKpVQKBQwMDCAnTt3IpfLicmdFOX0ZPPccXgIF0D0jQ9UAryw08Jlx8eRSSbE+8J1XSSTSVE4AGq9Ghwgw8WV3Lg8GuMncisUiiMex/Nx/8qduGz+JFGhqVQqqFarSGo2YiawtqdwmF/lsUUul8PiKQm0tLQgl8s1bKeyQ5tVH14Y2NRkmiZeGtDwejaDsxIDDRdsXddx2iQD13zklAbBcKzDyuNIFgqgJgTueqkH96/uxWWzFiIRMcTgBVmsyp3viURCVBVZvee5SqfT0M0Qlq8awJLuCMJ2Fvbu547H4yiXy9A0DZ0hB+vKIQCaqPgzy5WLHtd18dfvmIN42ICGklgksepJMXgo4HttPBtF8+tZ11vA+3/0HNLREG59z6njvt4gCFAqlVAqlUQjo2EYiEajiMfjqFQqYqudtgV6dZurmv39/cjnawt/xrIxHSGZTKLquLhvzRCWTI6gM4aGuDc+t9xIB0C8L/hzdMcC9JQbJ+xVKhUxCISLWNop5k1OAaiNb+/MxMXii++xfT2f8nHfGxtFf6GKpTNb0Z00G4aR8HgyipCLs1wuJ6wKsnhnIzDHcHOqXSgUQigUEosYJoqwEgwAyWRS+PKbEzE42jvYnUHMXZKHN9UKOdct7BAimA2WAEQDMxemfK8AEEL+YE6+UygURwi7chY6khFcd+pU8bVwOLw7K9fB1KSO7cPlw/gKjy0qlQr++7md2FWuXWC5TcgLFKc0Nce0scpimGH8cmOA53JpeH69451/y6JKriQfy7CzfqQc3SAIUKhU8dCaPrx9XidMuMIzTIEkb8XmcjkkEgkhzPh9y7JE53xbWxsefX0Ag2UX53bXPLIUC7L1pcOsouxqyLuaEDVAPZGCf586LY2F01qFGD4cDXh8PaNt0fP7zdX4TQMlvPeHzyFk6Ljjo2diaktszOegMCsUCkIM8w8btFix5nmV/wAQw1UqlQq2b98uRB4Fve/7aG1tRSQSwcNr+zFc8XD58VFxTmXPcvMEStu2xe4Abzc5HmDINlB16+KZjZryCHf6ZOd11yIyNw5U9mjA29fz2WxfGW+oBwB85aqT8D8fWrqHt9h1XbEYSafTiMVi4jhkMhm0trYikUiISiytXOl0Gi0tLejs7EQ6nUY8HkdLSwtisdq5ZqWWnm/G9xmGIcY+83efnE7BdAvTNFFxPDy2xcLZM+KY3p5EoVAQx5UJPrR+8L3ChQjTLOQmvtFQwlihOAaY3hbHrz99Hi6Z3yW+JndAf2K+h+9cc+JhiX46Fnlu3U78+MUBvNbfKKYANCQbcNueDT9szFmTDyFnAx40DNr1qiEAceH+96e24+sPbxFC+ViG6R2crNVMtVrFI2v7Uax6eOe8FhiGIaqGQE0YlUq1EXUDAwPQdR2dnZ1iG5h+cMawJZNJxONx3PXyLkxK6DguXBZNQqw8MuWgbbeVaVdZF9U5RnfJDZcFy8byFTuxo+AKkXaoI9tkkTGS6OLxahbN//roOriejzs+eiZmdiT2uB93RcrlspiQxypgW1ubWDAwgs33fbFokfOKuVhgtq7ruujp6UG5XEY0Wkt9kaMQk8kkdF3Hz1f0oTuh47SpcbFLwOorn5u7L7QFUGSRaQkggIZ+2xSfNzZashLKxa3ruuhMRfCVq07CmbPaxDnmcdtXO0WzjYLibzQbheXUhLfnOkKE8jzw9xGrrcyHNk0TmUxGLOry+Tzy+Tw0TRODNORzz6osJ3Ty88edSv5+4wKDx4jnmRMO+UfTNDy3y0PRDnDdyW0Nu2fsy+Dr4bjxWCwmFqSWZSGfzyMIAqTTY+f2K2GsUBzlWI6Hsu02bPsRMdXJscRqW3FwcRwHy1buQtjQcOnsFnHc2XHPizD/cGueYiEcDuOJnUBYrwnhASfc0HDE58hVXDyzOd/QCX8swou9ruujTvSq2jZ+8couzGiN4aTOsPANsxrGqlW5XEahUEBnZ6cYvsILM32Ovu8jk8lgw6CFlTuLuHCqDtep+8fj8bjIZzVNE216bZt3l1Wffsf3AF937TV6+OzPV+IPmwtCSPEzfSiFMd9r+2Kj+PvrT8Ev/vRtmD0p1fB1ej5LpZLYNufigeN8KUiZTWvbthBz8vHhuWIlOQgC5HI55HI5YU3hREnHcZDJZBCJRPDKliG83l/FO2cnEdudp0vhzfNQrVYbvK7NFWrf9zE1WfuZ+6p7DuehSORt+Tn9yLmzcPLUFrEQfqujoVk1lafyjWajCIIA77z19/jafasbXhsAsSvC9z/QGJOnaRpKpRKy2aywotBLzKEaQD3Bg02SzLRmMgjHgrNizNg9Wh14bvkZ4K7JbzbZOL4tgoXdtZHQ/L3JdBguLmjh4HuWCSZ8zalUCmOhhLFCcZSz7JUdOP0bj2LbUKNVQq4o9Bdt/M1Dm/CHjQOH4yUeU/QPZfG7jXlcNLsNEb0ep0ZhDNRH2/KCYFmW2IrsrZrYkAcumVJryhpwIw0DFyimZ7aGkbNcDFWO7WQKbrU3p1AAddHs+kA8bOKWU7ug67oQZLzQcmJXNptFKBRCd3c3yuXa5ykWi8GyLFQqFVGJbGlpwf88tw0RQ8OSVrthm5tb/BxAEIaLtOlhR7nxtXGoASv+mZiJ7nQEGwYb86kPZQNec2VSprnqOVSy8fm7VyJvOYiFDZzYVRMjcnW4VCqJqnssFhPiiyJL9m3LObpMK6CNgYM/KIrkhQxFKkcX0xpDQfezl3oQMYB3zGttsLIAEDsA9KiyqsnGMC5INE3DpISBkF5LpuDP1NyAx/tQGGfLNp55cxh+UBe3tF3sLXISB8/DaOcIAFbvyOPN/hJmtkUaqsXyjhQXe2yco81BtrdwvDJtW6za8jGz2azIMaZQ5+ewra1N2FNs20Y4HEYsFhM2k2KxiFwuJ7KnAWBjXsfWnItrT24V1WJ+ph3HEXa0SCQimlu5cC0UCsLfPF61GFDCWKE46rnn5e3ozkQxrbXR10dhrGkadM/BE5tLeHHz2BOBFPuH53n4zeoeFKo+3rU7u1ie+MQKCMUtL1asdoVCITzVqyOkBTh/sob2kItBNyyqZUB9W31mS02gbBy0jtmK8XgWCsuyUHU8tKQS+Leb5uOak1sRjUbF1jwpFAriIt3Z2Sm8q6FQSDTSUcAlEglYvoHfvD6Es6eaCAWOEDupVErEulFE6rq+O5minjLByjGrk6xEz+1OYX1fuWESIt8vBxs5QWAkf7Esmsu2i/f/6Dncu2InNvTVR1nL1WFWK5PJJGKxmHj/yw1aco4uzwnPIwUnBzawykz7iW3bokmSx4dCOx6vWSZ2DZfw+KYCLpoZR2uyXi0GID6bFJ1s7pIrnPy5gyCAaejojgbod8JiEctFLT+7fC38bD+6tg8f+ekr2JG3RYYvBePepnY021dooxhNGN+3cgdChoZL5rQ37KCwYs9FG48932elUkk0nDICjYt32Tvtuq4Yuc1z2draKs5PKpUS54epO/QEs2GOYjuXy6FUKkHXdfx2u4d0xMC50yMNySf8N48XRTH9z5ZliazrcDiMeDwuLC6joYSxQnEUs3WwjBc2D+P6JdNGzBsVIf2Bg664jtd3qWSKg0mpVEJ/oYpZ7TGcMikibA6sjvFiyj9APdw+FArB8nW82K/h1HYPmZiJroiLQS8qxJTcgMehAxsHrYYL/rHCeBYKz/PwH4+/iQ/9z6soWA5sqyIu3hSyrJJVq1XRNd/R0SEEFyd/FYtFcTFPpVJYvqoPthfgbR2OqJbxvuzepwAHgM6Qg11lIIDe0Nwme4w9z8OcrgQ2DpTg+dijAe9gn1+5QWykwR0UrZqm4YGVPXhtZx63vudUnDIlJbbT5epwMpkUlVegMTWEDXCyh5i3CYfD4rzS3iCnOHARKW/Ds3JIAZ1O1ybb3ffaAFwfuHZBm6gw8zzy52Q1lLnRsmefnzugVmiYkgB6q4ZYzLBHQJ6ax2PleR7mddeq6G8OWg2LJZ7vvWE0G8VI+H6AB17twbkntKElHm4YKiJbc+jJ5U6JnDaRTCZFvBrvVywWxZQ5LkRpZ2hpaRELPlbsK5WKWHDITXw8jrTNcIExUPbwYo+NK+akEdLqPyOFON8b7A3gOWPFnu8Pfl5H814TJYwViqOYZa/sAABcK6VRjITrupiSCLCut7jXlQrFvuH7tRD6W5ZMwt0fWQzHrjZUdzgwAIDI3ORFhxeKZ3sB29dwwRQglUqhO+Yj74dRcfyGAR8AEAocnHd8BplIvcJ2LMEK2GgWiu8/sR7/9sRmnNCVhG/XtsqZWEFx6jiO2Ka3bVts9xcKtQVkMpmEZVkiazcUCsEMhXHPq/04uTOMdsMSYoUNefJgAwqaFq0ML9DQX9VE9Q2oi1+K0jldCThegB3F+ijwQ5VMQYExUtRV8zCJ+1buxIy2GM6ekRAiiJ5hVoebkYdJ8GdiRVLOHebr4GeDX68l7NQ9znxeOQIvCALh8Xb9APe+NowFHSamp01RVeQuAAU4k0xkXzdFIwUyf2dOTWooeQaKriY+23wMCnMmzriuixO7kjB0DRsHG+PmZKvMWNCb3DwcZDRh/MLmIfTkLFxxUqdYLLKSLydw0DbESMF0Oo10Ot0wLCWbzYosY8dxGiq+fA/TNsR/B0GAbDYrGuTkBQe9wKVSCaFQSPzeSyaT+P2u2uf3kuNCoooNoCGyj7s1/F1K+5kclUe7BpMxRkMJY4XiKCUIAix7ZTvednz7iPFIjuOgVCqJ1fSksIstwxVU7GNz2/1gU6lU0J+v1C7yUiVDHmHKizcvpuzgNk0Tnh/gqV06ZiZ9nNAWQTQaRXe0Job6bFPkfPICa9s2vvWuE3D1wk5RNTtWYCVpNAvFHX/YhP/38EZcflIXvn7VXLi7t9dlj6c8OACoCYiWlhbhZ4xEaueA1WL6i18bAnryNs7pcoVQ03UdLS0toiKZSqXEZDV5yM4uy2iIHPM8T1g0fN/H+Se04vkvXoK5k1JCqB2KijErn+OlUZimib6ChWc2DuDy+R0N3uFIJDLqiGh6TeXBK8yvpTdVTivQNA25XA6WZYlcY3liGn3B8u0pICnsn9qUx0DZxTtOjIvjnUqlRHYxt+AZN8aqLzN7mycV+r6P6anae00e9MH3ktyUyM9nNGTg+I4E1veXxeeW75e9+bw2C2H+rKMJ49mTUvjiFbNx0ZwOsYihrUDODx4eHhYDN9LptGhYlKcH0l7C9wSnP/L3FpsoZeHORJe2traGyYEUrvSNs4gQjUZhewGe3O7hbTOSmJKJinOVz+eFP5nnI5PJiGPAHR5+Lrg7oeu6ar5TKI5lvvtHS/D5K+aO+D36r/jLfVK4ihPao+jNVQ7xqzz6YZXlU8s34RuPbBYd1UC9oQeAqCY1RxllMhms6ncwaOu4aKoutlun7J60OuBGhHBh5ZANQ34A+Lurn8cC41koHli5A1+5by3OP7Ed//zuRXAdW+SgUmgyk5gXV/rAk8mksFHEYrEGG4XnechkMlj22hA64gaOM3Nie5vRV9lsVjQaDQ8Piy3fFt2CjtpoaAoDCgeeN8dxEA8b6ExFxGvlYuhgN+BxYTWWjYLVv7Ch49MXH4+rT+lGPB4fc8gEH5vnS65Gy4MbWBWmEMzlcsjn8yIVQX58eftcrobS58tFxi9fHUBnTMeFczrEjgxQ38pnmkUqlRLb9GwMk98vfB7P8zA9XTs2fXZIVIwpjGWxKk9nmzc5jXW9JSHi96UBjyKQC+qxbBQAkIkaeM9pk9GSjIn3Fi0OfI9z4Uexy0UCf54gCJBKpdDW1gYAIvOYCwiOZqbw5usZGhqC4zjo6upqyAWnl5vNpoZhIJ/PQ9d1xGIxPLW1gqIT4LqTW8U5ZH51MpkUSTH8ncgmS55L9l9wwUMP8lgoYaxQHKVomoYFUzM4dUbriN/napq/3E+MVXDrlVMwJTP2VCDFvmNZFl7aMoxtORuLpiTFhZvijVUV3/cbRgEXi0Wxtfxkj4aUGeD0ybVxtUNDQwg7RYQ1H4NORFxUuQPgOA6efnMYF//7K9g0VD1mGvDk7e+RLBQntkfwroWT8L33nwbftUVlWa7mceFCIUDxEI1GUS6XRdWpWCyKymIoFELZTOMPm7I4b7IG+J543Hg8LvzkqVRKxFcBtc9hyNDRHvbQU4tKbvCEy8NdAOAXL2zF7c/Xxvnyawe7AY+vgdvWMs3DJDKxED501jTMnjR+9z8w+vnicaYQpwBlXFgymUR7e7sQdBTB9GUz8ouvXT4+2wo+VvVaeOecJOKxWhNZLBYT1chCoQDbttHa2trw2WQTZkdHh0gu4WsLggAtUQNJM8CAExLnRl5UABDvKVZqP3Xxifiv9y9pEHFc6Iy12GkWwqNlSJNXtg7jzuc2w/YCYdfgoBS+f8LhsPAK81gw5YH2A1pNPM8Ti7tUKgVd10UlmVYhCuB8Pg/LstDe3o5EIiGa6jzPE157Vn0pzNPpNMrlMn67zcOMjImlM9JiMVGtVhGNRtHe3i5eaygUQi6XEwtKuXGTBQNd1/dYSI2EEsYKxVFI1fXwpWWr8Pqu/Ki3aY4c4tbxsdakdbDxfR/lchkPvj6MaEjHOdNjDbmsFLJstmKlt1AowHEcpFIpbBksYV3BxPlTdZh6PfJJ1zV0mFUMehHR2EQh5/s+2mM6LNfHxsHG7vyjFebMjrRtv763AMuqYmomgn+6eTE03xUVWw51YPc9t7Rpb2GSASvJkUitassLPHNxH1xfQEjXsDCeEwsaVhflwRjs9OfjA0BX2MaOEsQ5BOo54xRXQRDg6Y2D+J/nd4jqHhdYsgXjQDNeDjRQE/i7chaWv7wNluONKtBkWGmXfcV8zGq1KiK3eKzK5TIGBwcRj8fR3d0tzhkHR3AQBIVPoVBosBGxGey+tTmEDeDK+W3C8iDHh5XLZTG6m4siCjxd1zFt2jThVaaA5WdralJDnx0Wn0NWjPk65epoEASYMymFk6e2iJ0JuQFvrM9rcyybXD0eiduf2Yz/9/AGhHdXTuUYQx43HnfGs2UyGeEFpt+bnv2hoSFYloVMJgPTNMVwDVZrOVyjUKjlbsdiMcRiMTEchdV4Vn/5s3ORomkaVvWUsK0I3HBKp1j00D+cyWREIYHedU5zzefzwn8ejdabk+Px+LjjoAEljBWKo5LHXu/HHc9txa7c6LE0bJzgBdvzPPzH80P45M9WHsJXevRTrVaRL1v43YYs3j6vA5pXqyTJF3DaKej55pYtqzOPbXOhAbj4uIjIR2VsVkfIwaAXhevWx/XyQtAZ8REyNGzor4nto7lqLG+bNwu45zcN4V3ffQr//viGhuYm+RxwW5fb9hQlrBwzr5hTwRzHQT6fF1W+SDKD+1f14/RuA+GgNhChWq2KSrNse2CFlEJZ13W0GVUMVYGqXxe5skeWldA5XQn0Faoo2sEhacBjZVGuqsvINoplr+zAZ36xCgMlZ1SBRmgnME1zDxHNjGgKRC5YhoaGEI1GMXXqVPE+D4fDyOfzommLAjObzaJYrEXFcUR3KpVC3vLwyLoszj8ujs5MXEzFY7Qaj7csijnpzXEcdHZ2CjuMGJAU1Md4T0vWpt+5Xn0wCUWonPVLoed6Pn7+wjas6ik3xMPx5xuNfbFRWI6Hh9f04tK57UjGow3pEXyPcbojF4UciQ5AvNZIJCKsDsViUcQPshmV7xGKYoplObmDOzSJREL8jLR08FrESZKPbHGRCGl418IuYStj5TeVSomFD1D7HdrV1SXsOyzycAfINE1R2WbxYTSUMFYojkKWvbIdHckIzj2xY9TbUBTzF7vruqjaDl7amjvqK4uHClY0Ht+QRdn2ccXc2qQ72YPHqiXD9LkFyMaiQqWKF4fCWNQOpEO+uNCysaUzZKMaGMi7dY8iK1R21cLx7TFsHKynIxytyBUwmVe3Z/Hh217A5HQENy2ZIrZtOYmLcXis4lIsNycJ0GvJpqPBwcGGCvUfejyUbA9ntlkN1olkMimm6PEx+RhyVz4b8NhIKZ9LNmv5vo/ZnTVj+easI6psB3M09L7YKO5buQOnTEnh+K6xbRQjRbMReo7lBQxFsWmamDp1akNzVblcFpVcVo6LxSLy+dpuGSu/yWQSAPDrdVlUvQDXzG9pOEf5fF58Phj7xX+Xy2XkcrnapMK2NlHhZMWY3taaz9iAG2gYdgxx7ORsai60RHVW1/CNX63Bg2v6xc/L99tYn1e5oW88G8Wja3ahbHu4etEUABBVck4SlM81F4Ws4vOzwUUHPb3MBKYAZXMiK9DDw8OiEu15HlKpFOLxuFgY8HMlJ1tQ8Hqehy39Oawc1PCOuS3QvNpAGOZUc1w788Oj0aiIfeP1zDAMtLe3w3GcBssIP+9joYSxQnGUMVyy8bvX+3Dt4ikwjdE/4ry4yAHpnSEb2YqLXaoB74DA43vp3Hb843XzMadVbxiswgsKp6vxIlsoFESTy+NvFmH5Oi4/vr4FyF/8vu+jM1y7sMmjaPk4lUoFc7oS2DBQEfFjRyOjWSje2FXAH//4eWRiJr7/R6eguyUhql1cFCYSCZG7KsdGUSBbltVQWaPtgueIzXXLVg/hhBYD3SFLCAbGVxmGgUKh0ODTpJDgNn6rVquS9lbqKROy1YnnVBbGFGN8rQejYkwv7Ehb0Hw/maaJDX0FrO0p4B0nd43ZAMbHHM0HzkULLSflchnZbBamaWLy5MkNMWqFQgGDg4NCZNEKwQZKir9UKlUTRbaDe9dksaArirmTEmJ6GsW3PLqZ1VE24tFLS+HH94z8WQSAmS21Kmt/UwOevIChIKRAnTc5jXV9JfF1uQFvJHsMv763Nop7V+xAeyKE8+Z2N8Ti0dPLmDQ5mYKVcg7poCjma6Y9iJ8XeospiovFoji/iUQCbW1t4vch37OMQaQXOJ1Oi8/WY1sdBACuP6VDpFlwOE4kEkG5XBZNgh0dHcKKxoZYTjekVaelpUX4orPZ7JjvTyWMFYqjjAde3QnHC3DdkrGzi3Vdxy43BkAT1YyOUE1kvd4zujdZsXew8qVpGpKxCC46IQ2rUhHxbHK0EsfayjFhvHA91WegO+phTqshxBH9irWpabVq0YAbaegc5xb4RbNbce2CDnj+0SmMeZybLRRV18OHb3sBEUPHf9w0D60RiKlrFMOsYrGaS1ElV7S4dcuqk2maQigBNRG1oWhiy3AV53X7QmgxUYGd8wDEhVrumqegSRkeorqPHqsmbvi8QN0CU6lU0J4IoTsdQb5aE8HySPGDUTGWFwbNcAte0zTct2IndA14x8ldY9oouFNF4Skjn0vXdVEoFITI6ezsRDweRy6XE+OkudhIJBKiIswdAb7uWCwmKvgvbC9jV8HBlXOT4pwmEgkMDQ2J6rVlWUgmkw0NXMVisSGhglVPOQ6MnuCpKR0aAvTZIfF5lqPYZPsOFx3zu1NY11uEtlsYM0WD9xvpuAMQlgvXdUetFruuh/5CFe84eRJ0DaLS3jxhj2KfnwH+3Ox/oP2APw93rPg7jNnDw8PDKJVKSKVS6OjoEGkuAERcoZwQwko9c5Ity8JgNoend2k4fWoM7ZFAxObJuznlcs16kk6nReMkF//VahXt7e1CyCcSCXR0dDREY47F2Ms6hUJxxOEHwLknduCkyWNvZz69KYf/2dWNdyYqOAW1C3yrXgGQwNqePC4+afIheb1HK8y2vXf1ACwPuGZuUqQS8GLEyhRzVwGIwQSJRAJr+iz0VkN4z4kQgopim8ItonlIGS6GvAiq1QIymYxoanIcB+fOyuBtM2oXpqPRSkFxIW/JB0EAPfDxtStnI2l4mJQwRIUrk8mIihMbf4SVqFoVlSVW7yhc5WPHzGIOK3j4TQvpiIZFbT5MwxTNRel0GqZpYmhoSFgq6HcslWoRFBQehqGjM+Kip2xA66hX/YG6ZYHVusc+ex4Q+Ni1a5cQxrKFZryu+71FFvjNNNsoVu/I4fTjWjC5dfThCWP5wIFGexeTIUKhEJLJJEKhkIj8Yk9ES0sLYrGYGAvNx8hmsw0VXo7w/tX6IjoSJs6dmRJDdEKhkFiI0lbAyXi6riOfzwsvM60A4XBY/AHqqRS1jGoNnTENA04Ytl0UYo3vKTk1gQumeZPTKFa3oL/koXP3xEr2Eowk4uQFiVy1H/kcOvjpBxYjHI2J3x38rLCqzvcVmxy5g+X7vhhuQhHOoRryAoGebqD2fk4mk+js7BQ/H/32fM9TgA8ODorPZCqVgmVZKBQKeL7HRcEB3jUvJWwyTHMBIHbXwuEw2tvbRYMlU2M4pa+np0fsvLHiTVvTWKiKsUJxlPGBs2fifz565rgXx3tf7QUA9LtRUc0I+TbOnxFFd1pFtu0PIqwewG3P7cTvNwyhUqkIbzGbbHhxzWazQtQw8igUCuF3231EdR/nTq9nrLJhiRf8IAh2J1NERVOe7D20bRtFO0Bf0T7qfMZcANBC4XketvbncM8Lm2BZFpZMTWD2pBRaW+sZqLIA4pa74zjCN8lKmjxkgQsR/mHVqVqtIu+F8PyOCi6YaiJsaOI8cuwxUysmTZokLszValWMK+b5qp1HG9uLAXTdENU4oL6g4SJAQyB2GuiNPhiDPvbWRgEA//lHi/DPN5w0auVS9hUz81aGSSuO4yCXy4mFIptM+XxseovFYkin0w2JCvTpF4tFRCIRZDIZIaK3Zqt4aUcZ75yTRjRcq27G4/EGscZEBHlEMSfiyZPaIpGIiAjjzyY3vk5Lauh36p9zfp/vHbkBz/Pqo6G3Zm1xH1bTmyvGzQsSefE20jEvVWr9CFrgi88K3898j1mWJRrmKNz5O4Y+fAAYHBwUPn4OnrFtWzRn8tyk02nR5MbBOTynpmmKSjHj0zKZjGiwLJfLeGxHgClJAye11SrX6XRaVK25kOX7KJVKidenaRrK5TJSqRQcp+5LTiaTDeJf9lWPhBLGCsVRxPbhMnx//MimXNnBY+sGAGB3ooErhMVHF4Rw+fzRm/YU48ML/Ks9ZezIVfHOea0NFwn+kqZnjlu17P4OhUIYqnhYnTVxeoeHiKE1NI1RFFFYdYYdDHsRVJ36qGAKBcuycMvtq/H9P/QAOHpGQ1OY8mJXLBaxYyCHD//kZfzNA+tQ9nSR6sHbU+DxGLNSL1d4ZUHKY0nBI09h41S8p3aPqz2nu149Y4WLHfycdEcRk81mMTAw0DBBLRQKod2wUHGBUlBPY6CQoFD3PA+vbB3G+3/8InYV61FhB7oBjxXqsabdUSjy+GTiI1sugPp455FGdAO1z0ylUsHw8LBonKPdJZlMCusCRWUqlRILRS4c6G/1fV+IYjZsPbShjJCu4R2za9Vix3HQ0tIi0ix47DKZjFi0cJgLUxq4sJWTEHjO5ei2GZlQrfku0EXVlwKXqSRclLmuiwVTM3j5K5fhkpO6xbGlQG0Wxs02Cs8bPRpv13AR5//zH/DQa/3iXPK2FIdcWHDBxoUhzzuruQMDA8jn88IywYo7LSYc281mRzYSx+NxWJaFoaEh8Z5mkkk8HhfT8zjC+Y2BKrYUgHecGBOCO51Oi8xwngvuCFDo8vcnxbYcE8fUEfrTx0MJY4XiKMH3A9zy/WfxmZ+vGPe2D6yq+ZBbTBdDft0TyQt+oWLD9VQyxVuBlS8AuG9VP5JhA0snh0SnO6ucrMgUCoUGGwUvNk/1BPCh4YIpmvAcsroVj8cbxqd2hRz40DDshUW1iQK4VCphdlcCGwcqQjAf6bCyTtuJbdso2T4+cddqbBu28IMPLEUqrDUMGWAVnsfF930RwcWLO4UIxZ5cOWYVjU1xpVIJjq/hie0OlnaH0BIOxOeI4oAd++3t7Q3DQPh1ihKe3zaRTBFq8KVSEHPLWEeAZzcNYeNQfaDFga4YU+SNJGTl5i/fD3D5vzyJnzy7ddTtfFYXWZEf6ftDQ0Po7e1FoVBAJBJBOp1GW1sbWltbxf1JPB4XIkeO3spms8IWwbG/vu8jV67it2+WcOEJaaQjtWY6VoC56OB5o0jjQoa2GS5qeR+eN/k9warwcRkTATT0V+vnju8lCmO+LyuVCkKGjrZEWCw06MOVH1M+9s1pFCMd0yAI8MDKnSjZHo5vr1knaKGQG3E5LIMLF3qb2bhIfzZFaqFQwPDwMICaRYJZxDyOXIgy7zsIAuzYsUNYMNi0SJ8zzyOtX7/ZZCNqAOdMCQkbj6ZpotlVbnhMp9Ni8h5QE/mJREJUjhm7x9+p3LUYbfFGlDBWKI4SXtg8hO3DFVw4t3Pc297z8g4c3x7FvHgROT8Kx6t3Vj+3vYKzv/MHvN6TOwSv+uiDVSDb1/DIGwO4ZE4r4Npim5GNXoxDGhoaEvfjtK9AM/BMn4HZSRvTW6OIRqMisD4Wi4mLKrcU282aoOq3Q6KqwmpSuVzGnEkJvDlYgQ/tiK4YcwDK8PCw2CaNRqPQQhH8+V2rsa63iO+97zQsnZ4WFSK5Ok9BEASBiJNi1BMvuPzjuq7ItdV1HYlEQix4qtUqyuUyXs2aKNoBzpvkNxxzJlGwoYnbunL8G/2qjGvTNA1teu08cjQ0BRgv/PzaCZ0J6BqwaagqxDIAIfAOBKyWjzfU48Utw1jXW0RrPDRi5XI0XzErfaVSCX19fcjlcsLK0NHRgWQyKbbAK5WKqIjznHueh1yu9juK1X9uzyeTSZEe4nkeHt9ioeL4uGpOUoiwtrY2FAoFsXtA0cUKtGmaIgeZA11M0xSLV74WuVLP88PR0ANuRJwf9hU05w/TBvDQqh587f41DVYeimieU9mOwXPEBItmbNvGQ2v6MLsrgePbow2JLXy/8G9WePk+5LmiJ37Xrl1ix4X+XR4zLvD4XolEIqIiDwD9/f0olUpiCAffz/JClcd7x2ABL/cHOH9aCCGttlBJJpNi4qC8mEkkEuL18TPEuLhqtSoWNByiRAHOhcVYKGGsUBwlLHtlB+JhA5ef3D3m7bYMlvDSlmFctaALHaaNABoGbFP84k7rNW/sWpVMsc/IIiVbcXHqtDTefmJSbCmyy90wDOHpY9e9PFxixUCAoqvjvG5f5HrywpVKpYS4otBqC7nQEWDQjTb459jlP7sjDtsLsD175I2GprDi9i0vwqlUCi0tLYhEIvjNa314eesw/vWWU3HBnA6xJUwhwaonBxsUCgVYloXW1tYGzyUAIVZ5PkzTFF3vFKj5fB5BADzRo2FaUse8dkM0eMkjbim2eDHmv/k8AER1MBwOI2oEyJgeei1DNFbJ3fZ8XRFTx6yOWgyfXDk8UMkU8vt0PBvFfSt3IGrquGhuxx6VOD4OF4J8rXzfs4Iub5FnMhnhV/V9X9hcKKboT6ZY4uKHY4cNwxBVQ9/34QcBHlxXxPyuGGamNWFp4oAIOeGF1WI2anIxw6lqFKjRaFT8PLRWsNLqui664jrCeoABJyyEryyOaaXgzgMAvNFbwE+e3QLH18S5licf8rgDjTaK0arFWwcKeHlbHlec1Cn89YSvhdYH+feWnGGcy+XQ19cnRKZhGEgmk2hpaUFbW5u4DX3YXIzkcjmRDuG6rjheckQhRTUX+5Zl4aH1BXgB8PZZtdfEanW5XBa7KvwMxmIx8bwjVfwBCOsLXxd3akbyuMsoYaxQHAVYjodfrerBFQu6EQ+PHTZzz8s7oGnAu06ZjK5w7ZfhgFuPj0oFZZi6imx7K8iTBGe0J/BPVx+P4zO6qDgxqYLiid3zFBC8OP9+l47WkIfTpsREN75t24jH46IJpaWlRWTv6gjQZtqiAU/ON3UcByfs3krdMFARW+QTHQqTUqkkxCMvrtFotCEp4YbTpuHXnz4f71w4Wfh2aUHgti1Qs5Xk83mRPkHxxa1jAMJKURO/gYj7om2D1o0tJR1b8j4umFoffwtAxLVRTLDKxrG6sgeZ1g2KhVr8noMdxUA0jQH11AOg7tWd25XAuv6y2HoH6v7V/RXH/DkpZJrPCwW/4/l48NUeXDinHS2JPcUGbUOsmnNxw8em+KfQo92Ix4xe41pqh9GQMEHBTHHFBATaLLjIfLXXxva8g6vmJBsqpHIsIhtiuVNAGwwFPUUwUzKi0ajwHPO9xfeN67rQNQ1Tkzr6nZCwulDs8nyycsoK9LzuNIIA2JqrL4bk9ySPPSvJ/FlGqtI7joOHXusDAFwxv7PBDiNbcrhgr1Qq4jllccuJdrSRcNHBHRY2QfJcVyoVDAwMNCwo+B6nOJffo3xvmKaJXKGEx7e5OLkNmJoJi1xk/g7TdV1Uvfk+YbGA4pfpMfw88HPHnQC+LsbHjYYSxgrFUcDvXu9DwXJxw5JpY94uCAIse2UHzj6hHV3JENrDHgz4GPKj4peX77mYnjbxRm/xEL36o4OGarHlYWe2LC7WvHiwKz+RSMB1XeRyOXGhp/jrqejYUjbxtg4HLbsbgYrFYsMYVY4/DYVC4gLbGXYw6EXEBZpiz3VdTEub+OJlM7Fgci1Ka6JXjblQ4PZtIpEQFXd+LYCGLy9fhVXba9vpcyalGoQYjycb7iqViqhkserFhh9exGm7oA84Go0inU6Liy0j3VzXxeM7gZgJnD89KjyQrIQBtcgvjqAF6vmvjJVqaWkRjWFyJbHDrKKn5EMz6pVmuSpMi8NpM1pwQkcCgVaPaTtQDXh8DlbTZeTq9NMbBjBUdvCOkzobKpe+7yObzQqLRDabRTabFTYGJhAw85YDNmThuGvXLmEt4v0YC5bP58VnhlVnJlFQjHGBeO/aHFqiBs6ZERfHpa2tTeTntrS0CL8+K9CGYWB4eFgkH7DSz0WZ7ANmVb1ZcE5PG+i3Q+J4ykM+5PxqTmKbP7nmid44WBH3kRvwKCTlRS9FsgwtKhfMbsdfvf0EnDAp3bC4oQWLnm8uTmjR4PRAWiPknzWdTotqPH+XcbHOCYGMt+N5YBZyMpkUwpXvV3mx9+vXdiHvaLh8VkRUspkrLWd/83tcoPL4NyfxcCEtV5250zRasyJRwlihOAq47KRJuO1Dp+Os49vHvN1LW4axdaiM60+dVvODhUNo0SoYdCPiIux5HqYmoITxPiI3r9zxwk5c+Z8vIlu2RaWLXe6hUAixWAzZbLahAYZVoSd2AqYW4PzptarJ8PCwqOxQ8LW0tIhKCC+eHUYVRT+EkhOIKqS4oDpV3LRkCrpT4YbGm4kKL5xs1uGWMkWsYZj44j2r8D/PbsXzm2sebdnLSvFFEcOueIri1tZWsaXP8yE3Jg4PD4vmHi5c2PEeBAH6izZWDALnTjGQScYwODgI2677yJPJpBjmwdfCWCsA6Oiopb7Imba8wLebVXgBkPXrY6RZ/eZrdBwH717SjR9/cClikfABbcCTbRvN1WJWVFntndEWxwfPmoYL5nQ2CLRqtSpSCChwksmkqDSyaY7ii1VkipZcLgfXdRGLxRpEf6lUQqVSEYMbuD3ORUkikRAiVdM09FcCvLijgnfOTSNs1gR2PB5HLBbD8PCwiGbjYwVBbYohB1GwUYzHgRYDemhZ5ef7AoBoVJvZEkbJ01Fw6jtJ8ueOQpTifnprHPGwgXV9ZSFW5WPKKiitG6PZKPg+mdkWxfvOmNYQtcfzR3FM3zzFKhfafC95nodCoVBLTGlvbxDFrC6zgTUWiwlvPf3T/f39YneL55J5xrJNyfM8PLShgs5ogEWTahXrdDotdm5oNaKw5u/BIAjE7gLPAT8L/Fxzh41RieNViwEljBWKo4KQoePCuV0w9LGzi+95ZQdiIQNXLOgWHtVWvYKhICY65IMgwKIWGx8+aypcd+JvuU8EeGHRNA0BNNy7sgdLpsSRjpriFzcbQpLJ2pYu44xorwAAy9exIhvGqa0OOjNx8QudeccUvB0dHaJjm1uu8mhoCkS+rlKphL6Si8c3ZgFM/Mg2eSog0JiBG4lE8P89sAZ3vbgNf3HxifjIubMA1DN35YsnRUw+nxfClWI3l8vVrEO7Y9U4NIDniWNxeXFmA1+5XMaTOzwEAXDJjJCoLrNaSX8sm6iA+tAWAEL8ydvwfN1BEKCdyRTV2vdYxaZw4/Hhv7lokBv19scqIwuLZuFFkc+K28z2OP7ykuMRjzY26NG7293djc7OTmQyGTFtkKI9mUw2VNQ7OjrQ3t4ufi91dnaKnQJOLWNzVygUEv5yCtN0Oi2a+2hXWrZ6ELoGXLuwQ1QMW1paUCgU4DiOiPvie4s+cFoIZNHF55Jj9Piamm04juNgeooNePXUHznyj4sC9gHouoZF01pQdf2GtAw5OpA/K99XzZVP/j559PV+PLMpu0eiCP358ueDqRlAbWeLv4tc10VfX5/YnaJ1ie9lVoN5HLnjwt9PQRCI+6dSKZTLZQwPD4vPHau5ruvi6bXbsKkAXDhVg7b7dbS2tmJ4eBiO44iqNI8fh3XQly4ff+4aMQrOdV3x+U0mkw2fy9FQwlihOMK55+Xt+NavXx83Xs1yPDywcieuWNCNRKSeVdlmWKgEYRR3ayXf9zEjXMYNp3QAGD8T+ViH2/4UJS9szaO3YOOyE1PiQsuoNfrbisWiqB7SMqDrOp7ZFcANNFwyo3bBYyWLvkYmHtCawQoZALSbu0P4vYjw1rJBp1Kp4DdrB/DXD7yJkj2xI9tY9ZEv+rygR6NR/NMj63HbM5vxkXNn4TOXzRHfl72s9B2yyYtVTk6f43ZvJpOBaZpiO55JFNwijkajokrJyttQNo8/9Bk4qRWYlNDFgpLVNA4UkEWIPISDwpwVf6AuqEzTRIthw9AC7KxoQgRRkFGYsip4/X/+Ad9+fJs4ZsD+N+DJW/7N2/Tyc6zekcPT6/vgS0IZgNgZoQ9Xvi9HcsuDVGiX4LS5SqUi3tdslGIjF8UljwebKBnTJfuyHV/DIxuKOOe4JFrCEE133K1h0kgulxOLS8aLsSGOPld+xmhP4mvn+eaihlVL27YxI1O7z6AbFnFtvA8fi5V3+pn/92Nn4u+vX9gQfyZXo8ezUfA5bn18C257dvseCxvG3rFaTIuH3FzHRfu2bdvEaGUmO7DSz50oVnbj8bjwj8fjcTFmOxwOo6OjA0NDQ+jp6REpIrFYrH6sKxZue7EfET3AhcdFxaKHdhymYPD9z4Wf67ri8yw38/H9xWmJnKDI/3MHaSyUMFYojnD+++nNeGJdP0xj7I/zY6/3IW+5uO7UqQAgPFgdFFRufeVdrVaxflcWm/qVnWI8miePLVvRg3TEwNkzU+LCyosNK1q8EFLQeZ4H23Hx/FAUMxMeJse8hpxbeupCoRCmTJkCy7L2qJCmDB8RzcOgGxFVRm6HWpaF2V21LcQNA5WGiuNEo7mpiFUg0zQBTcfanjzec8YMfPnK+aKS2myhYIwTG7RYWWJVi+IrHA6jXC6LrfFmbzIHdDC+qq+vD3/YVkbB1XHpcSHRHARAVBRZgaZvlUKCSSQUBExQYFWQCQemrqEj7KKnVM9mpfCiGBFVXUPDur6aj52vQ65q7isU2PTOytXGZhvFvz+2AZ/++avQ9cbblctlsYCTzyntD6yoc5ve930kk0khEGOxmBDDrKjSh8vKuGVZGBwcRLVaRbVaFZVlinpd1/G7N4soOQFuWtyJYrEorBrcReDikg1cXKjQdy7n+FKUUYSxsY/34/khtm0jEzWQDtcamylA5c8lCxNMUZAbQOX3PgDxdS4WRhvqYds2Vm3PYvNQBdec2thvIjcBcjeAv3tYQeaxzmazCIIAU6dOFYkRfX192LVrV8PQF9pk2NjGgTr9/f3IZrOi0svGPC4GuHOjmWF85u7XsKLPxTtn+OjIJMVQkcHBQVQqFTFWna+VMYhswGs+7tVqVcT18T3G10lRPd5nQwljheIIZn1vAat25HD9OE13APDLl3egKxXBOSfWp9ppmoZ2oyaM+52wqMY4joNPLnsT//HExoP22o8GKF55wbJ94HfrBnDh8UmkE/WBAP8/e+8dLtdZXY2vc8703m9V77Kw3HvFFFMMNhBaIIAp+YCEEBJC2vcl+VJ+CUm+hBQSCKGX0NwpBgxuuFuybPUu3X6n93rO+f0xd+1550q6km3ZlrH28+iRdGfuzOnv2muvvTbBQigUkolMXNS56G3P2Sh0HLhyGMJKNRoNYYvZLR8IBARYq44HDoeBpLPnTKE2fTWbTXGmYHPPqcoaz2fKxGXC6YLD0PGf7z4Xf3X9BjluTBCYBJAp5vhZsl1MLlT/Y8onyMrz2meJnI4YPIeFQgEPZlxIeoDzRv3CoBFo0M6K4IXbQTcFSizmM5QABBxrmoaks42xsikldb6u6lgty8LqlB+7Zyt9A12eTQMe2URVxsJQZRTlRhs/3zmLV61LwuPuySjIuLNJDei5FTSbTRmUYVkW8vl8n8UWWctgMChJA1lDSmHIHFPvze8ZHByUe7HT6cDtduP2nSUsj7qwLuHqA21sniTLqcoKeM5VzSwTETLg3D/eX7xuuL0EvabZHQ0923JKUqFqxlVpBa0BD2WrePN/PIBHD5fkePLaJohWLdvmn7tms4mf7MrBoWt4zYahvtdVyRbZYoJiglzqndvtNqLRKIaGhiRJ4X4zoSgWiwJE2QfhdruRTqcxNjYmXsOqhCgej4ubTrZYxo1ffAgPHq7iLcss/NqZCanU2LaNbDYrmmASCKxkqPIKJhi2bYsemlMP1coQ7w2C6oXiNDA+HafjRRw3bZ6AoWt4w8bhBd+Xq7Zw965ZXH/2iOiQuRCEXIAHbSnBczFeHNSxa/o0Y7xQELQRxIV8HnztbSvxjo0xWbh1XZdRqmy2IeBTS+MP5z0IOiycndRFt0iGjQvjwMBAnwxDNfe3LAsJZwtZ041Op7eIEDCEnRZCHgN7072u91MtVJAK9CQUd2zL4obPPoB8tQWnocs1zMVdnWjHcrzT6RQAQKBHBp6ab2odyQASKFOSQZDEwQAHiyYO1Ry4epEOKI0+Pp9PtJT01aVMgHIagg8VwFNSoJ4LXdeRcLaQbwKm4ZaFXHUnIOO/MuFDtWkiXTOFUX02DXiqjOJoNm3U4f50+wyaHQuvPaPnRkFXB8pgeBzoHkFQzIZSNrdxW51OJwKBgPgR1+t15HI5sdgic0hwzuNBgERJBQDszJk4VGzjjesjck6pOWUFwO12o1wuC/PLfS4UCgC6riJkSzmWWB0RrSYKPD9k6nmOFocMpJsGTMsWYE/WVJVHEGBGfC48fiiP7dMV2T8+X6jxPZaMotlsotVu46e7crhidRJRfy9hUZs2yYxTdkGXB9UGz+l0IhaLiT80G35HR0cRiUT6mPJcLodcLod8Po9Dhw5hdnYWtm1jaGgIqVRKKiJ0eIlEIig32vjQ17fg0bEK3ra0e57I6HL8NOUPbBDkPcLrkH7uAKRCQ4aZ461rtZpIonhe2DS4UJwGxqfjdLxIw7Js3LJ5AlesSiAZdC/43tu3TKJj2XjTOSPyM5Wpiup15CyvlPMsy8Kg18LedPX0aOhjBEEZQRSZn5DTwuJkWBbNZrMpQwPIfNTrdWFgWq0WJktt7K97cMmADR2WjIoGIN3coVAIoVBI7I/odEFmzjAMJBxNtG0D+Vavq53sZaPRwOpUAHuzpy4wVpuKKKH46a4c/viWrYj5XfC5e2BNlVBwH3lsafFGPaFagiaDpTKIbKaqVCqiHyUYprOCZVm4ZxJw6TYuG3aIZpbd77T2oo6TbCSlFaonMMv0BMaU4pAxThg9eRP3U/V+5QK/PN697/crE/AImJ5uA56q4QTQB7yYvPWGekxiOOzGuUtifc1hBCqq2wKBF3XDlUoFlUqlbyAGwV+xWJRkkz+PxWJIJpNyL/E48N+8V6rVKiyrOxTi9l1lBF06rlzqkxHAPp9Pkh82UdLlhBrxarWKcrkszYK8vqh5pa9yo9EQGQiTAHUYB2VSSyMudGwNRcvVx2jzO/n7tm2jVqsh7HViJOLFzumyHEN+rnqO5sso6LCSrXffN58omc8WM7FSk0YAfYkhbdoodaFLBNlvwzBQqVTkmHC/OUmSSY4qVdE0DeliDb/5P9uwdaaK960FLhsxkEwmxcaQ1odOp1O0xXzW8ppkgsVjyWtH13XEYjFJZtlwx+BnnJZSnI7T8SsapUYb5yyJ4m3nLzrue2/aPIF1QyGsHQzJz1jm1XUdMb2OvOVBo9mSB0fS2ULLtLH/tM74iCA7xhKebds4mG/ixq9uwlixByCcTicqlYosGFyc2LUPdJmeh3Nu6ACuGOmxV/QuZgNTPB6XxZyDLgD0dZ4nnN3Pz3Z6JV8ugLVaDf/7tWvw16/pujicisBYBV+NRgP37MniD27ahvOWxPD5d58Ht6MHjAmM6HNL9ksd8UzZikhd5oAGWSQAAqjIMKmfw0XX4XBgJl/BpqyOCwc0+F16n8UVHSyYxFQqFWGreA78fr+w0w6HQ/7P/SU41DQNcWcXGE/VdQEoavmdAGxZ1I23nDOCgVC/3dwzacBTy/bcJgZBtsPhQLNjYttECdeuTwlAIxAkcNF1XZrl6D7AEvjMzIwwr7T9og2aqtEmK0j9MZ0k1H/TuoxyGrfbjbruxS8PlvHKFX5oVkfAZzQalUY7gmxqVql7npycFCDMJJZ+07lcrs/STG3Ao1RGJRbq9ToWhbrXa6btEpDJ6gSvd0oxKI9aOxjErumyaGRVYHwsGQWlWisGo3jgD6/B68/syShUq0C150HVL1MqxCFDfO5Q7sPrutFoIJPJiDd1q9USiYTP58PAwACCwaBouekbzvthplTHjV9/Entmq/j4eX6cFTOxbNky0aOHQiFks1lxumCvAJ9VPL6UK5H9ZT8BKzasxlHTT8kIr83TzXen47mN9G6gOP5Cb8VLMiI+F/79nefg2nlasvmxL13BlrEC3qywxUD3AcEFN6bXYcJArtWzB4qg25m9fbL43OzAizg45lb8NDUDf/2DHdg8UUEq0hvCYds2SqVSH/hhyY96t0KljqeqAZwZNRH1aLIYNJtNYUwI9siCUO9IrSwXz4SjC4wzZg8YAz15wfqRCFJzXsanWgMet4cM2sMHcvjETTuwfjiE/37vefC6eqCYzUxkIKndVJlJ+qUSsFA6EY1GBdCxibHdbiObzcpnsgFMtfH62YEaOraGK4Z6jWhcpFmaZ7OdCjDIDhP4EaipbJ1qvabrOvxaB17DwmStd5/O97S1LAtuA/jrN67D2Uticgz5OU+XMVYTpfkyCtXX2O0w8PPfvQQfvHSRXF9qAyo1ypQgEJjQ6YCJItCthiQSCYTDYTleZNw5cZBMLQESh4YwEaClF6ey3bGz+7x69QqvSF1o5Ua/Y8oGuK/UG1cqFUQiEdlnMp/5fL5Pm67uFxNgVdbE629xxAUN3QY8gjNehyrjyedCp9PB2qEg9s5WYOuGuMoA6APV6rXApNfhdMHhdEHXtb5GbH4nANH8Mlkm+8yBJgCkp4HsNtnsarWKYrEoNpOBQADxeFwkJmzmtm1bnlts6DMMA2XLid/89k6MF+r4o0sjGEEO4XAYAwMD0iBHRxA+3zwejyRRlKCobDE94qklZkLD40RNv1opohRloTgNjE/HMw/LAr76RuCHn3yht+QlF/WWib2zJ8bk3rxpArp2ZHmNmjugn2kEugtrxGjiz185ivOXhE/ilr/4g0whp5aZlo1P3bwd9+/L4bcvGcBQtFu6I5PB5i1qBimRIHPxZNGFpqXjmiVOKWNSB0mmhgwMm/E4opWMI4Ge2wDCRhtZ03MESKrX6yjX2/jmplnsStf7Ft1TIVTw1el0sCjqwdVrkvjK+y5A0NMrHZOtp4sBG7HUAQO2baNYLAqrD3SZMTblAF0WNJPJiDUXm7aCwaCMyWUjXqVWw31TGlaGbIwGdWFE2WzHBZoAgr9HsERGUnUlEKA5x8xx4e/+jo6Uq4PJag8YM2HgthKUtdptzJRb0jgIPP0GPDLQBAwqMJ7vRmHbNjTbQsTvke3m9hFI8R6hhKfRaAi4ZaJA0OJyuQRwcUIeqzDValX0q5VKBblcTqRElBV4vV7E4/HusXO6ccf2HM4b9iDpM2S7w+GwMKIEtExOCQTT6bSAZHpeh8NhmdhHll9teFVZS1VmwHPkMjQM+LqMMYAjdMaqbpuvnbckhqvWJNGY641VAR1/T41KpbsObJlp4uK//Tl2TZf7Xp/vy82kik2AdNngs4XnnudKrUQAEDu1SCQCTdPE8YOTJFkZIIutaRqarhB+++b9yNU6+IfXL0XKzkuTXCaTQaPREN9istTU3vN4sVEzEAjIseA9VS6XZZQ4+wh4XnncVdkOGwiPFaeB8el45jH+CFCeBKa3vtBb8pKLn2yfxiv+3z14cryw4PssqzsC+vJVSaRCnr7X2Jyk6zqSbhMabGQUqy+708Y5SQ0x38LjM19KwaY5lpubrRb+74/24kfbZvDhi1J4y9lDwgxTDkFWhsCWpXsAaDSaeLwUwJDXxIoQBFxUKhXxu9U0DclkUsAGtX7UNrKhS/SpjiZynV65lMC4Wzru4N/uG8cvD3RZtVPFmWI++DJNE4MhDz737vP6moiAnu8z3Q6o8WW5HoA4SBCwzrdKoyVVuVyWBqtGoyFlfHq78jzftzeHfEvDlcO9Y8ZyLwEwgD52iwszwR8/l2CDpWgy/mTAgC5QTTpbGK/YMBxOYcQJjFXG+rN378cr/uVBtC2tLxni55xIqM4XvHYZqoxiqljHFZ/+BR46kBOARjZSnUZG5wgCGzZxsdJCFl9tmqO0IRKJIBwOC/tIuYPq+sBnVzKZlGESXq8X9x2qodS08JoVXjlOlM2USiUBlqwy0Ne42WyiUqn0AaZgMCj7AHQlS8FgUNhwHivKIdRBH6q2fzRoYLbZkzQJ2z9n9adapdXrdVy9NoUvvOd8pMK+PhkFZVgqMKaO2+fz4QdbZ9Bom1ia8PWdO3qhe73evgY0dVvJwFMmwn+TnVb3jwkon1NsklPlM2SVLctCznTjg/+zA7VWB1945wYEGrPodDoYGBhALBaDy+VCLBaTZyunR7rdbmk0ZiWJshpq6dXJe2rljNtJtljVdvPzF4rTwPh0PPPYflv37+JhoFle+L2n46TG9zdNYCTixYbhhdncRw7mMFGo9zXdMah71DQNTs1GSGsga/bKg6ZpYvt4Dt957LRUhsGFn6XGRtvC3tkK3ndeCr9x4ag0xFEPWqt1PWbJLpfLZWE46/U69hZtpNsuXD7Q665muTcUCqHZbCIYDMLv96NSqQhbDPR7m3LR0nUdSVcbedOFttUrG1JKoFttLI55sTddE+3qqRBq0x0A/ODJKeyc8+dVg0CLjhEsn5NBB7rnaHp6GqZpIhqNSmOc6jRBPTG72QuFAkKhEKLRqAAhggfTNPGTAy1EXDY2RC3peAeAaDQqGmYyZJQUkCkmo68uzrSSU7v7VcaYzhRNE6jBLawZgSLZL13XsTTqgm0Dhwot8al9ug14BOW8ducfc5b+79gyhbF8HYMhjzCeBHYqYCFzGAgE5F5hE14oFEI8HhctKpMht9uNVCqFaDQqY6I5/MPpdEqyA3S1qGyqUjXhN2/NYVHIgTMSDgHgbKLjgB2CKf7b6XQKy09bRCabKgCjKwaBpuqLy2l8qqUege7ikIFsS0cHxhEgjceXzaaq9tW07D7JDfdHBXXlcrl7Dbm9+Mm2GVx7xuAROvx6vS4MvWp7xueHZVmoVqtiTcdrn6y41+tFIBCQpIYgmIMz6DZC1p+g3+l04kDRxEe+twcagC++60w4K9Nyr6VSKQQCAfh8PgSDQdkXAlxKyiiDYIWTx49j3HmNqA2QlLzw+PLcM3k+3Xx3Op6bsG10tt0K0xns/j+964XdnpdQzJYauH9PGjecPQL9eCOgN43D7zLwqvWDR7zGBzoXpqjWdaZQGz4eGqvhz36wG8XaqQGgXsjgoib61FYbfrcD/3LDCrznvGQfk8PFlg4JHo9HJkMRrDSbTTxe8sOjW7h42CmAiCwmgcrQ0JAwcPTjVJuduIgAXbAcMxqwoSHb7jYYsQRPMLhmIIC9me4CfKowxgQghmGg2e7gr368B196cKzvPap+l6w9ZQ8EC51OB1NTUzKxKxwOC3NOVpLfw/NDUDA0NCTaZQISwzCwYyKP3SUdlw5Y0NFr9qGVlApYgR4YJVNNKyw2V7GCQAmF6kwB9GQMHLwzo4yG5mvUjeq6jmWxfmcK1eXhRBhjAiXqg48lowCA27ZMYP1QACtSQdHFqkkHP8s0TZEdkNnXNE18uOnSQdCiaRoikYiwt4VCQYZ9GIaBdDqNTCYDh8MhjVcAxKrN5/Nhb8HCnmwT1670CcNMMMTKjdfrFecLr9crNnp0NGDFhsknARerDQRiKqgmkcCqgAoum80mlkS6z4tsxyXnTbVcU50VOLb6/V9+FDd+5bE+uQbQzxbTBi8QCODePRlUmh284azhvnPH6gqZcF6bKmNMdw1WU1R7OOp5mUzynNJtwuv1yrMtl8uJPMLhcGDzWBG/e9tB+FwGPv/2dfC2CshkMvD5fBgcHBT217ZtYZ6DwaDcH2TDuR6FQiFJunj8VUaf/scEzTxWrBQwseGxWyhOA+PT8cxicjMc5XH8e/0aAEBt/KkXeINeOnHrE5OwbOCGo7DAajTaJn741DRe87KhvsYlhspu6bqOmFFH2Xaj2mz3OVMAwI6p0w14BAFutxuf/flufPhbTyFbKMFsNaTbW+3mZ5MRS6bUOHIhzTcs7Kx4cH68g6Cvy1CVSiV0Oh3x7uS41Wq1KswMtZtkdQiMuailnN2FIj3XCc/toa5y7WAQE8Umai3zlHCmIJDionX/njTytTbeeFb/9V2tVqUBiw0+rHgAEMeDZrOJaDQq7G+lUhGwwqaeqakplEol0YcODAwIACBgJcD84e4KDM3GJQMQMGeaJgYHB4VxJ6Or6m3JOpIh5nbrui5MNkGoOuiDP4vPNVJOzzlTMHngZ/C7R8JueJ069mUbUq4HTrwBb778QgVfqoziQKaKpyZKeO2cGwX3mceLgI/bGQwGUa/XUSqVJEEjkCLAoY8wvXHpXkA3i1arJRPQ1GuETXsEyT6fD994dBw+h4bLRpwiLSLQpbZY13WR2HBb2NxHoOVyueD3+6WiRtcRVnksy5LrjmPa+VyYr+2u1+tYFu1KgTJtV5+cgued96iqM474XNgxVRLXjfnA2LIsVCoV0UTftmUSiYALFy+Py7ljIjyfLebzns2AjUZD2FXKdVTXm1arJc1xgUAA9XodhUJBGPN6vS72atFoFIZh4Jd7M/iDHx5GIuDCF96xHmG9hXw+D4fDgUgkIpWCarUqyQITSSYwdB4BuqCXFTQmLmojM63d+G8mNq1WC5VKRRxgeOyOd1+cBsan4xlFbctN6Ng67o28GXXbhfzBJ17oTXrJxB1PTWHjoghWJAMLvu8n22dQaXaOKqMA0Dd5yTAMxIwmAA3pVm9hiWrdxqQdU6WTvRsvquCi4na78dUHDuAf79qPoEtDvdpdnMhcApDmk3K5LA07BHV8cJumiUeyLlgArhzRhEnk69T3xeNxWSyDwaCwUFyoyW6SNbVtGxFHGwa62j4uutT/1Wo1rB8OQ9eAsUJDwNwLGVz8yMTftmUSQbeBq9am5D0EUVzQAoFAH+PEEcFMJgKBAEzTRD6fF+BEPf30dLecy1JxNBpFMBiUMj0ZRgDIlWt4aMbG2TELIbcmk9H8fj9CoZBIZQjO1aYgjhNmUkSXg1gsJppNnkdO51PlFC7dRtRp9jlTcH95HViWBUPXsTLpx550VQA9ALkejlc2JjOuDpNQX6OM4vYtk9AAXHtGqq/5kOeNwJ+Na5qmIZ/P97lTsMRdLpfFMzoYDPa5NZD1azQaYp9HTbDX60U0GsXAwAC8Xq/IYQ5nyrhnXwlXLfXA49BEn8yGSGpUqXP2eDxyDtLptJwzNrpSMsBKDO9Z3p9MgrnvLN9z+1XWM+7pel/Pto+cgEeJFasYdI9ZNxREutxEqWmJllnVxvK4UPP8rouW4E9ft77PjYIgXpV8AD22mG4T/Gyy/WTb6/U68vm8jIEmsz45OSnMNis41Mo7nU78+KkJfOoHBzEcduML7zgDEVfPLo7gmY4vqluMak9HwM2kIBKJSM8GjztlQ41GQ5xoeO1R5lMqlUSWxjiRKpnjuO84Hadjftg2Wk/dgset9fjjt16O3V8YRXRmxwu9VS+Z+OqNF2C2tLAPI9CVUQyHPbhoWfyor7P0R5Yj6WwBDSBn9nSyDquJoFvHzqmXroacLKBhGLj9qRn82e07cOnSEH7/8hRcDgPRaFSs1NgoVCwWhfmwLEu0xQRp2XwRj+XdWB1oY3Gs6+HJBYYLMlkVajPZqKROFaPmkAt1p9OBoWuIO1pzzhRFWVhZBr78nATu/u1z4dR7gxsIAF6IoL5V13U02iZ+tiONV69PiVay1WqhUCj0sb5sQOTiTOaJoIbJBEuw1AUXCgUp+Toc3XHC0WgU5XJZmCj64uq6jjt3FdC0NFw9qkPXNWHZRkZG+nx6CTpUiQcXegK8cDgsnrgABJgTtBEYceGv1+tIuTsYr+gwBnqjbAlgad/lcrnwnvMH4fN6pMEP6HemmK8bZrDyQF/fo8koCP7OWxLFhy9fgtGYv88ej+8lq0uQmcvlRGtMvTW1pIVCQbThlG8YRnfqHPXX/F66WcTjcQwMDIhdGpvYMpUWfvv7u2DoGl61zC0AkkkBAXWj0RDHC7/fL1MR0+m0SA1UCUEwGBTgSCmMyhaznE9AxoEtBOLUKFumiZGAhnSzB4z5LCDAY0JEoEi/+d2zVayJ9OQWQM96kRItALhkRaLvvIqF25yUhGCcFS0O/GB1g2CUzyy1CVbTNPEZLhQKKBaLCAQCcnwJYAHge48cwKfvncHyqAv/9pY1cHRqKFWbmJ2dRaPRQCLR3U6OkOb9FA6H5V7mtc/7y+v1IhKJCNMeCASkEkDyIZlMilsJreIoNfH7/X2T7l40dm3NjoVW5/R0rRdLmNNbEamPYXf8apyzOIop11KESntf6M16yUTY68SqgeCC75ktN3DfngyuX0CHzAc+AXLY6MABE5k5R4Pug8/C4pCBHdMvXWDMruj79hfxye9uwTkjfvzxlSn4PO6+RiEAfQ9soAviGo2G6IvJZD2RsVExDVw2YPXZGwFdxpIMG10pCARM0xSGDYC8roIBwzCQcLaQ6bhFdqFq6wxY8HtcwiS+kHIKggKCoF3TJWgacN2ctWCr1UKxWJTFzO3uHnOy5WTi+RqbwZgoUINaq9VQKpVkNDePWzweF/BKzSnPQ71ex8/HTCzxW1ga0mR73G53d6ztXPmYYIeLPEv0bMjjd6ZSqT7XA+qPqW0l28tSNx1G0nUARs+ZgiCEi7/L5cKlS4O4clVcwIxqvbZQ2ViVXczXF89viLxgaQQfvmKJsNesNPG9qrc0ZRGUkqis5OTkpGg+1SapmZkZFAoFsd5Tj5/P58PIyIg0ZxGQHc6U8Jvf2YmpUgt/clkUo+HeMAoCUzZlUdKhjgjOZDKwLEskAn6/H+FwWMAV7RNVz1/KG3jdMnklYOcxJyvbarWwKGhgumFA17uJC6U16vXDprBGo4E1g91q4O7ZqiS8KhCl24amafifRw5j53R/RY+MMuU6qoyHgFT1YlevK+4DpUThcFia7+r1OqLRKJYsWSLJKatid+4u4e/uncG6lAdfes/ZCHsdkqjROYPHUrWr4/ngMabEgsw2GzhZMeJ+c0AVdc+1Wk0IBLrDqI4wvGfU5+Gx4pQAxrtnytg989JdeF9skXnku7BsDUsvfSsAoBFdjYiZBWq5F3jLfrWjY1q48cuP4hc7Z4/73tuemIQ5bwT0/CCYYAnQ4TAQ1erImm55KHY6HbxnrY7Pv2PDydyVF00QaBmGgZRPx6XLwviLVwwjGg72dcVzMWd5kgySZVky/Ykl82aziQczLkSdHZw95BH7J/4OGU4umqotFBcFyjpUmzayd129eAM1y4GaZch3q56y39uSxmfuHZPtf6GCwIwL1boBP+7++MW4bFVSnATIwlJHyONFRojAhPvBhZLHhU12LOUSxDGpYTmer7G0+9CBAmYbGq4a7TX2dTodGQ/MxZ2SJLKAZKhoAQZABiHMD3W6GNljVc6QdLZgQUO27ehrrCPo4ra2TQuPHcwhXTOFSea1sZBUhuCB71EBg+qx+8u9GeyeKvSV5NUqA69foKv/pTsBGVEmbgcOHECr1cLAwIAwf+VyGePj46hWqwiFQojFYvD5fKjVashkMtB1XUAxWfZqtYqd4xn81s37ka938OnXLsbZI73zrrp40JOaZXWyndT8U89vWRYGBgbkGuP+0LmEx0fXdczkS7hz27RsE5l31bKNQLbRaGBxyEDN1FC1DDlvapOkWv1pNBqIeh34wGXLsG4wKOeH1xh10C6XC9lKE39yy1bcsnlSzoXq1DCfLWbFgWyxep+Q3Z/vr0xJUrlchsfjQSqVgqZpKJVKQgDcsr2AT98ziXNG/PjcO8+E19Hz5c5ms6LpZoKUSCQkMQyHw5I0sWGU588wDMRi3eE11IHzOctR02T+ee+RwVat5lSpE9BL9o4VpwQwBoCdL2FG6sUWA+M/QWfRRbjinC5YOu+CSwEA9uxpOcVzGb/cl8XPd86i0T5+Q83Nmydw5mgYK1PHZpZZIlMtoqJ6HXnLh06nN0bXjyacWq8B5KUSwkplu/rGxWEH/uraxYgGffIgByDMJB/oLLkahiEAjouPw+HAvlwLh+tOXBRvwevp6oBZfg2Hw8JokungIu3xeBAIBMSN4OEDOdz65IwAIHWRS801TaZbTuni5vZVq1Xsz9bxg+05YbReqOOrehdb1lxHucsBQ9eEaSfrww556nUJRgha2JxIIMRSLNlcgs1Go4FAIIBwOCzyFyYcdEioVqu4a6yDgNPG+YO9UcxszKIul+wbASOHSbChi2XieLxfzrT5cB4P7ssKA0k5A8Ec78n4PGcK2nlx33ltNTo23vO1J3HXnsIRDXjHAsZkIVUgxGOknhvbtvGp7z+Jv/7RbkmWVe9moOeQQGDF4RmqDdz4+Dg6nQ5GR0cRiURQr9cxMzODmZnuNTw0NIRksuvuwtHD7XYb4XBY3AocDgdKpRI275vE7/1gHPWOjc+8cQVWxxzS3Ec5AhvTLMtCOp1Gq9WSPgDVUpHANJFIIBaLCatKMMnkg2Cq1Wrhxq9twe/dvAtTxabcd5SW8Hzyvmy1Wlgc7p4/ddAHj/98nTET2D99/XpcsjIhCTbBLJv+dF3Hj7ZOw7TsvuFN1WpVJARMGglSuT30YeZ1xuuY55XnWW145T2o6zomJiaQyWRgmia+/VQe//rLaVyy2I+/eMUQ2vWqaPsPHjyIXC4nn0l7NtM0++5typd4LfH7OfGT1nBMplRPat7vPD+Us3H/5ldBuNYtFKcEMNbQLaGdjlM/zNndQHoHXBuuh3NO6D+6+hwAgJY+DYyfy7h50zhCHgdevi614Pt2TZexbbKEN529sGsFAClT8UGScDTRhAOFZs8EPluq4V/uPohHD2RP1q68KKJWq+Hx/bN425e24OuPTQto8Xq9Upr0eDx9izGbUbi4k7lRG5zun9bg1CxcPKhJyZk6SLJV1C7yO1lCJlOp6QY+ddNW/MMvDkObW1BZHtY0ba6REsiaHvluMmm1Wg3rhkIoN02kq50XrAGPwIAL2q1bJvC6f38ImWpHmhfJspNRVS3PaEXF5kdKT1SPYiZzBC7FYlE0idQsklHiaGgA2DuVx/aCjsuHNBiwpQmN55tsIBdw/qF0g764fr8fkUjkCA333/xwB9735Uewc7a3oFNSQNBrGAZiThMOzcZUreckwEWd22yaJqJ+NwaCLuyZ86dWG/COJaXge8h4HktGselwAeP5Ol5zRlL8b1XNJgA5LwTFTBYajQY6ne7YZsMwMDg4CNu2MTs7K82S4XAYixYt6huoUSqVUKlU4PF4EI/Hxami3W5jy6E0/vAnM7A0Df/2plUYcDXl3PAaIcjjkIhSqSTXB11f+HmUSKRSKTkHahWF1RlxcWi1sWO6WwnYl633Dc5QPamZwDabTQHGsy2n3IdMSFWvYrWyY1o29qUrsKHJM4RJCY//bVsmsTIVwLqhLgFCJlXTNAGgBPiUMTBhVPtLeD2TYa7X68jlciJJYKJEj/Bisdu78O3tNXzp8RyuXh7En758CB5ndz8DgQByuRxmZ2cRCoUwMDCA4eFhxONxGcji8XgwODiIYDAojLjafEm9sMvlkol4oVCo79iRoef+MDlRHV7myyh03cBnfrbnqPcE45QAxm6ncZoxfpHEvbd+AQBgrn1974ehEbQdAYzv3vQCbdWvflSaHfx42zSu2zjcZ+B+tLhp8zgcuiY6zWOF2nhDZiimd7WyM82er2qn3cTXHpvGvbvTJ2dnTvGgFdKWAzP4nVv2Iux14tXrEmJ9ROeBUCgkAwGo6eMxVZu/VPYtXarhyaIbZ4abiAe9wt4AEK9UtQRKrShdDrjY3v7kFCaLTdTbFtJVUwA7tz/gsODTO8h2XH2LLu3L1s8NhtmbeeFGQ3PxY/n+1s2TaLQtDIQ8AlLp3ABApArqxDvqE9nopjbkUDvJ65heqbFYTJg0Sg0oMXE4ulPRfjFuQoOGy4e1Pp02G8aYGLG8zc+hVpXNUfMt5QDg0YM5PHowj0bbwoe/tUXuP9XqT6aOaUDS1cFUXZNjQABAQMDjtDLhxe7ZfmeK+fZhjPmMMEHt/HNjGAZu3zIJl6HjyhURAD35B4MVD4IQSl/U4QxsvKPO27ZtBINBxONxYdMJrm3bRj6fh2maCAQCAoRcLhe2TZXxBz+ehMPQ8K/XL0cEVTidTpGqWFZ3WAXZY9u2MTExIc850zQFbOVyXekfLcTC4bAkHQReZLzp0mDbNgI+Lx7/01cAAPZl6n2ezLxeec3x/vcZNsIuYLbVk0Xw88iYquCu0Wjg1icmcM0/3oOxQlMAPZlrXdcxVazj0YM5vGHjsJyPRqOBZrMpzwv2JaiTN9Wkh+e4Xq9LEkopRrvdlmccv5egPBgK4Rs7mvjmlhyuWx/F/3nVEnjdLknQK5UKJiYmEAgEsHTpUrkPVJcW3ruWZSGfz/fJXyjDoUUbLdeoJeZ5ms/8qtPv+JqqgweAu/fm8E8/233sBxNOEWDscepHzPc+HadeNNomBiZ+ggOedTAio70XNA177FFUDp/2Mn6u4sdbp9FoWwtqhoHutKRbNk/gqjVJxAMLOw3wYac5XKLFSsx54GbNXre5YZsYCjheEvdoq9VCtVrFnskcPnbzXrgcBr7yvvPgtRsCRgiK2eyl2g6xRKpq/PhvXdfx4JSNtq3hkmT3IU2PXdpWAehjtsgcqwDG6XRiUUDDNaujALoTz1impK6uW4anM0VPSsCO9pXJbkl5T7om+/18xnzHg3y1hfv3ZnDtGUnouialeJZ+CRwIkmiXRmBBtp7sOBdcsu31eh2VSkUkFFyE2VjJY2bbNmYyOTyc1nFWUkPYafeVrzn1i0kSExUCKIKR+aBdjc/+Yi+iPic+esUSZCot1ExdQAnPERMZ27aRdLUxUYV8j8oaE8S4XC6siHtwMFtHx+of2gEc2YCnJsXzQbQKmjumhTuenMTlK6PwOXV5TqjBhEMdCc3kUC3lV6tVmKYpYFhNaPheAlba6akDN7bPNvDxW/fD59Txr9cvR1jrehPTqYKlf9M0xX84k8mgXC5LksTrhh65/E4mSzw2ahWFlm+dTge24QR0B+IBN4bCbqQrbZExsZmO1QFeE2SAR/zATMPo04dzG5hk8TpsNptYM9dgvWumIokStxfoWmh6nUYfAULNL+0KeT+QLabMS02CyGDzXPAZYRjdKZxMdAi2dcOBf7x3Gt/dksFbN8bxe1cMwzI7UsFpNpuYnp6Gy+XCkiVL5BlGaVixWIRt21Idm5mZEU9mbg/dezhRj9cNgT6rHPwbgFQIVItKVR7ExOI/7z2AxbHe2OyjxSkBjON+N/7q+g0vOQ3jiy3uevARrMcB6OvfeMRrpdAqDDQPwH6BPVF/VSPud+G6jcM4Z3F0wfc9uC+LmVITN5w9uuD7AOCPbtqKcz79IG7d1xEWyGtY8KGFbKdXgm+32xgNatj5K9wga5rd8c3NZhP1Zhu/c/MedCzgazdegKijC3QJCPx+v3S+E4zx4UxrNlp2sVnG6XSi3mjioawTS7xtLA4ZovllWZHWVVy4nU6nMCDqJLZms4llMTf+/k1n4Nb3rcfFS7oLqDpBzeFwIG40kG270DGtPk1svV6Hz6ljw1AAliIHeD5jvnfxD7dOoWPZeN2GAQG/BEw8rgRcwWC38VFl9Tgum+yeytjR2cIwDITD4T5JCRuACLyr1SoenOyg1tFw5VDP7sswDJFFlMtlkTqQnSQoIsAgMKNMibF9soRf7Erj188fxsbRLms/XrYE4KtsMAFM0tlGua2hbhkC2FSNLNm+VSk/OpaNw8VeIqEC6PnHX22umg8geG52z1RQrLfxqjUxSTjmB48HgTv9e2u1mgA1WosNDg4iFAoJ+CTQ53HK5XKYnp6GbduIRqMCNJ+cbuB3bt6DiMfAv7xxGWKu7mCRRCLRBywrlQrcbrfYJ05PT8v3M1lhEkVWks1f6kALHh9KKHj/f+OxaVz9D3ej1Gjjx799Cf7gFUv7nB0oM2FSA0C2bVHIwGxDhzkHc+jtqzKaBMadTgeLwk4Yuoad0yWRaKia2ZevHcCm//1KLEt0rdSazaZ4NDNJ4fmgxITPIgByznkOKL2YP5mP+2UYBjqWjf/zw3344c48brxgEB88rwtW2djocrkE+A4NDQlrzySRMicy2GNjY5iYmOjzL+Y2swKWy+XEMYbbxectKxJOp1OmUPL/amLIc/DYWBlbxgr4zSuXL/h8OiWAsc9l4FVnDPaVZ07HqRczD30XALD4srcf8ZoxsB5RlDE5OXbEa6fj2cfVa1P413ecfdx75KZN4wh6HLjmODrkPTNlfPux7rkaK5tSQjMMY64BzyvaMsuyMOixMJZvoNI8NUYIn6wgc0MmxeVywet24vdesRJfff8FWBJxSvMIO6JZDqRjAsGMw+EQv2KC53w+LwvMEzMt5FoGLow35TyyHE4rI5XpZBOXyuTpuo5/+tkeTJRNOA0dEY/ex46wjEvLtg50FNqGjI8mc9doNPCdD56P910w1Nes9XwFZSZcuG57YhLL4l6sGwyK9R2TBnXymHr8yUSqQxcIYrn4dzodYZzC4bC4UDSb3aYpLtxkySqVCu6f0TES0LAsYAkDyjIwhxy43W4BfSxREwjzHKo+s4zxXBWLox68+6IlWD8SAQDsz9alrM1FXwVASVc3Ach0emCHWl+gN8jh4qUR/Nfb1mJZ3C/7xM9UgfH8psf59lWqjGL9cAj3/O4luHhxoG+yG0NNBPkdmqYJ00gXg2g0KmV5NupRRsOpbJlMBvl8vm+ct2maeGSsgk/ecQBJn4F/ev1iDIbcMpiFGlOym2xSpY6ZFl4Oh0MceAj+CL4pYeJ9rDarsdoAAJrTgy/98gDWDAYR8jjh97jkGiawJ0us9gdQa704ZKBjayiaXcaXjDEBJRM9XgNmu4kVST92TpXluIuVmjnHZjt754Njr+k5zHueiR+1xyrbqr6PwJOOIsFgEKlUStjnYqWG37tpB366O4+PXjqMt28IyhQ8w+hOL2TVLBAIiHbY7XbD7XbLEB56jk9NTWFmZkbsDwlseQw48bPZbCIYDEoFidcon1m855iQARBgzOPG937hl4eQDLrx5nMWJo5OCWAMAA/szWD75OkGvFM1towVsLFyL3LBNdBiy454PbbsTADA2M7Hn+9N+5WPrRNF5KvHL3VX53TIrz9zqO+BebS4afMEDF3DJctjOFzsCPjQNA1xo4GC7UGr0xskMOBqI+AyMJatnqzdesGDiwBL36buwi/3ZgAA1529COsHA5ienhaLLi6stm2jUqkIuGKZsFQqIZ/PSxMdbcII0u6fMRB0WDgj3LNP42dQRsGJUBxhSiaSC+7dO6bwxYen8NR0VwJx38EKPvvAlCzqZFnYSAl0G/BYquZ+k5Hme1lafz5ivncxALzzgkX4yBVLhSVmQub1emWfVPcPgiB28lPXqOqz2SzEJi4yuvxuXu+23bPu2pXrYKwCXD5gQtN6dmYczU0w43K5pETPIRD0v2Vioo7VBbqA9NJlIdzxkQuQigQwGPYi7HVgb6YuAI8ghudF0zQMuLvs2HS9t8iTySMjbpom4kEPzhwOwO3QFmzAm990x+3lNqoSF9u24bTb8HvdRx0Cw/uAzDP/ppXW0NBQ31ATurSomupqtSpJBv1uY7EY6vU6frEnhz/72SSGAwb+4bWjWJyKAOh5fXP/0uk0qtWqgNJMJiPMJIEyARorDIFAAKFQSK4FHluyqvTDZUXn5i0zyNfa+MhVKwB0JQ6/f8tuHM43pFqhehur8gjTNDEa6MKt2aZDzo8qaVGnDGqaJoM+dk6X+3zNAeDff7EPr/3MfeJQRPkWkzGy3qwiVSoV8epmUkXgqD4beH1TxiCVC48fn/rBAdyzN4//dX4Ur1vhFgkNGxdJMgCQ5kYmFRzSw6Y9DtwJBoMYGhoSIMvrks9USmroJsJnFM8TXSvUaof6WfPZ+N9/9Vr89fUbjrs+njLA+CPf3ISvPXTohd6M03GMWOEp4Vx9D/xnvemor4+uORcA0Jjc9nxu1q982LaN3/32E/hfXz9+wnHntmnUWibedJxs2JrTIV+xKoHLViWQrnZgGr1hEnFHAxZ0pBs9P87l3jruuHEtVqX8J2W/Xsggy0hbIJ/PB1Nz4L1fehQf/Z8nUWl395mLbSQSEQ9OTdPEl5hjhgnUZmZmYJrdARwejwe5XE4WysP5BnaXHTg/1oShQaQYbExiiR/ofnc8Hhf9qgpYv/DAGJIBJ97wsgF0Oh3snKniu09mYEEXYEzAFDWa0GD3OVOwdFoul/HUZAXv/Np27JqtSVn7+YijeYleuz6JV69LCJPIaoWu62L2z33L5/PCSrFsTcY/FAoJKLbt7gAHMvGqDpjApdVqiUerZVn4xZgJrwM4O2YKSOT3uN1u8VIlS0tGkaOeuX8EYWqF57EDabQ6Jnxz15JhGPj/3rAW77lokQBjgnVVe+o3LPgMC9MNvc/hhNcFS99OpxMPHyri1qdm+44z3yvNtErTIwHz/AYlh8OBn22fwfX/fj8m8rW+ccRqFAoF+W7uE7cnFoshEonA6XRKA1Wj0RCAxySo0+mI/SEnBALA7Vsm8fcP5LEs4sQ/vG4RlgzGZdvYSNfpdMQ2DIAASv6f28zks9PpSPNfMpmUShCBIRsACdzI5nYsG1/85UFcsDSG85bG5r5Lxy/25LBrtsfEMslQh2bwek55LeiwMd3sHmvV+5qgmvvA8/obFy/Bn123vs8JxLZt3LZlAgGPQwBepVKRa5UVDLLFTPxYESNIJKtNDTebWtlE6nK5UKlUUGtb+K3v7sAjBwv4nYtieO2qAMrlMqrVLkmSSCTgdDpRLBYlIWLCw6oMrwnKmSjfiUQiAr5VVwpeMwTztInjfc0kKBaL9WQec9cuq5/qtU+G/KxFEbzqjMEFn0/AKQSM1wwET1u2ncIR2P9jAID7zBuO+ro7PAjLG8dVkZeGc8HzFVsnStgzW8Ebzzq+9drNmyewKObFeUsW1iE/tD+LqWIDN5wzinVD3UVottnzMo7rXZeETLvLEGmaBtsypcT2Yg4217GxzefzoW0BH/rqY9gyXsD/98Z1SIV9yOfzKBQKCAaDiMViArZyuZwY7GuahkKhgJmZGezfvx+lUgmxWAyBQAC1Wk30p7qu454JGwZsnB/t/S4nT3GSG4Eg2TCyMfz5I/vTeGysjN+4YAQOvfvQXx73wLSAqWp3AVYdEFw6EDHayHR6k7u4uNTrdYS9DhzINaQB7/kCxupoWgD4zmNjOJytCNChry7LvwQPpVIJ6XQazWYT4XBYFnM2/XCABhlnTszj5xHcNZtNYZxrtZpMumtobjw2Y+LChAnD7iUtBAkARM9LXS1BajKZlCmHAKRRiTFdqOGd//0YPnvvYQEk1WoVlywLY3nC11d5IFDg/ahpQMrVxlStN+iFOmOeTzpq/GRXHp+9f1zA2PwGPFVGwZ+pkhZVe3zrlkkczNaQCrr7Jvap57FUKgnIArrPCjZSRaNRYSTpOkB5AtBz3uBxymaz0uD4zQf3418fq2BN3Im/e80ohuJhYVXVxKfZbAqjT3aX+8DyOe38nE4nKpVKH1tMEMZeCkpieC+wQnHvvjwmiw18+OoVsv8rUn4YGrAv0xDgSgnGfE9dy7JgwMaATxPmn+4TKstJMM3ju3EkeITMdPtUCfvSVbzxrGH5DtWJg2yxOgWOUzdZYSCIZ5LE+4IVKvql56otfPR7u7BlvIg/vWYEr14d7nO7ALpEAxl6PoMozeA9yeuQw1XoMqHa5pHh5rXB5yOfh7x+WXWg/ILXMPeLDD0BervdxoFsDX962w7MlBrHf0DhWQBjTdPWaJr2hPKnpGnaxzVNi2ma9lNN0/bM/b3wKj0XaweD2D1TOd2AdwrGrU9MYObh78BOrAGSa47+Jk2DnloHnB7ycVLj+5vG4TJ0vO5lQwu+b7rYwP17M7jh7NET0upfsiKOV60fwIaRMD54ySKkQh4BK1FHGxosZE13X4f51zel8cc3vzgrAmpzHRup3G43OpaN3/rmZvxyXxb/9/Wr8ZqXDSGbzYqu2O/3o1gsIpfLie8q9YSmaaJQKIiZ/fDwMBKJhABmPuirzTYezeg4I9JG0Gn36SzdbjdSqVTfwkVNHxkUbv8XHxxH2OPAW84eksVsdao7fe9AvlvCVJk9wzAQdzSR7bj7XApY4lwU9cLj0MX79vnQGRPQEDgcylbxB997Ej/cOtPHkBMMA5AGKDZN8dgXi0XRD3s8HtExUn/I88LEgo2HqgSGbF0gEMBP9lVh2cBFiba8RqaYTBvBBNkyAAiFQqIHZ8JF2z3G5+/ZC9Oy8esXLwXQGzOeq7VxyxNTqJm6NA6S5VK76gc8JqYbOiwbfY4J3C/qR1en/MhW28jVenZyqmXbfLaeLB7Qa1ByOp2otTr42fZpvHxlBMGA/6jPFCZ/ZMYdDoc0lHk8HnH/mJ6eRqVSkQYsNpry3NCJolqtwufz4ZuPTuCzj5dxRsLAX71yCPFQV69fKBTEBo8yFYLQiYkJAbV0wuC+hUIheL1e1Go1Ac9s2iOrSkBPxpcVCiYp154xiG9+4EJctTop++92GFga92FftisXoK0Z0JMDzL+HR/waZps9rSzt1bgtZHNFklKr4YF9/TLT27ZMwqFreO2GITkP9MymXZ7aOEiva8p0yGLznuf557HhvXFwJo+PfG8X9sxW8Y83rMFFw11wOjMzg06ng1AoJHZqlMdw6mOtVhMZFM8Rh6WUy2W43W4Zx06vZJIIBMCUtITDYbk2We0yDAOpVEruA/6tjuRWqyBffmgct22ZgqGfWB/bMwbGtm3vsm37LNu2zwJwLoAagJsB/CGAu2zbXgXgrrn/HzfWDIZQaXYwnq8/0006Hc9BWJaN/77zESRzj0Nb/4YF35sPrEB9chsOZSrP09b9akfbtHD7lkm8Yn0KYd/CIyxvfWICtg3ccAJDPS5ZmcA3P3gRPE4DyaAbv//qNViRCvZ0jk4DEa2BTMfd59c6U27izu0zL6rkdX5zHRdV+uF+/9FD+NmOGfz+1YvwypUhpNNpkUoQAJMp9/v9GBkZEVaYI1EpfUgkEgAgZWOWxu893EDD0nFJoi3Ahwt3OBwWCQtBLSc5ERjZto1Wu41FEQ/ed9EIvE5d3r8i6YdDBw7keiNrCeqcTifijiYKphNtS5PSsCyWnTZWJP3Yl208bw14KiMJdMvlAPCK1VEBZWRd6RhB8MAGH8pO8vm8lH5t20a5XJZFdmxsTDTA7FjnAh0IBGQMMHXKBwtt3LqjiDUhEzGXKceRbJXK1HJ4B90nWOqlnpJDPhjpYhX/8/gkXrNhEEsTAWE8AeBwro4/uX0Xts/2/HDVJi4mpgPuDtqWhnxbFyaYjV1k0QCIxde+TP0IEEQXFNWNgscZOFJGUW9beNXauDRzqUHvWQJIAjq6tPj9fmmwqlQqiEQiiEajfeOymdCUy2VMTU3B4XDgB/sa+LcHZ3FmHPiTy+OIBLpgmvKZRCIhiSNHho+NjSGfz4uMgPtCtlGdtEaP32Qy2WeHyMoD70W1mY6J3CUrE0ckCKsHg9if7U2RUxtxmbTwPHU6HQwHgFxLR9Ps2e/xGiTrqTL4rWYTH/56T2ZqWTbu2DKFy1clEPW7ZL+YxNPRhWwx5QhMAPhcURljdSgL0E2u90xk8JHv7cFUsYV/umEVNsS6I5kLhe5kxcHBQSSTScTj8b4KCKtRPp8Pg4ODAs4tyxK2ngN2DMMQnTITJIJi/g7vL8pumHixYqS+n8/W+cnwRL6G25+awdvPX4TEcSxMGSdLSnENgH22bR8C8EYAX5n7+VcAXH8iH7BmcM6z7yXglfpiinv2pHFG6T7osIB1CwPjZmw1vFYVO3afZo1PRmw+XEC22jqu9Zpt27hp0wTOWRwR655jxcFMFcV6PwCqd2xM1TVhPDRN6zpT2L1GDdM0MegxUW6amCyeWDnqhQ4yuuVyua/0yqa4ZrOJ152RwOfetg5v2ZgSkOF2uxGNRpFKpaTMHovFMDg4KCXPiYkJ5HK5PhsvduazPE9wdO8kMOjpYIm/5x9arVa7lmrxuIBwltLnD5/QNA0agN+5chHee9GoLHKGYcDj7vrX1tqWLMr0LHU4HEg6mgA0kVMQBHGgxdrBIPZm6s9LA958NwSgy36dsyiMiNOS8isXaQINMlMst7L06na7xbu5UqlgdnYWuVwOhw8fRrlcRjQaRTKZRDQaFTae51dl6nbOVPH7PxyDUwNeN9wbVMHtUdnQRqOBQqEAAEgmk2IBxmtrftOdZVn4ygMHUGuZ+OjVqwTEUttKP+l9mbowZgQtQA+0Jl3dezbdcvWBKaA3Ac+2bawZ7FYQ9qR7ExeBfg9ktcwPQLa1T0bxxARSAScuWpE4qra4Wq2iWCz2jRCefwyoDY/FYkilUnIsqTclQB4bG0On08GPx3X82/2TOCtu4SMbXYiGg9JIxiSSen4CJY7djsVioiPnvjFxAXrOHRwxrcoedL03fZJsv8qof+hbT+ErDx4+6jV91qIIYj4nWh1TrhdWIQjSVAnTaKB73c80e44gTFjVhklVZ7x2MIidczJTy7bxiVeuxgcv79qN8Tpm4scEiceC1ROeJ1ZL1AoSf87qhMPhwD/fN4li08S/vnk1zh72Y3Z2Vs4n3UCYCKnAnAlXLBaTJJdgmaCYyU2pVJLPZNLKhInnj03J/AxKhiKRiDDyR2OLee+022185eFxWDbwgcsXtmhT42QB47cD+Nbcvwds254CgLm/j+obpWnahzRNe0zTtMfS6TTOGA7h1o9eistWJU7SJp2OkxFff/AQ3uB6DHZ0GTD4sgXfm1h+FgAgs2/L87Blv/pxwbIY7v3k1bhSKd8dLbZPlbBrpowbjtN0BwD/57ZtuOGzv+wDQP/wkz34xA/G4XK5ezpjo4Gq7Ua11fOPHXB3H9rbJwrPar+er2CzDyc2EXi63W58+ZEpzNS7Zfrzl0Rk0WYZkc1z9XpdmojIGk5MTKBYLIpfKD026Y1LzavP58OWqRpmmg5cljIB2MLaNJtNGTZBsMbvV8vAtm1jolDHgwfyAkBUk3+Xy4XPvXkFfv+qRbIoE5hpWm80NK2++Jl0a7h8dRKXLA2h1en54z5XMb+Mv2u6jN0zFVy7LoF2uy3MI4EjF2qWgOkskc/nRdPIxIF2XAQgPp8PkUhEPk/V4VKvDACP7s/gT+6ahcfQ8HtnaUh5NQFTBK/UoLJCYJomotGodMpT18ltJMMMdAHZA/vzuGpNEuuHQ8KOEaiHfW4MhdzYM1sVH2N1mAuPQ9LZhgYbsy2HlJQJpgg2W60WkkEPYj4nDua6AEnV2fKeV0GfCmoJmm3bxhUrInjfhcPw+44+CIFVFV6HLJNTF0+AxIlnqjUYLbXa7TZmZ2dRr9dx+2EdX3p0FhemgHcua2F0eEia8OhBze2khlW1J2OjmNqYxx4CamfJ/JIt5vll3wHvZVUb/sDeDB46UIDbeXSo9KErVuDL79oAh64JMOa20sWD+9tqtTDinwPGyqAP1SlFlbYQ2K0ZCGDXdBmWZcNh6HjzuaO4ZGWiz4KNWlv2P/B8qD7prDSojX6WZYmTBNAF5MVGB5ummnjN6hDWpTxSmWGiweoMk1E+v+g+4vP5YBjdQR5s6MtmswCAgYEBhEIh1Go1FItFAedMRrg/1EvzXFLmwWSG1wZBtKpzV4FxplTH9zdP4Y0bh7FIGepxvOecY8FXTyA0TXMBeAOAP3o6v2fb9ucBfB4AzjvvPNvjNLBxUeTZbs7pOIkxlqvhsV378XnPVmjrfws4jnbVMbAeAGDObH8+Nu8lEYvjC0/oAYCbNk3AaWi47syFdcizpQbu35PGR65aKSCvXC5jVcqPastCFW7puI/PAaqZpgPxuWEUcUcLgBc7pkp45RkLf9epEFyk+RBlfOZne/BPP9uDetvCjeclREuqaZoAF4LXRCIhv99oNDA1NYV2u41AICByDNqqkQljuRIA7jrUhtcwcG7Chm53f1apdKVGiURCHujCACtMG6Uf//3Aftz61Czu/Mh5SLr1Pm9csqoqE+j3+5HJZKBpGsJGG07NmtMZ9xZAnvvrz16Pi4edAsRUVvlkB23G+PlbxgtwOXRcusQHXe9KENLpbvOu2jCWz+fFLYDgmos8jxG1nHQLSSQS8Pv9MpaYQwcMw8D09DTq9Tqemq7hb35ZRNit4c+vjEKvF9AyvH3ODzy+zWZTPHZdLhcGBgaEXXW73bKgczHn/lqWhW++/wLUTU1YThU8AcCqlA97ZqvweIYFrKmOBpZlwe1wIOayMNMwYAftvoWdTCOTre+8byO8ekdAg9qAx8RXBcI8nryems0mXr8+LnKS+cFmLpX5ByDaVoJrVQfMc8NqANnBQrGIr29v4Id767hq1MCrE0WMDI2KPpkDOzjsgwCYI6MJPumlGw6HZapdJBLpSyIoowiFQpJ86bqOUqkkZXvVks6yLPzXA4eRDLiO6XuryoJ47pisqGCe1aSI04TbsDHd0KFplgBTXld8/jBM08TKhBe1lokD2Sru253Ga88cQirokSY0+jBT1uX1euXa43nl60yEuH+qGwSnF961Ow/TBq5d19UAM3khI81nqvrc5HXRbrcxMjIimm0yxaZpIplMSsNjNpuVz+JAltnZWbRaLZG/qD7SfHYw2SJbzHOrJjME/7Zto9Xp4IazhvGeS/vZYsqejhUngzF+DYBNtm3PzP1/RtO0IQCY+3v2RD/owX1ZfO6efSdhk07HyYhCrY33J3bCsE1g3ZHT7o4IXwxlZwKh0h4xID8dzyy+9/g4PvTVx1BuLKz77JgWbn1iEtesHUDE51rwvbc+MQnLBm6YGyvNxWJ5vAu0Mm2nlJDjcx64mbZTHqBOmNg44ILHceoP4uFDc7736hfu249/+tluvPmcEdx4flJkDHzokl3kA5iguFwuY3x8HAAQDAZF7kBQppYt6V2cqXawrejAudEW3I6elVW73Ra3Cy6abE4BIGVNwzCQrbZx61OzeMOGJBJBzxFNXbquY6zYxsdu2Y99+U4f+9w9l9pcA55HpBJkVdXxsI12z1bquQguwCrQeut5i/DQH1wJr9YRsM+RviowJuPmcrkQCoUQj8cRiURkpGw2m0WxWBRmS9VrUnJARndiYgITExN46EAef31/EVE38OlXD8Fr1fsSFAI8SiVmZmbkvNLRgAs794+2cARBlVodDdOGx+NG1O+S88prkvu4MunHgWwNusMpJWqeIx4vVmymG0Zfc+L882kYBlLhXtMYjzvBmyrxUP9P4KFpGn6ybRqFeq8ZSg3btsWGkM8KHl8VXLO0zv+3220Ui0VpqDIMAzOzaXzmgTR+uLeOVy9x4IZFLcSiEYyMjPQ5icTjcTkutAlTwQ8twljipyuG3++X0jz3l5Z6PCYElz6fD4FAoG9fNx/K4qEDBdx42bIFfW8/9K1t+M8Hulp57hsTQCat1BlbloURHzBd78lg1BHMPKe8PmzbxpJI9xr74v0H8Oe3b8emQ92mUoI7ssWNRqNPM81ElzaHasWE1yjvLco6XC4Xfr6/gkVBAy8bjQr7yumAAPo+j9cEzxdt1SjxSKfT4lzCe6tQKEjzqtfrFRaamnV6S9PRhOeKzbmhUEiOKyVjqu82399utxH3u/CX128QqS6v9eMxxicDGL8DPRkFANwG4D1z/34PgFtP9IPu25PGp+/chWbHPP6bT8dzHi8bDeNjQzuA0Cgwcs4J/U4juhobnJPInsBAitNx7PjOo2PYm64g4F64qHPf3gwylaaA3YXips0T2LgoghXJ7gJAbSKN56dqmjzUg4YJFzrIdNzysDZNE58834t3nHvqs8UsD6rA+H8eOYy/+sEOXLthEH/yqmVot1pSlq3X6wLK2KzFJq9cLicTmqLRqHw+mRKyFmSNTbM7ye5nBxqwAFw+1DOmJ6CJRCIIBoNij8SHO8EcmcgvPXgYpmXjvReN9llbMQzDQNDrwhOTVezJNoSBJlhyOp2IGU2kOy6YZq9hi2VX0zTx1i89ib+96yCAXun9ZMf8EdDCinUashhS96yCCspGQqEQIpEIksmkyBv4dywWE5CsaRqCwSD8fr9YvRUKBdnfXC6HnQUN//R4A3GPjU+e60IjPyMgjLIMlrY5yCObzYrEJhKJyKLN0cNs9OL+NZtN/GDrDF7xmYdwKFuVBZ5JC50tbNvGu84fxk9/+0J4XM6+/SboBbr3atLVRrapwYQuwIfnk98JAAeydfzNzw5jotgU5lnX9T6ZwHyPYyYtY5kiPv69bfjO5pljssW89snWc3/IyFNSQvlKtVoVNpCJ5OT0DP7ypwdxz1gbr1/uwHs2BuH3+zA8PIxgMCiJDJlD2+568TIBJdjkdcUx4WSz2ZjF/aLsI5FICNhjiZ62YvMb6z537wEE3QbeddGSBa/tesfCtuku0GOSy2Or6sUZQz5gumEA0OReVIe2qD7VmqZhccjArR+9FKVGB0G3A1etSYnVIOUf1FCTLQZ6jDAZfAJG1d6M9ySfS4WOAzszLVyxpFsFm5qa6iZlAwMIBAIYHBxEKpWCrusyOIWJGgCxZ6NUQtd1IRIajQYOHTqEQ4cOCeNPgF+pVFAsFuH3+6WJkgBWvUYpVeL9x8oEg4DXMAzcuW0Km8dLfRUwbuvRdPNqPCtgrGmaD8ArAdyk/PhvAbxS07Q9c6/97Yl+3prBIEzLxr7ZX53pWi/W2DtbRjGfA/b9HFh33XFlFIzk8rOxSpvAQGBh9vJ0HDvGcjU8cjCHN59zfOu1mzdNIOJz4uo1C4+A3p+uYMdUCW9WADRBgBMdDIU9GK/awkg6HHOjoW2fLKIEfgQCp3IQXPYYMhu3PDGBK1cn8NevW4lWo1uCpOsEmVxOnONr09PTyOVy8Pv9SCaTUgrmwqw2cxEEOBwOuDxe3D9tY3WgjZGwW9gZjslNJBKic1TtrlT3jHLTwnc3T+NVa2JYmggcMV4Y6C7EI1Ef/C4d+3NN2WcuyA6HA3GjgYZloNzuAXpWC+r1OoYjXuzL9DSpz8W5pXaSC9Lf/HAHfuOLj6AwN16ZEhICGW67OvaV3elk+cgOcyEl+NN1Xfym2aDn9/tRqVSwq+zCP29qYMiv45PnurA4FUEgEBA9MmUxbGK0LAvZbFYqCCwj0zOVzgUsCZM5a7Xb+NJDExiOeLEo6u27Hrn9BC6JgBuJgKsvQaL8gDprTdMw6LFgQ0O24xYdO9Br1CIL1zYt3LE9i+3T1T75iSp9mO/zyvjR1hlYNvCaM1JHAGM6IAA9Zk51mCALaRiGaHvr9TpmZ2dl+EM6ncZMOos/vmMvHpw08eZVTrz3nDgCgYDowkulkjCd1JgyYWJCoUpROGiHx0DV1HJbLas74pjAnJ8JoM+nWo33XzyKv7huHYKehR2BVg8EsH9O083EVK06qMmJaZoY9gN1U0Oh2Ut8WNlgkqFa9um2iVVJH+7eOYtXnTEIl6HJ9UO2VWWLVR9nJpkcZsRjxt9hZYlT836+t6u9v3KpX1wmOMBD0zQZoOPxeGSQUTAYlITU6XTKBFDef4ZhiA5/YmICMzMzAv5JSGSzWXGdUf2q1YZNAH2jocmyqw4wTHralo2//OFu/Ns9B/vOFRO4o01xVONZAWPbtmu2bcdt2y4qP8vatn2Nbdur5v7OnejnrR3sZhu7Z047U7zQ8QffexL/8YXPAmYTOI5NW1+k1gKdOlA4+Jxt26963Lx5AgDEwP1YUW60cee2aVx35jBcjoVv5eXJAO76vSv7BoUQlHU6HfzFdevwzrNTAr4cDgdieh15y4tOp2fkvm22iVd9dhOemige9XtOhSDrolom6bqG/3rXOfiHG9YCVkcauTjoodPpwO/3C+tnGAYmJibEampgYEBAAS2DyODSno0gxO/34/5DVVQ6Oi4b6GlfydBQBkBXBJbfO52OaCoDgQC2jWXgc+n4wGVLhCU5WrhcLiyLecTZgKCODF7C0f1edQIeNanNZhPrhkI4kGugY9qyiJ/MIDMkbgiWjVufmIRDs2GZpkwkU6UdQE9HHAgEhM1tNBoolUpy/L1eryzEDocD0WgUsVhMgEi9Xke5XEYul8MjU238v0fKWBJ24BNnG1g+kpLKgNfrRSwWk/NJENloNISZI0MdDAZFc0kdMME9Acfde3LYl67iw1etEM9ih8PRZ/XG86lpGr704GH8aNusgGvVJYQ61QFPF+hlOq4jyuB0Fmi1Wlie8MOha9g/Z8M3Xx6jMsQ8zrz+frw9jdUpP1YPho5g1egKQLcBPivoFMLtZamdjjC2bSMQCHQTlFAEf/6zCTwy2cJbVmh4y/ouu5/P5yVJJWAjUOS2csAOmXw206kJiiSmivaVGtpEIiG620qlIpWh+RMK+Tvrh4K4buPCz2Cgi1vytQ6y1ZY8E7jdKvAFus/QkTnjoKl6z86NFQWCQiYZBMqfvnMXys0O3nDWsLDFlPlQ/sWBN9wXSr0ILHkdkW3lPUmQ7fP58JM9BayLOzAYciObzXYbROcSQbLwfLYy2eP17PV6USwWMT09LdtH/TDlMKrFIZMTus2w0sMeDzZK04JRZYtZOVC9o9VzffOmCcyWW/jwVb2BLKprytGqIWqcMpPvAGB50g+noWHnacu2FzS2ThSx6XABb/NvBvwpYNGFJ/7LqW4D3t997ZbnZuN+xcO2bdy8eQIXLY9hNLpw492PnppGs2PhTScgowCAFckAwt5+9oMd/5cuC2Pj4pg0zJimibjRRBsGSqZDAJNP7yBf72DH5KkLjFlqdblceGBfBr/xxUeQK9cAswW3oclDkU06BDacGmdZFqanp9FsNsWrkyNXacem+gVzLC4X9Gg0ih/tqSLm7ODsIa8AUDJZLMWr7gScykU7KdM0sS7pxm3vPxPrhsJHZbQYDocDK+Ie7M82BDCQEdG07ohvAMiablnMCKxqtRrWD4fQsWwcyjdEk3oyg4wkj/sjB3KYLTdx9fKAML70miYbxD8cEgB02e5sNisLuaZ1x86Wy2V4vV6xZ6McgYxls9nEXXtL+OdHSlgZc+JT53sxkoyKBZzq30qQomp06YRAho5laPquUvailqT/+4FxLIn78Kq1CSkJE5z4fL4jtOK3PTWLO7bOSlKmgjVuS9RpwanZSLddIg1RpSls/PS6nVga92J/rmd9pSY7atc+QbJlWRjL1fDEeAmvOSN5BHBgtYOJZqfTHT9MUMYSPdAtp3PMtsfjwcDAAIaHhxGOJ/F7t+7Bg4fKePtK4NfPG8LixYvlXFKbqk63o7NMrVaTsj4bXxnUhpOJ57EjSGKySjBGj3GyjyrjCABTxTo++d0tmCo2jgugAGDtUJfQ2zs3QZKsP6sYBHK8noZ83YoMR3wTrBO0qePbeY6WRl1YGvfhkuUxYehZHWHipsok1Il2aiLEc0W2lfeQpmk4VLYxUergisUeaZyjUwQrahxcVKlUpLGVzchs3PT7/RgcHEQkEpH7t1arIZfLod1uixUmSQEy0eFwWICwZfXGu1P6QDKD+8x7Vg3TNAFNx+fv2491gwFctWag7zlE0uB4cUoBY6ehY0UygLFc7YXelJd0fP2hQ4g421iafwBY93pAfxpd6nOT8RzpnWi0T2vFn260TAtvPGsY771k2XHfe9PmcSxL+HHWcdxcfrk3g49843HMHmUcJlmubKmG+w6U0dTcshgk5hrwpuo90/yYy4Lb0LDtFAbGZGf255r4wFcew0yxjmqtIYsNLYQIanRdFy1jtVpFJpOBZXUn2XHULM3/aTFEYFMsFqWsbds2wuEwDhZNHKjouCjegtvlFKshMlQsM6s6WU50YjPK1kNptDomggH/EazI/DAMAxtHgjhj0AdTd/RpkQ3DgM+w4dc7yHQ8Aih4HKrVKlbPDYXYm+k285xMnTFB1HzvYp/LwLlDHvE+Vcd0Mwnj8ep0OsJE0UOYFl0EPfQ6NgwDs7OzwnbF43H8/GANn91UxeqogT++JIRosAui6/U6arWaVE4AiPuFqg0lQLcsC+FwWH6HwUWbIGFXpoEnJ4r40BXL0WzU+9waaGXF3yMwWpn0Y+9sRQZL8PNZTrdtG4auIeU2MV3XBUSqk9I40ljXdayeG9xC0KsmO/N9XslaPjbWLaO/Zn2qDyxaltUHgAmq3G63HAtWRfg8KZVK3arTHAufr9Tx7i88hIf25/DO5R1cvyGOxYsXizwLgEzFC4VCSCQSct1TGkPWkkCZTCIdEFjRYXWBSYFhGCKDoYc5k1PVJYXxX/cewK1bpgFFerBQrBsK4ZrVcXicuoBNAlV+B58PmqbBa9gIOy1M13tj4JlY85pWHUkA4LVro7j7k1fDMjty/NlcSH085RgEwpRJ8HnI4Odzu8gs/2xPEQ4duHxpQJw61LHr/BkrBYFAoDtEKB5HMBgUgM1jHYlEZJhSJpOR5joem3A4jFAoBLfbLTIMACJpc7lc0mjJ56QqA5tfReMx/vnuDA5m6/jQ5cv6pCOqnOn5aL47qfHd/3Ux/u2dZ7/Qm/GSjWK9jVuemMDvLRuH1q4dd6jHEeEOou4bxkptDDumSsd//+noC7fDwMdfsRrXbhhc8H3j+Roe2p/Dm84eOe7D+7uPjeH+PZmjTs+jxdChTBm/f8suHKj29HGxOWCcNbsPQtM0YVsmRoM6dk6dmlUdtVz21YfGoGvAf759A5Lhbrd0tVoVRlBlJV0uF/L5PAqFAhwOB0ZGRmQR5ufl83lZ/IGuPRXHDnMhCoVCuOmpDJyahUuHjb5mJbockLkiO0+AbZomEokESpUa/td3duBvfz4uGr2FQtd1XPeyAXz6dUsR9nnku9TXE44msnMleFUz3mg0sDjixvsvHsXSmFuaXk5WqJPDgK7+9Udbp3DFyig8ji5rRz9WslpkvQhkstlsH3CmFIWsIpMJTdMwOTmJTCYjOu7/eXQM//5oCWckHPiba0cRDXavg3w+j5mZGWEMCRLK5bLovcmIUp7icDik2Y5MHgEiGUtd13HesiS+/78uxqtWhYXN4zhk9V7ts2xL+jBRbKJl6X1DM1RnCk3TkHJ3MF3X+8rhBPCUcei6jnVDAXicOpod66iMMb+bx1DTNLzjwqW462MXYXG8fwQ0GUoCtUajAZ/P1+e3TbDl8/mkSY4a1EK9jfd9ZTOeGCviXSvauGKxG6Ojo8hmsygUCjJqncCFyRDPLQFlIpFANBoVYMN95/dx3/n7qvMGExqOsA6FQgK41MhXW/jWI4fx2g1JLEkEcSKRCLjxmbduwIbBnv81K0EAxF9clXYMeW0hHJgIMsnh84TXHYEgB7uok+3o3azqu3ls5uuXeS9S8sJza9s2DIcTdx+o4NwhNwyrSxyEw2EkEgnRflPLTVKBz08mtq1WSxJIAlFWMZjUcGIejwPHh8/va+DnUE9OYAz0HG7m91zwfFebJs4aDeF1Z/ZkMPPZ4ufDru2kRtDjPKEs7XQ8N3H/ngwabQvXuR4DvFFg6WULvn/HVOkIhl8bWI/V2jieHD91WcVTMWqtDn68dfqEXFlufaJrD3T9cUZAV5od/HjbNF6/cRhux5EAiw+dkaABh65hsqbJwuzSLAS1BnKmWx627XYbowENu2crp2QDHkGABR13bp/BNWsSGIkHoeu6lAHZVEWmWNd1aRAKBAIYGRkRrSkfqBw3TEBh2zZmZ2f7Bi0EAgG04MTD0xY2hpuIBb1H6ONYBma5laCCbLHH48F3HzuMbK2Dt5w7emJlP71nbk8WkrpL/j+m15Ftu9A2LVkY2ZWvw8InXrESq+emsJ1MyzYeH9GzmjY+cuVyXLc2Ios7GUACVDp11Ot1FAoFATBseCNTVqlURJbAJKVUKsHv9yMWi+G/7tmD/3isiI1JA3/3uqUYiEdFG5nL5UTK4vF4EA6HUSgU5Du8Xq80MnHUbjAYFP06gTITS7Wpx7IsrI470Wl2GzzD4fBRS/Iq67w61XWKOZhv9ulmVY2xbXct2yodDQ04BXio9yEbyt570SJ8//1nweM0hDkF+u2seD+riUsq6OpLqghQVS0sdcTUD9P2jNtNmUkoFELV1PH+r23BrtkKPnymA5eMerBhwwYBQ2y+8nq9CAS6DaYs41P2MDs7K04vvFaYvBHkktlkE57q38yf1Wo1kVDwuM4/L19+4CDqbRM3XrzohGQUDKfTiXq7Z59HnTOPLa9rJjxDPhuzDQ3QejpzMrtqjwTPFYE/k7L5bLEqZyHQ5nWjss9sAOQx4vncljVRaFi4aqkPuVxOyAE+9x2O7rS5QCAg+0iJWLVaFWkD+y/I5rJJ1rIsxGIxLF68WJ57HLdOIK1WU9gsy2cnmV5WSo4mgeF+veFlKXz9vWfD5exZHaps8fNl13ZS43C2ho//z2ZsPYWbe36V43VnDuG+T1yCyNhdwJrXAcaxO3IbbRPv/K+H8Ke3bO37uXvoDKzQJ7F1LPtcb+6vTJiWjd/5nyfwkW88ftyEwrZtfH/TOC5YFuub5nO0+PHWaTTaVp8bhRpc2A0NWBb3YazUy8RdLheiegM5yysPkna7jQ0x4NWrI2idgl7V1Bc/MlZBudHBazd0NWa07GK3OhdIy7KQTqdRqVQQi8UwPDwsizsXKi7eKks1NTUlndws/w4MDOCWJ2fQsTVcNmhLmVhlPMiEkAl2uVwoFAqw7e7o3Eqtjq88MoX1g35ctW5oQZKAYIUL/G/fsh9/9dND0p1OiYbL5ULc0YQJDfmOs49ZYpm0A11cDLifzzYoo1AXMK/LwNvOSmLDgEcWQrLqBL8AJDFhmTWbzaJWq8Hj8aBcLmN6elp8o6k75ne5XC587p59+MKmIs5O6viLV44iHPSjVCrJYuvz+TA0NCTsIqfpAZDzyUYulqfZMMlQ7eQIZD7+7S34qzu2yuAFWv4dLVSXgJUpHxy6htlKWyoLBAmqpGPI2z0vtFFk9YOAi8kcmTwCIRUMcdup33Q4HPivXx7GR76xCaZl93kn04GG28CBNmQJVZcH1YHB6XSiqXvwts89iP2ZCj51UQgviwHLly9HMplEpVIRzbjf78eSJUskgaA0hg4hDkd3dDo13KVSCcViUVjhVquFTCYDwzAEcKsDWjhWmowhm8hYmmdUmx185cGDePmaBFYm/ce19FLjn3++H2/4762w6CQxB44JbNWEStM0DPtsmLaGmXrPbo9NaJQ5qZUCVYdMTTXZVF6f8z2K57PEqp+16lyhaRruPlCF36lhpX9ugmIyCZ/PJxUUNtKxKY5OFKZpolaroVAo9GmfmTjRJSQUCmFwcBCWZaFSqQijTicZv9+PaDQq++1wOFAoFPqaXoEeW6zeHwzTNPHIoSLaHbPvmcPj7na7paL4nNq1PRdhGBpueWISm8cKL/SmvOTCsroPv0WFR4Fm6bhuFD94cgr5Whtbxgt9rIU2sB4udHBZ/LSU4kTjr36wHT/dPoM/u+4MnL80tuB7nxwvYn+6ijcdhy0GgJs2dZuAzlkcPeZ7mLWvSHpxIN+Spg4AiOt1lGwPmp2el/GZceCD58fh1E+9yg4f9Bctj+Fv3rAG544GxO2AAAaAgJzZ2VnUajXE43EMDg7KYkJAS20ddcaWZcmggnA4jFis27Do8/lgWjZ+vLeKpb4uq04QrXZTs2Pd5/PJwlQul6UR6AdPTmKy1MKHr1x+XMaK7BnQZazcDg270zUp2ZOxomUbAGTaPeaVjFGj0cC3Hp3A+7+9C8V6pw9IPdtzwW0Duon09x4bQ6ZYlQUPgCQdKttIgMzkpd1ui5aRyQ+PAVk5aqb/496D+NLmAs6JW/i9iyMI+r2ikQW6gC8YDMpACI/Hg6mpKTQaDQHiZMQoGaDsRUrPc4wVQY9t29gzU8YPnpqGU9fg8XhE3rFQ8D4bCXvwyB9ciletS8ixIXAAIKCHjVvpllPAlgqM1Sa5T926C59/aFoSFFVrzGubgOF7myZQrHU18dxmgkkCM9W9QL2nVLs20fYabrz7y5swVajjz69OYXXYknusVCohm81idrY7+2vJkiUC/AhkVUY7EolIsxYBtdfrRTKZRDgcFp0wJ8AxsSPwpZaaySL3bz7j2DYtXH/WCD546eI+TfyJxKKYD7W2hclCr5eB4I+JK+8rTdMwOJfgTFZ71wDZeV5n83XmLP/zmmSSQqCo+qnz2iJbzPuJ28HP7CbFBh6eaOCiYResdvf5n0gkpBmYyQQTfWq6eb84HA7RFdNdo1gsCgBm9cDj8ch4b+rTAQjQZpXI5/NJsqxW2OZrp1VgbNs2njicx/u/vgXf3zzVl9yRLWYyqDYnHytOOWA8HPYg6HFg1/RpUPV8x29/azP+5OangB23Au4QsPyqBd//1YcOAehOyBvLKZqd1DoAwBuHTrP+JxJfvP8AvvTLg7jx0mV4zyVLj/v+mzaNw+XQ8drjjIC2bRvnLYni/ZctW/Ahzwx9WdSN6XILcHqkLBd3trreqW2nNBeZpolKvYGZwqnlN26apiwsfpeBV64KwzY7whjQMYCNKjMzM+LTyRG/lBdomoZyuYxMJiNMo8fTnTzHsjrZQDJRd2w+jGxTwwXRuoA7umPQeohlaC6WNMH3+XywLAs/353D8rgXrz3z6CNoGVxECb51XcfKhA+Hcg0YDmcfY6XrOmKONjTYyHTcfZpTMoxrB/sb8E6GnILsFxf4u3bM4ve/9yS2TZWFMaczhmodRgtBAprDhw8LSCWzq2maWK0tWbJEjuUXH0vjuzvrOC9h4rfOCyAWCYuTCAEZ/Y/JPKoOCn6/v8+OjaA3EAj0SVCYfND9wjRNfPGBw3A7dbzrglEBYccLHhtN0+A0uv8mQ6aCbrKCAScQcFh9E/AIjtXrV9d1ZKstbJ7oeRnz/uDnkv3bOVvHoWytz42CTKy6DWQrqW1VNbO8nvn+ew83cDhXx/99xRDWxrpM7uDgYNf94NAhaXKMxWLyO7RO474WCgU4nU4kEgkAwMTEhIBpDnUh0GUDJcEVgL7mN7Lw3D+1wZER8bnwf16/DhuGAsfV9c8PcabI1AWoc9sI7Hiv2raNlMeGDhuTtV5zmHqMWQlQJVLybJsbX7MhdwABAABJREFUXqM2DvJ5rXp/8zPpiEIwSKaZUoynchoaHRvnJm1xiSGIZRLP+4sSJurMVd93ADKgg17U1DdHIhGUy92+lEAggHw+L84mfr9f+gl4r9HXmPcZgb/q9KGGZVn4wgNjCHkcuO7MQXmdyZ3KFr/o7NqA7gNizUAQu05btj2vMVWs40dbpxBxa8DOHwCrrwUcx86qnhwvYMtYQWbIbxkv9F5MrAY0Hc3JrSjWn5tJWr8qMVGo4//70Q68av0A/uR16477/lbHwu1PTuGV6wcQOo7xvKZp+MSr1uA3Ll664Pu4cLxmTQQ/+PB5iAZ9wpgk5pjGmWavWceyLHzolnH81Q93nvB+Ph/Bxf/RsTK+/OBhVOtNmapULpeF7SsWizh48CAajYY82Mk2coRpPp8XNpmLQCAQQLValbHAQI+xfHD3NP75wSziLhMbov3sNBuIyBpTqqI2MpG9+evXLcdXbjwfhnHsRzMf8AyWSFel/GiZNtL1XrJDAOBy6IgZLWRNt1R31G74VXP64r2ZWh/D9ExDZe0Yt22ZQNzvxPlLIrJ9ZOLJPKrlf9o8kTUslUqYnJwU4EfN5f79+7F161b816MZ3La3hYtTFj58TgAjc1PUCFAoo4hGowgEAgIo8/k8dF0XH1U2OVEaQLkRGUyeUzYPmaaJXBO4Y+ssfu3sYUR9zqMOYzlaqKXwH21L47e+vVUAnLp485wZhoGUqzsamkBY1ZPSG9YwDKxO+bE3U4ON3r1BGY3K/t7+5BScuoZr1iTkO1UvYXpMkwVlMxVlSfxsHjtN0/CTXXmsiLmxcbhnc+f1enHw4EGRIJE51PXumF/V5ozyomSyC9b37duHsbExsfHilDtOWFOHSTQaDdHdkulnpYYM7nzt/j2703hgX0YSwqejLwYgzi775u4fTdPEXoznTW18czl0JN0Wpmpan2uFardGQM3fofad1x2vSSbrTFQIoHkPUnfOxjm+XigUoGka7h9vIu7RsD7pkuSQCRerh5lMBuVyWb6PAJhNs0xoh4aG5HolWHa73SgWi9KISh9yapYJYtlISAs5NtjO99tWeyoYu6aL+PnuLN5+7hDCfo9sAysFqgPLi8aurdrsZyfWDAaxc7p8Sjb3/KrGNx8+DBvAe4bHgXr+uDKKrz90CF6ngT9+7Vq4HDqeVIGx0wszshR33XsPvvPo2HO63S/2GIl48dUbL8Rn3n42jBOQJtyzO41ctXVMzTDDtm3cvyeD9gnogMluRL0GRiMeBOc8KTVNQ9how4CFbKfnTGGaJob9GnbNVE5sJ5+n4KL2rccm8eWHxmCZbVmoA4EAgsGgNPS43W4kEok+u7DZ2VlxP+AgBoIpt7treK+WEtPpdHdwxP4s/vSuGQSdNj64ooag3ycyBXUML/WvXOxUtwrTNFGut+D3+bAovnA3PJtHVICt67qwvgcLvSlaXCw1TUPc0USm7ZJjQlawXq8j6jUQ8zmxJ31yGOP5MopSo41f7EzjmlUReD1u2TYeb5Y5eSxcLhcajYYwhKZpIpfLdd1SYjFpoKpWq5icnMQ3drZx5yETVwzZePc6B5KJRJ83aqlUQqfTweDgIJYtWyYNevS8DYfDMtxFdSsgiFKPF3W1ZLojkQi+9ki3GfbdFwyLDOJEQn1frtbCPXtzMhFNbZ5UQfCAp4OZugbdcBwxAY+6YKDb0FdvW5ipmlLt4XdSP+1wunDHk5O4bGUM8aBXSvE8B6oHMxlZ+teyjK9qwavVKmaqFrbP1HDNyqCUrv1+P7LZLMrlsvhW8+eqHKLT6WB6eloY/Farhe3bt+Pw4cPCMEYiEblvyA7T4o1MNOUubBbjOeN1pwIr07LxF7dtw1//YEef/+/TiYDbgZGwB/uyDbnnWCkyzd4ocJ4rp9OJAY8pQz5kW5RqDm3UVG0w2WJWK7itPF88rup9X61WhXllk2Sr1UKlUkFLc+OJ6SYuHnYgPDcW2+12y8hmNpZS4sQBHJR2UJbkcHSH61A3zmddMBgUPbJldadIFotF+Hy+vjHcdK/w+Xyi9Q+FQnKdkUFXGXI1Pn/vAXgcOn79/BE5t6qufH4D3vHilADG+zNV5Ko9hmLDSBgjES9KjZPXHX06jh2tjoVvPTKGl69JITV+J+D0ASuuOeb7i7U2bn1iEtefPYJ4wI31Q6EjGsaMgfVY75joZ5JPh8RYroZf7Owu+heviMPrOrHS3c2bxxH3u3D5quSC79s2WcK7/vthfP/x8eN+Jhlj27bxvU2TeGTG6o0pNnREtDpylkfKco1GAyN+4EC2hlbn1GjAI9tSbpq4f18er1gdQ2dOE0dwSlsngiIyOnxoB4NBpFIpYTEIJBKJRN9iyaaSer2OPQUbf/dwBTGPht8/x4GE3yFsFpkyNnBxsQAgQIXg57HDRbz5Kzuwv7Cwtld9wHPbueCvGgjhdeuiSAXdffsGzE0yNBoomU40rd4AAOqp2+021gwEsG9OSjHf4uvpBpkafv9Ptk6jZVq4dl1SGBwmINSTquyQYRjCFnNcNNAtoQ8NDclntNptfOeAgZ+PmXj1UgfeukJDIh6XRq58Po+dO3diZmZGysKNRgOVSgXValWcSlT7J55rsnCqRzHBOxvPIpEIXC4X3nPxEvzF69dgJOo7IUaKoQKwVcmue8K+TL1vAt58Z4ohr4WO3WukJHgl89xqteR8AsCBuUEfBGDc30AggFbHwlvPHcWvnT0kzwAy9wAEFNM1wDRNAdX8LFqztdtt1Ot1/HKiBQ3AlUt7FRYec2q3y+WyTEsjgKHmn4krLRLL5bI04I2MjCAWiyEcDst3h8NhGezC8j/PNdAbYqRqw9W4c9s09meq+MhVK4WlfSbxm1csxctXRvoa7siaMrlRHRGGvBbyLQ21dq9hj+dGlVXwNSYElPkQxKqyCybbDCYKTFpYCSH7uymrwbKBl68IynXP6hl9himJoDyMlSDDMJBIJARAa5qGYrHY1whI1xgCfIfDIW4UtVpN5G30oKaEg2PeAQiQ57GYf9+0Ohaemijh+jNTiAfccuzVse1qA96JxCkBjAFgp6IpfscFi/Hjj19xxJSu0/HcxJ3bppGpNPGuC0eBHXcAq14JuI7tdvDdx8fQ7Fh410WLAQBnjoaxdaII01IY/tQ6LLKnsGMs81xv/osuivU23vflR/GJ7zyBcuPEpSbFWhs/2z6LN5w1LHrEY8X3N43DZeh4zYaFdcgMPkBueXIGd+zsPZgMw0DMaCBv+6Rxp91uY8QPmBawZ+bU6AVg6fHuvQV0LBuvWBWW5hAusAReZFj4oNS0/glrlUpFuqxDoe5oXHqg1ut1eDweBAIBHG568Q+PNZDyO/BHF/mQDLhEYlGtVqWxi2CKf9SxrQQ8X3t8Fi6HjvUjkQX3U52gB0BAJQD4PS784csX4WVDfilJEwTQmQIA0m2ngGsVGH/smpX43asWSaLwTIExWUIVYDx+MIuhkAvnL08IQFE9otWmGtVSjYs0y+ORSESs2XKFAv7tkQJ+sq+G1y1z4JWJCsLhEEZGRhCNdptNJycnUSgUoOs6otEoPB6P2ExxXHSr1epjtlTnEhWYUJNJUJJMJmWhHQ458YaXpY46XnihUFn9lXNyln3ZushuCDDU9w56u8/ZTLunu1SbJbl/qwYCOH9xCF6XQ5IgsoZ0NvC6DHz0yqW4fGVMdKe8vgjSmAQ4HA6USqW+Zi9aGIZCIeRyOQDAL/ZXcfawD1Y1JxUBdSAHgXUikZAmSI/HI+w3wRRL4ZRw0L/a4XCgXC6jUCjA5/MhFovB5/NhdnZWWEcmofxdJrnzgbFt2/js3XuxLOHHK9cl5dp8JvHOC5fg5au7jdMEwtwPfi7Pk6b1HEam6r1rgLIEnicmzpQwcPQ8ganKFlPWwu8GIIkJkxN+brFYhMfjwS/HW1gSNnDGaEzuQco04vG4uL5wHzqdjpwDPi9ZYeG9xOcK7SlZ7XG73YhGo4hGo9Js3Gq1hEXmNpqmKewzn2+qoxCZcobT0PC9D5yDj16+SM4tpWA8/moD3onEKQOMT2uKX7g4b2kUn7p2La707AeqswsO9bAsG19/6BDOXRLFGcNhAMCZoxFUWyb2p5XSemodDFhwFvahUHt2esVfpWh1LHz464/jULaKz/76uQgeRyesxg+emkLLtPCmsxduzGqbFm57YhLXrEsddajH0YKL//K4F/uzdVnwTdNETK+jbjtRs3pG/uyq3n6KTMDjdv14RxqLIh4sC/cskmZnZ/s0iLRNi8fjfc1PNJTnQAmWIdUBE+FwGJFIBI9NVPG3DxQxHHTgk+e64OzUZSEkW+x2u6WMR79csu5c0DRNw87ZOh45XMYHLl8Oj/PYD26ylmqpXtUnGoYBTdcxWeyCSHVRdTqdiOtdNjjTdvW5DdCa7tzFEZw12m0i4iL4TIJMq9oZ/smXL8ZXf/2MPomCOmyFCx5fbzQaYtFWqVSkLN5qtZBOp1FrNPHvj1Vw96EG3nZGAC9PVBGLRbFq1SoMDAzA6XQK2xgIBLBo0SIsX75cBreQwSqXy3A6nTLhkNcHJROqDrtarcpIaGpmK80Ofuubm7BtPN/X3PV0gucy5nch7ndiz2xV7LHI4qnna9BrQ0N3NDTQAwFqWb1eryPgceE/37Yel6+M97GRZOFNG/jJtmnUGj2XEtXnm9eGaZpS1q5UKtLAKt8z5xxQq9Uw2XRhvNjExSNOSWZUP1/+SSQSWLRoEWKxmDTzUa9K1pYuCGzIoiymVqshk8mILpxadQ5soWafDa9kDKlNVdnG+/dmsHWihN+8Yjlg9waCPJOwoeFArol8rSXPU1oScv9Vf+XhQBfcTVR60gcCUOr8VUCtjk1nsyHvH4JK3ke8LujtrNrulUol2LaNfMeJvfkOXr4sIIkqwXUo1H0OjI+Pi72hYRiIRqOSdDPJpI0egSz7H8LhMGzbRiaTgdPpRCwWk/PCZzCPDcmJUqkkOmdK2Ajoyfyr4LbS7KBcb8K2TAS9LmmYVRlmtQHvROOUAMaGrh0BjD/2rc34s1u3HuM3TsfJjKGwFx++agX0nbcDhhtY/epjvvf+vRkczNbw7ouWyM82jnYB8hZVTpHsNpKt1sZOD/qYC9u28Uc3PYUH9mXx6beciYtXxJ/W79+0aRyrUgFsGAkt+L779qSRrbbwpnMWBtBqsBFmecyNUsNE2+GXh1bS2V14M22XMAoDXuC9Z4WwNuU9zic/9yFd9zZg28C16+Iy1Y2T6SiR4EhmloX50OTD9PDhw0in09K1T9sksmLRaBT37M7gHx6uYFHYiT+80Aet1S39spubzWF+v7/Pso3bSqDDf3990yxCHgfefZwmSZZJ1VK9WvLuflYaN3xxKzroGeKTcQw5LLg1E1nT3TcZrF6vd49Xq4N79hWxN12Vsu8zPReqjIKM9EA0IO8jkFK1rGRJTdNENtv1QA8GgzIty7Is5HI5NNsmPvNoGfcequHGc2O4LFJCMBjAunXrMDAwgHa7jZmZGdEnRyIRRCIRJBIJNBoN8Yudnp6GpmlYsmSJAN5IJNJnH8fjw4U2HA7DNE3RxX7z4UO448kpNE3raS28aqgL/SXLYwi6HX2WbawqAN0E0OM0EHeZMlJYvYb5h9egpmnozPMmJlt8/94MPvS1x3H/vlxfGV51VKGOmuBKBRws6VMPblkWHphow21oWOWt9gEqNVFyOp0YHBwU/W82m0Uul+sb2sFEhPtGJjCfz2NiYkJYflq4HT58uKuVn6sUsMlVBfwE5WoUam1sGAnhhnNGjmBbn27sy1Txzq9tw0MHe3IOJkuUV6iAN+lzwK1bmKj0JhdSGgX0++92Oh0ZyawmYKpPOAEkP4vNbOqwIkooAODRWUADcM2qsNwT/H2fz4fp6Wm0Wi1Eo1Fh4anBZ8Mft4EAmTIeNr3SXYIexjwmAPoqMLFYTBKcSCTSN3iGjZ7cbvV++fw9+3DVP96LQrUhjPDR2GJWRE80Tglg7HEY2DkPGJcabTx8IPcCbdFLJ7720KGu1tW2gR23AyteDriP3fzztYcOIe534TUv640sXp4MwO8y8JSqJ46vhK078ME1DawaCBz5QS/B+MWuWXx/0zh+9xWrccNxWN/5cShbxWOH8rjhnOOPgL5rxyyiPieuXL2wDlkNsikrEl2gO9tyyMIcm2MaZ5u9jnVdA65d6sRo6IWXO3EhcRo6/vNt6/G+81MCjA3DwOLFi+XBC/RsnKhv44CH7du3Y3p6Wpq6gC4wY0lwcHAQP9sxi79/qITFYQf+/Mo47EZ3Yl0sFkMkEhFXAFVXR5s39cHOTv5M3cY9+4r4jYsWI+A+NlNFtm9+qZ7sV8+ZonuvjZU6R9hTORwGYo6WMMaMZrNr6t8xO/jUbbtx154CgGfWgMff4eJn2zbe/9VN+I9fTvRN6Gq32+J0QOkFGXWyxGzOor0dADjdXvzTo2X88lAV7zsrhPP8edi2jdHRUQSDQRkxnMvlUKvVEAwGBRRzMEg6nRZwNTIygsHBQZG9eL1ekQ6QKWYiomrFA4EAmh0TX7jvAC5cGsF5y5LPGFCpYOxvr1+HT71qhbhSzHc14PtT7g6m6j2JB4C+cjx/9r0nZnDpPz2MetvqYy4dDgduf2ISIY8Dl62ICZNJAEIwSTkRAJEjsWxPMES2Unc4cff+Ms4f9UJrNwSYqhPd6CrBJrKDBw9iYmJCkiQAIlni8ad0ibpzalsjkQgAiH6ZJXqypDx+ZJ0pB1Hjuo3DuP23LoPL0EUD+0xjeSIAh65hX6YurC6TEMpPAIgu3OEwMOA2xbKNrzGZVjXtBMy8/sgWA5Dzodoj0s+aLDXZ5l4DoIaHpk1sHPIg4XeKuwrvuXa7Lc4QdNWhrId6Ym4fv5f3NO/ZUqkETeuO8mbCy9/lM4dA3+VyiZyCHvOUUfC6VD24gS5b/OUHDuLs0TD8LkMqHdRR8zgAeNpJ66kBjJ06ds+UZcAE0HWm2JeunFBX/el4ZlFutPG3P9yBO56cAiY2AaXxBd0oJgp13LVjBm87f1HfeGFD13DGSLifMXa4oMVX4WWuKQyFX3hW8VSIq9ek8MX3noePXbPyaf/uzZsnoGnA9Wcdf6jHX75xA27+yKVwOU789iabsTLpgwag1HFIKdnvsOFFGxmz+3Bh53um3MA9u2ZfcPcYsp+lRm84BR/0agMJQZlhGCiXyygWi0in0xgfH8ehQ4dQKBTkAep2uzEyMoJQKCQd93c8MY5PP5DH0rCBv7t2BFaj1xQUDAYRCARQLBal1MwHOD+T300docvlwqKYD9+68RzcePmKY+4fG3FUzTCDoIpszNrBLoiZ38AFdIFTwtFApu2CZfVGxTKJcOoalsZ92JuuyXF9uueWiyT3/XCmjF/uz8PndspCR1cEAiuCBiYPpVJJAGm73e7pw91e/N+7Z/HgoQo+ckEMVw11F9Xh4WFEIhFks1lkMhnMzs4in8/L4AHb7nrijo2NSRlZ0zSkUimsWLFCxglzsACbItXyu1rKpX/19x4fx2y5iQ9dtuSEPIuPFWppn9tGScd8ZwqC1gG3iVxLR0czxIVi/lAD0zQxEPKgbdo4XOxNXXM4HGiZNu7cNo1XrEnA43JIsyQlDEwONU0TFwkmK2oTFuUvzWYT+yoO5GptnBu3hH0tlUp9zXUswdN9olKpwOl0IhgMyvPG4/EgFovJOO5kMolQKCSA0uPxSLNfs9lEsVgUTSzZwUAgIMdRZbbVeGh/Fh3T6mNpn6m+GABcDh1L417syzakGqTrumhx1aZOYM6Zwt0RjTFfJxhkRYvXAKsq3A8+Q6gbVj2qmaDS1pDyLoLSiYYDM1ULVy3zy2fxfPI5xmSc4JdsL48XX+M28zpUE+BgMAiv1yuJmsPhkN4Cta+A26g2PjOpUll3NYn81sOHUWp08N4Lhvp6EwD0OVHMl8+cSJwiwNhArWViPN8bErF2MIi2aeNA5tQaIvCrFLdsnkC1ZeI3Ll7SHeqhO4A1rznm+7/58CHYAN554eIjXts4Gsb2qVK/S0FqLTrT2/Cjp6aeg61/8cQjB3LYM9MdrfnytQNPm1mybRs3b57AJSviGI4cP8nQdQ1LE/6nvZ2GYSDmd+Onv/kyvO28kb4u/aheR37eaOj7xpr4+C17MVuqL/Sxz3l0Oh1Ml5q4+l8ewY93ZGRoBDWIbLIql8vI5XI4fPiwSCZox1atVqUBz+12Y9GiReI+oGkafrIzg398qIAVEQP/+IZlsBpdPWQ8HhdWhYNAyBaziYZsBx/WXFQIAs5fnkTMf2wnAwKLY3njqs1XS5MBeBwa9mXrMkEMgDAzMb2Bpm2g2O5fgFnWXDMQwJ45Zwq+dqLB96sA7bYnuq4o1589Kp9FLTcXemoJWWbmIAC1s19zevCJW/bikUMl/PaFUVw60C3nxuNxKZ8TOJVKJfFMrVar8kf1y/V6vRgeHpbzRtcFyivUIRusKpAd9fv96JgWPnf3PmwYCuKqdSfW4HqsUBftw7kaXvvZR3DPvkIfw8kEhYBreG4CXm5uYIv6OgFBs9nsDW5J964Hh8OBn++cRbVl4tozkgKi1IY3gk4CViYr3B46Jni9XhmIc99YCyG3gaXurvyCn8vkkqOe/X6/XNM+n0/OHwCZuka3EPqMdzodZLNZ0flTXkJ5QSKREPAUCASEMSS4VMcKA8CemTLe/vmH8N/3HwDQq3Q8G2AMAGsGgjiQa/S5hPC4AhANLIFjymOiYWrINXoJqNr0SnkLR8+zb4FAkyCZ54AAmgCR/2ZCw6TniYIbLkPDhcNuAa7cVmq+CepZweEztF6vo1QqoVAooNPpoFKpoFKpyH1EbTP1yhyk02q1kM/nkc/npRmTPvOlUgm6riMcDks1Te2P4Lnk+Wl2THzh/v24eHkca5IeIXYomVErKc9E4nTKAGOg35lizUBo7menm/Kei7BtG1998BDOHA13NcLbbwOWXQF4jz46uNkx8e1Hx3DN2hRGo0c6Vpw5GkGrY2H3jHK+UuthFA/jE994ALOlxnO1K6d07Jkp4/1feRR/eNNTz5hZ3XQ4j0PZ2gnJLz7yjcfxuXv2PaPvITtG6ziOtBVnCssL07LF13LE3wX4O17ABjyCgh/vyMC0bGwY9EsZkUB0fHwc4+PjSKfTmJ2dRblcFk21ZVmYnZ0VTWm9XhdQm8vl0Gw2cdfeIv7fgwWsjOj486sSqBdzqFQqCIfDUkYulUqYnp4W6QSZDS6EalmXD/vPPZLB3911cMHFmKXBhTRyqjOFwzCwLO7FvkwPCPH3XC4XEnPOFJmOSxii+cB4qtRCrW09bWA837u40+ngh1tnsX7Qj5WDYWGI6HSgMsv0Wa1UKn362EgkgvjACH7/9gPYPFHGR88L4vx4RxqrWJJl4xb/jsfjSCaTCAQC0gCm67p8vtfrhc/nk3K91+uVZj+eVy7OagmbJfpGq43XbUjiYy9f8azBlGoFmAi4MJarY/dstW/gBUEWg44Gs02HnCd+hjrYYTTmg9+lY3e6RzA5HA7ctyeDhN+Fc0YCArzU0jMZRo7HzmazAjqY2HHb2u02NKcH9+7L48JhJ2yzN1RhYGBAGEReG5ZlSaMj9cR0o4hEIigUCsjn83KObNtGOp1Gq9VCKpWSz1MbYlXbN3pcqy4H88dz/+c9++F1Gvi18xYB6EmRnqkchrF2KISpUgvlRm9Ut6p1Vl0WNE2TBEedgMdzyOcs0AV3tDkjsCZbTFmL2rvAxkig3w+52WzCtICHp9o4f9iNWLCrAadTSCAQEBDMa53JKZ9f5XJZhuLwWiMJwEFIJBjo0qMmJmx+VX3d+V6CdO4L1yQ1sQCAX+xMY6bUxIcuX9LndczvYpLMa/TpxikCjLuboTbgrUj5cdWaJIKeZ675OR3HjocP5LBntoJ3XbQEmNkK5A8s6Ebx463TyFRax2wQ2jgaAYD+RrvkWmiwsVKb7JdZvEQiXW7ifV9+FG6HgX9+21nP+KF706YJeJ0Grt0wuOD7xnI1/PCp6WcsPyKIevhwGZ+8bR+8/p6XZEyvw4SOoumSEtqwv/uweiGdKbjg/mjbLM4Y8CHlN8QTk8wHm0VCoRAGBwcxMDAgHdWc/kQdXCAQQCKREJD34JSJf3usgjUxA5+6KAiX3mVE2KVP+ypqWvmw50OdD2av1ytsja7rKDQs3PxUBpatLXhdnAjroQIiwzBw44XDeNvGhDCcqh1azCAwdovmk4uoaZpYPdcPsHu29rQb8MiCcXt2T+WxY6aK179sSLTEmqaJ9R3ZYm5jq9VCoVCQxMHn88Hlj+DGr23Gk5MlfPzCMM6OtoWVzuVycmzpi0o9YiqV6uukp20U2WCeo5mZGWFI0+m0DOygxlZli9XRt5rVwW9dtRyv3DB8wsdnoWAi4HUaWBTzYm+6Js2IBN6qjV7S74BLszA9p/unfpRMLRvwnA4HViR82DNbFYcDXdfx19efgW+8dyM02CKHIFtM4EoAw+lyKntO3TeB2JYsUG9bOCvS8+YOBoPw+XwiL1J1n2rpm6A4GAyKG4mqCa5UKmi32wKKKcNRWWv+jE1fAOR3KdNhTBTquPWJCbz9gkWI+XsOHM9GX8x4/cYR/OMbV8LQIIkfQaHqMELpwuJQ9zvHy9YRVQGgVy0iQKSMBeixxZRRqJUjdWQ3ZRpMyvfX3Sg1LVy5tGt1R+aXTcnpdFokNKpfdyAQQDKZ7HuusY+DrhKDg4MIh8My3IP3NhNfdYgOpTvAXFPp3HtUaz0ew/lSl2s3DOLWj16Kc0f8ct2rQHj+MXq6cUoAY13TsCjmxU6FbXQ7DHz5fRfg6jWpF3DLfnWj0ujgZSNhXHfmcJct1nRg7euP+f6vPXgIS+I+XL4ycdTXF8W8iPic/RPwUusBAGv1sf7GvJdA1FsmPvCVR5GttPDF956HRbFj+0L3xe47AbPX9NTsmLjjySm8+oyBBZuzgK40BgCuP/v4OuSjBZmpUtPCA4fKKFluWWgTdKbouEQTFnbriHh07Jx64byMO50ODuUa2DlTxTWrI9JJz4cqy/QcI9vpdFAoFGREqdPpxMjIiLA68XhcFqJ7xtr498fK2JBy4lMXBTGYiIo7BV0V6PdMWQAZNi5G1OWRbeFD/KZteXQsGx++etWC+0ZmaCHWg4sFWcNr1iZx0ZKgLKRcjB0OBzyGjaDeRrrt7CvBU1t73qIQbv/Nc3DmcE97eCLB5i2Ckna7Dd028d4Lh3HdWSPSUGRZForFIkzTFMsvgj9KXniMTMODD3zzSWyfKuMTF4TwsnBXXzo4OCgldA49aDQasojS17ZUKsmELQ5+4ATERCIhx1TXdUxNTaHRaCAUCvU1bPEPwbfT6cQDe2Zx5/YZOJ2uZ80wMlRGeFXKjz3pqoAq1dVBXD8MHUl3B9NzDXi04+J7yA7ato0bNg7glWvi8jrPV8yjCWvLc83mR9M0xfUhk8mIfpSJCPebx/zn+8pI+R0YdjeF6ebv1ut1YR8JWNiAahiGMMPNZhPT09PI5/N9bDLPnWma4i9eqVSkyZVOI5RrsMplWZYM+FFZ/f+6dz8A4IOXL5djwW16trEs4ceVq+JwGb3x0wSAqocxGc2I342QoyPOFGRh1XNIEMkKFwEgz0Gt1u0JoHyDx4YDW+g4wqrSY2kNQZeGK1d3h6Lk83kA3UZjy7JQLpf7phG63W5JPHjv8r08zpSiMdlV3U0ojeB1TOKCrH+z2YTf70c0GpVeEB47FRj3dPbdY7VxUaTPBx04OWwxcIoAY6ArnTial3GjfeKlvNNx4vGK9QO4/bcv65bNd9wGLLkUCBzdxWD7ZAmPHcrjXRcugX6MscWapuFl8xvwYssAw40LA7MvOcb4P+/ZhycniviXd5yNM+fY9OPG5m8A33wr8Mjn5Ue/2DmLYr19XOs127Zx0+YJXLQ8dlSpy4kEHyKrUl1QNF3vMQMJZ7vrndrqTdsyTROLQwZ2z1afVsn9ZAWZnh9um5mzHYoJu6SOYWaJnUbybK7iBDwuuHzw1mo13PxkGv/xeAlnppz4yAYdQZ9bFmQ6HxB0saTr9XpFB0xWhBPoVOax0rRwy9YcXnPGIJYtoAU/mj3b0UJljHVdh60ZeGKignS1I4AfgACGuNFApt3TplKu0W634XXqWJoIQJ8D9SfagEeWh9/VarWQ8DnwyVetxqJ4QK4PLoZkwMgcapom54ZA4v89UsaBbB1/ckUCZ8Z7+lNuazQaFdswJgAEEOVy1y1kYGAAMzMzYvlEJpI6TbXcHgqFpOmLAI5gn6VfXdfxjz/djb//6X5Af/ZAav45BLoT8A7n6ujYupTLVVcKNlENekxMN3TouiHNTAS5BIWmaeKGjYN46zmDAlw+8e0n8Jmf7ZbkRPW9JdNMnbyu60in05Ig+f1+AaME4TXLwCOHirhoUAdsS8A8KwDUCBPgUhusNnblcjmMj4/3WewRRJFppG0cQSFHg9PJIBAI9N33rBaxnN89LjYeO5TD9WePSL8GgdzJAMYAsGm8gkcP9yzbeE0SpKrMu8fjwYCrg/Fqz6eagJAJ3/z7FOgxoaz28LhS80tQTJkBj3XDBB6f6eDSRV6kEnGZ4knv4NnZ2S5gn6uahEIh+Hw+ea7x+UrNMB1LqB9ncsttYSWK93g+n0ez2ZRkxuPxSHMldcEE3Dwfqr7Ytm285T8fwL//Ym/fM/Vo2uJnyhYDpxAwXjsYxIFMFc1Ob4H96oMHccaf3YlK8/Ro6JMZu6bLveOc3g2kdy4oo/j6w4fgduj4tfMWBmcbRyPYPVNGvTX32boBJFdjg3MST44XXnD3guczPnL1Cnz5fRfglesHTuwX9t4F3P4xYPlVwPkfkB9/f9MEUkE3Lj0GU894YqyAA5nqcYd/LBR8IK9KBWFowFjFEoN8AxZCWhM5y9vX1PKWVU78ySsWvSDAmN95w8Yh/MkrRpEKdqcvkWVgeTyXy6FcLovPJxcNjrAtFAoAuk1ClUoF338ygy9va+L8ES9+51wvYuGuZRtLjgAwMjKC9evXi0bV7/cjkeieIzI+qqyCC57P58P3n0qj1rbwkZcf252EJeYTnaSmllFrHRu/fct+3L23AK/X2weMHQ4HEs5Wd5yw1htuwsXKtm3ctSuLrzwyJfuiNgMdLYTFdPQmrB1Il/Hw4TJ0o1cqJbNEjS8TBoIojpM1DAPZpo6ts0287/wBrI92nxscnpLP5xEMBrF48WIZ+lCv11EsFoWZc7lcYtFG5pjA2ePxiI6SjUEulwuxWAx+v1/K9NTRsvzr8XjwwJ4ZbBor4YNXrHhari8ncv54Ls5bHMKbzhpCy4LcfwRZPCe6rmPQY6Fu6qiY/Q2CrJSo2tPpYgPZShPZShO3bplEqdaQ6xPoMf7cbwLQUqmEcrksxzQajQoQY9L5wHgTpg2ck7Dk3lOdEsrlsuj4yW5TL0uwRxmMel55r4XDYbFDZAVLdabg8eP1DXQTNHowq02ruq7hto9ehj+7br38TG3qOhnxb/cdxpcfnQHQkwMwyeA55vkCgJTHxGxdA3Sj7xyTJee9wyRCZUKpBed7mNywkZVJCc/v5rSFtgW8dn23YkIpmd/fTdDT6bQkP3RGIbNPqzYmRH6/Xxro6PHORNe2u4M9aMGmaRrS6bQ01jqdTpmCp1YxKDdjQsjgc+HePRlsOlxAMuAWAMwgo34iVbbjxSkDjNcMBmFaNvbO9qanDYW7zT6np+KdvGibFn7jiw/jE9/e0v3Bjlu7f687uoyi1Gjjls0TeMPGYUR8C2dgZ46GYVo2tqul9dR6rMQY7vjY5Sdj80/5+NFTUyjUWnA7jBP3EZ5+CvjOe4DkWuCtXwMc3eOcq7Zw965ZXH/2CIxjMPWMoMeJt5+/qM9f+pmEYRjwuBxYFHHjUKEtQyqArs44a3oELLVaLSwKAMN+7QUBxmR6kn4Dr1gZFssfMgsquCEjMn/ohmF0J2Vx/Okt24v4+o4WLl0SwMfP88OpQx7qtt2dwBWPxzEwMIB0Oo2DBw9KuZbAgqwdATiBH7/vmhUh/OlrVsnkyPnBzm4uTCcSagNeMuhBxOvoGy3MUr3T6UTcaMCChkyz19TCRMc0TTxyMI+vPDYNS9EgLxRktLitrVYL39s0id/53g5U273PVzXZnGwF9EAMx9c6HA48mtagATgr0hQ/VKDLTAcCASxduhQuV1fv7vP5UKvV+gB6OByWxkq32y3nh04jU1NTMkAiGAxiZGQEiURCpAQs0apjhW3bxufvO4Soz4l3XHCkM8+zCXURv3BpFH/5hnVIhrx91wCvJ16/0oDXcogTAPWfrOg0m000LQ2v+/wT+M5j4/jh1mmYlo1XroqIpRnPGeVB1IQ6HA7Mzs4KA0k2XfUyBoC79pawPOpE3NGSpkgCMeqEaZ2n693R3Oo0NqBbxufwHbfbjUKhgFKpBK/Xi2QyKdeL2hRIoMjrgDIKJkf01OU+1lsmqs0OdF2TiaO8dk+GvpixOhXA/mxP96s2N/JcE8A5HA4M+2xY0DBZMQU0AxBgTLDLJEBlQmu1mrDKHIbB5JQyCJ7bVquFxzM6BvwGLl07LNMGdV0X6VGn00E8HpdEiPc+n62UFnFACxl5urvUajV5ztFqrVKpYO/evcjn8+JCkkwmj3DZUb2xeQ3N1xd/9hd7MRjy4PqzR0QqpOu9ysrJYIuBUwgY01ZGBcFH+9npeHZx144ZzJSaPR3q9luB0QuA0NGbSG56fBy1lol3X7zkqK+rcaY04BV6P0yuhaMyiRFP66Tp8U7V+On2GXz0m5vwzz/bc+K/VBwHvvFrgCcE/Pp3u3/PxR1PTqJt2rjhBDTDK1MB/O2bz3xaI6aPFnyQnzUahMeh9WlmY0YDZduNpgVhSquNFm7blu0/589DEATdvnUWP3hyUsquqpat0WiI/o6LkeqRS4kFze+/uWkWX9tWx0WjHnzwDB25zCyq1SrS6TSazaawXECXWdm+fbt0b6vNXyyXkhHl7wQCAdTrdSyK+XDj5cdmi1XrpBMNAl8ysCsTXWcKVWfMxTJmdPWidKYg+OVUrNWpAGotC9Olbtn2eDpjdQQ0O+l/siuHS1bEkQh6BHw0m01pumMzIreb9lxs1nlwsoP1CQdQL/b5obrdbqRSKdEku91uZDIZdDodRCIRYTrZxGVZlrCPtt2dsjY+Pg7T7Hpcx+NxDA8PIxQKCdCixpa6WDLN2yeLuG9fDjdeukycW05WqOVzALBsG5WWJRIOVbNOoDAa7C7fs02HgAK1dE5gHPK6MBRyYed0Gbc9MYFlcQ/WDoX6ZBdkmMnGUg88NTWFTqcj2mx+N6/tmaqFHbN1XDzkkAYunm82ZpG9VweDpNNp2VbKIQjG8vk8SqWSJCxslKX/LV1farWaVFQ8Hk/f6GnqWFUZxVcfPIhL/+7nSJd7TOPJ1Bcz1g2HUWyYyFZ7zhR8HhDIUebQ6XTE3edwsZeAEjTTdo8JhMoWm6YpLitMPnj/0eqOzLFlWSg0bezMA9es7J77SqUiCbjb7UYulxOJGaUlBOYExdT1U4fP4UbRaLSvCS6dTksSVSh0q8Vs4FOrW2pQj8xkXnXN0TQNm8eKePhADh+4fBmchiZJAOVmPJ7z2eZnEqcGMDZbWJrww2XofSB4JOKF32Vg1/QL19zzqxZfe+gQRiJevHxtCsgd6LKVxxjqYds2vvbQIWwcDZ+QTnYw7EEq6O53pphrwPvxL+7GbVsmT8YunJLx5HgBH/vWZrxsJIw/uHbNif1SvQB8/S1Aq9oFxfOSk+9vmsC6oRDWDS08AnrHVAlbJ4onRarCBeL/vGYV/vjqYQEaut6bgFewus033ZIq8G8PpvHTHc/voA/TNGHZNv7lF/tx+9a0LMRq8xEXDMoJWMoNh8OicyQY++62Iv5nZxOXjHrw/nUaCrmsgMpgMIihoSEMDw8LQMtkMtA0DatXr8bKlSuFUaREQC1BksXTDAf+4s4DGK/gmGU+tXHk6SzWql9xVw7jx4FcA4ajN6iF7HXU0YYBG+m2S95PJwLbtrEq1dWo78l0k4qFnCmYoKhs8RPjRUwWm3jDWcNyrgg4CbzYsEh2jyVWt9uNg2VgumpiY6T7verCS3aK55reqoFAQBxFvF4visUiisWiDO/I5/OYnp5GLpdDIBDAihUrRJfKMd5M9srlsjCcQG9YQL7WxvqhIH7jOKO7n2mo18S7vrQJf3DzDgE8qpUYE5mw14mgYWKm6ZDjSWDAqgPlQ6uSPty3L4dHD+bxilXRPsBI4MRqC4Hx5OSk+EH7/X4BK/wuy7Jwz6E6NABnRttSmaFGm2V1/tE0DaFQCLVaTUAtkyTq9MvlslghqqCY58blcgm7SabQ6XRKIyeB6HwZRaNt4gv3H8AZwyEkg72Ek6zusym7z4+1c8/rPbNV2R6CPQBHnMfRkBM6bIxX7L7toG6YjY9APxNaqVSQz+dFlsCR3dTu0sKMriubswZsAG/YOIRqtdonLeO1Qm0xASnlZkx+qTlmRYVadIJYWuVRYkFdeSqVwsDAgLyX/sXUFJumKdvD6g4A2Q7DMPAfd+9DZK5awyRWZYsJlJ8tWwycKsB4ZhucrSJWpAJ9vsW6rmH1YPC0l/FJir2zFfxybxbvvHBxtzS/47buC+uuO+r7H9yfxb509ZgWbUeLM0cj2NLnTLEOALBv2yP45sOHnuGWn9oxnq/hxi8/hnjAhS+853z4XCdQlus0gW+/C8juBd72dWDgjL6X96Ur2DJWwJtOgC3+zM/24L1fegSm9eyBKR/MZMqoNTNNE8k5Z4rZlrMHiHQNw0EDu2Yqz6ucotPpYMt4CVPFJq5aFhB2jKwbBxSoMgLKJzju1DAMRCIR3LSrju/sbOLyxR7cuE5Dp9VEOBzG8PAwksmksIr0vc1kMmi32xgaGpLmu2KxCF3XEQgEpCxLGyp+7y1PTOKne0qo28e+Prg4PO0RpgqLpOs61gwE0ejYmKl0pJxNUOM0dEQdTaSV8whAGMeVST80dIdC8DOPlfSo3sVkbO7ckYHL0PHqDUPy+2TlDcNAOByW72IXPQGY0+nEw9MmnDqw2lsViyhKLOizyv3NZDJwu90Ih8PCGhJIsAnv0KFDyOfzsCxLpt0RnNC7mjILLtacwEXm3rZtXLFmAD/42OUI+56bMehMUDRNw6KoB3vnnCkIjHkts1Su6xwNrck1ryYelPa0222sTvlRaZq4bkMSr9swINcXS/Tq+GG6GKTTabmGaaXF4DXziwMVvGzADY/V1Q3zmlArNwQ5kUhEjin/DUBAUrFYRL1eRzweF1DMc0NP3kAgIM1doVBIGGmypbzOqfvnNt+8eQLpchMfvrJXqWECfTLZYgAyfXJvpibAmHpu1UKNVRS/z4OEq4OJitX3Gp9bTFi8Xm/ffZ7JZGCapiSNpVKpT0rAKhb39dFZG6viLqwZisgxBLoe4tSR022C9wWrJ0xI1FHUJAF4vVAqNT09jXa7jVAohIGBAQwNDYkenNctrw16kBNIE2irDh5M6P/otWvx92/ZCL/bIYCf+3ky2WLgVAHGADD9FNYOBo+QTbzrwiUnVEo+HcePH2+dgsvQ8bbzu6bm2H4bMLQRiC496vu/9uAhRHxOvP7ME5/sdOZoGPvTVZQbcyxTeBHg9OMczwy2TpRgnQTwdqrF/75lK1odE19+3/l9bMQxw7aBW38LOHgf8MZ/B5ZfecRbbt40AV0D3njWwj6phVoLd+2cwRs2jsBhPPvbmQ/yQr2DD37/AO4f77GXEacFJ0xkOm7p/jVNE4uCBvbM1p53YHznjizchoYLF/lkQaDjBIdEkGGkTlT10/R4PPjW1hK+vb2KKxa58e5VFjTYiMfjGBoa6vNjdTqdyGazyOVyMrqUo6bVqWr8fGrlWDp0OF340kMTWJ304up1R9eBs0nmmTzced4IrK5ek8R/vnklkgGnAE4uMIZhIOFoItPpMiv8PZaqfS4Di2NeZKo9veKxGvDI2tA71DRNPDFRwVVrEgjNyXoooWg2m7KQUQ9r27a4Ufh8Plg28PCUiQ0xwOuAyBzq9bo0zdFNIZfLAYA08HAKGzvfCTyA3oAENkjS9xeADO6wLAuZTKbrwpJIiIbdtm1snqjC0p79AIiFQm3OWpn0Y6bcQq0DuR5UGzICpwFPB+mmAQua6IzJ5LGs3mw2sWagK0t821kprBqKyHex2Wn+KN1sNiuATDyllclppmlid7aFqXKn60YBSOMi9cW8rug8oGkaMpmM/J+DVA4fPoyZmW6z2sDAAFKpFDwejyQ4HOJCLTldE3jdcdALz2W1WpXmMAAwLRufu2cfzhwN49KVcTnefF6dTH0xAMQDbnz7fRvxxjNict4IjnneeGx4vgbcHUzMzWBh8sB7VdViAxBmnc4rHo9HptPxHPJeaLVa8Hq9OJBrYKyq4dq1MWmKBPqHwQSDQdnWRqMhDhWsuJEsYXMcjx2baguFAmZnu5XDZDIp/uHhcFj6O5hk8hrh8eGzj1aA6vXDY7IiGcAr1w9IskACgc9bst8nI04dYDy1BWsGg5guNVCs9Up3bz53FG8/yY0OL9X46NUr8aOPX45EwA0UJ4CJx47pRjFdbOAn22fw1vMWyWTCE4kzR7sNRU9NzMkpdB1IrcVy+zAqzQ72ZyoL/PaLM/7uLWfiS++7ACtTwRP7hbv+L/DUd4CX/29g49uOeNmyuiOgL1uVRCp09DHAjNufnELbtPGmc05e8mgYBsJeByZLLewvtAVYahoQ1evImd1tYpY+GgCmyy3kq8/PdEPTNNE2Lfx4+ywuXByA16GJPpL6Nfraqos8AGFA6vU6vrI5j+9sq+CKUQfesaIDv88ngyHURibV9YAP5HA4LIsW/+/xeISlY1MKF5O7ducwXmzhQ5cuPmrZliVTlgafSajavYGwF2eOBOEy9D7LOJY8o3oDFdOBWkeTRZdWT5qm4fsfOBufumapAMOjAWN+nsoWA8C3338u/vbNG+VcsUFIbWIjoAYgriA+nw9bMx2UWjbODHeHNSSTSWHjO50OarVaX0Li9/vFhqxarWJsbEwSFS7g8Xhcxn13Oh3MzMyIlpIjhwnaKpWKDJug1CNX6+A3v/Uk/v7O3c/ovJxoqMzlqmSXfT2Yb/U1bvG4E1ANeW2YtoZs0xD9LgBh3QiOz18WxV++dgVG4/4+IKiO7+W5oS6U0gSv14twOCy6Zcoo7h9vwWVoWBdsihZarQSw6TEej3f1yDMzcDgcSKVSci3kcjnkcjkp0wcCAQG6ZBRrtZpo0lutlmhc1QoQ2UNN00RGwfvogX0ZHMzW8JGrVvQlNs+FvpixfjgM95xriSqn4vMA6LlTOBwODHhMFNs6Kq0eICSbzXNELTiZXMuyEAqFoGmaDMZhJYDDTShVenjagq4Br16XkMEorPYwoeX9oQ7P8fv9fayx2kPBKkUul5NnrNfrRSqVkrHdrF4AkGcb7zueLz5fPB6PVB1UOcdksYmPfvMJHMp2MwceA0pong2hcKw4NYCx4QImn8CauWY7dTS0bdsYy9WQqTSP9dun4wSCFi4rknPash23d/9e/8ajvv9bjxyGZdv49QufXlJy5tEm4KXWIV7bf+TPX8Rh2za+//g4OqaFVNCDc5ccfZT2EfHYF4H7/x9wznuAy3/vqG955GAOE4U63nwCYPfmTeNYMxDEGcML65CfTui6Dl3TsCLhxeFiB36/X7L8mNFAzvTANC3J3IfnbJP3zJT7mI3nKjqdDmbLTYQ9DlyxpOtvqg44YJmN5VX6nJJtKxb/f/beO7yus8z6/u29T+/qkiX37rjb6SGBVAKhJYQSCAQGQh8+Zl6YeafyMo1hYGZghl4CgRAICZAEkkAq6YljJ+69q7cjnV73/v7Yup+zjyTbsi3bSrmvK5dj+ejoaLdnPete91rD/OCFAe7Zk+fiVp33LdAIj2hUxatYNHfSuu7o6FAJXk6LME3TVBCCAEP5vtraCmP0g6cPMT3m4erl43cAZPL8eCUUzhKmSVip5w+neGj3kGo1OwecGkdkMQNlr2IgnUM2Lr2S0uW0lnKWU0Yhi6thGPi8HmqDNigRCYUMRQmTKe8nfqjSQn2qvUDABQvDJRobG6s8hUVLHIlE6O3tRdM0ampqyOfzxONxent7KZVKhMNhpS0VplMm751soizalmUxODhId3c3pmlSV1enWHJd17ljox03/sELjj2AfDLlbLPPa7DZzv3xvBq+E+26ACpN02gN2d/TV6xYEMpmRf6ez+dpjgZ4+6pW6kI+xao5Lb7kPUXj7tS1RiIR5V0s571QKvPkoQxrWjwYZlHdOwLghGX0er0Ui0UGBgZsi7lmu1viHISUkJ1oNKrOswBDCeERQB6JRJSeWPSqAvSkze9kOQFeN7+B337qQq5cUt2pkRmAU9EF2Nqd5ltPd1Ea2Vw4B3LlHDuZU4mGPpyodN3kPAoQlPtTGFK5p0UXHwqF1Dovxy8WixEfGmLDgMHqaX6i3goLK9IGqMS4C4gVOVGxWFRWlyLVyGQyJBIJBgYG6Onp4fDhw2oo0ulZnc/nla9xKpWq+k+Yf6fLimjb5e8CjG99roOHd/Qoe0TRnAcCgSpt8WSxxTBVgLE7AF0blQvFLkcC3lCmyOu+8ii/3tB+pj7dy74sy+Ld332W7z2+t/LF7fdAw2KoH5u8VSyb3P78IS5Z0MDMuiMHEIxXtUEP02v9bK6Khl6MK9vHDG+GzqHsif4aU6r+55E9/OWvNnLvpuMYKNz5APz+L2H+lfDm/4QjPJB/s6GDoMcY8yAfXYPpArt6UrxjdeukPtyFQVnQGOJAvFA1pVyr58jjImUaChgviFrc8Z6ZrGiNHNPzdjKqVCoxvTbIz29czJpml2LGhAES1kys2BobG1VbNR6Pc8vGJA+1wxWzvHzqnFrqR+zXRA4gi4swh4cOHWJwcLCqhZhMJtWDXTTGAuIKhQK1tbUVD1ELLpkT5ebzpuH3je0ACDhxRqSeSDn1h4Zh8NvN/fx4Xa9i52TBNAyDOpd9jHpHLNtkkRYmav9Alv/v1zvZ1ZdRbO3oks2HsIwl0+La76/n/q196jWi2RVnBwHRAt5lExIMBilaGht6y6yss/B7bRnKwMAAyWSSeDyOruvEYjF1PjweD/39/fT19VW1keX3kFZ0f3+/khS43W4VEtLV1UVnZyd79uxh3759pNO2prmmpkYBrAIu7tjQxZuXTzvuZ+HxlrSxAZrCHv6/S+eyojWirgsBC+p4l0q0hgx0LLpGEvCcQ2pQ6URIOQfN5FqVr8v5jMfj6nxLHLB0YYSV3hGH4ZzJOY1a1Xl1BrTIZlFkTcIUi7Smq6sL0zSpr68nFotRU1OjNoa5XE7pwgXAS3dA5FLS8peBQdncidsFoKR7K6fHcIZTCSCbbBmF1L6BLLe/2EfHkH3snQOI8p88KwuFAjNjNqgTYCz3pFjvyeZSfm+xNtQ0TbG7kUhEpQGK9ETTNDZ3pYkXNK5aWKs2FKL7d0oVRM8uMiN5n9raWhoaGlSHTBxeBKgHg0FmzpxJbW2t+j39fj/hcFhJp5zXxOj/ROYkA6HyHNd1nb5kjjtf7OQdq1ppifrV81aeaaeCLQY4NVfF8ZbbDwN7aPYWifhcVcN2NUEPjWHvawN4J1EbDsV5/sBgxaIt1QsHn4ZLvjDu6/+4tYfeZJ5/O+/EGJLlreMP4D10YyOeeUeOwH251G9ebOc/H9zFtatbefvKCUoYOjbAnR+C5uXwzlvAGP/WyxXL3Le5i6uXtRzTEqo26GHd315OeZJZWlk4FzSF+PXGHnKaXy1y9a4c5GGw7Cds2KDG49LxUFKt1lPRmpQyTZNCqYyuGySTSTwOZkwejMLYipuGMBw9vb3cuiXH411w9Vwfnzi3QTGJxWKRRCKh0rWCwSDRaFSBKmGgxDLMubBJyzAQCHD48GHVLpbj4HEZ3HR2U9XwjLOc7e+TKaczhdvtZkFTiCf2ximWLaUzFqYp7LLwabZe3LJS6tgJo+p1Gzy1f5jXz4uxoCEwBhjL4igMvWVZPL1/iD19GSL+Siy0BK7I59N1XbHSzn+vqanhkb0J8mVYVVtW8d2ySEtK4fDwMO3t7Qr4CVMlg0bSIZCBQwllkQElYRllMxKPx0mlUuqci7PI4OAgLpeLe7YPkS6U+cQlc0/q3Ey0RA6j6zofe93MEd1zsWr4TlrtpVIJv9dNnbtET85QYCWfz6vhNtF/Om3WoCKDkkE5sRUUtxbZHMZiMfx+vwLRuVwO0zR5pqtE2KMzP1Tx5xbAIveH/AzZYMqAmICyXC6Hz+dTLLB8hkAgQE9Pj7pOnP7GIu9wu90KcIsuVZhuOf8AH7zleVZNj/EXV1Y7Bcn1fKqeVYtbbPZ7d2+GGbWVcBnnIKVsrIvFIo0hLz7d5FCyOsnSyYrLPey0upMNejQaVb7cInmIRCL09PSwrlfDa8B50wMK/IovsYBW2TAbhqEGYcWHuKWlpUqWI1I02dDOnDkTj8dDKpVS+nbn4OPxllyrlmVx27oOCmWTj43cfzJMKs/jydYWS00dxhgLrWcri5rHRkMvHGco77WaeN36zEHCXldlkGvH7wDriDKKnz57gNaYn9cvbDyhn7e8LUp7PMuAyF9GgLFn8NRq9E5HPbN3gC/cuYnz59Tx5WuXT+zmjx+wo56D9XDDHeANHfGlD27rIZkvHdONQhgFv8cg5J3c/a0wV6umx7hsXhT0SkJWvdtunw+aIzZIIwzCg7sT/Pej+0/5AF65XOaJPYNc+NUn2NGdVNPTYnHmNLs3DDsqt7e3l+6eHn64Mc3jXfDmOR5uXlurgHwqlaKjo4NisVhlbSZspQApAU3S4hMQ3djYSHNzswImMmxSLpfZ1pXkoZ0DmNb4wNc5TX2yllHCRAl4WNgUpmzBoaGCAooVtk2jzpWnN29fO7JIy/lsq/Hjd+vs7ssqhtLZDZCNiDCNlmVx/7Y+Yn43F823B9wkPlba1eJjK9eIWEHJIOSTh/PEPBZzwnaAw9DQENlsllgspqK729vbMQyDmTNnqghnCaoQICcWbHJ8JV5Y3CvEghBQYSDiGiA/R9LZtvVkeMPCBpZMolTpaCXXnq7rJLIFNhyu2JJBhdlz2uQ1+Up05wzVnpdjLgBJAKMk+MmxF5Aj59Xn86l2uQBwp2xIAkBKGDx7OMPZzQYuvfq8CvAClHOEOB1IV8XtdivdqrDE0o0RJxH5ncXBQD6jvE4AkYBioIqx9ng8rD84yBO7+4mOE0wl98ipAsYLRjlTOKUwUrK5toc8odFboiNlkxyiDZbzIJIScXGQ81wqlZQMaWhoSP0MsYfr7utn05CLc1t9+N0Vjb/cm9JJEtAuEgy5vmQIVX6mXIfptK33bWpqUrZwYqHoPCcnUnIdDaVy/OKFTq46q1lJQOXnyu8hm4fJlsNMDWDssTPL6bJ1xjtHaRUXNYfZ3ZuiVD71bdpXWvWn8ty3uYvr1rQRFAC17R6onas8hp21uyfJs/sGed95M46ZtnakUjpjGcALt4AvSvzAS9z4w+detpucfKnMX9zxEjPrgnzn/WsmFgmbGbS9istFeN9dED56RPSvN7QzLerjvDl1R33dCwfjXPXfj7O759QcS13XOaslxL+9dQGtMZ8CjAEXBLUC/UWPAmHlcpndA3l+uaGH4jHCIE62SqUSD2zrw9CgJagpey5ZRKQ9KACjVCphAj/eWuCZXoNrFwX51EWt6mGqaZoa7pKBEQG4sngPDw+rQZZsNqsYNWEqi8Ui/f399Pb2qpax/OzvPt3JVx4+SNnSxiQ9QcWebTK8N6E6AU9mNvbHC4pFE0bS5XJR58rRX/KgaRUWUtq2bpeLeQ0B9vRn1LF0MjkypCOgOFs0eWzXAFcva8Ft2GBZbNXkP2HJZHBMBoZCoRADqRxbBkzW1Ft43DarlkqllKtHf38/+/fvJ5/PM2vWLGKxmGJHRX8qw48CkMSqSkCxsPji/yqhLTItX1NTQzgcVt8XDof5wQfW8j83rJ6UczPR8yd176ZubvzxBgayFUAiXRA5V4Zh2INbJYNcWVOsnhPEOKUlzutbjpMMWeXzeQYGBtQgnbS4xS5NXr912EWuZHFOk6aAsDB5TgcNj8ejdKrxeLzKDkwcFQKBgALxwoDKexmGQXNzs2KTU6mUAoSAivmGikWc6PQ1TXP43k4fc5xFX3yqKuh10Rbzsre/IoFwWu+N3gQbhkGzr0x3Vleg3QneJY1RdLuyoZYBNNHsyv3i9XpJp9O80J4hW9a4bF5EbTzEwULYXbl35Pkp3SC5DtLptCIGAOXUU19fr4Yd0+m02qiczHEVsGsYBqVymRvObuPTb7At9uTZIRsm54D0ZNfUAMa6G0JNypkimSvROVzRRS1sjlAomRwYyJzBD/nyrF+uO0yxbPF+kUVkBm2bsCVvHVfj+rNnD9qWbmvHPkwmWktbI2gaFZ2xpkHjEvzxXTyxu58Nh+In/N5nsrwug+/duJZbbjp7Yl6mxRzc/l4YOgTvvR0aFhz15du7Ejy+u5+3rWqt0sONV7/e0MHhwSzTYv7j+RUmXMJKuVwuilbFRN00TeqMHAPlildqoVCgLQS5ksnhwewp0xlblkUik+fRXf1cODNI0F9xgZDPK+0/eThnslm+/vQAT3VZvHdZhJvPa1YDLSItkCEur9dLKBQiFoupCOmhoSFyuRz19fVEo1FcLhexWIy6ujrF6qRSKQYHB4nH4wSDQWKxGABbOxM8czDBe9c0EfSNDeyQQanJZDzknFiWxeyGEG5D43CiqICOAFxd16k38hQtnaGSoYa5CoUCyWQSTdNY0BBkT3+2akgIKm1oAcaapvHE3kGyRZO3rrC7UtLWFRZK2GVhHkWf6HK5qK2t5dG9CUwL1jbYrXMZ4pLkRfk59fX1BAIBOjs7icft54izzevU14oHr7CWqVRKsdCyoIoMZsaMGWpYMpfLYbg95CzbQWCyOzLHOn9gg/n5jbam+VCipFhYOY5yrduRwvb3ducqEgu5dwVoiCwBUBsKOQ7SyZAhK/HeFuAqNn7JZBLDMHiqvUC9X2dutGIfJ4EdAlIMw1CewwMDA3YUeV0dhmGoePXa2lrFDIsVWzqdVsC3pqZGgTeRa2SzWdLpdFVnJ5fLKYmH/D47u5M8tL2Xmy6YNcZXXu6PU6UvlprfGGIgY98rsjGUZ4Az7EMAfYvfIm9qdCcK6t+dOuNkMqkcXiRiPhQKqYRPkRyJvKS/v5/1AwYRD6xpDSqXnHg8rqKbZbjYGdAjm4ZIJKI06M4OhXRZxO0lmUwqtvpkN/hOfXHQo/MXV8xnaastS5HfUTohIr05FTU1gDHYfrqOATxn2t2F8+r43xtW0Rg5OQ3eq7EuW9zI37xpEfMaR9r3O+8HszSuTVsqX+KuDR28eXkLdaFjH2th8Ec7EYR9bubUB8dEQ3vju4j6XKc9PvhkK1so87uRIbtlbVGm1waO/U2mCb/5GBx+Ft7xHZh5wVFf3j2c48M/XkdDyMuHLph11NfmivbnuXppc6ULMMklD+bP372Lv3u0v4rtrNEyDJle8sWy0ptJrOmu3oqecbKrXC7z+J4BskWTi2cGlHRCWAQZHBNmJpXJ8j/rkjzdVeb9K6LctLZRLeLCOIh+2OnVKqCsvb2doaEhGhoaaG1tVQMuNTU1aqEQq6hCoUBdXR3z589X4ObHz3US9Bhct7xhTECCZVkK0E8m4+HUGXvdLn73sdV87LxmBUAELHk8HupHnCn6ixUgKfIGy7JY3hZhbp2fdKGsNJxQ8S52mvBPrwnwgfNncs7sWgV65TjIz5NNjABw57F/8nCeloBFaxDVBZC2rDBuNTU1zJw5U8ljBKwNDw8rFlxs80TTKWyy00ZMwKIwX8IkO63Inm4vcOl/P3XKOjJHKieTKM4U+way6vqR68XpIjE6GloG8JyaXGFh5boTuYLIULLZLENDQ8pZQBwgRLYg57TkCrChM8N5LQa6Vh3F67SVE5uxRCKhEgnBtuYTTbcw+WK/J+cRbCcM530hYE/Al4BBAdLCIsp7fudPewl4DD44TjjVqdYXS/3X9Uv51nXz1YZShhSdQS1yT5mmybSgvY4eGK7MS8hxlaHHTCbD8PCwssETGZmARDk+pVKJ7oFhtg8bnDfNQygYUJscsUeUDah8JrluLMtSATfO1EthnGVgTv5fht+cG98TLTn/D2/v5dFdA+p6kt9fPqvcy6eCLYYpBYxXQt8OFtTZF6tz2K4l6uea5dOUYfxrNfFa1Bzh5osdgyPb74HoDJi2asxrf/tiB6l8qcIuH6O+8fBuZv3171n+xT9SKFXfDCvaYmxsd8QUNy5Byw1x8bTyy8qyrWxafPYXL/KZ2188vkXywb+Hbb+FK/8Zll571Jem8iU+/ON1JLJFfnTT2cf0Ln5kRy/JXIl3TKJ38eiSB1JrzMehoSIeb8Xaqs6Vx0QnXnYrNqrRV0bXOKUJeKVSifu29lEfdHFWo09NZwvIEdseYWYe3J/nxUGD6xd6uGJame7ubqVzFFs251S0aEtN06Svr4/+/n5qa2uZM2eOAnoivRCZhYCpWCzGnDlz1LDM3t4Uj+4Z4t1rWgi4K6yc1GTYs41Xo50pWmKVdrMsnIp9dRdhJBoaKhZS0qq9dmUL33nXIoIjQ6CiM5b3lvexLIvVs+r40tuWomu2tlgWaqclltN6Tc5bKBTi4ECKPUMma+sttQETsJPJZJRLgkQ9Hz58mFKppGKgxZ5NAIcMW4pTRSAQULpHGdATvXEsFlNSAGU553Lx8xf7mFUXrBAKp7HkPov63bREvOzpyyjNqHMAT8BCY9CNVzfpHhnAk3vSCcIEVEk4hAzFyXmUobhYLKacHmRTkslkVFLahn4wLTivpSLLGK3XFVBXLpeVy4dsusS2TbynY7EYpVKJwcHBKh1/OByuku7IfxIYIZplGRQT72P5nT972Xy+ev0KaoLj64ud7hynqoK+ykZBdLxOdlYAnhzHaSPkwuFEuWq41+m00tdnO740NjaqYUZ5Hzmmwgo/11mgZGm8YXaQSCSi/ImFLZaOj9OOM51O4/F4CIfDagMhv4PINMSxR56FmqbR3NysXCKkW3QiZZomJvAv9+/ke08eUteUPJedz6/JfnY6awoB4xVgmUSGdjEt6hujQ93SMcxjO3vP0Id7edZ3/7S3mp3NJWDvI3YE9KjWrWVZ/OzZg5w1LcLqGbFjvnehZHL7usMAJPOlKu9psAfw+pJ5uhMjkpiRAbyLIn3s7E6SK56+lLSTqX+7bzt/3NbDP1yzhPlNEwzwePY78Mz/wjkfg/M/fdSXlsomn/75Bnb2JPnm+1ZPaMjn1xvaaYp4uWBu/cQ+zwmUtGwXNIYolC1S+JVcoX7E6mvIqvhIujWLWVEX2cKRU9JOtkqlEh8+t4VPn9eI11Px9xTWQkCYsJkb4m7aAmXeOMNmMsQmSjxrRU+XTqfp6Oigr6+PRCJBf38/HR0dapirq6tLDSWJvZgsXKLPq6+vV2BF13V6Elnm1vt535rmqoEkqNizOSUfk1WycIl8YWt3ii8/0k4yV1KLJtjn1+/WiRpFevIOy7WRkI/R4EGYSOeCJ84FWzuTSnIhOkiRqzg/k7yvAGRhhP90wJbIram3VBAJoOyhhMFPJpMcOHCAoaEhotGoSkmrra1VbfyhoSH6+vqUG0V9fT1+v59cLqc0z8FgUIVJCCMqw0iWZfHc4Sz7B3N8YlQgxOkqkcPous68xiC7+zJKmwpUMcb2hL6PBo/tTCH3gZwDZ6teAG4mkyEQCKggm0QioRwiAoGAGoiUfxffWb/fz2MHMsyM6LSFKyBY7junHZlcO5FIRIF1uYfEwquurk7Zjcn15vP5iMVi6lw4gbds7EanWor8RzY8ALPqg7xp2djEVrnOTzVbDJDIlfj7+/fzxN54lZRCdOLSvZENdsTvIeYu05lGdUnkd9I0jXg8ztDQEDU1NdTW1tLf3w9UgLMz+n14eJh1fdDot1gzu16B3/7+frWplGtMvkfuz3DYXudkiFkkSXKsZbhRJCwyzCrhHTL0LB2846lyucxDOwY4HM/y0YtmqGeqdAWlE3Gy1pbHqqkFjKEygDcKGH/rsT188Z6tZ+CDvTzrQH+af7t/B4/uqHiKsusPUC7Y+uJRte5AnB3dSW48b+aEFoM/buumL5nnn96+FICNo1jg5dNjgCPQYwQYr/Z3c+6cWuKZE9tRns7a35/mB0/u5/3nzeBDF86e2Ddtuwce+GtYdA288d+O6FUM9sPvH+/ZymM7+/inty2dsAvI21e18pdXLjzh4ciJlq7rqp3bkzdUq7TGVUTHpL9kL0LyYP/ni8N8+nVtaiGezJKfMTtqcNHssHr4iv2YTCu7XC58Ph97elN0592c3WgzHY2NjYodlMVAAIi0AqW929PTQz6fJxgMqihjp82VU/9nGAbhcFgxbwIG10yPcMeHVxL2aGMAsPjKnirGwylzSORM7tsR5+BwSQ04CWjWNI06I09fwa1YK13XlabUMAw+95tdfOkP+6uAmHMDYJom3/jTQT7+sw3K6ksAgNN43zRN9XuPdg554lCOuRGo9VW7MgiDL3pvua4aGxtpa2tT7HZ3d7diqQREuVwu6urqKBaL9PX1MTw8rHytBVDJ4u6MvjUMg9s3DTKj1s+bxwFWp6NkA6ppGp+4aAb//LYlym1AmHg5H7LBavaV6MkbWBZVA2qSDAYo6YG4qQgYEoZY0v7K5bIaSMzn8yrYJmH52T1Q4LwWV9XmS2QsAvTks/v9lfmHQqHAwMCAAlmi1x8cHFSgRz6XAGmosLtyrYj1nNfrJRwOV/0euq6TKml8/Kfr2dM7fsKq3BenWl8MEPZ7+NPeITa026SRc/hONg/OjYtpmjT5ynSkUfeX/CkbS3Fkkc1MKBRSNnlOWUxHPM2+pM75LS5qamrweDxVWmB5b3kGyayEbFblGMu9KAyyXBvCLss5k9J1XbnMyGsmyh6LNOj7Tx1kdp1f+fjLQLUMOssG6lTW1AHG0Tbw144M4EXY25ei6HChWNgU4eBghkzh1E69v1LqtucO4tI13uOcyN1+N4Saoe2cMa//6bMHCftcvHXl+Mlco+vWZw4yvdbPDefMoDboYfMo3fCSlgguXasw1sF6CDYwn0Pc9pHzaImemqGxyay71reja/Dnl07Qe/nQc/Drj0LbWrjuB6AfnZX4/hP7uO25Q3z8krnccBwJg9csn8a7TmI4cqJlGAZz6v1oQGcGpSNzGzo1Rp7+kk8xRk5fVGDSWeNSqcRPnj3Epo6EWkykveb0s5RN3bNdJTQsLpkdUgNcMlASiUQIBoNV8ayiV47H40oaIdZfTU1Nqq0sC7i0jmWwSzR3Pp+PFw4OkSuWFRPjHBCRY3UqLIakZCDKsiw1s3FwuKQAhgBat9tNnStPvOSiZOkK1EjcsizI23vsTYfznMqC2Z8q8Oz+Qd6yokUBXtEuyibCaQMnwEuG3vYOFuhMmayuqySZOfWzwjwKqBYdt8RcC+uv63ZYSDabJZfLqcExOQ4CuKEyCJVOp+ns7LQHSuvqiEQi7OxJsaM3y8cumYvLODPLo5OlX9YaYeX02Bhg7BzAMwxjZHBLJ15AsZAyLCW/t3QEZFNQKBRUK1yuXQmOEM/tRCKhujJPdxbQsGUU4koi17gALLlG5P3kWhscHFS652g0SjgcJh6Pq42PbKCkHe90QZFrSFLfJE5YfK7FUSYajfLT59r5w7buI/IRzvc81eVxGcyq9bOvP1flTOFkj53Dspqm0eIz6c/r5Iol9XsDqgPT3GwPDycSCbVZkOtdwH4qleLJQ3ksNK5YEFOAubOzU+n6ZSMs50jkT8L4yuarXC4rvbc8Ezwej5JbyetHl9vtVs/YibLH5XKZJ/fG2dGd4sPnT8ftdqnnhfM5IAOAp7KmBDDe3ZPi0GAWpq1UA3jFssW+vrR6zcLmMJZlv/a1OnplC2XueKGdq85qpkn0qoU07H4IFl8Do7RVvckcD2zp4p1r2sZM8I5XO7uTPL9/kPefOxND11jWGh2jG/a5DRY0hau/3rAIencAtnZ3qteqGTE+9YZ5x9T8AjCwF25/D0SmwXt/YYfWHKV+v6mLf71vB29e3sIXrlp41Nc661cvHKYnkTv2CyehdF3H7zb4zCUzWd0aVq1Zy7Ko1XMMlithCblcjgNDRT7yyx1s6UxOus64K57i648d4ukDdidJfqYzYMLZats07GV2oEBzNFAFnmQ4T9wKAoGAsmFzhg4ICxIIBBSYDYfD1NTU4Pf7CQaDhMNhxYrJpH9fMsdn7tzB/z7ZqYCdM4VMPGJP1dAIVAcETKsJEPYaHBgqqIVQFjxd16l32QvoYNmj2swiO9A0jQWNQQ4O5tQMgdNOqVwu8/Au26P5mmUtpFIpBbyFJXJqBEVGIQyZz+fjyfYChgYrassKMAiokxaqxDwHg0GlV5UOgWgkRTMpx1aAkwBtn8+nGOFCoUBnZyft7e22G0BLC8FgkFwux+waD3d/bC3XrW47ZefnWOUcWsyXTH63qYsDQ8UqbaocV9mIijOFJBmWy2XFxAq4EsAjIFbcIaQVLlpk2eQVi0UGBweVz/bjB7MsqtWpC1TAsFPmIN0XsH1mZfOXSqVUeE5tbS2xWEy5vYhWVWQXIpuR/5zJijIgK84hApSV7AODnz5zkKuXVnxvR9epjIEerxY0hdg3kFXA1wmI5VkqjL5pmrT4TUw0Dg8V1L0gWnwJuUkkbAba7/er+0A8qsVt5Lkek1khk2WzW/D5fGQyGTV0J9IL2djIRljOo3xO2USJpKZYLBIIBJQeX66TI5VoyaVLJd23I3UTy+UyJdNi7cwYb17aqO5V2cQ7NeinuqYEMM6VymzvTthyit7tLGqwFxKnbrXiVvHy9MA9nXXvpk6Gs0VuPN8xRLfnIShlx3WjuGO0pdsxakZtgH+/bhnXj7CWb181jauXtoy54FdMtwGzcwCPvh188bebePM3njixX+401mWLm/jLKycAWlN98LPrbNnE++602fGj1PqDg3zujpdYM7OGr12/gmNZs0nt6U3y+Ts3ce/G44ihPomSxfejF83k3Nk1CuCVSiVq9Cxpy0OuXGmxu6wi23qy7OiZXGcK0zS5b3MXZQsuW1CjPoO0gMVFQVrom7vSDJVcrKk3FUBwshpO1tLtdhOJRIhGo2oRElZY7LsEBAir7LR7Eu2dJKf9YkM3+ZLJDWdPU4uwE8RMtj3beOV0pjAMg/mNQQ7GbaAqTKAwWI0eG1jJAJ4sxjJdvqjZDgnZP5CtOobyHvdv7WNhU5i2sK42D2KbJnpKGXaURU5+tsvt5slDWZbUQNTnUsDW+TqPx0N9fb1aGGUTI4ujDOIIQ10ulwkEAooBFpcFJ+M6NDSkInZFN5nNZhlO2DZ1S2fU43OfekbxSOUcCtOA/3PXFh7eFVcgRDaAUGGBp0fsv3dlK5siYXqdOmAZqkskEkprDDbDK44EkjKXTCYVS9iecdGTNrlgmktt+ESPLO/rHBaTjaW4XYhURWzznJHFgBq2k02TtMxl7RCAJe15Gc6UAUKA2549RDJf4pOvnzfucXVu6k5XLWwK0ZMqksyVKte9q3KtO4M8LMuiOWD/vtLhARSTK3rtcrmsnEMkMEVkbtlsll29abqyOhdMs2UUAPF4nEQioZ498vwyDEN5IMtzT2K3JdnOsioxzAKYZZM1kWPpZI+d/vCjq1wuc/niRm794Cq8bpfa2MpxcAbXnOqaEsAYRgBvywowi8y1DuPStSoQPKM2gM+tvxYNPYHKFcucM6uWc2fXVr647R5bqjLzwqrXlsomtz13iIvm1R9xlz26/B6Dd59tSygA3rGqjc9ePn/MYr+8LcZwtsihwRH/6cbFUEgxwxVnZ0+SVH7qymIe2tZD9/AEmNlCBm5/NyS74b2/hLqjR8ce6E/z0VvXMy3q4/sfWHtcC/CvN3Sga0xY7nKyJdKEXLHMwYSJx19hluoM+9gMmD61CEddZQJujR09k8sYF4tF/rC9n9k1XubVVx7asmjKQI983me7Srg0k7XNHuV9KS1febg6rZ+E7RIgIcyU0zu3oaFBscwCkp1twnQ6Td9Qkl+80MllC+uYVetXTIcseqKHPuVtQIczha7rLG4OY6Gp4yC6U8uyqHGXcWEqnbEAk3Q6TalUUsOge/orARHCvCdyJbZ3J7lmeTOpVEqxhAKq5bjKZkLkELIo7xqCeM5kdW1RsVQiu5BzKQtqOp1WEgBppcuEvrRYJfVMNMTC1ot8RmLNJYZY4o7z+Tx9fX18/u5d/PdTvacVOB2p5Fj4PC5m1frZ059R17hsGOQ85/N5YkEvEVeJ3nyFZZTrTa4/cUGRQBoZRARU8INc25qmKUDrcrl4oj2PW4dzW32KQRYA69yklMtllZYntnCZTEZtNAXIC8iXzYkALrkPAQUcBfxms9kqlti5wcwVy/zwyf28bn698r0dXU7/7dNVS1tjLGjwM5gpqm6GSHtGM+2GYdDgszA0i46UpbodAlpFVytdH5EnyDNMnouPH8ygY3H5wjoV3BKPxzFNU72HgGKnVlg+jzDE0nURAC4gXu7V4wGoojl3Op042WPLsnhsVz8lszLHITMKQk6MtgQ8lTUlgLHH0CvAGHD3bmJOQ7AKGOu6xl2fuIDPXTFBveeruD5w/ix++bHzKkC1lLcH7xa9GYzqh8LDO3rpGs5NmC3+/aYubnlq/xgpRCpfGgMkl408oDaOGsBbG+jGsmynkalYyVyRT9++ga8/vPvoLzTLcNdHoGODrSmefvZRXx5PF/jQj9dhWRa3fOgctbGYSJmmxW9f7ODiBQ00hk/t4IGzDMPgiT2D3HT7DgbKFbZBPHDjZkA9vC3LYkbEYHdPumqA5mRrX3ecjZ1pLl9YUzV1L0BOFmq3200qnWVb0seCUAGvbipbKnkAywIji794hHZ0dKhp7ZqaGgXIZAEXQC06yFgsprTKtr7PzVcf2kcyX+ajF1b04rJ45PO2k8eptBhylpPB+5s3zueH712sFj4BBoZh4HG7qHXl6S241TmThatYLDK7PsQbF9VSH6xoVWWBbIgGWfe3l/OOpXZKowxvyYInrxOJirA/0qJ9sj2Pz4AlNZYCWsIWCygSICfBKbJICmgTlkw6BtIBkOtUgIgMFMr5lT8DgQAmGl9+rJOnD6aY2xw7LefnWFXlTNEQZHdvWoF9Z9dBjq/H46HJW6In71IgRjYiAr5kozA0NEQ+n1dJj263W8lcvF6vGkoUS72SafFMR56VjQY+w74GotFoVTyvfL/L5SISiaiBOHkPSbyT10MlvEJYe3GZkWFYp05cNmqjWWKpsmnx/vNm8JmjzIOcTn2x1MULGvjZjUtpjbjVxlQ231DpvKiIdSwavSadGU3Jv2T4VwYiRe8r3y+b72KxSDKV4rlui0Uxk/kzWtB1XXl9A1U/d/QAs2HYXuHS7QkGgyrBUkC6gFJnJ+x4Sob1JN5a2ONtHUN86pdbuPU52+lKpDROnbU8v05HTQlg7HMbtmyiZjZ4o2oAbzQ7fNa0KOHXvIyPWIWSyR3rDqtFQtXeR6GQhCVvH/M9P3v2IC1RH5cvPrYjgmVZfOPh3Yq5dNZV//U4/3b/9qqvLWwO43XpbDo8ZH+hYREAc61DAFM26OP+zd3kiibvXHMUnaFlwf1/BTt/D1d/xdZuH6VyxTI3//QFOoayfP8Da5ldHzzq60fXs/sH6BzOce1p1j7quq4SuPoKbvUQDhsmXq3EQMlbZavUFtbZ1ZeuGp45mSqXy+zqHibmN7hiQa1iOsWySaJuBei+2JUhYxqsqTPVcIhMagsTKUAgFApRKpXo7Owkl8spHaszIri2tla1AMWeSH6eHB+Xy4XL46E7WeDPLpzJoqagYj2ElXGGEJyOcjpTCGsoP9upMzYMg3pXgd68q2poT35Xr8fNP18znzVtoTFDbG63G49uYZgFpdUWACqLv7DHcr4UgPUFeOpgmpX14NErYEU0s7IIyiLqbO8CJBIJJa0QVsswDGKxmNrsyPUjmzbRaQrrZZom8WSGz/1mF/dtG+AvrljAn18+cb3/qSynO8e8hgCH41mKlq7OqzBvgAKMzT6TgYKLommpTY4wf9ItkYE7ObZiNyisodzf6XRaSSu2DpRJFuDCVo/6WcLwClARYCuyokwmo0JcnDZlAnRHdy8k2a1QKChvarl+jsQSAwyk8uzoThD0uvj/Ll/AOc4u6aiSgcHTWQJAnZtKpzOF/CfAGKDZb9Kd1RRjKveMHBM5rlDxR5auyYbDSYaLGhe22h7R2WxWsbNybuXacrlcis0vlUoEg3Y6nlwzYukmHtdOy8CT2eA7Nf+WZdE/lOSffr+NgMfgXWtale5anlelUkn9nqdrUzMlgHHY52LVjBosgJbl0PkSi5rDdAxlSeYqySv7+lJ87Y87iaenvtXX6a7hbJEP/uh5vnDXJl44OCpyefs99oZj9sVVX97Xl+KJ3f3ccM6MCU1gP79/kJ0941u6nTUtMmYAz23oLHF+3R+DSCvB4T20xvxjLN6mSt25oZ059cGj+zk//Q1Y93244DNw7s1HfT/TtPj8nZtYdyDO165fwdpZR354H6m2diSI+FxcuaTpuL/3ZMowDKbX+PG5dDozmmplaRrUGXkGyj71ICsUCiyIaaxqDZIplCcFGGcyGda2hbj3z5YxLeKucsAQbam0mEulEut6NXx6mbNqNbWYyECKgGrRN+bzeTo7O0kmk0r/GAqF1ER9OBxWbcpIJKLYTtE3m6ZJKl9iMF3Abej88INn838un6uYMVkEhd0+XWwHVOuMyxZ89je7eWBPuspGS45hvbtAxjTImIZiapzR0IZhMJipSFCKxSLtw0Wu+Z8neW53N5qmEQrZMiyRNAjgER9iAcvCSm4b0skULVbXlqt8nsWj1O12Ew6HqyQwcq5lUNLn81VFS8swpZxreUa53W4lr5DrVADzZ+/aznMHhvjKdcv588vGysHOVDkH8GRj2p4sq4E3Z+qYWLZNC4CJRm8Gda0LmyxAWfx+xakAKn7RThZaXEQsy+L5bougG1Y0uhT7KwOt4iQiHRHxJs5ms+o467qu4tZFqiPstTCi4gZTU1OjAjyOxRLv709z7bef5qO3vlDlYDVeObXtp7M0TePLD+3nC/fuUxs52Uw7B/GctmzNvjLDRZ1UwaySmMhrxW9YQLV0RVKpFE+2F/DqFhfPtYeExY5PgLFcB3IvyqZR0zRqamrUHIQQCk79vtw/J8oWjy6Xy0XGdPFnt23iuf1DfOGKuYS9ldATkYfIRmqyfu5EakoA49qgh69ev8K+UVtWQM9WFjXY7ZZdjrSxzqEc//PIHrZ1JY70Vq/K6hzKcv13nmbdgUH+810rONsJvMpF2PF7WHg1uKoX5p89ewiXrvHucyZm/fXTZw8S8bl4y4qxGtcV02Ps708znC1WfX15a5QtncMV6UXDIujdxkdeN5s3TNC393TWoYEMz+8f5Lo1bUdeJDffCQ/+A5x1LVz+pWO+59ce3Mm9Gzv5qzcuGvfYTaQ+evEcnvm/l532oSDDMDB0jTn1AdqT5SqdY62eZbDspVSqROmuqrP44mXTiAS8Jw2MTdNkODUS86xXZBPC/IrOWOyHBhNpdqa9LAkXcBua0qbG43E1fS8Pe0lQE8akpqZGATFJ5BJvYrFF8nq91NbWqgf2od447/7O03zkJ+swTQuPS1f6Tiebeart2cYrp87Y53FzYDDHtt68WuBkgdF1nYYRWcxAqcICCUNumiZ3buzlmh9sYSBVYaoe2NbHtq4EEXfF4qlcttO5ADUhL2yxgBIZ6Hl0X4qYV2NWoDCGLZYFMBKJkEwm1ddlYXeC7GQyidvtpqamRg1HikeynEvpAJRKJRU7LGD5zy9bwA8+sJZ3nX3q7Q+Pp5yWbefPruGxv7iI1TNrqxwFhOEX/+y2sH19decMxZiL3EQkJ7KJELZYjpnoj6WtL/9limU29JY5p9mFjqV0+c5zJR0Gt9tNfX29as/LuQuHw9TV1SmdqAxCejwe0um08jeur68nEomoboVozMe7d9YfjHPtt54imSvx9feswn0MYudM6IthJE0SjU1dKbUhcAJi+UyyYdA0jSaf/dw8MFRhkSXS28nCQ+VeKRQKDKcybOgzWVlnMa2pXm1eBEiLO4RsEgRwi9tEJBJRw5RiuSibLjnnom+frPrLX21kb1+G77x/NR+4cK56XsrvNzrM47R13E7LT5lA2dY0ZTsaupznLE83UB0NvXDEmeK1AbxKbe0c5h3feoquoRw/+fA5Y1vtB56A3NCYUI9MocSv1h/mjUubJ6RZtS3durl+7XT8nrHgTPTEm0cHfbTFyBTK7O0bsdlrXAz9u/jQ+TOOLlU4Q7XuwCAuXeMdq44Qt3zgSfjtJ+whxrd/e4z13ej6xfOH+Oaje3nvOdP5+CVzTugzlUbYkKD39D7UoTKAN78hwP7BgoreNU2TOleeIgZpKqxRsVi0dYIOveqJVj6f5yfPdfDun+4gWyirdqOAL2FihUVb312gaOmsriupBSiZTGKaprIzEoaqq6uLZDJJNptVjDDYMgNxo3AOy4kUQjTKA3mND966kb19af7svFby+ZzaHAAKjJwOe7bxyjnRrus68xuCHBwuqmMhQBZQSYYS2CKLpyyo85vsY7OjO6GA1r2bu1jdFqY56ldssQAiGcxJpVJKryy+uYZhoHlDPN+eZk29hYalLLmcTgQ+n099TRhlkYAIS5xOp21njcZGFVAgjLhoMZ3T8DKAtG/Y4q5Nfei6zoXz6nnDoqm3QXfaeQW9LpojXqWjB5Q0QTTHhUKB1rAbHatKLy7AQlr3wuZL4p/X6yWdTlexxcKm53I5NvZDwYQLWt2q3Q6VASm5xk3TVEN3yWRSgeJgMKhAsbDXwpjKphWgvr6eQCCgWGKv10swGBwXCD2wpYsbvv8sUb+bX3/iAlbPqDnm8RQW8nQBK2ctao6QyJXpT9ubCadMRphR2VDbYS32fdmeNNXzRDZ88qcAZjm36XSa59sz5MoaF7TZzzO5f+U+EWAsm1S5PnRdV/p9uT5kIyWgORgMkkwm1bmbrPrS25byy4+dx1VL7TAd+TzyvJBhWefxOh01ZYDxuf/6MF/74y7byxhoSu8g5HVVDeA1hL3UBT3s7H6NMZbqS+ZxGzq/+sT5XDhvHJuwbfeAOwhzL6368r0bO0nmStw4waG7oUyRNTNrjjikt7zNBsabOoaqvr5i+sgAnuiMGxdDKYc1uJ/OoSx9yfyEfv7pquvWtLHuby9nWmwcr8TeHfCLG6BmFrz7Z+A++obi8V19/O1vt3Dxgga+9LalJ3xT3/zT9Xz+VxtP6HsnowzD4N2rm/mnN89VFkuWZVHvGmEay/ZxEGD4+Qc6+fxddkrlibLGsgg8uCtOY8iDW68s9PKe0k4XTeSLgy7CRol5UV0No5imSSwWo66uTi3KEmIgTEg4HFYg2RmDK6A7l8tV+RFv7Rzmnd95luFcids+ci6Xn9WimGxp4Tv1uqc6pWm8EhAgx2pBU5DDw0VKpqXYb3ld1GcQ0Et05yqJfs4BvMXT7Ht4V6898LO7P8e+vjSXzY9VteSlZStskwxTiQRC2OJ13SVKJqyqrWbxnK3mcDhc5W4RiUTweGyXkcHBQbLZLF6vVzGUiURCpdoJgJShy3Q6TSplb8xf7C3xwZ+s54dP7JvysfTOAbx7Nnbyo2cOKxmMaC6dMqaA32tHQ+crE/3C1jv13SKFECcCOS/5fF4BXrFEW9cL9T5YWOdWtmByboWtlPujoaGBcrlMPB5XzGNTU5NyKhFtsjDMohOXgBx5H3EdGa8sy+JXL7SzZFqEuz5xAbMmOKtxJvTFUgua7I3jnr6MejbI80TOI6C6MSHDJGBYdIzEOIjUQhhcef6KvELTbK/opzuKRD2wdnpYXTsisRBw6Xw+yaCr3DeyqXXKoJza5pMlOqTueOEwf3XnJizLYnZ9kOVtMQClNZfrRLobsnE4nTKYKQOM60NemwmunQueEFrXRhY0hcaww+PFRb8aSyIvX7+wkYf/8hIWNUfGvsgsw47fwYIrqwInLMvi1mcOsrApfNRhBWctaArzy4+df8ShsVjAw3+8czlXndVc9fU59SGCHmNMNHSuYwsXfPkRfvH8oQn9/NNR5ojco2Y8t4hkN9z2TnD5bK/iwNGP247uBJ+8bQPzG0N884Zjt/qOVL3JHI/t7K0EtZyBsi2/Qlw4t049JHVdp3bEsm3Q9Ks2abFYJOiCnSNBPCcKjAuFAju6kxwYzHH5gliV9hWoGqgqlUoMpHLsy3hZGs7i83oUMHa5XMRiMWWrJqyHxJa2tLQoK7a6ujoymQx9fX1KRjAwMKDStaTN99d3bcZjaNz58fNZM6tW6Sedw3XCvp3OgZHR5XSmWNQcoWRa9GZQshIBwJpWiYZ2LqgS59oQ9lEfdLN7ZGG/b0sPhq5x5eIGBdSEsZWWvLBVEtUrLFc4HOaRvQmmhXQa3QUleRDwLLITkbEEg0Gi0agKKXAOSorGOJVK4ff7VcywaMRl6l3A5X07E3zq9o0saArzq49fcEa9iidSci4Mw+CZfYP88KmDBAKBKr9mud4ERDT5yvTm3QpISKtcrk2nH7ewxU7rQdF0Dw8PM5w32R6H81vdMLLBk38X1lEcYuT4y/2iaZpybhHG0skCihuBDNQJS+z8nZxlmhbDGbtj9I33ruLnHzmPutDEBsDOhBuFs6TTvbsvXeVMIYBY/hQG37LMkQE8vWqIVJ5Bcuylk5LL5Yin82zqN1nbCKERmYymaSSTySq/bucGwel2IX7j4lojgR+SqOdkbuUzHW9ZlsVX/7CTL9y5ic7hLPlStS5cXFTkswp7LWD8VQmMFzWHbSZY16F5mXKm2NmdrNqlLGwO0zGUm5Sdy8uxLMvivx7cxZX/9See2zcAgNd1hAvm0LOQ7hsT6vHi4SG2diZ4//ljh+jGqz29yQkxu9evnT7GC1nXNZa2Rtkk1mwjzhT+oV3MaQhOqQG8//vrzXzytvVj/yGfhNuuh8wg3HAH1BydZe9J5PjQLesIeg1u+dDZJ+Wkcs9LnZgWvGP1EaQdp6GE4Xhs9wBdeY9iKTy6RUSvDOBJC7YtpHFwMEuhfGKWbaIl/sOOAQwNLpkbVeyvMGCSeieAaX2vhYnGypqSeoCKrk4AkrAtMkAWCoVoaGhQALmxsVGBKvk+YSyF/cxkMnzl7Qv46U2raIu4lXcrVIIXZBBQGOczVcISmqbJWa0Rzp4RoYymjos4M+i6Tr07T1/BhaZXfHALhYIy9l/QGGTfoL1wL27y84G1TbTWx9TzQ1rvMjgnwDibzapF1+/3kyy72NKb5+wGOw/HGQMtn0c8pEVn7Pf7SSaTdHZ2kslklDxC/F9lcEiGtKQrIPpIl8vF955q54u/38nFCxq4/aPn0RA+c+dlouV0AJnfGGQwXSBd1pW0R7o3cr8YhkGL3yRZNkgVKlpS2XSIdl42lW63m0wmUxUWIQNbqVSKjXE3FnBRm1e14qESlCGuMBLsIg4GTpZf7leRSchmTFrmTsnLkVjiXLHMJ2/bwPt++Cz5Upmg1zWunO9Idab0xVJ1IR9vWlJPU8hd5UEtjL10d+SZIQN4XRkojJwrudblNU4pSyqV4un2HGULLmx1K624rusMDAwoIkAkL87Idjn28gwTWZqQCvIsFRJC3C+OF3/lS2U++4uX+N9H9/Ces6fzo5vOrtqYOnXqEjoiz2pZQ16VwHhhc5ieRJ6hTMEewOvezOKmAMPZIj2JCij7wlWLWPe3l02Z6eHTWcWyyefv3MTXH97NtavbWD3zGNqq7ffYDOf8K6u+/LNnDhL0GEfW0Y6qf7xnK9d/5+lj3gzxdIF7N3YynKkewFsxPcb2zoQdK+sJQmwm9G5nRVtsyli2pfMl7t3USdg7CsSWS/Crm6BnK7zrJ0rqc6RK5Ut86JZ1JLJFfnTT2bRETy6+8q4NHaxoi044fOVUlOhlv/TAXh4+kFegCmxnisGyVzEJlmXZsaYW7B/MnRBjLA/wP24f4OzpYcIjp0QWb5nEl4U6nU7z0pCHeneBObVeZWkk2l7RykmbVpiS2tpatSD7fD7F2AhYFtbF6/Xy6019fPH+vXg8XmY3RGiJ+hQYzGQyyrNVNgjCnJ4JTaOU05liYXOUH7xvOfPrfQp8OpncBneRkqWRwqdYZCfjesM5bbxvdRPlcpkLZwT5zOtnV0lExCkiEAgoJwr5Ximfz8cTh2xWaGVtSWkqneyjtJgty1KR28lkkq6uLtLptGK05HvkdaFQSMlgnPZebretjY0FvVy/po3vf2DtGdHqn0g5uw/zG+xO3eFEWQ1Cye8HlSG7aSMNva5s5dxKizwUCqkWuhwXAUqJREJJJfr7+ymVSmwYNJgR1pgRswGrM/BB2vHOdru8N6AArxNsC2CWTYs4wRyJJQYYTBe44fvP8odt3bxjVduRSaCjlLCtZwoz6LrOv7xlAZctqFVgVMCw0zpNnp8ul4smb4m8qdGfMdXvIJt7ue6lK1YsFnm6o8i0oMbcWu+Y8A4BvtIRANT7CBHgHDIW0CwzA2LXJpsjGYA9nvrkzzZwz8ZOvvDGhfzbtcvGdFBFxiMdkVwup7TOZ0IfPqWAMYwM1rWshGKG5f7+ka9VNMV+z+nLOZ9KlcwV+fCP13Hn+nY+e9l8/uOdy4/enjdN2H4vzL0MvBVQNZgu8LtNXVy7uo3QBBaIPb0pntozwPVrpx/zuO/qSfKZ219k/aHBqq8vb4tSKJsVCUzjEujdzvK2KL3JPD2JCSTMneJ6YEs3mUKZd64dNRB431/acdrX/CfMv+Ko71Eqm3zm5xvY2ZPkf9+3mrOmjZ/ANNHa3pVge1fitHsXjy5ZVObVBziYqKQPmaZJnZFj2PRSHEksKpfLNPlshmZX7/EHfch7aLrBZy9u5f1rGtVCLK02mYgPhUKk02m6U0Xacx6WhrJV1lTCwjhbhuKnW1tbS01NjQLPwio5QxRCoRChUIivP7KXf7x3O/F0njK2B2cgEFC+xz6fr0pGIRKK0z1wN7qcn0cWYX1kURUdroBgCWzpybsUqyc2d6ZpcsWSZq5YWMMTO7roS+aVw4e8vzCDIqNwahSdgQ2P7U8zv8YgrFXa9vLZxJpLQJf44Q4MDKiF2DnIKOC4pqZGJbc57b3yZYt1+3rRNI2PXjKPrxzrmTnFysmQzRsBxvvjeQVQnQ4xIjWSaOievFFlaQiVGQABq7LRkHMdCoVUKl685OZgEi5ss0Gxky2WlrtsfsTzO5/PqxZ8MBhUmnFxjwmFQgwODpJOp4lGo9TX1x/V4eBAf5prv/UUWzsTfOuG1fzZRbOP+xjKRvVMscVQ8TJO50uYViW6Xv5zDhAL89/otZ9H7SlLdVKcYFTu7WKxSF+mzM7BMue3VLTLHo+HgQG7oyznWoYnhVwQogBQn0EkcU7fYAHs6XRaBbDI/MFE64MXzOJ/3ruKT75+3hgcIdIakdtIeMnoQc/TWVPmKbG0NcrHL5lrt7hGEvDml/cAVGmKLcvir+7cxB0vHD4jn/NM1f1bunl67wBfuW45n7tiwbE3Bx3rIdExxo3ijhcOUyib3Hj+xIbubnvuIG5D411rj21ntLQ1iqYxxs94xYi4fqOww42LYWA3K1oC9tdlMO8M1l0b2plZF2Ctk4Uf2AvrfwznfxrW3HTU77csi3+8ZyuP7uzjS287a1Ks6JoiPv7mTYu4ZnnLSb/XyZYEDRwYzOEPBCvA2JXDQmPIqhj1h7UCb54fZFZtRX860RKnCQ2LC2eFWTEtqBZ+AV9OoJtMJnlxwH5ormlAgVxhH3O5nDKrlxagxAHLJL4AB7ExEwmF2+Plnx7Yy3eeOMg7V0/jv955FuVCTgEwOS7CtElr2+kDeiZLWBaRKnzt4X18/J5OTNNU6X8CTBu8ZTQs+ooVT2in762mG2zvyfDRX2zjvx7vqAI0srDJoiyLprD2wt62J00ODhdZU29WbR6c7KUM30ma2vDwsOogaJpWxeT7/X4V9SyDW6JZHUgXePd3n+Gjt20ib+qqRf1yKqe8pDHioz7kYThXzbKLLlss2+r8Lny6SW/erZhiObaAAl5yHwUCAdW2DgaDdHd3k8lk2JzwoQGvmxFQQTm6riuQK7IJy7JobGxU+mLRCst5kp/l9XoZGBggnU5TV1dHQ0PDUcGOZVl84c5NDGeL/Pyj53L1shN7BjpDbs5kPbhjgMu/s4nDQ/kqxxEBuHJO5fw0eOznS0ca1akVpl8AqZAIfzpgR2if3agpKz6xJpR7THTeTs9kGT52brJEZuOUuYTDYaXzd9rDDQ4OkkwmlXf5aALkhQOD/PTZg4CdADieValzUy2bL3lmS2dInlGns6ZMT6k+5OWvr7b1p5QXgMtHcGArTZFLq4Cxpmk8u3+AVL40IbD2cq9CycTj0rl+TRurZ8SY1xie2Dduvxt0Nyx4o/pS2bT42bMHOXd2LQuajv0+mUKJO9e3c/XSlglp8oJeF/MaQmOAcVuNn5qAu2Ll1rgYzBJn+fr4+ntWsmoCdjunstrjGZ7eO8DnLh+14dh2t/3nuR8/5nt8/4l93PbcIT52yRzed+7ENh3Hqtqgh5svnjsp73WyZRgG8+oDZIsmaXxqUavVbRZ3oOyjhREmQoMPLPWzpCWoGMOJsKfKw9Ll5n8f3skb5oSp8ZhVmlUBvdFodET3m2PjsI9WT46mkEsNFgGKGRWHg3K5TDQaVYNbMmQiyWrSfpQF6G/u3savN3TwqTfM5f9caSeiCeAT5lmCFuTnyfT9mWaLpZzOFFG/h45EkVwJgo6peNM0CXhc1BhFewDPX9G2JpNJ2/0j4ObDv9gBwNtXVXt8C7MsQzOycRD2KRaL2Wzx7iS6BstrylCsxMOK36qwVgL48vl8lQMCoBjKurq6qpQ8iTIGODiQ5oM/ep7u4Rxfve4s6iKB03a8J7ucA3gP/fl5REJBtmzZQl9fnxpUlNfkcjl8Pi/Nvix9BTelks28jd4oimwI7HOQSCTU/dDZ2YllwYYBgyV1BrV+HdDV+RAw5gTWDQ0NmKYd0w0oNxB5Ldhyp3w+rzo1xwLFmqbxtXetoFg2mXMSMjLnBvZM1sw6+xrc05dhbkNIdUWkazLaIcRrQJ3XpDOjVzHGQcdgnXhC/+lghkV1LmIeUw0B9/X1KWmYWLw5HYXEJk42Lj6fT92zsumSzybXmLNbI7Z8InOQe1HY8fu39vJXv95KW62f69e0jTvoKiEu8jmd3ufhsI1PztTg5JRhjMEGYrt7kmC4oGnpEaOhFzaF2f4qsGx7ak8/r/+PR9nRnbBb2RMFxZZl27TNucROmxupP+3qpT2enTBb/Pz+QVL5Eh+Y4OvB9i3e1D5UpUfWNI1lbbFqxhjwDu7kbStbz/ggTMjr4m/etIjr1ozSXG+/B1rXQOzoG7D7Nnfxr/ft4M3LWvirqxZNymfa1D7Eb15st729p0AZhsGCkQSu/pJHMXsxVwkXJnHTrxbCUqlENpdne0dcAeOJlAzHrTs4xLeebGd7T1oxi+l0WuneNM1OWovH43RkoL/gZmk4q4ZO5AHvHLQzTVMNckmqnbgohEIhxU6IPtXr9fLO1W188S1L+PxVixR7J4ERorUTP135U9i1qVKy8FmWxaIW+/nRkbIBayBgL9Zyr9a58vTkjapzls/nbQcDx8J22ZKK88xoxkeOgSzGLpfLjpa1LJ48nGNZvUFArwz6SKtdgLHP51MLsWxmRJMZj8dtNq2hQZ1niXkWULypfYhrv/U0Q5ki33/fct60Yup5pR9PycZG13WMkb2IRPXKUJuUaEibfWX6Ci4KxVLVvzk1rLLBcCadxeNx4vE4XQUvfTl43QyfCoQB1KbHCXiFSRQ2WCKhi8Ui+Xye4eFhtVESh5GjySd+/NR+PvfLlzBNi+m1gZMCxVCRNZ3pbsG8xjAasHfE2UVAqWxO5T8ny97kLdOZrpYMOYGoYRjsHSzQkbRlFIAiDMSeUPzEBbDK0KWQBpqmjdGpy4ZLmOPxNvnyHBR7N2dc97ce28vnfrWZpdNC/PQDK6FcVNeelGykxONc5GjOAV54DRgD8OX7d/COb40MeU1bCd2bWNQUZE9fSoUcgO1gcaA/PeV9KE+mfr2hnZtueZ6Qz3X8rgbdm2Do4Bg3ip8+c5CGsHeMpdqR6vULG3nyry5lzbGG/By1YnqU/lSBzuFq3fCKtii7e1NkC2Womw+aDr07ODSQ4fbnD51Rl5FYwGZm22oczFL8IHS+OOYYjq71B+N87pcvsXpGjK+9awW6PjkP4B89uZ9/vHsrU8V8Rdd1FjWHueOmZbx+fp0awNM1qB0VDW1ZFn/cl+VdP97MQKY8If9LYYs9Hg/3vNSB362zttU/Rl/nTEJKp9NsjNuhBstrKnG58oCXh7sz4MPr9RKNRpW/rlgVgQ0eehI5/rDTBvQXzKvnpgvH6hplMQmFQmqyXx7yIlGYKuXUGYulY3u6AiqdjGS9O0+86MIyPOp8SWCLZVl84z0r+ffrluH3VBqNoxfhRCKhdMlObfGWnhwDWZPzp1VswWKxmALFMogng1iiZRU5SE9PjwrzkOGzYDCoorqlfvVCO36Pwa0fXME5c+rPOFN4suUcwNvUkeDGHz7PUFFXjKGz0yGbi5YAFCydgVzFt9YZte1MoBP7Lq/XS0dHB/l8nq3pAG4dzmuzW9uiF5aWubyHy+VSQLe/v1/ZAAq7LABQuiwSyz1emabFP/9uG1+8dxvpQpnCMSKeJ1Kiuz5TNm3OCvrcTK/xsXcgW8UQi4uNaHpFqqLrum29l4Fi2VKAWM6dWLA9uHsYl253YXw+n7LHk/Pt1BPLvSQ/V56X4gIj96xzyO5omxgBwiJjcrvd/NMDe/nGYwd464oWbv3Q2dQEPeoZIgPK6XSanp4ecrkcoVCIcDisrhlhqKULd6YGJ0/qqaFpWkzTtDs1Tduhadp2TdPO1zStVtO0BzVN2z3y54RR1cLmMKl8ifZ41tYZ5xOsCQ1RKJkcGEg7XhfBtCpevq+ksiyL/31kN39xx0bWzqzlVx+/gNbxwiaOVtvuAc2ARdeoLx0ayPDYrj7ee86MCQ2giKdva8x/XBflW5ZP48m/egPTotW+u8vbYpRNi21dw3YwRu1c6N3Gk3v6+b+/3szhweyEf8Zk1vauxPjM7PZ77T+XHBkYHxxI89FbX6A56uP7H1g7ab6o6XyJP2zt4c3Lp00Zr1Vd1/F5XMyq9REM+NWD3bIs6lw5BsuVpDJADY/s6p2Yn7EspJZm8OD2Pi6aHUE37YVfWCrn5HImk6FUNtk45GaWL0N92JZ3yGtEziC6VwHF4XAYy6qksQm7WywW2dU9zAdu3cgX79nGQOroU9eieZZBplgspkD2VFiIpZzOFDPqQvjdOu2JsgJGAoxN06RxRNfYX3RX6RoF6L51ZSvvPntG1fvLvwtYknOVy+UwDINoNDqig8zgNWBpjalAks/nU7IXp47V5XKRzWYVYO7p6aFcLtPc3KykFm63m0gkop5N6bz92f/+msX8/EOrmFN/ZPuvl1ONvpae2jvAweGyapGL0wSgtPHTgva56yu4lIRCALLcT3LcBJBls1l7WEs3eHFAZ+00L17dUoNcMlApgEVcMcLhMMVikaGhIXU/SdCLMIkCvI80iJsrlvn07Rv4wZP7uemCWXzn/Wsm5bk3VfTFUJnR2Ntf3QWR54UwufKZ3W637e4DdKUtJWWASpqly+3h8QNpVjW58Wplampq0DRN3YNO33fpwsgmSg3jjtxvcn0Ui0Wl7z8SWywlHR75OXZXO8SfXzqPr79nFaGAT4WHCDGRy+Xo7e0lk8moYyAbJ6f2WepMbWxOdjv9deABy7IWASuA7cBfAw9bljUfeHjk7xOqRSPOFDu7k2oAb7G2D6iOgV7UEmZOfZBk7sSMpqdy3bm+na/+cRfvWNXKTz58DlH/CbBP2++BWRdCsE596bbnDqJrGu89Z2K67P9z50Y++4sXj/tH1wQ9tNUExoBpScbbeNihMx5xpgDHYN5prp88fYC//c0WSuVRjOb2e6BpGdSOH+McTxf40C3rMC2LW246e8Jm8xOpB7Z0ky2Wue4MehePV4Zh8NzBBD/fOKRATLlcpt5VIGu5SJeNijPFCDDe2X1sYCwAyOv18qedPSTyZS6dG1FMr8TLisWQtIIPpA0SJYOlIVvf6rSmkkET0a45jewFhMuAnGmavLCvjw/85CVyRZOff/TI4QHitylT3gIGpIUs8chTpYSNspkgnZvOa2Npc0ANRMkkuu1lXEkyFPcCYYTHAzQCgGWYL5VKKcZLFvpQKEQ6m2ddd4lzW30UMikMw1B+uhIjruu6Arrij2tZdmpXMpmkrq6OSCSijq9sdCzL4n8e3s2bvvGEvZkxy9T4K/HRL/cSMGRZFvMb7d99/2BeDRxK8qO8RtM0pgXt37s751IJdE75g9wjzuS0gYEBEokEB/MBUkV4XZudcCepdbLhlfdy2un19/eTy+WIRCIqNERAuNiy1dXVqe6KgDWpT922gfs2d/N3b17MP75lCcYkdd0E7E2FroGu67x9RTPvXtWkGGF5lglwF4nD6PuxI4MCn3IO/X4/6w4NE8+ZnNtkd1hisZgafBVduXRinFIweW7J89GpLZbP4xyGO1q5XC560yWe2t1LuVzmzy6azV9cubDq3nMy3eL209LSou73QqGgCA3n8XDqnU93nfAVo2laBLgY+CGAZVkFy7KGgLcBPxl52U+At0/0PWUgbGdPEhoWg+FhWnYXhq5VDeDNbQjxyP95PefPrTvSW71s620rW/n365bxn+9agcd1Aqendwf076qSAOSKZX75wmGuWNw0IV/d/lSe323soiZwYozL7zZ18q3H9lR9rSnioynirfgWNy6G+H4W1LrwuHQ2dwyPfaNTXNlCmd9v6uLqpS3V3qaJLjj8HCx527jflyuWufmnL9Aez/L9D6w9aR3c6Pr1i+3MqA0cl4TldJRhGLzUkeSWdd24vH7FdNQaNtsft/xKyuC2itT5dXZ0J6sGwMarfD6vmILd3cPUBVwsb/SoCWwBWzIUB/ZDc/2AgVszWVpjqp8h7TgJdpDP7Ux3EhAujOKDWzr48M82Eva5ufMTF7CsbazNngwbpVIp1U4OhUKqnTiVy5mA9+eXzuPyBTWKKRSmF6DWY+HWTHry1QtTIpEYN+2qWCySTqfV8UwkEspXVRZAwzB47lCSTAnOn2bLX0KhELFYTIFq0TsLgy3nPJfLMTw8TDgcprW1Vb1GWHrTgr/97Ra+9uAu1syoIegxlExjKrCEk1HOjU3Y76Et5mPPgL0RFCAhbW+598I+NzXuMn0Ft2LypIsiGxFnLHihUCAej1Mul9mc8BH2aCytt9ceYQSdYTHycwXY9Pf3qzAWkVw4o6sDgYD6TxL2ZOMD8JHXzeGbN6zmI6+bM6n30pm2aXOWpmlcurCB61c1qb/LnzLkJsBYXHfqvBYuzaI9ZSlHENlE+nw+HtgxSMCtsThaVnMSInuS7gFU7n9hp9X9M7KhlY6RMNkCmCcCSDe1D/GeH67nb+7ZSSJdOadSYu0mMhyPx0M0GlWaZGGU/X5/VfCJfK98/tNdJ7OVmgP0Abdomvaipmk/0DQtCDRZltUFMPLnuL5VmqbdrGnaC5qmvdDX1wdA2OemNea3QbDLA41LcPVsYlZdYMwA3iupepM5Pv3zDQymC3hcOu8+e8aJPyC23wNosPgt6ku/39TFUKY44SE6sXR7/3kzjv3icerpvQN8+7G9So4hZQ/mORhjy8QztIfFLZEzYtn2x23dJPOlsUN3O35n/zmOjMI0bRuhdQfifPVdKzh71sQitSda+VKZwXSRd6xqnXKAS9d15jcEMC2Il72KiRBnisGyTzEVlmXRFtLY0Z1QLNN4JSBKQOr1y+v41Y2LwCwRDocZHh6uYhREW6m53GyOG8zzpYkE/VV+mwJ6BfjJkIiTqRFGuVAosL8/zay6IHd98oJxI88FAIpuT4bvptr5OVKJXEIYxXgeiiMEsPwewijXuwr0FdxqMRWGXCQPzioWi8qmDWznAQn3EA1xJpPhma4yUa/OdI/ta11bW6tkFwK2wuGwOjdDQ0NqsNHtdtPW1qYWTnEDsXQ3H//ZBn7+3CE++fq5fO1dK7DKNqt5JtMGT0XJ+bPb8UF29aRUEIIT5MjG0O120+w36S24FburaRqJRIJUKqVYVHGnyOVyxONxiuhsGdK5cEaAQs4G33Is5RoR1k+GWJPJJJlMRulEZaBVXA58Pp/qzAiL7PP52Hh4iB/8aRflcpnz59bx5km2pJTfeyrJmjRNo324QNdwpaslwBioCtiwLAtDgya/RUfSUhtCXdft860ZPLk/yTnNLgzNUi4O8vx1/v5CJkj6nQz9ORNCZVhZWOyJyJD+uLWbd333GTyGzi03rcWloboBAvCdkewiqRn93vJzRXstJWvGmWD8T+YnuoDVwLcty1oFpDkO2YRlWd+zLGutZVlrGxoa1Ne/+NazKkbeLSug8yUWNYWrGGOA7z2+l2v+54mT+PhTo/b0JnnHN5/mkR29tiPHyVTfTnjmf2HWRRCuDNjd+uxB5jQEJ8Swl02L2549xPlz6ibugjGqVrRFSeZKVbpwgOWtUfb1p0nkinbIB4wk4EXZ1pkYA6RPdd25vp3WmJ/zZo86LtvuhvqF0LBwzPf854O7uGdjJ5+/aiFvHceX8WTL6zK4788v4tOXzpv09z7ZMgxDtXN7C271cA0YJgGtRNwKqAeyZVlcMV3n4+c3Vz2AR5czoS6Vydng1qxYd4mPrrxOAO3mfpOcqXNWKKPa6sIWS3tZfG2FFXUuEh6Ph8ODtlXQB8+fyW8/fSGN4erWYalUUmBP3ksCQF5O5dQZv3Aowbt+toudg2XlFDB6AK87Z+ByuZWnqaT7OUtAWLFYVO12Z9teFsDeeJLNAxYXzQyQGBrC7/dTU1NDNpsll8sp31s5rtIGFhBWU1OjQLNsZDweD1/5424e3tHD/3vrWXzhjYvU651BK6+UcsoeVk+P0BKxj5dsKuR3FjCiaRrNPpPBokE2X1QbSnGHEHAFtmfs0NAQ2WyWvdkghTKc02i3vmtra9VGVBhIAdliedjf349pmsRiMdXul+MvMqPR5+Ox3YN86GcbufW5dvqHksedojaRmkr6YikLjff8eBO/2thbNXjn/IzS+ZJNd5O3xOFkJeBC7qvH9w2TLVmc26wrVwf5nSWFEmzJhYBhieWWZ6Aw1M4BPXmvY9WPntzPx362noVNYX77qQtZPC2mhgclSl46fB6PR4HeI733eLHdZyLYQ+pkniDtQLtlWc+N/P1ObKDco2laC8DIn73H86ZXLGlixfSY/ZeWFZAbYm1NikODGTKFSjvPsmBLR4J4ujD+G70M6rl9A1z7rafJl0x+efP5nDvnJKQhqT647XowvPC2b6ovb2ofYuPhIW48b+aEGK5Hd/TSMZQ9Lou20bV8JNBjtDxi+ch53dI+bGt3dTf0bufTl87jyb++dNIcHSZS+VKZgVSB61a3Vv/cdD8cfGpctviX6w6prPdPvn7y/YUtyyJbsB+KUzGhS9d1ZtYF8BgaXVlNsUl20EeewbL90BM3gdnBIquaK1KD0cB4NFv82V+8xF/du1e1Yp3gS+QWwgI/21UmoJdYGLXUw1fSk2TQxOfzKZ2juCOUSiXQNP79D7u46r+f4OBg1rYIc0TNSvsvm7UlIjJENJXYp+Mp59DOohbbmaIzbf+eYtovg5T17gI5UyeLW2kDxabL2SYVtlhYQfE7duqFs9ksL3SXKJqwdiTUIxqNqpQ6AVrijgGo1CvxNq2trVXnXcBZIBDgc1cs4IcfXMsHL5ilAKEs7K+0cgLLD50/nR99cA2RiH0eZXPjlDnYzhQWFhq9+UpMs2w6vF4voVCIVCpFJpNRmuCXhjw0BgxmhSvWhiJ1cTKR0gLPZrMkk0nlxCI6ZgF7gUBgzPm49ZkDfOynL7CwKcxdn7iQSMA77vV1siUbgKnU1fG4XcyuC7BvIKvYXGFohVGXjaXYYTb7TYYLkCnrakPjdrv5/ZZe6nwaC2oqfuRy/GXDKedF3EtEYiF+xkCVk5DX651QMJFlWWztTHDlkiZ+cfP5ym5V7NaGhoaUhEakM+J0Md57iXTKuUmQ6/llB4wty+oGDmuaJrTaZcA24B7ggyNf+yBw9/G8byJX5IEt3fQmcnY0NLDSZaen7OqpuFBURUi/DOuxnb3c+MPnaQh7+c0nx9c1TriKWfjFDZDqhff+AmoqoPZnzx7E7zYmHCu8ckaMv33TYi5f0nTCH2d+YwifW68M2o3U8lYZtBsGww31C6B3O41h34kNGZ5EeV0Gv//zi/jMZfOr/2HH78Ayx9i0Pb6rj7/5zRZeN7+ef3r70lPywL31mYOs+ecHeXbfwKS/92SV3+thdp2PRAHFGJumSb0rx2DZi2lRYRoLRZ7eN8iunuS4fsZOtng4W+CJvYM0BO2FIRwOMzQ0pLSmgAK9maLF9oSLBb4UPq+nyjdVggqkbSvaOgEPuUKRv7t3F99/Yj9vWdbI/JYadS7FaUJAmwCAqcQ6nUgJQCiXy9SHfdQH3RxOlsfYfWmaRoPLBlH9I5scAVviKSwl8hJh8IeHh9UCK+x6LpdjXZ9Fc8igxkyg6zp1dXWYplnlciBevMJMygIuIFrAw0sHB/jiHw5gaQa1QQ+XLrKfUQKYXw567xOp0YxruVxWQQ65XK7Kx1mG5FpHnCl68i6liRdtsXRUxD4rm82SLMLOYZ3XzfSjYfvhSiCI6JclaEWS7eLxuLL9k42VSDnEX9pZ//7ADv7h7q1cuqiR228+j8aIT0kryuWyGmg92ZLPO9XuW13Xmd8YYE//WMs2GXiT4TipJq99z/UWXLS0tOByuUgV4fnDKc5pNvCNWJs5w4mkcxMKhRTgjEajSuYSCATUc1Gem0IcHA2IpvMlDg/ajiZfvm4Z33rfGvweQ92vQkzI7wMo6ZMMR0uJBad05IAq4OzUR5+JOlla6jPAbZqmbQJWAv8KfBm4QtO03cAVI3+fcHUOZfn4z9bz9N4BaDoLNIM5RYmGroR6iCfnrpOVH5yhOmtalGuWt/DrT1zI9NqTSGYyTfjtJ6B9HVz7XWhbo/5pOFPk7pc6efuq1gkDz/qQl49ePOekGEuXobO8NcZQpprNrwl6mFEbcAzgLYK+7QB89097ue25gyf8M4+nLMsiUyiNz8xuuwdqZkPzMvWlHd0JPnnbBuY3hvjW+1afEjb34e09/L97t3LB3LpJ1y1PZrlcLr53/UK+eNUs1f7WNI1aI0cZnYTpVeCmXC7z/x7p4a4NHVUDYFBhi4V1vn9TB4WyxUXTfYoBlkE3ea18/ZnDGcqWxtJwVoV1DAzYmwnxXJWWo6Zpyut2OJ3jz3+1lbs3dvGpi2fyxWsW4/W4j+g0Id//SiiRSwDMawhyaNhefKV1Ki1ysdnrL3oUa1MsFkkkEur7hcl3eqUK0wsop4u+VJHtAyYXtnrI5bLKtSOZTKoFW7TgTssnMfl3ssV/2tnDzb/YxsbOFL3JSutdvu+VNHA3upxe1Lqu847vPMe3njysXB7E91XYP4DGgI5Ls+grVJIgI5EIPp+PUChEJpNRcb6FQoGtKT8WcPEMn/KTdjLFznAQuccSiYQ67sJMirQmHA6PATXToj5uPG8m371xLQGHF7ZsXDVNq5IBnGidyaGto5UNjEP0pYoMZQrqehUpjDx7BGgahkGjx97o7B/Iqw3NgzsHMS24qM1dlUgnG8tcLqc29HJ9BINBUqmUIg4EmDu7Ykdz1OlN5Hj3957hg7c8T7Fs4jZ0DF1T3TWnN7lsip3uJM6uoYQhye8ojj7j6YtflsDYsqyXRnTCyy3LertlWXHLsgYsy7rMsqz5I38OHs97zqkP4dI1mwl2+6BxMZH4VgIeo4odbop4iQXcLyvGuGxa/PSZAxTLJg1hL//57pVEAyfJlD7yT7D1N3DFl8a4KPxq/WHypYkP0f38uUPct7nr5D7PSN1+83n857tXjvn6srZo9QDe0CHIJ3l4Ry+/eqF9Un72seqlw0Oc/c8P8dxoZjYbh/1/smUUIzdyTyLHh25ZR9Br8KObzj7+sJUJ1JaOYT798xc5a1qUb7x31aTZFZ2K0nUdv9etDOZFp6aioU2/Wkg1y6Q1pLO9K1E1zOVsfcvD8N6NXbSE3cyJ6oTDYXK5nNKhCgsm7eNnu8tEjQKzI3bLXtgm8SuWh7EsCAIafvz0AZ7eF+eLb1rAJy+ZjdfrVXo4YdWCweArknl0OoMsbA5zaLiIBWoSXc6L37AIGyV68hWfagEszpa8eNV6vV6GhobI5XLqmAmoeqHXwgJW1hSVZhVQGxCXy6VavCLbEKArVmAul4vfb+3j4z/fxLSol7s+fn4VkSAg6pU2cOcsabNLa7lkWuzsSStpkHgNy3EslUq4DZ1Gb5n+oltJIETjKYBJhvEsy2LTsJd5dV4afaaSDUm3QHSjzuE52bTKBtQwDBIJm7iqra1V7N9QpsC6AzYEuPH8WfzT25eO+3xzzgMI+zieReBESjYHUxIYN9gs+r6BXJV8QoaD5VklHZywG4Iui/3xSjT677f2MiNsg2xnAIZpmiSTdneurq5ODSyHQiE7jTSbVamJ4l0sMdNHk1Ds6E7w9m8+xb6+NH/35sW4Db1q9kDWAiFKxP1EALpYsqXTaeWx7LS5HG9De6aCPaSmnJDR49KZ2xCqMMEtK9C6XmJ+Y6hqAE/TNK5b3aaGgaZ6ZQolPvbTF/j7u7fy0LaeyXnTDbfCk/8Jaz4EF3ym6p9M0+Jnzx5kzcwazpp2bJlGrljmK3/Ywe83TQ4wPhK4W9EWpWMoa3uOygBe3057AK8rQXESEo+OVXeub6dsWSyZFqn+h533g1mCxfYGo2xafOQnLzCcLfLDD57NtOMNWplA9SRyfPjH66gNevjhB6uZlKlYhmHQMZznb+8/SHfBq/S8ta4CGhZx06cWYk3TaAnaEijnAJ5ILQTM9CayPLs/zsWzgmqwRzSrEvQg7duuoQz7024W+VP4/baBvPjsOqUT4l8sbfpischN57Xx4xtXct0qeyBQmA6xc3N6wr7SyjmA97aV0/irN7Rhoam0MqhEz9a58vTkDGXtJKyQDOCVSiUSiYQaZhwaGlKLrXOz80xnibkxgzDZqkCORCKh2GJp50KFidZ1XTmJ/OqlHj5/1xZWtoa49YOrmFZTac/LBkyuwVdyOQfw5jfYLk0Sdy6DqqIHlmu6JWDRO2LZJiBTvkcinAHiJTeHUhqXzgmpCGjxBBfdqgAVAbySdigMcrlcJplMEgwGqampQdd1Dg9muPbbT3PzrS+Qyh9bIqGNBEaItEI07MdbMrQ1FTe3K6dH+erbFzCr1qtkSFDZ2MnnlvOqadDkK3Nw2NaHHx7Ksb03xwWtbsUSCxCVYWHZYEiIUTgcVpsWkVfI5kjTNGU7OV49vquPd377GcqWxR0fO59LFzWpDpHYrznZXgHM0klIpVKkUim1gRWXkmPds3K9namakk+Thc0OF4qWFZDp5+y63Bhnir+/ZgkfFgeLKVx9yTzv/d6zPLKjly+97SyuXjYJ1jT7HoPffQ7mXgZv+qpiOKWe3NPPgYEMN543sSG6ezd2MpQp8v4Jvv5YNZwpcuMPn+OejZ1VX5fBvE3tw9CwyP5i73aWt8UolMwx53iyK1csc+/GTt54VvNY9nfbPRBpg9bVADy9t5/NHcN86W1LWdp6Ehrwo1Rt0MM1y6dxy4fOpjFy7GngM126rhPwuHlif4IDSdSEs26ViRkF4pYNRIVdbPGZ9KeLDIwMyUq7z6lD060yf/n66bx+ll8xDDL8Jr6csVgMXdd5/EAaC43lkbxq1yYSiarEJBk6CQQC7OnL8O7vPkPnYApDg2UtAdXylQGRl6PTxPGWsx2/ckYtVy+px+epDOaIq4EEC/TlDXRXxTNaFt1SqaTYYgHOyWRSfb8siB3JMgcSZc6fZkstRBMrLVSRUACKmRbNuTDJbrebC+Y1ct3KZv77HfNpiFVIEFmAj5XO9UopkcJomsb8xiBdwzkst08dN+emTl7XErBIlQ2Gc5WYdF3XSSQSDA4OqsHXjcNeNOD8Vq9yLxAJjWhQtZFAHL/fr+z7BCgHAgGGhoYolUo0NDTg9XrpSeR4x7eeZiBV4Ls3riXknfiG/2SkFdJ1mKqympqgl8sXNRDzu9X94hzAA6oitzVNo8Vv0p4sUyyVuG9rHxrw+tnBqudouVxWuv1YLKakTk5bPadsSbp2AlLHO16WZfG/j+yhrcbPbz91IUtawsqTWBh+Z3dNLBYFeMszQ14rXvLH2rCcyWAPqSm5GixsDtMxlLVtvUYG8M7xtTOQLtCXrL5JCiWTQunUs4wnWvv701z77afY2ZPkO+9fwwfOn3Xyb9q7A375AXt47fofgzH2ov7pswepC3q4elnz2O8fp3727EHmN4Y4b87k6FvDPhcvHRoaI1dY2hpF00aS7mpmgctflYCnZBanqB7e3ksiV+Kda0YlAOaTsPcR2/955Ma9a307EZ+LaybZYxOgWDYZSOVxGzr/8JYlKtzm5VDNMT8Rr0FH2lIsIUD9iDOFE+Q0++z2/fbOYQWkZMgE7IepmzJvXhSlJWhLI2QgQ9hiYT2y2Szr+zUaXTmmx2ymQjR1wrSIXi8UCnE4Ueb67zzN/v40/YlMlWRCmIup1m49VeUETbqus6svR3taU9G+Tq/pelceE42EVbEEk0EZpxVTIBCw/W9HhrqcyVVPtufRgJW1puoCOD2Kpf0ukop8Pl8V4hKNRgmHwyxsDvNXl04n6PdVLd6iY385+UmfTMn50zSNBSPt+L5CJRDFabsnm74Wv70uDpS8iv3NZDLE43GlCS2Vyrw4aLByWoCwqxLwIODEGSoh3skSEe7xeFSC4dCIFV99fT2apvGrFw7Tn8pz+0fP45zZx7+mnKi04kxrU49Vuq6zozvFo3uGlJTC6a0u95CcQ8uyaPKWyZfh0ECGP+yMs6TeRXO0YsMm5yuTyajnmviLi9wmm80SiURU90C6DwJWxytN0/jOjWu442PnUevTq8J8Rrv0SBBQIpFQG+xwOKw2OMdzPqbCOZySwPj6NW088peXEPK4oHkpoLHI3AtQxShu6RhmyT88wJ929Z2hT3rs2tWTpDHs4/aPnseVZ00MpB61Ur3w8+tt/fUNd4AvMuYlHUNZHt7ew7vPnl5lQ3Wk2nh4iI3tw9x4/sQs3SZSuq6xrC06xrIt5HUxtyHE5vZh0A3bK7h3GzNqA0yL+hjOFifl5x+p7lx/mJaob6yn864/QDmvdNrJXJEHtnbz1pXT8Lkn9wa1LIu//c1m3vbNp0jmTu3veyrK7XYzp87HoURZsbOWZVFn5EmYHooYCuhMD5T4j8vrWD09qhZ3J1vcGU9z+7p2euIJ9aAWCylp9YkObWfnEF15D0uCaSWRkKl5YQ5lGjsYDPKDJw9gAT+6YQl17oqN2NEWg1dqyQIsi84/PLCfO7enVHSzk71t9IwM4JU8ValY4kwhOkYBuoBit3w+H8VikWc6iixrcOEuZ/F4PCq+WZgrec7Ioi7XiwSAPLgvzZ/95AUGhisyGad7iADoqQqAJrucG5sl0yK8bUUzdRHb5i6fzytHAbG/AmgeAcbdOaPKG9oprTiQtOjPaVy5IKY2SfIeYr8HqMFXsdYS2zxhi7PZLDU1Ncr95a4NHZw7u3asXO046kSkFRIDPVWvC13X+fWmXv7lwQNqU+jUGUN1UqVhGDSNkAv3bhugK1ni9bODKpRDnr25XI5yuVz1XJRjJ9IlIRcAdf7cbveYZ6FpWvzL77exvStBxKtjmMWqcCOnBZ/Yww0MDChgLs9Yp+OIXEcTqTMZ7CE1JYFxY8THnIaQ7S/rCUL9ApoyOwFbCC41sy5AybSmtDPFVWc1c9cnLmDVjEmI9y1k4Pb32J7F7/0FxKaP+7KfP3cQC7jh3IkN3SVzJVa0RXnHqtZjv/g4allblO1dCfKlapuu5W1RNrYP276VjYuhbweapvHUX1/KJ06BP7CzPn/VIv7lHeMMgGy/B0JNMP1cAO7b3EWuaHLdBG3ujqe+9dhe7nihnWtXtZ6SYb5TXW63m7n1fg7EC3i8FflHnWEP4Dl1xl4DGt15DM1S4MupZ7vnpQ6+/NAB+pN5NSSSy+WUc4Gu6ypB7bnuMmCxNJKv8uV0tvBFy2rqLh7Y2s2Vi+qIGLanpwwFvRoYxvHKueDOb6w4U4iFl5JSeEroWPTm3QpMW5ZFKpVSA5HiG51Op9XQl5yDnQNF+rIW57W41ALs9XpVq9fj8ShmzDAM0um00qT7/X4aGxu5c30H7fEMWrkwJolLBv1eyQN3o8sJjJujfv7lLQtZOateWbaJ9AQqqW8xr0HQZdFbcFWBYRmY0jSNDQMuPDqcP92enxANsQAekUQJ8BYtq8vlIhSyNclDQ0O4XC6am5vtjY4Fn7l03qQ9y8eTVhzJ8/hMhkJMpHRdZ0FjkFS+TF+6VCWfcAbtQEUS0+gtoWFx9/YEbh0umhlS8hLpujiHI0V+JhKJdDqt7u9cLofb7Vbnc7xAnGf2DfD9J/azrX2wyrVCNqeycZK5A7meotEosVisShYinSEJX5pIyTE4k8/pKQmMwY4lvvulDvsvLSvw9m6mPuSpYowlQnqqOlNs7RwmPYGhgwmVacJvPgYdG+C6Hygd7OjKl8r8ct1hLlvUSFvNxGzgLppfz92fvmjSQdqKthjFssWOruSYr/en8nQN52xgnOyCbPy03AhLpkWU/6mqQgZ2PwiLroGRh8Sd69uZ2xBkpYTNTFLd/VIH//GHnbxjVSufu2LBpL736Spd11naEmJ2jRfT8CgGsEa3H6KDpr/KZm1jd57v/WmvWkydD/7fbe5mQb2P5hEZhTxopV0rbbtUKs1LQ25meLK0xAJVQyqAYj3FKupPuwfJFMpcsaAGl8tFNBp9RYY/HE+JDtg0TRY0huhMFClZmgr6EGbYpWvUuov05CvDQQKUxLtWUglFmgIo1uupjgIeA5ZEClWLr2jBnUBaWEDxwg2HwwwWDdYfjPPWZc1qGEw+hwwDvpKs9CZSwvgLaDBNk0TeljMUCgW8Xu+Y+GaXy6DFb9Jf9CjglEql1IazVLZ4cVDngllhKObUMKUw8rK5NQyDcDisnAYklEVCPlKpFOFwmFgsBtiD19eubuP1Cxsn7fcfLa2Q54OzZEMwVfXFYP8e80akMHv7s+qzyqZSOjjiTAHgNTTqfFAoW5zT6sejlas2AE47S5GriVysUCiQz+fVuZLBVvmZ43XO7lrfTtjr4uK5MTwej7J+G+09LBtpea4LWz26BJRPRCsuv/eZ3txMXWC87jA/e3bE13baSkh2cnZDiZ2j2OFFzeEqf+OpUmXT4uZb1/PZX7w0OW/48BdtVvOqf4HF1xzxZQ9s6aY/VeDGCWqZd3QnqhIFJ7NWTI9xwdw6SqOinit64iFoWGx/sXcH27sSvPV/n+Slw0OT/lksy+LfH9hR8VB21p6HoJhRaXcH+tOsOxDnujVtk7r4rj84yOd/tYlzZtfy5euWvWwXdsMwuGZpI//ztpnUhf1qACNilPBoJnGzMryjaRqb+op868nDFIqlqt95b0+CrV0pLpxut/wkWnh4eFgt3uI0sbM/R7zo4qxwVg3oyQIOKDYjFovh9Xp507IWvvfepSyqc6nI4Vd7OTcki1oiWEBXxl5Yw+Gw0jxqmka9w5lC9KYyTCNfGx4ergrW0HWdYtnkuc4Sa1u8aOWCshITxwkZyhFAl06nFRsFUFNTwz2betA0uGKBLb8RwPdKT7g7Vgkw1nWdrzy4j8v+83HlMiG6bdn4yDlr8dtexuWyHaoiLLBhGGwdKJMuabzprEY1wCffK8NbouMWz1sZipKOTTweB6ChocFmBktlfvjkfvpTkx/zfCxpxVTQph6rZHgSYG9/Rh1P6Z7Ia8TXWBha0YtfOiek2FeRzshGUzadci7FmULeP5VKqRRPqIBxZ6XzJe7f0s2Vi+uJhuxOz5G8h8UJ5WhRz4C6h2Xo+Wh1poM9pKYsMF7YHGZHd9JumbSsAOB1wU529SQpO4DWwuYw+/rSU24A7+m9/XQMZXn7qmkn/2brfwxPfR3W/hmc98kjvmxXT5Iv37+DWXUBXjev/phva5oWH/vpej5524aT/4zjVGvMz88/eh5rZlbLSBa3RHDpmj1o1yjAeBs1AQ+b2od58VB80j/Llo4E335s7/jDfdvvAX8tzLwIgF9vaEfX4NpVkyujmFMf4q0rp/G9G9dMSPs9lUseqNXJcBZ1Ro64WbF70nWdJm+JQtlib2/1pvbeEceS86bZ8gdhI4TV0jSNmpoa8vk863rBwGJ5jamm68VGyulGEYvF7L9bJssaPRgjg3gv103IZJaT/V0yYuHojIauMI0u6lx5hksGZd2jNjkyiCUgyRnBLQv1xt4iqaLF2gZ7sRb2SwIipIQt9vv91NbWKmupaDTKb15s5/zZtcS8FX05oFroR1uEX8nldKaYUesnkSuR07wKzDplEMKeNvtNipZGfx5l5SZg64V+jZBHY1WzRzHzUHEXEHmL6MbFjUA2O8VikVQqhdfrJRaLYRgGj+7o5Z9+t42tnaeOrDqStEJioKe6w0xN0EtT2MPegYr3t3NGQsCmMKeWZbEwajEt7GJZg0sNuwpjK7+vbIqAqsAXZyxzNBpV19B4fu33b+kmWyzz1uVNWJalkhFHew/LsR8v1W68ckoqjiSDgamhL4YpDIwXNYdJ5kp2u30khWyZvp9c0eTQYEa97rLFTfyfqxaeFv/b46lfrjtMLODmipOIVgZsp4Tf/QXMuxyu/soYWzapp/f2c923n6ZkWvzvDattffYx6vHdfRwcyEw4LvpEa7TG2Oc2WNgctkFqtA08YejdTnPUR2PYe0qcKe7a0I7HpfOW5aM2KqW8PXi36M1guDBNe3Dkwnn1NEcnZwEeyhTIl8rUBD189foVxAIvf7bL5XLxxQfb+e6G6jSleneB/rIX07QUk9U6Yj3rnA8ol8vs70+ztMlPU9hDKBRSnpfSLpcFcDiZYvOwm7n+DNGARzEdom0TxiIUCuHz+bhzfQf/8rutpNIZZUf0WlW342c3hPnWOxdwwYygchhwhkQ0uG1mZ9D0K1ZKNitut1vphYW9l4XzmY4iYY/GvEBB+RSLV7EMf4kExjRNampq1N8jkQiGx8e717bxrpWNSvsMFf/rV9PA3ehyggVhHXsL9qZQhq1kEyHnSu69voJH+XYDpHIlNsd1Lp1XQzGfU+cVUCEMcl34/X7lYS0tesMwKBQKlMtlYrGYAkd3beigMezlwtHDzafgWIyWVkyFFvxEStd1vn/DMv7qspnqfpMBPAHITm2/y+XivPoi376mmXIxX+Ua4gz3cFomer1eisWi2ixIV0jYdmcnxlnJbJ5l08Ksaouobtxo72HTNMlms0rTPFHSwalzPlLJZuw1YHyEEvuqnd1J8EWhdg7TC7tHvlZZYNfMrOHjl8wleBw+iae64ukCf9zaw9tXtp4cM9izDe74oM2qvvOWcW3ZwNatfvBHz9MU8fGbT14wYc/dnz17kPqQhzdOhlvGEerWZw6w7B//OEausbwtxqb2ISwYiYbeMfL1qG3lNomVL5X57UsdXLmkaWzS4L7HIJ9QbhTP7h+gYyjLO9dMzmYhVyxz0y3ruPnW9UfdKb/cyuPxULY0dg7kVRtQ13VqjRwFyyCDR0kpmvxgaLDNwSIVi0X+4apZfPH1dYqtzGQyygxehjlsjXKOdNlgWSSn2oJOzZrP58Pj8ajI21ue3s+z+wfxuF0qLe+1sksWXJehc/bMGDUhX5WfqizUEkXbX3SrhRdsYFQul9WkezAYVCxkWXPxQneBc6d5wCorvaoEEIjLgThUyGYmm80qHbjf4+Kmc6Zx/sxQ1UCZ/IxX8ybHKYVZ2Gyvjx0pS4FU8TJ2MvSN3jIa9gCenA/DMHixr0zR1HjTkjqy2aySpmiaHckt3+/xVDoG8hoBLalUCl3XqampwTAMBlJ5Ht3Ry9tXteIyTj20EDZb5FbAGGnAVCxd15ldH1SYRYbVxONXAK/ci4CyY8vn8+o8yqZTzo/z3nC5XORyuap/E0s/p62isyzL4l2rmvn5h1apzzPae1i6CWB3C48HwDolFUdyF5kqm5spC4wXNdsLWnt8hB1uWUEkvg1NY8ywXU8ix/7+9On+iEesx3b1UiibvGvt+K4RE6pkD/z8XeAOwA2/HNeWzbIsvvnoHj77i5dYPaOGuz5+wYQH7g4PZnh4Ry/vOXsGHtepuwxaY34KZXNMa21FW5RErsSBgYwN/Hu2gmWxvC3Gvr70pNqYPbqjl6FMkevGA7vb7gZvFGZfAsBd6zsIe11cNQmbBdO0+NwvX2Jj+xDvPWf6K6qdbxgGc+v9HB4uYngq4QK1IwN48ZFo6GKxCGaJ5oDGwQH7HrUsi2zeHgqhXCQajSrHg3Q6rR7+TU1NDA0NsWFAx6ubLAyXlPWXDAcJO+Lz+QiHw+zqTbO9K8llc0KEw+GXxUJ5OsupS9zZl+O3O9PqunSySRGXiVcz6cm7qtgrYYvFCcEwDJV0taG3TKEMa+oq7VB5b5HHyPeYpkk4HFbhIaFQCLfPz90vHmY4ZcsqhC0WtvmVGNV9POUESXUhH40hDweGbNs6YYxlIyGgyuvSqPPaCXiiTS2VSqzv12kMGpzV5FfDe6LZF89jGawSdl+GKMUJQWziZKD23o2dlEyLa1dPrrvRscrlcinnk5fD/a7rOofjWb75ZDvdiYK6T2SA2Mn+AmpjKmwqoO4HYXAFUEoXR4af1f0ciVQBzvHkSO0DSQWaYewmQ0Cx2CeeCKsrbLgM7zlrKgR7SE1ZYBwNuNn6/66qDJG1rEQfPsSymtKYdLQP/uh5vnTv1tP/IY9Q71jVxoOfu/jEPRwLGbj93ZAZgBt+YcsNRlWpbPJ3v93Cf/xhJ29ZMY1b/+ycsWzoUeqh7T1owHsnaOl2orVsZNBu46iBumXOAbzGJZAdhHQf586u5U3LmknmJm8gMJkrsaQlMlZ3XS7Cjt/DwjeCyzMyeNDFNStaJsW7+MsP7OD+Ld387ZsW88alkx8ScibLMAzmNQQwLRgqV5wp6gybxY1bAQqFghrW+IvlFn9/WatiMK773gt896nDKr5ZwJa0cUW73BcfZkfSy6JgFo9LVz6r8jphTSTB7tcb2jF0uHx+jGj01KQVvpzLqTN+sSPJ95/vI11CLXZSLpdBg6dAT67iTCGgamhoSIWoZLNZikV7c/PE4TyNQYNWb0G1TSV6O5vNKmZf2E2Jp5VY6if2DvP/3bGZF9sTql0vnQFxTHg1l1MKo+s6n75kFm9b2aqkKiKHEc2xGsALWPTmKyEqA+kiO4d1Lp8fUy1xAb2SXCZdBGEw5X2F9RMdczgcVvKWAwMZlrZGFKl1OuvlNJCp6zrJXImfPN/F9t5MlX+xXPNyrct5BJSUSDy8pXvjHLCT7xVW1rIsIpFIVeodjAXGpmny/h+9wP+9x7bFFdcYKafuXDa3J1LC8o8nqZgqg3cwhYExUC2PGBnAe0O0ewwwXuSMkJ4iNf9Ek8xME379Ueh8Ca77IUxbNeYl6XyJm3+6ntueO8THL5nL19+98rglGx+6cDaP/OXraY2d2mn9xrCPlqhvjG54QVMYr0sfEw197pw6vvW+NUybxM91/drp/P7PLxrb3jvwBOSGlIzi/i3dZArlSfEu/vlzh/je4/v4wPkz+bOXQWz58ZamaSwaaef25F1qyMqjlQnrRQbKlYefpml4dFOB2Q0HB9k3kKXGY6lWvAAuafXW1taSSqV4sadEwdJZFs5VOVeUSiW1GEib0OX2cPdLHZzTFmJ6U+2UeMBOtXK24xe32ACmM61RKBSUjZMkndW58vTkXbhcbgVQE4kE2WxWsXPiNGF6Qmzszo14F5cVABY2U0CyDO8Fg0HFaEk7/DcvdtAYcnPB3HrVFhYw92qWUDhL2HvDMHjHymYunl+v9KQCcIVhlCGraQGIFw1Kls1Cru8HC7h6ST2ZTEa1yoX9F32xyKPkPwHG4lohw1xinfjFt57FXZ+44EwfoilfmqYxpz6ArsG+geqAImGP5ZjKudY0jVKppECvk12WjaawyYZhqA2rc1BRHGHG0+m/sL+fg4NZLprfoDpxzpIuglPHfqIlFo6jJRVTZfAOpjgw/tOuPj566wv2YN0IMF7jOcyBgTS5YmWga0FzmM7h3ClPTZtI/et92/mb32w+8Td46B9gx+/gjf8Gi9405p97kzne871neWxnL//09qX89dWLJjRo5yxpYcyqD5745zyOWt4WHWOT5jZ0zpoWqTDGAL3b1b9Plv9zTyKHaVrjt2C33QPuIMy9FLBT8WbVBca4aJxIrZ1Vww3nzuAfrlnyim3/zm0Mc9HMIA1hr2KcNE2jzpUnbvqqfIb7sxZfeqidlw4N8vvN3bh1jbNbKoM9zgEacSeIx+NsHPYQdpWZ6S8QCoWqGBTDMBRTHIlEGErnWNUa4poltYTDL5+I7dNZMuhTLpdZ1GIz6h1pS7H0whAahkGDu0De1EhZNhMnYQ6aphEKhSgWi2SzWYLBIE8eymBasKbOVAEAAmgFoMlzRzylpTXs9XpJFeHJvYNcvaSeYMCvAKAwoa9tcuxyttjzJdN28PEE1X3hZNUrlm0mFhq9eXtjsmHAYE6Nm9m1PhXWIgl6whYLABYNq1NjLpsksdkzDEOtxy93t53TUZqm4fe4mFHrZ+9AVt0fzkRQ+bscd4/Ho55/wo7LRlPkExLeIQ4ikiQqnSBxuhjNFluWxZ3r2/G5dK4aMQtwXkcyGyDDtJNRcs05JRXOTcCZrikNjAfTeR7c1sOB/jQEaiE6g3nlvZgW7O5JqdcJc3WmE/ByxTK3P3+IzImCunU/hKf/B865Gc79+Jh/3tOb4tpvPc2e3hTf/8Babjxv5gn9mPf/8Dn+88FdJ/YZT6DeuWY67z9v5hhN0fK2GFs6EpQDDeCvgT4bGP/NbzZz1X8/Pik/+6Zb1nHzT9eP/QezbG9AFlwJbj+HBzM8u2+Q61afnHdxX9JmuBY0hfnXdyw7LUMoZ6r8Xg//cNk0zp4ertL31bvyxMteSmaF8TM0i6cO53h+3wAPbOtlbauf6Ig7R6lUYnh4WL1WPFK7B5Psy/hYGs7hdtsso2jchHkURsTn8+HVyvzNG6Zx5VnNr/q2+9FKFtzGsJeIz6A9aaoWrAzH6LpOvcueSh80fUqXXCqVlMxB7PgaGhp4ZG+S2TEXUS2jWC1ps8t5FUsx6RKIhtXr9XL/tn5KpsXbV7aqlrjqNrxMWuSno2SDYFkW+weyvOv769g5ZKlgBKcERTYeEg3dnrLoSpscTMLl86MKlLhcto48k8moDY1YhjnZaLnfpEWvotU1ncu+9if+6zSuKS/30nWd+Q1B9g7YcgJZc+RcOC3YZFMpEhbnEOrw8DBer1edF2GLRWYmOv6jySiS6Sz3b+vjqqXN+AxLgXJAyeHk2TBZ5ZRUyBC16KGnQk2NT3GEWthkt/rUsN20FdQnt418rTLMtbB51OvOUN2/pYtkrsS7zj6BobvdD8F9n4f5V8FV/zbGlm3dgUGu+/bT5IplfnHzeVy2+MRs4LZ0DPPUngGi/tMHHK5Y0sRHXjdnDOBc3hYlWyyzpy9ts8YjjPGM2gDt8SwDJ2kSv7VzmO1dCS5eMI6n86FnIN0Hi+1Qj9+82IGmwbUn4UbROZTlzd94gv9+aPcJv8fLqaT1ly2j2nOWZVGrZzHRSOBXQ3Ixr07IDXds6KIvVeSC6RW9aS6XY3jYltoYhkEsFiMej/PSgIaJxpJgmmAwqIZMnIuDAK10vsSWwwOqTT8VWIepWs62+Lz6AF1ps6qdC/bC1TDiTCHR0ICKky0UCsqHeLBosGugwLnNumKtdF0nHA5TLBYV4+RyuYjFYiq8QICxYRi82D7M4qYgS6fXqraxMzzktbLLqfee3xRG16A9aSr2TTaoAowty6LOa+HWLboyGuv7NDTgTUsaVViLSC9GD2wJqHLqjAU0S0ohwPMHh+gYyjK/KXQGj8zLqwQYJ/NlCqWyAsMCjJ2sPVT0/U43CidbLAOSYqsoIRwyUOvUJjulEKZp8tD2bpK5Eteuaq3yhZd791gBHidaIqkQj3T52lSoKQ2M5zYGMXStoh9uWYFn+AB1rlyVpnha1MfX37OSSxdNXgTlidQd69qZURvgvNnH6eHYvQV+dZMNDt/5wzG2bL/b1Mn7fvAcdUEPv/7Ehaw4iZji2547iM+t885T7F08urqGs2OcQ5a3xQBse7bGxTYwtiyVjLe54+T8jO9a34Hb0MZ6F4Mto3D5YP6VWJbFXRvaOX9O3QlrrhO5Ih+6ZR3ZQpk3LXtlDdodqVwuF/dsH+ZdvzhEEbd6oNa57A3NYNmn2uGaBtOCkC6U+PA5Taxpdld5kMqDXbxrh4eH2ZLy0+At0xqAcDisbIJk4Za40mAwyP2bOnjvrVvZGy+9xhYfo5yLz9euXcR/v3W2WoT9fr/S/fldGlGjSHdOV+BIAjeE5QmFQjyyN4UGLA5k1PkTv9tcLqdsowKBAOFwWA0LObWt/3bNPH5w40p17sSH9+XgMnA6ywmMA143M2r8HBgqVmlPRWesUtGwaPFDd87g+V5Y1uShLmifQ2nJl0ol1Y0RB4pAIKA2NTIYJjIcn89HIGBHs/9mQwdhn4vLT5CseTWWrut85MLpPPLptbgNXQ1WOgkGZ4iHMyxHXpdM2hhoNDAWhlikUQK4x5NRFAoFXj+/ju/duJpzZtrrrrxW5BinMlDHKeOB14DxhMrrMphTH6wwwS0rAbiitqcqGlrTNN62svWUD5IdrQ4OpHlm3wDXr2k7Ps1vsht+/m7whmxbNm9FG2lZFt97fC+f/vmLLG+NctcnLmBG3cTs2Mar4WyR377YydtWtB6Xg8Vk1Hu/9yxfvn971dfm1AcJeV0j0dCLbD/hRCfLWqNoGicV9FEsm9z9UgeXL26iJjiqFWuasP1eOzTFG+KFg3EODmRO2Lu4WDb51G0b2NuX4tvvX6M8Rl/ppes602vt67G/5FGsR0TLYWAStwLqAQvQGoRUvsz1S0J4Rp48pVJJBXUAypO0YyjL4ZyX5ZE8brerimWUB7+0CgHu2dzDtIiH5dNjr4GpY5QTXNUGvfi8HgV4RuuM6922M4WwwF6vV/nciozlkb0JltS78JMnHA4rWzZd10kkEorJrKmpUcymU5MO4PV6aa6xz2WpVFJa89fY4rEl+mtd15nfGGTvQFbZqjkHqwQYA0wLWuxNaPTn4PJ5FRmFgCZJNZSZANGlCmBxehgLS2kYBrmSxf1burlm+eQ4+bxaStd13IZeJZ0Q8OsExk53Edmwij5fLPpkGNIpd1IyF6jS7TrlENIlCPi8XHlWC5ZZVnZ84ht+PAEeJ1IiqZD/f01KMcFaO6sGn3vkY44M4J3v7xgjmzg8mOHO9e1nLETB6zL4yEWzeefa4wBXhbQNirNxGxRHK/6PZdPii/ds5V/v28Gbl7Xws4+cOxbgHWf9ekM72WKZG88/MW3yyZQd6FENdHVdY2lrhM3tw1UDeGGfmzn1wTEDe8dTT+zuYyBdGN9homM9JDuVjOLOF9oJegzeuPTEvIv/4e4tPLG7n3+9dhkXzT92FPcrqcTZoDdfAU+GBjWuAoMj0dAy0NPit4j6DLoHk1XG9NlsVmnp/H4/g4ODbBqyr/VlkZxiRIAqBkSkFN1DWdYdSvCmsxrwOMzoX6vxy5mWNZw3+epjHexLako/LEOThmFQ7yrQXzAw0dUCK1GwPp+PXQMFulJlzmmqXnhjsRiFQkE5jUSj0SrWX1qomm7w/tu286uXeqp0jc4kttequmRzaBgG8xuCHB7Mgsuj3ESEiZfXWJbFtCCYgFuHSxfUKuAjQFcG7wDFBgv4Eu9wqAz0iRXiwzv7yRYnx8nn1VQCAP/5gb3csbFP4RbZDIojiDNYQ6Qx0omR+1WAsVjqiYxC7h/pzIlsSSqfz3Pv5h6+/cRBiqWy8jAWydrp2phKrPxUmiWY8tTKv127vPKXUCOEp7GEffQlL2AwXaB2BCw+trOXv797KxfMrZtUq6+JVnPUx99ds2Ti32CW4a6PQvcmeM/tCvQDZAtlPvuLF/njth4++rrZ/N+rFx+388R49fqFjRTL5oST8SazlrdFuWdjJ73JHI3hSmtmRVuMW546QKH2bDwAvdtg/uV84vXzCHhOnIG4eH4Dt9x09vhAdfvdoLthwVVkC2V+v7mLNy1rIeA5sdvhDQsbmRb1n1ygy8u02mqDBN0a7SmYG3Qr9qPeledwwXY9ETbjnCaNSMSHhyIul800jw4UcLvd9Pb2si0dZUagTL1fUwNAznAKYYsNw+C+jb2YFrx1+WtDdxMtYR39boPfbunHf1aQWUFLMUTCyte781hoDFl+6soZMpmM0jnqus5TBwu4dVgUzOHRPVUDdocPH1apak62WNjGUqnE5p4ce/uzNETs60E05K9pi49ccuwArlnWxLlzavEmO4hnUuoeck76A7T47b+f0+oj4NaJp/JKHiGpaqJBFSmMtOqdzGOhUFAyC4DXLWjki29ZMilOPq+mEmC8rTvJAZfGO5fVKUAsA6viIOO0yRNSQFIH3W636ri53W7lEiOgWt7T2cUBVDz7T5/vwO0y+NQltqWoaJfh9KYITiVQDC8DxnhMtaxgWtY2oR5vAO9M+Blv6Rjmyd39mOZxsNV//HvY+Xt447/bARMjNZDK897vP8uD23v44luW8LdvXjIpoBhgdn2Qmy+eOynvdbwleuLNo1jj5W0xCmWTHQkXhJpUNPQ717SdlFbXZei8YVEj7tGuEJZlp93NeT34Y/xhazepfGn8VLxjVP/IcOCVZzXzmcvmn/BnfTmX1+tlVo2X9mRlIh6gzsiTNl3kLKOSnGVovK7VhQZqmC6VSimwKz6bhxIlegtuVtWW1ANehkJKpZJyKhB285HdgyxvDTO7PviajGKCJYAo5HMzLepVzhQSEiHno9FjA7C+oludL/lel9vDU4dzrG72QDGrWMWamhry+TzxeJxisUg4HCYSiahp+UAgoBish/YkCHldXDmSNCmA4LUNzpHLKYWZ3RBi7Ywo4WBA6UslzEEG6SzLotVfYk7MxXXL6igUCopZNAxDMcPOwS5AaUxF3iTgTOQ2hmHQHPVz04WzX9vEnEDZUpgQ+xyWbU4tsTMiWjZD4hojemEhFuSela6bEBTSmYOxFmy7etNs705x3eo2JVOTDoIw1q/WmvK/eTxd4Jr/eYK71rfbX2hZQSCxDz/VA3gLRwI1zoQzhR3L/CKliQLj578Pz37TtmQ792b15f39aa799tNs70rw7fet4aYLJy8Y4vuP72PdgcFJe7/jraWtEXQNNo4BxiPJeO3DIwN4tuuIaVrs6E5UIsGPo37zYjtfeWCH7X89uro2wtAhWGLLKO7a0M70Wj/nzKo9rp/x/P5BXvfvj/LHrd3H/fleSeVyuXj7khhvWhipYqAqA3h+Nd0sZvQSIZvP51XylmjN4vE4W1MBdCzOiuSV/tFpCi+tN4lE/cH7V/Ivb100ZTwwXw7lXPTm1Qc4mLAB8OgBvFp3CQM7OQ0qXqNut5uDOR9DuTKrau3XilNIOBwmHo+TSCRs1rm+XtlIyaJdKpUoay4e2R3nTcua8bkNxRa/pi0+ejmBsa7rPLqzj60DpjquTt2qaFS9usXXrmpkZVtEMYLCKksMu9h+eTweJa3w+/3qfIjEJhaLYVkWf9zRzz0bO8+YfPHlXrquM68hwECmxFC2qEgASRyEShy0MwFSzqkMrQnwFbDsdHuRa8XlcinSQID177b24TY03rysWREPEu7yat+YTnlgHPW72deXrjgUtKxAw+Jcf2cVMI4G3LREfex0sMinowZSeR7a3sM7VrXicU3gcO76I9z/BVhwNVz1r+rL6w/GufZbT5HMlbj95vNOWO86XnUNZ/nyAzt4aHvPpL3n8VbA4+K7N67l3aOs7Npq/NQE3GxuH4KGxdC3E0yTQtnkmm88ye3PHzrun/WjJw/w2M6+sWwxwPZ7QDNg4ZvpHMry5J5+rl11fAOT+/pS3PzTF2iJ+Thn9vEB6ldaGYbBZQtquHxeRFkB6bpOrW5rSeOWzTaJLlXa6oVCgVQqpVgt0Tsmkym2pYMsilkEDVNNSPv9fsV+eTwepaHzeDzEgj5m1fpfY4uPo5wDWguagnQkipTR1ICdgB23y6DOXaA7W9mMyH9PHM4RdGvM8qSVz2k0GiWfzzM8PKw0kNFoVOnI/X6/agM/254hWzSVPvU1bfHEytkONwyDbz1+kF9tjisQJTIX5+vlfMrmVIasSqUSyWRSWePJ8NfoqGgBYRK/blkW//PoPn72zMHXNjEnWLZlmy1J2T9Y0Xw7o6Gd5zQYDKpz5vSTFiAtbL8TDANKFiX3fD6fp2zBvZu6ecPCRiLeyuvPhIxiKtaUB8a6rrGgKVyRTUxbCcAl4bEDeAubw6edMf7Nix0Uy9bEvIu7N8OdH4KmpXDdD0C3L9QHtnRzw/efJep38+tPXMDqGZOr17r9uUOYlsX7zz39Q3fOumJJ0xjnEE3TKoN5jYuhmIGhg/jcBguawsftTLGrJ8nmjuHxHSYsy7Zpm3URBOv4zYsdWBbHNTgykMrzoR+vw9A0fnzTOcQCU0sbdbpL13V0w8X+wTxZPOrBHtBK+LQyQ1ZAJaEBNDY2qjABYTvkQZ/JZDiUdZMoGayuq7D9mqapcA9A6SB1w8Unf7mVR3f2A689zI+nnAECC5vCNIY8JIs2IxgMBqu03PXuAt05Hb/fTzQatd0M3D6eOphmbZOBVS6qQUi/38/w8DCJhP28jkaj+Hw+ksmk8tgVDfHS1hiffP1czp5VqzSP0j5+rY5eTs3p/MYg+wdzKgnNCZCkRS+DriKjEEcK+ZrYtgmIlkE+CWEQOVMwaMuVtnal2NuX5trVrcf+sK/VuCVexvMaAhTLqHPi1NeLFEL+Dao9jWVWQDpqgErQc/ohC3gWWVvO1Fkzs4Z3rZ2u5jecHYdX+z045YEx2Ml2O7uT9q433ALBBla6DrKrJ1ml6/3SW5dy20fOPW2fy7Is7njhMCunx1jQdAyLrkQn3PYu8EXhhjtsezbglqf284nb1rNkWoS7PnHBpMc0F0omt687zBsWNiprrTNVfck8tz13kL5kdXDHirYou3qS5GoX2F8YCfpY3hZlc8fwcbXq7lrfjkvXeNvKcbyL+3bAwG5Y8lbbu3h9O+fMrp2wBV6+VOajt75A93CO739w7UlZ572SqoTBJ+/t4IV+w9F2tRPwBsr2oKWAYPHAHS2jkAGgbekgHh0WBHOKwRAGUx7gLpcLv9/Pi10Zntw7SCZfeNVr4k6khEF645IGfvex1TSF3EoDLKDJMAwaXAVSZYO8VWnRb4lrZIsmS8PZKglFuVxWKYZut5va2loKhQLlcplIJEI6nVaAa/nMBr7wRjvSXtjiqTaEM1VLWuoCjPvTRXKWqwokyeZGtMeA+lO0q+m07S0vzLAERIikJRgMqjS8UqlEJBKhXC5z75ZePC6dNy1/dXi2n4rSdZ2GsJd7PnEu582KqHVOJGJO+zLZnMjGUrpnAprFXk/uaWdQjwBjObe6rtMcC/LdG9dy6aIG9VwWBvq1js3LBBgvbA4TzxRtQKVp0LKCWcU9ZApl2uNZ9boZdQHqQpMXW3is6k3mGcoUx8gDxlQ+Zduy5RO2LVukBdO0+KffbeP/3buNKxY38fOPnHdKPvsftnbTl8yfcHz0ZFbnUJa//c2WMVrn5W0xTAu2FkfAbN929fWhTJFDgxPTGZfKJr9+sYM3LGoc/1huuxvQYNFbePHwEPv608flXewxdC5d1Mh/v3vlpLP6L+dqiIVoCBh0pCsJeOJMMVj2AppKwMvlcipmtFQqKc1wuVwmk8uzPe1jeR24NVOxXaFQSC3WYlxvxwgPEPa5uHhe7Wts8QmUM1lLZC7OiGAZyJEEvO6coQDv44dy1Pk1prmz+Hw+pRvP5XJqw+P3+wmFQootdrvdyv7rpe48m7psUPYaW3z8JSBWGH+AnpyhgLGzHS//yYZUQLEM3cnGxjl8ZVkWgUBA3VeSXBgKhcgXS9y3tZcrlzQR8b0Gok60BPQKOSDA2JmAJwB59H0pX5MOgchbnKyzOP3ItSAscxGDgwP2vSedPHGjcMZBv5rrZQGMV82o4c3LW8iXRtqrLSuIpfbipVDlTJHKl/jGw7t54TQNmTVFfDz915cevRVvluGuP4OeLfDOW6B5GblimU/fvoEfPrmfmy6Yxbffvwb/SViTHa1yxTJrZtZwyYKGU/L+x1OLWsK4DW2MPEIG8F7qNSE6vYoxhrEDe0eqRK7EubNrec+RNirb7oEZ50G4iTvXt+N3GxN2vhhM24zWpy+dz9WvkmS7iZbH42FmzMPhRKmqhVdr5ChaOknLW+WVmsvlFIMsnpnFYpH9uQDZss7q2pJiSHw+H16vV1kSiVWUZXh4aEc/V5/VhNelvwaMT6CcC+B/PLyf776YUm4FsrC6XC4FjDvS9nR82eVn3eEUK2vKGLqmomd1XVdssbgZiEVbJFIZ+vL5fHzj8Xb+9T7bgUb8c19jiydezra6BAp1ZyvWXnI/CNgSYCxteGEbhS2U95JNqmVZRCIRBaRlKNPj8dA1nKcu6HnNu/gkSwDxT59r54bbdikg69TZC0MsbiDiCS/SFrDDWJRTzEjwkTDETuZZ7sv7tvRyyX88xp7epCImgNdkFI56WQDjldNjfPOG1RUpQMtKNKvMIu1Q1QCe29D4+sO7eXRn7yn/TMWySdm0cBn60YfuHv8q7HoArv4KLLiSeLrA+3/wHPdt7ubv3ryYf3zLEoxJsmMbr65fO527PnHBpFm+nUx5XQaLmiNjgjsaIz6aIz776xINjd0puOVDZ3PJ/ImB+tqgh/+9YTWXjRdNOrAXerfCkreRK5a5d2MnVy9tJuQ9NqD66bMHecNXH2NvX2pCn+PVVi6Xizm1XjqSJXSjkrwlA3j9Ja+taxuJBxZw7ExqKhaLbM8ECblhXqikHs7BYFCBamnB+/1+njyQJFssc83SRsWsvFbHV8427VC2xMaegmKmJDjANE0ibvDrZbpzdjzsCz1lyhYsDdsWbYFAQDFOiURCbWBEOqFpGuFwmFQqhcvlojOrs7svzXWrWxVQe82J4vjKOYDXHPXzu0+czduX1o1hHYEqIOWUYIjeWDoF8n2FQoFAIIDP51Nte9M0CYfDWJbFjFo/D37uYl6/8MyTLS/30nUdlw7tw3m6EwXlrCPWh8L4ymZFBpXl77quEwgEFIus6/YsgMighAEWOYzX6+WuDe3Mbwwxq9avBvvEheY1GYVdL6vVJFuwd0gShvG6UAc7HNHQEiF9OryM736pkwu//AidQ9kjv6hcgnU/gAVvhHM+yqGBDNd9+2k2dQzzzRtW85HXzTmli8GO7gSl8SzLzmAtb4uyuX14jOfz8raozSQ3LIL+XVAu4TZ03rCwcULx1clckT29Rznv2+62/1z8Fh7c1kMyNzHv4kd39PKPd29h7cwaZp5hjfZULV3XmVvvp2TCYMmtHsi1rjxgMUwlvEFcKGQYSDRyRctgR8LN6nqwzJKakpeENNEaBwIBPB4PLTUh3rK8hRWtodfY4hMsJzCe3xikL10iV9ZUupYA4/+/vf+Ok+ss7/7x932mt53tXb23XcmSbNy7Me4d+CVAnpDwBAhJID9SyJMEkpCEQEiABAJJSEyxsbFsLBcwtrHBFVu997YrrbZp++z0+/vHzH12RmV3pe2r6/166bXaozNnzsytc851X/fn+lwul5NSZ5wTkUwm65XDfVT7odqvbXcQl8tFb28vsVjMXjXwer1EIhF7n1gsht/v5+d7O3E5FHfUVZ/RclgYHrkZY4fDwaxiHwG/zy6wyrVYM/sbHSlgN4PILdLLzU4Gg0H7d1OIFwqF6OmPEU8PdE8URoaxbAM41J6JJUyAmzt2QF6AbBILZrXGBL6mMPn0wNj4hjd0RDMOWJfU2hlnU8shMooBpkxg/MkfbuLBb7+Z+aVwJngLWettZN8EOVM8/m4DPreDqrD33DsdfBn6WmDVh9jS0Mm933yDU5E4P/ydy7h9jIsWemNJ7v/mm/zdc7vH9H3Ol/raQnpiSRpO8yeuqw1zuK2PSNEiSMXh1CEADrT08q1XD5IawiP66S0nuOmrv2J/8znGfvd6qFkN4VrWbWqkOuzl8rklgx6zO5rgU49uZml1AV//4CqcZ7N/E7Asi7WzCvj8DeVUhT22Z6ZLaQodCU6lM4Uhxo/YdLrLlVLsjXhJaMUlJUk7K2I6pPX2ZjL1wWAQy7IIBoNcv6SSf35gOZbYe10w5gGstWZhWabo90RfJoNvOpuZ5dUyd5zmfov2mMWuligrixL2JMVMTLq6uuyHq/FCjsfjhMNhu4GELxDkuZ0t3LC4nLDPKdniEZCb/d1wrJNvvNmSZ+9lltONdCIej9Pf358XIBsdMmQmJyZYNm4U5rUmAHtqcxPXfPUNTnZFJ/KjTxssy2J+aeZaO9KZsJt55DpTmIDYaP6NJMa06jYTGFOcl+soA+TZXD65qRFLwb2ramzduNlH7qMDTJknfVXYy/7m3kyAlC3AW5Q+yKG2PmLJlL3f4soQjR399MaSY3Yuh1p7eefIKR5cUzv4DX3LI+Av4eVkPR/4zlv4PQ7WffwK1p5nM4kL4alNjfTFU2d3Z5hAbqurYutf3cKsknz3DdMZb186a/+TbfSxtaGTL/1sz5AyhnWbGllUEWJ+efDMf+w4Cic2w5K7aO6O8qt9rdx3ydDexc9ta6I3luSL96wgMAzJxcWKUoqqwgBra/wU+Nx2EZVlWZRknSlMliMajdoG86YYRCnF9i4vJR6Y6U/bFfHBYNAu2DOd7rxeL0e707T1xvK6NQkXhgmMFpRnA+OIsts6m6DZdMBLaMWPd2UmnnWFcbzeTFIgEAgQiWTaRZsMpNnmdDoJh8P09fXhdDppj1kk05r7Lqm1tcXyQL4wcu3YjpyKsm5bKx1xyw6STNGVeUaZoMvr9Z6RLTa2YKZJhJFRGLeQYDCIUopntjczo8hH5WAJIWHYWJZFyOukqsDD4Y5Y3iTFjJ2xZOvv77c73ZmJj8fjIZFI2MWrfr/flsyYcc9t+vLstiaunF9KWdBlX9u5BXhChinzRFlUGSKWTHMkW01J9UrK+g9ipRMcbOnL2a8Aj9PiWPv5d0wbLo9vaMRhKR4YrPggcgr2Ps+hqtv43Ue2sbAixJMfv5J5ZWcJ3EYZrTXff/soy2sKWDmjcMzf73wIepxnlUaYQrt3eksBZbeGrp+RLcBr6DznMQ+09LL5WCf3r645+0Rl9zOZn0vv4iebj5PWDEtG0dQVZWlVgX1uwrnxer3saulnSxu2K4VSihJHjM6Ui6RWtmequcmbAqCodnGg18HqMk0qlZnQGt1jLBYjkUjYrgehUIjPPb2bj31vg10cJlw4ZpwqQm6umFtEyOPIyziawKjMlQliXz7Yy7wCTXU2MDKFP52dnfa453qmBgIBW1IRDoeZXx7krT+9nusXltoV9TKxuTDO6kwRc9gyJDMORmOc61ZggiWTOQbsiaYJjE2W3+FwEAgE2N/czbYTPVJ0N4qY//v3rqpmUZnPnuiYVTfzd9MkyWSLjW94rj7YbDMtos2KnPk3pRTrPn4FX7hrWV4jD0kwnMmU+SYWVxYADOiHq+pxpBMsVI3sbR5wprhuURm7/uZWllYXjMl5JFNp1m1q5PpFZZQXDDJr3vkkpOL8w/GVLK0u4Ecfew9lofGxknvn8Cn2Nffy4ffMnpRLlOs2NvIPz+dLPAr9bmaV+Nl0Ig7Fc+yM8ZzSIAG3Y9BGH+s2ZSYq96w8h9n87vVQuQJdNIcnNjayelYRc4bhF/2Zmxey/vevnJTf4WTD7XbzzJ4evr8jYgdVmdbQUUBxKu21H+LGlQIyQfTOHi8axaXlyq6SDgQCpFIpu2ArFAqhlKKp32LPyR7urMt0hpTAeGSYYDadTvOfv1HP9fMK8rJWJvtU4U0DGg1cUpKyfW/Ng7ivr8/WCft8Pruwq6ysjN7e3ozDiD/TOMTncZHOmQAJF0ZuAZ55Ph7v1XkNG2CgrbBZdYlGo3ZAlOuAYMbaBNWmoY4peH1q03EsBXevkqYeo4V5tvzhDfP4/62utIPUXL2v+d0ULZsJjinMM/rgvI6V2RWA0zshFgXczC0L2hMjU9An2eJ8pkxgvKAiiKUY0A9XrQSgznEkT1Psclhj6vJgKcVXHqznk9fPH3zHLY8SKVzEi52V/J8r5uB3j98D/NltTRR4ndxZP7lkFIadJ7p5+K0jZxQGrqgJZ5wpypZASyZj7LAUy2vCbDt+9sBYa81Ptzdx7cJzTFS6m6Dh17DkbrYf72J/S++wvIt7otkZteiKh4XL5WJOsYfWSIqEzjyUXS4XxVZGi9ip/aTTabq7u23bIFMctLnDSU1AU+5N2V3RTGV1PB63PXC9Xi8/39eJ01K8d0mpFIuMArk+qZZl4XAOLLHmLq97nIoiZxKH0qwqwQ6ovF6vHfiah7oJqnw+H6FQyA6aX9rfxe3fepfmrn7JFo8C5v9+Op2mwO+mOuyhsTcTGJkMce73a4Ir892bANpkKU93JMl1gnE4nKzf3sxV80soD4mMYrQw45ROp0krB7FEyh4z40xhglaz2mZWacyk0nQu9Pv9dqGkKbgzE51IPMmH/vvXvH2oPa+VtLSAPjtT5q7kdTn4zM0Lec+crD63aA64Q1zhbzzDheI7vzrI59fvHJPzsCzFtQvLWDVYg4fWfXB8Ay96biTkcQ3bK3e0+Pxdy3jyE1eOmTfySKmrDRNNpNnfkq8brq8t5ERXlL7ChdB+AJKZrGL9jEIOtfSe1WFDKcXTv38Vn79z2dnfbM+zmZ9L7+KJjY14nNaQhY/ptObWf32NLz636/w/3EWKcaYAaE0MFP4UWHGcKk2HzhSYmOyieah3plw0RBxcVmHZmlOjbzTLhkbfGAiGeHZ7M9ctKiPktiTLMQrkdh58bkcz9z16lM7YgA0UDDgf1IUi3FirCLozExLjq2q6acFAowDItIM2wZjf7+fZna04LIuwJ5O4kGzxyMgdO8uyWFgeoD850NDDTD5P9zI2y+wwkFk0wZTH4yEQCNDX12dnmTMtwtP86wNL+fRNCybyI09LLMviQEsP1/3bJl4/0nOGl3FuBzzTiMes2JissNfrtVcBPB6P7XdsJBQv7DzJa/vbAGzphQmMpWvomUypb+P3b1jAFfNLM79YFlTVs8I6fEZgfLitj6e3HD+vVsLDoaUnyj88v3voitytj6CVgy+fqOPOldXjGqC2dEdxWOrsRWiTBKPZPd3P2Gw/bM0AnYK2/QD8/g3z2fiXN58zexv2uc7dnnnX01C6iFjRfNZvPcF7l1UO2a3prUPtHO/sZ0W2IFAYGsuyWJB1NmiOOewHrcvpoMQZ51S2NbS5KZtK6a2dbhSatVkZhWn3bPR0TqeTgoIClFI09Ga6Td4lMopRxUxSygIuEinN8T7shy0MLLFfVdzH7bWZIh+zbGt8bg1ut9set3A4TH9/P5Zl0RG32HCsm3tX1diFQvIwHjkmOLIsi689uJwv3zHHDpaNJMJokY1e32jHPR6PnS02S/per9cOjI2TgckgL6sKsXLm2BeOX2xYlkV1gQcFHO6I5UlazL+bRINxBzESCdOAxe/35zVsMXIZM/l8ctNxaot8rJ1VZN9njVWmJBjOZErdmWLJFDtPdA24UFTVUxs/REtXH12RhL3fooqcFtKjyFObjvPtXx0a3PEinYKtj3Gi9AoaEwW8f80Q7aJHkf967RDXfPmVMwLOycbskgAhr/OMjnbLa8IoBZv6sxndbAFegdd11iYq3dEED/7Hm7x9qP3sb9TXBkffgKV38YvdLXRGEsMqulu3sZGQ18ktS8/SKEQ4K5ZlMas0iM+laMr63ZrMR6kjlm3yoe12wZmiEhebTzmZH4YCV9rOdliWlVcpbQKx1XNKeePPbuDa+cUioxhFTIBqMv7He7U9FkBeu+Zcf2mTdTS2XiZDmUwmCYfDthzGsixeOpC51u9YXg5Itni0MI4FAC6nw3YzMNne3OI7k0E0VokmsDJjqZSytf3GYcTj8ZC2nPy/p3dy+FRU6i3GAMvKNAmbUxrg8Kl4nk7YTP6NztvhcORZ8cViMbvozlyDZsLq82V8rZu6+nn9QBv3XVKL1gPBsMgozs2UCoxf2dPC7V9/Pa8Az5mOMU+dYG+Of+2ibCHCaPoZa615bEMDa2YVDZ6NPfxL6DnBD2JXsagiNC6OBqm05gvP7OTvntvNdQvLWZitUJ6sWJbisjklpFL5Gf2Ax8n8siCvdRSC5bQL8AD+5cV9fPuXB/P2f35bE+8e6cDrOkeAtOdZ0GlYejfrNjVSUeDhKrPicA56Y0l+uuMkd9RVn/u4wllxu918/fYaPrQ8kNdatNQVoz/tIKbctjbO4XDQnHDTFrO4otpFX1+frWc0wVQymSQUCtkWUx6Ph+qwF4u03MxHERPQBt0W5SE3jb3aDqzM8qwZN+NdbAq3jPuEKeAxutRgMGhXzHs8Hp7b2caaWYWUBxx2FlMYObmNPjr7U/zJs4fZ1qbzWj2bcTIBldHxm2DY+OSa4Kunp8eeDPl8Pl7c3cqPNzXRE0sNdirCBWLGcGFFkCM5lm1mvMwYmaI741RhVmuM5MnohnO14QBPbT6O1nD/JTV2oZ65v0oL6LMzpe5OZwS82Q54y9Vh9p4ccKZYnO0dP5od8DYe7eBQax8PrR0iA7zlEVLuMN9tWcRDa2eM+X+6aCLFJ3+4if954wi/feUc/v03LpkSAd1/fWQNX3qg7oztdbWFbD7ehy6eZ7eGBth0rIOfbDmRt++6TY3MKwtQf67Jx671UDSHVv8CXtnbyr2raocszHx+exP9idSwCvSEfFwuFzUFLoJ+b56HapHKVLd34s9bHtzYZuFQmkvKrbzlddNty7QSVkrx2tEIv/fIVtp7MseSwHj0MJn9VCrFoooQjT0D7WZN50HzcDYWUUY3nKsxNg9rn89n+6mm02m8Ph9/eN0sPn71LGCgqEgYObkFeGG/m7ePdnOwK21PZnIz/SZrbDKGxg8XMkGV3++3A2PALoJdt7GRmkIva2cP3hBJuDDswLg8SFNPgp7oQGtoI4Mxk9TcQNaMn5FRmGOZBj1mv1nFAX7jspnMLPaLjGKYTKnAeGaxH6/LGgh4SxegXX4ucR/Nyw4XBdysnFE4ZAOH8+HxDQ0E3A5uH6yQLtoNu59lc8ENpB0e7h0HW5sfvXOMF3ad5C/vWMpf3bl0TB05xoP6GWHaeuP0Fy3MC4zrawvZ19xjtwU/0tbHu0c6uH/1OZqs9HdksvdL7+LprSdIpTUPrB56PG5ZWsGXH6jjkpmFo/WRLhrcbjcNXQl+sCNCJO2wb+Jl7sySXXvKa7eBdrk9bDnlYHmxwkpG7debh7hpa1tQkJkMv7C/m33NPficiIxilDF68HQ6zT0rq7luTtAOdI2W2BTgeTweu+GKz+ezi7TMMYzeMRgM2jpHh2Vx46JS1s4skGzxKJObMfa6ncwu9tLYM2DTZa4Tp9OZl3U02UaXy2X/zLVINPt1RDVvHmrnrhXluFwyGR0LTEb/6vnF/MHVNSSTKfveaa6/3KK73JUaU3RnrkEziTXZYoDb66r44r0rzii6k/vouZlSdyiHpVhYERoIjC0HqnIFq13HzsgO/+STV/LRq+aM2ns7HRYPrK4dvAParp9Asp+vta/llqWVFAfGTkeXzrZI/vDls3ni9y4f1c86HvREE9z9b6/z6DvH8rabDnjHXbOh4wjEI9ntYVJpza6mjFbRtLa8b9U5Mrt7fwrpJCy5myc2NlI/o5D55UNLTAr9bh5cM/aZ/umIy+WiJ655em8vTdGB7IbfkSZgJTmVGtDI7e+CnqTF1TO99PX15S0PQqbgq6CgAIfDQVdc8c7RLu5dVYPOLhHL+Iwu5uF6Z10lv7mm0s5A+f1+tNZ51l6m4YrpSmiWcM3DORQK4fF4MrZ8Ljf//fZxmroy+lTRFo8upztTLCgLcKx7oKNkbtYxd1KSa5kYj8ftortIJGL/7na7eW5nK1rD3fXVcs2NIZZlsaQyyIcurcHnVHZ231wvuU0/TFtoyHSdNAGvmcDmtmnfcOQUXf2ZxISRPzkcDpFRDMGUCowBFlaE8rXDVfXMTR1iX3PXqLtQ5PL3967gC3cvH3ynLY/QG5zDa/2zeHDN2C3Fbz7Wwe3feJ3jnf1YlmL1rKlXKRz0ODne2c+GIx152xdXhnBaih2JakBD214gY9kGsLUhExgvrirgd66ee+7WpLvWQ0EtO9U89pzsGZY04omNjfzotEBdGD6WZTHfOFNE85cCS5wx2pJuO+uxoc3C69DUlWSKtXy+TOGX0bQ6nU4KCwtJJBK8dqyftIa76yrtB7wwupjANpVKEUk76I5rW5ea61Ecj8fz2jybJhBGs+pwOAiHw0QiEbTWbDwR5dtvnmB/a8TOWgqji5EfKaVYWBGkpS9l27aZYlYzNrmFrbljFgxmVgmMJ7VZorcU3LCwhDnj0LH1YsZMbtr70xztiOWt0JjiSRMUm2yxcZ0wGeVUKmVnlpVSxJNpfud7G/irp3fYBbK53Q5FRnFuplxg/OHLZ/HPD9UPBMFV9XjS/ZTGGjmRY6P2xoE2rvrSLzjY2nuOIw2fI219Q+906hAce4ufOq6nOuzj6gVlI37fs/HznSf54H++TV8sSTx5pq/vVEEpRV1tIduPd+Zt97ocLK4K8UZ39vvLyikqCrwsrykgnR3321ZU8bnblpz94LEeOPiLjHfxpuO4HRZ3DsO7+Gsv7+PZbU0j+lwXM0opioMeSnwOmvqV7bXpcDgodcZoT7hxebxoy8X2Dgeryx309XTZjQjMQzudTuPz+bL+qZqXDnSzckYhtYUZbaoEV6OP+f4jsQR3f3cnLzek7HEw+mPzMxAI4HK56O7utiUvZkk+GAzi9/vp7+/H4/HwzI4WinxOrppfItniMcIEvpBZcVtR6SOSVPbY5AZT6XQ6r7uamWiazGNuEazb7eajV87iaw8uk2tujDEJhM/+ZC//9laLHQwbOYyRR5hJqrkOTcY315faJA5+sSfjxHRP1iLR/LvIKIZmygXGdbWFXLuwbGAJINsB7/QCvAKvi8aO/hEX4B1o6eG6r7zKExsbB99x64/QKL7asooHVg9d5HUhfO+tI/zeDzayqLKAJz9xxbDaGk9mVtSEOdDSS99p9nd1tYW81BxAOzx5zhTPfupqfufquby2v5VTffFzH3jfC5CKkVh4B09vOcHNSyso9A/+UH73yCkaTvVz/zB0yMLZMUvls4s9HO/DLsDTWlPiiJFC0R53sLMDYmnFe6oc9Pf325lE42KgtSYQyDhbaBS3Livno1fNkeW/McQ8fB2kmVXs53hWp2q6DpriSI/HQygUIh6P09WVWaUzDVlMthgyy7ZxXLx2sJObFxXhdbvkQTxG5BbgXbOwjG/ev4CKoNP2ojZJpEQikdf1DLAnM263m3g8btu3eTwemvtSJBLJvPcQxgYjcVlQEeRwjjNFbgdKkx02hZWBQMB28DEuJOaeC5ni9LKQh6vnl+a5yEgL6KGZcoGx1ppX9rQMePWWLUI7PCy38ltDn9FC+gJ5fEMjTktx3aJBMsDpNGx5lIbCS2nSJTw4Bt7Fj7/bwF89vZMbFlfw6O9eRmlw6ld2188Ik9aw47R2z3U1YTqjmnjhPLs1tKE3luRj39vIl1/Ye+4D714PwQpeiczhVF98WMHuExsbCXqcvHdZ5QV9FiGD0+lkdqGL/iRolB1wlTgzqzktMSfvNGvCbpgbTJJIJPL8ck3RUDAYzNhKuV186oYFvG9ZucgoxhCTMU4mkyyuKqChJ213TzPabzMufr+fnp4eIpGI7aFqAuRgMEgkkqkLePVgF8m05s7lZeJEMYbkFuCZokkzliZjbDBacZN5NB0MLcuyx83hcOBwubnvW2/x+Wd32/sLY4cZo0UVITr7U7T1xGwpWm7bbtMR1GT0zT0TBqQRDoeDU31xXtnTwj0rq3FYyp7YioxieEy5wBjgj3+8lR++ndWCOlyoimWsdh3Nyw57XQ5mlwTyssjnSyKV5slNjdy4pHzwQPToG9B1jP+NXM4V80qYUXyOLmwj4La6Kv701sV8+0Or8bunR3BQV1vIrcsq8ZxmL2cK8Fp8c/OcKXY3dbP8r1/I2qmdI9iNR2D/i7D4DtZtPkFp0MM1Q8haIvEkz29v4rYVldPmu50oXC4XH11Tyn/dXY3TMeBUUOJKotAc6rXY1alYUwaRvj47I+JwOIjH4yil8Pl8BINBYvEEbzdGSWmVV1EtjA1GZ7y4MkRzX4r+eCrPxSCRSNgNV1pbW4nFYoTDYVsP6ff77aI7t9vNye4YC0o91M0olozjGJIbGDscDr740jH+6dd9dtYx19nA7GMCLdPZLh6P2813fD4f7zT0cqovzjXzimTsxoEBy7bMKvDBtoi9Omauy76+PrtjaCgUsv8O5GWLlVK8tr+VZFpz/+raM9wozCRYODdT7ttRSrGoIsSe5vwCvCUcZm9TfhC8qDI0IinFy7tbaOuN89BQGeCtj5J0BXmku573D+VzfB50RuL89dM7iMSTBD1OPn7dvClvx5ZLadDDf3xoNSuzhXWGhRVBvC6Lfela6G6EaCajXFkwUGh3ycyisx/0wEuQiNA993Z+saeFe1dVn7OVtKG5O8aCihD3XyLexSPF7XbbAbFlWbY3sduhKHYmeKNJk9KKy7IyCp/PZ+vrUqmUXVDicDjY1hzjL184xi8PtIuMYhwwmeGFFZlCq8begQKgXAu9ZDLJqVOn7KxVKpWyl99NBisQCPDRS8v51r1zCQSmtuRrspO7RK6UwuWwONiRtLXEJrA1E0+TTVZK2TKKWCyW10b42Z1tlATcXD5XAuPxwIzhvLJMUu1A20CHUKMtNsWvxlovFovlWbnlrqjdvbKGX332ehZXFtjBsCnwk2zx0Ey5wBgyAe/+5h7bsozqlfh1H4m2QyRSAwVpNywu56oFpRfsVvHU5kbKQx6uXThIxjHWCzt/wrv+a3B7A6O2FN9wKsJ933qTR99psJ0Ypisdp+mFnQ6LZdVh3olkWzK3ZmQTRQE3962q4Z8frD93gLR7PfiKeap9JomUHlYL6DmlAX7yySu5bK4Y2I8UEwh/5Y123mx15QWzJY5M9rfcq6l0ZwqBjDm9CXy9Xi9erxfLsnj5YA8hr4PrstewZIvHFvP9rqwp4HM3zqDMp+wCPJPR93g8tLS00N/fTzgctoNin8+Hz+ezgy+cHiKRCAG/T8ZtHMgtwFtUGaInnqY7jt3EwQTIRvNvrMBM0GXsvxwOBzHt5JU9rdyxogKXw5LAeJywLItin5Mv37OIa+aE7AI80+0umUzajXVMgxaTUc71qzbMLPHbTjMmWwwioxgOUzIwXlwZIhJP0dCR0USZDniL9CEOtQ44SDy4ZgZ/d8+KC84yfeXBev7zw2sGzzjufgYSfXyjfS33rKoZla5z2xo7ufebb9LWE+N7H72Uy+dN34Dt4TePsOpvX6Qzkh8cr6gJ81J79nPnFOB99f0rzx3sJmOw92ew+HZ+vOUky2sKWJztlnguuiIJuiKJEX0GYQDz8D14KsberoFWplprSl2Zh++aMk1fXy8+n8/Wp5qbt2VZ+P1++mJJ3jjay61LK3CogeVCYeww32+BR3HvyioKfQNNBgC7ocCJEyds5wLTMc3sF4vF8Hg83PXNt/n3N09KtnicMPIIyFhZAjTkNPowGUcTYJnmLR6Pxy66M9KK1470EE+luXN5ueiLxxFzn3zf8kpKAwP3OqfTidbadgwJhUJ2kOzxeOxssRnjr764jz/80Wa7UA8G3ChkPIfHlAyMF2VbPtuFdeVL0ZYzW4CXL6dIpfUZrgfDJeR12f6552TrI/T4ankzuXBoycUweH1/G+//9tt4nBZPfuIK3jPNs5jzyzPLttsa87Pi9TPCHEoUk3b6zijAOycHX4F4Dw1VN7PjeDcPDEMa8b23jnDp3790RtZauDBMBmNOsZcTfdgFXEopZnr6CTnTrCnNLMsXFBQQi8XsTIbJTPp8Pl473E00qbl3VY3c0McJk3VKJpOcjGh2ndJ2RthkjFtaWujp6bGdKFwuV14hkNaavaeSNHZGWViWaQ0tjD25OuPFVRlnkOO9mWyhyQqbZXcjiTHjFo1GbWmFx+PhobUz+d5vr2VhuV+yxeOIGcMT3XGe29NJKqsDNxZsxpkiEAjYftMmmwxZKVRa89i7x+iLJfP8x3NbgQtDMyUD46XVBbzwR9dw/aLyzAanB122hBXWkTxNsdaaNX/3Iv/8833ndXytNR/73gZe2Hly8B07j8Hh13iaa1laFWZ5Tfh8P8oZzCj2cemcYp76xBXD6tQ21THf2fbTnSlqC9FYdATm5WWMB2X3evCE+UHzbFwOxV0rB3ej0FqzblMjq2YWUjSGXQovNlwuF3OK3LT2a5IMtIaucsf53LJeQlbczgwbCymPx2PrGy3LYmtTP9UFblbPLJQb+jhhJjXJZJKHf32cf9/Ua9tAeTweEokELS0ttgQGIBQK2ZlG0/zj+V3t+JwWNy0uk8BqnMgNjMsLfNy5tIjqAped5c+1dDMBlbmm4vG4fQy3203A5+WKucXidTvOmDF8+3AHX33tJCc6o7YExgTGxsYyEongcrnyvMEdDgdvHGijuTvGfZfU2jIKky0GWXUbLlMyMPY4HSyqDOF2Dpy+Vb2SOkd+AZ5SihnFfvY2n58zxa8Pn+Lnu5rpjQ6Rad76GKD5j85LR1R0p7XmuW1NaK2ZVRLg4d++lPKCc3R0m2aEfS7mlAbY2tCZt31OSYCQx8kRa2aeM8U5SSVgz3OkF97Kuq2t3LC4fMiW3BuPdnCkPSJFd6OM0+lkTlFm+b05atlLueZBG41G7SV205rWaI19Ph/pdJo/ua6a7//WKkBkFOOJKcBbUhWmO6bp7E/aThSJRILu7m5b02j04IZEIoFyunlhVwvXzC2gJByULP84YYIq0/3sczfPYU1Vftc0h8Nhd0wzNnuJRCKv4cPTu7v415f220vwEhiPHwPOFJlV1IPt/fb14/NlVl+Md7FZcTOZYMhcu+s2NRL2ubhxSXneGErx8vkxJQNjgNf2t/L1l/cPbKiqJ6x76Dh5OG+/RRXn70zx+IYGQh4nt60YpFua1rD1UQ4HV9HiqODuldXn9R6GeDLNpx/bwicf2cTPdzVf0DGmOnW14TMyxpalWF4TZkusCvpaoK998IMceQ2inewIX0tbb2xYwe66TY34XA7eN9g4C+eN2+1mXqmH+cVuUgz4qgL2km04HKa/v99eqjeZD5OJdDqdVBcFbK9VuaGPDw6HI8+ZoqEno1v1+XxorYnFYjidTpxOp10EZLLMSinebuijJ5bi1iXF0uluHDH60lxP276kQjNQgGe0/H6/3w6O+/v7B7KJLhc/eLeJzQ2ddsMWue7GD3OPnJ+1bDvQGrG3e71eAoEAPp+Pnp4ee1vua3tjSV7YeZI766vwOB22BE1kFOfPlA2M3zl8iq+9vJ9oIpXZkO2AV9qzm57oQDHVosoQbb1x2npjwzpudzTB89ubuHNlNT73ILPlhnfg1EG+23s5711WOWRntbPR1Z/gI999h59sOcFn37uIW5ZWnPcxpgPvXzODT9+8cMBlJEvdjDCvm9bQrUNkjXetB1eA7zbNpSTg5vrF5YPuHkumeHZbE+9bUUnQI9nI0cTtdlMVcvPvd89kYaGylwIBe2nP5/PZxSQ+nw/A7n736WeO8ti2U7a9kGSLxw/z8JyftY1q6M7cX43UxWT+nU6nbbVngmmn08llswv585tmcdnsIhm3cSY3MH5hbwe//UwrJ3syWUNTZAfY0gqtNdFo1M4K72lPcqIryn2rqm2/Y2F8sSyLgNtBdYGHQ6cGYhaPx2Nfb7FYzG7KkpstTqU1H71qDh9YO5N0Om3fO82KgFyPw2fKBsaLKkOk0poDLb2ZDRXL0MpimXWEfTkex8aVYLhZ42e2niCaSA9dSLflhyQdPp6Mrub9F1B0d7yznwf/4002HD3Fv7y/nk9eP/+inZ1fMb+Uh9bMwDrNo7m+tpDdyaxOeDA5RToFe54lPvcmnt/TyV0rq3EN4V3scTr4ySev5FM3LBjp6QunYaQTJrNobuCmAMjv9xOPx+3OXKaQy+v1crA9ytamCEGvO++mL4wP5rsOeyyKfE4ae3WeJjWVSuHz+QiFQva+Wmu7+UeR3829deW4XU4JrMYZExhrre36lGPdqTxnCjOORjNultuVUrx0oIegx8mN2S6vMn7jjxnDBeUBDrVHz2gNbbyLTTIBBmoDCv1uPvvexSyvCdurALkyCmH4jCgwVkodUUptV0ptUUptyG4rVkq9qJTan/15jk4MI2Nx1pnCDnjdfhLFC1mhDue1gV5WXcBnbl5ITaHvbIc5g+pCHw+srqW+dpBCukQ/7HyKtzxXUlRUzBUXYKd2tL2Ptt44D/+fS7l3lWhc9zX3nNkaujbMSYqJO0ODB8bH3oK+Vt72XkU8leaBYXgXA8wrCzKnVOykRhuzBPujre18/t2M6shs8/l8FBQU0N3dbf9usleBQICf7+vEYcGtS8vs5Vzp0jR+mK5YqVSKb35gOR9c6rer4c1Y+Hw+3G63LaOIRjNFQq8f7eWJLSdRVr58RhgfzPettWZJdSGKjBTGTDo9Hg+BQMBu2mKkTA6Hg4RW/OJAB7etqMQslEpgPP6YwPgvbp3PN+6Zk7dCA9iOIi6Xy54EATT3xHh5d7Pdx8FI0E5vFy0Mj9G4c12vtV6ptV6T/f3PgJe11guAl7O/jzqzSwK4nRZ7c7LDrtqVZzhTFAXc/MGNC5g9zADo+kXlfGWwBhIAe56DWDff6ryUB1efmekcjBOd/QBcMa+U1/7keq6YXzrs105n/uDRzXzl53vzttUU+igOeDjunj14YLxrPTi9/PvxuSyuDLGsenB3kJNdUT7xw40caLnwrojC4LhcLrwuBy39mt6UystYOZ1O+vv77cYQxkZKWQ5e2t/F5bMKKCvwSVOPCcB43SYSCVbNKqE05LEDq1AoRCgUsivjTaBsCrq+924z67Y0Q1bPeLGugE0UuQV4QZ+b6gIXjT2pPJsv4zltluTNGMXSFtcsKOWB1TNE1z+BmDGsLQ4Q9rlsu8tc2YRp2ALY98gfbzjO73xvAy09MVKpVJ6MIrf7oTA8xmJKfzfwcPbvDwP3jMF74HRYzC8LcrIram9TVSspU52cPH4kb9/OSJxtjZ1DHvOtg+3D0yJveYRudwVv66U8sGb42d7HNzRw3Zdf5ZU9LQAERNtqs6ImzLbGrrwuhUop6mrD7EpWZyzbztbBMJ2G3c/QO+Naft0YG1a2+MnNjTy//SROyWiNGRnLtowzRVNkoDV0MBgkEonYxSAeTybw8ng8bGuO0R5JcvuyMpFRTBAmO5VOp2ntS7L+QJT2SNLWiXs8Hju4cjgcxGIx0uk0Dd0pdjf3cVddpk5CHsTjT65lm2VZzCv10diTtr1sCwoK7DE0TT1M84jqogDf+s01rJ1dJPriCcSMYV8syf+828LWE3128VyuJ7zJLJsVnic3N3L53BJqCn15bhRG+y+cHyONDDTwc6XURqXUx7LbKrTWTQDZn2etglJKfUwptUEptaG1tfWC3vzJT1zB1z+4amBDtgOeu2V7XoD1tZf384HvvH1GcVcusWSKT/xwI3+9fufgb9rdhD70Ck+mrubK+eXDkmhorfmXF/fxJ09s47K5xayZPSbqkilN3YxCTvXFaezoz99eW8i7fZUQ7YTes7h2HN8IPSd4xboch6W4ezjexRsbWTu7aNirCML543a7mVWYuSE3xxy2P3F/fz+RSASlFIFAwL5OvV4vlSE3D60s49oFJXYWWZbjxx+zBNvcHeX7W7s52JF50AaDQTu4Msu5/f39pNNpXjnci0Mp3ru4ROQvE8TpzhT311dw35LMPc5MPoE8rarD4aA7mqKlP/P6VCpTbCmB8cRgrhunQ/G9jS28fTRjNWvkL+aemFu3seV4D0dzbEeNG4UZS5FRnD8jvXtdqbW+BHgf8Eml1DXDfaHW+jta6zVa6zVlZWUX9OZntF+uXIFGMTdxgObugczvGS2kz8JLu1roiCR4cKiM47bHUDrNw5HLh+VdnEil+ewT2/jay/t5cHUt3/2ttYS88h/1dIym+4wOeLVh9ursmJyt0ceun6AtF/96bC7XLSyjLOQZ9H22NnZxsLVPvIvHGKfTSdjrpNjnoCmi7Bt+LBajv78fv99v2w3Z3fJK/Xz62hn2dS2ZjonBWHvNK806U/RkmkKEQiHC4bC9j1IqsxxvOXhxXydXzS+myOe0ZRbC+JMbGF+9oJQb5wbtotfcoDcajdqB9IsHe3ngf7bT2BGRwHiCMZpit8NiVpGXA20DMYsJcHO1w0opntp8Ar/bwa3LK0mlUvZqnAmQZZJ6/ozoG9Nan8j+bAGeAi4FmpVSVQDZny0jPclzcbS9j4//YONAcwhPiGjBHJZbh/NaQy/KOlPsGcSZ4rENDVSHvVy9YJAgPetdfNC7jA7fTG4ehr3a9986yhMbG/mjmxbwTw/UDemWcLGyuLIAt8M6Q/KyojbMvrQJjE9rDa017F7PqYorONjjHJaM4omNDXhdFrfViXfxWGI8bG9fUsScAmU/hOPxeJ7W2Ni37e9IsrMlI4syDwfJdEwMJhvldSpqwm4ae9O2TtVYtpmsYzweJ4qbigIvd62osMdOHsYTQ64zhdPl4mh3mpO9SVKplL2snkgkiMfjtsvISwd7WTkjTG2RX/TFkwBz/S0oD3C4PWpv8/l8drFkrrRiS0Mnty6vJOBx2m4UYnU5Mi747qWUCiilQubvwC3ADmghNr8AACepSURBVGA98JHsbh8Bnh7pSZ4Lt9PipztOsiWna5qjZiXLTivAW1gRRKlzW7Yd7+zntf2tPLC6FsdghXQnNkHrHv6393LuWVmDxzn0rPq3r5rDrz93I39000K52QyC22nxg9+5jI9dMzdve3nIiztcQY+j8MyMcdNW6DzGC/oywj4XNywZ3LsYYEaRnw9fPpsCydqPKSaj+NFLK7hpdiaLbzIdTqeTQCBg37zdbjf/u6GNL7xwxA6oREYxceQ6UywoD9LYM1D9bh7GHo+Hnp4e0uk0M8sKeOoTV3Dz4hI7KJZ73cSQqzN2OJx89oVmXj4aR2uN2+3G4/GQTCbtAGt/W5QjHTHuXz0DrbXoiycBAx3wAjT1JOiLZ7LAua27zTi5XC6e/4Or+es7lwHY1mwioxgZI3nyVACvK6W2Au8Az2mtfwb8I3CzUmo/cHP29zGhssBLgdeZlwl2166iRrXTeLzB3uZ3O5lZ7D9nYPz2wXYU8MDqobyLHyVpuXk6edmwZBRG01xxkbR3HimXzimmJHimFKKuNswBXXumM8Xu9Wjl4GuNC7h7ZfWwJir/99p5fO62JaN1ysI5MMGVw+FAOz3E0wONBXw+n52tUkrRGYdNx/t4X1afKm4UE4sZu2QyyaKKIG39aRKptO1W4fFkWg1HIhHSykHa6bXHUrLFE4sJatPpNF6Pm5mFbo51p/K8b2OxjMzQ6XTy0oFuXA7FnXVVIqOYJJiM8cKKID6XRVNXzG7GYv4dzMqahWUpwj6XLaMwqwLSAvrCueA7mNb6kNa6Pvtnmdb6i9nt7VrrG7XWC7I/T43e6eajlGJxZUFeQw+qV2Z+ntiSt+8X71nBp26cf9bj3L+6lrc/dyMzS/znfrNkDL3jCV53vIfZtdUsqSoY8vw+/N13+Pvnh+jYJtg0d0f51qsHOd55ZgHe1ng1umX3gDOF1rDraZqL19CcDAxLM7zpWIft8yiMLWa5fX9rhI+90MPuTsvOcAQCAwVBLpeL149F0cBty0rtjKQExhOHcZzQWvO7V83mh/dVYTFQDOn1em2t+OY2uPEb77AvK10zrxUmBhMIDThTeGnoTpJOp+2Cu1w3iteP9nH9wlIK/W4JjCcJJvC9al4xL39iJQvKA/b4mbHRWnMqkuSKL/3CdrkyMgrz73IPvXCm/NR+UWWIfSd7BlwoKusAKOzaTTInCLpqQandBS8X87ry0BBZ3X0/Q/V38D99l/PgMDrdHWrt5fUDbRRdQKvoi5XOSIIv/WwPvz7Unre9rjbMPj0DleiDruxKQMtuaD/A+vgaFpQHqRusIQvQ0hPlwf94i3/7xYGxOn3hNNxuN1VBJwo42Z+xbAuHw/j9mQmoWc596WAPy6sCzCgckFzIw3niMAFwOp0m6HUR9PsGdKvZVtDd3ZlA+JdHo5SHPMwodNtBmYzdxJHrTKGUYkFZgI6opieWIhaL2d3u3G43yWSS/3n/AnsFTfTFkwPbmcJSOE8rnsv1M35uZyvN3TFmlvjRWp8ho5DA+MKZ8oFxXW2YuWUBuvszlkL4Cun1z2AxhzjSPlDR2RVJ8NTmRrvBhuGPf7yVzzy2Zeg32vIo3c4S3rHquau+esjdH9/QiMNS3L96cPswYYD55UF8LscZzhR1NYXsS5/WGnr3ejSK/2xdxv2ra4e8mT+9+QSptObOYYydMDo4nU7cDqgucNHUn8kkBoNBW4PqcDjoSzlojyS5c3l5noG9MHHkZn211vzv5k5+cSyO0+kkGAySTqfp6emhJ2mxsbGHe+qrsLIyCkCkFBOM0YdDJnEE0Jh1FskNmpRSlIR8zC4Lib54EmGuI601399wkn96+aj9b6bFs2VZ/GRrE6tmFjKvLHiGjEIa7IyMKX8He3DNDJ7+/asI+wcepqmKFSxX+QV4rb1RPv3YVt48OJCN7IokeHZb09CNNnpb0Pt/zhOJK7l1RQ1h3+AP7mQqzbpNjVy/qHzoTLRg47AUy2sKznCmCPtdRIsWZn4xgfGu9TSG6mlXhdy7amjv4ic2NrJyRiHzy4NjcObC2XC73RnbrxIvTZFM4OT1em2tqsPhoCzk4We/t4q7VpTbD2bJdEw8uUvym070s+FkZpnW7/fT29tLPB7nnWZNWsMdKyrs10jh3cRjsopaa1bNLOILN5QxK5zxtTXd7iJJ+PSzx9jTlhlXkVFMHnJ1+o2dMV7e35FnzwawrzXCvuZe7stKCJPJpG3LB5ItHilTPjA+G/7Za5hltXCksdHeZreQzrFxe3rrceLJ9NCFdNt/jNIpHo1fxUPDkFG8ureV1p4YD51HVzwhQ11tITtPdJ+hBZ4zo5ZWirMSioPQspN1kUu4ekHZkMWNO453s7e5Z1h2bsLoYTK/80r9tEUV0USaRCJhZzdUtjjP53HjcVq2vlgezhOPCXDT6TTzy/wc7xmwbOvt7QXg1SP9rJpRSG3YbXfLk2zxxJNbgFda4GdtbRC/KyOvSCaTuFwuXtrbzvaT/QR9GfmSBMaTC3MdLSgP0hVN0RXTea2g129vwe2wuLOuCq21XWxnimAlMB4Z0+Iu9okfbuTPn9xm/+6qWQlAtGGLvc20kN7b3Gtve3xDA0urClheM7g+lS2PctC1gFjRQi6bUzzk+SytLuCPb17I9YuHtg8T8qmrDaM1HDuV34ylvjbM7lQNiZO7YFfGAfCxvlXDCnZf2HkSt9PizjqRUYwnTqcTy7K4ak4BH1rmJZ1TWQ2wsy3Fb/34CMc6YnbGw3TnEiYWlSONWFge4FRU0xmJ09/fT19fHy6Xiy/dvYD/d/tie0JjfgoTS75lm4O97XFea4jZOlS3283P9nYyu9jDylmZ55noiycXJuu/qCKzwnm0M0EoFLK73d2+ooq/vGPJGUWTZuIjjIxpERjHEmk2Hu0Y2JBtDe1r35G33+LKkJ0x3nmiix3Hu4fOFjdtg+btPBy5gofW1GIN5nOcpbrQx6duXCDNPC6A9y6rZPsXbmFeWb7koa62kL16Blb7Xtj5FEe9S+j1Vgyrycpnbl7Is5/Kl9sIY4+xa1tU7ueORSF8LotwOGw3Gvjl0X66YylqiwaM6yXTMTnIbTu7qCKjUz10KkpbWxvJZJJAIMDS2hKWV2WuUym8mzzkBsaWZfHq4Qj/s63Pbq7T3JdmZ3M/ty8ts90pRF88uTByirmlGYu9A22RPP/pS+eW8qHLZwMZNwqRUYwu0yJyW1QZ4lBrH/Fkdvk9UEqPp4Ka/n1E4sm8/Zq7Y3RG4lQUePnjmxdy98ohsohbHyWlnDybvmJon2My2cmXdjWP5ONc1HhdjrP6ES+rLuCArsWRisHJbfw4soo766vPbAt+FixLsTD7cBfGD7Okl06nOZVwcLwv46GaTqeJpjRvNkS4ZUkpLoeyK6rl4Tw5yHWmWFgRpMTvoCeazGT8lcXX3mpnb2uUVCqV14ZYpBSTA1OAZ1kW88r8RBKalt4Ebrebn+7O+PbfVV+ZV5An197kwVxHRT4n9TUhnBa2M8zT21vsle9cNwpTlCfjOHKmxV1sUWWIZFpzsHVAJhEpWcFydZh9OdKJB9fM4O0/v5Gwz0Vp0MOnblxA4WB2aqkEetvj/Io11C+cS2V4cC2r1pov/WwP//HLgyP+TBczj/z6GH/yxNa8bQGPk0jhQvv39Ym1w/Iu/tMntvGNl/eP+jkKw8M08vjnNzv4yVGLSCQjkdnYnCKW1NxdV0UymZm8ejweWcqdJOQ6TFSGvfzog/NYVZ6Z5OxoS/KzfV209sbt7L/JTsr4TQ5yLdvMcvyJSKb4dVaRhwfrS5lZmrEvlcB48pE7wXz4Q3U8UJ9x7enqT/I3z+/jxxsy9VPm3ulwOGxfeGHkTJvAGPJbPrtnrGKe1cTBhhP2tuKAm8qwl7cPneK5bU2ksp3pzsmBl1CRNn4Yu3JYRXcbj3ZwqLWPh4bRFU84Nw0dEZ7cdJxoIpW3PTRjOQCHnfNwlszlkpmFgx6nrTfGuk2N9MaSg+4njB1mqXZeqY+myECB3S+P9lNd4OaSmWESiQSWZeF2i+f3ZOH0zK/H47ELI1890k/Y6+SqeRl9qin6kWzx5MFovgGWVGVqaI51ZTKK180N8enrZtpL7qIvnnzkdrczvycSCV7c204ipbnvkowTk6nNMCs2IqMYHabFnWxuaZD3LqugODDwYA3PWQNA95HNeft+/+2jfPA/3+bvn9/NkLeBLY/QbRWy3buWG5cMrWV97N0GAm4Ht6+oOt+PIORQXxsmmdbsburO275kVhU/Sl7Hv0TeNzzv4i0nSKY194sbxYThdrszzgalfnoSECVTWX33kkI+de0s27rN5XLJTX0SYYrvjHbx+b1d/MWvuomlFW81RLhteQUWaVsLKYV3k4tcnXFR0Eup30FDT4otJyJ0RzOZRRM8i754cmKuqzcPd3LHd7ZyuLWXZ3e2sagyxLLqAltG4XK57MmNTE5Hh2nxJHI7Lb79oTV526ysM4WjeRvwG/b2/3g1I3N4cKhCusgp9N6fsi5xE3deNgu3c/D/cL2xJM9tb+LOuuqhfZGFQamrLQRgW2MXq2YW5W2/O/kxlII/G8K7GGDdxkZW1IRFXzyBmKW9+WWZIpJjXUnKC3xcPTdEVVUV6XSaVCqF2+2WjNUkI7fRAMriUEeSdTs7iacyk03zUDZL8fJQnjyYsTBSl3+9YwYlBX7uf3gP180L8w/3lmFZVt5SvDC5MIFxoc9FS2+c1470sv1ED39x2xI7oQDYGWOvV3omjBbT6k7WEx3oFU6okm5nCcXdu/L2qSnKPKCHtPnasQ6VTvDj5NXDkkYcaeujOOAWGcUoUBX2Uhr0nNEBb3FVCJdDceW8UqoLfYMeY9eJbnY1dYt38QRjlt/nlWTGq6E7xc8O9tMezfybqZQXm7bJR26gu6AsAMDRjjhrZgSpz7Zgz21BK8HV5OF0Z4qqsJc3D3cRSaS5bWmpLVuSsZu8mDGcW+oH4Ge7WinwOrl7VcYwwEjQREYx+kybb/J/3zjM55/ZxbbP30KBN5Ol6ixcyoKWQ7T2xCgLZR683/jgKvae7KG2yD/o8fSWRzhkzcZdu3JYGcflNWF+9dnrkaTXyFFKcd2iMvzu/Ju1x+ngGx9cNazudV6XxUNraofVvlsYO4y7QaHX4i+vK8cizRdebaOgoICVCxSxWAyHwyGB8STEyCgsy2JBeSYwXljm45PXz7cfxg6Hw35AS8Z/cuFwOEin07hcLk72pvjbl48DsGZW2A6ERV88eTH3Tq/S1BZ6mVXi4yefvBKfx4XW2l5pM809ZAxHj2mTMZ5Zkgl09+UU4Kmqeuar4+xvbLG3VRR4uWZh2eAHa9mDOrGJR2JXDe1zDHRHE8STaSxLyX/OUeIrD9bzN3cvP2P7rcurmF8+9ERlblmQf3qgnqKAFHRNJLmWbdfMK2R7awKnBXfWV9sdmzwejyzDT0JyC4AKfJlkw4H2GF6vNy+gksK7yYnJJlqWRYJMIPyemSHcoi+eEuR2n5xR5ONASwSfJ3Md5sootNbiRjHKTJu7mcnq7skJjMNz1+BQmtaDG8/vYFsfIYWDF6yruaNu6EK6b7y8n6v/6RdnuCgII8dUVp8Pu5u62XG864JeK4wuJjDWWtPYneTJnV1cOiNIRWGAeDyO1lqyxZOU3MBYKcX18wvpS6TtTKQZVym8m5wYjapSimXVBfzp9bV88Y75dkdKkVFMbnJXYS6ZWUh/Mm0/04xnsWkBLWM4ukybwLim0EfI48yzbCuYuxaAdOPmc73sTNIp0lsf4zVdz3vqlhDyDj4TiyfTPLnpOKtmFA2r2YQwPCLxJNd/5VX++/XD5/3ar7+8n4989x2SQ9nxCeOC2+1Ga80bx/oAuHZBCQ6Hg2g0imVZEhhPUnJXvyzL4h/vnM+3Hlqa12FLCu8mL7k6Y6fTyYOrayjwuexldwmMJze5bdk/cc0sfvnZ6+0MsumAZ5p7yEr16DJtNMZKKRZWhvICYwpq6LbCBDt2Dv9AB1/B6j3JjxIf4LeH4V38iz0ttPfFeWitFHmNJn63k3gyzZaGzvN6XUdfnJd2N/Phy2dLS+5JgrFs+8CqCgIuxf2X1KC1Jh6Pi03bJMYEVuan2+3G5XLZy/PGWxUkuJqM5AbGRguea+kl+uLJj8n6a61tZyzjJGLGTWQUo8+0eiJ95IrZJExbaAClaA0upqZrP6m0xjGYPZth6yP0qiCHi65i7eyiIXd/fEMDFQUerlkwhG5ZOG/qasNnOFMMxTPbTpBI6WF1xRPGBxP4hnxuPnrNAtxuN/F4nGQyid/vl2zjJCXXx9j4FbtcLuLxuO1qIB3vJi+5GlWXy2UXaeXqi6WpzuTG3BtzZYGm2FVkFGPHtHoi3VVffUYzh3jZchbQwLHWjqEP0N9JevdzPJm4nHvWzh3yZt/SHeXVvS08sLoWp2QnR5262kKOnYrQ0Rcf9mue2NjI0qoCllYXjOGZCeeDZVn2sp/RHMfjmTEV783JjQmMHQ6HHVTBQIZYCu8mN7kFeG63274WRUYxNcgNjNPptP3HyJgkWzw2TKs7WiqtOdDSQ0t31N7mm7Ual0rRtHfD0AfY+RRWKsqT+lruv2ToBhJlIQ+P/u57+I3LZo3ktIVzYLxStx0fXta4tSfGodY+6XQ3yTAPY8B2oIhGozidTpFRTHJyA6t0Ok0ikbCzVFJ4N/kx42aSPCbzL4Hx1MBIltLptO3iAwMZZAmMx4ZpFRj3RpPc9NVf8eTm4/a2ykXvASBybNOQr9dbHuEQtZQuuIzygqEzWUopLptbMmSzCeHCWF4b5qE1tRT7h7fcVxby8O5f3MQHL5UmK5OJ3CyV0+kkmUySSCRwu93yYJ7kmIfy2XxvpfBu8mM0qgbxL55a5AbG6XTaHrdcnb8w+kyrbzXsd1FZ4M0rwPOWz6UXP+6WHYO/uP0gqvEdHk9cxUNrZw75XhuPnuKvnt7BqfNY5hfOjwKvi396oJ4V2czxYJjslc/twO+WLORkIteyLZVKEYvFMsUk2aVdYfKSm2k0mCx/bpMPYXJy+vUl/sVTi1ydeDKZtANikVGMLdPuqbSoMpTnZYxSNHoXUt67Z/AXbn2UNBa/9N7A9YvLh3yfH759jKc2HccnFm1jSjqtOdLWN+R+r+5r5ZZ/+dWw9hXGH+NmkEwmbZs2t9stGatJTm5gZcbKBMam+EfGcPKSG/z6fD5cLpfIKKYYZjJj3CgMIkMbO6ZdYLy4MsTBll4SqQF3it7i5cxJHSEajZ79Rek0qc2P8np6OdesqRvS5qs7muD5HU3cubIan1tuLmPJ998+ynVfeZXm7nOMXZZ1Gxtp642JrGWSYryME4lEXnW8MLkxQa/JMOYuvxsvVWHyYiYupmBL/IunHrlyGCNJy7XdE0afaffNLqoMEU+l8zKHjtqVeFSChr3naPRx5DUcPY08kbyGB1cPrU99ZusJook07x+Gz7EwMpbXZNwltg7iZ9wVSfDzXc3cVV9tez0KkwsTUEWjUVKplOiLpwi5VfFerxefz2f/LoV3UwOjUTWIvnhqkWuHaMZSZBRjy7SLIq6aX8p/fXgNVTmZw5L5mQ54nYfePetr9NZH6MVPW+1NzC8PDvkej7/bwKKKEHXD0L4KI2NpVRiHpdg+iDPFs9tPEE+meWAYkxphYjAZDlNV7XK5JKiaAuRmHHNlE1J4N3XIdaEQffHUI1dnnNt1Uhg7pt23W17g5aal+Y4S1XOX06u90LT1zBfEekjvfJr1yfdwz6Xzhzx+PJlmSVUBdbWFMuMeB3xuBwvKg2wdpNHHExsbWVQRsrPLwuTDWHydbUlemNwYL+NcpPBu6pDbAU/Gbeph6jG8Xi/xeFxaQI8D0y4wBth0rIO2nhi3LKsEMrOrI655FHbuOnPnXetxJPt53rqOb6+oGvLYbqfFP95fN9qnLAxCXW2Yn+9qtjtw5aK15reumI3HKd23JjOma1osFhN98RTj9KV4kMK7qYS51tLptOiLpyAmY5xMJtFai4xiHJiWgfF/v36YbY2ddmAMcKpgCZeeWg/pFFgDN4Xk5kc4riupWXE9Ac/gX0csmWJ3Uw/1tWF5IIwjH7x0JjcsriCtwXHa166U4u6VQzdjESYWExgDEhhPMSzLOqMiXgrvpg65GWPRF089zARUWkCPH9NSILa4IkTDqX56YwM381RFHV7idDbkZI07juA89jo/Tl7NQ5cO7V380q4W7vn3N/j14VNjcdrCOVg1s4hbl1fisPJv5qm05ruvH87rdChMXlwul+1pLDf3qYMJooycQgrvpha5gZXoi6cmZnIjMorxYVoGxosqQwDsax7wMw7OWQNAy75fD+y49TEANhW9l0tmFg553Mc2NFAd9rJ2dvHonawwLDYd6+Cd0yYkbx1s52+e3cW7Rzom6KyE88HhcODz+aRj0xQjN+MIUng3FcnN+ktgPPUw15rIKMaHaXlnW1yZKcLK7YA3c2E9/dpNoiHbGlprEpt+yJuppVx/6eohZ2HHO/t5bX8rD6yZcUbmUhh7vrB+J199cW/etic2NlDgdXLjkqEbsggTj7m5y4N5apHrZZz7U8Zx6pA7VjJuUw+n0ylOPuPItAyMa4t8+N2OvMC4PBxgn5qFrz3bGvrYW7i6j/KUvoZ7Lxlao7puYyNaw4Ora8fqtIVBqKstZMfxbtLpzHJuTzTBz3ae5M76arzSfXBKIIHx1CTXyxik8G4qknvtybhNPZxOJ16vd+gdhVFhWgbGlqVY//tX8WfvW2xvU0px0r+Iysi+bKe7R4jgJbbgDkqDniGP+cLOk1w5v4QZxf6xPHXhHNTVhumNJTnU1gvA89ubiCbSPCATlSlDrk5OmDrkehkDolOdgsikVBCGz7R9Qp2tUUe0dDn+Y8+SPrkDveNJnk9dyj2XLRzW8dZ9/AraemOjfZrCMKmfUQjAtsYu5peHONTWx8KKICuz24XJj9PpJBgMSsZqCpLbYMC0FxamDsYLVzSqgjA00zJjDHCgpYe/f3437TnBrGvGagBiL/4tzmQfv/DcwDULyoZ1PK/LQW2RZIsninllQfxuB9uyjT7+/H1LeOZTV0mQNcWQ8ZqaWJaF1lp8cKcoSik8Ho8UTArCMJi2V0lLT4zv/OoQu5q67W2V8+qJaSe+wz+nUZcye/V7cToG/wq6Iglu+9prvL6/baxPWRgEh6V48hNX8Ke3LiaayDycPU55OAvCeGCafEjhnSAI051pGxifzZliYU0Je/UMANalruahtbOGPM7TW4+zq6mbQr8sQU00iysL8DgtbvmXX/HlF/ZM9OkIwkWDyfQnk0kpvBMEYVozbQPj4oCbspCHPTmBcdDj5IhrPgAHq+5kdmlgyOM89m4DS6sKWF4THrNzFYbHic5+7vvWmxw7FWFhRWiiT0cQLhrMErx0vBMEYbozrSsoFleG8jLGAG9X/SYvH1rAte+5bMjX7zjexc4T3XzhrmVjdYrCeRBPptnS0AnALUsrB99ZEIRRI1ebKjpVQRCmM9P6DreoIkR7b8z23wSYvXAFbwZu5LYVVUO+/vENDbidFvesHNrnWBh7ZpVkih+vXlCKzy1ZK0EYL3KlE5IxFgRhOqNyg8aJYs2aNXrDhg2jftx4Mo3Lka+H01oTS6aH1RTipV3NHGzt5f9eO2/Uz024MDojcfxuJ27ntJ7TCcKko7e3F621WO4JgjDlUUpt1FqvOdu/TWspxdmCJ6XUsDul3bS0gpuoGO3TEkZAod890acgCBclJhiWoFgQhOnMtE67aa359GNb+OGvj573a5/c1EhTV/8YnJUgCMLUw+1243bLxFQQhOnNtA6MlVJsaejktX3n50HccCrCZx7fymPvNozRmQmCIEwtXC6XBMaCIEx7pnVgDJkCvL3NPUPvmMOPNzaiFDy4ZsYYnZUgCIIgCIIw2Zj+gXFliCPtffTHU8PaP5XWPLGhgavml1JT6BvjsxMEQRAEQRAmC9M+MF5cGUJr2N8yvKzx6wfaONEV5f1rJVssCIIgCIJwMTHtA+MlVQUsqSogMsyM8Z6mbkqDHm5eKm4UgiAIgiAIFxPT2sf4QumPp6SBhCAIgiAIwjRkMB/jaZ8xPh+iiUxWWYJiQRAEQRCEi4+LIjD+5qsHuPmrvxx0H601937zTT6/fuc4nZUgCIIgCIIwmbgoAmO3w2J/Sy/tvbFz7rP9eBe7m7qZXx4cxzMTBEEQBEEQJgsXRWC8qDIEwN6T53ameOzdBrwui7tWVo/XaQmCIAiCIAiTiIsqMN5zjsC4P55i/ZYT3La8igKvazxPTRAEQRAEQZgkjDgwVko5lFKblVLPZn8vVkq9qJTan/1ZNPLTHBllQQ/FAfc5M8Y/3dFETywpne4EQRAEQRAuYkYjY/yHwO6c3/8MeFlrvQB4Ofv7hKKU4v1rZ7C8puCs/37twjL+7p7lvGdu8TifmSAIgiAIgjBZGJGPsVKqFngY+CLwGa31HUqpvcB1WusmpVQV8KrWetFgx5lsPsaCIAiCIAjC9GQsfYz/FfgTIJ2zrUJr3QSQ/Vl+jpP6mFJqg1JqQ2tr6whPY3j0x1O2V7Hh8XcbeGpz47i8vyAIgiAIgjB5ueDAWCl1B9Citd54Ia/XWn9Ha71Ga72mrKzsQk9j2Ow43sXSv/4Zv9w3EIQnU2n++cW9rN9yYszfXxAEQRAEQZjcjCRjfCVwl1LqCPAj4Aal1A+A5qyEguzPlhGf5SgwpzSA1vmWba/tb6O5O8b710rRnSAIgiAIwsXOBQfGWus/11rXaq1nAx8AfqG1/k1gPfCR7G4fAZ4e8VmOAgGPk5nF/rzA+LF3GygJuLlhccUEnpkgCIIgCIIwGRgLH+N/BG5WSu0Hbs7+PilYVBliz8luANp6Y7y0u5n7LqnB7bwo7JwFQRAEQRCEQXCOxkG01q8Cr2b/3g7cOBrHHW0WV4b4xZ4WookUJ7uiLKgI8ZB4FwuCIAiCIAiMUmA8VbhpSQXFATdprVleE+anf3j1RJ+SIAiCIAiCMEm4qALj+hmF1M8opKUnSlpD0HNRfXxBEARBEARhEC46cW3DqQgf/8EmrvvyKyRS6aFfIAiCIAiCIFwUXHSB8Ye/+w4bj3Zw3aJyXI6L7uMLgiAIgiAI5+Ciiwwj8SSAeBcLgiAIgiAIeVx0ItuvPrSS57Y3sWZW0USfiiAIgiAIgjCJuOgC4yvnl3Ll/NKJPg1BEARBEARhknHRSSkEQRAEQRAE4WxIYCwIgiAIgiAISGAsCIIgCIIgCIAExoIgCIIgCIIASGAsCIIgCIIgCIAExoIgCIIgCIIASGAsCIIgCIIgCIAExoIgCIIgCIIASGAsCIIgCIIgCIAExoIgCIIgCIIASGAsCIIgCIIgCIAExoIgCIIgCIIASGAsCIIgCIIgCIAExoIgCIIgCIIASGAsCIIgCIIgCIAExoIgCIIgCIIASGAsCIIgCIIgCIAExoIgCIIgCIIAgNJaT/Q5oJRqBY4OY9cw0DXGpzNR7zfen60UaBvH95vOYzcR7yfjN7XfbzzHb7p/l9N57GD6f58yflP3/aby2M3SWped9V+01lPmD/Cd6fp+E/DZNkzX7/IieT8Zv6n9fuM2fhfBdzltx+4i+T5l/Kbo+03XsZtqUopnpvH7jfdnG2+m89hNxPuNN9P9+5zO4zfdv8vpPHYw/b9PGb+p+37TcuwmhZRCGH+UUhu01msm+jyEC0PGb2oj4zd1kbGb2sj4TV3Ga+ymWsZYGD2+M9EnIIwIGb+pjYzf1EXGbmoj4zd1GZexk4yxIAiCIAiCICAZY0EQBEEQBEEAJDCeNiilZiilXlFK7VZK7VRK/WF2e7FS6kWl1P7sz6Ls9pLs/r1KqX877VivKqX2KqW2ZP+UT8RnupgY5fFzK6W+o5Tap5Tao5S6fyI+08XEaI2fUiqUc91tUUq1KaX+dYI+1kXBKF97H1RKbVdKbVNK/UwpVToRn+liYpTH7/3ZsduplPqnifg8FxMXMHY3K6U2Zq+xjUqpG3KOtTq7/YBS6utKKXXB5yVSiumBUqoKqNJab1JKhYCNwD3AbwGntNb/qJT6M6BIa/2nSqkAsApYDizXWv9+zrFeBf7/WusN4/wxLlpGefy+ADi01v9PKWUBxVrr8fTtvOgYzfE77bgbgU9rrX81Hp/jYmS0xk4p5QROAEu11m3ZwCqitf78uH+oi4hRHL8SYDOwWmvdqpR6GPie1vrl8f9UFwcXMHargGat9Qml1HLgBa11TfZY7wB/CLwNPA98XWv90ws5L8kYTxO01k1a603Zv/cAu4Ea4G7g4exuD5P5T4fWuk9r/ToQHf+zFU5nlMfvt4F/yO6XlqB47BmL608ptQAoB14buzMXRnHsVPZPIJutKiATKAtjyCiO31xgn9a6Nfv7S4Csto0hFzB2m7XW5praCXiVUp5sgF2gtX5LZ7K93zOvuRAkMJ6GKKVmk5kR/xqo0Fo3QeY/IZkH7XD4n+xS7l+OZElCOH9GMn5KqcLsX/9WKbVJKfVjpVTFGJ6ucBqjdP0BfBB4TMuy3rgxkrHTWieAjwPbyWaOgf8ey/MV8hnhtXcAWKyUmp3N/t8DzBi7sxVyuYCxux/YrLWOkQmmG3P+rTG77YKQwHiaoZQKAuuAP9Jad1/gYX5Da70CuDr750OjdX7C4IzC+DmBWuANrfUlwFvAV0bxFIVBGKXrz/AB4NGRn5UwHEY6dkopF5nAeBVQDWwD/nxUT1I4JyMdP611B5nxe4zMKs0RIDma5yicnfMdO6XUMuBLwP81m86y2wUnFCQwnkZkb8zrgB9qrZ/Mbm7OLjMYPU/LUMfRWh/P/uwBHgEuHZszFnIZpfFrByLAU9nffwxcMganK5zGaF1/2X3rAafWeuOYnKyQxyiN3UoArfXBbJb/ceCKsTljIZdRfPY9o7W+TGt9ObAX2D9W5yxkON+xU0rVknm+fVhrfTC7uZFMQshQywhkTBIYTxOycof/BnZrrb+a80/rgY9k//4R4OkhjuM0ldTZ/7B3ADtG/4yFXEZr/LIP5GeA67KbbgR2jerJCmcwWuOXwweRbPG4MIpjdxxYqpQqy/5+MxnNpDCGjOa1p7IOTFkXhE8A/zW6Zyvkcr5jl5UKPgf8udb6DbNzVm7Ro5R6T/aYH2b499ozz0vka9MDpdRVZJZ/tgPp7ObPkdHrPA7MBI4BD2qtT2Vfc4RMgYgb6ARuAY4CvwJcgINMAcJntNapcfooFyWjNX5a611KqVnA94FCoBX4P1rrY+P1WS5GRnP8sv92CLhNa71n/D7FxckoX3u/R6YyPkHmXvpbWuv2cfswFyGjPH6PAvXZY/yN1vpH4/QxLkrOd+yUUv+PjDwpN5N/i9a6RSm1BvhfwAf8FPjUhdZnSGAsCIIgCIIgCIiUQhAEQRAEQRAACYwFQRAEQRAEAZDAWBAEQRAEQRAACYwFQRAEQRAEAZDAWBAEQRAEQRAACYwFQRAEQRAEAZDAWBAEQRAEQRAACYwFQRAEQRAEAYD/DyS5gp5ohFq7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(simulated.shape[1]):\n",
    "    simulated.iloc[:,i].plot(label='_', color='gray', alpha=0.1)\n",
    "df[\"mean\"].plot(label='mean prediction')\n",
    "df[\"pi_lower\"].plot(linestyle='--', color='tab:blue', label='95% interval')\n",
    "df[\"pi_upper\"].plot(linestyle='--', color='tab:blue', label='_')\n",
    "pred.endog.plot(label='data')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this case, we chose \"end\" as simulation anchor, which means that the first simulated value will be the first out of sample value. It is also possible to choose other anchor inside the sample."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.8.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
