{
 "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 0x7fb0e0d990d0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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XXtPrUigUCoVCoZjuOI4jhHEymZz0ttpUyvlgsGrVqojJDGTdunU46aSTDtErUhwo1HlVKBQKhUJxMBkeHha7/Xe+7OPTb17+dBRFq8a7rbJSKBQKhUKhUCiOWJrNJjzPg2bGUJ9izIMSxgqFQqFQKBSKI5IgCFCv1xEEAQrZNG64Ztmkt1fCWKFQKBQKhUJxRNJoNFCv12GHOtYOBZjKQayEsUKhUCgUCoXiiKRer8PzPDy808cHfrAGG/trk95epVIoFAqFQqFQKI44giBApVJBEAT45Ut1rDimgOO6EpPeR1WMFQqFQqFQKPaSIAjQbDanzMNVHHpoo9hSM/BK0ca7XncMHMeZ9D5KGL8KbrjhBnzpS1+a8Pe33nor1q5dexBfkUKhUCgUioOJ67rwfV8J42lOFEWo1WrwPA/3bXWQiZu47KQZU543JYz3I0oYKxQKhUJx5BJFEXy/lfcVhuEhfjWKyfB9H/V6HRE0vLjbxrWnzYGlhdD1yaWvEsZT8MUvfhEnnngiLr74Yrz00ksAgG9+85s444wzsHz5clx33XVoNBp45JFHcPvtt+OTn/wkVqxYgc2bN497O4VCoVAoFIcnQRCI/1bCeHpTr9dRr9eRSadw1x+fjT+9aBHCMEQsFpv0fodH890vPwPsen7/PuasZcCb/mHSmzz99NP40Y9+hGeffRa+72PlypU4/fTT8da3vhUf+tCHAACf/exn8e1vfxt/9Ed/hKuvvhpXXXUV3va2twEACoXCuLdTKBQKhUJx+MFqsaZpShhPY4IgQK1WawnheAKZVHJkJLQG05xc+qqK8ST85je/wVve8hakUinkcjlcffXVAIAXXngB5557LpYtW4Ybb7wRL7744rj339vbKRQKhUKhmP74vg/TNKHruhLG05hms4lms4kNRR/vuellvNhbhu/7sCwLmqZNet/Do2I8RWX3QDLeAXzf+96HW2+9FcuXL8d3v/tdPPDAA+Ped29vp1AoFAqFYnrDhjvLsuD7vqgeK6YXURShXq/D933c83IDNSfAnKwFoHXupkJVjCfhvPPOwy233IJms4lqtYo77rgDAFCtVjF79mx4nocbb7xR3D6bzaJarYr/n+h2CoVCoVAoDi8ohA3DgK7riKJIJVNMQ2zbhm3bqHsRHtpSx5tPnYWYHolK/1QoYTwJK1euxPXXX48VK1bguuuuw7nnngsA+MIXvoAzzzwTl1xyCZYsWSJu/853vhP/9E//hNNOOw2bN2+e8HYKhUKhUCgOL2ij0DRNCCxlp5h+NBoN+L6P+1+uwQ0ivOP0uQAwZdMd0abDamfVqlXRU0891fazdevW4aSTTjpEr0hxoFDnVaFQKBSHG0EQoNFoIJFIwLIshGGIer0u/l8xPXBdF4ODg7BtGx/4yctIxkz85MNnQNM0pFIpAK20ikwm83QURavGe4zDw2OsUCgUCoVCcYigjcI0TQRBAMdxEEWRqhhPM+gt1jQNHzl7FrKZNMIwRCLRGgMdBAHq9fqkj6GEsUKhUCgUCsUk+L4PwzCgaRo8z0MQBEoYTzN834dt28Lq8objO5BKpaBpoxFttm23ZVGPh/IYKxQKhUKhUExAEAQIw1CIKzmNYjrYURUt6C22Aw3feGw3inYoUkSYO23b9pTWl2ktjNUH7shCnU+FQqFQHG5QCNNbLFeKVcV4ehCGIRqNBgzDwF3rhnDjswMYqrkwDEM03bmuiyAIEI/HJ32saSuME4kEhoaGlJg6QoiiCENDQ8Lno1AoFArF4YBso/B9H81mE+VyWYhkpVMOPc1mE0EQwDAM3PrCIE6cmcSJM1OIx+PQNA1RFMFxHGiadviOhJ43bx527NiBgYGBQ/1SFPuJRCKBefPmHeqXoVAoFArFXhGGIcIwFFVG3/dRq9XgOA4SiQRM00QYhjAM4xC/0qMXDvQAgHX9TWwesvHJC+bBMAxhm/A8T0y+s2170sebtsLYsiwsXLjwUL8MhUKhUCgURylyGkUURcLHqus6HMdBPB5XwvgQ4zgOfN9HPB7Hz9bsRNLScfHiPCzLgmEYiKIIrusiiiJomjalMJ62VgqFQqFQKBSKQwlFsK7rIqYNaDXk+b4vGvMUh456vS412QFXnNSJTMIS1k2eJ8MwRJrIZEzbirFCoVAoFArFoSIMw7ZmrUajAcdxxNQ727ZRKBSUMD6EuK4L13VhWRaiKMJfXrIAzWZzj6a7KIpElX8qYawqxgqFQqFQKBRjkG0UjPoKwxBOAMTjcZFnrITxoaPRaABo2W+3DduiUTIWi8EwDPi+L84P/1vTtEkfUwljhUKhUCgUijHINgr6WIMgwMdu3YL/eGxA2CmUMD40+L4vKvjr+5u4+utP494NRei6LmwUcrU4CAJomqYGfCgUCoVCoVC8GqIoQhAEbdXiIAjwwm4bW4cd3LuxjEe3N4XwUuL44NNsNhGGISzLwk9X70LC1HH6nBRM0xR+4iAIoOs6PM8TAllVjBUKhUKhUCheBbKNgoMhfN/HXRsqyMQNuEGIp3ptIZiVMD64BEGAZrMJXddhB8AvXujHRYvzKKTjwkbhuq7IMGa1mCJ5MpQwVigUCoVCoZDwfR+apkHTNCGkijUbD75SxeVLurB0Vhpbyj5c1xVZx4qDh+M4Ykz3r9YNoeEFuOLEvBDFHMZiGAY8zxOVZd/3VfOdQqFQKBQKxd4SRZEYBkHh6/s+7t1UgRtEuOrkTiyekcS2sgfb9fZKbCn2H2EYimqxaZq484V+LJ6RxMk9o5PuuJhhhVjTNFiWBc/zxNCPiVBxbQqFQqFQKBQj0Eah6zps24amaXAcB5eeUMDc7gJOnJnCK0UbfghsL7uY3aMa8A4mrusKgavrOr713tOxZuNWxONx0SzJ39u2jSiKRHSb7/tIp9OTPr4SxgqFQqFQKBQj0EYhC+Rms4mZhSzmzmiJsZNmZZFPGCjZIRzHmTLpQLF/YLXYMAzout6abheGmJc1kEqlhJ8YaPnDK5WK+G/mUieTyUmfQ1kpFAqFQqFQKDBqo9B1Hb7vIxaLoVar4cfPl3Df5iqCIEAikcCJs7K47X1LcPrctIhyUxx4WC3WNA22H+E933kGD6ztFRFtcpoIc6ZN04RlWSLajQNbJkIJY4VCoVAoFApAVBv5b8MwMFSp43/XFPH09go0TUMikYBlWUJwMbVC2SkOLFEUwXEckS7xq/VFPLV1GFHgIpFIiCq/ruuIxWJoNBrCRmFZFprNpjhvk6GEsUKhUCgUB5kgCFTD1jSEAzsoqGzbxq/WDcH2I1x9ShdisZgQxLe/WMSnftWHIAhEk57iwMFqsa7rMAwDNz/bhxNmpnFCp4V0Oi0i9UzTRBRFcF0XpmlC13XRQEkBPRlKGCsUCoVCcRAJwxCNRgOu6x7ql6KQoI0iDENRdazVavjFhgoWdSexZEZCTFQzTRNOEOH5XU2U7EDEhykODBS6URRB0zSs72/ghd4Krj6lC6ZpIpVKwXEcAGirFrNCzHHe6XRajJGeCCWMFQqFQqE4iFAQq4at6QUrjgBgWRbCMMSabUVsGnJw7bJuWJYl0g0Mw8AJM1IAgK3lQAgvxYHB8zx4nicyin+2ZjcSlo4LFqZFGoXruq1mPMOAbdswDENU99mwF4vFpvzeqVQKhUKhUCgOElEUiYxVJaSmF77fGtiRTCYRi8VQr9dRtz2smJPGJScUhOgCWudxyawsAGBbNcQqz1MNeAcIuVrM7OLXL5qBObkYUiaQTqfFEI9kMilSQmKxmIhvazabiMfje/WdU8JYoVAoFIqDBKvFHDbAbXvFoYdb8UwtqNVqOHVOGv+xaIb4uaZpaDQaqNVq6MzEMTNjYWvZh+d5cBwHmUzmkL3+IxXf90WEHtCq1l+5bBaGh+Oo1+vCC65pGmKxGEqlEjRNa2uO9H0f+Xy+7XEmQn0bFQqFQqE4CLBazAs2oKrG04UgaPmELcsSo4PX95bQDDThVeU5q9VqqFariKII5x2Xx5x8qxLJYRKK/QsbGzVNg2EYuPOFAfSX6nBdVzRDuq4rKsL8jrG63Gw2AUA06LHqPxFKGCsUCoVCcRDwPE+kHbBKrHzG0wPbthEEAVKpVCsj17bx/x7YiT+/cysACAHm+z6Gh4dRr9cRBAE+ccEx+PBZs6FpGprNphLG+xnf99u+I+t31/Gpn72A29b0IgxDxGIx0TCZSCTE4sQwDDEEpNFoCKEcRZGKa1MoFAqFYjrguq64YDOLVQnj6UG9XhfNdUEQYM3WQazrt3HZiR1iwpqmaajVasIOw0ETuq5D0w2VTHEAoF+Y35lbnutH3NTxppO6oGmasEpQ7LLpjucsDFuTCROJRNtEvMnYJ2Gsadr/0TTtBU3TXtQ07U9Gftapado9mqZtHPl3x748h0KhUCgUhztytZgYhqGE1DSA4iuZTELTNHieh5+t2Y2YoeHyJZ0i8iuKIgwPDwsrjOd5GKj7eNM3X8DDO1o+VvqUFfsOK8GaprUEbgDc8VwfLjtpBlImRGNdEASwLEsMWeHP5Zi2VCoF3/eFwJ6M1yyMNU1bCuBDAF4HYDmAqzRNWwzgMwDui6JoMYD7Rv5foVAoFIqjFg4mkKtVhmEgiiIljg8xjUYDmqYhmUwiiiKU603c/dIwzjsuh1zCEDYKx3HQaDSQzWYRi8XgOA5m5ZNwgxBbyq0tf/pZFfsOJwpSyN69fgg1J8DbTpslEipomwAgGutYSWajJAAkEgmEYThltRjYt4rxSQAei6KoEUWRD+BBAG8BcA2A743c5nsArt2H51AoFAqF4rAmCAJR1ZJRPuNDjxzRpus6PM/Do5sGUXNDXHVSB0zTFFvzpVIJYRiiUCggkUi0rDG6huM6E9gy3Irgs237EL+jIwN+Z1gtNgwDm4eaWDQjjdOOybelubBqTGHMin4URWg2m4jFYsL7PVXjHbBvcW0vAPiipmldAJoArgDwFICeKIr6ACCKoj5N02aOd2dN0z4M4MMAMH/+/H14GQqFQqFQTF9c1xVVLBle2FXF+NDBCm8ymQTQOldnzs/gxnctxrFdqTYbRalUQjKZRDqdFn7iMAyxqDuJBzaXoWk50fw11Xa9YnLkKXdAS9D+1ZUnYahcBQBR/TUMo81yAUCMjGbFOZ1Ot6VaTMVrrhhHUbQOwP8DcA+AuwCsAbDX6dZRFH0jiqJVURStmjFjxmt9GQqFQqFQTFvCMITv+2Jrl/DCbxiGqhgfIjzPE9PSmDhBn+rcfEwsZkzTRLVahed5KBQKwnbBxzhhRgpVJ0DJ1eA4jhr0sY/wO8P/1nUdXtSq5ietli+fOzCmaYqBOfx+cQFK73gikYDv+3tlowD2sfkuiqJvR1G0Moqi8wAUAWwEsFvTtNkjL3I2gP59eQ6FQqFQKA5XmGAgN915nodisYhGo6GSKQ4hrCgmEgkxUvhffv0ybvjVFgAQFgrDMDA8PAzDMJDP5wFARO4FQYDT5mXxu6f3IB6zhDVD8dqRq8VhGML2I1zw5d/gO7/dAsuyRIMjhS7TQcbmTdu2LarK8u2nYl9TKWaO/Hs+gLcC+CGA2wH83shNfg/AbfvyHAqFQqFQHI5woMfYajG32z3PExdtZac4uHgjI5xN04RpmgjDEA3Hwy3P9cP1Q/FzViSr1SoymYxIo6B31XVdLJ6ZxkdfPwez8knha1W8Njigg0JX0zTcu6GIUtPDybMz0HVdDGJhAySziWmv4IKFtyP8rk11fvY1x/inmqatBXAHgD+MomgYwD8AuETTtI0ALhn5f4VCoVAojirGqxYzV/WVoSaqDVtcrFXV+ODCqqS8HX/v+gGUmz6uXJIXedOmaaJYLCIMQ3R2dgJoCSsOjXBdF7quo+546G9E4vdq0MdrQ7ZFcOHy46d7cVx3CquO7RALmkQiIarHTKdgdjHQbqNg856maQiCALt37570NeyrleLcKIpOjqJoeRRF9438bCiKoouiKFo88u/ivjyHQqFQKBSHG/L4ZzbZAS1B1ltq4nd+sA7/+sA2UUlWwvjg4XleW94ts4t/unoXZudiOGN+TlgomEbBprswDNFoNMT9wzBEFEX4wj3b8KmfbxGPr87nqyeKIrHQYLV440ATa3aU8bbTZiEej6NerwOAyCXmrgt9/LRLyHYLVpSjKEKlUkGlUpn0dajJdwqFQqFQ7GfGG+jBC/+dLw4BAF7YVRdDB5SV4uAQRREcxxF5t2y62zLUwJNby7jixDxiliUypxuNBlzXRT6fF2OfHcdBpVIRjZNMptg+bCOAoRrwXiOsFgMQ34ufrdmFmKHjmlNnwzAMNBoNxONxWJYF27bF5MEwDIVlKQxDMWWSC08O+yiXy1MmhuxLXJtCoVAoFIpxkMc/E1YqNw22hg5UbV8IgLHxVIoDAxcsFLUUTJm4id8/aw6uOCErKsWmaaKvrw+6rqNQKAj/sOu6IiKM2ceLZ6QQAdhRi3C8GShh/CqRq8Wswuu6jg+fuxAr52UwI5+CbdvwfR8dHR17VJeZXQy0zrHneSK/mBXlRqMB27aRSCQmfS1KGCsUCoVCsR8Zr1oMjPpav3jFQjyxtRPVWr0VQTUS/UUvpOLAQDHFYyznSHdnYnj/6d1t+bhhGKJeryOTyYhGL27Rc5FD0XXCjBQA4JWSi+Pycbiu2zaEQjE5/M6wgk+/8AwjxCVLZsCyLAwPD0PTNGSz2bbjy3HetFHQ20/7hKZpsG1bNN1NJYzVGVMoFAqFYj/CSpYcD+X7fkuYBa2t/Ncdm8fpc1OiYgyoZIoDDcWXZVmiWuy6Lp7dXsb9GwbhuB7i8bjYlq/VamLSXRRFaDQaYrS3YRjCQ+77Pubk40jHdGwp+UKAK5/x3sMFC60phmHgH361Eb/ZOCAqwY1GA8lkUnjCaZsARhtceewBCLsMK8isQk+1+FTCWKFQKBSK/QS32MerFg/WXFz4lSdw78YSdMPAUzubeG77sGgAU0LqwDG2WgxAVHu//tvt+MIvNraJJk3TUCqVEIvFkM1m4XmemHZnmibi8bgQyaxwfuqNx+Atp86EpmnCbqGYmrH2FgDYPNjEdx7Zio39dcRiMTQaDQRBgEwm02Y7YnIFxTOHtJimCU3TRIVfFtyqYqxQKBQKxUGClSy5WhwEAYIgwM9fHEDdDXDSrAxSyST+8aHduHn1blHJUsL4wEHxFY/H4fu+WIjsLNl4ZHMRV53cgZhlinPneR5s2xZNd47jtD1GLBYTIpmjod94fA6nzMkJwabO5/gwscW2bdRqNdi2LbzFQRDAMAz8dM1uWIaGt5w2F5qmoV6vwzAMJJNJsSChFzkejwvLipxPzfMVRRGCIBCNeul0etLXpzzGCoVCoVDsBzjKNhaLjTv++eZn+7BsVhInzMojCAIc1xnHpsGmasA7wMjVYlZ4Oajj1udambaXn5BvE7sUYvSzMjFB13Vht6AwA1qLn7oX4bENQ5if0mCNiDLlM24RBIFYLHDBoGmayIo2DENEsTlBhNtW9+KSJd2YmU8JEZ1IJITQNYxW+odhGKJazMQRNuS5rotUKiVSSOjnl4d+jIc6WwqFQqFQ7AcmGujh+z7W9NaxZaiBK5cUhBA4vjuBV4oObMdVPuMDCBcc8Xi8rYrrBSFuWb0L5yzMY1YuLqq/mqahUqkgkUggmUwKYUzvcTKZFNvxXMT4vo8dJQefun0T1g244rwfrXYKTrBrNpuo1Woi9g5ofT9SqRQymYwQqnLKx683FFGxfbzj9LkwDAO2bSMIAqRSKVEtjqIIvu+L6DYAbVV6imFWljlJL5fLYWhoaNLXroSxQqFQKBT7CIXA2PHPrDT+dPUuZGI6LjqhS1QQF89IwQkivDxQFT9T2+/7F3nQChvm2LTVV3ZgGhquOqlDVIs5cjgIAuRyOZF+wK14jiK2RrKOgyAQ4mthZwK6Bmwt+6KifLScTwpVx3FQr9dRr9eFoDVNE4lEAplMBqlUCvF4fI8GODllIm6ZOPf4Tpx9fLd4TDkpJBaLibHq8Xi8bXEiH/dEIgHbtkWTpWVZiMfjqNVqk74XZaVQKBQKhWIfoQAeO9CDouwj5y3A6T0GMsmYmLh24syW13FtbwXLF85q67JX7B9YLWamLW0rQRBg0aw87vzI6SiXK7AsS1gjms0mTNNELpcT4g6AEMaMEmOlk8kU6XQc8/JxvFx0EIaJI75iLFfF5QWAYRhC/O5N/CAFLdCKWLvspG5cfEKHaLqjPQkYtV/wHMlpFHwd/M5RJCcSCVSrVeRyOdTrdZTL5Ulfj6oYKxQKhUKxD0w0/pkRbZZlYXZaxznz021DCI7rSuBrb56L189vCWS5K1+x79Bnymojj20Yhmi4AQJo8FwXlmmI3zPzNpPJCLE2XqKBXMGUGycXdSewcbApPOO8/5EAxSeb5ur1OhzHEZ/xZDIpqsKxWGyvRDF9wWy6W7+7gbrtikg9HntaIWKxmBgFLVeegyAQlhdN00TuNBcthmEgnU6jVCpNWTFWwlihUCgUin1gsoEemqbh7+/agMc394sKGhvsLEPH8V0JBL4rkinkhi7FvkFhGo/HAYwuVMIwxPef7MXr/+F+lOtOmwjjfVKplDh/csWYj8WmL55LVvsXdSXQV3HR9CPxfIdz1TgIAjiOg0ajgVqthmazCc/zRFU4nU4jnU4jkUiIiLS9hdV5MUEwBN73vafwt7/cCMuyRBY0vcIAxCjoMAyRTqfbbBSNRmuiJEUxBTJtFEEQoFqtqhxjhUKhUCgOFHLigXzB5fbwSwM2vv3wK1i/qyZSEQAIO8Xzu21887FdatDHfkauFvOYC2EcAT9b3YcTZqaRiumiKS8MQziOI7yoQHu1V65QUiRTGAdBgCiK8KaTOnHLB5cjHTfF8x1uFeMwDPdomuPCT26ai8Virzlxg6I4CALxOPdtKKLc9HHtijltx42LRvr3mRjCcwRACGyeS9ov2KgXi8VENJzKMVYoFAqF4gBB8TO2Wswt3Z8804ukpeONx2XFiFr+HgA2Drn43zVFDJQbbdvCin1jompxFEV4bEsJvSUbbz65U5wT/t7zPKRSKdFUNzamjY/VaDTafK9AS1B2pUzMyVpIjAg0CrzDaRegUqmgXC4L0ZrJZJBOp8XCYF/jBGVRnEgkxELwpqd2Yn5HAq9fPEOcP+6g0E/MCnYikRDfF9d10Ww2hf+70WiIij5tGIzgi6IImUxm0tenhLFCoVAchnB7U3FoGW/8M5uS3FDDHWt6cdEJnUjHdLH1zu183/exeEYSAPDCzpLYklfCeN8Iw1Bsn8vVYk6o++nq3ehMWTj3uJw4JxwMMXYyGoeBaJomfu44DprNpphYSP8xBfCdL/Tj1y/XRPMXcPgsdqIogm3botpK0Um70P54fFkUcxjKtpKLp7eV8PaVc8REQqaIsFrMxJBWo2NaPB5HdyeTSeFXTiaTbdVs13VFxnEqlZr0NSphrFAoFIchnucddpWoI43Jxj8DwN3rh1B3A1yxpCDEFT3GtVoNjuNgcXfrIr2urwIAoqFL8doZL0+aPt9iw8f9Lw3gqlO6ETMNMeiDHmM21VGUmaaJIAhgWZY4d7Zti+fgVj0FsqZp+MW6Im5eM9j2vIeLMKZtgpYJ2kVs226LYHstjBXFpmmKqXf3vTQEU9fw9lXHiGPL18OIPADCIywvUjzPE7+v1+tiRDRTQzi5kOdx7Pd1LCquTaFQKA4zxk7ckquVioMHm7Pk48/qY8sPCZy1sICTZ8TFbXRdF+IgCAJ0pBLoSBhYv6sKAKJapibgvTbkPGk5G5qLyFmFFH7wgTMQ9xuiWsxMXAAiF5eVTJ4DCjH6VwGIc09BzOc4viuB214sQtNbyRTpdFoMo5ju2LYtmtb4bzkJgv/QqrC3DXdjRTGb6KIoQjKZxAfPmYeLTihgZj4lxC2zjWmbYHNkPB4XI5+ZPME0Edd10d3dLarMHMzCxQ+F/mSov6YKhUJxmCF3uavq4qGBYkseMACMeocty8LbVs7FpYuyKBaLbSKC2ayMnDquM4aB2mgyBR9fLXhePRNVizkGOhaLYWlPEtXqaP4wRRPtEhRUchWYwpi3pU2CAk6Ogzu+Mw7HD9FX8xGPtXtlp/Nih9Fp4zXVmaYp/NgUx7ZtA4Cozk6U9jCeKOZxZ3xhEARY1JMXf9ssy0Kp1LIXJZMtuxGr1ZlMpm1Bw+etVluDcpLJJOLxuKgmy4sc2ec/EcpKoVAoFIcZ9ErK+amKgwsFGC/s8s8Nw8DmwQaatiPEA7fneXGXo74+d9Fs/P1lc0UlDlALntfCeNViYFTMPruzhr++/UX0FSsirYJVSQBiC172DXOABxcp3JKnJ1memMfHOa6rVRl+ZdgT1X+gfUE7HeGAjMkq26wip9NppFIpsYhoNBqo1+vCikEoYGVRzJ8BwGDdw5VfeRj/9ZutbYsM3oaWC6CVPMHn539T6LJazOdgRXpsAySnFk6GEsYKhUJxGME/8mqE8KGDjXNjxz+L5APNwDv+61F87o51bakV7JjXdV00DwVBgLipiy161YD32hmvWsxGPMMwcNPTfbhzTR8sbTRFhJVMoGWjoNBjkyTHDgOjQyQAiNtRmPG8RVGEYzvisAwNA43wsGrAcxwHAKb04BJ6felF5mMwFo3DQGgj4UKkXC6jVqthV7mJ93z7SWwfbuK8E2aKqjqFbxiGIkHC9324risWIoxm4zni0A6mZ7BKTbjQGdtcOR5qn0ahUCgOI3hxbTabcBxHbCtO5y3aI43xxj8Do57j+zYModT0cMmSrrZJXNw+TiQS4py5rou6D3z5oT5cf0YM15xxnJqA9xpgtXisDYCV3WZo4J51u3H9ytlIWC1/LEUxU0LS6XRbMx0XKtzK931feFopnuX0AwpjS9fwqw+filTcRKlUEj7j6X5Obdtuq47vLbIXmdV027bRaDRE/J2c92zbNuqBjo/ctBb9NRffe/8ZOGNhF+r1OnRdh2EYqNVqME1TiFjZisF/A61CAa1JhmEgmUyKpj7HccQEQu7SjE2rGA9VMVYoFIrDCG7H8o/94ThA4HBmvMERwKjnOBaL4UdPbMPcQgIr56aFELYsC/V6XUzxqlQqYts5Gzfx5I4GntwyDABiK1kljuw9E1U7+fNfrB2CF0S46uROxGKxti1+Vh8TiURbbjHFFoUiG7kogPld5PnifTRNg6mFwu7ESD+5ejzdkD+/r3aRzWPhuq4Yy0zLiexLFhMfEyl87Mfr0Fuy8Z33tUSxnPDC+yeTSWEtonWCjxmPx8VCk2Op4/G4qDDXajXhP+Y5psd8cHBw0vejKsYKhUJxGME/8vKFWDVqHTwmqxYDQG/FxSObh/Dx84+FP+JtTaVSotoYj8dFRY2eSA0R5hdiWL+7tR2sGvBeHWyuGyvqOMnOMAz8+JlerDwmj2MLMSGAXdcV4jabzQrxysEeYRgilUoJz3Gj0WgbQcz7UgADEJXJ1Tur+Mnz2/GJN8xAfGTXgL9/rdPiDiRyAsRUhGEohDT/HhH2PZimiVwuh2QyKarI9CCnUim8Y9VcLJmdx5nHdYnn1zRNNN2xgg+0R1NqmiZyiDlohc+XSqVE3CEtS5qmiSxkDhPZtWvXpO9PfeMUCoXiMIEVJ1aIecGerlWoI42Jxj/LnuOfP7UDugZcvawHzWYFhmEglUqJDnvTNFGpVETVKpPJQNd1LOyw8FRva7tYnoCnhPHkcJGh6/q40wd934eVzOCs47qwfFZCjOVmZVOe7uZJApb/TaHIhQ3FFq0WTKZgkx7v13QD/OblEt66tAO5uCEqzfycTDds2xYRbDLckZJFMHcyuPsRi8Xamkv5mef5EFVfH9heibA8b+EdK3paP2s2RVWX3uB6vY5YLCZ8y7Rk8HFZEOC55+tgtZgDSWKxGGzbFucomUyiWq2iWq1OeizUN06hUCgOE1ih4nYtLxbKSnFwmGz8M9CqIn/0/ONx5jEZzEib6Ks4yOVyQlDzwl+ptIZ5yB38x3XEce/mOnaVGpjbNVq9VEyM4zhioZJMJvewAHA6XUc2hS9cfRKKxWLbwAr6kjs6OmCaphgrTMEsC0ValxKJhPCvyhP2ms0m4vG42PI/fiSZ4uWig6UzRhv1puN3dWyaByu841WD5QEoYyvfzWZTNNrJ35EoitBfquIPfvQiess2fvPpC5FO6KJiz79nlmWJyXas/gIQo5xlsex5HqrVqqhya5omfletVsUilJYKjrMeHh4W39eJmH71fIVCoVCMy1hPMYUym4cUB5bxxj/TP0nPcRSFOLEnjUajgTAMkc/n0Wg0EEWRiKNixz2rb0EQ4IQZCZzQFcNgpdVJr6L4JoaJAxSl44li2ijsUMeanRUhZOPxuEhKcBwHlmWhUCi0De3g94wZ1Wzw4nPTBsMqqmEYoorM2+fjOrpSJjYN2W2+9OnYEyAPvwAgqumsBieTSWQyGaTTaeGX31tRDABDlQY+fONz2NBfw5ffsRyZuCmsDXxMNjgySYLnlOO3LcsS4pZVZfl7x0QRx3FEg6Tsc6Z3uVKpTJm6oYSxQqFQHAawwYUXYzfURM4qoHJvDzQTjX9mFdmyLHzyJ2vwtV9vFB5HZqay2z8IAlQqFeFD5QCCKIqwtCeJL13Wg/mFVoWSAkCd13YoiinCWC0cCyvCv3qphLf+xyNYt3NYiChWJel3TaVSomIqT7ajUJRFNDN7y+WyENuyx5g7OLqu4/juJDYNNtsa8IDpF9tGiwg/23LCA6fMTdaQx4UGkylkyg0HH/ifZ7BuVw3/8e7TceGSnrbfs1LMv2VjR0APDw8jiiLkcjlhmfB9H/V6XVSL5dfOBSnTKLiQpYXJdV1huZgIJYwVCoXiMEDOQt1abOKCf38K//1kPypNV/xcceAYb/wzf67rOgbrPn76zA5Um66YDJbNZkXyQTKZhO/7qFQqIgJM3tJnpZFNfGrQx56EYYh6vS4sDZNV/mijuPnZXiybm8P8Qkw0PjKPOIoidHZ2tk1bk6vAtFHwHNFDywWN/DhyMgXvv7QniXxyVPTJv58uyNVsinrbtsX7nCoZxbZt4ecdOxgkiiJ888FNeKG3gn9/12m45OSeCR6lBY8rPcuu66Jer4vGSPq72cTHQR4UxkyooA1Jjp8zDAOVSqW1iI1NPppbCWOFQqE4DOCF1fM8/Hz9MMII+O6Tu7F6Z62tIU+x/5koykquIv/kqe0II+AtK2aJ7eBMJtNWLeY2r+yJlYd6fPfZEt7/vy8CwLStLh4qWCUEICauTQQF60tDHjbsruG65S1BxmYsphlwOAWFIb9H3AGg2KVv2HVdIZLpw2XFX84y5jl794pO/Ofbl4jmPFZi5Wl4hxruQvGzzddJ2w9TH8ZjMlEMtBaNHzjnGPzwQ6/Dm5bNnvJ1cJHJwTmVSgW6riOfz4vFRhiGKJfLACCsFUD7ueUChpnIPHccEPL5+/snfS1KGCsUCsVhAC+mtuPhrvXDOHNhBwBg02BLhKnK4oFjovHPTCDQdQM3PbUdZy3swOxsyzqRSqVEBBYzV9l0x/g2+mBFvquhYX1/E3XbFdvGShhD+LJ1XW9rypoILkxufX4A6ZiBi0/oEJV+13XFAqWrq0vchwNY+D1jGgX9toZhiLQDObeXsW4UbVwEyfm58nPzv6fL95UVb9lfzEg07mo0Gg3Ytt0m5icTxbYX4DM/XYOdQ1Uk4zG87rgZU74OVuApjJvNJmzbFt5hoLWLUq1Wxc+ZR80FDF87v1fy66rX6/B9H30N4Jk+e9LXooSxQqFQTHPoNfV9H799pYRiw8d7z5yHObkYNg02RRPXdLnYHknwuI+XkcvorUdeHsKO4SbeurxHNNZRGLN737ZtIdjGDgbheVtQsBBGwPq+VkWMYutoRq6yM6prMsQoYN3Aoy8XccXSHsQNiK12oCWSLMtCPp9vO0dcrIxno4iiqC2JglVp+XPABksKyCiK8KEfrcPXH+0VyQ8U9bRvHErG2igAtMURmqaJdDotvNUUl1OJ4g9+7ync9OQOrOmtjltJHguPDTDq0eZOSiqVEt+BKIpE1BqbAOWhIGxolQd+0KbkOA40TcNdm21YUyhfJYwVCoVimiNPu/vF+hJmZGI4Z2EBJ8xMY/OQ0+Y/VuxfJqoW8+exWAwzswm8c9VcXLCoQzRpURzJooJNdwCEGGHnfBRFWNjR+t0LO0oAIMYTH43ieGzyBAdtTAWzi7PpFH79Z+fjD889BpqmiWNNO0Q2mxXnidXisTYK2afKZi/f94XflQKOCQ4AhA82CIKWIAtCrN3VEENDppPPmHYQfhblsdo81sxy5vEfHh5GtVoVKREyjh/gIz94Gr/dPIi/ueoEvHnFMXt1zrjA4G3lAUYcEAJAjJlOp9PCX87jLDchO44j3gPfUxiGqLohHtru4Pxjk5O+HiWMFQqFYprDSpbv+/ij847BF685Gaau4YSZaeysuKg1W2Nvj0YBdSAZG8U29uf0Qp44K4u/etNiaFEgOuUplpiCQJ8qhZecQU3BNDcfR8LUsLavZbmQB30cTTDVQ06e2Ft4nBOJBAyEyMV1IYDpUw6CADNmzBAilx7gsTFtrBBTbAGjmdVsFJMn4FFcyv8+vjOOjQOjwpjxYXyuQwk/d7JtRLZVyLCKPN7kPwBw/RAf+8EzeOClAXzuTYvx9lXH7NVwGgrX8QamGIaBWCwmzgEziTkqmtYLjk/nY/E2PMY8T/dsbsALgauXZCd9TUoYKxQKxTSH2+2e52HJnALOXdSJKIrwppO68KUrj0UUBtOmCnUkMdH4Z/7csiw8smkQz28fFt38FNAUwHKSAv2QFMtcyHCb1zJNXL4oheM7W8/HxzqaFjxBEIjIrWQyOWXm7Nj7Oo6DTUUPl/zrw3hue1Ecc1Z36/W68M9yG16OQqTHFYDw1TLejbfj+ZDjE1nhpCCmz3hhRwzDTR8lZ/Q5psuCh81ufD0U/+MJYy4EMpkMOjs7W9P9RnzAURSh5vjYMdzAX1+xGG9bOWevLBTyc/I7wcxh3/dFFJ/v+2g2m2g2m0gmk0gkEkIIs2LM+8vRc/QcA0DTcXHfNg+nzrQwJz15FVsJY4VCoZjG8KJr2zb+/be7sGHIFdu3M1MaVs7LQIuUlWJ/M9H4ZwBtvtS/uu0FfPa2F0Qsm2VZwpPM7ng2jgEtkS0PhaBlgFvJv7ssi0sXtSpaR1sDHtMigFaD4qsdh03v7+0vDKKv3MTsbEwcY0Z5+b4v4r8YvyeLW8Z7UWRrmoZGoyGa79goKTfg0QrAz4lhGKIKumAkl/rlotM2rRI4tN9X/g3h+wUgbCtj7Q+0oFiW1arESyOfm46LUqWKXFzHzR9+Hd5+2uwJs6XHwsWKaZpt550e4UQiIbzcFLkcoc4qMTBqOeL5ZbWYFoooivDbbQ0MO8CVi9Nq8p1CoVAczrBa/OSWYdzy4jC2FJuieux5Hp7cUccjW8ri9kdTdfFAMtH4Z/nnT28dxuaBOt66vEc0C7FayMYfNm/xvolEQjSTyY1YrGwCQLHaSqYAjp4GPDl5Ip1OT5k8MRYuHr1Ix89f2I03nTITKUsTzXCe54mKfi6XE4sYViQpUulNZSVUHlnM88AYM27Ry95hDvygaFtYsHDR4gKyCUsIY35ODmUDnhw1SE80rSsyY0Ux0TQNhmnhs3duxCdvWYdKtYpmvSqa9vYGil2eu0QiISYTmqYpcqWbzaaIlGOiC18b/dFMDDEMQ+RVUzx7nodfvexgVlrH0i5NCWOFQqE4nOFF+44Xh5CJGbj4xK62TNzvP92PG58ZVA14+5nxxj/z56w0/vCJ7UjHDLzx+LwQWrInmVPSOPmMW/SsZlFwUaRomoYNgw7eeuPLePClVtbqkT4Bj6KIImdvm+zGwuN536Yy6m6At45kF1OgOo6DRqPR5lkea6PgFDa+JgCiSix7wWmNYVwbK8fcReBnRtd1ZBMmPn/ZsVgxLyeEsexDPlQ+Y4pDvtbxbBQTiWIACMIIf/6TNfj587twxsIuaEBbvvNUcHiH4zhi8EYmkxECnVXnRqOBZrMJ0zSRTCbFzgsXLPLEO/6/ruvivJmmiWe2DuOVKnDl4hS8kabZyVDCWKFQKKYpvCAPVRp4aEsVVy7rQUwfrfYAwPFdCbxcdOCPCGIljPedicY/y4M+KraHnz/fiyuWzoQRtScV0APJizXQEiLJZFJsz8ueVjZ36bqO+YXWc764swTgyB70QRsJkxA49OS1wO33W9bsxuKZaZw6JyuOLQVsFEUi8o3VYlnI0VbA3RieFzbi0UfOBjFWkfm54KAW2QLD4RLlpi8sFmzAAw5NbJucRiHbKGR/9VSi+JM3r8Gtq3vxqctPxPvOajXadXZ2tkUTyqKfldtms4larYZSqSSsD6ZpIp/Pi/HpAIQHnNnf8Xgc8Xi8LbpS13XE43E4jgPbtqFpGuLxuDgfQOt798vNNpIm8Ia5rTHsyaRKpVAoFIrDEtoo7lo7AMeP8LbT5wpBxark8Z1xNLwQWwaqR822+4FmsvHPQKvpbm1vBYam4c0nd7VFcFFc0BpA8cVBH7QLNJtNcXGXt+OzyRhmpQ2sO8KTKZg8wYXE3jZrjYc8Ve7D5y3EH1+wEMBotZgVXebiAqMNlbKNgjFtcoQehSvFJLf8ubiRM41lKw2tEqZp4gfPDOCS/3gaXqS1jZzm4x5s+J7l6X6yv5ie3vFEMQB84c61+NkzO/Fnl5yAj5x3nMhCjsViSKfTwspQqVRQq9VQr9dRq9WED58+7WQyiXQ6jWw2K/6e0UZhGIaoFjOzWPaDM5JN13XUarW298PFh2VZ2D5YxdP9IS5ckIBv12EYBjo7Oyc9Pq/O2a5QKBSKg8aoYApxzsICTu5Ji7GnrGYt7Ghd4Nf1VXHSMTP2ahtTMTG88DKyi8iDHDRNw1nHdeHhT56HRmW4LX+VF3hWQi3LQrlcFt5JVry4jU9hzEqZZVmYnzewob8unvtIW/DQNwpgrybZTQWru5Zl4fJT8qKZkaLT931h1UgkEm3xe7KNhY2TbKZjfBmFI6vH6XRabP/zeZgywvNJgZZMJjEnayKMgK3DDo7NjmbuMpbsYENPu1y1DoIA6XRavBceq/G4esUczMjG8YdvXIR6vS7i8eTqOZvhZG8wG1Kr1aqINaTnXq6+Z7NZBEEg4tnYiMljytefTCaFXUnTNCGU5V2ZO16qIAJw0TEmfL+Brq4uFAqFSY+PqhgrFArFNIXC+KqTOvCt3z1NVB5930e1WkWpVMIxeRO6Bmzor7cJNMVrY7Lxz0Cr0mh7I1WvwBViWB7oQaEr+4dTqZRINwBGvcM8ZxR3mqZhQd7EzrKLutMSTUdSMoUsZPaHKOb3wfZDfPvRnegbrotzQQ+vvNixLKttOASb4WQbhW3bMAxDVIPl/ONEIoFnh3T8v7UZ2P5oc954yRQ8v0ym2Dxki4qsPMr4YH5f5Ql8so2CCwN+bseK4iiK8NtNgwCAlfM78IdvXCTsFkDL41uv10VVOB6Po7OzE52dnSJ+jYv5er3e1jQn76bQDtFsNlGv14UnnBYV+fXHYjFRLWbsnJxEUbdd3L/Nw+k9BjJaq+G1o6MD6XR60mOkhLFCoVBMQ1g9eamvDN1sXVh5cYmiCLVaDY1GAyZC/OBdi/Ge07rEfY8UEXWwmWj889hBH3/787W49mu/RWPEFkFhw8YrVotZJQb2TAHgxZ7eTlbCTNPEyh4THz+rW5xHiq3DfcFDL+jejnfeG+gH/vWGYfzb/S9j4+6KaHJjtZeNZdySl9NA5OEcPB+0uPB+zWZTVCETiQR+ur6BkqdjKEiIBRMFNBMp5Oa6OTkLSVPHxoFm2+hpCtOD+X2VrVhy4x0tIMyPHvv5//wda/Hubz2ORzYNwHVd1Go1FItFcZwpaNPpNDKZjKjM82eGYaBer6Ovr080KtLuwAg22jeYZQ0AmUwGAISNgh5vRrlx50FueGVF+b7NNTR84JJjW/dNpVLo7OxEqVSa9BgpYaxQKBTTEN/3Uak38Ue3vYJ/e3iXmP4kh91zvO3cfBxhMNqQp4Txa2OiajEvtJZloekGuO3ZXszvSCAYEdGsOrIBj9vLrJBZltVaxIwIEdo06D+mWKJIXtgRw6XHp2BprfN5uPuMx4533pcmu7GPW6/X4fs+fvbcbizoSmHV/LyoEvP4srGR2/mElVvZRsEEBOYeAxBb/+l0GuuHgR3V1nnody1RNZVHQ/N8Ufgbuo6FnXFs6G9VSlmJZpbywbRTyKJcjmnj66DdgYRhiL+540V895EteO+Zc7F0ZlxMcrQsCx0dHchkMuLYjrfY4cCNWq0m7BG0pHCBSF8wm+mazSZisZhouJObIhnJZtu2qHbLu2UU/3durGN+Bjg21XrPXV1diMVi2LVr16THSAljhUKhmIb4vo9fvzSIqhPi8lN62vyS3IoGWtO51u+u419/uxvFavOI86MeLOQxz2Mv7nJ028+f70PV8XHlSR2iOkiRITfVWZYl8lcBiO1iCmxuVdNnTB8rn+eVwTqe3ToE4PBOpqAolsc77y9RXK1W4TgOXh728ez2Ct522iyxyGCDG7feeczlKi0rvLQVsOksFouhXq8jDENRLWbz191bPeRiGhJGhAF3dNQ03ycgCWJpNPRblxbwthU94mf8jrJyejDga5UbS1k1Z5Wb3nfGqX3hjufxnUe24ndWzcFnLjtBVN0TiYRIkpjqfNq2jYGBAfi+j+7u7rb0ClbV5amRtVpNxLPJQzy4oGCkXqPREN8f2Ubh+z6e63fRWwtx8XxDNPoVCgUMDQ2JBfBEKGGsUCgU0wyKtNtfHMSsrIUzF+TFxYtpB8lkUlRXhu0Qv3ipgnV9ZXGhPVT5qIcrk1WL5ei2m57chgVdKSydGRdVRlasuF3MPFte7FkppfBgcgUv8PQQyz7m/3yqjL//1WbxOg7HBY88DjuRSLyq8c6TQRFq2zb6GxE+/pO1mJmN45plPcIOAbTElDxRTfbNjrVRyOKMiQh8/ZzCtqseYM1AgDceY2JWIkC/FxOPwwY/AMJzzs+Hrut4/TFJXHJip3guuQGPFe4DzXg2Cla72WzH4SaO4+C5nRV859Ed+J3XHYO/fety0QRHW9HY78p4z1epVDA8PIwwDJHNZtHd3Y1sNiua9ehLZiWY0XpMKuHCk9X8WCwmFjG8j+zVZ4Pr7etryMWAVT2thVKhUIBhGEKgT4YSxgrFUUoQBOKipZheBEGAV/oreHpHHdcs64E+si3Pi0MYhigUCq2RrM0mju9sRV2t7auIqsvhJqIOJZ7nTTj+WW7O2tRfxZNbhnHN0u62i7E8XY3VxbHVYooIPhaFtDzkQR4rfUxWx6bBBsKw9bvDacEThiFKpZLwcqZSqSlF1N7Cv1usAi/o6cC5i7vx3feehkJqNFWCWdL0eGcymTZhLntjWW1kBBhFN6vFFJL3bvVhaMB5czTMTUUY9GIIw1FRSzsAdwBkq4znB1jbW0F/rbX4kRvw+L4ONHIlnd54eeHA180dj7NPmI2bPnwW/vbaZeLvipwXPBH0CNdqNRG3ls1mkUwmhSC3LKtNaLPxtNFoiN/x2JmmKdJ4uLCs11upLfSR859ms4l+W8Ozu12cP0eDqbWeK5vNYmhoCMPDw1M2fCphrFAcpdADqQTU9CMIAty1th8agGuXzxIXTVaLDcMQU6CCIEDOCpGL69jQ32jz2ikmR648GoaxRyf+2Ii2eR0pfOlty3DJ4pyoYsnNVtwCZrc9m5l0XUcikRDCm/dhxZgVZ/pUTdPE/JyBphdia7ElXA6nBQ89orL3en/ARAsA6K/7aPhALp3AP79jOY4pxETjI9Cquo8dUiF/N+gH5j9MRIjFYiiXy+L8UQTagYZHdkU4c7aJQkLH7FQEN9JR8g0R1SYLY55Tnl8/0vB7/7sOP39xsK0BTx4McyAZW6Xm0BIKVwrdIAhw87N9eHJba8z8mcd1Qddbx41Whng8Pu45pfWE47Lpy6anfOyOga7rSCaTwtfMynsmkxHXJy5c+HeP0yX53ZOTQDhU5M6XajA14I3zLZGL7Ps+ent7kUgkpswxVsJYoThKUQJq+uI4Dt5xaif++11LMDsfFxdoNpswv1POUD2+K4GNAy3RwEqVYmIYwUXv63gpCdyS5wU9YRm4eFEO+bguUgx4H1adY7GY2IpmTJicm0sPs2zB4FY2z6VlWVhQaFXWXtgxDODwSqagJaFQKIiq5L6+bjnRYtjR8N7vPotP37penEcAIoEikUi0DX5gcxihAJMHcnD6XhAEqFarotGLjXkPbnfhBMClx7YGWczLtM7noBcXnxPZtwyg7fORihmYk7OwYaAuhJqcOkKr1IGCizQuzti4CIwmPwCtz/G3HtmO/3rolbb7s5F0PAtFGIawbVt8n/jdiMfjSCaT4mdjB+YQRtbZto1YLIZMJiN2UuTYPPqfuYiRK8UU+nUvwgNbm3hdj4Z4NGq3aDabiMfjmDNnzpR/G5UwViiOUuRcSMX0gVUXXdNw6ryCqOozX5VNXGObUBZ1J9D0RkelKmE8Ptxe58V1bFKBfDtu12uahgc3DOA/7t+ISr0prBNjK45RFCEej7dZlDigQBYLXNRwm5jb27LPeEFHHDraR0MfDgseCiiO8GUDFUXTq2VsokXJBd71rcdRc3x8/Lz5Yms/mUyKJr9MJiO+L0yjkLfPZRsDF5ysaNZqNZTLZXFODMNAGEX49Y4QJ3aamJ/VkM1msbAzBiBCv2eJ80bPrCyI+TdWH0mmWL+rJs41zyUF44H8WyzbKGhN4CJbFqxPbSliZ8nGW06b13b/8SwUXIjI1pZkMimeh6KY34vx4JhoLkJyuVxbUgdFLR9DHtbCHR3e3rZtPLTDhxMA584KUKm0rGUdHR3isbmzMxlKGCsURzFyBqtieuD7Pv7u7pfxg2eH2ryKFAfc8mclBGhtIX7snNn4+jXzRHVG9q4qWtD7yOrgZAMmKFBZHfvWb17G9x/dCi1qfV+4sGT1t16vI51Oiws9zxuFmZyPzJg9OV6P30UKhEwyjk+fncF1y2eK13Q4LHjo3aUtxTRNUY2nZ3dvYbWZVf2yC7zrm49juO7iK289AUvn5pFIJJBOp6HrOqrVqrAY8fuSSCTE1jwfkzYKViqZOR1FEQYHB0U6CF//s7t9DNnAZQtjIiosk4ih0wowIDXgARB5x3x8nldd17Egb2L7sA0v0tsa7uRc5QOFLDSZ/8v3Iu9G3PnCbsRNHZed0iPuO9ZCIadWcBx0Op0W3np+5vlZp71oLHJ1nueYwlr2atNexKowABHxxv9uNBpwPR+/2NTAiQWg22j59fP5PAqFglgEV6tVVTFWKBQTo4Tx9KN3qIKfryui7kVtU7uCIBAXel7MKZQdx4EGiAvR4bTtfjBgZYvxTqlUao+Rz2ORm/G2Fxv4zcZBvHlpN4wRvyWPsaZpItorlUqJaiMFM4Wa7/tIp9PCZkGBblmW8FLKkVSJRAJLCkDOGl3cHA4LHnl6GaFQsixL+OSneg9cxHDghGma+MRNz2KgauNfr12EM46fKcQYAFGR5jhhCupsNtu29U8Ry/QJVpUtyxLVYjZI8vtz7/YA3UkdK7o1kYpgWRZ64j4GvJioXNIOQP840B7ZtrAjhgjAy0VHvBZ5AXWgFj20UQBoE5c8BlwENB0Xd68bxCUn9SCbaL1+7gDI/t56vd6WDZ1MJsUiZqwoBjButTgMQwwPD7dN3ctms+KaRHsRK8I8PhTacgoIAAwPD+OpXT6GmiHO7QlENXzevHnidTDqUrbVjIcSxgrFUYzs01JMD25dvRN+CLxlpOmO24Ry1Ybby4wGox/yC/fvwnce3X5Y597ub3jB5lY8p3BNBgULLRY/fmo7NABXLOkUvlS5ml+tVpFKpYRo4GMAQDabFRVqxoDJGbs8V6xeylvFg80I//PYdlTsVmVsui94wjAUPuuxiw5OjeN2+GS+47Fjo1mR/6vLF+E/r1+KMxe1RDGfI4oilEolkX3L2493vml5oK+Xi5AgCFAsFkXFk38TexsaNpY1XHZcAhoi8XjJZBKzkyFKvgkv0oX4YgOevHDi5+TkGTH889XH4cSejJjSJtspDlTqiBzTJg/4oDDmcdw6WEMmbuDa0+aK+zLVwzRNEa1G6wp3XJiWI4tifhZkfz0JwxDFYlH46WmTSCaT4vXyOHARIy8a5cEknudheHi4Nelue4DuBLAo1XrNPT09KBQKqFarwqvMHYzJUMJYoThK4cVJriYoDi2u6+K25wdwck8Ki2akRHMdfccUZdzGpHhgFayv4uGJrSUAo97GoxkepyiKkEwm93q4BKtYpmnCD0L85KntOOe4AmblYkJU8N/8DmUyGbFNy+1q+mxd10Umk4HjOOKiX/MAPwhFhWzsBDzLstBXD/G1R3fjxZ2thIDpvuCh0KPAGQ9aWOg75nY4YZMdRVvvYBn/8cBmGIaJE+Z2YeX8Qpvw5na84zjI5XJCpLFiKFsFaAFg8xmrnrFYDJVKRTTryR7yu7d6iBnAuXNHB0XQlzwnFQHQ0O+YwkIhV6TliWwAUEjFcNrsBHKpeJswBw7sdEMu0sbag+QpfVEU4ZhCHPf8n9fjwiUt+w4HnrBqTItMOp1uGxAyVhTzvsCe1WLf91EsFsXChdX6fD4vbsNKMP9+cedMbrSrVCrib2IYhthW17B+yMN5s0JoaH3fu7u7US6X4TiOsGhwETQZ+ySMNU37U03TXtQ07QVN036oaVpC07ROTdPu0TRt48i/O/blORQKxYFB13UMN30V2TaNeGJzP14pOrj21B5xIWBlhJU40zRFzBIvrGEYolar4fiuBDYN2qIiNl0F1IGGVWJWXuUL+VTQtsJq8XDDw6IZaVyztFuIXo6BtixLVCp5saZdAAByuZwQI6lUSjTlVTzgj+8p4Te72n3KfFwKq4UdLVExtgFvun5fmRoxVWaxYRii2khrCZtI+d9RFGGw0sCHf/g8/uvhbdhW8YTAsyxL2CWYlxuLxUR1noshNlsRilYKY8/zkEqlRKICBR6rkzUPeLIfOH9+HHEtENVijo1uCWOg3zXFooD+3Yl8xs/trOCW1b3i+ylPwAP2vzDm33cuvthMKjcXAkDDduEF4YhYbQn8crksFhLxeLzNusLjOZ4olqcNytVi13UxPDyMWq0mso0ty0I8HhffT54XYFS48xjxu9FoNMRuWSzW8njfs9VHwgBe1906fvl8HvF4HMViEel0WryuVCo15ffnNQtjTdPmAvhjAKuiKFoKwADwTgCfAXBfFEWLAdw38v8KhWKa8eDGQVz4lSfw6MvD0/ZCe7RhIcCblhRwxdKZbcMhaJVg9YUCS662NZtNHN+dwFDDx2DVFhfjo80mQ2HE6hArfHvL2Al4XWkLX3vHybhgUYeYgMfqLpvostmsqDbyMeLxuMjSZVMebRZ3v9yEEwCby1GbXYYihc1fM7MxZGOaqBgDB3eE8KuBn8eJGq3Gwgxby2plzQ4NDYnhNZqmoe6G+NhNa7F5oIFv/O7pWDJrdJHhuq6wYlB45XI5AKPT9mKx2B6JC6x+ckIhvcLNZhO1Wk1s7fN789vdOvwQuGxha1hIJpMRwte2bXQndcS0UDTg8VzSaytXjPnv+zZV8Dc/fwnGmIl33A3a3w14fF18b4lEYo9pjQDw8+d68cZ/eww7Sw48z0OxWBQe7XQ6vYc9ZiJRzOMMjMYcctEzPDyMer2OVCqFzs5OYaOQU2HGRunRkuF5Hmq1mrDCAK1qdLPZRNkFHt3h4OxZQExv7eRks1mxgMnlcmg0GmIn40AP+DABJDVNMwGkAPQCuAbA90Z+/z0A1+7jcygUigNAudG6yDzXW1PCeBrgeR5mpzV87vLjkTRHJ93RlwpATIlihYwiSdd1OI6D40Ym4D2/fXS609FybscO6xhb3dobxg70KDVcbB+stm2PJ5NJUYmuVqtiZG21WkUikRBxXfQxBkGr0kghF2kG7trYEsi9DV3cn2KMgxh830cqlcL8rI71u6riNU7XBQ8rplM1NcrQruK6LqrVqrBQBLqFj/7oeazbVcF/vHslLjhxplhYsGoYi8WQTqeFHSKbzQrrDCPb5IoorRPyIIlkMtk24Y6i2XEchNBx/44Ay2YY6LI8ISpt20atVkOlUoGmATPHNODJ+cB8bgo80zSxoGCh6YXYVfWFMOZ3VP4c7C8YY6ZpGjKZTJsdgeI9iiLctqYP6ZiJeR1JUXHv7Owcd2E5mSjmQp4T6sIwRLlcRrlchud5yGaz6OrqEjsrbLwjFMFcYHFXgFXvXC4nRkjz+e55xUYYARcdM3qcs9msGDBCX3U6nRYL5sl4zcI4iqKdAL4EYBuAPgDlKIruBtATRVHfyG36AMyc+FEUCsWh4poVczArF8fW4eZRI56mM49t2o0NAw1RsaKVghchbjcyzYAd3LwI2baN4zpiOGlGHL7vHbCt2enI3gzr2Bt4sWUF68bHt+LCf3kY/VVHVOzZHa9pGmq1mvAQ8ztk27aoFnM72bIsITYe2emi4kaYl3BR9Aw4QdS2wOE55ePMy2rYUmwikEZDA9NrwcPtb+Yy7y3NZhPFYhFh2BpxTpG1vq+Cl3ZV8e/vWokLl8yAbdsolUoIggCpVAqZTEbkQbMiD4xaaCgC5cQFuQGNoo5+/Waz2dZ053ke1tYSKDsRLlvQEr1y2oWcUT07GWDAiyMIQrEoox2EXmVWZzVNw8KOlgjcNNgU53qsnWJ/VY2Z2c3vhWVZbY/N5+svN/DYK8O4evlsRFEoPMDjLXAmE8XAqD+YuyWDg4PiuGSzWRQKhTZ/9dgMcS5QOKClUqkgFovBsixhWRoeHha7N03Xx31bXZw200BnrCXKc7mc+DvK18HJk/zbOhn7YqXoQKs6vBDAHABpTdPe8yru/2FN057SNO2pgYGB1/oyFArFa2B7sYGG42HxjCQ2DjSOCvE0nYmiCF+6dzM+f/d2sUXPCyptFKbZmrhVKpVEE4w8Wc11XaTNCP98xVysmJ0UF+Ij+dzu7bCOvX0sHudWpSvCTU9ux4p5OXSlTCEE+FyMy7MsS1SQa7UaoihCNpsV1UCeJ9u2YVkWbl1bwoy4j9d3O4igoa8WtY17pt+YW9/XLIrjpncu2CMmbjqdV3mU9d4I4yAIMDw8jFKpBE3TUCgUUCgUkM/nYRgGTulJ4u4/PgvnH58XWbmcpCc3UHKAA60qFLny+G3CijYb8DhFjffhc7REnIlfbw8wO63hpI5WZTubzaJerwvBSIE5KxHAjXSU/fZkCu72yKkjmqZhft6CrgEv9dfFuZYb8Pbnd9Z1XVEl5w4Gq9py490da3oRRMBbVs5Do9EQQrZYLLbl/k4litkPYZomKpUKisUiAIhIt2Qy2WYXGlstBoBSqSQWqPzbVigUxM8GBgbQbDbR1dWFIAjwwCt1VN0IlxxripHsM2fObMui5t9LVp15niZiX6wUFwN4JYqigSiKPAA/A3AOgN2aps0GgJF/94935yiKvhFF0aooilbNmDFjH16GQqF4tfz5T9bgnd98HCd0xZE0dfgHKCZIsXe81FfCmp01vHnpDFElZhYqtxHj8bhoEuKWvdzwA4yO4rWlbeHpVFncnwRBII7BVMM69gb5mAPAoy8PYluxibcu70Gz2UQsFkM8Hhdb99VqtW16JH2rY6vVTKsIwxAbSyG2VkKc3eWIxq2tldERwhTa8mjhfNKC74zu6kzHBQ+HekzlL+ZCZmhoCLZtI51Oo7u7u3Vc/RC/950nceeLgy3h5jVRrVbFgpD/EG6nc3gHB6swIUQW6XxeYZMIQ1FR5MKKr991XQxEGWwa9nHxfBMYyb3mDgE/JzxHc9MtcdjvWqL6yxQHWhWAUY9xMmbimHwMG/pr41Yw96fPuFariYYzU/I087XwXN22pg8n9mRwQk9WfK47OjrEFMdyuSxSOyYSxQBE6kqlUhF5wRyuwfMItDe48nF832/zIKfTaWGL4KLT8zwMDg6K6ne1WsW92wMcmzcx12qd+46ODuGj5q4NmweZsjEV+yKMtwE4S9O0lNZ6ZxcBWAfgdgC/N3Kb3wNw2z48h0Kh2M9sG2rg8VeKuPCELly10MC/vfkYRCqZ4pBy0xPbYGjANaf2tKUSBEGAWq0mOrfZVBaPx1GpVIQfD4CYjnfbujKu/PY62O6ROQFPHtYBYK+GdezNY7LCRDH1w8e3IZswcf7xBURRJPysPJ6snAEt32+lUkEYhmL8LCuG8XhcVLJuebGEpBHhjO4Ic3IxmAixY2Q6Lf2YFDCcgGeaJr6/uoQfPbFVvN7ptOCRo+Ymqhbz+JbLZZRKJei6js7OTjH+1/ED/MH3n8bDmwbhuo6wQnD0uTxshc85PDwsBCX9yWyoo79VtibIk+nkUdyskAJAo9GAaZq4fyeQsoAze1qLnnw+j2q1Kqa05fN5Iazntlwc6HdGhXEURajVam2vmV5ewzDwhYtn4Z+vO0UsguRzycSMfT2/HPmcSCTEseAx4OKKn7k/v/g4fOayE0TaDZtWC4WCSPpg7NlEqSie5wnxDAAdHR3C963repuvd2y1mIsTNk3OmDFDfM9jsRiq1arIImeRwPM8rB+OsL0S4NJjTXheaxego6NDPD4r9uwZaDQaIvd9MvbFY/w4gJsBPAPg+ZHH+gaAfwBwiaZpGwFcMvL/CoVimvDTZ3ZA04C3rpwnGjNUZNuhw3Y93P7cbpy9IIeefFJ49Nit7ziOyMPl1iQAEdcmT8+ybRv5hIGGF2Jjf3Xa596+WihkXs2wjr1BvuACQN3xcN/6flx5ygxEfsvSwEYtijxe8CkU2BDJ+CgAYuiH4zgYsiM81ediVaeLfCaJfC6LbsvBLtsQVTz5gi1PwHt6l4M71/SK302nBQ8bm2QhKsOmOVb3U6mUqEYCgOMF+Mj/PIUHNwzghisW47qV85BOp5HNZpHJZOD7vqgWOo6Der2OgYEB1Ov1tgURhTHFqDy4gjsrrOSy4sioN54v3/fhx7J4ZHsD580xYWmhyEEuFosigWTGjBkiUcHSQnRYPgb8mDgn2sg0RNlbDIwK0u6UgdD3xEJibAMef/ZakUc+s4rPxdrYarHv+1h5TB7nnThTVNyZFqJpmlhkcHHOuDQmiACtz2p/f7+o9nZ1dYnECABtDXystPPx2azHBWEymWx5h5tNsTjkwpLJIUwHuetlB/m4jlPzrQJBOp0W31OKYgpwx3FEWsxUY8n3KZUiiqLPRVG0JIqipVEU/W4URU4URUNRFF0URdHikX8Xp34khUJxMAjDCD97dgfesKgbs/OtDuvP3rsLX/vNdiWMDxHrdpbQ9AJcs2xG25YvG7bCMEQikRDd2bxoyPmk3C5sNps4rqO1XfnijtK0bNR6rTCi69UO65gKeaAGRYmlRbjzo2fg/WfNbduuZ8WYDV70qbIhMp/Pi21ixnuVSiUAwJ3rK4gAvH5mqxEql8thhuWNZOD6ogFP3lrmkIpjMjpe2l0Tr3k6LXjGZs4SNkSy+YsecDbFRVGEpu3gYz94CvdvGMTnrjwR7znneCGiuOjjcajX66Iq77quSDfg7blFLtslgFEbhZyPm06n25ruKJxN08QjAyYQAefPab2PTCaDcrmM4eFhxONxzJkzR2T68n1zNDS95PQq8/XwdbC5sr/q4O/u2ojNQ84ePmOKuddqp+BuhpwQQtHJnShWrqMowr/cuxGbRvpM6EeWJ9DZti0sEVxwsImvUqlgcHAQAwMDcF0XnZ2d6OzshGmaouDCijUZG+Um+4k5Nj2KImE/AkbTYkqlkpieuKPs4pldLt50Qgae0xQLZS4+KOgBCNsFFzNTNeaqyXcKxVHEs9tL2F5s4rqV88QWZdX2sWZn9YgQT4cbURRhUXcCt/3+KTh3URccxxFVQtu2xdZuMpnE0NCQSDmgQOQ2Nked+r6PWWkdlg6s7S2L7dLpIKBeK/syrGNvHptChhVMVoR7cglkjUAcf4oNCg9WpOh1pveSixXLshCLxVqDI7wQ929zsawjRHdSRy6XQzqdxsyYBzs0UHIjUQVm9ZVbyYlEAsdktVY+da1V6ZouCx5WOsdm4rJiyYo2LSX0popYNc/FKbOz+Osrl+B3z14gqsu1Wk1E74VhiM7OTjGwgdvhhUJBNKrKEW30F3OsNJtX+TmSpxHWajURZRYEAaxkGr/aVMfps0zkrUAIwP7+fui6jjlz5gjRyGauIAgwJxVh2Lfg+KPie6wwBkYb8DRNw49X9+PZHRWxUyCfS9o8XgtcBLAiy/Mi5yXzda3ZXsJ/PrQFL/TVREXVNE1RGZYb7RKJhHjPtAkxZo/Ve1pjXNcVSRjyd5X3lb3FTDOhxSWVSqFarYrEF+6cDQ8Pw/M8FAoF+L6PX71sw9A1nNXtie9JLpdrE/f8bMrPy7+hk6GEsUJxFLFyfgG3f/z1uOyUWQBaf0TnJANsGmzu92B5xdTYTmsLMBUzELdMsRXMrT9u+xqGIZpiAIg/8qwCsWIcBAEC38OxHTGs393Kvj2chfG+DuuYCooI+XGfemUQH/jBGmwdaqUhpFIpcXGm4KNHlfaVZrOJTCaDWCwmEkU4YMB1XTy4pYGGD5zb44sJbfLktB3VqK2ySGFH0bCg0LqQr+urAMC0WfDI/vaxCRCy0IvH40gkEqO2ikYTW4dai4k/OPdYvH3FzLatczZTxuNxJJNJZDIZMWSCcWmsKu7atQvlclkIXt6Xi5RSqdTWNEfPbLPZRLlcFq/Tsiw8W7RQc0OcN2u00ZHWne7ubnR2dopqYyaTER7d2ckQrdHQhhDatH6wSizbKToSOvIJA+t31cZNGWE199We3/HSMHhu5L/v/Nktz+6AZWi49OQZbeOi2a/ANAu+djl6sFgsiumCuVxO7Gpxl0ButiNjq8U8J3JSiG3bqFQqYjCHbdsoFotoNBpIJBLI5/MoN108sM3GhYvyCOslkRrC+Dt+n/l5YnwefeFKGCsUCoGmaTh1XgHJmCEqJjNjHqpOgB3FxqF+eUcdX3/oZVz/ndVwgpZAsm1bNKlQADCBgh5WVtFYdeHWPatDtm3jskUZnHVMum3LdDr4UV8Ntm3v07COqZCr8/LW6o+e2IbndlaQMkLRdMfqGavzHHXLajFzbrn1b5omUqkUKpXKyLhaD/PSEY5NBaLiLTduba+NDl2QI+MoJI7viiMb01CsjXojD7UwpjWBwm7sSF+KHlZYS6USKpUK6o0G/vrOl/Cu76xGf8VuE8KZTEYIYoo5fn4dx0GpVBJV9b6+PgwODopKMYUzt/tpd+C5kxMu2NTK7xh/ftcrDhYWTCxIB22j2FOpFLq7u4Wg5M4Fq/w8j7RT8DhwJ4E7AMCoKD2uM461feW2TF/yWiL5uPsxtuGP54WfSyao+EGInz+3C+ct6kTaGh0aw4ZHDrOhKA7DUCxeuCgEIIar0GpRrVZFpKH8N4eWLwpvYFTI8/3zeMvxcjt37hQ7ZBzx/eA2F00vwhvntHotkskkUqmUeI+M76M1gws1ngc+9kQoYaxQHCXc+VwvPn3zc6g7rcoB/3h2m62L7frdyk5xMAmCAD97theZmIFMIia2njkljRWbdDotBICcmcuGGloquG3YaDRw5Yl5XL0khyAIpmXu7VRQXFmW9ZqHdUyG7CuWBfdwrYlfvNiPK06ZCT1o+XsZk8fxz7ywyyOhZREm+yQbjQZW99noawDnzwphGLoYXex5HjJxA1ndQ29DE95HRp+x0uX7PrqzSXzt4gwuWlwQr/VQL3jG7jDJnzM5tqxYLGJoaKiVFKDr+Kf7d+COFwbw+69fgAWzOtuEMD/P9CezWssmOcbmscmKvuZCoSAEIIUrXwuFLx+fKRTDw8MiK9owDGysGthWcnHhXA2OYws/LtCqDmezWQCjXmrab6IoQmcciGkhdrumaJqUm8bkBjygJVgXFExs2F2DZowuKPj3l2L61ezi0brBqDL5vLDCTiFvGAYe2TyEwbqLK06Z2RYFyKQMWcDSrkIvtmVZ6OzsFN8Nvj8uhDKZjJjQyWrt2GoxhTxtDqzu8rNgGAYGBgYwPDwsHrezsxONpo2fb6xjxdwMMl6rhS2fzwtfMyvHtNzQziR/zwuFwqTHUgljheIo4cbHtuGxV4aQirUuYIlEArFYDJ1GE2fMSSBp6oddVfFw5pFNA9g2bOPNp3TDsizhqeMfeHZQa5qGUqkkhBBtFHU3RGkkkpOVTE55AoChmoPB6mik2OEkjHlh399VYmC0GUv2FZPbnt2Bphfi6qUzEIahaLqTI73YwMOEA9d1xbY6K2WZTEbYKO7e6iFrAacWPGEp4P0ty0K3aWO3bYiFDate/C7Sq0mhTQ71godCRo7+4s8dxxEVWV3Xkc/n0dXVhX95cCdufrYPf3ThIvzJJSe2pRIwVYICmGOVaY+gsEun0yLZgs/LijJFqDxEolqtIhaLIZfLIZlMIooiDA0NgYPF2MT56x0ROhIGTkhUReMaG7hYLebjV6tV7N69e9THiwgz4z4Gvbj4jjKpRLZSUJQahoEFBQuFpIWSPXrex1aNKWinQt79ANq95+w9ANr9xX2lBubk43j9wrywbVDw08bD8deMaeN92fxK4RkEgWiMTKfT4hwxF5qfBe6EAKM7Qnx9fFwK7Fqtht27d4tzQe/4Eztt7Kp6uOL4JGq1mvA+0x+dTqfF38+Ojg5Uq1U4joPOzs62UeKToYSxQnEUsGO4gUdfHsJ1K+e1bWMBgOa7+LPXpXHa3LSqGB9EfvzUDmRiBt64qCA6wlOplPAW80JXKpWEv46CzjAMfH+jhh8PzhUXYQoV3/dRabp414+34UdPbG/LKz1cYIrB/ohiGwsr82P9yr7v46fP9mHxzDSOL+hioIfsc6ZAYzWUubnMa7VtWzxurVbD1mIDLxaBN8wGEPrIZrOwLEsIj3g8jpkxD0XfguOHwhpDMcXPRSKRwOO9Ht71vefg+KPpBcChEcZsOmN1cayNglF2XV1d6O7uRiqVwo+f7sUPHt+GPzhvIT5+/gI0m03UajXhSZX9xVxA5PN5JJNJeJ4nUgWYb8yGr5kzZwrbxlhhTB8sFyOsZhaLRbEjE0URhhwdT/c5OH+ejijwhLfZ930xbILvV9d1MX2N1c8oitATDzDgxeB5vqg2czElWw/4fXzjghRu+8BSzO/O7pFMwfvwWE+G3HzLzxafR45pk7OvdV3Htctn4bYPrUAqbondD36+GYs4PDws/Nl8T/Tc83ny+TyAUesXjz2FLi0OjuOIz4bv+6hWq8JGQnsDX1+tVsPg4KD4m0hrku/7uHNjHbNzcRxrlkTyC7+nXKDKi6GhoSERt+g4DgqFwpTHVAljheIo4GfP7AQAvHXlXPEzbsPyj1a16RxW4ulwZrjWxD3rBnDZSV1Ixoy2VAMmMBiGgUQigYGBAVFNZOD9gK3h+aKGcmChGehiy5gX2JgWYmbawNqRZq1D7Ud9NfAzeSCqxXI2sGzPCIIATdvG5SfPwAfOmieyXE3TFDF5uq6LjGIuRCiOWLECIESU53m4+xUXugac2eWKZiK+jl27dqHRaGBGzEMEDTuqgRAv8oAXVkKhAZuHHGzqb8W2HcoFjxzRxkouMDpIg8eYqQ6O4+CKkzrxN1edgD98wzxxHuS0CtlfTCsJs2uLxSJM0xRRYMzw5rRDTdP2GAPtOA4qlQoSiYQQmbFYTExxM01TNATes82HqQMrc4226X26rqOjo6NNcNNDS88qK8Fz0xGcyEDFH01YoAiUm++46OHx4usfbwIebzMRTEjh++ft5fPCRRyTLgzDQM1pWYki+o2lhSi90Y1GQ1iNWIHl48tDV/i+OO6ZkzoJG1XZcGrbNvr7+4WNhZGEtBJRFDPzmudO13VsLjp4rq+BK09IozYirGnbMAwD2WxWxAN2d3ejXC7Dtm10dnaK6jRvMxlKGCsURzhRFOHmp3fg7OO6MK9jtOmAFyVN03Dbugou/frzqDQnDz5X7B+0KMBfX7EYb1s+U3SA81zwIsQLWalUEtFDQGsr/8He0e1VNvzw4mAYrc74BQVLZN/ur2laBwMKgf0VyUZkkUk7BKvBjUYDGoAPnnscLlyUa4teK5VKQoQxikquBmYyGWFzoKhyXRfFahOP7opw+gwNKc0TlTZW4tjIJCdTyFVgiiluYx/X2RI+a3vL4j0dqgWP3BQHjJ4rVsKZ3tHf34+v/3o9dg6WoCPE21bORTKZRDqdRiaTEcMcZIEl5w3TUqHrOgqFgsjw5vY6AOH7ZlQYXwsn4+XzefH9siwL/f39aDQa4jW4kY7f9gZ43SwDKX000YFxexwmwWbXwcHBPUYrB0GA2SPncZdjislrHIYhi2H5fH31Nzvwf3/2vGiKk4e2jI1ZG4+xqSpjBzXJNgo+lmEY+JMfrcb7v79a+LEpjLmwZvWYmdGJREJ4d13XFbtYtBlpmiaq+4zF4+umoE4mk235yFEUoVKpCF8xp3gODg6K/ONEIiEWWZqm4c4NdSQtHSsLjmiKTCaTQlzTW5xKpZDNZjE4OCiaCDk6Ph6Pq4qxQnG00/QCXLhkJn737GPbfk5hHAQBsrqLMALW91YO0as8eoiiCAYivHlZDxZ0xISYyGQybZUZy7JQLBbFhYFbv00feGLQwImF1gW0GCVFFZMXOMdxsLDDwvaSg+bIaGjg0Ofe7g0HwkbByhqrvpygRnH74u4mvvtEnxhowGon0wxYOeNxZhoFK1A8h7J/+N7NVdgBcP7s1u1zuZywW1DMBUGAnpQOEyF6m1pbMgW9u9wNmN+ZQEwHXtg+LN7XoVjwMLuYx4MCnmKRx0LTNHzr8V34p19vxa3PD4r3wni7ZrMpttdlLy29rWO37zlJjZVaxuKxQZNCjAvDcrmMdDotxGY6nUatVkNfX58YUey6Lh7uDeEEwCXzzbZca1YjxYS7kT4ANnJx14AV7lmJ1vMPuJYQo7TbyMeIlg9d1zHU8PDr9f3i8caey8l8xkxd4MICGF1UyvnFchMhAFScAA9uGMCJM5LitTNpAhgV28wzzuVybZ992f/OvGGeW1oeALRlSHPBKAt57ggZhoFSqST85Y7jiKZXNnFaVsuLff/LVVx2Qh5+oyWo+Vz8b342c7mcqOyn02mxM0B7zFSLSSWMFYojnFTMxA1Xn4Irls1u+zkbQTRNQ7fREgjrdlUPxUs8qli3cxjfeXQ7Kk1PNHBx3Cqjv4BWtWdgYKDtgqrrOp4c0OAEGq6cFyClBxgKRsUYK0Ke52FB3kIYAet6y4dNAx5tFPu7WkwPKyu7ciTUxqKHD37/Wdz89A4MlmtiW1rXdQwNDSEIAlEtppBmFz238rl1TjHSaDZx3/YQx+WAbr2OWCwmtuM5lY1NapZpoMt0RDIFK418LN42GY9jXk7Hi32ji9dDseBhNVeuQPLnFPEA8L9rhvHNR3bg+lXH4I8vXiLEjjwKmAsFpk6Uy2Xs2rVLiElWQNngxcotmxDZBAZAVHCjKEK5XBa+VVY/LctCb2+vmB6p6zqato37d0Y4ZWYcc1OhqJrSO0zhRTvAwMCAEIAc187zmrJ0FEwf/SPCmOKR74WVaAp7AFjYEcNAzUXFmbgBj+9NRo5mkxtIKYL5t52LFXlgyK/W9sMPI1y+pEv4boFRHzTFKKvEbKbjd4LpFNydymQyIsqNfmTetlKptOUTU7jzO840EU65o4+b1gp+ryzLwj2vNOEFEc7taYlfNuRxd40LXuZZV6vVtrhATdOEMK7VapgMJYwViiOYphvg8ZeHEIZ7Vhyq1SqGhoZa1RTNRdrS8NLu2mFRVTycufHxbfj3B7fAGan4sNLIiwurMoxsS6fToxcvK4YH+zQcmwmxuCuGmTEPQ35CZIDSm+t5HpZ0W/jjs7rQkxmNF5vuwpivb38JY3a3VyoVIVTkuK91u2p477cfR2c6hu+8dwUsBGK7lRYLOfuWW+QU1oxokxMrDMPAbzYNY9AGzu0JxLQubuFSmMlT8rpNZ0RQBSIVgKKYVdhEIoHTZpqYnx89Ngd7wSPH6MkLOGDUX+z7PtYOuPj6Izvx1pVz8fdvXQbTNMRxTCQSoqGN+cMUt1w0MHuWIoyi2XVdFItF0ZQl5wPT3sEEEdlzm06nUa/XsWvXLiG0giDAc0PAkA28+YSMqF4nk0lks1lxzulNdV0XlUpF+MxpNWAFNYoi9CTYgOcJEUgPsJxnTKF8bK4lfDcXHfH9HFsx5nuQYUQa3yPPjbw4kMUw/1vXddz6bC8WdiawdF4BQHu6CM+vnMgBjMa4sdLLATR8L/zOsJLPBlceU1aPuaCQbSK0ONDTz0UJfejxeBxBpOGOdWWcsyCHdFgXAppVf6b5jJ0aqWmtwR88DpycqKwUCsVRzF0v9uH6bzyGp7cN7/E7Njm0LvgO5ucMvNRfV5FtB5CG7eKO53fjkiUzkNRH/YC0Ssh/sFn1Mk1TNOOtK2kYsDWc19Oqts2IuSgGcfhB2LaFDQBZC7hoYRLZkeFTclf6dIWvf1+FMStq5XJZdL+z+sUL+Lq+Ct7z7ceRTVj4/vtXoSOuiS1z0zRRLpdFEx4rvXxs2ivkpjtWlj3Pwy82N5CPRViUqCGTyYicVUZaUWBQUM2Mj4yGdkIhjIFR4cvzf+3iBD60siDe58Fe8MgxerJ1gQKejXYPvFJHOmbgi9cug65PPKmQYkzOuO3s7ERHR4c4vqwyU9yxAZWLjFqtJiqAHOYBQIg3OUmCEXAUdA/sBGakDZzaNSpg8/l8W5WU36sdO3aIhScryKzG8n3MSgQjo6FHU2Io9mU7BYXhgpFFDnsBKG7l4zPWZ8zEGn6Ox54bOVZN3nkIggB9FRdPbR3GpSd2is+qXPXnY1OkjoWZxJzeKDeTsrrLc8b373kehoaGhHWG74VTHeVzz/PC88xFzCM7HAw3fVw0TxcLIKZUBEGATCYjjh89x/SVc0w030+j0ZgyH1oJY4XiCObmp3fgmM4kTp/fscfvstms8LVFUYTz5gBvPrlz2ounw5lfPt+Liu3jupVzRMc6tyS55coqCsWXPKr1N7t05KwIp3a0btNt2AigoxSMjlhl9cdxHOyseHhwQyuvlZWU6Xp+94eNgs1O9XpdHN9UKoWurq62gQUAsGF3FemYif/90JnoSmqi2pZMJlGv14WnmxVBXqgpDthoRDsMt56f2dyHl0oazpnhI26Z6OhoffeY08ttZmYkB0GAmbHWhXprOdgjbYKNfvII6obtivdxMBc8FDOyjYIWAIrjKIrwfy44Fv/9vjOQjE3sE+cx5VQzpkcwqYAVTvpTGeHW2dmJzs6WsGMWu1y15jGhAEsmk2g0GsIGQbG1ow68VIpw9ZI8atXRLf98Pt/2fLTRDAwMiM8oG8nkwRlBEGBuOkI0Mhqax4oJGhTGsnDNxnWcfWwW2bg5bgMeAPFziubxBtPwvVN4ywNC+PmIogg9uQT+4c2L8OZlM8X4cgDi88a/NWNTWwAI64ssTLn7Ike4yX0SPIYcI00rC8UsBbUcNccdGX6+DMPArevKWNiZwILkaJpEPp9HpVIREXwcFkJ7iOd5bYM/kslW7rG8EJgIJYwViiOUnaUmHtncyi4er2ojZ0uGYYiT0k286cTCtN9uP1yJogg/eWYn5hYSOG1OSlyE2ADJrT9uzXOiGpuMin4M60oazpnpQ0NLCPXEW0JgKEiI6g+j3YIgwG3rK/jM7RvaIrWm6/l9rTYKVhwpZulJZfMQBShx/daxu2bFXNz3Z+ejJ220NZTRG8kLqLz9Kw+SoA+S3fSZTAaVSgV3vFSFqUU4e2Ygmr/YYMTtbw4iYNVx9kjjVm9j1C9MYUVBFAQBYFh47y19+K8HNon3c7AWPBS+XCiM9RdTOGmahhmFDM48rmvSx6LXm8cCGK3k8rNMwU0xy/NDywq9+Ux0kT22coMgdw64IxCPx3HPVg9xo7WrQo9rNpsVQpjWl0QiITzNtFcw55jPxWPChJEBLyYWUqxij41p447B311+DN66Ylab9WE8OwXjAfnaZCjYKdD5WNxxEpV+Q8MFx+exYGa+TQjLj8HvjfydAdA2+XFsBjijJZkpzAUqX29HR4f4W8Y+ilqthuHh1k4mk134DxdL8Xgcawc9bBpycMWiZNt0PNo+8vm8WDzy3HH8d3d3t2j4Y/GB/vbJUMJYoThCueWZHYgi4LqV88b9PXMn+Uei0bSxub+KHcX6wXyZRw2268HQNLzj9HlojFwcWBHjBYQXK27/s3piWRYe6I1gaBHO7PZFVNGMeAAdEQb8uBBHrBz5vo/5WQN1N8T2YkNclKdrxViu9u0NtEvIk7kSiQTS6bSovHO8LNk6VMcl//Ig7n+pHwBgalHb+OJ4PC6m2bEyCkA0OrGBiFUwVsiAVqPWlt5+PL47wqruEPmEKUQYh7awmYuVT245ZxPmyGjoUR+qHKHFSmEmGUfC1LC2bzSy7WAteOSdi7E2Copm13Vx43Nl/HL9ntYtQnHEKjFFljygxnVduK4rxC1j3Sgox4o2nhd6n9nQalkWqtUqisWiOIexWAyekcBjvT7euCAFr15Gs9kU50QeUEFhOTg4KHKP5UY0WgF42644YGkhdjtmW5WYkWbyIobVY9/34fk+jJEdAbmBka+DO0ByNJsMb8+fy2KYInnzQB1f/fUmVJ1QiFd5yiIXh2xUlKGQZULIRN9RTdNESoauj06W5ECUbDaLjo4ORFGE/v5+2LYtno+LD/qTeZ7veKmGfMLAqu5Q/I2kZzyRSKBQKIhFTz6fF7sQnHTIY8/FlmyLmggljBWKI5Rfr+/HmQs7cUxnatzfZzIZES8VRREatoMP/HQLfvTUjoP8So8SwgBf/51T8dHzF4qtRtn3xnQDVoxjsZgQI6GZwOO7gdM6fCS10QgrQwM6DAfFINnmdWXVbX6+dQF7sbc8rRvw5GqVnA07nhdQtkvQQ5pKpcR2rtyxz0YeoDX98Xe++TjKTQ+zcq3PPQWV7EXluWAlkCKZKRLA6FhoNmRRLPxqUw1eqOENPYGoKGpaawoeq2oAREMQmy4BoMt0xGhoViLloQts+Jqf1YUnFcBBW/CwIZBVUAAiAYXCqlR38JPnh7F+956La1aJWXFPp9NCgMliUG7WYnPeWEvR2NfF1yPHuCUSCVQqFdRqNbF4oRC/a2MNXghcfVIepVJJ+GpzuZxYIFG4VioV4VcFWlv4hUJBDJ9glTuKIkRhgJnx0QY8WhgozsYmU+i6jie2VXDmP/4GLw/Z4wpjHmcAbdFsMnz/tGDINgo+5i1rduE/H94Gc8Svzeo+jz8/P7I1hfC7Jp+ziXBdV0zqzOVybT5nvv9yuQzP89DV1YXOzk6x28AGZBYMdlV9PLa9gTedkEPku+KzzvPMUd31eh3pdBqxWAzDw8MwDANdXV1iUcJdH8Y2coE6EUoYKxRHKD/68Nn4l+tXTPh7ViKB1kUr9BzMyZptF13F/sHzA+ws1oXXjn5GXsBY7aKFgrFU3Gp+fECHG2o4Z4YnAvd5Aes2HQz6rYs2RR4vIHPTGjQAL+4oAWj3Xk4nuO0rX3SZdcuKsOM4qNVqwi5BmwQnngEQYpdeYdJXbuJd33wMVdvDDz5wJk6anRPHWR5AQAEqN0vxe8JFC5vCbNtGqVSCYRiYPXs2hktl3LvVw+JciAWF0SQQnl9O6OLrBka9nEEQYIblYGikcUseIMJmLTbgHZs3sKPkou6Mjv490Asexo/JQpaiiwLQcRw8sr0BN4hw7Wlz2+7PKjEXA2OrnhTXtD0wySOdTouFAVMNZO8rn5db5VEUiVHRjuOgXC6L52djmG7FcPfLTZw6w0SH4YjphawwcqcBaH1f6C1mogYrxtw1kG1KADArEWDAjcH3A1FNZxVUXuhQ/HUmdDTcEBv6G+LYjj2XrKqOtVDI50duBmRVmv5kzw/wyxcHcM6CPHoKabGokxdVfH0cZCKfm1qt1haNNxGMygNa36fh4WFEUYSOjg4xDp3fX/mx5GEtTGABgF+9YkPXgAvnj44cZ7WbQzyYo9zV1SXsVJykyO8s00X4uc1ms5O+DyWMFYojlJipY04hOeHveZHiH9EwDDEvDWzonzrORvHqeOil3bj0q4/jme0V0UEv2yhYwWE1VM4utmJxPNQLLEwHmGG2hg8UCgVR4ewybNSj1mhodtCLi5weYVZmdDT0dB30MdZGITc1MaKrWCwKkZrJZPa4gAOjcV+clAUApYaL3/nm4xiue/ifD5yJpXPzosrIKhIbUSkWuOUKQHw3KFRZHazX6/B9X/gn710/gGEHuGDOqMWAzXI8V3J8FL9/PNczrNZo6J3V0edm5Y4CPRaLYX7OQIRWPjU50AseeVteFl08TxSoD25pYH5HEiuOKYhjJ484H6/iSNEbBAEqlUrLWpLNCu8on3/swgkYPd9cHFAI6bouttfpAecC6vGdLkpOhKsWp0W1mDYKuTmPvn82wVJYc2eCQ0f4WeGxmZ0IYEcGSk4kquwUZeMlU/SkNMQNDet2Vdoa5eQGPHm3YSw8B/xcMo2C5ysIAjz+yhD6ay6uXDpT2Cz4uuX7y/YHnptyuZWDns1m9/i+jYU5xrFYTEQkdnZ2iqouPzddXV2YPXs24vE4KpWKsFrU63WRiFFuuLj35QbOPy6HRGi3RcQBrco9v5eZTEbkIQMQQ0m480Axzs/gVO9DCWOF4gij6QZ407/9Bne9sGvS28niiH+MZycD7K66KNYmnyWveHX8+KkdyCUsLJuTFSKB2/MUexQQzOXkBK51ZQNDjoazuloXV3aBM/tzhtWqeA76MVHt5DZwGIb4k9dl8edvPAbAwc+93VvG2igoWlmhzefz4mIn59vK4oGLgrFbwbmEhYuWzMT3fv8MrDimIC6mzDPNZDJtkWOyUKAYZaMYjyu3nuPxOAqFAorFIu562UZXAljWNdocRIHCpi3LspBOp9sEGEXtrJFGyu3V1veSQp2vhef2xO44rj0xjZTRLpx4n/0NhSs9n2NtFHze3lIDa/qauOa0uaKSzASCeDwucofHwvNWKpXgOA6y2azYBpdvMzbGj4sbPqYch8cKISuUPNamaeKODXXMTmtY0hEJ2wwTReTphVEUtQlnimHac+TsXtoFgiDA7DRHQxviO8yYMjkvmLtCiEIs7EpiXV+1LR96b7+jY+1GFL5yMsXPX+hHKmbgwiUz2gQmF55cDLLxjvB7lsvlpvT+8zvFzwsAdHV1Qdd1DA8Pi5/JUW/d3d1iJ4WflXQ6Ddd18dB2F00/wmULW8dbbnTkjhl9yYVCQewsceFMCxO/57S+sGlzMpQwViiOMO5euwvr+irIJSfv7tc0DQ5afyC4Bd9ttjyU66TpWop9Y6DSxH0vDeLaFbPhNOuioqJpmshc5VY5Lw68UFmWhQf7NBSsEIuSDTEtipWPNmEcJISwk7vb56WBjDHaLAVML2Esd88TuUKYyWTaBkLI264c60whLU8CG667I02HGj571ck4/dhOcT9mmfJx6W+k4OU5oPBm5YlCmk2S6XRrW/q57cPYVAbOmxXC0EeFDwcjUBDRw8r3zQpdEAToiocwEKK3oe1xG7lBqieXwO+cksLM1KhwPJALHjm7mM/BaicFoeM4qNgBTpuXxVtOmyuEqa7rwvs5EY7jiDz1XC6HbDbbJsJ4PuTH4OKG75uJA6zu0gsuJ1WYponN5Qibhz1cPN+EPfLdi8ViYgeGIp7Hmn5V2hjkUcZcmPJzwvvNSY4kU7gxITqZAMTKNn/Gz/xxnTGs31UV/8/3vLfnh4srVqQpcoERe0IQ4bKTZiAVM8UxZzWZ9gJ+3+RM40ajISLXJoO+Yi4eDcNAoVCApmmi8ZFDOLigkP3ZXDjy+NYbDdy9xcHJMxM4JhWInHc22Mrjn7mwpV2FVhff91EsFsX3nM/HnOXJUMJYoTjCuPnpHZhbSOKshRPHJQHAC7sa+PyaJHYHragkXdfRYzbxuYtm4/juiS0YilfHz57eDj+M8I5V80SFQ774sOmOofSMmNJ1HbuaOjZWdKwqNGForaYtDjxgjmvWipDUfAz6cVFVlKO+Kk6I7z3Ri027q+K5p5OVgpUkXsi5/U1BIlcO6YFk1ZwVLw4Q4GOUGx7e8+3H8d7/fgJeMPpeeQFnZZDh/xRCrPJSELPqxIxpWgH4XKz0/2JzE3EDOGtmJLzhrG4BEAKYHlkefzl6yzT0VgOeY4jnpziiXYGe84bjY+3O0eSHA7ngkbOLgVEhxuMUBAGazSYWz0jh++8/HcfNyIhzSuE4EY7joL+/XyQK0J4gQw+4XOWjrYXVVwBiiifj1Tj+l1V/TdPwi00NpEzg7Nm6EK2WZaGrq0vs3LASzsg+bu1TIPL9UCzL8V+apiGuh8ibgRgNzdfIaiq92dzaNwwDbzg2g3eePgehprflQk8FbT5yrrRso6DF5e+vWYLPX7lYVJN5DmUhy0QKoOXvHx4eFsJzMusBd3AYhcbdAQBiCiErtbSjcDHIQgAtMLlcDq7r4pk+B7vrIa5anBaLyrGPw4VFOp0WWdGapomdCdozuDBjQzMHm0yGEsYKxRFEX7mJhzcN4rrTx88ulvnhE9sQAdgdpEUCgBm6OL3HRMaa/L6KvSOKItyyuhenzs1hQUdcCD76DnlRkwUbKxumaeKBXsDSIqwsNEXTkmEYIr6KFZYuw0YxSLaN5SWuH+LbTw3h4Y2tiLLplkwxno2CF/nJtm95HLhFHou1smP7Bkt4z7cfw8bdVfz1m0+GZYw2GLF5j4McuIjg9i/j7iggms2m8C2yUkXPKiuE/RUbj/f5OHNmhGzCFOeW2+zMQqaokquBFAoUvt2mg92OhSAIhUBjFZDWDsuycOOLDXzk5k3w/fZYr/294OFrlZt0x/pYgyDAQKWJZjjqgx17TsfDdV0MDg7Ctm10dHQIASqf8/HSSjj8gfFtYRiKnQMOB2GjXLVaFeeg5Gp4dIeNN8zWYESjed/JZFJk7LJhk35nVvzZcCmLc37+5FHEvG9PwhfJFBTuFI5yoyjQ+gycNiuGj547H8mYJX63N9/RsdPu+Lnl8zSbTZSbnlgYyDYK2f8uV26jKEK1WhX+e/q/x8PzPJTLZbFbQ9EbRZHwf7N6zcUhGxxrtZqIphwaGoJlWYjFYqjVarh7q4/ulIHl3a33xL4LZlbTWiN/3rhoZgIFz18mkxGVce72qMl3CsVRxC3P7hzJLp476e3qjo9frW0JpaFgtAriui7W9pZx+5q+A/5ajwZ838fXrl+Kv7n6ZNEAwot8o9FoSz7g//PCWWp6WD1sYXnBQcZq/dFnxSOTyQjBZlkWuk0HxSCOCJr4w0+RlLNCZGIaXtjZataaTg14E9koWL2aqklGTnwoFAoIdAsf+9HzWNdXxZfeejLOmp8VF8FqtdqWQMBR2/JgCv430yrYPMVUAMa5UXi4rov7tjrwQ+DcnpZY43nmdi8r/Dy3FCZstpSzlmdYLpqhgao3Wg1k5Z/CWNd1HFsw0fBCbBkYtTwdiAXP2Gq+nF/MXQ3btnHbujKuv3Ejam447jkdC/Ona7UastmsGPAw1nLBqjR/zgooFx/lclkkl8i7JKlUCs1mUwg/ALhni4MoAs6dPborQGsSjx+FJZsAOYyFKRR8T0xqYCMeq5pAS6TOToQo+hZsd9TzzwY8YDTuj2LV932UGg76Sk2xeOJiaTLkgSZ8D3I28UCphqu/9Tx+8MRO8XsuzuXcYtlfbNs2HMcR8XWsdo8dpex5HoaHh8UihdV3inomg/D3XCA2m00MDQ0JS9Pw8DA0TUNnZyd838emwSbWFUNceUIWOiJxroHRKDmKYh47Hi85J5r9Blwg0B/O79xkKGGsUBxBnHZMB/7owkU4tis96e1++cIuNL0QWTPEUJAQf1x838f9r9TxN3dtbtuCVrw2PM/DrHwSS3rSQoRxq12+qNXrdZG3yergI7s0eJGGs7ocUU2JxWLCU8cqjWVZ6DJbo6GHfUtUXAGIi//8nIF1u9qTKaZD1Vje9pV/NrbRajxknymF07/etxnP9Vbxb+9cgcuWzhbb/P39/SiVSgCAdDrdNuCAx0vXW+N75bg7NpHJF325qu+HwD2v2DipEGJ+R2uByc56LoIo8OnjBEZFGAAhGHzfx8xYS4hurQRtF3m5AU/XdSzIt+77/I4Da6eQs4uB9rHD/Me2bTzwSh2nHZNDPmmNe04JRRZFaywWQ0dHhxBmY3cIuBDgey+VSqKKPzg42HY7iiUuYni+LcuCGwL3vWJj5UwdXQlNHH8ukmS7heM4qFQq4r7yPxS/jUYDtVpNiGb+nFX72clgZDS0LvzOsjDmseBz+L6Pd33nOfzDrza0NeBNJowpQOkVlncMmHJzz/pBOEGEU+dkxO0onGkH4meP54uvl9F0/L4wdo7nr1gsIgxb0wLlzwUA8fnnUBA2SvK4yXYIXR8dj+44Du7Z6iFmAG88dlQEc6eEIl7eTZIXjawq09OdSCTE++FClSJ+MpQwViiOIM4+vgt/dumJU97u5qe349jOJJbnbQwHcYQYrVLMsBy4QSQ8qYrXRs128bEfrsELfXWxHcnqFzNd+YeeeZ/0LNYaTTxZSuK4jI/ZyUhcwOgxZsMZReFMqyWoBkZ8xnJgPwAck9GwaaCBIIymVTKFPIQAaL0mirHJbBQUZFHUPgnszy49Ad/+vVW48tQ5iMfjIpqpXq+L5ic2J9m2LbzArPSWy2VRHWTFFoAQxlzQsFHr8V4XZSfC+bMjsQ3MBiDGjpGxFV3hLR4RaGEYikbK7ZXRaXJyBZY/OzZvQdeAtWMi24D9txMwXkQaRQm3sj3Pw+odFeyq+bh2RWuXiguHsdV+RrfRMyw3RcnHg7dlRdF1XdRqNZTLZTFmmbYHimqmWTCSjRVOLmZ+u9NDzYtw/uzWsaGYYrWe3mTf90XkGG06Y20UFOi0RnA7X25+6xkZ8d0/0oDH3QV5YUQvMc/98d0JrN9VE+d5qgY8LkDktAb5Z67r4q71Q5jfmcQpszNt1VX2Nci7MrQg8PvH9yX7+uPxOJrNJvr6+tBsNsWkOVbmae+Kogi9vb0iY5g7H6ZpIp/PC/HKRSe/wwOVJh4dmUiY0ALhDWYCDBfAcp41K8IARFWY30M2YvK+PJ+sQE+EEsYKxRHCPWt3Y8vg1OOctxcbeOzlIt60pAMF1BFCQxlJcRHuGalavShddBWvnjtW78QDG4vwRqo0FAwA2hpJuB0sb7U/NwRUfAPnzvTFz5PJpKis0BLACkmn5UFHhKGRZAo5C1XTNMzLaAjCCL2l1gVkOjTg8XWOrRbT0zqZMKbdIZFIwAsj/PM9G9B0A2QTFi44cWbb43HgQ3d3N9LpNMIwRLlcRqlUElYB5tXyws3zRTFDoc4LMCvGv9jcRE8SOHWGKarFuVxOnBcufFhNk6PFGIHF3GVd15E0ImR0D7ucUZErx+8BLeGZipuYlTHw0u56m9jicd0fjI1Io0CnjYK7Fr/eXEHM0HDl8rkT2ihYLeSxkDNlucBjdZ/NjtVqVWzJUwix2sdFDy0Z9K7ycZlhzGrs3VtcHJvTcHwO4j1xoSknOIRhiFKpJLzffC45ArBarYrPHxdVrO5TiHfHI5hahH53dGIfBbz8OeBza5qG4zrj2FpswAtHmwqnEsZylVau/Hqeh95SA89sr+KqpTPFjgVtKPKCkOdZbiKkfWi85+SiIZ/Po1KpYNeuViwoFw6NRgMDAwOoVqttvRD8JwgCkQHO8wu0voN3v9x6/5cuaFkgMpmM8Apz0SOntPC9OI6DdDotmmlpS2PfABc5HMwjxzyOhxLGCsURgO0F+MSPV+Pf7ts45W1/+swOaBpwxcnd6DZaK+ehICFEVE6zYeoqsm1fiKIIP3l6BxZ0JbF8TkZUQhOJhKhesjo8PDwsqpD0Ij5RSqEzFuKk/GhcV0dHR0sIjuS+svIZi8WQsAwUdBtDfrxtRC/F1JmzTdz8zmMxt9CqAtFjONUF4kAyNgaMP5vKn8qkAcuyEGkG/vDGZ/GV+zbi4U2DbbdjAxWryvF4HLlcDqlUSngQa7UaKpWK8JTmcjmRjyqLUlb1mHYQBAE2Dvt4uRTg3J4A2WxWRHuxgSmbzYrqKJu4xHds5HWwUUmuzrUa8ExRgeRxkreMLcvCe5emcf2pHW2+z/016GO8pjfZnkOatoPfbK3j/EWdyCVj49oomLbC90fBwt9RJMmTyVjdKxQKSCaTYpFCO4CcVEBPMYUzY/z42l8Y9LGzGuLCebqwZdC+wsUl7QsUvUxVoH1JjqqrVCrCdkPRNTYuTdeAmXEfA64ldioAtPnT5cWSYRhYUDARRsDLQ7Z4rokWr/L5kb/nslj81bpBRACuWtojFmBc0FAgy7YN3pcLTrnizwSJWq3W6mno7kY8HhfZ03xv/G9W9Lljw4WF53miWisfrzAM4XgB7n7FwbIZJublTNHoyiKCPMlSXljQMiF/ryn8WRXP5XJIJBJtC+rJUMJYoTgCuHvtblRtH287fd6ktwvDCD99Zgdef3w35nWmkdNsGAhRDJJiay/wXByTM7G2Vwnj18rGXRU8s72C61bMBjA65jWZTIpO+WQyiUajgXK5LCpHvu9jS9nHdjuON/QE0LXWRSCVSiGfzwMY9VPyDz8rWt2mg6EgucfFIQxDxE0dvmsLQcILy6GsGo+1UcgX7omqxbKv2DAt/J8fPYt71+3G31xzCi45uUfcLggCVKtVsVXNCyt9jNyS57FjNT+TycC2bSF6WAWMx+PivPH2v9zsIGUCr59riGon48lkPySrYqyKxuNxYYnhBZpb+kEQtBopPQteEAm7AkUURY2u61g5O47FndYewpive1/PDYA9bBR8D3xdvufia9cswP+58Pg9zintLhRCFEWsCtM7yngv5lTzPFG4sYLMiC/ZfiBnGVNkVatVeJ4nvl/3bPWRj2l43SxDLEwoeGWhHAQBisUiLMsS1WemW/A4VCoVMXKc709O0+BxD8MQs+IB+r3R0dD0V/M48lhSHM/Ptj7z63dVxfd7oga8sU2Qso2Cv7v61Nn4f9cuwTEdCbETxR0apqbweWSPsbxQ43lj7BrPSbVaxc6dOxEEAebMmYOuri5x3uSUCjmbmLswFPVyvnQURXhoSxVlJ8LlC1oLkWw2i6GhITEenI1zXCzK3wl5ccKFGM9FoVAQolnOb54MJYwViiOAnz69A3PyCZx93OTZxU9uKWJ7sYnrTp/balSxTHToNoaChPgD7Ps+/nB5DP/8lqm9yorxuenJbTA04M3LeoT1gRWTer0uOqoHBwdFcD2nuj1RSsPSI5zRNZo32tXVJSpBcuVM3pqXR0Nzm5JCQNd1/GxtBf/vrvUADn0yBQW7XFmk6GE1bzxYIYzFE/jET57DL1/Yhc9eeRLee/aCtsdm9Ypb5hSmjAhjx3qhUBCCqlAoIJ1Ot01PoziiFYAX2IG6jyf6XJw9M0J3IYdSqdTWKU+PMSfGMWLKMAxks1nx/lhRk5vzeuIeQmjYWRuNdAPQVknXNA22H+E3r1TwSn97MgWPwb4wNruYYoZijs1bQRDg2O4MTprX2XZOgyBAb2+vyJKVEyK4FZ/L5ZBOp5HP50Vqx9jnp4imiGVagmm2xv/SR8zJdY1GA9VqVdgAdlY8PDcY4sJjY9CjUNgo6PWXq6bcyclms2JBxEUVxRizjSmWm82maPjjceJ5nJ0M0AwNlJ1QLCbol6XlQ96R6E4Cn738eKyanxcedn4vxjJZTBtFbncmhitOadmKZF+4PDZd9vQzRYLHhMKf0+O40KYX3zRNzJ49W0yvo5+eiyE22fG98H1TIMsNl57n4Y6XWhMJT5szWv2lrUX26vNxeG5kv3EURajVamKnJp1Oo6urS7wu+e/sZChhrFAc5uyu2PjNxgG8deXU2cU3P70DmbiJy06ZJS4SnXpTWClYbUzDhoFD35x1OBJFEeZ3xPHu181FV7pVaWI1kaKL2+xDQ0Ni+9iyLBQbHl6sJXFGd4hM3BDbxBRwcvMRhRcrPN0jjVtDwWhlja/HMAy8UvJwx/O7AYxW1w5VA95EaRQUf+N1jTP6KZFIYFfFwaObB/Hpy5fgg+ceJ24jN3jJEVFswunv7xcT69hNX6lUkMlk0NPTI7rueWzodebWPAXufds8RBFwwTxNVKhYMaMQ5rYtf05BSNFcLBbFdr/s6ewyWtvRO2uRSMEYm0CgaRoaXoQv3L8b97/UL97//kimGJtdzJ/J/waA4WoDX3xgNzYXPSFueE4ZjUdBSZsKfbuy+Bx7rmV/d71eF98Nbpnz8VlFzufzbY1ztCw1m03cu82HqQMXLxj1evMxuGCkQOXihiO7mZlLkVgul8VzcmgEv7vMogZGv1uzkq1j1e9aogGPHmP5dqKxMgjwlmUzMK8wOhVuIp+xbKPgY8nWi9ue243b1uwSC2NgtCmS4pf353HlLgCr8cPDw8IqQSHKRUQ2m0VnZ2fbABdaYficmUwGAEQzI/9ecdHOanyj0cAz28t4pRzgkmNjSI8MLqpUKmg0Gsjn80gmk+JvXhAEYsAPm/rkqDyO8Y7H4+jq6mqLZWRKxVQxkEoYKxSHOau3l2AaOq6bwkbRcH384vk+XLlsNlIxU1QQOrQGmpEJGzHxh3ig0sS/PbAFz+0oHZw3cQTheR7eumI2Pnnx8ULM8g81R9bGYjEUi0Wx3c+LyOMDJoJIw/mzI+El7erqEsJA3sJlmD4bvdg0OTgSv8dqEKuw89LAQM3DcL0loA9E7u2rOUZyDBgrkhP5i+krZoXomM4U7v7T8/HRC44Xt6EolreFeft6vY5yuQzf98WFlsMJTNNEV1cXdF0XDXncxpajn3hxrjse7t/qYnk3MDsXF5FUcoNPFEWimphKpeA4jhhvbZomKpWKqPBReNFD2WF6MBBiZ0PbYyudosP3fXQkNGRjOtbvqrWlZ8hNVK/13AB7er8Jxe4DG4t4eGsdkWGK2/Cclstl8dnlYBrP8zA0NCQeA8C4DV7cth+biiH7gPld6OzsFN+nSqUinjeRSKC/VMNjuzW8fl4cGTMSj8XXSEHreZ5IVsjn8+L4sSpMYVUsFqHrupjQR2HM27JSTNE1aySZYrdjimMqp9PwGFCMRlGE3lIDd60daPtejD2XcoMjjzl/FoYhdMPAv9+/GT9/sb/tdrIFhn83aEXJZDJiARaPx0UCCP/GcCHA10pBzPPHnax6vY5msylyxXmcqtUqisWimPxJf/fg4CB2DRbx3WeGkbI0XLAgKRZPnIg4Y8YMIar5mgqFwh5pLaZpolwuo1wui34CNnfKx5gJF5OhhLFCcZhz2Smz8PRnL8bC7smzi+96YRfqboC3rWoJaF54OvXWH6tBPy62qTzXwY3PDODhjQMH/PUfafxmQz8a7qhHk2K42WzCdV3kcjmEYYhdu3ah0WiIKWyVWh1PlVM4IRegJxmJJiAOIGDVg9vH6XRaNDIlk0lkzNZo6CFpNDS3agFgQaElMNb2jQ762B9+1FfLeDYKVinHy7LlQkDTNPzdrzbjH+5a3/rcpmNtt6GvkMJG9mFzJ0QO+af4otBhIx7jrxjZxrxdpjA83heg5kW4cO7oIoXjqbm9y7goph6wypVMJsXngD5Tim/hrdU1dJkudtujvlF565fVWcuysKBgYuNgcw/hui8LnvHi1vh4PG+NRgP3bapgZsbCWcfPbDunjPzi6N10Oo2Ojg4hyuj/lkUkz2Gj0RDjt/l5SKVSiKJoj6bVZDLZFpXGaW2sQj643YUbAlcvyQnPq+x3pQBjQ10Yhujo6BDPwWivMAxRLBbFApYNtFxEsfrJKi+JwUfODDDgjY4I5+eF54mfNS5oHtwwhE/esg59FafteyHDc83vL4UvRfILfQ3sLNm44uRu4eGV+xK4SGf0ID93cmoOm+fk7yI/c+l0um1nh9GHzGLngoNebVal+bmvVCoolUro7e3FzoFhfP7BYWwoevj95Rnk0wlR7a9Wq8KiQTtOMpkUi1hae+RccWZbc2gMP4/0/ctWkclQwlihOIzxR4ZwZBOTf9GBlo3i2K4UVh3bAQDiQt2ptzrGh8LRrl8zdNGdMlQyxaukd7iOD924Bt/67XZR3aX4rVQqIoKIAwqYeRtFEZ7uD1ELDJw/OxQV1c7OTpEdKld9stmsuHDTKmFZJrrNUb+4LI6jKML8XOvP/YuHeALeRDaKifzFbIT75/u34PuPbcVYHc9jLIthObmDQpgXbG7JUhRwW394eLhtTDdzi1mRZ+X/V1tcHJPRsCAdtIkoPpeu6+KiTgFiWRZSqZRoDuM2MgUehQa3t7tNB/2uhTD8/+y9d7gdV3k1vqad3s+5/apXS5bl3m1wAxswzRBI6JBACMmX5BfCB4SQQAghHymkAaGYUEOxsQ2m22AbW+6WZFm9335672dmfn/MXfvsc3V1JcuyLYz28/ixfe4pM7P3zF7vete73m4xl+wHS0nNkrCOg7kG6o2muB7PJOCZz7t4bjpf0zRMZct4fKqGl66JweNx98wpQSaDHAJ/AEJOQXaVYJeuB7VarUfPHAqFRIc7AEKf3W63RZZFURRks1kR1ASDQSRTaWxK6VjX58Ko3xbXVy6483q9aDabPfpxfjdBt6ZpyOfzomkL35PNZgWwpFxG1vsDDvAdcHeQbBlHOGlwHjm3PKYls41bdqeqPcy/fP1llpi/IxfW/eDJaXh0FS9eGROfoWabuntVVUWwyUJDy7KE/pYAmgEcz4trlmuEQQVlJnMt+bLZLDKZDJrNJsLhMKLRqLBQnCnU8PcP1nCw0MHHXroEVy8PCBkHA5FEIiFYaOrzebysseB553I5AZ5ZzEnpCjMWZMSP9cw7DYxPj9PjN3h87Ic78KYvPXTMTXAiX8Om/VncdO7oEdY+bsWEX2khZ3abGrTbbSwKqtg5fbrJx9MZ33tsHJYNvPKsAWH7xZQfK9ht28bk5CTq9ToMw0AoFEK1WsVDWQ/iLhPrY10WOBwOw7Is0WVLrpSndyvQ9R2NaU1nHu1ua2UCm5jPwJKQhlar15niuZZTEPTI2lLKCmSXCgACfPzHfeO4+YHDePulS/GhG9b2rGGCYjJj/H927SJjRZAqs+gEtaVSCdlsVtxHBNO00SMjvbsAjJdMXDUCWFbXIYGMFGUbTLnLPqoej0cwpaFQSKT1+XnKKgAgoTdQszSUWt0Oc9Q9cx0AwOKQhmbHxoF09z59JgEPgwmZKZTZYhaA3r03D8sGXnHWgGAb6eVLHa5ssUXWnoFPKBQSHRzpe0tGkedIhxAWcTE1L8slqBHn93u9XnQ6HTwyUUOupeK166M9xa0MMhlUEqSZpolEIiEkGizWZJMR3nOUVdB+juCRBXhyMRzgyClybac1NIMDWprJhXqAk10aDShQAOyarvSAX1njLbPE/D1qmBXNwI+enMZVq+PwuVQRaBGsdjodoZMnuGUwQODOoJFzKuuXqbWmu0gqlRKAtFp1PLWj0SgikYiQIGmahr6+PgwMDIji2aKp4+8fbiBZ7eATLx3FZYt94plXrVZRKpWEMwW16rL3t9xghv7iDBbpT837hbIJBqj0jl9onAbGp8fp8Rs6Gm0TP9g6hUTAfcxigtuemAQAvPbcEfEaq8oVRREFeADEA2XIa+JgpopG+3QR3vEMy7Jw6xOTOG9RCEvjPlEkJBfdcGNPJpOwLEswULszTUw2Xbh8wESn7WiAWVREf1w2pyCQ4mYtp/779CZMqMi2NAHs5M30Y5d68LoNTsbgZOhRT+QaEfjMfQ3oZZEJaL/wwAS+eP8hvOmixfibG9f1gGKyyex2NRdEmaYpvFflSniCNAIlaiplKy/qgmV5wC8nbIRcCtYFHGBEppBFXYBTbBQKhQSTR20xzycQCAhdLEEYWTz6Gsd1BzyNlToCGBPQy04R5w+5cPNNSzDgU3uKunj9ns6QvXHnyij425RRuDXgimUhrB+J9rCNLLTiOdGSjawo/017OgIvglBq7vkMooQkGAwKuQvlSGzKQjDd6XQQjUYxMTGBBzJu9Pk0nNOvCdZf9tKlR66sW/X5fM65zRbdsZhPVVUBinVdR6FQ6HEtIYPL+ZTlPIMeExYUpBqKOA4WqbFwj4BT13XoioXFMS92Jcs9HsOcS5mZ51pmdsTtdiNdaWEk6sUN6/p6ZBRz55EBn/wbDGxoZ8h5q1argjmWvZv5u2w6pGka+vv7MTw8LKQtlmUJz+5isYhKpYJD+Sb++ld5VNs2/uXGZThvxCfYfhabUr7Edcg5ILEgA30ZgFMiQ/DPLAGDEVlGtdA4DYxPj9PjN3TcvTOFYr19TO9i27ZxyxMTuGR5HKNRn3idejtN0xBT6yhYHpi2IgqdBt0d+N0aposLP0ROD2ds2pfGWL6BV8+yxabpdHgCINL21BbTvo2pw01pA27VwoV9lth4yJaYpoloNCo2OIIqFvBwc3W73ehnAV7HfQRTRKBCtgs4eQ0hjncczR93Pn0xU71rhsP43QsX4+9edeYRoJjsc6lUErpIBhS8/nJ1PwMJMmYEMLlcTjgxkCHmMZEFzbU0PD7dxOVDgN1piaYhBNkABGsVDAYF40a9JVkwv9+pBeB80JmB7iKqqorW0JM1VQBWoMvaEoD5DQXDQR22Zfak1k8k4Jmv6I5zJoPyWq2G69dE8I83rhCsLeCsJfoTs+OZZVli3XKwYEtuD83z5jkS8NBvNxgMwrIswRbTL5esYaFQEGn+bRMFHKzqeNW6CJqNbkdJgmHbthEIBETBHQE1wS4DKr6X7DHBaK1WEyCN50ewz+Pn2hpwO9dmpqkLmQqzCJwrrmeywKv6vNidrIo1IUtZuN75OueDMqFFMR++/54LcdmyUE9xH+8z2T2EunlKEvicIPvO83a73YjFYggEHKlDMBjssc5jUEItea1WE5aI8j1SrVaxZbyAv74nBxvAp64bwLIQhItIOBwWrjCtVguxWExcS1VVewoAea9RhsPnrW3bwu+dwSrXEs9Hfv4dbZwGxqfHMxvbbwMO3f98H8Vv5bjl8XEMhjy4dEViwfc9djiPw9naEQCa1cW6riOq1GBBQd50Hu62bWNtoIk73rbmmEV9p4dzve7fm0bYo+Ol6/thGIZ4wMuV5fV6XaTsef2TxTqeKrlxXqwDl2IJ/SM3H2pVqbNjUwqmQglAXC4X+jxmT2toblo8hj15E2/61h7snC3AI4v3XBXgHU1GIYN8wAEXUwUnhX3jxhH8w2s3CCtCylK4gZONJ1ihKwTfQzDC7mi1Wk0wbLquI5lMolwuC/aeOmSCA3ZmeyClQVWAjf6SAAgyywxA/I7Myvl8PsFQ0fWAg+DY5/Oh0+mIz3oUE361jema0mPDxXmUA5p79hfx3c3JIwr0nm7AM9e7WP49fme73caBdBUdGyKQkYugaJPHv5Gpk4ukaH9HwM1UPZnbwcFBRCIR0UyDkgfZii2fz6PdbvfcTyMjI5iYmMCmjAGPpuDaZV5x7JReUCvM9UG3Ar/fLyz5WNg1N2ihTMayLNGIhGw5g1kGLQSaMZcJTbGRbhnifAnUuOZ5/gT877lkGF9+81lincgewAzW5GJLSjlapo1Ks/vdDJjloIqAmpkJAnieI90leM/ItocyQ06GV1EUIZ0JBALodDrIZDKicQsDy1wuh59uPohPPFCC31Dw6euHsG7E8Q2PxWLo7+8Xa5AZHkoveHwsQuZ1JMBloxzKzRhkMYPDYJUBL50xFhqngfHpceKjXQdufx/wq394vo/kt26kSg3cuyeN1547Au0Y3sW3Pj4Bv0vDDRsGe15XFEX448bZGtpyHia2baPTbqFSqTw7J/ACG+12G394+SJ87a0bEPJ5hGUVwQmBZ6FQ6KmSNgwD903ZsABc2tcSm4DL5RLpZqaNCX4JLur1utjYuWG6dQ1RrSkK8GRQBQBhj4GpcgdPzdrwPZcFeDILK78mM44EA+VaE6/70hN44ED+iO9ha1qZPSX7zgp7NhngNSBzVavVUK/X4XK5RHo3lUoJUM1Ag1ZrpmmiWCyiZSm4Z6yFc/sAn9JGLBbr0WwC3SAjEAj0FNPJAc5cNpbAgWCensu2bYsCPAIYWWIgdzx7aLyGb21O9wDjpxvwyHIIechZB0ol/vrnE/jbu6bEeXNOqe0mQ04AKHsvA10Jl7wmCKATiYRgdg3DQF9fn3D5mJycFPrTWq0m5Be6rmNkZAS6ruPgVAZPFt24ZmUALsUULKIcrNA+j0ETdat0rqDWVtZ8E7zSYcY367XLueV581wJGrXZ1tCplksAOqDbqEZm9wmSB/0qRiJdiQ7nUM4YcQ0QHPr9fvzoyWmc/4lfYH+qLNYW2WmuBVnmwrnjOTNTKMtm6MxSrVaRz+dRqVSE+wuDdb6v3W4jmUyiUCgIjTKv2R2PH8K/Pt7EQEDH51+/BuetWSKKvxmIsnlKu91GNBoVzy4+D+UCOkpqWGdBrTiJHlk7zQBXURQhEZnPElIep4Hx6XHiY99dQLsKpHbgiFLx0+NZHT63jo+/6ky84YJFC76v3jJx55PTeNmsd7E8qH/UdR0BuwYNFrIdj9is6vU6vrkliw98b8uzeCa/2aNQa+H3v/oo9s0UANvG8r6gSPfRsovXkyCLm5HX60W10cIjWRdWB9qIGaYAxqFQSGw+BHR0SuBGUq1WeyyWNM1ppRzXus4UTDWS+VsUccFQcQQwfi7kFPO5UfDYuBFz3LVzBsV6B269l70slUrC3YMpXZ4HmS2yXtRyskqdndJoAdZqtTA1NQXbtkVnLTJpLJRke+Enyz7U2hbOD1WEjyrZYm7ezAKQcdR1pyEIwRslFPLgMRNkERxbluW0+J4t3AJ6nSmoDXXcRjSkqx2kS10m7OkGPAvJKMgIa5qGLWNZjBdbuHJFROg4ASfIJlhlIwi5kQLXoawnZwEVQSe1qOyS5/P5BAtLf1rLsgSLzO9jsdf+/fuxKaXCtBW8ck2oR6LDeeA5EsSzHTWBHEEi0+5yIEItM+9JZnVYICpncjgHtm1j0GPOOox0z53HImuveS3qzRa+9vAEHjqQ62H+5QI5gu96vS4C6Nu3TCLhd2Mk1PVqlmUbPD9ZC82sE5lgudCNXQm5bukvTe2w7DddKBQwMTEh2Huv14toNIpgMIg7d2Twb4/VsDxm4HOvW42VI32CleY9n8vlBIAHnDbOvFcB9BTTsaulnPHM550A2ufzifkhAy473TBbdKxxGhifHic+tt/u/LueAyrJ5/VQfttGwK3jzRcvwZL4wjKHn22fQaXZOWrzD7KPmqogOluAJ7MLyVITP92efM5S7SdzMP1KRudkj1Kjjbd8+RHctyeDiXxdgDtVVVGtVlGtVnv0vdVqtYcpcrlceHSmg4qp4qJoXQBbAgKCBQI9uVCLFfwEXQQgHo8HCb2Jqu1C3VQEOOAm4TJ0jARU4WUsb7TP9jia4wGBh1xU9sMnk+gPunHRbIvzTqeDXC4nWCGmVeWiPTLndBIAIDZJuTCP4GV6ehrFYlF00AKAaDSKXC4nNtN8Pg/dcOEXh9tYHlIw5Gqiv79fFCnx+hEkEnRwHfBeikQi8xbI8n0yWCEoi6t1WFCQrPcGLjLrbts2FgedbXzXdLlH9iBfn4UG0+Zzi+74eYKnTqeDn+7MQlcVXLsmLl4jc8tAm4VrBJ70oOX5WZYl3kumnLpsulDwunEuq9UqgsEg+vr64HK5BMOoqk5zimq1iqmZFB7JuXHukAcjoW5TC2YD5CwA2WHZlYSSFrK+ZO6BXuDv9/uFR68sVyBTSeaXa2PAbaJmaSg2uwWUMpPLwID3htlu4fO/Poyf7EiJ7+fgNec9wQLeVLmBB/Zl8IoNAz3aeFlfzMBNlmjwmFutlnhOMptFKQI19vLa6HQ6SKVSyGQyyOVySKVSUFUViUQCS5YswaJFixCLxfDl+w/i0/fO4Mw+A//8iqVYPJjosWZkFqJcLgtGmAGGrKdmQw/53qbEzLZtlMtlKIoi7NzIDjMbw/Nl4eRpH+PT49kZ7Tqw56dIuRYDAOzkjuf5gH57xp5kGd946LBoIrHQuOXxCSyKeXHh0ti8f+fDSdM0RJX6rJTCeQBaloUBdwelRgeThWMXLJxqg2k3uSPTyQKAlWYHb7v5EeyaKeFfbzoDFywO9RTg0IcT6PrKEqQT/JimhV8ndfS5OljmbfZIJ+gi4fV6xYYsW1SVy2WhHyabR63r3AI8ggxuvotDGvamaj3M1rMtpeDvz8dIAujRtmZKddy/P4cbNw5BgVNkx/RsMBjsaXhCQMLNT/bCpbsE558OCWzFnU6nRVcvt9uNgYEBAQJ8Ph/y+TyazSbGWn5Mltq4JN6A3+9HKBQS6eS5RYNy6p3XdT4JBQfBKGUXgMN6ARDypvFyd244h3KafXHY+e1dyYpY308n4JHBrzzkwjJd11EqV/DL/SVcvDiIeKDbHIPAGOja3/Fz7C7IY6ZkwufzIRAIiNcoX6HUiCw6Xyc4IsvIAIeWiIcOHcIj022UOypevc4pvpKL4mTwL8uSyBZXKhXhZsAgTdYaE8xzrcm/T7DP+5rXXThTsACvoQn9r9zwg78na8dX9/uxZ7YAT743Cdp5fgwI79w6DcsGbljfJ9YhWXCg633M4yN7zeMnW8zz5uulUgkzMzPCp7jT6Xbp5HeyqUo0GkU8Hkc4HIau6/iHO7fhM/eO46JhA3979QAWDfULlpt1FKZpIpfLicwJGXDq81nA5/V6hUWcaZoiOGHxYbVaFfcmryGDL2aVGFgHg0GRITraOA2MT48TG/vuBloV/CzxNgBA4dCW5/d4fovGNx86jI/fuQNtc2EWd6pQxwP7M7jp3FFRuCQPppTJQsbUGhq2gZqtiwcnq+N/0/yM+bCnCwAZCAInuXjl6Y5aq4N3fuVRPDlRxD/ftB6XLY+ITYepVerl5PbA1ASTpTlYBibrGs4NluFyGYLd5LGGQiGxYZGVdLvdKJVKqNfrCAaDIl3LjdAwDFEJn5ptLMBNmGzVxgED5w970Ow4G+wzaQhxvGM+GYWcOpVZ5B89OYWOZePGDYMioFEURXjf8nrKcgUWdMmgmCC3UCj0fA8AwR729zuFkpFIRDDELKTKZDJwu924e8JCxAWsDzvaR6Drr0yGnwEKpRQ8Z5fLJYDEfENmF8lcU0fO1tBTNUWAHM4RQZRlWQi7VcR9GlLl1hEFeMcT8MzH5AMQgRfZ84f2pZCrmXjpGfGeph3UCDPIlue2UCgIgEpnFlqvERTRDoxyoUAggFgs1mPBx+vK6y5LD/L5PJLJFDZl3BgOqDhv2CsYWep+eQyUYsjBFIu96BkuXwsCY7lRBIMZzj0DCLKTstMEAPTNBqqpVpfFZlAly3AYDFuWhVV9PuxNV2Gj+9xmsCUX8fH37tgyiXVDISwOG+J9chEdAPF84nkBEIG2XIgIdBu1FItFIZkwDAOJREJkYPj5eDyO0dFRhEIhJzNWq+ED33kcX3hgHFctcePPLwpjZGhAyJnIcmuaJgKhQCDQo6Hm3HY6HUQiEeGTzG6gBNKKoiCfz4v3MaiU/agB535nINzX13fEWp87TgPj0+OERu6x7yJnB7AjejVSdgTlsSef70P6rRjNjok7tk7hpesHEfYunA66bfMkbBu46dyj27mxeldV1W4HPLObekrM+qn+pnXAk1PsZI2YemNFMzW6T3e0TRumbeNfXr8BL14ZFawPQUE+n0exWBSAjYCchTLU9N07rcCtWtgQrCMWiwlWmEDJ7/ejVqsJ9o8ALJvNwu12i42cAICShJBLgUfpIGN2rYq4Sdu2jcsWefGH5wagWF17L/maPRuDAEPekGRXAlkacN7iEP7i2hVYEXOJc6K8BOiCUqAroWALWZ5DqVQSLgYyQHWYelNcXwDCw1auiK9UKk7aVg9h83QDlw2YCPi88Pv9PR3PGMjwv3ke/M25LhTzDc45QRYZUQU2YloTMw29x0GAQR/dSADgy68ZxR9fPtxjjXY8AY8cQM49TlkO0el0sDau43OvXYErZvXFnAMCMLK8vD6tVgvFYlEwqWy9zewJOw1SfhEKhYQeHICYAwLJSqUiAlu5KLhWq2FnxY3xmopXru3qlHltKefg+TJgJbMtO4kQVFIjTZkHgbXP5xP3OdclwSeBMe9vZgJ8moWgbiHZNIT3L/X/8jXnvaAoClbE3ai3LUwUGuI9bFZDUCy7ofy/123ER1+xVjD4BOvy+2R5B4NKBg3U8zJQa7VaokaCLPHQ0BB8Pp9o6EFSJRAIIBQKIRaLwesP4MM/2I3vbUnixpVevO0MHYFZrTIbsbBwkQV9LHhlVofMPb2MKYPhvT3X9SSfz8Pn8yGRcNyZ5DbdXB9sFT04ONjjiHO0cRoYnx5Pf7Qb8B38BX6JC/HBl2/AXiyCntn1fB/Vb8X45c4UCrU2bpIadcw3bNvGLY9P4KJlMSyK+Y76PqbrFUVBVHG0W5mOW2zAqtXGeUMeBNwLV/GeaoMsmMxQcoPw+/2CLaKmkZv7QqPVsdBomwh7DXz33Rfj2tUxAdzkFGoqlQLgbGS0PCIjwwd6tmbiyZyKjYEqIoGu1yfBn9/v70k7stgnnU7DsizhikDrJmoKnc1OQ0JvIGd2fVZllkrXdTRbLaTzThbg2Xam4OY6txJcZsxkTezSmBfvvmKZABBsZMK/83zIZDLdyzlkMEEGiw02CGAINPi3cDgsWDMW3aXTaRiGgbvHTegKcMWwJgIdud00gRHnjuwiNbPcnBcaBMZktzivtu00+ki3u4VbnCO5aMq5MB2hXeU6Pp6Ah4HhfFX6ss0VdZ1njQThdxuCzeN3kKVnGtu2bSSTjoVcJOLYcjH7Ic8fAwteO85vLpdDqVRCPp/vka3wWvt8PoTDYbRaLTww0cIXnupgZVTH9WujQi5D4McAgRpVuYAVgFhHDNwIDglcuX4poeBaVRRF3K+y+8Fcj3GnAK+DdKvLpss6Y75XdllZGtGhKsBYviGArLz+gS5ABIA1g0GcuygsACFZfFlHzHXPgIf3FIsdGey4XC7hnMM1PjDgdDhMpVJCl+/3+4X0y+v1omMreM/XH8ePnkrh7edG8ZazHMDc39+PYrGITCYjgG+73RZSJQb8DD6YZaMvuazHplsPdcLZbBbtdrsnmyR3wJMzhKFQSATDx3rWnxLAeKpYR7bSPPYbT49TYhSf+ik8Vg31VTci7DOQ969Eon4AsE53SHu2xy2PT2Ag5MYVq/oWfN8TYwUczFQXbP7BhxDN+NkaOt12CR1aq9XC/3e+B2+/dMnJPpVnbcgAcL5BGybaBXETrFargiWaO9qmhT/53yfwB197DKZlwzS7LV7p7GHbNjKZDEqlkmC9uEFR18gN8ZG8BzaA80KVHu0k2ahgMCiaUwAOq0kNZjAYFM0M6KXKohoCmYTeQt7yoGNagt3kb+u6jv/7qyI+9uM94npQL/psjPlkFAQbZLAI4u7aMYNNB3I9KW+5MI1yCTLB1WpVbLjBYFAANF7TVqslmjkwDUtvVAZJTDuTIaPsRfMGcd9YExcNKogHXD0NK6iXZtEd54J/CwQCC+oYbdtGdbZduAyMeY38fj8URZltDa2j0Oh60MquBLxP92Xq+L93HsT+dFXM4/EEPPN5F/MzBJeapuEX26fxmftnUO+gB5CTnSPg4VxXKhVks1kxbww+ZT9ZykOo/S4WiyKTI38/swUEdnIQccf2HD6/pY4zEgY+df0IokG/mEeypDxG3n8MVrjuZI0+2Uu6LcjuGtRPy0OWasj3MOUR/PeAu4N0S0ez09t0Zy4w5pwuDRt45AOX48qVMRGMMbCTi1VVVcXHf7gDm8fyPW2eGYzLemE5+OQ1NE1TMLWcV+p2KcEiOKXsgXsG16nP50PdBN765Ydxz+40/uyyAbxqlSM5GR4eRiwWE2CVMozJyUnMzMyI4yV4ZRDL6ymvFer1mVXhPWsYBuLxuGC6OQ98TnCO2YIcwDGbfJwSwDhbaWHHb1iq9rd5TG/6NvJ2AJde+xoAwMuuuRouuwnkDz2/B/YCHx3TQrnZwWvOGT2md/Etj0/Aa2i4YcPQgu/z+XyiEptyirzlEw/sVqsl+tD/pjhTkFk6llcl0NVZU/PGhy09cAHAtGz8+Xe24Gfbk7h6bT9UBQIAUeMKOOwz2zcTUNDHk6DAtm20TBsPZwys8jcwGDQEuKUGkKwIu+YxRZ3JZARDw7QumxWQIWHaut/VggkV+Y7eo08lQ9jv17AnVRXX4dkGxnPZe/7W3Hn657v24XO/HhNV8p1OR3gNT0xMIJ1OC9cCVVVF0VR/f7+Yk7mMU6PREACZbCKbAni9XlQqFaF11TTNcaLQdfx60kTLAl6+yi/mhQEOpRMELaFQSDgXuN1uxOPxBSUUyUIFV/7z/fj2I4cFKGMKn167qqpKBXi9ulTOOQMKxbbwwKEStk+XBTg9VsDD75qvMJAAjIVrt21NYtNYFR5dEcwiwQqBCrXxlmUhnU4LlwIGoIridF1MJpNIpVJIpVIol8vCVYA65UAgAI/HI4pOGczIdmnBYBBf3jSGL24u45xBFz5+zSD6Io59X61WE8EUj4mtjOUggMVfXJsE0iwC45zIRW5zrxXvVdmjeG4rY0VRMOjuOK2h64oIVFmISNDKoEdVVcC24DE08R10b2FhIo9z60QRNz9wEHuSZWFNBkDY0fG5Jv8Gn1u67rQ6l5ueyKx9u90WQQqf/7K+G3CeTblqG2/4/CY8PpbHh68awpUjqsi86LqO8fFxVCoV0TmPwSzbbVcqFfGsC4fD0DRNWDLKlnj0Gefxk3H2+/3w+/0imOO/ee24xgnmef0XGqcEMAYcq5nT4zdgtBtYnrsPe6IvwopBpxBFHVzv/C112pni2Ry6puK777kEf/nSNQu+r9E2cefWKdywYfCYEggCBKYAo0oNBdsjCvtM08T2ZB2X/L/78MRY4WSdyrM6ZDeI4x18CLPamZtCtVbD+7+3BXc+OY0P3bAW77hsmQBsrEwn4C0WiwJQE+xR58oHtW3b2NMIodoBzg9WejSo3FDZgICbNlkrVlSzSnvHdBl+v18wiTwOXdcx6HYe/BnJl5rvsywLS8MGxostVOpNcf78+8kcR5NRcHOSU9M7porYm6rilWcNiWCMzBVBHAMZj8cj2kAzxVsqlURKlp9nQwIGHdlsVnxXvV5HLpfDzMyMaGVMUKC73Lh7vIM1UQWr+nxCp01QbNu20BuTrSbDz8Kxow3TNPE/DxxCttrGwwdzAuRwPXE+FEVBTHWA8USlV2MMdAvwAGDQr8LQFOzL1I9o9HE0EHA072Kgt3hpKlPAI+NVXLc6BpfR7XbHueV38LhKpVKPSwDBO9cAC98CgQAGBwd7rLnocjA5OYlcLiccRcgokpn/17v346tbirh01IW/vCSMSNAB3wRychGZ7M7Az1OTLweVBL9kW9ncgrIDAlIAOJyt4kPffxKHct33MZhgtohD13VRgMcOeASYsl2hnAnodDq488kZfOD2neI3GRzITia3b56ES1Px0nUDIhvEYJxgUH4+kKHnc4v3jN/vF50HWahaqVREYFqv14WHOANwy7KQrdv43S8/igOZKj5+7QguHnaeVcFgULR0bjabiEQiPU1xTNNEPB5HPB7vaWkdDodFdoGZMXa04/1GoMwAiLp0SqF4zeWMikxgtFotNDsLy8ZOCWCsqwp2zpxmjH8jxv5fwmVWcdEr3ileKgVXwIKCHVsffB4P7IU9bNtGse48XI/FFv9s+wzKzc6CMgqOaqfLegBAVKnBnm0NzQeqx2qgUO/8xhTgEYgdq+hpvkF5CZ0s/unne3Hb5in8yYuX4V2XLREbIEEJ05TlclmAYm5a7XZbVHQDBDI6fp3SMeDuYGXIFl2bmMJVFAWBQEAUFxEsFAoF6LqOUCgEt9uNiUIDr/qvB/D1x2Z6mGIeV9zVhgobmY5bAAPZBWJZ1IBlA0+NZQE8e40+5CLI+V6XmeTbnpiApgAvXdffk1ol6CIwVBRFFPIQpDWbTZH+ZkEOWSmm6ffv349cLifmRVUdv2lKH1g1rygKtqZN5JsKXrM+KsAvgw5W77vdbrRaLaEHLxaL8Hq9oghovmHbNkrVGr67eRoAsDtZ6Unly130DMOAR+nAr7Yx09AFU0wA2ul0BKOrKsDSiAv7Mo0jnCnmC3jkgGW++6TZbIqsx4+enELbsnHDuoR4PwEdByUlc/2FeQx0VKG+1+v1IhaLCZ2wz+fD4OAgwuFwj+Ue7w+xZhQF/3j3YXxnWwFXLdLxnrPc8LgcnbhhGCgUCgIQ8fjphCCDYl4/eY3JvrrM4FDjL7PF9+5J459+vgf/+8g4npquCCDMrAyZUrnwMT7bGnqmoQlGkxISXn+CTWqip4p1/GR7GuWmc535TBBBl6LiziencPXafvgMReiLWYRKPS2/k9/PQMA0TQE65aBarofgnFBKEQqF0NfXB4/Hg7Liwzu/9RRy1RY+8+qVuHJVXGh5BwcHRfGw3+/HwMCAmAtKbPx+v2CS4/E4gsEg/H4/crkcDMPosUXkPcbgiFIITdPEeTK4ZRDDgMM0TcEWm6aJqXwN1/z7Q0e9R4FTBBh7De00Y/wbMlIPfRu2Nwose5F4LRgMYwL96Extfx6P7IU9tk+VcMEn7sI9u1PHfO+tT0xiJOLFxcviC77vnt0pXPSpe7EjawpNI50p0p1uu1ev3UDApf5GAOOnI6NYaFAP98aLl+Evrl2Jd1+2SDCMss8q0C3ga7fbaDa7fsTFYlFsUkyRTjTdmKwC54cq8Ho9YlPkd8nOC/Jm1mw24fV6RTrys/fsh2nZiHp1lDrdVCOZIbeuITLbGpogSAajK+PO722fKorz5fU7mWM+NwoZoHdZHRt3bpvGpStiCBhOAQ11xPQk5ajVaiL1Tp0xW9NS0kB5QzQa7QEpoVBIFAQpitJTZMQGLKqq4ldTChJeBVcsj4j5JnhlmpjnEA6HUSgUoCiKKFI62mi329AV4Pb3XoK/vG4Vbjp7SKxXZi3mpvzjWhOpli6CMrJgZMIIfJdGDMEYz9UZz53Xo3kXc85YbGZZFn6yPY3RsAtnDPh6/HEJ+igdIovXarXg8XgE0GEKnPIY6nANwxCdIMPhMFwuF9LpNPL5vJC+xGIxhEIhp7DPcOEzD+Xxk70V3LjSg3dt9MPr8SAWi8HtdqNYLIoGEZRcMNNCLXc4HBZrkD63LGIjuKe0gIWUBFq81v/yiz144nAehqZgd7LSw0RS20w9OuUuttlBv9tEsqWL+1HO4JAppuTBsiysmL1Hd8/6Gdt2t3W4pmnYdCCHTKWFV58z3NNsplQqiWJdfj8DOt6L1BHXajUEg0HBxFKuATh1DtFoFH6/H+VyWci4FEXB4ZKFt31tK1odE/950yqcNeS8R1VV9PX1iSCFhcKdTgczMzOYnp4Wz0iuHf6+2+0W93UkEhEBBNeP3KyEGTveM+ycFwqFRIZN9nyWbdy+9sgEKs3fACmFx9BQrLdhWb8ZGsbf1rFzLAXvwZ9jX+xFgNZ9oCqKgrR3JSKVfc/j0b2wxy2PTwAAzlkUXfB9M8UG7t+bxk3njmA+72J5pIoOCN6VaYkikojWggYLmU63JaptW1gU0rBj6tQHxvMVej3dYds27tuThm3bWDMYwp9cuwaBQECkZVlZz3R8vV4XYI2aSDJnsqxDVVU8kHHBq1nYGGmJQhKZLWZDD25oBGKWZSEej8Pj8WCyUMf3H5/AFSti+Nuf7MeTabPHrJ+beJ/eQs7yCiaPm3G73cZQyMBNa7xYGu5W2FOPd7LG0VhJHofMFk8W6uiYNl65sSujIBCVgRYt12KxGBYtWoREIgGPx4NQKITh4WEoiiI2SeoZyS6xTS2DC4Jp+f8VRcFEBThQVvHq9VF02i3R+ED2b6VemVrgSsWRxbD5yHxDLihcnAji7ReP4HfOGegpwJNT9gyW4mod2bYLjVY3BU9wLAdPK6MaFsc8qLW6bO7RAp75XFs45GYd1VoNiyMuvG5jPwAIgMJj4LEzSOH3GobRU3xIWQwBMV9jypygeHp6Go2G00hleHhYsPqlah3/eH8WvzpQwZvPCuJd5zuNJPr7+zE6OiokAAAEgDUMQ7QBp10cAw/ZGUMGx5VKRbCt1WpVsMWck/v3ZbB1vID3XbUS64ZC2J0sC4aYwQLXCuec63/QYyLVNHqKYfnfBNGcU1VVsTzqMMN70lUxj8wK6bqOUr2N1QMBvHhNv7hf6O8dCAQEUKYmlywwGeJcLiekW8yCsN2ypmlIJBKwbadDJIM+TdPwyMEc3vXNbfAaGj73utVYlfCKoCcej4v7pFqtioLMZDKJZDIpivDIerPQUVEUEWDKdm2UTrFmQHaEkQsNLctCJBKBYRg9vu+UW5A5Tpfq+O4T03jlWYNHvU+BUwQYD4Q9eOCDVx9zIz89nt/x8F23IKjUMXzJ7x7xt3Z8LYbNKVSrlXk+eXo8k9HqWLhjyySuWz+AsG9h7+Lvb56AZeOoLaDl8foLFqM/4MJM1RTAWFWAqFpHzuxqUxuNBhYFgN3J8ikfvJJJOBEZBce/3rUXb735Efx8R2+bc4LYQCAAr9c721ggKSyMyH50Oh1Rwc3NybZtVGwXtuUUnB9tIuB1iw2Tmyg3aFpjcZOt1WoIhUKirfDnfrUPNoCPvmw1/C4N42Wrp3CHsoo+V2u2NXS3Mp9AU1UUvPHMIBYHlR729mQyxkdj7wmMZVZ0MGjgF39yEW5YPyC0ukxfy8U0sk0a9aiqqiIajYqiL03TMDw8LDqrsRGKYRii2GhqakpYVPGa0+btnmkFbg246Zxh5PP5HnBUqVR6GiV4vV4Ui0Woqor+/n7x+nyj0Wjgm49O4fe/sRWlmtPa9lC6jKlCraegiqxsMOgUkyWMJiwomK6YPWw7gw4yjFctduG/X78GHr1r7zVfwMOA5Wjd+ORmHfVaDf/nsgG8+cIRMVeyV7J8bgTodDKQLfbYcjkQCIhAjSlut9uNZDKJ8fFxmKaJYDCIgYEBuFwuFItFpPMlfOK+HB6eqOO9F8TwlvMGhINHJBIROuRqtSqsyvhvSivooUyWVq4RIFts206nN647WrvJbjH/+ct9GAx5cNN5I1gzGMTO6bKQYfAayxpe2Q2i391BxdRQs7SeTIjszCLryCMeFTG/gd3JqtALy3rtGzcO4+d//iK49a7EoFqtCq00rz2PTa59ME0TtVpNMNAMJBn0s8AxmUyiXC4LzfDmVAd/+v096PMb+K/XLsdo2DnPctmpdwgGg8jn80ilUkI3XqlURMMjVVXF+yiRMgwDfX194vlDdxfeu8xMyA4TXIe8btQjsziWdnwsQOT7k+UWFkV9eMfFC++PpwQwPg2HT/2Rr7YQPfQj1LQg/Gdcc8TfA4s3QFcsHNi5+Xk4uhf2+NXuFPK1Nl63QKMOwNnwbn18AhcujWFJ3L/geyfyNTQ7FlYPBHAw1xSpN13XEVPqyFledDpd39DVgTbecN4wGp1T15Jv7sP/RMZ//Wof/v3uvXjD+Ytw3RkD4nUyFZRYsMiLzTuYuifrJLsXkEF7MG1AAXBhtCEAnwz+WCXPlKyqdr1U+/v7nQr5jon796bxyrMGkPCpWB734HChI85fbj7QP9u1MNNxi2MBuoC1bavYPF4U1fEy+3gyxnxFkAy2ODRNg2nZaLba0DUn5cxzJvNNkFMqlUSLWNoxEcS1220kk0lYloXh4WEMDAygXq8LgCYHDgxu4vG4YOgzmQwsy0KxaWFzTsO1K4NQOw6INgwDPp9PyATYaIGWeY1GA+FweMEOd61WC7VmG//z0ARM20anUUO92cJNX3kS33hoTABjHp/MIsdnC/DGSt3rJhxTZt9HZpDp5rmNPuRrvlDRHdcfgeLWsax4HyUpBDhcR5wDakABiKDEtm2RUg+FQkLfTeBt2zZmZmYwNTUFy7IQDocFYzg9PY09hybx8V8XsDPbxv93aRyv2eDoWKkDrtfrQk/OAIbPALLFlCBRGiK7l8iaVMqhqHOmdIHM+qOHcnj4YA7vvnI53LqGM4ZCCHp0NK2uU4dcrMfz59rj/ThdV8VcUavN+52DcqCLlkTg1tUjZDa5WhvmLEnB8+F30mWI3yE7a5A0oO6aRXd8D8FmNBpFLpdDPp+HZ1au8rPdOfzJd7ZhRZ8P//aqpQiosx02UynR1ptEAQNFr9crColpb8hmKu12G36/H/39/dB1XTD0DN6DwaB4lsuuItQYUwfOe5wZCwYzrCNgoWWn08HGxTH86I8vwbK496j3KnCKAGMA+LNvb8aX7z/4fB/G6XGU8b1H9uMq5XG0Vt7QI6PgGFlzPgDAV9j9XB/aC37c8vgE+oJuXLHq6EU9ALBlvID96SpuOm/h5h8A8P7vbcUb/vtBnDkchKGpojBGVVVE1RoaMFC1NJHuW+5r4r2XDMLnOnUbfTxTGcWXfn0An/7ZbrzmnBF88rUbRAaLmz/ZFBriu1wu8ZBncUgulxMghMcDAM2OjUeyBtZHOujz6wKkkc3gplGtVgWbx008Eol009KWie+962y877JhNBoNLI0YOJCr96QW+e/+2dbQ2Y67R07Bzfv+8SY+8PMkDiQLAE5+o4/5ZBRzQbGiKPjlriSu+tcHMJZvCnAiM7xkj7m5ybpipp6Zoh0YGEAikUA2mxUAj7pwwNEakn0noyk3FngwpcK0FbzpghFks1lR+MNmApqmCfkEq+NdLpfQMs83qBH/wbYUkuUm/uDSRc7xwsaSiEcU4LEois1iuMGH1AZUWJiud4EWwRYbMvDafvDOA/jkXYcFKw9AADTOK6/vfOw2AbXX68W2sQz+4JYD+Onesgi6GPCx6JHpeaa+AYhAol6v92RTqtWqAFGNRgOpVArT09OYmZmBZVkIBoPivhgfH8eOg5P41CMNjJUt/NWL+vGKM/sFKKJenABULkQk6GIhJaUaBPb1el2wvHQ1ACAKXNlpjRpWruGw18BrzhnB7164GADw9kuX4t6/vArRQDf44hqV2V3OJVu1J5t6j5ZXLmTkfUyW/1OvWoOPvmy1YKEpi/jALU/itZ99AEBXkkJ5i+yIQsa43W6LwAAAyuWykFXwPuUzjlIQFsmFw2Hc9lQOf3nrdpwzGsS/3LgUQZeTaTp8+DCSyaQIZtrtNoLBIJYsWYJIxNHnc81wrZDN9fv9SCQSYr54D1M6xYYdsk0d4IBkng/13KqqiuwR5SbUhxNob5kooWWrgsleaJwywHjXTBn3700/34dxehxlVLb/DCGljsj5vzPv36OjZwCaCyusw8/xkb3wx4dfdgb+6fUboWsL3663PD4Bj6HiZcfwLh7P1fDQgRyuXtOHd18yjP9503rRXUxVVcRmO+Cl2y7BeLbbbWTyRaRKjZN2Xid78IF3rIfefONgpop/+MkuvHzDED79urOE84dpmigWiygUCoIpY+GdZVnI5/OC0QUgHtQym6koCjbnddRNBZcluqCE6XlKH8jkUG/MzYCFYqV6C7liGe2mUwzp8XiwIu5BqWGi3NHEhkwgGvVo8Cod5Gyv0OgROJimiaURJ8DdPnnyC/AWklHIzh0AcPvmSXQsG0sSfiGj4HWhf6oMxsrlsjheAhB6/0ajUdRqNWSzWWFHValUhHVYOBzu0Yo3Gg0Ui0VYloVqvYFNKR3nDrkxHHAq6Lnhs7DM6/UK0M6CPp/PJzSd841ms4m2aeHmB8excTSEDf0usS6WRQ3sTlbE9SAwA7oez5oCxLQmkk1dBDVyeplMoG3b6FgWnpqp9mQI5IBHtr2bb3DNGYaB256YgKoA16ztE+l+MorsFEigw+8li+dyuUQLZ8q0ZPcVuXkNnQ6YcanVapjI1/GpR5rINoB/uH4RXnHOYmHXZVkWEokEBgcHhZyGFn68NgwCyVCSSaa/L8ETA1rer6FQSLgykEkmY756IIh/fcPZ8Lq6unwAPVIMBiQ8Z3ntGlYTAd1CqtltG04gLMswyIzKgJnnBAClpoX79qRx8XKnuJpMK+9tAmNeX/6bx0hgyQwV2VxmvtjQg8DyW1ty+MRP9uBFK6P48GURNMoFEZTato14PI7R0VFxPn19fcLhpVQqCR93Ok1wXScSiR73Ht7rpmkKZxfOGa8NQTZdTnh/Mlji84+fYQvyUq2JP/nudnzo+9vE+S40ThgYK4qyRlGULdI/JUVR/kxRlJiiKL9QFGXv7L8XrhaaHWcMhbBr5rQzxak6/nx4Byx3uMeNomdoOpBYAzN52sv4ZI9lCT9etHrhTneNtokfbp3CDWcOIeg5hg75iUkoCnDT+Yt6mCqyl9FZZwq2hqZs4L3fP4AP3bbt5JzUSR58oJ4oW7ws4cf//sHF+Mwbz4auqeJhzc2dtkCseC8WiygWi+h0OqIojmwLC1G4cdo2sCnjwojPwvJQtyCHmwRZDrLFfr9fbDzRaFTMy2d+vhM3fv4x1NuWYMEuXezDN968DoMRnzh/Anhd1xDXm8h0en1WCUyXRBxpx47pknjtZOmMj9ZqWO52p2kaKs0O7t6ZwkvOSMDqtHuaFFSrVcF0s5I9kUggGo0Kazb+lqZposPd1NSUACeVSgWhUEgAJ7LQbOJCCYVlWXh4qoVSW8Ebzh5AKpUSoNfj8fSwx2S1yPKzc+TRrkOn08Ev9uQxka/j9y8ZFfPtcrmwNOrGTKmJfLUpiqJkBwzqYuNaA6mW0SO1IeDhJm+aJpaGdRzONVBrdV1I5IBnIRkF14gDIm38ZEca548GEPMZIighA0lgSzcbAhbKCCh3YEBCSYxlWUIHS1aQjWpos3cwW8dH7yug0rbxiWsHcNnKhGghTMeFcDiMTCaDZDIpwLqsXWZg5na7BeNPkCW7TPDeok6cftSUtHCdfv3BQziUqR5xzd7/va341E93C0DGAjy5eJL3laIoGPKYgjHm9eQ9SRJCdqaYKTbw6v9+FD/dkRLn+dPtSXQsG686e0RIuXjfkyFVVVVIvygv4DqoVCri/MkW0+YQgAhqGs0mPv9wGp+9fxw3rI3hLy4KAabDCFP+EIlEsHr1ajQaDWSzWWHFV6/Xkc1mkcvlYNu2mGeeF90uarWakEjxvmKgyWJVykBoncdAEHA678nNaHiOvCbMcnzviWkU6m285cJRsdYXGicMjG3b3m3b9tm2bZ8N4DwANQC3AfgggLtt214F4O7Z/z/mWDsYxHSxgULtSGH/6fH8jlajDmX3T6Ce8QpAP7px/WF9CVL7nkC6fLq998kaf3fnDjxyMHfM9921M4lS49jexZZl45YnxnHpijhGo44W7Y++uwO37CgLWxy/ocCvNJEzvT2ar5GAeso6U5yojOL2zZO4a7bI7oKlUdhm54jOd2S5WORD43tKKLxeL1KplAC8dKog87uvrCLZ0HDFQAe23QUPspaUhT9ydzbaVSmKgsl0Ht9+bApnDQcw3B8XAD3i0bA0YiDg9wkmRgae/S6nNXS7YwqQBsy22nVpGAzoPU0h5CKiZzofc2UUMtPJ4/vZUzNodCy88qwh4V3MOaTlEtPhiUQCkUhEFCSSPeRxdzod5PN5p3ApEhHgjZpLt9uNTCYj9JWNRkMAqFS2gF9OaxgJ6jh7yC0KuVgIVywWBbjj5kupAzf8uUPW3167pg9/87JVuGJFtKeJx7JZ54Fd06UjMglkxhTFsVGsWjryta4jBH+D3wUAiwIKLBs4lGv2NLVgwLOQd7HcWe7hA2nMlNu4YV2iR0ZBVxNq4mVdOgEh9dgM1Pj3fD6Per0uWD6Cf8uyUCqVMDMzg/25Fv7qlxl0TAsfvtiH9YM+EaCyuUQ4HBYpegJsgjteEzlo4PVk8w8yomwRTMcMFs4yCCOLvydZwV/fsR3ff2KiZ31Xq1WkSg1s2p/t8c4lc0uGVnamGPCYSLd0dKxuF0Ou4bluI5ZlIexWcDhXx45pp6hd13XcvmUKqwcCOGMoKDoHUmYh26AxyGRBGwvumFnisdLNgu/XdR25fAGff6KCW5/K443nDuAjL1kCt8tAIpFAIpEQjHIikRBsMz9bKpVEwx1FURCLxUTQBzj6c+q4M5mMIAF4/iwyJuhnMEiJDq8VrznXAe8rrmOyxdVGC199eAKXrYhj/aBPSEsWGidLSnENgP22bR8G8CoAX519/asAXn08X7B2KAQAp1njU2zsS5XxF//4GaBZAta9esH3KoPrMaTksOPAaTnFyRjbp4r48v0Hses4mt/c8vgEhsMeXLJ8Ye/izeMFjOfqAkDruo5crY3tqUaPXium1JG1uqbonU4HQ17zlA1e5/PLPdb40ZPT+P++uwVfffCQ6PREnZtc0FGv18Wmyg1X1ldSF+vxeNBut4VNGzelB7NuBHQb5yYgCu5CoZA4ZllLS60mGVAWh33x3r2otS386XVr4fF4hOOFYRi4a3cW9xzqpjbJBrrdbvQZbac1dFvvqYInuFkaNbA/2xBs0Vw96omMhWQUHJyn2zdPYCTsxnlLoqIxBFkuXmufzye6ybVaLeTzebFJMl0rW135/X7BWMpNT1gZz4YAlFmMTafxhT0GJis23nF+HPXZdDsDxWLRKVAks0n7LwLuuZ3OODiniqLApVp44wWLBJDkGls34MPHXroEy+JeAYy5yXM9qKqKhO7Mz1jZ6gFT8hoCgJHZmtu96doRXsMLeRcDvW4Ud26ZhFtTcO3a/h4nBxlcE4TxdYIsMo68pzKZDNLptNBjU6fPwrlKpYJCoYDduQ7+9t48XCrwgXN1p7gtGBRSCNr0Uc8rNw2hRAfoAmO6UVBqw3ljoMCMDT2oQ6GQSMHzOWgYBj57zz74XBrecdky8f0MnNcMBrE3WYGi6eI4+B5Z18wgoM9owbQVZFtdjTbvWzlY4X+rCrAi4cPu2fbt06UWHj+cx6vOHoFpmqhWq90mL7Nrh+CaWTQWGPL9nCO5kJISE3Yh/M6uBn51qI4/uWo5Pnz9alizQQ51v8ViEYFAANFoFPl8Hp1OB+FwGLZtI5PJCAY+Go2KZ6gcUGazWezfv18EsmTK3W43IpEI2u12T9dKwPFVlt11WDjI8+OQ7RlbrRZu2zKDdKWFP7xymbgfjjVOViXNGwH87+x/D9i2PQ0Atm1PK4rSfzxfcMZgEBtGwmibJ89H8/R45uOrmw7janMTLG8Y6vIXL/je/hXnAI8D03s3AxtXPzcH+AIetz4+CUNTcONZwwu+L1lq4L49afzRi1ce0/Lw3MURfP+PLsXaQaeYS9M0rOrz49GxIjyesNgQomodE50wmm0THpfzcB/0O6nZndNlXLJiYQD+XA5u2sfSjcnjZ9tn8Kff3oyzR8P4f69c1dN4AEDPps1UIDdzbjrUZBNUEoxVKhWRhk3XgV0lHS8ZtaErNlqm02WNcgl5M3W5XD1tZYPBIOr1OsZn0rjlySyuWZvAWYvjPTo7l8uFn+7OI1W18HeXusXmRnDNgp+c7cNwp+uUQYD2hg0RtM2ufpGAlRvmiYyjsfeyhRj/9s5LFyNfbQhWiMwmj5NgiIxwOp0W3bJk6QGBBMER2Umy9pQD6bqOQqGAiYkJNJtNlBomvrDXg8mqjY9cM4JLRtxC583vpeUXAbeqqqIBAQuA5rsGnU4HpmXhL777JF57zgiuXtvfw8y7XC7EAm5c6Xch7Om1a+M6ZJEYgfFktQv8yERS/qAoCuIeG9etCmMg6BJgkdKMhbyLGTQx5f77FyZw5RIvgt5uESg9YeV0P6+trGMFuq3Q5WIy/g4/x/nVdR2PTlTxD5tKGAi48Mdn2lgUD2B0dFSAGzL21I8SwPG+J+DjGmAmhmwyNcfBYFBIDuSCM0ohaOHHTNl4voEfbp3C71+xHFG/M89kzgFgdb8fLdPCZLElPHQJSJlJkNf9gNuZ/5mGhmG/2SNBka+pXAuweiCAB/Y7nsOL4n58410XYWW/X8iJWMxGgMzfFNrm2TVElp0NN+T38pw0TUM2X8QDUxZeekYC771iiegeSclQOp2GoihIJBIoFotCCiEPPk8os+H15vzRLzoWi8Hv98OyLCG9cblcKBQKKBaLIrjgupW7/8luPvL9z/kEnMzYUzMVnLs4gnNHAz2a74XGM2aMFUVxAXglgO89zc+9W1GUxxRFeSydTqM/5MEP/+RyXLFqYS3l6fHcjVKjjR88cRDX609AXfvyBWUUAOAZ2QAAaEw+9Vwc3gt6tE3Hu/jaMwbEA/lo4/bNk8ftXawoCs5dHBXuEoqiYHW/H+lKGw1bF5F3bLY1dLZtiAd9XHMi8R2nWAc8ainnbviyRo2V8LVaDXc+fhDv++YTWN3nxadvXA631vXwLZfLyOfzyOfzgvFj2pEpVp/Ph4GBAWGhxo3W6/UKnTDZ44dzbigKcMWQItjoYDAomA4ZpJL1VBRFPOyLxSJ+ubeASsvCn127VoAUsoq6rmNZxIXDuTqg6iLtze/s95hQYSNnecT14KZumiZWJzxYm3CJ1wlgngljTM2vzIBxDXFwY7pwSRjXrx8UAQivJyvTo9FoDyhOp9Mifc50tdvtRqFQwPT0NHK5HLLZLLLZrNCXMi1Nn9bJyUm0Wi00FDc+u9uNmbqCT96wBNesiorjJ+imrIZgiSl4AkB5U5bPlaDl3r05/HxnBnWz2xmNcgkC4b2pKn66Pdmj9yfYJhvsUTrwqW1M19QeJhCAAIeapsG2LPzfFw3ishWxnmsus3XzDbK+DM5gdrBxUUQUglGWwt/hscpFfgwW5ZbO8XgcK1asQDQaFZIsuUAtEongnv1FfOLeNJZEPfjLc3XEPAqWLl2KWMw5h2q1KgBssegUisoNK+QiTLLSQLfVvW3bPc1F7FlHC343/59pewa1hmHgc/fsh66p+P0rHLZYDiAURcGqPidbsD/b6Cn+4zNADjRdLheiWguaYiPZdOaBAJKfkWUyXG+r+3zIVtuoWTp0TcXlqxKIerraYc4BgxYCfqArOeCzjVIX/i4De8peWq0WNidbqLRtvObsIdHSnqxsJpMRFm75fB7T09NIp9MolUoisKVemJZ5tJBrtVoCnMuFwnLhXTgcRrVaRT6fh6ZpiMVioiCQDDvQbXTCZyCH/MzmOf7rG87B/7zjAnFtF8qacJwMKcUNAJ6wbZtu+ElFUYYAYPbf8/awtW37C7Ztn2/b9vl9fX3y6yfhkE6PkzFueWwC53a2wmtVgPWvPvYHQiOoqwF487tOz+MzHPfsTiNbbR1TM2zbNm55fALnLYliWWJh7+KfbJvGh76/DdWmw2AwxcWH+0TZFNq/mDrrTNHpdnDyKR2898I4Ll956rDFwNFlFHzA5vN5lMtlVCoVlMtlPHQgh5UJH7745rMxOhAXIIsPTAIf6lNpz5VIJBAIBBAKheD1elEoFARTxSIQpvkVRUGl0cbjeTfOSQABrSN8O6l943EDEIwPz4M6Wtu28bsXLcHtf3QpNoyGezYpwNn8l8VcMG0g1ey1rQIAr8tAVHMK8KgxJjCxbRvtjokHxmrYOlEUDN8zKcA7WrpetqMiqLr5/gPYl3KsymgfxffKDS7y+TwmJiYwOTkJ2nrxM3KBJDfmVquFcDiMkZERUahFtjeZTKLRaKCh+fBPmy3kGjY+dnU/LlocECl6ykD4G3Qv4NwwZUyAPnc0m00BTL60aRyLYz5cf0afmBM55e12u/HjXQV8+I6dsG30WIRR1sK0d1xtiNbQZNV5vViQRGurQsMU1xGAcFI5WpEgC7t0XcenfrITt2zLid+l/pSsnwxIuY45d2zNTF9bNmigjIXHwPvte49P4hO/nMLaPi/++rIQDKuBpUuXCh9qBjxM10ciEfT39wvwQ/2qXBDI4+Kccc0zmKFFm8yCM8siF93pug6vS8PbLlmC/qBHzC3nTVVVLIl6cNGyGHxuo2f98JrI10nTNMAy0e+xkGw6zyr5XpS10bxXOp0Ozh4N4pUbBvDUVBGf/PFOJIu1niCLASVZbkqlOO/MSlWrVfHsYUaI8yu7YDw4bSHm1bDc10IqlUI2m0Wz2UQqlcLMzIw4LlmvHw6HRac8OZslA3NKJZjpYLaAxZl8zrJgj/cZP0dfYp4nA0x5sADaMAw0mi3k6k5g51a7Dh1Hy5rI42QA499FV0YBAD8A8LbZ/34bgDuO94tuvv8gLvrk3cK4+vR4/oZl2fj6Q4fxltBmwB0Gll917A8pCtrxNbgykkbbPD2Hz2Q02iY2LorgymO4UTw5UcTeVOWYABoAvvHwYTywLwPfrN0QgeTawQAuXRaGx2XA7/c71cZ6BxpMZDrdApJOp4OrF2lYkZhfU/l8Dep55zJ3srdnq9VCu+N01frYa8/GLX90GfrCfsGUKbM2R0yHkrHgxk6PVYKQQqEgmFsWzI2NjUlV/RY2F1xoWgquW6QL0BmNRns2QFqB0TuU3qYESB6vI6k4e3G0pziK52oYBpZFnQ1/utbtigVAbPIJo4Ws6RHXSt6MFdj4z4dz+PGufI+c4kSB8UIyCjmNeShTxcfv3Il792YFmCPbROBlmiYmJyeFfMIwDAwMDCAYDIpUPQvgEokElixZIljSgYEBASoZsExPTztuIpYbn3q0hUrLwkevjOJFZwxjcHBQyC0IMthNjedCZpGNFrhe5EEdp23beHyyim1TZbz3xStgmd1uf/JnnMDGjXrbwuFsRYApnhdBBgDE1DqybQOtttkDbGRpAwD8dHcR1/zHo0hVzZ4UNwHffHPGa15rW/jWY1OYLHYLtyqVinDIIBiXteAESnIjFhZRNZtN7N+/X8xfMBhEOBx2vHF3FPHpe6ewod+Fj1weRr2UE22eS6USstkskskkqtUq/H4/Fi9ejEWLFomAkpkXelo3Gg0BwsgWyw4VPD56j9frdaE5bzabok6A56dpGv72levxVy9fBwA97gcMknQV+M57LsFLzxwSn+ValwvwGEg5cooOUrPWe7I2GoBg6Pl+y7KwfjCAv3/lGmzan8VXHjgIc/aa87e4FgH0BAJcayyIM00TkUhEaHD5XtkmrdK2sTXdwYuW+dFqOo2IwuGwCEZDoRASiYR4Dno8HgwNDWHFihVC3sJApdlsIhgMIhqNCi01gz4W4LG4mGCZ4JdFzQxcmIUhKGYnQHk98/5l0PPznWlc928P4KnJgmCxGbTPdx/I4xkBY0VRfACuA/B96eVPAbhOUZS9s3/71PF+X8CjI1VuYixXeyaHdXqchKGqCj7zunW40noEWPuyY8ooOEJLNmKocQAu7XQ/w2cybtw4jDvedxmM4/AudusqXn7Wwt7FE/kaNu3P4qZzR8VDgVF33O/Cv712Dc5dHBHFLJqqIKo0kLO84qHZbDaRLFTx021Tp0wtwNEKvZg+BZzirUNl4Pe+vh17Z4oOcGk3xIYg6x/pPOFyuYQWj7rLcrks0vLyZlQqlXD48GHBFuu6jmarjUfyXiwNAov8pkjHcxOmhEJVVdTrdVFYwqp9r9cLEype86XNuHWz0xVMLo4CulXsi6MeuDQFqfqRFl6GYaDfaKNqu9CwNOHRStbItm0si7pwINs4Qmd8InKKowUp3KjJ1tyxZQoKgJdvGBCNGJgCJhis1+s9gIsbrlzcQ9kJrZ/oZ8ymByzWy+fzDvtYV/HPmy20LRt/fVkQV65fjGg0KlLBBIgARHc1Ah6PxyMCJP7u3DVHvaXP58MXHhjHYMiDV20c6imwkoGx2+3GspgDfHdOl3o2fq4PdvqLaw2YUDFZ7ghQw2tL4GfbNvq9zrzty9SPAF5HmzNe31/sSKLZsXHDuoS451noZNu2YJblFD4BOuev2WyKcywUCiiVSoLhJSj9/P3j+I/7p3DJqAcfujyKWrkI0zQRjToBYKVSQbVaRaPRQCgUwuLFi0VARCeGUqmEZDKJQqEgmq/I4Ex2KQAgdOPU5PI4aS/G9yiKgmLTwmOHum5Atm0fcf/JsiPLRo8zBcEeWVFZItHv6qDU0VBp2yJrN5cxluVOtm3DtGx86+ExXLkqgaBbFYGjHNQDEO4hnE++XigUhO9vvV4Xx8L7jWvg0aSNjgW8eLHD7MfjcYRCIbHe2OGPgYHX68Xw8DDa7TampqaQzWZRr9dFzQa7SxIIc70QaFer1Z5sBYMJuplQusTgjMcdCoWOqIHg897r9aLZauGLm8axOO7H6j5/z7U9WtZEHs8IGNu2XbNtO27bdlF6LWvb9jW2ba+a/fexvaZmxxmDs84Up5iG8bd1bGxtgd46thtFz+hfBzSK2Ld/z7N2XC/0MZ6rHRfwbHZM/GDrFK4/cxChY3gX3/bEJGwbeO25vV3x+HBRVRW2qgkWTNd1xFSnNbRldZ0YNs808Mff2YYD6SM9PZ+PcTSGkrIBt9uNQ0UT7/nfbehYNnRYggnkpsNNi5uqPVtsx3S4oijI5XIwDEMUXTUaDaFHzmazKBaL8Hg88PkcP+E9RRXppoZrFmlC90b2meCRRUPsoMemFP39/TAMAz94KoOxXB2LY35xLDIrRZ9ft8vA9960Eu+9fJFIicoepSzAy3S6lehy5frymAsH8i3UG0cGCk9nMGCYOxe8zhyqquL2LZM4f0kYwxGfkKPIdnIEW/JGziI8AhTZUovzQFunbDaLdDqNZDIpQPH+gol/26ZA1xR85GIfNi5JIB6PiwYEsoMANa2cf7fbLQr+uF7myigI5Px+PzweD954wSJ86GVroVidHlAsy2d0XceymAcKgJ1TJcFU0s5P/kzCcNbAeNnsAdr8b6bth7w2FAB70rUeDfB8g+uRv3P7likMBg2csygsNLcMlhkgk9VmgCUznMViUWRNmHmRWe98oYC/+9EufOXRJK5Z5sOfXhCA3XHcM4aGhhAKhXq0q2R06/U6MpkMUqmU8KHO5XKiGIsSKDmTQr097wMyqHTGYNBF3b6cifmfB8fxO//9IKYKzhpgEM3zALoB5LcfOYx1H/0p6p1u22xeE8q05CJIFuClmt3CxvnkFMwEWJaFq//tIdRaJq4/IyECTwJK+RlOCRaDSBbdNRoNBINBkXWiUwefTe12G263G78eb2J51IWRQLebZ7VaRaFQEIEHM3HMoFQqFezduxepVAqapiEUCiEUCqG/v1+A6lgsJjItlmUJ3TgAUcQsS4yYueNrcqHyfJIg27aFg4VpmrhnTxZ7U1W876oV6HTa4j1HsyqcO06ZzncAsGogAFUBdp62bHtex6FMFR+89UnUttwCuEPAiuOQUXD0O2mn//3hT5+lo3vhj/d+83G84yuPHvN9d+9MoVhv46Zzj61DvvWJCVy8PIZFsV4ZBFmpmx+awsu/tB367MbhOFPU0ISBiqkKwNVvOA+ZnadI8EqGb+7DjnZKB3NNvOlLDyHg0vClN52FxX0hUahD7SQL6mgjxdam/G42Fejv7xdtbguFgtDXdTod0ciAIOShnAchF3B23BJgLRKJCL9PFpSxCKVcLqNer4uuUc12B195aAIXLI3ivEVBAfK5oRG0cbP36l0dKQEB52zQM+tMYXlFupGAyTRNLI+60ezYOJSpCNAOPH1gfLSmHvL3qKqKp6ZKOJip4uXr+3tYcqa2CWp4fQBgaGgIAwMDAmRHo1GhaySLr6qqkKMQMLAQbGe2g/94SkHQreKDF7gxFHBkMqlUCtVqFYqi9HRjK5VKPVkBpnbpPU0tvrzeyuWyANCqquK1547ixrOGelwJyDYyhW2aJsJ+D4ZDBnYnywIgMOUsz3FEddpIT1YVwfDJtm2cc5dqYzhkYF+6fkxgzDWgaRqy1RYePpjHtSvDIkCUNZ2yewoLtXjtyWAyyGHhlfz/U9Mz+MgPduEHu0q4cbUf7zrLA3sWKHm9XsHGE4ATuLJxB+9TueNZLBYT8gxKPXh/EVTSE5zHznuA8hAytpQ9lJsWvvnwGF5x1jCGI96egjt5zglIE34Xmh3nWcPsBnW+ssc178u45gDCmaYm1jkAcbxcKxzNZhOvOXsQAPDiVTHBeHNeZRkFz5fXXNM05PN54aRCVpVafNk9IlkD9uU7uHq5X+h3M5mMCD50XUculxP3Ka9xoVBArVZDJBLBwMCAaNXNNcHgQH62sMteKBQSmRruO1x3BPN0sOBnQ6HQEeuYzLfH40Gz2RTa/pefOdiz/o+HLQZOMWDsMTQsS/hPmU33t3V87cHDuOPxQ/Ds/ymw5mWA7j72hzj6zwAAuHK7T5l0+2/S2DVTwlOTJVx7xrFdDm95fAKDIQ8uW5lY8H31tonLVyXwlouXHvE3sg+DIUfnmGtpXesndsAzPWIjjhsdGCqwY6p4xHc91+NoMgrAKcKYKDTw7m9vh1tT8eU3n4WhkLOOCVLj8bgAUgS6/Cz1iizoYrHdzMyMeB8f/mR/yXBMVUzsqRi4alSH1WkL8CsK4mYrrOVCnlKphGAwiKGhIbRaLfxgWwrTxQbed9VKcQwECSwwocZOVVXsTNXxwR/sRc10Huky+xXxaPAoHWRn51Gu7iZjDAB7UtUeOcXTlVJw45ub4iQjybnal6og7NFx3Rl9qNVq4jhpr0btKjfCaDQqmF121wqHwyJt3W63RSdC6kv7+vrQ19cHj8eDbVkL//Gkhf6Ajn98ySAGgwZGRkbE3HGzZMEYi7KALlscCoV6uofJMgr+vqZpiEQi2D5Vwn/fux/1VrdLHZltfp5sGSUQf3vNED728tUCiPI6cG27XC6osBFVG5hpHCl1kfXWpmliadSFPamq0MUfbcjaz3Kjg4uXBHHVimBPMSvZYuqJeY1kxppMJZ1bOp2OaHrT398Pw+PFvz9exaZpC289N443r/fCMrsFgn6/X2QEqlUnGxWJRBCNRkWxHLXozNjw/ynVkKVRmqYJSQ2lIDwXaoU5/wSSfBZ+67EpVFsm3nfVSjFXXAdzh6ZpWJFw1sK+TJexZABLMM15UFUVfs2EX7cw0+i2PZfBMZ8TDPZarRb+7OrleOQDlyEccIgNMt48BwCCWSVAZNalWq3C6/X2FLDZti2yZgx87p9oQVWAyxc5QDabzYoAUVVVFAoFdDodBAIBoRf3eDyidXo4HBZyFa5ZgmfTNHukUZFIBH6/H/l8Xhyf3PCIc+nz+USnPp7XfAWvfI6oqoq96Rq2TzvaftvqDcqPZdPGcbJ8jE/a+J3zF0E/hq7y9Hj2RrXZwfceH8f/WTYFdbJ4fG4U8vDFUPf0Y2V1DLtnyjhzJPysHOcLddz6+AQMTcErzx5Z8H2pcgP37knjPVcuh3YM72KfS8cnXr1h3r9xo17V72wc42ULA9Q06nWgCaRbLqzwOhuS2WlhUdh/SnTAO5qMghunZQPXro7iLRcvxqKoV9g1yQ9HNnCgswG1wPF43GGPZj1tCSjlTVTXdbFRE6QrioKHsx7oCnDFMNCqO8wUC/QotSBry9antm0jkUg4oLDTwc0PTmDjaBgXLQ4KYE3dLEExh6ZpqLct3LUnh+uWj2BYs8Um4bCeBhJ6UxTgcSNmWnNRSMPX37AMQ0GXAMwEp8c7+F1zwQM3Rbl6/rXnjuKqFSEYmorp6YwIKqgP5vUgm2YYBvL5PMbHx8W1JAgzTRMTExMoFAqIRCLCUUTTNBSLRTwwVsO/Pd7ASAD4u6viMDo1eGYbc8iOD9x8AYhmLrILhewtLIOkTqfTU2ymqir+7e69eORgDr930WJAuoYE4ASjvG6GYWBR2IBb7Xbxk0G4/Nm4VsdkK3SEq4msn6zVanjJ8gBsT0ik3KntnTs3/A5VVTESMvCRF/WJxiVkVQl+yf7RHk92QWBxFAOAQqEA0zQxOjoKXzCCP//+TjwyXseHr1+F65d7MD4+3gMc3W43stksZmZmYJqm6KpH8NdsNoXmm+dBwEkGmcdAIOfxeJBOp4XbwVyJkMvlEmuITVoqzQ6+9tAYXrJuAGsGuw0lyHrOHaqqoj9gIOTRsS9Tw4tGHLDHtcG5JECk1GLIYyLV7HVhoUacDDxBvmma0FQVIZ+nh0GXSQE+j7LZrJC66LouwG8kEhEBMR04ZD9oKAruG2/i3CEvwu5ua2s6e5AM6OvrE9c9FArh0KFDsCxLBI5cf16vV9hXGoYhsgcsvGSBXDabRafTEfpjrsVGowGfzyeOn887ynrkQS08CYd1w2H86v0vxmDYg3ajLp7Lx8sWA6cYYwwA73nRCrzr8mXP92H81o7bNk+i3Ojg9b7HZmUUVy/4/oOZKpKlRu+L/euwRhnHlvHCs3egL8DR7Ji4bfMUrl7bj9gxvIvv2DwF07KP6V1cb5l47FCuR+MpDz6Ilid8UBXgcNEUUgOfDvgVB1ARrDSbTSwKKth5HN34nu2xUKFXu93G4qgHH7xuOdYORxEIBHp8RTmYgmMamLrPer2OdDoNTdMQjUbh9/t7AC3lG2SXqcestW08kTdwwYAKD9pi8+dDmV3ryMxSfsFUsqMZduHzbz4PH33F2iPSybquC6aY/2iahhVxB/SOl7uATmb8+owWcqYHHdMSWl6hr7YtDIfcAkTJDgfHyxov5EbR8//2rL2Y2m26QdZJZov528xezMzMCPaxXq8jl8uh0WhgamoKhUIBoVAIg4OD4v21Wg0/21PAvz5cwtIQ8DdXRKC0akJLSVBYLpdRLpdFQNRut8VmzOIlslmGYYjjJSPI9wYCAbhcLuycLuEXO5J452XLhEUU0MtWMQNAyYjH40Gm2sF/3nsI+5JdnbGs9+d5xbQGqpaOQr23AA/oeuUqioIzosDL18V7ikWPNmeKoiBXa2PHYcdxlSCa1wCAAEqU6jC1TRBKf1rAAWnlctkBMIYX7/3Odjw2XsbfXL8cL13mxtjYmGga0Wg0RJdJgmlVVVEqlVAsFoX0yDAM9PX1YWBgAJFIBJFIRNyDwWBQgGsCZwZPrVZLdF+bG0TIshsC0YO5JjRVwR9fvVI87+Y6iciDYHvNYBC7kxVxfXi9GXxxPTOYGHA7wNi0u7IaGbgTJMryCrm+gA18ZJs2Hi+zRbZti4CPzCtBYqnkPL8JJvcVgUzNxLUrg4IE4Nxns45zDDXDvCdmZmaEYwjt1yg/Y9tuy7JQq9VQKpVEVoDrixImFuIxS8SgnccMdNnn+cAtZWWGYaDVce6BJXE/NNjifDnHxztOOWAMAOVGG5Vm59hvPD1O6rBtG1978BA2DvsQH/8FsOaGBWUUzY6J13/+QXz4+9t6XveMbMAqdRJPjWee7UN+QY0fbp1GptKcV/IgD9t2vIvPWRzBir7Agu/92fYZvO7zD+Kxw/mjvkfTNLh1FUtiXoyVOsLXEwBiilOAx99tt9u4frGKz71+7VHB9nMxjlboBTgPyr3pGranGgumkavVqth8yUYFg05HwEKhAF3XMTQ0hEAggHK5jFwuJyyddF0XPp7UpiYSCTya0dC0FFy7RBdMEFlisiTlclmwONxMAoFADwN2xlAQaxIeAVDI9My1KOJnEkEPYj4dB/MtsSkSuGiahn6X0xq6onhFGpYgwrIsPHS4hM8+mBSSmaerM6brxFwZBTd4HutHbt+ON37hoR7XEP6mz+cT/82AIBQKCQY3kUgI8M50fafTQX9/P5YuXYpAIACfz4dAIIA7dhTwH48UsS6u4q+viGHRYJ/QgZP1ZDqYFlS0h6JlnmEYopBO1q0STNTrddF8gKDlv361DwG3jrdduqRHbjCXLaZenNfFhIKbH57Go4dy4nWylPy8pmlCn3q42LXc4/0AQIDFVquFXTNljBdaAmjNN2dkJb/58Bh+71t70IRLWAjy2CzLEoCHmlxmAGRdK7X0dHwwdS/+6JY92JGs4aPXjuLyER0HDx5EuVwWHsQMKKgj9fv9Qju8dOlSLFu2DMPDw0KiwMCGEgIWAXKtUY4TCoVQLBaFE4ysiWW6nutHlh1duDyBBz90Dc4ajYj5my91L99/AHDTOSN4+YYhob+WddckGjhHmqYhYTTRsRVkGooIuHnfzv1+njfQbR7D85GZaPqe83g5J3Q1YZDRaDREdziuofsn2vAaCi4a9aLdbqPRaKBYLGJmZgaapmHx4sUYGBgQRAoLj9mum+uT7DGJhk6nIwqTBwYGxJpmu3Cfz4f+/v6eYL7RaAg2n4ETA4D55Cw8L9u28ae37MCHbntK3Gs8v+OxaJPHKQeMZ4oNbPjbn+P2zZPP96H81o1G28Ily+P44JoklEYBWP+aBd//420OkHtiLN9zQysD6+BGG3967vG36D09gJvOHcHt77sMl69aWDP81GQJu5Pl4/IuvvWJCYxGvThvcfSo7yGgedP5w3jxikhPG86oWkPR9qBldlPbMaODIb/ytB40J3scjaEEnAflt7fm8JGfjsNWVJGGZcFHp9NBoVBALpdDs9lEPp9HqVQSD+lQKCQ0yKZpigYDMiCYmppCLpcTnbaWLFkCw+XGvdPA8hAw6rMEwCJDwtQmwVR/f7/QL3LD+OW+Av7sO1uQKVYFS89ir/k2Bc6dqqpYFnUJnSOZKoIXFuBlOm4BdIBugHEg18StT+WRqzSE5ydwfMCYDOJ8rBqZOsuy0LEV/PSpGYxGupujYRiCySKQkEFeqVQSxY/sqsZj5nVkgMHr8KUHxvDZhzM4b9DAn57rRn8sLL6PgJp6YkpZLMtCoVAQGk2XyyVs8+iJK4N/FiDxfaqqYn+6gh9tm8ZbLlkCv6EcwVbJDKSsN9Z1HaNRLzy6gp3TZcEYUxJCMKLrOhK6s6bGy10PXG7+cx0j3vu93fjGo5PzzqMso2g0GvjJ9jQ2DHgxHA/2BE1kLFkgR80rwR/Q1bsC6KbNWxY++UgTY4UGPn7dMC4adiGVSsE0TSQSCaHvj0ajQvvKoNDn82Hx4sWIx+OigQflCFzTxWIRjUZD2K0RXAMQLYbr9brw0J3rtkLgxWMGgPF8A1BUeAxNgP250qv57j8AeM3Zg3jn5cvE9Wc2S26MIktPBt3OfMw0elsyz50rzgGvL3XVXFMElLrutEuW1xWvKd0gqBGnLMLn8zkWh1Dx4GQTVyzxQ1ccdwcGiKqqYmhoCH19fUJ2Uq/Xkc1mxX0BAIFAQIBySjqYETAMA0NDQ+K9vNfoasHz5JywEJKFm5S5AEcWz7EI0eVy4anJEn69L4elCX9PUaNc9Hq845QDxgMhN4IeHbtOgVTtb9vwujR87FVn4pLGr49LRvHVTYcBAPlaG+O5evcPs84UQ40Dz9qxvpDGdx519NiKouDsRZFjvv/WJybg0lW84qzhBd83Vajj/n0ZvPbcUagL6JD54P+d84bxijP7hFWUYRiIq3XYUFCwZPayg1u3JHHPruRRv/PZHkdjKC3LQr5Sw0MTNbx4RQgBn+Nxy2rxfD6PsbExTE5Ool6vC+YiEolg+fLlQnPKdG2tVkMqlUI6nRYbEpliTXM63g0MDKDT6eCXuzPINBRcPdpNa5KtIdtOKyVasjGFr+s6NF3Hf/3qALZPFmEo3a5lC3UsI5OiaRrWJDxw66o4B/7Ntm0M+gAFNrJm15mC+knbdryMAWBvut6TEj8eKcXRghRZdw0A9+3LodLs4GXr+3r00vV6HT6fTxQWsuiGx+n1ehGNRoW3LYvTGDDQ07TdbuNzD0zgvx+aweWL3Hj3ehXRULDHp5YBCa8n3UAIdMm6+Xw+IYGRLb44Z0C3gx033bZp4cpVfXjX5csE4wp0G2uQoSVA4Nq1bRtulwvLoi7sTpaPYMcIzgzDgFfpwKu0MVXrTbNzHmTmblnUhd2zBXhz9eL8/3a7jScnihgrNPHStTGhLebxcd3KbLE8pwCENzbXQLlcxtaSB9MVEx+7ZhBnD7jE/TowMIBEIiECGQJWXkdFUQRY5v3NtcLGEGRMySLz70zFRyIR5PN5R3oSiwn5E9lXWR5CLXezbeIdX9+KD9z6pDinoxXcARB+57xOlmUhU2mi3LLFNSQrLReh8RpFtAZU2Ei3u5kEWRYzNxPAOaGkSi7M5PzSyoxrgaCcxWwE+7VaTQTrrVYLm1MmGh0b164Mie9nwB6Px0X7ZzLJvLaUPVBbz3OjSwUDgUQi0QNuGdRQlkE7Rh4P7+VGoyFqBhh4zw1S5CLZL24aR8ij4y0XLxHBEI9p7j5xrHHKAWNFUXDGYAi7pk9btj2XY6bYwMMHsrA7LWDXj44po9g6XsCW8QJeP8tabpkodP/Ytwa2ouLJJzZhb/L0PC40frxtGh/8/jZ84b7jCyKaHRO3b5nES9YNIOw9hnfxZse7+KZzFy7k40PDsm3MlNuomd2WpzHNAQHptkswF6bZwTc2Z/C9x8aP65hP9pDZsbmj2Wzi3r15NDs2rl0VEawFdcCyhRS1jD6fD0uWLBHaVLKAhUIByWRSAEXLspDJZFAqlaDrOoLBoCiqe3Kmjv/eWsegDzh/0BDp/0gkIlgNMnHhcBjxeFwwpWTof32giN3JMt55yShaswb51LcebXDz0XUdbz8vji/8zhqReuRmbNv2bGtoR2dMsCPrLpdGnGu5L9sQmwqBxLEkM0cLUuSNXlEU/GDrNPqDLpy/ONzTWICpTpmt5fyQj3t7qwABAABJREFUgcvlciiXywgGg6J7F+Uouq6j1W7j3++fwv88MoPrlnnxznUaPC5DaE1Vtdu1ixKJTqcjAh6uE2o0CYYpo+Ca4zUnkyun2dcOhvDVd16IiKc3oCDLSf9lBkpcFzznJREXdicrPZ8jEJD1lXGtgaRUuEVgRtkKtbZLIwb2pqpQZgu45oJoAqVf7MnDUBVcvToqvpN6WFnWwqCAzD511gyw6MvdarXwRM7A8qiOy1Y6xXy2bSMSiQh7LnpHs2jO5/MhFosJMMkApVgsIpvNCj1qNptFLpcTzHI0GhWBDt0nDMNAqVQSrYZl5peSJMokCMZ/sC2JZLmJV589Is6H3zl3sIkJr7mqqijXWzj/E3fh1i1J0X2P14/gm/eToigwVAV9bgvTdVUA27nFjvL9xLXCdU8pCTMt1PNyrfG7+BxvNBo9zLTH4xGZoV+Pt9Dv13DWkE+AVoLiwcFB2LYtuhAyS8b7MxqNCis8FrGWSiXBJrMgVj4P/p1BDoNAuesni/YCgYBYj/MV9lJrvT9Tx927M3j7ZcsQ9BjiGXYibDFwigDjUqM3ml07FMSumfLzqmH8bRv/s+kQfveLDyG//W6gnj9mU4+vbjoEv0vDX738DLh1FVvlQjvDCyuyDJN7nsDdu1LP6nH/Jo9HDubwZ9/ZgvMWR/H3rznzuD7zq10pFGrt45JR3LUziQuXxbAk7l/wfUzVpsotvObmbXhosiXSuHGXJVpD8wHVaDSwJKw/bwV4C8ko6vU67t5fQn9Ax/oBD3K5HA4fPoyJiQmk02m0223E43EsWbJEMI99fX1ot9tIJpNig8lms5icnBR6N1bGE2RRrtBoNLAjD3zy/gISXhV/eb4buuoAbIIqVmmzoIWOFwQZhmHA5/Phv361H4ujXly51GG4WdSy0ODmSYAsF6wRMHNz7jOayJjdIjs5FR/UbUS9GvZnGz0bPrBwAd5CQYoM2iotC/fsTuOGdf1Q0N3Q2H2MOkvKHQjI6vU6isUiWq2W8Kwl8x6JRJxixmYL/3D3GL67JY0bV/nwljN0dGZlFrIUIhQKCTDBNDLbCbPbGjXEdP6Qu4XJAJGMJa/Rj56cxkzR2djJ7snAixs1wS1ZVt5THo8Hy6IutDsW8rW2KPiS0+UEIzG1gWzbhbZp9QB2Msj8jUVBBfW2hclir86YgJis4D37Crh4SRBRv6cnEJL1uGT0ZX0udatcQ6rqNIOYrgHjVQXXLO92NwMg5A5sAhIMBgUIlsG2aZoiO1Aul9HpdITHcalUQiAQEKCXMgx2RvP7/UKvnEgkethlrmMykgSXHcvCzQ+OY+NoGJevjAu5y3xZGgZRXO9kor2GikVRL/amq+K3GJTSeWQu4B30mkg2NUE4UOrA7+X1YABCzTDXA9DNGFGywHOjDp+fZaDBY6dsodC0sS3VxtXLA7BnC+WY6RoeHkY0Gu15fzqdFjILwzAQi8UAoKdTIQEt5V+8VrZtI5fLiYCW9wk17ZSqkeFnJoiynrnAmIG0ruv42iOT8Ls0vOPSpSLY5lw/naI7jlMCGB/O1pAuN8X/rx0ModLsYCJfX+BTp8fJGo22iW8/OoaXrBtE7NCPAFdwQRlFptLEnU9O43XnjSLic+HMkXAvMAagDa7HmfrkEa+fHs7Ymyzj97/6KEajXnzxrefDYxyfv+Itj09gIOTGFav6jvneb7/7YvzL72w8ru/VNA2DITeCbg1jJbOb3lcVRJU6sqZHpD4bjQYWB1UcztbRaD+9JhAnY5DpnJtWs20bxUoNezNNXL0ijEa9LqqvCTRDoRB8Ph+mp6dRqVREpTs3HToepFKpnuKwQqEgiuTY1rler2NHUcc/PpDHcFDHx14cQ1/AJUBUMBgUbguUBrA4jBsVmckHD5ewbbKIN5/XD4/LEJX2xzPkyvT33boH39qSFYwmgaDL5UJCb6FiudC0epk+wNmIVyW8qLW6jTWOx5niaE09CKq4ZnxuFz75mjPxmo0DPaBM1mIC6GkHW6lURPDA9Dq1ydysG602/vZnh/GjHTn8zjo/blqhiIKdoaEh8V1ySpbWYJlMRhxDPp9HpVIRhXScF1lyQaAt+0oDQLLUwJ9/Zwv+/Zd7BaAButpGAhLZ4k/WXhPMvnxtBD9995mIeLupXzLS8gYfU2swoWC80BTXWdYDE0yPzMbD+zK9jT64dqlj/sZbN+CPLh0UjCrBGcE0rwPb/HI9EKxxqKqKSqWCrQUXVAW4eFjH2NgYstksms0mUqkUksmkuK9qtRoymYwoSCSAJqDMZDKYmpoS6f+xsTFx3LlcDtVqFZlMBplMRri/EBhzHrlWWORKUM/rpKoqfrQtifG84xkuu2/MHQxmWARLEC87U+xJVcU6JeHA75OLLQGg39VGsa2h1lGEJloOcPlezjGL2Ti//H42IyIgl9lwBvQ8L4JeZms2TbZhAbhuVRjlchmVSgWqqgp9d6VSQbPZ7OkqyPudmZvp6WnxfKTkxu1292iQgS54ZoEzg4R6vS4kUnLtAOeAwHgu80t5lK7r+KuXn4HPv+U8RP0usZ5OlC0GThFgDKBHU3zpijj+7lXrEXCfcjbLL8jxg61TKNTaeNvFw8CuOx0ZhXH0StxvPzKGlmnhLZcsBQBsHI3gqalib0OPgfUYsaexa+z506GeyuNz9+yH29Dw1XdciOgxrNk40uUmfrU7jVefM3JM72IAcOsaRqO+Y74P6LobrO7341C+1etMMdsautMxxQY75LNg2sCe51gqQ3blaAyl1W7ia69fgjedkxAd1RYvXiwAMUGpLKeYnJxELpeDoig9urdms4lqtYpkMtlT3U3pwM6qD//6aAVLIwb+5soIhqIBwZAJ3Wm7jXA4LI47Go0K2QALTgKBAFb3+fCui4bx8vUJRKPR4wbFQLcAzzAMFOodPDVdFZs+mW3HIsoBsdnZDnj8B3BAzideMoy/f9lSAeS4SS9UgMdrMfd459q0BbwuvGrjIJYnfMLNQU7Fk1UjkKBulOuQjBEDM8MwYCkaPvzjQ7h7bx5v3eDH9aMOyPT7/RgZGRFtvcl4crMsFArYv39/jz6RAJAevmS7NE0TbGQkEpkXOH3hvgMwbRt/eOWKHqBIlpefcbvdAqSQeea6dbvdcBsarFkGWdYZy7ISl8uFPsP5jbGS2cMEy8BYVVUMeiz8843LcPGyXokE9fG8nn7dxqKoV6wTmenk9af8hg0yyPaT2afFYb3RxBM5HWfGVdj1kvBQppsKwSs1rh6PB7FYTPyNxVt0NuBx8r8TCacwmd/DoIkNIyzLQrPZRCQSEVkI2WKO0gpeT0VR8LMdaaweCODqNX3zFtzZti3WrAz2CIz53jX9fhxIVwCt23WShZDydxLQ9rtmW0O3dOE8IevGyXrKzjT8G9cO2WKej1wIy7nis4YBAbNXjhtFC2viLoyGXUJHHAwG0dfXJ5h7t9uNSqWCSqUCv9+PcDiMoaEhod0neCagn1sUyOdBLpeDruuicZIcrPHe5NqSmeb5ZC2yxZ2maegL+XDFqr6eQsUXBjCWNMVLE3685ZKlxw0YTo8TH7Zt46ubDmHNQBAXKzscGcUCTT3apoVvPDSGK1YlsLLf0Q5tXBRGo231gqT+M6DChr+8H6ly4yjf9ts7/uGmDfjuey45okXzQuOOLZMwLRuvO0YL6EbbxI3/cT9+vn3muL+bbMbqfj/255owZj1l6UzRhIGKpYk0/LDXeUDvm3luO+DxQXo0fXGr1YJbV+HRbGHFJDsQlMtlFAoFAI6HMH02ZfaCkgqgF/gxZdtqtbCt4sfntzawrs+ND17sh99QREqeYIwtYaPRqNAuh0IhkQI0DEOkOz12E+++dBh98djTAsVAF4CpqorlUTf2ZbvOFGRMbdvGsM/ZaNkamjpJ/t2evQYExkyPHw0YLySjkPXLqUoLX9l0GJlyXcgjKEeYq08mw0pfaNq3EWCk02mHSTaBv/jBfmw6WMQ7Nnjw4iFLWHPFYjGEQiEhjWDRWKlUQiaTwd69e1GtVgUAJohgkSYBG8+drWu5ccva32yliW8+fBivOnsYi2LeHsZV1nuyII7ASwa8vL4ulwufe2AK/3b3XnFNaKnFtL+maYhqLaiwMFGxxdwB6AF/hmFAsU1sHHAh6O62IKf2PRgMot7q4H3f3YFHD+WF/lUG8tR1kmUFuiCNwFh2r6jVajhQUVFoKTg/4UiuotEo+vr6BCgLBAIi6+L3+0VrbxZFhsNhDAwMCDeCoaEhwVbzuum6jr4+x36vr68P4XBY2CgS9IZCIQEYPR6PyEzIwJFr/T/euAFfeceFaLWO7HDHQIzPEvlvsoZfURSs7PPDsoGxQkswtdQby4wx53bA7VxTdsCT7f3kgJTXVx6yzl0mCgiCub7IMlP/zbXRarUwVjIxVjJx9XI/Wq0W8nlnHYRCIYTDYdHN0bIs4SMeCoUwOjoKr9eLYrGIUqkkGGbeP4CTDZCfMblcThQHMiClRI2aZj6LKGHimp5PX0z/8FwTeNP/bMZTk84+JBfdPV2Ltp7re0KfOslDV49sGDCWreHxBbxXT4+TM5KlJmaKDbz10iVQdtw+K6O45qjv//n2JGZKDbxtli0GIJwUto5LIKl/PQBgrTqO3TOnC/AAoNWx8Mkf70S+2oJbd9qfP51xy+MT2LgoglUDwQXf9/MdSWybLD6tjIsAxgMB1NsWKpZLsEUxZbY1dNvdtWxzmfjuGxfjJWvjT+scnungBj0feNw7nce7vj+GnZlWj4aWIDefz4siLurwmKpny9mpqSlkMhlRcMcNhulqXdfxSN6Dz2+u4qx+Fz54SQijAwlRBEbgQcDLTbvVaiEYDPYUyvj9fmiahr//0U48drggPF2f7uBGq2kalkZdSJbbMFVXD8ti2zZCBuBROsh0ug0uZCurXK2NP79jP+7dXxAAghvjfPUeC2m95eKsn+7I4O/u3IF8pSk0mtyoZQsuXm+5WUQgEMDo6Khga8vlMlrQ8aGfTWLLZAXvWq/j4kRHnCvBTi6XQzqdRrlcxvT0tPhvpvIJvFRVFdpztpkmUCYg4fqYT3v65fsPotmx8EcvXtnDFnOtyA1TqKvmJk9gzM3f4/HgQK6BX+xMifuR1fxk33RdhwoLEbWJmbrWw7oxUOE1tSwLO2fK+OajkwKAk0HVNA2/3J3BpoMFmHYXfJFVnstq8//l35LbWlMKsTnvgkcD1gRb8Pv96O/vF/ciwXA4HBauH7zmmqYJy0LTNJHL5XoCOwJjgnqZUSwUCuK61mo1oUembIBrVZaKEFRWm214XC70+/UjmEkyxQTFc+9NPoN4zc8ZDeKfXr8RozF/D1PMYIX3KVnfgGbBp1lINnRxvLJ7iKz1Brp6Zq4NBmoMsvnfDAZIFPBvvB7MMtw71oSuAC9eHkQ2m0W73RbBCufZ4/FgbGwM1WoV0WhUFEgSkFMCQR/2vr4+URjJ9Z/JZEQRM68Jm3oQJPO6cA1QFsJrNV+woqoqvv7oNJ6aLAkSVb4GJ/Is5TglgLHX0I5wofj7H+/AX96y9Xk6ot+eMRj24IEPXo3XnT0A7PwhsOb6BWUUX910CItiXly1tl+8tjjmQ8Rn9OqJY8tg6x78/SXqcelhX+jDtm3831ufxBfuO4BN+7NP+/Pbp4rYNVPG647hMAE4AHok4sXFy48ftHKzuGx5FJ9+1WrEgx7xAOybTflRZ2yaJtqtFtyKJTbH52rIGjt52LaNO5+cwVS5g4GA0/KU7Iumacjn86JVayQSweDgoHCZKBQKwsw+k8n0sEzpdBrpdBqAA1IeyHrxzV0dXDjiwV+/uB8DCSdNTYaTGkim5VlYYtuOZydZFLZafWKsiK89Mol9uVZPm+enM2QmakXc2UDGy93CHco/3G6X6IAHQGgTCXBd6GDzRAXbk/UjGn3MpzM+mtabBVw8rju3JbFxNIzRiBulUqkHlMvAhWwxK+/9fr9wkahWq0in08jV2vjor7LYm2ngfWe7cV7CEiCLmtdCoYCZmRmUSqUeXSj9rG3bFo0kUikHhC5fvhx9fX1CrkB5A0EymcG5rYHLjQ5uPGsYK/r8AnRR0035gWxDJTdokYsjKVtYGnVhf7qGzuzllt0HqBlVVRVxrYFUyxDXmv/IFfy2beORsTL+8RcHUGl1vaF5bD96KomE38D5i8MCvBM881gZGMngi5pw2e6v3W6j0mjjyZyKc/sAlwrE43GhZ1ZVVUiZOFdkYNlsgsc+MTGBUqkkrpWmaejv74ff7xfAh+urWCzCMAyEQiEBsuh2QPnKXDcOssW/3p/DS//zEezL1I8IeuR1eDS7RLk4VVVVxP0Gbjp3BH0hr9A0c+4YuDJwc+5NBYMeEzMNVRwbNdH8Xlkry9fn2rTxPudzhhpnSmZkj+dAIODc86aFByaaOG/YDZ8O5HI5aJomClx5TqlUCvl8HpFIBLFYTKwHzj2DHc4Dg9NgMCgkNNlstqdTH73LeUxcV3xWyUwvAxo5+GbgXGoDt26ZwU3njmIk4u0pJpYDiBMZpwQw9hga9qUqPRrVtYMhHMpUUW8998U9vy2j3jJhWjY8hgb3+APHdKPYMVXCI4dyeOvFS3s0roqiYONoBFtlyzZVg9K3Bu787mfvBH6Dxv/72W7ctnkS73/Jarz8rKGn/flbHp+AS1Nx48aFvYtnig3cvzeNm84dwULexfMNVVUxGHLjpesHEPa5BWPk1WwEZltDcyNsNBp4aKyC/3v7rnnZxGdj8LePJqP4+Z481ve70efXxKZEBkoufGN6kxXedKHIZrOiYUSr1UKxWBQaO5/Phx/sb+Pbu5q4bJEHf3PtCIYH+3sqxguFAhqNhkgp8oFOrSxT+kBXMnDzw1OI+Qy8+eKlJ/wg52akKAqWxzy4bGkQLl3rYZIpKUjoTWQ7bpiW3QNuAMA2O1gW92Bfpt4D5njt5bGQ1lvWF+9LV7FzpoxXbBgQDBavGTdAbui00ZL116qqIp/PY3p6Ggemc/jY/SVMltt4/4V+rPY5/seRSEQAR3ZUYze8kZERjI6OOoWZxaJgLoPBoGh1Ozw8DL/fj0Kh0MM2UYtJNms+H9W/e/WZ+MwbzhaaTW7oTFeTnVMURehq5UFgTCC+POpGx7KxP10WQIEgl4BOVVXE1Doqlo5CrS2uuawPZvC4KODM375MXVxPwzCQrTSw6WAR16yKgI8JTdN6LPOo7SWQkwv9qBElEKnVathR1NG0FJwX73bPZHbG4/EgEAgIHSyvB1PtAETwUyqVkEg4WnsGInwWkTVuNBooFAowDEM08aBEx+VyHeHpy+CQIFNVVXzuvkPwGCoWR1w9uvG5oPhoOlWCdjmA3Jss4aFDxZ4sCJ8xsjMF52rQYyLZ0GDZOELCxGPhvU05DAGmnNVhIEsAPdfruVKpiGtjWRaeTLVRbNq4aplfNDpi50iXyylgKxaLmJychNvtRl9fX09GhoRIOBzuKTbkHHCNTE1NoV6vo7+/H6Ojo4jFYsI6U3aDofYZQE9dBM9BHlyj392aQce08N4XrwAA8SyTrQ1PdJwywLhlWjiYqYrXzhgKwrKBvanTafhna3zu3v246p/ucYKPHbcDrgCw8ugyiq896DxIXn/+kRrXjYsi2JMsoyq38u5fj+bkU3jfN594zsDTqTi+/uAhfO6e/fi9ixbjfVetfNqfb3Us3LFlCtetG0DEt/ANf9vmSVg28Npj6JDnGwSSO5NVbJ7pFqGoqorobGtobo6tVgupSht37S1gIlc99pefhLFQ6v7J8RzGCi1cvTwoUrfc3DVNE2lApmDpSkBP0nK5LB7GxWJRMC/xeBwrVqzAneMafnjIxosWufBnF0XgNpzvINtcLBZRrVbh8XhE1bWsAWSHNblBxZ5sC5sOFvC2ixchHDgxtpiDAHgw7MEnb1iC9YN+saFzE9V1HX1GCx2oKMMjNlOyNZZlYWXcIyzb5vqqzjcX84EGWc/5kx0ZaKqC69bEhe0aQQM3UIItr9cr7Ll0XUc4HBb6xP3JEj75cB2Fho2/uiyMRYaT2l2+fLk4f7qOBINBhMNhwaJls1kUi0Xouo6BgQGMjo4KQDcwMIBgMIhSqSRYQ6Z6gW5AwEI4jkqzgx1Tpdm/KT1BFq8JU8eUbcyndyQDTAZ1+Szjv3OqJNYPf5dSCk3TENe6HfBk8E1gTPA35HWOf0+qKp7Bmqbhx09Oo2PZuG51WLxumqbwWg4Gg+J1zodc7U85EABR8PZYRkXMbWORpy2CT7L1LDqlFIuShWw2K4AWGf1YLIaRkRHxOoOBZrOJYDAIl8uFUqmEdruNSCSCRqOBUqkkGEx69RIE8jzkYPnRsSK2TpTwB5cvhW12xLNO1rcfy0Oc60J2pvjvew/gA99/Spwfr51cXEqgCwAD7g7atoJCRxfOFBxykCPbuc0Fzbw2lGyQ0eV6qVQqwlGHAdw9h2sIGAo2xBUhRaHWW1Udd5Fs1slsJhIJEeTL0ipZa8927dRj12o18VxkMR8DXwZJlAnRWo5SEWZsGJTJ9x2/u26q+M7j07hx4zCWJvwiUOc1ORGLtp55fUafPknDYziHsXO6qzNeO+i0Cjzd6OPZGa2OhW89PIaV/QF4NQvYeSew+nrAmH+DLtRauH3LJF5zzsi84OzsRWFYNoQIHgDQfwbcjRQe2LYHh7K1Z+tUTunRaJv48v0Hce0Z/fj4K9efUDHAr3ankKu2jsu7eONoGO998QosfZr6ZaCrmfviA2P43MMp4cKgaRpis62h27P4qNVqYVHAOZcnx3NP+7dOZBBwzXcN79gyBU0BrlgaECk1bnRkp6gpTqVSKBaL4sFOrSs3bgYDqqoiEo3i5q0V/HBfEzes8uOjN6zA2jWrxYZTKBSQzWZRq9VgGAYikYhgkch8AI4Mg+2gg8EgDMPAVx6aQsij4+2XL3/G14bHzI2r0TZFcQt1mpZliYIfBjkMInicy6Iu5GodZKtdtpPnM3cu5pNR8HcIGNKVFi5fmUDYrYhinrkV5gTtZOoACPZoamoKe2ZK+Jv7CmiYwN9dnUC/4linLV++XIA5akA5z3QeIYDyer3iupdKJRQKBfh8PuF+IDsmyFkFpmXnSii++dBhvOzff4396YpYbxyUbcgti4+WDeB6JmhblvBjacQFc/Yacu0SIHGOE7rD2I1XusWTc6+/YRjwayYiHg07Z5y0NYFT2KPiutVRrOlzwAklDWR36eIhAw2CfwCC2SR4LTRs7C4qOC9uwdA1UWTFAIfSJNk6rFh09goWNlarjtXZokWLxLqUXVPIgtNb3Ov1IplMYmpqSjCidKCQWUcCVII5APj8fYeQ8Lvw6rP6exxPWIjLZ9+xBtc/f2t1vx+ZSgs1SxckAoEemV55HQ3O3o/TdVWsZQZYsh5ZZof5e3INAKUKQFcvThBdKBRE4GiaJqotC49OtXDpqAvNek2w6yxeNU1TtEcPBoNCky4XpPK+4Nohawx0u0kWi0UoioL+/n6hseeapoxI0zRRuMd1xu/hfSkDY9YoxMMBfOTl6/DHs0STHLQ9U7YYAE4JPzS3rqGpKdg1U8arZl9bHPPBa2jPWxOBF/r48bZpZCpNvO3SpcChXwP13IJuFN95dByNtuW8f55x1mgEALB1ooCLqG0dcFpDr1EmsHW88LSLzV4Iw2No+N4fXoqAW4eunVgceuvjE+gLunHFqsQx33vpygQuXXns9803RAFenx9378oAekg8vKKzraGzbQODqqNNHfaYUOBIbF5+9gn95HGPo1UnA84D9KwBN7Szwgi6VVSrvd66tGibmprqMaG3LEtoTgOBAKLRKEKhEHK5nOONalr44pYa7pto42XLXfjDC2Lw+3wol8tIpVIC6NK7k2xVpVIRKXAWDZGJ9nq9SCQSaDabOGdREJevSiDsO3qHyeMd8qZy86NJ3Lotjx+8fXWPPs+2bQyJ1tAeWFZJ+DdzrIjqOG9REJWWJTZjMprcbMnOHI0tBiA2t0+/7iw02x1MTYyj3W6jv79fgDcCbtM0EQwGUa1WRYrW5/Oh0WhgvAJ85J4cDFXB314Zg6uegabrWLJkCbxer9CEE9gSULAwiNdELuDqdDrCvo8ghABGLrKSdao9Gse2iS/++iAuX5nAir6A0LbKEgb6Z7PAcqF5kwOPgM+Lz71qFMuWDYj7kc4UnGNd1+FTa05r6KoitLl8vwx0ms0mlkVd2JeuimvU6XRwxbIQLlsS6EnNy/eCzDoSoHHOqU3nPdlqtfBoGrCh4JxoC4bhEd9JazbOLUGn3+9HPp9HNBoVPtK2bWNwcBBA10OZx0ftPjW44XBYaHI7HactMQs3GXzJhXb0YAaA/dkGHjqYx/uvWQ5DVUQGgyn64wXFQG8BnqqqWDkbaBzKN5GQGFJKDOhWwfXS57GgwsZ0XcOZYVUEBPy7HPQwwJvrUsFAg8ElAzOCUT7vDMNArVbD/YeraFvAxQMKKpUKNE0T2m+32418Po9CoQCv1ysKgqnj5/HxusqsdKvVEl3ucrkcisUiBgcHBVPMe0OW4bC7JJ8vZI6ZSZL1xrZtC910NBzE710U67kGsk3dMx2nBGOsKMCKvgB2SYyxqiq4+e0X4N1XPnM25fQ4cnz1wUNYlvDjipUJYPvtszKKa+d9r2nZ+PpDh3HRsphg8ueORMCN0ah3XmeKDcYEtvyWNfrYn67g7+7cgbZpoS/ohtd1HBZcnRbwo78ACt1Wy9lKE7/clcJrzhk5JrD+5a4kxnPPjJnXNA2r+/2wAWRa3dRfYjZ1m5kt3Gq1WkCniaGg3pPpebbGQjKKZrOJswdcuGldsGcDJ8tRKBSwc+dO0bSDaXGmdGkRNTo6imaz6aS1vT5864CB+ybaeMVSBW/bGBKFdHv27EEymRS/E4lEkEgk0NfXJ1hqbhisCmfR2dDQkEjxv+uypXjXlU9fWjPfkJmYPr+BWttCptZlyKgNdBsaYloLmY5HMIKyNm9lRMVnX7cGS6KeHiYT6BbgLWSZJ2tdG23nO+vViuhYxusub/Zkj5jCJoB4aqaGD/x0El5dwUcu8UOvpqGqKkZHRzEwMIBsNot6vQ7btoW2mOApnU6LzVgGxaFQSHTUkgEeHUTkFtBkoucWRX7n0XFkKk388dUrBYAjKDUMA8ViEaZpiu5sxxpMlcvpf2qbAQj3DKDbJlpRFMS0Bmaa3eI4AnyeD4HI/7kwhJt/b73Q+D41kUe11X0v12mtVhOuEfIckXHleuc8MeNgmiYey6hY7LfQ74WQDDBQoZ6UBXgDAwM9Nn208orFYggEAqKtdKlU6rFIJJvNIkl5PrnmCLYIrrjGeG0VRcEZQyHc/KYNeO3GfnGdyBTTTeHp3ncM9FYmnLWyP9sQLhh0piDI43pXVRWGCiTcFmYa3XoIBgFkg+UiWrl4j+dMlxVZB8/7mS2ew+EwAAdc3n2ggkGfgiF3t200vb41TRNNV3g/sMaCEjquC54XPd+ZbTEMA4VCoecZyOyVfL9xTcvSN+rD+SyRiRBm/H62t4JvPjLRIwHiM+mZWLT1zOsz/oaTNM4YCmHXHFuvS1bEMRR+Ztq70+PI8dRkEZvHCnjrJUug2qbT1GP1S48qo/jlrhQm8vWjssUcGxdFegFwcBDwRHBRINlbmPcCH6lyA2+7+RHcsWWyp6PjgsOygDveBzz6JWDsQfHyHVum0LFs3HQc3sV/9u0t+OefP7NiR03TsHrAYfbHy5Z4uEUNEzpM5Mxux6dWq4W1CRdgz2/ndTLHXL9bedy1YxpjuZrYKGQt3uTkJHbt2oVCoSAYM9mWy+v1IhqNYtGiRSiVSiiVSuhYwL89VsFD0x28fpWOt5wTF96rExMTKJfLIt1ONoXNBejJyZQk0C2qiUajiMfj2DmRw4935mC43CflIQ50N2hN07Ai7gQvB/NNscEC3UYSCaOFbMfZcAhs6LVLuyhrlqmi/pifB9DDxM0d1Dk2Wm1c/1+P4j/v3iPcQGQmUgYtBK/UX3u9XthQ8C8P5RHxaPjgBW7oDWejHRoaEq1+S6WSYLvoSsBOaJZloa+vTwBgl8uFRCKBTqcjdMwMYFjAFYlExHkx7Uv3EI5Wx8Ln792PC5ZGcdGyWE/7Z/5Wve4UBc7XPW2+wUJMAoEHxmq46jObUKx3i8X4HqazNU1DXK0j0zLQmm28w3Piv/mZgG7DNrss5Adv34n337G3p9CwUqkI5pWsHgE4gw3+Lj1kmc6fqNiYrALnRrtAi/ci/5vetGzLzS531HazFiCfzwsZClleHiOdEWTdt67rPd0oZTDG54XMihPEbhz2I+h1gBgZfwLDpzsIRFVVRczvQl/QjX2ZunCmkItjOd8ycB/wdDBdV8X9wGeIfE/NBcYABNAk2NR1HcFgUGisNU0TTTXY7S5VNbEz08aF/bYoLmRGxOfzoVQqoVgsCnmEx+NBJBLpkbXwmcAMADMDZIsnJiacQu7BQbFGAAj9MUE87x3OmZzd4WdkYFwul1Fvm/j8pkn8ane65xlCqc3JYIuBUwgYrx0MYrrYQKHWTetNF+v4ygMHkau2Fvjk6fF0xxlDIXzxrefjpvNGHRlFLbugG8VXNx3CUNiDl6wbWPB7zx6NYLJQR6YyCwYVBRhYj3XaBPwu/beiAK/S7OCd//MospUWbn77BRiOHGdgd9ffANu+C1z918BZvyNevvWJCWwYCWPN4MLexXftTKLU6OB15y16JocPVVUxEvHA59IwXrFEpK+pCiJKHVmzW6leq9XwpxfH8NfXjPT4b57sQSZsvodeo93BX/1wL765tSAYIwKIUqmEXC4n0pk+nw/9/f1CZ8mU7PDwMHK5HJLJJOotE596IIctaRtvPsOFN57tVMf7fD4cOnQI2WwW8Xgc0WgUgUAAAwMDiEajsCynoxhT8i6XS1SGkw2JxWKwLAv/ff9hfPqXh1Ftn9z7gQB2WcwDBcC+bEMwSAS9Ho8HfUYTZctAC7pgixl4dDodfPqXh/HOb+8B0O2WRjaLwGs+yzz+XVEU3L8vi2y1hUGfLboGMhVLFlqWMNCxQlEUBAIBPDlTR6Zm4VXLNWjNEgzDwPDwMAYHBxEOh0VLYF5ruogwZT08PAxVVYXOlUVauVxOAI1IJAKv14twOIxYLNazIbNr4ly2eOd0CaV6G++7aqW4FjJYoYyGxXvHM+Z6BftdGtKVNnbNlAQYJZgiGwsAca0BEyqmSu0e2QvQ1W2rqopSvYX/d9dB/HpPCtsn8tiXqeOqVRGxLsna8loQbFG3ThAj64R5rTqdDh5OAppi48xwWwSFmqYJYEVASoCWz+dRKpWEDhXotgLXdR1+v78n62Lbjr0eXUKYCeL9TrkX0/JzmW6yyLZt469+uBv/9PM9Yp1S1kBruhMZvEa89l940zn44PVrBPPMZ5dcmCkHm4MeE4W2iqal9gTXPAeyzrzn+A8DWn4fz4H3Ub1eF+3Rmam5a69zvc+JdcRnODe6rotMWDAYRCgUEp7GBMVsGMI59fv9gmAAgGQyiUqlglAoJJrtGIaBfD4vmHCyzAw8+SyQfbLlYIDruVKp4Gd7K8jV2vjjq51MG4N3oNvo6GSMUwcYD80W20ms8Vi2ho/9cAee/C1iG5+LoakKrls3gJDHcNwoDD+w6rp537svVcb9+zJ488VLjpnK3zjb6KNnvvrXYaR1CN9414UnjR07VUfbtPBH33wCO6fL+OybzhW662OOB/8L2PTvwAV/AFzxF+LlHVMlbJ8qHVfR3S2PT2Ao7MElK55Zww1N06AqCr7x9rPx3ktHRPpRUZTZ1tA+mKYlGCoCq2cTGC8ko/jljhmUmyYuX+QWTB831UKhgFQqBctymgIkEgmYpolyuSwexMFgEKlUCtPT08hX6viHTUVsz1p461oNL18dEOlCMltM17OghcVA3MwIBgggyHaR1dw5kcEv9uTx5ouXIHaSO3tyYwh6XRgJuwRrRSaF6eT4bOFWzvIK0CO7Kng14EC2jmanm56XgezR5kLWF9/5VBJhj45zBt1CukIAQTAjXx+msrne7t5fgVcDlrsd8Ds6OiqcDdgwwO12C7soSh9s2xb2bdlsVrBZzWYTyWRSaEiHhoaE/pUNIbhZE2yQAZPHxkURbPrgNXjR6r6eNc97gBrdoxXbHW3egC4wZjp+x1SxR2dMRpnXLKY6hYpj5a7EhXNIJk/XddidFn6wPYd7d6dw2+YJaApw1fKQKFSqVCpoNBo9Ol3ZPYH3uG9WX8/f6XQ66JgWHk3ZWBsy4VE6osCRsgSuLbKMlUoFyWSyJ/UdiUTE3DJlT49b2eqQDLTP5xNNczRNE2wmAwi5nTmlPbqu40Cmhh88OdPj4AGcOFM8d/74feuGAugP+4SMiXMBdF1I+Ey1bRvDXudzyabeA9aBrtWbDPIJkOnQYNu2yFrJhcf5fF444pAMuGt/GStDFmLubvMYAuR6vY58Pi+YfblRCgAUi0XUajWhN2bwR9lMuVzGzMwMDMNAPB4X75M1/tSa67rTypvfz5oMBpp0qiBmqFarqDVb+N8taVy4LIYLlsbEPcPPnIyiO45TBhifMcuI7ZrPmeJ057STNr7+4CH80892w7JswOw4TT0WkFF8ddNhuDQVb7zg2EzkmSMhqAqwpUdnfAbQLAHFiZN1Cqfs2JMs47FDOfz9q8/saYCy4Nh2C/CzDwNnvBK44R8dln123PrEBAxNwSuP4V2cKjVw3540XnvuSI+/9IkMPrTXDAQRCXgF46Oq6mxraB0Vq6vbLNSa+KPbD+F7j40f+8tPcCwko7h9yyTCHhVnJvSeTdGyLLEx8CHNlsBkw7xeLyqVCvL5PNKFCv7psQb25k28fa2Cl64Kis2kXq+jXC7D4/GIzYdFIuykx5Q3ASO1eNzEqIP80gPjMDQVf/As1E7I6dbXbYjiymVBkYYnq2maptiIc6ZHSBvYHVBRFCyNGDBt4ECmLq4/gbHMzsw3T5qmoVCt4549OVy7Jga3oYu0PgMpXlfZDk7e4KvNNh6eamJDtAOX5lhBUftpGAbSaSeNOjQ0JEAxAxdu1mxYQF14Luc4pzBDQJ0xpQnUtRLg0s9VHumyA7zDvi7DS/kEmXWmpk9k3gjiBiM+hN0qdk6XxLyRRZUL8GJ6GypsTFW7MheCEKbSXS4XVNhYHDGwY7qEO7clcdGSEPx619Itn887dQSJhJhjMpu67nRzZOaBel+upd1FBcUWsCHoBGGBQEAEUrTsIlPI+03TNGEBxkI8HjvZa7kglF3V6A9O9wbaDfI8ee9RCy3LUwDg5gcn4NZVvP6suFh3sn77RMfcArzJfBWfu/cACq2uIwbXEs9RnqsBT9eZwrZtkWnifPO9XOuyBp5uOH6/X0hIWAtAFxjKunam6piumDg73BTXnRkbwzBE97tQKCSuMy0WCYrZLprPNRZE1+t1TE5OOkB/1hdcVVUhn5ADFdM0heaZwSjdRJjxkx1EbNtGoVDA3fsrSJVb+JOru3UZsozkmVq0yePUAMalKfQFXIj5XT0gOOwzMBz29IDl0+PER8e08Nl79mPrRAGqqgCH73dkFEdxoyg12rj1iQm8YuMQ4oFjP+x9Lh2rB4K9HfAGnAK8z3zrdnz4tm0n4SxO3bF+OIx73v9ivPHCxcf3gf2/Am77Q2DJ5cBrvwioXbDRNi3cvnkS16wdEO0ujzaeGCtAU5UT8i6eb6iqisPZGr740AxaapdxjKsOeMpJBXhqp4mpUhtbxovPilSGG/B8D71yo41792Rx2agXbpch/FRpFVWtVkVnJrkl6sDAgKiWtiwLhXoH//REG4dLNv7kPD+uPyMBr9crQA43kVjMYSlCoRD6+53AR9Mc/89QKNTTvYvsFdkYv9+PA8kifrwzi985bwT9wePTnz6dwbS7ZVl41fo4rl0VEZXmBFi2bSPiVuBRTGQ6HlG4IsspRvzOPO7N1Ho028DROw/KLOVPtk6i0bFww7pED3Mp+9pyA5eDD87xrw+W0TSBjeEmwuEwEokEwuEwotEoKpUKqtWqsMXrdDpoNBqoVCpC510sFsXv2LYt3BbYZCAUConCPAJD6pU55hZhWZaN3/viQ/jz72wB0C3oIpAhW89r/XSHXIDn9XqxNOrC7plyD2MMQKwrTdNgaAoiakNYfREcy7IKAtylER2bDuSRLLdw3eqoADRss802zbIfLuebhVVy8xX+3sNJG17NxgpvV3oid8djcOjxeFAul4WtGoEfbfDIBhcKBZGNYUBAz1tei0ajIXzHvV4vfD6fCMrmOlEwYB3L1XDntiRetS6GkFsVzPMzBcVAF+xyrecqLXz6Z7uxK9PqcVfg/PF+4HmHDcCrWZiqKT31G7JkgoGkzBbTZpJyBmbxAAj3Ha/XK55LP9tTgKHaOCtmCbaY9zGLHV0ulwhAqtWqaHJUrVZFMx3ZjpHSCLZa7+/vFzp1asWp4aYkjXNTrVaF/pznBHSDPAY0lFmtGoridy9cjMtnXZf4zOIcn8yM9KkBjCtJKPmDWDsYxM457PDaeYryTo8TGz/fkcR0sYG3XrLUeWH77YDhA1bOL6O49fEJ1Fom3n6Mojt5nL3I6YAnQFL/GQCA0dZBPHboufG7fa7H/z4yhq9uOgQA6A8dJ+CZ3gp8581AYjXwxm8e0Yb73t1pZI/Tu/j6Mwfx2Eeuw4q+I1O/JzI0TUO60sSXH5rEZE0TLFW/y2Fx6EzBTXNZ1IW96doRXrcnYywko9g8lkfHtnHpSK8NEquiuZHUajXBrJB95GaTr5v4+P0lTFUsvP+iAC4e9fT8JtN7cttSVVWRyWRgGAYWL16MWCyGarWKXC7XU/TEYjem1rOVJlb1+fCeF6046dcJ6LL9qqrCtGyM5RuotiFYY6bFndbQTWRMt2DVqCt1uVyIukx4DBX7Mg2xMctjPq03gU69XsfZw3785TVLcdZwQNhGcX7IeBEYcwOWLao2TbYRddlYGXY8UCmXAIDx8XGYpol4PC6CgEwmI3yHs9ksWq2W8F+tVqvCBmxgYECAcp5XJpMR7+dveDyeI9bbz3fMYG+qIjJB/A46AjAIOtF0rrxmXC4XLl3sw/mLQwKskxGUPXo1TUNMayDZ7IJqMvqyhEBRuh3wPvu6VbhkkU/IW9gYIx6P92iyuc4JhNkEhWDXsizUWiaeSJrYEGrCbThNQeb69fr9fkQiEZEeJ5tJhl/27qWlolwTIHe/AyA6slEeRcAu25TxOjGIU1UVX3loAqoKvGZdWLQrPhmgmEMuwFsW90JTFRyY1fjLjUWomZalFIoCDLrNngI8yozE/Wx2m13wPmMrbXbnk9tl0xmF66ZUrePegxWsC7URD/XqtQliOx2nK6Rsn0Zml+tBtmvjHp/JZFAoFBCJRDA0NCSeMyxm1jQNkUgEuq6LIsp6vS6eyZwHBubMKnHt0w/52g2L8A+v3fCsFt1xnBrAGACmt2DtYAh7ZsowrS7ztHYwiAOZak+76NPjxMb/bDqE0agXV6/t75VRuHxHvNeybHztwcM4Z3Hk+LWycDR4hVobY7QN84SB0CjONKawN1VBRe6M9wIYd+9M4q9u24Zf7U458pTjGbmDwDdeB3ijwJtvAbyRI95yy+MTSARceNGavgW/ivdK2HvyHgyapmFVn5PenKopQkrhVntbQ5OtWxZ1YX+2jmbr5BfJHq2RBABcsCiI77xxOVZEnE2ergaK4nRzAhxGhC1HWRHPDSpbt/D+n0wiXTPxgYv8OHvAJVgfsl8EbBxkJD0eD5YsWYJYLNajtWYhCh/uZGwB4KzRMG599wUYjT07ft7cRFVVxUy5jbd8ex/u3V/okXgQWDmtoV2AogqGsVZznD2sTgdvPm8QG4b8PYwVN6T55oKbuWmaGI768OYLR6Gga7nEDZWV9DJgLhQKYlOumhq2pTs4O9pGwO9DPB4X1/HgwYMolUoYHByEx+NBq9USsopms4lMJiNkK+FwGKVSyZEmDA4ikUgIFrLdbqNWq6FcLgs9pGEY4pjktDzggPX/+OU+LEv48YqzhgUAYco7GAz26KNPZMxN/d+4Now/uLBfACjZyooODgAQU+somzrKra5lG9AtmmRANBpQkPDr8GgKdKXLFpdKJXi9XoRCIbGOmUmhewTlJkyrA05g8GReQ8sC1vurQuNKe0LqeAmGyKRT182AkcfbarWwb98+pNNpIVma247ZNE3kcjlhP0bZBqUfnBf+Nxll0zTx5guG8RdXDGI0HkA4HD7p9S5cW4qiwKWrWJbwYV+mfsS1kJ0+5DU25LUwU1ehqJooNAO6bidk1w3DEKCSxYwEl2TL6aVOxxbLsvDAwQKqbeDcaBvRaFTIMahJZnBCz2wAQi/udrtFoSot06hLLxQKYg3RirLdboviWNooUubG68FMHDXoDAq7wbvzzGy326hUq/j+jhKKjW6ATqcfEhEnM8gBThVgrKjA1GasHQqi3ja7oArAe65cga0ffQmME2yOcHo4Y+d0CY8czOEtFy9xdKiHHwBqmaO6Udy3N42DmerTYosBYOMsiO6xbRtYh9H2Qdg2sG2iOO/nfhPHlvEC/vhbm3HmSBj/9XvnOvKUY41KGvjGawGrDbz5ViB0pH44X23h7l1JvPrskWOu+4//cDve8uWHT6qMQVVVBD06hsNujJUdsMdNP6rUkJ/tmkaP0mVRA42Ojf3Jkyt5kh0Q5vtbo9GAZjbE5k8j+3q9LtKMAETr4EAgIPxaD2Uq+OPb9qPYMPHhS4M4Z8Rh2wnQuOlSs0wwVy6X4fP5sGrVKoTDYVQqFczMzKBWq4kCO4IHbiqapuHhQwXU2tZJ1cHNNxgYjEY98Ogq9qargjEmKCUw7tgqyrZHMC/NZlMwnu+8cAAvPSPR4xVKcDYXVNChBAAeOlzGz3dlxfww28DfIEjmJs65Ykr8vrE6bAAbQw0kEgmxQWazWUxPTyMcDgu/abK91WoVhUJBgNxQKIRy2ckyJhIJxGIxAfArlYoIlILBIOJxp1iV9mGUKcjzdM+eNLZPlfDeF6+Apio9QQCLwgA8o+IfBp/Uo2qahlqjiVK9W0jmdrsFqCCAp7/4WNEU0g7Z8YBAbE1Uwbd/dwVWxJxj9Hg8qFQqaDabwq+Wc8hzJ4vI5iv8O4/zwRkLcbeFUW9HBJ1kNZlloX6Vmlimzfm3YDCIaPT/Z++7wyQ5y+Oru2emJ8fNt3s57OV8OgWEskAiKAJCIIH4IUy2STbGNsZgwAZjjEEEEyRASCieRBBBQijdSZdzjpvzTs7d/fujt77p2XAbbu9uJXifR4+k2dnZme7p/uqrt96qkIhXD4fDqK83u2TcfCQSCcRiMXR3dyOZTMLr9QotuXXolXpVWolRd1ooFFDh0HDtAtMu8WwMgQ8ewJtf5cWRrqRgr63aeuvwHWBuCmpduoiGtjL/ZGYpO6I0yHo9Wr1/dV0XA27cYKTTaTx9JA6/3cCiCpuYj7C6qpClp0sJWXp23Zg0SIeLbDYrJEiGYQiZRDabRW9vL7LZLHw+nwDFnGEgAGbqJDtJTLzk8aPVYSKRwHPHYvj2i63YeKxXHG8OXJ4NthiYKsDY5gTadmKhiIEuLbABt31s4Qh/rdOWXZHw5uV1eDuH6PZvMGUU864Z9vk/3XQKFV4Vb1xSO66/M7/aC6ddHhT0sQie+DHYUHzN+Bmf7Enhrnu3oNKn4sfvWQuPOgbAk0sCv3gbEG8H3vkQULlg2Kc9uasNBc0w7fRO93JFDRt2tiHknjhTNVzxxj2/yosTfXlxk5JlGWE5g5jhRF4zBNM40y/hkpleZHP5SQXop3NA+MlLJ3HnT3chkcmLGy+ToXp7e0Wb0OVyiWEQtp978go+/uQppPIaPrXagcXVbqGH83q9wreTrBNtj7LZLPx+P+bPnw+32410Oo3jx48jGo2K5DzrJDwXrXjewEce2otvPHPirANjtrHtNhtmR1Qc6ymlXlkn4xkN3TswgEewCkB85t60hlSuIFgcK/ttrXQ6LY799148hXs3t8Fms4mhK7JFZMoIyDgsxCEowzDwQlMODR4d0/w2VFZWQpLMqOCWlhYoioK5c+cinU6jtbUV0WhUgASGtFCLWygUhNsBAXgikRAhFpGI6U1NCzer48Pgc/TLzc2YFnThxpXToGmakGfweBDMnsk1SEDHtrshK7juRwfwf88fF610DkuRIaOUAgBaU4YYbKLela9LrbXVvYEOEbQsBCCilnmd8OccXOWGr1AooD8HHOzVsNSXgcNhDn9Zf5/vkxIVDkNSS0321GazobW1FR0dHQgGg5g3bx78fr+4Dmm/xkEzfqZ0Oi1ii3l8uLHjcVBVFW19CXz68QM41ZcV8pqzUdyMcGMyv8qDrmQemlQKx+E1yHPNfwzDQN2Arp9yCm7UrDZwDocDsVhMbDq42SVDTnKAv8tkx/beOHZ0FrAiVEDA5xWbBV57Vn00WWNucvh+rRIQssx8fV7X3NxY7d54vq1OJtws8W9x0I/3GW6caIH5wK4+zKrw4LqlJSzCQVlrN2xSz+ekv+JEyuEG2ndhXpUbsoQhOuNv/PEwHtpy9qbe/xJqbpUP/3vbSgTdDkDXTBnFvGuGlVGc6k3h2UNdeOcF0+Gwje8rYlNkLJ0WKAfAVYsg6QV8dIX0momFfvl4LyQA9921DhVjGEyEVgAeusPUFt/6E6Bh3YhPfWRbCxbX+bGwdviUQdYzB7oQyxRGBdATKUUxgz76MkU4VKe4AYcHoqGjhglAMpkMapw6Pn9lHRoCdrEgT0aRBRmudb9hRwvS+SLsknmDZuuQCzoHiAKBgBgOicfjOBkr4iOPH0dR0/D3a1SsmBFBLBYTbXe73S70j7QvsurvZs+eLdi1AwcOoL+/H5WVlUJbZ128OYz1i22dyBV03Lm+ftJ8Nkcq6yI2O6ziWG9WMEAcVjMMA9Uu3YyG1p1iA0INqKIo2NkSwxu/tx3bms2WrnW4y1ocyLLb7ehIadjTlsT1S6oFCKOsxJoAmE6nhdUaWWVVVdEUK+JUXMOKYF5ENsdiMaEXr6+vh2EYOHHihGCLJUlCOBwWOmRqlqltJYNGljgSiQjNayKRQH9/PyRJEiBsMFsMAP9z2wrc+961sCuysCsji0aJyZlaRRFcUALh97hR5bHhYEdpKJCgn4yyLMvwyKZNWlu6ZIXHDStBFRlb/r7T6RSyCEobyIBTw0owyoCTaDQqNjOapmFLF2AAWOROiuEvTdPEtcEgHZfLJYYhqe3n5lmWZfT29qKjowNutxvTp08XXR2eBwIlDrAGg0HBTvP7ms/nhYxGUUrx0Yqi4N6Np/CnI1EB8M8GWzz4/MmyjHeuqcO+L1yLoNdcX62uIVbJExnhOo8ECQba0kM9inndclaCn43XjVWGwJRBRVGEXd7TR6PQDGBNhSaYdkqb+J55Pjh0aj1OBMyapolgHVqxsUtDJptyNqbpsXNktWkcvLmmxSXlUdxkplIpvHg8iiM9WXxooFvDY8kN5Nlgi4GpAoztbiAXhzPRhFkVniEuFM8c6MSv97Sfpzf36q+XjvbgaJdls3HqJSDVPaIbxU83nYIiSbj9gjG6Kwyq5fVB7G2NlXTh1YsAAB9fUsC1i2sm9JpTrd6xbjr+9MnLxgb0DQN44iPAsWeAN38TWPDGEZ96sCOOPa2xMQ3dPbqtBdV+VUzpTmbJsoy7L56O5/92PXxe8zMqiiK8U3u1EjPHqfxYKjtEk3smNZIDwomeFHa3xnFJgyoASTabFdZSiURCgEG/3y+suJqSEj7x5Eko0PHZdU4sn1mJTCaDQqEgJt+pPe3u7kZXV1eZe0JlZSV0XUdbWxt2796Nzs5OwW719fWhp6en7P06HA7kDBt+sbkZb1hUibnVp9/oTEZx0TQMA3Mr3IjnNETzKGNpNE2D027affUWnaJ1SzmFzWZDjdO8do/0pMtcCAafHw48ut1ubNhmkhc3rKwXrgFsu3IhZoQzPVLT6bRo3/75VAayBCzxZRGJRATTlE6nhZby5MmT6OzsFK9dWVkJn88ngALlA7TVo/xFVVVUVFQIHWwymUQ6nYbT6UQkEhFMI7Wg4jNqOlSbgnnVPrFZ4qLPv3embDEA8XcJalVVxcygHQcHOVPQIovfe7vdhoicQUdWFseLbXIOixJYs51NKzUCIafTWSZD4HN5nnis2NLPZnN4udPALK+GiGoOaBHM8ncDgQCCwaCw+rJuJPg68Xgcvb29cLlcqKmpEV0dsq5M2CMrD0BYiREsB4NBABAbLTLjkiShO5bCI7u6cdWCMObV+M8aiGJZgbHLLsMmS4IlJvvK/+emhefcLgMRh462VCnUg5tGViaTKRu+ZMfCOnDJjRuZ1HQ6jReacpjmMTDdbxOe3vwdfu/pAEIiwcqA8/2y68KBP9pUUvvsdruFzaF1Q2q1VBuJsee54fVEnfX9O3sxLejEDSuniedyUPhsySiAqQSMgQGd8VAXisYa/18t2yZYmm7g7x/djX98bG/pwX0bAJtrWBlFKlfEQ1ub8caltageq8PCoFreEESuqOMQz2PFfEBSgM796EnmkMlPvnvBuaiipuNvH9yBjcd6AED4mY5aT/8rsPtB4PJ/AlbdcdqnPrqtBTZ5DN7FiSz+fLgbN62qP2Pv4uFKURSoNlmADDJPpWhop5j8TqfT+OYL7bjjgcOTFvRBZmm4NtkTO1shAVhfZxeT6NlsFk6nE9FoVNw0rVGmJ5IKPv3bZngcEr54WRhLZ1YLtqmqqgpVVVVwOp3w+XyCqbKyTNXV1WIyv7OzE7FYDIFAAJFIRGgIyRDzfbvdbjy8qxupvIb3Xzz9rMsogNIAniRJWD/diy9eU4+Ayy6CPqzOBxW2HLoHoqHZHiWbqxhFNASdONKdKTsn1v+mYwGByq/3dmJVvQ91QZfwvgWAaDRadi7JZsXjcRSLRTidThSKRbzUkkOjX0Ol3xzYIRBli763txednZ3CJaGyslJowe12O5xOZxmYoEaVsbYECmzDut1uEQ9unXBnbTvVh0v/81nsazPb15ywt/qrssswGcW/LYBxyIHm/iwyBXOTQqsrHjMey7CSQXfOhoJWYosJ2q3SEG566C3LASh+fwlICEqpOeXAG1v2p+I62lPGgIzClAsxVTGZTEJVVVRVVQl3BF3XBejNZDLI5/NCGqEoCsLhMHw+n3AMoYyJn9mqT6YfNsFvLpcT7DSlObwWf7m9A+mCjvdd1DDpPrfD1eABsP946gAe3tUjADNZ5cHWbdx01rpMZwrKCKif5jXNzgzlFxwS5b0qlUqJ2Qpek0c6EzgW1bA6XBR+0RyytXqus7tmHSK0eiYnEglxTQeDQfT19QnPY75fACJFkr7EdKYgoD/dBpIbN6fTaXrkJzOo9jvxwcvmiFkbDt0BmJQN6Ug1RYCxE1BUoG0HFtb40NSXLnMvWFjrQ1cih95k7jQv8tcarp492IWW/gzu5BAdZRTzrwEcQ9nODTtbkcgWceeFMyb8N1cMJOAJOYVNBSJzETu1G2u+9DReONI94dc+X2UYBv75ib3YsLMNx7tTY//Fl78LvPRNYM37gEs/ddqn5ooaHt/Rhisaq0b1jXbZFfzLmxbhbWvOLAJ6pCL786XfHcHvT5Q8X22KjJCUQa/mFCArl8uh2mtDV6qI7tg4js1paiSbNsMw8MTOViyrdSHiUkTrnO+ZGjyn0wmv14tMJoPdXXn8/VNNiLgVfOWqKkwLOsXQlt/vRzAYFK32XC4nBpIY4Uz2sbm5GW1tbYjFYkJWQTspn8+HadOmCXcDpkcd70nj6sZKzKvynHUZBYvMX11AxSWz/LBBL/PYJQiqtOeR0GzIo2RvRT9hTdMwt9KFoz2ZsuQtsn1kGMlC9ySy0A0Db11RJxh6yloKhQJ8Ph8MwxAyB4fDgXg8LjSwe7sL6M8aWBEyZRS0Wuvt7RV/j+3ycDiMyspK0aol0E4mk0K+QcBBJgwoAQC+b5fLJY4Hux7WNu+3/3QUmYKG6SGnSOajVzJ1mZO5OHNDQ2A8O2y+lyNdyTKHB6umWVEUROQsipDRlSpJKci8UvbB74TdbheAlJ61uVyubLiLzDNBaTweF3r7bDaLbX022GRgvjNZFs4BmKC+osL0AWfrn8weBx+BktsM3SXYrudxtm7Ik8mkcLQgSLYmvNF6jS4bkiRBl+14YHsHLp0TwsIa36T73A5Xg6/vLSf78czhPnHt8BwTbPKckiGucxvoy8vI6ZJw/AFK8d6U0AhWesA1h5tOSlascqpnjychAVgV0REIBMTx5XeNv0/rO+vALABxzVK/7ff70dfXh2QyiWAwKLoFnDHgNUVmnMw+N6WZTGZEW0/eM7gxc9llfOe2FXjX+pniOcViUciyzkS+ZA2QGa6mBjCGBNQsAdp3ibS7QxbWeLjH/lpjq/s2nUSN34lrFlebD5zaCKS6hnWjMAwD9208icV1fqyeERrT6/96dxt++MLxssfqQy6EPY5BQR+L4IsfhiJL2P0qdKb43z8dxQObm/Hhy+fgXevHuGnY+yjwu88CC98MXPe1slS7waXrBj718G70JHN49xg2JT6nHXdeNPOsabbJVOxpTWBLa1qwE7IsIyRn0Ku7AEjCkWC631wUDnYkJkVnbPXYtJamG7htdR3eMt8rFiKGBhQKBTEwxDjf7R15/PMfWlEfUPHVq2vgs5VijWkZFY/Hkc1mhTcop//j8ThsNpuIq2Ub22azobq6WrBXmqbB6zXjo2OxmPD/9Hg8+M7tq/DVGxqHlYScrbL6yO7rSGPTyZgAfQReLpcLFSIa2ik+hzUaek5YHWAszeNFiz7qqMk26roOrx149K7lePva6WIqnYM31A+yNe50mk4YmUxGDGu92FKASwEafQVUVlYin8+jt7dXtI9TKTMaOhQKIRgMCsDH88Fz5/V6xYLJxZwsG0MNaH1Fto2gmFIFANjbGsOzh7px18UzIWkF8b6tbPRkssVAaUND4LO41ov3r6tEhdch/q7b7Yau6wJskPkHgJakIUCx1c2Ael0CGA5S8pom68rPTnDk8XiEJlwMbBU0bOkysCSow+MogTNuFChv4fkls0lrL34vCezos8trh1pkngsyzB6PR+iK6WDAzQ2/r9RN+/1+GABuXFqJD75+1rADlWejCDb53Zhf5cHhrqTYwHEAj/dRoKTfzeVymDZwK+/IKmLAkBscAOK8US7E64juEUy6E9dENovnm3NYFIb4DrEjZNWiM7Le6tXODRJlF2S66RISCARQVVWFdDotujJWDTfvxaqqlnUEKI1KpVJiswWUmGB2DQ61R9GZxhA9MmUZlF9NpEiAnPZcTuiVz0bVrgDadqKxxvx2HOywREPX+hB029GXnnyf1NdyHe1K4oUjPXjX+ukl26/9G0wZxfxrhzx/0/FeHO5M4s6LZo55EX/+cDfu+fOxMjcCSZKwvD4wxJlCjp7E8mr7q86Z4qGtzfjGHw/jplXT8KlrhneSGFLHnzNT7aZfCNz0w7JUu+Hqq787iF/tasNn3rAAr5t3eu/iI50JPLi56axLUhRFwbwqD471ZoV9j81mQ1hOIw8bEpoiWn61bhMMH+xInrHO2DqoMbhsiow3LfBhVY1d3ES5sHMgi2zt/p4CvvJCL+ZWuvHVa2pg100Ghq0/MhNdXV3iRklvTS4g1dXVUFVVsFSSJCEUComhop6eHpEQ1dnZKTR4qseP9rg50ORQpHOyMLPISkmShPt39uCeje1CamDV4TKKtldzCVmJNa1sba0dX37LAkhA2fANB7nIOBWKRaRzZjs3k04hHo/D6XQKvSIDAwiwqOUmwEtmC9jaUcDSUBF+jwuRSESwUlw8Q6GQAL1kVK02WMVisWxxTyZNlpVDfExHo4SAzxsOFAPAd549Cp/ThltXVJfpQ63DY5PdyuV5I7itC3lw8yI/av2qeJwDbNz8AEDYlocEAy2pkh0WUJIj8bp1u90C+PD7wM2OFbxRtmCz2UTLnMf6UFxBIm9giTclQB6tvugVzmuIoIqsL4EhtbEcluQ9JJfLwev1inPBgS6+d7oU8PtnBcXRaFRce36/H1Ixh49fPgvL6wNDdONns3iezHunG8mchr5s6Z4GlEgHPl8M4LnN71VHpmS3x3PJjS27ObwfU/7DyGbr0O+OliR6MzrWVpjXGaUZ3MTwv+12u0gHBSA2Qfz71rWdoSLhcFiQCaqqCnYfgOgy0BKRGwE+j2CXDhqUwlk3Ud9+sQ0ffOQwNKN0ffG7aZUzTaRGY4uBqQSM61YC+QSm6e3wqTYcbC+xwxVeFTv++Wq8adnpdZd/rfLa1xaD32krRRTrGrD/SWDe1cPKKO7beBIht31UfSvrq08dhKYDfak8WvozZT9bVh/E4a5ESRJTZQ7gXVXRh13NUYw5DGMK1CvH+/C6eRX46k3LxrYQtu8GHrwdiMwFbntgSKrd4PrJSyfwg+eP493rZ+CDY0hFu/+VJvzLk/uQL57d0BtFUTC/yo2+dBF52Slat2HJPNd9Wmlwyy0VEXbZcLg7dcbAeCQZhaYbeGjzKXT2xcXPaZ0ly7JoozJA4PfHc/A7Ffzb5ZXIJfrF66bTaeFE0d1tynqEtdqAI4WqqgiFzOjczs5OYQfncDgQDofhcDjE4BItpazA+fE93bjsa8/iZHdi2M9yNosMoWEYmBN2oqk/Bx2y0IxysQs6JLhkDf26q2xgi1rUaqeOtyyvhdNevqmzShWKxSK2NsVxzT3bsKu5X8haqBGmbzKZJepkmWalKAq2dhSQ04AVgRxCoRAMw0B/f78ARdbNCc8TYC7S1sE7gnsu+vQ0JniztmAZVMCQBOt1fbw7id/t68A710yDx1GSixDAAJh0tpivSbaOTF5PMo8tx7sF6CDrb+0K2GSIaGiygEDJB5zPtbqDcGiKbC+fT3BEhwACUQKlrb0KfA5gtjsnOiZWF4JQKCT0593d3YJ1pMSJn5GAjv7IVnkHWe1YLIZcLic2A0w1pBSHsopEIiGcGILBIH6zswXPH+sXv3e2h+6sRWAsSRLmVZodiuZEOYHB7pH1PAJA2CnDKetoSUJ4MVvBLENYuEHiuZJlGdFoVAxe8vWePZGCywYsCRlCasJNi5W95saRTLx1SJJ6b+t79vv9glSw2+1CCsNKJpMiTXIwgOVMgsfjEbILEhF8/d3N/dh0KoF3r28oc8Vix2NwAM94io4WowHrKQSMVwAApLadaKz1lTHGAMYGSP5aZfXWFdOw+XNXlezEmjaZMoph3Chaoxn8cX8n3r52+pCFcLja1RzF9547JtQBZYEeMHXGhmG2JAEIZ4o1znbEs0Wc7J0cLeq5qK/dsgw/ePeasVnX9Z8E7r/FTPy7ffhUO2s9tacd//br/bhmUTX+9S2LR/2e54s6ntjZiqsXVY99+G+CRT9OAOgpOsQNusJusquMhmbu/R1rKnHRDN8ZD+BxsR3cKtt0rBefeWwvNjfFxc9oD0T2gexHqmBge2cBa6skdLacFO4TmUxGtOjJjHJxSiQSovXPNLNYLFaWrEQ3BatNGaey2Tr0BcP44YuncMGsCGp8Ja3duSqrFdTcSjc0A2iK5gQo5IJnsylDBvCoI2VgwoGOBHa1lsA97ZwAiAS5X+/phAFgcX1YtF2tekVqjan3pSc0WcqNbUVEVAOzfAYqKipEcIAkSaitrYXP50NfX19ZVDOdRFwul9A0Wwd8mH7Hz0WwT8Bn/f/B52ZWhQf3vGMZbl9bJ5LTrIBVkqRRB4kmet6sWl2n04mf7+rH3ffvEo9bmTku7jabDRE5i45sye6NwIbvnQCEgJ5dE7LF/JuUqKiqKlhIgrGsJmFXt4bVFQB0TTDojDxnQlo+n0d/v7kRDQQC4nUIwMjYMUGNrC8AsWGhvpyfgQOv7HjQOaavrw/xeFwwmbLNga/+4Sh+sb1bHLNz3a1hza30oDbgRFGylW2qqBXmhr40UFhAjVNDW7pk0WaNL+d9hx0OsvHceHBz6HK5EE9nsak1hzXVClSbJAAzJQsEupQYWTdj/DvUltOLmp05VVWF7puMMIuzG2SHhyt+7/iZKBehw8ZPXmmFx6HgrktKJBHfN6+9iRZf49UDjCsbzaCPgWjog+2JMgr/iZ2teMu3X0Txr9HQY6r+lHnzKQO5+zaYx3jeUBnFz18+BQB41/qxWbTdt+kkPA4Fn7tuIVSbXK4nhhl/C6D0eHAmYHdjka0V/3nLMoQ9Z+b7eS7q5eO92HaqH5KEsYXMpHqAn90EFHNmql1g2mmfvvlEHz7+y51YNT2Eb922ckzuEn862IX+dGFMdm5nWiZj7MWsiBs2h0u0k912GV4ph74BphEwWdibl1Xiwga3WEgnUtaBocG1YWcLPA4Za+pK0ahk/fr6+gST4nK5sKk1B80AVoYKYliLVl1kE5mIxsWAnpzUTdLHlRPhTOpiO5PHgzdtVVUxbdo0/PpAP3qSOXz4stkjSkLOdpHBmR0xNy9HezKCHWXL3OVyocKeR0/BDt0oaYip2dZ1HV/+3RH87wstYhG3Arf+/n4k01k8ezSKqxZUwOd2Cgs0WoLRCowtV/rcEvh1JfLY36tjZViDz2v64dIzl1Z4LS0tIuCCCyi7Ar29vQLkBgIBAfpo40X2kvZ9o4FiwNzoXTI7iJqQqVMnqCDTfrY0q1YHAoKUWSEHEjkNXUnzfs7UOw7HUSYQYjR0ThPSB+twFV0Z+A/dU6x/l3IJDmn29/eXdUJ29Eoo6MAyf0ZseKjn1zRNHHNKWfj+0uk0IpEI6urqhNWXz+eDLMuorKwUMplQKASPx1N2nmmRCADBYBCRSEQAQJvNJjoGdB7ZsKMVHYk8Pnz5HLEpOFdDr0B5Ap5XteG5T74Ob1paUyaRoaba6jNNpr/WpZshHwNR7dTz056NrC+vYZvNJnTgAAQLvPFUCtmigdWRkhuGoihiQ2p1xvD5fGJjSUlMIpEQx5fAHYCQZHBgz8rGcy5DlmVhnUeGNpvNCivMVColtONkrjlwe7gjjj8fjeGda6ch4C5hBOvmdqIdAN7fxiKBmhLAuD2WRV/WAKqXiGjoRK6I1mipPV/UDOxuieFkb/o0r/TXAsxBrpu/uxH/8Ohuy4MacGBARqF6y56fLWh4cHMTrl5UjfrQ0MCPwdWTzOHXu9px8+p6hDwOLJ0WQM8gx5CIV0VD2FXSE8syUNkIb/QQ3ramwQwameL1lacO4nOP7xnbk/OpgVS7VuCdvwSqGk/79KNdCbz/p1tRH3Lhh3esGRNLD5jhH1U+Fa87C97Fg0uSJES8Kn77kfW4orFSaMUkyYyG7tVc4uaXzWaRzeVxvC+HvmRuxMnj0WokGUW2oOGpvR24ZKYPqq3ca5ULCBd8l8uFF1vyqHbqmFfhxIwZMwQDqmkaqqqqUF1dLayNeFOmpRdZNN74CdIaGhpE4IF1EIyt3WAwCKfbix++eBLrZoaxenpg2M9yLorygukhJ+yyhMNdqTJnCsoSKgeioZNwCRaHOj5N0zA7rOJIdxr6wHnmtHwikUA2m8XObg2pvIbrl1QjnU4jl8vB5/OJwAj6nVoXJPpMS5KEl9sLMACsDOWFDpj+qB6PB729vQJYWYeEyPxrmga/349IJCKAg9frFYN5tJRj63k0UPyFJ/fgW386WmZDRtBIWcJZtYmyMI6KomBuhekXfrA9IUCe1R6NoMc6gMdrwjrYxE2cVRZilYcQTNMlJJ1OI5lMll1jr3QamOaVETKSZWwjwR3j0OkOoqoqOjs7oSgKampqhKQGgBig8vl84rhavaGz2axwACkWi8Jaj++T1ytg3qfC4TAUmx3/99IpLKz24PLG6nMuo+B74Tnk98Y6uMvjTY08AHFfLRaLqPdKyOsSYkVFDDaTUeVxtcooKDsazIQ+ezKNSreMBme+jJWmjheAYPkJmHn/pGzM2mGiZSLPh9frLWNuNU0TSYTUCdP/mq8HQHTY3G43vF6vkFTw/e1ti8PvtOH/XVouKSSIHix7Gk/lcrkxS6CmBDDuSeawvy1u6ozbd6Ox2gRuVp1xY62Z2DJYYvHXGlovHu3B8Z4ULpgdLj3Y9DKQ7BzWjeLJXW3oTxdKlm6j1C+3NCOv6bjjQvP5D9y9Ht98x8ohz1teHywfwKteBHTtx6neFP6wr2Mcn+jc16GOBHY1R3HrmobRL0StADx0J9C2A7jlJ8D09ad9emc8izt/vAV2RcZ9712H0BjZ86KmI5rO48ZV02BTzs2ly4XK6XSKG6E5gJdB3FChS4rYzR/pTODux07i+aO9ZwSMudhb65kDnUjlNFwxx7wPkIni4kHg5XK50JXWcaRfx5oKDeFwGP39/ejs7BSgLRgMCr9jMk50NohGo2KBoecrQTBbx4Dp1+n3+yFJkrCgcjqd2NuZRncyj49cMXdESci5KLKaigR8/+ZZuGNVhZjiZ5tWVVVUOcwFq89wCXaHLXVJkjAzaEOmoKM1mhOaTmpAnU4nnjkaQ8Rjx0VzI4hGo4KZpWaUIEeSTO/hTCYjWrIAsLFNw0yfgRqPLBxCOMxF+ziGRbAF3d/fL9q1VVVVZTHQ1H7TMxfAqKCYbN2p7jh+9nIzopmiAC7UwpIttvrQnq3zxvdmGAbmVZrt6AMdcfEzamc5mW+z2VA5IG9qSZhgi2yplaXk8Ba7HACEFp3/8OdMGyRT2ZnScDQGrKsCisWCeC1rmh6BE2UwlAJUVVXB7/cL1wlKYjhQR5DM4uAWv6eUOzFBzel0CtY0mUyK6/6J7c1ojubwN5fOEtfp+dqU8vg/uasNb/7eFuiSPOQ7ZGW+6bhRN6A+6MzZxDHk73FDyY4WNdrRaBQAxHHtThawuzOHC2sVwNDLtOT8XQDCeYTfc94byBbTGpCg2apTppsJWeCenh7h881NOc+Lx+OBz+cTMxlWKzcWvcXf0BjGUx9chSq/S/yMw5lnwhbzOI51UzslgDEAHGiPmzrjfAKNji4A5SB4bpUXiiyVgeW/1vB138aTqPA6yrLFTTcKJzD/DWXPpUXb/GovLpwdGdPrexwKblw5DXOrzA2MfQSQtqIhiNZoBl0J0w0AVYuAVDc2vLgTH/nFjrM+PHYm9fDWZtgVCTesGGUQ0TCAJz8GHP0j8Kb/BhqvO+3TE9kC3vOTLYim87j3vWvREB6doWfZFBmPfPAifHqszhiTUIqi4JHtbbjxx3thd6iCtQrLaRiQ0Ft0CBBSoWqwyxKOdKUnNIDHtu1wN7/tp/oQ8dixuML8GXWqVgDESffnm7KQYGBtpfmaXV1dYkEOh8OinU6XBrYO+/v7YbOZwSBer1foZX0+H7xeb9mCTu1pIpEQ2laHw4HXN9bihc9cjkvmRkaUhJyLsg71zKlwQ1UgQKHV5qzCUTSjoYum5IJBFxy4qXOZ1+ihrpTYsHDYUFVVfPD1c/BPb5gHZWCDwMU1k8kIgMxFzSqjUFUVJ6IFtKaA1RFdMLTWTQaPXzAYFDrLWCwmbNmqqqrKpuwBCEY/k8mIzRLZK4IlaliTyaRo7abTaXzvuWMAgA9dMR9A+fQ6vwtnGv08WlmBsa7riPjNaOgDbXHxOWk7x7a5JEmWaOiS1AUoAQICaqtVGIGXVZNMRwJuULgx3txpQALQ6DLXX4IjMnh+v19sPujwEovF4PV6UVNTg1gshmQyKRhCK/NtdY2g0wHBlfU82Gw2ET9N5wMA8Hq95iZZ13DRrCDeuLROsNDna1NKNxAJwImeNNpTpc0HUOrocANAJnnaQDR0a6o0gMfPz/kHvo4kmVHdjODmMXz+VBq6AawI5kUQDH/XOhxI9pbn2e12i/sqyQLrOaWzCADxvii/AcxUwoqKCvh8PtOZZ2DzNNo54AbqVJ/pVBMO+MrAK+9JfP8TqVwuJ5jzsdSUAMY2WcKBjrhp2QbA07MH08NuHLD4Fqs2BXMqPX9ljEeppt40/nSoC+9cNx2qbeBLpOumG8Xcq4bIKLY39WNfWxx3XDh2i7b3XDwL//32FeL/49kC3vOTzXhiZ2vZ85YPBH3sJms84Eyx3tuFvKZP2XNZ0HQ8vqMVVzZWjxq0gWf+Ddj1C+CyfwRWv+e0T80XdXzo/u040pnAPe9ajSXTAuN6X4nsgJ3OOWKLgQGbILuM9ngOccMlbugVNvNm3as5xbBGPpvBrIgTR3szZR6VY62RZBQA8IkrZuFnt82HLJnviT6YBHH0q1VVFS+1FjDbq6Har4ppbY/Hg4qKCiGN4JBSPp9HNBpFf38/nE6nYLfYVvb5fKioqIDX6xWtSC42nL4mu7Kv0xzoqwu6zitjBZSsvwDgVH8O33+5E4mcCUDp01wsFuFQJIRtBfQUS5pTuhc4HA5UqRpkCTjSnRaxr2SVXS4XFtd6cVVjhTgfPl9p+JLnie1koJS6ZRgGXmrJQ5aAZcFS6hpbsfwusFNB1ohpW5FIRMg+rHZPhUIBvb29iMViYuNCRwQyeTy3PG+qquLBHZ14cFsbblldj/qQW7wWpTXcSJzt1jzvwdwIOJ1OfPzCMN5/4TQBMPj9I5A1/23GtbelJcGAEwBRD28d5LK6DFg3sTabTWwWeK2n0xls6ZaxuNIORzEl2E46UZAZ1HVdyC94vGpqaoQsw+PxiDRKgkFuhPmd6O/vR6FQgMfjEZ637HRY2+i0d2PypabreOOSavzg9uVQFLnsO3c2it+94cqqM+bwclNcLxs2s/rwkl3VNA0KNERUHa0piA2sdZiZtmq859JOjw4PhmHgTydSmBtUEHFoQqJg9e3mBpeyKvoQU0JDtjsWiwnJFDeztKr0eDzCjYLXkcvlGvfGkTMAXYk8bvnRTjywo7vsNUh8jGVgbqSyeh+PFeNMCWDstCsmE8wBvLadaKzxDYmBvnJhNWZEzk6gwWul/nSwE4ok4XZrCEXzy0CyA1h845Dn37vxFHxOG25cefpBMdbGYz1DBiB9qg07mqLYdKy37PHFdX4oslTSGVcvBgAskJsBYMjA3lSpY91JFHUDb1s7yoDbK98HXvwGsPq9wOs/c9qnGoaBf3hsN1440oOv3LQUr59/eq/iwbWvLYbVX3oazx0+t6mBpjOFuZnqHnCmsNlsCCoF2KChdyAamoMX8yrdONqTLfPgHGuNJKOg/6zHXlr0Cbisg0aqquJov4autIE1lYYAU263G6FQCG63WwAl3uxTqRQSiQQ8Hg+mTZsmEtXIsPl8PtGKJANJo3wOdTkcDvxwUytu+d4mbBjYHI70Wc5VWf92b0bDL3f34XB3WiyI1in0Snse3QWHOJ6UMCiKAkkv4r47VuDd66aJABACkp9tacP2U32QZVnogmn7xLYrwZjX6xVsoN1uR6Go4ZUOA4tDgNcO4S7B7xfbx2zZ0kaPQKpYLAo3AgI7q88wtciDNzdWXSNBd39Wx/88cwzXLKrG599s3qPI0tHNgcftbJeVzSWAWl7jQp2v1AFgp4OsPb/7YSWL7oIdRU0Xx4EAn99TOhOQdbW21fm36ShB4HoiYaA7C6yOFMucPyhDImClzpQbSEqNrFHCfE+0zON5A0yGmcmIlEjR6cIKcguFQun61wz845OHcM/zTYIFtfrxno2ivRgZ08Flveanh11QbTJOxQqiG8Djz8/EY8/rr9ZpAmNu5HgtsivFjU5fX584ttw8tiSBU9EC1lUZZVIUv98/rC8yzzNlLXSbsEptqOeurq4WemBeF1YyY7zXBzfCkCR8+/lT0HUD1y2tLWOYySZP1KKN8q/xsMXAFAHGLruC/nQeuqQANUsHBvD8ONGTQrZQWlz//g2N+Oc3LTqP73Tq1+3rZ+Dfb1yCar/FO3ff42bk9qBQj854Fk/tacfb1jTAo47+pTvQHsc7/+8V3P9KU9njkiRheUNwiGWb22HD/Gpf6XFPJeCOIBA/ggqvip1W/fEUqsYaPzZ/7kq8fn7VyE/a9zjw1N8DjW8Crv+v06baAcDX/3AIj21vxSevno9bJxDj/Mi2FsAAltePj2U+05IkCbMrPbDJEtrTJasnm01BSM6gTy9Z/WQyGcyNOBHNauiMjRz9OVydzo3irvu24utPHxOMC23CrAb0ZCxebMnDLhlYW2MXi0IgEBDOFT09PYKBINvo9/sxa9YszJgxA06nU2hR2Q4ESmlgZKg4RKTYHfjyH0/gm88cxU0rp+H6pXUWO7Tzwxaz+PfnDjhTkPWljRJ1hRFbFnHNhqJkF0wydcCapmFhpYqQRxUG+7quoy+r46u/O4TnD/eITRFlDASSbLdSd0zPaZvNhn09RcQLwJpIUTglkH23+t2ydUyG0ePxCGcCLvi0ZqNHstU/1eVyCTuxwWxRvmjKB6r9Tmz48EW45/bVcDmUMraYG4Uz8U4dT1lZRP47VQAe3d6G9pgpSWN3hEwgYF6nFUoWRUNGR0oT1xNQCpewDhBSImH1vSXDn06ny9IDN3dJcChAo9dkSHm+KOmgkwGHMvkemczGc6Kqqvg+0FeZrfZMJoO+vj4B2OglThkNP08ul0NfXx/6+vrQHU/jb365D7/e2wW7XPKW5rU32QOSZC85nMpjO1zx5zZZwtxKD473ZsVrDHajsFqQGYYZ9NGbk1EwZHFcrYOOgLk5ILtOvbUkSfjT8SQUCVhbXdpgUVPPa5udDx4rAm52fSir4XfE7XYjGAyWAX5uenldUjc8nmOZTqeRzhfxyUf34/Gd7Xjn6mrMqQmWPY/3m4kO3bFzOV7QPiWAcXXAiY3/cAVkWTIH8Dp2Y2G1G7oBHOlMlj3XMAxor6JwiHNRsUwBn354F3qTOdgVGW9fa7Fco4xi3tWA6iv7vftfaYJmGHj3GCOOf7rpJJx2GW8dRne7oj6Aw50JpPPl2tIVDQHsao6aO1BJAqoWQeraj+X1Aexs7h//hz3LxcVStSkj26edeB547G5zyO7m0VPtfv7yKXzn2WO4bd10fOSKuRN6T0/sbMNVi6rOi5uHy2HH7Ao3TsW0spt5SMqgT3NClhXBMq5vcOOrb5wOVTbGBYytDKG12vrTeOFIL1x2WQBWDs4BKGdfZAWvtBexKFCEy4ayRK9kMon+/n7BvrBdGAwGMXfuXNTXm90B6hapj6NGlRIKJrjpuo6iIeOTjx/CL7e24kOXzcF/vW05HDb5vMsoWGSiwh4HQi4FR7pSYgCHU/CyLKPKPjCAp5eG2KzBDwdb+/CDl5oRy5RY1D8e7INhANctqRIe0dRlE4QNjm9le17XdWxsK8KlGFgU1AUDxb9JsEFQyxAVu92OyspKwTaSrSTQs/qzMsiCwHFw9SRzuPX7m/CjF08AAOZW+cT1TsaTGs+JsGETLatbBCtZlPDVZ1vw8vG+MmcKq6wHACKKCb6aE/oQYAyUwiesUhoCY4IhDnJRepFIZbCzT8EFdSr0XFocazq5WAFRX1+f0JbT0YVAl3+T3wdev7y+enp6RPIdUBoepT48mUwilUqhu7sb0WgU7UkNH33iFPZ1pPDNty3D3127EF6vV3yOyZZRsLtEIMmhw5HucbzHSJKEKxsrsLjOX+ZMwU02ALHx4oaaA3hdOZtwhNB1XQR8SJIkBlApZTDXVxl/PpnCqmobnHJJM06ZC2UUVrYagADWvK+RLWYCYigUKruXcSCP3QcrsB9LGYYhvMc/8ch+/PFAN/7ushn45FVzy94XNwWD3+94/g7vE+O9F08JYMzIUQCmzjifxFJnDwBzGpfVn8pj9Zeexi9eOXXu3+QUrea+NG7+7kZs2Nk6hLE1nzAgoxjkRpEv6vjFK024bH4lZlaMLk+JpvN4fEcrblgxbVhwtrwhCN0A9raWy1+W1wcHAj0GbPaqFgFdB/Avb2rEQx+4cKwf85zVT146gcu//meh5x1SHXvMVLvwnIFUO9fwzxuoP+zrwL88sRdXLazCF986eoDHcPXnQ13oS+XPiXfxcKUoCq5bXIUVDX7BPtjtdkTkDHKwIWXYxQ3crxRw0awA7LIxLp0xW3KDWYcndrTAAHD1/JBgvJiuxgWfN+Zd3UWkisDaARkFFxwymvF4XIBdDuI1NDQgFAoJdwnrkMdgCQVgamS5wBzpK2DT8X588YYl+MwbGsW5HemznOvi9Luu65gzoP2mJpRsqKqqIrClTx/qTGGz2XC8K4HvPH8KR7rSQurw672dWDrNj+khpziuDG/geaE9nsvlEq1nu92OTEHHrl5gRUSHwyYLUGwdOqOHKlkrgiav1yuiosmg8VyTFR4NFB/rTuLGe17CoY74sMOv1qEzAqFzHRJhDWSYVemFXZGwvy0qNjscTuQ5tg5SNidKHsYABCAliOE1QfYYgPj+E4iwA7Q/KiNdNN0oyPCSASYA5fnr6uoSoNE6/EmG2xowksvlxIa1q6sLfX19Akhns1nx3tktsEovHC4vPvnbFiTzOh54/wW4YVVDGZM62RImdqgA0+GEWlUC3eHKelzvvng6PnPtgrINiFVnzOuMGwFGQ7dlZCFJomSIAJfJkTwfhmFgW2sasZyBi6fZxXeDLi1keMkWW20p2QXjdc/3pCiKsElkWRlsaqDHo93l0CTDQ+5cW4Nv3rwQd108Q/hesyjVoHRovEVXlYlsas8vpWGpTzy0E8umBfCeuabtV136IFz2YJkLRdBth6YbZUN5f8m1vakf779vKwqajp/edQEunDOMq8S+DaaMYkG5G8VTe9vRk8yN2aLtoa3NyBZKFm2Da3lDEBfMCkMfBIQ4gLerOYpZFR7Tsq2QwgylF/CO7W+fqzIMAw9tbUaFV4XPOcwOtf8U8PNbTOb9XY8ArtBpX297Uz8+9uAOLK0P4lu3rZzw0Nyj21tQ4VVx6bzx6ZInq2RZxvsuakCxWMSWLV2C8QgrGaAAdOXtmKXmRQJeU8aBvkQGb1zuG7Mzw3DtT8Mw8OTudiyp9aLGIyMehzCH58JPVsThcGDj4SK8Nh0Lw6WhHgBCR0zfVMCMLHa73fB4PKLNT7aLCw5ZTrY96dObzhcRCfjw+oUV+POnw6gLukb9LOejuHjlcjnMiTjx9JEY5AEgxUEbh8MBv82AS9bQU1Sh23XBtBBs1rlMVuxYXw6X2u042BbF/vYEPnvtXMGkcVHjOeECzmPHaGFd17GtU0Nel7C20rxXUB/Jn/MxDvIxPCUQCAifY1p2kU0jqKL/6kig+JXjvbj7Z9tgVyQ8ePeFWDFwf2IRfNAh41xpi61FoEmA6naqmB6w40B7XPyMrWWre4BqkxGUc2hLSYK1J3izbtYItgjOCJKpDZdlGclkEplMBjtjLoScMhrUDHrjmhiE8/v9AEoevK2trchms6ipqSkbLCPgy+VyyGTMkBlqialZz2azcLlcqKysFICT3uAAxBAlN0N2ux1fePMiLK0PYXqktLGxutpMxrXHzT43EIPb+QS6I51DvoZJDkimVFTXyph7vh6v1WKxiAqnBFU20JaSsNJX7gwBAIlEQmzeWLqu48+nMvA5JCwOA4VcydqP3RRuMoDSDAKZal7vVtbe7/cLZpyfhRsEBvdYme/RisOCf9jfidZEEX9z6WxcvMBX5q5i/VvWYJ7xFj8TNw7jrSnBGAPA/ra4OVhUMR+wuSB37ML8mvJoaEmShh3K+0usF45047YfvAyPasPjH754eFCs62aox9yrhsgo7t14ErMqPGMGW88f7sG6mWEsqvMP+/MKr4pffuBCrB9k+TavyguXXSmx2VXmcIvRuQ/f/fMx/G7v1PEz3t4UxbHuFG5dMwwzm+oFfn4zUMwMpNqdnr093p3E++7dghq/Ez++cw3cjonvQT99bSO+dsuyc+pGYS1xk5cUKKrb4kxh3qh7NadYlKLRKB7Y0Y3/29wpBuVGq5FkFAfa+nGgIynCI9jq5evy5m6325HVZezq1rA8WIRLdZT5uLI9zCGeUCgk2vMMo+AQC2/QNLon48Ap+N2tCdxy7z683GQOqQwGxSN9lvNRBDmGYeDuC2vxy3fOgTzAGHIAz1w8FFTaS84UBLXUUrqkAsJuOw51mox6czSLCq8D1wy4UeTzefh8PgF0AIjXIJtEX2MA2NShIazqWBC2CQ0jdZc8fmSLKX3hwFxfXx8A81zyPY4VFHfFs7jjx5sR8Trw2AcvHgKKgVJkLN+/NYb6XBXPGa87h8OBGUE7DncmywbwWHx/iqIgrGTRmVMEMLYygACEjy1BA4G21d6Ow21pTca+PuCiaQ7ksxnxt9ha5wYyn8+jq6tLbFasoJ46czKElGiQMXa73fD7/aipqRFx63RIACACQzKZDO7b1oNnjpis+fXLp5WBYqDUqZkMGYWu62X+6IPZTJ4nq/Rg8M/4/Hi2iFVffhZ/OJYW33Oy7QTJ3OCYm5QCal06WlKG+C7SSYf32MEgsi+ZxbaOAl433Q3opXujy+UqG5glk8+/z3sb/4ZVmmaNdCZQNQxDnOPBUp7hir/X09ODtrY2/HhjMz7/hxZsakrD7fWLjc7gY8t7CQNIxlvcREx0UztlgHFjjQ8HOxKAYhMDeItqfTjQHi/74i2s9eNQRwL6X7jOeFGtH29cUoPHP3QR5lR6h39S8ytAoh1YfEPZw7tbotjRFMW7188wdd1jqJ/etQ7fuX3VqM/LFcuBkE2RsXRaoORMMZAIJ3UdwENbm/H4jpYx/f1zUQ9vbYbLruD6ZYM01Ey1izUDt/0SqFp42tfpTuRw5082Q5Yk3HfXutEt30apuVVeXN54mkHAs1ySJCGW1bDuP1/Epk6IG2cpGtpcoMgezq9yoymaRyqbHxMwHsmmzaUAd18yHVfMC4qgCNp98X1xAdjSoaFoSFhToYlBE9o/6bouvIgDgYCYrCbrxYEhBkNYwx1oHZbP5/GnQz348KOH4XbYMK9m+CHI01nOnY8iSHDazfdD0M4Fg2xrpT2H7oIdBkrBDARPuq5jXpUbhzpNJ4CrF9Xgpc9chojHZILJIlrb82QE6Y1K9rk3reFITMLaCkNYQFn1xVwMGVNLoOTxeMRgGEEzrbysDOvpFuoqvxPfeNsKPPbBi4aAKgBCPsJkPQKLc13W7zdggqzZYRU9qQKiGfP7RbaRrC9BaoWSRVyzI5ErDapy00rAyTAF6u8Zz0vAxoCNvXEVmgFcWGsea7J3jPul3rmjowP5fB6RSEQAML53r9crPKqZLEkmnhHeLpdLfE94vvm+stkskpkcvvh0M773YhO2nIqOCHYmS0bBjQFB4Eh/z8oKD1d8H36nDW6HgpPRgpAocMNCxpadFW5M69ymM4U0EA2dyWSQTqeFGwdfw263I5vNYkt7AQUduHS6WuZT7PF4xAAbjw3/LmVWlNqwY0b2msOVAISLD1nz0dhYdna6uroQjUaRTGfw9ec78IPNXbhuWS0e+puLoJ4m7ZUg3Poexlrc1PLeMJGaOsC41o/2WBbRdF4k4C2s9qA/XUB3ouQXuLDWh1ReQ0t/5jSv9tqsgqbjhy8cR76oI+JV8c13rDw96Nq/YcCNolxGcd/GU3A7FNwyHDM6wt+VZQmVvtMDvEe2tWDJ538/JB56eUMA+9riZqCH6gOC04GBAbxdU8SZIp0v4te723H9slp4rQ4dWgF4+L1A23bg5h8BM06vi07lirjr3i3oSeTx4/esPWN7wa/89gC2nuw7o9eYjIp4VfhUBS3JkkOALMsIyxn06U4xyZ/JZDA7rJqDs13JMQNjvqb1sQqPHZ+4ah58NvNGl81mBSNpZWVVVcWmdg2VqoZZQbto4TOhzev1orKyEj6fT/wOU5gSiQQ0TYPX6xWLFbV+Vs3qL7a04O9/dRTzqjx47EMXm7KgMX6W81nW9/K15zvw8I5OsWASMKmqisiAo0FKcgl/Zy7iuq5jdsiBlmgWqZwJYA3dZHRSqZQY5rO2a606ROvA46a2AgxIuGiaqTllihtQGnrz+/0C7JKFtNls6O3tFQArFouJ7wABwnCguKjp+KcNe4TN4fXLakccYLUOdDJ973zoxK2LOVn/NywIYsOdC1DhMz8j5TBsybMitoEBvHhRaIqBkm6bbiwER/SGZsufLXtFUbClW8J0v4wqRwnQ+Xw++Hw+Ac5SqRR6e3vFZoVgkiCKm02yq52dnTAMA1VVVeLccfiL9oG6rotBt75UHh999BB+u68bf3v5LPzLdfOH3XRaNzUTLUonOFjGQJTRztPpBvB4DuZXeXCsLys2M/w5gap1jkHTNNS6dOS0UjQ0rQq5GeRGJp/Po1Ao4OUOHQ0BB+qchTI3CcCci7B6cFtZeYYj8fXJjPOatv6MWvuR2Fh2CKLRqLCSUxQFXq8Xn32qCb/e34uPXTkP//uOlXCeBhRb/cwnQjDw/Z1JGM+UAcYLa0325mBHwkzAK6SwwmXezKya4tUzwvjApbNhU6bGwnOuKpYxQzS+9JsDePZQ1+i/oOvA/ieAuVcCzpL8oTeZw692t+HmVfXwD6ejHVRHu5K44MvPYOOxnlGf2xByoaAZ2E12eKCWNwSRL+o4xPNYtRjo3I9l9UF0xLPoGLAhOp9lV2R8/dZleN8ls8p/8JtPAEd+b1qyLXzTaV+joOn48C+2Y397HN+5faXQV0+09rfF8f3nj2Nv6/nfPNhsNsyv9uJUrGQRJcsywlIaMV2FBlm0zKcNYMbDXSVLtZGKLd/BN8CDbf14/mgfClqppUl9G9uRBOf9BQVHYwZWhYtwuZyCaWSbPRwOIxQKCXBGvSpT2azm+LSKYksxl8vh5eO9+M9nTuHi2SH88gMXjrhBHOmznM/i4itJEg52ZfDyqViZm0NpAM/ccPRYAls4bCVJEm5bGsCLn7wY//3sCVz3vxuRLxSFbphAiYwf2X3qV0uP69jcLWG6R0OVy1ygvV6vAGIE0wxYsToa0B+3oqJCfB+40I8EipO5It5331b8/OUm7B7FM51Dh9SS0x7rfBQBiXUAL+J1wq2UpBFWP2qyx7Iso3IgeKcpUbJn42txkJSpj5QLWGVHZBf7iw6ciJuDXLFYDLquCz9bgjtJkoS0hY4kPA+qqgpQTLBJSVNVVRUURRGe1rzm+Ll5nWc1CXf8dBf2tifxzbctw/suaijrdHAjnkwmxe9MFBjzWFD+YwWGYzlPp/u5YZjR3id6s9CNku6Yki1q8/nfJjA2wXNXwVFmVUcJGf+dyWTQnTFwsE/DlXO84nxLkoRAICDIBF7HvD+pqiqG7QAID3FumCmjYOeIGzF+h9jp4SaacxyxWEz4DodCIQSDQQDA9Uuq8c23L8cnrp4/apean3MiFm3sWll17hOpqQOMa3xYVOs3WcU6cwBvrmZGdFo1xXOrvPjsdQuHaPtey9Xcl8Yt392IzSf68PVbl+PaxTWj/1LLZlNGMciN4sEtzcgXddx50dgt2pLZIuZX+0Z97pJpAcgShvgTL68PAoBFTrEQ6D2CFXXu8sfPY9kVGW9YUis2aACA7sPA9p8CF30UWHPXaX/fMAx87vE9+POhbvz7DUtwRWP1Gb+nR7e3wK5IeMuKsYWvnM1SFAXzq8ybu0O1REMrWRiQ0DegM9Y0DX45B5ddxtGezKg64+GkB7qu4/7NLfjEo/uRSGeFjtU6dEe2SVEUbO4wF6Y1FYZ4DwSpXq8X4XBYsCyKogjbo1QqVTa1Tdsjvj4HUpZUqfi3N87C99+1Cg4ZQrPHwIp0Oi3+GfxZzneRtdU0DXMqnDjakxVaaupAZVlGhb0ACQb6B5wpuBALxjGfgWKz4Q8HejC/2gtD10QYAFlfAkvKKFwul3iNYrGIk7ECOjIyLqiWBCNLIEOWlvZs9GflYhyPx0XSFhdxLtbDgeKOWBZv+94mvHjUDNT56JXzRjxG1kEfWrSdL7YYKEmECIx5Dh/b24efbTopNjv83NSnyrKMgANQpSKa4yUbNm50MpmMcHRRVVU4hUiShGzWJCf4/xvbi5Bg6ovJKtK6i8AukUggnU4L6YPVtossfyKRQCKREBuZYDAohib5HeHAI4E5QyWcioG3LKvBA+9fj6vmh8T3ktZtfA0eC4/HMyEwZLVgpHRiLICMm5HRnCkAYF6VG7mijs60XmaRx2FfAlbed6qdGiQYwjue3RhrcieZ3O295t9ZX6uIc83rghHrHNB0OBziOPG4c6jO6vftdrvFJorng8w1jw2lHSQYePyCwSACgQA2n4rhN7taIMsybr9oDm5YObYOtTXQZLzF93em0e1TBhhX+Z347cdfh0vnV5oDeHY33D27URdw4sCgYbtsQUMT7b9e47WzOYob73kJnfEsfnrXBWO37Nq3AVAcZW4URU3Hz18+hYvnRjC3anSgm8gW8Oi2FrxpeS0qxqCT9ahmoMfgRLv6kAsRj6P0ePViQC9isdoFt0M574xxU28a33z6MPpS+fIf7N9g/nv9h0Z9jW8+fQQPbW3Bx66ch3esmz7q80ergqbjiZ1mLHXYc+69iweXLMuYX+VBtqgjoavisYhiLpocwMtms0jE43jwvSvxgfVVozLG1JZaF7RUJovf7+/GlY1VkIo5wVoQ8AIQYM/hULGxXcMsTwF1QafQplHrGA6HBZuVzWbh8Xhgt9tFZLCqqkgmk2KxiUajyGQy6OiN4WMP7sLOE53IZrO4fkk1tGJBDOGRUaWWGSilSZ0JUzHZxQ2MYRiYG3GhM1lAKq8JUMlzo9pkhO0FdFuiofk5yea+6Tsvoz9dwJuX1gj9JxdTblpsNpuwb7NKUorFIjZ3SVAkA+tqTN9rssUABPgKhUJlkhZJkpBIJEzQFwgIdwK2godbPLsSWdx4z0s41ZvCj+5cg9tGuR6tPtXUsJ8vtphltWwDTCb05aYUHt7WIr5fBHAEaOZmwYaIkkVnzibYM0oluImjttQao20957KimKmEERkeuVim++amhdekVdNrjWVXFAXpdBqxmEmS8He50WGAB6U2lEipqorf7u/F9hPd0DQNH7l8DuYGzWRFa0CJqqoiltiaxjbeolsG2dJx+92eBhjzvBiGgZX1AXzo0pnwOGzi+01m0wrCuVl12iREVAMtSUNsLNkpoyViKpWC0+nEi60FrKh1wyeXPMSDwaCQJFi9pu12e5l9m9UeLxgMinNNNpq6cn5/GALC+yWZa1VVhZ2iw+HAL15pwnt+sgU/fKkJquocM/PL9zURi7ZisSjkOGcqZZs6d3BryUzA24nGWr8pr7DU3/1yJ+748Svn6c2d21JtMqp8zpGdJ4YrIaO4CnCWhoT+uL8T7bEs7hzBcm1wPbKtBam8NubnAyY7vKslWjaQIElmMl6JMTbTC9Xeg9j9+WvGbBl3turhbc341jNHhgwOYt8GoGE94B8aaGKtBzc34X+eOYK3ranH3101MjM1nnruUDd6knncfJ68i4erdbPC+LvLZyLkc4tWVcimwQZNhEPQWmlWhRsORT4tY0x217oYGYaBF490oy9dwPVLqxGPx8WEMtt2nGLWdR3tOTu6MsDKUCmpjN896ohzuRw6OzvF3+rp6RFsJ5k0WZYFUOjLaLj7lwfw3LEoTvabQ0Uc2vN4PGJB5kCfx+OB2+0WDOdUKjKrADC30gR7R3tKLWyWzWZDpb2Arrz5XEogeMyKxSJO9Jhs44Wzg0JGQbaYcgirvRrPmaZpyBVMZqsxoMGtmNpgr9crvgOZTEYEeljDO9gu9/v94lzRK3ckRqnSq+Ity+vw0N9ciMsWnH5olV0Bvhbfx/lm/Qm4SoDXjlkhB452p2DAXPT5XZNlWcgqzM1qFt15O3L5gmAm+f2mjpQMKTd3jAfWdR3HYkBfDrik3iGGVzl0x00QNzRk56y2ify+ka0MBoPi+FqvMzKaBMkOhwPffOYoPvnwLvzoxRMCtFPu4/f7BRA+01Y5WVLeT6ypchM5T6cbwJMkCdPDLnzsijmYFvYIMMnBV+t3jfcwAKh1GWhNlUgAHg8ytHa7HZ2aG+2JIq6YXUqzlGVZXEfU6fO+SPDP8B273Y5kMinmDgqFAjwej9j00OOYMgmr/IOfj2y9w+GAbgD/9qt9+NyGvbhwdgg/e98FsNnG3nmxdifGW1af7DOtMwLGkiQFJUl6RJKkg5IkHZAk6UJJksKSJP1RkqQjA/8+vdmrpe596QQu/MozpuOEJQHvaFfSlFgMVGONH6f60kjliqd5tVdvGYaBF450wzAMLKz14zcfu2Rk54nhqmULkGgbIqO4d+NJ1IdcuHLh6G1+XTfws02nsKIhOC6t7JuX1+FDl81BQRvkZ1wfxJGuJJK5IhCZC8g2oGv/ebMgY2m6gUe2teDS+ZWoDVguxp4jQNc+YPGNp/39Zw924XMb9uL18yvx7zcunbShq3RBw9JpAVy24Px4Fw9XMyu8eM/6elQHXIIRtNkUhKSMYIwNwzTtP9qVwD2bOtEezQgWY3ANJ6MoFAr4zd4u+J02rKlziVQ1tup0XYfH4xELw8sdOmySgTXVJYaMi5TL5YLP5xMLcXV1tfhboVAIkUhExAp7vV6oqor2lIH33r8PLdEsvv7Wubhx9XQRKc12tdWK6dVQ/MzzKt2YFVKRLehCR0m9qHA0KNqQNxSxGSFwKBQK+OZN8/G9d62CUSwgmUzCZrOJxZQAmppVVVVF2z6fz+Ngv4FkUcK6KoiBMb4vsoU+n0/YedEmjV7L/G8OgA0Hih/b3oITPabM4rPXLcTiutPHp1sBPX2LAQgf1/NZPC8cZpQkCbMjKnJFA80Dg+e03wIgGFObzYYKWx5FyOhMFgUAAyCkLryOGMBCkEm3iBdbC1AVYF2dKga3aKtWKBSEEwnfG1+T3QNukDKZjNhEciDWKrmhzEKWZWQLGv72oV2457kTePPiCnz5hkWCZSZbPVmbFbrnaJombBsnej2PpjPm+TEMA/2pHNpShmC9efz4uQjqKIeoc+vozgCaZCsDxQSAgUAAz53KQlUkrK0pycBUVRWDxXxNngu32y3YXrLW2WwWgUBAyG7oEEK5GK9vyjAI0h0Oh7hvSpKEgqbj/fdtwY9fOol3rZ2GH96xBkHP2OUQ7GJMJOmObPFYZTCj1Zmikv8B8DvDMBoBLAdwAMA/AHjGMIx5AJ4Z+P8xldthQ3ssi1N9aTMBr5DGGm8PirqBY92laOiFtT4YBnC487UX9FHQdPzDo3vw7h9tFkN24z7R+zcMkVEcaI/jlRN9ePf6GSNHHVtKkoCv3boM/3jd6a3JBtcl8ypw96Vz4LCVf7WWNwRgGMCelhhgc5hyma792NkcxS3f3Vh2fs9lvXi0B+2xLG5d3VD+g30bzH8vesuIv7urOYoP3b8di2r9uOf2VbBPIsh/y/I6/Oqjl0zqa55pybKMnlQBLSlZTI+bzhRp9GpOAJIYYumKpvDw7l7s70iOyBoz7cy6eGRzORzoTOK6pbXIZVKCmeLCQHCayWRgs6vY3Kmj0VdAwF2KbgbMBSkUCsHn8yGTySAQCAjWkYs83xMtrA51JvGu+3Yir+n47q0LcMmcMAKB04OrV0NRklDlteNHt87GmnpP2cAapQkcwDPPZamtSUZwWYWCqxdWicWZE+z0p5UkCbFYrMwfFzDP89YeBS7FwNKILLSIBADZbFZsUAh+Q6FQma0Yh8LoZ2wtwzDwjT8exice2oUfPH9sTMeEsh9O4FNmwKHE813WwS0e2zkR83Ozg0qGloEktPqqdpjn8Xh/ycGFGmC26skeE1zzGtUgY1uXjlWVEoxiTrC1Ho8HPp8PXV1dgjXkBiabzYqOCd87wzzob23VsmYyGUSjUcRi5iCopjjwgQf24ql93fj4ZTPx1ZuWIBIKCmaTEp3JqHw+XyaXOVN2kd+VseiMv/CbQ/jsb83UXqsEg8y/VXOsaRpq3QYMmNHQvFaiUbMb6/V6AdmG50+mcNEMDxyyIQCv1+stk6uQgebn5abXel0FAgExrMzBZaH1HkgABSCuR4/HMwSE2hUZDSEn/vkNc/H5tyyGUx1f94wdKqt/8liLw5uTFQU+4VVXkiQ/gEsB/AgADMPIG4YRBfBWAPcNPO0+ADeM9TUba03d68H2uBjAW2gcNx+zBH2UOVi8horOE7/c2oyPXD4Xl82fgHctZRRzriyTUfx000moNhlvW9Nwml8ulSRJWD0jjHWzwuN+C12J7JBNy9ABvEVA5364HQq2nurHzqbouP/OZNRDW5sRdNtx1aJBx3rf46eVUZzqTeGue7egwufAj9+zFh518lqvrdEMitrwN9rzWYqi4D//eBxffr6rzO8yLGeRhw0JTREDNJWOAiQAR3vSgsm1lnXIjVUsmgM/T330EvztZdNF6AD1vPl8Hi6XSzAbR9MOJAvAqkixTBPHoZ7q6pIUgy4UsizD4/GUeXGSbZgRduGqBRX4yTsXo7HKLSbwX+1l1esCEOwuWVuCj8oBq69+uIWekwskAHE+uDiTQSQDZjXlz2Qy4jWyGrC3X8byUBGqTRZMM1lLJrnRCopMYTKZFBsdggZ6T7PyRR2ffGgXvjUgZfq3ty4Z0zEhIKDUJhqNCnA+FWqwM4WiKJhT4YbLJqE7kRVMI5lb6kglSUJkYJDS9MGVyhg+nm+2rMm8M0Bne2cRWU3CpQ2qcJEgY8sBU5/PV+YKous6/H6/APHcdFCbmkgkkEqlEI/H0d/fL667YDCI6upqVAT9iPic+MbNi/D+S2YIfTc1rJOhGaVGlt9nt9s9KRsgqx3ecDXYmaI1lkO2aIjfZbeG9pLWTWW1at4z2zOmjjwajSKbzYqOydb2LFIFA9fMC5RtdOhdzOuKXReeN6tzBaVJvA74u7Td03UdfX19wv6NSaFW2cn2pn7sb4sjl8vhU1fOwrsunDkhgDrRoTvKQiYzofJM6KjZALoB/ESSpB2SJP1QkiQPgGrDMNoBYODfY0Z386t9kKUBe7aKeYDdg6rEfjgUuSwaelrQBa9qe00l4DX3pXHzgPPE125Zhk9du2DM4Rtl1boViLeWhXrE0gU8vqMVN6yYhtAYBrlO9abwj4/vmfBQ3Id+vh2ffWxP2WMhjwMzIu7SAF7VQiDWhDl+HR6Hcl6cKQzDVOvduroeqlUHJWQUNwz7e73JHO788WbohoH73rtuVH/n8dYHf74N7713y6S+5mSULMuYX+1BezwPXXEIWQG9U6MoeeMW0gk0hEwXhOEYY/7/YBmFySDLkLW8kE+w/Up2jwNEW7okeGwGloRlMVVP1iwSiYh2PqewyUZQN8fP9Mi2FvSncnDaFXz+jXNQ6Zbh8/kmjX0438X2tqZp2LCvH2//2UEYQFmqlKIo8NkMuGQdvUWTMTYMA6lUSoBqxmZzMeXwHgeMuDgzxIGgYXuXjoIhYU1FKWSATCMXQ7JciqKgsrJSgDCyhdQkWwFSPFvAnT/ejMd2tOKTV8/Hf9y8bEwdFupW+f4JisPh8JQZnLQCY+EU4HTg4dtm4NYV1eKcUkJhZcvcqt2Mhk5LAgRRfwxAaL+tTCBZxRdbCgg6DCyssIm2tsPhQCAQQEdHh3B1oTSCmmVVVYVDBIGVFYzybzidToRCIfj9fhzqK6I/o8GuyPifWxbh6saKMosuOgyc6XVI6QRlBhOxARupRnOmAEqs8bwqkwltjmtlm0lKWazSCk3T4FeKUBUDbWnzmiHwDQbNwKM/n8wg7FKwrLrECpPNpYcw78d+v1+QAPzbJDG8Xq94/263WwwjMhFUkiSEw+FhLeye3NWGd/zgZXzhyb2ChZ4IQLUSH+M5Nxy0tkpSJqPO5C5gA7AKwHcNw1gJIIVxyCYkSbpbkqStkiRt7e42/YqddgWzKjwm4JUVoHYZ5I5dmFftLfMylmUJX75pKW4Z3P5+FdeB9jh6kjncd9c63DpGVnfY2vvogIzijeKhh7Y2I1vQxzzk9rNNp/DQluYJv4XlDUHsbY2hMIj1XF4fLHemAKD0HMLS+sAQJ4tzUZIk4dvvXDVULkIZxcKhMopMXsP77tuK9lgWP7xzLWaPR/s9hjrUkcDulhguH2Vo6HxV44BtX0/BIZiciGKC0p4BQKVpGmKxGBprfDjWmxNtVOviMVhGoWkaehNZXPWtl/HbXS1lrg+8gbPtm0qlYNic2NGtYVkgD5siiaETLn7V1dVlzAftvwgGTABnx5d/exD//OvDeGhHl2gBc5jktVJkjA3DgGpX0J4ooCOeF6xxKRVLRqU9j+4B71Rqu6kJzefzgvGj3yn/ASAAJockGS+8rVdB2KFhQcTclFOCQbBCBkoa8DUmW2xlkq0xwSy7LEMzDPz325fjo1fOG9OCyu8Sv3fRaNS0HQyHp4SEgmW1bON1YrfbIQ9IVwiGubkhW0xwFVGy6MrZxQaU/yZbzGuJjgeFQgGxnIED/QYuqJaQHdAfczCNetPKysqya1mSJBHlDJRkFFaGmt8JDoU5HA78am833nPfdnzltweEZMa6UZsstpi6XMD83p2N4VhuukcqAYwHhl+bEprYRJDp5PmkL7Wu65AloM4NtCQN0RmoqKiAJEnoTxewvT2Hq+b6kc2kRVeA0glaDlKaxAAj6ssJtGm3SBafx4yAnxvSwcfNMAx88+nD+NgDO7B8WgBfu7FRXKfjLV3XxUZ6vEN3HCqcTLYYODNg3AKgxTAM2kM8AhMod0qSVAsAA/8eNo3CMIwfGIaxxjCMNZWVpQGjW1Y3lNr3tSuA9t1YVO0ewg6/ZXkdlta/+vV/rVGzpXXN4ho8/5nLcdGciom/2KGngM0/MAfGBmQUmm7gpy+fxLqZYSyqG71NmM4X8dDWZly7pAY1gfF/yQETGOesgR6Wx9tiWXTFs6VY5c59WN4QxP72+FBXiLNcPPZDbrz7NwANFwCBcv/goqbjow9sx+6WKP73tpVYPWPMc6Vjrke3t8AmS3jritM7YZyvWjQw0NSekYXHKqOhezXz5sQ40HmVbuQ0HelcXrgPsAYnxOXzefzhYA864jlUehSxEEuSJAIdyIQAwIGkE0UdWBE0dZRkTAAgEAiIARKyJPQrBkwmqqAb+LuH9+C+V1pw2+pafPD1s8qial9rxUWPOlWrMwVBmM1mQ4U9ZzpTSKXAB2oV8/k84vG40GcSHFEyQcBFtspmM2dGjiVkEb5CWyyyeAR9jJdlu5ce0/QTtgKkfW0xxLMFuBwKHnz/etw4Rn9UoGTNJsuymLIPBoNTChSzrEwkr7UtLSnc+bNdSBdK+lR+HmtMdIU9j7huRyydL3OmIMNvdb0gWHqpJQcdEi6pdwgmX5LMlLR4PA5VVREMBsWGk8CJ74FgiyCLyWpk/n0+H2RFwf88exyfe/Ig1s0K45+vbywbgGSdqcMA2Wqm2Hk8nrN2jgloT+dMIcsyav0OeBwKmmJFAUoJjHms6WdMMqHGqaElaW7uKyoqxCDjxpYcNAO4aq5fDBKyE8OOAKVJ9P+2Br5QSsbfyeVywnecJALvC4PBbrag4eMP7sQ3nz6Cm1bW4XvvWIwKn3NMoNgq0Uqn00gmk+jr6xNBS+Nhfel9frpo6onWhIGxYRgdAJolSVow8NCVAPYDeBLAnQOP3QngifG87gcvm4P/97rZ5v/UrQCKGaz396IrkUOvJWo4lingj/s7zQjpV2EZhoHv/vkYLvvas9h2ykwPGksS3YjVug145C6gZhlw/TfEw88e7EJzXwZ3jDHQY8OONsSzRbznDCzUVgzWE/PxhsDA4zEgMB1weIGuA1g/O4LXz69ELF3Auap9bTFc/NU/4Te728t/0HMU6Nw7xI3CMAz8y5P78PSBLnzhrUtwzVhCVsZZuaKGx3e04vLGqtNHfZ/Hqg+74R2IhibTIUmSZQDPrGQyiTvW1uDX718OBUaZnzHZDatGsVgs4rf7ujCnwo25kZKfLBkuMhu0FtrSLaFS1dHgMcrSvWw2G6qrq8s8TxkrTMeD/lQOd/9iD363vwsff/10/NN1C5DPmYApFApNmXb6ZBZBx6ywOqD9zohUObZbHQ4HKm05FA0JSZjnkmEm1BtyQI0MFsEWNbuAqVclkN7SBRgw3SgACBu2WCwm9J7ctHBYi17F1sABfleeOdCJW767Cf/2q/0AMC65GYeTFEVBPG4SLcFgcMpKZqyOEtw86JCwuy2Fo93mBpFteG5sCFYrBwYpT/TlBHCz+s5aQTdtvTa1a2jw6KhxQwxUsq1fLBZRW1srQjsAs21PMEPdOtlfq1SG119BB/7+8QP4v5ea8Y61DfjJe9bCIWlDmEL+PQ6Cjbf4PbVuiM/mrMBoA3jW+8mX39qIG5dWlskZKIvhe7TaUda5DWSKQEIzpT6UKb3UWsDciBM1Ll2AbIJYDtHRUYS2iATb/D7wfsm/5XK5hNsMZUbD2eIpsoS+VB6fuXY+vnDdXDgdtmElELyv0CuawSz0reZmQpbNtMvxEhJ8jbPSBTjD3/8ogPslSdoNYAWALwP4KoCrJUk6AuDqgf8fV6XzRdOKbWAAb6l8AgDKGMjDnQm8/6dbsb2p/ww/wrmvgqbjs4/twX/87iCuXVwzqq3QqNV3AvjF2wFPBfDOhwC11N6/b9NJ1PidY0rLMwwD9208iUW1fqw5Aza0IexCyG0fIo9YXBeAIkvm47JsssZd+3H5gir88M61qPJPjKGeSD28tQUORcbFcwd5Q+9/3Pz3IBnFd549il+80oQPXTYH714/tk3GeOvJnW3oTuTO2utPRimKgq/fuBC3LguLCWqbzYawlEFMV5HXSzZY6WRC3GCtjDHZXS4ohUIBbbEstjXFcN3iKsE6ieGtbFa0FwuFAnI2Dw72aVgezAEwyhYZWrRxgaYtGX8/n89DMyR0J3L44nWzcfels8XQ2GtJVzy4BLvvUFDrt+NId1pIKQhuJUlCxGaSD9zkWJlgoHxynmw8AGG7xfPm9XqRSCSxo9+O6e4iZlZ4hXetJEliKJLDPGQM6atq1QySCf3ZppN4/0+3Ym6VF595w4JhPuXIxe8UUIocDgQCU8532lpWJpLnb16F2fU40BYX54B2aQRUxWIRNU7zvDQlzGuO1x8lTJRJAObQU1OsgJaUhHWVhpBq0MmC/rehUEgE4zDu2epMQNcJWZaFjp/fMUVRkMkXcbArhX94YyO+ctNSaIV8mUMJy+qhO94qFAqm1GpAQjXZLfbhajTLNoJWSZJwxfwIGmv9ZQAVQBlJQMZY0zQxgNecMMSwamtCw5G+Aq6c4xVDrgTXvAbpOGH1ZyYA5veJ1zKH/njfpuZ48Dk42BFHbzIHuyLj3veuxR1ra8s2NbzGCIKTyaQAwfxcjAqnzRuACUnXeC8/G2wxYOqEJ1yGYewEsGaYH1050dfsiGVx4VefwZduWILb184F7B40ZA8BqMeBjgQummtKDRbUmFrHA+2JSYnfPVcVyxTw4fu348WjPfjI5XPHlB1+2kr3AfffAmgF4D2/BXylY3GsO4kXjvTgk1fPH9NQSragY83MENbODJ/RDluSJHzrtpWYHi5Pj3LaFTTW+MqjoQ/8GjAMQJKQLWhw2s9+SzNX1LBhZyuuWVyNoHvQzXffhiEyike2teDrfziMm1ZOw6evHd+CPJ66ZXU9Zld6sHrG+J1AzlXJsoxL5kbQ3a3jcH8pGjpiy8IoSojqLtTAbMdFo1Hcs6UfXrmID1/mEzdlDmhx0S0UCnhqnzlncP2SKmQySeFHTObH7/cLpmpvwgVAw2JPGrJcSm+jDMJms5XFPbPFd6itHzU+OyIeO+5/10L4POaikUgk4HQ6z3va2dksMonFYhHXzg/C5SjFCnNhsdlsqHQUIcFAr+7CLERFXC43GLRv4mtyaIYDVtSCa5qGY/15dOVcuLHBlGJw6j2TyYhjTtaRbiFM1mLr2/x+2fDl3x7AD54/jqsWVuFbt62E2zG+lisHA6mzHMkLeSqV1dGA56/G74DbLuFAeww3r6gWwIA/p5whYDejoVtTJT0/h+kI1Bi2kc/nsbFNgywZWFUJAdbI2rpcLlRVVQkPY1VVheac9l/8uzzHvM69Xi+a+7Oo8toR8qh48kMXwu9xlQWrWIENN8Pj1RZzCItM90SS0yZaowFjAMLbOZbV8MLRGBocGkIDj7N7xuPO85jP51HjMa+11hTEpvHlDh2KBFwy3YlsKiqOPWUWQOmc0/2F75PWflYigRsYssUMe7H6O//pYCc++osdeP2CSnz7tpVIp5LCyo/gnEV5FP8ZzvednsWyLE84zAPAWbuGp1zPsNqvwuuwmS4UsgLULoerew8qvGqZztjvtKM+5HrVWbZt2NGKV070npnzBKuQAR54BxBtBm57AKicX/bjn248CYci47YLxhZR7HIo+Pcbl+KGldNGf/Io9bp5lZgRGboLXN5gDuDpugFULQYyfUCyC//4+B5c/60XzvjvjqWe3t+FaLow1LqOMgpLMMrzh7vxD4/uxiVzK/DVm5edlZbcw1ubcaQzISzypnr1ZzT87kgCGb20W68YGMDr1V2CtYpGozjZm8Erzcmy6XdaFPH/dV3H6ul+fPSymaj22sSNNp/PI5lMClCWSqWgqk683KFjpqeISrcsmC+Ch3A4LMCPy+USoOv5Q5245Qdb8J3nTppyANUhTPBl2Ywbfi1Ys41U1gG896ytxtuXmwQDWVqySA5FQtheRHfe3DBSq0mWkKljVu9bDm/RPYTt3K3dZgT0hdNKqWcejwfd3d3C7o1m/lYtKxdWRj73pfN4cmcb7rhwBr7/7jXjAsUABPhjshvT06Z6DQZcbHHPDKk40J4Y4kxBlt28vhRElBw6czYBkvgdIJClVCmdyeCVTh2NAR1BpyKGWIvFInw+H8LhMFRVFWl5TqdTACy73S46NtRvu1wuMR+wrSWB236yA//97EmzZe5xCWaSn8da3GCNly22Oo0M555wtmsszhSyLONETwqf+80xHOktlG0orIE3QIlBtks6KpwGmhJmBHQun8fzTTmsbfDCLRVFpweAGHalttga4GO9Xnl9WjfLAIR8ieeTnYgfPn8M/+++rZgRceOTl89ET08PUqmUOMbsEDC50ppOaJWIsHhPATAhhxB2DicaAz6WmnLAWJIkNNb6Sr7FdSuAjj1YXOMeAoIba/yvGss2DpbdceEM/OZjrzsz5wkA0DXgsbuB5leAG78HzLio7MeJbAGPbGvB9ctqUTEGvWpnPIttp/pGHCAYbyWyBTy4uQlHu8qDO1bUBxHPFnGyNwVUm9HQ6NqHuoATx7pTiGXOvs740e0tqA04cfHcQYOOlFEseisA0w7qw/dvx/xqH777rlVDQksmo363tx2feXQ3vvvc2IIJpkK1xXL4jz81oymtCF1jQCnCBg29mlMA01gshgXVHpzoyyFfKIphLgBlwFjTNKyoD+BDr58tWB+CLQZJkPHrl7xoTxlY7i/ZrZG1YluerX+PxwyyeGx7C+66bxtqAypuWmaec6/Xi1QqBV3XEQwGX5O6Ymux7c4NRLagIZPXRCueC6xhGKi059GVt4uWOwfw2JomAKNXKgETOwJOpxP9sTh2RR1Y6NdQGXALX1t6BpOhJ6vEAS6yhbIsI5nXIckKKrwqfvOxS/CFtyweUziRtRjoQDnPcAEhU7UGA2N+15dXq6j2llIYral3Vqau0p5Hb0FFKp0RwNkqy6DH8MF+A7G8hFWhgrBdo01fdXW1cHLhECa/L9ZhKzKAlCzlcjn84WgSf/PAXlR6HbhzfYPwNaYd2OBhrTNhi9lWn6zks/HWWJwpZFnGrIj5mU8NWLZZnXSsTD5BqaZpqHMDzQnz+UdjEnrSRVw20y02H/wdnlPrBpDge7C0hTpkfrfYxbN2j6LxBP7+4Z340m8P4vL5Edz77uUIu8zvUTAYRCAQECCYwH60Y8/zT+JiIvddriFns+MzJVcDE/AmTJBWtxIoZnBxoAeHOxNlwQcLa3043pNCtnBu3QzGW0/tacflX/szTg7Elc4fsLw6o/rDPwEHngSu+RKw5KYhP35seytSeW3MFm33bTyJW7+3CZ3x3OhPHkPlizr+4bE9eOZAZ9njjJfe1RI1Qz4AoOuAeHxPS2xS/v7p6r9uXY7v3L5q6CK77wmgfp2QUfxqVxsSuSK+ctNS+M5kMHKE2nqyDx9/cCdWNATx7zcsnfTXP1vVOBCwYx3As9ttCMkZ9BbNm5UkSUgmk5gbcSFT0NHUlxa/b7WJKhaLeOFYHw51pcXiS60aQwd8Ph/i8ThsNhu299lhkwws9GXFRDcXJMaaEgDZ7Xb84IWT+MRDu7CqwY8f374EIdVsL7L9P5wV0Wu1uBnpTBTwxh8dwB8P9wvWj6BYVVVU2fOIFRVkNUkAHoIeDt5xqp3AmINdBAA7O7JIaTLW10hi8VZVVbDFwWBQtJDpjpFMJoUW0W634yMP7cN//O4gACDiHT/g0TRN2L4Bpl3X2R7EmsyyWrYBpQG825cH8c9XTxdAygowrFrVSnseBchoiWYEaCGjSKYwk8ng5Q4DTsXA0ogk2vXcMPKaYoueAMyqMaesguEu+XweB7pz+LffHcOa6QHc++6lmFnpG8IqDz4PbI+P93o8m0NYY63RnCl4fnyqDXUBFU3xkp8wrwOeb2sXzDAMVKtFdKYMaJDxQkseHoeMZRVSWayzdbNj3VwSdLMDx7hzEg6D5Sc8joVCAalcEa+ciuJvLp2F7797LQIepxjmOxNQy03VRLTB7FBNRujL6WpqAuNaHxK5ommnVbsCALDKdgq5oo6TvaUF9rZ10/H7v70UjikUmzu4Ht7ajA/evx21QRd8zkkyoN50D/DyPcC6DwAXfmTIj3XdwH2bTmJ5QxArBgDn6Spb0PDglmZctbB6whZtgyviVdEQdg1xpphb5YXboWBXc8wcFvRUAZ37sWya+T7PRdBHyOPAqumDhgt7jwGde8pCPR7a2oLGGh+WnQVbwKNdSbzvvq2oC7rwozvXwuWYenZRI5XfraIh6ERLUhcgV1EUhOUMejUXrNHQ9QNzoEe6M0NCPfL5PHL5PL78hxP43z+fECwxb57UvHGgxOF0YUunjoX+IlyKIRZ46lp9Pp/QvbndbuztSONbfzqCNy6uxLdvXQQHNKE9TKfTrzm/4tGKx73CY0omjvWWW7YBGBjAM2UxcdncwBNAWd09uEBls1lht0UZRTKZxM5+B9yKgRXVpVY7AKFR5aQ8F3AGQ5DFOhXXsL0piqoJhucYhoF4PC5YNTLUrxZQzBoOGPNYWSUWVl0n2WMObjXFtDJ7Lm6CUqkUYuksdvYYWBYowOc2rb5SqRTsdjuqqqrKhv8on6AUijIKehdbh7+eOhSDx6Hga2+Zi7DXJQDzcLpioLw9PlG2+Hxa7o3mTEFWFwDmVnpwsr8gNhXWYA8+lxscWrYZAI7HDLx4KoVLZ3phFEodM15HBMWUPXGAjp0awOyU0eWHzhWUQnCAk+e6KujFbz9+Kf7hukXQ9VKM9ESZWnrTczM+kWLoy9neBE1JRHnRnAr865sXmVqyyFzA4cWswhEA5dHQdUEX5lZ5z0ynexZL0w188+kjWDk9iPv/3wWTY8G1/wng9/8INL4JeMNXgGFuIi8e7cHx7hTeM0aLtl/takNfKn9GFm3DlRnoUc4AK7KEJdMC2CmCPhYBXfsQcNsxu8JTevwslGEY+MgvtuPZQ8NYa+8rl1Ec7kxgV3MUt65pOCuL6XeePQq7IuG+965DeAxphFOpzK6HB02xomiHG4aBiJxBHgrScIiFLmLPY0mdD4osiSl3Tl3ncjnsbEmgI57DdYsrxSJHwMUhLPqmnsg4kSgAS/0ltpjT9n6/Xyz6Ho8HNpsNF8ypxPOfuAT//qZ50Iv5sgEvWZbLggn+EoqbDFmSMCtsphKSKbIC4yq7yQ4y6MM6gEfgQo9YazohXUA6+2I4kHBgVYUBl+oQbVq2UMlakUUm0ANKWujf7OuBXZFw06qxexRbK5FIIJPJiNAB63T+q6kGa1ftdjt0ScbtDxzB954/IQAxWVyrdrjaqUOCgZZUaZDOqg+Px+PY2W0gr0tYFTZ9wnt6egCYNnYcoqMuGTDZXA5mWYf0KLPgJug96+vxL2+YDZ9bLZNXDKcrBibOFp+LtvpYaqwDeIZhYEGVB82xHHIFTdwTra4iBNHcgNa4zGP/wJ4oskUDr5uuliVOckPE65CEAUN2FEVBOp0WA63c+LAzR4cRWZbhdDrRE8/gX39zGE39WXhVmzi/Ew3wAFD2GhM9VwT9Z5stBqYoMJ5V4cF7Lp5lAgZZBmqXIxTbB0WWyqKhATPV7ak97SO80vmtF450ozWawfsumTU5bgtNr5i64vo1wM0/NIcTh6n7Np5EhdeB65bWjvqShmGyy/OrvbhwTmTU54+nVjQE0RrNoCuRHfL4/rY48kXdlFN0HQR0HXdfOhtvWjb6e55obT7Rh1/vbkdfchjv6/0bBmQU5kL88NZm2GQJN5yloI2v3LQUv/zAhZgeeXU6ITTW+NCWKEK2qwLslhLwzBtfoVBAMhbFI3evw2Vzg2JyWpZl5HI55PN5/PFIFC67jMvmRUTSGhlKtlwZGLG124yAnuvNi+EQsmAcGuEQiCGZi4bLBuQHgLXfXzLD93q9kxoh+mooHjNJkjA7rOJYj8kcWRk8m80Gn003o6E1p1icOcBGMJTP5wVbTHcKskDbuw0UDQnra0p+qfRIlSRJsMUESXa7XYSx6LoOh9OFJ3e148rG6gltGlOpFJLJpJh45+bt1ViDW/R2ux0uhx26Aexvi5Vpi3kd8nvtcigIyHl05hSRIkgQRRutzV1A2KFjXkgR16SqqmWuIHa7XUgwCO6sg16UPFFnqygK5lX7cNWCiEi/G0lXDEx8mOpcDGGNtcYKjGVZxttX1+KRO5fAJpekKVb5A5PpAFM6EFCKUBVgZ1saNV47ZnlLyXUsAl1q/Pl+6DpBaQy7cgzi4T3WGjTy5K42PLqzA9miCbTZDZgoKJ6M1wAmLyJ8LDUlgTEAtPSnS+xh7QrInXsxr8JZxhgDZnzx/a80nfs3OIY60J5ApU/F1YsmwU6u56jpQOGvA257ELAPP0DS1JvGnw514bZ106HaRl8MOuM5tPZncMeFMyd9F0bd8ODNzPL6IPKabp7LqkVAMQP0n8A71k3HW1ecuSPGSPXwthZ4VRveuHSQp3PvMaCjJKMoaDoe296KqxZWT2rQRkHT8R+/O4hoOg+nXcGcSY6TPpf17vUz8PidjfA4HYJxDFuiocmC9Pf3C90o/Sxpw6YZwB8P9ODy+RH4XA7BQhIgcyHWNA2abMeefgnLQ0XIhsmu2Gw2MdRFrTOB93dfaMKN92xEIpkSLKWVITmTG/SrtawDeHMrXIjnNHQnC0LnSz9Uw9BR6SiYCXiAYIw5Sc5kOnpFk1V2u91IJBLYGVVR6TQw0wchwWA3wO12i7/FmGeyfrz/bG/LojeVxy2rx88WZzIZEd7B8/xq3gBZLduAkpxiZtCOw50lv2deK9ZABg7gdecdIjGSwC2VSqEznsWhKLAyVIDDYS+z6+Jx4+AddaHUoxKIASXfYcA8hz/Z0oltp6IiufB0umL+PjBxtniqzAiMdQAv7FIwLeQq20hQpmLVcAvZi66hbkDxddksN4oWvTevWW5OuXEhc8xhZNosclCW9n1Wz2LeIzfs6sCiWh8W1viE7GIi7hEAhPcytfATxRh0LzpXw5VTFhj/26/245MP7TT/p24lUMzislAfDgwCWQutDhZTrD542Rw8/+nLxwRQT1vJbuD+m03ZxO2PmNrcYcowDHz3uWNQJAm3XzA2GUVNwIlNn71yQovQaLW8Pogd/3w1Lp1fWf44E/CaoxZniv0wDAPHu5MiqnkyK5kr4je72/Hm5bVD7Z4GySj+dLALvak83rZ28o6JYRj4+0d347t/PoYXj/ZM2uuer6rwOVHpdwmtoSzLcNkk+KQsejWnuNkmEgk8sbMN13x/N6LpvBh6y+fzaE3qyGs6rl9sxqJlMhkBwvL5vJBRFItFHEg4UdAlrAjmyxZpDtqxDeh0OiHJCp7Y1Y6AU4FWLIiJacoBXo1a08kqgsS10334yMW1UG1ymUSi5GiQQ1fOBgOS8IgluMpms+K/6RHM9m97LIfjSQUXVEsoFgtiwSVbTNbSMAzRwmWLVdM0uFwurJkVwRfeshivX1A54ucYrrLZLBKJhPhO0EHh1VyDmUiC35lBO071ZZAv6oJ5Z/udbKMkSai05xHXHeiNp8TGiCEYL3foMCBhRcgEphz6stlswmmAbCZgyhWoI6eLCTsJPM4t0Sz+b1MbdrQmxHDeSLpiAMLHfCJssZVlnQo1mmUbASwAPLyzCxtbskJ6wmPE+xJ1vwTadQONxUvqzU0Aj7/VVYK/RzkGNwwcuqMEih7JHLbldSfLMva19GN/RxK3rK4XQTgTBbR0oDjdpmisr8PO1Lm6nqfGN2qYaqz14wQdJ+pWAADWOU+hNZpBPFuy9Gqs8aMnmUd3YnLcFCarMnnzC33GQ1X5FPCLtwGJTjPVLjJn2KcxTe+BzU145wXTxzREly1o0HUDTrtyVoI1HDYZoWFaodOCLlR4HdjZHAMqGwFIQNcB5Io6rv3m8/j5y6cm/b38ZncbMgUNt6wexiZv/wagfq1FRtGCKp+KS+eNb2E+Xf3XHw7jse2t+Lur5uNNy86OPONclqIoeHBnN55vKQjtqqIoCMkZ9Ggl/WEmk4FT1pDMaTjaY7ZvE4kEFEXBihkV+PPfrsdljdVIpVIizIM3ZLJNsixje5+CSlVHrcOUTqiqKlhl3tQZK7ylKYaOeA7XzDfDPtxut1gQ2CL+Sy0yxtODKm5dFkHAZROMMfWOsiyj0pZHYSAammwvAWwikRAsn9WXOpfLYUe/CbxXhk3vXIamZDKlQT+yZARa/H1d1xEIBFDhc+LOi2aOKZSIlcvlhAMFOwjnW3c6GTUYGFOOMCvkgGYAxwacjqi7tNqyFYtF1A7oU0/FiqJzw6HEzV3ADI+GSmepm0BpBoNyCEoIkgmmCoWCAFoAxMbmj0fikAC8eWm10I6PpCsGXjtsMVDSEJ/O8pTH8Fd7e/D08fSQATzrEJ/19S6tyuPj68OIODQBwDlESamLVQ5FYE2dvc/nE9InWity0I6MsK7reHRHG+yKhDcsjAhAO9GNB+cPuBmeaPEecS6v5ykLjBfW+KAbwJHOJBCeAzh8mK+ZXq/WaOjGWnNyeiqxxoZh4PpvvYAv//bAmb2QVgQeeR/QvhO45UemtniYimUKeO9PtuDBLc348OVz8K9vXjyml//ec8dw5TeeQzpfHP3JE6xnD3XhYw/sKLtZSJJkDua1RAGHBwjNBDr3wWlXsLDWPyRKejIq5Hbg+mW1WDU9WP4DyigGQj26Elk8e6gLN62qh22S3E7uf+UUvv3sUdy2rgEfu3LupLzm+S5JkvDs0SheaM4JTZssywPR0A4UIQs2qNphbmSP9+UEK+z2eFAoFOB22OBUzVYvtcXpdFowV5lMBmmoOBqXsCqioVgsCJYol8sJpwS2f2VZxhO7OuBTFVw0wyem4cmKTKWF9HwUF01JktCVzONIT1YAF+pEJUlCpcMELP2GW7BzlLokEgkhjWGL02S9NGzvs2GOHwgo5kLt8/mQTCbF0Axb8zwX9JwmQHjheAwPb202A4DGWLlcTmyqmNT2WpHKkGWzMpE2mw2NVS68qTEoHJkIogiI2BmodprAuDmuCb13JpPBsb48OjIylgeyZW4W1N9bB1vpEZ7NZstkFJQmkdnUDQO/O9SPC2eHUBd0CYnFSOfC6igxHvB1riy7xltj1RkDwLwqN072l6zSrCyv1Q6P4DdkK+DSBofQEVu/F3xNqySDYJvXGp0pOJPB1+BmlZ0En2rDLavq4XPIAjhPpNjpGxxcMt7id8Tq2nEuasoCY3qlHuiIiwG8qqQJNK2hHo015vNOWWzczndtOt6L4z0pNNacgV+xYQBPfQY4/BTwxv8EGq8f9mnNfWnc8t2NePl4L/7zlmX49LWNY3LpyBd13P9KE2ZE3ONOkhpPdcayeHJX25Dzs7whiGPdSZP9r14MdO03H68PYndLbFwL41jqmsU1+M47Vw29ke7fYP57QEbx+PZWaLqBW9dMjowiW9Dw/eeO44rGKnzxrUum1I38TKuxxoemmCbapIqiIKJkAJjR0LwxS7kEIh47jvXlBVv4233deOv3NiOWN2+imUzGHNYbAFGBQEAkru1JOGFAwvKgqVFm4AcHTQi4HA4HUnkNTx/swdULwnA5SrZw1ijjv+Riy1rXdXzj+XZ86Y+nBHixMo4VdjMamoOUZPJ7e3sFC8hBSQKqtqyCjjSwKlwQsgm6ETDFjoyZy+Uq859lytr/PnsU9248OWanIYaPkMF8LYFi1nDOFNOCLnz4gjBmhp1lIR88f4AJKiJOGaqkoT1rOhNQK/5SawGKZGBpoDSUR5AWiUQEcBocCsGNDQDhd0ygtb+niLZYDm9dVl12nke650001vdcWXaNt8YzgDe30o3etIZYpig2NGT0rXIKXlvc1Fh9jimz4DXE64lSFwJsBn3wfHFomY4VVo/rj14xB//2loUAMGHZAoOZ6IJyJmWVfJzLmrLAeHrYDZddKQ1u1a2AvXsfIk4JByyMcdjjwJ5/vQbvWj82Te25qAc3N8PvtI3JFWLEeumbwNYfARd9DFj3/mGfsqOpHzfe8xI641n89K51QyOOT1NP7W1HdyI35gCQiVZZoMegxw0D2NsSA6oWmsxtIYvlDUEkc0Uc70kOfbEJ1o6m/jL5TVnt22DKKIINMAwDD21txpoZoUkbjHPaFTzyNxfi2+9cOWkM9FSphbUBJPI6EkVFsB4VNrPF2W1xpujr68OCai+O9WYF+/TEzjak8xrqQh4ho8hms6L153a7kUwmYbc7sL3XhlleHV5kRduf7JXX64Xdbhd2XDZZwufeMBc3LDajtdlqtE5q/yUXW+UAMDus4mR/FpoBYbhPWYNsFBGxF9GVt5eFQfD85HI5sTnhMd7ao8AmAUuDRaHl5kaH8gZat1HeAkCAsNaUgb2t8THPO5ABI2vtcrng8XheU5tPoNR+Z/EaKBQ1tPQly7TFZHRLwQ8yKux59BQcAhin0hns6FPQ6Csg4LKJDQzZRepRgVIQBMEeNzS03yJ7rKoqMpqEuZVuXL2wSgyFjcQ4sps0Xrb4XFp2jbf4OUYbwFMUBXMrzOH5E9G8eJyfi2VlSBm3ztfm8wm0+RyeO35frNca0wz5XM5mUAZjDnPaxCZzogEcvDefKZg9nx7VU3alUGQJ/3fHGrzvdbPMB+pWQtJyuLKif0gM9NlIJZto9afy+N3eDty4ctrEdbu7Hwae/ldgyc3AVV8Y9ilP7WnHO37wMlwOBY996GJcNDjeeJS6b+NJzIy48fpJ1NEOV/OqvHDZlSH+xMsHQjN2MgHP0ICew1gxMJi3c5D/8USrqOm4+2fb8OmHdw39Ye8xoGO3kFHsaI7iWHdqUtjiEz0pfPm3B1DUdFT5nWeVlT9ftajO7Na0pgzBGjMauqeoiptzMpnEGxdV4soFFQgEAohmNbx8oh9vXlYrHCqKxSKSySQymYxIptN1Hf2SBx0ZCasjmtCPMqxAVVUEAgHBTEiSBLsMXLcwjJkhhwAUTqfzVT+ENZnFYzGnwgVNB5qi+SHOFABQaS+gM2cTCycH8GRZFq4UfL6k2PBKRxGLQzqccsmTlYwjWWmCLwBikCufz8PlcuHJ3Z2wK9KYnGkIimnZxdCQqQaWJqPIJvJ6IkP87Zd78I4f7yizaSOgYRucA3g9BQe6unuQTqexuSmBZFHGqrB5LiiLAcz0SP6NYtHUift8PmGZyEExWrRxI+V2u3Htoio89v7V8LpUwUyOVBNNqzuXll0TqdEG8NiVmVvhhiIB3SlN6IutHsQs/jcZY24iyfBaz4mu6/D7/QLY8ppTFAXxeFxsHqn3p4+7oiho70/ibT/aju+9cFIw0uMtynTOxMXCWhPtKExGTVlgDACXzKvAtOCALdlAAt7F7mYc6kiUtdqfP9yND/xsKwrayF/Ic1WP7WhFXtPxjnXTJ/YCJ14ANnwQmHExcMN3TRmJpQzDwPeeO4YP3r8di+v82PChizG3anzs5t7WGLY3RfHuC2ee9XAUmyJjqTXQY6CCbgdmRtymntgSDT27wovvv3s1rmismpS///yRbnQncsMHBQySUTy8tRkuu4Lrz3A4rjuRw50/3oxHtrWgc4oNhU5mLawNQLVJiOdL2jibjQl4TnFzzmazuGqOFx96/SzYbDb8enc7NAO4aXUDstks0uk0crkc4vH4kBCOXVEVimRgkS8rAAEBkd/vL/PCbepN4f6t7ehNpMXN/bUyhDWZxcV2TsSUHJzoy4kF2ToEVGnPIVpQkDfksslwACKsg+DmUExGIg+sqTBZLLLF1hAPa3s9m82K92IYBpxuDx7f0YYrGqtG9S4mKOZ3S5Zl+P3+12xHYLBlG2Aytw1+G/rSRfQkc2XAmCwsn1/r0lCAgtZoBrFYDFu6JbgVHcsqbWUafKfTWWbflc1m4XA4RJve5XKJNjkBEINyetNFFLSSrAIYuRVvZYvHwwSea8uuiRR1vqM9J+Kx49mPrMI18/wCEPNa4rXCf7gBod6bLH2hUBAyGEoXyOjzuLrdbhQKBTG3QWmT3+8X92dJkvDErnYUdQNXNZpZBuMFxnSgACbuYmEtRlifL4/qKX0n6Yhl8dNNJ9GXygPh2YDqxyIcRyqvoaW/ZOnVl8rj9/s6cbw7dR7frVk3rKjDf926HAsHNNLjqq4DwIO3m5/1HfcDtvIFnc4TX33qIN60rBa/eP/6CfnsNtb48L13rTorFm3D1bpZYThtStmNHTDlFLuaY6bThuIAuvZBliVcu7hm0tLgHtrSggqvY3igvW8DMG0NEGxAOl/Er3a14/pltfCqE2d3U7ki7rp3C7oSWfzozjWljd1rsAJuB57/2FpcMctVNjQSljPoLTpRLGpicj2RSCBbNNCTyOI3ezqxsMaHeVVeIaGgBRiZy3w+D8XuwLYeCQsDGuxGQbBgdJiIRCKCnQCAJ3Z34OtPH0cslRULzHgjZv8SigCq3u+AXZZwvL/kHEBZBABUDQxNRmFuvLkoJxKJsqE7u92OlzsMeOzAHHdeDH+x1U7HEIIhDvoQRNjtdsQLEqr96vCuMZaiPRg1zoZhIBQKvaadRobTrjocDsyOmPf+Q53JMokMNza086pzmffdk9ECOnpjOJhUsSKswe0speCxs0LJEYEYtf5ASUZBeYyiKELT/anHDuADD+wpC/4Y6bqjy8B42eJ8Pn9OLbsmUoMDWYYrflcdiiTYXv4eNzZAKRqar8VNoMPhEP9NlxdN0+Dz+cqYeBIGsVhM6HTp5MOwD2rLN+zqwIqGAGaGSoPU4ylulCdLsjZRt5LJqikNjE/2pvAvT+zD7paoGMCrSx8EMDCUN1BTyZki4lVx80QAZ7wduP9WwO4E3vUI4AqV/zhb7jzxrXesnLBUw6bIeMOSWgRc5+YG86lrF+CBu9cPuVEurw+iI55FR1IDKhYAneYAXlNvGj984bhp1XcG1ZvM4ekDnbhx5bSh1k99x00ZxUCox1N7OpDMFcel0x5cBU3Hh3+xHfvaYvjOO1dh5fTQ6L/0Ki+XUy1r3SqKgrCURh4KMrLJSBaLRfT09uHir7+IH29qxrvXT8fHrpwnWrKFQgH9/f0inY6twFNZJxIFCSsCubL2Hj2OvV6vYCcLxSJ+va8Ha6f7EXbKokU8lRfR81UEqzZFwleum4mbl1WKwTXrxHvlADCmLIbuDwSnIjDE5sS2jjxWVxhQJEM4GFgXeZfLJVwjaBflcDhEe3dmpR+/+djrcNXCkTtFDH9hKEihUBBSmtdyDedM4XA4MLfSTH043JksA1H83hMYm84UBtrSMrZ1aSgaEi6qK6XY8fXp700GkvaGlFFYJTQEaH6/aau6oyWOS+aEyyzEhiury8BE2eKpXGMdwFMUBS+eiOHzz3Qgk80JUgEodXSsAJVDd2TZM5mMYGbJ7Pv9ftGJYcpcsVhENpsVZAPTR7kJttls2NnUj6Pdadyyqn5CMopsNis6DpPhHEF51Pn0qJ7SwJiuDsKerW4F3P0HYZeKZWlqsyu8sCvSkPCPc13ff+4YfrN7AvHUuQTwi1uBdJ/pVRwsl2E096Vx8z3jd54Yrn7+8in89x8PT7rrw0SqbDCvaqHJmAPY3x7Dl35zAAfaz2yj88KRHhR1A7cOB3b3bTD/TRnFtmbMjLixdubEweyhjgReOd6HL92wFFcunIS0w1dBPX8sis+/EAcUm2jhVthN+UhX3i6Yp2QijtkVbhzuSuHmNdPxxqW1AmhZ08oCgYAAVdv7bHArBua4c2UsJACEw2FxM1YUBZuP96ItlsPVc31lmuPXMpM40bK22tdN92Ja0CWADhdth8MBN/Jwyjq68nYxHQ+UACpDOnb1yyjowDJ/ialPpVLiHFit4NxutwDV4vzYVCRzptPBSCyjFRQXCgWhRWe34LVcw4Etm82GCq+KkEvBgY6EYFKtCXgEqapNRkgpoKeoYke/A5Wqjnlhe5m7ATeYVk9qr9fsFHAAr1AoIJFICK0/N6YbdrVDloCbVtWPOrg1EbaYm7Jzbdk1kRrLAB4BbyyrYXNLGm3xvNAecwCPr2PtAhDQMs6bSXUAxHVHNwpujHg+ZFkWQ3E+n6+M0X5qXxdUm4xrF1aU/c2xFIdfyU5PRk0Fj+opDYyDbgdqA04cJDCuXQFJy+H1wd4ydthhkzGn0otD55ExjmcL+O+nD48/1UwrAA/dabKlb7tPhJmwdjZHJ+w8MbiKmo57nj2Kraf6zrq2eHD9v/u24p827Cl7bHGdHzZZMjsC1YuAeAuQiWJFgwlOz9TP+IaV0/D8py/H/OphbPP2bxiQUUzHqd4UXj7eh1vXNJxR233JtAD+/OnL8M4LJqgvfxWWBgkHe/LoTJcAV1gxb2w9BVW0FePxOOZVurHxeD+6k6ZGmC4U0WgUmUwGPp9P6Oc0yYbdfRKWBPJQJEMstGRHIpGIGPopFAr49f5eeBwKLpzuRiAQOC1r9ZdeVia3M5HHY7u7kcxpYjHlsVMUGVWOAjqzigBQ9DJm693tduPF5jyq3cA0Z1EM05GBBkqJaVbdKxd+h8OBX+3rxtovPY322PCJl1ZQDACJRAKqqsLvn4Bc7VVag50puJF5z4oArmsMl6UWWu3bCJQqHQU0ZR04lXHgojpbyX1k4DlWUM3fCQQCSKVS4lzGYrGyoBxVVaHpBp7c3YmLZ4cxLewVriPD3Ucn6kk7UenF+aixMMa8/uZVmuE3J6NmZ8Z67K3DeGT+2ZlLp9OCESZ7T/afg6hWHbIsy0LqQOmLNXHvb6+YhYc+sB5uu1TmcjFa0ZmEdn6TUfSoPt868ikNjAGTNRbMYd1KAMBl3pYSWB6o1TNCcNjO38d5YmcbsgUdt60bB3A1DODXfwscewZ4038D864u+/FTe9rx9u9vGnCeuGjczhOD6+kDnWiLZXHnhTPP6HUmUrphYPOJvrLHnHYFjbU+U2dcNRBK0nUANQEnqv0qdrWcuTPF9Ih76IN9x4H2XUJG8ci2lgHGY/Rp+OHqoS3NIq2v2v/a8lAdrRbVBQEAbenSkJVD0uGTsugZGMDTdR2pVAqegbXw0e0tYiAkl8uht7cXkiShpqYG6bQ5OHcgqaKgS1geyJUtDpySJwigp3Eyp+HyOX74XKVhu78C45GLwKQpmsN//qkJx/pLrA8ZRE3TUOXIozNnAyQTQDH1jtrurOLBns4sVoWLkGUTQHHQB4DQQVJLzIWamliHw4HHd7RhVoUHtYGh7K8VFMuyjGg0arqfDLgn/KXUcG4HLpcLl810Y3mtedwIdHmsCXBkWUatS0NWNzeXF9eboIk2bJqmCTBF7TYDc9LptBgM6+3tBQB4vV4x9LXpWA+6kgXcsrpesJcjXXcMpxgvW3w+Ah7OpMY6gDcz5IQsAadiBXHO6GXMex4lFpQekfn1eDziOqU1GrXiLpdL/IxuFtaUUEqYCIxdqgNL6vzib4+lrA4Uk+kbPlVcR6Y+MK7143h3ynScCM0C1ACWKSdxsjdVltj27zcuxfffPXwy3LmoBzc3YVGtH0unjeOG/dx/Ajt+Dlz6aWD1neLhwc4Tj3/oYsytOoOwkIG6d+NJTAu6zkubf3l9EEe6kqJlan18V0sUemWj+YAl6ONMGOMv/no/PvXwruGHICwyCk038Mi2Flw6v3LYhXm0evZgFz77+B78YX/nlJCnnOuaVeGBQ5HQnCDLaC5gIcl0pgDMRSCXy+G6uS7csKIO77pguphs7+/vRzKZhNvtFho5SZKwrVdB2KFhmlqasC4UTGaFAQROp1MsBl+/YT4+dlEV/H6/YF1eqy4Fk1FceGeFzE3EqWhpsIkLpCzLqLDlUDAkpGXz2kilUkLC4vf78UKzqWlc6svC6XQik8nAMAwRKmDVS9LxghZvsiyjOV7EnhG8i62g2GazIRYzN8qv9WG74WokYJzXDLx8og/96fwQyzYCIF3XUesyf3d+UELQrgsQrGlaWTod/w61/pRR9PX1IZs1z7HH4xHAe1mNC9992yJcu6RWDJGNdG7oajLeVv35CHg4kxrNsg0w74lu1Yb6gIqT0dIgK3+f3RurdpzWloVCQUiSyPBaY7oZr87fowbY4/GUHXvDMPD5Xx/GL7a2jbqpsRbfBzsJk8XsTiWP6im/ctz9utnY/i9Xm8NTsgzULsOM3CEYhjl0MBVqT0sM+9riuG3dOFrxO+4H/vxlYPltwOWfEw8XNB3/+Hi580TFBJwnBtfBjjhePt6Hd184A8o5llEAwPKGAAzDPFbljweRyBZxohAC1EAJGDcE0dyfHgKkx1LZgoaHtjajqOnDn4/9G4Bpq4HgdLx0tAftsSxuHWUafrja3RLFh+7fjoW1Ptxz+6pzLk+ZCmVTZMyucKM1qQudGwCE5TRiugN5HUJnrGppfONty+Gymdq3eDyO7u5uAEBVVRXy+bzpTqHbcTQuY5k/B4ejlNTGwREuzB6PxzSuz5sWRKrDfGw0D9W/FsTiE3IpCLlsON6XF+1ZazR0lcO8/nq1kvewzWYTMopnj6cwLwCEVUPEzlLjPZKcheDIZrPhV3u7YZMlvHVFuUUiB3DoUkJtK+U2f2k1XIvebrejMwP83ZMn8fKJ6BDLNqszRYNbh00ycMV0hzj+TKbksB6DXGw2G3w+H9JpM61UURT09fUJCQXBkKZpkGDgisV1cNjk0w5uUQ4xHoB7PgMezqTG6kwhyzJW1XvhdShlUiPr5oKMMNPvKGUhAUEpDB0nrEN1gLmxoNUe0ye5gWntT+HxXR2IpgujOomw+B7ITE8m+cCN01S4vqc8MA55HOX2WXUr4Y8dhh3FsqCPVK6It377Rdz/yqlz/h6TuSJWTg/iLWMwpgcAHH0G+NXHgNmXAW/+FjDwZYxnC7jr3i14YPOZO08MLlmScN3SGrz9DDTKZ1LL64MAhibgrRADeAMJeAPOFO++cAZ2f/7aCVmn/X5fBxLZERwm+k6YMoqBUI+HtjYj6LbjqkXj801u6k3jrnu3IOJ14MfvWXtGFm+v9rp4ThgVbptYcO12OyJKFoCEnoJDBHLEYjEUCgUho+jp6UEqlYLT6URFRYWILN0dU2FAwhJvWmjlyGIy4Y6MWEtfGtd+byd+s68bXq+3LPHprzVyWcHGnAonjvdlBTvFf8uyjIgtDwmGGMAjuxgIBHAybqAlXsDKUKFM00q2mFIX6hmBEiPlcDggKzY8sasdVzRWDbGdZHeAmspcLvcXM2w3XA0HjBVFwayIC7JkDv5a2UXqUdlKDzplfHF1ERfVO0RbntclNx9srXs8HjFAqSgKYrGYaN8zLEeSJDyxsxX/+0IrDFkpO1/DFeU342WLgfMT8HAmNdYBPJvNhk9dVo9Pva66jG23nh+eSwAiMIebGG5ECVCpLwZMuUs6nRZOFCQtaO9mehd3wABw48q6MjB9urI6UEzmZoWuI1OBLQZeBcAYAP7n6SN4eGuz+T91KyDpeSx3tJbpjN0OBc39GeyepMS08dSFcyJ4/EMXj83+rGOPOWxXsQB4208Bm6m3ovPEpmNn7jwxXM2v9uGe21cjNEn+wOOtkMeB29Y1YOYgze+cSi88DmUg6GOhyRgbBvxOO1yOiV14D29tQX3IhfWzI0N/aAn1iKbz+MO+TtywYhpU2/j+1kvHeqDpBu67ax2qfH9ZuuLB9ZlrF+BjF0bKnA1ENHTe/L7JsoxkMila8d3d3YjFYmVBHel0GrpuYFufggZXAdUeWbDF1CYyyMHtdiOXy+GpA6bzyPJpPng8HuGP+1cZxenLyijOCqk43puFphsiWZBsr2wUEbYX0ZkzNyWcjPf5fHj2RBp2GVjoNVvsjJz1eDwCDBNMW71aCdg8bhd+/r4L8Ilr5pe9Nw4RUYKTTqehquprMu55rDWcZZssy/C6nKj323CwMyEkFFYNt9UfN+xzif8nY8zzYfXOpR8uwW4ymRR6cI/HI37vwW0deKUpDtWmnJZxtIKesdb5Dng4kxrLAB5QkjOREebvkrXnf5MFTqVSZSEg7MT5fD7B4nIQTpIkMa9BQGyVl+m6jg27OnDBrDBqfXbxfk5XuVxOvJ/JZHUZOjJV2GLgVQKMf7+vA7+iDdrAAN4VgfYyOy9JktBY4zvnXsbHuofqZkesWIvpVaz6gNsfBpyMPzadJzomwXliuNp0rBcnes5/+MlXblqGNyypLXtMkSUsrQ9gZ0sMqF4MZKNAwjzXP37xBP7rD4fG9Tda+tN46VgPbl3dMPzGYt8GU0YRmoEndrYhr+kTioC+bd10/OmTl2FO5fhSB1+LZb0ZEwj55QLs0NCjqQIYpVIppFIppNNpdHZ2Cn/NSCSCTCaDXC6HroIdHRkZS7xpOJ1OwW5w2Is3ZbfbjUwmg6cO9mNFnQdzqgNisZgqN9epXjxe71pVhac+sAKKLJXJYcgMVtkL6MgqAjS7XC4odgeeO5nE0gjgVRURK0xG32o7xba7VV5BRnNBjQ+NNeXuEhzSYtvW2in4Sy1+dmt7nudiRsCOI13m/d0qp+Dx5/FkmAM3RRx0slp9USKTSqWQy+WEhMnhcAhvcAA40hnH3o4UblndINr8IwGriQRznO+AhzMp68Dc6UpRFCQLBv7foyfxx2OmLNS6QbHaHJItJjBm2Ao7ONyUMtgjk8mUbUismnMA2N4UQ1N/FrcODE2OJqOg3nwyHSiAoYl5U6VeFXeaxlpfSTYRmgU4A1jtOIWDHYmyG0VjjR+HOhPQzuEQ1Ccf2oXb/+/l0Z+YiQI/vwXIp8wAj4Apu7A6Tzw+Cc4Tg0vTDfz9o7vxmUd2TerrTrT6U/khwR3LG4I40BZHPjIwgDcgp9jbGsMDm5tPq9UaXKpNwYcum4ObVw8ja+k7AbTvFDKKh7c1Y3GdH4vrxjYwWdR0fOKhnXjluDmdfb7Y96lWmYKO9z7WgqdbTMbRHJZSEJIz6CmqYtgql8shlUqhvb1dyCYcDgdCodAAW6xjV0yFAgNLgwWxqAMQTCRv/pqmYWdLHM3RHK5bGBaT2HzuX2v0IlAJuW3wOW2l4I+BoSwC5EpHHtGCgpxuDgMFAgFsb88intOxMpgX+kZ6pHLx5YAQtcJkwWRZRkaT8OlH9+Jo11DveYIiMpbcEP2l10gDeDNDDrTH88Jyj50AsoQsDm6xXU1dq7V9Te/ieDwugBUAwRbzeY/vaIciATetri8b+hpclEGNly3md+bVuhka6wBe0O1Ad6qI4315odEmGLZ6GFsHJRnnTC9vgktKjSh/AUrpeRzQ4ybJaZfxpqU1uHph5ahkgqZp4vqeTAcKYPIT8yarps47OU0trPGjK5Ezo6ElCahdjrmFI4hlCuiIZ8XzGmt9yBZ0nOo9N+zowY44djZH8ebldad/YjEP/PJdQO9R4O0/A6oXwzAMfP8sOE8MrucOd6GpL407zoNF2+Da1RzFyi/+ES8cKfd6XlEfRF7TcdgYYMotA3g9yRzaY9nBLzViVfpUfPraRtSHhrFps8go9rXFsLc1PmZ23jAMfP7JfXhseysOdZ7fIJmpVl6nHZoBtCaNsgjmsJxGr+aCJMmiPd7f34/+/n4A5gJIIJXNZlHUdOzst2GuJ4egy9QWczJbVVXBhqiqilwuh98d6ofTJuPqhZVwOBxjYj7+WqWy2nv9YGMLnj2eFEyV1fKr0m4C1V7NZBN9Ph+ePpqAzw7M95kOIGx701fabrcLPaO1zU7Q9syRGB7f0Yp8sXzTSyDFjZTdbp/0xfjVWsOBLYfDgSvm+PDtt0yHaitJKajJp40XUGKbqWPlOeP5JvjNZrOIxWJl6Xlut1u8VjaXx1MH+3DpvApUetXTXncTsd9iwMOrTVtsrbECY5uiYFZYxYlBzhRWWQw7ZmTl/X6/2Dx6vV4kEgmxKaWdG8+J1eXBKp9ZVOvDt29fDYdsnDaQhbZsk+1AAUx+Yt5k1qsCGA+JfK5biVDyCBwolCXgLa8P4o1LaqCPg2E8k3pwczMcioybVp2mFW8YwJMfAU6+ALz128Dsy4TzxFeeOojrJ9F5Yri6d+MpVPtVvGFJzVl5/fHU/GofFFkaYsPGBLzt3QB8tWXAGBh70Mf+tjj+dLBz5I7Bvg1A3SogNAMPb22BQ5GHTMOPVPf8+Rjuf6UJf/P6OVNikzHVan6VBy1JQwArm82GsJxFAQr68xCDPdlsFrlcTtzYw+GwiJk9kbYjUZCx1Jcpk1FwiMsaQpDNZvG+9fX44nWzEfKaLbi/yijGVzyWhmHg6UN9eO5EosyZQjDGA8C4K2eHz+dDVpOwuSWNVZWAY2A4mCl4bNHTI5daY7KXZL8e39WOhbV+LKorl1GQfeSmaLIX41dzDQe2FEVBfciN2UEFdkUu045bQTKPPTca+Xx+iNyFzHxPTw8KhQL8fj9SqRTsdrtgkg3DQH8qi3Uz/Hjn+hmntfniJmc8AJcBD1NlCGuiRSA7WtCH3W7H7LCKU9GC+O5T4289Nzy+fr+/TGIky2ZMt8vlEhtRShMACImbdRDzQGcKrfFCmSvJSIEs1C4zLnyyikPYHPycavXqAMY1fvhUG3qT5g0atSsg6wXMl5pxwKIpXlDjw3fftfqsMK+DK1vQ8Nj2FrxhSQ3Cp2upb/wWsPuXwBX/BCx/xxDnif+dROeJwXWsO4nnD3fj9gtmmHZ357lcDgULqn1DnClqA05U+lTstA7gAVhY64NdkbBz0PNHqv974Tg+/uBO0/N6cFFGsfgG5IoaNuxsxdWLqxF0j97ie3RbC772+0O4YUUdPnPtgjG9l7+0WlDjQ1tSB6TS0E9YNm/Q3XmHuClTj5jP54UnKtvtu2JOOGUdC3yFsoluslr8h5rFhogHl84JwuVyCSA11ZiHqVxkhA3DwOyIE8d6zc6MVduoKAp8iganrKMjZ0NNTQ3+fDyOgg6sDhdFIIQsywgGg6JVS+aYukQCHUmScDKaH9a7mEDaykD/9XyWarihLkohXjiRwB/2dZa5UbB9TtmE1ZaN54wssKqqIiynv79fOB0wCISvWSwW4VcVfO3mpbh6UY2QYwzHOFIDO55zaNU9v5prPAN4cyIuJPM6ulNFcd6smwN2bxhsQ6cJVVWFz3MoZKbFFotFce1Yh/isMor/euY47r5/56hOItlsVqTlTabM4WxKMyarzj9aGkNV+lTs/tdrSpKFgQG8S72tZYwxyxr8cbbqpaM9iGeLeMfpku50DXj5u8CcK4DXfQrNfWnc8t2z5zwxuPa2xuBTbbht3dSJKF7eYAZ3WMMwJEkqBXpULQK6DwG6BtWmmM4SY2gAxLMF/HZPO966om74jcb+J8x/L3ornjnQhWi6MGYZxUtHe3Dx3Aj+85blf5FexWOpRXUBFHSgM10ariLT2F1Uy0I6ONTDEIF0Oo1MQce+mB0LvRn4PK4yiy8O/ViHhn62oxcvHe8f4r/61xp7WQHN7LCK9ngeqXxpWIdMk65rqLTn0ZoydcPPHE2gxg00eAwxGe9yueDz+ZBKpcQGJps1gbaqqmVBH7/d1zusdzEXagIwDvv9tcwayZnC4XDgiYMJ3PtKyxBnCmvMt6qqYmiLQJlsLs9Zf38/isUiQqEQEomE6Xzh9Yq2fCydw7HerADUI3kXTySsYSoFPJxp8boaCzBeNs2LK2d7kcsXhGwCKFm6ERhTQ0xQCUB4FBP4ksHnOScbzOCe5v4MtpyK4ZZV9YJMGG5TQwcK67U7GWVNzJtKw3aD61UBjAGUXyihmYAziAucTUNcKD772B5c+83nz/r7uXJhNX7/t5fiwuEswVjH/mQ6LKx+L3a2xHDjPS+hPXZ2nCeGq7eumIbNn7sKlb6po9Va0RBAPFvEyUE68BUNARzrTiETbgSKWTO2GcDP3ncBPnvdwlFf91e72pAr6iMf1/0bBmQUM/HQ1mbUBpy4ZIyDjl+/dTn+74415zVyfKrXioYA3rTAD0WGaJs7ZMOMhi6Wcu/T6bQATNTKaZqG/XE7CoaEZf6s0ECSbeJAidPpRLFYRH9Wx49facf25niZhnIqtuSmclnZvDkRk7lpihfFJsQaQ1vlKKAtZWB/Uxf29+SxthJQlNJwJAez8vn8/2/vvcPbuM58/++ZQW8Ee1ehKIlUo7p7L3GLLduRS8omm83N3fySTbZkU242d++2lN292ay3e5ObOLZjx45tJW5x7029U42iJPZeQKINZs7vD+AMARYARCEJ8P08jx6KwwEwwMHMvOc93/f7wm63A4DejEB8H4TUpcRlwc6ttTHysWiLNtG+Npc1ptlgOmcKALBYLFheaMSZPq+uLRbBsShqEhlI0SFNeN6KwMhqtUJRFIyMjOgetUISI8YhFArhheP9+NTDx9DS79UnMpMDJ9FtLRUnioXQDjgTiNWRZHTGa6sK8GeXl6LcYYixMxS1FWLy4XK59OeL1iPbbOF6GpERFohssRifUCiE5472gTHgrs3VM05qhP5crPRkiskOFAt58pMzd/rfHurEjn97DyFV0wvwGrQWtPSNx7gc1BRa0Tbog8evZP2YVlc44w/ugYcBWzF+pzRl1XliOka8kYruFL2As8XlK0vxg7vWo3CShEHoiU9qkeXViJwiWZ7c247V5c7pW3IPnQM6DwBrd6B7xI+3T/Xh7s01CTsA7m4dxKG2YTAG2EyUjYxHXakTX7+mFpUOgx4MMcZQJIVbQwsJRSgU0m+4FotFX24/OGyG2xBCnRMxrYPF84gbfDAYxBut49A48PF14aK7eMu5RHwmWkObYDNKGA1ONEgRzhSMMZQagwhqDA/tCxfObilW9WyxwWCA2+2G3+/X20FHF9YIaQYQzkx+6ep6fP+u9THHITqjiUYFC61KfSEw0/K82WxGXZEZXkVDx7Bfz/hHT2xUVYWqqtA0TW/nK4IeoR8VzjCicQQAvdkHEB6j548NYHW5A6vKnTN6hovvwWwy/iJbLM73fCCZArzorP5YQNWzwyLwFRpjWZZ1qZLwdRdBr8Vigd/vj/ncVFXVHytcfEKqimeP9uKyFSUotYfvZ9Nlg8VzZVrmIKQZuXBuL+yjiyIY0nCwbRjnBsJtKlG1CaXeFshaEGd6J1pDry4P64tPZdE54Ecvn8TXnzwU30ZsfAA48QJOl9+CLz1+FGuy6DwxGc457vyP9/Dtp49k/bVmS7Xbivu2L5lidbah2g0A+NBTCjBJt2zr8wRw4z+9hV/va5/xOUe8Cvo8AezcWjP9RfXYrvDPNXfgqf3t0Dim6Bun43svNOMbvz6c1Pta7EiSBIPJjOEgi2n0UST5MKKZoESsvoTpfEFBAQKBAAKBAIb8Glq9Rqx1eGGzWWOK7oS+TWQwDQYDXmwewPpKB+rLXfpNn2QUqSEC41K7Aa9/ZTOuXuEGMOEIIG7OpcZwoPTOBT9WuRmKLNCz+haLRS/UEp3RxsbC12RR0CWC7JYBP6arjRWTG5E1XMjLrPPJdMGWwWBAfUn48zrVO6ZPZkT2VQRa4rHBYFD3tQWg7y/GwGAwIBAIwGQy6dljv9+Pln4vjveM4xNbqvWJ7uSMo1jOj/bDToaF1uAhE4hrUzzEqs333+rFN1/p0QNikW0Wqy1C9hAKhfRMvZh0isJm4SUu3CeibftCoRDO9vvQP6Zg59aamE570SiKkhU5S7akGdkiZwLjhorJzhQbIXEFq1lbTAc84WDRPI32OBMEQxoe/egCPH4l/hfnyJOApuCvO7agqcaNx7LoPDGZd8/042zfOLYtK5yT15stbYNevNbcE7OtwGZEXYkd+zv9QFEd0HsMAFBsN6Fr2I8DF4ZmfL4CmxFvf+MafOaSpdPvcHwXULUJ3L0UT+5tw0XLi7CsxB73GE/3eHCwbXjmYJuIgTGG77/Whh/sDV+0hcaxiHkBMPQEZN0BQdhCCb/SA4MyOBg2uoMxn3V0q1px8W8bZ2jp9+G2tSX6MqPYl5g9QjbBOQciOlQRNEVPOEpNKhg4OICLysOPFdZPDodDXwkQMgqv16vfuIGItlCVcM9P9k5p2hPd8tvv9886qFpMTBcYS5KElWVh14gzveO684cIhoUdm3CFiXYDEMvtAPTgC4CevRXZzGAwiBeOD8IgMezYNL13cbSEYjZL8Kl0xssFki3AMxqNqHIZ0T6iIBjS9MmJCCRFgC1kCKINtHisCIYBxNRaiMBXBNSrK5z44FtX48Y1ZdPKKDjn+gQlk2MhVgVFEXUukDOBcX2ZA7LEJortIgV4mwznJpp/IJyRdJoNWeuA98rxHgyMB3FfooK2g4/AU7QO74yW4Q8uX54154npeOj98yi2m3DrhsrEO88DD394Hl96ZD+CodgLRlOtO+xYUdYI9DYDACSJYUNtwRQnC0FI1aCoGmSJTd/WWcgo1uzAnnNDODfgTUrf/eS+9shNYJpGIcS0NFQ4Mejn8CrQM00lkQK8br9BD7jERV0EU0dGrag0BVDpkPUlQCC8xButuTObzfAENKwqteHmdeUwGo3UAjpNou29Xjzej6/uagGAKQV4MlQUGVUYJaCpiOvZYqF9FG4CNpsNY2NjUFUVDodDHzvOOd5oGYGictyyPva6JIIssdxPRXczM5Nlm9thxcOfqMFntpbrgbEo5BLByPj4uC5zMBqNMe2CRfAkxjVaGy4C17dahnHVymKUzOBdnIqEIjoYy7fJ7WwK8OpLrFA5cG4wHPxOLp4TNnbCPk3ojUU3Q4vFolu4iTGMLroTk6FipxUyJuRS0YjOepmUUEQ7UORSzUDO3E0sRhl1JfaJ7LB7KWBx4zJbbMaYMYavXb8S16wuy8pxPL7nAqrdVly5snTmnboOAd1H8Jx8HQptRty4tjwrxzIdbYNevHaiB/dvXzJ9oLgAaIo09Jg8edlQU4Ce0QDGClaHi+8Un77/iS7PlI55APD6iV5c8v3XYuQ0MQg3irU78MTeNjjMBty8Pr6ns6JqeHp/O65rLJuzLH8+IFr7dnihZ6OiW0OLLLLIMIZCIbSNqugJGrHO4dUvnOKCLrKX4kZvs9lw8bICPPp761DsDAfXItNIpIbIKnHO4Q2GsL99DH1eTc8kRvsZX1zkxZ31RtiMTA92hcdttBvF6Oio3uxDtBqWZRnPHu1DQ4UTa6O8i0Um02g0xhTrEdMznTOFWC4vshp0f3Bx3gipiyh8Ep+x2CYyx+J8jO6wJia34jFPfmEz/vLja6b1Lk5VQiG05fk45slmjGVZxqpIxr9lwK8HxEJHLCY2IuMvXHqi9cdC/iKKK6PHPhgMYteRPnzqZwcw7A1Om0wQjXjECl0mmOxAkUuT3ZwJjAHg2oYy1BRGtGeMAVWbsI6dnRJgfeGKOlzXmPlgtG3Qi3dO9+OerbXxC7cOPAoum/EPHetw9+aaOQ1QX23ugcQYPnXxwrFom0xTbbhAbqZGH6exBOAa0HdC3x7SOI51Tl0FeGJvOyTGsKx4mk53QKSpxyaM2WrwwpEu3LahMmEh3ZneMQRCGnZuyb5zSD4hZExdXqb7qTIGFEpeDITCN2Kn06lnjH0+Hw4MGSGBY2ORqmfDJjd2ENXRA94Q/IqqP3e85gJEckQvhy8vDAcnF0ZDMR7C4ia8yTmOjy2V9c9ddERjjCEQCMDhcEBRFPj9fjidTv1xqqqi3aPicMS7OPoGKfSS4v+Z9kzNN2ZypjCZTGjuD+KvXjoHv6LqmcboAFdk5KPPK1FcJ8bNarXqcicRnIlld7vZgNpix5Ri11QlFMLPXAR2+UayzhSSJKG+3AmDBLQOBvSJpBgrUbyqaZp+zom/CR2ykFmIDHG0bZ+iKHju+ADGgyocJmnaZIJY8cnUBCWXHCimI6euQN++pRH/5/a1ExuqNqIy0ArP2Bj6PAF9sxLJRmbamcJskPA/r6zDzq1xCrdCAeDIEzhTfDUGNXt8n+Ms8KmLluJv7liHyoKFW7xS7baixGHCofaRmO1rKl0wSAx7fZGMbkROsanWjbs2VcNijP269nr8eONkL+7aXAPDdA1Mhs4DnfuBNTvwwuEueIMqdiYho2isdGHPd67H1avjrAoQU6gosKLAIqNjfCITGdYZh50pNI3HdNDy+vw44rFiudWHYodZv7lGe1yKi7XNZsP3Xj6LT//iiB4YR7caJlJHBLDLCsNBzbnh0JSslbgJBwIB/aZsNBpRUFCgV7FbrVZ4PB5ddxydMXuzZWSKNEkERiLbBWDBGv4vFGbKQhoMBowENLxyegSne8dimkOIxh7CGlHIWywWi96Od2xsLKbhR3S22BPQ8JlfHMH+dk9MoCxIRUIB5He2WJBMAR4AOOw2/P6mQmyuNOvOFOKzFI14fD4fTCYTbDabXhwprrN+f9hbWkyYxIRX0zSc7vXgSOcYdm6tmbYmQxTcZdIRJJccKKYj944YmGgOUbkREg9FCvAmsolHOkZw04/fwYdnBzP6umUuC759SyOq3HGCzpMvAL4h/OfoJdi+rGhOXChG/Qq+/fRhDI4HYTJI+ORFCzdbDExq6BGFxSijsdKFN/scgMEC9IQL8MpcFvzo3o1YWxVrxfbM/g6oGp95onJ8V/hnREZRV2rH5iXuuMemqGErHItRnj7YJmZElmX88dVLcEmlrGc6ZFlGsRxuDT0YmGgNrSgKjg+EMKbK2OD0xVRSCw9bcfF3OBwY8obwXusIrqgv0gvDRPBGpIeYXFiNEqoLwu1pOeewWq169gqYaHMLTEhlLBYLvF6vPtYejwdWq1Wf2Ag/1i9fvQK7vnxZjDQpuvOW3+9fsO1hFxLxAuNVZeHCx9O94/pkJ9ohBpgYD+E4YTKZEAqF4PF44HA49MBJBLmBQACvnB7G0S4PihyWKd7FqUoooidF+VxomYxlGxA+B+5c68a6MnPMZFRo7oU0RgTDIlMcvRJgt9tjmn+Ia+iLzYOQI5PSyckEofEWyYZMkGsOFNORU3f+ofEgtv7tq3j0o/PhDZECvPVSa0wHPGHZFl2Uly4H24bx1qm+mI5t03LgEQRslXhmuH5OssXtQ+Fuek/ubcf+8zM7Nyw0vnNrIx79wkVTtjfVFuBQxxh46eoYL2POOTqHfTG/P7mvHVuWFmJFqWP6Fzm2C6jciJZQCfaeH8I9W2sTzoh/9l4rrvvRW3Pig51vMMZw58YqrK+YWI6VJAnFhnBDj04v07ve+Xw+HBm1wsw0NJXKMYb1drtdD3ydTifMZjNebO6DqnHsaKqIkVHk6oV3ISEyipxzXLa8AOUus14MFa1jFJZeQpMsso3BYFDPYgWDQRQUFOhBmbhBWswmrJvkMS6W5EXGSjQqIOIzkzPF0mIHzAaGkz3heotoL2qRlRUtfq1Wq54x7u8Pe1O73W54vd4YizAAeO5YPxorHFhXUxijT01VQgFAb2WcKy4FqZJsAZ7RaESIM5zsD2DMP6ERjm4NLWQxwrlFuI0IGUS0/EIEul5/AC80D+Ca1aUothmnJBNEwV2msva56EAxHTkVGLttRiiqhma9AG8JYC3EdvN5NEdljO1mA5YW22KK8tLlgddO48+fPAQtnnfxSAdw5jW8Yb0BDotpSvV1pjnUNowd//Y+ukb8eOjz23H9mrkr8kuXulIHylxTl02batwYC4Tgca3UpRQA8NN3W3HpD17HsDeob/ubO9bhzz+2evoXEDKKtTvw633tkCWGuxI4THDO8cTedritRjgtlLmaLYwxKFzCyRGGMQW63VOR5AfA0auY9OKgIc84Toxb0GD3wmGdyA4zxuB0OvUspKi+fv5YPxrL7VhV7tQ1kdHLjUTqiCw95xx/fGU1/uzaZfqNWQTGInAWGSzOOex2u55BtFqtGBsLe+g6nU49M6mqKn70VjsefPdczGsKBwSTyaQX6JCMIjlmCozNJiOWFphwus+rW36J80MEu0ajUc8GFxQUQNM0DA8P69puESQxxuD3+3F+WEFz9xju2lg5xbs4VQlFdGe1fM4WA7MrwGseUPCNV/pwss+nB7BCtiLOT4PBAEVR9Oui+CxtNpve+S5aRqEoIXz5qjr8weV1U7L9ouAuU/aIuepAMR05FRgzxtBQ4ZzIBEcK8DbK52IyxkA4a9ycIcu2rhEf3jzZi51bZ9CyCg49BoDjH7q34M5N1Vm1aHvvTD/uffADWIwSnv7SpbhsDrrpZRLOOR58uwUvH+uO2b4xUoB3Tl4WbqftDcth1lSGK9mFLpkxhktWFOPimVpyR9woQg134Kl97bhmdem0gXg0B9qGcaZ3bE7adecr5wZ8+Lv3RnF6BHrG2Mg0uFgAA6Gw73AwGMTBPg6FS2hyB/Slw+jMhaIoKCgogM1mw6keD071+XDHhnLKFmcBkd0VBT4i8BETD/F3ccMVAZfD4dAnNMJn1eFw6JksWZbh8Yfw9KEe9HmCMa8pLNqACV9WmuQkx3QFXWLysqrUgpCq6eMlAjOR3Xe5XHpwbLVaMTg4iFAohOLiYoyPj+tZSU3ToKoqnjs+AIPEcPvG6pjzLlUJBQB9cpzrwVMyJBsYM8bQGHH1aR0K6rIyEehaLBY9+DUajbDb7QgGg3qwa7PZdK2/yMQHAgFYTAZ89rI6XFxXNMViT+yficyuWAWcXDidq+RUYAyEC6NOdntidMY1oXO40DsIRZ348jVUunCufxy+YGLheyKe2BPulnbv1jjaXc6Bg4+is3ArWtTSxD7HabK6wonrG8ux68uXYWV59nXMmYYxhl9+dAFP7++I2V5X6oDDbMABf1V4Q0ROsa6mAIyFs+S+oIq/fe44zg+Mz/wCx3cBlU14u9+OXk8An0jCYeLJve2wGuUF6/+cC6wsd0BiQOc4dK0wYwyFzId+NbwMODY2hiMeKwoMIawuMuqV6SJbPD4+HpZgFBeDc45lhWb8/FNrcdv6icB4cnMBInXEZ8kYQ68ngJv+Yx9eP+fTl8ijCyKLi4v1xh8ie2U2m/Xsocvl0gOyUCiEN856oKg8ptPkZIs2ACSjmAXxnCm+dlk5fnTbEn2CI/a1Wq2w2+16MFpYWAhN09Df36/r+IXdFxDO6MuyjC1L3fji5UtQ6rLqqzQAUpZQRHvq5mJR1mwREohkCvCqihxwmSW0DPhjiiRFYCwcJ5xOpy5rEueReA3xmZpMJvQMjWHXsUGMBdUp2f5gMKjrlNMNYoUDBedcd6nJdXLum9lQ4cR4UEX7UERvWrUJMlexQjuH1v6JQOn2pir89HPbkO65p2ocT+xtw+X1JVgykyUYAFz4ABg8i4d9l6Op1o3GStfM+6aIomr42XutUFQNJQ4z/vWTm3PaZ1dv6BGFLDGsry7AG0ORTHBETuGyGLGi1IFDbcN48WgXfvJuK7pH/NM/8fAFoGMfsPZOPLGnHcV2E65tiO9r7QuqePZQJ25ZX0kyijSwmY2oKTCjI9K5XRRgFMk+jGomjAdC6Bwcwzm/BescPpiMhpiLu9DQORwO/WZtMBjQVFOAIodF191RkVZmEcVabouEUX8I50fC2cHorJUkSbDZbPrSrcgwS5KEQCCgexcLXWsoFMKLzYNYPcm7WGQMozvd0SQneeIV4MmyrGd7hc2XkFA4nU7dw9jpdGJ0dBSBQACFhYW69l84G4jHX7+6BH90zYoYN4NUJRQAdPeRXNafzpZkC/BsNhuWuY1oHQzEtIYWE1HdNi9SgyGCW6vVGmN7KDqCvnRiAN9/+SzaB336Co04n0UyIhPXUeFAkU9Wizn3LrYuK8QfXL4cshw5Ias2AggX4DVHFdvVlzlwzeqytD2EO4Z8UDWeuJDuwCNQjQ78fHgD7t+W+aX4Ub+Cz/98D/7q2eN4rbk3488/HzTVuNE14kfPaGyA21Trxnu9RnCLW3emEPsfah/Gr/a0YWmxDduXF03/xBEZxdCyW/DaiR7cuakaJkP8r7pBZvjh3Rvw+cuXpfOWFj3h9rQ2dI5DX9JjjKFE9gNgaB0M4MioGRwMm4tDejGPLMuwWq3QtLArSElJCRhjeP/sIL73yjmMBTXdog0gGUWmERk8iTGsKLbi/LAyZZlVBFmiAl7IKETmymazxRR8tQ74cLR7HDujvIs553plPBXdpcZMgbEsy9CYhD9/oQ1PHerRdcbibyJwFln9oaEhSJIEl8sFr9erB0oiE/3G6SH0jwX1sRIBXqoSCtG9TaxCLBbEZCURJpMJywtNuDAS0uUw4nwT42iz2fTroChys9lsMdIk8ffnmwextsqFxkpnjIwikx3u8sGBYjpy7ttZX+bEd29bg2phmVZQC24tQpPcOqXY7v0z/Xj/TH9ar7ek2IZ3v3kNblobp1tawAMc24U99qshmez4eFNVWq85GeE88UHLAH5493rctC5+57ZcQTT0mGzbtrG2AIoKjBesiinAu397LT5/+XJ81DoYc7OdwrFngMomPH3OBEXlSXkXG2UJt26onGIJR8wOSZLQUO5Enw/wKRN+qEVyePLTEzDg6JgNleYgKu2S7p8pWgiLoju3241QKIRnjw/i7bPDcFiMurYxurkAkRlE4KRpGupLrDg7OJHZi3alGBoa0jP7QnMqbtxWqzWmCl+WJXx8QwXu2DhR9ComNiaTCV6vV38uInniBcZ2ixltIwoOd4zFOIOITLHdbtc7FY6Pj8Nut0OSJASDQd3DWNM0eIIcX3/6OH7+YbsenMmyrLdvTkUfHAwGM6ZpzSVmU4B3a2MhvnNFYYyXscjGulwuXSvu9Xr14lUAuhuFSEYcbR/CyV4vdm6piWmEFF1wl+7kJF8cKKYj5wJjAAiEVLQPRdZqGQOr2oTNhvNT7Nn+/qWT+JfXz6T8On5FRUjVYJCl+EV3x3YByjh+PLAdt2+sgt2cuZnT4fZY54l7ty1sj+LZsLbKBatRjrFhAyYC5jbjsnBgHMlgbF1WBH9QBWPA3Vtm8C6OyCj4mh14cm8bmmoKsLoivga7bdCLf3ntNIbGg3H3IxIjSRJu31CO711dAAnhC7fRaISTBWGEimNjVvQETdjg8usZqGiPTlFxbTKZ0Ds8hvfOeXDL2jLYLBNLvCSjyDxiuV3TNKwotmDEr2JUmXClEGPl9Xphs9n0m7yQUghXCRFAaZqG5cU2PHD/ZpQ6Y72LRfBMRXepM93yvJjA1BWZcWbAF9POWwSzok23xxNOIjmdTl3aEq1p/d2JAYQ0jrs3V8VMgIS/9WyJzhYvtvGeTQHeqnInGosNkBh0FwqR7RU+35xzPcMvWj4LqYtYsXnu2ACMMsMdkaJJcQ5nquAunxwopiMnA+M/+dVBfOanuyc2VG3EMu0CWrtis8ONlU6c6B6dUqSQLD977xwu++HrGPEl8LQ9+ChG7MvxobIC92U4cJUlhhKHKSedJxJhMco49Jc34nOXLY/ZXuGyoMxpxtFQDRAYAUba9b8NjAfxsTUVM3f2i8goThZfhxPdnqSyxU/ubcOPXj0Ffyj9Qk0CqCmyY22lEzKbCLgkiaFI9qE9aAUDxwa3ouuHgbAuTmS2CgoKwDnHyycHoagcd2yoIBlFlhFZeM451lfYcO/mihgP42htopC8ANALfqKbRRiNRrT0jaNtNBQTBAmLNqPRCK83nNiw2+3z8n5znZmcKUwmE1YUW3B+MABVgy6nEIVXIpASXdSEpl+sCIhAetehHqyrdKKxyg1FUfRMsrB9my3Ca3cxTmrF55VMAZ7FYsHeriAOdo7rk0wxWRGBsc/n0+ULIpkgPIzFOdjlCeKGNeVw24z6OSnGMRVteDT55kAxHTkZGK8ud+HcwDi8wfBMFlWbIEOF23M6xue2ocKFIa+C3qh20cnCOcev9lzA0mI7CqxxTub+M8CFD/CUdhUaKwuwoSb9pXjOOd5vCQf5a6sK8MJXr8hJ54lkmE77yxhDU60b74xEWjJHySluXFuBb9/SMPMTHtsFVGzAo6dkmA1SQlmLqnH8el87rlhZuqDbaOcSkiRhT3cIhwaYnumQJAlFUnhloN4eRIFZ0nVumqbpWUiTyaRnsV4+NYJVZTasrXLFLAkvJn3iXBFty1ZfYsG3bqhDmdOsB1YiCyxuhkJrKor2oj1pGWP42e5u/I/Hjsc4BYmldIPBAJ/Pp/uzErNnpoIug8GAumILFI3j3KBXD6xEYCwKJaP9qEXgJLL/p/v9ONU7jh1N5XoALv6WSqYxFArpQVs+BlGJEM4UyeiMLRYLHj7iwa7jwzFFd8LKUpZljI+Hg2YRlIq/i/bfiqLggZ1r8eN7N+nJBDHuwk0mVfLRgWI6cvIO01DpBOfAqUiHH1RuBACsl87G6IwbIkvozSl0wPvg7ADODXhxf6Kiu4OPgjMZ/zG0DfdvT9xZLREhVcN3dh3FJ//7I7xxIlxkJ0n5+eUDwlKRe//rA5ztG4vZvrHWjTeHIhny3okCvKtWlWJp8QxZpuE2oGMvlMYd+M3BDty0riL+pAZhP+jOET/umamtNDFrJEnCb5pH8UYn9KVXSZJQYghPUDe6g/qNVgRkohpeWEqNeX1YU+HA/VurdZ/caI9dIvNEaxoVVcNIcGK7mMQUFBTowZawahNjLALnUZ+Ct1qG8fGmShjliWVkIYMRS79UdJc6M1m2GY1GrC61YmuNHUpoQoMqAmmhMRVZfhE4Ra8MHGgbgcUg4db1FQiFQnrL4FQkFMDizhYLki3As1gsWOY24dxQMEZmJjoFChmFcHIRMhfxGowxjAcUWK1WmAySXpMh9ktX9pCPDhTTkZPvTBhh65righpo1mKsZ60xOuOGyH7NXbPvgPfY7ja4LAbcvC6Op60aAg49hhPOi+AxFscUmaSCx6/g8w/txS8/uoAvXb0CV60qTev5cgGLUcZHrYM4OKkAr6nGjVHY4bdVAj3Hp3/wZCIyijcNl2LUH0qqUceT+9rhthlxQw51DVzoSJKEVeV2dIwhJlO0wjCE60s8WFsQ0rMbnHM4HA49qyJM7GUG/MXNK/GJTZV6FgQgGUU2ERlFzjn+7OkT+M7LnXqGV5Ik2O12OJ3OGB9i8TcxeTEajXjpRD+CKsc9Ub7vQsdKRXeZIV4B3opSO/7xtmVYUWzWzytgInMrzj2DwaAHvQB0e7dPba/Bq1+9CMVOq+4zbbFYUgqExPJ9JvxycxkxMUkk6zSZTKgrtqB7TMV4YMJJQsiQ/H6/fu6ZzWYoiqJn/U0mE7qGx3HLg0fw/NFefSIU3Vo6nWA2Xx0opiMnA+OaQivsJnkiE8wYWPUmbDLEOlMU2Ix46Y+vnLUF19B4EC8d7cZdm2vid69reR3wdOE/Ry7FLesrE2Yn4xF2nvgA75/pxw/vXo9v3tSQ15liwYpSB+wmeYozxfqIJKXHUhcjpYjLsWeAig34xQkJ1W4rLpmpK14EzjlUTcNdm2rStvUjJpAkCavLnfCpQL9P083pTUzDZcU+SND0whKxJCeqqa1WK3z+AJr7Aro+GcCUrk1E5hEBrqZpqCu24MJwEJzJMZ+7yCqLwjkxjtHd7p472o/6UhvWVYcTEyK7LJbr/X5/3mecss1MgXG0RVtI4zHnmZjERHdVE48X51ooIn0psIZXCQKBgK4fny1Ckx59Hi9WZsrwT7ffyhIrOIDzw0H9vBOrZdFWayLgjR7TF471wR/S0LSkUG8RLeoA0im4y2cHiunIySuTJDH87Z3rcOfmieVvVrkRdWhHy6QCvNUVzlkHPQVWI/7f57bh9y9bFn/Hg4/AbyrEC4ENuD/NTndHO0bRPZp/zhOJkCWG9TUFOBhp9SwosBpRV2pHs1oD9J8E1AQFkBEZxUjdrXj3TD92bq1JOLFgjOHfP7UF372tMd23QUQhSRIaIzKmNg/X9adCOgFAv1EK1wrhoWo0GrH7/Ai+sqsVb50Z0i2Gors2EdlBBFVhZworQhpH17gW01pYZO9Fdj8YDOpaVUmSMOhVcKbfh7s3V+tjLbL91Okuc0QHTNGIMfz397vxyUdPAphYZYmWyohxBhBzbv3JU8fx3WdP6lpWxljKBZIiy5mPrgWzZTYFeEIC2tIfPlfEhFJRFL1QUqzQiPEUVm3PHu3HptoCrCh16Nl6AGll7PPdgWI6cjIwBoA7N9VgY8TWC0CkAE+D3HMUqjYxKzvSPoK/fvY4gqHE+h6BJDFcvrJkZi0rAIwPACdewMvyVVha5sbWpYUpvAugayT85b9pXQXe/vNr8s55Ihmaatxo7hxFYJIrxMYaN94fKwfUIDDQEv9JIjKKZwLbwTlw9+bEmmHROY+ykJmFMYaVZeFzp9sL/ULOGEMwGNT1bqKTmgiaxcX+d6eG4bIYcEV9MWRZjunaRGSPaAeDZYXhrFCbR9XlFCIDKFoHR7efFVmpIpsRL/7hRnzq4mX684qqeUmS4PV69QkQkTrxCrqMRiPcVhndHgWegBqjLxZBVPQER5yH3SNevH16AIW2cCAWCARgs9lSyuyLbLPwx17sJGvZBgDLylz4l5tKcO1ya4z9oWiII2oyRDGrKEo+2ulB66Afn9hSo9vjRctmUmExOFBMR84GxqN+BW+c6MWIN5JJjHTAW6WdwYVBr75f68A4/t97rWiZVNw1EwfbhvG3zx1P7Gl75ElAU/Bvwxfjvm2zL7rjnOO/3z6Lq/7hTew7PwQgLP1YjFxUV4RL64snxjJCU60be72RZia9CXTGx3eBV6zHT44Dl9UXo7YofkbqeOcoLv7+a3jxSFc6h07MgNNqwuP3LcMNNdD1cAD0i7goxhFLgiJjPOIL4r1zY7h5TSnsVrOunyMZRfaJLsCqdhpgkBgujKhTLNs0TYPD4UAwGNRlFOIGrqoqCh1WuKzhwDraoo2K7jLLTM4URqMRK4rD+u3WwYAe/IqxE0G1WGYXmtFnD3dD5cAd68v0oDadbLGQRxETri/JBMZ2mw3VLiN4ZDIjGqyI80dkf0X2Wchknj3WD4tBwscj3sXChSLVLG+0A8ViCoqBNANjxtg5xtgRxthBxtjeyLYixtgrjLHTkZ+ppVITcLLbg9//+R7svxAOKuGqhmIpmVKAJ5Z0T3Qn50zxyIfn8djuCwlbCOPAI+iwNaBVWoa7kshORiOcJ/7uhWZc31iGtVWuWT0+37i2oRw///3tKHPFFuM01bpxhldDY3L8wHikHWjfgwsVH0P7kC/Jors2mGQJFyfQIROpIUkSKtx2GAyybjUUneUSy3IGg0EvwpJlGW+2jCKoctyxoTyseYzq2kRkHzEBkSXgm9ctxVUrXHqGUZZlvfDHarXq3dKEzdue9jF8+uGj6BmfWPmJtmijorvMIoLdyciyjPqS8OSjZdAfk/EV7bhFUCwygaFQCL853IOmaidq3Sa9xXeqOnDRVIKyxRMkGxgbjUacGNTwX3sH9Ull9FgL6ZL4Jxx+Pr21Ej+4cw1cFmPaRZNArAPFYluty0TG+BrO+UbO+dbI798C8BrnfCWA1yK/ZxzRzay5e6IAT6reiA1SK5qjCvCWl9hhkiWcSMKZYtSv4LnDnbh9Y3X87nVdh4CeI/i59zJ8bF0FiuzJz4onO0/86/2b4xf4LSImy10aK53gsgmD5tr4zhQRGcUjnk1wWgz4WLz23Qh3Ttx1oAM3rClH4SzGjkgeSZJwvC+An53g8AYU2Gw2mEwmPfMoWpuKwEpksN4758HyIis2LikEY4xkFHOMkDxwznHH+lKsrXDEeEerqgqn06lXw4uiO8YYfnukF92eIKqLHABiLdrE0joV3WUOMU6Tg2NZllHuMsNllnF2wB/jSiGCKLHUbjQaYbPZcKhtCGf6vLhtbanun5tOplE8NzFBss4Usiyjc0zDi2d86PUE9eujOOdEkxZJknT9PgAsL3XgtqZwttjv9+v1G6kgJG+LwYFiOrJxhboDwEOR/z8EYEcWXgMuixHVbmtMwCtXb0a91IGzHb36NoMsYWW5IyZYnonfHOiAX9ESexcfeASqZMKv/Bfh/m2Js5PRPLWvfdE5TyTDd3cdxa0PvBOzzWyQsabShTOojZ8xPrYLatl6/OKkjNubqhJONF5r7sWQV8FO8i7OGpIkYUxh+KhbQ7tH1X03ozs4CbcKsT/nHN+7ZRn+5d51esBFLaDnFuEgwDnHWCCEA11+KHyi8M5iscBiseiSGGHxNR7U8MapgbAExhKebE62aBMOJERmiGfZZjKZcP+mUmytdcW0FhY6clVVoaoqHI7wJKbcacJXr16Gq+ucut4/1YBIrPIsxoAqHsnqjCVJ0ms0WgZ8+kpbIBDQkwtCRiFW3376YSf2XBjViyajbTBTQdQFLFYpTLqBMQfwMmNsH2Psi5Ft5ZzzLgCI/CxL8zVmRLR81qnaCBkatK4jMfs1VLjQn6D7Heccj+1uw5pKF9ZXx+lep/iBw0/gA9OlKCwuS3opXhSWffbSZfjtVy5fVM4TyVDuMuN07xhG/VN1xnt8leBD54Dg+NQHjrQD7btxxH01AiEtKRnFU/vaUeGy4IqV+e8TPV9IkoSGyrBEqN2j6Rpis9ms+9+K/wPQ7YbsVguWFdtizOspMJ47RLGUpmk40jmGP/3tWZwbDbekNZvNutZQ+KKKIPqNlhEEQhx3bqzSs//Cog0AdbrLAjMFWkLC8MlNJbhhdZEeWE1u7S3sERVFQbHdhE9vLoXLatS7VaYTVNEqz1RmExivKg9PWFr6/fpnKSRp0asEoVAIAz4ND77fgQMdY3qxnFiRSwXR6XAxn6vpBsaXcc43A7gZwJcZY1cm+0DG2BcZY3sZY3v7+vpSevGGChda+sbhVyKatkgHvNKxZowFJjrCfP+u9Xjha1fEfa5ASENDpROfu3RZ/AvCyRcA/zD+c/QS3LutNqmM7++OduPaf3wLFwbCGrs1i1xTPB1NEYeRI5Ns25pq3DiqVIOBA30npj4wIqP4r74NWF3uTKol9w8/sQH/+slNkClbnzUkSUJtoRVmmaF9HDFBkQiozGYzTCZTOLPIGL7+fBtePT2iB1PRbgbE3BDtg7vMHR6H8yPhTu46si0AAC3+SURBVGmiGEtUx4tsUlhG0Ye6Yqt+HkdbtCmKomtWF1MBT7aZybINgK4j7vYo8CmaviIjssWKEpY3GY1GfNjSj+cOdyOgTDSBSHUyKrTLNJmdymycKcrcDhRbJbQOB/Ug1Ww266s1QkahqipeOjUMDuATW2owPh5OHomVgFSgjH+agTHnvDPysxfAMwC2A+hhjFUCQORn7wyPfZBzvpVzvrW0NLXM3X3ba/HCV6/Q247CVYWApQTrpVacjJJOJCykQ7gD24/u2Yh7EkkjDjyCEVMFdmMdPrEl8VL80/vb8aVH96HUaYbVRDPomdhQ7QaAqR3wat04wSNjMp3O+Ngu+IvX4MUuO3ZurUnqxlviMGPrsqI0j5iIB2MMRoOMZYUmdIyHbwpWqxUWi0XXGIvAinOO430KDnSO69kqylrMD9Gd7twWCYVWA86PhHRdqhZVKR8d/Ny9sRxfvKxG3xYMBvUMpdfr1VsQE5kjkWXbiV4f7vrZURzuDcY0+BD6VIfDEXZHevc8fvxmKwyRVZ10sr0UVM3MbJwpTCYTlheaMBZQdc23KIIT558ocHz+2AC2LS1AjdsCv9+fti5YtAxfzAmJlN85Y8zOGHOK/wO4EcBRAL8F8NnIbp8F8Jt0D3ImagptWF3hnMj8MQatognr2dkYiUUgpOLLv9yPZw60T/s83mAIxzpHpv1bDCPt4C2v4wnlclzTWIEyZ/wLvaZx/OiVU9hQ48bjX7wYpc7FYY6dCgU2I+pK7FM64NWV2DFkqkKQmafqjCMyig8tV8AgMezYFL8lN+ccf/z4Abx1KrUVCmJ2SJKEhjIbgPDN22KxwG63w2g0wuFw6Bd5TdPweus47CYJN6wpiykqoczT3CMCKACoL7GidSioe6kK+6boCYzBYMBta0twy7oK3blCNI1QVVXXRi7mG222mMmZwmAwoK7EBoYJyzYxrqLzoNlsRvvgGN5vHcLNDcWw26xpN9IRQRXJKKYn2cDYYDDgr66vwrcuLdAzxKJwUhTwKYqC5n4FbcN+7NhQgWAwmLa1mkhILPbrbjpXqnIA7zLGDgHYDeB5zvnvAPwAwA2MsdMAboj8njWe3t+Ol451679blmxBPetAS/tEotpskPHR2UG8f2Zg2ud49lAnbn3gXRztSBAcH3oMDBy/8F+G+5LodPfumX60D/nwhcuXk/NEEnzhijrcvD7WUUKSGNbXFuK8tGRqYHz8twCAB7rX4rrGMpQ44k889p4fwq6DnehLoDcnMoMkSfjGdUvxre0W3cFAaFWFSb3P50NABd5pHcMNq4vhsoUnm8JWipbe5x4R2GiahhUlVpwbCoBHsogiUyU0jKrG8cSBbgyOB3V/amHRZjQadcsnKrrLDjMFWpIkwWk1ocZtxtlIYCyaRIiuhbIs46m9F6Bx4I6mcn3ikq6MgrLFM5OsM4XBYIDFbIrxmrbb7eCc6x7GiqLAr0lYWWrDdauLoShK2tliyviHSfndc87PAmiaZvsAgOvSOajZ8LP3zsFtM+oWXaxqE2TGEew4CGCbvl+4UG96Z4pf7m7DyjJHfD9hzoEDj+K4uQmaZRmuTKJw60jHCEocJty4tnw2b2nR8smLpp9sNNW4cfB8Fep7jiMmTDq+C6MFDdjfU4KfbElcdPfEnjbYTTJuWR/fzo3IDGK53WAw6N3SgsEgHA6H3o0pGAxid1cIvpCGOzdV6RpIkZUk5h4RGAeDQdyzqRw3rS6EGWPwR7xRRfaRMYZ97R788NVzKLKZsKS8SJdaiCIhUXS3WKvbs020ZVv0JFKMYV2RGS0DfjDmhizLeuMOm80GRVGw61A3mqodqC8v0AtgU83si1UeOm9nJlpnHC+rLkkSxlUJP/xgFDevAj6+uQhGo1EfP9GN7rqGUtywJhxfcI60utwB0LPTi311J+fffUOFE83RHsVVmwAA9oGjMbOyhgonTvZ4EFJjZ9fNXaM41DaM+7YviZ+dOv8+MNSK//Zcip1ba5Iq3PryNfV468+vgdlA2eJk4JzjwoBXb5MtaKp144RWCzbeC4z3hzeOtANtH+E16VKUOs24enX8icpYIITnj3Thtg1VsJnowj0XMMbAZAN+uNuPN9rCWcbKykpYrVb9Is85R63bjDvWFWP78mLdrxOgG+x8EV2AV+UyYVWZDeaIfV60jRPnHM8d64fLIuPahlI9mAagd7oT2WXK/GeHeM4URqMRdUUWtA8HoGjh8yoYDOpypra+YTDGsKNpIlGQzhK6CKpIRjEz4rNJxpmi2GHB4Z4gjvf6EAqF9ISBcBUZDjJAkmP0/OmMH2X8J8j9wLjShf6xwMTyuKsSPnMJVmln0DE8EWA1VLgQDGk4NxBr+fX47gswyRLuSqBPxcFHEZDteIlvT8oSTDhlxG0UQsQQCGm47kdv4uEPzsds31jrxklRgCfkFBEZxb/2rMNdm6thkON/lV843AVvUMU928i7eK6QJAlmowE9XhVnRnhMAZbZbIbXG27dvrHGhe/eVK9nGUVzAAqm5gdh2QaEG3q82DyI/V1+3aZNLNeOBVW8cXoQNzWWwmKUdW24GDufz0dFd1kmntOBwWDAVStc+N5t9TAYwtliUQSraRocBo6n/mAj7myq1JNI6Vh8UVCVmHhOIpP3s1rMqCkw4NyQouv2Aei6/R+82YXff/iQXtSXbqdBklFMkPOB8XQtn4NlGyKtoScyyWurw/7EY4GJdqWaxvFqcy9uWlcRvwNawAN+7Bm8yC/BRatqUOW2xj0mzjlufeAdfP/F5hTf1eLEYpTRWOnCofbhmO3lLgsG7CvCvwhniuO7MGBfiRatAjuTkFG4rEbcvK4Cm5dkpUM5MQ3iYr280IyOsfBFXehQZVmGoig4NczRPRbSW5eSjGL+iZZKcM7x8N4evHjKo9vsiczUy839CIQ4Pr6+TC+6A6C38g4Gg+RdnGUSWbYtL7LghoZiFDjC3uAmkwkmkwmjY2GbU5PJBIlBL7pLdTJKnuPJMRtnClmWsbzIjPMjIYRCIX21JhAIoMsTwoGOMVyy1Amz2aw/bzrZeuFyQRn/PAiMRWvoc/0TmWDr0q1YwTrR0jFRlNdQ4cKzf3Q5NkZ8NoFwYdfLf3IlvnNrY/wXObYLTPHiF77LcX8SRXcftQ6ipW8cq8qcs3szBDbUFOBw2wg0LbY4obZmGYbhAnqPASMdQNtH+G1oOzYvcaO+LLFn403rKvAfn95CWcg5RNhJ1Zfa0O0FgiFV15+KZfZ//WgQ//BWp95+VhQHUTA1vwgHg3ABngWtQ+F2ziKw4pyjdcCHFSVWrK9y6jIKsaQbCASgaRqs1vhJBCI9xDk2kzOFLMs43DGCYz0+vWuhpml46VgvbnnwEFoHvLrbAWlT5waRAEiEwWBAfYkNg34NQ+MB/d7l9/vxeus4JAbc3FAEi8WSdrZerNTRdTdMzn+Lix1mHPzfN+AzlyzTt5lqN0NmHOMXDiZ8vN1sQLkrwVLfgUfQaVyCdvs6XNuQuJHf47svwGkx4Jb1lQn3JWJpqnHDEwjhbH+s5KVpSSGa1RqEuo8DzWEZxcOjm5KStRxuH4ZnUkc9Ym6QJAmryuxQOdDhmbDu8vv9ODmgoNMTwu3ry/SGBEJGQcwvk50pOkcVjAdVvfsWYwxfu7IGv/zcRr0rl3AeEbZuIkNJZJeZMpAis/+Pr1/AT3b36MV1mqbh2WN9cFkMWFoUnrikMxklGcXsiC6YjIcsy1hTYUdDsQFD3nCnQlVV4fMH8OoZD7YvcWFp2URDq3SumyJQpzEMk/OBMQC4bZMuvpEOeObewzGbf/zqKdz047cBAC19Y/jYP72Nw5OW7afQfwZo+xAP+S7Dzm21CbWsw94gXjjajTs3VVNDjxQQGf3JfsYbRaOP3mbg6NPosqxAl6EWt26IP/kIqRq+8NBefP3JQ1k6YiIekiRhXZULG0plgEkoKirS3SjePO+HxcBw64ZqKrpbYIjAmHOOlaVhq7VuL9PlFMGQFtZBmia0yCK4Ep3uhDyGyC7xLNtkWcaKYjNa+n26TWKPJ4gPW4dx+/pyIOJmkW7RHUAyimRJtgBPlmVctKwQf3dtCUrM4UDa7/fjaI8PPWMKbl1TrLf0TrdDKK3UxZIXV613T/fjy4/uhyIcJ1yVGDOWoMp7YqJdNMId8E50ezDqV/D47gto6RtDZUGCpb6Dj0CDjKdDV+DerYllFM8c6EAwpOG+bYn3JaayotSBf//UZlw1yWVifU0BTvJaGELjQPtuPOnbilvWV8JpiX8xfud0P3o9Ady5iYru5gNJklBX6sD/usyNWseEW4E3EMJ7bT5ctaIARS47AKpqX0gIqz3OOeoKwzKXrnEedpiQZNzx4D789KOuGI2rkFiIojshjyGyS7wMpCzLqCu2YNgXgpeH9d7PH+sDB3D7hnJwztNqAQ2QjGK2JNsaWlwLRSJBURT4/X6sL7fgP3euxvWNZfoKQLoyCsr4x5IX3+T+sQCeP9KF1qjld2/JOqxjrTjdM6Zva6wI+xQfaR/BU/s7cH1jefxudGoI/OBjeF/ajNX19VhSnNik/tYNlfj7uzdgTTxPZGJGJInhlvWVU5p1uCxGjBes1H/fFdyGnVsTB7tP7G1Dkd2UlASGyDxCu2gwGBBQQggEAggGg2gZUhBUOXZsqIDBYNCXYynrtDCI1pyWO4347efX4I4NZbBarfjo3BA6RwKoLw1r+0VAJjrdCWcKutHODYmcKVYUh5M/p3rHYTKZ8PSBTmxdUoDaQmva3sV03s6e2QbG/7l3BH/97giCwaAuRdu61A2X3apLINKVUVDBcyx5ERg3VIaL3Jq7JpwpjLVbsIJ14nRb95T9/vm10xgcD+K+7Qn0qS2vg41142H/5Yn3jVDmtOCebcntS0xP26AXP3uvFYFQbIGCo3YDAOC8YRnUonpctLwo7vMMjgfxanMP7txUDZMhL77qOYdwpnj0mBfffMevd+BaW2bGL+9djstWhScsJKNYWIibshi/Qmt4XBhj2HWoG06zjOsaS8E511vIMsYQCASgqmpabWmJ2RHPmcJkMmFFUbiG5txweMLywzsa8MfXLoeqqhnJFgN03s6WZArwhEOExWRAy1AIXp8Pr5waxn/tGYTGZF22JJx+UkWMIa3UTZAX0UJdiQNGmcV0tiuo2waJcYy07tW3VbgsKLAasbt1ENVuK65I1L3uwMMYldw4YNmud5eJx3+/fRa/O9qV8vsgwhzrHMFfPXs8tnELgMZlVfi1eiX+yXsLdm6pSXgxeOtULxSVJ1WgR2QHUTVf5rRgKAD0jHgRDAbBOUdZgQ32SKvgUCiUtk6OyCzRzhS728bwVy+dQ0CT8NqJftzYUASL0aCPmyi6CwQCMBqNlEGcQ8Q5M5OUotBhxk/ua8B9W2ugqirWVjnRVO3KiBtFJvSti5FkLdsMBgNWldkRUIEzXcN4/vQYDnZ5YTHKuhtJuueacKOgiewEefFtNhkkrCh14ERUxliqDnfAk7sniq4YY/jURUtwSV0x/vxjq+N3rxsfAD/5In6tXIo7tixL2L3O41fwo1dO4a1Tfem9GQJNMxTgNdW48XXlD/Ebfjnu2pxYRnHnphq8/mdX6ZZ+xNwj/DVXl4eX3c/0efHU8VF8+9U+yCYrZFmGqqp61pFYOAjdqKZp6PYE8WLzAH7+YRv8IQ07Ik0hVFXVAyNRdGc2myn7NIeIyedMBXgGgwGNpRYwruEvdh1FS994TEOPVAMiTdPS1rcuVqKdXOJhMBiwoiQshXnzrAenBhTcubEyJrBO5/MnGcX05M2nsWlJ4UT3OwBwVmDEUILi0eMxfeS/cVNDck945AkwTcHjoavw70kU0v3mYCd8iop7qegubSpcFpQ5zVMC44ZKJ0wGCRfXFSdssiKoK03scUxkF8YYVldEAuN+H14564XTLKOoILyNZBQLEyGnUFVV16kW2wz406trsHlpkd5JTRTdBQJhr1WyaJt7EjlTNHeO4C8eOYG2IT8+1liCJZFMP8ko5odonXG8SaQsy6gvtYEBeOzYGGQG3Lo2bG+ZiUwvjeH05M2n8f271k/ZNlK4Dqt7TqHXE0jsVRwN5+AHHsZJqR7upU1JNZB4fM8FNFQ40VRTkHBfIj6MMTTVunFwkpWe2SDjwc9swfISe8Ln+N4LzRjxKvjB3etpiWiekSQJZS4rCswMr571on00hD+9okRvFUxLeQsTkW30+/1YXhQuhu0b9eL3tpTDYDBgfHxcbw+tKAqCwSAMBgNl/ucBSZL0IGcyBoMBZ/p9aBvyAwC2LClAMFLERTKK+SHZwFiSJDgsJty+phC/OT6EK+qLUOIITzwzJaNIV6Ocj+T1N1qq2og61oVTFzpn98CuQ2A9x/BI4Iqkiu6OdozgaMco7t++hL5gGWJjrRvnB7wYC8Re7K9eXYalxfEDY7+i4vHdF+APqTQeCwCRtdqx2o5hvwqTDNyyrkJvI5yJCzyReaItuOwRT/b/eq9Nb/kc3dlOURRomha2c6Nzbs6JZ9kWdqYIT0JvWlMKZMCijWQU6SHOq2QK8CRJwhcvrsTt60pwz5YqAOHPP932zULCRmM4lbwJjMcDIdz17+/h8d0X9G2F9dshMY7Blr1xHjkNBx+Fwox4w3hFUt3rRn0KNtQUYMfG6tkeNjEDn754KQ7/5Y1wmGd/0r58vAej/hAV3S0QRObxjjWF0DhwcY0NZYVh3bcwlidN6sIj2pkCAO7fWIIbV4db0Pr9fj24UtVwR0PKFs8f8ZwpDAYD6ktt+L87VuKvb12pr9CkM1Ykf0qfZArwxOS0yGnB397eiCtWFOnypkzJKOicnUreBMY2k4xzA14cjNKl2pdtBQBoHQeTfyLFD+3wE/idug3Xb1oNizHxDfvS+hL89iuXo8BGX7BMUWA1wp5CUAwAT+5tQ7XbikvqijN8VEQqCMsvk9mMT21w4RNNpbBYLHoLaJJRLFyEMwXnHH94SQX+943L9IYDIjssiu6MRiNNcOaJeM4UBoMBsizjqvoi2MxG3Xc4HQkEucikj2jOEQ+RMZZlWZeeCdKdlJCMYmby5lvNGENDhRPNUZZtcJZjUC5BwdDR5J/o5AuQ/MN4PHQV7tueuJCutX8c44HptV1Eevz8vVb80yunZvWYjmEf3j3Tj09sqYEUz3WEmDPEzdNlt+KeTRXYsrRQX44HKGOxkBGTFlHALIp+AMBms4FzjmAwCCDsmUs32fkhXtMIEVgJ6VK6RXe0BJ8Z4slfohGfszjPos/FVCEpTHzyJjAGgIYKF051e6BqE1+0AdcaLA2eRjCU2DMQAPiBR9DDSjFedRkaKxN3r/uzJw7ikz/5KOVjJmbmUPsIfrn7QsILRzRGieGLV9bhE1uoBfRCQrgXGI1G2Gw2PdNIMoqFTXSLbqvVCrfbDZ/Pp7eqVRRF73RHE5z5I55lmzjHxFiJsUsVmtBmhmQ74InOoCIgzoS1JblRxCe/AuNKJ3yKiguDXn2bWtGEFawTrR1JNN4YaQdaXsfjyhW4/6KlCXc/2e3B/gvD+PiGxDpkYvY01RSgzxNA96g/6ceUuSz49s2NqC1K3L6bmDuEVs5kMsFsNuseuHRzXdgIfTiPFGxpmoZQKDSl6M5kMtGy+jwTT7MqxpBzDrPZnLY2lZbg0yfZAjwhRYtOEGVCRhFdXEvEklefSlONGzeuKUdInbg4OJdvAwD0nNqd+AkOPQYGjuela3DbhqqEuz+2+wJMspRUswli9szU6GMmTnSP4q1TfTErBsTCQBRqGY1GmM1mvXiHAuOFjcgYM8YQCoXg94fbelssFoRCoYxkIInMEC8wNhqNeqe7TMgo6LxNn2QzxtGNdsQENZ1VNpGUoHN2ZvIqMF5d4cSDv7cVK8snOp2VN1wMAFAu7Iv/YM6h7X8UH/K12LJxU8LCL7+i4pkDHbhxbTmK7GRonw0aK10wygwH20aS2v/Bt87iK7/cD0VNTjZDzB0i81hYWKgv61LGYuEjslUiMBY3VDGGmXA4IDKDyCpOJz0zGo36ak0mZBQUVGWGZArwxLVTZOgzkS3OxPPkM3l5V/IrE0sTBlc5+qQS2AYSFOCdfx/ScCt+pVyJ+5PwLn73dD9GfAruT6JAj0gNi1HG9uVFUJPoKe/xK3jhaBc+3lSVlJMIMbdEV82Lwg8KpnIDcVMWMgrR2U5oxI1GIy2rLwDiOVMIGVO6XQnFCgGNd2ZIxrJNFNqJLHEm9MVU2xGfvJsyfOeZI3jndD/e/sY1+rZueyOqPCfjPo4feBg+WHGu7Dqsr07cve76NeV4/quXo7EicYEekTqPfuHipPZ77nAX/IpG3sULlGifVaGpo4xFbiDGyWg06tlhyhYvPKKX5ievxAi7r3TOOVVVqRlPhol2pphpsiEs28S4prPKJiwyqW17fPIuY1xZYMGFwdiOaYHS9ViKTgwO9E3/oIAH/Ngu7ApdjLsuWpn0bHhtVQFZgi0QntjbhlXlDmrJvUCJvmlTK9ncIlpnLLyKFUUB55z0xQuIRJrVdDP7tASfeWZTgAdkJlsM0BgmIu/uTA2RDO7JKD9jy9Jwo4/O5hls1Y49Aynkw2/YtbhjU+Ludf/0yil889eHZ2UjRqRG/1gAN//zO3h6f/uM+4x4FXQN+7FzSy0t8S1gJEmiFtA5iAh+xc1bFO+kW8hFZJZ4lm2ZQFEUasaTYWZTgAdkRl9MMorE5F9gXBkuvDvRPapvq2wML8ePn5++NbS6/xG08CrUrLsSLkv8C30wpOGRD89jyBukC8QcUGQzoW3Qi/0Xhmbcp8BmxHvfuhafuSSxxR4xf4hlQ4AyFrmEWL4Vy73RRXgUGC8sktGspoKQUdB5m1lEcWuiMTOZTLDZbBmRUdAYJibvAuNqtxVOswEnuiYyxsVl1ehCCUw9h6c+oP805PaP8KvQVbj/osSFdK8292BgPEhFd3OEJDFsqCnAoRmcKVSNI6RqkCVGRXcLnOisB00qcwdx8xZ2eyJzTHKYhUe2MsbCXpGCqsyTbAFeullequ1Inry7qjHG8NXrVuLKVaUx29utq1E+1jz1AQcfhQoJBwpvwpalhQmf/7HdF1BVYJny/ET2aKp1o7lrNMZtRPD6iV5c+oPXcaZ3bB6OjJgNmdLJEXOPuJmGQqGMtBUmskOybYZni8g00oQ282Qryz8ZoS8mGUVi8i4wBoD/cWUdblhTHrNtvGgdqrROhMajluTVEJT9j+J1dSM+dtGGhCd926AX757px86ttZCp6G7OaKpxI6RxHO8anfK3J/a2gQNYVkyd7hY6BoMBVquVMhY5iGhLK5oMUNHdwiSeZVuqkIwiu4jJTLaDY5rcJE9eBsYhVcOZXk+MM4WhZjOASR3wWl6D0duLZ/g1SXWvMxkkfP6y5bhnG1mCzSWblrhxe1MVTHLs17XPE8AbJ3px16ZqGOS8/CrnFcKPk8g9RJZJ6IzpBrswSbaYazaQjCK7ZGPMJkOTm9mRl9HEofYRXP+jt/Fhy4C+rWT1RQCAkZaJwFjd/zAG4YJxzc1Jda8rd1nw3dvWoNptzfxBEzNS7rLggfs3Yd0kf+ldBzoQ0jh2bqWW3ASRTUQBnnAmIBnFwiQbQRZlGrOLmHRmMzCmyc3syMvAeHXFVGeK5UuWoJ2XQOo6FN4wPgB28kU8Fboc925fnvA5D7UN493T/dA0smibDzjn6B31x/z+xN42bF7iRn2ZM84jCYJIl+gGEcLXmFh4ZNqyjewVs0+2bfYAmtzMlrwMjB1mA5YU2dAc5WVsNshoNa5E0cix8IYjT0DiIbzv/BguritO+JwPvHYaf/LEQajkXTwv/PTdVmz/3msY9gb1bX/58bX4+o2r5/GoCGJxIG7e5F288MlkMRcVbM0N2SzAIxnF7MnLwBgAGiqcODGpWGvYvQ5loU7AN4TAnodwUKvD9ouuSNi9rnvEjzdO9mLnlhoYScs6LzRWhhu3HG4P27YxxnD5yhJcWl8yn4dFEIsCERQD5Cqy0MlU9jHa95YyjdlFkqSE3e9ShbrdzZ68jfIaKl1o7R+PtfiqagIA+Hf/DOaBZjytXY1PbEmsT31ybxs0DtxLRXfzxvpIq+dDbcPwBVV8/8VmtA165/moCGLxYDQaYTKZKEha4GTKsk1kGmkilH2yWYAn7BXpvE2evA2Mb2+qxIOf2Yro74J7xXYAgOHd/ws/TPDU70Cp0xz3eTSN41d723BZfTGWFtuzechEHFwWI1aU2nGofRi/O9aF/3rrLNqHfPN9WASxaDCZTDCb418vifknU5Zt1D547shWAZ6wWKRs8ezI20+rvsw5pSirftkStGmlqFX68Lx6Ke64pDHh87QNeREIabhvG3W6m2+aat14+1Q/xgMqlhTZcNHyovk+JIIgiAVFdPYx1c6EJKOYW7KVMSYZRWrkbcYYAD46O4APoizbKlwWnJDqAACvW27EFSsTd69bWmzH+9+6Fjevq8jacRLJcd+2JfjcpUvxwdkB7NxSk1AbThAEsdjIRJBFBVtzS7acKUKhkG61SCRPXn/rv/fiCdhNMi5ZEXadYIzhUOGN4P0h1F12S8LudX5FhUFiVHC3QNi+vAjvnukHY8DdSWjDCYIgFhuZCLIURSEZxRyT6QI8TdOgqipMpsQ9GohY8jria6xworlrNEZr5a27BX8Y+jPcsz2xNOLn75/DFX//BkZ8SjYPk5gFA2MB3LimHFXUZIUgCGJa0gmMSUYxP2Task3IKKh4cvbkdca4ocKJx/e0oc8TQJnLAgD40tUr8LG15agsiB9Ycc7xqz1tqCm0osBKX6yFwvWN5VheQkWQBEEQM5FOkCWyliSjmFtkWYaiKGlpw6MhGUXq5PU3vyHifdvc7dED41KnOaETBQB8eHYQrf3j+Mo19Vk9RmJ2XNNQNt+HQBAEsaCRJEnvWjfbrK+QUVBgPLdkomhSwDknGUUa5PVUokG0hp7U6CMZHt9zAS6LAbduqMz0YREEQRBE1kjVsi1aRkHMLZl0piA3ivTI60/NbTPh+a9ejhWljlk9btgbxItHu3H/tlpYjFR8QBAEQeQOqWYfKaCaP0TRZCYK8MiDOj3y/tu/tqpg1o9xWox48DNbqKEHQRAEkXOkmn0UARUFxvNDJgrwRNafiu5SJ6+lFABwtGMEf/f8cQRDyX/ZZInh6tVlVORFEARB5BxCVzybIItkFPOPLMtpB8ZUPJk+eR8Yt/SN4b/facXZ/rGk9j/cPozvv9CMofFglo+MIAiCILKDJEmz0hiTvdf8kwmdMcko0ifvA+PGiDPFiS5PUvs//MF5PPzheRgNef/REARBEHnKbJflKaCaf9INjEXWX5Zl8qBOg7yP/paX2GGSJTR3J3am8PgVPHe4C3dsrILDTMsQBEEQRG4ym8CYdKkLAxEYp1qAJ1p50zimR94HxkZZwspyR1IZ498c7IRPUXHftsRd8QiCIAhioTKb7CO5USwM0m3nLcaRsv7pkfeBMQA0VLjQM+pPuN/jey6gsdKFDTWzd7IgCIIgiIXCbAJj0dSDAqr5J50CPGrlnRkWxfTw7+5cB3MCzbBfUbGi1IGL64rpS0UQBEHkNMk6U1CXtIWF6Fo4W4SMgrL+6bMoPsFkmnRYjDL++b5Nc3A0BEEQBJFdku1+RzKKhQU1Z5l/FoWUIhBS8dXHDmDXgY5p/+4NhnAiieI8giAIgsgVkinAUxQFkiSRjGKBkGoBHrlRZI60A2PGmMwYO8AYey7yexFj7BXG2OnIz8L0DzM9zAYZ77f0470z/dP+/blDXbjpx+/gaMfIHB8ZQRAEQWSHRIGxkFFQlnHhkIplm6Zp0DSNxjFDZCJj/DUAzVG/fwvAa5zzlQBei/w+7zRUuHCie3pnisf2XEB9mQNrq1xzfFQEQRAEkR0SBcaKogCg5feFBGNs1h7UNI6ZJa3AmDFWA+BWAD+J2nwHgIci/38IwI50XiNTNFY6carHg5Aa+2U72e3BgQvDuG9bLS1BEARBEHlDouxjKBQiGcUCJJXmLLIsz0qTTMxMup/ijwF8A0D0CJZzzrsAIPKzbLoHMsa+yBjbyxjb29fXl+ZhJKahwoVASMO5AW/M9sd2X4BJlnDX5pqsHwNBEARBzBXxnCk0TSMZxQJFBMbJtPQmGUXmSTkwZozdBqCXc74vlcdzzh/knG/lnG8tLS1N9TCSZk2VC42VLnj8ir5N0zheOtaNG9eWo8hOVjUEQRBE/hAvYyxcDKhL2sIjWUcRgNwoskE6n+RlAG5njN0CwALAxRh7BEAPY6ySc97FGKsE0JuJA02XxkoXXvzaFTHbJInh5T+5EmOB2XsGEgRBEMRCJl6AJWQUtPy+8Ih2pkg0PjSOmSflT5Jz/m3OeQ3nfBmA+wC8zjn/NIDfAvhsZLfPAvhN2keZRZwWIyoLrPN9GARBEASRcabTq5KMYmGTrDMFuYpkh2xMMX4A4AbG2GkAN0R+XxD886uncesD7wAAzvaN4eZ/fgdH2smijSAIgshPpguMSUaxsEnWmYJkFNkhI58m5/xNAG9G/j8A4LpMPG+mMcgMxzpHMepX8Ks9bTjd40F5gXm+D4sgCIIgssJ0LYZp+X3hk2xgzBgjV5EMs6jOijWVYZ/io+0j+PW+dlzXWIYyp2Wej4ogCIIgssNkZwoho6Bs8cImkTMF5xyhUIiyxVlgUQXGDZVOAMADr5/GwHgQ921fMs9HRBAEQRDZY7JelZbfc4NkPKgBGsdssKgC4wqXBQVWIz48O4hqtxVXrsy+TRxBEARBzBeTnSkURaFmEDmAkEfEC4wZYxQYZ4FF9YkyxnDf9lrsOzeE+7cvgSxRpzuCIAgif4nOPIp/ZjPV1ix04jVnETIKksNkh0UVGAPAt29unO9DIAiCIIg5Q+hVFSXc4IqyjAufeM4UqqoCoHHMFvSpEgRBEEQeIwIsTdNIRpFDSJKkB8HRCH0xuVFkBzo7CIIgCCKPiQ6MKcuYO0iSBM75FGcK4UYh5BZEZqHAmCAIgiDymOgAigLj3GG6AjxVVcE5p3HMIhQYEwRBEEQeI6QTJKPILaazbCObtuxDZwhBEARB5DEiwCIXg9xiusBY2O2RjCJ70JSDIAiCIPIYSZJgt9spW5yDRBfgCRkFTXCyC50lBEEQBJHnUFCcm0RbtpGMYm6gM4UgCIIgCGIBIsuy7kwRCoVIRjEHUGBMEARBEASxABGZ/lAoRHZ7cwQFxgRBEARBEAsQERgHg0EAJKOYCygwJgiCIAiCWIBEO1NIkkRa8TmAPmGCIAiCIIgFigiGKVs8N1BgTBAEQRAEsUARHfAoMJ4b6FMmCIIgCIJYoIiAWATIRHahwJggCIIgCGKBYjAYKFs8h5CUgiAIgiAIgiBAgTFBEARBEARBAKDAmCAIgiAIgiAAUGBMEARBEARBEAAoMCYIgiAIgiAIABQYEwRBEARBEAQACowJgiAIgiAIAgAFxgRBEARBEAQBgAJjgiAIgiAIggBAgTFBEARBEARBAKDAmCAIgiAIgiAAUGBMEARBEARBEAAoMCYIgiAIgiAIABQYEwRBEARBEAQACowJgiAIgiAIAgAFxgRBEARBEAQBgAJjgiAIgiAIggBAgTFBEARBEARBAAAY53y+jwGMsT4A55PYtQDASJYPZ75eb67fWwmA/jl8vXweu/l4PRq/3H69uRy/fP8s83nsgPz/PGn8cvf1cnnslnLOS6f9C+c8Z/4BeDBfX28e3tvefP0sF8nr0fjl9uvN2fgtgs8yb8dukXyeNH45+nr5Ona5JqV4No9fb67f21yTz2M3H6831+T755nP45fvn2U+jx2Q/58njV/uvl5ejt2CkFIQcw9jbC/nfOt8HweRGjR+uQ2NX+5CY5fb0PjlLnM1drmWMSYyx4PzfQBEWtD45TY0frkLjV1uQ+OXu8zJ2FHGmCAIgiAIgiBAGWOCIAiCIAiCAECBcd7AGKtljL3BGGtmjB1jjH0tsr2IMfYKY+x05GdhZHtxZP8xxti/TnquNxljJxljByP/yubjPS0mMjx+JsbYg4yxU4yxE4yxu+fjPS0mMjV+jDFn1Hl3kDHWzxj78Ty9rUVBhs+9+xljRxhjhxljv2OMlczHe1pMZHj87o2M3THG2N/Px/tZTKQwdjcwxvZFzrF9jLFro55rS2T7GcbYA4wxlvJxkZQiP2CMVQKo5JzvZ4w5AewDsAPA5wAMcs5/wBj7FoBCzvk3GWN2AJsArAOwjnP+lajnehPA1znne+f4bSxaMjx+fwVA5pz/BWNMAlDEOZ9L385FRybHb9Lz7gPwJ5zzt+fifSxGMjV2jDEDgE4Aazjn/ZHAyss5/z9z/qYWERkcv2IABwBs4Zz3McYeAvALzvlrc/+uFgcpjN0mAD2c807G2DoAL3HOqyPPtRvA1wB8COAFAA9wzl9M5bgoY5wncM67OOf7I//3AGgGUA3gDgAPRXZ7COEvHTjn45zzdwH45/5oiclkePw+D+D7kf00CoqzTzbOP8bYSgBlAN7J3pETGRw7Fvlnj2SrXAgHykQWyeD41QE4xTnvi/z+KgBabcsiKYzdAc65OKeOAbAwxsyRANvFOf+Ah7O9vxCPSQUKjPMQxtgyhGfEHwEo55x3AeEvIcI32mT4WWQp97vpLEkQsyed8WOMuSP//RvG2H7G2JOMsfIsHi4xiQydfwBwP4BfcVrWmzPSGTvOuQLgSwCOIJI5BvDTbB4vEUua594ZAA2MsWWR7P8OALXZO1oimhTG7m4ABzjnAYSD6faov7VHtqUEBcZ5BmPMAeApAH/MOR9N8Wk+xTlfD+CKyL/PZOr4iPhkYPwMAGoAvMc53wzgAwD/mMFDJOKQofNPcB+Ax9I/KiIZ0h07xpgR4cB4E4AqAIcBfDujB0nMSLrjxzkfQnj8foXwKs05AKFMHiMxPbMdO8bYWgA/BPA/xaZpdks5oUCBcR4RuTA/BeBRzvnTkc09kWUGoefpTfQ8nPOOyE8PgF8C2J6dIyaiydD4DQDwAngm8vuTADZn4XCJSWTq/Ivs2wTAwDnfl5WDJWLI0NhtBADOeUsky/8EgEuzc8RENBm89z3LOb+Ic34JgJMATmfrmIkwsx07xlgNwve33+Oct0Q2tyOcEBLUIA0ZEwXGeUJE7vBTAM2c8x9F/em3AD4b+f9nAfwmwfMYRCV15At7G4CjmT9iIppMjV/khvwsgKsjm64DcDyjB0tMIVPjF8X9oGzxnJDBsesAsIYxVhr5/QaENZNEFsnkucciDkwRF4T/D8BPMnu0RDSzHbuIVPB5AN/mnL8ndo7ILTyMsYsjz/l7SP5aO/W4SL6WHzDGLkd4+ecIAC2y+X8hrNd5AsASABcA7OScD0Yecw7hAhETgGEANwI4D+BtAEYAMsIFCH/KOVfn6K0sSjI1fpzz44yxpQAeBuAG0Afg9znnF+bqvSxGMjl+kb+dBXAL5/zE3L2LxUmGz70/RLgyXkH4Wvo5zvnAnL2ZRUiGx+8xAE2R5/hrzvnjc/Q2FiWzHTvG2F8gLE+KzuTfyDnvZYxtBfBzAFYALwL4o1TrMygwJgiCIAiCIAiQlIIgCIIgCIIgAFBgTBAEQRAEQRAAKDAmCIIgCIIgCAAUGBMEQRAEQRAEAAqMCYIgCIIgCAIABcYEQRAEQRAEAYACY4IgCIIgCIIAQIExQRAEQRAEQQAA/n/9nE/EqJbJdQAAAABJRU5ErkJggg==\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."
   ]
  },
  {
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