{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# NEOPRENE notebooks\n",
    "\n",
    "***\n",
    "\n",
    "This notebook is part of a notebook collection available at the [NEOPRENE Project Site](https://github.com/IHCantabria/NEOPRENE) for illustration, reproducibility and reusability purposes. This notebook is licensed under the the terms of the GNU General Public License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version.\n",
    "\n",
    "This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calibrating and synthetic simulation of single-site Rainfall with the NSRPM.\n",
    "\n",
    "In this script we calibrate the NSRPM (Neyman Scott Rectangular Pulse Model) using two rainfall series with different rainfall regimes: one with daily data located in the north of Spain, on a temperate climate (Cfb), and other with hourly data located in New Mexico (USA) on a semi-arid climate (BSh-BSk). The calibration parameters are used to simulate several decades of synthetic rainfall data which can be very useful for rainfall extreme analysis or disaggregation purposes, among other applications.\n",
    "\n",
    "The script also contains:\n",
    "\n",
    "1. a validation section where the observed series are compared with the simulated ones in terms of their statistics and exceedance probabilities. \n",
    "\n",
    "2. a disaggregation function to disaggreate daily to hourly rainfall data.\n",
    "\n",
    "<font color='red'>Please, be advised that some of the processes may take up to 5 minutes in a modern computer.</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "from NEOPRENE.NSRP.HiperParams import Calibration as Calhps, Simulation as Simhps\n",
    "from NEOPRENE.NSRP.Calibration import Calibration\n",
    "from NEOPRENE.NSRP.Statistics import Statistics\n",
    "from NEOPRENE.NSRP.Simulation import Simulation\n",
    "from NEOPRENE.NSRP.Analysis import Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Example 1. Calibration and validation of daily data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Loading daily rainfall data for daily data point"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "Serie_PD = pd.read_csv('auxiliary-materials/Point_Daily.csv', sep=\";\", decimal=\".\", index_col=0, parse_dates=True)\n",
    "Serie_PD[Serie_PD.values<0] = np.nan\n",
    "Input_Serie = pd.DataFrame(index=Serie_PD.index)\n",
    "Input_Serie['Rain'] = Serie_PD.values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plotting daily data and seasonality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 2000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, (ax0, ax1) = plt.subplots(1, 2, gridspec_kw={'width_ratios': [3, 1]}, figsize=(20, 5))\n",
    "\n",
    "t1=str(Input_Serie.index.year[0])\n",
    "t2=str(Input_Serie.index.year[-1])\n",
    "Input_Serie.plot(xlim=(t1, t2),  ylim=(0, 300), ax = ax0)\n",
    "ax0.grid(True)\n",
    "ax0.set_ylabel('mm/day')\n",
    "\n",
    "grouped_m = Input_Serie.groupby(lambda x: x.month)\n",
    "Month_sum = grouped_m.sum()*24/(len(Input_Serie>=0)/30)\n",
    "Month_sum.plot(ax = ax1)\n",
    "ax1.grid(True)\n",
    "ax1.set_ylabel('mm/month');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calibration\n",
    "\n",
    "The calibration input file ([Input_Cal_PD.yml](https://github.com/IHCantabria/NEOPRENE/blob/main/notebooks/Input_Cal_PD.yml)) contains the hyperparameters to calibrate the model. This hyperparameters are loaded by the ```Calibration``` class within the ```NEOPRENE.NSRP.HiperParams``` module. In this notebook, the module is loaded as ```Calhps```.\n",
    "\n",
    "Input rainfall statistics can be directly calculated by the software from a time series or can be introduced from a file with the statistics (both options are shown in the present notebook).\n",
    "\n",
    "A description of the hyperparamters available in the calibration file ([Input_Cal_PD.yml](https://github.com/IHCantabria/NEOPRENE/blob/main/notebooks/Input_Cal_PD.yml)) can be found within the ```doc``` folder of the [project repository](https://github.com/IHCantabria/NEOPRENE)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Reading hiperparamteres for the calibration\n",
    "hiper_params_cal = Calhps('./Input_Cal_PD.yml')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The original time series statistics are computed first, as the model calibrates against those statistics. Once the statistics have been computed, the library does not need the complete time series anymore."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Input statistics calculated from a Rainfall serie\n",
    "statistics_model_1 = Statistics(hiper_params_cal, time_series = Input_Serie)\n",
    "\n",
    "# Input statistics from file \n",
    "#statistics_model_2 = Statistics(hiper_params_cal, file = 'auxiliary-materials/statististics_PD.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The hyperparameters are passed to the Calibration class which return a calibrator object. This object can be used as a function, that receives the statistics that need to be reproduced by the model. The object can also save the calibrated parameters to disk for later use."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "################################################################################\n",
      "Adjustment of parameters using the Particle Swarm Optimization (PSO)\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "CAL              = Calibration(hiper_params_cal) \n",
    "CAL1             = CAL(statistics_model_1, verbose=False)\n",
    "#CAL2             = CAL(statistics_model_2, verbose=False)\n",
    "\n",
    "os.makedirs('./POINT_DAILY/CAL1/',exist_ok=True)\n",
    "\n",
    "CAL1.save_files('./POINT_DAILY/CAL1/')\n",
    "#CAL2.save_files('./CAL2/')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Simulation\n",
    "\n",
    "The input simulation file ([Input_Sim_PD.yml](https://github.com/IHCantabria/NEOPRENE/blob/main/notebooks/Input_Sim_PD.yml)) contains the hypermarametes for rainfall simulation.\n",
    "\n",
    "A description of the hyperparamters available in the simulation file ([Input_Sim_PD.yml](https://github.com/IHCantabria/NEOPRENE/blob/main/notebooks/Input_Sim_PD.yml)) can be found within the ```doc``` folder of the [project repository](https://github.com/IHCantabria/NEOPRENE).\n",
    "\n",
    "The first thing we do is to load the hyperparameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Reading hiperparamteres for the simulation\n",
    "hiper_params_sim = Simhps('./Input_Sim_PD.yml')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And those hyperparameters are then used to configure the Simulation class, which return a Simulation object that is used in a very similar way to the Calibration object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "################################################################################\n",
      "Synthetic simulation\n",
      "\n",
      "\n",
      "Total cumulative rainfall - Analytical estimation =        99299.62\n",
      "Total cumulative rainfall -             Simulated =        98859.84\n"
     ]
    }
   ],
   "source": [
    "SIM              = Simulation(hiper_params_sim) \n",
    "\n",
    "# Input parameters from the model\n",
    "SIM1             = SIM(params_cal = CAL1)\n",
    "\n",
    "# Input parameters from a dataframe\n",
    "\n",
    "os.makedirs('./POINT_DAILY/SIM1/',exist_ok=True)\n",
    "SIM1.save_files('./POINT_DAILY/SIM1/')\n",
    "\n",
    "#SIM2             = SIM(params_cal = './CAL2/Calibrated_parameters.csv')\n",
    "#SIM2.save_files('./SIM1/')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysis of results\n",
    "In this section, an analysis of the results is made. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "Analysis_results = Analysis(CAL1,SIM1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Verification\n",
    "\n",
    "The curve of exceedence probabilities is shown to evaluate the quality of the fit of the simulations and the observations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Comparing exceedence Probability betwen Observed and Simulated series\n",
    "Analysis_results.exceedence_probability_fig(Input_Serie, SIM1.Daily_Simulation)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Validation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Another set of verification plots is generated where the value of different observed statistics (dashed line) is compared against the fitted statistics (blue squares), that is, the best values of the statistic that the optimal parameters were able to reproduce, and against the simulated statistics (red triangles), the values of the statistics that were obtained when simulating synthetic time series with the calibrated parameters.\n",
    "\n",
    "The model correctly reproduces those parameters for which it is calibrated. Those parameters that do not participate in the calibration procedure may exhibit a more erratic behavior, thus the differences between the calibrated and simulated values of the statistics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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77QDUr1+fiIgI3nvvPebMmZOpbKNGjQD4/fffqVGjBhUrVmTXrl0Zypw8eRKAihUrZlvniBEjGDJkiH07ISEBX19fgoKCMsx5fDMsFgthYWG0bt0aNwNu5jhz/Wq72u5sbTe6/qLQ9vQnSG6EksQiIiIiIiIiDpaWlpZhKoir7du3D4BKlSoBEBAQwMSJEzl16hTly5cHbCPLvLy87FNWZMXd3R33LKZrcXNzy3XCIy+uofoLX91G16+2O2fbja6/MLf9Zs5TklhEREREREQkH40YMYJ27drh5+fH+fPnWbx4MZs2bWLdunUcPXqUxYsX0759e8qWLcv+/ft59dVXadKkCXXr1gUgKCiI2rVr8/TTTzNt2jRiY2MJDg5mwIABWSaBRUREbpaSxCIiIiIiIiL56NSpU/Tq1YuYmBi8vb2pW7cu69ato3Xr1hw/fpz169czY8YMLl68iK+vL926dSM4ONh+vouLC6tXr6Z///4EBARQokQJevfuzbhx4wxslYiIFCVKEouIiIiIiIjko/nz52d7zNfXl82bN1/3GlWrVmXNmjV5GZaIiIid2egARERERERERERERMQ4ShKLiIiIiIiIiIiIODEliUVEREREREREREScmJLEIiIiIiIiIiIiIk5MSWIRERERERERERERJ+ZqdAAiIiIiIiIiIiJSMERFQVyc7fuUFDh61Ju9e8H1ShbRxwf8/IyLT/KHksQiIk5CHb2IiBRE6p9EREQKjqgoqFULEhPT97gBzTKU8fCAw4fVPxc1ShKLiDgBdfQiInIjTOHhNB84ENO8edC2bb7Xp/5JRESkYImLu7pfzlpioq2c+uaiRXMSi4g4gZvp6EVExElZrZiDg/GKjsYcHAxWa75Xqf5JREREpGBQklhERERERCA0FHNkJIDta2iowQGJiIiIiKMoSSwiIlLEbNmyhY4dO1K5cmVMJhMrV660H7NYLAwfPpw6depQokQJKleuTK9evThx4kSGa5w9e5aePXvi5eVF6dKlef7557lw4YKDWyIiDmO1QkgIVhcX26aLC4SEOGQ0sYiIiIgYT0liERGRIubixYvce++9zJw5M9OxS5cusWfPHkJCQtizZw/Lly/n8OHDdOrUKUO5nj17cvDgQcLCwli9ejVbtmyhb9++jmqCiDhaaChERGBKTQWwfY2I0GhiERERESehhetERESKmHbt2tGuXbssj3l7exMWFpZh34cffsj9999PVFQUfn5+/PLLL6xdu5aIiAgaNGgAwAcffED79u15++23qVy5cr63QUQc6MooYlxc4EqSGLBth4RAUBCYTMbFJyIiIiL5TkliERERJxcfH4/JZKJ06dIAbN++ndKlS9sTxACtWrXCbDazc+dOHnnkkSyvk5SURFJSkn07ISEBsE1xYbFYchRb+nk5PT+3jKxfbXfOthtRvyk0FNeIiMwHrowmTlmzBmtQUL7UnZIC4HYD5Szk94/D2f7d86N+o2IXERGR3FOSWERExIklJiYyfPhwnnjiCby8vACIjY2lfPnyGcq5urpSpkwZYmNjs73W5MmTGTt2bKb9oaGheHp65irO/45+djQj61fbjeMU9VutNBk6lNImE6Ys5h+2mkycHzyYLW+9lS+jiY8e9QaaXbfc1q3biImJz/P6s+IU/+75VP+lS5fyMBIRETGCjw94eEBiYvZlPDxs5aRoUZJYRMQJqKOXrFgsFh577DGsViuzZs3K9fVGjBjBkCFD7NsJCQn4+voSFBRkT0DnJMawsDBat26Nm9v1RxvmNSPrV9uds+0Orz8pCdeEhCwTxAAmq5XS58/TvlUrcHfP8+qjomDUKCuJidknoD08rHTu3Bg/vzyvPgOn+nfPp/rTnyAREZHCy88PDh+GuDjbdkqKha1btxEY2BhXV1v/4ONDvvfL4nhKEouIOAF19PJf6QniY8eOsWHDhgxJ3IoVK3Lq1KkM5VNSUjh79iwVK1bM9pru7u64Z5FEcnNzy3XCIy+uUVjrV9uds+0Oq9/NDXbvhtOnAbCkpLBt61YaBwbi5mr7qGAqXx63kiXzpfoaNW6kfzLh5+e4fwen+HfPp/qNjFtERPKOn9+/nw0tFoiJicff3/a2QYouJYlFRJyEOnpJl54gPnLkCBs3bqRs2bIZjgcEBHDu3DkiIyOpX78+ABs2bCAtLY1GjRoZEbKI5CdfX9sLwGIhPiYGR3YQ6p9EREREjKcksYiISBFz4cIFfv/9d/v2n3/+yb59+yhTpgyVKlXi0UcfZc+ePaxevZrU1FT7PMNlypShWLFi3HXXXbRt25Y+ffowe/ZsLBYLAwcOpEePHlSuXNmoZomIiIiIiEg+UZJYRMTJHDx4kD59+nDLLbfQokULPRpaBO3evZvmzZvbt9PnCe7duzdjxoxh1apVANSrVy/DeRs3bqRZs2YALFq0iIEDB9KyZUvMZjPdunXj/fffd0j8IiIiIiIi4lgFIkk8ZsyYTKuh16pVi19//dWgiEREiiar1Urfvn3Zvn07AJ06deKbb77J8aJiUjA1a9YMazaLUAHXPJauTJkyLF68OC/DEhERERGRm2QKD6f5wIGY5s2Dtm2NDkeKMLPRAaS7++67iYmJsb+2bt1qdEgiIkXO5s2b+fHHH+3bmzZtonnz5pkWKRMRERERERGDWa2Yg4Pxio7GHBwMNzDYQySnCsRIYgBXV9drrpguIiK5N23aNPv3rq6upKSksGfPHho3bkxoaCjVqlUzMDoRETFCVBTExdm+T0mBo0e92bsXXK98UvDx+XdhOREREXGg0FDMkZEAtq+hodCmjcFBSVFVYJLER44coXLlynh4eBAQEMDkyZPxy+bdaFJSEklJSfbthIQEwLZau8ViyXEM6efm5hqFsW5nr19td862G12/UXXPmjWLGTNmsH79el544QXeeust/v77b37//XcaN27M6tWrqVOnTr7GkFdtN+r3RkSkKImKglq1IDExfY8b0CxDGQ8POHxYiWIRERGHslohJASriwum1FTb15AQCAoCk8no6KQIKhBJ4kaNGrFw4UJq1apFTEwMY8eO5aGHHuLnn3+mVKlSmcpPnjw50xzGAKGhoXh6euY6nrCwsFxfozDW7ez1q+3Gceb6jai7WbNmNGnSBLPZbJ8TPjo6mpiYGN58801eeOEFh8SR27ZfunQpjyIREXFecXFXJ4izlphoK6cksYiIiAOFhkJEBOnpYFNqKkREaDSx5JsCkSRu166d/fu6devSqFEjqlatytKlS3n++eczlR8xYoR9pXawjST29fUlKCgoV4svWSwWwsLCaN26NW5ubjm+TmGr29nrV9uds+1G119Q2v7kk0/SoUMHOnfuTKVKlViyZAmurvnbNeRV29OfIhERERERESlSrowixsUFUlP/3e/iYtuv0cSSDwpEkvi/SpcuzR133MHvv/+e5XF3d3fc3d0z7Xdzc8uTZEteXaew1e3s9avtztl2o+t3VN0WiyXLetzc3KhUqRIbNmzA1dUVDw+PfI/l6rpz03Yjf2dEREREbsasWbOYNWsWf/31F2BbuH306NH2AVOJiYm89tprLFmyhKSkJNq0acNHH31EhQoV7NeIioqif//+bNy4kZIlS9K7d28mT56c7zf4RcQAV0YRZ6LRxJKPzEYHkJULFy5w9OhRKlWqZHQoIiKF3pEjR/D19WXixImcO3cuyzIlS5bMlCA+cOAAH374oQMiFBERESnaqlSpwpQpU4iMjGT37t20aNGCzp07c/DgQQBeffVVvv32W77++ms2b97MiRMn6Nq1q/381NRUOnToQHJyMj/++COffvopCxcuZPTo0UY1SUTyS/ooYnM2KTuz2XbcanVsXFLkFYhbjq+//jodO3akatWqnDhxgjfffBMXFxeeeOIJo0MTESn0pkyZwsmTJwkODsbV1ZXhw4df95w///yTNm3aEBMTw99//82kSZMw6XEmERERkRzp2LFjhu2JEycya9YsduzYQZUqVZg/fz6LFy+mRYsWACxYsIC77rqLHTt28MADDxAaGsqhQ4dYv349FSpUoF69eowfP57hw4czZswYihUrZkSzRCQ/JCfbVpZNS8v6eFoaHD9uK5fFU/YiOVUgksTR0dE88cQTnDlzhnLlyhEYGMiOHTsoV66c0aGJiBRqUVFRfPbZZwB4e3vz4osv3tB5a9asISYmBrAlmU+fPs3s2bP1OKOIiIhILqWmpvL1119z8eJFAgICiIyMxGKx0KpVK3uZO++8Ez8/P7Zv384DDzzA9u3bqVOnTobpJ9q0aUP//v05ePAg/v7+RjRFRPKDuzt/r4wg4ehpAFJTU9i3bx/16tXDxcX2eczr9vLcqgSx5LEC8Wl/yZIlRocgIlIkvfXWW6SkpAAwaNAgvL29b+i8AQMGYDKZGDhwIFarlfnz53PmzBm+/PJLh85bLCIiIlJUHDhwgICAABITEylZsiQrVqygdu3a7Nu3j2LFilG6dOkM5StUqEBsbCwAsbGxGRLE6cfTj2UnKSmJpKQk+3b6wr8WiwWLxZKjdqSfl9Pzc8uZ61fbnaPtUVFwT/MqJCb6XrX3/gxlPDys/PyzBT+/fA/HqX72BanuvKr/Zs4tEEliERHJeydPnuTjjz8GwNPTk1deeeWmzn/ppZfw8fHhqaeewmKxsHLlStq2bcs333xzw8lmEREp2Hx8wMMDEhOzL+PhYSsnIrlTq1Yt9u3bR3x8PMuWLaN3795s3rw5X+ucPHkyY8eOzbQ/NDQUT0/PXF07LCwsV+fnljPXr7YbxxH1Hz3qTWJis2uWSUw08c0326hRIz7f40nnDD/7glh3buu/dOnSDZdVklhEpIh69913Sbzyqf/FF1/EJwef8B977DFuueUWHnnkES5evMjmzZtp1qwZa9euzTSaRURECh8/Pzh8GOLibNspKRa2bt1GYGBjXF3dAFuC2BEjlUSKumLFinH77bcDUL9+fSIiInjvvfd4/PHHSU5O5ty5cxlGE588eZKKFSsCULFiRXbt2pXheidPnrQfy86IESMYMmSIfTshIQFfX1+CgoLw8vLKUTssFgthYWG0bt0aNze3HF0jN5y5frXdOdq+d++NlQsMbIwjZppxpp99Qao7r+pPf4LkRihJLCJSBJ09e5aPPvoIsH0gee2113J8rdatW7Nx40batWvHmTNn2LdvH40bNyY0NJTq1avnVcgiImIQP79/k8AWC8TExOPvDwZ8FhJxKmlpaSQlJVG/fn3c3NwIDw+nW7duABw+fJioqCgCAgIACAgIYOLEiZw6dYry5csDtpFlXl5e1K5dO9s63N3dcc9i3lI3N7dcJzzy4hqqv/DVbXT9ztD2G10GxtXVzaF9tTP87Ati3bmt/2bOU5JYRKQIev/997lw4QIAzz//PJUrV87V9Ro2bMjWrVsJCgri+PHjHD16lPDwcCWJRURERG7AiBEjaNeuHX5+fpw/f57FixezadMm1q1bh7e3N88//zxDhgyhTJkyeHl5MWjQIAICAnjggQcACAoKonbt2jz99NNMmzaN2NhYgoODGTBgQJZJYBERkZulJLGISBFz/vx53n//fQBcXFwYNmxYnlz3zjvv5McffyQoKIju3bvTp0+fPLmuiIiISFF36tQpevXqRUxMDN7e3tStW5d169bRunVrAKZPn47ZbKZbt24kJSXRpk0b+1NhYHtPt3r1avr3709AQAAlSpSgd+/ejBs3zqgmiYhIEaMksYhIEZOWlsaLL77IzJkzeeSRR7jtttvy7NpVqlRh586dlCxZMs+uKSIiIlLUzZ8//5rHPTw8mDlzJjNnzsy2TNWqVVmzZk1ehyYiIgIoSSwiUuR4e3szadIkhg0bZl+4Li+VKlUq076VK1cSHx9P796987w+EREREREREclfShKLiBRRV6+OnZ82bdpEjx49SEpK4vTp07z++usOqVdERERERKSo8fEBDw+41ngfDw9bOZG8pCSxiIjkyrp160hKSgJg6NChnD59milTpmAymQyOTEREREREpHDx84PDhyEuzradkmJh69ZtBAY2xtXVDbAliP38DAxSiiQliUVEioglS5Zw8OBBXnnlFXwceFt50qRJeHp6Mnr0aACmTZvG6dOnmTt3Lq6umbsZU3g4zQcOxDRvHrRt67A4RURERERECgM/v3+TwBYLxMTE4+8Pbm7GxiVFm9noAEREJPdSU1MZPXo0EyZM4LbbbiM6OtphdZtMJkJCQpg1a5Z99PCCBQvo1q0bly9fzljYasUcHIxXdDTm4GCwWh0Wp4iIiIiIiIhkTUliEZEi4Ouvv+bIkSMA3H///VSpUsXhMbz44ossXbqUYsWKAbBq1Sratm1LfHz8v4VCQzFHRgLYvoaGOjxOEREREREREclISWIRkUIuLS2NSZMm2bdHjRplWCyPPvooa9asoWTJkgBs2bKFpk2bEhsbaxs1HBKC1cUFwPY1JESjiUVEREREREQMpiSxiEght3r1ag4cOABAo0aNaNGihaHxtGzZko0bN9rnRf7ll1/47bffbKOGIyIwpaYC2L5GRGg0sYiIiIiIiIjBlCQWESnErFYrEydOtG+PGjXKPi+wkRo0aMC2bduoXr06X375JU0eesg2avjKKGI7jSYWERERERERMVzmZedFRKTQCA8PZ9euXQDUrVuXhx9+2OCI/nXHHXdw6NAh3N3dOfX5OspHRGQudGU08akvQin/dBvHBykiIiIiIiIiGkksIlKYXT2KeOTIkQViFPHV3N3diTpmJap3CKnZdDmpmInqHULUMY0mFhERERERETGCksQiIoXUtm3b2LRpE2Abtfvoo48aG1A2zsQkU8UahQtpWR53IY1brcc5E5Ps4MhEREREREREBDTdhIhIoRUdHU2ZMmU4e/YsI0aMwOW/8/0WENZi7jQkgnKczrbMKcqzqpi7A6MSERERERERkXRKEouIFFKPP/447du359NPP6Vnz55Gh3NN0fgSja/RYYiIiIiIiIhIFjTdhIhIIVaqVCkGDhyIm5ub0aFIAbJlyxY6duxI5cqVMZlMrFy5MsNxq9XK6NGjqVSpEsWLF6dVq1YcOXIkQ5mzZ8/Ss2dPvLy8KF26NM8//zwXLlxwYCtERERERETEUZQkFhERKWIuXrzIvffey8yZM7M8Pm3aNN5//31mz57Nzp07KVGiBG3atCExMdFepmfPnhw8eJCwsDBWr17Nli1b6Nu3r6OaICIiIiIiIg6kJPFVTOHhNB84EFN4uNGhiIhka8mSJcTGxhodhhRg7dq1Y8KECTzyyCOZjlmtVmbMmEFwcDCdO3embt26fPbZZ5w4ccI+4viXX35h7dq1fPzxxzRq1IjAwEA++OADlixZwokTJxzcGhER56DPIiIiImIkzUmczmrFHByMV3Q0acHB0KYNmExGRyUiksEff/zBU089haurK6+//joTJkwwOiQpZP78809iY2Np1aqVfZ+3tzeNGjVi+/bt9OjRg+3bt1O6dGkaNGhgL9OqVSvMZjM7d+7MMvkMkJSURFJSkn07ISEBAIvFgsViyVG86efl9PzcMrJ+td052250/Wq7QW23WjGPGoVXdDSpo0ZhadHC4Z9F8qL9Rv3eiIiISO4pSZwuNBRzZCSA7WtoqC1RLCJSgEybNo3U1FRSU1MpVqyY0eHcEB8f8PCAq2YyyMTDw1ZO8l/6KPQKFSpk2F+hQgX7sdjYWMqXL5/huKurK2XKlLnmKPbJkyczduzYTPtDQ0Px9PTMVdxhYWG5Oj+3jKxfbTeOM9evtjtWub17eXDPHgBc9uxh56RJnPb3d3gckLv2X7p0KQ8jEREREUdSkhjAaoWQEKwuLphSU21fQ0IgKEijiUWkwPj7779ZsGABYFuwbtCgQQZHdGP8/ODwYYiLs22npFjYunUbgYGNcXW1Lbjn42MrJ4XbiBEjGDJkiH07ISEBX19fgoKC8PLyytE1LRYLYWFhtG7d2pAFGo2sX213zrYbXb/abkDdVisu48dn+CzywOrVpI4c6dDPInnR/vQnSERERKTwUZIYbKOGIyJIfwtmSk2FiAiNJhaRAuWdd94hOTkZgJdeeolbbrnF4IhunJ/fv0lgiwViYuLx9wcD8g9Or2LFigCcPHmSSpUq2fefPHmSevXq2cucOnUqw3kpKSmcPXvWfn5W3N3dcXd3z7Tfzc0t1wmXvLhGYa1fbXfOthtdv9ruwLrXrYMrTzSC7bOIKTIS88aNhnwWyU37jfydERERkdxx+oXroo5ZuTgkBKvZJcN+q9mFi0NCiDpmNSgyEZF/xcXFMWfOHAA8PDx49dVXDY5ICqtq1apRsWJFwq9aGCkhIYGdO3cSEBAAQEBAAOfOnSPyqqTFhg0bSEtLo1GjRg6PWUSkyLryRCMuGT+L4OJi22/VZxERERFxDKdOEkdFwYCaoZQ4FIEpLTXDMVNaKiUORTCgZihRUQYFKCJyxYwZM+zz/PXp0yfTfLIiV7tw4QL79u1j3759gG2xun379hEVFYXJZGLw4MFMmDCBVatWceDAAXr16kXlypXp0qULAHfddRdt27alT58+7Nq1i23btjFw4EB69OhB5cqVjWuYiEhRc+WJRlIzfhbh6icbRURERBzAqZPEcaethFhCSM3mx5CKmRBLCHGndQdfRIwTHx/Phx9+CNge4xw6dKjBEUlBt3v3bvz9/fG/sujRkCFD8Pf3Z/To0QAMGzaMQYMG0bdvXxo2bMiFCxdYu3YtHh4e9mssWrSIO++8k5YtW9K+fXsCAwOZO3euIe0RESmS0kcRm7P5SGY2azSxiIiIOIxTz0lssiTjRxQupGV53IU0fDlOrCUZyDzHooiII8ycOZP4+HgAevXqha+vr8ERSUHXrFkzrNdIKphMJsaNG8e4ceOyLVOmTBkWL16cH+GJiAhAcrLt0ca0rD+LkJYGx4/bymUx37uIiIhIXnLqJLG1mDsNiaAcp7Mtc4ryrCqmN2UiYgyr1WpP1JnNZt544w2DIxIREZE84e5um1LitO2ziCUlhW1bt9I4MBA31ysf08qXV4JYREREHMKpk8QA0fgSjUbliUjBZDKZ2LVrF/Pnz+fYsWPcfvvtRockIiIiecXX1/YCsFiIj4kBf39wczM2LslzkydPZvny5fz6668UL16cBx98kKlTp1KrVi17mWbNmrF58+YM5/Xr14/Zs2fbt6Oioujfvz8bN26kZMmS9O7dm8mTJ+Pq6vQf7UVEJJfUk4iIFHCenp4MGjTI6DBEREREJIc2b97MgAEDaNiwISkpKYwcOZKgoCAOHTpEiRIl7OX69OmTYTooT09P+/epqal06NCBihUr8uOPPxITE0OvXr1wc3Nj0qRJDm2PiIgUPUoSi4iIiIiIiOSjtWvXZtheuHAh5cuXJzIykiZNmtj3e3p6UrFixSyvERoayqFDh1i/fj0VKlSgXr16jB8/nuHDhzNmzBiKFSuWr20QEZGiTUliEZECKCUlhZiYGC1SJyIiIlIEpS9KXKZMmQz7Fy1axBdffEHFihXp2LEjISEh9tHE27dvp06dOlSoUMFevk2bNvTv35+DBw/i7++fqZ6kpCSSkpLs2wkJCQBYLBYsFkuOYk8/L6fn55Yz16+2q+1GcOb6i0Lbb+Zcp04S+/iAhwckJmZfxsPDVk5ExJGWLFnCc889R69evQgODua2224zOiQRERERyQNpaWkMHjyYxo0bc88999j3P/nkk1StWpXKlSuzf/9+hg8fzuHDh1m+fDkAsbGxGRLEgH07NjY2y7omT57M2LFjM+0PDQ3NMJVFToSFheXq/Nxy5vrVduOo7c5Zf2Fu+6VLl264rFMnif384PBhiIuzbaekWJg58yO6dOlC1apVAVuC2M/PwCBFxOmkpaUxefJkLBYL8+fPp1evXkoSi4iIiBQRAwYM4Oeff2br1q0Z9vft29f+fZ06dahUqRItW7bk6NGj1KhRI0d1jRgxgiFDhti3ExIS8PX1JSgoCC8vrxxd02KxEBYWRuvWrXEzYJFFZ65fbVfbna3tRtdfFNqe/gTJjXDqJDHYEsDpSeC5cxfw+eev8sMP77FlyxaqVKlibHAi4pRWrlzJoUOHAAgMDMwwT52IiIiIFF4DBw5k9erVN/R5s1GjRgD8/vvv1KhRg4oVK7Jr164MZU6ePAmQ7TzG7u7uuLu7Z9rv5uaW64RHXlxD9Re+uo2uX213zrYbVb81LIxmL71EsfnzcW3b1qF1Xy03bb+Z88w5qqEISkpKYsaMGVitVv78809atWpl73BFRBzFarUyceJE+/aoUaMMjEZERERE8oLVamXgwIGsWLGCDRs2UK1ateues2/fPgAqVaoEQEBAAAcOHODUqVP2MmFhYXh5eVG7du18iVtExFkd2L+fX7t2xfvECaKeeoqzZ84YHVK+U5L4Cnd3d77//nv7HdjDhw/TunVrzp49a3BkIuJM1q1bx549ewCoX78+bdq0MTgiEREREcmtAQMG8MUXX7B48WJKlSpFbGwssbGxXL58GYCjR48yfvx4IiMj+euvv1i1ahW9evWiSZMm1K1bF4CgoCBq167N008/zU8//cS6desIDg5mwIABWY4WFhGRnCsbGUndKwt/Vj9zhv41avDVV19htVoNjiz/KEl8lcqVKzNu3Dh8fX0BOHDgAG3atLGvPCsikt+uHkU8cuRITCaTgdGIiIiISF6YNWsW8fHxNGvWjEqVKtlfX331FQDFihVj/fr1BAUFceedd/Laa6/RrVs3vv32W/s1XFxcWL16NS4uLgQEBPDUU0/Rq1cvxo0bZ1SzRESKJquVyrNmkXbl83gK8Fp8PD169ODhhx/m2LFjxsaXTwpkknjKlCmYTCYGDx7s8LrLly/P2rVr7SOKd+/eTYcOHbh48aLDYxER57Jlyxb7Aia1a9emS5cuxgYkIiIiDnHkyBGGDBnCJ598wvnz540OR/KB1WrN8vXMM88A4Ovry+bNmzlz5gyJiYkcOXKEadOmZVpcrmrVqqxZs4ZLly5x+vRp3n77bVxdnX6pIRGRXPv999+5dOmSbSM0FCIiMF8ZNewK3A8EAWvWrKF27dpMnz6d1NRUo8LNFwUuSRwREcGcOXPsj9QYoWbNmqxfv56yZcsCsG3bNrp06UJiYqJhMYlI0Xf1KOIRI0ZgNhe4P9EiIiKSh37//XeeeeYZ7rrrLj788ENWrVpF27ZtNeWdiIiIAy1btoz77ruPAQMGYE1Lg5AQcHHJUCbNbGbqlUXgLl26xJAhQ3jggQf46aefjAg5XxSoDMSFCxfo2bMn8+bN45ZbbjE0lrvvvpvQ0FC8vb0BWL9+Pb179zY0JhEpunbv3k1oaCgA1apVo0ePHgZHJCIiIvnt/fdX8umn+0lNrQv4A/5ERKTQsGE/1q07TVSU0RGKiIgUXRaLhSFDhtC9e3fOnz/PwoUL2TxqFEREwH9GCZvT0qhnsfB+hw72fbt37yY6OtrRYeebApUkHjBgAB06dKBVq1ZGhwLAfffdx/fff0+JEiUoVaoUAwcONDokESmi6tSpw9y5c6levTrDhw/XY4MiIiJFXFQUzJ37GrAn0+uPP76mbdty3HFHmhLFIiIi+eDvv/+mWbNmTJ8+3b7vySee4KHQUMjuqV6zmUGnTrH1hx+oXbs2jz32GB2uShoXdgUmC7FkyRL27NlDRETEdcsmJSWRdGWFQYCEhATAdgfAYrHkOIb0c6++RoMGDVi5ciUlSpSgQYMGubr+zdbtSM5cv9runG03uv7/1m02m3nmmWd46qmnsFqt+R5TQWp7bq8jIiJS0P35559MmDABX19fxowZA0BcHCQlXXuB2qQkM7t2/YGfX3UHRCkiIuIc1q9fz5NPPsnp06cB2+KhM2bM4MVnn8V0222Qlpb1iWlpcPw4jRs2ZO/evf/OYXyF1WrlnXfeoXfv3pQrVy6fW5H3CkSS+Pjx47zyyiuEhYXh4eFx3fKTJ09m7NixmfaHhobi6emZ63jCwsIy7bt48SJr1qyxb1uvTF5tMl37jV1e1O1Izly/2m4cZ65fbc+5/3bIIiIiBc2ff/7JxIkT+fTTT0lJSaFkyZIMHDgQHx+fG77GokWLePTRkHyMUkRExDmkpaUxadIkRo8ebc/r+fn5sWzZMho2bGgrFBEBV5LHlpQUtm3dSuPAQNzSn/YtXx7c3SmGLbl8tSVLljB06FCmTJnCu+++y9NPP53necP8VCCSxJGRkZw6dYr77rvPvi81NZUtW7bw4YcfkpSUhMtVE0aPGDGCIUOG2LcTEhLw9fUlKCgo0+qvN8NisRAWFkbr1q1xuzIZdVasViujRo0iJSWFqVOn5sk/+I3WnV+cuX613TnbbnT96XW3atUqU8fiyPoL8+9d+lMkIiIiBc1ff/3FxIkTWbhwISkpKfb9Li4u/PTTT7Rs2fKGrzV8+PD8CFFERMSpnD9/nscff5zvv//evq9du3Z8/vnnlC1b9t+Cvr62F4DFQnxMDPj7w3U+u6alpdkHtJ45c4bevXvz+eefM3v2bGrUqJHn7ckPBSJJ3LJlSw4cOJBh37PPPsudd97J8OHDMySIAdzd3XF3d890HTc3tzxJdlzvOoMHD+a9994DoFSpUowbNy7Xdd5o3fnNmetX252z7UbX/+qrr3Lp0iVGjBjB3Xff7fD6C/PvnZG/MyIiIlk5duwYkyZN4pNPPsmQHPby8uLVV19l8ODBlC5d+qauacTNZBERkaLG09OT1CuL0ZlMJsaNG8fIkSMxZzf/8E0ym81s2rSJwYMH89VXXwG2aS3uuecexowZw5AhQwr8Z9gCkSQuVaoU99xzT4Z9JUqUoGzZspn2FwRXxzR+/HhKlCihO/wictNOnz7NwoULsVgsfPfdd5w4cYLixYsbHZaIiIjkwIgRI3jnnXcyzJnv5eXF4MGDGTx4MLfcckuu6zh69Cj79u2jW7duub6WiIiIM3FxcWHRokW0bduWKVOm0KpVqyzLRUXZ1g0ASEmBo0e92bsX0meb8PEBP7+s66hYsSJLlizh6aef5qWXXiIqKorExETeeOMNvvzyS+bNm/fvtBYFUN6ky53MCy+8YB9JDPDGG2/wwQcfGBhR4WcKD6f5wIGYwsONDkXEYVauXGn/IDlgwAAliEVERAoxLy8ve79eqlQpgoOD+fPPPxk7dmyeJIijo6Np1aoV3bt3Z+7cubm+noiISFF24cIFDh06lGGfj48PERER10wQ16oF9evbXo0aufHaa81o1MjNvq9WLVu5a+nQoQMHDx5k8ODB9pHKP/30Ew888ACDBw+2j2guaApsknjTpk3MmDHD6DCy9fLLLzN58uQM25988omBERViVivm4GC8oqMxBwfDlcnDRYqykydP2hdu8/T0ZPDgwcYGJCIiIjcsOjraviJ6uoEDB1KtWjVGjRrFX3/9xfjx4ylTpkye1blgwQL++usvrFYr/fr146233sqza4uIiBQlv/zyC40aNSIoKIhTp05lOHatdcXi4iAx8drXTkz8d6TxtZQsWZLp06ezY8cO7r33XsA2b/HJkyczTatbUBTYJHFh8MYbbxAcHGzffuGFF/jyyy8NjKiQCg3FHBkJYPsaGmpwQCL5IyoK9uyxvUaOXEZy8t2AP126jCMqyue6dyNFRETEWH///TcDBw6kRo0aTJw4McOxUqVK8dtvvzFhwoQbSg77+ICHx7XLeHjYygEEBwczdOhQ+7Fhw4YxatQo++rsIiIiAkuWLKFhw4YcOnSIv//+mxdffNHQeBo2bEhERARTp07l1ltvLdADYgvEnMSF2bhx47h48SLTp0/HarXy9NNPU7x4cbp06WJ0aIWD1QohIVhdXDClptq+hoRAUBBc4+6OSGGT/tjKv3clB195weLFtpeHBxw+nP38RiIiImKMv//+mylTpjB37lySk5MBmDNnDsOHD6dSpUr2cq6uN/7xys/P1u//O++hha1btxEY2BhXV9vCNlfPe2gymZg6dSqlS5dm1KhRAEyaNIlz587xwQcf5NnCOyIiIoVRUlISr7/+Oh9++KF9X506dZgyZYqBUdm4ubkxbNgwXn75ZTz+c4f4f//7H//88w/PP//8NUc5O4LeSeSSyWTinXfesd+ZSE1NZdiwYfY3j3IdoaEQEYEpfYXJ1FSIiNBoYily8vKxFREREXGMEydO8PLLL1OjRg0+/PBD+3v8EiVK8Morr2T6oHez/PzgvvtsL39/qFEjHn//f/f998axyWRi5MiRGT4Af/TRR/Tu3TvDgnkiIiLO5NixYzRp0iRD/9irVy927NjBHXfcYWBkGf33fcOZM2fo378/ffr0oXnz5hw+fNigyGyUJM4DJpOJmTNn0qtXL2rUqEFYWBjFihUzOqyC78ooYv47F4uLi22/Hp0TEREREQPExMQwePBgatSowQcffEBSUhJgW0dg2LBh/Pnnn0yZMiVPFqTLiQEDBvDZZ5/Z5zT84osv6N69O4nXuyMtIiJSxKxdu5b77ruPXbt2AeDu7s7cuXNZuHAhnp6eBkd3bStWrLCvcbB582bq1q3L+PHjDRt4qiRxHjGbzcyfP5/t27dTtWpVo8MpFE59YRtFzH9XdbwymvjUFxpNLCIiIiL55+r1AvbuhaNHvYmMtNKwYT/ee28LiYnlAFtyeOjQofz1119MnTqVcuXKGRw5PP300yxbtsw+OOWbb75h6dKlOb6eKTyc5gMHYgoPz6sQRURE8tWkSZNo3749Z8+eBaBatWr8+OOP9OnTx/CpG27ECy+8QGhoKNWrVwcgOTmZ0aNH4+/vz48//ujweDQncR5ydXXN9IYxOTmZY8eOUbNmTYOiKpiijlk51TuEsphxIS3T8VTMRPUOIbFJEH5VC/5/bBERERHJH2fPniU+Pp6kpCSSkpJITEy0f3/1q2rVqjRu3DjDuePHj8/23HPnvPjhh3mkpblfKe0GNLvy/aorXxPp2/cdxo/vQ/ny5R3T4JvQpUsX1qxZQ+fOnenXrx9PP/10zi5ktWIODsYrOpq04GBo00brg4iISIFXoUIF+wKunTp1YuHChYY95ZNTrVu35sCBA4wbN463336b1NRUDh06ROPGjenXrx9NmjRxWCxKEuejxMREHn30UXbu3MnmzZupXbu20SEVGGdikqlijcoyQQzgQhq3Wo8TG5OMX1X3LMuIiIiISNGQmprK3LlzWbBggX1RtnQDBgxgyZIl173G008/nSlJ/N5773HmzJlszvAHrvc+04N+/UZRAPPDdi1btmTfvn3UqFEj56OmQkMxR0YC2L6GhtoSxSIiIgXY888/z44dO6hZsyZDhw7N9ehhHx/bgvLXmr3Jw8NWLi95enoyZcoUevToQZ8+fdi9ezdgWyTX29ub7t27522F2VCSOB+FhITw3XffAdCqVSu2bNnC7bffbnBUBYO1mDsNiaAcp7Mtc4ryrCqmBLGIiIhIUbZ161YGDRrEvn37KF26dKbjN7o4XPq8wTk5t7DL6jPG5s2bqVq1Krfddtu1T76yTojVxQVTaqrta0gIBAVpNLGIiBQYVquVLVu2ZBpZO3fu3DybWsLPDw4f/ndB+ZQUC1u3biMwsDGurm6ALUH834Vl80q9evXYsWMHH3zwAcHBwTRt2pSAgID8qSwLShLno+DgYDZt2sTu3buJiYmhZcuWbNmyRXMWXxGNL9H4Gh2GSL47fvw4VmsVQB+0pGBITU1lzJgxfPHFF8TGxlK5cmWeeeYZgoOD7W+wrFYrb775JvPmzePcuXM0btyYWbNmafokEckzJ06cYNiwYSxatMi+7/Lly1y+fDlDuQceeIDExETc3d2zfHl4eODu7k6tWrUy1bF06VLS0tKyPO/XXz1p0SLfm2mIHTt20KFDB0qXLk1YWBh33XVX9oVDbeuEpL9LMV1ZH0SjiUVEpKC4dOkSTzzxBMuXL+d///sfXbt2tR/L67mH/fz+TQJbLBATE4+/P7i55Wk12XJxcWHw4ME88sgjpKWlsX//fsdUjJLE+crb25u1a9fSrFkzfv75Z6KiouwjiitVqmR0eCLiABcuXODBBx/k1lsDKFZsCcnJ2a8Xmh+PrYhkZerUqcyaNYtPP/2Uu+++m927d/Pss8/i7e3Nyy+/DMC0adN4//33+fTTT6lWrRohISG0adOGQ4cOOc3IPBHJH8nJybz33nuMGzeOCxcu2PfXq1ePGTNmcO7cuQzl+/XrR79+/XJU14MPPpjtsZiYHF2ywLNarbz22mtcvHiRixcv8tBDD7Fu3Trq16+fVWEICQEXl4yLSbu42PZrNLGIiBjswIEDvP7665w4cQKAZ599lmbNmlGmTBmDI8tfVatWJWXtWsoOHIhp3jxo2zbf68w+WyF5omzZsqxfv5477rgDgN9//51WrVpx+nT20yyISNExZswYoqOj2bnzax566AUiIyEyEn75YC1x5W/jlw/W2vcdPpx/j62IXO3HH3+kc+fOdOjQgdtuu41HH32UoKAgdu3aBdgSDDNmzCA4OJjOnTtTt25dPvvsM06cOMHKlSuNDV5ECrV169ZRt25dhg0bZk8QlylThlmzZrF79+5rJnXlxphMJlauXIm/vz8AZ86coXnz5mzZsiVz4SujiDMkiMG2nT6aWERExABRUVGMHDmSwMBAe4LY29ubzz77rMgniIEMi8qag4NtN3bzmUYSO0CFChUIDw/noYce4q+//uLQoUMEBQWxYcOGQrfqoojcuJ9++okZM2YAtjkR58wZRY0agNVKWt9gzKeOccvCYMwDtIK4ONaDDz7I3Llz+e2337jjjjv46aef2Lp1K++++y4Af/75J7GxsbRq1cp+jre3N40aNWL79u306NEjy+smJSVlmBM0ISEBAIvFgsViyVGs6efl9PzcMrJ+td052250/flZ98cff8xLL71k3zabzfTp04cxY8ZQtmxZ0tLSHNr2lBSA6z87mpJiwRH/FHnZ9tKlSxMaGkqXLl3Ytm0b58+fp02bNnz11Ve0a9fOVshqxWXUKExmM6a0zItJW81mrKNGkdq8+Q2/TzHq/4yIiBQNVquV8PBwZs6cyapVq0i7qn+qV68e//vf/6hevbqBETqQAYvKKknsIFWqVCE8PJwmTZrw999/s2/fPtq1a0dYWBilSpUyOjwRyWNpaWm8+OKLpF4ZmTNq1Chq1KhhO6gVxMVgb7zxBgkJCdx55524uLiQmprKxIkT6dmzJwCxsbGA7Sbn1SpUqGA/lpXJkyczduzYTPtDQ0Px9PTMVcxhYWG5Oj+3jKxfbTeOM9efH3WXKlWKUqVKcf78ee666y769OlD9erV2blzp0Pq/6+jR72BZtctt3XrNmJi4vM9nnR52faXX36Zy5cvs2fPHhITE+natSuvvvoqgYGBmC0WWh89ikcWCWIAU1oaSUePErZqFWk3OBHjpUuX8ix2ERFxPs2bN2fz5s0Z9rm6uhIUFMSSJUucJ39m0KKyShI7UPXq1Vm/fj1NmjTh9OnTuLq6Zrgr4kx8fGzzryYmZl9G87NKYfbxxx+zY8cOAGrVqsXQoUNtB7SCuBQAS5cuZdGiRSxevJi7776bffv2MXjwYCpXrkzv3r1zfN0RI0YwZMgQ+3ZCQgK+vr4EBQXh5eWVo2taLBbCwsJo3bo1bo5aLaKA1K+2O2fbja4/r+q2Wq388ccf/94gvSItLY20tDSefPLJLBeacWTbo6Jg1CgriYnZ978eHlY6d27skOmg8qvtHTp0oHfv3vzvf/8jNTWVd955h9tvv53nnnsO7rsPy5Ul3FMsFnbu3EmjRo1wvVK/S7lytK1S5YbrSn+CREREJCcaN25sTxJXrlyZfv368cwzz7B3717nWhfFoEVllSR2sDvvvJP169czYcIEFixYQIkSJYwOyRB+frb5V6+8J2Xp0q+YOnUqABUqVGTp0qXcdltJzc8qhdKpU6cYPny4fXvWrFm4u7vbNrSCuBQAQ4cO5Y033rBPG1GnTh2OHTvG5MmT6d27NxUrVgTg5MmTGRZaPXnyJPXq1cv2uu7u7v/+rl/Fzc0t1wmPvLhGYa1fbXfOthtdf27qPnToEIMGDSIiIoLffvvN/jcFoFevXvle/42qUSPj+9GUFAtbt24jMLAxrq62un18TPj5OfbfIK/b7ubmxldffUW/fv2YP38+VquVAQMG0KpVK1sSP/2xXYuF+Lg4XO+/P8f1G/n/RURECoeUlBRWrVplX0i7cuXK9mP9+vXjxx9/5KWXXqJLly64ublhsVjYu3evgRE7mIGLymrhOgPUrVuXpUuXcuZMCfbsgT17YO9e2yNve/di3xcVZXSkec9qtTJlyhQOHz6Mnx/cd5/tNW7cI9SpkwLs5eTJ7/niiyFKEEuhNXToUPvK7E8//TTNmze3Hbj6j/3V0v/YO2AiehGwPQ5sNmd8C+Di4mJ/uqVatWpUrFiR8PBw+/GEhAR27txJQECAQ2MVkcIjPj6eV199lbp167JhwwbOnz/PG2+8YXRY13T1+1F/f6hRIx5//3/3FZX3oy4uLsybN8/+tMcnn3ySaZS3iIhIfjp16hQTJ06kWrVqdOvWjfXr1zN37twMZfz8/Ni4cSONGnXnwAE3p8qX2Rm4qKySxAaJioJataB+fdurUSM3XnutGY0audn31apV9H7xp0yZwogRI3jooYfYt2+ffb/JZGLgwIGULFkSgHnz5hGq1ZSlENq4cSOfffYZYFs05u233/73oFYQlwKiY8eOTJw4ke+++46//vqLFStW8O677/LII48Atr/JgwcPZsKECaxatYoDBw7Qq1cvKleuTJcuXYwNXkQKnLS0NBYuXMgdd9zBjBkz7PPx33bbbfqbUYCYTCbefvttdu3adcMjuiXvTJ48mYYNG1KqVCnKly9Ply5dOHz4cIYyiYmJDBgwgLJly1KyZEm6devGyZMnM5SJioqiQ4cOeHp6Ur58eYYOHUqKbRVGEZECx2q1smPHDp566il8fX0JDg4mOjrafnzTpk2ZznHWfBnw78AyczbpWrM5XweYKUlskLi4a8/HC7bj6Y+/FQUfffQRI0eOBOD06dNEXlm4K12FChWYMmWKffuFF17QvGZS6Fw9yf7UqVMpX768bcPgP/YiV/vggw949NFHeemll7jrrrt4/fXX6devH+PHj7eXGTZsGIMGDaJv3740bNiQCxcusHbtWueaC0xErmv37t00btyYZ599llOnTgHg4eHB2LFjOXTokJLEBYzJZKJhw4aZ9oeGhirRmM82b97MgAED2LFjB2FhYVgsFoKCgrh48aK9zKuvvsq3337L119/zebNmzlx4gRdu3a1H09NTaVDhw4kJyfz448/8umnn7Jw4UJGjx5tRJNERLJ1+fJlFixYQMOGDQkICGDRokUkJycDtr6oY8eOrFu3jg0bNmQ61xnzZXbJybbsd3brl6WlwfHjtnL5QHMSi0N88cUXDBgwwL49depUnn/++UzlXnjhBZYvX86GDRs4fvw4Y8aM4d1333VkqCK5MmbMGJo3b84nn3zCCy+88O+Bm/ljn8WcriJ5qVSpUsyYMYMZM2ZkW8ZkMjFu3DjGjRvnuMBEpND4559/GD58OB9//DHWq25wduvWjXfeeYeqVasaGJ3cjE8//ZRnnnmGTp068dRTTxkdTpG1du3aDNsLFy6kfPnyREZG0qRJE+Lj45k/fz6LFy+mRYsWACxYsIC77rqLHTt28MADDxAaGsqhQ4dYv349FSpUoF69eowfP57hw4czZswYihUrZkTTREQy+fLLLzPlfMqUKcMLL7zAiy++SLVq1QyKrIBzd7c9ZXz6NACWlBS2bd1K48BA3FyvpHDLl8+3nIGSxJLvVq1axTPPPGPfHjFiBMOGDcuyrNlsZv78+dxzzz106NCBESNGOChKkbzTtGlTmjZtmnGnwX/sRURE8pKLiwvffvutPUF811138f7779OqVSuDI5ObcfLkSV566SXA9p7d399fo78dJD4+HrAlTQAiIyOxWCwZ/g/deeed+Pn5sX37dh544AG2b99OnTp1qFChgr1MmzZt6N+/PwcPHsTf3z9TPUlJSSQlJdm305/UtFgsWCyWHMWefl5Oz88tZ65fbVfbjXC9+tPS0rhw4QJeXl72fd26deO1117j3Llz3Hfffbz00kt0796d4sWLX/NaALYHW66/EGpKioX8/pEY8rOvWNH2ulJvfEwMlnvugasXh72JeG4mdiWJC7iDBw9y3313Gx1Gjm3YsIHHHnvMPjdd//79mThx4jXPue222/j555+57bbbHBChiAP5+tpeYFtBPCbGtkqOVgIXEZFCxsvLi2nTpjFgwADGjBnDoEGDcFN/VuhUqFCBb775hi5dujBp0iSNAHeQtLQ0Bg8eTOPGjbnnnnsAiI2NpVixYpQuXTpD2QoVKhAbG2svc3WCOP14+rGsTJ48mbFjx2baHxoaiqenZ67aERYWlqvzc8uZ61fbjaO2/+vChQts3LiR77//nlq1avHKK69kOP78889ToUIFatasiclkYuPGjTdUz9Gj3kCz65bbunUbMTHxNxp+rjjyZ3/6dHESEq5+MsSbo0d32be8vJIpV+7yDV/v0qVLN1xWSeICrm/fvnh7D6dTp05Gh3LTdu7cSadOnex3rp988kk+/PBDTCbTdc9VglgKk1WrVnHq1Cmee+45zNnNOSwiIlJIRUdHM2rUKCZMmIBv+s1O4KmnnqJt27aUK1fOwOgkN6KioEyZVvzvf39yyy2l2bp1G3v3QvpDTj4+4OdnbIxF0YABA/j555/ZunVrvtc1YsQIhgwZYt9OSEjA19eXoKCgDKP+bobFYiEsLIzWrVsbcnPImetX29X2gtD2AwcOMHv2bBYtWmRPQMbFxfHFF19keE/Qvn37HNW3d++NlQsMbEwWD1DkKUf/7KOi4J57XElMzD5v5uFh5eefU264f76Ztb6UJC7gEhMv06VLF9577z0GDRpkdDg37OTJk7Rr186+EEPHjh1ZuHBhjhNop06dIjo6mvvuuy8vwxTJtYSEBPr378+JEydYsGAB33//fY7fcIuIiBQkSUlJvPvuu0ycOJGLFy+SmJjIV199ZT9uMpmUIC7E0lePty0OlP7v2CxDGQ8POHxYieK8NHDgQFavXs2WLVuoUqWKfX/FihVJTk7m3LlzGUYTnzx5kopXHjuuWLEiu3btynC9kydP2o9lxd3dHfcspjNzc3PLdcIjL66h+gtf3UbXr7YbU3dKSgrffPMNs2fPZsuWLZmOBwYGkpCQQOXKlXNdl+sNZipdXd0c9lCuo3728fE3smififj4G2/7zcStJHEhYLVas318qKCqUKECw4YNY8SIETRr1oylS5fm+D/U0qVLGTBgACVKlODAgQOUKlUqj6MVybnRo0dz4sQJwDannH4/RUSkKPj+++957bXX+P333+37wsPDOXXqFOXLlzcwMskrN7N6vJLEuWe1Whk0aBArVqxg06ZNmRZtql+/Pm5uboSHh9OtWzcADh8+TFRUFAEBAQAEBAQwceLEDP8Pw8LC8PLyonbt2o5tkIgUOikpKVy6dImLFy/av/73ezc3Nx599NEM57333ntMnjyZs2fPZthfsmRJevfuzUsvvaS/QUWEksQG8fGx3Zm/1hszDw8rzz/fg3/+uYsJEyY4Lrg88sYbb1CjRg3atm2Lh4dHjq5htVqZM2cOcXFxxMXFMXToUGbPnp3HkYrkzJ49e/jggw8AKF68OB988MENTaciIiJSUP3xxx9MmDCB3bt32/eZzWb69+/PuHHj7ItsFUWm8HCaDxyIad48aNvW6HCkiBkwYACLFy/mm2++oVSpUvZBQN7e3hQvXhxvb2+ef/55hgwZQpkyZfDy8mLQoEEEBATwwAMPABAUFETt2rV5+umnmTZtGrGxsQQHBzNgwIAsRwuLSNFy4cIFli1bds1Eb/rXRYsWZZhnfu7cufTr1++6dfj6+mZKEv/4448ZEsR33nknAwYMoFevXvnyFO2N5cts5SRvKUlsED8/26NbcXG2bc8f11Ju/IucDpnNpQdtb0p9fEz4+Q0jLS0tU+IpNTUVFxcXR4d9TVarNVOc3bt3z9U1TSYTH3/8MXXq1OHixYvMmTOHRx99VCtni+FSU1N58cUXSUtLA2wjijWXtoiIFGbx8fG0atWK6Oho+76HHnqIDz74gHvvvdfAyBzAasUcHIxXdDRpwcHQpg3oxq/koVmzZgHQrFmzDPsXLFjAM888A8D06dMxm81069aNpKQk2rRpw0cffWQv6+LiwurVq+nfvz8BAQGUKFGC3r17M27cOEc1Q0QMlJCQQN++fW+o7D///JMhSVy8ePEbOi99ytCrlShRArPZzMMPP8zLL79MixYt8nVw1H/zZSkpFrZu3UZgYGNcXW1PqGvO/PyhJLGB/Pyu/FJbraT1DcZ86hi3LAzGPCDjm9L/zuO7detW+vbty4oVK6hVq5aDo85aQkICDz/8MCNHjqRtHo+8qFatmn31bIAXXnhB006I4ebOnUtERAQAtWvXzrAgiIiISGG0YsUKe4K4cuXKvPXWWzzxxBPO8ZRMaCjmyEgA29fQUFuiWCSPWK3W65bx8PBg5syZzJw5M9syVatWZc2aNXkZmogUEiVKlLjhsv9N9lauXJkHH3wQT09PSpQoQYkSJezfX70vq5HBY8eOpXXr1jzxxBMOmxPZni8DLBaIiYnH3x+HzUHsrJQkLghu4k3pb7/9RufOnTl79iwBAQGsXLmSJk2aODLaTC5fvkzHjh354Ycf6NSpE0uXLqVLly55WseLL77IsmXL2LhxI8eOHWPYsGH2u/EijhYbG8uIESPs27NmzaJYsWIGRiQiIpJ7X3/9tf37JUuW8NBDDxkYjQNZrRASgtXFBVNqqu1rSAgEBWk0sYiIFBglSpTg448/zpTczerrf5O5LVu2pGXLljmq19fXF29v77xoghRwShIb7SbflHp6elKlShXOnj3LP//8Q+vWrVm4cCFPPPGEAcGDxWKhe/fu9tUtS5UqRc2aNfO8HrPZzPz58+3TTsyePZtHH300x3/kRHLjtddeIz4+HoBnnnnG8Bs1IiIiuWW1WrnjjjuIjIwkJSWF+++/3+iQHCc0FCIiSH/nbUpNhYgIjSYWERHDffnllwQGBgLg6urK888/b3BEUpSZr19E8lX6m9LUVOA/b0qzUKVKFX744QfaXHnDmpyczJNPPsnkyZNv6BGmvJSamkqvXr347rvvAFuCeO3atdx99935Ul/6tBPpnn/+ec6fP58vdYlkJzw8nMWLFwNQpkyZDL+TIiIihZXJZGL69On89ddfTJw4MdN0Z0XWlQEb/HetDxcX234Hv78WERFJ98cff/Dkk09StWpVZs+ebXQ44gDpi/ZdS34u2uck7/4KqBy+KfXy8uLbb7/lhRdesO8bOXIkffv2xWKx5GfEdlarlQEDBrBkyRLANn/Wt99+S8OGDfO13hdffNG+2EP6tBMijlSvXj369OkDwLRp0yhXrpzBEYmIiOQdFxcXKlasaHQYjnNlwAZXBmzYXWfgRlFg9AdRERG5tvRpoKxWqz53Oon0RfsiI22vnTstvPPOJnbutNj3HT6cf4v2aboJI6W/Kf2vG3jEzc3Njblz51KjRg373Kgff/wxx48fZ+nSpVlONp6XRowYwZw5cwDbIw/Lli2jadOm+Von2Kad+OSTT6hTpw7u7u7OM1eeFBhly5Zl7ty59O/fv+iv9C4iIlKUpQ/YMJshLS3zcbPZdryIzk2s1eNFRAq2q9cKePDBBw2MRBzJyEX7lCQ2Sh68KTWZTLzxxhtUrVqVZ555huTkZNatW0fr1q3Zvn17vj0mOGXKFKZOnWqP4bPPPqNDhw75UldWqlWrxtdff42/v79zjXSRAsXf39/oEERERPLE4cOHKVOmjPONUkpOhqiorN+Lg23/8eO2cu7ujo3NQbR6vIhIwfTHH38QGRkJ2D57VqpUyeCIxBkoSWyUPHxT+sQTT1ClShU6d+7MP//8w5AhQ/ItQfzHH38wevRo+/asWbMMWTSvXbt2Dq9TnJfVauXs2bOULVvW6FBERETy3KuvvkpoaCjNmjXjiy++MDocx3F3tz29d/o0AJaUFLZt3UrjwEDcXK98TCpfvsgmiEVEpOC6ehTxo48+amAk4kw0J7FR0t+UXplUxLJzJ5veeQfLzp3/Tj4SEXHDb0ofeughtm/fzty5c3n88cfzLezq1auzcuVKPDw8mDp1Kv369cu3um7W2bNnjQ5BiqivvvqKGjVq8NFHH5H63zkLRURECrGzZ88SFhZGamoqR44coUyZMkaH5Fi+vnDffbaXvz/xNWqAv/+/+6pUMTpCERFxQkuXLrV/361bNwMjMZ4pPJzmAwdiCg83OpQiTyOJjeTra3sBWCzEx8SQm+e7atWqRa1atTLt3717Nw0aNMhNpBm0b9+eQ4cOUa1atTy7Zm6cPXuWl19+mW3btnHgwAFKlixpdEhShJw7d45XX32V+Ph4BgwYQK1atWjZsqXRYYmIiOSJb775hpSUFAC6d++OqQjOvSsiIlKYHD16lD179gBQv359qlevzq+//mpwVAaxWjEHB+MVHU1acLBt3S69V8k3GklcxM2bN4+GDRsyatQorFZrjq4RGxubaV9BSRAD9O/fn0WLFvHXX38xfPhwo8ORIiY4ONj+f6Bz585KEIuISJFy9Uil7t27GxiJiIiIQMapJpy+bw4NxXxlbmZzZCSEhhocUNGmJHERdvjwYfr37w/ApEmTeOqpp0hKSrqpa+zcuZOaNWvy9ttv50eIeWLy5Ml4enoC8NFHH7FhwwaDI5KiYvfu3Xz00UcAeHp68v777xsckYiISN45e/Ys69evB8DPz4/777/f4IhERERESeIrrFYICcHq4mLbdHGBkBDbfskXShIXYbVq1WL69On2xwYXL15MUFCQfe7eqCjYs8f22rsXjh71Zu/ef/eFhR2mXbt2XLhwgaFDh7Jo0SIjm5Ot6tWrM3XqVPv2888/z4ULFwyMSIqC1NRU+vXrZx+BP2bMGPzSl/8WEREpAlauXKmpJkRERAoQq9XK888/T9OmTbn//vupXr260SEZJzQUIiIwXVkXyJSaalu7S6OJ842SxEXcoEGDWLFiBcWLFwdgy5YtPPjgg2zdeoxataB+fdtrZKPNtH3tJUY22mzfFxRUlX/+sc3v27x58wI9WfpLL71E06ZNATTthOSJjz76yD4P1D333MPgwYONDUhERCSPaaoJERGRgsVkMvHSSy+xadMmfvjhB6PDMc6VUcRcGUVsp9HE+UpJYifQuXNnNm/eTIUKFQDbNBQdOz5HYmJ6CSuTGEltfmESI4H0/2wegA8NGzbkm2++wcPDw/HB3yCz2cz8+fMzTDuxceNGg6OSwurEiROMGjXKvj179mzccrigpIiISEF05swZwq+sEq6pJkRERAqeYsWKGR2Cca6MIubKKGI7jSbOV0oSO4mGDRuyY8cO7rrrLgDOnfvHfiyIUO4nAoD7iSCIf/+zVa9eg++//55SpUo5NuAcqFGjBlOmTLFvP/fcc5p2QnJkyJAhnD9/HoAXXniBxo0bGxyRiIhI3tJUEyIihcPV00QenRNOYN9XODon3L4vKsroCEXyWPooYnM2KUuzWaOJ84mSxE7ktttuY9u2bTRr1uyqvVbGE0IKtiH8KbgwnhDSRxN/9NFHlC1b1uGx5tSAAQNo0qQJoGknJGdOnz7Npk2bAPDx8clw40FERKSo8PHxsd8EfeyxxwyORkREshIVxVXTRFpJGDSasqeOkTBoNPXrW6lf33ZcieKiYf369Wzbto20tDSjQzFWcrLtlzq7n0NaGhw/bisneapAJIlnzZpF3bp18fLywsvLi4CAAL7//nujwyqSbrnlFtauXUu7du2Bf0cRu2Ibwu9KaobRxOXKlTMs1pwwm8188skn9mkn/vrrL/soGZH/MoWH03zgQExXHrcF2+/8r7/+yksvvcQ777xTqG6SiIjklkYrOY/OnTuzdetWoqOjadiwodHhiIhIFuLisE8Tmd0TwImJtnJS+A0bNozAwED8/PyIj483OhzjuLvbppSIjITISCw7d7LpnXew7Nxp30dEhK2c5ClXowMAqFKlClOmTKFmzZpYrVY+/fRTOnfuzN69e7n77ruNDq/IcXd3Z/z48Xz//b+jiNOTxPDvaOJQgoDC9+hhjRo1eO+993BxceGZZ57R45OSNasVc3AwXtHRpAUHQ5s2cOV3pXTp0sycOdPgAEVEHCt9tJLtw6iVnYzmTo5xdNBoGtEGMOHhAYcPg5+fwcFKnrn11luNDkFEChn7QIt586BtW6PDcRIZP7sX9s/sktnvv//O3r17AahUqRLe3t4GR2QwX1/bC8BiIT4mBvz9QWsF5asCMZK4Y8eOtG/fnpo1a3LHHXcwceJESpYsyY4dO4wOrcgymUyZRhGn++9o4sLohRde4Nlnn1WCWLIXGoo5MhLA9lUT34uIk9NoJRERua6rBlqYg4M1J6iDXO8JYCn8vv76a/v3mgZKjFIgRhJfLTU1la+//pqLFy8SEBCQZZmkpCSSkpLs2wkJCQBYLBYsFkuO604/NzfXKCx1p1hsdyJTMeNC5nleUjHb7lRammOx5H+i1Zl+9gWpfqdtu9WKy6hRmFxcMKWmYnVx4cRzz2HZupVbq1RxSAhO+7PPw7qN+tlJ/ouK+jcRmZICR496s3cvuF551+Ljo5Gs+UujlYqyc+fO8euvv9KoUSPdTBeRm5fVQIs2bQwOqqgrmk8AS0ZLly61f//oo48aGIk4swKTJD5w4AABAQEkJiZSsmRJVqxYQe3atbMsO3nyZMaOHZtpf2hoqH0u2twICwvL9TUKet1nTrjQgagsE8QALqThRxRr9oQSE5uaZZn8kF/tj4yMZPny5QQHB1O8eHGH1n2jnOH3rqDUX27vXh688uYWwJSayq0nTtDpzjup3r8/zZs3d1gszvazz8u6L126lEeRSEGSccoDADegWYYymvIgf109ihgyjlYKRYmAwm7ZsmX06dMHPz8/Zs6cycMPP2x0SCJSWFitEBKCNX2ghdmMKSQEgoLs07ZJ3vtvv5wu42hi9c+F2ZEjR9i3bx8ADRs2pFq1asYGJE6rwCSJa9Wqxb59+4iPj2fZsmX07t2bzZs3Z5koHjFiBEOGDLFvJyQk4OvrS1BQEF5eXjmOwWKxEBYWRuvWrXFz8DwnRtT99z0/8vOftqFaKSkp/Pzzz9xzzz24XhmqVbJ6OZ5u5LhRlfnV/unTpzN+/HgAfvjhB2bMmOGwum+Es/3eGV6/1YrL+PH2N7fpUoDg5GRimjWjffv2+R6GU/7s87ju9KdIpGi5esoDgJas531e5mXeJ5xWwL9THihJnB80WqmoS3+cNSoqigoVKhgcjYgUFlFRkLQqlJoREfZewJSWBhERHJkZinunNuqX84P1xp4Axqr+uTDTVBNSUBSYJHGxYsW4/fbbAahfvz4RERG89957zJkzJ1NZd3d33LNYxdDNzS1Pkh15dZ2CXvdtD1WHh6oDtqTNsTWnubt9Q8PaDvnT/q5duzJmzBguX77MRx99xGOPPUbTpk0dUvfNcJbfO8PrX7fOthrqf7gC9wMUL+7QyfCd6mefx3Ub+XMrCv7++2+GDx/O999/z6VLl7j99ttZsGABDRo0AMBqtfLmm28yb948zp07R+PGjZk1axY1a9Z0YJRWJjGS2vzCJEbSiJboA1D+0miloi0uLo7w8HAAbrvtNvv/dxGRa4mKglp3WNmclPVNxH8GhdD09SAO/2ZSojiPmSzJ+F3nCWBfjhNrSQYy50ikcNBUE1JQFIiF67KSlpaWYd5hkZy6/fbbmTx5sn37ueee4+LFiwZGJIaxWkkaFoLVlPWfPqvJRNKwEC3AIUXeP//8Q+PGjXFzc+P777/n0KFDvPPOO9xyyy32MtOmTeP9999n9uzZ7Ny5kxIlStCmTRsSrx7mm8+yWzxN8slVo5Wy8u9oJf2NLKxWrlxJ6pWnaLp37645iUXkhsTFQZOkay963iQplNOn1T/ktbKV3XnIPYL7iMz29ZB7BGUrK0FcWP3222/89NNPANx///3cdtttxgYkTq1AjCQeMWIE7dq1w8/Pj/Pnz7N48WI2bdrEunXrjA5NiohBgwbxv//9jx9++IE//viDN954gw8++MDosMTBon5Pxn1/FBWyuRNvslr5Z/9xkn9Pxq+m3mhJ0TV16lR8fX1ZsGCBfd/Vc59ZrVZmzJhBcHAwnTt3BuCzzz6jQoUKrFy5kh49ejggymsvnhYXFwf4OCAO56HRSkXf1SOV9DiriNywG5zyYOKEXXy9bCQuLi4GBFk0+flB+G++xMX5ApCSYmHr1m0EBjbG1dX2VJ0W9C3crp5qonv37gZGIlJAksSnTp2iV69exMTE4O3tTd26dVm3bh2tW7c2OjQpIsxmM5988gl169bl8uXLfPjhhzz66KNZTjshRVfceXc6E0E5Tmdb5hTlWXXeHb3PkqJs1apVtGnThu7du7N582ZuvfVWXnrpJfr06QPAn3/+SWxsLK1atbKf4+3tTaNGjdi+fXu2SeKkpKQMTwGlzxttsViwWCw3FFtKCoDbdRdPe/XVV9m+fWa2i5HmlfS4bzT+wly3VzkzD7nvolRSXLZlEtzLsa6cOd9jMvLnXlTrj4uLY8OGDYBtqom6detmef2i2PbCUHdRqd+o2CV/3ehNxO9W/o8ePfbzxRdfZDk9pOSMn9+/SWCLBWJi4vH3d+gMeZKPWrZsybFjx1ixYoWSxGK4ApEknj9/vtEhiBNIn3Zi8ODBgG3aif3791OsWDFjAxOHisaXaHyNDkPEUH/88QezZs1iyJAhjBw5koiICF5++WWKFStG7969iY2NBci0qFWFChXsx7IyefJkxo4dm2l/aGgonp6eNxTb0aPeQNPrLp526NBB2rVrx+uvv47ZnP+zZ4WFheV7HQWh7uEfFichIft+0csrjp9/3sPPPzsmHiN/7kWt/tDQUPtUE/7+/nz//fcOqzsnnOX/XFGr/9KlS3kYSdGyZcsW3nrrLSIjI4mJiWHFihV06dLFfvyZZ57h008/zXBOmzZtWLt2rX377NmzDBo0iG+//Raz2Uy3bt147733KFmyZL7Gbi3mTsMbGGiRTCeWLVtGfHw8y5cvz/e4RIqCBx54gAceeIBZs2ZpFL4YrkAkiUUcZdCgQSxbtoytW7fyxx9/MGLECN555x2jwxIRcai0tDQaNGjApEmTAFvC6Oeff2b27Nn07t07x9cdMWIEQ4YMsW8nJCTg6+tLUFAQXl5eN3SNvXtvbPG0UODHH39k7969hISE5Djm67FYLISFhdG6dWuHL5ZoZN1G1+/Mbc+v+j/88EP798OHD+e+++5zWN03Q793hbv+9CdIJLOLFy9y77338txzz9G1a9csy7Rt2zbDVFD/HY3bs2dPYmJiCAsLw2Kx8Oyzz9K3b18WL16cr7HDjQ20cHf3ICnJdqNh+PDhzJw5M9/jEikqlCCWgkBJYnEq6dNO3HvvvVy+fJmFCxcy+sEHaT50KKZ586BtW6NDFBHJd5UqVaJ27doZ9t11113873//A6BixYoAnDx5kkqVKtnLnDx5knr16mV7XXd39ywfL3Vzc7vhhEPFClYmmkJItWY/7+EEggnjDLdVq0aPHj0ckky5mTYUpbqNrt+Z256X9cfFxbFx40bANv/4/ffff91F64pK2wtb3YW9fiPjLujatWtHu3btrlnG3d3d3gf/1y+//MLatWuJiIigQYMGAHzwwQe0b9+et99+m8qVK+d5zDfL9pRSM3x9fZkwYYLR4YiIyE1SklicTs2aNZk0aRLffvst8z/+mDLdu2OOjiYtOBjatAGt9C0iRVzjxo05fPhwhn2//fYbVatWBWxJpIoVKxIeHm5PCickJLBz50769++fr7H5VUzm1rJRuMRlP+/hfeWi+XrGOzRp3Zpy5crlazwiRcGlS5d4+umnWblyJY899th1E8QiYoxNmzZRvnx5brnlFlq0aMGECRMoW7YsANu3b6d06dL2BDFAq1atMJvN7Ny5k0ceeSTLa+blegHXc/fdtdmwYQNly5alZMmS+TZHdVGYv7sw1m10/UWt7X/99RebNm2iU6dOlClTxqF13yxnrr8otP1mzlWSWJzSyy+/zCuvvIIpNBQiIwEwR0ZCaKgtUSxFRmJiIgsXLqRfv36APhSLALz66qs8+OCDTJo0iccee4xdu3Yxd+5c5s6dC4DJZGLw4MFMmDCBmjVrUq1aNUJCQqhcuXKG+RPzhbs7Lnsi4LRt3kNLSgrbtm6lcWAgbq62ty0u5cvTrUqV/I1DpAjx8/NjwYIFzJkzh8uXLxsdjohkoW3btnTt2pVq1apx9OhRRo4cSbt27di+fTsuLi7ExsZSvnz5DOe4urpSpkyZfF8v4PTp4ri5tcRiyf5xeDe3VPbv30i5cpeJiopi79699mMJCQmcOXOGatWq3VB9N6owz99dmOs2uv6i0valS5eyePFi+vfvz2uvvcaDDz7osLpzypnrL8xtv5n1ApQkFqcUHW0m7rSVWkNC8DS7YEpLxWp24dKQEA5/FoRPOZN9BVkpvM6fP0+XLl3YsGEDv//+O0888RZKFItAw4YNWbFiBSNGjGDcuHFUq1aNGTNm0LNnT3uZYcOGcfHiRfr27cu5c+cIDAxk7dq1eHh45H+Avr62F4DFQnxMDNdbxjs5OZkxY8bw2muv2UddiUhGxYoV04K9IgVUjx497N/XqVOHunXrUqNGDTZt2kTLli1zfN28WC8AoHnzNM6csT3lY7GksHPnTho1aoSbmy2lULYs+Pk1z3Te+fPnCQoK4siRIyxfvpwmTZrkuC3pisL83YWxbqPrL2ptT19TIzU1lb59++J3jQREUWt7Yaq/KLT9ZtYLUJJYnE5UFNSqBU0SQ1l31cJIprRUShyKYESDULZ4tOHwYZQoLsTOnj1L+/bt2blzJwCzZ8+mS5eX8fDwIzEx+/M8PMDHx0FBihjo4Ycf5uGHH872uMlkYty4cYwbN86BUeXM2bNn6dq1K5s3b+bHH38kNDRUiTARESnUqlevjo+PD7///jstW7akYsWKnDp1KkOZlJQUzp49m+08xpA36wUA1KhhewFYLBAXF8/997te9xqTJ08m8sqTmx06dGDp0qV06tTphuu9lsI8f3dhrtvo+otC2w8fPsyBAwcAeOCBB6iR/p/LAXXnhjPXX5jbfjPnmXNUg0ghFhcHiYlWxhNCChkfmUrBhfGEkJhoJS7OoAAl12JiYmjatKk9QVy6dGnCwsIIDPTj8GHbDCORkbBzp4V33tnEzp0W+z7dHBApfM6fP8+vv/4KwObNm+nbty9Wq9XgqEQKhnXr1hEfH290GCJyk6Kjozlz5ox9AdmAgADOnTtnT7gCbNiwgbS0NBo1amRUmNc1duxY2rdvD9jmR+7atSufffaZwVGJGOvrr7+2f9+9e3cDIxHJSElicUpBhHI/EbiSmmG/K6ncTwRBhBoUmeTWX3/9xUMPPcTPP/8MQIUKFdi8eTMBAQGALQF83322l78/1KgRj7//v/uUIBYpfKpWrco333xjnwrj008/ZcqUKQZHVfjFx8eTnJxsdBiSC6dOnaJ9+/aUL1+eAQMGGB2OiFO7cOEC+/btY9++fQD8+eef7Nu3j6ioKC5cuMDQoUPZsWMHf/31F+Hh4XTu3Jnbb7+dNlfWS7nrrrto27Ytffr0YdeuXWzbto2BAwfSo0cPKleubGDLrs3T05OVK1fy5JNPArZH63v37s306dMNjqzwOX36NG+88QYzZ8685jzUUvAtXbrU/v2jjz5qYCQiGSlJLM7HahtFnJrNr38qZsYTwpHffnNwYJJbv/zyC4GBgRw9ehSwLdTzww8/ULduXYMjE5H81qhRowwjk0aOHMmyZcsMjKjwSklJISQkhEqVKvHiiy/y008/GR2S5NCKFStIS0sjOTmZUqVKGR2OiFPbvXs3/v7++Pv7AzBkyBD8/f0ZPXo0Li4u7N+/n06dOnHHHXfw/PPPU79+fX744YcMU0UsWrSIO++8k5YtW9K+fXsCAwPti84WZG5ubnz++ecMHDjQvm/IkCEEBwfryZ8bkJKSwvvvv0/NmjV59913CQsLo2XLlpw4ccLo0CQHfv31V/tUEwEBAdeci1jE0TQnsTgdkyUZP6JwIS3L4y6k4ctxOr7Yj7r3fsRdd93l4AglJ/bs2UObNm2IuzJPSK1atQgLC8M3ffErESnyunfvzsSJExk1ahQATz/9NH5+ftx///0GR1a4nD17ljlz5tjnumzXrh2bNm3i7rvvNjo0uUlXj1R67LHHDIxERJo1a3bNhOi6deuue40yZcqwePHivAzLYcxmM++//z4+Pj6MGTMGgIkTJxIXF8fMmTNxcXG59gWc1ObNmxk0aJA9qZiuZMmSFC9e3KCoJDc01YQUZBpJLE7HWsydhkRwH5HZvhoSwan4eFq2bMmRI0eMDlmuw2q18tJLL9kTxP7+/vzwww9KEIs4oREjRtC7d28AEhMT6dSpE1FRUQZHVbiUL1+ehQsX2rfj4uJo2bIlhw8fNi4ouWmnTp1i06ZNANSoUcM+elFExCgmk4k333yT999/375vzpw5zJ8/38CoCqbo6Gh69OhBs2bNMiSIe/bsSaNGjVizZg233HKLgRFKTl2dJNZUE1LQKEksTikaX/ZyX7avv6kC2BZAa9GiBX/++afBEcu1mEwmli1bRtWqVQkMDGTjxo2UK1fO6LBExAAmk4k5c+bQpEkTAE6ePMnDDz9MQkKCwZEVXBcvXuTcuXMZ9rVv3569e/dy++23A7afY4sWLezT+UjBlz7VBNhGKplMJoMjEhGxGTRoEF988QWurq507dqV5557zuiQCpQPP/yQWrVq8dVXX9n3NWjQgO3bt7NgwQJGjBhB2bJlDYxQcuq/U01oUJMUNEoSi2Tj9ttrAra7uO+9957B0cj1VKlShc2bN7Nu3Tq8vb2NDkdEDOTu7s7y5cvtCc4yZcqQkpJicFQF008//USDBg145plnMj0Gfffdd/Pmm29y7733AnDixAlatGjBsWPHjAjVoUzh4TQfOBBTeLjRoeSYppoQkYKsZ8+ebNy4kUWLFuHqqlkwr+bq6sqlS5cA8PHxYd68eezcuZMHHnggy/Lnzp2jS5cu/KY1dQq8smXLMm3aNBo2bKi+WQokJYnF6fj4gIfHtct4eMBXX82kdu3a9OzZk7ffftsxwckNW7Vqlf3NU7qqVavi6elpUEQiUpCULVuW1atXM2jQIEJDQylTpozRIRUoVquVDz/8kEaNGvHrr7/yzTffMGvWrEzlSpUqxffff2+fjzgqKooWLVoQHR3t6JAdx2rFHByMV3Q05uBgKISLKv13qol69eoZGo+ISFYCAwPx+M8Hs4MHDzrdgmz/vUnbp08fGjZsyKBBg/jtt9944YUXMJuzTt0kJCTQtm1bvvnmG5o1a8avv/7qiJAlh8qVK8fQoUPZtWsXr7zyitHhiGSiW3bidPz84PBhuDJ9LSkpFrZu3UZgYGNcXd0AWyLZz8+HLVu2ULp0aS2kUMBMnz6dIUOG0KZNG1atWkWxYsWMDklECqBatWplmPdQbM6cOcNzzz3HqlWr7Pvq1atHy5Ytsyzv4+NDeHg4TZs25fDhw/zxxx9MmDCB2bNnOypkxwoNxRwZCWD7GhoKbdoYHNTNWb58uX2qiccee0xTTYhIoXD06FFatWpF8eLFCQ0NtT8RVFRduHCBSZMm8c8//2S4Uevi4sK2bdtwc3O77jWSkpK4fPkyYJsqsWnTpoSHh3PPPffkW9ySN9Q3S0GkkcTilPz84L77bC9/f6hRIx5//3/3+fnZypUtWzZTgvj333+3L5AmjmW1WnnzzTcZMmQIYFsF+uq5ukREruf06dP88MMPRodhmE2bNnHvvfdmSBC/8sor7Nixg1q1amV7XoUKFQgPD6dGjRp06NCBGTNmOCBaA1itEBKC9Urfb3VxgZCQQjeaWCuni0hh9OKLLxIbG8uff/5JYGAgP/30k9Eh5Qur1cqSJUu48847mTx5MrNnz2bnzp0ZytxIghhsI1M3bNhgX5z01KlTNG/evMj+7EQkfylJLHITfvnlFx566CFat27N2bNnjQ7HqaSlpTF48GDGjRtn3zd+/HieeuopA6MSkcLk0KFDNGrUiPbt27N//36jw3GolJQUQkJCaNGiBX///TdgGyH87bffMmPGDNzd3a97jVtvvZUffviB5cuXZ3o8uMgIDYWICEypqQC2rxERtv2FhNVqpW3btvj7+3P77bdrqgkRKTQ+/fRT+wjYkydP0rRp0yJ3Y3f//v00b96cJ554wt4fFytWLFfvS8qWLUt4eDgNGzYEIC4ujhYtWrBnz548iVnyxttvv82ePXsyTS8iUpAoSSxyg6xWKz179iQ2NpZ9+/bRpk0b4uPjjQ7LKaSkpPDcc89leGz8vffeIzg4WI/piMgNe+utt/jzzz+5cOECDz/8MLGxsUaH5BDnz5+nadOmTJgwwf7BpEWLFvz00088/PDDN3WtSpUqZZri58SJE5w7dy6vwjXOlVHE/HeKqUI2mthkMjF06FD27NnD7t271U+KSKFRuXJltmzZQkBAAADx8fEEBQXx3XffERUFe/bYXnv3wtGj3uzd++++qCiDg7+Of/75h0GDBuHv78/mzZvt+zt06MDBgwfp06dPrq5/yy23EBYWZv/ZnT17lpYtW7Jr165cXVfyxqFDhxg6dCj169enR48eRocjki0liUVukMlk4ssvv6RChQoA7N69m3bt2nH+/HmDIyvakpKSeOyxx/j0008BMJvNLFy4kJdfftngyESksJk5cyYNGjQA4Pjx43Tu3DnTAphFUcmSJalSpQpgm+dw8uTJhIaGUrly5Vxf+9ixYzz00EO0bdu20PeHp76wjSLmyihiuyujiU99UXhGE6fz9vY2OgQRkZuSnuxs27YtAImJiXTqNJDbb0+lfn2oXx8aNXLjtdea0aiRm31frVoFM1GcmprKvHnzuOOOO/jwww/t88XffvvtrF69mtWrV+fZ3Mve3t6sW7eOwMBAAM6dO0fr1q3Zvn17nlxfcu7qaaAefPBBAyMRuTYliUVuQq1atQgPD8fHxweA7du38/DDDztFksEIFy9epGPHjqxYsQKwPYr19ddf07t3b4MjE5HCyNPTk1WrVuHr6wvArl276N27t/0DW1FlMpmYM2cOzZs3Z+vWrbzxxht5siCr1Wqle/fu/PHHH+zcuZP27dtz8eLFPIjY8aKOWYnqHUJqNm+NUzET1TuEqGOFYzSxiEhhVqJECb755hv7iMu0tFuwWP7tt1qynoPUpiXr7fsSE/9dmLwgWbVqFX379rWvaePp6cmkSZP4+eef6dChQ57XV6pUKdauXUuzZs0ASEhIYN68ebm6ZkEZxW0KD6f5wIGYwsMdU2EeWrp0qf37bt26GRiJyLUpSSxyk+6++27Wr1/PLbfcAsCWLVvo3LkziYmJBkdW9EyYMIGwsDDA9oZq9erVdO3a1eCoRKQwq1SpEqtXr6ZkyZIALFu2jJCQEIOjylsHDhxg/fr1GfaVLl2aDRs28MADD+RZPSaTiY8//pgyZcoAsHXrVjp16mRfZb0wOROTTBVrFC5kfcPAhTRutR7nTEyygyO7Obt27WL//v2a71BECr1ixYrxxRdf0L9///8csTKJkdTmFyYxEijYf+86d+5s73t79OjB4cOHGTFixA2tBZBTJUqU4LvvvqNVq1Y88sgjzJkzJ8fXioqyjdI2fBS31Yo5OBiv6GjMwcGFZgoosE01cejQIQAaN25sf7pLpCBSklgkB+69915CQ0Px8vICYP369XTt2pWkpCSDIytaQkJCaNKkCaVLlyYsLIzWrVsbHZKIFAF169ZlyZIlmM22t0GTJk1i4cKFxgaVB6xWKx999BENGzakR48e9gVx8lPdunUJCwuzT2uwYcMGHnnkkUJ349RazJ2GRHAfkdm+GhKBtVj+fajPC8OHD+fee+/lrrvu4vTp00aHIyKSKy4uLsycOZMXXvh3vt4gQrmfCADuJ4IgCs5UQBaLhdWrV2fYZzabmT17Nps2beLLL790WILQ09OTb7/9liVLluDm5pbj68TF2UZppzNsFHdoKObISADb10K0oOzVU010797dwEhErk9JYpEcatCgAWvXrrWPRvv+++95/PHHSf3vXIaSY+lvbn744QfN3SQieapDhw7MmDHDvt23b98MC8kUNmfOnOGRRx5hwIABJCUlcebMGSZMmOCQuu+77z7WrVtHqVKlAFi3bh3du3cnOblgj7r9r2h82ct92b7+pmCP/ImNjWXLli0ApKWl2afGEhEpzEwm01Wjia2MJ4QUbFNPpODCeEJIH01s5Nz469ev595776Vjx46Z3k/ce++9NG3a1OExeXh4ZFps9siRI6xbty6HVzRoFPeVhWWtV6bKshayBWWvnmri0UcfNTASketTklgkFwICAvjuu+/w9PQEoH79+nkyz6Oz+u2334j6z7NKXl5e3HPPPQZFJCJF2aBBgxg4cCBgG/2zZs0agyPKmS1btlCvXj2++eYb+76XX36Z6dOnOyyGRo0asWbNGkqUKAHA6tWreeKJJ0hJSbnhaxSUOQ8Lq+XLl9vn1+7evTsmk8ngiERE8lb6KGJXbINyXEnNMJq4WbOmeHl5cffdd9O2bVv69OnDuHHjOHDgQL7FdOzYMbp160br1q355ZdfAHjllVcK5LQ/f/zxBy1atKBTp06sWrXqps83YhR3VBQcmWlbWNZ0ZTCW6cqCskdmhhb49wYHDx7MMNXErbfeanBEItfmanQAIoVdkyZNWLVqFfv27eO1114zOpxCa9++fQQFBXHLLbewZcsWKlSoYHRIIuIEpk+fzp9//knLli0ZPHiw0eHclJSUFMaPH8+ECRPsycGyZcuyYMECOnbs6PB4AgMD+fbbb2nfvj2JiYksX76cp59+mi+++OK6N1DT5zz895FWN6BZhjIeHnD4MPj55Uf0hd/Vj7M+9thjBkYiIpIf/h1FnJ4khn9HE4cSBNhGE189ByzAHXfcQZ06dezbBw8e5Mknn8TX1zfLV5UqVa47Z3BSUhLjx4/nrbfeyjDFUqNGjfjggw8K5I26999/n+joaMC2eNpXX311E+u9ZPz5Z/y5509bo6Kg1h1WNidl/e/+z6AQmr4exOHfTAX2vYH6ZilslCQWyQMtW7akZcuWRodRKERF/TtnVUqKbaTYwoX7GTJkCBcuVOH06Thef/11Pv/8c2MDFRGn4OrqyqpVq+zzExcWUVFR9OzZk61bt9r3NW/enM8//9zQUSrNmzfnm2++oWPHjiQnJ1O+fPkb+tn+d87DrKTPeVhQPwgaKTY21v54c82aNalbt67BEYmI5K2rR7Fe7erRxP80vJ9z5y5w/PjxDIlbX1/fDOf8+eef7N+/n/3792dbX/ny5fH19WXbtm0ZEsZ///033333HSEhIZw6dSpD+alTp9KrV68C+57i7bff5vTp0yxevJiUlBQee+wxFi1axOOPP37dc//787/65x5Km3yJNy4OmiRd+9+9SVIocXFtCux7g6uTxN26dTMwEpEboySxSD5Zv3493333He+++26BvJNshGuPFLN9uDWZkhg2rHAteCQihVtWH+aOHTuGnwGfOLK6kbZ3L7heecfm4wOVK6fQvHlz/vjjD8C2sM+4ceMYPnx4gZjyKCgoiOXLl7Nt2zYmTpyoPtABli9fbn+0+bHHHtPPXESKFJ+yViaaQki1mnEhLdPxVMxMNIVQ/uud+FU1YbVaOXPmDMePHycqKirT1HVnz57F1dX1mlMinTp1iuTkZHuCOL1/njBhAStWLAduBW7FxcWVxx9/nBEj+nDPPV552ew85+rqymeffYabmxuffvopqampPPnkk6SkpNCzZ89rnHkjo7jzod+x2upNJft/9/GEgDX/RjPnhtVqZfLkySxdupSzZ89qqgkpFJQkFskHa9asoWvXriQlJZGWlsaMGTP0gY0bGylmtbpjsRTs1eNFpGj77rvv6NGjByNHjuT11193WL3/vZHWks28z8u8zPuE0wpIn3LBlbfeeotu3bpRtWpVvvzySwICAhwW543o0KEDHTp0yPH5LVmfqe35ycfH9rO9Vh/l4WErVxBdvSiOVk4XkaLGr2Iyt5aNwiUuc6IQwIU0/H2O41IxGXDHZDLh4+ODj48P/v7+mcr36tWLnj17cvLkSY4fP57pFR0dzfHjxylXrhzw3/45+MrLJjUVFi+G5csLx5RILi4ufPLJJ7i5ufHxxx+TlpbG008/TUpKCr17987ynBsZxU0+jCY2WZLxIyrLBDHY/t19OU6sxfbvXtCYTCY6depEp06dCuQc1SJZUZJYJB8kJCRgsVgA29xP7u7uTJ06VYliEZEC7o8//qBTp4GkpdVk5MivsVr98fDIPJo3Pz4EZryRlnEF8Ua0BEz2KRe6du3K/Pnz6dq1K6VLl877YPLBrl27WL16NWPHjr1Of5h12/OTn5/tw/2/o7gtbN26jcDAxri6ugH59++eWzExMWzZsgWwzbupqSZEpMhxd8dlTwScPg2AJSWFbVu30jgwELcrnbNL+fJwnXmEr+bi4kLlypWpXLkyjRo1yrJM+nz/RW1KJLPZzJw5c3Bzc2PWrFlYrVaeffZZLBYLL7zwQoayNzqK26ds3o/mtRZzpyERlON0tmVOUZ5VxQpegvi/lAeQwkJJYpF80KNHD5KSknj22WexWq289dZbuLu7M378eKNDExGRa3B1rY7ZfIS0NNtbpFGjMpcpViyNvXsvUbt2yXyLI6sVxP87599zzz2Xb/XntW3bttGuXTvOnz9PSkrKNaehuJG25wc/v38/3FssEBMTj78/uLnle9W5oqkmRMQp+PraXgAWC/ExMeT3H+ns5hZ29NMu+cFsNjNz5kyKFSvGe++9h9VqpU+fPtSrV48GDRrYy93sKO68cuHCBcLCthNNa6Lxvf4JIpInlCQWySe9e/cmOTmZvn37AjBhwgTc3d0JDg6+zpnOoyi8wRKRoiUuDlJSrv32KDnZzNKlGxgzppN938GDB2ncuDHFixenePHieHp62r//7+vdd9/NMPp37969REREcPLkrUAHjFhBPL/99ttvnD9/HoDJkyfj4eHB6NGjsyhZ9Nqe3+rUqcPjjz/O6tWrNdWEiEi+c/zTLvnFZDIxffp03NzcePvttwkODs6QIAbyZRR3dk6fPs2qVatYsWIF69evJympNtA619c1wldffYXVauXhhx+mZMn8G1QgkteUJBbJR3369CEpKYlBgwYBEBISgru7O0OHDrWXMYWH03zgQEzz5kHbtkaFaoCi8wZLRJyP+38+DF28eJH4+Hji4+Ove+5bb72VYXvNmjVXbiD6Ax0MWUE8vz377LNcvnyZAQMGAPDmm2/i7u7O8OHDM5Qrim3Pb02aNKFJkyZcvnwZDw8Po8MRESnSjHraJb+YTCamTZtGy5YtadMmm3bk4yjuY8eOsXz5clauXMnWrVvtU3wUZlarlTFjxvDrr7/i6enJiRMn8Pb2NjoskRuS9fMTIpJnBg4cyNtvv23fHjZsGO+9955tw2rFHByMV3Q05uBgcKIJ7bN6gyUiUlhUqVIlw7bZbKZWrVr4+flRrlw5SpQoke1jqsWLF8+wffny5au2/h1Je7X0EbVQePuJl156ienTp9u333jjDfu2jw94uF+77R7u1gK7cFxBULx4cU01ISKSrzL2U0WhbwZborht27aZ+pC//vor3+uePXs2Q4YMYcuWLRkSxJUqVeKpp9rh5pZ6zfNdXCyULVuwfv4///wzv/76KwD169dXglgKFSWJRRzgtddeY+LEiVdtv8eqVdEcmRmKOTISAHNkJEdmhrJnj20F3aKtaL7BEhHncffdd2fYbtCgAb/++ivHjh3j1KlTXLhwgZSUFJKSkjh37hwnTpzg6NGj/Pzzz5mSxN26dWP+/PkMHz7cfgPNlYwfijKuIF54DR48mClTpti3hwwZwkcffYSfHxybd+22H5sXmu8LAlmtVo4cOcKXX35JRESEViMXERG7//bRRaVvzsqmTZuoXbs248aNy/W1UlNT+eGHHxgyZEimxPMjjzxi/75WrVq88cYb7Nixg+joaD7/fCK//+5CZCRERsLOnRbeeWcTs2btwtX1fuA+UlNrsHLl+7mOMS99/fXX9u81DZQUNppuQsRBRo4cSVJSEpMmfYHJ9BudO5vZSdcM8y7+MyiERgTh4WHi8OHCsTrujfjqq6+oU6cOPj618fCAJonZP068xaONRoqJSIGRm7nTTSYTxYoVo1ixYtccReLv74+/vz97Iq10ndqIVLJfQXw8IWAt3PPzDh8+nMTERMaMGQPAgAEDKObmxgvz5oHZDFk9amo2U/6DEHgqCPJ4tOzmzZvZuHEjO3fuZNeuXZw9e9Z+LCEhgffee69AjtA9deoUW7ZsoX379nh6ehodjohIEZdxzvx0RXHu/BMnTvDwww9z+fJl3nzzTSwWC+PGjbupvjAxMZHw8HBWrFjBqlWrOH1lTuMqVaowZMgQe7kGDRrwzjvv0K5dO+66665M18lqUdn27RtTvPgAnnnmGQBeffVVqlevTseOHXPe6DxitVpZunQpYHsf2K1bN4MjErk5Gkks4kBjxoxhyZL1WCwu17wTnZhoWzypKNi4cSNPPfUUAQEB/PprKId/tbK8dghWc8bHia1mF5bXDuHwr9YikxwXkcIu49zp+f20g49XMlWJyjJBDLYVxP04jo9Xcr7G4QijR49mxIgR9u1B/fqR8scfWSeIwbb/+HFIznnbk5KSOHDgQKb9H374IWPHjmXt2rUZEsQAH3zwAa+++mqBHFG8dOlSunfvTrly5fjqq6+MDkdErmPLli107NiRypUrYzKZWLlyZYbjVquV0aNHU6lSJYoXL06rVq04cuRIhjJnz56lZ8+eeHl5Ufr/7N13WBTX1wfw71IELGClGeyxa+xYsCPYC/beYosYldeYYCyxJLbEGFvUaGyxGzVq/CmIXREVNfYaFRsgKoIFWOC8f5AdWQELbAH2+3keHt3ZmTn3Lrt7mDN37uTNi4EDB+LFixcG7IVpKlgQaG357qtdWlv6ZZuBLs7Ozpg6daryeNq0afjmm2/emwufP3+OdevWoUuXLihUqBBat26N5cuXKwViAPjrr7+0tjEzM4OPj0+qBeJ36du3L7799lsASZ+d7t2749y5cx+1D324ePEirl27BgBwc3ODs7OzkVtE9HFYJCYyIJVKheLFiyM7zzmZ3PXr19GxY0fEx8cjKioKu3fvRpGrfsh1+RRUidp/YKkSE5Dr8ikUuZr9LtciyuxmzJgBlUqFUaNGKctiYmIwfPhwFChQALlz50bHjh0RFhZmvEYagaHnTi/yqRXiA0/hyh/BuPJHMC6uCsIfo5fg4qogZVnCiVMo8mnG7yBubCqVCt9//z18fHygUqmwcNkyWJw9C801peqgIBz86Seog4KUZTh16oPvnq6ZNuKPP/7AiBEjUKtWLeTJkwfVq1dHTEyM1rqurq7K/zUHtUOHDlVGTP3yyy/w8fHJdIVizeWsr169Qvny5Y3cGiJ6n5cvX+Kzzz7DwoULU31+1qxZmDdvHhYvXoygoCDkypULnp6eWt9ZPXv2xKVLl+Dv749du3bh8OHDGDx4sKG6YLKKuAi2lJsAUaVePhGVGbaUm4AiLpkrT2TE6NGjsWDBAuXxrFmz3pkLv/vuOxQqVAg9e/bE5s2btU5e2NjYoEOHDli9ejW2bdumszZOmTIFXbt2BZD0+WrdujUePHigs/2nh2YUMQB06dLFiC0hSh9ON0FkBG/fvV1De16rrHuXXAB48uQJWrVqhWfPngEAWrRogR9nzwbq1Xvn5cSYMAHw0P3lxESUulOnTmHJkiWoXLmy1vLRo0fj77//xubNm2FnZwdvb294eXnh2LFjRmqpYRQsCFhbAzEx2peVJr+c1NpapbfRQoVru6Bw7aQ7iKvVatyye4QyLavCUgd3EM9sVCoVfvzxR3Tt2hW1atVKWpjOu6fHxMQoU0akNm1EcufOnUPt2rWVx+3bt8cnn3wCV1dXFCtWDCqVCmq1GpaWlliwYAFEBDt37sSECROQP3/+DPdbFx4+fIgjR44AAMqWLYuKFSsauUVE9D4tWrRAixYtUn1ORDB37lyMHz8e7dq1AwCsXr0aDg4O2L59O7p164YrV65gz549OHXqFGrUqAEg6WqHli1b4scff+SIRX2Ki4NVWAggqV/topJEWIX/d7XLB57MzAqGDx8OS0tLDBkyBAAwd+5cxMTEoFKlSkqe1HBxcYFarVYe58+fH23btkX79u3RrFkzvUyLZGZmhhUrVuDu3bs4ceIEHjx4gDZt2uDw4cPInTu3zuO9j4goJ3A51QRlVSwSExmaJBUesvOck3FxcejYsSNu3rwJAKhYsSI2bNgAi8TEpLvyfcjlxNnoDyyizOrFixfo2bMnfvvtN0ybNk1Z/vz5cyxfvhzr1q1DkyZNAAArVqxAuXLlcOLECa0CW3ZTpAhw7RoQu8MPn45IOXf69fl+sGrryWlxdESlUr0pECcTHh6e5jaxsbF48eIFChQooCyLjo5Gy5Yt3xmrTJkycHV1TXGgWqpUKZQqVSrF+k2bNkWlSpUwe/Zs7N+/P9MUiAHgzz//VEZzde7cOVPOmUxEH+727dsIDQ2Fu/ubue/t7Ozg6uqKwMBAdOvWDYGBgcibN69SIAYAd3d3mJmZISgoSOsGYKRjVlZJV7P8N22COj4ex44eRT03N1ha/FdSsbfPlscvgwcPhoWFBT7//HOICBYvXgwAKF68uNZJjzZt2qB48eJo06YNOnToADc3N1hY6L/cZGNjg7/++guurq64c+cOzp49i6VLl2rNe2woFy5cUKaaqF+/PpycnAzeBqKMYpGYyMBU6jgUec+cky64h1B1HICs94eGiGDIkCE4dOgQAMDBwQG7du2Cra1t0gom+gcWUWY0fPhwtGrVCu7u7lpF4uDgYKjVaq2D1bJly6JIkSIIDAxMs0gcGxuL2NhY5XFUVBSApBGxyUeXfAzNdundPj2cHAXmK7+FmJtDlfBmahwxN0fJld8iYXBjqNX6L8oZo++ZIf66devwxRdf4KuvvlLm5Dx58iROnTqFU6dO4Z9//kG/fv20LoPNmzcvihcvjtu3bwNImjaiZs2aqFmzJmrVqoUaNWogX758KfqWFs3zPXv2RLdu3WBtbW3Q1+F9r33yy1k7dOig07aZ6vvO2LGzS3xjtT2rCw0NBZD0d3NyDg4OynOhoaGwt7fXet7CwgL58+dX1klNdsnNRo/v6Jj081/c548eQV2xovbVLgZojzH63rt3b6hUKnz++edI/G+wz7Zt27T+TsyXLx+uXr2qnLQUEZ23Ma2+58uXD9u3b0fDhg0xdOhQDB8+XC+vz/te+w0bNij/79ixI3NzNomfHfr+MduySExkYJLDCjVxCoXwOM11wmGPzVl0SquZM2di5cqVAABra2vs2LEDRYsWfbOCi0u6LycmIt3ZsGEDzpw5g1OnUk59Exoaihw5ciBv3rxay5MfrKZm+vTpmDx5corlfn5+Gb7M0N/fP0Pbf4xCZ8+ibnBwiuWqhASogoNx4ocf8LhqVYO1x5B9N3b8CxcuYOLEiRAR/PDDD5gzZw6io6NTrLdv3z7s3r1ba1nbtm1hYWGB0qVLw97eXjlQVavVCAwMTFd7Uut7XFwcDh06BHd3d72P4E0t/tOnT5VpXz755BPcvXsXISEhBoltSMaMb8p9z2j8V69e6bAlpAvZJTczvnFj58+fH2PGjMGqVauQL18+5MiRI0UeNpS0+j537lzky5cPe/bsMUr8Tz75BN27d0dgYCDy5Mmjl9fHlN/zxo6flfv+MbmZRWIiI7gPF9yHyzvXGT78c+zf/2OKIk1m9ueff2rdrX716tWpXkZMRMZ17949jBw5Ev7+/rC2ttbZfn19fbUu74uKioKLiws8PDzeXE3wkdRqNfz9/dGsWTPDzMsrAvOpUyFmZlClMjWOmJmh9q5dSBg3Tu9zpxu875kgfrNmzRAcHIzt27enOcqtTJkyqFu3Llq0aKFVpH3fdBMfI62+x8TEoFOnTvDz84OVlRWmT5+ul0Lxu177hQsXKlNN9O3bF61atTJYbEMwZnxT7ruu4mtGqdLHcfxvhGpYWJjWJephYWGoUqWKss7bU/HEx8fj6dOnyvapyRa5mfEzReyWLVti0qRJWarv8fHxOpv24kPiDxo0SCex0hNbn0w5fnbo+8fk5kxRJJ4+fTq2bt2Kq1evwsbGBnXr1sXMmTNRpkwZYzeNSOfe3BTpXWu9xtmzfqhfvz727NmDwoULG6p5GRIaGgqVSgURwbRp09C5c2djN4mIUhEcHIzw8HBUq1ZNWZaQkIDDhw9jwYIF2Lt3L+Li4hAZGal1oiosLOydB6JWVlawSmW6GEtLywz/UaWLfXyQ2Fjg/v00505XJSZC9eABzESAHDn03x4YsO+ZIL6lpSU2btyIHj164M8//0ShQoXg6uqq/NSsWdOgJ0/f7rufnx/8/PwAAHPmzIG5uTlmzpyptxHFqb32f/75p/L/bt266e13Y0rvu8wUO6vHz4432TSE4sWLw9HREQEBAUpROCoqCkFBQRg2bBgAoE6dOoiMjERwcDCqV68OANi/fz8SExPh6uqa5r6zRW5m/EwV29jxPzT2sWPH0KdPH/z11186vcFrVug742ev2BmN/zHbZYoi8aFDhzB8+HDUrFkT8fHxGDduHDw8PHD58mXkypXL2M0j0inNTZEiIpIex8ercfToMbi51YOFhSUuXbqEUaN64enTe7h48R66du2KI0eOZImb0gwfPhxFixbF7t27MW7cOGM3h4jS0LRpU1y4cEFrWf/+/VG2bFl8/fXXcHFxgaWlJQICApQ7M1+7dg0hISGoU6eOMZpsOCZ8c5rMIkeOHFi3bh22bNmCTp06IYeBivEfolWrVli6dCkGDx4MAJg9ezYA6LVQnNyDBw+UqSbKlSuHChUq6D0mEenGixcvlJs6A0k3qzt37hzy58+PIkWKYNSoUZg2bRo+/fRTFC9eHBMmTICzszPat28PIOkz37x5cwwaNAiLFy+GWq2Gt7c3unXrBmdnZyP1iihzOnToEDw8PBAXF4dWrVohKCjonQMdiChJpigSvz1nzMqVK2Fvb4/g4GA0aNDASK0i0p8iRZJ+gKT7Gzx69FyZlrdatQqoXXsTPD098ezZMyxZsiRLFIg1WrdujdatWxu7GUT0Dnny5EkxoiJXrlwoUKCAsnzgwIHw8fFB/vz5YWtrixEjRqBOnTpp3rQuW+Hc6UanUqmQK1euTJn/Bg0apNykFUgqFKtUKsyYMUPv7bWwsMD48eOxadMmdO7cOVO+PkSUutOnT6Nx48bKY80UEH379sXKlSsxduxYvHz5EoMHD0ZkZCTc3NywZ88erWmh1q5dC29vbzRt2hRmZmbo2LEj5s2bZ/C+EGV2NWvWROXKlXH69GmEhISgbdu2OHjwYIbn4U7NlStXsHnzZnTu3BnlypXT+f6JDClTFInf9vz5cwBJk6OnRh93aNVsn/xfQ8oOd0zMqvEzY9+LFSuGQ4cO4d69eyhdurTe2pbRvickJOD06dPvvMRNn/Eziu+7rN133kFdv37++WflADQ2Nhaenp5YtGiRsZtFlCloRhJrCsWzZs2CSqXS2xzFGg4ODpgyZQomT57M70CiLKZRo0bKfOKpUalUmDJlCqZMmZLmOvnz58e6dev00TyibCVnzpzYsWMHXF1dce/ePZw6dQp9+vTBpk2bYGZmptNYa9euxffff49JkyZhzZo16NWrl073T2RIma5InJiYiFGjRqFevXppzhujzzu0ArxjoqnGz6x9T35X1Pj4ePzzzz/KPGT6jv0+v//+O3bt2oX+/fujdevW6T4wzqyvfXaPbez4GY3NO6jr1sGDB7UeW1tbY+HChVi4cKFxGkSUyQ0ePBgigqFDhwJImnICgN4LxUBSMSkzTcNBRESU2Tg5OWHXrl2oV68eXrx4gT///BPjxo3DjBkzdBZDRLBp0yYAgJmZGdzd3XW2byJjyHRF4uHDh+PixYs4evRomuvo4w6tAO+YaKrxs0rfRQSff/451qxZg++++w6+vr4ZPgjNSN+XLl2KHTt2AABWrVqFkSNHomzZsgaLrwt832XtvvMO6kRkbEOGDIGIKDeWmjlzJkqWLKm3u5sTERHRh6tcuTI2btyINm3aIDExETNnzsSnn36KgQMH6mT/58+fx40bNwAADRo04LzHlOVlqiKxt7c3du3ahcOHD+OTTz5Jcz193qFVl/vJarFNPX5m7/vff/+NNWvWAAC+++47hIeHY968eTA3N9d77Lf5+flh5MiRyuNFixahUqVKBouva3zfZc2+8w7qRJQZaEYSDxs2DI0aNUKPHj0yvE9VQAAae3tD9dtvQPPmAJLu2VGvXj18+umnGd4/ERGRqWjZsiXmzZsHb29vAEl5u1ixYmjatGmG960ZRQwAXbp0yfD+iIxNt5OxpJOIwNvbG9u2bcP+/ftRvHhxYzeJKNNp2bIlZs2apTxetGgRunTpgpiYGIO24/Lly+jcuTMSEhIAAGPGjOGIKSIiMmlDhw7Ftm3bsGvXLuTKlStjOxOB2fjxsL1/H2bjxwMiePDgAfr374/SpUuja9euumk0ERGRiRg+fDi+/PJLAElTOHbq1AlPnz7N0D5FBJs3bwaQNNWEl5dXhttJZGyZokg8fPhw/PHHH1i3bh3y5MmD0NBQhIaG4vXr18ZuGlGmoVKp8NVXX2H16tWwsEi6CGDr1q3w9PREZGRk+vapGakUEPBB6z9+/BitW7dWLvNv166dTud0IiIiyqrat2+fokAcHR39zhtVpcrPD2bBwQCQ9K+fH7Zs2aI8Xb58+Qy3lYiIyNTMmTMHrVq1gpWVFRYtWoT8+fNnaH///POPMtVEw4YN4eDgoItmEhlVpigS//rrr3j+/DkaNWoEJycn5Wfjxo3GbhpRptO7d2/s3LlTORA9fPgw6tevjwcPHnzcjlIZqfQuMTExaN++PW7fvg0AqFq1KtauXauT6S6IiIiym9DQUNSqVQsTJ0788EKxCDBhAuS/3Crm5sCECdic7HLWzp0766O5RERE2Zq5uTk2bNiAI0eOoHv37hnen2YUMcCpJij7yBRFYhFJ9adfv37GbhpRptS8eXMcOHAAhQoVAgBcvHgRderUwZUrVz58J6mMVEqLiGDgwIE4fvw4AMDZ2VmrUE1ERERvxMTEoEmTJrh69SqmTZuGSZMmfVih2M8POHUKqv+mdFIlJACnTiHXf/m3QoUKHElMRESUTrlz50bNmjUzvB8RUeYj5lQTlJ1kiiIxEX28mjVr4tixY8oc3vfu3cPXX3/9YRunMVIprdHEt27dwq5duwAAOXPmxM6dO1G4cOGMd4KIiCgbsra2xhdffKE8njp16vsLxf/lZrx1hU6iSoWp//2fo4iJiIh0a8WKFZg6dep710s+VeM///yDmzdvAgAaNWoEe3t7fTeTyCBYJCbKwj799FMcP34cVapUQfny5bFy5coP2zCNkUppjSYuVaoUjh8/jhIlSmDdunWoVq2ajnpARESUPXl7e2P+/PnK46lTp+K7775Le4P/cjP+y80aZiKoBcADLBITERHp0oQJEzBgwABMnDgRf/zxR9orvjVV46elSmH9+vXo0KEDevXqZbgGE+mZhbEbQEQZ4+joiEOHDiE6OvrDJt9PPlIp+YGoZjSxhwegUqXYrEKFCrh8+TKsrKx02HoiIqLsy9vbGyKi3FF9ypQpUKlUKYvFmtxsZgYkJqbYTwKAn2xsUL5cOf03moiIyETky5dP+f/AgQNRtGhR1K9fP+WKb03VmOvYMXTr1g3dunUzVFOJDIIjiYmyAVtb2xTTP0RERGDhwoUpL21NY6QS3hpNHBkZmWJbFoiJiIg+zogRI/DLL78ojydPnozJkydrrxQXB4SEpFogBgBzAEXNzZPWIyIiIp0YPXo0hg4dCgCIi4tD+/btlWkkFB85VSNRVsYiMVE29PLlS7Ru3Rre3t4YPnw4EjQF4eQjlVJjZgZMmIDnkZGoV68eBg0ahDgekBIREWXIl19+qVUo/u6777QLxVZWSSdqg4OB4GCog4Jw8Kef0LdSJVQDUA1A6I4dSesRERGRTqhUKsybNw8eHh4AgKdPn6JVq1Z4+vTpm5U+cqpGoqyMRWKibGjv3r0ICgoCAPz666/o0qULYmJi3jtSCYmJkJAQ9OzcGZcvX8by5cvh7e1twJYTERFlT19++SXmzp2rPH7w4IH2FTsuLkC1akk/VaviecmSaDpmDFzatoVZ9er4tHFjwzeaiIgom7O0tMSmTZtQoUIFAMD169fh5eWVNFgqrZvKmpkh8dtvOZqYsh3OSUyUDXl5eWH16tUYMGAA4uPjsXXrVnh6euKvv/5C3lOngMePAQDq+HgcO3oU9dzcYGlhARHB+Hnz8Pfq1QCA/PnzY+zYscbsChERUbYxcuRIiAguX76MxYsXQ5XKPQCS6969O/r06fPmiiAiIiLSOTs7O+zatQuurq4IDw/HoUOHMHjwYKzo1g2qU6dSrG+WmJh09Y+fH+DpaYQWE+kHi8RE2VTv3r1hb2+Pjh074uXLlzh8+DDq16+PPXv2oHC1akkrqdV4/ugRULUqYGmJ+fPm4Yf/CsSWlpbYtm0bSpUqZcReEBERZS+jRo2CiKQoEIeEABERSf+Pjwdu3bLD2bOAhQUAmKNgQaBIEYM3l4iIyCQUK1YMO3bsQKNGjRATE4NVq1Zh6t4D+ERlBpWkvBI3ESqox06AVRo3fifKijjdBFE25unpiQMHDqBQoUIAgIsXL6JOnTq4cuVKinX//vtvjB49Wnm8bNkyNGjQwGBtJSIiMhVvF4j37LmMkiXjUb06UL064Opqif/7v0ZwdbVUlpUpk1RIJiIiIv1wdXXFmjVrAACFC1ZFjtDYVAvEAGAGwbPz9xByk/fwoeyDI4mJsrmaNWvi2LFj8PT0xO3bt3HvHuDqOgy//PILKlQoj1u37LBp0w0MGjQdiYmfAYjAuHG90adPH2M3nYiIKNs7d+4cunYdjfj4A+9cLyYmaaQxRxMTERHpT6dOnfD777/D3r45arSORyE8TnPdcNhjR7QVmJopu2CRmMgEfPrppzh+/Djc3Qfg0qU/ER1tgwEDNM82+u/fowAAM7M4DBrErwYiIiJDOHr0KKKinhu7GURERPSf/v3748wZ4D6A+3AxdnOIDIbTTRCZCEdHRyxatAmAzTvXS0zMgadP+dVARERkCN7e3hg5cpSxm0FEREREJo6VICITkjt3bmM3gYiIiN7CKZ6IiIiIyNhYJCYiIiIiIiIiIiIyYSwSExEREREREREREZkwFomJiIiIiIiIiIiITBiLxERERERERlSwIGBt/e51rK2T1iMiIiL9Y24mU2Rh7AYQEREREZmyIkWAa9eAiIikx/Hxahw9egxubvVgYWEJIOkgtEgRIzaSiIjIhDA3kylikZjIhGjOhsbEpL0Oz4YSEREZXpEibw401Wrg0aPnqFoVsLQ0bruIiIhMFXMzmRpON0FkQjRnQ4ODk36CgtT46aeDCApSK8uuXePZUCIiIiIiQ/vuu++gUqm0fsqWLas8HxMTg+HDh6NAgQLInTs3OnbsiLCwMCO2mIiIshOOJCYyMTwbSkRERESUOVWoUAH79u1THltYvDlkHz16NP7++29s3rwZdnZ28Pb2hpeXF44dO2aMphIRUTbDIjERERERERFRJmBhYQFHR8cUy58/f47ly5dj3bp1aNKkCQBgxYoVKFeuHE6cOIHatWsbuqlERJTNsEhMRERERERElAncuHEDzs7OsLa2Rp06dTB9+nQUKVIEwcHBUKvVcHd3V9YtW7YsihQpgsDAwDSLxLGxsYiNjVUeR0VFAQDUajXUanW62qjZLr3bZ5Qpx2ff2XdjMOX42aHvH7NttigSiwiANwkvvdRqNV69eoWoqChYGvjae2PGNvX47Ltp9t3Y8dn3jMfWfOdrcgBlPrrIz/yssO+m1ndjx2ffTbPvuorP3Jwxrq6uWLlyJcqUKYNHjx5h8uTJqF+/Pi5evIjQ0FDkyJEDefPm1drGwcEBoaGhae5z+vTpmDx5corl27dvR86cOTPU3r/++itD22eUKcdn342HfTfN+Fm5769evQLwYbk5WxSJo6OjAQAuLi5GbgkRERladHQ07OzsjN0MSgXzMxGRaWJuTp8WLVoo/69cuTJcXV1RtGhRbNq0CTY2Nunap6+vL3x8fJTHDx48QPny5fH5559nuL1ERJR1fEhuzhZFYmdnZ9y7dw958uSBSqVK936ioqLg4uKCe/fuwdbWVoctzNyxTT0++26afTd2fPY947FFBNHR0XB2dtZh60iXdJGf+Vlh302t78aOz76bZt91FZ+5Wbfy5s2L0qVL4+bNm2jWrBni4uIQGRmpNZo4LCws1TmMNaysrGBlZaU8zp07N3NzFo7PvrPvptZ3Y8fPDn3/mNycLYrEZmZm+OSTT3S2P1tbW6P88o0d29Tjs++m2Xdjx2ffMxabo5QyN13mZ35W2HfGN53Yxo5vyn3XRXzmZt158eIFbt26hd69e6N69eqwtLREQEAAOnbsCAC4du0aQkJCUKdOnQ/eJ3Nz9ojPvrPvjG86sXUR/0Nzc7YoEhMRERERERFlZWPGjEGbNm1QtGhRPHz4EJMmTYK5uTm6d+8OOzs7DBw4ED4+PsifPz9sbW0xYsQI1KlTJ82b1hEREX0MFomJiIiIiIiIjOz+/fvo3r07njx5gkKFCsHNzQ0nTpxAoUKFAAA///wzzMzM0LFjR8TGxsLT0xOLFi0ycquJiCi7YJE4GSsrK0yaNElrziZTiG3q8dl30+y7seOz78brO2Utxn6/mPJnhX03zfjsu2n2PTPEJ2DDhg3vfN7a2hoLFy7EwoULDdSi1Bn7vWLK8dl39t0YTDm+qfVdJSJikEhERERERERERERElOmYGbsBRERERERERERERGQ8LBITERERERERERERmTAWiYmIiIiIiIiIiIhMGIvERERERERERERERCaMRWIiE3b+/HnEx8cbuxlERET0H+ZmIiKizIW5mUwFi8SUqSQmJhq7CQYnIu98rC9TpkxBlSpVcOjQISQkJBgk5rsk77ehXoPMwtT6S0RZiynmZsA4+Tmz5WaA+ZmIKLMyxfzM3JyEuZn0hUXiZNL6kjXFN6Gx+mxmlvSWnDhxIo4dO2aUNgCG639iYiJUKhUAIC4uDgCUx/o2ceJEeHh4oF+/fjhw4IDRE56m3yIClUplMn/0JCQkKH0/f/48IiMjjdIOU/yeo6yBufkNU8/NQPbPz5ktNwPMzwDzM9HbmJvfMGafM0t+Zm42POZm5mZ9YZH4PyKifMnOnz8fI0aMwJAhQxAeHm6wol1mdOTIERw/flzvcZJ/qW3btg3ff/89zM3N9R43LZrf+YsXL/QWI/l77scff0S/fv3Qrl07nDt3Tkl6+qJWqwEAe/bsQdmyZdG3b1+jJbzkv/sNGzagTZs2iI+Ph5mZmcGSnbGS6p07d9C0aVMAwPbt29GiRQvcunXLKG1RqVQ4ceIENm/eDMCwiU8T68mTJwaLSVkDc3PqTDU3A9k7P2em3AwYPz8b84CX+Zm5mdLG3Jw6Q+VmIPPlZ+ZmwzF2bn67DYbE3AytWPrKzywSQ/uM1KRJkzBx4kQ8fvwY+/btQ61atQx6Vs7YZ4A0bziVSoWAgAA0bNgQT58+Vb4c9UXzhb9+/Xo8fPgQixcvRu3atfUa831mzZoFX19fvew7+XtuxowZmDZtGgoVKoS7d+/Cw8MDmzdvxsuXL/UW29LSUnns7++PcuXKGSXhJSYmKr/7/fv3Y//+/dizZw+GDx9usGSXvA1Hjx7FiRMnEBQUpNeYGi9fvsT9+/dRpkwZeHl5Yfbs2ahevbpBYicnIkhISMD48eOxatUqAIYb0a45+/3333+jffv22LNnj0HiUubH3PwGc7O27JifM1Nu1rTHmPnZmLkZYH5mbqa0MDe/YazcDGTO/MzcrH/Gzs1vt4HHztn02FlIERYWJn379pWTJ0+KiIharZaWLVuKk5OTHD58WK+xX79+rfX4zJkzsmnTJvn7778lJCREWZ6YmKjXdmjcv39flixZIj/88IPB4t64cUOKFCkiKpVKfvrpJxFJ+h0Yy/Lly6VgwYJy+fJlvcW4c+eODB48WOv91a9fP3FycpLVq1fLixcv9BZ7165dcvz4ceVx06ZNxdnZWfz9/SU+Pl5vcVPj4+Mj1atXlyFDhkitWrXE0dFRevbsqfz+ExIS9BI3+ft69OjRUrBgQXF2dpZ8+fJJ//795eHDh3qJm9z8+fNFpVJJsWLFlGX66m9aNK9DUFCQFChQQP7880+Dxt++fbvY2NjIjBkztN6TRCLMzckxNyfJzvk5M+VmEePk58yQm0WYn5mb6V2Ym98wRm4WyXz5mbnZcHjsbLq5WUT/+ZlF4v8sW7ZMbG1tpUaNGnL16lWt51q2bCnOzs5y5MgRvcT+/vvv5csvv5THjx+LiMi2bdvEyspKKleuLJaWluLm5iZz587VS+zU3L17V1Qqldja2srMmTP1FuftBPr69WvZvn27VK5cWapXr64sN8QX79ttSUxMlOvXr0vdunVl+fLlemnHmjVrRKVSSdmyZeXUqVNaz/Xv31+cnZ1lzZo1EhUVpdO4IiJXr14VBwcH6du3r1ZsTcLbt2+fwRKen5+fFCxYUPmCS0hIkDlz5kiVKlWkV69eekt2yX/np06dklKlSklgYKD8888/4ufnJwUKFJDWrVvr5Y8NTey4uDg5evSo/PTTT1K1alX57LPP5Pnz5yKi/z/y3n7PJyQkSGRkpPTo0UOGDRsmiYmJBkm4YWFhUr16dZkxY8Y720emibn5DVPMzam1Jzvn58yUm0WMk5+NmZuTxzf1/MzcTO/C3PyGoXKzSObKz8zNppWbRXjsnBlys4hh8jOLxP8JCwuTpk2bioWFhRw9elREtD9Ybdq0EZVKJefOndN57CVLlohKpZJx48bJlStXxNXVVRYvXiyvXr2SixcvyvDhw6VatWoyb948ncdOy+LFiyVHjhzSv39/efXqlc73//YHKDY2VkSSPvi7d++WokWLStOmTZXnDfXF+/aXmre3txQvXjzFGev0SO1Lo127dqJSqWT16tUSFxen9dzAgQNFpVLJ//73vwzHTu1LY9OmTVKxYkUZMGCAVsJzd3cXFxcX2bVrl0G+6P744w9xdnaWiIgIZVlUVJRMnDhRcubMKZ9//rny2ujj4GT58uXSo0cPGTp0qNbya9euSe7cueWbb77RaTxNH/z9/eXbb7+Vs2fPiojI+fPnpXLlylK5cmWt96G/v79ERkbqtA0aQUFBKc58rlq1SmxsbOT8+fNa7dWXGzduSOHChZWDicTERB6EkoK5WZup5maR7JmfM3NuFjFufjZ0bhZhfk6OuZnehblZm75zs0jmzc/MzaaVm0V47GwKx84mWSRO6wMcHh4utWrVknLlysmNGzdERPuXPGbMGL194WrOjI0ePVq8vLwkLCxMee727dsyZMgQady4sXLW1BB+/fVXUalUej0rOnPmTOnQoYPUrl1bFi1aJHfu3BERkd27d0vp0qXFw8NDWVffX7xLliyRTp06yb59+5Qv1idPnkj16tVl0aJFIqKbD/3bl6t4enqKo6NjqperfP/99zp9z2nOtGls2bJFypUrJwMGDJDg4GBleZUqVaRt27Y6i6uR2ut3+PBhKVu2rPj5+WktDwkJkcKFC0vp0qVl4MCBevnshYaGSvfu3SVfvnzSoUMHZXlMTIyIiMyePVuqVKkiT5480emX759//inW1tYybdo0rT+gL1y4oCS706dPy9dffy3FihWT+/fv6yy2SNLv4cmTJ9KnTx9RqVTSu3dvWbNmjfJ8586dpWvXrnqd7kTj7t27UqxYMVm1apWyTPNZ37t3r+zatUvvbaDMgbn5w5habhbJ/vnZ2LlZJHPlZ2PlZhHmZw3mZtJgbv4whsjNIpkrPzM3JzGV3CzCY2dj52YRw+RnkysSJ/+yPH/+vJw5c0brTfT48WOpXr26VKhQIdWEJ6LbM3PJ971q1SpRqVRibm4up0+f1lrv9OnTolKp5MCBAzqLnTz+hQsXJCAgQLZt26b1vGbOl1mzZunkg5789Z80aZLkz59fRo4cKQMHDpT8+fNLjx49lL7//fffUr58ealatWqG436I2bNnS8+ePSVHjhzSo0cPmTdvniQkJEjXrl2le/fuOomR3stV0vueO378uFy7dk1ERH7++Wfx9vaW27dva62zadMmKVSokPTu3Vsr4enzD4sZM2bIoUOHRCQp2VSrVk1at24tFy5cUNa5deuWdOrUSaZOnSpVq1ZVRipkRGp9On36tPTr108sLS3ljz/+0Hpu0aJFUrlyZYmOjs5wbI3Lly9LsWLFZMmSJak+f+3aNXF1dRUXFxcpUaJEiu8CXXr58qUEBQVJy5YtpUqVKlKtWjXx9/eXCRMmSIsWLZTvQF1J/h2i+V28ePFCGjVqJI0bN5aLFy9qrT9q1Chp0aKFQRIuGRdzc+rxmZuTZLf8nFlzs4hx8nNmyM0ippufmZspLczNqcc3VG4Wydz5mbk5e+dmkcyRn001N4sYLz+bVJE4+Zt8woQJUqJECSlRooTkzp1bVqxYIU+fPhURkYiICKlRo4ZUrlxZrly5YtA2bty4UVQqlQwbNkwePXqkLH/8+LGUK1cuxRmjjNC86bZu3SqffPKJVKpUSfLmzSseHh5y/vx55fWaP3++WFlZyeTJk3UW++7du/LNN99IQECAsmzv3r1SvXp16devn7x8+VJev34tmzdvlu7du+v8i/dd+zt06JCMHj1aChcuLK1bt1YuXdm5c+dHxzHm5Sq3b98WV1dXadOmjTx69Eh+//13KVCggPj6+ipnnTW+++47yZs3r3Tu3FkuXbqkLNfHGcioqChp27atmJmZKcnr0qVL4uzsLB4eHvLTTz/Jvn37xN3dXbp37y5Pnz6VPHnyyJw5czIUN/lrGhISIhcvXlSW3b59W/r06aOclXv58qWEhoaKu7u7tGjRIsN/6CW/DOR///uflC5dWuuPjtT2HxgYKKGhoRmK+3YbRJL+2Nq7d6+cOnVK+UP/6dOncvHiRenQoYPUrVtXXF1dlUv5dB3f399fRo0aJc2aNZPFixdLaGiohISEiJOTk3h4eMiCBQtk586d8sUXX4idnZ3WHz+UPTE3azPl3CyS/fNzZs3NIsbJz8bMzSLMz8zNlBbmZm3GzM0ixs/PzM1vmEJuFuGxsykfO5tUkVhj8uTJ4uTkpCSOXr16ia2trcyaNUuePXsmIkkJr0iRItKrVy+dx0/+pr9586acOHFCjh07pgzT//3330WlUsngwYPlyJEjcvv2bfH19ZW8efNq3bFVF/z9/SVfvnyybNkyEUm6O6xKpZImTZpIcHCw0s5Zs2ZJ/vz55cmTJxmO+ddff4lKpRJ7e3utRCeS9CWQI0cO5cxv8gnIdZXsku9nx44dsmrVKuXMVPJJ0Z88eSIjR44ULy8vUalUMmTIkHS3w1iXqyxdulQaN24sXbt2lejoaNm4caM4OjrK119/rfVF+/PPP0vDhg2lb9++evujIvmXeUhIiPTp00dy5MihnBW9cuWKdOrUScqWLSslS5aUhg0bKvN61alTRzZs2JDuNiSPPWHCBKlcubI4OTlJtWrV5Mcff5SXL1/K5cuXlUtIihQpIv369ZMGDRooc2ql53V59eqVxMTEyN27d5W+bNmyRRwcHJS5kpK/x48fPy5BQUHp7mdaNP3fsmWLFC5cWIoVKyZFixaVMmXKpLixyN69e2XGjBni4OAg//zzj07bsXXrVsmTJ48MHTpUJkyYIIULFxYPDw+JjY2VGzduSLt27aRMmTJSsmRJcXNz08tcdpR5MTe/YYq5+e19Zef8nBlys4jx87OxcrMI83NyzM30LszNbxgjN4sYPz8zN5tWbn47No+dTe/Y2SSKxMkvHbhw4YK4u7srZ7a2b98u+fLlUyZBnzVrljIJeGRkpF7OCGnedH/++aeULVtWSpUqJbVr15bKlSsrcypp5lpSqVTSuXNnqV+/vjJJd0bcvn1b/vrrLxFJmvB+1KhRMmnSJBER+ffff6VEiRLSr18/KVGihNSuXVtOnz6tfMA1Z4w/lmZ7zb8PHjyQ4cOHi0qlkpUrV4qI9oe9QoUKMnv27HTF+tC2iIh8/fXX4uzsLHXr1pVChQqJp6ennDlzJsUX2qtXr+SXX34Ra2vrDz5DbuzLVZJ/sa9YsULq1asnXbt2laioKFm/fr04OTnJ2LFjJSgoSOLi4sTLy0s2b96sbKePhKf5Q0kT4969e9KrVy/JkSOHHD58WEREoqOj5cmTJ3L37l1lO19fX3F2dk7x+qXHDz/8IA4ODvL3339LfHy8NG3aVIoWLap8oV+6dEkGDBggpUqV0jr7qvlD9GNcvnxZvLy8pGLFimJhYSFVqlSRyZMnS1hYmBQsWFBGjRqVYptRo0bJ9OnTU9yIISM0n62goCDJkyePLF68WO7fvy8HDx6UXr16ibW1tdY8Xxq6vvFGSEiIVK5cWX799VcRSXof5MmTR8aOHat8z8bFxUlUVJTcv39f53cmpsyHufkNU8/Nydshkn3zc2bMzSLGz8+GzM0izM/JMTfT25ib3zBGbhbJXPmZudl0c7MIj51N9dg52xeJNZcOtG3bVm7duiUxMTGybNkyiY2NlcOHD4uzs7PMnz9fRES6dOkiefPmlYkTJ2q9yBlNeJovjpcvXyrLDh06JLlz55YlS5ZIbGys7Ny5U1QqlcyZM0frchaVSiVTpkzRyR0aHzx4IAULFpRy5crJ2rVrRUTEz89PLl26JM+ePZOaNWvK559/LiIi+/fvF5VKJdWrV8/QGYn169dL//795dq1a1pzozx69Ej69OkjNjY2WmdEnz9/LiVKlJDFixenO+aH+Omnn8TZ2VmZs2b9+vWiUqmkfv36cubMGeV3kDxp1K9f/4NuRpBZLld5V8LbvHmzVKpUSRwdHaV06dJSoUIF5QtRH3fk3Lhxo+TMmVP5Q0ET4+7du9KuXTvJmTOnVrIXETl79qy0adNGnJ2d5cyZM+mKmzxBRUZGSqNGjWT16tUikvTez5Mnj3ImXPOa//PPPzJo0CApV65cirnGPtT58+fFzs5Ohg8fLsuWLZOtW7dKu3btxNzcXDp27Chr166VAgUKyPDhw+XevXty6dIlZdSDri7Vu3PnjvI6x8fHy7Jly6Rx48Zaf8g8evRIevToIVWrVk1xcw9dvw9CQkKkatWq8uLFC7l+/boULlxYBg0apDwfGBiYYtQAZV/MzW8wN2vL7vk5M+VmEePkZ2PlZhHm57cxN1NyzM1vGCM3i2Te/MzcnP1zswiPnTNLbhYxbn7O9kVikaRLB5o0aSJdunSRe/fuKcsHDRok/fv3V848eHt7S9WqVaVevXo6n2z+9OnTUrJkSeWMzsyZM2X48OEikvQGKFKkiPJYRJQ2/fHHH3L58mWdtOXAgQNiZmYmNWvWlLZt28r69euV57Zu3So1atRQJtvevXu3tG3bVqpWrSq3bt1KV7znz59LyZIlpVChQlKpUiUZOHCgrFixQnn+5cuX0r17d7G2tpaRI0fKzJkzpXXr1lKxYkWts6O6sHfvXqW/kZGRMnToUGWi9T///FPy5s0rP/30k5QsWVLq168vp0+fTvEeqFmzpnL2+H0yy+UqaSW8p0+fyvXr12XdunWyePFi5fXW1QiAt8+AnzhxQjw9PaV48eJy9epVrec2bdqknP0/f/681n4WLlyorP+x9u7dK7NmzVIuQYmMjJSqVatKeHi4+Pn5Se7cuZUzc69evZLFixcrZ7DPnTsngwcPFgcHB9m+fftHxQ0PD5eqVavKN998k2L5ggULJE+ePNK6dWvZsWOHODo6irOzs5QsWVLKlCmT7oT+tpiYGKldu7YUK1ZMeQ/MmTNH8uXLp1waqFm+a9cucXFx0ek8ci9fvpTHjx/L/v375f79+xIZGSn379+XwoULy/79+6VkyZIyaNAg5T3wzz//SLdu3XTWf8oamJuTmHJuFjHN/Gys3Cxi/PxsrNwswvzM3Ewfgrk5iaFzs0jmys/MzaaVm0V47Mxj5zeydZH47Q96/fr1pUuXLsqbuUGDBloJpkOHDnLu3LlUz4Slh+aXeO7cOcmTJ4/WEPlBgwbJwIED5cGDB/LJJ5/I4MGDlXibN2+WH3/8US+X7AwYMECqVKkiHTt2lMaNGytnhn799VcpXLiwMhn3uHHjZOLEiRlqQ3x8vPj6+srixYslODhYZs+eLXnz5pXu3bsrlwU8fvxYRo8eLSqVSjp16iQbN25UzmDpKtkdPXpUVCqV1KhRQzkTHBAQIKGhoXL27FkpWbKk/PLLLyIisnr1alGpVFK+fHnlfSKSdLmBlZXVe+eZyYyXqyRv0++//y5ubm7StWtX+ffff7We19X7LfkZ8OR3Nj179qy0aNEixZfqkSNHZPDgwTJnzhyd/c5///13KVy4sAwbNkzrBgd169aV+vXri62trTKfmEjSWdmGDRtqzd10+vRpGTFihNy8efOjYp85c0YqVqwoFy5cUF5Tze/12bNnMm3aNMmTJ4/s2bNHHj9+LP7+/nL8+HGtG25kVGJiohw5ckQqVqwoVapUkcTERLl165aUL19e5syZoyQ7kaQ7wpYoUUJn8zldu3ZN+vTpI2XLlhVra2uxs7OTHj16yIULF2Ts2LHKZz05X19fqVmzpjx8+FAnbaDMjbk5JVPMzSKmnZ8NnZtFjJ+fjZmbRUw7PzM30/swN6dkyNwsknnyM3NzElPJzSI8duaxs7ZsXSQWSfnF07BhQ+nSpYtERETIggULxMzMTLp37y5Vq1aV8uXL6+zSgeRV/pw5c6a40+Gvv/4qnTp1EicnJ+VSlcTERImLi5Nhw4bJqFGjdDqviSZ5/P3339KvXz/Zu3eveHl5SYMGDWTbtm3y7NkzKVy4sJQsWVLq1asndnZ2OpnLaffu3ZInTx4lQbx+/VomTJigXJIzc+ZM2b17t4wePVpy584tx44d02qvLmzfvl1UKpU0aNBA2rRpo/VlNm/ePGnSpImEh4eLSNKcVsOHD5du3bppffk/e/bsg7+IMtvlKm/v+/fff5cGDRpIr169tEYI6EJqZ8B///135flr166Jp6enODo6yr59++TSpUvSoUMHGTZsmLJORpPd+vXrJWfOnLJx40blEgxN///++28pW7as1K9fX1n/xYsX0rJlS2nUqFGKhJ+e9+GKFSvE2tpaefz27/XWrVtiZ2cn06dP/+h9f4yEhAQJDAyUMmXKSM2aNUVE5Ntvv5VKlSrJrFmzJDQ0VKKjo+Xrr7+WUqVKKfO6ZcQ///wjTk5OMnToUFm5cqVcuXJFvv76aylZsqSULVtWZs+eLX369JFSpUqJv7+/bNmyRUaPHi158uThjXBMDHNzElPOzSLMz4bKzSLGz8/Gzs0ippufmZvpQzE3JzFWbhbJHPmZudl0crOI8fOzqeZmkcybn7N9kVgk5ReP5ozQo0ePZMmSJdKlSxcZMmSIcqmKrs4MhYSESMGCBaVLly5ay5csWSLdu3eXSpUqSaFChZSJr6Ojo2XcuHHi5OSU7ssE3o6/detWrWXh4eFStmxZWbBggYSHh4uXl5fUq1dPdu7cKWFhYTJmzBjx9fXV2aU6IiJffPGFfPHFF8rj8uXLS/v27eX//u//pHnz5qJSqWTGjBnSq1cvyZs3r3J3Vl3q3bu3NGzYULy8vLTm1vH19ZXSpUvLo0eP5Pnz59K6dWtZsGCBsl163wvGvFzlQ9q0fPlycXV1leXLl6d4LiPSOgPerVs3mTVrlqjVarl06ZIMHjxYVCqVlCxZUj777DPls5fRdoSHh0ujRo20fociSZ+tM2fOyN9//y3Tp0+X8uXLS40aNaRDhw7i5uYmlStX1tnn/8iRI2JtbS1btmxJc52qVasqIyR09do/evRIAgMDtZbFxcVJUFCQFC9eXBo0aCAiSXeorVixolhbW0vt2rWlUKFCOrlURfOHva+vb4o/VtavXy+1atUSV1dX+e2336R///5iZ2cnlSpVEnd3d53fCZayBubmN0w1N4swPxsiN4sYNz9nhtwsYpr5mbmZPhZz8xvGyM0imSM/Mzdn/9wskjnysynmZpHMnZ9NokgskvalA6GhoSLy5gymLi+jvH37tjKP0dGjR0Uk6Q6ROXPmlIsXL8r9+/elWLFiUq1aNSldurS0aNFCnJycdPKmCwkJkQIFCohKpZKWLVvKxo0blUtAduzYIfXr15fw8HDlLpKNGjWSzZs3ZzhuapYtWyb16tWTp0+fKnNXac5S3bt3TzZu3ChqtVpevHgh7dq1k8KFC+vsbLDmbNYff/whgwYNkhMnToiXl5fUr19fSfBOTk7i5OQkJUqUkEqVKuns7pjGuFzlY9rUqlUradeunc5jvOsMeM2aNWXmzJly9epV+eeffyQwMFDpvy4+e+Hh4VK+fHmtSfMXLVoknTp1EpVKJZ9++qlUrlxZAgMDZcSIETJy5Ej58ccfldi6aMO9e/fE3t5e2rZtq3WzheR3O65bt66sWbMmw7E0kn/eGzVqJL6+vhIQEKB8zk6ePCmVKlWSevXqiUhSUly+fLls3bo1xQ0h0hu/YMGC0rlzZ2VZYmKi1uu5ePFiKVCggCxdulRERG7cuCEvXrzgndJNHHOzaeZmEebntNqjr9wsYrz8nBlys4jp5WfmZkov5mbj5WYRHjuLMDfz2Dn75mZN/Mycn02mSCyS8ounfv360rt3b+XSAX1csnD9+nVp3ry5tG3bVgYNGiT29vayd+9e5flHjx7J+vXrxdfXV9auXat8CWbUnTt3pEaNGlKnTh2pVq2afP7551K0aFFZsmSJbNy4UVq3bi27d+8WEZFLly6Ju7u7tG7dWm93SKxZs6aoVCpp2LChPHnyJNV11Gq1REREyIMHDzIUa//+/Vpz5oiIPHz4UAoXLiy///67PHr0SLy8vMTNzU127dolT58+lXnz5smiRYt0fkBiyMtVPrZNX3zxhXTr1k1iY2N1HuNdZ8CbNWsmKpVKVq1apTyvq2QfHh4un3zyiXz++ecSEBAgHTt2lEqVKsmwYcNk7969smnTJilVqpT8/PPPKbbV5R8cf/75p+TIkUN69+4tFy9e1Hpu/PjxUqxYMZ0kGI07d+5IlSpVpEyZMlKjRg3p27evWFtbS5UqVaR3796yceNG2bRpk5QsWVKaNWum8++65H/YHzlyROu55LHc3NykQ4cOImLYkyOUuTE3m0ZuFmF+/pD26DM3a/Zv6PycWXKziGnlZ+ZmygjmZuPlZhEeO4swN/PYOUl2y80imT8/m1SRWMRwlw4kd+3aNWnWrJnY2NjIjz/+qCzXx13Ck7t+/bp4eXlJ+/btZevWrbJt2zZp1KiRtG/fXlQqlbi6uipfdFevXtXLl6/mNV2zZo1UrFhRTp8+rbVc1/bv36/c7dPT01N+/fVXuXDhgogkDdtv06aNREdHy8WLF6Vjx47SsGFDZUJ+DV1/AI3xnnufx48fS7169ZTXRtfedQb8/v37sn79er29//ft2yd2dnZSokQJ+eyzzyQgIEAiIiJEJOlMZJUqVWT8+PF6ia0RHx8vixcvFgsLCylTpowMGDBAvv32W+nRo4fky5dPL3civXHjhnTo0EHatWsnJ06ckLt378r69eulXr16UqtWLcmZM6dUqlRJVCqVtG/fXkR0+/7T/GHv6empleySx2jUqJH07NlTZzEp+2Buzt65WYT5+UPoOzeLGC8/Z4bcLGJ6+Zm5mTKCudmwuVmEx84izM08ds7+uVkkc+dnkysSixju0oHkbt68KR4eHtKiRYs03wT6cPXqVWnRooV4eHjItWvX5MWLFxIYGCitW7dWhuwb4sv2/v374uTkpPcJx2/cuCENGjSQJk2aSKNGjWTEiBFSoEABmTt3rsyZM0eaNGmivP6XLl2SRo0aad2pV1+M8Z57n9evX+t1/x96BlwfwsPDUx1d8PTpU2nQoIEsWbJEL3HfprlEq0KFClKvXj354osvtO5Oq2tXr14VT09PadasmZw8eVJZ/uzZM1m9erWMGzdOqlatqpdEK6Kd7DSXCookXS507949adGihaxcuVJEjHeChDIv5ubsm5tFmJ8/lL5zs4jx8nNmyc0ippWfmZspI5ibDZ+bRXjszNzMY+fsnptFMm9+NskisYjhLh1ILq03gSHienh4iIeHh0Hjvm3evHlSoEABuXTpkl7jXLt2Tby8vKRNmzbi7+8ve/bsES8vL2nRooVyJkhzxvP27dvKfDf6Zoz3nDEYY4TahwgPD5dWrVqJq6urQS/XiI+PV/puiPfa9evXxdPTUzw9PeXgwYMpnjfESIzUzop+/fXX8tlnnxl1qhXK/JibDc9QuVmE+dnYMmN+NlZuFjGt/MzcTBnB3GwcPHZmbjYmHjsnMcVjZ5MtEosY5tKBt12/fl1at24ttWvXTnE3RX3HTe3NZ0g3b96UPn36GOTDfvXqVWnevLl4eHjIlStXJD4+Xi5duiQDBw6Uc+fOiYj2F6+hkp0x3nPGYsgRau/y+PFjmT59urRq1Upq1qyp87sxv0/y95mhkn3yz/uxY8cMEjOt+GfOnJGZM2dK7ty5lc8e0bswNxuWIXOzCPNzZpAZ8rOxc7OI6eVn5mbKCOZmw+OxM3OzMRg7P5tabn47fmbIzyZdJBYxzKUDb7ty5Yp06tRJ7t69a9C4xkq0yRnyrqTJzwQfPnxY6zlDJbbUGOM9ZyyGHKGWlrNnz0rr1q1l5MiROr+5QmZm7M+7Jr69vb1YWloqZ8WJPgRzs2EZ+o7hzM/GZ+z8bKq5WcS4n3nmZsoI5mbD47Ezc7OhmWp+NvZnPjPlZ5MvEhuLsS6XMFaiNRbNWZnmzZsb9UywqTL0CLW0PHv2zOBFkMzA2J/3q1evStu2bVPcpZYos2JuNhzmZ+PKDPnZVHOziHE/88zNlNUwNxsOc7NxZYbcLGK6+dnYn/nMkp9VIiIgkxIXF4ccOXIYuxkGc+PGDYwePRphYWFYvnw5KleubOwmmRQRgUqlQkJCAszNzTNFW0yJsT/varUalpaWRotPlFUY+7NqDMzPxpVZ8rMp5mbAuJ955maiD8PczNxsaJklNydviykx9mc+M+RnFonJJFy5cgXLli3D7NmzYWZmZuzmEBEREZifiYiIMhvmZiLTxSIxmZzExEQmOyIiokyG+ZmIiChzYW4mMi0sEhMRERERERERERGZMJ4SIiIiIiIiIiIiIjJhLBITERERERERERERmTAWiYmIiIiIiIiIiIhMGIvERERERERERERERCaMRWIiIiIiIiIiIiIiE8YiMREREREREREREZEJY5GYiIiIiIiIiIiIyISxSExERERERERERERkwlgkJiIiIiIiIiIiIjJhLBITERERERERERERmTAWiYmIiIiIiIiIiIhMGIvERERERERERERERCaMRWIiIiIiIiIiIiIiE8YiMREREREREREREZEJY5GYiIiIiIiIiIiIyISxSExERERERERERERkwlgkJiIiIiIiIiIiIjJhLBITERERERERERERmTAWiYmIiIiIiIiIiIhMGIvERERERERERERERCaMRWIiIiIiIiIiIiIiE8YiMREREREREREREZEJY5GYiIiIiIiIiIiIyISxSExERERERERERERkwlgkJiIiIiIiIiIiIjJhLBITERERERERERERmTAWiYmIiIiIiIiIiIhMGIvERERERERERERERCaMRWIiIiIiIiIiIiIiE8YiMREREREREREREZEJY5GYiIiIiIiIiIiIyISxSExERERERERERERkwlgkJiIiIiIiIiIiIjJhLBITERERERERERERmTAWiYmIiIiIiIiIiIhMGIvERERERERERERERCaMRWIiIiIiIiIiIiIiE8YiMREREREREREREZEJY5GYiIiIiIiIiIiIyISxSExERERERERERERkwlgkJiIiIiIiIiIiIjJhLBITERERERERERERmTAWiYmIiIiIiIiIiIhMGIvERERERERERERERCaMRWIiIiIiIiIiIiIiE8YiMREREREREREREZEJY5GYiIiIiIiIiIiIyISxSExERERERERERERkwlgkJiIiIiIiIiIiIjJhLBITERERERERERERmTAWiYmIiIiIiIiIiIhMGIvERERERERERERERCaMRWIiIiIiIiIiIiIiE8YiMREREREREREREZEJY5GYiIiIiIiIiIiIyISxSExERERERERERERkwlgkJiIiIiIiIiIiIjJhLBITERERERERERERmTAWiYmIiIiIiIiIyOR8++23UKlUaNasmbGbQmR0LBITEREREREREWUTd+/eRc6cOaFSqaBSqRAaGvpR258/fx6TJk1C3bp1UbRoUdjY2CBPnjwoU6YM+vbti127diEhISHFdkWLFlVivutn1KhROuppxp05cwYAUK1aNSO35I1Xr17hf//7H6ZNmwYvLy+t1/W7774zdvMoG7MwdgOIiIiIiIiIiEg3fHx88Pr1a+XxuXPn0Lx58/du9/DhQ4wZMwbr16/XWp43b15ER0fj+vXruH79OlavXo3y5ctjy5YtKFeuHAAgIiICISEhAIB8+fIhR44cacapX79+erqlF2fPngWQuYrEJ0+eRMuWLY3dDDJBLBITEREREREREWUDAQEB2Lp1K9zc3PDixQucO3fug4rEly9fhru7Ox49egRra2v06dMHn3/+OSpWrAgbGxskJibiwoULWL9+PebPn4/Lly/j1atXyvaaEbkAcPz4cZQtW1ZvfdSVBw8eICwsDEDmKhIDSYX2atWqKT+jR4/+6BHhRB+L000QZSK7du1C586dUaxYMa3Lg1L7WbZsmbGbS0RElO0xNxMRUVYRHx+PkSNHQqVSYc6cOahUqRKApJHE73Lz5k00bNgQjx49wieffIIjR45gyZIlqFmzJmxsbAAAZmZm+OyzzzBjxgxcu3YNbm5uyv4BIDg4GACUaSmyAk1h29bWFqVKlTJya96oX78+nj59in379mHWrFno1q0brKysjN0sMgEsEhNlAq9fv0a7du3Qpk0bbNmyBSEhIbCysoKFRdqD/atUqWK4BhIREZkY5mYiIspqFi1ahEuXLqFHjx6oWbMmKlasCODdRWK1Wo0ePXogIiICefLkwcGDB1GjRo13xvnkk09w6NAhrSklNAXX6tWrQ6VSZbwzBqBpc5UqVVK0OSEhAQcOHICvry/q16+PYsWKwdraGrlz50a1atUwffp0rSk90uLv748OHTrA3t4eNjY2qFSpEhYsWAARwdy5c6FSqVC1alWtbczNzXXXSaKPwOkmiDKBHj16YMeOHTA3N8e4cePg7e0Ne3t7xMTEYPHixRg9ejQAwNXVFUOHDgUArbO2REREpFvMzURElJVERERg0qRJsLGxwfTp0wG8yUs3btzAq1evkDNnzhTbLViwAKdOnQIA/PrrryhZsuQHxTMz0x5zqBlJ/L4Cc2byrpvWBQUFoUmTJspjW1tbWFlZISoqCmfPnsXZs2fx119/4fDhw6nOvxwfH48vvvgCv/32GwBApVLB1tYWFy9exIgRI3D+/HmlMJ3Zprog08WRxERGtmbNGmzfvh0AsGTJEkyZMgX29vYAAGtra4waNQpdu3YFkHQZUL9+/dCvXz9ebkJERKQnzM1ERJTVjBs3DpGRkfDx8YGLiwsAKCOJExMTcf78+RTbxMbG4scffwQA1K5dGz179kxX7GfPnuH27dsAgJo1a6ZrH8bwriLxw4cP8X//93/Yv38/nj9/rvw8ffoUs2fPhrm5OYKCgvDHH3+kuu+vv/4av/32G6ytrfHjjz/i6dOniIyMRGhoKLp3747ffvtN+Vvj7ZHERMbCIjGREYkIpk6dCgBo3749Bg4cmOp6bdq0AQA8efIEjx490nk7vv/+e6hUKk6ET0REJo+5mYiIspozZ85g+fLlcHR0xDfffKMsd3FxQd68eQGkPuXE33//jYcPHwIARo4cmaH4GsOGDYOjo2OqP1u3bk13DF17/Pgx7t+/DyD1InGnTp3w448/onHjxrC1tVWW58uXD2PGjEHv3r0BAMeOHUuxrZ+fH+bMmQOVSoXt27fj//7v/5Tfg4ODA1atWoWSJUsiPDw8zfhExsAiMZERBQYG4saNGwCAMWPGpLlegQIFlP+r1WoAQEhICHr16oWyZcvC1tYWuXPnRsWKFTFlyhRER0d/VDvOnz8PBwcHODo6pqMXRERE2UdGcvPbrl69CisrK6hUKuzZs+ej2sHcTEREH+rLL79EYmIipk6dity5c2s9V6FCBQCpF4k1ucnS0lI5+ZkeyYvET58+RVhYWKo/mrZkBmfPngUA2NjYoGzZsh+9vaZwHBsbm+K5cePGAQC++OILeHp6pnje0tISHh4eAN7cEDAz4glr08MiMZERBQQEAAAcHR1Rp06dNNfTnGE0MzNTDhbDwsJw//59dOjQATNmzMBPP/2EOnXqYNq0aWjcuHGaB6ypOX/+fKZNTERERIaUkdz8tmHDhsHS0jJd7WBuJiKiD7F27VocO3YMlStXxoABA1I8r5mXOLUisWYe4fLlyyNXrlzpboOmSOzu7g4RSfOnTJkyH7S/lStXQqVSpfvnQ07MatpcuXLlVG8U9/LlSyxduhRt2rRB0aJFkStXLq0Y8+bNA5B0E7/kjh8/juDgYJibm+Prr79OM76TkxMAoHTp0hl67d/24sULfPfdd2jdujUcHR2hUqnQr1+/dO2LJ6xND29cR2REFy5cAADUqlUrxcT/yR06dAhAUgLTTIpfs2ZNHDx4UGu9IUOGoHTp0hg7diz8/f3RsmXL97YhJiYGN27cQNu2bdPZCyIiouwjI7k5uTVr1iAoKAhjx47F5MmTP6oNzM1ERPQhXr58qRQif/rpp1TzlqZIfOHCBSQmJmqtoxkhqpnDOL00xeYqVapkaD+G9K75iA8fPowePXrgwYMHyrKcOXOiUKFCyusXFhYG4M28zxq7du0CkHQDv3e9rs+fPweg+/mIIyIiMHnyZDg5OaFGjRr4+++/070vnrA2PSwSExmRJukULFgwzXUSEhKwY8cOAPigom/x4sUBJN084G1Hjx7FpEmTcOLECdjZ2WHkyJFwd3dHQkICv/yJiIigm9wcGRmJMWPG4JtvvkGRIkXeGY+5mYiI0mvatGlK3mrWrNk713316hWuX7+uNbWCZqqE1E52fqioqCjcvHkTgO4Knt27d0fr1q3Tvb2dnd1710mrSHzlyhU0b94cr1+/RoMGDeDj4wM3NzetaaZu3LiB0qVLA0jZZ800FjVq1Hhn/IsXL6YaP6OcnJxw//59FC5cGDExMbCxsUnXfnjC2jSxSExkRBYWSR/BJ0+epLnOkiVLEBERAXNzcwwaNCjF8zExMXjx4gVev36N8+fPY9y4cbC2tkaDBg201tu6dSu6du2KqlWrYsaMGYiNjcWcOXOwc+dOAFnrrC8REZG+6CI3f/PNN8idOzfGjh2LDRs2pLkf5mYiIkqvW7du4eeff/6obc6dO6dVJHZwcMCTJ0+0Rsx+rLNnz0JEAOgub1lZWcHKykon+0rN8+fP8e+//wJIWaSdPHkyXr9+jcaNG2Pfvn2pjs7etGkTgKTRxW/PZ6wZnZ0/f/53xj98+DAA3Y8ktrKyQuHChT9qG56wJg0WiYmMqGzZsjh8+DAOHDiAyMhI5Y6nGlevXsXYsWMBJN2MoFixYin2sWzZMowYMUJ5XKZMGfz1119al7bcvXsXffv2RatWrbB161Yl0TVu3Bg1atSAtbX1B88PRURElJ1lNDcHBQXht99+w19//QVra+s04zA3ExFRRowePRqxsbEYOHAg5s6d+851y5cvj3v37uHcuXPo1q2bsrxu3bq4fPkyzpw5g9DQ0HTNPasZkWtjY5Nl8pamsJ0jR44U00Voirc9evRItUAcHR2NZcuWAUh9PuO3p6NIzS+//ILXr18D0H2R+GPxhDUlxxvXERlRz549ASRdotO5c2eEhIQASBodvGbNGtSvXx8vX75EvXr18P3336e6j/bt28Pf3x9btmyBj48PcufOjaioKK11vv/+e7x+/TrFPFXVq1eHnZ0dKlSokOpk/URERKYmI7k5ISEBw4YNQ8uWLd97mSxzMxERpdfevXuxc+dOWFlZYdKkScidO/c7fzTF27dvXqe5GkatVmPUqFHKiOC0hISEYNSoUVrLNPMRV6pUKcvkLU1hu0KFCimm2nj16hWApLl935aYmIgBAwbgzp07AFIv8H766acAAH9//1RvJn/06FH88MMPAICiRYu+c8SxviU/YX3ixAmMGDECY8aMwc6dO3Hs2DGesDZBLBITGVGDBg3g7e0NANi3bx+KFi2KfPnyIU+ePOjTpw8iIiLQoUMH7N69O825hD755BO4u7ujY8eO+Omnn/D111+jc+fO2LdvH4CkA9Y///wTLVu2RMmSJVNsn5CQwLODRERE/8lIbl6wYAGuXLmCX3755Z0xmJuJiCi91Go1Ro4cCQAYOnToB910TjMlwttF4lq1aik5b+PGjWjWrBkOHjyIuLg4ZZ2IiAhs374d3bt3R6lSpXDv3j2tfWgKrsYeEfsx3nXTOs2yOXPm4MiRIwAAEcGpU6fQvHlz+Pv7K8Xw1Lbv2LEjAOD27dvo27evMv1EdHQ05s2bh+bNmyMxMTHN7TWePXuGiIgI5UezzatXr7SWv3jxIl2vAcAT1pQSi8RERjZ//nysXbsWDRs2RN68efHq1Ss4OjqiS5cu2Lt3L7Zu3QpbW9sP3p+Xlxesra2xYsUKAMC9e/fw9OlT1KxZM8W6ly5dwosXLzjPEBERUTLpyc3Pnz/HhAkT0KdPH5iZmeHOnTu4c+eOMhIpLCwMd+7cQUJCAnMzERGl2y+//IJr164hV65c8PX1/aBtNKNBw8LClKKlxty5czFmzBioVCoEBASgcePGyJUrFwoWLAgbGxsUKlQIHTp0wIYNGxAfH48mTZoo2758+RLXrl0DkLWmJXhXkXjq1KmwtLTE48eP0aBBA+TKlQu5c+dGrVq1cOnSJaxbtw4JCQlpbt+pUye0aNECALB+/Xo4OTnBzs5Omeu3TZs28PT0BADUrl07zTZWrVoVhQoVUn40xfnZs2drLdcU+T8WT1hTajgnMVEm0KNHD/To0UMn+4qPj4darcazZ88AJCXutGjmruKXPxERkbaPzc3Pnj1DdHQ0li5diqVLl6Z4vl+/fgCSTt4yNxMRUXqEhYVh6tSpAJLmxXdwcPig7ZLfXO3cuXNo3ry58tjc3ByzZ8/GgAEDsHTpUhw6dAi3b99GZGQkbGxsULp0aVSoUAENGzZEu3bttObiP3funDLCNavkrVevXimF7dSKvPXq1cPBgwcxceJEBAYGwszMDCVLloSXlxdGjhypTK9haWmZYj5jAFCpVNi2bRt++OEH/PHHH7h37x5sbGzQsGFDDBkyBE2aNFF+b8kL7obGE9aUGhaJibKosLCwVP8oWLJkCRISEuDq6gogaZ4jlUoFf39/TJgwQVnvxIkTWLVqFVQqFSpXrmywdhMREWVH9vb22LZtW4rl+/fvx/z58zFx4kRUrVoVBQsWRN68eZmbiYjoozk4OOD58+cfvZ27u/t75xsuV64cfv7554/ab7169d6738wmZ86cykjgtNStW1eZvvFtTZo0eW+fraysMHnyZEyePDnFc7///juio6NRrlw51KhRI819aOY91heesKbUsEhMlEV9/fXXuHz5Mpo1a4aiRYvixYsXOHToEHbu3IkyZcoo81Tlzp0bnTt3xqZNm+Dl5YXmzZvj2rVrWLp0KfLkyaNc+kJERETplzNnTrRv3z7F8sjISABAnTp1tEZuMTcTERGZlgsXLijH6ePGjTNqWziYjFLDIjFRFuXl5YUnT55g1apVePz4MSwsLFCqVCmMHz8eY8aM0ZorccmSJbCyssLu3bvh5+eHqlWrYtOmTRgyZAgvISEiIjIC5mYiIqLsp2/fvmjVqhWaNm2KAgUKAABCQ0OxYcMGTJ48GS9evEC7du3Qq1cvvbVhwYIFiIyMRHx8PADg/PnzmDZtGoCkG/Q2aNCAg8koVSrJatcGEBERERERERERZSLR0dGws7NTpqPImTMnLC0ttaYI6dGjB5YtWwYbGxu9taNYsWK4e/duqs9NmjQJ3333HYCkq52+/PJL7N69GzExMahatSrGjRuHIUOGoHr16qlOo0XZG4vEREREREREREREGfDixQssXLgQe/fuxc2bN/H48WOoVCo4OzujXr16GDBgABo2bGjsZhKlyczYDSAiIiIiIiLKbhYuXIhixYrB2toarq6uOHny5Adtt2HDBqhUqhTznPfr1w8qlUrrJ/lc50RkXLlz58bXX3+N/fv3IyQkBK9fv8arV69w8+ZNrFq1igViyvRYJCYiIiIiIiLSoY0bN8LHxweTJk3CmTNn8Nlnn8HT0xPh4eHv3O7OnTsYM2YM6tevn+rzzZs3x6NHj5Sf9evX66P5RERkgrLFdBOJiYl4+PAh8uTJA5VKZezmEBGRAYgIoqOj4ezsDDMznvPMjJifiYhMC3PzG66urqhZsyYWLFgAICknuri4YMSIEfjmm29S3SYhIQENGjTAgAEDcOTIEURGRmL79u3K8/369Uux7GMxNxMRmZaPyc0WBmqTXj18+BAuLi7GbgYRERnBvXv38Mknnxi7GZQK5mciItNk6rk5Li4OwcHB8PX1VZaZmZnB3d0dgYGBaW43ZcoU2NvbY+DAgThy5Eiq6xw8eBD29vbIly8fmjRpgmnTpqFAgQJp7jM2NhaxsbHK4wcPHqB8+fLp6BUREWVlH5Kbs0WROE+ePACSOmxra5vu/ajVavj5+cHDwwOWlpa6al6mj23q8dl30+y7seOz7xmPHRUVBRcXFyUHUOaji/zMzwr7bmp9N3Z89t00+66r+MzNSSIiIpCQkAAHBwet5Q4ODrh69Wqq2xw9ehTLly/HuXPn0txv8+bN4eXlheLFi+PWrVsYN24cWrRogcDAQJibm6e6zfTp0zF58uQUy5ctW4acOXN+eKeIiChLevXqFT7//PMPys3ZokisuUzG1tY2w0XinDlzwtbW1ih/lBortqnHZ99Ns+/Gjs++6y42L5XMvHSRn/lZYd9Nre/Gjs++m2bfdR2fufnjREdHo3fv3vjtt99QsGDBNNfr1q2b8v9KlSqhcuXKKFmyJA4ePIimTZumuo2vry98fHyUx5pCfvv27TOUm/39/dGsWTOjvVdNNT77zr6bWt+NHT879D0qKgqff/75B+XmbFEkJiIiIiIiIsoMChYsCHNzc4SFhWktDwsLg6OjY4r1b926hTt37qBNmzbKssTERACAhYUFrl27hpIlS6bYrkSJEihYsCBu3ryZZpHYysoKVlZWKZZbWlpmuOChi30wftaLbez47Ltp9t3Y8bNy3z9mO9O+mwARERERERGRDuXIkQPVq1dHQECAsiwxMREBAQGoU6dOivXLli2LCxcu4Ny5c8pP27Zt0bhxY5w7dy7N+f3v37+PJ0+ewMnJSW99ISIi08GRxEREREREREQ65OPjg759+6JGjRqoVasW5s6di5cvX6J///4AgD59+qBw4cKYPn06rK2tUbFiRa3t8+bNCwDK8hcvXmDy5Mno2LEjHB0dcevWLYwdOxalSpWCp6enQftGRETZE4vERERERERERDrUtWtXPH78GBMnTkRoaCiqVKmCPXv2KDezCwkJgZnZh1/Ya25ujvPnz2PVqlWIjIyEs7MzPDw8MHXq1FSnkyAiIvpYLBITkclSBQSgsbc3VL/9BjRvbuzmEBERmTzmZspOvL294e3tnepzBw8efOe2K1eu1HpsY2ODvXv36qhlWRu/J4iI9CPDcxI/ePAAvXr1QoECBWBjY4NKlSrh9OnTyvMigokTJ8LJyQk2NjZwd3fHjRs3tPbx9OlT9OzZE7a2tsibNy8GDhyIFy9eZLRpRERpE4HZ+PGwvX8fZuPHAyLGbhEREZFpY24movfh9wQRkd5kqEj87Nkz1KtXD5aWlvjf//6Hy5cv46effkK+fPmUdWbNmoV58+Zh8eLFCAoKQq5cueDp6YmYmBhlnZ49e+LSpUvw9/fHrl27cPjwYQwePDgjTSMiejc/P5gFBwNA0r9+fkZuEBERkYljbiai9+H3BBGR3mSoSDxz5ky4uLhgxYoVqFWrFooXLw4PDw+ULFkSQNIo4rlz52L8+PFo164dKleujNWrV+Phw4fYvn07AODKlSvYs2cPli1bBldXV7i5uWH+/PnYsGEDHj58mOEOEhGlIAJMmAAxN096aG4OTJjAkQhERETGwtxMRO/D7wkiIr3K0JzEO3bsgKenJzp37oxDhw6hcOHC+OKLLzBo0CAAwO3btxEaGgp3d3dlGzs7O7i6uiIwMBDdunVDYGAg8ubNixo1aijruLu7w8zMDEFBQejQoUOKuLGxsYiNjVUeR0VFAQDUajXUanW6+6PZNiP7yIqxTT0++256fVf5+cHi1CmoNI8TEoBTpxC/ezfEw8MgbTDV116XsY312hERkR74+QGp5Gb4+QGenkZtGhFlEvyeICLSqwwVif/991/8+uuv8PHxwbhx43Dq1Cl8+eWXyJEjB/r27YvQ0FAAUO7gquHg4KA8FxoaCnt7e+1GWVggf/78yjpvmz59OiZPnpxiuZ+fH3LmzJmRLgEA/P39M7yPrBjb1OOz78Zj0PgiaPDVV7AzM4NZYqKyONHMDNGjRuHw7NmASvWOHeiWSb32Oo796tUrHbWEiIiM6r/RgTA3BxIS3izXjBL08DBobiaiTIjfE0REepehInFiYiJq1KiBH374AQBQtWpVXLx4EYsXL0bfvn110sDU+Pr6wsfHR3kcFRUFFxcXeHh4wNbWNt37VavV8Pf3R7NmzWBpaamLpmaJ2KYen303rb6r/PxgcfNmiuVmiYnId/MmWllaGmQ0sSm+9rqOrbmKhIiIsrj/RgemwFGCRKTB7wkiIr3LUJHYyckJ5cuX11pWrlw5/PnnnwAAR0dHAEBYWBicnJyUdcLCwlClShVlnfDwcK19xMfH4+nTp8r2b7OysoKVlVWK5ZaWljopduhqP1kttqnHZ99NoO8iwOTJgJkZkGwUscLMDBaTJwMtWxpsJILJvPZ6iG3M142IiHREMzrwHbmZowSJTBy/J4iIDCJDN66rV68erl27prXs+vXrKFq0KACgePHicHR0REBAgPJ8VFQUgoKCUKdOHQBAnTp1EBkZieD/7lAKAPv370diYiJcXV0z0jwiIm1xcUBISOp/XAJJy+/dS1qPiIiI9I+5mYjeJy4OCbff/T2RcIffE0REGZWhkcSjR49G3bp18cMPP6BLly44efIkli5diqVLlwIAVCoVRo0ahWnTpuHTTz9F8eLFMWHCBDg7O6N9+/YAkkYeN2/eHIMGDcLixYuhVqvh7e2Nbt26wdnZOcMdJCJSWFklXY72+DEAQB0fj2NHj6KemxssLf77OrS3T1qPiIiI9I+5mYjeIyTMCk2jTyEPHqe5TlSUPfaHWaFIEQM2jIgom8lQkbhmzZrYtm0bfH19MWXKFBQvXhxz585Fz549lXXGjh2Lly9fYvDgwYiMjISbmxv27NkDa2trZZ21a9fC29sbTZs2hZmZGTp27Ih58+ZlpGlERKlzcUn6AQC1Gs8fPQKqVgU4dQEREZFxMDcT0TtERAA3Y10AuKS9UmzSeiwSExGlX4aKxADQunVrtG7dOs3nVSoVpkyZgilTpqS5Tv78+bFu3bqMNoWIiIiIiIiIiIiIPlKG5iQmIiIiIiIiIiIioqyNRWIiIqJsJiEhARMmTEDx4sVhY2ODkiVLYurUqRARZR0RwcSJE+Hk5AQbGxu4u7vjxo0bWvt5+vQpevbsCVtbW+TNmxcDBw7EixcvDN0dIiIiIiIi0jMWiYmIiLKZmTNn4tdff8WCBQtw5coVzJw5E7NmzcL8+fOVdWbNmoV58+Zh8eLFCAoKQq5cueDp6YmYmBhlnZ49e+LSpUvw9/fHrl27cPjwYQwePNgYXSIiIiIiIiI9yvCcxERERJS5HD9+HO3atUOrVq0AAMWKFcP69etx8uRJAEmjiOfOnYvx48ejXbt2AIDVq1fDwcEB27dvR7du3XDlyhXs2bMHp06dQo0aNQAA8+fPR8uWLfHjjz/C2dnZOJ0jIiIiIiIinWORmIiIKJupW7culi5diuvXr6N06dL4559/cPToUcyZMwcAcPv2bYSGhsLd3V3Zxs7ODq6urggMDES3bt0QGBiIvHnzKgViAHB3d4eZmRmCgoLQoUOHFHFjY2MRGxurPI6KigIAqNVqqNXqdPVFs116t88oY8Zn302z78aOz76bZt91Fd9YbSciIqKMY5GYiIgom/nmm28QFRWFsmXLwtzcHAkJCfj+++/Rs2dPAEBoaCgAwMHBQWs7BwcH5bnQ0FDY29trPW9hYYH8+fMr67xt+vTpmDx5corlfn5+yJkzZ4b65O/vn6HtM8qY8dl34zHl+Oy78WTl+K9evdJhS4iSFCwIWFsDyWbESsHaOmk9IiJKPxaJiYiIsplNmzZh7dq1WLduHSpUqIBz585h1KhRcHZ2Rt++ffUW19fXFz4+PsrjqKgouLi4wMPDA7a2tunap1qthr+/P5o1awZLS0tdNTVLxGffTbPvxo7Pvptm33UVX3MFCZEuFSkCXLsGREQkPY6PV+Po0WNwc6sHC4uk92rBgknrERFR+rFITERElM189dVX+Oabb9CtWzcAQKVKlXD37l1Mnz4dffv2haOjIwAgLCwMTk5OynZhYWGoUqUKAMDR0RHh4eFa+42Pj8fTp0+V7d9mZWUFKyurFMstLS0zXPDQxT6yanz23TT7buz47Ltp9j2j8Y3ZbsreihR5UwRWq4FHj56jalWAbzkiIt0xM3YDiIiISLdevXoFMzPtFG9ubo7ExEQAQPHixeHo6IiAgADl+aioKAQFBaFOnToAgDp16iAyMhLBwcHKOvv370diYiJcXV0N0AsiIiIiIiIyFI4kJiIiymbatGmD77//HkWKFEGFChVw9uxZzJkzBwMGDAAAqFQqjBo1CtOmTcOnn36K4sWLY8KECXB2dkb79u0BAOXKlUPz5s0xaNAgLF68GGq1Gt7e3ujWrRucnZ2N2Dsiym5CQpJfRg7cumWHs2cBi/+OVHgZOREREZH+sUhMRESUzcyfPx8TJkzAF198gfDwcDg7O2PIkCGYOHGiss7YsWPx8uVLDB48GJGRkXBzc8OePXtgbW2trLN27Vp4e3ujadOmMDMzQ8eOHTFv3jxjdImIsqmQEKBMmeQ3pLIE0EhrHWvrpPlIWSgmIiIi0h8WiYnIpHC0EpmCPHnyYO7cuZg7d26a66hUKkyZMgVTpkxJc538+fNj3bp1emghEVGSiIjkBeLUxcQkrcf8TERERKQ/LBITkcngaCUiIiIiIiIiopR44zoiMhkfM1qJiIiIiIiIiMhUsEhMREREREQAAFVAABp7e0MVEGDsphARERGRAbFITEREREREgAjMxo+H7f37MBs/HhAxdouIiIiIyEBYJCYiIiIiIsDPD2bBwQCQ9K+fn5EbRJS1LVy4EMWKFYO1tTVcXV1x8uTJD9puw4YNUKlUaN++vdZyEcHEiRPh5OQEGxsbuLu748aNG3poORERmSIWiYmIiIiITJ0IMGECxNw86aG5OTBhAkcTE6XTxo0b4ePjg0mTJuHMmTP47LPP4OnpifDw8Hdud+fOHYwZMwb169dP8dysWbMwb948LF68GEFBQciVKxc8PT0R876bbhAREX0AFomJiIiIiEydnx9w6hRUCQkAkPTvqVN6H01csCBgbf3udaytk9YjykrmzJmDQYMGoX///ihfvjwWL16MnDlz4vfff09zm4SEBPTs2ROTJ09GiRIltJ4TEcydOxfjx49Hu3btULlyZaxevRoPHz7E9u3b9dwbIiIyBRbGbgARERERERnRf6OIYW4O/FckBpD0eMIEwMMDUKn0ErpIEeDaNSAiIulxfLwaR48eg5tbPVhYWAJIKhAXKaKX8ER6ERcXh+DgYPj6+irLzMzM4O7ujsDAwDS3mzJlCuzt7TFw4EAcOXJE67nbt28jNDQU7u7uyjI7Ozu4uroiMDAQ3bp1S3WfsbGxiI2NVR5HRUUBANRqNdRqdbr6p9kuvdtnlCnHZ9/Zd2Mw5fjZoe8fsy2LxERkMjSjld51RR5HKxERkcn5bxRxCslHE3t66i18kSJvisBqNfDo0XNUrQpYWuotJJFeRUREICEhAQ4ODlrLHRwccPXq1VS3OXr0KJYvX45z586l+nxoaKiyj7f3qXkuNdOnT8fkyZNTLPfz80POnDnf1Y338vf3z9D2GWXK8dl342HfTTN+Vu77q1evPnhdFomJyGRwtBIREdFbNKOIzcyAxMSUz5uZ6X00MZGpi46ORu/evfHbb7+hoI5HK/j6+sLHx0d5HBUVBRcXF3h4eMDW1jZd+1Sr1fD390ezZs1gaYSzOaYcn31n302t78aOnx36rrmC5EOwSExEJoWjlYiIiJKJiwNCQlIvEANJy+/dS1rPysqwbSPKogoWLAhzc3OEhYVpLQ8LC4Ojo2OK9W/duoU7d+6gTZs2yrLE/z6TFhYWuHbtmrJdWFgYnJyctPZZpUqVNNtiZWUFq1Q+u5aWlhkueOhiH4yf9WIbOz77bpp9N3b8rNz3j9mORWIiIiIiIlNlZZU0pcTjxwAAdXw8jh09inpubrC0+O9Qwd6eBWKij5AjRw5Ur14dAQEBaN++PYCkom9AQAC8vb1TrF+2bFlcuHBBa9n48eMRHR2NX375BS4uLrC0tISjoyMCAgKUonBUVBSCgoIwbNgwfXeJiIhMAIvERERERESmzMUl6QcA1Go8f/QIvMyGKGN8fHzQt29f1KhRA7Vq1cLcuXPx8uVL9O/fHwDQp08fFC5cGNOnT4e1tTUqVqyotX3evHkBQGv5qFGjMG3aNHz66acoXrw4JkyYAGdnZ6UQTURElBEsEhMRERERERHpUNeuXfH48WNMnDgRoaGhqFKlCvbs2aPceC4kJARmZmYftc+xY8fi5cuXGDx4MCIjI+Hm5oY9e/bA2tpaH10gIiITwyIxERERERERkY55e3unOr0EABw8ePCd265cuTLFMpVKhSlTpmDKlCk6aB0REZG2jzt1SURERERERERERETZCovERERERERERERERCaM000QEREREZmwkBAgIiLp//HxwK1bdjh7FrD470ihYEGgSBHjtY+IiIiI9I9FYiIiIiIiExUSApQpA8TEaJZYAmiktY61NXDtGgvFRERERNkZp5sgIiIiIjJRERHJC8Spi4l5M9KYiIiIiLInFomJyGhUAQFo7O0NVUCAsZtClK0UK1YMKpUqxc/w4cMBADExMRg+fDgKFCiA3Llzo2PHjggLC9PaR0hICFq1aoWcOXPC3t4eX331FeLj443RHSIiIiIiItKzDBeJv/vuuxQHoWXLllWe54EoESUXEgKcOQOcCRbE+IyH7f37iPEZjzPBgjNnkp4noow5deoUHj16pPz4+/sDADp37gwAGD16NHbu3InNmzfj0KFDePjwIby8vJTtExIS0KpVK8TFxeH48eNYtWoVVq5ciYkTJxqlP0RERERERKRfOpmTuEKFCti3b9+bnVq82e3o0aPx999/Y/PmzbCzs4O3tze8vLxw7NgxAG8ORB0dHXH8+HE8evQIffr0gaWlJX744QddNI+IMonk8x56wA97EQwAyH0lGL41/OAHT857SKQDhQoV0no8Y8YMlCxZEg0bNsTz58+xfPlyrFu3Dk2aNAEArFixAuXKlcOJEydQu3Zt+Pn54fLly9i3bx8cHBxQpUoVTJ06FV9//TW+++475MiRwxjdIiIiIiIiIj3RSZHYwsICjo6OKZbzQJSIknsz76FgKiYgHuawQALiYY6pmAA/eCAmRoWICBaJiXQlLi4Of/zxB3x8fKBSqRAcHAy1Wg13d3dlnbJly6JIkSIIDAxE7dq1ERgYiEqVKsHBwUFZx9PTE8OGDcOlS5dQtWrVVGPFxsYiNjZWeRwVFQUAUKvVUKvV6Wq/Zrv0bp9RxozPvptm3w0dP+niPcsPWE8NQ7wcfN9l7fjGajsRERFlnE6KxDdu3ICzszOsra1Rp04dTJ8+HUWKFNHbgag+DkI12yf/15Cywx+FWTU++2642JoDUQ/4oRZOKcstkIBaOAUPJI0m5oFo9o6vq9g8EP0w27dvR2RkJPr16wcACA0NRY4cOZA3b16t9RwcHBAaGqqskzwva57XPJeW6dOnY/LkySmW+/n5IWfOnBnoBZQpM4zFmPHZd+Mxhfi3btkBaPTe9Y4ePYZHj57rvT0afN9lzfivXr3SYUuIiIjIkDJcJHZ1dcXKlStRpkwZPHr0CJMnT0b9+vVx8eJFvR2I6vMgFOAfpaYan33Xv6QD0YZao4g1ko8m5oGoacTPaGweiH6Y5cuXo0WLFnB2dtZ7LF9fX/j4+CiPo6Ki4OLiAg8PD9ja2qZrn2q1Gv7+/mjWrBksLd8/2lHXjBmffTfNvhs6/tmzH7aem1s9pHERgU7xfZe142sG7xAREVHWk+EicYsWLZT/V65cGa6urihatCg2bdoEGxubjO4+Vfo4CAX4R6mpxmffDRf77FmkGEWskXw0sZtbEx6IZuP4uorNA9H3u3v3Lvbt24etW7cqyxwdHREXF4fIyEitk7hhYWHK1FGOjo44efKk1r40N51NbXopDSsrK1hZWaVYbmlpmeH3mS72kVXjs++m2XdDxXd0BKytNdNBpc7aGnB0tIQhXwq+77JmfGO2m4iIiDJGJ9NNJJc3b16ULl0aN2/eRLNmzfRyIKrPg1Bd7ierxTb1+Oy7/mNbmCfNRZwAM5gjMcXzCTDDVEyAhbkHLC1Vem+Phim89pkxfkZj80D0/VasWAF7e3u0atVKWVa9enVYWloiICAAHTt2BABcu3YNISEhqFOnDgCgTp06+P777xEeHg57e3sASSO/bW1tUb58ecN3hIj0pkiRpBvGRkQkPY6PV+Po0WNwc6sHC4uk79mCBXmvACIiIqLszkzXO3zx4gVu3boFJycnrQNRjdQORC9cuIDw8HBlHR6IEmVPKnUciiAk1QIxAJgjES64B5U6zsAtI8p+EhMTsWLFCvTt2xcWFm/OCdvZ2WHgwIHw8fHBgQMHEBwcjP79+6NOnTqoXbs2AMDDwwPly5dH79698c8//2Dv3r0YP348hg8fnupJWiLK2ooUAapVS/qpWhUoWfI5qlZ9s4wFYiIiIqLsL8MjiceMGYM2bdqgaNGiePjwISZNmgRzc3N0795d60A0f/78sLW1xYgRI9I8EJ01axZCQ0N5IEqUTUkOK9TEKRTC4zTXCYc9duTgZ58oo/bt24eQkBAMGDAgxXM///wzzMzM0LFjR8TGxsLT0xOLFi1Snjc3N8euXbswbNgw1KlTB7ly5ULfvn0xZcoUQ3aBiIiIiIiIDCTDReL79++je/fuePLkCQoVKgQ3NzecOHEChQoVAsADUSJ6o2BBIMLaBfdjXNJcx9o6aT0iyhgPDw+ISKrPWVtbY+HChVi4cGGa2xctWhS7d+/WV/OIiIiIiIgoE8lwkXjDhg3vfJ4HokSkwXkPiYiIiIiIiIgyH53fuI6I6F2KFHlTBFargUePkuY95D3IiIiIiIjoQ8THx+PZs2fKDXaJiCjjdH7jOiIiIiIiIiIifXj9+jVmzJiBli1bIjo62tjNISLKNlgkJiIiIiIiIqIsYdCgQTh9+jSCg4PRrl07xMTEGLtJRETZAovERERERERERJQpBQYG4tq1a8rjcePGIU+ePACAAwcOoHv37oiPjzdW84iIsg0WiYmIiIiIiIwsPDwckZGRxm4GUaZy8OBBNGvWDE2bNsW///4LAChfvjwmTJiAXLlyAQC2b9+OQYMGITEx0ZhNJSLK8lgkJiIiIiIiMqIjR46gdOnSGDx4MA4dOmTs5hBlCnv37kWLFi3w8uVLPHjwAN9//73yXOnSpbFlyxbkyJEDALBy5Up89dVXEBFjNZeIKMtjkZiIiIiIiMhInj59ih49euDVq1eIi4tD3759ERERYexmERnVX3/9hbZt2yrzDbdp0wYLFy7UWqdp06ZYv349zMySyhpz5szB9OnTDd5WIqLsgkViIiIiIiIiIxARDBo0CPfv31eWPXz4EAMHDuSISDJZmzdvRqdOnRAXFwcA6NixI7Zs2QJra+sU63p5eWHp0qXK42+//RaLFy82WFuJiLITFomJiIiIiIiM4LfffsPWrVsBAPnz54etrS0AYMeOHVi0aJExm0ZkFGvWrEG3bt2UG9H17NkTGzZsUKaVSM3AgQMxa9Ys5fHatWuRkJCg97YSEWU3LBITEREREREZgbW1NXLmzAkAWLJkCUaMGKE893//93+4fPmysZpGZHC//fYb+vbtq9yAbuDAgVi1ahUsLCzeu+1XX32Fr7/+Gs2bN8eePXtgbm6u7+YSEWU7LBITEREREREZQZ8+fXDmzBnMmjUL7dq1Q82aNeHt7Q0AGDp0KEqUKGHkFlJGLFy4EMWKFYO1tTVcXV1x8uTJNNfdunUratSogbx58yJXrlyoUqUK1qxZo7VOv379oFKptH6aN2+u724YRHBwMAYPHqxMszJ8+HAsXbr0o4q906dPx44dO5ArVy59NZOISK9ev35t1PgsEhMRERERERlJmTJl8NVXXymPf/jhB+zbtw9z585NdQ5Wyho2btwIHx8fTJo0CWfOnMFnn30GT09PhIeHp7p+/vz58e233yIwMBDnz59H//790b9/f+zdu1drvebNm+PRo0fKz/r16w3RHb2rXr06xo8fDwAYM2YM5s+fr9yQ7kOpVCpYWlpqLYuIiOCIfCLKEvbv34+yZctiy5YtRmsDi8REREREREQGEhER8c7nra2t0bRpUwO1hvRlzpw5GDRoEPr374/y5ctj8eLFyJkzJ37//fdU12/UqBE6dOiAcuXKoWTJkhg5ciQqV66Mo0ePaq1nZWUFR0dH5SdfvnyG6I5BTJkyBXv27MGsWbOgUqkyvL/79++jQYMGaNq0KW7duqWDFhIR6d6rV6/w5ZdfomnTpggJCcGwYcMQFhZmlLa8f3IfIiIiIiIiyrDQ0FB89tln6NSpE3788UfY2Nh80HaXL1+Gra0tPvnkEz23kHQhLi4OwcHB8PX1VZaZmZnB3d0dgYGB791eRLB//35cu3YNM2fO1Hru4MGDsLe3R758+dCkSRNMmzYNBQoUSHNfsbGxiI2NVR5HRUUBANRqNdRq9cd2Tdk2+b/pISK4ceMGSpcurbW8SZMmyk3rMhp/1KhRuHLlCgCgWbNmOHDgAJydndPd5o+Nrw/GjG3s+Oy7afbd2PH1HfvEiRMYMGAAbt68qSyrUKECXr16pfU9nZH4H7Mti8RERERERER6lpiYiL59+yI8PByLFi2ChYUFfvnll3duIyJYunQpRo8ejVq1aiEgIIA35MoCIiIikJCQAAcHB63lDg4OuHr1aprbPX/+HIULF0ZsbCzMzc2xaNEiNGvWTHm+efPm8PLyQvHixXHr1i2MGzcOLVq0QGBgYJrvi+nTp2Py5Mkplvv5+Sk3TUwvf3//dG0nIvj999+xd+9eTJgwAZUqVdJL/Hbt2uHkyZO4d+8ebt++jQYNGuD7779Hnjx50hXvY+PrkzFjGzu+qfZdRAwa+/FjG0RF5Ui2xA63br2ZV93WNg6FChl2/tzs9L5Tq9XYsGEDtm3bptysM0eOHOjduzdatWqF8+fP4/z58zqJ/+rVqw9el0ViIiIiIiIiPfv555/h5+cHAHByclLmX32X6OhoTJs2Da9fv8ahQ4cwY8YMfPvtt/puKhlJnjx5cO7cObx48QIBAQHw8fFBiRIl0KhRIwBAt27daqklGgABAABJREFUlHUrVaqEypUro2TJkjh48GCaU5T4+vrCx8dHeRwVFQUXFxd4eHjA1tY2Xe1Uq9Xw9/dHs2bNUswB/D6JiYn48ssvsXPnTgDArFmzcPXqVRQqVEgv8evXr4/GjRvjzp07CAkJwcKFC/G///0vQze3y0j/M8qYsY0d35T7/sMPP2D27NmYNGkSRo0apfd4ISFAxYoWiIlJe9oXa2vBxYvxKFJE783Jdu+7s2fPYuDAgbh48aKyrFatWli+fDnKlCmj8/iaK0g+BIvEREREREREevT21AOrV6/+oKKYra0t1q5di8aNGyMxMRGTJk1CkyZNUKdOHX02lzKoYMGCMDc3TzGnZFhYGBwdHdPczszMDKVKlQIAVKlSBVeuXMH06dOVIvHbSpQogYIFC+LmzZtpFomtrKxgZWWVYrmlpWWGCx4fu4+EhAQMHjwYK1euBJB0o7lffvkl3VNAfEj8YsWKwd/fH25ubggLC8OJEyfQtWtX7Ny5Ezly5HjntrqIry/GjG3s+KbY99DQUCQkJGDs2LHw8fHR+xUlz58DMTHvXicmRoXnzy1hyJciO7zvNm/ejB49eijT6lhaWmLy5Mn46quvYGGRdok2I/E/ZjveuI6IiIiIiEhPXrx4ge7duytzAn711Vdwd3f/4O0bNGigjB5OSEhAjx498Pz5c720lXQjR44cqF69OgICApRliYmJCAgI+KgCf2JiotZ8wm+7f/8+njx5Aicnpwy11xDUajV69eqlFIjNzc2xdu1a9O/fX++xS5Uqhb1798LOzg5A0lQbvXv3RkJCgt5jZzeqgAA09vaGKtl7m/QvLCwMMf9Vbf/55x8jt4Yyws3NTZny5rPPPsPp06fh6+v7zgKxIbFITEREREREpCdffvklbty4AQCoUaMGpk2blup67yq+TJw4EXXr1gUA3LlzB0OHDoWI6K/RlGE+Pj747bffsGrVKly5cgXDhg3Dy5cvlaJonz59tEaXT58+Hf7+/vj3339x5coV/PTTT1izZg169eoFIOlkw1dffYUTJ07gzp07CAgIQLt27VCqVCl4enoapY8fKjY2Fl27dsWGDRsAJI1q27RpE7p3726wNnz22WfYtWuXcrPITZs2Yfjw4fwcfQwRmI0fD9v792E2fjzA185gkl9NcODAAYPHb4p9uITyaIp9Bo+d3Tg5OeHXX3/Ft99+i5MnT6Jy5crGbpIWFomJiIiyoQcPHqBXr14oUKAAbGxsUKlSJZw+fVp5XkQwceJEODk5wcbGBu7u7koRQ+Pp06fo2bMnbG1tkTdvXgwcOBAvXrwwdFeIiLKsjRs3YsWKFQCAXLlyYd26dalf4v6e4ouFhQXWrl2rjITcsGEDVq1apff2U/p17doVP/74IyZOnIgqVarg3Llz2LNnj3Izu5CQEDx69EhZ/+XLl/jiiy9QoUIF1KtXD3/++Sf++OMPfP755wCSRt6eP38ebdu2RenSpTFw4EBUr14dR44cSXU6iczi9evX8PLywrZt2wAkTX+xbds2eHl5Gbwtbm5u2LJlizJiT61WKzeMog/g5wez4GAASPr3vznWSf8aNGig/P/gwYMGji74AeNQHlfwA8YB4MmBD/Xvv/+iS5cuePr0qdbyrl27Ytq0aRme8kYfMsd4ZiIiItKZZ8+eoV69emjcuDH+97//oVChQrhx4wby5cunrDNr1izMmzcPq1atQvHixTFhwgR4enri8uXLsLa2BgD07NkTjx49gr+/P9RqNfr374/Bgwdj3bp1xuoaEVGWcefOHQwZMkR5vHDhQnz66aepr5xa8eWt0aHFihXDkiVLlJuXeXt7o27duihdurR+OkAZ5u3tDW9v71Sfe7vQM23atDRHmQOAjY0N9u7dq8vm6Z2IwMvLC3v27AGQ1IcdO3Z81HQrutayZUusXr0aZ8+excyZM6FSpX1jLkpGBJgwAWJuDlVCQtK/EyYAHh4AX0O9OXDgAOLj41GvXj3Y2dnh+fPnOHz4MBISEvQ+L7GGB/xQC6cAALVwCh7wgx8y99ULxiYiWLp0Kf7v//4PL1++RI4cOfDHH38Yu1kfhCOJiYiIspmZM2fCxcUFK1asQK1atVC8eHF4eHigZMmSAJL+cJk7dy7Gjx+Pdu3aoXLlyli9ejUePnyI7du3AwCuXLmCPXv2YNmyZXB1dYWbmxvmz5+PDRs24OHDh0bsHRFR1mBhYYHPPvsMANCtWzf06dMn9RWTFV8AJP07YUKql3J37dpVma7g5cuX6N27Ny+Xp0xLpVJhwIABMDMzQ+7cubFnzx6jFog1unfvjlmzZrFA/DH8/IBTp6D6bx5nVUICcOoURxPr2XfffQcPDw8UK1ZMucFjVFQUzp49a6AWCKZiAuKRlJ/iYY6pmACOJk7b/fv30bx5cwwdOhQvX74EABw7dgxPnjwxcss+DEcSExGZIGXew99+A5o3N3ZzSMd27NgBT09PdO7cGYcOHULhwoXxxRdfYNCgQQCA27dvIzQ0VOtAzc7ODq6urggMDES3bt0QGBiIvHnzokaNGso67u7uMDMzQ1BQEDp06JAibmxsrNYNdqKiogAkXc6puWHTx9Jsl97tM8qY8dl30+y7seOz77qL7eDggL1792LBggXo16+fcifzt6n8/GBx6hQ05SpN8SV+926Ih0eK9X/66SccPXoUMTExmDFjRpr7/Vi66L+x3jeUeXXu3BlqtRolSpRA7dq1jd2cNF24cAF3795F69atjd2UzOe/E1kwNweS3+xPc0KLo4n14v79+zhy5AgAIH/+/Khfvz6uXLkCIOlKhOR/o+tL8lHEAGCBBI4mToOI4I8//sCIESO0bi47ZMgQzJ49W7lZXWbHIjERkalJNu9h4vjxSZez8g+7bOXff//Fr7/+Ch8fH4wbNw6nTp3Cl19+iRw5cqBv374IDQ0FAGVeRA0HBwfludDQUNjb22s9b2Fhgfz58yvrvG369OmYPHlyiuV+fn7ImTNnhvrk7++foe0zypjx2XfjMeX47LvufPrppzh27FjqT4qgwVdfwc7MDGbJ5kZNNDND9KhRODx7dqo5etSoUbCzs0NUVBR2796t0/ZmpP+vXr3SYUsoK4qNjU0xR3KPHj2M1JoPc/z4cbRq1QqvXr3C//73PzRp0sTYTcpc/htFnELy0cSZ/OaJWdHmzZuVK0W6dOmi9Xf5gQMHMGbMGL3FLlgQsLYSTI1NGkVsgTcnBzSjiQ9beaBgQR5DAkB4eDiGDBmiXJEJAM7Ozli+fDmaZ7EBWSwSExGZmg+Y95CytsTERNSoUQM//PADAKBq1aq4ePEiFi9ejL59++otrq+vL3x8fJTHUVFRcHFxgYeHB2xtbdO1T7VaDX9/fzRr1gyWlpa6amqWiM++m2bfjR2ffc9Y7MjISJiZmX3wd57Kzw8WN2+mWG6WmIh8N2+ilaVlqqOJ9UEX/ddcQUKmKTQ0FM2aNcPw4cMxdOhQYzfng61atQqRkZEAgHbt2mH//v2oWbOmcRuVWWhGEZuZAand5M/MjKOJ9WTDhg3K/7t06YKbN2/C3t4e4eHhOHLkCOLj45WbMOpakSLA3d/8YN8n5ckBzWjiu7/5wb4IjyH/+usvfP7554iIiFCW9erVC/PmzdO6H0xWwSIxEZEJiVer8WzoUOQHYA7wphPZlJOTE8qXL6+1rFy5cvjzzz8BAI6OjgCAsLAwODk5KeuEhYWhSpUqyjrh4eFa+4iPj8fTp0+V7d9mZWWV6h3WLS0tM1zs0cU+smp89t00+27s+Oz7x8cWEXzxxRcIDg7GunXr3n9pvQgwefI7iy8WkycDLVu+N0cnJiZi8+bN6NKlS4bnWc3Ia2/M9wwZ1/3799G0aVNcv34dw4YNg62tbaYfQayxYMECPHr0CDt37sSLFy/QokULHDlyBOXKlTN204wvLg4ICUn9OwpIWn7vXtJ6qfwNSOnz77//4uTJkwCSBnuUKVMGt27dQoMGDbBlyxbky5cP9+/fR7FixfTTABHYz3/3yQH7+ROAXjyGjIiIUArEhQoVwuLFi+Hl5WXkVqUfb1xHRGQCRARbtmzB0BIlUOjOHWjuhcubTmRP9erVw7Vr17SWXb9+HUWLFgUAFC9eHI6OjggICFCej4qKQlBQEOrUqQMAqFOnDiIjIxH836hzANi/fz8SExPh6upqgF4QEWUty5cvx5YtW3D79m20bdv2/VMvfEzx5R0ePnwIDw8PdOvWDfPmzUtn64nS786dO2jQoAGuX78OAChSpEiW+lvB0tISGzduRIMGDQAAT548gYeHB0JCQozcskzAyirpWCE4GAgOhjooCAd/+gnqoCBlGU6dYoFYxzZu3Kj8v1u3bsr/J06ciH///Rd37tzRX4EY0Fl+MgUDBgxAq1at0L59e1y8eDFLF4gBjiQmIsrWRAT+/v4YN24cgoODEQQgHm99+fOmE9nO6NGjUbduXfzwww/o0qULTp48iaVLl2Lp0qUAku42PmrUKEybNg2ffvopihcvjgkTJsDZ2Rnt27cHkDTyuHnz5hg0aBAWL14MtVoNb29vdOvWTbm7MhERJbl69SpGjhypPF68ePH752K3ssKD7acQdesxACAhIR7nzp1DlSpVYG6elKltS9mj8HuKLxcvXlRO+o0dOxYNGzZUrgoh0rcbN26gadOmuHfvHgCgZMmS2L9/P4oUKWLkln0cGxsb7NixA40bN8bZs2dx//59NGvWDEeOHElxjwaT4+KS9AMAajWeP3oEVK0K8MoBvXl7qgmNsmXLGuaKDc3JgcdJ+UkdH49jR4+inpsbLDVTXNjbm9zJgejoaOzYsQM9e/ZUlqlUKmzatAk2NjYZvpInM2CRmIgomwoKCoKvry8OHDgAAPAAUCu1FZONJo5t1Ag5cuTIFgnOlNWsWRPbtm2Dr68vpkyZguLFi2Pu3Llaf9CMHTsWL1++xODBgxEZGQk3Nzfs2bMH1tbWyjpr166Ft7c3mjZtCjMzM3Ts2JGj1IiI3hIbG4vu3bsrI4cHDx78QSOJQkKAMo1dEBPjkmypdqa2tgauXUuaHzItHh4e8PHxwZw5cxAXF4du3bohODgYuXLlSk93iD7Y5cuX0aJFCzx69AhAUgErICAgy55MtrOzw549e1C/fn1cv34d169fR/PmzXHgwAHY2dkZu3lkIi5fvozz588DSLqyr1ixYlCr1YZvCE8OaDl06BAGDRqEO3fuoECBAlo3pMvoDbozE043QUSUDd2+fRt16tRRCsQA8JONDSSt4u9/N53o368fOnXqhLCwMAO1lPSldevWuHDhAmJiYnDlyhUMGjRI63mVSoUpU6YgNDQUMTEx2LdvH0qXLq21Tv78+bFu3TpER0fj+fPn+P3335E7d25DdoOIKNPz9fXFuXPnACRdhfHzzz9/0HYREUBMzLvXiYlJWu99fvjhB1SrVg0AcO3aNYwaNeqD2kCUXrdv30azZs2UAnGlSpVw6NChLFsg1rC3t4efnx8++eQTAMDZs2fRtm1bxMfHG7llZCrSmmqCjOP169dYtmwZmjVrhjt37gAARo0ahYSEBOM2TE9YJCYiyoaKFy+u/FFRsmRJbFy9GhVsbaESSX2DxETE3LiBPzdswNatW1GhQgVs2LABktb6REREhD179ihF4Rw5cmD9+vVGGVFkZWWF9evXK6OHly1bhs2bNxu8HWQabvz6K5r7+KDyf5eiV69eHQcOHMg20zIULVoUfn5+KFCgAACgU6dOsLDgRdhkGO3atcOXX34JZ2dndO7cOcXzISEhGPv/7N13WJXlG8Dx72G7wIGKA9RciDlxoWhOUHGUVGrmLsvQVJr6E/fIkTNHmZplpVluTUFyhKASajlxlKHJdICiwAHO748jrxwBBTmDcX+u61ye867nfo/AOe/9Ps/9fPwxLVu2ZOHChSaIsGiLi4tj9+7d/O9//6NTp05UrVqV3bt3K+s7dOjA3r17MTc3f8pRCi/5SyeEEIVcTEwMX331FZ9++qnOF9gZM2bQoUMHRo4cqa1d1bHjU+tKHTl9GttPPiEuLo5bt24xcOBAfvrpJ1auXImDg4MpTk0IIYQosKKjoxk6dKjyesGCBTRp0sRk8dSrV4/ly5czYsQIAN5++21atWqlTFoqhF5oNDitXk1pjYY5wPg2bdj766+ULVvW1JHpVYMGDfj111+5fPkyb7zxhqnDEcVI8+bNad68OYsXL8bMLGu/zqSkJBYsWABAhQoV+PDDD40dYpF16tQpZVTOk2xsbJg7dy7vv/9+tv8vRYVez+yzzz5TJsPJkJSUhI+PDxUqVKB06dJ4e3tnGcYcERGBl5cXJUuWpFKlSnz00UcynEMIIZ4hISGBqVOnUrt2bfz8/Pjuu+901tepU4d333338eQGjo7QvLn20awZ8bVra+tKPVrmMWIE58+f15kcYdu2bTRs2JAffvhBehULIYQQj6SnpzN06FBiYmIA6NmzJ2PHjjVxVDBs2DD69+8PQHx8PIMGDZLrKqFf/v6UvnAB0FbQPvDxx0UuQZyhZcuWkiAWJpNTIrJu3bpKWZegoCDT1CsupO7evcu+ffuYOnUqHh4erFy5Umd9w4YNsX5iMj4nJydeeuklTpw4wfjx442SII6IgJMntY9Tp+DqVTtOnXq8LCLCcG3r7exCQ0P58ssvady4sc7yCRMmsGvXLrZs2cLhw4e5efOmzkQOaWlpeHl5kZKSQnBwMBs2bOCbb75hypQp+gpNCCGKlKSkJBYtWsQLL7zAjBkzuH//PgDz58/PdyK3YsWKbN68mS1btlCxYkUAbt++zaBBg3jllVeUunNCCCFEcaZSqfDy8sLa2prKlSuzfv36AjHpq0qlYvXq1Urv4aNHj/LFF1/kbt/AQDqNGYMqMNCQIYrCTKMBPz80j4ZZa8zNKTl3rnZ5MbFt2zbmzZtn6jBEMaZSqejYsSMAiYmJ/PHHH6YNqIBKT0/nwoULrFu3jrfeeouGDRtSrlw5evTowYwZMwgICODAgQM6+1hZWTFs2DB8fX3ZsmULN27c4MqVK0yYMAFnZ2ejxB0RAfXrg6ur9tG6tSUffNCR1q0tlWX16xsuUayXJPH9+/cZNGgQa9asoVy5csry+Ph41q5dy6JFi+jcuTOurq6sX7+e4OBgjh07BoC/vz/nz59n48aNNG3alB49ejBz5kxWrFhBSkqKPsITQogiITU1lXXr1lGvXj0++OADbt26BYCFhQXvvfcev/32m94uUF999VXOnTun9EYC2LFjBw0bNuSff/7RSxtCCCFEYaVSqRg7diwnTpzgp59+KlC1WMuWLcsPP/yAubk5b731VpaJS7Ol0WA2eTK2N25gNnlysUr6iTzw94fQUFSPJmxSpaVBaKh2eTGwbt06Xn31Vfz8/Pj111+N1q4pexUK4/nzzz/54osvcjWBeKdOnZTnhw4dMmBUhdPnn3+Ovb09Li4ujBw5krVr13L+/Pks22V3Xbt69Wo+//xzXn31VapVq2aMcHXoc1Lb56GXmsQ+Pj54eXnRtWtXZs2apSwPCwtDrVbTtWtXZZmzszNOTk6EhITQpk0bQkJCaNSoEZUrV1a28fT0ZPTo0Zw7d45mzZplaS85OZnk5GTldUJCAgBqtTpfXe0z9jVFd31Ttl3c25dzL57nbur289K2RqNh27ZtTJ06lfDwcGW5SqViwIABTJkyhdq1a+f6eLltv2zZsnz33Xe88sorvP/++8TExODm5ka1atUKxN9aGVolhBDC1J4cRVlQtG3blnPnzlG/fv3c7eDvj1lYGID2X39/8PQ0YISi0HnUixhzc3iUJAa0r/38wMMDCkBvekO6c+cO6enpAKxZs4a+ffvSo0cPg7aZ0avwcdLIEuios42NDYSHg5OTQUMRBrZ27VqWL1/OuHHj2Lt3L55P+Ruc0ZMY4ODBg0ycONEIERYcGo2GK1euEBISQkhICPPmzcPW1lZZX6pUKe7cuaOzj4WFBU2bNsXNzY22bdvi5uaGk/zSZJHvJPGmTZs4efIkoaGhWdZFRUVhZWWVpUZR5cqViYqKUrbJnCDOWJ+xLjtz585l+vTpWZb7+/vrZTbhgICAfB+jMLZd3NuXczed4tx+btqOiorivffeU76UArRo0YI333yTmjVrEh4erpM8zklsbAkSEqwyLbHj6tUTyitb2xQqVnyYZT8bGxsWLlzIt99+i7e3t956TuT3fX/w4IFe4hBCCCFy6/z587i4uOjlWPb22uTO03oM2dhot3seuU4QZyohoEpL0/5bTJJ+Ig8e9SLOInNv4iJ+Y+GDDz4gJiaG+fPnk56ezqBBgzh+/Dh169Y1WJt56VVoqHxXRMTjXoupqY97MmfMl21vLwnq/EpLS+Onn34CwNLSkjZt2jx1+9q1a1OtWjX+++8/jh49SkpKClZWVk/dpzBLTEzk7NmznDlzhhMnThASEkJcpq603t7eOp1T3dzcqFixopIMdnNzo0WLFnrJFxpbFw6wjPd5n2UE0vXZO+RTvpLE169fZ9y4cQQEBGBjY6OvmJ5p4sSJ+Pr6Kq8TEhJwdHTEw8ND5+5BXqnVagICAujWrdvjiZ6MxJRtF/f25dyL57mbuv28th0aGsratWtp164ds2bNol27dnlqLyICXnzRgqSknC/2bGw0nD2bmuOXvAEDBmRZtnfvXr766itWrlypTKDwLPp63zNGkQghhBDGsGXLFvr378+HH37IrFmz8n1B7uSk7f33OPmiJijoKO7u7bCw0H4+6jP5cvXqVc6ePUvfvn11V2SUEHj0UlWMkn4ilzJ6EZuZQaZOCwozs2LTm3ju3LmcO3eOPXv2cOfOHfr27UtISAh2dnamDs0gpCezcRw+fFgpM9GzZ89n/jypVCo6derExo0befDgAaGhoXm+PiwsfvrpJ4YOHUrSU+6WBAcH6ySJGzduTHR0dIGYKyB/NMxhEi5cYA6TaE0XwLDnlK8kcVhYGDExMTRv3lxZlpaWxpEjR/jiiy/Yv38/KSkp3L17V6c3cXR0NA4ODgA4ODhw4sQJneNm/HJkbPMka2vrLDMOgvaOiz4SPfo6TmFru7i3L+dePM/d1O0/2fbFixdZunQpS5Ys0fk7N336dPr160ePHj2e68MuPj43vRBUxMdbktu34u7du7z33nvcvHmTpk2bsnTpUgYPHpzr+PL7vpvyZ0YIIUTx8u+///L222+j0WhYsGABbdq00ZmM+3k5OT1OrKjVEBkZT7Nm5PqzOLc2btzI6NGjSUtLIywsjAYNGmhXSAkBkRspKdpsYXYJYtAuv35du1021+lFiZmZGRs2bKBZs2Zcv36dCxcuMGjQIHbs2IH5own9DMnYvQoLQk/m4mDTpk3K8+w65mSnY8eObNy4EdDWJS6qSeIZM2ZkSRCXK1dO6SHctm1bWrZsqbO+8CeHtTzwpxXaERytCMUDf/wx7M3bfE1c16VLF86cOcPp06eVR4sWLRg0aJDy3NLSksBMM+SGh4cTERGBm5sboO0GfubMGWJiYpRtAgICsLW11dtQLiGEKOgiIiIYOXIkDRs2ZPXq1Xz55Zc666tVq0bPnj0L1AfelStXSHt0QXn37l2GDh1K7969+e+//0wcmRBCCKE/qampvPnmm8THxwPQv39/XnnlFRNHlTdBQUHcv3+fhw8fMnDgwMcX3BklBDIniEG3hIAQ1tban4ewMAgLQ338OIc+/xz18ePKMkJDi3yCOIOtrS2TJk2iXLlyAOzZs4f//e9/RmhZt1chyASTRUFKSgq//PILoK2l26tXr1ztVxwmr7t69Srnzp0DoEqVKqxZs4YLFy4QFxfHnj17mDx5Mp07d6ZMmTImjtQQNMzEj1S0N59SMWcmfhj69z5fSeIyZcrw4osv6jxKlSpFhQoVePHFF7Gzs2PkyJH4+vpy8OBBwsLCGD58OG5ubkqNFQ8PD1xcXBg8eDB//vkn+/fvZ/Lkyfj4+GTbW1gIIYqSuLg4fH19qVevHuvWrVPqDq9duxZNAZ9ZvEWLFpw/f54333xTWbZnzx4aNmzIN998U+DjF0IIIXJj9uzZBAUFAVCjRg1Wr15doG7a5saiRYuUDjh//vknn376qW4JgexklBCQz3MB4OgIzZtrH82aEV+7NjRr9nhZ9eqmjtCoqlSpwo8//qj0Hp43bx7ff/+9QdvMrlehKPwOHDjA7du3Aejbt2+u6+bWqlULPz8/duzYwZYtWwwZosmYm5szZswYnJyc6NatG0OHDsXZ2RmznD63ipCM33cLtDdxLUgzyu+9wd/ZxYsX06tXL7y9venQoQMODg5s3bpVWW9ubs7u3bsxNzfHzc2NN998kyFDhjBjxgxDhyaEECZz7949Nm/eTP369Vm8eDHJyckA2NnZMWfOHIKDgwvFBWj58uX57rvv2LFjh1IiKD4+nuHDh9OrVy/pVSyEEKJQCwoKUq5LzMzM+OGHH7JMyl0YlCxZkh9//FHphLN06VL27dyZ+xICQogsOnfuzJIlSwBtBzrD1iU2Ta9CYXjPU2oCtCUVZsyYQZ8+fQrl51Ju1KxZk+XLl3P58mV69+5t6nCMwt4ebKx1f98zZPze21hrnntS22fJV03i7DzZzd3GxoYVK1awYsWKHPepUaMGe/fu1XcoQghRIIWEhPDaa6/pJFBtbGwYN24cH3/8MeXLlzdhdM+nT58+uLu7M378eL777jtAO6ldw4YN2bx5M54y8Y0QQohC5s6dOwwaNEgZ5TN16lTatm1r4qieX+PGjVm4cCFjx44FYMjbb3Nm714qP+qRpU5N5WhQEO3c3bG0eHSZWKlSsSkhIMTz8PHx4datW7z22msGLZeZuRcx6PYqNHSNUmE4Dx8+ZNu2bQCULVsWDw8PE0dUMKlUqmIzH42TE/y7xp9KQ0KzrMv4vf93jT+VnAzze1/0+2gLIUQBcu3aNV566SUlQWxubs4777zDlStX+OyzzwplgjhD+fLl+fbbb9m5cydVqlQBtJOZOjs7mzgyIYQQIm80Gg3vvPMOERERALRv395INUcNy8fHR+mNFRsby+BJk0hv2lRKCAjxnFQqFVOnTjVYgtjUvQqFYe3du5f79+8D0K9fPym5KkCjodLyp5eCqrTccKWgJEkshBBGVLNmTXx9fQFo2LAhf/31F6tXr6ZatWomjkx/evfuzblz5xgyZAgLFy6kRo0apg5JCCGEyJNvvvlGqfFYtmxZNm7cqNQeLcxUKhXr1q1TbuYGBASwaNEiE0clRNGi0WjYv3+/XubnyOhVmLk2aYbMvQqdnPLdlDCBDh06sGLFCtzd3fNUaiKzGzdu8O233/LWW28pJQyLgsDAQKKiokwdhvGlpJi0FJQkiYUQwshmzZrFF198wYwZM6hbt65R2rS3Bxubp29jY4PeeiGUK1eODRs2MGrUKJ3lCQkJLOrZkw6jR6MKDNRPY0IIIYSetW/fnpYtWwLw9ddf41SEMjD29vZ89913ytwH//vf/7h586aJoxKiaEhJSWHUqFF0796dhQsX5v+AJu5VaOxriOKmYsWKvPfee/z+++9069btuY7h5+fH0KFDWbt2LcePH9dzhKaRkpLCK6+8QpUqVfDy8jJ1OMZlbQ2hoRAWBmFhqI8f59Dnn6M+flxZRmiowUpB6b0msRBCiMf27dunHc45eLCyzMLCglGjRhm1FruTE4SHQ1yc9nVqqpqgoKO4u7fDwkJb38neHr33Qnhy8r2PP/qIEQcOUA5I+9//wNMTCsEEfUIIIYqXOnXqEBQUxO7du+nXr5+pw9G7Ll268PHHH/PNN9/w7bffUrVqVdRqtanDEqLQ+/333/n6668B+OSTT2jYsCE9e/Z8/gPmpVehAZJGprqGELnXsWNHvvnmG0A7R1iHDh1MG5AeHD58mHv37gFQoUIFE0djAo6O2geAWk18ZKS2FJQR6jJLklgIIQwgPT2d2bNnM3XqVCwtLXF2dlZ6JJmKk9PjL3BqNURGxhvrswaA+Ph47m/dSqtHr81PngR/f22iWAghhChgrKysimSCOMPMmTPp3/8jNJoKnDwJqalw9aodp05Bxrx1kvwRIm+6dOnCtGnTmDZtGhqNhoEDB3L8+PHnn6Mjo1dhbCxgmgkmTX0NIZ6uY8eOyvNDhw4xZcoU0wWjJzt37lSe9+nTx4SRFD9SbkIIIfTs7t27vPzyy0yZMgWNRkNKSgrr1683dVgmZ2dryzeOjqQ/6jmsMTcHP8MNjxNCCCHy4s8//yQpKcnUYRhNZKQlbdtWwNUVXF2hdWtLPvigI61bWyrL6tfXdmIUz2fFihXUrFkTGxsbWrduzYkTJ3LcduvWrbRo0YKyZctSqlQpmjZtynfffaezjUajYcqUKVSpUoUSJUrQtWtXLl++bOjTEHnk5+eHt7c3oC211qdPH+7cufP8B3R0fDyZpEwwWSTcvn2b999/n+DgYNJz6iWeSzVq1KBWrVoABAcHF/rPMY1Gw44dOwDtzVpP6VBkVJIkFkIIPTpz5gwtW7Zk165dgLbcwuzZs/niiy9MHFkB4O+PxalTmD1KCqvS0rQ9I/z9TRyYEEKI4m7z5s289NJLfPjhh5w+fdrU4RhFXBw8K5eQlPR4mLnIm82bN+Pr68vUqVM5efIkTZo0wdPTk5iYmGy3L1++PP/73/8ICQnhr7/+Yvjw4QwfPpz9+/cr28yfP59ly5axevVqjh8/TqlSpfD09Cz0SaGixszMjA0bNtCkSRMALl++TP/+/UlNTTVxZKKg2Lp1K8uXL6ddu3ZMnz4938fL6E2cnJxc6OsS//nnn1y/fh2ATp06UaZMGRNHVLxIklgIYTIXLlxQPgCKgh9//JE2bdpw5coVQPtlf9++fUyaNAmznCabKC40Gm2v4SdnhpfexAYxbdo0VCqVziPzMMekpCR8fHyoUKECpUuXxtvbm+joaJ1jRERE4OXlRcmSJalUqRIfffSRXNwIIYqc1NRUPvjgAwYMGMCDBw+4ceMGc+bMMXVYoghYtGgRb7/9NsOHD8fFxYXVq1dTsmRJ1q1bl+32HTt25JVXXqFBgwbUrl2bcePG0bhxY4KCggBt77olS5YwefJk+vbtS+PGjfn222+5efMm27dvN+KZidwoVaoUO3bsoGLFigAEBATw8ccfmzgqUVBs2rRJed6rV698H69Tp07K84MHD+b7eKYkpSZMq5hnLYQQpnLhwgWaN2/O2LFj6dWrV6G+46lWq5kwYQJvvPEGDx48AKB58+aEhYXh4eFh4ugKCH9/ba/htDTd5dKb2GAaNmxIZGSk8si4yASYMGECu3btYsuWLRw+fJibN2/q1N1MS0vDy8uLlJQUgoOD2bBhA998802RqHEmhBAZoqOjcXd/g0WLDgLNgGa0aDGKCRO+4+RJOHlSSi2I55OSkkJYWBhdu3ZVlpmZmdG1a1dCQkKeub9GoyEwMJDw8HBlEqp//vmHqKgonWPa2dnRunXrXB1TGF+NGjX45ZdfsHhUO3jx4sVSgk4QFRWlJHJfeOEFWrRoke9jvvTSS8rzQ4cO5ft4ppQ5Sdy7d28TRlI8ycR1QgiTaNCgAREREfj4+LB9+3b8/f3p2bMn06dP18sHpTENGzaMH374QXk9fPhwVqxYQYkSJUwYVQGS0YvYzCz7mZnNzLTrPTzgUb1ikX8WFhY4ODhkWR4fH8/atWv54Ycf6Ny5MwDr16+nQYMGHDt2jDZt2uDv78/58+c5cOAAlStXpmnTpsycOZNPPvmEadOmYWVlZezTEUIIvTp27Bgvv/w+0dGHgcef13/8AZmutbGxgfBwmbxN5E1cXBxpaWlUrlxZZ3nlypW5ePFijvvFx8dTrVo1kpOTMTc3Z+XKlXTr1g3QJpYyjvHkMTPWZSc5OZnk5GTldUJCAqDt5KBWq/N2Yo9k7Pe8++dXYWq/TZs2LF++nNGjRwPw2Wef0b9/fyyfc9a3wnTuRaltfba/efNmpQ7xa6+9luNIvYgIuHUro+1Url6148SJVGXCwAoVHn82ValShRdeeIG///6bkJAQEhIS9Hotaqz3/saNG4SFhQHQrFkzHBwcdP5Wyc9d/o6RG5IkFkKYzI0bNwgODlZe7927l71799K7d2+mT59Os2bNTBhd7o0bN46ff/4ZjUbD8uXLGTVqFCpJdj6WkqL9lpPTpAzp6XD9unY7A87MXNxcvnyZqlWrYmNjg5ubG3PnzsXJyYmwsDDUarVOTyRnZ2ecnJwICQmhTZs2hISE0KhRI50LUU9PT0aPHs25c+dy/N2UC9Gi07ap2y/O527q9ov6uWs0Gr7++mvGjx+PWv0imRPE2UlKgqgoNVWqGCQcHcZ+77V5iWcnqlJT1eQ2JFP93BQVZcqU4fTp09y/f5/AwEB8fX154YUXlHqjz2Pu3LnZ1jz19/enZMmS+YhWW0LBlApL+1WqVKFnz578+++/fPLJJ3qJu7Cce1FrWx/tf/nll8rzKlWqsHfv3izbxMaW4L33uqBWZ5TqswQ66mxjaZnGypWBVKz4EEBJEqekpLBs2TIaNWqUrzizY+j3ft++fcrz+vXrZ3lv5Ofu+WSMds4NSRILIUymWbNmrFixgtjYWObOnavUJ961axe7du3ilVdeYdq0aTRu3NjEkT5dq1atWLduHbVr16ZNmzamDqfgsbbWlpSIjQVAnZrK0aAg2rm7Y/lo+B2VKkmCWI9at27NN998Q/369YmMjGT69Om0b9+es2fPEhUVhZWVFWXLltXZJ3NPpKioqGx7KmWsy4lciBa9tk3dfnE+d1O1r9FoSE9PL7Ln/uWXX/Lrr7/maZ+goKNERsYbJJ7sGOu9v3rVjieTDtnJy/nn5UK0KLO3t8fc3DxLvf/o6OhsR/lkMDMzo06dOgA0bdqUCxcuMHfuXDp27KjsFx0dTZVMdy2io6Np2rRpjsecOHEivr6+yuuEhAQcHR3x8PDA1tb2eU4PtVpNQEAA3bp1e+4esflRGNvv1q0bGo0m36OxCuO5F4W29dV+REQEFy5cALQja0ePHp1t56JTp8iUIM4pHnMaN+5ERt+NBw8eoNFo6NChA/3796dmzZrPFWP2bRnnvU9NTeXChQsEBQUxYcIEpWOK/Nzlr/2Mjju5IUliIYRJWVpa8tZbbzFixAjWrVvH7Nmz+e+//wDYtm0b27Zt44svvsDHx8fEkWo9ePCAlStXMmHCBMwzTcI2aNAgE0ZVCDg6ah8AajXxkZHQrBmY4IO2OOjRo4fyvHHjxrRu3ZoaNWrw008/GbQMilyIFp22Td1+cT53U7afmppK9+7dOXbsGO+88w5TpkzBzs7OaO2D4c89OjpaSRL37z+AzZufvY+7ezuMMbjJ2P/vp07lbru8nH9eLkSLMisrK1xdXQkMDOTll18GID09ncDAQMaMGZPr46SnpysjdGrVqoWDgwOBgYFKUjghIYHjx48rpQyyY21tjXU2N+ItLS3z/XOmj2MUl/az206tVmNhYfFcIxAL07kXpbbz2/62bduU5wMHDszxpoFFLjN1FhaWyuXUwIEDGThw4HPFlVuGfu+9vb3x9vbm9u3blCtXLsvvhvzcPV/7edlPksRCCKMbOHAgdnZ2eHp6Kn/4ra2tGT16NMOHD2fNmjXMnTuXyMhIzM3N6d69u4kj1vr777/p168ff/75J7dv35bZz/MgIgLi4rTPU1O1vZdOnXr8BcjeXuo9GlLZsmWpV68eV65coVu3bqSkpHD37l2d3sSZezc5ODhw4sQJnWNk9IZ6Wg8ouRAtem2buv3ifO6maP/gwYMcOXIEgOXLl7N582Y+++wzhg4dipmZcee7NtS5jxo1ivPnz9OqVSucnd/IVZI480W4MRjr/93BQVtzOSkp521sbMDBIffnb8rfl4LG19eXoUOH0qJFC1q1asWSJUtITExk+PDhAAwZMoRq1aoxd+5cQDsap0WLFtSuXZvk5GT27t3Ld999x6pVqwBQqVSMHz+eWbNmUbduXWrVqoWfnx9Vq1ZVEtGi8IiNjeW1116jW7du/O9//zN1OMJINm3apDwfMGCACSMp2MqXL2/qEIotSRILIYzq9u3b/PTTT6Snp/Pbb7+xYMECnfU2NjaMHTuWt956iy+//JKoqChq166ts01gYCDVq1enfv36Rov7119/ZdCgQdy5cwfQXjy///77T02YPam4JkojIqB+/cwXoVlrasnEQIZ1//59rl69yuDBg3F1dcXS0pLAwEC8vb0BCA8PJyIiAjc3NwDc3NyYPXs2MTExVKpUCdAOf7a1tcXFxcVk5yGEMKxdu3bpvI6JiWHs2LF0795dZ3h7YaHRaDh8+HCWeq5LliwB4ORJ48dUkDg5aT97H383URMUdBR393ZYWGiTvUX1u4kx9O/fn9jYWKZMmUJUVBRNmzZl3759SvmmiIgInZsviYmJvPfee9y4cYMSJUrg7OzMxo0b6d+/v7LNxx9/TGJiIqNGjeLu3bu4u7uzb98+bGxsjH5+4vk9ePCANm3a8Pfff3P48GFefPFF+vbta+qwhIFdvnxZmZTN1dWVunXrmjgiIbKSJLEQwqj279+vzObas2fPHLcrUaIE48ePz7I8KSmJYcOGcfPmTd588038/PyU2m2GkJ6ezqxZs5g2bRoajQaAevXqsXXr1jwniItrojQu7um9lEC7Pi6u6J27qXz44Yf07t2bGjVqcPPmTaZOnYq5ubnSi3/kyJH4+vpSvnx5bG1tGTt2LG5ubkpNbQ8PD1xcXBg8eDDz588nKiqKyZMn4+Pjk21PYSFE4afRaJQksYWFBb169WL79u1MmjSpUCaIExISGD58OFu3buXnn39WbooJXU5Ojz971WqIjIyXalB6NGbMmBzLSxw6dEjn9axZs5g1a9ZTj6dSqZgxYwYzZszQV4jCBEqWLMlbb73FpEmTAHjzzTcJDg42yERjouCoVasWAQEBbNq0iRYtWhisnbS0NP766y8ePnxI27ZtDdaOPqWmpvLHH3/QqlUro49cErrk3RdCGNWePXuU55nrpubW+vXruXHjBunp6Xz77bc4OzszYsQI/v77b32GCcDdu3fp27cvU6dOVRLEL7/8MidOnKBhw4Z5OlZeEqVC5NeNGzcYOHAg9evX5/XXX6dChQocO3aMihUrArB48WJ69eqFt7c3HTp0wMHBga1btyr7m5ubs3v3bszNzXFzc+PNN99kyJAhclEqRBF25swZ/v33XwAaNmzITz/9xKFDh3TqjAPEx8ezZMkSUlJSTBFmrly8eJHWrVsrf9dGjBjB7du3TRyVEEI89umnnyrlBu7fv0/fvn2JkwuBIs3CwoKuXbvy9ddf8+677xqkjfj4eCpWrEjz5s35+OOPDdKGIYSEhODm5kaVKlX48ssvTR1OsSZJYiGE0aSlpbFv3z4AypQpg7u7e56P8eabbzJ79mzKlSunHHP9+vXUr1+ft99+W7nAza+//vqLFi1asHv3bkA72/ScOXP45ZdfjD6JjxB5tWnTJm7evElycjI3btxg06ZNOmVbbGxsWLFiBbdv3yYxMTHbnvE1atRg7969PHjwgNjYWBYuXIhFbmfREEIUOplLTbRs2RKAl156Kcsw9pkzZzJhwgQaNWqkTABXkGzdupWWLVty8eJFAOzs7Pj++++zrW9ob68dxfM0Njba7YQQQp9UKhVr167F1dUVgH/++YfXXnsNtVpt4shEYWZnZ6d0Cjlx4gSJiYkmjih3du7cCWjLXJUqVcrE0RRvkiQWQhjN8ePHuXXrFgDdunXLcTbXpylTpgyTJk3i2rVrzJgxQ5l4KzU1la+//pq6desyevRorl+//txxBgcH06ZNG65evQpAhQoV2LdvHxMnTpThL0IIIYqk7JLET4qNjeWLL74A4NKlS/Ts2ZNevXpx+fJlo8T4NGlpaUycOBFvb2/u378PQKNGjfjjjz/o1atXtvtk1OQNC9M+jh9X8/nnhzh+XK0sK4ploIQQBUPJkiXZvn27Uqf60KFD2ZbbE8VPfm5idurUCQC1Wk1wcLABotO/jCSxubn5U0tSCsOTbIcQwmgyl5rw8vLK17FsbW3x8/Pjn3/+YerUqdja2gLaD8PVq1czb9685z52s2bNaNCgAaCdVCAsLIxu3brlK14hhBCiIPvmm2+YP38+gwcPVhIWT6pYsSIhISE6I4H27NlDw4YN+fTTT7l3756xwtURFxdH9+7d+eyzz5RlAwcOJCQk5JnzFjg5QfPm2kezZlC7trYmb8YySRALIQypevXqbNu2Tek8s3LlSlavXm3iqIQ+aTQahg0bxvr167l7926u9snPTczMk7U+Wfu8IAoPD+fSpUsAuLu7ZzvyRxiPJImFEEaTOUmsrzuEZcuWZdq0aVy7do3JkydTpkwZrK2t+fTTT5/7mCVKlOCXX37h/fffJygoiBo1auglViGEEKKgcnZ25qOPPmLt2rVP3a5Zs2YcOXKEH374gWrVqgHaG7Tz5s2jfv36bNy4Uanjbwx//fUXrq6uHDhwAND2Qlq8eDHff/+9DFkVQhQKbm5ufPXVV8rrsWPHcuLECRNGJPTpjz/+YMOGDYwYMYL+/fvner/nvYn50ksvKc8LQ5I4oxcxQJ8+fUwYiQBJEgshjOTGjRv8+eefgLZ37pP1T/OrXLlyzJw5k3/++YctW7ZQvXp1nfVffPEFH3zwAdHR0Vn2DQkJUe5eZqhZsyZLly7NUotRCCGEKO5UKhUDBw7k4sWLTJo0SekBFxkZyeDBg/Hy8jJaotjOzk6puVipUiUCAwMZP348KpXKKO0LIYQ+DB06VJkodNiwYTRt2tS0AQm92bRpk/L8tddeM3h7VapUwdnZGdDWJc4owVRQ7dixQ3neu3dvE0YiQJLEQggjyZiwDvJfauJpKlSokOXD5f79+8yYMYNFixZRq1YtPv74Y2JjY9FoNOzZs4cuXbrQr1+/Av8BWljJxEBCCFE0lS5dmtmzZ3P+/Hn69u2rLPf09DRakrZGjRps2rSJdu3acfLkSZ0eVEIIUZjMnz+frVu38tVXXz3X3C2i4ElPT2fz5s0AWFhY0K9fP6O0m1FyIjU1tUDXJY6NjVXia9CgAXXr1jVxRFoREXDypPZx6hRcvWrHqVOPl0VEmDpCw5FpyoUQRjFs2DDq1avHnj178Pb2NmrbJ06cUOokPnz4kAULFrBy5UpatGjB4cOHATh37hxLly7lf//7n0FiyEiUJiXlvE1RTZRm1NSKi9O+Tk1VExR0FHf3dlhYWALa85a6j0IIYXxBQUEEBATQu3dvmjdv/lzHqF27Ntu3b2f//v2sXr2a9957T2f9/fv3sba2xtLSMt/x/vfff9ja2lKmTBllWdeuXenSpYv0HhZCFGrm5ua88sorpg5D6NHRo0f577//AO0NVGPV2+3UqZNS2/rgwYN4eHgYpd282rNnjzLyqKCUmoiIgPr1M1+3WwIddbaxsSm6E9tKT2IhhFFYWFjQoUMH5s2bR+PGjY3adufOnfn7778ZN24c1tbWACQmJioJYoCPPvqITz75xGAxFPcZ1GViICGEKJg2btzIjBkzaNmypc7cAc/D09OTbdu2ZUkGf/zxxzRt2lSpG/y8Dh8+TPPmzRkxYkSWchaSIBZCFEXnzp1j+fLlpg5DPKfMpSYGDhxotHYLS13igliPOC7u6R27QLs+owNUUSNJYiFEsVClShWWLFnC1atXGTNmjDKEy8bGhh9++IH58+djYWHYwRWSKBVCCFGQaDQadu3aBYC1tTWdO3fWexunT5/myy+/5Pz583Tr1o1+/frxzz//5DnOxYsX06VLF2JiYvj5559ZtWqV3mMVQoiCZPfu3bi5ufH++++zZcsWU4cj8ig1NVX5f7OxsTFqErRy5co0aNAABwcH6tSpY9QJZfOievXqVKxYkYoVK9K6dWtThyOQJLEQopipVq0ay5cv58qVK6xevZqlS5fy6quvmjosIYQQwuhOnjzJzZs3AejSpQulSpXSexvm5ua0bNlSeb1t2zYaNGjAlClTlAnnniYxMZE33ngDX19f0tLSAG15iddff13vsQohREFy6dIlpWTe0KFDOXXqlIkjEnlx8OBBYmNjAejVq5dOmSRjOHLkCDdv3uS7774rsKNtli1bRmRkJMeOHcPc3NzU4QgkSSyEMDCNRsPw4cNZvnw5f//9t6nDUTg6OjJixAgqV65s6lCEEEIIk8joRQyGG+bZqFEjgoOD2bBhAw4ODgAkJyczc+ZMnJ2d2bx5c449nK5cuUKbNm10hutOnDiRffv2YV8Ui/gLIUQmEyZMYMiQIYB2XpW+ffsSHR1t4qhEbmX+7BowYIDR27e3ty+wyeHMzM3NeeGFF0wdhnhEksRCCIMKDw/nm2++4f3332fkyJGmDkcIIYQQj2ROEvfq1ctg7ZiZmTFkyBDCw8P56KOPlJrFN27cYMCAAXTs2JE///xTZ589e/bQokULzp49C0Dp0qX55ZdfmDNnjvQ2EkIUCyqVii+//FIZhn/9+nX69++PWq02cWTiWVJTU9m2bRug/fzq2bOniSMSInckSSyEMKjMk+B4eXmZMBIhhBBCZLhx4wYnT54EoHnz5lSrVs3gbdra2jJ//nzOnj1Ljx49lOVHjhzhxIkTAKSnp/Pjjz/yyiuvEB8fD4CzszOhoaH069fPoPGpAgPpNGYMqsBAg7YjhBC5ZWNjw7Zt26hatSoAwcHBrFq1iuvXrxfYOrNCO2n7qVOnmD9/Ph9++CElSpQwaTyJiYmkpKSYNIbM4uLiuHPnjqnDENmQJLEQwqAkSSyEEEIUPLt371aeG3tG8Xr16rF37152795NnTp1aNasGSNGjFDWZ57Yrl+/fpw4cQJnZ2fDBqXRYDZ5MrY3bmA2eTJI8kUIUUBUqVKF7du3Y2NjA8Bvv/1G7dq1ad++fZZtL1++rNxgE6ZVo0YNPvroI6ZOnWqyGHbv3o27uzvlypXjwIEDJovjSUuXLqVixYp07txZGTEkCgZJEgshDCY+Pp7ff/8dgFq1ahn+Ak8IIYQQuZK51ETv3r1NEoOXlxdnz55l27ZtSgkJMzMzxo0bh7OzM5999hk///yzcSb78ffHLCxMG0NYGPj7G75NIYTIpZYtW7J27VqdZTVq1MiyXffu3SlbtiwODg689NJLjBo1ioULF7Jr1y4uXbokpSqKmaSkJI4ePYparebQoUOmDkexc+dO0tLSOHjwIBUqVDB1ODrs7eHR/Zgc2dhotyuKLPJ7gFWrVrFq1SquXbsGQMOGDZkyZYoyhCwpKYkPPviATZs2kZycjKenJytXrtSZLCoiIoLRo0dz8OBBSpcuzdChQ5k7dy4WFvkOTwhhQgEBAaSmpgLaWoeFoXC+EKJgUYZ/r1kD3bubOhwhioTExEQCH5VUqFatGs2aNTNZLNbW1lkSHaVKlSI0NJTSpUsbJwiNBvz80Jibo0pL0/7r5wceHiDfXYQAICIC4uK0z1NT4epVO06dgoxLdnt7cHIyXXzFwRtvvEHVqlVZvHgxqampuLu766xPTk5W8jLR0dFER0dz5MgRnW0sLCx44YUX+OKLL+jWrZuyPD09HZVKJddrRcxLL72kPD948KAJI3ns2rVr/PXXXwC0atWKKlWqmDgiXU5OEB6e+e+dmqCgo7i7t8PCQjunQlH+e5fvLGz16tX57LPPqFu3LhqNhg0bNtC3b19OnTpFw4YNmTBhAnv27GHLli3Y2dkxZswY+vXrx9GjRwFIS0vDy8sLBwcHgoODiYyMZMiQIVhaWjJnzpx8n6AQwnSk1IQQIl8yDf9OnzwZPD0lYSOEHlhYWPD999+zc+dOqlWrViCTAtbW1sZrzN8fQkPJeBdUaWkQGqpd7ulpvDiEKKAiIqB+fUhKylhiCXTU2cbGRptYKaqJk4KiXbt2xMfH07NnT2US0AwPHjxgxIgRhIeHEx4eTkxMTJb9U1NTuXTpEiVLltRZHhAQwOuvv079+vWpV6+ezr9169alVKlSBj2vouT999+nZMmSDBgwgCZNmpj0M7ZixYq8+OKLnD17lpMnTxIfH4+dnZ3J4gHdkUzGLneVW05Oj/+WqdUQGRlPs2bwxK9ckZTvJPGTw9Nmz57NqlWrOHbsGNWrV2ft2rX88MMPdO7cGYD169fToEEDjh07Rps2bfD39+f8+fMcOHCAypUr07RpU2bOnMknn3zCtGnTsLKyym+IQggTSE9PZ+/evQCULFlS5y6mEELkSnbDvyVhYzTSi7vosra2xtvbG29vb1OHYnqPehFjbg5paY+Xm5trl0tvYiGIi8ucIM5eUpJ2O0kSm065cuVYs2aN8vru3btcunSJS5cuER4ervNvvXr1dPa9dOkSCQkJhIaGEhoamuXY1atXp379+tSpUwdXV1eDn0thFR8fz1dffUVycjLr16/n5s2bSjklU+nUqRNnz54lPT2d33//nV69epk0np07dyrP+/bta8JIRHb0WpM4LS2NTZs2kZiYiJubG2FhYajVarp27aps4+zsjJOTEyEhIQCEhITQqFEjnfITnp6eJCQkcO7cOX2GJ4QworCwMOXuddeuXZWJFoQQIlcyDf8GtP/6+clkUgYWEQEnT8LJMA1Jvtpe3Em+kzkZpuHkSe16IYqUR72IdRLEoH2d0ZtYCCEKobJly9KqVSvefPNNZs6cyebNmzl9+jT379/H/omCqmZmZtSsWTPHXq83btwgMDCQ7du3U7ZsWSNEXzjt2LGD5ORkAF5//XWTJ4gBOnbsqDw3dV3i+Ph4JYZatWrRsGFDk8YjstJL0d8zZ87g5uZGUlISpUuXZtu2bbi4uHD69GmsrKyy/BGpXLkyUVFRAERFRekkiDPWZ6zLTnJysvKLB5CQkACAWq3OVyH2jH1NUczdlG0XhPbT9u+n05gxpK1aZfReYqY+96L6c5f5DmH37t2zbUPeezl3fRxHFFEy/NvoMg8n9sCf/Wh7cZe+EMbEFv744ynDiUXRktGL2MwM0tOzrjczk97EQogix8wsa19BHx8ffHx8SEpK4sqVK0qv48w9kG/fvs3YsWOzjPY+cOAAbdu2zVLCojjatGmT8nzAgAEmjOSxzCN6TZ0k3rdvnzJnUZ8+fQpkuaviTi9J4vr163P69Gni4+P5+eefGTp0KIcPH9bHobM1d+5cpk+fnmW5v7+/Xv4wBQQE5PsYhbFtk7Wv0dDho48od+MGdyZM4MiCBSb5Il4s33sDtl2jRg3eeecdwsLCsLKyUkpPGKv9vChq731haT+/bT948EBPkYgCJ4fh3+kqFarJk1FJwsYgHg8n1jATP1Ixx4I0UjFnJn7440FSkkqGExdyv/zyC+np6Xh6emJra2vqcEwrJUV7dyS7BDFol1+/rt3OmDWShRDCRGxsbHjxxRd58cUXs6y7desW5ubmOrmeiIgIevToQbly5Rg3bhw+Pj7FtqdxXFyccn3j6OiIm5ub3o6dnxJgFSpUoHHjxvz111+cOnWKu3fvmuz/KHNHsoJaj7i400uS2MrKijp16gDg6upKaGgoS5cupX///qSkpGT5IYyOjsbBwQEABwcHTpw4oXO86OhoZV12Jk6ciK+vr/I6ISEBR0dHPDw88vVlV61WExAQQLdu3bIUgTc0U7Zt6vZV/v5YXLkCQLkrV/CytETj4WG09ovze2/otocOHWrS9p+lKL/3Bbl9fbWdMYpEPN1nn33GxIkTGTduHEuWLAEgKSmJDz74gE2bNpGcnIynpycrV67UGdkTERHB6NGjOXjwIKVLl2bo0KHMnTsXCwu9fHV4uozh308w02jgjz9I+/VXzHv2NHwcxZQH/rTi8ftvQRqtCMUDbW9iUbhNnz6dM2fOYG1tTXR0tMknsDEpa2vt35rYWADUqakcDQqinbs7lhl/6ypVkgSxEEJHca3ZX6FChSwj+T7//HNSU1OJjY1l8uTJzJs3j3fffZcJEyZQpUoVE0VqGlu3blV6yfbv3z/bHtvPRQ8TOXfq1Im//vpLqUv85NxixqBWq5WOY3Z2drRv397oMYhnM8iVXnp6OsnJybi6umJpaUlgYKAyMUZ4eDgRERHKXRU3Nzdmz55NTEwMlSpVArS9y2xtbXFxccn2+NbW1tnOeGxpaZmvhEPGH3urNWuwMNEf+/yeQ2FqPyIC4mI11P94OuZm5qjS09CYmZP88XTCHXpiX1Fl1J5Kxem9L0htF/f25dyfv21Tvm+FRWhoKF9++SWNGzfWWT5hwgT27NnDli1bsLOzY8yYMfTr14+jR48C2jkGvLy8cHBwIDg4mMjISIYMGYKlpSVz5swxbNDPGP6dBvw9aBBOkZFYS61zA9DtRZwhc29ikF7chdW1a9c4c+YMAE2bNi3eCeIMjo7aB4BaTXxkJMVmCnMhRN7pIWFXlIwYMYLY2Fg2b95Meno69+7dY8GCBSxdupRhw4bx8ccfU7t2bVOHaRSZS00MHDhQfwfWw0TOHTt2ZOnSpQCcPXvWJEniqKgo6tWrx4kTJ+jZs6dcyxVQ+b61MXHiRI4cOaJ86Zw4cSKHDh1i0KBB2NnZMXLkSHx9fTl48CBhYWEMHz4cNzc32rRpA4CHhwcuLi4MHjyYP//8k/379zN58mR8fHyyTQQbTKY/9maTJ8vEOAaWUfdwYgt/Sp0PRZWuvRBVpadR6nwoE1v4U7++TJAjii6lB0JgoKlDEUXU/fv3GTRoEGvWrKFcuXLK8vj4eNauXcuiRYvo3Lkzrq6urF+/nuDgYI4dOwZoyzedP3+ejRs30rRpU3r06MHMmTNZsWIFKSkphg08JYW0f3Ie/m0OlL6bQL9evUhMTDRsLMVQRi/izAli0O1NLAqvXbt2Kc9lmKcQQjyH7BJ2xViTJk344YcfuHTpEu+++66Sw0lJSeGrr76iXr16DBw4kLNnz5o4UsOKjIxU6v3WrVuXZs2a6efAeprIuVOnTmzZsoXo6GgmTpyon9jyyNHRkePHj3Pz5k1mzpxpkhjEs+W7J3FMTAxDhgwhMjISOzs7GjduzP79++nWrRsAixcvxszMDG9vb50hrRnMzc3ZvXs3o0ePxs3NjVKlSjF06FBmzJiR39DyRg93Z0TuaesePr23UuskD+LijNubWORfSkoKU6ZMwdPTE3d3d7lDmB3pgSCMwMfHBy8vL7p27cqsWbOU5WFhYajVarp27aosc3Z2xsnJiZCQENq0aUNISAiNGjXSKT/h6enJ6NGjOXfuXI5ffPUxsWzEDTO63ztBGeJy3CaGMvwX2IVu3bqxY8cOg9ZVKwqTPOZWqlr7uZyGGeZk14vbTPu5re6EWm3Yv1nFeXJPQ7Yvk8oW3LaLSvsyqWzRZG8PNjYZdeuzZ2Oj3a5Iy5SwU6Wlaf+VyS0BqF27NqtWrWLKlCksWbKEVatWce/ePdLT09m0aRPdunXLts5xUbFlyxY0jxK3AwYM0N+EbHqayNnOzo5XX31VPzHlU3ErQ1LY5DtJvHbt2qeut7GxYcWKFaxYsSLHbWrUqPHUSa0MTv7Ym8STNQ8z6PZWkkR9YRMUFMS8efOYN28ew4cPZ926daYOqeCRm1LCwDZt2sTJkycJzaaub1RUFFZWVlkSq5UrVyYqKkrZJnOCOGN9xrqc6GNi2atX7biS3BF41h1Ce0JCQmjVqhXTpk0z+AQchXmSx9y6Fl6C/kRkmyAGMCcdR67z0+FDREY9NEpMxXlyT323/+DBA6WXU8WKFYmIiOD69etGaft5FIffuaLYvkwqWzQ5OUF4uLajD0BqqpqgoKO4u7fDwkLbIcTevhhMaqqnhF1RVqVKFebNm8fEiRNZuXIlS5YswcrKijfffFNnu4SEBEqXLq2/ur0mlnmkzoABA/Rz0BwmciajN7Hkq4QBGGH2mUJA/tgbnyZ3vZXQSO3DwmbPnj3K84wRBSITuSklDOz69euMGzeOgIAAbIxcs1cfE8ueOpW7tsqWLcfduxAbG0v9+vVxdXV9joifrShM8phbp6pAS0KpSGyO28RQia0dK6OvUZQ5Kc6Texqq/Z9//lmZUOe1117Dy8vLaG3nRXH6nSuK7cukskWXk9PjJLBaDZGR8cWrfLck7PKkbNmyTJo0iQkTJnDp0iWsrKx01r/77rucOXOGTz75hAEDBhhnYmQD2r17N/v37+f333/PcW6tPMthImcKYb7q1q1blC9fXn89rIXBFO7fRH2QP/YmoVKn4JSL3kpR6hRAZpQuTDKSxGZmZngWkg8to5KbUsLAwsLCiImJoXnz5sqytLQ0jhw5whdffMH+/ftJSUnh7t27Or1vo6OjcXBwAMDBwYETJ07oHDc6OlpZlxN9TCyb22uEtWvX8umnHqxevVqZ58CQCvMkj7nl4ABxNo7cSHLMcRsbG+12xnorivPknvpu/9dff1Wev/zyy888blE698LUdmFvX8qM6VqxYgULFiwgKiqKJk2asHz5clq1apXttmvWrOHbb79Vare6uroyZ84cne2HDRvGhg0bdPbz9PRk3759hjsJAUDMRn8qPSVhF7PRn0qD5bv8k0qUKEGTJk10ll29elWZ6G7w4MH4+fnx0UcfMXz4cEqUKGGiSPPH2tqaPn366K/e/zMmcsbM7LnyVT///DOBgYHExMTwyy+/6CfWXPDy8iIqKoo+ffqwaNGiQn9ToCgrGn378yPj7kzmBDHo3p0ReqexsqYloTQnLMdHS0LRWEmCuDC5cuUK4eHhALRt25by5cubOKICJvNNqcyecwICIbLTpUsXzpw5w+nTp5VHixYtGDRokPLc0tKSwEyTJoaHhxMREYGbmxsAbm5unDlzhpiYGGWbgIAAbG1t9dc7Ip9q1qzJuXPn6Ny5s6lDKTIyhhOHhWkfx4+r+fzzQxw/rlaWhYcXg+HERVBqaqpS2q1MmTK89NJLJo5IiKJv8+bN+Pr6MnXqVE6ePEmTJk3w9PTU+WzN7NChQwwcOJCDBw8SEhKijMT577//dLbr3r07kZGRyuPHH380xukUaxH/aogYqh0Fm500zIgY6kfEv/JdPjfu3btH69atldfXrl3Dx8eHmjVrMnfuXO7evWu64AqKlBSIyHkiZ9LT4fp17XZ5MGfOHFavXs3WrVu5deuWHgJ9tqioKI4fP86///7L4cOHC12CuLhNOF+4/nf0TaMh+WM/rFRmqDRZf/k0KjNSPvbDWnoTG8QNHLlBzr2VROGTudRETsNYi7UiNGRIFFxlypTJMjFIqVKlqFChgrJ85MiR+Pr6Ur58eWxtbRk7dixubm5Kj1wPDw9cXFwYPHgw8+fPJyoqismTJ+Pj45NtT2FTebLHmkajwc/Pjx49etCuXTsTRVW4FfvhxEVUSEiIcjHo6emZZdivEEL/Fi1axNtvv83w4cMBWL16NXv27GHdunV8+umnWbb//vvvdV5//fXX/PLLLwQGBjJkyBBlubW19VNH9Qj9uxWZQnXN00fBVtNcJyoyBacaBed7UkHVtGlTjh49ypEjR/jss8+UnvAxMTFMmjSJzz77jNGjRzN+/Pji+7Nuba29PozVlgBTp6ZyNCiIdu7uWGYkWStV0m6XB506deLUo9puR44c4ZVXXtFr2NnZvXu38lxvPa2NpRhOOF+sk8QRV1Kw/iuCyjn8sVdp0rnz13VSrqTgVFf+2AvxLJIkfgoDDRkS4nksXrwYMzMzvL29SU5OxtPTk5UrVyrrzc3N2b17N6NHj8bNzY1SpUoxdOhQZsyYYcKon23GjBnMnj2bxYsXs23bNjw8PEwdkhAFgpOTE9OmTWPnzp2F7wJNiEIoJSWFsLAwJk6cqCwzMzOja9euhISE5OoYDx48QK1WZxmZd+jQISpVqkS5cuXo3Lkzs2bNokKFCjkeJzk5meTkZOV1Rt1otVqNWq3Oy2kpMvZ73v3zy9jtq83Mclez38zM4DEVpfe+bdu27Ny5k1OnTrFw4UJ++eUX0tPTSUhIYN68eQQEBHDs2DGDtP08smt/wYIFnDhxgtdff51evXrpt1yGg4P28ajN+MhI1C++qHvnPo/vhbu7O4sWLQLgt99+o1evXrnaLz/v/bZt25TnPXv2fK5jmOr/XuXvj0WmCedT9+5FY+TrC32ce172LdZJ4rh71vTNxR/7nfesnznHusgbe3ttXcOkpJy3sbHRbicKh/v373P48GEAHB0ds/RkLPbyMmSoAPXUFEXDoUOHdF7b2NiwYsUKVqxYkeM+NWrUUIanFwapqakcPXoU0F5Y9+rVix9//BFvb28TRyaE6dWoUYOpU6cydepUNFLaSAiDi4uLIy0tjcqVK+ssr1y5MhcvXszVMT755BOqVq1K165dlWXdu3enX79+1KpVi6tXrzJp0iR69OhBSEgI5k+WM3tk7ty5TJ8+Pctyf39/SpYsmYezyiogICBf++eXsdq/etWOG3R85ijYoKBDREbGGyWmovbeDxo0iM6dO7Nt2zZ+++03UlNTad++fbbfRQvKuWs0GlatWsWNGzfYuXMnX3/99VNv2Oiz7ef14MEDzMzMSE9PZ9euXTp/XwzRflJSEgcOHACgXLlyREVF5ev6wqj/9xoNHT76CDszM8zS00k3M+Pe+PEcWbDAJJ268nPuDx48yPW2xTpJDFLywFQy6h7GxWlfp6aqCQo6irt7OywstHfG7O2l7mFhcuDAAVIe1UTy8vKSmUufZKAhQ0IUNc97E9HCwoJdu3bxxhtvsHXrVtRqNa+//jpff/21MtRXCIF8PgtRCHz22Wds2rSJQ4cOYWNjoywfMGCA8rxRo0Y0btyY2rVrc+jQIbp06ZLtsSZOnIivr6/yOiEhQal3bGtr+1zxqdVqAgIC6Natm0kmKzR2+49G5z+Tu3s7mjUzbCxF/b0fOXIkN2/eZN26dXzyySc6bZw4cYLx48cze/ZsOnbsaPTPsyfP/c8//+TGjRuAtofu4MGDjdZ2fixatIiTJ0/y77//0qpVK+xz0TPvedvfuXOnkiPw9vbOdc9lfbWfHyp/fyyuXFFem6WnU+7KFbwsLY3am1gf554xgiQ3in2SODfS09OROf70T+oeFi1SaiIXHB21D4BHQ4bkh14IXfm5iWhtbc3mzZt5++23+eabb0hPT2fEiBEkJCQwbtw4I56FEEKI4sze3h5zc3Oio6N1lkdHRz+zxurChQv57LPPOHDgAI0bN37qti+88AL29vZcuXIlxySxtbV1tvMJWFpa5jvZoo9jFIb2czvPloWFpdG+1hfl975GjRrZ9n7//PPP+eOPP/D09KRVq1Z89NFHvPLKKzn2ojeUjHP/5ZdflGUDBw40yv+HPt73Tp06cfLkSQCCg4PzNOour+1n7jX88ssvF56/ORoNTJ+unWA+Le3xcnNzLKZPh549jd6bOD/nnpf9JPOZC76+vsTHG2fYiBCF1aBBg/Dx8aFBgwZ07tzZ1OEIIQoxJydo3lz7aNYMatfW3kTMWPa0USYWFhasXbuW999/X1k2fvx4pk+fLsPsRbH0/fffc/78efn5F8KIrKyscHV1JTAwUFmWnp5OYGAgbm5uOe43f/58Zs6cyb59+2jRosUz27lx4wa3bt2iSpUqeolbiIIqMTFRmXANtL2KX3vtNerXr8+qVat4+PChUePRaDRs2rQJ0M7lUZjKm3Xq1El5/mRJOn1KS0tj165dAJQsWTLHG1kFUsaE85kTxKA74XwRJUniXPj99yO0adOGS5cumToUIQqsjh078sUXX3D+/Pl81zcTQoj8MDMzY8mSJUydOlVZNm3aNHx9fR+NDhKieLhz5w5Dhw6lYcOGeHp6mjocIYoVX19f1qxZw4YNG7hw4QKjR48mMTFRKYE0ZMgQnYnt5s2bh5+fH+vWraNmzZpERUURFRXF/fv3Ae38Hx999BHHjh3j2rVrBAYG0rdvX+rUqSO/36LIK1WqFOfOnWPChAk0atRIWX716lXee+89nJycmD59OnEZQ9EM7MSJE1y7dg2ALl26UKlSJaO0qw/u7u6YmWlTgYZMEp84cYLYR6UWPT09dUrnFGiZJ5zPTsaE80X05rskiXPp4sWLtGrVCv8ifMdACCGEKCpUKhXTpk1TZnAG2LFjB3fu3DFhVEIY16+//krao14wMqGsEMbVv39/Fi5cyJQpU2jatCmnT59m3759ymR2ERERREZGKtuvWrWKlJQUXn31VapUqaI8Fi5cCGh7K/7111/06dOHevXqMXLkSFxdXfn999+zLSch9CdjvoSnkUnXDc/S0pKXXnqJP/74g/379+tMuhYXF8e0adNwcnIySue+jF7EoFsrvDCws7PD1dUVgLNnzyqJXH27du2aUve8T58+BmnDIPIy4XwRJDWJc+GFF2rz99+nSExMpESJEqYORwghhBC5NGHCBOzs7Jg6dSoHDhww+KzTQhQkGcM8AXr37m3CSIQonsaMGcOYMWOyXfdkD76MXok5KVGiBPv379dTZCIvZNL1gkWlUuHh4YGHhwenTp1i4cKFbN68mbS0NOrXr0/dunUN2n5aWhqbN28GtKVlXnnlFYO2ZwhvvfUWPXr0oGPHjtjZ2RmkjYEDB+Lt7c3vv/9OM0PP6KhPxXzC+WKdJM7tDOq7dq1n8uQ0unXrRvv27Y0XoBCFwK1bt9i5cyc9evR45kQcQghhCiNGjKB///6UKlUqV9tHRGS+EISrV+04derxxDVyISgKA7Vaza+//gpA2bJlcXd3N3FEQghReMmk6wVTs2bN+P7775kzZw5LlizB3d0d1RMTio0bNw4PDw969OihlFnIj6NHjyqjAHr06EHZsmXzfUxjGzVqlFHasbKyKly1iDMU4wnni3WSOPd3BEvrzFyZIT09nZiYGEmMiWJt7969jBgxAoDFixczfvx40wYkhBDZeDJBnJyczJQpU5g4caLOl/uICKhfP/MNZEugo86+Njba7w+SKBYFWVBQkDLxco8ePYwzG7gQQghhAjVq1GDx4sVZlgcHB7Ns2TKWLVuGi4sLH374IW+88Ua+SrQcOXJEeV7YSk0I8SzFviZxbmdQV6lUWe5IzZw5k0aNGnH48GETRC5EwbBnzx7leaEaRiKEKLZSU1MZOHAg8+fPp1OnTsTExCjr4uJ0Rxh14QDncKELB5RlSUmPbzALUVDt3LlTeS6lJoQQQhRH33//vfL8/PnzjBgxghdeeIH58+crN1LzavLkyZw/f56pU6fSq1cvfYVapCQnJ+f7GBERcPKk9nHq1OORfRnLIiL0EKjIotgniZ/X3r17mTZtGnFxcXTt2pWVK1eiKaKzGxran3/+yeTJk7l48aKpQxF5lJqaqtRGs7Ozo23btiaOSAghnu3ff//l999/B+D06dO0b9+e69evZ7OlhjlMwoULzGESIJ/zonDQaDRKPWJzc3O6d+9u4oiEEEII41u+fDnbt2+nXbt2yrKbN2/yySef4OjoyIcffsiNGzfyfNwGDRowbdo0Spcurc9wjUqj0XD+/HlWrFhBcHCw3o5769YtKlSoQK9evfj555+f6xgZI/tcXbWP1q0t+eCDjrRubaksq19fEsWGIEni59SmTRs8PDwAbaLMx8eHUaNG6eWOSXERHx/PuHHjaN68OfPnz2fy5MnKRbsoHIKDg7l79y4Anp6eMpRVCFEo1K5dm99//53q1asDcOnSJdzd3bPMhu2BP60IBaAVoXjgb/RYhXgeFy9e5OrVqwB06NCBcuXKmTgiIYQQwvjMzMzo27cvQUFBHD16lJdfflkZIX7v3j0+//xzatWqxZIlS0wbqAkcOHCAhg0bMmbMGL777ju9HffXX38lMTGRPXv2cPz48ec6xpMj+7IjI/sMQ5LEz6l8+fLs2bOHDz/8UFn29ddf07lzZ6WIucieRqPhxx9/xNnZmWXLlpGeng5ok+2vvfYaV65cMXGEIrcyl5rw8vIyYSRCCJE3zs7OBAUFUadOHQAiIiJo3749ly9ffrSFhpn4kYo5AKmYMxM/pDexKAwyehGDlJoQQgghANq2bcu2bdu4ePEio0aNUuoSp6am0qRJk2fur9FoitTocTc3N8zNtd9zDx06pLfjZi531adPH70dVxiHJInzwcLCggULFrBx40ZsbGwAbc/KFi1acOLECRNHVzBdvHiRrl278sYbbxAVFQVAiRIlePHFFwG4ffs2r7zyCmlpaaYMU+RSRpJYpVLRo0cPE0cjhBB5U6NGDX7//XcaN24MQExMDG+99RbwuBexBdrPIwvSikVv4vT0dBISEkwdhsinJk2a4O3tTenSpSVJLIQQQmRSr149vvzyS/79918mT56Mh4cHHTt21Nnmt99+Y/PmzaSmpirLdu3axfvvv8/s2bNzKFNWuJQuXZqWLVsC2jxNRn4mP5KTk9m3bx8AFSpUwM3NLd/HFMYlSWI9GDRoEEFBQcqw1Zs3b9KhQwe+/fZbE0dW8AQHB/Pbb78pr/v06cP58+c5ePAgjo6OlCtXjuXLlyt3tETB9e+//3Lu3DkAWrduTcWKFU0ckRBC5J2DgwOHDh2iTZs2ANy/f48nexFnKOq9ic+fP0+HDh0YNGiQTk+ZpKQkvv322yLVe6ao8/T05Oeff+bWrVtKb3khhBBCPFa5cmVmzpzJ/v37lRIUoO0xPGnSJAYMGEDdunVZvnw5iYmJ/PTTT1y/fp3p06cr18GFXadOnZTn+uhNfPjwYe7duwdoRxpbWFjk+5jCuCRJrCeurq788ccfSkH05ORkFixYQEpKiokjK1iGDRtG27ZtqVmzJjt37mTHjh3UrFkTOzs7pSbxk3fxRMEkpSaEEEVFuXLlCAgIoEuXLkDWXsQZimpv4qSkJPz8/GjatClHjx5l9+7dbN26FdB+n/H29mbo0KHMnDnTxJGKvLKysjJ1CEIIIUSh8scffyi1dK9du8b777+Pk5OTUkahQoUKynfGwi5z7kUfSeIdO3Yoz6XUROEkSWI9qly5Mr/99hvvvPMO5cqVY/v27U/9ch4RASdPah+nTsHVq3acOvV4WWGfqfGff/5h6dKlOsvMzMzYtGkT586dyzL8sXLlytSrV8+YIYp8kCSxEKIoKV26NLt378ajW3Nm8j/ScviKlIYZs1V+2FcoGr1qf/vtNxo1asSsWbNQq9UA1KlTB3t7ewBOnTpFQEAAAFOnTmXevHkmi1UIIYQQwtBatGhBYGAg3bt3V5bdvn2bpEczqfXr16/ITNjerl07pbfvwYMH83UsjUajJNKtrKzw8PDId3zC+CRJrGdWVlasXr2aM2fOULt2bZ11mYdpRkRA/frg6qp9tG5tyQcfdKR1a0tlWf36hTNRnJyczKxZs3BxcWH8+PEcPnxYZ72joyMlS5Z85nE0Gg0zZszQuRslCo4ePXrQsWNHatSoQdOmTU0djhBC5JuNjQ17ti2lWYXrmJOe7TbmpNPM/jpODoV7pFBcXBxDhw6lS5cuyoSxlpaWTJ48mTNnzvDSSy8B0KZNGxYsWKDs9+mnn2a5ASwKjuTkZPbs2cPDhw9NHYoQQghRKKlUKjp37syvv/7KX3/9xZAhQ3TKJrzxxhsmjE6/SpUqRatWrQC4dOkSN2/efO5jnT59mhs3bgDQuXNnypQpo5cYhXFJkthAqlWrpvP6wYMHdOzYURm+GRcHj25E5SgpSbtdYRIQEEDjxo3x8/NT7rTNnj07z8dJSUlh8ODBTJ06lTfeeINTp07pO1SRT2PGjOHgwYNcunRJp4aTEEIUZhalSmF56g8IC4OwMNTHj/PlqFF0srXly1GjiP/tN8xPhsKjGbELG41Gw4YNG3B2dtaZO6Fdu3acOnWKmTNnKpPxZhg3bhxz585VXo8fP57Vq1cbLWaRe4cPH6ZXr15UqFCBJUuWmDocIYQQolBr1KgRGzZs4J9//mHmzJmMGzdOKTFaVGQuOfFkB7+8yOhFDPkvNWFvD098Hc3Cxka7ndAvSRIbgUaj4a233uLIkSN4e3szdepU0tOz76FUWP33338MGDAADw8PLl26BIC5uTm+vr788ssveT6epaWl8h49ePCA3r17899//+k1ZqEfUu9QCFHkODpC8+baR7NmfBEczKGEBN796iuq9e7NB4sXF9rPpKCgIIYNG8atW7cAsLOzY/Xq1Rw5coSGDRvmuN+nn37K1KlTldejR49m3bp1Bo9X5E3GBdrDhw+VCZWFEEIIkT/Vq1fnk08+0ZnorajIfE75KTlx8eJF5fmTpUXzyskJwsOVPhscP67m888Pcfy4WlkWHq7dTuiXJImNQK1WY2b2+K2eMWMGH374oQkj0p/U1FQWL16Ms7MzmzdvVpa3a9eOkydP8vnnnz/XMAOVSsW6detwc3MDtEnoPn36kJiYqLfYhRBCiGdJTk6mQoUKmJubA5CYmMiiRYt44YUXePvtt7l8+bKJI8yb9u3b069fPwBef/11Lly4wDvvvKPzPSUnU6dO5ZNPPlFev/XWW/zwww8Gi1XkjUajYdeuXYD2ZrvUAhRCCCHEs7Rt2xYHBwdeeeUVpdzY8/jxxx+5evUq3377rV5uVDs56fTZoHbteJo1e7xMEsSGIUliI7CysuK7775jwYIFykXY4cOHTBuUHsTGxuLq6oqvry/3798HwN7envXr13PkyBEaN26cr+Pb2Niwfft2atasCcDJkyd58803i1wv7MLm5s2bnDhxQv4fhCjAVq1aRePGjbG1tcXW1hY3Nzd+/fVXZX1SUhI+Pj5UqFCB0qVL4+3tTXR0tM4xIiIi8PLyomTJklSqVImPPvqI1NRUY5+KyVlbWzNhwgTOnz/Pe++9p5RiSElJ4euvv6Z+/fq8/vrrBbYs0tmzZ3XmRABYtmwZe/bsYfPmzVSpUiXXx1KpVMydO5fx48cD2qTkkCFDlInthGmdOXOGiEeTWXTs2BFbW1sTRySEEEKIgq5kyZLcvHmTrVu3MmjQoHwd64UXXmDw4MF6ikyYgiSJjUSlUvHhhx+yd+9eypYta+pw9MLe3p7y5csD2vN75513CA8PZ9iwYbnqkZQblSpVYvfu3cqFzvbt25k4caJeji2ez3fffUfr1q2pUqUK/v7+pg5HCJGN6tWr89lnnxEWFsYff/xB586d6du3L+fOnQNgwoQJ7Nq1iy1btnD48GFu3ryp9C4FSEtLw8vLi5SUFIKDg9mwYQPffPMNU6ZMMdUpmVytWrVYsWIF165d49NPP1U+lzQaDVu2bKF58+Y6w+xM7e7du7zzzjs0atSIn3/+WWddtWrV6Nmz53MdV6VSsWjRIkaPHg1Ahw4dlFE/wrQyehFD/msBCiGEEKL4kDmGRAZJEhuZp6cnoaGh1Kr1gqlDybMneyKpVCpWrFhBmzZtOHbsGKtXr1aSxvrUsGFDfvrpJ2Wo7/z581m7dq3e2xG5s2fPHgBiYmJ44YXC93MsRHHQu3dvevbsSd26dalXrx6zZ8+mdOnSHDt2jPj4eNauXcuiRYvo3Lkzrq6urF+/nuDgYI4dOwaAv78/58+fZ+PGjTRt2pQePXowc+ZMVqxYQUpKionPzrQqV67M3LlziYiIYO7cuVSqVAmALl264OzsbOLotJ/VmzdvxtnZma+++gqAsWPHcvfuXb21oVKp+OKLL1iyZAm7d++mdOnSejluRAScPKl9nDoFV6/acerU42WPOsmKHGROEue3FqAQQgghRG48mScShZskiU2gTp06bNiwwdRh5MnJkydp06ZNliGlLi4uBAcH06pVK4O27+npybJly5TX7777br6Kqovnc+fOHYKDgwGoV68ederUMXFEQohnSUtLY9OmTSQmJuLm5kZYWBhqtZquXbsq2zg7O+Pk5ERISAgAISEhNGrUiMqVKyvbeHp6kpCQoPRGLu7s7Oz49NNPuXbtGitWrGD69Ok669PT03n99df57rvvUKvVRonp2rVr9OrViwEDBijlQ0qXLs3EiROfa36ApzEzM2PcuHGULFlSZ/nzXihERED9+uDqqn20bm3JBx90pHVrS2VZ/fqSKM5JVFQUx48fB7QzsdeoUcPEEQkhhBCisElOTlY6jeTW1q1bcXFx4dNPPy10c3WIrCxMHUBxVaNGKWxsNCQlabv1d+EAy3if91lGINoLdzOzFL7+ehGtWjng7OxM/fr1KVeunFHjvHv3Ln5+fqxcuZL09HR8fHw4c+YM1tbWyjbGGprw3nvvER4ezrJly6hTp06+LoAiIiAuTvu8ZHAg7jPHcdXPmgdtuwNgby+F0LOzf/9+0tLSAPDy8jJxNEKIpzlz5gxubm4kJSVRunRptm3bhouLC6dPn8bKyipL6aPKlSsTFRUFaBNOmRPEGesz1uUkOTmZ5ORk5XVCQgKgncD1eROlGfsZK9Ga1/YtLCx4++23s2yze/dutmzZwpYtW5gyZQoTJkxg2LBhlChRQm9tZ0hNTWX58uVMnz6dBw8eKMt79erF0qVLcXR0JD09Pc+15PP63kdFReHt7c38+fNp165dntqKioKkJMunbpOUBFFRavJQRvm5FfSfuyft3LlTed6zZ898xV3Yzr2otF1U2jdV7EIIIfLngw8+YOXKlSQlJREREYGjo2Ou9tuxYwcXLlzgwoULdO7cmbp16xo4UmFIkiQ2EScnCA9XERcHvx85wvDVH2MbfoHtDT7l0neh3I2Pp0uXxqxadZ1Vqx7vV6lSJSVh7OzsjLOzM+3bt9d7DyGNRsP333/Phx9+qDOZkaWlJf/995/JygwsWrSIcuXKMX78+Oeu7ZzRWykpCUDDcabgzL9cHTuF1ngCKmxsIDxcEsVPyig1AZIkFqKgq1+/PqdPnyY+Pp6ff/6ZoUOHcvjwYYO2OXfu3Cw9akFbvuLJHqd5ZerJ0fLa/po1a5Tn165dY9y4cUyZMoXevXvTo0cPSpUqpZe2L1++zMqVK/nnn3+UZeXLl+ftt9+mTZs2nDlzhjNnzuQp9ry0n+HOnTv873//4+bNm/Ts2ZPp06dTr169XLdx9aod0FF5nd3Nc4CgoKNERsbnJfx8KSw/d5nLcFWoUIG9e/carW1DMWX7xfnc89t+5htVQgghCo/SpUuTpE2ScOjQoVxNQJeamqrkCMqUKcNLL71k0BiF4UmS2IScnLSP5rEPIVw7K3rpC2E0j/MnuEwZ4HqWfWJiYoiJieHIkSPKsjNnzvDiiy/qvD59+rSSTM7r7NYZM7hnTiaULFmSadOmMX78eCwtn97Tx5DMzc2ZNm1avo4RF5eRIAYP/GlFKACtCMUDf/zxJClJu50kiR9LS0vj119/BbQfAO3btzdxREKIp7GyslJKwri6uhIaGsrSpUvp378/KSkp3L17V+dmW3R0NA4ODgA4ODhw4sQJneNl3DDM2CY7EydOxNfXV3mdkJCAo6MjHh4eef4syqBWqwkICKBbt24m+fx53vZ79OhBUFAQ8+fPZ//+/QDEx8ezceNGdu7cyTvvvMP777+fpcd2XtseNGiQkiBWqVS8++67zJgxAzs7uzyc5fO3nyE5OZlNmzZx8+ZNHj58yOzZs/H396dZs2a5auvUqcyvNMxhEi5cYA6TaE0XQDtqyd29Hbk8ZL4Utp+7P/74g/j4eO7evcv777+frwmEC9u5F5W2i0r7GSNIhBBCFC4dO3ZkxowZABw8eDBXSeLg4GBu374NQPfu3XVGnIvCKd9J4rlz57J161YuXrxIiRIlaNu2LfPmzaN+/frKNklJSXzwwQds2rSJ5ORkPD09Wblypc6FUUREBKNHj+bgwYOULl2aoUOHMnfuXCwsingeW6MBPz805uao0tK0//r50To4mKtXrxIeHs7FixeVfy9evKjTs9fMzCxLXdjt27frzEBfpUoVpddx5h7Ijo6OOhcRDx8+ZOLEiSxdupTU1FRlube3N4sXL871cANje/jwId9++y2jRo3KY+kLDTPxIxVzLEgjFXNm4oc/HmRcjIrHTpw4wa1btwDo1q0bVlZWJo5ICJEX6enpJCcn4+rqiqWlJYGBgXh7ewMQHh5OREQEbm5uALi5uTF79mxiYmKUidkCAgKwtbXFxcUlxzasra2z/XJoaWmZ74SHPo5h7PY7d+5M586dOXXqFJ999hk///wz6enpJCQksGDBApYtW8bq1asZNmyYsk/mckipqdoetlWqWGJhoW37yXJIS5cuxd/fnxo1avDll1/Spk2b/J5qFrk5d0tLS7Zt24aXlxcHDx4kPj6eHj16cPDgQRo3bvzMNjJ/3cvpBq52O0uM+WNQWH7uZs6cycyZM4mLi9PbBVphOfei1nZhb9+UcQshhHh+bm5uWFtbk5yczKFDh3K1T+ZyV3379jVQZMKY8p2BPXz4MD4+PrRs2ZLU1FQmTZqEh4cH58+fV4ZSTpgwgT179rBlyxbs7OwYM2YM/fr14+jRo4C2h6KXlxcODg4EBwcTGRnJkCFDsLS0ZM6cOfkNsWDz94fQUCUlqUpLg9BQzAMDecHTkxdeeIEePXro7HL37l3Cw8MJDw8nKioKGxsbnfUXL17UeR0ZGUlkZGSWid46d+5MYGCg8vqrr77S2aZ27dosX748S/sFSVRUFH379uXEiRPcuXOHTz/9NNf7Zr4IBbAgLcvFqHhMSk0IUXhMnDiRHj164OTkxL179/jhhx84dOgQ+/fvx87OjpEjR+Lr60v58uWxtbVl7NixuLm5KQlGDw8PXFxcGDx4MPPnzycqKorJkyfj4+MjPQSeQ7Nmzdi8eTOXL19mwYIFbNiwgZSUFJKTk3V62uqWQwKwJHMJBgArqzQuXzZXEsVVqlTh0KFDNGzY0OTJmRIlSrBr1y66d+9OUFAQt2/fpmvXrhw+fJgGDRrk8ihyAzc/7O3tTR2CEEIIIQohGxsb2rRpw+HDh/nnn3/4999/nzoPlEajYceOHYB2xHdBzhuJ3Hv+sWiP7Nu3j2HDhtGwYUOaNGnCN998Q0REBGFhYYB2aOXatWtZtGgRnTt3xtXVlfXr1xMcHKzMmujv78/58+fZuHEjTZs2pUePHsycOZMVK1aQkpKS3xALrke9iDE3111ubq5dnsMM4WXLlqV169YMGTKEjz/+OMv6d999lwULFvDWW2/h7u6e4wXDk3WFX3vtNaysrLC2tmbatGmcPXu2wP+iHzt2TBkSPXHiRH755Zdc7vn4IjSzjItReL7Z2YuyzEninj17mjASIcSzxMTEMGTIEOrXr0+XLl0IDQ1l//79dOvWDYDFixfTq1cvvL296dChAw4ODmzdulXZ39zcnN27d2Nubo6bmxtvvvkmQ4YMUYagiedTt25dvvrqK/755x8++OADXn/9dZo0aaKsz1wOKScpKeZcvapbk7dp06YmTxBnKFWqFHv27KF169YAxMbG0qVLl1zPdp1xA9cC7SSpmW/gCiGEEEIIw+nUqZPy/Fm9icPDw7ly5QoA7du3p3z58oYMTRiJ3ms5xMdrL1wyfkDCwsJQq9V07fp40hFnZ2ecnJwICQmhTZs2hISE0KhRI53yE56enowePZpz585lqWdniNnTM/bP/K+hqfz9sQgNzbriUW/i1L170Xh45Pm4bdq0yTLc9NatW1y6dEnpgRweHk7dul04cSLjnFN5+LABEyduoVGjRjg6Vue//8DJyTjvxfO+915eXkyfPp2pU6cCMHjwYKpVq4arq2uO+6Smgge/6fQizpD5YjQ1tTPG+FEoDLN4p6am0rhxY27evEn16tWpUKGCXuItCrN4F8a2Td2+vtqWGdRzlnkSq+zY2NiwYsUKVqxYkeM2NWrU0MvkVyKrqlWrsnDhQjRP3AxOS0uDJ25eZmfNmjV06vShgaLLP1tbW/bt20eXLl04efIkkZGRdO7cmSNHjlCrVq2n7KnbiziD9CbOWVRUFElJSdSsWdPUoQghhBCikOvYsaPy/NChQwwdOjTHbTOXmujTp48hwxJGpNckcXp6OuPHj6ddu3bKRGpRUVFYWVnpTI4DULlyZaKiopRtnpy4JeN1xjaZGXL2dDDSjMIaDR0++oiyKhWqbHoMa1Qq7o0fz5EFCyBPdXafrlKlSlSqVAlnZw/ee68LanXGxWjWIa2WlmmsXBlIxYoP9db+szzPe9+4cWM6derEwYMHefjwIT179mT+/PlUrFgx2+2vXrFlJn6kYYY56VnWp2HGTPwI+t2KyEjDTL4RG1uChITMNX3tuHr18SRRtrYpBe5979evHy+//DJ3797Ve+KoMM/iXZjbNnX7+W1bZlAXhd2TdfR///13nvwszs7bb79tmID0qGzZsvj7+9OpUyfOnDnDjRs3WLNmTY5lxOztoZelP63UOd/A7WXpj7294cpBZVcP+tSpx/WSn6wHXRCsXr2a6dOn8+KLL7J27VpatWpl6pCEEEIIUUi1bt0aGxsbkpKSspQrfVJGqQmQJHFRotcksY+PD2fPniUoKEifh83CELOng5FnFE5OxiIhIdsEMYBKo6HsvXv07NoVDFD/8dQpMiWIs6dWm9O4cadCMYt4165dlZnk79y5w/Llyzl06BClS5fOsu3p48k4EpFtghjAnHQcuU771i1p2lr/731EBLz4ogVJSTkn/21sNJw9m2rwi9GiMIt2YW1fzj3/bcsM6qKoadeuXa62s7OzM3Ak+lGhQgUOHDjASy+9RKdOnZg1a1aO2zo5avi5gR+aM2aoNFk/nzUqM35u4Ie1o2F6E+emHrSNDYSHF6xE8a5duwA4e/YsVatWNXE0QgghhCjMbGxscHNz4+DBg/z7779cu3Yt29FK9+/f56+//gLAxcWF2rVrGzlSYSh6SxKPGTOG3bt3c+TIEapXr64sd3BwICUlhbt37+r0Jo6OjsbBwUHZJqOubOb1GeueZMjZ0/V5nGc0An/8AbGxAKhTUzkaFEQ7d3csH3VZUVWqhGU2SU59sMjl/3xhmUU8Y1b1Nm3acPXqVf766y+GDBnC9u3bMX+i5nNlJ0vaW4dSJjk2x+MlWFfiN6fSBjn3+HjdmpNdOMAy3ud9lhGItixLUpKK+HjjvfeFeRbtwt6+nPvzt11QarAKoS9F8We6UqVKhISEYGdnl6XntI6UFKyjIyCbBDGASpOOdcx1SEkxyM3z3NSDTkrSbldQksQ3btzg5MmTADRv3lzn+7cQomBYsWIFCxYsICoqiiZNmrB8+fIce/yvWbOGb7/9lrNnzwLg6urKnDlzdLbXaDRMnTqVNWvWcPfuXdq1a8eqVauoW7euUc5HCFH0dezYkYMHD1KnTh3++++/bJPEpUuXJiYmhgMHDkgJwCIm30lijUbD2LFj2bZtG4cOHcpSa87V1RVLS0sCAwPx9vYGtAWuIyIicHNzA8DNzY3Zs2cTExNDpUqVAO0wZFtbW1xcXPIbYsHl6Kh9AKjVxEdGQrNmGDUrW4TY29uze/du3NzcuHv3Lrt37+bDDz9k8eLFOts5OUHgJUfi4rTvfWqqmqCgo7i7t8PCwvLRsYx1EahhDpNw4QJzmERrulDQ6i1GRUVRokSJQtNzTQghRMHyZMkxgHPnzuHg4ECFChW0C6ytITT0qTfPqVTJIAniwmr37t3KcxnmKUTBs3nzZnx9fVm9ejWtW7dmyZIleHp6Eh4erlzzZnbo0CEGDhxI27ZtsbGxYd68eXh4eHDu3DmqVasGwPz581m2bBkbNmygVq1a+Pn54enpyfnz57GxsTH2KQohiqB33nmHESNGPPPmc4kSJejdu7eRohLGYpbfA/j4+LBx40Z++OEHypQpQ1RUFFFRUTx8qK2namdnx8iRI/H19eXgwYOEhYUxfPhw3NzclMnVPDw8cHFxYfDgwfz555/s37+fyZMn4+Pjk22PYSFy4uzszM8//4zFowvK8PDwbO9sOTlB8+baR7NmULt2PM2aPV5mrF5CGbO4AwV29vY5c+Zgb29Pp06duHTpkqnDEUKIYqMLBziHC104YOpQ9CosLIwOHTrg4eHB3bt3H69wdNT5cI6vXRudD2cj9pQtDO99RqkJQC7ShCiAFi1axNtvv83w4cNxcXFh9erVlCxZknXr1mW7/ffff897771H06ZNcXZ25uuvvyY9PZ3AwEBA2zlryZIlTJ48mb59+9K4cWO+/fZbbt68yfbt2414ZkKIoqxy5coyOqkYy3dP4lWrVgG6syACrF+/nmHDhgGwePFizMzM8Pb2Jjk5GU9PT1auXKlsa25uzu7duxk9ejRubm6UKlWKoUOHMmPGjPyGJ4qhLl26sHLlSs6cOcOiRYuUhHHBozuLe0GcvV2j0bBnzx5SU1MJCgrKMsGkEEII/bG319a91ZY9yH6kiY2NdrvCKi0tjcGDB3P79m1u375N9+7dCQgIoEyZMqYOLZOCP8onMTFRSRxVq1aNZsaYQEIIkWspKSmEhYUxceJEZZmZmRldu3YlJCQkV8d48OABarWa8uXLA/DPP/8QFRVF165dlW3s7Oxo3bo1ISEhDBgwINvjJCcnk5ycrLzOmNNBrVY/9zDxjP1MNcy8OLcv5y7nbgqmbj9t/346jRlD2qpV4Gm4SYyzY+pz10f7edlXL+UmnsXGxoYVK1awYsWKHLepUaMGe/fuzW844jllVxe3MCsMM79n7kUMj2dv98Aff4z7hy8n4eHh/P333wC4u7tLyQkhhDAgJyftxGhxcVAm2J+6Yx+PNLm03J97bT2NWA7JMMzNzfn555/p2LEjsbGxHD9+HC8vL3799VdKlSpl6vCA7Ef5FJTP5QwHDhxQkj69e/d+er1nIYTRxcXFkZaWlqWDReXKlbl48WKujvHJJ59QtWpVJSkcFRWlHOPJY2asy87cuXOZPn16luX+/v6ULFkyV7HkJCAgIF/751dxbr+4nHtsbAkSEqwyLbHj6tXH81nZ2qZQseJDo8SSobj9v6elpSnzPAUEBLB+/XpiY2Np1aoVbm5uhh/9r9HQ4aOPKHfjBncmTODIggVggu89hfl37sGDB7netqB2sRRGVfB7zOjDf//9h5WVFRUrVjR1KDzZizhDQetNvGfPHuW5l5eXCSMRQojiwckJnBw18K4fGnNzVGlpaMzNqfutH/h4mORLsb65uLhw4MABOnXqxO3bt/n999/p06cPu3fvpkSJEiaOruCP8gHYuXOn8lxKTQhR9Hz22Wds2rSJQ4cO5bvW8MSJE/H19VVeJyQk4OjoiIeHB7a2ts91TLVaTUBAAN26dTPJpKvFuf3idO4REfDiixYkJeX8+Wtjo+Hs2VSj3EAvTv/vd+7cYdasWRw6dIgmTZrw5ZdfEhAQQJcuXRg9ejSRkZGcPHmSadOm5ftm07Oo/P2xuHIFgHJXruBlaYnGw8OgbWZWFH7nMkaQ5IYkiYupzENac+oxU9iHtGZ28uRJevfuTc2aNQkMDDT5xA5P9iLOkLk3MQWg11LmJHGvXr1MGIkQQhQj/v4QGqqkJFVpadpJ3fz9jT7EzlAaN26Mv78/Xbp0IT4+nt9++w1vb2+2bdtmtPkoUlNTuXHjhs6s3YVhlE96erry+VyyZEk6d+5s4oiEEE+yt7fH3Nyc6OhoneXR0dE4ODg8dd+FCxfy2WefceDAARo3bqwsz9gvOjqaKlWq6ByzadOmOR7P2to627+rlpaW+U546OMY0n7ha9tY7cfHZ5TgyllSkor4eEuM+VYUh//3smXLsnbtWh48eMCdO3eUEp5nzpwhMjISgG7duhl+pLFGA9On63ScsJg+HXr2NHrHicL8O5eX/fI9cZ0onDKGtIb9oWGrix8aM+3wAY2ZOVtd/Aj7Q0N4eOEe0pohNTWVAQMGcPPmTYKDgxk5cmSuyqQYin0FDbNVfqTl8OuXhhmzVX7YVzBdjADx8fH8/vvvALzwwgvUr1/fpPEIIUSxoNGAnx88GtanMDfXLjfh55e+ubq6sm/fPkqXLg3Ar7/+Sv/+/fVe8y05OZmzZ8+yZcsWpk+fTv/+/WncuDGlSpWiTp06JCcna2+eWz/uRZxZRm9iG2tNgbh5fvv2bZo3b461tTUeHh4mv/EthMjKysoKV1dXpXY4oExC5+bmluN+8+fPZ+bMmezbt48WLVrorKtVqxYODg46x0xISOD48eNPPaYQQuSVlZUV7dq1A+DGjRtKCcrMI5n69Olj+EAyOk6kaUdf63ScEAYhSeJizMkJmsf5U+p8KKr0R7906WmUOh9K8zj/IpEgBrCwsODHH39UhkH88MMPzJw502TxODmk0KxCBOakZ7venHSa2V/HySHFyJHpCggIIDU1FdCWmpB6h0IIYQSPvgyTlqa7vIh+KW7Tpg179+5VPqN37NjBoEGD8n0z999//+WVV16hfv36lCpVikaNGvH6668zbdo0fvrpJ86cOUNKSgppaWlcvnwZJyf4d422F3HmMlDwuDfxta/2F4jvRvb29uzdu5e4uDiWLl1q6nCEEDnw9fVlzZo1bNiwgQsXLjB69GgSExMZPnw4AEOGDNGZ2G7evHn4+fmxbt06atasSVRUFFFRUdy/fx8AlUrF+PHjmTVrFjt37uTMmTMMGTKEqlWr8vLLL5viFIUQRVjHjh2V54cPHwZg9+7dyjKDjzQuRh0nChIpN1GcZf6ly3wxmvFL51E0ah+CtrfS999/T79+/dBoNEydOpV69erlOAuwQVlbY34yFGJjAVCnpnI0KIh27u5YPhrGYV6pEhhpuG1OpB6xEEIYWcbnspkZpGdzI9HMrMh9PgO0b9+eXbt24eXlRVJSEu7u7k+9MRkfH8+FCxc4f/688u8bb7zBoEGDlG1KlizJ9u3bczyGhYUF9erVo0GDBtq2NBoqLc/5vU8DEn3fJHVgJBYmHGqYWenSpZVe2EKIgqd///7ExsYyZcoUoqKiaNq0Kfv27VMmnouIiMDM7HGfrVWrVpGSksKrr76qc5ypU6cybdo0AD7++GMSExMZNWoUd+/exd3dnX379smIAiGE3j2ZJO7YsSNnz54FoHXr1s8snZNvGR0nnlQEy7AVJJIkLs6K2S/dyy+/zLx58/j4448BGDZsGDVq1MgylMsoHB21DwC1mvjISGjWDKMWU3qK9PR09u7dC2gvtF966SUTRySEEMVASop2lpbsEsSgXX79unY7E99I1LfOnTuzbds2/v33X9555x2l5ERYWBinT5/WSQjfvHkzy/41a9bUSRJXrFgRe3t77t+/j7OzMy4uLjRo0AAXFxdcXFyoXbu2bn225OSnvvfmQIlbt3itb1++//lng0/SIoQoGsaMGcOYMWOyXXfo0CGd19euXXvm8VQqFTNmzGDGjBl6iE4IIXLWsmVLSpYsyYMHDzh8+LDOdx+Dl5ooph0nCgJJEhdXxfSX7sMPPyQ8PJy1a9eSnJxM3759OXr0qKnDKnBiYmJwdHQkJiaGrl27Su8EIYQwBmtr7U3ap4w0oQCMNDGU7t27Z1k2f/58tm3b9sx9//nnnyzL/vrrLypVqoT5k8MUs/OU9/73I0eYOHEi/6Wm8t+vv+Lh4cHOnTspX778s4+rZ5GRkdjb25t04hQhhBBCFH2Wlpa4u7vj7+/PzZs3jVuPuBh3nDA1SRIXV8X0l06lUrFy5Ur+/vtvDh48SGxsLC+//DL/+9//TB1ageLg4MAff/xBZGQkCQkJpg5HCCGKjwI+0sTYGjRooJMkLl++PA0bNlR6BWf8W61atSz7VqlSJW+N5fDed27Vis9cXenbty/cu8e1a9e4f/++SZLEQ4cOJTQ0lO7du7NmzRopNyGEEEIIg+nUqRP+j+bDiH10I/2FF16gYcOGhm24mHecMCVJEhdXxfiXzsrKil9++YU2bdpw6dIlzp8/T0hICK+99hoASUlJ3Llzh7Jly2JjY1OsJ2yrUqVK3i+yhRBCCD3p06cP1atXVxLCFStWNMnncqdOnTh8+DCDBg1iy5YtOJlgBruEhAQOHTqEWq0mJCSEUqVKGT0GIYQQwljs7cHGBpKSct7Gxka7nTCMzHWJM/Tp08c438Wk44RJSJK4OCvGv3TlypVjz549tG/fnmnTpukUXT969Chdu3YFtEMsypYti52dHXZ2dsrzjH/nz5+PhcXjX6N//vmHO3fu6GyTeb0QQgghcq958+a0bt3a1GEA0KxZM86cOZO78hUGsH//fqVWs9Eu0IQQQggTcXKC8HCIi9O+Tk1VExR0FHf3dlhYaHMW9vba7YRhuLq6Urp0ae7fvw/AjBkz6NGjh4mjEoYk2StRbNWpU4fLly9jbW2tTNIG2lnTM6jVamJjY5WhFZlZWlry+eef6yxbvHgxy5cv11lWqlSpLEnmDh06MHHiRD2fkX4kJiZSsmRJufgUQgghnvBkglitVjN48GCGDx+Op4En+921a5fyvHfv3gZtSwghhCgInJweJ4HVaoiMjC8u/doKBEtLS5YsWULlypW5f/8+3t7eMi9CESdJYlGslS5dWumVk6FixYq8/PLL3L17l/j4eOXf+Ph40tLSlO3s7OyyJFLv3r2bpY3ExEQSExN1ZmPProbg1q1badKkCc7Ozvk8q/wZOnQoJ0+exMvLi1mzZmFnZ2fSeIQQQoiCSKPRMGrUKDZv3swvv/zChg0beOONNwzSVmpqqnJDu0yZMrz00ksGaUcIIYQQIrORI0eiVqt1OtaJokuSxEI8oX379rRv3z7Lco1GQ2JiopI4TsqmOFLXrl0pVaqUTmI5c7I5MTERIEvi9c6dO4wdO5akpCTee+89pk6dapIJcVJSUvD39+fevXv8+OOPLFmyxOgxCCGEEIWBWq1WJndNTU1l0KBBxMbGMm7cOL23FRISwq1btwDw9PTEyspK720IIYQQQojizczUAQhRWKhUKkqXLk21atVo2LAhrq6uWbYZMmQIq1at4scff2Tv3r0cPXqUc+fOcePGDe7fv49arebWrVvMnz9fZ79t27Zx//59UlNTWbZsGXXq1GHZsmVZejkbWlBQEPfu3QOge/fuJqu7KITIn7lz59KyZUvKlClDpUqVePnllwkPD9fZJikpCR8fHypUqEDp0qXx9vYmOjpaZ5uIiAi8vLwoWbIklSpV4qOPPiI1NdWYpyJEgWVlZcVPP/3EO++8oywbP348kyZNQqPR6LWtzKUm+vTpo9djCyGEEEIIAZIkFsKoLCwsKF++fJZewm+88QZ+fn6ULFkS0PYsHjduHI0aNWL37t16v9jMyZ49e5TnvXr1MkqbQgj9O3z4MD4+Phw7doyAgADUajUeHh7KaAaACRMmsGvXLrZs2cLhw4e5efMm/fr1U9anpaXh5eVFSkoKwcHBbNiwgW+++YYpU6aY4pSEKJDMzc1ZtWqVzu/F3Llzefvtt/V6QyUjSWxmZkbPnj31dlwhhBBCCCEySJJYiALAxsYGPz8/wsPDGTx4sLI8PDyc3r174+npydmzZw0eR0aS2Nzc3OAT8AghDGffvn0MGzaMhg0b0qRJE7755hsiIiIICwsDtBN0rl27lkWLFtG5c2dcXV1Zv349wcHBHDt2DAB/f3/Onz/Pxo0badq0KT169GDmzJmsWLGClJQUU56eEAWKSqVi+vTpfPHFF8pcBWvXruXVV1/l4cOH+T7+5cuXuXjxIgBt27alQoUK+T6mEEIIIYQQT5IksRAFSPXq1fn22285ceIE7dq1U5YHBATQpEkTduzYYbC2r169qgxHb9u2LeXKlTNYW0II44qPjwdQRjGEhYWhVqvp2rWrso2zszNOTk6EhIQA2hqojRo1onLlyso2np6eJCQkcO7cOSNGL0Th4OPjw6ZNm5RZv3fs2IGnp2e2k9rmxfXr13F0dASgd+/e+Q1TCCGEEEKIbMnEdUIUQC1btuT333/n559/5uOPP+batWtUqlSJLl26GKzNzKUmvLy8DNaOEMK40tPTGT9+PO3atePFF18EICoqCisrK8qWLauzbeXKlYmKilK2yZwgzlifsS47ycnJJCcnK68zJvVSq9XPXWM9Yz9j12gvCO3LuRe+c3/llVfYtWsXr776qjIXgUqlyvNxMrffvn17rly5wl9//UXlypUN/p4U1ve+sLddVNo3VexCCCGEyD9JEgtRQKlUKl577TV69+7N0qVLcXR0pHTp0jrbXLhwAWdnZ2V4a35IkliIosnHx4ezZ88SFBRk8Lbmzp3L9OnTsyz39/dXaq4/r4CAgHztn1+mbF/O3XSet/1p06axYcMGfHx8OHTokN7a/++//577WPlt29jk565wtv/gwQM9RiKEEEIIY5IksRAFnI2NDZ988kmW5f/++y/NmzenVatWLFq0CFdX1+du4/79+8pFrJOTEw0bNnzuYwkhCo4xY8awe/dujhw5QvXq1ZXlDg4OpKSkcPfuXZ3exNHR0Tg4OCjbnDhxQud40dHRyrrsTJw4EV9fX+V1QkICjo6OeHh4YGtr+1znoFarCQgIoFu3bsowfmMyZfty7oX73MeOHZvlJq5Go8nVjV157+XcC2v7GSNIhBBCCFH4SJJYiELq008/JSkpiSNHjtCyZUuGDBnCnDlzqFq1ap6PdfHiRWxsbEhJScHLy0svPZOFEKaj0WgYO3Ys27Zt49ChQ9SqVUtnvaurK5aWlgQGBuLt7Q1oJ8qMiIjAzc0NADc3N2bPnk1MTAyVKlUCtL3LbG1tcXFxybZda2trrK2tsyy3tLTMd8JDH8corO3LuReNc7916xY9evRgzpw5OvXAnyY5OTnfvfCfV1F67wtT24W9fVPGLYQQQoj8kYnrhCikBg4cSJ06dQBtQmjDhg3UrVuXmTNn5nmoX4sWLYiNjeW3337Dx8fHEOEKIYzIx8eHjRs38sMPP1CmTBmioqKIiori4cOHANjZ2TFy5Eh8fX05ePAgYWFhDB8+HDc3N9q0aQOAh4cHLi4uDB48mD///JP9+/czefJkfHx8sk0ECyFylpiYiJeXF6GhofTs2ZPNmzc/c5/U1FRq165NmzZtWLZsmRGiFEIIIYQQxZkkiYUopPr06cO5c+dYtGiRMlz8wYMHTJkyhfr16/P999+Tnp6e6+NZWVnRqVMnKTUhRBGwatUq4uPj6dixI1WqVFEemRNTixcvplevXnh7e9OhQwccHBzYunWrst7c3Jzdu3djbm6Om5sbb775JkOGDGHGjBmmOCUhCjUzMzOqVKkCaIf0Dxw4kC+++OKp+5w/f547d+5w/Phxjh07ZowwhRBCCCFEMSZJYiEKMSsrKyZMmMDly5cZM2YM5ubmANy4cYM333wTNzc3IiIiTBylEMLYNBpNto9hw4Yp29jY2LBixQpu375NYmIiW7duzVJruEaNGuzdu5cHDx4QGxvLwoULsbCQSlVC5FWJEiXYsmULI0eOBB6XhJkyZQoajSbbfUJDQ5XnvXv3NkqcQgghhBCi+JIksRBFgL29PcuXL+fMmTP07NlTWZ65lmh2VIGBdBozBlVgoDHCFEIIIYotCwsL1qxZw6RJk5RlM2fO5N133yUtLU1nW41GoySJLSws6N69u1FjFUIIIYQQxY8kiYUoQho0aMCePXvYt28fLi4uzJs3DxsbG51tUlNTtU80GswmT8b2xg3+HjCAVStX5qk8hRBCCCHyRqVSMXv2bJYuXaos++qrr3j99ddJSkpSll1fv57AqCi6AO3bt6dcuXImiFYIIYQQQhQnkiQWogjy9PTkzz//5LXXXtNZHh4eTu3atVm/fj3p+/ZhFhYGQL34eE7Nn4+ZmfxJEEIIIQzt/fff5/vvv1fKt2zdupUePXpoJ57VaCgxcyYuwBygd69eJo1VCCGEEEIUD1JYUIgiKru6oR999BERERGMGDGCliVK0EClwlyjIRXwS04GjQZUKuMHK4QQQhQzb7zxBhUqVMDb25vExERq1apFiRIlwN+fqv/9B0AroLr0IhZCCCGEEEYgSWIhiomkpCQlcewBvPjwobLOAnCMigJ/f/D0NE2AQgghRDHj6enJb7/9xqpVq/jqq69QAepPP0WF9rM5Fai6ahUMGyY3cYUQQggji4iAuDjt89RUuHrVjlOnIKM/lr09ODmZLj4h9E2SxEIUEzY2NmzdupVDBw9i7+VF6sOHOn8ANObmqPz8wMNDLkSFEEIII2nVqhWtWrXSvti/H8vTp5V1FgChoXITVwghhDCyiAioXx8eTxlgCXTU2cbGBsLDJVEsig4pQCpEMeNyI4UXn0gQA6jS0iA0lJiN/iaJSwghhCjOIv7VkOjrR7pK9+u5xsycRF8/Iv7VmCgyIYQQwvRUgYF0GjMGVWCgUdqLi8ucIM5eUtLjnsZCFAWSJBaiGIn4V0PEUD/ScvjVT8OMiKFyISqEEEIYU0QE+NT1p9T5UMw06TrrVOlplDofik9dfyIiTBSgEEIIYUoaDWaTJ2N74wZmkydr59Ixsi4c4BwudOGA0dsWwljynSQ+cuQIvXv3pmrVqqhUKrZv366zXqPRMGXKFKpUqUKJEiXo2rUrly9f1tnm9u3bDBo0CFtbW8qWLcvIkSO5f/9+fkMTQjzhVmQK1TURmJOe7Xpz0qmmuc6tyBQjRyaEEEIUX3GxGvzUT7+J66f2Iy5WbuIKIYQohvz9MQsLA9D+62/s0a8a5jAJFy4wh0mAfB6LoinfSeLExESaNGnCihUrsl0/f/58li1bxurVqzl+/DilSpXC09OTpEz99gcNGsS5c+cICAhg9+7dHDlyhFGjRuU3NCHEEzRW1rQklOaE5fhoSSgaK2tThyqEEEIUGyp1Ck48/SauI9dRqeUmrhCFyYoVK6hZsyY2Nja0bt2aEydO5LjtuXPn8Pb2pmbNmqhUKpYsWZJlm2nTpqFSqXQezs7OBjwDIQoAjQb8/NCYm2tfmpuDn59RexN74E8rQgFoRSgeSIlGUTTle+K6Hj160KNHj2zXaTQalixZwuTJk+nbty8A3377LZUrV2b79u0MGDCACxcusG/fPkJDQ2nRogUAy5cvp2fPnixcuJCqVavmN0QhRCY3cOQGjqYOQwghhBCPZNzErUhsjtvEUImdchNXiEJj8+bN+Pr6snr1alq3bs2SJUvw9PQkPDycSpUqZdn+wYMHvPDCC7z22mtMmDAhx+M2bNiQAwceD3e3sJC56EUR5+8PoaFkTK2eMZeO8SZ11TATP1Ixx4I0UjFnJn744wHIhO+iaDFoTeJ//vmHqKgounbtqiyzs7OjdevWhISEABASEkLZsmWVBDFA165dMTMz4/jx44YMTwghhBBCiALhBo6conmOj/+obuoQhRB5sGjRIt5++22GDx+Oi4sLq1evpmTJkqxbty7b7Vu2bMmCBQsYMGAA1tY53xCysLDAwcFBedjb2xvqFIQwvUe9iHnUi1hhxN7EGb2ILUgDwII06U0siiyD3naMiooCoHLlyjrLK1eurKyLiorKcifVwsKC8uXLK9s8KTk5meTkZOV1QkICAGq1GrVa/dzxZuybn2MUxraLe/vF6dxTUwEsc7GdGmO8HcXpvS9IbZu6fX21bar3TgghhBDiaVJSUggLC2PixInKMjMzM7p27ap0lnpely9fpmrVqtjY2ODm5sbcuXNxcnLKcXtDXDsX5++xpm6/uJ27yt8fi9DQrCse9SZO3bsXjYeHQdrWXjtb6PQiVtZl6k2cmppq8Gvn4vb/XpDaLwrnnpd9C+XYlLlz5zJ9+vQsy/39/SlZsmS+jx8QEJDvYxTGtot7+8Xh3K9etQM6PnO7oKCjREbGGzyeDMXhvS+IbZu6/fy2/eDBAz1FIoQQQgihP3FxcaSlpWXbWerixYvPfdzWrVvzzTffUL9+fSIjI5k+fTrt27fn7NmzlClTJtt9DHntXJy/x5q6/WJx7hoNHT76iLIqFapsegxrVCrujR/PkQULQKX/sg+xsSXoaZ5Kq7SsSeqM3sQ9zX/lr78siIx8qPf2s1Ms/t8LaPuF+dzzct1s0CSxg4MDANHR0VSpUkVZHh0dTdOmTZVtYmJidPZLTU3l9u3byv5PmjhxIr6+vsrrhIQEHB0d8fDwwNbW9rnjVavVBAQE0K1bNywtn93bUp9M2XZxb784nfupU7nbzt29Hc2aGTQUoHi99wWpbVO3r6+2M3rCCCGEEEIUB5nnAmrcuDGtW7emRo0a/PTTT4wcOTLbfQxx7Vycv8eauv1ide7JyVgkJGSbIAZQaTSUvXePnl27wlNKtDw3jYY3l7VFc9YMlSbrxLIalRm/uEzBfEiwQZLUmRWr//cC1n5ROPe8XDcbNElcq1YtHBwcCAwMVJLCCQkJHD9+nNGjRwPg5ubG3bt3CQsLw9XVFYDffvuN9PR0Wrdune1xra2ts63TZGlpqZf/NH0dp7C1XdzbLw7n7uAANjaQlJTzNjY24OBgiTHfiuLw3hfEtk3dfn7bNuX7JoQQ+mRvn7vPZyk9KkThYG9vj7m5OdHR0TrLo6Ojc+wI9TzKli1LvXr1uHLlSo7bGPLauTh/jzV1+8Xi3C0t4Y8/IFY7qas6NZWjQUG0c3fH8tGEjapKlbAsXdow7ScnYxlzA7JJEAOoNOnYxP6nrYtsZWWYGJ5QLP7fC2j7hfnc87JfvpPE9+/f1/lQ+ueffzh9+jTly5fHycmJ8ePHM2vWLOrWrUutWrXw8/OjatWqvPzyywA0aNCA7t278/bbb7N69WrUajVjxoxhwIABVK1aNb/hCSEycXKC8HCIi9O+Tk1VExR0FHf3dlhYaP9w2NtrtxNCCCGEccjnsxBFi5WVFa6urgQGBirXvenp6QQGBjJmzBi9tXP//n2uXr3K4MGD9XZMIQoUR0ftA0CtJj4yEpo1wyg9mqytITT0qUlqKlUyTC9mIUwk30niP/74g06dOimvM4ayDB06lG+++YaPP/6YxMRERo0axd27d3F3d2ffvn3Y2Ngo+3z//feMGTOGLl26YGZmhre3N8uWLctvaEKIbDg5Pb7IVKshMjLeaJ+zQgghhMiefD4LUbT4+voydOhQWrRoQatWrViyZAmJiYkMHz4cgCFDhlCtWjXmzp0LaCe7O3/+vPL8v//+4/Tp05QuXZo6deoA8OGHH9K7d29q1KjBzZs3mTp1Kubm5gwcONA0JylEUWfKJLUQJpDvJHHHjh3R5FAjBkClUjFjxgxmzJiR4zbly5fnhx9+yG8oQgghhBBCCCGEyfXv35/Y2FimTJlCVFQUTZs2Zd++fcpkdhEREZiZmSnb37x5k2aZJgVZuHAhCxcu5KWXXuLQoUMA3Lhxg4EDB3Lr1i0qVqyIu7s7x44do2LFikY9NyGEEEWTQWsSCyGEEEIIIYQQxdGYMWNyLC+RkfjNULNmzad2vgLYtGmTvkITQgghsjB79iZCCCGEEEIIIYQQQgghiqoi0ZM4445rQkJCvo6jVqt58OABCQkJRp+10JRtF/f25dyL57mbun059/y3nfE3/1m9boTp6OPzWX5X5NyL27mbun059+J57vpqXz6bCz75bC7c7cu5y7kXt3M3dftF4dzz8tlcJJLE9+7dA8Axo6C4EEKIYuPevXvY2dmZOgyRDfl8FkKI4kk+mwsu+WwWQojiKTefzSpNEbjNm56ezs2bNylTpgwqleq5j5OQkICjoyPXr1/H1tZWjxEW7LaLe/ty7sXz3E3dvpx7/tvWaDTcu3ePqlWr6kz8IgoOfXw+y++KnHtxO3dTty/nXjzPXV/ty2dzwSefzYW7fTn3/7N33/Ex338cwF+XIZESK0iQUNReEaQaeyS0FKG1WquoPdKqGapU7JpFqdGf1ixKrURKa4+g9ixiJCFWEEkuuffvj3NfOQkybiX3ej4e90juuz6f7+Vy7/u+v5/Bc7e2czd3+dnh3NMTm7NFS2IbGxsUK1bMYMdzdnY2yx/f3GVbe/k8d+s8d3OXz3PPXNlspWTZDBmf+b/Cc2f51lO2ucu35nM3RPmMzZaNsTl7lM9z57mzfOsp2xDlpzU28/YuERERERERERERkRVjkpiIiIiIiIiIiIjIijFJnIyDgwPGjRsHBwcHqyrb2svnuVvnuZu7fJ67+c6dshZzv1+s+X+F526d5fPcrfPcLaF8yjrM/V6x5vJ57jx3c7Dm8q3t3LPFxHVERERERERERERElDFsSUxERERERERERERkxZgkJiIiIiIiIiIiIrJiTBITERERERERERERWTEmiYms2KlTp5CYmGjuahAREdELjM1ERESWhbGZrAWTxERW6rvvvkO1atXw999/IykpydzVsWqcP5SIiADGZkvD+ExERIzNloWx2bhUwleYUiEiUKlUJi9Xo9HAxsb89y5Mef6vlmXKsps1a4azZ89i2bJlaNiwIWxtbU1SbmqSn7e53n/mkJSUpLzup06dgoeHB/LmzWveShGRRbL22AxYR3y2pNgMMD4DjM9E9Hrm/Fy0lPjM2Gx6jM2MzcZi/k8UC6LRaFJdbs159L179+LAgQMmK08X5MaOHYv9+/ebrNxX6T5knz59atRyNBqNUlZCQoJe2cakVqsBADt27EC5cuXQtWtX7N6926x3Rl8Ncq/7fzQGU5aV3PXr19G4cWMAwKZNm9C8eXNcvXrVLHUx5+ecruz79++brQ5kuRibU7LW2Axk7/hsibEZMF98NldsBhifk5fL2EypYWxOydSxGbCc+MzYbHq8drbO2Jy8bGPFZyaJXxAR5UN27ty5GDhwIL788kvcvXvXpHdlzPmFGHj5hlOpVAgNDUX9+vXx4MED5cPRWJKf98aNG/H999+b/e7c1KlTMXLkSKMdP/l7bvr06ejWrRtatWqFkydPKkHPGDQaDezt7ZXnISEhKF++vNkCXvK//erVq9GyZUskJibCxsbGJP8Pye/A79u3D4cOHcLhw4eNXi4APHv2DLdu3ULZsmXh7++PadOmwcvLyyRlv0qlUuHQoUNYt24dANMFPt0Xm61bt6J169bYsWOHScqlrIGxWYuxWV92jM+WFpt1ddIxdXw2Z2wGGJ8Zm+lNGJu1zBWbAcuMz4zNpsFrZ+uNzbpyjB6fhSQpKUn5fezYsZI3b15p3769lCxZUooXLy779u0zeh2eP3+u9/z48eOydu1a2bp1q4SHhyvLNRqN0esiInLr1i1ZtGiRTJo0yaTl/vbbbzJv3jz56aefTFLem/z888/i4uIi586dM/ixk7/ngoKCJE+ePDJo0CCpWrWqFCxYUFauXClPnz41eLnJ/fnnn3LgwAHleePGjaVIkSISEhIiiYmJRi1bJ/nrEBoaKr169RJbW1vp3bu3qNXqFNsYWvL39dChQ8XFxUWKFCki+fLlk+7du8udO3eMVrbO3LlzRaVSSYkSJZRlxjzn1Gg0GklMTJTGjRvLRx99ZNKyRUQ2bdokOXPmlMmTJ+u9J8m6MTanxNislZ3jsyXEZhHzxmdLiM0ijM+MzZQaxuaUzBWbRSwrPjM2Gx+vnRmbRYwfn5kkTiYqKkq6du0qR44cERERtVotH374obi5uck///xjtHK///57GTRokNy7d09ERDZu3CgODg5SpUoVsbe3lzp16sisWbOMVv6rbty4ISqVSpydnWXKlCkmK/fy5cvi4eEhKpVKZsyYISKifNgZ26vBXKPRyKVLl+SDDz6Qn3/+WUTEKAHg+vXr0rt3b733V7du3cTNzU1++eUXowW7CxcuSOHChaVr165y9OhRZbku4O3atcukAS8gIEC8vLzkyy+/lFq1aomrq6t07tzZqMEu+d/86NGjUrp0aTl48KD8+++/EhwcLAUKFJAWLVoY5W+gKzshIUH27dsnM2bMEE9PT6latao8fvxYREz33k9en8OHD0uBAgXk999/N1nZUVFR4uXlJZMnT061TkSMzVrWGJtFrCs+W1psFjF9fDZnbE5evrXHZ8ZmehvGZi1zxWYRXjvrMDbz2lnEOmKziGniM5PELyxZskScnZ2lRo0acuHCBb11H374oRQpUkT27t1rlLIXLVokKpVKRo0aJefPnxdvb29ZuHChxMbGypkzZ6R///5SvXp1mTNnjlHKT83ChQslR44c0r17d4mNjTVKGa++kZ8/fy6bNm2SKlWqiJeXl7LclB+6r36oDRgwQN59990Ud6wN4X//+5+oVCopV66cXsAREenevbsUKVJE/ve//0lMTEymy0rtQ2Pt2rVSqVIl6dGjh175TZo0EXd3d/nzzz9NclcuODhYXFxclLtgSUlJMnPmTKlWrZp89tlnRr8r+vPPP0unTp2kT58+essvXrwouXLlkhEjRhi0PN3fIiQkREaPHi0nTpwQEZFTp05JlSpVpEqVKnrvw5CQEHn06JFB65C8HjpJSUny6NEj6dSpk/Tt21c0Go1J/v6XL1+WokWLKp+vGo2GF6GkYGzWZ62xWSR7xmdLjs0i5o3Ppo7NIozPyTE205swNuszRWwWscz4zNhsXbFZhNfOOtn52plJ4heioqKkcePGYmdnp3STSf5HbtmypahUKjl58qRRytd96A0dOlT8/f0lKipKWXft2jX58ssvpWHDhspdU1NYsGCBqFQqo9wVffUfKD4+XkS0d4e2bdsmxYsXl8aNGyvrTRHsFi1aJO3atZNdu3ZJQkKCiIjcv39fvLy85McffxSRzN2hSe1Do1WrVqJSqeSXX35RytT54osvRKVSyfbt2zNc5qt0d9p01q9fL+XLl5cePXpIWFiYsrxatWry8ccfG6zcN1m5cqUUKVJEoqOjlWUxMTEyduxYcXJykp49eyqvjaE/ACMjI6Vjx46SL18+adOmjbI8Li5ORESmTZsm1apVk/v37xu07N9//10cHR1l4sSJep8pp0+fVoLdsWPHZPjw4VKiRAm5deuWwcpO7vDhwynufK5YsUJy5swpp06dEhHjtxq6ceOGlChRQlasWKEs0/2v7Ny5U/7880+jlk+WjbE5JWuLzSLZPz5bYmwWMV98NldsFmF81mFspjdhbE7JmLFZxDLjM2OzlrXEZhFeO5s7NouYJj5bZZL4dRn+u3fvSq1ataR8+fJy+fJlEdH/I3/99dcG/8BNfvwVK1aISqUSW1tbOXbsmN52x44dE5VKJbt37zZK+adPn5bQ0FDZuHGj3nrdmC9Tp041yht+ypQp0qZNG3n//fflxx9/lOvXr4uIyLZt26RMmTLi6+urbGvsOzPTpk2Tzp07S44cOaRTp04yZ84cSUpKkvbt20vHjh0NVs6rYxr5+fmJq6trqmMaff/995l6zx04cEAuXrwoIiI//PCDDBgwQK5du6a3zdq1a6VgwYLy+eef6wU8Y3dT0fnnn3+kXLlyEhwcrLc8PDxcihYtKmXKlJEvvvjCIP97qZ3TsWPHpFu3bmJvby8rV67UW/fjjz9KlSpV5MmTJ5kuW+fcuXNSokQJWbRoUarrL168KN7e3uLu7i4lS5ZM8VlgCBqNRu7fvy9dunQRlUoln3/+ufzvf/9T1n/yySfSvn17g3cXSv731/0tnj59Kg0aNJCGDRvKmTNn9LYfMmSING/e3Ojjc5NlYGxOWT5js1Z2i8+WFptFzBufLSE2i1hvfGZspjdhbE5Zvrlis4hlxWfG5uwdm0UsIz5ba2zWlatjyvhsdUni5G/0U6dOyfHjx/XuNNy7d0+8vLykYsWKqQY8EePemVuzZo2oVCrp27evRERE6NWrfPnyKT4MMkN3Xhs2bJBixYpJ5cqVJW/evOLr6yunTp1SXqu5c+eKg4ODjB8/PtNlJn/9x40bJ/nz55fBgwfLF198Ifnz55dOnTop/9hbt26VChUqiKenZ6bLfVM9XvX333/L0KFDpWjRotKiRQvlruSWLVsyXW5GxzTKyHvu2rVr4u3tLS1btpSIiAhZunSpFChQQEaOHKl8odD59ttvJW/evPLJJ5/I2bNnM1VuWkyePFn+/vtvEdHekaxevbq0aNFCTp8+rWxz9epVadeunUyYMEE8PT0zPRFG8r95eHi4nDlzRll27do16dKli3JX7tmzZxIZGSlNmjSR5s2bZ/qLXvJuINu3b5cyZcrofelI7fgHDx6UyMjITJX7Ns+ePZPDhw/Lhx9+KNWqVZPq1atLSEiIBAYGSvPmzZXPQENI3lVoyJAh0rRpU1m4cKFERkZKeHi4uLm5ia+vr8ybN0+2bNki/fr1kzx58ui9Jyj7Ymx+yZpj86t1eVV2iM+WHJtFTB+fzRmbRRifGZvpTRibXzJHbBaxnPjM2PySNcRmEV47p8Zarp2tKkmc/I0eGBgoJUuWlJIlS0quXLlk2bJl8uDBAxERiY6Olho1akiVKlXk/PnzBq9H8jf9lStX5NChQ7J//36lmf7SpUtFpVJJ7969Ze/evXLt2jUZOXKk5M2bV2/GVkMICQmRfPnyyZIlS0REOzusSqWSRo0aSVhYmFLPqVOnSv78+eX+/fsGKffGjRsyYsQICQ0NVZbt3LlTvLy8pFu3bvLs2TN5/vy5rFu3Tjp27GjQu3PJj7V582ZZsWKFcmcq+aDo9+/fl8GDB4u/v7+oVCr58ssvU+z/NuYe0+inn36Shg0bSvv27eXJkyeyZs0acXV1leHDh+t90P7www9Sv3596dq1q9HvOsfExMjHH38sNjY2SvA6e/asFClSRHx9fWXGjBmya9cuadKkiXTs2FEePHgguXPnlpkzZ2a4zOR/h8DAQKlSpYq4ublJ9erVZfr06fLs2TM5d+6ccnfQw8NDunXrJvXq1VPG1MrI6xIbGytxcXFy48YNZYyy9evXS+HChZWxkpIPsn/gwAE5fPhwhs/zTXSvwYULF2Tnzp1y9OhR5Yv+gwcP5MyZM9KmTRv54IMPxNvbWxnvzZA2bNgguXPnlj59+khgYKAULVpUfH19JT4+Xi5fviytWrWSsmXLSqlSpaROnTpG66ZIloWxOSVrjM0i1hOfLTE2i5g+PpsrNoswPifH2EypYWxOyVyxWYTXzozNvHa2ttgsYr74bFVJYp3x48eLm5ubcnfxs88+E2dnZ5k6dao8fPhQRLQBz8PDQz777DODl697w/3+++9Srlw5KV26tLz//vtSpUoVZUwl3VhLKpVKPvnkE6lbt64ySHdmXLt2Tf744w8R0Y5lNGTIEBk3bpyIiPz3339SsmRJ6datm5QsWVLef/99OXbsmPIPrvsykFl//PGHqFQqKVSokF6gE9HeKcqRI4fSPSj5h4AhPoSTH2P48OFSpEgR+eCDD6RgwYLi5+cnx48fT1FObGyszJ49WxwdHTP85cfUYxol/2BftmyZ+Pj4SPv27SUmJkZWrVolbm5u8s0338jhw4clISFB/P39Zd26dcp+xvhikbxO4eHh0qVLF8mRI4dyV/T8+fPSrl07KVeunJQqVUrq16+vBIfatWvL6tWrM12XSZMmSeHChWXr1q2SmJgojRs3luLFi8u///4rItqA26NHDyldurReYNV9EU2Pc+fOib+/v1SqVEns7OykWrVqMn78eImKihIXFxcZMmRIin2GDBkiQUFBKcbYyizda79+/XopWrSolChRQooXLy5ly5ZNMbHIzp07ZfLkyVK4cGHldTGE8PBwqVKliixYsECpU+7cueWbb75R7rwnJCRITEyM3Lp1yyATNlLWwthsvbH51eNk1/hsSbE5+fHMHZ9NGZtFGJ+TY2ymt2FsNm9sFuG1swhjM6+drSs2i5g3PltFkjj5+DKnT5+WJk2aKN0fNm3aJPny5VMGQZ86daoyCPijR48MOpbLs2fPlGV///235MqVSxYtWiTx8fGyZcsWUalUMnPmTL3uLCqVSr777juDzNB4+/ZtcXFxkfLly8uvv/4qItrZMc+ePSsPHz6UmjVrSs+ePUVE5K+//hKVSiVeXl6ZviOhO3/dz9u3b0v//v1FpVLJ8uXLRUQ/oFWsWFGmTZuWqTLfZsaMGVKkSBGle86qVatEpVJJ3bp15fjx48rfIPmHc926ddM8GYEljGn0poC3bt06qVy5sri6ukqZMmWkYsWKyt/AWGNo6e6m645/8+ZN+eyzzyRHjhzyzz//iIjIkydP5P79+3Ljxg1lv5EjR0qRIkVSvH5pkTxAPXr0SBo0aCC//PKLiGjf+7lz51buhOv+1//991/p1auXlC9fPsVYY2l16tQpyZMnj/Tv31+WLFkiGzZskFatWomtra20bdtWfv31VylQoID0799fbt68KWfPnlVaPRi6FYbu73r48GHJnTu3LFy4UG7duiV79uyRzz77TBwdHfXG+dIx9OzM4eHh4unpKU+fPpVLly5J0aJFpVevXsr6gwcPpvhCSNkbY7MWY7O+7B6fLS02i5g+PpsrNoswPr+KsZlexdisZa7YLGKZ8ZmxOfvHZhFeO4tYRmwWMW98zvZJYt34Mh9//LFcvXpV4uLiZMmSJRIfHy///POPFClSRObOnSsiIp9++qnkzZtXxo4dq5eJz0zA031oHTt2TEqVKqX8s06ZMkX69+8vIto3gIeHh/JcRJS7IStXrpRz585luPzkdu/eLTY2NlKzZk35+OOPZdWqVcq6DRs2SI0aNZRxVLZt2yYff/yxeHp6ytWrVzNc5qpVq6R79+5y8eJFvQG0IyIipEuXLpIzZ069O6KPHz+WkiVLysKFCzNcZmp27typnO+jR4+kT58+ykDrv//+u+TNm1dmzJghpUqVkrp168qxY8dSfOjXrFlTuXv8JpY0ptHrAt6DBw/k0qVL8ttvv8nChQuVD0NjjaW0Zs0acXJyUj7EdfW6ceOGtGrVSpycnPSCvYjIiRMnpGXLllKkSBE5fvx4usvcuXOnTJ06VemC8ujRI/H09JS7d+9KcHCw5MqVS7kzFxsbKwsXLlS+nJw8eVJ69+4thQsXlk2bNqWr3Lt374qnp6eMGDEixfJ58+ZJ7ty5pUWLFrJ582ZxdXWVIkWKSKlSpaRs2bIZOs/XuX79uvI6JyYmypIlS6Rhw4Z6X6QiIiKkU6dO4unpmWIG6Mx86Xn27Jncu3dP/vrrL7l165Y8evRIbt26JUWLFpW//vpLSpUqJb169VLq8u+//0qHDh0Mev5k2RibX7Lm2CxinfHZUmKziOnjs7liswjjM2MzvQ1j80vmiM0ilhOfGZutKzaL8NqZ184vZfsksYh2fJlGjRrJp59+Kjdv3lSW9+rVS7p3764ElgEDBoinp6f4+PgY5K6Q7o948uRJyZ07t14T+V69eskXX3wht2/flmLFiknv3r2VMtetWyfTp083ygdPjx49pFq1atK2bVtp2LChcmdowYIFUrRoUWWclVGjRsnYsWMzVYfHjx9LqVKlpGDBglK5cmX54osvZNmyZcr6Z8+eSceOHcXR0VEGDx4sU6ZMkRYtWkilSpX07o5m1r59+0SlUkmNGjWUO8GhoaESGRkpJ06ckFKlSsns2bNFROSXX34RlUolFSpUUD70RLR3khwcHNLchcCSxjRK/l5eunSp1KlTR9q3by///fef3npDvt9evQN+6NAh8fPzk3fffVcuXLigt27t2rVKF7FTp07pHWf+/PnK9umxdOlSKVq0qPTt21dv7KoPPvhA6tatK87Ozsp4YiLagFu/fn29bjnHjh2TgQMHypUrV9JV9vHjx6VSpUpy+vRp5TXVnevDhw9l4sSJkjt3btmxY4fcu3dPQkJC5MCBA3oTbmRWXFycvP/++1KiRAnl7ztz5kzJly+f0jVQt/zPP/8Ud3d3g92FvXjxonTp0kXKlSsnjo6OkidPHunUqZOcPn1avvnmG1GpVNKuXTu9fUaOHCk1a9aUO3fuGKQOlDUwNr9kjbFZxLrjszlis4h547M5Y7OIdcdnxmZKK8bml0wZm0UsJz4zNmtZS2wW4bUzr531Zesk8at3g+rWrSuffvqp8gFWr149vbuQbdq0kZMnT6baXSK9kmf5nZycUgxivWDBAmnXrp24ubkpXVU0Go0kJCRI3759ZciQIQZtsq7rOrB161bp1q2b7Ny5U/z9/aVevXqyceNGefjwoRQtWlRKlSolPj4+kidPnkyP5ZSYmCgjR46UhQsXSlhYmEybNk3y5s0rHTt2VMaOuXfvngwdOlR5869Zs0apq6GC3aZNm0SlUkm9evWkZcuWeh9mc+bMkUaNGsndu3dFRDumVf/+/aVDhw56H/4PHz5M0weRpY1plFq9li5dKvXq1ZPPPvtM78ufoSS/A/7kyRNl+YkTJ6R58+YpPlT37t0rvXv3lpkzZxrkb75q1SpxcnKSNWvWKF0wdOe/detWKVeunNStW1fZ/unTp/Lhhx9KgwYNUgT8jIyntGzZMnF0dFSev/o5cvXqVcmTJ48EBQWl+9hppdFoZO/evVKpUiWpVq2aaDQauXr1qlSoUEFmzpypBDsRbWAqWbKkQQb9//fff8XNzU369Okjy5cvl/Pnz8vw4cOlVKlSUq5cOZk2bZp06dJFSpcuLSEhIbJ+/XoZOnSo5M6dmxPhWBHG5pesOTaLMD6bMjaLmDc+mzs2i1hvfGZsprRgbH7JHLFZxHLiM2Oz9cRmXfm8dua1c3LZOkkskvKDp379+vLpp59KdHS0zJs3T2xsbKRjx47i6ekpFSpUMOj4MuHh4eLi4iKffvqp3vJFixZJx44dpXLlylKwYEFlTJMnT57IqFGjxM3NLUN3gFIrf8OGDXrL7t69K+XKlZN58+bJ3bt3xd/fX3x8fGTLli0SFRUlX3/9tYwcOdJgXXW2bdsmuXPnVu4iPn/+XAIDA5Vxm6ZMmSLbtm2ToUOHSq5cuWT//v0ikvELgNf5/PPPpX79+uLv7683ts7IkSOlTJkyEhERIY8fP5YWLVrIvHnzlP0ycpfQEsc0evX4P//8s3h7e8vPP/9s0LJTuwO+dOlSZf3FixfFz89PXF1dZdeuXXL27Flp06aN9O3bV9kmM8Hu7t270qBBA72/oYj2f+v48eOydetWCQoKkgoVKkiNGjWkTZs2UqdOHalSpYrSMiKzd4b37t0rjo6Osn79+tdu4+npqbSQMNbfPSkpSQ4ePChly5aVmjVriojI6NGjpXLlyjJ16lSJjIyUJ0+eyPDhw6V06dLK5B8ZpftiP3LkyBR/w1WrVkmtWrXE29tbFi9eLN27d5c8efJI5cqVpUmTJgYd5J+yBsZmxmYda4/PpojNIuaNz5YQm0WsMz4zNlN6MDabNzaLWE58ZmzO/rFZxDLiszXGZhHLjs/ZPkkskvKDR9dtICIiQhYtWiSffvqpfPnllwb9IiqiHV9HN47Rvn37REQ7Q6STk5OcOXNGbt26JSVKlJDq1atLmTJlpHnz5uLm5maQsUXCw8OlQIEColKp5MMPP5Q1a9Yod4I3b94sdevWlbt37yqzSDZo0EDWrVuX6XJT069fP+nXr5/yvEKFCtK6dWv56quvpFmzZqJSqWTy5Mny2WefSd68eZXZWQ1BFzBXrlwpvXr1kkOHDom/v7/UrVtXCfBubm7i5uYmJUuWlMqVKxtkdkxLGtPodfX66KOPpFWrVgY9/uvugHfo0EGmTp0qarVazp49K7179xaVSiWlSpWSqlWrKq95Zj/07969KxUqVNAbNP/HH3+Udu3aiUqlkvfee0+qVKkiBw8elIEDB8rgwYNl+vTpyt/BEHdjb968KYUKFZKPP/5Ybxyt5LMdf/DBB/K///0v02UlFxERIQcPHtRblpCQIIcPH5Z3331X6tWrJyIigYGBUqlSJXF0dJT3339fChYsmOnPHN0X+08++URZptFo9F7PhQsXSoECBeSnn34SEZHLly/L06dPOVO6FWNstt7YLML4/Lo6GSM2i5g3PltCbBaxvvjM2EwZwdhs3tgswmtnxmZeO4tk39gsYvnx2SqSxCKvH18mMjJSRF6+CQ093t6lS5ekWbNm8vHHH0uvXr2kUKFCsnPnTmV9RESErFq1SkaOHCm//vqrMt5NZl2/fl1q1KghtWvXlurVq0vPnj2lePHismjRIlmzZo20aNFCtm3bJiIiZ8+elSZNmkiLFi2MMkPikiVLxMfHRx48eKCMXaUr5+bNm7JmzRpRq9Xy9OlTadWqlRQtWjRTXYb++usvvTFzRETu3LkjRYsWlaVLl0pERIT4+/tLnTp15M8//5QHDx7InDlz5McffzToB565xjRKa7369esnHTp0kPj4eIMe/013wGvWrClTpkyRCxcuyL///isHDx5Uzt8Qr/ndu3elWLFi0rNnTwkNDZW2bdtK5cqVpW/fvrJz505Zu3atlC5dWn744YcU+xry7/D7779Ljhw55PPPP5czZ87orRszZoyUKFEixUQMmZH8y22DBg1k5MiREhoaqvyfHTlyRCpXriw+Pj4iov3c+fnnn2XDhg0GqUfyL/Z79+7VW5f8/6BOnTrSpk0bETH9+54sE2Oz9cRmEcbntNTJWLFZxHzx2VJis4h1xWfGZsooxmbzxWYRXjuLMDbz2vml7BabRSw/PltNklgk5QdP3bp15fPPP1fGlzFW0/WLFy9K06ZNJWfOnDJ9+nRluaED66suXbok/v7+0rp1a9mwYYNs3LhRGjRoIK1btxaVSiXe3t7KB92FCxeMNs6OiHZ2U5VKJfXr15f79++nuo1arZbo6Gi5fft2hsv566+/lIHc/fz8ZMGCBXL69GkR0Tbbb9mypTx58kTOnDkjbdu2lfr16ysD8usY8h/Q1GMapdW9e/fEx8dHeW0M7U13wJs2bSoqlUpWrFihrDfka75r1y7JkyePlCxZUqpWrSqhoaESHR0tIto7kdWqVZMxY8YYrLzUJCYmysKFC8XOzk7Kli0rPXr0kNGjR0unTp0kX758Bp+J9Pr161KtWjUpW7as1KhRQ7p27SqOjo5SrVo1+fzzz2XNmjWydu1aKVWqlDRt2tQon3W6L/Z+fn56wS55WQ0aNJDOnTsbvGzK2hibs39sFmF8Tgtjx2YR88VnS4jNItYXnxmbKaMYm80Xm0V47SzC2Mxr5+wbm0UsOz5bVZJYxHTjy7zqypUr4uvrK82bN3/tm8AYLly4IM2bNxdfX1+5ePGiPH36VA4ePCgtWrRQmuybYjyf//3vf1KpUiU5duyYUcu8fPmy1KtXTxo1aiQNGjSQgQMHSoECBWTWrFkyc+ZMadSokfL6nz17Vho0aKA3CYMxmOs99zbPnz832rHfdAf81q1bsmrVKqN+2bt7926qrQsePHgg9erVk0WLFhmt7OR0XbQqVqwoPj4+0q9fP4PNhPqqy5cvS5s2baRVq1Zy6NAhuXHjhqxatUp8fHykVq1a4uTkJJUrVxaVSiWtW7cWEcO//5IHO11XQRFti5ObN29K8+bNZfny5UYpm7I2xubsHZtFGJ/TypixWcS88dlSYrOIdcVnxmbKKMZm08bm5MfntbMWYzOvnbNrbBax3PhsdUliEdOML5Oa170JTFGur6+v+Pr6mrTc5G7duiVubm5GnZVS5+LFi+Lv7y8tW7aUkJAQ2bFjh/j7+0vz5s2Vf3Ld3bdr164ZZVbUV5nrPWdOab0Dbip3796Vjz76SLy9vU3aXSMxMdGoM/Amd+HCBfHz85OmTZvKkSNHlOUPHz6UX375RUaNGiWenp4Gvxub3Ovuig4fPlyqVq1q9lb0ZLkYm03PlLFZhPHZUlhSfDZXbBaxrvjM2EwZxdhsHrx2ZmxODa+dDcvcsVnEMuOzVSaJRUwzvkxqLl26JC1atJD3338/xUDZxi43tTefKc2ZM0cKFCggZ8+eNXpZFy5ckGbNmomvr6+cP39eEhMT5ezZs/LFF1/IyZMnRUQ/+Jgy2Jn6PWdq5mih9ib37t2ToKAg+eijj6RmzZoGn2jjbZKftyleg0uXLomfn5/4+fnJnj17Uqw3xZeL5J83x48flylTpkiuXLmU/z2i12FsNj1TxmYRxmdzsqT4bO7YLGJ98ZmxmTKKsdk8eO3M2GwO5o7P1habdXWwpPhstUliEdOML5Oa8+fPS7t27eTGjRsmLddcgVbnypUr0qVLF5MEFRH9O8H//POP3jpT1eFV5nrPmYOpW6i9zokTJ6RFixYyePBgg8+UbqmSB5r9+/ebrQ4tWrSQQoUKib29vfKFh+htGJtNy9SxWYTx2dwsIT5bY2wWMX98ZmymjGJsNj1eOzM2m4M1xmdzx2ZdHSwlPlt1kljE+OPLvI657oSZK9DqmHpWUt0/fLNmzcx6Jzg5c73nzMHULdRe5+HDh2aZEdecLOHL7YULF+Tjjz9OMUst0dswNpuWOT4fGZ/NyxLiszXGZhHzx2fGZsooxmbT47UzY7M5WGN8NndsFrGc+KwSEQFZlYSEBOTIkcPc1TCZy5cvY+jQoYiKisLPP/+MKlWqmLtKVuPq1av47rvvsGzZMtjY2Ji7OhARqFQqc1fDZC5cuIDAwEDMmDEDHh4eZqmDWq2Gvb29WcomykqsLTYDjM/mZEnx2dpiM2D++MzYTJQ2jM2MzaZkSbEZsL74bO7YDFhGfGaSmKzC+fPnsWTJEkybNs0iPnCtiS64JCUlwdbW1tzVsTrW+OWWiLIOxmfzYXw2L8ZnIrJUjM3mw9hsXozNTBKTFdJoNAx2REREFobxmYiIyLIwNhNZFyaJiYiIiIiIiIiIiKwYbwkRERERERERERERWTEmiYmIiIiIiIiIiIisGJPERERERERERERERFaMSWIiIiIiIiIiIiIiK8YkMREREREREREREZEVY5KYiIiIiIiIiIiIyIoxSUxERERERERERERkxZgkJiIiIiIiIiIiIrJiTBITERERERERERERWTEmiYmIiIiIiIiIiIisGJPERERERERERERERFaMSWIiIiIiIiIiIiIiK8YkMREREREREREREZEVY5KYiIiIiIiIiIiIyIoxSUxERERERERERERkxZgkJiIiIiIiIiIiIrJiTBITERERERERERERWTEmiYmIiIiIiIiIiIisGJPERERERERERERERFaMSWIiIiIiIiIiIiIiK8YkMREREREREREREZEVY5KYiIiIiIiIiIiIyIoxSUxERERERERERERkxZgkJiIiIiIiIiIiIrJiTBITERERERERERERWTEmiYmIiIiIiIiIiIisGJPERERERERERERERFaMSWIiIiIiIiIiIiIiK8YkMREREREREREREZEVY5KYiIiIiIiIiIiIyIoxSUxERERERERERERkxZgkJiIiIiIiIiIiIrJiTBITERERERERERERWTEmiYmIiIiIiIiIiIisGJPERERERERERERERFaMSWIiIiIiIiIiIiIiK8YkMREREREREREREZEVY5KYiIiIiIiIiIiIyIoxSUxERERERERERERkxZgkJiIiIiIiIiIiIrJiTBITERERERERERERWTEmiYmIiIiIiIiIiIisGJPERERERERERERERFaMSWIiIiIiIiIiIiIiK8YkMREREREREREREZEVY5KYiIiIiIiIiIiIyIoxSUxERERERERERERkxZgkJiIiIiIiIiIiIrJiTBITERERERERERERWTEmiYmIiIiIiIiIiIisGJPERERERERERERERFaMSWIiIiIiIiIiIiIiK8YkMREREREREREREZEVY5KYiIiIiIiIiIiIyIoxSUxERERERERERERkxZgkJiIiIiIiIiIiIrJiTBITERERERERERERWTEmiYmIiIiIiIiIiIisGJPERNnU6NGjoVKp0LRpU3NXhYiIiMDYTEREZAydOnWCSqVCv379zF0VoiyNSWLKUm7cuAEnJyeoVCqoVCpERkama/9Tp05h3Lhx+OCDD1C8eHHkzJkTuXPnRtmyZdG1a1f8+eefSEpKSrFf8eLFlTLf9BgyZIiBzjTzjh8/DgCoXr26mWvyUmxsLLZv346JEyfC399f73X99ttvzV09IiLKAMbmtGNsJiIiMrywsDAAQI0aNcxcE6Kszc7cFSBKj4CAADx//lx5fvLkSTRr1uyt+925cwdff/01Vq1apbc8b968ePLkCS5duoRLly7hl19+QYUKFbB+/XqUL18eABAdHY3w8HAAQL58+ZAjR47XllO3bt2MnJZRnDhxAoBlXYgeOXIEH374obmrQUREBsTYnHaMzURERIYVExODy5cvAwC8vLzMXBuirI1JYsoyQkNDsWHDBtSpUwdPnz7FyZMn03Qheu7cOTRp0gQRERFwdHREly5d0LNnT1SqVAk5c+aERqPB6dOnsWrVKsydOxfnzp1DbGyssr+u1Q8AHDhwAOXKlTPaORrK7du3ERUVBcCyLkQB7cV89erVlcfQoUPT3eqMiIgsA2Nz2jE2ExERGd6JEycgInB0dETFihXNXR2iLI1JYsoSEhMTMXjwYKhUKsycORNz585VLkTf5MqVK6hfvz6io6NRrFgxbNy4MUUXFBsbG1StWhVVq1bFgAED0LFjR1SuXFlZr+u6ouv6mhXoLp6dnZ1RunRpM9fmpbp16+LBgwd6y0aMGGGm2hARUWYwNqcPYzMREZHh6b4TVKlSBXZ2THERZQbHJKYs4ccff8TZs2fRqVMn1KxZE5UqVQKAN16IqtVqdOrUCdHR0cidOzf27Nnz1jGKihUrhr///luv26ruos7LywsqlSrzJ2MCujpXq1YtRZ2TkpKwe/dujBw5EnXr1kWJEiXg6OiIXLlyoXr16ggKCtLrNvw6ISEhaNOmDQoVKoScOXOicuXKmDdvHkQEs2bNgkqlgqenp94+tra2hjtJIiIyK8bm9GFsJiIiMoxjx46hc+fOKFq0KIYNGwYAOHr0KAoXLoxOnTrh6tWrZq4hUdbE2yxk8aKjozFu3DjkzJkTQUFBAKC0Jrp8+TJiY2Ph5OSUYr958+bh6NGjAIAFCxagVKlSaSrPxkb/3klWHAT/TRPjHD58GI0aNVKeOzs7w8HBATExMThx4gROnDiBP/74A//880+qYzwmJiaiX79+WLx4MQBApVLB2dkZZ86cwcCBA3Hq1Cnl4tfSutMSEZFhMDanH2MzERFR5ogIRo8ejcmTJytDTIgIAMDR0RF3797FqlWrsH37dhw4cECZy4CI0oYticnijRo1Co8ePUJAQADc3d0BQGmtpNFocOrUqRT7xMfHY/r06QCA999/H507d85Q2Q8fPsS1a9cAADVr1szQMczhTReid+7cwVdffYW//voLjx8/Vh4PHjzAtGnTYGtri8OHD2PlypWpHnv48OFYvHgxHB0dMX36dDx48ACPHj1CZGQkOnbsiMWLF2PTpk0AkKK1EhERZQ+MzenH2ExERJQ5Q4cORVBQEJycnLB06VLcvHlTWXfo0CHs2rULuXLlwqNHjzBo0CAz1pQoixIiCxYWFiY2Njbi6uoqT5480VuXN29eASALFixIsd/vv/8uAASArFq1KsPl79q1SzlO/vz5pXDhwqk+fv/99wyXYWh3795V6nzmzJl079+tWzcBID169EixbufOnQJAVCqV7NixI8X6hIQEKVWqlFL+/v3731pe8eLFBYCMGzcu3XUlIiLTY2xOP8ZmIiKizNmyZYsSy/78808REdm9e7cAEEdHR1Gr1SIiMn78eCUu3r9/35xVJspy2JKYLNqgQYOg0WgwYcIE5MqVS2+dbubS1MY+3LFjBwDA3t4eLVu2zHD5yWdPf/DgAaKiolJ9WNIsqidOnAAA5MyZM0OzvTs7OwPQtvh61ahRowAA/fr1g5+fX4r19vb28PX1BfBy0iFL9P3330OlUnHmdiKiDGBsTj/G5rdjbCYiojcZPnw4AKBr16746KOPALz8TlC5cmVl0jpdzBMRXL582eD1YLyi7IxJYrJYv/76K/bv348qVaqgR48eKdbrxj5M7UJUN1ZhhQoV8M4772S4Drqg06RJE4jIax9pnVl9+fLlUKlUGX7oLrDTUucqVaqkOhnNs2fP8NNPP6Fly5YoXrw43nnnHb0y5syZA0A7UVByBw4cQFhYGGxtbZUAnRo3NzcAQJkyZTL12r/q+PHjCAgIQNWqVeHs7IyCBQuiXr16SvfZ9Dh16hQKFy4MV1dXg9WPiMgaMDYzNicXHh6Ozz77DOXKlYOzszNy5cqFSpUq4bvvvsOTJ0/SdSzGZiIiep19+/bh3LlzAIAhQ4Yoy1Mbyil37tzK7/JivOKnT5/i22+/RYsWLeDq6gqVSoVu3bplqC6MV5SdceI6skjPnj1TLnZmzJiRYsIa4OWF6OnTp6HRaPS20d3V042TmFG6C9pq1apl6jim9KYxD//55x906tQJt2/fVpY5OTmhYMGCyusXFRUF4OXYkjp//vknAO0kQW96XR8/fgzA8GMeTp06FSEhIfD390e/fv3w/PlzrFq1Cm3atEFgYCC+++67NB/r1KlTFtuSiojIUjE2Z1x2jc1RUVG4desW2rRpA3d3d9ja2uLYsWOYOHEiNm/ejIMHD8Le3j5Nx2JsJiKi19m5cycAoESJEnrxX9dTJ3l81cVM4OXN1ejoaIwfPx5ubm6oUaMGtm7dmuG6MF5RdsYkMVmkiRMnKhdLTZs2feO2sbGxuHTpkl73TV13zNRmAE+rmJgYXLlyBYDhLqo6duyIFi1aZHj/PHnyvHWb112Inj9/Hs2aNcPz589Rr149BAQEoE6dOihQoICyzeXLl1GmTBkAKc9ZF4DfNpP8mTNnUi0/swYOHIjly5fD0dFRb1mdOnUQFBSEIUOGIH/+/G89TlxcHC5fvoyPP/7YoPUjIsruGJtTZ82xuWbNmtizZ4/esi+//BJlypTBN998g5CQEHz44YdvPQ5jMxERvYkujr7//vvKstjYWFy8eBGAfnzU3Ux2dXVF0aJFAWh71Ny6dQtFixZFXFwccubMmaF6MF5RdsckMVmcq1ev4ocffkjXPidPntS7EC1cuDDu37+v1yonvU6cOKF0TzFUayUHBwc4ODgY5Fipefz4Mf777z8AKS8Ex48fj+fPn6Nhw4bYtWtXqi3A1q5dC0DbgunVMRN1LcDelIh9/Pgx/vnnHwCGb63k4+OTYpmtrS38/f1x6NAhXLp0Se9LA6DtljRu3DgcOnQIefLkweDBg9GkSRMkJSXx7i8RUTowNmdcdo7Nr/Puu+8CAB4+fJhiHWMzERGlV3h4OACgUKFCyrJ///0XSUlJsLOzQ5UqVZTlf/zxBwCgWbNmUKlUALSxXpcwTivGK7JGHJOYLM7QoUMRHx+PL774Ak+ePHnjQ9e18tWxDz/44AMA2juOGR1QXne3MmfOnGke19DcdBfPOXLkSNElVXeB2KlTp1QvQp88eYIlS5YASH3MxFe7vKZm9uzZeP78OQDTXYjeuXMHAFCwYEG95Rs2bEDDhg3x5MkTTJ48GQEBAZg9ezYGDx4MIGt1UyYiMjfG5oyzhtgcFxeH6Oho3Lx5E1u3bsWoUaPg6OiIevXq6W3H2ExERJkRExOj/K77TlChQgXlZu+RI0ewf/9+ANqeLRnFeEXWiklisig7d+7Eli1b4ODggHHjxiFXrlxvfOguEF+9EO3VqxcAQK1WY8iQIUqro9cJDw/XGwAfeNlNpXLlyqlOMmOJdIGyYsWKKbrzxsbGAtCOx/QqjUaDHj164Pr16wBSv4h87733AAAhISFQq9Up1u/btw+TJk0CABQvXjxNQz9k1u3bt7Fs2TJ4e3ujVKlSyvIbN24os94eOnQIAwcOxNdff40tW7Zg//79cHR0zDLJBSIic2NszhxriM1LlixBwYIF4eHhgRYtWsDGxgZ//PGH3jjJjM1ERJRRuni3e/duJCUlAUg5lNPTp0/Rs2dPAEDbtm1T9DJNK8YrsmZMEpPFUKvVyp25Pn36pGliG123y1cvRGvVqoUBAwYAANasWYOmTZtiz549SEhIULaJjo7Gpk2b0LFjR5QuXRo3b97UO4Yu6JiqRawhvGliHN2ymTNnYu/evQC0s70ePXoUzZo1Q0hIiHLBndr+bdu2BQBcu3YNXbt2VVqBPXnyBHPmzEGzZs2g0Wheu7/Ow4cPER0drTx0+8TGxuotf/r06RvPNTY2Fm3atEF8fDx++uknvXXff/89nj9/nmJiJS8vL+TJkwcVK1bMMskFIiJzYmzOPGuIza1bt0ZISAjWr1+PgIAA5MqVS6+1F8DYTEREGffpp58C0CZwhw4diri4OL34evLkSTRs2BCnT5/Ge++9hwULFmS4LMYrsmpCZCGmTZsmAOSdd96RyMjINO0zd+5cASAAJCIiQm9dYmKifP3116JSqZRt7OzspECBAuLo6KgsAyAqlUrmzZun7Pv06VOxsbERALJgwQKDnqcxlS9fXgDI/PnzU6zbt2+f2NvbK+fs5OQkTk5OAkCKFCkiW7duVdaFhYWl2F+j0Ujz5s31XjdnZ2fl9e3QoYO0aNFCAMiUKVNeW8fixYvrHeN1j65du772GPHx8eLn5ye2trby+++/661LTEyU/PnzS8uWLVPdN1euXPLFF1+89thERPQSY3PmWUtsTm7t2rUCQEJCQkSEsZmIiDInKSlJiWcAxMHBQYl1OXPmVJbXqFFDbt68+cZjPX/+/LUxjfGKrB1bEpNFiIqKwoQJEwAAgwYNQuHChdO0X/IJXF5tsWRra4tp06bh7NmzGDJkCDw9PZErVy48evQIdnZ2KFOmDNq0aYNZs2bhv//+Q//+/fWOpWtFk1XGG0o+u2tqrYV8fHywZ88eNG7cGE5OTrCxscF7772H8ePH49y5c3B0dAQA2NvbpxgzEQBUKhU2btyIsWPHomTJkrC3t0fOnDnRokUL/Pnnn1i6dCn+/vtvAECjRo2Mdp5qtRqffvopgoOD8fPPP8Pf319v/c2bN/HgwQPUrFkzxb5nz57F06dPOdEAEVEaMDZnnrXE5lf5+/vD0dERy5YtA8DYTEREmWNjY4MNGzZg0qRJKFu2LDQajTJslZ2dHXx8fPDTTz/h4MGDKFasWIbLYbwia2dn7goQAdoZzx8/fpzu/Zo0afLWMQ3Lly+f7hnZfXx83npcS+Pk5KSMz/Q6H3zwAXbt2pXqukaNGr31nB0cHDB+/HiMHz8+xbqlS5fiyZMnKF++PGrUqPHaY+jGVsyIpKQkdOrUCX/88QcWLFiArl27ptjm2bNnr91/1qxZALJOcoGIyJwYmzPPGmJzahITE6FWq/Hw4UMAjM1ERJR59vb2GDlyJEaOHImFCxeib9++qFSpEk6fPm2wMhivyNqxJTERZdrp06eVMStHjRpllDI0Gg26du2K9evX44cffkCfPn1S3a548eJQqVQICQnRW37o0CGsWLECKpUKVapUMUodiYiILIUpYnNUVFSqyxctWoSkpCR4e3sDYGwmIiLDOnHiBADDz1HAeEXWji2JiShNdDO8Nm7cGAUKFAAAREZGYvXq1Rg/fjyePn2KVq1a4bPPPjNK+cOGDcOvv/6K2rVrw8XFBStXrtRb/8EHH6BkyZLIlSsXPvnkE6xduxb+/v5o1qwZLl68iJ9++gm5c+dGnjx5kCdPHqPUkYiIyJTMHZuHDx+Oc+fOoWnTpihevDiePn2Kv//+G1u2bEHZsmWVJDVjMxERGVJGksTz5s3Do0ePkJiYCAA4deoUJk6cCACoV68e6tWrx3hFVk8lWa3fHhGZ3JMnT5AnTx6ly6uTkxPs7e31uiF36tQJS5YsQc6cOY1ShwYNGijjKqZm2bJl6NatGwDg0aNHGDRoELZt24a4uDh4enpi1KhR+PLLL+Hl5YWNGzcapY5ERESmYgmxefPmzVi8eDFOnDiBe/fuwc7ODqVLl0arVq3w9ddfw9nZWdmWsZmIiAwhMTERuXPnRlxcHHbv3o0GDRqkab8SJUrgxo0bqa4bN24cvv32WwCMV2TdmCQmord6+vQp5s+fj507d+LKlSu4d+8eVCoVihQpAh8fH/To0QP169c3dzWJiIisBmMzUdb3zz//YNq0aQgLC0NERAQ2btyI1q1bv3GfPXv2ICAgAGfPnoW7uzvGjBmjNJQgsgZnzpxB5cqVAQAPHz5E3rx5zVshomyESWIiIiIiIiIiE9u+fTv2798PLy8v+Pv7vzVJfO3aNVSqVAl9+vRBz549ERoaiiFDhmDr1q3w8/MzXcWJiChbYpKYiIiIiIiIyIxUKtVbk8TDhw/H1q1bcebMGWVZhw4d8OjRI+zYscMEtSQiouwsW0xcp9FocOfOHeTOnRsqlcrc1SEiIhMQETx58gRFihSBjY2NuatDqWB8JiKyLozNxnXw4EE0adJEb5mfnx+GDBny2n3i4+MRHx+vPNdoNHjw4AEKFCjA2ExEZAXSE5uzRZL4zp07cHd3N3c1iIjIDG7evIlixYqZuxqUCsZnIiLrxNhsHJGRkShcuLDessKFCyMmJgbPnz9PdZLKoKAgjB8/3lRVJCIiC5WW2JwtksS5c+cGoD3h5LMop5darUZwcDB8fX1hb29vqOpZfNnWXj7P3TrP3dzl89wzX3ZMTAzc3d2VGECWxxDxmf8rPHdrO3dzl89zt85zN1T5jM2WZ+TIkQgICFCeP378GB4eHrh27VqG/05qtRq7d+9Gw4YNzfZetdbyee48d2s7d3OXnx3O/cmTJ3j33XfT9JmfLZLEum4yzs7OmU4SOzk5wdnZ2SxvPHOVbe3l89yt89zNXT7P3XBls6uk5TJEfOb/Cs/d2s7d3OXz3K3z3A1dPmOzcbi6uiIqKkpvWVRUFJydnVNtRQwADg4OcHBwSLE8f/78mY7NBQoUMOt71RrL57nz3K3t3M1dfnY4d91+aYnNHCiKiIiIiIiIyMLVrl0boaGhestCQkJQu3ZtM9WIiIiyEyaJiYiIiIiIiEzs6dOnOHnyJE6ePAkAuHbtGk6ePInw8HAA2qEiunTpomzfp08f/Pfff/jmm29w4cIF/Pjjj1i7di2GDh1qjuoTEVE2wyQxERERERERkYkdO3YMnp6e8PT0BAAEBATA09MTY8eOBQBEREQoCWMAePfdd7F161aEhISgatWqmDFjBpYsWQI/Pz+z1J+IiLKXbDEmcVYVHg5ER2t/T0wErl7NgxMnALsXfxUXF8DDw3z1IyIiIiIiIuNo0KABROS165cvX57qPidOnDBirYiIyFoxSWwm4eFA2bJAXJxuiT2ABnrbODoCFy8yUUxERGQuqtBQNBwwAKrFi4FmzcxdHSIiIiIiIqPI0HAT8+fPR4kSJeDo6Ahvb28cOXLktdsuXrwYdevWRb58+ZAvXz40adIkxfbdunWDSqXSezTL5hdi0dHJE8Spi4t72dKYiIiITEwENmPGwPnWLdiMGQO8obUXERERERFRVpbuJPGaNWsQEBCAcePG4fjx46hatSr8/Pxw9+7dVLffs2cPOnbsiN27d+PgwYNwd3eHr68vbt++rbdds2bNEBERoTxWrVqVsTMiIiIiMoTgYNiEhQGA9mdwsJkrREREREREZBzpThLPnDkTvXr1Qvfu3VGhQgUsXLgQTk5OWLp0aarb//rrr+jXrx+qVauGcuXKYcmSJdBoNAgNDdXbzsHBAa6ursojX758GTsjIiIioswSAQIDIba22qe2tkBgIFsTExERERFRtpSuMYkTEhIQFhaGkSNHKstsbGzQpEkTHDx4ME3HiI2NhVqtRv78+fWW79mzB4UKFUK+fPnQqFEjTJw4EQUKFEj1GPHx8YiPj1eex8TEAADUajXUanV6TkmPbt/MHCOtEhMB7TjEb9tODRNUx6Tnbmnl89yt89zNXT7PPfNlm+u1IysRHAwcPQrVi6eqpCTg6FHtcs4iT0RERERE2Uy6ksTR0dFISkpC4cKF9ZYXLlwYFy5cSNMxhg8fjiJFiqBJkybKsmbNmsHf3x/vvvsurl69ilGjRqF58+Y4ePAgbF+04EkuKCgI48ePT7E8ODgYTk5O6TmlVIWEhGT6GG9z9WoevDpRXWr27duPiIjHRq+PjinO3VLL57mbjzWXz3PPuNjYWAPVhOgVL1oRw9YWSEp6uVzXmtjXF1CpXr8/ERERERFRFpOuJHFmTZ48GatXr8aePXvg6OioLO/QoYPye+XKlVGlShWUKlUKe/bsQePGjVMcZ+TIkQgICFCex8TEKGMdOzs7Z7h+arUaISEhaNq0Kezt397KNzNOnEjbdnXq+MDT06hVAWDac7e08nnu1nnu5i6f5575snW9SIgM7kUr4hTYmpiIiIiIiLKpdCWJXVxcYGtri6ioKL3lUVFRcHV1feO+06dPx+TJk7Fr1y5UqVLljduWLFkSLi4uuHLlSqpJYgcHBzg4OKRYbm9vb5Bkh6GO8yZ2aXzl7ezsYcr8jSnO3VLL57lb57mbu3yee8bLNufrRtmYrhWxjQ2g0aRcb2PD1sRERERERJTtpGviuhw5csDLy0tv0jndJHS1a9d+7X5Tp07FhAkTsGPHDtSoUeOt5dy6dQv379+Hm5tbeqqXpbi4AMkaU6MxduEsKqAxdinLHB212xEREZGJJCQA4eGpJ4gB7fKbN7XbERERERERZRPpHm4iICAAXbt2RY0aNVCrVi3MmjULz549Q/fu3QEAXbp0QdGiRREUFAQAmDJlCsaOHYvffvsNJUqUQGRkJAAgV65cyJUrF54+fYrx48ejbdu2cHV1xdWrV/HNN9+gdOnS8MvGXTk9PICLF4HoaAAiKPP5COQ6fx6byo/Apf8dBVQquLhotyMiIiITcXDQDilx7x4AQJ2YiP379sGnTh3Y67oBFSqk3Y6IiIiIiCibSHeSuH379rh37x7Gjh2LyMhIVKtWDTt27FAmswsPD4eNzcsGygsWLEBCQgLatWund5xx48bh22+/ha2tLU6dOoUVK1bg0aNHKFKkCHx9fTFhwoRUh5TITjw8XiSBdwYD58MAALnOh6F6NMc6JCIiMht3d+0DANRqPI6IADw9YdLxn4iIiIiIiEwoQxPXDRgwAAMGDEh13Z49e/SeX79+/Y3HypkzJ3bu3JmRamQPL8Y+FFtbqJKStD851iERERERERERERGZSLrGJCYjeDGDuiopCQC0P3UzpxMREREREREREREZGZPE5qSbQd3WVn+5ra12uYh56kVERERERERERERWI0PDTZCBvGhFnELy1sQcm5iIiIiIiIiIyGqEhwPR0drfnQ6Eos6Ewbga6IDYD5oBAFxcXsxxRWRATBKbi64VsY0NoNGkXG9jo13PsYmJiIiIiIiIiKxCeDhQtiwQFwcAgsMYi3K4gasDx8IbfgBUcHQELl5kopgMi8NNmEtCgvY/P7UEMaBdfvOmdjsiIiIiIiIiIsr2oqN1CWLAF8GoBW0P9Fo4Cl9o56+Ki3vZ0pjIUNiS2FwcHLRDSty7BwBQJyZi/7598KlTB/Z2L/4shQpptyMiIiIiIiIiIisimIBAJMIWdkhCImwxAYEIhi8A9jgnw2OS2Jzc3bUPAFCr8TgiAvD0BOztzVsvIiIiIiIiIiIym+StiAHADklKa+JgcP4qMjwON0FERERERERERGQxXrYiTk7XmhgQ81SLsjW2JCYiIiIiIiIiIrIQr7Yi1knemhhGbE0cHv5yzGOnA6GoM2EwrgY6IPaDZgAAFxdOmpcdMUlMRERERERERERkCUTbijgJNrCFJsXqJNhoWxOLccYmDg8HypbVTZ4nOIyxKIcbuDpwLLzhB0AFR0fg4kUmirMbDjdBRERERERERERkAVTqBHggPNUEMQDYQgN33IRKnWCU8qOjdQli/RbNL1swa9frWhpT9sGWxERERERERERERBagQBEH1HU4itzx9167TYxDIfxVxMHINXk5LrIdkpTxkINhnBbMZH5MEhMREREREREREVkADw8g9JI7oqPdAQCJiWrs27cfder4wM7OHoBpxgR+dVzk5OMhBxtxPGQyHyaJiYiIiIiIiIiILISHx8sksFoNREQ8hqcnYG9vqhrotyLWYWvi7I1jEhMRERERERERERGAl62IkyeIAf3WxJT9MElMREREREREREREgGhbESe9JmWYBBtMQCAgYuKKkbExSUxERERERERERERQqRPggXDYQpPqelto4I6bUKkTTFwzMjaOSUxEREREREREREQoUMQBdR2OInf8vdduE+NQCH8VcTBhrcgUmCQmIiIiSiY8HIiO1v6emAhcvZoHJ04Adi++NZliNmkiIiIiInPw8ABCL7kjOtodAJCYqMa+fftRp44P7Oy0M+fx+3D2xOEmiIiIsoH58+ejRIkScHR0hLe3N44cOfLabc+ePYu2bduiRIkSUKlUmDVrVoptvv32W6hUKr1HuXLljHgGliE8HChbFvDy0j68ve3x1VcN4O1trywrW1a7HRERERFRduThAVSvrn14egKlSj2Gp+fLZUwQZ09MEhMREWVxa9asQUBAAMaNG4fjx4+jatWq8PPzw927d1PdPjY2FiVLlsTkyZPh6ur62uNWrFgRERERymPfvn3GOgWLER0NxMW9eZu4uJctjYmIiIiIiLIDJomJiIiyuJkzZ6JXr17o3r07KlSogIULF8LJyQlLly5NdfuaNWti2rRp6NChAxwcXj+WmJ2dHVxdXZWHi4uLsU6BiIiIiIiIzIhjEhMREWVhCQkJCAsLw8iRI5VlNjY2aNKkCQ4ePJipY1++fBlFihSBo6MjateujaCgIHi8oW9ZfHw84uPjlecxMTEAALVaDbVanaE66PbL6P7plZgIAPZp2E4NY1fJ1OduSeVb87mbu3yeu3Weu6HKN1fdiYiIKPOYJCYiIsrCoqOjkZSUhMKFC+stL1y4MC5cuJDh43p7e2P58uUoW7YsIiIiMH78eNStWxdnzpxB7ty5U90nKCgI48ePT7E8ODgYTk5OGa4LAISEhGRq/7S6ejUPgAZv3W7fvv2IiHhs9PoApjt3Syzfms/d3OXz3M0nK5cfGxtrwJoQERGRKTFJTERERCk0b95c+b1KlSrw9vZG8eLFsXbtWnzxxRep7jNy5EgEBAQoz2NiYuDu7g5fX184OztnqB5qtRohISFo2rQp7O3f3sI3s06cSNt2der4wNPTuHUx9blbUvnWfO7mLp/nbp3nbqjydT1IiIiIKOthkpiIiCgLc3Fxga2tLaKiovSWR0VFvXFSuvTKmzcvypQpgytXrrx2GwcHh1THOLa3t890wsMQx0gLuzR+M7Kzs4epcjimOndLLN+az93c5fPcrfPcM1u+OeudVc2fPx/Tpk1DZGQkqlatirlz56JWrVqv3X7WrFlYsGABwsPD4eLignbt2iEoKAiOjo4mrDUREWVHnLiOiIgoC8uRIwe8vLwQGhqqLNNoNAgNDUXt2rUNVs7Tp09x9epVuLm5GeyYRERE1mzNmjUICAjAuHHjcPz4cVStWhV+fn64e/duqtv/9ttvGDFiBMaNG4fz58/j559/xpo1azBq1CgT15yIiLIjJomJiIiyuICAACxevBgrVqzA+fPn0bdvXzx79gzdu3cHAHTp0kVvYruEhAScPHkSJ0+eREJCAm7fvo2TJ0/qtRL++uuv8ffff+P69es4cOAA2rRpA1tbW3Ts2NHk52dKLi7A2xpjOTpqtyMiIsqMmTNnolevXujevTsqVKiAhQsXwsnJCUuXLk11+wMHDsDHxwedOnVCiRIl4Ovri44dO+LIkSMmrjkREWVHHG6CiIgoi2vfvj3u3buHsWPHIjIyEtWqVcOOHTuUyezCw8NhY/PyvvCdO3fgmWxA3enTp2P69OmoX78+9uzZAwC4desWOnbsiPv376NgwYKoU6cODh06hIIFC5r03EzNwwO4eBGIjtY+T0xUY9++/ahTxwd2dtpu1C4u2u2IiIgyKiEhAWFhYXo3cW1sbNCkSRMcPHgw1X0++OADrFy5EkeOHEGtWrXw33//Ydu2bfj8889fW058fDzi4+OV57pxo9VqNdRqdYbqrtsvo/tnljWXz3PnuZuDNZefHc49PfsySUxERJQNDBgwAAMGDEh1nS7xq1OiRAmIyBuPt3r1akNVLcvx8HiZBFargYiIx/D0hMnGICYiouwvOjoaSUlJyg1dncKFC+PChQup7tOpUydER0ejTp06EBEkJiaiT58+bxxuIigoCOPHj0+xPDg4GE5OTpk6h5CQkEztn1nWXD7P3Xx47tZZflY+99jY2DRvyyQxERERERERkYXbs2cPJk2ahB9//BHe3t64cuUKBg8ejAkTJiAwMDDVfUaOHImAgADleUxMDNzd3eHr6wtnZ+cM1UOtViMkJARNmzY1y2SF1lw+z53nbm3nbu7ys8O563qQpAWTxEREREREREQm5OLiAltbW0RFRektj4qKgqura6r7BAYG4vPPP0fPnj0BAJUrV8azZ8/Qu3dvjB49Wm9oKR0HBwc4ODikWG5vb5/phIchjsHys17Zpiw/PDz5EGDA1at54OZmb9YhwPh3t87ys/K5p2c/JomJiIiIiIiITChHjhzw8vJCaGgoWrduDQDQaDQIDQ197fBRsbGxKRLBtra2APDWYaSIsprwcKBsWSAuTrfEHkADvW0cHbVzSXCuCCLDSHmrkYiIiIiIiIiMKiAgAIsXL8aKFStw/vx59O3bF8+ePUP37t0BAF26dNGb2K5ly5ZYsGABVq9ejWvXriEkJASBgYFo2bKlkiwmyi6io5MniIHG2IWzqIDG2KUsi4t72dKYiDKPLYmJiIiIiIiITKx9+/a4d+8exo4di8jISFSrVg07duxQJrMLDw/Xazk8ZswYqFQqjBkzBrdv30bBggXRsmVLfP/99+Y6BSITEUzCKFTAeUzCKHijMQCVuStFlO1kqCXx/PnzUaJECTg6OsLb2xtHjhx57baLFy9G3bp1kS9fPuTLlw9NmjRJsb2IYOzYsXBzc0POnDnRpEkTXL58OSNVIyIiIiIiIsoSBgwYgBs3biA+Ph6HDx+Gt7e3sm7Pnj1Yvny58tzOzg7jxo3DlStX8Pz5c4SHh2P+/PnImzev6StOZEK+CEYtHAUA1MJR+CLYzDUiyp7SnSRes2YNAgICMG7cOBw/fhxVq1aFn58f7t69m+r2e/bsQceOHbF7924cPHhQmUn19u3byjZTp07FnDlzsHDhQhw+fBjvvPMO/Pz8EJe8bwEREREREREREVkRwQQEIhHaIVUSYYsJCARg/HG4w8OB48e1jxMntBPnnTjxcll4uNGrQGRS6R5uYubMmejVq5cyTtLChQuxdetWLF26FCNGjEix/a+//qr3fMmSJfj9998RGhqKLl26QEQwa9YsjBkzBq1atQIA/PLLLyhcuDA2bdqEDh06ZOS8iIiIiIiIiIgoC0veihgA7JCktCYOhp/RyuXEeWSN0pUkTkhIQFhYmN7g+TY2NmjSpAkOHjyYpmPExsZCrVYjf/78AIBr164hMjISTZo0UbbJkycPvL29cfDgwVSTxPHx8YiPj1eex8TEAADUajXUanV6TkmPbt/MHCMrlm3t5fPcrfPczV0+zz3zZZvrtSMiIiIiIlN42YrYDknKUl1r4mD4wlhjE786cV5qdBPnMUlM2UW6ksTR0dFISkpSBtLXKVy4MC5cuJCmYwwfPhxFihRRksKRkZHKMV49pm7dq4KCgjB+/PgUy4ODg+Hk5JSmerxJSEhIpo+RFcu29vJ57uZjzeXz3DMuNjbWQDUhIiIiIiJL82orYp3krYlhxNbEyTXGLszBIAzCHISiydt3IMqC0j3cRGZMnjwZq1evxp49e+Do6Jjh44wcORIBAQHK85iYGGWsY2dn5wwfV61WIyQkBE2bNoW9vX2Gj5PVyrb28nnu1nnu5i6f5575snW9SIiIiIiIKHtxKSD4XhWIJLGBLTQp1ifBBt+rAuFSwHitiV8STMIoVMB5TMIoeKOxCcokMr10JYldXFxga2uLqKgoveVRUVFwdXV9477Tp0/H5MmTsWvXLlSpUkVZrtsvKioKbm5uesesVq1aqsdycHCAg4NDiuX29vYGSXYY6jhZrWxrL5/nbp3nbu7yreXcw8O1XbEAIDFRO+mDm5s97Oy0Zbu4pL+bljlfNyIiIiIiMh4P1wQULRAO2+iUCWIAsIUGni43YeuaACBlfsiQkrdoNsV4yETmkq4kcY4cOeDl5YXQ0FC0bt0aAKDRaBAaGooBAwa8dr+pU6fi+++/x86dO1GjRg29de+++y5cXV0RGhqqJIVjYmJw+PBh9O3bN31nQ0REFoeTPhARERERUbo4OMD2+FHg3j0AgDoxEfv37YNPnTqwt9OmsmwLFQJSaUBoWPrjIptiPGQic0n3cBMBAQHo2rUratSogVq1amHWrFl49uwZunfvDgDo0qULihYtiqCgIADAlClTMHbsWPz2228oUaKEMs5wrly5kCtXLqhUKgwZMgQTJ07Ee++9h3fffReBgYEoUqSIkogmIqKsi5M+EBERERFRurm7ax8AoFbjcUQE4OkJmLBH4avjIicfD5mtiSm7SXeSuH379rh37x7Gjh2LyMhIVKtWDTt27FAmngsPD4eNjY2y/YIFC5CQkIB27drpHWfcuHH49ttvAQDffPMNnj17ht69e+PRo0eoU6cOduzYkalxi4mIiIiIiIiIiDJGvxWxDlsTU3aVoYnrBgwY8NrhJfbs2aP3/Pr16289nkqlwnfffYfvvvsuI9UhIiIiIiIiIiIyCBcXoIV9MGqpj6ZYp2tN3MI+GC4ubE1M2YfN2zchIiIiIiIiIiKyDh7ugvXlAyGq1NNmorLB+vKB8HAXE9eMyHiYJCYiIiIiIiIiItJJSIBDVDhUokl1tUo0cLh7E0hIMHHFiIwnQ8NNEBERERERERERZUsODsDRo8C9ewAAdWIi9u/bB586dWBv9yKVVqiQdjuibIJJYiIiMqnG2IU5GIRBmINQNDF3dYhSiI6OhouLi96yZ8+eIW/evOapEBEREZGZhIcD0dHa3xMTgatX8+DECUCXJ3VxATw8zFc/o3J31z4AQK3G44gIwNMTsLc3b72IjITDTRARkVG5uACOjrpngkkYhQo4j0kYBUA7hpejo3Y7InP766+/UKpUKfzyyy8AgODgYEycOBHVq1dHUlLSW/YmIiIiyj7Cw4GyZQEvL+1jlPffaPZVP4zy/ltZVrasdjsiyvqYJCYiIqPy8AAuXgTCwoBLc4NRC9oZgmvhKC7NDUZYmHZ9tm2BQFnG2rVr0bx5c8TExOCLL77A3r17MXfuXBw7dgzXrl3Dn3/+ae4qEhEREZlMdDQQF6d7lnpjj7i4ly2NiShrY5LYAjx79gzz5s3D7NmzcerUKXNXh4jI4Dw8gPdKx8BhYlckvlgmtrZ475dAVPcUJojJ7ObOnYsOHTog4cXkI82aNYOXlxf69euntw0RERGRNfKFfmMPXwSbuUZEZGhMEptRdHQ0xo0bBw8PDwQEBGD37t1o1aoVnj9/bu6qEREZ1NatW9G3VCl4REUpg+GrkpK0k0EE8wsmmY+IYNSoURg0aBBEtC1ievTogY0bN8LJyQl+fn5wdXUFAISGhuL8+fPmrC4RkUGFhwPHj2sfJ068HGtUt4xdyIlISzABgUiELQAgEbaYgEDoWhMTUfbAJLEZiAiGDBkCDw8PfPfdd3jw4IGy7vbt2/jxxx/NWDsiIsOJjIxE+/bt0aJFCwyKjlZaEStsbYHAQED4BZNMT61Wo0ePHggKClKWjRkzBkuWLIHdi9lYbGxs8OGHHyrr582bZ/J6EhEZw6tjjXp72+OrrxrA29ueY40SkR5dK2I7aOdnsEMSWxMTZUNMEpuBSqVCeHi40mLY1tYWbdq0gUqlAgAEBQUhJibGnFUkIsoUEcHPP/+M8uXLY+3atfAFUAtQWhEr2JqYzOTZs2do3bo1li9fDkAbm+fNm4cJEyYo8VinUaNGcHJyAgCsWLECjx8/NnV1iYgMTn+s0dRxrFEierUVsQ5bExNlP0wSJ6MKDUXDAQOgCg012DFFBPv374dardZbPnz4cDg5OWHQoEG4evUq1qxZg3r16gEA7t+/jxkzZhisDkREphQeHo6GDRuiZ8+eePToEQAgyNYW8kriTWFjw9bEZHIdOnTAtm3bAAA5cuTA2rVr0b9//1S3zZUrFz777DMA2uTyihUrTFZPIiIiInN6tRWxDlsTE2U/TBLriMBmzBg437oFmzFjMp2s0Gg02Lx5M3x8fFCnTh2sXbtWb723tzfu3LmD2bNno3jx4gC0F6x2dnZwcHBQxkUkIspqnJyccPbsWeV5906dUDV/fqhe97mm0QA3bwIvJgwjMoUxY8bAyckJzs7O2LlzJ9q1a/fG7fv06aP8Pm/ePGg0GmNXkYiIiMi8RNuKOOk1qaMk2GhbEzN/QZQtpOj5a7WCg2ETFgYA2p/BwYCfX7oPk5CQgN9++w3Tpk3DuXPnlOVTp05Fp06d9Lqw5smTR29fNzc3LFmyBI0aNYK7u3sGT4SIyLxcXFzwww8/YOzYsVi0aBGaNm2qTQLfuwcAUCcmYv++ffCpUwf2L8Z9RaFCgIODGWtN1sbb2xsbN25E4cKFUbVq1bduX6lSJTRs2BC7d+/G5cuXERwcjGbNmpmgpkRERETm4eKcAAeEwxap3xy3hQYeuIkE5wQA2e+7/JMnT7Bjxw5s3LgRu3btgo2NDTp37oxOnTqhevXqKYYoI8rqmCQGtHe9AgMhtrZQJSVpfwYGAr6+QBr/6Z8+fYrFixdj5syZuHXrlt66SpUq4euvv4ZGo4Gtre1rjqDVqVMn2NvbZ/hUiIhMKSYmBt999x2GDRuGwoULK8s7d+6Mtm3bImfOnNoF7u7aBwCo1XgcEQF4egL8vCMTOXPmDCpUqAAbm5ctYXx9fdN1jIEDB2L37t3w8fFRxigmIiIiyq483nPA7YNHcf6qtrFHUlIiTp48iWrVqsHWVptOci5dCB7vZb8E8d27d+Hh4YH4+Hi95TNnzsTMmTNRunRpdOjQAR06dEDFihXNVEsiw2KSGNC2Gj56FLp0sCr5REpvaU18//59zJo1C/Pnz8fDhw/11tWpUwcjRozAhx9+yDtMRJTtbN68Gf369cPt27dx+/ZtrFq1SlmnUqleJoiJzOz3339H586d0bdvX8ycOTPDMblly5Y4ceIEqlWrZtgKEhEREVmoou+7o+j72sYearUaV/NEoOyHntmqcdu1a9dw+/Zt1KlTR1lWqFAhlC1bFqdOnQIAODs749mzZ0hK0o7NfOXKFUycOBETJ07Enj17UL9+fbPUnciQOCbxi1bEeLWFr61tmiZSevToESZNmqSXIP7444+xf/9+7N27Fx999FGGL0afPn2KSZMm4eLFixnan4jIGCIiItCuXTu0atUKt2/fBqBNGIeHh5u5ZkQpLViwAJ988gni4+Mxa9YsrFu3LsPHsrOzY4KYiIiIKIsTEfz777/49ttvUa1aNZQsWRK9evVKsV3Pnj3Rt29fBAcH486dO1i2bBl+/PFHNGrUSMnzuLi44IMPPtDb7+zZs7w2oiyJLYlftCJO4TWtiR8/fqw3lnCpUqXQrl07bNiwAZ07d8Y333yDChUqZLpax44dw0cffYS7d+/i5MmTKSa+IyIyNY1Gg8WLF2P48OF4/PixstzPzw8LFiyAh4eHGWtHpE9EMHbsWEycOFFZ1rVrV7Rp08aMtSIishwuLoCjIxAXp33eGLswB4MwCHMQiiYAtOtdXMxYSSIiA0lKSsKBAwewceNGbNq0CdeuXdNbf+HCBVy4cAHlypVTlg0cOFD5Xa1Ww9nZGR06dEDfvn0RERGB9evXQ61Wp2hVPWzYMGzfvh0+Pj5o3749PvnkE7i6uhr3BIkMwLqTxLpWxDY2QGqzlNvYaMcqbtoU/+zdiylTpuD06dO4evUqcuTIoWw2efJkTJ8+3aCTzSX/YFq3bh2OHz+O6tWrG+z4RETpcf78efTu3Rv79u1TlhUsWBCzZs1Cx44dOaQOWZTExET07dsXS5YsUZaNGDECkyZNMth7VUSwe/duJCYmpntsYyIiS+DhAVy8CERHAxBBmc9HINf589hUfgQu/e8ooFLBxUW7HRFRVhUVFYXRo0dj8+bNuPdiIu1X1apVC23atEG+fPnSfFw3Nze9JLJOdHQ0QkJCAAD79+/H/v37MWTIEDRo0AAdOnSAv78/ChQokLGTITIy6x5uIiEBCA9PPUEMABoN4i5fRr3330eDBg2wfft23Lp1C7/99pveZu+++65BE8QAkCtXLowZM0Z5PmrUKIMen4gorWbPno1q1arpJYi7deuG8+fPo1OnTkwQk0WJjY1F27ZtlQSxSqXC7NmzERQUZLD36uPHj1GpUiU0btwYX331FeQtQ1MREVkqDw+genWgenQwcp0PAwDkOh+G6tHBqF6dCWIiynpe/V7m7OyMVatW6SWI7ezs0KRJE8yfPx+3bt3C4cOHMWLECL2JuDPKxsYG48aN05vMTqPR4K+//kLv3r3h6uqKDz/8EL/88guePn2a6fKIDMm6k8QODtohJcLCgLAwqA8fxp4ZMxC7dy/+GDsW/sWLo/SjR9iXbDiKEiVKmGwypt69e6N48eIAgJ07d+Lvv/82SblERMkVKlQICQkJALRD7OzatQvLli3jHXCyOA8ePEDTpk2xefNmAIC9vT1WrVqFQYMGGbScPHnyIG/evACAM2fOMD4TUdb2onelvJijRdI4NwsRkaW4c+cOFixYAD8/P3z22Wd663LmzIlmzZrByckJbdu2xf/+9z/cvXsXISEh6NevH4oWLWrQuuTPnx9jxozBmTNncPr0aYwZMwalS5dW1icmJmL79u3o2rXra1s2E5mLdQ83AQDu7toHgJj797FiwQJ0njEDd+7c0duscuXKGDFiBD799FPY2ZnmZXNwcMD48ePRrVs3AMDIkSOxf/9+ttojIpPq0KEDVq1ahYoVK2Ls2LEmu1FGlF79+vXDgQMHAAC5c+fGpk2b0KhRI6OUNXDgQKWsuXPnokGDBkYph4jI6F7M0aK7wlC9Zm4WIiJLcunSJWV84UOHDinL33nnHcTFxcHR0VFZNmfOHOTPn9/k1zGVKlVCpUqV8N133+H48eNYvXo11qxZg5s3b6JWrVp499139bZft24dHBwc4OfnBwcHB5PWlQhgkljP999/j+XLl+stq1+/PoYPH45mzZqZJTn72WefYerUqTh37hwOHjyIP//8Ey1btjR5PYgo6wsPfzHuIIDERODq1Tw4cQLQ3fcqUEBw7NgG/PPPP5g9e7ayn0qlwqZNm2BjY92dT8jyzZw5E4cOHUJcXBy2b98OT09Po5Xl7+8PV1dXREZGYtOmTQgPD+fkjUSU9ejmaLG11U7craNrTezrC7CBChFZABHBlStXEBgYiC1btuDcuXOpblegQAH8999/qFChgrLM0K2F00ulUsHLywteXl6YMmUKDh48qPTU1BERjBgxAv/99x/y5MmDNm3aoEOHDkZr8ECUGiaJk+nbty9mz54NjUaD1q1bY/jw4Xj//ffNWidbW1tMnDgR/v7+AIDRo0fjo48+YrKGiNIlPBwoW/blDOaAPYAGetvY2Kih0QwFcBO+vr746KOPkq3jZw6Zhyo0FA0HDIBq8VU512UAAQAASURBVGKgWbM3blukSBEEBwfDzs4OJUuWNGq9cuTIgT59+uDbb7+FRqPBwoULMWnSJKOWSURkcC9aEafA1sREZGF++OEHjBgxItV1lStXRuvWrdGmTRtUq1bNontf29jYwMfHJ8XyY8eO4b///gOgnf9i+fLlWL58OQoUKAB/f38UK1YMJUqUgJOTE9577z29fZ88eQK1Wg07OzvY2toqP21tbS36tSDLw6v+ZEqUKIE+ffrg33//xcaNG82eINZp3bo1atWqBQA4ffo0Vq1aZeYaEVFWEx2dPEGcOo0mBwAXAMCWLVuMXymitxGBzZgxcL51CzZjxqQYH3PXrl148uSJ3rIyZcoYPUGs07t3b2UIqsWLFyPubf9kRESWRNeK+HU3gm1sODYxEVmM/v37K8lRlUoFHx8fTJs2DZcvX8apU6fw3XffwdPTM8smRatVq4Zt27ahS5cuyJ07t7L8/v37WLx4McaNG4dq1arBy8srxb5DhgxBgQIFkCdPHuTKlQuOjo6wt7eHjY0NbG1t4eDgACcnJ3Tp0iXFvrVr10apUqVQpkwZVKhQAZUrV4anpydq1KgBb29v+Pj4oFGjRlixYoVRz58sA5PEr/D19UX58uXNXQ09KpVKaZ2UK1cuPH782Mw1IqLsKn/+AlizZg0WLFhg7qoQAcHBsAkLAwDtz+BgZdXixYvh5+cHf3//FN31TMXNzQ2ffPIJACA6Ohpr1qwxSz2IiDIkIUHb1UijSX29RgPcvKndjojIzBwcHDBs2DDMnz8fd+7cwb59+/D111/rTQqXldnb26N58+ZYsWIF7t69iw0bNqB9+/YpxlG2fTHJaHJJyYcLeoVGo0FCQgKeP3+e6nfm69ev47///sPly5dx/vx5nDlzBidPnkRYWBiOHDmCAwcOYN++fXqJa1NTehaGhpqtDtaCw01kEY0bN8bcuXPx6aefolChQuauDhFlU7///jsaNHA2dzWIlBZuYmsLVVKS9mdgIKRpU0yYOBHjxo0DoG1NvHTpUvTp08cs1RwwYIDSw2fu3Lno0qVLlm3BQkRWxsFBO6TEvXsAAHViIvbv2wefOnVgr5uwoFAh7XZERCb06NEj9OvXD2PGjNEbW7hQoUL48MMPYW9vb8baGZ+joyPatGmDNm3a4OnTp9i0aRN+/fVXuLq6wsnJKcX2VapUQfPmzZGUlITExMTX/ixevHiKfQsUKKBsk9p+gHaYtSZNmujtd+XKFSxcuBD9+/dPMQGfQSXrWagZM0Y7BBK/axsNk8RZyIABA8xdBSLK5pydmSAmC/FinEzdV0DVi/Ex5378McZt3aps9tVXX6F3797mqSO0XfSqV6+O48ePIywsDP/++y+qVatmtvoQUdbytkllXVwAo86J6e6ufQCAWo3HERGApyeQzRMwlmT+/PmYNm0aIiMjUbVqVcydO1cZajA1jx49wujRo7FhwwY8ePAAxYsXx6xZs/Dhhx+asNZExnP69Gn4+/vjypUrCAsLw9GjR636GiVXrlxo3749cufO/doEeUBAAAICAjJ0/DNnzrxxvUajwfPnzxESEqK3fP78+Zg1axZmzpyJli1bYtCgQWjUqJHhG0uk1rOQY+UbjdUnic3+xYyIiIj06cbJtLXVTp70QpJKhfeTJYinT5+Or776yhw1VKhUKgQEBGDHjh0YOHAgE8RElGZpmVTW0RG4eJHXI9nVmjVrEBAQgIULF8Lb2xuzZs2Cn58fLl68mGrv0YSEBDRt2hSFChXC+vXrUbRoUdy4cQN58+Y1feWJjOC3335Dz5498fz5cwDa4bwuXbqEGjVqmLlm1svGxgY5cuTQS/4mJiYqPelEBJs3b8bmzZtRoUIFDBw4EJ9//jneeeedzBf+mp6F8PVla2IjseoxiXVfzLy8tA9vb3t89VUDeHvbK8vKltVuZ2kePnyIcePGcXxiIiLKfl60IsYr46vZiqAWgOY2Nli5cqXZE8Q6nTt3xv/+9783tvwiInpVWiaVjYt72aCFsp+ZM2eiV69e6N69OypUqICFCxfCyckJS5cuTXX7pUuX4sGDB9i0aRN8fHxQokQJ1K9fH1WrVjVxzYkMKyEhAYMGDULnzp2VBHH16tURFhbGBLEFsrOzw+nTp/H999+jWLFiyvJz586hb9++KFq0KL766iv8999/mStI17PwxTWBrmdh8nlKyLCsOkmcVb+Ybd26FSVLlsR3332H6dOnm7s6RERkAebPn48SJUrA0dER3t7eOHLkyGu3PXv2LNq2bYsSJUpApVJh1qxZmT6mwehaEduk/hUlCcCq0qXRuVMn49eFiIjISBISEhAWFqY3zqeNjQ2aNGmCgwcPprrP5s2bUbt2bfTv3x+FCxdGpUqVMGnSpDdOWkXZS3acwOvOnTto2LAh5s6dqyzr3r079u3bhxIlSpivYvRGBQsWxKhRo3Dt2jWsW7cOdevWVdY9fvwYM2fOROnSpfHPP/9k6PjhNwTPAgIhNvoT9YmNLZ4FBCL8hmSq/pQ6qx9uIiuqUKECnj17BgD44YcfMGDAABQuXNjMtSIiS+biou2y+qYbY46O2u0o60lvd9XY2FiULFkSn3zyCYYOHWqQYxpMQoK2C49Gk+pqWwB5YmK021noZEoiAhGBzWsS3URERNHR0UhKSkpxHVe4cGFcuHAh1X3+++8//PXXX+jcuTO2bduGK1euoF+/flCr1cqErq+Kj49HfHy88jwmJgYAoFaroVarM1R33X4Z3T+zrLZ8EdiMHg3nW7eQNHo01I0ambzLvaHP/Z9//kHnzp0RFRUFQDtB2uzZs9GjRw+oVCq9cqz2727mstNSfqtWrdCqVSucPHkSP/74I1avXo24uDgUKVIENWrUSHe9w8OBIeVDsUV9NMU6lSYJ75w7ig7v7cSs842NPhyTpb/26TlGWjBJnAW9++676N27N+bPn49nz55h0qRJmD17trmrRUQW7MSJP7B/vw8AbRY4MVGNffv2o04dH9jZaSc/4BjsWVfy7qoAsHDhQmzduhVLly7FiBEjUmxfs2ZN1KxZEwBSXZ+RYxqMg4O2G9m9ewCAZ8+eoVu3boiPj8f8+fPh7u4OFCpkkQni2NhY/Pbbb5g3bx5GjBiBDh06mLtKRESUjWg0GhQqVAg//fQTbG1t4eXlhdu3b2PatGmvTRIHBQVh/PjxKZYHBwfDyckpU/V5dSIrU7OW8u/dy4mYmBwofuEI2h4/DgCwPX4cmwbMwo1yteDsnICCBZ+bpC46hjj3Bw8e4Msvv1QSWC4uLhg+fDjc3Nywfft2o5adGeYsPyuce+vWrdGoUSPs2rULTk5OKfaZPXs23nnnHXz00Udwc3NL9RhXrzgjUD0WSbCBLVI2HEmCDQLVY/HHJgeUKh2TsZNJp6zw2r9ObGxsmrdlkjiLGjNmDJYtW4bY2FgsXLgQAQEBKF68uLmrlWFKt5nFi4FmzcxdHaJs5dq1a2jfvj0cHR0xadKkFy1OgIiIx5zAPBvQdVcdOXKksuxt3VXNccz0CBd3RMMdAJDooEbV7nNRvXp13HN1xT0ALhrAEu9nHDlyBL169QIAzJ07l0liIiJ6LRcXF9ja2iotKHWioqLg6uqa6j5ubm6wt7eHre3L7tfly5dHZGQkEhISkCNHjhT7jBw5EgEBAcrzmJgYuLu7w9fXF87Ozhmqu1qtRkhICJo2bQp7M3yRtKbyw8OBSpXsEBcHHMY3SIQt7JCERNjCffF6tMMwODoCZ84kmqSxh6HPPTIyEqNGjULjxo3xv//9Dy5v6NZoTX93Syo7o+Wn9j34+vXr+Pvvv6HRaLB161Y0a9YM/fv3R5MmTfR64J08HA93hKeaIAYAW2jgjpuo610T1byN23AkK772r9L1IEkLJomzKFdXVwwePBhBQUFISEjAt99+i2XLlpm7WhkjApsxY+B86xY0Y8YAfn6cqZLIgAICApSuhtevXzd3dcjAMtJd1VjHNESX1pcXQ7o4YA/gQ71tHB3FpBdDyX++yQcffICKFSvi7NmzOHDgAI4cOQJPT0+TlG0M7FZpneXz3E1XdmIioP2Me9t2apiiSqbu0mrtcuTIAS8vL4SGhqJ169YAtC2FQ0NDMWDAgFT38fHxwW+//QaNRqMkVC5dugQ3N7dUE8QA4ODgAIdUet/Y29tnOuFhiGOw/Dd7/Fg7XJwvdqIWXna9t0MSauEofBGM4Dg/PH5sb9KGH4Y69xEjRsDd3R0dO3bUu/lhirIzypzlZ/Vz//fff5EjRw7ExcVBRLB9+3Zs374dZcqUwcCBA9G1a1fkzp0btk72qImjKIh7rz3WXRTCZqdcJnvfZ+XXPj37MUmchQ0bNgwLFizAo0eP8Msvv2DYsGGoUKGCuauVfsHBsAkLAwDtz+BgbaKYiDItODgYmzZtAqC9uTRmzBjzVoiyNUN0ab16NQ/i4hq8cZu4OBX++GM/SpV6nJFqZkhau3jVq1cPZ8+eBQCMGjUKAwcONFnZxsJuldZZPs/d+K5ezQOgwVu327dvPyIiLO/zLjXp6dJK2hv5Xbt2RY0aNVCrVi3MmjULz549U4Z66tKlC4oWLYqgoCAAQN++fTFv3jwMHjwYAwcOxOXLlzFp0iQMGjTInKdBRieYgEClFbFOImwxAYEIhi8Ay29ktXHjRoSHh2Pw4MHKMpVKhc8++8yMtSJTateuHRo2bIglS5bgxx9/RHh4OADtza6BAwdi1KhR6NatGxo2/Aq3UBy3XvQsJNPJUJJ4/vz5mDZtGiIjI1G1alXMnTsXtWrVSnXbs2fPYuzYsQgLC8ONGzfwww8/YMiQIXrbfPvttykuKsuWLZvhFlDWIl++fBg+fDhGjhwJjUaDwMBA/P777+auVvq8mMVebG2hSkrS/gwMBHx92ZqYKJPUarXel7ApU6ZkuFshWa6MdFc11jEN0aX1xIm01bFOHR9kopFumqW3i1e9evXw22+/4fHjx9i3b99bu04asmxDY7dK6yyf5266ssPDgdGjJVnPiZQcHQWtWvlkmW7k6enSSkD79u1x7949jB07FpGRkahWrRp27Nih9OQJDw/X64Lt7u6OnTt3YujQoahSpQqKFi2KwYMHY/jw4eY6Batk6qESfRGs14pYJ3lrYsByG1klJiZizJgxmDJlCmxsbFCpUiU0btzY3NUiMylQoACGDx+Or776Clu2bMGcOXOwZ88eAMCTJ08wd+5c7N79GMAKs9bTWqU7SWyMGdQBoGLFiti1a9fLitkZv5Gziwvg6KjtvvE6jo7a7SzVoEGDMHv2bERGRmLDhg04evSoMhlRlhAcDBw9qtz3VCUlaScsYmtiokybN2+ecrOtdu3avEufTWWku6qxjmmILq1pDf92dpbZrTJfvnzo0aMHfvjhB8THx2PFihWZnugvK3dvy8plW3v5PHfjl12qFHDxIhAdrX2e+qSyKnh4mPZ1MFWXVtIaMGDAa2OrLnGSXO3atXHo0CEj14pey9RDJYq2FfGbJvCagEBALLM18d27d9GxY0f89ddfALTfJzdu3MgkMcHOzg5t2rRBmzZtcPr0acydOxcrV67E8+fP0b59e5w5Y+4aWiebt2+iL/ls5xUqVMDChQvh5OSEpUuXprp9zZo1MW3aNHTo0CHVC0cdOzs7uLq6Ko+MtrpJDw8P7RezsDDt4/BhNWbM2IPDh9XKsosXYZI79xnl5OSEwMBAANoL0xs3bpi5RunwohUxXh17yNZWu1zEPPUiygaioqLw7bffAtB245ozZ45eSxTKXgICArB48WKsWLEC58+fR9++fVN0V00+CV1CQgJOnjyJkydPIiEhAbdv38bJkydx5cqVNB+TXq9fv35QvbhgXLBgARK1A48SEaXg4QFUr659eHoCpUppJ5XVLbPk6xAiq5TaUIlGpFInwCMNE3ip1AlGrUdGHD58GF5eXkqC2M7ODrNnz8bcuXPNXDOyNJUrV8ZPP/2EW7duYdasWWjatKm5q2S10tVc15iznV++fBlFihSBo6MjateujaCgIHi85luRISbG0XFz0z50+0dEPEalSmq91kmWPlFE165d8ejRI/Tu3Rt58uTJ0DHMMUmIKjgYdkdTdpvBi9bEidu2QXx9jV4PTtBinedu7vKNXfbw4cOVz8bu3bujatWqemVlh3Pn5Dgvpbe76p07d/QmVJs+fTqmT5+O+vXrK62W3nZMer3SpUujefPm2LZtG8LDw7Flyxa0adPG3NUiorcwdRdyIspizDBUouRwSNsEXjle3yDP1EQEixYtwuDBg5GQoE1eu7q6Yt26dahTp46Za0eWLH/+/Bg8eDDCw7N+r/+sKl1JYmPMoA4A3t7eWL58OcqWLYuIiAiMHz8edevWxZkzZ5A7d+4U2xtiYpw3yYoTZVSsWBH79+83W/npJoJ6w4Yhr0oFVSothkWlwpMhQ/DPtGkmG5uYE7SYjzWXb4yyL126hBUrtGM4OTk5oX79+ti2bZvJyk+rzJbNyXH0pae7aokSJSBp6K3xpmPSmw0cOFD5v5s7dy6TxESWztRdyIko6zHTUIm34J5lJvB6/vw5+vbtq1yLAEDdunWxZs0auOla5xG9ha7Xf3S09qbDkCFDsG/fXmV9gQIumDJlGDw82OLY0Iw/8G8aNG/eXPm9SpUq8Pb2RvHixbF27Vp88cUXKbY3xMQ4qbGmiTLMXn58POxiYlJNEAOASgR5nzzBh02aAG8YpsQQrO61t5Cyrb18Y5ddqFAh3L17FxMnTkTHjh1NXv6bGKpsTo5DlszX1xfvvfcerl27hkKFCiEhIQE5cuQwd7WI6HVS60KezebHEBHcuHEDx48fR1hYGOrVqwe/bHaOZB3M0eo//IYg35BReEdlAxt5OfSD2NgiNiAQ97f5wqO44W8sZbV5lLp37441a9Yoz4cMGYKpU6dyvHJKNw8P3ZBLKoSGTsPXX3+NX375BY8fP8b9+0DPniHYvbszZs+ejQIFCpi7utlGupLExphBPTV58+ZFmTJl9MZGTM4QE+O8SVafKCMqKgqLFy/GyJEjYfvqeL8mKD+NBQHHjgH3tN1m1ImJ2L9vH3zq1IH9i1mLVIUKwT5XLuPXRakSJ2gxF2su3xhlt2rVCg0aNMCCBQswYMCANx4/K587v2xmT1ntYuh1bGxssGLFChQvXhxFihQxd3WI6E3M0IXc2EQE//33H8LCwpSk8PHjx/HgwQNlmwcPHjBJTFmPGVr979p1CTP9LmOb5niKdSpNEt45dxQd3gvG/Ct+Bh9HPHmLSuB1E1xazvjl48aNw9atW6HRaPDzzz+jQ4cO5q4SZQMqlQqNGzdGQEAABgwYgK1btwIAfv31V+zatQsLFy5UJtumzElXktgYM6in5unTp7h69So+//xzgx3TWvz8888YNGgQYmNjUbx4cct+Dd3dtQ8AUKvxOCJCO2MHEz9EmZYnTx6MGDHC3NUgSresdjH0JrVr1zZ3FYgoLczUhdxYAgMDMXfuXDx+/PiN24W9aDlNlKWYqNW/Wq3GH3/8gfnz52PPnkc4DHskwSbVCeSSYINAdSCi7/nCw8PwCeuXLSq18yVFRDy22Mvm8uXLY/Xq1ShRogQqVqxo7upQNlO0aFFs2bIF//vf/zB48GA8evQIUVFRaNOmDYYNG4apU6eau4pZXrqHmwgICEDXrl1Ro0YN1KpVC7NmzUoxg3rRokURFBQEQDvZ3blz55TfdTOo58qVC6VLlwYAfP3112jZsiWKFy+OO3fuYNy4cbC1tU21izS9WcmSJZVxOseNG4f27duzeysREWUpWeliiIiyuBetiGFrq508WcfWVrvcwloTJyUl4eLFiwgLC0NYWBhOnz6NnTt3ws7u5WWdnZ1dqgniwoULw8vLC9WrV1d+EmUpJmz1v2jRIgwcOBAAkANV4YHwVBPEAGALDdxxE5HqBACWM4GcsT148ABBQUGYOHGiXk/vjz76yIy1ouxOpVKhS5cuaNKkCb788kv8+eefAIBmnHDWINKdJDbGDOq3bt1Cx44dcf/+fRQsWBB16tTBoUOHULBgwUyenvVp2LAhmjZtipCQEFy7dg1LlixBv379zF0tIjKy8+fPY9KkSZg8eTKKFi1q7uoQ0Svi4+Pxxx9/oF27dnrfk4jIzF60Ik7BAloTJyYm4vz580pC+Pjx4zh58mSKiVsvXLiASpUqKc+9vLxQpEgRvYSwl5cX3NzcoLKghDdRuhmp1b+IIC4uDjlz5lSWderUCcOGDUNcXBxcPd5FzfAtKIh7rz3GXRTC5hwOCAkJQd68eVGzZs0M1ycrOHHiBDp06IBr167h6dOnWLBggbmrRFamSJEi2Lx5M3799VecPXsWjRo1MneVsoUMTVxn6BnUV69enZFq0GtMmjQJISEhAIAJEyaga9eueOedd1JsFx6evDsvcPVqHpw4AegaImSV7rxE1k5EMGjQIOzatQsbN27Ejh07UKdOHXNXi4he+OWXX/D111/j3r172LZtm96EvURkRrpWxDY2gCaVFoI2NmZrTXzv3j14eHgg7k0DtL9w9uxZvSTxRx99hNu3bxuzekSmZ4RW/0+fPsXKlSvx448/on79+pg7d66yLn/+/JgxYwbee+895MvXGDVr2uAW3N94vNjYWHTv3h137txBz549MWnSJLhY+iQKGfDXX3/hp59+Uj6f1q9fj3Hjxhl0niqitFCpVPjss89SLNdoNOjcuTPatWuHtm3bmqFmWRebsmRDNWrUUP4RIiMj9YKdTng4ULYs4OWlfXh72+OrrxrA29teWVa2rHY7IrJsf/zxB3bt2gVAO8Gol5eXmWtERMk5Ozvj3ouJWufNm2fm2hCRIiFB+2U3tQQxoF1+86Z2OyOKi4vD/fv39Za5uLjA2dk5xbYlS5ZEu3btMGnSJOzcuRN3795F+/bt9bZha2HKlnSt/pMniAH9Vv9pdOHCBQwaNAhFixZF3759cfr0aaxYsQJPnjzR265fv35o2rRpmnsArV+/Hrdv34aIYPHixShTpgwWLFiApFfrnEU9efIEAwYMwJw5c5QEcc2aNREWFsYEMVmUn376CatXr0a7du2U0RAobZgkzqYmTJigBLMpU6bg4cOHeuujo988czygXa9raUxElun58+cYOnSo8nzmzJl6XeWIyPxatGgBjxddc7Zv344rV66YuUZEBABwcNAml8LCgLAwqA8fxp4ZM6A+fFhZhqNHtdsZyZEjR1C9enV069ZNr/elSqVC69at0b59e0ydOhWhoaF48OABrl69inXr1mHkyJHw9fXl8HxkHZK3+k+NrtX/G3owJyYmYuPGjWjSpAnKly+PuXPnIiYmRllfqVIlREREZKqanTp1xMyZM5E7d24AwMOHD9GvXz/UqFEDBw4cyNSxzUVEcPjwYfTs2RNubm746aeflHVffvkl9u7dq3zHIbIUBw8eVH5fu3YtKlSogHXr1pmxRlkHk8TZVPny5dGlSxcAwKNHjzBt2jQz14iIjGH69Om4fv06AKBx48Zo06aNeStERCnY2dkp8wOICObPn2/mGhGRwt0dqF5d+/D0xONSpQBPz5fLihUzSrFxcXEYMWIEateujfPnz+PPP//EypUr9bZZtGgRVq9ejWHDhqFRo0bIly+fUepCZPEy0er/+fPn+P7771GyZEn4+/sjNDRUWZczZ0588cUXOH78OA4cOIAyZcpkqpp2dvYYOnQoLl26hM8//1xZfvLkSfj4+KBbt26IiorKVBmmNnToULz//vv4+eef8ezZMwCAvb09Fi9ejIULF+pNWEdkKZYvX45Vq1ahQIECAIDo6Gh8+umn+OSTT3D37l0z186yMUmcjX377bfIkSMHAGD27NmIjIw0c42IyJDCw8MRFBQEALC1tcWcOXPYxZTIQvXs2ROOjo4AgGXLluHp06dmrhERmcuRI0fg5eWFKVOmQPMi6VWjRg1Ur17dzDUjslCZaPVvb2+PRYsW4ebNm8qy0qVLY8aMGbh9+zaWLFkCT0/PNxbv4gK8COGv5eio3Q4AXF1d8csvv2Dv3r2oWrWqss2KFStQpkwZ7NixI+3nbkIionwm6TRt2lT5PXfu3Ojduzd++OEHdO3a1dTVI0ozlUqFDh064OzZs/D391eWr1+/HhUqVMCaNWveOneatWKSOBsrXrw4+vTpA0A7HuLly5fNXCMiMqRhw4bh+fPnAICBAweiQoUKZq4REb1OgQIF0LFjRwDA48ePU7QYJCLzCA8Hjh/XPk6ceDmRs26ZIefniI+Px8iRI1G7dm2cO3cOgDaB9f333+PgwYOoWLGi4QojymbCxR3HUR3HUR0n4Kn38ziqI1xTDM+ePcO2bdv09rOzs8OXX34JlUqFli1bYseOHbh48SICAgLS3DrfwwO4ePFlPvrwYTVmzNiDw4fVyrKLF1NO+l6nTh0cO3YM8+bNQ968eQEASUlJqFy5siFeEoO5d+8eZsyYgQoVKmDDhg1665o1a4bWrVvj559/RkREBObNm4diRuphQWRohQsXxvr167F69WqlVfH9+/fRoUMHtGvXDmq12sw1tDx25q4AGdfo0aNRtGhRDBgwAE5OTuauDpFVCw9/Oc53YuLLC1G7F5/ELi4pv1y+zu7du7F27VoAQMGCBTFu3Dgj1JiIDGngwIFYtmwZAO0EdrqL1uQM+TlBRG+mm8j55Twd9gAa6G3j6Jh68ie9jh49im7duinJYQDw8vLC8uXLUalSJQDgxSrRa6Tlf9XWVg0nJ288fXoOV65cQcmSJZV1ffv2RefOnVGiRIkM18HD4+XngFoNREQ8hqcnYG//5v3s7OzQv39/fPLJJxg1ahTKlSuHokWL6m2TmJgIOzvTpmY0Gg3++usvLF68GBs3blQ+fxYvXox27dop29na2mLjxo3Kc35OUVajUqnQvn17NGzYEP3798f69esBAHnz5oX92/6BrRCTxNlcoUKF8M0335i7GqnihTBZE0NeiCYmJmLQoEHK86CgIKV1AhFZLk9PT/j4+GD//v04e/Ys9uzZg4YNGyrrTZmwIqL0TeScmf+5c+fOoXbt2khKSgKgbT08btw4fPPNN7xAJUqDtPyvJiXZ48mTHAAECxYs0JuTJ3/+/MifP79xK/kWhQoVwpIlS1J0cX/06BFq1qyJL7/8EoMGDVKGizSWiIgILFu2DEuWLMG1a9dSrFer1UhISDB6PYhMrVChQli3bh3WrVuHoKAgzJgxw9xVskgcboLMQnch7OWlfXh72+OrrxrA29teWVa2rGG7+BGZU3ouRN/G1tYWgYGBKFasGGrUqIHu3bsbppJEZHQDBgxQfp83b57eOkN+ThCR5ahQoQLatm0LQNt6+Pjx4xg9ejQTxEQGliOHA7p3745OnTqZuyqv9WoPom+//RZXrlzBsGHDULVqVezatcso5Z49exatW7eGu7s7Ro8erZcgLliwIIYNG4aLFy/ir7/+YoKYsrVPPvkEYWFhKRpZ/fbbb/j111+tfqxitiS2Mjdu3MDmzZvRqtVAODq++WI0+eD7hmaqlhtE2ZFKpcKnn36Kjz76CHfv3oWNDe/3EWUVbdu2ReXKlfHhhx+ib9++b9y2MXZhDgZhEOYgFE1MVEMiyiy1Wp0iATx//nx4eXlh6NChTA4TJRMbG4tbt27h5s2buHnzpt7vq1evhrOzc5qPtX37djRqlNd4lTUwEUFSUhJUKhVEBBcuXEDTpk3Rrl07zJgxAx4GvBC2s7PDH3/8oTxXqVRo2rQpevXqhY8//piJYbIqr96suXXrFvr27YuYmBisXbsWCxcuhJubm5lqZ15MEluR77//Ht999x0SEhJQq1YtXLzonWy4BzX27duPOnV8YGen/eLK4R6ILNs777yDd99919zVIKJ0sLe3x7///pviy2lKgkkYhQo4j0kYBW80BvC2fYjI3MLCwtCtWzcEBgbi008/VZa7uLi8dQg4VWgoGg4YANXixUCzZsauKpHRPX/+HElJSciVK5eyLCIiAr1791YSwQ8ePHjt/jdv3kzXhI5Zbfg1lUqFuXPnonv37ujfvz8OHToEAFi/fj22bduG0aNH46uvvoKDg0Oaj6lWq7F582YkJSXpfQaVLVsW9erVw5UrV9CjRw988cUXmRqjmSg7WbNmDWJiYgAAmzdvxt69ezFnzhx07tzZzDUzPTY/syIuLi5ISEgAAIwaNQoeHkD16tqHpydQqpR28H3dMiaIiSzLs2fPzF0FIjKAtyeIAV8EoxaOAgBq4Sh8EWzsaqWgJKxCQ01eNlFWk5CQgMDAQHh7e+PMmTPo378/7t69m/YDiMBmzBg437oFmzFjACvv7kqWT61W4+rVq/j777+xcuVKBAUFoX///vj444/h6emJggULwsnJKcXQSjlz5sSff/6Jf//9940JYkCbJLYG1atXx/79+7F06VIULFgQgLaF9ejRo1GpUiVs3779rce4fPkyhg8fjmLFiqFdu3YYMWIENBqN3jarVq3CjRs3MGHCBCaIiZL56quvsGHDBhQuXBgA8PDhQ3z++edo1aoV7ty5Y/L6hIcDx49rHydOvJy/S7fMmMOysiWxFenRowemT5+OK1eu4K+//sKuXbvQpAm7rxJlBSICX19fFCxYEDNnztSbsZmIshvBBAQiEbawQxISYYsJCEQwfGGy1sTJElaaMWMAPz8gDcltImt0/PhxdOvWDadPn1aWFStWDI8fP0ahQoXSdpDgYNiEhQGA9mdwsPb/jshCjR07FufPn3/rdrdu3dJ7nidPHuTKlQvx8fEoWrQo3N3dUaxYMbi7u+v9XqxYMSVhag1sbGzQvXt3tGnTBmPHjsX8+fOh0Whw5coVdOzYEdevX0/RUjouLg4bN27ETz/9hD179uitu3btGv7++2+9CXKLFCligjMhypratGmDevXqYdCgQfjtt98AAFu2bMHevXvRsWNHuLi4wMfHR2+fW7du4enTp7Czs4OdnR1sbW31fup+z5EjR5qHmnp1IuvG+DvF8HPGnMiaSWIrYm9vj++++04ZyH/UqFFo3Lhxmlo0EZF5/frrrzhw4AAA4Pr16zhx4gT/d4myuMjISPz00084cuQItmzZAl0COHkrYgCwQ5LSmjgYJkoaMWFF9FYJCQmYOHEiJk2ahKSkJADacT8DAwMxcuTItI89LAIEBkJsbaFKStL+DAwEfH15c4YslssbJq+xtbVVEsCvtlhVqVS4du0a8ufPz3k1UpE3b17MmTMHPXv2xIABA7B3715MmDBBL0F88+ZNfP3111i5cmWK1th2dnZo3bo1evXqhfr165u49kRZW4ECBfDrr7/ik08+QZ8+fRAVFYVHjx5hwYIF+OOPP3D79m297b/66iusXbv2rcft1q0bli1bpresSJEiqSaYExOrIC5u64utUh9+zpjzdzFJbGXat2+PyZMn49SpUzh69Cg2btwIf39/c1eLiN7gyZMneuMYTpkyhQliomygbdu2ys2fgwcPwtHxA7zailjHpK2JmbAiK+HiggxP5HzixAl069YNp06dUpZVq1YNy5cvR9WqVdNXkeBg4OhR5T9blZQEHD3KmzNk0cqXL49ChQqhePHiKVoCu7q6wtbW9rX7vinBnPr2Gf9fzaqqVKmCv//+G3/88QdatGihLI+NjcWwYcMQ98qL8d5776FXr17o2rVr2nswEFGqWrdujXr16mHw4MFYuXIlAO0NmFclJiam6Xip7RsTE/Oa4SRf9qBIbfg5YzcYYZLYytjY2OD7779Hy5YtAQBjxoxBq1atzFwrouwvM19uv//+e0RERAAAWrVqBT8DXDBychwi8/vyyy+VJPHcuXMxZcoHaGEfjFrqoym21bUmbmEfDBcXIyeNmLAiK+Hhoe2umd6JnNeuXft/9u47vKmyDQP4nXRSaMueUpZMWWVVZEtpAdl7yBJBVBQoAhYpiIzKlL2HiIKAg08FoaUMQcoG2VOgFGnZq6U0TZ/vj5BDQ1voSHLS5v5dVy7IyTnnfU+a5Eme857nRc+ePZUfh46Ojvjiiy8wevRoODs7p68Tz07KwMEB0D8/MQQHB8NynpwhG9WyZUu0bNky7SPmMyGj79WsTqPRoF27dibL3Nzc0KBBA4SGhsLFxQWdOnXCgAED0LBhQw4iITKjvHnzYvXq1ejVqxeWLl2K6tWrJ1unSZMmcHd3R0JCAvR6vcm/Sf9fsWLFZNtWqFABsbGxybZ98iQfDBcIqFN+jkliO/TOO+/grbfewt69e3HmzBl8//33SgkKa7HHs8Fk3zL65fb8+fOYOXMmAMDFxUX5f6aw1iiRTejSpQuGDx+O27dv46effsLMGTPwU8UgyAktNJKYbH3RaPFTxSC4FLfgl0MmrMjOeHk9j706HXDjhmEi55flvRo2bAgPDw/cvXsXVatWxapVq1L88Zgmz07KJMOTM0QmMvJeza5atmyJ5s2bo2/fvsibN6/a3SHK1po0aYInT56gZcuWyR4bPHhwhvd76NChFJcfOQLUrKle+TkWAbJDGo0GwcHByv1x48YhYcsWq85gbkyYHT5suO3fr8OMGTuxf79OWWapQtxEavHyAmrUMNy8vYEyZQxfbo3LUnq9Dxs2DDqdDgDw2WefmWfCupRqjRKR1bm6umLgwIEADJerLVuwAC7RESkmiAFAI4lwuXkNiI+3XKeMCaukCWLANGFFZOcKFy6M+fPnY+zYsTh48GDGE8TGkzKp1WXVag2Pi2S4r0SU/ZQqVQqffPIJE8RE2dbzUcRJGUcTA5b7XsAksZ1q2LAhmj+7xFwDQAID4REZCe2YMVb7IpqRhBmRPdm0aRM2b94MwDBLemBgYOZ3mqTWKADDv/wBSqSaQYMGKXUbFyxfjvi//1bOoOr278fOGTOg27//+VnVgwcBFxfLdIYJK6Jk/vnnH7Ro0QJ37twxWd6tWzeMHz8+/eUlkoqPN0xjnpjyiSEkJgLXLHxiiCgDlLJlVhpgRERkT4yjiJPOTwKYjia2FCaJ7VhwcDDmzZuH8/Pmwe3UKQDqjCpMTExURkoSkcHTp08xdOhQ5f706dORM2fOzO/YWGv02ShBDUcHEqmqePHiSr3BqKgo/HzggMkZ1AdlysDkDOprr1muM0xYESl0Oh3Gjx+PWrVqYcuWLfj000/N34iLiyEGq3ViiCgjkpQts+YAIyIiuyCGUcT6VNK1emgNo4kt9NnLmsR2rHr16qherRrg45PqDOYigvj4eMTExCA2NhYxMTFwcXFByZIlTfa1du1a3Lx5U1knNjY2xf8HBASYFN8/e/YsKlasCEdHR9SrVw9NmjSxyuQHRLbu119/xcWLFwEYRv536dIl8ztlrVEim/TJJ5/g559/BmCYwK579+7qdMSYsLp1CwCgS0jA33v2oF79+nAyzspcsCATVpTtHT9+HAMGDMDRo0eVZSdOnMDDhw/h4eFh3saKFzfcAECnw4MbN2C3hVYpa0ipbBnrZhMRmUV+j3i4IAIOSHnQhgMS4YVriPeIB2D+7+RMEtu7VGYw75Y3Lzbr9YiJiUHiCyOKWrVqhd9//91k2dixY5WE1st07NjR5H6OHDkAGGox7tq1C23atMHvv/8Od3f3jB8TUTbQtWtX5MqVC8OHD8ecOXPMM1sxJ8chskkNGzZElSpVcOLECYSHh+Pw4cOoWbOmOp1hworsmE6nw7p16/DTTz8pV7k5ODggMDAQQUFBmSstQZQdJClbltIAIyIiyhyvsi64Hn4QZy4ZBm3o9Qk4duwYqlevDgcHQwrX4/WC8CprmUEbLDdhz5KOKkwiAUDA/ft49OhRsgQxAMTGxiZb5ubmlqYmX9zW3d0dderUQa5cuQAAu3btgp+fH+7du5fGgyDKnjQaDVq1aoUzZ86gWrVqmd8ha40S2SyNRqPMjpw7d+40nXQlIvMSEXTp0gVr165VEsSVK1fG/v37MWHCBCaIiQCWLSMisoJibxZHxZ41ULFnDZTv7g33RoVQvru3sqyYj+XKz3EksT1LZVShI4A6AN4vXhzHChWCm5sb3NzckDNnTri5uaFy5crJtpkwYQJiYmKUdZOun/T/L37Bzps3L/bv34+9e/fC398fjx8/xr59+/D2228jJCQEBQoUsNDBE2UN2tSSuumVnlqjvJScyOp69uyp/GuW+uNElC6bN2/Gpk2bABhGD3/++ecICgqCC2MiEQAg4qogX0AQ3LQO0CQ+L1smWgfEBgThzmY/eJXgaGIioqyMSWJ7lXRUYUpJI60WSwsXBvbvT9OlQ23atMlUd2rXro2JEydi8uTJuHnzJo4dO4aGDRti27ZtKFasWKb2TZRV6PV6bN++Hb6+vuYpL5EUa40S2bScOXNi4MCBaneDyC4lJiZi9OjRyv1Vq1YpJ26IyDDO4OOyIfhdl3yAkSZRj5ynD6Jb2RDMv+gPLy8VOkhERGbBchP2ygZnMC9ZsiTCwsKUpPDZs2fRsGFDXLlyxWp9IFLTsmXL4OfnhxYtWuD8+fPmb6B4caBGDcPN2xsPypQx1Bo1LnvNcpetEBER2arHjx+jcuXK0Gg0KFu2LDp37qx2l4hsyu1bgiBdEPSppA/00CJIF4Tbt1i2jIgoK+NIYntlo6MKy5cvj927d8PX1xf//vsv/v33X/zyyy8ICAiwaj+IrO3u3bv44osvAABbt25FdHQ0ypUrp3KviEgtt27dQlRUlNrdILILHh4e+OGHHzBs2DDs2rXL/FfzEGVxGl08vBABB6Q8wMgBiSiOa4jSxQPgVWlElLVFRAC3bxv+77Y3DPUnDMGlIBfEvtUcAJA/P7LtVRNMEtszG53BvFSpUvjrr7/g6+uLVq1aYdiwYar2h8gaxo0bhzt37gAAevTogQYNGqjcIyJSw8OHD/Hpp5/ixx9/xJtvvskYSGRF1apVw/Xr19XuBpHNEWcX1MZBFMCtVNe5iYL4zZkJYiLK2iIigPLlgbg4ABDsx1hUwFVc+mQsfOAPQANXV+DcueyZKGaSmGxSsWLFsG/fPnh4eHA0B2V7x48fx4IFCwAY6pJOnTpV5R4RkVpy5cqF8PBwPH36FLt27UKHDh3U7hIREREiURyRKK52N4iILOr2bWOCGPBDCOrAUIu9Dg7CDyEIgT/i4gzrZcckMWsSk83y9PRMliDesWMHdu/erVKPiMxPRPDpp58i8Vl98C+++IKTNRLZMa1Wi48//li5v3nzZhV7Q5S9LV26FMuXL0dCQoLaXSE7Nn/+fJQsWRKurq7w8fHBgQMH0rTdjz/+CI1Gg3bt2lm2g0REdkkwAUFIgAMAIAEOmIAgANm79jqTxJRl7N27F61bt4a/vz9CQkLU7g5RpmjCwtBk8GDs/vJL7Nq1CwBQpkwZ1t8mIvTt2xe5cuUCAOzcuRP37t1TuUdE2c+9e/cwcuRIvP/++6hWrRrijMOGiKxo3bp1CAgIwLhx43DkyBFUq1YN/v7+uHnz5ku3u3LlCj777DOWJyMishDjKGJH6AEAjtAro4mzMyaJKcuYO3cuYmJi8OTJE7Ru3Rr/+9//1O4SUcaIQDtmDDwiI5Fv+nRl8axZs+Bi5ckiicj2eHh4oHfv3gCAp0+f4rXXXoOXlxfq1KmDNm3aQK/Xm6x/7do1/Pvvv4iNjVWju0RZ0rRp03D//n0AQJ06deDq6qpuh8guzZw5EwMGDEC/fv1QqVIlLFq0CG5ublixYkWq2+j1evTs2RPjx49H6dKlrdhbIiJ7YTqK2MgeRhOzJjFlGd9++y3i4+Pxyy+/ID4+Hh07dsTq1avRvXt3tbtGlD4hIdAePgwAqK7TwQ+AQ4sWeOedd9TtFxHZjMGDB2PhwoUQEeh0Oly7dg3Xrl1D7ty54eBg+oV1woQJWLp0KQDA3d0dhQsXTvFWuXJl1KlTR43DIbIpN27cwKxZswAAzs7O+PLLL1XtD9mn+Ph4HD58GIGBgcoyrVYLX19fhIeHp7rdV199hYIFC6J///5pKsP39OlTPH36VLn/8OFDAIBOp4NOp0tTXz09AVdXR8TFpT5XjKurwNMzAWncZaYY+53W/men9nnsPHY12FP7CQmAH7YrtYiTSjqaOCHh7SzzeZeebZkkpizDxcUF69atQ79+/fD9998rZ9FjY2PRv39/tbtHlDYiQFAQxMEBGr0eCQAmAvD85htO0khEiooVK2L58uWYM2cO9Ho9oqOjcevWLRQuXDjZulFRUcr/Hz16hEePHuHChQvJ1uvdu3eyJHGTJk3g5OSUYlI5X758rNVK2dLEiRPx5MkTAMCgQYNQokQJlXtE9uj27dvQ6/UoVKiQyfJChQrh7NmzKW6zZ88eLF++HMeOHUtzO8HBwRg/fnyy5SEhIXBzc0vzfubOzYGHD51TfdzDIx4nTz7ByZNp3mWmhYaGWq8xG2ufx64eHnv2bv/SRQ9MQBD00MIBicke10OLCQjCnt3OuHHjocX7Y5SZY0/P1YZMElOW4ujoiFWrViFnzpxYvHgxRATvv/8+YmJi8Omnn6rdPaJXCwkBDh6EMR3sCKA2AFy5ApQvr1q3iMj2vPvuu8ibNy9atmwJJycnJCQkKCPAkmrSpAnc3NwQFRWl3B48eJBsvRcTzAkJCdi1axdEUr9krkCBAihcuDDq1auX+QMisgH//vsvlixZAgDImTMnvvjiC5V7RJQ2jx49Qq9evbB06VLkz58/zdsFBgaazHnx8OFDFC9eHH5+fvDw8MhQX3Q6HUJDQ9GsWTM4OTllaB+ZYc/t89h57PZ27NZu/9j+pyiOiBQTxADggEQUxzU08KmN6j6WLxVpjmNP6fdDapgkpixHq9Vi4cKFyJkzJ2bOnAkAGDJkCB4/fozRo0er3Duil3g2ihgODkDSmqIODoblfn4ARxMTUSocHR2RN2/eZMuHDRuWbNmTJ08QHR1tkjiuVq2ayTp3796Fk5MT4uPjkywtDuB58uHWLaBJk+H45ptvULduXeTPD3h5meuIiKxv7Nixygj5gIAAFCxYUOUekb3Knz8/HBwcEB0dbbI8Ojo6xatGLl26hCtXrqB169bKssREQxLD0dER586dQ5kyZZJt5+LikuKcF05OTplOtphjH2w/67Wtdvs8dvs8dmu1X8jLCQ1cDsL96a1U13noUhDbvXLBmk9FZo49PdtlaOK6+fPno2TJknB1dYWPjw8OHDiQ6rqnTp1Cx44dUbJkSWg0GqX+V2b2SaTRaDB9+nSMHTtWWRYUFIST1ry+iSi9no0ixguTTkGvNywPyd4zpRKR9eTIkQMlS5bEm2++iXbt2mHQoEGoW7euyToFCxZEXFwc7t69i9OnT+PHH/fCyekygCMmN51uHwYProuaNQ0XPEREqHBARGZw/PhxrFmzBgCQN29eDB8+XOUekT1zdnZGzZo1ERYWpixLTExEWFhYss9rAKhQoQJOnDiBY8eOKbc2bdqgSZMmOHbsGIoXL27N7hMRZUteXkDY+eJYdrgGlh2ugUX7q+DdGQ+xaH8VZdn2869l20ET6R5JvG7dOgQEBGDRokXw8fHBrFmz4O/vj3PnzqV4Jj42NhalS5dG586dUxzpkpF9EgGGRPH48eORK1cujBo1CqtWrULlypXV7hZRyoy1iDUaaFK6tFur5WhiIrI6jUaDPHnyIE+ePHjyBK+cgCMuDrh9m6OJKWv64osvlPIqo0ePhqenp8o9InsXEBCAPn36oFatWqhTpw5mzZqFmJgY9OvXD4ChlnyxYsUQHBwMV1fXZL91cufODQD8DUREZEZeXs+/6+p0wI0bD+DtDauOHFZLukcSz5w5EwMGDEC/fv1QqVIlLFq0CG5ublixYkWK69euXRvTpk1Dt27dUrzMJSP7JEpqxIgROHnyJN599121u0KUuvh4SEREygliAEhMBK5dA0wu+yYisj13797F1atX1e4GUbokJCSgaNGicHBwQLFixfDRRx+p3SUidO3aVbk6snr16jh27Bi2bNmiTGYXERGBGzduqNxLIiKyF+kaSRwfH4/Dhw8jMDBQWabVauHr64vw8PAMdSAj+3z69CmePn2q3DcWYdbpdNC9agjMSxi3zcw+smLb2aH9smXLJts2JCREmbXdkm1nFl93dtK+Vos/g4Lw5eDBAIByZcti4MCBqFu3LhyNr9ECBQwjiq3Qn+zwulPrdUNk7z777DP8998f+PXXXzmhHWUZjo6OWLx4MYYPH45r164hR44caneJCAAwePBgDH72/fBFO3fufOm23377rfk7REREditdSeLbt29Dr9crZzaNChUqhLNnz2aoAxnZZ3BwMMaPH59seUhICNzc3DLUj6RCQ0MzvY+s2HZ2aj8sLAxz585FnTp18Nlnn8HZ2dnk8Vu3cuDhw6TLPHHp0vM62B4e8ShQ4IlZ+pJWfN1l7/b1ej2GfP01Ip/df6drVzwqWxYht28/X+nGDeD4cYv3Jams/LqLjY01U0+IKD3++ecYgFt4++23sWTJEvTp00ftLhGlWbly5VCuXDm1u0FERERkc9Jdk9gWBAYGIiAgQLn/8OFDFC9eHH5+fvDw8MjwfnU6HUJDQ9GsWTOrz9ioZtvZrf2bN2+iR48eAIADBw5gyZIl+Omnn5QTCBERQOXKjoiLS73uq6ur4OTJBKvUXOTrzj7a//777xEZaUgR161bF59//jm2bdtmF8duqbaNV5GQwfz58zFt2jRERUWhWrVqyomy1GzYsAFBQUG4cuUKypYtiylTpqBly5bK43379sWqVatMtvH398eWLVssdgyUNdSuXQcHDx5FfHw8+vbti1OnTiE4OBgODg5qd42IiIiIiDIoXUni/Pnzw8HBAdHR0SbLo6OjUbhw4Qx1ICP7dHFxSbG+sZOTk1mSHebaT1ZrO7u0X6xYMfz2229o06YNYmNjsW3bNrRu3Rp//PEHPDw88OCBYeKdl4mL0+DBAyerFia3l9ddRIRh0iMASEgALl3yRJEiTnB0NLSfP7/1J0Sy9PHrdDpMnDhRuT958mRldHt2eM+p1baaz5utSe8EsHv37kX37t0RHByMVq1aYc2aNWjXrh2OHDliMvlN8+bNsXLlSuV+anMLkH2ZN28uvv1Wi4ULFwIApk2bhjNnzuCHH37I1Ml6Ikv47bffcPnyZQwaNIifYUREREQvka6J65ydnVGzZk2EhYUpyxITExEWFoa6detmqAOW2CdR06ZNERISovxY3b17N3x9fXH37l2Ve2bfIiKA8uWBmjUNNx8fJwwf3hg+Pk7KsvLlDetlJytWrMC///4LAPD19UXjxo3V7RBlO+mdAHb27Nlo3rw5RowYgYoVK2LChAmoUaMG5s2bZ7Kei4sLChcurNzy5MljjcMhG+fo6IQFCxZg/vz5yujhP/74A2+99ZbyWUdkC3Q6HYYPH46hQ4eiXLlyyQalEBEREdFz6S43ERAQgD59+qBWrVqoU6cOZs2ahZiYGPTr1w8A0Lt3bxQrVgzBwcEADBPTnT59Wvn/9evXcezYMeTKlQuvv/56mvZJlBH16tXDjh074Ofnhzt37uDgwYNo3LgxZszYASCf2t2zS7dvp2UUt2E9a48mtpS4uDhMmDBBuT9p0iQVe0PZUUYmgA0PDzcp2wQYSkls3LjRZNnOnTtRsGBB5MmTB2+//TYmTpyIfPlS//y0xMSydjXBpcpte3oCrq6vLsfk6ZkAnQ4YMGAASpcuje7du+P+/fs4deoU6tSpg/Xr16NBgwaZ6os9/93Vbj87HfuyZctw8eJFAECpUqWQJ0+el+43Ox27Wu1zUlkiIqKsK91J4q5du+LWrVsYO3YsoqKiUL16dWzZskWZeC4iIgJa7fMByv/99x+8vb2V+9OnT8f06dPRqFEjZbbWV+2TKKNq1KiBXbt2wdfXF1FRUThx4gTef/99AL+q3TWyEwsXLsT169cBAG3atHlpjViijMjIBLBRUVEprh8VFaXcb968OTp06IBSpUrh0qVLGD16NFq0aIHw8PBUa89acmJZe5jg0hbanjv3xYldTXl4xOPkySc4efL5ssmTJ2PSpEm4fv067ty5gxkzZuDRo0dm6Y89/93Vbj+rH/vTp08xZswY5X7Lli3x559/WqXtzMrK7XNSWSIioqwrQxPXDR48GIMHD07xMWPi16hkyZIQkUztkygz3njjDezevRtNmzZFREQEIiKuqt0lsiPnz58HAGg0GpMRxUS2rlu3bsr/q1SpgqpVq6JMmTLYuXMnmjZtmuI2lphY1p4muLSlttPbfqdOndCzZ08kJCRgw4YNme5vVjr27NZ+djn2GTNmKGXGWrdujWHDhlmt7YzKDu1zUlkiIqKsK0NJYqKs5vXXX1cSxdevu+HJE7V7RPZi4cKFGDBgALZv346qVauq3R3KhjIyAWzhwoXTPQlt6dKlkT9/fly8eDHVJLElJ5blJI+2fewFChTA5s2bERsbm2zUuIhAo0m9hEVm27Yke24/Kx/7gwcPMG3aNACGk7STJ09O176y8rGr3T4nlSUiIsq60jVxHVFW5uXlhb/++gsLFixQuytkZ2rUqIHPPvtM7W5QNpWRCWDr1q1rsj5guLz4ZRPGRkZG4s6dOyhSpIh5Ok7ZjqOjY7IR48ePH4ePj49SF5bIGqZPn66MIu7VqxcqV66sco+IiIiIbB+TxGRXihQpgrffrgpX15ev5+oK5M9vnT4REWVWQEAAli5dilWrVuHMmTP48MMPk00qm3RiuyFDhmDLli2YMWMGzp49iy+//BKHDh1Syj49fvwYI0aMwL59+3DlyhWEhYWhbdu2eP311+Hv76/KMVLWc/PmTbRu3RoHDx6Ej48PduzYoXaXyA5ER0fjm2++AWAY1ZpSnXQiIiIiSo5JYrI7Xl7AuXPA4cPAoUOCrl2nwtm5LlauPI7Dhw3Lz50zrEeUETdv3sTq1auh1+vV7grZia5du2L69OkYO3YsqlevjmPHjiWbVPbGjRvK+m+99RbWrFmDJUuWoFq1avjpp5+wceNGZbSdg4MDjh8/jjZt2qBcuXLo378/atasid27d6dYToIoJTExMciZMycA4O7du/Dz88PixYtV7hVld5MmTUJMTAwA4IMPPkDJkiXV7RARERFRFsGaxGSXvLwMt5Urv8W6daMAAMuWfYQ9e/ao3LPsLX9+wMlJD53OIdV1ssMo7uDgYMyaNQtff/01Vq9ejRo1aqjdJbID6ZlUFgA6d+6Mzp07p7h+jhw5sHXrVnN2j+xQqVKlEB4eju7du+PPP/9EQkICBg0ahFOnTmHmzJlwdOTXUDK/XLlywcXFBY6OjhgzZoza3SEiIiLKMjiSmOxat27d0KdYMZwC4Pr339i9e7faXcrWoqMPwtHxDQA1ANTAyBrdcFrjhqZ4HUANBAeHWHUUtyYsDE0GD4bmhdqsmREZGYmFCxcCAC5fvsz6rURk1zw9PfH7778jICBAWTZ37ly0bNkS9+7dU7FnqdPpdDh69CiuXbumdlcoAyZPnowLFy7g+++/V66mICIiIqJXY5KY7FoOV1dMc3JCJQCTAQRPnqx2l7K11atX48mTcwCOol1bLwRrLqKiPMFkXEL5cjF4++3c1ivzIQLtmDHwiIyEdswYQMQsu50wYQKePn0KwDCyk0liIrJ3Dg4OmDFjBpYtWwYnJycAhokS33zzTZw/f17l3hlqcG/btg1ffvklfH19kSdPHvj4+OCTTz7hZLdZVPHixdGuXTu1u0FERESUpfA6P7JvISEocOUKAKAOAP2WLTh27BiqV6+uZq+yrVmzZsHBwQFHjx7Fuv79oW3TBoDhuf9n2jS41Kljvc6EhEB7+DAAGP4NCQEyOSHXpUuXsGLFCgCAu7s7Ro0aleluEhFlF/3790fZsmXRsWNH3L59G+fPn0e9evVw6dIleHh4WL0/kyZNwq+//opjx46lWkN+6NChcHNzw4ABA6zcOyIiIiIi6+JIYrJfIkBQEMTBUB83AcAEcDSxJWm1WsycORNb/vwTzhMmKM+9ODjAZeJEs43mfaUX/vbi4AAEBWW6/fHjxyMhIQEAEBAQgHz58mW6q0RE2UnDhg1x4MABvPHGGwCAsWPHWjRBLCI4d+4cfv3112SPnTp1CocPH06WIH7ttdfQqFEjAECePHlYVz4LOHDgACZOnIjHjx+r3RUiIiKiLItJYrJfISHAwYPQPPtx6AjDiNYHGzbYxOWv2UFMTAwuXLhgskyj0cD1r79MnnuNXg8cPGj4mwBISEiwbK3KF/72L7afEadPn8b3338PAMibN69J/U0iInquVKlS2Lt3LxYtWpTqZIsZFR8fj/3792PGjBlo3749ChYsiAoVKqBz586IiYkxWbd+/frQaDSoUqUKPvzwQ/zwww+4evUqrl27hpCQEPTs2RNbtmxBzZo1zdpHMi8Rweeff46goCCUKVMGp06dUrtLRERERFkSy02QfXo2khQODkCSEUQJAL4CMHXKFCxbvly17mUH8fHx6NixIw4dOoTNmzejjrGURCrPPZ6N5j1XogT69O0LDw8PbN26FRqNxrwde0X78PMDMtDm2LFjIc9GIo8aNUqVS6eJiLIKDw8PfPDBB8mWr1+/Hr6+vnB3d0/Tfp4+fYpdu3Zhz5492L17N/bv348nT54kW0+v12P//v14++23lWXvvvsuunfvjjx58iRbX6PRoHPnzvD29k7HUZEatm3bhh07dgAwvK7KlSunco+IiIiIsiYmick+PRtJ+iLjaOLxq1Yhcvx4vPbaa1bvWnaQmJiIvn37YuvWrQCADh064NKlS3BxcUn1ucez0bxTmjbF/v/+AwAsXrwYgwYNMm/nXtF+RmoTHzlyBD///DMAoHDhwmYfGUdEZA9+++03dOvWDWXKlMEvv/yS4jo6nU6Z/A4wTDrn/5LP7Dx58qBevXqoX78+SpcubfJYek/mJSYmYsiQIahRowb69euXrm3JMkQEgYGByv0JEyaYvD6IiIiIKO2YJCb7YxxJqtUCiYnJHtYDWFakCNw9Pa3ft2xARDBkyBCsXbsWAODq6oq1a9caEsSveO6h1eKbXLmw8tndzz77DH5+fsl+2Geic69sPyOjiXfv3g2tVovExER88cUXcHNzM09/iYjshE6nQ0BAAEQEFy9eRIMGDfDpp5+iZMmS2L9/P/bs2YM9e/bA19cXS5YsUbbLly8fKlWqhNOnTwMASpQogQYNGqB+/fqoX78+KlasCK0289XVEhMT8fHHH2PRokXQaDTQarXo06dPpvdLmfPzzz/j8LNJaKtXr44uXbqo3CMiIiKirItJYrI/8fFARETKSUIADgCKJCQAzs7W7Vc2MXHiRMybNw8A4ODggPXr16NBgwaGB1/x3CMxEZ4PH+Lj99/H/GXLEBMTg759+2Lnzp1m+ZGflvZx7ZphPReXNO92yJAh8PPzw9y5czFgwIDM95OIyM44OTkhLCwMbdq0wfHjx/HgwQNMmDABEyZMMFlv9+7dybYdM2YMNBoN6tWrh+LFi1ukfxqNBq6urgAMJ0P79esHrVaLXr16WaQ9erWEhASMGTNGuT958mTzfFcgIiIislNMEpP9cXExlBW4dQsAoEtIwN979qBe/fpwcnz2lihYMF1JQjJYtGgRxo4dq9xfvnw5Wrdu/XyFND73wZ6e2BwWhsuXL2P37t2YPXs2hg0blvkOWvBvX7FiRSxYsCDzfSQislMlSpTA33//jV69emHjxo3JHnd1dUXBggURHx8P5yQncrt3727xvmk0GsycOROJiYmYM2cORAR9+vSBVqtFz549Ld4+Jbdq1SqcO3cOANCgQQM0b95c5R4RERERZW1MEpN9Kl7ccAMAnQ4PbtwAvL0B1rHLsA0bNuCjjz5S7k+fPj3lS3HT8Ny7A1i5ciUaN24MABg9ejRatGiBChUqZL6j/NsTEdmsXLly4eeff8bqPn1Qd+1afFerFjw7dkT9+vVRo0YNQ+kilWg0GsyaNQuJiYmYN28eRAS9e/eGVqu1SqLakiIigNu3Df9PSAAuXfLE0aOA8fxp/vyAl5d6/XtRXFwcvvzyS+V+cHCw+Se6JSIiIrIzTBITpeLq1auYNm0aypYtiyFDhqjdHZu2bds29OzZEyICABg1ahSGDx+eqX02atQIQ4cOxaxZsxAXF4c+ffrg77//hqOjbXxsiQjWr1+P9u3bm4xoIyKizNFqNOh15gy0ej2+SkiA9rPP0lUn3pI0Gg3mzJkDvV6PhQsXIjExEe+++y60Wi26du2qdvcyJCICKF8eiIszLnEC0NhkHVdX4Nw520kUL1y4EJGRkQCAVq1aoV69eir3iIiIiCjrY+EuohTcvHkT5cqVw/z58xEcHIwnT56o3SWbdvr0aeh0OgDAe++9h+DgYLPsd/LkyShfvjwA4MCBA5g6dapZ9msO//vf/9CtWzdUqFABf/zxh9rdISLK8iIigCNHgAvzQ6B9NhmZ9vBhXJgfgiNHDI/bAo1Gg3nz5mHQoEEADJPa9ezZExs2bFC5Zxlz+3bSBHHK4uKejzS2Fbly5YJGo8GkSZPU7goRERFRtsAkMVEKChYsiDZt2gAAoqOjsXLlSpV7ZNs+/fRTrFy5Ep06dcLixYvNdslnjhw5sGrVKmUimvv375tlv5mVmJiIoKAgAMDly5eh1+tV7hERUdZmHM1as6bg3idBSIADACABDrj3SRBq1hSUL287iWKtVov58+crk5Xq9Xp8+eWXygnTzNKEhaHJ4MHQhIWZZX/ZzbBhw3Dp0iV89913qFq1qtrdISIiIsoWmCQmSkVgYKDy/2nTppnth1921bdvX6xfv97s5SB8fHwwY8YM7Nixw2ZGEq9btw4nT54EANSpU0c5oUBERBljHM3qhxDUwUE4wnDyzRF61MFB+CHE5kazarVaLFq0CP3790f58uURGhoKJ3PUtxeBdswYeERGQjtmDPCslJPali5ditjYWLW7oShYsCDeffddtbtBRERElG0wSUyUiho1aigzZV+5cgU//vijyj2yHXfu3EFYCqObLDVpzNChQ5VJ7NSWkJCAcePGKfcnTpzIyXKIiMxCMAHPRxEbJcABExAEwDaSpUlptVosWbIEe/fuRdGiRc2z0xDTchsICTHPfl9w+fLldJ0AX7RoIcqXL481a9ZYpD9EREREpC4miYleIulo4uDgYCQmJqrYG9sQExODVq1awd/fH6tXr1atH2qVeFi1ahUuXLgAwDC5nq+vryr9ICLKbl4cRWyUdDSxLdJqtcibN6/JsidPnmD37t3p35kIEBQEcTAkysXBAQgKMuto4sTERMyePRuVK1fGlClT0rVtZGQkdu7caba+pCS1UhsREREIDAzEvXv3LNo+ERERkb1ikpjoJRo0aKDMmH3mzBn89ttvKvdIXfHx8ejYsSP27dsHvV6PUaNG4dGjR1btg/HHrY+Pj9UnFHz69Cm++uor5f6kSZM4ipiIyBzEMIpYn8pXUz20htHENlJ64WViY2PRunVrNG3aNP0Tm4aEAAcPQvPsRKhGrwcOHjTbaOLz58+jYcOGGDp0KGJjY/HVV1/h4sWLadq2fv0GyJUrFyZMmGCWvqToJaU2vvzyS3z99dcoVaoUduzYYbk+EBEREdkpJomJXkKj0WD06NHK/cmTJ0OywA9US0hMTETfvn2xdetWAICnpye2bNkCd3d3q/Zj6NChGDp0KA4fPqxMHmctS5YsQcSzWZNatGihnEAgIqLM0eji4YUIOCDlK3YckIjiuAaNLt7KPUu/efPmISwsDDqdDh07dsSmTZvStuGzUcRwMC23ATOMJtbr9Zg+fTqqVauGv//+W1k+cOBAFClSJE37mD17Nk6dOoVChQqZLF+8eDE+//xzPHz4MMP9U6RSauPMmTNYtWoVAMN3s+rVq2e+LSIiIiIywSQx0Su0aNEC1apVAwAcPHgwxVq82Z2IYOjQoVi7di0AwNXVFb///rsqM4p/8MEHcHFxAQDMnDkzY5fzZkBMTAwmTZqk3J84caJV2iUisgfi7ILaOIgaOJzqrTYOQpxd1O7qKw0fPhw9evQAYLgCp0OHDvjzzz9fveGzUcR4sZxSJkcTnz59Gm+99RZGjBiBuLg4AECZMmWwc+dOzJs3DyVK5ISr6/P1m2IbTqESmmKbsszVFcifH/Dy8jLZ97179zB69GhMmTIFr7/+OhYvXoyEhIQM9fNlpTaCgoKUkl8jR45Enjx5MtYGEREREaWKSWKiV9BoNEpt4uLFiyMmJkblHlnfpEmTMHfuXACAg4MD1q9fjwYNGqjSlzfeeEO51FVE0LdvXzx+/DjN20dEAEeOGG5HjwKXLnni6NHny54NFE5m7969uHv3LgCgY8eOqFGjRqaPhYiInotEcRxFjVRv1/Ga2l1MEwcHB6xatQrdunUDYEgUt2/fXrkSJ0XGUcTaVL6aa7XpHk2ckJCAyZMnw9vbGwcOHABg+E4zdOhQ/PPPP2jUqBEAwMsLOHcOOHwYOHxIsLHi56iEM9hY8XMcPiQ4fNjw+Av5YQDA33//rcTgW7duYdCgQfD29kZIRhLaqZTaODd3Ln7++WcAQOHChfHpp5+mf99ERERE9EpMEhOlQadOnbB27VpcvHgRbdu2Vbs7VrVo0SKTsg7Lli1D69atVewREBAQgLfeegsA8O+//2LUqFFp2i4iAihfHqhZ03Dz8XHC8OGN4ePjpCwrXz7lRHGzZs1w/vx59OvXz6QuMRERZV7+/DAZzZoS42jWrMDR0RGrV69Gly5dABhq2rdt2zb15Gl8vCH4pDZBbmIicO2aYb00mjdvHr744gvEP9umXLly2L17N7755hvkzJnTZF0vL6BGDaDG7RDkOmMo95DrzGHUuB2CGjVSThADQKtWrXD27FnlOAHg5MmT8Pf3xzvvvIMzZ86krbMvKbUhY8Yod4OCgpL1nYiIiIjMg0liojRwcHBAt27d4OzsrHZXrOqnn37CRx99pNyfNm0a+vbtq16HnnFwcMC3336LHDlyAAAWLFiAbdu2vWIr4PZt4NmVtqmKizOsl5KSJUtixYoVqFSpUnq7TEREL2EymvUwsH+/DjNm7MT+/TplWWqjWW2Vo6Mjvv/+e3Tq1AnA80RxivHKxcVQUuLZwer278fOGTOg27//+ZNy8KBhvTQaNGgQypcvD61WixEjRuDYsWMvr6X/knIPL1OqVCmsW7cOe/bsQe3atZXlmzdvRpUqVTB48GDcTi2wGr2k1EaFR4/g96yd999//+X7ISIiIqIMc1S7A0Rku9zd3ZEjRw7ExsZi5MiR+Oyzz9TukqJs2bKYOnUqPvnkEwDAe++9hxMnTsDT01PlnhERUUZ4eT1PAut0wI0bD+DtDTg5qduvzHBycsKaNWuQmJiIX375BXFxcWjTpg127tyJOnXqmK5cvLjhBgA6HR7cuIH0PAF3795F3rx5lfuurq74/vvvodfr4ePj8+odGMs9PLurSVoL2d//lZvXq1cP+/btw9q1a/H5558jMjISer0e8+fPR86cOTFlypSUN0xaaiOFkdR6ABMAXPjqK7s7WU9ERERkTRxJTJQBFy5cwPLly9XuhsX5+/tj+/btGDp0KL7++mu1u5PMRx99hLfffhsAcO3aNQwbNszsbezatQtPnjwx+36JiMg+ODk54ccff0S7du0AGJKplStXNtv+nz59ijFjxqBEiRI4e/asyWO1atVKW4L4JeUe0lMLWavVomfPnjh37hwmTJiAnDlzIm/evPj8889T3+gVpTYcAJR2dET3jh3T1AciIiIiyhgmiYnSafDgwahQoQI++OAD/Pvvv2p3x+J8fHzwzTffQKPRvHplK9NqtVixYgXc3d0BADt27MD9+/fNtv///vsPzZs3R5kyZbBs2TKz7ZeIiOyLk5MT1q1bhwkTJuC3336Dm5ubWfZ74MAB1KxZE5MmTcLjx4/Rr18/6F8s2ZAWLyn3oIwmTgc3NzeMGTMG58+fx/r165EnTx6Tx3/88UccOXLEcCeVUhv/GzsWjd3dUQPA0SVLoH1WYooou5k/fz5KliwJV1dX+Pj4KBNNpmTp0qVo0KAB8uTJgzx58sDX1/el6xMREaUHk8RE6VSoUCEkJiZCr9dj2rRpanfHrCIjIzF//nxIOmZPV1uJEiXwzTffYMCAATh+/Dhy585ttn1PmjQJcXFxuHHjRton3yEiIkqBs7MzxowZo9TTNzLG3IgI4MgRw+3oUeDSJU8cPfp8WdJJVZ88eYKRI0eibt26OHXqFABDDeTmzZsjMbXJ71KTtNxDSrTadI0mTqpo0aJo2rSpybLo6GgMGDAAtWrVQr9+/fDff/8ZymzUqGG4eXvjQZkyaDlmDP537RoGLFgAXxuYD4HIEtatW4eAgACMGzcOR44cQbVq1eDv74+bN2+muP7OnTvRvXt37NixA+Hh4ShevDj8/Pxw/fp1K/eciIiyIyaJidJp8ODByJUrFwBg5cqVuHHjhso9Mo87d+7A398fgwcPxmeffZb+H5kq6t+/P5YsWaKMKDaHK1euYOnSpQCAXLlyvfxSWSIiogz477//ULt2bfz880GULw/UrGm4+fg4YfjwxvDxcVKWlS9vSBTv3bsX3t7emDZtmhKra9SogcOHD2PcuHFwSm8R51eUe0BiInDtmmE9M5g9ezYeP34MEcG3336LsmXL4quvvkJsbGyydT09PfHhhx/a5NVMROYwc+ZMDBgwAP369UOlSpWwaNEiuLm5YcWKFSmu/8MPP+Cjjz5C9erVUaFCBSxbtgyJiYkICwuzcs+JiCg74sR1ROmUJ08efPjhh5g2bRqePn2Kb775BlOnTk3XPiIiAONE3wkJz0cLOT57R+bPb90Z3GNiYtCqVSucPn0aALBx40Z88cUXJhPg2JuvvvoKOp0OADB06FAUKFBA5R4REVF2EhUVhcaNG+PChQvo1WsY4uL2vHT9uDggMHAG1q4doYw+dnZ2xpdffokRI0bA0TGDX+uN5R5u3QIA6BIS8PeePahXvz6cjPssWNCwnhl8+eWXKFCgAL766ivcv38fsbGxGDduHJYuXYrg4GB07tzZLO0Q2br4+HgcPnwYgYGByjKtVgtfX1+Eh4enaR+xsbHQ6XQv/c7+9OlTPH36VLn/8OFDAIBOp1O+66aXcbuMbp9Z9tw+j53HrgZ7bj87HHt6ts3Qt8n58+dj2rRpiIqKQrVq1TB37tzkMzQnsWHDBgQFBeHKlSsoW7YspkyZgpYtWyqP9+3bF6tWrTLZxt/fH1u2bMlI94gsbtiwYZgzZw6ePn2KhQsXIjAwMFm9vdRERBhGA8XFGZc4AWhsso6rK3DunHUSxTqdDl27dsW+ffsAGMpphISEZOkE8ZUrV/DZZ59h/vz5KFSokLI8f37Dc/v8uU/O1RV48OCS8pmUO3duDB8+3NJdJiIilVn7BG7u3LlRunRpXLhwAU+eJB9Fm5I1a34AYEgQ+/j4YMWKFahUqVLmO1O8uOEGADodHty4AXh7A+kdlZwGzs7OGDZsGHr37o3x48djwYIF0Ov1iIyMRK9evdCrVy9Mnz7d7O0S2Zrbt29Dr9ebfFcFDN/FX5yEMjWjRo1C0aJF4evrm+o6wcHBGD9+fLLlISEhma6PHhoamqntM8ue2+exq4fHbp/tZ+VjT+lqrdSkO0lsrJu0aNEi+Pj4YNasWfD398e5c+dQsGDBZOvv3bsX3bt3R3BwMFq1aoU1a9agXbt2OHLkiMnMzs2bN8fKlSuV+y5mGq1AZAlFihTBe++9h4ULF+Lx48eYN28egoKC0rTt7dsvT1IChsdv37Z8kjgxMRFz5szB7t27ARgu69y6dSvKlClj2YYtKCwsDO3bt8ejR4+g1+vxyy+/KJepenkZku/PkwA67NnzN+rXrwdHR8MP4fz5gZEjv1Au4R0xYoRZ6xwTEZHtUeMErqurKzZu3Ii2bdsiJORWurabMGEChg0bBgcHB/N0RgX58uXDnDlz8NFHH+Gzzz7Dpk2blMe++OILFClSBD169FCxh0S27euvv8aPP/6InTt3wtXVNdX1AgMDERAQoNx/+PChUsvYw8MjQ23rdDqEhoaiWbNm6S9xYwb23D6Pncdub8eudvvZ4diNV5CkRbqTxEnrJgHAokWLsGnTJqxYsSLFmp2zZ89G8+bNMWLECADAhAkTEBoainnz5mHRokXKei4uLihcuHB6u0OkmhEjRmDJkiXQ6/WYPXs2AgICkDNnTrW79UrGkVIigqlTv8Hu3Y8BeMPZ2QXTp89HnjzV1O5iplStWhWurq549OgRNm7ciO+//x69evVSHvfyev4DX6cDbtx4YDJY6p9//sG6desAAAULFsSnn35q7UMgIiIrU+sErjFR3LhxAA4cePX6I0eOQv/+3ihXrpz5OqGyChUq4I8//kBoaCiGDx+OEydOwMHBAdWrV1e7a0QWlT9/fjg4OCA6OtpkeXR09Ct/F0+fPh1ff/01tm3bhqpVq750XRcXlxQHYDk5OWU64WGOfbD9rNe22u3z2O3z2NVuPysfe3q2S9fEdca6SUkvZ3lV3aTw8PBkl7/4+/snW3/nzp0oWLAgypcvjw8//BB37txJT9eIrK5UqVLo3r07AMOkb8ZJzmyZcaRUzZpArVoarF//OYAjAI4gPj4cAwbUUCbGyaoKFCiAxYsXK/c/+eQTREZGpnn7pCPCAwMDlUkKiYiILCFHjhyYOXNmmtbt2rVrtkoQJ9WsWTMcPXoUO3bswMyZM1G2bFm1u0RkUc7OzqhZs6bJpHPGSejq1q2b6nZTp07FhAkTsGXLFtSqVcsaXSUiIjuRrpHEGambFBUVleL6UVFRyv3mzZujQ4cOKFWqFC5duoTRo0ejRYsWCA8PT/EyOksU3zdun/Rfa8oOxbCzavuZaXv48OH4/vvvAQC//PILPv7441duk5AAGC5jfdV6Opj76YiKAuLiXt52XBwQFaVDkSLmbTsllvq7t2rVCj169MCaNWvw4MED9O/fH7///nuy2dFfbP+///5Tvqi/9tpr6N+/v8Vek3zPZb5ttZ47IiJzy5Ejh9pdUNXzetAOcHOrh5gYqDqhL5G1BAQEoE+fPqhVqxbq1KmDWbNmISYmRrlqt3fv3ihWrBiCg4MBAFOmTMHYsWOxZs0alCxZUvlNnStXLg5sICKiTMvgNMjm1a1bN+X/VapUQdWqVVGmTBns3LkTTZs2Tba+JYvvAyyGba/tZ7Tttm3bonTp0qhfvz42b978yvUvXfLEi3UOU7Jnz9+4ceNBhvpki22/jCX+7i1btsSWLVtw9+5dhISEYOjQofD3939l+/Pnz8dPP/2E0qVLY/v27Wbv18vaVkNWfM8ZpacAPxER2SZbm9CXyJq6du2KW7duYezYsYiKikL16tWxZcsWZZBVREQEtNrnF/8uXLgQ8fHx6NSpk8l+xo0bhy+//NKaXSciomwoXUnijNRNKly4cLrrLJUuXRr58+fHxYsXU0wSW6L4PsBi2PbafmbbbtmyZbrWP3o0bevVr18P3t7p7o7Ntp0SS//dPT090bp1awDA6tWrMXToUJQqVeqV7ffs2dPsfXkR33OZbzs9BfiJiGxZ/vyGROjL6iK7uhrWy25saUJfIjUMHjwYgwcPTvGxnTt3mty/cuWK5TtERER2K11J4qR1k9q1awfged2k1AJb3bp1ERYWhqFDhyrLQkNDX1pnKTIyEnfu3EGRVK53t2TxfXPuJ6u1be/tW6ttxzS+6xwdnWDu7qjZ9stY6rlv1aoVBgwYgKVLl+Lx48cYOHAgtm/fbjIiw5LtpwXfcxlvW83njYjInLy8DCNlDSUXDCWn9uz5G/Xr14Ojo+GzjiUXiIiIiMiS0jVxHWCom7R06VKsWrUKZ86cwYcffpisblJgYKCy/pAhQ7BlyxbMmDEDZ8+exZdffolDhw4pSeXHjx9jxIgR2LdvH65cuYKwsDC0bdsWr7/+eqqXhhPZsvPnz0NEUn3cOFroZcw9Wmjbtm3o2bMn4uPjzbfTLGLGjBkoUaIEAGDXrl0plpA4e/YsHjywXnkNIiKiF3l5ATVqGG7e3kCZMg/g7f18GRPERERERGRJ6a5JnN66SW+99RbWrFmDMWPGYPTo0Shbtiw2btyIypUrAwAcHBxw/PhxrFq1Cvfv30fRokXh5+eHCRMmpDhamMhWHT9+HOPGjcPGjRuxadOmVMtQWHu0UHh4ONq2bYvY2FhcvpwHwDzz7DiLcHd3x8qVK9GrVy8sWbIEvr6+Jo8nJiaiV69euHbtGkaNGoVhw4ZxhCoRkZ2x53IPRERERERABieuS0/dJADo3LkzOnfunOL6OXLkwNatWzPSDSKb8u+//2Ljxo0ADJMrvqxWsZfX8ySwTgfcuGEYLWTu3OSxY8fQsmVLZYIvZ2dn8zaQRTRp0gQXL16EawpDuMPDw/HPP/8AANavX48RI0ZYu3tERKQylnsgIiIiInuXoSQxESXXpk0bVKpUCadPn8aePXuwe/duNGjQQLX+nDt3Dn5+frh//z4AoGnTpliwYDKqVbPPkVIpJYj1ej3Wrl2r3J84cSI0Go01u0VERDbCWidwiYiIiIhsEZPERGai1Wrx+eefo3fv3gCAyZMn488//1SlL1evXoWvry9u3boFwDCB5MaNG5ErlytHSgEQEaxcuRKnTp1CZGQkAKB+/fqsg05EREREREREdolJYiIz6tatG8aOHYsrV65gy5YtOHr0KLy9va3ah6ioKPj6+irJz2rVqmHz5s3IlSsXAI6Uunv3Lvr06YM//vjDZPmkSZM4ipiIiMjKWA+aiIiIyDZoX70KEaWVk5MTRo4cqdwPDg62avt3795Fs2bNcPHiRQBA+fLlERISgty5c1u1H7YsZ86cuHz5ssmyZs2aoWHDhir1iIiIyH4Z60EfPmy47d+vw4wZO7F/v05Zdu5c9r/KiYiIiEhtTBITmVm/fv1QqFAhAMBPP/2E8+fPW63tzz//HCdPngQAlChRAqGhoShYsKDV2s8KXFxcsGrVKjg4OCjLxo8fr2KPiIiI7JuXF1CjhuHm7Q2UKWO4ysm4jAliIiIiIstjkpjIzFxdXREQEADAUPt2ypQpVmt7+vTpaNiwIQoXLoxt27ahePHiVms7K6lZsyYWLFiAAgUKoGPHjqhVq5baXSIiIiIiIiIiUg2TxEQWMGjQIKXEw3fffafUB06JJiwMTQYPhiYsLNPtenh44M8//8Rff/2F119/PdP7y84GDhyI69evo1evXmp3hcgs5s+fj5IlS8LV1RU+Pj44cODAS9ffsGEDKlSoAFdXV1SpUgWbN282eVxEMHbsWBQpUgQ5cuSAr68vLly4YMlDICIiIiIiIpUwSUxkAR4eHhg8eDBq1qyJH3/8EUWKFEl5RRFox4yBR2QktGPGACLpakev1+Phw4cmy9zc3FC2bNmMdp2IsqB169YhICAA48aNw5EjR1CtWjX4+/vj5s2bKa6/d+9edO/eHf3798fRo0fRrl07tGvXTilXAwBTp07FnDlzsGjRIuzfvx85c+aEv78/4l42uxQRERERERFlSUwSE1lIUFAQDh48iI4dO5rUvzUREgLt4cMAYPg3JCTN+xcRfPDBB2jYsCGio6Mz1EdzjmImIvXMnDkTAwYMQL9+/VCpUiUsWrQIbm5uWLFiRYrrz549G82bN8eIESNQsWJFTJgwATVq1MC8efMAGD5fZs2ahTFjxqBt27aoWrUqvvvuO/z333/YuHGjFY+MiIiIiIiIrMFR7Q4QZVfOzs4vX0EECAqCODhAo9cb/g0KAvz8AI3mFZsKAgICsHz5cgBA06ZNcezYMTg6puMtnWQUc+KYMYC//yvbJSLbEx8fj8OHDyMwMFBZptVq4evri/Dw8BS3CQ8PV2qnG/n7+ysJ4MuXLyMqKgq+vr7K456envDx8UF4eDi6deuW4n6fPn2Kp0+fKveNVzrodDrodLoMHZ9xu4xun1lqts9jt89jV7t9Hrt9Hru52ler70RERJR5TBITWZGIQGNMxIaEAAcPwpiW1ej1wMGDhuX+/i/dz/jx4zFr1iwAhmTQuHHj0pcgftZ+slHMr2iXiGzP7du3odfrUahQIZPlhQoVwtmzZ1PcJioqKsX1o6KilMeNy1JbJyXBwcEYP358suUhISFwc3N79cG8RGhoaKa2zyw12+exq8ee2+exqycrtx8bG2vGnhAREZE1MUlMZAV79uxBcHAwGjZsiFGjRimjiOHgAOj1z1d0cDAsf8lo4pkzZ5okYZYuXYrOnTunr0OZGMVMRJSawMBAkxHKDx8+RPHixeHn5wcPD48M7VOn0yE0NBTNmjWDk5OTubqaJdrnsdvnsavdPo/dPo/dXO2/OFcGERERZR1MEhNZ2NWrV9GwYUOICA4dOoRPP/0UOf76yzBq+EWvGE28dOlSDB8+XLk/a9YsvPfee+nvVCZGMRORbcmfPz8cHByS1SaPjo5G4cKFU9ymcOHCL13f+G90dLTJxJvR0dGoXr16qn1xcXGBi4tLsuVOTk6ZTniYYx9ZtX0eu30eu9rt89jt89gz276a/SYiIqLM4cR1RBZWokQJdOrUCQBw8+ZNrFi+3DBaWJvK20+rNTwuYrL4xx9/xAcffKDc/+qrrzBkyJD0dyjpKOakjKOYX2iXiGybs7MzatasibAkE1AmJiYiLCwMdevWTXGbunXrmqwPGC4vNq5fqlQpFC5c2GSdhw8fYv/+/anuk4iIiIiIiLIuJomJrCDphFKzpk6FXL0KJCamvHJiInDtGhAfryz6448/0KtXL8izBO7w4cMxZsyYjHXm2ShikzIXgOkoZiLKUgICArB06VKsWrUKZ86cwYcffoiYmBj069cPANC7d2+Tz6EhQ4Zgy5YtmDFjBs6ePYsvv/wShw4dwuDBgwEAGo0GQ4cOxcSJE/Hbb7/hxIkT6N27N4oWLYp27dqpcYhERERERERkQSw3QWQF3t7eaNGiBf78809cvHYNP8+ciU6NGgEAdAkJ+HvPHtSrXx9OxsnnChYEklyy/euvvyIhIQEAMGDAAEybNu35BHjpYRxFrNWmnKQ2jmJmbWKiLKVr1664desWxo4di6ioKFSvXh1btmxRJp6LiIiANsnVC2+99RbWrFmDMWPGYPTo0Shbtiw2btyIypUrK+uMHDkSMTExGDhwIO7fv4/69etjy5YtcHV1tfrxERERERERkWUxSUxkJYGBgfjzzz8BAGOXLkWHIUMMSRudDg9u3AC8vYFU6rgtWbIETk5OePDgARYuXJixBDFgGJ0cEZG2Ucwp1BUlIts1ePBgZSTwi3bu3JlsWefOnV866aVGo8FXX32Fr776ylxdJCIiIiIiIhvFJDGRlTRo0AD169fHnj17cObMGfzvf/9D+/bt07Stg4MDFi5cCL1eD4cXawmnh4uLoaTErVsA0jaKmYiIiIiIiIiIsjcmiYmsKDAwEO+88w4AYPLkyanW9rxw4QISEhJQsWJFZZlGo4GjoxnessWLG25AmkYxExERERERERFR9saJ64isqEWLFqhWrRoA4NChQwgLC0u2TkREBJo2bYqGDRvi6NGj1u4iERERERERERHZGSaJiaxIo9Fg9OjRAIC6desiR44cJo9HR0fD19cX165dw+3btzF06FCIiBpdJSIiIiIiIiIiO8FyE0RW1rFjR+zevRv16tWDRqOBTqcDANy7dw9+fn64cOECAKBs2bJYv359xiepIyIiIiIiIiIiSgOOJCayMgcHB9SvX98k+fvkyRO0bt0ax48fBwAUL14c27ZtQ6FChdTqJhERkd3ShIWhyeDB0KRQFoqIiIiIKDtikphIZXFxcZg8eTIOHDgAAChUqBDCwsLg5eWlcs+IiIjskAi0Y8bAIzIS2jFjAJZ9IiIiIiI7wCQxkYp0Oh2KFCmCEydOAABy586NkJAQlC1bVuWeERER2amQEGgPHwYAw78hISp3iIiIiIjI8pgkJlJRu3btEBMTAwDImTMntmzZgqpVq6rcKyIiIjslAgQFQRwcDHcdHICgII4mJiIiIqJsj0liIhX5+voCAJydnfHrr7/Cx8dH5R4RERHZsZAQ4OBBaPR6ADD8e/AgRxMTERERUbbnqHYHiOzZ0KFDUaVKFfz7779o3Lix2t0hIiKyX89GEcPBAXiWJAZguB8UBPj5AUkmnSUiIiIiyk44kphIRRqNBo0aNUKhQoXU7goREZF9ezaK2CRBDBjuczQxEREREWVzTBITERERkX0zjiLWpvLVWKtlbWIiIiIiytaYJCYiIiIi+xYfD0REAImJKT+emAhcu2ZYj4iIiIgoG2JNYiIiIiKyby4uhpISt24BAHQJCfh7zx7Uq18fTo7Pvi4XLGhYj4iIiIgoG2KSmIiIiIioeHHDDQB0Ojy4cQPw9gacnNTtFxERERGRFbDcBBEREREREZEK5s+fj5IlS8LV1RU+Pj44cODAS9ffsGEDKlSoAFdXV1SpUgWbN2+2Uk+JiCi7Y5KYiIiIiIiIyMrWrVuHgIAAjBs3DkeOHEG1atXg7++Pmzdvprj+3r170b17d/Tv3x9Hjx5Fu3bt0K5dO5w8edLKPSciouyISWIiIiIiIiIiK5s5cyYGDBiAfv36oVKlSli0aBHc3NywYsWKFNefPXs2mjdvjhEjRqBixYqYMGECatSogXnz5lm550RElB1li5rEIgIAePjwYab2o9PpEBsbi4cPH8LJyvXn1Gzb3tvnsdvnsavdPo89820bP/ONMYBsjzniM98rPHZ7O3a12+ex2+exm6t9xua0i4+Px+HDhxEYGKgs02q18PX1RXh4eIrbhIeHIyAgwGSZv78/Nm7cmGo7T58+xdOnT5X7Dx48AADcvXsXOp0uQ303vlbu3Lmj6mvVHtvnsfPY7e3Y1W4/Oxz7o0ePAKQtNmeLJLHxgIsbJxshIiK78ejRI3h6eqrdDUoB4zMRkX1ibH6127dvQ6/Xo1ChQibLCxUqhLNnz6a4TVRUVIrrR0VFpdpOcHAwxo8fn2x5qVKlMtBrIiLKqtISm7NFkrho0aK4du0a3N3dodFoMryfhw8fonjx4rh27Ro8PDzM2EPbbtve2+ex2+exq90+jz3zbYsIHj16hKJFi5qxd2RO5ojPfK/w2O3t2NVun8dun8durvYZm21PYGCgyejjxMRE3L17F/ny5WNszoLt89h57PZ27Gq3nx2OPT2xOVskibVaLV577TWz7c/Dw0OVP77abdt7+zx2+zx2tdvnsWeubY5Ssm3mjM98r/DY2b79tK12+/Z87OZon7E5bfLnzw8HBwdER0ebLI+OjkbhwoVT3KZw4cLpWh8AXFxc4OLiYrIsd+7cGev0C7L6azUrt89j57Gzfftp2xztpzU2c+I6IiIiIiIiIitydnZGzZo1ERYWpixLTExEWFgY6tatm+I2devWNVkfAEJDQ1Ndn4iIKD2yxUhiIiIiIiIioqwkICAAffr0Qa1atVCnTh3MmjULMTEx6NevHwCgd+/eKFasGIKDgwEAQ4YMQaNGjTBjxgy88847+PHHH3Ho0CEsWbJEzcMgIqJsgkniJFxcXDBu3Lhkl+Nk97btvX0eu30eu9rt89jVO3bKWtR+vdjze4XHbp/t89jt89htoX171LVrV9y6dQtjx45FVFQUqlevji1btiiT00VERECrfX7x71tvvYU1a9ZgzJgxGD16NMqWLYuNGzeicuXKVu232q8Ve26fx85jV4M9t29vx64REbFKS0RERERERERERERkc1iTmIiIiIiIiIiIiMiOMUlMREREREREREREZMeYJCYiIiIiIiIiIiKyY0wSE9mx48ePIyEhQe1uEBER0TOMzURERLaFsZnsBZPERHbqq6++QvXq1bFr1y7o9Xq1u2PXOH8oEREBjM22hvGZiIgYm20LY7NlaYTPMKVARKDRaKzebmJiIrRa9c9dWPP4X2zLmm03b94cp06dwsqVK9GkSRM4ODhYpd2UJD1utV5/atDr9crzfvz4cXh5eSF37tzqdoqIbJK9x2bAPuKzLcVmgPEZYHwmotSp+bloK/GZsdn6GJsZmy1F/U8UG5KYmJjicnvOo+/evRt79+61WnvGIDd27Fj8/fffVmv3RcYP2cePH1u0ncTERKWt+Ph4k7YtSafTAQC2bNmCChUqoE+fPtixY4eqZ0ZfDHKpvR8twZptJXXlyhU0bdoUALBx40a0aNECly5dUqUv9vw5R7aNsTk5e43NQPaOz7YYmwH14rNasRlgfCZ6Fcbm5KwdmwHbic+MzdbH386MzZbCJPEzIqJ8yM6dOxeffPIJPvjgA9y8edOqZ2XU/EIMPH+xazQahIWFoVGjRrh7967y4WgpSY/7119/xaRJk1Q/Ozd16lQEBgZabP9JX3PTp09H37590bZtWxw7dkwJepaQmJgIJycn5X5oaCgqVqyoWsBL+rf/8ccf0bp1ayQkJECr1Vrl/ZD0DPyePXuwb98+7N+/3+LtAkBMTAwiIyNRvnx5dOjQAdOmTUPNmjWt0vaLNBoN9u3bhw0bNgCwbuAztnXnzh2rtUlZA2OzAWOzqewYn20tNhv7ZGTt+KxmbAYYn5O2w9hML2JsNlArNgO2GZ8Zm62Dv53tOzYnbcti8VlI9Hq98v+xY8dK7ty5pWvXrlK6dGkpUaKE7Nmzx+J9ePLkicn9I0eOyPr162XTpk0SERGhLE9MTLR4X0REIiMjZfHixTJ58mSrtrtmzRqZN2+eLFmyxCrtvczy5cslf/78cvr0abPvO+lrLjg4WDw9PeXTTz+VatWqSYECBeT777+Xx48fm73dpP744w/Zu3evcr9p06ZStGhRCQ0NlYSEBIu2bZT0eQgLC5MBAwaIg4ODDBw4UHQ6XbJ1zC3p63rYsGGSP39+KVq0qOTJk0f69esn//33n8XaNpo7d65oNBopWbKkssySx5ySxMRESUhIkKZNm8o777xj9bZFDK/H+vXry59//mnV9sl2MTYnx9hskJ3jsy3EZhF147MtxGYR+47PjM2UGsbm5NSKzSK2FZ8Zmy2Pv53tOzYb2xaxbHxmkjiJ6Oho6dOnjxw4cEBERHQ6nbRs2VKKFCkif/31l8XanTRpknz66ady69YtERH59ddfxcXFRapWrSpOTk5Sv359mTVrlsXaf9HVq1dFo9GIh4eHTJkyxWrtXrhwQby8vESj0ciMGTNERJQPO0t7MZgnJibK+fPn5a233pLly5eLiFgkAFy5ckUGDhxo8vrq27evFClSRL777juLBbuzZ89KoUKFpE+fPnLw4EFluTHgbdu2zaoBLyAgQGrWrCkffPCB1KlTRwoXLiw9e/a0aLBL+jc/ePCgvP766xIeHi7//POPhISESL58+aRVq1YW+RsY246Pj5c9e/bIjBkzxNvbW6pVqyYPHjwQEeu99pP2Z//+/ZIvXz75+eefrda2iMjGjRslR44c8vXXX5t8ASMSYWw2ssfYLGJf8dnWYrOI9eOzmrE5afuMz4zN9HKMzQZqxWYR/nY2Ymzmb2cR+4nNIpaPz0wSP7Ns2TLx8PCQWrVqydmzZ00ea9mypRQtWlR2795tkbYXL14sGo1GRo8eLWfOnBEfHx9ZtGiRxMbGysmTJ+Xjjz+WGjVqyJw5cyzSfkoWLVokzs7O0q9fP4mNjbVIGy8GlydPnsjGjRulatWqUrNmTWW5NT90X/xQGzx4sJQqVSrZGWtzWL16tWg0GqlQoYJJwBER6devnxQtWlRWr14tDx8+zHRbKZ3RXr9+vVSuXFnee+89k/Z9fX2lePHi8scff1jlrFxISIjkz59f+YDT6/Uyc+ZMqV69urz77rsWPyu6fPly6dGjhwwaNMhk+blz5yRXrlzy+eefm7U9498iNDRUvvjiCzl69KiIiBw/flyqVq0qVatWNXkdhoaGyv37983ah6T9MNLr9XL//n3p0aOHfPjhh5KYmGiVv390dLTUrFlTvv7665f2j+wTY7Mpe43NItkzPttybBZRNz5bOzaLMD4nxdhML8PYbMoasVnENuMzY7N9xWYR/nY2ys6/nZkkfiY6OlqaNm0qjo6OymUySf/IrVu3Fo1GI8eOHbNI+8YPvWHDhkmHDh0kOjpaeezy5cvywQcfSJMmTZSzptawcOFC0Wg0Fjkr+uIb6OnTpyJiODu0efNmKVGihDRt2lR53BrBbvHixdKpUyfZtm2bxMfHi4jInTt3pGbNmrJgwQIRydybL6UPjbZt24pGo5HvvvtOadOof//+otFozHoJgfFMm9FPP/0kFStWlPfee08OHz6sLK9evbq0adPGbO2+zPfffy9FixaV27dvK8sePnwoY8eOFTc3N3n//feV58bcP06ioqKke/fukidPHmnfvr2yPC4uTkREpk2bJtWrV5c7d+6Yte2ff/5ZXF1dZeLEiSafKSdOnFCC3aFDh2TUqFFSsmRJiYyMNFvbSe3fvz/Zmc9Vq1ZJjhw55Pjx4yJi+R+EFy5ckGLFiik/JhITE/kjlBSMzcnZW2wWyf7x2RZjs4h68Vmt2CzC+GzE2Ewvw9icnCVjs4htxmfGZgN7ic0i/O2sdmwWsU58tsskcWoZ/ps3b0qdOnWkYsWKcuHCBREx/SN/9tlnZv/ATbr/VatWiUajEQcHBzl06JDJeocOHRKNRiM7duywSPsnTpyQsLAw+fXXX00eN9Z8mTp1qkVe8FOmTJH27dvLm2++KQsWLJArV66IiMjmzZulXLly4ufnp6xr6TMz06ZNk549e4qzs7P06NFD5syZI3q9Xrp27Srdu3c3Wzsv1jTy9/eXwoULp1jTaNKkSZl6ze3du1fOnTsnIiLffPONDB48WC5fvmyyzvr166VAgQLSq1cvk4Bn6ctUjP766y+pUKGChISEmCyPiIiQYsWKSbly5aR///5mee+ldEyHDh2Svn37ipOTk3z//fcmjy1YsECqVq0qjx49ynTbRqdPn5aSJUvK4sWLU3z83Llz4uPjI8WLF5fSpUsn+ywwh8TERLlz54707t1bNBqN9OrVS1avXq083rlzZ+natavF62KLGC7TK1mypKxatUpZZvw7bd26Vf744w+L94FsA2Nz8vYZmw2yW3y2tdgsom58toXYLML4nBRjMxkxNidvX63YLGJb8ZmxOXvHZhHbiM+MzaasEZ/tLkmc9IV+/PhxOXLkiMmZhlu3bknNmjXljTfeSDHgiVj2zNy6detEo9HIhx9+KDdu3DDpV8WKFZN9GGSG8bh++eUXee2116RKlSqSO3du8fPzk+PHjyvP1dy5c8XFxUXGjx+f6TaTPv/jxo2TvHnzypAhQ6R///6SN29e6dGjh/LG3rRpk1SqVEm8vb0z3e7L+vGiXbt2ybBhw6RYsWLSqlUr5azk77//nul2M1rTKCOvucuXL4uPj4+0bt1abty4IStWrJB8+fJJYGCg8oXC6Msvv5TcuXNL586d5dSpU5lqNy2+/vpr2bVrl4gYzkjWqFFDWrVqJSdOnFDWuXTpknTq1EkmTJgg3t7emZ4II+nfPCIiQk6ePKksu3z5svTu3Vv5wI2JiZGoqCjx9fWVFi1aZPqLXtIzfH/++aeUK1fO5EtHSvsPDw+XqKioTLX7KjExMbJ//35p2bKlVK9eXWrUqCGhoaESFBQkLVq0UD4DzSXpcRqf+8ePH0vjxo2lSZMmcvLkSZP1hw4dKi1atLBKwCV1MTY/Z8+x+cW+vCg7xGdbjs0i1o/PasZmEcZnEcZmSh1j83NqxGYR24nPjM3P2UNsFuFv55TYy29nu0oSJ32hBwUFSenSpaV06dKSK1cuWblypdy9e1dERG7fvi21atWSqlWrypkzZ8zej6Qv+osXL8q+ffvk77//Vobpr1ixQjQajQwcOFB2794tly9flsDAQMmdO7fJjK3mEBoaKnny5JFly5aJiGF2WI1GI2+//bYcPnxY6efUqVMlb968cufOHbO0e/XqVfn8888lLCxMWbZ161apWbOm9O3bV2JiYuTJkyeyYcMG6d69u1nPziXd12+//SarVq1SzkwlLYp+584dGTJkiHTo0EE0Go188MEHybZ/FbVrGi1ZskSaNGkiXbt2lUePHsm6deukcOHCMmrUKJMP2m+++UYaNWokffr0sfhZ54cPH0qbNm1Eq9UqwevUqVNStGhR8fPzkxkzZsi2bdvE19dXunfvLnfv3hV3d3eZOXNmhttM+ncICgqSqlWrSpEiRaRGjRoyffp0iYmJkdOnTytnB728vKRv377SsGFDpaZWRp6X2NhYiYuLk6tXryo1yn766ScpVKiQUispaZH9vXv3yv79+zN8nC9jfA7Onj0rW7dulYMHDypf9O/evSsnT56U9u3by1tvvSU+Pj5KvTdztx8aGipDhw6VZs2ayaJFiyQqKkoiIiKkSJEi4ufnJ/PmzZPff/9dPvroI/H09DT58kPZE2NzcvYYm0XsJz7bYmwWsX58Vis2izA+v9g2YzO9iLE5ObViswh/OzM287ezPcXmpO2rEZ/tKklsNH78eClSpIhydvHdd98VDw8PmTp1qty7d09EDAHPy8tL3n33XbO3b/yD//zzz1KhQgV5/fXX5c0335SqVasqNZWMtZY0Go107txZGjRooBTpzozLly/L//73PxEx1DIaOnSojBs3TkRE/v33XyldurT07dtXSpcuLW+++aYcOnRIeYMbvwxk1v/+9z/RaDRSsGBBk0AnYjhT5OzsrFwelPRDwBwfwkn3MWrUKClatKi89dZbUqBAAfH395cjR44kayc2NlZmz54trq6uGf7yY+2aRkk/2FeuXCn16tWTrl27ysOHD2Xt2rVSpEgRGTlypOzfv1/i4+OlQ4cOsmHDBmU7S3yxSNqniIgI6d27tzg7OytnRc+cOSOdOnWSChUqSJkyZaRRo0ZKcKhbt678+OOPme7L5MmTpVChQrJp0yZJSEiQpk2bSokSJeSff/4REUPAfe+99+T11183CazGL6Lpcfr0aenQoYNUrlxZHB0dpXr16jJ+/HiJjo6W/Pnzy9ChQ5NtM3ToUAkODk5WYyuzjM/9Tz/9JMWKFZOSJUtKiRIlpHz58skmFtm6dat8/fXXUqhQIeV5MZdffvlF3N3dZdCgQRIUFCTFihUTPz8/efr0qVy4cEHatm0r5cuXlzJlykj9+vUtVsuObBNjs/3G5hf3k13jsy3F5qT7Uzs+WzM2izA+v4ixmV6GsVnd2CzC384ijM387Wx/sVlEvfhsF0nipPVlTpw4Ib6+vsrlDxs3bpQ8efIoRdCnTp2qFAG/f/++WWu5xMTEKMt27doluXLlksWLF8vTp0/l999/F41GIzNnzjS5nEWj0chXX31llhkar1+/Lvnz55eKFSvKDz/8ICKG2TFPnTol9+7dk9q1a8v7778vIiLbt28XjUYjNWvWzPSLzXj8xn+vX78uH3/8sWg0Gvn2229FxDSgvfHGGzJt2rRMtfkqM2bMkKJFiyqX56xdu1Y0Go00aNBAjhw5ovwNkn44N2jQIM2TEdhCTaOXBbwNGzZIlSpVpHDhwlKuXDl54403lL+BpWpoGc+mG/d/7do1effdd8XZ2Vn++usvERF59OiR3LlzR65evapsFxgYKEWLFk32/KVF0gB1//59ady4sXz33XciYnjtu7u7K2fCje/1f/75RwYMGCAVK1ZMVmssrY4fPy6enp7y8ccfy7Jly+SXX36Rtm3bioODg3Ts2FF++OEHyZcvn3z88cdy7do1OXXqlDLqwdyjMIx/1/3794u7u7ssWrRIIiMjZefOnfLuu++Kq6urSZ0vI3PPzhwRESFVq1aVhQsXiojhdeDu7i4jR45Unvv4+Hh5+PChREZGZnpmYrJ9jM0GjM2msnt8trXYLGL9+KxWbBZhfH4RYzO9iLHZQK3YLGKb8ZmxOfvHZhH+dhaxjdgsom58zvZJYmN9mTZt2silS5ckLi5Oli1bJk+fPpW//vpLihYtKnPnzhURkS5dukju3Lll7NixJk9yZgKe8UPr0KFDUqZMGeXNOmXKFPn4449FxPAC8PLyUu6LiHI25Pvvv5fTp09nuP2kduzYIVqtVmrXri1t2rSRtWvXKo/98ssvUqtWLaWOyubNm6VNmzbi7e0tly5dynCba9eulX79+sm5c+dMaqPcuHFDevfuLTly5DA5I/rgwQMpXbq0LFq0KMNtpmTr1q3K8d6/f18GDRqkFFr/+eefJXfu3DJjxgwpU6aMNGjQQA4dOpTsQ7927drK2eOXsaWaRqkFvLt378r58+dlzZo1smjRIuXD0FK1lNatWydubm7Kh7ixX1evXpW2bduKm5ubSbAXETl69Ki0bt1aihYtKkeOHEl3m1u3bpWpU6cql6Dcv39fvL295ebNmxISEiK5cuVSPnRjY2Nl0aJFypeTY8eOycCBA6VQoUKycePGdLV78+ZN8fb2ls8//zzZ8nnz5om7u7u0atVKfvvtNylcuLAULVpUypQpI+XLl8/QcabmypUryvOckJAgy5YtkyZNmph8kbpx44b06NFDvL29k80Abe4vPREREeLt7S2PHz+W8+fPS7FixWTAgAHK4+Hh4clGDVD2xdj8nD3HZhH7jM+2EptFrB+f1YrNIozPKWFspqQYm59TIzaL2E58Zmy2r9gswt/OthSbRdSNz9k+SSxiqC/z9ttvS5cuXeTatWvK8gEDBki/fv2UwDJ48GDx9vaWevXqmeWPbHxBHTt2TNzd3U2GyA8YMED69+8v169fl9dee00GDhyotLlhwwaZPn26RT543nvvPalevbp07NhRmjRpopwZWrhwoRQrVkypszJ69GgZO3Zspvrw4MEDKVOmjBQoUECqVKki/fv3l5UrVyqPx8TESPfu3cXV1VWGDBkiU6ZMkVatWknlypVNzo5m1p49e0Sj0UitWrWUM8FhYWESFRUlR48elTJlysjs2bNFROS7774TjUYjlSpVUj70RAxnklxcXNJ8CYEt1TRK+lpesWKF1K9fX7p27Sr//vuvyePmfL29eAZ837594u/vL6VKlZKzZ8+aPLZ+/XrlErHjx4+b7Gf+/PnK+umxYsUKKVasmHz44YcmtaveeustadCggXh4eCj1xEQMAbdRo0Yml+UcOnRIPvnkE7l48WK62j5y5IhUrlxZTpw4oTynxmO9d++eTJw4Udzd3WXLli1y69YtCQ0Nlb1795pMuJFZcXFx8uabb0rJkiWVv+/MmTMlT548yqWBxuV//PGHFC9e3KxnYWNiYuTWrVuyfft2iYyMlPv370tkZKQUK1ZMtm/fLmXKlJEBAwYoz8s///wj3bp1M2ugJ9vH2PycPcZmEfuOz2rEZhF147OasVmE8ZmxmdKCsfk5a8ZmEduJz4zNBvYSm0X425m/nU1l6yTxi2eDGjRoIF26dFE+wBo2bGhyFrJ9+/Zy7NixFC+XSK+kf0A3N7dkRawXLlwonTp1kiJFiiiXqiQmJkp8fLx8+OGHMnToULMOWTdeOrBp0ybp27evbN26VTp06CANGzaUX3/9Ve7duyfFihWTMmXKSL169cTT0zPTtZwSEhIkMDBQFi1aJIcPH5Zp06ZJ7ty5pXv37krtmFu3bsmwYcNEo9FIp06dZN26dUpfzRXsNm7cKBqNRho2bCitW7c2+TCbM2eOvP3223Lz5k0RMdS0+vjjj6Vbt24mH/737t1L0weRrdU0SqlfK1askIYNG8q7775r8uXPXJKeAX/06JGy/OjRo9KiRYtkH6q7d++WgQMHysyZM83yN1+7dq24ubnJunXrlLNrxuPftGmTVKhQQRo0aKCs//jxY2nZsqU0btw4WcDPSD2llStXiqurq3L/xc+RS5cuiaenpwQHB6d732mVmJgou3fvlsqVK0v16tUlMTFRLl26JJUqVZKZM2cqwU5E5Ny5c1K6dGmzFf0/d+6c9O7dWypUqCCurq7i6ekpPXr0kBMnTsjIkSOV93pSgYGBUrt2bfnvv//M0geybYzNz9lzbBZhfLZmbBZRNz6rHZtF7Ds+MzbTqzA2P6dGbBaxnfjM2Gw/sdnYPn8787dzUtk6SSyS/IOnUaNG0qVLF7l9+7bMmzdPtFqtdO/eXby9vaVSpUpmrS8TEREh+fPnly5dupgsX7x4sXTv3l2qVKkiBQoUUGqaPHr0SEaPHi1FihTJ0BmglNr/5ZdfTJbdvHlTKlSoIPPmzZObN29Khw4dpF69evL7779LdHS0fPbZZxIYGGi2S3U2b94s7u7uylnEJ0+eSFBQkFK3acqUKbJ582YZNmyY5MqVS/7++28RyfgPgNT06tVLGjVqJB06dDCprRMYGCjlypWTGzduyIMHD6RVq1Yyb948ZbuMnCW0xZpGL+5/+fLl4uPjI8uXLzdr2ymdAV+xYoXy+Llz58Tf318KFy4s27Ztk1OnTkn79u3lww8/VNbJTLC7efOmNG7c2ORvKGJ4bx05ckQ2bdokwcHBUqlSJalVq5a0b99e6tevL1WrVlVGRmT2zPDu3bvF1dVVfvrpp1TX8fb2VkZIWOrvrtfrJTw8XMqXLy+1a9cWEZEvvvhCqlSpIlOnTpWoqCh59OiRjBo1Sl5//XVl8o/M+Oeff6RIkSIyaNAg+fbbb+XMmTMyatQoKVOmjFSoUEGmTZsmvXv3ltdff11CQ0Plp59+kmHDhom7uzsnwrEzjM2MzUb2Hp+tEZtF1I3PthCbRew3PjM2U1oxNqsbm0VsJz4zNmf/2CxiG/HZXmOziO3G52yfJBZJ/sFjvGzgxo0bsnjxYunSpYt88MEHZv0iKmKor2OsY7Rnzx4RMcwQ6ebmJidPnpTIyEgpWbKk1KhRQ8qVKyctWrSQIkWKmGXYeEREhOTLl080Go20bNlS1q1bp5wJ/u2336RBgwZy8+ZNZRbJxo0by4YNGzLdbko++ugj+eijj5T7lSpVknbt2snw4cOlefPmotFo5Ouvv5Z3331XcufOrczOag7GgPn999/LgAEDZN++fdKhQwdp0KCBEuCLFCkiRYoUkdKlS0uVKlXMMjumLdU0Sq1f77zzjrRt29as+0/tDHi3bt1k6tSpotPp5NSpUzJw4EDRaDRSpkwZqVatmvKcZ/ZD/+bNm1KpUiWTovkLFiyQTp06iUajkbJly0rVqlUlPDxcPvnkExkyZIhMnz5d+TuY42zstWvXpGDBgtKmTRuTOlpJZzt+6623ZPXq1ZluK6kbN25IeHi4ybL4+HjZv3+/lCpVSho2bCgiIkFBQVK5cmVxdXWVN998UwoUKGCWzxzj6I/AwMBkz+PatWulTp064uPjI0uXLpV+/fqJp6enVKlSRXx9fc0+EyxlDYzN9hubRRifU+uTJWKziLrx2RZis4h9xmfGZkovxmZ1Y7MIfzszNvO3s0j2js0ith2f7SJJLJJ6fZmoqCgRef4iNHe9vfPnz0vz5s2lTZs2MmDAAClYsKBs3bpVefzGjRuydu1aCQwMlB9++EGpd5NZV65ckVq1akndunWlRo0a8v7770uJEiVk8eLFsm7dOmnVqpVs3rxZREROnTolvr6+0qpVK4sUv162bJnUq1dP7t69q9SuMrZz7do1Wbduneh0Onn8+LG0bdtWihUrlqlLhrZv325SM0dE5L///pNixYrJihUr5MaNG9KhQwepX7++/PHHH3L37l2ZM2eOLFiwwKwfeGrVNEprvz766CPp1q2bPH361Kz7f9kZ8Nq1a8uUKVPk7Nmz8s8//0h4eLhy/OZ4zm/evCmvvfaavP/++xIWFiYdO3aUKlWqyIcffihbt26V9evXy+uvvy7ffPNNsm3N+Xf4+eefxdnZWXr16iUnT540eWzMmDFSsmTJZBMxZEbSL7eNGzeWwMBACQsLU95nBw4ckCpVqki9evVExPC5s3z5cvnll1/M0g/j6I/OnTsryxITE03+posWLZJ8+fLJkiVLRETkwoUL8vjxY86UbucYm+0nNoswPqelT5aKzSLqxWdbic0i9hWfGZspoxib1YvNIvztLMLYzN/Oz2W32Gxs35bjs90kiUWSf/A0aNBAevXqpdSXsdTQ9XPnzkmzZs0kR44cMn36dGW5uQPri86fPy8dOnSQdu3ayS+//CK//vqrNG7cWNq1aycajUZ8fHyUD7qzZ89arM6OiGF2U41GI40aNZI7d+6kuI5Op5Pbt2/L9evXM9zO9u3blULu/v7+snDhQjlx4oSIGM7ItG7dWh49eiQnT56Ujh07SqNGjZSC/Ebm/MCzdk2jtLp165bUq1dPeW7M7WVnwJs1ayYajUZWrVqlPG7O53zbtm3i6ekppUuXlmrVqklYWJjcvn1bRAxnIqtXry5jxowxW3spSUhIkEWLFomjo6OUL19e3nvvPfniiy+kR48ekidPHrMXmb9y5YpUr15dypcvL7Vq1ZI+ffqIq6urVK9eXXr16iXr1q2T9evXS5kyZaRZs2Zm/6xLOvpj9+7dJo8lbat+/frSvn17EbH+yRGyXYzN2T82izA+p4WlY7OIevHZFmKziH3FZ8ZmygzGZvViswh/O4swNvO3c/aMzSK2H5/tKkksYr36Mi+6ePGi+Pn5SYsWLUxeCJauQ3v27Flp0aKF+Pn5yblz5+Tx48cSHh4urVq1UobsW6Oez+rVq6Vy5cpy6NAhi7Z54cIFadiwobz99tvSuHFj+eSTTyRfvnwya9YsmTlzprz99tvK83/q1Clp3LixySQMlqDWa+5Vnjx5YrF9v+wMeGRkpKxdu9aiX/Zu3ryZ4uiCu3fvSsOGDWXx4sUWazsp4yVab7zxhtSrV08++ugjs86EmtSFCxekffv20rZtW9m3b59cvXpV1q5dK/Xq1ZM6deqIm5ubVKlSRTQajbRr105EzPv6M47+8Pf3T/UzrnHjxtKzZ0+ztUnZB2Nz9o7NIozPaWXJ2Cyibny2ldgsYj/xmbGZMoOx2bqxOen++dvZgLGZv52zY2wWse34bHdJYhHr1JdJSdIXgrHWkrXa9fPzEz8/P6u2m1RkZKQUKVLEorNSGp07d046dOggrVu3ltDQUNmyZYt06NBBWrRoobzJjWdiLl++bJFZUV+k1mtOTWk9A24tN2/elHfeeUd8fHyseiYuISHBojPwJnX27Fnx9/eXZs2ayYEDB5Tl9+7dk++++05Gjx4t3t7eZj8ba5TaZ5xer5dr165JixYt5NtvvxURdU+QkG1ibLY+a8ZmEcZnW2FL8Vmt2CxiP/GZsZkyg7FZHfztzNicEv52Ni/+dk6ZXSaJRaxTXyYl58+fl1atWsmbb76ZrFC2pdtN6UyFNc2ZM0fy5csnp06dsnhbZ8+elebNm4ufn5+cOXNGEhIS5NSpU9K/f39lJsikbzRrBjtrv+asTY0Rai9z69YtCQ4OlnfeeUdq165t9ok2XiXpcVvjOTh//rz4+/uLv7+/7Ny5M9nj1rhcL6XPmlGjRkm1atVUL7VCto2x2fqsGZtFGJ/VZEvxWe3YLGJf8ZmxmTKDsVkd/O3M2KwGteOzPcVmY/u2Fp/tNkksYp36Mik5c+aMdOrUSa5evWrVdtUKtEYXL16U3r17WyWoiJieCf7rr79MHrNWH16k1mtODdYeoZaao0ePSqtWrWTIkCFmnyndViUNNn///beq7R85ckSmTJkiuXLlUr5kEr0MY7N1WTs2izA+q80W4rM9xmYRdeMzYzNlBmOz9fG3M2OzGuwxPvO3sym7ThKLWL6+TGrUOhOmVqA1svaspMY3XPPmzVU9E5yUWq85NVh7hFpq7t27p8qMuGpS+8utsf2CBQuKk5OTclacKC0Ym61Ljc9Hxmd12UJ8tsfYLKJufGZspsxgbLY+/nZmbFaDPcZn/nZ+Tgs75+rqqkq7zs7OqrRboUIF/PDDD/Dy8lKlfY1GAwBwcHCwSntly5bFnDlz4ODggGHDhuH48eNWafdl1HrNqaFly5Z45513UKFCBVX7kTt3bmg0GoiI1V57aitbtiymTZuG1157DUWLFlWl/enTp+PNN9/E0aNHUbNmTav3gbIuxmbrsnZsBhif1WYL8dkeYzOgbnxmbKbMYGy2Pv52ZmxWgz3GZ/52fk4jIqJa60RWcubMGSxbtgzTpk2DVmv350asSkSg0Wig1+vtJsjYkvj4eNW+XAOATqeDk5OTau0TkW1jfFYP47O61IzPjM1E9DKMzephbFYXfzszSUx2KDExkcGOiIjIxjA+ExER2RbGZiL7wiQxERERERERERERkR3jKSEiIiIiIiIiIiIiO8YkMREREREREREREZEdY5KYiIiIiIiIiIiIyI4xSUxERERERERERERkx5gkJiIiIiIiIiIiIrJjTBITERERERERERER2TEmiYmIiIiIiIiIiIjsGJPERERERERERERERHaMSWIiIiIiIiIiIiIiO8YkMREREREREREREZEdY5KYiIiIiIiIiIiIyI4xSUxERERERERERERkx5gkJiIiIiIiIiIiIrJjTBITERERERERERER2TEmiYmIiIiIiIiIiIjsGJPERERERERERERERHaMSWIiIiIiIiIiIiIiO8YkMREREREREREREZEdY5KYiIiIiIiIiIiIyI4xSUxERERERERERERkx5gkJiIiIiIiIiIiIrJjTBITERERERERERER2TEmiYmIiIiIiIiIiIjsGJPERERERERERERERHaMSWIiIiIiIiIiIiIiO8YkMREREREREREREZEdY5KYiIiIiIiIiIiIyI4xSUxERERERERERERkx5gkJiIiIiIiIiIiIrJjTBITERERERERERER2TEmiYmIiIiIiIiIiIjsGJPERERERERERERERHaMSWIiIiIiIiIiIiIiO8YkMREREREREREREZEdY5KYiIiIiIiIiIiIyI4xSUxERERERERERERkx5gkJiIiIiIiIiIiIrJjTBITERERERERERER2TEmiYmIiIiIiIiIiIjsGJPERERERERERERERHaMSWIiIiIiIiIiIiIiO8YkMREREREREREREZEdY5KYiIiIiIiIiIiIyI4xSUxERERERERERERkx5gkJiIiIiIiIiIiIrJjTBITERERERERERER2TEmiYmIiIiIiIiIiIjsGJPERERERERERERERHaMSWIiIiIiIiIiIiIiO8YkMREREREREREREZEdY5KYiIiIiIiIiIiIyI4xSUxERERERERERERkx5gkJsoCtmzZAo1Gg+XLlyd7bNasWdBoNGjWrFmyxy5fvgwHBwf07dvXLPsgIiKil7t48SI0Go3Jzd3dHZUrV8bgwYNx/vx5s2xDRERERGROjmp3gIhezdPTEwDw8OFDk+WJiYmYO3duio8BwLx585CYmIihQ4fiyZMnmd4HERERvdzRo0cBAB9//DHefPNNiAgePHiAo0ePYtWqVVi2bBlWr16Nzp07Z2obIiIiIiJzYpKYKAtILUn8+++/499//0WVKlXw4MEDk8diYmKwYsUKNGrUCNWrV8fp06czvQ8iIiJ6OWPCt3///vD29jZ5bMyYMahXrx769u2L+vXro0iRIhnehoiIiIjInFhugigLyJ07N4DkCd7Zs2ejcuXKaNeuXbIE73fffYf79+8rI4DNsQ8iIiJ6uaNHj8LJyQlvvPFGssdKlSqFkSNHIjY2FuvXr8/UNkRERERE5sQkMZGKevToAY1Gg48++uil66U0kvjEiRPYsWMHhg4dCg8Pj2QJ3rlz56JUqVJo06aN2fZBRERkj9IarwFDwrdixYpwdnZO8fHatWsDAM6ePZupbYiIiOxN7dq1Ubhw4RRv69atU7t7RFkek8REKjp8+DAAoFatWi9dL2fOnHB0dDRJ8M6aNQsFChRAz5494e7ujidPnkCn0wEAQkNDcebMGXzyySfQarVm2wcREZE9Smu8vnHjBqKjo19aosnBwQGAYU6AjG5DRERkj27duoXo6OgUb8Y5eIgo41iTmEglDx8+xIULFwAANWvWfOX6np6eSoL39u3bWLNmDUaOHAlXV1d4eHgo+8yXLx/mzJkDd3d39O/f3+z7ICIisifpidfG2sIvS/jeunULAJLVI07PNkRERPboypUraneBKFtjkphIJUePHoWIwNXVNcUahC9KmuBdvHgxRES57NWY4H3w4AHu37+PzZs34+OPP1aWm3MfRERE9iQ98dqY8K1WrVqq6xw8eBAAUK9evQxvQ0RERERkbkwSE6nEeOlq1apV4ej46rdi7ty58fDhQ+h0OixYsADdu3dHoUKFAADu7u4ADAne7777DgDw6aefWmQfRERE9iQ98fpVo4ITExPxww8/oGDBgmjYsGGGtyEiIiIiMjcWGiWyokOHDqFnz54oVqwYRowYAcAwOqhQoULo0aMHLl26lOq2xlHAGzZswH///YehQ4cqjxlH+16/fh0rV67EO++8g9dff90i+yAiIsruMhqvjx49iuLFiyNv3rwpPj5lyhT8+++/+Oyzz+Di4pLhbYiIiIiIzI1JYiIrEBGMHj0aderUwZo1a3D37l2ICADA1dUVN2/exNq1a1GrVi2cOXMmxX14enriwYMHmD17Nt5++22Ty1KNCd45c+bgwYMHGDJkiMX2QURElF1lJl4/ePAAly9fTnFEsE6nw+TJk/HFF1/g7bffRkBAQIa3ISIisieNGjWCRqPB2LFjU11n+PDh0Gg0aN26tRV7RpT9sNwEkRUMGzYMs2fPRs6cOTF37ly0bt0aBQsWBADs27cPt27dQrt27XD//n18+umnCA0NTbaP3Llz48GDBzhw4AB+//13k8eMpSJCQ0NRpUoVNG3aNMV+mGMfRERE2VVm4vWxY8cgItDr9fj+++8BGCa9O3fuHP73v//h6tWr6NmzJ5YsWQIHB4cMb0NERGQvRATHjh0DANSoUSPV9Y4cOfLKdYjo1ZgkJrKwP/74A7NnzwYArFu3Du+88w527typTIJTqVIlODo6YsSIERg3bhzCwsJw9+7dZJedenp6AgDKli2Ld955x+SxpJPLvWwEsDn2QURElB1lNl4bawtv3rwZmzdvhpOTE3Lnzo0SJUqgXbt26NOnD7y9vU3azMg2RERE9uLSpUvKxOs1a9ZMdT1jIpkxkyhzNGK8ho6ILOKNN97A6dOn0adPH3z77bcAgJkzZ2L48OGoXbs2Dhw4AMAwQqlu3brK/318fNTqMhERkd1hvCYiIrItGzZsQJcuXVCgQAHcvHkzxXUuXbqkzKVz9epVeHl5WbOLRNkKaxITWdCePXtw+vRpADCZJC6ly2GM5R4AgOduiIiIrIfxmoiIyPakpYyE8aqcfPnyMUFMlElMEhNZ0NatWwEAJUuWNJmUxhjIkga76Oho5f+vvfaadTpIREREjNdEREQ2KKU4/CJjIvnFUhMRERF49913UaFCBXh4eCBXrlyoXLkyvvrqKzx69MhynSbKwpgkJrIgY8B68803lWWxsbE4d+4cANNAdvjwYQBA4cKFUaxYMbP3ZdKkSdBoNIiKijL7vomIiLIyxmsiIiLbY0wSv6wecWpJ4ujoaERGRqJ9+/b4+uuvMWPGDNStWxcTJ05EkyZNoNPpLNdxoiyKE9cRWVBERAQAKDOjA8A///wDvV4PR0dHVK1aVVn+v//9DwDQvHlzaDQaAMDjx48xffp0HDp0CIcOHUJ0dLRJrcT0OH78OAoVKoTChQtn4oiIiIiyH8ZrIiIi23L9+nWlDnFayk28uE7t2rWxc+dOk2UffPABypUrh5EjRyI0NBQtW7Y0b6eJsjiOJCayAuOMrMDzM52VKlWCi4sLAODAgQP4+++/ARgCl9Ht27cxfvx4HDlyBLVq1cpUH44fP45q1aplah9ERETZGeM1ERGRbTDGYU9PT5QqVSrFdS5duqQkkl8cSZwa477u3btnhl4SZS8cSUxkQWXLlsXJkyexY8cO6PV6ODg4JCu+//jxY7z//vsAgI4dO5pc6lqkSBFERkaiWLFiiIuLQ44cOTLUj7i4OFy4cAFt2rTJ5BERERFlP4zXREREtsU4QrhQoUKprrNu3ToAQK5cuVC2bNkU14mLi8Pjx4/x5MkTHD9+HKNHj4arqysaNmxo/k4TZXEcSUxkQV26dAEAXL16FcOGDUNcXJzJj85jx46hSZMmOHHiBMqWLYuFCxeabO/i4pLueod79uxB06ZNkTNnThQtWhRTpkzBqVOnoNfrOTKJiIgoBYzXREREtsUYhyMjIxEXF5fs8StXrmDatGkAgKpVq0KrTTm9tWzZMhQoUABeXl5o1aoVtFot/ve//6F48eKW6zxRFsUkMZEFdenSBa1atQIAzJ07F7lz58Y///wDABg1ahS8vb1x6NAh1KpVC9u3b0eBAgUy1d4vv/yCJk2a4NGjR/j6668REBCA2bNnY8iQIQBgMmM7ERERGTBeExER2RbjSOLY2Fj06tULV69eBWC4sufHH39E/fr1cf/+fQCAo6MjHjx4gAcPHiTbT7t27RAaGoqffvoJAQEByJUrl0l5qYz67rvv4Ovrm+n9ENkSjYiI2p0gys50Oh2mT5+OVatW4d9//1VmUXV3d0fVqlXRp08f9OvXD46OL6/+Yrx8NbWJcK5evYrKlSujadOm+OWXX5QzqYcPH0atWrXg6uqKx48fw8HBwezHSERElNUxXhMREdmGO3fuIH/+/ACA1q1b4/fffwcAODk5KfHZx8cHWq0W4eHhAACNRoOoqCiTSWhTsmHDBnTp0gWhoaFKknfevHn49ttvceLECbRv3x4//vjjK/s4atQo6HQ6zJw5M8PHSWRrOJKYyMKcnJwQGBiIs2fPYs6cOQCAypUr4+HDh9izZw8GDBjwyh+caTFp0iQ8efIEM2bMMLnUpmbNmvD09MQbb7zBH5xERESpYLwmIiKyDcZRxK6urli/fj3GjBmD4sWLQ6PRoEyZMhg9ejS2b9+OsWPHokCBAihQoAA++OCDVyaIAaBDhw5wdXXFypUrlWVFixbFmDFjMGDAgDT38eTJkywPRdkOJ64jsiJjsEvrzKtppdfr8fPPP6Nly5YoU6ZMio/z0lUiIqK0YbwmIiJSj7EecZUqVeDq6ooJEyZgwoQJydZr3rw5bt68ma59JyQkQKfT4d69e8qyDh06AACOHTuG27dvJ9tGRDB79mxMmTIFCQkJmDBhAk6dOoWqVaumq20iW8eRxERWZKkfndeuXcPdu3dRu3btZI+dOnUKjx8/5llOIiKiNGK8JiIiUo854nB0dHSKyxcvXgy9Xg8fH5807ys4OBirV6/G/v37ERERgT///BP//fcfKlWqlOH+EdkijiQmspKEhAScOHECgPl/dMbExKT62KxZswBwEhwiIqK0YLwmIiJSl3EkcWZi4qhRo3D69Gk0a9YMJUqUwOPHj7Fr1y78/vvvKF++vDJZ7KvcvXsXkydPxv79++Hl5QUA6NixIy5dugQXF5cM94/IFnEkMZGVnD17FnFxcQDM/wOwRIkS0Gg0CA0NNVm+b98+rFq1ChqNhpfCEBERpQHjNRERkXoeP36MixcvAsjcydoOHTqgUKFCWLVqFT755BMEBQXhypUrGDNmDA4cOIDcuXOnaT/bt29HqVKl8MYbbyjLoqOjGa8pW+JIYiIrqVy5MkQk3dvNmzcP9+/fR0JCAgDg+PHjmDhxIgCgYcOGaNiwIXLlyoXOnTtj/fr16NChA5o3b45z585hyZIlcHd3h6enJzw9Pc16PERERNkR4zUREZF6/vnnHyQmJkKr1WYqEdumTRu0adMm0/25ffs2ChQoYLJs3bp16Ny5c6b3TWRrzD6S+K+//kLr1q1RtGhRaDQabNy48ZXb7Ny5EzVq1ICLiwtef/11fPvtt+buFlGWNX36dAQFBWH8+PEADPWZgoKCEBQUhO3btyvrLV68GL169cJff/2FgIAAHDhwAOvXr0fOnDlZ35CIGJ+JLIzxmoiIKPPq1asHEYFer4ebm5tV2kxISEBcXBwSEhKQmJiIuLg46HQ6AEDFihWxf/9+nDhxAo8fP8bnn3+Ow4cPcyQxZUtmH0kcExODatWq4b333lNmiHyZy5cv45133sGgQYPwww8/ICwsDO+//z6KFCkCf39/c3ePKMu5cuVKmtbLnTs3vvvuu2TLIyIizNwjIsqKGJ+JLIvxmoiIKGuaOHGicpIXADZs2IA+ffrg22+/RaNGjfD++++jfv36yJ8/P7p06QIXFxcmiSlb0khGrqdL6841Gvz6669o165dquuMGjUKmzZtwsmTJ5Vl3bp1w/3797FlyxZLdY2IiMhuMT4TERERERFRUqrXJA4PD4evr6/JMn9/fwwdOjTVbZ4+fYqnT58q9xMTE3H37l3ky5cPGo3GUl0lIiIbIiJ49OgRihYtCq2W87CaG+MzERGlF2Oz7UtMTMR///0Hd3d3xmYiIjuQrtgsFgRAfv3115euU7ZsWZk8ebLJsk2bNgkAiY2NTXGbcePGCQDeeOONN954k2vXrpkrbNkNgPGZN9544403y92yW2zetWuXtGrVSooUKSKAaQyNj4+XkSNHSuXKlcXNzU2KFCkivXr1kuvXr5vs486dO9KjRw9xd3cXT09Pee+99+TRo0cm6/zzzz9Sv359cXFxkddee02mTJmSrC/r16+X8uXLi4uLi1SuXFk2bdqUrmO5du2a6q8P3njjjTferH9LS2xWfSRxRgQGBiIgIEC5/+DBA3h5eeHy5ctwd3fP8H51Oh127NiBJk2awMnJyRxdzRJt23v7PHb7PHa12+exZ77tR48eoVSpUpn63CfzskR85nuFx25vx652+zx2+zx2c7WfXWPzy+r6x8bG4siRIwgKCkK1atVw7949DBkyBG3atMGhQ4eU9Xr27IkbN24gNDQUOp0O/fr1w8CBA7FmzRoAwMOHD+Hn5wdfX18sWrQIJ06cwHvvvYfcuXNj4MCBAIC9e/eie/fuCA4ORqtWrbBmzRq0a9cOR44cQeXKldN0LMa/zbVr1+Dh4ZGh50On0yEkJAR+fn6qvVbttX0eO4/d3o5d7fazw7E/fPgQxYsXT1NsVj1JXLhwYURHR5ssi46OhoeHB3LkyJHiNi4uLnBxcUm2PG/evBkOdIDhyXdzc0O+fPlUeeGp1ba9t89jt89jV7t9Hnvm2zZuy0slLcNW4jPfKzx2ezt2tdvnsdvnsZur/ewam1u0aIEWLVqk+JinpydCQ0NNls2bNw916tRBREQEvLy8cObMGWzZsgUHDx5ErVq1AABz585Fy5YtMX36dBQtWhQ//PAD4uPjsWLFCjg7O+ONN97AsWPHMHPmTCVJPHv2bDRv3hwjRowAAEyYMAGhoaGYN28eFi1alKZjMf5tPDw8Mh2bPTw8VH2t2mP7PHYeu70du9rtZ6djT0tsVj1JXLduXWzevNlkWWhoKOrWratSj4iIiIjxmYiIKGMePHgAjUaD3LlzAzDU+c+dO7eSIAYAX19faLVa7N+/H+3bt0d4eDgaNmwIZ2dnZR1/f39MmTIF9+7dQ548eRAeHm5yxY5xnY0bN6balxfnC3j48CEAQ+JBp9Nl6PiM22V0+8yy5/Z57Dx2Ndhz+9nh2NOzrdmTxI8fP8bFixeV+5cvX8axY8eQN29eeHl5ITAwENevX8d3330HABg0aBDmzZuHkSNH4r333sP27duxfv16bNq0ydxdIyIisluMz0RERJYXFxeHUaNGoXv37spI3aioKBQsWNBkPUdHR+TNmxdRUVHKOqVKlTJZp1ChQspjefLkQVRUlLIs6TrGfaQkODgY48ePT7Y8JCQEbm5u6T/AJF4cQW1t9tw+j109PHb7bD8rH3tsbGya1zV7kvjQoUNo0qSJct94prNPnz749ttvcePGDURERCiPlypVCps2bcKwYcMwe/ZsvPbaa1i2bBn8/f3N3TUiIiK7xfhMRKmJiABu3zb8321vGOpPGIJLQS6Ifas5ACB/fsDLK/u2T2QuOp0OXbp0gYhg4cKFancHQPL5Aoy1Kf38/DJVbiI0NBTNmjVT7fJre22fx85jt7djV7v97HDsxitI0sLsSeLGjRtDRFJ9/Ntvv01xm6NHj5q7K0RERPQM4zMRpSQiAihfHoiLAwDBfoxFBVzFpU/Gwgf+ADRwdQXOnbNMolbt9onMxZggvnr1KrZv326SgC1cuDBu3rxpsn5CQgLu3r2LwoULK+ukNBeA8bGXrWN8PCWpzRfg5OSU6YSHOfbB9rNe22q3z2O3z2NXu/2sfOzp2U6boRaIiIiIiCjLu33bmKAF/BCCOjgIAKiDg/BDCADD48aRvtmtfSJzMCaIL1y4gG3btiFfvnwmj9etWxf379/H4cOHlWXbt29HYmIifHx8lHX++usvk9qRoaGhKF++PPLkyaOsExYWZrJvzhdAlP1pwsLQZPBgaF54/xOZG5PERERERER2TzABQUiAAwAgAQ6YgCAAqV+BkL3aJ0rd48ePcezYMRw7dgzA87r+ERER0Ol06NSpEw4dOoQffvgBer0eUVFRiIqKQnx8PACgYsWKaN68OQYMGIADBw7g77//xuDBg9GtWzcULVoUANCjRw84Ozujf//+OHXqFNatW4fZs2eblIoYMmQItmzZghkzZuDs2bP48ssvcejQIQwePNjqzwkRWYkItGPGwCMyEtoxY4CXXBlIlFlMEhMRERER2TnjKF5H6AEAjtCbjObN7u0TvcyhQ4fg7e0Nb29vAIa6/t7e3hg7diyuX7+O3377DZGRkahevTqKFCmi3Pbu3avs44cffkCFChXQtGlTtGzZEvXr18eSJUuUxz09PRESEoLLly+jZs2aGD58OMaOHYuBAwcq67z11ltYs2YNlixZgmrVquGnn37Cxo0bUblyZes9GURkXSEh0D67CkF7+DAQwrhIlmP2msRERERERJSVPB/Fa0zSAs9H84bAD4AmG7dP9HKvquv/sseM8ubNizVr1rx0napVq2L37t0vXadz587o3LnzK9sjomxABAgKgjg4QKPXG/4NCgL8/AAN4yKZH0cSExERERHZsRdH8RpZazSv2u0TERHZpJAQ4OBBaPSG+KjR64GDBzmamCyGSWIiIiIiInslhlG8+lR+FuihNdQGtlQNRLXbJyIiskXPRhHDwcF0uYODYTnjIlkAk8RERERERHZKo4uHFyLggMQUH3dAIorjGjS6+GzZPhERkU16NooYetOrbMDRxGRBrElMRERERGSn8hV1QQOXg3B/eivVdR66FMT2oi7Zsn0iIiKbYxxFrNUCiSmcRNVqDY+zNjGZGZPERERERER2yssLCDtfHLdvFwcAJCTosGfP36hfvx4cHZ0AAPnzG9bLju0TERHZnPh4ICIi5QQxYFh+7ZphPReeRCXzYZKYiIiIiMiOeXk9T8LqdMCNGw/g7Q04OdlH+0RERDbFxcVQUuKW4SobXUIC/t6zB/Xq14eT47M0XsGCTBCT2TFJTEREREREREREZCv+z96dx0VV/X8cf82waoobAWqgZuaSC4hrWmkSmOYvs6zMb5mZtmhmfrPURL9qqS2WS5pp2W5lZbaZgZSVSYqIuaRomqIGKJriCgPc3x8jIyPggswMMO/n4zEPmHvPvZ9zBmbOzGfOPSc42HoDsFg4mpqKvkEVR9PCdSIiIiIiIiIiIiJuTEliERERERERERERETemJLGIiIiIiIiIiIiIG1OSWERERERERERERMSNKUksIiIiIiIiIiIi4saUJBYRERERERERERFxY56uroCIiIiISEoKZGRYf8/JgZ07q5GUBJ5n3q36+0NISMWNLyIiIiLiSkoSi4iIiIhLpaRA48Zw+rT1fjd+ZhbDGc4s4ogAwNcXkpMdk6h1dXwREREREVfTdBMiIiIi4lIZGWcTtGAwhbE0YytTGAsYgHV//kjfihZfRERERMTVlCQWERERkTIjkhjakQBAOxKIJMat4ouIiIiIuIKSxCIiIiJSRhhMJpocPADIwYPJRJM/mrfixxcRERERcQ0liUVERESkTMgfxetJLgCe5Dp1NK+r44uIiIiIuIqSxCIiIiLFMMXF0XXYMExxca6uihuwH8Wbz3mjeV0dX0RERETEdZQkFhERESmKYWAeNw6/ffswjxsHhpKEjnTuKN58zhrN6+r4IiIiIiKu5OnqCoiIiIiUSTExmBMTAaw/Y2IgKsrFlaqgDOso3lzMeJBXaHcuZutoXiMSMFW8+EBKCmRkWH/PyYGdO6uRlASeZ96t+/tDSIhDQouIiIiIKEksIiIiUohhQHQ0hocHptxc68/oaIiMBJNjkoTuzN8vGx9SikzQAniQRwh7yfbLBnwqXPyUFGjcGE6fzt/iBXSxK+PrC8nJShSLiIiIiGMoSSwiIiJyrpgYSEiwjRk15eZCQoJGEztISCMf9scnsHXnQQByc3PYsGEDoaGheHhY3676XRNASKPST9CWhfgZGQUTxNCNFcxiOMOZRRwRgHV/RoaSxCIiIiLiGEoSi4iIiBR0ZhQxHh6QW2B+Wg8P63Y3GU1sW7RvwQLo3t3h8ep2CKZuh2AALBYLO6ul0rhHGF5eXg6PXRbin2UwhbE0YytTGEt7uuGoKS5ERERERPJp4ToRERGRgs6MIrZLEIP1fv5o4opOi/a5TP4CeoAWzBMRERERp1GSuIywjdaJi3N1VURERNxX/ihiczFvkcxm6/4KmjRNSYH162HHHPtF+3bMiWH9eut+cSTrAno5eACQg4d1wTwq5v+biIiIiJQdmm7ChWyrWBsG1460jtY5PnIc26+MApNJq1iLiIg4W3a2tYPOK3oBM/LyYO9eazkfx8xP6ypnF08zWHMmUelJLjl48O8T0bQnEl9fkxZPc6CCo4gBPMm1jSaOQXNhi4iIiIjjKEnsIgVXsY4khh+wjtapsjWRMW2sHwS0irWIiIiT+fiwf2kCmRdYwKxuBUsQw9nF086bqDwdpcXTHObsKGJPzk51kj+aOIZINDexiIiIiDiKpptwkbOrWBd/WWH+KtYiIiLiHCkpcE3XYJr9pzXN/tOaFgPacf9rQ2gxoJ1t2zVdrqrA0y7Yvy/Jp2kPHC8/OV8wQQz2SXoRcY1ffvmFXr16UadOHUwmE0uXLrXbbxgG48ePp3bt2lSqVImIiAh27NhhV+bw4cP0798fPz8/qlevzqBBgzh+/LhdmY0bN3LDDTfg6+tLcHAwL730UqG6fPbZZzRp0gRfX19atGjBsmXLSr29IiLinpQkdrFzPxDog4CIiIjrnP0St3gV+UtcJSpdw7+WwQumaHKLeWuei5kXTNH411KSXsQVTpw4QatWrZgzZ06R+1966SVmzZrFvHnzWLNmDVdccQVRUVGcLtCh9O/fny1bthAbG8u3337LL7/8wpAhQ2z7MzMziYyMpF69eiQmJvLyyy/zv//9j/nz59vKrF69mn79+jFo0CCSkpLo3bs3vXv3ZvPmzY5rvIiIuA0liV1Ko3VERESkjDCs70vOl6icTMVdtM+VQoKyCauVggdFz4XtQR5h/nsJCcp2cs1EBODWW2/l+eef54477ii0zzAMZsyYwbhx47j99ttp2bIl77//Pv/8849txPHWrVtZvnw5b731Fu3bt6dz587Mnj2bTz75hH/++QeAjz76iOzsbBYuXMh1113Hvffey/Dhw3n11VdtsWbOnEn37t0ZNWoUTZs2ZfLkybRu3ZrXX3/dKY+DiIhUbJqT2IXOnfMvn/1oHS1SIiIiIo5nsmQTwvkTlcHsJc2SDVS8OZldyscHj/UJcNA6F7YlJ4ffVq2iU+fOeHla3657BARUuMUSRSqCv//+m7S0NCIiImzbqlWrRvv27YmPj+fee+8lPj6e6tWr06ZNG1uZiIgIzGYza9as4Y477iA+Pp4bb7wRb29vW5moqChefPFF/v33X2rUqEF8fDwjR460ix8VFVVo+ouCsrKyyMrKst3PzMwEwGKxYLFYStTm/ONKevzlcuf4arva7gruHL8itP1SjnVYknjOnDm8/PLLpKWl0apVK2bPnk27du2KLT9jxgzeeOMNUlJS8Pf356677mLq1Kn4+vo6qoqFmOLi6DpsGKYFC6B7d8cGKzBap6gPY2dH62iREhERKR3lsW8W5zG8fWhLAldysNgyBwjga28lKh0iONh6A7BYOJqaCmFh4OXl2nqJyHmlpaUBEBgYaLc9MDDQti8tLY2AgAC7/Z6entSsWdOuTIMGDQqdI39fjRo1SEtLO2+cokydOpWJEycW2h4TE0PlypUvponFio2NvazjL5c7x1fbXUdtd8/45bntJ0+evOiyDkkSf/rpp4wcOZJ58+bRvn17ZsyYQVRUFMnJyYU6R4BFixYxevRoFi5cyPXXX8/27dt58MEHMZlMdpfXOJRhYB43Dr99+8gbNw6iosDkuOSsRuuIiLOlpJydR7Xy6jg6T36SndE+nLze+qWYvz+EhDg+dk4O7NxZjaQkODNAzqGxxapc9s1uzqlfXp+xj2D2EeyUWCJljSuecyKONmbMGLvRx5mZmQQHBxMZGYmfn1+JzmmxWIiNjeWWW27BywVfZLlzfLVdbXe3trs6fkVoe/4VJBfDIUniV199lcGDBzNw4EAA5s2bx3fffcfChQsZPXp0ofKrV6+mU6dO3HfffQDUr1+ffv36sWbNGkdUr2gxMZgTEwGsP2NirIliB9FoHRFxppQUaNw4f0EugzWMpwl72PnEeNoTBZjw9YXk5NJP1trHhm78zCyGM5xZxGG9NNNRseWsctk3uzMnf3kN1i9rfH3Pv3Cfr6+1nEiF44LnnFQMQUFBAKSnp1O7dm3b9vT0dEJDQ21lDhw4YHdcTk4Ohw8fth0fFBREenq6XZn8+xcqk7+/KD4+PvgUMVWNl5fXZSc8SuMcil/+Yrs6vtrunm13dfzy3PZLOa7Uk8TZ2dkkJiYyZswY2zaz2UxERATx8fFFHnP99dfz4YcfsnbtWtq1a8euXbtYtmwZ999/f5HlS3NepZQUOJRh0Oyp57jC7IEpLxfD7MGJp57jz3e6Usvf5JCkRbVqkOF7FftOFz9ax9fXoFo1C86Y+qQizLNSHmO7Or47t93V8Z0dOy0NTp+2dg4F50PPn/88hihOn4a0NAsFPt+UemwwmMJYmrGVKYylPd0AU4liu+r/pjxyRt8MFWPew5wcgAu/kcrJcWz/bIqJwbPAl9c5y5ZhREY6LiBQuzZs3gyHDlnvWyw5rFmzhvbt2+PlZX3LWKuWtZyj/xzu3D+4Or67tT0lxfo/X+33GBoXeM4lz17G0Q6R1KrlvC8wK8Jj7459c4MGDQgKCiIuLs6WFM7MzGTNmjU89thjAHTs2JEjR46QmJhIeHg4AD/++CN5eXm0b9/eVua5557DYrHYPtDHxsbSuHFjatSoYSsTFxfHiBEjbPFjY2Pp2LGjk1orIiIVWakniTMyMsjNzS1yrqRt27YVecx9991HRkYGnTt3xjAMcnJyePTRRxk7dmyR5UtrXqWDByvx+OPd6GpZwQ8k2rab8nKpsjWR6A4/8ZNXBHPnxnHllacu+rwXa/bsSmRmehe7388vm82bT7F5c6mHLlZ5nmelPMd2dXx3brur4zsr9s6d1YAugHU+9Bw88CSXHDyYTDQxWOc/X7XqN1JTjzoodvEJauCSY1/K3Eruzhl9M1SMeQ8PHqyEl1c3LBaPYst4eeWyceNPpKaW/nsDAAyDG0eNoprZjDkvjzyzmWMjRvDLyy87fWRjw4aQkRFju5+ait6XuEl8d2h7/mcBi8XMGiba9Y1Hn5xIe3rg5ZXnsM8CxSnPj31F7ZuPHz/OX3/9Zbv/999/s2HDBmrWrElISAgjRozg+eefp1GjRjRo0IDo6Gjq1KlD7969AWjatCndu3dn8ODBzJs3D4vFwrBhw7j33nupU6cOYO13J06cyKBBg3j22WfZvHkzM2fO5LXXXrPFffLJJ7npppuYPn06PXv25JNPPmHdunXMnz/fqY+HiIhUTA5buO5SrFy5kilTpjB37lzat2/PX3/9xZNPPsnkyZOJjo4uVL605lVKSgKLxWyXMMmXnzhpb4mkZcuuhIVdXhsvpCLMc1Je46vt7tl2V8d3duykJOvPgklaAE9y7ZK1nTt3KvXXu/zYF0pQX2rsS5lbSS7dpfbNUHHmPezaNY9Dh/LOxC96NG1ISFeHxTfFxOBZIBlhzsujxl9/0dPLy+GjiQtyp9dIxS8bsZ0d3/pZwINIfii+b7REOeWzAFSMx76i9s3r1q2ja9ezr/v5fd2AAQN49913eeaZZzhx4gRDhgzhyJEjdO7cmeXLl9st9PrRRx8xbNgwunXrhtls5s4772TWrFm2/dWqVSMmJoahQ4cSHh6Ov78/48ePZ8iQIbYy119/PYsWLWLcuHGMHTuWRo0asXTpUpo3b+6ER0FERCq6Uk8S+/v74+HhcUlzJUVHR3P//ffz8MMPA9CiRQtbJ/vcc89hNpvtypfWvEqenhR6U2jbV+DNoadnlNMWli7P85yU9/hqu3u23dXxnRXbukCccd4vxWKIxNPTq9Rf7/IXp7tQgvpSY7vyf6a8cUbfDBVn3sOGDa03sE6rkJFxlHbtPJ0SP2WPQa1nJuJxZgqsfIbZg6xnJnKoeQ9C6jl3NLE7vEYqftmK7az4ruwbz6c8P/YVtW/u0qULhmEUu99kMjFp0iQmTZpUbJmaNWuyaNGi88Zp2bIlv/7663nL9O3bl759+56/wiIiIiVQ6klib29vwsPDiYuLs11ek5eXR1xcHMOGDSvymJMnTxb6sOnhYb3M83yd8WUzrG8KczHjQV6h3blYRxljWEe5iYiUZ+cmafMVTNaCoxbsvPCHcL3OOk656pvdWEoKDG0UwzeWws9TU14uV/yZwL2NYpjzV5QWeRSHOHHiBHv27GH79u1Ur14dsC6uVbVqVdq1a2dXdvny5aSnp5Obm0tOTk6xt5tuuombbrrJdtzJkycZNWqUXZmC58jOzubQoUN8/vnnjBkzhmbNmtmO3bNnj236miuuuILKlSuf93YxXNs3ul5KCmRkWH/PybFOEZWUdPYLXn9/LSorIiLiLhwy3cTIkSMZMGAAbdq0oV27dsyYMYMTJ07YVlR/4IEHqFu3LlOnTgWgV69evPrqq4SFhdkuaY2OjqZXr162D6SOYLJkE0JKkQliAA/yCGYvaZZsoPDIKCk9prg4ug4bhmnBAuje3dXVEal4XPylmLt/CC8Lykvf7M4yDhpEW87/PI22RJNxMJKQEH2pIhcvOzubtLQ0Qs7J9r333nt88MEH/PPPP/zzzz8cPVr0vPDt27fn999/t9s2ceLEQtuKMmHCBLskcW5uLnPnzr3gcatXr7a7zB4gKSmp0LaieHt72y2iCTB58mS+/PJLuwTz6VNNmcwKtx0wkpICjRvD6dPW+934mVkMZziziCMCAF9fSE5WolhERMQdOCRJfM8993Dw4EHGjx9PWloaoaGhLF++3LZgTkpKit3opHHjxmEymRg3bhz79+/nyiuvpFevXrzwwguOqJ6N4e1DWxK4koPFljlAAF97K0HsCLaRC4bBtSPH4bdvH8dHjmP7lVFgMmnkgkgpcumXYrpqo0woL32zO9OX11ISp0+fZtu2bezfv59//vnH9rPg7wcOHACs88VWrVrVdmxKSgpxcXEXjJGTk1Nom6fnxX2MOPfYiz0OKDQa+GIXRStqFPGuXbtIOjtJPgDe/M07pLntcy4j42yCGAymMJZmbGUKY2lPN8DE6dPWcnpPLiIiUvE5bOG6YcOGFXsJ68qVK+0r4enJhAkTmDBhgqOqU6x9BLOPYKfHdXcFRy5EEsMPJAJQZWsiY9pY5yfVyAWR0lOrjg83+CRQNav4L8UyfQL4sU7pfwj298vG5wKJrxD2ku1XMT+ElyXlpW92V/ryWvIZhsGJEyfYunUrBw4csEv63n333dxwww22stu2bSPsIldVS01NtUsS16lTB4BKlSpRt25d6tatS1BQEMePH+faa6/F29sbDw8PrrrqqkLneuqpp7jvvvvw9PQs9ubh4cE111xjd5yPjw+JiYm2/ecek5eXxw8//ECHDh0KHdu+fXveeustTp48aXc7ceKE3f1KlSoV2X4vLy8sFovtfjbmi3rOBQ17go4dfejTpw833HDDJSW6y4uCV/wUXC9ARERE3EfFe4cj5cLZkQv285QWnJ/09GmTRi6IlJKQEIjbHkxGhvVLsZwcC6tW/Ubnzp3w9LQuMnM5o/ePHTtmS2IUdbPUCSbsqiiGD3+S3NwcNmzYQGhoKB4e1m7I75oAQhop8SWFuct0RPv37+fFFz9kH89e8MvrjIwMwN85FXNDP/74Iy+88AKbN2+mUqVKGIZhm4c7//f8+3/++SfVqlWzHTt9+nRefPHFQmXPPT5/jvCCIiIiiI+PxzAMcnNzyc7OLrJ+9erVs0sS161bt9i2eHp6Urt2berUqUOdOnUwmeyv1rj33nu566678PPzs+2zWCwsW7aMHj16nHcRsj59+hS773zMZjOtW7cudr/FYuHKK6+kcePGheI3bNiQhvmrSl6id955h3feeQeLxcKpU6c4efIka9ZY6N37wgNG9ieuIzExiddff51atWpx++2306dPHyIiIopcrLP8Kf79uK7wERERcR9unST297fOs3X2MqvCfH2t5cQxzp2ntOD8pBq9IFK6QkLOJoEtFkhNPUpYGOddsf3kyZOFEr5PPvmk3Zy0zz33HFOmTLlg/JzaBk37t8ZisbCzWiqNe4RV2FXQpZQYBuZx1umI8saNgyjrdETl3enTpzl+/Dj+Bd5geHt7s3jxp8CzFzy+qEv/pfQcPXqUH3/88aLK5uXZXyFx4sQJDh4sflRqvmPHjhXalp+4vJB//vnH7n6tWrUYMmSIXTK4bt261KlThyuvvLLQApQFXXHFFReMV9F4eXnh5eWFn58fYWEX/izg5ZWLYRwl/2l36NAhFi5cyMKFC6latSq33XYbffr0oXv37lSpUsU5jShlej8uIiIi4OZJ4pAQ63QG+Sv6ZmdnM3r0aDp0aE+DBldTv359mjTx1+IwDmM/aiGfRi+IIxVcxbvy6jg6T36SndE+nLzeOkLRXefCTk1NZebMmYUSwkUtYtSvXz9q165tux8QEHDB89eoUcNutJ3IRYmJwZxonY7InJgIMTHWRHE5k5uby4YNG1ixYgVxcXH8+uuvPPjgg7zxxhu2MldeeSWNGl3Ljh0XPl9QUJDd/WnTprF371769OnDTTfdVCEvhXeE48eP8+mnn3Lttdfajcy97bbbCAwM5NixY1StWhWTyWS7AXb3zx2ZW6NGDRo0aHDesiaTiXr16hWqT8OGDcnMzLQr27JlS6666iq7xO/VV19td5zZbObNN98svQfGjZz7WaDoq2w8qFZtPcuWLWPJkiUsW7bMlsw/duwYH3/8MR9//DH+/v6kpqaWw+ef3o+LiIiIVXl7F1PqCo6s27lzLz///Bo//3x2f9WqVWncuDFNmjQp9FMj4C7PuaMW8hUcvYBGL0gpsl/F22AN42nCHnY+MZ72RAGmCj0XtsVi4fvvv+f9999n/PjxdvtOnTplu0T6Qv755x+7JHGTJk3o2rWrbQTbubfatWsXOz+kSLEMA6KjMTw8MOXmWn9GR0NkZJkfTWwYBn/99RdxcXGsWLGCH3/8kX///deuzIoVKwodN3XqVO6669JjzZ8/n7///pu5c+dSs2ZN/u///o8+ffpwyy234OvrezlNqZDWr1/P/PnzWbRoEceOHeO2226zSxJ7eXmxevVqNm7cSM+ePS/p/d4TTzzBE088UaJ6vf/++7bfL3bKB7l8F3eVTTX69etHv379OHXqFDExMSxZsoRvvvnG9ty++eabCyWIly9fTqtWrez6zLJG78dFREQkn9sniQvavn17oW3Hjh1j3bp1rFu3zm77rl27aNCgge1+cnIyqampNGnShMDAwEIjS8QqNTWV7777jg8/2MJL/EYu5iIXs8rFzGSiwdDoBSk9BVfxLm6Bloq2irdhGKxfv57333+fRYsWnZnLFK6++mo6depkK3fuB9j8RYyKSvqeOwIuKiqKqHI4ulPKuJgYSEiw9QCm3FxISCjzo4m//PJLRowYQUpKSrFlgoOD6dy5M1lZWXbzmbZt2+CSp8HavXu33fQDhw8f5t133+Xdd9+lSpUq9OjRgz59+tCjRw+7BcvcTWZmJh9//DHz589n/fr1dvuWLVtGamqq3etgcHAwmzZtcnY1pRyoVKkSt99+O7fffjsWi4Wff/6ZJUuW0KNHD7tyJ0+epE+fPpw+fZrrr7+ePn36cMcdd9h9fnA5wzqKWO/HRUREBJQkttOuXTsmT55MjRo12LFjB8nJySQnJ7N7927bgiNgXZU55JwM0jvvvGMbhefn51fk6ONrrrmmTI3ocdZl93l5eUyePJlvvvmGxDOXDXvTihDSinxDCuBBHsHsJc2SDZT+giAF256TAzt3ViMpCfIHgLjrlAPuo+Iv0LJ//34++ugj3n//fbZs2VJof1xcnF2SuFKlSvz4448EBQVRp04du0WMRJzuzChiPDwg9+zlz3h4WLeXgdHEx44d4+effyYsLMxu4bAaNWoUShDXqFGDrl27EhERQbdu3WjUqFGRz6+Lu/Tdvn9q0KABBw8e5Pvvv2fJkiV89913HD9+HLBOp7B48WIWL16Mj48Pq1atok2bNqX8SJRdhmGwdu1a5s+fzyeffFJovt8rrriCfv36MWTIkEJTeIhcDC8vLyIiIoiIiCi074cffuDUqVMA/Pbbb/z222/897//JTQ0lD59+tCnTx+aNWvmkL42JyeHAwcOkJqaSlpaGmlpaXa/161bl5kzZ+Lvl40PKed9Px7CXrL9HPN+XEREiqechbiCksQF+Pn50aJFi0KX9p06dYq//vqLbdu2kZyczPHjx+0WbQLrSOJ8mZmZJCQkkJBgf+mW2Wzm/vvv591337XbfvjwYacvdOHIy+7z8vLsFkkxm80sXbqUDRs22LZlY6YtCVxJ8Yu7HCCAB7/9lsMnqtOtW7dLq8R52LcduvEzsxjOcGYRh/VNfkWeckAq9gItP//8M1OmTGHFihWFFlTy8fGhd+/ePPDAA3Tt2pWYmBi7/V27dnVmVUWKd2YUcSFnRhPPuf12Upo25YorrqBy5cq2n506deKaa66xFc/OziY1NdW2v1KlSiVOyGRnZ/P777+zYsUKVqxYwdq1a8nJyeH1119n6NChtnIdO3akVq1ahIWF2ZLCYWFhhd43FKckC0xWrVqVu+++m7vvvpvTp0+zYsUKlixZwldffcXhw4cB6/O/RYsWdsdt27YNPz8/6tSpc2kPRjmxfft2OnToUGh7mzZtGDx4MP369XPr0dXiWC1btiQ6OpolS5bYfVm7YcMGNmzYwPjx47n22mvp06cPkyZNuuC0IoZhcOzYMbuE7+233243AGXevHmMHz+ejIwMuwEu52rWrBkAIY182B+fwNadB3nllZfx9fWlY8eOhIaG4uFh/Zjod00AIY2UIBYRcaZzcxbgBXSxK6OchTiCksQXoVKlSrRo0aLQh6uC+vXrR7169UhOTmbbtm3s2bOn0JuzvLw8qlevbrfNMAzbZWeBgYF8+eWXtGjRguuuu47mzZtTt25dh4wwKO3L7vfu3cu3337Lt99+y759+/jjjz/s9t92221s2LCB0NBQbrvtNtq2vZN77rmKfaeDiz2nj4/BK6+M4YUXdtCjRw9eeuklrrvuuhK3OV/BtoPBFMbSjK1MYSzt6QaYKtyUA1JQxV6g5dChQ4WSv507d+aBBx6gb9++ttcgi8XigtqJXIT8UcRmM+QVdfkztP3mG4Z9802hfW+//bZdknjHjh00b97crkx+UrlggvmKK65g8eLFXHnllbZyq1atYsWKFRiGwbfffkv//v05ceJEoZgrVqywSxL7+PiQlpbmssWrfH19ue2227jtttvIycnhl19+YcmSJXh5edlNbQHw7LPP8vXXX9OxY0fbpfANGzZ0Sb0vl2EYpKen240Ibty4MR06dOD333/Hz8+P/v37M3jwYMLCwlxYU3EXDRs2ZNKkSUyaNInk5GS+/PJLlixZYjeIZPv27Xz11VdMnTrVtu3YsWNMnTqVAwcOFBoBfO5o+L/++svuOWs2mzl4sPgBGPnS0tJsv9ftEEzdDsFEed1BTk4OV1xxBY17hGkubBERF7LPWRRNOQtxBCWJS0n+CJ58p06dsk1ZkT8COTk5mdDQULvj0tLSyMzMBKwjkHecs6x5tWrVaNasGc2bN+eZZ56x+/BbOkp22X1eXh4JCQl8++23fPPNN4WSwtu3b+faa6+13R86dChDhgwhOPhsUvhCl9S+996rzJplfTyWLVvG8uXLGTRoEBMnTiy1BUCKS5BLxVVRFmjZsWMHH3zwATfeeKPdZa49e/akRo0aVK9enQceeID777+/3CZ9xE1lZ1uHTxSRIAbwAIIBbyD7nH2VK1e2u19UUvfkyZOcPHmyUCLl3C9kf/nlFyZOnFhsNRs3bky3bt3o2bNnoX2uShCfy9PTk5tvvpmbb7650L7jx4/zww8/ABAfH098fDyjRo2iVatWtkvhC/bjZVVGRgbvvfceb731FoZhsHXrVru/ZXR0NAcOHKBv375cccUVLqypuLPGjRszevRoRo8eTUpKCkuXLmXJkiX8+uuv9OnTx65sbm4uEyZMuKjzpqWl2fXxV111FSEhIQQFBREUFETt2rUL/V67dm0CAwMLnevuu++2LZgoIiIi7qlsfIqpgCpVqkTLli1p2bLlecudPHmSqKgokpOTixx9fPToUduHt5EjR9rt++mnn1i8eLFt1PF1111nNwrqYlzKZffZ2dl89913fPPNN3z33XccOHCgyHPWqVOHPXv22H24LGquvwtdUhsa+hRt2gTw3HPPsXfvXvLy8liwYAGLFi3i6aef5umnn77MaToq/ry0co5yvkDLv//+y+LFi3nvvfeIj48HoHfv3nZJYh8fH9atW0f9+vXtpn0RKTd8fKxTTZxJ4lpycvjpxx8JCwvDYrFw+vRpMn19ialalRMnTnDy5Enbz3Pn2/Xz8+Puu++2lSlYvuDvhmFcMMFcu3Zt2/QR3bp146qrrnLs4+BgFouF0aNHs2TJErsF2v744w/++OMPJkyYwDXXXEP9+vXp0KGDXVIpOzsbT09Pl73G5OXl8dNPP7FgwQK+/PJLsrPPfl3w66+/cuONN9run7uYmIirhYSEMHz4cIYPH86BAwcKvfevWrUqZrPZbsqoGjVqFJnwLTj4Aqz/73v27HFKO0RERKTiUZLYxRo2bMjy5cuxWCwsWbKE+vXrs23bNrZs2cLmzZvZsmULKSkpeHt7FxpF/NNPPzFv3jy7bQEBAVx33XV2iePrrruOGjVqFBH90i67z8vL4/777y9yZFabNm3o1asXt912G2FhYaUyRUb+HM533XUXM2fOZOrUqWRmZnLixAkmTpzIm2++yaRJkxg4cGCJRm1V5HlppWgmSzYhF1igxZELJpaExWLhhx9+4L333uPrr7+2S4YALF++nGPHjtnNq3n11Vc7u5oipSs42HoDsFg4lZpK9ZtvvuTLn5s0acKnn3563jKGYZCVlVVoKoaHHnqIG264gePHj5OWlsaQIUPw9va+pPhlWY0aNfjf//7H//73P3bs2GG7FH7NmjW2Mn/99Rd//fVXocdm2rRpPP/889SpU4c6depQt25d263g/Tp16pTq6N20tDTeffdd3nrrLXbu3Flo/4033qgvx6RcCQgIsLtviosj4skn+XXCBDyiomxJ4XOfgyIiIiKOoCRxGeLr60vr1q1p37693fZjx46xa9euQonQgotg5Dtw4AAHDhzgp59+sm276aabWLlypV25Xbt2EcmOS7rs3tfXl8jISL788ksqV65MZGQkt912Gz169Ci16R+KUqlSJUaPHs2gQYOYNGkS8+bNIycnx/ahPTc3l0cfffQSz1qx56WVotWq48MNPglUzSp+vr5MnwB+rOP6D2N79uxhxowZLFq0qMhR+82bN2fAgAH0799fCy9JhePM1ZxNJpPdwk/5GjZsSMOGDW2XXztifYCyolGjRjzzzDM888wz7Nu3z3Yp/M8//4yvr2+hRO8///yDxWJhz5495x21ePPNNxMXF2e3be7cuQB2yeTAwMDzLuxnGAYPPPAAn3zyCTk5OXb7/P39GTBgAA8//DBNmjS51KaLuJzt9c4wuHbkOPz27aPlJ1+zvWc0hw6ZMJk036SIiIg4h5LE5UDVqlVp1apVoe1vvfUWTz31FFu2bLHdNm/eXCihdO6iPQCDH36YHzh+wcvus07fBJz98Pz0008zZMgQunTpUuSHake68sormT17Nk888QRjxoxhyZIlhISEMGDAgEs+V0WZl1YuTUgIxG0PJiPDOkKxqLmwSzP5dDmOHTvGjBkz7LYFBARw3333MWDAAFq1alWhk1bivrSas2tdddVVDBs2jGHDhpGRkcEnn3xSqEzt2rVp1aoV+/fvJyM/m1+EunXrFtr2/PPPk5qaarfNw8ODoKAgu8Rx//79bftNJhNms9kuQRwREcHgwYO5/fbbNcpSyq2Cr3eRxPADiQBU2ZrImDbWK9v0eiciIiLOoiRxOVajRg06d+5M586d7bZnZGTYTVcRGRlpt//AgQOcPHqYENIueNl9zOZNdLy+rW379ddfX/oNuUTXXnstX3zxBatWreLEiRNUqlTJbv9HH33EDTfcQEhx76bL+by0cnkuNBe2s508eZLvvvsOb29v7rrrLtv25s2b07p1azZv3sztt9/OgAEDiIyM1GrjUuFpNeeyo1q1aoXmPAWYMGGCbWGtrKws/vnnH/755x/279/P/v37bb+f+/4kJyeH9PT0QufLzc21HZuQYP0C9/rrr7cbwTx48GBiYmIYOHAggwYN0oKcUiGcfb0rfp2M06dNer0TERERp1CSuALy9/fnpptu4qabbipyv8Vi4c5+3Wn38cP4k1nseY56X8lP3Qt/OCwrzv3wCdb5Ex988EE8PDwYMWIEY8aMoVq1anZl/P2y8bnAvLQh7CXbr+zMSysVQ8FL6Dds2MK8ed9z332vcPLkCRo0uJq2be+kXr2zX0y899571K1bt5g5xUVEXM/Hx4cGDRrQoEGDiyr//fff2xLC5yaV09PTbYt41a1blyNHjtiO69SpEykpKfqiTCokrZMhIiIF+ftbr5w738AJX19rOZHSpCSxG6pbty6LFk0jZRocPGhw4MABduzYQXJyMvfdd59tZG5Zuez+Urzwwgvk5OSQk5PDiy++yFtvvcX48eN59NFHbQsOhTTyYX98Alt3Wuelzc3NYcOGDYSGhuLhYX1K+F0TQEgjJYil9BS+hD4UOLvw5N9/w7XX5rFjh8n2vCtqqhgRkfLK09Oz0NVNBVksFtLS0ti/fz+NGzfml19+se0zmUxKEEsFpXUyRETEXkiIdaqhs2t0FD1Notm8jyeffJmXX365Qi2wLK6jJLEbs152bwICiYioybJlh2jXztNll92Xhtdee42AgABmzpxJVlYWhw4d4sknn2T27NlMnTqVO++8E5PJRN0OwdTtYB0lbbFY2FktlcY9wvQB1MlMcXF0HTYM04IF0L27q6vjUElJezl9+vwj87OzzbqkVETclpeXF8HBwQQHB2OxWFxdHRGn0DoZIiJSlAtNk/j5558zcOBAjh8/TkBAAM8995zrKisVhtnVFRApTdWrV+fFF18kOTnZbtGbv/76i759+9KpUydWr17twhqKjWFgHmddxds8bhycucS4osnLy2Po0KHceeeddtu7sYItNKMbK1xUMxEREXGpAutkFOXsOhkV8z2SiIic38iRI3nuuef48ssvC+275pprOHXqFACTJ09mx44dzq6eVEBKEkuFVK9ePT788EMSEhLo0qWLbXt8fDydOnVi2bJlrqucWMXEYE60ruJtTkyEmBgXV8gxzGYzGRkZ5ObmFNhqMIWxNGMrUxgL6MOfiIiIuzFZsgm5wDoZwezFZMl2cs1ERMTVcnNzmTdvHlOmTGHs2LGF9oeGhjJixAjAupDwY489ZlvbQaSklCSWCq1Nmzb8+OOPfP311zRp0gSAa6+9lltuucXFNXNzhgHR0RgeHta7Hh4QXTFGypw4cYLc3Fy7bZMnT6ZqVT/b/YKXlp69lFRERETcieHtQ1sSaE1isbe2JGB4a50MERF3k5ycbBsp3KpVqyLLTJw4kXr16gEQFxfHhx9+6LT6ScWkJLFUeCaTiV69erFp0ybmzZvHzJkzC809nJiYSFZWlotq6IZiYiAhAdOZZKopNxcSEsr1aOKsrCxmz57N1VdfzQcffGC379prr+X7778/c+/sAjVwdmEajSYWscpfzfl8tJqziFQE/v6Q4RtMEq2LvR3yvUqvdyIibigpKcn2e1hYWJFlrrjiCubOnWu7P3LkSDLyV7sTKQElicVteHp68sgjj9D9nAXSNm7cyPPPP0/r1q2Ji4tzUe3cyJlRxJwZRWxTTkcT5+bm8v7779OkSROGDx/OgQMHmDBhQqEvHSpVqgScHUWcv4K5/cI0IpK/mnNiovW2Zo2F6dNXsmaNxbYtOVkLPIpI+afXOxERKc769ettv4eGhhZbrkePHvTt2xeAjIwMnnnmGUdXTSowJYnF7Y0bNw7DMNixYwcRERHcd999pKamurpaFdaBD62jiDlnSgbOjCY+8GH5SJYahsHSpUtp1aoVAwYMYPfu3bZ97dq1IzMzs6ij7EYR59NoYhF7ISHQurX1FhYGDRtaV3PO36aEiYhUFHq9ExGRohQcSXy+JDHAzJkzqVatGgDvvPMOK1eudGDNpCJTkljc3uTJk23zFQN8/PHHNGnShNmzZxeaW1YuT8oeg5QB51/FO2VANCl7ynay9Mcff6Rjx47ccccdbNmyxbY9MjKSdevW8dlnn3HllVfaHePvD7d52Y8izpc/mvg2rxhdUioiIiIiIuLGDMOwJYnr1KlDYGDgecvXrl2badOm2e4/8sgjZGdr0VO5dEoSi9tr1aoVU6ZM4c0336RmzZoAZGZmMnz4cNq2bcvatWtdXMOK41BqNlcZ51/Fu66xl0OpZbNDy83N5dZbb6Vbt26sWbPGtr1Dhw789NNP/PDDD4SHhxd5bEiwwedNozFMRb/sGiYznzeNJiS4bCfIRURERERExHF2797NkSNHgOLnIz7XkCFD6NixI3Xr1mXatGl4e3s7sIZSUSlJLAKYzWYGDhxIcnIygwYNsm1PSkqiQ4cOPPbYY5w4ccKFNawYyvsq3h4eHtStW9d2v3nz5nz11VesXr2aLl26nP/g7Gx80lMwGUUnyE1GHj4H9oK+8RUREREpV3Jzc4mOjqZBgwZUqlSJhg0bMnnyZIwCa20YhsH48eOpXbs2lSpVIiIigh07dtid5/Dhw/Tv3x8/Pz+qV6/OoEGDOH78uF2ZjRs3csMNN+Dr60twcDAvvfSSU9ooIs5zMYvWnctsNvPxxx/z559/cscddziqalLBebq6AiJlib+/P2+99RYDBw7kscceY9OmTRiGwW+//aZv4krJPoLZR7Crq3FR9u7dS0BAAD4+Z5PWEyZMYPXq1YwdO5Z+/frhce4CfMXx8bHOxXzwIACWnBx+W7WKTp074+V55qU4IMBaTkRERETKjRdffJE33niD9957j+uuu45169YxcOBAqlWrxvDhwwF46aWXmDVrFu+99x4NGjQgOjqaqKgo/vzzT3x9fQHo378/qampxMbGYrFYGDhwIEOGDGHRokWA9WrHyMhIIiIimDdvHps2beKhhx6ievXqDBkyxGXtF5HSVTBJ3Lp164s+rl69eo6ojrgRJYlFitCpUyfWr1/P7NmzmTBhAm+88QZeXl6urpY4ycGDB5kyZQpz585l+vTpDBs2zLYvODiYLVu2YDKZLv3EwcHWG4DFwtHUVOsqNfrfEhERESm3Vq9eze23307Pnj0BqF+/Ph9//LFt2jrDMJgxYwbjxo3j9ttvB+D9998nMDCQpUuXcu+997J161aWL19OQkICbdq0AWD27Nn06NGDV155hTp16vDRRx+RnZ3NwoUL8fb25rrrrmPDhg28+uqrShKLVCBdunQhMzOTpKSkS0oSn8swDPbu3UuIVkGVi6TpJkSK4enpyVNPPcXevXvp1KmT3b6kpCRGjx6tKSgqmMzMTCZMmMDVV1/NjBkzyM7O5vnnny90mV+JEsQiIiIiUiFdf/31xMXFsX37dgD++OMPVq1axa233grA33//TVpaGhEREbZjqlWrRvv27YmPjwcgPj6e6tWr2xLEABEREZjNZttaGPHx8dx44412VzhGRUWRnJzMv//+6/B2iohzdOvWjZkzZ/LLL7+UeHTw3r17uf322wkNDeXAgQOlXEOpqDSSWOQCqlWrZnc/Ly+Pxx57jDVr1vDxxx8za9Ys24gAKZ9OnTrFrFmzmDp1KocOHbJtr1SpEgMHDrSbT05EREREpKDRo0eTmZlJkyZN8PDwIDc3lxdeeIH+/fsDkJaWBkBgYKDdcYGBgbZ9aWlpBAQE2O339PSkZs2admUaNGhQ6Bz5+2rUqFGobllZWWRlZdnuZ2ZmAmCxWLBYLCVqb/5xJT3+crlzfLVdbb9Y48eP55tvvgFgxIgRvPfee06NX5rK22Nf1uJfyrFKEotcoqSkJNscQSkpKfTu3ZtevXoxa9Ys6tev79rKySXJyckhJiaGoUOHsn//ftt2T09PhgwZwrhx46hdu7YLaygiIiIiZd3ixYv56KOPWLRokW0KiBEjRlCnTh0GDBjg0rpNnTqViRMnFtoeExND5cqVL+vcsbGxl3X85XLn+Gq765SXtnfp0oXPP/+c48eP8/HHH9O4cWNCQ0OdFt8RystjX9binzx58qLLKkksconCw8PZvHkzQ4cOtT1Rv/nmG1asWEF0dDT//e9/tchdMfz9wdcXTp8uvoyvr7XcxcrNzeXYsWMcO3aM48ePn/f27LPP2v42hmEQHR3N3LlzbecymUzcd999TJw4kYYNG5a0mSIiIiLiRkaNGsXo0aO59957AWjRogV79uxh6tSpDBgwgKCgIADS09PtBiCkp6fbkjZBQUGFLgnPycnh8OHDtuODgoJIT0+3K5N/P7/MucaMGcPIkSNt9zMzMwkODiYyMhI/P78StddisRAbG8stt9ziknVb3Dm+2l7x275z504qVapE7dq1bdMcljR2VlYWjzzyCGCdB33EiBEl+nLIXR77sha7tOLnX0FyMZQkFimBRo0a8cMPP7B48WKeeuopUlNTOXXqFGPHjuWDDz5g7ty5dOnSxdXVLHNCQiA5GTIyrPdzciysWvUbnTt34scffyIzMxOT6RALF6YWSvDmJ4EnTZpEVFSU7Zzr1q2jQ4cOFxX/8ccfp1atWoA1IVxwKpFevXrxwgsv0KJFi9JrsIiIiIhUeCdPnsRstl/ux8PDg7y8PAAaNGhAUFAQcXFxtqRwZmYma9as4bHHHgOgY8eOHDlyhMTERMLDwwH48ccfycvLo3379rYyzz33HBaLxZYsiI2NpXHjxkVONQHg4+ODj49Poe1eXl6XnfAojXMofvmL7er4Fb3t48aN44svviAgIIB169YRnL/weQliDx48mI8++ohffvmFXbt28eKLLzJlypQS162iP/ZlNfblxr+U45QkFikhk8nEPffcw6233sr48eOZPXs2eXl5bN26la5duzJp0iSio6NdXc0yJyTEegOwWCA19ShhYfB///dAoZERRSk4LQRAlSpVLjr28ePHbUni/GObN2/OnDlzuPHGGy/6PCIiIiIi+fIHG4SEhHDdddeRlJTEq6++ykMPPQRYPzeMGDGC559/nkaNGtGgQQOio6OpU6cOvXv3BqBp06Z0796dwYMHM2/ePCwWC8OGDePee++lTp06ALYr3gYNGsSzzz7L5s2bmTlzJq+99pqrmi4ipSx/asvjx4/bnvslZTKZmDdvHq1atcJisfDyyy/Tr18/DYySYilJLHKZ/Pz8mDFjBgMGDLAtaGcymYiMjHR11coki8XC1q1badmypd32KlWqXFSS+NSpU3b3a9asSffu3alSpcoFb/7nzGPx2GOPcfXVV9OxY8fLb5iIiIiIuKXZs2cTHR3N448/zoEDB6hTpw6PPPII48ePt5V55plnOHHiBEOGDOHIkSN07tyZ5cuX4+vrayvz0UcfMWzYMLp164bZbObOO+9k1qxZtv3VqlWzracRHh6Ov78/48ePZ8iQIU5tr4g4xpEjR9i1axcArVq1wsPD47LP2bRpU8aMGcOkSZPIycnhkUceYdWqVYWufhABJYlFSk1YWBirV6/mrbfeYteuXbbLwvJlZ2e7/VzFhw8fpm/fvqxbt474+HgaNWpk2zd58mSysrLOm+StXLlyoc6sdu3afP/99yWqT2l0uiIiIiLi3qpWrcqMGTOYMWNGsWVMJhOTJk1i0qRJxZapWbMmixYtOm+sli1b8uuvv5a0qiJShm3YsMH2e+vWrUvtvGPGjOGTTz5h+/btxMfHM3/+fB599NGLPt4UF0fXYcMwLVgA3buXWr2k7FGSWKQUmc3mIr/Jz8nJoVOnTnTo0IHnn3+eo0er2eblrbw6js6Tn2RntA8nr7e+4Pr7n52SoaLYtm0bvXr14q+//gLgrrvuYv369bb9/fr1c1XVRERERERERFwqf6oJsA5CKy2+vr7MmzePm2++GYC1a9defJLYMDCPG4ffvn3kjRsHUVFwZkE9qXgcNr58zpw51K9fH19fX9q3b8/atWvPW/7IkSMMHTqU2rVr4+Pjw7XXXsuyZcscVT0Rp3rjjTdYt24dr7/+OtdcczPXXJNLeDiEhxtkPjGeWgf2kPnEeMLDDcLDoXFjSElxda1LT0xMDB06dLAliAMCAnjrrbc0klfEydQ3i4iIiIiUTQUHUZVmkhiga9eujB49mq+++oqFCxde/IExMZgTEwGsP2NiSrVeUrY4JEn86aefMnLkSCZMmMD69etp1aoVUVFRHDhwoMjy2dnZ3HLLLezevZvPP/+c5ORkFixYQN26dR1RPRGnM5vNVK5cGYCMDAOLxZocjSSGdiQA0I4EIrG+4J4+jW2kcXlmGAazZ8/m1ltv5ejRo4D1Erm1a9dy/fXXu7h2Iu5FfbOIiIiISNmVP5LYy8uL6667rtTPP3XqVP7v//7v4g8wDIiOxjgzuMvw8IDoaOt2qZAckiR+9dVXGTx4MAMHDqRZs2bMmzePypUrF/ttxcKFCzl8+DBLly6lU6dO1K9fn5tuuolWrVo5onoiTjd06FC2bt1qW73YymAy0eRgfcHNwYPJRAMV4wXXYrHw2GOPMXz4cPLy8gC4/fbb+e2336hXr56LayfiftQ3i4iIiIiUTSdPnmTr1q0AXHfddfj4+Li4RlhHDSckYMrNBbD+TEjQaOIKrNTnJM7OziYxMZExY8bYtpnNZiIiIoiPjy/ymK+//pqOHTsydOhQvvrqK6688kruu+8+nn322SIvR8/KyiIrK8t2PzMzE7AmpSwWS4nrnn/s5ZyjPMZ29/jOil27dm0WL17MrFmrePpp+1HEAJ7k2kYTxxBFTo4FRz8cjmr7oUOH6NevHytXrrRtGzVqFJMnT8ZsNheKq/8756sIbXfVY1ceOaNvBsf0z3quqO2u4M7x1Xb3bHtpxVffLCJSMps2bbINrirtqSaKYhgGn3/+OTt37mT06NFFFbCOGvbwgDNJYsB6PzoaIiM1N3EFVOpJ4oyMDHJzcwkMDLTbHhgYyLZt24o8ZteuXfz444/079+fZcuW8ddff/H4449jsViYMGFCofJTp05l4sSJhbbHxMTYLum/HLGxsZd9jvIY293jOyu2yVSNgqOIPTn7gps/mjiGSFat+o3U1KNOqVNpt33Dhg388ssvAHh6ejJ06FA6derE8uXLnRL/UrnD/11ZjH+5sU+ePFlKNan4nNE3g2P7Zz1XXEdtd8/4arvrlOf46ptFREpm7969+Pj4kJWVRevWrR0ayzAM+vbtyxdffIGHhwfdu3cnNDTUvtCZUcSFFBxNHBXl0HqK85V6krgk8vLyCAgIYP78+Xh4eBAeHs7+/ft5+eWXi/wgOmbMGEaOHGm7n5mZSXBwMJGRkfj5+ZW4HhaLhdjYWG655Ra8vLxKfJ7yFtvd4zs7dlJS4VHE+QqOJu7c+WYc/QWio9reo0cPKleuzCuvvMLnn39Ohw4dnBr/YrnT/11Zil9asfNHqYpjXGrfDI7pn/VcUdvdre2ujq+2u2fbSyu++mYRkZK566676N27N9u2bePKK690aCyTyURoaChffPEFubm5DBkyhPj4+LNXC+aPIjab4czoZjtms0YTV1ClniT29/fHw8OD9PR0u+3p6ekEBQUVeUzt2rXx8vKyu3y1adOmpKWlkZ2djbe3t115Hx+fIudn8fLyKpU3VKV1nvIW293jOyu2p4d1FHEuZjwo/IKbi9k6N7HRldWr47npppscXqfLbbtxZuJ6U4EO4umnn2bgwIH4+/s7PP7lcof/u7IY/3Jju/JxK2+c0TeDY/tnPVfUdsV3n9iuju/Obb/c+OqbRURKztPTk+bNmzsl1jPPPMPHH3/Mn3/+SUJCAnPnzuWJJ56w7szOhpSUohPEYN2+d6+1XFmYO1lKTakvXOft7U14eDhxcXG2bXl5ecTFxdGxY8cij+nUqRN//fWXbf4VgO3bt1O7du0iP4SKlGcmSzYhpBSZIAbwII9g9rL4ww/p0qULd999N/v27XNyLS+exWLh0Ucf5bXXXrPbbjKZLipBLCKOp75ZRERERETyeXt78+abb9rujx079mzewcfHOqVEYiIkJmJZs4aV06djWbPGto2EBCWIK6BSTxIDjBw5kgULFvDee++xdetWHnvsMU6cOMHAgQMBeOCBB+wWz3nsscc4fPgwTz75JNu3b+e7775jypQpDB061BHVE3GpWnV8uMEngdYkFnvr7L2WuW+/BMBnn31GkyZNeOWVV8rcYiCHDh0iMjKS+fPnM2rUKJYtW+bqKolIMdQ3i4iIiIhIvs6dOzN48GAAjh8/zvDhw8/uDA6G1q2tt7AwjjZsCGFhZ7dddZWLai2O5JA5ie+55x4OHjzI+PHjSUtLIzQ0lOXLl9sWzElJScFsPpufDg4O5ocffuCpp56iZcuW1K1blyeffJJnn33WEdUTcamQEIjbHkxGRjAAOTkWVq36jc6dO+Hpab1Er2bNPFauHM2oUaPIyMjgxIkTjBo1infffZe5c+dy4403urIJAGzdupVevXqxc+dOwHp54dGjzlloT0QunfpmEREREZGyZ8mSJbz//vuEhYVx33330ahRI6fFfvHFF/n6669JT0/nyy+/5KuvvuL22293WnwpWxy2cN2wYcMYNmxYkftWrlxZaFvHjh35/fffHVUdkTIlJMR6A7BYIDX1KGFhcHYaNzMPPvgg//d//8dzzz3Hm2++iWEYbNmyhZtuuon777+fl19+2Zbccbbly5dzzz332BYnCQwMZOnSpcUuUCciZYP6ZhERERGRsuXnn3/mq6++4quvvqJTp05OTRLXqFGDGTNm0K9fP8D6eeHmm2+matWqTquDlB0OmW5CREpHzZo1eeONN1izZg1t2rSxbf/ggw9o3Lgx8+bNc2p9DMNg5syZ9OzZ05YgbtWqFWvXrlWCWEREREREROQSJSUl2X4PCwtzevx77rmH7t27A7Bv3z4mTZrk9DpI2aAksUg50LZtW37//XfeeOMNqlevDsDRo0fZtWvXZZ3XFBdH12HDMBVYzKo42dnZPPLII4wYMcK2kNUdd9zBqlWrCMkfFi0iIiIiIiIiFyUvL8+WJA4ODqZWrVpOr4PJZGLu3LlUqlSJvn37MnLkSKfXQcoGJYlFygkPDw8effRRkpOTefDBBwkODmb8+PElP6FhYB43Dr99+zCPGweGcd7ijzzyCAsWLLDdf+655/j888+pUqVKyesgIiIiIiIi4qZ27tzJ8ePHAWjdurXL6tGgQQP+/PNPFi9eTO3atV1WD3EtJYlFypmAgADeeecdNm3aVChB+/rrr/P222/bRvoWJSUF1q+HHXNiMCcmAmBOTGTHnBjWr7fuL8qoUaPw8/PDx8eHDz/8kOeff95ukSsRERERERERuXiunmqioPr167s0vriewxauExHHqlatmt393bt388wzz3Dq1Cnefvtt5s6dS2hoqF2ZlBRo3BhOnzZYQzQ5eOBJLjl48O8T0bQnEl9fE8nJZxfWy9esWTM+++wzqlWrRvv27R3cOhEREREREZGKbf369bbfXTmSuCj//vsvp0+fxt/f39VVESfRMECRCmLp0qWcOnUKgPj4eMLDw3nyySc5evSorUxGBpw+DZHE0I4EPMkFwJNc2pFAJDGcPg0HDxp88sknZGdn28WIjIxUglhERERERESkFJSlkcT5DMPg448/pkmTJgwePBjjAlNTSsWhJLFIBTFixAhWrFhB48aNAesE+LNmzaJJkyZ89NFHBV7YDSafGUVcUA4eTCYaMHj++efp168fjz/+uDoEERERERERkVJmGIYtSXzllVdSt25dF9fI6sSJEzz99NMcOHCA7777ji+++MLVVRInUZJYpALp1q0bGzduZOrUqVSuXBmAtLQ0/vOf/3DzzTeza9euQqOI8xUcTbx06ZcAvP3228THxzu9HSIiIiIiIiIV2f79+zl48CBgHUVsMplcXCOrKlWqEB29AAgDwnjiiXfYtMmLpCTr+kbnW8tIyjfNSSxSwXh7ezN69Gj69evHiBEjWLp0KQArV67k11/uYTUmcjHjQeHF7XIxM5loYjDw8fHhnXfe4frrr3dyC0REREREREQqtipVqjB//nySkpJo2bKlq6tjk5ICTz11K9ADgEOHIDraesvn60uRaxlJ+aYksUgFVa9ePb788kuWLVvGE088wa5du7gqwJ+QtKQiE8QAHuQRzF5q17yOpd//Qrt27ZxcaxEREREREZGKr3r16gwePNjV1SjEupbR+Uc1nz5tLackccWiJLFIBdejRw+6du3Kiy++SI0a3Wg7oj5XcrDY8gcI4O0PvWjXLtCJtRQREREREREREVdRkljEDVSqVIn//e9/rF8PI4B9BJ+3fKDywyIiIiIiIiIibkML14m4EX9/69xB5+Pray0nIiIiIiIiIqXv2LFjxMTE2BauEykLlCQWcSMhIdbJ5RMTYc2aHB58cDYNGtzFlCk/kJho3a7J50VEREREREQc5/fffycqKoqAgADGjRvn6uqIAJpuQsTthITkJ4E9CQt7lGXLQujR42a8vFxdMxEREREREZGKLykpyfb7Nddc48KaiJylkcQiIiIiIiIiIiJOUjBJ3Lp1axfWROQsJYlFREREREREREScZP369QD4+PjQtGlTF9fGntYycl9KEouIiIiIiIhchv379/Of//yHWrVqUalSJVq0aMG6dets+w3DYPz48dSuXZtKlSoRERHBjh077M5x+PBh+vfvj5+fH9WrV2fQoEEcP37crszGjRu54YYb8PX1JTg4mJdeeskp7ROR0nP8+HHb879FixZ4lbG5HwuuZWRdz8jC9OkrWbPGYtuWlHSS6tUzXV1VKWVKEouIiIiIiIiU0L///kunTp3w8vLi+++/588//2T69OnUqFHDVuall15i1qxZzJs3jzVr1nDFFVcQFRXF6dOnbWX69+/Pli1biI2N5dtvv+WXX35hyJAhtv2ZmZlERkZSr149EhMTefnll/nf//7H/PnzndpeEbk8f/zxB4ZhABAWFubi2hQtJARat7bewsKgYcOjtp/Llj1P584hTJs2zdXVlFKmhetERERERERESujFF18kODiYd955x7atQYMGtt8Nw2DGjBmMGzeO22+/HYD333+fwMBAli5dyr333svWrVtZvnw5CQkJtGnTBoDZs2fTo0cPXnnlFerUqcNHH31EdnY2CxcuxNvbm+uuu44NGzbw6quv2iWTRaRsy59qAsrffMTHjx9n0qRJWCwW5syZwzPPPEP16tVdXS0pJRpJLCIiIiIiIlJCX3/9NW3atKFv374EBAQQFhbGggULbPv//vtv0tLSiIiIsG2rVq0a7du3Jz4+HoD4+HiqV69uSxADREREYDabWbNmja3MjTfeiLe3t61MVFQUycnJ/Pvvv45upoiUkoKL1pXVkcTFqVu3Lg8++CBgvbph7ty5rq2QlCqNJBYREREREREpoV27dvHGG28wcuRIxo4dS0JCAsOHD8fb25sBAwaQlpYGQGBgoN1xgYGBtn1paWkEBATY7ff09KRmzZp2ZQqOUC54zrS0NLvpLfJlZWWRlZVlu5+ZaZ1D1GKxYLFYStTe/ONKevzlcuf4anvFaHv+SGKz2UyTJk0ueM6y1vannnqKt99+m7y8PF577TWGDh1K5cqVnRbfmcraY38557gYShKLiIiIiIiIlFBeXh5t2rRhypQpgHVk4ObNm5k3bx4DBgxwad2mTp3KxIkTC22PiYm57KRObGzsZR1/udw5vtruOpcbPy8vj5MnT+Lh4UHdunVZuXKl02JfroLxO3XqxK+//kpGRgZPP/00t912m1PjO1tZeuwv1cmTJy+6rJLEIiIiIiIiIiVUu3ZtmjVrZretadOmfPHFFwAEBQUBkJ6eTu3atW1l0tPTCQ0NtZU5cOCA3TlycnI4fPiw7figoCDS09PtyuTfzy9zrjFjxjBy5Ejb/czMTIKDg4mMjMTPz+9SmwpYR6XFxsZyyy234OXlVaJzXA53jq+2V4y233bbbWRlZZGWlka9evWcGrskiop/1VVX2abHWb58OTNmzLCbCsfR8Z2lLD72lyr/CpKLoSSxiIiIiIiISAl16tSJ5ORku23bt2+3JX8aNGhAUFAQcXFxtqRwZmYma9as4bHHHgOgY8eOHDlyhMTERMLDwwH48ccfycvLo3379rYyzz33HBaLxZYsiI2NpXHjxkVONQHg4+ODj49Poe1eXl6XnfAojXMofvmL7er4FaXtXl5eXHPNNS6JXVIF44eHh9OrVy+++eYb9u3bx6effspDDz3ktPjOVpYe+5Ice7G0cJ2IiIiIiIhICT311FP8/vvvTJkyhb/++otFixYxf/58hg4dCoDJZGLEiBE8//zzfP3112zatIkHHniAOnXq0Lt3b8A68rh79+4MHjyYtWvX8ttvvzFs2DDuvfde6tSpA8B9992Ht7c3gwYNYsuWLXz66afMnDnTbqSwiIizjB071vb7tGnTyM3NdWFtpDQy1cTEAABmYElEQVQoSSwiIiIiIiJSQm3btuXLL7/k448/pnnz5kyePJkZM2bQv39/W5lnnnmGJ554giFDhtC2bVuOHz/O8uXL8fX1tZX56KOPaNKkCd26daNHjx507tyZ+fPn2/ZXq1aNmJgY/v77b8LDw/nvf//L+PHjGTJkiFPbKyIC0KFDB7p27QrAjh07bFPsSPml6SZERERERERELsNtt9123oWbTCYTkyZNYtKkScWWqVmzJosWLTpvnJYtW/Lrr7+WuJ4i4jq5ubmEhYXRpEkTIiIiKsQXPGPHjmX9+vUMGzbMljCW8ktJYhEREREREREREQfasWMHmzZtYtOmTeTl5VWIJHG3bt3Yu3cvVatWdXVVpBRougkREREREREREREHWr9+ve33sLAwF9ak9JhMJiWIKxAliUVERERERERERBwoKSnJ9nvr1q1dWBORoilJLCIiIiIiIiIi4kAVcSRxQQcPHmTcuHHce++9rq6KlJDmJBYREREREREREXEQwzBsI4lr165NUFCQi2tUugzD4Oabb2bz5s0AjBo1ivDwcBfXSi6VRhKLiIiIiIiIiIg4yJ49e/j333+BijmK2GQyMWzYMNv9qVOnurA2UlJKEouIiIiIiIiIiDiIO8xHPGDAAGrXrg3AkiVL2Lp1q4trJJdKSWIREREREREREREHqejzEQP4+vry3//+F7BOP/Hiiy+6uEZyqRyWJJ4zZw7169fH19eX9u3bs3bt2os67pNPPsFkMtG7d29HVU1ERMQtqW8WEREREXG+giOJK2qSGOCRRx6hRo0aAHz44Yfs3r3btRWSS+KQJPGnn37KyJEjmTBhAuvXr6dVq1ZERUVx4MCB8x63e/dunn76aW644QZHVEtERMRtqW8WEREREXGNiRMn8vrrr/P4449Tv359V1fHYapUqcKTTz4JQG5uLq+88oqLaySXwiFJ4ldffZXBgwczcOBAmjVrxrx586hcuTILFy4s9pjc3Fz69+/PxIkTufrqqx1RLREREbelvllERERExDXCw8MZOnQoc+bMwWQyubo6DvXEE09wxRVXAPDWW2+Rlpbm4hrJxSr1JHF2djaJiYlEREScDWI2ExERQXx8fLHHTZo0iYCAAAYNGlTaVRIREXFr6ptFRERERMQZatasyWOPPQZAVlYWr732motrJBfLs7RPmJGRQW5uLoGBgXbbAwMD2bZtW5HHrFq1irfffpsNGzZcVIysrCyysrJs9zMzMwGwWCxYLJaSVfzM8QV/OpMrY7t7fLXdPdvu6vhq++XHdtVjVx45o28Gx/TPeq6o7a7gzvHVdvdse2nFV98sIiIAI0eOZNasWVSpUoWAgABXV0cuUqkniS/VsWPHuP/++1mwYAH+/v4XdczUqVOZOHFioe0xMTFUrlz5susUGxt72ecoj7HdPb7a7jruHF9tL7mTJ0+WUk3kXCXpm8Gx/bOeK66jtrtnfLXddcpzfPXNIiKFffvtt1SpUoXQ0FCqV6/u6uo4Re3atfnuu+/o0KEDVapUcXV15CKVepLY398fDw8P0tPT7banp6cTFBRUqPzOnTvZvXs3vXr1sm3Ly8uzVs7Tk+TkZBo2bGh3zJgxYxg5cqTtfmZmJsHBwURGRuLn51fiulssFmJjY7nlllvw8vIq8XnKW2x3j6+2u2fbXR1fbb/82PmjVOXCnNE3g2P6Zz1X1HZ3a7ur46vt7tn20oqvvllEpLARI0awc+dOKleuTGZmJh4eHq6uklMUnOpOyodSTxJ7e3sTHh5OXFwcvXv3BqwfLOPi4hg2bFih8k2aNGHTpk1228aNG8exY8eYOXMmwcHBhY7x8fHBx8en0HYvL69SeUNVWucpb7HdPb7a7p5td3V8tb3ksV35uJU3zuibwbH9s54rarviu09sV8d357Zfbnz1zSIi9o4ePcrOnTsBaNmypdskiKV8csh0EyNHjmTAgAG0adOGdu3aMWPGDE6cOMHAgQMBeOCBB6hbty5Tp07F19eX5s2b2x2fP/z+3O0iIiJSMuqbRUREREScq+D6HmFhYa6riIulpqYyb948xo4dW+SgEikbHJIkvueeezh48CDjx48nLS2N0NBQli9fblswJyUlBbPZ7IjQIiIiUgT1zSIiIiIizpWUlGT73V2TxAsWLGDYsGFkZ2cTHBzMww8/7OoqSTEctnDdsGHDiryEFWDlypXnPfbdd98t/QqJiIi4OfXNIiIiIiLOs379etvvrVu3dmFNXKdVq1ZkZ2cDMG3aNB588EE8PR2WjpTLoCFDIiIiIiIiIiIipSx/JLGnp6fbTtvWrl072yJ2O3fu5PPPP3dxjaQ4ShKLiIiIiIiIiIiUolOnTrF161YAmjVr5tZz8Y4dO9b2+5QpUzAMw4W1keIoSSwiIiIiIiIiIlKKNm3aRG5uLuC+U03k69KlCx06dACsj8t3333n4hpJUZQkFhERERERERERKUUF5yN210Xr8plMJrvRxC+88IJGE5dBShKLiIiIiIiIiIiUIm9vb5o1a4bZbHb7JDFAz549adGiBQC///47P//8s4trJOdSklhERERERERERKQUPfTQQ2zZsoVjx47ZplpwZ2azmTFjxtjuT5kyxYW1kaIoSSwiIiIiIiIiIuIAlStXxsvLy9XVKBP69u1Lw4YNAdi4cSMZGRkurpEU5OnqCoiIiIiIiIiIiEjF5unpydSpUzl48CADBw6kUqVKrq6SFKAksYiIiIiIiIiISCkxDAOTyeTqapRJffv2dXUVpBiabkJERERERERERKSUjBo1imbNmtG/f39SUlJcXR2Ri6IksYiIiIiIiEgpmTZtGiaTiREjRti2nT59mqFDh1KrVi2qVKnCnXfeSXp6ut1xKSkp9OzZk8qVKxMQEMCoUaPIycmxK7Ny5Upat26Nj48P11xzDe+++64TWiQilyohIYGtW7eyaNEiKleu7OrqlGkpKSn8888/rq6GoCSxiIiIiIiISKlISEjgzTffpGXLlnbbn3rqKb755hs+++wzfv75Z/755x/69Olj25+bm0vPnj3Jzs5m9erVvPfee7z77ruMHz/eVubvv/+mZ8+edO3alQ0bNjBixAgefvhhfvjhB6e1T0QuLC8vjw0bNgBw1VVX4e/v79oKlVFpaWk89NBDNGzYkMmTJ7u6OoKSxCIiIiIiIiKX7fjx4/Tv358FCxZQo0YN2/ajR4/y9ttv8+qrr3LzzTcTHh7OO++8w+rVq/n9998BiImJ4c8//+TDDz8kNDSUW2+9lcmTJzNnzhyys7MBmDdvHg0aNGD69Ok0bdqUYcOGcdddd/Haa6+5pL0iUrRdu3aRmZkJQOvWrV1cm7LLx8eHzz77jJycHBYuXEhqaqqrq+T2lCQWERERERERuUxDhw6lZ8+eRERE2G1PTEzEYrHYbW/SpAkhISHEx8cDEB8fT4sWLQgMDLSViYqKIjMzky1bttjKnHvuqKgo2zlEpGxISkqy/R4WFubCmpRtNWrU4PHHHwcgOzubV1991cU1Ek9XV0BERERERESkPPvkk09Yv349CQkJhfalpaXh7e1N9erV7bYHBgaSlpZmK1MwQZy/P3/f+cpkZmZy6tQpKlWqVCh2VlYWWVlZtvv5oxstFgsWi+USW4nt2II/nc2d46vt5aPtBV8HWrRocdl1Lk9tv1TDhg1j5syZZGVl8cYbb/D0009Ts2ZNp8W/kIrw2F/KsUoSi4iIiIiIiJTQ3r17efLJJ4mNjcXX19fV1bEzdepUJk6cWGh7TEzMZS+mFRsbe1nHXy53jq+2u87FxF+xYoXt93///Zdly5Y5LbYjOSr+zTffzPfff8+JEycYMWIE9957r1PjX4zy/NifPHnyossqSSwiIiIiIiJSQomJiRw4cMBu7tHc3Fx++eUXXn/9dX744Qeys7M5cuSI3Wji9PR0goKCAAgKCmLt2rV2501PT7fty/+Zv61gGT8/vyJHEQOMGTOGkSNH2u5nZmYSHBxMZGQkfn5+JWqvxWIhNjaWW265BS8vrxKd43K4c3y1vey33TAMBg8eDECtWrV44IEHMJlMTontKI6O36xZM2JiYsjNzeWHH35gzpw5VK1a1Wnxz6ciPPb5V5BcDCWJRUREREREREqoW7dubNq0yW7bwIEDadKkCc8++yzBwcF4eXkRFxfHnXfeCUBycjIpKSl07NgRgI4dO/LCCy9w4MABAgICAOvIMT8/P5o1a2Yrc+6IxNjYWNs5iuLj44OPj0+h7V5eXped8CiNcyh++Yvt6vhlve379+/n4MGDgHU+Ym9vb6fFdjRHxW/UqBH9+/fn/fff599//+Wdd97hv//9r9PiX4zy/NhfynFauE5ERERERESkhKpWrUrz5s3tbldccQW1atWiefPmVKtWjUGDBjFy5Eh++uknEhMTGThwIB07dqRDhw4AREZG0qxZM+6//37++OMPfvjhB8aNG8fQoUNtSd5HH32UXbt28cwzz7Bt2zbmzp3L4sWLeeqpp1zZfBEpoOCidQWvLpDzGz16tG3E9fTp0zl9+rSLa+SelCQWERERERERcaDXXnuN2267jTvvvJMbb7yRoKAglixZYtvv4eHBt99+i4eHBx07duQ///kPDzzwAJMmTbKVadCgAd999x2xsbG0atWK6dOn89ZbbxEVFeWKJolIEbp06cJPP/3Eq6++yh133OHq6pQbTZs2tT1eqampLFq0yMU1sjLFxdF12DBMcXGuropTaLoJERERERERkVK0cuVKu/u+vr7MmTOHOXPmFHtMvXr1LrjAVZcuXexGKopI2VKlShW6dOlCly5dXF2VcmfMmDFs2rSJ0aNH85///MfV1QHDwDxuHH779pE3bhxERcFlzi9d1ilJLCIiIiIiIiIiIi7Tpk0btm3bhtlcRiY9iInBnJgIYP0ZE2NNFFdgZeSRFxEREREREREREXdVZhLEhgHR0RgeHta7Hh4QHW3dXoGVkUdfRERERERERESkfPrzzz95/fXXWb16NSdOnHB1dSoEi8XimsAxMZCQgCk3F8D6MyHBur0CU5JYRERERERERETkMixbtownnniCTp068dlnn7m6OuXapk2b6N+/PzfeeCOGs0fvnhlFzJlRxDZuMJpYcxKLiIiIiIiIiIhchvXr19t+DwsLc2FNyjfDMOjX71m2bEkDYP78dWRnVyMpCTzPZDH9/SEkxEEVODOKuJCCo4kr6NzEShKLiIiIiIiIiIhchqSkJAC8vb1p1qyZi2tTfu3da2L79m8A60jeJ54oXMbXF5KTHZAozh9FbDZDXl7h/WazdX9kJJhMpRzc9TTdhIiIiIiIiIiISAmdOHGC5ORkAFq0aIGXl5eLa1R+ZWSAxeJx3jKnT1vLlbrsbEhJKTpBDNbte/day1VAGkksIiIiIiIiIiJSQn/88Ydt7lxNNVGO+fhYp5Q4eBAAS04Ov61aRafOnfHKn+siIMBargJSklhERERERERERKSE8qeaACWJy73gYOsNwGLhaGoqhIWBG4wO13QTIiIiIiIiIiIiJVQwSdy6dWsX1kSk5JQkFhERERERERERKaH169cDYDabadmypYtr437+/fdf23QfUnJKEouIiIiIiIiIiJRAdnY2mzdvBqBx48ZUrlzZxTVyP/3796dZs2bMnj2bo0ePuro65ZaSxCIiIiIiIiIiIiWQmZlJ7969ueaaawgPD3d1ddzOzp07Wb58Odu2bWP48OHUrVuXxx57jE2bNrm6auWOksQiIiIiIiIiIiIl4O/vz+LFi9mxYwfvvvuuq6tT7vn7g6/v+cv4+lrLARw7dowbb7zRtu/EiRPMmzePli1bcuONN/LJJ5+QnZ3twBpXHEoSi4iIiIiIiIiIXCYPDw9XV6HcCwmB5GRITLTe1qyxMH36Stassdi2JSdbywGEhoaycuVKNm3axGOPPUaVKlVs5/r111/p168f9erVY/z48eTm5rqoVSVjiouj67BhmOLinBJPSWIREREREREREREpE0JCoHVr6y0sDBo2PEpY2Nlt+Qnigpo3b87cuXPZv38/r7/+Ok2bNrXtS0tLY+XKleUriW8YmMeNw2/fPszjxoETFuZzWJJ4zpw51K9fH19fX9q3b8/atWuLLbtgwQJuuOEGatSoQY0aNYiIiDhveREREbl06ptFREREREpPXl4eWVlZrq6GFODn58fQoUPZsmULP/30E3fddRceHh4MHTrUrpxhGCxcuLDsLnQXE4M5MRHA+jMmxuEhHZIk/vTTTxk5ciQTJkxg/fr1tGrViqioKA4cOFBk+ZUrV9KvXz9++ukn4uPjCQ4OJjIykv379zuieiIiIm5HfbOIiIiISOnavn07VapUITQ0lDlz5ri6OlKAyWSiS5cufPbZZ+zZs4c77rjDbv+PP/7IoEGDqFu3Lo8++qhtobuUFFi/3npLSoKdO6uRlHR2W0qKEypvGBAdjXFm5LPh4QHR0Q4fTeyQJPGrr77K4MGDGThwIM2aNWPevHlUrlyZhQsXFln+o48+4vHHHyc0NJQmTZrw1ltvkZeXR5yT5twQERGp6NQ3i4iIiIiUrqSkJHJycvjjjz84cuSIq6sjxahbty7e3t522/KT+idOnODNN9+kZcuWtGt3F9dck0t4OISHQ/v2Xvz3v11o397Ltq1xYyckimNiICEB05k5lE25uZCQ4PDRxJ6lfcLs7GwSExMZM2aMbZvZbCYiIoL4+PiLOsfJkyexWCzUrFmzyP1ZWVl2w/kzMzMBsFgsWCyWEtc9/9jLOUd5jO3u8dV292y7q+Or7Zcf21WPXXnkjL4ZHNM/67mitruCO8dX292z7aUVX32ziLibpKQk2+9hYWEurIlcqkmTJhEUFMQHH3zA8ePHAUhI2AWcf97i06chI6PoeZFLxZlRxHh4QMGF9vJHE0dGgsnkkNClniTOyMggNzeXwMBAu+2BgYFs27btos7x7LPPUqdOHSIiIorcP3XqVCZOnFhoe0xMDJUrV770Sp8jNjb2ss9RHmO7e3y13XXcOb7aXnInT54spZpUfM7om8Gx/bOeK66jtrtnfLXddcpzfPXNIuJu1q9fb/tdSWLHMMXF0XXYMEwLFkD37qV23vyF7qZNm8YHH3zAnDlz2Lq11E5fcmdGERdScDRxVJRDQpd6kvhyTZs2jU8++YSVK1fi6+tbZJkxY8YwcuRI2/3MzEzbXIl+fn4ljm2xWIiNjeWWW27By8urxOcpb7HdPb7a7p5td3V8tf3yY+ePUhXHu5i+GRzTP+u5ora7W9tdHV9td8+2l1Z89c0i4k4Mw7CNJA4KCqJ27dourlEFZBiYx43Db98+8saNsyZHS3kUbf5Cd48//jjz56/j0UcvfExeXh4OmcE3fxSx2Qx5eYX3m80OHU1c6klif39/PDw8SE9Pt9uenp5OUFDQeY995ZVXmDZtGitWrKBly5bFlvPx8cHHx6fQdi8vr1J5Q1Va5ylvsd09vtrunm13dXy1veSxXfm4lTfO6JvBsf2znitqu+K7T2xXx3fntl9ufPXNIuJO9u7dy+HDhwGNInaYmBjMiYkA1p8OHEVrMplo27btRZXt1asXAwe2on///lx33XWlV4nsbOuEx0UliMG6fe9ea7kiPnddrlJPe3t7exMeHm63sE3+QjcdO3Ys9riXXnqJyZMns3z5ctq0aVPa1RIREXFb6ptFREREREqXpppwsDOjag0P6xzBRv6cvIbh4opBWloqU6dOpXnz5oSGhvLyyy+zb9++yz+xj491SonEREhMxLJmDSunT8eyZo1tGwkJDkkQg4Ommxg5ciQDBgygTZs2tGvXjhkzZnDixAkGDhwIwAMPPEDdunWZOnUqAC+++CLjx49n0aJF1K9fn7S0NACqVKlClSpVHFFFERERt6K+WURERESk9BRctK5169YurEkFdWZu3vxJFUxOmJP3YpnNHrbBvn/88Qd//PEHzz77LF26dKF///7ceeedVK9evWQnDw623gAsFo6mpkJYGDjhah0HTKAB99xzD6+88grjx48nNDSUDRs2sHz5ctuCOSkpKaSmptrKv/HGG2RnZ3PXXXdRu3Zt2+2VV15xRPVERETcjvpmEREREZHSo5HEDpQ/N++ZUcQ2ZWQ08fLly5k5cybt2rWzbTMMg59++omHH36YoKAgYmJiXFjDknHYwnXDhg1j2LBhRe5buXKl3f3du3c7qhoiIiJyhvpmERERESmPTHFxdB02DNOCBdC9u6urA5wdSVytWjUaNGjg4tpUMGdGERfi4NHE/v7g6wunTxdfxtcXGjeuxS23DGf48OHs2LGDRYsW8eGHH/LXX38B1qn9zp2uLzMzkypVqmA2O2S8bqlwWJJYRERERERERETkshgG5nHj8Nu3j7xx46zJQZPpwsc52IYNG0hKSuLAgQOYykB9Koz8UcRmc9ELuJnN1v2RkaX+fxASAsnJkJFhvZ+TY2HVqt/o3LkTnp7W6R78/a3l8jVq1IgJEyYwfvx4EhIS+Oijjzh16hQ1a9a0O/eoUaP4/vvv6devH/3797/gouCuoCSxiIiIiIiIiIiUTTExmBMTAaw/y8CctAD+/v7ccsstrq5GxZOdDSkpRSeIwbp9715rOQcs4BYScjYJbLFAaurRi5oS2GQy0a5dO7spKPJlZWXx2Wef8e+///LSSy/x0ksv0bx5c/7zn//Qr18/QgpknVNSCiapYefOaiQlgeeZDO65SerSpCSxiIiIiIiIiIiUPWdGlRoeHphyc60/HTSKVMoIHx/rlBIHDwJgycnht1Wr6NS5M175mdKAAIckiB0lIyOD66+/nuXLl5ObmwvA5s2bGT16NKNHj+bGG2+kf//+dOx4N+3aVS8w3YUX0MXuXL6+1tHOjkgUl92JMERERERERETKuKlTp9K2bVuqVq1KQEAAvXv3Jjk52a7M6dOnGTp0KLVq1aJKlSrceeedpKen25VJSUmhZ8+eVK5cmYCAAEaNGkVOTo5dmZUrV9K6dWt8fHy45pprePfddx3dPBHXOjM3relMYs1UcE5aqbiCg6F1a+stLIyjDRtCWNjZbVdd5eoaXpK6devy7bffkpqayuuvv07Hjh3t9v/yyy888sgjtG4ded75kME6X3L+SOPSpiSxiIiIiIiISAn9/PPPDB06lN9//53Y2FgsFguRkZGcOHHCVuapp57im2++4bPPPuPnn3/mn3/+oU+fPrb9ubm59OzZk+zsbFavXs17773Hu+++y/jx421l/v77b3r27EnXrl3ZsGEDI0aM4OGHH+aHH35wantFnCVlj8GJkdEYZg+77YbZgxMjo0nZY7ioZjBu3Djmz59vW7xO5GJceeWVDB06lNWrV7Nz504mT55MkyZNbPtr1fJ3Ye003YSIiIiIiIhIiS1fvtzu/rvvvktAQACJiYnceOONHD16lLfffptFixZx8803A/DOO+/QtGlTfv/9dzp06EBMTAx//vknK1asIDAwkNDQUCZPnsyzzz7L//73P7y9vZk3bx4NGjRg+vTpADRt2pRVq1bx2muvEVUG5mcVKU0pKTC0UQzfWBIK7TPl5XLFnwnc2yiGOX9FOWx+1uIcPXqUF154AYD27dvz+++/O7cCUiFcffXVjBs3jueee46kpCQ+/PBDcnNbMWuW6+qkJLGIiIiIiIhIKTl69CiAbWX7xMRELBYLERERtjJNmjQhJCSE+Ph4OnToQHx8PC1atCAwMNBWJioqiscee4wtW7YQFhZGfHy83Tnyy4wYMaLYumRlZZGVlWW7n5mZCYDFYsFisZSoffnHlfT4y+XO8d2p7WmpBtGWaHIx40HhBcxyMRNtiSYttSu1azt+buKCbU88s4geQKtWrRz+eLjT372sxXdW7BYtWvDiiy+SlMRFJYlzcixcbJUupe5KEouIiIiIiIiUgry8PEaMGEGnTp1o3rw5AGlpaXh7e1O9enW7soGBgaSlpdnKFEwQ5+/P33e+MpmZmZw6dYpKlSoVqs/UqVOZOHFioe0xMTFUrly5ZI08IzY29rKOv1zuHN8d2r47uRL3kFJkghjAgzyC2cvin1eSmnbK4fXJFxsbyzfffGO77+npybJly5wW25XcOb6zYu/cWY1zF6oryqpVv5GaevSiznny5MmLjq8ksYiIiIiIiEgpGDp0KJs3b2bVqlWurgoAY8aMYeTIkbb7mZmZBAcHExkZiZ+fX4nOabFYiI2N5ZZbbsHLy6u0qqr4xUhJgUOH8mPnsGbNGtq3b4+XlzWdU6sWTptuwVltz8nJYdr6GNqSwJUcLLbcAQJY0iWQsDCHVcWmYNs///xz2/b777+f8PBwp8V2h//5shTf2bEvdorrzp07XfT/ff4VJBdDSWIRERERERGRyzRs2DC+/fZbfvnlF6666irb9qCgILKzszly5IjdaOL09HSCgoJsZdauXWt3vvT0dNu+/J/52wqW8fPzK3IUMYCPjw8+Pj6Ftnt5eV12wqM0zqH455eSAs2bw+nTtqicO8rQ1xeSk52XKAbHtn3Hjh10796dXbuqAevZR/B5y3t6gjP/Dby8vPjjjz8A8PDwIDQ01Gn/h+7wP19W4zsrtudFZmk9Pb0u+v/+UuptvuiSIiIiIiIiImLHMAyGDRvGl19+yY8//kiDBg3s9oeHh+Pl5UVcXJxtW3JyMikpKXTs2BGAjh07smnTJg4cOGArExsbi5+fH82aNbOVKXiO/DL553CklBRYv956S0qyXhKdlHR2W0qKw6vgljIyCiaIi3b6tLVcRVG/fn3y8oqeYqIsOH36NH/++ScA1113Hb6+vi6ukVQk/v7WL37Ox9fXWs4RNJJYREREREREpISGDh3KokWL+Oqrr6hataptDuFq1apRqVIlqlWrxqBBgxg5ciQ1a9bEz8+PJ554go4dO9KhQwcAIiMjadasGffffz8vvfQSaWlpjBs3jqFDh9pGAj/66KO8/vrrPPPMMzz00EP8+OOPLF68mO+++86h7UtJgcaNy95oVin/Tp8+zcqVK+nevbttm5eXF2PHjuXtt5NYs+bizzVhwgSCgoJ45JFHMJsdNx5y8+bN5ObmAhDmjHkuxK2EhFhfS/O/+MnJsbBq1W907twJT0/riGB/f8e91moksYiIiIiIiEgJvfHGGxw9epQuXbpQu3Zt2+3TTz+1lXnttde47bbbuPPOO7nxxhsJCgpiyZIltv0eHh58++23eHh40LFjR/7zn//wwAMPMGnSJFuZBg0a8N133xEbG0urVq2YPn06b731FlFRUQ5tnzuOZi0r/v77b7v73VjBFprRjRV228vyyNuinDx5ktdee42rr76aHj16sG3bNrv9Dz/8MHPnzr3o88XHxzN58mQef/xxunXrxq5du0q7yjYbNmyw/a4ksThCSAi0bm29hYVBw4ZHCQs7u82RX8ZpJLGIiIiIiIhICRmGccEyvr6+zJkzhzlz5hRbpl69eixbtuy85+nSpQtJF7uykZRLycnJfPbZZyxevJhNmzyB9Wf2GExhLM3YyhTG0p5ugAmAHj16cN99Tbj77rvp0KGDQ0fSXo7jx4/zxhtv8Morr9hNrTJlyhTef/99232TyWS77P58X1DkX3b/wQc/2p6HK1eupEWLFkybNo2hQ4eW+mNRMEncunXrUj23iKspSSwiIiIiIiIi4iLbt2+3JYY3btxYYM/ZkaqRxNCOBADakUAkMcRgHUV+8OABZs78gZkzZ1K3bl369u3L3XffTfv27ctEwjgzM5PXX3+dV199lUOHDtnt69OnD0899VShYy7lsvvnnnuO9u3b8/DDD7Nnzx5OnjzJ8OHD+eyzz3j77bdp1KhRqbWlbdu2pKens2HDBlq1alVq5xUpC1z/aiEiIiIiIiIi4obeeecdGjduzLhx485JEEOLFi3P/GYwmWhy8AAgBw8mEw1YR896ep4d/7d//35mzJjB9ddfT7169Xj66acvarS7Ixw5coRJkyZRr149nnvuOVuC2GQycc8997Bx40a++OKLYqdtuJTL7iMiIti0aROPP/64bduvv/5Kq1ateO2112zzCF+uAQMGsHTpUnbv3o2fn1+pnFOkrFCSWEREREREREQuy7vvvsu///7r6mqUaX/99Rf79u2z23bzzTfb3e/QoQPTp09nz549vPvuu8DZUcSeWBOdnuTaRhMDrFgRx7vvvkuPHj3w8vKynWvfvn2sW7cOk8nkwFYVb/ny5UyYMIEjR44AYDab6d+/P1u2bOGTTz6hRYsWpRqvatWqzJkzh59++omrr74agFOnTjFy5EhuuOEGuykuRKQwJYlFRERERERE5KIUt3ja7NmzCA4OZvjw4ezcudNFtSt7du7cybRp02jdujWNGjXi9ddft9tfr149Hn74YV555RV2795NfHw8I0eOJCQkxDovr4/9KOJ8+aOJfX0MGjSoyoABA/juu+9IT0/nnXfe4dZbb8XT05O7777b7ri8vDyuv/56nn76adasWVOqo4zPPVffvn1p3LgxHh4ePPjgg2zbto0PP/yQpk2bllrMonTp0oWNGzcyfPhwW4I8JyeHmjVrOjSuSHmnOYlFRERERERE5CIUv3gawIkTJ5g9ezavv/46vXv35o033iAwMNB11XWRXbt22eYYXr9+vd2+xYsXM3XqVLvRvQsWLCjyPCEhsGdBDAEPJBTalz+aeM+CGAJComzba9SowYMPPsiDDz7I4cOH7UYWA6xevZr4+Hji4+OZPn069erVs81h3KZNm0KjjlNSCs4LDDt3ViMpCfJnuPD3B2/vNF5++WXS0tL46KOPbMd6eHjwzjvvEBgYaBvZ6yxXXHEFM2fOpG/fvjz66KMsXLjQblqOkjhy5Ag5OTmFHlORikJJYhEREREREREpkr8/+PrC6dPFL57m7Z3Hvff25PPPkzl58iSGYfD7779To0YNF9e+dFxMotTDYz8fffQRixcvJjExscjztGnThrvvvhuLxYK3t/eFAxsGAbOjwWyGvLzC+81m6/7/REIRU0oUNXJ248aNeHp6kpOTA8CePXt45ZVXeOWVV6hfv74tYRweHs7evSYaN7b+7a28gC525/PwsODpeSNZWTsAeOaZZ+wWdOvYseOF2+lAnTt3ZuPGjYUW8EtISGDFihWMGjXqopPHL7/8Mo888ggtW7Zk5cqVVK5c2RFVFnEZTTchIiIiIiIiIkUKCYHkZEhcZ7CkWTSG2TrtgWH2YEmzaBLXGezYYea99yazd+9epk6dSp06dXjiiScKJUK//vprjh496opmlFhKCjRuDOHh1lv79l78979daN/ey7atcWP44YetPPvss4USxG3atOHFF19k165dJCQkMGrUqItLEANkZ1srUFSCGKzb9+61lrtIjz/+OGlpabz11ltERkbi4XF2Govdu3fz8ssv07ZtW9q3b8/Bg0aBBHHRcnO9yMqqAoCvry9JSUkXXRdnOTdBnJWVxcCBAxk7diwdOnRg06ZNFzxHXl4ef//9N1lZWfzzzz9KEEuFpJHEIiIiIiIiIlKskBAI2RoDf56d9sCUl8sVfybQOiMGwq3THdSsWZPRo0czcuRI20jVfLt37+aOO+7giiuu4OGHH2b48OHUr1/fmc0okYwMLpgoPX0amjW7ET8/PzIzMwkPD6dv37707dv38qZZ8PGBhAQ4eBAAS04Ov61aRafOnfHKH/0aEGAtdwlq1arFoEGDGDRoEBkZGSxdupTFixfz448/kptrXRwvNDT0ohe88/WtxNCh/+Xpp58mKCjokuriCitXrmTr1q0AJCYmEh4eTnR0NKNHjy52Kom///6bkydPAhAWFua0uoo4k0YSi4iIiIiIiEjxDAOio8HDfvE0PDys289ZsMzb27vQSMvZs2eTl5fHsWPHeO2112jYsCF33303a9ascXTtSywzM5OEBPv5gItbuM/b25sPP/yQv/76i3Xr1vHss8+Wzjy8wcHQurX1FhbG0YYNISzs7Larrrqs0/v7+/Pwww8TExNDWloa8+fPJyIignvvvfeiz/HNN9/wyiuvlIsEMUBUVBSrV6+mWbNmAFgsFsaPH0+7du3YsGFDkcekfvABW4BuQOvWrZ1WVxFnUpJYRERERERERIoXE2Md0XpmlKlNbq51e0zMBU8xePBgHnnkEXx9fQHr5fufffYZHTp0oFOnTnzxxRe2Uayu9PPPP3P//ffTtGlTqlevzqOPPlJgr/3CfWCfHO/VqxcNGzZ0an1Lk7+/P4MHDyY2Npabb775oo8rau7jsq59+/asX7+esWPH2qbc2LBhA23btmXChAlkF5zCwzC4ZuFCmgFTgLDQUFdUWcThlCQWERERERERkaLljyI2F5M+MJuLHE18riZNmjBv3jz27t3LpEmTCAgIsO1bvXo1d911F40aNWLx4sWlWfsiWSwWkpKSmD9/PocOHbLbt3v3bj788EO2bduGcU6bilq4z50UN4q6vPLx8eGFF15gzZo1NG/eHICcnBwmTZpEmzZtWL78T9avhx1zYghOSwOgHVB702nWr7dOFy1SkShJLCIiIiIiIiJFK+XF0/z9/YmOjmbPnj0sXLjQlpwDbAuDnSslBdavt96SkmDnzmokJZ3ddr5kXW5uLlu3buX999/niSeeoEOHDlStWpXWrVvzyCOPsHr1arvybdu2BcDLy4s2bdpw1119z+wxmEw0OVhHnebgwWSiOXc0ccV1/lHU5Vl4eDiJiYmMHz8ezzNzPf/553Fuv70J4eEG/z5h/3c3TXiN8HCDxo2VKJaKRQvXiYiIiIiIiEjRHLR4mq+vLwMHDuTBBx8kNjaWV199lU2bNnHPPffYlYuL20GPHg3JzraOcevGz8xiOMOZRRwRZ84FycnWBfbyRUdH8+uvv5KYmMjx48eLrUdCQgK9evWy3W/cuDFr166lZcuW+Pj4sH49fP65/ShiAE9ybaOJY4i6pLaXR0WNoq5I7fb29mbixIn07t2bgQMH0q7doyxYYCaSH4r/u5+OIiPD/v9OpDxTklhEREREREREihccbL0BWCwcTU21Lp7m5XXZpzaZTERGRhIZGcmRI0fw9va22z9t2ltkZ7945p79aNb2dANMnD5NoWRdTEwMa9euLTJmo0aNaNOmDW3btuWWW26x2+fh4WEbTXzW2VHEnpydNzl/NHEMkYCpZA9AGebvb03Anz5t3/6C7fb1NeHv7+qalp6wsDDWrl1LUpKJBQvc8+8u7ktJYhERERERERFxuerVq9vd3717N3Fxcbb7lzKatW3btqxdu5arrrqKtm3b2m7h4eHUqFHjouvk7w+3ecXQzpJQaF/+qNLbvGLw9684o2rzhYRYR2hnfR1DoycKj6bdPjsGn/+LqnAjab29vfHyotAo4nwFRxNTgUZTi2hOYhEREREREREpcwIDAxk7dsyZe+efEzgjI8Pu2NGjR5OamsrevXtZsmQJY8aMISIi4pISxAAhwQafN43GMBWdPjFMZj5vGk1IcMWZo7egkGCDRu9Hg4eH/Q4PDxq9X3HbjWH9f8stJm2Wi9n6/3eBBRtFyhMliUVERERERESkzKlUqRJ9+twJnB1FnH/Zv/1oTqhcubLdsVdddRVBQUGXX4nsbHzSUzAZRS/cZzLy8Dlw8Qv3lTsxMdY5qXNz7bfn5lq3x8S4pl4OZrJkE0IKHhT9d/cgj2D2YrJU0L+7uCVNNyEiIiIiIiIiZdiF54Y9N0lcahy0cF+5YBgQHQ1mM+QVkSw1m637IyPBVLHm5jW8fWhLAldysNgyBwjga+8K+HcXt6UksYiIiIiIiIiUWQXnIi7IaXPDOnDhvjItOxtSUopOEIN1+94zo6grYJJ8H8HsI9jV1RBxGiWJRURERERERKRsKjA3bFGX/p+dGzYSqFijWV3OjUdR+/uDry+cPl18GV9fazmRikJJYhEREREREREpk/z9svG5wNywIewl2y8bqHjJSpdz01HUISGQnAz56yHm5FhYteo3OnfuhKente3+/tZyIhWFksQiIiIiIiIiUiaFNPJhf3wCW3daR7Pm5uawYcMGQkND8fCwpjT8rgkgpJESxFK6QkLOJoEtFkhNPeoO+XFxY0oSi4iIiIiIiEiZVbdDMHU7WEezWiwWdlZLpXGPMLyUrRMRKTVmR514zpw51K9fH19fX9q3b8/atWvPW/6zzz6jSZMm+Pr60qJFC5YtW+aoqomIiLgl9c0iIiIiIiJSFIckiT/99FNGjhzJhAkTWL9+Pa1atSIqKooDBw4UWX716tX069ePQYMGkZSURO/evenduzebN292RPVERETcjvpmERERERERKY5DksSvvvoqgwcPZuDAgTRr1ox58+ZRuXJlFi5cWGT5mTNn0r17d0aNGkXTpk2ZPHkyrVu35vXXX3dE9URERNyO+mYREREREREpTqnPSZydnU1iYiJjxoyxbTObzURERBAfH1/kMfHx8YwcOdJuW1RUFEuXLi2yfFZWFllZWbb7R48eBeDw4cNYLJYS191isXDy5EkOHTrk9LmNXBnb3eOr7e7ZdlfHV9svP/axY8cAMAyjtKpWYTmjbwbH9M96rqjt7tZ2V8dX292z7aUVX31z2Zf/t8nMzCzxOfL/VzIzM136v+qO8dV2td3d2u7q+BWh7fmv9xfTN5d6kjgjI4Pc3FwCAwPttgcGBrJt27Yij0lLSyuyfFpaWpHlp06dysSJEwttb9CgQQlrLSIi5dWxY8eoVq2aq6tRpjmjbwb1zyIiYqW+uezKT+QHBwe7uCYiIuJMF9M3l3qS2BnGjBljN7opLy+Pw4cPU6tWLUwmU4nPm5mZSXBwMHv37sXPz680qlouYrt7fLXdPdvu6vhq++XHNgyDY8eOUadOnVKsnVwOR/TPeq6o7e7WdlfHV9vds+2lFV99c9lXp04d9u7dS9WqVdU3l8P4arva7m5td3X8itD2S+mbSz1J7O/vj4eHB+np6Xbb09PTCQoKKvKYoKCgSyrv4+ODj4+P3bbq1auXvNLn8PPzc8kf39Wx3T2+2u6ebXd1fLX98mJrlNLFcUbfDI7tn/VcUdsV331iuzq+O7e9NOKrby7bzGYzV111Vamcq7z/r5bn+Gq72q747hO7NOJfbN9c6gvXeXt7Ex4eTlxcnG1bXl4ecXFxdOzYschjOnbsaFceIDY2ttjyIiIicvHUN4uIiIiIiMj5OGS6iZEjRzJgwADatGlDu3btmDFjBidOnGDgwIEAPPDAA9StW5epU6cC8OSTT3LTTTcxffp0evbsySeffMK6deuYP3++I6onIiLidtQ3i4iIiIiISHEckiS+5557OHjwIOPHjyctLY3Q0FCWL19uWwAnJSUFs/nsIObrr7+eRYsWMW7cOMaOHUujRo1YunQpzZs3d0T1iuXj48OECRMKXSpb0WO7e3y13T3b7ur4arvr2u6u1DeXv/hqu3u23dXx1Xb3bHtZiC/lh6v/V9w5vtqutruCO8d3t7abDMMwnBJJRERERERERERERMqcUp+TWERERERERERERETKDyWJRURERERERERERNyYksQiIiIiIiIiIiIibkxJYhERERERERERERE3piSxiBvbuHEjOTk5rq6GiIiInKG+WUREpGxR3yzuQkliKZJhGC6Jm5eX55K453Jm+8+N5azYkyZNIjQ0lJ9//pnc3FynxDyfgu121f+fq7hbe0WkZNy9b4aK3z+Xtb4Z1D+LiJyPK18nykr/rL7Z+dQ3i6MoSVxAcS+y7vxP+Ouvv7J69WqnxTObrf+S48eP57fffnNa3HOZTCYAjh8/7tA4eXl5tljZ2dl2sR1t/PjxREZG8uCDD/LTTz+5vMPLb7dhGJhMJqe+6XHlG6zc3Fxb2zdu3MiRI0dcUg93fp2Tsk19c2Hu2jdDxe+fy1rfDK7rn12d/FD/LFI89c2FObtvhrLTP6tvdj59dlbf7ChKEp9hGIbtRXb27Nk88cQTPPLIIxw4cMBpSTtw/Rvi/H92k8lEXFwcN910E4cPH8ZisTg0bsF2f/nll7zwwgt4eHg4NOaFvPTSS4wZM8Zh5y/4P/fKK6/w4IMPcvvtt7NhwwZbp+co+X/P5cuX06RJEwYMGOCyDq/g3/6TTz6hV69e5OTkYDabnfJ8yMvLs/0dVq1axe+//86aNWscHhdg9+7ddOvWDYClS5dy6623snPnTqfEPpfJZOL333/ns88+A1wzIuDQoUNOiynlg/pmK/XN9ipq/1yW+mZwbf/syr4Z1D8XjKO+Wc6lvtnKVX0zlM3+WX2zc+izs3v3zQVjOax/NsTIzc21/T5+/HijevXqxj333GNcffXVRr169YxVq1Y5vA6nTp2yu79+/Xpj8eLFxnfffWekpKTYtufl5Tm8LoZhGPv27TPefPNNY8qUKU6Nu2jRIuP111835s+f75R45/P2228b/v7+xp9//lnq5y74Pzd16lSjWrVqxvDhw41WrVoZV155pfHhhx8ax48fL/W458bO161bN6NOnTpGbGyskZOT45C4F6pLXFycMXjwYMPDw8MYMmSIYbFYiq1vaSn4f/3UU08Z/v7+Rp06dYwaNWoYAwcONP755x+HxTYMw9i8ebPRsGFD49prrzVMJpPx0UcfOTRecfLy8oycnByjW7duRs+ePZ0e2zAM49tvvzU6d+5sfP/9906NL2WX+ubC1DdbVcT+uSz1zefWx9n9s6v7ZsNQ/6y+WYqjvrkwV/XNhlG2+mf1zY6nz87u3TfnxzYMx/bPShIXkJ6ebgwYMMBYu3atYRiGYbFYjB49ehi1a9c2fvnlF4fFfeGFF4zhw4cbBw8eNAzDML788kvDx8fHaNmypeHl5WV07tzZmDFjhsPin2vPnj2GyWQy/Pz8jBdffNFpcXfs2GGEhIQYJpPJmD59umEYhu3FztHO7czz8vKM7du3G9dff73x9ttvG4ZhOKQT2L17tzFkyBC7/68HH3zQqF27tvH+++87LFFsGNYXltWrV9vuu7LDGzlypBEeHm488sgjRrt27YygoCCjf//+Du3sCv7NExISjGuuucaIj483/vjjDyMmJsaoVauWcdtttzn0b2AYhjF79mzDZDIZ9evXt21zZOdelPzHYs2aNUatWrWML774wqnxly5dalSqVMmYNm2a3f+kiGGob87njn2zYbhf/1yW+mbDcH7/XFb6ZsNQ/6y+Wc5HfbOVq/pmw9Bn53zqm/XZ2Z36ZsNwfP+sJPEZb731luHn52e0adPG2LZtm92+Hj16GHXq1DF+/fVXh8R+8803DZPJZIwdO9bYunWr0b59e2PevHnGyZMnjc2bNxtDhw41WrdubcyaNcsh8Ysyb948w9vb2xg4cKBx8uRJh8Q4t3M5deqUsXTpUqNly5ZGeHi4bbszX3jPfVEbNmyY0aBBg0LfWJeGDz74wDCZTEaTJk2MhIQEu30DBw406tSpY3zwwQdGZmZmqcfetm2bERgYaAwYMMAudn6Ht2LFCqc97jExMYa/v7/tBS43N9d49dVXjdDQUOM///mPw78Vffvtt4377rvPePTRR+22JycnG1WqVDFGjx5d6jHz//ezs7ONVatWGdOnTzfCwsKMVq1aGUePHjUMw/Fv8s59/uXm5hpHjhwx7rvvPuOxxx4z8vLynNLhpqenG+Hh4ca0adPOWz9xT+qb7blr32wY7tE/l6W+2TBc2z+7om82DPXP+dQ3y/mob7bnjL7ZMMpm/6y+2b36ZsPQZ+d8Ffmzs5LEZ6SnpxvdunUzPD09bZfJFPwj9+rVyzCZTMaGDRscEj//Re+pp54y+vTpY6Snp9v2/f3338YjjzxidO3a1fatqTO88cYbhslkcsi3ouc+gbKysgzDsD7xly1bZtSrV8/o1q2bbb8zXnjffPNN46677jJWrFhhZGdnG4ZhGIcOHTLCw8ONuXPnGoZxeU++ol40br/9dsNkMhnvv/++LWa+QYMGGSaTqVQuISiq3osXLzaaN29uPPTQQ3YdXkREhBEcHGx8++23Tnmh+/DDD406deoYGRkZtm2ZmZnG+PHjjcqVKxsPP/yw7bEp7Q8naWlpRr9+/YwaNWoYd9xxh2376dOnDcMwjJdfftkIDQ01Dh06VGqx888TGxtrPPfcc0ZSUpJhGIaxceNGo2XLlkbLli3t3nDFxsYaR44cKZXY51qzZk2hbz7fe+89o1KlSsbGjRvt6usoO3bsMOrWrWv7MJGXl6cPoWKjvrkwd+ubDaPi9s9luW82DNf1z67omw1D/XNB6pvlfNQ3F+bIvtkwymb/rL7Zvfpmw9BnZ1f3zYbhnP7ZLZPExT2BDxw4YLRr185o2rSpsWPHDsMw7P/ITz/9dKm/4BY8/3vvvWeYTCbDw8PDWLdunV25devWGSaTyfjpp58cEn/Tpk1GXFyc8eWXX9rtzx/O/9JLLznkH/7FF1807rjjDqNDhw7G3Llzjd27dxuGYRjLli0zrr32WiMyMtJW1tEvvC+//LLRv39/w9vb27jvvvuMWbNmGbm5ucY999xj9OvXr9TinHu5SlRUlBEUFFTk5SovvPBCqf7P5X/Tlu/zzz83mjZtajz00ENGYmKibXtoaKjxf//3f6UWN19R/0O//PKL0aRJEyMmJsZue0pKilG3bl3j2muvNQYNGlQqj0NR/0Pr1q0zHnzwQcPLy8v48MMP7fbNnTvXaNmypXHs2LHLjl3QF198Yfj6+hrPP/+83RvoTZv+v717D4uq2v8H/tkqiCSCgRfAC4IpmpgoJIkgmkIoiqKSmpespLz0U8+3b4bFsTrfJ1MR0zyp55gXyuPB2zFvJzTvJlqmoaLiJQQxDBFEReWi798fPLNluIkyzJ6Y9+t5fIq998xaM7Nnv2evtdfap9SwO3bsGGbMmAEXFxekp6cbtPyHDx/ixo0bGDt2LBRFwZgxY/DNN9+o64cPH45XX33VKMN5U1NT4eLigtWrV6vLdJ9TfHw8tm3bVuN1INPAbC5bPrO5WG3PZ62zGdA2n00lmwHmsw6zmXSYzWXL1yqbAdPKZ2ZzsdqazYDp5DOz+RFj5LPZNRKX3NFPnjyJ48eP6+1E169fR7du3fD888+XG3hAzfbMxcXFQVEUTJw4ERkZGXr16tChQ5mDQXXoXtemTZvQokULeHh4wM7ODoGBgTh58qT6Xn355ZeoX78+Pvnkk2qXWfL9nzVrFp599llMnToVb775Jp599lmMGjVKDfrt27ejY8eO8PT0rHa5ldWjtP3792P69OlwdnZGSEiI2iu5devWapf7tMNVnnafO3z4MJKTkwEACxYswJQpU5CSkqK3zbp169CkSROMGTNGL/Bq8ofF559/jv379wMo7pHs2rUrQkJCcOrUKXWbS5cuYdiwYfjb3/4GT0/Pat8Io+TrSUtLw+nTp9VlKSkpGDt2rHrAzcvLw7Vr19C3b18EBwcb9IfemTNn4OLigmXLlpW7Pjk5Gd27d0fLli3h6upa5oevIeXl5eHo0aPo378/unTpgq5du2LXrl2IiopCcHCwegw0lJLvo+69v3PnDgICAtC7d2+cPn1ab/tp06YhODjYKIFL2mI2P2LO2Vy6LqXVlnw21WwGjJ/PppLNgPnmM7OZKsJsfkSLbAZMJ5+ZzcXMJZsB08lnc81mQLt8NqtG4pI7elRUFFxdXeHq6oqGDRti5cqVyM7OBgBkZWXBy8sLnTt3xtmzZw1ej5KXhF+8eBFHjhzBjz/+qF6mv2LFCiiKgoiICBw8eBApKSmIjIyEnZ2d3h1bDWHXrl1o3Lgxli9fDqD47rCKoqBPnz745Zdf1HrOnTsXzz77LG7cuGGQclNTU/HBBx9g9+7d6rL4+Hh069YNr7/+OvLy8nDv3j2sX78eI0eONOiBt+RzbdmyBatXr1YPOiXnu7lx4wamTp2KsLAwKIqCt99+u8zjH0fL4SopKSno3r07Bg4ciIyMDKxYsQL29vaIjIxUe511Pv74Y9jZ2WH48OFISkpSl9fED7tbt25h0KBBqFOnjhpeSUlJcHJyQmBgIObPn48ffvgBffv2xciRI5GdnQ0bGxvExMQ8dZklP4eoqCh07twZjo6O6Nq1K6Kjo5GXl4czZ86ovYOtWrXC66+/Dn9/f3VOrep8JiW/8//973/Rrl07vR8d5e0nCQkJuHbt2lOXWV4dgOIfW/Hx8fj555/VH/rZ2dk4ffo0hgwZgh49eqB79+7qfG+GLn/Xrl2YNm0a+vXrh6VLl+LatWtIS0uDo6MjAgMDsXjxYmzduhWTJk2Cra2t3o8fqp2YzWWZYzYD5pHPpprNgPHzWets1tXBnPOZ2UwVYTaXpVU2Azx3Zjbz3Nmcsrlk+Vrks1k1Eut88skncHR0VHsXR48ejUaNGmHu3LnIyckBUBx4rVq1wujRow1evu4D37hxI9zd3dG2bVv4+Pigc+fO6pxKurmWFEXB8OHD4efnp86/Uh0pKSn47rvvABTPZTRt2jTMmjULAPDbb7/B1dUVr7/+OlxdXeHj44Njx46pX3Ddj4Hq+u6776AoCpo2baoXdEDxQcDS0lIdHlRyAnJDhF3J55gxYwacnJzQo0cPNGnSBEFBQTh+/HiZcu7evYuFCxfCysrqqX/8aDVc5R//+Ad69+6NV199Fbdv30ZcXByaN2+OGTNm6B1oFyxYgF69emHcuHE1dtJf8mCelpaGsWPHwtLSUu0VPXv2LIYNGwZ3d3e4ubmhV69e6s0fXnrpJfz73/+udl0+++wzNGvWDNu3b0dRURFefvlltG7dGomJiQCKA/eNN95A27Zt9YJV90P0Sd29exf3799Hamqq+lo2bNiAZs2aqXMlldzHDx8+jKNHjz7ty6uQ7r3fsGEDnJ2d4eLigtatW6N9+/ZlbiwSHx+Pzz//HM2aNVPfF0PZtGkTbGxs8M477yAqKgrOzs4IDAxEfn4+Lly4gNDQULRv3x5ubm7o2bNnjc1lR6aJ2Wy+2Vz6eWp7PptCNgOmk8/GzmaA+VwSs5kqw2zWNpsBnjsDzGaeO5tfNgPa5bNZNBKXHDpw6tQp9O3bVx3+sHnzZjRu3FidBH3u3LnqJOA3b9406FwueXl56rL9+/ejYcOGWLZsGfLz87F161YoioKYmBi94SyKouDTTz81yOTbV69ehYODAzp06IA1a9YAKL47ZlJSEnJycuDt7Y233noLALBnzx4oioJu3bpVe2fTvX7df69evYrJkydDURSsWrUKgP6X/fnnn8e8efOqVebjzJ8/H05OTupwhLVr10JRFPj5+eH48ePqZ1Dy4Ozn51flmxFoPVylZL1XrlwJX19fvPrqq7h16xbWrl0LR0dHvP/++zh69CgKCgoQFhaG9evXq4+ricDT9abryrhy5QpGjx4NS0tLHDhwAABw+/Zt3LhxA6mpqerjIiMj4eTkVOb9q4qSAXXz5k0EBAQgNjYWQPG+b2Njo/aE677riYmJmDBhAjp06FBmrrEncebMGYSFhaFTp06oV68eunTpgk8++QR//PEHHBwcMG3atDKPmTZtGmbPnl3mRgzVoftuHT16FDY2Nli6dCnS09Oxb98+jB49GlZWVnrzfOkY+u7MaWlp6Ny5M5YsWQKgeD+wsbHB+++/r773BQUFuHXrFtLT0w1+Z2IyPczmYsxmfbU5n00xmwHj57OW2Qwwn0tiNlNpzOZiWmUzYJr5zGyu/dkM8NwZMI1sBrTN51rfSKwbOjBo0CBcunQJ9+/fx/Lly5Gfn48DBw7AyckJX375JQAgPDwcdnZ2+Otf/6r3Jlcn8HQHjWPHjsHNzU39ss6ZMweTJ08GULwDtGrVSv0bgLqjf/vttzhz5sxTl1/S3r17UadOHXh7e2PQoEFYu3atum7Tpk3w8vJS51HZsWMHBg0aBE9PT1y6dOmpy1y7di3Gjx+P5ORkvblRMjIyMHbsWDRo0ECvRzQ3Nxeurq5YunTpU5dZnvj4ePX13rx5E++884460frGjRthZ2eH+fPnw83NDX5+fjh27FiZYQze3t5q73FlTGW4SmWBt379enh4eKB58+Zo164dnn/+efWAWBM3WoiLi4O1tbXam6wrIzU1FaGhobC2ttYLewA4ceIEBg4cCCcnJxw/fvyJy4yPj8fcuXPV3sWbN2/C09MTmZmZ2LlzJxo2bKgedO/evYulS5eqP05+/fVXREREoFmzZti8efMTl33y5EnY2tpi8uTJWL58OTZt2oTQ0FDUrVsXQ4cOxZo1a2Bvb4/JkyfjypUrSEpKUofGGWqo3uXLl9X3uaioCMuXL0fv3r31fshkZGRg1KhR8PT0LHMHaEPvB2lpafD09MSdO3dw/vx5ODs7Y8KECer6hISEMlcNUO3FbH7EnLMZML98NqVsBoyfz1pmM8B8Lo3ZTCUxmx/RIpsB08lnZrN5ZTPAc2dTymZA23yu9Y3EQPHQgT59+iA8PBxXrlxRl0+YMAHjx49Xg2XKlCnw9PSEr6+vQT5k3Q7166+/wsbGRq/3Y8KECXjzzTdx9epVtGjRAhEREWqZ69evR3R0dI3Ma/PGG2+gS5cuGDp0KHr37q32DC1ZsgTOzs7qPCszZ87EX//612rVITc3F25ubmjSpAk8PDzw5ptvYuXKler6vLw8jBw5ElZWVpg6dSrmzJmDkJAQdOrUSa93tLoOHToERVHg5eWl9gTv3r0b165dw4kTJ+Dm5oaFCxcCAGJjY6EoCjp27Kge9IDinqT69etXeQiBqQxXqSjwsrOzcf78efzrX//C0qVL1ffbUPtc6R7wI0eOICgoCG3atMG5c+f01q1bt04dInby5Em95/n73/+ubv8kVqxYAWdnZ0ycOFFv7qoePXrAz88PjRo1UucTA4oDt1evXnrDco4dO4Z3330XFy9efKKyMzMz4enpiQ8++KDM8sWLF8PGxgYhISHYsmULmjdvDicnJ7i5uaF9+/ZPFejluX//Pnx8fODi4qLuAzExMWjcuLE6NFC3fNu2bWjZsqVB55HLy8vD9evXsWfPHqSnp+PmzZtIT0+Hs7Mz9uzZAzc3N0yYMEHdBxITEzFixAiDvX76c2A2P2KO2QyYbz5rlc2AtvmsZTYDzGdmM1UFs/kRY2YzYDr5zGw2r2wGeO7Mc2d9tbqRuPQX3c/PD+Hh4eoBzN/fX68XcsiQIfj111/LHS7xpEp+gNbW1mUmsV6yZAmGDRsGR0dHdajKw4cPUVBQgIkTJ2LatGkGvWRdN3Rg+/bteP311xEfH4+wsDD4+/vjP//5D3JycuDs7Aw3Nzf4+vrC1ta22nM5FRUVITIyEkuXLsUvv/yCefPmwc7ODiNHjlSHBVy/fh3Tp0+HoigYNmwY4uLi1LoaKuw2b94MRVHg7++PgQMH6h3MFi1ahD59+iAzMxNA8ZxWkydPxogRI/QO/Dk5OXp3za2IKQ5XKVmnFStWoGfPnnj11Vfx22+/6a03VNCV7AG/ffu2uvzEiRMIDg4uc1A9ePAgIiIiEBMTY5DPfO3atbC2tkZcXJzau6Z7jdu3b4e7uzv8/PzU7e/cuYP+/fsjICCgzHvwNPMpHT9+HJ06dcKpU6fU59N9rjk5Ofi///s/2NjY4Pvvv8f169exa9cuHD58uEr7V1U9fPgQBw8eRKdOndClSxc8fPgQly5dQseOHRETE6OGHVB8R1hXV1eDzeeUnJyMsWPHwt3dHVZWVrC1tcWoUaNw6tQpvP/+++p3vaTIyEh4e3vj999/N0gdyLQxmx8x52wGzDufjZ3NgLb5rHU2A+adz8xmehxm8yNaZDNgOvnMbC5mDtmsK5/nzjx3LqlWNxIDZQ88vXr1Qnh4OLKysrB48WLUqVMHI0eOhKenJzp27GjQoQNpaWlwcHBAeHi43vJly5Zh5MiR8PDwQJMmTdQ5TW7fvo2ZM2fC0dHxqXqAyit/06ZNessyMzPh7u6OxYsXIzMzE2FhYfD19cXWrVvxxx9/4L333kNkZKTBhurs2LEDNjY2ai/ivXv3EBUVpc7bNGfOHOzYsQPTp09Hw4YN8eOPPwKo3s1IyjNmzBj06tULYWFhenPrREZGol27dsjIyEBubi5CQkKwePFi9XFPEwCmNlyl9HOvWLEC/v7+GD16tN4VAoZQXg/4ihUr1PXJyckICgpC8+bN8cMPPyApKQlDhgzBxIkT1W2qE3aZmZkICAjQ+wyB4u/W8ePHsX37dsyePRsdO3aEl5cXhgwZgp49e6Jz587qlRHVDf2VK1fCyspK/bv053rp0iXY2tpi9uzZ1SrncR48eICEhAS0b98e3t7eAIAPP/wQHh4emDt3Lq5du4bbt29jxowZaNu2rXrzj+pITEyEo6Mj3nnnHaxatQpnz57FjBkz4ObmBnd3d8ybNw9jx45F27ZtsWvXLmzYsAHTp0+HjY0Nb4RjZpjNzGYdc85nY2UzoG0+m0I2A+abz8xmqipms7bZDJhOPjObi9XmbAZMI5/NNZsB083nWt9IDJQ98Oh6hDIyMrBs2TKEh4fj7bffNugPUaB4fh3dPEaHDh0CUHyHSGtra5w+fRrp6elwcXFB165d0a5dOwQHB8PR0dEgl42npaXB3t4eiqKgf//+iIuLU3uCt2zZAj8/P2RmZqoThAcEBGD9+vXVLrc8kyZNwqRJk9S/O3bsiMGDB+N//ud/8Morr0BRFHz++ecYPXo07Ozs1LuzGoIuML/99ltMmDABR44cQVhYGPz8/NSAd3R0hKOjI1xdXeHh4WGQic+1HK5SlTp9/fXX6N69O77++usy66qjoh7wESNGYO7cuSgsLERSUhIiIiKgKArc3NzwwgsvqO95deuRmZmJjh076k2a/9VXX2HYsGFQFAXPPfccOnfujISEBLz77ruYOnUqoqOj1c/BEL2xBw8ehJWVFTZs2FDhNp6enuowOkO99xkZGUhISNBbVlBQgKNHj6JNmzbw9/cHAERFRaFTp06wsrKCj48PmjRpYpBjju7qj8jIyDLv49q1a/Hiiy+ie/fu+Oc//4nx48fD1tYWHh4e6Nu3r8HvBEt/Dsxm881mgPlcXn1qKpsBbfPZFLIZMM98ZjbTk2I2a5vNAM+dmc08dy6ttmUzYNr5bBaNxEDFQweuXbsG4NEl7Yaeb+/8+fN45ZVXMGjQIEyYMAFNmzZFfHy8uj4jIwNr165FZGQk1qxZow5lqK7Lly/Dy8sLL730Erp27Yq33noLrVu3xrJlyxAXF4eQkBDs2LEDAJCUlIS+ffsiJCSkRia/Xr58OXx9fZGdna3OXaUr58qVK4iLi0NhYSHu3LmD0NBQODs7V2vI0J49e/TmzAGA33//Hc7OzlixYgUyMjIQFhaGnj17Ytu2bcjOzsaiRYvw1VdfGfSAp8VwlSep04ABAxAaGmrwMirrAff29sacOXNw7tw5JCYmIiEhQX39hnjPMzMz0aJFC7z11lvYvXs3hg4dCg8PD0ycOBHx8fFYt24d2rZtiwULFpR5rKE+hytXrqBp06YYNGiQ3s0WdMeY7Oxs9OjRA998841BygP0f9wGBAQgMjISu3fvVr9nP/30Ezw8PODr6wug+Ljz9ddfY9OmTWVuCPG05Ts4OGD48OHqsocPH+p9pkuXLoW9vT3+8Y9/AAAuXLiAO3fu8E7pZo7ZbD7ZDDCfq1KfmspmQLt8NoVsBswvn5nN9LSYzdplM8BzZ4DZzHPn2pvNuvJNOZ/NppEYKHvg8fPzw5gxY9ShAzU1ZCE5ORn9+vVDgwYNEB0drS43dLCWdv78eYSFhWHw4MHYtGkT/vOf/yAgIACDBw+Goijo3r078vPzAQDnzp2rkSEUOt7e3lAUBb169cKNGzfK3aawsBBZWVm4evXqU5ezZ88edSL3oKAgLFmyBKdOnQJQ3CMzcOBA3L59G6dPn8bQoUPRq1cvdUJ+HUMGjzGHqzxpnSZNmoQRI0ao+4AhVdYD3q9fPyiKgtWrV6vrDfme//DDD7C1tYWrqyteeOEF7N69G1lZWQCKQ6ZLly746KOPDFZeeTZu3AhLS0uMGTMGp0+f1lv30UcfwcXFxSABo3P58mV06dIF7du3h5eXF8aNGwcrKyt06dIFY8aMQVxcHNatWwc3Nzf069fP4Me6kld/HDx4UG9dybJ69uyJIUOGADBu5wiZNmZz7c9mgPlc1frUZDbrnl+LfDaFbAbMK5+ZzVQdzGbtshnguTPAbOa5c7Hals2A6eezWTUSA8YbOlDaxYsXERgYiODgYL0doSbLBIpDLDg4GIGBgUhOTsadO3eQkJCAkJAQtTfGGHPhfvPNN+jUqROOHTtWo2VeuHAB/v7+6NOnDwICAvDuu+/C3t4eX3zxBWJiYtCnTx/1/U9KSkJAQIDeTRhqglb7XGWuX78OX19f9UeAoVXWA56eno61a9fW6I+9zMzMcq8uyM7Ohr+/P5YtW1ZjZQPFB/GlS5eiXr16aN++Pd544w18+OGHGDVqFBo3blwjdyK9cOEChgwZgtDQUBw5cgSpqalYu3YtfH198eKLL8La2hoeHh5QFAWDBw8GYNj9T3f1R1BQUIXHuICAALz22msGK5NqD2Zz7c5mgPlcFTWdzYC2+ax1NgPml8/MZqoOZrNxs7nk8/PcuRizmefOtTGbAdPOZ7NrJAaMN3SgtJI7gm6uJWOVGxgYiMDAQKOWW1J6ejocHR1rfMJxoLgHOiwsDAMHDsSuXbvw/fffIywsDMHBweqXXNcTk5KSYvC7opZHq32uMvfu3avR569qD7ixZGZmYsCAAejevbvReuJ083g9//zz8PX1xaRJk/TuTmto586dQ1BQEPr164effvpJXZ6Tk4PY2FjMnDkTnp6eNRK0QMXHuAcPHuDKlSsIDg7GqlWrAGjXQUKmi9lsfMbMZoD5XBU1nc2AaeWzFtkMmFc+M5upOpjN2uC5M7O5PDx3NiyeO5fPLBuJAeMNHSjt/PnzCAkJgY+PT5mJsmu63PJ6Koxp0aJFsLe3R1JSUo2Xde7cObzyyisIDAzE2bNnUVRUhKSkJLz55pvqnSBLftGMGXbG3ueMTYsr1Cpz/fp1zJ49GwMGDIC3t7fBb7TxOEVFReprN8Z+dv78eQQFBSEoKAj79u0rs94Yw/XKO9bMmDEDL7zwgqZTrZDpYzYbnzGzGWA+a8mU8lnrbNaVZS75zGym6mA2a4PnzsxmLWidz+aUzbryTS2fzbaRGDDO0IHynD17FsOGDUNqaqpRy9UqaHUuXryIsWPHGuXLDuj3BB84cEBvnbHqUJpW+5wWjH2FWkVOnDiBkJAQTJ061eB3Sq+KkgFvrLAvGTY//vijUcqsqPzjx49jzpw5aNiwofojk6gyzGbjMnY2A8xnrZlCPmudzYD55TOzmaqD2Wx8PHdmNmtB63w2t2wuXb4p5LNZNxIDxhk6UB6tesK0ClodY9+VVPeFe+WVVzTtCS5Jq31OC8a+Qq0iOTk5Rt/3tKb1j1td+U2bNoWFhYXaK05UFcxm49Li+Mh81pYp5LM5ZjOgbT4zm6k6mM3Gx3NnZrMWzDGfee78SB0xc1ZWVpqUa2lpqUm57u7usmbNGmnVqpUm5SuKIiIidevWNUp5zz33nCxatEjq1q0r06dPl5MnTxql3Mpotc9poX///jJgwABxd3fXtB52dnaiKIoAMNq+p7XnnntO5s2bJy1atBAnJydNyo+OjhYfHx85ceKEdOvWzeh1oD8vZrNxGTubRZjPWjOFfDbHbBbRNp+ZzVQdzGbj47kzs1kL5pjPPHd+RAEAzUonMpKzZ8/K8uXLZd68eVKnjtn3jRgVAFEURR48eGA2IWNKCgoKNPtxLSJSWFgoFhYWmpVPRKaN+awd5rO2tMxnZjMRVYbZrB1ms7Z47sxGYjJDDx8+ZNgRERGZGOYzERGRaWE2E5kXNhITERERERERERERmTF2CRERERERERERERGZMTYSExEREREREREREZkxNhITERERERERERERmbF6WleAiIiITFdhYaE8ePBA62oQEZEB1K1bV/M7pxMREZFpYiMxERERlXHr1i3JysqS/Px8ratCREQGVL9+fXFwcJBGjRppXRUiIiIyIWwkJiIiIj23bt2Sq1evSsOGDcXBwUEsLCxEURStq0VERNUAQAoLCyU3N1euXr0qIsKGYiIiIlIpAKB1JYiIiMh0/Pbbb2JhYSEtWrRg4zARUS0DQNLT06WwsFBcXV21rg4RERGZCN64joiIiFSFhYWSn58vtra2bCAmIqqFFEURW1tbyc/Pl8LCQq2rQ0RERCaCjcRERESk0t2kjjc2IiKqvXTHeN6YlIiIiHTYSExERERl8CpiIqLai8d4IiIiKo2NxERERERERERERERmjI3ERERERERERERERGaMjcREREREVZSdnS0ff/yxeHl5SePGjaVBgwbSpk0bGTdunCQkJJT7mICAAFEURS5fvmzcypJmFEWp9F9AQICIiHz88ceiKIqsWrVK0/qSYezdu1eGDh0qzs7OYmlpKY0bN5b27dvL8OHDZfHixZKbm6tuy+MCERERmZp6WleAiIiI6M9g9+7dMnz4cMnJyRF7e3vx8/MTa2trOXv2rMTGxkpsbKxMnTpVYmJipE4d9sOTyLhx48pd7u7uXunjAgICZP/+/ZKSkiIuLi41UDMytE8//VRmzZolIiIdOnSQ7t27i4WFhSQnJ8umTZtkw4YN4uXlJT4+PhrXlIiIiKh8bCQmIiIieoyff/5Z+vfvL4WFhfLpp5/KBx98IBYWFur6Q4cOyciRI2XhwoVSt25dmT9/voa1JVPxuCuEp0yZIiNGjBBHR0fjVIhqxC+//CIff/yxWFhYyLp162Tw4MF6669duybffvut2NnZqctiY2Pl7t274uzsbNzKEhEREVWAl7kQERERVQKAjBs3TgoKCmTWrFkSFRWl10AsItKzZ0/ZuXOnWFlZyYIFC+TIkSMa1Zb+TBwcHMTd3V1sbW21rgpVw6ZNmwSAhIeHl2kgFhFp3ry5vPfee3pXkLdq1Urc3d3LHEuIiIiItMJGYiIiIqJK/Pe//5WzZ8+Kk5OTzJw5s8LtOnToIJMnTxYAEhMTU+423377rXTr1k2sra2ladOmMm7cOLl69WqZ7QDImjVrpGfPntKsWTOxsrKSli1bSt++feXvf/+7wV7bn0lamsjx4xX/S0vTuoZPrvScxJcvXxZFUWT//v0iItKmTRu9uYzJNF2/fl1ERJo0aVLlx1Q0J7GiKOLi4iJFRUXyt7/9Tdq2bSsNGjSQDh06yMqVK9Xt9uzZI71795ZGjRpJ48aNZezYsXLjxg2DvB4iIiIyT5xugoiIiKgS27dvFxGR4cOHP/aqv9dee03mz58vO3fulIcPH+rNTRwdHS1fffWV+Pn5SWhoqBw5ckRiY2Nlz549kpCQIC1atFC3ff/99yU6Olrq168v/v7+4uDgINeuXZOTJ0/KxYsXZfLkyTXzYk1UWppI+/Yi9+9XvI2VlUhyskirVsarl6E1bNhQxo0bJ99//7388ccfMnToUGnYsKHW1dLeDz+I/L//J7JokUjfvlrXpoyWLVuKiMjGjRslMjJSmjZtWu3nDA8PVxuC3dzcZP/+/fLGG2+IiIiNjY2MHDlSfHx8JCgoSBISEuSbb76RlJQUOXDgADsUiIiI6KmwkZiIiIioEomJiSIi4uXl9dhtPTw8xNLSUnJzcyUlJUXc3NzUdcuWLZNt27ZJ//79RUSksLBQxo8fL2vWrJEpU6bI5s2bRUTk/v378uWXX4qNjY0kJiZKmzZt1OcoKiqShIQEA766P4esrMobiEWK12dl/bkbiR0cHGTVqlUSEBAgf/zxh0RHR/PGdYDIzJkiZ88W//fll0VMrBH0tddek9mzZ8uVK1ekbdu2EhYWJj179pRu3bpJ586dpW7duk/0fKmpqWJjYyMXLlxQr07eu3ev9OnTRz788EMpKCiQzZs3y4ABA0RE5NatW9KjRw85dOiQ7Nu3T3r37m3w10hERES1H6ebICIiIqqEbgh3VYaS16tXTxo3biwiIllZWXrrwsPD1QZiERELCwtZuHChWFtby5YtW+TKlSsiUtzgk5+fL25ubnoNxLrn9/Pzq9brIeMpOVVEyX+lpxigSuzcKfLzz8X///PPxX+bGFdXV9m6dau0bNlSbt++LatXr5YJEyZI165dxcHBQSZNmiQZGRlP9JxffPGF3jGnd+/e4unpKRkZGRIcHKw2EIuINGrUSCIiIkRE1KlKiIiIiJ4UryQmIiKiJxITE1PhnLslde3aVbZs2aK3bNCgQXL8+PHHPvYvf/mL/OUvf1H/vn37tnTo0KFK9fvuu++kW7duVdrWmEaMGFFmmb29vQQGBsrmzZvl0KFDMnLkSGnatKm0aNFCfv31V/nggw8kIiJCXF1dNagxVde4cePKXc4pJKoIEImKEqlbV+TBg+L/RkWJBAaa3NXEL7/8sly8eFG2b98uO3fulJ9++klOnjwpN2/elCVLlsjGjRvlwIED0r59+8c+l4WFhQQEBJRZ7urqKidOnJDAwMBy14nIEzdGExEREemwkZiIiIieyK1bt8q92Vppunk6S7p+/XqVHnvr1i29vwFU6XEiIgUFBVXarqrs7e1F5NHNqSpTVFQkOTk5IlI8dUBJrVu3LvcxuukEfv/9d3XZ6tWrZcSIETJnzhyZM2eOtG7dWnr16iUjRoyQ4ODgp3kZpAHdDenoKZW8ilikuKFYdzVxUJB29aqApaWlDBkyRIYMGSIiIjdv3pR///vfMnPmTMnMzJQpU6bIrl27Hvs8zZs3L3eKCl3ngrOzc4Xr8vPzq/MSiIiIyIyxkZiIiIieSKNGjcptpCitvOkZmjRpUqXHNmrUSO9vRVGq9DiR4oYaQ3rhhRfkxx9/lGPHjsno0aMr3fb06dNSUFAgtra2ZaaKeBJ9+vSRixcvyrZt2+T777+Xffv2SWxsrMTGxsrQoUNlw4YNT/3cRH8Kpa8i1jHhq4lLs7Ozk3feeUecnJwkNDRU9u7dK3fv3hVra+tKH1fyhpdPs56IiIjoabCRmIiIiJ5I6akgnkTp6SeqysbGRtLT05/qsdXVv39/+eqrr2TDhg0yb948sbCwqHDbf/3rXyIiEhgYWKYhJzU1VTp37lzmMampqSIi4uTkpLe8UaNGMmrUKBk1apSIiBw5ckSGDx8uGzdulB07dujNb0xU65S+iljHxK8mLk+fPn1EROTBgwdy8+bNxzYSExEREWmB3dBERERElQgODhZ3d3e5evWqfP755xVul5ycLIsXLxZFUcptRF+3bl2ZZdnZ2bJz505RFEV8fX0rrYePj4+MGTNGRIqvWKbaS3c1fFFRkcY10YjuKuKKrpitU6d4PWDcelUAj6nHxYsXRaT4cy09DQ0RERGRqWAjMREREVEl6tSpI7GxsWJpaSmzZs2Szz77rEzj3eHDh6Vfv35y7949mTZtmvj4+JR5nri4OImPj1f/LioqkunTp0teXp6EhIRIq1atREQkLS1NVq1aJXfv3tV7/P3792Xv3r0iUv58z7WZg4OIlVXl21hZFW9XG+iuKk9OTta4JhopKBBJSxN5+LD89Q8fily5UrydCYiKipL//d//lUuXLpVZd/XqVXn77bdFpPjGnYaeDoeIiIjIUDjdBBEREdFjeHt7y/bt2yU8PFw+/PBDWbBggfTo0UMaNGgg586dk8TERBEReffddyU6Orrc54iIiJDg4GDx9/cXR0dHOXr0qKSkpIiTk5MsXrxY3S47O1vGjx8vkydPFi8vL2nRooXk5eXJ4cOH5fr16+Ll5SVhYWFGed2molUrkeRkkaysirdxcCjerjYYNGiQrF69WkaNGiWBgYFia2srIiLLly/XuGZGUr9+8ZQSld0ssmnT4u1MwJ07d2ThwoUSHR0t7dq1k44dO4qVlZWkp6fL0aNHpbCwUNq2bStffPGF1lUlIiIiqhAbiYmIiIiqoG/fvnLhwgVZtGiRbN26Vfbt2yf5+fnSrFkzGTNmjEycOFFeeumlCh//3nvviZeXlyxcuFCOHj0qzzzzjIwZM0Y+++wzadGihbqdm5ubzJ8/X3bv3i1nzpyRn376SZ555hlp06aNzJw5UyIiIqS+iTSOGVOrVrWnEfhxwsLCZMGCBfLPf/5Ttm7dKvn5+SJiRo3EIiItWxb/+xP46KOPxMvLS+Lj4yUxMVEOHjwoubm50qhRI3nxxRclNDRUJk2aJM8884zWVSUiIiKqkILHTaJFREREZuP+/fuSkpIibdq0EavHje8nIqI/JR7riYiIqDTOSUxERERERERERERkxthITERERERERERERGTG2EhMREREREREREREZMbYSExERERERERERERkxthITERERERERERERGTG2EhMREREREREREREZMbYSExERERERERERERkxthITERERGUA0LoKRERUQ3iMJyIiotLYSExERESqOnWKfxo8ePBA45oQEVFN0R3jdcd8IiIiIv4qICIiIpWFhYXUrVtX7t27p3VViIiohty7d0/q1q0rFhYWWleFiIiITAQbiYmIiEilKIpYW1tLbm4uryYmIqqFHjx4ILm5uWJtbS2KomhdHSIiIjIRCjghFREREZVQUFAgly9flnr16smzzz4r9evXZ0MCEdGfHADJz8+X7OxsKSoqEhcXF7G0tNS6WkRERGQi2EhMREREZdy9e1eysrIkLy9P66oQEZEBPfPMM+Lg4CDW1tZaV4WIiIhMCBuJiYiIqEJFRUVSVFSkdTWIiMgA6tWrJ/Xq1dO6GkRERGSC2EhMREREREREREREZMZ44zoiIiIiIiIiIiIiM8ZGYiIiIiIiIiIiIiIzxkZiIiIiIiIiIiIiIjPGRmIiIiIiIiIiIiIiM8ZGYiIiIiIiIiIiIiIzxkZiIiIiIiIiIiIiIjPGRmIiIiIiIiIiIiIiM/b/AVVv8gLIRtXIAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1500x1500 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Comparing the values of the statistcs (observed, fitted and simulated).\n",
    "Analysis_results.compare_statistics_fig()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example 2. Disaggregation of daily data to hourly data\n",
    "\n",
    "Disaggregation process might take some minutes to dissagregate several decades of data. Here we select only 5 year as an example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Period selected from the input (onserved) serie\n",
    "year1 = 2000; year2 = 2005\n",
    "x_series = Input_Serie[(Input_Serie.index.year >= year1) & (Input_Serie.index.year < year2)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Defining hourly synthetic serie\n",
    "y_series = SIM1.Hourly_Simulation.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Daily-to-hourly disaggregation\n",
    "Analysis_results.disaggregate_rainfall(x_series, y_series)\n",
    "hourly_disaggregation = Analysis_results.hourly_disaggregation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Resampling hourly disaggregated serie to daily one. \n",
    "#The series is resampled through groupby to avoid possible problems when dates are greater than 2262 and less than 1677.\n",
    "daily_disaggregation = pd.DataFrame(hourly_disaggregation.groupby([(hourly_disaggregation.index.year),\n",
    "                                                                   (hourly_disaggregation.index.month),\n",
    "                                                                   (hourly_disaggregation.index.day)]).sum().values,\n",
    "                                    index=pd.period_range(start=hourly_disaggregation.index[0],end=hourly_disaggregation.index[-1],freq='D'),columns=['Rain'])\n",
    "# Calculating statistics from the disaggregated daily resample serie and for the period selected from the Input serie\n",
    "statistics_model_3 = Statistics(hiper_params_cal, time_series = x_series)\n",
    "statistics_disaggregated = Statistics(hiper_params_cal, time_series = daily_disaggregation)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "tags": []
   },
   "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 tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"2\" halign=\"left\">1</th>\n",
       "      <th colspan=\"2\" halign=\"left\">2</th>\n",
       "      <th colspan=\"2\" halign=\"left\">3</th>\n",
       "      <th colspan=\"2\" halign=\"left\">4</th>\n",
       "      <th colspan=\"2\" halign=\"left\">5</th>\n",
       "      <th>...</th>\n",
       "      <th colspan=\"2\" halign=\"left\">8</th>\n",
       "      <th colspan=\"2\" halign=\"left\">9</th>\n",
       "      <th colspan=\"2\" halign=\"left\">10</th>\n",
       "      <th colspan=\"2\" halign=\"left\">11</th>\n",
       "      <th colspan=\"2\" halign=\"left\">12</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>self</th>\n",
       "      <th>other</th>\n",
       "      <th>self</th>\n",
       "      <th>other</th>\n",
       "      <th>self</th>\n",
       "      <th>other</th>\n",
       "      <th>self</th>\n",
       "      <th>other</th>\n",
       "      <th>self</th>\n",
       "      <th>other</th>\n",
       "      <th>...</th>\n",
       "      <th>self</th>\n",
       "      <th>other</th>\n",
       "      <th>self</th>\n",
       "      <th>other</th>\n",
       "      <th>self</th>\n",
       "      <th>other</th>\n",
       "      <th>self</th>\n",
       "      <th>other</th>\n",
       "      <th>self</th>\n",
       "      <th>other</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.507258</td>\n",
       "      <td>2.799354</td>\n",
       "      <td>2.702817</td>\n",
       "      <td>2.698224</td>\n",
       "      <td>2.089677</td>\n",
       "      <td>2.081935</td>\n",
       "      <td>2.91</td>\n",
       "      <td>2.914867</td>\n",
       "      <td>2.270323</td>\n",
       "      <td>2.264621</td>\n",
       "      <td>...</td>\n",
       "      <td>1.465161</td>\n",
       "      <td>1.465842</td>\n",
       "      <td>1.595333</td>\n",
       "      <td>1.589176</td>\n",
       "      <td>3.713548</td>\n",
       "      <td>3.711987</td>\n",
       "      <td>4.966187</td>\n",
       "      <td>4.588271</td>\n",
       "      <td>5.054032</td>\n",
       "      <td>3.948681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_1</th>\n",
       "      <td>41.278254</td>\n",
       "      <td>34.736253</td>\n",
       "      <td>26.169006</td>\n",
       "      <td>26.079205</td>\n",
       "      <td>24.566345</td>\n",
       "      <td>24.369237</td>\n",
       "      <td>31.787167</td>\n",
       "      <td>31.814725</td>\n",
       "      <td>25.8257</td>\n",
       "      <td>25.663644</td>\n",
       "      <td>...</td>\n",
       "      <td>14.645625</td>\n",
       "      <td>14.628236</td>\n",
       "      <td>24.285778</td>\n",
       "      <td>24.268923</td>\n",
       "      <td>48.780268</td>\n",
       "      <td>48.568544</td>\n",
       "      <td>64.706555</td>\n",
       "      <td>61.040213</td>\n",
       "      <td>101.595064</td>\n",
       "      <td>76.751037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_2</th>\n",
       "      <td>119.565434</td>\n",
       "      <td>93.178984</td>\n",
       "      <td>66.536588</td>\n",
       "      <td>66.467611</td>\n",
       "      <td>63.601981</td>\n",
       "      <td>63.25332</td>\n",
       "      <td>82.352267</td>\n",
       "      <td>82.305725</td>\n",
       "      <td>77.780251</td>\n",
       "      <td>76.915392</td>\n",
       "      <td>...</td>\n",
       "      <td>40.120764</td>\n",
       "      <td>40.176382</td>\n",
       "      <td>49.032313</td>\n",
       "      <td>48.879519</td>\n",
       "      <td>116.462913</td>\n",
       "      <td>116.088647</td>\n",
       "      <td>180.721227</td>\n",
       "      <td>117.238622</td>\n",
       "      <td>300.214935</td>\n",
       "      <td>236.360579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_3</th>\n",
       "      <td>215.945334</td>\n",
       "      <td>194.339293</td>\n",
       "      <td>131.377066</td>\n",
       "      <td>129.905686</td>\n",
       "      <td>94.772822</td>\n",
       "      <td>93.796437</td>\n",
       "      <td>114.2329</td>\n",
       "      <td>114.195465</td>\n",
       "      <td>148.364508</td>\n",
       "      <td>146.917671</td>\n",
       "      <td>...</td>\n",
       "      <td>69.314508</td>\n",
       "      <td>69.073412</td>\n",
       "      <td>78.142004</td>\n",
       "      <td>77.057658</td>\n",
       "      <td>192.214822</td>\n",
       "      <td>190.975687</td>\n",
       "      <td>216.536007</td>\n",
       "      <td>204.436874</td>\n",
       "      <td>496.819303</td>\n",
       "      <td>430.490138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var_4</th>\n",
       "      <td>298.109802</td>\n",
       "      <td>285.731876</td>\n",
       "      <td>145.907932</td>\n",
       "      <td>145.965362</td>\n",
       "      <td>153.684076</td>\n",
       "      <td>152.620861</td>\n",
       "      <td>196.617458</td>\n",
       "      <td>196.364875</td>\n",
       "      <td>251.422288</td>\n",
       "      <td>248.342357</td>\n",
       "      <td>...</td>\n",
       "      <td>95.344339</td>\n",
       "      <td>94.893352</td>\n",
       "      <td>83.931309</td>\n",
       "      <td>82.569719</td>\n",
       "      <td>266.877291</td>\n",
       "      <td>265.260172</td>\n",
       "      <td>331.735478</td>\n",
       "      <td>219.456351</td>\n",
       "      <td>896.459417</td>\n",
       "      <td>550.912086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>autocorr_1_1</th>\n",
       "      <td>0.39951</td>\n",
       "      <td>0.431729</td>\n",
       "      <td>0.405202</td>\n",
       "      <td>0.402361</td>\n",
       "      <td>0.259598</td>\n",
       "      <td>0.259651</td>\n",
       "      <td>0.245841</td>\n",
       "      <td>0.244219</td>\n",
       "      <td>0.431689</td>\n",
       "      <td>0.42731</td>\n",
       "      <td>...</td>\n",
       "      <td>0.250708</td>\n",
       "      <td>0.249333</td>\n",
       "      <td>-0.001251</td>\n",
       "      <td>-0.008748</td>\n",
       "      <td>0.207701</td>\n",
       "      <td>0.20849</td>\n",
       "      <td>0.172506</td>\n",
       "      <td>0.193309</td>\n",
       "      <td>0.508178</td>\n",
       "      <td>0.498675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>autocorr_2_1</th>\n",
       "      <td>0.19412</td>\n",
       "      <td>0.238424</td>\n",
       "      <td>0.173018</td>\n",
       "      <td>0.177214</td>\n",
       "      <td>0.092012</td>\n",
       "      <td>0.09022</td>\n",
       "      <td>0.046585</td>\n",
       "      <td>0.046296</td>\n",
       "      <td>0.216869</td>\n",
       "      <td>0.215802</td>\n",
       "      <td>...</td>\n",
       "      <td>0.234899</td>\n",
       "      <td>0.230817</td>\n",
       "      <td>-0.036542</td>\n",
       "      <td>-0.036248</td>\n",
       "      <td>0.042307</td>\n",
       "      <td>0.040583</td>\n",
       "      <td>-0.099715</td>\n",
       "      <td>-0.069953</td>\n",
       "      <td>0.320199</td>\n",
       "      <td>0.351899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>autocorr_3_1</th>\n",
       "      <td>0.140389</td>\n",
       "      <td>0.190398</td>\n",
       "      <td>0.029453</td>\n",
       "      <td>0.030262</td>\n",
       "      <td>-0.007084</td>\n",
       "      <td>-0.006561</td>\n",
       "      <td>-0.010978</td>\n",
       "      <td>-0.009902</td>\n",
       "      <td>-0.036449</td>\n",
       "      <td>-0.037439</td>\n",
       "      <td>...</td>\n",
       "      <td>0.174173</td>\n",
       "      <td>0.171109</td>\n",
       "      <td>-0.03413</td>\n",
       "      <td>-0.032763</td>\n",
       "      <td>-0.026483</td>\n",
       "      <td>-0.027486</td>\n",
       "      <td>-0.096403</td>\n",
       "      <td>-0.066312</td>\n",
       "      <td>0.207887</td>\n",
       "      <td>0.266495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fih_1</th>\n",
       "      <td>0.516129</td>\n",
       "      <td>0.612903</td>\n",
       "      <td>0.521127</td>\n",
       "      <td>0.507042</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.593548</td>\n",
       "      <td>0.433333</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.587097</td>\n",
       "      <td>0.593548</td>\n",
       "      <td>...</td>\n",
       "      <td>0.63871</td>\n",
       "      <td>0.619355</td>\n",
       "      <td>0.673333</td>\n",
       "      <td>0.653333</td>\n",
       "      <td>0.496774</td>\n",
       "      <td>0.503226</td>\n",
       "      <td>0.460432</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.443548</td>\n",
       "      <td>0.567742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiWW_1</th>\n",
       "      <td>0.75</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.632353</td>\n",
       "      <td>0.714286</td>\n",
       "      <td>0.629032</td>\n",
       "      <td>0.68254</td>\n",
       "      <td>0.776471</td>\n",
       "      <td>0.793103</td>\n",
       "      <td>0.609375</td>\n",
       "      <td>0.587302</td>\n",
       "      <td>...</td>\n",
       "      <td>0.696429</td>\n",
       "      <td>0.762712</td>\n",
       "      <td>0.55102</td>\n",
       "      <td>0.634615</td>\n",
       "      <td>0.705128</td>\n",
       "      <td>0.714286</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.693333</td>\n",
       "      <td>0.884058</td>\n",
       "      <td>0.850746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiDD_1</th>\n",
       "      <td>0.765625</td>\n",
       "      <td>0.842105</td>\n",
       "      <td>0.662162</td>\n",
       "      <td>0.722222</td>\n",
       "      <td>0.752688</td>\n",
       "      <td>0.782609</td>\n",
       "      <td>0.707692</td>\n",
       "      <td>0.714286</td>\n",
       "      <td>0.725275</td>\n",
       "      <td>0.717391</td>\n",
       "      <td>...</td>\n",
       "      <td>0.828283</td>\n",
       "      <td>0.854167</td>\n",
       "      <td>0.782178</td>\n",
       "      <td>0.806122</td>\n",
       "      <td>0.701299</td>\n",
       "      <td>0.717949</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.693333</td>\n",
       "      <td>0.854545</td>\n",
       "      <td>0.886364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3_1</th>\n",
       "      <td>632.177191</td>\n",
       "      <td>561.087011</td>\n",
       "      <td>331.922783</td>\n",
       "      <td>329.59892</td>\n",
       "      <td>417.915617</td>\n",
       "      <td>412.105625</td>\n",
       "      <td>552.230324</td>\n",
       "      <td>553.721389</td>\n",
       "      <td>409.973966</td>\n",
       "      <td>403.512372</td>\n",
       "      <td>...</td>\n",
       "      <td>242.032888</td>\n",
       "      <td>241.174446</td>\n",
       "      <td>648.894994</td>\n",
       "      <td>647.7617</td>\n",
       "      <td>841.705477</td>\n",
       "      <td>833.999763</td>\n",
       "      <td>1014.796293</td>\n",
       "      <td>970.169039</td>\n",
       "      <td>3242.221812</td>\n",
       "      <td>2215.17669</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       1                       2                       3  \\\n",
       "                    self       other        self       other        self   \n",
       "mean            3.507258    2.799354    2.702817    2.698224    2.089677   \n",
       "var_1          41.278254   34.736253   26.169006   26.079205   24.566345   \n",
       "var_2         119.565434   93.178984   66.536588   66.467611   63.601981   \n",
       "var_3         215.945334  194.339293  131.377066  129.905686   94.772822   \n",
       "var_4         298.109802  285.731876  145.907932  145.965362  153.684076   \n",
       "autocorr_1_1     0.39951    0.431729    0.405202    0.402361    0.259598   \n",
       "autocorr_2_1     0.19412    0.238424    0.173018    0.177214    0.092012   \n",
       "autocorr_3_1    0.140389    0.190398    0.029453    0.030262   -0.007084   \n",
       "fih_1           0.516129    0.612903    0.521127    0.507042         0.6   \n",
       "fiWW_1              0.75        0.75    0.632353    0.714286    0.629032   \n",
       "fiDD_1          0.765625    0.842105    0.662162    0.722222    0.752688   \n",
       "M3_1          632.177191  561.087011  331.922783   329.59892  417.915617   \n",
       "\n",
       "                                   4                       5              ...  \\\n",
       "                   other        self       other        self       other  ...   \n",
       "mean            2.081935        2.91    2.914867    2.270323    2.264621  ...   \n",
       "var_1          24.369237   31.787167   31.814725     25.8257   25.663644  ...   \n",
       "var_2           63.25332   82.352267   82.305725   77.780251   76.915392  ...   \n",
       "var_3          93.796437    114.2329  114.195465  148.364508  146.917671  ...   \n",
       "var_4         152.620861  196.617458  196.364875  251.422288  248.342357  ...   \n",
       "autocorr_1_1    0.259651    0.245841    0.244219    0.431689     0.42731  ...   \n",
       "autocorr_2_1     0.09022    0.046585    0.046296    0.216869    0.215802  ...   \n",
       "autocorr_3_1   -0.006561   -0.010978   -0.009902   -0.036449   -0.037439  ...   \n",
       "fih_1           0.593548    0.433333        0.42    0.587097    0.593548  ...   \n",
       "fiWW_1           0.68254    0.776471    0.793103    0.609375    0.587302  ...   \n",
       "fiDD_1          0.782609    0.707692    0.714286    0.725275    0.717391  ...   \n",
       "M3_1          412.105625  552.230324  553.721389  409.973966  403.512372  ...   \n",
       "\n",
       "                       8                       9                     10  \\\n",
       "                    self       other        self      other        self   \n",
       "mean            1.465161    1.465842    1.595333   1.589176    3.713548   \n",
       "var_1          14.645625   14.628236   24.285778  24.268923   48.780268   \n",
       "var_2          40.120764   40.176382   49.032313  48.879519  116.462913   \n",
       "var_3          69.314508   69.073412   78.142004  77.057658  192.214822   \n",
       "var_4          95.344339   94.893352   83.931309  82.569719  266.877291   \n",
       "autocorr_1_1    0.250708    0.249333   -0.001251  -0.008748    0.207701   \n",
       "autocorr_2_1    0.234899    0.230817   -0.036542  -0.036248    0.042307   \n",
       "autocorr_3_1    0.174173    0.171109    -0.03413  -0.032763   -0.026483   \n",
       "fih_1            0.63871    0.619355    0.673333   0.653333    0.496774   \n",
       "fiWW_1          0.696429    0.762712     0.55102   0.634615    0.705128   \n",
       "fiDD_1          0.828283    0.854167    0.782178   0.806122    0.701299   \n",
       "M3_1          242.032888  241.174446  648.894994   647.7617  841.705477   \n",
       "\n",
       "                                   11                       12              \n",
       "                   other         self       other         self       other  \n",
       "mean            3.711987     4.966187    4.588271     5.054032    3.948681  \n",
       "var_1          48.568544    64.706555   61.040213   101.595064   76.751037  \n",
       "var_2         116.088647   180.721227  117.238622   300.214935  236.360579  \n",
       "var_3         190.975687   216.536007  204.436874   496.819303  430.490138  \n",
       "var_4         265.260172   331.735478  219.456351   896.459417  550.912086  \n",
       "autocorr_1_1     0.20849     0.172506    0.193309     0.508178    0.498675  \n",
       "autocorr_2_1    0.040583    -0.099715   -0.069953     0.320199    0.351899  \n",
       "autocorr_3_1   -0.027486    -0.096403   -0.066312     0.207887    0.266495  \n",
       "fih_1           0.503226     0.460432         0.5     0.443548    0.567742  \n",
       "fiWW_1          0.714286         0.68    0.693333     0.884058    0.850746  \n",
       "fiDD_1          0.717949        0.625    0.693333     0.854545    0.886364  \n",
       "M3_1          833.999763  1014.796293  970.169039  3242.221812  2215.17669  \n",
       "\n",
       "[12 rows x 24 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Comparing daily observed statiscis with dialy dissagregated ones\n",
    "\n",
    "statistics_model_3.statististics_dataframe.compare(statistics_disaggregated.statististics_dataframe)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Analysis_results.disaggregation_fig(hourly_disaggregation,daily_disaggregation,x_series,year1,year1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Save Figures\n",
    "To save the figures in png format we execute the following line"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "Analysis_results.save_figures('./POINT_DAILY/Figures/')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example 3. Calibration and Simulation of hourly data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Loading hourly rainfall data for hourly data point"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "Serie_PH=pd.read_csv('auxiliary-materials/Point_Hourly.csv', sep=\",\", decimal=\".\", index_col=0, parse_dates = True)\n",
    "Serie_PH[Serie_PH.values<0]=np.nan\n",
    "Input_Serie=pd.DataFrame(index=Serie_PH.index)\n",
    "Input_Serie['Rain']=Serie_PH.values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plotting hourly data and seasonality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'mm/month')"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, (ax0, ax1) = plt.subplots(1, 2, gridspec_kw={'width_ratios': [3, 1]}, figsize=(20, 5))\n",
    "\n",
    "t1=str(Input_Serie.index.year[0]); t2=str(Input_Serie.index.year[-1])\n",
    "Input_Serie.plot(xlim=(t1, t2),  ylim=(0, 20), ax = ax0)\n",
    "ax0.grid(True)\n",
    "ax0.set_ylabel('mm/hour')\n",
    "\n",
    "grouped_m = Input_Serie.groupby(lambda x: x.month)\n",
    "Month_sum=grouped_m.sum()*24/(len(Input_Serie>=0)/30)\n",
    "Month_sum.plot(ax = ax1)\n",
    "ax1.grid(True)\n",
    "ax1.set_ylabel('mm/month')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calibration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "hiper_params_cal = Calhps('./Input_Cal_PH.yml')\n",
    "statistics_model_1 = Statistics(hiper_params_cal, time_series = Input_Serie)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "################################################################################\n",
      "Adjustment of parameters using the Particle Swarm Optimization (PSO)\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "CAL              = Calibration(hiper_params_cal) \n",
    "CAL1             = CAL(statistics_model_1, verbose=False)\n",
    "\n",
    "os.makedirs('./POINT_HOURLY/CAL1/', exist_ok=True)\n",
    "\n",
    "CAL1.save_files('./POINT_HOURLY/CAL1/')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Simulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "################################################################################\n",
      "Synthetic simulation\n",
      "\n",
      "\n",
      "Total cumulative rainfall - Analytical estimation - Storm 1 =         1116.16\n",
      "Total cumulative rainfall - Analytical estimation - Storm 2 =          990.31\n",
      "Total cumulative rainfall - Analytical estimation =         2106.47\n",
      "Total cumulative rainfall -             Simulated =         1867.26\n"
     ]
    }
   ],
   "source": [
    "hiper_params_sim = Simhps('./Input_Sim_PH.yml')\n",
    "\n",
    "SIM              = Simulation(hiper_params_sim) \n",
    "SIM1             = SIM(params_cal = CAL1)\n",
    "#SIM2             = SIM(params_cal = './CAL2/Calibrated_parameters.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.makedirs('./POINT_HOURLY/SIM1/',exist_ok=True)\n",
    "SIM1.save_files('./POINT_HOURLY/SIM1/')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysis of results\n",
    "In this section, an analysis of the results is made. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "Analysis_results = Analysis(CAL1,SIM1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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n5yfDhg2T+Ph4sba2Fn9/f3W9zZs3S3Bw8DPPrv3www/ljTfekF69eomXl5faMbpkyRKxsrJSZ7hOmjRJvvjii0LXT0tLEzs7O6lVq5Y4OjrKsGHDZNWqVer+Bw8eiK+vrxgYGMiYMWNk1qxZ0rVrV2nevLlWR/HTREZGiqIo4uLionY7HzhwQO7cuSNnzpwROzs7CQ0NFRGRsLAwURRFHBwc1BBTJK/DtGrVqhIdHf3SR0AUFRLfu3dPLl++LOvXr5elS5eqz78kr9uTHdonTpyQd955R2xsbOTSpUta+zZt2qSOGzl37pzWOosWLVKPF8mbX21lZSXDhw/Xmrn89ttvi4eHhxgbG6szqUXyAuh27dppjac4deqUjBo1Sq5cuaJuS0xMFCcnJ5k4caLW4ycmJsrChQvFyMhIunbtKtu2bZM6deqIpaWl2NnZSZMmTbTC68I8fvxY3NzcpEGDBuq1DgkJkZo1a6rjXDTbd+zYIXXr1i3R3O8HDx5IUlKSHDx4UOLi4iQ1NVXi4uLEyspKDh48KHZ2duLn56de5+joaOnXr1+x9RIRERERERERUZ4KERA/Gf55eHiIj4+PGka2bdtWq7O3Z8+ecvbs2UJHHuSXP3QyNDQscAOtJUuWSO/evcXCwkId/ZCbmyuZmZkyfPhwGTt2bIn/bF4zTmDnzp3ywQcfyJ49e8Tb21vatm0rP/74o6SkpIiVlZXY2dlJmzZtxMTEpMh5xtnZ2RIYGChLly6V3377TebMmSOmpqbi6+urjglISkqScePGiaIo0rt3b9m4caNaQ0lC4q1bt4qiKNK2bVt5//33tcLJ+fPnS/v27SUxMVFE8mYxBwQESL9+/bSC15SUFPnzzz/V71/2CIj8r/PKlSvF3d1d+vbtK9euXdPaX5JwOH+H9v3799XtZ86ckc6dOxcIQI8ePSr+/v4SEhLy1Ou7YcMGMTQ0lI0bN6pdsJq6du7cKfb29uLh4aEe//fff0uXLl3E09OzQN1Pzh4+ffq0NG/eXH7//Xf1WM31S0lJkenTp4uRkZHs3r1bkpKSZN++fXL8+HFJSEgo9nrk5ubK0aNHpXnz5vLGG29Ibm6uXL16VRwcHCQkJEQNiUVEYmJixNbWttiZxjExMTJ48GCxt7cXAwMDMTExkf79+8vvv/8u48ePV9+7+QUGBoqrq6vW+4qIiIiIiIiIiIpWIQJikYIhcbt27cTHx0eSk5Nl4cKFUqVKFfH19RUnJydxcHAo8RiBW7duibm5ufj4+GhtX7Zsmfj6+oqjo6PUqlVLnal6//59mTRpklhYWGh1hRa1dnh4uNa2xMREsbe3l4ULF0piYqJ4e3tLmzZtZPv27XL37l359NNPJTAwsNiRFbt27RIjIyP1pl+PHj2SoKAgdW7xrFmzZNeuXTJu3DipUaOGHDt2TEQKv6FZUQYNGiTt2rUTb29vrfm4gYGB0rhxY0lISJC0tDTp2rWrLFy4UD3vySDzVY2AePKclStXStu2bWXgwIFaHefFKaxDe+XKler+mJgYeeedd6ROnTqyf/9+OX/+vPTs2VOGDx+uHlNYSJyYmCienp5a10ok7z11+vRp2blzp8ycOVMcHBzExcVFevbsKe7u7tKiRQu1O/5p4faqVavEwMCg0GshInL16lUxMTGRmTNnlvha5JeTkyNRUVHSpEkTcXV1FRGRyZMni6Ojo8yePVvu3Lkj9+/flwkTJkjDhg3VmzkWJjo6WiwsLOTjjz+W1atXy8WLF2XChAliZ2cn9vb2MmfOHBk8eLA0bNhQ9u3bJ1u2bJFx48aJkZERb0hHRERERERERPQMKkxALFIwaNR0iCYkJMiyZcvEx8dHPvrooxKFaRrXr19XZwJHRkaKiMiMGTPE0NBQ/vjjD4mLi5MGDRqIs7OzNG7cWDp37iwWFhbF/on7rVu3xMzMTBRFkS5dusjGjRvVjudt27aJh4eHJCYmqjcU8/T0lM2bNz/T9RgxYoSMGDFC/d7BwUF69Ogh//nPf+Tdd98VRVHk66+/loEDB4qpqalERESUaF1NiLx27Vrx8/OTEydOiLe3t3h4eKhBtoWFhVhYWIitra04OjoWe3OzlzECoiSPtWLFCnnzzTdlxYoVBfYVpagO7X79+sns2bMlKytLzp8/L/7+/qIoitjZ2UnLli3Va1DUYyQmJoqDg4PWzeUWL14svXv3FkVRpFGjRtKiRQuJioqSUaNGyZgxYyQ4OFi9JsV1fh89elQMDAxky5YtRR7j5OSkjlEp7lokJCRIVFSU1rbMzEw5efKk2NjYSNu2bUVEJCgoSJo3by4GBgbi5uYmtWrVeurPh6ZjPzAwsMBz2rBhg7Ru3VrefPNN+fbbb2Xo0KFiYmIijo6O0rFjR/UXIkREREREREREVDKKiAgqEBGBoigAgFWrVmHlypWwsrJCaGgoateujdzcXFSpUgXZ2dnQ1dUt0ZqxsbEYPXo09PX1Ubt2bfz000/47rvv0KlTJwDAnTt3cOjQIZw7dw7NmzfHW2+9BRsbm6euefPmTfTu3Rt6enrIyMiAs7Mz9u3bh0mTJsHU1BTfffcdRowYgc6dO+PChQsYM2YMDAwMsG7dOhgbG5eo7hUrVmDVqlXYvn07OnToAENDQ+zatQvGxsaIi4vD8ePH4e3tjYyMDAwYMACnTp1CbGwsqlWrVmCtiIgIXLt2DcOGDVO3JSQkwNXVFdOmTUPnzp0REBCAxMRETJw4EW+//TbWrl0LXV1d+Pn5QVdXt9hrXtRrN3PmTNjY2Kj7c3JyoKOjU6JrUJLH6tq1K3R1dbF169YSn//zzz+jb9++iIyMRIsWLfD48WPMmDED06dPh4uLC3r37o3u3bsjIyMDDx8+hKurK3R0dJ56DZKSkuDs7Ix3330Xvr6+WLx4MS5fvgx3d3f06NEDaWlpmDRpEgICAjB27Fitc0tyTeLi4tCqVSu4ublh/vz5qF+/PgCoPxMpKSno2rUrhg8fjoEDBz51rdu3b8PJyQn37t1Du3bt8NZbb6Fjx45wcXGBsbExfv31VwwbNgzGxsaIjIzEnTt3sGvXLtSsWRPOzs7qYxe2rrOzM7y8vLBp0yYAea9VTk6Oet2WLVuGyZMnY+bMmfDz88OVK1dgYWGB3NxcGBkZPbVuIiIiIiIiIiLSVuECYqBg0Lhq1So0aNAAM2bMgLW1tdb+krp8+TJGjhyJyMhITJs2Df/5z38A4JmC5ifFxsZi4sSJyM3NxeDBg6EoCkJDQ2FqaoqffvoJrVu3xpEjR6Cvr4+YmBhUr14d1tbWz/QYrVu3xqlTp9C2bVuEh4fjtddeK3BMdnY20tLSkJGRAUtLywL7IyIi0KFDBwBAp06d0KNHD7i7u6N58+b4/vvvsX79eqxfvx43b97ElClTkJycDH9/f/Tv319do6Sh7pOv3erVq1GvXj3MnDnzmZ97SR8rICAA9+7dw5o1a6Cvr1/i8wMCAgAAixYtAgA0a9YMjRs3hp2dHc6dO4f9+/dj9erVGDx4MICSXYMDBw6gV69eMDMzg5GREUJCQtCyZUuYmZkhJSUF7du3R9euXTFt2rTnes7h4eHw9fVF3759MWHCBDRr1kzdFxQUhLVr1+LQoUNFBrgaN2/eRI8ePfDo0SMYGRmhWbNm2LhxI+zt7eHo6IiuXbtCURQEBgbC1tYWe/bsKdHP3I0bN+Dj4wMLCwt89tlncHd3V/flf294eHigVq1aCA8PL5VfGBARERERERERVVZVyrqAl0FRFGhy76FDh+KDDz7A5cuXsXfv3udes3HjxliyZAk8PDxw4MABREZGAgB0dXXxvBl7o0aNMGPGDGRkZGDp0qVwcHDAjh07MGHCBLz33nsYOXIk9PX1ISJo0qTJMwWkmppGjx6NZs2aYe7cuXjttdcKrVVXVxdmZmaFhsMAULduXXh4eMDLywsZGRm4cOECPD09ERoaioSEBDx48ABnz55Fs2bNMHXqVCiKguPHj2utUdIA78nXbsiQIYiNjVVfu9L8fYaiKEhOTkZ0dDQmT578TOEwADg7OyM6OhopKSlwdnZGzZo1sWbNGgQHB2PVqlVYv369VkhekmvQoUMHxMbGYv/+/Th79izat28PMzMzdb+xsTHq1q37THXm1717d8yfPx8bNmxAr169MGzYMHz++ecYMGAAFi1ahPDw8GLDYQCoX78+Nm/eDAcHB1hZWWH48OGIiYnBhAkTcO3aNcydOxcffPABDA0NsX//fnh7ewMo/vVr0KAB1q1bh8zMTEyfPl39OXuSrq4uDA0NAZT8vUVERERERERERAVVyA5ijRcdI1AYzbgJEUFQUBDatGnzwnXGxsZi5MiRAIAvvviiVNbUiI+Ph6urK0aPHo2JEyc+9zqXL19GYGAgsrKyMHr0aOTk5OB///sfHj16hN27d6N79+7YsmULdHR0cOPGDdSrVw9Vqjz/7x9exmtXlMePH8PAwOC5zi1ph/bzdplrJCUlYejQoUhOTsaxY8deOBQ9efIkZs+ejZiYGJiamqJly5YYNWoU7O3tn2mdmJgYjBkzBrm5ufjvf/8LV1dXAEBqaiq2b9+OS5cu4eeff8aKFSvg5ORU4nWL+jnLzc3Fn3/+CX9/f/Tt2xdDhgx5rr8IICIiIiIiIiKiPBU6IAZefIxAYWJjY/HJJ58gOTkZ8+bNg5ub2wvXmT8Q+/zzz7X+tP5FLViwAF999RWOHDkCBweH514nJiYGY8eORW5uLkJDQ9GoUSPExMQgJCQEo0aNQsuWLbXCOs1s2+f1Ml670qKpbe3atZg1axZWr16NVq1alXpYmZycjOXLlyMyMhKJiYk4duwY9PT0SmWsQk5ODqpUqQJFUV7otYqNjcWoUaMAAIGBgWjXrp3W/ucNyIv6mZg4cSJ2796NHTt2lPrYESIiIiIiIiKiyqZCjpjI70XHCBSmUaNGmDNnDqytrYscy/A8a86fPx96enr47LPPcOLEiVJZFwC6dOmC995775m7Q5/UpEkTzJ8/HwAwZswYHD9+HA4ODli+fDlatmyJ3NxcrXD0RcJh4OW8dqVF8zy9vLzw119/Yd++fVrbS0tcXByOHTuGhg0b4vjx49DT00N2dnapjFXQhMPAi9XdqFEjLFiwAIqiYObMmQXGizxv97TmZ0JRFEyfPh1nzpzB7NmzsWjRIqxZs4bhMBERERERERFRKajwHcQaLzJGoCiZmZmlHlpeunQJQUFBmDt3LurVq1dq62o6W0uj81TT2QkAkydPLtVu58K8jNeuNJVWh3ZRUlNTYWJiUmqv38vyMjrr86/7yy+/ICUlBVFRUWjVqlWprE1EREREREREVNlV+A5ijZcRML6MjlZ7e3usW7euVMNh4P87REsjXNR0duro6GDcuHE4d+7cC6/5NOU5HAZKr0O7KKampurN+8prOAy8nM56zbrBwcFwc3PDmTNnGA4TEREREREREZWiStNBTKXv4sWLWL58OebMmfPC4yT+6UqzQ/uf7mV01gNAVlYW9PT0Sn1dIiIiIiIiIqLKjAExlYoXvSEdERERERERERERvXoMiImIiIiIiIiIiIgqKbZ8EhEREREREREREVVSDIiJiIiIiIiIiIiIKikGxERERERERERERESVlG5ZF0BERETlV1ZWFnJycsq6DCIiKgU6OjrQ09Mr6zKIiIionGFATERERAWkp6cjOTkZGRkZZV0KERGVoqpVq8Lc3BzGxsZlXQoRERGVEwyIiYiISEt6ejri4+NRo0YNmJubQ09PD4qilHVZRET0AkQEWVlZSEtLQ3x8PAAwJCYiIiIAgCIiUtZFEBERUflx7do16OnpwdramsEwEVEFIyKIi4tDVlYWbG1ty7ocIiIiKgd4kzoiIiJSZWVlISMjAyYmJgyHiYgqIEVRYGJigoyMDGRlZZV1OURERFQOMCAmIiIileaGdLyJERFRxaX5jOdNSImIiAhgQExERESFYPcwEVHFxc94IiIiyo8BMREREREREREREVElxYCYiIiIiIiIiIiIqJJiQExERERUAvfu3cOXX34JFxcX1KxZE9WqVYONjQ2GDBmCqKioQs/x9PSEoii4cePGqy2WypSiKE/98vT0BAB8+eWXUBQFq1evLtN6qXRERESgV69esLKygr6+PmrWrIkmTZqgT58+WLhwIdLS0tRj+dlARERE5YluWRdAREREVN4dOHAAffr0QUpKCszMzODh4QFDQ0NcvHgRYWFhCAsLw5gxYxASEoIqVfj7d8ozZMiQQrfb29s/9TxPT08cPnwY169fR4MGDV5CZVTapk6diilTpgAAmjZtijfffBN6enqIiYlBeHg4tmzZAhcXF7i5uZVxpUREREQFMSAmIiIieopff/0VXbp0QVZWFqZOnYqJEydCT09P3R8ZGQlfX1+EhoZCR0cHc+fOLcNqqTwprjN45MiR6NevHywsLF5NQfRS/Pbbb/jyyy+hp6eHTZs2oUePHlr779y5g7Vr18LU1FTdFhYWhocPH8LKyurVFktERERUCLa4EBERERVBRDBkyBBkZmZiypQpCAoK0gqHAcDd3R179+6FgYEB5s2bhxMnTpRRtfRPY25uDnt7e5iYmJR1KfQCwsPDISLw8fEpEA4DQJ06dfDpp59qdY7Xq1cP9vb2BT5PiIiIiMoCA2IiIiKiIvz888+4ePEiLC0tMWnSpCKPa9q0KQICAiAiCAkJKfSYtWvXolWrVjA0NMTrr7+OIUOGID4+vsBxIoJ169bB3d0dtWvXhoGBAerWrYuOHTti0aJFpfbc/klu3QJOny7669atsq7w+Tw5g/jGjRtQFAWHDx8GANjY2GjNLqbyKSkpCQBQq1atEp9T1AxiRVHQoEEDZGdnY9q0aWjYsCGqVauGpk2bYtWqVepxBw8ehJeXF4yNjVGzZk0MHjwYf/31V6k8HyIiIqp8OGKCiIiIqAg7d+4EAPTp06fYTr8BAwZg7ty52Lt3L3Jzc7VmEQcHB2Px4sXw8PBA9+7dceLECYSFheHgwYOIioqCtbW1euz48eMRHByMqlWrom3btjA3N8edO3dw7tw5XLlyBQEBAS/nyZZTt24BTZoAjx8XfYyBARATA9Sr9+rqehlq1KiBIUOGYPfu3bh79y569eqFGjVqlHVZZW//fmD0aGD+fKBjx7KupoC6desCAH744QcEBgbi9ddff+E1fXx81BDYzs4Ohw8fxocffggAMDIygq+vL9zc3PDOO+8gKioK3333Ha5fv44jR47wlwlERET0zBgQExERERUhOjoaAODi4lLssY6OjtDX10daWhquX78OOzs7dd+yZcuwY8cOdOnSBQCQlZWFoUOHYt26dRg5ciS2bt0KAHj8+DEWLFgAIyMjREdHw8bGRl0jOzsbUVFRpfjs/hmSk58eDgN5+5OT//kBsbm5OVavXg1PT0/cvXsXwcHBvEmdCDBpEnDxYt6/HToA5SwAHTBgAGbOnInbt2+jYcOG8Pb2hru7O1q1aoUWLVpAR0fnmda7efMmjIyMEBsbq3YlR0REoH379pg8eTIyMzOxdetWvPfeewCA9PR0vP3224iMjMShQ4fg5eVV6s+RiIiIKjaOmCAiIiIqguZPtkvyp+O6urqoWbMmACA5OVlrn4+PjxoOA4Cenh5CQ0NhaGiIbdu24fbt2wDygp6MjAzY2dlphcOa9T08PF7o+dCrlX88RP6vJ8cK0FPs3Qv8+mvef//6a9735YytrS22b9+OunXr4v79+1izZg38/Pzg7OwMc3NzjBgxAgkJCc+05jfffKP1uePl5QUnJyckJCSgc+fOajgMAMbGxvD39wcAdTwJERER0bNgBzERERE9k5CQkCLn7Obn7OyMbdu2aW3r1q0bTp8+Xey5n3zyCT755BP1+/v376Np06Ylqu+nn35Cq1atSnTsq9KvX78C28zMzNCpUyds3boVkZGR8PX1xeuvvw5ra2ucPXsWEydOhL+/P2xtbcugYioNQ4YMKXQ7x0aUkAgQFATo6AA5OXn/BgUBnTqVuy7iDh064MqVK9i5cyf27t2LX375BefOnUNqaiqWLFmCH374AUeOHEGTJk2KXUtPTw+enp4Fttva2uLMmTPo1KlTofsAPHMQTURERAQwICYiIqJnlJ6eXujN1Z6kmcuZX1JSUonOTU9P1/peREp0HgBkZmaW6LiSMDMzA/D/N6F6muzsbKSkpADIGxWQX/369Qs9RzM+4M8//1S3rVmzBv369cOsWbMwa9Ys1K9fH+3atUO/fv3QuXPn53kaVEY0N5+j55S/exjIC4k1XcTvvFN2dRVBX18fPXv2RM+ePQEAqamp+P777zFp0iQkJiZi5MiR2LdvX7Hr1KlTp9CxFJpfLFhZWRW5LyMj40WeAhEREVVSDIiJiIjomRgbGxcaUDypsLEMtWrVKtG5xsbGWt8rilKi84C8kKa0tGzZEseOHcOpU6cwcODApx77xx9/IDMzEyYmJgXGQzyL9u3b48qVK9ixYwd2796NQ4cOISwsDGFhYejVqxe2bNny3GsT/WM82T2sUY67iJ9kamqKjz/+GJaWlujevTsiIiLw8OFDGBoaPvW8/De4fJ79RERERM+KATERERE9kyfHPzyLJ0dOlJSRkRHi4uKe69wX0aVLFyxevBhbtmzBnDlzoKenV+Sx69evBwB06tSpQIBz8+ZNtGjRosA5N2/eBABYWlpqbTc2Nkb//v3Rv39/AMCJEyfQp08f/PDDD9i1a5fWPGOiCunJ7mGNct5FXJj27dsDAHJycpCamlpsQExERET0qvHXz0RERERF6Ny5M+zt7REfH4+vv/66yONiYmKwcOFCKIpSaHi+adOmAtvu3buHvXv3QlEUtGnT5ql1uLm5YdCgQQDyOpWpYtN0wWdnZ5dxJWVE0z1cVKdslSp5+0VebV1FkGLquHLlCoC81/XJ8TNERERE5QEDYiIiIqIiVKlSBWFhYdDX18eUKVMwY8aMAqHd8ePH8a9//QuPHj3C2LFj4ebmVmCdjRs3Ys+ePer32dnZGDduHB48eICuXbuiXr16AIBbt25h9erVePjwodb5jx8/RkREBIDCZztXZObmgIHB048xMMg7rqLQdJTHxMSUcSVlJDMTuHULyM0tfH9uLnD7dt5x5UBQUBA+++wzXL16tcC++Ph4fPTRRwDybtJZmiNwiIiIiEoLR0wQERERPYWrqyt27twJHx8fTJ48GfPmzcPbb7+NatWq4dKlS4iOjgYAjBo1CsHBwYWu4e/vj86dO6Nt27awsLDAyZMncf36dVhaWmLhwoXqcffu3cPQoUMREBAAFxcXWFtb48GDBzh+/DiSkpLg4uICb2/vV/K8y4t69YCYGCA5uehjzM3zjqsounXrhjVr1qB///7o1KkTTExMAADLly8v48pekapV88ZIPO3mkK+/nndcOfD3338jNDQUwcHBaNy4MRwcHGBgYIC4uDicPHkSWVlZaNiwIb755puyLpWIiIioUAyIiYiIiIrRsWNHxMbGYv78+di+fTsOHTqEjIwM1K5dG4MGDcLw4cPx1ltvFXn+p59+ChcXF4SGhuLkyZOoXr06Bg0ahBkzZsDa2lo9zs7ODnPnzsWBAwdw4cIF/PLLL6hevTpsbGwwadIk+Pv7o2o5CcVepXr1KlYAXBxvb2/MmzcP3377LbZv346MjAwAlSggBoC6dfO+/gE+//xzuLi4YM+ePYiOjsbRo0eRlpYGY2NjtG7dGt27d8eIESNQvXr1si6ViIiIqFCKFDc0i4iIiCqNx48f4/r167CxsYFBcX/XT0RE/0j8rCciIqL8OIOYiIiIiIiIiIiIqJJiQExERERERERERERUSTEgJiIiIiIiIiIiIqqkGBATERERERERERERVVIMiImIiIiIiIiIiIgqKQbERERERERERERERJUUA2IiIiIiIiIiIiKiSooBMRERERUgImVdAhERvST8jCciIqL8GBATERGRqkqVvP81yMnJKeNKiIjoZdF8xms+84mIiKhy4/8REBERkUpPTw86Ojp49OhRWZdCREQvyaNHj6CjowM9Pb2yLoWIiIjKAQbEREREpFIUBYaGhkhLS2MXMRFRBZSTk4O0tDQYGhpCUZSyLoeIiIjKAUU4gIqIiIjyyczMxI0bN6Crq4vXXnsNVatWZYhARPQPJyLIyMjAvXv3kJ2djQYNGkBfX7+syyIiIqJygAExERERFfDw4UMkJyfjwYMHZV0KERGVourVq8Pc3ByGhoZlXQoRERGVEwyIiYiIqEjZ2dnIzs4u6zKIiKgU6OrqQldXt6zLICIionKGATERERERERERERFRJcWb1BERERERERERERFVUgyIiYiIiIiIiIiIiCopBsRERERERERERERElRQDYiIiIiIiIiIiIqJKigExERERERERERERUSXFgJiIiIiIiIiIiIiokmJATERERERERERERFRJ/R+qWV0xEaiF4AAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1500x1500 with 13 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Comparing the values of the statistcs (observed, fitted and simulated).\n",
    "Analysis_results.compare_statistics_fig()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Comparing exceedence Probability betwen Observed and Simulated series\n",
    "Analysis_results.exceedence_probability_fig(Input_Serie, SIM1.Hourly_Simulation)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Save Figures\n",
    "To save the figures in png format we execute the following line"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "Analysis_results.save_figures('./POINT_HOURLY/Figures/')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Session info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "# packages in environment at C:\\Anaconda3\\envs\\NEOPRENE_2024:\n",
      "#\n",
      "# Name                    Version                   Build  Channel\n",
      "anyio                     4.2.0              pyhd8ed1ab_0    conda-forge\n",
      "argon2-cffi               23.1.0             pyhd8ed1ab_0    conda-forge\n",
      "argon2-cffi-bindings      21.2.0          py311ha68e1ae_4    conda-forge\n",
      "arrow                     1.3.0              pyhd8ed1ab_0    conda-forge\n",
      "asttokens                 2.4.1              pyhd8ed1ab_0    conda-forge\n",
      "async-lru                 2.0.4              pyhd8ed1ab_0    conda-forge\n",
      "attrs                     23.2.0             pyh71513ae_0    conda-forge\n",
      "babel                     2.14.0             pyhd8ed1ab_0    conda-forge\n",
      "beautifulsoup4            4.12.3             pyha770c72_0    conda-forge\n",
      "bleach                    6.1.0              pyhd8ed1ab_0    conda-forge\n",
      "brotli-python             1.1.0           py311h12c1d0e_1    conda-forge\n",
      "bzip2                     1.0.8                hcfcfb64_5    conda-forge\n",
      "ca-certificates           2023.11.17           h56e8100_0    conda-forge\n",
      "cached-property           1.5.2                hd8ed1ab_1    conda-forge\n",
      "cached_property           1.5.2              pyha770c72_1    conda-forge\n",
      "certifi                   2023.11.17         pyhd8ed1ab_0    conda-forge\n",
      "cffi                      1.16.0          py311ha68e1ae_0    conda-forge\n",
      "charset-normalizer        3.3.2              pyhd8ed1ab_0    conda-forge\n",
      "colorama                  0.4.6              pyhd8ed1ab_0    conda-forge\n",
      "comm                      0.2.1              pyhd8ed1ab_0    conda-forge\n",
      "contourpy                 1.2.0                    pypi_0    pypi\n",
      "cycler                    0.12.1                   pypi_0    pypi\n",
      "datetime                  5.4                      pypi_0    pypi\n",
      "debugpy                   1.8.0           py311h12c1d0e_1    conda-forge\n",
      "decorator                 5.1.1              pyhd8ed1ab_0    conda-forge\n",
      "defusedxml                0.7.1              pyhd8ed1ab_0    conda-forge\n",
      "entrypoints               0.4                pyhd8ed1ab_0    conda-forge\n",
      "exceptiongroup            1.2.0              pyhd8ed1ab_2    conda-forge\n",
      "executing                 2.0.1              pyhd8ed1ab_0    conda-forge\n",
      "fonttools                 4.47.2                   pypi_0    pypi\n",
      "fqdn                      1.5.1              pyhd8ed1ab_0    conda-forge\n",
      "haversine                 2.8.1                    pypi_0    pypi\n",
      "idna                      3.6                pyhd8ed1ab_0    conda-forge\n",
      "importlib-metadata        7.0.1              pyha770c72_0    conda-forge\n",
      "importlib_metadata        7.0.1                hd8ed1ab_0    conda-forge\n",
      "importlib_resources       6.1.1              pyhd8ed1ab_0    conda-forge\n",
      "ipykernel                 6.29.0             pyha63f2e9_0    conda-forge\n",
      "ipython                   8.20.0             pyh7428d3b_0    conda-forge\n",
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      "jinja2                    3.1.3              pyhd8ed1ab_0    conda-forge\n",
      "json5                     0.9.14             pyhd8ed1ab_0    conda-forge\n",
      "jsonpointer               2.4             py311h1ea47a8_3    conda-forge\n",
      "jsonschema                4.21.0             pyhd8ed1ab_0    conda-forge\n",
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      "libsodium                 1.0.18               h8d14728_1    conda-forge\n",
      "libsqlite                 3.44.2               hcfcfb64_0    conda-forge\n",
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      "nbclient                  0.8.0              pyhd8ed1ab_0    conda-forge\n",
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      "pickleshare               0.7.5                   py_1003    conda-forge\n",
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      "pysocks                   1.7.1              pyh0701188_6    conda-forge\n",
      "python                    3.11.0          hcf16a7b_0_cpython    conda-forge\n",
      "python-dateutil           2.8.2              pyhd8ed1ab_0    conda-forge\n",
      "python-fastjsonschema     2.19.1             pyhd8ed1ab_0    conda-forge\n",
      "python-json-logger        2.0.7              pyhd8ed1ab_0    conda-forge\n",
      "python_abi                3.11                    4_cp311    conda-forge\n",
      "pytz                      2023.3.post1       pyhd8ed1ab_0    conda-forge\n",
      "pywin32                   306             py311h12c1d0e_2    conda-forge\n",
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      "pyyaml                    6.0.1           py311ha68e1ae_1    conda-forge\n",
      "pyzmq                     25.1.2          py311h9250fbb_0    conda-forge\n",
      "referencing               0.32.1             pyhd8ed1ab_0    conda-forge\n",
      "requests                  2.31.0             pyhd8ed1ab_0    conda-forge\n",
      "rfc3339-validator         0.1.4              pyhd8ed1ab_0    conda-forge\n",
      "rfc3986-validator         0.1.1              pyh9f0ad1d_0    conda-forge\n",
      "rpds-py                   0.17.1          py311hc37eb10_0    conda-forge\n",
      "scipy                     1.11.4                   pypi_0    pypi\n",
      "send2trash                1.8.2              pyh08f2357_0    conda-forge\n",
      "setuptools                69.0.3             pyhd8ed1ab_0    conda-forge\n",
      "shapely                   2.0.2                    pypi_0    pypi\n",
      "six                       1.16.0             pyh6c4a22f_0    conda-forge\n",
      "sniffio                   1.3.0              pyhd8ed1ab_0    conda-forge\n",
      "soupsieve                 2.5                pyhd8ed1ab_1    conda-forge\n",
      "stack_data                0.6.2              pyhd8ed1ab_0    conda-forge\n",
      "terminado                 0.18.0             pyh5737063_0    conda-forge\n",
      "tinycss2                  1.2.1              pyhd8ed1ab_0    conda-forge\n",
      "tk                        8.6.13               h5226925_1    conda-forge\n",
      "tomli                     2.0.1              pyhd8ed1ab_0    conda-forge\n",
      "tornado                   6.3.3           py311ha68e1ae_1    conda-forge\n",
      "tqdm                      4.66.1                   pypi_0    pypi\n",
      "traitlets                 5.14.1             pyhd8ed1ab_0    conda-forge\n",
      "types-python-dateutil     2.8.19.20240106    pyhd8ed1ab_0    conda-forge\n",
      "typing-extensions         4.9.0                hd8ed1ab_0    conda-forge\n",
      "typing_extensions         4.9.0              pyha770c72_0    conda-forge\n",
      "typing_utils              0.1.0              pyhd8ed1ab_0    conda-forge\n",
      "tzdata                    2023.4                   pypi_0    pypi\n",
      "ucrt                      10.0.22621.0         h57928b3_0    conda-forge\n",
      "uri-template              1.3.0              pyhd8ed1ab_0    conda-forge\n",
      "urllib3                   2.1.0              pyhd8ed1ab_0    conda-forge\n",
      "vc                        14.3                hcf57466_18    conda-forge\n",
      "vc14_runtime              14.38.33130         h82b7239_18    conda-forge\n",
      "vs2015_runtime            14.38.33130         hcb4865c_18    conda-forge\n",
      "wcwidth                   0.2.13             pyhd8ed1ab_0    conda-forge\n",
      "webcolors                 1.13               pyhd8ed1ab_0    conda-forge\n",
      "webencodings              0.5.1              pyhd8ed1ab_2    conda-forge\n",
      "websocket-client          1.7.0              pyhd8ed1ab_0    conda-forge\n",
      "wheel                     0.42.0             pyhd8ed1ab_0    conda-forge\n",
      "win_inet_pton             1.1.0              pyhd8ed1ab_6    conda-forge\n",
      "winpty                    0.4.3                         4    conda-forge\n",
      "xz                        5.2.6                h8d14728_0    conda-forge\n",
      "yaml                      0.2.5                h8ffe710_2    conda-forge\n",
      "zeromq                    4.3.5                h63175ca_0    conda-forge\n",
      "zipp                      3.17.0             pyhd8ed1ab_0    conda-forge\n",
      "zope-interface            6.1                      pypi_0    pypi\n"
     ]
    }
   ],
   "source": [
    "!conda list"
   ]
  }
 ],
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