{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# EBK Regression: Identify urban heat islands\n",
    "\n",
    "> * 👟 Ready To Run!\n",
    "* 🖥️ Requires ArcPy\n",
    "* 🔬 Data Science\n",
    "* 📈 Statistics & Graphing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The _urban heat island effect_ is the tendency for city centers to have significantly higher temperatures than surrounding rural areas. This effect is largely due to infrastructure and buildings in city centers that trap heat inside and prevent it from dissipating into surrounding areas. Unfortunately, this means that the places with the largest local populations often experience the highest temperatures. \n",
    "\n",
    "To address health issues related to urban heat, you will interpolate temperature measurements taken on August 8, 2016 at 8:00PM in Madison, Wisconsin.  \n",
    "\n",
    "You will first interpolate the temperature measurements using [*Empirical Bayesian Kriging*](http://pro.arcgis.com/en/pro-app/help/analysis/geostatistical-analyst/what-is-empirical-bayesian-kriging-.htm) (EBK), and then use [*EBK Regression Prediction*](http://pro.arcgis.com/en/pro-app/help/analysis/geostatistical-analyst/what-is-ebk-regression-prediction-.htm) in order to incorporate the locations impervious to water and compare the accuracy of each interpolation. \n",
    "\n",
    "To complete the notebook, you will use your interpolation results to identify areas with both high temperatures and high densities of residents over the age of 65, who are at highest risk for heat-related illnesses."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "toc": true
   },
   "source": [
    "<h1>**Table of Contents**<span class=\"tocSkip\"></span></h1>\n",
    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#EBK-Regression:-Identify-urban-heat-islands\" data-toc-modified-id=\"EBK-Regression:-Identify-urban-heat-islands-1\">EBK Regression: Identify urban heat islands</a></span><ul class=\"toc-item\"><li><span><a href=\"#Introduction\" data-toc-modified-id=\"Introduction-1.1\">Introduction</a></span></li><li><span><a href=\"#Getting-set-up\" data-toc-modified-id=\"Getting-set-up-1.2\">Getting set up</a></span></li><li><span><a href=\"#Exploring-the-temperature-values\" data-toc-modified-id=\"Exploring-the-temperature-values-1.3\">Exploring the temperature values</a></span><ul class=\"toc-item\"><li><span><a href=\"#Plot-observation-locations-on-a-map\" data-toc-modified-id=\"Plot-observation-locations-on-a-map-1.3.1\">Plot observation locations on a map</a></span></li><li><span><a href=\"#Histogram-of-temperature-measurements\" data-toc-modified-id=\"Histogram-of-temperature-measurements-1.3.2\">Histogram of temperature measurements</a></span></li></ul></li><li><span><a href=\"#Interpolate-the-temperature-measurements-using-Empirical-Bayesian-Kriging\" data-toc-modified-id=\"Interpolate-the-temperature-measurements-using-Empirical-Bayesian-Kriging-1.4\">Interpolate the temperature measurements using Empirical Bayesian Kriging</a></span><ul class=\"toc-item\"><li><span><a href=\"#Cross-validation\" data-toc-modified-id=\"Cross-validation-1.4.1\">Cross-validation</a></span></li></ul></li><li><span><a href=\"#Incorporate-impervious-surfaces-in-order-to-improve-the-interpolation\" data-toc-modified-id=\"Incorporate-impervious-surfaces-in-order-to-improve-the-interpolation-1.5\">Incorporate impervious surfaces in order to improve the interpolation</a></span><ul class=\"toc-item\"><li><span><a href=\"#Visualize-the-impervious-raster-surface\" data-toc-modified-id=\"Visualize-the-impervious-raster-surface-1.5.1\">Visualize the impervious raster surface</a></span></li><li><span><a href=\"#Verify-that-impervious-surfaces-are-related-to-temperature\" data-toc-modified-id=\"Verify-that-impervious-surfaces-are-related-to-temperature-1.5.2\">Verify that impervious surfaces are related to temperature</a></span></li></ul></li><li><span><a href=\"#Perform-EBK-Regression-Prediction-on-the-temperature-measurements-using-impervious-area-as-an-explanatory-variable\" data-toc-modified-id=\"Perform-EBK-Regression-Prediction-on-the-temperature-measurements-using-impervious-area-as-an-explanatory-variable-1.6\">Perform EBK Regression Prediction on the temperature measurements using impervious area as an explanatory variable</a></span><ul class=\"toc-item\"><li><span><a href=\"#Cross-validation\" data-toc-modified-id=\"Cross-validation-1.6.1\">Cross-validation</a></span></li><li><span><a href=\"#Model-evaluation-charts\" data-toc-modified-id=\"Model-evaluation-charts-1.6.2\">Model evaluation charts</a></span></li></ul></li><li><span><a href=\"#Locate-block-groups-with-high-risk-of-heat-illnesses\" data-toc-modified-id=\"Locate-block-groups-with-high-risk-of-heat-illnesses-1.7\">Locate block groups with high risk of heat illnesses</a></span></li><li><span><a href=\"#Conclusion\" data-toc-modified-id=\"Conclusion-1.8\">Conclusion</a></span></li></ul></li></ul></div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting set up\n",
    "\n",
    "First, let's import all the necessary libraries we'll need to run this notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import shutil\n",
    "import zipfile\n",
    "\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "import arcgis\n",
    "from arcgis.gis import GIS\n",
    "from arcgis.features import GeoAccessor, GeoSeriesAccessor\n",
    "from arcgis.features import SpatialDataFrame\n",
    "from arcgis.geometry import SpatialReference\n",
    "import arcpy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook will be using the `Analyze_Urban_Heat_Using_Kriging.gdb.zip` geodatabase located in `/arcgis/samplesdata/`. Run the below cell to copy that geodatabase to your working directory of `/arcgis/home/` so you can modify it locally."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "root dir: /arcgis\n",
      "home dir: /arcgis/home\n",
      "samples dir: /arcgis/samplesdata\n"
     ]
    }
   ],
   "source": [
    "arcgis_dir = os.path.abspath(os.path.join(os.sep, 'arcgis'))\n",
    "home_dir = os.path.join(arcgis_dir, 'home')\n",
    "samples_dir = os.path.join(arcgis_dir, 'samplesdata')\n",
    "\n",
    "print(f\"root dir: {arcgis_dir}\")\n",
    "print(f\"home dir: {home_dir}\")\n",
    "print(f\"samples dir: {samples_dir}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GDB succesfully copied to /arcgis/home/Analyze_Urban_Heat_Using_Kriging.gdb\n"
     ]
    }
   ],
   "source": [
    "def copy_sample_gdb_to_home(gdb_zip_name):\n",
    "    \"\"\"Given the full filename (with extensions) of a gdb zip file in \n",
    "    /arcgis/samplesdata/, will copy and unzip that gdb to /arcgis/home/\n",
    "    Will return the full path to the unzipped gdb in home\"\"\"\n",
    "\n",
    "    # Get the full paths of all the source and destination files to copy\n",
    "    gdb_dir_name = gdb_zip_name.split(\".zip\")[0]\n",
    "    gdb_zip_path_src = os.path.join(samples_dir, gdb_zip_name)\n",
    "    gdb_dir_path_src = os.path.join(samples_dir, gdb_dir_name)\n",
    "    \n",
    "    gdb_zip_path_dst = os.path.join(home_dir, gdb_zip_name)\n",
    "    gdb_dir_path_dst = os.path.join(home_dir, gdb_dir_name)\n",
    "\n",
    "    # If the gdb has been copied/unzipped to home dir before, delete it\n",
    "    if os.path.exists(gdb_zip_path_dst):\n",
    "        os.remove(gdb_zip_path_dst)\n",
    "    if os.path.exists(gdb_dir_path_dst):\n",
    "        shutil.rmtree(gdb_dir_path_dst)\n",
    "\n",
    "    # Copy the zip file to home, unzip it\n",
    "    shutil.copy(gdb_zip_path_src, gdb_zip_path_dst)\n",
    "    zip_ref = zipfile.ZipFile(gdb_zip_path_dst, 'r')\n",
    "    zip_ref.extractall(home_dir)\n",
    "    zip_ref.close()\n",
    "    \n",
    "    # Return the output full path to /arcgis/home/unzipped_gdb\n",
    "    return gdb_dir_path_dst\n",
    "\n",
    "# call the function to copy data needed for this analysis\n",
    "gdb_path = copy_sample_gdb_to_home(\n",
    "    'Analyze_Urban_Heat_Using_Kriging.gdb.zip')\n",
    "\n",
    "print(f\"GDB succesfully copied to {gdb_path}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us inspect the datasets available in this file geodatabase."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Temperature_Aug_08_8pm \t:\t FeatureClass\n",
      "Block_Groups \t:\t FeatureClass\n",
      "Impervious_Surfaces \t:\t RasterDataset\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[None, None, None]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arcpy.env.workspace = gdb_path\n",
    "[print(child.name, \"\\t:\\t\", child.dataType) for \n",
    "     child in arcpy.Describe(gdb_path).children]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You will need to make many references to your data, so you will need variables for your temperature measurements, block group polygons, and the raster representing the locations of impervious surfaces."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set dataset variables\n",
    "data_gdb = gdb_path\n",
    "block_group_fc = os.path.join(data_gdb,'Block_Groups')\n",
    "temperature_fc = os.path.join(data_gdb,'Temperature_Aug_08_8pm')\n",
    "temperature_field = 'TemperatureF'\n",
    "imperv_raster = os.path.join(data_gdb, 'Impervious_Surfaces')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create an output geodatabase to store all of your outputs, and allow overwriting in case you want to repeat any operations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Result '/arcgis/home/Analyze_Urban_Heat_Using_Kriging_Output.gdb'>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "out_gdb = os.path.join(home_dir,\n",
    "                       'Analyze_Urban_Heat_Using_Kriging_Output.gdb')\n",
    "\n",
    "# remove outputs from previous runs\n",
    "if os.path.exists(out_gdb):\n",
    "    shutil.rmtree(out_gdb)\n",
    "\n",
    "# Allow overwriting output in arcpy\n",
    "arcpy.env.overwriteOutput = True\n",
    "\n",
    "# Create output geodatabase and create variable\n",
    "arcpy.management.CreateFileGDB(\n",
    "    home_dir, \n",
    "    out_name = \"Analyze_Urban_Heat_Using_Kriging_Output\", \n",
    "    out_version = \"CURRENT\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploring the temperature values\n",
    "The first step of nearly every analysis workflow is to explore the data, to learn as much as you can about its particular characteristics and features.\n",
    "\n",
    "Start by creating a table of the summary statistics for the temperature measurements."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OBJECTID</th>\n",
       "      <th>SID</th>\n",
       "      <th>LATITUDE</th>\n",
       "      <th>LONGITUDE</th>\n",
       "      <th>TemperatureF</th>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   OBJECTID      SID   LATITUDE  LONGITUDE  TemperatureF  \\\n",
       "0         1  S.141.R  43.271713 -89.402359        75.681   \n",
       "1         2  S.005.R  43.224255 -89.189842        78.208   \n",
       "2         3  S.001.R  43.221191 -89.398155        74.856   \n",
       "3         4  S.129.R  43.225475 -89.516006        75.985   \n",
       "4         5  S.002.R  43.206676 -89.391457        74.381   \n",
       "\n",
       "                                               SHAPE  \n",
       "0  {'x': -89.40235260876509, 'y': 43.271704961750...  \n",
       "1  {'x': -89.18983567621552, 'y': 43.224246877032...  \n",
       "2  {'x': -89.39814861532749, 'y': 43.221182930061...  \n",
       "3  {'x': -89.51599958022582, 'y': 43.225466956464...  \n",
       "4  {'x': -89.39145061926497, 'y': 43.206667901459...  "
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# read data in GCS for plotting purposes\n",
    "sr = SpatialReference({\"wkid\" : 4326})\n",
    "\n",
    "# Create spatial data frame for the temperature data\n",
    "temperature_sdf = SpatialDataFrame.from_featureclass(\n",
    "    temperature_fc,\n",
    "    sr=sr.as_arcpy)\n",
    "\n",
    "# show the first few rows of the temperature DataFrame\n",
    "temperature_sdf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    139.000000\n",
       "mean      79.433791\n",
       "std        2.594926\n",
       "min       73.429000\n",
       "25%       77.749500\n",
       "50%       80.008000\n",
       "75%       81.222000\n",
       "max       83.869000\n",
       "Name: TemperatureF, dtype: float64"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Show summary statistics of the Temperature measurements\n",
    "temperature_sdf[temperature_field].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You see from the table that there are `139` temperature measurements.  The average temperature was `79.43` degrees Fahrenheit with a standard deviation of `2.59` degrees.  The lowest temperature was `73.42` and the highest temperature was `83.87` degrees.\n",
    "\n",
    "### Plot observation locations on a map\n",
    "To see the spatial distribution of measurement locations, let's create a map and plot the `DataFrame` using the ArcGIS API for Python."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\"/>"
      ],
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gis = GIS('home')\n",
    "map1 = gis.map('Madison, Wisconsin')\n",
    "map1.basemap = 'gray'\n",
    "map1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "While visualizing the location of the point observations, you can symbolize the points by their temperature. From the map above, one of the observations is that higher temperatures (larger symbols) clustered near the downtown area."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temperature_sdf.plot(kind = 'map', \n",
    "                     map_widget = map1,\n",
    "                     colors = 'Reds_r', \n",
    "                     size_field = temperature_field)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Histogram of temperature measurements\n",
    "Next, create a histogram of the temperature measurements to visualize the distribution of the temperature measurements."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create histogram of temperature\n",
    "temperature_hist = temperature_sdf[temperature_field].plot(\n",
    "    kind='hist', \n",
    "    title = 'Temperature distribution',\n",
    "    bins=35)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The distribution is slightly negatively skewed, but there are no obvious outliers, and the most frequent temperatures were between approximately `80` and `82` degrees.\n",
    "\n",
    "Before you perform a spatial interpolation of the temperature measurements, you need to verify that they are **spatially autocorrelated**, which is a requirement for every spatial interpolation method.  This means that points that are closer together must have more similar temperatures, on average, than points that are farther apart. To verify the presence of spatial autocorrelation, you will perform a **Moran's I** test for global autocorrelation. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " Global Moran's I Summary\n",
      "Moran's Index:   0.696963 \n",
      "Expected Index:  -0.007246\n",
      "Variance:        0.002148 \n",
      "z-score:         15.193428\n",
      "p-value:         0.000000 \n",
      "\n",
      "Distance measured in Meters\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Calculate Global Moran's I statistic and test for significance\n",
    "arcpy.stats.SpatialAutocorrelation(temperature_fc, temperature_field)\n",
    "messages = arcpy.GetMessage(3)\n",
    "print(messages)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The high `z-score` and significantly low `p-value` indicate that the temperature measurements do display spatial autocorrelation.  This should be unsurprising, and it justifies performing interpolation on the temperature measurements."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interpolate the temperature measurements using Empirical Bayesian Kriging"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To interpolate the temperature in Madison, Wisconsin from the temperature measurements into a continuous temperature surface, you will use [Empirical Bayesian Kriging (EBK)](http://pro.arcgis.com/en/pro-app/help/analysis/geostatistical-analyst/what-is-ebk-regression-prediction-.htm). EBK works by first subsetting the point measurements, then simulating different spatial models for each subset. These local models are then mixed together to produce the final interpolation result. \n",
    "\n",
    "Since there are `139` points, you will use a subset size of `50`. This will create three subsets that slightly overlap, which allows both local and stable estimations of the temperature.\n",
    "\n",
    "The output of the interpolation will be a *geostatistical layer* that can easily be queried for model diagnostics and exported to convenient formats."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 932 ms, sys: 976 ms, total: 1.91 s\n",
      "Wall time: 1.28 s\n"
     ]
    }
   ],
   "source": [
    "# Perform Empiricial Bayesian Kriging on the temperature measurements\n",
    "temperature_ga_layer = \"temperature_EBK\"\n",
    "subset_size = 50\n",
    "arcpy.ga.EmpiricalBayesianKriging(in_features=temperature_fc,\n",
    "                                  z_field=temperature_field, \n",
    "                                  out_ga_layer=temperature_ga_layer, \n",
    "                                  max_local_points=subset_size)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cross-validation\n",
    "To verify that your interpolation result is accurate and reliable, you will now investigate cross-validation statistics. Cross-validation is a `leave-one-out` validation method that sequentially hides each input point and uses all remaining points to predict back to the location of the hidden point. The measured value at the hidden point is then compared to the prediction value from cross-validation; the difference between these two values is called the cross-validation error for the point.\n",
    "\n",
    "The logic of cross-validation is that if your interpolation model is accurate and reliable, the remaining points should be able to accurately predict the measured value of the hidden point. If the predictions from cross-validation are close to the measured temperature values, this gives you confidence that your model can accurately predict temperature values at new locations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean = 0.127827402905702\n",
      "Root Mean Square = 1.68371213658715\n",
      "Average Standard = 1.67652534707903\n",
      "Mean Standardized = 0.0355450093243331\n",
      "Root Mean Square Standardized = 0.988525369213755\n",
      "Percent in 90% Interval = 91.3669064748201\n",
      "Percent in 95% Interval = 96.4028776978417\n",
      "Average CRPS = 0.884121078260746\n"
     ]
    }
   ],
   "source": [
    "# Run cross validation on Empirical Bayesian Kriging results\n",
    "cv = arcpy.ga.CrossValidation(\n",
    "    in_geostat_layer = temperature_ga_layer, \n",
    "    out_point_feature_class = os.path.join(out_gdb,'ga_cv_results'))\n",
    "\n",
    "# Print the cross validation summary statistics\n",
    "print(\"Mean = \"+cv.meanError)\n",
    "print(\"Root Mean Square = \"+ cv.rootMeanSquare)\n",
    "print(\"Average Standard = \"+ cv.averageStandard)\n",
    "print(\"Mean Standardized = \"+ cv.meanStandardized)\n",
    "print(\"Root Mean Square Standardized = \"+ cv.rootMeanSquareStandardized)\n",
    "print(\"Percent in 90% Interval = \"+ cv.percentIn90Interval)\n",
    "print(\"Percent in 95% Interval = \"+ cv.percentIn95Interval)\n",
    "print(\"Average CRPS = \"+ cv.averageCRPS)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are several important observations to make in these cross-validation summary statistics.\n",
    "* The **Mean** and **Mean Standardized** cross-validation errors are both close to zero.  This indicates that the model has low level of bias and does not have a tendency to make predictions that are systematically too high or low.\n",
    "* The **Root Mean Square** statistic indicates that on average, the predicted temperatures differed from the measured temperatures by less than two degrees. This is an acceptable level of precision for 139 points. The root mean square is also very close to the **Average Standard** error, which indicates consistency between accuracy and uncertainty of the model.\n",
    "* The **Root Mean Square Standardized** statistic is very close to one, which indicates that standard errors of the predicted values are not being systematically overestimated or underestimated.  \n",
    "* The **Percent in 90/95% Interval** values are close to the ideal values of `90` and `95`. This indicates that the variability of the predicted values is being estimated correctly.\n",
    "* The **Average CRPS** is difficult to interpret literally, but the value should be as small as possible.  This statistic will be compared to a different model later in this lesson.\n",
    "\n",
    "These statistics do not provide any reason to doubt the accuracy of the interpolation results.  They indicate a **precision** of less than `2` degrees, and estimates of prediction uncertainty are accurate.\n",
    "\n",
    "Next, you will make graphs showing various features of the cross-validation results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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D9pta97FLnaMRqZxGXYONWwa5YPEKBoc9dQvgdSKlhqSjJTEaphmdkPnnmNybpacrw8Unzd+1r27S6Zibl65lcNjHPNfunc9pphaBdLSkxoo3oxNyUd8sXtoxzGV3raI7m+Hyu1fz22de5NZH1yWajtm4ZZBrH1gz7vmhXK7tO5/TSoFAOlqSo2HiXuph45ZBLr9nNUM5ZyiXA+CGR9YCJJqOWbdpOz3ZzLjO8k8ce5DSQglRakg6WjuPFY8a+18oiXRMVPDt7cpw2lFaUywpahFIx2vXseJRFW6hJOYCpG0jGVEgEAEaOxqmVEBp5pLG+RVu1oyduRH+8rX7ceeKZ5peARd+72YH305YSroeCgQiDVJuGGoS4+Z3dRjfvZqergxLBjbw4TcdwBsOnMEh++25axRRnJVkse/drOWwNV+hPHP38u9KWH9/vy9btizpYogUtXHLIAuuuJ8dO3enYiZ0Z3j4woW7KttSrzezXBDk5K865TAcxlSSF79rPofOmtqwoJDU907L+ZNmZo+6e3+596lFINIA5YahJjVMNeq8AIPDI5y/eCXgYyZ1XfSDx5nSm2V4xBty55z0Us5Jn79VaNSQSAOUG4Ya9fpQLsfm7UOxTuwq1WGczRhZG18FbBnMNWxiXanr0oyJbZ26WF61FAhEGqDcMNTC17syMOLw8ZsfY8EV93PnwPpYy9XbZeNe25kbYXgkV/SzlQ4tLVWhF7suD615ngVX3M/p31jalO/fjsODG0l9BCINVMmooVUbXuTsG5aNmVAVd95645ZBvrN0Ldc8sAbCDe8ndGfIjTjuTm9Xlq1DY4NCJWWqtCM2/7oAVeft6+3Q7tRRQ+ojkJbQbv9AKxkJ8+cXd9CdNQaHdz8Xd956+pRePnncQZxw6L6cePVDgO+qiHu7Mvzn6Ufy9KZtXH736oqHluav01RupnL+dVnx9AtV5e0bMeqnWSOUWpUCgSSm04b1jX7frNm4u+9q89a1BtCtQzl6sxmG8lojPdkMUyd2c8zBr+Cdh+xb8XFr7YitJm9fTbCR2qmPQBLRaXvg5n/f/CAwuTdbdd56ycD6mvPr5SrhajZhqbUjtpq8fSdukZkEtQgkEZ02rC/q+07uyXLZyYdw7Kv3rvg7r3n2Jc5fvJKh4drukBu5vEM9x6p0ZrFG/TSHAoEkotP+gUd935w7x7462JFsxdMvlE3HLBlYz/m3rWAoF72Of6WVeSOXd6jnWJXk7bUuUXMoEEgiOu0feLHv+9Ca5ysedXPh7SvHBQGAodwIm7fvZOOWwYqvX7lKuJo+iLg7Ytt1UcA00fBRSVS7jRoq/D6lHkPlwyhXPP0Cp39jKS/lDzUCujIGOBO7uxrW4d5pnfjtTMNHpSW007C+wgr0fUfOjtwNrJZhlFGppe6sYThDOXYFiAtuX8n8l+/J1qFcTcFVo3Q6k0YNiTRA1CioGx5ZW3RU1MYtg2zevpOhXGX9JFEjbT618CB6u8bey/mIc+LVD9U8Y3fVhhfJMHYWcncmw6oNm+taDiIN+yRLcWoRiDRAscXd8o3e7ef3C+RGRujOGhO6srtW/xwdGll4B16YKwe49sGxe/8O5hzwXfMEqrmbXzKwngsWrxy3heSO4Rxn37CMnmy2plSRUk3pp0AgHauR/ROV7gY2uSc7LvXS2wXXfvC1PP0/27n8ntUlK8zCVFp+B/TgcI5Mxsb0OVQ6omi0RVMYBHqyxog7gzkYHN6dfqo0uCjV1BqUGpKOVM+krChRqZsz3jBn3KSprUO5cROkerJZwLj8ntVVT7Bb1DeLhy9cyE1nHcUPP/Xmca9XOiQ3auLWpJ4s//vE1zCxe+z9YjUTujQhrDWoRSCp1+iRRXHdpUYNc/z0cQePGzUUNX8CfFxqKZsxHvjNnyuecDZtcs+YFsJQboSPv3VeRWWPatGMuPOmeTP4wo9+M668lc736LT5Iq0q1haBmZ1rZqvM7HEzu8XMJpjZAWa21Mx+Z2bfM7OeOMsgra3Rd+4Q711q4RINUY/zWw69XRk+/tZ57Dd14riO462DOS69c1XJ7114fQAevnAhZx9zIOBc97M/VHTdii37MG+fPepaxlnLQLeG2OYRmNks4CFgvrtvN7NbgR8CJwJ3uPt3zexrwAp3/89Sx9I8gs7UyG0G610GudE2bhnk5qVrufaB39GTzbJ95zAjHuxREKW3K8PXz+jftc/w6DGivsfdn3gTJ13zUE3fr1jrS8tAt6a0zCPoAiaa2U5gEvAMsBA4LXz928DngJKBQDpTo9Yjihq1koZZzV99cA2Dw76rE7aUweERPnrjo4ywewvJYtdnoMplnvMVm9dR73yPdpov0o5iCwTuvt7MvgisBbYD9wGPAi+4++j/+esAjSOTSI3ILxfrD3j4woU8fOHCxO5SKxluWmjbzmDV0tH+jGLXp2//vRjK1bfMtXSW2PoIzGwa8G7gAGA/YDJwQsRbIxvDZnaOmS0zs2XPPfdcXMWUFGtEfrlUf0Bh/r6Zk57KDTftygTpoEk92XGv5Zc/6vqseubFMSmmrgzKy0tJcaaGjgeedPfnAMzsDuCNwF5m1hW2CmYDG6I+7O7XAddB0EcQYzklxepdcKzSVkWzJz1Nn9LLxe+az0U/eHzca71dxlWnHM6CeTNYtWFzuK3l7n8C+eVf1DeL+S/fk4GnX6Bv/72YNrmHBVfcz868xemymQwL5s2I7btI64tz1NBa4Ggzm2RmBhwHrAYeAE4J33MmsCTGMkgbqGazlKjPlmtVJLVJzqGzpjKld+wd/6SeLF8/o3/XmkTHHLw3V51yeNHyLxlYz0nXPMRld63mpGse4jtL10bMU9C4fSmtZIvAzI4o9bq7Ly/x2lIzWwwsB4aBxwju8O8Bvmtmnw+fu77aQotUo1yrIqlNcmZPm8hwwTChEXcO2W9qReWP6v+45oE1FGZb1T8g5ZRLDf1b+N8JQD+wAjDgMGAp8KZSH3b3S4FLC57+A/D6qksqUodSo1aSmvSUv0dBNmPszDkXnzS/4lE7UQGsJ5vhnGMO5NoH13TEPg/SGCUDgbsfC2Bm3wXOcfdfh48PBc6Lv3gi8Utyk5xFfbN4accwl921iu5shsvvXs0evV1FN6fJbxUUC2CnHTWH046ao3H7UrFKO4tfPRoEANz9cTPri6lMInWJmrxUbkJTUrtgbdwyyOX3rGYo57uGfEYtd1GsM7tUAFMAkEpVGgieMLNvADcRJCBPB56IrVQiNYqqMB0qGhGUxKSnSvonSq2NpG0cpREqDQR/A3wM+HT4+GdoNrCkTFSFef7ilYAzOOypXAY5Kr0zlBvbP1EuWGjWrtSrouGj7r4D+BrwWXf/K3f/cvicSGpETR7LZoyspXcZ5NH+ie7s7l3BciMjPLzm+V2PZ0+byI7hsTOFdwznNBJIGqaiQGBmi4AB4Efh4z4zuzPOgolUK+ruOjfi5DzdyyAvmDeDTN7ukMMjjJvHULg4ZFyLRUpnqnRC2aUEQz5fAHD3AWBuTGUSqUnU5LGrTjmMq045nN4uY1J3lt4uS91wynWbtoeb0+yW32pZt2n7uM1hJnZ3paZVI62v0j6CYXffHEwQFkmvqM7TJQPrAQtmwHj6/h8uN49Bm7tI3CptETxuZqcBWTM7yMyuBn4RY7mkxTRzwbZy8pekyN+Ld9tQjsHh5iwfUY1yy2BocxeJW6Utgk8CFwGDwHeAe4HPx1UoaS3NXrCtGkktH1GtcsNANUxU4lQ2EJhZFrjM3c8nCAbShmrdQSqu/X8bpZXSKuWGgWqYqMSlbGrI3XPAkU0oiySknn2B49z/txGUVhEpr9LU0GPhcNHbgK2jT7r7HbGUSpqm3jv6VrjjTntaRfv5StIqDQQvAzYS7Dc8ygEFghZXbw49yQXbqlEsrZJ0JZzm/hXpHBUFAnf/m7gLIsloxB192u+4i0m6Em5E/0rSgUzaQ0WBwMy+RcTewu7+4YaXSJqqUXf0rdaR2cxO7mKVdb2tsaQDWSEFpdZVaWro7rzfJwB/RZG9hqX1tOodfT2aNay0VGVdT2ssbaO10haUpDqVLjp3e97PzcD7gEPjLZo0Uz37Arei6FU/c2zePtSwyWbl9kLOH9E0uTdLT1em6A5lhdI0WiupPZ+lcWrdvP4gYE4jCyIyqhmzlAuHlXZlYMTh4zc/VvUQ2mIqqawX9c3i4nfNZ+fwCN0Z4/K7V1d07jSN1kpTUJLaVLr66Etm9uLoD3AXcGG8RZNOVM+chmot6pvFwxcu5NoPHkE2k2Fnzht6R1tJZZ2/Q9nWoVzF507T/Ig0BSWpTaWjhvaIuyAiSeS9p0/pZerEbnqyGQaHG9tfUElHfD19FWnp22mVIcRSXKWjhhYAA+6+1cxOB44A/sPdn4q1dNJRkloXKM472nKVdb3nTstorbQEJalNpX0E/wlsM7PDgQuAp4AbYiuVdKSkUgxxp1lKdcSnKcVTr04bcNBOqtmPwM3s3QQtgevN7Mw4CyadJ8kUQ5J3tLqblqRVGgheMrN/BE4HjglXJO2Or1jSqZKsFJNMs8R1bk3ykkpUGgjeD5wG/K27/8nM5gBXxVcsaYa0VhJpyXvXqp4lvav5XNT78597aM3zmuQlFal01NCfgC/lPV6L+ghammaCFldPgKz1ulb7uaj3O+x6big3Qm5khOERUjHzWNKt0lFDRwNXA68BeoAssMXdp8ZYNolJ2pYnSJN6AmSt17Xaz0W9//zFKwFncNjHjLrKl8ad2SQdKh01dA1wKvA7YCJwFnBtXIWSeGkmaLR6l0qo9bpW+7mo92czRtZK/3PWJC8ppuIlJtx9DZB195y7fwt4a6n3m9mrzGwg7+dFM/uMmfWZ2SPhc8vM7PV1fgepkmaCRqs3QNZ6Xav9XNT7cyNOzsc+1501erus5YelSvwqDQTbzKwHGDCzK83sXGByqQ+4+2/dvc/d+wi2utwGfB+4kmAP5D7gkvCxNFGrjF1vxppD+RoxuauW6zp9Si8Xv2s+PVljck+27OeiznPVKYdx1SmHj3nu3957OL/47HHcdNZRPHzhQvUBSVGVjhr6EEHQ+ARwLrA/8J4qznMc8Ht3f8rMHNgzfH4qWs46EWkfu55EZ3Yj5jHUcl2XDKzn8ntW09OVYSjnXHry/LLftdh5op5L299W0sfcx+03E/1Gs4nAHHf/bdUnMfsmsNzdrzGz1wD3AkYQXN4YtVSFmZ0DnAMwZ86cI596qvrVLNI6PFJK27hlkAVX3M+Onbvvzid0Z3j4woVN+Ts28/+bpL+rtDcze9Td+8u9r9LVR08GBoAfhY/7ws3sK/lsD7CIYON7gI8B57r7/gSti+ujPufu17l7v7v3z5w5s5JTjdHMVSw7VVypm6Q7s5u5VELS31UEKk8NfQ54PfAggLsPmNncCj97AkFr4Nnw8ZnAp8PfbwO+UeFxKqbhkfGLM3XTSZ3ZnfRdJb0q7SwedvfNNZ7jVOCWvMcbgLeEvy8kGJLaULrLilejd6QqbFm0Smd2I3TSd5X0qrRF8LiZnQZkzewg4FPAL8p9yMwmAW8DPpL39NnAf5hZF7CDsB+gkXSXFa9GLhddrGWR9s7sRuqk7yrpVGmL4JPAIcAgwd39i8Bnyn3I3be5+/T81oS7P+TuR7r74e5+lLs/WkvBS9FdVrwaFWgr2dO3U5Y17qTvKulT6VpD24CLwp+WoLus+DRqueikNqIRkbFKBoJyI4PcfVFji9NYrb6KZZo1ItAqhSeSDuVaBG8AniZIBy0lGPsvAtQfaLXXrUg6lAsE+xJ09p5KsB/BPcAt7r4q7oJJZ1AKTyR5JTuLwwXmfuTuZwJHA2uAB83sk00pnXQEdZSKJKtsZ7GZ9QLvImgVzAW+AtwRb7FERKRZynUWfxs4FPgvghVDH29KqUREpGnKtQg+BGwFDgY+Zbarr9gAd/c9i31QpFniXCSu3L7ASmdJOygZCNy94o1rRJIQ55pH5fYF1l7P0i4qXoY6Sf39/b5s2bKkiyEpE+cSzlHH7u3KMLovcKPPJxKHhi5DLZJGcS4uWOm+wPWer9m7sIlEqXTROZHUiXNmcrF9gWFsC7qa8xX2LSSxC5tIFLUIpGXFubj1hvktAAAOPklEQVRg1LEvOWk+nzj2oJo2hC/cKOnmR55q6FLeIvVQi0BaTv6ddZwzk/OP/fj6zVx+z+owXWScc8yBnHbUnIrOF7VR0mV3raKnKzrNpP4GaTYFAmkpxdIpcVWeo8d9/3W/HFORX/vgGk47ak5Fx4hcZTUbbFSfTwvuSVKUGpKW0eid0SpVb6d0ZH+DO5eePF97ZkgqqEUgLSOp/Qvq7ZQutsrqor5ZvPOQfTU5TRKnQCAtI6n9CxqxXHaxvgztmSFpoEDQAdplSYQk9y8YrchXbdgMGIfsV/3qKqr0Ja0UCNpcu41VT3L/gofWPN9W11JklDqL21ijO1fTMgs2if0LkuqoFmkGtQjaWCM7V9utZVGtYiOENO5f2oFaBG2sUZ2ruhuGyT3ZMQvQAezYOcLknmxCJRJpHAWCNlbPEgz5aaA4F3drFVuHcvRmbcxzvVlj61AuoRKJNI5SQ22uls7VwjTQxe+an8iwzTSZPW0iljHImw1sGeuoayDtSy2CDlBN52pUGujye1Zz8UmdPQs2zgXuRJKmFoGMUayD+dD9pvLwhQvbYj5CrZIcuioSJwWCDhY10axUB7MmRGlSmLQnBYIOVWoVz6Rm74pIMmILBGb2KuB7eU8dCFzi7v9uZp8EPgEMA/e4+wVxlUPGW/PsS5x/2wqGcr4rBXTB7StZMG8G06f0pioF0i7LY4ikWWyBwN1/C/QBmFkWWA9838yOBd4NHObug2a2d1xlkPGWDKzn/MUrx62FXzjRLA0pkE6fxCbSLM0aNXQc8Ht3fwr4GPAFdx8EcPc/N6kMHW90RNDQ8Mi419I2HFST2ESap1mB4APALeHvBwNvNrOlZvZTM3td1AfM7BwzW2Zmy5577rkmFTMeaVmjJ2piGEBP1lLXD6BJbCLNE3tnsZn1AIuAf8w75zTgaOB1wK1mdqC7j8lVuPt1wHUA/f39Y/MYLSRN6Y2oEUE9XRl++Mk3MW+fPRIpUzFJ7T0g0oma0SI4AVju7s+Gj9cBd3jgV8AIMKMJ5Wi6tKU3oiZFffGUw1IXBEATuESaqRnDR09ld1oI4AfAQuBBMzsY6AGeb0I5ymr0CJWktlYsJU0jgspppbKKtLJYA4GZTQLeBnwk7+lvAt80s8eBIeDMwrRQEuJI4aQ1vZGGEUGVGi3naN9Aq5RbpJXEGgjcfRswveC5IeD0OM9brfwUTtS4+lppclb90tTHItKuNLOYeFM4Sm/ULq4ALSJjKRAQfwqnmamYdpqJm8Y+FpF2pEBA+6Rw2i2NktY+FpF2o0AQavUUTjumUdolQLerdmp9djoFgjytNJqmUKukUaqtPFo9QLerdmt9djoFgjbRCmmUWiuPVg7Q7agdW5+dTltVtom0z8RN2yxrqZ3WgWo/ahG0kTSnUdKYulKOuzat0PqU6igQtJm0plHSVnkox107deK3HwWCNrRxyyCrNmwGjEP22zMV/0DTVHkox12/NLc+pXoKBG1mycB6zrttBTvDHci6MvCl9/Wl4m633sqjUamcNKapWlFaW59SPQWCNrJxyyAXLF65KwgADI/A+YtXpOZut9bKo5GpnLSlqUSSplFDKVbtzmbrNm0nm7Fxz2ettUd0NHrE0fQpvbyvf/aY597XPzsVgVIkCQoEdYprG8olA+tZcMX9nP6NpSy44n7uHFhf9jOzp00kNzJ+Re+ct/bdbqOHK27cMsity9aNee7WZes0lFU6lgJBHWqprCtR6x3w9Cm9XHXKYXRnd7cKujJw1SmHt/TdbqlUTi2BWOPgRcZSH0GN4hx5Uk9n5miHbNpGDdWj2Iijh9Y8X1O/gfoIRMZSIKhRnCNP6q2opk/p5ZiD966rDGlTOOIIYMEV99cUiNM0lDVtNMmuMykQ1CjOu0pVVNHyRxytePqFugKxxsGPp0l2nUuBoEZxV9aqqEprRCDWOPjdNMmusykQ1CHuyloVVXFqNTWWJtl1NgWCOqmyTo5aTY2jDvTOpuGj0tKmT+nl8P33YvqU3tjmdHSCtC9jLvFSi6CFaYTHburorJ9aWJ1LgaBFqeLbTR2djaNUZ2dSaqgFabevsTRTWKQ+CgQtSBXfWGnt6FSfhbQKpYZaUForvqSkcSipUnfSShQIWlAaK76kpamjU30W0moUCFpUmiq+tEhLR6cmZ0mria2PwMxeZWYDeT8vmtln8l4/z8zczGbEVYZ2lz+GXtJDqTtpNbEFAnf/rbv3uXsfcCSwDfg+gJntD7wNWBvX+UWSoslZ0mqalRo6Dvi9uz8VPv4ycAGwpEnnF2kqpe6klTQrEHwAuAXAzBYB6919hdn4/XVHmdk5wDkAc+bMaUYZRRoqLX0WIuXEPo/AzHqARcBtZjYJuAi4pNzn3P06d+939/6ZM2fGXUwRkY7VjAllJwDL3f1Z4JXAAcAKM/sjMBtYbmb7NqEcIiISoRmpoVMJ00Lu/mtg1x6KYTDod/fnm1AOERGJEGuLIEwFvQ24I87ziIhI7WJtEbj7NmB6idfnxnl+EREpT4vOiYh0OAUCEZEOp0AgqaPlm0WaS4vOSapo+WaR5lOLQFJDO6+JJEOBQFJDO6+JJEOBQFJDyzeLJEOBQFJDyzeLJEOdxZIqWr5ZpPkUCCR1tHyzSHMpNSQi0uEUCEREOpwCgYhIh1MgEBHpcAoEIiIdztw96TKUZWbPAU+FD2cAnb6jma5BQNchoOugazCq8Dq8wt3LbvreEoEgn5ktc/f+pMuRJF2DgK5DQNdB12BUrddBqSERkQ6nQCAi0uFaMRBcl3QBUkDXIKDrENB10DUYVdN1aLk+AhERaaxWbBGIiEgDKRCIiHS41AYCM3uVmQ3k/bxoZp/Je/08M3Mzm5FkOeNW6jqY2SfN7LdmtsrMrky6rHEpdg3MrM/MHgmfW2Zmr0+6rHEzs3PDv/fjZnaLmU0wswPMbKmZ/c7MvmdmPUmXM25FrsPN4b+Hx83sm2bWnXQ54xR1DfJeu9rMtlR8MHdP/Q+QBf5EMDkCYH/gXoJJZjOSLl8S1wE4FvgJ0Bu+tnfS5UvgGtwHnBA+fyLwYNLli/m7zwKeBCaGj28F/jr87wfC574GfCzpsiZ0HU4ELPy5pZ2vQ7FrEP7eD9wIbKn0eKltERQ4Dvi9u4/OLv4ycAHQaT3d+dfhY8AX3H0QwN3/nGjJmif/GjiwZ/j8VGBDYqVqni5gopl1AZOAZ4CFwOLw9W8Df5lQ2Zqp8DpscPcfegj4FTA70RLGb9w1MLMscBVB/VixVgkEHyCI8JjZImC9u69ItkiJ2HUdgIOBN4cpgZ+a2esSLFcz5V+DzwBXmdnTwBeBf0ysVE3g7usJvudaggCwGXgUeMHdh8O3rSO4W2xbUdfB3e8bfT1MCX0I+FEyJYxfiWvwCeBOd3+mmuOlPhCE+c5FwG1mNgm4CLgk2VI1X/51CJ/qAqYBRwPnA7eamSVUvKaIuAYfA8519/2Bc4HrkypbM5jZNODdwAHAfsBk4ISIt7Z1SznqOpjZ6Xlv+SrwM3f/eRLla4Yi1+AM4L3A1dUeL/WBgOB/9OXu/izwSoIvvsLM/kjQ9FtuZvsmWL5myb8OENz53RG2hH8FjBAsONXOCq/BmcAd4e+3Ae3eWXw88KS7P+fuOwm++xuBvcL0AAT/Jto9RVbsOmBmlwIzgb9PsHzNEHUNLgPmAWvC+nGSma2p5GCtEAhOJUwFuPuv3X1vd5/r7nMJKsMj3P1PSRawSXZdh9APCHLDmNnBQA/tv/pi4TXYALwl/H0h8Luml6i51gJHm9mksPV3HLAaeAA4JXzPmcCShMrXLFHX4QkzOwt4B3Cqu48kWsL4RV2DL7n7vnn14zZ3n1fJwVI9szhMBT0NHOjumyNe/yPQ7+5tXQFGXYcwTfJNoA8YAs5z9/uTK2W8ilyDNwH/QZAm2wH8nbs/mlwp42dmlwHvB4aBx4CzCPoEvgu8LHzu9NFBBO2qyHXYSjCS8KXwbXe4+z8nU8L4RV2D/L+7mW1x9ykVHSvNgUBEROLXCqkhERGJkQKBiEiHUyAQEelwCgQiIh1OgUBEpMMpEEhHMLNcuErp42Y2Oku91mO91czuDn9fZGafLfHevczs72o4x+fM7LxayyhSDQUC6RTb3b3P3Q8lmHfx0fwXLVD1vwd3v9Pdv1DiLXsBVQcCkWZSIJBO9HNgnpnNNbMnzOyrwHJgfzN7u5n90syWhy2HKQBm9k4z+42ZPQT8r9EDmdlfm9k14e/7mNn3zWxF+PNG4AvAK8PWyFXh+843s/82s5XhpKDRY10Urqf/E+BVTbsa0vEUCKSjhGvynAD8OnzqVcAN7v5agpmp/wQc7+5HAMuAvw83/Pg6cDLwZqDY2lZfAX7q7ocDRwCrgM8SLJvd5+7nm9nbgYMI1kXqA440s2PM7EiClVVfSxBoOmU1WUmBrvJvEWkLE81sIPz95wQrle4HPOXuj4TPHw3MBx4OF3LtAX4JvJpgga/fAZjZTcA5EedYCJwB4O45YHO4SmS+t4c/j4WPpxAEhj2A77v7tvAcd9b1bUWqoEAgnWK7u/flPxFW9lvznwJ+7O6nFryvj8Yt7WzAv7r7/y04x2caeA6Rqig1JLLbI8ACM5sHwUJ34cquvwEOMLNXhu87tcjn/x/BHgmYWdbM9iRYAG2PvPfcC3w4r+9hlpntDfwM+Cszm2hmexCkoUSaQoFAJOTuzxHsfXuLma0kCAyvdvcdBKmge8LO4qeKHOLTwLFm9muCncMOcfeNBKmmx83sqnAXqe8AvwzftxjYw92XA98DBoDbCdJXIk2h1UdFRDqcWgQiIh1OgUBEpMMpEIiIdDgFAhGRDqdAICLS4RQIREQ6nAKBiEiH+//17w7gLnOCwgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create spatial data frame of EBK cross validation results\n",
    "cv_sdf = SpatialDataFrame.from_featureclass(\n",
    "    os.path.join(out_gdb, 'ga_cv_results'))\n",
    "\n",
    "# Create scatterplot of predicted values versus measured values\n",
    "cv_PvM_graph = cv_sdf[['Predicted', 'Measured']].plot(\n",
    "    kind = 'scatter',\n",
    "    x = 'Predicted',\n",
    "    y = 'Measured', \n",
    "    title = 'Predicted vs Measured')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The *Predicted vs Measured* scatter plot shows that the predicted values are approximately equal to the measured values for the entire temperature range.  There is significant variability of the points around the $y=x$ line, but the linear pattern is clear.  Since the measured values should be approximately equal to the predicted values, this linear pattern indicates that the model is working correctly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create scatterplot of measured values versus error values\n",
    "cv_MvE_graph = cv_sdf[['Measured', 'Error']].plot(\n",
    "    kind = 'scatter',\n",
    "    x = 'Measured',\n",
    "    y = 'Error',\n",
    "    title = 'Measured vs Error')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The *Measured vs Error* scatter plot shows a slight negative relationship between the measured value and the cross-validation error.  This downward trend indicates a small degree of **smoothing** in the model; high temperatures are being underestimated, and low temperatures are being overestimated.  Some degree of smoothing occurs in nearly every interpolation model, and this smoothing is not severe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Standardized Error')"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create Normal QQ plot of the standardized error values\n",
    "cv_QQ_graph = cv_sdf[['NormValue', 'Stdd_Error']].plot(\n",
    "    kind = 'scatter',\n",
    "    x = 'NormValue',\n",
    "    y = 'Stdd_Error',\n",
    "    title = 'Normal QQ Plot')\n",
    "cv_QQ_graph.set_xlabel('Normal Value')\n",
    "cv_QQ_graph.set_ylabel('Standardized Error')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The *Normal QQ* plot of standardized errors shows an approximate linear pattern along the $y=x$ line, but there are some deviations on the tails of the distribution.  This indicates that the predicted values are approximately normally distributed for most of the distribution, but care should be taken when creating margins of error for temperatures on the extreme ends of the distribution."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Incorporate impervious surfaces in order to improve the interpolation\n",
    "\n",
    "You will now incorporate an explanatory variable into the interpolation using EBK Regression Prediction.\n",
    "\n",
    "As the name implies, [EBK Regression Prediction](http://pro.arcgis.com/en/pro-app/help/analysis/geostatistical-analyst/what-is-ebk-regression-prediction-.htm) is a regression-kriging method that is a hybrid of EBK and linear regression. EBK Regression Prediction allows you to use explanatory variable rasters that you know are related to the variable you are interpolating. The explanatory variables must be rasters so that every prediction location has a known value of the explanatory variable; this is required in order to make predictions at new locations.\n",
    "\n",
    "For these temperature measurements, you will incorporate the locations of impervious surfaces into the interpolation. **Each cell in the raster represents the percent of that cell that is impervious to water**. \n",
    "Impervious surfaces are important contributors to urban heat islands because these surfaces (usually buildings and other manmade structures) trap the heat in the middle of dense cities and prevent it from diffusing into surrounding rural areas."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize the impervious raster surface"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f36ee687780>"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from arcpy import Raster\n",
    "impervious_raster = Raster(imperv_raster)\n",
    "\n",
    "display_array = arcpy.RasterToNumPyArray(impervious_raster)\n",
    "\n",
    "figs, ax = plt.subplots(1,1, figsize = (20,10))\n",
    "ax.imshow(display_array, cmap = 'OrRd')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Verify that impervious surfaces are related to temperature\n",
    "Before including impervious surfaces as an explanatory variable, you must first verify that it is linearly correlated with temperature.  To do this, you will first extract extract the cell values of the impervious surface raster to the temperature measurements, then make a scatter plot to visualize the relationship."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<geoprocessing server result object at 0x7f36995fead0>"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Extract the impervious percent values to the temperature measurements\n",
    "impervious_fc = os.path.join(out_gdb, \"Impervious_Points\")\n",
    "arcpy.sa.ExtractValuesToPoints(temperature_fc,\n",
    "                               impervious_raster,\n",
    "                               impervious_fc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Temperature (F)')"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# read the impervious feature class into a DataFrame\n",
    "impervious_sdf = SpatialDataFrame.from_featureclass(impervious_fc, \n",
    "                                                    sr = sr.as_arcpy)\n",
    "\n",
    "# Create scatterplot of impervious surface percent and temperature\n",
    "imperv_graph = impervious_sdf[['RASTERVALU', 'TemperatureF']].plot(\n",
    "    kind = 'scatter',\n",
    "    x = 'RASTERVALU', \n",
    "    y = 'TemperatureF', \n",
    "    title = 'Impervious % vs temperature')\n",
    "imperv_graph.set_xlabel('Impervious Surface (%)')\n",
    "imperv_graph.set_ylabel('Temperature (F)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The scatter plot shows that the percent of impervious surface is positively correlated with temperature, and the relationship is approximately linear.  This justifies using impervious surface percent as an explanatory variable in EBK Regression Prediction.\n",
    "\n",
    "You will now run EBK Regression Prediction using the same subset size of `50` that was used previously. You will use the impervious surface raster as an explanatory variable, and you will create a raster and geostatistical layer predicting the temperature within the block groups of Madison, Wisconsin.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Perform EBK Regression Prediction on the temperature measurements using impervious area as an explanatory variable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 12min 43s, sys: 0 ns, total: 12min 43s\n",
      "Wall time: 44.4 s\n"
     ]
    }
   ],
   "source": [
    "# Create variables for output raster and output geostatistical layer\n",
    "ebk_reg_pred_rast = os.path.join(out_gdb,'temperature_prediction')\n",
    "ebk_reg_pred_ga_layer = 'temperature_ga_layer'\n",
    "\n",
    "# Set the subset size to 50 and the extent to the block groups\n",
    "subset_size = 50\n",
    "arcpy.env.extent = block_group_fc\n",
    "\n",
    "# Set the explanatory variable raster\n",
    "expl_var = imperv_raster\n",
    "\n",
    "# Run EBKRP\n",
    "arcpy.ga.EBKRegressionPrediction(in_features = temperature_fc, \n",
    "                                 dependent_field = temperature_field, \n",
    "                                 in_explanatory_rasters = expl_var, \n",
    "                                 out_ga_layer = ebk_reg_pred_ga_layer, \n",
    "                                 out_raster = ebk_reg_pred_rast,\n",
    "                                 max_local_points = subset_size)\n",
    "\n",
    "# Revert extent to default\n",
    "arcpy.env.extent = ''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f366e8b7390>"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ebk_reg_pred_raster_obj = Raster(\n",
    "    os.path.join(out_gdb, 'temperature_prediction'))\n",
    "\n",
    "display_array = arcpy.RasterToNumPyArray(ebk_reg_pred_raster_obj)\n",
    "\n",
    "figs, ax = plt.subplots(1,1, figsize = (20,10))\n",
    "ax.imshow(display_array, cmap = 'OrRd', vmax = 80, vmin = 74)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cross-validation\n",
    "To determine if including the explanatory variable improved the predicted temperatures, you will now investigate the cross-validation results and compare them to the result from Empirical Bayesian Kriging."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Error = 0.0836083232796646\n",
      "Root Mean Square = 1.28470978121929\n",
      "Average Standard = 1.37953223053424\n",
      "Mean Standardized = 0.0393003852420266\n",
      "Root Mean Square Standardized = 0.918408992428606\n",
      "Percent in 90% Interval = 91.2408759124088\n",
      "Percent in 95% Interval = 95.6204379562044\n",
      "Average CRPS = 0.701214788259404\n"
     ]
    }
   ],
   "source": [
    "# Run cross validation on EBKRP results\n",
    "cv2 = arcpy.ga.CrossValidation(\n",
    "    in_geostat_layer = ebk_reg_pred_ga_layer, \n",
    "    out_point_feature_class = os.path.join(out_gdb,'cv2_results'))\n",
    "\n",
    "# Print the cross validation summary statistics\n",
    "print(\"Mean Error = \"+cv2.meanError)\n",
    "print(\"Root Mean Square = \"+ cv2.rootMeanSquare)\n",
    "print(\"Average Standard = \"+ cv2.averageStandard)\n",
    "print(\"Mean Standardized = \"+ cv2.meanStandardized)\n",
    "print(\"Root Mean Square Standardized = \"+ cv2.rootMeanSquareStandardized)\n",
    "print(\"Percent in 90% Interval = \"+ cv2.percentIn90Interval)\n",
    "print(\"Percent in 95% Interval = \"+ cv2.percentIn95Interval)\n",
    "print(\"Average CRPS = \"+ cv2.averageCRPS)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These results display many of the same features as the results from Empirical Bayesian Kriging, but there are several important things to note:\n",
    "* The **Mean** and **Mean Standardized** are again both close to zero and do not display any significant bias.\n",
    "* The **Root Mean Square** statistic is approximately 25% lower than the previous model and is again approximately equal to the **Average Standard** error.  This indicates that the new model has smaller average errors.\n",
    "* The **Root Mean Square Standardized** statistic again very close to one, which indicates that standard errors are being estimated accurately.  \n",
    "* The **Percent in 90/95% Interval** values are again close to the idea values of 90 and 95. \n",
    "* The **Average CRPS** is approximately 20% lower than the previous model.  This is more strong evidence that this model is more accurate and precise.\n",
    "\n",
    "These statistics give very strong evidence that including the locations of impervious surfaces significantly improved the accuracy and precision of the predicted temperatures.\n",
    "\n",
    "Next, you will create graphs of the cross-validation results."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model evaluation charts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OBJECTID</th>\n",
       "      <th>Measured</th>\n",
       "      <th>Predicted</th>\n",
       "      <th>Error</th>\n",
       "      <th>StdError</th>\n",
       "      <th>Stdd_Error</th>\n",
       "      <th>NormValue</th>\n",
       "      <th>CRPS</th>\n",
       "      <th>QuanVal</th>\n",
       "      <th>Interval90</th>\n",
       "      <th>Interval95</th>\n",
       "      <th>Source_ID</th>\n",
       "      <th>Included</th>\n",
       "      <th>SHAPE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>75.681</td>\n",
       "      <td>76.071604</td>\n",
       "      <td>0.390604</td>\n",
       "      <td>2.259891</td>\n",
       "      <td>0.172842</td>\n",
       "      <td>0.183999</td>\n",
       "      <td>0.543666</td>\n",
       "      <td>0.425756</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>{'x': 568498.1158999996, 'y': 311161.271999999...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>78.208</td>\n",
       "      <td>78.308060</td>\n",
       "      <td>0.100060</td>\n",
       "      <td>1.970316</td>\n",
       "      <td>0.050784</td>\n",
       "      <td>0.018298</td>\n",
       "      <td>0.447814</td>\n",
       "      <td>0.480574</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>2</td>\n",
       "      <td>Yes</td>\n",
       "      <td>{'x': 585794.6459999997, 'y': 306036.104800000...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>74.856</td>\n",
       "      <td>75.551294</td>\n",
       "      <td>0.695294</td>\n",
       "      <td>1.478514</td>\n",
       "      <td>0.470265</td>\n",
       "      <td>0.537039</td>\n",
       "      <td>0.465019</td>\n",
       "      <td>0.317563</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3</td>\n",
       "      <td>Yes</td>\n",
       "      <td>{'x': 568879.6446000002, 'y': 305553.072100000...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>75.985</td>\n",
       "      <td>77.391623</td>\n",
       "      <td>1.406623</td>\n",
       "      <td>2.146669</td>\n",
       "      <td>0.655258</td>\n",
       "      <td>0.623666</td>\n",
       "      <td>0.850851</td>\n",
       "      <td>0.253733</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4</td>\n",
       "      <td>Yes</td>\n",
       "      <td>{'x': 559305.5541000003, 'y': 305966.713300000...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>74.381</td>\n",
       "      <td>76.052707</td>\n",
       "      <td>1.671707</td>\n",
       "      <td>1.385723</td>\n",
       "      <td>1.206379</td>\n",
       "      <td>1.210004</td>\n",
       "      <td>1.052453</td>\n",
       "      <td>0.112422</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5</td>\n",
       "      <td>Yes</td>\n",
       "      <td>{'x': 569435.3502000002, 'y': 303945.071599999...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   OBJECTID  Measured  Predicted     Error  StdError  Stdd_Error  NormValue  \\\n",
       "0         1    75.681  76.071604  0.390604  2.259891    0.172842   0.183999   \n",
       "1         2    78.208  78.308060  0.100060  1.970316    0.050784   0.018298   \n",
       "2         3    74.856  75.551294  0.695294  1.478514    0.470265   0.537039   \n",
       "3         4    75.985  77.391623  1.406623  2.146669    0.655258   0.623666   \n",
       "4         5    74.381  76.052707  1.671707  1.385723    1.206379   1.210004   \n",
       "\n",
       "       CRPS   QuanVal Interval90 Interval95  Source_ID Included  \\\n",
       "0  0.543666  0.425756        Yes        Yes          1      Yes   \n",
       "1  0.447814  0.480574        Yes        Yes          2      Yes   \n",
       "2  0.465019  0.317563        Yes        Yes          3      Yes   \n",
       "3  0.850851  0.253733        Yes        Yes          4      Yes   \n",
       "4  1.052453  0.112422        Yes        Yes          5      Yes   \n",
       "\n",
       "                                               SHAPE  \n",
       "0  {'x': 568498.1158999996, 'y': 311161.271999999...  \n",
       "1  {'x': 585794.6459999997, 'y': 306036.104800000...  \n",
       "2  {'x': 568879.6446000002, 'y': 305553.072100000...  \n",
       "3  {'x': 559305.5541000003, 'y': 305966.713300000...  \n",
       "4  {'x': 569435.3502000002, 'y': 303945.071599999...  "
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# read the cross validation results into a DataFrame\n",
    "cv2_sdf = SpatialDataFrame.from_featureclass(\n",
    "    os.path.join(out_gdb,'cv2_results'))\n",
    "cv2_sdf.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below, we combine all 4 model evaluation charts into one plot with many sub-plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2,2, figsize=(10,10))\n",
    "# plt.tight_layout()\n",
    "\n",
    "plt1 = axs[0][0].scatter(x=cv2_sdf['Predicted'], y=cv2_sdf['Measured'])\n",
    "axs[0][0].set_title('Predicted vs Measured')\n",
    "axs[0][0].set_xlabel('Predicted')\n",
    "axs[0][0].set_ylabel('Measured')\n",
    "\n",
    "plt2 = axs[0][1].scatter(x=cv2_sdf['Measured'], y=cv2_sdf['Error'])\n",
    "axs[0][1].hlines(0, xmin=72, xmax=85)\n",
    "axs[0][1].set_title('Measured vs Residuals')\n",
    "axs[0][1].set_xlabel('Measured')\n",
    "axs[0][1].set_ylabel('Errors')\n",
    "\n",
    "axs[1][0].scatter(x=cv2_sdf['NormValue'], \n",
    "                  y=cv2_sdf['Stdd_Error'])\n",
    "axs[1][0].set_title('QQ plot of Errors')\n",
    "axs[1][0].set_xlabel('Std. normal z scores')\n",
    "axs[1][0].set_ylabel('Errors')\n",
    "\n",
    "axs[1][1].hist(cv2_sdf['Error'], bins=35)\n",
    "axs[1][1].set_title('Histogram of residuals')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the model evaluation charts above, we notice:\n",
    " - The **Predicted vs Measured** scatter plot again shows a linear relationship between the measured values and the predicted values along the $y=x$ line.\n",
    " - The negative trend in the **Measured vs Residuals** scatter plot again indicates that there is some degree of smoothing, but the smoothing is not severe.\n",
    " - The **QQ plot of standardized errors** shows that the standard errors appear to follow a normal distribution for all values of the temperature, even at the extremes of the distribution. This is very useful to know because it allows you to more accurately model extreme heat events.\n",
    " - The **Histogram of residuals** plot shows a good bell-shaped curve, resembling a normal distribution.\n",
    "\n",
    "Taken together, these cross-validation summary statistics and graphs give very strong evidence that including the locations of impervious surfaces into the interpolation improves the accuracy of the interpolation."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Locate block groups with high risk of heat illnesses\n",
    "\n",
    "Now that you have a reliable map predicting temperature across Madison, Wisconsin, you will now calculate the average temperature within each block group of the city.  You will then determine if there any block groups that had high average temperatures and a high density of residents over the age of 65. These residents are at highest risk for heat-related illnesses, so mitigation efforts can be focused on these block groups.\n",
    "\n",
    "You will now use **Zonal Statistics** to calculate the average of the temperature prediction raster within each block group.  This table will then be joined to the block groups so that they can be analyzed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Result 'block_groups_layer'>"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a layer of the block groups so that it can later be joined\n",
    "block_group_lyr = 'block_groups_layer'\n",
    "arcpy.management.MakeFeatureLayer(in_features = block_group_fc,\n",
    "                                  out_layer = block_group_lyr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Preview the block groups layer:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OBJECTID</th>\n",
       "      <th>Block_Groups_TOTPOP10</th>\n",
       "      <th>Block_Groups_PopOver65</th>\n",
       "      <th>Block_Groups_Over65Density</th>\n",
       "      <th>SHAPE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2058</td>\n",
       "      <td>119</td>\n",
       "      <td>57823.129252</td>\n",
       "      <td>{'rings': [[[-89.22584195622859, 43.1934261905...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2466</td>\n",
       "      <td>239</td>\n",
       "      <td>96918.085969</td>\n",
       "      <td>{'rings': [[[-89.37970538381867, 42.9221040499...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2771</td>\n",
       "      <td>178</td>\n",
       "      <td>64236.737640</td>\n",
       "      <td>{'rings': [[[-89.42359704393006, 43.0264507692...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>1529</td>\n",
       "      <td>191</td>\n",
       "      <td>124918.247220</td>\n",
       "      <td>{'rings': [[[-89.32354269404401, 43.2236626317...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2903</td>\n",
       "      <td>230</td>\n",
       "      <td>79228.384430</td>\n",
       "      <td>{'rings': [[[-89.32354269404401, 43.2236626317...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   OBJECTID  Block_Groups_TOTPOP10  Block_Groups_PopOver65  \\\n",
       "0         1                   2058                     119   \n",
       "1         2                   2466                     239   \n",
       "2         3                   2771                     178   \n",
       "3         4                   1529                     191   \n",
       "4         5                   2903                     230   \n",
       "\n",
       "   Block_Groups_Over65Density  \\\n",
       "0                57823.129252   \n",
       "1                96918.085969   \n",
       "2                64236.737640   \n",
       "3               124918.247220   \n",
       "4                79228.384430   \n",
       "\n",
       "                                               SHAPE  \n",
       "0  {'rings': [[[-89.22584195622859, 43.1934261905...  \n",
       "1  {'rings': [[[-89.37970538381867, 42.9221040499...  \n",
       "2  {'rings': [[[-89.42359704393006, 43.0264507692...  \n",
       "3  {'rings': [[[-89.32354269404401, 43.2236626317...  \n",
       "4  {'rings': [[[-89.32354269404401, 43.2236626317...  "
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "block_group_sdf = SpatialDataFrame.from_featureclass(block_group_fc,\n",
    "                                                     sr = sr.as_arcpy)\n",
    "block_group_sdf.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us visualize the block groups layer on a map. We will symbolize this map by population over the age `65`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img 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jdxvMH7ev2C/koZ9ZqTtPjNydwmAS6O9Bz6Q4CMHxADgQIxora7qq0qLrNQZGXJPxMn08oyIzMpSWVl1/cztmsxIDw+PCPfj5/z8+O/wnC+u68JfnufZZ/aZfWaf2Wf2mX1mn9ln9pl9Zp/ZZ/aZfWaf2Wf2mX1mn9nn5/kziMQxYcJkoOCAYZ/ZZ/aZfWaf2Wf2mX1mn9ln9pl9Zp/ZZ/aZfWaf2efn5LMgCJ1P5XKZ/Izo8pmQ//yf//P9+/fJ152W+LASY0DnyeGnpG/AB96XvOZcSTXo7gWyXbeftrIcL+xbJ93Z6MoHFBsM7A6+BJN+jwifYb8nic9w32L9zn1lsikLe2/BiWcLr//gKO83snxte2Pl7sdJznjl5lIqnd6otze2Sxsrz2aL+V99/21ZS/7pB188W14Wm6VcJn3h2u1yufJn//U/pTT1N//n35y5tPTVRnV1t1Fv6THOmotzjl5/urqxvLK68uxJeXvTbFRuXr/29/7n38pML/zkyyeffvzR1z//00uTuX/0j/7RxKVrP32882Rzt1WvbT25/+SDP784kf0H/+AfZGYu/Nnnjz768MMHf/3fL0/l/uk/+ScL125/tV55tFFa29x58F/+v5vrq5cuXfo7f+fvpNPpP/rRn9/dcl6/tRCT3PtfP3367Nnm2mqjVhZd887tm3/n7/4mr6b+/R/9jwdffOTsfm1ZVqFQSCaTkiRduHztne++F0tmf/rJwy8fLq9sbO9uPG1t3Esq9qVLl7V4olZvVmq1crmq6zo8NS0Wy+cyV64uvvr6t5qN+n/9z//7ztYGKVmt1XfLFSjJ+SVzuczVxWuvf/Pblhj/81/cfbq2M+SIDrwget1ymCWZwWedolzN6AXNpo98WYrVDJHpkHGetjhqzTzcnRzHsW0bF9L9MgL2RPjWOYLH4KjLOa7TLen9ARNKkkTPkIpSicfbgckl6ArTqnMj1woXViYvJG7+8oGuHng44a9E4Cs+sUBJMkGE64YfKRUBp5CHA8/fNk3LdR14yqII/0RSCV0bm8eH16WRz4qevulXSSttMgoGSPWnfwiTI3sRJyTrVftxPUm+vjjRjsvOaC6tXn5Znbs2ZGHj2ZfG1hPXCCof17Lowe4ZEq9+X46nz8rIOpBxe7xS+vl/EZp7nrjp8B9uxtmIOKJcz+sZZc9mu3379nvvvTfOPbCfOQ1/222jVqvZtqNpmqqqiqKA7UH0Npwu+ELFBjqBwXgCTeYdxwV7ALyGSqUCh1KplKbF0C6i29/P2g+YGaE5jkdLrHuPnH9/PF0mHB05AgFDBV4BXNQwDPDIwIwkcyuzVcYH2UCxuwKvCUeK6Issy/R4OZz+x0tgzcSC6tcHyFXoAF4aUqNtM3pom6bZanmzLfQ6aDY0HltOymADaHNd6A4Vuiq6DN0eUpi2DCNHaz6fZxHHTA4wPMI9qdQS4qI6kzDoksWkWDMqu06un4cTAKC5gajxcbWZyfD2yvDIxQjeUQCP6FcepgJZjfEO12q3+UbdaJm86yQS8Xgy6XCi5XC8rHKC2Gq2FIGz2i2Rd7V4QkvERFGCKmFO0VvNytZGw9LllKrwLi+IqXR6ampa5rmSbXRNMmxKyMLDhkUZah1jwoOoXMNy4J/TAZ46UwJo/LbebFYbW1uxREyGH5PJlDMxqcVkvbbrT3ACxwvkkrFYbGZmBuyzer3uuA5MJyYn1xqtVtuAqdG/IqfFtNmZmVyhWKs3/X8NsG+gfaoip5JJOD2fBoe0qYh8T8lGs15vtA0DWgdWaSqZmJ2dgb9105uljvcVD0aNx3PwnqJXyeSE1EvYTuqO7h4jzCsDTosjOJzjV8sNdslG01Vqhvh1WbmSNYKwzuZTUUnErr48AjcmYIlywdWjDmrsAe9u0Hjmujhy9yvPpu8R6K6+c+gQndY1dfYwT07KzZ5Xs94Qr2SHBY5tt/P6bLCCrM5n3eLJ55IuGbb3eT5lzafMwOlSMjd8O5WFm/AvfLz+8/9Mrys4onomUGMm59cC6Pl2FDv21AUcEB8zcn3YiCyvcgHElaOWvUcwscDVcPWdQp34sIt0IPOMmBAIxxFQzLciPEcs/B6ZtcAk0qSh+pJDgGO6/4xmyQFbElieHBCrFzbYSA1h0DlQYPjhxveqjyhvKCjwDCWsiI44ZsJkeI8ROtlyXUnKVkrpsW4v54XmRrXFJ/cdkINnjmOBBpgM41IOjjY6Xt06ZIjxgZYTJFmOZ/J8q1KqVOvVStt2JVGenJgsTk3ZgtR2eCmeciVle2enXeUXLlyUVa0wMZlKJtWYZruObtrl0vazLz40a+XSRDFfKGbzxdn5hbm5ue3V5S+MpixJkiCIQgdCCscGkGkpcDM+3uzNUqbj1Ntm3bAsvxQWhl9N04RL76ysfNkuZ3P5VDo7NT0L162Vt589/EpVZEWWHMm7sMS7BsflcrnXXnstlUp9/vnntm2VSiVTaK1tlUqVumFaeNV8PvfaN167enWpUm+19LZlWTZcznH8tVYhGY8VsqmHrSoYoFDyG9947cpeSdt24Hl4a/tQMh5PQJOWt6oeeM2EybnTe+hMUkaY73nxHBnkvNAJ5PF+5R3e8VaAPPh4b/Wnb6jCMc5NtNFJK8adtsJV+CuZdqB8a/lLTpJiF+8cO3ZMIcIBv5zvosM9NjrHkwjjvQfGdwO5O4+7NxJ2GGSTzfv7duzIruiG8HuOWj4508DKqQv0eMflh180gnIC39ONq7rDKXtfN5sw8XOTcVsS3MFY8IEkrdgRjVGPIb7VaTd6vifzZ8udYX343CnD/XXjWRFwQZLJRBc8EjAcpReudf3Jt2OanPT9+pO4dyWMuoW5gwRCksvSw4pG8SING7oMmhDgLJFAUXSXJAmjRV16p1d49ZoJE7q/kbhj6Etoz5PIrUDhw0EZdMfD8PPAHi+uT+xdx7PohYCDs6ovtJEcGUFMfgrH43NRu4HDW9ACwHG/uE8pbEEyYbIvYkhDjfD5XiXxUqEuCT1lbkw4H220HCHG9YlWjjzIfMLTcjKHcdfHahtOoGeKkqKls4Zt7pZXXb0BZlUqW5iemc0VCiYntkyXk1VBVtuWzbf1ys5WOl/M5vOZbI6TFN2wdcNoVKul1aeuXpss5pLJZC6Xi8fjrm21qmWwUzjcJ+VvcgEDye1ucoeZyF/MtK1202q3XMemQWW+a165XhyQ27Yc03JobAU+gcnVatTcdk2Vp1LJZBauq2ngLtpGCwwxb2rpbtCCIWbyfCKRuHDhQjabXQPZ2oU/Jqe09ZbQ2Z4iSbIS0xLZTDaVyVYNwbYkQeJ5aKypQzMt27GMdq3GNZtNOEHTtKwnmZopOrYsyFDSss22a0NLnUbLMN3azm4dLMMTgjbO0LzD9NJ51YFdU8x7yThoOb4Tv0ft9+KR38sFb82Bn/dCe4bpw0dfe+tnp+3oMjTqciYYd9x6/CkvKeHt58O0pA9hVASjTICGAqOE/H8OcXE535qlLGPEjl1/Rc2ltu+xznhSsNeArV37BqoE+sAp3aB35Q55TOcb73bj1eH/LW8pB+0TgsXyONc6/nfTEWzH++z6axX+Qd7FTos1uFzTFPwqBR+o8E/nvZL+LqE9K+hqzizGghG7huV8viVbgjaA9CPwFtKqc6vQs+RTt+S40nPKekOCf8f7MBNKRNuEWOJwtZnbT83lux3IuPeuhXTxzFnCTM7V5H6O3rJv3EsIJPViT3sGzDB0Q8epk33eKtM04a+/91/qkk3xg338yMkrsPUePCMfkbbQyfLdINDPsq+Ved9+4AOVsOUfJv36GPYoBI5hHB3jMBnQDwPBxQH0loZuw+HDpEIa8g7cFM19Ecl1E8kHS77SDBVcFIdGuLXe08NPOzs7pN1s1DE5ENToD0ju853Ei8U63XdEgb+ea9+tKA4n9Ksn0K3DAfwMqRkHLGzEb+FAG2mJ4hIkOZbMWI3adrmilzYkCYwYJZ2MZzKZtsvXDfAZoYiqJlJO3dza3HTAbctN5ouTJic2Wm1d1w29ZTTrWU1+6eb1qzduuZJaazQ31la3t7frjUYqHvMidkFpKoooydBKyzQNw4A/HgBsmnq1DP/gA9/HxgrfFk4J3tmWmcsk33ztpfmLV1uGU6nVtjc3QS3X6/V2NoX4sswZccnSeR7mvHg8nk6nc7nco/Xqk8ePeVFOpKb5Qnpzh7N1ldOSDi9ubm83TP6j+xvrJY+F3LF0s1FyjCbPObM5dWpyotHwPD2w8+AGoSX3Hq99vmpw4DObrU5J11G0RDw303ak3WpjeDiMXmAYjFKx6YbJiCevyEXQ7mdPkXDd0Fl3j62ipwAab2EjLGD/HeNsG47QCdA9betKSnGKWnB1p/XwA0HV5OLCMYXkuNQuVBJ3zFM2qm8PuA5lTPLYRor6g8OvGAWCvm534y0/mAOE2QMHmjeHIY4PnEWCZfqdAjOgS4WrmjZnc4If48ZznTfbjcX3h0vb5mHqhdPQ1HO686DjdxuPH5MTdEuwnc6ijT/qePhj250yJ2ecDAiuwU1C9GMgpyzljHwsONAMy/lsS7a7qPGhWyuKJ86YH5cdkQ82Q0hkD1ebuf209dVf9ftVm5g7W04Nk/OnF3v6+RnZURGpzMkWe3qXOn1HNCnqSLq0i8EzCBzHYjHwuQIRx9xBYvkJZIxBOaZhtttQtxd1DDOCvwlS9B8C7zh7ZB0BDI71eCaBUYO9AjuVZVnQi9DOOcZZIBK8CgcaByKF6aj5gG9CPvvogomQNwHNcNR7gfcUv3k/HTKYoYIbiDtHPk/pEGObCZOwGA73oBpfyjTpg8mYOG9Un+m5w9n3zEtksq9CJ51EEEU5pgmy0jatVltP8jFVErNJj+V4o2402pbj8qKiqsmMrjdKpZKiKjMXruYLeZMT6m2PPkKUpFgiqamCxLuW3qi1q6VKbXt7p1ytGoZBAoQFUVI9BoeCoLgbG5s6J21vNWpbu3pt1/Jyxbigwvs4vG4/X1FV1ZjpaqosclajXtvZ3tnc2irtltvtth9c4GiCeTHrlhVhtxNULMm+NExerzViijyRc2RFrKmyrmqcljY5BRpequpPnqwsb1a8DV9my2qWFdHNpNOFeAbmIXiq8Xgcqtrd3W21WlsrT9qb1cdlEe6iWzKV4mQh7gUbH24wRk6K+xI8MWEyGt8sytngyS4Bzt3b8knGL9IuhBkVTqIzD6gzjAA+qsY4Tg9gx1Cg8cVPEnfekvMzx9eq4FcS6EQShHBUmkGudwsGz/Uk66AB5QHbipkxcBT0IZztpN9SRBj3HLDVEWS1bK21U8NH0/fv0nxgoA2YMUcA0/Tzmvqhxh+vCZyi7ZsbJyATmjX6XpGQI9omHjbcuP3wg34/nQrB8bE4/0zOke9wrl5xICdtJM1gIL/WyTXGT4vnkNRwmG2MTm87JLIUyNSKkaFeuLHpieWB0rbnWHUT8zqOFH6hzEJgMkSP7ZBxH68qCIDF4ZBhrrtLIEBoiewuNOwbts0IxzdNBdNPoQ221vpZg2ElM2DX1B7HcalUYhMnkyN64GVdWJXU2UTPzruptFTVS2Uu188cD6yXDjMyD2Tzsenk6HbzqTzDgzbGV76iIMm8rKrxZC6XmSgWculkTJHapu5Dw44oybFUtl0rl0trqWQim4oXspmSbjcMh5OUZDY/deEK19i9d/fuw4cPqi2j7fC8Em+02o7rdVRU+qC846ns1KUlrl768t497u69zbreNF1OktF4kkRRGE6RIgSsqmo+P7HbWL979+7XXz/c3KlU6rpucW29CdOcBAPEdQTOoacEDFVut9uVpqvKSVUTVd4U+XZM5hVVs2K5NifslOuyUOX1HaVd0mt1wzDgIaUmJ2/cvPny0nQmnapUKrVardlswt9qtVoul43ajtZobNVgZuWSk1NQcnZuIZFMlWp6q23CczjQ6zjodMWEyYlqEjqDROBIT4/2sVAy1LrFojfp06eOrEsHIG9yO4+qMcdpTiacQOH6Z3+aeuldKTN5vM+VPK8uPYVD4jj89DUi8QcDRGxcb64SesfcgR7mc5jB/HD3O2DRLpIIL3xKFKqLX/hhXscweRROy3Adpl9hscU+qPEn6yKnJA6KGoel0bZVVTvpu44kOD5cxHF75Z5jGn1/Hi3Bcb9Xue+4YKbI+daY/fzNs6LbaV1tWRYJKCYQ0gDg+ETdN5jDLcvEJqEv0wW2Iq7bbxdLAGVG1Njs7Oa0bMvZC9kRel5meAG7Oz2x4cwkqOEDYb8BW/TQ9uS+S/KkV9NcGaQByLaMoybMGkGv5cOvii8INAeoJLwtxVQM9TBI2uAnFokdk3AZKXCI9TMmh5vesO+u1OWkbAUM08UJ6ePVqimlj2UC6ze2B2xAZnJ2sZ4Bbzns9cFXOaYli9NSKjk/mZuZm08kEg7Ht22nbdk26DtFTeQmeNsyZDHn4crZhBZbq9XqbdPlhFgynZ+75NTSnNNyvCKCoqpqJptJJTTemZkqxOIJL7mcIMYSyfzsRauatNtV3tSzmpJLKXIyY5r5akKdmZn0SoIhJStaKlOcu5QvphWtk3nGA1RkaKaWy+Wy2azqSy6XyZUrPOdwjpXWxIQaFyXFthKthjo9PRWLxWDakGUZbiefz8NZ8BknoaYFl4lxsqJqWkqNu4oIn1Zd13DNUsNKqVwhm06oUqOZtGxHkNTi5PTVK5enpzOO7eWy0DTNtm0w0eBzOp2GatPp5pztGFwMSl65ciWbKxim7VZaIwv+YsLkJDTJYUPmO74KcvJSLA170bLDb8M86KwUmRBvMOTxpB5PKs247AQqqn38J6lX3pdS+WNyJveoJ7ohETaCwFyHcrFjCQeMUXqzLbY/nPTjiHMEkwN1wvA6CjeQyyIAxDjDva+TAy+OOMCH5/dYzBmFKNT4o1WOU+JuiOJjGOndbM01dHsEfSAy4lhQDxNxbC5/0e8nhxcTV186FYvxAMkJQ2exQJNzZwCcq1kjcgk2THU6moU6BLJBOD9iBoX8eNAHToIrkU8AY41BrVK3QG/3Cqh9l+LOYsIkaPMEgGPSi3Rd99LLm2bMl3g8Dl4w1yWIqNfrOzs70BvB9U4mk6lUSlEUrosFw69bW1vwdXJyEgpEBgvT1Ct00DFct1qtgjEMHj1ctDMLd5eCwuwWvM9RCYJXoTKI8GhFQyMbDW8vNVQyMTGB7RlmRgvbhG5IuN5c4h2OY4w4ZhMnkwEG1jCxJPD57m7slYkmnSgPDt6Z5j5cb/GS1iflzj4+4SHmP9aNj8WJOp7OE/zKD+5I3BE2vaqJ9NTVW2mZX5rKzOTTshavGo5lO7bfg2RVy07NFYrFlHhrPp+amJyyeb7RNmu6Ybu8pGqpqQVtZnY6Iec0SZNFWZJcUW62zVKlmtRihYkpS5QkUVC1OFecVooThRifi0npmKwqkitITcPardRS8VgmXzQ4UYnFC7NeFrv5fDKV62SJEUQRTs95qeuSFy9exDkjmYgvzE7Ozc0Vi0XQ+DA9wEzQbDa3t7dhroKpxTAMOA6/Qm0LCwvwGWuzXL5uyUk+qWWmpyZyC5K6tl1tQYPL1d22rKVSV67AOUlF8nfEeHGAsuBB0rW11VWY82CygWkSZoJMJrO0tATX6oQMCGLbVeCJ7FRa956sL6+Xqg39GPvPvnmc2PhlcnKabWAHCzgkPAlRIpqJMuY4rj9B2LEo2MiIibBNTCOzX+1q17PNYP4r16l/9KPUq98TE9mjD65uYzqGsW8SOxRDxd52OmxXONdz+Ln1o3g7hAJ5fqyywc8qsp8PjkbZ19byiPZ6auvxPUavukdzuUjUuNwwP1oT4sn0IQxUfFyBBZ4R9GpJCF60Y5YcnKoiHG7siCqneBHTfDytTV8dGU/Fgciv2N7250tJnpeJA1uOrKbh3TnhHFwj6N4w53uJ62wboyZJLCTHBUKDh13UIZspETgGu0LgJd+i6BDC+oaFELVdpmOPMcOASSRw1G/IlEqlDz74oFwug3M9OzuLaefhOHS/arX68OHDv/zLv6zX65cvX7569eq1a9cKhQJaQe12++nTp3/2Z38GX996660rV66gKx3eGUzEi2yTZTgI7vzu7u5nn30G5V955RVN07ox9QIhu6AF2Y2JAUbF4At4ClTeaDS+/vrrn/3sZ4qivPPOO+DLRxp1kfErAeOcvm7gRLTsJWaIMxl+3hpm7QL+fl7yE+XR1qrI3ygYX5ZkXpSYTziG5sjwQO0BzRH3hWKbXkXwDnHuybVcUlRJmUhqspRJmIq8o7vVlqFbNpYSJEmVUzEpk40rsaRad8Sm3q63TcN2eIwQlmRNlWJpLZ5Q0zEZ+q3luIJhOYmcKPBVW9TbBhQWREmJp2KyGEuo8YSSTqiqJNqOI5q2m8hDyYrJNw3T5gUtlZGzOS2pli3BMdptCyYPOFtQFVWRPZ5imLdwUsF9KKqqJhIJOI7L+KD9JUmCMrquwxEMPYZiOzs7PlWFsZg12w6fVl0wspptW+U8DMdLcOcRN7vVtqC7qi0lBbgruBlw9kyrXtOlVglqgHkRbT6cHuCi8XgcGoCJm9uG9aSkr22VlzdKm6WqZdtHeU0H6jlj69E5zNV8jhQjcX54umNSq/0d+3PcbGWb4+9VEteyjUBooevYtQ/+W/r1HwixZCDD3kHq53rz3nD0Sl830FggedXpyKMwLnzQKGNmHgxvm0WSmRxdRQeevsvxB1Xdw+Rg6Vf+RKeGyOcgC9zNoh6XgmBruWF+uMonUvujxuFXsBe80/skbOfE+3Ykauy1JJk9aFXhcGNl8bX4xPyIbdcB/Wpwx2br08+hnJXkeAM6/DCULPRC8lEmlEANOPvjr+Bp+ACvx1OBzgvO+4g48TyZ+t3w7EHHMFIMP4iLdYBj38ri3E6McQc79nd8Cl0uQJcsW3Ld3BQjexFh0q1IdPKsj5fDJVUeHwqgATkbUKCnVSqV7e1teIOaps3OzmIfNk2zXC5vbGysrKyApyyKIjjjly5dQqAWzqrX63DWs2fPwHE2DKN31aTzN0xMQfLyNRqNJ0+ewLkvvPAC+vtkAYa0E+OUyXHUXXSFNJoMbYAbefToEdwFfAYv3vZ2WQfN7303c4dzXdAUf9jVOxzH8IA4tgD7fEOH/YbWkGAxLYbN3S/HlzINuuZUTLyQqGGivMhMWQNSQDIZwcRwjCU7XoTovjjREkIwMa+lj6X+AeWbhv1st7Fe9fSsaTvwtbd/OrtNo2FY69WW7bh1w6YXsXXT3qi2oIDsMw556d0d1/SQZX6t0gKlXWtbtr8pG/5/p9Gu6eZqpSV0S1q2hyitlJvwGX6CgnAuFPOS87neEVrRb21t6boOx0Hjg5aHKQqmIrJuiavucN3l5WX4dbdSbbbaMVmgz8pr3q3JYpWrmLXmahNmHdNcSjYvqnDptsAb9bXawy3V5kWXE1sW3B38cy4lqma7hfMKtKTSaBtWqd1uwyxIUlvAT/AoPl0Ty/WWRc1AB8Uv+qQgO6qmYlqCyXFpvN4jZMMjT3k+OCK47lYz14+iRUdJGMFWrXC47uDbsRz+7m78dr6pSgHs2Kr+4v/MvP6rvKJFeqTDMD6hYUmBxR0bFv7Pt26DkcS9CQYPZl0cfZp4bufuE5rZva5IfXUObrad7u6xyHHUb2bxUONCOxI1/tkzO5MtBGKahkyyt3dKr3VUOXmqirQSlU1eknlRPlA9EeHGWvZUUONhMicP052YYjmn7i2374x2XrX9oVFjPJGAoRy1Qozgrevapmm126ZtW2AC4TZ/jIZ2HJsiGkYCn84yvA/+Cr4d5R3HffcIPXchYMTsbMuL9eEJFtxpA8w2nCOIYGYI6KbA1bor2Z4lNhrgOIAaI7RH0pcRU+rYM7CdSpcjBLtcn3W4MHcwF0WoEi4zyowggTYTQBZ6rKIoxWLRA0MliSSgQ56K3d3dZrMJv2qaBq0Fh93r+r2/pn0pFArJZBLBXwz5wivCKVAYPHqoXOiKH0rvJSiq1WpQMzQgHo9Xq1U4kSZ7gZJIIwk1QBkCC9BJQbheLgsUqAEGo6qqGG02YMYMZ9GM3PBNvyns5xKbV5gcu/HkQVptYaWhzid7LMvpjLzbLDXEAjPRzr3kYtZS1ggT4zq8GJ9dOumrm7ZTaTn9fgXro2Xa8C9yUd1y3Hrb4tr7pzu3HbdpWM19i7luy7BbveA1KGOYYpq+kGM1X8I1WA63XJPXG9JS2pSSIpIZ9dyvLz3Vc5wIRptltet79YO6T/r/6tWe0Vpv2V9siZdTW9lEcEaYFvhNI+44h4e6+tkZZ1Q/sqF9XvzJYdHerr/EUVkucNMWT/LAjNvUjHHHD6oeZ4XUG2LlWkb1F/81/Y3v87I6OOYukCqa9sODhmXXQcBnEmgL62znauAEe9oZ0+fDR+FJiBrLw6LGXBg79vequrblWAYMPBwKCL3wgsgLEg+/uiI1uISTvveEaOg6OK1t3Dnb2f+eyBnLj/AGRBkc2aSsxERJ4vuHZ0aEG1+4FXlFLy7R0NuNGlxLS2UlNdavbUOWPB84IJNT0VdnOuL49ACBziK6j9LiJiEOYTJcLfbJV0UfXHboxA84O3QZvcgLcaNY9TsgrOkl24OacW8+H2IaIYQVXPdCeyYI/P8IsIWAa0NHHCOlwDmAjPfVsYHw1QATbr8Vu9GjxlwoTpHOKgmiqmqhUNB1fWdnB+O3sAxMkdvb261Wa3p62stCX6lAGRJrBUdKpRI477lcbnJyMpVKYdohwzDgJ3DP6/U6/AqnwykwNmKxWDqdTiQSmqZBga2trfX1dagTujp8npiYIBkm4Vc4FzFfqA0+wPhK+pLJZDCOGGquVqvwK9Ixo++PJBio4mRfEHSG8lBJrVaDmvEqnM94gzuMMbMR3hGUwQYTHgxFUaDlcGl4SqRj73Ec7+7uMhX5XDnM3MlH+K41lKRsZ9UevOzGjPKzxzu8lg9E9R+vq8/kdOVCUp9ORsTOuIKYuPOOmi2O24g4hU7VO3E63tJ5xFSqW/x2S1pvdPDcusEVTqY5hqt8VeZv8nomLtLHZcF9eaL56bZm2PyADdGRu4Eit8YcevccEyYnagpH+Uu9uEYn+ZtLkr+NeUbhpincLcfD2LFjNGsf/Nf0N37AiVJkbrSwnRA5bAmI7LttndjjvatQvGxMzhOU0MNVcgZf8TBh+zBkbvVBjf/6sZkvTtL0f/3qcV3bMXVbr5mNkmM2ue4eUI+sStbEWMpoa6KmkeHmJZO0T/TGHZnzfOCNjQ1wEcFjxPgmIbYj7lQQzo5nC/n5K6nitJZISX4ioLAMH24MbqvZ1mvb61uP74qiNHvjpZQ6HVnn8CW5gXv2mTDp7Sosa/pRLSVC2xUgZ4APiBpjLKSPN+3tyuc6wDFNWOEtt3tceh2yC7J25VWLYZgIz3EdFjCepJSAM7rJEyJe5SjDV8OMBIe2M8+KnUwnNOZ6I5EDRiOJTQ7A63T0eqC2E20/BgjTRCIiJfBVUZR8Pr+zs7O5uQl9D6ZFzDUHn7e2tuDrjRs34Osnn3zSbDYRe/VmwHYbToEjk5OT8/PzsVgMh4NhGKVSaWVl5cGDB1AhfMXQ5kwmc+XKlYsXL87MzNTr9S+//PKLL76AiRjq+fjjj6HOubm5RCKB+PX9+/fX19ehGAk3htPhKtCSbDYLpywvL3/00UdQMpVKQWuhGVDg5s2bBBcmjx2OwK9Q271793DSR5RZ0zSoCi66tLQE58KFoLVYBsrjPcJN5XK52dlZKFMsFnF/AAqLOH7ep4QTGr2oNR5W4y8W6jKdKI/jXp6XfrFSl2LJETeJyWgm1heKbU2KQo3VZOrl94aJIhnlEKDpe06xJbsN52E9HfY/A63abskXOecEHoRvHIjK3bJwnWsGsGORd1+aaH3iY8dH9NL7DfCzYmCFm9myRDbmzxZOdDjSbYwsodjKyCavsZ6t+mHHtl6vffhf0699342i2hjyEQUJjvd4Bgcl4mByxu3GYB84T4oCu2s/1HizYnzwrIMa9zuXPuRYhtUsc2YjJrkxLZGMxxTZmy9sx22bjiN6gUjgFmKMD5xeajiccvz3pfFtb37nnaTc5hwLvFNwWeHI9PR0Op32YBpJ5WUVo5NER+ebZbepCXFNFFQnisB5yHBj2sAALaPKYi6uJuNKo22ZtnPUkudCvBDLRhW0sQeimfp5Qp3GRV9xPXM0izg+nNEeLoD8rZLkZWrxkWWXhBL30utzXeYKr0B39X3P58IFeDiOAZumaaJ2dal0CrhaKXTBvij3gR8ZwfEA2/JcwkQkEcXgmGKa9CAcSETT8tLFTlrL0Y0PUwNzfqAuxgJjyC30QMuXZrOJ+YcKhQKUefz4MZyFyDJM2QgQQ5kLFy5MTU3BEQTH4df19fXV1dV6vY4kFZhDCE7c2NiA6R5qI6ODMBdjbC8U29ragmK7u7tQHkFtzo8Ohp+wPXgitPPhw4fw9erVq5jQHi6k+kIHU3v+aau1srKyvLwMNTcaHnks4r/QWvgKF8L8SWAPbPkCzcYy+IKgTLlchmLQcrwQ50eE9HAcM3nOPWruWKFbfyBxX4QS5SmScLNofllqS4o6gJiJwcdnTvqRGnuSm83e+c74mMJhyPjUseNhur3Jq3/9TJ+Km0kVTDA3rgoJ9RiAy5repRMT5fvV5CJXy8alXuPbfaHQ/Hwn3rL4Q2iVQd41dUo4182BOApHojCDRyyHjfszNscN34uiyL8INtqT+W2cpWkKz+qxy2k92HUbldrHf5J6+V338B5Xxxp38fHseYsM8nh+xtf4erzc0OFgdLGYxF3LRaDGjzZbn65a09PT/XgAAyQVnotl6kZtIybzU/OXwcNcujRXyKbgstVKZXn5Wb3RmshqXuaDWg2D7GRFaR/8TgkurIk2tl/z0eeUKihSz0i0LFHXTYy6Anf3+9///uXLl8FvdESVk+R2qwVOYrlS2a3W3HZZ4ydESWz7+Q3oSg7EbgyesazGshMz4HbmE7GlC7OCrD7aqZebxqFLRiJHY+sveJytjYrZqju2Y1c2PdxMb/Cml6NC1Cu9VtbzhUmN7A0M7jxMIp9PiIsg4No7uNzlRxyLkYTjJM6UvAX/iOnHHdNcwBij6hWiKWK9pRSP0Vjqgs6C5OHGUjfomN5zwJ+uyTHAyDw3QceBOyWRxRifS2KNSUK2fptCIpHcE301GNuOzCodprluB8Zmp9PpbDaLRMamabbbbcMwms1mpVJBlolMJgPzvu4LHMzlclBbqVSCwslkEpFlOuUdTOhXr16F44lEAuqHqjY3Nx8/fgynQDE4/datWwjLQoHXXnvtzp07qqqurq7eu3dvd3d3cnJycXExn8/H43FsElRI6Clg4oZhAAehwXDi0tISosZQ1cOHD5FTgjxqaO2nn366s7MDtV26dGlubg7uBX6q1+srKytwp3A5uO7y8jLUDA/h4sWLdBn4CW4ZysAVoWa4Ij49FnHMLP4IFYEcRkf3ir3QfZu/W4pdz7Vo7ZBNyBeMxtOmiHzk7F2cA8nH7MVsO7LPiJdeTl24MYYz4phAxgcbU2JsvR3j0L+sc7gNR+YtRfQoAlWJU0Wn6z3yQ4LLaw1JVDrj3+GEB9XUEl/PaD1nCTx3p9j6fDvWtIQj6oQBeV0DdifLe87k1N3+PWJjd2+75Zj7AwHUbLsFll4EdmxWNmuf/Dj54ttoz9MbHYZg8yDhxp3dpLyLyWoE5pw/RwNkLN817TsNn94ZCicU91ahLfLBU/ZFjSPAKlAblmHr9ZiauDA/ewU8yWIhrsU80kNLkGLllCDlcinODylCWkPbbFum7hENKwnMVtfZ6GCbrqlLvJPUpEyMVyWPDVjhLElw6UzruHMcU/FgmsoBzyeVSoFzC27n+joYFFleUpqNhiNrLcOy1tc400rJrhyT1p8+raw8buysOX5ud499o1mFijFdT2fr8cxiq1Y2Wg3bNDlUB44Lxr0ci0uqKoiyZ5qYhmUKfsChA8X0erVVq9iWIXrAELTfFiVFTaQE3rUNw1K8khT8BAXbRrNhGTrXZQgR/AxZkgJPNynJKnd6tEFerqRm1YHbh9usbnvvogsNC61yoDCLdx21KuiNOGZz0/BmzwC7ggDHXcZYjl4wDiCDHLVPBZfeMcqSJjjmqAwSvk7jO4lXu5l44SJ+dLOESfCovU38KT6ifg/qPPWEATmTIxlHw7z/NO/zaQ1AEuGLEy5ZuvAYeyUpHo/DhGiapmEYtVoN4WMopmkaBtsWCoXd3V34aWdnBwpjSDKcnkgk4FcMK+a6vMDpdBpMhYmJCVVVyUJIpVLB7g2nTPgCNUNVMzMzU1NTUBvYAE+fPi2Xy8hljDMslIeWQHvgV2hAMpmcnJzESGSofH5+/vr161gM7Ad6OwVcCy4NZz179gwqX1xcvHbt2sLCAoLCpVIJTlldXYXb2djYgOtCq65cuQK1QRlof6AMDHZoJ2a/ZBzHz+eU0Dur9v2JO5agKi+ewpRWG7G5ZE8sxVxOKTV2W24x0oIfbN8zGTfJxpzFrB7xygQxPmakxoHl0LHCjg/Rho4Fxkne6BI50+XqOE/BX/+F8A0eLbxIcNlyuJ22IirxHkeIE+5XkpfsWjEZjDu+XdS/3InVTWGACb7vwxywDy6MHY+XBhh7agImQyJKQzoGTlcI2R+ixgSUOZYV1pO+QbiRvtjx7nrt0z9Lv/jWgcYW7kv1N6jybge26iSG4aKSNTM5v/YkP4ZjfBh+pPCcMgA1/mTFBO9uSNS4i4LY+C8ZV5YuTBbz6Ser25vleqOpgyOnN+sXCzL4nOCwgS8Hvhk4eOVyxW3t8IIYK1yUtKw3pbuG4tQlq2I1tlVFmpvwmBANw67p9c2dHfAnMcIIN9jCCISv2WwWqgWPd/CufByx4M3evXu3Nn2H4xrtVqu6W9/Zqm6sbRQy6UJMVAX92dcfbD1+vL29DX4p+KsYAAUeb7FYxIxAtppW1MTu6pOd5UdwvuttObcdy1QTqdzMhWRhUkmkW5XdtbsfaapqWr+SLE6XKtXd9Wdr9z6F8mo86dWpt2Kp7OTl6/C41u9/qsU0KJmZWWi04aY87uN6aav07Ot6adNqt2zL4jGJn5ZIFaaKF64mckVRknnxBGmjjEbFbnm7j+3KljcftBuc0fKQ+lYl7DXxYefq4NK2GMR5TCZbr8HMnskRrQtqNd3x4V2XkE4EbKfe4z47qiR098LzXbPBDYCwAi9yyKpMNK1vd0myn4NPJCvTLjX7jM7MGDKOmECuZ32tIpBZjv5AW34YwBtwq0kyukj+itH0WNxhg3nk4INHx+R/JfAxkkLkcrlWq4VBuGjzT0xM4ASNWHCj0UDyinw+j2zCGIcLQhZRoJIXXngBKoEpEsqvra3B1Lm+vg4fVlZWFhYWOJ8cA8O0Mac9MrRAzZubm1tbW1AeLgrnQtvgKtAkwxe8HNSArcVbwGx7UAlYFLVarVqtwmeElTHfHdQDB6Gq2dlZOBcKI+cyFIA7QmbnJ0+ewEXhp7m5OSxDwrHBMoGGPXjwAJpx+/ZtuKLlT74s4vh5n1N7yVRdyvg5zrXZ1YacUuy0YtEH78xrf3F/S0lPMt/yrMtcImKH5RiSGp+J6Xlfo+2g1fYDl3nkLBYiPByMO24Z1YW83OsUuTfzrYeVWEkXD6JnBmXa5UIb3MbW0uIZanz23Z6Bg4jvzoku7f/Qp1PpXNyzpU+2W5IqqrMhXW2VVhtf/lXi5rcGPJk+xIJ+WrzuQ8P8gX5w0EBMjcnZlRC3Lzdmr3jAcibXJzAKf43LTj/U+KNnbfC7Dubu+lMFOKxyLM4LUrNe2V5ffvJ4c3mzWm3opuWA05qLeSFO3sZPX/xQXcdqltOpxPXZRDGfcPSqYxq67pRK5kqzLvCJQqEAXuXGxgbmeYfr4IZWTNrTWbrx/XbwZsGBhPrRS+ynIrwkP5X6btxbT9Ib0Mrd6m6l0dILmVRKEVSuBQ6qrutIZgjXAk8VLgS+5eTkJPjGXjKrqauN0lajtMkZLU3kYjGZd0WzDYrAsKvbpiQktJhutiprT8GZdoyWyHOOZTZrldLKY7tZzV68nEylTEnVkupEUqlXK/WN5bYKJXVJ4AWes7yMeRv1nXWjXhEdQ1NFWfPAJ0EUeclV3LagVzk9xidS4M8e2pXwNkd2oWEHo4bbTc5suU5E1DA3ksDhtYbK9M2xOLnD6AcmA0dHcLCQJbRu7gcB7fZACCr1tHmKu4BHO4EkHN6DJv1lFz+KGMa+4HZNLH+8C5IkdjN09Whx+iojsMqGTK18XlFjwk2MFBCEm4LrRu+S8Fv69iOTLY8S+SEQdjg/AeeDuTC7VavVZrOJNj9MnRMTE7lcDqY5+BUh1CdPnjQaDTAG4K5hKkT2BrhlQoIBHwzDgDKtVgs+4wdkyYAKEXUlm4QQnyXkyPV6Ha4ORzD8GRPrIeoNbYCrwLVwuodqMbkf7i7CZWOYpmE6Jqs12BgMnYYT0+k03AKBqvGW4W+tVoP7gktDebhoNptFimd8QYhxQxlsLck0yDiOn8dZoIsL90wDgX0lhG/+6HoPu+D9cuzFYlMWHMq05l6/HPvLx7vxVO5gRjmTMRNFDL24MSM1PotT9SivGJ7FYXpbbWf43ep8TgoY4otZ/UFF3dVlbmi8mxsYiRziU3MPYeWzCEcmw/TDAXsww92S9EwMTyDeEckDc1Z0CLZ8pS4rolOMmYFf2xuPeFmJL77GDZErnHaK/M3rvE9PsbfxlHEcn1txrOCBsVe3w3jvw6PGA2Yx+idvaHg8Cgk1N9Wy9L/8q5+KAt8yuabJ6QY8RFlS42bTXV9fByeQ8/kEwaMrqHpDcecnM9/75RfBRfz0009XVprE6cVoJvDuwEVcXV0F7w6OvPTSSwsLC4TAEVy5p0+fQjPAA1QUBb4OAI47E70Sw1uzjHazvN2uVRRVSySTmuBIooS7U5GZ8Y033rh06RLmeccIrAcrm6V4fuPzD2y9uXD56szU5GwhE5MEvdnY3Nx89OiRY9SKCSVmJx8pclpTbsxkctPpVr3qhSWbRiYRf/3lFy9dXXI9H1iNxeNPHj18ktQUWbk5k5mYzny5Xtlaq209vms0qrl8cXpp8eLsZCGdUiTBMg3w82v1RrWpW/VtKRbjVc12+iouj+ayWbNa4AO7dmXTU9/tZj9CCe6YooYP4Zv5iLvwdUVpmCw29rgeao9Zy57IoWwJN8BnheMDk9qBhB8szUtAcyV7ezF8vIznaaZjXhRE3iepcPx8mDQMjSQD3RBRjlj6hOMC8Yrj4tgcxow8lnnnTJjNNC5MB5JjqCyCjHicsCQRQCnQMQKLtSf9fAjBMfI2gCB6i6FUGPmOzVNVtVAoYL4BmDQRM52YmJiamkLgGEmQMeL44sWL8XgcfkokEvChYwj5KDBM6H/1V3+1s7NTLBahQpjEL/iyvLwM02V32YOPfBod4CSXe+WVV27cuIGgPA4u4oZAOzFSmIRLk22Rgx8m/ooPAdFz5OUgb5C8X7QlSEw0Mj7DdYnyZBzHz6kHTWnw8LpfzxYDik7oMOqV5kx0OP6LkvZCoUETr4H99+KM8/l2S41p7MWc+S5FnMl4Nv/Cr5whZ/I5RBsjkx6E09OttjNuqRyIOwZZzLS/5vgdXdrX2hj+IUdGH3MsSITJ8fX2IVFj9Elo4Jhsaju7wxyV3qOKZwKGsWN9+S4vq9rFO9wwFK7dVIHUBMAHiA6ZnEMQwQ4Bx86Znzr7MVR89qxxb8MgqPG+01YAUvE3ZsfEeI6zGi2zHpOcbCqR4cV6y2y2Hd1qtRr27q4EvhnoFgwZLiQEvcyDpwpOKfic9+7do6vD46lUCj7gdcGVvXTp0uLiIoZK+Tnfdd/rE5LZgiTHHm0ZGxXvla03vBn8WqahdNvcarU2Njbg706lttP8GrSdXqs0Slu8YxUmp4q5LCb8IctIyIF47do1cK2hqeC4tvR2bO46X65LshKTxenpmbnZ6XwqLjiICnHtRk1SzVxMirmaKktQZiIZyyVjqiTi9oS4pl2+uHD9xrWmI7YtxzJ0xJJUWSwm1UJCkQWu3WxUNlbsVr2QzaiSoHCO5LHj2ODUWm29Xa+2yruOIKm8xVVjzUazbXQ0m2O03WbF3/PuSno1bLKeEjTsYW22y5mOYLt80xRMh29Z8E8ybLah6cR9E2ZMHspqokdMh6CA4qMKQnXEvSIcBbh8hWYVZirDrfcIRfk4nuh4xBMC7w2QDl0srtCDShD9WGPEynoGUzfiGP4OoHRnclz+MkEqSUArvkrCeY08CTQWSRMK07WNINCHjn8nKfJwwiXp7LguIFsoFGACffz4caVSgQLFYnF+fn5iYgKjbuPxOHI4NBremigcR1wYTsTbx5jf3d3dr7/+GqbjbDabTCZxjw4UgDoRT+eiIpwQwoaq4CowucO5cHVCsoEExxi5jAMKR9NgmkesE14HxkQjbQUSLiO3FVI2QwG4HNwjXBpTAmLlcCFSBk6Hu/DpZTquEOM4fn79ZxovDkUcd1YXQavDqD+0cRXIt2PY/P2Kdj3bosvkEtIFvbncknB8soDBMzmvnOW5cAwH6cmNgsG3HPlM1owst1tZyAUx4isZneNUnzs12pceANUdqA1DwsdMdTAZ3OEHo8aUcbxHvBAw7+h9dmcxwh1b+6iiipyTiwVDEVuPPhHVuDx1uZ8Kovcq+gX4Dj2F28lN5XsIHe+OuejnTxzL3A+ZGd9uH9mfYRRczRph1PinD6rLZS8hDD3M9900EzzIi7aYSKezF6fTM4VkIa25jrW1s+sxHj57ajTATYujP4b7Uoe7F86wuabF2y6vKGo2l1O05P372/efbG5t7VS21xrba/MzE5ncpKtmqver641WuKng6ILT99FHH4Gz+mB5o2x0gvfgBicnJ68uXbtU9KiHwdUkPirY5+l0Gv7u7Oysb5favOoUL7SlmKhxhUvX44Kdz6Qcvfn19ubO1ub68pOdzY3d7Y252dmk6MRigix4yQK9fIGtWnP969b6Y6fdlOVsKhEXHWv964cra+vlSmX56ZPd7e3E7LSXQq+0Vv3wx+WPPqo9eeTloI/xm42tnfseSSWSUYJHzflbbr38QgsziuI8Wl9rd53Z04ostb1nyXegYYerm4Ll8rotNAzRcpgKGbkBcBADmEkfzcbTG5QJcIyQoCD0YGGIx9Ggsh/D2AmdRIQRRy6J9/ThRdm27K6O5egdXZgWDwtTGpjEMnNdHoxjyMl0dGszHGR9broByXmIHcDqCkanIlgMmpnmR+pN1irQJCc0I/bJNZvwQnDdoGBoJ865dBg7zIP5fB7mxArMQcvL2GxN0zKZDAK+SGcMX3Vd39jYgFuenZ2dmppSFAXrhPmoXq97m2BqNSi8tLR0586dWCwG5dfX12HShMkUaqBHB3mSUB5THRQKBagNmgFtQLIpqAGa9ODBg62tLTASstks1IzWAnJN0B2PYoPhkOACpuxcLgdvpFwub29vx+NxjB2G17SysgKtggqhGBgicPvQfrgKUnB4E26jAc2As6DM9PQ0PA1yLRZx/HzOpCTtDxI4BjenYubTY9HCAey42hZX6spc0qDLXCiopSe7bbHYOzEwYfJ8IVyBcXjsA+HQpsyax1lRmY/AjtsC72425ZOwUYY5yITJsYyIrs/T2ZWJOT/c3pDayN44bhPWgMyTdJlH1ZgiNBNKsOW1L/8qyfPK5KXIsIgA9sR1d55SlmsnMpt1rfMpIXDTOctjfyJuwxQW/umnD6rPdq2ZmRn0dSMH137jEGxry/Wta5uP8WpaiufkhKrwpiyJiuC4Zguje8AJBFcNLgQeZr/R6isjzxa3Xa5qCI8rykpNMW1RlCQtFrM5qVRtPlsrrW9uN3Z3uHptdjKXz8QFLaUq0uAn4KW5y6ZjugFXEGUlFk9Ozc5fuHAhl8/Vt5+BYwn+MA5sDF+CD5V6c6NUa7Q2zUdfc3rVanu5/kxNK83PQwHwcsHvbZTLeqXcbtQd09BE1+Z4L0wYFAX8M1pceZ2vbvBWWxJFr07XqWyvbzx9CJfb2thotxpkFzpx9THaulgsNnxBRaP4Ak9vcnISfoXy4OiOYhA43kqZ5fCm48H3HjTs8E2Tb5gic13GEPKip29GVXHYZyjQuGGXgsDt7vrfU4+BsEocvz4De2clnqTnQsARDvIeG7yNq/U0/oUr0IjiybIUtrW6KDM/buuXNIR3fjoBBft236lDzD6cKxE1JsG8dJgqnVLvdNvP7cWzcyRWGhcnkJwBphUooPlCInwxgV61Wi2VSqqqLi0twVeMzEV6B0xXkEwmsWaYp5C2GMrXajUkF0akGOOLYVKDzxsbG/l8HupJp9MLCws4wSF4jQJXfPToEdQDM13gLkhnw+dPdzmMqoY6L168CFeH01dWVuCKiINvb29vbnp8TXNzc9CSVstLZgB/4bpwy8hlTMrMzs6CSYDAMQ5/xnH8PM4BGCXUTRfvhmfZk1N3cOnVhuInyuvxQF68oP2Pe1tadmoMXXEm5xUzej672fD5r2hZM7K7q+UXZoOO6KW0IQncal0+oUaelbx5TM76iOhuZ8Nc4SRFHu/H1PD96BrOKgDo8nfL8evZIHYMd1n/8i/T4KkV5/sxuhLXkesSXiGpFZU28Mw/Hyb9Ok543jiLUz/8HYAaPy2ZMzMzZG/pYVSKY9nthmMZnGvXnNa60NLMlNSMYxJ2zHEHbhdSFeO+VF3XA0rGsPmNhrC+q5TLsmMIHsDi7o1THG5gv+ttc3u3tlOpG6a/axg8WHDtoPWSKERNl+hngrP6yiuvXLlypdIy2pbHksD7qY0kNabEk21X3HK0Z8+egTNJz8LQ2ka13NxZhavwvg+MEVheSrlqFerMZDLgZ4I7Ct7y3bt3MdyM659ds1OnL/1irpHf+bXXXgNfHYqBY08nZYIbjcfjGC8Gn4+nlzveDnnDdi1HsLyoYdHyCCUExjt8Rgf7kFYuk7Dh3QVzOwUI+IVqBAM2MeILdyDRVrofiGobhkdpwBEuY1EkORJcx7VMy0uuxwvkWv4uZw6LQZW4ZOXHVwbrp5rdIT4+3Z5Go97nDzsOAMckdRsJG0cQtktLsrc5j/STQG0jeDgBjmBsCUZAw1cMfkfCDbwj6GkpXzANHaaeQ4sXfoKDOzs7T58+RU6JZDKJscYYdq1p2tTU1I0bN7a3t+/du/fw4UOMboZiGGKPKyXwAc6FiRLnrE8++aRer8NEDHVev369UqnAnAszb61Wg8kOplesHGq+devW/Px8IpEAy4F+mDR2H+iQ2Wz2zp070OZms/no0SNEkKFOBMqnp6dhSgVrBO4Rpm+Yx6EMgt3QBlLm2rVrFy5cgOaRnIcs4vi5mxW6m3AdsgDIcWFqwr3YoeMFp1AeVLQXCj2J8uBKb17R/vzBVrYwSRQK8zyZjMaaHCuL7XQv0W8691xEMfvZWvnOTHDWmE8aMu88qakn1+YxeV8+RZTIhs+Z9ogij5OI417+vr0o2vN043CPYBqCpfj4ifHurWw2IQeAwOqnf5Z++V05N92P7Jj60MmjK3SdJuaYn2MJU1W4YwYcD5msdV/UGFymo8zInoltG4pVUdzWlJKYSaoqb5TLBjif4EaqqorBRDChwJFisQiXww2wjutpIct2Sk3u/q78uCKbbd31chIGG8NzHSPZtOymbrR0w7Y7fp3r7+8Wxb4GPHq54BPOzc3FDKFhWHZbt1tVD6eRFYOTKi2zImX03GXj2TOO2lpLPG2uu4AEbjNoEvRs4dZyuRyGJsFxhHH7UcOH6wxHoqGfjwyM4AODs40bezk/2R2GemEbwN/GqK5he7LrAV2W42Wig2deN0WfAESEf8zvOMd2PgOOD2tv8wh70VQVJMkYMQa43mBbEnFMQEZCWUBMEajGX63fyyexV6G3Zi/Isgcc+wq5kwSMdlJ8YrHejAsjAlLcyP1YNHB8PjobvQzAdSOuECCWusL5QD9hr+YoShOS5C0M7ISDZ0d5O6RtCBwjNIwp72CuQYiWJmeLxWIwY8KkA0fy+Xw6nYbyuq7D7MN14+JhKr9+/ToGJsNPSIIBtcH8BcXgONaJwctXrlzZ2dnBOGI4HStMpVLb29sYu42tQoT6woULFy9enJychAZDGTgXLofn4shCXHtxcRGuhVdBama8EYwdNnANx7LgXEzcBwYAfIAjpVIJWghtxox58E4DZcjwZxzHz+OsQGKN6VR4veNqL/T9ENtOI2OUaH3hDVeH/6qk3e5NlKfKwisL0ifrlWQqzd4Uk5GZkuPp956i9xIZ7YvHm3zm87Xq7ZkgeDqVsGDcP67GwkrgoItAbNGIyWiApCgqbRfN/r3Jb8/6d0Nd2sHELGOr6ML33mq1Go1GrVaDz7LE5xLybtMOAMdoA1Q//pPsq98TUvl+HpEP3/C9MBDnxwTt+ZBMztvsGR5NPD/OKQ4is2IOQI2f7BjgHNKocb/5aAB5usy1s2ojruitplmrtUzT8wbBLaxUKiRgFoN64C84kOCVebl6RO1BJa4bvGVbXpSTYvrs4TZn67zdBm3DRyg3jk5qfXBfwKnWGw8r3OO7n7tbj8hx4eJLfLKgWzZXmFcvvcRt/3EkVoJxZ5icvVAovPLKK5cvX4ZbA/UCbip4v/V6nYQpDYm/BJ4wMkuC2wwf0J1eWVmBajFAu1wuY/AUslWA19LU27zkaTPX6oHa25a721a8NHS22DAFcxCbNDM8ztX8H/jOqCqGNJYC9kOXjKJnv1HAWejaTp1vXbTBRYJj3HyAEPCeCvU5afwyttEVp5N8yQcivLR4HZpcH5N0yUYosvLU3Rw2iqDjALBOc98HoozPDWpMsxuT4wi54tvE9FQEVsJiCMgiZIyFCZ0FHYw8GgOAxn+xnSQyGnsywr4wEd+4cQMDdTOZDMw7NLUFzGULCwtQ5vr165qmwYwD5+I9+lQqMlQCZy0tLV24cIHiAfemMChz584deFxgXUBJ+FosFl977TWYQKEquBBYCFASpjNMjkeYo3GlBB4yIVyGc+HSb7/9NtQGHzomhyxDJVeuXIFzEf4m23FgcoRf4TjhykCeGSgGd4RzKxRGMHp+fj5QBq4LP2F09l57mK58/uaGveHtuj2zAlIFIbVQd3+ucEKKWLf5+2XtWrZJ645CUr6Qaq36g4djnBVMTglRGge4J+yvnnSDI7PShaf2Bp/+YqN+ayp4fDJuC5z+sKJGonKRDvwh2sbYKp536IofFFoyAOUJBc/uOZYBLuPu0qn3h0KNuciOfSYEzNBqtdpoNJIqV0zIN6fSubiUTQzkP+Xcykd/nHn1fSGRDdw1ritTiRC4KDYL1lXPsK/Yd8Z07BAww4//jdBTaiRqbFjOT+5Wt+sW+HXgLIWXToexRSXOSor6hZwQV3jTlBsNxXViYGyD64V5zOv1OoxBOAKf4QPSGmI4kjemvD20iqwmTJtfW18XY81WdZsz6pzV5l1L8DNPclF7tN3o8TvUrNo2zKef/GLlq096jhty5uY3sYBUXJAnL3IrK1yfODtoFZjrcI+Ypx70jEdVvLVVLpfb7TYNJeydJUrwj8A8XheCm09mRdkQdIsTNxGFEmRVzk6lropZKalKXLnW0B1+pW5VwGlIFXShXW63HNNOJZOJyVn56k0lnbfbpuJnoKv85f/mmntveaduL+sKG9rPnSpzGXB8GO8jpEXJSrnTzf1Ah50hUMBTWtPLkYshpzSC5uO/HgTcswzN8Y6/BOXX5K3ci6LgZdPzSY/hM6bg6085EoS4R7z2g/oNm0h613gmwDiKmxyYTAPkD8hTQYc9Ed4hEjnL9Y9JOlF/IbDES+YjXK7gvD4m4k1IEnRQD/9NpbxdQf6sjc1HyNULOoa5zu+THtkFbnAhCQCRVrgzm1Ohl4hWI8iL9MHwAWbM2dlZTDMA5xKYGKFejCDusLVQzcanCpe4fPkyLsMgZROGNoPkcjlsD4kOxlYlk0nBp6IKEAkghg4f8PRwGXJdsjDAOI6fQ7CMc51wjELP3tyuAuysnx1U70Vnl+49iNerGuJ6U51J9CTKuzqllb4u2/ZEgK1sXxU8IACECZMzBGwEyMWO3trh6VkHw7Lkp7qbjMSOi3FbEPT7u7GD2qaHaNsRkWgmZ9Ox6elBJApmwBmhjken5Cb1kICR8J5H98wpENJCD6LSm4LVzMW5xXklF8/J0kHsdceqfvTHmW98X4glud49pIT+tRsBRCihmZx57GBQp/I4EwKHxqjB/ZjxyedLGWsqbgRqMCznT74oV5o2JkkfcmjvxSJxTlJoTSfdQlIkREbo/oGDh351o9HY3t7e2dmp1+vtdrtluk1LvDqbA9dxZmYGWgsHoT5J1cTMZNvlP/38S6hkd3XTbTR8xnVO8iLvJAE11DFqCcvgm0Hvz21W6a9yflaIpzsuuCiLiayYbno37rqi66SVuCkokijce/j114+fVuoN3bRdUW66MqdooiQ7HO94gJCAeLGUmdSW3tAaslhpekcEUcpOxm//SmJiV6jXGtpdcXMbDnpQcqqgXX4xoW5OpiYEvdq0zdrm5u5utVSt1x/c81hTeW5yaurmrVsLFy6mMzmdE81dx7AcNoqZdPSAwKgqjup9dL92iAe8rQ88HdsLOkn0geM9KoNuxDFHQhQRCJNlRRT57mp9pwYXr8U5kgy6IObEFNt22m2j2Wj5itQDjkkyvQC1K2UTcl28okO1zEXRbhw9U0WAwpjUgHo+DHSMp+c7DIVLYPMruUGyDEDCkHuZnbEnuPCiZFmFD61WGzNpkWKBNG4n6i+QXkGHqPs/eW0wTRM+JBIa9E3OC7DwFits20KaX0nCgxbmd/RvSvA7pCeGIcF9YBo9fBq0b0tzK5NIZzp2myDpMPX7zfCeBqLAGN6LaWkDr4PUgw1DaJg2exDk7SLjTsAdIBcKvGgKTB9UhlxCGkEfPbnBE945dbzXouJwj6e93GiJeKKdSfyvx+QnapeEWUW8weN9GljnSkNNyMFEea9dSvz4q41kfubckAQxGcO580Bo5uhNt36ZqUZsWNDmI92Yupv8bKN5rWArUk8ERz7m3CzoX5W0k9D8kbg225fwPI1croucuMc6NXMkUCWyK/UJNx7d7KTrer1en05L8wUVzNT1ptT00zSpbiujeLk76pbc4hKkvOiaU7FWUnGzXjbLxFFwpcoH/zX7jR8IanyAb0lhx0zOA3AQuWeZ7+aw7+kh4IC5Y6Ic9gksuJo1i1qQAxdR43LDmpqawizn/YZ3eKJJCnpWNedzkoce9wpG+iBcAh98cnyuODGhJTMt3bTBkRaVy7O5CxcuZDIZGNqVSsUwDEFS+XjWlZ1ay9ZkfnYiN1HIma6X6t3Sa4XJaSUWa7tebLKkaFKqoCZz8Im0D47ziiYn83BckJTIhwBur6ZpuVwO97Tuh7sJoixrqczEpeuFYlpNpMR0IXb11UThBimjNqrSxjOnVuKdlmMZihZXU6qayVummUympou5RCoNnvfE/CVZklQt7gHIfp3FuUv5YhrK09eKp7Pe8YkMOS6rWiI/xbfjtl52bScVN0TXSojgE4NOSs7MLVy5dKkwOWW7nN6y2PhlEpjU9wXImBwIweD2FuxxGb4TX8x1QpKR78vFSEbcyI/6sBtrTNtvlEXHc0IHdhT97J5Qie5XRVgvnAA2F9DVh3ixh3McApQUBFc9E7EskfP74AdCsE6a6qG/fd5J2oogvx947lKxyCMdgP2iGZAdxe+lrihyfro82c8F57XNNHkfzPXyOpK+h/kD8A58whZ8VjBlieFNDDQdB00LHvl4yeJK4PQBFE8chfYGQt253nDvyFbtW+3gMifIcUxj2IN5rI4iGD5NvQAe86Ef03zDU8DqEX3UPRae00WPsUPCqKHHMO9tgttbssPsqDSlI4eLeMf2NHra86Cs3Sk0FNGl+iX/rcXkn97bKE7ODE/5ysAjJufYmT9aop7DECD2Cz0g0nTjn2w0X5wKYsdpxXlpovXRZmxwY84B4Gs5zAkZ/RTGUagxTzshfRxGl3wNg5skZvmguOfIeq/HeubWF5L8/HzMjxeGudspauaTMp+UrUJC9LbI+/Lpht5yvUGnuq2XZpzjyuLoGnr1w/+WfuV7YiweuQei30IX2xNwDkefbUWNx9NVCO5g3xi/DkCNK017cmISU7oN407LXLsYM2fSvD/xDQq+QVYKSU1oucliOjeZT8VjimM7Pjm6kFR5WRJbrdbq6qofjNx0eZGTEnIylp8tXpjOTxczWkyFRlbrra2d3Ww6mUhlzZouyqqWKqjZbGbmgqwlrc62CQGOS4ocy2bTUwtSLGGHXo0sCYqoIGp88eJFTK0zyEUURVWLF2YveMmC8slUrhguI0Fbpha0mdnphJzTJE0WZUnyIo7bZqlSTcTU6bk5uIXb33wLHqlXgyhF1gnXisUTMh7PJeA4BjbCcSWmCaqsptMpicvHxLjMCZwr8h4WJasxNZHSXX6jpu82DX0gezGT589yjgbOmAxWp5ExW70ZgzsUxgHrC/Fisr0dtB8JFu6exfWmi+gYU2iAIVDUBaDRkhsqRhgRtH7vOiqbRd+qhuwhYdrfM+FIBiJeaUoNGqkjZAs01EYnMsXXSnBkQjYdGcrpX8U9lXBsbBKJjCRPAMN1yeZ60k5c6MVbpkcBHMc4azr3yYAcYHSdA1DjYUyaccv6c1Icx4GliUCPPE6/3U/Wuaez7Ai79nAPxuWo/QieRuO7cOqhVbHL9TwE93QsbtfH153u/fm5gHxmISQxsjvLf8F8J8f4NIIC1u29sna70KKvqSnC65fUD5ZL2VyOzeVMmIyeiSUy1jgwTTpi/LNN/c6kGcCOVdF5eVKnseN9TbRhbipQnvkAbEAgjpNX2kl1UOl6m9tqSa4U70YWu1EsFvuEGx+7qG4rq5qDWu5y6aIgS1r4l4tZNwANp6R2y4yBqzaTbHtPZcg2qOrExMSCL5OTk3/xF3/xwQcfBOfoVr364X/zOCtktV+8D8cA4udAnLHnOD4EalwsFuOJONdnGy+pSuIsGGILWS6uCMOsytguv90QlmtyPCFfFOSFpGpLSV7VkM8CqlWkttFuVavVra2tSqXSNgyOj7u8YAtq21XbvObKKd6jHYQDIq86TVt8vLZbrjZabUtQYpIqt90YHDEtp9FsY8ZKQVJEVdZd9cl6GdwjKEo3SRR43Gar+LKzs4NbYvs/TEGUvAw5cjanJdWyJThGu2319AFBkhVJ1lQpltbiCTUdkyWRtxxXgOebyMEVG65icE58Yh4KVyzRMgyLE7RUJlCn4NNTeM3K5aGeii06dTju73P3ODpkQRLEmKyl4TrejnfJZyGAC+mWXWkZu02jqpsOU0FMBgrjON4XuumnALkuXwEmOkM00PJGron75S1fSDwfCRP2IzqlLmFrj5lAZUogW74wQLWrivlBmNpBXacjVjU83HNGTerI/aY0y63tszYQRoXAhBtw0EiONUHguVOyEwh2LVDizc625UdMCsgvTJ4A9lJsNg0ck4zQvUcIrNb31QcM5gG9MdKKHpBl4bR25J8UxzHdz6anp0/uBv7xP/7HJ/2Mvv9P/+/+sgJ3aJhiL+racf7L//P/dqbnlaM/jchB1bKEB7vKUq7Hfi0k5YuZ5mqjEQ6LGDKUiXmzTM4BPHagfO4nYQMNJpG0hNjnW/ztCSMKO259vKm5/SfUfZXIvgXY6H5eh0WnY0iufrtoKtI+OE4hwc1azr1Sq+FqYY+ltxe53cgXF6mPT6K/qW5rPm368cLicT2UlMo/LNW2t7fnrqYGA8cTExOTk5OIFMNn+rG+++67hmF89tlnQRSsVat++KPMa3/Dy2rVu6Mt0s9kizrnE1kIRxyPH/YRODKYoaJQKMTj8QHE+gLnJPYojPdHnaCisi6s1OW60SncbLWfrO1s7da+fLQqd1N3QLHrOZ13LRhurVYLA6DwpwaUX932yj9cEUXBdVzTg3ctXuA/e/DMMO2tUhW8q1bbfLK2XW/pUGCz1GElxuNP13YazbbjululHrZige/wGMJFt7a2dF2Hi1YqlaB6jad7HEUXGuDsNDwYF8rXdDN817ppb1Rbu01DFpAq3rW9Znuw0Vql5bhcs+31nKbhVVHzEd7IOqF93eM2NKTetogmgVMrLROOe5uD+Q57rbd90nXhJ5//g5kDTHp7cugIA46HNbCoKFSul6BWkiTM4gU/keBTZEclqDEuUCFeDH9lWe6y4vI00IZQMo0au64TsC6I9LMraJrdAZbJob2MSPPm5HbSn+jkSNocGAjdENrOQRLxiSgqLgkgcIyCKCodgev3h54xR/K2Yal9HdsT7cwkjx+mp7Nty08op0DPJEHHpI/RCeJo6JZ+aH4BLkBkzO1HMjnA7Y309AeDXfTQ4EYYUiadUNfEpQbMOXi2DWU/woL3yFr6zUT7mpFuZxHNsZ/7p9G3z5QNeb3pTMd7Osy1mXjpfqXdllRVZWgRk1F6m2Nlww2eWk668ftmHDI45fNt7nYxjB27r0y1PtyIuQd//gx4YrLviIBucyUT7HX9RJb4QsxoNDXahCPYl+tyFJ+/24WPuWPvhicBGaOkY8ILUxY3lUuoEXs2p6amLl++jGBxYD4NyK/+6q/C3zB2bNV3Kx/9KPPK+5zPWxdiGGTJaZ+HmdIZApwZI0URiRqXG+Z//6JsWm4+n08mk/3mnQTfysaiKYwjp7CmJa7WpZ1WcFybll2pNeFf4HhK12XBDY8aKF+uNcuh8sHxGFWtH/cXfTmuu5MQw3oavoTLOLyozSwGtxa5nG46utnuN7otx623La69z47PhrFXwHbdlmHDP/rJe7mJXFd3Hd0yehvgXbRt2YF4ZyZMBmoAjhmWh/M1Iu1/wmCAcDCoGrLln0YkEXojguW53kXlvb3X3F6OO0xt5/NxdbayODZyX0C1Trc9dFM7xhsN/B39lof3jM7WMnngVXIhIlmSog2FwMf4lX7FuH4gyzJG7Haf/94LQpQZQ3dpHDaSVOREuzR9d9jy7o242I3pZH0kdR6mu+vnhlMrGYRixSVQe7/MQEcfkpELKiPufifIcUxi2s8+ouTwLo/95EjD1VtGc9jTGCDPakpSspNKz1N6/Wrqjz/fEvPTMLz7jUAWWczkGOfUcW7J8DDxMINisJnY76fIswzXw46v59pxtcdtBsf4lUmP79h2+0YKHAg1ZvgUE9Jt8mIlox1g8dsPgONp9yPKC3AJiBxgtDiinBxk3BlrEj+Zjg40TqfTv/VbvzWk3gD5tV/7NS4SO65s1z75cfLFtwNkdlz/3OVskJ6vsef0DqjTebkDOhhx6iSBu5nX43LQ6iaocTabTaVS4colVx+SwhhFt/gdXVquSePf0y1HUMRBboiHGt9+K5abGNIVP1ENz7QHk6P3pOFtSyZcDxlxMKKWqFaMNUbDX9fbtu0gQIzhnIQ3FkE6Amz5YaokkRJP62+f47gTzuyBDN5n7z/HcQ3TdH2ALyovMZ3iAuNJvX8HXcYeQM3RzzkKkBiclQ5GMM3wI6IJZi3LMk3TMAzCSsF1UVcSP07eOKKuVPbCThwuIaqliUpoRHWUGp5AugGRpL0O0xtfzxGCVvrV0zHFFGd3Tzo7kumuH3Z8oBUOOiFk4OntG4l/cr3opCKOCYv2WVejjmN7iT7hhbmYQPTg05ZLepX9nD+NfS3FB9X4nUJT4vdMWxjU376W+vFXm8WpmXOQTYsJk2PXtwMsoUMMmX1PCdNg4VfDVT7d5m/k9Ey8FzsWudem2x9uqqbNH8KIZ4Y+k8hOKLn64sTBDJgdXeE6FqFLsuFhB8bUx7i4S4yxQE889L58mWtfSLWPAhlDgy5dujQ3N/fZZ58dglgsvBt9X3n33Xc3fQkcN0pr9c//R/L2t0MUH9FGNpNzJb3Zuh1n7F7xkKhxKpXKZDL0T4ehMG56FMbm2UmRutkUL2X6AseOmki//L6kxobBTUaGHTNhcgRtwOzJA+tPboiIExJBbNuOKDo+Nigpiuxxjwt7gBrBJ6mcxiTEOKBDOiXhdJ8Iwc815XogEiGcDet5WldgZKuqyqIoBlTW4NDg4VUZ8jacSpjn8b7f8OtG3BPDPRE4Rm4KrhtCTrgpZF8QOKZP77yzTtZEB2vjfNISP6rXg5ixwpHfL09QbK6XuaK7tMF1w0RI2m16GupoEkJWTGhVqFOC/S0yt+QhnPF+SxQDli5OWk6c49i2zwE5g+MKYBiKRwg+wp7kuI7DnsZgMW3u7m7sVr5JVx1Xxdcva3/9eGNqavoogBcTJmd9mj/evLRHOT16EVWQv9rlb3CtAHYs8O6rU+2PNtW2xR/UQmV9gEmgU2CvuZo1A1vIyaYzbyoxzUDX2qnbOpfkqUpo/AsmaNtGy5Jeyed7/c/DhEjIXHswCzOGY/T7NZlM3rx5880338Sv8OHTTz/967/+azTgarXakM348z//8+985zuDYRra6lVV9e/9vb/37/7dv4vAjreeNb78q8TNb/ZkzWXyHEiAb80+DYNrQDQZ/jQEapzM5/OduenIFMZnSBpW3za72dn8i78yXp2N2fNMjmwrBIRxHB8IxiFKlY585PZ4YD0YERm9SIRxd0WZJKrsJCRzXcwJ2lNnF1DmAxfCIx7aZ9gmbw4JHHtpPH3uBBoQIIghF4XoDSZEDkB1kadHZi0bW/UVgno7TxIDjekoYzBKwQiMxWLwQAP9gSZ8oA9ihfC8EYAmbNcBqooRenbYGz3qf7gtQp9NQPBukxzyFyOmuW6SRqqzCV1WCq5bwKE7LRe16+7QqBT9aki1+Mzp/h+OOB5BrzsRjmOud/nivGhP90iwMRdNo16v19fW1hqNBgn4H7JJ+GDJWMVHnUgkZmZmApRt4/Y09pWmKTyqxK5kdPrgRFpeLJrPyuVsNssNHfnPYhaYnFeTbt8Co7ddutixdK+SWOLq2bjUO4G7L03on2zF2nYwJ8OBFvyZP8kEpCBVM1oP2ArW6T/9p/9Xv6d5//tf/9f/V7vdk211uSZzPD1x0dgxmaBdtIrRTDzo9CFz7bzSTvYSCGsS34+FGezyb33rW6+99tqBrvKCL/DhwYMHf/AHfzDkWXfv3h0AHEdqGGje3/27f/f3f//3t7e3AwXaG4/AjE3e+OZxxVYwOStzz4FmotHPg7LI38i1BqDGYCcXCkU4N+bW8zH7QkEZnsJ4pSaWdOmMvrr5lDWfit4Dyl94MXf5duSDjRzLbHQzOSsKK/CdAccH8fS5frBUZ4lO6mzOQIiQsL5y3eTDhEq3u97vRhoMWLi7bt29ug/SOQjqOSTdhNu9fievHiE5RiKF8IbIAL4ZaEAYOA7v16T9jkAivrPrmNCtpWONSZiwLMuKooARiDShARrfcCpCGp4inMj4Uvxw4+AzHxk4g7z/2B4SQ03Yt0NPw6XjRbqk24G9C9HkJAFg99AzZgA1jjSwqTHAnR+O47OYcbKvoexGMCUdSyVra2t/+Id/+Pjx42Qyias6wwiMbV3XYQDAqMbeD0fq9fqlS5f+5t/8m0tLS+P+NPaTHV1KyvJkb6K8G7PxnbuVVkvVNI35pUyOXU69U+27Znig5p3ovUQ2de8gLz6oppb4egDaA8vhpcn2Z9uxpskPfxeR9lzkpZlOeE5EctuLE8EQ3e+++y7pIZ98/HEANd6p2ToX57r7JcPhAOiugKfj76jrbM7j9nJfRHihgV6X5Gq3poUhySgOBxkHZHFx8Yc//OGzZ88wKLjVaoEh128z4OFC+2Ox2G/+5m/+m3/zb8Khze21h5KW0C69GDb52Eg805DBoF97I47d08uMF8mMj7HGmhQcApsV43/cq5iWG4/HZ4qpolqbSQv+JoD9R6tucTst6VlNPtOv9XaxnVIiNIMriNrtt7X8ZL+nSgfrjcC02FdHMd3C5BCW6r4zHRN6dNOjjAbX6PRfBCZDPC4QeYqbqOiwXxLuxkXD95hbwqP0hH/+/my/ws6qno8Su3tvETN90iCTzzTmDsCjuKgA4bAfEQDjBjiGkbDpmHcwYh+SdiJkjLHGhJIYUWP47MV8GwaNUdJoJnnvFEVyT7hxlw5CoFcORjYYafIDy8uqupfcL0C1EegPgfvl9hjt9rg7+vWcwaNp8LgLUxhH6q5TwYt7DK1TtEGZNBqNx75cunQJY2kHi2ma4BxWq9VSqQSdfnJyMp1Ow0Ou1+tQCVZ4PjyWpzU1IduJ3rCRby6l/9un26I4BRqNYcfjZ59RalSv7f78/2SPZZBYPehpKiZc4Stn927qbW6nrZhcJ9jS4YT7leQSF8SOwda7U9S/2FYblhca0Gw2dV0Hh3Y+J6Vi4vjfZlI9M3kwzrFjczVrBIIEZ2ZmF/0VU95Hsn72858FznpWk7zf+AEabM8a66LGPYEpdOGE0CrGTNPmSm1F5zxK0C5qPJSqfOutt44IGRNZ9IV8/fM///Of/vSnkSVfffXVw10iFov9rb/1t37v934P/IegAfP1J7ykxuavs2557ud3t5srvdcLdU9LCYT1cEzilrIRqPGjzdZPH9YSqrg4FV+cUuOqcyAKY8sVzrSpqYrui5OGyEehxrFk6qX35JjGfDom59VciHJVmAyr9gfs5R0MkpIykdhZ1AIVRoZ6Ma8ev65PHBaKGulGg7qdPyRJr5d1SeDCOXu5gVGMkbAvvV8zMkKZXkLrt642nt2MNJgQR2AqMhQ6GheJjHE7eyCKNtAr6EcEZeHNYeQyMlOHSSpGi627PkmFF2/cu7axl68vbOSEGVq4LkROEt+Fu1C/44fmNR6cdDHQJ0fZ306K45jJkAIdN5lMXrp06b333rty5cq+5SuVytOuwIlvvvnmwsKCoihPnjz50Y9+BEcGUCWeLYExer+s3Sk2JX5v1HmJ8q6n/vsXG1Mzc4EVywFsFaybnYLB4dhcc5c9h+FFkfiCdIYHbyHBzVjWJ5uCzXcis1xe/Kqcmm1VFvI9sVo8594q6A8rseVSe3NzU1OEN2/kZfFM7h9k6uUUelqIpEISpV//9d8gXz/6+KNAuHGlZetcSghiwb29ci/ddw9qTCV16Q5Vrn0tb8v+aJ3n7J1GtdzirxaH7cATExPHhRqHBckoHj9+TGfDA8PgW9/61vXr1/vZqYH+TJPfkTb//b//93/3d383jB3X7/2MlxV16jIbFM8hEDM+ufESinszr4t8sEErpfZWzXrndm4yPVTIcIDC+KzDTFnVvlEwou80O5t78VfG+QYHxAYyYTJcFxo03zEZMPQG27qBr+H4YhpUxZhT3FRNIl4JOVh3479LgZge+BiZFKoP04XbYSjzNXhYaQwJHPduQdtDjQdHHA+AjMczADnAcWr4Ag8cfpJlGcl/MZEdoTMO3zV9yyR7Hrxe2/YS62F0OU0HgfzC3MAUBcePI3WBbEKd4XNzi0igEQaOSdelb5msf5AaCM5GuC8i+2SAJmV45RPAjgfEaNMELKN0eyWmIk9RUJlms9krV67cvn174ADwlk3W19d3d3dzuZyqqpOTky+88MLCwgIOdQxYPk/8TabD39uN3cy36IGSjElvXk389aON2dlZZkqOkzt5iptWmYyFKBI/rbVWdJl0CVBHq+0MV6ou5KWANX81q9dr5gbH3Z5PnFHUmDkho5dIkop33n2XvBD479NPPwkUyGjiklN7WlMt3osOTol6jNdTsb13V9PdrZascxiVHECNg1JUdZnilSokxELiALdw69atE31E3/HlQKp737QwIGBv/NZv/da//bf/Nowd1z7/Cy9HTnGeTcfPwUwfoKoYhY7dl2WlH2oMMpdX4d8wo6BpiWt1abslDjM6jstsOtFHdyVrTsatyJ/kK68m5q8dy/NncyuT8bXQopxu9lgONAADWGoAXeVC2+rpsM1+OG8vmoYQh4fBmaZpGKaP9AV3s1CMYfhieyiP96CSKPoIuv3hBDCRLQzEn3J9CPrCafcCodZj+FpJO21KaJIK5HDAW4hiAeb6PRYfp7IxvBfB2S5wjInmIlizTxiXcEj4M4rPryJGIrOR3XgA1w1WGKC2iOzk+8K7kawXYU3Vj6xpxOsTJ8hxzOR4Bbp+rVbb2tp69uwZDMuXX3750qVL+XweBvlZnwj7LaHA34Ypgrd/MdUTPjaVUa4WzSebmxMTE2Nr9T5vYtqczOyx514mU+KKHiQmXjMy/G5lPhfIlce9vCAbhrZQUM/u/bZt9s5HKtEkFYs9tP6RKXkLCTGlmp9uiZpk3ShCAan3V+4S53660qrY8ShIpyc5BnTyfdupqhG9OpPJ3Lp16+TCjY9gXruR2W8CG0UnJyf/9t/+27/7u78brqDyyZ+mX35Xzk0PjtBhctYlEAVmO6dGd0sMxQGo8QEMbFf4bDvG7eXDiRgdx9+rewm+jlEkgbtVaIczBHJIanzn7Vh2Ypi7o7ng942/Y8JkDDVWGPVgD+VA/njAJKCzooWZKMgREoNMDtLZF/Bz9yxkv+2Q7ZqmYVkebOyzG/Mh8D/iq79TjFyrgw8G7Jl+N9ivP/Rje48MmKUVY4DdYqyCjunXh8GIdAo7SZIURUHgmH5HNA4eTjlDXigyjcA7JHViVQgcd6PLg8/8RGcTv0kmRkAjzkv9FGC+5vzM2B24liDChJsCA43xaSC7NwLukTh4vyWHITPNBlikA/UH0hIGJuURdLYT5zhmclxiGEalUimXyzAyk8nkwsLChQsXztmafDgdKvzdbMopxcmrPYnybs8nSnV4HhVwxQdQybCYhZFJpS3FZZM9h+dcFInXuEaLC0ZgenHHIewY5I2rqTN9vyWdTaCjkwiSCkn69V//db7Xm7h+/foHH3wQ2TkLStP1knRHb1p/YU76bLVZ59J0YuWAxNw61DO4nS+88ML3vve9czYd42ewOn7t137tP/2n/xQuXvvkx+mX3xXTEwxdOofoy56V5fQeH92l6SPErToW1PhAkMr4d+y47NwumtGkxmoy/er7gqSMLbQReMts6DE52pjlmFd40sowkq4hEINJxWb2mGtka1cn8JWw0To+b3G3jJe3eO9t8lHUtB7E7MUsG6ZvGYqCl+YYiyH67PZpPEegP8JLFtbxvUHGvV9C0DkCi4E40wHsH2FY8FisNa4XwaR+5ckx/8l7MwVmw0Pm3y65hBv5fiPpHRCGNj12ai/DHkYuIx0E9RJPzkbl6SeKKZd8bLcDjuO6gg/CumjD0ElNQnHBXGB1JBxFEejw4fVX+uVGzmVHN5L35Rk/IWEcx2dGDMPY2tpqNpvFYrFQKMTj8XMz/w1OSwpfH1VULW8Hcp58y0uUVzI0DZRdZKYUJqOUZ3UFVHcuZssCwwuGU/qcI9ATMMzcwpnstwaYHdSN5GP2ajtiS9dqO8OXq3NZcaAq4Jwzwnhi2vyWLq03lHCEGsfyv5+AyFz7ajFEUvHOu56hv5ea0yPM+dY3vwWz5I9//OMwqcJsRggELAfkzqz0xXq9zqXCkUr4MnOqFYhWDsgZRY0DxnHYTyBGKtwgfPijP/qj4MTt2NWP/yT7+q8KWsqJYicc4H+ywXK6nv/wR7he4PhwAcf91OPw7IfYFROKeyPXEg82Y/BSfladv1578IHQLA8wRIcxVo+q8E+gz08lrMuZPkv4ubnsnW9HGskDttCetDkdbgnTCUyOb2Lbp78x2VfFRdI7RLrq/erp3YPodnFeojY97NI0LS8w1EP2PMZcVyDkBljYjQrtxEu4RGFYlt1stSTTVFVFluFfh2AX0cDI+8KQUkJQBi312XhJGQERz66dvwdNBsJm6fsN2D+ROeUCMbzhv8PrTzrlHbk6YTEOZLfrAuXe76IInz1kFY74uLHi9if6CBwJrA0gPzWY3PBXEETVF4midIMH5m9YQuj28NMKPTsEaCIwiBgRYexUSHDsurYoei0xzTZcP9B+6lX23H2kPUwyCpI+0C/94+BcecNs4gnY5PuOzVGqCBYwdQb0OPJUrKyswN/Z2dm5ubl4PH6+b5keCbbjJcq7XWjScSWSyH/nRuZP725PTs8ewtBncuzyrKY8q7HHMKxcz/SET85o0v9lNjlK1KBntqPGCR9tb/eV339Wr1p7dtJkSlxtR5dc0dO19cqN6b6TznZLelyLhRfw+5kOA7hZI+fyfSscEiAYJUsXEzTcr2SCJBUwFS4uLu6ZgHsncEtL15aWlj7++OOf/OQn9KvcN1gY5Na0sLxb1ZToX1PqoJWPMx1rvO+WfPKMCXYcrMG2al/+Zfa1vzEkjsZG0FgBBMMc4YJe5WnpBD4lta/lbEkY8mY5KZVT5q/LxQtHt0iPU7UdK1XFYs4san1JjeNzS4cbdydqRbNFViYn2LtC+oFRVRx6kEZqgwHKJKqkGw619NFbn2ACXH0f5ESQkeed8MaI7pGwee/6uKGDlARdPFDoOjT8wFvjB+t+2hCliXqHnD0JMXSA6IMuRn46xEQzYBUwimaEp8KICdkIL4oeWwWyTITDigMvIhBOi/i7zzTiBYzjk+d9TJq8ODxCt+SINNBR5/JUADuyG5sIo4teHh3SZ9xusUANPXzH4Qcbjk2Gm4pkxjuoJx7oHkd5+yMQxnF8BgT6vq7r29vbDx8+hDFw69atubk5TdOeq4fQtvn7Ze1GrkXb2cmY9MoF9X65GY/Hh0SImDAZEwnESYlnFkO5kpA+quyFdioSfydXe1IR6nbM5cXArFbjsp+tle/MRGPHu23phIbwvvFrY4QmPN+eSaRbUpAqUSQVv8F1qMcE39PobDns2rHuSy+9/NOf/jQcd7yvzOfEIUu+8cYbMPt8+OGHnJ+V7vr16+fppQSY++gXdOfOnY2NjTAliFXZaq0/jk1dHIY7lU3ToxlZx/KEOy7TcXAcD5MiZvAdyVz71sRQDpsQS0rF+dilF09xBhkyvPcoIgncC8WWGjWvuoIYv/O2kikO8DNPkVvm1FP9MDnHInD8qeMsTEKahqeJCwIoahjrJAepSF6eUA1wPWEi3j+HRxDTQrCyu1TAE7SULB7QscakGtJBMIK1ixRzFJ3F4Z2FfqjucdnPpGbCUIz3S+6U/IqPCARNaLoeRN7pKOZwyjjyRjrWNhV460cfGw4lyHfss2FIXdZjDkktjriK2T3d7ZKZ8IS+Wdd1w+ctQfINfA6Es5gONg8zqww5xQ+IT9r3TQWIjyN33oxtfkUWcTzuYpomshu3Wq1YLJZMJtPp9IAuDn5yvV7v5y3jiFIUJZvNQm1n6DnUDOFZTV5I9dzXbE6ttJp1Ln5cYBATJqMRqRc55rlx6a4Hbccb+dhH5TbNVhFXhZuTnGG11qrOjhG3+R5K2ZaQ/XytcnsmApvLqlbFOP4p6eRUwQC7h+mfYxsprh4mqXj33XfRmu+6BgLhzovwMk5MvvOd78DfMcx3d0Jdnea8g1fQbre/+OKLQFdvPPhFbGIeofxI85ehxiN+cYHPR6ICCHAcn4bTAsbtVKLJcYOyqvKiJBUWlIu3RDVx6l7WSUNXcdl5YcKIrJSQGg+49JhAaQwvZjICe5ZFHI/JdEQDqR0brkuty0VF4PYGe3K9RMldy6QLDyMeinViTX6ZvVDlASHAHEXpQCHanM+YfBgsj0aNg3s9ex/KcSlAGtjtRUU7JCGEkhhRXZ/JoYeQJBB4G3o4bjgalzxt//l76Q1JSjrEbRGUJ4sBFO01f7huRJNUdIPZO1QSeHfw//7decHUJMscfY+R7NLDv+LDUYtw/WOZh0SxT1fOMMfxgwcPfud3fmdxcfG3f/u3z7eWbbVaGxsb1Wo164umaYO7VL1ef/jw4c7OTuSvMJZqtVqhUHjppZemp6fH+d5pbYUjfL2pJBU315so7+Zs7OfPapyS6kffzoTJOMJhvcBxQjrD5mxaFmm2ChRF4i/mxYtce6Pa3GgqbV4jw7PBp5+VKgv5IEY8Gbc0ufXlzlEXtA6xDnwsuAyDw04CcwmTVMzMeCQVxAbthlOQfWq4Fw++OMlkslQq7XuhRCLRaDQO2rxMJvM8+HkBO5sOLfnBD34AHz7//POec4zW9lc/L956M3Is7LvplY2dk9ZUkS5r+PkPtRuXG0UKb7pJ4BCCPTx/aQBXG69de0OevDhuRix3MhDtbNK6kI4mNRYK86lbv7zvdU83rfQA1lQmTI48ALlT7NtMosY7egoCjSF6VEKSbEkOWW/u97LoOE0aBOygmZ1X3ok5xVBTHzoUEdlEjl2OwkYRWqWJgBHlDPMSRDZpX3OlH2ochmIPZ/wEArQ5amkkUFsXORVIuDECx/Bw/CjgYKY4Eqcc5pQI4K34hGVZhqfoQ8YOHYOMhf34YryuqShKF0o+PGrMcVxv83iSAY/cHVzRp1oWaU6JQKa7qESLPRfq10LytA8RcdzPuApHQI+hPcw4jsdOoLu3Wi3o4jC0dF3f3NxcX19fXV2Fg8VicXZ2Flzco9RvGAbSkhxiA+84eLCPqmo8b6tiD0p1OWd/3WB9h8lZEqk3FV5SEse5tXykDc51lnrfntT+42rfETiVFqfSdrNdRf4Kjhdlrh1GjVFSsv3iROuTLW1IU2xfS+4k5l3m345M8mIkScWvk+QqfvYS2vgj5hzMEcJLL730J3/yJ/TpmUymUCh+/fXDQJ0vvPDCp59+eqC2IWz6HHh6g8Lq4SGAufLVV1/1/LDxcDs3NzG7wIWCjvcdO2O7Qe+sv8R99eFQmnOEHMfhfgI+4dbWFvS3z5eblycj5ghelOJ33hZT+ZNu1TBddIBzeEwmBHc1a+Ri0ZQdhNQ4HNw0fE9g0xyTs6749h2VTEb8Nvxg3r34UB+j5H1GAZEXgozGYXXUTe/WX+m6nJ9Yr4MdY8QrXg5jmjkquATDiklCPDyfj2afdyPZkIfh6h2SeSAcBjvkzE7bwHTGtsCchWG/yP+L4cAe7YAkybKEhjQWDm/WC8PT9FxGQdV+hvPeMGe8Ll4OwVyPJNcnrDg0qy999W7b9q6FFByIfcOtgUTaPyQzHrnfQ1ieh7iF8CJEb/ZIniZpGcNRzDiOx06azebKyophGLlcbmNj48/+7M8eP34MvWdubu6b3/zm0tJSMrlPBi0ocPXq1YWFhchft7e34a/iM82MCyY19PDwtI/D3y/Hb+fr9FAtJKVnlaohppj/yeRMCJ3msXNkjFsbQI17PE//80xMem9S+4sdvWn3HXE0f0VW4wMxpLTEROfFidbHm8PGHZ90SNeB0DQWNXlEYIt+kv1IKrpPPmizdR0SkjbaozlutfTPP/8cyl27tvSd73wHQ1r+l//l/9Fu7+VwBKP2b/yNvwEfIrFjOBdmTPpIJpN54403YFJ+Hl7NvuGK77333vLycr1epzSGazz5dEuOTUxMDMgczeboUx9lRwRi3OPrY/sSH4N3t7m52R22rmE5Su82HV4QE3feFo6GGu/LozI41/kw8WjH0ufjsnM9144kNeYESbvzFpIaH5FJqV9w+mgm1iNxqjBhEhXtwKgqTvd10LAvjQt7Uavd/Gn07IL58nqzUnP0tqegZubABOS9JHmcY9sO4pWE15jnReRBRiiTNMH/iUSt0j2HAKbDRhb3m1BGEG4SvgQNzsJffCAYkIvwrih67MOSJAtCsJ10PG94yTMS6IR3KMsKTT/CdZlDYOK2LNMH6N0upCv7TbIPGrEblakPlwQ4P+TZwrvzI6m9OGhM+sdRCQFJVXRUdT9uuwHNOwqnRL9I5/Ff2WIcx+Nl00N3L5fLDx8+rNVqk5OT8Hl7exvGWzqdLhQK09PT4K9CmZ2dHV3XocfD8VgsFpgIwcXN5weZzuDjjdv02c9tiDyu2/yTevxSqkkfvJxzvqq4o9TRTJgcWoRQ3xxrpoo+m2voI4spFf6t6dZPtlvbutUvJAD5K/a9YEx03phpfbihGnb0hp1+oVsnPfCZYhnNdIAfwiQVs7Ozi4tLpGD3Xw+uRdn9HovFm2+++cYbb3QZLQS0j99///0//MM/JGe9/vrr8Pd73/seF4Udwzz7T/7JP3munn/Yig18oMejqqr/8B/+w3/1r/4VJtHujPRWqbrxDKwReHoM+jlPhir95VhoxGlQoF8/gV/B7kXUOCYL797OBVBjGOvarW8fI2o8/CzAD4x/O4men4vZ1/Jm9FVjqdQr7yGp8fC3M/xDYAOZCRMmR9SxPp9YD/PVXo46jrLvqAknvFzXZ1mu+8HhfNYCx7JsHyEVe3PEYf43WuMFVwO7v3auHyDS7TcvHFrnH865CMyegYW3QJ2u6/gUDhYB0yXJi8hFKg9uiBywYdZjctddkmqBgLD4nU7T59vnR+Xw7fOEkd3YIhQcfiR1BxMnPBXhqmhw/Cjhw8O/5ajh4A7DDDYmcoY5js+fYBbIra0tcFw3NjYmJiYymczS0tJrr71WKBQmJyfhCBJNQJm1tbVYLHbz5s2pqSkYG+fPmBu8PXa7JU7HhRhFWJGJS4lKrcVnwltimaXLZOwGu9EOHJHGNQ6CHzhNBgbXTEz62/Opmmn/Yrd9t2YMOfBeSctfVtt6L0TIc+4rU+0PN1TT4QfPwYczQZhyGGe/gutLUvEbQS/BjfAcSI/AkIruEZ7kPLlx4wbYPB9//DGYtu+9997ly5ex/Pvvv8+FsONRZNkb17cw4CC9TAvWyA9/+MP/8B/+A10gUfp6U/E2SKXT6cDOU7b6cnZNs94vx/Ae+/UH2pHb2dlpNr1YAVXi372djauB1Uc+fuvbUnbqANvXuP0jyI7FyT8oJ+a+cjFjzSSiSY3F4kLixreGH9HDBESPeFsA0wxMTk5YuPEYWBY8UTMIX/p/OVHkIwkWOC4INQ5gqAtqKriET8vg8zPYoi9CJ67Zsw1Bt2E1GE+ATA4+zYVLocZ7DQmryoMmUjt2RRfO70fbWuHUgqYnFo6FLrQqwVOhbsgNkEdzfeJ8w1zDpADSHHNUFj7DMOBVI90wDkNMYHiUaYJqgPcPKTjgQnA5OAhGqaqqvv0f5NkY3HP2bdWxvLswh9uZMQEZx/EYYUmWVa1WNzY2lpeX4S90qUwmc+nSpYWFhVwuB2O71WqB9by6urq+vr61taUoCoxJKAk/PXnyZHd3N5lMPicuLnTcr6vxm9kaPYCv5LnPSjbHC4cw7pkwGaWIoaBbkRvTaSOa1mugV5ySxbcn4/Dvk7L+ccVoWIOU0owmvTmReDGr/m/L1aoTgR0/2JVLunRQH37wNBxYk2du7bhJP5KK8Jt3vNgVDmnpcCNkFI9ZAPbyvr/pS8iaj4g7fu2119gb2Zd9D2yVpaWl+/fv7+k0S1cam5ub3impVGrILFhsLefYPfUhCRaH6ga9FqZzKE7Ag77lUqlUq9U4f8PKu7dzKS0wHfDajW9Kuemjd54DRRtEZpYffuo5RFMlgbtZaCfk6PlUXfyGOn2F229vUOSlByzBjp6tgk2yTI5LBIFnXWucJiOua6QFj3fieUPQXiCZ2IBEbVGEyLzjuH78qY0J3GjsmEQ609QZTldQvQtU5uV+fWcY+PiEOl64WeG5HsFiQv5rmhZJG4iocRdJd7sJ7Q4AmwRmzC7y3uFQ5nwWOMKMAdfx8/B1ApzJQz4op3O/aRc5lEFwkQC5m0m4MbI5I4VFGBkfN+UwzuAV4zgeI2m321tbWxsbG2AiQ+dOJpNTU1Pz8/PT09OKolQqlSdPnjx69Ojp06dQABnf4QhuDoUjq6uri4uL9F7Rc+Cpcv13ozdNvm5JKXlvA0JcFdN8tcplmRfKZMxFDM0Ic3F5nIciN3S8Ei0vZmPwbwB/hcRzP5z1YhI1WfqN+XQkdryUM+7vcjutQ7JAhxGTfpELx4IgM4Vz9BfEDSCpcPc2MLr+ZkTBi1vxCM588uLwSyF27QD7rLfH+ZwVFy9e/NM//VP4/NZbb12/fv25ev6R42KA50bku9/97sOHD+nVa638zIwXNjc3VVVFSjs2QE7Fjjqux97JXE/NDMfYyEip1+tVMOv8dLLv3Mql4yHU+PobcnHheB9XP4XfLy5pSOaKo9Dxx2XnVtGU+CjUWJASL70rJrIHuqlIktB+cxwbtkzOqPobxmxjMsK3QbNAkCRgHEV3IIR5dYmyoo/TgC4BIgljMh732Coc1zI5XuB94LIjXVAYgeM9vgIEOgmmSWPNw/efgJ1zcr0urL3DODvcjmEY8BcOEjwXb03yhbaQadg9QHY8jB+EaQYxxBjBKIJE+5cSwQ5UFJm66GHg0TBVFKLG5LrIwoEvDn7pTJI+UO5Fy+5h5RzdYUajIoZ8kmPuMrCI43F6GZIUj8fz+XwsFstkMqlUKp1Ow1/Oh5WfPn26srICxQqFQjKZBF2wsbEBVrXbK3SdMIRarRayveCuhNAg9xajoAxUC5cOFBilY3OIwk9q8du5Kj3erk5IH25YYEaz7sRknEUIZVqQx37WIEvZBw0Z68tf4brvTCX2MCYfO/7xWvWJGdxOuJQzOE4p6dKQgWADvoZh4kjersPN/UwO17MC76sgVaNJKtzec/z/fJhS8AHiaGJt2rTu06XJa90rf92X58+vc4dHi8Iru4lE4lvf+tZPfvKTPUXn2lpluZm7tLOzMzMzM5iwgoFTZ8BMDQ7dE9SE0D3AvsV8zqLAvXUrm00ETTtt6RvyxMURGOeRiMBBp4ND8yNNxO2rWSP6t1gq+fJ3kdSYiyIlH41lzoTJ+FsXjKri1F+HTwSBCkqgDG/Oh2o5nmIQJty4NHDZNdg6RkSfsI89QJlwJggC7wi8z3psC13BUogdI3WG/7uNELSPyTiYew1h7UOo1REkxBucVw1ux09MZ3Wxb+/JBwDxAV5SAKIdEA9OkHfCMiyQvCK+wOVo1PhwfND9iK0tyyZp8RA17saVd9pJgGOKroQ7HK/xcy6M43iMJB6PLyx4cROGYYCXBT4Y3Zubzeby8jKM/29+85sXLlyAsUfUAbzBhw8f/vEf/zHUAMfpOlut1urqKlSYTCZTvgRGIPJjrKyswEC6ePFiJpMZQ1eW6xN33LaFsqHk1D26N1nki3J9x8kxk5fJOIsYyo4nC2dm6jrc4KL5Kz6reD7wm4XY1aTSgwLI0g8u5P/oaSkSO95sOo8qSrgNh1uyDnzl+yQAHMYujIQSmAoa+l30DgSuHUVS8d1I4MrtYsf+VkfBj4Z0B7iOYWIK6ldmOx5mmAe2Rn7jG9/49NNPMUQURalv6MmpZpPTdT0WiwWwY/acx1xvR7xu2oU47jdIO3LgfCJqDHPjr9zMFlPBsAb18kvy1OXDobE8dzC0d5iv/TavhAgZD0ahuJg1Clr0VsIAqfF47ro9XB9gA5bJ0UXgGVXFeBl7yGbgg7AcDe8iS4QbCiMgkb9UcDGUxZo6SdgC0aMkiJiOQfanEQ9GxJhirhuVTAx/rJHwVCAq3YUfREEQ/W1tkRbmKWtLOgQ7/CvcDtL+yrKMUcZwL4Skojsx4T/uQKR/Ye5pJAaBq+ETJkHNJF5bFHnuaHs9wy4bIanAwGrPifDFD13faypyOlPvnQ+QaHNHI60+okl2hvawMo7jMRLo6JlMBro+wse1Wg28LxgM4G7V6/WdnZ1Wq6Uoyvz8/NLSUtB8FMUPPviA67OgalkWBibDrz5DuYsqtd1uw/FKpQIfVFU9W+TcqC+e1LWs2pNd+lJB2llvc4LCehST8e3AthnYiT8+EraMXMwofEw2N/JXDPD2f3Ah/8fLu/fbwctNxj3nGbHjcPKHISfdflruKBmN+/3EcLGDPEnO72VuBEnFzOzi4mKAbBsNeHcPO3ZF0R1g0/d5vzzNevwcP3z+oOZyvwxaYJq/8847f/AHf0A/4kTp69rU7d3d3ZmZGdbVz3ZXCQ6roy7a9ZsIwPRdX1/HK/7y9cxkOmjRqRduqXPXRzA0hvx1gBt8aBIkRXBu5NuaHH06ITUOnMjQMSZMKOt1T1jE8VhNI0Qx+sCfH6Zq2wEYlEB+GChKsF1CKMEFCRYCtFqd9+7Bl14KOAc5DSiIkO+1J8nWbVzCdKFFHuGBiwboPtQNR0c2jm6/hT0jinlDIizDNF8E10Xbw4wckWv8/doJrwVZhjGwFy6hKApeqMsIETz9wCu+UVvW/P5jEHZjxZfAYCd3R74GZswR+2uBPa9naLmUcRyP4yvBqBwwmtvtdqPRgK/3799/+vQpfMjn86qqRr9Ify0l0PM0TQNXrVqt7uzsYFB5s9nEpScYYPV6fXl52TAMqDabzULhMXFiwwql35C2HW6jqUzHDepR8FNqY8NSGWrDZHyH+XhPEKe7qg4a4L2FfGGj/Fe1YCsm4xZ40V9sqyfhHg8ZEcb88xNw7TpPchiSim4XxZBBd3DnJewT/RgYoo6z1xrhjQxffnFxcW5ubmVlZe8lGnWlVWr6y+GBLHlMxvaF9lOStNpzj6YDwxQQeAQcezCAMXrol65nZnNBo1eZXVIv3DmKs32Q+90naPGgbueQLyKl2DfyRpjVyruWIKVe/q4Qzwx4pCfaDU7RNWDag8lBTFkWcTxWQ5gj2CtHkVGAwm+320a7bZoWoTgQ/Rzi+AFzJOARmBcwvBQZe12nQ5hEWCyI6kb8F+ERqEGSRJfroMZ2F6Hm9v7w3TZ2avI6j4uRyLhEKviB0g49OxyaabNf9qZDQEYDUF0SWotwqqrGfPx9j6Sim5HCJbUN1rE03Bk4jqHcdG46n9FYwRkHZ/NucHeQw/rQswDWQwPWcAuqL/7L6jgXJHS9W94JA+Iken3fKfJY2P9Hn3X2GCditv42XoLDG/62Wq1GowE6DvRjxRekKsaROWQ/g/LpdDqbzSYSCawTPDdd15vN5u7uLtQJVcHlsr7AhzOGN/iy2ow5vQ9joaBwZoM7yYVBJkyONMyFINY1+rHTMwVS42RA3GZkLNUAjvXIMkOaXK9MZb+ZingwKdl+aVLvN58dy3hnrumonTv/r+TqESQV77zb2yF5mltiuP3mAzJ7cN0oEjZNcIcAofrJ+++/H1zD3n3CuQ4JUGDz8ln2/GlVeczzEX7e2tpCP/PNxfR8Pogay1OXY1deGYcRcbgZp+/8wu/VP58ybxXakagxH0+n3/yfxEQ2HDM1bsNqmOcz/nfB5CzrK5YcbwxVAt/lrOjAsrbt+Py0tk9C4fp/HfhRFAVFkWMxRCBl+Acf1JgCR2KaCh88zlxZFEQv8R3HuzzvdmMFoAqP+AK+QiWyLEFJ2f+vh6XB6STqI+3pNlHoBCZ0WBwQPD5Z8+nQWx6pHINBV4sApt30dChI8tvx9siLOCj2Ej4C7xH+YQI6Ota424buq3Hwn3NQ5L2nD3URZLsrUDHcFrlHvDLxHkhLuD7o86k44GfR8WQcx8dpRB7LW8fh7S8NeYL85UjX0mw24TXV63XkChw+kR0Unp6exrhjOL1Wq8EYg8onJycLhUImk0kmk2TbwqnLQVfwHIdbbcbmEzqNQyykjCdNbfhthgwqYjJKEflBX09FjyEfRV/IGNkqcKSQgdNv8uuJSXPDVe0dj4reJa14eTKTURt/vN22erkLYqLz0qT+yZZ2XLcfCYhHbkMeUlMxfXKgN4DdIYKkYnZ2cWmps4WQgLtofXr/47u8bH1pVOgIFC4iSiLgWD6nXuURrdhwSbArXn755Q8//JAcEWwjVlvT03NgfoC9wTEul3PSc/rMJkMTZIePbGxstNtt+PyNK6lLE7FAAbm4oC19YxR3ctzG6pCTkci7VzJ6LuZEFpAmLiZvfusocEM/kpljd4uG8Y9o4GPfpjJ1weSIwqgqxgE2ITidIIhImwmHEUWEIx4w5dpgtXkgoCDGNJ92gBf81HQOnO/Dnh72aymSx0/gUVyYPnLYSWTndhBh/42LgiSLkuzxVPgEu1C/i0nSPN5Ozu0CqH1zXXRhWMflHK5T/d69hPVnIOCXRirDbk5gzw2dsY3bj3E4MtE3TfSBodwYYd0t7BLghJjHYX9ucALYfm3o8nt4AYsxH+zHl0v4jn0nEmlGvIUB1Pph1uN+T4lmqCCx5xhJCffoX8LrFn5gOsZNO914am/gE5yaRFtTIJJDiCyGAZGPPhMN6Alnwl9gHMfH8OK5qG3Ow/etZrP5+PFj/NxoNLa2tnZ2dpCn4smTJ6VSCSxpDBCG4XH//n0Ejuk8eHA6VBKPx6NtTUlCVw1O1DQtkUhAPQhPZzKZbDaLxPNnztclbfbZKtoSpdCnM/Jao2lxSdZRmYyj/dobByGc/Ojr588P7+e7w/vYgwvQv+63OetyJvE3RfEPN5ph7Pj16ebHW5ph80d8JsdVjMnhXgL+X0GqRJNUcB3yCZ626bv7z8L1HBQKYVjECeFlv/RLv/Tll1+CybE3Zisr7cQEWDKMreJU3tdJPHP3WHNPwenb29uIGr96KXl1Krg0KBXmtBvfPOkFnnA40rFMAZFMlAGJy87VtN6P1Dh+7U1l+vLxIjgn4RCF47IDKTTZ9MpkVOYFo6oY00kJd3p1F4141+H2qMI6UJrgI8SiRzFBh44KvMgJHvpne6fyXs46zjS9vz4i2dGtfJfWVuwQM3RWp8SuhPl8keaXDt3lEH/0/7lIinG0tdIBynMACd6BlvZpDArZPLiejHCDznaPsIDqI7OdZ47CUQS+iNsikE1xLkMZKfwiuKGZHEidfny6t19flmWfDcOJLIlcFmOlE86cUho7juMHDx78zu/8zoHK/7N/9s+GKbm4uPjbv/3bx/6aIxN9HNQs29ra+vGPf4ywLwxysJubzWaj0SiVSvABhgF8hg9wvFwuw2dN02jUmPOhZ6jk4sWLA64Si8UmJyeRNRzGbbFYzOVySGFxDlIwP63Hr6Qa9PGreeersntE75cJk5OQIFXFqMZfv+jacX5W08nY3+S4/7LR1HuxY7ANXppoHRE73vf2I31g1oGP13+QuSiSinffpd71ebXBzq2AvfHtb3/7Rz/6ET1g47tPGsWlarWaSqXYIzoPo9fl97WKBwzUQOzSzs4O2Lfw+fZ8YmkmGAYhZae0G986KdR4hIqj3/PJaGIurkfSU3CilHr5PTGRPSEb4Bj9XqaCmYyPBKgqWMTxODjsmHeOJp/t0EV0Y3s9cFjgEd2FXwgjLYKSZCUPQeFu8LJg27YPk5LQ404BxEw5agkQjyPzJx2lC4eFLnCMaIwfi8ohgYafk8+r7EQdtEhwd8gpNRABTVIIdtFz8dD9n149jczkRi6KUeT+u7CQEgTjjpGWWtd1RG87c7okxeMx3FJPV0WH/QZQ9TDnYRc45ghwTAcak2yK0ABck4ZidIHAOgGbv4bpaSzi+PDqL3LP14G6XSKRuHy5J4IA+nTcl2KxuGdQ+jKgHih/8eJFqAoq7FcG444RJoZhg9nwiEo9szNQ57Hv6qIRFxRxb5UpHRNiTlUX0qyvMhk3EbwECyL1lT/dQTTmMp2M/T1V+t+Wq1UnAjt+WFZKunSIWxtQIFIrMpPihGRC1WGCoo/MzMwuXl3qffrsOZ0xefHFFz/88MOdnR1yRGmV9HatVBLBUGE+/NnT8I4T6a0e/XJQSalUqtVq8HlxWruzELRjxfSEduvb+yZlOaGFvaMHHQ/TMMmP0IqwFuKZ1Cvv8aJ8XLdDb6AeEAs8TD2D50e2zsrklDEOZsKN2XTUpRdD4NijmvRQvS61cSdBmY8aS5KIjASOE5GPjoaAOY4EuoqWZYviHnDcYbXoxtty3Wx7WACjX/36QQ1CVZLHl8zv0RogiQElJ99jQ/QXw6tQxEnJI4LGY8Rx+CEcwoQgXMlkyiDtpC7qRr4m+IzAMZKKkGBk27bgGHzGzIcDYrfpKZjmce4kSPQJKJC9GnFhEllM3iMUgwZ4Vqii0IQe5KJDZkdnMnYcx4uLi//iX/yLYUpibPIxxhEfYhSRwUJWREh/G7LnTUxMvP3226+//vqxNAycMahwcBkYM/l8Hhrt0QZ1dxOcD9focV27lukJOl4s8p/tuMfl2zBhclwiBVetx6NDjrGfp8nSb8ynI7HjxWz7QZmLxI6P6AwfbgcJk4NKPt7zTsH4+w0kqYjknXMPgPCwt3a66uT999///d///R4rpfR1VXmxWq1ms9nIgcbe1xh7DFbwgMsdzrIKOGn1eh26BHy4Mhl77XIwGl1MFRJ3foUTxOFV95gbq8OLPHkp4bFznPhQPVDbhokyZrqXyRjMQWdPRZxvQcAElwBt2+2Am5btdPBjL8JXFCTkq4W/JKNaZ8ZBZLk3oyYJaxVFLy0bZrojyDIRWsvhWX7QseXjilwXXRV5TsBAXQ9NFjrMudgYP9w4GBF8LKtuw1q0A6eVQMMIcKwoCh15fcQJKxAiGcjI14nK7hJWYPI6wzDa7bZpdjBiTKmF6exM00C+Y0JYEYhu5vqwKuPufKgZkWjZF1xFILgW3TACHDuOE/k6SNdig3TfLsEijg/54MiSFAUc+8k4Bez6Q219S/iyv7nuC3R6qBlVwIGaCsO10Wi0Wq1mswmfKWZ6ASvUNC0Wi0FLfHaYMzNs6Hydnu9hSg1TTMg2KRBXhBRfrXGZE7KemTA5nIi9wHFCHKNBR+dQGCtB7PjHa9UnZnC5K4wdHy5Xb7+vzJg4wbHgmnG154VeW7rWbzbr6aORP1Fvnr21U5e5ubnr16/fvXt373VbutLYrEhSOp1mL2jE9tJR1KN3lh0Cjh13j3j8sIZTvV7f3t6GDxeL6jeuhFDjRDZ+5619UeORWf6j7LTHS2o8wIo+tMIccAozpJmMw4ilv7FtLmMzF3nZ8JDQwLJs04v8xXhVjPz1Ao4jsU6Kengv7pVgxP7foN0eiBbuAjXIUeCIYicvHxzDsFxoAqlW6DSmhyX5hLTcYDx6QFYt+pnQTwlpOzD29ngpSQcsCvq0HjyJBEfkClFjD3D0RVEUBI79n1pQBtMV0pXTDBVh4JhEECMYjXUS/KrfnRLIOBxlzLGVzqFl7DiOz9R8RLBj7HOojwRUX9h7j+VCiBq3Wq1yuQxV5/N5TdMO1MharfbkyZNnz54tLy9DJTiAue7KTzabBe9ufn7+woUL8PksklcQpfm4nriVrdDtv1oUPtq03V6vgwHETE5XpF7zVRyDEdeZNbvr+/y4Ysc/uJD/o6elYbDjQ3u/J2odMgk8e41vcb3s1ddv3MCEeJ0ceIFwY36wb8hkvOTtt99++PAhktB1RnH5WTVewKDjw23JZHJEH+9wJpBjmeHq961kwLXgJzBHETWeyylvLAbXEsR4Ov7C27woDXCw6f5zANvVPR0l0gPUDih3fKTG+85lh96QxxZ+mIy/9mM9dtxeSHdGcCzLNAzTMm3TtLrxnh32YVnGCF8hACBiZCjN59Crr/h+CEaYL9gvJkgSpm7rANbQOpsKU8XWImxMBzKfnDLEiN1AtZFTXqAxAfiYoMbYfoRxD7HwGbYf+lkU9ESPlBFIJdFqtQzDQDYJVVUJwovNa7UaGN9NgqYD8C7Xy60ED4dwFmO4MVYIf+GiJO1eoHvQ/YdeRSB9iesNY2cyuEuwiOMjGmHdkQwfeA66tH/k2LBXqBzGRqPR2N3dBfMaI//B3YrFYoH8eOETYcQ2m81SqbS1tbWxsbG6uvr48WPw1uBcKACjDmrIZDLwF35FpQMjHCs/ixnzoP26xdcsOS3v+aiKJOSlWsnJDlkDUxxMRiCBuAdRGLNe5+eDGE/sGOQHF/J/vLx7vx18aIvZ9kdbYtvqa9ww12IMJa06NHAMz39mZibyRUX0xy6OjOlVhtzow2SUkkwm33zzzZ/85Cd72s+1tcpyRVbhJ39jqctm3lGiJ1xvfogDVGTbQS93aNssslVgha6vr8PnmazyS9czQkAVq4n4C+/wknIgI3DohxKa8k7+LdBO7FzSkITo1h47qfERewsTJmfXR+81vFnE8elPRwjo2baP/bUNn/bWhzh9nggfNZYJJ29gniKBxgFAsFeLBxYUO0eowBjSHxBh9KayDm7ocj7Tsg3/vFhdkU6v1zO9hNNcHSOUEd7vGHgCkWchDMp16IP3wo0JU8fhdPtgO4G8I39w8X7kuI2x5BgUjETSyARCXi7XIZsWiPVO9Q36HnnKWunAwSTWGO+uSyQi0qTGg2+HxpHp2tngHEbGjuP4rFjh4X7pObDunvvaq9QOrz5ghNTr9eXlZTCvt7e3YXjAgJmdnZ2cnASna8C5MFZ1XV9ZWfnFL35RKpUymQwMKkVRpqamLl++HIvFtra2YABfuHABgeO1tTWoH369fv369PT0vsD0mPhC4VXHR1XtpUKdnjkuF6XSuskJ8oG0IRMmJycBaooRRBz36+qBnar0Pv9xjuT87nyusFn5q1qwhS8UWz9f1w6qRgZ8ZSripDtmgOA4lUqFEWKeC8ykVBGX5c0bd/nGN77xySefYOozFKW+oSendnd3SVYGNtBO3YgdQuxwTYebeqABYKOCWQsm7kRK/uUwaqxoyZfe5WX1oDPa+IvAu0u5dkaxI38dDanxKRrtLAcRk9F1uYH2HpPTsflczo8Y9RKjtQ3DMvfoFCRZUBQZ/kmSGH5lYQUSSvLpTVKRMwOixr1UwJ0OQoKgvWR9rms7lm1bHnDMYasEP46Ox2jWYZhCwyy9hwM36JkuQNDRz3khl0bgmKOYOo4LNQ5D2PQl/EByB2lRsQ0+97RIcxBjTLH/PDkfcMZ6CDEx1+uG8l0r33u/iBq3Wi2wHzA4HWONCV0J4mbYoyLvure1LGThMGACizg+zJCOepYeMY5P0eMSX/Yoli28m3a7Xa/XK5UKLtrAUIRxAgOm0WhgIpF+8C6cC2VWVlYeP34Mvhmcq6oqnKtpGpTP5XKY0xwOzs7Owhgrl8tQLXyAs9bW1uD06enpZDJ5FkeU7QqltpxXDXJEFPhJtbFpZiPVOhMmoxepFznmTzW0N8xyuMe/M8bO+cuTGY4LYsci794u6p9vxw4KjrCM8KciYYLj+bl5f0TgbDrERNmNOe7+Y4p97EwmcBjeeeed//gf/yPtriVKX9dkDawRtGHYWDtFtT+sUWofBjiOvDQ4jVtbW2BzFpLSr9zMBvbc8ErMQ40VrZ9tfBzez+k8dlV0r+daMSn68iMgNT6kg3O0Jx9ISzXk5ZgwOXJ/PkD3ZjIa8bFF2/TFj0t1fCiwCSZfXNNS6WSXdsCmM0hBmWazqet6u90WRREBikqlggSeqqpCVY1GY2dnB45MTExomoaYRqlUwiOYUKo3eXLwA8btOq4DM5vQyfAmYsAuyak2TLaAAGHCQVVl4BKtVmt3dxduH+4IngzcSDwex6xUXDfaN8ALTIBjgp8erj397i7MX0FCm+GVImaFTfKDgkUSRY42A0nc1002yFNV9iDdXewY1xtsmjGZEF8MIOLoh5iHnzOjMB1SGMfxYQYMtRDUaz+7HQSIYjA75F4GJJqo1WrLy8swQkAtxmIxGC0wzEBdwmsDmxuUCMK74XNhTIL2/PnPf14ul+fm5pAWGV7x5uYmVAIfkBcG6oRBCIXhw7QvcNGnT5+CnoUjoJjOBN9xIOgY/j6ta1nFoD2RC3lpa1V3xRjrwEzGQQLAcUISTlGhDRhTY8tWgfLyZMZwKx/Ue9qYlJ2FlPGsphxIh4Q/MwNiBKLxepjg2O2P61AwcfSbZI90PGVpaQlMkZWVlT0daNSVVml3N0WCjpmckIHEhdLLRO8y2VecIHDs8hGLnvvWCTbnxsYG2KKZuPjWrWxgNhRkNf7iu7yaOOHncgrvIqXY13JtkY96OKKUfOm7UjJ36g7OiXY8Nh6ZjLhDByAP9khOXcNguDFGpPqJVbz8qPfvf1Vv1PP5/NzcfDyuJZNxLOvt0PD1BswXYD+srq5ub2/H4/EbN27A6Z9//rksy6+//jpYEY1G49GjRz/96U8VRXn77bfn5+ebzebjx4/hCJR59913U6nUAKUX8AJQCAcCzYS77+nH+KxQdnd3f/GLXzx9+lTX9UQicenSpYsXL164cEFVVSxAOjaZfDHUl5BUHFcLB4OzGFnsOC7mtEAeCVwGoOgyOvXgygHhrUahn3Yg759/CjImtzH0G6mN4S/i5oSwmODIZPbBygNzXEAbMI9v+JmdqdHDDeYub47b9WHJ3+Poe4ZhlH2BDzAqMplMLpcDXRmLxUD3kZU0KFCtVum0M3guaJm1tbUnT56sr6/DyIRRhOtUxWJxamoq68vk5CRUC2oIaoD7SSaT09PToHzhMxzZ2dnBNHrj/Bb6Hbcdd6PVgxGDHpqLtwYDRkyYjEyk3gCrpCSyZ3I4eWMqMyMFmTZnk1ZSsfcd4JEGEHukoxSf4Ljn+cM0tA/a40biP3wYCmKG4FjJ+++/Hxhf2u6TWrUSMGCYjMxYOrCEgWOOj3QgB2QQAtnZ2W632ylNfOdWThZ7fBBekuMvvC3EkmPrMh363Km4cbMQjRp7pMZv/E8nkQrv1B8Um1KZnGo/ZAbe2L0TDIzrxMPygiR68Yttw6hUKuvr61tbm6ZpYpwvFcYq6Lq+vLz89OlTBD0Q1UWQEYFCOKtcLn/99ddPnjwxDAMOQjGoE47AWTDjEEIDemYkadmQYtT/7JJ4YcR0qER5PZElJ0dzTLcQ7mt3d/fBgwePHj3CfecohPAXUVFsDEFgCV0DueuTbiq+CEVRQRBwR0ZjQlJBP3yMOCa2H/naWUughiq5HfgVsWbElxEyDrAb43PADsP1smrQMeB0ljymEw5sBjKO4yMMZx8+5vaio2gA+YjSarVWVlZA0xUKhUwmk0wmYbTgls90Oo1Rxo1GY2trC/7Ozs7SK2mgWZ74Ah/g14cPH+7s7CR9gZK5XA7qxGhiVEalUglqhiNQOQz4ubk56Aybm5twe5cuXYLBOYYmaVQ21T0HCQqsNZUprS1QNvpsTtlYbZpCnJRk+oLJqUjYdRRHPoK4cwSrfW82/f97Vmu5PcP5VsH4YD1muXy/bWUDPFsGOJ7itFqrVtOZTOfV9EBUUQHwfOdP16bn2KscWwHD4+WXX/7www/JEcE2YrW1ra3EzMwMY4Y5uTHVz4ii/w5VlROC+N1oUCYy6zp+AHO00WgmY+K7t3Oq3Isai1L89ltCPHP+XsLltF7U7Ej3QJ66FL/25nkGiqI28bCdPUxGLyzieDz8dyRScHhekGSPQzibTV+6eFFR5K2tzVqtBj+JouiHG6Oi8Mx4BI6r1erNmzevXr06NzcnSZKXEsOPNugmZ+MQUNY0LRaLEQIHqA2+qqoKldDxcIi1Ijtul1/UoeAFF/FKQfDSuAW4IEYza0MDoM2VSgVzXP3yL/8y3H4ikYAbVBSFAMdcb843RFfhM0kcdyz21b6wiU+IGoOGEZ4KjAvGmGK6hRRVhSe4EoA/ISyOrSWQMd4mybMHbxOugvdFvxS86wBITUNDNKBMO8IMETpQN2Acx4dWfyerW5GDOONLlxrGOw6jBbQGDsJ6vR4+t9lsPnv2bH19XfGXfjBOGSSXy83OzhaLxXQ6jVwWoIygMAY14/CDYlNTU/Dr6uoqaCv4DGedkanI7dVuwnIjdiHZE2V8JWffrQxl4DJhcoLGa6iXScK4j6lxFk2W/sak9r9v6D3t59w7Rf2jLS3ypg6dJoI5uscrJV2c7z3yk7/4yQ9+8Kv4CilmCjcIV/E9L7v7fW8fHHu242Nlks/g9nz55ZdgWpAjscpKJTHRbnschexZjeyNHNLUcYJ7O1xeGCZWglyuVCrVajVNEd69nY0FUGNBjN9+S0zlx9PCPPS5kuBez+kJ2Yn8NX7tTXnq0vOEGZ3Utm4mTCK6XMD2ZsDx6b8Q758fGepg5jmPakDMgh3ouB6FUaNRb7d127Z8JqROYcMwqtUqTB/weWpqan5+PplMttttOI6gJMlZRygmaNgEPmB0Kny2bY9eudVq1etwobbjbaPx1JIse9CKHy0r4xVbrSYIFMCYWUWRkWo5Hk9AA+LxOE6miO1ibYhsYk+DUzRNg3ZCnTTZBc2fQM6FvyT5HobTwrnQHjiO2ap2dnbgioj/QJ1QOYboIuMH3b19JhDvIOK2JC6bRNoeo9kQOOhfBy7n0q8DP9PwLgkNpikpEGuGZsOtwV+8F2RqJsCx/3w69BfIUBHg3SL1BxAh/EoA5XABNjIPgGAwjuNDWT8cHeJO977Iwofok6AgLl68CL0Z09kFhisMGCSsyOfz8ArhA/0rKMRnz56Bhp2enp6ZmZmbm8vlclpXcLytr6//4he/AB2NTMeoUv2FNY9CHrQY2vdQ1Zi7o3TYYEARbOvKTFyXhb2DGU2Iles6n2R9mMkpimW0Q76lcJL66vw7adPJ2C/p5l9UenZSq5J7JWt8XVZYlxtbaXGJRruWUPdi7p88edLX7evu7AmCxtzIAkGYHEkLgbHx7W9/+0c/+hH1+tz47pNSMsOCjk/uyR9X0LFrWyEzLMKHDKfNwb9gUoLzH5OFd2/nNKV3mw0vaLe+LaYLp2hQnkStmuTczOuSEE1qnHr5PaSnGCWcOkxmp+Oyzw/3KxMmx+itMxlDS4AAeYrHUqtoWiyR0JrNBvyKW6WbzZaiSH7IMKfrerlcLpVK7XYbTIhMJpNKpSzLAlvxT/7kT+CU9957D+wHRGxpdgIuirkYToTaVlZWHjx4sLOz4zi2ZcE/M53OXL58eX5+fmJikueFer22urpy79693d1dDGHOZjNwifX1jampqe9///tQmPORzVartbGxASV91LuBu8PhpqCR0Kpr165NTk5ieGzgUcC5cLPr6+v379+Hv1APBt7CtTDODy4BBX7+859//vnn0Ay4/Y8//hjqv3DhAjwEggUTAl8CpCLYiuTCCLByFFp6oImm3/buwbBMIOMxCfXlKLphLMN1wXdEh/3cehZ5VogXEzoOScLIcYUwVOC5HJWdDzFofBoghNoYIWyamyJwaywwaPghzCKODzEPeWOz0/8oLUU2zBJ/9nCoMedDw5lM3/16GIzcL0LH8KmCwEafm5uDSqanp0FtIekM59MAgWoDBYckFaCAEHcG9bS8vAx/s1nPkAXFCmMMqjpzL4jWjE8biaupnqDsyznny7LLcigxOUUJ2Q+ceJIp6A7nlI5m+jzGcfhiMbXa2n1s9FQ5oVmVtrjTEiPdZo5hjWMga1V3kcqOBnYeGMcvvfRSv+7CR2yC55lKPysCb/bDDz8Eh40cUVqlanmznc+pKstee1L6f7AbQGO+A0Bk3DtMizOcMYWo8fb2tiLx797OJmOBKZCP3/q2lJ06ChIxYL476FwWiKIKVDX8lJGPWVez7cjSfDyTfuU9QVLG000dDbjMhMkI1F/Ad2aP5NRfiSDwsuzFw8mS4sfySpIsiaLmI8JJXddhsiiXy7lcNhYDk8Btt9sbGxu7u7vxeLxQKKTTaUVRWq1WqVR6+PAhnN9sNocnq8Xa1tfXG42Gz3vgoZSmaUIlfiydmst5u16gwPLyCvIpw+V8row2fH306JFhGNBIRCHhrLW1tdXVVWgwbqXCDdwIgMKv0GxVVbPZLAkBJO3EdH8gSDpKkE1oFTwBsJHggWAIs9QVElNsWfae+UvRNZAkdVAS0WqSHO94ZwTaTujPTEVzE3FIb01GIvYBHzF2AoTRhKmZrlnwXpXkhz7K9E3RM34/8Be5nvHVRMYdDz6dSY/VxziODzENkREKXdf2s0q7jksGLRwUOnvRSQ69UQtuf9j1BTQX6ERCVQzHfYW4DFoJfsJFHtwGAioYtNvt27fhM6gtUHZkB8S+CmWUI20YIAzLVNpiS+M1aa9tqZiY4KoNLsN6MpPTEjHUc+fi8jiMmqCvuN+oDpgG4ardUOFg+T7p6Q6nT96dy/6HJ+WK01PnYrZdacdt9yA3flgIhskhpNRWYcqij3z66Sc9wLG714F4/39uT5gAvUONRRiNufnk4W7f+973fu/3fo8+nih9XcpMzMzOHsiHOa/jccANRoKkh54OuD4Laf3SSIQjjrk+AGtAwMLc3t6WRf6dW7mUFohW4eM3vyXlpg/9lIZfCxz0uEIP9ijONpy7kDKm49GBF/LkpcSNbw54CyOwBI5ehgmTs6BLuSGVA5ORqR9BEBKJuOP4Scx473/+hOOoqjI1NV2plCuVyubmZgIKxeMYcby8vAwHFxYW5ufnU6kUsjFgYKnPq9thNB5mimw0Gk+ePKnVaouLixMTxWQyBWfU6w244qNHj0qlHWiYYbTv379XKu3Ozs7Nz8/Nzs5C5dtbW18/erS+vk6Sv8HBarX66aefQtump6ehQpJBCkGVZrMJF4I2wEHMTUXTKcBPX3zxxdbWVj6fv3Tp0tzcXDqdhh9rtfrKygpSG8OtvfLKK8ViEW4WKnnttddu3bqlqjEoputtnwxaIHccQM8RLQ0zORxuRgvPiZHZxX0j3O2uMe8hy8jDjEd81FcQRcU3DdrIOk2yHXIU2wbnByZj6LR/O2KAoYJuFTlC1ocIOwc+B/yMmfowUps8KJYl70BjWDrLU8JpvWYCE3v90+t8gp9e2h8M/r/T7IE4HqBloGVgtIDqAZWKag5Uz+7u7t27d589ewa/grYCZZfJZDAMGbVwu93GrSJcl2h8eLUyhp3kSSN1PV2h38fVgvDpjqfcmHHM5FRECMVMygI/ei2xz0+9JYLLx/3U4sBfT/omFYF/dyrxf6w1rN5LvTyp/2JDYx1vPMVypfVKezqzZ4pUfQEbuqdXRXUgJDfuYsfYbTmOY4r9ZHGlw5lqxKwHN+zGjRtfffUVKSBaur79pJZKYZpfNjVHmlXDoMb7Ys1D2m/RFBZu2CDkB18FjoN5Cc62KHBv38pmE0HUWLv+hlSYP2LXGrzceDjr9NDYsci713KtlNKX1FiZvsz6NhMmp2B7s4jjMTAx/Og6OaRu3VhMnZmZhs87O+Ciu4hO2LbdaDTW1taazeYFX2KxGOZJQ1ZchEcJ5jhMH1AUBWqemZmZnJyE2mCGwvmhUqnA5VzXq3xzc7PZbL366qs3btyEltgeiYSwtb2tqipCxtjoer3+7NkzsFcxpljxBaNlDcOo1WpIMXHx4kUEKwmlL97X06dP4e/i4uK1a9fg1tDo9cFrL9EUPAc4cvPmTcfxoGdN02Z8MQwTKncczueJ5mnQk54QA9PiEYP8hpwNCYobcA1py9y32L0H6ANT8G+P75hAWITxmWY09iixxehY4wFHIrmz6K/9yJGZ9BtBZ5XjGEbaP//n//yUPKtObwPVgTCx011M4QWObJs9NE/FsUgymbx+/frExARoH1C48BXGHmgx0HE/+9nPdF1/44034BnmcjnQg0giA5rI9AWsfMyYFwaOI9PWj+FCDWlV0+QblpyU9yJlYrKQFaq7TmY0PjMTJkHHMgQTy/zoxsUhTxz64PCVuP7OpeONEZ2KK9/KW39eMno9eed6rnV3l2HH4wKHBTrkeo2f7tXHP/nJ//jVH/yalxOP76TG6y5duKQnIV4sdBZruchp93RnYSb91M7bb799//59ekuTVn5WKU0jcHxCSmz8h8PhnudRHkg/oDkalXZ6dgbYjhu2uAJIN7xisCfhxLduZfPJ4MYabekb8sTFk3uwg9ZHuQME3g7/jlTRvVVoyfuRGjNhwmQk6tU9orJlMjKJxWIzMzPNZvPevXuVSuXGjRu4ebparW5sbECBbDY7OTkpSZLhiw/4HjjFWTqdvnPnDpyuaVq9XofpaWdnZ3V1ZWVldXl5eX5+Hs2SVkt3XWeiCFJwHRe+OraDcGdn+usm2SuXy1tbW1AttFwURWxz2xfM2ocoMzTbR6VdPBd+havDbUKfhLteWFiA20cyX+inUBu0CqqFMleuXIFua1kWtBmTxcEHy7KhYi8MKSpOMXI7zhgaTpIkJhJexj//jiwEi1EIuQT8SqhWDzd+EaaHl4WpFDGMMsx33MHxmIoYwrJiHMf7PiMf2eD5cCg7YsSC4BLvFIugQ3soaKWvYOg+7vjrVwYGWDKZxHaCDsrn8/DVp5lvgnqCcQL6F05fW1uDktPT01evXsVgZFIDFHv27BloPXrXQPiBRJrX48MOQ0fKwIfH9cTtbJl+d5cLYnnDcgXW+ZmcRv+0TY4bx8CHEe8b4ENjljuOhajbufhK0/xa77mRjOrMJc2Vusy63wh60ZCmqtsNQqjZsUZbD6TIo5Gd3khLZKzoosYCT8k+UxWTMZFEIvHNb37zJz/5CTkiuLa0/aiWLw6DHZ/DSaF/ZPGAklwoF1CkSj82X6iXu8xx3MF6AKzWzc1N17G/cyM7mQ4mKY1deVmeujwCLRQ5wfEnsAEmpdg380ak2S/EM6lX3uNFNgExYTI6EVhOi7Mjsixns9l0Og1aWtf1ZrNZr9cbjQb8hSOahiTIKcJjcND4UJJKDgHfdruNAC5cy+fstDFyzlfgrm17eeqSqWQ8Hq/VoBlNw7RIDfgBU7phUjsoBm2D0xF/FEUvjRv8xb3diLQQ0l4CZcKl4Sc4EemMMYYaHwXn771DRBVzvvmn441g5CJy9TqH22Y0FsNTEFXVCzrGW8Bd71w3052XO9FHjZGs2X+w7kFRNXwUGKKOeQu76DwXAI5PhTnqLArjOB5G1/igcKdXuaEdAV5WPD8xHt3njr/bQafHXQ/weXl5ObJMoVC4evUq5y9tEb2GA2ZnZwf5KEAFw4Ak5BWBEQJlKpUK6GvUZTSmPD7Y07AZwLtlDJsvG3JO3Qs6lkS+qNS3rCz9Klm4MZNR2bIjvdzw3fvYh0CY15g+2A/YO3ozvjeX+b1HuwGy47mkUTGEuiGyHjgGs6pLbDWU1YqzNCnSpkknRV4vhTbfwYx9ggoEjbv8ZGS+DvU1ptjHUV5//XV4xWCQkCNKfaO6tZpKXR9A0RDJqHAOxsIwCnBAyQGnBPK8Df+4ogr3fHX6zzKIGm9sbBjt9rdvZKazQdRYvXBLmb02grkvkMlnwBMYFGo9BPg+kzAXUvuQGjNhwmS06rXX9mZUFWMsoiiqqppOp6enpzEB3ebmZrVabTQaxWIxl8vBT5IkYSTv4dBSOGtnZ+enP/0p/J3oSDGbvTg3N5fP58EaIYGoBLuEs1rNFrSBBPySwGFCmwvn+qQWN5BjAYEXbKSHPieTUGAAiy7OShhySz5jVDWCMCQXHEYlYiO7dBmBqfgsCcLfksQjUA53RLa5w53CT8huTHGDOIcjoyPvhTAEcL1802z0HchkZUGXR+/66KBG4CHH6NXA+CkUCvhh35LZbBY0IChcaACoWtA+5XIZtG0sFkskEvArHN/a2nrw4AEUjsfjoJE1TYORaZomlAQVCWeBpu57rSj1N0rOioM+2GfNZFYt0427mJd21g1HUFgHZjJq86jXdj3dxc2+E+fQYywSnAskvttD9fpbTsd7X786m/r3y7UA2fGNfPujzbjlsD54mj2uu7S/F7sBvWe7KS/1lvNS5L34Esf39BC++z8e4433+N14jhEcj7eHENAz4Ax897vf/YM/+ANaSygb96rFmQ699XNmix/oSXJDoMZHtJ0iivVyl8HYHYDpg2cONue3ltKzOTVoo84uqRfunJatOHiuiZwQ+yXiI7e+lGvn1OhU0tq1N9TpK0wDMGFySu75CdqZTI5XV0uSlEgkpqenMdEF4hgwj0xNTcFB3FEdGRw6JGpsWRZU+OjRo0qlksvl4Fq5XD4ejxuGUSqVECb2SRLkWCyGsXceJ4ZlQRsajXqr1UR4F68I5WVZxmxS2Wx2YmKCBOSR5HiWR47cCXql7xTDaTVNQygcSmIBTKxXLpfh3uEnrBxDZcm5ghd8JAzu1WcLDEUCaPxLDiJwT0Dzo1ieXIi/mO+TmJ2piH3lDHMcj3ruCe2GpbrgoJ6GWSaPLqCVXnrpJVyA6rdqilQVrVZrbm5uY2NjbW0Nyl+4cAE0FyhKXddv3boFegqOr6ysfPDBB59++qmqqgsLC6+++iqcAhoQ9Nf29naj0ZicnJyfnwedFVJGe/cVvu3xUVUBtgrb4bZayqRmUF2fn9FaK20GHDMZ+RzJD/o6YihnnzKHwuFo1LgHWRih7Z5RpbcntB9t6T0THufeyLU+22FkxyerewciMvjP9WMH3M6ePy9FXt++1jXnyJzDB4S+OHv+Y+4Z0t1jaWkJvMH19XVyRDLq9ZWHyeRLuDeTns2fhyHTL9lL7wg6ToLjA1lxAY5jl+PDLxcr3NnZATPyzcX0hWIsaKZOX4ldeWU857t+HXWAyCJ3M9eKSYzUmAmT8ZtxQpAHeyZjLrFYDKwC0MDb29u1Wq3ZbKbTacwdp2kaAW0FX7he7Hjw+0ViCpiYoFpRFBcXF+/cuQN1wiW2fYEPqqpCJZomZzIZpMuAwj6K45TLu6VSyTAM0pdkWU4mk8ViEXHn1dVVOAsZKuDrvXv3Njc34YpQ4MUXX5ycnCQBxXAuXAjOzeVyGK63tbUFX+Eg1AwXffbsGbQHapuamoKDrVYrZBJzXeqGM2z3+i6AjSvQkiQR+56AvPhC8aV347sPf7Ok25A+E0Dz2egb8jGyiON9n1HYpOZDKSOjje9j7IioTIcpGY/HQcOCigTVAzoLtBVoN8uyQJdhuDF4a6CJQFWBQsRFths3buAyGqjU3d1dUGRwrYWFBVCpUUP9MOb1SWufSP+HPrjaihdjBs0SMJeTNlZblsBQJCb7i2Drk3EjcRwUhVpvJeJp27KHyC/RCx8M66uPeGJeTMdWmuaXjR6wIy47l9LG4ypbMTpFyAZjjQlVnHekGDM5rscaeeGFF7vzKoksFijkuMMKhXVHxhqzDWjj7zb84Ac/+Nf/+l/Tb0rd+bpSvpjL55/DpzG43w6GlYcxkMKqPtJS7duSUMRx5EgHqxJsy1cvJS9NBFFjubgQW3xtnNXUgZSGJjm3i7oQNQfy8XT6lfcZqfFRB4VteXSAtu06luvYjqE7zQrn+FvFXcfrgh7vtuPoTT91BHWiZZ6i7cFkfHpQjxnPgOOxF1VVi8Viq9VC8NS27UwmA0cQyiB4YjgWdd8xjkYkor243Q3mqUql0mg0dnZ26vU6ybYXj8cXFhZ2d8u7u7t+GCxfLu9iFDDmuyMzRSqVunjxItSj6/ry8jLUg0yhUPjRo0dQng6/o6PZoBieW61W4WbhXIw+hvrhrjc3N+HGp6en5+fnMfY5dIMdvuX+BBhnyerx7fkO6xwibL514eJNI08sfeSgF6BD1GmGisBx5jUMI4zj+GD976Ap7zr8yKMV0FOgjECL3bt3b2trC7RwNpsFXZnL5eAzqKoXXnjh6tWroCJXV1c/+ugjOIiZQEF7IpoMw3dubg4qSSQSZ+vtRAbjELh/raXNxXsW7i5lzAc1Dc89B2yJTE5CBM6ZUOoLOZjUToged9S9rh/04JLMC8fapjD95YFQj6PIW9Optcflcu8e4sm4WW6L8I/17dOyFP1wY6dLWObJxbwQ6DMvvfgiZeehTblH9Eb3YsZQcXalUCiAQfLJJ5/s6VvbaC9/6WS/9VwFHR/Y0zq4aTRA8Ub+GlEsABy7Qa0Of8GABE/4hQuJpZngfjWpMKd5VL+jfo8HmnGGtwOLmnUl0478SZq4mLz5reekQ8LTdWybB2VuW14PgS9Gy2lUoLv4AIDtBaq7/jphq+46VieczDvoZ4+BsywT0QEowxNMxAtDO7VRw+TcdE4mZ0swRV65XMYsdkiwmUql4vE4or39UON9LQRM7wQmx7Vr17a2tu7evfvgwQO4hCRJ6XQaOSUweRpc8fbt2ysrK5ubW0+fPoWLtttGo9Fot9sYLAx/kew4mUzeuXOnVCrBrPfkyRPM5udn2/OSKk1PT0M9ly5dyuVycBWS+w4lk8nArzs7O61WC1HmZrPZaulQLdzg5OTklStXZ2dnSJx1SKE5A3TbWbGXfMiY8xU/yZaNtoTbe7suReV8sFsbsBJ/IBorJuS5sYjjoR9VJ0fe3mwUyVxBBdufTksVRQElNTU1BXrHMIy1tTUw5UEtgi4GrYdEPLjuCgoa9Cbu3cCdGqBMQUEjOT2U7Ls8230a4+Y7RRr95MhmS53WdJHSR/mEGKs1dS7O/FImkR0tydWuFnhVPkGQUTg9luN+scb7Dmz+7AB1f+tC5v/9qBwgO76Wa3+8pbVtNuRH3N9IQjyO/AW7MSGZcbVnrgFTm+uEFXOEyNhndgvqaYYanxUDqt8M+9Zbb33xxRckobZnw+w+q5YWs8WpIaf484JxnNStDVhW56IibfvaV26P+xouBKYmmJHXZ7Rbc8GYAyk7pd34Vn+W+xE94WN5EVDgYlqf1KzIX88lqbGx/qi98pWtN3jSQ7p5w4+ni4Y+HG8/Yeb98ymMquLMiegLsjRIkpRMJufn5zEtHkYEYxwBAh2Li4uapiUSCTiIR65cuZLwBakkAkeQjPjq1aupVApmKwIEQzE4AkYIXBdK4v5suKiu65hWzUerPbDadR0oiaHBUB4+TE9PQ+G1tTVEug3DgOPQGCi2sLBw8eJFKECvgu/NFJoGtwbnbm5uwrndbHiipsWy2dzc3NzMzAx8gKvH4/HLly9DnRjMhwtr3DlaF/EXDonp4VL0I8QgOeREQ/Jvh22bAUYRk0GQBeM4Htrd9RM6OjbBhf0ZaFCOODISRm8cQ9uKxeIbb7wB2vDTTz8FUz6fz4OCA0UMegcUMSGOAT0F2nN1dXVra+vJkycepOJzCRUKhSNSko8G7Tqoy/qsEb+UbPQgFBnrq4qLKZvYVgUmRFROv5wx0tqJx6UmTpjkeMBSSsSR/Xr/XsAn16WtocgCaJ+vX5zXiMeXIvDfn0n84VozcMc3862PtuKsn492GnV7seMOUjCVtOlcHyC//Mu/3J3N9jIMcEHmqIjplenwMe4A0S8F3LZvf/vbP/7xjykl4xqPP7Gy7+Cuz/A8fs4M/RGg4QMijgMPdhDHcS9wbPdSVYDPDKbm4rT28qVU4EQpMxm//R2OF0bzMI+le/R7KQIPc0czIUf85ApS+pXzRmrsmnr90x/b9XLn69m8C9NmM8LzKKfLlsbk0JLL5V599VXLsjDiGPPlkj3EmDXuypUrmUxGUZTJyUk8cvnyZTyCeergxEuXLmWzWbAx4EjH4UokoNjc3BxhLZBlLxWe4zgvvviiKIpQstVqbW1twYx28+bNVColCAIcgdltfX19dXU1n8/DJRAmRowYLgpXh2s5CDPbNpJRwEH4CaOYQQIhrghPY4Q1VOV0hec9yFtVoWLVm1UEYWZm5r333oODU1NT3B7b7zlkVwjvTA18PfQQdqms3FzXqWDb2g6nVFnE8RDurrdFz6FwEtwziyzdQSN1HHoetAE1JucvCaytrYGGqtVqT548gb+apoFCgjJwHOl1yuUy6E3O3zoBZy0sLMDXyBvBELCzpYZoB2C3Lc9ovCru6dm0JiarjbqbZF2dScczdM1ZrTmbBd04CjaDOxl1LNCcIZa5gtBdv89jJvNx5eW0+VG1h/RQEd1rufa9XZV1+OOefbhB0NMebNyJWxc4eyHfwwSa9iSDLMYYaByKMnaH8RKZnJUJ+hvf+MbPfvazRmNvTVdubJdXHhUvLkW+ZbYwcCRVf9gyAeCYLgt+LzjVF4vqa5eDqLGYLiTu/IrLC+fgQSmC8+KELkTl5xHimdQr750zUmP98af60y/OwZaOus0m+ufVgacHKYs4PiMSi8VmZmYwahjfmm3biKuiDQDHM75IkgSfPd5VP5oYRBRFVVWhPBzJ5XIYNgdHEJxFoBZrBsEAZzQdEd6FD9VqFayRVqsFp+BBwzDgs6Ios7OzhUIBeYcRIwaB44irIItFYCrBMmG6CUzUhpzLGA2N4XpeJj7Hhsu1WrppWtBGzyDOZKCdcAlSFSHYHCX738nNtoF7Cd/Roc37Ppm09+gBaM+EORH7CuM4Hqpbu914Y4IMC4KDnCygIvx+5tLIyelux0MBHQSK7MKFC/F4HFfJtra2PvnkE13XcWwg4Q68dyjQbrcnJiauXLlSLBZByYJOhF8POjJPXW0NmVLmaSOxlK7TBS7n3M93eYf5okwhOnZRaS4WhUCerr1hJRyn+xsX+dtp9UZaOf3xEjV4aD4KGjI+izPrNycSa63yRg90zGVVazIubDZZ/qJRuG+94cYkzyw/4e34DqbFI6gx8hoPE1vBDL4zLT/84Q9/93d/t+fQ8mfW3CXwCvfNGsfkKHKAgeMGOY6Jvw1G5mxWenMxHThDTGQTd94ePWp86K4y4MRszL6Wa0c+LGniQvLmL52nXmHXSvXP/8w19LPVbNN2oVvaDv71PrQtbtdQ6naMjfTnUrkxI+Fswy+maXJdVDEQNIp/Edt1vQyadjfCrxPqh8fhg2VZ5AhdM2FMliQJ44IxY7PlS6lU2tnZMQyj2WzCX/ipWCzevn374sWL8XicxKsiozHJ2if48BDpbwGqhMiuiA2G9uAGO8uykbYCjoiiR8oBB/3UcHa73fYdVWeYOs/E+w3E/9KITWReu8PdF08lSxEEIRJHZjL8W2MRxwfq4hzGSHXT+8BfgZB5U9HHPnPjHuRyCr2TrMilUqlsNqtpGi7KgWZERcz5a3rz8/NQYHJycmpqCrRhLpcbiqHiDG7/IaHHdVNqWmJc2kuYpSlCmq+U3TRbbnqeRePqV4tuXBH6DajbaeXbRe3caLNh7Av+KCjDmMmvzWf+P48rZu/dXkwbdVNsmiwO5QTnop4p1NlbisVfwmnxXn7ppS7lEk9sPKyhT688exYzk8DUPOvL6uoqOS5aevnhZ8Xrr5zvEOPA+lz4Pl3b4jyD0iW5JXjf/IQfXN+J9BdkfE8V/vo+KIeFHadDsoZpyvxf6QKd9GWBZztgv0AvjOh0/brNzc3ptPRL1zKB8kI8nXjxHU4Qz0o/HPB1IWXMJvuQGi+9oc6cH1JjUKX1L35ibj07ofoR1SXALn62PN4T3uUE/4iXGA/xX29tQpDgL36G45YHDbuiJHO8t3PQ8feueDn5OLYRgclgV5UBx2cRdQmS74cRZAIQk790eG8nGafjRNZMIhIQHsFiGLyM+Z8Mw+B8RFhVVTg4NTVVLBZJjDMyL1uWhZAuxuTRYOiQSoncFFwfKoTrYoo8QSBpAPfuwjeZBtnDZ3CcRsC4NHZ8uNjEADcFjRozT+HQwjiOh+rQvZ24w+3pm+vef35H5Py8PbTV3U0Neaq7vHCopFKpK1euTE9Pv/DCC6AEAys8GJsMEo/H90WNx22gHWj8E+3zuJ68mSnTd3q5IHy8BSpZYKrkedSDtkdnXEiK/ebgWU16fyqhiWdyhh6Aqe2zMbn7ONwhbJNh6Ef33VF1ogiRIvC/Pp/6989qAdTmZl7/eCtuOWwcHJet39dz60yZjst1plI+KRqRafHQuiN2HlWzO3wPZ9bheM7RkTlJ4OAPf/jDf/kv/2VPyY375sXrciy+17f28/z9Rfsuhbbr8J00Mp1eRwBTt/sX0VWEZb203SQw3j8Ohh7vdiDXDvBKyvNcpwz9a3d32t7VO1d0/U1qbgfkpcq7HqdhN9XYXm14fKzfbD4h82L7wVo1r7nfvpENzqqxVOKFd7iRUzccC49Nb3flbhXbKdmOMh2k1PkiNbZKy827P3VMI/LXmm63TB+o9ceB7WO+/sACF0hEwBeenO1hvl6fFuDt82BUe7x+/imu7R5Hn4Y67EiDhQmTQeYIo6o4+++zR4ZxZAZDYIqiINRLwnhB4vH41atXFxYWurTDoG48c1TTYplMFgmOQZDSs9lsmqbZbreR2pjzyYtJrPHwM5HfBhdpMRCt1uB6sRh2Wrrr+p9xSdgNZAc5i8YhjeQGDMWAz3iIhR9C6yF0JcBNwcbUId4aizge3vOJNFN49GVcl+uNihqjxqu+5HK553myoV3Wts1XTSmj7Nmessjnpdq2lWG9/bkSgXMmlPpCDiaT6KgoTRS+Px2fiknnaRR0PgxDeUl94AeCQYfQqNwxMVgNLwVF/GZe/atSmz4o8u6NXOuzHY0Nh8O+TXTlSbcKQIR09kSMNCb9yp0MpcX79re/0wWNw7vJiBqP7rzMChyZUXESjzqRSCwtLd27d29PP7t2/af/B991mchOrgDNTneB66y+fbfvsBprkUVuMmFPLiYiJlY1kXzpHU4eI2LZffeTBfJhkHt8cUKXhahXpKUzr75/bkiNXVNvfvkXZnkz8lfLdh+V3LKTPtggC8K7LN6TyeiNE0ovMeD4rMIvg5hwB4etRCYDh1OQocKP6hVIzHJH7csy2X7dBRsJ4OjYtkOIKRBEhp8QONZ1b1OOqqq9ccd7pkqf+QhRZo8s8f/P3p8Hy3Kd94Fg7ll71d2Xt6/A24CHhVhIkAAIAgRBjWVLHtuylnC0NTNUd3giOmKmJ6Y7pseKmP6jQ5poeTThUSsk0zYtSxQJt2yTNEiJAgmCJAACDw8PeBveet/d99qXXOdknqqszJNZWVnbvbV8v3dRqMrKyuUs3/nOL7/z+7BCBToLujqe5yzVUHs5YL8afyJSbQ1o/QZvBu3NE3F1Y71sxuZPErn4IH9GEIDGcXCn0+jazgg8bEoYM9bY0aXtNkJvOC8Y5KJwGvF97GktndrSPkevDwqxC0LWXjVHxtmddVmj+SAGDozLEDTkGJU7MUGLvDdljLr15yYj5/ZJgLh3PaXedC3voxsuXTcyL+1Fn7o4Fl4pKg/KjhlthNcOxeXFHIgde9dys6qxlJpsMhSUjVGmrHhKxw8YSnOnxTOSUBuqcwzBGjtnAoFaDljpvrI8/vWCh+Zf+qVf+hf/4l9YQoTmF5qu2padep8DirmPwAhhQ6GCD/VhU/SZdroNXVzQzk5KtFfzYqcOx4dI1Liy/Gnp7oeNHr1s5dWFXFilYXwEDJr30ngSBxg4/wGbaDvxF2S+g90Je5yppmk40RzPGzYNs8Z4dHD7nLWEefV4BadkBB0Oh7FEcsUE1k22iEj81p1QphZUUX8Ubmorq1gxmec5dHk4shgvZ/eaZ9E1F3t4atn+YMD/aUFLQNVNmUQ/ZpBdQgJUTTwAFikGqiyIOG5tDLI6qk1dm/aMNTaNhT7Ec5rBGoPt4STojaLROxV+XKyvyGMZekYsrkoQdDz8EClDmyIRZhu1lSNR/tXZ6NB4mb3LLjWIQ+yX5mLfXMgUnNoUc1EpLzO7ZRZ6R9stoeaUO/JdmDJvtF6VqXCMiZNhmUiL9+gjj0LyigF1BjoXCcG++2c/+9mf/OQnUKQDCoYXoxdeoMVIP/uBQcayuah8JOktaiye+kx47sRw1JdWKeSvvKmV8p7flmXtzjZdoBIQKwyASStgLyySpimKUigUtra2KpWKIAixWGxsbCwcDhM1WC6Xd3d30Z6yLKNvp6eno9Eo5ZLEtThc+xCAc+Lh7HaNcs01ClvG73E6u2KxmE6n0ZZ4PM5xHI47xlrJNYJSr/m9FF5d52yE1evE0cq7uztra6toy4EDB9AdKYpcKOR3dnbQdVp3R/x2RDppJz3X0mX1nFZAlHHLPh5oHAduefX/1VohTbRD90Jdx+/pQVh8GKQgBu1G7HbBPpAsFiJjgmS/lYPj3NaaJFNCkHkFYCBNni7Ph4vzKY6ivCnCcYH96lwsyg3PkOzRbpsFGgdUZh/QHiEw9GsHSLFjhJOpypXNcEWFqUXLDczOGhuxGLWkHfUB0pDCxPqt9bZ1ZIxMi/f4E0/Yk1cQI48pVABGeMjxzDPP/PSnPyVS2QD60Jvy+JZhDNY4HB/QMdG6x9NjlbGQl4wuw8YffYmLjw9HbRZv/aKycqeRO7+0q65VohoFD1MBA+vwQ3K8QQNmje/cuYPcgM3NzfHx8RMnTnzmM5/BxLEdu7u777///r179zKZzPz8/EsvvXTs2DHXym8ds8MWlYw9TBwjjFlju7qxz3hhhSQjYHa7WCzevXv33Xff5Xn+C1/4AroGyrYOG5OVmqbi1B7m8EhbYa017d3qyCNJFXQ76K4/+OB9QRBefPHFZDJZKpUWFhbeeecddHx8d/Zm3Lbs7whOTyjn8wOrut0PFYDnCeIEQsRx0LIyuzhF1+OOqQapID1ZmCGJn6oHWQ+mBbEbXI2i10vibKRir6kDkfL9ogDNfRgHEG2cLxwbp1nG2+gJDP3cZPh0fGhrX/d7tOVptRwfm0y8BwoTAvv8ZOjHW2XnLesPjRWv7UQhUZ7/EEC54i+sqA3LAze/MIONafywkdIph1MW5WQiLd6xY8fNYGPGHGEoK0yjNm7SwdI0Ajqt366kF+vETD333HNvvfUW1EX/DiINEHn4WSaa6vPRwf/yWEZ/dLoseIsax1OPvzIcosZKZqtw9S1dkTz7dKGi3t7lK1QUGjxgmOwVaBwPRJXJsry7u3v79u2lpaXp6elQKHT+/Hn7Pka6OlXNZDL37t27du1aLpdDWyqVClYrtiraylZnuS54O1Y3pmqiE+5sewGvU1EUdA137txBV/jss8+Gw2F0fLQRJ7jD56pl2zWD7qw1eLVz1aSNNVk2aGh01wsLC5FIxJCR5TgczozKAR2/XC6jy8ZXC40keB01iiW3i5MEl1sEUHujcfz+++8PeMurTZkc2jfV/webymLLhWbE7Bd/439QVVk3FjKoeAXD/kwOazN566Oma4qsaHrtdqq3TeEAf0OlnedZTmA4Hm3BP+pQdGYfTYl12aul0HREYmy1MJ1gl/NFhY0GmWOAIM6gIEzlT0zoEYFpVI/nEsJzk5AejbLsmnvLkDF2Z5Kh5ZJyu+BYjBziqKOJyu20CG2gqcVzPIRzRG3Yx0dzmKFrb/D/zJY040qL9/zzz5ujJKn7VLPYYGb7yBfv6ej81FNPvfPOOzixeP2rUFxnWLpuh8znEjZ/xnJuammLHXtSHhk+602Krn2orh5zekoNz9WWLSWcyHoYQn+OAnZNfDM1ULlc4aWcxyB7/CI3cbCv3KFWV6FGOe3cVIXxqglm4mDi3HNDsaxVL3z8Y2lnzdN5R1Z8YVfflGIUDRQbYOBh6sPqto/QqgfG1cRSElQ9OLdue1VVLZVK2Ww2k8mgN2jPkAlBELDKsD3XGUFToGPiJGk4cNiuU0HE8Hrm3PNU5UIXEA6HY7EYvjZ0Dch7QUcWRYHj0LlYqqp3XL0dO6GJPqGfYLrZVDQ2Li8SiaADFotFzGxiRWYEdFhHBghAYMeSeO/WzoZSCl6YEHEcuMnV5rN4/mufITeiT3F4LrILmHc2rIYp0a2hybHOUtr+Ece2yPzqdRrGDF2VZp8s4KtmTTAsz5h2vBp0TA9k1DFh99H7pXzocKxk3+f4mHIzA0akhwhTxcmwIuzVCkieoxMhptHE/ECY+9JMNMxCJGPzzkMN16qoL0xHtxczu04dy/GQMhlmt0owMrbQLoiIjfpcDbPGOsEF0wylEmnxkslkIpF0cpJ+ebEBQ+xvoXH5kUceIWIO9OTs+ENPuGd0/dY2iACW4JdHxEYRs1bP4/iUA5EuvL1ZFrFEV5bltbU1cfMW5SKOQ0cfEQ481If91HNOaNwRRS5in46qx5KSZ2EJJ56IHDg1BEsGKyu3y3c/1DXV81Z2i+q9bEihBFjXARgOQHK8Qa04kzARRTGRSMRiMSwBjAlf9C0aidLpdC6X4zguGo2ij+gr9N6e90zTtFKpVCwW8/l8pVKxPFR0zFQqhX6FdkY7bG1toSNj5Qp0FkEQxsfH0dHQT9B2tIOiKNYIiH4bj8dxNjz7kI32QRezubmJjoYuDJ0U7TA2NoZ2RidC79EO6GhouyTJOP0VOhc6SzgcCYXCeAfzUAwWX7bfi6XIbL87QEv+jD3EGCfKa+T2QAk3xV5oHD/55JMDXUaa9jr6j2U0XWfsS71tDRFrL/r59OaSXQa9MCyHZs20xtjjsvrCTBssNqNp9qmOcQNmuDGLLps1DZkZcMN4CVD2b+xtI817PKPYrohzkTJvW5mYDLORTL5IxQbi7gYOUbp4bkan+kA4L8TSX5mNzoRGhSKsTqHh6apFBzD0l+bif7WUk53FcTxZKSpMUYbgFD/yxTY103WHDoX5WJHSvSZuVbjT4j1y4RGsjmxLbe3hwhH5qQG9GB/74ZJeeOGFS5cu2ZWO6a376slH0ZSqn698H+vFMxKqK/0dd0c00V1bW+N2F8XCJmlIZ46Jh870IYPvU7C602vnaP14UvLYmWFjj3yRT0wM+nxSl0v5j3+s5tOe38qqfmeLylFJHRZ2AIbLjgaxCYD+dDuj0eiRI0dmZ2clSUqn06lUKhQKIdNdLpfX19dzudzMzAzaDQ1MtEs/tFIxVIMXFxdv3bq1tbWFg4tlWUYHOX369IEDBxKJxObm5nvvvYe+jcfjDMMUi8XJycknn3wSfYWOv7q6ury8nM/nMduIMDU1hX+bTCatKDp0PWif+/fvo9PdvXt3Y2MDnRod8MSJEwcPHhwfH0c/RJe6vr6xsLCA7sKMJjSuBJ3l8OEjc3Pz6KRmeDU6C9f0gbFPQDSgEXC6QsokPfGzBx/3AAq2aceEuKqm7ruZ7ofGPC9tM0x0U5+1Hqts0K1mYzUF03WG2T+ZigYXbHQXhjF03J13gS0mh4waa96C8fCLqt4+PZgVWlc6xm8eFKIn4o6k0sfH9KtpYCh6goRAckZ7D4amPjcZOZcYCTFrj8ceprPj7Vn7Hmj4CmdCYJ+biry5USS2PzxuJMoDsWNfQ2q1CJ1sX1VBCr32bT0EOcYpLK250+I98uij5jBL086Us+DD9Y8NCf5tV5zvc+fOffzxx/WzqHL+wc3U8fP2rCYAoiJ6wd7iBWloPszkNsOZReJbfmw2fPozA8Eak0aq6eAWiqeeMESNB72xle9/XF681sijXc2qS/mwzvAgBwQYNpPYykAG6DeEw+G5ubnx8fFMJoOsNxZwMAxauby2tpbNZicnJ0VRxN8S851SqYT2WV1dzefzqqqyLIvjfNHH5eVl9P7IkSPoCLdv397a2jpx4kQymbT0MQqFwt27d1dWVnAgMI5RlWUZhzCjs2OimaqptOGAYnxtOC4YyzSjC0Z7yrKCLmNtzWC6VVXheR5HN6MrWVlBV0LFYrFEIiEIAs9z7lVE7ufBEMoW3A2wUhGiAkclhh8AgDXoBHuhcTz4ZYSmwBrynDFbasxqmaryr51Bxt2ZWOJnuaR4mkMbfDGOT2ZxrqB+6FhYeIM2H8aYz2R0+5hrLJHgGLyAwprKD0GPswcdZyWurDAhrs4SRUQmTueyenwPZmWjBobe54o/EuVfnY2O5phRb8P29RAU5VSl9fK5h7e4HooLy0X507xs38jR2kNjpavbIHvt35moWrixa3ONI44KeoijwgKVCLECh4dLcrXB0aNHsfKTwTebEce19NOM1xkBAzPCdvLzl19++ZNPPrEfR127TR0/35XjD4cZ72khWD4ScgvX19eV7FZ8+zYxDLDRZPjM5warKgIWGj1+MHXh84Pe2JTsdvHa25pU8vy2JGm3d9gSlaBgdQ1gOE2lc/YBGscDBVEUJycnI5HIrVu3stns3NwcTn9XLpdXV1fR64kTJ+LxOPrWyhqHaRn0EUcB53K5kydPTk1Nod3Qt2jjxsYG2o5eDx8+zPO8oijhcPjChQunT5/G4sKJRALtcOfOnVKp9IUvfOHYsWNoOxbHQKdGO2PtCCv3HWalx8bGHnrooTNnzqCrymQy29vb6ArRNQuCqKpoAN0oFPLoSmZnZ1OpFDqCGYO8dvfu3Z2dbV3XQqEQOpgoCsTEyyfiGBDcWcIq0navqS676kXNA/w9KIg4blpGZrJ4gxXGmr+UEXtrzmytqKhgTRfrAuMcK/3ih1rdhmF0oyfpWLWdsgd8VTljgy/HHaz60Gtw/Wl30PFCIXY6kbFX5/Fx6soWqnfHbo2OAwgOVd23NjMusF+di0W5kasy97hIJnmwJ2jyF253HmQ4yueLM9HNSmbXqVgR5bUjicpCFhLl+Tcr3XrcEGLl+ZjmzxF74nOfe848XjV7AGUsyGEgsHRkHf2aT8Kgqd3CwkJ92i+Xsst3EgdOUMNLHDdt88F7RLesNJoDy/lMfPMm7YxIZUORyPkXKIbt8/J0WCuv2A43+OOPxw49ZO2pbC9V1he0SkGXSrqqdL/N8yFh+kjoyPnuHrZw7afy1mKjbxd21I1KVKdZsDmAEQEQx4MFnueTyWQ4HM5kMvl8vlwu49RzRRPIMicSCVmWMZtMJEDDksTodW5ubmZmBh0E7Ym+2tjY2N3dRYfSNA0dH6seHzhw4PTp0+gNPhR6lUzgrHehUAjtjN4risJxHNqCfkjZEgWjj6lUan5+PhqNop+jERNtvH37Nk5kh36O6WZ0JehE0WgEXYl5wVQ2m0VvOI6NRMKqqphci/fEjRj9IYitJeCocGwBLBcLJhdtW9GeaxwPvh9P1abHFI4aNkHb+dMa2aIH8fabszJ7O0OjqjHRuskjMTaB8Pr3FF0TuqMoamATZxDzKLvlLSpMQeFifD1dqcAxY1x+W4lDF+guSN5Y1wW2585cnKMfTYVOx4URLHCfrEreclouCa1RSBrw2nz8Lx9kCbHjmYiSlbjd8khPrb3aD01I/aM3IVZ+bJ4WuJYfRSPXPxFP1I6K/9FmRlnwjEfc9dJfffXVP/7jP7a3wMrSDcokjkcNLZnfrthqfBA0By5m0/HN64zuSOZOc3z43PM0L/Zt4/GbRioSq1S8f8iw0Ue+KCYnrSPIWw8K137W26tV5PLCJzRDi4fOdeWAys5S4ca76LCe32ZL6u1dXmGikAQPMORmsweGEbBnYFk2EokIgoB53pKJXC5XKBTQV2i7GahbDfslbH4ymXzkkUcqlQrP82Z47/rOzs7Kysri4uLS0tLc3BzmgjGi0Wg4HMb0IiaUp6am1tbWrl+/jn4YNYF2QMdMmRBFUZZlHDyIk/ihr+LxOBapoGoKy9FIFF3VuBGM/HClXEGurhnyvL61tb24+GBpaXl1deXQocMcx6MbQV+ZcdNNxjXiCSg06SDOgGqCqqmOUF4UPJRkcM8QIo4DNj2s6WvGHNN2ylVvVSy0nxqnTmTws6ttEL3ILrxDKjgPpimpxoHX7uV+PnYulbbf9ZExandT1SiIyOgmiIFRYJn/6lgSiqWfuYlRGFDjHPPSTPSNtQKx/USyck0NQaI8l/00XszVgcarSMsXDda4nXbyzNPPUNWHk1RNEJlsfhBe0bfGobe9Mh6fnp5GMzdrC1fOZjeWE9MHRqSc99H2olNvb2/nMpn45g1WdSaOo5nouc8z4YF8rC5vL5dv/pzSPATsNTGWevwVVnCw4fLO2t5cWGX9QefEsS6Xi9d/Jqc3PL9VVP3ejp7WEjoMaICRGLZGzpUdJjAMw/O8aKJcLpdKpd3d3XQ6jd4kk8lYLBYOhyVJMr1QjYg4RlvQVzgwGb+vVCo4SRp6j+ldHAbIcRxvAu2ANYsjkcjx48fRK9oH7UyZAsfoUDji2BDwNBWTMYGALzIUCgmCgHbGFDZ6RfvjCGKGNdZyo/Nns1lTfLlcKBTMPRUz9Fgx0+KxqHkayqgBeKR6flcbiQHwKS6CcIfA7Y44HNA4DjT2WOMPXcsYX9vWqNUNylwXq1Louu5SNCUl2C0+2fY68NbEqib0RlKpjCykhHqMBscy00J+TUpSvmoV0EFaguqcr2lQgP3BUwRvycPqphyN8ucTwidZB0XC0PqJRPn6bgQS5dnNXo01Ntx1WlPOz+kC1xoVIQqiGAo988wzJ06ctDKt0tW8elUlKChowJe+9KU/+7M/s2+Rlm5Q0wdG9nHC3tw1mvGiWW42k4ltf8rJZO7QyJlnmfjk4E14Svnip++q2S3vr8fmxy98wV3CjeJ2u1+zcrnDI1SWPy3d/bDRtGQrry7kwirNg1UBjLi7CxggYKVjNBwVCgXkce7u7kqSdPDgwbGxsWg0mk6n3ZQxet3a2vr5z3++vb09ZWJmZmZ8fPzAgQOpVCqTyeAUdlY2POxOWMdBR7548WKpVFJVFZ0LvUE/2dzc3NnZWV1dnZ2dPXPmTCKRsIhjq11hLV21BjNrlKFH8fEnV9bXN9BlTE5OjKXG5ufnp6enJyYmS6UyZqLb8HhBb6FVf8med9tik61iBDIneJFCxHGQDmqfL9djovyb2eBwx7r9amnXQvURMSvofhdykeR4xn7fh8e57VVJpgXoBN2CouhEP4Ey2d/232jgHMGnss9NRVZLyrbsIInDvH4kXrmTGWWxY90uao/lm7B/TmnK+WklIjL+fr8ohmKxKHK4w+HIo48+Sh6baHa1BYCeq17Au+srX7zXB5+bm0MzPXtkA5PbKGXT4URqOMgLfyGgfbG96GJ2TUR27/HlDNmdD5/nJw7qg5YRr/LgqrR0U1MbsMCHLqSOnRvcLqlVCvkrb2qlvOe3ZVm7s00XqARoUwBGaOLuau2gcTyIQO7j9PQ0ZUqqbm5u5vP5SCSClYvRV5gmtktQYu44l8vdvXsXeQ7If4jFYuPj4+hXlUoFvcfxwpSTSaRqmgY4TrlUKqGPY2NjaGf0HstlIKyvr6Ptx44dSyQS+NRuLhKHLVM1FrtQyC8s3N/c3EJHi0SiiWQyHAopqprLZTmOdY2kdICGTY+CfmBXnEmrbbinFSBS0R5A4zjoAGQ2QCM6kjZlgD1X1A5u87MzR3YLOPTdibhHjaK3ysJU2BFyOBcpPSgJTS04IOgMx0kUQentTe/2KedGX41mTshfPhj/xv0MIXY8EVbyMr1ehAdIFnds+Mzov9NjUjJCPn6empo6dPBQOBJ55JFH6aaeMF1rVEYCWp2uOXjYybMNRnhXsLgjZLUwvvSlL33729+2t5fC/Y/Dj3y+P5uC+/FbY/mv7ly/2xp3clh0rFw2i2YEodyaWNgkvuUnD4mHzw5WD1TSG6U7l9RC2tshoVnx7OejE7Peiv+u4i3LWraoMCxDd8zCRkU6xDMtUQaeKN16v7J6u9G3y2l1tRwFyTXACDorbsoDSmXggInjYrF4//59NDCpqjo/Px+LxcbGxuyUsWW3LfI3l8uhGj958uT58+fR/qVSadNEoVDASdLcBh/9EP0KnejSpUssyz799NOHDh1KpVKhUCgSiYTD4evXr+OkeTzP44PYRwqLl8ReLHKSTdFkPZ/Po69OnDh+9uxZnhfQlWxsrO/uptFFYu7bzOpBuYIlGg70wHUG98cs4phgjekG6XwATR1OiDhuoQXWmpbxMMmWPo4euFpv1Ekauc7DRHn4b18uRSZCEmMrhtkkt1osy3TIPdMD290GVE33de0Ag9FrOrEz/QyBoV+bi/3HFTJ060hCzsncUIgd07bhLOhPbBphlKVufCxRRuaR2PXYseNf+cpX2qhzvXpJNBEGYhkKMLejiaNHj6LJVaVSz2bGpJeVSokTw33uaHmGBfXz9A/n9tna3uaLO6H0Avk1J2ip+b18cOh/oqaXoSmS9OBqeelmwz1C8bEnXqFZ3udQxPi1mZV/9mlmfn4etckO7+6gkplPMa4pRgtQMluFq2/piuT5baFiJMGrUFGwIYARBMPQrVoMQD/65IIwPj6+vb2NJSPC4TCyvThbHVaT8KQyeJ6Px+NYLyKXy+Xz+UKhsLW1hd5bssiEMnLdrioK2g29Li8v4wtAexaLRfSKjjk2NoZOzXGcT3Oy+bA0x7FmmHMJ/RxdBjosOtTu7i66HjTaoo3mRaK70AK2T/tuwHUGnMZaseHu4Egow5YAGseBprPmnLW67sV8nKVZ0jbESDQQzc/dSQi136a9yPMIg2tQHEHHmr5WCs9HSk7OSLqdC0FX6I7R0Wmqk6kSoOP+3vlv3Y9PfM7iY1L8yeX9GtTnwtyT46H3d0jFybPj5cubgy52TNek+e30sfXg3dU1zT212qhnXw84KZYOjZOscSKR/MqrX6FaIXnNQOPamRyssaP2rZYCjnWf2BOrX/eihAmf5Omnn37rrbfq9avrmbsfT5x5agA6Wzdsr/9x/Mvf0/w2MrxoBru2usqUs9Ht2x6nVCT19ruZ+5fpqWOxQw8RSeR6UW5eN+6Rk9mzBOTtpdLN97QGpCoCN3009vAz7VmJzlnjzrtI4eMfSztrnk0D+bELu/qmFKNoCLEEALpgkAH7BY7jYrFYPB7neT4cDs+YiEQiDMNgTWHCemPZ4snJyYceemh9ff3mzZu3b99Gu6GfR6NRnOzODAfW3KQzppvn5+fPnTuHfru0tHT//n25hkQicezYsePHjyeTSa/gBlL+wuSvjYs/evToysrKzRs3bt++hY6DzoIOJcvklfgPQ3b3G1pFQOBFBlhy2sxA6ChA/C3WFcG1BmUbxDWFiOM2vHld02i8SGFoxqEhNkmNJk6et4y2r5fE6VDJnuppPMpGC6WCFob23zk0IuIYSmQkbGY7lMc+4smx0HJRXi2rDheE1k+Pla9tD9MzJJ84O+ceOmVFZ9AUneJLZ2ZJ5wE55b/x67+h1zOo0nqdfW62Mkev5Z6l7ayWx6WCXzeCBuSpp5762c9+huZ+9a1bC7J8keeFQfdYPB+P9fSmfLxWNFVWS/n45k268cjMKBVq9UZh9YaamI0cOSsmJ/fsOsu7G6WVO5Qq84lxITkpjM16+xjlQvHTd5X0hs/BI6efFmaPtXcZ1vyzY+NLB7TGZDksfFJZuqGrimdN7ha1e1lRoQRQNAaMMtzNH6QqBmJA5Hl+bGzs5MmT4XAYeZWo1kRRTCQSBw4cQK9zc3PoTSQSwdF78Xj82LFjOAbZOgIy0alU6vTp02j/bDZbKpWM9fUcl0wm0TElSUJv0Feqqp44cQITylYLQYdCZz9+/Dg6xebmJvo5pnTRV+iYhw8fRmdH+6AtOBTauk7r7Gg7OgI6cigUipk4cuQIOnulUsEyF2g7zuyHtuA36OD4rtGvrLvGxyGOD+jEhfBJJgFPlQICNI6DDT50LRleba0uGn3cqtsDRIuM2rQz4G7WFG6pGD0aK9i/PZJUrqernAUI4nQCQqoCMApdr5EKp30pt5tA2d/+9ZW52L9byErO5hrj1cPxyoOcOMiV0pqpdK0uoURWunCAZI2RW/z3/t6vtEB+1AjmKrlM18KNja06FseoBUe37NJB5pDh8/jPnDnz8ccf151XTckt3Bw/eWFYbeYetGHikTmaJFeK+fjmdUZXg/ycza6Vr27Sj3xJiCX3oGR2bvyC2biDi0NJrygUVUS3IMaYaIqNpSweubLwSWnpJtUoCZ5x3Xz84ktsNNW2A4nm890pf9K4+o93ennhqrRxv1EGPARZ1e9sUTkqocMTeQAMInTzYQXQb0CeZDQaPX78eCqVQpZ2ZmYGbx8bG3vsscewWATWqcAU7cGDB7/0pS/xPI8T6NV99VjsxIkThw8f1mpAR0b7q6p64cIFfGRk27/85S+j41hnwUAHn5ubm5iYwFIS1mwlFAph6hkHO0ciEfd14us/duwY2s6y7NTUFHpFu83OzqKvcDQ0ulpRFK0rQV+hI6MT4VhmfLRG5QBoycPBdYfKHJd8IwsAlqEl5xwijpvAaGmM8Y/Cc1raQRlTjVljwGDZF/vC2J0yNxemRbbufMdEJkblclQcyqpDEFIVxmxHp3joQEPH+LipYcr5XLcqMoVpQtva5D55HiMw9C8fiH1rMUdsn40qRYXdKg3o0Fnla4khC9eVL8NR/VZk5YvzHpX+j/7RryUSCXtwse57QOKKHLxxlTumaq0DAAO0/vLLL3/yySeOB0sbd7Tj59xZbobPM+mdfbY27u7u5rKZ+OZNViW0Hfwk0WlNLT24Lpx9pqeFIOXSuRs/Z0sZjwuo5PVKXtlZwjwyxXCUpvj589FU/OJLNMt3cj3dijgO2ASa8sUYq1l1KR/WGR5sJgBguTXO6TxEHPc/5WJE2uJgW5yDDlO3oVBobm4Os6540MfiA8jtTCaTeE+0pe7ACwL6iZ0uxDMOdLTZ2VkclYw2Hj9+nDLZXrveMfoYj8fxPm7C0VKWQGdMpVLEddqvHx/BEHabnMQRygj4gFQtjx++Zfwt+gmmm9HRGh0fWkgbHhQqQPxKWABL+BgKqgUOBzSOm/uIDMuYtsMIM6YYU6dC84mB8o+hA+w9GlFR7u32hwEPCtFTCYenfnyCvrKF5a4BHRgdV1Uoms6zUKrDOWYTH2051mpvDAmIPq39CYH93ETop9uk2PGRRKWoMEORKK9eOT7fWIoTjK5emNEFjrzxl19+xWCN/axwg3PStlhjxpETrxZr3LXmBxj0+eSpU6c+/fTT+ha5lFm6PXb49JDZSaqrmu9NZRPRYfP5/O7OTnT7NieR7GTkoae4qSPlxWvy6h1dKnkcoZztaeFkFm9pC5dZLVAQtD9rLMwcizz0dOeXhObwe9AoAvLFCCVJu73DlqgEBbQYAFA3mN4mFDAow6KlQYxVaPFGWZbtRHCjPSmbgq09FZ7FFdplhfGv7L+1Dos2eq6YbHp23QaLKVYUxTogEYNovSeO1uj4gODgOA7XgjvouH8WuQ5Qx4SI42bTFYM3NlobelcTbdQbZ37X7e44lN5gdQY7lZyT2KLMRPi6mRY5OsXmdtUElFUnUFRy5IORcHgdd0f6LL2mb02s2DCzj9LdIkq6iwup0FJJWSg6+Ag0EhxPVG7shpWhaLtEAZMx41Vhf4qm1AszakQkyYlXXvnyyZMnbb9vej4r7BnvbvLGTJU6pmzUsSsFFnSp/hox98yA4NN95StfuXXrlv28ysot+shDw+H0Ex5Ij8rTvaVSqWxsbITTD4QSKVgnHj7HTR1Bb0KHzqI/rZQr3flQTa87njP17HqVSjl7410ms9oVT1qPjHWFNaa6J1VB1IZZOy3wxbjsF7aVTSmuQxI8AKB1Awjo8zHRHkRMzB089yRWOmKCGBOvmDumaktGiCM3uoAgI7L7OuvTW/OMmDjGefDcTKV7Xab7roNcLaCRW4WJY9oFe8QxsMYBUWXfwZj6jzRoLmvwxgzNsDRTgw9rDBjombBVjwvFOFGnx8ZploLVIh3BM+IYimXIOpHDfprDs7G8Cztu5jN8t0NGPH7vH1//pZlozBVjG+G148ny0FSaZ2nbwiJQF9VPjknJCFkOZ8+erbPGeoNj077DKxpYMWvMVOnjahwyDKoAJ3ien5ubs2/hKtnM+tLQeB1No4M76Q+ERhB+L8vy2tqakN8I5dfI0p46HDpy3jFhCMej579A88IeFEtxZy33wRtMZrUXVq61nykVYkv3pCocllGTyum3vlle+CQIayyr+oMd5fIqsyEngTUGALx6F0hVjDQwUWNPRuU/W+lJI6TJKEPNBmKWBP5uj6oADdmWwLQP5wnlH7A8qxHHr7/+OvHd1NTUgQMHTpw4MfJlRNVkJ4zZrDnuMHZz0KjBQdBxXzX04GoV1mOokkzlFD7B14MNOZaZFPLrUgLsS9twx2iqUJhD2umsPmUwxRr5fIC2BOL7204KDP2Vuahb7DglqjMRab0oDGsN2pfaHYkVZ5Pk+qRjx4698MKLjhoNlu0JhxvbXWqmRhnXEuLZD0HDYArA+PKXv/z1r3/dvqW8/Gli+gDVT/LobXS0IO5K18+F3q+vrbGF7ejuPWI3PjUTefjZ/SrP9M336VoePAKsGIldfIkWo/LWkrSzoua29XJBV0mFCpphdVNTzj0eNfFPFIlSJC2fVosZXZWVYl7Np4l9RLFLyVFbL11Z1VczakbiS1S0ZkkBAICfC9qqEQAMUwOw5Cn6x6n2bI3QOHvXDOxJdDzVAgDBUdc4/t3f/V3iu6WlpQ8//PBXf/VXDx48OMplpOvEPJa2HlpaQsZAIw7iVM3HcFgjzUI+en4sY9/vyDi7vSYplABl2B5UlewsCvSeoe5cVeLYLv5eG8Br0gS0z3H6wbpOCOyL05E3N4rE9iMJuaRy2cpghbE4YoCJHFm2UU/H4iKo7ib44qFxkjVOJJJf+cpr9mx4gYiM2v40Va37WghA/ccEd2x/mAedq/8nacTGLvZfdKgJE9vb29ZGLr+Vy+Xi8bjnJQ2Wb2af3vTIMts/rq+v68VMbPsWsRsbTUbOPrcvJSDlM4Wb73jmwUMQZo9HTj+F3/OTB9Gf9VWVR85uocITZo+GDp7J/Ox1XZEdTp0i63JFLaS1YkZTZLWUp+SyriqaXKY0VVdVZPD21hAHbZySoq3ntN0yX6Gj4C4BAEFn705AxPEI+iH7G8nbKNjZPehTEPHam/ZA5Ga3iDuYULTdpJtoHN+5c2fEiWNnE6Ts81sKnhENaa+wJpyySu+U+YmQbN9hLlxaLAFx3CZcvLHHFsBg9RefflR33TSdYRn7mB1k5O4fR+qhuLBaUm7kJGL7qVT5o83IoIkdV7ljN2tsz1xo1JmuJ9nCw7OknxCNRn/jN37DdbyA42j11bMVWJK20LOGYwrXyShMeZG/Tz/99Pe+9736WTSltP4gkTg/rJOurjiZ7oNsbW1Wcun45g3aWW6MEIqce55iucaG3as7dwPZpdv6g4+88+AxbOz8F7jUTKPfEjyyddf18K5iOvOz1zu/SI7jKHmPatYWXxzvblEDAEMPhoGIY/BA+veSPCPigTvu0RSV0DgGm9CBXW2mcby5uQnFVGteVE1+0dEiPUU5QbNmIKyJD+dlYSEfIfaaS3K8Xgaj0x7cWWEV6CND4aK5pXtwD7KHGzM2eHLH/byS6LOT4XGejFhhaf3hsdKAWj+itK1KMwONjYTSnF45P8+5qZO/9/d+xXXE1ltL3fuga4ew/jw8P8AIuvvuQfbMmTNE4JiWXi2Xyz5HGERb2tNTZDKZfCYd27zOaA6RB5rlohdeZMSwb9HpXS9kVarsXnmLun+J9mKNucRE8rO/6sMa+9i4rhddodK1h4Ryg2fmkqIt7ipXVunLm7E1KVmiImANAIA2xhC3aYVCGfqZSCNPwJ0JbQ/agzvE1f5qH0CBL+odVLWaYce9JA4Kv40mDQs3WhuBmtoZGJkGd6pGrBmxsF4OEfvPRyUotPbgToUHyfGG1W+zs8ZWhGkjyrj/ITD0S7NRwRXGEuG1w/HKQI5qpKtUZY1xAmr0OheV3fX7j/7RryUSia6YXKamaxz8asHDGyGvy4s7Ru9PnTpl340v7WQzmeH2vroVd4yOUigUdra3Yps3WTLtGx05+xwTaZLCgbgSRqlkV+8X1h+Us7uKorRxVYXVe/lL32eza55nC598MnbxZbqNNea90Z0oYHHhbqCoh+0fcb67j9foy1vx1UqyTEfAzAEAnYwfxAaQqhgp58Fih4kxa+99SEKEat+vZ6SA5jKKCUIyEcq/7fKsrkf7v/wP/y9rDszSUILeZqiR674vyToB7ZIjQfexTMxKQZwOVRhbv5hJsIsFVaNZqOgumCEogiHtbnbi2HN1y8B1nwmB/dxk2C12PBtVigq7VeL6/xb8V8NhdWOz0ozXmQR5Ry+//EoibmON6XZUJSyBY/wSvBnYozMaDb6AofO7aOLjhQsXbt68WacDNFXJbtIzM8MxHPt4I50Wo65Lsry5sRHdvs1JeWKf8KknuVTzMiS+p+Uydec9laLQH36croaTxv/4MC1GjIdDiUlk+tlwnIvEWZa1arO0dr+yuUjnNmhN9ezDjBCOXXyJCcXavOXu1UhZ1iVFz1X0bSlU0fhuHTYrC9c29ZRQVlUqbeW7AwAA3QBIVYwmUC1rzpWt7nnHnmWo8sz94B7WoWX21KFSFAUXNfJA3HUBtdBqeVanhdd3qjGVZ8bLcUGFognu0HfdxQf04cR1vSTMRRzhOTGmmNXjUD5tQFZ1nq0baIg4HmILibljz4j+ATWejcSOjyakosIU5QEIabFnn7N8aJwG1r7SIsFVBM5BHD/++OMnT5w0f+ZMiIePFkzp2EyMV49AD8jw2K7TETIASfP62RfqykTLXcVHjhzhOM4e36qnV1X1zKAHlBG68NbMtistHE+fVldXQ+lFobRLfCseOiPOnQhSrYb18N2hmtquluBO37hjp5WVUMJgkyt5WlN9asueB6/NhkQxerOn0pquVxRdVqmKQikqJWuUpNGazio6reqMTnOKzvRUvz6vivmSCPYEAOiBPSU3QMTxSLko7vBSiynuT78RNI57ARxxjF5R9ydq394ewDgEBCooDhffa1/7PSiOAKOQ7pMZz1PsmAIeuc/sctOpL1FrePjZKIXnIpLdE5mJadkclGg7UDUncQz9Yyi8tEZjNh6Sm6YVHiD7+cJ0ZKOs7MgORoGh9VOp8tXt/k+Up/sMcDVv23iZjJJ7PvPMs2gvD364Re7Y3AnnmqV1Sm+jjdmnBO45ACSqHsqx2+70Hzt27NatW9a3fGlHliQxFBr0iRlxeZ3Pb61bRqZ4dXWVzayGcivEPsLUofCxRwIu2GRCMVVuX5mHK2ebnYCNnvs8PzbbxVItSVqurGVlVqdYWTNIYYrh0RsFljsBAEM7ZPhNAAEj6Dy4vcc9HtntUhXE4G4Rl+CydrfY8SNz5P/wPG8tgfX0rIC4D9ibgGJvv+ygEEYHqq4XnLGEY1GOVkpQMu0UpjPEWNFg9jZIds8u1+WvFWW8r+obD5vB/Mp8zC12LLL68WS5p2XeO9fKvZ3QqTB0jWu1SbLD1q9dl+l6GmAJVdRP3vTeG+VRhP44gr4NvrxHH33UvpHR1NLm0hBPfjr/7cbGBpXbiuzeI3Zgk5ORh58Nfgbx8Nne3amRB+9zf7/lPHjeN173K8ICU1GZHTm2K4fzaqikCSUFWGMAYKgHMpi2gxvTBwEo/jFq0DJ7XfLoVTVhFzAhWgVEeQaHEbsNstCtDEPeydMalSGUbR/aEZ/6alRreLn9SpFcUTgmlBsxHVDUPiCIY42C4upf36upc+PO9lAdg61EBM3qdxDtZ5xjvjjtkew+JaoHYnJX/F23+9uIRW3J4GBJCmKb7fhVSjfBVwTOcdiTJ09aw2CN+6UbT9To6nEpMqQY/YxhaMbQjNf9w43dt8zY0IhQDmjnAcE7fnu9tb3y9/yVe+PRo0eJK1S2l3oxAduDxzYd7tCoy9i3b25uVjLbse1PiTthw/Ho2c/rFB08CIsbm4s++hITSVAMS3Vp7EYnZ0Lx8IknjDx4vSlwMAQAwKhN+IjPsBp9dBwYt/Ngz5W3Z0ShnZq061C5g2zAZe3cTyMK2U7gWJKJ9v3xdjyhcORyB/g2aQ5KAQBo2k+QiclUWE2n7SnyDo5xO9voKwZsTUtwRRxD6Q1Yd/Bs8GT0MeYD6Op3w1cOR6P8haT4cYZctX0gJuVkNlvpwhSlUU6PRr5p254tTVc1JmpKx9RkxKVT8fSzjS/UWfFVRpnWbR/q39V+4N8oPJXpAHsz2PXV9K9R1U9PT6+vr9dJgdymXbzbfxbX3txvgOrFfs3ZbKaQ3klsXqedN0LzYuTC8xTL2+fVQcDGJ2KPv1o9EZprSSWlsKsXs7pUUQu7lKZolYquSpQR4KP7XiTFReL89OHQ4fM9GCOcjzHg+TQAMEpws8QQ0zMiPswg1jW4uHvQJIg4J+xWgVlo0a72n8ZxjzoPtAxA59O2nTI3Ga6HE4Z4RtDyMpvwbG8wDDQCIU0hA3E8CKhrjGqa7vX0nmockmzHMPWLz02GV0vylkSueT6dKn+8Fa6odHumxmc7Eb9g39mTZXOr/TpTzFWJtpoIai3kQdc9dCqsI+nmP8wNV7fWz6rXtSyqabTMferZ+PAlNNW8pryC2QF7NthRXc3M1guf7aGHHrITx7SmFDcWw1OH9tgj9WG3gzzm6aJJ9DxUsVjc3txIbF5nNMWxM8PGLrzAiNEOz26sHQhFhVCUmmhQgJWCnN/VixldkrTCrq7KmiwxLGfwxUcu7NmIAE4GADBiI5kH5QGlAgAMjafa1FEkosuJkGSYXLTnZ/ZXxPHt27f/8A//sBdHPnny5D/7Z/8MqhzQ3hQav18pihMhyW5rJkRlTWlzRjeyUJ1FoULJDFCPqLGLmAnUTfUAq5FTNn4ThyUPff6Bv3Mg/u8WMgR1jBPlfbId7q6H5JMkujM3QK8FGlcRN3QqOGIAdf6o5pPVqWMbI6bblCooW+o814l9/D9w6fph4OtD1ti6tgsXLrz11lv2r6SNB5Hpw9R+BO+4F0jusTPgWWKSJG1urMe2PmUVQlaLjp77PBNN7UFB0WJUEKPUxEHiUnvdtIx24vgI3RoAGC2CI/iwAgAAhtih9TECnnIigEboR41jujeAyga0bXGsDiKpdEV1PLKeH+OlCqTIaw2KShDHUCQD0PjxR80mxIXf29PUesq+N1KeGg4IDP2V2Zh7e4TXjiel7jo9PippjYK+3dXhrFN8QKJ2dA+dimdMnQq9pkRhyQ2zdsXh2jGss+hVQtl2ONp/jhckhh3QC4+rb6fcjRz9cDgcCoUcQ8nuSldCS5vKZ7dkP4Pkw2h6+03DatwbVVVdW1sNb97iKznSOp3+DJua6RMJjp4d2lkasLAJABipoS2YnQQAAMMxV22UIQNrGVPOB/xEwApQhcGLur8ijk+ePPkHf/AHUDGAPuwqOFBosxw6FKszxSxDx5lShQ5DQHFwaBpEHA9kF6C8qGSzQjWCBbCG8OFmjTHmwtyT46H3d8hUmZNhOSsxW6VOB9mmIYqemhVUA9kK96Hwz2s1a7x46FRQNSKGpmpp6uw5RjSGQc2ArvLK9chjR3bEphQY+G19OgPf73pxdwFsW2ZmZhYWFuq7qYq8s8aNzbbUfVq1gVSv1MYblnzARQb27cgmr66uCjsLQmmH2E08dEaYPT70Hov72Qd0ZABgpJxW4jNIVQAAozNdpZypEYmpKzDF7aGemhzKAgAIYok2ihzhjMwlaE3ToHyCgwgxloE3HpD2X39IawvKw49zFSdUVbU6xSgo1T45FpoPexDERxNShNc6KXOrDBtFQTYtWMJh8gqipGrqI8Zu89GKwDn2MXQqLA7Y5IxZtvpn0cc1LtnbozBFjfHJGbvomPV0gWosCAuZpvesXzdth/125WfOnCE2Vtbvu/cMbnza7l9db6XuRC5UMwUP+4fNzU06vRLKrhC7CVOHIscf9TyXO9h/D1bveZ60J60FiGMAYJTgNiTAdQAAI8LVNJoBuW2CPcgJSi+Iz8ZBKQAArUw/qGyFTYqqtWUqwd/ayXOhuGWkwPr4g1g0CktIB2Mktj25pWt8oYMx0avsoifpQA270vers9F/t5CVnK3ZFDuuXN0OKy2zx7Tl87Q630G/oGnKVuANZaatV0NuRNMoTUVXO5skvQKsU4GfFqCax38mBYzPVT8Fw6AtWDK5Lmxcq/xqTjyfZGJUK1qxgK7g9u3bV69eRW/K5XIoFHr22Wenp6etUcxazbfH41rA083MzBBb5J1lU3q9VzrC+9gsg7LGFLW5tSXtrMZ27hK7ccnJ2NnP6jXRcTdFHjDbzAB0T11zeW7glQEAI+a1BrOfAABgiI0AwxiqvLDgoCvoR41jAKDPzdBaKURsHBdl8EmCQ3WGHCtgf/oSpMpE7cltNbzUUrmtSdzWRAwcGJ1FLQJD//IBD7FjkdVOpcqtF3yVb6XqIY2U9Wff03rvX43EDhb7o2m6GR2uclTlsVnZzRpjnQq0O6pJM8QY/cdi1rhmEatkk13zmGXxxyrFXGsjDRvDKISl9yE2Nze///3v3zaxtLSEXr/xjW9cunSJalHMt0dDbdNg3qmpKZ7nHb+SJWV3rWkHC35qf6sYxHIGpzYCXpX/btlstrizEdv6lDg9G47Hzj+vU4w9vbj72V7ATCFdtOqNFdg7mty4zgLdHQAYKQ/W8RFoIwBgpLgaPF015yMsx3EgsdCtgoWIYwCghQ6DjE5OYlSdZun6ROTwOHdpXRIEwb6bezIJT2gwCKkKSI43QMNwnTUwvXA8CGt2pQPnIuuRGqcnBPZzE6GfbpM0cVxQD8Tk5TwfaLLjkdwOsx66zxp6i2WmqtITVtBxdQtFUid6NdDY/P84Xzozy6K5lfuCnnnmWZPFxiwwY69SN8uDY4qrQcfGBTPOq60GHQdpbNDj9gBvvvlmuVx2b7x169Yv//Ivi6K4B9cgy7KiKJIkLS0tqaqKPuLXfD5fKBRQS0Af0Q6apuVyOTTIhkKhsbGxxx57bG5uDv18enp6eXnZfkBpc5EbmwvYwbreFLt+/JZivUul0u7GWnzzOu0MuWV4MfboizQnEKo1Ld2dO9a4kbo6FWBJQW/hOgkYFABgpAD8EAAAQNMWHF7AmpEvjSa2QCgHL08OF9ZrX/s9KA4AIMhkCWGzxM9GJOtjRGR5rUBRAhRXEBDJ8RRQiO7XZk+MroQ7XuUCWZa2EccWYew+5iiwgRdSoZWydq8gEdsPxKSiwuyW2eCHwiVqcrsaLjlCCLRmmhyssfm1bueOCfeovkEzj6spJ7zkKfBpXnnllZMnT9Wihq2Q4Sa1WaOPKU+VjKZbgDXeG9y+fXtxcdHzq6WlpT/+4z9+4YUXLly44FMviqLINSwvL9slzjHta4Sym0Bv0Bash46bItrYRkUXi0X0ura2duPGjVdfffXs2bOHDx8miGN5a4k6/RlCj6Udo9fAgjUSQbafzjOCvtX4YqoBV9voJ6gyNtZWYxvXGE1x3hgTv/ACI0bdx2njeTZxSY2ux19zpteTNNS8PKwSAAAYIegE3wElAgCM1DQWgWVZHAOB3rjXVzXNeAxwlypEHAMAgbqK3b5slsWZcMVuZaYi6pbWcIoIJskO1UkUQ8RxP3rczhZr16lwT/ppS1J3T0iBPseL0+HNRTmvkM36eLLyiRyuqHTwKsDhwJhrw0VruTsMU2VmbZwy7X8oM12hZcSMF56Szs9qEdHDDYhGo7/yK7+aSiUt0RF8Urt986ecmi7nd/8c7KQbH3zwwS9+8QujXb344kMPPdTFI//oRz/y+VaW5b/+679Gp3755Zczmcz777+PmV+L9t13A/Vf/st/QU360KFDP//5z+1faXJF2V3jxubcbcyndXkSnYTWs7dt9OoFjSjmVlnapvys9S2qkZWV5cjGdVYhQsjp2NnPMfHxDgn0lgRDA8Y197Cze9gWMCwAwCjN2qjW0pwCAIDhgxVxbH90BJoVbQN53Rx26b76O78PxQEABJzdSSpdUtkIV2dAD0+EHizkI5FYkKnUiIMIMVahRPoYJF9QkxsgdrDrZrp/OwrJ8SwIDP2Vudi3FnPEdtZIlFe+sdskUZ6dodK06l+t3HQzHx1tvjJmTDFtbbEnqbMfqk4/Vwno6gkmxfKZWc5TnuLYseOvvfZaTZiYbiQ54oxopmpHbu6N+Sgag520kE6n/+qv/mp7ext//M53voNeu8Udf/DBB5lMJsg1fOtb3+rbIvrBD37wxS9+0WOArqlV2G1OqxopPk9HAj7h6OISSJ9DoY2oa6+uroY2PuUrpNmJnnqcnzzYxSEgoBNF2H+fQOzejFukW6HCwiYAYMS8V/sHiDgGAEZw9or8DUwc29O5w+yjk1KFiGMAoLU+gy3ORkk8Gi9Z2zmWjjMFlYpBETUFMYNTNDDW/TvoUkRSJnu6PF/2xDOedESKbkJgX5yOvLlRJLZHeO1wXLqbEYIUPpaqMHUqMOFb5YhxQTKMEUBsqw1yDZa97mqssYZVYhhKOzUuN5SnePmVk6dO4fhiIpuEjQByhPT5VCxEFreH73//+5988gmx8Tvf+U4sFjtw4ECHBy+Xy++88w6xcSMjTSeFgbNRP/zhDzmOUxSHOIO8tUQ/9FQn9sZu/dxNmmosJUHsRjUIW+5uIWxsbDCbd4XSDvFVaP6kMH/af07l/zwvyDU3UqUgWPu9tP+aIruukgGdYwBgdADJ8QCA0eFkPJ0Q/JFlWbfnQ/VBCuhBBANJBgGA9kxVWhJ0Z2zdgRQnyzIUTlOoTkutgOHuL2+b9hmG3eMFTXsEpbqXKo/a8PxQXHg47kHDTYblybASZLZj0fVeYhQ4EtmSkDXyh5l/hpysLazYzRrrIVZ+Yl71ZI2j0eiv//pvnDx5iqrqFDNYocLL5bKUjq1YYxzvHFSw2PE0ojH1NoL+yY0bN/7wD//QzRpjvP7660Eihf3xwQcfEDnxPlksvHkt/dEqvVscvH5KsMaUqVYh76z5DN/BB/pGTZd4r9vgs1t7l2F1B8/tOzs78tZiOLtMbBcm5iOnP0PZVIbcvanRShHiXpqWUqOd7Yclwo17269d8cXgZQAAo+XKQhEAAKNByDTyqfA6S5ykxcqxYVP/A7RDEUDEMQDQDlRNz1S4lFhnimeSwrX1HJ8ch8JpVnTOaT9EHPfTkODhfteSs1FO0pBqEDo69EOyT4SdfeNnJ8ObFWVbIimM48lKUWGKMuP1wypT7OJu6FocsW7nap3CnTpyjZCDZB6Ktvh6zBrjg0+HpDNz3oP+8ePHv/rVX7JIMKrKHVO1SGfiTquaoVYIMlWjvFutfIg+tlAul7/97W+vr6/77CPL8p//+Z9/7Wtfa7vpZjIZItxYUrRP14rJZLKgCtd3qGhGmo9KUwm+Cw69yeAhC49sPhoxZeOZIY3eazqtGO2S1ihapxgVvdGNPdEblhfQdrRPbc+6CD76xdbW1mRYffpkvGmbkTYfcGOzHdK1QSKFG53CHZjcoXnEPYXoL9lstrC+GNu+Q+zMxcej5z5fS1m6z9ayw4jmtuASpoCIYwBgtABSFTCRAYxWvTealFnPzqG1dOpagcYxABBkJuOWPkS2ZrMs2oljtGUyrJR8eZARkXn1h+pkjnWIDOjXXmAGnOpalab0btfurrFX1MD+u6TO7kw73+gCQ39xJvofl/OS69HIqVTlk62QqpOKn9UQYw3/03DR09Y/Yw/aVDrGUhHVIGS9NkcyxSsMmrjmLVnFr6NqPO0jT/HKl888/DBtPpNHPzfDlikcoYxmW0QFNhKNxRflZplbKlUiDam/2exEAaArXF4X8bd/+7eXL18OciWFQuEb3/jGb/7mb/oXC9XgwcbPfvYzYv+rS0WK5hKJRPX4qnAzzd3ayJ6cYqeTgv0ssqqrqr5dNMhcRUXtjKFo1GYY1F40ilFUDdO+6M+kfXW1jYxklYbfoJn/9PR0Npv9xd38Uyfi/oeRNhejNrWKpiOvT/I3zyjdpi2naZK99syy/UbK5XJ6fTm+9SntpEjYUDTx6Bd1mglih/eg8e+9nqCuuFd1gJsBAIwQGBqS4430/B2IwuGdmTbMmkOscGVMUT+8FlwQBJZlsdCCfXKBHymBbEXwKoCIYwCghQmPfQaYVzhFozjb7Oz4dOjdxXw8Hoei84HqMs6yTvEwlPdfy7cCS6kad0zVNRNgiHVgW1Ju5uStSpWwsLhPHCZM7Cyy2umxyvWdkMu8UFhZQqClqagSD3Xt8iI8ExG95Sl+5Vd+JZUao81ceNh3wun4rIhnXz/b8SVmjfuNk+1z3Llz5/vf/36pVPL8VlK0XFmfiLH2jRsbGz/4wQ9eeeWVVs+1uLh49epV+5ZCRf10tTg7O+uYciNPOpS6vJrnl9KfORGLhaoth2dp9Le+G1EpxrtyHVpNPbHpiURCkkK/uLv75LGon8a6Isk7azjouLsTxfae/narI1gTJzQX2lxdjm1co52J4GhOiF98ieKEUVZn0DUyOZ4GhggAGC0nliIHNcAIT947Gb4BfVvLbl1Eu6eEXlVVlSQJvedMWI8TYKrSHpAh5XDBvfa134PiAAAoZxSbe50pYWi2K6GZcF0sMhZiOTVPUfFezx4HGqorAFPRdJ4F5rgP5tuO9llf46NX5QsswYTRJSXcEQ2GHZDU/7RSqKha8OPEBfVwvPIgJzqFUA3WeFIsPjzDIT+n1/dy7Nixr371q+YTeDynqspioA1Waj6KYrvlvjdVQQ1oNunAkUR9bm/L5fLrr7++ttZQjXdxR1ktRyiGl9XsbNJRER9//PGRI0ceeughdyirT85od7jxh/fzyWQSZ50mEIvFZFlcy5ZPOh9gCBxVlPezYAVBULmpj5bSjx4UfGq/sn6fG5sdymEXzYXWV1ei61cZ1ZlWgWYSj7zIhGJ2B2YUrbRGRhzDwiYAYMT5DigEAGB0gCZTiqJIkoQ8beQoIi8XRxxbEwfsIGlmRgQ32wNoNKeDiGMAIFBX8ZQy3CrzduKYMlLksRuKwnGcndQAvtgx6XURxxoUSv81eFszx/9RNbkEQL1osOjzT7dKLbHGGLNRJSdzu2WWqhH0LKWfGK9Mx7g9qN+XX37l9OnTDENj4tg0cfgrvLxLx1F6WH2irZZDUS6ePUiRtr3PQPh81lDyk5/85P3339c072aTKap306zMJM3QXmqxGA0LhWTYwR1/5zvficViBw4ccA80nkV069atxcVF+5aNjLSR02ZnE42uFrnaMsMSgcQcpaBv9p0FkJjxTDmfCjfcR95eHsqFEahy19fWQmvXWJmIUqfj555jExMjzhrjKaOr44HGMQAwSk4sFAEAMNqwuGPkIaM3nlmCG4nvARoVKQO6HgBAe5M3hIrKFGTHc+wjk6FcNjOIjMaewTPiGIqlfxq27T3+0yxKkWorAdpwY6Ukr5SU9n57PFmJ8PhxNxXm1AvT5elYz21FNBr99V//jdOnT5msMWv+MdiVMv+w6lc1C2KHpot2otE+XbTJrryCzXfe4/51586dP/qjP3rvvfc8WWNJ0W6sq9fTMYWN1dWKafZOJoK+InZ+/fXX0+k0FUyg7W//9m+JLVeXihMTE03cRNcEnNFl/4res8JUfPlrXZGU3bWhGXytG9na2uLWbvCVLLFD5MRFfvIgsMbG7asqDEwAwIg7s45hCyKOAYDRm8xi7hgB+9vV6Y3NWbVS50GJBSxVsKQAgLe5afSR+Gpbcqzj5Tk6KSjwMMaPiXCxJSoUV7/3Bt2MSaWtzG9QLrXSod7fLbf9c5bWjycqLE3NxZRHp6Vw76W+jx079k/+yT9JpVKmprHlP1nS1XSNA2RsEhYtwJ9ApF1oqSE2wqC0lnK5/K1vfeuv/uqvCoWC5w6LO/IHa0JWT7hnuSrNX90SiI2yLP/FX/xFkBr54IMP8vm8ffu9jVKFDnuKVNiRrZBXIvbNQrXNUpNLyS/fGVDD4u4muJ3v7u5qq7fE4haxf2j+ZOjQGWCNq7bCpXEMUhUAwEiBdllUKBMAYIQsQA04c4x9o/s9mIiAAI1jACAoZ+G5EXWfnRJ3KOKIyzs0zt/cKcRiMcomNwmS/BYg4rj/x1r35lpcKkUoQY1aq7aTOOj9cpEMNw6HIwi4bBRFzWYz/kUU4bXzkyWR9ZYsEATRMQuy8fa6a47k2ELbLZXxmkwkHnv88ZMnTpi1ybAsY3sSUP2JdaW1XMMdPYevB8w2C/5tVafYnRDD7gt6plr2P+Ae4Gc/+9l7772nNoiFTBeVOzuMyqVYruF1KnTo2lru7KyjrAqFwje+8Y3f/M3f9Dl1uVz+yU9+Qmz8dF1OjE21MfaZUhV9MSfPSWxWYhJCQ5UYPb1GtOqBsFfu8sRXns/nS2v3Ytkl0kqMz0VOfwaWD9aLS3cnx4NSAQBGylUj+Q4oEwBgpCZr5kyHrcfCMAwxg7MmvMQTeoBPqYLGMQDQPozsUTSTlvgxsb56d25M+HilQJnEMcANN02sQjRQP40KVtuuSVXotmGVdnvko1lKuFhu5iTiq8cee3xqaorSDYXgt956M4gX0og1/sIXnj9/7rzVOSyJad0V8Y2+0ind+qImM1E3U/Vf0JTlQtX2JdML12oZV7fe3UbVyJC6yTJPWflGv23KPu9jNMHi4uL3vvc9IuDXgqRotzaUHJVkOIZqnEIQby/Q8fvbmaMTDrHjjY2Nb3zjG+fPn5+ensaSx8S9v/XWWwRh/cliIRRLBbx+SaUE2wlDAkNX+oWBXc4LifHGIf+qnF97EJ05PIiTAaLXVCqVzMq92DYZQ83FUtFzn7cMNfHz0ZwF6a5lTTRoHAMAIzY9s38C4hgAGMGZmufiLc9UePDoPQg0TeNwMX31d34figMAaDqLs5aC2id122XBThwzND0T1cuqyrLsvnMWfWl3yC0KGOu+c7n1GnGs16hD63X/gzf3t2R81hDwPD89PWPsoNM3rn+SyWTaPtEXv/jSww897Di1FWnsopLrn3Xbznr9l3hHLEdhShvbXSh0L7ozalm3+VStUYTBd7YK0J/57VYba2qHe0G0lcvl7373u/fv32+0w8JWZbkY4cUEU/NZCeeVWEmHvtqQE+FsdiZBcseWhHHIRCKROHny5PT0dCwWu3Llin1nSdHWi3w4ygesJuJJn8BoAX+4ByYiJ7E5iYk3Djour92LzhymBmodItEj0KskSVvLC7HNT2lCuFMMxx99iWJYmPA4DaH7mROUCgAwclM2AAAApsBijbFmhaV3bLmpaAtYjIDeKUQcAwCdTu1yCq9oNMfUpyZHp8PvLmTGx8cDchYjBQWkKvq7Yds/UThYlbZCj2m89Nt81Ue57+P382HOHnQsy3K5VIpEYunM7s2b19s+xZe+9PLDDz/sOi9l0+qsXkK1Fuqr8etVR9WDhynbaiy3GoleS37o2Ih/2rtabqpf0d7Z/SXp99IOv/feez/72c8aalMU5FtbFBWa4MX6NQdUbV7IR0J8MRlmPb8tm0in0w8ePPDc4fpKORwdC34jFZUOcfVLiggM1U+yD0t54YxP0HF2XVFkjuMH0cjgVzSl2VxZiq5fJRQYaJZLXPwSxQlt9K/hhubqdBoFAABGCCBVAQCM+GTWHVxsbXSHG1PwtCkA6rlxoCwAgFanWxa1geZ1WxXR/tVYlKOVksuPgb5Wm8U5yxiS4/VrX6D0mgNuNnMN0uIRPXo+TD583dzcRDbhg0u/ILYXJDpbYdBfUW5iBARBOHXqFM9z1p8BluU4Q5jY/DPem9sMoWLKS+/YDLrTaZNotit8GT9xzqDcySIwBm7dVpDUedhf7LUdXlxc/JM/+ZOf/OQnnqyxpGgfL1Wu7cao0FgbN2VspNlbuyF0nDaurVBR02osYPPGBSWpjgaD2hxLe+eP3Zc2k5PYotKQFGA0Nb14p9XBvX9cEfS6vrocWv2YUWVn7TDxR19kwnEKVPncRefqd1BCAMBouWeu4QzKBAAYKagm3J5qI3VjcKWCzAsg4hgA6MLsbqfMzYYd249MCquFQjQahSLysuYaFvTEUMBW99/YYL7qJuFI6zptRBlTlqwBzMOrfT/OMVGWLqj14tjc3MgX8plM2r5nUaY/2Q7XBIWpY8nKTFRtdFhJkr75zb/4tV/7x6FQyHaqOm1ouT3me50yKf3aA3PjhalGhdfji7FgMa7NRhoCpNTxHj6Bt+Ir3aY1uBF2RxBYdxrkLroSj1wul//6r//6008/bbTD/a3KUj4khOKcS/LIx3O1b8S/Uiju4w31wrQicK0FUt3c0Hieb6lqygZx7GiuIoeadB/1xIWsX9Cxsr2kHj6FlaP63+oS1b25scEtfczK5HPo2LnPcYkp0DVuAMczFRWWNAEAo+eg2T9AxDEAMGoTNGeGHpI4tt6Dy9SCa6VpDFDsAEBLNsg9n0evJYUpKI556dGpULFQcK+PgJI0JnK630fAPsL5GLYapYp9bp1ytGGIoMc4GHHQcBubG26RirvZEM7oa8b8Mvez4nrBj8ba2dn5i7/4cyO0lKZsD8VpfAQsUlw7GmsGEdPWnrjKOI41A5VxuDKHA43N3RhCNreTevRMPdHeQTq3jR6RubY3AY/QyQVcunTpj/7ojxqxxumC/O59aU1KCaGIzxn9U/xhINcNvVY0/so6u7SrbOXUgFe4mVfKdKylIqWMYHlyO6NLfdUHcxJbUhqWG1/ayXagNr5nhtfdrXZ3d/XFj/lKltg5cvwiP3mI0MIGa1xvt86IY3C7AICRc2WJMQuIYwBgJKe0eKJEbPH0uMCJCjIpgIhjAKDTXoRZj+0yH43VpyshnkkIimqmyAO+mAARAaRooEDYpyOuqWVMm3kDTOUKI7aVZmiGguG1BkLmuFwmYwOXckLJ+VQJeS33syJF+cUdb29vf+9733vttdcsWpVwdGpvGJMy1mp0P+b6aac7VLVUlE34D330mUp5hgD3qI3ZhQ7cN9hFE907p3BxcfEHP/hBOp32/FZStBurlYwWF0Mi7XV5Ph99bso4si48KBgSt59mKI5SeFqNC0qIo9DfZJxzX8ZCph2p37JCbuEo1f8uqD1XlH6QFR9qEHTMaGpxczGRTA4Qd4CKrlAoVJauh4tbxFehuRPhI+faFgEfiZHLGWyoQSkBACPnvkIZAAAjPoE1QAj02QliewpiKLEgQCXJ4cJ67Wu/B8UBALjtTvC52U6ZPxQt243PkanQjc3s2NgYlCQBgijWgIbsGzhbO9Y3qHcEVddondYZk3O01BBG0ixYcMscE1gp8Ha61tp+PytmJeVIQkHFvJznD8Ulzikde/36dXSur3zlVVf0DD6OXtteX43F1OKKayfSa/VIuWUo3B89V74Hbi1daHV2fYmBaAzlcvmHP/zhjRs3Gu1wf6uykOHD0Umx2ZjS4S0rFKfoXKkiUhXjI0Elyyq1XeElXQhSF0S9FySyGQhM39VOVuYqCi1y3hfG5jYLhUI8Hu9nw2tfO1kpV9IPbkbSi8Ru/Nhs9OGnYQFTk8LUHA82QKkCABhBM0DwHVAiAMBIwVqU6ZaqMIkIDZyoNua/EHEMAHRhymfM2zV6V+LHxbr048Ex4fJCWk+loIgImCHGrO0j2O6+a9J2TtjkjhmaNiK3zD8z8rjBAh8cm+webjy9+X0Z9igyuBXfcksTkvr9JniWkDkmEOG1oswS944vY7fCp7eqXF62wj4yWSSo2mvXrh0+fOjcuXM18pdycry6xRfjKsPEMWGaGhVCG2VFmdG16KoyAdb+W9yWZgK/r+plmBdZlUAJVvTT09Nnz56dmppqr8aJtt2VtnTp0qW3335blr3lftMF+fqaqovJcJQL3u+6aWadVHKrxeUQVnY+u+AYde9vp+m5FvPiyZR30DFf2knv7naLOO5FML6dNUYtamvxdmTzFtFM2WgyfuF5bIHb67yjM4DZP4F/AQCMHMHh/AjE8cjOzQHD06mbue6E+4rDjQVBICyAO2sIBWLHwYCmchwupq/+zu9DcQAAnYw6aOedMmcnjhmGnk9xhVIpHA5DYTpNj+OjDBO7/h6ezdHXYPws+q/OAxrCFYYKMs1Umc3a+KvbvHfa+g+N0XvAHXuSX5STnbFnk8NqwrXUc/V9LZbW+qltS52jOBjh7WoVBFKCUpRZunrvdp5at3stFZW+sRty5/h6443vox+Z3DHlqeVg8bDWfdlvk7BmhDREcFepXC5fu3bt0qVLmX2Si11aWkJnf/bZZ5955pk2WoJPwHUbWFxc/Ju/+ZudnR3PbyVFu75S3lWikWgkYCvtVgBpL+hCg8pUKcGmthLmab3UF2nZ7OfdKbOajuyQxzUwmsrkNnK5MTt37G783W0k7d2Oqqqbi/fCa9cIvQVaCCUefYliWE+RikYJGEbVddOc/gY4GADAqDuxUCajU/WNnCt7wjQoqAHt1LgS7RITxKzHHlmMU7xQtZgVYjZUnazulTTfMPhWvdY4hp4JGJ2+hFp7RuIUjeZsy3iPToXeuZeziGOwTRiqsxBUKJM+btWWJce+mGbGG1v0qUbpjCmBzOi4eXtKy+nUPqmRNOpxzo2YiHH8zrmFCFkl7lGfC3E+xPF4SF0p6Jg1tl1Y/fjWxeQkdrUgzEXJQ73xxhvT09M+wbaEC0UsyCKerjcuB+9S2tzcvHTp0u3bt8vl8r63yZ///Oe3bt16+eWXZ2dn98UVaapNcW+jdN/QppiICEzwjkb1MdNndiLH854+lKqo9+QGEPPrhcJBIui4r0ZkfDGbq8vi6lVGd8R00yyXeuxlWgiBQkWgZqARVg6KBAAYOffV/hEijkezDfj4/8BQDV9/d8cMufPgUXuegWOY0EON4+FJUGgs0gaZfUAgaJqRIm8mUud9JuM8o+U0TWtpUfbQQ1EJ4hiKpH8HY/sqnromQu0xvhl5XHfPajZ/n8njRs+fveLyCHvPuPe0DWS656/mw6zPxUR4jaV1VbccGr/xZDHHhzk1JZJSAN/85jf/4T/8h02540ZftWd5rppYXFzsqza5tbX153/+52dN4DVoomgICHMcx/M8ulm8sRdoqk1xdVXWhWQ0LrTUVvttaCAaDHpfUhmRq7fJsNCnHhHb+Lq4Sq6U3iynUqFQKIjd2Bdju7m+xi1eZlVSWyTxyAt0OA7+Q+CidGocQ4EAACNHcEAZAACjOGl1u7K9zo89OqhrHD8xU6yaWro7iyXx4lkcHz7oZWQ2NWhugObWCjWVLSdxjHB0UlzO5VKpFMz6bGXl+KhAyfR9w7abRKqm42CSxma8uPO5vqe53BsbajkK9ufPAdfRe3oVztXr3r9rKnOcEpXtMm8x5/7c8d1M6MxYIcw7NlYqlW9+85u//du/7Ul7NZLmaE+9K5PJYFWKfggxbgR0hcvLywcOHLC2JJNJnq+WGnozMTGBb1kURbxazQJ2TloKQdrc3Pzud7+7vb3t+a2kaNeWS1uVUCIxFaRDeb7vRW/t3PPGkJ1tm2VojqGUfiTkPOYMFkLZ5Wx2xoc4plxrGPfy0tPpNL34EScXie3xc59jk9N9HpbeZ2OW5uNvAACAUQNEHAMAozyN9ZnlAYKjrnH8u7/7u557oMlqe1N3rEiNcOXKFXQQSZJkWe56BsOf/vSn9mCobIVdKnQaamQEGBusN2veAM9wfC0GDVoboDlKClNS2LAtOOvoVOj6aiYFKfJsEHmHD8eCKe8beNIl3oMu+mBoVJicrPfsnK4xtvZNvZ3GN2JOqcaSpo1GpVpotaVKrDcoMEO8mJA5Js6VFLTtMtWUy8C/UjTqTjZ8drxMPMdFI+lf/uVf/oN/8A/szFdTVdaWuGM0nmJVioFoqxkTQfZMJpNWGDLP85Y1RpPJsbExVJ44qSB6Mz09jWXR0EeLhr569eobb7zR6OD3Nkq3tqhEajIhMi21T4sK7H82sCAzU87ATZHTVZnxyb649zfFMmTfLytUyKbHxpfTmfSmMj6OazbIk6Q9u4tCoSDdvSSW0sT28LFHhemjOBkpsMZBRwENNI4BgNF2ZZ0fgTgGAIZkfG/mCBFP2e3RAO6ZEbhVrRZ+E43jNgKOLJEKg3bleSuROpq2qara3RpC0zz7olROZ9hKN4jjatZ3lsEJoXBroyHqGBCoU22WuMPxOnEcEdnxCF0sFiORCFgojHjIsRYhwbNQJn3kcDejS+xUrPne3FmnNF2zixThvYgHvP3TA3yePKOLRCWQU7TVsrpSVnKyRjWTRcspmo9nMxZWqaz9hzjbXsNyLsrM/axwPEk+uN3c3PzLv/zL3/qt3/L3pVpVcOtK4rtsxZiYVVS6ohpvspL5UUEf6dzu5svnYvadoxdepDieUmStXNAqBbRFyWyiV62wqyty1+uauK+VlZUgv8J0c6VSyWaznjukC/JHiyUmPJ4aF3vtCu8vygrZlhgNVZPYVxfpFnjZKLCHk46N4exKend6anq6aXXsZWQKamO5ux+HC5vEdnH6SOToeYg1bqM72T+BVAUAMHp+bFB/DwAADBDHEnw3U01Rw+6cXQKh0RpNQFPUNY7/+T//510/NKokjuNwDfE8j1nj7laSKIp24pjXWI7vxkymqrWBWWOGohkYcgABTRVqKrsV/lCsYm8yx6bDn6zmIpEIFJHRT1maiDhOCRALMBijsvtbc0GGybNSOpGwGEdxWjtaT397PFugW3IsCLYhp6grJWWlrKBXzBd3BSytR3i1pLAWp9F0SNkqcRFOnY0qxPbNzc3vf//7X/7ylxvfhW43R/5nwYnvbt261erqoqKk3c8ZOT8xNdx0Z2KLktkQD58zSiZZ1Xawj9y6Kmv5NN4NvWqVolYu6IqkFdJ72Rd8aHRJ0a4uFTfLYio110krJVJ+t9qG9wxFmTTRPKNRar/YK9zOOVfKvqUcNx3TQ2y9+fHF7Wx6e3xighBS28cyR77x7v0b4fQCWcLJqeiZZyHWuJ3+RRSXDg48ADBqvixJSkCRAAAjNZlVTeCpECSa6tYUu0nEsb8YXKOD4hpC1cPzPGaQUc11XaeCMoljazGp4WerLMt1IysOje/C5IvRK2ptpswxqFUAgkBSqbTEjtminw5NiB/c20a9AHwXhFiIjC9OcFAsgzqEMLQxKzfIDVtYnF3awp1Zbu+9B8omduzWskCvOVX/YLfcXbKYADIImDgOjgc5McrrcYHk5z755BP0anHH7ttxb3TffoeJ70qSjkOMA2IjI00n66OzVi74tSuWx4SyRSs7Tn37fXnt7j42+3sbpRvranJsIpXi+tNd7voxy+TzC4qjlH67cd6VogM5nysF+niibHPusNLx7NjYmNuaEWH7vY4YoI08serm/VvhzU+JM7HheOzCCzpFwzynDWiEVAWUCAAwct4plAEAMLrA4caYfsRUpI83BanzgjtXVY3j//P/9X/EmxJhhrflpcbJyttgE7DLbmlWeIbVdA5BEOzEMacYQc5dGnDoOuuBk+NBiwIEM1WorWyXeDtxzDL0gTEhBynyTLiJ4zEBpCr61vluIqFrMsdGAmtdZ3Rzvm6kzHPuX1OSoveGO24k00yQp2aQNIUudkdWv7NWqqhdphfQ8CRJddXjMVFZaV2C/1Y6dHa8EHINa5988snBgwfPnTtH3CNR7G4ZL5z47oMPPggeYrxZZDdL3EPjEttB7txCxUF/+xPH/giffFKYOymv31ML1YjgvQxG/sXdfIGKT0x1bfkI4Rr1rauhoW5uuzSB1Sm5v64wzDu6sKRo5ljMHYwxAlP/Sihs5na3EolE0+e4vR6s0dG3Vh6E1q7STsPI8GLs0ZcolsNtw0elHdCgZLW9rEcAANB3vqvzI0TtAABDOUX1yVKDpqSKomDi2Mps0YgjBu444ISlOh+9k0/gN2eEMs+qnVekZalx6HGP0r/gVOn1gYFlabY7EUBYnJOi7TcE7QkQtF+lK5yq03ae5dh06O1Ps6lUCuZ+8bCjk4ZZmoO+1a9Dsv8Ibd/BYIWRNTa4Y003khHpuk78fO8Ejv2THtS5Y9O1eHOj+6wxwuzM3IPF+vLzCK8hg6C2uGha0ajbmfD5iZL7qzfeeOPDDz9sZIKoBhTk+vp6wFOXFWqtwG0WObUbC70LFUcJq9nNTo7GRlPs8ccafasW0oUPf2DfkinpRU1gaLMWKI0xhbnRRFJgWmuRH9wvqqGpSMdTUP+0eP05QKCmaH/AJ3J9d82ss51milVXdiUvHHUGHfPppeLUbCwW2985w/b6qrD0EaM7XG6aYeMXv8SIYat5QBaXNhx4e0lBbjwAYASnYvYPQBwDAKNAv9iBI44RGoUbg2fVKuoax6997fe6Pm93BHb1aJ5gJq+z348puNnFu7C8UACgNYdlu8RNR+oRWdMJXmD1UqkUDodHvHCIzHhJyIzXn3NvMqldw6BIy9rT+GmbTum0Zt/dvmfPg/hayQuHdn5/t7LjK08RjUYjkSiFb422lUPtHd5u3HXtXzQSffjhs5Ik2YljykjepWyXeXd5ehayhaLM3M2I7kR5VCsscEvAIcZNlSiCu1w8z29myeuvLN0UDz7UE8cgmiK2ZCrMWrlJuHeE1wRGZ9EfraM30xGF0Mx973Z2uyJMhJhetFj/NtAPMJ6tNCaO+wG8s77oWoD0doU/oFXs34r59cz2Zjwe30d16Uw6Td//gFUlolfFLjzPRBL2hwoQBdN6nyIijqEAAYBR82D9HFoAADACnkCVO4aIvS4yA1xPjam1NLh3x3eEvDk/AgB73J3saanQZNVOHKNvj06GHmRyQBzHSOIY+mzftWT36Et8dO9T3cJQNPpSt54aUuZjlL2WOfaPH6ySMqiTSurlrMd6+2g0OjM9Oz09Ozk5FQqFsNvB8zx6xeueKFPpCb8xH1hWz4W3oI/FYuHDyx8Qh00I6laJb+N2tkoc+u1kuLeqsjjEGF2h0u3w63g8ltkuEhulhStafkeYP0kLESYU7Wbtq2SdBgk5LMqM/RLjgmZXl97ISPc2y4mE0N1WOkC+bEmmw3z9asNGb/BeQ7BfbhhB9JdqlKym6asF4XC8/ugCmSdmdyk3MWXnjrHR2JsJRqlYkO/8QpDJThE78wyXmrHiZcChbbdrEd0fZowAwKgZAYg4BgBGccZK+v+1yZrPEYBWDghD4xiX5ld/5/ehOACALiIvMSWVDduEX45Nh66v7ECKPII4TgkctJb+HIP9Mwk4p+m0TdKHtnYxFwsZ8V57T4C413cT+gDo9UebZeJXp049dOL4yXA4gjspGh9lWUZ7Ys0lykn22ZfU2Mvt7t3b129cRT/0KeZWOfS7GTHCqRG+J87NVonbKLI5iW3VeQq4P88LoVjK/Vt5axH9VUuEDzFimI0k2Pg4OzbfCZWs5dPkFj1oy/e/oy4SeQPnp2oU6hEO4X6GkJLdd9vl7FMluU68bpWFAzGHSLeYWyvkMvF4nHjiuwfXiSxD/tYlsbRLbA8dPstPH+2dtttIzW6c3R8KEwAYQVcWOj4AMKJwO1FEdOlAJBfpw1LlwD0FALrko5DYKrKH4vWZdizEjse4fD6fSCRGtqAYmgrxDt48yUEgwGAMuo12tL26PXVdJwkdeu/7psXwblWUmzl5WzJ6ZUXV3SIVMzOzomiEGNtpYgwcd6xpmj3Pnt0XMZhQWfrw8gerqyvuy1B0eq3IO8uBSB7YpMBvpcPnJ0udZKgjYA8xbuORe0v7x2Kx3VJxLNw4DFwuq+gvv0ttLFCUod3M8ALFCeKxi/z4fId3yvE8JfXKznerl/V51ENGYiYjDjVekdUVje4fY0WMJAwabLTqt6pGrRaEg7F60DGDtm0ulMcnQ6HQXl4qMiM7t6+Ec6vEdmHqcPjYo8Aa92LwAo1jAGDkJmWgcQwAjLIFMIGXhFqwPARgitsDYwHKAgDoLq2ADNNOhScmMEcnQ9lsdpSLKB4mFY1TAtif/ppyt8RcmG2+GmVshhjb6FDbq+1v3+7rRrby+nLhk6y0WlbRn6e08dtv/ziTSWNXAw+O1up1VVWxToUVYmwNoLjjr6ws//XfvOHJGpcV6sZOqCiztBl83Z7HUlHpT3fFRt9qOqXqdNM/STU0GTaL7LVt8fJGeK1QFabwSXsY3EVzw76Pore2tkCTJa2UL117W1q/12Hta10SOR1lX9PNEdOa1M8XnJfqz2PQ60aJ15z2R8yuZNK7dru3B1Zo8+610PYdYjuXmIid/azb9hJpQmCqE7igCY1jKBEAYNT5DigEAGDUer3lNTVK29NowgJoBA5KCgDoESSVzkhcSqxHaR2dCl1eyFcqFRzlNIKBRVGBNDgpSI43CPAUPra4Yd0ZUkxjHrnaxHXaly8OEGhJBDLXr6Wmoex9tfao4Zs56cdb5SB3evfu7SeeeIrwNnCOBevwlhwq/izL0vXrV2/fueV5wNU8u5wXNYrpfLDNSexClj+S8BDB0Cn6+o5YkJhuGZauB8CuFrgpZ8hqQFQWPhZmjgXfX8lsuAqnOYLcbLf8pV7nDe4FMmXy3nlGo9T+vWCdcjAFqkatFYT5qC3oWFOUjfvyxCTHcfZ6aVrLbVfc9tK98MYN4uiMGIk/8kXdsCqa+8jY1FivMBIFtV2OMoQiAQBGzQj0ZOwG9L/x96xrSIg1BLA8NB9fiJj9EdXdKIUPtIfgVcA0FY0GAABB+pJnyNJ22ZELi2Pp+TEhl8sFNFLDZ8uiomMyT1M6A+Z6oFq4vakT7d2MpaUZ8x/+VtN09Nd04u526Wxb6NorbVNSts8N7HuS6VhNwld/c7MUkDWmDEFenrhN2wNpxvyjMY+Mo4/T6d0f/u1fe7LGikbd3BEe5EQz1BGLPtfisimdKNuAVbBW4LdKHqG7LK0fTxgqrl1hl1oNwNQbwL5PUWaubIqbRTZdoRW1pYvs1EZ0a616h3HZ9p94UoT9bAHcKRM5Wu36HMx9ND0YkqLiWdT2Al8rcLor6Hh3Z8eucWx1bQv2zo7ftycosb22zC1epokmxPHxx16hWM5fUL5zjNac2dnhdQqcDABg5HxW+yeIOB7NOUujKQaUz0AjCHeMXDXVhL/fTkz0oGybdivQOAYAOrVflJfIOjZG6QqnUUYSIevbY1Ohn9zMTk5OEhYqoM7poCPmJI45MNPD5Z8b9cmgId3gkDFvTGvmw4EuKEpZMsoevZAY2Kw3yHX40VbpVl4Jfpq5uQOUH0VI27+8cfPajRvXPI+zXWJu7/AUw9p+GyimtWk46v0M75koL8JrRxLynTTft02lKDN30oL1MSGi5qGEOS3Gy5MxrlHripx6sqtTyE6tfddnNYMCRdM524M+gdF67We7dRsajb8MRRLbOZkTGd2SmkFbVJ1eLwmz4XrQMatK5Y0FbWLCyn7pcw2d1FcuvcPcf5/RFOfFM/GLL9NCCEdv+B/fPy6maVLHkRL1M8Ydx8gBbgYAMFowNO4pSH4FAAzTZNPh0Xk6Re7gDCLimCCdgQVt0a4yHH4K99rXfg+KAwDoOlRN3y6xU+H6dHF2TBQ5OpfLjWaKvIhTqoJnIQpggGGTqtBNAQcz6BiP3LSZm0Q3MtrTms4wQWkLIkbANag7vre+tMcTWEF2ZUX9zlrJrWXMcXwqmaqSCbbDJ5PJubkDk5NTzW7Z8DyKxcI77/4sk0m791E0ajHLruZ5pnV1iqZODNpB0anbaeHspMS5EuVNRZSCTK0V+IFoP9kK6v5CSZHm4w30ahg2cvopbmyutTIskJWiU3SjFWotNni6wyMMokiFBUIqOsTRVKX7E4Om7z1/IrpGEpZl3QdZzbGzYQehEMou5bInk6lU78qtXCgot95lFaKw6NiFL7DRZBDWuOuTnOEWvqDJ7g8AAEYMHS8PAgAAfTblpFvamWEY5AciFyug/hiQyEFKFTSOAYDeYrvM24lj2lQ6vrOZSSQSI6haSEhVgLzxUEzSq7IV1cEE08YmwapT5j9Du9PSmiADLdtVmCJjgq2tunm+sqx+d92bNX7uc8+nUmPmQ1O9DU0GdKl37ty6fuOqLHtoDRck6sa2KGnVrAztjbCeRWRHUWbupoXTYx683dGkkpPYgjwwj2TGBUngPCwBm5yKXnixjQMqEilLElAYo+myj674S4Nr82WVEmwVJfby8USrISFRwdHTJUXDxDF5Cxq9UeKmw/WeyyqV0vr9WPxCL9Yyo+YiyVLhxs/5So684NNPcmNz+zhdGWL3Q9cdjzg0mAwCACNHcDg+glQFADBiFqCawBy5gvY05pRtDRYwxa1C0zTQOAYAeoucxFZUh8tyDE1bZblSqTQlJobMqHE0FeKdUhWgcDz4k3RXy9XxRppU57S58jW1UFVVq/qhmuZmS93SnD4rte3YqijfXCm6WeNEIvnyl76STKaso7Z6t7IsvfPuT698fNmTNX6Q4a5shmWdrXkpnc5VfHjtnRKzlPOm7oxg5MGZJcVF1yaGDT/8bHussWelmrrSfvrLTUu7bc91mEw6MZCFebrtMumWnJxVnhzjKNhMUW10/NU82WuEnQelUqn78xZjyZGavv4eX9ohvgodOC3MnbSkk9trS12fZQ1NHAnEwwAAIw4iJzMEyQEAo2UBTOKY4zjWhF1E1FLusutaAIkc0OVmBqWw7PM9e9IS5zzQ/gcA9AuIZFaJMDse47PZLNVAjmdYy0HkXOGf4MsN9hBSf7W21D/S9t30+rdGFDJlWfHaf+6xqNUFx9UjbFXU766VJFeYWTKRfO5zz/M8j8eI2pDRAlZXl3/w1/9ldXXF/VVZoT7aEFYKhjyFSRlbPEwPm/hynjfVHkiwtO4ZjDwYYNjEZ3+VnzzUfrOUSBKwWyKn3eI6B9RDVZxSFSxDs7TeeyPT/BRTETUpBg2AkDRmp+LgjlmllF+52/WRF9m07U8/ErOkueDHZsMnHw9OGXfY8Ib7aXSQNgPzQQBg1AARxwDAaFsAmmVZzoRFHFOgR9Hh/MxC3zp/BFOsOqFprvTXmiePDAD0tpX670BMUxGOTor5fJ5YpO8p5T5MEFk3cQzM8aC3f8enKidL6U7fXa+HfNajPymTOTF5Y13H5rx2OLP911lXi3R2Uct0/Q/vfDMn/YeVgps1Pnz46EsvfVkQBKyM7B956oYsSx9/8tG77/3cM9B4Jcd8vBkuq6g5M2aU8V60amwiPt0Vy16Z/xKidiQhDaS317FDolWKxBZF1dtAozIntjSNn/V0WAfRec1JZNUIbFVpIcjtu0dM2gutXtVURD2RIpt6pqR61hE+/kpeIPbndxfRiOxf161i+/4NYes2OeRFk7ELz2MT1FJPb+N6GpWnZwsfqogbnfgEbgYAMHLOaXftOQAAGCzgWGOCOG7q1QP8vcp+1Di2RN/sb+yervWqKArW2aiFoBv8A6XT1bRJen2piiVsArUO2HuUFTpbYRK2kKijU+HLDwruFHnDnfo8zOkuGwStY0jGEptldnxD1TjfhWzxZk5Cb+MsfSAqxjkmwbM2bWJDOommdZxFDx3jXrpwI2uI1T6cEI8lo14ntXcc4wUd/8dbHkvODx8++uQTT9lcBGscCdT+Mpn0u+/9vFgsuL9SNOr2Lp+u8Pv1sAddwKe7omeivLmYmpPUnTIIiTdPrRYwKpPppfZI/0NWXZtU1EMj7ZVDV/qLJ2uMsJzRQnGdEK22zlhS6HSFTYn1++GkfHFzKRp9qFtltbN8n1/5hLhDRghFH31Jp+j2BOLst9Nq6Y3y7Ag0jgGAkXNKwQACACM/LcUax1i2wpI2Bu+ofW9K0zjsv371d36/f2Z39kBj6xUhFArxPG89PUCN4Ld+67fQ9qKJbDa7uLZ97UFmYWXrk1sPqgJHVRIZP3k02ozXgAIA9BxbFT4h1heP8xw9nxI2c7lkMukO/BlWKyayKrSEkRmz7SytvlOqfH9bqeXHoz4pVbmeSUaPcgaVPBfiYhwzEQmh9n8/W7i0K22qaE+Dp1vYko9kd56fTUR4znNqgAeIN7eKn2Y9woEff+zJI0eONRpxmna1TCb95o/+xvOr7SJze5fTKDQY4eA+izTHA1mV52lvHKRchFcjwrEoMwsZ3pM+OzEmV7bpgjRCizR11aMNqDrdqJA9PzZs1Yz3cVq12APKHe+UyIYU5plSu3HtjdSZ/POW2HbWJ8PerPF7t7NFWQh59/dqV1rK8Xbi2JhgbN6X5o8JgtB5HeV2NpmFSzTxDI1h44+/QnNCG0e2FxFQxkFGH2e9g9cPAIy0EQCpCgBgJO1AlTK2r/xzM8jAHQf327k+mcDgy7A4Ykt7guf5ZDLJm2j024SJ2dnZ06epl8wtkqxcv7ty5ebCW7+4tri2bQwgRguhcQwyRB8D9r5575Y4LV6x0w5Hp0JLO5lKpWIunx+J5J4iC5E/wzk0Uw4ayBqsq+ITD/Llj3IKRXmEvm5p9JaEqWSVotCfnGT0jEYT9nlBYv79g9yjMebJmSRtG+atgeNHW6VPc0FZY7O7eUwtPHH9xjX3RkWjHmSY1Xxd0dje3Z3DWjtDIeVFqxFWwv5+s8hGOHYuRj6YYWn9RFK+ti0qI5MBV8unPZ1HO2nYiS1v270hllINBxhNoqgQ1QMq3F5onp69D2u8sC3Nzo57diLrsAWZyctsjK93Gb6SyW0sTx46Tpy01VsrF/LqrXcYjVCQoROPv0wLkQ4bgP16YKrTw04LAAAG3St1Wk4oEwBgpIgXqnFsh+VKjQj90jWfn2E4/BTuta/93v7WLpHyDl1VIpEQRZHjuDYOKPDcow8dRn+/+Xc+v7Cy9db7199855PVrXQ13k3H2m8QhADoobUi6QyK3i1zE+H6ZHJ+XAzxTDabnZqaGhGz5ZaqAAy6c46H41qWPN16rsswtKbRi4XS5YyypTGerLEnTNbYAwpFf5DXbxd3nxkXjiWjFgtXVrX/vFLYkUlmlOf4z3/+hWQy5WagnG6E3tL0A6Oi0FtFnmXxc2ym1vF7wlEEXIKwkBWSYjnCkxcQ4bUjCflOmh/lZqrZirCzFBl0h1U56CWpaBRni9wSOaNntlcCjVq1J29L7DwVUY4nG7LGMzMzVuCwZ8njPrWU4x8edzxr0ddvq3NHGJZpu8pkWSpee5uTCcEcOnbuOTqSaps1thsBYECaFZbrKRkNwYYAwMgZAvt4DRHHAMBIdHvbjE9VVfvytUbel5VGAhjkIHN+Zn/TcFl8MU52pygKuphkMjk9PR2NRttjjQkcmZ/8zb/z+f/fP//t//rXXpmbSukaakYaVUuiB7EIgD1r6ttljmAgDk+GrBR5wwTUkcs2lEqldDqdz2Y4BrrbkA0hDb+4nyv91WLub3Y1kzXuGjIa/f0t+b8s7hQlGTWmisEaF31Z42rvs6vk40GPpgNFHD/88FmOI1nXqKA/PldBry0dKritaM8mXNsOyYrHD6ciykykMsoNVdMCZboL4jN14ssOQ0k674NntKYl5g6iJz664+gJ7tjOmSJMRdRGrPFSWp2bmxMEgTimZy64TIUpKw7rxJd2MxvL7deypmU/eZurZIntkeMXuYkDexxsPqwpdoP0dlfvg7EaABg5gqMrYzcAAOjz3u3pb2uappiwxAx8XCOwD4Hdq33VOLYHGmPiOJlMxmKxXtSfKPD/uxefePmzj/yr19/8z2++b8QfMYypfQyhx4A9QkZiZY3mbeTpiZnwp6vFfD6Pmn1fXSq2tvauWqk4iKdyuWz/KEkS6r/+xxyP8RQ15rZB0DCGDPcyhQ92KqZCca/sqqFcsZg7E6FvlhnJ1YQSieTnn3uR5/kaa1z3JNoYXJLJ1Oefe/7tt38sKw4pDI6hLkyW72bErRKPj4ofWtsdly6OlUGuXNGon90pPv+QRyLBYylNZIorxcjQa1Yo6XWPAuxSU/SvBf+ABU/6cuBQUSjBtnggLDBUMWgb9mnYPqLGROFPhpXjSY+nIO/dzq7mqLm5OZ+Icjd3/CDHnx6rHw39Ul39VJs92JYXqu9ce4cvbBFbhemj4qGH8dSlk+7fyAg0bZPUED23CFRcGumKaODjAwCjBCCGAICh7+P+jg36VpZla+pnpF+vLTuw/KIhzinVK/9qHzWO7doUiqKg6pyZmfERMu4KQiL/X//jV5574uHf/1f/aWM7a6ympmi9FqUODQLQ4zZPbZW4uWidfkqE2VSUy2Yz8XicIrmtjjom6lOqjfnVWmd+OdZYj4B6iKHiil6NPxpZXSMrJY26kvG+utHYR2CruxnbPY0Kulm33bfT04BBbNLWmIvq/H62WEtq13NzqlD0xwZjRfKgyUTyOZM1purX5Zw26Oa/VpBMpl555bW33/5RJpshvjqerCQE7W5G7BPfgwklPryfeeyox4Oo+QQ9FS0upJmtSjVtWIQuJkUtJgbz0oxEhfWbjIeYU3Q+yA85hg7x1dX/ni4a45Qx0RU5/+5ftd8mXQ8SNN2DeW/P88GhCp6MZBDhhSGAbCwgqJdwmKeD+/H2AvFx1n1y4vmwxhtFdmZmstXb2S2z6I7scdN8cTu3vZGcmm2p4tDlbd/6mE8vEdv55FT0zDNDJmzd9/NJV4uCQgEARsw5Jd0MkKoAAEYJmF1ErzjlDiSH6M4cc180jq24G1VVcb1Go9FUKrVndfnIQ4f/5f/42//yz3/wt+98opsNyuZuQnsC9BAEcYxwbCr04f28LEscx1uRUqgdyrIR88vShjoffjSmyBJjrog3XildUWTM57IGkaubUTa6Rd2iV5Z30r6x2na8hQnZ6WCGjpjbq/vsTV+EufQQeOdGxlEzyvjSbmVvKGMfHD589MknntJ1IiuCMdjVtJhx+HGVOw7e0Hmef/HFly9d+sWDxQXiq8mwHOHU6zthrTfhxi2B54XtfPjeRunYdNjjW5Y+OaHPlAv3s4Kuyo/M0cG1pwkIHD3BtfHbQCWjyVJX2+g+V8owGbqy4ugyaNRgaV3Rg3Yl/4jsRl9VWeOQ3EihYlcOTU4mif39j2zt8yAnnEjWH6OirfLyDX1yGg2GASsOHWpn4VN27TrpYYuR2KNftMwRtK496m6uxU86OPYAwCiBBuIYABi96SjlzGJihNCpKsuybrUK8J3aNK00ze0x9e5mjScmJsLh8B7feSwa+u9+++88ef74/+cb3ytLqsGuGdwbyFYAeouSwhRlJsLX45tOz0WmkwJLF402WGVyDZaLY93tkJD85qE8AXuAu7uFqzmJo/XjMfGhMVIGIQhlrOr0YpZbyXHjIXk2psYFne2BD49ZY6qqPmQPe6dtr/iburhqSyPg449/ZnJq6tKl94ntqEdfnC5e3wmVFNY+vrbqmrRHq5GjWyz26eb2WFRORb1NRDzEXAgpRWlUBrsuyuE0ai1BWtFwhJ0WZNo1LCmyzlItxnEQIhVNy3w6Ih9NeLHGd3J5Kp5MRoLUmmfIyVaRORKn7fr7XG69mNmNj095Vpk7zWZ2Y4VZ/Ii4B4bj40+8qlN0V+rdX60C4CgrVXY3ASgWAGB0wIBUBQAw4p6AKWyAycZGC93ALLQ+n9pzjWOLNUaQZXlqamrvWWMLX3zmvKyo/8u//o6RhLnOHUPDAPQQmyXuCO+YAKciHBQLoD+xns3/YEcxJ970wo78k53dA0KVQTYpY6kpZbyc59cKArL9LKunJSG9YwwBAqsfjCtJURNZrVs298yZc5hbsSXBqw47VJ1HblPp2MKRw8eSydTbPyElj1laPz9R+mQ7bOeOgw+Lnu/bRnJs4t276y+eYQWuIUMfEUYlAKeLqs729W5tV/HAwf4IpKKSfYfRZZ+4dTtXSwgZ+4j2El/NRqTDCTcbSP3ibq7MpiKC0F5pW7shG3XExkqjExcXriUnXyQ4X89sfqVsWrv9Dq07WxnNxJ/8Cs0JXRTxB9Y4aEGpXhrHAABghAHGEwAYqoHe5ebZ+7g9FzrlChqwvmqUuhngU+zMXkbB2FljRVH2lzXG+PJzj/63/+SXKF3Tq08kdNBDA/QUO2VOAwsFGBB8mHHwNQpFL0jMmzvyH91Jf39L3lT9KOOFLP/BemStwFt0rSGcwjAsyyo6ez8rXt4IvbMSvrnDZyqMqnuMFyWZXsqyAbvL9etXKb+4zq7Z9mRi7JVXXksmku6vjsRb1liwOy5dHIvjY1M/u5WDBkwZtFHXZoyjPPnE+s45ieSILYHgTpK/uT9aGw/EvFnj9+8XK9y44GKN28B6kSPsD59bze1uMSZoF6yNilQqX3uLJkNc6fgjL9JCBKYi+zSz0dymHwAAjNJoBWM3ADC8g3yLzpXludlnW+ChtYE91Ti2gsZxrPG+KFR44svPPZrJFf/02z/ERUKB2DGgl5A1ejOnzySGvIEZCakoWtVNXQC9KjKINkY4jaaDplEC7DvyasuCBqpOL+W49aLQaPy2v0fNIF1h0hUehyEfiMlJ0Zj2b5fYxRyPd1Z0+WhSdnEBNCFjx/P8HjQqfAaO41944UuXPnx/0Sl5HBfUuKBkKyy13xGCBkEfGb+2nD97IBzsvnSVahKDzFDViFFjAX6wy+CcOxYqakn2PLuGK9PQX+9s8E2GGd6p86PpLUwam6ZuG70ZOO0uIvtGe2a5th19IhjZ2nhqTBoPeSRQvbRQkvlxrkvVhE67VhAPxOpp99CllB7cSIxP4fkGcde6Oaopipy98mNOLhEFFn34KTY5BdOSfYPqbjDQnQGAUec7oBAAgBH0YInn/eDqd1iee6RxjFljDFmWx8bGotFo/xTEP/jKs4VS5S+++7Y5cTW07oA7BvQOS3l+MqawTM8bmE7Rmk5p6NWgZXS8atYkfcw/nVJNukbDTJBO69VvDVVQzQzc0WsHMd7o1TeYFEa/MVeAVn+lVQ/VZFnoEzNFloIZ9ZBO2H0pY2Lssd5Y47eiUws5lqqFybJsla9BB5yOqHZlcMor+cnJE6f2mKx57OITk5OTH374gX3jgaiMieN9B88LK3khuVM5MC423VmjmPdXQ12/hmfmHbTarW2uTIV6etdn+QrPaoQZbMkrIt606lR1XXik37xG1FRYW+8T2WqAsE+J2cuhkVqFs6x0kaXOTJTxwQl8tFiR+PEOh0+ialYL3Hy0Yr8DZnexlM+FY3H39RuFoGk7H/2YK2eJw4oHTvPTx3phiGCGE7RmXfIgGmTHAwBGit1wbQHiGAAYRX+gNsG0QDkXeoJn1RL2SOMY+9A43FiW5XA4HI/Hu3LkSsWIEBFFsfND/ZO/9/ztB6vvf3xHwzqGFCTKA/QKKhP66e3NE5MsQegoGl2QGbWaTsfgO9AWWaXtXG2N9qVUk+7VasG8FhesmRG+KhCzgL1s0oEpY4KCoSiP8HMiKhm9fpoOPTpZ9BnfH7lwMRyOoFFmb5wAUxDfeHPo4JHFBwtb21vWV2bQsYpX9O87bxiLxa6t70TFhony6oOp0v1ySwh9YYZaZY18mlAnrWsQSWSrh9qvHw09rO3JiMDqndy123FHW8ZF5dSEQntpDHy8opTYVFfmEg4LpunrJX42Uo+Hp3Ute/fj8COfxe4rUSCbn/ycy28SB+HGZsMnHgPWeJ/7u0ZqHDMMCw4RADA6AKkKAGDUPQHTcyOIYx/PExCwVPdC49gKN1YUheO4ycnJbh35solu+eX//f/pVw7MjKOLxesQISYS0DvIdOjtm5mtnEz4OneykTvpEPq7mwndz4aW8uJakV8v8pslfqvEbZe5nTK7W2bSZSYnsXmZLSpsSWHQX1mhKwolqZSiAWsM6KExJyyjpWUchDV2Hy3gHEDWmDsZsdH+83MHTp48vU+qVfpDD58hNk2Flf6psnhy/KMlSVLcup8On2mt0P0o6QhPloNC7UMiUCxVERw+TkIbLXnIPAmsPG7fEuYZqkFakkb37maKLbC0fmpMPj0he7LG19b1AhXvxU2h1+UcT8QK0NsLUqVshT5Yk5CtWx+xW/eIg7CRRPyRF3rKGsM8J1BtaqTZUSE7HgAwYq5q8OEbAAAM64wVu22NMumBWWgVjIVeEw1WuPH09HQX6+ldE906WjQs/nf/h79rJMrTq0vzIakGoOvA7T8ej3Mcd2+j7Jh50npKlClbhBc8vgD0FTSK+cV6bCXPlxUa/bVNGRMDhOdG4qvdCn8nE3J3iEgk8sQTT+19L64OZDQ9NTXV57XGR8evLJbIW6D03RJTMR440Ys5fqO4F5TufhHHXTTd/i0ZRzF4EqPDZATsH8MC06hAWj1yhNcuTJUmvJ67FCvqpRU2q0Z61JHR1SoatV12PD5hdDV95wplY40NTfalO/rix6QzzQuxx7+Md4FhYr8bKCTHAwBGfJ7V2vANAACGD7oLFEV5BosA3xLcZ2b8Q2y6UmdWuPHY2BjLdi2saXt7+44J9KZbx3z42PwvvfgkumJDJa0WNAMNBdALpFKpB9tlxRkePBWWwL8B9DmW8sKVrQj664QyDjyI1N/wjObuHE8/9VmO4/ZlyMdj5+rqKrF9t8L1VX0xDFNiErfXy8T2sbB2JyN8uBFazvXkgsdCWj/cvtZShTaLO27VBRo+R7zgjDhmGYpjGt645zoAz2I5FJcfmaqIXh7ig23p401RogR3ZXXYfwln9UHWZdA27qm2ZGvFnQ31zi+Is9IMm3jyNfS/XlQ3hBu33ERdUhWoaqBYAIARYje8vCAoFgBgtOyAV048y08b7giPXs2nNI3BrG5PpxmYNUZvEolEF4/83nvvEW+6gt/65edFnqkKVgBrDOiNLaPMoGOdYha2HGxOnNfCHOT6BAxz4w8uDoD9fzyUR3j1SEImvr5w/tFkMkU8Sd6z+8D/X11dsX+h6vRume23Yud54UFO3MhIxPYzE5K4V/qf23l1f25eD9ok/L3G9prWQHuiluKEXXqiopLlwFJKkEM1EpNBLfDsROVA3OMgkqK9e7e4XE7oDE8YkE7sT6NvFZ3JSo6HKIwmZ+5dwyvzlHKhcv0nFMlL0vHHvqRzYquzjiB3AaxxO1AVV9uDQgEARgpknwfiGAAYtckmZ4JlWXdYceBJKID05HuocUyEG4+Pj3fRcKMj24njLt5CMh75B689p2t2pWPwOgE9QSKRuLNOLiGfECtgxQBDPOq4h4lGo77VDxhKP5WqEDvMzs6fOHHKfpA96Ti69VqLOHYQx33IGmNEIpGrm0yh4qC9aEo/O1np0RnF/khJ1ZJUhY8vQTOtEdD2qNsh6LDWm3yFLAfORRwHZzzHQuoj05WE6BG+sJGR3r5d1kMTPe3XRO3cz4XJ9rN+W1UVTZHzV96kVeLZFR07/xwTHWvPkQ74oAL8gRaLVSO6PxQgADBScHd5MAIAwEiBYRie5wVB4DgOxx3bZ506yKC3W6q91Ti2WGPKTO/exSPfvn17Z2cHv0dv0McuHvzvfumpsMjpmoq5Y2gogB4hHo9ny3q64Jh1T0YUGqwYYIjn9Y1jD63xm2j8x5NlkXXQAZFw5InHP7P3oz5+nlj7QK2srsiyg0uaDCsRXuvPkg9H4pcekFHbIqs/PCH34nS8k0IvyfszmLaqcdyoZdIU3UZTJ94MAQipCqpBxHHT/sgx1ImU/NC4xNIehXN1qfjhChVJTDQq0k6Mj2dFY7Oj6ExBcQYdK5Xi8p3MlTcZqUgcLXryIj9xsL3lDt5tDEJgumGkndMQSJ4OAIycl9nqeAQAAIYJDMOIJnie5zjOThwTU1GwEsFhxHH3qJis+sDE8eTkZHdPRMhToI+nTp3q1sFjkdDff/Vz3/iPPzIT3eBsNzpFQXsCdBksy0aj0TvrpSeO1zPFc7Q+Jirb/Rq3OGq4sZNbKSq7yojeflrdf7s3E6mMhUiVg6effhZ5A8SwQpv2useMhDEW6LqZfYUmw40xDkSlW+lQn9qccPL9eztPHovaN6ZEZS5KrxZ6K81c3qdOpO/r2D0ElDFxC2Yvc2QfEljdoo4D9sEor50el4mnQRiFivrTmxkuMpZMRhpdj7XwsIvesPX6ICeeGXM0VvX+h+7witDs8dChs92SemvkIcNMpuXm6tQS0XQgjgGAUWM3wJACACMNhmEwX8yyrBVxTHiP9o0gcBwEyOPlsNf71d/5/V5MNtDBVVVVFCUS6WYu7EqlcvnyZfsW9PHv//2/L4pit07x4tPn/+3/9rc6owFrDOgpksnk/ZWli0djrG0d9GRY3qlwYMv2HTd2cj/aVaH775WvT2YqQNsivOYlbfxIMpkifrgXmQ1oUjCX5/mB86XKbOr+Vv7opGO4PJKU8zKTk7q5/MgzknTvoVNB4zfb0DgOYqKHzIYbrh1Fs7a4TtFGHAcB6tRnJ70Dje9tlK4slsYmpgRB2LMitbPGCEWFLSlMmPNjhPnEROzsZ3UbKemOZ2nD6AHB0YX2qRLEMRQJADBizqSX5wPFAgCM1IwSqxsT+fEauZHgegX0/3ulcYxZY/SqKEo0GkWV18WDX758WZIcSX7QR4JK7hAHZ8ePH55xKh0DAF3rHdZ7juNC4agrRZ4c4qCc9h/LRQUKoXeDuk92AtxHOEY/lSoTP5ybmz958pR9N+vne2Op0amsiyV0KqrNpiD0syOCbM5iIZIukFd+ZlLiejm3ysv7Q7J3izkKGBM6Cu6CojruUeTq5KlbncNdblNhxc0aS4r29s3Mhw/KE1Mz/qxxTy0SvvL7Wb8oBEYMJ5981fPWiNQrTa2fzxZAm/6VM+LYzHINHjwAMFpmgDTaQBwDACM5zfScLVobgeBrCb3SOLZ0KlQTyWSyu8d/9913A27sBK9+/gkjsEbHs04dUuQButU7iC1jY2N3N8qEsYMUef2AXQV6vQMVhe5iR2gkdmx9PJYgpY3D4ciTT34Gpymz58TDjNUeOAE0lqhojLsZsSgzlCuMsa/A88In64ykOMqWofQLU11LlJcQ+qXvaDqtB0OAqm/Nzg+rV1p22oEw31ooR1wgg3k3MtIPruxuF+m5uTmO46h9VftFF5+TGEn1doxplks9/XfctUrUdUOl7AaAwaWL9efs/joNnBEAMEoAqQoAAIBjWDGIh/qw2KvtKTDTO5/VkqoIhbqp9ri9vX3nzh33drQRfdXFEz165ii6A8iPB+g10Dy5qHC5kiO4dSoiE88qwKgB9h2bpV5Jb7tJlpmI5JY2fuqpZziON6xys5/3zhWxd8y52Xnia0UbjKrkQrEPHkjERpHVHhqXunL8CE9G6yvU/iyj0LrUNlq1wEMcyKA6BVtCPG09vGlUAvbSE5xWJF2Q37yWRi1yZmZmb4a5IHTtRk71+iGTeOJVnWbaq1/7wyT3BQCP3KUOrzk/gQMPAIwY9E6HbwAA0Ked27marZEn5hkR4rPCFUKPg7lXGoOZeGtTpRupkOwRx4IgdFengkiLF/CrNnB0fioaEqrNDthjQM9msJQZdHx73RF0zNH6eEjznHAGn/oCuj5cqTo9mn9FmVnI8utFoafFaw3zk2HFS9r40VRyTNMMDaGqcq3Z/olRrMc9Vrc/xp6bm+c4hwLDeAiLYtP2gOhGExg3s7aXPZoOjX30oEhsHAupB+JyL063f8Rx1yi5pkcYEZuclx0hnBxLE9ITVmO2O+6NKkFS9FQqOTk56WkNeurN2+XRrXMxDBOn8wdTHvUYPfscE45jm2MJsrV0rkbdHIby7lFGGtH9AQDASMG9xgCkKkZnQu32vT3XNQJRONCT8UYzKXvNWh6a5xTA3k6gMQQveY4orIpzdd7W1labU7UaEolEd6/Ynzh+9dVXu+V/Mwz9xIVTP3n/hrnyTachQRagZ0NdKBRa26BUTbenyJsOSzvlsN0mgmnbX2gU88F6BMqh15gMK8eTpGbC/NyBkydPGwSxXncQiQfOplPQU0NthRvXzzI/P//gwYL10YiSzhgrJdvorHtPHhWYsYWt7BFnorxDcSVbYTtMlDcW2ofQa88C1Clv/7I9DyTgxuG22LLmKme1QjGhgF4+0TdSUe7Jw2hL3tqSr1CZClPUe2VsyetxIqpnHp6h3dMJ9FHaesBPHuh1V4WBvrNxGohjAGC0Z1UUPJkDwAg7QtVnd+owI4xmizgJjSAIPs+N7L8CK9EUHhrHRcVRuJVKpY0ateoMRxx38Ypv3769s7PT6Fv0Fdqhi6c7dnCGqqtVgMwxoFdGEEEIRRa3Hd0tyskCC00OMEruPk17ssaRSOTxxz/TSDjVMdjTve6t1jmrz67n5w7Yd2BpfSyktHop/sGVvYtjRaP/cimSdiWBPDPR5UR5RUlTK4X9MbAUHaR4m4Yke7qehJZxS6LJg4t0idwisk0odXuxMIyjkAWOmYiy9r8j4+wjc3SIKu/Z3ANXO3qNaJmHp2n3PphElreW0MUTSbrbqGh3CxmFZrNH/d2dHA8AAIyYGQgyfAOGbzZNeSVA63C8BgwiVFUtFouFQkGSJPSeWCVmaPWagNXbrU7SSY1jtz7j0tJSe0fH1SOKYhevuKkYRXfVKg7PTYHGMWBvEI/HH2zLRP+cDkv2VO8+814AYOCGH/fGiZDsZo0Rnnn6cxzHEWveKZd4y15dukEw1XwNenaWVKsYE5U2nN02+nVXbplhhZubrkR5dKeJ8ggmMSIwnzvGTHHpYj7bO12RBpEI7fzKs7T9s+rZPw43A1hxJY5jKSV4M6aDPYNPtdiPglVi/X2IKkfo4iSfPxjOHwjlOa1kssZ+jURXFXlnzT4ot1rLbbcKmNsEL2LHTAQ8JQBg5NzLnjhLgEGZXNgzZkOBjNj4X61xVVUrJhRF8dSyAJ+qDXhoHOckUo+4w6DjLgocoyu5fPmy/z5ohzYuuBHmp8fqU0EwPoAuDWmNppEyGyVT5IVlH7MGgyJgoEd3+7DdKNYY4fHHnkwkknXW2KU8QKRK6P2ExPaAmjZCW+bnHCnyxkKqrlfJ5S5aDB+t5E7rgo9+vEzqGneYKM8zX8KJafHzx7kUvbuzs42cuZ56jRZUzSMW2B3v2dNr2Me5UyN0eFOEAgDPaJSLOu/wFuLdizoI05UoU5rkDYL4VDL/+HTxmfnSo3PahVnq5BR7cMz4uzCtWrHGPijeu9JeXRMPGBq1yREJWu/l0AJSFQDAqPuX/jMvwLBOK/DMgggwb5puBDCUjUE2gZsEa6JRpYOvFbxUGbdvSuTL3tzcbG92gSnpLi4PuXz5siQ1mceiHZqSy8GRTETtChXQrgA9RTwev7/laOEsradEFRLpAIZ1BKJqDFejWOPHH3vy0KEjjkGK3sfxnrbUla1uqFP67Ow80W3HQkqvr6u7vJLMp26ukcPrWEidjrRJ764XOc/L4zn67IHI86dEQd5B3kUXH/R6Ng+qJlXRtAyDUHUDQefZ4/Hdy/EsNNreaAWfc9Ahy4BnWiiWgFwex7YzzFkc8cGwN0c8EWUFjvZsme6NS3lecSgfUEp2W5cr7fXBNp5VQIaD1i2jkzgG5hgAGDG4Z0ggVTEKEwoiktRy2DxTogGGvj1g5QO7T9vUMQP4AxUjh43pa1/7PWtrUWbiQt1Tzmazbffe7kpNv/vuuwF3e/rpp7tyRoHjbGyxTkF+PEA3bJl7nm9t3CrzyNDZJSDnIpV0JUqILUIxAoalOxgu/mRIOebJGj9usMbWag/aFm3ciE/pde+ohxlTdUJtbs5Qq1CUetDumKjsllmKGqRcvdtKfCtfmIxx9o3HU0pBYgpKy5OunRJ7ixKPJWTeS/02KrJPnYinC8qH93fWdul4PB6NRrtTQTpN6BvaiSNPQ+qORvGsNf8d+sQst6ri0vQrz44WF3TW2SJ0ig7iiNeetTjqSEW+PW0cjqU0+/Ukw8wz4VKmpOXKekGmyypX0h1ByGG6wtBamFVDHBUWqLjI2BjhLqx1Wy4IK3me0+XZuOPmSsu3IkfPezanpv2dSOHStDbtP4HpTRAQSjg6+O0AAAAwMsAUoZ1HhonzaNIs2B/GscaYO1ZV1e19QVq8lqYYnLuwKiptd5LbII6pBs95OprTbm/fuXMnyJ5oN7TzxMRE5yeNRkS9GmgM/jqgt10RW7FwNLGSTh8cr0+PI5wqMFpZCzS9hJIEDEpTt2Cyxh5ZsB5//MnDh47ozkbuHGaovZYQoqt0sbXO3Lq2ubn5xcUFa8exkEplmvg0wQfTvengyKn6dFeM8HJEtJOC+vlp6YO1kNK6LvFOiUV/0xHlSFJhaY+LT0W5F8+lNrLye7d30+l0LBaNx+JMh/JWrmaCiWN36RF8cVMR+YDOTJ/oVFDBuGN3f2zU9ux7nhgj49C3yry95O07Ny23O5vKjppAbz4zV2ZdPToZZpLhak1SlMEjK5redY7YjZWiuFYUaVrLqaFZZ5q+8tKNyNFznc9qgvd9QAuNn5SqAL8IABhpQLjxSE0xQOAYYI89JzJFNXp47+8MA6oOlVvjmHKlPdna2uq1cxwEN27c6NHOQW4F2gpgz/yb1Rzp4hyMlSEnLGCYhnMLk2HZkzV+7LEnDh86Qtmy0BEL593C83jPPfBLa6evPxw1iGOXWkUXU3vtmQfMsMInGzSRKI+m9PMdJMrbKHK/WA3dS/ONloxPJ/hfenzi8aMRuZRfWV3d3u5I/tj9LMEIaPXlRnvRsPd3ykQ1lsb23LORCDJxEPwqsHqEd9zsVk5VmbDPKQJ6VBWlef9NhplGWhNdhMkah/D1ZyReVp0x7FJZ3lnbr04KaNITNeIJEBQJADBqMylQsx05EC4HlimAQXnUJpie68C0GjzlwjpJ/jGCJeyhQlh0LkptLzmevQq7UhMPP/xwj3b2QaFYsbxOEKoA7A0ULl6oFKJiPYoqKSjEozAYCzvEWr5ccfFYGUnJyQ49y4IGRdVDNMqG99hjTxw6eASrWAT0+/d4vNddo9v8/AFin/GQmq5wQQbK7kKgKxOiHOsgsRhNk8+uQqx2YaJQVjq64EyJDvF0mPeuqWNToYNj4qdrxZurheV8nuf5RCIRi8W6UVl0QI/FvxU1jVpyZz/br7kTcTudR1LY892ddIUbr+TZqoaLqwC9da4bFORSnjs9JvWw2+q6SjGKaqyrS4oNjftyQVgripjfxneUkXhkrOz7lJZvxcdmex2iAtOYtgDJ8QCAUac3wJCOIOzhxu6wSGgMI9P7dfeCwkYS2KBk0hK8NY7dK1KXlpYOHjzYdv11pT4mJiZOnDgRRK0C7dYVnQqEfKkMrQSwZwMeNmosyy6ntdMzdeKYoamZSGU1z+/LSor9taYBGV7KWCqh73rFKW6qndwB05QEAbTX2sOc6pMNjxg+muoG7GE8vm7vFpYjcv36VWI/YiT1TOvsX0RNb9z9LUcpj89pvVi8HxWZqNjbkuU5+tzB6OnZyIcL+Xsbpe3t7VKphEbz1taZuuo/OHPk33isCUmQatqvKVOrs6OmyQCJ9xyjp0KOlp0rqxKbojStUWiz15jifdKdEntNDR1PVQRWZzobeOwccV5iZI1aK/DWt7NRuRFxbOoaC5h8tGYUGVkgiOPKxoO4ItEM1/mgHPypGCylDFT1pMYxAAAYOTNAkB1QIqMwrcBp0ChbYrRGThoQhUPGnPhPowjW2E0W22MjAP4F7qFxnJPIOWerQcd2N1dV1W6Z7KeffvrOnTuPPPLIP/2n/9Rzhz/90z+9cuVKtzLjUUbEcdmKeQMbA+iVg2N75IXNVlaLoW5n32cqJK8VhL03aofi0pioeqa3ag+MMSGv24e0Sr9+fxd/7Izh3Ys+CoNKFzEX8aD5HzNZ49pgH3TWT3Sfnk5G6prLFK3XtI4zmfSNm9eIfQ3VV1ezaaS022gM9d/uIRgtlnsk+bpn4Dn6qRPxcwcjH97PL+8UJUmanJwURbGDSmso2tBSg2mpme0xx+epKeHf6oJcoXufIwmy2y5lGc+jBafUi5JmtdmsRF/eCOH3s1E5IWgRXvfnkf05Yq+C0o8kVc9vl/L8akHAYUr4jvDrbplVYhTH2I9DlVduhQ4bSsdWupVOKi5gzQKC+AG6o3lAuQEAowWGBqmKkax3E5RNnQDKZKSdAVcG7Ib6aTC7DwbUpzjcr776O79v/0LVaXsqm3fffRcV9PHjx9uoMEVReJ7vyuVevHjx29/+9tWrV8vlcigUIr5FG9FXgiA89thj3Sqgtc10zREFALpvzuxLmx3Pvhh+I1uYTtTXuaP+aJ/Heh6n67Fvh+LSXFTuwbTONuGnmU11YOy1Ck5I95AKkQzUYxcfP3zocG1cp820Ri0oVOzJwK8bfLZJzVX/mfjg0i+I/ZZyfFFmuntVjSI67aeIi0PSPKIi+9xDyY2sfHWxsLa2FolEJsbHg+TNc2sc44jjzqeOAavSM5vc3owpAVlj/+3uPmV3vqdjzpQYspZVox3GBhQrGhPxcsAK/Fqh/tHikSkqEEfcqBovTFU8Q54XsuJ6kUPzTXsGFasE0hWOCDouL98OHznnGYfeUo8GUqPLNloDqQoAYNTNgP0DRByPyLQaVTQeTy1NW9Z0GkGUYIiJFE/PlvBdrWh09+JUaA+tzoMYTzE+POO1sLm5+Z//83/++te/fv369ZbmMAhtSCQ3giiKFy9eVFX1ypUr7m/RRvQV2kEQhG6d8cHqJk3hmGNoWICe90b7R0ULaiV7h6Sg7PFd9zkqMjDH3UFKVOzPJhHOn3/koKlrjFt6e+19D5qTbp6EtvF0169fzWTS9n0KMr1SEIgLs6+W6vCCRyeNw3SCf/Fc6qmTCVqtrKyuFgqFNtpAI+ao1cJv9GTO/SSvEYe7Z0NJo/bW4ZhyNEVmr3uQRnNyNqAMS4eNdq3Af7orXt4Iob/r2+Jijm+dNabOTlQinIcZX8iKawWWKDf7x50y+dBCLeflndUOqzj4zyHPzyj4GAAAoCvd3v4JiOMRgV2+lpCqgLFgxAd9u69lJcqzi2JD8wgCxgLJj3itGc9msz/4wQ++/vWvX7582Z8Ots+aSqVSF6/4qaeeQq+XLl1yf4U34h26hXuLa/X0TMAdA/Z7RNzjMwrsiBa1qtP4LwibD2ijGY+JjmcSHMcfP36yNuZTtrRUdNNRhnIqWPXWHakJaFjeRiaTvvkp+Tz1TlokIusJn6aTC/bXsY2HCFVuStHpDv80I4jX6A5KL//QKRoVyLGp0C89PvHIoXAmvb2xvq4ofg+0aIr2nELqLrRR8kGURqy2gT2rPbDbwR8kuJNH+9wRkevPCDcOOzQZFFXP6fGWfPf9xbnJSlxowhpTXgS3QRyXGLf9Ly3f7tbNQl7v7plpzTmaw2wQABg1dgOs6ChOLuwkoDtD2j7OpgH74wt4BQFYrLHb3wPuOEgv4zz7z1qRHwupREQYRjab/fGPf/zOO+889thjFy9edCsPWgfElHQ6nZ6bm+vWFZ88eXJ8fPzmzZuFQiEajVrb0Ue0EX2Fduheg6Pe++iGOf+3Yt2hzQB6a+OgEFqC6iVlUFEMHorYWFboEhktR8kas1PmfI7/xEyRheQ6XR108BiBxhf71vn5eUv4wWApzTXieDDRW8xs1luPEMcbU3Wt2weLC8QuDzJcSWHxVXTYo92hrI0Gcuu9wDl2W8lziznevzrq97avvghlCvIciElzMW/F2NNzkWNT4U/XitdX1uLxeDKZbFRFDta+2xcZcAdPZaG9KcYejUTTUZVzPkpcTKsUw1GBFX5r6fX2oYGhk56frIS8Yo3v7LLbFUOhoulBdsvsVMRxs9Lmoi5XcIo8MO796lZB1QAAIw2IOB7mSYXzUb1FC1L9lLsY0Gu/13Pln7vjN3qiYHnsUJ7+aKhxXJSZ6zuhI3EpLnhPCSqVyjvvvPPhhx+eOHHi6aefTiQSjbpxoVBQFIXjuG61j6eeeuqNN964fPny5z73OWs7+ohuBH3VxVq/t7xRKJZZTqg+joDmBOiZmevX63TaC4ajxFinx5SLtCLZjDiVkx1sRHsML2CA4NapmJudx2a25vBpTUkwz0jPPeEhHIn7CJGKskKtFsXOV68H0Z91b3H/qoG2Ck30cexENbphn8toL27X9cPq0RSNWsgK60XqYFwm9GQxeI4+dzB6dCp0dam4srY2Pj7eXJmqe1a2abW6/c4+Wf4WRB3b54e4Vx5ypsVDW9JqXKd1z5ZgRf24zxLm1D2+a2RtLkyVRVeKV1nVr21yFSoUsBx2XMQxuu/yym3x0JnOnxAEzLjYdGeInSEijqvSQgAAYGQAyfGGxJa7Usd7atSyLIuTacmybAWTWlnygrjKgEEhT5pOjvAbVPu4VVgtwd0Y3DmiAEG6JNeoDjB3jFztAzHJcwpHmfTxNRNnz55108dYhRq95vP5VCrVrYvGxPEHH3xgJ47RR6rbOhUffHKbqlLG0J4AXZ7NDsS4pTtC9yg9Ojbx2EsdHnP32jvU1n3ro0bRN3ZC0CpGyg9061TMmsTxAPXfRpBUplVut4sIUeUgd1C7qiA3a7z0Or9f7aqwudErKn0nLWwU2YMxOSF6MN9RkX3qRDxdUD68v71bCCWTSUdYgd7Dtju4I06Hrnlc0EVnuPFqRtVovqmW3P7aGsqMNb44XeYY8jrTReXGbphhheDVultmFZ3mnA+9Kiu3Q4fP7HFoOcC34olP4MADACNtBSDieKDnDPbqs8sLWBq1eIE75ovV2hIoeIY63K3Cx9u0WgV+nMCyrJ1WJiI83A8nAD5oqHFc94lV+m5G/GgzslXi1MYLvq5du/b1r3/99ddfX1pasocbsya2tra6eNETExMnTpy4e/duJpPBW9Ab9BFtRF918UQ/eOsDdBMUzdS4YxpkjgFdsXdt26YheCZGs47AYRqEIEavBxA6FXNzc9bqIWdusb5r7fYFcb4OTaB0vY08ni5ahrUCT6im4tHMvnvtgu1/jn0I6dVG52oqz+rrx1dPinlqhEyZvrol3NwRyg0EjVNR7sVzqScOsdmddZ+kC23bF93108GafHZRMBcd5OQ4WQ1rJdFzLGvjjDvFXonHs7QehDVuOiJbd7pbItuAmSJvrZOiDv7bfqbp+4kxcpSSBi4GADBioAd57Ab4DHB2nQE7haWaAOIPYO/1ogmO43AkqzWDcyfIgeR4wfsjE8Rntejj5bzgQx8vLS29buLu3btWf2ZZNp1OY0GMbuHpp59GFWylyENv0Ee0sYunWFrfuXV/yeIvQKgC0M/jqM+ssv+unmk6EwYMMRrpVHg1735sHfaszY2IC/yNfTGU+36cFLmHW+zT5RudkqE1z698yrHBV4FcqO5Vj27LVGG8WhODdIVDjsedtKBo3iUwneBffSR1OFbMZ7awm6F36VkU3czw+lvm/aXzPBtVkPSAnoOLwOphpzrwVk7V2AhxnEY5RvasKAiuHNmZx2YqjVhjlhPbaMY7ZY+MsdLGwp7dY6MCB9jNif2TBj4GADBysyQog2Gb9lr6V9YWHJuItyP3D4jjkaVBPMEwDMdxPM/bmWLPI0CzCQ7U0RisIx5kb0WjlvM8msUtZPmy4kcff+c73/k3/+bf3Lx5E/dqVHO7u7tdvO6LFy8KgmAnjtHHxx57rIun+JufXjZY9dozCgr0KgB9aS4JezcA5o9xTLxZyH08Yhh3hhuj0WF+/oBnTKulI9yHHRD7qQ26W/1WCO7Yn0TuHBGneqzn5QV/wN6IZ2wUpGnFjDeKdSUIL6uWUUHW8ploVqXb99kssh+ui4tZTmngqhybCj1/KpKidyulgrs6uuWYDpCaSnthFI2Cyk+kJGLPlTxLHJmI4NjHkRGfvRFrvLIrYda4UeH4sLFou6lWQW6Xd1aozmjcRiR+F8PGRwiupQJQJADAiBkBkKoYgjqsupqE50xEHONvVVVt7JMDhqpJBHHIq0plHGd/tGBnOz3jeKCEg1QB06qXj2Zu60Xhylbkbkb0oY+z2ewPf/jDP/uzP7t+/TqqqgcPHnQx6FgUxYsXL6JjbptAbzCV3K3j54vlb333xzTD0nWdCgAA0A0wLJTBKIPQqZifm7cvHXKwJH28cigIa0y5ONb27qepRkTDiwzGmLjFKwJeT4duHz6Ytd2kj3WTO9bd++Pn1h9vhjaL3gaE5+izByKfPUKHnN+3HYA8QKM+wS02fWDQ0sE5Rk86laZzZVVi457ncqfI82xvvfNo/VnjxR35Xj6GFSra1tnYLZEtUJPKam6ni6xx1znokZ1b9rbBAQCAfh0Tu+W0APrEmBNMn33iYNGCMPwBKC9S2McBBta4JTTXOPbBVom7shW5lQ7lJLaR15vP53/+859/+9vfvnz58vb2dhcvHefB+8AE1e20eP/hB+8USxWTNTY1jquzSGhVAECnYDkeCmFkMRZSSZ2K+YZp8XT80n9+oK8LQjl472YyEU33aUlQWGRbLiz7MYIwyD4stn0toc9NOV06Cq/qMbfjtYaW/+8A3kfSmDtp4cP1ULbi7bTwHB0Ria/aHbjpoHWxv1NT/+cKnnXhlpjwOf6hGBluvJRl7FE/VLDQDwthVu1FIdTOoguM9sScN2u8UkniLNtNCXQ372Ddqadahbyz2pW78A/VB7Rq0yjjIR+UHgAw0kYAIo4HGm6BJiLXCN6hu5qogMFtLXYvt5GsAqEsBxrHwd1UpsN1cLtl9vpOCP01oo9R31YU5cqVK3/wB3/gk8GmVZw8eXJ8fPySCfQGfezWkbP50l/8p7+lGdZ4lsVUI47hUQSgT3rsoN8C172VAYCBw5joSLHFcdzs7LzbNRz0bopJx05ux00heb4nDEKYd3yUAxB0pqAw5Q7Ra8Ag03hP4ieNvIhGSQ7tjLAVZWx/b6029+Q3Kyp9bVtEf0WZDnCDe9Go2o4K3wMHusPCmYw4+mxF1jJKOMiCwUZS4FwP5Imsswgs9disxFDerLHFLwd5qtFoB+T0ulN9SNvLdA9Eh9sSKAc4ABrHAMDIIcDaF8AgznkJhQpLNQ5GQwDhOFmhKD6zKpACa9mhaknj2Ac5yaCPP9qMbJU4okqsoOZcLved73yni9bkqaeeWjWB3nSx4v/Vt/66WJboKmvMeM57AYD9nfAPsiNAPvkHlePRAaFTMTc378iJRrQU/NKXzaOR+KgZT61bd+OZPczzp3alDn91Xc9YSM8RsKJ6eEjubHy1C9addDBN/MguK1H7VXXPRgKttXeU9XOc+M4SpsCOnaKotijj+tkpp24yMTfIVpgrm6E7aUH29V8YWp/k8yyltFzFAeYwPtv33YYTazyDZMZzbz+ckIh7W9jVGZvcUOeuV6HStQDkuKA+NlOhfVnj4NLePpG/u66gYyW7ratKJ9UUJEkm1SzJAYDIjIdtAJQKADBSIIw3cEODWYm0e1C2L5S34kkxiwW1PJpsiY8TpaDZhWp4mI30FQghCyjPIAXOdLGw0DT1bkbE9DFWV7S4Y5wl70c/+tHGxka3rt6Sp+iiTsWn91b+6gdvM0a4MWuxxnhGD80F0A+D6KDL8eg0OeVmYVo3GnDrVMzOzllDEaW7tSn7dNS0+qP7sWKE104mS2yNV20qbmCncn2Ddr09aWLneChgX6Kd72mnFpP3s1L7VTTaE6sXeIUYU1ZAsU3LGL83PtD226+Sy4EU6zaL7Adr4ZU83yiuEI3iJ6fYJ+akY7F8jCkHT7dIB5Oq8OH0+63F+m/33G0q5CBDFVXPqNE2HHofFModEcdWmccF9dyk1JQ17spA7KVWocs7K602AIueDkgHe+YI8kxTObrDjCsOBiKOAYARpDccbgBIVQzytNc+dlvhxvaMZ0D5AdxeEGoYiqLIsmw9V/CXPgfuOAg60jhuBIs+XikImjFrqz4gYllD/OFf/+t/jSqyKyeamJg4YQK96coBi6XK//xH3zT4Yoat/kFmPACgu34A69K0ocBSjwTcOhXzVYFj0zWsaRpT9ce//euRWIRvMpUibzOknpssRXjNkxJqujDKJyqZcj0YJwJIBc6xf15iGrlEjcKW3cyU9SP0hq6rWFhkd/XPHq1s32IPCTHji40X868eJ1LzD1jsimi1JWYmjJ9Y0dCN2sSDLHdpPbJbbph4EzkiMwn2/Kz+yERhSigECUAeRAeyu8vuJsMK61QKfpBWKYazn4hogT5Nt5d3XWWN3V8t7sjL5YRNAbk7JYZamuKhVrHS6tECxqo37pt625obwztfBOIYABj5iQZEHA9PVZIr5zxz4oHmwCjD0+FB8wfJBHpDTJrAZeqkPzI96mxmDnThylZkMS9IGmNxx4uLi3/2Z3/WrbM8baJbze7/+Qf/7vaDVZrljHBjh7oxGCMAoFtWhyR3EgIkNBgJEDoV8/MHaiOQp0HuawfFGjePHD7KufI9iqx2fqI0G1UI7tj+plFyuS5eqlvDwZ2W2uOkNkLKUpZAiPJaXFRno+rBuHwiJR9JKDFB94kvJihj07nX7NLGRtIqM9IcB2dTTl6sFphc18TwH4uRy3FzR7iyIcqKX9OJiOyJSeYz8/KxWD7OVoLPPKlmUUuDPmlxX/98VCa2pJVo53faRipI/+ONh7xZ4+W0uiaPoVrzz6Yd8DqJj7slsjEou6ttF0yQPJnuPVtKcjg6U0hXq4JgQwBg1NiNFsZuQP+7JW7Bt5bGTcAwD/m2bHjOSYQmm7Bi0t1RDpRTEA+cqKZAhcnhkJ+v/s7v9+IEaC63XhTXC/y4KE2HSixrVOR77703OTn51a9+tfPjX7x4sVuX+r/++RvvXb7B8LyhU8GyoG4MAPTED2DZ5jM9wNDBrVMxPz9vevM0ljGuRgXSdh9xAMxvMpl67rkvvPvuz0ulIvHV4Xglzit3MyIaB5uqHATxmP0h6iWf47hYMMqThkV1FBE09BrlDccAP9RJiN6PdmajFLq7rRKHF9xjkte2gJ4Mj3bP60yKWaN1k9oxg5QpvX5VNdadwTdRW9bvVxpFhcmWtck417TQZhLsTEIry4WltL4rh1SKa2qW/LWnrS37Pofxv4ZGOeuIO0JvOOdce3lXVqlY55fHMd0sn/GQcmpMdm9fTqsrlWRAUeOAMxM7dsrsVMTxJEyTympul4okuzhbJqZDVteyJkJWcnmY8FSLyCVVoetQMgDAqBkCxycgjgd+5ugMwiAencLwN7odvXH4MHpVVRW1Dcxzolf83r1+Czyolgqc6/Ekx5zCUPR2RdgqsQmuMi6URU7/7ne/G41GX3jhhQ6PLopiV67yL77zk3//H/+G5QSG4QzW2MyMB+HGAEDXwQlkn4XkeKMAQqeC5/m6wLHHyIQHDzyW99dzBTefm0qlXnzxi5cufbC2tkredUg9z5eX83xOYu2p6vYG60WBrofr0jZFVDrCG+xwjNdZRhNZI0Ra5IzXVk9xPFmJ8vpChtfN+kLuWU3L2MoQqNfO75EwoJaSz9xWDXGuxjDrTk9F01pQjbIHp/h7OCGeOTlFabq0mStvFrm8JlqX56FxHKBVBHFq+6H1Bik9SdXt3DHP0k1/GOT4Ub5rZTIR9maNb20oaT3VlDVuu3bQD3dKjKJRBLcuba8I3SCO3fMfu5wxQRxDmIyjxDTV3eihWACAkQJ0+iGqSprwLqz3hP4AjIMAYnLhQwoTUzlLNRuKzh+MwZOaD+Je+9rv9a7X1/5jMrKwW2bCDJvkyl//s2+LkfizTz2x76Xwxlsf/st/+1cMxzMsZo3NcGMyXxAA0L/D6gAZOzdxDBrHowBCp2Jubq6Wr8CkXnRCRYGyDeRUX3HHdofVdFUN/VxRFJ966um7d+988snHxP4iqx1PGpIIFZXJSWxWMl4llW56S612aoYmaV+O0SO8ztIaDh+O80YVNAofbhszEUlg1DtpQdFoM+DPILVsVYY1n7AqHWMpI+s2MWtT3xorV9T442oJULX0J7r525bVPIyIA51eybPTEVVk9cZFR5sByHqxUljN0TuSqFJez9T7b1rSUmq1RjsQ6/us95ruIPBxzBbxW2L02cuRqBFrfGVZrnBjvVvBak0zdl1Bx9L2snDoTHdPhDliIu7YIo4tIQ6YM1cLxx1xDCQSADB6vBFBdkCRDPo8lxgcidSyQPkBPJsNwzjSueHWgicklqQeuE8tFSm3B+VlzBKr0WOG0HFJFQsSo6r8/+33//1//8/YVz9/cR+L4K9/evl/+v9+g+V41pA2NtWNabu6MQAA6Ko753oYw0LI8TB6eHY3zq1TMTMzb1Ov9Xb5BscCY36NPn785NTU9Lvv/rxYLLp3MqJ6w9pk2HjvSSJbdCpRmE1VBTCJPRHRiSedT8yU9ub+Uf2enajc3BHLCl0PNa5O2OhaEmzGHhxpX3xfI8UcWawwKY8OgG4K32DbQ/JKnkd/YU47FJdTIc3nKIYCskidoOS1bIl2i1cEmNIQqgJW9fXo8V7TuZO/UK91BHtchk1bxFFUHON9Cx1O2zayss/lNSo6H9ZY4sf1Gtna02bvVquQM1uUqtAM29mp68WOCWKtfjvVPk4owgQxF6My+lBeLRxGZQBgtLxQx0cgjodpfkHXAgpq0Sdg4AH1hkHEGuPphwVb0A/t73kCPNFzjWOHN0sZ9aeZE0Fr2vg//eG/VVX1qy/sT9zxf/jBz/+XP/kWa8Qa18ONGRCpAPQ9/MO++tq4s5y/h9eGcfEslh6NCo2UZ1tSpB2mEYugjQgfDn8kdCo4jp+fP0DptpHAlTrZdky9n7teLYccluKlkomxF198+dIHv1hdW/E5iCeJnJfYisZYXKo127H3bjvrGhfUKK+HWS3CKREjpniPBqxIJCJLsqw4aDt0AY9Ml69uiTmVMZjw+uIvIykuYxSObiXAs2lY07XocixhTDsK2Iwztgqhxjq32R5KCvPprrHcYS4qz8Y0gfGLvJ5NcD59tqVGYlcN3svOTpyugdS1bt/N/sYUg3PszDKOX7VqvtxnCW5eiHuZjijHUx6s8fV13Yg1rkXj9s7KYeyWWVWrFwtuxsruKjd5qKVi8Wla6DC1pPHVBzI0XdesIAQf3WU1gjyyO+IYtWIgjQCAESeVoBCGYNprRDtyRryjLMuqqmL+CruIeJiEiobuTDl1Khp9a4kd4/YD3HHwbsjtVWGZyW0MvQqjhuxu3P/8L//9R9fv/rf/1S+HRWHP7jxfLP+//+Q//PDtDzBrbIQbs5whUlFljUGkAgDomd2hGVqvz+66JVWxl3a/w3O5JbqGG4ROxfzcvKEFFMjEDkD5VBWZa/fDc/zTT3/2zp1bH3/yUZCfu0nk5TxfVurtxN5IBEY/EJMjnGoyxb3F5MSU8TplvCYTKZ7nU6kx9Io+Fgr5d979WTabse/P0vojU+VbO/x6njEcepPactRiTYWiRntZvgGNqfcafVy9Y8waY0aerreYTmWvVwv8aoEKEoDcuTVws7f91uX9fGsiaIvuSRG1imNJaSaqurdfX9fzVJyQA+41dircVNjxVEzaXuGnDlOBFZ+bsMbVaGONuBuLIyaeQbYqWjKE8JKqAKcLABgt0EHNLKDvHez6c1A7zWcX+vcZBAEj0d2DVbpnxAOs02oJe6Nx7Koykjum3/jROx9fv/1//2/+8SMPHdmD2/7oxsLv/sG/3trNYl1jO2tMA2sM6Hv7OOico0kN1T9GuI4oMB/io5MBptUztlodwzpQue8rJSqETsXc3IGh76cnTpyanJy6c+fW5tZmqVQM+CtMIo+FlOs7oaLMEE6zwGiPThW7e52RcCQSiUYMRHmeTyZT+JXoL4SDHo3Gnvvc85c+fH/NFVh9alyOCfydHUbXanmNFZVmtBovbJ/YObRxLcaPqq4vq6qT1bUtnCx0h7ACkOfjynRYFtnWJqLELCVICo6B6/u60zBbmkJtmFAiDDags2iPGcHB5kcTgVjjPYMhc+wkjuWtpTaKyCUVjV81vRZvXBv6yRQuRHI8mP8gexOo6wIAgCFmN4A4HqIJBXa0CKmBHs3vAH1OgHhqTTSdijbyP+2Z8aB4A1YBt7eFVU2MY+OOq9W1sr7z3/w//sX//qtf/D/+2pdDAt+j05cl+Y///I1vffdNhmZZljeIY6aWEK86QQXWGADotRlgKUq1GYVRnOu2RKMMNGYjjkXlHMfPzc2PQhUnk6nHH39Sp/RSqbi1tbllYNNT/pgAS+tH4tKN3TDRVA7EpLYvZmJiEr1OTk7RFG2xwzh8OHhbtdx39EYQhKefevbjjz+6e+82sf9cTBZZ5uYWK6uGZoWG2rhqZpytex5Wy7c26jZS2Z5Pr6ZfUd2z+7ZiJcehvxCrHUnKSUFr2B315u6pD31MDWBcg+q8WK4zMXqLC243WF4/lpSnI4FY4z0r550SoyRRydiuUpW1/C4dTXV8DZZkTTU8394pCOIYfApbqXlIVQAAgNGaZDg/gsbxMNSpK2oK0uKN6ijvwR0TD9Gtju9+rO7pNUFbCog90zi21w1VrWuLO8ZqwoxCqfS3v/vm2+999Ou/8vKrn39M7Cp9XJHk7//kw2/8hx+sb+6acsYcpoyNbHg21hg8cED/jJE+H33IiwEA6vvqPg85vfu5mzzyVDQestUxjULeUqISF5w6FfPzI9WN0dASjRohvYcOGQvYi8Xi9va2ySP7kcio0BKCmpNZaxKECpZQ/PCEYGJmejYSiRLhw+05Rvb4DrtcL369cOHRZCr14YfvE78aD2uPzOhX15mSYkhM6LSuqRpO7eXqGVUVCsyT1WZ8dC2fXt1zwP/vUa8pq8zNHSMA+em50v5amP5BWUXNr07DcSzdyMS1ZCiI9Qf+A5+FowmpVda4d3G4duu9606Rt7MqxsaCWHj/xIm1TBu0nTVmWdZzOg2ZXqrOhUchgzsJAIw0gDgeXFjDmUUCupcWgULFyLYNn3rHixaxy+R2C93By8AdByxzbs/LCFeWjTvGPq9qVLFOK+tb6d//o7/4X//df/y7rz7/2gtPHpwZ7/B8S2vb3/vRL/63N97KF8pGE+J42mCN2WqgsSmjaGONwfQA+hE0paH5tkoNBdvIsK7p8bC5OJ0LXA7ByI22H46TQbJHDh8dpW5bVea1lp6HQuGDBw4ePHgIFU6pVMIMsieJfCwhVWx8lKJRnoxbMpFMJlP4b3JyqqcNjHhij6v+8KEj6Bre/ulbijNdXlTQHz+gfrTGFmXz1qv5r+08Tm2NWE2+uKpUYdM+tnazf9FTlBU6xOm96KoDZ7pV1wWjMrAy5nVrzUTRaOWsf1k10jX+dJvNU+F9iTW2sFvhCOK4vHZXPHw2yCSkadFhypg4hpsE8XnMPHLJ8VTFVYjAGQEAozZjGjZPe5RhrXVDY59LwIrSNA2KaNT7u5e4mRGmYKKB9Fk3/djRwR5rHHvYcNqwArRe5W0ZzaBxVVpTC0XpG6+/8W+/9b1jh+dfeu7JJ8+fPH/6cPATSLJy7fbSh9fu/PAnv7i/tFYN1OAFHF9svhocshnQREM2PEAfQnEOhQxNHYsXb2ejQ2HjGeLWum9ZfF2QLp7FvVCd+DgKuvue3DHaMhORRNbRjg8fPjIxMTVK/m6tMIwXNO5Y6eGMv3AocujgkUOHjtBmJPKlS7/Y2t6yfiuwqtBYeJfjuKeffnZycpKmWJ/Iyq60ds/D2oMcU6mxL774pXff+3kmk3ZcJEM9Ma9+uMbkK9bOdclivKjcTItX06HARaO7HybpttfeYrvMHYjJbViDYezmZDUwlK4F6/7BzW+hormJYzvOTVbiAnlaSdHuZsScIvqwxr2LQrJnrdwpMXJC59n6ibRSnlIV4vmof/txssx6TePYUWyov9C1oXNwhbN7DU1RPG0HAAAYJegE2QElMqCTC2vIwxHHui0hBjHVgixno9Me/N1vizVG21lDWoBptAh4D9zFYZsV7LnGMVnj5gzReGEoWmc0WqN1jaE1RmdYRlM1TVtYXv/TP//OnxhJpfXHzp8+fvjAkYMzh+amJscSiVg4FTdUIIsmMpnMvcW1qws7dxeWL1+9hZ9OoX8sJxiNBpPFWJXCCjSm6FpUEzQXQH9huxI6RDn4izgvJwU5XeEG3vSTEUC9GumJxKndZQ0Cztv9/ZghHqtYWncTcA8/dGbPQkf7ytGhLVWGalY4W34P80MkEn344XNv//THAQ87Pz8/OTkZoIl1aah2aVYQKUrQ9X/+uRc+uPTe6iqZLu94Sr2yzhqCFeYCo2pWPPRJp/2bgr1n6PoeLU1YznPzUcmjV46ej+AWh2UZXdFoz6iNpnYsYDMldmvEGl/fCUm60DTWeG+mkTslZiZmP5Eu76xwk4d8elMrBqTKIOMps2eBw2zZVl4a0YZhMggAjB67AWUwTLVJ2wWOrYSxgBFvFW5nz5qhYJGKaort2nMjuyqFpx8L7ar5vGDvNY5d9V6dD9ZCjxmdVo33Rippljb4YiOvtBGapOlXbtz96NodXLm4kh8aL+PVu7jid4r6WjlGMzTHCRRWSDSeMzDV5Oz4vcEaV7NTgzxF3xmCppOCkSkKiRJWMpX5pINjPRorXJPjZW0f5sbdrGVCqqLbQ8geMAgwb29avDMRmZBWePjhM+FIeGRLxh6i646MaDXJ1dzcPB4+sa/UtrPVinGm63y3yfgSD2Z4nn/m6c9d+fjDO3cc6fKSIS0ZoneL5nNakznWKN24CAb9ox3936LSa5dJ22y+ru/FIwd0korKeKpV+JiCgDm+B8tQaDpZ2ookUYzYyAx217Sil7MT3qzxtW1Rpuqs8R6Uqv8pMrIwQ1XsWyrLt/ipw7qH1oe3poTLGnhyHzTW+PZvcqM+EjmlKkxlFfDwAYCRnktCxPHAV2hj4tgdxwAYnVZB1Qhfu2CxRRwzNTTOJAGNp2VnmNvvwqotXK2GHlcdYjP62GSNDeIYTVM1s1VotUTT1QmsIGgWN2FMXGWdUwUKxxob81OGribYsRhkmqoqKg4nZRzwflqqcpEzJu8MbSxTRYVmxmlrVXUP2tiOKgzVncHMGzVIYfFqYyNjEhvmb02WAIta6zjmzOIFqh9rqcOp2nuGrsXnVWeSuqzR22VuOcfTo8Egb0ixWb1oV3JA74/GSzfTkYGeOhIRxyKrd8WW7bGwvY8sQNMrGeoVMcbNCYx2IOZQN+Y5/vjxk5j6G815vD2lmMeC/UL++o2rAQ/Fcdzc3DzlEFBuZbhtd3ShaxrrejVm2iNP2qOPXEwmU5cuOdLlHUlq6RJL1xSNDZum0ziPVe0WzCOhcV+nREaZjkrxUJuXGhc7nSJ6qlX4NNuhZI0pr+cRNN3pLbABjmA4gAx9blKK8Y1YY9GSNdyXUiVqdrfMKqrO2dQqlNy2/6+IPJPOuyDIZaqWHw9Pf4AG9W89RMQxzAYBgFE0BPYPQBwP+qTCGvg8w41tubMAAMrijinfoBx4AN8G9kvj2Lv6MHVsWQCDXcJ8MaNX6WJKo/R6uDH6H89rHFMnazhJYzFxbEQy1UHRDG0JGdOWy96aiaE9h6MmP9EMvtXMDF8lWBmdMd+b2zTzsnTMwKICQDfMsCbxahSBVuVbcUJtY1mvzlj3oevVmGldr3GvBlGLp3rmwauHrU5MzMk+Xd1O4/e6+Vsdb8FbG8jH7PPwX+NGWFY/EP3/s/cnzZIkW3ogpmqju/l057g35ozIzIiMfJnv5XuFagyFRlWhCt2NAppccsEFsaGgWsAtRbigCEAuUS39P7jkrtlCdINAAd01vClfzhkZQ8Z05+ujzaZUM3VXV1Mb3Hy8PuhJzxvu5uZmajocPefTo99xbhq2E0gXtvKuq3n+OiPIjg9ft6U79ZgjVFW9I8N+3VFXWKcXI38cH+aYPcHrPO673sYNeTgONQZRuLGiqH0FuknWHdvcXBKPXq97huX89Pw8JTkeFUVRvDhx59HRzcDvJ86ad4fKmRSSljqBt967/+DlyxdnZ6f0eKOEtg3QNPsLgyT0OCSLAjESDHw9Gbm/fwcfnBkhzwR1k8lWMXU1zm8r3Dws4K7LO9syBN4oVZZFik3eGGpQZLx8um+XFf5M10cUNc4KHpm35s/qFWc9eFhjnjfw/fYFrGzlXyS5tACHMQ2on1yTWLTheJEHFiBMHYzCpSFVH69SkfRGiJDNQ45iu5WEElhtE5py1HIEx0nmNNHQQmi3oawU+dyS7OK96D9FKlZZmmoaMED2A0xRtC1Wgn0dgUBsW2K/0TXNYyOOFQXJigYG4RmD8CaatH1ob49buIOye1RxFRkM8vuwGgoNrnjtgbAo8WbwHrLH+38h9eJXanLFhdRldGS4h2XHQ/DSUt50NdeHa+k2nZilo6pJV0eI3KzYV7ac9OpXRuYDHOdMDAu4y8jbpaaPW49ZhD49eaKa5u+VY0CnUTYePPigD4tsWMBx0t5tNq9+ePY0HyxmpdHYunv3/q9+NYzhffThk+jKUn4XmskQYM2pHNR48Jj94x999PF/+A//C3ude43gc7u/w2mwdUyKZlLahcLZ/lbZniFqnJgNCz5yClsFmmJyX62tcNQNc/yE5oZkd9gch7AigU/3zWRaSNdHX1+UHSRHG9HQ4msDZBNNgIit4hDEVsusV18bj/9eTs7uUUf6Ziz1feiQyZ9fNhxB5qkqBJwuRMgmohtraGxvcGvCVOCYs7FFRQlhO0mRjcgi6HhcuXaO45RGBIM4WTT4AAckjpD3vpCiKCzHsawEkqwwswTFKCaHjLHcr9v7ZTcZWpXwSEXnW/RcokJwYHj45SF4ZUlvOhp2+NepGXwEX3XU+3U+fvP9Lft3ZyVvNR+1P0jnOXC4lLvX5VTnAA3rMWmlWuO3Knx3/eSTn7FaeZPl7bs3f/3X/+uYkyK8f++97a3t759+5zrOw4cfVCoVGoWRkyckPypzHn0bF8b3Q4tib3cfv87Oh0HHdT1olMBljxpzkOUy7ifLRaCswrmOwYKSylZR5BbJZN+sLbtiBmJirMoSnpMmbIWsxz9pOZVKfwONIoHPblhyosVcH311XrICuQjD78zrOYkdJ2/RdFTXt1WWreLyGDBbaMd0blnqcpqTY+5Pug5OY8BTVQjMSIiQzVMEgqpifTx9mt+MEhzT+ZTuLPd9H4ig4w3oDFwcBhtQzAZyBZHQ7pGTl4g18ET/KYKuKEtpesIYJEFikCkNMoPYaooUnxvCICyQso1v8n6QihoLWTZRINor+7ulXgCkli297qqmK6+HU3VqqjcMtxwPf9Mk/27N+aGpraTegRLMgF3moeMW42CnpjvLesb10iexp97SvZoWw5b2dvcJIe9mwhwDOmDC/w5//PHFZNdpNLZ+8fPfH2Ajwch5javtifdh5eyLT7HDyJNGi7yPHz/5j3/579lL3a17V6YSJieA9t2qTxZ9fQRfdzUPlsgFd6sz3o7gB5P86lU7wVaB8qp6AaHf1+16RyYWTLG5x9KQOedja+5nB1aSBJnEGlPUOEvfLrKeU5/itINuNhheGtcCvgeibMw5P0zCyvQhBjR9AWVaGyTNEzEyOb02DhwHwg8UImTjREQcr1drxiKOs6wvgfpt1lQfX87nYtIJcAz6GxylZEcSmmEyofkGl3YtjlK8DSRKcQdCdDh8JUQesBkPGI37rwnlQcM5MDzRsVZodsFu53bJ/8mu9YsbvUc7VkP3Vl85glcdPXl8r+ziJ13JZopHHMMZRRznUODPyYjJQRNYuI1738//mbblahU7J4t04Me5W+PDjR89+ohRyJu2MQNFQEYYuxlS28tA0/IWe0wXnHTlrpO4BMkUO4zVDQERYhhl9SUIYzT/zLQ4dm9njQSULWFhAJLDVMYhWLa3d7C7u8deqq4HOxWoQefTG8FBTdqtyviF33y85yrIinLiOgkjRYaKOtaL618+mrjlxkhttx7DeaQEvpdluxfx0keixoqUhRorHLPhIu1+LraFG0cDpwW0XH5o9579FsYl2WfSfBjUzyHczwyuROzGMuEEh2m85hOP7rXso7FPAmAXImQTnUEe7BB1srp+Pes3AWa1VSygbmZ/SHofXBQLcY78SKijlGO7ZqWdEJJa/8rqVBNMTgmJwgcz3Ah9v27vltxl3llNtGiA+inpI+7n6GM/m2D/CBpYz+HYiThAwnGF3wR9zIceB8OfQGJzE+ZSeoWIMQSSu/RJRADJXRjxiECSq4+wPpN5Ojp5cBEJSmhAuhxtIZTG7K9AR+aW7h5UpdKoHc0SRA3Nx68A2V1PPu6qF5a8ogP1ylY6rlxVeZj4QcP+nVu2/VXTdPF2n9/cP1erggbQ5cTf5cearYewdXzDcHQ5FvB15869vb392MmbRXJMlCSiU9bNm7devowFHZsuaNkh0w7+6wQy9nA+3rMBCBLVDHncnSreApPnZLXOoVEczpUa3wGl4WLtR49/8h//8n+J9YeaB6uI2yqkKfDRtvPFuaxAHpesffpHSmMfjJNc7upv/z/QvJpNx4bccy2RLpofr1/ONaVReRxY+zsDU075VRZq3DKDFx3DGjCqZd1rTuo9qeqzTgv/Bt52SM8dszHs8zeVD34xcskhG2cneMewIwqnZnTv5akqhCsoRMjmoRsLnCyEzHUiTiU4ZnfqCNnAXgFGJe4mwDF5L8vySJdcrEMUlCXkOJ7OZJwdIvGg4UT5nfgLnra9AfYaogH9cK8+OhDDaolLT97jLhmgfuKgyInve/sB6icEjH5FsNoITg3P7+fUptBtCLcNzvfRddYy/4adqGHeBO5PN5HjKrFA+Z2NX0BD5naIIMOyNgJ9xr5uTfVrWz7+ec+XT3ryaU9dub79slN6st1N+tsPGvZXF6UVU3nx5HjydIgMl1E3Fc+d3+zF3isrjdiqm61ZLByDg4SpNgz2v13jgb+PHj+BEG70dIykIbqOwOHhrXLZMM0eU5nS95cKiS5UlPRdMjSqkdrNNICbfDOvsqcx9ubFk6LYT/b29vHr7GzIdBzRmKRobEOX7lS6XRdy0BuLGi/atoPxtOzFKjlZwpU2RjlYUx4/By1XIWWZX/7cqih//FElFTX+vl3zAoAG5AOp3sI8qjcnbV3a7ZCC7Ec7jqHzK9PQ6WVtsE3qUq6iUIyWjS7V9AuyTn1sxj2WjzgWm5eFCBFIk1ACy2VRcFNq0nuiDh1lN+amUXopgmIJHHlD+g9IS9PN7eWlEcf4ryzLqqrmmLWCtmLcJlDWyeKc1Z731FhjXFFfnYAOasyi4jPeUwQAZf9KOAiROLB87JSPL4AO7IZq71dBRZdH4gAVxX+v7t+vOaYvnZnqqangGWfJa5ToMtOTz011t+xyfbKm+beq7pvuSpEdS/MK/c6N3poZ5DSSSGutGY3T9G4kNwyXw5UeffiRYVT6wDHqj8FNm5kjtFeKcKC+Ar939/7X33xJTygpQaOEOq5Mkt0lOymts2RsO0kotwBDbYw5OPICaJcPmY7/478v8tPDhtKzY9GCIe9E4u4FBjK67haHqcWevFZz7zVD9ZLcPxEAyCrr4mt8WblHlMQl/vSTneRlCWrs+ghMQc89E4hh5H0bUufDfZi6HAJQYF+eaFv7WZXMZWUpMPIERDyy5/Ecx6JKhAjZNJEEVcV6tGNkFYMEcJyaclYEjW6MVwXZxODJNNQUNcbCEhyDtDhl0WfGHZJLznF8DZKaDW+AGldF/Syb2EA/cetfXNZ/9VZ+dh507NG5kHDbGkpwt2b/4qD7yV7vVtWVYbD8eNYbs5TqBN2qOmVllciOZUVdj77HTlo5c89qkZ+OpG9OFU0KcD9kjyiK+vDhB8wlBv9s3pouoSul3eHOnXvcCTcqbP4rvrIR4EMtcuMfl8Kkox93d/c4puMcMfSYKQIVPWvQ5RUABderE7LIpsHcgmIWBqoW3B2SrwzzPXzAxBqDxYbWJltnxAIh8u+WmxFqnCnm6Y+TVZSQiUcg+wmbTMLBESJkw0XEEi5bQ3BAMDv5Mvvqhgk2iqSREPPpJvSf1ARCwUC4oGPShYpkmBBSvAmkdQrvl6aOZBSo8eqKC0unbu3Ly9qvj7WnZ37LLISllhR0q+r8/KD36X7vbs3RleUdDG4gnZh66ld7JXeFWkrRNNFdV9rgTlp7HGoMQpKKj7hEcBu5k4wmpxvWpGEYh4dH7En7hk+CteEISGQFTRwEHj/6aMIJXS9PUAPQai/5UFoho4urb2kUVUVqBpKx+i3DUIFSmVImvnJBb6RgG6nA/nind6M+wub0Lt4KxGKhEoiIYyFChOHKgQNi9WhFDMZ4hAQXcZycnQVDxSY7p0n+ay6FMl17EJ1kdhZWIBFUfj2eR5qOLFWgxushDlLPvfrXzfqv3mnfnwZNs0gMMtRldFhxf7rX+dlBD/cEXVnGyMhjU/fSYqMr6kp5R4mkiNKqqfSJMYuViD4uMsWyT1HT/IgRfijlskHDjePPu4mTNxtwSmogGXR8u+btllyseT7d60VEwJntkozLWGaTDhd2d2+v0dia4CLK7u3VGjijqgKuupNDIo7zF5MycuIVevYs1PhaRmuObMmdzw49LkCeiBc3NyS7jXxPOC0LnJpjDSBgYyFCNtHoGt+mFbJgByrJLcvxHbPctTSYNGeVV0SPbmDPYTsP12eS5veUhp8QsH4cx9M8ynsNez8tG97XpwI1XlVxgXrhqxdNoFy5NcXaq6BtY3RMuiqhA8PDLy+AV7b8rquanrQkg8RH8G2vdKdqZim+lZg7EZQTeAQI/JXsYzl5XdfNEE+jgiIZnG5X+YD3Tz/9aUaGt8017QgfMcF+bx7xKfIOK+7I+l/NDhYWmGQ3ZuV1R3Nt8/5unkJWajvTK7QAwesdNQWH0hI3H5shMBi3RThG+Jz+23ZADmo8v57Pxi6NnFVDeopKNzXQGJ/ytKnrCrhTtdmj1unL0uEDYY8taEbmk+MJzEiIkE00tzbEMl9tdc2YByxDBUgLNxY8FUK4npOFGoN4xLEY/jOUdeM4nrhv3K/byc3+uM99eYzagUCNV148qF76te9a9b95q317Gpx3vCJzjCKhvbL3kz3z5zd6H2xbFfV6eJC5op7ZuuXzXquurNKUCeVE9vnFBgZNs7SY1XNGXnB1QyZz6xBtaR4XIbu3u3fz6BZXXZs6cXM7qIZr4Hfv3it4CRquuxLWDxcLgIv89ddfdTox+oieC1931FOn0rXz1ovk+t70FLfXOObigClcxf2VCaqKqSqBzKqpp3Uc8O2l4fpowahxqlrLap0cegrHl35zZlxYymlP4b6yTl4lO4OwyhbTZQVVhRAhQg8IqorVci5we8kyzReNWAZbbnZeZBYEIUvlVuXYbyM9bhFfPNXwFNUnGCo2RwKoXvm1p53G3x6Xvj5B510/KDDNyBBt6/7Hu+YvbvQebdtV9RqCY1kN+KbHU39q0kqxzSQijuva4so/vbpLsildC8ax+I6X+ox36zy78ePHH5M4U2bf2UYbc4OuEuNuu3f3fpHfKop69869VRrcMPbUV1dX3377NXfO02bI1Y6g/P1FZp5MGE+hOfG6iwz9mtQrAQu/ZORO3PMRQGMZoFlA4WrpBzfgKnMSfUsfGc+k+0bK7Nk0/W+vKouPNS58l7BIW3I7i57iwpR/fVp2/PAK+Ck4toqgdZK8uHBa5qZt4xzHAkYQImQT0Q2hb1eimfqsAhz/AOWlZROdJQkKRH6zTZ/t05YN2JUGUDiXuOhFBQXXqkJq9s/+/C82S1sN3twTqPFmdn2gtIJqqw2klleRzD0D7VXlkaaFBFFD9/ALeyOtiMWi5cqLL3zTUTqOVNVWlZo8GXG8eGBxtpMEu8Fq7Wdodhq+YTi6HOuHd+7c298/YH9VcNpe45obPH7Mh6lUqkeHN9++e5P1M6Ns7O7tP/rwo0qlklqBy9rfYlv7f/mrv+G+/rGl9FyJlN2G5efnrVTCCqjoM+kwugKf3KCt4EUv0LMD0wuPWC6wInZu25fcIMQEXST7UJ3eHZp3M5GRxRFBzFwrRkQfw4MFw7aSRcJXliF6vG1JCVX/+sL++hRU66PX4eahQArVXuDfy6an+L6pX1qxKOOuJzeYTRjQd/32hVTdFnbXIrRtnKpC+IJChAgREcfLZSNm00PRoFECHAdB4Ps+y26chGvEbp5N6zkUIGZp38gbChnjbsMuNuS4sclLCcl3E9aK47hRQh8pVm6fQ9HsgZ0hhJUSVktqGKqZ5DWGHVQR/WMTJIBKG9XaXfCyFxjQ3C37B7XRWLAEwVbJx68AgY4jv+tpV/ZC7RLLA1UtdgS75cGKZB5TND1Zn4vUenO61GxBnKWaJ5J2HkGCbtc87uSPHj/JuMhGO/KsvULr86OPPj49O/W8YRisYRh7e/t7u/v4b7lspF8h+m+J7boQaiSJTL7+5stm84r9uuuAN12NTV5x6lT27W5F57Vu6eFn8yuloUuGntJK0d8+uMxJVZN+diPkrm1a8NxUW07mcsiC3Zi5cuBwAZtKrqamHTupCRWIPtq1ygq/2PnsxPybZ91bt26BJePop8VQkPVoxzH0VHoK+MV5KQo0jnkjZz2lEWfvMU9/rAyA43WdJpZH1eZ0YCFChGyCcBpWAMfLaSymmI8MagwGOGCWVcAeF8CfEJCRPS/f4mKxY1GBIwWPTYXoUxJxvOqjTpWAGtnrxTyQlA3UItZ4Y8VHUhtVQgS5GyLIO2V/vyrJoxBN/H1d9+u6iftax5OPu+qFNa8Y5Dh+l4BC1KDtrAbtTBI4hsuBJ45Vextlo6Qu294wXBnGjj9+/KRSqbIGHFOl/WObNjVnrWzjv43G1t/9L/7+y5fP8Rd7e/v7e/uGYcRcHhRjSBjUYH/iWsLBjksUPR2ISCouU0kqeDNOUp5eap8e8gwGyHMn6ai+O6dHK2kSiFLDlSrgRsVHUZAyByKz3Rtm9PUV2lyZRKRlaYzfUj2AtcSTXauUgRrfuHEDW6F0duPcv3lXFAd2c7fbktofHuBnTqWnkL691FOjn5qOgnsHe9w+e11971MgPNtFdNog/lFUiRAhGycCAlpao4LL88xhfJSkgoQb5wPH03hwQlbaG+UMNi59SAhuKiGhApcZLx8dFthxwVGmrHo1pa4yTWydi1hjIQGQcB/o9MBrE5RQZ7sUHNSgMspjxsOopvq1LR8B2HHgqamemcoMVSUxhPBLl4O65lXUFa5hlAiYlCW4DJpEdP7iylOTgtu1GEinKOr7Dx+NpAoFAG5y3Yb1g4Z1EMYX7+0zdc4x84X/cVDjqhg3v/nNL7kjP7ZU00thBIoIK5ocYYX1/d+o+3fH1t6dqwWpCwBKckBBZC+Aptd/MMuTaP7SC0t2A4JLUsB/0JQzwrTm2hlQ/NqpejqrQ5LHlEAQocb8wz47MX/10jo6OsL2/TQPPvMdJH23NvDuVro3GkraaeC7K+3ClEEi4okcwZ3B9qEuM1+ZTeR7QFaEfzL3gRknIw83hYmaFiJks0VEHC+Xlk6EU4ABtTENLCB4MctUK3iNhaTFJKX0LlmWVVXFPQe/KRJ0LGQMJ2sNOI5npT5ErLEQTnwEuqDatcBrC5WAuaU5N+qKpsBRgAKqafhl369bpq+cdJXTiRBkgjJgf7uh+1XVL8u+roQky7DANLzsRoOsJMq/kqZPVm2v954psg/oVpXPiffRRx/jqXpg1KFkt9zomZuNEYaZ4zcZwJg8Z6TZtAyP+s03XzVbTfZoz4URSQVIDdJMElYg3+v+9t9VPv3jFVAF4W4npGr9xopSffbJLu7W2Aml/+ABAhRlNl1oen2f9qwHSYI1XjemJeZjw3Zm2Bmo7urnpeGS40kwX7lxI91Q/Ec7Nq4c7rRnJ+ZvX7tHR0fzpjCeTL+pwH686xp6ysSNG+h3Z3paM0E2eLlpKweGy17UvXjDLoQIv3duzZeIOBYOoxAhmyQw28QScu1+EzcJsqgxBY5pTryk75BlFS8V1ZWQuVpoWQ4RscFIuLGu6yHEqSi0X+V7WEJLFK9/RQwzUhFfHocooagKIWlACDSBYTrG2zNQAmZDdQ5qUlkbsYKNFVVF8d9r+PfrtulLIYJsaZlQIwsTK56hAlUKFAkV78A11W878spUKZQg4+DB1aG+Za0TFhhdyyknyxSraf6+EeMWMMrGB+8/6nNLUUaFvsu+0VNM3zguUAkjl3+Wm914WPKrq6tvvv2K++pps0Toj9N3CEH5+wv1p0cx0MdvnblnP6p7d6Yp0tuu+rIVIoB1DZXVEM81ZEQCYDUFKZEWl7FCmn/FUl4XGQIGZQ4flLy/3xie7AXM7JOGMp+bEgtfRpHsszfm/GIcx5wCJAWpqGGscfIXz07ML94Fh4eHXPDIBMWfyROzex5xQbbk7qNceoosN4P9eG7JMeAYt93Jywki6IVM0Jyc8SaqRIiQTVYCQEQcL7HFyGa9Y4Fjmt+Ms42LxJwKWW9/KjX9Mts9cEciEcfsakQ+Z4XoTgVlyHH8T//lv93A53e8wHJRzwGnlmaCkugQQkaKBcqWWz6+ADqwG6qzXwUVfTSLhaEE9xvOvYZj+fJpVzruqdifYWFiTQ44utg11/6haTD8aCToL5dcOKQjNcnDSFxjdVfIb1d5JtlPP/0MMYKfTIISjfXiUsNtpq0DGOQ3x4JJ5jpLjUde2nwOQYB++au/5g6+amumN2JZKyKsaPGEFd/99ZTAse31K7PlwJYzguKHBZf3Kz5Msxk0ZREuKHMTNBJlZmOZLb//S9OF+D3pSuem5E6kYiPOjeEvFbkoPVxFDT7es5NnPz+1vj2X9/d3p1eesyepQP69Su8wi57iUr2wlJE+BqmHViJZbnB1LMynxajbVN0rRIiQjYE2UsAOUS1LbiFT7JjYwBQ1pl+Rj+Rb0qAiyngDhYWAkzx+NEqdxYuTrpNIpThN/a8wx7GhjvaEvABif8kNwtgcB7/3YfQeeEiyPLG8IGQKPALoJ65+cglU4NRk66AG66VRCDIAZdm/W8cvd5jiakN1j0wREDDTiOOsNLsjJ4mCGBwXcTxy1/Ya2HPcsS3dq+sx3bu3u390dEvohNF1GEeNx2Lnv76ZGgHuAbJLGDI+ff27ZvOKPd5z4dueFkXEjrjTPAgrTH+MfRgsuLxVsjSGprZnB9+eyxaoKMArQ6tRQtsGZIt6jRKLZZb6erXGgOT36sP3FGW2fen5VSyzH2eCRyejRCuP7uo1LXiSgRo/b5e3tspc+rsJjPiZa1cV2B/teWPRU+RPJZYnsfkAkecEnQupuiPclXkrXPZTICpEiJCNgzYETLwChjENkmAjjkFEour7PvstyOVtG8uDW04HgY0O4cBQEQlb3BTkyE8ogdhIjmNRycVlyHH8z/67/37lkA4uQrNn+z1f6XpqCA0H0AuggIaFLEA8qF8G+sUVUpBbU6xdA+1UiqAJMx5rFXWlXCRsH/iznzZmCCtkTSRFSJGWEv4b++lTY1rxsXt1Ptz48eMng0dGfSKpWCWg1eLgnn1VFutC+ZZiatXNvzshSrJBqEeikGl+2yA1+5vNi2+//Zq7xA+tUkGlh+ZGWDHJk8c/mi6yom1JHlDaqNqx4GsLEBC5rgdltV8nu9Vl5wuihpOh+E/2/O8utXMzp8x8B5MACuI4L+fXNXTvo103eaHnp9aPvWq5rI3s24vXErgdPznwU2PJOXqKfB+VLfm5Jd+qxnqyffamXN0RJtPcNVbmJyFChGycEgAi4njJ7GHOfmCBYxJrjAVk59ADGbHGS+5fpG4ZZM1+NgEg/Yqkd2NrgHRmyvKxeYMbpfYiejwrHjnVchOZiieo//XhODZ0udkCxz1VtKuQaxEPqpe+etkGctuvSOZu2d+vKTO8vu2hthWYnoRfiiw92I4hr6q8UpUlyfEJdY5TdXEVl5x4NtO0y7HDbhiOLsfQkDt37u3t7bM4G2sdCbWwBr0BDVL7MQ0K49ZY//u//WWSpEIlJBUFh2E6YcUPvyoIHLueO3MTnwjdNcmKD9UOUDt2uAOFyNMO/YGnw35hVOhFwcthoq6qhlR5iVDmW1Xv3JSztnwGiUaTJeQFmepxr+w93E5pgq/eWJdBQ9NG9ITr2j+4p1uaIifBh++utIsMVD2/nPjbS1u5Faf0cc5fl+//RKiUOXs1QXzYiioRImTDjBaRHG8FFHUs1pilNk5CoiPDjVfokfNrI//nAuVMrUk2oJi+IR0pq7poAsbrtTxXUYYcx3/253+xBs/ji3YXMhcrJI9HKXncB3IrqLa64GUPlUF3pxzsVaQcdshUsdygY6OujXq+5CLNl3QElb6CA0gNvaN2bDDDlLlneSM941vJpBkl/UJxw5HiWWCMyCNEQLFppuecXflLPzlB1uzmKkGG6HbN437w+NEToSLWWPlxCfmCfghyCsnGF19+niSpeNPVxh1JKYQVjuW3zuT63sjfBq7DHfEmRY64kTo2o4Kk2EAhP7RQGKhM5NwbjqynnUGgBPI10C+5Cj1d6d+logF1oCnnhDLTe2VoQ77xXNtBkpaq044q3r1GCmr8q5eWo+7I8vIqQC8BkI9LT5GUroNnasiyMAXdS+B73KKpkJn7lDGFICpEiJCNs1pSwA5RLUvrXOO/sizjNiK8xizT8arjpKkIOAU6CXEzRTDJs3M1M1kSiHWf5FMWEtioL8p2gjuSLAuLa8ZjVlmn5YtArBgIWSbxEeyAaqcHfuwFZWDulIL9GlTTEOQhTOxBB2ke1HwksdpQCsHVoYp0AwnFzSNNQjmTVirkcY3TD4oDxxXV//mN3jI0mRvAC0t+1Rp744I3EAV6uozwm70I6DE0KQBSy5FNUFlN13uIvN8wXI4g6NGjjypGRYz0NffBhhvlSPgxDUEeGGoIXDWvvvnmS+63T5t60s4bqYVSCSusH35V+dmfju66vSZ3pOdO6DEGC9SL+JFtUCbvbQA6cZS5X5mDWOZMlFkd7juZFcqMUIKqQkKpJEP3685hNeWb3/xou9ouSOwZzOoJ1yK9RObGjgOnQY2JtB1Y1xBbm+7FG3X/rohtWdjshQRyLETI5mmBxLQlgOMlUc8ppBNSJCDC+yhwjH2oInG4q2FFx61clmyBTQNIq4JFlkWf4WqySL4iXKWO4+A3uq6LSput8BzHa9CnRKMKmdNUN5a7y1MvAakHKqYNX9ughLoNzS2r0PRgz4V2oLAwcarZk7pv2nSQoQ2PK1LAzUncxxSAJjErT+bQTnAFyFFVJCjLr0tkGd2sBDcrruVLl7bC1bsiQQINq8DHb7bK4b4q3JSliOH0oK5Gj0JAZ57K8zdvcfuXV8HghrQLsi2ry8HtWiycUFHUhw8+AELprr0HRvdzAYjC/4dZ/vo9BIJf/fpvuB8Skor8nWJZhjUeKV27xQYd+51L3+7K+nWuUhRUbvPO2lwcZQ4LwDBmaJKvycFRfYycfh2Hbz4ZAhfFc4QC8HjXaegpqPHv3vq2usNuCVxO6SGja3fYatkuB+By2steWnJd42iOX6n7d8fygoRMgxmJyhUiZNNEIAFL7lCzUaIUNSZ4H/5LQ0TXhpmBtZfYhyKBsa7rYneSIOaqqiqKQuKvWQYP0W24mkwN5aZAPK5S0zTD2FhFEZU28/GrrFOPFKlUhSyPdssaWSYwTAcAZ0Lnhl7WCSQDoHzkYsrZF8ZYTWe5+BmAZR+rJTk4Mvht7w1D+vvGgM0UjDchNTT3xC2vQudNDV0Ht6p8bTx+/BG2csRgX3czgW5tgH2PLMFk8tVXX2SQVBRCjTnNRuTFJXxyGDvBefFl+cO/M0Kx+P78agIbozkdfmSelmsJn0FQtoBM7msjgFy07XYqhYMw3ASdsRSbE4AigY93zXJarXx1AnqwnoUaL5s79LaF3t9nigfAYcV9151Kv7UcXPOxxTbv8p3QKIuUQHjcQoRsHrbBT1si4nhZWoZnpyUgKWAywq03ThpZgDBiRAzDq13XcxwH/w0CH0KJxFzrus4myhPdhlZdVp1QKJnQZHteWKv4Y7lcFvU2W5GorEmvEuRxQhaiuVgZqeNmN9nEVKSVIJPkgna54OIi83H+o2Vlwp2k0jZvB2ltRXbMhBy2NMB0cGSv7O6VY+zG5bLx/sMPxUaq9Tf0CV9B9MKtzW6mIyd8/fWXXydIKn5olQo6D1mqqYsMJ85P7J4+H1laLoXdVCb3qPx4qTstULasYusn80ZIdJZBqKSgj3d6qajxt+dyyzcIf1/+dLYkcpVY1TusTLUIgR+850occIlcO+hcZnnRQqbWVsHIUSxEiJC1d9OWf8YRAhjgmMTe0gDbtSGpSHOE+/YzfkTPC4Fj23Zt28F/HQf/dUgAMms0cgbk2mPrxUc3G4DMmt8RIt+vxuJIhZCC9S+tU4WK4AIhc3dMFgsK5GS6sxJeraEGExQm50Hyk8BO8+DQ90RfWoXZOfz/QcPGL+7rTz/5maijjegHIfQCB6sIMVPh6ury3/3P/9NXX3/B/eRVW+u50rSZOSXlTZPPT2e//nY8k2AKIhXPH8MvXY95Le14oln6jOeoogU/2bPKWkpVfHehXDp6VrsvZ+15QHnXjM1KJQVp8rQze8vmoxnci7fCh5mbDxAIp0CIkI03WhLTlog4XjJ7A8QpfTmclHL+rsdcyfjL5IlC1DgIQlKFKDMO/ickOsZv3Ego6zEQq8vZnYdLi1fQphUytZG1XhzHgTAShczE7BiHtJfuj1ikS4xv5wZy6O2mFZul3h+3SPnPm7xgEdWcPIdLsISgjEq1pWh7q52R/GlzOv/wvQzR4+2eofLe+N7e/tHRTbGRapPlq6+/+PrrL5PHI5IKFWTsJstHkzndcuEa90FsxcJ5/bV+68PlnDI4auMJ9ORqWO3hhkq4pTof7HpSxtzihmlJ1Py5Nb97XIuc9OTDRuzI/brz7aU+cWfAf88tZasUm1Ds81f63SdCgcypdyZbQ9SKECGbpgh4j0MAx0tmKYHBnncwQIoJyS+IkCkaKLoOfTGWEy98bvrIvk8gYvy8eKKSwgksOpiayj6V1XezRnU8x3Iyro4uRWCRZVkEGs+pFdaK4xgJG1HILCa2LD01cmJIhT+mL08qBuGFHLsx4FiB2GuSJ9ACY5U5mdJqkqHqu+wv1a396id/eF1zOfdV580P3vlr0DopgiA7fqh2nECyfej54DKKL3P88OMvbphLkvFvskFgKMHjnfRH+OQnPxWKYqP0IZvW4+rq8m9/+dccqTGVp009RzeOtS7lQ/W41btRH+o05Fh+60yu72VdARvh88uF4ThOTo7m/OXDtclwAgE6Muy7jTzd+ORQ+uJtp42qWU+9nFUxkxR5XCratsMDFn77AnkukEXOlvk4AXxPE16BECEbZrSIKlhuk5IYAATgIxBqMm37Oj0s42+S50M0J57v+SgYRCJj6woF+WkhNjxXXirYwlXLWESaQsYVPGYVsuDzT//lv11Dm1GIkKkVUz52zKmqeaj1LA1o+7xH2tD8c1NOalWQHeeVg59mPS8HrHMFy2dGHp7mxxiaobZoAvucZqrefADwiyDILz+XPJv1Ql+0FS+QOk4IDec8dXGIYdmMAFKq3ZL3oGElv1UV9e///f+yXm8IRbGZirHZvPqPf/nvscmbPKHrwKdN3fSkglNxjglIDx73tBv1GEZp/fCrys/+NPOiccUy8dhKHZVBEBQZO0UutfzeznDui/vhD/ckXRm9ovbxkfzl204LVYvXxjJY+TNPkYenCccHmhyrAu/yrbJ3R6iU2esoP0FVQeK7hAgRskmaIAl2iEpZKtOCshtHUbc+SGCs1Kdeg0eOY8ckJ57rOPgVQsdkr3zURVEAAhI2S73+fLvo2vdpXWMvSkI0LIVmKnIioOSZVP5acRwDKOYGIbPHSrJ4jckyKUcQPNd5jp1+3EDibqVIhR5nSmuMYzceK6Jw4N15nMZRjfoStn6IIKvluBcKj7vquSmzqHFqD1npPv9e3U5FjRv1xp/8yX/TaDQGD4nEat1mqMHh+++ffpeKGv/YUj4/K0eoMcgfGmONERuWu3YMpvQ7l77dzTpfin/lX0f35AzWlbOvuAJzBGC6kvI4fhqi/uRIrsPOZLPbdcn0KfKSj9By+OBi5/yNcGDmo6n4xgoCUStChGwatJEwDARwvGQ2BuWpICQVrA2wTqhU4kFC5MDzvAg1dryIzhhEqUTI2ZT0mUONOasyla5h07oQSAT2sf6FQI3nJHi0SuygXf3nESiGkJm7IhMCH7Oa/LKuEyZtd2IjN8kqkJWVNesZJ/OQk9hxfi35Dg9KBquz5LPeu2BwF/rJrrlXTkEG7965/4d/+KeappIAxKhlhb7dBAVIfbGw3d+9e8Od0HXgb0/1N12NJP3gNMD0BXhxyQ8058WXOeVdwPAf69u131fYdaVfnxrH3RSWpCdHcm0c7PjaZSYp8rgWbznJ/HhvhBszF2WV9GVEJQsRsmEC06ZmUS3L40PJkQCG3ZizGNcSOyaIcJQTL3AdF7+icOOAdFlSB5SkN6cGBGrMAuiU54TG89EeJcbafFxCJK1X5kExNwhZLr02p3FL3nDAcVmdyr8FBTDfrCuMpUNcq8cdkRRN9JlrF0MNfnZgJlPhYfn5Z3/ns89+L+rYJAMy6CN0UFBIbpBSe/f2DRdu/KYtf35WMj155pMvVSldZDherE+6p8+zfsUtHrv+LEvlOM5Gmol5317Z6hfnZdw+z5paKnb88aphxyc9/inu16dq95adCMN3bb99ITTKHBwAlFAIIuRYiJBNFxFxvDTmRKiiCUlFEvVbgPt8jZgADa1g0uKhwdZ/KdrDiSQm6BikbfAVqHEqXgEShJyC43h+ulSi+wVWTuREqcX6gpDFzgHpX+WruSlnXHbaMOOBoaoUFL9UoZLw58xGCwcu74fL9d0p2yIpi5mr1kb2yt5PdlNS4SmK+kd/+Kf37r3H5KuNJbMV2mATDH0ypt7Ew429ALxsDQONp9FwedmiJeVNE3Flsl9/m17auBXgTYEaOYi3MIqDUKnMRetnyL7qqN9eavRhQ+y4l5Lz7eM0zorFqOsJJEqRF2M8CFPkTTRqyBvbhzZPzgTci7dCt8xeWSVGKBIUx0KEbBq0IQCj5XafScQxyRFHuYxnknd9Ce1nxoQeom3kOHamZFkiMDpxuFmC4yQlZnG0Yb39EZCgM5bi3imMk35w3HECUJ5y/K4wx3Gy2CK2YL01xer2zMl0fXJsJvbAqtz5N6telnqdN+KJCgsMPN7O0w3Rsa+jn/blQcN50LCTZ9TrjT/5x/9VlAoPJbqtmHo3xEoYvud4Ki4tmbUgBnHo4yXrKGKBnDs886zz+usiF3fR5L2UA/sqJXkJx3UyGmW2bPsHZTuVOh9f+7sr/XVb5bYEPrtSszgrWOx4yW3Oty3EabrDijuNh3Np83XinL8WumX2kgSORTiJECGbZ1zzLoaIOF4av4aafFyWoJWwDabABIbAZYgXK7KiyooSgsYRU2NkOUtAURUsLL4M0iIyBLUxVw+xaKZIyOKEGPhzMLJWmuM4oZ4ExfGKKoIsDl+62saxIE2AgaZGNuVfLWf9s8itkxso6PucaOUsNvfU+cOWjCBejH3DGxe/yDstweuf9ZhjiWPyua3wLDoldLJs6elSC7BU/KekLAoEH+/00kmN797/oz/8E13X8ZlsSshh2gEEBdHxJmho0lHfvPmR46m4sBSmGyP2/GlGSlLZ+lA9bsWCQJFj+a2zuT42Dxzr8siYhVT7Pn8/xFgagMuOkrqBMQs7Tk5G+bMblgcN+8F2inGIDa0vLsoXppxa+Ky4YxY7XvJsotOnyOOaLElz7LcvkOcW/LkIkCmsTPhmQqLqhEwKT0z27biejpC5mCxxEfjRYrx4anhw1g41P2RZJrG0BHciQcfkPQ22BZPm3Vnamuk7TP2kbUBR5FJJM4ySXlIVVYoo1jwEfFw3JXysVCI8HhzlQpKBYcNpfNk+ltyQrSiKqqrJgb9+24UXD270e+dOo1qvllVFXqHSa5LIg7H+HXRkbrqRMGXSnQbxrcQjr1a8qDN88KShiVJWSuBZJ05zrIxRgdelQJHniL69BIMLGErw6X43g9T49/Ar4erwpoxAjTfAOCPzKnrzNs5TgeCVrXDdg+0kM9SEWN51Ve4r64dfcUc4XBtMFxVvB/yvFeCBhcd65MMN+fBxVmWOPK5I4GHDPKikaAbXB789r/VcCWQsjgISdzwKO15mmUmKPFbajpwyDV4KtorZW4yiEoSIjrThIkkwOY2Kalnw2Ek1XQg6DEYl1FmbARh/wDDAgtBT6LpGXpqmqqqMX5qmqGqIdSqKIrprjj2cNajZPiPLMq1JUZmz1q4D+eDejds3dsqlVUpRpSfseDHVr65iLeInczNNUEy4qKskZJx1tYkB1onnvOQaY6rFwx65tDiPFE0cG7VAvzyG70wTbixkgnmX9J+9svvxbi9Jaoyn2z/6wz+5e/e+qCshrKTwVETbJwoqvZzY2yIK04ZljnnW71z6dmzvQrSFKn7OFDZBkpe2rMJVHOlF5ia2PbBOeLTV26+kzDgdV/nyqh6AIZFcVhT2qmPHs0qRR+Z0LwA9l28L5/zNSJdmLfn05+jSgCQAIWpFyITARJYinWzbuBjIi3Qrk2CHqJQ5+e/c+2S0EwclJxmNiwzDlcY3ONeesChgV0vXw/jiciSGYeC/+Pga18Zs+1uWasWDHVejosRIP4TMcIqU1gmPFxzHa6YgZi4TXHbmZuj0v2VL1QMVrpD7ZXfZ9U6c41iY0ot3irJIjRuNxj/5J/+00dgSdSWEBV/evHnNxfNehjwVY6i3fHVaRNO+uExAby++5I7Ibo/96AWTW422z9+uokvXVP9oYbcoSd5P9qxaKQUoObeUry/LPhrmHsnaMtnPlbfK2PFMUuSxkmSrIBHHwiecZTdOSY4nqlfIhH4HSFBqzsSwFzJ3Q1eM+oUPGZAgnE3NtcCFG4O1pmNia4DL5EaRTVVVNU0rRYLfJIFOoWqKuLSp1Ut4UUQtzVaGHMffvTh+dXxhWs5K9ZjEKBVNul7z0KyulsWPPCeHPCsaKz92OPUKnFuejJ52fdA0Y09haMs+DjzHij+sWBJcnMgQZZMa3/2jP/rHqiICwIWw+jP8+zYebuxHPBVTuuXjauAuMhwvBgy5p8/n+uxOfPOGkaA5XoBVOuUkVbyE+EY6dJ/sO2U15dsXbf2HZmmY4DSNrzk5Zz1vakVy5S2nzCRFHpUkcBw4lt++4GpPkBpPNVh8fruVSHwiZIIZivCu5k9SRZhGxYi+JnBARBxf8yBKHRpsxDHd15vM3LA2HL7JnEZc8DXBN9VINE0TJBUz6W8EOxbA8fxqu89x3O6aPdP2/FUK2U12BxFcsE4qYFbTRlbQ8bXYo0lLtDh2nLp+iz+emxI3LvaNpR7IMIi53wheJ7X6Js0rsKz4P93vpZIa/+xnP//sZ78QOymFpEqSpyKpouftHmNF8aaJOK1qv/6WfnIcfuW760xVHi/g8uNJyVtc1+Q4cx24pVo/O3RVOcFuAcBXl+XjrkIT1XKBQjmbu/GZz1YWO54mRV6yWlp2CnLhXgia49kOkNjUJlBjIcumbIUspO022c6/Vh8jLdqJRUu59HdZrUPTna13XREhEbJEREedXmOzFSuqZeYy5Dg2ynpJV2VptbpsMleYaNNV1Z7zttsWE2WcvNcMb5qEjMmRbsD7twfGUm8dgPGwILlUvl4TZ0NGmaH6P9k1k6TGiqL+4T/6x/fuvhcyF4XrDsJwEcL2HPD2bYKnwlZBfAseu81isjCrIkry3OF1hfP6a/reT8Qb+tN1Zo6toqLLwerwYY016eyovcf7Kef7CH5xXm5ZkOZAZ6czjq0iNVEelhXFjj2gnHdiPUqVJ28LXJPJFHnO+evUOV3IxBUd8wgCJFxHIROYhTnaTAzVlTBaNtbUX3JPn+U4zh9E69FqSWM4nxtzGhN6k+b5PJZ5rj5Fdc28S69wYLyUkvhFtOlKWmkgvsCYTy62nE9BNVTBAtOTs/gruJVbLtw4RnPsAtMF7P7iqrrUlcZxHENJvvaGW3sfAD/fg3oaqXG98Qd/8I80TSN4sfCFhHBDBL+arSvuqBIuPyA657IqixtN9GN+fqGC4kP1uGXeqA81BnIsv3Um1/dSz3+040zTo7nfVkryqo360VtbsNytdI/qKd9avvTFWckLhrMPbU1uqYCdoVJzHj5rYg3j3EhE7D45kr9822mh6ia4Ok1bqmnx5I3tC+S5QKSHnVktx6o3ENOZkPHHaSriMJk/IpCL62rGGFYgVo8W7lglM+Clonus6Si8D6ErJvbi2U5FWFDYoGNRsTOUIcdxz7Qt2/VXKmQXgZTtKKJR10l7rsTKW1JtFczRlwOgjHxYDlY+7fLjYHeJ2SqQH2eKlGTR5+dqwuG/Nww7yVBx587dP/qjP9E0PZpeJbG+LSRVuHBjLO81rL2yR1QNp65BBqcb60VM7CHgKx/3NO6g9cOv+t+2T7ivJIBkOPlLkWLlrOhrqKnwY6aixh1X/u1pmaLGIB6LxxJWcKojq3GfrTLf8Uyk7SYfH7mXb4t3fqGfR5gW8Q0BAjcWMnYXSjPXk3McSOy1X8zWSSGFVOWY/pSQefjv3MzFriizjnCqubj2DQfTRHSe4r0riyWPQJqe52G3xfd9bnFCyEymSIXUvuv5q9eBEkcEVcVK98X8CWOayNC5cu0nA6WL3GUmWozeqOPrAMTiSQ/K7nlPX9KRGweOoVYW/X+uIkN0u+ZxBz/77Od379wT7o2QXDUVvt5/+OHTp99xXz1ohArn3FKn0fNjqURygg3LXbvJYrh+59K3u7JeCVpn80Z2pQA/dWn5DetkPY81gb7tKi9bGnHxkpdl/9KwDsplkXPZnLjj8+4I7Lhjg+OuFMjGKnrORFJpjr3Ld9r+XS61g3ByJpSA5zgWNSlkYmeBrJCBxGaanE6VpWOFfbVgu2Xm3paQnD5fxHhLklRQmyQZjLw5TTaTrXibKak9B2tsPxLSwWRZxKXN2gmisqLdhjcaxYhbwZEPMtaOkqSZ09xlYZRkLO9nftDxuOXPOaHtyI4XO6GuL2nEMfI9riGVcm1z+vu1jLB7dZujNr575y4hNaZzLQ0hFCKEs2wNo/LZZ7+X/OJBwx7EHUMwKe3jBOr9xSV/svPiy9CgsdrzrgtdRoufU2Y7N42Ul239ZUtjo+2SYHRqlrwiN8qKO96tyPmvezvyZ0dARdZKj6UkzXHgWKneowA7JuriceA4ENUoZOz5SJZlsouCYBAkeM2LBH/kjKVUF2YyxStkhlMdh3SIKpnfeBlpbNDVZQITJ32NZJY8lvNqneoq1dyddwamtR7oiAtm55T2WFlJRP0X7MYrvD0ZjpgshKywN8uhxpPhC9fyLLPS/jnWZ+pX5ybkRsdOeRmxY9/hPX90rVQVC+tRZRWC4Bo2dtQ0j6B7VBRF/eSTnxFbDiAorBYhI+XunXs/++kvksffq1t7JTfZc1L39nIG9MjRl+VddJHheDHl5p4+BxExxbzroaRec0PMdZDia391WX7XVQoqTA5c5nLlZc3XWdjxSFEVeKvmroQjnaVOW0ng2HOufW5aVwkE/i5kzMHLUbeDOG8mwbwo+DXzDNhC5mHVCyVwvbYKsQ0ocMyF7ec4thtVS0KBTG8JU+VMgo6Lo8ZCgY9hVgWBQmr2z/78L1b/YUSrr7MdwM4u6zrCWbRlrHkUn9l2tSMQc0EPDPfCXDq2Cs82uSOSoq1la9o+NJRhRzV06W6l+6JXX+zsCu7VeGDi8eOPVLWfDS/8gwa7zgFEQGhRIaw5BUiYPNYw9+7dx29+/Zu/5c55r2HjbnPWU0CG1mLCJ0cT2BWCkqH8ponu78a+sF9/i70T9gaOF7SsIG2JuZDsVVPAzf0KfGmuocGNxUfw87Oy48Nk9FySSIrlKKR5SEBhVqgszoo1dmmIXNryrXgiwMBzNydH69xrPp53V1BVCBl35NI1MKrfZFnmNluwKAPH8C7625K0ZMzFEBHH1+e205Av0gosnMf59WkW4/obBoKlahq0hFveS13VE3U1826srG61SvHxJRIob4KaSM43Rby1JZ9IZjJVNB1s3ca4veraMkYcBy6PY8r13evqTnPtM687ygdbsYe9UZebdvvKXxw1x42Kw+XEq9cbDx98kDu8hAjh1SrpH3fv3ocS+NWveOz4QcPZK3k5fSh1oPU8+dKWk5v3i8i5U74fXydzXn8N1Rj78FXX+75dm9hpPG53Pj7iy3bYUAy9/cOV5gB9qRssQ+qws1dLCSi2fOnL87LroySv8Qh9HgQ0bzW7YXAkDDoBdux4wUlvVVcZSc30XClAMdsVea7QMjPr/L4fdwpElQiZyiZPcrtz+o0smwlocrmUrbBul2/6Y8kEOLQUJBixNgRCFbDmzOszyR0kZLay2hzHPE0MEHPD2upTurgkpclSZSadvgDJDPVFls4CBM978eENwXZp6UK6YMBnaZN0Yy378IUpX5i8av1wX1LjaQznJ4oEkjnxPvnkU9KhqPWGR1DE6SdFyw5CiwpJd6SJrg05K3728+RpdT2oaX7WC3+bfB1W3I92rAcNRxnfAPGhetyKKTfkWEkMbhrbpo2qX7xN0Z/1kvSzQ+9A7y7PLFnQSq7DzpOjFJi+ZUu/PSWoMciJrUuSHbPxHSC+I7VIeZ41tW8vtZ4reQh6AfRRHtbctf3fnaq9QF+VUZMVXmR7sT4ZeI7IqD4zCTjgGIl6FTKB+U2Jd+j7yEzqizIQknkplbZ1tk6BkDEbUdT/QsdL/tzHBocmqSrW3n7OyXIEEyJ61KxQIyHzG/LK2vRUEXG83uOfy2hMP3KJWfMXKhegWYrfgotfAPFABm4LRv7FyQ+brroHYtDJjUpwaS1XUlHX6vEtKyvrp1hJi3zfLP1MMzU51mqPtp0vLhQEx22XlM3++XK3lsiJd/fe/t6+0JRCxlJptPtFHRvcuX0HH/z1r381k6vvld3tkve6oyWpdbPUHdGN77rqjXosmh45M2aRaKPq07POw72UoXp/G+zanR+udCtQFqlYsmpm5LxTl7pPDuU0wwl8fVkeGaaRP6vm48s5F7y0lAszLBVWko93XZbbh5Xn5/6xVR5fZy6jdD1QZpiyYcTHx61wpNa28ItGq6qAT44nlkKFTKBg8/1iFgKjkHEWaY8YudfQjvGPIh58MQ5vzjajIkwU+Y7/SjuD+dZUQYIvISAjjyJIRDyAQWBsVs6JkY0iJEvCXYaE73815wauH4hWX7d5iHNNCxp8qYHJy7aml9RiWWHFlK8ny1GnB69snnmmrnlL174ZuYBm0i4LWL/Fl8y/KuM2hPu+vzzXuSYlZMdxK7fIi9wapj4vdwS/qap+Sk68n/ysfwqASXIoUmChgoRkOcnE4pck+d7d937+2e/N6hYyRHdr9k92zbrm076cpuUQuwPDAqWu7XO40cwf/9SpfnkCU/e813T40xvOYdli6R3mOl+wdZIP8sbVAqrBzpPDdOcZAVhkc1+S+JibpKglyQbrJfVSquyUvM9uWIaSEt/teMFv36J3dnW1UGOO9pSyQmPpebEHgci3LItD3pM+kvBqig0TQVUxr868xpFx3EMVJMckP5Gj7VpEB/oDYXffJ9WgiC6cf4NmOhdwTBl3gEwzuGZiJ6SGtc5VCSTvldX/uXJy9FZcrt2csNwp26ug6z2xRzluITm7bqyUm/PWzOPSBKPCMln5yW+phUnTlrKWJ8FMyB4R1vTi7iIYkCfuEivMccytKorkeBtr1Kb6tMkVzmXr6kXWZrkz8x/BC2DLBg2G55OwVSxX0HF8O/nShxvHk2wA9HgnJJpQJKBCpMjEOx0V1pT4cjKy4zH6LwL36zxA/9HjJ6qqZhVJiJBiygpSvmP895e/+ptZ3cJQg8c71pmpvmipXsBtyKD9f1gQXIznF+Djo7k/e8sr/fIYPNmzDSUFmL63FWyXui/a5a4rLaoJxvtdDXY/PpKnv3LWDlN2eh037hgLrtgsOv53Te9Fx1i5QON8Y8Py+H5iddqGYRS3B4RkdtE4xzESyfGuU/Os0gNO3E8IVOFHHY9Df0DG/kggQgsXig1sbsTxDD3fIhfh1kq546lI6MhkyEKBr5zxU6T/TBNkTXsXAYg5IhQuiIEzRDn1m9pLRSOOnPIUolL/6b/8t6s+N/iivTdeYeW4XktrsRUvVZFzmo7WKMWQ2X1jhmwVs1i4RrEw2Nk2xmwbN2SfREF8gkFJjEOGkzzHh/vSr97ZbphiC7HVm5x2KYBW4HlJX0rJideoNx4+/EBoCSEzlLt37zcaWy9fPm82m+P+ttfr9sxe8jhhrnjVVt925HjHRpwKwp2/g8qOZ2nK3N1CLwC/PdEPK969upscofWS9EnJftmU33SXK3UbLmkNdp8czRJ4zdrixwLHdN8Pm+E6eWZdQx/t2TBNszle8OwCXHq19VjiYivND/hH6nbbO+AGZ8AIB2Yi6yJWaYK/bvkxhXn384IIBYfzFhzO9ExZljnaiuQy28hNk2LIL6DjzaOSp7lm8Y0+OYMo59u5dip2vKSStAAGvGNzIcyvbse9+EjkuuD1c+busRpxXKB8LOggR79lsZ+N1aNyQoZTI/zGTWRHdniA+CIE5aOgez5YJZzVLTlcaGHrE/O+0QL2Pq42x7EEURq8IkTIiClheUy0LKqjieXKVu7GaY4bmqcA6IFlCewNOlcszAMlecoHL9iaSf8hf9Lym6e9b/5XOGBNnUeH2VLMU4/N9UTKU8jMJZNdYhU38mEgSsuJ9zOhE4TMXBqNrYm71tOn33399ZduIqMd7sD36s5+WXra1LoOGyzAz/IIym+a6P7ugh72XVe5tOQne7Yup4zKuw1/p2Se21rXhWHCtzkQgBVcZezPfQjVMniN5wfHhPRnUSwCZ68ny/xo29kup+dubZr+d5el5ZmzZmu4+4nvPdvyPI9sq5zAuRXC1BVPVSHoTadxaGdr9iw+KVYyoCz/ocZNkcICEwTCoOtkRBMmA+JyyrmW2PE8gLACN10oWCOEG+BcIxJob2QOycXMv9NcM3+EjpXfaDk5M+dajTO8PulLIAGFc8dHWs6Lb4VV1/BkBUghtfxnf/4XK/cAqiSAYyF8n2Y18nJ6XHMtkulBywMlxuOWJfB7N92ebV/0UMuRer52jQ65efpasloxk0KZNkZvshXpvOnfc5wfv3TefHddKr4IrVWOHXOvnsiJd+fe3t6+0A9ClkoePvzgzt17n3/+6x9/fJn81lCDJ7v256cl26f7fFMucmaX7gN3YWXGhfnVcem9hnujkkIfX9XxyxmcKdkeaLtyx4GOD2dIZDEyBQ1BLiJe4xTU2AuQIk07B7GACJfllWLH1F3kdJouo5/s25z9RuX7U+/Mra1xt08CxxAFpmnWarVxA3CEJGoSCKdgyR3akd57cftn5jbVBKyXyWg+bks+DYjjaGFTH2f9sOPreZwEcDm/7rok3uJ1MR3RuM6cklA6FxINutLY8QRdJSeCbTEPkqNgJ2OKmKDMWRTSY3VRql05XmNuuxvpb3IkbIaJrPIsWOvO717zps6nlbnCHMdc9QRAyKZ6C4k9njnBBUnaiik3ziwPNk3KdmHKN2t8JJehS0Y/tvU6QWTn5edcZalH789bI9O2LhJ0TAKN0SDQeK7S8Uv5T5Om50ZM5+k58US4sZClFFVVP/vsF3fu3P3d7z5vtXi+iyh23n16lbe2hDXYu6Z52EjRY5I8r2DDZ031uCc/2XMUmGk+6XKgy6CuDw2Tli3ZvtTzpIlDklPh2tSZqAY7qbzGJ6Yq+9ZudfiVBNGTvZC33Q8kPCnQ410Hf4TjqluO75gY8djEp7b7nZp7q5aesrVr+99caA4qr3efDxDfLWEQ5ser1+vg+iKA1kMQEn7AJrTyGFubF+PMJ9ldKcABGOx4mhIKGac55ljJa7wFZILwcNaZSiLIXLK7a5/FJqbyKFIzqeeMHPgjuUrm19mKoBn5WZGn7FrjAp1J3IbCxCDiC9I0ja7bYedCi0RRlKzMe0WOXNfkNVklLwA4Xm2OY94cFxajsBpztW1yv8kE7DY53OoTO/9cDtkp5cpRbgI/54QpQOSpSmievoJmLNwYKmrp9qOZd4nUtcSRNYw8x/rur72LNxM0RIDQZXcMBdS2QdvTTFTiug/HPFGke8cj/sC9ms2d/PjxR8OceEKELJWjEpLVwIODgz/+43/89On3X3/9levGwodr2uhh9a6rHjbSVozmyY/bc6VfH5cebtnbpaIDPwKRhydbLrB82LIl05eLhyTnY8fkhDrspPIan5rq86b2sGpxTTDgbQ+2SzmqH7Lph7vusG6TiHM7ehY2AAR/UKTg0a5rKOlz0/Nz/9gqr1wevCIGA9dMaRHHvud5OVthBGo8hkKJy9pTVcyVMPTaTfpxg5GztSXfOSauimSRWGOM9LeAcUdpBifO3Zg38e4m9OeCaiAHuJ+sZ46V4W2a551+jWSuXSuLvCXphSUj8RffZ7Kwy2sZfUUy3o+b27AIDJoDBGexFaV60KksQCNLVeSO+QTQSeYfekRRFD0SWZax1i2VStjzZeOO8+/F8Q4tUl+tnIpWVvmx0cwwLSFrJ/nZ8IprvZwrX6NhlCMtW3I8pCmF7pIEkU8s1UH6PArmvPwdV6bS3Z/M1nbJt2PSnZDor3v+2vr2r5A/4Z53BKSnneq4fYAuOTPHadliH0Hurlv6XDcMm8uJV6833hc58YQsN9JD/n///Q/u3r33y1/+7du3b+jXuhwoELm5s7sFSl27U9EXjTl6AfjmQt8u+R/uuHB8A6Sk4hfaKvlgsM533vUtFxybRTVwilNBGCoyUONnTW1yuAQgmVFHdY29zmjEGSaSUgznBS/4+hT2UBWsnQWeOtf7iYUGyMTJitTeMwSMhFw7SjIxDUVksKV8qytIhUEp+qsrgQpD5en40PZhx3QsFzk+sBzUNh15IJqmSZKE/2bdaLZjnO6e5oIxAZMoTAQaLxIcmGb1aNXJQ+ZXfq5LZ4HCWQwt1zgFL/L60zxy6iJT8cIUhGXzwRBKBJFz5mTA8QQRe6yC5WjQWNVq2zY+qOs60fws3Jyz5MNeZ3k62NIp1mgbzQpzHEcNNuwEQSBMbWEHj1bZ0/MNTRN0PMEsMsFPrnreQX3sIFMCIt8GwTcn3UuvMtuWSg031m59OEMLJufb5PrkMO/qqEBjywNtR9438oK4bW8GCUCokQBikHF6uZI4eGpOvJ9++pnwpoUsuYuHoj6K/1UU5dGjxyxwjKWmB5eWnD98nl+Aj4+up/i4bL8+lj7ccSrqtJuedivhY97aCr5822mh6kiFljyeyVDRU541VWIvtW2wW11c/XCIMyfvmt6LjoGgvJaJobLMDD8AMRqVwF8PkGIZvBrxyNM4ujOvwLT8vZB+Q/OdwnBQBHS7SUiV7vZKCiypoKyEYHFZBYYmlTUpg549ukpdZvxBxXKDnhOYjmM6Fn5jtfBHH8ia6QSKqksQ6iUdQkmWZVVRUKJ+8qNN89nw6Fgm/jWNtSSQB8Ux85GdafY1Ls+QWYbkeGBG+N3y1/+URS34cy7SkwLHNNA+dfkzyWUxWf2MpJsYq0rnSjg75WkTUCvkI7MFT+beF8GjU+tzmvi81JKTPsbSU7DZ8Gg/JFTahOaYW6hjTaxx453XYH6fSa9ebY5jTgRuLGR6BZ2TWnreTt2sDHrP8ypabIHddKNIDRkVVCmPDqR3zXboz8/ueVPDjRe2WS+L4Ng9eW7/8OvAc7J++LYjv+5ot6pO/sXfdKfigoDhlnx/rxzFzgTQC2Av2gnecuTCDwjuJnPi3b2/v3+wDMxiQoTkdF0KKIQ0C7W6oihYidET6pp/aSnxwHxeFXeCsuNZmiLFsYQFdXvbh5+f6rdr3u3abNL0PTmSKXZcnMEgh9f4WVOlJ1842v1cLqPFiOMFzy7ApVcLKUU2LGrDC5DMAGAS8gGTfWHcDapCcqyItaeqWGbBNqcmBzBK0UzW1Xw/0KHTtf0XZ07LCrCHLwOvosv4ZehSpSRH7yVDl2VpKptKkqARXhPrQzVV+fTswHKtnu2bbmD2AscDLpIcDwI5PL9cDpnWw53OUnoSz/zhSRUal7iJEh+PRZ6w0qrgehiB0TorgZwqTQ2onAdWO1YJJ4vlTDX2xo3wnaz7TR9zWiRYeCxgt8iRIkjoWOenbo8YuYkkNXfUTJQAi/lyjKP0BKxdHcdh4eNkSdgkHAvWtBMnX10SIXD8+nAcA7H3Z8NkrGTEYy2l5n81zfLmyAJn8SoUF2yMY/ubPfKuqxz31AiCQbtlt6EHI0Hkw4ZSL1kSnI29Nddw47H0L61V3+yY3/2V3zzNOt/ywA9Nve3I+IdGdixhgOB3V3rTVpI9LZ8HjXyrSGDf8A/Kji5n3qLnSj6Cti8RTJmwi7YZTLmm+bcqDv7L/kpR1E9FTjwhy+4DxeZvCGAA0N7u3rvjd/SLikqUISR+d6r+RFB+00T3d6/zUV61lQtLOqp4WLsCEEuLN4Gw2HGReSoLNSa8xmxFu0D/27fermZWB3wYqgwa5YUSfTRN/7vLkgeULLr29bZYovx4iJ2zk7YBFxojcORCNZwPIAmZhtt3UJtYv4XmStSZ6wOrQ5MQtWE4UyQhEqhJ7+2pPds39OvhNNcUiVtlZKVr+z27Z7kohJXtwEeS4wMPyR6S8MjVdA1CnviCGd2IdkN2/z7JEcqGHs8PXlmbLjexcHHpLHC8bBF8WeXJh4YXzFycf3JOfjx6nA0IndLTnxIrGOu06dl7c66Z+lU+1j/BhumZk/bmpxQCucsV048+1r/mgqIIauy6rm3bvu+Xy2UFu8FRgp8sgJjdjryAkQXmHA6/gCgx0kX7HMeBZ+O5EEoyiKAihOdK30WBh3xvmKc4PF+Gshq+JHnpIrrFjuyN8hCm4MfJYcK9FhuIi4ctiB1nRaIp0AtNc9YO9vrWecuBLadv744EkQ19Zqv0c2I3nlhrO2++c15+kRNofGnJT680H4VdxXEc13GBrqSe9kNTx6dN0C0NNTg0vO2SJ0M08szQGUsLEuxFSahSce3Hjz7Cs6YINxay7EgPGmI+oRGCQL3RYIFjAkNEm5ph9DcdTTuzS/dBLOAXLXwXEh6PWG+wR0KQJdoGTRLQ6XKob2n8Xb4Q7Lgdkv+O0Cp52fBaOjbhOCXgAeXYqb2zmYOXzAwCPPyiH8uKL8NhabfKQ0odZSLE2fHQV5fVje3yoXsDYjRrSY5jkLbuKDT5RPpFSCEFrEiAJq40VKREgbYyZA8GI22VseS6UOORQiKgU78KAmR5ruUEltuxXPxJxn+xOnXxCJZ1x4eSJCuqwsxow05Ioo993+cgNjGu56FkJ/YW12yuGct3zqFnKfgrDhVl4z1x/5dleQKXZCxUdOJw6QmIC4pE707AFzE/dHi24a5JpJUtP5sgNP+CxZOjgngEGHcL/NHzPMuysM+O39u2jV1gUDiyeDF6eK4Rx4sBjoccx3/6f/y/SrIm6xUYUa8h3/XMpme1fKsdeG5Y6dFLUstSaVsu1VS9DGVlqUxCMfkKKeJfFZ8akwk352rqzWpLVxT3EcN8bT8FAk6CyAeGPw/7amS48SKtusDq5gcaewF4eqURTlVcLjwPnZycPN6uJc980VKPe1rxvtef8ADYLXv7ZW9UVE4x1ysDfqrXGw8ffiAcEiErobFBbG8v3Nvb//bbb9hz8GDpuCNQhtB79x1VXi4X0Y6yNoEoZ2marg5hZQmgnVJQVoOaxg/nEDt+120HeYzzWajxSRRrTBb+OWL3kTWJX/SjFSdOP3PjevtqeEEZuSRXFRGKOO8YcKcyLKGmDHPpLIytaKnEi7czRD5IS6IgwOJZqZeNfBw0UJ793qZJYU65/kF1XnDwekvIgKHhlwRA0v8Nq9TzXcsNTCfwELBcPNIlx0eBrLpICqDiA/wX0rTMwyFPW4sQPzMOLVzx/npNN+aT402zlXMmsZMTjOis0N2xnoLDkqaM+S0OpBJ6WXwvGu5NjpC4+2nqJ7/GJo4anjj70ZTquvj1Z7JtOp+6faxr5tuTWRQWyfJM1h/YjKPko+/7tm2bponddvzRsiyyVqeqKtcxZmhWjVv4a+F8nzlU1ec4LkNbViStrCJZs2zH82y3dyl5vXpZLZeMckmXJcn18CSoQb0aKIYHVA9Jnu9fa0q62K0Fx7GQicf89AQR8y5hcSEbpVll5Y6CKAmI/LqDfrJna3LOrDPJIyTDjfVrCjd2Xn7hvPkuP9D4+0uVjSBuNpskQoRTNV9elM0wjhttl/y9kusj6V1PIfG/WYLdtn3DO6x4C/DTfvHzv5MKzQgRsrSqeGBUwf29fe7bOgMc53g+/MqftOw9n8LKV3b4dO81nBsVXts8OZRyOCtqI1BjND8uCHplelkfqj4Ybgy0vP69FM/dATH4WQGeC+RrTLZ+vRKgeEcNfJTWmYX2nqBTrv0Tkn8MJSD5FbE5QbcvUDhYk1EO+dVqPjZ0fIhtM2zNBgDbq4qHQuYu/BW2xMhKDDZ9FQmpUqBKCNeAAsM30SvIMWtnK4oMq7JcLcmJVvMJsuyGYz2a58JgLDFiZy9+uPs4PeJ43Lif61K/+SDmWMzFM4nAzQ+tpbcgGDH5SIFjYtcRCI++maYqRgLBY9G/TPPtPDz6kbFHxRHeVE6JImycxb/NQYeLnJ+KGucXg/ax5HKI53mu62KHne61xUfwR8jItVub42LHS0itg5ugz3H8f/o//yvNUCq7dRup704vunbP7Zw3qvoHjz66/979mwc7miK1Wk3Tsr1Aapn+m0v7om13TdsJvGtsABY7FpEZQka6uGONxiwqn+n1zrgO/Fgnl5T4ruTC7gO2y395XPpw294pz8zlSA83vvnBok3J7pX17V/hv1knuAF43VbeJXLcka0unPQ8GfsqhPv4QYOkpPP3yu5XF6V2Wjq7muYfGu52aXSI8d7evus6zWZz4ifd3d379JOfbW/vgGjnjghYE7L8yjmupfFLwt34/PyMnkO3S4P4Hv98k2Dl/PJnIRlxGnZ8JH9BOCviARd5DBUD1Bhk5CqZYdulcheyH3uuAuLAsQp9luB405a4/HiYA2RIVURyvJm65StWh/oA8GXZbIwwcj98gy0NQw3WufkiK9QOZNuDji/ZPnQQfo/Ns3ywqf9VtDciTMWXepIqAwIla+EbX1NgCCiHKHN4cGGLjMyeGDHA5yLJTUdjpSKcAKCZRlePxZDAok4Fo1knZsstDhxzNgYl9eZ+Mi5kPKvWmdWZM3H/R4K5yff5SZVyzs+CLApmVpzywQtC5EXGERvhh73aVGuTXgf77JVKhQ786Vt8/lbKylycVmCf4xi4PUOp3zncckCp1e5cAQSRr2LbxShVK5VSqSxLUNYcHSgVVVVLgQPMMGOA6+HXNVY/6xiKiOPNFD5LUsauHI5HeOSoyyFTn8fYHpnZr/hPynHw0x2TEeHbS33H8j/YcpLaVe6cdX74bfXBp8WvlhpuPEPFXWSfi/3yC/zKuWnLDplJnUBKWvOlUilV8QRBSAx9r+aw4cO3q+5XFzI1nvBX+4Z/w3BHxv5gnfrw4Qf37t4vlw3asmdnIZ9Gs3Xlum4vlK7nus1WJqa8u7v36MOP9vcPiqeQ5tICsFZmwX4+4N+IYXRJg4C7EWdiJk3VkJQVoHwbvWCqDa6EbL6aIpsEESkILFqNw70LtE7CC6CkSc3WBhupwZaQbZRhIuCICjirbFmsdssNRaFoh+6wGzQaWyxwXNeDmSrg5ZUs7PhjyndM60TqPjlMR42fMajxzA3KnJzUWbNw2+VPU6FnIn1jjRY/HnEMAg8w2kNgx5N3zpEHFo1ZhApalwJtsJxPs8npMtCk/vuZ8FZdW2eWtUDpj2VPr/cPahUkhdoJSYqvGuRg9eRL1W6zLtuFo9sucJFs+dANWR1gqqWNUDB9c2BL2AWSOTBmkzAZttPCgGUYhMiyFJSVIEKWsSEXSCI0eJVFlmUaAjInmsEZqYsR2NasgOMp2R5ymGdzrOsJ9umDSfHK4r8a10yaOGI353YJBKN/mNTi4JShamRnt1T0g3vDuV2TtcLM4w8m413Jsoto8aRIQBQ4RR2r/L6X6o3O0dVZcRlyHP+z//Z/V61v3TvaAVrj5dvzE60EKw0oBa3zt0+d7lcBdDxguahkVG8eHVaq1Vq1guf4q44JTPsaIUMW5QkEcrzSFn8CG8o6MtaUwGHH+WdmHUELBy3GnWLZmon414Zi+WPrwQtT/pVTStJW4AsFb75uO73a4/+iiEuWGm6sD9iNx8Uox2oOohrYQOOsk583leOexgIdgGFmqxv6nfe3tisxML6q+g8ads+TOX/P9snmQ2goIV5cJPHd7u7evbv37969n3zS/f0D+peTs7MTENFouJ7b63VVVT06vLm7uw8Sawype/TYHMdkCZfQcWDbmiavQAkggx2DNDVB/14DTZwEPdntaexluamazaQRJY8KyMIyfRAWbKXX5BhmklpiWJiohPRGUclBtJcOJm0jcmX6LBHwG3vwZDXS2hieAIEUZZoNUEAVEXkocn3P88hP6O1IK5Ar4PfsV3TCZq/Mlo1vkbgeYyNuls1wiR4lvrUUgf29/R9++H7o+IWhdn7PlQb29DpYYFktkhN3HPIdoyr+YRW0nxymrA+d9JTnLW0xNVOwRw06f4zuUpMDiOCsAqKn2YFYJLvOrO5Fr8BRVUgo8BPmChm2xD4XCHJhky+YvusWjCWk8b8wNZscfiMHsrSqDYeg7GkGBwcHip7EiPPrGRsVJU3DdgW2UtzTmMrykPTsSo3pfbAgUC/VmDT7jUnyWygxqCVi/1AiHFmXA0MJIWZd9iWAcBMLVHnJpVqt6rq+Qop0tty40986Z8Muh0Vm+dGpV0hOppwlPxYBLkogrMV/UnD2z1jWGsMiLXBOqAZ9P9p3ImO7nZj6AWPb913UwVej7zLBfmv2txwTcdLbmmzfWHGXJB8LSvqSyUCorL6X7IHC1irSh/scx51OJ/C9nXpFNuolXZPVEqxs6zoqlcqKBLum3e45HdPVTEvTVMf1JVV3XDc1beIiSx8LcxPtuS6dsjgoPKf7jkyGMCuunCJRRclzcn7leV49nuY+NTPeSCG0FY93rK1SItL57GX7c7v68R9AaUS6qhx24xzrZKxY16yTA991Xn5hv/42p5P0XPi0qUdo1HA+pj7hdsk/qniRZ6glygn2DY/bfB3iuZYaJb5zRwYQhVDv0a2HD96v1xsTdOO9vQP6d9xBlG36DOd+dpN7VuAAx52ayhKevBeLEY/s9skbpdtAg5Dekfvp4iXhjYzkmbQmIASccZzV/VJNENZCYrHm1J5PwevUdJ1FRkf/+qRixl+hWbSP1J++mZQXACX7NvbVIw5xBDbAtsvEjg+lL991cIN+dCMdNY5+iJZqK1x/SQNAmbHRShF3xayCaie+yATz+ExOTkQc+1l+l4g7ngf+gtIyj9Farqn9mV2TUUkJSQywMq1qQUSjg3QZH1kHONhXDSRFSeclxR8e7EcKj1vPiqJomqYMRIvAYprUvm8gJebuIos0C1ZinE7oL+dEPBgQyt20gmFzEXcVVUJl2S8pgQp9/FGGYdZBEaq8DPLo0SPcG6eZv9bPoR7r+MS7l6jFy9FScZNdDihZHGWaCXA8bhVlxfZOMWeFMLHvB8RDkaT+ynGEG6P41sEgpLlC19yjrnGAJG9N/CYSgsOGFqVOOiKBxGQy5Dj+g3/4j3DHVGRJUWTcVaGsScZedady74M7+1sVyzIvLi5fvXnb6fTMy7fd1qUFK5Yv92zvGkvPtbkwrjdB8smAZniXJUlNM24BJOTLcVu160oT3/3ri9KDhntQ4Yc5ah53fvPvqp/8I6hoWb9NhhtL2JsowG6cvxWlyMl+89T87q8Cq5vTMV611VdtJa45QvB0u+TvlPwIFx5bPtiyRoYYG4bx8OGH9+7eV1V18YgAt0JLe3g/njdAPvJZ4JiyXmRtXqM/J2eSbLYkNQGNmQVR/CwYpMtgV7DJt3xEbXzD0bA8EbjNFmlogIIhhxpNzUEfOTQ9o9/234N+BC49nwWpyc+DSOiNOLybNRa5xW1u3ZvchZ1xh3dBw8dEcQkn5sjlJhVCSkKuSULC2YQPycYl9cxZ0mzdLr/BhB+/XDZMs0eP1DX/tKesPaRFJQc7Tj0/YqhQi+RPn6b1JwZ6XB/ITOuVlNGQTZHSTokCzEMD50C99DiXCw8GPvtDVnsI1Hg2+kQGFcXXJFy3IRdBScF1G4J6JTmQQgcdKRKQVtmHcPVafw6VmaDgUj15cGJfkUwr5A2JIMZCYGI62yY7/ARReMu20slhQ8lRGYSpRMK6aQE5/lX4KARTrqr+YaknM8rb8YK2JUb3zESVYb0cmxzv3btXr9c//fTT999/fxlwrmvpukXc5HHd6rFw5GRqMj8SFlPm7HBq8YIxgeDZ6o0ieQVnrqOoSzEI5YFUA0cFoAHIfet+Af05GScExufbnLnlnLrEzrpyQiXOrwmU4RbXsGuG3InID5MTIs9xXN30JAdoiq5Uamh7ywSB3+12PBcbJLUo6DjwwDWSc8X4HQVTxXrMcyPtthk654uchBbjnSrQ5XKDtB1pmhv90FSdAN6uuXy1dC/bv/qfaj/9Y6iVU39ov3vG3Vi782Tchhu38gPPcX/8Mj/Q2PJCHudeHE/XZXRU9bdL/jS5yPNR48PDmw8fvL+/f7AMqxHcumsfuyRBqkNwOdYKnNeUhCyH8C4xFhmSX8o7wWHE/ByPAJuFmb0+MSUJRQNnE7MmKaWDIPDrsKiDwkbf9n+Uyp7B9T2OLCJJ9UWCtVmTN7bghACUhsdj1QWGsHIy/oJln2AhbM6DZZsyyS4CEqQiy4kao8RsjmV/b//ljy/ox5oWrM3qcMEmyMKOk0J4jbn6mZjmbx5i+5DN2lpWixr38yvbnK5c5LJ+fJKBKEjd/slx/gj7sEjts59u72i3QbeQ+llK8cKg4IgpGMq+1k/4Q+mDJ4CDZVmW4kKxYPo+KSNho9kSgy6Ga3KsohbM4JTG8QptD9oAtm14y4gr7Q56526PfMxNi5CdWKqqVy/HBvs//+f/fGtrCwwCF+Y6WS9sGhp3y8syAMdUt1BjnoSYZAHHXL6Q+VVvcvvjSELL+feHgcsSuWAZ+U7ggqetVAtkgqQ48zahOU8tOTcJU2p6GXIc/4M/+C8B4YFEgedaTufC65y8a2u+527vHdSrhqHLqrFdR9B1rHq5/P6T+w4o//KrF+/OrpbE+xKdYU0dgWnNpik1xVgBsAtAE3KmNBABoEmPfcqCvWor2NG913ATYEC3/cv/sfLJH8qVrTSooBN7OkXVbn2YT1OQk1Qtp+ZpA/lXJ+b3f50faPy2I79qq2SnML62DAFDSTFaKOlkcVEV9cHD9+/cvkczvS5+BKUikuQjC4ySR2PjVZOzL4Flk9y+JIKgf5oXoqWSPDATEd1sFdCr0RjkWLtH/1Egm8Ysc9go2/SktGxQLeURptzNLMMvi1xTTBYmhEZDszHCrIFLPG0WjU1nZIMgif+yeYFpgDPZ7QuiqG3i6nC8z0n+kGS10L9h1UUJBtkAbVJXSR7ka9bw/dmbVwq7ceBYl8Odv/6a8EmiHLuFVAQ5XgQ7ptnwQH+f44yn1JlM1pYHGwzGZegSmCKkaLIpG4zPpz8n4box7tcgg9IxuVAn3J68Hui5y1/I4tnksowQMsGpTBQwOcjhwgOdH8apZQUFg4loPRegWJZhw9+4j5YBuoWD+qbBZwO6sOQABjno2FLVwPXiQUXE9vjfnp2dGYYxZXkWAByPtcQ7rv022yDZCXxhdvcM627khKxOQ/swZf69kcpw3qMyGb9Co7OT3AsL0A9Z9yqIts/bnwVpWW2It8Xuak12RWEsTdMESvr6KkAKDJBnta7OHddrlUvVslYrKxJygKTVG417tw6sQPv6+dvrnGPiH0XE8fr1zhxIMVXbzlUdrIS6KcWB4wDNZkHlbVcJAHgviR17Tuc3/9/Kk3+obPGcpNCOLf5Lle3JHIZCC+C+a337V+7565zLWh74oam37P4sUtHQUcXbKxeipKjXG++//8GtW7dkWXnz5vXbt2/evn3rjfJR9/b27965d+fOvSXkVEpaJ9wQy/kqdTyyUbFsNrkkOcbgzRApTKbIS946/+4gjUaZgsjs4KXkGNzFU9N9JPP4cR4FFxmRpGPOWXbK6uRcCAYYRg0jAFA+SXRsVQDEoORlZahA/ZLGGZlxgRv1Bj8M9eDSkkdcjHnEWkn6AHZmMROB4e7BJGklAsGwI82yajo2OLfVZ009HzveL7s7JS/EIhMdLUBpdhEE3hT7xPCNqlrYGa9sGV+n6cjEac9foTQTXr0CPA8qySFzXZPsIkdHSqME/kobHksigXdtybrHzSbHgrzhqmFawG9qCPBkGNCciN3msSucW+depJE/w3qISjvYhYWC3bip6XiBCWogF5SfwG7cZEVhJWz5y8vLmzdvTj8vzJVre9wI4rGA47EiaqfBBHNSBHHbaDjaCs5Onnc81gxzKsyvV7D+C4nOptEwJKCExZGvfciPzA41pztm7XkllUYjkwi5nzCNZihDjuO//w/+Yb/h8SGtZNS29aqqQ1dXoe9fdk7MK9eFIDAq1d39w0rjoFatSw5SJOkaS891UdE31lVymIZG8iFOs2iZzIU186if2VrwuHi6EouHdWdHJHPcxU4+fLDl8HUV+L0v/n35w7+r7t8Z3rfXgvH85ur2YXGXuCBjCWkO9/y19e1fBZ6TU/hLS356pXmDElW04MmuU4SP+Ojw5nsP3q9UKoosh/yIQXDr5p1bN2/jb79/+v3nn/86+asw8d3hzYcPP2jUt7jsZNdm3A8YfhMYTb8JXBcb3YhEvBLThDVKWO6IZIJdymgMBtHKNPJ3ALfBPtxGs9jhYzI7YNMxUBrzC3Lz6tJgXsoXTGOWAbOBlC0h5UGmNiu5SNKE5YJ8o6dDg5jQWJw1x9FGn5oGNePbEYZljh6aEnFwzMXk+mHothJtTA5cfJ8wCQGENBabw6zZ39KqYMOQlxCEyipOo7GFuxaJvyZSU7184Jh7NE2Bu4oMVlZ2K+DI839z7D69VCqyWy1lmltYlcljJeyalCw66j99NXojIoK/Fc8RSlbmbF9ywlxioBl9dHzJ9FQum6gCPB+qg3FKVpIgA7hMjhONuzlxuNQyZzOSKjE/SCR1GbBV5Pilwv8ZXcOz3sE7MpscKNWhonJob2kQCzyMAmYw4NR10IIyj4TkM0nyPM2lklvKsrDj5eps2QqKKT8hJA1Yoh4sJ+1gpIOzgE0Gy8hbNcXDWl6MPf/q6ipJUrFsjzzB8477CGMtGnHTZcGsBjmzFWuCcpGzXG8vkqFh5vU58arMnOKBuFhjbAA7jkO6Md01SJORLmAtjcP9QUacL7huciEONaauGfbHhV0081mjz3FsbN0oVbclRYv2NCmyVlZlxVCDRhli+96qGbjvur5vVBuHt+9s7+6bbnDV7jmevzwP44v0eOsoY5GjzVBxp05m1ztWi5TE0GLggodmubRz0pMR0B4msGPcEr1v/nPJ7uq3H/fv27nioY36XhKOn7I/BJ4zMtDYQ/CHK22AN/WdkIcNNx9nuXvn3tHRraOjm33XhWQqQNQzDS/y/sMPVEX55a/+Zlj5ZePBw/fv3rlP5ioEliL5bGpiWRYxwVOsZZkgAsrJ8mySDAEM4GO6A4hz6rjGxdfEU0YIDym4kmTCTRyixgQjhn224gF4GitnEgbNMtTwXWzbJtgiNqR0Xac8G/TpsS3hunju8vHf0KUvlQjSDRj+YuKNcxyF7H3ZI+RHbFFZ6olhUr7oYaO6tfBHXDZ8Xy6z3/CaUApQwNKA0Ft7gedH0Yj49DhSnDdGEtZeP/ppadX8APYZdlrc0fb29t+9G+5qqqij9koniJJXXTQFHhnWVc+vlvSlaKdRXaiuE0CkD4vcqmaeua1ZTuCQ6/kIWr7CcnS4QPahCqgiKlCkpH6Ng9Gxwhuw19CD6qhKrenSlBhZKil8kGBcQYEHcpfHhClYSBQd+IV2EbHZ5JBa6k8ExpYEZTxpSHpFKlWIo67J4fwlySz5Q58XuAg6k/p+LJLQtfE2x9Izy4kdF6HCi6PG4Zd3EjlCLm2FuVRsvWORD7tmHc8N5BKTdanVak3PcLpUVTTvvjFBjMvIGYqluWMN4IK78RYwBJIodmoNLGwuRlFWGIIaY7clwt48skeTLj9i8ziaiaS5kh0nNz5O0xNmjs/klJlGAs08QbSQIcfx/+Ff/T/rh3fVUpUoXWzHm75arpS2buzcOtja366Wdc3zfUlW9HLFcoMfjy9fvj1vd83l8j1FZ9gMWXs7e7INvPicShw4np7gmJPTHnaWtPe3Xd4gw/d6/ltkd0sPf44/Oa0L7sZyfW/KyYarBPf4mf3sN4UDjYcO2+1aJqNxo9F4+PCDm0e3VVWN7ZxC/UgfLtvvnTv36vXGDz98jw/du3t/d3dvuOMewJHqaJETbRKGCN9Hjg02TXq9HohipSk0mQSO6TTMAsdcABRZGMfHHcdpNpsh8lKrSVKJDWFG0T5tkjKOjfylQcq+j/+GJqaiKGz8Mn0cGvtsWdbV1RX+i4+Uy+WtrS020JhgSZ4XgstECCyu63q4PorLI6dD1cnEffQcGjJG7RLAxA4TNCEsrR8QIBjf9PLyMoTJtrdJ6BnthxSCj8K5oYQk9ggFtXHrmKaJ31QqFVlWqFUEBgmX4zHgoQtKYqLpNaIalvq5D5eeNpHC97iYjfoWCxwPQMlM8QOgyus2F9yoybe3FbB2kngoP/ExptubZuDFKR6uzFhPxnreDmLRJS6QPKAOrMOhGLD36RHksshOoFcnYEwmP/GSMYZBn409lRpISNFGkeX0JrnziaRXoG7I5SrRrhUmL1zSI82BEnJs0eRWlSU3X0cGuRcs7fVmuVwe1yOrq+wZsZnL8QIL1rmfsrARu4Q2SJMlPKPRgv2dGvOx1WrlELNO4IitnP9bEPIbtz8XmRlT2SdYng3Om0it8AX053HXEhaQHA9XUgQZh6hxJE4UP0u1AZ6z+sBxNONJC+ii+UDtdU1byeQ9HFEhm1Yn/4k2kFB+Gv3Tj71SKns2Kr14d+X5fte08czlIegEioV0B5aRVpfLJZLnyPbQedN8/vrs1fFFz3SW52HCRNWyaFMh1zNDz++mxSc23/cqpdgYML3Zk8lE2DFIiTvGBvHbp8ixSo/+btBryTF3Tp3eEBkaH1bX/O6v/OZpzk+8AL5qy++6/C4VQw1uJ6I/DMM4PDx6/+EHRqUSxsIydg/Ff7O25DQaW5999nvD+HQaZwyXvVcTxgjQjzgOo2Kr1SrvMwOIErBLLBA4QU0LBnus6DU5RgUEeOJgrm7x6b4/IlCLsk/0IiGQNza2SKw3RzJj2zY+B//VVM0zvGiH1yAYiL81gaRj3BRczDWbEpCSYwAui92gTgh2zJJaJMF3EE+vB/oZ9fp3J89IYqVBPASAuwgDkPUXUflc1XwQ/HKAF2FxYX/AxFd/d/f2wLexk+t6QGnKk+J6qKSum/GnKjDpHn93BrZ1b78KNUUCmyGNMv+kuynZRpPoc0zbE/S5rMCJFfQ0DsZwES6xEwj5LudOs0pM0ByP4XanidI+rr73x6lGyFh4cQ6JVhGOzuWjCVpoecKQwykG2mJ8+4kpYrKytePDSZ4KDh3O7sVi3I8hth/rX+12e8kH4MxRvGsZ5qmoHJeFLMlWQWNBUvOLLFUFLlYph8Cx6/qOE0LGrovdGh/huoLUtA8DU7AX5chKGHIClZzEp7OtKC7IBgzzrwQLq9Ks5C5cOpxkXvechMlCyY4lQ47j//3/5X94+fa8Y1q4Bk8v+tq2a9rPX5+enDe/ePo6pPgc1LzteJ2eZVq4Y3tLNNxE06+/U7C4RaFk7k6QRtu0mAIkl3BT60GDPHVMez6pYrLijkHEOOz99n+WHCum1jU96a0VjKvi8DvnzXfOyy/yA41btvT0SkuNtn5/i0eNHz58/+OPfxLdQiJUCjFKBMjPLtyUmUQVx816fI3WJy0tVuXDfjUA78L3EpAYYBMw0bXDtgv6zMXcuCBXwzYNoU6m4CmNpWVCjH16WYL80jzCXBYItglIAC8lOKbPQq9PI3YJT0V4TRWRQGaC9tK7UBLnwXP5FDtmU1JwkdEgzukc1oQfEN4MNqkRiUEmV6ZUZRSkTrYIGAQv04O2HQ5j/Ai6rtPLhiwWnscWkg4lakey7M+Lscgn6IZkaSbSa0MyE1LP+3v73Nk11c8Bjh2f3wDugwlxVawLkmnwInOdt6RViTP7ww1b07gNYQvCTEM8QODrq5ovw2MPvLtEetDe0r1yIiI5ye04lmgK3KrkccN1bb9r+QcNbbVMiCT6PB4w4U2yRyR5vp+4AAx8IGR6lzJj1HhXJ9aL35Xvf8I5n8nMVyPx4lSWiRzqiRUiG5m7TZuxbrlUVTRNWpT4FfoT2e0Kb6ze3lZug8551zedcBWw62keYebhndlpS7Ik7b4w4Wz+JFXFZJU51+R4YMwI4glQ43EjlKd5hJzMQBz21N+cx2wlTE1SPW/kcYL6mXhnRiEViSI/wvVdB//n+WFmPBR5p9Jgjyg2REMzU5KcyCvhM6bOiXOZOhRZRIKLwWfS984m8i4WbFkBGU/WJfpES7iD4lez04thQJ5/1e7h11IWPcWhErKuwq5xLYlBOXPsOEvtJhdvs/SdEmYfik0hXY9HFCS/d7fu44u+6aoOmpw3MyfuGHV4ngqoV6ad2LCFYXV63/5v3tVp/onPm0oy0LiuBzJEB4bPkVQ0Go2f/OQTavOA7IwHZA7i9shw6deWPC4sGcXGPEjAmi6QAdDZjT90+w9LCiwNEgGxPAwxzTxIDUxYhlVVC8l/Q9h2gOcObkS4KQginLQpuVhdFgwlWDDJI6FpGoWquf1K9Fc07wT+S1bLCcDNBhpzTMrh9pxB8kDyK1JIRVZoEjwvEha8xj8ME9wxWDnJlsOWDQyQ4j4PBhg+JltIfClVVQl2TL4itUdKQgmUCfhOO+TS2yDRVM6GtTPrFriudnf3zs/P6OkVdYzcUAGQ/uZtabJy/Z0ji/Pbzzr+960Uyt6fH3TZsF/Tkz4/HU+vJnGTnx5YpYw99981K17QH7D4Jyao9KyiXOp4dCSTa7lRTEtMW5akn97KS9j97MT81YuO6/W/regyfuE3+3U1+iiRjysHK48URUJHVd/x0bmpFGzN1Dr0E70YoiB1BoltfxFxxwUmuaxvrBe/0/fvyNXt1LxMI+29ZIMm22JKys4N57NOdu9V3D4cR77Cvzvl9Piq3YoM+naxF71sAiVf2JoNy2iYUUNIUUkGi7RarXq9PqXNLLTuZLheqkIj9ioH8GUN8yIqsfgWgZkokzlrJBjlZSEcx0FIeRcM9yDCvq3c9x2w4SYrcmkhyBe5I3FGqIOTyChzPWo2q/+IUOI5yZDj+M/+/C9Wq+hyInBEVlRPNOm6WJD5s8UapxtOjSkuaLvoSiL+Nx7GpEHn53dgiDADcFgPvnzbaaHqxEUlccep2DEn2vZhvpOW84ARX0To9Vmvv0W5gcYdBzxrlWSItkt+VUOahHQ5qGgoJw/eL37xe9FmnzBtXprdz3PIhiG4ceYKNj0aR3o71uS3gB7FPheHIJMY1eHz4uoIIMsmHJkpQ6HgKf6hYRilUokAmqyRQd5gU8O2bSfadoUFn1+thvkc6KW8cEW9D5qoqoovS/LIsVzDLNkFPdhX+7KMf0VS3uG74K8GuDOxvUIomTwgiRomPW2QdKIvIOJ31jSN/iUYMZkjLctqNpv4fHIQvyGWE8lrjG9dLpdJaDN+UnwyQYrJXfDF8RF8DvkJLga+INmDRqqFAM1hCiZNw9chmC+ufBJMbUVCHrzb7ZLnJU9Kqo5cPxxiIVwu46fGb2q1Gv5LLXhuLWT5bCkScjzopXF28K3GFgsc1/VFhPN/tGtzSsPxguetdAz6ohscNobmiC7PIKn3pSkfVVPMmTcdrWXjceFNplVor44pZy0G7x5V/bs1O+s6uB6+PoUm2L11e3c4y7gOcW8uounmogdALxwm/ttwH0NJBUbEH/LZ7ZCOb1hOACRFDfdgrk6wrSaje/VQXXywHT6aj6AbQMcHHVd2fXhuSo4/Guuh6f5iDR94XCZSkGBOEF5Q3vAJK2dE/bQ+//fbv/9nUNULgg5FwOIiGnXkCYJdMb+Ts+xM19/TRnUY3novfAsCJd8G/nm3edKVO6FxDsd96E3WEo7P4wLtdrvRaMwKoppTpxo3b+RSObMjJyYuLpXdA8fyMhEfJHUEzTuf4ZT1M8seAoc8dVwP4aJniG8ShLHHC0jWh0iyPuxuEOCYOFkcdrxIfzZ/OkAJEXPrbJtAWdE6TQWfRItulKuQH4E7MZ3u9Q7IVBVZcJByTGrJsKaDkk1QYyJPjuTFYMd+qT7ACuAw90eG/cE9r9+96n71n4Nec2Rhqhr4ZM8qXvjHjz+q1xsEwUjOQ+x+w2EZJUhN+ThFHVySLpRv3rGR+yxIkaRNYFuJrjZT1JjG8OL3pmmSaFxqQ7D2Dfmhbdv4hzRKNwJPHRL/SG1EeiaLZSddxwhQ7mME0RFIsGP8l1A6DGIq8V18ArASWJYAvuQEghqTZ6GVQyBsgq+xRMb4uGVZ+PxSqcRmryLPjs/BF8e3IMAxvQipHFpXQ4AovHsMNSa3AIPUWORZAJPegVN6AxDfIQn4qJ1EkmngOxIAmmNPXtp5PBNpi47u7e09/eF7ekyGqKKhrjPHx9kte41EFr6vT6EH0oNMO3Hll7NMVVx2yimB1S1HetVRabh6zhb74hE37JkKRA+3XXzrrNnmrOM/b5WieoidoSgppBYEj+6PI3Jf2GN/iMpbW7//3yQL4zVPvfYF2wv8qxPkx2o56F7FfnhN6DNua1lGJRnUtbC97kWznI8g1k+mB/1Awk3WdfBfONpEHWy8AMxeCq7hRPhbjs0UWB273UR+7pqK3et+97f1j/9BvvXFLbVOBhaDZV2oKwKATnPlzeyfOVvs3/VUsto0xhxUkXcroGe3Xjaltl+Ckpzl9S4S5bz2LjpSnID/YbvdTu4dXN3nnYDaAiwKmC6+A4PL/8zR/XHY8QxR45XbwdA33VEMDQBMYvMABanVPsPHpG4IiVMhrgpx9wjZyDJUaSohfhI13vA9PbOSIcfxP/2X/3blJuo0J1TIZploIHfRacqJfHm0TEHVzAHHXtyKgshPJLKfDXbcdfX7dbeuZ+4id776D3applS3tcaeUt2SGwdcM6VnFUGo88NvvNdfz6NKG43Ghx8+pqhcEvEccFPQbxFJaBv6qAGZjUhMbhStPGBNoIhX1kpGEpteZCIIFnKioC0JhmVDp6OceMOQapbZSo2EYMRYHMdutdq+75dKJQJWUq4JFl8mcKoWCQn+JRCnOpCIZ9khzAyWZXHcF6xxkGipgC6Ak1Xx/rcR4QO5JomGJgA3AXPp9nw9EkJzQcOQ8RFiErGCzylFQskubNvCz45vSpIKEqOKgNQENSPPQuPQw86GAIkRJnHQ+GpRpj5IfksipolNRp4df0sjpvFdKpUKqb2obnGRwivgg+T6uDz4GcGATINSc0zgbyxcu6WULOqBaC9Bc/xk174w5QtLurRmnxJEk9H72zwN+qtLr4dqWT/puCoHpN6ouMdddSyTlzaNDNEn+3YybNn10XeXpayIVC5l4gQ+VUUNPtzB983c6//9qXfm1iZwHXOwziRvRlgD9T38il3t5gfjtqPfOvM6l+zM4l2dgAH67LXOAQrm1J1DNBkCVcOFD7ZLtDOHaLLtS3hYXlqq44eTCBt/DaIo8igHDp8xXIDFvLi22Tz3ei2/2wysDrR7wOnBYoFX9rsfrL3bpRv3UgdFWrrRRYT4LbJ953ev8SEeMCVIdI1+R3En9bin9lz5vYalyOHiXPGfG7r0+AA4nvnjFbpwDQQ3Jfn7NN3A8rAfNPzYbDZnQnO8VM87V/Uy/fNmKU82WpZ4HFxoLRfiMBbDT5EnneDRJk6VOU1/4ySI8GHAhPgMM12jokDqxE3JhQ1hIcexb0K2nC7YRBn5XCMJo4RBNX0TKCu6SSqN4xgJ6HiNeyrIWFZKvp9gvlkq+5sFArLicNMNTS0GtNnxGKwt1QJpqaKmx457rvTluV7Xg/e3HC1jpza02r7VNs9e9h+wVAOSMso/NKFrFbcRi4uqqJ999nvEsif74ml6t2QjDzAaFoVgn3Gwuah/wspMSckcAsOix+kCqMlCo4DpTiU2Bhn0bZkYj3AIhoJ++jtK0UtAUkJ5zGbJoBzBIdgKYDJdBhGOTJlcgV6E0hbT9HFkhz7lvsAnWJZFIpElqa9YCJpMoFuKd7NDj5SfcGLg9/5ACKpOt3Fhcwo/I2GcILhYrzdMEkCqgtBZlMtlQvFBKgEf7Ha7+CeGYdAUeUok5CNB2InBzTYETdmHS0pwc5aBepodf4twEal7DcjaDD8G8SOXy4Zp9lhgbt/w9o1wR8WFpbztylj/zKo8T/b4YOau7b/uGTmmhQVKAJjskR09OO5OcnddRk92TE3mb+YH6ItT1UMjGnHi9j2q+jkxcbgGvrnQXGBAOPktJg7bnEwo+kxFY9Dn1n/8f7FftRz52ZUsoaCiOLjuqxpSZNAozxKmwTWHr2wo4fCsqfagwzMFbr1r/+bfkflGkpVQoxkNWS/hWRLKCoAy1gV4VEtGAyrqBnk9gd+7OgvMttdtIrOD7C60O5AB/fNHvhcAJXFG68v/pNR25HKV64RFAo2FzFDYFJHLEww4zYwZ/+1wimu78m/PKuSCVcUzVG+njLC2x51TkUbcQlPgwz34EFivLv0Ty/AlMvxRrms83wjT5UE5U5yGQC6BoefTarXW0hdenvZlC8Zlxh5ZniyweJpsflme8qogXSjaoIVNAEWRfd+jO1/Zcd2fqiYkqYCMD0s91thWVDakCTtDkXPkkWgb7PHQQI9U3H8x/Y3T0iM5jke2vmCLGsMoW12O42TGcwEbr/REWFDdsDoijxV3lPE3birtKQ3Kcad5NoIsi+iQyyuK39RKMSfJ8WOu751spq/psePQRLOlXx6X7jecw8roXcPQak95r1cdFf/9/SNLKhzEoapqo7FlGMbjR0/wX8oymeyBTJ2zO+kRTSLH/YJ1EoqHwC9gruKIKUg/IbgqgV+J/ucir7nYXgIEkyBikh6BAKwhahZF1PapFQY5zijBAv7b6/U0L1yaJvTBJMCWxALj3+KrEWCUjWvua3hZSp2xaMlpXjiaGo5gtQQRxkdiAcjMAgw+iEtl2zbhrzBNi2DW9O5svj62WvrJ6+LbEegbwrxBwHHCoYHLgC9LYW5acpJqb2trq1wu9xFDXSd1S1PhkfPJg5DnIsWjZaAnU85l8gg0JAEmQheXEQ1B4YovJCwwzC5FwCxe7O/tv/zxRQo4KIEIQfa+PNdbtjx9HqE7Nbck84Go31xoI0O9zjv+bnV4TklBYyV1IacZavCTELbmdYLlBl+eqS7Qsma6adpUkcIEp9ulTI396tJ73SPBbmgZvNN5SNuGdhBGiFteCdfnWcSFDrpARi5+6ZIrw6CihigP28ozVtSu5V31V0nHJd2QtBJWlyAaQWSPTKg+Kw1JxcejYTWY6aTqtjTgFaENJlW2JEVLdS65M+erCRCyWudBr+N2m4HZBnY3jCP2bHYmHne+bJteB9TuVGLrOjDwLj///+383n+d3mnzYbklA2uW2aovUgkjcxyxM+xifPtp2i77t0P0p+PJ+HXCdMmaGhiqt10KygrSsinyb2/Lt4F93Ood9zQLlJOdlCFPuwbPZUnGgu1Ddl/M+gHH867P6bfq5hwZkvMONhuRSAhq249bjHljxAsfL9iLCqAUaBr2XzzbQQHyYRSKExn2/UzmQ3xgkhBqGG31YD3fgNlZC4gHBAYpMaL4G9+ybEKOR9zBKOYG+1xyEjsGi12rAEwkew6dcZKeMX/eEZI/KNaH4zhURLJo043otSMPjrVjZdzdKPMYMpydnaoB821xCfhyfDmly9D9lYBl6HnROSx2jE/eK3uKhE56cg8ZOb8iZ0YuN76d6iL5eVMLkHuzOq9ElW1H+rGtth0y1JEXAC1t1CuKuhVhxGXDaNS3VFWle96HgBrI80SLrCUsv6vIxU/1tz7Fd4izK8zUjGNj3mn4MA2wHXBEgORsPQg7BhTJ9Rn6ThAnn6LXJ3gouQt5DxIrxlwIMHsFEniLW5nAqQTDpcTBDOA7TI6HpVQqkThlMEBp8WkkqjdpcFDQltq7NLCaFJvejqYgY89nH5+YZTTUmtY8qVgaLwyYFCJsaAZtC5ZAmbOcUuPmljHieMAI02fBjbcyGZ+PHz9JBY6HHnXV/dKedu6va+hWjdda3596DioXQB7BLrPoFjn/IyqbUy9Hhne34SZPa5r+N5dlBJV5TEYVNXi0k7lHhOTBCzk61t2odgNA9yiwY82HKn65UUtdOWEtvbBCTgkV2RD4huLrMiopoFaCmiJdY/kDJ2Vfjt+5mOaacmULqhp1I0P/VTP8yl5gbM2m0J4DXVNyehC/XBPYXdk1GWNmZmbVaU+rKP6OHg+o71yc/ef/N5TT+WRQqarvHFZuPhTG9pLMEQvGjueICsXXdPud0YMdTz7uhRNfTQ0ebjslJVOr36jLN+r97HntoBJdEORPAhuFjNjx/HjtdluMoCUc0X1OvIHxz26S2+xsZtgYDkkRsS9CNkTCYeRSn9ONMvwMXIKZUVKkISGAhBuTMJWB26IMUtpIOTlKFjMpJGd86g/SfbEsvszBKZyDKcZmEVlhjuMko5lo9I2dhBZ2wQVrFi7sMQmOszFrKuJxh547hBv2yi4AI2gdnhzJ3592to0ouXO0CLNTQb87dRykpZ6vAO/JQaApFLIJopd73vWbPVDRo5VJaWbquOdKz5oKgYzplMGhHg8evH90eJNgxGIVsd8qzNo+S/Iw4G0I2DTHFO2l4atEsPXQ7XYdxyFwZxThqxIEkwVc2MhlchpNHEdiYylaiv8Sfl5C10AO4hMsy2IRZ5CIF2bfs8G8+Aok1JcE/5I4XIIms/l/B8h4yDtRq1UNo8Lei8C+hGiCHqHJ6+jPydXIlSlkzG4RoI9AYHayx5/WNoFEKRgN4ivhSQoRCqyTa+Kn63Q6hOiDxHHjwpAmY9mrU4kjl9aHTA2eJUeMcuVP/+S//vqbr96+feN57khfcTJ5tGtzR846fg6rLysthy/ATsk/N+WkUZu6wPlox9nS08NMPaCwqPEMJ6Cjqn+/4WZdkMmDt3bIwtVp/uSe3G8BYjwGkiOFi6kOgrh5wlcE28qBJSF/fmQXCxY/nn4wfMDuhXz5yi1v+0pIoIEkGUEJQRnJSv+NFL0S4fkQBZJryp4t+5bkmJJnyW4Pzo1jOubhRArzh6aub7sVNdbVJbuT6Vz0Lt2LH7uyWrlxV9gPi/PpsiemNcKOecMeMFxYIASR5V+flLBZ+3DLqWt+1sMOsue1Xzaljh9tOCBuMRixC3PJqatmoN79WI2tX8TxOjns7Dy7xn1yPGQLkF1DKIoylvEr6G9B9AfBwjGnIBU3ztWlYOBBE8dkSG7DMc6DQcZyNuP3IM+NxqbwZR2NBUfEs/2HMh8S7wyk5RkWMpOZelU5jhOBXEDgxus6u2ShHtPwLeZvVbjG2StrBk3lO2btaRV6XMj9MJl7Ii2e5cGmLd1IcEq8vx+7gqbAe3Xnu2Y6cHxYNjVFSTVqZ1uTjg9/uFKvEkGFyRRSLGosMqiytgLHT8pEpyI24JdyHYB4lgZ83DRNkjiOEO+SMAEuOJcsgDPsFmGmOEpGgX8OIlqGcOKJDhJkmVwzQlQlAteCIZIY60Xs6ODalwQLE/SZUBvjIyT3HTYjWGw3Mn3w7SRCnkF4NvCvKOod1QOi9BSpyoHLo0gQZxp6TEpCgoKjqWmYyg8MtoCRlXxcEjDYuzeML45YGmhiCsCA0QTFJhzNtCYpPUWqMcdRQCyZmZwImEDJmT3sObixtra2zs5SUL9TU85Rp0We+qNdW44z3jhe8LxVKvgUZqDjX7BH6moMOE7m5YjaJVz3erKbkgpvqEvL6GUbOf4sVVlET2Fvl4LJ8uDNZCq/RvFdfoXACaRkadkkosn9QMnoFV8K+T6uUAX313MSAdwFUuD0yS4kVJ0z2cViRDUvR6Z9pCByyJ7hu5LvzHVq8xF0kWT5su1Lu7qtSmy79Bv02yvj072ePE5qMvv0RwEcT2nKZtB/TX6R9fNxknhuaI0E8OuLkioFt6rugeFn1Vwyex4boLiZwirzvh/UatXrdTEel6rnsysZyel1s9Um1XyhTxG6CcEwNJZSTBCENBUYzdW0SYWc4iBQ3yEIQieF3TNKPA6SIJ1e8FpcjKx7JbdyihE3W1lhjuNkgDECYmVhzSebGSqmVAz6eo3UrHg0DpjLOlmTfQ44/mSne9FDLUeqqDyNy7uu/K6LHUDnxig+4t2K/GPTihJA8XJQm8oHDhAMktNZfAw7HsRFPTXVZLuEeV0ThKSGUcmv4Q20SyiXMUUhaUQqnWUplOk4DonMZaNcyU9IGG+5XKYZ28h1WAiV/nYAuABN00qlErYznEjwQYLVkqmd3BEwgb2e5+I706helt6X5c1gORnoc+G74Auapkmyz+m6XqlUNE2n9+rPeYpCOIVpEDS5Nc3XR4KgqW1EDZEBETMuSR8gprzDJG8euSbhfaYJ9ADDOEHe44sP8unZ+F9yJqF7pkEEEuwTd4SPiQh/6ZBIhBwn6fLAAHcmVURbjYtcnt6Hn4/W4/3cZMaPXq/7n/7zfyDZnJPSsqWWLY/crpun4sp+Q+c1ydensHi8LfbYu7Zf0Yf6sF4KQCulttlWqKv+o10XjvLzP9qxfnNanpXWwnPB411Hzc7I1HOCGaLGKyEXiYUHbs8s1YcscQ1L+MMyybDjzkWygyTT15GHziL49Pt2uI6rQ/cnhwGbBBGP/a2tLRCtYDWbzdV2fZGPNdrYVM0FJMSIA2j5shPIV7Zi+xL+yA6riJICgbg1ETaED76+0D/etca4mSU2uV+PGbxR+BHribChx1g8JD9vSc9b4H7d3i0HWWn04tnzyh5UcxyotbeBbY+3bQRwvJyOPEcMtbTBDYuvHhLog+0NTVOj3HShK8AkaQ//JXa+HGcZLqxwUug6Wf0wiCIK2Y1JxDE9DbtC2IOjhH7JMJp5Oxepq/hcz6GJ3JO8QEJm0kfXh+MYiex46z7ZLGxKW57JlcvElfOTWw3e+zV0ydDJW5kbKRFqDJ6FocSjseM7De+7hCdrwB42WKd5xl8el7wg03PgdvOlSjJSzzCMHN9jA1nwOZuMTUDBLvhjidLEmSzFMM07R9BJwocQYqy+B+x+ljlKZ8HSlrFIJYkpJifg65OtTxSqJkAJDQcmP1FVmcu2nBLzi+gDShQpICvwlIWD3F1R5EGPCv+QQuq6Tuwh8sgkGprEKXMGR5JwjZSF3oLWEr4muQhBgUk9EMYM9kEIpQY5jfJyEIyYRGcPVvIZQErqx2vTXHkEyA4zAXouBcQpSJ0xfIY8wssJFsQYx8Cw9b/+5qss1BjLq4465QPdq/MXP+/4vTEzhV72UEXnVBNi7ZQ4cA/u190DoxARfElBNwyHaOwp5VbVu1N38895dr7mnlvgFgqATYYV0w0WSSZxDprh5mv25OiyUrQQa7IQ587Ozr/4F/+CDmS60EXeYzV1enpKM4gSzBprj4uLCw7CTsWdVxGMDhBwA8kOZNuHLVezPcnyYb7Nxs4LAwdy2IJdV8YGz3uNouHPUPgTs7PYhfc+mXdDWK2et0rPmsENw71V80dlz3OOW703vZIL9Gv0pK5RbD8FOBZ9bNk6PBsQSncZCuEmr8j5ChzH9YEfi9EO09NJkbMwARXD0C5Ni8eiPiMYpEL3OQZCImCQpm/x6j0rwo8LjuECaITMrmeuLMexBJOjQfQPISsP8yX5BFjUKRVBxh/3tW61VDT+99Ia7t0ogh2nBh3vhBtzJ2fAtDyQgxqPdELIEQ44LpdTUOMkHf5mdi127udiUQmYS9gPaFQdIS/G9kGlUtne3sY2SrVaJbG03U6XfKvrOkFaCaZM7D82HI/yJg9yKfQpeslHQnZBQn0JaIuPk4jmAX2Eh6+XpF8Ag7hUQjrB7qIilyVFIqHNTDS0RA3WUqmEb2pGQusH3zfMplguE+oMfJDEFLuRsFTOtFbJ9UkINr4diXcm4Hs/v9bA6gLMcn3o3tg2rkz8lwDZNGaZEGuAwQZ5ghRjwWc2m038F7cCPhkX07Yd/BHfjr0Xt0LAFnWQlxksW+6R5KoAl/Dj/Pws67ctWxrkyQxFkWZjA+xW5eN2P1NowfLjksRRpzBpp+OnrPlhrfV4xykpKerP9dHTSxUGzqOD2NXuNfwpgWNFAh9s28nA6mQBTFhd773OfvsCprVgDnceq9aSmSpBIqifTfsDEokrwagEv2REE6Z1cpdarXZwcJA8k31Dtx1Q6JnuLKFwM4Wk8XusPS4vL7kyYK14dXXFHnnx4gVVkvPCEQDEnrEdyI4vtVzFDsJQYj/Iq6Ks5J+Jio0tFZ9ZWgDgzYqTmlBXAkFcFwmSq0XPAsLJz6ocrEtOTP3EDLPnPdiyc7PnKduG+9VpYMPyZlLHYueixLgmAjheHuGmS8qxJmqGdVLBAMDtZ3hjRjHZTxiixqqiagr+S8z/aZoj8XOSgiUg4caU3Zg6VtSVS4YYX1dTptoDgqRifn10fTiOcT+WRZMKGUfXZOXlnLeZlZ/pjptik4Y191sVeg/3pOJP8bwV4yxOYsfYZeMQGC7oWAEex1NhefCHK91Qve1SoMthaiAll0/Q8aUc/Khg/XPWs2EYfIMK1y+7kulHEgNLkWVqJVC9GqrWKJcdPkhQVBrcSiJ8aSQsNQrx8XK5TLmMCXZMyByo8UHxZYo4E/iVkvaS9uOMG5ZVhuKwFDwlkb+kYCxwTEBh8oaaPoTXmJSB3JpswiIFIPAKCTNkn4UWg9Qbi1PTRHmUMoIUjDIpgz7YrVIaCvLspALx1cLobCgBNKxGUvM08SDok12U4IDLgt6LPBS5F2mX1QqxT0W0e70ufqWe7wWQU2VlLfawUjH+iuct9cNtPg7xyZH85dui2HGoAJEK4pvzb5S9Hzs8x85OyX9/y0ltk/Ou/6JjuAEeF2rT7LCp1fBzfLhtf3upT1axFTX4aM9V4Oh0ZG9b6et5M9c8yyMBAizfThHPhHV3Odb11NXK4s/OxjInw5ZzUtBQJzNZ4fmQHIWYibqjYc4Uhj4/P+eAY0KYP+EYB9D2JfwilMSWLzkhXpx2YrZPmMPohfhex1/3wlLPzfQF788OeipEwnZYpLE9UjmIyGVuHHd96bdnsioFDxp2VvY8TYG7JeeNXV6kU7M8gufQEjMXC+B42VQBSNAci2phRzwd+CTagwRSoKAfURGa+mEkshJ5KnK053Jazcxsyuy/wSYA8fWS7MaMzdPfx7lgJZO8C0e1MdKcEzKVzby6HMfJXeo+Aqpo0k3Cv6bXC8mkW1nm6Wx1UHIbbEGbO+ma4jf36mYy+Dfr4pYHncRmrmdNren4d2vhLmZCf/x3jiw2k8xuRT5udfCUVdeCHQMausSxxZybcsuBLUd9x4A8dQ0ZqndQCYxEeF3TliauYVoDnBKoRATH6d77YOPpxk4nlB6XjX0jaGO5HDoYtVqNje0l4AihXCB4BIFc8ckkCJcAoCDaB41PLpVKbEYCXde3trYIjkmhW8I0RyNqieATqtUq7ecE9CRlIOnmWBOTA5Fp4QnlFik/fhCCdLNEV/guhEKUJusjOAvFeSnEDJjwPVIPJAiaPBQFcEmMcKVSoenpiEWF/9IgYhq7TXiNSX0S4IkUgy7a04ODLWBhFj1SCvwR1w9BvWkcIgXiqVqgTM20LQgkxO21X8L+n6/Mk9nwsOqA4cZziNUUmwkHaxuOPKfgk16Y8rEmJ3ddjIUdO0hzvK6mDMuzVQ5+7AxPUGV4v+7slNLpKb4/9c69Oi3zs0vlZ+U44lwOtBZy/LFdrCL0FEM17pQ3zo8F6d0v1TmhX7H8jCC+GYhG6HCOMUvjkzWvZRkklMEcpAHBIx3vnEVZojeIPikC1fkI/vqshkegBEKOZvxr/Bf3emwthEckIEF8JDyI3xBWViuQbRf/VWxPsgOpiDeYn+whv3U4F1x4j8uDGOX3TCHFR64bSN9clkn2vP2yJ2qRFduHLEm/AI6XUhmgfA2wmZohYh8GLNt59B9iwFkghSQVsqoqmqZGbssMWmEwWw7tEJIAhuZxod4HcUCy4t4W4F9kZX5iY55Y8i4h82iCVeU45hIFBMI6XDuDaZHZnFhwtqBPssj5lV0V5EDkhmrtVRXuJ0+bek0NMz7pMmLLjr962day0BM2R9CPLfl+w+NgFALWpRbyx3bKqg2Bkm3ff7TDB/T1PGnijkGrRY+j5YZRGbYUSniQG2mLsBh6Yns1oPAxgTXpFiQChhIgkpL5EiiWAA0kzpcGLFPAlz2Z8k1TYJTNqECC2tgkeEVQg/B8hnySxPyyV6DPwoY/E1yVwKwUzyVn0gehwCtHYEogFXIahxlR6JZGILIMxWySQMAA93QPO4vUkHNY8Dpi55QooAwYVmUK5bODglyfxi9n6a6Vm+5P48Cx5YEvTzUoDYMy6EM92LLTgKNCksXYMxZ2fNENDhtDtcYua1U19OG2lZqSrmv7v3sHgVZnF0VsUH512bq9HVNwT3btX5+UxrGRwOMdu6oVtaFP2oHtr7+GRGYLjqlCswiUkptt2QyWyfBhLhHQSI+IvVGqsz0SPs5K21AkejdLgoFbFt4x1mHkAv7/aJ6cHGC9CL42jZ0pZE4GfKjTHKf4iBt3MK5rHeYrBw/JL9ry8xZ6tG1yNEQte3O3advx7YzttshyuXRdOn8/nFhPonUQ5r+L9iOSiGNZkSPUWB1snZQmop7rO4CpnjVlLyQMx6zVQe4bD++F17g5J9lP2PV7dhOtkBnKCnMcc51VLDBsIBy2sGtel2vBup2c89nXksh/b8sP2flYqMVUznry2cCLq2tot+wSs/JdV0lmkE+Vd131Tt2XYaEHt/08I7WiorSfzECb63Js2BOkcqAdhlm2NhY1BgwoCQbMEtSpI8fZoFeKC4ABxzFbbxKUqMVAgospdEIvyGW9YA/S61C8mCIsLAswKSQ5hybNYL1Q3LJwuJkLshA2u+WcLQyIw7j0eB/s9sP/sI1Ecg2zYddgADSzhghgUg8TlmeKOIMBiEyfkU1ISOH4pFaBA1pfehFaWgIT073kpISk/sk+Mlpj9LJhvSEQIHwEkuwZK5qxOtopfxr3h2WQ5k5rMkrSPo71tDnY8S/fOg7SRs4OnTgwQpQnrnxDDT7etVJ/+/zMfmMakqqBBNnc655xULPYEGb8gIcVtyDZcU0PPtp1JZBuGL1pS4dVJMXV+4mpz3suWwrxYwui/ijTMZUZnNVmIB5TTM9PqiBOF+XcMRm/kySvYK2C/NoeyfYwWWMVOW3Kdi/y8xi+xtUkXJ1uuXbYUMGqLrhmvLFVl6p2mIMhdpNUYr1AB1JRCG/NqpFzLkTE8bJ1cs7jyNfPG+W4UTudzP+RAd8nxIssjX5OPIIbS5Ok9EAjNTFBjaNwY9/3gihRNWDT4jHWDr4WJFdbWEvlzy/UUyPAN/V5hcy2CZT1GJbC+lvvaabIwfV4tFSFmLUT5MiwSmpMLfoIPmvq7ICIwn61CYqXDDrOkh+uxkYceu602jxJVmNEVBW8RbLBqDHX2XLcEi5yjcKdbF5aFrag4AhgUhCw7MOAD3aWiJXD4cjs3u2kJ0MukG8oUGCXA2jyIxqCgInEh0MuZTYkMEmhwJaT3p3NfJXlA3MR3zR2mDOGaI2x5g5bP1wjsvH1KE40NvhJMsx8eQ3x5BpPRHDcY88JeSpgkt0CPdxypi9AFnZ807Cfd0er0I6rcpbIYdU76aofpoRCA8cL/vZ5z9e2yRpACjkSlJ9dgEcHsYP5WfJotdxreEcVN0PxouetUlkJJBg7wXRRx1M2QxfG2sj0JhkO+RP3BGwSIIMvK7nNqEiRsnLHzQSVy1F08wDLxkK+YDwASsz7y4SJjEdVsYGY/liPHJ3cr7+qFvth0/R9aMDsK6/3uHASfDitVovwpAlZHs83B79k9+ptmg4Igr7HROJ5CXBMYkdAn11QilDjaTJdD4kvojx4Q02C30aoaxhJE/ihowJBDDUmLs9AgcAZWgLTq00WOyZJ13GBCaGikBnKCnMcSwkgQDTnGk8zSR2xfgvmOdFDhLOVnVZDhl/o3Nniz//uQp1Vhbzrqrfrfk6OO3wf2w9z4rWcPDM0GQnYsqXiLNVZ5+hKEjg28p2TDXRFOKiR5d8EgwhfkIiGIyG0gEk6B9K2/7BQJo2NZc+kkcUEHSP7nljwlLsOBzpjK4XT8AR9TmKgSfuJI8FI0jiwTB1sEASNoSasHTT7HBciTZ43WfJkzbMr3qlwOYt000BFyjFNSk5T7dEAZ0L9QWsyNAXhENBPpV4dySt33Z11iPmQEiYJjtuOnBzImoy4jbqMWbw4sWEZgBjMvaMHeyVbSyxxnTSd375xjdquEh993PrHlV9tmu2CWfKii4Tcsj/Zt0tKusd11gXP24YXgPfqPM7+Y0vZFJUY+CMtjVS8NR2pjBsn3BoPF+2SH/ifZJXh1HL+pMm6TxOwPcz2nCLA+sSTck49oPiqAJx/vgohE/ci0S7T+AgEVyKfuCnmslfUn1pLsRNrgQI4XiqXhAu2yCH3BxsWdIz6qXppxHF/XyM29QfeE8mYJ2PLIkyE0p/lJm4LGgCEWCvGD9N8B/3DEN80DHOmJBVMcyAwu4xT09gAnPFDspQT4JhmghEyw2loVTmOOU0SIBFcsCmzTqrnth5GZxb1YSqVz8Mth0uo2nGlpqPMMP7+hyv1gy077uaFYHHTls5NNR8vHsI6Eo9iOIE0TYUQyYo45mqJ8/Y3betTqpfOQZYgLYqWgqQFnTqWPiJ5l2QUcOoO7mTobvyHQ0OH0jRndRg2Jnp4tcEK+SDjBF9L5ClYcgmuqBzIOzKoMBVXKthe7Po5F25MkGuWVYPEHLMQdgyIDxhIC6xM/08SHNtpaeRvVdM3RkhjasL3Ginhxlje9PSCrXbe8XerQ5y3qqUw8vzux+7LprSzs1fEjX9+pf60HNOfqVnyCGrc0P1HOy5Me2rXQ89b6rkVrjTU9aAcpw/yfNRytYVpoWvWh3ZnYTN4ahBx1hyUU0WpTOWsLkoWYDKLaPpZsjjuPJdboDw3QcjijdjJ2nqjImQnRd/6728Y/Cpgy5Gy1mZWPedBEUny4Am2ilXxdos4v5swvslIDYIhfd8AtEWDBenQM2BILcaoeDCk9es79dF1ELkOvmoYa9yP7AkvToJUSFq8ePMhOsnStOGLby+e9C8eKiTWI2cu68RxjLh8QULWwjZCOX4Xpy/WWEEk66EGW7USD79+ezFj5//ClL8D+t1auKl5LLA4XzrODLQ5BxyXywYP8wHedOY4ajfHPuPAWRYVZbeD0fV/tpbYnGyAiUHm8zVJw6txZBQgYkxO5cRgL0U5l0EcPB1E7Q2pJJgixR6QQs801o9E7NIy0xMi/t/+s9CrhdaZPEyRR2OlQRrUTn+VqqM4lmRaA4migogmjAe7aTnJ1jBWv7HXx+XM4uWIla3PdzyMrV6Vrnt+fsZ+bNsyTEET0EHFn/5eu2U/FTX+4q3voPLIqWpQQrBbjZn/vIp+23tnlnZ2qlxjsRHiLPZnAv3VZbtAljz0YMvZL6fXQ9tC3zfL1J2+X+dZLI67srepWSI6jlTQlU1nFMlOc8eR8LDMxQXtH/aCBXmKk4tG+VcGaTs9QYGUD2NVRerds6LMpspODGNUFZLIfbcchmt6K6SBm/mtv3mr/n1kh8T+xR+fjFO4pfNq30IlAEfX1RoPDcsDJWbOFMDxkru0QhifSCZhxYQ1Iq70EHWbyCQ8bpQYx0cceR+8zRKEkCvdUikB2E9sTrJ5s/BL5Fv1S51MxrAAfzaJArF7ZIXMr5euKsdxIuIY0ST1Qtapg+YQHG9CRmz2SelQlYH3cJc/81VbcfzZj+YLUy6YTy9LOP41LD1vBms8HAMGmxmv3zGgsFRS5trkqMnZl81lsUjdLs1RRmRdJNUbZH+YNZzjeWBS0AeODJTdAZeEb+gD5YyUwU94pmP2Fllb6miCPpBNKsq0RSaskySyAIm8WKk8zlke+HKbUykQUkRw3GVPajoSBwyBMEzYhQWuPFLu1VNIgb9467dRtfhjtJy8vRSOF5y61WpVT7ZXclWANt/ILHm6jJ7s2ckdGEReXMG3vSHwjU8zVB4kPjG1jdWNbjCeIh3rTFYnUNb4ItM9p4uyworHLedIStlxH3AmuMBkj1OMNhqMrAcBYVwXKoQHxEj7f2Mdn6TVkFXZlbg+P+/4QFI2GTWOtLpcAkM8XQDHy9nDU5c5k8ElG1kzdLkIDCJ/ZzB4CVIcr2HOhyN7HH2KWRMUm9s4Gv1DgoQgXGwaoawt5qnbuQqmYRRA81jCcxwX2fW/JJRhPMexsP3WyMrMYejLTz+1ck89LvZNTj7UO2o8vt71Q5JKNnpxeURKsCRPnxlvZEfKCWvazEkiZ5SxOdYABPn1lrWHNIf3M/V4KmFFTqIkNhdEVjK9gYMV/kftHhIyzN2O5UqmPyGkEKBP1tHPLJdMiJeFsBQhSE3C0OPOpDn9Ocv4ps+4jEoy3JPXj4Ige+LAIJr79PSEO7dlyywQTB5nt+zPsXSQbOCDBWNRzUAHIDNN39NLVVa0nLZOT8mYmyVvt+y9v50OnZtO8PRK51Le3Wvw+PhZN2Vv73VhSfMW++p0AY5NqrJloeQs+JjqH27dLpXkZxqrgzsyLmo8TVuPG5GUoy1TF1qSF0iCbgIsXsyY5VY6i+MCouYLnqnJSI4b2JcmAgWY0IUIuca+TTN2AAY4ZvYXCk9tiPASiLZvicZ8fDg+TwVgo1voxkfOrmaS2dBNDz5+De4VMDwVfOjPIluNnV9od0rG66TCx6m+0qZSo4xd7cq46NtyTjwCON6cLrtO2U6Kc57Sp9aD7lFD5i7yzYW+KvrOctFMtkVb8QwY3K524ZNMhHlcf71l3WsM0ATmwQ3cXfoXhDxIkfXE0+T8mXk1Ft/Du+w9PxEDHgLHCYJjJxGhdlhxZTgb5f+8pX64zWO+Tw6lL99120GlYCvrSuaSWNORmgV4hFM72KVXaZqdZJY8SUrZp0zktINedCqcptVltFPizz+xdLAx4rs2d6Q44f4Eo55Le5hk+Ck0MibMnD4b82MeLsD0mdOyFFrywnCGOR82G+uZ3xUEmjmxaXRQ5hcCu54GNt7O5XbViMx4S9iZc6KMhUJgufiGbgpMKkw4tSZhtz/SjClcYQIWSl5ONT6SXEvIrISmapeSQzopyzay2A+B6BlClmY6nGDI5P9kSFIBwXtbPLrRtOWOK4Ol3NdT13mQ2JpRdFtyVzi3sV2IECFLbyAPobEozniIkfEEx04Kv83N6ohw4ywCh6RcmPJxN+UWTw6lGuzk6+2BckaPdtLDjX0Ef7icig7i2SXPxLVTDlJRY9dHX5xIT1tGcn3uqMqjDKYLWra0yR1wSiKmcb21fOA41QzgMobPxMWaHxi9VB4jGGwuETKn6l3+6693Q3BTgOMFFiiJuuKWk/f390WdCBGSsAEAw4QDkxYIY5wHyRx03GkLmy+y8q6zCXtElNhcTVkpx05dZiuT6xRBIFpTyHUOpFRtOxJrKDREpWGK5Dq8MjQpDryAby/1FVKUHVedyXVsj3/eXq8nuqIQIatlwTJhgkO1aZo9nuDYljktV9eQFseFnQRWqitj2C3Pmlo6dnwk19OwY44k5P0tJ0kfTORtR5mSDsICpVeX3sjTzjr+b060tpcSRKxI4MDgi/emu1nsxoHrLNIeyOLeySEqKWhFCAHjbNgSMlbXXYYWFP1/ZHXhT2U1duSiG4gOX9P49VRd10XnWRUPWgz5eVc2q0DS2mLIUEFPX5IMpdyMkGosieR4c7eig0CiIeipc/bSjmE5HkcgIo6FXK89V3DIZG+xREmdyPmfUmDf3eJ/+KKlBmh5vSMtgcN03dkUNQnEnJ2diq4oRMgqWrIso3Q4lhPMM+1wh0FsyD/Y4mkHPn9lTlmS4tgxx4x2v+Ful9NR454LX7VnkLn3dc9wcll+fjgPvm9VPZR+r8OKx9HN44tdWvJG9TS/fbEAc4DZD4fiH/PgMA44BjPFznKus/yO+hiuIEweKPp03NiSeldOtymU87WY0Cudv2QxnR/XSl0LuO5Nllc3XJJ8Ubdv3xbVssw9nBvpYsVo/pUNaO5wxlaJmgDRmTTMMC9BSZbl/LVw9vgCsAiWo5ml/+JsJ4Jtio40j/pXVrZa41QVguRYyNqpdk5Z3yp3ZClmF5ouPA5TJC2vkd1ILP7PMBFTy5ZYKoyuoKoQImTVtB35AwfhD8T+O4tnxrM8rDckNjGIJqNSPJr4rO2/uvR+cX/aAj1ragA4Nyq84npyJH/5ttNCVc5+xX/3Df8omzTjeWs2Ub0KcL0ApF6ra/vfXGgOKuf8PMlTcdqTvdXZquX7vuf1Y64tM1whcD3XcVxc/7KEvZshWiBbMbwPuhbAL/JV74qbfj5oxNYD0CAGIVzMmCfLAQT8QgiXL3cmznNWQpiRZy6bozLSHe1n5pmC3hWbUvcbsYD07vMvtY//3iYbojPsFUtLjrlyTjsdC7sJguNeoApab0OJzWqapolus1qer5C5m9x9ZZL+vSxL+IWiuGNZkZRIsjL6Lr75UrOvp+QDF91pPoJ7Qr83/Nmf/0WRWTy1wa5JxcQ+CtxYyKqYfQU1I7e+V5V6e1U+J973TQOkLdguj6gSj0z03JlRanIYtOA4FiJkJc3YaENFiNr1829AjnbG6aPGwyMPE1TvJ72ZmYlFsGOK7lXUIFkYKm878kxIhPfUzvv7clRLvPx44b4xKwjmxZrtG76cqJ53XfV6m56AIIHvuwNE2DRN0L3Eb3zPI6EvgdUFTiyQXLFaffsVhHSekm9Lnj1xGXYrSxejRwC7YMD5DRKY8jQmx4rmFk4i4OlhmAnIrLhSODHVe3UndtXLV4FnS4rY5z5LV59r0+LdTwABnAtcj4dldG3fg1WRC1KXY06HIDheaV9YyJyMbk6ZUB0bwoKKEnEGIyhBVZXxRxX/E8UdZzXcYmhGyF1SEQ8u5JmAJyzPp5AZtoIyFt1q6sdrGf88x7HQQUJWYbyNHCzJpJThTwLvbsPmUIMLW3OQIkkpVDPLI41S7HnPO/6Ulca+N+M0x+eJ7e1ChAhZFVM2N1ow9pUmo0Y86yb2mdtBFYD2rIpTMO5Yl9HHe5mosReAV+1pwVkFeO/Vrd2qnOp6fXUctIL6SHjsTp3nR74wpWk2f9QUu6q4VX2sFo7F2EK7ffk3/yMH+0qJN5vpRadiauMCbZvjrg9x5DQKkOLo8Zml7JeHIwUGfvvV08b9J0I9z7Z7r3dvXNiUyTH4X/ZEZfYnZfZjvV4XdbL8rvFs9zcIyVbFGVPnoCFkWVZVtU+PKUFFkYmwIGxOAqcFYMdsQjyQtqCIi4oLTKKkBXA8cwmCQCGoExtxnGynJZzp4cgDQoQs2dSY9ZHdbcHFGpOv9rVOSY250gGCL7sVCCcPRFqAfLhtcxRspotmUpNktotoT2PS63UNoyI6mxAhK2PIAsKlhtgceTnnYrmVYF14cZVuABiKP3HAbw52/MXbThtVFYie7Fo5fAZPrzQfTWWZbCvd93agpqSgxn6AvjpVOsHofbj7hq8ldn68602OaDdU56N9fMGpYnVh4Ct2S/T/bAcPUadOeNSTecWhDzmO3/iqre2VXNY2C95+CwRwPJ+mGWnjpVrOG6gHkkdwneyU+GwheKYTaiKc9OMpagVwvFquMdvJReXMSZ9QmrWBpiVRuuEfWZY1TVMUZRC0CyP0tVCagQUYKknwmoYYUyhZkiRVVUulEnkvGn3mXWg0x7GwWYUImYf9l1R/dHsF+60O7dsN/lc/tMpJSsSlel5NRjuJbFFnpjrDmrQ9fibr9XoCOBYiZIX0YjwkMORnHGmhHsTBXMcLukE6va8yHU1tFnb8cRR3fH9P1bOT3l1aKannii/yqdC7X7eyiBRajvTthV6QofjA4MONLQ9MQ6BRluwwElrIPJ1nYXiPizX09UeKhimqBNwAdj25ygBP0LV6J6+Mg01MrjXbHui67liNmxNpsZkdnmuO3RKv1U1U6qe02myR4zlgBVXFMmuY1IlPzH1zVenJ6qUhvASHUBQZIZoQLxNn4OLbFtNqOUAKCxwrSt9AFcDxzEWisnrzqGByErJ2epxb1iO7Ae7XLG5y7bjSFZM9eTlN6ie7PO/kq0vPCkkpZ+YlJrdan52dik4lRMiK+sZRdEOqNYIG1i14r+Fww/7lJVaU/V9ddd3ZlupZUzvupqC3T45kLrIphpL46HmzNPFNa4r1yb6TihrjueKHK/XLs6KocV0Pahp/6uvOVPmCavrqgTgBAh6C+OWj8D0CkHxkX5xPEiCUPGfEK2Be7MHECWnOG+T8HyGpWmIsg2fcnvqixdOvWD9+Jap9evF9f5pGX2Zb91qkqsVURNP0PaCKaqkl0nHruuAoX0bPN2sGFDLX2ZOdQ9lY3WAg2PDBh4kpTmONU5EKbtv04u0WbnM2Bxzjga9pmgCO51HtSnJ1V/bNg7KNe03TVjtBaTmLLkFhWAtZW7+IKsEabNVKvOJ72ixzczDneV77UxxW3FKcf83xgtc9Y+aMMi1bqjNsp12RH0+IkJVSeOmeQ1xR1PTg9w7NrKn/0htuMnD82Wu/rLjjHHndChmEWYu2oFOkSOBupXtQk1IhL9ODX53rzjjcxCxnKxEvSAmFHtfrW3AvcfwwGhSEBB2QVsVBJcgJIHhx4b+zq2Pd5fcOcb0ML3jZDb5rGbP12WjV/Z2j2L2WoZJXwukd96uxIo5DE8KV8PjSGJpUqXvudltqZSM2vC9hrxNwEkihO+fzTl/2gKgnMoFycvv2bVEtq+L2iqpYQFUTEDhDwyBucZaenJNll4WM580xksVrDBLgtaD5mpMMOY7/23/1P5BDBmp9dBOQfYi3APaUuu9aPnYzekHZTyQsEQ0jREhBMzep75IcPdwvZeA93OWv86arOX5/5EWR94hT+stQCfcaPMjy7AIgOPv89ZYH60w8QU8Ax0KErJbCJP+jPIsCJvafUnl15QWgv5Amy/KcCjkWdtwyg3dmhUs5UuSHNcX+cNdXZSl1+njTUX8cP9WemuC9PO3J3nTpVLl0rLi5/GLzjhJvxJ4Den7IluYEsGnH2q4Ik8abDrpdc7fLgZLWN6q4xewl6uepGcBTLQe60jDWksMG2lRpx+GIzwUED7T7jVjGy87zL7Y//nsbVefLQIAm+Fuy5IbBq7a2K4tMPyGCocTmJk3TRJ0IEVJgOk2uTvlgsM+PtUOSac9G2jYzN6LY8iR3bJPQad/38Vci4ngerdDnOL5vXJJDyd2Rh3X5MFxrN49b/oUld4NysAQpr6P+IWwIIUulj/MSgHD6VALhlhAZ+Ng9DDERhL1fIEtAhkCCIEDhbtqtClDlGJUkvrxpWjuyFSpHINmBisJ7YiVKVSewAiWA8jXWQzInXtP0L73qbIc/mTmsOM3x+fmZ6IdChKySFQIGqDELHBee29/1StRfnrmXyALZxbHjk06QhXFkAR+KBG4ZvaM6THX+XR9+flYaK9CYiirzd3zXnWpHs+fxIcw9D35+WiqisX//yGRJp03Hf9o2JgaDbB8+vdLAFdgu+Tslf6/sLxvEOlkUVcJ/22hDN8l1OxaYPkGXODHVe3Un9sPLV4FnS4rY874sY2STxwKuru0Sv/RnoZLAjbHocqxmBMGxECFxFQIp+pqcY+PxbYjmzQNpocRJ/oqFTRZJbmWWOyEIAjcSIJaO5iAhEwjB4//1v/7XI8++UZdvRAjyRTc478EOKnuBfF0TvjA1hCzFEAKBBAOIAgkgGWK1FcgQ4feKHOK/+L0iAUVC+L0qQ1mCqhyiw2kxZYlo49TbQfhwj/1tKqGnk3LIQ207JcysYwM3gYT4CFp+Su4jK1BGRg2n5sR7djmvTEotJ5kfryvy4wkRsiKCqPUHoERmdmz21RuNs/PRfOXvWp4Pyzkn1EPGwwmVT9IOLm4YJ9GQHHykqngPt5yyln71k578w9Xktq/tSxV1qOKvul7X9mnmkAkkyVWKHYqCdWJ5EksMvVuVv2/PoA9dWjJ+1XVLZwzSrPpcvKNW0FjlIo5ZW3djg45Tw/Zz0qalblaYQM4sheV4gYHffvW0cf+J0NfX0vRCOKnE6fXPO9hmF9lKQ9FlgQysi2kodtvMpVbpX4K0xugxQTxuN2cWzsrPNG9oLpUig6LGhJUZl9xxHNM08fv5bUPc5KlZmWBk7lSknRCZscItmR3Y8XQPqosvejziWMwWm9h9qdbI0VbU3Uj/NnyFsC/+C5EvSQCiQJZCJk3yRoZAkSMIGAJZhopEkF8YhQYj13Vt28a+NFZYqqrquh755LF7eZ6Hz/FczwsCJMvlchlJYYHxcazdcOEHv0qfO8nqGb4CPhP/Ft+l4Jn4muyRetpvdysp18Hi+zb5VbxsoyHpRpln54xy4tVm637T97bHQ/ACOBYiZIW0OBnQzebVDz/84Hnu3bv3b9w43N3d/+GH7/N/6XjB2+54MYBjmbaULoB8fK/hHBgp4cZfnYCPDmJHul5RnBfPJodl83YjfXryEfzuUr2ajo/YdCVQGhZ7q6L4J1MBxySOg5WgsPF10pPuN2KQRxl0e2A2PMKhm8NUlaGt5BZFzh/bhAiJJPKbtmYzgq0iq6ImQx5etbW9khvLVPz2W7CmwDHr/KdaWYu5e0HbT4gmI4646dIc7jiMlvFEdQlZDc1DrKyRalzIrKq84EScenAczqi5GwypFBn0CMGOCYgs+tVsZchx/G/+zb+Z4Pf1slQPw32cpmme92Db022kgVlzH6cSXSUuDsF6cS7nU+Uu8przKMk4ZU5xqikpRH+hCXnhuhny8WEJhiiwBKNX9EaRQrRXgqGXLoXxv0CW+vgveZ/xgDAr7Lfv1fs+VkytVuv4+NiyLF3X6/X6wcFB0ie3bfvk5KTdbuPzK5XKrVu3qtUqdr+73e7FxYUsy6m/YtUfvsvp6Sk+5+bNm1nAMXsmvia+C74XOYLvjo/cvn0767dcs+JHw2U7Pz+XJCmnbH0rVoG7ipwD7kyTE4+btJJdzk5s3z49O93d3c+wRWDUc8QUIkTI8sx0Uqt59Zf/6T8QRPL07OQP/sE/unXz1vmD9zns+Kw9pNLtOuDU0v34ijVWwqetzkFdy1cmxZEIFjVOJan43VtPUqsAWLx9kpl7ZCglyXu065TVdOXYtOBXFzNITdx0pFvxI4Zk+2DyTffJiOPi8q6r3qvH8Li6FvRmxESMwGojJlzu8iKL4utn6BaHjNOHFZwBxzEWN4BdT64ycZ3QtXonr4yD28tfjfkkOTkYTZpjtRTokpglBw0XqriDMr9013FVIKFB2B0QFSZkaYWd17DTCgfCpTWjk6AIOp55C3Dz5CAGGY2cnVM29Iyad+bUhVjmYhJlDAbBc+RbLKk7tziDisMMRWcrWP9KVmOfm4rlw51SUFZG+wmNstwIEWS359hnXXDh6C7QZljKkcZlGI7uro+FMaf1t8muNu9BJYWcvj4J+wXIlyUk9SkgQoaHkAJCClkg5IjwYRACDBUJ9iN/pSzYF8578GAX2rKsZrNpmma1Wq3VavV6Hf/tdrsEBCGKzLbtdrt9dXWFzy+Xy3t7e/i0s7MzfBrut6VSaXd31zCMTqfjOE7qXcgVKpUKPnN7exvfER8ZeSYuyfHxMT7SarXwkZ2dHXwQ/xaXeeRz4V/hM3Fp8UW2trZSy1ZEOjaaJifeSLsBf9m0YKM07NhRfrywzyZYkMSkIETI0s11+PXixXMax4rffP673/zDP/hDLx7Zanng+3Ys41wRBT+TIZ+FGn/5Luig2qHKu/FeAXKMI8O+txWkPgPWVd839fPebAJmk1nmDBVNww8RcRyPHbBMNbkbSBqzm3jbgO/secGjuoxs/zqV/sQPtbBsM0ti6E7w7Vh+8gTyoqV/vGvGVNCPXy0tcEzHVw5qnGpNLZvTJKy03GoJG2tLj01GjhfYsCpqTciKglCcEqMs9mLF6LrslGWu+VQ8kC48sGwbbKxxfp7hrH1OQlJlyHH8f/u//z8AiHA6GGZiedPTznoyrsc33fC8A8PbKzllJZBGVayhSXc1cBe4Pds+7YKmq4ac/dmWQS7DAM9+zR7nqCrgEucFGHdNpsDmu+sx/vIaC/kk1DeM+Y1oHwjyK5NQX9yv+uAvIH/7Ab8h4QPEf7MxBbDkmYIJq46qqoZh7O3tPXz4EL95/vz51dUVGHC0O5Hg97quHx4e/vSnP63Var/97W+xB47f4F89evQIX+e77767uLjIuo0ky9vb2598+unOzu5vf/Prk5OTrPJgCc/85BN8ccuy3r59S458Gv525/PPPy8CHJNib21t4SfCv/3+++8zy5YrOxX5ttN5ZVbn0euIRNBADDiOUOMhQxMHyggRImR57ED8f7N5xR46Ozs9PT05iye6bDkSGdfjmThwwgFP/ZYc1LiNqqnlyQeOK2pwv2bVSulPYnrwi7OSF8yyij0EFaYeajpoTxHkOxlwTKXjwJ3ysDCNsqReei6aAUFnkjFDV64ZOJ7HfLc2ksOcOLkXh9KNyAmk60qOD9lFDql77nZbaqW+uj2Hw5eXM76YllB48onGDSukrMZa7aLbX4AUcJsQIUI2x2xg1WNSSDx7/iwjZLIm6HMc//bMANnZnI+78nG3HMJPuntYcStKMLLODV26F+6G9F2/c9IOmq7a9krs/nHOPSvSOdgm54u6dqROC53+QzJfiAJPhjHkV44AXx75JTG/o5FfCDYjyy8hAt7d3b1x4wb+qyiKpmkQSgFCnh/0bNeyXUlW9FJZVZVqtXp4eKiVqyaovOtIKPA9Heybkg/kby+1VyelmxW7oViO45AdwWHAMpLR4SOpZZWrtcOjW3v3Pnit3zQvOr7vepZl9zqeG8IAntV1T98ErgL1y7JRuXF0s757UDtuy69OoHJSKpfxfbf3Dr798Z3fNF2rh12gAAVgwPgBJUmRZTlcpvNN0+z1eqQMHPxK1DFBltlvCYAuR4LPwb+l20lqUnAEmz+2NSCrkqxBWYWSTBJhzWTysEKa42Ehz8/PCd8/O45gf2kJAZF5WoiQJZvpktP3F19+Hm0dGErLkkZaHVgPg6DDHkndj1KcVTMHNW4FFVKeZIL7HLlVde7U/axA47dd+WVr9jmgbQ8oDKVHvSS9mRY4nlxjv+tqO+XYymVZsj2kTm/wBGjlB8I12H5L4PgVYVEsfvVRB8aQNx31fiO20arz/Ivtj//ehngWI/cpL6Cowr3nqqSmBjA+XTZtmVaSQI2FrOKMIPqtkLG9hgRcSSPWV46OabVkyHH8z/67/35kbeITLizl0g5dkIbuHxpuVfVGxiCrMry1Jd8CgeN1Tjuo6WjdoL+xnIkdHs+4GdgTq7ebrwgHRT6SntXvZRigwA8Di1Cf5CGkfYhifkPAlwT/AqRE3A4D8gfcOpKmrHDA77y0EuivRYSQBgy5crBTGiAYAOgFeNggH0mOA3um1+rJli/t1Mp37ty9efNWAKTjlv/tVfnled12XdcCbq8LPVlTdzXVkQILQAlfpOOAV1f+07dtv/PuzZu3xy1PLjUuW5Yhe1XYbTY7l5eXphlukwypehTFefPKbLfQ4S4uSMgjEUK6rt1tt07enr74rnd1HgG3sqLpjml5PsJ3CYFc3VB2jvTbj+R370KsVpJhpSHfeuzb5asff+h4tmubgefhFsa/1MpGbftg585D4Lm9737XubJcqLQ6ne9+eNb0Fbt2qDfu4vL4nufYlt26ujx50z09cx2LKBBFUUvlcsmolHXN6bQuLy88z9N1HZfLcRz8XnWDLjJkY1cu12WtEvKMTO4YDtMd4jZqO/ylLNuqGNXkaBpMLULzCxGypPYfEaxAuCNNWxo5GSXNgJIcjLQQsmjO8lHjrJn6vJNO7aXL6L26tVVOL4Pjg68v9J47l3xubUeuqEO0d6uieOfexPnxJgOOqbQcyEWO7xqo3Z1L79IltB7DYb1RgxliCmkkjJOX7cRU79Wd2BUuXwWeLSn60tZk8eoaud1zyutPMwoEXpw6BPC/uwmC416gCehNyCoq/NT9JYJwVkjxySu56kwoj0XnmWvlK+NuWSJnNm0Zv0C479I/MpyGHozcE6op0q0tcAtgt6p73PYvTLmHjABIA/wXZlt+BewVtNS1XDzjRz77OJYyNLdUp1qCA6rfsGKzVPRmx1eGUDoMYd8wFskPgWAYYr4AH4GuHx4J8JsAegh6fsjQ4iJoukUJpgN8vq14tuwFUC+VDo8Ot3d2et1uu2WXNblRK1+2AifwkNPTZH9nd1eFfvfquB9dFwHAnmM67QsNVBSIVFXB6u5Q7XY6nW63GwRBuVyuVCqqquL3+IhnynKYADBArRPnu//t5PnrZtc0TcvpdWSIqhUDXwFIsGujngJlWUptec+222fH7dM3TqcpBw4up1LC50r4B1AGGnBkqxX4QVgeRVEVGf/VFLlS1hsH9z293rW9Vqtpn7wxg5YPFa2+U1MkVYIhSzWUkawoRq28feC9fdF++QI/6c7OjmEYtm17nhfhy/DK9XzF1wwVSbrt4A9jBOsZsIf1TDXhsqlhwHtsCPS6vWqlxvHbDFzycClAhB0LEbJacrcRPL2SwagEaK4/nimQkTEP5TNUsGXQ5dF3PDTc2zUvK4foqSk/vdTmV3VtRzqsxI5UFc+aiG5iStSYiO3DksLSHEvPOyitFaYVXVk94HgTvI4ce3jmNTDlVH9mKftlj7Ep/farp437T5YWjkkdQXHwERW/VPInC8Aohc+fpRNwxdS12KzUtX0P1gAQqLEQIUI2SzGmGhICNZ63DDmO/+m//LeTTWYdR/reDaNoKmpwo+xslcIo15E/v1GTb+DJDvSOW/65KQ0Q5DwDgoOPk1QV8zM9Zzj3F8eLY8MDBGVo7WjuXk2KYGJlU1QDNdcjvoEQ6g3pFSSC+frBAP8FkuMDL8AvyQmgE2IHUr5hygWispbZ2P0HAU3Td3f3yuXy8xcvL1pWvX4DyLppu53A9+2OWtWPDg9wu73sXvi+z1w/DAu+sbv1x3/3iVrd/8u/+QJevLy4uMAn3Lhx4/bt2w8fPtR1/fT09Mcff/zmm280TSOjVfJd1Dptv36NzzyMznzwwYfRmWcvX73yOpeqohBueM+N+fl2t336/Jvmu3fbO3s3Pnj//tHBTqOqK7LnOi0snW6ra/YCpN1/aFSqyDEPt6u/+MUv3n/8xJXLZ1bw9LR92m2fPPvabl02traP3rv/8N6dve2GKku9buftmzfNdscDrqtIUNWruvrTn/70zp07nucRUourq6sXL182e4G+23CAfnze9MyiW6YN2Pv0CI+dQnn2Xrx8tr9/kMypSkSSgECOhQhZHmnUt87jjMZJ2Tc8bGN8daHn8/+2zNFrUflmJVYR+agxN0GocZ1kurFvdRk93HLqenqp/AB8d6ld2fJcq/fclD/Yjh3RJdcKShNcihAoTV+eW7XhxKQpUIWOgzQxEMBmBB0nXb6sINPpq2JKF/JVW9sruWzZgrffguUDjotVBZyMp2KZfasNEdIEqhSU4othlz0kmkXIKk4ByR4u8D4h485iXLcRwPFimkDJquKCpAo0A2bXlX5wS6AVzm1Hhrtd9rQC+wRv1OUbYaoJ86IbnPdgB5XdQJ657bjMFnPyAel6vwSCMujtlP39qhRxNSqr+LAD2ofwTZ/wIXzgEPz1Q6gXhhAwgh6SXB954XvZ9pAPFMqfWyTDeLwO4biT1pSiqmq9Xtf00uXlVbNjPji8oxv6m+Mz5LshibFq3NjfUyTw5rkSxt4OVxHCglaN0nu3DpTK7tO6/Pqd0+l0DMO4ffv2o0ePbt68iYtqWZau6/gWBDUmLMOOk3Km3euWFUmVowhgFPi9Vufk5cXbH23LDiKxzW7z+HXn9Hh3q1HW1JKuaaomwfCKIWlxr2s3LyXNuHH7VkmVz54a5YgZGctp20ZmN/B9p9dpnbyRPfvwg/c/+OCDe/fubtUbuHmvLi87tmc6nn117rQvAtep7G6/9957Dx8+bLVavV7PigRfoVGWbh1WOrDR7lndwsBxXQsKosZYcGFILdHhFv0NYxUHb4QIEbIscvfuvR9fvcAaKP80Qw1+dmB9da51sykd5Iyw3pHbn+mkMBZqnBSLWarbLvkPGraakf217UjfjMLBZyV4kmX3hJVV0JyI5nhkGxWR457CAsdYGqpz6mgzn5o1OVihUbBRPBULy4E2ZZW6Aex6clUddiToWr2TV8bB7eX3LPIlJB3rNLHhJyuqoulq2cBvuItg89WxTM+2fNeBsqyVw50LVqeFTyvXtmRNC21Cs2e2ryQoVbZ3Fb3EHVFLxrhO6Uhrf0FV6nuBZ2EbPqpbCcpKmJ8Dv6B0XUW6WXG4IxeWjPrZO4QIESJkU+wHwKDGXIgY8f1FLc3Lm6Acx3/253/BTd5F6j0VXHZ8+KKtvezoqoQODXunHGjSaPN9pyLtRDZJywzedWDHL3lAWcu2H/1QgVeTzB0j2KtEECCQl6KvROM0Go64b0g+HpsR568fUT3gb10fBEB2A+D50ImCfz0kcanVihiLUf3gj/40bkDxEImCO/jy90TIilwuG5qq9kwT29mNiubLJQVXjB/GqpRK5YPdrTDZoARdz8dqLc1LRHXVeu6Gouv6e++9d+vWrXa7fXp6+urVq+PjY9M0KauM53nuyDPDRnL09nGp+UqxWyDYxR4C/lmvedE9Pza3G6fIufzxqR+mwrNsO0zHB1CgysqNW7cfGIrul3CBHcf1/aBteU9P2y/P21ednm317G57u6x+eP/O++/dC2TtuG1d9pxmq9dy1EsHnp+cn5+d+r5vlMs7u7vVWu3du3evX78+OzvDb968ebO/v//hvQOgVl6+PT+9aBWs89o4pIL4oWh8MRgyH1FGCzGjCBGyFEJU6Pb2zj/+43/y5VdfvHnzKp8MQYboJ3v2D1faqTn2tJi174fVwxOgxqlbrBQJPGiExk9WHrznLfW4u7iV4AST2ISIzEwijrGJ6CPI1ttWCZw6s3/qleM4BiJ6cPYaZtorvGjpH++a7BHrx6+WDTieoOdYnea7735ntpular26c7B9dFeuNTgN6dpm6+R16+y417xUS+W9u+9jk/702deyrNx8/FNja9c2e1dvX77+6teKqr732T+o7R9yR7aOjEkbDo7ljc68Nn3XdFrHfsje5kqyJpfrSqmulOvw+hiu9w2ep8IENZorb2Ek1EKELECVibhRIWP1GSLBQNi5Q2jF2Va1wg7RcdM658zo+Ljjgx87pR87oY9yVLF3S74u+yN1Qb0s1UPqC7tp9s57sO1pNtLXuxlITKSE3Jps7RnBdkWGIcIlzbCZSeRvlJQmBHn9IEqiB6Afor1Rwjd8EMiej1zs1AHJDfA5+C90fAAmSmAYSVC8hPO2oVOh5GkSiQyP4NaCUhgRLCu2G9iuJwFfhr4KPE0BarVWq29VKkbg2vhHQUhVkeK1q1IAo8R3WPCl9vf3q7s33njlS9BrBkrHdh3XJctoRDOyZ9br9Tdv3rx79+78/LzdbjuOk1xwoxrVdx0Vov26sdeo9CyrZ4dtJEmyrpdUVamUy/u7O3v1quRaUojAhheyPf+i51x0cSGcEH12bLWi3dhp7G5vvbrsnbat867d7rq2i9qOf9Vqddvt0GnX9XKppNZ2TenH00jOzs6azeb29nalUtna2rpTc5+jEEDIdxsmkAcP3k+CU2H6QAmIlKpChCwhsmMYxsOH7zebl1hFjB7gIfmD8vRKTX4lJcLBdBnZfsq++KQiGJUNL21OSVyk46rbJf/hlpOVegCr3L/8vmc6/OSoKrBe7ivD3Ur/zZYh2b50aSkWKE1cw1jTckdazoTWxUwijsNacmBDH1bdblV+2grwXCC08/+fvT9rjiTJ0kQxU1XbzfcF+xIBxJ5L5VpZVT2cruruWW73pVAo88I3yqWQwsvfwU3IS/6MeaAIRfhwbw+HM93T1T3dVV2Ve0Zm7EAEEIHVd3fbzdSUam6Aw9zc3OEAHAgAYSeQSIe5LWqqR48e/fTod97l2ch5IAVnv6PmQBsDPkRlDrWao7U5JXOlK9wPDTYNs9MktiFySJybl3nWxh72joBIxzRb+9tabQ8RLCtiXuKoT9hmEWJRXhZEka3q2FDbjZ2NlCxnWZyX+T29Ez5SSgkd07Fcf5PcsUZnkF75rYBHXWfZrx1Hq/OMVcjnU9mcoOSpN28zgomBYfoJOi64VGnOA/1jUEUNSsskCFsi12kgSCohkRNBMWF0OPiTDhwIoWDin2jUZOWI4/gw4hicKBwvtj0GR3qPkC2V3/IHOTKrOCXJlcZIWpKVUNZHkF3dtqsaU7cFh+EZZhRUfbVWqILSssRKQ6ucIlkpyPwzViCV6zEEQM8D9P9dtl9aybBL8usnf3Ncpsv5QI/4wb8OBhPvqyd16SbVdUcEi415SXiN5Iw2JcqiC6ALeNPVO6rKcQ7H2FlF4HKpXGmKgazlqBh7QSzw4K04eOSsU3snCALgBJdXtPQsmBc5VyBN1aduBhBRbzxTgoLcO5N24U6n02w2LcvC2OeccF13BNKdz+c//fTT27dva5pGL/EgSyDnK5QPuwB6w1Qm02nW4fDmRRCI3Q3Ydc2sqoaDu+wZjkPvZlp+lDItGOvzLEOHHs/OW+kZZ3unt4UEdWU6g+4VzCd1cRh2PHqoCFjRB8P96HNLpakuTAwDm5BwHiWSyCUHMR49fvzkyaPxL6BehMzGUB4PUlUIbBQ4jjUp42fDC98kw0eP3yqSlDA0etZxycuKMZcFOVngutCyIkBFOMYALjPkTUPd0qVjTWWsFKW+97JdTyfKRMbfU8u+zmb7a0mClk7kyWqVeKXIvWKpKq5xFOGw5DaTTcU2EYXdVrkb2T51VV/9lH/vl5dwQjG+780JYqY8ywLGU+uSZ5YVVk4LVdXW7aM9H64fcbwDbH317r2lmytz8wsug9LpNHWubi/NeYQxVD9KAAKYkfh7s9n8TMZQ2+EjUzPZx7stS/XZ0uCV0UwPuw52DGzruVLmF7/85crqLUlWDNt7vdd6s998s1d3VOOCW3YpbUaO12wp8WwTuVoSm6hz2BbhBPVLZJinNCzF7mGUGOR5PvhwOuVMZEQtsRfLLwZ2NJ7+0E9TsluWHInF8LgCyDxc4pklxtFtu6KStssbnnClK51WDM/YGdYqKUxaHDe4mNalgVHFYPc02IX4wLGu4dmdlWMZrk/n1J4C8D32nLOED09G2xlEoGA4TKVSEzhEbC0lsrliOV8oWQ5pdQzbwWTI3IaF3WUcluU4DiHk57XD2HRcw7ItQ7dN3Q0ijqkdFGVx+f1UE4v1NsvxHiEO4BwhawLOsizHcYJMdIMDcGBAqTGlT8nlctlsNsBwfdiGAS4SXT8g2XUI0Cys2a7bfxP/DoiWj6fzDfrBsS1d11TD0i2X3ppeZ3Talq5BhDhB8hwTQj9EB3vEcj04d09wAan95x7vMC0M/Z2V4Acl80mdtYfvKohtLI+BX+/Jc4q9MBBM57ruN998+We/+VeD7ojnJUNCIolcLmm2Gt9881VsoLHrgY6N8mI8eUUs5bF5qojY41Dj+EGHWhWZi5YtNdI34Vjw3sJpQNuFPJpKWy/rpOGe+PJIPqX9zumZf+nYMRFvsG6yhFjh4TsvuLo5YdW6WhzH5+qcXEVkYSJzk4lMb/YNbjlj9xWn8cZzLche4ZkIy4upwhRwLVWtAcdIIS/FwxY89Pz9XW2upatGp0mPz8/O3FxeUpRUSzMIdlwMiOcx3e0d3ck6I3KonBLzKVFgUfhIKSXQI/7dHAubhql2et6pagNXFw+IgxHrJ+Ygnp8XxLWYLp9bN3t010HFDvU+Ea/QMw+RA4/ek7g28dyA/O1AdQAEkAWIB91ws8H2D/beEewSbDNeQBwXKBt9c+RfBTnqBrtG2zVa1I9lYSadkjOZDGR5C9sAwovvDkHBJa7PmrUM7EGeCXLIJJLI1ZRkvEvkpAoTt52a9IKLgw/UUxUEf3QeEzhOwsvGlzDH8f8z5GiR2GkSM0bk6bD8HoNNUjG4fd2fhBREd0ZxFNY7ttVkHiwX6En+WjAEzFVJchWaZ3oisLOcjxd3g4zGw4sZoLlwX+eqOrpIgzvO/c+1DLGThxFPPGnAxcQK37sNgIQVddvb2HwjIs8wLTmdm50uZ3KFlmbt11uW7cROa8BhoDHP85Ik0Q8dVeNUzbFtz3XMTpP+YMcOyksdXJbnBUlWMjlWQKqmc5YLplckJqunX3prP5GW6jv0wU+ocoIoYEVRdF2vVqv09be2tlRVpV+ZpukHLNMuKGfpbaeWV5sNXbdcWeB78dHUY2a5g+dCjqk3mkSuWFa3+IS4lqHVdq1OQ0nRWQZR65XDSj5ETApz4o33md2diI2WBfh+Gf9YsSLY8bDt5EfWgMWDqPGBS91qPnr04717D4JNfKH17d4IkRj/RBJ5+9JqNf7xn/4hlgBBc8B6SzAxmzPdlawVSyU8SHlsuicuwziocSRM5q1YEJ4Fd6dAy9BeNtD4zBVzShSOrRunxz44jpvU4O54MLz9vyDDLfNd7w6x4921n1qfc4eaTO1VTbYsHRkX4OHOm7XsjQdXF4JBHC9nC67RaXjENk3WtXjPBocgrIddvd2kP65tCUp6upTPZzN1zXq1sfHj7//B8RjH/ZdKcUqzxzK42HVsrWM2G2plh3qbwTzRcojpSayUQ1IGCWkGIoJtbLadThU7up86GrKQE3wM21IRL4vFZXoy04sItjSs17Gt+fnrfBTb348HEQ+FFCsXkCBDxMalIvfp2ugNsd7wgmu7r0xPhpwEBQWJWep1O+09R6sS19Q1dfPli1ZHb1psx2J0C+uWY5j2BTfrQsqOvMlWCxzOgIM4u8SbSOQKD3bJrCyRcXRm2DDXCzemJwRBeKIo9mLjRkuieydtBfaQFsQLEJXRFXoegdx1k60Z/uJwhnfnUjjFufC4RoxLU36ZCbCJyBg5zp7KQMHfnTrWblOPANWBOxrbsthEU9+6kz3YL2JWqKjbyoqOh2qNVor3FEUpFbLz0yXqjL58vVupt2OA48Pi9PZW0KsAy+3XGwbZaHSwVmsZrZqjq9QzBvDAMiLE8rKSLs2wjF2pN3QMDs+s+6mlgrgJai8zJeneL8W6A+ttH/eFPhFzKpWybbvRaBiGsbGx0Ww2Mcb0c6dLTJzJZtHNe5gAQv1onsfY293bc4W0rvlhHfQegpzKTM0JxGp1NHtnu6UzHcvDnqe1GnqrxjJkanoGW5nXtMBdVo7wtA3S6UG6OOjh8iz4ZNZ7tKO2B4L7Rsh8alRs4dNnj2dm5rpR1cmocHmlWq3s7G63Ws3ekWw2t7S4TH8nlfMuyIu157Go8es2u6Xy3W0JDJ2x/1iFK1krzcfTSoYpj7tRBiew7eNkwxtiQOiwbs4q3gUvYGcl+JF0AuYKBboRl2O1SJ7sqw5KneLp43jhY0rDhOGalwXIMo5N0GTN9SDD9fhDfEaCs55fQs2GbTsZRM7FDTv30XlCk4I3Hb4kOuHSejvPmMsEHB/r7kacXn9zmChxUgryMmY8U1dFvYMIzyHkbxSzba1RtbS2rCiFYimfzQo8r9bU/Vp97/VL6h56tsFCOGbjubZFvVNb12kFUhdXkiTqjlJ/OG0zBvYYFksKT91OtdkgVoeDbjolZNMpluMdTHRNbRuGgLilmTybKlbqnXan7VoqsVRIbFFAKVkSeY5FfqiE6zEY8JhFGAKXgZjAKKEcdrHZxvRaz5QEmJKzosDSa+mEy3YJBhzDI9vxdIuFDo89jr61LAqSwLVtxnFdzbAMy8EXvnetMLDtRvXknvlPPNxEEknk3ZEeAhM174fRxwHcceUIbK+EHHEc/5v/3f+NVm8AhRFyFHQ8Gl8bbLbwV5G2HLwwcnLbZtt1FgBR4fCs4mR5DMG4w3NBQTxqqTbsONBiZMKAtw4hA8aTgFHg3XIGdZHusfBf6jy1LbRn8G0rUffjNfB0ZzJxSyAnIhPsZfCMdidepP85FgGQnZqaWl5cmJ8tqxZpa0a10bH6ozMOl8iObsKybCqVcsXsm90K82arppodwzYdFzs27aYsQj6vS3f7HScp2fmbQGu83tknm697Z3rhM4NSyRnAi/4OO4iE/HR+6Y5mfN/pdNrtdrPZrNVqqqrath9AQQt87+7dhYX5tIyrTGo9X9CatR9++CFbaZrpOU/KIo7j5VRh6TZrddqm3Wpv7Nda9XZH1Q3XxXQuMT1dXl295Rhqbfu1F2cYAES0ZmKr9MEselFRq05qUprz3fdf//pP/5wJBTh3Gz1o4mR71FsWXde++fararUSOU6PbG6++hd/8qcJdnztxXGc1683Iwc1G6y1eMNFgQELPD8Lg8d1cT7lzKfiQ718ymPOe1yL2TkOh3f2MRkqetvfAtuBAJlS8FzK6RLTn9cw7a/e+YgvifV7x2euIAOvrwjo00Vmp9ne1JSTkiYHu/9O4eUPEtdWdTZS+Slk1b0J0xzHMlwP99n6ZiDUbVvO2JFG8fX2MGlww2SZycHK72a48YiXnci7T2raSBtdc1EqRBcAHFPffyNPLVwJD3nYNA3xgpgrAteoN1uEk7jMtMILuuM5ltmu7mJDnZlfXLqxlEqnsed1TIv6mdgjudQRo/HWOLVnUqdwj8XuwsLC3Nwc/S3LsqabW3vV9bV13WFyM3nDtNcrLdfVi+Vp6jm/f29VkYRKpfL69caLp04un/+zX7wHpfxvv3zcalRctQKJk8rk5mZn7t26MTtVlEXe89x2u9NotmuNVl11mjZLRxPqPvchC67lqlXoWUomOz83e//O6ux0SRJ409R3trebbZU66R3TbaSkTjNrNt7MzM58+umnizdW6h3r5Xb9u6evt/bqpuXf9cKamEckQjf0puH6pjtxYxNJJJF3RsIsxj2vchA4DngUAmzzWAyTSfhSTt4K7GHFeV3mBDIkVXh8dTNDYpCPxfgHOdHDX6k2fG778xOF86YlJy9hdBwOLHKQ/pS6nz2itQ3SNJiOgyxGumAQmRZVYvSChMspiOBYeDF9ZUxg04I7Km9geNJedAonMraBRm8BuNJTmljq/bOaDJ/zF7G8xKaLQipPPwUHACtgV2IluTw9Nz0zI0lS29B0wzEcwkpZeiZkedK7NlPK5/I8zx8oD0KSknZnVxyEAfYyspCWBA/xtp03itn5+VlJPoAJOF5MF2ewKNhqDbg49syAXEJKZ0vzNwqlDC/JLC9kVz7QpCKubxKtkclkOI7TdR1jTMswMzOzsrJSKBT8GMD2fiadYgUJ8hICIC/zRBZMDzCiRJ8LLAXbbYK9tCwg4ipUxyFLHzQzN7+wuEBfd2ppJSUKvCgdVBWEiOPkdKY4t1Qo0UrIMCw/WKO3ykhsqG+M1DgKVjW5DH3jw87dtiCPvHA2pFar+eTJo/v33gs199A2PwgtZACTrNdMootFQjXD9a4b2tMnjzc2X43AE//wx9/95td/0d0XP0Z7hOC7JLnBpdWNnmIES9T08+aADrxus9t+CoS+MaenS/Srps2uZgwxLrmuzHo/Kxvf70QVJid6TQsNwkk3s/aUPC6vcYAdpwVvIe1mhgQ+jym6A1zPL6SFgdUd7l2P6C46tGORopI7eSsvYhC3UWMc5oogBd+gzOa4Usp6WvFUcrK1ulMEHcd2yY4DPcKEQxZzgtdwwZgadT55HY737ro1QMRuHWT4GFiZtumrJjcIJSdTlLciaHKktBtt/r1iH52Ktbv2doHjs6DGgbCcIOXKRK3t7Vcc7E2lCikemY5rm7pa22c9e2bl5szCIuAE3XY10+5m6iBhRuOxehb1AFlOVhTqZM7NzVEnk2VZJ7CDni1x3MJ0zjDMracWg/DywvztO3dnF+bpTLSpGhAJLMdlUvLNhSlGyMoC57k2NtoIYokvphXJDzjmeQghxj6tBfAcllgpHoiptOrAaqOjB8wSAabgWthsSxJanJ9ZWb21uHwjl8vR4267yYod1rA8rKcEKCgziiTumjVJlKZnpqenZ3SnwjDNt9LKc0p0ubRusoE5CWo36eaJXEUZkaM+GS4TGeb7RXZ7R3jkwujiiQhXk/DkMeWI4/gv/jf/Fz8kEQYo/ln9lUlFiWoOXHcE0AEc9GZlOy9hHh5/Z/oSOZn++LfvA5GJ6AEYC3aMU57RZLuAuCloFGWvpKDu/q2x3CnbAw0D7RqC5Z6m/U5tVU904TWw3T2LcMZA4/4LIeIEgSsKuVx2domTUq4f3EUI5BihwOcKpdnlbGHKdDzfcXUw5NPpaSkzvcCKCvYAvVZMF0rTuZs3ZxRFOZqTl+emFlczAsoJYDotpASOOt22i1XdSMtSvlg2u/Gy1AuXUmkoS0J5atiZBoG8KBfnlqhnvFBIpfMlgBAvSkJuSsgVUoydZ3SF8zktYFeoK0/9b03TdnZ29vf2ONdYKJU//PyX06UCEpW2w7yq63WNYWQZUEedyaU5pighmQOQvjTyuS0QL9AHtBRz9eNfKQKn5IoHXRIhQZILs35J5vMpehzxEpufZTaj8YYLeSTx6ovm8buwGyZ6jMUZ2d/nXjHYtgXTPH5QtMLnPH32eHZ2LpfNEyYcaEwG1eNAAbp7LXqqcm30/wJgwb49vKG0iuFhXte1J08ejYCMj8A1Xf/m26+++OIXTIDmM2DYks/BcdL3oFM02eD9E//1LPoQgokPxOtKj1CSnrS2/jx8oeky25oQ67n1WkR34KO6vJS2SlLMkMlC5tN5Egv2ReRY1Djc4vS2Sxm7JHtw7BAvlwAbA90B1Ew5XXikY6OQsg0FLiOvT+vvWUPgEaGWLRYuDzNXMH4iKRAuu8iY9IRhheRY8P4sqnY6rzq0NsdlxDojzXF4CDZdKIdCOPMKeqUf392GDeXxJ2M6IkjjOsR01DlDmEFwrcziByX8vMHXDDTCe/ToIA6Y0e5oIhPx/iZ1I41OIlwghLqhZ2rnYT+PhVEiMVZneRz12ZTClOqYr1++0rXO3I1b1KOrYcfSVK1RTQtoqpgvl6dMDzb0LkuDi8nJiRoEJZ2dv5lvg2KxSN9lfX29Xq/v7FW29xt6u7GwMD9XyjiO9AMPqBN5/86N+cW5Wkvf3q2+WH+9v7NnqcZs4L+RbtI+x8aOAVgsAtPuVJ/+1HjU5VsLskMDhvA8V56eW10t24zw/dPNADgmXWpk7NrYtTJK4Wfv3V28sWrY3ovNva29er3RNLQONlvQbuYy6cXVeV1C1Q1g+vfElUbn9z+8ePRiq9nRzLNRVYQD5cK+04idu+X+oUqzsAky/RqemI5ErrzTGAEHE687kWPnF0xoS3HvzyDWODwPZUIsFrGmmEmijk4yWWYPa+oAPLmEFUeLROdgGx1ho8PwiJmRrbzoiSwZp6hhEJlhjKbuNXRPdTk/ErkfRD7d0j3LOGnWLEqkoATJ7saKbrBcWLfRrsY5OBnv34LdCYdDDpqMMcOxu8YKQZZnBc4i4qudhuN6mm4xABFWshmxaRCupqm6ubXf0AybIA4KskmEjd2m62LDcllBXihSH5ev1WrUGaZer3/H0nI6X+RZJMi8kpPTkj9Lp7465/ibt5suUKkn62I/mpgXWCiOPJPqF5TSWS6Xl1JC04We7bgMRLxE58esxClZKQNd1uogz4dfXdelznej0Qj4K1iWlVgA9QZDcpDjIcaBgUYsCwFHXx2JnJiV0hLPoyC4nrGxp9uuDRm5PCewqOkA/61oaYGfeoS+KZfL0ZK0XOTZFjN7RzSB8eSfI/VdVOi55vOGcCyWoTtwvSX0GD9Uh91R3dlUn5P97Xdf/+bXfxFuSAYc77gkWOFERndwyJvvOPaLF89frD2LJbSNlZ2d7RcvXty6dTtpiyuqAj3IJtS5yCFzAqlUK7quhy/Y07keZ+aIbfsuYWivb1jsataCp4L5xkeNi5K7mMEi8sa8s+mCLZVrWzCOHoGMDw9G3p76P9/tizOKs5SJzwDRY65oYqX7jIM7LGbdY9ewS2k2I9mbDXNMmiA6LkxKRRpmH3DMs0BkzHD09NmXbZazHgM0DsFx6h1ObnPaSs4JA8eDEoGe9vf3E7zgnMzQBEV1kMAeLVkhs20ahihJF1lpsfDxqQWxnJjKmO2U6XjU/QOuxbqmq3dcy1/DkSWxXMhlMumGgZt6lwyNzsZPjMV3Nw/7CfLsgBit1RVNM3TDMv0MyySXllyX5RDgWXZ+upTPZZ9tVtZe77/ea3SaKjJtjL3DOb5HPJdgV5K5pdlyvljqqHpH89mTQTdNCJV0SpmZLi/PlWl7PX21G6o5ei1mPFcWuKX56XKp+PDZ65dv9jd2as1Wm7gWdNqc1VAEtpRTLInlWEh9dVp2Ws43u/XXu7ULmJhE2jrDE9Bf4RV1KMaReEqJXC0EKjbMMxy1k6ynJjLa0EWQnN6qA8Y4SJSXVNdk5Yjj+M//u//TYTe+1IEPNmY2O8Jmh1mW2zNZ9qTDZE6G9Kc7hdObOm4aIDYSmRngaI5oKkusDGuXUyQroTHBYn9WiWHVYHc0fjQrdDL2X+R0JZZ+cfxbUXfWsJyNnapqmNQp3a+3g+P1lvblwzWB51yMDdNua0Zw5uZOTdMt6gJXGx2WwRIwKxUvSDNNPWlbzGVK09TaWS6uaZbu4CAPJC2R6/n7YOkE2PWZ5g7Qt3HOpM9ysEfPsVzf86ZHqPfsYNDUHeqNU88YQcFrd6w3z4hjBPg1nT/QD/40SVWfPXu2sbHBsAKYv2sLedw1ER7j37NlOPSeHDLg4d5z+gD6EOpp29jrAFf3NzWSXmmPSuL4cw96nC8v0QuNJ/8cCQvKSvBDzn64jx3meErNMPS/pfJ50RgkrHjw4AOmuwIZlwH0mJEpcVyOrahYzvrgt+s6x0LGmk01GSJAFL5PDX788YdyuZzN5GObI3hol1npAB6ITQF0AptAYghhE2t8cn0I6vMQ/SRMsKvpsJ8eNNyrV68iF1YNbhw3MWispoVaFsyLx7NG8KhvaXBMXmPGR43x7bwz/osH8O6Y5io2ELKbXoKJfNVzi3c1jv6Mw1xhAb8YdHApKmPtfKLX3iqjsqGtNVmbHGNyzwgch5vydYebT/dFjmd5OiqJEdsy5p01B2QGyi7xPffsQjsytWYzikPba9iLYA8wqK9I+/v7xWIxMSCXWSoWV+zf66DWK+L80gVPlSfpDHcJzQQ5pRRKEudTAFvtutWsENvI5AvlmVIpn5V47k3LahoO9d9OV3K93aiuP67VNrT6fqFQyGazc3NzU7MLmd3G6/UnPM9xLGKIR2ejCKGULNB5KfWQd6tN03Z9n9bFruv6CaIPSdtpZ6L3+fSzT1dXb7dUwzAteg72/Gho+hVCUJaVXL7wptKmn+OMGH2KCCF4s19/tV0xqFfsEcd2CHVOTdPDOKNIrsByLHt+7XhsLvoAVltKm5HTarZEJ52DU5XEV0nkakF+b8XiJXKdJp6xxtNfpsQ4SN3EcRwdUxJdmiyA1uM4Zg4T3V0ZnCSsCtRbMDGSWAzGnh7kZHRIZ6Ef0lkck1hPAHaGtUoKkxbHDS6mZTQwqhjsnoYOox+OySWYyNUyXtRhbXV0+hM+blj21n6UmKx3ZtDcixnq6mKtKweTydnbsiz7jrKPwGLDwcdq1zhnYkIMGxu2FzasLvaOjgAFLnxibz+3Nh4y3tGtqOWt1Q6DLDZfwtyMfO8XPkcz8e9J3XTTHfVcvT8ZYHBVtyRHV3GlRfh5Qfv6P4afG2AZH0zhJxVdJ/L45swjfgxyhLDiydNHc3MLuVy+W+1j9b6+vYTJRsCTmOIw/9Ta2vPHT34aARm3TPhGZVWHDaC02zmrIPWpwR/+8Psu2XGIEbsL7/bt8WQmtG8XJEkTJ+xeRHpTTz2oSmxuboRPrhosPoHvQZbT1jiocUTGR42ZbtDoiFtpFtYtr5w5Art5NL72kBMeP5IxmSu2dWlhINy4bkCZIwLyYiuaXvuJ5G3U1V1jFFNQl6rCOVG1S8A3yCJyESAiS0cBn6E+WBTE/ewQeRns2acF9Qy2LHssnGQf7kzdh4KSlX3749T90EViGwz9of6f0Rx97XLWD1cf9u1gdHOr1UqA48lboYnadMuJdhxLa72VWdOkZsLdTWSIF2U5V0Ke2W53oKqqtTp0zPL09PTcnCgrtMPqDnUX8SkoGroEEdhSO2plG+kdVC6mUql8Pi9JkoNBrWND5Ic8BHN7luV8PNTzbMdWNUPVTezYfnyxh7uRzgFe6vMl+1RvkpzL5tLZXMdBHuYgvZR6tY5FsB8XrRm2Qzq1hmofeaGH17I8/T92HV3Xmy211da7TEr0gME4Fguoh8tLokDdFoTOPyL+OM2RuD6wvmVgDDiQwGqJXF+/MZIiJZFERg9/g/vIe8BxQMKZ1NgE5Yjj+M//u/9zryG6IPJltCMjpliOB36s+pvWOUDKipMTsMx6DPHG25/Yo7MIJ9aDFpE8n77VE4Gd4+2S4qcjHxcvZoDmworBV3V0In7uRN6uz31hDUE1M+Dn7QlGvDK9eP48OwEjTbB7kByl14CAm73NTd9w3jy13jyOtxfN3c4f/yfh5s/E2dUJFggJivLpvzUe/r1nquHjPAs+nGUe7ajtsdM30drr2Gi7g+bSfTP2r7/545/95l/3jMZRDffnVYv36RPv5eTdavP1xpMnj3R9KAWk4TJv2mzV8Le80OlcN0AVrLd4mesLGD8gO/75r/rTpfXCjibMRp24qucxdh+tSB/SUG9svIqcWTHY8Y3wctqaksdNCyCgg3jn0ahx5KH05GF0txtVa6dDDE8oKbCc6ftqMe28UflTDyhjMjOMyVzB9+etwl265IMKzDjTSvy1ywVUtsxntaEJ97rJ8fpGLtTFaiPosMQzLAT9DMtHn5cZ76ttFwOuZYKCdPS+9HzQwISBY3iAUdEd+LAi3CvaEutNTIE9TMdludxNgFaOSYPm6G1H87cZOfVd0t6D1pHFA0P4tYfJ3t7eyspKYjQmbYImebdBChqoNy3TPG+2isnSU8RMgnhezJU8tbG1u++ZWrOj8XJqfunW3NIShnzbdCwXY3Kah1M307Ut2zQcU8+llI8//vjmzZt0Vt/pdLZ2KgErWiGbol6AT2UmSK7jdFQVYc5xXIZgBpuMazIe7oXpQsSyvMhIKQ+gSrWqu/C753t7DY0B0HMMR6t7tg6Ix0uKnJ+1PLbR1npmxL+WEzxR9gis1erI8CyfKKPrTHgOY2uI2HIqJafziOUc25r4QvKgr9JbdRis3AxPVnNGROG2WiDxUhK56tOEns5H0polup3IiQbEYcyiruvatk0/0GFlxE0SXuPTVT4bznV+aQOuYnKaDbxL8BY2YbY6HP3xgSfIBCCyhLwx2evCIDLDGIbtcQiwaNxkdx4BqgN3da5lJUscl07XL1Weq7LsRnTSzszmU6kLKR4JSzC56rI4eACw7NJ7aOqG+fyPXqcWN5F27bWv7b2XqXu/hKIyqQIhQUl99pfqV/8hgh1TeTCL3jTUE1mLLZUrSDhCWPHo8cP7996L0OEfWo4Q78GAi5/IiQbyzc1XT54+HgEZmy7zus1WdNTNYdCXIBcT+KwhfFjuCxj3yY7Xnt9avR2y9f4/4G8NIUkajcuqD0eQzZGTdxBxzKytvehXCRDkjhunHW9k4lHjvQ6ZTsf0WWoHbmb90IPxY415RKYGTtYt71XdrVs8J+SAyFAfQSeM7Wo8e4RyFiX8Rj3GdRmJcJGe4Qkt5MdffixzReTI6/aRD7PR5ujPYtqZS7mDdk4W4EdzZLfV2VDlcOgxfVBWIDLLSKiPVEThyC/mjJ4PNaaGlARzz+aqJluQ+mKMU9Boe8qxHmCsWBg8qfEfT5sTG5hsDaDpESdwcob+dEf0Bb3yxn36u1M/q1KpJHbjPOYOk70htVRp/sg4QNfqqOrbojmemJ6zvJjOW67d2N1zOnXP83LZ7Nx0uVQqWwR2DMdyMPZOmxKumxhDkBRRBBzH0Zu32+1arbZfqdQbTcuyAvZigDgkpnW7tbNXQbxm6w2EdcfRAbapn8Ai1B06AOzm90BixmX4Sr1Z71gbG1tb+20XY9c2XL1JrXc2k04zHJT9YOOjuuqOPf61QtoFfLXRRJrtGm3oqi4VSyeuIYrs1NRMsTztMdCwbOx5F6yuQWnpK9zK22kuZsDSiJyEMiRyPczyOFlwE98+kdFK0gtPCR+no0yw1TWSIi9Rs7PLEcfxb/7X/8ejWfmlHJcG024ee4ntMdsqv92dyJ0iEpnpI8gbJZiAtgV3dV510ElfJNHXq+ttn0Wm+8ON6fxcmrt9MRDYIXDaA45Bb93lQDc5UXjwp9aP/8XTmvG3UOvqN/8/NLOqrPxsggVLffaXxvOvnL31yPGFPIptzUEi8gB/8Qhcawrvlfrwx6dPH9NZx717DwZVImZd6jCUdXBASmQYplOtVp4+e0x/DzvT9Xz0alfju7tjDwZ9pj8VmOGyr1r4RrYPGfzxx+/L5alcNhduaB81ZgATWjc+bw8g8TDGq6WehelLVXHo5fkAWSQt3n4cu3FsbQ9DjR/tehrIVGx8r2CyA4vEsZAx048ah43Aas6O+Aev68625eODXD+L7r7qLeSOnIQxc/aONs+9amQGsuQNnvyswfOIGcZcEXZR9nS+2zShbQFtbk9n7xZshYvBR2aybEGxXtSYNvYX0vMipmf2GufsepIWmF2L1A1Ecn1hoRnBaxvHjOMj/DcLg4dV4UExGjCuW1gfg2AjK0IuhLlD12LGTq4ilxeam7ljKSyGSbVaTazHObk7ExSqYOnwJAr7OSGueqxckCIPG2rLdl3bSclSLpuezmczKXlfdRqabR+yG580Mx6AkOOFVK5QnF9i1b2nT5+ura01m02TikMaLQt7BEFI6OweISDmtLr+fO0VCxmzXmetFuNogLg8z/KCQOeqB1vkIE+EnAXYWlPlYAcYVc6sGx3Vsh3aCKmp6Xv378/NLyqpdL1jGpajGSFXEPKMWKDXVusdDrYYY5816oafss+lRU2nCyurq/MLizYGjbZmO1gSJ6uMJHYm2DsOAVjOWGXZjVWmNw3XX8lLPJBErsUcfJjNTBLMJDKOLsUmvguzVYw/f0807UQTYbZ/9DogO75U2PE4RiSYo8YmpQ0+2CQeRD4LA5rrgZaNdlTewDDWLI5jOhO5nChYWKZkdy6NucmRJ4IBikNHLhRz+fPUDXCUrupwMtV9XPAJkAPsuHc2YW//3P7uPw/dheC5ePtpu74t3fk5l5kYM6N0+zPA8dbrJ+OY8d5sbTA5m+qgbRXNpfoAoydPH+3sbn/y8WfZbC4SYhzGiMNfJVjheJBHhdbtaMh4u8PuaqzHRKOMA5DxsBH8o3u6kBVIhMH2D3/43Z//2b8KOBCZgZ2eSQNdHgsadKAgOi3cvw5XCWJ4KkakxQvLaNSY8Vcd0Dd78mpWL0rH60NsrDHT3SCcFfqAVNv19kwp1idqmCjCX7CYdl53uFNU3CBFWESpA3sUqLrMedR7od2Efm5b4HFNKEiYPhoOMZuv22hwkYw+zsbgYUUYxnrBs+DBNFPT1JctMcOfV/CdhUEY9S7IcMs4GnVOAcmlORxBjWkL/lSXvTGioVeQXWZD8aTYOtFrS6ufGD/9PST4FPXQbDYT83EOfs/EgeM+LeKsjorxBbBVnOsMohvFK3ByissWJYGfLWYX5ufzuQxgWc022qbt4m7mOpaV09nS/I1CKcNLMoAAcZw0+kiXIEJMZTJTCyw0g/m8z0rBcWkkMJJna1K+NMPxgsMAxPIuw9baZlpip4rZXFpqtTXTNBhspVIphJAbvDtEgJcdCBsaTglMIZeRRVbXUg72ECuUpmZWVlZy+aLtYNIyoh4sYqGQosaurjkpHhSyaZlndT1FXRTES+XpmTmf1jlVaeq7dYPwaTGdQxx/IQ1KpmVnIe0O47ehRqxiiaPnuYkkcvnxvhHZLxJnPpExDWZsCGYYSg5vqj4CQRI5s/RxHF9+Ls8+DRj+bexCLtMPIm91uO0uF6EPIstOTjwBiOx4oGGxu7pguYkKXX8py97oLEkTEW7uth9P8RaGzDCG1wPwutGCnMwuve9uPhx1tdkxfvhba2pFWfkQsJNxr6WbP2PTBe3R78Y08nGDgX+MdvCC2EeYy3Q5K/7ut39z/9574dDjWD8mGWbGEV3Xvvn2qzEhY38OCUbVaw+rX2sK75f0frJj7auvv/zFF7+KNfJnx/eHJUhM5LSD9REMGupfjOPYg2nxXO/45jgWNe5duNaSW3pnpRgfjBA0awQ1Drf1Ss6KXLXZ8DCIx4J1Ig+yVZwOOGZGBkfSJ8iclxW8NIcVnoTBhbIfEOxYGNZNLsO7gzn6aPXuatwIrQ5YL+4XrQhifvBGCkoLdtA3J6ghxRR60fGbo2UhkT1qWVmAHLBtwo85+RyU5WwUt31ZJ954HBq2DwseXc46+om8PCFXgh//K33jEdHbx548GJv85s2b+fn5xHpM1BJN+H6dgW2Fk2WreIvjjqBkijcf5AVwZyY3W8wq6UzbJqaD6Q+mPQ5CQZKLc0vZbHahkErnSwCxwZFcLjfsyEE/EiShMJ2H2tJUvlQqKYrCsqyDyXbd3KvUchkllcm1OyoHMEtNm5DLzkzduzkr86jqS6Veq+QLBZbjHRxABhCxPAaoaXNSOr16s1TMKTyLEPJ5LCDiACvUWsazjd03u/W2ZvYPAfR73oP0Wl7OZG6t3CnmZA5BP0cfQARS68lWW/qLN5U9OjJlF7Oz05yYwpNrkwi7a8D8n2LxzZwloqGrVDUVb6qCC0TmJPRHiSRy+VGdSJhOIomcALwIpVEJHwxHJ/W+TUi0J9Vn2UOc/qCer06tjrXl4Vj/zAeRVW5b82cpPGRKsh0bidxlT0Z1i91V6SwXHm3qHzIvTeQq2qBY4oKVnH3ej3aEdHF64fw7e5jAdyBIP6y2pMsfyxA0vYKrr4neHH1rb3+93diWbn3OF2cnMhLw5SX4kaQ+/C3j4XF6cSx23CXMFT8sx/BdPn7y0/bOVi/0OHz5YcLAIG01YRIAcYjouvbk6ePNzVcjzqno6HWbsz0/991hZrRhSBkII1MeAwbbbmdn68WLZ7du3Rk0s5Nto2ar+eTJI3rXe3cfZLv8GImctB+HpwSh9iKvRqbFi4zmvWYdgRqrTJTYmF5eczPmbvvBDIw1F1st0mXRHYzABTOyHeF80CzccEeRuQ+yVUyqEmXOU1gvIxCF82TumMhXAXmCFH/OWg30+IhGVPLjmpDhyZ2iNcj1MciYPGo4IH7/dbEfSow9pm37lbOn89OyHaGgOWgOlZ1W+o4ryHGwcLpOfSdvRZy3loGbeNz0qlo/SQnwThw7zMmZ7P1fjDPStf7r/ytysNVqJcDxpP26Cd/QGmARkNpb2Kg1G5u+Sst5hCDHHqzTgHSR7cqVqCvEC4owpcg8n095At+ymbpu6Q52vR5cCzkq2ZyUEpou9GzbZaCUznK5/PAjluViyHKE5TlB5HleEARFUehtdAtDHkHR1THc2G21Ww3D0BnP9TzsOK5l2SxA2MMsx6WzhVSm4BFgOS72vO6QgjwGqhbTsaHJiB6XRhLPdevZdly1Y+5Umm/26vt1n/t4wMNEmEH02rYFLEbw2DQU6bWI2hvTshttbWu/sb3fanVsjlMsRtzYbdLH9vFdnMG/jZoL4K3mrfRw804HoI0G0ECWATFOb+KdJnLlJtrDJnEJfpLIqbUo8i3sSiRyNKxjCYh8ajniOP7X/9v/6yBOf4X0JjayeJzLg5O9ri9i4f5IZMXJ8w6EoGqwOxofOn9UWGJCYXzJdSZ250Is9RI9+KBogfPPGIkzM7QbeheViKOLGvd3dDI4ywqQUwbOrOD1b46/p2Oaj/+rmZlKP/jV+KHHg6amd4TNltOf/6X69X8kbly49yjcMLiDv7RjuPBhVVzJWApPBqbofujxvbsPgtDj0J76HnkCSIaWWBkHMt7X0JsO5xDY3QV71C69QNSBHteviD7tAHzVYiNI08Mfvy91yY5js5OP41Icq5CPn/z0+PFPwZ/VauXXf/rnsqwkanAqIzPYa8n6enxavLgufjxqrIEMiLfepJShVig+WnQ+C9KS9agqDHoOC5koULjRBKODVU/EVjHaPTgIK+ZxmvciYcWnlo7hNZxU2DCOOLltg692xGEJ92LNsO5Cyz1Ah3txzWPidyzjugzreNCjA03ohJJMmp3TLMPziBQG0POXDTR+qDQeOBUZLYaZPo8+wman3NZ++EiSH2/yhmjSN7TwQCJKrRJ+HNW/YRCjK2QgguCwUK6U5bijLgPTxR7i7M9B8tMRxPkAYTmHJObhzq5Z7quatoV8onHb9eif4W5I387BXk2zLNdPOtQxHfq/Y4/4PQt7hmlubanVapW+NfV4OxbzrIZMyyfYebK+7VhardrEtuF09nb0/e0X37vYdWxHyWQXllY4JW86RNUt95BtGXvEsp29Wks37cfrHEsrFsBgNuf6z7LbmuF2aS5jurnn0efuVluaYYmCH3BMJ3q0Wulx28GGZau66TiYXr65U9N0P31fpd4+ez0PUvYPozMOKv91k9QdhYHssDskWFsiV2sOPqiutMMGBHbBLDjR50ROihsM6kygThEulMRmTqr+DziOA/gYjp0G5Cr6g6MnQpH9zgGdxRbDRaG141yByIOSZeFLa2uOHdWKkpcRzh3MJQDx0zcvVkP6Ngb1EuT1+lQ33vgw6nb/VfTq2TugtknsuMz17f3OH/8ndvkDef72WRooaAgkKNlf/bv2H//aMzuRkwfpOIckygOGi36sSXOKvZiJQZEOWI8/+TyXBJaOIY5jr62/WFt7HuSrjZWWCV80/CjjwBUMd7vDdgHjTK7oxftGPNnxn/3mL3i+D/WbSPfxaTe++apS3Q+9r0Pf94P3f5Y0/UmtGtO/h4MKnRJUqmOlxQu35pgMFRFZTsdf1ZMM730xZz6vs3WT7RX1ZjaaUa2m4o53TLDqMLaKYWSUIVJvX/ywYo5QPZdZPLi+NQFbj5CAvAgxKzMy4OJZQ+AReb9kDbJehOVNh3vTGTeUkj5Od9gIlM8ybsABYrowHFJdTKE1FYzu3bEHHxSjkN2bpmv1JTM7RtrWgA/snRclGUrlIsDx/v5+MquZtK8z+Xt2bJTmT0NjzVp94COnN/oUbfd5WH0jquzJuR7iTHiRzU6JU8usIJ65fqKBL45HGro9rKPRvzAhho3pT+/gOEf88dR1O1aHSq+vvaqFko1iGzhE4URFFqnlMXTDI0SU2EwmWyxNiXK60tL3ax3TtHsFc7EPJdOfE49P/rVY1emPOeI07DGtjk5/Jjw6ElIQ3ZWcM2Jp8E3D3bcU3zzCY4xeIolc0cl4mGcgHMoUDgtNqiuREVo0Iv1dLxpv2DnD9ysnMkqOOI7/8r//HyKcIJfT0BwdYcAprhr2agFifqJQ5RHnD8a+jXNVIueLZAwxHMOUBAKwOkB2mYEefzYjYxOm7fVNTc30jHShCzbgMF2Mb1eJx3j9QEZfz+rUPLXe5/oL6ezy++zqR8azPzr7GzELKp7rvvy2vb8h3/2CldOn6+DhjGeZn/9V8x//35HZu+ud7LbbGt+w0GrWUgaCof3Q47/7z2HW42QgGZTxIGOw2WbppLq72BuLGh+TdnUwmmatyb9fMiJkx19/89UvvvhVmJt7tM0fR7Z3tr755ssRb5fIGQztgbx+vRE50k2LB3pAMzMJ1Phu3szwx4N9gCF3Ck7bxkHoscAyU0oUDHrdHitYdZCtohtwHbMLyh9ZGKLwPltxVqAfCHsG25/NZB3XiWDxEUnx5IOytaVyOyob7DXp9ZkRTWVj8M2euJh25lLuYJeyXOZpQ9CdkxW9bQ+tyn0d3sj22XSJ0XRGPtH9ZxQnwhNiu96OoZxcg/vQRjiwbDkpQdkpZutZ+EgQcZxgx5O1SBO/o4VPshYxIYEhxjCgM15zR9/4nsg5mJ8Tpxc5OXum+dSoxOMXpIoAcQxIS1l5/sb0/FQuq4gCT48wLMsLktIxnPU3lc2dWkczr7pGFkT3dn4oA15VxVsdzgJZJuQtjWiFCNtSYjoSucwSdvOCiZ53QD7jh4jiQ2KZSPbyRBIJW8IRQ1iY8nhM/UniO0/aBOzlB91jd3dGciWTM2AHJ4pgD9uyY8+PNXzJ0H5pcY7w53sFMxLWmgH4f7WcH1+3Ytv476tmu9PnMtpKWbnwtHiHagkZSADjMV5QYMIcZcjzxd15ErnQyS8H2yelOz8Xlt7TH/6dZ8XBFlpd++4/sTO3lJWfnbSDhL/yUyetfT8Y87Wjc8c2aGTZxnDRw6o0n3JiQ48PWI8/+TybySbdMyJr6y+ePPnpWMi4bcFubprT0B0Nq3OPwKd14WdTfUs4PbLjw47WlxXhpM3nOPbDH38YxryxunI7UYDTuXYHJvBwsYDqz+vXm30zZD8tHhg2ao+JGkea+0HRTHExwYBbTTyfi+HECEKPXzS4qYEtw+MHqw6yVSykfLaK3uxI4T2Z9cOKFc47S1gxx3KZbK5UKpdL5Ww2x3E8rTZd1yqV/Uq1Uq1WfJLQAWEhWc7YGR6vNflDKoaxugl9hT2dvVeww+HAdQM+awgTUZQU51iun1JsV+OWM05YB9Ic1k+YXGBKHiCpGDsnXp/NYQAKj97OmYCqYRbJ31Kj5CIHra4IgpAYkUkJPIepzZbKl6RLkRob6E2iN42tRxorgOwMl5+WZ26caD517EbMC/RIAYMED0kulDFKASnFijxgfFypY+L9emdzt75TaRqWfaUVklbpsGzbAZ2xymTCdMYncmkS3zWRK9cdAgmi92JDiJJaSmS0/kTGssQMnq9P1eM4/m/+9//33grPZav02PJEIo7DaNfo8ofXFnobJU5dnmM1dfRCcaLll1NiSSp+XZaPeHBDDXyiO3f6Y2UdIe2xAs9zF9OTDiMYAqKKYLG3q4fwEOQhh1gP/dWpeu1qpLR0ZnJkPkQl9fl/a++umy++HsTJgYfx9tNWfVu8/bmQLR3bp2J5i8xGhWw9jhxv23BH5cbvaOH98n7osYlWc3Y86/Hf/ed79x7cu/OgZ0/e8b65+XrjyZNHuq4NO8FwmM0Wquh0HAGoixv3MqzSmhuoPRCJxBw9rfXPBIyJ2VdNfCMXJTumZ66u3g5f2EOsx2812uh/+OPvh73gvbsPZFlO7OEJx8eejewOr91Um/SP15vRcONeWryTZsMbZnWHocbPaqjlpvZ3zZWslZXQgC9BbuftrjNwdNB2vV1dHJMRa5CtoiS5TQtmBS/D+3ntzhJWnMlks12wOJvJUTm03ke1LUnK0tJN+kNrzzC0zdebL148dd1o7eVF/PG0udakBpDtUsCP1VNsDH6oCDOKM6u4tDdudri6gU79LpiAYbuzHQ+GmTHyMtg7IUAkDGQ1HD8nXl8hPYJCrwjd84pwpAMoQCzBfS1VqVQWFhaS8IJznT6cUSwMfqxJZcmhP/By4BrQtZjahlvbaK1/TeQ8W5wXijPDwpCHYTERm/BWNFAzrBebe1v7DYFjEYJBOTzCWLbT1gzDtDH2rrQ2LqTsQRvYozOmBvJYBU6ikRK5uhJBYJhQFuVYfU6w40SGYQURLC4SdJzU1fl1YbaP7vTqACVntCSjo4ZPwSxxlgpMRv2Ln0KMoFenXwySVLwnkVlFiFG7wSMnb8pzavyw/9+F80Cs7vlgn0eNsQ+WHgB7QYTgQLixmV3IDgRD8TMrXHlRf/SPuBWT2AeYHevhfzGLy5nbH8cmzYtwi4cL6Vqm/vgfYRTIgI9r4lka3cDswyqaTw1hPX7yaGdn++OPPs2+26zHY0LG+1qQvRYcUhr3egSJWUsAo6apwya09OCeIWQEUpD6MMEfHn5Xqe5/8vFn7JFegShaPZIb48nTR/Qdh32bzWTv3Xtw0rSriRy2e7Te114+7zMmflo8NrarHoMaDxk3R6DGTUekmuUC8VlbLGit1RI6FmDabHgB/e4Yfoj/X4StQmCZ90qnjIzjOC57EFY8lclkEUJdAx5mABzqSMhy6v69B7dWbz9+/ONafx5CKgiQO3lrTydvOiwmva2gx+g1PWdX40Ykvju1iCHSY9UGBemoHFkJsk3XYU4PUpvOqdW3L/0YsLTzc0i4/IxdfRM++Pr164WFhXfB1MQyuU3ktuG4EAjPBXTQHbjhCLZlLub7jNiXe0rQdGkec5Bw8ADlVDj6mfReVEB9i0kTSYN58PrUbqlVT60aG9/rQorJzQilRTFfHpxdj7CBvQ8exo5tUk/MMQ1Mu2N3IbBL5gIRSwdekZdkxAkQofEbMZjVY4x1zcGWAzmR3ssHh7HruZZnAcuUAGKvojLHddtoStK5dHRoe9Nw90zZH27A8RPJBERL5DpNySN48aCBShQ+kfEsbTJNuyA54jj+q//D/+N6+KAnApLOrnln0dFEvy94iBoxYoW+JYMkFWmA/2Qmzxw3zyG9WLsTtuykhsbQfKkbpXE4C/A8/2WR79xHwB3mINr4IGwG9CAf3KoMhhu7QkYUY0BbgDjlg9+4tW3j+R+IGzNfB7WNdnuPW/lELi+MaJrwlI/+7vz0j34cTd+ZzE814dT9KzgCoU/0OZr1+Ld//7f37j24e+cBcz7Zdd5uLxhND1KtVp48fUR/D7uJ6zEbTdilTKVKFdAZg4No4m785vCnH99AAxOnAz9yvSnInC72Tyd3drb/rvW3X/z8VwHKH9AoR5KPHSyH9L91lyj5yxHvSOWTTz5Pgh1ODdyE1uH8Pzc2X0aoePf62WZOgRr3noUAuVuwRqDG4SM1N9PetWJDj3uiWbjhKsd6qyCUUXSQreJEku2FFWdzkSWrrhIy469NU4cOIfaDDz4ulaZ82u4Bgzwt2znBfd4UdAfF9Je4sWlSa9sOZsKIkMQB5jCcd1fjC1JfbK8ETJdJHbtna+J+lIWBEIp9BmdLjnfMBgslx/QDx73UYe/C9G9Szg+9hcJ7Cyk7xeNefR9unzpHN7thcYv9fWc+5bzp+JatY59+zaMguj3EmUpO8MKVpHAeZLyxsj1bKrP3wt57YUFEMlN8aVEozI6TT6+ntI5tao1qp7rb3N0y1SadLfreJMaQ40Q5lSpO5+duKPkSJ4iIPUGeTIyxpmm1St02eD47C6Di0UOW5nT85JBCdpaVMtdFz4NXPliLoqNbpNl2W+62lQ1zUyTTxkSusdnvGS7fmBASOd5dJvftQyRd3jhdIMl19u54DgFu2VtpiKRYHLb8ECYzjISsJXIin5a9srVGRkASiSQyOKIMUuFExiH6oUtSEVWmPyvLI+Y5kQiXA2/xJBopCMLZuyHxoeKuMfWDhxl/d58fG+IHElMjCwEkkAwNOj4sLzg8Yje2I6eZ2QU6qLPDpwdscS5d/F8aT//ZqbyOiTZ1TPfp71o7U8rdL1hBGvYKvRK21r4HajVywlpLcDwIxnayR3rzYDTrcRB6/MnHn12n0OMDcPfQghKmz9Nqt1sPf/x+NGS81YY7KsKkx2UM+kO6zqrIUWyuewz4xKPwWUP8sBzdNq7r2t/99j9/+MHHq6u3A7gyDOeFXYReJx0nD969uw8ymWykjyeO6emcvI2Nl99+93Xkq5oZE8E6JmrcZ3Yg815BF+LM0lqTbzpcZFJBxSHC05ZQ1NqxoceMDx2iE3Hj0pvLosAwJwgx5tiDsOLSAVsxdyzENrZbdBBmPze30MWO/7izGzXmAvLeLxrbGh+AXCdf6zylWBhE8tf1fP2OAyJZ6Yoy6WjxQ+25SstCGb5vO7y+91qeXjyPZ3HZqcjmpkaj8e5sQTu7LZU5UhDdadlFwBs+1p+bPgPZ9VQ2NAIWhAPg+CxSN/vM2V5cFgn61nN+NkhvnIhqPwy5uePSH9rj5DzMz4rTS5ycGWyFUKyx61im3qo3d98YzSpwTYVDPKLvSgj2uhEHLmt33FbFRoArlCHHjbk9OACGLMtSOy0OKrPFFCtlK7VGp2O4ekOWxJliilNyzbZ+1emMw9tuaNXwyJseyL+6pcvdjVoJfpHIOzoxj3gCftL2EKacSCL9YEUU+R30DMOkhafIQ5bIaDniOP7L//5/uGoDctLYiUxs0DroDwyJIakQybQiRFOthxzuGMN0sYNeb7UtWIXrbY4jvVx3wfZCOhgzPpvAEUw8hCOCClab4T9dTnaFTEqSji2MdPcX/MI9/af/Smwjptu297Wv/wNa/CC1eGeEHbfU5iC1cd1AkQnV6Sx+OJT1gPV4eOjxP/7T3/+LP/nTK40dR5dJev/6l1J0XaMvOwxO7ULGaEeFmMAALIYQXACI2i1pEA3vkx3/UBHv5E1xACX84eG31er+xx9/xnHcINdVz3twHPvHH3/YfL0x+qG0uY9IKkaSXSQyrH/1lv1fvYpBjauGT5XA9NfviRgqgqewgLxf1Pk4+HetydctPjaWNrjDiNDjgszcJPbLNn+MnT9835KIV/PHYxzZTC6bzcaGFU8SqSBH+srz3Bdf/Gpt7fnjJ4/cgdDjOcXO8e6zhmDhoeTj5zqUFVPoefvId4/AynkZvtJGWftzKtu2yi6m++rK1NVzYjqHqagabG1tvQvTv2O/Hd24PKKdzi2IjsyRYzvEedo6ZqeFw2wVVIEvZhmG+kKBO5ThSUG0c4LHo7HIf4HeIHojkk9vsEUcy+xU95p7b+pvXoo8t3r3/vzcbCkjKwJHraeh6/VatVpvVBsVG5vpdIqVU9RJGHNDJ8aYehqObeeKuc8eLCMp98/fGq2K47lWLpWhR7h0+eufXhr79kkV460oc2RRuedhRt6bjjWRa980XA+mmEQSeccm3WEvMZi6+uFNh9EosJsuPhxDOk6vTxDAd0R/evZ2zFCeyPlhbUl05nRDHntVKw4kJiOR03h4zPBUbPeLViR8IwO9P5nNXf5XIyGILISaHX7X/Z9PXUE85EfSAaafxvH4+0MfWxkz2ztScumf/8/tN4/NVz/GJs3zNr5rVV7J976ITd5CX0HfeBRpHkzAi5Y4kcnDIeMzc5hmChgueFiFc4qzlI3iVnR282Lt+aeffH6lx9rILnfCREPvm83GH/74+2Go8b4GN1us7flqc+jaMafIRHd67T4sqYnRj1WJTsAKUnSSvL2z1Ww1ZVnurSmSAd3TdS1CmBArn3ZJKrrvRX3YSz1rveSysfHym2+/HDy+q/P97XuyWOMeQ8V7I1Hj0SwH9FuH8UOP5632fC56lyk/NOwIOx5yK/8mZRGvDEGND9mKp0rFcjabZdmD8N5zHub6Kpa+6a1bd2Zn5/7wh9+12q3IyTLnfVA233S4XQ1dADLbMP2EgcNsVM1A8yECUJ4FHGPZDD9ox87fZvY1E9aa59VYiINSyjPU8MFKpVIsFq+xG3bqaznE5HinLGOFdce8z3mrzAi2iouRjgM7jviq7ZdhIWXnBCyx3jhvHZdPb7YXhuyYRmtvS6vu8JCZKhVWbt5cXF5WRIHz95wRTe1gTrQJNA0d8LAkc6zMNQ3HtLHnYde2bF1zHYt0t5wzXb9Bb1RYXQfEpWIYBh2IHcdGjCuxGEEbOJpnqcS1EHFkFnP0IAi8WtzlPraJhw9oHzzP90IQT/sOQOzBCN0NnCDYh57pmQd61v2KeC6ACPEKPf/oTA8T/54uId6RXgIIINu9c2AMwZjKPAzYCmcJ5qAXMX226+2YKQaei6VNJJErNBD0wp7CqHGPsCKpq0SOneQeWfEhM7XExk5KrjDHMUh0IpHJTV38+b8cQ1Lxm5LEnHPQCs/zk+gO4DCGlOkLkiRHfwTIMYFHmMJJe00swfHQ91q4z83eMn76B7ddiymw3tS/+xumfDN7+5OYYcB1InVOZxE3MtarthDGfc7W+kdP8LMDejAIPb6Vi4Ye7w5s9L56w6ofaz40Dd3a+ouHD7+LvXBfQ286rI0h49MZRy+9QKtLeii/R3zOimnLvpmL4oxdXPhMmaxKpfLPPvw4nc4cLmVH6yrxYse3rhsbr2JR4/WWYLiwZ4WoLKdPxlARoMbvF4cyVHR5MIbGz0YaccvMTHsaO0BNMaVgAHzseAgo4K+9lSW8kotBjZeXbqyu3s7l8j3gIEAs4pyX83COSIhy33+coqR+/eu/ePL00dOn0Z0ctCaXM3aGR7TeMLlo9WYZ12XYoGn2dHa+P3NUlrMrNh9uvouhcTAxkMKUGraPc8nyuYQdo1QxAhy3Wq1SqfQu+LSxQ9LgiyPI5Hi3KLk5AQ+ZAYx6xrm+wjmxVZyuDt+o/JuuKuVFtyg4WZGMk3YvNp+eY+qN7VfAMW7de+/2nTurS/OCLO51rI6puZhYjm3avCcXi4tcTpEW5kouJ1kO1nTHtky1Xqm/WdcaFccyPdfv0ZwgWJjBwAQyjzFuNBrNZpOeqnbar148BZzYrmxgvU5c/8jLF0+5dENTbZ8UwzFds+NqdewYB5bUw5ATWCnHSlkkpoOUyz7u5FrYbNudCrZ1f/EYspDl/eO2hnhZLC7TS4IzsetgS6OPw7ZGsENP8R1oiCDioZBi5QISZIhOFlM1OLKAfgavB8VouPHrJqGFHDGGJrPaRK69ze/fLMscJNnuYsfUUDADdBaJE57oDxPHWczEcZDGxhoncvYmuKocx4ntSORE2hI75PSUHzJkZRhJRYwbePyIeIJ5I0KT7tW0sAdA2yHeFoA0gd9NTtd1RhMcx1c74uQP/9ytvjaef0mwOzhdYfZetJq7wq3Pe1m/A1FWf2Z8sxPFcbrQ0kZHOA/kBfrUfcDE4GEVLWWsudQRFZ3jODs7W7Oz81fbUSNR4+mTvTr21998Rd9u8KqWCV80WNtnlIYBvcmQZJIX9xa9YtPG2jf4to3uFixxQtnXZVm+d++95aUbsW83bmKyRA6N7cbmy2+//Xrw2y6qy4ZN0El5jX1CYc67V7DYODMwgqFihOguyvAxufXKsh93vN7iB3XBX2scghp//NGnS0s3gslPr9QX5rQEvaQ3Ewv397t37k9Pz3755T8bRjTuPi/ij6dNWnsNMxiPyLTszKQ8BMiuhrYmBITpDu2ufW3dA46p2BhgAsJQV05kKm+D5lR1oMQe6QPElnF+wHG64FT6yHP29vZWV1ffHabjiIUPS07ARcnNCxiCsarCQxzEzkB3ONdivzW2ihHSMFn6w7R8To85xabGTUDj5tMju8/NnWf1ZrP5aiObSc8qaC7NsVa73dh7s/6qUqtTj8jtBgMKPJdPpwBXQmbbadeMZ8/qb7Y67ZbWaZu6yhBPEUSO69Ih+rzIHo9QwCVFf1Nnkv5H7yCJvKSklufKPHCre1ZwJJ1RllBaFNS9nbbraHSUF0QpJYssghjbjsuY1L6xrqTwDCsalmMbJjbbntXhARZTQiadYjnewUTX1LZpCIhbmsmzqWKl3ml32i59R0uFxBYFlJLp0zh6WwZA12Mw4DGLqLa5jM/KdSxF5piKneK8CLe77Xp1R0nCjRNJ3MVA/6nH0uM3C3yngOw48b0TiVUbZmSa94mY7kSGoCVXluO465cl2HEiJx6fYsGv+yU7okw9kgoQmnwMw52jj+h+YvrRC3Cerxb63feocMikH3FMAux4iL3tvU7c19IYBMexwpYW06VF7cd/cBu7gzemExX7p7+zFz/ILN/vHeTkjLn0Idn8IXJyDzs+y4gQG81xSL9AjSF53RGnFJ0NzVS3d7avKHA8mNItQk8xLET3WcMPPwwTGb/tYfiobwUtZWLmYUVczdmDtBUn00+Wu7V6e3X1NtdN78OMjGt419CcU3QuKhsbr4ahxlWDC1fsKbLhyZz3oGDGAkkv22LdYk+amJ6WIRY1DqQsY3LEd3xU9hGo8eLiMhOXkfWC48gGH02dvVw296f/8s+ePX+yvv4icj4C5E7e2tU412NmU24PwF1Mu5oDW9YEggza9jHDoGqDbGjfTzGF1toeAWgwTOlcq87fY8EcqQTr6B3TOKc2YnNTkYN7e3vvpvU4YLRkGIX3ij6FscvBMThzaVMJaTc1xU8tCe1tZ+spcyF+V0/eOlvFSE0GvX1aY+bTo63g00lYlmsZApdfmJ0uZdO7u7tULduViqtpxPMCSBVbsGV2GFtniev/qTY8td7c2bJtO5PJzM7O3rp1a2pqiud5Xdd3dnY6nQ69v2VZLMv6GaEZMD0z8+mnn84tLO7u158+ffrlH36XUiR6ZPHGrbpqP3m+/g/1DUfFU3OLC/Ozt5bnMinJtoxqpbK2vm44TG4m50Bpe79hdiy7U+WhWyxPLS8tvnd3RZGESqXy+vXGi6dOLp//s1+8B6X8b7983GpUXLUCiZPK5OZmZ+7dujE7VZRF3vPcdrvTaLZrjVZddZo2q9nAcfGJTE2PkpXpi3QndwbCjV9UmWHhxokk8o6Y+vCUJFjq7kHGgcQ6bIOT8cQnfzfnGrF/Dgsx7jF5DkYoD9uMm8iwmr+qHMdJ4yZyCnWPHWDKMk7zUezpiKRiCGo8joKOcwHHcRPsFL3cAzHzpmAHs0cY1E04FvrGrmwC98C1dVsV4tjEaEeqa0yC42GivP8vsdbUf/x74lgxX79+2LKNMG1FeukenWQMw457c6GJj0TER0uZpolK0hGedQ3YKpj+fT1r688fPvx+2Jm6AzwmcNvOmsVost7moRIf0VY8rfMzinMzh093x8WFpbt331MUeRhMnMQ7nHQ+8OTJo8dPfhr8KmCQCGo0qMzJosbrLaFqoJPGGg8rQ5/NOeQ77ulISXTjUeOPP1vqosYh//VtuithTv/e+iLP8+89+KBYLH377deDGfNob4qrJef7yrnAHCnOMZ0jBqR9nc0KfRUrAtNglJOO6WcUrR/gBh7G2Dsntgqk5CJHqtXqO7JAFZnCSSwpyW5BcCLhmcPE5WRHKbmpqXShVMhk6Ihl6lXnwmcKb52tYszRuZdPL815RcnJCZhH8Xw+Qa4qf1WDZXO5HFX7drtN1dIwjGD/eK/rWZbV6XQqlQr90zRNx3FUVaVXzc7O3r59+8aNG/Ryelqr1aJ3oCfQO9BmCtDkZrMlidL09MzM7HxLJ5CTAWSDI9PT07pT8Qd6iERJmZqenpubyxWKAucHIfqNim2J9eOIHag0WmrNtV2znU4JS4vzt27fmV1YAIzXVA2IBJbjMin55sIUI2RlgfNcGxttBLHEF9OK5Acc8zwtEn0tn0bZc1hipXggptKqA6uNjm7a49c2ExM4T6ZlO7L+oVlYA9nEW0jkHfcVw1OSHmdFcCSIO2aG44CJvONgzgj3L+LxjnA5EjmFXGGO4wigkRiVRMZxoMOj1KEekUEI4D3Rm1aEU6DGx873XI9EZqRnpKo4fOIRSEH/j2tbAFsBwuZ1akyADhCGWCrx3APQzTnBHmBAvBMRHA+bIae/+F+Yr36w3zyNSZq396Jpabn3/2e9IyOw47aNginQWSarQ77xG7phsWHg2Ger2N2eOww6vkJOTJgKKvjcpaf4cmdnFBROXz9O4S+GoTW+aUKNdPQn8JmX0b4BVdcriY7CHRxnIZG5Y9qoVCzfv/9eqVQe1prhpZXEeR1Tdvd2RqPGvSPngBqzg2Eso3v9OKjxgc3pYsevfJ6coajxJ5983qM66aHGvT0fb8VPjcAZvU2g1OubnZkr/nnpu++/3t3dOfY+IjuxfX8RMoqMCMNQX81At3J9yEtBxFvmRdcbHrByrNU2dOU8gGO/acQ0MTu9I0Fg5hV1sU4hPCJl2S2KmHbwsVoHCbZcdFJlIKZyuVw6fWQuAIQDZbsABOQyslUMi6Kix7v59A6W3udTdn54Pj1/U2qXoCxIZ9dDjcN3pt5Ro9GgJoWeY5qmZVm0Re7du7e6uuq67s7OTrVabTabVKtVVaW/U6nU3NycIAjPn7+wbNtxcaXe/ufvn33//ZNKpZ5WRP9Io/P7H148fPKm7UrpQma6XBAQWVtbbzTqtcp+q1HVO43FxcWF6TzhM89evsGu7TlWSko/uH1jbnG+1tK3dysv1l/v7+xZqjEbeMg+vTHGjo0dA7BYBKbdqT79qfEIY1pyWmz6IrTReJ4rT8+trpZtRvj+6eZo4Hg063rgmS+ko0PMegONcKMiQ1jidSRyzebjw7bq9oDjQFA3R2VvESvS6a7cXCyRc3JumYHlurCveyLfO0GTx3QtrizH8fBJfiKJjC8fTEV3z6YB/pPZ/KljjSPeXuRaPQocO6cuuV3ZdLeeepZ2AFW4J7jVSfs8xM5JCY6HYhA3PuTnbhmP/gmrjehTmjutb/6T8t6/ZIUDkHoYdrySs+u7k4yACw08ft00TDYCcOxsb81dTbaKMGrcbDb++Q+/OzaDXBc4js6NByHji015DIb1NT/WCcPXqr8Ak+ZxWcIZYVRf8OmM7z5YXr55jPeZDCknl2++icmG96IR4TUmp0CNM4J3JzeUoaJqoJN6MiPKQH8/mIkiUEGuvI4N41Hjjz9bXroRnhQFqPHBv24mPcJcxBI3YQ7zOvrYFcMM4aygkzGO4z7//BcvX7548uSJe9zwsZh2Xp9DEOVUGrJI2+jIFj7QD8eD4UDIggy3zFGhJedRh21rAH/0sHE+bBWMv6Sadc0+sPjNmzfz8/PX1074rcZCJi+4JQlToz3OOOJB1pGLtlJy+ZQkSXlFCUPGhz4EGlSRC3ify8xWMdpB3VL5LdX/syC6RdHNiAR2p9xBTotg7u26rm3bjhM1EcHxIDCZ6QYi4a7wPD8zM1MsFl+9erW7u1upVNrttmVZuq43m01qdjKZjCAIiEWui+lVumG92a293qk5mh4+Qn9cy5Q5YmgqwHat0Wo02m3N0E3LNC1q3fIZGQgKx0LiYfojCezcdKmQyzzfrKy93n+91+g0VWTaGHs9YIp4LsGuJHNLs+V8sdRR9Y6mBzAD35V0SpmZLi/PlVUHPX21O47rGHfkQJ8XFDuSdrWmYoPJMEN8pwS5SORdBqQC4DhIkTeI/SUwcSLjD3N0VApoT8L6M8LAJrZ3XDjo6nIcJy2cyFlkMePPWAQUE+Hym7I8zJqMv4F0mA2ycQQ49k4Xcaw//K3b2r84S0G8ifVcAJCgpD7+19bWM2Pt20g9Ab2p/fBfpAd/wisHW/kyy/fbA9ixn8wwa663xAm+Y6RlG/1sFTshtoqr5cT0Sru29vyHh9+NUQ8+VUUvvnhgu0/fe19UJYyeYhEEmLKCpyQ7tkf3hE5ZV1dvr9y8RT8EW21idzyB07HTvPPy+MlPth0FVR2PqfmbA44aazl9YtSY9sSVrBX71cu2WNERExdiPKKfjkCNNZDpfmgPYsdl2S3HhZx+/PFnwTpEaNPlAWrcTSwZoMb+rKh7HJ7nOnc3Byp9APSffxhpR3r8bqEMkwe5+26t3p2bXfjDH37XardG3Lco4dcd7uwUCpYLIrsBCjLMiObzOtuyucDwTitHTSMLMJxA78JsTmThENmag/PnxFbBT99wa2/6Rp9G4woBxydqEar9edGnMM6JHhhjFwttB0fK+3ixmCXdXAvlXG7o/ifwFiKOmcvKVjHaK4gMeQ2Loz9Mi+EAnlVsBgmcz+GALMsyTNN2PceL+gGGZdeqVexiJZUKgGDcXbaiPq2fEgOA/Wpte3ffsm3L9XTTCkKSMcb0WzoEI8SOtmSeY9jN7WrbfWQ28vlCKpubnpml/UJtVjfXHgs8x3MsQQeVTovGsmxKFhDyKSZ2q01aaPqKrotd16W2F4QW1QqFwqeffUqdgZZKy2TRc7APPftx4vRyWVZy+cKbSpt+Pm2VHtBqzWWio4yvFeMljUhgskTeEQlDe0GIcYBP9QgrmO661LDsIyOykiRyzSTi2IeT4PUscBCu3gOOk0qbeG9lr0dnS0xGIuN4YAqHV3O2OBxdek8is4rQm3BEUOPRwNzp9LOXkmtMsSub1ouvCHYvuINNvJ+KC3ehIOmPfx8JwwOWanz/N979fynmy8H5sdhxScJvVOJ48Czu9QgcpN4PHDuOs71zJYOO6Qs6jv3Nt18N0lPEvr53zN2O4rLfhp0/QhmCkgchxiXp+HD7paUb9+89oHPCEJMAObZfJ7O4MaXVaj59+jjGvkHmds580ZKCOjxFrPEI1PiQ1/hkMroMAZhFPzza7Qxix4PycTfWmInlMwlijYPxwQtSkx4LlJ25vx/e/rCzHJBmBGrfi78I931FSf3613/x1dd/2Np6M+y2Y9LOHjs+vlHZ2zkr0rlYyNwvufuat9kRagYbBo6ppJDZxKkL1mfNBplQmj7eaJjZBeOiaI53d3fff//9S+U7HfMKgIHAX8BDqPsbMCwg/hHor/L2TlMEkuHwmHCcI+VsueRIBdLVllQqlc/nR+98AgPL8BczNaCVtN3ES4V+torLzaE3zPlxCNpUJVdP2V7GcOHOXrXacZ9W4ct62vHDgbv2xMME265u2y2N59iilGOZrKFjXfdMIhIAbcfda1pfvbIer2M6zdQ1svt6770ZyHY51kVRtG27O6XvJWQOG7DAWGHsmK7R4FhG4KZS6VQ+l5MkGQIfUA7iLagtIwhB+kP/Yzn6m9pZeueObqi6iR3bjy/2/BBm4kcbdGEoxCJOECU5l82ls7mOgzzMQQ4Az8WORbDjep5m2A7p1BqqbbtnqFJ/sIso324bW0AZBxZJJJHrjT1FFD5CWMGE9kqG446HBPgn8o4CO7F7uwOdCaCVgPAkvO82kTPKVeY4HpgsJZLI6JlPUcIrWXOE5UgD/C9mCydysi9AUcMT74sJNLZd3ybwoS12E7e3wUvx5SWUKXa+/A+M18edBzxsPf4H98bH6fnV4OTsjQf1VgW2+ug47+TNn2ryWQowok2bFouJfQ3YKlqt5h/++Dtd18cEBbpBkaD3TdwGexAeps97B/5BwCaJFpI2zVLaKctjQMaLy4uLy+XyVBgyG7HzfVhEQxLXMEK++farYV8VJK9gOXWTOwfUmD2plR6zDLSRNSYTG3cclo8/ClBjcERQcaAkvSAa0jv4NqZnB70z1J17OwnCXdg//OknP6/VqqY5lFF4Me28UblT9+Lg0XUDPWeEO/kYuo8pxcsIxvOm6BEmFLvJ5ESvqV30Pg/L6+vmyNHF1hsDLp3Hs6Co+KGyoW09e3t7b3FWEE6PFm1HhtzOOwgSyHgsBAh6nB/bTiZlFOnzsJD28WKl6AEfHKQTP0VRstnsWGRZb4mqwncYbG6pfxz8sKw/rks2fvvjRUw7jkwu5H/FclBIqzbz9PmanMpCAnIpsaX6scf+/XzUuOnqDWzrucLUpx/cljKl9TfVHcYmatojsFarQ92zLOvAOfAwS7/yuHQ2TZuSTun9vSkHo3BAg3VgLMnhLgmMXew6nmvni/kvPvtoYXnFsEmr3alW9mrVakdV8zn6IM8n1kAsywueINPW73RUhHnXcRiCGWwyrkkf3YMWumeKjJSiqlWpVnUXfvd8b69BjQv0HMPR6p6tA+LxkiLnZy2PbbS109Uz/T+PvGklSgm9rcunaKxEErl+8/HBIz3PPEClmG7Q8UGS7gT4SyQ0co0+GADHvYjjMFtFIhPpwleW4zjRgUROKNOyPUJrWIYMI6k4V4sDx7g57aRnCTS2Xa9tHIzErseo9sE7uR408cFEywPQYYTeJaupdvFCYryQoKQ//0vth996Rh/JI/Cwt/5V27Uzy/eDI5l7X7T/+D9CcuSLy6xXEN3ayUMOx2zQEWwVV0XW1l88HIOeog8xwUf83v2sFPFW90KyAIFQ+kf/vxnFnU/1wfqDIsvK6urtxYWlAHE4PnMaGenpJrO54fL4yU+tVnPECas5O2+4RSkmnP3UDBWRWONhcH9YxkGNw3qugVHY8ceHvMZd4LgPBAnxGpMeWURQxvN2XUCc3g520tBs7eiEubmF9fUXw+4csFWcxePvYcc/OMKDks3CaAOJLPNByfT6gzXzMnqlkWF8Nefkwe5qbFnqw32k9pYjF86JrQKKSngEbDQaZ3y1YPrdg4B7QHDkeLvdpm8Uholt2261jkhLNE3rd1eoGvR6EGEmZxldTnaUki0XPcQf+AYIZTKZdDo9Pp0XGKCqgBc1VTAZ2XY74eV2AZGPykbNZNea/CWc+43GjgHkoJh2IWl0DAczCEgSxB1X9QzT5zJ2TGy2WeBmivmlxYU7K0tIzOw1NIB4KKQdhq/Wm4i36DnQVX0eCKvNEpfn5Omu0BHZdV0AkeO6e3t7ULRMywR+1DB7cESyTd2gZeP86GRJ4llEsN5p12v1/f1qvdG0LCvQWeC/CISswIppm7A7exXEa7bWRFh3HB1gG0LABkFnPn8PPZOnRXUZvlJv1jvWxsbW1n6bltC1DVdv8ohkqcYxHJQDgJyMb9wiTtHgyPWm4WKQYhJcOJEE/htYBg7HIPeGKuYQO+5ByREjlqyyvLPKwwxZhOipDXUbeoHqCWo8SWf1+nAcJ+YjkeNEHBKwwjLeAg8+zIlzaSniVQ8zT8OgihFu+oGPPvAVx/OjBz/67YhA45aBq4czO0ygiQ+WgjADLI8PTxeZw4W47locOhi5ATndG51xuhJ+IiumMp//VfvLv45gx0yXnqLRrhQ+/FO/mQSRnV7xdp+HT7iZtWqGfOpijJ6cN6woW8WLF89u3bpzJbQ9lp5iHDDCI32R5r3TB8DWGHD5nHQm7GimebyctmVuFKPG8tKN5eWb5fIU08+EddAR4jCokYnRkyCgURJLUqFZWBFQeLw+KWq8nHGm5fiM9ustocubTE5kuEbzGoO+5j7QbQTIYp7zremAfPzRZzcOeI2ZCGoMDsNl/UMe6ZUTHvAOn6uNPWTGOIoxPqCXCXG9AXIIaDP9LOarK7dHAMddtgpyFqKNnv3xY/32xbsFK83HaEUkBSLPAoGYFpBOPf6eQnQH7mpopj9mUKmt6bny5IFjQlAqHx7+bNs2TZPnfcBxEP/tdDrtdrsH9dLflmXVarUICU+lUok8p9lsDqY4e7uCkWDLRSdVxuwRbTHLsrlcLib33bFTmpio5Isz3bstvFSMINekKDr5aXejw1d09mKKMY7vyhzLikDn3UKakxArSywPPFMDRpt0am5bpcoZ5LDKl0q3b9++d/f27OxMW3dM01JN7LIZC7CVRpuHLWBUeatmdjTXNCHjpjPp1dXV5eVlei3VWMTxaqv9/fc/ACHdaqkIsVCUdcP+/gd6JNNqa7wgibkpDODTZ0/X19f2a62WZpkuYxs69giC0O8VuNsLEA+kgu4yz9c3WEDMRp21WoyjAeLyPMsLgr/bPVAFyBMhR0tYa6oc7NAScmbd6KiW7dDKSE1N37t/f25+UUml6x3TsBzNsE5R/xz0skKfZbNdb8dMkQS+SOTdlnCuhTDSFz4YoTOOYH+xIQKBa5Hgg9deIpnuRgxwvTQep3BQExldS1eV4ziKYiSNmcgYQ1Z4zssy3jzHrKSFe4VUxMk+aacY39a43slUdXSg8VoVV510X/4y0N1N2p08+q4ydVS7q7UggAC7uZogvIxdPvP5X+lP/2jvrUetf3On/sPfZ+5+wQli5s6njeomcI9cedjNtbXREU7nvoweKhpmlK3i4Y/fsxx3Y/nmsPEmGpbbQ2eYiSXEiq7VxyE5XXqK3+u6djpFJYQJOW1DT+jty7yYvstCspSxR9AZy5K8snprafEGx/lZvAK1DzuURxEKhBln5SCR4+0eiCGp2FK5isp+NHPM9oguYpsGcWsPK9mhDX3IUBEfqzLsWePwGgd36g0CEotv56zYdIt3795fWlo+sLYR/QdRv6TXm4I45PPuMd0CgUhdhMcIQo56cMSwyLKcyWTbw7PkLaad1x3+dJZ2YChkfqoKK1lrSjk+82pOcPfswfY9sH0CIgIbxWRyMvpAtLqJCAkdJhAMlsEAOZml7Wtf5Ojw6d+ra8cHwBLP8x8GuunaxtlUNBBR9e///b+ndoy5lGjv2cWDrC0XHLnsCn07myRJUhQlk8mcziwTZiDi+AK9nX1LnnGtcNDxQRkAuZmxZmTnaUO8DMwV4/gDvqvI8h5iDcyxHsOyXDYlcxBM5VOObVMLg3ixWJ5eWb1dmprRLLxfb3d0y8YMw8kORHXVTQtMIZeWBaTphuPn1gOrqwtzc3O0fVVV7XQ6gBWBwLgESiy7MFNSJKGxT1jWwwRJCM1PF1OpVKfJs8TuVhoWBR7SIkHBdR1bkwrlGV4Q6TcIAoQgLaqFca1lpCW2XMhmU1KrrZmmzmCb3gch5AYvCxHgaQlhQ8Mpv4QZWWR1LeVgegOBvsvKykouX7QdTFrGqS31vbwROfK6Sc0Bm0xVE0mEGY/LO0xbEYCAsexJTFwK70Su+bwjDgyMpTwehupENDCJSj6B83Z1OY4jYWNJkycy1pQ6PLFEzH+zVGDOEE44KchpGHo1OtB4vSU4jAKGxk76fQJSn5r08Q8GdD8ME88XefEgWviJyr0vAC+Ym48jLwWbO53v/ib90V+wgsjf+sx58k/hb6cVvKUxrncuzRdhq6DybRcmC2PHvSGn69b04CfS9xTQ2zMOBke1MIodKd7gGBkzTB7AoAew19r68xPRU9iuNzjXjasfMIDaxDtw56FFM4ozgpsim8l+8MHPyuVyiG02WoFHIQyhoWPEWlHsNrp30ksLaiDavkHw9pPHjyIkFboDtjWenvqs0r5THkoQHKDGQUuAfpxzJWuXZTdWiXTbq+nRNZiz8xofrvcc3Scn+CwZg/pGa+CzT7+Yn1/s91O7NpYcFKxPcw7BYtBLLHnuEfog2l3jgPXDAh/E4ZFDM3Jr9fYIuuqi5L3uTNLS0lGs4/gZa0ffIS+DPZsIyBNYRmE9hfepdemfHPLXk2LvjyAjQ2+g+U5U+3EmjmDPwSe5Hp+uHZvN5vWxIQAR2P0BCLOio5QcMct0ySgk/oiYIp1Oi6J4phFkMIX6Bbo0HuQfVpgbaaOYigkulljvo7JRN9FaUyDnawEmdnvLwXtN00oJs8Xy/EJqupiRRZ50mYVZloMsRyDXUq3vn26+2a03OzpECEDoQdS0WDmTWV0pFbMKx/pOp+N69KMkcJqmbW9vV6tVj1Uy03N33ru/ODflErS1V//6oQIY794Ht+amSy5DjzS+/vGFZZpzy1Pz5VwuLXMca7mkrep7lXouk8rkCqqJBZ4WhbEdAxOAuVJ2ZubezTmZh1VfKvVqJV8osBzv4MABgIjlMUBNm5PS6dWbpWJO4VmqfT6PBUQcYIVay3i2sUvfqK2ZYzrw4T/TrBdJJUpdrLqjMCBBjRN552fh/T7kiCNB8IfjOLRz8jxP/8QYh61cEmL8Ts5HSGTiNqgDwTID1ZbBk8cx4Ikc2wRXluP4bQNeiVxJBORC7EMsfBbP6c546jf/0bMMKEgM251B+ZFKmLgOsQ3ixaOha1VcczOxN+9nrgQ9Mxo+8zIvrckrH6FUXnv0u0gJgaW2v/7/yvf/hTK12NjMA70Rbth7BePHqnQe5dnVuQhwzBxix0uLy8xwIuzeYkBsXYd1Y7TtOroPE4al4tvPtgN6iq1xsQnN/faV+t6CPJUdJ4qQjNHFJu/JyZy3krGGcVNwHHfv3nsrN1eDOMtISePrNnESTmbNuky95ADeDee2breaz549iZy/3g7C/0mbpKtqqxSHoRwgtkdsJ32ocUlyhvUJmYd3cvrT1gn2sI+ZDe/wBf3PC2l7TomJ8cxmsl988StFSfUW3kh4WW6YU3qyPnROLtLwU0B3Ff4Qbp6dnWeGA8ciSz6fNSde1qDuR5yQleAXkjF0WE/kwpwoiDzA0t9MFwXuwcEM7B5ELKJuDMvSPwHiOFECiB5n2e7Mvzei9T5PXukRO6DjF6ofGPBrKr+ndlZLQGAH+yApiG5uGr9q85HEnhcJ3Bw7Xeqd4GLiuC5EbMoGWSJ4bAqJUrBxDSHouLijGjuV5vrr/b1a27Sc7jcMJki1mLYFze4lUOQh9XQNQxKgpmm1rtAPBPKES9FzTI9FEFKFYTjFI4xJxIMjvlLxLmQsRrShTPg0FDhku5CHUMSGx27utVXd1E3bT89IMOMxGLtULNtmAcQeZjkunSukMgWPAIsW92ATEvIYSEvYsaHJiB6XRhLPdUlObMdVOyZ9ozd79f26z318YqtLyOpAuPGLqr92kliPRBIZMfGJBfgwxrGEFcfOuBN519QpHCTUY/canQ490ZxTyFXmOB4g3EwkkasHyhCCNX9fMHbtcc7vBRpHesH4LMxvFzaOxNXGzmH48hL8SFIf/pbx+rx26FrGT79l3vt1+sGv1K/+ug9OYr2cgJvW5F1z3YG0wgfznHz77Vd0XFpausHE5UUB4yU8HH1wEIkOTsDYC/Zo9x4U/G42m3/44+8G6SmYIbykrsd8uenU2/Z7zCQpOyc7Bsucd79gDgs0pvX/4QcfBclzE2NyzlBDl5ci5MHTv7/97pvIqVsqpzso0FyFUUehxgPaQlt5OeOMoCIJJCvBObO9bWXGKfo4vMYhX3NUGaiyvf/ehxzHDXTSa6V7PM8vLS5vvt4YdgJK4ubeickBgqLipxMDwCOM5xHMK6g4B1JF1J059MDf8OfLYKwGjNdbUFdq336o4BLXWS6yg9n5ICDUo5hV3g5zxYnGyuBkw3K29xuNtrb2ep9jUVDLXcUgrovpt6pumJYPyx5gPZ5HD+5UmqpuSgKPEHQdp1ar/dl7WYyxZVmmaXa3usJ6S/vDw7UfX7yhvgy9hD6CXv7P37+QRO7wiErv+3R9Z3O7KvAc6hKvOS42bQcC+OTltotxrdHxiSYQRIyNter2en3r+fcudh3bUdLZheUVTs6ZDlF1v4iHJSSW7ezVWrppP16n7wSDtIr05vQcw7TbmuEeBqyNXaV+U04rNtef81OzsMpkEouSSCKnNlk9BDCM9I3DUZbI9ZuNDCrAoMLg7hIiVZtgj3Uv1dOIuXmiReM3wZXlOD4OIEskkWsmkUDjMXU+Fn+8PANArLDZcvrzv1S//o/E7UNwgIfNh38Llj6EM7cjWfJWc9bXe/J5FLNm+kSTg9jxd9/7qNny8s0wSX/4nUbkqBknGn3Yt6EHgd6Xa2vPfxhCT/GqxToevJ2PrkywkPnNXelvfzQus86XRCcWqOpyU3wUTn+XBBKfWz+NWZelBx89+imWpCJQyBRQ70/FtMjzfRKbDY+28v2COTrnYU8W8siqtiO7LgblOF7jqAjIu52Lj22/f//B3bsPupnujvFZr4HMzs6PAI4TudSdlReC6G0QcCsDgFI5BvpgL4Cwm58RstkSA7k+BeYlHyY+bgy6/DoPUHTxGL6lMhOAKm6uvmPczDoFJWZJO2CuqJnsepO/VBPWKMsWw7gu7tAfzRz/Di7Gqk5/Di6xLGt3d/dBcSpypmE5W3uNiGr1ruqJaTnHVjdgRZ7l0orIIWLoPk4gSmw6ky2WyqKcrrT0/VrHNO1QCX0omf5MsOboe0wPjDjrDTQIeSSSSCInNUqjmY4TeZccHTA4ToUXEjDGjuP4bLwsG6hNJOg4wQxPLVeY43iQkTJpzkQuubSdU9IdhgONx7R3x5IGRGzoZRiJ+8IPBSX7q3/X/vKvw7nmD07b/IGUbhCIQCgk2Q8VHJ4l7/RDRPfKmuGHGQ4ScfrYMQA3uthx7FuMqPAT1UbfTLi7R6Q3k7dt65tvv9zZ2R4803SZZw3BcP15y5sOWUhHZ18sZP7NhwXHvbzGU+FiyibLym9+86+iSh6EfgKSIMjn1yt7RxrN5pOnjyLHX3bEoDlYz7w/HdMKuypokhQYIJgegRq7HvO0Ka9mjAhr5GoJWbudWAw6kDFjjXtlGBbbznHcZ599PjMzS7zeJQf+xnV1PWdn5yRJNgz9enq9ADFi+sS9gDmYdcDDDAGjxDYg7gOkqurxQz8LQU6Gh48DXShMgbzYTa8HoZyGnEAAAoj14VHIsnIGSOnTVUKEK585Jk9adJ/QsYPUW5sXDFBVvN0SYii96EipzlDmiqLo5Kfdt8hc8Rara8xM0WPFFUKO4dNSVp6/MT1XzmYVUeA52k1ZlhckpWM4628qmzu18bHvCU1LGdslBpNKvIhEEjn1UMV0sSrYleBzZN46TqrzRK6lYsQeDFYXgohjn5kIodiI41hPJgGUx3ESruom3wjRZ2IqErn8op4KoRtkND7LHGDw4NsylOPw4WY+/yv1+791W5XoF9VXdOYcOTaluFuaEMmSVxDduZQrIG8CBY4DDL777mvTNO7dfcB0aYjJCU3RKTZbddPEH4yO2ztbDx9+F0tPUTfgWlPwDou8pXKOx9zMxkTucOwVGynD7xsK/zzIE5gMBufnpQX1TOWbb/4YOYEqWHeJwj9hVrEYJhpkt6+zrzVx8M4sZO7l41FjzYZrbcnC4Ieq/Nm0Bvv19MEM/HbXcpiYtaLhqDHRQGawu5Ukd3BLAeMvUci/+MUvM5lcgBoPhjlcVy9zbnZubf3FFSgoL9Eff24gppDkAzRQUILgWSDIwYfOP/9/+nauiOncp//6XAvV3njMvH4YPvKinRqni30hH4D1Xc5W4qbKhfs/9zzvvLv2sajxiD8v1wwCwEvi3vQ5fpeYuWKYc3gBzaq7aBzlHLfdkeAhyQESRikgpViRp/4Y7TsdE+/XO5u79Z1K07Ds836pto1E9mjo4VnaQ3BCcJxIImexS0FavCB6NHbymCTKe3eUIfZIZGGbWn6qM/Q3Qmgw3DhyebLYcCK5whzHECYcx4lcGdM2jtiu19SOPE5q7zoWaThij9H4whz6c62Zk8YrpX725/rTP9p769GZghcFhuh97+TNR7UjcGoYfjRZefLED728d+dBL4FdLLnEOBPyYVHJ4XV1APwMM5ubLzc2X8VCxlReNtGezkfusKex2GNu5Z1j3yi8JjusIZnYc8Izz/Os82q1UiqV+9UJJJjx+fXZcIqJR49/bLVafRCAA7ZUvrsznowYjgc7AguZ+3ldiosr12z4tClhctChfqjKH5b0CHb8Xsn5qcpEsOORqHFMhGaQjm/weLlc/uKLXyKIiEf6qeGP3qMvOd41ktXV2yOAYweTluGddxmyEuRQX+WyNz9mpTQdGXug8OUUVk6fbtSxPcCHCFKJ1riwMo+YdQ9+Nc7umbfjqAwAx4dj0VvupZefueKCUeOJKGqknKpuvtjc29pvCByLEAzO8Ahj2U5bMwzTxvhcrZZfsJYFp/op00RgGszlNVaJJHL5XdAeWe3owSiRdxZsCc9TwmpDQjIajkhk/CH46nIcRxNSJXLhTTC8M48zuULdDZlBMjGfoiy4YbfzM0ThsP8tZGB3+7m/TkAOWhkECU8O/xSQBwEzTo4iFo7/Bm9Hpb/etFOZHJ0Ysyx7YSbg8muafPfnbGFGe/S7Ywub4nAvS97FoMaBPHnyqNVqcpyfVyog3j2nOt98vbG5uVGt7g87wXSZp3Ved2A/nHvQN6qGb/AHOTf66pDHn0xPYJe6hWHThG/Uc8mbRGu7WCwlRvjCTERPaZutxrNnTyPnrLeF4PtggWNXF2Yy0a4XdMZX7SOQV+a8u3krkkookDBqHIjj+WkqV7NmuPvwLFjJ2s+abC+kazRDRaQ7sIC5nTfTfAyNwI0bNz/55DOMcRc1PhosDp9+zecqsqxkMtl2uzVEJeCLtnyu+kbbaJE48/0ArLJwhzmMELlaTn+GJ237eCJ7zQa8eKRa0Gh5Hg7Sdp3r9HhY4PCVmx0MUlUwl2lF8dIyV5wSNfZ7ISbYJdghPm8Y6dsKSr12yALE0Z9x7hSrbMPiy2LFdtx6S2Vab2ug9H/XTY4QK/wuaQ4bDpNIIomcWryuDBunEgTw3ZHB+OJgS9ZZVhQShpOTdsbrwnF8TRsdnOQVoR9vQYKEWYc8fCQAVYPAqFQXje0Ga/t/Qtpb/Fkx8aPO/W5DevFcIuvvlPQnLKRX1V3TfEDzd3iEOurQ32rX884Ppthd7/HwueDw5Etngi5VaTgW/Mlt+WlL8JHyM1ix8VNwnHSsPXtyj1NvdOXLS8wDRn/8+2Nb7WbW+nZfvkjUOJCAZXhz85UsK7dWby8v3+A4vufTxG6tGr9dWu3W2trznZ0txxk1BenSU/D46FEx4Z8VHdHqHIEdgy7n7ASwJxbLKex6zK4+eey42Z+W7VoPApdhtD2w4YTxvv3268i3AUlFuC87QHi87wwmxwtjxzLnPSiYME7Taia30fbVONJr6iZLh6ZbuT5OiawE7zD605YfSjw6G16kJ9AC3M7ZAopBjT/77OdLS8t+rNohdV5MhYRGu+vnl1OhRuybb7+KPYeFhIWMe84xx87A/V3LZAXx8tchp0SXTWTObdvc6GqnStWw2Lx4ZJmpf2a3a2Ju6vxmNaG0rmBsO3Casf4U07nTvhL1ZvtUh3q82LtE6vF2mSsGvbjBLENj2wrsORa2VNdoerbuY8fE62WqBazAiikkZJCUGa32Vxr9GSyz40EeHdVkWmD2nQTeSiSR0/sko9kGwvOspLreqVnJYLtH2IpBSEZ4I4llPlF/ZK9JT7t2rV4Q8VzKFtlux2COcFnQi8nvru+/7dceojyAOUwfdHnxnIu3FK3jkuNlRHiT2C/bwmWurknV20nvw5eXUKbY+fI/MN6oauQg+aBoSNxbmynquvbDw+/oz/LSjcWl5XJpijnhkuYRAOfYm683NzdfteJw0oi8arG7Gnc4Pvr3GHxg8F0QzTQ67nhSUpLw7jkk2Wq3WwOM0mF648QJmOzQGvjs5OuvvxwkqdjW+MG+rJLU4311GHZcMbh7BQPGtVLN5Nb9xTMmkvYkkLrJ7us4gg5nJThntnlBGBVr3N8Z8iJeyVqxqfD+9E//LJ1Ke16wqeUoE1q0/4JrpGZxUdSzs/PMEOCYSllyd7RzCYrs1bPtRbcI2e0qW164/NXJyRnjVBdWNLiS7Tti1vfE3NR5j+xnWWa+dHBYsKgTLfnl8kIvD3PFKVFjfxswxo6BzTbjGgIiQlpSRI7nEAQwCBlxMDFdxkMeJyHVdDkWHqs/wzJwHFu2y6CBQRlpQUwM+dB6ZDGF1tTEj0gkkcmMVmFzEV71TBZm3kEdiB3LIuNC7/we4V6iLWeRq8pxfO1pbrK8dytnRjEQ0DeTT9CRM0ruwvNVVK0omsmVl5zKZvhISXLaNjzLRsXR6e/G2ZM4Il3pGYt0RvQZCUr687/UfvitZ3RGnBaLGtfGyGs/jkg8kHk4zpkbm682/ABkeXX1ztLiEs8LkQoZEeq1s7O1s7O9+XpjLLhBRzsaZ7iD0UukN85Ghslj444nJQJ7JsusOSAdF6/sI+mHaEASaHDeYjvW5ubGixfPDSMKiK23xXCnDjfECOy4JLmxqHHV5F62hMjdItbjVVsQWZLp55dYyFN9PibWuBc3PZ9y5pQYzc/l8r/85Z+Iguj5i7UgAmcMBjKE8YIr74t3XylskXjeJ94ZZoKKMj4n4LgndQMx+WvSg6QxzGCwyx97DAoNL7hduzD7duodRZeL5gKiyNIyuKyxC2+dueL0scZd1Ng1mk6nIvJscXZxYX5uZWm2XMgKvB9GjbFbq9XW1tY7mimk5LrmNpv8iGKcMT79raMAoXKChokiw5NADAtICU6RSCITGafCCOClsgOJXIyX0u+Bx2/njTjqsbBh+ODZd1S/O01wRTmOyWVxUs9HFjNmop3nLSsp/iJ7Gv3tDpgkce52BDj2C5a1dBfqDhzU7bdo1EZEhYx/7dl7KxKUzOd/1f7yr0djxxHp4keZidTAIjBl/gQkGLquP3z4Hf0plcojTstmc6Viif7ushi/olcde2fNZvZ1VDU4r8tSEzaM4dxF4QEy3HYVHRHCjZMr7y1Kx2FnmPjaDvLjJW7iuQqt5NevX21sxqOHux0SWa6IePMak3683xnEjmNR480Ov6fz47j+T+rihyVdPA6MC1BjjrHmZDqegm1dIFBYSsenwrtxY+WD938GIfS8w8ixfvC654y+O5MTWR6a00nh3sJIhNUG0404vvxrRR4SID7iVBHHXj8zMEzB0MKn3jwPZQsr83Wb1UB4tV7p4pkrIo1+mqUCz/FjjW1N4mGpmL+1cnNhcalYyCmyhPz6J8B1OQMLcooBqFDMpFKk1TE4DrVaLcuygjxXlsq6LgtYEUAU3JRgm/EwOWQa8TUfIIBYiHh/A5Vr+2wYPerkA+5vj/Fc/7iH6X0gJwCA/JR49D7++W7vbl3AKbiWBwiFd5NMtj73DX4507cwmeIcG8tMIokkMtHZaPjPBPJ7p1o/HMkxLAZrUE8SVZmAc3t1OY5Hj9xXXSSUqPUpJQ98mAkchiP6NiUwGaEjeURW0uLN3GQyHY9viSyv7xyXk9khu1Dv5Y0fqsogieTprN5ke8dlmG1mPv8r/ekf7b31cU4+iDqchJGh735qxKRarYz+dm3t+Tj3oVrRMNG2iroZ8MBgtq5w8MsIHaBHunHHzDDsuHqqGO2MCHgWTqqh6Zs+b4ppzu/UM0ofglyp7oexeJLswJicBBwpVCF1XRtx2kwaNAxVJSlmyGoQ1TGV6Ys7HmY9XrbFqnEC4qwfqvJn0xoEx/T6FNN5MEO10Y/Xm864puuKcaF7Dx68f+/uAz8V3kFq5gDAASOKcw3hYxLtS6VymXk6ZBRgiMx5vdXNc/Pr+kjIPNsaNiW4dMJLjGGd4rqWCVOhHTPINY1OS1DSb33MPSmNwFsrMEQDunrpe94FMlecOsq4b+ro2o5WF5E3Pbtw69bqxx++J0jK+pvK/ostTbcsx/WpLFyLGtxcKpXN5QosJwo879TW1taq1SrP++xGLdVzocympyCv+ACwY3hm07M1P9uenxOSmmEWciISUkjO+7ixVvOwDVkB8TKSsoDtMhphx7NUbGn0cnoyT+/Gidh16BGs17F/N4fQSS6dAEAEEQ+FFCsXkCBDNJmoqdhqxLRFQzxIKZ7UjWs4UU0kkYuX0WhgEnT8jrR+2JaOCC4eTY19bZ35c3YFryTH8fVu4byIL5sOx6Ox5Ig8rtfrcsjjmEOauUMWSAACvKDvQwoBBR4FcAEYnA1Cnf/g/wKCBa6P4Dz8gV4e0K1cfjEjKVqgj2FAJedpzciZLGRuZ9XHjdSgUbsMHfYURjZCkXH2dT/57s8BL5ibj0eXZVKo8TiV/7LpN+hsKh6cOru0TLivo5p5cPeu1p+StKfXBFXDnz7Fcla0LbhvnThM5jajFlOTfOuGiRomLSST4TU5hNo/ffpYkVM3btw8eGXyDowN5y+vNl4+f/5U08YlZbw/BR7v+9jxCMULc1aMQI1PqsM/VOUPS3osdrxeC6PGRzLYMTmO++zTL2ZmZj3P6+fLY8KU2SAuD941cjdBMLwfpLYCwVjPKPKo7l+W8MY5A8ceA9C1yD0ojB0KUDG4+XTfCplZ3xWU9AUU8qT6fDn1nzAw5thVGBgukrniDPAx6YLCNrZUMSMtLy3euLGSSqdVw9mttl5uVTqaYdlu14kFIgc4ERoOkKi3L4ueilRVNU2zUCgoiiJnMMMpQnbG8mC1UtV1DXm2LKCULIs8hxCkRbNcgiEHROS4WDMJxpgDtsBLclokrKQblmm5rtmB2FAEVsnI6WLOJaha2XWsDiS26N9NondjEZ1sQNdjMOAxizCkUxqICRwHVjjp3LRbbBD2VfIy2jQS1DiRRM403wwHmfYcNqZ/Z1iCAF57iWV6HKfdBxUm8lWiPOPI1eU4jh+wr4fkhb5pA8uQReSKCPTQ2EEQNoLGHnWAAyD2aDWm18t4CEoCYvqJxgNliKzeXJVB5Sp2P799U3l7ADhm/FzMYFHRXmsKczZ2iBGUxyPM6DCbe4pw4zFp7McvSU+kmz9Dqbz26HfDVMDCjAnTzIXkyVtrCsF0bl8XUrw7JbtleTKsyqbL7GssvbntwW5n702GT6YY4boND7fDcuWtFEFzx7YJf2pNm6zoLitzfcHR33z7JX348vLN7r6ZZFZ2enEce2d356effrCsE4dJ9rDjEb1YFETaHQevpTP5Fy2pbR1s0T5RDKONwXpLWM2agxZmpQj5RrtLfDxKZFn+5S/+JJPJBY8+HP4gM5B35TAGmUR81muDBXTzWQ3Wz6hNOQUJb7S5iyyk16ldmQr1I46PhnVu7IQKFgYRmNNtV/31uIuakp0og8gl1H+IUGTAh1fKRbx45oqTaoiHXc+1iWulpOzdlYWZmfLWfvP1bn1rv9HRDMc9cHswIabD1Dv2y902jxiZIzK2XdfNZrM///nPb9y4odld6rFUemd37x//qbLd1oV0anZ66t6d1dnpsiRylmHs7Gw326qNmZZmVyCxLUNm3UxWKc1NWYywsV01Oi42O5IIl5cW5xeXy9MzzWbrq+q6brdTmdzc7My9Wzdmp4qyyHue2253Gs12rdGqq07TZjUb0NKegw6Thgnl0L4BngWsXxkCk0giiZxqmj/a3Uogv3dEItxxTIjzOlYTSEiYuHxLiZyiM15JjuPBIpNrhBrkxT68aYqxf1mQMplMoq9XXWwvRkvF5fftvZex58+mmY7RaWGZAHSuVuCkVvt0tv5cpuflJfiRpD78bSQfTiACYm7nzMd1ceLjVkTWmkLN5ILAd/q95nDrLfSqRUqSc5YA5H0N1gzUMFH/0EjO0tax5R+GHRd4e9fiL0HX8bGUXZ0bZKf9+psv6QstLi4F7/f2VhAHaxUwZ22uSZauN0T29Xeqq7q6vr62+fqV4xzDdm26zJ7OKxwuSdG+FsaOB+3JlOREOB8DcTB53k7R2Xvg3Q0zRCPQ5LrJ8sinLR786ljUuFQq/fznv+S5I1blIQUgAwlqr9MSxcFqNDmyD33f0lqqVquxVwqIsJBxz3NZTrVBViDjWLBLV628dOprTQdIoXBFojYS3+kEAtHILnwV5sbnzFxxph7kI8e+EA+LPJqdKmQyqR+eb73aqjbammlanmsR7DDEo2fSEcWzWGy2EWRyMj8tGXSUoXOZlZWVO3fubNX0juGyiFof7FkdAeGl+Znlm6uLy8u5XI4+B4MWEtusbnlYV3gGTZcty8RqReHhbCltEWF3r4YdC9uGmE4vzs8tLS+JkmRpLcZWga1KfDGtSH7AMc9DCDH2c/oBz2GJleKBmEqrDqw2Oro5+RTBe3p034DA2AlwnEgiZzE8gavWTUThxdq0BA18dyQ2zLwHEPtRsazPxIsQCij1g/OTmPSzy9XlOAbHT9uvpuRFHObGojINHIRSibJe9TGPWquO4w1qMRSV9Kf/1t5dx2rTbe1HLrwzBelEsmV4VY1pu/z4ruf4UUKx7LeTffdzndKw2XL6879Uv/6PxI1BvtI8Xsna662zop899Ep3YUboa8e1Jl/rcin0WpV093p7BOwbfr6vtB+AjAVEIENSwvEvqDtgX0cVncPEv1mIkiLMQsocW1URkCW2bgPNDPiOIeDoTLWv9gRm1zprw00qHYHhwvWWsJKNFuibb7+ks9jlpRvdWFHADDwtaJoDQoujBec+P3Nw99MgP8zBtzA6/BAm/okHL37Ow9M4ZWYGGMHon9VqZf3li52d7WMf4S9gmFzHCXaocISxylI0Y+Fg3HEgI1DjZy2FqvroTdPHKs+uxgGGLKScE3mDi4vLn37yWc8K93uTBzU3hB/ous1PDlinAswNwl50RrBQ1Q06ro5wVwKe9PPo7zHiGOM5h2HamkvhGkJAxhxf6G/NRRJ31L+Q1XEcm2W5CdbqCAW+8kH0AB43W7gaMj5zBTXOATg+TttNqH39u9ApuSwKLEKtjl5rdmwHe67lqBVsdjzXDtbyLcgYCBLI16UUmmJt2+Y4LpPJ0N8vtxvrr/faHbW2+3pre7eUS31w//b88ophey82997s1euNpqm1fdzZbmYz6eXVJcd1Xzzasy0zK3MO4AGxXcvwsC0J3PzcVKmQe73X2NqtamobYEMEpt2pPv2p8QhjwzAsy3Ichw4WPM+Vp+dWV8s2I3z/dHOiwPFB3ToejPCzU6dRtZhEEknkpENVJGiUeikIoSAjRYAJBijWsVHJiVwnrRicxjIh4JhqiCiKAXDMsnSMQpGTY93URHnGnHJeSY5jZvju+6sugzwVUz5wjBJlveQd6RSQGTqkZkZKTlr9xE8zvbOuP/vD4JlZCWb9ACbXdp39jtdxkIrFEWHILHEkZKc533Gvm5wJpOtd/0hQsr/6d+0v/9ozOoPfliRHc/xgyYkMV20bhbO0dVFjrg+wY6LQpOZy6y3f0s7wnZQwKvzYxszThmi4KJjvwtD+8VNw8Y3Pdxx82NPYsoRTvHceTzmjSxcM9t0ZMjOIHX/33de0sm/cWA2VZwKcx73+21d4P2f8wHSRDMwfAfMWI90iqHF4iHQce3d358nTR7quj3Orh3vIIEL4DhsdkWHMYdixxqR6bz0MNVZtZr2d8nflj8eQM7KNmF2dpz9382aGH4sc5u7d+3fv3I80zXHsE9fXoexljz00WKFwHjCarSLNR4Hj8IbB0/X38IXRpACuNb5BOkjE8Jb8WyD21Rs4ybtXdFiSwtcSq77PTS8ks5pxBCLWi1HxqzpBOAlzxYXN2QPohqW/qcJ62DVMSzftXt8XeC6dEUUOIggsy2jW6x7B2VRZUXiO4+g0PkiOt19vr73eqzdaam3P7Kjz5ezi3FSpXPzh6ev113sbO7Vmq01cCzkd3mmkJGGmnPcIs/6Us2yXeC6LHB64AsdwspzJ5kqFvCSK9WZnt1I3DEPm2aXZcr5Y6qh6R9O7aVQg35V0SpmZLi/PlVUHPX21ez515HPOiOxRhy3IcNtiBonyE0kkkfHd2l7QcThUogcoJ1X0jkgsQWKYXy6IOA6WFnoRx0zCgj0RF+vacBxfm6E4kkQlzbhMsv/ies3Qj0QpRFt/doVQL3zt62F34FlwuAU7GobcA4sLMpCFYAT1z1xgvG92HBdw1756M5//lfr937qtyuBXyxnH9nzOh7M/pWmxzxpMuhsRVjW5A5B3YAyLHefS4jEduW6y4RtevOD+N0iLkGmf7A6G03cLBIiMsI5P/1KRoOCAVWMQO/72u6+pt7C8fIOQIGkG6PFBD8YCD2uxEVko+zyVaEODHi/FUU8nUUiOGS+6/6TWfpDbKxY1pqLr+tras43N41kpwrKYtp61hUipRmPHQdzxrOQsDEGNn7dSrhdDNzYeh138OU/qYkF0qWLAkfV37+6Du3fvD2biZq4XZ/EZ52a9OimXp548eTTs5DR/vvzxbRsWJO8U5SchqPCtNCkrp91TVT793bKiE2CzuZ+eWUyUc8xpTdR0XPUuOTZzxVqTP5GmnW7GDhHLcoLHSwCyhmHaQHPdA2WHrMClyuWs9GB1bq6UkQS2ur/77ddfMgB+9sXHCkfevHkTnEkvaXV0+uNzIncpplgWpRSRTvG39uob2xXddOhITocqx7Jcy6TDejGbInTGyiua2mk2WxzPSywu5RSS5gvl2VQqRQf+WrNTqbdsx1mYKn/62aerq7dbKi2j5boYe5jekFp9P1BaVnL5wptKm34+D0SDVm/bRiJ7ZAOoTw4IJoBNsONEEplgXwvbtAQqeRcc1HArx84dQEgif46Gj5MpwJj9jk162lXwhJOVtOsgjne8SRLmbxPXNjceHntmOAzZxSQMFkdkStS3rey7UMOpn/25/vSP9t764FerWesRFnXnrF2JGsymxdKfk7op45zcsFjmXPd6HyeqDbNCX1KXk96hYrAL+b4jN2jN1+XT1jbDRLknhsYdf/Ptl4QhiwtLTHwC1fjJ87G7tuOyLoQJFrrPIn2P7PdnR0EX4DDl6UQ8qpj7d/+1Ws0nTx/v7GyNvoPrgZoBp2QcrpKczBb1Th1HSfZHY8cZWZhPjYUan9xvO5p4H8aWHlRk3WTpz73C0NDjTz7+bHFxuedBJj5inBr1/aWMjDiWWHIza7+MIwI6p7o1G/t8tjS8CwQUrEFc0pBXekuS4UnbBseOEQHmbWFGCI3kRK2f33z72k1rYNwgcuVlfOaKYG31pCPFCbQHAMjySEzZHtze2eNkk/EcSWAd18MMQryMpAwr5ZCUhiyhZwIIFVm8uTgHiCuKYqDkGGPTcizHJf4EByHE0dOw6xqG0Wh1mm0/Rph4GNsm41is/0BBlkQPcpCXdaezt18ROOhZalrk5HSxWJ7GBKqaoeqWaWMGsqIk57K5dDbXcZCHOcgB4LnY8fmXXc/TDNshnVpDtW33nLpVy0ZTct/NRWCaIJWMOYkkkkgiZ5zpjMjiG0Qcj2Y0HvwqwULHlCvLcfyOjb0syybKekUN3AhjxHLxUcDi8ntQTpuvHmK9M44p41kwGuCbSqPtd4ZeTb77cygqg8g7BORBwfyuIp8um1O4KYOZz4jo1NjRiJ5TTPXB+piAHpCtOaBhsR37LZPSOGeOILSB3NI7WfnoRRTOQ91gmwlNz/zfw7Djb7/9ilb08vLNYa0TZsIaPB57VSR7b0Ac5AXolP8VCWHH8d7MsODlw7/PNKsfdvPecmOz1fy73/7N6JuYLrOjCQ0L0WayPCeSbm61hDp7Vo9gvffEV23/SCx2TBVh8Ck7HWbXjEGNI50r9r1ie1xQ871vIARZ3h2mZxHUOBme4hXJ12HYjdb3RZKOWfKZVjBt6wh2PCnUuG6yN7J92oUda/QrdMXr9bm31dCckon0Cplz2/a4+340BwnoaPEDmm3XdScbQHBsj7uqMpAc7zp19ZMwV0S3ck+yiREHxGzbYn56/ExOpRARCmmh0bGMLl9Gu6P/+Hzz+brH2KrRrjR295YXZxGkZoUNs6j7nE/d+GXECZwoewTWanWoe5ZlBduFiOcSR2OJLSspJZVFLIsJYljZsMnG6zcCcG3HTWULczPT+WKp3jGqTd12PZYXGSntAVSpVnUXfvd8b6+hMQB6juFodc/W6X15SZHzs5bHNtraZHvT4TgFGiZLiBm2P2kOmy6TSCKJnNpFCcgHmATmS6R/dItM08Zx8mOp/BIZpxteSY7jwTYGDLjGfSPR6XdN+PIS/aEf7Mqmvf3c7dSDTCOnvBsLJEYzGOUdqT0feRfkQbZoOq16v6j9WFNcbwK98qSWc7AXb6lcwLx8LIPBW7TSImOa9NdJZLPpfSD3zd4XUlY3QPUUQxQzLGCwagzBjr/72sX41q3b4CiH4AFnBIAHkBgTYEueNybHbhC3O0gBcdiyh4PQECKMwcR0oxVjcmOH//vJk59GnNMw0Z7BBSsW3ZKQPZ0rio7C9RXyRtp83onJzDkMOx6UnQ6zZaSHVfiw9f/B7I4AxC8cl0R3LmULKL5vf/zRpwvdUPShdcUkg+yhnTwk+7Bt6+tvvjz2/FjseCISgF9h8YYDxwEU1b8m9NZ2hXNyxjhlnwXdfe5sQTwa8RG2jU5LyebPw3m+dh7z9Yw4PtLzsZkr1pv8OTkPwKeMSLvQrXVMlzCCzGYEoLYNwzKxh1XN6/i0xg5xdJaxJTGVzhZ5Qeit+oR76EH8spB2GL5abyLe8qwOdFWfXMLSGNcQRW5qeqbQjSk2LNeDnENQs9WUkK3IUj6bWpibljO5SlPbqTRNB3ejoTMuw1fqzXrH2tjY2tpv05u5tuHqTR6RbCadZjgo+8HG5+lZAceDfIh7MC0wlQQ4TiSRCY1iZ0+okMjVbf1jvw2zriXqMdEJwtXkOB6cDJDrSxqV8FRcdl0caZJ6324bp/EZewgy9aGtVz+57cqYYcgRyQuu8S7ldOZnbtLfg9gxj5g7efNR7XQgJjlFcFbvTEScGKQj7j5jJAQDZ9HJEbKrcZEQv1PUUsuVNctUQnutSzJ+1SZnpOAYuBxUDZb+tZqLavbDh989efLT3NzczAz9mfUbrmtIIQQIQeAjCz5yjD0/Dxg5Hj3uji/dc+jpGONB/zUSDBtGr45Has5GVTFiK1b36/irbNd7VTFrtsR29w530dgjbVxrSR8U9QhhRUFvDxJWMONhxzttZstMD0PeB/vX6NOO4AvIIOAbt7mUMwwypvLxx58t9lDjbm0flaT7bzDRyrvmhYd1NdDnRrPxhz/805gZFM8PO44I7jSY2Xit6IUaHx5hgp0hl6SeJXbUrpSIraiZ8EZ/V7Pqu6lc4ezKGbsL6jrpPLjWEcdHHWFyzBWnq2TES5yIhIwoKazEAUZVWatCOk3btBzXZbqBgSzHZwqFG8tLN1eWlVSm3ajE340VGKlgQ67aaHOwxegVzqwZHc12HAhgOlNYWVmdW1gyHFJraq7H0Pt6LsvyqFSaWpyfW56fsRn+2cb+9n7DNB0G8kTIWYCtNVUOdoBR5cy60VEt26GKn5qavnf//tz8opJK1zumYTnapD3jHsO6iSEf2jdQTKE1lUkIjhNJ5HTz62F+9eR3VCRyuf3VYZ5MbzdwoCd0sjYmH0VCkH2iJkg4ji+7JMDxdRXEnwC+RIIi3/35AegzKgwZQCnFZspuc8ezjmKe3im2ikCGYccpDt/NG08b0hmdmNEQwKCwTBRZ051xZ3SR2w5mFRs2uJ7dl4LAO+lMh2XZNw337szRBB4ypCS5Ab/ERJCO4JsDvuNmDHbsOM5GVziOm5mZvXfvfjqd9jPBs2zANdENOPZcF7sODviaxqsrMkh8PAI1Ht1Mh6/h/zvjQDxYhuDOgAEPHry3s7Md7R0sbOru60qlXGZozUS+tTB4rfKjCSvCMho7fl4hTS/dq7qz9K8+tAGSGcWdlh0ERl0VMFQM1navipKRiOlxbR9+frH2/Icfvj3RHc4JO8YEjG7fSKc7TF0Zep+3JB4SID6yS+IQ4DjWVrsYYI8JJ+7CnWqipWNpMkJxI8X1lLGZKwQbT3QeASBAkEDWJoLlIY54gsDPlHJZmbcdx8OYajJiOU5U8oXy3OJSJptVdUPTNEVRJEnieb7Pt/Hjl1MOgDXVTQtMIZeWBaTphusRxEnl6dm5+XlBVHZrna39RpfCmPdYmVWE4vTc1PRsKp2qq05LNRod3XZdBiLAyw6EDQ2n/LtlZJHVtRQd5xErlKZmVlZWcvmi7WDSMiarG/2Dvr+bJ8K2LxDdAlLSSRNJ5HT9K3Z3ZhJx/M7qQ+y8qYcaB8AxFW+83aUJHDqWZ3tFOY7fqbZFCCWaei1FGJ7kZ7QMhiHTz2ymzM/cZLPl4Bzj5ffW68chnOjdYqs4eOsh2HFW8G5krADtGgdSOSenpDMkU9/4cc3DTjjL+BcZPmUW686Jb7Kjsjddj2ePXnA+ZZ8OOB69K40eHoYdB+I4zuvXm7u7O7/+9W/K5Sk6ZWXZg+VS6lW4jmsSy3HCe5oOgIZB1mMmBBPHgsWR02LvMGbLnrSKIvuzgvBLpptBPp/P//KXv/r9738Xuernq35M46uKbz1SqVTk2xMRVlCpdpyyFPOmNQ03vSwTt9oRhuBHV0ioDv3VAgGSkuwcCxmXiuUPP/wom80NTjmOXXp5F6XL6+C49jfffjW40hAR7BEEo1U3Kex4hMn1LH3klJIwIfx7mIU774rUd1/Z1deAnGnrhu6CNH9UVGi0qa8+kcGoN9O+liH2ALLv1HxhPOYKs2aya80JL+pYDq61DdPhC2mhnJt+78btbEoSeDrmwK52QcSytHgOBpVG+/HzDcHrTE1NlUolRVH6+7sfnIwhalqsnMmsrpSKWYVjIYKIgZABrAfYWkt/vrG7td/oUDcWcUTIc5lscfZGtjhtY9BWDc2wLNvp7jOgz+UxQE2bk9Lp1ZulYk7h/fVi6KdMQhxghVrLeLax+2a33tbM82uaPZ1fzvQtvqY4x3IT4DiRRE4zCxh0sBNH7t3UhF7iu0Hev+CEblSQS6d4/j5TAOikL5Yh8PJwQl4ll+OKchzHUFVc3+ZOIo6vh1StydObhcOQo7OFmz8zNx+HB9N3ja0ikGHY8ZTs2h7YVic8lRphTumcgbbYBDGUY6GB0w2Enp9diJyohIMPEuXUdrN5o3QEMgqIpHm3baEJ1nCg3vR3dzcuWc3Zw64KApDn5uZ4nusBx56H/Fw93cU5L+A89nrwU1+OhSDdTfCs3md62sFFXcE+64UXbFLtvyqmESaLJkf37oGDslKXiWURx3EQxld7CDsmqVSa6UfbxiesSAG1mxAvRooK2u6oBqOMS9wxas5AeEjmU05JOmYpY3FxeXXldi6XD6D7XoOOSSv0zrrjjWb9j1/+fhx6iorB1tr2e7NRvTo7dhxZuHIwg8JIoG0MuYoZWL4JusLAm1pq65v/dD7+tF8GaKvAiwnvFNC47N6BtCw2zR/pObJVyzCkLuKWTG9GOcyDkRbvAKQQMFconc6tkcwVL1pCw5hYdWCP6JaLqf4iVpBhCUpAyCDRB2m7GWMZOmW3bLelaxvbVbO1R42DIAg8z9dqNTql13Srp8x0hMIEqRbTtqBJBI9NQXof1m9Kw3KaLW1rv/Fmr1FtdjD2GIAYlnWB2LaY3aYJWuZerd3RDPrV4cCLqBtD79axocmIHpdGkj/w+/bDcdWOuVNpvtmr79d97uPzNKrRDRMKR6oOk2BciSRyOt8giS9+lyWyWjBCT3rAsb9gCOE4EceJjOtiXVGO41hmk+s9o0vkqovlXbTZQlLKM9Xen+8gW0Ug/MxNj3jm82iWp4WUPy0/FjuOHW/Onokek7F4ikfTwp602KcQkc62xog4HhzO16vejf6Q+jnFOQVwPKyqQ8cPsGPdhTOykxcxG7fW1mo1OY7rMlVQT4KW1k8CRv+xLEsnnKQH/vpocDA6+ml7AgmFDx+gsoTxUWIPY983wdRFcYHvpgTQcQAeMwdcyiM9lrB5Px3WH9WQbvI/WnD6lvRN6Ru/evXqn/7pvw67/BA7rtIr0+lUCGUhYxJWjECNA7lbIg8rjsuwsYle45INxtxNYvGM7B4LGS8t3bh/74EkKT0YcdjCa0Sv3tnQlR6g32w1/+l3/+A4Y+0v2FE5i/A/7ajnhx0HBaNKGCF5iJ059KHGh6ThBz020u4eZvTmubhqox0ADMZ53540LbSQdsI3Nxv7knJzsk1//bSdDCTHg9e6Q4dHDe045oo7OXOHRZsd2jcnBr44Lm51DMt2a42OwHPdLALdBKbd7kdHVXrC663tKdHJzAj0oZVKxTRN12P2633RvnTwNSxnp9JUdfMgbhkGG4OI47r0K3rcH6kPlbbV0b9/uvn05Q59nmn7VBX9dyOW7ezVWrppP17n2IPcBt1INOwZpt3WDLdLqTFBK9p/pNvrXSCHdu0UFLShEyZJxJpIImczeoMRxwky+O60/iAT4GDscDAx6/EdM4MRNomctv6vKMfxO2QgWJZNNPUqOvED88aLVlquvJiwVQQizq7SCYO99nXk+EKKTmrAvsGdopVP6q8MizgbZxJykRIJ8fPz3hinUj8ptVXX5wtHCGOGx7QSRgAoI6r62FRp9EzDRestyLSYnOAWRBxBkLv7lQ5Q48N0cPQTQQzqLlCHoGN/asocwcb+BbAHHR/OCQ9YtFgfOGYdx6GnBaRaEcZkEo2SBpNt60hyMz/aCgHE+mzOVF6+XP/Hf/yvo+8Q5qwI+I57pTqWsOJY1DiwPDcyxlonc6Ke1aufNI9pP03zeOQoya2u3lpavKEoSrdLMgF2MWYNv7PYcS+Eh35+8vinQdQY8DIqzLq7a+GDHQsGvbhDUueEHQ8zrdBoDp440MkOseO4hYq3Vc9bHX7896UfNAdGECa3XQFgZYKjw7XU80GO43dqmngsc8VsCsuc9aQuTApqoeOdZdMfp9UZulNhb78hl5DT5eaik3lN09oW1Awh0kdcjFWd/pjjZDQybcesOT3zFfG9u3cjqm6p+tsMl2haSOa88FDIMZbLiEwiiSRywjF02NQg2ZadyKC2HO4F9XrufQIZT0RolcKgZq+aUhx74PpIYhOvh1QtfMFPlG7+LDIvyAvuO1v/8vxtfvXTweM3snZJOkG1xG53GGee4yOwIXHwJa2oEwG7TBzDbyAcx69XotwR8yl7gr7joOEPooNbNrfeEgwXRb7qkVSEygwOAeIu3upnz4MBvtz9fYAb93565Bg+WSJCPM+LXZG7IkkS/UwPhvLvRVkvRlRgbDWOo5BBYQLhaL0LAi0GLczm5sY//MPfj3OTn69mbpTFSqXS6XQiZVhrSZFC+YQVqM0MR41bNorcpKigItse2ZQx1ZLlnXt5437BHIEa0/e9e/f+v/5X//bunfv0lQN/MVCMoMliu+rZdwxcM9E0dWc3ymvMFueVT/6N29yPHH+tHq20dbHjmNaZVvDNrH32gqk2HNMeRyeWh90Oiqm3O4ExXfC4JrXtE9tVsx/GJ1rz6vnqFy4AvkPJ8Zi4hFF+LiAkr6nZR7ue5ca8e1bwflY2wRDv5S03X395jnWuRhf+rb/aYFCCyDhJJ00kkbPYusGNeok79w6qwYks/KDnn2jLqev/SnIcx6jK9dWABDi+HmIPUFVA8dyDfxO2irDI87cdxyGbP0SOr2T9Suny5I419kwkMtH2TtCve88d9sTzM+NpETLtU15rMlJTc3LK0dypILobbf5Ymo7wew3zEdOcW5JwtyZB2w+BhPQDMySpHXMIsMZ5Ev5z6DfBowhBoeR4AATMDyCyDeqI7PgAnIJBqC8MEOfDyOOA9QL0gItQCr7oh9M1Yveh6LAMAXwMWY7lOPT8+Yu/+7v/MnjJy7ZAy3MzGzUEvbhj2kfy+Xzv+DDCClDrrBRjdHhfRxsdaV6x5lJO5JL2ruUQ4dhJPq2HougspF0BjYLJZFm+d++92Zk5juNGxHRHtGjENGNEMsPrKr2XfbH2PPKVcPMjYf4ONlTG7ISPY8/nIQ0fOde4Y2dABVzLRLxwjAHscZIDiHIznta8eN+aWqSagV53uFPfRHVZiTta1GStNu2bVNsn1ejX1GNOskkfiAYyP1TcWOYKkSWfzRjf7Qvd/gXe+kbvWJ0cxIiPzad68S8yWJjDI103D8PAW+jJrTL4qdrH9ZRIIomcZahNIknfnbYe/VWiCRfhYV1RjuN3ShBK/OBr2v1E5bwDiE7BVuG6rqG1xXwfikowptN1VrjyO+yyNx7UMYZbP0WOj4MdD85JhrksscNbMYXGnHgMe+iIQXGCq+6qDbNC3+bKU99KUZRnO5Wf3zpCOiBgZhRn6yQ5CYNKjtSSgMi9whFD4tyhRndsFCDIbQsiQGIrc2BzaxCgOhgRTEJFCIDd3oQQeB7pMVcEO+URAt2YZkQI34OCaf+mP8Q7wIW9UA6+8O+e9P4cf9baizVmD4R+gqqq/pf/8jeD579sC10l94s9HDtu8jyvKKmgMmhZYgkrhqHGr9rUSpAtTSiIWGT77NvdvP1TnR6CsRAtfWvaZDnBPR4yluR79x4sLd3osdnCXjR4r8EOQo8PIk9jH5ek5A6qznGc1683+vSKl8WFu/SDvvkocv6bOCT0nLBj2i7OwAKb3a5KpflQO/aFDdDmJqDXrL6qSTd/Ru+Dm7vhNdSJi+c4YSWqa97ztnzGezZMVA7thoGea7TqfHlmItBYeCnlOoXegAGO43etb/ehq13mitau+aDsRoZyCMhHU+bzhtD014HA22svMObxwXW+S6+3/vgUYWmnrfBeyfm+wtKmSSZBiSQyWbuRyLswuvV0YJChaNC9iciIrCoJU/aYXe9KchzHFPm6GJHB90iA4+shhvcW7BGdM5ubj8NKlRdcIy7oGGNsGEa73V4uoM9XFS4CFxKv8+X/CGfvZlc/vOoNUVj9oOYRtBMFREZjxyNCfU9nQhsmHO0SjYNqnccg50xuLQNCWDFYzcKKcGTESpJ7IuA4XMm9cX0Y5UWax2nGD0OeU4bWbZgOuN8LiQEZwqHA3bjjHlLMHDIYMxEHhelP3Od1E/CQAKj0Yv4dfEGO4E569OAC/3+D73AIhgIGQR8vRgG3Rhc6ht2cQn/84z8PvvvLtlAzD1DjqunDf8Ow481qNZU62ODPEbMkGLaDFO6YGPlD1PhAnjTEn5X0sPLKApwVtS0zPXgtYsh0yp5R3EG4PyylUml15c7s7FxQXQeVMaTjhHGjcailT5ec8NIDF8fPvrZ3tiLsxtKND4KvcGMH9ncH2sqxtzoP7Ji2Rd3XWHtYLw51QBBsCwg6TG8vQNBZpJt02PrwXFv2/8/en3Y5kqTnoaDv7nDsCMQeGZkZuddeXdVNsrtFspukzr28ozPSaA4/SH9A81s0f0DLN23zQdScM/eckTSS2E2yuVR3bV1VmVWZlZFrZOwR2OG7+5i7AQZzc3dsgYgAAvZWFBJwOHwxt+V9H3vseRt////27AkvQm9aZGFatUNmcYV6U/0GnUhSEH7u1+yZrPLbA+OtspmWQ2XBscy9kvG0Kp1o/PBuz7mqbJ89ICW0wi+18/XtdVO6UwiNs5LA3i20n1RVHDu+gqPPJKoG4WVRm3PDwyLg6eLUK9p2qMHOv782IDMo4z21/gYanQAb3v/x//h/zlLluBAA5bL6RVqbr6S1bbe/mxsFCidSqweqVWia1mq1Go3GUk76w3uZQjoBOXUd782jyvEr6eb76aVrM/0sirfeOXJs+fAJsb0PdjxwjcyAp+BZw/984AH7rNkcmG12DFMY3WBT4917KpV6fth+51oPx5V5r5yyhxEG6XOi4TMNJvkHWKPriD1Gu95u+Bfqg4fpkENPgYMJ9QJYi2e7tOU4hQqEL2OJHWKBYw4z5CFx/n8MJFXLMrkStmHy3TLvHPFYFzjWu54jUbkAO65XKpVCoeCrGK+ACx68Op5AjcE1mA67XZNvh2PmjSJf2WtpTAYVo8x5ZdVaVq0BkPFC+f79t8rlxa4GQcgRIEoyumxtGE/xangRuIo3fNqxyaPw2//uu9AsGiuI4uIG+Le194yzQ4+vZrB9dGYmiB33gX7sxinjX15od9AOXBebB4IhQ6AzA9oUO/UPN5ZNaTm+FL6IFadTP5nIuVB8dfXibY+JMI7ZeQQUyNVRvPzoVNjKtRYiGfNuF8y0wL+sS0PGHROnZY0X48Qu/0KowSXWauzU/n1VdOGw7SypoUQa+RR3l2k/rmYD9yJmJEI6WrPeOodhjke/QttgCSC5Dwqvz6fhTxx4xTD9CHiN5uganspDLD0co14NrNvUzqM/ifb8xHQC4fESATKsMDi+TJ/dqI1RoIU1Za2C3EI1jmerRZ0R6J/4PEGSWoVt2/V6vdVqgTeiwP7odu7m4mAlCtZoWt/9zen+au7e78yucgVoU4t3Pzhw3dTxU+Kr4fWORzKBIfPvtS3hLDUkNjSaSGe+3xJv5CeWRFFV1e29yt3VlCT0+rEV1Zp4CZ89wEsq78l06Szixg6FO0ON5FjZClzROK678Pf/4IMPvvjiC3xrVnKWVeug3YOAs6ITRY2h/ehW7tfb9ZTLPlgd6jERqDGyU12om3YunNru3iLzzbFle6LMe+sZq5wawNPcvHb91q07+XxhJBxh7oeiYYeVo+PDdruFb5GWb3KC7Kv0Hr4inI9X9QHg7/nwjkN+kWeZsS0CF4IPs0282ZIrwB9W0+KKmGyLYDZ1XYfTQrTCJ43u5AZaJrAZsPyzRs6w6msFsnmuZhxVNL47lYdsKX2Q2YsBbfGJpanl1iDO7Iu632Cj2PGaXt81ctEu7iqxhUYC8qJOV3exF22+cw6MsDijAgVBuP7AqCq3A1FjCilOv4MUGwXjKWRiYyj6QM+In3Rs1urN1X0kkVsTBIHW1Fk3I06noj+JdVJdW+rm+8SRCpK1u7v7+vXrWq1m2/bdVfUffVgeBjXu1dLqXuM3/2dt+6uZ7vsWbr+nlW9Hv9rKG+WUfd4X0LDG7HWTxsLogr5J1SKODenw9hmPY01RM29OQ7xFVXSzYTDxAmxxcXFWvCIs050vPyFiFmgY85Bw0WcpVi6X+/3f/31i42bWVLuiw+sZCxeJjtqPbuXeOQNqjK7tu1OF4KhKAns9q23lzfcX2/1R42vXrv/JH//vH374MUSNaR7kYfuHQPiEeBCxfQiw7adkWjxp7R6U7WZMDd9uOUzbHux7BdhxTOteTjs38+YYd+QOAWYhpkmvXbBXIdth1Qi1Qc5s6e0WXYXWb7TihUjdoJ1Gz0V4Y+S/P3KiHWledt9f1IevWKPm6V3KiSMdZ0i459LbwsBRCV7h85qkRzrPjSK/Jte7KlUxt3M1hrs+RUSwAom9uttZBCUTh6I94ZU3YhbYdV07MFxxjiHSWoxieK9FcFeJ3aLVOCkgGiiVQG2CHQuRJMbpGlFDYsOTvgE1tcQmOZMax9HVu1fnoVOpiqtoJwYZSHPp/JAVYIQAW2+5hs8dsyzb7w5t023XHNdleZ5xexewkhN+fFtlGD91T1rmcP3ZEfqOQLni9GCbldTLLVsoCBvovXIs+GNYrq+ooZApiss3+XRBkqT8jbcqrps+fUbsM3HecUa0fB1XzB70he2GMWJpP/6RYz2B95ET1xugD8cyHucH1j4vJGnP2yVPs5tED8zxvO3xR5pQN7j+Y0w6nX64s39zKSR2sZiyG+bE1NvL5fIf/MEf7Ozs1AN78+ZNdJ9bt25dfOUE7otpms1ms1KpaJoGS2NxcRG8EvnccCem1WodHByAXzEBZXtpaSmTyUCxe+TgDvRKP/zwQ1Agz56F6vatvPZtRb2ZMwqyA3nNlmUZhgEOpSiKKIodZdu47bGnO9EESKfqY09OlfulNv7zYLl0ImQsCOKtrdvXrl0HpUTHjjGc6W7T7oGnSXtqWntvfxffKC6s86l07CjUtodNonVOufI6HX7jJMlHAm2qt/509pOigXshZI5ZX+b4mCkt0HqePORQxvEAq7r5r/fqb68AlynURhTB+3hF++pIMZxhecfMZbC3ZiWFEU62BW9+e5R6f1HDE+UxAXZc3280vCwsyEvX2bhsSCIUCbkuhH7gE2eJyJ+GxvMGVyFwEM4QE61sGO7wSP0VUr+hhT8D7i4G7iPIGKn5MXEAMe1AxvTAZ1TjOIocs1c0OV40QzS1q2G8qESHMVdveQHy28n7Y5tuswre2I4Lhkt/h/pxJ2UWNK3BOCMn5BEFNon90bsSTuBcOxSMeTEazb4Cpm1cckmG+wXPZ6j1M7t6qO88Vu/+jrRyU1VVe/N+g2HODzsuKk5RdvIS2ZAh5bZ/x3Vml8XjhlsjyPalZakyp8Zjg86i6ug2s9vgTg05QcSbEUXRYcU3p8Z6qXcURH2diMmyvBEY2gIRZAglg29v3bqFf3thZprmycnJ9vb2p59+ure3Bx73zZs3/+AP/gBcDyiWaOJT6BaDPX/xi188e/bMcZzNzc2f/exnt2/fhhxk6PoMOd79w3/4D//Df/gPjUYDgwaYDxfbnYfnOIZh1Gq1o6MjcPDS4spiKS8IvkuAb19dXc3lcmB79KSnurBdkwf6+g2L22tJaxlriK5J3Lp1+9bWHVA4DC7vQf28MTwjNjFeYqH0L+M93SbpxvL6/W4+Iu8sWYkmiB03TTYvD74SPHpMknWeuXCobfmTf3g37jZPaTTbzziuv1NNI23wqnPZbw6NtxYtkQ+VDsd67y/p31ckRHUfPuNC7MdzbR3n4zWdC+YF3/z2SP3hSovwyt5a4R7tN5pMlombEp71lj5M/sNwRw3fM5A+GHwrwO9p453DzgrnjUKwOJYFDD5C9/gs/UMk/UnIr6D62lPrJkV7FVgfcMljVFuSlKlpfDF8sc+kxnHMA74qT5y4s7rH/fmLSv+f5HlvIyPfL1Jy1iyZWT85+fV/ZfQG69pTdWFcuqDe/qjy3a85o4c3SUvXuUxRf/5bnLk809Z+8ollW3x5M5fLGcs3WwnYsSK4dYOvj86NLSpOQTRLKbfLfh5tXecMmSIwW0V3i9F2Ks5hi9MZBdc+gjeYTqcP61oIOBbdc72qXGCXAhbj5jiOpmlHR0dPnjx59uwZcGXAlvfee880Tag4Ed2/3W7v7+8/fvz422+/tW3bsqwf/ehH4616k2X5H/2jf/Qf/+N/jI3q/TUJtq3rerValZV0PrXiZhZSbA1ccAC/cJIkqaq6traWzWZbrRa4ZnzGHvx7qvN9RmfcRXvTksspW0pOaZhKqffvv7W6siaJUrStUJd9aAeiE18PRh9Yxrbs169fhrZJaaGwFOzs7++4LhfxT4Z/CGfBjvvBT5aWVOuIrKFXIBwCptlsWsRWk+h10BJFURy7OVztAInlyLlejkpVxJnByL89YB8sGGmZC3cM3t2isV3zV5MQLTGJ0zcGWNwnx+YwrWNm41bvq2P1vXI7ih1/vqfbrIKPm1d1vEuCe7DaBWfQ/T8kXH8lnWdqA5tMUsbjKBp4RrY+fuQk7JhWvGnzjqIxAqoJkASDk45pTDEZjIjjBBjk/+m/+JezVXkin70r0yzwTzbDHg1C6o4c9umpJbGtrQLFjqfUdnUSHfbx4nZlugZpQZSvv6us3/W7hghADLaDv9bDX5nHO1cj8LSefV6tVs20L33LZZdjseO1tAX+4Pu2xYFox3A402Vtl21bfikQmHJOMPKyvZhmhPlbKrBR5DeKTMtobx+ax5ogSooodbChTCZTqzWJ/bOSM0G1iplwguEcuGVZpmkqihJ1cw3DOApM0zSo0gV+kkql4M5MmGExzEkXFxd///d//6/+6q/6eF2Ww64UCz//3XdShZVH3z6WnB2wmyzLq4G9++67YJ9Hjx4dHBwgabngApjbBeN5zTvSxLjYD3ne/ra05CW1CDWl3rv/1vXNG9FIkrp6Y8c/BGqM1xn01d7+LqiKoU7++jvoF9Ejg05v1IuZCO/YCc8xcX3XuFwBVJToFqq6kBZ7j0nQa7quQ0r+8AeJDY+valhDbOApkyjBXE76tiLczDYD7aCQ3cobIAaHU4N9SKNRTJlJwJoJa1nceDUwKjN6uTU5okrc7/L80d9lf3ukfrBIKpW/s2g/PNYtRrlidWxI+mfkIaJ15Ww3cyBLScfziVIxmM4A4h3jslRw3TzCB4chuY/hOeB1dZhaTRmsl9UJw1AL+EhQ1YTIIk70yRe8XOZqlPZMahzHqNddlWfta7SOdTPPGgYFjqmNbdLyzdTtH7C8GAzDDm+1Y3dLv/1TxWi1vvqlqzWuwF2nT5/JreNeL8LxbDKlGpJks0zMDq7n548DbZebe1chLfPvXfPljJ8ftV4cnVTaXiaTUVW1aZFEsLzkzhVwLElSsVj0Ge6G0Wg00ul0FAkFXx0eHlYqFeD0QJ6vP7sbGEwnPYZb8+GHH7569erFixex355ovO2xaVW5ubGkFpe+frp7aigLggOcLXABhUKBEVINzUryE65lLRw4jobxEDW+V2hHeX/FYunO7burq+tJYBbVIzu7Gx0miYeezqNH34R+JohCeR0vdWL60BdMH9036YMdS7x1rLEng+SA6iZXSrnEDc6Jf+8rvZhhQqjn6rUT0DYHVoA+/Our3Jqi8m6eS/uEJHMZ7nkzb1i1tQLZQm/kjFNdHdjVDFz6nVTfzo75XjpqPEyBRNug7XFPq8rtgo5vlAT27bL95aHNcPOYDr2bBK/zPlA39vBxDK6iiToG/Q24W7SNX6XOvevSMLiCRRczYSOzC3Gr00PeUQ88IhZRdPf0MD+qI7c9SpWmdh4dBYMrXMfuBpX90BwDrjQSK1VB44sRfIYro3F8ZcxyWZEb5+6qDq331IYbe3mBz5TQRz5TEMvXhPwi2mKa/dRIeTmd++H/ob95Yh08d/XmJXdhtnXGei8Y9bNfBsd6UwIZu6kCozc4r4f4uJ5XacVHzsW0P6L2Oh/Hq2udPQWOlUWW5wKh1Mi9cSGfPt5uLirgr2U4T/a05wdV1+OqLamQ7oGMednaaYrz0+7S6fTNmzfX1tZardbR0VGpVMpms44TwuZ0XT84OKjVaouLi8DdefXq1dnPC84F8+wRZjves7rcskm8YK8l1VlnPW1atdaL2uFnOw6I4hrHlWXFilZyx/X6u8sC693O63wENb57595bb73T9eTjRceo5z0echF9FrhnDDc+fPi1roc0H6SlG5zQE0Dw1VQSpg9HtSTsuKjYRYW5UwQdD9uy2IounGic2fFk+j167fRQLpSv6uMjqj2RH89vdH56wBv9fwW3xIZDV1yqghfi0AZqyT6D5+3oudZR/XY5xAIWOA+0UNAq+3cvRN27ALZdEs2ZeHMxw0d0djMWTCeKpWIIT6vynaIZ6oEF9l5Re1JVGfYqYcf4MyLKJLY4e1msfNeTTWKRDmUUOJ753qnjYYbEt+DUQrdidFBEqPwWx65g+zZftts6Xawdo9NxsE4GR/XPCM41UO944HoLahNxcaODEaTXRHeLVauYK79oskPejGocR+7kqjySE11QM+Z4T5NW6Km1XW2SQsYsx7OSguIkPlvsTJDyIqdmeUlhpRQriI6onjz6JFV/g/+WE+Xc7/2TUc/IF5eJLVC54tIL9vQ3/43Vqr2I2mOfVGSB83OvyTz481TR5WdN4lDIL4U+FoiPy+GdF4kxz9fOxsrEY7hnrUzsiX6QbuP9RtPwnrWG9bNBwS74ef9MuS9pOC3zH97IgL/nRzrhwKVF5t2yBsafMeQOB0okG4ZxfNzhku/s7PhV5fT04ODAcZx0Oj1woXesLS4urq+v37p1a7zHqqrqxsZGqVQCVwL8mOvXr0cDpna7DS6y0WisrKykUqmjo6Ooc+OnjAny2jWbTbA/eAMVJOCaLPCrbDYLziXLMvgIjvCf//N/1nUd/MSyLLAnVMDQLHZfEzXD8Ryb9AE8t942vHbdMoyGfcxnmpwgiVZtReGCROf+2aH4Mnjzui6YZjtwsDmWE1ge/ElsVwLLR41zTdc0msF5EUp+//5b2Vzh+OTE1+BQUoLgx8nwCsEdNRp1cJZMJgvuqNVqmqYJV5wJoqDISjqdAb8BP+E4mjl2NEQDbXz16sX3Tx+T+1sGg3Fwop6he4Z+NAk77owvrJeTwJ95PQfOzRoOWzfYmsFBMvKpLtzIhwZQ97Izso5hYDCShX4lmBY9oUsaAG9YBiJNjMgx3cXa3aep1UADRLmAovDZmbCWK4JVeX3iBWpRqzi5bw8ab62ECmszYxLA8fB9zpAB+Rhsrz4M+sut8+hekojY+M1WDPGw7S6poZ4tn+LuMu3HtRwGeHkz3hLx20eDS3zQCtWNA3OZHljIDqxj1K6oDwPHvp5+MUQGHT9dfM8Zhj4tGBNHlarACQqEv4SDx0wkacSoHQK1yfcs3alxnB6BQ/ZzOGt+MTarGsdxufGuSG3YCyh4iyl7IO+YY9xwG6DtYZbM8Vg7iA1BVCiGc0a5vKRuBJisIImZYme+VRD5dGGE4zvO0fMn6TBq7Een7/1sjKsFVzQrBQvVDypMCKHISs69onH5SXIyJWVhjUkAfycSsVyYtS0O/L1uiALHrKhmUbEVvl/x3lyMivd5qQiSMh5d6PT09M///M/Bm3pg/XeOpd8OYzs7O1988cU//af/dLyce7IsLy0tKYry8OHDRqPx3nvvEUQt4PhC4BhcYblczufz3333XRQPggn3wG6PHz8Gl3RyctJqtSCQpKrq6urq/fv3Nzc3wRHAdlAsEDUGR65Wq+DI4Lem7bZdieUlTky5lu6FFQlUr7GSb1Uq9drpocTzGdkwnczdFQV1LOAI4PpBOVcaekN3GL/ucawg8bIqKDleLQlyGmwTefZeQWNtvVavg/OCizEMAzj6+XzBsr56s7Oztr6xurK6vLycTvsTG6Zp1mrV1zuvH3/3reO6t2/d4Xnu5auX4AYNQweOSiaTWV5e2bp5C7yC95IkMdSGwG6INvXy1Ysvv/ws+kPr6JW9epvPJTJ5T/Qz8eD6Y8eYH+OBnkRRmSXVQWRkAohxzJGBY1dveWY/ArXTrDJ2vzl7q3bYr9idEAC0kOEXMto5PWLB8GeMCDIdgZ3Ns1ofjCZ7xUVd44TImeS2M1nNaqbE3g6y4BGpCPqQ6cZAjSd7O9OQvWqgJ4Zf24u6ny44ih2v6bVdIw8PAxmRs1zfGITLdZEdLyoRgJNJ4Z4s22Mc49/SJjxPnRVEADmkZQwpC+ANFK6F2DFwHYFfCjdCwsTwXVDS4gCmy1SFogdI9wBcAuK0UrvEPpZ4RY8Mt4FDEu1PxhtzZ1LjmPGGcllm1Paa4t4QK7g/XGqLISCMNoApjdtj7WktVTd8df8bOYNwHPn1+8r1t1ATHa9uHxwcKEffExuVzQcjoc9XxkDkc5HNw/XYpsmeGOKNrIH3ry4vd9NPXULEck7meOyblrzTlAIEGVRm5ywU7/Fqu6ZpkFZ8Aba9vT0ScAwu7NmzZ9VqdXl5uVgsCoLQDmxvbw84oK9evarVahA1NgwDNNuXL19ms1ng/iqKEouNgt12d3fBbuC3x8fHkJALjgD8aXAoUAeg65zJZD777DPICw5ovL6Bj4qazojysijZLlNvWy3TYntr9JgUq90qebWares6OFo6nX5rpVQul8ERoHcOzg7uxWc6W64kK5sFSRL96WfL8Zqa5fJWKsWyEu8y3M1Mk7FajWbTT0FpmuDGwR2BaxNFEdRTcIQ3b3Yc206lUpLkX7AbQNKV09MXL1+A0siCG8hmLcsEOwsCD+6x2WwKwrFPGJdEcCRwNJxiQC3ajvD5hv6ocacdPfl15uM/7bRrx5l8PzwcdhwaDQMyMvGQ3eefN19/RdyvZ1tz8nB5q92sVfP5PBORC4gyjuexgbAcrmtMSUbD236Tu1kMVZjrWfObk9R0hq/Dw0MXj2sMufOLupyTHCU8g75R5JlKDzueZYih8+q6EBF2ES4cKbQQxIw0BOBhYp1Dmix3PkAqFrp5aKEbXGDnr5cHfiHPQQ1bsA0up2O6mhVMwqxSbLhBgIkIGoaoMTgR8FrBa1BFPZr7bnr6WAI77oheB4kTkcGPeI+B7087kJHxjRnVOL7CUhXUrqQdG4lB+GIYNXZZPre6ddbTHR+zh9uEQiWXyio33h/m57quX/2Bp7ihqKrPMkvqHCH7zHVYQeIkJRaVcAKqJjgIrincMPnvKh165qpqhkKC1un0RCwQlJmgf+d4zJuWstP0OUr3/MQvtN0zz58//+u//uuTkxPg7wK/M5vNAgdUlmUzsGazCb46OjoC/i742Gq1arUaGJFVVU2n08APjqoxgEdcrVa/+eabV69egV+trKzcunWrVCqB8m80Gm/evAEH3NvbAx+vXbsGjgNO1wyg23q9Dk6xsFC+9eD9axvrGVU+PTn5/MvfvnxeNbvVgGPcjTy73csWyRQKhQ8++GBxcfHx48f7+/ugZwBHgxogGxsbaxubqxs3yqW8yHNg4zePHtUaWq6kOrwiMQZvmkdV38CFgRu/d+/enTt3VlZWwbW1263dN7vfPHzYajULxQK4zlRK9eAiVsb32i3L1HStvFh+7733M5mMLEtgz5cvX4LyOTk5BvHCYrkMHHq4RJFWsyHtVV/UmAnWtaD3oMbGteCz0t8aXubzPXNJMbIKm0+NmxsT1BHLnOdH6bYqLHOdGRQYx36b1GSuDBDjhVX5WRofxGElsXWjaqvATcG/VUWXIB33r0VJR56gpxH7Mem+LqU+Ezy42EtC3trXJ+l3F1pR7Li+XwfO1OzXOCS40RMvxhFhiP+EQ3uIGjNdiNnPjEcz5c5rf8UEDqFvPdUyQZAkCbiFwJcGu+i6ZBgG8E4hsgx2Y4ZAjYmGifZBaagh5ggMosbgNeAd9w4Wq4yR1PapTar/xxFhnFncEaXuwsRQxgR1ttBiU+TRKahRRzdhNgsrMh5ToQZqU2xmRB7SdHxIaEU1iYrLltYFWTlTZN5otE8PclGRird+Ms+PgMjrxYpy6tYPJnLk6l/9v/CPuGJvw+IVoTcxwNmG2apJ6fzVHtdBkOkyLH9Fw/W33npr+J13d3d7T5/j5MBSqRRwcDVNg1q94CN4DyUgwGsul1tYWFBVtd1uE1ExfAW/bbVawCsCu12/fv3tt99eWloCe1YqFXBA4De/fv0afASe9EcfffTkyRPwBqLGxWLx5s0b7799r7C0Dlwq02EzmaySkpsNvosRkNcPDriysgKOD48JTgqOBs6eTqfB9nt3bl27dk1I5XXT1hwumz8UpPba6pKakh2zvb+vQctkMhsbG++//8H7772vplVwkEBOhH3+4gU41OnpSTabXZElnhd8wCeIE4CDns1mwCnA8UvFkiRL4O4CeN3affMGeIuu54KwQdcNumyQsL393b29XVBXtrZuFwpFtP3lqxdf9EWN/ce99eFwQMCZmrbpSTuaxGgMe+rIrJURrUKKzSmsv2aB2nDG63XHBYET2we3muPgkgsPSTQgHNZslz1useV0qMSuZaxHp/wZj7yUn7yy0DRoUwzEOAZePBNgxx8tNYnW/NYK92i/0WRmHTv2uo8Ico3hFihAwWLYMeq7EDSESMpcbGdGgZ4rb5D8Czxe4L5C7BhUDgjjBiYGy9dYyGdnArkzsDPuEw4JH+M9CYQj8dVsEH8Er4LASxLwVDkCrIy2eoodX3y/irs9sNpA2WsYufSZLydm8qgNwFJmVOOYEgiozYp3mGSGnzveW82QSfPSN94+U0xumsfHx7mTbRIRuP7OCCIVjn0FH9NF9Rqa3Rt7jtvCYipUmNrRmzMCxwMpNmc59Hi+3eDabnmyOO1DcpRUlRIcAsv6kz/5k8XFEQSpUYI+pktqAN5uOp3WNO3k5IQJkNl8Pg9dnHbbXyKwtLS0srICxmWoCBwtZ1mWl5eXC4XCjRs3VldXFxYWwBawJ3gtFouZTAYcB5wFHBC8//GPf/zv/t2/g1DvgwcP3nrrrc2NVVBFv3p+/ObNqcWpqWyJP60M+aCRgwUue21tDRQF6HAajZ1nB83Xhy3dVkoLxdtb13KZFJRd/vbbb8GV3L9//4MPPnj//Q8K+YLhM61txuNyucLdO3cPjw6r1aok7i4tLadVhed4GC2Cq7196za4YFA4IDwARQHclWwmD85bqVZAY+Y5LqUqwbpFOgT5BvHivb03oEzgllevX3744cfXN2+A9y9fvvjii0/7H0FcuokEjv0HHTMKsN3VxBPy41heZ3jdUo7BJdcZiTVlxswr3pnIyFfCDmsmUe55VZAwsV7BbBqGnvJ1YRKDqOF76asWL4UXatBYcJgRHLGuTgy5nA6tOctITk526gY/qt87ZCg+XsQ+JajxiGw1D/mhK2lb5L2M6IicB/5i54DeWuG+2DcsRp7pqhXAfx6GxLEBNMeh9GNR4Qqwf5f4yV7xzopasgVcYxtCxo7jwPzPwNGVJAmtxkNMUiiDhq9CG0bNBrVfQoMCz8UH/fNAq60jdxztsvDuCGHH9Amea39LjFw40bj7vBwoTj1k/0yf2pCPYDY1jmMwIIolU5tWQMqO58RlRZdIgehlF+VM4Sx+cKPRUGo7pEhFujCStK6n1WjfOaTBVVGhLZgqSdPmoXYbMqd2NMHue7LL985vLGga7sNKbkExl1UbX5L5fVUBjUPgGFVwZR78earojiSg0bJY1+Nk3pHODDQ1LO5NM8SKul/Us1Lvca6vr49EN441CByfnJzs7+8D5+batWvA2a3VaoiDvLS0tLi4CJ4s+BiL/qRSqdXVVeASLS8vq6rabDYrlQrYuV6vHx8fHx0dgU4AQslg/7W1NbDz06dPgau9ubkJTucrPDRr+0cnrw/rrOU5TKKePssLRPXgMkWpVstkMuCawVl2d3eBQ99qtY5Pa8+OOEURV/Miz7po+RhoHeC8W1tbb7/9TiGfB6e2bccy/dwmkiQvLPjp+/b396CEnST3ggFw/eXFMigJnhdsEDLYwBl0eV9jjtM0XVE0EHlKksjxV5+j2h8fieLFuAVgsU/vGoga87ly6u4P8S1W4+SCkw+anmQyUkNjLp2MTOC2hFmOV2n1m69oG07L6EeEbxggQOl0WKDOIylz7L0C36OHvs7a17K9RywYDUPXQfOntKaYJsPxRDhIy2R4q5m8YTNyOBHmetoigOPYeevYJcDnEbHPRNwacs/8JHjmctqHiUfycMqStmfKw4MpFzYqxZ2uRx9Gs8wQMoZX14XkmECGlEX6AN2fwCP7pGOOc7tqFf0SGVCg59KrN3tmugkm+NBRNQnqjAszfwQkYgd8BBWG43jIMkYqxvAwsBqAHXieEwQeHZvtO+kAQzOYSBWpbwejMEqtxgC/M2CtdrjP4CVwtLxA+pgLqnFMd0QH5cvqZtEWBB8zgeY1zYYyQZtdjeNocjz6NKlNqTVtsnbWTX+02cySUsLyxr0znstunKaiIhX3f3e0g9i2GGlyV+yhiKWVyfShlkGWnhfCOAyHnazMcdL4N+Xjou0yB20J/GUlB7KwjzQBkXwrTCgoBfusp9q5VK8kXY/ZaUptq7OlYfX2LynOrfwEEnkVJesNc+5Yme/6ymnTYY9evdY0/dr1m7KS1py9WttptHRFURYXFxcWFgzDaDQaeIIyhMamUqn19XVd14ELu7Ozc3JychrYSWBHR0fgfblchs4T2Of+/ft///d/70Ox5XI6nd4PLGcfNluaqbXdZp1jYkqPz5a4VAMBMayUytz/3XRu2f7N/wRXBc7+6aefQmzLl8Ww7BM9VczKNTn3THLAWYC7D64E3EWpVFpbW8vncsD713RwQt0MgGPP/4/RDePo6BiuSg1y+nFQdQrKevC8oOsG+DMM0+cWW7YDQohA5I7lgoTXLDejSwKjmrMJoVT8nvsQL97fjcWLcfvii88G10klk37v5+TlJdJYL6K0CTLyB0uagiFZbcN9XUm88Zbhala/i6xrrmlPXuEEspMg9UkQBIYEhVlR7LxPDaoVRJUA25t+V9m7ZdZzzdopUyqdU+g120ZKVVAndLQ6cKRLGxmTGJGjpOP+3Vp/RMl2Y6L94fWLh6mxF1OrB/pjEDLeyNpjp5TApTmZqQHN0XL+7vWQTw+iN3ACm8Wh4gAiRPhy5Gb9tZgQBwS9aeDGAP8Easuy3WDfG6aOUZsgxhJ1QvB0ZMO2Bba3hdCl5YCTGbwPKoxj226gVwwFi71AngIqVEDEFh7Ng95fgP+ik3h9KgVxgXgyRpTIEb9L8DHgFwvBYkEeprAGlwTZzYLAIkY8Nl/SmSnpsunJRLXRNLbRAqHWv/rhWiJRbxlVJKRVjSoqUVdjVaqpDXwEV0TjmBq1aRt0+7QsjuVEzlXFUOzq8rK6uHHGUwv1fWLLaCIVsHVFfHo+U6CPNdacVpXYYrmhQWgOZY77W8Pko6IQ0X0sKUy2ZdiDdjw3djllDH9222U0mwcPpW5wBaG1kutdiSJexO2bnlBzM0e6XKu2ZaVpu5zHyLst8U2Tb1vcRgDvFgqFV69eNRqN2DEbONP1er1SqTSbzXa7rWlaq9UCb8B2GKHhvhF0nvIB2xfmygOHPT09NfT2htJ8Vq3lJLsRkQkWF9ZF4K6/etlt/sX03R9KNe30+SNFOwGXB04Hzg5hMuDyu4yQ5XVeq+/v+2sdMpkM+KpWqzmOC0WcJUlqa7quGXDJIboZqNecTqusD6sJvOBrZ8GwElwweLVMyzSgbh34XRCFdvtYtqeTOHvI1/BUKfzW+vOLxzSOz3z8p8PsCJrMRbpe+JRAUFa9U2uWV/WKiQ9dZPi+bbmozl632bRIzrVZP2KY23QIjmkyRHI8GhWOaMeaSADHTBzpeBjgKWlir23zQ6ZznN1ZjbNDxsAONMllXMhsnEKAI/aSuhROErXhupnF+k739vp82O1DNwZ4BLQhX7rTMl4LjT7uCEWXQarWwMtDOe4cxw64xj6/F/iHwH3tLkrz8FMP7QfGToZHRwoPT+QAIWNIZ/ZzgDtQvMIJ+MheB8nmwHsGT5qH7iic+zG0JiO2LVAS/Uj+YRJ2jAqT4BpT7ekJRAyzqnFMVcuozY4ZDonLmC63lib9cn793gQahtEKf+ZGEqlIPCwv0ucYa45NsjU1OxRcnYfMMTXciHTkUWtZbNvimrYAXtt2D39xLGElF1pMup4xCbWK8xh2PU5ieInjRd5nWbgiY0usLQuMo6Ty+Xy5XM5kMrqu1+v1qFQFsOPj408++eTVq1fAsYZ559bW1hRFAS4R2PL8+fO//uu/xv0kFi2oC7J8wIR14E1KdG+UuJMTlvBTpcVNN7vCPH1E9lq1Y/flV+BQ4FyFQgHyl8Fvdd04qVSODvbBJZ2cnADnHlyGL4jhOGBP+FvXx7tBMGDjbnEQKHQuMggMRJj2hMUkSoMVZ24s48zr+PczGX0Ns6wbPm5QAvsHe/v74G93knhxpzLy6Y/+t9hvXO/Ssw7Or38fDW9cz1fPT2F9nWA0QC8RpJVnaFwU9nqoVMWZzHSYqiEU5JDfgkjHsTDQ2WvdVVrufUbI2LTduu7plrfTEG1G8DMud3N2xaJ1F1xWccBWhwuMFvV3FSpYqCqAM45HPBEbHBaKXbDY6WijPncvBX/cOAAHnyaUjk1KO9ZHXxi8JRSKAwkIFykMQFHjQGfAg14hlKcg0GH8es44zxTFFgkUEl5wcBkC5B1D4WOwBabLg/cFFXV9LkWw2i9AvXk8h22smzeocVGjNl3e6ZXROKZGbUrt2CSxRcNhV9QQcOyyfG51a/ItnOdp+Z+rOa5DdKDEGuhzlTk+ixGE94k7npeI6YG4y8eIXalucJrDJ61KbzOqaTdw+dSLUKtgg5XUnMgKksOwmtYCr7xnpGUhvVBcWFhIpVLAlWy1Ws1mE5eqYALYFzisJycnT58+3d3dXVpaymazy8vLKysruVwOeKuaprXbbQTXgi0QjYUuPiRx4Imn0WKuHhpVXFbKC/rRQfTCm8+/RnlCwEWCUxeLRdvjJdNKpRSR97P5VavVRqMBDri+tr62trG3tw8daP+klo3OBdMca7oGtoOoAFyw75EHDjehQjdQm2yy6dou1IVhB7BLarXq9vb3e8PjxYIoFNf50hpjW8b2b4Zpo+rdH/FyOvZbcFJlcrcrscaCbGXGTfIkcnys/3rFQNL+9aFu8ils8YpgNuGa2ajY/Zxjx0Qh8hwNxUc23WajKdkKkg1Jx30ohFFKXVLweSWxklEhY+CrNHRPszwQFLSBr8jwBptCRDmXcxm3A6gh9Gp6uikEsXXlIzpES+hWQB4oRIyZMLo3NEABgWM3OCyEj5EmMp0hOy9UCEdmiXaa1OoJmmf/B91VgWBxSNoBoZSvSetAg6vZeF6QfBMhIBsFjtEauwmOekkz+oF/2qmWEN2GifhA/QTXCeWVI70ZG9tkBnaJ1KhNrc2qxjE1alMV7PUfhqMbgf9NbGVL64KsTMkdRVm0s24Sf14uJmtqA/eZuMzxROwsyydj4yWR95ZVOyc5KcElqrd3gVN9xw37eXtYQnddc8vZXjAmXsg8C4iAPJbzeNmw2aPj05TSZqx2Pi2lF9eWl5dBf9JoNFqtlq7rfHjiB7jVtVoNihoDb/qHP/zh22+/XSqV0uk0cGnb7Xa9Xods4s4j5vlUKqWqqiD4Az04IBOgz2j4h8wOtytVwYqKvHaXOTiJ7eVcxzVNs9U1sKVarbbZzGpeTCnKtWvXisXimzdvvv76a3Det9/xFzoosgxOB/e3HRdfVgbOW6vWWu1WSknlcjlf/hVbetYtqEH1ZmY9bS/4L8o7Rrdfq1V/9Td/ORRkLIhiaZ0vrYsL672C4Vj9+1/3/5364PfE8uYFTMNLrPnOoiMJ/CRL7+q6E0mkpLrBLWMiG7yta40aaDsUQBlcX6iNaJYb07emxcHzE2z/jFRXFygZEjI+aTpVnYEYsc4osWVCsB2RUidE06KoFk69vEhl5yQsGGLdgbgEi7SJR+WEBrxU1nHYrjAsOCiHL/ynNvk6HAZz8QcNQVN8O3Dt0IK2pJnLpGeNT4R0pwecgMlrwkoOXFbg4gZCEBxk8eIHjGK7Y0uWYZMf/XqzrjCCX7eh7BtMZx2wIgxwmYGbzTOdRXIOvDtcBxx/ZeIyW1CjNis+qjCbiWXos6M2M2Y4EclgjtySWrszPRdsu/YVewRF2TqvstKawqB9ZkXmmBuxY4XLBZfTdlG2VcHtEy9FVbPn3kPnGSGlWfbu3oEscs1qXZTVlaVFYD6iWqsBlxRmBCa8bdM09cBkWV5YWFhdXQUOa6AXoVer1Z2dnd3dXfDbbDYLPVTgfKfT6VKp1Gq1Tk5OlpaW+MDgoaBEcg9oTmWYaiPpklPX7jX3noP9weWJopjJZAJ9Ca3mpZzgPXKvU6lUsVgE3n55sVyvNw4PDzOZbDqdFQQR1ISAUGJXKqcHB/utVnOhvLC26kttwDQ4SSsfB1XDmUW0Etrc51982h81ZgVR6ODFawhqQN9KyzfBBy0ZO5aWt/qjxqw7senD6zlzgqgxsHyKZxpX2S+P3d40Sb6h0zhhmGu0N42ON+HypAHDyGYNsR6JctuRlRT7Zt4cCBnvNESTyzCoq/YSMwSi104WgS7vGFcKnoaeKloHMOFRhmVJeYpRB/duhjEGzSn3v/Xz44jMkXM6qF3juHAsCx4dof+hUFWxuwYBZShcFuSY5Zm+EsY449h13bPcb6zWMJE1BF0MbINQgtmXYg4IyPAaEBoOtTXQrE/0LIT6x4ym66A2bzazGse0ZVGbncDvQCcBICHiX2pPPlF+5/8yLX6D69CHOPzDDodbMV7trMgcs+zghZAQpQNh0oLiZCRHYGlfPFZRczwrqppRe/nqNe/62d9WVjeWykVgmqZVq1XghvIRnRlIxOhkjQvw5dPTU7iy7/j4+NmzZ19++eXTp0/r9frS0hLshcD4ns1mNzc39/f337x5A1UjwEGAj95sNsERGo1GFKGONaNegSTlVquVSqWguJuu6+Dj0dGRYRjgUOCYqZS6srJSKOTBtzdvbL189fL58+dgn1u37hTyRai2AfYE21++egGaz6333799546qqgGe7MDVf/PSeTAeG4ccf/vtw1qtGl9zArxYWPD5xWiBMJ4QHBWetHKTzxab3/wVE1kVwecXlTs/7HNhvkq12ZrIPSqMvpCeMJNf5OcRCjQc1vXzvmHBbasKGi/sEKIMpvkNRMN3TGctxzDH44bxb4cRJu5TA6+GrjFwh24X+mXohZCxwaYD/8kbJnxAwDGicyKOJ9MlM04DfIw9MsRURc+WG6YLIpjIRE5USEftJEQYIm+YzLu08U4kdCWWQ8WCtkyXO5zUopmIvgr8FXRuITkXiqfB3M5Q8EEUZSRqHMvMja38A2XN+lfCaO2KosmBijEX8I5d8B5C26IogIsHbm0gvObj3cF2gblUIXJq1M4NKJhNjWPKOKY2Uy44ueVlM3Uz2w5VaaN5+tVflt77g2m44ElBBtNs6aVzIWrFxqjDyxzrut5sNv3LU1XRbJqHz30AaOmmUFi69BLLiW5JsXKyK/HuqB0wS1UmSW+a50TFMlq1RlN0dVVV89n08lI5l8vt7e1Vq1WY+K7VahEuOExMt7a2BhnEjx8/Br8FXiyoNkdHR+ANXN/HBFoQwMBPwHFu3rwJPFqw/+vXr8EOwMet1WrgFewJDoiYrY7WTLre9uFrZvdb4MqDn4Mzgl+B34IfVioVcGpwteBooPYuLJRXVla2trZyuTzYYXNzE4QElWol4B0fNOp1TTe0QIm5UjkVBbFYKt66devatWuSKLUD7vO8udc4TADf12rVx0++JVsQhheHHSGCzMUiGjP41Dzai6LGnJJJv/tz+IthAsixTWBskXVuFBxwzvNwXucwEqsbbEHBFMnNBlpeQPtUrPaGZ77p4DO6WQ47XFEPUEHt34SvRlltZMykr0KQ8aByiMJMuHgrROii6BgOs148ghC+GA+jG7NddG8E1Dg22O8exBsogEBtUg5JbN3Dt3efPuFFsESk0+180SYP7QaObNtOJwGGbUPyMsyD10WN4cWEnjZBySfFzYaYWkiqxqN6FGB/cLVQRgOqHsOle12uMdxONmfc36NGbRZtdjWO6bBBbYbtVBfSgriUCq1E5qp7tRePCjfeuuxOgdKNRzF9qCXTA2WOgc9RqVQajQbrOpJe4Wo7ht3hsJj7zzklLa/fE5dvcIJ0YXcWkS32znAo6ieFC4TjeTHlSCmGF9WUcG1j/datrfXVFUWWWq1WrVaLlSkA/nQ2m7127dpHH320s7NzcHDw4sULnxzK87lcbmFh4cMPP9zc3PzLv/xLv8oFSK6iKOAnt2/fBlULVDBw2FevXtXrdfAGHG1lZQXsAw7SGVYt3dh9yfALxHltQ/OOXkDYulQqgQNCMgg44O7ubrVa9T0JQVheXrl548aDt97a2trKZjOO466urXO8UK9Va/Xq/v4+2P/09NTP6CXJ+UL+/oMHW1s3Hzy4Xy4vuo4vwQx+cvUfvR8PkSq9eEj8+RefEj+R1u7INz+IDTYicYiHXo3KMfP6K/IHHJ/5+E/H8KDqxgDwF8LEacFSBCYlMRjLmCAcMc6ovYHH8Kw7t7EWHtDWLaGg9FAqwWiCRg7aY38IYO5KLHzjLuUgjm7W0IWWlC8L/2ohw490kMSecyprdci169owkHGflk4US1Rh9rJmzpIVq5GghNcDjQf9PElYFicydzVwYXK8kLoTFUuZMLDSfXy4HAoSW0CPDxHecQkRAplBG+GDQw5OsMWFqLFtm5DfEHCNkTyF2OUjO7HKLfj5IH6F17YxsOP+YhqE9xJUQgYpd/vL9oWO4iu4ERvckmmCT5LkKorPOyaSPTPJ7GZa/ajNSi8h0PpKjdq52okZA8W+rMs50SY8Tu/VV1p+USku9nfRRmjhju0YLV5OD/8T0yQRK07J0IeYXMKh4rITyLj9ZY7r9Xq1WvEMTW3uS62jqFSIq7e07c/Bn7Ryc2IEZDZ+25CyxUnmsjybKTHNY5aOLF23UlXVpSVfwFhJpYL1mwEHmxc4UWGUfKag3Lh158bNm7lsVtc1aKDtg58UCoV0Op3L5aDKIXiVJKlUKt0JtB1evXp1cnIChYzBnqurq2B7q9WqVqtgI/wVeAN88dPT06dPn6ZSKXBJMFce+AnYAVwSOBf4CM4FtoP9nephu/paWLyZLSysXr+9vFRIqWnO0qBrDhx6RVFgLj4YyoIjZLNZKIixsrJyffP67du3wUZwhyAwSKvpxfKiqqZkRQHRR0At8XPxZTKZ5eUVsOe1a5sLC2VREJt6yzJtURJLpYWtrVulUjGbyQbp2FFKaz6AreO/nTVkKwG59ZjvvntEiFSw6YKy9eGoYTwwff9pZNUon/7ofxvmApHsdZIlw8QDEKKXdWG/JY6EngB7b9FQxXnE/wh2VcNgmSxejzyzccIsLtKelohswmXI0SIZ1WyPO/+n5F2B2aAo3XhUyHjIcsBVUPEsedPDYQxgRDe4HaYrMdFvtBoCfEC3xuIAJQTPKW3zEockr0suDz+XECU8SagBKlQ4DhQ1dqBjCYnGMBtel2uc2EZwmBhSlfEsdqP2QiPtGWDHvZNAkB1ceTd/IBvcGHCfzEBkhoG3EwsWU6M2q1HtLGocc7T5UZvK0XSYcaimd/b86lj9eLlFLOLXHv5S+OE/EmRlzMtQc4xWxce61hf/M/e7/9czNbdxL2YOTbPjw60kmWNd132Z2vpRqrEvapWBxzf3n0+KgCxHQGFV9D5Yao8nW+ymClx2QSytQA2Q2t/+uWdbtD4Ah1iW5VQqtb6+fvPmzUKhqDlCb6WfkOKyK7nVxdsP3rt+Y51huWazCaoE6EMkSXrw4MH169fBz8FvgT+NsDxFUQIR4cLt27fhEj90lnQ6bZomeAXHBvtkMhnw7dOnT3/1q1/BxXS5XA5cRrFYBD+XFdVjeaNdhxn2yuVyR0Kxumcz/MrWXXDeZckqFvIEoQPsBrnP+cDAWcDPobKbooCrSAE/udVsa5oBHGhw5Zl0Vk2p4GgBYM5AvYvgglVJlBzHbejNdltzXS+bzd25cwfsmctlVlZXIa8ZnhecMZ8vgHuP/fZKgF1erEiFevdHYx6wXWfDUT041JCTiFHCO8e6ZbE5KkwcQaPY/qgxtT6gEnjTtDgin6LTOKWlFINg4WMTncIc3RyXiaw6nzwcM+Ru09zPl5SQX2fa7nYz11+YwuubEy9ZtIGFWW2hoFMXqLrowumLU6P8dSzXC2zip0mTuMZxOAXr+oQMN5bZSm3iYSxB7cfdP1g/3Z6ROhJMmBePI8io5sBUGQFZ2Au8QT9bBnDwCFo95B1HtVkI1Bi/yPHawpBTL8RaCnw1AB8oVgSvfEA79pN1BAmurVRKgdpxscePrs+g4DK16e8lBFpNqVG72GbXe/vVsfp+uRWaSnWdxpf/szhuorzU2h395FUoajK11jd/nX7nH5zhimeesCOezx2YpjnknlGZY7t6eHxQNI93lNoOZxsjnXciBGQ5sr6SZ0fj9Llyms0sCIXlVHldoLMLsS0nYBwDtzibzcqyfHxSPWx5jZbuAKcZ1AdeZDjBETJNi9+v6Ip3fHx02G63IRacz+fv3r0LuRi4xpwPxWYyUC8CGr6oMJVKgW8D/TUfoXv58uXf/u3fdrCAAHoGO/hk5FTBEWTTshumL3MBDlKpVALxYV97nTt+4eSKakqRzCYUuIBXhRxceD3gSsBlrK+vLy4ucSznMf5227J13dB0A1jAkgbHFkRRAOdVFFmSJVHwp6v9nR3XtCyws+HvbILDgq9TSmppaQnsy3M82IhUj+GdQu529NurYV98+RnZcV17i08XkinKo1RFUCHK4wu7ZyTm9uKZctyBJ/WsOjGlnXldpMxqFquKmMyx0dB1HfQtdNU2VtNCAxktlDHdG5eR+fM6uOPNauDJditVTnRVySVWDR423HEr7VDYcZjveWkcxqhWBgIJg+vkYkG8kbLkMb0JIDYinsvSZn1+LivxFPBqCX0/p0sYJoDjyOOL16SGeHMwu+BnlpMkOeAa8xBTxit2tErE1Tpy51FrMtEAh3E8IrfNBqRnLpjN8W/EDAyUkhC4uzgnmqHCFNRm2ajGMTVq52vHEZ0K0+Gw9+x2TSEyMp8lUZ5SXDQ33nJ3HuEbrdM35tEraXFzbp9CRjqXZc6g8xSNxpDhECFzzDWPmO+P1LMpSncIyHJa3rggBWSXl5nMAp8vpxbXkdQGtf4GPOxGo2FZ1pvD2rOaeFQB7x23yy84rjT++tPHiizeK7R0XUcJ8UqlEqT3wjGaYHegr8DBCQoG9IDBV8+fP/+Lv/gLcEyoIgdz6L18+fLz7VPNU3z5C88TrPpa2gT77+zsgAPW63XIYjaffVETBENRKpUK+CHa3ulSLKtWq4EjA6d/fW3z6PDEQ3ANy7iOC8/IdOXwwHtd97NOs115PCZgEEHuSnAfLroFywIBiWaaVvDewt30/t/OBu6QsGgxRqRCLSib7wwBYkzeNfK55649sfrvsbbDPKsqdZMdvojmrZdIumtUW+CbmsGrYu/R8IafH0+WZdrNYq0ivMyZKuyP12xdTuZHdpyGbLlti5v4Mc+nLnV6VQgTFxVb5Dzwl6TiVTGEse8lCQKL0ioRhIcAqYsXgI6KCcChGC7Mj5WqmMg5g+Mz3QSwA+6XdoyjjkEd36zrbRK1C+LFUMwXem7dh84SO0df4RMEB4baDj6hwBem4CGsStCHETsB1fBY3jEhvnyWqZQhfxi7XCB44QK6hgSBY3DxkDkBygrcIg4fu2HR/amVbqdGLakJzKTGMU21RG1WzHTI9mW6IY/5VBcO286SGorSe4nyRh8Fc1vvVWpHbOMo5KZ/93d8bmGYdcq6rtOnNrbh4RCLATlZwbG9EEuC7QsZg1pjOpzEe8OoDLtGh4DMlzdTa7cnflNQtpjPL0rFVSTATW2EAnRdSEBomK3tCknNbuvmy71jv+Uut/DtkiT1R0X7fAu2P3r06H/8j/9BbATX8PiYPdY6vU2GbT5YYitm/BHgNdfr9dg7Am7x0tLyra27mqZDmgh0iGE6bALmBp+cQA3c9+y7A3jH4w+P5ygkjk0P2P/bGQrPiAcXK1KRuvuj5GDmfF0gn8RqtcfEmwKY2HDYis61LWFIsHhUAx3j1dM87oMdo/ctmwdl3CsHx9SbDbZYpJEng4ETRLHSMhnDLHfey62k2BtZqw9MTPr2tqsx2TPG5NE+H3ULCCML5FN7agCXiz11gWx0ASwCdplu0ryRSoBJFPQY+doWqf77WJUw+iwgRwFCxhA1hg83UJBnseR1DJrgYOJkLmB1FQKDqDHmynphuYmeLFMSeZk48ni1d4zCiZOY8ODt8phBdjbkdkTLAT8OXfpPbVZsVjWOKeOY2iwHhyTV4mVDyUmt2ER5qdI4KgTZt35S//S/co6BD3fDix1PkGs2neamChM5TlSqAvjzy6qdElxFcEUO/DEcO9qaTN1md1tS1RDsIPgtKk5RtsHrMKGLc/yqefyKm1wp4bLF1M7VsqIzwaNFUWNoz+vysdahREHUeOxT5POF9979EGbpgR4zjGZxwyPenqPMhkkWc+8wg9L4/ItPiY3StbeETBEUldfxdoYppon5RQOT4yE7b5g4CUtVRbfmzF3V8YWwDbKDdxvHDLPJjJJo4Yo3qHBDcB0aL4xjtjvXt58TXWIt4EAbSaciqbXGAsH4Flzp+OIFK6ICuN3LRhzVzmYkLhHtw2PvPbr8n5AlwMBoKstzXuMLE164hgjIkEZgGIZt20Gkw3XT2YkcxxN1g6iQ0frZXXiG1yVSGQNtIcjIxGHPLhMcS/CPtr4u4AvzUnJhajbcgUFSGzDvSNBIfZYDpBvjqs3RO6K1mtqsBCwzqXFM52aoTfO4i1vdIiPwpi1EPcWvT9IfLTWJRHntV4/GA44FWVHf+qn+9f8KhU9Dix3zYa6Z066Zu086cMbaXfqUe0VqkcDx9aw59tEqurDfFhomH97Igz+m1kGQS4rDsZPxLWQ+BhuissXTYxsbG+P98GJQ49//B38IYgYXijVzLDY0e/0D46S48Mr0/PFrh7thbzfM6MVFj779JiJSkZevBSIVnb2SsOPzKj0okB2DJV0Im3iew6eBjcJ2WeBTiNgowWo1ENInPbJ5dMPCjGOPxgtjme2vjXPm9vZv5Edbe2fa7oGuTmoetE8nAMleEKLqEj8vqIonnYjAwqJxelK3NogrzbIhd7fDS4UT1dFfUdrmMM+u//gS1YuAsxRgiIFEY0gRgKk7IHAM8VDsCH08k9Ajwvb0hnx6sdDwWTzJ8eoM1GNB2DrC2+Er+JbnOVmWLMsyDANsFkU8qa0XdZI70LP/xQw7Pxc2iTWStjXtFiaMe8ysxjE1arMxHh8bQ3ne4LfRRHmMqY19VWOLHfs6pMS1WUb76efwPXrDiR05XU5Os4G0Lp8rc5IvKMali0J+PhaI1fcn0At77GGbP2hLRl8CHUSQn9UQB9nmhxsNY6tlUXYWFLJmcrly4YM/nt6Gdg57Tva3ZzGe8/p48EwcsSLWc3r48GESanyii9BhTUKNQT0Er0vqgC4LosY833EePB+ZQRwN7JK8mNJM4ivNdP9PxMxEgu/et+Gbhv883f7+8eMYkQq0RhOLwbyLvCmybrRA5yNdwKlj+yv3SiDJ0VJNIlL1mWvxhx2TX0j1GqlgNEB0CmL4WKrXPKpFX8XKc/E251IV0ezBSXbSdDTLO9BVhx1h8qa/CNXAPiRW6bhPh3OWfqD/cXCaKiSSDryjgReD4YMsnisv4DWHxlaWZft4Ed2r4giwaX4MFVHSQyQcFfjRT4ARGIQ+EWQcIMUCVCjGFbejp02+HnID8UAiRxtMIiZEwM/ub/QZrAOuMSwrF9sId4BbGChYAcvQcTzwP5OC2T04iMZDcLmbQ5J14RDlsZjXdwn1hLh3/Mn2rzw4R7t/efafKIp+GxXaZrrZubv5FTliz+HnRWJrDiV9D1NVZlTjmBq12TDDJRevGTab4KZzDUvISb2A8IySEbFix8brbwcCx8Okk0BkW/TGqh5ExwFOCDxpMIyquSDGFcVCh0N9BcjLTmX/LFnHgbfwqi6dGuJIa0K7HGS5qDgl2Sr6HOSRHaOsFFO1OJabkoItp+yFTKhoedb7cCledJUA0BcyQjEzrDwrx4RS2Qgcg5+FIHfv7+//+3//71OpVOyhNE0DHjYT5GNB+xwfH+P7KLy9la7H/jwlsv7loJvi+Tdv3oA36+vrSPMhaQEg+upXv/rVp59+Gj14l2s8ADV+2fA55hKvF+RE7FhNqf/gpz7XmACve/4uwovZAY74lfGicIeVmEckMWVM0NmyzM8+/83e3i5xQHHjAacWutztaSk0Qpr/gu2qYn9R9dJh4JumJeDAMW829XY7k8lQd6vbJl0aMZzdrDmWqsiKiag5hIkNh21aos0IPbD4nGsZgdfECkONNOAOr2wzEONGGrVYao8xZXMSqMQd7QKIGeESurSdDvOUoywEXEwsCgs6gSFRYwi+A6e0yzIWYPXr/nD4R+xN5C761+cLKU+GIAJ0GwJeXQOwuDPhwXSrrod26MLN8HGwzEV5fGeZPukvstEnvecw/UBsVUTbiW9hH9hHBifyaDwKCk/EplfjuP8MJx0tqE0hcBAPJ8Unx4vvvxwip4vRPKv7GxE7dvXm2D7iGEXTw5e77GnreAe+GZu8bLZqxsmej1M3Tzl7KBE6gT2XAYOzxk8kCOrFZwfps5wdV7FYSlk5yYmtg05c+KfGsWn4TGEaGlQ5ZW/lYx7rkAlq/GViZ5ix73MW4EmfnJwMPEKzmdjERJ4lAPE+5/rzP/9z9HFxcVGW5Vxg4A1M+bKxsYGcodevX//qV786PDyMHmoYhQqEGoN+7Gkt9eFiM5bPLgrij370e0mL4juCvHM5OBNUFzcyX4j50/6barXyya//tt1ukbupeXnzbXQk6ulePVehD0QyDNMQWCO8KAh8MOvH7NISFXFDBRIeAWkjGs9F4foX7BW2hRSZfPXrfcb0pBCn+EKKIxYyg8MNTqSFOyD+3Uix80g6ErGswEmNU2iU7OZOCIFESJ0DYUbDdJtJxMm5MiRpEuuoEBtt24bCFFBHW+gaEiZGPPdpGFKnxEeKbUSgwHiBB9XWdR3LskB58jzMnoeWCzhgL1C24ACOE7Boz5lunDRR3Wc5FN7JoI3w6RNIHZEREe8rYE1Dsz44w5dQR4lt1Ag7httBiaHJMzixEb0dVFf7VJIo5E1tmKouzGZhUUeQ2rQ3LdgfVcwRaBt1kyuSAgJnquqCrHALG8zh9qiu24X6NMORl1lehJmbmYCIPZLPMvyqw5GMSx7kW4ajWwxkphg2e2eRFcNQ3E5jYpKUHQTZj3acFdVUBQd/iMbQxCGxfPlJ8JJQ4zm3o6OjpK+KxWK73YZk56iNhBoje9OUNiNq3aIo/vQnf5DL5fsBNvM3Mge+PstyoWAMEVJi105ub3//1ddfxB4tdfdHYyy3PJfOzXVou7uAEG6MnVsWRzKTWhWnG8nTyQaScTw1K2lmy6yIdhY77gR8OcPP1r3jK/+gO6cxuYsHzvsMBAg3Ybprt8Mk0KRuJGZ2KanHGLjom0B5opDQWQdW7FoJZechR8lkLYW5C0WJVfmxZQI2Oo4PcSKiMc/zwPGTJAkCxyj5G3FwakxCEkhB4AMEHpQqE5QhjwGacB8G4+mfu8sxXv7AaHcUm0IQdS/wDdoFnhMjZffEZ3pJsllSxgT/COVBgh7Aw6XekGwF1E7Bfw6TiDKDZhcQl5lix8MiNlOrcdy/ctOnS22GxhL8Y0XzRvKoWoc76uLGRV5wMPk5lUG2PTjvXJIMyHk9XC/EZaq2rJd1ObR6MbAFoS7yodjV8diD9uQFQ080/kRLfbTcxim3w+hgOLzEXnvv0pWppw01ngm3uFKp9PlW13WG8dew90GNX9RlQkhOc8g4H8QMEDUmwsLgw9wPx2FHFsUAUbFj0zA+//LTqDyFv7OkKg9+wqcLU+LeEClSqY066I/RdQzf4bRMNiP19uSNJmjpqqqOBP1c3eboheMcCm2MY9EZ5/np6AmqQaU9LVWI0ERCWrQRsU5CFZTpjkp+5sg+I0xS30Uo4SK8Bt8BYtlJgsvjdaE4dRGnKELgAqc99oGHcFx7rrpE5IGgJVAE4E4A/Y7jGIZhWRbcH6LGUJsCBYbR1VTUksufC3KBeLBIBYEPaqwPsDr+WmQvwJG56VRRwKFhKFSC881h8wcVBm+e4TyBfmXBhg4WFzbxk2p7qE7Gjy14keBINMSg0RwSYs3jixKYLnAMrhDNduA9AA4TDy/aQ42Zfo3jxGujT5fajAzblusNH8sdavL1nHWugZ9nW6P+RLn+DvizDd2o+bRH1zKdxmnHh2h0Vu5zWnUauovd1lA0Xi67cB4X4HicwZICuCJj3CqTMNzzC0kzNby5gizmypd7DVPINb4CbsSDJfbbwyZ8E9PhdLjGIdQYvFlLk5M0b7/9XiLXmE7jRmoLsWQPWrVa+fVv/q7djgFkhdKadPtjTpBpaV6BQZ+AeCb+K7BDzeAzmE69YNRN00yn0zTy8bwo3knb1Dhme3PK1I4KHNeNqSiKKOOPWPGNCwiE8UGmy/vzwgE0Oyg1WWi7FzH8GiaFGsdeD2JY46RjgnpMKWWxdYbA3wmxAoQs46LGvoxpYEjROLHGUOtb+ILAg4IFo3NQZ+VOmmQPL38GwrAX3IGMEfvgDS1hhgn2Qj1kOWnGglBmT1JGjrsun3GMV0hENyaIGrhURf8CoV7TSHY5Gsf0UVGbH9PDErOaOVq1d5oVZulMAgKskh61pcUuUhZkRehdya3E+60cOYHyL7hy1/RxQNfQGDPASkwNV1ueqHPJGA77vJZqWFMX6mzlTUJXo27yp7pAmwZuA1Fj03YbemJFBo4KJJkFGY+H8o0WRl88C66hbXM8F/NDhbdxKRJQIZtWZzeedcE3POcNrMQCfy4eeSxkzGAKFTCDBxiYC7JdlJ28ZBFCz4VC8dbN2x4Tk8Gc0o2j/kwsSerp0ydff/Pb2COI19+X1u+wzJRoVMRb3ZyurlUVnBojzETdGAjKRLNaDXSPWzboXmxsyLaNepUpFulQEqWVUIbceAZcV9dj8NS77IRyRUx58LcSmTfVPOVSBjq0hjp2OxPm2aGl3CCm77Lzegm4IN0Yox53ehq2K+TSPwMeMsQxRCLLCCwm4KQxFsXj90UA07iIM2I7Qqi6/wHnHGogAGIGm2NADHG4BSlUMMHCUykwpAAA9Y7RDMEFly3RCpLaxaX7T8QF+BrHvMDzTsD098F5WHWJhWiwbAP28UVfYZ86070FrjuMurDtE80fb2jBPq5tO1AgG8o647cchY9j3WbiW/wNOAkEjuEFgPqJUjUyAcsYJnJkMBWL2IpK8O6p0vFIVYhqHFOjdoG+ODuAakp46hB7PYsJanZUjvFZFikrxa7cQTLePRHyMujiDYerm/yJJl4KXuzapmcNeDoLQj2f4onn+92pQhsCbsNwjRu6t93Mnf1cMu8tqvaCYo06iJi2+/BYshg59ttbmTqORLsM+11ltKesadrv3wghHC/rEpSMUAWHZ8GVu+DiedZVxQkMfwFqnGICLDgtecspK4oXI3vn7fe8pOKiXhbulbAxTrBlmZ9+9pu9vTcxhReWp6Au6wiD1LSWVZ/YI4kzMUbupkYEx7fqRyy7RQkZXhQnphrH45puuarETbyzd6d42LiRM4hEIy3DIcTHLrg/GQgDhcXNoRiFh60Nx48Uwo5xWdJoFxTLMsb3JMCg6ATY2PeblMSPiRM7ZhIYi8yZRV1nvjMcpF6NlAcQ1xjicUihAsHKl16SxOg5Exifn5qH5wSBB68QSPXf+XAnLFhUP6Fur3cB/vQwxE1cDwfq3oA6Qogyo1aP+MWu6wSQsQPBYlwjgknIsYm399jJgMhvva5osr8FTWaAgoVZHPHE3f3T4o3a01LrDd9TpXE8vM4IDa+ozcSAPVJH1PlJOMOUa0xeaNIxWrycvsTCGY+87B694LyeQ2843FfH6mXGVM++8MLUbMKPiRWpeFaTaevA7cIUKsCJyikrJ41DP+uPGk9q+Ku0rGK65/fkZOewKgUgEc9EJuezkp8CURUchffKijGSD424xj5qLHp3820+mUq2uLhULi/GOp2RZa7z3uH73Xc48K7Wqp988rftdiumGyytyXd+yAlyWOKNOq9XoTL0z2qV5OUOXFOJ9rFd1rAZGaNcC0ZD0zRZlmnpExtsnydFl/iMY6btqRIeeV3x3ulGzlhSbWLj9Agcx7qaEOmDagNdPQpch9aLC5pJ+Bgx+BiM7Yvz9RC+g/YkRjoC9EniFY5xj0SKPCRPAW8SMWeZBEwTMRDnExvCtQKiwxN8shA1DuQUPAQZI0x5VHzmEvyuabUAOPbVKsC4bAQWiMnwAXAsgNIFpQ6VFhBAfzFgeGzKxIQWBLdwweoEBltXwAaQsdPlF0OKsQ0xXMgFBhUJF5GIjR0i4uyxQAresXQmuiA2DQ1cQCAhLaiqCknHhGAF5RFPttFNncZxdOyh8wDUZtT2dNIHrWqdfjipVlsOw+MxjqlN/Kqsox1+497w+/OZy1kAS5CXT402U9vrfSuM0C1wkx41rJM35v5zsqCEEEy8ljbANmKfm3lT5NzDtkQ7NeZCUGNVdJdTZlFxhHFpZzXNeVJNe+z55oUHnmW13cSB4xTvRodF5AA1Ld+zh68Ni7+ZbQ/pGyHUGB7tRlbrgxoDz++9dz8Yxk33v2LnFPZE04REuuftZ0+//vrL2J9INz6Q1+90Hxm+oJjaFakS/dvjWRLowTd1k18UejOXgtkEkT8EjufZcwaRLLmFoYzjcf2csGgZz13l8DsWNQZ2ZFzmEjEckMUpn8RycqhujBPswmw7L4wL9ZLmQS4hg2GynVYTIIYEzxSpGJ8dFx4eB4gWCLxTvBzQ7Q9TjHM7JMWWHsTdIPQGNgKXT5IkIpHg9EBvsaRUQvxhqizAjnlQpF1at22aFs8Losgil4/jeNCqAiGIwI++qBsZor3gDmrvqiBkjGoORG9RnrqoQHbsrAMunBJdtRDVqej+ykMdFKq36A2sukw3mx8wBtPSSXKlKMY4kl2OxvHA1RMDewo6eUBtJqxtu1EgRrf6dVKmyylMz1tnXfusgFR+0TrbEVhenIbCFMsbDgYcA9vImDvNobLMTZYp4+ot7fEn0e2aHcIWvbh0BzzrXc9ZG1l7pyHMOXzcBzVuW6wiMNwZFBUFzj9+STIyZ2PgXQxqDIe5astmFntbFMFLWt5FzOFXDLFpZd8pNQfG9RhqDOIHdillpgQndk/ggW1sXLt7915KUcPZjb0++NccTuxj996Lr0zT+PyLT/f2dmMetKSqb/+UTxfCx+jlm56KaOfM4w61IVv9kM5w3NQRv4i5CpzZ0lqtbDY75+SaaHI8GhWO7z2KYZHuK7raE9zV9QTU+NG+e64rjYbpHxAFOKrLiaOBOOzbXc3d60gQMkP0Kt1F6B1+MX78WDGKaPcSK046NhZD4JVEZ4juF0JCiA0Nb1/k4+GhWLLtXA0xxDRDV2Sgx9mElQfifXjZMhHq9/SgbLHCtVMIAkLpD1DCpuljrIZhwMKHoCqEOLtp5dz+mt0TLLok7RFcp4Lp8iEIRWZIUYfaJkgvAt4mCBzQfeE6yLF9C9PVnBkyOR7sqKCfDLnM4FzgPZRYQfsjvjP6Kpooj3KQz9KlTJHGcVKQTI3aDMEHIfzLIWMY218y2W9gI37BGs0zXpggXxFF3ez6rdNnn+NqFQXZ2WlewpW0n3zi2mZ0+7EeQtiPNKGUdqU4piuCj5/XpClJlAedxQuz/qjxdxX1/cUxRVp8irFiLKaHlaSwXNZ02LQYs/9J03nWuAjUGFpdI68hJzl1kycGxNj0xIbLfH2Sfmehn+gEjhr7Yz/HrEWyAMmyfPfu3Zs3t1ZWVuv1uq4b/VBjFIV6VECq91z6yFOIC+vK3d/hBDFSmNMV7XBGi47pUxXtR61lg4HDxMEvu3HMrq7OO7HOcaKBO61R41RCMAApXNg79cY+1BmvZJiOEgz9QmT4gykBwLAodVfwgIFPCOeqlThP5mMcgEf7bpPJTlWUEcVWIpIOEIKBk5FeXL9CCB+zSC+YCZOa8RRYsbmkhomJxgjk++Q9I+jPBC06mv6BwgiEKgUTVpVFwDEUTCD4oX2qGSVpjvQIgrIVZVkyTStAkE1YhqIowpx4cJrnwrqR2McXzWwJN+OqNYhljEi+DEbvBbcDIggI5kYOzmBy6r0qFqYaEz09G3cQDt4B08WOYR+FuM+o44KaFQjUHn6Snlp/myKN46iUUj9pEvqkqc3CaFE1yRjGdEGv5/TpquomR6TmmHyzb9VmtUilFGNMACoWSytj/1Z/8bVdPYxuf1kX2+EcfRqTfnhsbGYMPG0abiCYuV0wvjvh6tblR7Z4VoHztoGose2OVbFdJ89rDxaGDRVONP7UECXOuZ6LIeXvVOxdI3+ReGjNIE+WElwIHMdmgCE8PNNhPz9Mv1tuK3Ex8H7De93uocbAj7qW1QmUeX1948/+7M8URWm3261WuxNdJATrXXkFppM3z2OI5Y3zFpjBN7Va9Ve/+qVlxdQo+eaHysY9lqXe6rw7Bv2Jb30Id3gP0LaCNoc3zlYVVLzYsG2ejGxZrkMr3TimimTBOREFziFh3BQbitvB5o3knM05yeHCB+bYjtoYaDoid0E957ShxkljawSf7a2ASUDsPdSXwH4IaRcQ0gTE+vHo4vGojAZOHjzXleAI0Q7JOcfBzVEK8xyOOAjxgQaLhRCpgHRj9BAJrmiUfTwNPsz0+1FoBYwg8KmUyvOmruugzLsb/QJ3HNfzGVEXIXAcK0QenY7qYnGgGniu60UpxkyXSS10DSo1QxoxmqTAuxM4AxUcvpc2D/UxRJZOXIQd9WMw2SDEr+E6A1hRIXKN2NzwI7ykaGVOUlKmk0zDV6FL1jhG7PFQVUqe6pzn3p/azNmp5Z59nGsdvk73UslNwFy9MasOUBg1NpyL7gecVlV/9TC6vaILB+0Y0QyLkbeb8k5DA2FSEnx8I69fbpa/C7Y+qPGxJrxqyGOgxqZp1uv1smI9uJ0buLNmMXttuWoI4ERJsoYd1PjCjciPp/o6EmJS3vDYQO7rY/VeUQOxN3HklSyIE+q7Rg4ml8hKTkkK0Y2Bm/W7v/t7cESGbiIeksXGY+Gg4uoPy3BpZ7vdrlYroMoBp1lV1Xw+L8sKuvnvnz6B7jVwYWFIBpxXNb+Q/+DnQro4K9FO1OoGpW2OE6vHbh9J/ji6khS9b5psFpM7EsympmnZbHaeS96L9FoeXQ0xlqXFKHvX/cFyG6uKDDcsS04MLZZnYxa7TJVNCWqM47ADZ5tGpIJ6OMsvThBycE/FxMlonFEOIqnfix4WQQQE7SypL51P3AAvEwQcw9IAb6CbB70UCP8NhNgo/DJS8SPoExSsJAkBXu/6FLKO5LEF8WLY2i5lbUyUjwLhOFhPHMe/YKtrEKZDyCwCjhFqjDTT4Y2H0/311kCEWyvb3blPMYbiDqIHgNMeEDgGpQrxYnhJSJOd0PaZXVf80u1yNI5jPWAEHCPqO1qNEtdP0YdNbfbspOn0DxGBHbSlWP7jmfCOVIHTqsO2ymlVt2wdviaxDPNCh1nXNlsP/zq6XbeZ5/V+KngGm9puppLgY1mYo96sP2r8rDaOmKBpmvv7+x/dTN9c7IcaWy5zovn4PppvSEKNt4+dE/sSUONUKmU5XrhuxI+YCK6NxY6fVNXrWX0xRXYj6wVeaNR32hmGFTZUnfj27bffyWQycPmnafZ8RMaLCVyxlWZMl1Fx9eUqIGr8+vWrL774rFKp5PP5a5ub777z3tJSClXF169f+k3eMA4PDxuNBtiSLa/ceu+PfFFjNvTs6IB4FuNZd2qvbRh8hxm05neY+Lxm8FmpVw6CXgP1bd7TQEUIxjaNF8aydET+ng2WSV35G58qrjHih+K5pJjkfGV9mn/SWqWkDid2ljq214oCOmfEZZL6RgIIhgvSEcgV1TfHL2MOV0RBRAUlxAMODJzVhhsR6gJhFggFRmsIQR4n+ATTgyNPJ6KNi4yDYhZFMZVieE4wTcOx3XZbEwRekgRR9P8CNP8iamjSbDSOGkOeBCQZoyYGMWI88R3C6LpdU0ydiRXaHmYdQHSiAhFMEdcYJXVECtFIVYPpQoh9lKMJCjb1zIepPJepcUzMUkI5f/jUQN0AD9pzwTgAPrvElAid8qI2nbEikcahYbnDtIIBuNjz35qvHg3CnHJCYSm7fmsCN6I3p7OEneYpsSWW5Ht+pj/7wtVjpD+f1lLDkGST4GNQb7Ki27CuPqHvPFBj4Ct0UeNELe9TXTjRhYoeKvP7C3pWdBKCxty0dSxdP4xFHQb4Jyva5ZQT3CBXNXi0Hby+bCi6w22kdWKsXM7yKaHVdBQiJ14+X3jw4G3B195lXce1LT/7s8+M8HorxYikGdgVzot2FPBHQMHU67VXr18dHByUywspVXUcG/jSjp9n2tvbfQPdbsMwGo1GtVp1PDazLJYUvpyRm7pt+CvsmCFnvqmYYJ/bj9IhZ8hPGO+JR+GYZnjqlPVco1FhyuW5rjARxjGVqhjPVHEeC27aFCqYvjTPJDng8UaNpEXck+26J14OfRBhYuO8DaYQPgvgFDYQHIC4sd0Fixl8pT/O0kvKnDZtbsCMuEw93QafdyxKrK/M4JqWCbxH8IigXIwgoNI+1+snTsEi8TTfh3VhokT46r+xbRfOx8AaEggZC11yOpQYZrrYnYfUNoapNgjkZRLmqJjkxJtREjGEsyVJQvvAeo5I9Enit0mnptYn6L58jeMYKpMHK7Efw7IelGHy52rwOt7/aPTRUrvEytzrGQd5ZrF11fU6gm6dnwyj6tuuOCcvW6I0jKiFozVGvatpKFu7UeXCpTSkSfwEOgTr5I25/zy6PSpt3N8MNvWiISxkQus0F1JWw7rQzN08d9GdZB/UeL/lK1SMd9iTo4M/fjtfSMfIeuo2u9uSoCQF4Te9u6gp05cMJ6B7WElxUTcHMcMzblm1l1ImyudTTvnqkxVdqBh8Redhr7LfEk2H3cppRJ+TS3E5hlwm/OEHP+D95Uc8cPyAywj/4JqzqCZvH6bSXAy+LMv7DrQfbokCn1IVJaUYumG59qudl3D5pxkYKD9ZSS3lM2+tF0vLue8OanpzhPUc1JO5Ml7BkM+3/xOPftt2RDCkhAb3xgnL3k3KfjMfWAmVqpgMujCjczMD7bBmMtgyZ2QNg6lYssXIU9h7EBrE/fuKpK8G9gnDp7wb/v15tvTOIicIPcUueII9IVy6jiQargDzDNcwYRKEa+EtWwEJIOBpdsiafmTK8YLg/yHGKHxDHDzp+NODKU/55HqXzAGvEJS+X8684K/ccD2BYcHT8Z8SFJsOoM9ODU1qU2cucwi2dq4KKdVA1LgrZOz/i+YbRFHkeakLGvPd2gLxYkjzR1XFm0hP0n9PvAQQ+R3WSXB5iqKAMApXZIZ1G5KR4fXjnGW8Q4DbKS11mAd3CRrHXYKShyte96T6/TkLf3ks2MeHjhmXDVZaBJ0dOxDForEWtemxtMjVMdQqJbKe5jGDpjc8hh1vytE8SlBDFsJ5z0Zk4PCZwlQ40GFpZnNogeOifFbpD1dvaY8/iW5Pkjbubw4rtgwtLfcIsFFF2gvyaC7KcilugY9HjZ/V5GNtzGxOtdPjn9xWo6ix6zHfV5WawcfGw7GosWm73x4JBpu+xBoO3BoSOMam1sGnjGgvyNaCEqMOybNeOWWVfa0LH0E+1bmaIYI3X9vZd0pNrm9b2dy8sbi4HAQQnD/sup7vNPr5OhLjsSGhsSsKqfiuqCzLhUIhl8/5QWnQo2pa++TkGKbMhjnKUumsKAiZlLSUVfIZWT5BgZlP6bBNw2y3bMvwuslGWD+oEHlJFiQZ7GK06q5j84IU9Nkg9gtSnwuilEqLSkoQZc6vMIlHa1ZOBasFFxX6MaFj6806+HMda/AxbRNmQfHh78Cftlua75axPMuLwZ8AvTJqfaL6c20avlqi56fblThMrcJs6ZomyTIR5M9R4UcZxx4NBUe2C6MbQxg31lqG0zJcbHzkcKj3OFB+kyJJfXlesFnBsEMPXZZxODg9o73KGXe4Ajcb2e7hbMek/Qly4pUcZXBgEd1sFzi20Ldd3igXSA74RsBnwwgIXLy/N6Mq1QilRYK/UPOX41lQ/p4n+H62v67PhRCn54k4gj/ZMu/KDbNdQQzYdjoKsTBNIqgqkGzMYCnmgjkGAX4Mg9odJvVlPZdowkbg66I0LdBxBXeEqn3S+gMKFo9kl6xxHH5yDIvmQrB5iEBDMcjC21kty1yJ+UJqVzBWjHZABZHf03oUM1XmhvHwgMurjsX18Nr1+HaeyjGNo/EHP16cijE4zLzW7IuDLdpPPnFtMrwZKG3cxyptL439dBpkjrnzzMsg8vFd9llQY8Zs/uFdRRTII7ct9ruKGiseIvHeu2UtqtJo2u7DY8liL5lqFADHIRN4f7oUFN6CYi6lTIkbHMx3EWTG8cyKLlZN4WEl+1axmaRNKQjiu++8T3RldO69b0/k9/PpdHpzc3N1dQ14qI1Gg+fFw8N9mHBG13Xwms/nXSWrN6o+wNopym5yc8cxda1xcni686xVObIM3Q2ybIuyrGTyaqGcWVgGG4+ef2dqzVS2AH5ttJv+bo6dyuRLGzfzy+vpYlni1T5Hc+tHCs+A6wRXIkmSYzva/s7B9kOj1Rh4TKZdNQyj1WpVq1VwO6AyaC0Q5zicIAupAp/K8XKWFSRaF84YVZ4d7mmaXEnpdXasY7Yx4HgeiRQe2Uk6lEwyusXSjR/vG0n7HzcTx6a24WpWJ5Lngik3MYT2+lE9XGKMWwfqTfY9xQzDxIGF0OGWefoM5yf2coOEY150LnNjYwO5MVHkaEZHDYKqGSsw0pV59dmscME+3zVIMoY5w4jBiNp5BFZoxgK61nALZMLClG4uphAhY5O+TEKOyigDd8jVSwHLuIf8QqYzMlhVIPwKDPTJAVXfhUoasOYkXcCUeFNs2CCNA7yCe4HwMRNRtoHlgGtf0Eo7sKgvUeOYFOfGHxu29rVDQA7vTJ8dtRmwkkT6MbxruswApOxlXX6woNHSw22ymfGGEfRApr/42q4eRrcPKW0ca3WDI7rCaznrdV1kmHHZ5me2aOR23nYW1FhkjHfWmFFR4/cXNZZJQI2nYIFq8AhCItoc493IGiXZGONoAYJsgj+nL+Huwf23YBiP5uTxlVzUkUrwXdhUKrW6uloqFRuNOvBNF8tL+wf7cJVcu90GhbawuMzlFvef6wGvI/Rzy9DrR3uNoz2jfspZek7iREX2F1SxwE03eKPOaIpZr1Z2tl3LKKqymskanmhxtmM6nGe4jRM7pYiFgizwluPqCUdzxJLnWDAGCDIIeWa7Wdl96WjNgce0LQvchaZpECIHN5st8Q7Y6ngaCNEFJ5WWPCGlGSYIN2h9uCy8hGXZaLyo6/pcl4sblaqgNrqPFMmMB8bWGlNKHJEziYfKZ5g8LVBq59MHBsKsyF2Jh5NwauHVw46ZBNywyznuAMcQB4SkUUQvxhf7zwR2PIuJH/BrRiAyhGLhtxC0hbhtgNUyOAu8m90kcUzDSc3hjeQWxDWGp0PnhXrGEFoNVIx91FiW5WB/pIjNRuvetNUZWGRc1+A9wusH92UHjArQFqJAPCx5mlZkOA9rajSOgzeBWLvPD2AZttcU2M7/Xh9PkE6XUZsSPwb/uKiQuBjP2NYg4LhhcU+r8lraGkhE5bp5I0e7SNuauYK9rMx4Tquqv3oY3T6qtDFhmqcwYZ3ZVdUEf6DrMxxWt7m6ye+3Ar2rqxj3uh77uCI3zDFJQSXZvF20oxIKfTLsJaHGNc15Uk177JTSkxTBU4QBqDFw8iyrX4tO4hrD3966dQdxH2BObehEUuepvwG/ulwuq6r65Mn3wONM+VLHPpMOuKrtdltRlNWbt3k5ffrmheM6RGEarcbh8++MeiVfKK7evHHr+rVyMS/yXLvV3NvdrTWaNmNZRsPVmxlVfffe7c2t2w7LAxfY0VuV05PXOztMu5IDdUMR67qVdLTmycHem51Gw1f4AR6zaTu2wLuWmZHFgce0LRP8EFSMjY2NtbW19Y0NRkybun50fPRs+1nbYgorRYtNvTmsNGw6xxnvCQwcmsdOYIX/0CUF3D3dMOa85Mnhxk82QXuz0SwdkaqoGCItFmpTiGJ4nguBreg8Guwt0dL7K3PXBGWSGHHgFujHgT+fIRgAxxBN60oW9H6Ip8Wb5juNAj64ktusEB0gRAsfCtKYZrrwZSBI7RGoMRIjjhvuvNh8y7HAMUTUgI8K9X/BG6abVg6qA8NLwnVLEBTLTD3OBi8PXT/8COF46JnDQAmnHjNdGngsLE4tycUSLqWYiDzs3WfGwDbCeB6W+dGDuHFXyYjt7EaN2tQP7asR4FjwNUyVgb899VVKB5MxP1pu80NERKySnvW+cOzMeGc0c/dpdON40sa4RWWOUdiv8ODPLcj2ZtaAOPKLqly3ro7LC/zYR6fK2LB7kGQvBic9SUaNS4p9uxADpgyPGouMsab6R9htn2/ynOE9M1VVt7ZuXbt2XZakvf29vb1d8NcfQY7ahx98BN/4ed46vFS3qw5Gu/C+VUIU8/m8oqRqtSooq+Xl5Ww2e3R0BBf9gZJcXFnzPVSBd+wAOO6Ean7KQbPdrB/u8raxcuf2nTt3rl/fLOTywMGpVipNw9ZM26iemI1T1zTUUuH6xurWzRt13dIbVUNktGbdajV4y8wxekYV24aZdDTO8VnLuq5rmgYuAFwek5LAeKFI4vX11Tu3b7U9Afxca9R0y7H0J7zj5CU2nZZ02wGRAsw0srKysra2tlBaaDuiA8ViXVMVxc2VosWlK/VWo0WB48v04N2I5idUphbFOYX5ohrHDtWqGHUYYpiU4BJQRcWg6g/Upq4DDERagQMDASM31qeCwPGVV9/C9RK7wE4HNMHljJme3O3skSuTLnhqnywhpEt8xB9KMFS5kAHMxIlUEPc4ULY7iYcONTEgagwpI1JgUM8EKbp0dcM5dFqCND3N2AuOfWPKLU5SyVMb3i5f45gJpQdlMLwYVdXghe3p39OAltpsueB4hZUFr2lf9DUIanYEPMm1p7EYx82Md0azjkmJDOMM0sahMCwsc5xQeXwc+f6C9t1J6mpgx2dEjbfyZjkVU5d3muJuMx7KT0KNT5rOs8ZQqHGGaby1wvmrBRhmOWc/2jebTPbcuovBFfv69Rvgr1xeCpZo+m7Q2trG2uo66Gf2dt/sBgiy3XdVAfhJSkndvXt/bXUDDcHQa9R1HYqCUY7egE5V4FVVBd42KDGYhxp8DHLR+Lk41Gy+mM+5lgmasO30GMfgkdmWZehto9UopsS7N67dvnnd5aWDhl5pm7V6u26KFZM9OTw5OT4Cbm4qlSrm86osHrx8+ubNm+Pj4/39/Tc7O4uLiwXOTNdfPv3ys9rz1+39lwul4p21ha2VBRAX7B8dV13pzbePm8f7zWaz0WhkMpm1jQ1VVlOyKMtSIZ8DW04q2n5dPz5p7R7W9o4ri/lsKcUXcsppy5AUpVQqZbPZhYUFcDvbz55t71ZPjg7r1ZN2vXJt89q1lSIjF7ZfHxyc0LpwqXEp0bSDROeGYcwxcEy1U85qqugQQbXjMm2LJsOkNn3tvZueKxYGwqFSxPS8IqEldiMELBK9TUjDREJk4BccxxL7u647I088hI/jUOw0P1yCD46TeaF4AnC/ge9tdOW/MPQ2dAQCUI7eMnGiaOnBc0GmCGIZwxqCNCsQy9jzXJTZr89hmctLYBh7XoQdI9kKVMOhi46IyYhuzFB4ceiaLFzGY45/8EyUi+/13qCpEr8206dLbUZM5FgTIwXJvMdMATDrGC1ejk8tzYUh2mnpqs6QGU8cN97Rdx67Fok5fn8GaWPcDnR1gzGH3PlGXv/qWJ1geXLn2evre9uxciiWyzyuTB41PmwLSahxWda2CjFPa6di7xr5IUBaZkFo3CqHLvitFe6kRWahzMqEaLW7la6PcY9ZJbFwgJ/34MHbm5ubouDneWBwZwnmBfC81dX1lZU15kNmb293f393bz/EQRYEcXV1FeywurLWFUj1WKYj4BE4UgxMrBw4WHQ2vr/zxAVKcKLAC+12G+U2AcWYzWaLy2uqquotx2eA+isPez6369iOZdmmIaal5VJ+oVjYqbSPGvqb3TfHj35jGrohpKv1eiuQmJBlWU0pIuM0m82jwI6Pj2u1WrFYTKfT4ES+cFu7bhuaJJSXivliSnjx4vvd3V2wZ71eNwwDXFu1WgWXmstkZKMNDsVznCJLoEc9ffLbnWfbR4dHBwcH1b29vHQ95ZlK89D87td8ZccI8oqA84JXcAS7VfHMhme1bUvnWbecV9MZ5VbR4urNCyjtlMARFVIV3emuHhfVfNiYHkPX9UwmM89IUhKkQm0Yi2bGOzUEWizUprKnBW18APUSDMqIdMzMuLLl8LBdVLAVoSiIpYejkHhmi2m7X+IuovvMhIpC0i0gIQiwOVgfw+LcXgI77pM0b2DdRpIegeYvhyjG3aySXiTvYm9jH8GQCx5nY5WIY+tA9047OSGRlw7CHOASozIkEhjSTrW/TYXGcSjc7hGOMY3jADcG/wX9HZfUR1B1EmpTaCmeMzEKjK9dMQUKhNbRDr9xb1bK8IyZ8TLSOBCDq7f0Z18QG7/e0TUhPZGbcljxsz1mWWlnFTafGsB7Hah2PYa3fU6m723r3/8mut2w2Yen6tiY+0IGFFEMalwx+BcJBPCy2NgqxtSTDmo8hK3J9Y1izKNZSA94XsARCy54kpbP529t3XI9KFoH4yUvGjBATHltbR38gY/7+7u7e7v+vayu+ZhyQqaOgIHCBAprvjH+2k+WruQaaKIo5QuFWr0GAVZQdLIsZzKZla17gpyy6zWYioTxYgjcPMcqIg+K+LSl7+7sNL/+BaPrdrvdqtdbbdNyHODrioHqNDhsIzCY6AOShiBbBOk2BjrLKfDITk5ODg4OIG0c/FAPDJKXwf5iNzEI2KFerdROT01dc21wNtsLZuXBVXm2rWttcBBwhHq9XiqVQN27ubnOXt84PT19/PixLPmAeUoWQMc1sC2ck/VR7p6eKBF/c07eqRvWqoCzQDAJzHwawTimndgYlhPJ+jN2QgJq1M61pw1AYS+AhHy1XrI3CAR84Sg5K4zaUQea/iMLBIqj4CPMKYXTSBFwPHVdel9QzwvbNPsDURAf/xbUUqgXAcd0/I4IgYso3D/kkBdwjdkuMN0LAkDjCBjouLyDG3CNyXghFrC+JMHbUKkmuVg4dsx0M7gQSVwo43jU9ihMWUmxXVSD5CCHA92YGSdmNhNuUrvapgpsDcO7UuIljMpyfnHsdHgsf/lMk0vJjGe8eUxseXNqPD+2VlYmd1+s6COYBsPUGNnTFMFJC04sjgwqTVZ0G1O/VjQRNXaYs6DGfeyoHi8anmEaWwsxxbV97JzYg1Fj1nPuFtoDAf2LHa0ZOPR1clx4kGQcl+AY276y4uPFfYTS0NAJqQydj75aIAVcBhtw9PO5Qqv16Pj4GDim7XYbbFm+fntxZZ0RJM1ybBCsYsGC78XygiBKoqyAN5ZptNutpmacPPxbLshVYhiGaZqs2fbjhy4VBW2HoS/0etEqPLjqELyxLAtcQL1eb7Va4Nve0VgWXJWiKHCJIvSwk44JvwVfgeOA98vLy5lMplgsplIpJtBAgP43nkGFWmw802cx6dlP0Qv4iZUBQbAHHvfcEilguHu5Me2sW1Ymh+oqZRxTm0oL2IKdQczz2FiYg4lQNWcatRn+LlDnR8CUkHkwE2MEDgrjGdvQR+i6zApqHKVOI78r8Ohg3jYW33mCVF94ClioqNxQ2jC8SsCkYlH9ByYCW09PPenTKFBaSEytJQa7pzZkl3tpGsfR8BXW2mAezAkGgLBLHKSXmdo5MWrUouMEeF8Q+T2tR99QZY658AkuQVbOcj+XXqSTzYznpgpD3bdAYtOfbNcFUTmnezTYlOEwNYeBOHKKab0bRqgXUlbDOq+0bDw3AYS0vfPEfPZ5dLvpMA9P0vb5sD3uLnI1rfGyKuhsCm3sqhLHlbM9uD6LjLFVMPOp6YLp2e5atm762I7+AZ4IIupwE05VNFRAQmDdRM98QHm4atycczJJknjeXwH3+rW/KkLX9UKhsLR2rVQqGq5X1yzbcUOFDVwuUZJTajpX4ETmtFL11KPKi+e+FE8A9bbbbcuy0um04jitVqtPRITU8cA1QK7x6ekpTIwGd0BHy2az+Xwe7GkYBhO3/hE/JtgO5UrAcRYWFj788MObN2+CQzUajcPDw+Pj42azmcvlcGE4atHRf0jS8dlD94jGscd05xvm1MjypLV05IFG5EJlWNddmw4I1Ka1v+0qUXjEpBHhBXU1W6/+TBIOkKHJYPS+q9pBjh4QWZtOnQrCaUHYMbrs6dQZQJ55LMUVT9uIxq5kyZFeOB4rXkEUWpIFCeJCLQK/HmKWhQgfkhjHF18lkr4iLhuHiTHVZkw4Lih/pABO0cUha7VwKcUUPWc3JPYl24P1JnhWd5bo5SiJgNqUx43IShIZwgmMbTOXTN9wW7VZKtXLyIzHZ4rElqWcdKpd0C1rTLpl1NNyD8/NSVOd8ycJNW5a/JOKcq5hZz7FvZdydyr1Pd1PdtcHNWYCheJH+40+2e1Exni7bElCdM3jpc+hsB0him5G7GEcOHwZVxJ0hVxb4D8Fur0S1AKb/uzJl26guHRDAwVYq/k9ajqdLhSKSysr2XR6v1Jv6KblEDA9x/KMrGZyS2uyZ9QaLfPNm8bLb6FKsqZpuq4LgrC0tATK/82bN0TI1LQ4fDodusLgeWUyGfCrarVqGEaj0cCP5jOgAwN7In7xQIYO2FlRlFQqBW4QClacnJwcHR3BU8Qu96M2apwzEd+bZBwzXjQOnC8fzAvNLNMqOqplZVKnoqJTujG16Y25OI7heYgexjiacMhDs+OzPmz1zwGIAD6o5Qr+hcv0wx4si1yAqCs4bYUTEVXrbY/FZKffE0CKxkyEt4tj42iX7tMJDfHwR7GLvmLdCuywHs5xJq4wqomBBw4E47g/FfoSG0gUPg7TurkklQ9qQ8FHl6JxPEC8O+DSuw5UsPOiP+zfb1KjNlWj3aJC+twCYyHgmGUitRzbfo4tfyoz4CV2CpHMeBfQ2sWFdVYQ8SRv60XpVLMvrKOptL00xjAmZI6nqr/rgxo/OlEu5ho2ivySrR023FhVYtz6YMdd0JksXddjvjpWM6KzlrYS9aa7eK7HjJ+9lfXZ30NEDoFOBe79xE62M3HMRxRHhbmQjGU5IMaQZRn44YZhUKdqSCcVlJUkSc1mE7wuLS1tXL++mM8yIq+bdgP8H8fdltRMafOOYDTqulk5+f705Pjk5AQcwbZt4NSWSqWtrS0Q9Z2enuKP4FlV2qsyBZesH3JppSCkZJ6rN9v1RrNSb57UGq1Wy08ezXELxfLNu/evbW56nNBs65bjyHBpIi96ctZN5V1G8iQTfAwcLJYVJD5dVPPFRdMEAefjx4+3t7er1Wpb08HFtNttOMEAXm3HtT3G9s6nK/JC3Rw73aLGsQ7AOTmlRKsk61cYOplD7NhzXRoanMXKCjlF3XBkWizUpnkU5nkhQI3dJKTjyi/CINw/f4C2gffhBfnP4MpyD0WcuOZnVMRjarHjgUPbtI13OCKMPyZc1zjiKnjEDTHE0vuAYQlfmTjmeJ8L6S7rZwnwl2ASDJx4ni0UDt4FosIg0fOot0a9hSHL85I1jsngFvVikGSMNRmW7Ul393m4NNaldoljd7cSdrp/8PnIcIlJxbcWHYZtTeR8nO8nYQQ0o1H59L8n7MqzWNIYp3FS/7v/Eruj4ITCBs+2kva8lDgQWEFxf7DcHqGUwogDp9WGvaNwmp0bi6mNBTDqtC/mxjlWxB0C8Jg/XmmzjAc6x2CGnR2yVuQUboutE/uIYW2KfjVnMMLjce1qdPs5ocZvmlJKcIqyHR3jJYEdiBp32mAcdrwgNG6VY6IL3Wa/OlbBm1NHOD1n7lVOdu8XtaF7ml5/w8Y41ozX7YZYtMUj3UEUYxiGAemrkiQG636o/le0SXKiIOZz+c3r1wuFfCqlWpYJJYZlWc5ms2vANjZTaqrtsabrI8SFlWulYkZKpUJ9rKxkFpY5I63XdlnTyOVy4AjtdhsUuKIoy8vLGxsbuq6Xy2X4FfjJblM81gWOd3hBKRaLhUIBbvfb8saDxUyRM5qeWfe0emHRk9RMW9MYTkhl86sb124+eFAolFqGaWba+Y3bBVWW01kht5C598Piwl1DawsHO65aWCjn5UxWKizl3/rddK3tmTqsHo7jgDpheLLFyqJkF8RMobwiSKm6yT+tKI8OVPf85xhAu3hrwZj+GoIHgQOx44kUmkschDrAjEcjgrNYRgx5XJbjtS2OFgu1aY68OOD1uv1ygl2dW03WlkVKFHDUhuvGeF5ArkKfo00nB3MkOG86ky6MqEFMvO+49qRjjwTrGG+sI5Oyy7GE7j6+TZ/Cv8T6w0YMbYc3GMh0MAg4pgHOmHHQpWgcY5x5oo52OFSdONfrxL0s62FVv2/f4Hm0ClC7LPu6Zmiue6A5TdvRXcZw4me/A0bhpPrWsHS96zDtylBtEPgWrjlsaGqZU1XOYMTkz9TOvfHuCPQ7Is9O7tmN3l931yhxbP8qFCodUWAXhAFw6vA1Z8DJulYzuMeVM6HGhs2qokds+b6mBEGsKPHe/aKmCIOfxWHbh3qXVHL5LYEdr8n1WNC5bvLfnSoX9ohNZ6gQ3ffhmN6iHDYMF6EFbsH/Hg6odHW+eusZ4eBrmma73eY4VpbFYNUnBVzium6eV1X12rXNQqGQzWbKCwvNlr8YAgRmYMvi4uLm9ZtL65ueIGua7XJCtrxy+6OfrBXS6cJCqCHzvJxSOUV29h/n8/k7d+5kMhmY5s4XQQ7y11Wr1evXr4PtqVSqbXNVg/Pz6olym126t54FX4Er6XbQDjyaxBSyIrOQ4lWRBY+Q4zlekARJFpR022GONUdXitc/+PFSLpUtlvErKa36d7RezKDrlLIlcF5w9vX19XK5nE6nHVbSLK/WaB8cnRTzmVyh1NBsSQK3zluWvyb2XEu+bswMdEVgx+cKZLAsG6txPM9GzjTTsHBEE3hS4JiWCbUpNlwBlo32kGBUHVKgafb6utjcyAG5ErIBoNOCMuKiPTFIjZ3ykiFwwFilYMKmkzGNewVJD45JSF7dx4tIQj+TfAzo9kfT60VZ532w49jkchfDWCfOOHB6HqVvwYFjvOYwkcRUtEsd2CSFKSsmrwdFsIi6ySJIGWUEZcJE+qJi/0BuzdXDI1du0up+4ban2788bPfBiKlRm0M7bAsv6mdd3HqkCdfFHr5/qvNPqz0A13R8FvCyal7LWn2ES/ArScKOW556t9DOp/jJ3gjLjkP+Mwbod2OplgO8uBc6eXHhVEcC1euNrZ1QgY0seHdN3wTXVYFbdXJ69PjxdwIvbFzbLOQL2FqK5Cl67+qnoYJUBUmSCoVCKqWYprW7u2sYBozNRFH0smWNlXXNrrQty2MlNZPO5lIZuWbzrmk0KsfV3/49I4jS8k11caP98olotDxfRlhUVVWWZY7jjzRe8nRXb2iaBrYIgvByv3La8lptI/ByeU6QslmfQwRT4em67noVfv0Wz0ngS14RlXwqm5Ik8D5oGKbjtk27qps13TY5ObO0Aa6nanPgegzb8cFowb8jEdxR9zrBdjlbtAO1a2DgMtLptMEohmaDk3CK3Xb4l/u1RltvaxfHAnY8hpgvBC6QPZUgwDBc40k53uTSE2/uXRGPMo7PXH40mKA2OxUWQQZRPQrY0+L506ZqmGAmN4lIjCkQOw5wc04QeIJZzETkCAiZgmkGrZBebVKRTvlTThJrxsufWBRIfDupqyIKlgkz0JMKM/bbS6k2fa4B5Y7GJ07wLHlTLs8yzXY5Gsex9RVz+XzlHbaDFHuBXoUHPwXPmoNhL1FxZ04Cb+JmUujyYm27af6PgzYtB2rUcJsIagzsoO0vr1tWfex4pynHakQctCXwd7ugxypXBFcCsWYPXlIsdtw22qocE29s15RTXRwUscS7MhwXklQa6JPgF982XVXi4k7muZ7bYRhjwDSUPGbJ60oYDrsL3HC6MfSrHNe2gNn2y5cv/vt//69w95evXvz0p/8gny+CQRg5XtF1Xq4b6OV5A4Skrgqw4hedrhvffvdoZ+cVTIsHrNlsvmwyB17Ndj3LcTXwv+e/OWkZhuXq9dPjL/6C0/whw67u1V4XWKMJiqxSqRiG4RN3eX6v5Wuh2Lar8uai3DYMc7fV5l48BMV7eFqHZeuf2rSPjo503RcdBmf3FH/OA56rplmG7Yq8xnUlsMF2eD2+vDGoQJ7nX4/tP/qG3hFwx68TXBLarmnamzdvjo+PfZzakHYbnGU7umGB6v3ds13/J5WGFdzmKD7emH6aYXNqeBF9WvJq+lTL6p13AhmobU607ykPpM8/qgmt2gAhAx2UqVG72mMy7FbzMtnd2bYNBlaUFu8CEC6CksnE6S3ESsoOHCCiUr9RzQEG44F2QXMfO8bPTIwMU75gH4kMQHXaKMaKp3eGPu1UoYFJXOCkYh/VYehfW0b6SbR2ERTjaMFGt5x3mccyshHZHE/aDJ1qGLCANygTDOR/xJLTKd14yCZ5yRrHSRrbQWgKHj8XXF4vE2JHyoLOD0TMpOVxsfZF1aCFQI0abk3dnQhqDO2gLUL4uL89rSpR5QoMNWYgIzcJO46ixq7HbNeUii6g/CEMBv6i5U0E0ZdIPYxYvXAStP+AhfthhsOqScMlRhuOfNNvmMVOxKBrjkQyru34Ssdff/012m5Z1ief/P3PfvZHkih37yjq6WIFw87F0AzuEUSkX331JSgftNFR8jWHrzd0LJr1ebKa6YC/2me/ZI3eRCMbyII74C9gDTOBlPZvj1IR3waMMod4qjjwrW46jNsG1tklUF0HPwKhleM6uu30D7Hh9RBPEPw2uh3cYyMw8L6qc9+fjtO0J+WLg0tTxdmrJ+cKTMSfIgiw53YMIsQ6PIZ6xtSoXfVWz8Z7QWB4jcs/dkF9fpIgQOybIccLgouK6zMgjBUM3HBVPiH2GuU6TLm3NlBDA5ewQIjhjNRYdoYucpirvcjCT9ItwT8iLWOEKcfWLvznc5hMeAy7HI3j6Ixc9Fs0s9QFjhnINcYEK6iFwQ5aBBdrdetMRa5bbsuYQA8l8awosDw3ODNAx6twGcv2TCfx1FmFlQQO/1lZuOSetMNnPEP2A+wI3EgHOA5rzrYNV7MutDR8sVn/4pm8yuPPBbhIlZY7zBMEPSgXlxzDC5KJ+K4nx41NE/V8GbVegRDA04UZUq5YTTugtHaaUsBQ7qGscJxJwo5DVcVjwKHAAaFTARHV7hsPjEscBwksnfEKd8cj9bMXLAzvkWimV0zFzqfCFDAxnhJGbfYG1ifXc/0j+TfBocx4/pjLc47t45E98VxY59vtzz//7Pd+9ye9+MT1uuJRDColUDBwet91nXnwvfb23uCoMTBh8Qbhu6J3tcefskazf+f86ERJKDcvHCcyhssq+IxF3yOP6RpmCpGBZsJB9aim2Vxh9t2cs6vpkWUYYdSC3k6WZWZezXOdcBdMfVVq1OY1LnbdC07zi1ZlEfLBBPsY9xUJpjDBjCY0BPBXKEYhiiJOuQVuiWEYwKmD+s5XAy6JZeZGYPGz+hjUZmB8T3CcotxhQoaFmIGITkiEUUdq/RqjMIXdSoLAOdZF0Mc6RMdK7VJMEIRSqZTL5bLZ7PLysqIot2/ffvbs2X/5L/8F300U+OeVNJ6EKrbPuvgZsFtMfSGD4wXc//1Gfj4f5fNa678fh7ChI0M+aEuXcjG3uNBz8RjuWSsTu+dW+Alyopj/8T89p6uqf/r/ddv1KXHaAuWKnjfeKyoMwuuPHUPWpwfR+oBuHHb7IdgOpzZ7y1+GT/o80N1hfNEhPmmECxDoCHA0SscPAfBu5jx2d3fn5asXoMu6eWOrVFqACgz5PNne9/Z2nz59cvvOPZhdACpmhNNws/Mmi3l8fET2/OW12B7batWYk5f9j1bRedMZqgTBsZsGl5ewCQR38rM1LE9ONQncWZv2GTuHhsWvMnbkgLNR7YbPXTNyqcZWEcab4/jHG1A+1KhRu5ItP9LjOYGNzTg5S1cfu5wfh48haS8gtTBIbcP3zthuL95dCoYkJiBYjNwM8B7SKoELh2+Ewg5goyiKs776JBZkR4XZXZ6eyESkdlWbeR+OcFKaRELGhIJm49nlaBwP2bbx7gBWBqZHHyCPYNhec86S/6ZlVhF7QwJP28ClWqFQ+NnPfra1tRX77a1bt5aWlg4PD7Hn5S2lzCgKSXR2dCC8RIvmPLws1HiK3bpJeqWTmBb0IouVyWaVhB2Dr785YO2AMNtFjWNCArezA9TJis+ugNQqujHACPdkulygYZDoR3dHwRjUbIgJ856MRqVa+ezzX0Pa7P7+7s9//g/VlOq69kKpHP3ZV1//dqFcLhRKTGSxJCRig7dwdeR8YjWckuYEObbw29990h/bBZHjk4rc95GFkeiIp9M+2lEXN871BiX+TI/17AOZHblrywRVdwaoteeHGgfdWvRQc738zAuvSGVpojdq1ObVIHAM10JdAJ0Q19tFJ8IFVSHegqV3Y7vOXmdVPdaNgT8nWBDmS0/A907wAr5FVGJBEODxcXIxRJMVRZl14BjJ7IK7QEXHYBA8kiOYwuSH1M53oI+j3A1DvGPDhtccWouGLHlhCouJkD+PRQGILQ1LfNacr9V5G3ZtrcDhqAe1SzRJkpJQY9jSfvrTnxKk4/WMhQORaAaM6uxMiR3pzmSxj3kwXdeBwzrGD0uKfSPvp8J7UZNiU+GNNLT1/7pucosqE9UJvl20vj7iuusAQnOWaCQK2inEJjyovQ9dEbwV41Pio1Ybqx9w3ElAFxx2HH0RJAUIvPCvv/4CiS2AN0+fPnn3nffBdklS0ulMq0UKIHzyyd/9/Gd/LIgSAZUj0ofjT7R4F8nuuUTL5wv4R1dveUaLVdLEbs3dbVarEt2I43GIwAs+Pq1I/R8ZqFOq6K6mHfCrvZaw3xJv5EPTHq5lXsAty7xnOCM/2ZHq/2qGrPlFJVFYxme+z1oYPPFjRjMTsvM9TkU0jqlRo3alm3yyowUVGwRBgNmxLtgzQd4giuygPhgS5AWXDP/Ff4IMcoehwf0D8NTFI0TwlWmakF8MHTmoPMZ37Qo4Y9ClRNgx/rgJ4JjSSKnhsRjSNQ6vj+zt2WX9uxQyHt4uR+O4jyedtNwgHCSzTNwO1KhNp8HBLJZ0vKz6pGN8vosOe9NjTZ/khskKMzQ/e2QIEaSzgzcBYmsU5Q5CdLtg7DTd3aY0wQaIfywp9u1CPNBWUPmc7NZ0tntdSQfxfZJgBaTfZKF3Pkx+5GHGQZeTgf8f3UfXdQ9DiUbQNQ6fiuP8iz48PCDEFmq1KjwUCDwWF5eiwHG73f7s809/53d+N2CZs17Xh4BsF5T5ek56sHJ5kdji1I64MHBsG7rz4kuiOHab4uuGuJK2VtIOx4KPApwmScoWDV4XVftWt8YWFefLwxRRzk7j1JeomWzTzpXd+jG+RRYSgeNhAN+0SFZUnj2T32YYBiOnZiWMiaaDZyYxGelFGbXz7Q175HQCdaioUbuyFtuv9obgAEWVZRmf0T/XWA8N3IjMCNEr6ClB4Bh4ShDhdV2YyJSNYsTojhBsGrz6vlZAVmBQKjwjMEnyA0kIIoOdoUt2BfwxWIwQNcblnuEb6Hu7XRtJzPoila+pnUd7T6ot8OHCpkQ0RiLdIuLjw/rDnCGR0lw9gsvUOB761OSO0d9R3Jja9NtA0jFDseNpMiL5nOXQIhls0dy1/U3mvXfKOs+GfrWR8ZHTsbHjvhECu5a2+vz2rSX3dU1oBjBd3WDRVKaHCUTAjd32ChnKnVGJZViJd7OSnZM8x2MrOlc3eXwYGxi6BFIVMdZsNl+8fHF988ZZoBCkrfH4ybfEV7Va9W/+9q+gAEa73Y79+d7e7i9+8b9EUQoDM2yhWAQXlk5n5mfSXlXTqZSqab2CcupH4vKNUAfy7EtCpMJ22dcNXz54vyWCvz6OEMrncD1nr4Rr7EbWchmOx7wez9SYSS9Via7xv79gwsOfEfCdlIEgWZrBZWaRFXVn0wCJeXBzTZ1hCY1jj+aNpkbtylqfzq5UKoFvA3zWvTCUEAeO8S24SDG4JDMw8JHnBQgcQ+wYv1SIF0MUuPuGC7QpWIRzWZYFjoO8bsiwFkURSVhchS4dyyhIfITFgsqNoHhTm+c4FE7DMFjWOzyHJEKTaVUZo2wvQeM4NliKSpOQ3iCDWJkJ7iI1atPt3wxDOmaoJMLUWDVMr0tC9KiFSsk0VVUdcue1jLWRiSf/bmQs22EPNfGM4wuhks8ExMk+PxQ5ZqtoMxim0zI52/Xz5um2Z7tsw/A31nU/T50vHBEcTPbBYjcnOVnJAe/R0ZZV5lgTXzUkx+uxJOKW1PQIJouKnnRtX3zxGXi9vnmT6cHQiT1GQi4+/+Xo6ODkhMztBiKQaMK3qNVqtejGo+PDFy+e/fTHf5DL5+fHD1ssL7563ct6Z9cO8W/bRzvsySviKT85VaLPKCmmBaPDrYJZVKJkXsdyGB5XczHbFzBwcHH01ku0nMLpszDuo6d8HiKb0Xk6CJXOrxcRRorjNKCpUaN2pSzW65BlmeniRNFUded6JQjEROuxIAXSDhuUqmDhGq4A8EVgKDS0mr6bTw8cjSNOJAgCxIuZQKECfFQURZIkyMa9MgMBDhwjGjIsIoJMStx10lofihjOaDVAczBJ2SPQ9AySbUE64/DnMGEmg0mdENMS1Pr7tJegcTzWkl6vv3CZF6lV1KhNYXtLIh3TejuFZodhkqZJgeOJmcAxd4pGVrT77HMjb7oMe6wJo7aysKPIYjFDzP6m7UoC12fISQdqHPm4czkB15jnLDZ50Us5ZZUUe6cpHbTFPoMU6+frMzeydn86p48de8z16zex6xy1eLzvHj+a+AO1LOtXf/uX//BP/neCj3yFrRwGjl29Bf6QWoX14iuiutVNvm6y0QAm1keSefdOwVDFGL4kqCEuFzo2azQnfnecKE35EgtZnEbgOIoOE5DxBCMTP0CiGsdJwQBsldSrokZtLg1PSQcMpsi7gJNG9VIRamyaJmJAd8GsHqoFycWIX0xQhqFnG2zxoOQF/FaWZShwHPCXeYgdw4MMDbDMwKNkeug5h0B5HCgksGP8ccQijDTint3KMHBhK1xqACdUUOOCzYTprouFFQC1FAoZDxsaILtQvy5ieIpDfB83bIGT7PcO0UWUtAegNhMGSccECrCsmrTbmjZ7XmsRWyy65nUIQ/nW+lhRcT5YbPdHjaFt5Y1yyh71GqB2BBKUwMcWnmXCmBtT19yjujXezYKjCRzDDpJK4ljves58uwRvGb+kjoEe4AfL7es5axgRgC++/OzlyxeYVlcUg05U6YpVN57go//V3/zV/FT1WJlj+Kb2+FMCzHU95tsTOfo4iPewPqii+05Zj0WN0agReuLu5DFeLl2YnqJ2UwXwR5a2M709cp8VdbFae+O70zEax64kScy8qvV5nkP0htSoUZtbjOOcJu2Sun2kR8x0AU2kTQHFiIGbBGnCqqpmMpl0Wk11DTKFhcAImiTTm5LsaVmAHURRTKfT4Djgt7IswyNAZI2QS74ChsoW8bLxQoZ3irII4iNs0vQ8DbpnfKyPf6yoSqC0K6A1gZYiBQYnkMC3oCXCJhlw/ymGOEIzFKaw5aCm3n3DdGPj3gxT9Fbo46Q2Ez1dlHS8mTUrhmg6tA5PkRkRVIJQo6YWa1BVKskEzqfYw5mSqO1WzLUiWchbeQO8jsg79mIxg5Ji3/KPRg4fz6pCXo3nHU+w4auid7+kQ+UK2+2MZ6AoQIGMKhr7xZefvt55Od6VtNutcR6rxw5zkbVa9YsvPv3ww4/noapHZY7N3Sfi8g2rXWdOyKfzqi4MdHmhlVM2rPP94uHIWNE+2lEXN6atiKJoL5spEVvE0grukvoF270RopSan/83F5RtJEiYrSBngi63f/vRjV6HjzanUU34xl063UuN2hxjHOchEDSwk0cfodAqJD9C3xhiWBDGCjAsNBzgC+WYaGInQpcMocmCIEB0DGX3unqdP477E5LHw8zCIt4xxQevUpXoz3nF5cIRlx/NLsBvIf0facLMs+M0gld/iRrH/btdbNaICQtRsHDCiSEzYHgD4zFq1C7FcSG2RJWOgb1Xbn96kEYD20X6OtRi7Uh3+niE1MYwVXTvFHSZjylJ03a/fmM5culop/L+xkSwY/jUOv63xLm3C3o6jsJZ1xnDET/bca7lreUcL/LnO3+zqNpFxX7TlMD4NlCYoo9NijWs24zpcN2gxcPfwKJrWWzNklyGK0mGKrid8RjbMSeHWsrLVy9KC+Ugid/VN0Lm2GlVjVcP9eNdggLcMjmUCq//SHE9Fz+tUigUq9VKP2fOMs/9bqWUl19FIa5YWiYb+JmR6zC1KiIKzJJxAgjFL3jB3KjYQf8YeBKni9k25wFluEZRgSlq1OazJ/C7AsRRJUQMzumMMO8WHJUg11jXdYhP8TwvyzKCjMNrrBksCTN8Q2qusiyJGiOpVjRcwpuF14CYlVeMdMxg1GN8bXrszniJxQjEUcbh7NcEBqOZRnWKUVVB2i94YklISYZuJEWNh+/lhGkrKbTKoDsngHvDbJBONMq2oVIV1GbDiYGj1x/90R/9p//0n0KdIOO9t6h9dZSik6JTYk2fFNqLOV2Gxp9DmWkmJLvLWmvp+K/enBpPK2Iq7VMRDaH42Yujj26Q6fW28obMe2+aI+XK66Cb6xlzRTW5BIHjI813r02P365y2xVmIe0tpr0F1Tsn/rGvQ8cym9kBlNKTlpOV2XMlQUPbrkpNSwjgFVKVFXe/gFOl2SoMb1zXw3PV3szri2E5kS+++LSQL+TzhStf22/duoMDx34FfvWQjTzxx5XBixWSUuEBu3P73nvvffD/+T//Sx8dGKdxClrJBG+Nk9PkFSqZ9L1z55IT6oShLRGMGBQIzIA0i/7ARKLWqFQF22ubc5n/h2AcU2+KGrWra7GawtF9LlKXABGNrcAQq1EQBLhYHryJJHDrYMeIWdx1X8k7I3wzCJUwmErGFQ6fY+8OsUcJDH14DhaFj69GDYnNgki0ETSNxHTndXA9E1oThgoNQFcGm+Kf/ot/eZEdPROn7oe/j8qcd0NWJpgVcKMHJYINatQu3aGJ1nBYnzc2Nn72s5/94he/wPeXOedGznhRl/HImaFc10uyVriPsRxaJENZVKpC5r07hXjBVtN2H73Rmmwhle4ha5a08Onzk49vktjxesbUbPZUFwa1O5+sAZHNnORsZs0krdiW6X6zz+qO0IFBA0f9pM2CP/BpQfURZDkun4oLB6CAFwJ/ynLB4kIwmAYHYbvNV+ZdeUSe9EnT2WkIJpcrafVb5fN9WHWDa9liV/2p0/F0swuG5D4wHg2LghzYMz2vKWmhpYqhbupXfzMXifLy+cKtrdvbz5722We3ScoQRQVwFd67W4qvqB9//KPNazeAg7uysvb6daI+iWdqE/YOFRI49tq1SwEFeh85YeZqSNIgPjHGcVwINd8BpDugfKhRo3aFgqykqB9BQnChOh6Cnd/1gHMBHxjJGUPIWOqaIAiQ2Ihoj1EwlGBN4iq96DaRjDI6DsrxhUi4VwYIiz5cfDUSkSsr9ud9ashVhdqv9BDvJW3HM4UgTjoUOwYuNHzWiIAMvoKC46h6UOx4yF5uujSOo6hx1A2OrTRuL3cydRSpzUCv9/HHH79+/frp0xDisJiy6iYXQGN0/uOSrRrGekyXuhfj2EraXs+YsYIM1Zb1yTMtv7AshV03MKLrfP43zyo/3MoQP7mZNwcCxzCOCFi91qKamPTgoO48rQRawwntDCHI8JjhL3mmCxkzPQH+3umxxCa+pvNGdqjkexAytvh8cHiv4uZbRi0tn1cqcHDvr5oyRs2I9lRMV0M1BH6Fs834W76rqO+V2wLXK0qYKO/nP/uTXqeHUParxfC4f//t3b1dXOk4XMjsqzpc1xUk9WXJUgWWlty3FowouVwUxd///T/I54owOFxZXu0DHDOTBo5jvCx7cBLXsYetpMP2P51pmjPKOJ6cOxEpsfn2HIhUpR7NjkeN2tUNpvoPEHDCG4cUz1uqAsoZg4EJihpDDWJJksA4BVFjpisfEc3bFl1o339MhPcF7zE6BF9MPsCL6NIj94iUB/C0eNH6gC/zjfVSKEo4D10EYQg1JmQuaH0YNhCYNo3jWLcY9qUMFqbHhLj0YVKbvg6r/1f/5J/8k3/zb/5NtVrFv7qVN5ombzj94uekI4/HUB7eTTkjNHBGNOGCkXQ7HHA2TQocD2u6riuKInDMVl4vyPFU7W9et17W2MXFVSaOWyGK4kYxE/0Vz3rrGWu3JcXWB3AUifeykr2oOlnR6VNlvj9idhtSZyAZSmXYi4UoWPhjz0OyGN08DBwbkJDBhr22XLPEm1mN4OTihljGDNerduDqtyvieyskC3WvyafF2Ktihx8MWxZ70JZMl0MtLMzLwKX3OsdECUYCcjVw5dE6Ss/2mG9P5XfLOn6KWq36+Re/+egHP+p4G56L+Wdcl93cYQhGe6FoEphL6QcGGogJP/7oh3/9q7+M7ee/PZIcJ15kEOLIacl7bzFmXiGfz//O7/xYVdMI+VpZWRUE0bbjJyFYo3FhHXLSkDF2/hki6U30KceeURJYd+pzn/Vhx5w9UOkUODmv5V7WoDkVBU5UCRoKUqN2peOsPjIUcIDoI3TARMi8UX8jdjCKxiaQwKhpGlSUAjvIsgxT4QmCAEWN8UOh6xkmwkLeF35f+HHQeny8QC4ACItqyyYB4mMMSdHVt/ANuGVQqn6YFhhOF42lJw85QCd5oRRPnE4jJoSixFP0+FBmPDyPGpp1oCy9UZu8MLVF1uv7IN0J+sYgzoyP81nqIlKbueb3z//5P/9X/+pfgZEP3/7OQvt/fmeo6TTOpRpmDcV46yyGTOYzV/a81iK2WDQ5+xCWVnjYDxcVZytvxBKNW4bzq8c1IVVYWsxFXUzY89/IGUtq/CnWM2bV5NtWZxVSFyx2cpILXmV+wHPSTO/hEd80Ou2E7Yws49VwhBz3SMfd9K0+4RjdFrjab07UtbS1kY1Xed6tmk1PkSK6DgabOmnWFzIh0nFaYh5XlOiiBAJxSwo/+rTukfJ6dQ/V+RG4x+2qdKsQusGXL1+oqfT9+28hPBolxO7+ckAi7Jmo9uXy0tbW7WcRwYq2zdX0wJGFyHvHk+m89z0Zj9kq2NEDrqys/eDDj/3QyAs9uLXVtVcJpGMiHd8EHLB0vn8sN9kn1SfQTRrUCqrgVajHHxn3KeMYR44cWkOoUZunDjCCIeAip9FhhcBkCV8oKpUbpbU6jgNBKDMwmAcPmNA1pCwxcFAbOERGXbXonPo0A50jeQtQSoLwUZEQAVIhYCLI8kg+LcWFr8jQHzfZg8tWEDsQIicohSYtyf7GIZuSR46ecSgNIiRv9YhYMWvPPIoaU5s1Xwe8qqr6Z3/2Z8RXPMf8ZEvY3d3d39/XdR3/CdHN9UF2hrQp6e77X17snP+53oLhkPjjQVuilTZqfKaAf0zL/Hubma2ie6egx6LGT/ba/+thPV1YzuVyUQcXPtAANbb7nPRuQZc5r6xYW3nzvUXt/cX2Vt4op6yBqPFxi/l8V2gZwWnPSvZjkFoFVDnGApWOKD8x773bEr85SbWtmNO+u5FqVQ9i8wq+bKaILTnJETlvICVz4u0dvxcmPNsPN57o4lFbIC7m2+8efvHlZ0xn2p+DARUWznnE6N+/E5hCrw5e1YP7b4P4kPgqLXpLGafj1LDQk+mUAMf7WwopJq+Qd7R18/bv/Oj3JEnqRpuoiNiVlbU+V9I+2pmkdyhI/WPXycaow0xg8ClyFYJhGLQTDqbPsFKab1eYYBx7NC6gRm1egSTI9oXYLkxVhziGuDuBkBAEHkFEEoGSuDeCFIqhQWEKTdMajQZ4BftAOWNENEZHjo1lrnDhJ7mdw0em0elk4itcp4La/LTraFAQrWwIQkRzD6h1RwMZmlBqpPKfCo1jQuEen1CCz7FL2fEwdhc1alcg5PPW1tb+8A//8Je//CW+PaPwP7yV/c2274ikUqlCoaAoCv6rPqt6Z6776z/lm5TT4Fw7riPdmd3yvEiTVraMN0/wLQ/W1dgu2rTdX283jpreysoqSlRSlDv6vwctHkLzN3LGYsruf1KR895bbI96qU9P2J0a19E9QlIMZ6+9cAjrQnu4BxIlgEDq8XrGWs+QGPFP7ub/6snp4vIqUd9cTto+1m6VQ6Tj+0Xtq2N1JB9rItWYYNxE/a03TTGqK/3ixbNK5fQHH35cKBS7ZYa8/24qwb5ifzgzfTrpISBQ/OEPf/fv/u5XxPa7C6AnYQ9bXDdjYoh3vJkjacIffvDx5uZ1jP7QqUkQQV5dXeujVqHvbmvHuwwneEoHYPVYzpWz6AplWVZV9Sy36eotPGnexJ9FUm/fOZ0cuviir9iiX4H4Z7JiUDw/16pKRI106dBNjdocRFKx2wVBgHRglKcODKDB1DWD+GiYm4Fee/5JUkeNctAhSBoYRI1FUYRwFYEaU0vyGZLWycUyiAn2d5KQMbWrXYv6K6J0NQNDPBW85eI1Z0ros7NiU6dxjB5wFzXu5NPxXM9l3eCDR0Se3arA0k6D2iz6OqDOf/zxxzs7O0SivK2l1GpB/m63/fxI29vbI+BjfEA941zZqBrHzDkAqWMc8Fy9hKafNK03kLgMHVQSQIp0QV6/S2DHUXtzanyyXZeV9Pr6Itp4PasjZvH1nLuRtds2F2gTk/b0QL+9rIx3hZrp1Qxup862DDaCGp8ZSEVQBdvRqUDngGFF0HxIJbvdllQzuQdFHW9YPll7Q3pW1/ApImhVJ2PaLQnLnqYI3rJqHrSli1f+xf0t4rWk2LcK8QzQWq36i1/+z3v3Hty7+wA6auBHnA/js0kxw6zEWmgJyOrK2oMHb3/77UNih7sLNssIhy0eBqUe6E6CmpdXXPCH77mwUN7cvB4tb/AP1+3kV1fXklLkCY2DftfJ8bqYdiXJpz4LEmi53Z9JvXUDvNjbHusyBsBxrNd+9jIc3NtkivhHUWAJlacZjZ/PWIwRpfP5doU9lywPatSozQWQRHZ9MH8alMEFr+CjJLkQO+Z5JmAwdNaHQSJyZ/VysDoKem6BF0cKE0MKMzCosQuJyaLoHxYCx7EL5OfnWTB9J/sJkJfwJQgokMD78PJEpO8LE3SmNn1NvvM+ukAZNlU4eYM76vhyAaYLHCdJnVCLddenUeM4rD3kR5Yu5ysCBlQd/3rZiC/oURoytZlthKCe/+N//I//7b/9t0SivJTEfXgjA/6eH+kvDnUCPiaGZLrUYoLWCseelkOLJNH4XJlJBo5N2324036y1y6Xy9lsFm3HUePOcVgvFjV+tO/WnAJ7WL+1NKxaSMtwDmvmadszGNVyBYzgiuMIHuOdDVjw8MR6LL4CDxJFuzoMMa5z0+QfnqbeWdDwjetFudJuaoxC+EYew22fsg+WQiffyNoXKZ+SFAwgfcDoA43a48ff7u/vfvD+R8ViCeLsKJ8JceQZ6sdwj/PB/bdTKfXzz39D7HNnwQb3c9jicHWT63mytt+/9xYxNHjhvIvg49iUYdZ1BKPuBsA+OLF18mbgjfl/fSnAAx36JNduvKGKjahnlNSZnNI73+DEnWs9fqJkHUo5pkbtSuNH6L0qkF0fxHAhwht0jZB67PEdcyEhETsIcuJ6OlFo9RjuscBjmqYJUWNIbxQEAcLHsSoNsxidQdi91WodHx/rug7FN4ibArecyWSAZwLi06hgFxMRXyb0OnDfL4lxjK91gzAfYnxrmlar1cAreBDg2kB0DL41DEOSpGKxCC5p+DsFRwB3enJyAk6xvLycTqf7l8np6SnYc2lpKWlPahcPp6CaBiFjBBwTu8GFCPjsDgVPhjR/3QYs0z/9F/9yGh52/HgA4heX8btxP407+MeLet30iVOb6c4O1PZ/9s/+2b/+1/86lkJ1c1EBfy3DebKnPT/aF0RlgvDxFCbHu/ROvOqEuhjTpYzjeHOMlvb47xOLsWX96nFdt5n19XWpm/oN1NDrWWMgyAjt4Z5TdzPgJ/u6smrYqpz4ICBYfFS3DuuWZnm5XL5D3WVjJhohatwB5LwJkNLYDnIM1z+ixVBu4GVCam0vOxxssm2Le1kXr+dCsgPvrKc+39UcPkUCzV6GyJLHs96NnPGiLg8JQk2wQRGCFbLA3C1oMjfU7Apw8f/yr/7i/v23Htx/e/hs19EQcQr7cHjB1zdvgNcodnx3AVR4/rAJFWjZnOwS6sblhcVyeZE4GvRtIMh+8bc0kWA+KWNPtJMn6B7RBYZCfpHEBYTZo4dMXt+DTO9JGcd4cdOxmxq1uQCMBI7saWVZFkXRsiwfJPbxPh/ttSwb4krQoBgxTGGHyIkBH9GftYXOGwFuQnkK0zTBK/gIjwPOhefBiw6CxFA4E1wfiJBub2//zd/8zcHBQSaTwXO2QysWizdv3tzY2FhdXQU7xCqMRf2BPqTjpGKBWQcRbxRcG3g9PT397W9/u7OzA3Ud19bWwD5HR0cgRv7hD384PHAMjtZut589e/b3f//3oEr88R//8dbWVp8yef78+SeffAL2/KM/+iNw+7QNXmRL7w8RQDgYipvHKowj4Bghy5R4N5IHK0w5MRt2sKAzBzEFzFMfBBcu6RxTejm1Ge8NVVUtlUqHh4dJ+6RlHiMgn+xXeRw+jk0gcJFw0tmD5+nRMLUZgh9Kg8+4ymObrc/+u5dAcPvmdevhTkuSJOBP4lO+w6PG3+zaNVv1pw39aiE8PHLfX3FxxQYcLAbv4UbQjhZyGeAPoJSpbAhNCeezYyaxlBnBxt3KizLjBTiGX0CQfQIJK2jIOmjLpZRL8KwXFX3finF23zTFhUyoqEEx7rYky2XPu5kT+cdxD6woWzdzeuzq+JOm03aVa7kYQd7vvnu0v7f74Q8+zucKuFByaALMIxcSTec6MpSkBW25cf0meNSfff5rYs+7C85y2oUVTonwcu7ff2vghBk4bCqlTm2HEHv9SQMTom4xfXPgkAbatdtrLwVVODVNNCk1Ez73uZ9j3hnHXrgwaChIjdqcmiiKaN16gPACz5OFyhUQOcJfIezLYOnvusBxCO5EIhWQawyhZ4Q+x7peswtIgSu3LKtSqWxvbx8fH9++fRtf8wT9QF3X9/f3QTmk02mk1IHvkAT2xSLFsRtx4A95XBC+r9Vq4Np2d3dBOJzNZqHANITyIT96yAR68E6r1So4GgirwU2B34JTxOYQgns+e/YM7UnT9F2KK5VUo2AdILRN8N1gk8dFkKkN7WBehsbx8K0Lf5xBv49+G23J9GlSm9W+jxkx2S5GQK7tH9XSWZ9cOXMJ8aLlMHDSb7KZvpLsea1FbLFdKpQYY80v/n+uTSZ5O6yZ1bb9/EivtuxMJrO4GCIJ3sgNixp//caqWClf56Hb52ue8MWuuZiyBM47atjHDVuzUB0QZNn3EVOplChIOGLM4pCxFwIYSEh5eGiCiV8iA/PjdY/ZyY/nsS7bdV+w9YuwwjPfV5QPFlscVr2yCve8rkUVCUxOfVOrredD6wS38sZ3p8rwftUEoS4/saeqr2XiE7VtHzsndg78tmYJWzldFcnLqNaqv/iFr3r84MHbLBPCDTtvgmIm0h9PrQYZfNbdaQPv+vUbYEOUdxywjGOeSHlhcWGhnHR3kKUOK1c6UjHaFicJnWPyjHe+Kgi2OTw0HBv7DVm7Yjt5n3ScLdq1Y7QlLXMnrRl2/iZSmYljzLPGsee5A0qHGjVqV6rJ92MgQn9LEITuG1EUZaRNDMFfqH2MCMjhhe0oU0VHGwGixhA2CRSTJQgZwx96oys7zYTB8llZWfnZz3529+5d5JVB6Y+joyMI3ZZKJeCBQ/gYQcZoTr1POSQluoCnwLE/pC0AUWNd1+v1+vHxMXgKP/7xj+/fvw8953a7DbaUy2VZlg3DgBD/8IMy1KoG1v+3aE/Iah/pLNTOCB0ksRAQWAyBYxw7xiceYCuGwjLMdGfensJHIMxEpwYVSKBOBQMXHxNcpImGytSoXVgLxKVCo2BEn34MEpDBm+dHrd1awxVz0TVElx7oDtkYx9G7PDc5C8Mhg8/1rA3+Ltl1Y/ipqrrN3/4vR2sSG7980Xy814bvCVFjJhk13j528gpTxnQYvtqxTk2FZVHX3qkhmi28anQ4HXKaUUKaxTh0wmAZ8EIv0T28yTQLNqlGQx87UFgKAceBB8zYLrvfFtfSPfi1oAqtRg26vwT5Yl/PLKZDWfJykpOT3HqYET/BjHl9DvX2gqYKMY6yabvfHgkGm4a/1Wz+4Wl6VTU3smZ050D1eO8HP/hhPpf3MHh9toIuBBnjW3zNCs/7/ItPhznCvXsPkrtZD6VbZJiYCv99VdHtmLJSRXcrb2WkSfJPnWZFXFhPGsWGHzKS0OektHs9IomSZULAMe82ZolgS5TVRCZCWEJsx5tjxnEM7kDdTGrUrr4lDTQ9f8sHjjmeFxDTkOM4CATjBGR8hh9ixQy2rgjl1IKEViiFAUmLOCx19QyUVSaTuXHjxoMHDxAPF6K3qVTq8PCw2WxWKhXguEIg1bZtTdOq1SpUH0ZQOyg0sD8IDUDRQYwefAv2aTQauq6jPVHxgpOCA4JSBfucnp6Cw4Lfwo/tdrvVar18+RJsT6fTYGfwFTg4uCRwNAKzBkcGx4+eBfwKXDMMVdD+uIIB1MQA56rVaoZhwAsGBwE3C06EphxmN0/vbLlP0dXVUY8R1ywmmjPmGLhIqoIW7KhdwVRoHA89KqAsMQlYATVqs+DfEHhQUk5Yy+Ne1FMLirUgm30OGBCQmZZhPD9u1R1VlFPDX8youMykcJzxsK2Lccv2WyYTRml5dgrRq8u8JO3Zl3btiNj4+tRucsV02n9AhUKBWD+ehBo/2nfrbvZAd19V9UXVx093m4JmK70H3uvhPahgENPl44nuUE4T/Iu4sWJCKVVDNRKSQz1ScTRI6erfjdcNYnw1ZKi/dKLxOHAMLMU7UK8NbywB9YV7XfVulUOnv1PUPztQh2yqY0+34BPyOcm7V9JiiY01zdmuqTYrdO+8UzZ7balq8rHU45pPPf4f9+49uHf3gS9JxnIMx+DB3sDg8NJ9Wdxbxbdcu3YdvP3iywHY8cJCGfz1qWD4BzWShkXiXd2O0dJpW1wqUtp1I1F1x2V6Fddz/VqsipwiDqhXAyHj/ktQ8WrZZw4Vdf6cErr9Ylo0d83hdQynpMIMU6sHZiDs7ROZtJrfwDKKE1ONY2rU5hVmgiRQCHR2B2gOMYUVRcF1JxB2jOFNHR8UV9NCMgjgCOA4kM6MzjVM1DPZYOqCDbKM4c1CIE9V1Y2NjePj41qtBsq2WCxCAYfd3d3vvvsOvLbbbfATKDmdyWRWV1fv3r27tLQEicnA1z04OHj8+PH+/n50zzt37oBoApz0zZs3n3322enpKTg+2KFer4NTgO2VwMCvvvrqK7BlbW2t0Wh8+umn4Ag///nPb9y4AZ9p0lmy2ez6+vr9+/fz+bwbN80I9gTnev369TfffHN05Ec94ImDGwQbW60WuBja0C7Fg8JZxkwk8wrTFZxhggYfhR2gtAgua05T5A2P3ggzND+GXWq8VAV95NSumIE4v2Eqr1l5QTGXUqbMJ9bwtMy/s84DH+mkWTvLNEo2nH/Mdr0v3hyJjCcwXoEfv31BLw0YoQI2KruQSLN7HtZyZqAb4S6v39Zff2vsfEds3KvZb/SsJPkphqM/6YMaN7xMMIS7LVds1gU4+hN8y9C/Cfcdpx8RQYYjy+jPOuPokXw/eP3wryNcEP4GejeBi+KwPqjBtkzOcRkea3aLOfFltdFJ7he2Uye3YtRBY0dbeNZbVs2DtnQRAYnnLaet67l4eYqXp+6xU3T9JLYeVhQd02zu4Wl6LW2uZ5Kox7sfvP9RPl/gPC422+e0ilT0eA3kRoa9fv0G2NyHdwzCz3fefp+YO8T46thkCMPCIG3ICwODBTHj1TC8RydDrUqB51vPWBui1T/WxZ344YtrmG9jz8WlC6FhRZhJxkCUd5wELgx3tFA3xnNzzKKI1BnbBzgE6klSozafGFNkaEPJZn2XC+rYBoxRy7a5AGJ2O/Nx3YlgJqyjBVmKUNEYCaQOdLquDBMZgm4IJQf3JUlSoVBotVr7+/umad6+fRu8vnnz5vXr16enp7quwwAQ+kiWZYE9K5WKLMvgV+Dj3t4e2Blsid2zWq2C92Bjo9F49uzZyckJOH4ulwNPAQpYg+NA+B4RhOv1+vb2diqVarfbnXVvmrYbGHEW8BN4FnDYwBkTooq34CCvXr168eIF+K1hGOB0YAeoc8IEoCTVN7gwwz3k/vqWYAuUMo/VOEY/gcAxBJHpcxzSLkfjuH+XGo0c6CQAtSvv3CR1bV53bcZBWzrU5KzklBWr1JeAvJCZ5MoL0Dt8oodYZynGTQX5ykqsP3CKjJdlfB8iy9hCMoUTjNxgOIcDdiowRVH8gZ9JZEh5I26flLXc2agzl3Jeq3aoP/8tsbHatl+31LA2XM+GQY2DgRvqprEdLaLwrWJrk0L/4BsRBzb8D9qBkKboTFGf3V3oSQl4SNqYCSlx4XoZXezYY5nAY/F/2rK4nNyrdos5cftYTzrddkV8byVURzdzFg4cT7DahGFB78GCQaTyg2ba7pMT3uSLYN9uDlsGZwMEh/KP8KYpVowk6nHtL//qL+7dfXD//ltwEVnUQ5g6Z8DrXSHyUKEqH6qW16/fzOcLL1+9qNWqWH30v8vn87dv31XVdLTPx/wfjuNYJlqluwZnE6PFUlDIJ1XR+T4OWNT1alnsZfVaSXtyAlnP8YZzNQb90f1noi+cX2/ZsSNzWixdiEqN2jzGUGB4hV5EVEksyJnpYfgRC8WKsYEXX9rWS+/GYYbjU0PiG1fSILALyuHw8BAEepZlNZvNhw8fHh8fl8vlra2txcVFVfUDBNM0QRjYbrfBKyg0EAa2Wi2wZ6VSAfvcvn0b7J9O+ypnaM9GowEOuLKywvM8eAPCxrfffvvu3buQgQROur29/ctf/lKW5Y8++ujevXvgLLquw+gShplQBxmcpVqtRs8Cjg9lKMD7tbU1mFuP8Eu//vpr8NvNzc3V1dWFhQVw5eBOnz17BrWVKeB4wZWtDzKAa5GD2uKr8QYzCji9A8/WeLnR9Ox2tjOgcRwzZxhXnejjpDYrrW74cJFYjtEwefD3mlMWFHM5ZYjcJTRejeE0zx9ZT714Ig8ElBG+nGMcwScsuxBftgKLBZE76/zDjuBldFAz0ZlcwkU6rWr7618SG1uG8+2pwgti7E/6oMZNJhuQOzwcLBuOBcyOsJ09j0KMiOx36ms3IV5nuifuh2wHO2aDddXAR3Vdt2aEgONiWrSsBpMwnW5y6kmzhs8PgZ3ul/THFeU82go8u8R775a1WM2WmuY8rys2q7A9FgB+zeRP2hb3zYm6nrHiqcdPvt0/2N28dqNQKJbLi0P2k5fZCr3Bl5fPF9595320bg7HwUdyXoOK48F8L2ijxLlMnAB6WSWB46op9glrox6547FniYFjhYz759bDfxibBYXPk1UC1MkZlbEdlaydBJQQjGPPnecoiLx3x6UxITVq82j5fB4fQaKr2rvfwoG4n6YNHLvheI1GcMJ3TeI2XnmDNw6KqNn0s55A3Y9Xr14dHx9nMhkxMEmSoKosxGorlQp4s7GxoWka2LNareZyOUEQoIQIsSc4yNLSEkSKgfOzvr5+9+5duBtwhNrtNhRWXg0M/AQ+IKinzPM82A1sBGep1WqxZwHRKLiAbDa7srKCA8dwVgD8dmdnB+z28ccfP3jwYGFhAZwUHOT09BTErZRxfCn1jQB/YfXDvSMEHOMpK1FFnfMGe0abFo3js0eDHuNRYjK1qxkJYRAqrOGW5xOQwV9WclZVMytaU3XBPUA5rjmGCMsWI1pmtq6Bj0WByamqjyGnUiJwESD4dBnwsc/vwyAXMMhUpoCEnFVYPCvaxfd0nm02f/u/CBFJ03YfHnC8FL/+PRk19gLUuFOj0bDeva0wEDJ4bI9PGtZl4iUhmGfzGSIXC2srSiXdIRV3GMidi2G75/V6NGV/U81gr2HHFnkWPO6k6wMHfNFQFjKhVp+THIlnTIeNLnsntozRlEqKfbtgxH61U7H39AzDCUyXldz15HDaDotNCXWsP/X469pvu7Ffwf/LgRiwsLBQnkI/j+icY7+Fr9EsHLG/ilO98IJ1td6rVy+fPf8eR41xD4p43GkhdGTb8drWWfVe7dNdefPt8conCSQdSLwliwhE+BhWnE9xlRlPgDYQTO8/u0Bu9OY3t7sXlRnlqMYxNWpXH0uK3Y7DSUmCp8McFmehEkq4eL7jPiPXFYaoOi5vgMdBFQvbtk9PT/f29rLZbLvdhnogemCmacLkhEygPQ0M+Hv7+/twz8ePH0f3vHbN945hEkJg6XQaZsCDye7Az6EkBcxi1wgMfAuTrEBouNlsnpycHB8fE2cxAoPw4ubmJniDM4ghMN1qter1uiAIwActlUrwysHBIWpMQafL8reJoIbQO4aVAbz6jLSIhwwXBVLUeOxHIMxi2UUvmTZeahds7iSaH9EDEolZOZ+e6Hgsn6QsGRCQUwKXWk0bZdmYCW3DRMKyGfxVzRLb5liuJLEfLeVKijQSQftcvCKG225mLr3cbjH1hcu7Cs82G5/9Ny+yEPg3Ly0xXYr9yWamvaTGPKZH+16LzTIhRiqeTo7tfWQjAhXdH/TeYl56GClmyX1DB2DPVCPIa+qJVQRBRTcdHgsBYzYQ00ORA7pKD/ncDZ28noIq4PnxiB7D5aTtY/1WOQRE3i9qXx2rTBjKjNXeHcnuFIyiEoP+m7b79JhpMnmkLAI1RboIOUuM11HsWLN5X/VYNdezido7tVoVV3iAOPLmtetRMvIkWzxZ44atOH0CxUhinF5FIhB2vKrAQ4LI5/nz7ZevXrTbrehJFSGUFQQ60DLvcWF6+GHTGxj+EVtslxnoaSVldh0pvB++b/djPElxjTba4hOuZxY47i9YEQuyxyQbZAneu8vMr8Ibecvu/KLo1KjNC5CU1LtG5S6TZE/D8lDkoIYHa9FRfs4RKAjOgugVZrLhOA6813UdvAIPNpvNWpYF0Xae52GeG/BaKpVkWQaFaRgG2FNV1dg9wRHAnuBbCEDDnITgFZwRYsfg5zBZH3S/wXawBbFKIfkUbATudPQs4FLB8dH1gNdms4lP00LiKvg53BMC1hDOBobgctoML9d3IkgJaAIDksqJJo/UjZlg6gJJIWOHGhBFTnPOlYtp71OhcTyR0YO2XmoXZt/WTTu8BLJcLo/R8RFbTk9P8Y8i5/1wVW8brmZ7VY3VHN7yeIuRcSkfJiAgv6pLrxhpWTUXU9YZ9StYxuUutUP0AWWPOdaZJ68a/7dVdS2n4h7bqLrnSQ4itZGs/e3f4GANtC9fG0mocVlsrGRiqF6P9t0Wm4uCUWHYmO0sv/Y6WDB6ht1nFzecR2Ts+tXxiP7x8LgE/CUXAMLdj13tia7MMebKMJyfbAM1qU6YAf9Bzo3lMC2TSWPyrUs58WXTZZIJLFUnY9otnIQu8y7oAfZbYpJ3NWrNl3jvnbImxMlTtAznSUUGfRF+ltigCylUR1mx8Fe7balixlOPowZx5FevXvzOj35vdXX9fNxRvwIGj5fFr7xTel4st8gbprfBgN1ObU2aH0FBbrvd+u7xo729NyBcSbri2IypixGdiqYtDjkM9Vr9IIbyMGHzSLUuGplHjUtl8b7ITxRpM7ERfv+N0xP/DAOC9D1C+KMbk3M8qRzOOKs0hTENuYEO3tSoXWn8aBj/Pzbdbv94YZh9Rt3zSpY/cGLb7bZt27lcrlgsQo4nuPdSqfSDH/zg/v370NGFvi4iNKRSKbDz0dFRdE/4ivaUZTmfz4PoGEpLw3ENYYIDhy3keeJnwYFF+C08C8ySRzxEPIMFvBEkpAvf02Z4wVUuwa/uASPw6XSpPB11cgZbdgA1THRdB641THTZVR3B10cS5I8euZ4J5jbmc3p+NjSO4z3lcI/sUiEzahdovz7ViC337t07p3OpMqfKzEIawhMgRLZPWo5mgqie1V3R8ESP42EHd9AWh8yR1cc25ZOlfO8gusN9c5IWOCYl+EhEirf9pO2el5P8jyLvKvw5Nr1vKu31fDrJDxg1kTEd4Mez1qO/sSoHxMavXms6X8KBJYXx87kpvCXz3vVSjOgq1DVmwoJT0B9DT8bDXpOfG8b8jM2VN9gw1i87MgEZAs+sh3GPu/+hlNxMN383dEewqthb2hiMXA68w6bJpaUeylFIi9+fmqqqJiIkDLd9yj5YCm1cSlkEcDy2lRT7VsGILZf9uvO6lfbCWadiGT3D+PRgT83mvzlR19LmRnZY1Z2Xr16eD3DMhBnlRKYxliQrBSjzSPUn4qt4kff+0Y6PD7efPd3bezNsnQz3daUUCRzXLWkCRTMoSu+vlHKWgyPj5FCjKKZFt+FyV0KRIJqzBRf6iC1kJpjgCfdOI+g7XTHujBchGFPCMTVq1Ji55wWfh0FBgHq9vre3V6vVSqXSysoKTHkHXmVZLhQK5XIZoXJQUBiidXAgg0xeRVFi94Q0YagIgcsLRDKj9HvoPM9LkpROp8HB0Vkg6gdllGFCP3QW/LdQEBlcIcz+ZxgG5CC3AkPMZWrT4DhF3U4s30yIvAL1r6EYt9s18J7j+KD6+c4knKRAHjt0u2gfwkyPxvHZBwAKCFG7MNtuWpoTqnFLS0tbW1sXdgELaZ5Jo7DIwSnJNsNbjDLBcznBnK7lMJbjdxR1poM+7IbXTKuiy7Me+FMFfxyVeRfy4LLSmQK3U8vFo2UiKWp/xIGixhMx/dVD6/g1sdGyPVWRSkIzJTECx+ZTOGoTj+B0UOMwxhTGjiOgcXcJNp7GBKMbxw7hIz1ltkc+Zof9BRdIFLtIujgAjNkuq9hluAA7dn0pVo5FFIne77G7gFlZuICCWtWZZUyKpKAKntPufy1NL3PSrONZ8kR+EsMrw1xPEKcG9vjIqzm54ZHSgRM8qBrstqSqKayolio4A9nH6WRI/ezuBRIbwbVQuhMAXKg/YRO92FhfNuzIxnuhr1+/3H72PS7Q0d9kwYv2iqmwwHFNc+2JBDiOdYZynQztl0sX8I+iwIL4DcSoeHW6kqHRkKQ5JpIscOCag1iN7JkspSjjmCLH1KhRo3YOZtt2q9U6ODh4/PixYRjvvvsuCIRzuRzYuLCwAF5PT093d3ez2SyUsKhUKt9///3h4aFpmqVS6e233+Z5vlgs6roO98xkMmBPsBF8BHseHR2Bw4Id7t27ByVrRw3owEmBbwAuAFwP8BPQ9YCN4CzVahVdT6FQAGfBsWD4W3BJ4ALAxna7XavVJEkCl3QcGMw2QUPLCzNcTxx3swnvF4VdUc8Hbccp5FCNBE5jCIKE5FDwNIkwfQsOQcztc59VjeM41IDOA1C7IPvVMQno/OQnP7nE64lQkpskJZkdFk8CvWcUdh6mf2yZnWXdFSbmXIiwrAqOwPkwWV4OCMucqwjDrjPC18ITy1IGRrx0aB/P2jtPzBdfR7eLAnt7cQSQ8rsDp8nkYuEMiKARwsXhjt1DlOQwvzM8CoQUP7GjJD35EUYMNm7cQfnt2PChkMAxE0xscxFBvZ74BkLOwbFaFnlBaWlwpa3qDK58zbNnRc0k3rtf0hU+BmX0EyEeS0ieYpi2NuRKLoQdazb/rNbx1bKSowpuWnSLisNH5DI2N2+cl1fE4NooSb6H1xG1CEukRPVnYx8HQo1Z7ESmZTx7tv3q9QsQn/QL1VxWCIsR+SK/4aIGhUYwpU/aY9aKuu7mFCwnp2WM7WtO6gHxYeAYWF729CvU6w6JfSc1Lpbx5nYQ9CKguUdDA2rUqFE786gEPJO9vb10Og3JtjBgBBv39/dt285ms2tr/3/2/mxJciTLEgSZsUNWXc3Udjcz3z3cPZaKyMypaqKemhwaom6i/o7uv6h67v6GeaqXepjHoaHut+rOqqyKiIzIjPDN3N32TXdRWbGDhwEWgTCYAQhkVRFVvq6uJgqBQABe7z18+Nzbt27dMgyjUqncv3+/1WpZlvXmzRvTNIkiMD7y/Plz/HF8AnH58NXu3bvXbrfJmZqmkexz+MwXL17gM/EJYIT3MXMZP1HycxzhluJ7w/dDyMX4WwhqjE++uLh4+fJl8i28shM+rVar4Tvs9Xr4JvEtqaqKXx8fH3c6HfzUIsfa6i1TmyJ5qzixMPkIaRXJCZR0CQoCP7kO0+qW4c1uom2qxnGWxpDoTcJWYTzdGE+Bq6Qbl7ECSjJRSS4YEbietYAh0g9B1428AfIbRITl1IZ6QlhWJPC4aTMp/nj51DyPgYGPBVg8p3VOj8Jnf5r/Ol6AOqhRYlSnsF9AaVFk5EJNPjMJHUa5b0JaVhkUSyIjpqENzyYkY0p/GcXbmobSxlLkdI6A4/EkxTxNdA0JwDDouzBEgG78OxWpN6nQ+pFwbarP1tWw60mZ6TQnVkEsT+FmAk9nveBZt1pmCYpe3cn76jzMizoIe57S80DFD/dMFkj98hdfN5tbS3IuiMAxaRIo7XGCFHd42GjSrIRhRSc57jK9WOY4jkN++OHbd4VCxthsH5xa6mFf+VcHFl9uyQUj6H+XTTbYdpWZh+7UF01P4MxUjeQVEsqP28rWDa6D+lcSHsyMiieukkKuf5Wh/F8RdIOXqhBegDBhwoTNM64i5Pv+xcXFn//85xcvXrRaLdu2wSgLWbVavR/bgwcPGo0G9ojwkc8+++z4+Bj7Nq9evcK/+/0+0Z3Ac83Nmze/+OILfPLOzg6+zueff47PHAwGL1++TM4kWhYHBwf4THzler1+fn6e501NvH/88U8//RRfgfkWooNBvuXu3bv4tvlvwZ/95JNPjo6OTk5OXr9+TRLxkYR7BFkWwPHqWyOdDY9nadCMYCJnTN5K1E6IEU4xkeROZJF9PyStmrTVNEM5dfGrIY82W/krVwNeEc6hsNXYP56xQfvf/d3fLem73ACeWkpNi2h3Usy7nM1yVZJ9aAcpSjLM6FmrmBSTLEyoySQuS80KPCYFsjImC8h4fsP+k//sz9oiLtWypxRQyJAtzqnVhAEM8y9V3IJh6kx6NoH8t6Ra5IgqnWqlSWa84WYpKbUMgjjHN2nM0XHLB1VqPWW3JvesCUXlAwWPE6nOrvpdSs22/PbzuzX3di0buHx6Gpz5peQpGBCKr7bkBB7bYgQ9sCkQfNRkKa63bt15/PijFTimQyETBEakhrGjUUAoPj09wb87nXa70z47Ow3DwNANWVHSjQ7SzPWT0+NJwyN839fObIU00wsbbKX3hegycsPoip/seNsGqzHiBchBM3ZlCUoLLNW8F/w5JcaI8Zk1Hdjepg77005Yk3XDw7D4ssyKzlWKe7MWNq5pdDdjaxy2B5QarIQJE3Y9BwQIVVXd2tr68MMP2+12rVYjaCnhBRNYbXd39/Hjx/fv39/e3tY0zfd9XdcJ9fjw8DBK/hxLAZDjhPz7wQcfHBwckK/AL/CnTk5OCs7EU1Wz2Xz06BH+XsIOJt+OP4i/FH97NTaCA+Ij+ExyhJyJ7wTfj2ma/Lc0Gg0Ced+4cSMIAvwnvpqiKMln8afu3LmDv+jt27eEWYVf4wviMyuVCr635ExhS5/fy3lKdAq7XM9WkpLfSZSEmwRCTix9HCTNm5YbZEQqrifasJEax2J1R9hl2cuB30tTsPDM8ctf/nJJX+eH8E1vHPBrMtrWvboWVpRQlQG/fbu85VGSLyRfU6SF9tZSCYgLYldajAKk4WPAaR8DgR3PbXjKjNS72qcN+2IhF2yns3JlEVER0y5IsIomugopWQFm+ZDJnsc2K8C/DYf85KIZZsRCJa0vTSIe3mqMF8vxxFokLZp8Nvl435Wq6nh42a6qT84twzSLKguqDHC8pQdHg6nr6Bd7dkXJIJO6fvj9ieLAKTxjBo2i+2ZyAgMu513qYdPW5IAZb3/z63+1ZNd0jP6nb368gHDeilJvd9ptz/cGg2GalDxVYsuyZr6bc0s+HKg9T6GaGXQjufnUNISnhh3Tu9/wM9niR53ZdV7nV0bO1KPPJImUvyBUFOSPFzkMXDzeBg+5EyesvOWf7H2yKCz+VPnv3byQhjsiUheVaoHx6Ha37u0Y3jyOpTBhwq6SEQj18ePHW1tbYRg2Gg1VVUmOuGSKISCvaZpJwjGS8g7/ic9/+PAhPkLonASGxm/h4/g1ERTGH9/b28NHPvjggzAMkzx45Mxms0m27t25c+ff/tt/i1/s7+8nABa+N0JzNgwDHyd3i6+D7xZfNjkTH8euI74g+ZYEWCTfgt8i34IPHhwc/P3f/z0+/+bNm+Sz+AT8Lr6TGzduEBYqwc3x49i2jb8XHxftZGXGu458rEEqN3mRIMi0+gRDRBtRkklsEr1DrpB8KgGNyQXpT103tGFzNY5zYQBhwpZn/9cJC8ksj26cAeIE8Gig0ajQjuFXlHChlGSt5MAxz6Az7TzBaBmDLPYx/a7AjmfHiXz/+PjY63cax98VnxlGECr0AuCGUixFIsUNMmTSIeK3MhnHE/HgZGQf838hyKQQI/avMg0M5k4g+e8AWkljlENthPwmWsxEGwuSHU4gR0aJoq8muQHBUV+6UR0DHZoiHdSDCx/AwgnurBfQ+fFIUsryfa2hhp/s2pmAY9sKfr4wY2x6wZ19ItUUf+5mxd3SWfLs3/zN3ymKstw+QCqVogRftC+ePv1pMChChxfcDeNe87qj4s6VllmL2oIbsjTzj7YdLYfW7/rhoWXOfCc9F+5VFzaQ8mkDZx2lZRoqNpSyX73pwVKpTodCZorMU4TMnGo3ev7iSUaeSI43yWpq+HjL0WWBsQsTJixlhNWLbWdnR5ZlVVXxkcwZPMHUyDyixkZYwEQTgA7QCO2XAMokF1mlUiHXx3/ykBx+i2DQBGgmifLINbdjw5/CxyP1VUXBf+K7JUdiDikiGwAzvyX5IjJ31GIj55Bnwa/xyaZpbm1tJc8CqIRs+E/yIKK1rMwXolVKSm6cYnLiJVdLRCeIpxQEIf4BrKxcKiEe/b3XsN43UuMYgrw4XJiwJRpPN8ZTy/LoxmXs3FbOqT+HlGQ1rKjzUpLHYwQKLz0Iz6Mr0jpHDPX4Oigd5zBtZzfXdaOdZZ5bP/0Rpvf84lLsuNKFE6FTR4Ps1YWGHtQ1lvh34SjlHoWTKBn/TqDjoXIsYk5B9JkRBptWlsj6NjSWNk5xj3mVDMh8BX3dYX6zkR8ZjnLiQUJWTVorys6xRtowkRGPvibOMJlq9h/t4iP9AMGBL7UcpWXLbgCZkrL81NWZzGnFdrPiPmhkczVfnAXHXmOB25RL6BonJ0ai5/frrFDvL37xZb1eTxSEl9SrRgLHpJmFL1+++NOf/2llndr2wclAORqoAZKIUjaljTJsNl2PBYnzUOO2FTy90GI9k8V5jXZfMi55b6ZcrfvtcT68himBLmDmiA0a+We71TyFx3A0dNNLqvzvzF656dMlykjSIFzXImtq4Sc7RVsiuo4oQWHCrrsRyjA/t/LpZ5h3CUbM7AolucjidGRhMiWR65OTkysQrJbQBYjyrGVZ5GT6G+nj5FsIZAziPZT0fdLfQlNQaRwwuUiyEskcz/CLQrHwttr4NysMoCuRrHDQSDEDGSdkZNII8QsvMtfzfEIqJ+sNJLiLVxFCMNMmuas3FGyexnFO0CgELIQt1/7LSZ85crmoMW9DSjJ1ZH5KcjI9r1WAXcyN4kVUr94QL0P0qxtD8rkTSO/7yrk9FzzU7XZPT0/xi9r5U9ljmfXfnpuJDnWe3almQJAtDjjmMxdjz43kYEw0AUbQLxoTjCn9W5igvWiMOSdoMIQpAVkEOdAXpecNSm5i2HJSErTxzUByT6wYBrn5dO67oaMyan5DfJl+6HQJRCfGJQDCnFkM13VdDfDP/Vr0oLibdxyp48mkxh0fMieXmkYB+HTXxtfMGEb88MmpZIHGPP00M6flxE8lZx5U2LZ069atR48eLxk1JvUxpJPg/1+8evHnVaHGfRe876unlpooX4/a1bBpk2fHv3EDmDwX+OHzc9Dya4sfhJ0BuGzgGGopDrUqZ6hmb5AXXqZH5M1xmhTyH2PCJB4vLsCONzukCQXBeDq733CKh5EL3xSlJEyYMIIdZ85fBXnqaJ5mQttMuMkgvdDLXH+kMDvOP0wQZ8Ah1AnTOblmIkYBuLQKybdII+NnTBpuzvyssEtz/9KZtzPFKwhPHMRc9WR5YOIaeex7s+0t/iCgUePyu7iupF0djWOxJi5sqfbO8ttpZp+qqn/zN3+z5redTUmeRiW5Y4WZud1XOUlk5tfixSsKHBfmIldjzTCpvooSPG4GfiB1vBn1qc/Pz9vtNn5htl6oVot591lbn4gax3RjPqM9LM6MN6q1aBbCDuFYS3asChEziBM1CDCi/44rLn4rvjsiGgGpWT9BmREoEPoEoy1JiU/CN/hxS0Eo5dQmjmm+dgqaNJ1BsjZ+q+ZP7g4A6TLar4T7wH/cdHAJ254S44njb6mrYcdNra1TH4/HLhl9uWdldv+2FeDq9oC+kDAjMw9e3snUZM7CYbGU/K+jeobL9dPo2n/x8vkCUeOOI+c1BieAJ5bSdUm2mbxxbNzqnWBCZ3zT8t8OKknK03nM8qVYB3+RA/gCTNG58SfsONciDRqj6KcrPHAc8ls485hiVw/bEM7qVGYo2SXm+uFJDx3ZlcXuVxAmbHmmyaL7X9p8BPIlyCZKwRYDcLxKQJ6DUX6ay2ShCtus9pYXRBCWuq7rBKghsiRgxAqnnfwkRV5yxDBQIqJCVLlHWhaIl7m4tlWwiRrHULiLwlZs/+k4g25MBqaFIQudzrKfYgaVZBw8AOPyx6nMDEsMfMwoV2T6JVd4hfBew/n2bGpyEEmFNxhEbULrnxi9I+aEw75yak0OHbPpxqVQ44RxPNZgQKmBPoH5R78o7FaCQ0dgdN5YMpjat4RGtE36o/yNjF8kJ6SvM259oz1QyZ0Nb1miUvCOWmmqJWaWA7F7jakROhmiqsZOfx9vDwoy/MEIfs2eL9+0/Pd2bSGAI58ij+Eg8zQB2phFiPv3HxBxvRg5X0X/LYka990ohakTQNuHAQJ9T8ZP03WVWzWP0QB5fg4caOQ5nQlLPat5AKKwlgxf+Mhp19+rZ/TKthU8byk2qC9qCxaSlDmBY5CltzsvQLB313v/E9MRrnZQxAxVIC8zXpp1S8+J10H6XzCOpzJVRsw2GtcPj7th21X7qC7KR9hmmdDpXq/ROCcR+lTOAC0/yBMRclymUslmgUCNN7+B8WsG5AXR5gYjUJgHfFPxHoUj40/hP23bJvonSWY8Hni8to1nIzWOs0Fi0f+FLc14ujGI0jQtmG5MKJ8rNoaS/JsbA5nSSH1+bLcseUufK9QskCJaiF+SuW2ECbCTJevNHeu7DtitFTvNUxcpSYXnONFmVbPz1mi/YU5o2cqr7uTVkUy6McjSqShwDUmWOZQFHSOu1QzhYmn4H721n0pJRwPHgAGOqXmDB44B7SWMBTQQ7a4klw0T7yXOiZeoYiV3kPCOIfftY3/lpukuCvySIJh2E47rhz+fgh5oLlDzKelxZVIPU75+xu77vb29ISIP4GiD4xI90ZeRQsUf+Xff92Q3lAZ+lH07ZhCjzKEO3+bRQGOAYwkGxaMif6RgvLI8xNfg83NwEdQz5LgX6zVaPbm5v27DoyF5cca8jbRiPQo+1mVmN/ZT1EyXGWDz/ecKAcpo4W7GFbZdg93j8sO5aYeCYixMmLAFRGcFDn+ZcCzx7OkIjk9KViYJc5nNqcI20XfihVDAiHRMH2ciPXqrKPVBqKrRp1zXJSrYQRDE10k2sgq/4gppHAv/UNjy7B9OWcnXzz77bLF04zUxOZ1Z66TjalpzUQ5EZhhcciAuiGwzlSjyaMiMMNYGBcx8RizGpCkdIZIKD8+LsjeonmXoGg88+LxTqpFn0o0n6lRQjuMwcS0Z3VGiYQzzx/dh/rkYN6aWlCHFUqbTQY2uwWLHFM1zjBczUwyRuEoQaYLMhCEa6aohQGljMQ2boxvndoE7dbYMvznEZSjVVG/LAHUDasqyduL3neDH1mLkKTJ7ZSY1MrPrkdN0bvd0pbI6Ud2XL5//+Z8zuMZPL/QzWx3x0BHJw8zXbNKKmLioogSWP++9JRc8t+R76bfaDjz3KguPhnyOwhV61sxTwKIGW6m2xRzJ23G/EZFP+SN8WvCcEg8BtW+AThtbZhVng0MaNkORQAeKbFtPrWa5fihQY2HChC17sqNz5dFv5fmESR4z3pEoOaPRJIbiLTvCNmCi51hiyXGadMx7U5AykKVhTWK6JHIZiWDD5PKA20953WwjNY6zm5HoScKWY+8s/9xlo+d/82/+zYrn2kuJ9PpOKFcXBlfN9ggoK9VP3kTCkBx55wC/DtOUxU3Bji1Q/ethP0qSNsL3FBk0TZkKkad4iiQVXibRGMSw708Xpl9i518u3TgHNeZTGKfC+0iVOMlnx4pVJHrHBDWWKNSYsJVpN4D6KAQpRC81Y6Sn/wxWchqDGOODuKHFCRNQfA/DG+Gd2qT9FjTvgwpLNz7rBQPQwB9yfPOsB0APqMDRgdvQw7oB6Xqf0w47wet+dSHyFEyHylOrmDgs8Cn7TNMchQ3LlaqIuMb5qDHfeNJtI9WKQiDJ1JnRhgB/uuGRH5qS0nPkRt9pV/Vxre1V4U8tUryLHM14cfPQ6q5g2E9yTWa3MVlljmhStg7+pgTSIH/XLR/zTL5segsn36Im7vbdVGAChWj+tndtzFRTE3zXEcUlTJiwJU52DOuT93CYmYtJIpLncJbMV5YnZihsUyxT54QJKvntxcyaAe8XEQuCwLZtonGMIzpVVTVNUxQFB3dxDh7EfN31bEUbqXEs+ruwVdp/PmUJVp999lmj0VjBV4erdeMrapg5Rlxucrw8R4G/pcyQOD9l2eZFlRaoWh44HjFTdWR9bc6i6UZS4eURjYl9f244Qamh9l7NzTxeUqcimevBUGI7ylUnoWx4F0KJnuZp1Ji+ZB7ykswgsy1hUC2HzYYnEfozzHSUES2snPHVCN2ps5jim67KoJEeiEjBPQcAB8CLQAPu/GTkIASvBo1l0PLKqIqPVnpSZQs4pcK9vf04x2HEBRg1kCnuuN2+ePX6JfYFK5UKvlTFrOTxl/MUKmLUWCnTcihdbOAFQFZojAbCcUeZZQhiNFjed8CHlGIEfu9WzXvfG3Oi82K2+au27FvFfxbPfU4/dAYg8JEzzC6AAj8YdJEz4EMFbFUN5ZcYWs+hfqLS4kRYGeQuo4a0cAef+D5vz+/GR5VpxrFAB4pNSa9Wtm1RXMKECVuA+wfSO40yaaFgJuIOAwuWR40zY1sxR2xWuyrIuT2VQ5XpJOMjnud6XhSOybKsRCYTunGm1uX1xI43VON4ulhGmLCZ7Z3ln7ks/W1ldGMEVso15iVW+05wY1dfk8CyjJwFP8EwW3SZKWe2R8uasVKjUAHAtFT++I2KezzQCk5IUuHlEY1BrFDxrGPwTMNM2ze9atZ6Q4FOBffspK6GF4knaUgOxrvTEnAWjIFiAMFY0ThVC3y5li/qvBWF9PFh9cVZd8PRDUlJcrNEEDnn2TNu7GbV4+nGDiwSZ0BQdoCZkJF/faNPQ8euH3as7BWFhinRKDNaWj9lOiOzNYw6Z9g7SUmT8xm17mq1BiVZGsmCxEImZd21PCw4QpArVfyzt7tnxlDyq4hrnIkaa2e2QpjjOXTj7Pp1Q8mg0srVDQn1piv4zOWx5MWFZ+IvoU84qAbvunLs0LFb6viNezMPRKEzSHtj49E1sPsJzjs82ff81nvcW6ihwfO6LeqMAGJH1Pfm9OFUOdX5Gch1DbeYTJWfh8f9ix8BD53MFoJE+C/zCsw2nRkGz7UJLMONvv9VGqNTga3rKkLbQ5gwYbP5e/Tcmuzs5CeXcdaRNKe4IKDj5QV4d53Pk1bg3jOSBWWCSmHrY0kiGdzMSB0l/i1+QQ4SbJNmD+SFePQaRswsDmOucUQ1jg+GNPlALDZspMZxZtBF5SASJmxh9o9nLN349u3bq6EbX0Yoyx7pO8Hm3DzMnAYYsKBg0J+W/Ze/c2oKMGgec6CJq6j8+SQVnt9rNfKJxm972tueWvKCO4b/sJlDN7blGWqQ8uQS1ZFEQRgmwhQgQ1+CVpBYVruivgvFzgRIs5552KXU/dwtQTeeyjpW+MLayiR0PATtvbq0sl6Z6bunHX1IlzF5h1E+qVQqYNQKQB5kzM3/+OJPnnz/w5PvMm/s9PQEgJOJ9x+jxmqB41FgPVdqUA+iKXBRRUoKMIDKYXtw0Byzmk0VqFLo+OxARe49y/HNWP2qqChZxqiqSJGQFyB6sSEctLt/+P9GrzwboHD+MW1R/bWuhx1HKm6ETHzL6t/Fv1UZ3al5DT2UQOiE0TjmBTBEkfbImTW+vuPDknsy+J5QBjXOI4mXEYxGYQDzZxxmKwDP1dpgvDUr+amwTGvq7LzjQV0Ui7ArY1cyD81G4EpM/mgaOw7DqXdJZhJFE+iQBwHzojOaMHTNZWo3H6zIdl3GbmoY4oAXxMRh3FR4LeOCZfhRMhswkkDMEL4A13hZeiM1jjO7OhKosbBF2zvLP+GQ0//uv/vvVtraFx1dF5gpsw+Lx9wNclZAFs8xT+ERpHP7zpC+iQ6zmXmnTI2Vp4+Vt4YaHue8FafCe6+1XjcWQTTGpsno8ZaT926BTkWmOhVZJSYvmCXiJNEBL1NVCM4sYFrJufNxI4q5xhKVYS85B2biGLxlqhsX043Xf4LmK4KXlkuo2ck6ATnG0I2x7e7sDUs8ToXIxwnDIyhViX/68x9fv345z4P83FJjrvGMTcvj4iMDWDYwp4pVUJqjzrx7PJAP0rlLH235358qw/4SS3pU1FAGyFBCWYKmSraVQFUGhhwmquiaUqyQnq5Q34t+1s/oflRyewr9e8fwb1S8mhrSRaGROXG0dnDDzB03LA+ECAYjAe6OOx5IAyT1vXGk4frQCSHIZzrw91YQ69YUP7PdMB2E143J1KzYoGyxeR1mUTPClbeGlhqh2lYQAkkUi7ArY/v7+6IQVgnIoCxbxmhc7ETlCQgw01ym+ICwjbCEaAyy1hWCIPB937Zt/JZhGOUvG0GiSsSmxR/Hn9V1HR8J4g1zBH1mlj2uZ/vZSI3jzFhcuIfCFm7/NYtufPfu3ZXdQE0Lfn1zyAx1AuldTzm3l5jzWpFSQ0HfCTRN2+gaZDLm0cnlS7og0yE7kxhkC49jcbBH50nLk7rtdrut96+qCyIax3gK+nrfynvUAp2KAi8w2WqUlCG9UJyXJHfhXmmePgAtcEzf+ZwK4HcWTTdewz4IciiWmWWlKyzgapqVssUbI/ae5/7Df/4/2+2LeW77p/Mxajxj3xyEIL015UHT98POogs41dH2quDvTF+WruNCelVFLbtUtJlgsngcu12NEk7qUjDncGEoKT80Yc1PJKcMPCmBm/Es33LknqcECPKbf8uTpFBY9nGYlJV5RK1lBP/LiScDKXXnAgnNNV1JVWXPEUUiTJiwuZy9YtR4Bu+dn5vYfUJzeGmCd7y5zSwzCkvcLd/3HceJfLxpQAx8vqqqYRh6ngcouRWQI41yPdvPZmocZ0tViN4kbJH2zvKP14BunLCoKkrw4VZwPAhedFa0/apvB1egHvMyMPDc1fLAbuYqeoEIBkdHXVgE7qerSJXDrFEeWc/+ZVFEY9Isf7FnFVAUp9WpyKwLwAHHeSkRwCK4xhOvQJ2ARvuY5v3+q0c3ziwLxvfKQqmSE1geHLZarTZSHwvz6itJmNe+uPjTP/+RR439ECpS2UoacY2zezR/AwawJRiacqDLyNRAXZcyhSma5ipgLOWqY2VegNpWqMmwkS7PmopHQyVv7AVjMRywrWeQi1fWHZj2Q+ekrYNgz4wilgtH6fkq/u2GMDNSmqhxzIdVPHkZFEphzB+Wr94gs+wnKCU5psqIafxtR4DswoQJm32a4yHjYuXiid5zwYoms3uGFzjOSosNBcV4oy1TkTKzNQZB4LpuonRc0nDIqaoq/iyBjONMNoKWnlG8m6dxLKpQ2AqMpxvX6/VV0o0z7UYl4icuCTvms5xtkFRFGbemQLmijEtRSMtiaKdFF1ngkGt5qUupWaEfDP28PHjTEo2JfblvKbDoEQp0KvgaoUENfic1U/jrN/ijzIXMkmqhV55uzMcG/Db8id3h6bOfP/rwI5S1YDNKmji8Trt98Q//5T8RsgBtyeqIJoWajOqqbygIv2jqGT5ljBqrtPwIX7My8m7oAw4jFshLWetYoU9Vu+Uiyxup0QFge8iO61BW8DHZDwG/soUr4m/M1P4JXKcFVabL6HZtLnLxwvsCc4f08S3dxz93q8Dy5a6nnNpKVAJEVb3ESEgzjvkFuammpM3i1NDizkAQSvJt12AHSRdooliECRM224xWQDdmTp5qC0sSnWXKGfPxXeb8OJHTI2xTrCDBHRMgELmJqYBjfL4cG2lLRPIiUdMG117deBjnbKLGMR+oh6FwD4Ut0jLpxv/6X//rdbi35WHHMocGqqoKF9dd4cqGhpyUZIjKVkala4BEHpUwSGGhe8STXkdX4MPUsdJxHuNy/hmIyc4klS7iGYjGxB41bUMumomn1ang/cg8pGN5MiDFmTT4d5KapG8tk8RXcGNXkm5c7N7Rq/dEe4QPBlSOF/yXv/y53W79+tf/ivRU5rJQGmqYPH/+7E9//kNmU//+3CRqAG4ouSHoutKotyJdjhDkhhYaSuiH4NRWcafgN77RF1SQ/cWepylXZFFtNvMC1HXiHDVwqItxYSUKM7hGZFrkF1vfHev/5kZuPtcZ/eFBpjeRT+EbqOvjj+OqTHW9+LxM5eIy5vph144+0jAlVV7u3FUAJZtKgH9umA4uvQtHvXCVvo9LUqL6UZZnD1KsKx78ZbhaSWQ+1Qi5/tGBCAzybDu9ZoZbu4sEcCxMmLBZJi8yfSRb+wt2tIDp85CX/xRDACoIH8rkpxW2tpEFn5ooeS3FNnNISAITwjsmqLGmaXQOHro1FuwzvtpVsIkaxxMPCBM2l/2B00qs1+tffPHFUr/0+Pi45JlL5R0ntt/Q/h91COBg3lEmGmgQvlBYYuOoBEIavL0I4P/nRWvFtX8RZG9xyjxCj5/xClYyk7HeDuEwLpY5GyApXdSojNc1G9EY2wcNZ8+cwNfD8+vjepGQa88B567uQb2APlAw6+cdnw87hsw0UiCLQS0xIAYJncpFvj50Y75aGd5xSvZByWhgL1++6PV6f/M3f6cqGvNZ8uL777/97vtv+A+eWsqztp7ZKcgvDwHPB31//BaEEyiW9+vO1UaNO3bYcXVD9qoaUGXwtiP1AzVAkKwzLQ9D5PeFMMA9s6qE76eu0ztIhm69KoUzKxe3reC0Dzq+7sNhThU4GLY0IlssQ6RDFwcRpoq0eAmtqqKFy4PwhYy/Ys/0dg03uklX7XpKLGQh5Xw8zJsIQFaSWHA1MuOlNToAGOnXCOPMTG8vI4tAwoQJEzbbhLVYFT7KH4OEN5pQR4vnqbzdbHxiGwEZX73mR1oLwY5nvhoBjvF1CHasKArjMhWvsl9520iN48zNdqLnCFuUvbP89xaL6ayAbuw4bHaSgRtabjQ87dZYnGIZ2DFksbMMDvI8Y3s5PmzqJB/Ak8tWWpaiO4dhkUJFMpcMnRty4mh2GRKdk/lsgf6K5eOGETL4Qp2S/uTuGboBaOgBnlW9AB72FUBTowst5u75E29JleFutQhW262CB8D/p/dSANWpHM0CyHg+nyOpSjTiKYI0yJLZSqPbSaqYvws6gzP/+atNNy5Zg4mTR+9DDMLs2jw7O/0//o//3+9++zcHB7fxibRf+Md/+m8vX77gP/Kmq70f6LBwECve/MibjgbFzTvj+jASGYiWzeZpqIUbN6Syo2spMxRoKG4iwfFgK/zjuzDprVMxgECJBOiZH5m4boTP6bnwZnrc+mJnYCizkIuPu2HHkXqhieCoclHI3H/bTkb7GFPmEvHVVJ+MwBUlVCXU0CJFlGX0nabm4Z97NWj7maMTCGNtPpDmGhfTr5L9mHnBdl61rlUExWkcC8s2Rmxq1LaFCRMmbCpABtKLjrzfO+fufhqqK9Avzpsxi7nPAjve9LbHVDdNKKFz5EzlaOHP6joOHKDrup7nEeAYUPnbp5K/uJJxnIKEDNjm95kYQgr/38/bBVFngMjGUiiLsbLQfG5Q0DRt2XTjTGu5BmGGHvW6nx+wC2g3Kr4Z5ZFXzm3ZDSCcO0zSFTEUZHY08OsbvWdt/dxWqKETjEDhYUckqHG8VQslExkNLEpSiiO5JPvVfr9Yb0OTgSYH9SiRVMSdBLG4hBfCN12VfkDGdgz/wy12YcMLooefjW130xi8c5oT/dFph8E5qxrkbP3OOXlYxQSaROOd+Gji7V15unHJbe9Md8Bvve1rdd3OFNH2ff+//ON/3t7e/uKLr/b3bkQt0HP/r3/4T3wqPGxPL7RzRyvZfsp7QXfqHgBy3nMFQPKDSECm50peCA776iLGHwiy+DJJiyXvPmw6N6uLWWTjM/vt6dahoy583JrW+WRiUQ/q2PGhTzCVKUqAkIvbnuaByqjfIlBCchHkrDd0RunFzodq16omowd1Z9sIlzHk4y/V5Zy1tLFoU8bOmMy2xIxUExX91jNjDEe1Fr5uhm3rbDfpuoooKmHChM3motCQ7sIxpYlKSnmuRUmdZWFXJuKYP7UvaRuKEkGjrusS0jE5MpvXevVsIzWO+ZZwTauRpRJCt4TWc4iDWyia/nT2m9/85nJvoAfq3x1mYMd1NUIA79ejthAiOPClnif3XXhuK/A6d42FjzkAPW7aNyryjxfVZOl7pOc1XOOMjgQopAJXAiuO5q+xgcXJHDvQBKA/59PJEMky+nDLuXCCn1o6fzeajB5vucxB1w+/PdU+2Q0VaZbVV1PFAxbM4xuWdyiXNLMUpzeMFrNjEjoBmnBDoPdFMVAM/4zXQd242GXPw47xC8uHP5wbHzYtI2cVo9Vq/cM//Ke9vf0H9z/4+elPPGrsh+C7M93y5UghB07oYlM1IR1ZDN0YT7nve8qiMOICh5i54YQIn5Tc87aOkHNQW8oGDVwXyB4OZSVnlZn39DFsDmbMpEfRQaAwwPFES8jF3cAYk4tLz5NlWFT0QccHP7Yi6srNintQDTIJyF6AFq+hnJaFSWqBD6744qVjdSbGzqPnr9VMnb7Da80MyrOmzi5bxmswwoQJEzaLv5eX43r+aSLPQysAfzPzpvBSaUAgyBtoORSKlMcyc5NLPkuAYyJt7HkeAY6TzZGJfMq17fJXQ+P4OvZ8BND8HU/YRNM07dKBY5CPHY/ipQj+IzhyTJ9yCI3U9qWOK5ekJPNpqYTRhsv21/vd5x0jZuYS7BiBoShzVLoh/g8lgxRMZraRurEU/yyecbyoRf4t3f/VzeCbU9OlVJ4VCXy9b/G7v39uqR7QLxy3os4EHGsQ9VCxF1hGy2xxZZjcyRhgGfUteu4ZI5EoJijCkPij43R5pLpBvlDy9VE3ztyxyOBZiehEcqbly9+eVR41nW0jFwY9PT3BP/zxvguetglqnA3tzRM53G2wdONXHWV5kPGkUG3cOMkTvOhoALg8duyHUW66CzvKX9e2JV1BWya6WUV1Hcnltguc2ir1dZDKQgpni/oyT8AOersd7ZqqVquGYYAsNJNZZuhYYcOc/Aw0uXjYJOCyGnzmQdxI8I8mow8aLkNAxo/wtNfQpBDXS12NkjTqMiJ6yrPfRhjwYXweHYzZ/8urWNB9dt0dyDRSjASNNssaWsj0jhBIoliECRM2TwyycNJxMuNnooGZ2V/zMs1mUnYEanwFGh7zgha+m6fV4cBEluUgNt/3yXH8GhSmwLkOtpEaxzz8dT0rLzNHubCF229+8xtdXws6RjF2zBihkRpyuKX7ZSjJPPx30feY3GszmKnCik5L7oLz/oSQWJOhqkBZWmnG0gQjLJZ1hgA9alj7pvz9qRGfHtGOWXrqEJgYkpET1ycWN5YWO2Q1tACBXH5s3w5wSWrTaEkoEH29P3h6Mdbl+GJ3wKPG3x2GPRAxZN/0IjWALT2YqHMC0zKsFS1XiJkRq8pzBJc2+A+9jkRyhG8pZM2ArBuAcbo8kK5xKVYGYtdrrpW6cUH/TSoOd6G40FLa3yGSfm6bN1znQYTVlrW+C747M0JAlmeSr4B8vrUy/gNDtOTpxngKPuyr045RM+szcHEa/ScZveCzC7VlgXuNUJZQx4FnA3jco1kZ0dfbPjjswsNu1B1xt73TCA7qIHOQIPzcc1cfBDoFHCMGdi2pHlh8mm1bb968Ja+73e6DBw9UVQWTIP6ugxpmdrnFNx8VAlEuprvzVHksGcotT78tX6FuAH9s6Z/tOk2dZVV7SHZd1HXl5PZ0GcVQcjS06lJIBJTLu/ZMCdO4cMkNvHl0nvVUN84MDkKxFJ5lalrhpGuLYhImTNhcTjMzUyzch2Q4B9P6TvwkLlDjzW1py65N8i2yLEuS5Pt+Qi4WtEuwoRrHyQJUCpS4ftZ25XuiCS/f1oFunNhU2DFI95BMSnKibMurJf6fT3oHt+/OecNNcP7JgU4DHE97jYUPCAsc0H93MFn5AZfhb28Nfm6pJ30pyno18miYmQtSS5cj4BhmhbmzDF+KBB403F3DywNNXl+gM39Y1DqyJBhWlADXsqnCulGEJuO7IbIVP7b0L/csvmHgK+N2mPz5pqe96U2+4ZsVlwEBldDyJbMAx5noCix88iLiIkNceOwKj98llUakShDRRKXfAmQTEyKJGTIp/nsmu3ByVenGJSuLQfRoj/BooHU9pUC2grbjvvT0QiN9bYTXzy78zrc9nm78uiNPGybNvxhGaQuAES9+TEDGj4/H89NBmCTmTHjwtK8UIfXxf24In7WgLAW36qmnOGz7R33ZArVRVk+Yhp9LlRjIl9BlzkFu937V/uCTZt8JtqoRXmz5vUBttF21+FtOvfodMEj5RVZwNoAdX/fwsEdKAeZub8wLUMs35jKp5KadocjQ5wTQDaWuKyc1TljJNcXX5VABfkPP3eqBhjlas1fgCp40b+dHqrLWGEGOZMaFTTJm5dINZVEmwoQJW4hft/CNKTNoHPP7ZjZgu4ywhUYWMwDKjEtDSMeEbky3wGvOVd9IjeOsUPA6VuEAVb85GuwavjbJ62NwIj9E7YGQfsuwEIVNU6bLan9/f03oxon1QP3Ph86+bpsq3K3N7vEnyrbHg+BFR68oqSaBA3ggKfPfbdu6zJZWoIGVefINrcuS6W5+GFy8l5w+N+Kgj7bdg5r8zZEWgCDAgTrCP5CgxQlWg/+TRsDxiAVJj2AzDlzbRvC4aUs5nz7t+S86ZiiNM4PFUsjAwtMf/nGiNgQoNPmgDqo625C2dP+3NwPI8a/ftPz3hUnt8uzM1hjgWIKo2N3Mm56X7PyNNawzp54E5xyBb8l7mXfFYpcMNbttXTW6cRl8io4H0sIgKRc/ljyWvzuvPmzYBbIVIMJwlbc9NVmbiT9LoNUpooWC0CKPbjwtMD2zx5k/lIG4k8LkLAlKQIp0cxAcJeYcjTRJeyW0+NHf6MySbtVTIuYtS/aUhgIgLYhB3Uzq6+d8EM/q/urAVxVe8aP/U6fW84qmITzKfXPsbWs2iBJ8yRasEXJxCELa0c8j0vKNtkxylalQ4xkiH4ZNk7zrhpLrAsJKjqwbQckVxXvUsLkLhplfURB+00oymXB/pr7znHtCFz/jp28mFH4uHw6ofGY8SUh6CBMmbB6PubxzNZUXNIO/lKlwNf9lha3FFM+lYcir03lYGomMHjHAAcfXuRVtpMYxBGxzCa5rBowBqgxK5Ib5CHY0KvjCofjTXk0MQLwdHh7+7UP9RnOMuN27d5ms7o6bTQv1gP7O0YEDnvaAChwF+BUl2DKAoWYggBPtRiVaTzPTeFbfXgxzxwsuLaqcdqXRs7r39tOoBJR3PvlX+DKt7/8Ajp9mxmB/e9f+6Vw57kl0jJpkcRoxjUEyhY2w4xlNl9FH2w6u7sx3XT/85n3gq1tlFAsTNPn8PLhX7R80ZK5M2Btt2+G7mVBjEAutMmZIvjupKFaOSoxZxhRrNWceyuaP00qsk1ugH6yiI1wuuFPmBnhOaKKXFyBYLFtx2PZfd3VZlpj0hiPseMKYwOx9yzwnj25c0EozNTFm3lWXmXYmjerGVHf8Jy4HBJGU0lsB7HoWGPOWAeoHuKhd+qYaRrQdgL1TboOEFnbrSjR9dD3FlctuJWGK62bFU3M2QDRVN8FJ88QTXaly5FcIszgztxvI4p5kLhKUYeBOTIiX+W7JGi/QUcnU54lZyXqAHFZhKQz4kwu0/+iCZbBjUFqK5LKH7lG3T92kkO7lnBYu/a0PVFEswjbdFNHXL8NKzi8T5w7GDSs549Ab0Ok5nYB9PHYcC6NBoW680e2NzujL5/slx2VZJnky8IsyCHKmmzeSHIRkSTqOKaRErvDaNqGN1DjOqCyx+aDQJIkpLTFiZpht25ZlAZDiF68b3Zg3D0R7ci0fnMU0UogCDbiGElSVoDwl+UbFD9OS2ccdDw+4y7jhihoOvEW6eJO2wJeyQa/z9UEopUnWoV4loej2Z7+zDx72n/xjJvX44x3voCZ9e6zFyfEQgWaglAi3wvKavEXAQZRUzTuouHlE45+P7PcDQzfrUxcglF8NGm2n98l+0cjQtoIfL6rzDB64jdEsYwmElw80UHNKUtJx8lwgSXlqSHn3CZnpifixy7/5NR3PJ2pVJxrEfANII33RO0cDreMqn2zbGqedctBUQtR72TNlRc8HkWYvQAPYPN0Y38+0VZCXpGXauuaw4/E7cbdK2O8Fz8+2VTeUdHncH7fNSBw560Nj04LOFzdCMFykCr857ntytXxfTs6pabknV+SQCUeLwXpKqIQFQycioSuIdqYa4jJVIxnBR/Kn5cuMAjLNOE5Kr+Db8/pmpsRHXq5ChoM8kRC08JEfcquyYYnZ9rptXm5orFh2AAVwLGzjzVSETM2lOM8wmaNDTiJp2hgtEz5O5P6Yb0xm/LxP8fcppdEQAR9vljH1zre3ZJ+opmn1ehQLK4oCshYYGN8sy+kCo7z3YIQaJ3kaQ943u1a1oGzgYwupiulMEsVTwrrd7lXo0lB2gOkEoB2AqSjJjG7AxcCvVrfmvx/PZ3trcfa5y6r6T3e9raqehyjhQVLf2jP+9n9qff/7TOpxQwv/9q7zc0s5Hch0UM2AXyXxBd6vqqjhh1uOIWdvrbjoez+dAqTv6ubshdAOan8+dD7edjJbiBegF50ox9Q85Ryg1Fi0W5Uuepdf+yPUmFY0ztuhPwFoWEvRz0i0AQ8Ce/F2flOTLuMG4AyBBO/T24H8zVnlUdPe0tkQ8faWulVxfRTOFglEbmEqkVbqBjU5gUeHFstiSHM0Obioj2TTcKab8qOH7XqKLo/VKiq6dN8/S/7su/DUUoBWpz9Ti7jG40KoK85pYJYH40qdA1KxaObHmT2wAND5SKUwDPPg40xxxkWCmAsaB3huC8OZwnXHAMdhmnFcIKkx/5CVCSgX87KXlN2UjujyQgVhmpQqotOeL8pEmDBh8w+/xTP1DK4OTxlmVoV5ZvFi/S5hG9cIk4ahaVpxY2AYCVkNdYgaJ+2LSrV9fZ2LjdQ4hlw8L7zDYpPTYaTINJ1pQRDFWrROxdWwTEpyTfUe7xWBgLYHGs3K/N/esUNuvF6v8ul2u/dq9p2dSpmhpph6/NG2d1ALvz8zyvgu5RfhK2r4+Y6ViQW5fvjsxD316pquLaSp2EFYBSH/Ld+eat7cG1otX1K1gEI3hALlKqwKep/dxK1HWfH3lsGk+HNSEqvU/3UtkCGqKEGAZDcIed5xJcLEl9SiUhhxgOCpY8prnFCqvARbkpnwzFL3jJTMMU2y3q2CW/Xgn4/7QDYTh6tmpqqgpqHjfghKwK9T4YYT1SToa9IPHu8bQGScYeQXCiDjaQWOCobxMhoX2EwVzlCn9LpFz2e7duB6U5VeeaCf53Ezmsh0eJ+ng5yXT2k2oIGZhdOhASzftK6JqTLr6QkTJkzYPG5eQsYsOevl+SeZR+itLWVUL4Rd+cYGuFQTNPN93VIvXL1aUDaw4wnG8XQmQ1FcG2CvX79eRechlGTfdA67nx/kkuYctKzdiw/qbt+QTy25414+9NLtduuw9/GtRvmPGNv7BdTjuhr89mDwrK23HIXMXJMyg02wihp+tpOdB++47f5wCo3qrragxY5HTXfXzIDenp5LHliAZouX5onuN9TnA9Hvl2s12PvsxkoH/Hk8ilHgEUlL11R/z/A1KTCVYK22Kbwf6GvoNZXU3qVpQfTvCw8VJ7pTFbivO8eekUi85VVfsTDCwlm9eY/MBJxlsvcUo9LLeAQQk7u59l9UxfwJls/OpIHvlQzdZ25mBcmOJvK/phLNmO72mMVIAStkhAOpEnZDWZSJMGHCFjtHTDVL0ugzfZxeH82bVjI1joVdVWPUsTLXKhbnYeYpa4Pr3MquiMaxGCcmeIpp5NgVSlClrdlsruy7Vjzh9UD9uxzs+LjtVqvVJX2vqYT4Z8/0frowWvZlBi3dbte3Ln731c4MCEUx9fhx0+75ypNWJYpj50AZCGrMo2auH/7ppeWrW0Z1MZixIoH7dRdXCv/Wt4dhH9QX0+Q8addMjT6+ayuasQ5u7kLOXLeECSpwVowalyzPPMgvWsqWwH7Fv1nxNGkdJ6oAwRPbWNsmmvkpmviZaBHyvAzbB2bhcqGhIuCBkrllMjm8y2CC5AWNSSxKBCsyeyjDQWZi3dmSwhXUWskskQVpFUndMQG2H7Ly8b7n0vW7DKCWKSg+FWEeHJC5dLEoijrDOA4DERykrK6yg2rXlQSTRJgwYTNPBJlzTd7UU4ZTnLn6WzAdC97x9bHEEaKzKSSEd947mkODK88rG1/yeq5SbKTGcQZwLJaYJqBCqSLzQpF9tqw1Go1V9sYVP10edjxww0qlsqhvueh7W9UMQGLP9C4ROO52u1a39f8qRI2h0y2IWoupxzXF//V+93lbP3fUmXGEg4rHo8bPj60XbbVav6EtbHwAn25bFTWDa3zUl/pgYUsIXU+J9DAow1/qilFmabarWgBsTOKjqoZwg89cvVgfh+ll15xTYmVORnbxW5lqDAxwHI5s5HkPP6JP0jI5d3RCBp9KoiF1G0QcDvudwFdhhGGpUlBSq6F8ydA02EzlhMzYtaRUxfzTdBBOfpa8LKlMUJ0cZOTjg8CH8zEqptpxXIbNzYf6ZdQwp+0sDOMYCTwhbXWdLWEfiMx4woQJW4yDVF4mix/qeT2KPLBYYD6ipdF0Y7rlEFuQEGImweW6M443UuM4yxkU7mHBcMyVnyiuDbFg+XFPJnbcsRcGN6mq6vooJ36+tHbY7XbbF2f/9vNtVSnMpRAGE6PlYurxo6Z9w/efnJtkHzjvVxXrwNY1dvLzAvTWblTrC1PiLkCNzwbwZddcYLEPPHaJAgXeyqV3r5HdbExYmLH9y+mDdGvHLXBL9w8qXmYjvFTfFITUXOn48GVH70ZteF4q9PIIMrzuG/+lNEGD5JDDB786CPIy6rl+eNwNW55hhTopllynK35LQm4CCpNMXLqMzHjEMhVIKzOMrpNbGoQ/kocnFsPo5LMk+zbROw6CYLF7AmYLXzuutGOGs12ZlhWmzwmQpFLNMvC8IAyJb1+AxmZ+y0Se9cQV0ExEODOHXiagT7fhqRMrMe1HwAtpa2hsKrwACuBYmDBhs0+CBaqyZTbxgEIZCsDRSzMnRFERwhingqStkufIRkInTmcY9NeZ5L6RGsdCqmIqk7lwMBA5qTbEeKBtGRaqVQAs+ogVSIuKJkzTBMDJfMsJLof53u12T09P/80nza0qi1meWMq+6RcEvZlu02Tq8Y0eTz2eKMuly0iX2a7adlVNWxhqXFHDj7Yc/luw9V34sldZeOEzOqpVFV2I4Xs5VgEDTUl1sZ4LDQXRx07sy8wFilv4QdXfM70lSRgHCDJDKKOrPvAlsjhHOqDjQyeYKJM3++zJCyMs6lIFo1NmMDZm98Sf3q+GW0b2dQZO+L6L+r7uodSWdv7ed2vybq3PXWCuQR5xzzetUgTPO56BCQUKk8WvOGplsGNye6wkA0Ku6xqGMdv1Jwb5ZbAAkKV5XSCFzKPPUyhUJGeikJluhNFGFnISO+35okyEXVW7e/euKITlAzKwWNS4YDcPvViYiR3n7bwRJqzAPQjD0Pd9z4s2L+r6zOl5CnxseJ1xx43UOM4EI4Tltn0U5vUHYcKwVRWWQBdI5qJooJVKRVKy+yfBaFZsOJw+PT391Qe1OzvsdPKsrcswBObkWJrPEY+PT6Yee94PrQqzQl7gBtW1DGJjy1kYQTdPQDmqGh88uaj4S1hg8hFUqW80VXCxfloV8yhkrY9f21BdeuMAvrHvziPVkZsV70bFw3+fOdrJ4BL43rhwd01/3/QzW3iB9Tyl66XEtQjymxxxA6nMqDIxj9wMSb0Kmk2Z1OHT+zxoIe08RmbRJ3u5Xb2iS4+jkTKIf9yzfmC50dDd9zVFXvoATvQ0ypdWJmWVFjtmiFEFxViceW/1Y1GxsIMfpojwEISDwSBetV16Gyto6pk0NBplyNyYTL9FE83KKDVD9rjwddn2REe8ezXlRQ9HgEK8TpgwYbNPUpmZD3hQmB+xMzWR+e2YmWnQhF3nJpeE0nwTwn6j53mWZUXcWEWZs2FnzqLkO69nm9xIjeMspF+MJrlG59ceBmMCZ8+xqn4dE0wzegh9JwCSvsDrO0gDIAMddC9Da7vb7T7cNz6+xXJpD/vKqaXcrLgTR0x+LkmG0AnUYzX4zY3es7beylc9pq3BwWoBgotShcYX/2jbyUSN/RD81Db95WxLcAOgUtVuKJlNQ9h8lWtKD2G7bqSaSkLwPxqo+GepLl1e89ZltF/xdw0/k+SeO4UhiPvmsW14oZS3KZI6MmF/wMQOPo87tSYuNeA0f3lsjqCo2MMuEKngbbcqjzTPfbB8vAmPD0SFeXTbuSFEQaUk+VJK0rRBjsJvmfWG2dpAmQ8WE3LD9MfV/qlz+Azs7k5sD0uNLvIOFjxLHiu8LAGZYRwLoCFtLVu5VU3NuBXQ64GGKBlhwoTN7G8k2HHeLFAMHyevw5HCUgF/WWhTCANZ2HHSKnArCoLAdV06MfJMX5HrbyxORnnzTEpsk5oLBxOLIaTQQq64hDOdbdcTOGYAyr4dzLNGV96cy9BXNeXgdx82+GjqVXd2rDyZuhLVY/Orvw/1atbYhR437U93LKkwUzAxXuB4Uajxnul/msM1xvZDy1yeRortp67MCZ4Km8u/IaYp0m5NZnQqzp0VkYszsd26Fny87Xy9P7hddcujxk4An3eMv5xWX/cMxwdJPjfeMm+gWH0PZOVjWQagtj5BTvK88sj2ajBPpGJlhovHD6OfngOY9aqKJh2YFnHxaCeep5kk8SSTkB2MsGMaPi6u5ZKo8QwKvOW/tPgcvm37SE5PNEA9emK/+7n4oZbX95nrw7Tx5yfZGslv+oMSZXwOHJbjBpgtqxM6/nWjC73uqkyJ3GmKcECYMGELGPkzPR8a1yuYd5gpgJkFruFYLWxiS8tkuCfNKYht6jQJkKYpZK5SDBNKX9sGuZEaxzxQLFafCkziissX2/cWGs5tuilpNLJlrag3XYpUxYM9VtR14MHnnVzU2O23tWqTGW0KgnDyupTqccc4txU+IxCxTIHjhehU7Jn+o6aT9+6ztr5UZW0nvaW6qsuOY+u6IYaauYYpRjo6y9l6070EOWNFitrbzYo3FcUY24WjHA7U7liSuJS8QHEJFAzmK+OwrMOEQrM7HzWXK3KKC5XI73rBMBOj5eEhNzrSc6S2ze4WO6iFn+ynKuKDbdQ9DS0fzraxjNniOlGQMS/0XYGrmcfYKhBOSbDyE0vdNxzm7e73/xX/1m49BjlJhFbW7MvwhQuyIIJC5RBK1CLkLzrDaHC1zfIkOg1p05TkC0+kyBMmTNjMw/u082OmtAXIEazggUJBOhZNDuSzPZi8u4v2ZK574W+kxnFWcjyBhOYanxyv7wqWX1lbZXaFS9n4oEjs0kIPh5+LVKqIdEj5g/YlJWVpGBKDa/x0USTL4PU7em0L5G/1LdiQO0H1uGHdqChPYtVjHj7m5V/xTc7POH7Q8ArkON72tFNrubzUtiPfrqbEcww5WDcHsIy3sVZZOyb6MqtPRFlRw4NKlPhuqk8RVYqjgUavKs1AGcj84GIrqKTuQXG68JW1n7yLhxM+FcG+Srm2gweokz7su2QSkdrO+AlR8i+i/4z9NpS8iuywJ32wHejpQehhw/n2zCRlVlBIBaRgPlFecbGU1EEuExuXqQUpdENJA6WVfPnjli+96hn3azbzTveH/1bD8/mtR/Hq0nKHtWJSc+LeTJT85mnjDF7AwwdDWDzkfariCPA6Bg6vutqnO6l2sqtZx54AjoUJEzava8GPz3np75iJeKKDNHF6FXYN21tmw6A3Ks2XgzrTIQRETOXaNr+N1Djm71cwaIuaPk/QhpKQ9xA2wndYgNIN5cUKdmTCsl64FqogIYA0RDXwFHxrJYfOiY4Lflff2ptAPd7vPu8YLTtKIEj7WLzA8cXcdONHTbcAyDu1lLe9pUePls/Ve+ABRXTEOedECGAR3vSsvSJOtyKBLd0/qHg0qa2M4W74rq+3bHmU7K5sGro5HSA+ndr0zuUUIgAFg8aiCKFTfeRVV/tk22H8K9sHF7Z00pfbzjCVVkNDNT3YrUQ7IVQ5G0r+8VQ67UdvUFtMyRV5nyTvb0iu8+VBqvHUNHS76r7rawWk4+LcccPRntJPLPnBqRDkmX1pBfgOUuGkTQN5rYL8eWJpB6ajyey2yt4P/w3/ox08mrYJ8YSvafvF8qDq7LLKYBxLAl9grOPKIQ59qfK7UYfH56JghAkTNjfgQEkJgfT6OoMg82+Vd9iEXecGlqdIRstkEexYtJZlGC5YhXjS/8P//L9uUJg80V0UNo5JuNTngciOt5bmuikqaLCS9ZAGh+/4krECTPdSdComWnc+lYbM3TH4z61Pf2vf/GDw43/Nox73YuoxFbGDLWOROhWKBO7Xi1Djris/a+srKGF+FaGiov4aeLrl0Yo1hCEiWmhOOds+PLKMnrf0Pq3L6KAaUYxlOF350KoUmZBxeeZmGY+zICaZzguZD2Iur5OwVGs7yrMLdKvm4VK/sOFxD0ZM4aHPLSnKsMH3vLDjwrft2CmPn6Kpo5oe7laAoaAQwfddcNKX6FsHqa1giGIWTxj5zy2p5+CLp579XsNvObLly8U57nj9XOZIGIayLM9Q/jPT3ks2v6maAZ9cbjR/KbsyP8hH2HEVoZLY8cyLKCWp91N9ipEKobFsXpqcjwOCwl1c1xZQPrfkvcp4ZbqiSRU4GKCKcMKFCRM2w0zHpItgBmcaNc4UGWAUKpiEe4mVWfEVWOF1aHJ528vCkTFtaR4r3pd2DRczNlTjuKxLKgxkMo4Fbrye3vz5eSb0s1TT0tqjfSeQ5QUDiJkI+Or3zi9j5igYjpiPGNv7ZhnqsaPiD2oSUmDINIaZdSoUCXy6bRUwQAce/OlidSrDuD3Q2KIiifFo3sYZIsjgrX8+qa1ItBeAXdPfN31eXGViM0hUKQooxpkBxgp68QJrZ07/pCQRddoRKbFTWzux1DAMSGYaSQLJPj+SiBgfDIAkhSDE/6MhCNx28I/0tgPHoDAYC20PUeKMbyxVFE9b0tcHbHN63HT/cmLwJJIC/Qpmb+y0ghVLMjdYVgLGI0vbNTJXB1H/ye9BzDsuwIWX50jPTCvOy6eUKZEZtVPmW6AE1njB77LsTV/fqwzoI1uaO3AEcCxM2LX2JOfb1w/pDT2MxBBIZxFnpuBkPOf5yCXdGIEFXUPjZaxAfjbjOb0Xas1jxIu4rk0u2rpH4PmNaiv8eCd6UH4dB74ohJKmKtduCGB2tlZ1+U7NW+xXZCZbW0/G8VTQTN6aJ+0YMZPK9me/M7/6+1CvZgxrMfX4k+0B/givU3FuSWD65MLRwuAk1DhA8IdWJW+VYhmVxHzXTkW69Pot6WTQZyLOLvURyvpYC8xPrcvobt37at961HSmQo1x33/eMf7lpPKqq49Q4wllvrxC5vN3z+m/LqSlFZTADAVSfCa+cfyDQz5Zxj+xxXzj+D0U/8AITZbgUDJOon0wNGqAQ2+dHTdg+ocAz5N+LiwQq2SkrKohPDfRjzIq8xQHmS8ZBjVOPN7MvpCXs7uM5GIxGzo5cm4r8zQPfhRK3uq78MlFJWevUoQdu4fPpu3+CxkxZm63ecdJJQZBkNCLMpPjJfNwcSddk9hvUSPzRHMD6PipL7q7rUpA7NwUJmwD4pGpxtJir4+5zszSWAQ1TtyHRCWA+fZEf5Z/l34rL90ZzUHmb0Ogxten/fP6xYmu8UJ8FfqypEkTT4NugSubr9ewCjZP45hnJiGh2JtvEhSFU9a2KtdObHXgSQxM+WArfP7DsWQ0DGOJLFQ33AzGcei5M4+tjEYk+W1s709UPeYpaW1Pm+EeTCX4aMvR5SLU+PtzIxM13je9g6qPn8DypZ4j9X3JCfAPhHPro/dcSTeDieiAsHmsrgUdRyqDxUxLBoTxxQ+q3pYeTHtXF45yZGnkxiYKGS8Qjil48PmbX7HvuCmeJU/zSV6SdySJwMNSDNsN0zGiJNkdQikViiLN7VL2/Bz+8hZ7iftN/8KV7QCWX9LK0zlJ/P6E6JSX/rTgUmtVy+Seced6clH5ZGuQpRgz5h0vpG1f4pNmT9Y+R5KAUoFS8zzK5ptu5456S0n5NhXQ64GGmDqFCVvzmXr+pe4l+Q+znVmw+4eWtsibf5m1XhFQXJ+OADgZq8wmMSePnmEcx85neJ0XKjZS4zirssRCU0GcL4bRjbTVTH+Z7KRf3tP/97+8N01za2trSfAxQ3hh+jAq16sR9dkllVbQPQfg8TyRfObB7c9+Zx887D/5x0zVY11OZd7zAxRnxkPFsAXzbkUNP9uxiwVnn7X1TD54Uw8eNodRpSGH25R4iRtCJwaR8QvbhxF3aUpAGaUr9kZTe9KydcMQXX7mZpbZi/OEUCe6+3nOtyKBPdO/WfEKliLyBplEleKKua3gSqBONH4KsuRBGPRNksZedMz+RKPRGsKkjxN+MZrRO2tb8MKCWyZbth9ued+cRqlEMxNeZ/aOguPF4ejEtIfrGTngIb0YO0ZpvWMuLppcepco9JFZTUlbZN4NQ1auhH/SidVa/gHnHBNWWZKvu+pB1aWf804TPmmL6VSYsI3xPYrnoDIkYmYk3wgsTKDDovEz28jomT1z05hgoy+2CjZR4xhN+FsYZbKUql+RGa+87e/vX+K3hytJjtdy5FtVyNDSt6rK7z5svDix37+P4OPtra3ZcD1dRgRj8sMIdaLtUdOJ9kdTfTeJciUpOjle1JvQtckM4Yf4B7h+qYZd16UygegKYt1i6jHtGJ30c70lXiZs+Jha8PG2MxE1ztNNvltz8j6lSUjTgjpg2aYRlByDyDygTA/UuEn0Pbhnpp9CbJJd+LAP0UQPu3w7r6jhQcUvSK6YZ7YP3g+MC0ehWe1Xyem/Yop7BQsJye/4xRh9i1UfCHl8vHoE53fMIHhxAX/JAce4Kd6uue/6WraE8pQ1NZGNsuYs47wnJdjx48ZAlzOw48GPfwAj3vEVCKiSKZuXZQu4lErTPvJUg9VmjWyWJ9EaVk1Tki+8AKpi9hQmbLPm6DW/8jJuVWDH17z95633A0oRhVY+EW1mURaGoULk3v7H/+V/22THUVRlrkmQ7XaiTEqarutX/hlxhPndufGo4TAyuA/3DfyDX1z0/dag33f6oVK1gZG0HtLnEmh4ywgVGGoyVGAEKVa1CVTHMqKo0sSmGk8Hqhyft6C6CoEkL3opKm+7dDH1OLGeF+0LKa9BRrjGxecc9pVTK1eYRZleRwQ3A10GPKAcIEhSt0mR4HL2I+jQReD6ZuaZZ0RGOSN6RQkvnKkjBKZqZIi2jeCg4hVoZBfbD2eqBxRQyHfeUGduhoSZG/eATOKR+E9INJFj7JgAxRC7kGPNirLbRSZbHun4bt07tVQvf2F1YrtKZPKY8zPTshes2K0P8ZapMoIdf9+qfbLVNxW+86aw440Ly3PlR0J+9gFEl5CpNZ61BNL0pZKrBWWW5da2JF91tU/TfsKuZh17AjgWtqGI0rV4zGnHE5FNTthV7QX8DrkEMlYURdO0aytDvOzC3zyNY7jg0PuKmww5pEGYMMpwhPnNmfnhlrNjZORR3Koq+IdEYQD0vRASPLeYzSrWcsqE4mVUj7F9tBs8O2u3/CqAMg9/gPR+HHzkoDKBGXpqKa+6RUD7YV950PAWNP6gUVPJnWokEAbXtWHsVOWt6mDOi+QJ2RfLUxRM/bqMDqoRxVieQ6rW9UMvXs/ZCB+DFmpYyA1fgV1y+VqKcBSoExw5KjOiS4GIEg1chGuWQzrGdlB1X3WN8t5MnswxrXQ8MaLOlPJYN4yVxo79ED65qBZjx/rBo01EXLLnUy7LNzlAQ8N8r8yTk5oNppkT5VmldVw5RKnl+Rt1eHwunDVhG2l1VWxcKztUbsRtl0H9Npp8IGyB3ikPHJM144QfIGxRJiW22Q1I1GRRHUNRVpto1mqxtBcd3fYnn6ZKiIICN954qeWlekJ58x+27c9+Z37196FezTzn0S78crfflLp00lhGtJHMo0SItuA2Bh581p5Azz4aaD9f6AFaUeHU9Gu08sfvACEdap4fvvgmyhAzKp8oZpDi17jxfLZjf70/uFlxy3dzJ4CvezqjrtO1J3Dky+QEX4h/Oe23MJzEGSKcDUKNS5ZPWjsukZAjP/GgRESNCRd5uHQ477MT0jF/3A/hzE/EKOKBLMGKgtpcRoWq0J9xMCm8nxg7Bk8uqpaf6eFH2LFz+AxkFdfEKzNiguvRkkMuNIDMrSKiyR3/Ji8YPURmiyu91zV5cPqDkLNVDm5z2rmVWoquaFIFDoAwYcLWe74uM7zAErZZj5wXUl2lhBPC5g+0ZVkmjGNsAjheRglLG8fl5m9WjBWFOEVYCFwIW1MLw5WOdzjC/Llt+uh6NY8TS17xgJv3J/Z49K293b/9n0ItGzvWFPjRHviscWGgnpQPbBUL0Q48+EOrlCjEua3801HlZUdlRte+Ezw/to7bLn6xqGLZqunXp8lJK1l00WVUkBaMeStS3JbR3Yb39b71qOmUkZEhFiB4NFC/a1X/elY77KvMo13YG+bHZ3bP8iHWxsVjswZxrMcFxxxjOHyBwKI0K15cZFzBCaR5apbvC+Wx4+JIdbYGrytowTVEvfYC9OSiemZrmecS7BhOus5mNE2Occyk9OCz6CQQMA8EJ5AxI3BxlezIYoUptnUfCBMmbO29lPLD0TVwS4Rd3+5AS40lkzghHcuyLJr9wu2KaBwL3d5CnEKUQVnbrirX+fEHnvTtqXmn5laUoKJeQtA4cMOKlkIEPB+1c6jXDVPSKC3eKAgEU6AJjg9PLPlooE0YIrtni4rh8wAINsO7XCQyWNGlX9xEZ/2Ldz3dgWYqp3z88ZuV3MAvQPBZx/Cn2c+Hy+du3adFnwdO+N0Rsu2e70dfVNXl+EeqxL+j10Z0ZKpSwrP7NeliBxV3vWbOWG38oOpvTYkXnNlqy1EunETqCm3r7IpFz1MJbFhSUnnFlqfjUUbelM/aXHz+RgSiU9ZI6tzoIiOwOKJ5AvI/iFWQ4ew7nSBo23Dggkp6nD7teVBRp33MTLEg7AAn4w8jRlG+Qi+3Jedp/ib37AXoeSdanNs1+PFnrFmBJnWNdXjYgjbMaxyjtEswEe7n1ZD5Dy5kqWBN7EHDXauWLEyYsJLDXUkHo0yPXqVYf3lxCQF2CyvZaBNfjtkMJEppSaHT5mkcgwzvX1RlrkkZWIGwbFPl6144TjDWMahrQUUJtg1UU4MZaJK2H/1AEC39+SEcULtlO+74teXLNJT5u4NUjjg7VJ4PapnXfwjae/XxdQIE/3S8AQnW+CTvbIe1LiZeZLcq71b9txftY6eSpEHHV8ZVlqdRgMvn+3Nj4M1LY8e1ub+/j1/4vm9Zlm3b5wP7uMPGnwmgXK+oNUOJYGVNMnKgnrc97Zr0rzv1FfG5KmpY7KArEtivBDdMR5en6No9Tzm11QtH8UNy5fGKRYPjKbtAY0KRjfDkygBk9INknr+h2fBKnjhyulAY0p9CwydfmE85RJzxrFShoOe+E5y2Bvv7lRlqlmmKiXxBonScBxkX8PdnCLknzgLzPBp/e+TdGDtGuwa/JQUNfmKx4xm+6xLbKilPfm6LGccTMBG6SWSqIYMcvjmTVW/j7GbFq3GysMeWDsTWXmHC1t4/KT+DT3TA1m0EE5CfsGn9AVqNClyJFCNraxGbmyiA/A//8/+6OTcN13zUWyuT016gG4iyKmuGYazsuzqdzro9fteV8c9RLHlX14IHdbeSlX3itOufeENsl0GBF3EPqx70+57U0JYrLz3VeOUGUJXCzMnvzpZ0B9jPzqyWX0Vx3rz9fHXjlx1tftSYNkVR6rEBCkTGr1VVlWVZ07SIx6co3agSIxCRmC4jTQ7x7/gnaiuHA9UJrsXUfsCpBg+c0PIWMCCrMmyYqcpNvoiHNasaumm6xULYjOEKOra0C2dYU5lgGdNr2laAoFwcwKx5YpNpPc4N9VAnMqyziLoppUVagDDCemMEbnhm8msOM9MLTsdtt7jwJ+aRz4P8krd4YLeA1TvDqB4CSV5EvomSX5psTHke7zi5yWdPRUPsWDt4VLKpr6zbMhB/wTOGHOM4AKU2BNAXp7MLghHrLTlYoGI8T4GskvE3nL4lcJ+jG/907PlSVXj+woRt4qxdfmFsnX0Ynk8tEB5hmY2hWPtxhmaz8BX9K2m4iJSrUEyipvNNTuPsIRJlVdYIs3I11m6317kouq78zZlZ14LHTVdLc1r36sq7t11b3lrG93rhRiZ8n8rXKT7/fV9pOeqjppMHZz/aha7ff9ECfVjPQwOftfVTa4kyLDSIXGxOAJ1A7l7L8YSnG/90rjjQXEiT+63ZK25XqgS2dP+G6VRL07sDBHGzOXOGSw40xZj34fR0+yKZ8YR/ttEOemEdEb98KBWbkw5vAfGeIQMjLQF80vEqlUakjbHQcHIqGumiEMPVh1uve4YVKB/ULf6MYt4xT8JdtwfnNY7DcK6y4p+xgIZccJGJ7WT14+FnO2zSyYu+fx40xagsTNhVsmKx/sytG6LQhG2Wj8qs9YKRcgUoLYS4Ecls18RwwUpEFmSTxsGMKhdVmWvSwiM5YdfVuq78zydmnyOufnVHBW5v/uurwLkak9nMM5Dv2PxBN4BPWuYP5xXbz6YMawr8eB/+Yicbjz21lKWixsLKGE83PusFC0GNifU4FmZDD0mOCEMBd2v2l7v9h82yqPGZrf7cNv98UnvV1fsuzGvSSdIVTUYwPbd0HGliNxGt4moMZYSAHDsXCVq2MG+jabJXOekGlUplgaMukx8vU8c2Dyle/2bM03DwdPCia2YWxOCnP7hHz/PEJS/lYcvXLK9xDPITQ3Fc+dyPJGn0sAVBwKgokjEWGw5QyYs8BdJiyc5Vlu2dmmcqqaDP9cPvTxWBGQm7MlaGx3DFJmU4yeiEn/zAOHFXxwqeKG9lLjOls2jk19YpZYQpmFZB5mvf98l8XXIKFla+CjZP4zjDBRQ1mW+SxJSV6DbC5rInLfOr/YGSRsF+dRv8y7EbSnOJ1UqIXcHyw6uvt0ePwE77JO+cjgv/ela5WXFx1CdnSU5nKnS3bCURrRZ2icbTjd901YUMxmRCdEK1Btgd6FuqvWu4W6UVdzIljMski9sx2KdzgDZVy98gx6Ok9vHVRcaJ9DAknF84HIsQQHEuvMQdI2eh+bIqILCdBo77ThBK06XFm5ihFGQxrTLzq1yBxGjknk8GMkLGw4bNv93/8fcg1qzISye4vqFXYe2UpEgX1zhfCOU5yFPdxvJMl9HtKrvM+OTQlfVdMU0LuzLWaDSu9gMWU4nLnMNoTU2Vc0+YsMtq9hNFw4Ig8H3f8zx88vVJvb4y20iNYx4oRkJ+oaCORdlspnW8NWWJ+iH49tT8am9AOxiqAj/csn9qy7yw6Tx27lxyIUBnkbIKM+BKLUelP3I00A776t2ae6vqTXTw+i581tZEV7p0y6EbVxfVovDvvgd30wDxw1qvZLZPN4S4XREJY16PIk9KhUbWtvQU18/1Qw9s3nJFsWiMoEjT7S0MiUJY9CLmYMIUyxhSf8yIHUPyayfNLT5uu6ZpThtaZNZmQrnKRI0zweVNbA/M/s3k96mluGHl4y2L2StQBjteT+iEYRwXd+e8daAyLYcvWOY3w1YuL0W9gkL7dMdmmvbbltODWyK8FiZsU6Zg/kUm7JuMRZmhByFmFuy9WJP5S7hewsrM3SBWUQhi8zzPcRySbkeU2MLLf/N2J2UxjsWwkmucxrEoklyrGmvkPLvB+haUE8DvW8bnOym+0lZFvuf1XlnNmS8rwbXTzIHhwqphYralnGaQQYB609Pe9vUPm9aW7hcM4KoU7qndM7cSQBUI5OvybHl048SsQBmnICS1Pwk1DhE8GUkYj9pG7uavArcen1BNp81kBI5FnpPNcqvKEzPplHiUPwZSWGRe80H8u+PrkMO6ggextMBxj+hUlO08JYVlab5VZn68aeUp1tOvZhIDdhzp+1bls+3BtNjxmgYC6R1LJXcGzFx6eW2pmIPMJN9bsd2ru7rMilT8dKZUagI3FnbF7RJ3S2QK15QclIpZw5mjzcSPJIMPIQ4yG/8zceSCHABTlarwAIXN35UK8kASxjEhHU9sh4WTNUz8zPTQcd2bcBiGClEA+R//l/9tg4b/SQeEjY1DDwQDOdequvCey1rPld/01Lu11O74g6Zi++1jb0bsuKIEuMFe9nNJeWno5ndbJ57jD7rlr/Zz29Rk9LBh592wpsAHO/ID4Bx1BkcDzYEGfwslM/ysFUYw213No9o5D/R5UPUWQjcuiCtM0K8B7CSV1XVpOcpZLElB48X8F5XUvMMnMA94YW9kqDD/fW6uR1kyqB5524DoVIzCy+FBgGD8H5UoD2a5HHQppRjK8cnJhyHY4rjFXUeq6FKe15epL1FcNQn1eGKFLq9ydRkB/3Lqve/CAuwYRwfG7Q8nRm6ZDKCJlO3F9zX2yIIFhQuCVYLFkLbENEK+ddGgDF9iBW144v0XN+OKGt6qsnJGf3ppVes3wfTpfAUwJGzZzt4M7llxaywpyMCsHTKLZ3mjHL3oSL/L0H7zdidkMoj5FwVeWd5BfrTJvLHknETMnaBDmZrvmbBynmJyZjEWr9FOHAb5ZK1gLVO2CluGl870Nbr2+fZZRpqsYGBhkuWSr2Xa8HWrAuVKPLYAQ3ON0Tj2QlFWwhZj73paQwsZ1PKDXWVw2O2BBSSmuBR2vLdy0nPKHbT7U33KC6Wf2tW6Gj6s91U5t7xuNuSbjWDgdF+1pW5g0HIiKx7/F8L4WEjipqnOn6eU7tTYWH1RdGMT9Ld1f78maQosgxrbvnRsa2dWJGGchAB5ZVv+kXmB4wBBBXk+VIGwKxTMU/HnEOllXXRIlI5HyDFF2WAuN7wKyECWaWWLg2pqOO47AVDMUfqxBfTfPGnjMtEFHzPMzCQ1VbiyvLAMbTZSuYmx44+bA0VisWPr5z/if43bH5bLkYhmiM0W+Wgo5TKscmpjolmQz0EuOQnOVnoFaAuu3E+2WUnrH99bgbYtCahF2JoBQ4v6yMROVOazBXuweLQ3s7NnqknkiUvkXbxgpAX5gHJe/s/kRQFgze+xKMZzi9MJFFxhIfswhDrzNfdR6bbKZDzOa2P8Ym1eD2IYx9e5rW2kxjFfYcLrKTBVTgEKzM53YQV27949UQjF9sO58fXeQFdSXfDzA+nPh878IqcikWOAijavJUSAni9/c9G8XRnsG26BpnlFlz69AVzfet8Jz9yKD2bUjy7J/41PY/VNYSYDcRGxxDwRwswlMPGaN5egbhzjxcF+DcZ48WSGfojgsaWcWLrtl/Xypyqrusoi4x/vS7FuhjtwQstHlhuJ27ih5IWyj2QBKG9WxE5HkgnjmMhKjAaiWC8M0e7Y2MmmDqQ7fzb6i8bqyAjVjLRORdevVJp8nLAOscpCdkVcSqUT7Pib89rn2z1NzsWOi7GJMi1q2RINKAxXgCMUDJIF1DmQJu4xAS3I4vFlNq0ZEHxyhbs1l1F96TvB255aravlJ9OSe1CECVsTLClv30Oe5gzg8FPCumU2pvAdOfkty7IkSeVlzQv0hYv348/j3zLwNBNQRBqmikKeHZvv+wn7WIqXbRm4jUeuyyPLwoTNPx1nrt8s3AEYXRBCiK55mStXYJVGDEb5FcyVlWBnr6V5nrehd/7teeWX+30Gr9xWnWNvauC4qoqOPJ23R8+ab/sm/qkpwb2aZci52se0fkXPhX1f9ZAczIHl5WRzjn6r0piOasiBoQw3vhly6IXS+7564WplxvapAE0F2duqXdPBaTfFhfcC1LGCdOQcWl7qgsQ/xt+mabqqRmWSZOLCf+KIIEbCU9hXvPici2HdXYS6MXn8afnF2IIQ/dyt9Vy5TPKTmT2BmpKrklHRpQoeBsY4eRD/CEB5I8cc3qPAvfvhlo+P9RzkBNKbDn6RtTQ06r4xJzn1bkodmbwcfYchs0JbFxaA8kodmIlMqGkpyeRIEIL1yfVNnhEPj9+eV7/Y6Rdgx/xe47Vyv8trHC+qaxTAN5m7XPOm8mXHOFu6f6PCepj/+HO/vnMghjhhV9jyFvbKG0GB+VWfTIoxfi2NdsQw95AJ+Cbp6fgb5s8v5kWCEiA4yNHZoJ9Fio28lmWZ19/I/DgPx9NfLRachC3bR80k+y9jbo2DPnidCatXROMYiB0KOSZz/MMgDEWxrLN/s3Hmh+C7M/OL3QE9Rtd1cDw9Es6k8wrXQ1bF7be1anM13xUO2hMRQdp3pT0z0oQ6Lvz2vIKD/1sVZ8/wCobGSL8iHhIIlnfWD2wX2AEcBKqHFAIl36y4UnpxVVPgQTWFBZNvMBSUqGTKJdZjFTl81PCfd2HLUafBrSY0CSl0f3nTIzzc3erU2MxF33eDNMmx0x7VTfTj+qjrICVGfbCPraqq7YWWl8KXpZE80Ax0Y/4B03jxdE+Ex3/XdoBUWeoQpKtT91MBKK+V2z0RFaXCb0CAX3xkW/c+2h6O8lsmfgvdrKEfTqSjHgQJbRjxQhSJxw3pg4A7+MUB66v0fVVRlsIlWWhcwWKCvI6B5UNNXqMZn8T5eCovwI5xpFC5+/Fai/oxN3apcUGx3mgBdZE5s1g7pYxqE56DHjVZJZRvXve16nYZYmABxi2QIGFrDnDwLZlpw5IkZTb+pJ8S8BTkaxMzn/U8byopCZAjPTFDF5tWqZ9ZFk20KZK9+QRBVhSFoMmkPPlBLO9OFjtNCyUKYaBQxKmYv1/QNfKvicp8/BpWweZpHGftPRG9KaesEA8Ti8F3MyxPpmANbeBLIZDkRS/B2eshq+L1O0sFjlMjcOCnHd9UzLatex80I6TmVVcnXF0aNabnS8cHLzr6y65xs+IeVDxVmrxcFMGsQyCPoHhOrOPE1mndkOrAXtSz369ZE0nHU9m+1psnv+JWlZXvuNGYiFqSr0sqzifoM3a5d7irmRp8XO+Uv5+6XhYvxlXvhrIdSE0t1YRu15znfXN5rVdGniItrJ9OBJTPbdWGJhC2QkcrHWoOWfZN3f9o2+XHsU/3w21TenIS74qHRKdiLD6RHk4ytz9FGsl71RBfh2lWuA1IWnVty6pYK3P93Wxyh34Ivz2vfti06kzCVYScZ3+KeiiFHc8gK7/c4D8ff1lN4DpbhJmZnpEBkQtCZf4t5rOPmg6bvLTvvbyA+/vGnHeeGZEJNFnYWo1pxZ2F1yKnoWQaOM7DH+gvStLKFZxToJg8Tw8qnyFwYhERHjShWhPsmBQCkzSv4B4yOc4zz4MrXioWtkEOKs/QL8COJ7L1RTMrYxupccwvAgg/Jc8Cn6V9hqKw1tJOT0+ZIwNPum6FoMiXP2oPPAWAy5EN4Scti4LOt3Xvw60hb+hRwzq1g9f9CshXSCR22FePLb2uhsX6Fdn3s/yRFQe0+7p1bBuLKrFt8/KbEI8+J1bRpMoicfIhXtxy1PfWEE79aqdNwwS7Vfldz3JisJXSqF1YqG9Cu6RuxjyWAMp3Qfim1Tm2TUFDXlJ0zfSszM34NS34ZDs3m9tBHdXU4F8O5SjRKBVxZwkaZyxkf30raBoZt3Q+CJckXTdboMIcLwYULj3ne3nNTT+EP7TMT7ezsWP8GGaMHYN8XioorXq8WAvDQErVi3S5hVnQGDLxmoLcWTxpsUCklfo4Oqh620aqHl0//C8/9/Zu3JlN0X7FdSrseuJBC2laDJs4U1U8eSsRaiAixUl/ZGjLCWbKdMZiPxxMogOX0a4pnoCm8pMLR9Ew+ZQ8MlIsdAEyWyLypuY8saap2kP53LbCrtX4wA8XZTpgcYsSJVymCjZQ4zijasXYkTsLcJGaKKts261dpuig4ziiCprm5WPl3bXE6xsaSlBjYntGRPdLsGPejUv8KuwIdlz4Xauqyeig4uzp7loN+beq7pE1hRx2QVwhhW5FvxbLLQQvPreVdwMDjPMQRi/eD/S71RQlPCEdz+AVTXT0G3pIA8f43D8cVetqWFF9U0GGgjQpVGV8BlpUq7u7Ld/wndcX9rlXQVAGwpbsmjOmy+jzHae4cVZ18Df3/H9+L/dczlND2f6aLoMHW+HNOsrkr7t++K6v0wLHl+7iZxJF87rPGoa4eQMpudUnF5VPtgd1lcWO7Wd/wqdW732MUFEMfykQOWTQWLA+4stjUIlBh/mS5ymQoHDhoSAGxl31To1dBf/2zcCsbW8EC17YNbRlJDHOvD6jEkPAYlrhN+mzE8FiMHnP+9Qq+eXni+LNLtN6dCBHXjkpH3IRgqfTmQPpb8wsk2WMOXwCUtGDru24wUDGC+EZpFssTEKt62wbqXEshobyJnFN3Eei9ERL2wzruteu/CXrIgNSUdAnOxZ/fM9wO27ENi1mfiWyZQ6Cr7rG6555w3T2DVeRkLzy5LBnvcBQQVUf4334Hu7XrBcdff7uaaIBA0oRvZcol9yVSIOb4MVv+/qo0kPaQ8IHT2zjVsVhSMcXVvs8qNPtYVFR3E4lhdQ7MUe+60ldL4NZvShAWVPg4z14yxm8bEvdsAqErSqGlyH4Ytcq4zrLEvhXd8Pvj+FRj+23w0WOGEXeq6I7DVTXUYHeSdsKfm6pSNZpheUNKsAy6eYv3dXhdTCftCofbw0aHO/YfvpPfhA0P/gshmqLFHhXXdphStxqxW2kmG1Hk6GYze88yEKLYvPZt2hwOTN5Y/L6oy2bmeLfnjtv2uDmzerMzyXgZmFrFY6V12FIUA8Qk5ETcjExup8SQQYah8qk+efpPEz7XGWUylfWAZn7GeWLhklZKYpCIGOiXIEtcw1yGWDuuqVjFbaG3gtIp3mcp42Rq6YzfIDszXPXLC7YQI1jXqpCDCO5wRs7ZPddSRRLSWs0GqIQLtG88LoD93akLQG/2LXyVCPu1ZxzW+EXWnnvlp5cjwba8YjkW1MCU/G29ECTwtmg5LPeEFnwQ5AQDN1A8tBQscFBKpDG6g06sr46SIER+2aUToTGjou3K9JTe1Wydg3X88G5ozV0fFmFnhf+dFzNvCZ+WF0ZXvZA7zbNFHEVv/G+r9NsO1kKZQh0+XIyi9J48ejB2ZqlIQaedPx4T9qzuj9fGD5QFjm/II+heHfcIgrwYgFl/NWf3QBn/c7bjhA+XnB7y/Gn0Wc7liJlcB7zQt9P99F+FX5zRDcSpCsRuXjLBKYyebT5+cQ/ceuEBEbughnrLsuDzUuCt0G1XMwRxn8+aZkPmy7Z3UJ54MB/8c9t7CA9+CwTcb7EZ8r9Yz0KnEAwxdWRySnOVLEAafUhht93Q+9X1NSlXD/84/PejYPbC2n2Ar4RdimzUj4QWapBkmUbiTImKRyj5MtTaAuG0OI7nGfBfmZ5nBlwW7pACIDOJPOkSdmEfVzmPsWIIWzZzhgtOMMLlM/jTghLbCM1jrPagWCG5pQVD7JHum+iP5QyARyv0lSwpmIdoedeFl5j+/CLnYECw/KfKo5L+YTIHRd2XO1oMD7y6/0uPW4MnPB9N/qzAAvOG31G0y+iF/dsYJz1OowyzI1KlNItwY6LXczkXR26H237qhJd6i5IocZgxH7NLCj8Fnm3KXWbWzIHl1RjxRKVL1j6IrqMNDkFBGzrvgyRIblVDTIOSDjTVg8/hDxeDApTY+PfRwONIR2DWAfmS9V5cW5fhPVFYQG8wPGZNYv0cBlAuaqGmasau1V5tyqEjxfjUBVrwz1s2BWVHYuOusHzC+23d3w5hzO8W0H/t/vh71/DbRPdboJGIbmYtgsr+Plc8WF9FKVOQctaUikt6etMFS71zmcgryXTxPN21DEzseMOHlU43vG0rWuRE2g6ZRNcclxQMhsVn8OH1qzgN86DQqJ6nhQyi3A5nQc32bvSFOm//2xr4PV7TrQS6SG576vYpnVLhAm7RMtrkFUlnNhJJUnCDV6W5aRzJZILjOBbpjgvM5olfMaS4FTeFFaQrWuqYWfm/svvaeAvQut1JLIVtGYFMTrE4BUqlj4FiMHqGnT/AnWXBDUmZxKavCi0hXs+V0HjWAwVecZnGwtEdry1NN/3r3kJSIh1+/xwLUb8oHsOwONVtAHHZo7sVYKKUoQav+xoYJrERwVQAjmyawbMatOZBc+DBvstcDwOz7CV9VVP362xDZ7BjsvYrmapSi5+3XHl4ptRgfPxPjtCnlhqx2X3ImX6vraPfyT68TuOBlHw1R670vDjEIme2RWe4Hbzx192jYf1AVM1mgI/vgGPOp1X/WqmOvC0/E1e4HixEuEMoPxBw9k3/UyHRQgfL89HJC8OTHfPDJh321bw05kaIPCHt8rXB4GZg0GpMvrXH0zneMRE4xqkbK3QiomDXgI0MOIDmRdftjL7VP2aWYUqxo7PPG/nw6/WhHDNaRyvol+sAOPIm7gz7wEf7HQ6H9SxL5GRcrZZkZupEnL7jmW5qOcgO5AsX7ZDRVLU5eUVFCZs8S56EMjAU2DAdASCH9HdhE7yFlKWmVNron79AoeCqaDnZY+3edpKBDvGv+kUgvhFpgb0PCOeMGGzdZkEO076e0Hu4tmmaXKl69yWN1TjWIxHpcsqoxuIUhG2GXbuKJfyvZel1ei0T1hAIR81xh35adtoOQq/e262kJU88kHF4WpBL8n/LW8e0L87dD8/YKPTabHjulEU305kvz5qugxh1g2kzG8vuf8Ol+GB3tXSWHbHldtRoYazhRklM3QzLnssYGI+atj8t91syNsV68kptGGt2NGfaJkCx8szXDXv+tqjplNXfb4EhPDx0oY7VFWDew12OcTz0fcnqh9z7h0f/v6N/JvbYU2fy8Nw/fC4Gx5ZmgciojHIl4C8VBe0FGRAw3ybmy8hwY59BA9Mh3Ev0dtvTxHa//hr/KCXnm8NsWvPcKm1X3IGpHWE6GRc5eGVzFUKvmmRF91u9/j4+Ne3tks+TlWXqzrYG+9CwVOwf9L1nWhZFLQdHHjLDtAJBidM2KVbEAQacAAKGlpoKMhU4V49I1LwfV9RlCSZWzIg4+MobSCL18/034KeTk+gxUNBwaaZib2+zEfKf+nEMZ8etZK+T9SfQYzHReARVbwJVEfUeDL1i0RCTmELnH/zugydwnEeunFmUx19+7VOgLWRGscgQ35B9KZsCwOPQUaEbUbFXb/pVYLhuhQ+kOT13sbghtL356YbwPK+Y5lMyjJEDFTdscJIlWIJ1gP17w67c2LHTVMqmPWL2a831A4rbYzQt2f6PA8lI/futsJc81lbL48ygJnoJJmLB+e20vOqHzXtisoSRTUFfnkAXp63j53qzPzcaQWOF9PyA/jDuVFXw4dN28hSyCXCx22r669qDO05oONpFjI22hHMzHtODmoS+nwnQ0foz++gMwTwhx7YP72TPtoNbzemLvm2FZz0UNvTPGBGV4R4OlgYn2tJcUt5jhjfl4NwrRtDZvN43VHDEN2usrxj6d13pwDsffxLEIPHlxhQMHtlQhRuUCGDcpvTi4u32+1a3fO//8VWw5xr0X0/hcThb7QvBoHloUTjYhCoqqpRJwhISNgyBlvg+4EGXRX6hhQ0TMlQwFaFuBlScWzb6/Vo1BiM9BaIfnH57lZGUn/iIhDv1JVEUaddppr48dmGJqYoSAH6vk/o2+RbaLVonsSdnCYGCmFLmkzpxpa0xpkXTkTB5mI1m6hxnFHNoajKnAqGovWXtYaxRgg7un6y3RUlAGBe4GkTS21ad6plyz+3TVrBoEwquTJ2t8aSCk+sJZK+58SOdWQVvFvMfjWQ9cEu29hedTVvPnWUB3WLacMnlurOxMMt5rAUZFKiP+X44Ntz807VuVV1+WbwYEfedwZPWpoH9Km+ndiiBI5nsK4n/eW0crPi3q37mcLHBSsKC7fdiNwcvOv0TpzqsjnXS3W+mRZC/sTF+4s9m1+t/+4IWIFCdGQpchH46UzygvD+Vjhx2CHk4o4j9UJzuHoxzH9XFMeuSfw5VTTC6GPi111P3jHDldUsKKetAfLFecnvt70IK+SxYxBjx9uPv5RxNHGJ2DETCSyHUTIP3EN+k73eIL3xvOTcXXByp9NR/fb/88stVV786LdVkbdo/zTRuHCjTAxE40JWNBg/l4i6hc3Ws4Ig0KGrAL+ihjUdmiosCRPzpmkaoccylGFGV2FiTy8gI2cOC8UZRwvmtZKjzTJWUvlhP6FqJigwM/+CmPqN3yKaFYnqMVGuCGJLsONkuEs0kUVrF7ZY34ZXm1kfobMrZhupcSzxPpmoybwKFmVT3s9QxOCyggbJ9tmDaoQSqjLa1mTGzXpU7RRcipEpkCH49Y3+QkYzKVIVoKDY3vnFj/8EZVVr7A6fQtGM7f2Fz3/+oDvpNPCsY8QqBIvp10wUul/hNEx9c6ntYR7s2IxWGnKr+1VPz20Mof/pPvvZgScdDbSCwpmIpRrI2q0yFObhI0yVIYpP1V2e5MKjP/j1275+Ymuf71iqxGJVFV361YH/9NQ98+vTQiTLFjieaLi+8E+B8PEq7XYD3gaDV2351DH8jV3J5mv8021L5vaCvGqhk4ECUl1o/MEXF1Lfg5/tB5kdcOCG7zuo4+s+NIYfk1KOSsnOsqR9ryUvW7xyw1+E6dHr4PpPVMvNfOoi7DgI9j7+5WVix+nvXJ9eSAHEkES4BDvGhSRJcCE12O1279Wsjw62Mk9+09MVCeEZ05SRIoXSIhrgUONifGCoceEGsOerLtLsUBnViuAjC+MbMHBdr6p4CvA1KdytSoYaNSrizs9PImk0GnzKu6kmwTKgLaPDwC8FTfQbZ54Oyg/a83sFTL475niCDhMCMq0PQGvllxgeQWZywuJkaGJsEUa3B5CzipPXd+j+nm6KiVdBt0oU7YiLz1rXhgcnjgfJKliG21TCNlLjOKu2BOSXbUyic5EZb+Gz8qaMFgXDw1KfM8GFa/F+eVVC+AfERLaJXXu3Jk9TXyBG/tHCyxIOWmDQwtd13o4PJmnskCQDozH8Q5JhbXv0UlVzgGYGPR/PW3a/aLBG4K9nVUJfnWr/Wsm3GnrAbFA46aEVQGAF2PG5pXbysciYoq7Q5fO6q96s+LhoTm31wpbzGsODal9TZKZsvzkzmb5fLB7NVQH6cNtnSDGvuupsvvvMHkkexIybzT+fVD5sWlt6hjrw4z1pz+r+fGEEUM17fD7+WbHAcZ4VCx+v2O43g1tB7/3AOOormycBxjWehw27orJDwFE3eN7SwNC1Trueo+I/6cOOo/z2ji9zGJUiwb4neVAHY/81o6NlSmdM+yDL8Ownkv1BaTZZseOx2JufQac+7yNve5oXwgd1Vu9YOXpCNCsuK485QkH6zzXqSuSIJEUJ/GIZ0IgAg8uJiuJmnAgiGNrt/fLA36lVMtwGAJ+2tAtXZSrLUMJt3a+oSJcCTQ5laTF+4EjjAg8athegloU6juQgbRCo/KOU6RfrFpzPKR2wmm+ccwyZuHQ327Dsum5V8TQpVKG/W5UXCxPzZpomYRwvpBzKXKe42DOvtkApieW1MZptnbklhSQYJGxieWSEhgxiYjKgpN75r2DmegY7zkxMDfJTgwoc+ZrgM/x6RqJQkTS2hO1Oa3aXcRHj08iHwvgHJC/oi1xWPqTCghmj3gxAHD/FeOChzpw6Pt08jWMIeZ9M9KNsY6M2wdgvbZqmLfya7Xa72x2zSm3bPjkZ5kM7PDxMVRxAn+3YGY0foDy2iARzCeZ45MTvOoF0YUtveloyluyZ3s1qoMsLQAcZIHi3Ju/W+tdiAgsDMGiN/+6djgK2EkCz2TBvf1iSvIxrsKr4bhSAITAlibWM3a15bHP1tNWUYR52/EHT/stpJe9TDOXcDSChoBZ/Vw10bzbYKIWRIZ7eB0VV1GUEfwMEJ97MioGMny6MhoY+3h7wY0jTlL5UnRctpx3WMxsU4yFdisBxbkQ6Sfh4labK8H7duVlxXnWNlr0xGaX41n5Q8fZMnx0TrODnc43ej5F3QccHf3ir/OpWqKdrRFPgV7cA7u+41xd0rzzZ5RkGvYW7uOUvuMBc3uszkuCHOh5EQORE7HjFTwGZpb4161/xbynm6xCZKQSS5Zc5HHMD9T67g4edDJmggSf93DZsH7JrM9FbcOClPqLJqKn5FRVUVV+TgQLnJSbjkfBGDf9EIzT+OR+EbRs6SO37WjhcYUWjelsiFrbpQNI8K2dL+sbJ149EJ1xTCkwl0KCPXTVTgyOYGFf9wvwi3JP8UHZDZHlSTfMZZe81r/oNIicV3yqNoI1WyIbKFSSBXiJPQXiKmTM7L4gspAaElWmTPAs+0TEHI9EVfi2/pFeZNEAac17zBplgwcnKS+xpwEX5RNNpHC+jqGZ4DlkWUhWlK3gVdXiNLBP5Jcut5Mjbt2/p809PTx3HmWlMBHUtWOzNV5SgUgv8EBwOtIYWPGw4uiK6zspnOxpoHrTss5fO/a+aH3weLdd7TjFT6/GW+4dDZRzA54x+M2iAKtKQEp6YH6BzZ3W4Zw/Un552Hu+lgDa3UHGY0bG1/Mk0NwV4H+6xY2DLlluOmjmNFKQ0SR1EwYf77GV/PDeK3ZSFQ/9lrOtJ/3Rc+2TbamgZGfM+3gdHnfarfhVkZcyjb5IXOD63LxklT4SP981gZSObBFCmD4lj5I+27K4rv+2plwipzxwT1vXgXp2duTwf/XCqld+F4Pjgv76Wfnc3MDlQ6/MD6eV559CpU2FhbifgxXY3DvopH2msyQMW4G4TsePjMNz96Otk6X11T8R+EVzDrkZoT+RmE8h45iLSkPXVrezHPBqoLztTjMluAE8sFdowwfVwpFVRgxhNDg0pVGU0D5S8U5F2olXgSNGiY4UXdiSSboWaG8ozjFEluZ9gehLixvGgJ8qXl//4bM8VUU5915ACQ/YNGdVN2DRkdSj9tzCYOOovAOJW6mAP2pfbrtJ3pZBadfh4G8XyZVPUo7BFNT86J17CO5YkSVVVcsSPLWG98BrKSX1JIyNXECUsrIxblTDfgyDALS1Zq8CtKDlhovgMfw4+gVyBtMbkssmSxpp5pBlaLxT2nfKLRmegGbr8UOP4dwfZ9MCRtkEs3yORMoKskwaJA5TeUBB7SKPalYZvscogCfRBP8l4+yJ1zTHUbyps4LLR6FdDtpuaqy0ntKxoYu6c0VzX/Q//4T+0Wi384io9182Kv2sGVVUklFybkf7VXzrYudZ1qfVmwngN0G8PBnl6M04gvesp57YyQ7x0UGXpxucrJ0s2DS4qht7jenbvU6IQlmG8TnYxHzdtTUmd5iM4yjTIzr1lBCuGIbHKal/YPkwEf9cqgCH3/8O5sWP4j5sOf2s3G/J2xXpyCi1QLVDy4gWOO+5aPGbMOl/pN+JGhUfUzLfqWvDpTnBqqW976vrnzUtGDF1Gn21nrHf+8/soaJ/Wfv9G+eKGv1dljz/YkeVW951VQVIslwzL3h7j9JfZuH1Z9OT128k4e6vgnysPO9ZOfjpFaO/jX2qaVpLps6jizv/rkoGVJFIhIRylnwjmAbh3DZfWa0qitqcXesuZN7FtgEd1R+qk148rKtrWfVNFhhStz+GgcIa7b5hSI5KGihQtBm7Yc8CFDR1gWoFcsh+VXx2fQSdqIr9ycU1iWSPPtM87zQgZSqErIx/7ADIIawbcMhOYWFngXeFo3wugHUp9V2578sCTs7QW6UX91BsCc7yUmSIBgqP97LEl6gEE1Cs5IQqisbBZBo1RMyMCKXEiATRtG85rjUmDJCkK6MWPdSsGMh6mFTkW1pvGGsf//t//+8wzpATFhdRvwHk743czx/Qwc6CnXqOcE/KqFqyhgziDNWTr0/1wGQJPwmaY+JjOd3R0dPUeEvv6+iYstUT7TQpDEhhJeKeO9O3A9hfRK01JleEq4//w1V94XRLsJf94Aj67mY6XAJJzbqSiBB9uBd+fSV1P4tNNFNsNbk/6sa2vsroVv7vHSVobapQvpaRN1IXYVTpNk0leh745reQJqJXcsKkAnyFK4+Pfn5tlYsVL9DnObaXnyR9vZYjYagr88gC8PO8cO1UgZYeCayJwvA72tG28H4QfbVl6zjS+Z3r4511fO+yr6583T4boi12Ld8O+O0IDn/AMpm2x6Ntj+aPd8FY9ZHrB3W25blg/nBtxM8tOvAOyWCEbF1JOzJIkI48ojK8tIpA5cB0PVDxPPWqyufL005+JZoWqqnkilUso5JC57/UrSDDaN5otkDgtsH6zzqJjeCh+0jJjeYoZG2rxCbzGha6AhupVVFRTQ1UOFTgdMbmiSRUN3IiSs0ayyF0bXdhwEGgW0gCiQsSs0SCPibworYYlKRrPw4DO64n8+XOulpGhPghCCbnYyWlogaFEdT2SsYYL1CaO4J6ITSzhdjvwJeyc4BccoDBRH6OUxyVswcFLrG5MQDQicwxGkhRgRNgkv8l4l0ge0zWVkDdTacjWUUNW2Bq5UvzwRUjHvu+TZkbIwhMXIfJW8ggATVo4o7i9to2Tpj0luHkmk3qer9g8jeOrpH1uSg4A6gqLTgw7BQGzIOEu0Vw/xCEBfmF5iMBMA18OUeRtODBC2R7XOnQ2vBBIfz6pFFzwi12rIqWq7IdTGCj1+W/1LnBvpwV//3BUS17vGL46+t66FiYEVkMOE4qDDML5Z5R37bAHmi/O2h/sTuGdP4x1gacaJBt6oEip83EdDbyV8jViNdXZtzROzPqpAoeBd7G972tukB1l8Xk5ckN3Y8AQbTqe4lK8irV1L/BNfnNm3q25t6ouf4cPduR9Z/CkpXlA50Gu9RE4XgfDneVfTqr36h4uybxz7tS8mxXvbU9bt7x5TPv8bMdmRgNsr1rouC/P04p/OpMubPjZPks4isS19+zvzxQfGOW5SBsd9mQeV4AfAHVtW0WBJuCpFd12Hna88+FXuq6vZkcnk+NhTVJBU2rdZBcmE/RmZG0pGz5Ai9lAg8fhH86NFT+g44MTXwUW7Uuj/aq/rQUVJZCn8SNUGe5U8Q9+iR0wr21Fssg9X7aRmSy5Fc+nIjvWtAxi2oIg0IADUNDQQkNBpgr3xjDxYtnEEo4CbF/qe7DlKHYgzV9pAmC8lMaG6HxbVAckcBvB7whyRxBkMIKV6XxlyWfx+cnHRZo7YVM5UcN5f2Q8VFrGdWQW3giFmayIJM2VyeK4hkVEMceSuQBRGfPgPLudxhrH/+7f/btNaTRZk+KmzhjhatucG4gxJ9cYNuIGoxhuaLkoccQbplT+/JmtbkA6hglC9N0xpHHhvFBvNmvoOCZJocbHbdeTmgsBO73CFYRECwJELNfsyYx+vWMGmjRcscTuOImjVAlUJqmFXDgyAujYqew7g6petnHq07v3BxVWp+JstXq1EAX3d+f6RreQ8Yqv/8mOy0hb2D5MEkXmISYTfQIDWHe3FQYI+OFMz3N0LkXXuNg9woVwbKmf79qaxDbIii59sed9ewoS7JjcMy9wfGap4Nrb6656ZsuPG7apZkNsMgT3687tmv+8rV7Y8vr4m0mbf9TMYKAfdYNnLRWCcbLmKa8+1Cg77cO/BNIvbnpympGIm9mXN4K/Htt+aGb69rSoXN4wm+kirhWKNHEBad3SeZVf8SrAjk+CYOvRL+r1+gqeC4XhesYFtDofHO7aXEBRbGkpnQr8LU9axjo8b4DgYU89HC2E7Jn+juFX1VCRptO1aJpSc6ho0cdu6oUFup7ihKodKpkdp3iSnUELuGSLnVNleCH3MO1H8C17nq9LngoDUw7qOjBUuFVJ8tctjDeAojgXOj4cBFLfVdqOZAcZfXMBo1/6g0KqYpXjGz1HE3IxUQwgtE15ZKRSEgnaTLnYBFAWwLGwMiMbv7M2L9EiKNw+RV+Q6KvQKxwEjGYUk9ePFRS5FuSO6GmQsPkpNJn1zqcNHpUrsBFgc4eXlld9CLyVfd2pLcL7/M4gLbEjOAEIRpm+QpRSdXGibA9Szqdg3h5wN5Ambg+PMuBFsVwRQPnyQjqyq/M/4GPQ2a2lStMCleUFbnc4Td5n50gyl+Up6sgqgr9zZi9i55aMh1ny1mF/fDKumhuVImWNEElxS5GfnGu/2PcYblHubQA0VZp2fNUtnV1QOlvtQNFUBnMGKs/bRQHzLaNf0Rk1CfBDy8zzS+jNPgW+BT5yt+kzuzWPLaUAdlkfP4P2n9wA/vOx+dGWvaX7zO1pCtzX7XeOTpdAjsCx2FQYUY//ela5U/Pu1HKpxwoMPtoKvBA+7+gX9rqsVuLKPah4e5xYc9sKfj7XaB90+qZGXc0Gf3ir/PYOy0PEzew3t8Nv33d6qJ7nyCZ0D7CZ287o3sEvdK0bajzteJWHHVdazy+e4TdWgR2zjONwHRsJyYlHpuh5xkv82VvNtLD+Imibxe12tuo7tZRTi+iYQ+yU7hp+TYtW02dQtIi9WccL7PNB2HEkF+h9Xy1IeUSvIa2gX1/uqFJQQQS/02EkOlFRw5oOzTFMvFg2MQhABBNbvtTzpLajOMGKBm1e9UVEtStrfgw3IgGCEwZxAsaRrHeAgt4AR95kwD5hwvI8E3qop1sjTWZn3pp45eSCpMUWy+uvG3ZMPWnisY/nwPhdON98Tmkcf/PNNzS4zhhzPCGBTzyTnFzysgUn0wcdxzk8PCyaMTbHfKj9dGJ/tM9Gj9irXKzT6wbgxFIP+wI4Log6YBq2g73Rbn0viP4cVhmCA1/O5G6XAXNXY4oE7tfdPbNoTaLnghddc8WKBAuxhh7U1FQFRHRjWFmUKO/RQHvQKLucwyxgkj/5qYX5CLaXXWPH6PO7wsfNaSTd4AH9mxOwo7m1rCdUZZYsf7PqTRT8TWzPYBGuC3vVkrV3G+zMHZbGkXGI8q6vdvObsQn6d7fZAfZpW0+wm6TKCmbRzDXqBuztVlNXDhB8fqHSIhWLir2X4VgwW65+ujCaOvhoq8/E83e3lXfv8LA3XmnPEzgWgnTE3vbUliN/tm0VbNNWJfTxlv3zhU7vYLi0qQ+gmhbcb7BDgeejH041P4wmRzT0QWf+CvJh5PjgH17Iv7sXmJwz8sUt+eeT7plfwx77xGihQId0hr624qYbV7rL3AACqCCGucQIrWAYod8l+1QmYsfF9TIPxsQwjtH6DkXJLlFWDKT8g5vAUtIj9Qr2CeXVTslsb/hI25Hao2x7poKwj1rXAvxCnkavQ5Xhzbp8sx57ScA9H4RtG9ih1vdV4jnwYDF/pABKKIkyrMO0nnXzsffoelXFU4CvSeFuNcoVMdq1Ji8wpw6K9udBL4gw4oEH266Sufdr4jjGtPxZGdyCcXwJRso5YRBnQnVEdhbEmrMMGJdIASQzOzmBZigLE8bELDCLPQs4HJnOX5c5qvN5NZh3cSNUlEjRl263BYPVGpQQTJ4yvk96MUZKeh55dzZa/1jj+O7du5vSdA4PD//jf/yPudPFplkraLQGne1KGoAIwZ+OK2KYuETDntDq1eIWYttG8KjpFDviHSv8oV3f0Kqpc5updVXermuDpXH3pUL960zsGORsikkmvHs1uwA1juNeGY6mKA/oh06kPpdpf2ta6fIJymd1vF1n10DOnZWmxTOQxQjmthzl54vFdL1IpGKf3YzTceUyaB2/AMDYBzusx/C6I4P87A1r4mHQt8c00Y4L/3za+Hy7byqpVtFUrItguKEgoiyl66vtSAIyZmxH98uIe96uepcNHEf1pkno852MweXP7yC7rXimnW3jD4/a2u9fy1/dCrdNtmd9uC8brd5bu84EBswi3FSNbcWYTvESVPkduOvMqs4r/2Ls2L378e7u7sRxdfa7Sv+5noRjWmowVj2eMfhsqi5DFD0crGIkKc/YYpoK/0HLh6+72jA+h+F+JWioQ0WL6QbbirQTRUs+/sGe7YUNrECxQs0N5Rn61FTctPIteYlbChDyfL8iu5oUqjDYqUBTg8uAiXGHCpDkBKDnyj1f7jqSF64T1Q6kErcKh2RFMFU+6RikhWKJ3rGiKATRwy9AWsuYZiUTE4IVwib6Hvy6VLKGkTShkltPkndJs0x0jTOpx+s9yAwHw6T3xA8SAhZznyHZNaVx3Gq1NqXdhKyQ2cbnfHvaNn9lOLTwH/acHjXtZ21DDBPCypsuowcNh1ce4M0LNrjP1DR2BGhW5GbFetfX3nQXw6lngLCKElj+LFEBjykT2zP9g2rRFc96QXnEoW0FNOm4oqKSgUpDCxQOE79wVopk7RhsAPyquzDk+lGjrykyE/wwC0IFKQ4Kim5P7VbSetK2D5MtHbNRBVe2Db9g0R5Pr9+eV36z36UP32uCi/PhfVUigeNUkZ4OFEDl5BEBmyYjJrtm7oitXDr9PMpk9Ys9m3cfvzsCViCPPCxIw77TNjfmX+Kv/uVQ/ngvuFVnL3p3W65bvSctE0hK3ui3nlz+qaKdqUabTKr1Cm61YOc7yOFvFmDHg2h4+XB/f79gYXWup0PrqHGcjOrkydIJauBsvJdIp2IrNQhbPgyXk915Ti3gzKieP8dH8H1POYTDCXTXDJqaX1cDVZ4Om2yYUmMoi2wP3LDngAsb2shgZJEX8tRgyj0N84zSSZAfaUH4jikFphJoUlDXaZh4kdrE2FPykOQFoOtKPU/punKAYM6NLbi4ZisrIVWxJhNcJh8z6uO+T96iecdBbCCdQI+8CzZTk0rYpRutPswkb5y4iQS3PdJWScskjTZZxsjzf9a5SyapAgl2yizMzHblzdM4znA7NryVh1B9cmx/fpCqiD0zOBkEXU8Wo4CwMnZQ9W9XHeUa7OyxPNjIwodvV90tzX/W0efX3wiBJIN5HP1srjGxqobuVe15LsVY10ZNk0ajyjrf+5yYyclA9sPVVSVEAZNczvahuyChjC25y0hJROmDzisLue37nPzFswu9APEB66fkwMiE0bu08LzT0MZLFxVdMpBtgQhwbxgofRHQ9cR2wpT9Ys9ijrSt4NipNlVv2/BVeb3awKc7lsytHr1qRUPBwpyscW4wQL/66VRuWeFn+wHTL5qm9Amwfr7QA6AVdJliiLO8xsK6uLVXBego0Dse4CkGzzv7+4BaalrYbJL+M1hHynFejprpjNepWP/8JZlMZOZgEpCfWTL+IQfrWrilew09NKRgBlnkG9HOukgWGbtJbQf2fW0Qzq7pIYWuGoNdTSMKxg01anUDN2rJbpytBAfjHpI9hOsHSrI8d6GFoe/q0DeVwJBR3YRNQ1YVUgqLhYmhG0LHBwNfbrtyP4KJs0fa9QVK8mcHYcvu1HnqIoxviTsOOUJjx8kswINZgoggbKL/xsC4fGa8zNMyW3Lik/ix4eaagK2ZH1xDRjxTMCOhmAgDjx8HJfob2OJ1mqmHyrHG8cXFxaa0mzAMr15n6IH6Ubdzs57yMz7Zdf54KAQrVtmuNhKm12X0qOnUteDa1FXuSF1Rw1/sLpJ6nJQw8IuQi0yYOJNrrMrwUb2nTGpoF/YUt9dPI3ewHMqjSBGvh/1e95LT4h0taL+tCpyP99mw6sRSi1HOgm1QtN2pDDQldZ9tR4oTxIGSF188224RDlnicr3r6Y2dAf3urum9sSLgOE/gWBixj7ZsJS0T5PrhzxdmAOWWLcuos1tbo1nmUdOucMo/R93g+XAVBI3lWMGsDM4UasxmdD7pR83ps/2Q6XlNU/pSdb85CX0wed9VJhm5AK669Mgnb38DExStecxcMF5NxI53d3cJtWeRoVeacbwmSDz1dGikOThv0qcMnYq1yV9SchNAybfw1bqu1HV10B06LXumu6UFFSWQp0FNsd+1U8U/INL9Al7bCts27HqyjQyaSIujbAWECvRQtB8rxH9i389Qoya6lxq3YWGwEMQ/oO8EAxdJEFpeOHCjZ8HTpZsPLuOvk0JXRn5Dx/cQVnW4ZRKYeJH560DMJnbDKCNL35Xbnjzw5BAV1ctUPbQYminzkYUwjoU87moGNxrzpY9kbr5M0uUlARGhGNMn01CdQI2FzdMsp5qjk7UNbJ7nEa5xQjdm/LR15sITvJikjQuCMOZNe66Ln8jDf0YohKqoqkqegGDH0xavsnF7ATKkKmbd8LVW9rpf3TItXRnXoQTQpzv2hirtbpztNzYyc+Ddune76hacYPvwdU+fqHq8QXZqq3tmUPA481OPvQDIlKNuqpDXF542gwqRpn9QHxhcCNBxUwTPaPZCUvHFaYjB8mVmALxZcSfmx+PT4tk+aNkrRbW4tHigfFq/SYiYy0DSOGB70ZlaBIN3ERTgMyxpfMLTC618BLU+3nAmoQMf7HqSF0qqNJ5qoxR5ViiBkBc43giQazXW0MJtg12Med6CAVzHyWXP9Pe4paO2Ffx8rg0dq3SzncvLysqZRP456cOOI//2ji+n+YSaAn+x7/980umCepnsWxNXYiY20Ut3hvkn2txuVYwdv3fdW7duEex4Ud/IrJiuVWRD5pFEz3OeWo10KpqsTsXmbuku9qOYg34ID/vaYX88gu0YfkUJFGm6VIhNU2oOFS0GAzccOBFwul/nwdm5wMeqLleHHgfvVqXAZTK2jm4ALlabOIhgYhl7d9hRbDnqwCuVyXDTTTgkq/QhSwrIJvvlCfWYQHKyLA9RrlgHmUbrZFlsuRZWtr8zKw0wyzLHPfKbSDoQeQrP8/DrJEOjoij0ushaj5YRagwIXhyxjP3hPzEUHuDni7shiDc+ET1xOO1cs5EaxxkFFY1EGz9JhED+4UT6+hZKB6LBjumfW4oYF1Y+Ha77HVbU8GHDrqpFN3rYV9719Uh8oHl1qmbgST+0jId1u6Iui3rshpIBgnLtpFRDIZPWQcXZ5hSobR++6mjM9vYIC4Zlv8iOSHlsfrzDSbS1gxpHN16turGekRZvMW7iDbVDiz6T0vuucAWuAJlisOOHTVbk93jAJhMvub/+EgMqPtsYzXPEr08G8u1aao22qVhByMbSZ5a62CcapgTezKHpkx12p8BRJ2gHjfWcPh412dUwz0c/nKqxWA2imcL4P4J3gRkUFSBVpcRNpyqamOODP7xVvj4IzPRorSnw81vyk+NeO6iBrDw8BcPjtM795QYDKvTt9Wj0xUuVU5X2BOwYoYMYOy45Uk0OmLLHknWDWRCEc41zkU5FWu6G6EqvzxMu73xmKeXUUk5HwVFTD3d0r64HKgynV7S4NHYqBS4vqHmBiEps+1LfgxeuagcSXcAjzntu755/GCxJpCjYJjI7ZLJOjtZ1MGZSyFQ3zqyLJFceGHIeIZFhJfoA5KCmaYJ0LGzadsjENQxqnJlvOTHP8yzLwo0wkvFVFNwCVVVNEjbSbPp1bZbYVZdQEHqe77qu57r4WUJK5BjF2a0j3jHAIasXP+bUqzMbqXGcwzi+CubAyqvzzv2dVDU+brpdR16r9LXXwfr++m50UiRwp+bdrBQRjbuu/LKr5VFuTRVCFCC4qcu5+Lm+Pa/cMN27dX+p1GNidUMCvRkDnmTS2jaCOzWXH7t+bht1jRXCCKE0lXeemR8vM9Yi1tBDTWIH0hXrJNZUj0FgF5IWz0DWB7tsw37V1WaQTqaZFOSFAWxONxk8b2tlLrXOHYrfHf+2r9+qekyKvPNBSAPH+EOxQMcCMkXgD5tKuF/xm/HKylFfPh5omwUff7pjM5xH1w9f9avr6Z7sGRnp+74/gbYPiyLyuZ8FUS8Y7Pj3b+Tf3A5q3BjwyQ3pTav7zq6jwgWe5WFbK7i4rqCuB66eFWPHhwAcFPKOp0g+xsUFayVpN8qMR2A7idqHNPWleJ2K9/21ZpaUFIAq3794HTAQ731pOzp5bSpo13DrWmDIgXylIyc/jLZSWYHU9xRcAnYgccWL5qwskJPubIba5MHE5Q3FQqpilb2bbyGZ9UvDdglwzKQdIwhPUn0iP56wzAGHD2wT8ZNYhwHFZGFIv8W0qNEeoEjPAf+mdVSICrAaGy3DfUlp8RD9iFklEP07VDQOfI8oU7huLE/hJ9ovxONGsbMUwEAKhqs1097NFdE4vkrjynu7uusMqhQRD7eHT7btb85MMV6s0rx1VQxuaMHDhoPjzNwOguDrrsJs+Xd8SIOJFV26X+2/HDQ2uo6OLe3c0e7VnT3Dzzunooaf7djfnxtTYcc9V6K1IzSl1DzBy/OTKQf7QLqMHtQG/Ed+aml9F94w2dr0wHQQamZ+vDy/HxsPG+HbsHxW7WipThuP+OOG/aRlTHRMi6oABZ/uBwy+hav+2NIL5vpi9T363Y93A4Zy+7Kj5DWDhYBclwhs8SnyGG1uWuB4hkX4aIuUBJp6sG/6NTWUqBRtDxrh3br/pqtsCny8Y/gNTmX+yal0WYtzxVnO8RF+q4oXoHNLGbEh4YgTGVOPYcISnkGwgs6yBCAvgEHZP72TP94Lb9XZr7i7LSvtzqt+FUnKKAYYPxbj1mf2XKY0CsLdRYonLCjAoEPxkhqylzhuMHZmR8QxPLYz1U6w47dhePPmTU3TMjUxJ04EycEw4D02aQVdbFKxDKsrDuqG8DGOZkleqMw2OWk+2jydioW30ryUesnrgYd/NHIwlkX26qpfVSPh4A2GS2LfHs+52J/p+3LbUTITDMxW2lOs0MwH+i+xP4qo9fKseDmB5yWEYUgn1SCk40SbInkXv0ik8JnhMTOvjKiIK2/Mzki+DSiKUqlEucGwU4EbFISpPRYUaxgSpHiUBy+MBVKgYRhkJYOIVCTrlKR1JYIVK3PAyFOiKH9Dym0gQOioa0hk9sPP4TgO0TOOhSnGuDB150OEOfLF4SxL1xupcZy1S+4Kjb+S/FNL++qmJ1H1WVHDOzXvbU8Vo8Z1NuwB36+72AkuOKdlK887sTZF2t711Q+3UpHbzQZ2PbsXQX2jywQ/6fO2fmop92tOnnKFDNGe4b3ypoBivenjC37xk/yO9YDAB7WuwoWxrzrKuRV1dCO9DNB3gmkjVT4/XtacCnaM4INm1H5UiX331FZW6eVja/tmnKlmbE09qOtBdw7BivvVvpZGN0ME4lU3VIzIlHnYOuxVdDnd/GC8QoOunvOKC+RtV2vspiRQNCVb4HjaB29owbYRNDXfyF8Aw932QcPbCPhYk9HjLVb24cVZYIFNWpk7HyQ7vGEGaAEBxxJeSnz/46ns+sH9rZBpUQdNxdSsJy0TSQp/Z+UcxVxa6+q7bckvZeKWlYUrizXCO87Djt+H4a1btzRVRQttVn5w+SghD6eA/BTtZYzXqThdJ52KtQoMh75cAN73lMNYZR4X+47hNVS/rgaqPHkXJ8mb54UQT/S4NfU8CR+xfGkQ5QCAvH+O3SpDCStKiCcvPClocihLUIFhXGNoKgEN7Lfg73ID2HOlgS91PNXJYEcIMibjy11BT+yKddIkikleJ/Qa8juJmxhyZXFnF9UtmlbSqDQtmhPjtkRQV0Q7iiOiMQqCkEijEKJxvG4RsYyVOITMlEVOnLHV+mCpm2fuB8a7k/ETkZx+rmu7rjd6JsTEuckVcPciCs4zdJyN1DjmGcdXzFygPztzP9xLVeedmntqKSKF/bW1bSMoTnBn+/B5R++62aDbua2c2/5OOnHTx/vSnw+dacmta2j4qYuVK6qTYtKJioMGsGMp4bLOCu0S3an0a1xw17Kld6OlIEY1wp5+zzKfH++g6pFM68lN7hj+R9tuQWy/vLkwE/VwkPb2wr6zlWqxH285/3RUmQosSG66Bro3G2z7f9bWZ4g2AadTIYHwo30W+//xXM8EgK6GF8unyGPszFJLPm+kRKGGDS3c0n38u3zEuxHw8cdbNvP8fSc4cddCpCIPP1X4paOBxAFd6DKgCvTiQuq74LMbLHbcNKVfqvZfj2UfGmCIysHMPrueqBZ9eyGQZDCZUTvVkAWWvwG8YJwstnh+AYys9hg7BiDCjine8VSi1ZFEZsDiamjJg/BEMWjCbSJ7SHkJ0FEDno6+xOtUHPZFBpSydYT/PB3Ip2CIC9TUYEv3mlqgSMANIqC270k+krA31XHlSR2Nvb4fRgvJdqBcOLmfSsBlM9LQGIHLEMjxaOwFUteN2MQdJ7qN8q1CGOByYwqpirXtkgwZmdY7JrWWgMg5G/MzJh3RTa5LN8/ZqUNaUaJzQppZJOYbqxOHIZIkRLc33yc/PoGMtdiUIesIlWHQr0S2gv4SSDkSaLTcgm84UpzADxJJU7gR4dj3PYKMx8+R2gZNMHRJjnjZemTaDOPkRmocc+V6BfvGuV9vDTrblRQI8sWu9afjihg4lmHrvBqhy+h+3dk2irQz3va0o4HqFz7EzxfGL/ct7KfSBz/Zdr89V+bfT62sgZIcUa74ICorf6oP3qy4N6tR8WJ//dxSO550PNAeNDx2/J70iPz6Hh6U9zRrz2Tvx/Hh0ws9OVNNF7/lTT2o8fnxGlqYJB8nd/fhdi4gfeEoAbqEGnxnVW/ULZVqPDiaethwnnf08rVG9HBl4DGLbdFAasnn9mLi6l2tj92KVJn7MFb4ZcmDV4n7wKfIo2febmpjTPbYVdeCCC82QgXOrv6zzvDx3ZpbUdki+rGlX7qCfHEoJXO7tkPfhiDSuxl9LCUxseqG15c6r6Xf3vXlNE9PU+CXN4IfTnoWqqKsrrZ65LS4CuZkCm/CYDKBgIPfMmGUNLJvgzdQvtsI0nDPWLNib2+vXq/Pli0t3svJOHWXHNYmN0jFKYQ6lDqr/GpHpFOxtWE6FesDV/FDRMeBHUfLqUGU98F5Rl0viH5i2bSJ4bqo16kredNGzuveEwElapxUWUI65rVleU97raZ7YaucZxnNCtKQRnRaKfkz0fYNR0ZQ4xhlHssZE0Xj+IMBuXDexqA8pZRlDmvkTiAF/o7vMOEaO47jxtnwiOxGlCaV2lBL9SB8RCLJJ/FDzzBMXgWN46s6YDxtm78yHDpqUiT0qGk/axti1Fi4Schdzxs7qPq3q46S72R2XflZWy9JRf/u3Ph6b0CPFAsROzaA1TRTt+j4l+O0+SH4ua3/Wg8KqNmM7ZteghEblfBGxUeReCtb4lKWOh7txzATCVkt16F3v5GREO+7s7GcSDR1pe+2uDbzvjEzP14SBX2648D8wfLcluch600UZ8xbm0VQftWWH++kyna/4h9ZaoEm9ZbuP2y6idoG0cO13YARUghQlHhw2lA/k/+lAO/xnsKc9t3Z1R+K+RR5NIrBliGRq4OooUfk4khWUkMLdLDWED7WZHS7xq7HPD0NPFBdq/CMb+rxQlHqnC/vqH99a7VcM+2yXlZkEKXL+8Mb5Ve3Q0bQX1PgV7fgt+97PVDnwaD1jJPnhJzKfHx5JWAAm/5TlQJmi8xWWqPfVGBFl6ap6iF2fBLffL1WQ9M84HAW5nFiuGrKYf48iEY/2f5Dyck30qlIr6OcCZ2KBY2NZd5drkRvCYVrYYXDiJCq2JiuRw/mZFM9CZqIgRHthkbKGIkABkEWveb6NCEm2QOvJpGwaIlqNrYRXjw0IqKtKIqm6YqiEmXtmKHsJzrCBQPyanNLjJ+R7jUjnnWEGhOmcUQ29jwCl8fr1TBJpgfSiZeSYsEWr7hPnVx68zSOr7xUxfAxofrk2P78INUl9szgZBB0PVkMH4s1XVq7XqDL6GHTjrd1ZxuO/F92tFNrCkKlG8CnbX3hYsd36h4AqTZ5Yq2iidYl25TdujFUyJptb9odDvfBXc6Q2WKvKMHAm7yBBVKmSOiTrYyEeH890ZisYswJA18unjIzjc+Pl7hTu2bQ1HMbkh/i+HN2/fTyDnrmXHPmmvt2t2Gk6u7jLfufTzJ2V9TjzJC8MK4MUZWDKgZu8LjeWUhLM6OcYanrd1zZvQbCQbjKmBR5tN2re2+6KmkBuGoIuRj/pngiZb/IcsPTAex6Si8wdGTdrXu7texesFbw8S/2LOZI2wrO/HWUNma2eeKK44VrCHZ87hpDsOuykQAnAP/1lfS7e4HJjU9f3JJfnncPnfpGBJCz7WrMOn9qzGs5sK+06KqOsGP84hTCaP8kp3dcsEkZjIQMuUhhif2oQGQzJyUjQGl94xnaaYZOxUDoVEzRiTYi2hUo2KzlNqNfKuwSe2XCFaWX0BKRCob1eSnZCIStoTdV3AwYTm6SBM/zPCJnMSIaq8QgjJYo8AnrNnIQt4HcD62dOPJwcMfBz+QT1JgA4uMTUIaCYgwZS4qixKBx1M/wJ6adbTZS45jb6XBlu0cP1I+6nZv1VPz8ya7zx0MhWLF0c4LLROfv1r3b1SIS9KmlvOrq/vSh0cLFjg1g7VZTZRUgkjFsudZQ3E92AwqwxgNB7l54PFvAHAeTSakx1eBT7BU9qnZ4qvjz9phLS07b4YQ1QiQxRD+aBpsXuBbkxysQqQCxTsU8ocv8Qc6bnvm5kVrM0GR0r+697qrJ9RtacL+eoQlQYHVdWpJ8N76j78/0PFfminm3fIq8xHYNz0dSXfUbepQOiNlXWMY6Duo6csvTaYK5A82nPfNNd93h44+2bCW9V8D1w58vzI3I744nguNBtMGCOR5jx/a5k8mmnygFv4wQE/z+jfzFjWCP43A/2JHlVvedVQFUujx+7FofMjLZJzjVJ0zoJKxv/I8CA0Zsah1g3wXV80jv+L1069YtHM5NV1IhO/uHK6/cgvmCMI6pvdXDflR+RSFTp+J6sGiWWzuZeNYC3ZupnAEBGc9TyTMXu7AVDfKj3GLMpJwIViS1lmDHIH/thxeIE4su12Ek5yFUQGmbEMHfKEYYZX7DR1zXJWxckjpvhJzKhNUeOwsw5h0jGiFYH8UznmiPuwvhGg+FjeOnAyOll4h2zHWWCPAdWvRi5gfcSI1jFji+0p3kdb+6ZVq6AimXH326Y/9wLgQrlmsXzuUAxxU1/KBu1/KRECeAz9q5SfDKWKbY8bbqHHuzwGw83fhNdxUsGCOSTSxbCFsm/LUxyHyrpDizLiPkogI/hl4hx3agd2tccbZs6YhLZaPJbF27QCvAQfLGej4/3t/ctsNI5wjAwmHycKBOm2hCBbh7oKri6fHNn9qKC2dfzer5ynHfu1FNNchbVffMlgee1NCCu3WvpgbrMzgcZ9H8ryp2XJAiT1fA/bozQ9Dbc6I203a1AlWWNYePG1rI684/b8EAqpdeZZlLYXWaNh5XVdeVmlpUiYxF2PEbe8g7vkQQYIyXgm+P5Y/3woMamy7v7rZcN6wnLZPGjmdAGRblS2ow22/AQyX3balUhLcb0rbf21zYd1HtNsmVd/v2bYXSlJ9MMuKA47WZMKIIDgdycVAHM1dfhE7FygLGFXyQ9xJX843X3ODc5S9s1VVGRTejbGYBvaeeoF0E7+O3dFzh5CLCpho2aRwZNyHHiaISwzBIiyJQcsQei4nGuq4TOWMwWrFIwvYc33mRg/xCnjTmGoeEa0yw4/jppMTBGDkZqZKJcwBGDOuYdCxPxZmj7SpoHANwlQeLEMg/nEhf30LpkDXYMf1zS2xSu1KmSOBWxblVy03shkOP933tbW8BwAQvdlzXwbE39XUui26MrTbdl6A5s/clS+UgveaZSno6soY8uF1ngTbHBz+2jDjHeqo7b+lshDtbWi0+Px4s8dS2DwrUhKOLoECHHtngvGUiHLtSetbDF3cBGrjdF2dBJzAlZZblhzd9c9voqenb/XzXtj24WJ3cBYzJCLxoa5mL0ld1Jx2fIm82Zse5LV84Cv4pv1ViWvgYDz4rqAD85J/s2MzBo07QDqYWqSgg8fIKIZqMeJ2Wuppxmi7PxUX88q763155dqCO7nGFHRClX8BhPrEfT6WWBT7bZ7FjPBz9QrJ+OFd9aOR52/QnVOCMF+IhGI7cCFahF2UfSY/PqgxqWePZtDK+E9c48dUqOrhWhkjSF4YnOMKOjxXl4OCAlp+aIE3LkW/DYEm3Pa0g4Djei1l0JF4FcY6aKbjwQqdiNZH5Gl5K2Aw2m3KdsGUbzNjxOcZ2kkRetPzgSIw1lSWP7mVCwuJ6th/SWmhIkChO9Pt9ImGMm43rerHAMW4hkqoqWmxkTZrkyoubUCRFSKBj0rKKR++VNTYaWCBPSiDj+IlCd2SEYR15FxGzdChwQfOUwUjuOXp4XcVnxox+9pzyU9vmaRxfK8ZxHDlXXp137u+kAo/HTbfryF4oxsorYg0teNh0dDm3Ofc8+elF2SR4E80NYAigPHfvuSy68VLN8qKhuaqnnutFC0raBAeFjO8G9B5ECfFSp4UI/vXUoGe7vIuc9YIyp2V+O5Mfr4ydWql1CJpKbGqR2oM2RlmKHPGKJn1+S/J873178KaNgNag+WITzQ/B2576QTO1aoLnwIq6dhPU645S0Ax4EsQVCCDf9jSSIm8GMYogBC1HwT9dV/ZnBTPLw8f3G364/PLmWfyuH77qV6ddxcb3/Oubg8wLXrrdqgbPO+olLMzHMDUavaSpxyd9yfWlLw98OU29rOjSl/t+2+7QnXJ6bBdebRbCov1wEKaLi9FKsn1opXPk8ivKeDzZM72HDYepBoIdHwLAYMeF98MOLmg9ajOO9xCd/6AgasmbL4ROhTBhkxzgywF3hM0M46AMYfowkRdgeMcEO06AQgbzEtjxNW9L44hjxDiuVqtx7jgf/05EjUkqPEbsYgQZh1N5gKvRQCM86MjdColSc0ShDmLzvGGiPzBcg5fiM8cs40QRC4zWqmVFVlVl2kVrNvzZRI1jhnF8HZZ139vVXWdAZ3/CjfyTbfubM1OMGptuigTuVa39akESPPCsbbTstcuIWAPdy6IbL9X6nvLzhaYA34R204imnOOBLOvVPJc08WzihHjgUX3AMGfxGPXdmRqjZmwWdfy7NscOe+ZOmPx4Zcz33F3FyaMST2t4Srq/q93fBced3puW33I106zgiYrMZ8WfPbb0PdMvSST3AqTmsKmjcp7fg0Skb7L33POk930VXAM+ES5BWULbRrCt+1U1hNJwebrkx20fXjhy11MWOHCVgY/h3HsLZrMnp9JsGwVkuKYNSVVgujkkCZ5X0fhIqYxA4wQ8hm0H/eGt8ts7gSyxd7tXE0mDy8daC4B955mzkumPrFzOgB0zGGsG4xitQzlHQAeXq4fqU9x+7czrGGjA6VSoohnP6TJd1iResOosKmgej6VMIQu79CGRec0kyhttxg8T6nESYTHvgrRUoMCOr1UrYkZyEoCTg6M0d9E7vh8xseIceJqmRahxODKa1R5zeAM6MeMMA/jyJgvs3cTaFIEXG8GLY+IxgrEeOBi5VZRWOH46gBDVuYYeSKLSgUau9dRJmzdP4zi8fuvsUJJ/amlf3fQkqrIqanin5i1EuEAYCL3ygrkLtG0j+KBuqflQx9FAedvT/fVr8jXQ/fyADecukW7sBmDgwS1jAZ53Ld4h7gOli2pda/IYmkxXePi+rbdNbq/8q47a4zSpk3AxHQ+CC3uW8IO8PrIrd4E71cN+sLMUnt2Nhop/PB/9eHh+2MLzjFmpVCZyx150zV/sTijxnhvh47ca2ffcd4JvzusLicT21O6H+wqDRHxzMt1+8g0KBQkRrqEFW0bQUANDQRKNaZZ7DtwHO658aqvF+ifzWBn4eMX24iywQANcLXvfkS6vJcYKFSnK6Jh47PjgH17Kv7sbmNfV98GDSsDAvm4K5XeCZcG+y4gAi7Hjlqbt7e/n8HApyDVkNb7QysWgmVCWtiSWAyBJkl6+P6CHWz7toOLLvROe/yajHqIQlm1CqmKDugCdB48fOek4ixepSP4UqPF1a0K08nXSSNKtCxIesTQ0OZaKCummtf4tJ+YaR4rGnueRLH++70f3T/ADKNHCiRRPHyRPNsSIYxR59LBD4HiGZ99IjWP2Ga7HFOwC/dmZ++Feqo7v1NxTS1mUfMF1ttrK5QV1Gd2tWrsVlAfbWR540TXmSYK3xOLKQo1XTDeOBy46lILvevqWkYJdB07Yx91DmoCNNk2Jxu6NSeh3ZkI8PCntyN39GvtF5xZ83y9K8sNsUQ/QZH83uQCk/jaAjf9+exHc2VpRm4mWN4FUQJlUFfjF3eoXALw9d35837aRXqlWTTOXFD3wpH850m6b/f1GRlRM5Cz6A4dve4m1BjNmiWUqV4MugxqDKKukVvAR/vj6W0wrBtu6t20ENTWUJTTb3Q88eGIpF47qhtJqAuP1gY/xCHPilhWp6Dpgt7bWTcIL0FEneNWWPaTGaC03Q6HVKDrAkVAF/cXjMe/3b+SvDsJtc7P8v0h4bzh/+R5Mz569EfjLs30P++o03wHXeSDKHByKseNTAPb294sHFn5KCJdel7nbaHjsI1YVpKS1p7EbaqeWdkpsX/j8i2x+ec7AAucyPrWXsEX3R1EGG1FNMBOzo18kiq5Mojwm00yiWSFK9boN4AVJERNKLQFPSVIBqr2BaJsfHK46EG5yooWSrFusz/OOUOMIMnYcB78gOhXERZak8eOT/kK5f6mCIY812sg3FEGebeTcSI3jayhVMUSg/Hpr0NmupILkL3atPx1XxGiyWXaz4t6peUoO/IUAfNVR1pYilIkaY3veXukNI44D2XEh0fEZd5lB+MaazAR8COybtdTVfnfbZgYWL4RHPelwoDJjTuLQVCXrg232lnD8/2PLKHChVCnkPiKP4sqMoc2EDn5AXfJx4yEyxGmJCbA84nwYUwD7nkRwjZajuvGSVUUJ79Tcpu5L+fPPnR0d//Sd4Mf3ndfvzhTNaDQampbRYBykPrmofPv29PPb5o2mRiELyquuZoS9AtQYW9tOeZbTBpOJb/p4y2OwiLYjtWwl8xE3CCyeQCue0lq2TPLdBehysKpLh49dP/yxpZcXqRiEuEkHa9gwcA3i2jyzpLMBDIlq2ihpCKCy460ENEaUN5tIVtDvDm/hL4fSx7vercZimWVjbJc2yagBOeO4snMn42TdVPfuFX/NxT/979BqJ3/2XPj92TXKjsdsTwalseN0EAjz4oJoyr7sfpbgxiMlK4nmGhPC3EQRfANYD3bZhve6qwFhG9LChV2KCcbxOneNvEGPIWTgUT3ZV0/75wwfWWDH18QyOTr0QgLdTsBI2Jd2WpMjDPV4JFKxXohi/FCR8gZJgjfmGhPnaBJ7iSZlR2zjBc1IV0Hj+FqlM3naNn9lOHRmGEVCj5r2s7YhxpRFtjG0rFaly+h+bbCdL0TbceXnbX1tWeR5qPHxQDm3lUutsug3LjdDGQ+gOxXpjTX5sxeuejOt8CBxmXVkGT1ohveb/oWtPG8rbkAveAIF+o+32IR4PoLfnhqZk0Eysu+abHQbQiniDuOIUfJkmIcOL9cnxncYAMkPgBNKF7aEHzancqOiHvjSTxfRYx5UvBsVjy5/xqq6/KsPar+4i960nB/fHx27oFKpNhpsGr0YUN77/cuLvTp6dMPEM9SJFaVWy2t7tFnIKOlHZoLL5M89tds0WZGKJy1zQyPBIa3Y8HditeKZacW8PTnXkn1PCRlk9U58Ah83Na++QvCt64CWp3tgiq/sBcZfD/t11a/rEEqQb5M83CBLywXE8ZjZcpQLRxl5z8T5HiaXBiN3E64mETEaAcPUpgpE58sDIzA5PvnHU3Wv6qm04DGU5MYu3aWV3bvjkRoMnyzBdpP9IkRCMco8shIxNOj0pkKgrmpsTMv9F2PHHV3HkwUvkTl8zdXaJRZYgmuEIYljAYGOKVVBMCL+oIIqxp/4eMdnpvuuJ5PeKmxRLTAPm5jqI0uiKgsrO3MU1pGwtRrw89Is08dpLVpml2eid0xP1qLGr0njARzjmG4tBAIGMVQYaQDHSHGiXDwSzk4mZYnCjvHJkKGF8TP7Ksf2SJQsSojnE7oxQY2HuswIMrdEK2JRxxBhUtMWn0ZQCDRDp9lIjWMu1L9G3SaE6pNj+/ODVJXtmcHJIMDepBhWluWDLAi+Oag49xp+3gl+CJ939DVMgpdYAWr8onPJbCkCHLcdyVDGUGxFlz5qRvF5zwFnjuoiPTMUx2VekGyNqcRtw8c/diAd9qSjgRYnxIMPq31VZkvmybk2UZza5GDWXx0kLURaWdGFAPZdyQ6g5YFzW/HCKb46Kcb3fQX/EO31LT2QcopTVeDDfQP/HHe8Fyf289evdV2v1WqVSiVBkDVNu3HjBohUj+Ou4ftbcufzWxO6Rt8JfDBvvtBMkYqn7bLNex1QnsXSigtMRl4ItaQZXApqnJgDzWMP/6z75GKBKu5ly7vPvFrIc4JH7/Lnp5yrsU7EpTuMadrzYTu4t0ONVyisfvl/34AQKAwWXsVM5a6zb5+5L6QYO+7gFx98Xk9jx1S1B+vzaCCVpoZwjWepiwOtY6hK+uLwh+vETF8BErEmFxG22CoQlbLOlVUwPTHYMY+LQSrDF6AS5W3K3Cds4YMtQ0Wnz5GjwByOQGQ58TgYlkZaoWKJjYdWk5joxeGbxsEvIRrHlIZkN14Ee4/kJljlzNEXJa5IiLsLLgf8Q7z6RGJzRsRgEzWOWamKa9ZteqB+1O3crKcwlE92nT8eCsGK9TVD8h42nbqe21FPBvLrnuGvcd7HS0eNy0ByZ5Z6s5oKIHercvwbPADhH9/5PlAyL3LUCe5uT8HiMeTwg2b4oOm3HXVgO2k6cGQv2mrXmQy/FvBzlx3cvuxEirQtW8kCkqbTAaRt4Ek/tXQZoj3Tu10LNDn3UiSB3q8e1H48HDw/vjg7O6tWq5XYsFOIZ0p7aNbdLeXzDydLjkwlcJzXkDJEKly5VZpNf2mJ2iNqKto2gu2YVqxKs9+GH6ALK7wYhH1fsUJNUobQcE0LP99JEfg1ObRRNt+Kbyd8yVxtKuVlWYHuavlPJbsARy5ossceLbsdw2T76dh9R8N7YZQy4tenA3hvJ3UN6/m/mA+/TrvmKGlxfDGsQ5DZsqXyFXo1ukzeUxRgx5G0B4cdQ4pIfrlFRGMcyQ2k1Y2nKIoKHPA+yU8XGgICE1l6I1zPWV5Y/rzBsfWFVMXa9zhGs5j3DGklgYR9TBiXiqLQGscM+7jAKZ3qHGHr3IpI4yFsYqJqwrSlWLg4kgn2fRzWhaqq4lOCIEzcR2pBgqSOmxCzzH/bo5wH7K1m4sj4oVzHwz9hpAYIJaLXjHK9cFraOHF9I5xXgWpkBP0IKa8KzvYUm6dxzN3wtev2r/vVLdPSlfGDSwB9umP/cC4EK9bOFAkcGIPbjfwkeL70tK0PvLX2ci4LNW5oAT0oajDUFSTD6KemKPxQy8sc03ZgWm+seuZbh5Z5o+5oynS1gL9nS/e2dPZTJ5Z82C8FNWrS4tcKgkigNFJ4tAM8R6K2Ey0z3q0HGjViOIFEEi7R+VjnDJzoidBHUUIn/NPQw1tVf9vIpYMNE+jdrR53CAnTx9WIZ9VocTXCinEx1m9k5cq7sKUtI1V6bXveuSBTpOKHM32dfUtTQY+3HEMO56EV9+zgwkIdB9qh6gJ9GHRJIAm+cOX2XLad6zCwUapVCC984yNwSKfwYlaS4CokKyi/Pf8tasz3dNf36KE7OHsLYuCYHq5Ew9wU9x63wFNLxb8/qNtM5RPsWP34l4auo/RHGMbxsgeiTIYjT5RLwlp6ziwz1cog+GQvZFp8IikjTJgw2iRJMI433d/ImAsIWEyGUPw7wPEMxTuOQEFqvOWRuJm/WtiaNxg+hR2fLo9QiuNGEsQp5RKXMjUXj1oO0W2Aq3+KzIWTYeMPIsax7wcx1zjqBCTzSKZDS3ONaRea9B1FVbCN9LJI2sAZiTsbqXF8naUqhlgGkH84kb6+lXryhhbsmP65JdzKBTSqRVlN8R82bFODOV8K3vTU9/11z3NSjBrD3Cg/DftG/ETEEGzr6vgEIy31IEP025v94uErNdSOXjAyx6mvMySQI3nsA+Wbk3BHc2s5MPhe6dRb0UpASysTHoNEvnN6CyKm5xgdvogx07cdiWnPZHG+rjjadqp4zyx54e0/8yIdR+o4mi6j/Upwq+rJ+ch8JjqcZ7jtDcdCuuTRXCtnGnAyRCoutEx0YE1sywg+3rJn+GBEKx4EFzboe3JMK66OelWRQgp2z+kUiKqMQAiEXaWwjXaj6ROHYzxax5X6o05KrSK0e3nCKYIpuA5NbiL5nWDH+HUmdtx6Ku9+9LWqqvRHKB7NEj26MpNgYgmraAa7V+2p6WSMeMb/OcolIFqwMGEZ44oogisZmPu+r8RG5o4gtihCjI0MsIRrnKTRQ/m7T5jt/JnnT+syCbv0RsLkS6QTKiYuR0E+xpVxz2mVYaZ9Mrn+SKsOwiARbqZPy7zVUTbrVMZIKRKpkHH3iXFjhfgkcz7oRmocX3OpCmIOrLw679zfSaE/j5tu15G9UIxrU1tt0eCtIoFbRu9WI3cvQM+Tf2yttTbFsGTSqPF4UENgvxLcqAxClLDRkDRX05vrw+pIEuHZhf7ZrpU5rEWCEvkLZC7SDh0NONmOwtO2v6Xad5uoqhchyLg0vj2dgoL9qqt+su0UXA0B6AXADaNUdV1PwnPBu64UzyNhOZn+aJbYNUNafgF/5nVXXWWA7QTwTVfBP7jN7JtBQ59Lj/J4oDxva1/vpxYBZhY4TtZdH2+zaYjajnS5KR8n2q2KU/7knh20BmHXlexQc4EqkaxrFK242DmLG6RE85qjFRovA/QRE8oV9dDX9L5O+6xahfPyr8YHX1Ezy3rdujfoXGuMJ40d5+UpzcOO9dOfzwDY+fCrOI3q+APrACTR4StFN57OGlLvRp2dd56cm0IhQZiwvI7HHBBSFVeiVscKFQn8R+NoUixGQKjHNIhMe60TkUGKqikG2A3zIhgJbBKA0O2BpL8Dk1YUwKqk8xLgOFORmW6KJC1eEAYF3Oo8H32k44y7RyTqEqlU4B9Fpv2RmYO1q6BxfG1XGt/b1V1nUKW2yUOAPtm2vzkzxZgyrZVJjFbe6rL94Y6fd80gBE/bxoWzjknwdBnpctS/Gnr0u6b4jbQOw3gRL/HP1qP/BaNRoePCny70uzVfU5DEYdkGsG0wHS91pKUvt/zqxTnUkbVnepmCyPjMb0/NkosBZNS+sOUfWsaDuos7rxtK+ClIlsujgZY5gRGN/+FOWDROVgVTU0ckh5TMURKUbqQl0Z1giS518ex7MpDxT1VDB1V/xwjk6dUVXneVdz0VX19P88qnEjjmKyNbpGLtxX/MQlibViu2kU7UiqN2I5VKvMj707ht02ouhlKq7wgoeZ0Ds7wOS/nZkYs+HmPWjXSMQMdn1Sr80zdgDByvnU6F1+9c5yZXslkWY8fnAOx9/MsknypEIZryWxb+FAnMAUZ7fWYY+mTkfbTHHjy1lJ4ngDBhwvJ8lVzvRdimzxdkXJVlmV4MIAfJGBtr10rJ2JunVpEJEDOw3cwTRwGhVVTiwmfeAnVs3BLIbqRE4SRxJ5JFiLyKu6y0K3y6yCAIvNjCEbRBa2Fltq7Ru8l4GCVXUBRZ1ZToR1VkWSEdKAGsZ5b433iN42u7QgQl+aeW9tVNj947XFHDOzXvbU8V48tccV0wY7NSoH+3Yt2oS3mx9fFAfdPT1pBovFuTd2v9za2yNgXEn1vy+UiK4W9vp3ipphLY/uyDO4jI/uZb23z/PnxQG8QVTUV3ttr3pvYSOo78jTtFZks69U6uTshoOwv+vypbtLoxoHQqFi68QG+3Kbhy34VPXfWlpO6Z3kHVN0qTep9eaCcDea8SVFTEFPTMAsf4PjXoThSp2BTLpBVDGUrzVSupTS+UDDBmi5sq5D0eQTre0NisMMiBw19oTVfqebWKzaqCNd/ZcIl+/kmkSmRkYsctSdr9+JeyLBNo4XLDdYZrnNi0M+yjpiVLqYVeL4TP2rpoEsKEFXQ/5oBgHF8Zi8gysTxFIm083AAXjjE1Rp0AZIne0jNLeSnkqWYrYSszft9S0jxo4DjJpkg4vNiSP5nrrMxnoFsgzFKOIBh3rG7shyjkQyoePaffTJ46LoqYaqwoMS9fSvyUeSI1oXG82eYC/dmZ++Fequ7v1NxTS3ECEbrPUbDhLHTgbaX/wTZSc2RccY38cG6uT71sbvvoO0HfDraqCk0x88LsYg9RihNdVcPWTMBxshQ5nJ0kVVdYx/Vpa8YFG8aJKfZCYjYx4QCS1zGHlEq0CoeXGs5JO1FiOoX+LqJTQYslZU6cczpDE5/FD8cJ9PYrgR7lCYSKHCrxowUIBtHaMML1KkuRtC4++mjLfbyVfbV5BI4fb3klRSrWzkGkauy8571uBY66O5rex480rWOUd6blwzoFp1fi7Qg0jyNfe0vYJnnkxJtNWs1wUwOCiIw369cFTgesWoX94i9ptYr1djmuvcOWSQcjQ0oedqwc/3gGwd7Hv4rjQFbjuCAgXMaIFI4siVRn+KJtubtdYZ3PJy2xiVCYsOLRo6wPI2zjjCgdRxvkY5FWMrQm4y0dyxDecXEgw/xJny881Y1oDHSN07EzaRsJcEwo6qS14NcENcYNKaVwRQ0Xq6G8JDfMA8eJ00KAY3LDfNI8WnODvm3a4SG6xopKgGOVdBzixNPL27M98lXQOL7mmvjnfr016DC+5he71p+OK2KIWZkpyHvQsHer2URj3Elfd/XDwXpRiuAlxf8E9qWPHHdSOqkDfIKT6uPngxCPfbIi4zEQD4iaptu2/d8/LtXz3XSuvIL8eNONm8CPFJMps3yJd1tX7oggAiZDivPE61RkZoTPi+Qn7sDK3OQ+1U3HCfSGpafL6G7dr6qhGXGKw/SjFTWq2QSOsU0UqVjrKZJigO7UVNuHb+zJLstsvg7+zTRybFKIe5hKnyMCts0MvMd7BUa+bAwVZ/Q/uIYbvTqe4fpugVqFsHUOBQv2C5PXudjx0Y+nAO59/EuWQkJdZBmDEjM5MlqcDKeptBvpPt5jB9h3fXXgiRFVmLBS89dmuG3CpnQ+CexDeMcJk5QcGbN5RixLRkM2z/ulTxPlvCmNgcdJ+WpNRCqSMxVFIYxj8jqZnRnC72oaAw37MtuSaDLy8OCUt0MYY0OFisgUAqDHj7mYp9tIjWPBOGbsadv8leHIFK9SkdCjpv2sbYiBZgW2p/Ye7UKQoxra96QnLXPdtCk0GS3QrQoR+OlomKSr74SWl+qTZ72ymdDIClsMDWuGYeDfZN2susuGapZlqWn5BT/MHghw0EUDx8X58cq4p2RC2pY7TI2/aGvTXmri4JY9AEb/pYUqEoiHsAOHsHE0V+xqAxpMAWmdCn4aAzkZA0o+yJzTki6jX920Z/jgzALHE0Uqrnb4kcfFy1sM6PssG06TAgupxUhQyalc2Dq0B5KaGdLSFJFo+igB6gye7KqsQK2CPM76NLfQc5fqIW/cqFWMHRM7tVQ8sz2opxZ+8WfUoycXsgwLaWXLKxNaPxH/ppGLaa/04ZYtwfQqry+96WpiXBImbGI/LONgC9u4eYFmmOLwkIgdE0uW63zfT5SOCUxGy83zJE2QIxFQ8pamiumEraadMBVNp55LgGPHcaLsOLqeWXGriUfywG6aEZssgUQMehiLVYDcqJwN5CGQ5Bg4VlVd1xLUmC6YOVvsRmocM4xjEXqGUH1ybH9+kGoBe2ZwMghIoi1hSzIVOI+aLsM8HdcLAs87RoLTrZU9qDsTzzluR8FtP+b/VqpVJ84p5waSE8DHtc5uTab6IGyD0T5hHajpYfmgtoonGvjZ5dxxpR0zNWLMkB+PjjzJ7/0qW9cdF9LTzwS5ifk9DLJ7nGDEqZsjh6JfTXnwyQ02t+GbngYKM0LMs29rHtHkihp+uuPM9tlDy5xt+s8QqXBlIlJxDb3AvKJLjncdtkxUGFhiDr5SlT5MhRdJVQx71DhX82jkWcfnOO1nqFXoD74csafXyFsMuucixMybYQta6YmFAxbjgwa7uAjffReqjB8Gp7r+nCEJQY1pltO08+Ce0m2YMhPa/CBEKoQJK+V5LsHHFrYWNTuOR+hBlUgQ0O8mGz7oMIQk0As5BfypCDHMJJKH/YnKWlljAFlrw7TIA2kh5EikyasMObLkXVmWAZeS51JSedMtKrkBsmMp0ppQgsD3xo4rpUlJwxGARo0lKMswFqmQibQxXTzkUsxnp7WN1DgWwDFvPVA/6nZupvekf7Lr/PFQCFaUMlObugupwPnVgZ9JNMb989xWnq4x43vLSLGA+07w/Ng+iSUjYqQ49e7e3l5drW5ozR721Q+aKVXjXcN9N5CRNIseMXE49LBL1F0TOxnIKdxl2atxQ3A4TpsaD+SU9zx0ihpS//MDtnE6gVQ8HxdIHhdPfnM+UEUNv9hz5Wl6oeuHHRvZHjq0TB/MogOTLVJxpl9PFzCzEnlBLkY0XFcQcKeGgYStv4OexFZo5LGOhph187kgub2Op7u+x6hV6A++nDya4RNGis6X1PWuKRAw7aCBT4iwY6A/bLBLjJJnsY1i+YMSk6udxHt0OoSS19GA82iPXfl+1dGcQAxFwoSVGkR5dEMUytXwQ4bOebw4R9dvkgwNjIBj/DvZ8JEs4xHokOEdT4xcBLN4zf0HwBGNCSjs+77ruoACjkkjIQ2DTpFXsDawsvvPhAsIRVrTNNyifQ8/VJhOY5ShsEF+S/FGY/KwykijYtQzEAAsP2w2sGIjNY4nzRfX1F73q1uGpavj2pQA+nzX/u5MCFZMtoo2nZOhQP8Xe15mdOKG8Mdzc+Cvr9dyUHGZ+37VQke2aYfQtm3f51Djen3dHqGuTzFqMVDXvR31ZsP79tC2QHVa55KM19uaD0AqzHvbU8s4HAuZdUYr7YwaKaAXEeuwx6PG0SjRVfnZkQFWytw/P/mBdKbXaZ9r3/RlmPsp1w8v+r7tA9uHfS/KTNjzo9XY8q5eRqw+SaQCzEe+3ozJc0q/OXLOEJSomtJlxGSoELPJhvvlw2rE3QzCOPNMjGyitDDOejqBGWoVaPhIBU3dPnzmvvwGn2Y++qWyd2/1tx9ep0wdxRqFBWFbMr+cWiqe0It3TcVrAXAGbHqqkZNcKhGpSLCMqeYLCMKPtl2GgoAdyKOBKoYjYcJmwwGEK3IlvBGYjLF0HjySLk8aGT5I0EByTkJGpkdjxNkMfrJoVOvZSBLgmODCnhdx4DRNoyuO6F7iZkNOwO9mxnerZxzzX03CfFVVcYvGtxy36xg7Jl4HSBGlGXBAiSFj/BP3CzDSphijxgxLbBZ/dRM1jlnGsQCOh7GH/ORU+upWqjhqavDbm/2BL7/pqW1HyFaU78xF7/7/2fvTJ8eRLE8QVMV98Kbdh9/u4R5XVmZWZWV1rUhVV7VMifTMiuyfubLf9suK9MzOdEv3dldWZVdmZEZkRrhH+G3mdtCMJ4hbgVVASRgugqAZaUaa4aUngwYqFAqFQt97P336ewwFnlR0Ni088lDhwhjicsqGZMeOKG6pXKYJQIwnVk3TdF3H8w4+kpqB9MaFoeJPKINFOpYfz9MoDPz5HnOmDF+2KJqfIZjaM0Mce7cWeZV0G+JLzFTJVe6drCKGjCoYQnz8tx4MUlHjU5UhJAxJjQUmLH7mMZjCuVwvjR3LbEr5f32rQYpRHZ6mWYYZPyb/zpgrZ5pMIakw6HD/JB/ZqsDH2UmlZzJlkn/iFy1Mmi0whZ92S4zvqLdGInp8yBj/37lwzZfuJQg1KIWt4v0fxYc/yzjbbn/SXv3rSA/++b8Lj37O7TwtxsOinaVs7HiSignOPfVB1Qzs2E3zrC43H2ZMkoGzStCKZBBTHlW4wSkynyCpaBckFYUUklcoqkiOd2stk2CaDWPBBDgmm/FJMCkBlwl8HGSjCUJtAvgoqC2bmS3DFbp0fppCFjRCYnwmlmUlNS8+QtAMPHLwTyzLJh/ctU0aSY8ymSKPDG8f/gYE7x4ZGxBMGpn4RWA5lmSHSqaIvKJjGD5x9TiO4+9z8d4EPhKU3rf79xt0dIACmUWf1ZHjgnOdOVQ4C8Gi07Kla2QFom6Lw4oQn19Ui3rVFWYCEG9EONqNoagHHdsNpWTBU1XZl2W+C9NbUWRj/T+p8Jsu/6KpJVXCWompCu7rVvdEF5N8+ZOUkwSHsUjzmWisr6iZYuRECSPGld2JqPG7Pk/my0lwcJ7404x9uPNVJbrlukIT18gvQEOlk1S0+dQ7WnUPJCeOn/PxxZZhRBbGIo5jEE+hTZZ/eKQdJOQNY7YK6GPHcLntLQj7tmDaZpitAp0fgkzgWHv9+8i08+b3kOPZtXvFwFi0GX9pKiTyZzZ2HCb/n69iSoawBSDFJRS9CLSYxY7lbY9ftnTKhRSy5DPKfC3tQpZHUyS9sCSUTFCzGHEQCBFWkBoIfUGs2lT9klGgkOUcFSC0zECOkDEQpB9gWRb/ZJpmeNngZsPJY8mTYkYFHtI+2B3Kn+RGzg03nuTTY30hYz5IDgnS4PVL3/Jt4DguJCzHurxmqDKfghxR0NsPjv8ZiDrXmU8K6xST4eyyJWrbCUy1rdM/dVeDEiTpaJ3r3O3eKds34Y9d/nHNSpIhsAx8vs1vDc3vT1TElJnMQFYyyW6X3TBwjKdfP93c9IR4GXXOtIKdgdhmxBr7qHHEKgoHCE+9dFjlpIbfzt3MGliLWtScSlIRAzVugdU4FT3JeY+4Hg1RFXChgiX+Ynd24aqtugkePOdxpg0yr40NzVEY59IN7vBfcbYKS88GvD06i6hoP/zG/Qxw6wvEjl3lOpLjLfkrmU0iOUkHhf29kyFDAXe/bKa6CeE1znnN4eFAabIrlrBqBqjxTLxPFHCeNOJ5MhSLPtOYYl4qpJAZXswcdnIhq2ichDOGhSGggMKCBJASIgJcxjCMIA0amfwDHDmYvYPcaJN8nxiqGF4pjFEtgwlk/cU4vDbXJli4DaiiSEbE8B4gMgZ88gdEUueFDYPUtIrXaQKFV0QiwDekfEqNEfztBdS7KOA7jp0eAMf4RUgm3Itd4ipw+UpyHCcijovXMvREKfpVh/tq3WIm55niaWdHNrcls6CwmFXqArpXja9bmA5cFdQYpKXFM+DqJb6rCLNxE7c1Gv/7rGHWhZR0MzWZ+ZtHzE8nyoceJUilJPFxMOcyrlWNJm/XZiSznrszPxNqPKsDHyuTmjovf7qJLBc60SUyYz2tXiACigHODdZ0+av3WBpJBXWu0bfGwJt1jM3Eaq1Z8Zopx3QhC+4AJfQtMLIzXlhiZwbfA+PScSOBDtAFy2xz6dYUQCFS+N0f04+//A3+XCh2HBZUxEKkjdU8muVY5WgKYIM2dpxj4NNS960iW4CZtNh5RZ0bBjUm7V/Oli1+IHJMtGb4/TlfPP1CCpmLsivkFlizIIqshX8NYFwCC4Jo5GY4Hjn256S4mdQ/Y7voJltQboaqWhBp0lycx4zQpeV8jya1DYYSxCfo11KG0Kxs14s2cuKPZrzIMWZhsZFDiLxdz4f1049AkhCP8WKTOZ4jyyeptzavO11JjuPEzRfqISIW4P9wCnckfbtKZw7ZCwqLts4cFBQW00RinYdlPTEawXdn0qrcwpYcT4t32KdW8cXHbmFkIss3cF+2OYlxPmuaPJ1ywpNN/n7T/bd3Z0NXxpKc4r20eIwawxzf9ThwWQ7cbKAt49ekvskfaxyrPP8Sax5ei0trpmQwuMRRUoheuymDbRt91zJN9/Kk2/gGmmkkFcRXX/IAvZlg2UngfvZIy7ZxSbGhTXtKJiQshZDLplrbU03Pa17hv4Nuc/AUgvWwaNyBH78zQsKC9BtuYhxEc+MtmWYI37ftRqcpZGecaZ8dTPpJf/kbutKkOQksfk7Q7EVdYkX3Acw0Jxx6O37AtmTGbrQiUp9z6k9dXnWEAEe43GyT1O/JjdIz25NQ3avHI4t/7HJFKEwhhVxNC4Cwvivk1lgyqRZmYGQSiI3EmcbCKmOxmakRMDGccdJPwbbUVLM5FqGccTDcsIwtnjP5ZXlqi8WixrDjGBHTrI25/lER6OLw7STHAClPmIJBItg8CEy+Nmckyf0IErQVY2vbxa1jOdpxGNOCwHId18azHc14eLHr5SqHFE1xHCNJIs9zwbSX+tCT7v/lGr96HMdFcrypgiD3UeMOVFShtc2SU5OyEGQKgjXRXvMoLOCbLj+w7lwAch7yE4YCT2s6k+ibN31hhdjo9stxL7pni7fAT7GcvPeg2tQ3p+K6aD2sWsk5k2Xgr5+UT/vWHz62BLnKclxskl2P4smO6/FgXE6rzmQZZM/S2ahxsK8WLGYL1Vw0CE1Nr4Rj4JO69ec2d+keY9NIKn7qcpd+NDdiJ+Xv+TwLzjEbYlJ6w6CYYsZHGgtsfZbhWsgNe9iRfZf4//h/bgAbu2lO+NiCXXrcAIKhSU0vFEzgCZ6KiLL43X+Sfv6/0EKpGDNLLocKl1wU96YmGr5omh+75qlVAVemrQg71anAcf4AHxo6TxsotgjdMZiuUZBUFFLI7O/mFQzsQlbLdEmFSmP7PyZFAcf4ZJMDZtLnCC3x4chU3Dl86RgaCCZzX+TRGtk0gNnqLDueOqbUUuHFJQ+mCT/62BhI7dvUkJrgwV3zQnsqI2LKM6IgDRiGRYwntsdX4XGzUEHuR8JQwXEeSQW2TQJLPTtk59LNvg0cx26RHm/SJAvpnlPq9QE3sKqMtl2BApu1BsvT7oum/lNPaGt3CzsWoTG1zJOangxTPdPo89Xpq6c1HYKstHgrJFchOsdz7qnKtHXmUc1spDFXbFTYv/+M+fFk0LarYdZj3hlIUfbwljqH3stDpxvT6OHvl2aoyGN2XJvYDsXR059pRaDWeP3MEKbeVGqcQipJRdsjqVhqit6rJ3G+HPv2pLMcN0It4j04O92sX5XhdytdrFS7342KM+ahcAPiNBDjMoYjO2upQYOs5hmHr/jdp8njVuvDlD5Etvr7/136xT/R/NzZnIphP+dx7v2XSl/32q+Bktp9PyzZgJ6KHWesmQW2R0CyGQs3zo9K74sDno1gxMgljGfFwCikkDlIEXFc2DyXNkEnoXgxxzOY/Cddd6b9KEFit2TAcs445Vibs6+bVFthAz4chLu6Vvok5zqcg265CalHz4Smvcx+PM8HpMw+iMzQvnhI7oihwr2eXl09juMEZlSsK04R02VbFnvWBoKrron2RpmiqYmdtiWabU0sOi0sj6pmhYsjjLoN3vRWhtqYo90kve/qpsWbleM4KbYDXrW5Cu88rqUwV7AM/HxX6uvG+wE1tEYre3XOBiCCFB8qLJjfduDk6mjGZhMil2CoWE4joKNTEptrMeB+zem2wNQw/7ARSW55LY2k4oe2QPo4zxO85t1M+c3cS5TJbyQlizne9qiLS3ivj52SNTEWy1DokZvyo2LmcrCzb5xzGcQh4xV0EMB4QA4RB0BsY42baiuahy9jtbw7Rw+akRnew45/95/mjh1DQ7nmR3/rx7njZhHy1CVK5oaveyPaivzzZMzzjCVHioECOTPEVihloxKPLH7ZFopVtEIKuSyWUfRBISDp6SQDkCdpxmz+4uTBMPCaEa2cBI4nYc3hU8IaB2QGL081/lPh5thVcnbRio6E2GCIdctyJxD22klRkEDDHMcFwDGBjFmWJcBxAPRfg9wGjuPC1so/BDUgfdTAgYrKtLopO3U5ZVucwBQdCgbmRc/4PB5WvDMB/Gl1UGMsz+ta7MhBxzZgdUUfEBvN/Wg7l5wx+wb1+xPhXsXekq3kYkpFoD7nzT+f85oNoIt2axFMQbehia46U2cT116FoWK1HujHgQfB1wWHS8w/NHDDChE/+v2S/rY//e0LG0BcGknF6y4Hbp1MZcS+tHkRnGg7HnVPSGUAV58SKZ9KJ1cAJdfpREUDjZ0AOB7BqSGKitD4uA3+A+q1wO6zlOPDiNF70kenVoXp9GLMsy6ytW/+j9Jf/z/m+UQcdA3zwO1w/3LOFVPzHHAMfN4wPvasM7tMaL0nLaOmHo/FfyXDjXM6orRrPV2LHzzTGMUqAiQLKeSys8Rkc6WQu2btzBR3PLVYhi6IVRJDfidprowg5ZhamRTRPCnfTKqNFz4YOz0cW3OJFdDVHRthbb4SEwWhpCDpH4EP3RIomQQdk90V/o1cx8NaSY7j+D0UM+WsPQbpvlPuDwCn5KKwuIOi2qMOkVjnUTWFyOJtj1NXx9Dfks3YeoBpO0d66dYE66vWle7kQ585GdJP6maZiwey0tDdlu23fUYCSsw6DbOU5J9Fr047QOT6UeNFq9iPA/bjIOV4jUfPm2b4yGbJPTecvkHlaTP5kkZSQbd1ZiWcjfzoxqTxdrn7Cl8iXIPlUAK4QL5EFmaMkFscy7B6qt8lG+0j2x+DaK0EQcWqPqmuhmpiaHK2UzS42foQCzo4V72BeqhXQKcfw44dy1T+7f9T+uV/XFCDO3phgM1ZDNvlmPhcgyefezW3rHbfKyUb0lOx4xgoHGPSJDE+s66BPapqNBVZgbYc+KbHF4+skEKuAKzEjxRUFbf0QaeT9ibX81KT6YF5IKGTkk4HCiXcgBjVQzaPBFErsTzGMWWUamPHNNdoF47jhNl7k43J6Io8qa1XZcCQrgAhXH5V+Dfg2A4Pkv75LMaj5xvwVFxzIM7t4Dgu5JJCKCyEYX+7lqWA76zwtJsM1PX8UoM+01Yph0kyJ97bDlxRduOZrIr8M6mB4J/O+LqAntWNVE25U3HDSAqu+EDhcMErTtaXO50FxuVQ46u39vrNCPy66TaMrXzcK5vfGXlD/ieQVPBgKQl58xsBUxs/NULhcnenIVgO/Rkj/i5keWTsyQSeQIAZg4sVATBiCQ45H6t917Yd3ZRm6sky1sEPsSNDVyJf0rFjTVkodrw4JXhHxnnsiKI7n/Ty502Nhim0FRKrvO4JqpPC5pQkyowlxAMh1Jh4T6kcU6mQdJ0e1BOpql92Cmq4Qgq52qQHYDEN3ubnm1jJu3rir2xgdBKwCxIb6VIDVydt8pu6x5SgvdlmfCrBBUjwY4Qz9JCfEEK2beNPkGCuCPdzrIW34FWatOUxOaKWDFDGNgb0tqiNYc9w3DF51CCygHFNLyOVn7p7SSTOcVwgx1d8o0BB/ZEiDOVlk2MSkIiB4JuVIqlI5sTraaiHVjtTfF1mo1YjmMs81tHprhH36/omzQC7KkaGgmZTGbPqomfUdT4FCjlVmfcDIadfPS8X/Xq07JtenFOixLlbspXn3LtDUgHSaNfAtAiFqRUmx7Nqxgc/7VogLcF0fqCnkLmPgZhaj7FVXDwjGMyh438rbc7gydmKjC7HSpktkdqL6UTXD0Elg/NAK58N4mwSBDtexad/N0Wz4e9OJay+kz/xLPVizVxjBt7wT0xxyTclvOc3KJ8R0phkVPRMStd8vBY/5dOQveJ+qUIKKSQJBBQRx3fBsInNurFlv0nRvsmzkiGoMSL7qUTGOduZeq1YAScqaCz2WCzLCj4JEEw+sQRnJTfH4E8SoxrwG4R3zMQsQzBjZr8VmCBidu9qjPlgJI+eKf6LpoNQ48AyIY/b8afBhftWK8lxnIg4LqyuQuYv98pmarauH7uC7azMXaTmxHvXZVf6pdF1nWWiHMfu5XO+xZbsdDveNac9c7uEYkQH73pXRR7zr5knDZqAHOCikaNY43g6+EUgdNeP+vUNSrXi2fP2K+hMY6e+jCkkFeYFSUUy6CA7IuB67JuZDIuIcnSztvJd3XAnlah2HIthoY0Am3FKctgX2PFCXaxE92L70g1IKoKCme73qjEej6MutOiKUrLVHutxtH9OFCq2j/V1X2QZrSpGhrqjKcM//l/y1/9wlWZaav/anOo7jiO7fvrTdcl+UDHitBUAPGiA8rD7YVhGmbQVsX2+ORPRJLKzuk9qOhXd5mXY1MGAK+arQgq5OsJSTH2FJB99tpMVi7qdySidGlMMEsh1npaHlUtqXrvYkeTOGDCBRjlY78QSg6fDOi62LHprDPXglkOMwKvRcDCCPcmm59EAGWW29k2LwNYA18IZ4FlBq0L2cYOwRSG3W0QmDq3ulqxkQjwsh8oqURtjeVFXY0f8nHi3bWukbs/N347FmA8N1O6r63LkoOOCvgmvPkdNZZhKMlKRP5uliP+Jx2QqQ0WeJLyx3lhabfquH8claejer5jZd+GTVFCxZ/fDOX97dEq05RYCGcDHvCSZx4mFaKa3rJDr96AiA8H/TIQXu5PM1hWwrUPNjOVKdZEdG//G4avY+QM7TlzjQvqHttjT4gMb9c+0V7+9SlutYf8mnv7dlZbKfNuSUjPoNmX6RV0RoZEaO5Y6i2bEYWWcvsYMKtFFCFzXDwVJRSGFzGWuKwLI7rZkR/LmcW1Sk+BNOphxoZyqOVWyLzHpLsIJ8cJBykEwciD4zzA0HMikLK+3I+I46B8SkR1D51fDvgVh232EFwf2efDorsdcX0mO43gEUzFlFnI1oaGDP8JHdkspgNTApA8VdiXuqC6gDdGu8PHo2duREy/Z/GQI5Ex+dXhKqfCRGeW0Z67JcRbXMMN1MgnDpVetJxkfsTKEFiDiGGv0rX9J+wZlIMjTka5Yl1BLm5glrwyVqSQV4QDYJO8VWFjU9iWgn9QFAApGqLdNBFIDEOYujguo0CDlGXdg5WVnLlLkXaeBFDo+MqEDmyk0dNyJ5hQMH4VLaXPF2zN1cRf1TsJ/9jRkg5SkBQQ7ft6Ixx1bp2/xp/jsr+Z1A8ksnZd46JO2GtzW8TyT6Aj+viV/VtcrXHyRWWCpL9bNtx2jbVeDzc4ZF03yWkxtPwvMR2txHf2hxxmomK4KKWQhWqCgqrjFFk52jvGZqNimmqPZumBq4VnHYZhJP/VCqRT8qZcOFFmCCXd0ywQ1DrDm4NK3Iy1e8tGQe0xi5XO0NBZh/CSzPiaXsa8zAvg2cBzjoV7MpIUsWpALf+wuO7UxT7uPquYvN4dPa3o1gRqD25ITT+Yuz0qRPdfhDuTpyPTS6ls7tfhqQWz9YO7zZ5JjMfwTA+wEUMJknDJJKa7cXpMYakxkXUyNNnfvl9QvtuNDPUxSAaZFfGcbqUsCo8TaZjnX5Cw5Lpz6aBb6jhQyy7yX5ly70Y+8/vhKSjjEGPVbLopMGseDyWS1PnZsJghxrNO3V4w7DouJ4NxnhkJiGh/3zw9t/m0vPXnswzq8L3ZogGJuef55LANEaHJ6QmXDE40tHlAhhcxZxxUmxx2Q/M5LLKznKgk/ZjpxKpfx1NaGT8+zPJnHkXQcZ1LoMeHNDbMeBywWt2bM4BsnwDHDMKuysBTLrBAbWqkR6wv3/m4BxzEo1MOqq/xVcE7f9Pglpzbmafdn62pGAT8nXuUWDBg68cYjF+aMDE3kTx99rwuoITgNESU6zflVPRIOptvQ9/PdS0CKsUil7AjNScuhJdYC0fi4JG/G7QMRKryTe3i4n9WHZT5uFiRJKiZtN14eWt6MVIReIFtiDcgZJ/hK3uN8Gw9h3hyJqS9mggC0kJvQt6578RecrIwvIpPdpb6tURvh0GaxTphU0DiI81QoiM96ByH9XYv9ct3iojRG1ulbSq7yu8+KIbXsIz40ybQ0ZmDSX6zp/j6ziKyV6BKv/NgRDMjnnPNz+vOxidonqZCK51JIIQuylAq5s8OAEPhO9cKujrJlxKuGA0VzxvGEq80TAR1LA5jHkA4zWhCkGIwZc4MIXCwB5TGB2m5Nfrwg4phl2SA34CTHZNlmtvBTDq8ohHM2Xtsc6IWvrdyEm/Cli9lyVf3XDclclxyedlQ74pIhB8ZyYasm1U/sP4UJ93ZBcjxkOvpSB+pKrPNZXc8u86bH346Rg2f/2MMne5MvgZGti/Z2CQmMk6orhgZaq8Q77VyjLzdn5tlblMe2EKLbmpGbsm32cspvmXWBxKQjQS0t0h0CZX+5YTFpi8mvu1zGFuNsa/LG7YmkVYqlxsf7xIwncVxUy2OLN6ZDp8I0k+CbQm5iDI0Q4NFymQti1MARteomlOsK+A5w9OFeaArDMPAne/AaVLdYUaIZNsZTMdAs06YdW8duBT6ZYjwqG9c2vTumOe8FsjQbwj8es19tIoYClmXhOvFgFkURvP0GcgK3fm+mVjqWubhZYqaX3UW2d+PI8k+kIM1AmvX+wdu8y1tH8Hen0pOqlswbLLDUVxvm63O969SCSB8wYb/OpedVG8EVSrBcSCErJwVPxZ3AEEKT80zhvZNCRvL4QXmm/TADRkbmvUn+Wk4KhSSrXs6zwDigGIyhdhDKy0ew41sTaxx2t4M46yC2Ovx0lpaqIs/Au87GFxzHhdyMcLT7vKELY1qAMhu34Gu8Pc0LhjGSkhj6bDtwEEWfhyY1mD21nWrBD4Olhlwl1vmyqWUUaA+d9wPOArcGOMZjg51kQIDcENVu2d4vWxkFTnvmo/UYJS44ULhg1rmE95hKRJU99ccKiGyUnQCl1Hz7aGRlNqVz+gYVJjhuCtbThp3a5z91+Y4xhWAknH04w8i7QX0XZ7uGiSZRXM4hlz3Ysm9WZOK/DkwKwJQ44ozF8ILpeHHeVMrieoimGBK42IeQL9Lkhf7jf02QWMSIjpfvvsNd0FVRTaINw2i1WvhTUA3U2K9v3wMcE+OpOOnZSOvb+gBZGqAYRmp4KmZ4hjuJFpvY17D7R5CiQfP+t6f808pQV5XT01PseOzt7bEsq7/8DR7F7NoM2DEatJeiC/G9WZrZP0F630EWRXO0WGGECiNWIHNLTIWMeeynntg0rIcVIzkJPW5Sp4POgVZxIJXN9hh+1/IriMJnKaSQeWMZt5PhvZA8Bk/G/J8nJ97V09JkNCYj18ikaJWZLhFswU9Fn5PxMSTQGIzJlAPOXyIBK8JtstKDuyB9FU4JCNK2dS7PLScNjOwA5GsTZuWGRRG1tOryoqknkeLZ3UQ3FvWWrLOeD32GICuamGPAX6yPYNn0OBEI0bT4EYZyaX9OVizKQJRfFVSt0Q3YLgzy+VyCuGNLmoh+djVwpAkxAH3VpSxQUyfZPNjfljxleHzqWA83InnPtejixGzhXVeeuMhNNUuRp2mg6SFRt2DOTAWOD0Jk04+qxobspHU7+L4jKuYtzB/IJN4DBK7jNitcfMKxows5M2AohTZfsLkZ6EsPMr4A9P1oYxgOJYZxBQvc1aCRShtWNrpg9DNNEyoDe3Au7OzSZx8NhsEHg6Idg7L1LrTVEk9LpZJcbyDktF0FD836Rg2Z2klXZWj2wVadFmsfjj9U7fN+vy/LcqPRaDabvV5P++E37mdg1rjj8AQ133sP6NvKHOJowFJuaMZw8ERK+e6Gg9Cg3zvptFxo1tbrUrkOxQZgSybgdQQ13bTsW5u7jbwFZxqjWPSLhhbuIiIbZbrCD37s8QYQYsr0NmnVQgoppJBVtHAmeT2pDloMvU3dSjJfxHBqBMakYOGZUONLtD/cMGwghU8JsNQgBpkgyzlrzpNSbxFp92Lm7lRukDBZcOqvS2uxTG3k9TTeo6pYeY5jUCwtrshc73NT3KtYcIma5NLTWsNAF4xTP3FXhWXiuddShjeA+riH8HfVpmyfR2ES0AwmZKYamPThkBv48Zi37A2JMwa6F7urAxWSqbBHZyEHO9UpBUzbOWwbfzpQX+yVYj+97/OJMDwYrXlmZ3KmvAfJzHgdncrelHQ7RGLjL04QbsxQ4HlDL6WlTMRvyh9OReTCDGsyaXgtut9mukpsOST8kxxdKjNz73/OkxUwtc2kMaUE3zSCbMZur1Sm5lhUciHX4GuNnpGHGMMLUHg0h7kT1faKWBfBPVDAWSt7DDYMw8iy7CVCYVjR0ddlBuquJQiKopCzhgYybWjrgxIPHz54vLd/f2NrWzPsP70s41H5xdP7htL+H533gsD/w68/p4Ta//7ftI8vD3A31uv1r7/+utFofPvttzqWl7+hK02aly9j0Ia6OMzkztEuVk8M5XBj/Y7/pPxIcGGsAekx4oktGWqWJ4UQMpGpIs021Fqt9rf/7m+ePHkiSZJmOj8cDt4f9w5O2pairbCRwOTqDgNR37TkpzUtSfsjcNSXa9bbttlxqkQ5TPJU5zLPF1JIIVcBM64fQCnkGh9vOrSXmi0jtsiXPDdmqc5xtEza3jcvnoH89efxCsN58EifBGwVJFceIQUO52GLxb2GnalY/yfR8CRwn4H5JoH15KVnSvkeSzEXA83BGC6fVV/n0fJXefqpYzjmw17zdLeSHMcx4LgwylZCKqzztKGn7K0uJCoUcKVQcGVpWmj2JHdfwh1e0xfWSDrqtDuPy/1L23ujuc8jmMw1/Ylxn9D9xaZ6mbuYcLWuimSB+dWTcl2K5z1/1tBveoDEH/i9CtqvXHdoGPRRcuhnnLuGVzpVLTLQflr1Ql8rAsWmrf+oFvV9W5iEGl/RgLvW3p6AdNPRZQ/DdsG1UAmLVEQF9zR0CcOloKq4Hi8r+AoDbNW9navtwT2viaP0odjzkSQJ+wMWZKGllaDFyNI5ywa9dNKzHdt0LE0sV+7v7z14/BCXPz3vYQ/CQcgd83iUJOHh7gYlVmWR14HgWkAQhM3NzUaj8erVK8Kd1/kf/2/66a9cyPi9j10xl2YYVpBYQXT7Lef4J8cYEg/N1HXT0H2m/hGx4Bflvm3buLWiKLJ+84j/gw9aloUsFBi9rl8eFyUJXvwg8hSPEZfH9XvnIhTeykryiTN+zLWiKP1+X9c9jYbvulwucxxHUca9is3ohtE3+8oqG5zCDKRkP3bFNdF+UNZjfYn/fNSE58PuO0V2bkuOoEIKuZVKL7+ZV8iKmjSpjzV/PGwq4nydBvwy1J/syTCbPxgzOQTfA2oLkAnfx/yU/LHPl7Zs87hIOfthhZyRjFyF17ZQfSs4jgsocrmFo93HNSODm6KnoWBPJEODqkgXnTbDPDLhLaGvcRqkIGzKN/bUvNXRuaKXGxV20k9LuPJB3WiTqJvTthJHSdzEXzs69aojrMS2o0sYiKQGJvroTfuaWh7beKFbM99FgRpf7+hyLyylZO67W/EcxgtYXhz1/frI7SFQrOO4usuZuk7pA0EQAqcIIXSuuo6luw6SRP7e3tZas/7x6Pzt23fHb/88VLVer+ciq9NT1urV8LWQS4fzK5AUfMPhsPf//X/ZpXUAacdBjm3xcrm+fa9cKlFH33McR0qapqkoSrvd1jSNxPXgnxzHUVUVN3V3dzcAji3LwgdxG/An/k4CZGgfMpYkqVqt4k+S4yXWFbgkLu+1p9fDV7Ftm2DHDMPwPE8wYlyg1Wphs5+05/Xr17g8yYpj+bLBGY0t1DOYd33OQrd2wT+YiHzaCvlFQ2US99qUKZkbvmpzQ4pJfcUWkUCvkEIKmcUPKjiOCynkSkowIMwNonHxJ1miJlZEALYGRlQ4jjOI2J206zds+V+O5vEqYTHJmPRJYcvL4/HlueXrNzPw5Vaf47jQEMury8H9irEhTcQzTNv56QwooBI52ov8RbtWbHu+wCAGRkLeakLklAJ9LqSQuywf+szRkLvNU6uv9eIAbm6qiitKjFtZMS/Z/sLBu4ZBEqDGoU18IWzs1nT/GDcu0ZbEX8TL4E7gG1twoCHg6qrCUiWGYTiOw46QblqGiaBjSpJUqzeajbrI8+fdwafjk377xHEQDe5Bhp4wRC/6ECGkqqqmabiLOfVcXtumAG0ZjgtM1D/TWq+btQrP86ZpGoahKMpwOMTuliAI5XIZe2X4oeCD+CdcZm1trVar9Xq9wWCAixHIGJcplUr4M0hfg7/70cEUAY5j2zNJNDE+HV8RFyDnkrghfF18+wSb5nzBZfB1cWNInxAQfIRT+zmK/2Ld1hFlOVCxaAvBtk7jPkuuPtyIeRm0YUu28aR0OScw8Lt0G37TKj2tqtUkbQVLfbVpvz03W6Z8bd5mIYUUMqMCAMHMX/RIIYXkV4IglGwtfISYGQEn8qT10SRx8CSj9Hps/nB7UkkIY7nQl3mVd1JYdPhhXWfjPTNy1TmOC/ttGQe6T2e8V7YzIjRfn6G2JbtwCsKLIIuimZeMROzyeXJP5Szo826VFhIxpg7DA1YMhtzlduTTlkY5cdycUJFyTGHZFFLI/OV1lzvTGJBg2lpmVz9/cozoWZE/bWeBU0rQKp9WNdJC1aaz8cdJOEuBGl/XiAKJ5MvuOIkavF10X+5GCXlcSqF+4O5/yX98Cx2tfX6ObJvjuFKppCjKad9GhsJCVN/Y2tjeFyXZslG7OzjvDkzL3tmo//1ff4lr+D877ye8EVC3vK6zbXswGOAL7e3t7ezs7O3fK61t6erw9PT07du3NqKazSa+aLvdxmY2/sTmxMbGxv7+/uPHjwVBaLVaHz58QAjV6/Wf/exnlUrl22+/PT8/xyVxzbVabWtr6+HDh2trazzP42L9fr/ni2EY5MXEB8Pvl2ma+FzLsnBV29vbT548wZfDDVBV9ejoCDfVg7QdV6w2y+328cGHra3NX/ziF48ePdI07ezsDLcZX53QXIyMJdoR6FHy4Xtl3yrz+X9Um0IO7Ju0iUBbZ0BaOPu87EkQwohZ2i2xiKVc/C9sYV56gg9zL77sCBsSup+krQDgUZOqDYfvFBkBOsm6mF1zIYUUskh9V5gWhRQyByM/CDeOUR6TDUkBdhyotnAmvVSDf1KIcWpI8tXt3hg2HeNEDjNUJHHYObJnzFpm6qUz8iJe/zhZPY7jgqpiyYWj3ecNXZicBe5cQe8GIoLstYU7ZaPPG64ugDgaLe0+Fe5/mV0t9tASqRo9IbyBnrz670AfxH7tqeif31xQ5UqsEzAt1GQmYGuth77j4wXQXEgh2eK44LszXrPvym4DGIVorGthum4KiR0k/uLf5XJKFHJdRhPJiueSfo9ttV9x7HiMK0IvLd5+I6LooVDiyjWpvmYf/nB8rGCVXa/XK5WKpmntoWPriiyxW5ubaxtbtgN7w2G3P1SGGkKOLAkPdjc8BS3xky6sO0xrgIhbJQjC1tbWzs5Oo15jaNcVJdzRhtJnKNhsNvGvg8GA8EIQSopnz57t7e0RkgrWF1mWNzc3CdcwKYkfGT5Xwi0QPa5kSNEOwv9zbeRYNgKcVF7bchle0XTDtLwgaFZwOd4+PVJPuwzF7X729dPPnj988qxer0EAu92OSkvWybE66IuCtPnF40anrej/SZSkre3trd3940+fIDzP82ISuJZAyTWeTAiG683A0HLgVcKTc2LEC5WWxgws+UVdZaj4FRsyJfPDHzu87vDutRDKF1JIITnmjYKqopBCrmQjJr8TEJnAx9jIwV+csaQisFfJ8jeT75AHRU2m10v+uqIaPLlifZ1Z8laP4zhtjaJ45ZdIXjT1DDrjoYF+arMGlG/HDllCXJgU7CWSLz1bT85JQ4vCHmbqiZb/j0hXMS9Ge/eiDOPogT9T9tKCeV8QQiUesHh6pyBcfOeWBRgGsj1SJHAZXDvmCiIX5Nw77ToeCoIcYFiu7aTM+1NVQdhBpSEQOYqmyLSLuzCeoR5foTNEV1Qv+Z/KpAtxDIzl/HF4GVDsdY97U6OQEWmGWFv4RZEFHRs4Hg6BjRbKjU8yjgu/O+NUi0pqhJvSrzltoEvbUrFRajnXcVMyG18q01xh0phNkoGm5nQu9OairSa/k73/BzPubcuQ53sBQVq8C3W59ZjmhFJz8+zH337sdzRN29zc5Hn+0/EpniuQMeTK1d3tzeba2nlP/dTq9BUV2Sj/mGyZ0rlKNRqNcrncbDbxkH7z5k273W6dt7uadf7pw/7uDj4uy/KHDx8sy9IdqipKD58+3374tK8ZrZ76XgGfNKDaBPmmgVSlHv8KDDjzpIuGXcQIXR0pP75FL3/SNN0wdNM0sf5jaWb73v37T54Jja2PnWFP8wwHLyOebarK0LZRWeI+f/7syYvPHZo7U8yOanb7Wt/muhbsnJyWZHH3wSNa5qDjGKaJkDO0wUen9NqU2hZr+1QVl3gCWKHTtHuJ8OSbwohT5yL86dFWnMlPa1qViysanqG+WDM/dK0zu+w4E2OmimmtkEKuU8tNMqsKKaSQPK9GKg0FiTtmGIYaS7AVKRHE6WZcJaNwRqsuF7kMoizGGUwaMbaHBWnt+U5HYdT4RvzZ1eM4TpqzrltoiKXw2jYk817FmvQwTNv52HXP7Qq484+rZ+YKtZ6ESmPPJZjb+vjbOP6vq1/fLTwG/WYp9FYC6nen0qyV4AFzvxzJq/XdMWVAcY6zap6pPMaXj/98UlHWSpGo1U+q8Emhw+npU1Vazv34MYLX8D7ZbJ/zXtmqROM9S1//I8ML1zyA1daB/fJ/hI/Ufvm/XM+lDcNonZ6ynQ9i/zCiF1zwuxPhujh+F+P3XA019l9D5hraKdCRdg4NdAl7q/DrrmE4xRKeuCHI+JZiWhdp8YKBxu88A64jlCqUYxEmYpKPrqchCtg0TcmytLO1UatW3n86PzhpDzXdcZ0ZxrMLDlXZNVs878UIm6ZJeCRUZaD2B4au4apkWS6VSvi6FmQoXuJYdnNrc31nf3CmKHpbF0xbqCKKcXxgn2J5L7IHAmSZLHQ3auVmo6oZJm6Y99ZTNM8LLMvIorjRbK5XZFrijvvaxSTgYceWjc+luI1GrVGrHna1lqKfD82BaukWUAzU6fVpYMsMZASGAi5CXviQiZyOaupCQ/zsr+0HP1MPX6Gj17EFwstJRngyWMp8s+PZGL7qiBuSfa+sw8T0db8OqmrvrSLbgC4w4kIKuWk4rDAwCilk/p5ImL+CSMBNQeKO5xJlfGmW3ksr31TK4NWaN8KIQcFxPGPfgcJou2GpsM7Thp7hABx07CO9NJXO+NbLOOBaLMYMFi4x0S1DzwhAj6HGyAHHQ9bD5Wa2ZWHOYqm7hJJlSlykDQ6krx81ThXUP6Mra4u+immax8fHtKXGUGMs35/zk1DjG/fq88TVzsJrPBpUMhunjLCc6wgiFZlIR+v29CF944bOHXOhL/DioLcvvpMyt87Zwf9f4zWJj6y20vVtrzcgbX96yXGcx/nAe7wTtm0bliswgClVao21rY01QZbOuu8/nXR03ZrRcncdS3t92um3T/r9fqPRqFarOzs7u7u77Xb75UvvugzDjHLT8WUIzxma4vH/IRxoZk8z/R0z0LYRbpW3dSeUzqVRr//iFz9/+tlzzUSmn7rO8UBeb2cBPl2S5cZac2BTyU0WfvAvFBjvp45qnCuG5bt4lmnphqkbBrJ5gYG067Ujej9eT2K1Unn0NXj09fD0o3H0FphqcpfJVUfpUkLG4YmLfDlVmb4pf95Qk62tSdQXnPpTlxsiPvmiFVJIIdf35l7K9i6kkEKyXxZvP7HjYOsDfxK2CiL4T+RLjDg4FokFQrFck8Jjg2jfq7y2iTQeIBZoHGtkUtcvuifneK25t3zWq68Yx3HaBrpCQ9yYcLT7uGZkcFOcK+hgwBqwWjwlD2SxQIEaBxKDQc3liBfdq9jYpQ0fOdIEMFcK19Qcr1Orgh4QEO0ioXwjXcTKlRhaaA/a1wAc93peykv5/HXsOJ5hBuYKM4DPNLSCwRMDcIHH5H4dEcdUFEDpqAVQsuyji8SFjEHj2/e8XOBYz5pouxbfo8M9+gsPN4bQaX9iWVYQBOzwDAYD/GlZpsRTrLzeWNvkeMGyUG+g9RTVtO3Zro1NUsuwtX7PdrcBVSqV6vW6KHpa3jAMghcTRwt/Z2sb7OkxzbDY5TINQzMtzTBNXbMNDSGL0Ab6ET24CMcJklQSalgaa4wNDMd77W3LMtSBZegOsk0HKLqtICoga/LOpfG5LMsLuA7LNNThUNEMfFe4UmRbmtIzVIXyFhxFjmUBsqlMw0ze2Mf/LgyYTgtZOlI6jmk4g3Pv1rTuzTgCkPbUHydRvEiXGxTLuYNz+/CHRbw+ug1/35Kf1bRKgraCY+Dna9aHjtmyKs4i97oWUkghM1gpVJESppBC5qYEA4CYmDRB6HEQjwyiIQvJYN5UVBekY3p5W5WKn8bg6eAqpFVhODsMIi+hr5fn9rPpQRY3u64Yx3FykDl3L+IYLkH9uNMfVIwNaaKXZdrOT2dAAQU3RSHpwkbTJw70a32RU7XFpHDjuXuD+af78K+x/IhQqtzMg5Mq2rVf1LZtVVWF3gFtqeHjqgUPBswqjv9JlFtThwEpE2TODKlCdvFtjlNkmA6dyox26XewkPlOMgHBcUR5g9uz4E7b6s/vMTIfH/yUUGLFEaGSoyt4pLEsi6eRg4MD23FNtVcR2fWt3fXNHUW3+6qmqLrlsRvP1MOOg2wPwrXN+lr9i5/98rMnD6CLBoPB6enp2dmZoiiVSgVbrR5wzHJSsyqV3tEsMxwOuX7fi+KxLX3Q1QYdZFnjV4xiOE6QS+Vag+bcs/M29f5jy+aGLrbVaW3QPT94o3bO8Ylyrb79+AVbrqvmyAzDnhzD8rwoS5UaPrfd6QKppeu4nRQ2nS1dVc6ODaVbrlbr65u4oKHPNpEL9XXvPyEo2ZuZDd3otRzLRIO2Y2hzD09OYsRytAFEFB/IXoRfR16g78/5Tcm6X01hY7tXh1Wt92Yg2S4z2V4upJBCFodlFMnxCilkZk2Xkd0uiAIO0OEArCTp8kjGPPIljCAnzfsYyjkp6DjDM5qUyy6nr0EaHzQ7fNGgzqtwZeSPNc5ucB4GZzcqsR67hqlv9TiOk53oOHfrhd8rWQ3RYue3nkpF49QYGvxiU81xFnY8J74Ar89Q25ILbopCMiQ2hjXrup2rGG6F/9ytWMlwY7JVZ6aqZr10bFKeoFriKfsgLy/Jo7TPD/jdZwu9RL/fTyWp+KnLperdlfMccnJZBPfFU5E99RZyruH9aQjxmDsbMKCQJR5Uo7R4scERDQdZ0buzLWtdNL5+KKbdOOAffIXfFfzFbH3AR7CHw/O8bdvtdtu0HOg4tUZtf2+n1mx2Ff34vD/UjHFo9owWFE2zvMALosCzuuUaSq/TabdarW63axhGkIIcCVWJESvr2yw0T887Q/SuPUDD847aaZnDAXSdwAejaYaXSpXNXR55QdDGwcGRBvsWQI6jDXrdo4+OqVVKMluu4beeciL+GD6Zk0rVjR3e0XvK0Dr61NPAwHRthNReR+2dM8Dd3N7Z3N2jOcFC7tVnDYYXmBGS+zh8/BLhyTkx4uuRpNN72Iddnfty3QqyEwdSFakvWLWvO6mpiUvRlLYFplVIIXNXdZE5uYg4LqSQq7miIIEdE1+YILCEtoLEHRO+Y8KDHFQY44iYBJvmgTsnpcXL6U+RiGksZO/XNfuGsZYkeyCGQkxlDomZJan1LFRWj+M4ieDAu2GGVXm0X7ZEBsHFD3P6Ctc4V9C7gYggW1jHhWRLjDTQQDcwYsJKMTXc+ETlsNIBachdqmLLgzvE0qEm07kmw0uxNMR4dD9Trt/YPCzWrnOTMp721eEwlaRCtaip/v+lQ2KX084jX7joNG3Yi7qjcAdKTAI4hkJ+4PGKa/uFzDRIiJVPDP1beJOO9WID7dTSqJ8gJT3/a279HukM8+AHAiXwPI+7YjgcGjaolEvrzfr93S1KKP34/uTj0bmmm7PODB4zBMNyQomvbWCf6dXLl2/fvG6dd4G3K8LVNI3EGhM2QJsVS3ID3XsMlM77wyP3/buOavVVXRkObV1lPVybo+jRbMaKcn3vMW30FcPu9z+22r12X1GGqmXZ+Kqbm5svPv987979SrWuA9pEjmE7gTrjpVLj3lNa7/c1q9d7d3LunTtUNRs7TjTT2N56/PjJvf1dyAoeMYfj8ot5PrnCk/FzWQKMOM9zJ06aYoB/OxY+XzPLKbQV1FopF1xVhB8XUkghhRRy/TLVS03FLslKDFGCgVVJ+xKO4SUGTxIqnYQdJ8OHL+EaJCNwk/4j4WgOYO5U//1yvknSW89Oep+MpI5dN7UTpqLPYE5U0Tk7fMU4jlMggFv8hnv7kd092WiIDgWX/UbHmd/kAjIu5BKi2tcUnz5JcSbZjY91MVU9JJXN1O0n2QuDYVR6UlWlBKctX11flmnZ1Bc7NlSV7XzIT1KxcnHHOXMdhG8nphEs+zraKbNxXnLkwgIJWeZxFRjtaZGO7oqGP5Y498U6lLgUbhZKLEs/+0eavdiIgIZd8u5gJ4dhGNWiaF5a39zZ291da9YHBuj01bOOYlgWLoRLQE6ky02x3GD91KP4ixdew3CECoLhRKbc5Et17wghJGZ5GtYh7xgIF0E8z1kM25AZ7KtIkrS5uSkIgudaSXXapfDpNqfppk1DVJEokaVkjtZ42uCoUrmMm0dYRRhOkBsb0JCQ0cN+T0UyGReVaNfx9pmUtnb3Hz540NzYRC7QNCtCQ4Jtel4oNTehISOzDxAqSzzt2iVcMcWIldr27v7u7m6p2lANU4NcZXO/JvOcKF3Pg5sUnry0c3LSLcQe8/dtYUu275WNYoYppJDlgMMmWkqFFFLIJNc1aS6CNOKIZMmA15hgysGXcCWkTCqqm4pvzppcLhVCTV4oHHFMOJqvx3hIhctTXbxswHcyg5abSi2y6LtbPY7jtFFyC19sCoKdktUUbJ5eASYO03Y+dt1zu6AzLiSvbEhm7IjjUtc2fpJILu9qqeHGASiWGgUMcqzfJnfZZPPYTlLqsVyCDsPTHH9jz48TQSji2LUX60IPWp/kaSQVk/oT5I4EXx7tlmHYBTfFwch4WFzEcVhEOnKVqbzkSeq08ItQeHeLtpGiluUYJo5A/e7Kae0SB3627TBpad243c+Ehz8L3S+wWh/CNiLLsjpVaTZ2Hn324tH9bVGSz5ReX9EGQ81GDnYrIMtzbEOo1eo7e3KlgU+p7zzDI5UVS7YDaZYTy02+Vqtu3/OO+BW7kEGMzFbkrXvb+1v1WkUqCQx0kaqqZ2dn5XK50WgYNmJZxh3qWu8cImtt58F2s75VFSlk4jKt05PW8XGjucaynPe8XBf7N5wgUjzLgUqZ3W+KtMxACrgU5RFZsILIS2XNhScDrT00dSsS/YodOP9cjgNVfO4zkZZY71xvZynDMbzACpKKwLmGDKF+/+d/u1ERyvW14sUJx/4kF3oDMkQix0Omb9IvGho9e0iH7RSdXUghc1Z7MWij6JJCCrmE0Zhqw4fpdMNWvW3bBDIOyCuCeOTUmKrULHbZXBmTvLkkacOkuyDAMW5VLD462+O+YmfGPmOtjflBqcHCS+u33gqO49uFHF8fJcWc5KBjH+mlgs64kJmES4xvA4oL1X/Z5yXDjY/8cONJui3nhVKxy0kgcvZqochEr8iKN/j4IHd9VzcMQzh9FZ92JpNUTOISWTYdfLn2BIMk5hmZaOK9z7GdVJTcc2AWM9nyWkpRYzptYKwmbr9XdZjEqw9pRv7ZP1JSFYyjz8h9m4cvY4DCkKpVKGmImHPFbvU7ByftTn+om9a4gBdczPCsAcSPp31v/gEicMG7o45lO5phU5zg/eoK5MhQNVxIuZCzIa8DHmuxSqlUFmnsUOFzy34QcbvdHjg0K8ruQLUNDXr59GwbIdO0aGTh7yzLNTe3GmtrFMfbvkUL/dhnCrKQpmiRFapiWWR5Bntm3r3ZyNVt1NPMztDs65YT3/xI0QxFU5x3rkDO5Tj83T/XQo5qoZ5u9gxk0kJ5c0+S+R6iHcUwVgTRXMRkHvUhswoG75dmU79vlZ5Wh1V+tn7rGAUvfCGFzPf9nW4EFrLKz7d4oNetRic5pGEoORabTCSIQY6FHgcHs2OnsrkagihmkEZdm4puEyybmH8E3Q5fMdYPcyTTmxRqDaYh9bG8gslzM2q+hnfnNnAcg9WfUC5BSXGuoHn2quuQaCT/bcvbnwMD9EzWgNXbGWhMs4VqWZzE4mfNubqsOfOMBX+KMIXd+FTlwvSgk5RoMjQpg35oavMylmfjWIlcX56n6drW4iofvvkDk4OkIk862pvpnBzsmZcYwBSMBI7a7mJDbEj3xsLrXEBlG6AzvYmFzNEfSIOMxyMmC0teYsloNKTkv/rfKIYbjysQuAOEpyKQnoZcSLd7yr/88bUkcLhKVTM6vWF4TNo20gB4f3SmaB4Dz3lXwZ/4u+u4p+0+Qo5mWORXcmRkDg31Nx+OZPPYPKUJzZ9t25Zl4XYcHBy4+18jkcftwn6LqXRbb74/e41sQ7csE1+uWm8++ux5ffueywiGhYI8l7gSCzk9zTJs54iGHjsfGKkY5P+kmWhSPj8ndC5La5Rv3QE/W6B3ru3oNlZvAFdwPjQMG7neBgJracdzbCKKMQNO2v6Ze7YJL+XGzobEUwtsgVgDXnWlNU67V0X05AkYuaNLIIdq6fShws5xTi5m0UIKib3sBc54i2USsBimSkjGdYZPvMtzZjZr4iSlmU1MTDxlQnAcEB8HB4O8eQGeO4mbMZb4ByQidoNrTYrEil0rBrAyvpBxEkDJQVOTN569XTg2wGJZAUGIEnrksoUA60lQdRh5T7bHTUj41+DGQWKbFJhrePXqcRynrTCs9mtc5ZwHVZ2nc90GdnsOelB1pWWJ8L292pkp1UEhC5MYcDx1z/tVXM2pZXbLKezGM9EWX7F5U6uioBtT8bRUvsHHxza27Naba7iQ0Ttjzt/FDiZJKu6gnxBbYjQXT1VRYuOrlQOTLuiJltM38AkPIvPKrXlQHQ1uliKjnW3uBKhxaDaAqN+KGYjHA2/u1XTzUG9n2NC2jfqK1htcrFeFv+Nf8Z/hI55piuxN+lzpOko3MeHTbPlRBdgOZDihXGOBwzu6a+qq6fNOcHy1Xl/f3CrXmyqCA9O00Eg5un7zDBvhf7OPAQ8gRg7So+fGtmp6veEgzUJ3+HWJQU4gqZzHLOHer7FoJvz9zBRbp26TGTxeoybM1fBdnz/TgsXOAuotpJA567w7bhDe8jk6kXAs4xHnD80pJI8xmc/gHCGbYdCTGsuk2lL5f5PgdarkHDD+5i5EAGLSmEs776nBvzGAe1LjwxdNReHD54Yh4CTlxaQeCC4UQ97DR+Yy/m8Dx/FKS0NAT2rT80oNDXQ2BGeGiCB7q1zAFVdjhSq6nDyv6zDqO2mWe8Vn4eYwHFNjlFLDjQm7cZ6dIJP0QfbVM4ZT6lkbUnzBjJUqS/VMUf+MrsyfKFN/9a+xrmmpdIykoqDN9UwNyCwajigngGMbFNsyltlGIu9Cega81X1PTrvG8/XowBvz9sT0snHwMnbuwOZjOwGnZi7NIzLrPGtYkzJSMM3dUTMFsbK5L27vbMhslacFGjBeaA7F8YJcrloUczY0z4fmomHc1Qq8mrSDZ6pWzX134ReEROVcgMXjBZiLDbCTNHjHqX5zrD+s6FWJTrxrLj6+LlKvujJyLu+/FXBYIYVMeDWKN6WQQpbAEwlRSeDXkGVZiqIQQpZl4U9SJoCSUwl/83jEGUfCkCuhNibsxiQOOqbNw38mDaRk/ZOuPpXgImesWIDzggnR30nIOEbZHMapU82Vq8+Nq8dxnEJVscow6rY8hSTyY8fum+zQraz4jRZSyEgagl3m4o5xyxDm4ltmu2Spc10y3PjIDzfO79olLzrHSZVUJXPxeY9rbN3gQ2RljxM6LPagPXfgWH//HTSU6IMGr6PhxncTNY4TXgNgORPZweYllQSV52ghs5AldqR93gb/y/iAx0m1ymud3aE+NCiZD03ayErVCKh3Ej7Y0xCCUs684flFZp3P18xJSdIgw3K7z0b+EsPyJVbkGakslCS+JDC8T3DgeKuVrqJb7aHZ06wg4riQ1Kk+XTXDVMMggigFaHOqv+Zfwh0XG0HGgb8GJqTxCe+utSnhVZ+rD/tP1lN2BJZY5+frysGAPdG4KDnGbPkSCimkkOQrXLwshRRywy9hGm0FCfINMNwAFQ04HPKgrvkDjWPAMUnfx3EcgbAD2y/4nrQuJrUkJ7aQGouQM3A7xgE9yd6IFcjPypVMwXcJWT2O4xS8f5Vfs0kMFdjDOexTQ0csks4trfdSyOXkUTW+WPL6DPv98lzmhOT8kMExDyaEG5+qHFZ8U7VUWB9cfQ9I9ukxoNCh+ZtNG81KFW3Bl0DDrvnxz7GDATvkilLazWunQjmB4XrA8YJHBAMj6z1nil3MZiulqVactyLU5tOe+XDjIj/niJIiOtWj/pmLIkOU8FTEzPQrNmpdQg+qVgZqLH3172m5Fj5oWOhkoHdUk8EuVQjft5CjW8hEzk0lfF7mMOSkHo+7Z4kxzVGOgWBQJIwaT9tHFEGNA3oKsts19eW5qAXCrlvLCD3eL5t7ZbOtM+8HAjY2pqbMnYu+KKSQ2w5ZRf66WfO4kELu6Fs4zoNHtBVN02Ccko5hmBjrQrYZltOnDivQGGpMWmLbNrk6y7LhAGfyGTAdZ/hoeTIoxI6HmYVTYfGc2HRG7POk01O7NwyUX93oXT2O47TWrjCQ54JIgiMLuZ96TkFJUchtlSRJRU9D5/bcWBdm3Xc8Kdz40ldckAjRTdCuUFq2J2ufH/DjwLq5iHXyNjlbHg+ZRWy9WTmhQRw4hjS/6EVUPpqPULcL/bS8QszXkBExpm5d/Ycm8EKrr0WAY02xhj3bhVq/g2zLIw4WJffw+9iJChJcx3Ys3UUWdisgxTC8DENZcGPoZDgtuLeUaJuOrQPHBpAiMGVNcJrAGvRA2DsKAlsouSa9+FtKiK+J2rgmwx5OMXQdByFTU7VBl4KUXG+ygjQvEzoj6gRfF9n2Iq67mEEe4olKTH8shTSLOEsTEaYwgpw4HsWlvatRE5gq4n3rhR4P+IbaT2U9xhU0BbspDAcmfD8QNLsAuQop5Or67k7bhHfyoRfZQZdOAlYAAt0GQCq2joh+zB9oHNOtMdc+I7SL/ESYMchFSVo8fCS28Jxzs3LG3BILIJv7cJ0JPZ90PLi7uayorR7H8S1Ljhd73n3NOTErBV58/bpnvq9xIamSSlLxpscvwpnMQzYkQiOF3XjI5t8UE0sCmzN1w1QfOCmxiDYoVW9+KhZrlNYN/T1nXk5r0I4dOVYo5BZ0xv7QZeNDOtwzC1JWsXR8RgEcL7FS86cgP9OX95qEt+sHePKqKjJeEFrdQcwsVE8+KrZ78Od/03odsVyt79yvDI8k4UK5DA1kA8axBmbv2NZ6LjJovgSbDxixOnU+8eBUy7DVrtX/5JoqZDjsB8mcYw+dd+ejMizLSpIky3K1WuV5nt18KDz6izAqPdvsipChqd2jD4fff8Ow7MOf/21t+zoAXHLdztHHTz98wzD4uv/ueq47j/kpfgAhx7aDpLJw8ssCEhzH4cHgkmAmP9wYhl+c1FCgMC6fwXpMypY598umajrU+wHfM5iZCLIKKaSQ6Ft8ebeukNvhwhfP/YaV8Dikl9BTEIyYRLwSzgrCHUES1oWf2iROBpAvzDYW2Eswa3wJ0pKAMSOMHyYzGE26UJ5g4XAmulkjzwAAk7gp8ofB5bloONR6CvHXtHpWjOP4llFVxMMcimzLhdxe2S3NmaQijyUxad7AZXbLVjzcWBPyz6T5FdtMcE/yOEe7sRuiS/Vle7hI6Wivfis++6t5VWjzFXpwHj5yPEyJDbybQQcxjiPdWjgpqjcIo0dUmyrWOJfZn7owyMeGhXtbdjEhyA4NFNAc49ff7B5rrtj59H54dlJurJUErtyQyuXycDi0LI8B+XTgwb/I0i2t66ht6KKSLOxt1xm52Wr3Vd3Mmor9U/G5ttqVWXdne7NWLeMawn4Iy7KiKEqShD/5+1+6aw+Qc/lJyQs4tixN6XeO3pckqcqgtRI/0C3DXuybju/Itixd6XWPPsiSWMHXlfmBsfDrXlFpBkFMaXASDOFKcALeBMOKhQDESShqrGum6O6w95gdejyaWinnaVVDLsQK7kjlM7bHFlJIITk86YKqopBCblgvE3OCaEOyGYugyeR4wGiRzc87lSwiNVsdEXIJcukYgwTI5IPKAEUzKCaSHBE5V4KnUhKDWVDjbCQ6fPDSu6VXj+M4JTneKntCMaqKwlhc3BQ2a9+GF8GK5zIX4aNhN/Mlqcj25ZKKQQAp7MYnHrtxiqLKUFGzjsNLtLkpxIN5OfnmI46hVAFaRGtYpx65xLywYzc61WO/2kArH08w0+asDEkE/y58gqrzcUZjh+Jcxy1CPJZW6xFmMwiRhxffrkVpgRdiNMd25xTWH1AUdhJogYE11nn8+LEkSe/evSPG7bnB2JaFLMO1TQo4gsDd2938h7/5EvC1//Lb799/Opuq7v3oFXpnZ+P//h//6dGjh7qu27Yd/hX7JzZyTKmpsOXWwFDNOZCAU5CqiNzz7erGVvX7456hGNczfLCLV8XX3ayub1ZenvQN27jZJ54dy5PqodE05SdSj824cArmlBKSQw6mNylVd8ca03Gqvz/StiV9q8pMukEaurslc6dkdQzmXY9DObLnFTu1Cylk/C4UfVBIIcsl4QVdEvMbxP8GwG6GQ51zDTWsr8Np9Ej9nC+EuSKsssN8x5M0+1Qm4hhrc7L9U7Hjqch4BjNGTrThErn+phpjK8ZxfLupKmARwVXILbbtoh7aiTKfoIDkTBo7EvtCAJW9RLjxJ01IneXDwa0ZifiuMpFmn1vm4pMeX1u7eexm+4lx/iF2cI7YMcmrkI0jrK7bfMVFCJaKFDYXn6ZOZuKrF4bDgkKWdq4FQVIvCrjOLcOWPLaKQe/hRuj1sQ1gGQBZPMc2a9WNZqPZbDIMg30G7Ksoum06vGMrwLE8rjtKFDi6XpUf7W04XFX+7o3vZyDXsT0iY8cGgSKAFKRZP00aSaICq5XSkyePnz59enx8PBxGmYoZDkl1BdFA9WBWL0rZtixDN7UhsqxRxjXHpRmGFSSG5ymadWxLG/SQbdI049u3iGY5oVSFFOWxMPtPUmDp9ZLQlFjawYW7qbWxgsjyAj7LD6rWdKXvIItmOK9OZONqcXGaYTlR9kpyAj4LkLhmv4WGOkCmSVKfe38qPce2eZZeK/HNEs+dU0s4Z4a9vpSAEj/q0A9xAtGg4/SXBUwO0kmGHk/ipEpC28GfNiUcGOLhkbEpahslyDHUJBupwVuNDZvQH+t4LIWyPoJpqYALKeSOSvRdKCKOb+9zLia9JbY7J6y+B3zHhDuC8c0P27ZjfMdJrRrDZFPd82SQb3CEXIvk5QsIl2NowCWGXypenIoeXDHiOKOfk4zPYEIo8bzClcKz64pxHKc9mFV38ApD8OanuVlf6ZkyXRaCZUOK81RoNj33hZIkmJjUN7hMg+415UjsD3LhqRdu7IBMXqFwuqR5Pf2pNQhspIDDy8vwQPnamrH/Nfj4x9jx+cYdB0JYnmMmxYqGu17d+Y/BDiZaOJIey4zXVe3s9BSFLIHtPoo6dlNCNZf4qbljy+jiPymt7Rvxd9/49NJR+7Is37t3b3d3F9+4YRjYvmVZ9ryNgINcS6MBEss1FkiUo3uQOiQ95oO8lmkbA6R2HHPoeoztfi4RhqeFKmRFF9Ishd8Ch3ggvV7v5cuXx8fHF69kdZ2794WrGpbjmLZj2B5qrA16g7Pj84O3Wr/jOh5O69gWL5fr2/dKzQ1OruiD7tGrb/GvvFTCDbZ0Taw2tp5+KdXWYmAoqa3z6X1qbdXN3fLaFsPxhqb2Tg5PXv/JGA7wnXqdoCqWoTvIFkvVxt7D2taeXF8jwDGuExfrtY5a714Nu+e4MyiaoTnexKfo6tL6osnNrV48famRdiqc4CmkqPhAucd6Phm8kwwujlEnpbbWayfFHRncieFUKWWnAiR+ErwVoT/uG4w7rvJ6kvEWUsiqab3ZPLtCVshaLp7mytmfRIeG920TmJjEHZOooBgcHHym4p6zEkiC0RYxz/zDl8NX99TvmCsjCDceWciZxA6xZuRHjUHufcaXeB1iGFTSAgGTIeMrmhAFx/FSuEiF3KxDMmmkZbxdhTKbVSpsPCbIgOLcp4WpW10gsB/J2lo5vmM0lVtwSR5xjNDWZYRleab3n/fxf64LO06+enf2NYwF79vOwjtBoCMRx4vPxVfIFV8Tz5fGdrLrRnfp35bn5kAuTHPsHdGHHgeRIGxtbTUajeFwqOs6dhtkWR64NHAV11Q5GjWaTRaiYfeE4I2j7kK2rfcdY0C7hiwyZbnMcwzuKgsB1XJtiEolsUmzb1VK07Tj42NVVV++fHl4eEhOZ9fvyeXHYlth+YvJ2TYNpd0atk+BqYk0EAQWurRlOC4wUf/MYihZFAxT6x99MJRu7f7DUrlsMbxUFjYrIl8SFA30GYYK/K7M2mxR4NbWWFrQka0Neu3Dd7g36hIvlcqGy1qUjUxEuYYzOLclka3VeIaykGsZeu/0U//00Fb7PECyyDMsi8fL0HCHNEWPvazlMdgm6ncXcCynX8rujkb0pl9oquGX9NBiSXrDFTqQ6rrVTteVwWC37ExInedJQH98onLHKu8Ad9W32hRSyDV4c4V3druMmelhOqkJ1gq5KTUdwzcJU0Q46BiMiSzCfF9h7Dj59FOHRIYuJgh1GCzOX0myQBggnsRQkR3bG0MYLj1ck0ZI6g0uzkK4DRzHtyniuJAb1El5fp20yFPIVBGjwHFPQ4t+gskJWnCVzzcgy8RRY+R4idem1pPtzSYHQyrrf2qxLLTadekooS0t15bnsS4OO3ZLDdh6M5P3fssmnwyhond/DRzHdDQ2rqOCQpZ4XCW9qZU2M1JuwWerUGU+DrpxHNdsNkVRfP/+vaZp6+vrkGI0U/Niis0hK3PbmxsMDT4M24TzbtRjyEDDcxqY1Vpjb3fnxbNH680aHvLn560ffnip6saT/dpwyBx8fN/pdL755hue51+9enV+fg4oiik3Kf2goqO9z3/Brm9fzIG61js5dA11/+FjfNGdZlVgKF0dnp6evn371jEHazLH2yINnKos/dVffP3g8VOXpnlBqtTqKgKvjzvdI44e77n2azuwVSW1NqD3ahxkJU5TKHyntqFXeParz57ce/QEQRrZNtKHnfb5x4MDMGxXmEeiwPZ1y1SV03cv7WF/a29/f2fnwc4mR4FW6/T9u7f2sMuyLKSWa5pNQrqT0uKNB4ybqnKjb4obfl8yPLFZPbpUADpcsworPyqA7Q83RTOb/nhHNrZlo60zHxQBObCAjwspJMOUKqgq7pQUnvhyvpIx0DbgiwjIjskRbIllv87Z4VwxdmMwRo0ZhglCm0EmjQOYhrpOQo3BtA3Kyauklp+VhjgVfU69XGwBOw8ikefJrhjH8W2LOE7j0i4mwaVQRbyUkVrtcgBWWaAew/7l2qMYoG/SGpBXtD9jDv5Ad6/5Rdvk+g/X0llZPyjipO0wGVwlefKW5vQtM0ZRiYs3gKltLNWTXRB2TFO0O81MXN2p8sp7hSJ/2i690NZSIB5gvOgrFnLF8RV6V2CKneTehtDjjuo+SBxkWbZarfI83+12VVXd29szXKAP++2zUwGZPCtubjRpCnx6x3h7J714bN93sU1k9GWRvbe3/ejx0939/XJJ1g2D1exSqVQvcdvbW71eD1drWRaJa15bWxMEEQoypLx3oeJFCguCxA0NXJe/TxO7RizLc+Wtre3dna1GWaIckp4FGMMBw1t1geGRyNFQZPmH9/c/e/5MdWgbUDSEuqLGnRCPbJmTy+m1cY5T43Bb+HOG8umakcDx93e3nz55rLqManjkyLqFLP0VjVCVg7LE4oOGqvRPj3jo7G1tPXv+YmdjDdmW6ULxvM1yvBdxvGSjJObyEbdzmtmcNdY9lhJ3oiF3FUaybJcv7E5blHxgyDnoj0FTsJvCUDHhe0XUbCoIli7g40LuuBRAcSGFLI+OTt1qEwQjY60dAMfhiOO5TgijcGOQmewugwcjOwPeTNQZSdwZXOSvhlNBgOz6M0DhBbnJq8dxnJYEY6WDdouI4yXFaFKB48Dcn5qBPVU4BjaZSwIuTR8x/nNLV5CwmgM90lGqvSjgKfmMWNd4VDeqYjpq/H4gnGn0JUZOzuk4I2HO1HpwyQofn/EYubJsDzcDO2bqm+z6vUvUSTO0ndntqUxPyzjyJ/BuX3qOYqh4YQfSC1UjDcGKP1nAFJplmfUdwZRIfrzbdXtjuwmAgZkybzMMI4oix3Gapum6zvN8lWNKPDzSho6t8fzGRrNOAYemoGWjUYY55PERI0svN+Uvnz/eu/egr1kHb44OT89dvdsQqGp1c3d3VxAESZKwN/Lzn//80aNH3V7fhGywhsPyglipK4h63RqYqkfoz8vljYfPJQo1qmVHV9+cnbbPz0+PPp2dfGqfHO3sbFd4SoA8zzIcy5RLMseLh231bGgaNhoMtXZ/qBkmGlu8vFzZePgZ21dSa9vf368JdLkkvMcGhu+K8DxXq1ZKpdJ5Rzvua+dt9VOrd3zWWauW6wJdkbnjdt/UVUNV8Fn3tpo7G2sqAud945Pqtk1oIOAuh2majIsJe3QEOJ5KO5ZTj6cmnJmptvz+ZDz/D8Udm/zJOarRynY5i/64xLlfNIamQ31QhJ5OOwVqXEghlzLOCymkkEXo6wCxDeepC0BSstmLRATnibrNDsgNZx5K8lQEMc5JMpPUlAYJQzolvnhW1Di8wh20MMzaEdu4PJM/mIEnhPs28JeTCMklZtcV4zhOo6pYZbMJzvCS3HQr3djgJC/FnbIwbvzpSJS5/MBxeLhUWEfknDofxwAXkRkvZdp1XQkMPlun2DS83nbgD11JsxYYs3PF0YJPryS6jpOrS/jQJ2HH5uHLywHHKZfgnb5BTerYZVYEc0yliKUhxisxbS8qeHEisvEr6u5KLl+tuJXgzjJ1gMhZsRVquFo3Pr6LSN484NKCalgxiA3PDCQdiocG+/lYSgL1149LrFE677gMKwgCDx1vUnV87wX68KPr2NibEXlmf3uj2ax/+P7dm4MTTj+V4NByvKpUX7zaSqWtra29e/cFzRmaibUt9SIHrJe9zrZMxxj0HQO6vaHWH6qaaRkWMkwTX05gKBYwLO1lpOM5DtL0wLBbA12zkKbpmm6RmOhQbbapa+m1ObbE0TI/IkWG/j5NfKc0w6rWsKOa50OjPTTwKVWRk1hY5hif0sLGLWQg3yzLFVlqnSktxeiZ7tAGFvJy77nLauCl0AVOo4rK1rNXXMy73C2kZfmjOk613XFkqEylP35SUVEZnqjskcpjt/T2uEWFFDLz6xT5q6CquJ2WUAhfm8obmTH/F+sKi/Z0kpouDFkGR5J4buhRBkBCxHgNcCeyVch/mkEAgDNeSKb8mqcnaSCIYmomWzAZL47iDKMtfe44TW/si0sMTNcJDpJ7gqR9VCAwOmuNqoeXykwSe1MmBVxfTlaP4zgxIi8J4iyJXZVsBYnhvxY1G4C/GT0DAxfUfzNHbyxFjY77iXfcOfbtrFQvN/usp64OUUIJKfOM5RcZL9hvCYUAxCKFBNblKBd7pRTMyp81NTPeJZDBmPtHAWdPGqRSB+JiXYN73eddd7Ej5Oo189HwUkespq6aXqXf5jYG0rBjR1fmVT8N3ZxRxpP2SV3zs4vVc4n4tQn9kFg9pRYY/4v7LcaXMjTQ1N4uZK5K5kIdp+2DCQyJMKMrDPbGEVSNQJDerAxDRvmycVaE39eLYyEAM2JGu+dDlBqbSbJp43tXFMU0Tcuy9tZKD7fraxubLA37Qy1CcDyq3WVouiQJNE0dtzqcfixTOj5VVdXhcNhut3u9HraTy+UyLq3Y8HVrcKrE87GZtjM0bPKY1H7n8Pvf20qvvb7WaK7VGms7e/u7u7tnnw7+bKosQzMU5fqBMdh7cAG0kauaSLMQioKA5DFqfm3vD44m1Mbg2mjiIIz8Ma9bLMdRDGtgWLYzDnvBFiaENOU5Lf648QrzPt6MS3rEx7bnf1k2wv91nZt/oyet1vs+ogPGm1KdhNl8iTzsN+5mj2wYCIeg/KMC89Efm9uy6dMfi8iJB2FlGEhTrYXs7AvZ9M2FFHK9arJABu+cPZRUEOGwyknLgTEnopiv5vt0whhr8BRiwbYgmsIOS4w+OIQygxCECt0RFuvBxMEZviHjYqsFm3m2jY0XcjoJeY486IDzNxYLPGlgxBqcXLTwVnohjT8dP9uCg7zaiGUSiNfS6PatMABN0RSDTUHvHxNG130A3Gc8g1TIpI97ATH6ZpBAt8OhzWHs/irvwupxHE+KKl9yA3E5G5m8VHKZZYwOjw6PX7ywsxqZjq/Y/uu9ffdyvOD5z2LqW/MFjpWlRI2x9/JZQ8tffqbMeJcbEhRSP19HEpeKGoP3ijymp3CXfFpgYyFHnATSWLZj+3lvyoWr3H/ePftAad05DKrKeiycj6dzTf6TtOBMPvDiJvbsxNB5GpPkwEQ+ccTi9kMI0Z7XLQCukFqhkFnVdLiPE2jO6DOMHYdHXRAWkeJGLeHMFwoucbOYvLwfZXqiOgyA47OzM5qmVVXlOG59fX1jY73Ew6GjOzY+V/SNG+jhqBS23DnKI91DpmGs051ju2/ioa7r/X4fm52SJOFKsF8CfJDXsFFbNU/6+oRH5iV8MZRB5+ijqw821uoeUXK9jitxka31ux67n//UKHgRLYs9Bez1WMhJ3iq+EUMddo8+9lsnqbWB8fIACFb7oZdTFTmuYTvWOHCZeFvQ7x98xzTLcYLAsCxCNr5r3bQ0w9Q11dI027Y8n2cJhkjqzkoSxANcEHhEt+Vld8OvuQmlWeiPFcWi3g+EMP0xmGW/S4GhFLKyiNUUeLGQOzYeJiYiKvJILbrnk1kHJvE+gSh5AoiF8Y4DFoMAL5JJz/GyO4Do1mLyk+PrPZJ5j/GxY0iukFxPTeUdjvnUGQsP4wLAA6pdEDSMRD0HEg5QSIWkKYfyv7vYiiGkGskcfkGTZx234XDjOQ7+lec4XnUzx70x0y25agcCaHg8rN2x8Qljfqnveiz1VvFUkGiOLczOVhmI+PBn+NPuHF867tK1raUct1fqyezMeNnwWQYT/PgUt0H3n2wxqbv3DUR935FtB0y9xJKMZxpGs0XzUpLDKLnkPlVbL7+QfLhzmQFumYcssxElaFhO6qMHGRFtVxuEA6PAF67TRoChPWuRhxgFlAEpOS588ZzDwTd+deHYhSX0PEY7ESMGUtT1o1znQc3abzCTKFqwWSsIArbaP378CHz8t1arra+v1+t1/L3X6znIouCopyiaYTieE2VAMf3+oIov5lgkbctwOGy1Wnguqlar5cYa39fymN3YibFM09Q1U1VqIvuzF589fv65y/CDoXpy9Ons7EwZDiWOCVuzoziaCZMVSSBj6qrMp9dWlgQ3hcYNhD2rUX/6EefYS8H3LEiyVK4yPK0MVa7fsywbWZbe72j9NrLMZXvJY6nJSTQ0IUm8fUBAxNGl+bz0xywK0x8HbzyYsBv3ElZWIYUsvy9dUFXczodcBCusgqRixzHwJEPR+GWcmNlHoGFsCGmat10sHD8bro1hvFhYyqfqGpeZg/MY4yAmQqBqb18WGlEYj0KMXTf8mTFoRywWnkBcFb4IReFTqFEsMg3HiPnIwk/Sw07dfZuMLZvEy5HHBggqXDGO40QQ2ZUG943bQ6lUFTfUjNEIj3J4k6FGheOLKWoUiXxTfuelN+NPTVO2CPGwYx8+vpx0/+v/cxlfw6vtYD3RpfmOnfGQcF1kPSqra+V0eoqWxn0cimF/adJ2S7AcqGuFj4dms42t5NyVSu+16m4eVvwZWiA7o2AeO2B1e4aKmg4mcid1S/Ze4/yvOxU9z3SonM+ikLn6xMmsF24e0yIwFEn06vgLTMtesCSeR5KR+aKpG4LxeJ3mmCx6FpqmeZ7HvdTt9nBXybJMgGNJko6Ojnq9nmVZYBSY6weoMDwtlB3IttvnmjocDAaqquq6PhwO8QjHp+88fAakyuHRCciZE9VL78kIcknkKQa6tj4cGP12b3B2dt7t903TdKJ+hf9g3GQOk6A2SDOCJCMwobaxx5IBqERJyLyYHE6UK+vbDDBb7Y7qUB3FGbZ7avfc1IbYGfLjeG/+1Y5NYqkZZm4xUHKx+fcy9Mfcscr79BWX3F1XTL6FrAhWVfRBIYXMQbDZ0+l0sFHBsqwoitj44TguVgabT9hA0jTNMAzsqVUqFawssFmFLalms4nL4wKE4AsXxkfwr+fn5/jXjY0NXCGYQCIcs2DH2+lgEGtMslYQdRbeaRSYAUGuOYah/QJXUr7JuGl8dRJ5gG8f3zsEFMvyHIeNTd7bRhYl3Agk6ZcF/GuEKgMhfDsOhIgseIUMGzcEFk8JHE5NI5xMu5fTEsgouXocx3FcNbMLchLdLhXIcg0tIVwTsbFIYo3H3sdFzLHP4e0ENMceVaJHkTcakHPBjvMHeBYcaqpNr2jLhwbSLaBZ7okuIche7hWYtNhDjnNo8PkGZNMABeSCn3plxaKyUeNlkyobB4756jqIkhPNK6p0+UVm3TxaLc9YmhVOXSp+fCZKe51M0AXmx6eMpc7H1zJ1xLqgwBSuzynO/RxTeCqCzUOTalvK+00ayyNuiidrbk2azujt8fby2KDnPpxpDZlZW9/Y29vDTgtJc9fv90kM70VfUWy5VKoI8PjoCP95enqKfZ7BYIBffOz2PP76L7/+5a/67dPvBC7XDVA0y/OlWmPz3iMw7Lx6+fL165/6mmlgS4qThprheNR4MIH2wlQ4xKPSYBixVNnYf3R4eJBem589HDtWM73jrCjXdnEL2x+PTsGHj+dDfaBZumU5lknji3rBvDeOB12oucALQl6ETxxkT1s9vQ0vf4y8Av9HhZUfFZCP/tjYlg2f/lhAThx/z29fFVLI8r8nsfm/6JJbYv1casUrhkveFNiyitLpdP7t3/4Nf9Zqte3t7cePHyeBY2xEvX///tMnb8OTLMuff/45Nj++/fZbhmF+/etfr62tKYry5s2bf/mXf8GF8RH8+Zvf/IZl2X/4h394+PBhkmg4eNZj7xWGX2RShqDGuBJCREb2pAYkxanRVJd4wtlR7fhXbBl+8803Hz58wJ0gCML21u7W1vbW1pYsl1IDE9N3gvpGLingW26BqePdKb61ILkfvr9UZsUYQ3GUYBZm3FeS9esSXbRiHMf5I44XE3u1cJ/weq4YYygmfekTeruBJzMCl12Y7PVUN2/5tc4t0BOOSy2D4w+piY0IAGIDQcOGlsvYgIkgxfCqjzL5HPGg3eR6DzbT8WjVZl71ZOS4sQyqk2aY5YlgKnERzM6BNMMLsXYmZ7bbag/FCB5nijteysn/ksJGgWPNdsLbkeZ+dwIdR6ZNwIFCrluR5dFiEZQtulfODZUIz8KrMVdQwHlQJdwU6aoBm9qiKNbrdeztYD+HHBkizqYkSpQaG3v19W2ak5A2IPG55XIZl6SZkcq4V0U12nNIdF0nxBTYJRgOhzwv7Dz76t7T5/VG3bHNtd37AsfyojRVVXkBwqVKY/eBM6gAR8PnsjTlBaZUa9WyLEJna60ulys2Qut7D1iGCeocBc7gRrCsVK6u7T5orlUEuYT/NXbvDx06tbbtzaYgyb5DxcmVGj6rsVbhgjopyq+t0ty511ivBsexNimtbSGBt5QziFBF5Eui4NCcZTbURmVvb1uU5GWz/wOSiqnsxjyFtSe9gm96enhEbKupCaWPunQwNLYkPQf98TCgP56JnqKQQlZLPxaDuZBJNn+BFOcR27ZVVT0/P1cUBffb3t5e0qnEBT58+HB4eIgLYzME+AhvkIQN+CHJnU7n9evX+M+vvvoKH3n79i02zIh9Fd5rFdNu4z/HdlQIGyX8wQzDsL4EwDE+HnZ+Y8Fhl37mybvGVw/uC987thIrlQovYEOM85kxoE9onL4iOxGJBqOo4/FdjJrv560gNx6m44jkD8zj7k0KLMsZd5XKj7x6HMfZEGa2zkgycC/hbHL9VBUERA6zG5MFHxjXxqTfkssnwKdWdK/cjJmZbXPWGat2Lo/7euwSs/VhSa20KPprO+6fTug4QHwBVMyzq5OPj3WNRzWjKrKpk/KBIpxqHMnBmvPpL8+EINDRiGOhPLWdcx/qNygWX2aNwQV4BCdyUGSvD00CkfO/xfPqybnUQ1GRtTobRSDjueMCZS7BnQppUJjgN+ES5x4/MFgJHqef9oYMHM3cy48a43a6cBxyvCEaj9eyuCmwEYt9EoIa379/n+yFxNK2S64oCPXm+s79WmNDNR1jOMQGOi6Ai927d4/hZRuAHdmSythw57H1L+Di9fr29napVMIdxpVrYqkKGE5DQOdr+z/7d1jRlOpree6B4cXy5r64vbMls3WREVmaZRiXZlXDavf6ssBv7e6atvPFr/8Ov5vlaJ0UTfOi1Ny5h+9oty57v1JMeXNvS6yl1lYSheb6pkUxcqm0sXcfn7VDzgrV1tj2attrlORac9RClpPKFUqW+I31Kgc3S3yJZ3Bp07IVTStJYn1tXb9pgz/pOgY7VUk29omjArqr/NbDXLtGaP7I4E8Mp0oNdiowD/3x+wHf1empbFfZumOOO1oKKWTuHlkBHN8RuU0RIUsikiTt7+9jPXtyckIyA9M0HU7yBnzg+ODgAP/6+eefP378eHd3l2XZcrlMyCjCngg+jk0p8gXbV2QfmGEYgR6f8DTDFA0X6FCAOIeh2AAJjYUw48IxX2nWmSTWPMKw3Ov1Wq0Wvp2/+Zu/+eyzz2S5xLIcLotsZOiGbaMM0CN1q7R/X14m43G0h4stO7/xJPKYGi+Qk3od/x+YlH4wD5Qcxo6zyyd9Z9LzK8ZxnMBV4VXmlCU0dK65STFkOLI+A8c8xjnadJU4x4VieQuFjBf97jiGFj8Cl3EHFnbiDChegzkYf4KuK4HBZ+sUy6QEFtkOfNWTSYhNftR4qYSOPm0oVWYd+Svty9GJ/YbZ23BmnTpWlJ83xnFsOTDP7Vz6ZnkmonPPFLuwrZfMNohNkiNLNIg5BqO9fwnU2J1qQ92sXvGi3Z+vudVp3BQkvhgL58v5+Tn2c3qKptgcYDgTij3N/dRWgak46hlh5cPeETb9Px53KhziXYWkVcFCEElciVRrCms7JK5CNVBX1RWXldZ3BIHt2pRjGoaNprynDMsxrMgzQkWUZL4iYDUFbcelTNuR6zQFhy5nAkda38OFezZtW4aJgkSXFI1P5zimWhNLvHdFB7l8SayJk2rrIxq7LQjSYrkqV6qizAft9Gvzboqt4dqEPj6Or2U7nkfC8TQlcDTFS5xcxT+yeJKwkcNaiIawZ1OK7pW88WEfCyaK0VPcJshypnshs7ozoj92Sznoj59WNVSBJyp7pPoJFaftyUvVGrd4Y1MhK/raRObegqriTltE84cp7o4IgrC1taWq6tHRkaIo2F4Ko8b4u2mag8Gg3W57O303N/f390ulEj5I8kb4iCcVwLsk2wQYp7El8DEuTOKaNU3D1hr+Qi7hcSAwjCzLoigKgugDsl6FuA29Xu/k5ASXxxVwHI+LeLCDYWCrptFoYnOOjAjL8rDdwaCv6wYhefAvyJAdaZVKBd9d6uRAeMN0Xce3Rm6ZgNTEqsRn4Vbhmj99+vT+/Xt87/iW8X2VSmV8nKZow7QQgYzhdBwjfNDrJQCBGwR5gAA+9unHaD/ZDwz2VvljOBHVmTm8k2h1/oDl1DpXj+M4gX87OWeTbFbQ5ZEbSY4X+GlwTGIBwz6mT+VNBuuK6pVbQ3VkAb6wD8iQpICzK/ZTOf48nn6Te90X/Fk4i54iT5DmoofHpKvgwzFGEEooTdVGt8swyrrBmVZKb5PE7tt2YBJkmePl2GjgnmEXYR03PwdOpmAD4xBjJ7kfcFXudeTA0PbPd8CkPfi6DXsGXeVtbFHjV4CGjgAd7JC0Wi1s/eO7/uZNDw9eXLLdVf71uzccQ++XVB4Y2PrHPUNKqroJXYR9ksApwj4D9mQ0oV6ryvDT+LjjGrZjIQd/MZFj+OQwA93KczO6hU76Wkc1WX8rJ34+uBLLy6ANj3qa4wLV8FZiVMtznBQjsiqDL4MPnw+N4Ir43KzaHHdg2JaPPofPCtXmnA11H/KGA8MawY4uvjvUHhqaaTO0p3PwEeT7MywNbYTrtJZh/AcBRxTt/Q9MCwsQ6FuiArLx8TCSPgTlHxWYj/7Y3JbNts68HwjOeMfhpBkm9adbxgJXyKpryDz6sZDVnQOzJ5nwJFlMR1cRnufX19eJUaSq6nA49OFalsS9YsOp0+m0221sKREotlwuY8Pp/fv3//k//2dc5j/8h/+wtbVFiBcyHgSuB1d7cHDwpz/96fT0FPmCD1ar1YcPH+7v729t7VSrLGGH6Pf779+/+8Mf/nB21vIhYKlWqzkOOjk5wU39u7/7+1LpPr6aaSJNU09Ojl+9+vH09ETTdIRsku6iVCrt7Oy8ePFic3OT47gkdoyvjttzfHz88uVL3B5847btZYwgBGj4jnCr8MHf//7333//fbfbxb9+9913hmHu7OxWKzUSc+A4bupAnZqefZSIxEMrEDHdcXsoP+SYjOcx63E8nUNOLTwJO55ptgzval1tjmPHhYuYg5ZH/y2+P4PMleMgDuw4uMEcHEA30wP+l7ZXszeqL/P4dy0d3HlJR42R+mLNlrhU1Bi8U6S2zq5uoDGRGh8P7WTLjbs8EgTGzR4Yd0GSMBpy6YxX5uoeVCzs3UBFLM/NT4DJSS9wmkjkwijQeGJOPDf98DLJTsnmmBQCIuSCj33mROX8nuDJPfxic0jY7oa+mLZzMuR9dBGouon/ebzGG1pAaESy5GGJdbWJXGf9KbP52ekgXflaCGgmyn8XtuPDwYad7fGqFkp9rPhh4suFr5hdWyCxs0htyK9Nt5yo/QOxh2Q7SLPQ0r4CAWrsm6hUzOdJ1QUUvG0zQAaCHI7LnpX+eGBCQn8c8w8zrlUAc4UslfgDsoALCynkyi6GH/NbqVRKpZJhGIPBoNvt1mo1QfDy6+Ajp6ennU4Hl2k2m7gYx3G4DD7y008/4XOx9ZVB6RuIruuHviiKEgQpAx+qPj4+5nm+2Vz3oVJ8ZPjx44f379/3ej3bRvgnmqYMQ+/3++/evcPtsSyTZRnLsnDJw8ODT58+tdvnuH58rk897FkL+FfcsPPzcz9CuUGCoCP2ko9iY2m1WoTc2Q/19ZQd/pOkCsSVkJhoEjftb3LzlKbjOrhh2cRZIEGQG1t/HWEVjsf86rhOYPD4TLAAf8XXIlHbY0WfzmKXc1dumNoi28VIkmCsHsfxvAJylxbl9LlOrtkqDboEUjQEznhrP4lBcDMyoQVhyPOBYnOGEOYkXEu+TvnPouTaMgwG1D8rQJPkIGGB/sUGYtPcIQNR33dkexRk7IJpGRIyxsCNu0YlNu7G87X1mfrqlgm1so7BHB+NxMQ1oI8CZW1TuspIFhOX65s0oKaYRIXxvVAfOaa+3VG4AiC8xr7V6RDdDcJ89BerwWC5SSo8CIACzn6DTQ6zjk7/2BVikRZlzmGicfEfzk2aqYzH/5hub1qmNIfhxed/y9fWrvuGb1TXLPkLS2Y2spU1oDam/G2cdw3BnBQUnG7l+vTHxzqq0Uo2/XGZc79sqoT+uGfQ4Xlh0ti4RJ6AQgq5Bj82gDaKLrlzhpEvt4Cjbxl6khBW9Hw5PT2VZVmSJNyrBGDt9/v7vlQqFXzQ9gX4fBS8LyRzXQZFg6qq7969GwwGT58+bTQahAdZURR8rbdv356fn2NDluO8iONut/vdd9+12+2dnZ3t7e3dXY9ArNVq4WInJye4nbhh+BNbCJ1O59tvv8Xl19fXHz16RDJV4JaYpokbjK+IfyJBxLh8bITg28RXOTs7q9frDx482N3dxbeGm4pb+OnTJ133cGp81tdff91sNnGr8EV/+ctfvnjxgmU5ZDtDVbVMOxntHtbRYf8oNdqXnDr6RF5OEtdBrgMc5NFM0wzNMA4JPR5tugbuOPdYhMVrJkbHnHsZY2VWjOM4T3K87HOX/H4XP9+5qf6ity+eggE7DQlYCv6XjeguwndKPqxJ70Oel2FmLiSaXcKx0dMQuNtCnn6dNZKkxvgRtzTu41CM5VS9nHO+DLNEiXVioAbN8Svq/F9OHLFKad2QM1D4qEBk40guwkocTGRhmnU7UkxqQjy20fETYOZPxVDI4jxlAhkTRgrCWRxOhgfGyDG4+I97oa5h6ODyyZpgARDZUKLb8M/nguVQYf+QyLoY51L42HVLNTcGgTGZYALiZPmrf8+J0o0ruMLpjam2QILdmimeTG3jDvZMBv/e6AikZ6M/duHxkD1S+YxwpEIKWT7XYOkM+EIKWWFHQxS3t7fxFx/Ddbe2tqrVKkJIUZSjoyNVVUl6YVwMHyTAMVHQHsI5jvPNqJ9kkqhUKrjmjY0NnudN0yS6ptfr+avCHhpFMN+Dg4+maX399dcvXrzArbJtC/90dnaGzyKpKfBF8SmDweDjx4/4E1dL4oKxAD/elNTT7XbxF9zsgIWZKEp8C+Tc4XD4+PHjp0+f4jL4fvFP7XYbf3769KnT6ZRKpefPn+Nr/fGPfyTAOm6MpulDRYWQmkqlkppoLjllXQAYHkkz/kC4MxBymDHzHMOAcLo8YvHntxkmHUk1q9Id85XjOI5FHF/CpJkUsL08tuA1XzDcFXg0johWgBfQAaA7Hprp78KinaWpERbX33thWvFrflj2XcWNY+BXKQGfIhf81CsPTJjKaHwVyPh6RlS65o4yMwBWvMRoX2kiQrJqfW3u90p0I5sAvxzA5ldns85aJSZe2AYMnDAOiy3M1zAXgmBTm+uGkuC5kYzSkYDilXsiXuvvN6iYpffNqZhgeBtPldHVlNOe6VB8kJWbIOwVbspmNWbz8fWjxrHk4MlXde5Qcp5U2stm84/3bBIblUrajXn2xq6ctZPnuU/N3RKkQR+C8qsBYHvDLcnKpj/eLZk7JZ/+uM8jF+ZhWC6kkJt+a3JBHoXcBckzKRUTV7YIgrC9va2q6qtXr3q93vPnz0kGiMFgcHJyggvUarXNzU2WZfFxy7LCCfTyaORKpfL111+bpom9PFzn0dHR2dnZ4Vj29/eJ5tI0L9S31+tzHLu+vraxseHzVCCSdi94jgQaHg6HHV+q1Spu0tu3b0m+O/wTbrmXac4P1/VwT4YJsESSfA+fi28T/7qzs4Ovjm/ftm1cCf5VlmV8m4TC4smTJ/hccsse/7Jp9bp9RRna4+R+SUUc5qbIpoGK9Nhoz78b5ukKx3GOezioIYVhNjngw80LEg4nbc4MgIscXzGO4zhVxeShmXw8kx7nUt/gwhyzURa89D6jIPRWexwQsHbHh+Mc9XJ2xo88c/01P8T8KSmvKEgbFAos7FendjhywDfnlUmMxpd+Rjc+M9DRzdew1Ji135Z8kWyZDc3rXz/IKSITWT6yvNXoBUb+8nREH/U0dMUQ5kKuOBfGUOOLDHjumITCnWA5hiOLl/vRybQV21nf0akoahx5H+non13VluVK7PWV2Snrru7HP/aBW7n/IvVXvdPSD3/AX7jNh9L6XvZ0McfnvYi4/hV6cwPHaZSAI7QD/dars5x3lwdcDh66RckfdZCb/hgR+mMdUT6jYmE/FLK0b0vkr4Kq4m46iYXMS1iWrdVqhIlC13VVVRVFGQ6H+JOwPVSr1XK5DPw0d+HF3ZxCoF5cLf5i27buC4lcxscti+whc03Ty2aMP1mWkeVSqSQbhkESx5Go4cAAJrn1cCVeNotymWDH+AgxGwRBYBgGfzYaDfwZDogmDcCFg3R/hM6YoOEEbsbF+v0+4Tgm0DMBypGDdHyaYWasx+chPo4BHd7BECYchnehv/U2MIcCENlX0CNVnwe8yn6VJr1Q5PjqcRwngr3znhIDla4H+FtOuCqcEC98NRgKUPLfSS/u2H8xQYjFePQvGFo+zbG7oHtPpRrIaSiHT4y9KvOKH1z4EHIivq59h5kq4KRgMy/iEo7GaBr8l//5Ls9Kkp//x43dKy2VL4073A4JI+lXf1hJ8qmpM88ySIzL1bDdhSoOPhpxrFtZk15hvi/aKQpI0Ei6jDF+fAEbEwUOM1xqOPmnpYEANksIRIm03w94YnhEX8zxS0HFNEKQjfoiLqMh5bjZj98a1fUkx7HRPTO+/6+Ur47t7lH3NU9vPhZ3HjO8CK7MBpNtiizunVoJ7XCRE8/LiEfFTK9bCWXmSYZ5CfM14vtcjf54UgsLWLmQm9OShSlypw2k27TpZCm8LZ+tmFBJEED29PS03+8Ph8O1tbV6vV4ulxmGScYaT3XYiU4/Ozv7zW9+026319fXcYXNZnN/fx9fq1arKYpCssBhzW+aFmFPJiQY2DMmOC+pCvkS3myHz8Jt+/nPf/78+XMnJMGvsiw3Go2M0UIQ0YB8wwsr9jFl3AmE+CLKwnFxm0lYCXp79uMZlUj9oTZH5q408gpI+OgIyuGnIvONoVEuvlCOMt9Cnhp6GsaOY43PeGqxh7viHMfulJKxZxlB7sfxC5O2et2IMXQ9l3Mn0xaHjo9GpuuiWMdcZyfkx4vBNW6mC+8hvbY3SLFuIRqSc+0rdXYewQQunNXdWn5ZS3DLslIlf8fGljELjy57xsgePPOKYZ+LxMi9LXs223rWy8USEipm1qRXUFUsWmuT/44/I/vXounugqewNC++m20+XCw/J9Pi6TY0UYwyLxxUDRkqcpteOmxn1F3jEAHA07m6Qj/6KQwck4vqP/4rDC3iUrbhHv5ZPfyzU9vmNh/KG3sB31zMjkrOu0tCerPE72k8rH7kbkEqw6UpZp78Y+xiy+rs9Mcnqkd/HLimGamnCynkesf8EhlphSzIUA+jNDGEJ2dcZyH5lQi2o2RZ3tra6vuiKAr+NE1zc3MTHyTp7JLp4PI8Stu2u93u69eve71erVYrl8skEFjX9Xa7TVb9iRFF0x4VMv7J58TwgpFt26OJUFVV0zSC7ZLWEqSbJMrDdTabTcK2jD9xeZIcD5f38egImkxRFK6cXAWXJ7QVuKTjp/zC5+Km4nvHP+HKCVYeNvNgwtG+6BCYZwSO4hsmPwgQIL0+kI3wTVAeekmP3bqwFQ3CQGa2+x/muYp5iNlr1SvPcQwmJ20MHmGUc9oNIuoJLBrOthGm/IjHjYcqX+gcdC1UFekuTYKhhkQ2kWUNP1veyFtzo57blcI888wycwm4WEktciu03aQlmeSvJDRs7PADkLYgllRUyJnPgsHyjArcEimxsZpvbl/6LlL7bfmFqqy7rTcLelhTDc0MkGJWF+USke+TWshS6RHH+eGhDO7U2KVpKq5gVRsGY+kS27IKmeNwDYUbeJENMKKKl+opwECTwfSfR7Y3Qb/XpHhavOMhM97nBMYWyIjrGR8sc/GpkuN4V4tzHDmJrVEnQ8/y3pAiay+uHV+e7b38n9BQ0ieo7pHdPer4Acjy3lOWFwEMr8rDIER62TJJLs97Gp1zYLAZDhvCXpQNmWdgJBYmOXfdbpxoEZZMOOAoP/3xjmxuyz798UBATpbndTk1lzP3dSGFpCmRuzIh3OkHnUbfFGY0mjrj5YcXCiEp4HAXnZ2dDQYDVVUrlcqzZ8/u378viuJUeorUXwlXMuEUxjU/evTo888/l2VZ0zTCUIyvgq/rEekyTKkk1+u1er2OS+Ljg0GfAMHnvuB6RpaYT0ZBAGjcqna7fXBwIEkSrpbjuG63+/Lly1arZZpms9n86quv1tfXCQ0FwQB5ni+VSvgqBNHGJQlUjWvG7fz06ROusFarbW9v4+O4ndHxGAEYQWg71NQoriRQm2bnkwLUOKAYm6g2/kozNG570IDAxUwNVpjEUBFAoGCWmIbV4zhO5iXMc0osDDtGXoFHT0aKkrtsx4T7LYjOnsoeNWsXTUVVlrPPr0HluMi+NQMp/BBjyznR4yO/EX/4ExqVMsmuwHbrq0osM55D83eQtQ2rRvtGX/CpTu8VX4TsKSW1MBW9sonyotKXaHNTSOxxgExhTC/BdOrFIBDCihD1mbsqafAE2t6Q7LKQ3tyKQMfs5hOVnbyKA2pcfJSGkmpenPVpQD1pXGBdJ0P6bY/DP8eAYxhln9A7LXD6Ovt2SACy4gcg81uP5I09n6EOBrmFCyAje1JKdZZ8ChaHwPBUWvLxQuar40wofdRhbvrjIaE/1mzqimxvGRqwQI0LucrEUsgtm6lyBnPktMOL6WWq8Dy/tramadrHjx/Pzs4QQtVqFR9ZX18nafEu0YcEUPJB4RLhJu73+wSVPj8/VxSF5J0j5MK4DL7c/fv3h8Nht9t99+4dPrHX6x0fH+M/SZlwhbu7u0NfcIM5X/BP5ER8UJZlgvjFMu7iSsrl8v7+Pi6Dm3F4eIjvjnAZ4ya1Wi38Bde8t7cnimK73QZJ+zIxqJJg4xVnqqAgQg5FjVBvwm5MwDmCXWcM+EnYMYiux0yNclg9juNYQK4LcgU9hTMyk8/gAQeocTL5RnLCuoaJ5toijvO/5OTNDEcoREleLj99FzKTqDZ9a1zEybsnAtSYSg0/uSNjTIgmJQNieS6PoHhDl9wnmbocRUUS6QLLgVOpUWOkOvnHgMTEYzk1Vyg8spsCd0KLbYBQVQQ58SC4+P9yLqUFACoH7Z/vAI5hc57Y1qhsdqwK52Rfk2QRPBnSmuU+bSDcO+97dFtn8HRY4ePnsPWt8MvikVTkvkeqe2R1j9o/+QHIu08ZQfT4AIogymlqKGRbjob3yK9zCEkFCJvoyT4s6JjmOdX49McnhlOllJ0KyEd/zHV1Jr97nO1LF8+xkEvNKm4M2ij6pJBCrigkRR6BaC3LEgRBluVyuSxJUoz6Nf9MTqKDm83ms2fPWq3WDz/88OOPPyKEaJrGleu6TvQFgeZEUdze3v7Zz352dHR0enr6/v37IGAZC66K47iANRg37MmTJ+12Gzf14OBgMBhovhCGis3Nzc8///zBgwf1ep1EE+OqgqZWKpUXL150Oh1c+du3b/G5uH58rkfLwDC4Dbjm3d1d3J4MuDw7p/rlYg1DeO6Fbe/ZtMhL0OfDcXCWeTLdHJ0UtDRp0+pqcxzPKsEIC2djDLBjAijfbIcsG3AMElHGBQn9jY0NlwIr3vExjqrkQAqydia9xEmK6lb6GXSMsk2qFuMfS41HXYPOVhBepJptOrYOHBtACibfGTy6KAZStB8/6xX2gtpYAR/xs/Parm2MjzAZejexV250XW8bES9Dmk1tm2ObruVtpKe5lDJgGsJLwelUFVeMywiKSdHWDQ009f0t5LotovEndMGyagey1270/72KlR81xvKuz43HWwozGUO5EutM0DWjswLF0dHgvx4yFHWxKimxCSp5+YJKPklSgRzQ0UBTAhkDPxGAvB8moitwsck9ACNzqUtSwaQYnHeHpOJGno7ntAOq41Ry0x/rqAKPhx79sf/UpuD4xQJ2IYtShMW0UEghc/RDfalWq5ubmySkd29vr1KpEKrfIF0by7L1ev3JkyeiKMqyTPBcfOTx48c8z5fLXtjTw4cPCTTsxasyTK1Ww7/iChVFIWAxrgSXFASBEEqQeGRSeckXXIxkwyOQFMHrcGMICowP4nNxOwk3Bf6JJO7DQlgs7t279+DBA8K8kcTZcJmdnR3cvPPzc/wryYaHzyW3hs/d3d1tNBq2bUuShOvBx3FhkJaTMwbFTuLOvZqaxraoQ19QhcBsIGQmfD9MZpiORK0cx3Ecws+EqDL6hYBT5N4D7BhEkwilktMt2lteTosqlcejMP4WKmbrwy1zFGNZKFMxuBg3UHivx90JN+ZoNzbH0KV68UZ42p1xwBTg2EGWYatdq//JNVXIcBDGy0OGpTmZ4iTIyq5jo+EZpGiuuo2PeGu4xtBWTrFlgo/QfCl7Poxd1/Kue0RRtNh8wEi1SWXs/hG+otC8z4i1mbRAUvG4adwRYSU1q7YKXzoW9q7bq6Gt7ozAgEN3dbxkd7MyA9uJbkPLuVi2jib98O68xqPkWbYTT6Ecyl0R4c2vC3H/gZNHS3SpJBUvz6jWELfG3a04uxVXzATAwwHI0u4zVhASpmuQCO6ODt9JFjUJ6iDhHP6/AnZf7CNIzuoB/fGPCmT7w03RzKY/3i2ZO6UL+uMMdjJQYMeFLGQkF+tJhRQyf6nX67/4xS9s2yYRx5VKJeySkxx6jx49IpG8m5ubNE1LkvTw4cNqtYqP7O3t4WL/+I//iN/K9fV1Uic+BRfY3d0NjDHGF8uyPv/8c1EUcT34LMMwut3uwcGBaZqfffYZrhBXrqrq2dnZycnJp0+fms0m4aMgeDSuFn/Hn7gYbi1RNOQn3CR8Osl3RwDlMHxMaDF4nq/Vag8ePAAkr5d/Lsmbh38lAQcbGxt///d/jytcW1ub6kyFCTZdcPXEPBcRCP4dePcVUFVcbhNPEtucBHIGv64ex3GcqiJH21ODpMLYcZLcOgMmWDit7fI9jqm3fDfN+kWPBMfQ4kfgam+/Cr99yaChVCLyYFdABESOzb+3btA1eHsSnHHL5pZs4epb9uw36YG/lm6rXZl1d7Y35XLFtpETHm+0Bxw7tGC6nKapCuozDLux2QCMcHbe7SsaPlcShe2GzMj1Tm+oGeZUdYD/g6/r+Nctl+T7WzW2vN5q9/HJ4bYh3BTTL1OWH2zV2dLaaaxMpni4eVQsB2ZMTVeco2Jh7x21cPWXYv4EFwDoiPB4udt9EUsqUNYk7tTU+33dEUY3eXGXwc16SEGFSwGOo5xObvQfHOee9r7wdJRKPrSQkySp6OrwTKVISw561EHP5RnwtOnkCUAe+gHI4t4Lob4eXX2/0+M5PGmNe2Ok7v1nRPnh4ekJ8Qq5tqfj0x9Ll6A/Bgl2sgLRK2Rhaub6vLNCCrk7IgjC9vY2VsYsy5IEEkFmuSAouFbzUtjhX/F3gibXfMFHOM7bNHb//n3gkyaTUGVyCqkTFybV2r6QVHj4iGEYuLCu64qimKaJ/8S/EtIM/AVXu7u7u7a2JooiKY8rx5fGX/AR/L1areLPgASZtBaNJZzZj5yOm4HLAx9EJncaBBkQ7ix8US9xvR9xTMrgVoW5kicZKt7VgTsvpILQVjg+cOwjohNDR3JCxrHZcurkufIcxzOF2sSwqrAEzx5/CbLAJVMNXoPxuoSW8bXTya2AbzAvaGYmsQB/O7yR5ObTZM50/2V0xxz2DhjzV6Q+jFump0sJNESor99BewUr8ku/nhRF7+xs/K//8Z8ePHg0UHXLQtGfmaFhtzrqUat98KksicJffPHMRs4//+7P3Zbl2EZNLv/lFw8Yufk///RWOzUnvf4pOhXCzWb13//152xp7T//6/fDw1ZytEIKl6n9w68/Z+T1//wvf3qbKDPpWhU+Pjd6wPFihj8E8bB306GzG1nAOgvSNVHwBYamTApQ2IQEc7RKFzGSAsXeEPBrGEGdbCedl9mw4bueoNhUVFfEi8WQ32naJ+hFSFJUs7ERzYnkYp3v/zVJUvHHY/riZfMcAWja4E+nXhU5A5CN7pF57+vqgxd3PNY4dX4bB4Y7gS9ESEVyWlnJMhxd9O/MM0yGzeb69MfHOqrRyk4F5qE/ftfnegYTCz2e8PSLh1XIHJTM9ftlhRRyF4SQPxC+4PAO4PDUHQCyAaSGyxMqYYLdaZoGQuTC+KBpmrjaMHBMIoIVRSGQNDmx1+t98803+CdcA4Fr19bWvvzyy4cPH5ZK3sZQXJKEGGObARfAX3BVMbSBYH1hyDhV2ZG7CIMSAUoenDhuqo3/FzErQyo1CSFeLpdg6hHcJMK2TFJkh0vNknAPxvonA90K4+yrzXHszOItxZ5f0EfENo1RHmcYrAvdZrXk9hNpHu9qTcFiKfeTxltAmEvPQHu4KaESDzpq5LiGaI/bNwBKXNoGzKJvk6lt3HxXW/ot1kCx9ZgYQ0WQHicQUjw15cXt8zgEJjrL8XJhtVxC3ZbLpaePHz94/OzNwWmnP4zjOI4OoO7P+Mh1bD9W2XbMoWMMXduggS0yCBstQdQtKQlcBBzL/zJWohQFaRaPaLK8gT0YnqUaJZYWIW0r1rDtgyAUZDjvDELcCbygrZrMMoJL2Yqt+qu2FEMxnEe+DCk/8ZnjIsu1NA8CH7Mh0/4yMzaeDMMgiSMAVcaH/JL4Xhw42pTgQoqmWBF/+m+UF4LttXn0svmBYI7tLRtzUsCzHJu962J89eIaJt5CMpCd8bTpjvdLeTGz+OGH+M2WnbVivRyZwB0X/NuJFNr16IZ1QpToHgQ3md9kDd7R8T//DcT2hJ/MAiRi6ikeNwbq7VPYehOr6uUZFcEnXH/r4eiQ6wcg43kbPGmi7ABk98MfewBUH7wgDbizg3mSZ0LcOj/aGAbB5pe9UDFzXOahTHFMIN1xqjnpj5/VdOQS+mPOcdxJpmCBGhdy5QE8BW0ppJBCrui2hxK1pQPHruvGfort40/SIhHOYgK7Bb+SDHgkVozjuGaziY8Mh0MS84uPE06Jzc1N/BPDjBh38XESCEy+k0BmAiAk7wJMpmBNy0ftxsKKia3iQbdOVlKZjDDkWRV0LGxi3LUEBHdDG+lmrnlSjOwkWX2OYyfLy0pVJLGdU5PGB4l4j133GrRRyD9cRpuSd7W9itWUaQ/EAKAu2386M+wxdnzpFwMZw7+5D0idzRSUzIl+t4I/TNsdGJFBsAy481wE9c9ujU8CJiQYTQYaj7eTOGTRb7w26E2LvuPh3IV0ybEwOpcVr8c5nNcctriqq7x7PMw/l3oJBFqd/j9/89PrjyexXy3LxIaI0m0NTj9gU0PTTRdQraOPSDt3bEMZ9N/99JItt9WhMdY1yLYMxxgireNaqqd7/ERAFMvTYpViRZdMLC7A1b5//55ijtuHr9TTT1jNUqxAS3XISu4o3NLFV3775g1keFxGax178DMnM/IazZdohsU96DE1az3ChiyujdiQOQqZptnv91utFlZPu7u7tlNybNNSe/bgxLV1iuG8YEjHwu1hypsMX4L48qZqDVrIVH30zIOnPZvHHNKcLDTvTeJZlpO0GIAvPPwlmU5HBMd+/PpFsPGS4sajNlEQ1aIwk2LRBP4O+xqBBQwhCCVMm/miIeM/0DUg5M44FS4BdTW2PZvhx39JklScqzSM3pI7zvfnjulCDAT/dOrFV+5VswKQfezYrT74HAB4N0dvUhONA2fcMbEgTXnrW9PdrSJF57wnlomeUcwVugT98bs+j5wpPl2q71ronUJmkrvgJhRSyI1IeDYOMFmC517uVQ2MP5LyLqABIAwS5XL58ePH+/v7YXIMEjdTq9Ww70b4KwK4gLAS4+O4AD6dhDyP16SdDJshyPWXbVeM9vr57aRpxzNVbBjLiLa4FOIXGjlkNZGI45kc/Bg1aFLnZg+A1eY4Tr3PqbweqZhyDDsmnBU3wkiwnIY+56hhyHjkaDHwUdV81eev6AJtl1C42vyCG9BkIideAncWGWrW9k/lEZ+74KY2mcEFiOPSJopM0zRDD212mQfSJK6Y8K9kcg+A45BGgQGmcOu9iFgcHCPXrgjbuDP+5E2z/lIm6W3HMhy1N9oPT+LBfTTftS1X64/2z48CbgFlRRh7XWSr3/4XqlSDNANplio3aKEEuUtC4RR087+huq4dHx+3evrLlz/8+O7o4q5xMzycF1iGZinnVue0XJYZ6EKG8c0WCpsDPMeKAleuyPeosti3znuKMtCRPnDNAeOagsiUZRGXgR5ZBFAt14GIESSLFrs9iIeuaRgiw67VZMesQxc7yxQ2LWjWlmRZG3KnCi5jG7ouyfR2U2bdOh7uFMtKMpREhFuHTR1N1bvO4MRql0qlnz0qV+vVTrfnGJZtekvxg8FAlmV89EG5+enoVO9qttoRGGejUcOXcGyb4iShtmU61PlZS7UUXGW5xFXKJYblLOSqQ6WvawLD7W/VmVKz1R4keZZLrBOdf/CYoMh4KYgpbsRST7d2RiakPzkuqZUyisytcSYAEQ11qrJjmDg8J4HUQJCZdE2UCALGqPOJfSex8Zh64+03+F+SpOK7E5ZoHhD5mDSpwsMeddiHPOM+aaQHILsfvu25sPrw8yLcEkTDlIgyCaiN8zz3ogMXYfNn22/BdxNKB4Z88EnPR3+MfPpjXrPpqU+tWBIoZCYrd+oYLqSQQhahsmNgSH4HIbDKAmSP0FMQlmSCBnAcR9iTgc8+jIUg1AFSZ5pmwIZBMGJSj8cBPEaiA+A4CG2ORUMnWzvJ6g4bkzRFWnRx3QXYJ8S9jjAHuqOMHYQpwfE3vFIgd3BYNiXF1Me3ehzHqfl/Z0L6QDS2MUxYEUBXsUFwzUvfuAHhYOcbF97VdstmDDIOpCpSjWG/ja6UvKt8Q+S9Sdx5pqF4ndYJburjNRidTWJ+L/4zTsaqmo5mRXfjQqodTXKF52EDUYZ9UTnNeFPzwKTn+M7Gdh0HbDDh94uAxd4nGm3BiO7CGK9G3upALTkBZzC1zUSXOkF8ljdjWAYadgNYF/cP8mkiPWBX7Y3RJcKU4KtnZEFDgSTQj2y6dv34OWTT5nCm1sLQJz3h8du9U4D/pekfSNF+sK3of2foUg0wDKQ5qlT38GWWd8QqpfVyNoaGfnpZGt+SawOn02n/8Q9/oFi+8/FH0D0PGizI5Wppm+MEk7OHjt0ZgN316v/6f3shSvJ/4wY//jhUes7W1tYvf/nLR48eq5r+6fjkhx9efnw/ONZPEGvXN+q7u7uPHz9uNOq4S8/Pzl6+fKnr+tZWWVHg77o0xzL4p3v37m2uNzVNw+O51+sdHBzYtr2+Xu/1qOEpwzKjMnu7O4qiDAYDXDJYG/egYcc1WZel4Vqj9qtffNloNL799tvDw4E9fpWwLfWzn339nGn8H/9N65x6NBrNeu1vf/1X+/cfWMilGV4uV46Ojv9//+3Y7hvVja39vd0vPnski3yr1fr48f1PL61avf4Pv/6CEuv/5bffDw/jwDFPR4Djge4WAM2N2zyhKTSIzyUUZxfvo5u1VHQjN0Ba5tbE+H11DCbc1FCmyfGtuXnRw4wLE9aLcZwKubQ3a9aFePRjDDIm8lOboWiK7Ah0L2BjAtWP4o4D5wOMtJP3f6xS/3Tq3eCzNWe7nHBLPv6xB0Ht4Rd3bTBP8i0JNeI4mofyGHvGoTST4MtC5utP5fQzY+FU3p80f2wKJ+eoSik7FTCN/lhLpT/OHi3Fcy9kKryS6rMXUkgh8/LiYweDSNswq29+ZU1iigNUl/xJPrEN4IXgmGYQy4y/EIblaBCAG0Qck/LkT4ZhLMsSfCHJcoLQ5iA/Xhg7TtI1pCq7mELEliGuHNkRWmeQoD2I/DnjvkBylyQhXsjuv9g6h5AzjtKGV3m4IDfiv3ocx7GIY3fG3snIHhgeN2T54qZYI5bHQvKIKcrWJMg4kMdrdP9YT03dRrsWC5HMWDztIhe0Tf4WZHjLGFHzHOq6cvVKJI6SEhty61KyzTEXGqXWFsDQZf6SG8FSWdiDlUMy9ZNQ4+hsFg5PhqnwwK2RSjIO7t0f9PffeZFsyKZmBHbDSAyccPwGZ3MCZKNxkLKdwJdj46zKO7/a1kPP3I1pS2w06Lp+Tpkf+w7ZyV+W+PvbjUbpItSxVCptbW3g81ot89hwVAZIorCztVGpVF41K6efeGPopeXd8mTz+PiYpVyWwkPTVIeKn8l359mzp/v7+7geL8+vZeEvPM9vb2/3ej38hWXZer2+ubmJK1EURdM03CTC5NVsNjlfSBl8AfwTPotkcsDfvQFQqRAWYzL0sd2Dq2o0Gq9evQq/R/j4ztaWy1clkR/55LL09MnDh48/O+0MVcNmaAo4tm0MeBrd29t9/PTZ9t4eBE5X0SiaZ1i2UpIe7m1AoSZ/9ybFMoh2/cAo/PYlUTphdjMQmKNLasa5AW4MNiuR/ewGogJYMI1Ubi6zexB6TCJYKaJtSLV5Eut1depcZ31i6cDsv7Dc4dgHgIlJNeQiwFdn2HxCKdjxhz92Pb7jz++aC5qaboQsFUd3IqVQlBQY4o2jBmH3MsJ6CaiOU+l0XHk2+mM+SS2Y+iYXz72QqZ5F6p+FFFJIqmC/A/saqi8EpSVCURRJN1cul7FTQ0J3Z9UOAZqcnXw1PP8T+LXf72PPC7etWq3iBmCPKcCOk6cHW5Oxk0Vuh8DHp6enkiTt7OzgSgJyCQJP409cYDAYtFot/Of6+jp24sJplqaCcuSmvNhbmkGME6T7A3GqCj+O47Kai1j4sTnNQ0HhyHIeR1X7aJuPuV8DorV6HMcx4DjDXUoNE07yW4MJAFUQzRfOknc9hssymEcxLuOp8qhqvuzxYZhY5IB/egT/uQ/sPx+bCihP7QHHix10llz9L7R5kBWAoS3V/abC0DN1V5JPJ4kaj2h7gBs+Jcwbk5xbb5PUxXgcHGUooJCgNyJsFRNZqPCAaTQaP//5zx89eoS1G8FkiTAMg+2hs7MzfBBbJ0kVQ3BbbFj0er2XL1++e/eu0+mQg5VK5enTpw8fPsTfDw4Ozs/PsYmDFTa+1u7uLq4WWyrYzMKWCv6CK//06RM2X/CXw8NDXKZer+PjuBjZfoVNIty2k5OTDx8+YAtmOBzigw8ePMAV4kvnAOUirxWus1ap0Cz34fjg7cFJfzBsHb0/OjpZb1SeP7m3s79z3ht+Oj776c3H06MTQ9G2xwhajn4GLqSLsbcMumY8X7rhGAcIlp0vl6et2Db2vrejJW7szGUtVrWo8OQQKBzflgth7tNCsx0X/PmMDVBN4EbWM2OPJ/ZWjtTSGFrOwI57dxg7jnECel7WiKQiIPJ2U9+F1KfgiDVK64aGnFPMG4t4amnuceiny9IfO24BDRcyH0esAI4LKSSPYEcGOyDYlyFuThCNi70J7Ozs7Oxgf2dzcxP7LLEtwsnd/2FkOdAOyUjk2Fkk311QhkQNf/z48b//9/+Oj/zqV7+SZTm29SRJNuuGNpRhqxjfFHbN3r9/L4oidsdKpRLJmwfGgJ7PZKjjAr/5zW9Ylv27v/s7Ahxnq7wABA83gPLpKkh8NNnvC2JbA336Mt8ehSOr8woTXShEOkgtCAIzKRMnmcx3F7rNPBb46nEcXwIzSho3UzdAxbJGXr99dpMOXg7IGLmQAhHKlapI/UoMYiGzwlE/36Let/snZiXLYQPUb4+E2MEK50qsHfzJUqDERRyDEhflZFgw7jxpa8O8hN14gJQOWH1JsrCHIeMgOemY2z48/gnhe+RUb7BFI1lumYkoMoW7O59RR6KGd3d3sV4fDvNGagdbmYj9ceaLZVnkIDYysBVVr9ffvHlzfHyMrRNcBtePf1JVFV8FfyHAtEf24i9oY8E1dLvdcrmMm0TCjXEZkroBl8G/4nra7baiKPhgtVrFp2NzZ1LzYqvZwf3i2ngeT4Kw1Rm8/nja7vQG56e6ouxt1nY21+q16qsPLXz840ln0FUYw/IXadLNmAoXH4R9gwKFL7YE2I3PNxPEWIynyvHcuHTGHBw1qyGgmGFwqHA5LaAkv2q22rUdojliViL03xHXGS1NgtMh9aCGMrr6xzaJcyFXdyOose8EXPR9IuN1ssJXZxTWdTuVAjsGSYP8QpW7wRQHk71bcBcs99QUeWEJ/fHhkbEparnpjwXNpoonW8isoy/2d5Ecr5BCssW2bU3TsHvy9u1b7Mtg5yUM/mITE3s02Cs5PDzEf2JPCrstedyumVRzOMA5ICM2TRO7S9jDwk7QX/3VXwXhxuGYs9iSM2E0jq1rBgFnoaS7VGBy4PL9fv/du3fY28L+Hb67EfKbBqHGDl6EnLoe+WeoWgAy0vBAMCvNZgB6xIkovCtR5C5AFIvLwI4n4Vezolirx3Gcn6oiNbZ8kpUDohuvSJ8QJIuEfy/IlDEQLE+7x2uTnJDxocKeqNyGaNyvWJe70P0GLfT7H4byTFFsfRP2zcsnf8vAnUucS8PZcu8kR9TcRdj7DLu55tHrGGeFa9vLhg+E+ZFTFUlykgpDxkEevAuXHI53AKdVzNJwmpO+wlIYvHN0ZfG4IlHDychibCcNBoNZHWOsDggojC0qAihjIZAxPoKvhW2RarVKMjaQP3GBIKY+vOiNXwT8Ez7r/PwcFyaRzrikJEmiKFI07XhJCMcTrwNU0+3rSFVtL0uf5TpuEJRH3jIK+DRYpmX3Bmpf0WzfkPJIJximJPEMTZ13lOOzrm7auJhle+JO0DUSY8dnfsgVI2pJhjQBjgMrBsIAnp1qFl2/+GAgBBvliK7HzbecdB8jRFKRojVyd1Rgc7vBn4TpyI/U8EKPj1UaueZ2yeESoalYo2E7p2uyPjlyAsge5YiMdbcLUvZCREgsfjzHxuRdjzuORs2E041Q3rjwBjgk4eGJJIcR0z1GuVvEGM7l0UzynrKPJ4tdPFmKOzb5k3NUo5Xt8lT6Y9V04Ls+39Xpma5YyB3XixnOfiGFFJIUTdMODw/fvn37448/Ysfkiy++2N7eJqwUeNbFHg12cDqdzsePH/F3WZZLpVIe3QHyMVSEzyLhwIFhQAABD51kmEqlgv0pEpUcFI7BCwE9AMGOcQF8FxsbG4SAYnNzE1dOfKsATSauHMuy5FP0hcT9BFhzhvUSGC3AhVGCi9F+6XHDLszDS5MWhOLuAIhGDpFbDvLmxYLscqr7S2DHK89xnLo/MyOOGMyS6jEwXBZnuxgoYkXVZfZGTCUWGPfKRk7ImPyJv6yLSGIviXFvVmiBVX/qCgiy13OPGbjz502jwrv535lrM0347Sf43/SXQh+aZweRRrrI7p+7thkr5qII1j8vDPpEZTJ6KbTzNGLm+Qy3AT2FH/w4Pi1AjWPsxnfDGnTmvu3cDXV7QIiK/7Qdb+fMKMGWf5xs4dZtL+rfD2qkXB/l8T4doNrQdiBZZyWwpuNOH0D4+bMUoCkHIBN/YWlvfLKUyzGQht4nRwOOpegFPFySaA4bQJ8+fYr9hG0R0zSTHYVv0xnPwMgBuuX2NWQjV7MhoBgPz3UcRTUOzpQ3RwPkAtMwFKWHhzInSJauDrDn63dLX7N/OjW++2QaumsMoGa4yO9t4CV9wjU7umG0esa3h/YfPrj6EDomzSIeMAL+N3TEt335TV+wTAq/HBZyejp41xd+6MiWhtCQRQ4VsipGKovcr40c3bQMDx2Gnj3GsPgTv1/4Zgeqpqg6skzXsd0xlXiqVPh4JKY3URc+/E2hOS4hOyMpOEjMbCphiztr5o1ruQFAuagmRUwdxaIvEToa2x0/bc6DIaud9NLoLfHr8T7OdK6ljXKNhlThKJ8e/iDAZaCCxm2+YJqOhxpHngdMHr40Z8Uti7FNho3jDnccOBrb0PGX8qmpo7lAjec5z8z1+UZ8Lkh3nGq768pgMI3+2J2V/vg29Vu+ya2QmIVZUFUUkvLuFBtTMmQ4HL579+7jx4/YA19bW3v48OGDBw+C8N7BYFAqlRiGUVWV8AKTd8oPOLHxQZLQO0gxx7JsuVzGp0iShGuwLIsE05BgXnwi2bXpsRwwjCzLNE3jekjkDYkFxpcOzg18NHyhc1/wQXJirVYTBIEAzaQAvoqu6yQQR1EUEnyDC+Nf8aVJnAUugH/q9/vYD8KXIGE6nU4HlyEINQGRCSEhLkzoDUnYDf4J14lvluf59fV1Qp1BAG5dNwZ9ZTBQBoripaVxHextsRwr8IIkyfjEAOYO8UvMbkDHrSB4kUTD3w+HnTk/MRX0LFmWhI1fELUROzYVCL1cxPHqcRzHeVVmUbozZRAmYwuMoeokij8pfnnSnJVaXrUj3hTL3IC2g8j4YtPimCzI+GDAnKhcrAdedYW/WFcv7SdUReor1vjTmWMDYaUdnps3mwRZ2PssdnDWFIQjgiFNcQ3V9ikyRqPUsZE68GBoPT0882jItjQ29dUIA77Bq0CqHW21DuKM3cDJh+5FONc4deloLwjMQEVvifMGIqMLd4+JcIdQUWwX4IPIJQAudIif7TnaroYoC0FSxv8J2o4709S6CDMLN8HASs1bJBM8VNyeWJKnXYYCrocvuwRfboiuyEGBHc2Tpu12NK+Njg+l+Z+u41/CA3wdb+OQrgN9AFWLgDtAMcGbNvzzMfQmci8NLkMic22btkxgDDjDpHBH4X99k37dFd4OBNOkkeMRmioW/bYvvuxV8F/IdGym60Km1x8MTPpjj36nSPiwrWlGp8ezdKO0ScsSZM5IN5qI6ltc1xSwXYQcDrk+tdYoMtS1TLPf6+sOr5rIQi6yDdp1RKkklmo0zXhb7WkG2zO4JEI2Lgw4C7cBOAjYhot0bCAQHCz0FpBuIWSsJOEvw3C8w0uAorFlQyMOm2m4PoB0YOu4KneyfmRhZEXwTLGzNWlhnWdMqjnXqif0JLEa/ckS+eHGrhNjeANBsOuiH0IEFoX5ZmLvhtZF7AlEFhdPVSatE8gJkfqThAY5u5REGUdLjhPcuZFu92NdU5+IG0QuBxlIxjx63ovpOiOofgRMe5tlwpkK3UT/TMGO9eq62NgIUzeMg8pvDz9DKtRLopzIJ0l3gMuR7RkBXj9pm+ByWmUrDbgsrvKZ6Y81+t1AQFfYhJnKXHkJLDgjGin1z0khJtnaMw64L+we82mflbGbC+D4zppYYf6iVOy4GBKpoijKTz/9NBgMvvrqq2fPnm1tbXEcR2K5SJfW63XC+Ef4jhmGIbhqr9c7ODh49epVq9UiWeZM06xWq48fP37w4MHe3h7P87jy9+/f//73v8eFST39fl/TNFwDLomLCYKAL933hSQPx8WePHmysbEhSRJBZnElr1+/xlfB7cTFcEt2d3dxa3d2dvB3XEBV1Xfv3v3P//k/z87OCJ5L8G7cEnzFly9f4oP/9E//hJuEm/Hx48fvvvsO1+Y5OCyLr4LrxJeo1WpkeOAbxLeDa8Al//SnP5G8efhC+N5x846Pj9fX1//u7/4Onwj8UF/c7JOTk5cvXx0eHuD6DcP0Ms14NcsbG5sPHz1ea64R+MJ13WBPIIFE8sy345jlC4OW2JCjUDx/XzaBhF0HYmMUPweaolgbUR6qfmFZ4fuiKO8IRY2irUkqP7L/Nb/DEt4ftmIcx3Gqijm1PXX7WxA5T8LmZ7IncoqdsIc2Ktw1U1WsC8Yk1DiAjJPWOf5iInA0ZLZlO/VECwHToTo6pVrMwKLKrPNZQ6Oi/ccx8Odb9p+P+8UkviRCiyUglpjaRnhgo2F3+If/K3WUv+nxZxqTnFzC9BThlybs6aXtAA5t94VxhuPJev/2GAQ1IfLuY63wwxljzrwKkA3lpBheS3L7BoIexIzvd4wv79VUPrScptr020FWbzimbRmubbO2Q/nB1Fih0rrLqY4w6o/xdOUgyrL9mOsQiuTpVy9NLmvZNrYJaMXWNJXsR6IYjuLLpsuetM5pTrO1HmUrlmk4hsJSTq1cfri3iXW3fv6W0Fy5k8apfxXD9Ja7WRNaWh/aQ2CpHEetrW/Umuu2S2mm5cVosTzLyxaCR8fHtKBp/XNgKsBDjZGfQoqCaWDZxSZwr808I+A2M0cnLZobmsMujVTLUiEy8dlMkIQ30VaOjhzS7Ym41XWmjb01rs4k32aSdeKvi5BQ4xFJRUDkMHrNr637I6ixGxvZkZE0Rpm3JePZJhMzmdo6m9+Pu+zoipyXAJEvjk/VIMH2xpDdj/0rrJ8c4CZ0EJw+Ib8682gZktix9ulHsbERatidewuCzadjw/sC1i/Cx1ZUkjGAFiUfmqXDI31L1Naz6Y9F1BTVgenxV+iIvsQAmPWUSbNx6vFUpDj1Ow1dBjplDjHQpaAj0g5DYbvCZSnXdmDfZI5VznKy2FcybiRGzXnnVGruh1jIrVQlyfGfscpYCImWHQ6Hp6enWMlub28/ePBAlmXSkwQ4xgaPx5jnBwLTNI2/E9Ws6/rR0dGnT58URSHIGDGNVFXFx3meX1tbw6eYpokdnJ9++qnX6z179qxSqZCSuOZ+v//69WuSxyWogQQL42pxgf39fYbxLEbCwkzYM8ilcW3tdrtUKpFgXhI1/OOPP56fnz9+/Jgcx+Vx5bi2Dx8+SJKEG4YrOTg4ePv2LS5sGAZuHq7c9AWMSYFJkhhcIb6Ljx8/drtd/B3X47k//nXfvXuHz8WnEHwZ10/6odNp67rhd5HguVwMdiGhaZmKMsCnV8oe4D7KqgEvtx8QRr8TUq+AgW20e9gl6bL9cDIqRPfs9zmgacf3F+kwCXXsTclOYxjBJVaO4ziZNmVedSaXjgPylCAGOcxmMnUaSiadTJYZmHHElmWgeb0TXDkNh4lBxpPk44DflBAVJQj+wxGlx4OI3b4J/9ASv2zqLB2/u8+3KNMu5vQle7OC48hSf/iNY5vJn840Jowaxxhzgl29ICBJGL81Meof70UbBdWNrkleuDBpT841ulUXmYlTBFjgTnPL8tFNGGiRD99HWlmWE2hRVjXzD3/4IxSq7fOhBxFh7UuxDlcd2vSHwxPP2RucsnpbVxQIqFJt/d6jB3/5F5+bav/k3Z9gZgYEygsF5mxHbZ2dcQPV7h/S+plrDoVyc29/f3NrT7Pcdl+1kMvyIlPbNFzw3Z++93T04amjDl3kVe5RUNAMpKapP5qDYkO1wY9v3mN/Ve+0GaMHrCF0bY5jON8gA2kYd8yRN9F0ZK0wzWfCLKYuQgcWoU/76m/OcMbcCG4ciMyHWs7HQYfBCt8FbuzGsePxj4+rxn4jHlcYZuhK49xY3lEU1kQh/Ra5mZzeQSp27Kr9NCzokhDYqvj8kRl4nPQ8wI5BiBQ++20q0KKVmBKDhQFI88eWcHxu56E//mpNMx3q/eCC/jj/ZJtHeU0tkBG6SAFXZh2BsWmPlcsRaOwTYR3q0sCh/JT32RdgaCCIaEM0HBdqiD7T2XOdizBp5lCyGaSi+THlPG/QEs5CsIg4LqSQ3EKiZQmiSmJvCX+xbdtBtqFxtm2eKGX8ncww+JT3798PBoOnT582m01yoqIoJycn7969a7ValmURrAxfBRfG3+/fv48LC4KAKyf8GL/97W/x8V//+tf4JxI7jI/jc3HNp6en+/v7+LoEvK7X68+ePXv+/DmuiqQiJ3g34cQgFgI+iCv58ssvnzx5EnAWv337Fl+R4Mj4Tr/77jt8+r1797a2ttbW1vCJuJI3b96cnZ35Abkj1mNc+ffff99ut3HDcMn19XVcEjcMl8Q3iCuUZRlfF/ce7gFcZ7fbxWUePnyI2ylJMk1Tpmn2+4Ohomi63umci+M85xl4YCYzAbwwNSMReGCMHcc4GFxkI4dyAmVBHgTtiRdSTVD4wKCKnR7GjjN2xqwex3EeNHZe9cdiH8CUlJFJKz+XC4RcGM7MVpOYY22xEcfZTxw3+8OAnQoZB/JxwMSy5O1VrJ/6QjKI20Twd6fiV2t6khmZY2Yg874Ow4VmC+1CRHv9OzTsJo+facybHp98QOHY4FjaybARHOzAHdPVA9cJtlsTNkmysSIgl7ydnnNMRCbyamgmcsHdtYCZBO0xcuDUOcIDVTmRKTf5Uh1/m6WkTwrMCZRUgzxtu5RIUzubdbHkdBV9qLoOXzKhe9Y3KgK1Vi+XJW44VCmWrzS2d/f2sOnQB45UafKiQAXX9a8CeZEtN4RSk+UFPJal6poNWV6UJVHYWqszFLRsVG+s37+3L5crZ93hp9OuYdo0K0CpDlg00B2Bhdsb9bVm3QKsRwym9Zsb2xwvmq6PdvP4LtaEcoNmuYgu81Lv0gZyzntaWWTWG9VqSez1h9hoBMjEthe2JlDinRISucJUmy5mwnlppUmr+hNqGGXDI6ixG442dicE/i74dkNG6oRrknEH0NdbDrZnkrd5oPD5DaSZnSIXzv35Rs1CkM4vPfvNvDqj1mU0Odoyzu90F96jIDF1zHLIl2mnmI1Wxom7gI9noD92nlY1VIGq5Q0SDdEWAppN4S+6DaeSB051gpLkj54rQMEab2MfDf/D5hlLeVgw53/6xGLznG4o6MqMLZfs+yXNcqmB6UVmDCwmHBqWgQJnY8rgLsXshzNoFVJIIbEJgfAL40+GYTiOY1mWJOiOIWABdhxMHcGRra2tjY0N/B3XQ8Ire70eYbrAZUhwMf6Oa8YlHz9+THDefr9PyJFxgWaz+eTJk4BiAp/75z//Wdd14FNJ4ArxJ/aqdnd3BUFQVVUUxaOjo5OTE1zt3t5eOEQaNwMf+eyzz0gYMq4kCPTEX/Cfh4eHuIa//Mu/fPHiBb6uYXgxwu12mw+iZ/x6FEU5ODjAv/7yl7/84osvSElcoNVq4ZKML4TGFjf4w4cP+JYJiQfH8bgbSXCHx++sDjudLvawtrd3WNZjW0aTgm+mBaCS+RtEspdkUEl4LfCIF0O6bPxQvNvETU2mm45xCUwdP6vHcbwgqorUZxDoHvI6BaHHk+IbxnR4YQcDpm9ZDpXDNlCZuwgzlHkKqDep2k0Hnmp8Kr1AqmlyonJ7ZTuMfTdl+mNPC4KOY+bOd+fig4qxIdlLjViV6pfzKlfUYZt0C8bhK/P4bfK4asEwahyOMk5lm3JDEnjFAXfkqAB0xytsbiipOhUEeU1sJLo9/iIfjcfXrDtt3zAw/sSn7kzwcFqW59kmX6tVt++xYmnSKWkl/QUKRoDSemWr/uyL5/s7G7ZLH5x2f/vd249H3ixNsbQGhGa19uTeRrMq41HppZ/jBBOBdl87PNOoyl6lUWGF0XXJVVhsVtRqtZ09qVzH16huPRIb5qNnX6zVys3Nfc0wBR43RWB5sT3Q3x60PhydD1TdhTRgZbYsNHaa97YaW2tVQeBMy+0PtdZZu1Ytl8rVjmJ4ly83BO8u9vF1URDdj60F20TGEAEGsWvVra3nD3ckjjrzpNU+a9UbDXyulYjiriUy49mAye9+3ynJ3wMxQy2PcT/CVghw7AZJmyfQRVwAjgvVRyO2tuAi4/Zc/I2/ibT12TqIJcQjN/W6J7R1JrWRc9GkBFSa7/ONYlKBNX9x/zCWjK+QKxve4zF/YTbMhAwWsuRzYxg+Hr25sPKjAvLQHxOPqQxQbGLCUxNhyUPAA5dtB6o2pdk01s7JBXiOBiKDeMphachQDk8hhoY01v8QeVELPi58g73HQqfBm/gfbrmBqJ5Jn6q86cCkq59fm4AJuPPKuzCFZVJIITNOzskJIcmSGlbHI++gVvv6668Nw2BZdjAYHB0dYXfi8PDw06dP+HN/f5+kv6PGiYl43nN9qtUqyS9nmiZCCBcQBKHRaODjngtvGF4wjKb1ej0ffnUJvom/1+t1fDrhiAB+hr3j4+PhcEgg72CxGTdGlmVRFPFPuJJut0vy6eHjJNUeIdbAl2s2myR6mgQjjwiIx1HYuBg+HR/EFyWcG/h0zhcQwmFJxDG+BL73crmsqqqfqQ9pmqrrXlNxX+Kr3L93n2MZWZYURXUc040YkPGJF4KUnaokG3ZsTht/cdPMVKwgRkwjgRE1/uJFHZMj4WcaowGdFPYXw4tWm+MYLCahbfAYgpQdAXbs/0ogLTeUpzvdwcrjyBkIlkN/yjztLPiJxGKBRe6qfXiQCDrer9o/9iaWf9fn+yb9uKrPqt0Lb2FxWiTZt2jY1V7/Ls0zhz90pKRfHQs3jtMZR5MUjd+dEUY8KhDgyqNMoJFw40liO7fnQXBM5Cmo5p0e8EngGDlUDnuIphiO4VnDFd4ddSzbGapGzpKqZkCKcVnZYUs6EDTsS3px7zSh3KZoxoG0huihzZhAcNky4/+O/deBMnx/1D4+GxhA1EPXHV2FZfBVTCAenA5wPfhyDsP3dEBrrgFFwPG0wGNvdagYR63e4WnnrDuwbISvh5WPQ/H4WiYUHbZM8TxNIdqmKcHBzXh31O0Ohppp05zo3QUQ3h938YlDzRjrHuxoIuBgq8hLhYwtGgZSyEEMy5ZrjVKl4bjQwCdEtWqJj79RpsslKWIL3ywbMbm6tiKTohNMnxHK3hu8Pze7CSJj/XwHJncRYQP4jYcas6uLrwbpSpLh0gVqPF+fNrbhL5nIpZiIln8OzGnShyfMgP54U9Q2JtMfp13Rg3opjzXY+7PMJmHl0WvqsT2ujiuB2yrQSBDRpmiGuSyCqPycCyoxv+92cSK7xZxQSCH5J2cSaEz4ixFClmUFOfHCJXVd73a7+CdJkkiWPDzt4MKqqpKwZd0XXIAcx0LilAPWYJZlCZ0xLmb7QniNcVXkOIl0Jm3QNI1ofII740bii+IyBHEmifj6fY/Oi8Q1BzHFuCS+EGEfJnQW+BRyRySUGJ9OWJuxkBDpICw6APdI6j/cTt4XwqGBy+DvBDgOSpJ8gPgS+AvumXK57DfPi5XG5fFt4ebg0z0qj3KJ4zlK1aMzFUyd6CfptQBKGe3GHhWGseTAAYwDRym1L7b1gPHCgOO4iR0/ECRyUGfPn6vHcZzQhQuq1g2jYInYB3eMZ3lrKuOysQecy6fAtYX5/rDUZdZ1revqPa9VEjcdi0k1L4JhOiHoWE8wHV/0bVtnLCQl0+UVcqMucSgGAVnDb/7PZDHkwu/bIoqmep8aaJywUGF4cAWx+aE0ZZG5a2ru0VvzFOjoRBGbHO6aMPTMEcejUYoczbDeH50pmu467mm7P2nA4Kk9XLLVGRC92OkN//Xb19+++ojL4gLtrmL7iWhxzUPNODhp9xVNwAbBeP6ybFsZ6rppWTZSdSN2XdKeD0fn+Di++nlHwW7sUNM5lsHl8ehm6NEKMC7WUzTTsoNlFHy595/OWu3+n19/YhgKN9i2Eb4QBeF3Px3g67bag6D+oWpgXYULe/fo8ZIxFMvQwELDs09v2oc//sFGtmVacrm6d/8RK9V0y1VUw44mreepSC93VbtISzUvbZvtsadBAD7g4V7YEYHVOPo1blws/jFFTN9Q7IO/Gtjg9a92U4ieHBf8oSVZaQs/ywxhZJIkRJ7HgnQxXCWMawZIcapOjyxCAzewycFMiSULWcrnmzE3BvTHJ5Zw2kZVqr9dhpPpj/O3KrQxYjneqKGOVNOBFMQu2FQvbOSxh7ksHKpv0oTLIjxZTZ1L80ADKzbkEjNwMS0UUshEN9OnmyDUxvhNIdwOIC0bZ6fT+eabb/Cvjx492traqlarZ2dn//zP/4w/19bWms0m/rx3797u7i7+PhgMwkwI1FjIrO7TNaBkUHMA3cYIeQIhWDAWUoxUEi4QvkrApxEmq4FRITUEgcYEXybfSc1BbeQnfFMkSDkI0SXtxMUajcYvfvGL58+fIy825wJ/J8VkScLd4sfAXcy8cPI0lZy9xxHfMBlfHIsFvmgeuV3gX5SKlQF+fm0QrMLPxFARbsCKcRzHqSoWf8VYso7gsfrEFE4YYQ4ygIUG64h2JOPZqHbEYmCZG3bRnUtxds0UdExucGBRk9LlgSKD9g1Z/EGfD7/7rw6KL2DYDvihIxASyfBEDNIg48Rbk1RLgWN8wcAW8snz8hrfmmHiZ5CPHNHtO23+0kmqCidvHBPW4r2Biv/lKOmQkuHxqRnW4UkHpCUfcLB9oGh9RZuU9FzTzdh1R+1RVPwveMtwDXmwM8tG3YHanXYjyfv16qQZyIocw5VlAU+zmuqZS4LIlCvV5tq6IJVbPfX0fKDrZvgsPspxPHfS2NskOdMQT3R4wQS63PCvcHKRALu8tjkwFnQesWfBjmw83UhBjfE89sczebxGeE1x63OM+w5XOAnJdefceHB3zJ9YqEvwhWz183y5S0HzRVDCEj7lSWoufPwi7Tugum693XWm0h8vm5wNbOLBt4euj0JQigkcQNEUrSJs5zEkXG5sbQAOmCLUK7yzUc4LkbOU0xTwPyvgsjhReRPFtdJU4uNbMbSyBlshhRQSezsYhpFleWNjQ/dyuHWOj4+r1aooisG7YxgGIfz96aef8Fyxs7NDMNzBYPDmzRt8Ci5fKpX8pHCSbdv4CK4zDPuGvxBYEyGUnIXCKEFsazIuTyBjEqesaRr+TiBvglDHrhKYDQFwHPxJwodJiLQP8tq4NlVVSfQxGBM6k/ho/ElKepGdfvwyLhlkDiS9FzSDkFr4yLLfYF3HxXXDC6/Gd2JbWBFQ7kX4x8TUySkztjuCgSehHEHfjiZzv3z4bNI34d4mBpW3m3cEZ7ux3rudHMeLBhNjvRyMS7LgMB7cwE9ZQwB+N3Aoxs0jbw7lp/aiwARG5OBGkhvt6+LN9vBlTIrjIZsddJysEx+ZlC7PWB287Jah2+QZqa9+a/dayV9/6IgafsjwYoqZGmg8GTUOFsHiuMisJt+tMRFLXFytWoC5y/YNBeIdgpzrfmfzr2CFIY/s9+v6VsUoFnBlsSrtPtjcWa9WZYHnWPySMQzHS/JAtd4QPuWhHj6JjkYcd9SCI+iSc2lqv7lxhoPseYzMtsS8gO4FPhk1QMOkZwudD8Pr4AD8/9v7DsAoqvz/qVvTOyEQCL333hFBERVFUbF3/Xvnead3ek1/d/aud/bDjoigFAtNEBHpnUhHagikl83Waf/vzNudzM7MbnY3m5DE+bqXW2bfvHn1+973M9/3+Sq3qAUp3g5pOvqq1kcerrI2qKWbeojFdQwrXpoqPMKFCzeoWqPo7jN1D9SHqnIDByoN7Khl7zND9ayKfhcSu7CkY06crHFkWBiziE4IWUmmC1Jyl493i7TDYpxeh1f0K+IEkUlZPPWMk16eVtneSGcLvCCeJpMOkxIkpoVIPBjlwRJgqT3lApPJnWxiUixYkjUiEFnLZVHmpio8JtVJ5EhUYpgJ1bLVjrpsRnA8QwwJL3a7vXPnzqWlpUVFRT6fr2fPnojzF+0x6urqjh07duTIkZKSktTU1KSkJPgrgjY+n9PphGRdu3bt27evxWJxu91nz54tKyuDWxBDcSjtoevfquGx9F9EQHNtbS2KuQdSWVnpcDigGDk5OfBcXe2EaCsQyTIWwO6gVMnJyVByl8sFuSF+DMRQ7PV6sYD7MOSZmJiYkpICz4WU8GiapqFS58+fh1ZCKWXMHTLMyMiAfKBUxcXFNlsCSRIejxf+eerUqcqKCh/DQFF79uyVmprGsiwmM3HiwQeudSARQanYlIGClbtPHb2N1zem5Dot/TMAqsg+1BL87YcoJeBYJ8/w7h2tnuNY5o2O4y5WuTVXclZoDt2LZVHucDTjXiwg8jRHt+vulhw+9Vt0gWexVvg2uEGnY90WgCuF5ZbOyT5luLzzTtKAKi6U/eYrL/KeO6ZNdrzG7GZJLBpG4/B+JcGKKWqTo9kQh2aTJFrjYIuZfssjkya0NKlNrhW1A0wXrAkVlj1alLmJK0NgpJknrQxu5cgE3JpAWUywhYClq87NlVY6Tp+vPFdW7fExcnkITZh4hjNssIZVaBjwKyzyVa/E9JLgfo8ATIaMcT95BY6FcV5o4kGl2vEIBMb1a8enWHVQ41IXdcphCa358WAd3gqIguV3o5qiCvF+ShufL3qBB0NuwqOdg4a08H1mg+ug2vsYhEwoYXHYFcHFonIxUBKFMZR48phLNotAg5XGGgMrlztYtKd1eAWWx0mScDEE/L8Y+AijOIzWs0ilvwEbDsGVKggg2jB0bszi9lpKfDhewyVSngSKS7Vh0XFZJLKdEj0MjzsYqsxVz2XRmMnSkgmFjOB4hhgSrdhsto4dO5pMpvLycofDUVJSgnxsEWJbVVV16tSpmpqalJSU9u3bp6WlQXpIQFFUQkICctSFuyCB0+msqKiA7+giH2DSjWqNVk1YhP9ChlCM4uJi9AVKCF9ycnKg2MiDGNNjeyAlQQg4ygpKnpeXV11dDaU9efIkVLmurg5ygzJDTZVEyYmJiR06dIDrkPj48eOQsra2tqioCJ4usyojJBqaJT8/H351u91nzpwxmcwi7aHbVVFeWXS2yON22+0JycnJPOKGUHoX6G3bwwAm8lZTUG6RBf2mQ5aCKqoUoj2Q6Z6R37cCvRHkDCJUm62P41jdsngcbFq1v3eI7YuCfFomOBY0eDEmxz6XOomX0tQzsOh2DC8EOUckmLAzlZXp6enNgIwkapwcte0cajCp+qJBp2PdiYHa5ESNqcZLdEwUceezdRRYm610H9zagQ/OWe06uFGb4HiNuUIMahS1o3EEK0fIU3W67pnad0Vtxl40k6zynywn8NhvGrMjcQ0fVnMhZSo/nQZfxobyrMcaohSMMLJNY6TO5Tl2uuRsaZWZpkiy3rT1eJlap9vt8SnnVLpFTVDD4FSYOWbgNVqAQ2c/F6TEBO3RigA1gZqrR3YlkOMw13u3BmHHTdcLuuO2/uCdmWR6ZmIpGuc4qO+vNZYqLx3mpYseXN6E2HEjySsUy5xuxNdg2ud4bHFVhBVtDw1RLf3afUWEnWVooVZpvoUGDlTYq8pGk4ksMZyCPRNO4aKDCoE5OAyXyKzOVvhhZRJjlbAyiJsBeww2FoSLEfEFVhBDv1KUnsXBYar9V6jFXessFgYsbnDFrx//OFnL2Ws5rNiLmXHGRnij5LIQ0swMfFRcFmGILNpMNBEDODbEkPBitVrbt2+fkCDimwgmrqurczqdKN4dCmGXkZHRv3//Tp06ZWZmIhQL0nft2rW0tPTw4cNHjx5lWRa0qN1u9/l8aN4hIghd7Fjlbaa8iEkwmfI7FA+KUV5eDpq8rKwMQbRQDChMQUGBzWYLpTxlymP5YlJSUs+ePZFb9JkzZxATMeLBQOuInBhS9urV6/z58yUlJdAgUAvkp+xwOEQSv4BHNtySkpICeULx4NfTp087RKmD/6F2yM7K6d2nd35+fmpqKkmQdXViPD3/7hDXXwXk3Y7SM0/aafKafSWivsDxoAOLyB4QlBfrVb148gWRVGAy4YbMoxv+7BemOf7V+jiOo1rnYlhgdBkVVBag4guuDa6N+d2N5ViNAnJWDlMGN0vYFVwNPdrZjpwv99jtKm/8pmhDHSQ31maErKJiOlZJpYeqcJOtZRCqIlG2kW09xzj3rRM07PXlLrLCQ+s6GmMa1DjmXXKDoyt0d7SR9jcTQS3v8PLYb1u0AdU5IXYvy/CjKHIP4lDLQZjz1FrvOd1XaE3UjD6Graypw2oiWgQtGsZ5j2DBDIlsgOkeK8P044KiMAn1GkzlxIoro64JOms0fiH9jvEEiiFw3k4LndJJE6U9GYAdbwg11uw44lMLJxP/UHXBCxz6zge8BBQdhccTxG+r0Ed41RfDhspAjdvGqAj9pk0NH4e6V3mXhAVTol8MhSFYuQ4FSJCNDJPfXZhuhLmkNPgj8SxuMBpSqAJ4BMrDU1Uc3nguCxdLlHvoCo8JRYKKfEK1YHvHoKowxJAozSvJwZamacTtwDCM2+1GgeDQlaSkpI4dO/bo0aNdu3aQDKkFuKVr167wFyG5CE5NSUmx2WyMRM5gt9th9kF6+N6lSxe4DlcQaIB8ddF1q9UK17EAiwCkh0wKCgogAWQOieF7dXU1JDZJAomhPO0lkSLO4T6fT36KnBvSUSi3zp07Q1ZwHX7Ny8uDUhUVFaHHQYZwMTk5GYqXk5MDaWQKZovFAv9EsfhkUmbkqwu5oVeM8Ai4MTc3F+peVlYm4csMfDiOtdmsdps9L69Dp06dsrOzcQz3MYwgc0aEVvJKrYvgaekvojkO2oX6Xbp5Qbn513dYwer5kQNLVFCIP2nFjHqr2fo4jps0OJ4qgrbWhwgLdkCWrbtAAlxmEoE/SnNDjgKpuzNWAcc0hY/tkbLhcBnMkOZf/7SHwSM/fB2J03GoTeEF3XQIjRwzbWMhEQPiMV7VxVIncdppkzVXGMgYC+1bEZcXPIozwm3TbjQFY3Yu3299Z6P1OI6BqkIX520wcSMHle756/DGZxjzsjlHuD2Ybt7p5VRrIhb2XJUhsquFMsKBZnT5/1+xnQlq1PqbEFKJCfq7nXrs2L9PjKv4s0ugGFLCiC00ZjVhSRaEFOMKDEY1SbF95TaGJ+TTV1iISA/aZzVeOCGeWyaV96ssKAx4fR8Iyj7D29AxmCaUiAgoMKExtxtyAbbTjfDoD4Md666SugkiBGej5T+JEB2OhNUqfBM1CCK7MYvHZy3xYUQtn0h67BQbFZdFAs3BR+SyEIhaL1nupmqD+RKjokVuEZrEmHWGGBKTIIzVZrO1a9dO9hTmOA6Bv1arNSkpiaIoGUVNTEwsKCjIy8uTHVcRHAy/9u/f32w2Qz7wF5J16dIFcoafsrKykFaBDCFx586d4Tp8z8zMRM+CvxaLpWPHjuhZubm5kH7s2LFerzc9PR1Syh7QUB64FzJhGNFDEYoNhUF3odxQkSAZ8vaFBNnZ2aiO8BdKAnWU6Szg0ZAzPBquiwT0DONwOM6dOwdpunfvDrfAE91ud3l5eUlJSXFxcUZGBlTNb5ySJGQOCZKTk8U4ePXR/8TMIc+EhEQcw91uD9SCYVjpuCyu2LSH3NXIwf3EIlIkTRPSOVECGRfwCCgny7CsxFasRUSUmGHQ9glF4wheIoPpLNTLaJg3iK2b4zi+S4b2rXVUZxtVRCFoBDTohgly3kVnWINOqWcl0f3yLIdLy2DQt5yNXSQNGKHTceQNG6/Y6PFtkDbma8xUnvMVHdIGxHP68NNOu8rFWOVBGRM9RQgjMaItohBy4rVyUTnYetnf+p5G63EcLad9VJM0fOLwikhrwbZS/WChgiriYYytdXTrglIfhuGnUrisCooNnBI4hv0DLsgApdB8djKNcx2S2EgwYq14WLywwhY4iSWEUc8KXuMW3aFKBwLFAUy59AEukfjThjQ1CUlLn0pYUCAZrGHvSHsa5qwytFBr73QssiiyWhcf3cU3DItU5OXR3eJeQNsZPZrD8BrOVhMzlwXOp1vgU89lcd5p8nGYbqu2ZNF2rPFWyRBDIhEEoVqtVhmvVHkrImyXFYFKEeGlaTo5ORkxAiOSB6QoYGuUlZWF0GGULEUSSAPfEegMt0ACi8WCMFm47vP5JFyVQXwXSUlJ6DrkkJOTgyBg+GfA/RaXt2FoJwYZpqamQm4ocxFRlTBcyA2ySk9Pt0gCN5pMJrgolxzVUfbphH/K4K/b7Ub5oDhyjCRwe25ubmZmpsytDLegPCUPa6gj5EmiPOFWXqLC8PkYrxeqyPCSezDhdzPVecGJKygsUEeg5oVsaZOfslmQyCYYyX9ZLDbPYZrz1nio7bSABQfirg/bhuMh2SpCLQGtj+M47h7HkbyFVjrLhHFJ01IcIuAYzbdQGcJPLoY4VUur8Nbu7WyltTV1dXUJCQlN154mItLj8BFycZa4TJEzHYc/393y97itd3fC1pRyddVsTRnnqOC9Lt00tR7+eF1yfBmNdR2WdXeBsnrVoCWaeddWGB1UoeDc7G9970uT2uUvRiC48VM1LFVruDjCMXgxN5iy6ZiRVV7eDq9gmGFR9Rra1YVZ3YKOm0nwsVKnKYFjnkc7BF7hOSBFv8CakKCCxrnRncR9eAz31vrIQ5UWhaLGg7W6aiIEET23WIxC7q9gDwCZfdpPLVfvFN40/dKKcJxod1BhjqCFosYypJUgejGe4AlvI6he4jboiRz3kRNVVjE/N3IiCxAvRns5usqFxYvLotxNt94ZZ1BVGGJIVDpK9iDWaiHk6IqALJQGXZHhV6WHRIDM1z8NEU2w0hqSnXNFSJVhXC4X3ILIMWha1DlOp1OCX1kEnmISuo1gXJSnjKrJ01wGfCFPmV8CLkImHo8HFRilRzdq3YAQDG0ymaAMlZWVe/bsQdwdKMP09PS+ffsWFBQgQgxMge+hukictIwE7MITvSwjhnAVxAJwUnw8Qd4FC7oIEo48kutRY0QhQlIEwvIlp2McagatHkSehqgsgsxMTM+7zu/xjCskcCKw3r9Yt/d1F6bWznHcJLucqH4Kv3opaaTCxIkucZnstKDyOx7RJenHgzWc1YomT1Ns2c1k3LAMWaJiOo7EHGqxG5dWhB0jpJhzVnGOKs5Z3WB6hhOO1yVzAq56yaG0pUMjvzGYuPVQQug5GHLb2wYkgVaHqWQxCvttiw7HMSe0kP6OcOI3qCIulA4JYZCr3174eMMAi93al47XkfWkxIGNmj/8AS+ECP8lDor6qKHq4/p4kwSJDCjgDuLaTceQQamLOuWwSPHcBD2lrQVBhFahu/UYePGAP3Xg7KE/nHXYajWiumj5VcXKaxv2qtKeDLvZUzOBNKg5jZddLUorNoj/Rnhvg3EFNKdxhTbZemHUVBCXBeVJoNgUa+xcFmUu0sFQLbkx8TgZ7Ia08FkQ2/lj3chVRntqWymMB1j9blURw02GaLHgMyJyhDr0k+zuiX5F/stKQY60CIGVI4XIOchPl/PRDUYK+cjAMXJPRrcgbgqlFuU1DHF+1SdRYaSnp8MtdXV1CAEnSdJsNqelpeXk5GRkZJhMJmVwOTQkpUqxqGVYhoUywN9g6jn/vlF5eFBXR5EkIcLFNAUf+CPCxn7aW3QLIYf+w+sDZyuXCQwF01M4aihI1er7RVCFVIlKWh/HsXpkx3V5CENGGdtxJ5kCRjn05aiRqtxO1ZpsFGej6x9KU/iwgoRNv5ZlZOU0/0YkKj2rnJmROB03/olNu0SZbU03dEMNofi61USLFAehRSx/pNrOY4SSlF25ujSSoy383i9MZA4sfuEcW5ok0GpmCg43xbFuEcbRju8gbCTPjNbjmG8xaEAc3Ydjo8qJ4yog55ZqVr+98HA0hhv77CgMG+SIIEXHFST9yWOSIpUhY6XvaoiGVVMhN4PdjVBPWLStdHQ7HFgmGA4rqjNVeqhg1BgPVuZCGK3eFLo8Xmz4Sl8MFBIZ/kAfSp4rvLwNFZDzsaDyBw+4mARhyhG+c/JnHpQ8BH9yqzaMw0DAwZtw5DKDBcZMA/sQAje0VoteJSMZpTHP4jawZjWmCvVcFqythsXOehrLZeFhcRWXRXgV1Lxd0DCvtCGtd1sVhv081Ksj5eZWF+5oY2yTTaqFIjkXHorMR06D3CiRo7HH42EYBsHEiIkCsUOAIGoLJLLHsYxQK98aYpqX+oinGLkqaylnG3yVCNdtNluXLl1kBmf57CDiVjabzcqIZUo3XxmKJUjcYjYzBCGWhOPrgeP6zbG6MArWCMnjmCJp6UPRJIETghjDFZUEVxzBIqSPfD5bCr4XKI+UFaGK6ix5BeGQudQRInqPIGhlY0S4Xrd6juO4l70pjHwZKZYtRvmNShBOJODHay29Ut2k4nKKnerVjj5aUY1oXFrs9kV5WgH+Ruh03GLHHmGxR9U4DToVRr5iNaZNOGe19+zhGJBipfhY/mClhSNMMXBTNMPuUMdvpU24FtlNwYpOwFiBjO8sjoQ3MPy2oFnnoMb7VcCiK79hRUQrNlpN++LDTEazRDXSYFWXjsT5V3sJPubRAFQ6GsdmDzdFkVX/ykikQikQhBH7eKLORzC8eEwqHotXa6HRVPGVCUp3m4ZaWAjZ4Cql566u2r85tc+o4PbB9b63bsisMcwbKs/rtkfiYYghcTffZC6L027cLLii5bKwUvDhc2xMgMuCKnebYvIRaZbdo0FV0ba2VbENp0bH3TFE3Quhzn9gweeHtO7hyPkXMRrL9K0osB4WcBlGyBjCjhGDMBbscqcCjlWGLSZBzAiPpihKyxbYoMBDzWYzcveUfXtVAEiwu7GCbUIqBeKUgP94KT4JJ8W29jdFYOei4GcL2hlK/MsirzElwsak37O4nhZZEWmDR9nLnBuY8j26omT1tHA44efBgBIGHJPx2M5ltT6O4yalqmhqqwM1tfJVhkz4jcTFEMdrLd1SPMp7O2daquscdV6vHM/xQrV2GDQKC36zp+t0bKWcJ6txB2sWcLKNqVStJg3zIhSLjN5Bqy51QWo5GVNx1n14K8/6Yq5FtYt1+vAKxsYRFm00eSw0K3Fzil2DbfFtYhNgCSaNcbi5philMUOosYHIjRkqFCHodrRK58RWEWPjqCtavpS2p6ubaHFXLfSwvCPsmOc5/8YtMOha8mlfE64eAJVuoo6lzjvpRppwzSYsLzRRFyuNFimiCC6bAMp1UeFSjAe1rxr1FS0KD4MlBG/r8IpTVbtdib3H0BarP1OVeaGninU7xdB1hhhiiArWgS8ezBoPLguvissi8mjncdwoYoETPYYYYkhTbH5UfoGhdkeyhkEB6DAJxkXMwggX9vl8brdbJDqQOHwDOCaJEAaUDKHGCLcNv9vUYhRahLfB49GhdBGiVJZ9getVjVQqBOVJBSaQ/4DMqhHYsZESXzOUkJMjKqPzarIbgVw6uFWCqkWwmzbVu1oHgB8ClQKFBJR4PhiGZSScXWw0CVnmUei8YDC7nlRE9DUWSTBQxvVkFzEPidbEcRwqjlYrMi/RmAuDHVd5yPNOKscedG59UOfEtQcqTaacuHdWkomLpLXDkAQp0UxlMq3Tsc1M9M7GfKz3XC1f5rG0VQrX8GfrQoF3kWg3xlXrKS9mqkvgO53VyZrRHmlnJL7zJ6JFjaudTJWTdXgxN0fydBJ61YYR9dQ4WItwNFZvW9vksKHJIEDczVyY/UF8UzZGdAiOecyQOKoprSIyBQ/C8jrWaKjYphLCjnGcj23zeiEKLWkhMVhu0MQrcZnrWLIVEQK5WLKJ+lSxJsoRSMK7AAvaFsaCPZBPV+O9snjVTMQdZY49axL6jTfZk9sKFZMhhhjSgswTpHN4jEBcFsVe3IwzZsydbOazkyJVoSoui+I6utJLh7EUmghtEDRK0vA4NsSQuNuG2q2srhewHDgOU8QWRhzEMnGwyWSiKEp2psQCfBTIWRjBpmH2YJHs1hqpJFVVli0mVLVAHZH3rqBUOBIKrLidCfJTxjToWYBlAidIHCHpStA82FGAVwoi70KxaZQwsZKkQiqwBOXTZACRJv2uzLFKK+M4VvFUSE2Dt6K5hwUIK7TYsfy+QrQlHGYbzSeZgio7vnvij8cqk1PSm3l7Ed6lJQweoXU69mMTFJ6fRuZjzPka93knHRXxcQvfiql0VlTHZEJNY29Nua/yPFtTSriqME7UuUg/cdXnao+bmbR8MrWdxZ5osVgwoWEfVYQUV7u4aifr5GibKEkmq4nWK7kK8mgh2IcOMUWbcDeggmeKixGaYaxiYaPWhLm3GbBjmtCaBwTWuKA3BmdFeCGDmwf2G0abRD+n8AD1GNoTo0NhQkuNBaeI8IZjySLJdVCnO5ggdy7DfRV5lEg7NyGAWdRTHPtbMhxzdZCUuQisDO+VyamxY29d3a5V1j4TLamZ9Q7MeHRd0PY6K8AYaGgdQwyJz7IlowwegfJgibUe/IxolbmTTUyyWYiKy6JLijePY49WW9xsiHgkEZOlRrmvM3Z6hmCNcaI0JCrVoTqDpYRNtY7JMnCMHJBJkqQoCjFR+F9fSa6yiFxCpolQ74iCVYTS8UWbUg42EsOQCEXqqKEMRt4hfuA4uDyY7HMtY7zhMSLRRsCDOM0QzZ1ImkyEGOrSxlyqI4lyko+nIQdklBv8Ds1JSi7eEnBMIWy6MTOl9XEca4ye1sHmhik8c2XsGM0ilTM8unKs2jow06V0rqQpfEAueajSbREPMMYfP9L9NSoTRTsZjlfT3VJD+sDmJFM5yYLL29b4KxpDxoTa0Fd53lt5TgKLq/16We8WgvWaS48I5b867ZnV5uSE6jJtGiVSXFrrA31htVoTEpLs6dYkhe7QU2Qty9G4gV1r6xcVn6+XIy6svgqvx5qjQTD1ixCOj4JqQ/c1uLHni2EiGVhhTEYsjk6zBeK/CS36JXegiy108IwTDK4DHQliqUYbdGXIOzzEtlQB0ftnm8R3Ue7C950n+mazZLDKx3nOU7jW27F/Un4vOSo3pszgt4JtGXrbEEMatYuLhIxYucHz4AEuCwefQLoj57Iwk1zfdKfDRx6ptqpCGTfdOkJgeISbWENa6UJgxLJr4aomlMKB6ygmHiJ/oPwIJh2gYqgncVVRJCu7PpQa0Z50V/4U9xcJCKyTI+bJ2DT6V/CjMQnPFd2oSUIkXQ7EOg64GcjYdMD/ANfxQcQkAgoUZFtmLIAPGYhrJ8dclr0K6sEbLOBrLKHGlEkkwUCoMdHIlpH4MRBO4fW2CvVx9OhR5RVYn3xci9cmyhcJCp8R9GoAU9HnBZZAkhBSNDHuHW7Oi5kaGQ1MadYkmzg6GLBleLzGGzfQykwKdponGiovzA03g3l5gscuAF6WZOJMwY1AZ3Zs3oHN814P73NjrA/j4klSUFLj8zA84hJCpEJ40CgLCrsjm8ECprqqm/TCCIlzKZagEtT5iAsIs8ZFKEJIDp7s1W6Max4uF4V2klYvPHLt0aRiJvlEU9CzWB6r9pLR108z1rEWMZJb0MIUaJlUM6vU1Q7QSZjJOCsfRXuqFbvsCiC0ivEGWsiscPXnxBnXohmlkswcHUyGDrsXlm/C5cDfm4JfE/qtnUaDm2A6pVkF3Z2SYLKbktNlQ0l7wqk1IvuRFFtxkFPmB6w3qOTpJGfFOKowj0OZQ4WbMtSSIb/xZSjqbQ+uf4HAeBLnQd9a6IjUnZvF3Wxw7A4hgidGr8xoUn1Ct1u3bgbO2AaHdmjnFeSpigX8WzHjhXecMYog9gZNrOBwvRMg5xUtXDnoXIO9jIU4zB3GCxgewTAMIo5AoEeDz4q2DPKvMh2HHOgvOLGYgRTjRKw6/CcEsL7AFiZgTSs8D5CfsgTsEorQdkH7HKklUXPyyseptafkpqACmv1eyo0Wi8XSujmOhRZ6/LOBddpPNC6GHlJElsOCjtxwPO5kcDsddHOilfTV+TAyblHympoJysvhXo6ErYadhj1HyHeGMKbtZsyOCW4fI/LtYm3/iLTAsbzPzfs8IljMc030lBQ7XesjkerEsaA/mNZ/SYkaCzHtOFvE9Gp9ohMIroVMAc16hId0qIuzaDEU3tgHGtIqzHWhXtEKuEpDtegdizmYIIZv8ZurC1i+wC4uPvoQTN1yJ55mFSjNqzHc5/RVsVRSBkFSfpgaU22l8Na4DDYG8g5gx0F2AQpZaIghv22MpyHl2KC2UHMv+S9wGMEJBMNhLk48EGYieJrEaDKkDrZSgoVkXazo2CHomxzxWRUNhNgQQ5pz4W7wV2UoTkzhM67w0g1J8omFgGubn6RLF6RW/UUUApie47PMmYETyOEYbRX9R80UygtvcIskY/QIC4bHomh4weBy0Mt1+EoE2juAGsfnyFo9x7HP52uVQ7gV7RODIRhx7OD1odbrmQoUi7qHJSmCMwe/sk21EVUeBsPpuBSKbJYll+Hxai9J4IKNEqA6YdSO1USYeb7ai7VJ7FhgfbzPI4HFXqxZXoeaKdzM4yyPqZyicCUTo/y2LMSu0X/RsMmaTFRU4EKAz7dJVVADKrRxPiAtBBLCDZuiUW2OG7M+xj1JKH77FmzlamE38TiXxi29hQ0JoZlmRaARcETfgbZvuHRKQ5DJjRvhfSzdVOnBE02CVbO5w1kvW11CJWcSlAnHG9SOeKvdJbdWB2pDDGmz1nHwohUAkUkPDx+w7jAKZ8GsA1tDbzpjdpq3UnwdQ7I87r9dF76I69JouBsbYkiTrs7aKaZFTrVcl2EmZuTrfiSzWxvUrokaBInSyT0AMYs76nrsWAyUjbaIgryZDKTHIj8PG8De/dpVIrKQvJkxNdc7SofYKhBqrHzd3qgFoXVxHOsVtRUsD0EHwAUlpIGjxVJ+ZaCtjJMhaSLo+DCMATAtHAyPNRG02mTjAUZ4HQMfzEryVloIxV8BFTQTvJsnmndcNdVAEhgP5/XAX9GzuDECA4G2EFY7TpkEjuWcNYLXFcne0EJydTwd7GocwssYC4Eat2zhhFa/RySDPY5ZrgnmYBw35RiONT1nhVY/CMGgTIMFMFDjRo8HA8FptOUuBLVlSx6RpGYPwvE4ZtDM6msWXK0Jhfg0ksOH+zghyazxXuFZtuo8YU8mLQkESerNZ6OrDDHEkCZaydSqRV7ZWIFiWczHcxItIa67l0sycSwP1h/Jy6RNuB52bIghhrTALU8AMg4Tsy7Mvf75rSEsjoNmajLAqsFIYLLHsRyoLJjp2M+yhRyEpYjKQaEx8PpIv0p/Yv2Ha8B3/zFy9GT5iVh9AGE5QiAuo8bxUrIipQZ6fqvgOG6ldq0KvwjCkf3huDElRUoQOCJgtT4y2cQqR6SJwq086+ZMrVQHuTnCzWFh+CvE05p8q91iCbwguRULjLeRhMU4ReO0lbAm4GQQVR/8k0pK5xk7V13aYCYmEiNZllcQ5urTGavMz9YzwdqAf5IKJOX4OCugptCtoWDZeAHKeseO8UgK0LpXi5a2dhkS+ejCg9vMr2CVE6JFtydNqoFjRsBb3QziBKKppoKg1jwopAmmcPkIYMiC2v0jGu3kZfFqAU+xqM9miZaIs5p1VgsEhZushNlGmiza2Srf1TY8dw3fQUMMaVm7gODYJ+hfPp5kvaSJYO0hDFNKDNvD+njcJcHHIV2PDTHEkJa4EEfk56skPpaxZsTngCh6ZbaKmMOth/F6VkKwulH7on1EJJWVHx3scVz/HQXKhgvQDAhwxhXMocFFxQM7t3AFkCLjiditFrBWNk74CIExtz/c2Lo5jluy8Dx38vjR0vPnaJoePGJMKJjDz1kh1U3X8ZWT3tMmBnP/22B99vgYwdR61VAwfwXf2s8WCT4P53XC38YRFuMiWAw2ocWuAos1c4HnaitVF30sb6J0zGYa57wChUVCZ4y39M1cmzzHSqinfJO2YBgDIQ5zMF6knzrWSoNH5g07JO4Wo9GYEY5UIZhcUg6fpoij1sKBYzON60w3ea61kvW5adeHYBWEC/7NW328Nrz+MHZj2ozhsAo3HipcHs6zmMfBexwcPIE2EyYLCRsGgvQXSjDAVkMMMaTJd4xBv+Kit4+HpxgvZqNYU4gwxiZCoM2shyXgI2AGfGzIb936a5N9pEJUw/AXhyenCg9uarNSAceNhJVqamocDkdubi6pc8bLD9pWVVXV1dXl5OSEqmMAOyak5ITsdR1gqKgvqcovOFStVZEJwwDHWNOQ9jSK4xjKV1RUdPjwYYZhsrKy+vbtazabm3uMtlSDpram6sN3Xj114lf4npScMmTk2CB3Fe1KKfW/XCkVguPjCC8nqMiOkyxElZvjMTLmQtLEhdfCiL9CVbXWJbzHyXvqRP/iGHEHHKdMyIEoPFisFK62AgPrUSEsJ5TWMhSBpyVQrrraU6dOgTrLlQTD6Ygi4DXIYtlCd3h4M0znojMnXXV12e3aw8dkirOiU+n2eDFV+HzeotMnystKQQXldeyckJjYYN+53c7iotMVZaVpGVk5ue0TEpIaWAJOnygrPU8QZMdOBWnpmXFsEwKPoNsFvVEQAu6MobRLF366b/e2x5/972/CMsSbfV61+B1wwwMGV+1G0Ld65FhQIMd4C8ZfLRRnIoMj4wmt7/RJs+ImQvBGXjEMcEwV3TqqDW2AxkzAKlxEqpWniDAqUMAYkQgLuSFjJgtptpMmy2/DvjbeaxliSEPbYSGy9I2fSQFNB9tXB0NRLJ9A8ySh/0ArxVtIHsXNw0IxVxhiiCEXXJ3EKeqACtzU9dXF9LdUkWauAo4bX9+PPvpowYIFK1euTElJwfSQXLjyySeffPrppytWrEhNTZU5K1RZKbBjtbmF8GI54jGSMEB5KCdrbVPo3h4vyygWjuOTJ0++9tprhYWFLpdLvmg2m8ePH3/fffeJQFWTGXLNjxnFJsuXLSo6fXLO7ff3HTCYZfVdUFd9t3jVN4uVV6xWa3a79jm5eV179B40dJSy7+t8JG1hVWCKieA8PNmiKr762yWrvl0cJsGzr881Ne4Fg9fj+W7Jgp59BvTuP0gaFrwgBZeUDC7xGISOv404l/k/P3B71x697v39n3EC0ujsaG677ba+ffs+8uc/y1ee/uufDuzbE6oknbt0e+KJx5GL8VJJ5J9ARyQlJaWlpQ0ZMgTmRWJiovLG22+/Pcy8u+zq2XPuvC9MC3Buh+Bzqy6WOXwej3f1t1/t37erzlGr/CkjM3v6zNkwooJYN4WILeSmkdKS4h+/Xz7x4ulZ2Y3SGKFKffzYoTdeegoGxH0PPdatRx/dNGWl5559/M9jJk6Zdf1t2l+dzrpvF3+u256XXnmt1J4hhef5Zx9/uKK87MG/PNGpoFuYlNq9Na9Qa47amif+8sDQkWPm3Ha/7u21NVX/9+jvh40ad8Ot9yqf/sOqb9avXeGsc8gXM7Nyrr3prq7de2k1KM9xP65ZvmXDuvKyEuWPCYlJYyZMueiSKyhKHbCpcM/275YuLD1fLF+xJyROveyqcZOmRduDj9x/C0yHqTOumjbj6lCa/aGHHrLa7I/883n5ytuvPHP08AGl8kxJS2/XvsP4yZd07NxFNTLiWFqVPHz/zWHm8qSp0y+/ek4jH7G/cNeh/ftmXHWd2WyN/C40/qdfee2US6/UTfDrkYNvvvz0ZTNnQ//qqiZttZTVefvVoPanaTo5JTUtI3PoyHEDh4xQDhjtSqeS5/7zflQvY1CbTxMHzKxQaf712O9s9oQ///O5UMVABc7Iyh4xZlK/gUP98SaiHTD11AQqrnhF8OUWbxATOJ9kUashsOrjDy60DRGUDROgOUb7dSHgb45HTHyMq3PDFO4FVR4iwcRbI3ihLLkh1/GeOuSGTCWkEf452JYgGcHgzzHEkIi0Ex7Z7I/jlFJAIqxAVPsIK8VZSH3iYzlunpMhGR5vjOuxmtLHOHBhiCExyd69e++/v97SJEkyPT09Jydn4sSJV155JRhZqlnWoC+wHKFOhlC1TA7hUWMtMUWzOZ6HdyJWhf5DPsXalMHcEZjiWDcW3CC8qsXkNB9++OH7778fppzr1q2zWCy6JNS65ddecbvdb7311siRI8eMGdOwvRAtxzHP8/PmzZs7d67ZbL7kkkt69erVs2dPMMBOnjy5cuXK77//fv369c8//zw8/rc+/XZt7dG7/9ARY9ULqqDmQBw0bFRycqogUWeXl5ecKzpz8vjRLT+vW7f62yuuuVEJeNV4qRQLqxwUFIm3PC5gsSqDho4Cm1wfJiMbi3QfP3po4/o1p08eR8CxyJrDSgQROIlD5qQJx0nNDOEFjkV/ecZD0BZc71W4lrsdXbns6tnqlKxPYLxpaWlKYgpIOW7cuIyMDHHbxLI1NTVHjx5duHDh8uXL//nPf+a0a4dTZpGDgjZDkdMzs0aOm6hbwZ79BoRrX5bh66pUF6uc7L49e75dPL+2pnrAkBEFXbp36JifkZpw9mzRyVNF27b8/Mn//rtz28brbr4nISExdjggrup668YfYZxbbbbGI2uhFaXYfZ9//O6f//ms1WoPlVBX0f6yd+eX8z8Q23Pw8M5duufld05MSj539kxx0entWzZ8OveNXds2XXfL3aF8cvfv21VRLjJQ//TDyvDAMY3zmpITqgnV0EIpyKsOkq+/+uyntSu79+o7edrl7XI7VFaUnfj1yOrvlrzz2rN3PfBwzz5BA+x8cdGCj9+FCdWpS7chI8d2zC/IzG5XXlZy7uzpwj07Vn27eM/OrTfe8f/yOnaSb9m3a9tH7/4nMysbrhd07eHzeU8dP/bjmuVLvvikzlFzyRXXRtlTYuHXLF/Wu+/ADp0KAmBWw3MT/spYs9vlrKosL9y9A/plyqVXTp85WzaZ9u0OV9pLr5jduGHGp6SlDxwyQvfXgm49Gz+SV3+75Myp4736Dujdd1DU4187aXH1BFEaYKJqSk8fPnw4Jp50EVSMscrqqNrf5/PU1tQc2r/3yMFfNv64+v4//r0eC5ZXujgtCmjAfA8Dpt+gDvkFIacEz2vUlzB89ITUtAypwF6Y3UcOFn783utduve67w+PkYEDH5EPGORVrDlXJiifiKvQwZYnSRb1FR+HeTnCsL/1546gnkp+lFfCi5WRkIUGaXvwwO14cPza+kDbgtNHMhxvF+MJRxQfHLkhc1XFQlImZbH9hk730ibMbYxRQwxplo19qBOKCvjYzZJelhThY0r/GbDGJJo4TsDrfAQrL5VCk9XUkDa5LIcJK9YQLGjQX2jtrKFDhw4cOBDhGBUVFQcOHHj99dc/++yzuXPnZmdnh29nbavyAQmEayNkZt5ILFvdR+gCNbIorzT+NVIk8QBDjUCFcaAsCXIKljPD5Zt064sqcvHFF2dmZuq2M0VRysThB7bur7t37/7yyy/3798fCXAcNcfx008/vXz58r59+z755JM5OTny9fz8/AkTJmzbtu3RRx9dv359CwGOK8pLwSzs0bt/fM9QNyh1dbVejyczK0dnldU09pgJF3fu2l1AJq40+Dxu16af1q765qu3X33m0iuvvfjSmf7pJ4jkp8HnFluoyhszcUrnrj2aKPNuPftMnzlb4TgJthmPCaKZS+IERZMYQbEsxwcZ8oIgxamDwW42kbTFhOGkj+E4vmHcnSTJG+/yv4ITOJZz1gheZ6jE48eP7969u6LTic1bt7371hv/fevtF97+UJkyp32enG1UwnvqVFdcXu7H9euXfvFJYlLKfQ/9tWfvfvLg6JnZsecAbMLFM5Yu/NTtcipfGEaxL2yagTZ24lSTyTJ89Ph4bJBDKrGsnNzS88XLFn12/S33RJ7j1k3rv/jkvcSk5Hv/8FiPXv3k65lZ7foPGj7x4ulLF85zie1pC5XDhh9WpaSlF3TtsXfn1pqaquTk1NADTN24fONgpjOnjv+0dmXvfgPvuP9h9F4QKpLfuWvPPv337d7eXVEdkJJzZ195+h+CwF95zY3jL7pUXg4yMrN79u4/ccplG35YuW3zT0lJKfXF47gFn/wvNS3t939+IiHRj5tn57TvN2jomhVfj79oegxlBhVdW1M1/6N3/vS3p2iTCYssJhLUTumkjElO4h+8/cqaFcs6d4GKDpR2LfEvrUpA1V8x68amU6dXXXfLr0cOhvKab8QeUf86bA2vv/56cSHzCl6ejqr9OY5d9uVnP69b/c3iz1Ve/LDSFcRvUUjLyKytrvrsw7dhwETlrTx89ARlMaDAUFSYL8uXLURvsKIdMGHZyEQ+KAspIt0eFmebKG5b40aBjeZVJBUoJC+OaV51t0SL8QI+W/eatCnHA27Hsj9yyDxwOUKKMlMFbiwSKfs43MuJgLCJFKy0QBMRVZxzOyiLrdUZrqqhaLgPGmJIy9C2ClugwVkZWDjAxHKypI+HdZALRXxM4kKymQMt52JJTjBoKwyJetUw3MzjKEOGDLnttqDd+5o1ax5//PG//e1v4V1ftf2CHDg4jsMCUfIa7KlQ0GdUvdw87wN0faVDAOIhUeNAgIx6radb01mzZg0YMCDENhhvZN2HDRt2//33Dx48OCIMiucJ9CpAVQhd2bhx4/Lly8eMGfPOO++0a9dOm2DEiBELFix47LHH8LAScyfxfHTutUWnTy767IPiotPNPOsYRsQoaRNdP06U8XME3aW3/h8Wq/2iaVc8/I9ncvM6rlj25aED+/w54CIjcPBy2yhd2UodiiiavuiSK/JlL06cwAmKIGmaIqxmKtFuSbCZKSp4hyLSWTASSEempaZmpiWnJtlNdBRuboLPw1SXspXFYVDj+r6kLWRiOpWWS2fkjb/s6pHjJhadOlldVRmTYayeNQIbREfOcsKJ4vKVyxYlJqf8+fFneyhQ44CvqmCxWq+/9Z7b7/8jqeJQFsLuz1TDNd6SmpYxbcbVyPsv/hZ8QAYPH92zT/9tm9bv37crwuxqaqqWLZqXlJzyyD+e7REMs/pnqMV2/S333HGfpj0Dcrbo1LEjB0aPu2jspKmwZG5a/32Yx5HBxWe5xkI1x48egr9jJ01Tnb7PaZc3dfpVyougURd8/B7Lsvc99NcJU6br0ieNv+hSaAdoDXkwgEb1uF2Dho2WYTUkVqv98qtvsNntMZQ5PTPrksuvKT1fvHzZogZUU9gxabcnzL7pTvhy8Jc9KE340kL6lq/xOhV0A41H03EKhdqUkxpmxFWzb4HRcvTQ/iZtk/SMrEuuEAfMCmnANKbAV15zExT4QOEedCW2AYPr7Zso0R7GrCbcZibS7HgCzYlreAuwiSmCt1BcipXPSsASzGo42+Ej6iMxBIX+E1qaQY83+Q1YyBUz9DzCleOBkP7TEyJoVyyR3SnPMQZFxfDfwPBEjZcodxEVLtzNiJ4E4Y2EBsNzX0BTX2N06faTDs22ILTcehliSNvF5/S0XyQWhBQL3cFQdQzBh05vImG5ZCkUegfXUamh9LlBVdGGJcLebBAsa3yotN+yTJky5aKLLjpw4EBNTU20qB2YwBISSpAkqdzwhNmNabcHyuuhYuKpnI5j3pmEL4zOCcOGRpo6CoZfaQpy9iolphtaMF6jV7d9aJq+5ZZb+vbtG2EORKjj+Sqpq6t7/vnnzWbzI488At2v2z3wz+zsbKEh+e0uug3YM0HDIjun/c13/Y6iyHlz36iqrPBPQpX5RzZqJJF4W+gLyaCicVL0nacI3Gqm4UMS9eexRdRYBI45CSYgE+x2s8lESj5WAi+SV3As45MEjWGGYRmvR1R2vH+T4yo57Sor8jlrGUZMCX+RKkQvXViWRVdE1I+geGsyb0ngCUoQ45uLadAZ/5NHDvk8LvHjFqFn0KbwhfV5OZFDo/5FE6hZKA7jccOv8PG66rxOh9clpWRZrZcgywlLF37q8bivmDUnMSkZV9r4yiB4EboJtL2JhePX3XKP1Wr74tP/KQl/w8iiee973K4ZV98A7RlbkX5etxpG2sixkzp17ta+Q/6mn36AgRMqMRE8DVm+sbMSvaKIpPDr1644deLYiDETunTrFXn+NdUiU0qSKv9GD60JF0/P79z1p7Urfz1yCG8EKJCVLcbALTlXHK60hsRvy669Kyc3r/T8OdBsTVq8iVMugwGzHgbM0YONrCastmUl59Gb6VgGDI4r4L16sVA8oXgHYjMTmQm4leKbFrwPWUbBRPKJJi7DxqfZ8CQLYdLbP/g4zMfjrXSlCDpmhDfXeqfbmWg0qEZGoFByFG3/j6HcahXYcSC1/1YeEw93V7jxMhdR48Gh17Q7a9xsa6XoahjFg+NYC3yBYYghhjSoIb0sUe2l3CwRxg5OMnEmLXYcdsYbZAOGGNLUUlAgksKdPHmygbkeAlGsx2MEIZ52o+Ipqi9NqM9CgMtKHudIrKcGcdGo8mm2kVDPcYxQszCNvnnz5rKysltvvVXJUBFhJ3k8niNHjhw7doxhmK5du/bo0UMVKwzk1KlTDodDBrzlbM+ePVteXt6vXz+ZefrcuXOQYefOneH7+XPFhw/uh9bN69ipU+d6ItHSkuI6hwP+wveS82dtkpdQanqGs87B+Hydu3TXFrL47GmP2w0/he8nyOHM6RPFRaetVmtuXn5uXkelI1h1dWVleZmzrhbBN8ePHYYvULaIztLiajYLsGYvuuTKVd9+Vbh7+/jJl0h2kd+bvaam5syZM0VFRW6Oysnt0L2n+hQz1N3r8SD+R2gB0f8r0Eqhjk9CbqAUqmocqdkd4EZ7QmJTjz+P2/XL3l3VVRWd2mf26N49NTXoOP+p48eg4zKzc1iGOXbk4OkTv/YdMDi3Qz7PcadOHEtKTk3PzPI3GCEeBuY4Bix/msQFnFBEYxCxWBE1lgYPSRBms8nl8bncXpZlBY4ROJ+HYWSuaI7j3C4nZ6o1WW046xN8Hhh1LkcNXEeHLOARJEmazWbEywnXRdRYwBhOzMHjctdVV5AUTZmtZlsCQVLw9KLTJ+Anu4V2VYsvAET8F/76vHWVZSZbgslixUxm5LsKZYXsWK/b63ZyASAbLkKGJouNhiKZ1WyUtbU1Rw4UduzUZejIsXhQ4DshZBA8xZCDQQKD+VzxGah1Vna7Hr37q8ZqbU1VeVlph/zOMM4ryksP7t/Ls+z4iy5VjjEoIkyfY4f2EyTZb9CwlJQ0P2ZXUwUXoYTtpHiPqgBrTqej5Fxxdrtcuz1R+yxHbfXhg784QtwblSQnp159/a2fffj2l/M/uPWeP4RPDM89ULg7v3OXeoLyKKWurnbXtk0DhoxEHotjJkxZOO/93Tu2DB+lT8qh2kRzfGOX0vYd8uHvof172+flh0+5deOPtMk046rro8oflJ6Y/4F9aBjEcTW6/tZ7X3n67ws+fvexJ57BLKYQKEoDUllRBrMyIzunSUsbmyD2JJfT2b5jJxhjSt5tn89bdPpkZlZOYlIyTI3DBwrLSs6PnXQxzA64q6a6qlNBV4Jo1lCoPjbGfV1Zybm0jIxQ/vhxHDA33Hbvy0/9HZGYRxU5UF3gsvMZWdloLxTtgFGQ0+IqClxdZDbJQiTwgsMreMSA8kJDQFkg/F6sR/ZpAtZEwULh0mvmBsBUWDOqPXiQv39QhKWWDiczXAQQRrMioCg+XoDqWO1Vi8ean5ILWfDxmM+Dp1p41Tkr0mQ1Tn0bYoghF1KCNRAsMS6W8HKEnWJ1z3xC8kQTV+cjfDwhNBiFRUetGh7HhhgSfzlz5gz87dChg3zF6/UeOXLk6NGjMrKXkBB0IA9+9fl83bt3l3wyBE4ESbjKyuqioqIuXboE4i35FURhYaHNZoPryhyOHz9++PDhyspKuN6rV6/kZLU/xy+//AIX8/Ly4EG7du2Cf44aNQoKI0OIDeYgIz9QEUgJlRowYEC3bt1UB3ZD75nrKZVramr27t176tSpTp06QWtkZmbKuDDkf+DAAbvdDsXQMkvo1j02gabevHnziRMnkpKS+vfvn5+fr3wclM3tdvfs2RMeCpXdsWNHx44dx48fD3dB02VkZOTm5jas0SPnOIYRgElEGNFWY/369S+++GJFRYXFYqFp2uFwWK3WBx54YNasWcpHv/nmm1CHH374AQsGo+fNm7d06dIff/zRbPbjWcuWLYNWfvnll1955ZXDh48kJSfX1lTD9UHDRl13890I9lr5zVd7dmxB6b9b8gX6Mv3K2c46x/q1K+7/49+79egdZCH7vG+89GRWds5Djz0ZqiIcx65b/d3q7xazLGtPSPR6PCzLpGdkzb75Lpl9cte2jd8uXoC+79jyM3zgy6P/90J2Tnu1JRaZDTN89PhV3351+uSv8qILw3rJkiWrV6+GgZiYmAjtCdfzO3e5/b4/Jil4VFd/t+TQ/n3/fOa1/73x4vGjOq2kNFqqq6vnzp0LrSo65CYk1tRUUxR9+awbxk6a2nRq6MC+3fM+eItlfAmJSSskJ6/LL7/8mmuukRN89O5r+QXdLpp2+duvPev1iEFPcnLzcjvke70e6Kxxk6fNnH2zfxRDVXicF0SHI4HncKgGgZMEISLG4hUWF7FXCmEN8KOXYd0eLzxa/AkTncJoyoTUBPw1mUwE4xYYl9xCoBYhGwQWwxf4C4NZ1Js+H4+TmIkiJDRZRAooQuKL5AnImWMghx1bNm3duCG/U6dEm4UQOIqiOAkqhDKTGI8xXrhTfKJEiyPwPOvzwgfjOcgGqoBwb9FpmvUKDElAx5Ekx9Zz6Jw5IzKxdO/VFw/aSzWMGkMOWzf++O3iz11Op8VqYxkGxnNySupNdz6g9D/dv2/Xos8+eOSfz/6w6lsY3nClXfsOCFJBY+xvT77y9qtPFxedSYDRWFsD0+3Wex7s1XfgF5/+D/K3Qs6iR7Yvr2On2+59SMk2fvzooQ/fee32+x7qN3CY8lkP/+OZ7Zt/+mntShgYIojPcXDvrff8AeZazFjAkBFj9+3evnfXtp3bNg4ZHo79/azEbNOtZ+x8slt//hHqO2bCFPTPwcPHfP3V5z+vWx0KOFbRiDba4RiDxk9KTlmx7EuzxTpq7KRQ+B0ovdLz5zp16RrtK6LUtIwevftB1y+a/wEo1TiyPWTltJs+c/ayRfOWLvrs3rtujyEHGGtLvvgEvshM301X2mhlxdeL1qz4WnypZLbUOWpp2gRzrd/AoejXmurKN17691XX3YITxOLPP0bDeuykizEpvuKGH1Y99cp7Npu9WUscvf3F89x3SxdWVVZMmjqjGQqYlZ172czZSxfNW7bos9k33RVbJmtWLKuurJAXu6gGjIgJ+gPCK8A8v78UH+pIEKw4yVbczgm1oNR5IgIq1+hMYQLnRW5lGjOLIREi9byFFaHWi6tVkqAJz2DgkBG1JtZIjDjspMRVPQKDUBVgUqDMBEn+xjuBhC0Xb6BIhhjSgrBj+M5hWC1D0ZyQQOvHYE0w8bU+nOVxIczOxFiJDDGkWWT37t3ff/99165d09LSZGTvpZdeKi8vVyF7V199tYzsff7556tWrVqyZElqaqqMn77//vtw5e67777jjjsD9L7YiRMn7rnnnjlz5vz+979H91ZUVDz11FNbtmyhKColJQUeZDKZ4FclRgTy2GOP9evX75ZbboGfnE7xMHd+fj6UE+Xw3HPPNZiDCEYdOPCvf/3r9OnTJElCSrgxOzv7tddei2K7Jwj/+9//5s6dC02RkJBQVSUiWrNnz77//vvhodAgkPOrr7565syZr7/+2mYLijyxf//+++67D+oOrdfIbiouLn7wwQfPnj2bmZkJZWBZdsSIEc8++6wc3eqDDz7YunXrwoULoWDHjx+HK9dee+348eNdLte999573XXXPfTQQ5Fg0xQ6nok8jpFftK4TMQKOkbO6CntWtp3q1y+++AJav2/fvq+88gr0JUEQRUVFb7zxBgy4o0ePQpdrWz+E2VT/FLPZ7Ha7X3755aysrFvve9hitbvdrqULP9m+eUNuXseLpl0Baa6afQuYfIf271284ONrb7yjW0/RkdlmT3A569avXbl5w1oVcLx/326P2zVy7KQwjfXRu6/v37dr+OgJiJiV49hTJ379cv4Hb7/6zJzb70f+iSPHTu4/aHhtTfUbL/179PiLJl58mWSIpkeIGguSzSkoDi6mpmdYrbZTx4/5wWseLz9//ueff4ahP2bMmOTk5FPna/bs3rls0bzPPnz7/of+JmdlMpm9Hvd7/30xIzP7jvsfttmCW+mSK+QCwIR//PHH4cvvfve7QYMGkSRVWetauuSrJV984vG4p1x6ZQzDd93q7xBorpJ+g4b17NNfhFw9nk/nvpHfucvNd//enpBIM9UrVyz/5ptvOnbsOHz4cLkKpeeLP3j7lcnTZgwfNd4WzoAXbWMBJ1ke83p9JI1RJGGiKR/D8hzoKpbABZPkq3v69KmXXnjO5fH6GAauw4DDCcJEkSYTjYBjGF2gMmQ+CuRivGjRIvgV5h4oBURbDv/keGHy1GmJSckURVssZrv0qu3IkcPV1VWMj/H6fNXV1YcOHTrx67HUtLQbbrqZIoiUxESbmEzs3bLSsq8WLoCJjeEEZTLjBCkGP4Qi8dz1N94ElbVaLCLnBo5zLOvxepx1dRjHiK/oKcrLEIgZQwSOT4tAJ/KSq59GEWyqPB7Xj98v7ztgKHRxekaWz+c9ULhnxbKFH7/3n7888XxCgp/fE7WbOBjcrt//+Yn2HfJ5nlOOsblvvtghv+CBh/9hsdiqKsvff+vlzz9+d8jwMTD7/vDovzp26iII/Oaf1301/6NFn31w74OPhikSetY3X82HZz32rxezsnNZltm84YelC+d9Of/D8Pc2KNfMueP4scOLP/+oa4/eYULVnT1zEhPB8Y6xPQV68OcfV0N3yMcaoJWGjx7/09qV8HRtcDACV/tHcEJjDV2YULfd99DH774Olf1h5deDho0aNGx0XodO6jXmLIwcIbaa3njH/3v/zZc3/7R217aN/QcNg/y79+wTF3/YcZOnFe7ZsWnDjyOHDVaHAhDURgjMzZ1b/XrG5XJWVZTv2r4J1O/YiRfLbyOatLRIQE0t/EwnZARFklcHAsQdPXzg++VLJ0297JLLr6FpU1npua8+/2jeB28++sQL6G0KGvx7dm4tKzl3810P9OwzAMaFpdGxrfbt2lZeWqL7E3qVqJVz5859+KEYydPLQUsTutWR2/+nH1YG9Im7prrqYOHu6qrKgm49Lrl8lmZR+HbHVp1FAXqkZ+/+jRgwl+zbA6vNun4Dh/bqO7DB9IcP7KuqKJP2PF4o6oHC3WfPnIL5qvS7j2rA4CoUTwatROs43FymSDzNhntZ3unFWQFXjXHtlkEzFVTeyoKJFEyEYKp3Lo581yu+r3L4SB8n4G2Mz6hFedzGBe/Ag79K0fPMhHrZwE2WVt93gr6FJhsFDfNatvDYjoYY0uZFCHmR4fEqL2WjeDPJa+HjJBNX66PAphNUOryhCW14HBtiSGPkyJEjK1eulOxZrry8vLCwcOPGjYmJiU8//bQK2Xv55ZfDIHsTJkxYtWrVli1bLrvsMo7jEXXn+vXrYYauXbv2jjvulJ+4adMmlB79s6am5tZbb4UvzzzzzLhx4yiKcjgc7733HjzO6XSin5BYrdZTp079+c9/vummm6ZNm2az2fyMczU1d9xxRyQ57Ny588EHH8zIyHj11VcHDx5sMpmqqqoQtIqIDSKRF1544fjx42+++eagQYNomi4rK/v0008///zzgwcPvvPOOwhZvfbaa6EBV69ePXPmTOXWZcWKFfD3iiuu0N3tyNoMMoRCatNMnDhxxIgR6PtTTz3l8/nmzZvXpUsXr9e7bt06eOJbb7318MMPy80F1Yd/FhQUQMvk5eWhkGzRaXRBoCKkxoBhYbFY5LcNkQC+Z86cefvtt2FsQcORAd8HKOhzzz3373//e9myZZMmTZIrHGFx0aqAGGbvvvtuWHVgkFitttk33XX4QOHP61Yj4DgxKTkRS05MSpG+p2RkZqMcbDZ7734DC3dvr3PUKkPf7Nz6s9liGTRsVKhHQ4L9+3ZNnDL9imtu9JuFJFXQtcdDj/375af/vvSLT8CwTEpOhfzhg5xbbXa7/7nRmC4SbhwIyy1JemZ20ekTLMtQFM0K4uuUV155BQa3f3FNTh47ceqh/fvAAHbWOWTnQZwgpFbib7j13sCIUbTSJWIroYNC8+fPd7lcTzzxhHwGIT3ZdudtN7vratauWDZm7DhrYlq0A+v40UO63i7t2nfAJOAYbHWw20eOm4wKnJSYeN111w0dOlTpq0+IRKVnp0yfGQl4LRIK4yKY6/Z4TDxPkWaLiWKlFhB4lqAIq+QjDBrhp/XrlC65mF5ISqTgZH4Z0JvolZEiJRgt/NBhw6C/E+xQiUTk6r5syRJlVl27dbv6uhumXjrDXVtFkoTdZklMTGAFEYupra3ZtnUbZII6S7KCxEeD0rnx1tutFpjgFjNNSQTNYlE5ViQGMxFgEFKMtx44Lisrhb8Ie0J4sYwal5eVvP3q08oN1ejxF6Gul8aD/U9/e0ompjCbLYOGjqyuqvjmq/m/Hjk0YLAfvkd4OvTX3596ReaUUI4xSCD7+qWmZVw+a867rz+3fu2KB//yf/mdu0rNS44ZP2XH5p8OH9gHRZIno1bQs06fPP73J19BAwPG/LhJ02A47d21raz0fGZWTsxWN+iEWTfc/sn//vPFJ+/d8/uQGDRC2ZSe0fU/qdsTGz1+ityefpxu9/aa6qqpl10VnOyin9au/HndKi1wTBO8diQ3fuHv1LnbY/96ccMPq7dv2bBu9XfwycnNu/SKa5RwKqppekambg6vPPMPRLmDJDcv/87/97D8z4SEJOjfXds2btrww/bNG+AD/TVp6oxxk6ZSNN2YksNEuP6We15+6q8ffPABrHmqo0/aef/Zh28rEfPcvI6zb76rd99BykRhShuXiHOwmsCaor0OWlpGWo8fEyMWTpxyGXpiZla7O+7/E4woeaQhdp0Txw7f/8e/yUdYGi/ni4vKSs7r/iS/AVKZY7W1tbCXQjpSCFEduf2XLvy0Hgml6C7de108feaIMZO057xCLgq5eY0BjmHAwBr34pOPffHp//78+HMqHaWV75cvra+R2Qwq5Zob7xg6YqySoicuAybC2KtmijBTmMvLOVlC3CVGWX1QIJToXIybImCiUA8AkWEJ83K4jyMwJR1Gk9nduMCaSJFOKn5ILB4OsMBbEnaMxxU+VmYr4DZanR1pSZBmx2+FANRAiwwxpPVhyrjIXOFhCQvJWjU7x0SarfZRBoWxIYY0p6yTJLCrp7Kzs2+99dbrrrsOsYlGjuyNGjUKrIZNmzZdfvnloncCz+/du7eysnL27OsWLvzixIkTMjK7cePGtLQ0mav2tddeczgcYAPKiFBiYuLDDz8M93700UeXXXaZDKFCASCf22+//ZZbbuE4jmVZBBy/+eabdXV177//PvI+DpWDz+eDYtvtdrgoc6XCl3vvvRdq9NRTT0W48Thy5Mhnn32GXIkFQYDM//SnP0E+b7311pIlS6655hq4OHXqVCgVtM/MmTPl2xmGWbt27aBBg5QcILoCTUdROqeHoYlQa0PFCwsLr7jiCtRoZrP5kksugRaWWwBhLNBEkM+TTz4pN2C0w6Oe49jr9WJhCYuhEc+ePVtRUREKO9YKtBdk++CDD2pL9vvf/37NmjULFiyIAThGcumllyo33yRJ9ejdf/vmn7xej9kcztVi3ORpB8DK3/LTpIv9Z2kdtTWH9u8bPmZCGJLE9WtX2uwJ0y6/WgMNmGdcdf2H77y6Y+vPk6de3hj7R006HHA9qigXsTbE8SpIqLKMGktwgwDm36ChI6FS54qLunYPCnI1SXJ5rrcl5FbyiK3E8pjP7YRZDfNcO2qnTZu2ffv2E4f2jhs3nuFxD4v7Ij70d+cDD3fWYGRKSU4Rp+iWDT/06T+YDlRHl+Fl4pTImEnFyDEUy7NOpwvUR1KKlaRIl0fkfBB4lsRpBBz36z/wb088WVPr8Dhrfe46XMQI7OgoAYyuO+64A0bs+fPnkTqwWCyI2uLZZ5+laVNBQWd7UrLTx3kYUE+cs66mquQcIfCJdhE7RurjiedeLujanWG8H73zxs/rf7zk0umTp17CMsz5uhrIiqZpmLFen6jXevXt98hf/1lXVW420bnt80y2hBoP4/H6WJ+PxAWTicJ4tq7OA3rN43Z7PeIHtBJN4JTF4na55NdEmRLRc2VFWX5BVyzY0xjq1SUwHlxOJ4wQl8upGr2qVhw4dOQ3X80/X1wkA8dIho8eHwqRmRDMBNqxU4GEi+V0KuimvN65S49TJ34tLSkOAxwjGTZqnIo8oVe/QRJwfE4EjhshA4eM2Ld75J4dWzZvWDtq3EW6aVDxxPbs3FWLA2ras06VZsO6VRarbXAwG0ZWdm63nn327d5RXV0pE0D7pyShVrk8RsRl7QdtNuXSK+Fz5tTxnVs3bv75hw/feW3MhCmzbvBTQGRkiTWtKC/Th567dPO4Xej77u2btaH2YMAPGTEWPlWV5btFj89V3y7+fO/OrQ88/A/a1Cg0Nj0za9bsOfM//fDTTz+9//77w0564vHn/oO+iw76oTV/mNJGREAfVgq69VSe9tCV1NR0aXisvPSK2UhXwHNzNe7euXkd44gag0ydcfXFl87U/eno4QOqFyFIevTo8eij4puVKjeMRip8+z/1yjtoy/Kf5/8Phvfsm+5MTcsIsSg8UhB2UYh9wGRkXXHNjV9+9sHiBR/ffOfvwie+/b6HOkpTG5bUMDQUMQ4YxWw2Be96OF48TEATvC7CZTMTNjPm8HBgQovosaDMT1AhpLDoU4RgJgUzhUvB96JzLuYEzMfhLpaQY/Lisruz329V9So1XggnnybuqwmsCUXQx47bGNoShBqLl8jgRhVgY9/6eSoMvMgQQ9qO6L4wk1Q0WERujvKxTLIVV1l1KSYRO+aVGkEwVIUhhjSh3HTTTddddx1CFZOTk1VeIEuXLvV6vX/4wx8aRPYsFsuwYcO2b9/OshwlRWBYv/7H7OzsO++8Y8mSxWvXrrnrrrth8tbV1e3bt+/yyy9HD4J/rly58qqrrtIiQtdff/0PP/ywZcsWCYmun/U33HCDEiSEHL7//vsrr7xSy5Eg5zBjhggAbt68uaio6He/+50qwhbIZZddBjX95ZdfImkxaA2r1YqejpBr2OfPmTNn0aJFX3zxxezZsxGSC0X6+OOPDx482KuXH0mAktTW1sL1UGaI/P2ll17q379/eDw3PT1dcuW+A77I1pw2pdxcMSryyDmOu3XrtnXr1uPHj0cOHB85cgRaqk+fPnpWdGrnzp2PHj0ac9ERhbNyuUDQhrPOER447tGrX1ZO7qb1aydOuQzVfff2TTzPjQrNU8Fx7PniM12699ZFlrtKrBdFp082akVFuLHgtwTE04fSMltVUe52uXr2GRBk+HHszp07T548efr06eqaWh/DupwigMWyap/z7HbtVVeUreTliHMS3zkM3G+++UaVEr1LKC4uhkYSz8CSkt+rgNX5CKbRtHHpmVkjx04Cc/yJv/y/vgOGjh4+uE+f3jIPiyxJySnWyGg9cSlEnsDzPpajOZYiwHYiSJEgSwDLmqbIBJsZ2a4U77ESjEAKDOZnK4ZRykoiTz/xjQpFIeBY1J4UBfa55HFMMBzrYTiGZb0+8RbaRJulD9rZEJSJsthwipp1/U07t2397NNPxk+YKFIYEzjh91kmOMnRD3SLj+VBn9IkQRI4BQkCIUd5MUKeAIkYFh7EiW/QJIHfIBnoX+WczZMQ/3NnzyB/eSGo9VLn3O7H3WB8Hijcrd1gHTty8NejB4vPnKqqrPD5vGgI6QyknJCM6aoxZrXaoY6Z2WqEN1/CkR21tQ12ZY5m0MIwkO+VkNbYh9+sG2779cjBZV9+1q1nX10IG5F+wHzHsFGaYqTOuU1uzxNSewbJmVPHT/56dOS4ydDOXq9b+dPwUeOPHtq/af3306+8Tnld5XvH8ura4eK4kDhMQmonTk6mKx3yC+Bz0SWXv/P6cxvXryno1nPQULFq7XI7BGqqI1dfV3+Wp3DPznCQaFrG5Kkzxk+e9sWnc3du/Rna9po5tzdSP4yfOGnf7u2wpg4ePDjMy0WYCGFYRyIs7bVz7miGrdiAIcN//vH7NSu+3rHl54FDRvYZMLhTQTct/XRObl7LAWoaZC2A9pfj+111/a3v/ef5xQs+VnqmN5uMHndR4e7tu7dvhtVk0NCRYVLaE5KiGjOxDRgtwTEsmk5WJK5PMHE0oW/oJloIuxg3j/dypKZTBLgr8jB3Qf0q7mdxH4d7ORyKgSsD+SnLLMh8zU3ipWshuabGcUk/1xquAibaMCYKOdG4hqfCbGtLkLnhTWyIIW1lMutjx/CHxelqly/FRgTPfT92LMivNQU96w8TDHVhiCFxEbvdrsuKoET2evfuHQmyN3HixI0bN+7evWv4cLDj+A0bNkyaNMlms4NZt2bNmrvuEg8rg6EHZqzMU3HsmEjNWllZ+fHHH6vyd7tFs/rkySC0DYqamJiI4FokiL23qqrqk08+UWkDVQ7oWQMHDtSt6ZAhQyIEjocOHSpzZ8mINk3Tffr0Wb9+vcfjsVqtBEFcc8018+bNW7ZsGVxHyVasWJGcnAytFBetdd999/3rX/+68soroTyTJ08ePXq0bj9GTsGhK2qO4zBqt1s3EffZvn07io8XCcHF+fPn09PTQ4UmzMzMhPGHvKbDZCLDedoBqrpC03SEBRs7aerizz86enh/d4n7eMfWn3PzOnbILwiV3uGohWIgJ1mtWK02k9lcXVkR3kgQsJDsgYpFTwjYOX6u422bfxJBt071L17OnDkzd+7/Tp061bFjx4KCgi7de5EmW2VF2Y/fL9fmnJySFqaVOB4vKhE5vCG30tJSHcipQwc6+OA5WKzJZr7GGwfs+Nqb7uzTf/DOrRv379sFBrnJZJo+ffrMmTOVwy8pcgsfBSfCCUx0oicJHCNwzkpxhFlgCMpqMcMHVdzr9coqBmoHAwmUDicJJr0iQ87XIpExSSK3HQmVE01qkYaYFzi+fpSJMe4kdi6Or4+tyfOCPSnp0hmXL160cP68T++86y7pHLrEQSIgcFDsacF/FlyQfb44xueqreQZxmc2m6SP1WYDjeN1m2t4TiK0wGUCjUAfiUDnkYO/TL9ytjYiTxipq6v9av6He3dtS01L79y1R79BQy0WK0zGRZ99oE2clBKyI7RjDIpntqjfAdgiDkqmfRbC11BtCLyRK2Li7JvuQkTMD/zpH9oEuR3ypfbcf+kVUWe+Yd0qTPKjh49ugs0b1l08/SrlaXcyOPgHpwmNB+1GkmRtTVWoh9ZIPyFsPYwkJqXccNt9rzz998MHChFwbDZbMjKzz545paS4iVkoir7+lrsP/rLn8IF9yvMTeH2QrSjAEphvd9xxxz/+8Q9Y+Hv06JGSkhLfjZGytM2zFYOp/Ps/P759y4Z9u7bBOPlxzXJYUK689uaBQ4Jg8Qb7sSkNOrxhGy+09OzdH/Q5KHP4wJfmL//sm+9+8d+PffX5h1269UiK8nVC3AcMhatBUi9HQGPCslnrIylcDApE6u2MUNw8luMdYtw8EvRDDGHu/DNOwBheBKzdLCl3Ma7CLnFtl0dp9kcsjXznF1Gzk7iZZT0Crd2ANSsyotvCTVEMKU8LpeY7Ii12RFIhtNRj3mgPIxin0A0x5DciYbiDAv/kCJPTy9jNar/jJBNX46VC8u4YQLEhhjSXnDt3LkJkD9b3sWPHQsqNGzeOHDnyl19+qaioGDduPFyfPHnyv//9719/Pd6lSwH8arfbhw4dKiOH8Pfw4cNnz57V5t+1a1cUa0q+grBRhL2gKyUlIg0jFKO4uDhUDug7Ar5CoeTZ2dkRbLMFuyRYcNwFVB7IGf6WlZV17NgRfoUMJ02a9P333z/00ENwS3V19aZNm2bNmmXSHNKNDUe+5JJLoHZLly79+eefn332Wbhy8cUXP/zww8nJyao+apQij5zjeNSoUTBWFixYcMUVV+Tl5UWyKezUqdOWLVsYhlE1Cnri6dOn27dvL6PGcIvX64WfVMMRjSHljY1pViTDRo5bvnTh5p/Wdu/Z91zxmaLTJ6++/tYw6ZOTUy1WW1npOd1fa2uqfF6v1rc33NophLEC6hfB0pLitSuWWa22foPqmUnnz58PkwGGAvJad/l4N2cq3LNDFzhusJUys8Vij5s87bJLp4Vyg9JKAs1XeeNwELJ3/0HwYRmm+Ne9369eDcPdYrH4SUii6WUoOZjVYGPD0OFZHL5zrORZxYvR7cxmM2SLTlWgsJ5ygDsYfiZJfD4feha6Lh4WJkgBJwTFUWHURbzMtC36JZMoeh7LcQiM5sVH8OLTWXb8xElbNm385utlF0+ZQpAEykFCnwWlbV//0kAM48f43C6MY3CziaLFsonFFq/75KZQtUhKamrPPv0P7d+3c+vPg0eMCYkIaKb5pp/W7t21bfqVsydNvUz2fHS7XbrAcZiOiPvr/ab2F+jTf/CwUeO3b/5p/doVfQcM1k72Hr37Hz6wb+e2jUOCGSfCi6O2evf2zaAHevcbqL/cnj0D3bRr++YRoyco98RK4TgtkESkpmWUnCvmxTcHOpOupFhcXFPTMxosYW77jjRtgmLIV0aMmfjd0i/gI7NUN0ZgFHXIL4Cm8/m82uP8umhy6DEgwHIzZ86cuXPnfvjhh3/84x/jPgzCl7YpBBp/9LiL4ON0Ogp371i78utP576RkpbWqXO3Zhv8YRu9sSDOzNk3Hz5QuPiLj7v17NM8TaqU1NR0KMCCj99dOO/9ux545MIMGGlxpzAmyaLizcdYxatWVsCrvZSF4myUPqsxReKpNnFliYGJQmQuFsFighfwhs1qIcj2juCGRox/ojnGtt2MMx5Y41sAUQOu185xyTYoN8EU7Hoh8lRIzGati+C4KYpKGIiSIYa0oEneEO+8gHkwGvf5bKYgHACMu2QzW+OlItGkhsexIYY0ncjIHq0XzwYhe7KHYnJy8sCBAzds2PDww4+sW/eDRGQsOtuOHj2Goqi1a9d27twZchs9erQMBiJ/2Ouuu+7666+PEDFQwZj5+aL71zXXXHPDDTeEAriRdOwoOt4VFRXpYsSnTp2KpABOp7OiogKhz0q/Y/h+5swZqFdOTg76JwjUa82aNStXrrz22muh+izLzpw5UwSd4rQB6tq16yOPPPLwww8fOHDg22+/Xbp0qcvleumll+KoIQlZgjdwOpKYmAil8fl8UIJQXsCYFEZs586d6JbevXtzHPfTTz9pkx07dgy6Sqb5AMnKykIBHJUPhcchT/IGrZ6w+1F1KrPZMnzU+F/27nTUVu/YsgGMwCEjxoYflx06dj5z8kRVZbn2131SWKQOnQrC2w9RBSuHxGUl5z7533+hqW+68wGZNdLprDty5PCwYcNkrhPk7lpcdCq2EdCufQeaNv2yd0+tl6zxEl4OZ/lIxk081RBF04MGDoLRlZKSsmvXrgjNMYoQkkx8qoXLsHLJZt5O8xZKhI/RDISpApMZVBv802azWSwWBOyicSWjxuh1hcPhqKqqgpmPSVTlJaWlJRXV50vKSisqWY6X4DwejTZ5KEncxxSUHHKCUer1eORhxnMc63XzLGOxWG+9/Q4Y1W+88V8hgEALIc5ZiT9AEeFJLEMRREpyYnpqCpScIkkoEhRSJH0Xi6Ez5K+96S6T2fz1V/MdNTVhQhir5Jc9O1LT0idPu1x5Xr5xjCutRmbOvjk5JXXFskXni4t02vPGO6A9v4H2rK2OPM9NP/0AfT31sqsvv3qO7uf6W+4hSXLjj6uDOz/Y41jQ0RJ9Bw5x1jn27tqm+9yN69dAtr37BYWD83o92pQ1NVUM48tuV886MvHi6e075G/5+cdjRw5G1YC6+YNUlJXAoAoPGoY+eIHLP6FIcePGjYM9x549e3QXkeYpbZNgW/bEkWMn3fW7RwSBP/TL3hYyKahGA8fpGVmTp82oqihf/d2SC1IFWNZhIhwo3L11448XasBQmJqoEZOOqtSr4sDLQg9LVnhIF4OH2jESRORkFCJtscNHVHqoai/lZEhewEMun6pP5HspLHYAVBC5o9TMyYIQn49KEmgexy8cYiqE9KfT74sY8g+CVDR5UKZWjqHEUmbYYpGaF6sEbng0G2JISxJBT0MGJ3BzJpdXc4oCFxJNLK5SDwZEbIghzSthkL1ff/1VheyBjB8/vqSk5Ndfj61btw5sOlx0yBO9dEeMGLF27Zr9+3+prq6WeSowKdiV2WzeuHFjeFBOu7eRD2QXFBRADps2bWqwLj179oS/unXx+XwbNmyIsE3WrFkjuzzLxYB6/fLLL127dgULHdGNQoIBAwb06NFj6dKlkOC7777r378/1BfBsLqVinELheN9+vR59NFHL7rooi1btoTBbGPLPIqyTpw4cfLkyVCI++67T9cDfO3atb/73e8ee+yxqirx9PTs2bMzMjL++9//lpaWKuFgl8v1wgsv0DSN+E2QIArnVatWKTNcsGABND0WAH+jheRtkvd4TXWl9qexk6ZyHL9l44+7tm0aMGSE1WoLn9WlM6+Fpv9y/gc+n1d5vaz03Ipli7JycoeNHBfbvl97AazWdau/fenJvxUXnZ52+axeCgdGiiKhEeTAaOhuR23Nhh9WxQgWUPTUGVcdPbx/04a1LE/U+cgaL1Xhpmq8xMefzv/vG2853fX1hb4oLCyEv40f2ueKTn/2wdset1s5FkEZqTzq5R2DiRBsNJ9s4tItXKpFdMukCZF5WaaRBG0FZYMc0FsQEcyVHNgpirLZbKBEOIUzpxI4hpROCWWuq0M80ayjttblcjMsJwRizQl66okgKdpiI0xmhmGhIpw0M+Eb43FxjA/HBIvVOmTY8AkTJx48eDC8EqzPmcAhV5EKGR7KsYzXc+TIoe3btrhdblHpYIrDGApJS8+4/OobamuqX3zysUPySWohaHhpoRB4iqRN6vPjeW7Vt19hreEAKUwB6G7dkyyRCMz36265h2WZrz7/CNNpz8wZV10vtedfD4U4ma5qT8hq009rkpJT+g8aGuqhScmp/QcNKzp98vixQ4GBJBw5cuTw4cNyGk6v4cdNvgQ667ulX2gPPaxZsazo9IlBw0YpY+6t+nbxU39/6PTJX1WJV30jdm6Xbr0UY4C6ToSziXdff3bd99/p9jvMJJ4PcoTev2/Xk3/7w+YNa1Upd2zZUF5WUtCtpxIWgcrW11cBDetAV4o0Mp5+++23ww5j/vz5brdbiMlOiLS0TSy7d2z5ZvHnyitIIyUkJsU0/n0wMs+fK2pStCYGPT952uUpaenr1yyPuWzKARODzL7pTpvNvnTRPI/HHVsOjRkwlKCDGoNIkeh0QEP4zyXBx14uaq0reTFjbhav8FCVXsrhI30c0STjIB5C4WogwCnB3I39eKkqL6VqOJGwAmdaCj7SxGupVctTYU0Mt900xBBDDGnZ4uFpn2Y3TIMZSPE4pt46GuixIYY0m8jIXllZUGR1l8v1/PPPK5E9BC0iUPjNN9+qqKgYP36CvD2aNGny6dOnP/zwI7hl9OjRClSKuvPOO3fs2LF06VLVo19//fV//vOfHo+OYweuEJPJdNttt+3atStUDiiCFyaxGA8dOnTx4sUqLmOe56GCujin9rnw97333kNOrvI2Huy7V155xel03nfffTL4ifwXoQGPHj369ddfHzhwQGZnlZHYmLHj2traJ5988sSJEyozMzExMTwhcLRSz3GsxCLDGDD//ve/O3fu/PHHH996663Tpk3r1atXz549oWT79+/fu3fvqlWrkpKSnnnmGURAnJCQ8I9//OOxxx67+eabwf7v06cPdOfhw4c/+uij8+fPP/LII506dZIfB7nNnTv33XffhVZD0ZAgt++//37q1KmrV69mWdZisejvzkNLbl5HaK8f1yxPSBThyJTUtE4F/kPBGZnZvfsNXLN8GVjgI0OHxZOlU+dul1wxa+XXX77+/BOTLr4st0O+x+06fvTw9yuWUiR1w633KnlL9Y0xJYGAotibflq7f99Okf1QEMAuPXf2dGV5GSr85bPm9OjdT5mN2Wzt27ff9u3bYT6MGjUK2urosV8XLVo0aNiojevXMMGgdoQyccr0Iwd++fKzD04cOzJ42Cgw+0/+emTf7h2HD+y7ePpMt2DzuHETwSaaxR5Zvnw5cnq3krw7tJkqVmqvvu/w4BFjoGpnTp3Yu3NLybmiUeMv6tKtZxXnWLVypcPhGD58OCYdMDSTAiHGChcyrFwktfjggw9g2rz44otoqqAXLND7iKcCviBOdHHqSid5vSzl4zGaJ9zwjWCQV698r1WMJZpktdpIkoQr3yxbQuBESkoySZvcDIfckCVKCvaqWdcyHM8wTlYKhuaurXLVVEkxo6wJCYl2m/We+x/YsnnzksWLBw8OYkUoKS7+6vNPGbeLosiUZH/OPp+P9XmTExNmXHZZnaOO4bj/vPySw1H75PMvIUxNorbQQY/HTpxqT0j86vOP3vvP8/0GDs0v6NYhvyAlNbWqsrKqsvxA4W7UHf5IVtIg7Ddo+LeLP/907hsXXXplUlJy8dkza1YsTUxMhnxgUrTwpevgwYMvv/wyrE/t27ePLYeevfuPHDc5FBkxas/FCz6OqD0xbO/OrY7amqmXXaUNd6aUMRMv3r0DnrmqoKsIP7EeJyy0MJHlyKcCpjOnUlPTr73prkXz5r7+3BPjp1ya37lrUnJK0emThXt2/LJnR17HzjOuCjrRgxO4s87xzuvPjRo3uXuvvjm5eaXni9evWX6gcE/vfqAqxisT53Xo9IfH/r3g43e/+Wr+vl3bQOFATbNyciEHqOnxY4d3bt3I+HzKGJUUTfu8nkWffXDqxK+QvlOX7nW1Ndu3bNj801rQHlfMulHeyLtdrrdffWbw8DGovg2AU4rTi/LSmZKScsstt7z99tuxI1YNlrbRUlZ6/pvF83V/SkpKmTBlOkzYo4f3Q8eXl54fNGx0XsdO8OXbJQtAN/XqOzCGJ/565OB7/33h+lvvzWkX/2B6JSUlX3zxBXzxsmq0D1UnzL0mk3nmtTd99O7rX87/8HcP/1O9KOzTj7III6R9nni4zO126g+YiCUpOfXqG26b9/6bzT1gBH1fY9EGZnE/pIvr7l7E/3P4xLeFdppHQWhDg8VymDtC5L4I5S8cxo9YuACosfRcXpW7j4/PwSWoUB1DJtJB+wS7mfC5WR6jsJYsQhwyUA0YASfIeo/41o4aG6i3IYb8BkSzYMEyV8dQCQJrooJWDQslnt5xsypeRUEL5RhiiCFNISpkr2/fviaT6dChQzKyh5gi5MmYk5PTs2fPzZs3JSUlDxgwAAvQUo0bN46iKLg+ZswYqzUoKtKcOXO2bdsG1vHevXunTp2anZ1dWFi4bt26rVu3whPN5pBn/tCJc8QIsWPHjhdffBFu1OagpM999NFH75cEHjps2LCMjIxjx4599dVXtbW1kyZNglsaRI0xiVjj7rvvvuGGGyCH1NTUo0ePgg21f//+a665Ro7ujnAbnuehPP/9739feOEFaMkpU6Yo81GxJCuftXjx4lAe0NOmTevateu5c+egdps3b4ZiDB8+HNoWCv/jjz9CGeK8LZM5jhtUtSgB9Mo999wDrfnaa69999130Lj1Ct1imT59OrS+knd55MiRn3/+OXTeG2+8gbA8yKFXr17PPPMMchGXc6ZpGpry8ccff0MSkiT79Onz5ptv/vDDD6tXr3a73dDEqnZs0EHHbk8E03rx5x998r//YNIJdBk4xiRi3wOFu7Pbte/cpXskjTV1+lVgzS5d+Mn8j97xW5gU3XfA4Jmzb24gFI8Qzirbta3eF9VitWXltOvWo3eX7r0HDR1JkKQUIDzottvvvu+TD95bIgn8MzExcfpVN/QbOHTj+jW1tTUxDAKSpO79w2Pr1674YdU3O7f+jC5m5eTecvfvBw4diQrv48EAY2HidenSBfUvBeZKaER317aQZwQ6dCrIzes4fMyEtIzMrz7/6MsAoy5U5JZbbkHAMU3iNMnjEbN7OByO48ePw/BTvrqBkWaVBHQEDBW3Tywuw2GVHtI/9gmKF41wEaFG3sdSa5AJCYm2BLvdngDqCV1c8/33oR59xazZAklBK5GSp7OJImxmmqRNVqvNZrNSJlNaVs6s626Y/8lHS5YsHTiwnk+gorx01bdf6+aZ2z5vxhVXCjzndNadPHH8siuutFqsJCZYLGaSIkPNVhgwXXv0/vrLzw7+srdwz44gKISih4wYM2bClI6dushtOnnaDJezbsMPqxAHgslsHjZq/FWzb3nlmb/XxTSQmlP27dsHXTZkyJDGZHLlNXOOHCxE72n02nNUtx59vv6qofaUZP3alQRBjhw3OfwTQYHA4C/cs7OqqiI1Nf3XIwc4jgMlqTT7dY3l4aPGp6Smf/X5hyu//rIepDOboRjX3nin6uw8aKp2uXlffzl/3epv4SMjehMvnj5txtVayqe8Dp3++Ncn16z4etvm9VqSge69+o6ZcHGf/vVDt0evfg/99cklX3yybdN6+MjX+w8ePuOq6xOTkmUmu2OH90MFBw0bFW3XKA+1Q/vADmD79u2x9XLDpW20VFdWrFv9ne5PsL5MmCLqpdk33pmTk7vu++/ksQQ/3fXAI+kZWTE88cAve2D89xs4pCkmV0VFxfLly8NUJ/zt/QcNhzFz5OAv2zb/NFzxlkK50qkXhfwuCDg+dvhAbANGKYOHjd63e/u+ENQuTTRgwqDGToYMazL77wKD2OEjKUInbp4c5s7DUg0Da6FO8kaFwsUbsqPUNYrTsRZJ1fg4nIE9QzCYkGwRqj0izu5vhzYHQgqYeOJKTWdCWxRtbBi5hhhiSCvQZVpjD1S3gyGTcY4ig36zUjwv4F7OoKExxJALIyNGjJg/f74usid7QSllwoQJhw4dGjduLJgtAdZQEfMZOnTYli2bJ06cqEGlyNdff33BggWffvrpypUr0cX8/Pynnnrqoosu0gVAlB7HCFF89dVXFy5cOG/ePG0OQfZvXh7U5ZVXXoHEn3zyCQIzR40a9dJLL73//vsRNsg111zTu3fv//znPx9++CG6kpOT8/TTT8OzlEAwwoWhbDNnzvzoo49mzJhhNpuVBBcoje4jVHwMSoGW79q1K7Q8FBgq+N5777311luS1W+6+uqrH3roofj2PiGzzqG+j/BNHUoG3X/69OnDhw/DvdBG3bt3T0hIUNkG8ndIc/LkSZ/PV1BQoPIdVm1vy8rKzp49C62AwhQqpaamJjhWHlbpadijhOPY2ppqq0h0G8RHcfhg4buvPzfz2pvGX3RpVK3m9brPFRdZrbbMrBzdcFVhbMQgqyzY+xgREcgN4sdAsaD4WWBkWmneRvGVlZWlpaUZkpS7STxOnkJVVeVVFRW5eR2C2krKm3WU/OWRP82ZM2fatGliq/JYtPHxKFwMBAQGJMwOWlr0aVI83XDmzBmbzQZDSJdqPRLZtGnTu+++++STTyKmc3QigDaZk5KSIWeSpJweX0lFTZ3Lw/P1k1iaALiJIlNthN1moUXCYj/uTJqtBElxGO72sV4fw/i8ZprMTE7ECbLC6XUznL+bJAdgEhMk3gwxKJ+42ZHj5pEkJ2AehpNy8FloIgNyIMlKp8/lYwUpTp/AMTYTlZGcIObs8rm8PrgoYsQUARmuX/fDC8898/Z7c/M7F0AeFEkmJ9g4lqkoL4d2Q/rXywpOzoQYNWQPtqqqiuKiU47amtS0jNS09JRUBS9nMJTgdrtKzp01mc057fKI+HJXN42YCSbBjP/lL39p3779H/7whwiVQKPnhdSeNTWp6Zr2bIQs/fx/u3ftfO2119BBEo4Xqr0NTAGXy3nm1HFQaO075DfYZWeLTkHn+rye9Mzs3LyOdntig0WC/M+eOVVRdj4xKQVVVvaq1mmWyvLTJ4+7nHXJKak5uXlp6epQrQvnzS3cs+P/nn8jnCO2xtkEZmGaRU3JxMOoho7GY0e1AqV1QM3a5XbQllangxZ+um/3tsef/W8cx1J1dWV5aUlScnJWdm7MmTzzzz9Bg99x/5/iUKAApmahRKZ45S9xXFkilIgGTHNJ5AMmHGrMkuo3x4KOHlaJheIskiepKsxdJP0YsaWuXQ90TkQ1ZsYFWftkULwj/3SOo4DSMLOqDayHgcWRDtXIrVUCPQL/wVbQRgdXLCHNZEvEWjxsLNsaeuXEpbB+/nOdocj0tCFxBMbLVpcorzgZ3MOSmCGGGNJatR2XYua1/Ph1PhIWR8QkaKN5JWOPxWJBlqAhbWEAaPR8qGRiJHkJmNKlNkWLiPKi9ooh0QrHcTKyp3QEVrWt1Ili1zAMI0iHz0hSDBMVSRiPEkm6dOkiQ4LKzYOy++Q9g5wMgTHaHHQFQZperxexEse2pamqqjp16lSnTp10aVfllG+//fbHH3/8ySefdO/eHQvNU4FqFO0QZVn26NGjcFd+fn74Kscm4iF+Fb9Gg/s8WaBlO0sSau4pe5em6W7duoXJWc4hSxJV24UqQyRWLUlRqekZ2uvbNv4oOi2OHBetaWy2WDt17hZPM0BANASikS65GAdgQBThRQhwe4r/9DdGmiQoAwILuNU00hTBMAlnzNA1sfbtK5RZRLCw8fEIMWSfWAtKpJsQGYohMRmigDabTfcNVVRSWFjYrl072CtwklsWwxMsT5oJWtxvMLzA+Nwen4/hOF5QDjv0fywvwLyUgt2JIo0xHKNNMFtFDgpO4HGCMttImmAEXGA5Xjka65FmgqRhoIlqEP0H/cTW50BSFitJkVIOPBd4MUDQNGGi5evia3ScwCmCJHDIDa7v2r2rY35+9959xKdSJrgFUjIer5KvWVdSU9NT09LDABP19rzVpnTDb/kCVSktLYVlYNasWc32ULE9U9Pjnm3hvr3Dhg2T6Ye4COJS2mz2Hr36RZh/+7x85MgZuUD+3Xr0hk9EzYLURWho6eAvewYMHt4ACKgTLVKIPHEUnYhKe6ElJSVNSUgdg5SXlcDn0iuvjduMinQtbXKJaMA026yPbMBEihpjYYOkBf/k4UgPp7dGR0I0EdEcweM+vxrYhml8qOMudQyZQLPKXaKFxj0cywktg7ACj0c7B/ebWcVTgeEma0IbMEcjGR5aowOnzZghhhjSYiUSHah2qCKrvUKKOSi2KnxLNHG1Enbsjy1uyG9kBEWGI0eV0pDY93Uk2aVLlzCrcwDfq5/zErKFBSJI4cE7YB2Stezs7JycHGWesutumE5X7gOzJWmwLgRBIPrc2IZlACtITUlJkQupHYoomtfy5ct79erVrVs31ZsMlcdxKGA2/MCmKEoVnzC+Us9xrH0PE0Or6b7hibbdo0qjf5fQsJVcVVlRuGdH/8HDVV7SkW7sI6+Zym7EQ0TcFlCu0iqoR3Mi3ipNOFaDLhG4wAmhfYXCVyaShVy6Xli4r2fPnmhKyPfpOhE3szAsv29f4fjJF1d5CE7hmeX1sRXVdYhBguV4H6MTVlJEgXlI6aurE1BQS6luBJWcJWAioMyJsLKIZPlYvoZnRKeWYHgPKUIfJ8LBBIMrY/4KEm81Qprhf14JdBakwsh3i0eu5OuBd2WQlYfhPD5225bNl155dY2bkaiZxT72MDhTU834fEEv1kSKA///VDHxmhMaaLad5969e00m08CBA1t1RYrPnq6qqpLfxIijlG+dfSOErGBNdVV0tANo/umdQYxiB4hHYJa05hlx8Jc9tMnUp//gOJhwQvQrWlPOiKgHzIWWmBkqgg7nChH8KsQ4DZtodkcrdLBrCR/HAYf7Y9BJhBWEivM3ySRUexWEFVjELM/ChWjJKMFlFRyPScgpMswCtllLXTRCFA65JoX6PZSPmIERGGJI690rhk8jYFSNl021qq8nmrgaL8WHcJsy/El/U9IggqTEE4Uwa4whTdIpSmCiHtNSwMoyxurft2jxX11HY7lDNUy2QnNynevuSUL9um7durKysjvuuEOVQAbElYizfKpYrmOYvVNc9mBhcpMLQDXDdGq6/tPNN+yxTvE3jmW//kqMZXTJ5deEspjx6Fc8IcIi4uH+iUul9xMbSyNI+bIGF/1Y8XDd32RcfsNGjs3PDXK/ijBsXVNIwLNYhNHdHvaKa2/q3rMvF9zxHM+7PA0HeROxXY73+XzK8UrbOVXPcrzA8VyofheBXa6BdoffVTmg2caJ+HLQyxv4f1YQvB7PTXc/0HfQEA8j3yXAV8bjwX7DCx7UvHPnzg8++GAYgvxWIWaz5Z577kEHVQIjpE3F9IAKzrn9/s5doj5PQIT0hlQTvjde3ZHSqy+JTl08HoET4hfp5Z2Yt4kUoDDJZhZXMAYJ4hF4wsNdMF6XDp0Kbr/vj3EhSwm/VDUzT0XMA+ZCSeyocSR7ijak42Hmqs4karcxjRq0uH/1dDBkGhFEWAHPtVGsk6VjyVloiU2JBV4Q2yi1EwFutrX4CoSyEWLf1BixsAwxpG0Lj1E1HjbZotbQySa2xkepd4XBYJOBD7ZJUWJWxhLQord/eh6lKlfa4DR4SKfQsHCwELfQGU0otbW1b731Vn5+/owZM7RVCwNAN2aQhyL70vaOyq1b30InCArh2UoHxhiaPgZvaqzRAHnkLmWy7N6xdeP6788Xn61z1Fxy+azM7JzYrWptCiFqE1AIYa7gAdc7EUOWBxOKyShocRZB31Ux2re7ipdDkKcYMo7gSUKkwjBR+LiRgy/gZGN5sfac4AeLlRAbChHWYte2mBWZ2WIZO/liLMo+/C1I165d20AtMjIzu3cIoizg2xZwnJ6RFXXkNyEkWin4TyT6302TBNpciE2mBXwREIz7CYAUug2PWJsHVCumiesFYjfxgg/zXiDsOJ5ESQ0uekLLHjAXThqLGv+WhMLVEGcktDyRawxMoTZqfWSSSUNYwTIcRqsHc5zom+NqY0WeRlD5VovtHAQct3SnY2NHY4ghhkRqA2JUtZtJCV5zQcUlm1gfT2iVRjO7HBpiiCHaOajCQwiC4HleycAQ8FYVAn6SfhLQMETGKj4KFeTaYt8lvPXWWwcPHiwsLPR6vW+++abMUalVWdr6qppRS4WsY73pOWtjIVyhBUHuAi3fgU7OlG5BYx4fUfVWtPwY2oJFe/iPNtEURQ8aOnLwiNGdOneN48gSwqEReKgS43qVEBSnKimMpyX0NpAQJQ4CLOw0xglMHMe3mQrrFN2EWkYCiDE/HQcjOSVxPM5jhhjS1oTWoI5tDDiOWXRbgSKEDCsXpTHQhACEhRK8nNFXv1ExUOOol/Zg8XLx03XBbGAshvt4QkX+m2TGqr28oNw44YovWj6xFt6cUihlNW00ZcY1sZpbLXZsiCGGGBIkHE47vT67mVCpODPJ6yImaLtocFYYYkjzmW9hoU+EHSOMUgr7hgUC4Qoy4CudTiPCexarniiTJaBQcrqB5i64JCQkkCR56623Tps2rX379pEoJSUJhBIvVoG/SgBdtzvC/FOJs0eIGovQP/qZYZhQWTdS58bMmKyVysrKkpISBc4CxgDdMOQQD9giXnZNdCURuBQz1/bemiJEGDkRs4IUbVO4kOf0E2k2CCvHcTqjQ7x0aIQBYSOfZUz5GaUt6GUFJ2eSrck276xjwplEi1JpYpUeqjVWxEZzViqotyo9pGBgxzhmpXjtKeyWJqCyqlrnwAta5wRls3O24AFZARU0rC2NGKhxtGImmARz0E630kM34XjGsVQzq2K8gYWyjqH193lC2F2g0JLmrOBf6k0En2QOLpkthbYny2CKXPRWAZjIALfCCMSk8Os69pLu0Ve/IVN2WvmTk8E9rDElDTGkDe0PCcZmCrdPttlseXl5ofAEA0FuZR0ebERrvU3lNUI+PR8G/DLeIjRDf+nONQQ4yiJfROlRr0k4Mk6SJHQl/FG+AQr/LDlbjvN7F0k5kEqO4LbRqrrwceOdfbVKUp5HWiCeAmk8r3G09zboSa71RA4924Uw/rz6ZkCDxYs3dow39LhQ6U1EK0aNES7MYzgnOhGLnIbor+okumAgE4ZEqW9agUtYBELiKqWHGahxQAEaOuGCNDtuHBJvUAzUOAaRKF/wGDdkMS0RDg1hhZnCvSzDCHRrb0w0RW20hqfCmhDsX9wG57Jx/NwQQ37j2383T2M+n80UEg8yVIQhhrREE0PDPqEAjtEV+Pi5LHRxQl1XPJV3s6Agv2gzqkBZl0hcjMMwF4fKWcWAgZpahR379/ME8f8BCQMAAISMpdUAAAAASUVORK5CYII=\"/>"
      ],
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "block_groups_map = gis.map('Madison, Wisconsin')\n",
    "block_groups_map.basemap='gray'\n",
    "block_groups_map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "block_group_sdf.plot(\n",
    "    kind='map',\n",
    "    map_widget=block_groups_map, \n",
    "    renderer_type='c',  # for class breaks renderer\n",
    "    method='esriClassifyNaturalBreaks',  # classification algorithm\n",
    "    class_count=5,  # choose the number of classes\n",
    "    col='Block_Groups_PopOver65',  # numeric column to classify\n",
    "    cmap='RdBu_r',  # color map to pick colors from for each class\n",
    "    alpha=0.7)  # specify opacity"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the map above, the block groups in *red* indicate higher number of people over `65`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<geoprocessing server result object at 0x7f366c61fda0>"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculate the average temperature in each block group by using Zonal \n",
    "# Statistics as Table and attaching the table to the block group layer\n",
    "temperature_table = os.path.join(out_gdb,'temperature_zonal')\n",
    "arcpy.sa.ZonalStatisticsAsTable(\n",
    "    in_zone_data = block_group_fc, \n",
    "    zone_field = \"OBJECTID\", \n",
    "    in_value_raster = ebk_reg_pred_raster_obj, \n",
    "    out_table = temperature_table, \n",
    "    ignore_nodata=\"DATA\", \n",
    "    statistics_type=\"MEAN\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Read the temperature table and display the first few records showing the mean temperature for each block group."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OBJECTID</th>\n",
       "      <th>OBJECTID_1</th>\n",
       "      <th>COUNT</th>\n",
       "      <th>AREA</th>\n",
       "      <th>MEAN</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>181</td>\n",
       "      <td>1810000.0</td>\n",
       "      <td>79.415725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>341</td>\n",
       "      <td>3410000.0</td>\n",
       "      <td>76.338762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>216</td>\n",
       "      <td>2160000.0</td>\n",
       "      <td>78.901788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1252</td>\n",
       "      <td>12520000.0</td>\n",
       "      <td>76.476324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>367</td>\n",
       "      <td>3670000.0</td>\n",
       "      <td>76.212982</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   OBJECTID  OBJECTID_1  COUNT        AREA       MEAN\n",
       "0         1           1    181   1810000.0  79.415725\n",
       "1         2           2    341   3410000.0  76.338762\n",
       "2         3           3    216   2160000.0  78.901788\n",
       "3         4           4   1252  12520000.0  76.476324\n",
       "4         5           5    367   3670000.0  76.212982"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temperature_table_sdf = pd.DataFrame.spatial.from_table(\n",
    "    temperature_table)\n",
    "temperature_table_sdf.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can join the temperature table back to the block groups layer for further analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Result 'block_groups_layer'>"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Now join the block group layer with the temperature table\n",
    "arcpy.management.AddJoin(\n",
    "    in_layer_or_view = block_group_lyr,\n",
    "    in_field = \"OBJECTID\", \n",
    "    join_table = temperature_table, \n",
    "    join_field = \"OBJECTID\", \n",
    "    join_type = \"KEEP_ALL\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create a scatter plot of average temperature versus density of residents over the age of `65` in order to see any block groups with both high temperature and high elderly density."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Block_Groups.OBJECTID</th>\n",
       "      <th>Block_Groups.Block_Groups_TOTPOP10</th>\n",
       "      <th>Block_Groups.Block_Groups_PopOver65</th>\n",
       "      <th>Block_Groups.Block_Groups_Over65Density</th>\n",
       "      <th>temperature_zonal.OBJECTID</th>\n",
       "      <th>temperature_zonal.OBJECTID_1</th>\n",
       "      <th>temperature_zonal.COUNT</th>\n",
       "      <th>temperature_zonal.AREA</th>\n",
       "      <th>temperature_zonal.MEAN</th>\n",
       "      <th>SHAPE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2058</td>\n",
       "      <td>119</td>\n",
       "      <td>57823.129252</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>181</td>\n",
       "      <td>1810000.0</td>\n",
       "      <td>79.415725</td>\n",
       "      <td>{'rings': [[[582902.1760999998, 302585.6850000...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2466</td>\n",
       "      <td>239</td>\n",
       "      <td>96918.085969</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>341</td>\n",
       "      <td>3410000.0</td>\n",
       "      <td>76.338762</td>\n",
       "      <td>{'rings': [[[570623.0864000004, 272351.2597000...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2771</td>\n",
       "      <td>178</td>\n",
       "      <td>64236.737640</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>216</td>\n",
       "      <td>2160000.0</td>\n",
       "      <td>78.901788</td>\n",
       "      <td>{'rings': [[[566961.5527999997, 283913.2996999...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>1529</td>\n",
       "      <td>191</td>\n",
       "      <td>124918.247220</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1252</td>\n",
       "      <td>12520000.0</td>\n",
       "      <td>76.476324</td>\n",
       "      <td>{'rings': [[[574936.5900999997, 305874.7409000...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2903</td>\n",
       "      <td>230</td>\n",
       "      <td>79228.384430</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>367</td>\n",
       "      <td>3670000.0</td>\n",
       "      <td>76.212982</td>\n",
       "      <td>{'rings': [[[574936.5900999997, 305874.7409000...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Block_Groups.OBJECTID  Block_Groups.Block_Groups_TOTPOP10  \\\n",
       "0                      1                                2058   \n",
       "1                      2                                2466   \n",
       "2                      3                                2771   \n",
       "3                      4                                1529   \n",
       "4                      5                                2903   \n",
       "\n",
       "   Block_Groups.Block_Groups_PopOver65  \\\n",
       "0                                  119   \n",
       "1                                  239   \n",
       "2                                  178   \n",
       "3                                  191   \n",
       "4                                  230   \n",
       "\n",
       "   Block_Groups.Block_Groups_Over65Density  temperature_zonal.OBJECTID  \\\n",
       "0                             57823.129252                           1   \n",
       "1                             96918.085969                           2   \n",
       "2                             64236.737640                           3   \n",
       "3                            124918.247220                           4   \n",
       "4                             79228.384430                           5   \n",
       "\n",
       "   temperature_zonal.OBJECTID_1  temperature_zonal.COUNT  \\\n",
       "0                             1                      181   \n",
       "1                             2                      341   \n",
       "2                             3                      216   \n",
       "3                             4                     1252   \n",
       "4                             5                      367   \n",
       "\n",
       "   temperature_zonal.AREA  temperature_zonal.MEAN  \\\n",
       "0               1810000.0               79.415725   \n",
       "1               3410000.0               76.338762   \n",
       "2               2160000.0               78.901788   \n",
       "3              12520000.0               76.476324   \n",
       "4               3670000.0               76.212982   \n",
       "\n",
       "                                               SHAPE  \n",
       "0  {'rings': [[[582902.1760999998, 302585.6850000...  \n",
       "1  {'rings': [[[570623.0864000004, 272351.2597000...  \n",
       "2  {'rings': [[[566961.5527999997, 283913.2996999...  \n",
       "3  {'rings': [[[574936.5900999997, 305874.7409000...  \n",
       "4  {'rings': [[[574936.5900999997, 305874.7409000...  "
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "block_group_sdf = SpatialDataFrame.from_featureclass(block_group_lyr)\n",
    "block_group_sdf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Density Over 65')"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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xWKKqh2s6na5u18nR3mTy2IuoumEe8ChRV7zJNHKfFIyZLSUqCl5N1O1VBKIGxVcQdQ9+APjf7n5PZ5PU/VT1ICIiIqlU9SAiIiKpFCiIiIhIKrVRCObMmeMHHnhgp5MhIiLSFnfdddfj7j631noKFIIDDzyQ1atXdzoZIiIibWFmlUObJ1LVg4iIiKRSoCAiIiKpFCiIiIhIKgUKIiIikkqBgoiIiKRSoCAiIiKpFCiIiIhIKgUKIiIikkqBgoiIiKRSoCAiIiKpFCiIiIhIKgUKIiIikkqBgoiIiKRSoCAiIiKpFCiIiIhIKgUKItL1Nm0bZu2GLWzaNtzppIhMOn2dToCISDOuXrORFVeso7+nh5FSiQtOOITjls7vdLJEJg2VKIhI19q0bZgVV6xjx0iJp4ZH2TFS4swr1qlkQaSFFCiISNca2ryd/p7xl7H+nh6GNm/vUIpEJp/cAgUze5GZrYn9PWlmf2NmzzGzG8zsvvB/VljfzOxzZrbezNaZ2Utj2zotrH+fmZ0WW36Ymf0yvOdzZmZheeI+RGRyWTBrGiOl0rhlI6USC2ZN61CKRCaf3AIFd/+Nuy9196XAYcAzwJXAWcCN7n4QcGN4DvBa4KDwdzpwEUSZPnAucDjwMuDcWMZ/UVi3/L7lYXnaPkRkEpk9fYALTjiEqf097DXQx9T+Hi444RBmTx/odNJEJo12NWY8Cvhvd7/fzI4HXhmWXwLcAqwAjgdWursDd5jZTDPbL6x7g7s/AWBmNwDLzewWYG93vz0sXwm8Afh+2FbSPkRkkjlu6XyWLZrD0ObtLJg1TUGCSIu1K1B4E/Ct8Hhfd38IwN0fMrN9wvL5wIbYe4bCsmrLhxKWV9uHiExCs6cPKEAQyUnujRnNbApwHHBZrVUTlnkDy+tJ2+lmttrMVj/22GP1vFVERGS30I5eD68Ffu7uj4Tnj4QqBcL/R8PyIWBh7H0LgAdrLF+QsLzaPsZx94vdfdDdB+fOndvgxxMREZm82hEovJlnqx0ArgHKPRdOA66OLT819H44Atgaqg+uB442s1mhEePRwPXhtafM7IjQ2+HUim0l7UNERETqkGsbBTPbA3g18FexxR8HVpnZO4AHgJPC8uuA1wHriXpIvB3A3Z8ws/OBn4X1Plpu2Ai8B/g6MI2oEeP3a+xDRERE6mBRJwMZHBz01atXdzoZIiIibWFmd7n7YK31NDKjiIiIpFKgICIiIqkUKIiIiEgqBQoiIiKSSoGCiIiIpFKgICIiIqkUKIiIiEgqBQoiIiKSSoGCiIiIpFKgICIiIqkUKIiIiEgqBQoiIiKSSoGCiIiIpFKgICIiIqkUKIiIiEgqBQoiIiKSSoGCiIiIpFKgICIiIqkUKIiIiEgqBQoiIiKSSoGCiIiIpFKgICIiIqkUKIiIiEgqBQoiIiKSSoGCiIiIpFKgICIiIqkUKIiIiEgqBQoiIiKSSoGCiIiIpFKgICIiIqkUKIiIiEgqBQoiIiKSSoGCiIiIpFKgICIiIqkUKIiIiEgqBQoiIiKSSoGCiIiIpFKgICIiIqkUKIiIiEgqBQoiIiKSSoGCiIiIpFKgICIiIqkUKIiIiEgqBQoiIiKSSoGCiIiIpFKgICIiIqkUKIiIiEiqXAMFM5tpZpeb2a/N7Fdm9sdm9hwzu8HM7gv/Z4V1zcw+Z2brzWydmb00tp3Twvr3mdlpseWHmdkvw3s+Z2YWlifuQ0REROqTd4nCZ4EfuPuLgUOBXwFnATe6+0HAjeE5wGuBg8Lf6cBFEGX6wLnA4cDLgHNjGf9FYd3y+5aH5Wn7EBERkTrkFiiY2d7AK4CvArj7TnffAhwPXBJWuwR4Q3h8PLDSI3cAM81sP+A1wA3u/oS7bwZuAJaH1/Z299vd3YGVFdtK2oeIiIjUIc8ShecDjwH/Zma/MLOvmNmewL7u/hBA+L9PWH8+sCH2/qGwrNryoYTlVNmHiIiI1CHPQKEPeClwkbu/BHia6lUAlrDMG1iemZmdbmarzWz1Y489Vs9bRUREdgt5BgpDwJC73xmeX04UODwSqg0I/x+Nrb8w9v4FwIM1li9IWE6VfYzj7he7+6C7D86dO7ehDykiIjKZ5RYouPvDwAYze1FYdBRwL3ANUO65cBpwdXh8DXBq6P1wBLA1VBtcDxxtZrNCI8ajgevDa0+Z2RGht8OpFdtK2oeIiIjUoS/n7f81cKmZTQF+B7ydKDhZZWbvAB4ATgrrXge8DlgPPBPWxd2fMLPzgZ+F9T7q7k+Ex+8Bvg5MA74f/gA+nrIPERERqYNFHQZkcHDQV69e3elkiIiItIWZ3eXug7XW08iMIiIikkqBgoiIiKRSoCAiIiKpFCiIiIhIKgUKIiIikkqBgoiIiKRSoCAiIiKpFCiIiIhIKgUKIiIikkqBgoiIiKRSoCAiIiKpFCiIiIhIKgUKIiIikkqBgoiIiKRSoCAiIiKpFCiIiIhIKgUKIiIikkqBgoiIiKRSoCAiIiKpFCiIiIhIKgUKIiIikkqBgoiIiKRSoCAiIiKpFCiIiIhIKgUKIiIikkqBgoiIiKRSoCAiIiKpFCiIiIhIKgUKIiIikkqBgoiIiKRSoCAiIiKpFCiIiIhIKgUKIiIikkqBgoiIiKRSoCAiIiKpFCiIiIhIKgUKIiIikkqBgoiIiKRSoCAiIiKpFCiIiIhIKgUKIiIikkqBgoiIiKRSoCAiIiKpFCiIiIhIKgUKIiIikkqBgoiIiKRSoCAiIiKpcg0UzOz3ZvZLM1tjZqvDsueY2Q1mdl/4PyssNzP7nJmtN7N1ZvbS2HZOC+vfZ2anxZYfFra/PrzXqu1DRERE6tOOEoVXuftSdx8Mz88CbnT3g4Abw3OA1wIHhb/TgYsgyvSBc4HDgZcB58Yy/ovCuuX3La+xDxEREalDJ6oejgcuCY8vAd4QW77SI3cAM81sP+A1wA3u/oS7bwZuAJaH1/Z299vd3YGVFdtK2oeIiIjUIe9AwYEfmtldZnZ6WLavuz8EEP7vE5bPBzbE3jsUllVbPpSwvNo+REREpA59OW9/mbs/aGb7ADeY2a+rrGsJy7yB5ZmF4OV0gP3337+et4qIiOwWci1RcPcHw/9HgSuJ2hg8EqoNCP8fDasPAQtjb18APFhj+YKE5VTZR2X6Lnb3QXcfnDt3bqMfU0REZNLKLVAwsz3NbK/yY+Bo4G7gGqDcc+E04Orw+Brg1ND74Qhga6g2uB442sxmhUaMRwPXh9eeMrMjQm+HUyu2lbQPERERqUOeVQ/7AleGHot9wDfd/Qdm9jNglZm9A3gAOCmsfx3wOmA98AzwdgB3f8LMzgd+Ftb7qLs/ER6/B/g6MA34fvgD+HjKPkRERKQOFnUYkMHBQV+9enWnkyEiItIWZnZXbOiCVBqZUURERFIpUBAREZFUChREREQklQIFERERSaVAQURERFIpUBAREZFUChREREQklQIFERERSaVAQURERFIpUBAREZFUChREREQklQIFERERSaVAQURERFIpUBAREZFUChREREQklQIFERERSaVAQURERFIpUBAREZFUChREREQklQIFERERSaVAQURERFIpUBAREZFUChREREQklQIFERERSaVAQURERFIpUBAREZFUChREREQklQIFERERSaVAQURERFIpUBAREZFUChREREQklQIFERERSaVAQURERFIpUBAREZFUChREREQklQIFERERSVVXoGBmz8krISIiIlI8qYGCmX049nixmf0WuMvMfm9mh7cldSIiItJR1UoU/iL2+JPA+9z9ecDJwGdyTZWIiIgUQtaqh3nu/n0Ad/8pMC2/JImIiEhR9FV57flmdg1gwAIz28Pdnwmv9eefNBEREem0aoHC8RXPewDMbF/gotxSJCIiIoWRGii4+49Tlj8CXJhbikRERKQwqvV6OMPM5oTHi8zsJ2a2xczuNLOD25dEERER6ZRqjRnf4+6Ph8efBT7j7jOBFcCXc0+ZiIiIdFy1QCFeLbGPu18J4O63AHvlmSgREREphmqBwuVm9nUzez5wpZn9jZntb2ZvBx5oU/pERESkg1IDBXc/G7gF+Bbwd8D5wA+Ag4BTsu7AzHrN7Bdmdm14/rzQzuE+M/sPM5sSlg+E5+vD6wfGtvHBsPw3Zvaa2PLlYdl6MzsrtjxxHyIiIlKfqgMuufvX3f1wd5/j7nu5+2J3/5C7b61jH+8DfhV7/gmi9g4HAZuBd4Tl7wA2u/siopEfPwHR8NHAm4AlwHLgiyH46CXqffFaYDHw5rButX2IiIhIHXKdPdLMFgCvB74SnhtwJHB5WOUS4A3h8fHhOeH1o8L6xwPfdvdhd/8fYD3wsvC33t1/5+47gW8Dx9fYh4iIiNQh72mm/wU4EyiF57OBLe4+Gp4PAfPD4/nABoDw+taw/q7lFe9JW15tHyIiIlKHqoGCRRY2smEzOwZ41N3vii9OWNVrvNaq5UlpPN3MVpvZ6sceeyxpFRERkd1arTYKDlzV4LaXAceZ2e+JqgWOJCphmGlm5a6XC4AHw+MhYCFAeH0G8ER8ecV70pY/XmUflZ/vYncfdPfBuXPnNvgxRUREJq8sVQ93mNkf1bthd/+guy9w9wOJGiPe5O6nADcDJ4bVTgOuDo+vCc8Jr98UApVrgDeFXhHPI+p18VPgZ8BBoYfDlLCPa8J70vYhIiIidag2KVTZq4B3h5KBp4mK9t3dD2lwnyuAb5vZPwK/AL4aln8V+HczW09UkvAmoh3dY2argHuBUeC97j4G0TDTwPVAL/A1d7+nxj5ERESkDhbdgFdZweyApOXufn8uKeqQwcFBX716daeTISIi0hZmdpe7D9Zar2bVQwgIFgJHhsfPZHmfiIiIdL+aGb6ZnUtUlP/BsKgf+EaeiRIREZFiyFIy8OfAcUTtE3D3B9GkUCIiIruFLIHCztCTwAHMbM98kyQiIiJFkSVQWGVmXyYam+BdwI+Af803WSIiIlIENbtHuvunzOzVwJPAi4B/cPcbck+ZiIiIdFzNQMHM/ha4TMGBiIjI7idL1cPewPVm9p9m9l4z2zfvRImIiEgxZBlH4Tx3XwK8F5gH/NjMfpR7ykRERKTj6hk46VHgYWATsE8+yREREZEiyTLg0nvM7BbgRmAO8K4m5nkQERGRLpJlUqgDgPe5+9q8EyMiIiLFkiVQ+CHwp2b2cuBed7855zSJiIhIQaQGCmY2H/gOsAO4i2h66ZPN7BPAn7v7xvYkUURERDqlWonCF4CL3P3r8YVmdirwReD4HNMlIiIiBVCtMePiyiABwN1XAi/OLUUiIiJSGNUChd6khWbWk/aaiIiITC7VAoXvmtm/xmeLDI+/BFyXe8pERESk46oFCmcCW4H7zewuM1sN/J5ocqj3tyFtIiIi0mGpjRndfQR4v5mdAywi6vWw3t2faVfiREREpLOyTDO9HfhlG9IiIiIiBVPPXA8iIl1h07Zh1m7YwqZtw51OikjXyzIyo4hI17h6zUZWXLGO/p4eRkolLjjhEI5bOr/TyRLpWlkmhbrCzF4fukVKg3SHI5K/TduGWXHFOnaMlHhqeJQdIyXOvGKdfnciTchSonAR8Hbgc2Z2GfB1d/91vsmaXHSHI9IeQ5u309/Tww5Ku5b19/QwtHk7s6cPdDBlIt2rZimBu//I3U8BXkrUPfIGM/svM3u7mfXnncBupzsckfZZMGsaI6XSuGUjpRILZk3rUIpEul+m6gQzmw28DXgn8Avgs0SBww25pWySKN/hxJXvcESktWZPH+CCEw5han8Pew30MbW/hwtOOCSxNEHVgSLZ1Kx6MLPvEM3t8O/Ase7+UHjpP8IgTFKF7nBE2uu4pfNZtmgOQ5u3s2DWtMQgQdWBItllKVH4irsvdvePlYMEMxsAcPfBXFM3CdRzhyMirTF7+gCHLpyZWpKg6kCR7LI0ZvxHJs7tcDtR1YNkkOUOR0TaQw0eReqTGiiY2XOB+cA0M3sJ0RDOAHsDe7QhbZPK7OkDugiJFICqA0XqU61E4TVEDRgXAJ+OLX8K+FCOaRIRyU25OvDMijYKCuRFklWbFOoS4BIzO8Hdr2hjmkREcqXqQJHsqlU9vMXdvwEcaGb/TmoBAAAgAElEQVR/V/m6u3864W0iIl1B1YEi2VSretgz/J/ejoSIiIhI8VSrevhy+H9e+5IjIiIiRZJlUqgLzGxvM+s3sxvN7HEze0s7EicixaWRDUV2D1nGUTja3c80sz8HhoCTgJuBb+SaMhEpLI1sKLL7yDIyY3nip9cB33L3J3JMj4gUnEY2FNm9ZAkUvmtmvwYGgRvNbC6wI99kiUhRaaIzkd1LlmmmzwL+GBh09xHgaeD4vBMmIsWkkQ1Fdi+ZppkG/gB4o5mdCpwIHJ1fkkTSqQFd52miM5HdS5Zppv8deAGwBhgLix1YmWO6RCZQA7ri0MiGIruPLL0eBoHF7u55J0YkTbwBXXnWvzOvWMeyRXOUSXWIRjYU2T1kqXq4G3hu3gkRqUYN6EREOiNLicIc4F4z+ymwq2LY3Y/LLVUiFdSATkSkM7IECh/JOxEitWhqYBGRzqgZKLj7j83sAOAgd/+Rme0B9OafNJHx1IBORKT9ssz18C7gcuDLYdF84KoM75tqZj81s7Vmdo+ZnReWP8/M7jSz+8zsP8xsSlg+EJ6vD68fGNvWB8Py35jZa2LLl4dl683srNjyxH1I95s9fYBDF85UkCAi0iZZGjO+F1gGPAng7vcB+2R43zBwpLsfCiwFlpvZEcAngM+4+0HAZuAdYf13AJvdfRHwmbAeZrYYeBOwBFgOfNHMes2sF7gQeC2wGHhzWJcq+xAREZE6ZAkUht19Z/mJmfURjaNQlUe2haf94c+BI4lKKAAuAd4QHh8fnhNeP8rMLCz/trsPu/v/AOuBl4W/9e7+u5C+bwPHh/ek7UNERETqkCVQ+LGZfQiYZmavBi4Dvptl4+HOfw3wKHAD8N/AFncfDasMEVVlEP5vAAivbwVmx5dXvCdt+ewq+6hM3+lmttrMVj/22GNZPpKIiMhuJUugcBbwGPBL4K+A64APZ9m4u4+5+1JgAVEJwB8krRb+W8prrVqelL6L3X3Q3Qfnzp2btIqIiMhuLUuvh5KZXQVc5e4N3Xa7+xYzuwU4AphpZn3hjn8B8GBYbQhYCAyF6o0ZwBOx5WXx9yQtf7zKPkRERKQOqSUKFvmImT0O/Br4jZk9Zmb/kGXDZjbXzGaGx9OAPwN+BdxMNLEUwGnA1eHxNeE54fWbwrDR1wBvCr0ingccBPwU+BlwUOjhMIWoweM14T1p+xAREZE6VKt6+Bui3g5/5O6z3f05wOHAMjP72wzb3g+42czWEWXqN7j7tcAK4O/MbD1Re4KvhvW/CswOy/+OqMoDd78HWAXcC/wAeG+o0hgFzgCuJwpAVoV1qbIPERERqYOlzfVkZr8AXu3uj1csnwv80N1f0ob0tc3g4KCvXr2608kQERFpCzO7y90Ha61XrUShvzJIAAjtFPqbSZyIiIh0h2qBws4GXxMREZFJolqvh0PN7MmE5QZMzSk9IiIiUiCpgYK7a+InERGR3VyWAZdERERkN6VAQURERFIpUBCRjtm0bZi1G7awadtwp5MiIilqDuEsIpKHq9dsZMUV6+jv6WGkVOKCEw7huKWJ87eJSAepREFE2m7TtmFWXLGOHSMlnhoeZcdIiTOvWKeSBZECUqAgIm03tHk7/T3jLz/9PT0Mbd7eoRSJSBoFCiLSdgtmTWOkVBq3bKRUYsGsaR1KkYikUaAgIm03e/oAF5xwCFP7e9hroI+p/T1ccMIhzJ4+0OmkiUgFNWYUkY44bul8li2aw9Dm7SyYNU1BgkhBKVAQkY6ZPX1AAYJIwanqQURERFIpUBAREZFUChREREQklQIFERERSaVAQURERFIpUBAREZFUChREREQklQIFERERSaVAQURERFIpUBCRtti0bZi1G7ZoKmmRLqMhnEUkd1ev2ciKK9bR39PDSKnEBSccwnFL53c6WSKSgUoUuoTuxqRbbdo2zIor1rFjpMRTw6PsGClx5hXrdC6LdAmVKHQB3Y11j03bhjUbYoWhzdvp7+lhB6Vdy/p7ehjavF3HSKQLKFAouPjdWPlCe+YV61i2aI4usgWjgC7ZglnTGCmVxi0bKZVYMGtah1IkIvVQ1UPBle/G4sp3Y1IcKl5PN3v6ABeccAhT+3vYa6CPqf09XHDCIQp0RbqEShQKTndj3UHF69Udt3Q+yxbNUbWMSBdSiULB6W6sOyigq2329AEOXThT565Il1GJQhfQ3VjxlQO6MyvaKOi7EpFup0ChS8yePqBMp+AU0InIZKRAQaSFFNCJyGSjNgoikkiDfIkIqERBRBJoTAgRKVOJgoiMozEhRCROgUIbqAhXukmWQb7yOKf1OxEpJlU95ExFuFJE1eakqDUmRB7ntH4nIsWlEoUcVSvC1d2TdMrVazay7BM38Zav3MmyT9zENWs2jnu92iBfeVRLqKpDpNhUopCjtGF9L73zAb54y3rdPUnbZZ1kLG1MiDyGqtbw1yLFphKFHCUV4e4cK3Hhzffp7kk6op5JxpKGXM5jqGoNfy1SbAoUcpRUhHvGqxYxpbd33HqaDVLapdlMOY+5RzSfiUixqeohZ5VFuAAX3rJ+3Dq6e5J2acWcFHkMVa3hr0WKy9y902kohMHBQV+9enVb9nXNmo0TLtRqo9Ccaq34ZSIdLxExs7vcfbDWeipR6ADdPbWWutbVr3JOisrAQYGEiJQpUOgQTR7UGllb8Xe7PDPuykDr5MMWsOquodTAq560KOAQ6X65BQpmthBYCTwXKAEXu/tnzew5wH8ABwK/B052981mZsBngdcBzwBvc/efh22dBnw4bPof3f2SsPww4OvANOA64H3u7mn7yOuzSufsDl3rmikxqZVRJwVaK+94ACAx8KonLSrpEZkc8uz1MAr8vbv/AXAE8F4zWwycBdzo7gcBN4bnAK8FDgp/pwMXAYRM/1zgcOBlwLlmNiu856Kwbvl9y8PytH3IJDPZu9Y1MxhRrYGVILm7ZKVy4FVPWmqtqwHHRLpHboGCuz9ULhFw96eAXwHzgeOBS8JqlwBvCI+PB1Z65A5gppntB7wGuMHdnwilAjcAy8Nre7v77R61yFxZsa2kfcgkM9m71tUz7kFc1kw9KdCqVA686klLtXWzBDAiUhxtaaNgZgcCLwHuBPZ194cgCibMbJ+w2nxgQ+xtQ2FZteVDCcupso/KdJ1OVCLB/vvv3+Cnk06bzI1DGy0xyVolk9Rd8uTBBaxaPZTYfTJrWtLSveeU3sK0KVH7CZFscg8UzGw6cAXwN+7+ZNQUIXnVhGXewPLM3P1i4GKIukfW814plsnaOLSecQ/iGV89AUZSoPW+o144IROtJy1p6z69c6wQbUrUfkIku1wDBTPrJwoSLnX374TFj5jZfuFOfz/g0bB8CFgYe/sC4MGw/JUVy28JyxckrF9tHyJdo5zxL1s0h9tWHDlu0K61G7aMy8STMr56BlaqDLTSAq96Sm+S1t20bbilbUoaKRXYXXrKiLRKnr0eDPgq8Ct3/3TspWuA04CPh/9Xx5afYWbfJmq4uDVk9NcD/y/WgPFo4IPu/oSZPWVmRxBVaZwKfL7GPkS6Qtodb9LyZYvmJGZ8t604clyA0apMsJ7Sm6QApNmRIcsaLRXYHXrKiLRSniUKy4C3Ar80szVh2YeIMu9VZvYO4AHgpPDadURdI9cTdY98O0AICM4HfhbW+6i7PxEev4dnu0d+P/xRZR8ihZd2x7t4v70Tl1/81sHUjK9yUqciaEWbkmZKBSZ7TxmRVsstUHD3W0luRwBwVML6Drw3ZVtfA76WsHw1cHDC8k1J+xDpBml3vGs2bElcDp7acLCyiqKWdjXwa7ZNSTOlAvWWauR1TNSYUrqFRmYUKZi0O96lC2cmLl8yb8bEnguHLeCYL9xaV7F8vUX5nczomi0VyFqqkVejRzWmlG6iSaGCdk4KJbuPRjPTtInDqk0oVt7XnlN6OeYLt7Jj5NmMdGp/D7etOLLqXfOyT9yU+T2VGd05xyzm4Hkz2ho05D25Wr3HpNPbFamXJoUSSdGuO+Fm7hrT7nir3QmXi/PXplRRVCuWr6coP6l9wNlX3s2eU3oZc2/b3XHe42fk1ehRjSml2yhQkJYrct1ru4p8W9EFL60ev1b9fiPF8vW8JymjA3h65xjQ3q6GeY6fkVejRzWmlG6T51wPshsq8vC8zcybUK9Gh15uhUaGta7nPbWGfW7X58yimTkl8hoefLIPOy6Tj0oUpGWKPpBNO4t8O33X2Eix/HFL57N4v71Zs2ELSxfOZNG+eyWuF+810NtjPD08Nu71otwdt6L0KK/qjck87LhMPgoUdnOtrCZIyoh7zQpT99rOzLuVAws1k4b4/mp91+WMta/H2DnmnHvsYk45/IDEbcczurs3buX8793bsc+ZpJVBa17VG5N12HGZfBQo7MZaXV+flBE/vXOMux/cyqELZzab3Ka1O/Mu0l1jre86nrGWnX3l3eBwyhHJwUI5ozt04UyWH/zcln7OZgNYNRgUaR0FCrupPKoJZk8f4JzXL+bsq+4et/z8a+9l+ZLnFuIC3e7Mu5m7xlaV9mT5roc2b6evZ+L4aOd99x6WH1z7u2vl3XErAthOV/2ITCZqzLibyqux3cHzZzB9oLfl203TSGO18l1wEQKXNK1sFJrlu14waxo7xyaOqdLf296Gia1qcNrqBoPNNIoU6XYqUdhN5dn1a7Q0PsPJ605uso5u1+rSnizf9ezpA5x77OKouiFmzL2td+FpVQb3PPgkM6b111W60qrSo24asVK6S7ecKwoUdlN51de3qx1A0XtY1Ct+wWh1/Xr5O/nA5WvptR7GPPk7OeXwA8Cj6ob+3p5dgye1c36DpKBm+8go71q5mim99Y8C2WyVSL3n2WQNXqX1uulcUaCwGytK169GourJ1FhtwnDIr1/c8tKeqIzHomnaPG2utqjhYrMNE9O+zywXxspAc+fYGCWH4dESw6PPjgK5R38PJcj94trsiJXdHLxKfrrtXFGgsJvLo4tWPRl/o1H1ZGmslnTBOP9793LOMYs5/9rWdDks76Oc0UL6RanZotCk73PZojnc8+BWzrx8LcOjXvPCGA80t27fyXsv/QUjY6Pj1nlmpD0X12ZHrOzW4FXy1W3nigKF3VCe9WL1ZPzNRNVFGKegFdIuGAfPm8FtK45syfeU9aLUbFFo0vf5d6vW0NvTQ2+PMTw6vu1KtQtjOYDdtG246iiQeY/TUc95NlmCV8lft50rChR2M3nWi9Wb8TcbVRdpnIJGVbtgtKq0J8tFqRVFoUnf52gJRlMy+iwXxnJG/f7L1ib2yhgZy//imvU8myzBq+Sv284VBQq7kbzrxerN+FsRVXf76HbtuGBk2Ud6b4OtzJg2JVMgVmsOiLI9+nspkb2hZHlo6dd9/lZ2jo7f/rnHLsmlDUylrOfZZAhepT266VxRoLAbybterN6Mv9ui6ry044JRax9J392O0bHQ26A3U+nT7OkDnHzYAlbe8cCuZb09xlisu+xAXw9feuthLJm3d12fc9G+e/GpE5+dX2KkxhDTZZ1oWd7twau0T7ecKwoUdiN514s1kvF3U1Sdp3ouGJu2DXPPg08CzpJ5MzK/r9o+JvY2KDFWKjE8BsOjUUPCWqVPm7YNs+quoXHLDGegr2dX18YLTjiEV7xwbuJ7a50DjfSm6aaW5SJFpUChy9VTrNqOO/hGMv5uiaqL4Oo1G/n7VWsol8D39xr/fNKhLblLHt/bYIT3Xvpznhp+trdBrdKnpBKraf19XHjKS6sOllTPZFT1nCvd1rJcpKgUKHSxRopV23EHr4w/H5u2DXPm5WuJV9OPjDkfuLx1d8nVehsMj46y55Re1m7Ykrn6YqRUqlrN0MhkVFl1W8tykaLSXA9dqpkx8bthroOi68TY/0Obt9NrE3+yvT3W8vkYyqVP8aGZdo7Bqz/zk9T5JxqZX6HaZFRpxzbt2FcubyQ9IjKRShS6lIpVOyetJCfvcdsXzJrGmE/sVTBWymc+hsX77U1lh0SHXdURH7h87YSSjHpLrGpNRlX5/rRjn7ZcbWBEmqcShS6lYtXOSCvJufSO+1s222Oa2dMH+OSJh9IX+9X29xqfPDGfu+Q1G7ZUfX141PnmnQ9MWF5PidXs6dFkVJWSJqNKO/brH3lqwvL3X7aW9Y88VTM9eZQMaaZJmWxUotCl8m6Y2Oq7426ZJa2WpJKcXjPOu/Zedo7m37q+fIfcSK+Hei1dOLPmOl+4eT1/efj+TaUh62RUaaVoazZsmbB855jzus/fyqdOTG+3k0fXyW6a6EckKwUKXSyvYtVWX+wm08UzsSRnrMSUvh52xqYjyLMaaPb0gcQuhq22aN+9OPWP92fl7RNLDcqmpFQR1CvLZFRppWhLF85MHOhp52ip6pwWre46We82J0vwLJOfqh66XKsbJiYV737g8rX85LePNlSU2kyjyyJKaiB37rFLGC2Nr2efLNVAHz3+D7n8r46grzd5xsksnzNrUXytczmtceKifffighMOYUpCGssBW6Vy6USWdbOqZ5tXr9mYe1WVSKuoRCEH3XynkFS8OzzqvPsbP6cUioTrKQ2YjI0uk0py9pra17ERJvM+3wafN5tPn3QoZ16xDi85w2PO1P4oQ6z1OVtdmpRWipY2zHNaINNoG59qxzrrNjUQlHQbBQot1u3F7Gnj9T+zcwyo/4I2WRtdVo4V0anW9e063+Kfb88pvTy9c6zm58wrQyy/t3ynXn4eH+a5VsDWSBufWsc66zYnY/Ask5sChRYq4p1CvXeb8YtdD8YzI2PjXq/3gjZZ5nPIchzbPdBUu8+3ej9fXhlitQy7noCtnnWzHuss25yswbNMXgoUWqhodwqN3m3GW9a/a+VqhjMU5WbZXrdWxxS1lKho51ulPDLELBl2PQFN1nXrOda1tjlZgmfZfagxYwsV6U6h2UaE5Zb1nzyxNSPbdetokHk3xmymz32Rzjdo/ciISccmS4PBrCM31qPVx/q4pfO5bcWRfOOdh3PbiiMLEXiKpFGJQgsV6U6hmbvNeDF7t5cGNCvPu/ZmSyradb5lqXZp9ciISdtbtmgOW7fvZOfY+OqwkVJp1xwUd2/cyvnfuzfzyI1Z5XGsNSeKdAtznzh86u5ocHDQV69e3ZJtFaHXw6Ztwyz7xE3jJtuZ2t/DbSuOrJqmS++4n/OuvZcpvcZoqf5eDpNNo8exndut93yrZ/0sGWyrj1HS9vp7jR6LhnbeMVLC3dljSh8jpRInDy5g1eohes14euf4IGJqfw/XnvFyjvnCrR051iJFZmZ3uftgrfVU9ZCDVhSzNzsMbCPFvpfecT9nX3U3O0dLbBse6/oxD1ohr4mFWtmPv57zrZ7+++XZKmtVu7R6TIKk7Y2MOcOjzrbhMUZLzpjDW47Yn2vPeDmrVg+xY6Q0IUgop6M8cmMr0pf1WGsYZ5lMVPVQQK1qPFdvq+7zvnvPhOXlmQmbDXq6+S6sldUv5WOx55TetrcvqLeXxKV3PsDw6PgSx14zbv71o7zqxfvses+CWdPYMTo+k94xOtbwZ0nrolvpq7f+D3/8gjkTqobi0kZuzPNYF7Xxq0ijVKJQMK1uPJf1Dmho83b6eyeeDiNjzc1MOFlGoGtFKVH8WBzzhVs5eXBBW6dArufOf9O2YS68ef2E5U/vHOMj371nwndZWYXZTJVmZSnOQF8PSQNDRuerJwYVew70Thi5MX6sz3n9YoY2b2/5Hf9kG4lUBFSiUDid6vIWTWE88eJ+7rGL2zb2fdo2urk0oizpWKxaPcS1Z7w80+BFrVBPy/2hzduZ0tszrmts2bbh8YNvDW3ezrT+vl3TTwNM6+9r6pytLMX5wT0Pc/aVd49bZ8yjSbEqGxme8/rFHDx/xoSRG8vbS2vw2ApF77Iq3auT10IFCgXTqS5v8VbdvWaMjJU499gl0cx+DWr2ohkvwt05NsYZrzqo6ZkKOyXtWDy9c4xDM8zS2Ar1tNzPUvxf/i7zOmfjvQKqzTCZtWqovPyNF9+eGLwCTV+Ii9ZlVSaHTldnKVAomE52sWx1V8hmLprrH3mKD1y2lp1jvuuC/s83/JYv3LyeT1aZOrio0o5FuVtf+XjnfdeQ9B0n7bPyPNw5NkbJo6qoePrL72nHOVtthslmB0669M4H+OIt65u+EBepi7RMDkUY8VfdI4NWdo9shUYzjKzvyytDqtzuNWs2Trho1roAX71mIx+4fN24yX3iWtE9sRMqj8XJhy1g1V1Dzz4P3fzaeddQ605l/SNPsWbDFpYunMm9Dz1Z9bvshmqipK6XA31RW4d4w83yOQaNlTJ0w7GQ7rB2wxbe8pU7x1Xt7TXQxzfeeXjTpZFZu0cqUAiKFig0ImvxVLPFWGkXwbTt1nPRTLqQV2rVj6QT4r0eKvv2V8o7IKo1/kHaoEfNZoCdzkQrA7b3vnIRF//kdxMuxO96xfNbUsog0oy8xnKB7IGCqh4miazFU80WY1ULBqptN+sJnVQ0XKkVdb6dyqzKx2Jt6Ntf7XPm3QiuWhsSIPH7vG3FkU0FaJ2ua4WJ1S8AF94yvofHzrExLrx5PcOjxZngTXZPRajOUqCQs1ZnSGnby9pwsJkGhkntBuIt31vR2jupLr/XoK+3hym9rfmRFCGzytJYsN6AqN5zrVobkjxa7xehrjVJ0oW4XMoQ7/Wh3gvSKZ0eSl+BQo5anSFV217WhoONNjDc1W5gbHxVVatbvqdFz60c8KgImVXS50xqo9DM3Ai1zrVadyqtbr1flK6DaceqVilD/PPXCso6Xb0ik08n5wZRoJCTVmdIWYr2sxRPNVKMVd53UuPCPFq+p0XPrfiRFCWzguTP+b6jXlh3BtPMuVbtWLe6uLMIXQfrqSJL+/y1grIilFiJtJIChZy0OkPKsr2sxVP1FmOltRuY0mvjMo9q2633Diuv6LkImVVc5eds5HM3e66l7bPVxZ1Jwcc5xyze1SYi70Bt07Zhbv71o/T1jB/mMd4uI/5Z07qSVgs0ilJiJdJKuQUKZvY14BjgUXc/OCx7DvAfwIHA74GT3X2zmRnwWeB1wDPA29z95+E9pwEfDpv9R3e/JCw/DPg6MA24Dnifu3vaPvL6nGlanSFl3V7WjKZyvWoZedK+p/T1cN1fv5xF++5Vc/9FusMqQsOgVssz+Gl1wDZhhMRr8xkhsVL5HEyaYXKkVOLujVt548W3T0hL5eevFZQ1GrSpqkKKLM+5Hr4OLK9YdhZwo7sfBNwYngO8Fjgo/J0OXAS7AotzgcOBlwHnmtms8J6Lwrrl9y2vsY+2KmdIrRrLv9Xbi6s1H0PSvj914iETgoQkRRz7/ril87ltxZF8452Hc9uKI3dlTt0641+e50YeZk8fYMGsaZz/vXvbcl7Ez8F4kFCeD+KcYxZnTkutoKyRoG2yzIcik1duJQru/hMzO7Bi8fHAK8PjS4BbgBVh+UqPBnW4w8xmmtl+Yd0b3P0JADO7AVhuZrcAe7v77WH5SuANwPer7KPtWlF0G7/TyGsWwyxFpY3uu0htAuIq7xSLVOrRiE63iq5XO8+LpH3tOaWX845dwqtevE9daalVIlVviZWqKqQbtLuNwr7u/hCAuz9kZvuE5fOBDbH1hsKyasuHEpZX28cEZnY6UakE+++/f6Ofqapmim7TMq9mLyDx7Q6PjtGTUmebdJGsd9/V7rCKUtw6WS7W5e+nXDLS6eNaTTvbiiTta8x93FTZ9aSlVlBWT9BW1EBaJK4o00wnTCKLN7C8Lu5+sbsPuvvg3Llz6317rpKK7D9wefNFs5Xb3TnmE0YHbOUFO61Y/Nb1jxemuLWe6ZeLrluKsdtZXVJrX42kZfb06tOO13q9rGiNa0WStLtE4REz2y/c6e8HPBqWDwELY+stAB4My19ZsfyWsHxBwvrV9tFVku40hkdLfPPOB/jrow5q6XYHeg03Y6BFAxpVSuqjXh6StAh38FknbCq6opWM1Coxamd1SStLAVqpVY1ri1I6J5NTuwOFa4DTgI+H/1fHlp9hZt8mari4NWT01wP/L9aA8Wjgg+7+hJk9ZWZHAHcCpwKfr7GPQkr7gS+YNY2dYxPHLfj8Tb/l0IUzWDJvRkMXhKRM0XqM753xcp7eOZbbhSZebZE0fHEni1uTLtYnH7aAY75wa1dNcV2kYuysbT7qqc5qNjOsta+8uuTWkhRI1xOgdnv7Gim+PLtHfouoNGCOmQ0R9V74OLDKzN4BPACcFFa/jqhr5Hqi7pFvBwgBwfnAz8J6Hy03bATew7PdI78f/qiyj8Kp9gOfPX2AM161iH++4bfj3rNzDN79jZ9Tcm/ogpB2B5OlB0MrbNo2zNbtO9k5Nr6L2s6xElu3j7Bp23DHL9bxCZu6aYrrohRj51GyMdkzw3KQUu/nLFopkkxOmj0yaPfskVlmBNu0bZg/+fiN46a/jWtmBrFOFFXGL4I7Rsdwd6b19417XIRMIGla17KiT3HdyLTeWWU9Z9Zu2MLJX/ovhmPDfQ/0Gqve/ScNTSiV5+x5RdLI58xzCmKZ/DR7ZMFlKSaePX2AT554KGdesY4ejGdGxt+FN1Os3O5i1qQ7n4G+Hj72Fwfz95etZXiMXRe7Tt8RVZuwyUte6BbpedW113Onu+eU3nFBAsDwmLPnlN7E9WsFIEWqUslTI5+zKKVIMrkVpdfDbifrD7w8ONCX3noYA309NdcvqqSeBVN6e9gxUmJK7/gMpNM9DsrVM0n5WrUMryiytrjPqt5Bs57eOcbU/vHf9dT+ngkjIkK2Xhq7S2bYyOfstsG2pDspUOiQen7gs6cPsGTe3pzxqkUM9FmuF4S8RidMuwguXTizkJnAcUvn85XT/ogpvdkyvMksS/fR+HmT9t1VLs8agOwumWG1z1ntd5k20qhIq6jqoYOyFhPHi33BOP0Vz8/cAr+etgh5NonSWToAABcHSURBVBir1oiy3pHs2tW2Ysm8GfT0ABVxQaeDmGZkPX7x9Wrd6SadN1m+03qK2rtt5Elo7FxN+pxZfped6rEhuwc1Zgza3Zgxq2YactWT8berwVjaxTPLRbUTLd/zbBzYblmPX3wCpZGxEuceu4S9pvYlHodq5w1Q9TvtZCPFvAPOVp2ru0tDTukMNWacJJqZja6eblPtajCWdudT646oU93Ali2aw8VvHQScJfNmAPX1cS+KrMcvvl7Z2VfdzT/9+cHctuLICZnrPQ9upceShwCv1U6iVYMN1SvvgLOV5+rQ5u14afzNXDsa1GoAJ4lToFBwjTbkqjfjL3qDsU60fL96zUbOvHwtvdbDmJd44+BCVt011JWlC0nHr7fHJhy/oc3b6bWJI6Sf9917Wb7kueO63JWPT2X33fh5U6TRGcvpyTvgbOW5Wm8PklaY7GNWSP3UmLHgGm3IVW/GX/QGY+0OZDZtG+bvV61heNR5ZmSM4VFn5R0PFGq67HokHb+nh8e4e+PWiesljAja32sTGi8mBQkDfc+eN1nnnWh1L41q2jGvRyvP1Xp6kLRCPT1cunVadqmfShS6QCN3XY0U6xa5wVi7i6nvefBJRpOHUtilm/ryz54+wDnHLObsK+8et/wj372H5Qc/d9zYHeceu4Szrxq/3ljJx2V0l975wIQgYY/+Xr701sN4xQvnFnbEwHYEnK08V7P2IGmVrKUhKnXYvShQ6BKNtGpuNMAoasbX3kCmdiPfIlXNZDFj6sSf+8iYc8+DW3nFC5+djf2UIw4Ai6ob+nuNsZKP66Z3z4NPcuHN6ydsa8xLLJm3N1DcQZLaEXBu2jbMAbP35Nom5k+JV9nkmd7KqqEsgVRRg0DJjwKFSa7IGX8jWvF5sjTUWjJvBv29xkisfrjHoL+3hyk5zbKZp6vXbOQDl61LeXVim4RTDj+A5Uuem9hNrwdjOKG45YxXHbTreBSpzUvl991swFnt/Em60653KOWkbSQ1JG1WWqlArcCkqEGg5EeBghRWHi2v65nV8J9POpQPXL6O3p7orvqTJx7C4v32Zs2GLSxdODOXibRqfeZGxkEAWHHFusTZSPt62FUKUCkelCX1hogb6OvhLw/ff9x7O9GjoVLa991owFnt/GnFnXbaNm5bcWRL526oltZagVSRgkBpDwUKMk5RukXlUQda74W88oJ56/rHd0093co0xbdf7TPXOw5Ceb33vnLRhDtAgP5e+OeTlmb6npPuIgH2mNK7aybTog2S1Ooi8lrba8Wddrvu1mvtp1ogVZQgUNpHgYLsUpQGSnnVgTZyES5fMFt1t5g24t7OsRJjpRKjJRK338g4COX1vnDzfVRWL0zp6+G6v375uFKRakFi0l3kQJ/xpbe8lCXzZtQ8fp3Q6ky31vZacafdrrv1rPtJOyc6HQRKe6l7pAD1T/yTp2pd2JrpktXMRbjZbnWVXQUvveP+ccd7eLQ0oZdFfPtZ9588+VYvZ7xq0biur5868ZBxQUKtroxJ3Wc/eeKhvOKF+xQ2k2h1pltre63oYtyubsqV+xnoM977ykXj1rl6zUb+5OM38eZ/vYM/+XjyOdGubq3SWSpREKBYDZTSLsh3b9zKGy++veESj8oi051jYxMujvWmKUumk3SXf95372FKX/U4Pb79rPtPW+8vD9+f1x783MT2FVlLKyrvIqH9o1Suf+SpzG1EWl1EnrS9c45ZvCtYa0VDSWjf3Xp5P5fe+QAX3ryei3/yOy68ZT0XnHAIyxbN4f2XrR3XmPfvL1vbtp4NRakC7aQiHQMFCgIUq4FS4gX59Ys5/3v3Nl0dUe3iWC3oaCbTSQzCenvYWTHiXn+v0WNRCUDl9rPuP229au0f6gkSy1UJnaimOvOyNay669m72lP/eH8+evwfVn1PqzPd+Pbu3riV86+9t2UNJePaWWXzxVvWMzxa2tWT5cwr1vGpEw8dFyRAclfaPBSlCrSTinYMFCgI0Jq7r1ZGwJUX+FaXeCRdHGsFHeU03fPgVsBSewtUSgrCxtw599jFEzKaaplarUyvfPyXLZozrjsdsGtioaQgq94gsRP96L/84/8eFyQArLz9AU494sBMJQtpx6qR3iXl52+8+PauH0sg7Xf1eGrV3sSutK383WuMhmIeAwUKskszd195RMDxC/zmp3cyPNaaEo9mgo5aPRPSPkdSEHbc0vkTxioor19tW0mvVzv+azdsqdnCPSl95fdWngvtrqbatG2YT/3wN4mvrdmwpe5uqrXO1SzncrXJsJo5Bu0ubk4LEl++aA59PYxrN5PUlbbVv/uiVIF2sti/KMcgToGCjNNIkWfeEXD5YmRhSvTy2PfNDIvbSDVLM58zLQhrRRFzrXRl+bxJXUGXfeKmxAygHdVU8Qv10Obt0SBXYxPnN1ha59gCtY5Vlu84y2RYjehEcXNakDhrzym876gX8vmbfktfTy9jXuKTJx5as4dNs7/7IlSBdrrYvwjHoJJ6PUjT8pxoJ34xKs+iVyo5157x8oZ/vI22LG/2c6a1Em92cp1a6ZrYwr0nsRFnOX1A1R4webfMr+yBcffGrYz5xCG1Tx6cX3dpQq1jVev18vlYbTKsRnSy19FxS+dz24oj+cY7D+e2FUfiRFVVF//kd5j18J5XvoD/OuuoCb+3PH737er1kaYIvb86fQySqERBmpZnBJxUDDfQ19v07HmNVLPk8TlbcfdST4lB1IjzvqqNOLMUfebVMj/pLvX8793LOcdE7Tl6zBgZK/GBo1/E6f/rBXVvv9axqvV60rGJT4bVqE4XN1cbL+TCW9aPG3WzrFW/h1YPsd2MTn8Pae2MOt0+QyUKBdONU7fmGQHnGYTU2w+81Z+zVXcv9aQrasTpVfeX9Zjn0Y8+7S714HkzuG3FkXzrXUdwxwePaihIgNrHqtbrScemhGdu2JqmU8XNldebekoJWvF7SBu/o1NjNHSy2L/yWNy2/vHCjFOhEoUC6XTdWFZJDX3yugtodV/4ZsU/555TopKNTduGG0pPK+9eqh3/8ve1dftIpv118phXu1C3qstgrXO12ut5HZtmt9tI47uk682yRXPqyiib+d0XsXV/p879Ih6LOAUKBdHpEyXrhaZaMJNX3++iDRc7e/pAQ70fKrX67iXp+CcNE51lf5065u26UNc6V6u9ntexaXS7jdxgVJt8qt7j3+jvvtPF/Gk6ce4X9ViUKVAoiE6eKFkvNJ0MZvIKQhrRquOQd6aYlM7+XmOgL3lQp6T0taJHRq1xH+qdR6AII9bldT7Wu91Gz8Vq15t2ZZRFbN1f1u7rTZGPBShQKIxO1lFmvdAUPeptl3ZVGeSRzql9vVx4ykuYMW1KU/vLkllXC0AvveN+zrv2Xqb0GqMlnxCcpl2ou6V6rl0aPRezzFvRjuC/SNWKnVT0Y6FAoSA6daLUc6EpetTbLu2oMmiFtHRWm+0xiyyZdbUA9Ad3P8zZV90NwM5Rxr1WLV2drp4rokbPxaJkTEWrVuykIh8LBQoF0okTpZ4LTVEuLp3WLcchj3RmzazTAtB7HnyS8757z4Tt9vZYzbtglWhN1Mx3XOSMaXdVpCrWOAUKBVM+UcrdlvL+Add7odHFJdItx6HV6cyaWacFoOBhQqzx42CMjHnNu2CVaCVr5jvudMakqqTuoEChgNr946n3QtPpi0tRtPs4NNqIr5XpTMqsd45FmXVl+pIC0CXzZiSOsnjusYsznXdpQW153+Uuq7WOUREaRLZSN/4mVZXUPRQoFEynfjzdeKHZnVQGj+e8fjEHz5/R1oyunLmec8xiPnLNPbumIR4rlfjsj37LqruGJgS3SQFoObPvDaMsnnvsEk45/IBMaUjaZvnYAOwYKTHQa1iPpQbY3XwXO5kCnE5VJU2mY9guChQKRvWwUikpeDz7qruZPtCb2GMgD5XjMZRKz5YKjJZg5R0PACQGt5XnbZbBoapdxOPbjB+bsuGx/9/evcfIVZZxHP/+drdbyrUIGEIBAblEwFhrKRUxGlAEDCBRBOSWGCSCGMAIxqiBCiYoBEMQ5CaIhrvhJhS5GhUilAWrtDUERAqlIKUBpFi27Pbxj3Naprtzdme2M/ueOfv7JE1m5pydffqc2TnPed/3vG/AYNQtsDv5KraTC5x6UnQljXXOiYleWHgK55JxP6wNVW9aXYAV/YPjsmjN0Kmm+wdWMzi892Adoy0OtMXGw6foLZrOdyRFuSmKoZ0LmLVTo9N9d9IU8Gu6ksZr8aOxTJk+ls9kFblFoWQ6ZUS9jZ96xWOtdrc41WvlGk2zxe1Yr/RHyk29GDq1EG+kpbETWxzGc1Bws621ndz61GpuUSihocu+lv2P3dqr9spro97uYdvbfaKrd3LNZnjU2ivB4z+5/XpdGY71Sr82NxtMyn5+crcKY2jFVWyKq/bRCpwyLI88VvVal8ZqpGPTbJHYqa1P7eAWhZLy4EKrVXvltWDpW5x796K2tzjV9s3Wa+UaeiV42v67jvnKsJETYSOLODVy18P6XMWmumofraXRY5tGPzbNttZ2autTOyjq3Ko0Ec2cOTP6+vpSh2HWkHYPsCpaWbCdv/Ou+S8P+xI/dPq00jSpL1/Rz6d++vA6Ayc3mNTFo9/bb9zvPKk9BstX9LNw6Vt84zd99A+8/30+3rGl1MyxaeZvZ81nsrtLvDcYnH3I7g3fodMJJD0ZETNH288tCmYdqJ0tTiOtLPix7aa25XdC/Sv9MvUTl+Gqfehxry2iVgf0dMGUST0TbmxTM8emmb+dQ6dP4+13B5jz+4VM6u7i3LsXscnkngnXHexCwczWkfKEOPRLvAwn5zXK1hRdr4ia3NPFpcfMYI9tNu3oIqHZFrN2HZvlK/o5955FrBqMtbOJTsQBjR7MaGbrKNMJsUyxjPftfKOpN9iut7uLzaZM6uiT2FhuSWzXsRnrgMZOuk21EW5RMLN1lOUW3dqZIMdj8GYjyrTGR5mKqFZZn66mdhybseT4+scWr+2qGIzxmRCt3VwomNkwqU+IZZiyukhZ7kgqS0HXSuvb1dTqY9Nsjq9/bPH7S6hXqKvChYKZ1ZXqhFjvqvLcexZNmBH8zUhd0LVaGVtJGs3x8hX9zLl70bDXuzX6Eupl5zEKZlYqnuimOa2csCi1so0DqY1rtBwveWMlvd0a9vp7g53dHQRuUTCzkinjVaWNn1a1koz3Yk7bbj6FgdX1llDfI3mhs77comBmpVLWq0obP+vbSpJiMad1plqf3E1vTxc/OXxPjpnd+RM0VXZmRkkHAhcD3cDVEXH+SPt7ZkazcvHyvjYWqWfQ7KTP7YSemVFSN3Ap8HlgCfCEpLsiYvhIEzMrpbLcXWCdJfUkXVX83Fa162EW8FxEPB8Rq4CbgMMSx2RmZm3mMS6tV9VCYRrwUs3zJflr65B0kqQ+SX3Lli0bt+DMzKw9PMal9SrZ9QAMv0cFhg3GiIgrgSshG6PQ7qDMzKz9qja/RGpVLRSWANvVPN8WWJooFjMzG2dVHCuQSlW7Hp4AdpG0o6Re4CjgrsQxmZmZdZxKtihExICkU4H7yG6PvCYiFiYOy8zMrONUslAAiIi5wNzUcZiZmXWyqnY9mJmZWQu4UDAzM7NCLhTMzMyskAsFMzMzK+RCwczMzAq5UDAzM7NCLhTMzMyskAsFMzMzK+RCwczMzAq5UDAzM7NCLhTMzMyskAsFMzMzK6SISB1DKUhaBixOHUeTtgReTx3EBOS8p+G8p+G8pzEeef9QRGw12k4uFDqYpL6ImJk6jonGeU/DeU/DeU+jTHl314OZmZkVcqFgZmZmhVwodLYrUwcwQTnvaTjvaTjvaZQm7x6jYGZmZoXcomBmZmaFXCh0CEm7SZpf8++/kk7Pt31b0jOSFkr6WepYq6Qo75KmS3osf61P0qzUsVaJpDPyz/MCSTdK2kDSjpIel/SspJsl9aaOs2oK8n59/v2yQNI1kialjrNq6uW9ZtslklYkjc9dD51HUjfwMrA3sBPwA+CLEdEv6YMR8VrSACtqSN6vAn4eEfdKOhg4KyI+mzK+qpA0DXgE2D0iVkq6BZgLHAzcFhE3Sboc+HtE/DJlrFUyQt5fA+7Nd7sB+LPz3jpFeY+IX0uaCZwGHB4RG6eK0S0KnWl/4F8RsRg4GTg/IvoBXCS0VW3eA9g0f30zYGmyqKqpB5giqQfYEHgF2A/4Xb79OuBLiWKrsqF5XxoRcyMHzAO2TRphNQ3Le35hcgFwVtLIcKHQqY4Cbswf7wp8Om+S/ZOkvRLGVXW1eT8duEDSS8CFwPeTRVUxEfEyWU5fJCsQ3gKeBN6MiIF8tyXAtDQRVlO9vEfE/Wu2510OxwF/SBNhNY2Q91OBuyLilZTxgQuFjpP3yx4K3Jq/1ANsDswGzgRukaRE4VVWnbyfDJwREdsBZwC/ShVb1UjaHDgM2BHYBtgIOKjOru43baF6eZd0bM0ul5F1O/wlRXxVVZD344EjgEtSxraGC4XOcxDwVET8J3++hKzfNiJiHrCabI5wa62heT8BuC1/fCvgwYyt8zng3xGxLCLeI8vzPsDUvGkWsuZvd/e0VlHekXQ2sBXwnYTxVVW9vM8Bdgaek/QCsKGk51IF6EKh8xzN+83fAHeQ9d0iaVegFy/g0g5D874U+Ez+eD/g2XGPqLpeBGZL2jBvHdsfWAT8EfhKvs8JwJ2J4quqenn/p6QTgS8AR0fE6qQRVlO9vF8UEVtHxA4RsQPwv4jYOVWAvuuhg0jaEHgJ2Cki3spf6wWuAaYDq4DvRsTD6aKsnoK87wtcTNb18y5wSkQ8mS7KapE0BzgSGAD+BpxINibhJuAD+WvHrhnEa61RkPd3yFbWfTvf7baI+HGaCKupXt5rP9uSVqS868GFgpmZmRVy14OZmZkVcqFgZmZmhVwomJmZWSEXCmZmZlbIhYKZmZkV6hl9FzOrMklbAA/lT7cGBoFl+fNZEbEqSWAjkPR1soVzXk0di1nV+fZIM1tL0jnAioi4sASxdEfEYMG2R4BTI2J+E+/XU7NWhJk1yF0PZlZI0gmS5kmaL+kySV2SeiS9KekCSU9Juk/S3vmiZM/ny24j6URJt+fbn5H0wwbf9zxJ84BZkuZIekLSAkmXK3Mk2QRjN+c/3ytpiaSp+XvPlvRg/vg8SVdIegC4Nv8dF+W/+x/5rINmNgIXCmZWl6Q9gcOBfSJiOllX5VH55s2A+yNiBtmMoOeQTT17BFA7a9+s/GdmAF+TNL2B930qImZFxF+BiyNiL+Cj+bYDI+JmYD5wZERMb6Br5OPAIRFxHHAS8FpEzAL2Ar4lafux5MdsovAYBTMr8jmyk2lfviDpFLKprAFWRsQD+eOnyZbGHZD0NLBDzXvcFxFvAEi6A9iX7Hun6H1XAbfX/Pz+ks4ENiBb7OxJ4N4m/x93RsS7+eMDgI9Iqi1MdiGbb9/M6nChYGZFBFwTET9a58VsBcfaq/jVQH/N49rvlaGDoGKU910Z+cCpfI2NXwAzIuJlSeeRFQz1DPB+C+nQfd4Z8n86JSIewswa4q4HMyvyIPBVSVtCdnfEGJrpD5A0NT/pHwY82sT7TiErPF6XtAnw5ZptbwOb1Dx/AfhE/rh2v6HuA05Zs1y1pN0kTWny/2Q2obhFwczqioin81XtHpTUBbwHfJNsie1GPQLcAHwY+O2auxQaed+IWC7pOmAB2eqFj9dsvha4WtJKsnEQ5wBXSXoVmDdCPFcA2wPz826P18gKGDMr4Nsjzawt8jsK9oyI01PHYmZj564HMzMzK+QWBTMzMyvkFgUzMzMr5ELBzMzMCrlQMDMzs0IuFMzMzKyQCwUzMzMr5ELBzMzMCv0f0EcIqYVOmhYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a scatterplot of average temperature versus density of residents over age 65 in each block group\n",
    "density_scatter = block_group_sdf.plot(\n",
    "    kind = 'scatter',\n",
    "    x = 'temperature_zonal.MEAN',\n",
    "    y = 'Block_Groups.Block_Groups_Over65Density',\n",
    "    title = 'Average Temperature vs Density of Residends Over Age 65',\n",
    "    figsize=(8,8))\n",
    "\n",
    "density_scatter.set_xlabel('Temperature')\n",
    "density_scatter.set_ylabel('Density Over 65')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fortunately, there appears to be little correlation between temperature and density of at-risk residents. There is, however, one block group with a very high density of elderly residents. This block group should be closely monitored during future extreme heat events."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this lesson, you built an interpolation workflow for modeling the urban heat island effect in Madison, Wisconsin.  You first used Empirical Bayesian Kriging to interpolate 139 temperature measurements taken on August 8, 2016 at 8:00PM.  You validated the model using summary statistics and graphical diagnostics.  You then improved the interpolation model by incorporating the locations of impervious surfaces using EBK Regression Prediction.  Finally, you compared the average temperature and the density of residents over the age of 65 in the block groups of Madison.  You determined that on this date, there were no block groups with high temperatures and high density of at-risk residents.\n",
    "\n",
    "The urban heat island effect is present in virtually every major city in the world, and the workflow you developed in these lessons can be used to analyze other cities and other dates.  You are encouraged to repeat this exercise in different cities and on different days.  Many potential explanatory variables could prove useful in analyzing urban heat, and you should use the skills you developed in this lesson to develop your own models."
   ]
  }
 ],
 "metadata": {
  "esriNotebookRuntime": {
   "notebookRuntimeName": "ArcGIS Notebook Python 3 Advanced",
   "notebookRuntimeVersion": "10.7.1"
  },
  "kernelspec": {
   "display_name": "Python 3",
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