{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Yellowbrick Examples \n",
    "\n",
    "This notebook is a sample of the examples that Yellowbrick provides."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import sys \n",
    "\n",
    "# Modify the path \n",
    "sys.path.append(\"..\")\n",
    "\n",
    "import numpy as np \n",
    "import pandas as pd\n",
    "import yellowbrick as yb \n",
    "import matplotlib as mpl \n",
    "import matplotlib.pyplot as plt \n",
    "\n",
    "mpl.rcParams[\"figure.figsize\"] = (9,6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Anscombe's Quartet \n",
    "\n",
    "Yellowbrick has learned Anscombe's lesson - which is why we believe that visual diagnostics are vital to machine learning."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = yb.anscombe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Datasets for Example Code\n",
    "\n",
    "Yellowbrick has provided several datasets wrangled from the [UCI Machine Learning Repository](http://archive.ics.uci.edu/ml/) to present the following examples. If you haven't downloaded the data, you can do so by running:\n",
    "\n",
    "```\n",
    "$ python download.py\n",
    "```\n",
    "\n",
    "In the same directory as the example notebook. Note that this will create a directory called `data` that contains subdirectories with the given data. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from download import download_all \n",
    "\n",
    "## The path to the test data sets\n",
    "FIXTURES  = os.path.join(os.getcwd(), \"data\")\n",
    "\n",
    "## Dataset loading mechanisms\n",
    "datasets = {\n",
    "    \"credit\": os.path.join(FIXTURES, \"credit\", \"credit.csv\"),\n",
    "    \"concrete\": os.path.join(FIXTURES, \"concrete\", \"concrete.csv\"),\n",
    "    \"occupancy\": os.path.join(FIXTURES, \"occupancy\", \"occupancy.csv\"),\n",
    "    \"mushroom\": os.path.join(FIXTURES, \"mushroom\", \"mushroom.csv\"),\n",
    "}\n",
    "\n",
    "\n",
    "def load_data(name, download=True):\n",
    "    \"\"\"\n",
    "    Loads and wrangles the passed in dataset by name.\n",
    "    If download is specified, this method will download any missing files. \n",
    "    \"\"\"\n",
    "    \n",
    "    # Get the path from the datasets \n",
    "    path = datasets[name]\n",
    "    \n",
    "    # Check if the data exists, otherwise download or raise \n",
    "    if not os.path.exists(path):\n",
    "        if download:\n",
    "            download_all() \n",
    "        else:\n",
    "            raise ValueError((\n",
    "                \"'{}' dataset has not been downloaded, \"\n",
    "                \"use the download.py module to fetch datasets\"\n",
    "            ).format(name))\n",
    "        \n",
    "    \n",
    "    # Return the data frame\n",
    "    return pd.read_csv(path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature Analysis \n",
    "\n",
    "Feature analysis visualizers are designed to visualize instances in data space in order to detect features or targets that might impact downstream fitting. Because ML operates on high-dimensional data sets (usually at least 35), the visualizers focus on aggregation, optimization, and other techniques to give overviews of the data. It is our intent that the steering process will allow the data scientist to zoom and filter and explore the relationships between their instances and between dimensions.\n",
    "\n",
    "At the moment, we have the following feature analysis visualizers available:\n",
    "\n",
    "- Direct Data Visualization: plot 2D correlation between features and target\n",
    "- Parallel Coordinates: plot instances as lines along vertical axes to detect classes or clusters\n",
    "- PCA Projection: project higher dimensions into a visual space using PCA\n",
    "- RadViz Visualizer: plot data points along axes ordered around a circle to detect separability\n",
    "- Rank Features: rank single and pairs of features to detect covariance\n",
    "\n",
    "Feature analysis visualizers implement the `Transformer` API from scikit-learn, meaning they can be used as intermediate transform steps in a `Pipeline` (particularly a `VisualPipeline`).\n",
    "\n",
    "They are instantiated in the same way, and then fit and transform are called on them, which draws the instances correctly. Finally `show` or `show` is called which displays the image.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Feature Analysis Imports \n",
    "from yellowbrick.features import JointPlotVisualizer\n",
    "from yellowbrick.features import ParallelCoordinates\n",
    "from yellowbrick.features import PCADecomposition\n",
    "from yellowbrick.features import Rank1D, Rank2D \n",
    "from yellowbrick.features import RadViz "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Rank Features \n",
    "\n",
    "Rank1D and Rank2D evaluate single features or pairs of features using a variety of metrics that score the features on the scale [-1, 1] or [0, 1] allowing them to be ranked. A similar concept to SPLOMs, the scores are visualized on a lower-left triangle heatmap so that patterns between pairs of features can be easily discerned for downstream analysis. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Load the classification data set\n",
    "data = load_data('credit') \n",
    "\n",
    "# Specify the features of interest\n",
    "features = [\n",
    "        'limit', 'sex', 'edu', 'married', 'age', 'apr_delay', 'may_delay',\n",
    "        'jun_delay', 'jul_delay', 'aug_delay', 'sep_delay', 'apr_bill', 'may_bill',\n",
    "        'jun_bill', 'jul_bill', 'aug_bill', 'sep_bill', 'apr_pay', 'may_pay', 'jun_pay',\n",
    "        'jul_pay', 'aug_pay', 'sep_pay',\n",
    "    ]\n",
    "\n",
    "# Extract the numpy arrays from the data frame \n",
    "X = data[features]\n",
    "y = data.default"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Rank 1D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Instantiate the visualizer with the Covariance ranking algorithm \n",
    "visualizer = Rank1D(features=features, algorithm='shapiro')\n",
    "\n",
    "visualizer.fit(X, y)                # Fit the data to the visualizer\n",
    "visualizer.transform(X)             # Transform the data\n",
    "visualizer.show()                   # Finalize and render the figure"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Rank2D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Instantiate the visualizer with the Covariance ranking algorithm \n",
    "visualizer = Rank2D(features=features, algorithm='covariance')\n",
    "\n",
    "visualizer.fit(X, y)                # Fit the data to the visualizer\n",
    "visualizer.transform(X)             # Transform the data\n",
    "visualizer.show()                   # Finalize and render the visualizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Instantiate the visualizer with the Pearson ranking algorithm \n",
    "visualizer = Rank2D(features=features, algorithm='pearson')\n",
    "\n",
    "visualizer.fit(X, y)                # Fit the data to the visualizer\n",
    "visualizer.transform(X)             # Transform the data\n",
    "visualizer.show()                   # Finalize and render the visualizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### RadViz \n",
    "\n",
    "RadViz is a multivariate data visualization algorithm that plots each feature dimension uniformly around the circumference of a circle then plots points on the interior of the circle such that the point normalizes its values on the axes from the center to each arc. This mechanism allows as many dimensions as will easily fit on a circle, greatly expanding the dimensionality of the visualization. \n",
    "\n",
    "Data scientists use this method to detect separability between classes. E.g. is there an opportunity to learn from the feature set or is there just too much noise?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Load the classification data set\n",
    "data = load_data('occupancy') \n",
    "\n",
    "# Specify the features of interest and the classes of the target \n",
    "features = [\"temperature\", \"relative humidity\", \"light\", \"C02\", \"humidity\"]\n",
    "classes = ['unoccupied', 'occupied']\n",
    "\n",
    "# Extract the numpy arrays from the data frame \n",
    "X = data[features]\n",
    "y = data.occupancy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Instantiate the visualizer\n",
    "visualizer = visualizer = RadViz(classes=classes, features=features)\n",
    "\n",
    "visualizer.fit(X, y)      # Fit the data to the visualizer\n",
    "visualizer.transform(X)   # Transform the data\n",
    "visualizer.show()         # Finalize and render the visualizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For regression, the RadViz visualizer should use a color sequence to display the target information, as opposed to discrete colors."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Parallel Coordinates \n",
    "\n",
    "Parallel coordinates displays each feature as a vertical axis spaced evenly along the horizontal, and each instance as a line drawn between each individual axis. This allows many dimensions; in fact given infinite horizontal space (e.g. a scrollbar) an infinite number of dimensions can be displayed! \n",
    "\n",
    "Data scientists use this method to detect clusters of instances that have similar classes, and to note features that have high variance or different distributions. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Load the classification data set\n",
    "data = load_data('occupancy') \n",
    "\n",
    "# Specify the features of interest and the classes of the target \n",
    "features = [\"temperature\", \"relative humidity\", \"light\", \"C02\", \"humidity\"]\n",
    "classes = ['unoccupied', 'occupied']\n",
    "\n",
    "# Extract the numpy arrays from the data frame \n",
    "X = data[features]\n",
    "y = data.occupancy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Instantiate the visualizer\n",
    "visualizer = ParallelCoordinates(classes=classes, features=features)\n",
    "\n",
    "visualizer.fit(X, y)      # Fit the data to the visualizer\n",
    "visualizer.transform(X)   # Transform the data\n",
    "visualizer.show()         # Finalize and render the visualizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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iiIULF+7pt+bvQgoZiUQikUh2A9/97nfp7e3l+uuvp9Vq8c53vhPTNLnxxhtZtGgR3//+91m9ejVXXHEFX/rSl2Y8tiM2bdrEt771LYrFIqeddhp//vOfu899//vfp6enh2uvvZZqtcoZZ5zBj370I6677jp++MMfUqlUXhLRGylkJBLJbiNNk+xfkaAq2h7eGolk97J69WqOOeYYAAqFAosWLeLee+9l0aJFALznPe8BYGJiYpvHtkYI0f15yZIlVCoVAJYtWzZjntVTTz3FH//4Rx555BEga0EfHx+nXC7T09MDwGGHHbazd3O3M/vKqyUSyR4hSkImWpsAGG+sp+FNECfhHt4qiWT3sWjRIv7whz8A0Gq1eOqpp5g/fz5r164FsiLde+65h8HBwW0eM02T8fFxAB577LHuOlevXo3neSRJwiOPPMLixYu7zy1cuJC3vvWt3HLLLXzjG9/ghBNOoL+/n0ajwdTUFACrVq3aDXu+a5ERGYlEsssJIpeaO0YqsoiMoqi0gzrtoI5l5MiZJSw9t8fbOCWSXcl73/teLr/8clasWEEQBJx33nksWrSISy+9FFVVGRgY4KyzzmJoaGibx0zT5DOf+Qxz585lcHCwu07DMDj//POZmJjghBNOYMmSJd3nTj31VC677DLOOOMMWq0Wp512GqZpcsUVV/DBD36Qcrn8kvDWUcTWMao9RBAEPProoyxdulROR51lKIrCXnAISnYh7aDe9esoO4PkrCJpmhLEbdpBnTD2AdA1g5xZxjELMu30EmRPn+thmEX/TNMEXho+Mhs3buSTn/wk3/ve93bba26P5763sHvv6/u+FJNIJHslQgia/iTtoI6qalScQdywAUDNHaVg99JXmEcUB7TDOn7UouFN0PKncMwiObOErpl/5VUkkheHqqh7heeL5O9HChmJRLLTSUVK3R3Dj9oYmkkpN0DTm+xGX/yojR+1ccwiBauHSm6QNO3DDRu4YUOmnSSSv4H58+fv8WjM3oAUMhKJZKcSpxG19haiJMQychTtXuruGFES4pgFAHrzwzT9KbywiR+1uoKmYPeQtyrdtFMQuQSRK9NOEolkh0ghI5FIdhph7FNzR0nSmLxVxjGKVNujJGlE3ipTtPsAsIwcpu4QxG2afhU3aOCFTXJmmYJVwTYK2EaBKAloBzLtJJFIdowUMhKJZKfgRy1q7hgAJacfQ7OYckdI04Si3UvB7pmxvKIo2EYBS8/jRS1afpV2UMMLG+SsMnmrjKFZW6WdmrhhXaadJBLJDKSQkUgkfzctv0rTn8oKKHODKChU2yMIBOXcADmztMPfVRSFnFnEMfK4YZN2UKPlV3HDBgWrQs4soaoaBbtC3irLtJNkp5CkKasnWzt1nYv6CmiqtGfb3UghI5FIXjRCpNS9CbywiaYa9OTnECcBNS8z7qrkhrCN/Izls3/FNlEURVGzdJRZxA0atIMaDS/reipYPThmsRvFkWknyd/L6skWB1/3nzt1nY9ffAoHDexYtO+t3H///YyMjPC+973vb1r2Zz/7Gdddd91u2LK/DSlkJBLJiyJNE6ruFsLYx9RtKrkh/KhNw5tAVTQq+SEs3ekunxUBjwIw1lyHbeSxjQKmZs8QNaqiUrAr5Kwi7aCGGzSoe+O0wxoFqwfbKKAoikw7SSQ7ide97nV7ehP+LqSQkUgkL5g4Cam6W4iTCMcsUHYGaAVVWn4NTdXpyc/B0J41wdrG2RcFN2jgBg00Vcc2CjhGAUN/9ndURaNo95Ezy5mgCRvU3DEMrUbB7u1GemTaSbIv8cMf/pA1a9Zw4YUXEgQBJ554IvPmzWPJkiU8/fTTtFotbrzxRubNm8e///u/c+edd6LrOq9+9av51Kc+xdTUFBdddBHNZhMhBJ///OcplUrbPPaTn/yE/v5+VqxYwerVq7nqqqu45ZZbWL58Oa9+9at5+umnKZfLfOlLX+LnP/95d5tuueUWfvrTn6IoCsuXL+fMM89k9erVXHrppTiOg+M4lMvlPf02zkAKGYlE8oIIYpdaOxMlBbuHvFnpppd0zaAnP4yuGkCWQmoHNZr+FIqiUM5lBmQDxQWEiYcfZn4y7aBGO6iha0Y3dWR00kOaqlNy+slZZVp+FT9qUW1vwdRtCnYPlp4D2Cbt5AYNvKgp006SfYJly5bxz//8z9xwww3ceeedvP71r+euu+7i9ttvR9d1Pv7xj/OrX/2K3/zmN7zpTW9ixYoVPPTQQzzyyCM88sgj2zy2I3zf521vexuvec1r+MIXvsB3v/vdrjD5y1/+ws9+9jNuvfVWAD7wgQ9w7LHH8oUvfIH/83/+D6997Wv5+te/zpo1a3bLe/K3IquSJBLJ34wbNqi2tyBIqeQGyVsV6t4YXtjE0C368vO6IiYVCTV3lKY/habq9OXndaMiXtjEUC3KuQEGSwvoyc/BMQukaULLrzLR3MBEcyMtv0acRgDoqkElN0h/YT62USCMfaZaI0y1NneN9qYxtM66i/tTtPu6s53GmxuYao/gR205GkOyx9n6GHzFK14BwJw5cwiCgDVr1vCqV70KwzBQFKUbRXnmmWe6E6sPP/xwTj755O0+tiN0Xec1r3lNd9nnTsvevHkzZ511FmeddRa1Wo1169axdu1ali1b1v2dvQ0ZkZFIJH+VbNzAFO2ghqpq9OTmoKsG1fYIYexj6Q6V/JzunJkoCal1Uk+W7lB2BmmHddpBDYC6N07Dn8DSczhmAUvPYRt5UpESRC5+1CKIXZr+JE1/ElO3O9GWPLpm0pMfIoorNIOpLI3U2oRt5CnYvd1IDmwv7dSQaSfJHsWyrO4U6z//+c87XG7hwoV8+9vfJo5jNE3jwQcf5O1vfzsTExOsWrWKJUuW8OCDD3LfffexaNGibR4rl8vbfZ04jnniiSdYsmQJf/zjH7eZlr148WK++c1voigK//Ef/8HLX/5yFi1axMMPP8zrXvc6Hn300V30zrx4pJCRSCTPy9bjBnTNpCc3B0VRmGpv7rr1lp0BlI6I8cIWDW+cVKQU7AqOUaLmjRHGHkpHMDhGiTj1u6MKVEXDNvM4RhHbyGfRGZFkz4ctwsQnjH0a3gSm7uCYBWw9T29+mCD2aPlT24w90DWjuw8y7STZWzjuuOO47bbbWLFiBYcccgj5fH67y7385S/nxBNPZMWKFaRpyhFHHMFb3vIWjjjiCC699FJ+/OMfA3DttdeSz+e3eQzgE5/4BA8++CCHHHLIjHV/4xvfYPPmzcydO5cLLriAn/70pwAsWbKEo48+mhUrVhCGIcuWLWNoaIiLL76Yiy66iG9961v09vbudcOd5fRryR5lT0/ElTw/SRpTbW8hSoJO1GWINE2Yao903Xuz1I0yM2qjqJRzA6iK3nX6VRUdP2pywMAreWbsEXJWCV01SIUgSaNuIbCmGjhmVvw7LSySNO4IlVY3jaQoSjeSYxl5wtij5VeJkgBFUbqCRlO3/30tTZNut1OSxgCy22kXsqfP9edOaJ6tPjJvetObuOuuu3bqvVZOv5ZIJHslURxQdbeQpDE5q0TJ7idKsscyt94+CnYFyIRGzc2iLrpmUskNEcYeNX8MIQSqomZRk7idrTsJmGptxtBtbD2PpupoqpaJmiSk5Vdp+VUM3epGafIdt984jTpFwq1uFCYTNXnyVgUhUtphfZuxB6o6M30k006zG01V90nPF8m2SCEjkUi2YXrcgBCCktOXDXKMXGru6DZuvVvPV7KNPEWnj5Y/hRe2UFAQCGruOKlI6M0PAzCnciDtoE4Y+wRxG0VR0VULXTMQCgiRIBAkYUwUB506GQfHKGAZeQp2hYJdIU5CvK6gaeFHLVRFw9QdDNUkiL3njD2odOt4ppFpJ8ls4t57793Tm7DTkUJGIpHMoOXXaPqTqIpKJZ8583phk/p23HrdoEHDnwCgaPdhGzmq7S3ESYiCQpRGtPwpdFWnv7gAL87ET82zGSyWSRKXdlgnTkKSNCYVMYqid6MgKQlR4neKgD38sIWm6lidOhpTcyjavRTtXqIkwI9aeJ1oDWRuwYqiEKfRNmMPFGXbFMB0t1Mx7d3WZE93yFllmXaSSJ7D9py6dydSyEgkEiAbH9DwJnHDxgxTu+lRAaqi0ZOfg6nbM5ZVVY1KbhAhUiZbm0jSBFVRsmhIWMMxCvTm5zPS1NjSzFJLqyebPDPVYqhoM7c0hGFHuEGdIPaALO2jqyaqohImPmmaZHUysUuaptlMJt/G0K3MTM8sYGgWhmZRsJ4VNX7UJkljFBTC2CMRCVHk0zZmjj14LttNO8UeQezJtNM+iqqqhGE4o45DsnNIkmSPvq9SyEgkks64gVHC2MPQLXpyc9BUvTPraNqtdxhDM7NRA+4oURxg6BYVZ7A77BGyYk43bBLELiW7n6I9zJqpmLrvU7CyTqJFfUU2N1xGGh4jDY+ybTKv3ENvvg8/ylI7Yexl3UxGAVO3idOAIHKJkjBLKcWtbNu0KUzN7nQ7lbJIjW5j6jZFu2+G8V6cRvhRi1aYDabMmUXKnQjT9gSNTDu9dNB1Hc/zcF0XTdNkVG0nIIQgSRKSJEHX95yc2KuEzHTXgkQi2X3ESUTVHSFOImwj351eXXPHOm69Jj35zDcmiDujBtKk0xVUoe6NE8Y+giyq0w7qAPTmhzH0AR4b8wjihIG8xX6V7OZRslx655g0A5XRZkTVC6n7IaamMrecY7BQIknbeJ30jhc1sI08JWcAVdWyotw4K8wNEy8TJ0EVXbMwNYuclUVTbCOHpWd/S6KPIM6W9YIm7bDBZHuEmjdOzizTV5hL3tqx9bpMO+37FItF4jgmTdM9vSkvCRRFwTTNPSpiYC8TMtX2FhRtENso7OlNkUhmBUHsUWuPdsYNVChYvZ3i3FH8qI2hW/TmhlFVjZZfoxVMAVB2BtA1s9uGLYQgETFuUMPQHMpOP5Go8OiWFqkQ7NdjU7Fcam4VoNOxZKGpBnMKGv15nYm2YMoVPDMZs66qMZC3mFsawtQj3KCGF7bwwhambpMzy/Tk5iAQhLFHELl4YbPbxdQKauiqiWVkUZm8Vem2ak8LoiByaQc1au5YZrznTWCbBXrzcyk5fTts25Zpp32bPX3Tlex89qpPNBUJ1fYoltGkZPfPMLSSSCQ7Fzds0ugU8E53IW090doyclRyQ4Cg2h7Fj7JC20puiCjxmWpvJhUpCEGcRrhhg5xZouwMMOFabKg10VSFRb0GhjLJZHOSuj8JQM0bQ1MNNEVDUw103aTHtul1dCbaCRPtlGcmNTbUTMp2jgU9vVRyEESZWAljH001yFslHLPYESf9xEmIH7dxgwbtoI4fubT9OqqqYxk5SnYfRbsPy8hM9RyzQG9hmJZfZao1Qjuss7n6FONNm4ozQMHpxdbz27Ruw19PO9lmgbxZlmkniWQXs1cJmSDyKRlZm+dEvIGC1UPeKm+3u0Aikbw4hBC0gilafg1V0ajkh7B0hySNmWqPECchjlmk7PRnhnjuKHESYuoOJae/O7hRiBQBhLFLmASU7D4K9gDraoLJtoulw37lmDSdYrQ90inkzWpoNNUgikNiJet2UGMdT9VRFQVHNziwx8CNNCbaHpvrNUbqKpZhMb9cYG6pB12LCCKXhjdJy692alXKGLqFoVsU7V6SNCaIXdp+NrQySyk1GGuswzbzFO0+yvYApmFTcvopOf34UZvJ1mZa/hTjzQ1Z2skqkTfLXeO957Zvw/bSTo3udG+ZdpJIdi17lbNvWNiMbdvMKS9GU1WSNEbXTEpOP5bu7OnNlOwC9rTb52wjGzcwjh+1sknVuTnomkmchNu49QZxm7qbjRrIWxUco0DNGyNOQlIRg1BwoyaaopG3KtjmAE+Oe7hhTM5ImFv08cIqNXecRERYuk1/YT8W9L+CWmfkgR+2iRIfP3KJYh9FAYGCqmjomoGiqMQJTLoKk21BipYVHjsG8yoORVMhTkNUJXvcNvId0TDzeiE67dvNYJJmx+MGIUBRcIwCRbsvu84Y2e8FsUfNHaPt1wgTD03RccxiZzp3HtsoYOnODr9kCSG6aaew04mVpZ2yCNJsTDvJc312sTudffcqIZMbjKn5IwBU8kMI4R0oAAAgAElEQVT0F+Z1J986ZpGi3bvDvLVk30Re3HYfWXRlC1EcYOoOPbkhVFUjjP0Zbr15q7xVxEal5AwA0PDGO14vCQoq7bDeEQ4lBD08OdYmSmLKdkC/41P1tuCHLYQQlJ1+BssHYhs5CnaFhjeJoZkoaCRpRJj43QLeMPYJY48w8VE6f1AUVNWg5qWMtxK8KOs6yRkGw+UcvTlI02x0ga4a2EaBcq5/h34xQexl0RxvAjd6VtRkKao+ilYvlpHrzHGqZumsJJsVZaoWqqqhKhqWkcMxCpi6s8Noy9Zpp2mXY9ssZBGkWZR2kuf67GLWCpmlS5fiRlXWTq3CD9pomsZg4QAcq0QqYlRFo2j37tD7QbLvIS9uu4coCai2s3ED02kjRVHxozY1dxSAkjOAreeouaPdwtWyM4QfNWkHdVKRIIRAiBQ/buOYJQpWhUbg8MyUS5wEDBUCbL1Jrb2FKAkxNZv+0gL6C3MJ42xI5NyexWyu/qW7baqiomsmhmaBoiJESpomWRFv7BInIUHsEyc+AgVFgXYgmHQVan6KSBU0TWOgYDKQA1NPsg5IQZZmsvooOr1YRh5dNba5dkRxQMOfoOFN4oVNhEhRFBXLyFGwe8mbWSeTFzWIk4gkjdFUfcaxq6oaTqdextCs7V6fnp3t1CDpfEGbTWknea7PLmatkCkOwUHzjyBJEjbXn2Zz7S+kSYxl5plTOhBN1UlFgqlnOW1DkwMm93XkxW3X40dt6u4YqUhnzEfauti3khtCU3Sq7ihJmrVhF+weGt4EYewTpxGqohLFAamIO63XfWxsqGxpuMRpi/mliDgeww3rpAJKTh9zSgsxdbvzWIqlO/QV52WeLknY8YQJiNNoxnGgKEomOlARQpCSGeJNLx/GAbEIiWLBpJsy1oqJUxVV0SjbOgN5lYIZEaUhigK6as7wmTE0C1PLDPW2TvNkE7YnafqT+FGbNI2zQmHdxjEraKqWuRYrSiZ2dAdVUTtGfdNDL/XMpM8oYOjbXqO2l3baunD5pZp2kuf67GLWCpn18a/J5Yocvv/xDJT2ww/brJ18hGprFJTsYtuXHyYRSRZWNksU7N7tFt9J9g3kxW3XMu3KqygKldyz1gbPdeuN05CGN4EQgqLdi65ZNLxx4iQk7kQggshF03RsPY9j9fH0eEjVdVFoMrfo0w62ECYBpuYwUNyPvsI8/LhFFAeoqkbe6iFJQir5QcYa69FVE13T0RQj6woSgkQkJGlElASdWpyZfh8CAUKQCkEq4o7jb0KcBky2A0ZbCY0g+x1LVxjMW/TmBEL4CJGCAoZqUbAq2Gb2XhiaidERNYZmo6tZt2SYZGmlpj9FEHnEaYim6pia0zluUzTNwNJzFKwedM3Aj9oEkdv1xNK1joDaapL31symtJM812cXs1bIbOb3+HEdRVEZKh/AYQcsp2AVqLa2sHZyFX7YRtN0BgoLyFklUpGgqTolp096z+yjyIvbrkEIQcOfwA064wZyczB0CyEETX+q69ZbyQ3hRU3coJF1MOUGidOQpj+V1cOkCaqq40ctLD2PbTioah+Pj7Woe3XyhkePXcUNqggUClYPc3sWo2tGJ00jsDs38cn2FE+OtTjhFYfyk1UP05cz6MvrFK1n694URckmYSs6qqp3hk6mpCLNvGrSLLUzTZJGxGncSUelCJHQjhK2NEMmWhGJEKiqQo+t0ZtLsfUYQQpCQVOz4ZKW7qBpBoZqoihZVCcTNVnURtMMojjADRu0g2onzRWgKjqQkqRJR7DkqOSHKZhlwsTvjkiYPr4NLRunYJv5rliaZjakneS5PruYtUJGqzSphyNMNDeRiqxjaeHgMl4x/HpUVWFT7WlG6n8hTRJsM89gaX80VUcI0fGIkN4z+xry4rbzSUVCrZ3VuRiaRU9+Tvc8qXvjXbfestNP058ijH0MzaLk9He8V1rEadhN68Rp0O3U8eIiT45VaQZV+uwAUxsjSgIMzWKwuB89+bkEcZs4idBUg5xRxE/abKw2WV8NiNKUdx92BD9Z9QiGnkdTdHRN0OuoVByNvClI0niGWNkaVdFQFRVBihB0BE42KVtBJU1jojQgSkKiOGainTDaCvGirO6laOn0FxQKZtAZbAm6amEZeUzdyoZMonRSW2a3uWA6aqOqerd+x49ahIlPFAdEaUAqUnRFx9RtKvkhSnZmGhjGbhapid3usW7qdseDJj+jgSFLO7mdyeAvrbSTPNdnF7NWyDiDMUIJCdOQsdpa6v44igDHKvLKea9n/4GleGGLdZOrqLZHUYCyM5g5fHb8KKT3zL6FvLjtXLJxA9n06elxA6qidtqus5bnaWfchj/RHTXgmCUa3nj3pqyrRkdMCAzNJm9V2NLUWTM5QRDWGci3UJgEoVCwKwz3vAxN0fCjdmYUpxcQCJp+gzWTPg1fJUyaDOZ9Xv/yN/LI+v+iEQhaoUGQ5DD0QpayMnUG8jb9eZOcqXQjMNP/xmlE8px6mgxBkiYdgSO6EZpUxCQipeoGjDR8an5CKkBXYSCv0ZdT0NQIEN3i4JxZwtRz2Tq2GpuiqTq6ZqJ02sNVRSURCXESIURKGHu4YYMo8dE1E1N3yFsVinYvlp7D0MwsUhNmAmh6YrCp2dhmJmq2FiovtbSTPNdnF7NWyAwuKJIqEe2gjhAJbthiS301ftgCJZvdctj+/0RvYQ5TrRHWTa7CD7O8fX9hPjmzjCCV3jP7EPLitvPYuo16+gaqKMo2br2mZtEKagAU7T5URctETBKSpDGGZmWpE1XH0ExyVh9PT/hsrI4jRIteexJVyaI4/cX59HaiMGknxWJqFn7kMuUGrK3GhIlApJMsKEPZKbJ4zhGMNzbQCqpZKiVJaPgptUAliB0MvdApJrYYLNgM5G2K9rORViEEqUhmCJutxc7M1FNCIkKSJHu8FfpsaQSMtULCJAUEJRP6cil5K0FFRdUMTM3BMpxuVEZXDFAUEtERUQqoqGiq2S0ATkSciak0wY/aRGmAgopp5ChYZUzdxtBsbCOHrprdAZZhnLWNK4rSHaOwtfFemiZ4UZN2sG+nneS5PruYtUJm+IAeFC0r5vOjNm7YQAhBzR1jrLWeJA5RVY15lYM4fP+3oOk2m6pPsqW+hiSJsc08/cX9uvln6T2z9yMvbjsHL2xS73Qglex+clYJgDiNqLazCI1l5FHIupg0VafsDHTTGHESZDdnxSBJI3TNRFdNTKOfP20aZ6I9iU6dHnsSQ1XJWxWGKy9DVVXC2EdVVEw9l3UUJSEbaxGTrkY7rNNjtxku6vQX51HOzccxTYIoxtQ14iSiHdRoBpO0/TphHFD3U2qewI0tTL1AzixRtHMMFZ1tRM32SEX6HGHz7L9xGmWpoSRktOGyod6i5nmZc7Ga0ptLKJghCp1uJc0hZ5fJm2VUVUdVVBSFToGyTpyEWRExmQ+Nqmid6IxPELudouUoK5I2ChSsMoZmA5lBnqXn0DSTNEkI4jZREgBZS7pl5GYY7+3raSd5rs8uZq2QecUhryDGox3Usm9daYIbNQgjjziOmGhtpOZmA+4Mw+Zlg6/mkPnH4oVN1k6souaOoaBQcgaoOIMoqiK9Z/Zy5MXt7yMbN1Cl5Vc74wYGsfQcAFESUu249dpGvtOBFGHq2SDFpj9JEGXGc9P+KqlI0VUDS3cIkgIPb9xEK6hjqRP0OR6m4dCXn0dvYbhb86FrWZFsFPt4UcL6mko7THCDUfavCHrzBeZWXkaQWDw+Wue1C4f41dMjVByTgYJNf97C0jMB4IZNWn61E61pUfcSql5KM9Sx9DyOUaInX2KomGOwYFOwXnhN3HTUZlrYVF2fjbUmI/UmXtQmTQPyZkDBaqERkKYJQhEYnVoaRy9g6iaKamBqFrpqZd1Xqt6JAGVRk1SkHQ8cDz9sEicRqqpiG0WKdk9HoGTGftNCUFd1UpESJh5xkq1ne8Z7URLiBvV9Ku0kz/XZxawVMgcffDC5XC4LAftZ2BkgSiPcoE6ShHixy1jtGVpBFUVRyFs9vGq/NzKv9yAmW5tZN/koQeiiaQZ9hbnkjBIoSO+ZvRR5cXvxCJF2indnjhuATpqpvaXju+R0WpkT8lYZU8/NqIcxdacTVchumnmrzEgj5bEtm2gHNXrsSSqOSt4qM7e0GEVVZ4wFSNKIVKRMugpbmhp1dwJLr7OgYjBYmkdffgHrax4baln9zBsWz+GhDZPU/bC7L2XbZKBg0Z+3sY0sshDEPi1/quMy3KDqhky5Cc1QwdDyOGaR3lyZ4XLpRYuarQnjhM31NhvrLdwwJE4iTM3F0euo6RRB6pEkWT2NqmioqoaCiqbpGKqNqmkYaqfbSbey1LaikaYxsYjw/AatoEqSxqiqiqE5FMwylpl7dl2q0RE1NqqiI0RKnIbddNn0GIZp4z0h0n0m7STP9dnFrBUyGxSPV8xfwKK+eWiaRpSEnW+N2Te/IPHwggZCpDT8SUYb6wgjF1VR6Svux+ELjqfgVNg49SRbGms63U0F+grzMjt0RSFnlinYPdJ7Zi9BXtxeHEkaU3NHCWMfU7fpyc3pTmieduvNoiUGcRKhKAplZ4BUJN1OJSEEpm5n3ixk6Yyc2cNjW6qsr47TDsaYW/Qo2zb9hbn0FIaJkgAhBJpqdIthE6Ey0jSYaHo0vBHmllLmlPMMl1+GphV4bEudZhDhGBqvGKpQcsxOmiRhoh0w3vKp+88W8BYtg4GCzUDBwjGytHCaJrSCGi1/ioZfZbzpUvUS6r5A02xyZpGeXIX9Kj0MFp2/S9QIIZhoB2yqu9S8TGxZukqPHWNqdcK4hhe2OhEThSTNjP1Ex99KVfROpAVUVUfv1BqZWg5dM/HDFi1/iigNEYCl2eSdHiwtSyEpioJAoCtGN8WnawYCMaPQeWvjPV0z9/q0kzzXZxezVsg8GdUIRULJyfGquQeycGAuiqIQxC5Nb4ooyVoc/aiFHzYRAiZam5hsbcocODWd/XsP4VX7vZ5IJKzbKt1UdPqoOIOoqia9Z/Yi5MXthZOljLaQpNGMcQPwrFuvSFMUVe2KjnKuHzdo4oXN7hDErQ3aNFVHVQo8tGmE0foEcTrOgRWFcq7McHkhqqqTpHH3RpumSefctFlXg/HWFhRR5cAek6HSMEPlA5hoRzw13iBJBXOKDvv3mIw21nLgwCv447rfkzcd8laOglkATKpBStWNafjPmuAVLIOBvMVAwSZnZqJGiBQ/cmn4kzS8KUYbTabciJqXonbmLPUWKizo6WdOMf93iZp2ELGp4THa9EhSgaooVByo2BGa4naKfBM0JWtvj5IAP2oRRC6xCEnTNHMBRslmVClqNt4AHUHWxj1dsJy1gTtYuo1tFLOICyIz4lO0jqCxOqkjpdP1lG3n1sZ7AnDDetfHZ29JO8lzfXYxa4XMgoUH8uj4WtZPTSKEoJIr8Kr5CzmgdwgAL8q+yUznt92wSRh5RHHEWOsZmt4kAoGl53j58JEcNOcfmGxtZsPUn/FDNwu/54fJmUUURcU28hSdvm3MqSS7D3lxe2HMHDfQS8Hu6T7X8ms0/clOy7DSLRjNmxUa/gRh5BEkXsdW30ABBCmGZtIK4OGNWxhvjVAwXA7osekrzaM3N9QZ3Cq6BacAumoz4dqsq9WZam1kKJ8wv5Jjbs/LcIwKT080GW16aKrCor4cipjg8S3r2VgLef/Rx/Mfv/v/snRWtwVZxTZ0HMNAUw2S1MCLVYJEwdQNLM2gJ+cwVMwxVMhT2KrgN4oDmkGVujvJSKPKeDOg5qfQGSHQm+/hgJ4B5pbLM37vhRAnKVuaHpvqLl6UtWTnDYWeXEzeCMg8hwW6amSt6yImirOapCByCRM/q8lJwo7nDd0OpzANsuhMms2yUjtdUopKZwaVjamZ3TlUIk3RO+krXTXRNAMFBa1T5zRtvGfpNmHi7zVpJ3muzy5mrZCZ3uHJdpU/bVzNhmoVIQS9hRKHzlvEgt4BhEhpBw3aQY1UJIRxkM1xSWPafp3R5lq8sImiqJScXg6d/4/0leaxqfYkW+rPdM30evPD3cK5gtVL3tr+lFzJrkVe3P522kGdpj8JZP5JTsdif2u33igJUVUVTdEp2D1oikHTnyCIvW7R7/TMMiEEhmaxqe6yamSEensLc0sq+/eUGCwfiKGZneVS6EQVNFVHVcusngzZXNtEGE2xsM9gbmWIOaWFuBE8NlrDixKKls6cgs8zk+tZP9UmFhp9+QFOeuUy/jwySRgFeLFHK3Bphz5e5JMk2eulpNlNW6i4sUI7UPBj0FUNU9cp2QZDBYfhUp6+vI1tmDiGhW1oxLFLw6+yqTbBlqZLzUsQgKHZ9ObK7N/Xz36Vfor2C49OCCGoeiGb6i6T7azDSNegx04pWQG6mkWTshbqHKBkk7w7778QadcZOBERSZJAJ8IVRG2C2OvW1CiKgipUFFUFVHTNwNAtNNSs+4oUBKgoKKqeRW10C1OzsM0ipmZh6jaWnu8MCG3t0bSTPNdnF7NWyBTnHcDLhnq73xTGGxP876bVbKrVAegvVDh0/iLm9/R1cubVbot2t107Tam5o4y3NhDFAZqqM1jcn8P3Ox50hXWTj1J3x7vpprIz0DW6kt4zux95cfvrZEJlknZQ744VMHW7+1xW8NvIJlarZtelN0p8Wn6NMHZRO3b8mX9J2PFC0Xh6rMYTWzYQpy0W99ks6B2mJz9E2jWDUzotx1l9Wc23eHJsnPHmRipWxIF9Oeb1LKZo97Gh5vLMVAshBH25mDAaYfV4HS+Bkt3LcHmYVGjdriUAVVEwNBVTU1EVgejcxOMkIowDotgnTCOSNCGME6pexJQX0wqm63o0LMOgYpsULY2cqaEqCrZhYOk6hpZC6tLw2lQ9l1YEmqJiaAb9+RILegdY0DNAJZd7wZ+LF8VsrnuMNDziNBMwRSulxw5xjCxqY2gWOauMY+SzfUi8jrDxu8Im7raHJyRp1uUURO1OFEVBVXVEmpKIbHlV1TA0E00xQYFnW8yz5SEb3aAqGrpu4hgFHKOIYxaxjDwoEMfPtnnvrrSTPNdnF7NWyPy+bZFzHF41t4elc8roWvZNYUtjlD9tXMNIvQnAUKmXV81bzNxKhTiJaPpT+FGLVCR4YSu7CCQxo831NLwxUpEZde3ft5Slc99Awx9jQ/WxjpmeQSU/RN4ooaoajlmkZPd1CycluxZ5cXt+UpFQc8cIIhdDM6nk53RToanIRLsXNvGjdjedULT7aQVT+JFLELUxdQdDs9BUgyjJhidGqeBPG8dYV92EoyscPKfIfj37Y+o2SZpkc8wUrZuCNfUKT0+0WTu5CTeYYP+KyoK+IeaUFyGExuNjdapuiEKEpY4z0qhS9xJyVpnh8lx0zSaIs5v7G182zGMjVWIhCOOUKE0J45R0O8fBs+Z30zOVYhDZjbsZxNS8iLofkqSiUzirUbA0CpaOY2hoW53HaRqTJG2aQZu679MOE1RFRdc0yk6eeaV+Duibw0CxgqXrWHomsAxNfd40TJKmjLV8NtU9WkGWwjG1lIodUbZjVCWrQcqZJXJmqXttiZOw4zfjESZe1uYtspqYOI0JwjZe1EJRsvELiqKRpkkmRBGAyAz8VL3Tcq8Qp0G35iZOos4gzphEZGZ/pm53ozTZZO5sHIOmaJnPjd1DziztlFEv0zVD1fYWNlef5vADj6flVclZ5b2qm0qya5i1QmbM7OPpmkeaCmxDZ+lQmUPn9Xbz2ptrI/xp0xpGG1kb51C5j8PmLWaoVCKMfZr+ZOebToQbNAgSnzBsM9pYTzusAgqOWeDgOcew/8AhbJx6itHmWtI0xjYK9DiDWGZmE150enEM6T2zq5FCZsfEaUStvYUoCbGMHJXcYDcNMO3W6wZZJCZnFslZJSyjQNObIIhcosTvpBhsQBAlIXES0goTHly3jppbpy9vsWx4Dv2lIYQgm7GkqFmth2ZQtPtoBRqrRsbYUl+PrQcs6s+xoHcxldwAk+2AJ8bq+FFInEzgh5PUvBRDtxkuzyNnFrs1JTlTJ4wTjls0h1+vHqXiGPTkLHpzJo6hk6QpUSIIk4QoEURJSpikRJ2/3Z/TlCCKCTtOxGESUvd8qq5PM4hJOrXChirIWzoVxyRnamiKCigIII4jwrhFw29R99q0o2wcg6IoOLpBT65Ib75CwSp3CmkNbMPAMbKfTU3tCB2t+7OhqTT8iE11l/F20CnGTSlbMRU7wtKz490xiuSsmRGQTMBE3TRUGPuZgEtiWkEVP3ZRyASRYxQRSooftIjSMBNAZEXdeqdeZjpNniRRt307FaLThp+1ciuK1pkhZaIoGlqnnV5VdRwz34nSWNkQT9WY8e/zdX2Gkc9UezMbqk8w2dqMG9SJk5D3HXUpP/3ff2W4vJhFA4dSzPXL7tGXMLNWyCxdupQgVXho0xSPj9YJ4gRdVVncX+Tw+b0MFh3SNGVTbYQ/bXqGiZaLoqrMLQ9w2LxF9BcL+FGLpj/VCU37uGGdOI5o+zVGW2sJIrc75fdVC95MziyybvLP1L1xVFQKTi8lpx9dNaT3zG5ACpntE8Y+NXeUJI3JW2WKdl9XVE+79bb8KkkakbcqlJz+jjleFp1EKNhmHlvPZ4MNk4AoDhhttvnDxnUkieDAnjyHzFuAYxSyG1yn8FdTdPJWD7ZRYPVkmye2rKfhjzGvpLJ4YJDhymI0xWTNVJMN1RYNdxIvmiCMY1TVoK84hx6njyDJ5h6VbANdVah6EQ3P5eRXLuQ/Vz2NpZmYelagahsavTmLHsekxzHRtb9+g3uu8AnjhFboM9ZsMdJoM9Zs40YhUUfZFCyNkpVN29Y1oztdG6EQxB4T7SrVdp1G0ImOAJamUrQtCmYBU8uh6iaGpmFoOqZmYGo6qqp1PXUsw8DRdUDQ8GOmvAA6s53Kdkp/LqY3p3TGEWSzmKZr9bZGdERHlory8cIm7aBOELudURA6jllCVTIfnzD2CWMP0YnSaJrR6Y5SSUSU1d2kcRbtSaIs+pUmxERonTZvtSOAhEKn9VvPDACN4jbu6JmoeVbYZMJ6nC211VTbmzszp8KsXRyBSAVnHncN/+9vrkBTTXJmicHS/iwaPIzewrB0X38JsjuFzF539JQckzcsnsMx+w+wakuNP22a4omxOk+ON5hXznH4vF4O6J3LvMowG6obeWTTWjZVR9lcn2B+ZZBD5x9If2F+5hAaVDF1Gy9soqoqObvEVHszk60tTLU3c/9T32X4/2fvTYNtS+/yvt87rGmPZz7nzn2HbrW6pZZaAhkQCCGR2BSB4JRMOaJUKVdB2TJUhQyOYiAkxARbH1LlygCFFZukKlVxpYoCggngICEhwowb1PN0+85nPnufPa3pHfLhXXufc1utAQdj1H3frtv7nL3X2WvttdZe77Oe5/k//+4VnnjoQ+TlmNtHzzOaHTArj+llG7STPrUtH2TPPBh/oSOvJhznewD0sjXaSX/xWm0rjib3GBWHSCTddJV+a428mjCrxhT1hFilJHGLJGqRV+NQCmwqntvd5frhgETHPHF+lSur5wAo6ylKRsQqJYs7dNNVZpXn92/ucuvoBoqcxzczLq9dZam1SV5b/nT3iN3jfe4dbyOp0Fqz1N5gvb1B7QSFsbRjzVo7YW9ScDQruTs8YncUQi5f3tsjUoIslnTimEhFHExiYhWhZUw/S1hphX+9NHpDZlRJiZIsAvTCaPHw+goQwMAwr9gZT9kdTZhWJaUJ7EQiDd3Ek2qJdWC9YrW9iecctYGD6TEH0zGjYkJeV0zrYxJ1TDeJacUZtcmYuAjbMDz4sD4vQCBDdoxWaKmoasGotFQWlFTE2rKaGTY6x6TRPrGK6aZLdJJuI2kpYi2JVUykE9oJLLU2F00kh/kus3LErBw1va0y2kmfLOpQ2jxIT85Rm9AvK43axCoBIahtSWlmVKbA2AppywB0qxLvbfDVqAQvLc5HGGso61lo6Jn0SJtqJ+sNs2rEYLrH3vENRvkhpZ1hbY3zNhiRAZCAY370amcwzlK7ilk1ZHv4Cqudc1xdf5LNpYfuiwR4MB6Mr3b8GwMydV3zIz/yI9y9e5eqqvj4xz/Ohz/84S/7N3/tZ36J737yUT7+Vx4lTWPee2GVJ8+t8PLBiKfuHHFnOOXOcMpKK+Hd55Z5dOMcF5bPcuPwNs9s3+b20TZ3h3tcXN7iifNXWO9eYFoOw91P1GZWHbMmzrOUbbEzus64OOLu8CX2n7nF5fV38+jm+9mdvMr++BaD6V1m5ZB+ttGYiSf0sjXSqP1vapc9GA8G4+LopN1Aa6OpfAmjMgUH4zuMigNildFvrdFOlhkXBxTVjNLMyOIOiW6jVcS0GDKrRhR1xVN37jCYWbppm/ddPM9Ku09lZ+AFSdQiUgndbI1YpdwaTPnCvZscTXfYbAse2dzk/PLDxDplezTjme1dbhzcZlLOWMok3XSFrd45PJLKQawkF5fbzCrDjaMJB9MhdwdDhkXFOPRHZFJFOGdw0xotKhINkVKkOoCbREvacYJWMYmKWe1krLXbrLVbizyZrzSEECy3EpZbCY9uLHNc1OxPCvYnBaWxVLamcpalVLCaeLpJ8J2EsYx1S5QWdsc590Yj9sdTaltzXNQk2tBPNf2sS6w7WBdjm7Yq1ltqaxpWuMJ5R6qhtobDqWFSOl5GIGWodlrvONrxbmCBox6J7hEpjZaSLFLEWi38OqGZ5VXiqKSoDqnNKIAXX5FFXTo6xXnbsDmh39OsOiZHoFREGrVZ6ZxFEVG7itrMyKsxk3JIZUJ5/qweYWyJ8LLJDYJIZaFkW0qqOmdaDZreWAXGGcDi8IAjgBcAj8CBVxh/chPocY2xuaZ2Nflgyv7oFkvtLS6vv5Nzy28jiR4UXTwYX/34NyYt/fzP/zwvvPACP/qjP8pwOOR7vud7+G/qcrQAACAASURBVOxnP/uGy84pqP/s83/K9sQAS3zHY5f42Ndf5b0X1oBwt3PvOOdf3T3kxtEE6zztOOKxrT5PnFkiiyWv7d/gme07HOcVSkZcWj3Du85eop1qJsWAvBqH9gflkLIxQu6NbjKrjhFNNPvj5z7AaucMtw6f5Tg/QArZUPfrRE3o1IPsmT+/8UBaCiO0Gzggr8YoGbHc3rrPQ1E05+qkGIYU284WkUwYF4fMqjEet/BeWFszLo+YlSOOpiOe2TmktprNXp/3nD9PpMKdeaIDgJkbPCvr+MK9fV7dv461U66upTy8cZWV9hms8zyzvc/T925wa3BIL5Gsd3ts9c6iVIZ1HiUFF5fatGPFywdjBrMxtwaHHE5CI0itE965tcFHv+4qn37xHtPaMCpqDqYFkyKYUz2OWHvwFikcWRRATTdRpJEKzGqUsNbOWOu0WWu3yeL0z8SWeu8ZFTX704L9SbkwIUshWM4US5mgm4D39UIeATDOszeasj0ecTDNqZt2BZ04YrObcqa3xFJrhUj18MRU1pDXNaWpKE1NUdcUpmJa1eyOZ+xPakrjsNYS65peUpFFQRyyPsP4Ft7HIBSRVGg1fxQoAUqCogJGRLJGSU+kQoqwFBYtPJHyOFfgfIEQFcKH5pZK6pBPo1NilYakZiy1qcjrSQDA1ZjKVtSmpDTTUEKOwTuPx+I9WC+orcA6Se0E1gmM0zincF5ifYRHghD8xHf9p/yj//u/ox1XtKIaKW1zRCQCEZqUqoRea40LK2/nobV3PuiR9zU83hQemel0iveeTqfDYDDgIx/5CJ/+9KffcNn5B/7HT9/m2f1dKusZlwmpbHNtc4W/+uhZ/qP3XqHfDiWnw1nJU3ePeHF/RFFbIiW5utrl3eeWWW0rrh/c5Nl7dxkVNUrGXF47xxNnL5LFMM4PQ5WAyZmUQ4ytGOWHHIzvUNscKSNW2md554VvxXvLnaMXKesQptfN1ugky2ilm+yZB+77/7/jAZA5Me7O2w0stTbv8wzMyhE7o+vk1YRuusJa5xzG1QtwrnVCGrVpx0vMqiGj/IhZNeLucJ/rhwYpEq5tbPH2jRUKM1t0XQ5dpVeQUrE3zvnj2zfZH9+ll8BjW2tcWn2EJMo4ms74rVdf4oWdHUpjubjS5tzSOVpxD+OCQfZsL+N8v8Wt4ZTbg2N2jg+5N5oyKg25iXhoZZnHt5a5spJweW2V0WzItBZMKs9xbhiXNXltOM5rDqYls7qmrC1KgFae2hqEcCTakyhHP41oxUFS6iSK1XbKWqvFcqtFrEP67Twg7ssN7z3jsmZ/UrI/LSgaY7KSgpVWwno7Ybmlcd5gbNV0s64oTMn+OGd7NGZvMqasc5y3dGLNWidmq9djs7tOL10jjdsEk7FbVGE55yhMyfbxhJuDCfuTGYUxODujFRW0oxqkxzqFdTGlUVTWYzw4H4CD8wLrw6N3FULkCAKgFCLB+hSBReAQwgWgIx1a1ETS0YoEaSxpRRntNKMdhzyeTtKiNDV7x/e4PbjBYHrEtJpROUftwLoGvHjB6a+u9wq8wAuFb/JvNA7drPfHv/vv8xP/1z8KPI23JKqmkxhacY2WnrkMpUSQyzrZEmf7D3Nl89300pUHOV9fY+NNAWTmYzKZ8PGPf5zv/d7v5bu+67vecJn5B1br53l654D/44+f4nCWMy4Fo6pFP0lppwlPnl3hbz75EN96bRMpJXlleGZnyDM7w4aFkZzrZbzr3Apne5rXDm7w3O42k8KgdcK1tfM8fuYCsTKMi0NqW5FXY2bVCGNKDqbbHDcGS61izi49wmPnvpnD8W32JzdxzhHpjKVsnSzuEuuEXra+yPR4MP7s460OZO5vN9Chn63fd8EeFYfsDq9T24p+a5PVzhmm5XDhhwn5IB3SqMNgusNxfsC0GHDjaMjeJCKNOzxx9hxrbYHDkEVd0qhNL10j0gnGOl7YO+K5e69Q1GMuLSc8fvYKq51zeO/5k7vX+dzLr7E/rVhrRzy8foZ+ax3XHLKNTsrl1Q7T0vD83oDD6RE3jo4ZzmqmtaIdt3ni7AoPr7XRYshnX7nF3/3Ah/kfP/vrvGOrxVYvIdEJQiQURjOrJbNaURqJ95KjWcnBrCSvLLPahHJoKcjrGoQlVpAqz1ImyCKBVpJeoljKNMutiG6SLfoVRSpGq/jLGkvHRc3+JGd3MmNWmSaF17OUaVZbMSuZRqmQyjsHNrMqZ2885e5oxP54QmlmWFeTasdyJlhtxyxlgS3rxEvEUQrcD7Dy2rIzrtib1Fjnsa6kE9csZ4Z2HEy4WqQgIqrG4GwdGCcwDqwjPG/KppzbBVaEDp4uFkFZW0pTM61KplVJVddUrsI7Eyq5rKG2BXlV4KgCOMKgpEUIj5IgBUjhG1AUfgcQwiMJZeepgjTyxMqhFSgBQnr+42//b/nvf/2/acrsg8ka4THWo6QjiQytyKEXp78ilindbIn17kNc3XiS1e6ZvxR9ox6MrzzeNEBme3ubH/zBH+SjH/0oH/nIR77kcvMPPGovIaMOvVjwv/3hUzyzvU1eO4Z5hPVZqHBAsNlN+dDDZ/jYex7i3EqX2jpePRjzJ3eP2JsUeGCtnfCOM0tcWo64c3SL53d3mJaWKMp4eP0Cj2+dQ4h8UfkRum2PMaZid3yTaXm0qPy4sv4ezvSusj1+hXF+2ISD9RYg5kH2zL/+eCsDmdLMGE5DzlEnXaabrixe894zmG6zN74ZAuY65+imK4yKQ/JyjPE1rbhHJ1kCYH98m+PZPqP8iNvHnlEZsdxa5Z1nVkh0tUia7aarZFEHIQSjouIPbt7k3vAOmbY8trXC1Y23kUZtDsb7/Mqzz/HyQUjJftvGOheWz+IJ5/hSFnNltUMWaV7cO+bW4IDt4wHbo4pp7TEu5tGNFR5Z77CS5Ty7c5vPvXLE3VHFL/3A3+S7fvb/pB3DVldxdVWz2VW0Y0070XRijRKCmZHktWZWK2qrkUIzLgXD0lLWkBtLpBRaKEobsm9i5Wkp6LUEqXbE0tJPJd1E0kslWoVJVAqNkiFnRgqFEHrRsmF+Ps4qy+Gs5nBWM6uCeVUIWEo1q+2I5UwTnaquEkJQGcPBpGR3MmN3PKKop1SmINWOpQxWMkUvbdNO+3SSVdpxnyRKiXSKlhHOw+6k4t5xTl5bjDNEomC5ZVhthQaUWdylFXcIDSsNtqlGyuuavKqY1RXj/JhxOWZWVeQV5DZmUiXkBowV1NYxLkvGxYzDyTGjckJR2/uCEOdDitDTSQmQ0geWTICSjm5s6SWGblrTjiyRdsTSESmPlgItBFJ6EPC3P/hT/PSnfwRjJV4IXAPAgvIkkY3PRgtHpByxCvIZgEST6Dbr3XM8tP4Em/3LxDptSsEfXHf/Mo43BZA5ODjgYx/7GD/+4z/ON37jN37ZZecfONtIOaw0xnWIVMTu6JB//sdf4DCfYaxC6xW00OxNa5x3xErx2NYSf+Pdl/h3Hj5DrBV3jqc8dXfAneGU2jp6acSjG32urGh2R3d4cXePWe1IohYPb1zk7VtbeDddxLtPiiPyOhjg9se3KOsJUmg62TJvP/N+sqjFncFLlHUI0+umK3TTVSId000fZM/8WcdbFcjMyhGj4gCAfsPwzYf3jr3RTQ4md5FCcWbpKkpETMojptUxSoRwtW62wqw4Zm98i+Fsj3Ex4c4owvoWm901rq3pkH0Sd+kkS03lncJ7z6sHQ5668zLTYsiZXsy7zj/EZu8ipcn53evP81vX98grx3qnyxPnLi3C09qx5spql9V2wu4o55mdXY6mA147mjLOPTOrWWu3eeLMMpudgoPxNp+7PuTVw4LCCNbamp/7vv+AH/75X+bOsGJaBflotS04vwSrmUMrjxSQKkcaeVpRmESNkxRGMq0ltQ2+i3EhmdaeyoTnpAxJxLULLRUiKemmkn4qyaLQ8LETQyfxdBKBbFovzJs5ahkTycDcaBV+llIxqz1HC1Az73ItWc4S1trBs5NE90+otXUcTEt2RxPuHR8xKY/J6xGxrOimln4C7TghjVqkcZdW3CXWaVi3iBlXnt2RYX9WMqtq8npKKis6iQMEldVUNqOwisJYjPMNm+OprcVYi2eCYgLe4ryndoqirijrCYWZ4F2JcwYhDUoEwOEcTTcoGilJYj3gA0DJtCeJIJFBrpLCo6VHCY+UDolfPB98PCAkfPxDn+RnfvMTqOby6HyQqZwLMpV1qqn8Ekhv8NKjJcQKYukJ+agShaYVd1nrXmStd55W1CWJspBc3bBvAaRGC6Dz4Jr8Fz/eFEDmJ3/yJ/nVX/1Vrly5snjuU5/6FGn6xTLM/AN3tiBLW4wKwcEsAZERSc//88KL/P7NWxTGIkSXDz18laPc8Ie3DjguKgSC1XbC+y9v8H3vucTD632OZjVf2B7w6uGYWWXIIs3llTbX1jSD6T1e3T9kVjvSpMPb1i/x8MYq1jXdgRfheiWj2T6H03sYW6JkxGrnPG8/835m9YD98W2cs8Q6o5euNYFk2cIY/GB85fFWAzKn2w1IqVhubd0nTVpnuTd4iVF+QKQTzi49TG1LpuUxs2oU4ubjLp1kmb3xTQ7GtxnO9ilquDNKiXSPs/0uF5cE3WSJLOk1WUjhfMxrwx/dusWNw5soDI9uLvHomUeJVMKr+9f5jZducmdQE+mEx7bOc6YfmlImWvHQSputbkZlHc/tHHDzaJft4yk745rCaqRIeGyzx8Uli7OH/MGtAU/vzBiX84DLhGtrgo++79/j1579FQ6nlusHFa8cGkalxTpPFnvWM08/BSXCxBkrDyL0XoqVJdHhNecFzklKJ6idxDlBUSumlaT2AmNlmJj9CbBRUrKcSvppRDsRbLQV/UzRTwRxFBgXiQx3+U0ptVIB4GgZNenIkmHhOZzVTMrgqRECeolmpRXYmvh1OTi1dRzNDLvjkv1pTlHPmBRjpCiIZU2iQ25NXmlymzCrYgorKWoorWBawawKNUFaWDpJTT/2JDFAhHUpliiwJsKhhUfKYJj2LkcwxrsRzofWCKV1OB+kISXmXbQDfAnsiw3MiHYkCrQMkk+QlgJf48VJfdIcJwRW62TM4YMHfuCDn+SffPYT9z1/+nVB+HzeB6ZmbiYOvqKwjkgSjr8KxyZRLbrZKr1sbcHQBECahFBHHVp2RDKUskcqRasIJfQi/O8rBfw9GP96400BZP4sY/6BNy52MRR4b9GqzdFMMChbCBTH02N+4elnuD0cU1vJVv8MP/rt7+KZnRG/8PQdrh+OMc4RKcW1tS7//jvO8x2PnkcryXO7Q57fG3Gcl2gpOddrcWVZMK13uXU0JK8draTH2zYvcXV1idoeU9RT8ip0265NweH0HqPioPHJpFxYfjuXVx9jd3KLUX4IjdzUz9ZJouxB9sxXOd5KQMZ5x/Fsj6KeflG7AQhdnG8dPUdRTUjjLlv9y8yq40V6bzsJ55QWmttHL3E4vcOsHDOpUvZnGVnU51xfcnm1Tyvu08vWFo0lAe4Nx/zezRcZ5QNWWor3XniI9e55dkf3+IMbr/GF7RnGK9Y7a7xt4wxZrBaVSOeXWigpuT0c8cy9exxNx9wYFOS1ojCas/0WV1ehrY+5fjjiD29POJw5hNBcWVZcW5NcWlasZoL3XftOnrr5GwghEEjKGl45NDy3W7I7cVQWuoniwlJENxbUgSJACAe+YWykbZpKnphZjXMhE8aBlAJrPbmBolYUBrwXWKAwgQmAwBb0UkEnkXQTwXpbsNKCTuQR0uOcx/nQEAAhEQTvDkJhiajriMMchjmMSoHzksr5pp9TYISs8xQWytpTWUdhHJPSMKs8lQvl57EsaMc13diQxUHAM2iMTTAuRqoYRUg7zo3FeoilJYsMq1lFNwEtBUgNXmF9jbEltZlQ2xzvchw1sfREyiJlAyI8SNnIRg0wEaIBMyEI+c9t/K1v+SQ/+5lPYP2pt50DowYczYHQ6wHO/GdPADgeEM22awWgaes+y51N2mkPKdR9klMAWhIpBKph2kLncN1k58REsuko3vioAsDRi58fjD/beMsCmedNwjdfztCRpawmaBXjSTiYxYzLGI/nj26+xm9ff41xWVO7Nt/5+Nv4Tz7wONePxvzvf/wav/vaHkd5BR76Wcw3XFrjb7zrIm/fWObm8YSnt4fsTwpAsNZOuLTkKes9dscTitrRTpZ4dPMSl1bbVGZIbQrGxYBZOSSvcg4nd5hVQ4RQZFGHqxvvYaWzxb3hKxTVFKk03WR54Z/pZasPsme+zHirAJnQbmA3lD2/rt0AQF6FQMbalHSzNVbaZ06Ym6ZhYy9bY1aNuH30PEfTbZz1DIo246pNGiU8vN7i3NIqvWyVdrK0ANHGOp66e4cXd67jXM0jGz3eefZR8jrnT+++ytPbY/amjlbU59LKJueW2sE438+4tNwhUpJZVfEnd++yfTzgznHJ/sRS25D++vCaYr01ZZRP+P3bI+4MLV5oVlqCt61LHlrWnOtK4kiTRR0eP//NvLzzR9w3S4pQ3rx9XPPcbs69UUVee7JIstWNWEo1WoVJrDQeY13ws+CwzuGxiwwX5yxFbamdw1qH8TbIR3hqJymMoLKh2qe2gnEpqG24+0eAlp5YCVLtgwwVC2IVSo6tD+XSHhvkGsA5gSe8x6QK0ldRz8uPJZHWdGJFFoWcnEQJEi1IdAAfzvtg2PWhokjLio4u6GU1ndgSqTlTEoCUkoq8hsO8ZlyAxAElvbSgrQ2CGuMrPOYv8hRvhoR5JygvFxIVXvL93/oP+LnP/5fhdQ+lgco2+88LhAThPVoFSWkOtrxf+ILvA0BvhLGC/BRKuROVEesWsUqI9IkPad5/ay4nyqanWABSIkhSKkJLHVo3NDJVpBIidRrohPdSIjw+qKq6f7xlgcwPfe4OCM23XMl499mEd2xmtBLIog6F1exNU0ojOZ6O+bUXnuXlg2NKA510jf/iw0/ywatnKOqaf/HsXX7hmTu8cjCiqA2RUlxabvMdbz/Lh6+dBQHPbA+4N8oprWM5i9nqGJw74Gg6o3bQSQOgOd9PKRtAMyoOAktTHnM0uUNlcqSI6GdrPLL1PoyvOZzcwTpDrDP62TqtuBfSUh9kz7zheCsAmdPtBlpJj166dp9mfzzb597wFZy3rHbOksVdxk0JdRK1aMc9OskK26PrbA9eZlwcIUXC7rSLcW2yWPGus2ts9jbopqv3Nfw7nM74nesvcjg9oB1L3nvhIqvtVZ659yov7w+4MzIY12K5tcal5S5LrWRRiZRFGucc1w/3eW5nl8Es58agpjQRuYHzfcmFXomWOU/dHfHKYY0xilg5HtlQXFqKuLAsWMpS0qgFeI6nU97/tu/g15/55ebCH2L0HTpMfF5ikRxOLC8fVuxPDLXzZFqy3g7VSLXz5LWjsicBdt41WbLeB3DjA0NjrME5Q+UMZWWom9A60dzf22aqtU7gvKA0kpmR1DbIVgiB8IFdSSPoxtBPPGki0MKhpEELi5Y2VOxElkhapJhXEQlKK1AyyFrdRLCUQD8Lko2f/+cdpXFMSs+wJJSBe4cUhkQbMm2JtUU3IAHmDIXHuNBwc/49mks/Up5IPvPhffCmzNmML8W42MbvO2c/8CzAiSMAD7zEC4934PBIvyhhWnhtBCCa/fGDH/4pfvo3fgykQEuPbqqhAMrKU1oZvE7eB+9SI3tp4dA6VEWdBjLzbVLifmlLiDmgOb0wCFTD1IimLUOEkqFNRiQzogUboxBIpFQLNkYQysllAySlOGlNIRuwo1VCrBL0oj/VqX/N8m+l8ZYFMp98asBzh1OM85ztxVxcqjnTlTyyrnn7xjIXV9aYVAm7k4jaWp7dvsXnXnmNw1lJYVq89/xFfvyvvouNXkhDfX5nyM9/4Ra/9eoO+9MS5zz9LOaJs0v89ccvcGG1w83BlFuDKeOiphNrlrMKwRHTssARUksf27zIZldRmWNKkzPO95lWY8b5UTNB1WgVs969wLW19zAodhZyUxp1WG5tkkYt2snyg+yZ1403O5Ap6gnDWWg30E1X72s34L3jYHKX/dEtELDRfQghYFIMKesJrWSZTrqEEprXDp5mf3SL2hYgOuxOujgRs95u8+T5s6x2Nu5j/pzzPLe7zZ/cfhnrKi6utHjX2SvcGhzw/O4ug6nhII/J4mWWsw4XV9psdFKurHbopcFPM5iN+ZM7dziYzrg5KBkWkrwWxMpwddmwlFXcPBzz9F7FrFQgLJeWBFdWIs72FeeWUjLdxtia/cmAO4MRB3nJ3/t3/w7/+NOfohVDO1LBZMp81hVA8Kd4J5hUkjvHsD/1GKfQMmKrl3Ku20aKhJnT5I1/pLQnlUVSCLQURA2L4xxYLGVlyE1JZQylqShMTWkMStZImuaLArQI0lJloagDe6OUItOKVCu6ScxmN+JsP+Z8P2IlEygZMoGsqyltQVlPqW1JXuYczSrGtaGoQx6OpPGfaEfSlDN7gowlCDKkAxwOb+GUsAIEEOLc4nAvJJfQbiE8Nwcz8tSk75qFxannEHMepdlXgLONXwXZbFMDBoRosmkCWAm/hzf1zi8kqcXjqe/CD3zwk3zqs5/A+bn/ZS4ryQAKm3m+NlBbSWEltRGYJq9GCk+kPYmywdfDvPmBX7ynEHPfT3jU8jSo+eLrrlg8Jxb/LZiWhnUJbSDSBRMzBzhaapRKmi7xasGASiEX7zEHOlKGczdq3ue0T0fJKLyn0G+queEtC2Tcyjme2hnx29f3uHs8xTrPUmZZzUoiVbPagvNLKzy+tclya42jQjGejfj0yy/y3O4h0woky3z/Nz3Gf/jkZaIgnpJXFf/yxXv84jN3eXFvxLSq0VJyvt/ig9c2+CsX17F4bhxNGcwqYiVoRwVaDCjrGqEUS9kqj26dY60FtR2TVxNG+T5FNWMw3WFcHoKHOMo4t/IoG+1LHM5uU9RTlNB00uUmHKv1IHvm1HgzA5lJMWjYE0m/dT/QMK5m7/gGg9kuWkWsdy9QmZJpOcR5RydZopuuMCkHvLb/BUazfaTQ1K7H7ixDyoRra6s8cfYinXTpPlp7XJT8zmsvsH28R6wE7z53Bi0Vz2xvc5xXDHJN5fokcYuzvYzLKx2urvVYbYeLTW0qXti9yysHAw6nNbeOHWUtmVYFl5Yc5/oVx3nO09sF+zOBd47Vtuft64rlzHC2L9HCU9maUTFhUs4oaocnUPR/54M/zKc+/z+Fu33viaUgUiGy39PMSDQMgwAIzSEnpWdSucYDA60IeokM3hCCvFM5iTGC2kFlg+E33MuHyUZLTaxUmPG8QEiJscFQWxpHbaEyoVeQdUG8Us07aOmw3lAaH1hX5Ul1YAsy5cjipqJHe4IbJ8hRLCBJI4fZwBrNgYlY9Gj64ql2Dj7mYMw1jMo8ikX4E2/LHAvOv05zL8qCnfkS741jIdXI1y00Xw+csB2nGZr5c6cf5+89//v5z3/72z7JP/nNT9y/nD9ZxjfbCcHUiwjMkHVQ+3CcrA+9sXyz3xbVUorADAmagMA58AoBgVK4IOephETHhPwaE46Db4IKmz3iG0CzYPsIMEcKCUIiRTCDKxGYlihK0SIi0o0hXEXBWyNkw85EyKbVg2/Q1tw4Pgc0UqiFqfxEvprLVl+bpuS3LJB5qmix0e8gBfzhrUMOZyW1dXQTScSEo3xIJENOjFZtzvZW2OpvcqbT4sZgm9985Tp744JJnfDQ8hl+7NvfyTvPr963rhd3h/zSs3f43Cs77E0KKuPoZxFv2+jzbVc32Oy2OMyr4KPxjljNkGKIs5Yk0iy31nl48yyrmcHYKZNyyDg/YFZNOJrco6jHSBGyHh5aeydp3OFwchfXhOz1W+u046Wmo/HKW45ufP14MwKZ+9sN6KbdwMkXuaxn7IxeY1IMSHSL5dYmpZkxKQdEKqWTLpHqDtvDV7g7eInCTEhUi3Hd53CW0Eq6PHn+HNfWz3+RCfH6wT5/cON5irpgs5txaWWF1w4P2Z8UGKcYVV0QLVKteWSjz+Nbfba6ofuy85bd0QFP39tlMKu4PjAMZ55xWdJNaq6uOqSf8PLhjKOJQauCXlpxrgOttKYThd5AxkFRV9TWUhiB8RFSZLR0B60UH/um7+Offf5/ZWoMZeWoTLjb1kqRJpCpuc/ChWSRxvfinWuaFVryKgABITyphix2RNI1k45fTMqeMLHhBcafTPJC+AWbIEXIRxHzRofON+s9YUHmUhTCf9GkPR+i+Z84dTp/pRvs+2QbTrZvvuo52JgDGGi8IqrhruZG2VPbI/wCp528h198tBNAcnpdzcbKRro6DU5OmBvRBN/JBQuDOEXrNH87Z33gxDwM8P0f/CQ/+5ufwDuwnJRlz0HU4jOfAnXz7VAqvGZcw66dkrzC+kRzTDmBIA4MYgEAEY0JWypaSUwn6ZHpBClVOMe8x/t5l/Aa62psA3ZCto6f753FZw2fsWGnCB4mIeSCpZmXgMc6Xnh0tEiQSiOlQDeSkxDqFHQigKTGp6PmoEdGRCo+qbx6A0PyX6ZS87cskPncQHNYWvppzHIrYjCruDmYIoRgvZ3ywat9DiZ7vLh3wMF0wLTSGBdR2hbtpMfl5ZijyS7P7h4xLh2V6/Pd77jMD33zo/Sy+3dkXlV85pVd/sWzd3l2Z8CoNCghONPL+LoLKzy22QcBwzz0S4nEBOtGSCydJGa1s8Ej65v00xLrc45nB4u+N0eTbWpboGVEP1vn0uoTVG7GOD8EBFnUot/eWnQangeUvRXHmw3InG43EOmE5dbWAmx475mWQ/ZGt8jrMe2kTyvuUdRTZtWIdtynnSxhXc3Nw2c5nNzFOkus2gyqZfI6Y6W9wjdcvsJau3ffesu65vduvMSNw3tIAZdX2+SV494oByGpXYdR2UIKxWo74ZseWuehlQ5KnQr6mQAAIABJREFUyrBdxYgX9re5NZixN664OSio6hkw5mJ/SispmBYzJpVFeItSnlYkyHToPt2OE7zXlNZRGc+sFlROoUSbLI7RVJR2gPczPv5tP8ZPf+YnwAfoYBbsicchGvbDo5qeQqem6JNZzgsqB5XxOG9ASGIZfCxaicZPYZlH9INrEEYAJV40j6dPPXHfmsLw9z3c9+IbMShftCynqmzmv5/6+/nyHoGzQUKxBDAMYbKXMkgkp3fFAgC9bvsW6xEgT4EC10g5oaxZhEm0yWnR95UnnZ5OIWzNfXvk1HD3Ld8Ul33xDmjG93/wk/wvTfk1nGzPXApTMnhvXAOMnAMvPFqcpAmLRi4SAow59Zled0yEPN26Mhz6OSBcLCckUkpildCKstDHSsehiknOPTAaKQTWWWpbYr2hNiXW16HTtzOBa2t0PndK/jt9fENWkWiYncDm0KxHRxFahK7vWjVl4zJCSo2UMswNpw8sLLZxDpS0at5DJ0Q6I35Dn85frCn5LxLI/KWqKXts07JfttifWO4e57Rjzdl+xmuHU57fPeb2cMp7zq/w0fecRzDmC9u7vHww4LWjGaOi4POvpZRGsd7qo+WIUTngF5/O+fz1PX74A2/n2992FtVwl1kc852PXeA7H7vAi7tDfuWFe/zWKzvsjHJ+8enbfPrlHa6sdHny7DLLrRjrlzkuWyhCb5Wj6W32Rvts9re4urrCUiummywxmO2Rqhaj4pBRvs/RdJtxecRG5xJbKw8zmu2R1xOK49foJsvUdUmWdB5kz7wJhrEVg9kOxtakUYd+a31BBTtvGU73OJoGkNtNl4lUwqQYYGwVZMeow3C2x+3B80yLAVJIkmiJ/dkyQnS5snaGr794niS6/2u7fXzEb7/6PNNySjsW9NKI145mWOfRskNu+0wriJTk6y6s8HUX1ppqGcsoP+LW4U1e3tthXEw4nE2pbU4/KmllhixyGO84ngbZRQpBrKAdabI4ppemOKeZ1RXeh0qj2lmkiGnHHikGGFtgXRWkFRcYSEuMFA7hHZEMgWc+EljvsS5Mnh5QQhApj1LuVNbJCVPiAWfm98phAllILW8wFuQD9wOD069xahlOzSGvn8qdB+NFwxIIKqswTmG9wllN7QW1VWGiFhKJR0qPBiJtUViSyBAphxI1SoSsFn2KVXi9TCQbtiVS92+Qc40M0wAh4QMvJaVDSkEkFi6YwGa4+R+HKiz1FYnhL3WzcfK8PI2FvsR92ZxZsS6wSfP1Bs+Mx3iPamgVIcA0XpnSKJyHWAuUsESqbvJtPEnkMRYqIyltaNsgGvAjaeSnxiukTwFBT6hqK52htlOkUqhSoaREN54X0fhblFBEKkYIHYzrIhh/50ym86GizVuHJQAcaw3WuwC0mx5bFofzDkN1ci5WBLbLiybhODRHlXJeFh6hmpBEqQPgUQikjMJyzTXGL/Q+33h9GvDSMDtSNH4fHZqFRioOeTtzdmeRrfO1pxL8pWJk4rWcqXUczjKs6zIoNOOqxlrP9mjGi/shK2Yli/ngtXU+cCUmUYZZNeLWUcVzewXP7RpePfIYVyHcgNxUVFZibJdvuXaB//yDj/PQavcNtyOvKj776i6/+vw2z24PGRYVAFvdlGtrXR5a6dCONXldUZtjSjMhkp7ldsqFpTNcXl2ilxSUZsJgusO0OuZ4use0HCKQpFGLM0vX6CSrjMp9nDdoEdNrrdNNg7Gznby1smfeLIzM69sNdJLlBcs276d0PNvDe0cad5EIptWISEW0m2W3h6+ye3yD2hYolZCoDfZmPVrpGlfXzvDoxjLylInBWsu/uvMKz+3cwdqaTuKoaoXxAqVaJNEah1NHaSu2OvDkuZRIFsyqEdNyyKQ4ZpCHwMiitswqgyPQ61kUJJpZ5ZlVgJBoBf1EksSCREYIIbHegLdUzlMbASJCoPHU4Cucr0PeCwLQSBnxQx/6BP/0859ENj6S8M/e92gBb90p4NEU8ipQpyUMYK59uEZ2OO3LmIe4fcmxSHQL/5PNL3OfRUifVaE0G9X4J8IkE0lBpEI2icdTe6gq3/RC8mFStaEiyYvAsjjvEd4hRSirjmXw2EQyyGTzTJXTHIlpJv7aBtnCEdJwQ0CcQCvRTFSi+awC5wIo8N41TJNHCYOSDik8XgQT8UIGEo3U87p9NTfQ/nmM04yMEif73tr7l5tfDtziOAboapykqCW50ZRGESnQ0pJqE0zTGiIVqJdZrZnWMC0ldSPLaeloRZ5YWbRyJyzXfBc4EDJUmMU6VP4pgsl7sQtEyBYG2TTnVAgZKtvmmqLwYk4aNvtOLT6Qa2Qq7x3Ohp8d9kS68ieAfA7URYMMpQg7TTbyldaNYVjHxE0vMaXiYBqWqjFwi0ZuOr2Dm8+xAGnzEMFQxRWpYEqOo6QBOgnx/L0bwPPVKAhvWWnp737mWR5ey/n2a8tsLi8zrVMitYyQHWoL08rwR7cOeelgRKQkG52UD1zu8ugGZFE4mbOow/bI8bu3Kn7ntSFHk10KM2VW1wyLBC17fOw9D/HD3/o43daX3rmvHoz41YaluTeaMa3sgiG6utJlpZUQacesHFKZMUrAWrfN5ZUzXFrp0IsLCjPiaLJNXo4Z5DsU9RQtIrKkx4XlR5FKMS4O8R7SqM1ye6vp4fTWyZ55MwCZWTVilId2A71sndapdgN5NeF4tstxfthQwIF1K6oJWdIl022m1Zid4XUG03s472mlXRxnOK6WWco2eHRzlXP91n3rPJwe89uvPMvRbEJtp8TSgw+3u600o6grptWEWJastUJMv/cWY2sqU1CamlldY7xnUjqsDRNmokIlTWHCROxdoPzTCFIdLnZSaESTtFt5R1l7BMFnIEWFoAZMuJAKFhde3xhoP/6hn+JnPvMjYXpasA+N68Lfz0TgfeOJECdeD9F4Q2hoCSFO8wJ4H7pEexekqnmrglirE8MmIdROSMU86E4gUMzrWMLEFIBBcxftQiBd7XyI/1+UPAc/jxIWKV2TOhxetw6MD9JD8LM05tPGXxJMqyfHdeFNaaQROWc3GkbmpJKogVzeB5ApPVpKpAyly8FY7HF2Lp+dVETNvSenAd7C+fHnCFxeP14vLZ0ec3VrDkRPb9fCN9Ns5Pz8qA2UTlEZ1VQ1CZCORFrSyJNGYR+VNcyMYlIqxqWgagzEsfRksaEdeWLtFg0xPYEd0VoTKUWsAkOSKIVWqjkWDUiUEuEEUgXnkEOEczYUqTcZR6fKy5qzK0DfOe922locPpzH453DixAX4HHh9zm4EXPQM6+1IrA6DdDWujEJo4JkpWMiERNFMVKGnoU0Je6vr9xabFPDTM0rsqTQDXsTNdk8c6DTpCbLec5OWPdbFsh87y+/wM6soptYHlkteHxDstHrEqklzi+ts9ZbI4taDGYlv/HSDnePZ2glubbW5n3nNZ3EEKsyeFhafVbbK1w/EvziF17lme3XuDeaMClhf5bQSVr89Xdc5HufvMyTZ1eI4zem0/Kq4nOv7vEbL23zzPaQo7zEOlhrx5zrt9jqtugkHmPHVGaCADa6Ha6tn+XSckYvLZjkhwxnu0zLY4b5HsZWaBmz1Nrg3NIj5GZMUU+RQtJJlulnG7TT/lsie+ZrGciEdgNHTMshUiqWWpskOrvvtfD6AK2ScIHygS1sx0tIqRhMt9kd3WBajpBS0s/WKd15Kr9KN+nx+NYSyw3gNqYir6c8u/0SL+y8Rl6NEeTEOlweQ7mnpLQFYImEoJOoU5OhwzpLUUPtHHkNhW2kBelJdUiynRmoTagiSrUkiyRCKmIpAANUeDzGuFOzn2suzn5xqaYxPxovKOsQeFdZwd//zn/AP/yV/zqwDxKUCHe3SgRGxEu3eIdgXPXNJNdMxguvCygpA0BQcy5FIIkARe01x7lmVEhqF+FFzGorZb2VEUcaMS+R8T7kojBnecSJpGODv6Z2NY4gF+BrKltTmZrKGipjqJ3Fu2Y/CEOiLIm0JDqAG0FTFdOwIHZhQJZfhB7mZdSIACIj6ZsmjL4BQr4BcvM/aKYecfI2CzB0CpS8nvn4cxvipLnjlxt/61s+yc99/hNf1XaclqBOj9NXijmwcw0bF0CjxBNKmAIwcWjpA3OlPcaIpvWDoLQhLyg3gYFThO9Bot3CnxVYC02qNYmSRAoiHcBNrCQ0fiN8w5KosLyWUTD7EirkjK8wdY2hwhmDxTRAuJGkfFM9BScQRwiEozmwobw9gKTwnQgAp/Enzdm3U/DoZD81oKX5TQqNUmqRbaNkRCxjpIzRSqFl8NcIKfHeMS+1n+9/4ec3KCJUUwndmJvlSam5ilHEjLd56wGZf/bibX7tlTH7s+Agz7TlXLfi8nIZzLqiSyftcba3zqMbmxzmNb9z44BpaehnMe8+2+ahlRpJhXMFUdRmKe2w2dvEOM3/++qr/MsXXuKVwwm7E8W4TNjstnjn2SXec36db7i0ynvPrdLJ3tir8urBiF9/cZvfub7DneOccWlItWStnbLZTVhpKYSY4G0BwEavw7WNLa6tpHSiguN8l+N8n2k+5Lg8QHjQKmG9e55++yxFNcQ4g5aKfmuLXrpCN1uhFb95s2e+VoHM6XYDWsUst7YWQXTWGYazPfJqzKwaEakY4wzOWaRUtOIuRTXlaLrN/uQOxpakusVS6yJjs4X1MalyXFzWeJ9TVBPyesIkP+bOcJuZmWBM1WRkiIZNCFFpFo9CEquIVhyjhGjYBIN1ltyEFgCzCmpTgwgXbukdVXPHFzdGUCUlQvjGDDoXczzWiiYULeyLEOgW7mItGiEjEIpJIZnWFmt942/wtCP4e3/tR/mfP/MPAzDBoYQI3hDtiYRCK0Ek5+ZImJsulAiSjkdT2uA/mUOXNNK0EtVUPIn7TK5F7bg3MuxOHLUL++pMN+Kh5ZhU6yCzhA+CxzWmY4sxFdbVGB9C9ZwPQXvOmaY9QuiNFRJ0Q6qwMZbaWirvsLYBKP7knnsuH81nG+cltVXUTi5KxedAzTYgLmlYnuANCXkrWgbwcLoq6N/qFeJU9dGXwjRzIHN6fFXg6hRQeqPlT189rANjgwwXytZlw255lHToxlcTqfBetWv+WdWUtYuTLJ8FKA+eIilDq4hIRSQaUiVIo5hUhXPW+nph6D2pNNKLiV2LkBezMBE30D+cVzXWGGpbUbsSY0usrZpzzzbfMd9IUCzKuOelXq5hcML11GIbkHT/tdUt9tfJudJ4qSAwlUI0YEQ2RmfVGJADQJs3UZUyQtHIaoua/FPMHh7pI5LJ+bcekPkfnnkOpTzWJbyw77l9XDOtLRGO9U7NmU5JJ4FEpziREasenbTHzCjGeUUaa96+0eNbLrdoxwWjYkxtLVK00KpNJ11hlOe8sHOT37u5w/WjknujCEfEuX7KuV6bdhLx8HqP911Y5esvrbHeyb5oe/Oq4reu7/HZl3d4ZnfEwbSgNpZuErHWSVlJJVpOSVWFkJLNbo+ra+s8spHQjmcMJvcYl0NGs31m1QiJIo1bbHQfItFtCjvGe0iijOXWGbrp0ps2e+ZrEchYZxhMd0K7AZ2x1N5ctBuYp/iWdU5ppsFHYmscllSHvkfD2R4Hk7uM8n0EkOgWabTKcSmpTYFWFVlUU5sK62uctZSuojI5tXX4JpxNCQ0EI6JtGAUlFYlWYYL2YFyF9YaiCttQGo9xJhhPRZhYwwW/IalFk5eBCOZHIFwAJZWVVEZR2cAvKBxCBMOjkgKtFM46prXDWYuXFiEgkZAoQRoLYqn4vvf/V/zz3/0paudCND/gbLgrFkITqyDBtaI2/VaX5dYSWdIm020inQbNH4H1cDCt2J2UFFWQc9oRLLegHRuMLahtSe0qjCmZ1SU3BzV3jw21DRLMRkdwoa/opnNPhmtYGI+fTyCEOcN5H0ycc1DjDNbX1KbGUb7huWIaA+68BNi4kGbsCSW6Wqlmkm7KzL0Db8L0ItxCBnqjcu9/2+PLGYTfCHAspCW1cI18VX/35dZr53E8bzCcDyAlsC8qnF/QMFqCSDtiGRqTagG5gdoG6cn5uSclZNQ08LhZ2bxcWiOanlqxDudtoqOQU8QpSUkIFCFvJm6kmLmBWCw8KhFKysbPooJkKEXjowmxA9ZW1K7GuorKNGCnATpuce6EijwQWFMHFra5CQlAqJE9G7kUP8+2vh/evN7ifnJtmMtMgW1dpB833pxglI6RSqNFSnt2+a0HZP7pS69wb1zgsHQTqE30/5H3LjGSZXma1++87sPM/BHhERn5qKquR3dnd0+3UPf0aGakGcSAZhCgASTYsEYg9iwQGzQLJMSCFezYsWOFhEAskGDUg1BLQNPqgZqp6sp6ZmZkPN3dHvd1Xiz+514zj4isrK7OysmibirD3c3Mzczt3nPOd77/9/8+nh4sj/eZ6y5CztxrBu6tPI1LXNYKa1syK152Nc87RUbzcN3wL/3Gff7+Xzln7QIvD7f00TAGh9bnjKHmR9eP+aePP+bPX2x5stXsplaYlYtmoQtro/m1+xv+6nv3+eu/9pCv3d+89t4/eL7lf/7uJ/zxD5/w4W3PbT+hleKidVzWUNmJ1kY2tebh5oxvPXjI+w8tm+rAi/1HdMMNN/1TpjhilWNVn/Po/BsorRn8Hq0M6+qci9Ujztur/995z/yyARkfRq67TyRuoJJk6Zktm7Uyg++ZYs84HgR8pAnIdJMIbPf9DTF7UBqjNEpbxiCTpFXCslBq/iknxugJMRQjODHO0rgiOjzuHBVi+pVLF0XOkZCFZZEFNS8aFF0I7JiKz4qykB3W1CjtcCZgCgMzxiyloZzQBIw+OqvOjFDKiSEeU4vJGmsUjTOsrGFVVdRuxRQN/9Yf/vv8j3/233J/dcFFe0GIDbdD4nrwHMae26EjJvGFaaws6Jtacd5Yzip9bB/NaWl93Y+Bl12gm5IsHEZzv7Xcaysa58p7jMQcmPzET257PrzpGPyIIrBpJHW7rU+UwimTSgkg5kROIswMyZP5eeo0BoVhzkDKZGFtKKzKcd2Yya/XjvmmzwvUKHU0oZuPv2gJ6tUohE8DF2/SyNwBJT/HR/oqmPppzzG7CYdU/GjQxQZHiY+Rlg46Z2CMiIWAV/hkpF0/ibNwZU/cg7VGldgGMbWT9n+nDJU1WK2BRJ5NB0t3krFzSUZM8VQBAFaLjkXSu+3RTE+Lwd7S3aRBoYkxEtJEWEJChUWcxcPCBAvwzmXwZ51IMcvjUsBHT8ITUyyPK/qvAn7yMsPMQO7Ik84Kn9kwUM2bIGWwNHyz+ju/ekDmg/gJ378Z+Pg2ct0HBu/ROtJPsJ0ct73hRZ/wIbGuPBe1x5rE/TZLqJyu+eFty09uJcDtvKn4619b8fd+c803rwwrp7FmzRgdQ9jw8fbAtx//kD/7+Bkf3U686Fsebjb8za8/5F5b86ObrgRMQmU0b5+1/MFXrvhrX7viNx+cYU5GUT9N/KPvP+WPPnjKt5/e8Gw30PlEYzXnDVRmotaRq7XhnYtLvn7/Hr/9yLGxt7w4fEw33rIbXhCSx+mG89UVD9dfY0odMXm0dlyu3uK8fcB5++COoPSX+fhlAjKDP3DbPSWmyKa5pLIrptDTTzue7z5kN76gHyVt+DDuCXEsHQmJGD0x+zvCP42USea/3jLX2BVgCCnQxxHv5RG2sB7cmVRyeS5hRYDSJZSJJe159JopSKmCBEpnfISQZAdVmZrGGRQZoz2VETda6b5RwlBoEauKr4sAMND0QbEfFYO3TMkQsuOiqbna1Lyzbnl0vmZVX7AdWz7e3vL45Q/5D//lf5f/7H/6r6hsxXnjuGod91YVWsFuVNwMc5ZSZPQS0OhUwFmN1rBxirNas64trlDeWjm00cQI28GzHQdi9OTsMUWrMotwpb07krKU2G5HESxnIo1JnDWyS89ZdAhp6aj6xR+/MB3Lz3B8FiiYXX5nZ+E5zkBRWqlfAUSne/yMRBTMQCaf/N6xu6e87lzF/Jzf/6vHqSHgnZfLRxZsNlX0ScTFIYmzsHT3SRnQKMp1WEqwSoTj1mic1VTK4rREWIjVYhRA8SoLqmadl140KkaZpVPI2RJvcJLdZE1pxy4+MuI944pvTiTGgI8DIU34eGR4Z5CilLR8i3A+Q05MwQv7kwubGSdimkp5OpBzKNfADHjmM5pPRknCqRW/1fxrv3pAZlt/yCHCbso83sKzfeIwJQ5edqQvO8920vjguB0U+yliCKzqiUpnNlXm3XPFo03Nt583fP+FCLo2leb9h/DbbzkebTLvXl7wzasr7q2vUGrDn370Y/7oe9/nO09v+fAWOr/id96+x7/z+1/n16/O+NPH1/w/j294vO2JOVMZzf1VzT/37iV/7WsP+L1H9+6IhT94vuV//d4n/PEPnvHRtuNFJzlPjc3UZqIycH9t+Nb9S752dcFvP7Rsqpfcdk/Yj9fsxxvRz9iaq/U7nDf3GUIPZGq74nL9DuftFeftg19675kvK5CJKeDDwBQGhtBxc/iE68MnTEX/FKJnDJ2UkHxXygyhZOQEZJ+n7gzy+VBonKmJUezaNFBpI4K+0m0yxYkpSKieQhedivyvC5igtATXzmBU8WTNxWY/QTdptqOUQBQBZ0Wl55NQwpUx1NahkHbgxsqCPYZMHwxj8WfRUCZOR+0cvVfsxsh+1IxR3oezlrfPah6sDOct3GsM1jR0wfFyv+O6e8ptvyflwH/y9/8B/+n/8A+W3Zy0wmoaq9hUhlVlQFUMwTJFA1gSBjBoFM5IaUnrzNopWpuxprSxpkKZU+aOKZZwSbBKs6oMrRE/l5Di0h7e+8hhmpiKuNcSMSZSzR/7F3jMcQRf1GtlWLDxIhp+pdIwG+rlfAQyIkilaIBYymCzZwvleedv/71/4T/nvy4RBXfew8nvvXr8vMDuLwpq5vcxf5OZBa1HLfYpKJPU82OLeM4nLfOzDw4lXLMwr8ZqLJbaWIzRwiiWkpAik7VetFS6oLu5LylnClBiiUhQFA+Z4jmjlV7ExXPO0wx03BxmibA8Sot4OBKks6rMXeS5lHosMcvYt0jhNTH5UebG2DEGyRML0ROiL2ApEJPHqZb3m3/lVxHIfI+sPZqGKRuue3i6VzzdS9ZLyDCGnsfbwMtO6vO9N+zHzBQCSnkqG6hN5sE6886m4Vm34vFO0wXFeaP51v3ERRNpbaRxa+6vzvnmw6/w1fM1f/r4h/zxDx/z3ecdH94YVm7NH37tin/j977K+w/P6X3m/318zZ89ueGj6wNjTDijOKsrfvfRBX/41St+/737i1i4nyb+tx884x99/ynfebbl8bZn109l0QholbnXGr718IJff3DJbz6AC/eUzt+w7Z/T+z1GWepqzdX6XaxqiIwoFJvmHperR1ysHvxSe8/8swAy8648xIkxdHTTlmE6iKg27OinQwn8G/BxYvAHfJgWPxCpK+eF+TjdhwAnAAZe3VoaKrS2hCKsVUiw4TxNxlR2RGWCtMXQas5cccYREmQEiKyripiH4jaaOUyBKcBuFMoZRCgq7qSarAzOuMVCHSKNS1iVOXjF7WDxUXZbzkjqtLMNCkUfIlOIjEExRtDKUhvD1WbFRWNZV3B/VQEV+1Hxsttz3T3ndjiU0phhSo7/4t/+j/iP/7v/EqMzWkVCEhGtygL2KwNnTeS80aydYwg1e2/xUa7xkCRNOWcpcSXE+GxdZdYVNBaUmjsnLP2kuB4SY4ooPWGJWEacEWYmJk/MgUwsQlGWPCdNWZj1z9aZ84s6Pg+mZhFinoCUGZiE0vVzXJgVWWWBj/pkIS9fc7oLz1M+ohNFXsIqTw3o/oN/UYAM6vgeTj/S+bnm1/u8PgNt7pbifpqu5ihWPQF5r3y/pIurUgEsOq9TCmp+zKtgbwY4oisrnjCnpZoT4bYIh/VSus4nj9GZ4oI9t1BrEd5yZFikm0oVF2uN1nNZSh/DLAvjo4u+RTZKpjBS6mgxoECiF2anYIPRFVZZlNF4P9BNtxyGLYdxS1IJkx3vqb/xq+fs+8Nn3yG6HltOrkZzYQ1nl5Y+GLrJMIWKdzeOEBVPDonbXhGiQhnN4C3PD4YpBq77zG3f0bodV41jHVuUrnh5qKlNw6rK+NTx4W3Pd5+/JOYV6/qSr14+5KK+4UG74wfXO/7h9zwfPN/zd37jEX/z6w/5xoMzfvfde+SU+M7zLd/+5JYfXh/4ox885X//0TNWleX9hxf81a/e5w++cp+/+/57/N333+OD51v+4fee8H/8+Dkf3R54vO2ZwsRhDDzePedPPrzh1x+c81sP7/Fbb11yuWpZxVu23Qu68ZZp6mnrDffX72K0ZTu8pB+lK+aifYuL1YNfKu+ZmAI+ikCyn3Z37vvZYc3dRx7FbNImO8WJwe8Zpr18DR0+dExhZIqDdAeEsSyyonuIy65EvqaFPJ9fZHFtOAEwR9fUWX3yOgszp+NqfIpQasrOyO05wxBG+imSkwbtWFWtuHFqTVtZ0csEAVFOJxQd28GTk3ibxKzpfOQwRUipdO4opugIuezKVCXaACKV8lRWNgMvOsMYxVV35WBTVVR2xRgU+84TUmCKisPU0NiKVdPy1mbNvVXNvVbxoNX0MfN0P/Gy67jeX3PT7xnDREyGxIqLRnNRHQA4q7ZMsSLRgmpwxmCITHFkCJ4+BG76iZU70LotrYvUGnqvCUlLm22GqHRZUBTbQbEbJUSwceKUq4jMAY31SefLBEzxeGbnVmVr5P/XFs18vO2zXXA//+PV10xCvn3msVyJ+ciqcApC5oUzy2voOceo7MxTUoQkwHxenOcFVfKpcjENlLJLiIo+anzSVKWVeVNHzqpjx8xpZlTkdIGXYwEa5Xx82mfwswKbYhQtzIq9C0jzyf0nH8fCLt0ZxeWbmZGawzxnh+KcYAwwJUWKckFJR56SYEudUKQ5/6l3AAAgAElEQVSlKy3EJAZ8gDGy5qlyUhJp8f85vqNTa4Oj48sMZnKYz5NawI9SutT/9PH2k3ysO7lWRXOnSgKpVbZEGpQuJkQcpGewNLuWp0DMkSn0pCQ+SbWqGafpC0MYXyogYw0iQnpVSGegtfL/6cX7XombOb2o5pM7p6aGfBw8MVkZlErTaMtZY2mcIQDdCIM3jNGxdprfe2vkN+4n9lPmdrB8/8kHHLo17799ycP1CmssZ07zt3/N8s9/XfPsAD+57niyH/jg2Sf84Lniv//HjnfOV7z/8ILffnTJv/m7G/7V32r4k4+u+b9/cs0PXux5vBu56Tt6P/Htxx3fffaU/+ujDd+6t+Z33lpxtXLEdGDfv+C2e87gD5w197hcv02Inhf7j9gP13TTlsvVQ87bB68FCf6zPlKKAhziSIiTZJaksNx/0z39zOfIxSchJF+eYxBAEgameGDyE1Ps5f4kOSghifAtp3TiqJkXoJHvTFOne7bXoVSxMKNI98ptM6A5XVFe3e4ddzEpa0IS87jGOlyxcR3ixH7sCQHAUFUtrasBRW01ldYMMeKT7KxqHUH54j1hGFNNN8HzbqT3hhgNWWmgwqczcem0VemQ6PChx1WKPtb8+NbQTZFE4KzSPNg0GFp2k+J2HFGMDDERYsWqbnlv03C/XXFv1XJeR1Z2YDf2/JNngX4K3A4d+2FfWCVNZR3ntaW1HbXtUWVsX7U9Ru8ZI8SkiUmR0OKou4DFTEiZwwTDpKhsEvF8m4lRM6VMLKvirN9ZvFTmXXI5ThdBo9/gT3LyeGOOj4/xZDeeZZL/IgDNz6sTmefBGehkdZKBVI65VKILWJiFxhrAgOMILkTonPFRi+g7akLQor9Kc3ePfKa5LI4BAUC7aLgeFFUvKeEAu8ngTJK+LX1kNZijsOayVFlgQ5EnKfX65/2zCoVn4KUUEI8e0uJh9NOfZ17k52/uADGOt8U4uweLzYAicjvAk33NdmzRqqV2LcZArQesHsRp2URs8QaqrZbxbiyNQRgUJS3XIjSHFCNzZtjMtuScT0BPadsvZnnzZkuV8ySUzwyHVGFxdNm4ya0ZsQgY5mfIemHIZl3PbKaXZpO+nAvAEWPMQGAcV3zt8tPPy+d5fKlWvA9vGnbeU9tIZVLp1WcZbPoVinNxF59rmSdrkXnFflr+Kd0CGWAEBVOQi/m8hvO60PtAipqYxB8zFto1Js3+oAijY11LJwSll15j+OoZfPVM0n/7kOimxBgTf/5E88FTTWstF23N/XXD3/5GxR+8k/hk1/NkP7EfPdvel2wOuO4Uf/KR47KpeLCJXNaiZTgMt/Tjjhe7j2nchsquyXg+uf2Axm1Y1/fZ1OfUdlMCx1hag1URoSmRvBd309mvo7BgRRk/3zfbYi/0ZUHix8eW50H8GnLOImwtangfR047PNJi2nQcUDFGfBoYQ48PYwEpA1PoCXFkSpO0GhaxWSyeLCnFokuRWV+GsWgc/uLHCS+8wGGAY91aLRPDKSsTl5/zcvXI9eB0TWVXWFPhs2EKUGvFRVtRGUs39bzsXrIdAjFbjG65155RWUvrNKvKEiLsRvnbKh1onIesyVim1HAzBH7ysuNln4jZlce1KN0Cjk1tOaszVu2IqYecqUzm+UHRTRGjE/dbOKs1Odf0UybzgkpNheK33GtrrIFV5WltxOobVBx4uQ18HBM+iuPtGCdUkhbo81rRWE1lBxQSM3KYDH0Qr50XvRG3YFNM49QrO/ukSmq1ISRFQOEnaaOttPipOA2tK2Dj5Ey+oSrx2gJ1B6hQFvuFsi9qJH33cfMTLyxHePMC+9prL/98fsdS+pg3b+p42zyytJbbim/bnY1eZm4Ll+s2JkXMqpgOytU+G8o5k6lMYqUVjU2E6iSBek6dzvNryEgQwzZd8qiA4kR8M+jSopswWuN0xOmEM4XxySdRlOruuZxB5WeBmvmx8/GmLYqCI9idF5LywrqsHW8CR4oieFfSQn4qFJ5vpwDpyxYu2hHNiI83XI+WbX/JkB5i8nsMYYJ8wOoJq0bICWPEjG9TWc5qyTK7WrW0lcWoLJvBNEFOhCSi/KWrLkdhR8jCyGZxBs6pdB/NFtIz8FHlE1EJjS4u2OJuDBqnFCnOFg0KckJpjp1NxbU4LzOvgjwRopQqrfmChF58yYDMH37jN4l54kfXL3m8O7DtRyCxcoFVFSBkaZvLmpQ0U4LeW3w0WKNZWU1jISpBrlpHapNpTCIgtuKiMk/FS0hOrNVgozhnOqswaIwBV0ZHiLEo1VOx0I4cxkEGpNZYhNo+we+0VpKBQejGlMDnzO2g2fZi7tXUhpVxvH9lOPjEfgh0IdL7sFwMPsCzneW2V6wdnNWWrAIxdkxxxOgbnKlRaA7jlpeHxxIKZhqcaUr7XgEr6ph8Ohs3HWuqLO9dqSN1ufCr6mRxzyCa+NLVkcLRNKwMoPnzTUVPkpK0rU6hL2BEdAkA/8s/+W/K085cxzzdvM6M/OKOo1G3jPEjaNMnlXypE5tSwkqQS7K1yqSU0MrijMXZjWSfqIqDj4QUsRpWlWYKHc/3e4Yw4mPGaMO6WtHahtpmVpXYzXdT5DAFUo44PVGZKNk9GLaD52W35XaQz+z+SjonjHYkRhozUdsMTCglviRGlS6knLmoM/dbCZJMyRTztR21FV8JoyVdFyLG9BjVY5T4Tgw+4QtzEiNMUaIPQPQ+squElAbGkNmPhs4bQtaLZmI3Kl70jpxqWhdYV5HGZJwJOJuoKTvfFARgqKOA9NQAbl5s7ixWbyLZOO6kkaeV0apl/CfN0iK7PGaeh9UrgGZ+jcLU5PjaS32uR371h5PN3KtmeJ/qm1k+vyNYLKWQqJmCEv+UbAhRDNJiEs7SLmZyEl9hTaIxScIoAdTcpK+KdYC8mFKSSyUJ55pUQio3dYmcSBK2GaJhUBqjZj+XjLMFFOTj33MU0srPpyDjTUDy04DNq6BmBjTLnbqc95MPXc3Xxht+VxVAcwfknvzuXI6rLLxtA4/Wz8k8l67BvCamS3xq6LxhihOGCU2kn3pG33Pd3fB0Z2idY1NXbGpxGbbGiNllDKDBZYNSbvGhER2gGDcm4tKplGbwUdqx0zzn5ryMr5wzSieZE7SsbfNmV5gXvdg65OOnCIhNQzoB01/U8aUCMtsxMaXMe5cP+daDR3yy7/nJy2s63zH2gY0LnNcBqxM+RRGoNZHRKzpvOHjN7agLWlZMSURMlTFsKs2mzqXdMjIFWSB8yuQkO+3GJu61kXtt4ryxWC3hWysjiu0u9nS9Z4yJmOQkO6WKW6RabNbVHcOnTF0+5ZYCioqAapoyEnyqcNbQVpp1pYgImxOiGIblLOGVU1DcJBHQVVZTWU9KHp9GFEaEoVrhw0jHVlr1TIVRroCToyIdKBzCLLad2YYZSsh2r7CNUNip0wEgV+x825FtmQfPrFl5NeLv1SMRPvW+X8xxAtQ4slFzXUKDtDRq8f1IxdxKK/mMpzii8EupOeQoGgNtcKaWrgAgxMDOD8SUxVPCKK4PO6Y00k+JlDTG1JzV56xrx7oSpiZmuOl6Bj+R8kRjPZpMiJq9j+yGidsh03sBE9pYDI6UBVivjdjkx+xJWRaFmCxDlEXJao3VljFabsdEbTyGDGqFNY7GrWTsaEWjMqsaWhulxOMdiYrDGLkZOvaDBLk2uubemea8MfTTgU9uIx/tznjWOQyKi1Xk3c3Aw7V0fX3lfKALmlCiEKzKS5DfHF54Gix4esy7yZiOO/f5tJ463R6dh+U+86aZNf8MWossJY5Tvs58gTO1+pQf5oX9LyJCntuk517HsxxLa7HC58ToDUMQrcuUFCEYghKjOB9ljuu1orJQW0OlNU2p6YVEKYWo42KmhDH1BRWqfE82MnHAEwleS49fmR4SGq0ytYkCbl0uYvXj36xPWBOjT86N/pRzzJvLR6cbl/kbNV8LJ3e+pkUqzNHyayfg8hRgzmWouTQ5X9daQW2g5gAcyCjuNSumtGHwZ+y9ZtsnphTIKZBIxWl74qzK3Ftp7q0MD9ZnbBqLMZlUWPBc0LhRjtaI+64xDtCkHPBhJOVwDK6cXYznknuOheEWFJnTXK4qovgopXvxsrKQNT6NDD6xm+ZyowBbWTe/mONLBWQsz/F5YNslbpRksLz/0DCFlud94DBNvBwMVgcumsT9IoSOJKYoQsjdqNlPRWymEiDp1886eNFpWqe410g7ax8ghEjIwoCkDPtJqOy9j6ydZ+0MjXNoU9GaNbaNdD6wGz3dJIPWGWitprJlG+FLy2qxEtdGUeLEsGZ2DsnFCl2CxULwxDJ4jIJ1JT/4mMjprpoDZHBMYUb8GWMCPgf86aS8fC/a+LtT4ut7E3Vy26KUXzQlnCDwU8bk52VNjq+nTlaro4D2p68SRygyg7BjeJpWZpnZjBYHSlsi70XdPzMtijkwMKaJnCJoXfKtxIzOxxGSkK45Rw7+IBMGx3JWeVVyzoQ4EpKwE6GUna3STCHRe48vINgajasNtVZU9oBC0U1wE2IR9AptbJXsnseQGGISl1IPRik29TGaQGtfdAcyEaW5Zp1hjIqcE1ZLDpFPljFGKj2ycdLWWWkHusJHQyZy7hKryrCuRAx83TtSUmynid1wzWHsCMnT2Mxlm1nXhmHyfPAs8Ly39FPNpk783qMtD1aeVSVGYqFck7XNrOp4ZDh4fWE5/XoKImagMusyFEX3ECGp42PmkvP8RDPh8sZd+WccX+Tucn7BL6JLSimoDFSmjOUmCHAr5b0xBPqgmYJ4BvkIQ9CMnV7a3K2BlRUButUJY8SfxGnZ5VudS2s/1PaWxjYotRLwUzoDx5QZJ0Uo2psxWvreYHoRn9cuYjQimgUR5UMR0+YFILjSXfbTyn137st39VLL7PPKtHbnOnnlvlMWbAY18+NPAe+iX4osrd1Snc8oDqzdgbWDKwx+YwmpwkdL5xW9lxDX/Ri56Sd+8FLRugMP1jUP1hsenbec1w5nxOjOx4EYAlEFdJrQ2lGZhna1EQCCgM6YAlMY8WmUTWdh1Gcgo1CE5PFhIBSW2mRJwY4xsB33fLK1POss3WQYopVQzgj36pa/9eDTz8PneXypgMx5fcGZXTEGGCbPGANTjKAS75w5QtLshsB+8nSTp/OJ1kVWLrOympVRXNYCDnZj5npQHCYjtGmAEBUvDlLTlRZoMMZiqFB6Ni6D/ZQxgzA0a5donWflEvdWNa1dYXXEWY/BcztG9qOi91LXvFxZjELyVkJiKH+bJmGNwholFL2iMDcJbTIpSLru3MuvgnhdGGUxLpMjhHisR84DZa4Zz/T2mwdweoUPmQHATzk+96qOWgCLXjp75nuE8Zq7d+aRP+ueFi2Omv1DSg6ItjjtSqp0SV0tt0sQYbX4K6CU2H4zG42nYu0d6KYtIU6QlQzQefcRBvFmMDWZxOi7snCW96fECbd1a/Fo0IbaruiC5jBGodqZ2A0dIfXsR/FDqU3LZXvB22cr2uI/5KPn+b5jCB2JkdYmKiPOnPsp8uKQ2I4KH7V0ESiDM9IN4UzCEEDFUiKSTzQW3YLVwhHnDEZ7ajdSqVQAtoTsSTrzyKrW1MVufYqR54dcfFYCUwzE6GlNZLNJpc05E5KmnyIxKd46y3z1vAhmS9uyyqWkccJq5DewHPNlN9PzdwCHOjIsrzEUWbQtWZXd4MnlnTguNG/CBXde46SU8Ys6Xg1y/HIdZZZQom+wBhoH51k6vMao6CbDbhI7fbHEUHReOsZAgEZtMysnuietM4ZEVaiSmwGM6rFqxBpLU9Vsmg0pRUZ3oI+eKWZC1sSoGaPhdtSkwWF1ZF1Hai2dMWQYskQKSDOOkjwqK++hPsmkmtmb1xCpujtnnnr45PLPDDpOb5sZmNPfW4Tm86d5UqqcmSR5I8drPJ4wPjHPG9OIMxFnRlqnWDeKGC0xaULOhCBWJFNQdAN8v3f88IVlXTfcW695a73ism1oanEin0JP8Af2hU3XWi92DmKkZ5kT6jEinfBxEr1icSaPcVw6OrWy9NOOwxR4cVAcvMEomQ+0TtRG4YzmYfsrqpF5ur9BW09tFZXRVEYzBMUUTWEaNJet5aJ1HMZA50d8DNyGSGUF1AjzEDirYVMnfLCMUROzYQqKwwR7P6P/XLoVFCFKhJcu1uspQp+BpArAkJbQyuzZVIbzpqE9hzMPu97TB0XInttecVZLp4bWhpgiPiZCTqSUCQFigfumiGlFv2JFV4AI7uZdeMqQJ1GwO2XJOTFEz+QTfq7latE/VMV9tbaR1oG1IjqdDwUobRa2RUpH8aSr4QiU/nJIZnaonH0Q5glghhDxzrMnQqE3j3tmkekIcFH6mPGhKE6X2t4JNstZ9CNJRVTypUTUL2r+mUqds0dm/Y5PwrgY7XCmKuyX3OdMQ2NbfI50wwtyRnJSgNptuL95R7rEyvta1ff5aDtBmkDtGMMtIWR2k+G2P6MyK+5tHvH7773HO+cNWikGf+Dl4ZYfX79kN/U4Ku43GaUjN13ixzeGx3vFdecISWGVpakFLLfWs6nFgKrDkhJYVUBrUnhAZWmdbEySMWICVgv1H6IlZk1bGVbOcVY3rCrDdhzpppEhJQ79JBbm2aNVoNKJ2uQi7BbPFa0irRWR4LxIm9LCnNMJuOB4WZ2ClRmU38kTKsBlFtpnjrvkzAzQpMxacGqR3r9+nIKj5bV4HbT8ZUHM3IwQS77S6U5/Non7tNLHl/lQCmorLNp5HXibSEyZIUA/aYZoGIORNubZxE0pnBGQXWnpygE5h9tJlTJoQvc9Wg1Y3XBWn3HRanIamMJBzNpiIhTtTszSCt55tXQHWS1MY0gwTNAlSxxlLGiVWNWJlROzx8aedLZxLPOcRjS8KiS+A2xmIK2kyyeBEBe8mZU5CVcn5aNGS7RF5XoAsmERbk9F0IyX33cmYw0YE5Zaq9dZPJk0jCkR0kiMgcMwsO13/OBpRdusebA54ysXV3zt3re4WK2I0dP5Gw7DVhib5Ekx4HVa4hKEyJZGFlkHg3QR6xoDhDjS+wM3fWbv5Zw4nVEq4LRmo0VqURnH2n5xF/uXCsiE9IQw3qOfMlaHUjOXgeCTdEeMi1175rIGn6RjIuXEFBKoxInJLs5OuNK2nZwoyQEyWkBMFo3MjAkSxbHxpGUxoYrTYkaR2E+J/SQnbl1bHm4cu0nx/JB40Sme7TNtBY/WNVebhnVt0UoRYqb3gc4nhlgW3jI65hZGZxRWa3QRvgnNGhinzDblUuNeg5bsly5IAF7Ixf2RRGXBqkDtEldt4qJVtKZBkYs9e0mE1cf8maO5m9Q3Z8bkFUE/cxePDFxVFhDNbMuNgpQkeVUARGGZ5KfybLKUzCDLKielnllkPAcRYsW1klmonBHDJgktTHNK8QxMioJ/BmQCVgCVyoQz+yiUiaP4uRjjQClSOAaqaSTf5NDfMIyHRZhslOhgMonrwye8PDxGa4WmYj9FRu+Z0ohSCZLHx4xF83BjOa89l+3I892PeXITiGmi854uiG24M2JMdzNA72EIco4ereHtdfncC70uE5yszCkdtU9zQGHOZmH/rIHGZJRWpGRIWaO0Y2UslXOsq4bKaA7jwOPtQOc9h3EgpoRSHqcilY3YspOcmTKlJBCSkx2r0VIKm/zRXO104p6PmTWZd6SRwtAkMPYuu1iip9Dm7kL0prLQaWEyFwC1uNSevM9Xj5+1xPTa7+Wj+mtmnLRiKaONUUrAEhYp523l5P4v/jjyX8fCrj4pHMc7j7m7mZl/LpswrVlXsK4y0g0aABF/J44dUeJdI2aMABdtYFPLJu3gNYdJxrvWPbtpQG0Vq8qycmciLtYDGk9tijr75IRKCnthJJV0nsasGHwU2UC0jEHjg2KrNY2BxkYqK517toDxWUh+CqRn5uxNwIacoHSE5ajLZ5ePHWOvghpKuYu7oGYGL3MJ0RT2aAHdhcX0UQwftQZnI85qHIEGsXOQdczjkyJFiBxIacu2+4RvHz7gu08c66rmolnxYHPBpl5TuzWkXKILRPcyho6Uj8DIp1Hm05wxyjDEgf0Q+HinGYMiZ7l2bOk6czbhrLAxRgUa/eYg1V/E8aUCMimCTx8BMHKk8bSejZFmblAQeJFPURmhxyOWULQyilQujDLwjLhUzrslETppcjaEbKQDI2eMEoV9iIkxKnyUqzPljFZJ8i9yJiuZsNkHFJqzxnC/VbTW8uSgeNEpbnrP/c7ya1cr7jUtlTNUznBfSyjlGBK7IXA7ThymQDdKHVmVVOJKz10gmcqK4+sQJmIUJ1RjFJfGMoYiwFLSVWDLV2cTSiW6CSY9LANlQWxQyj13GRSrxeZaLLDNkusxp7NqbRdWJ+VMCCWFtdhcKx2RS6tMUnNeSCkDGWUlp6ps0796/7dLRsj8mkc3S1DlXM1pw1IOSskTo8QByEKeMMtkcrosnTpZynOnlPBpQilFVcS5uehhUopLt9JueMHgD+ScMEpjTUPrWhonVHgGrLHE7Ljue3bDSMyRykCMCZ8cGcumWvHo/JzW6cUHJ+XMdR8YQ4CcqR2AZTcpdiPsJ8Vh0uQsf43RikpnGpdxupR7ptnVVlpcY9KQzXLNNDazqQ0JTYiamC3a1KxtQ20Nq8qic+R23PPcd/RjzxgDWiUq47H2pDz0U8btfF/Kr5iLzYtBGccpyY4TYN9LOJ818jiLsCvzUmnKjna+XE9f59XXhbtsy9yKvBi4/RQA86bn+rRjfo15Z504Aquci2dVKrdH+fvWlQg792NmPxkOk+ZmUKxc4LyO1PazmKCFP1r+nV1crbYoZYtLsy4l1TI+l/eayVnGjeRL5WPbbE5FayJAP5fl4Ahf8rIS37nttONx2XgUdrRCxjLSZt956KM0cgBMoaGynrM6saoCFw0cJsd2gN4btFH0XeQZEas0ratYVzVWRbTy5CzxH1rLZrYqIqicKWx0prVwCfgkjSBD1IQonXn70eCClJ4qM4to73bEaQUqHs36Ts/PEnU2f7nTYqyWENDllldAzSxin0FNLl1SiuIdxPG6nQHOKaM4espGC4wTcTxaPm1HJscCHtMkYx6IcWI/HOimLU92T6mtfKaXqzUr1+KMQysLOhKDdJ6GFJbNXEqRg9/LRr2XkuKcKO6TUKKV1ly0jhUVdRb297JqftqF/bkeXyogc1qjPqWYAUKgDL5TpiSQMShEG1HZitZaQeURppDIjDTWU2spXygjNdsQpQ1QI0LZlBRkEWwak6mcps0CanxSjMUrI6aIKd4HjU3FyCvRhcgYRZz5oFWcVYbeWwY/8KPnW/rzmnfO1lTWMYVUFt9Ma6Bdg9qI+Fds4EUbNJt9SVtvpnGwcnGGcoQkCcfndUSrJLZGpTS20Kcnn28s3g/iJFk+88K/LPkdyiw5HXei5jELo3EUk4pupa3OpN3bNtSupXXnbOpz2vqcyq0wyhLSwOB7fOiLX8xAKKZ49zaPCoUrIGXxiykR9WIfP3NF8p81Nc6UGHllsabCmQqna6ytcbpaQJPSR/+cbtoy+gNGO87rK6yr8XFkP1yXNueabtry4xffRmz6xeH2snmLBxdfZeXOGf2BpDKr+oznu8CffvwRz3fSQt1YzxQDvTc0ruXXH7zD1+6tCbFnCAcG37EdJj7ZRaYopaLaajpv2Q3wrIfrTmh70DijWFfQqkjtwKjI3ifpDEnS5TGV+vnaZTY1PFhrzmqDT5aYKiI1xq65rBsqk6j0QKLn5eGaftrT+YGcJ1wpEZmT7o95H56QRXoeowvIKKzKbDw5ownNsaw0iXNCAcKFUS3sjs9iwPZqPs+nHTOIOF0uXttNv/I7PyvTkk/+hnnXvJjklZ25UfJhhIjMC0DOGq0iTgvoDEkzRAVZ4TQ0LnFZOk26ybGdLCE5bifHPbfiK2cbLlf1EjOSiyvz3LESYkkzzrmUnaei4xpLKreM4RAmfJ6ZFdmsSX6Xeu0zyIUlFZbPMHfuzSBJNhMGkhJwZEzRE8omRjpcIKsjda20bE7UjFxRnLUKhUGVOstfefer3HZ7hrBnCiO19Wwqz9UKxhDYjprbQdMFR8iZ3SjXV6U167ph5aRFP0xicqkpeh6tSsdapjWBpsrCwJjMJpVojQghO2KCPlgOU8QZRWUiTmeszUtn0XzhzF1w8/WVwt1rTf7u+drNZV6VvzUBKaaFlXwTqFEUv58yjhLSki7gMh+908r/M7DPGbwHr4Cc0Ko0myxCoFKOS5lgJCTWx0yfItth4nFO2BvPpuq5WjXcaxtWlYioFYrK1mhl6Kc910PPd544nhwcu8EyBlXsSSKbWnFZG86bFqsNCkvtat7arDlz1d2B+gs8vlRA5nfe+1v8+OWB7fTnDMNzjElLnfHUCO/0yMhinvPAOLHYoeUk5Y6MYfCaEUttorAUhcWxJhJjLrkxUo7wKpKTaGaMUoXF0FTa4I0iJUfClUU3onTEkklBMSVNn6AyCaMCKxfwUROz5vmuZz/cclFbrtY1tXXSsRRzacmWP63WGecyayeakUAkBhaNh1byFyqVi4jzWAjKWYlb58nOcaYyM9JmvdjCTJLM2jqDBpx2VK4tIZSyfMXiKBljYEplOSsR8nBkWoqjjJR50kjnt7w8zDbZcuIMpghvrdhyqwpb2vPmlsA4B7goSodRjS46HxH0SnDh/LsCsmTgzkr7WROTEUV+wEMUxuYw3OLjhNGGVX3ObnrJ2HXCupCxyvHy8AnX3WN8nNAoVvUZm/qKi/VDptBxGK7RWuPMiv/zk8d8eL0lpsB5rVlVYuMfk+Xt83t88+oetQ3cdB8z+gP9tOfpfuCmn5gi1NaCbtmPgeshcd3B9QA5KZzV1EaV/KCEM6KLGnMWD5ekCdmQsuK8zlw2mbfOai6amj5I91FMioymsRmVXxBDx2HquTog7ZsAACAASURBVE4S05CiUORrd9x5zsNrvm7CPBHlo0GcLtfWVFiW0qF5pxy0TMxZ7AhsyqiTNtoZCJU4mAUszRN1mZ/lui7VhNOU5M9iWIz5jEydkw2RQgBLTJRUcHGulbKDkhKJAqc1lYXGKta1orKWmA0+GpK4T8nu1FqctoScmXyZn0gYE3lwlnhLwW6Al33g5X7Hy8OO81pz1YrbuEaL4LIAlpT80QRyLtmezIALZ7IgSY5jrzxQGEkri6ERvyGrKoyxIvYs43IuD88M0DKeSuk5FZE8RWM2F41zjqQwd/FlTktAp12JIR44bysueUAkMI49U+zwBZRdrSM+RgYf2I9w02vGXDEEw8sOngQJSV1VmdrkEtsh78uo0r2oZLPaushlE2X82EzlctGJwBgT2gjj2QfLQMbFhCsMjVGy9oQ8MyTF8LKkXc/ARGu5cFO5aAtPvYwTbUQ/J2n00hV0uo7NOptZP2WBXET78r+Gsuk1qoAmTjb95as0IwiwVCjqYvdgjaZGEZK0Wockn0HKEzFlfNA8vjH85Fo0m2e15bKtqK3kGr7sMi97WFWJr1hP3ChChpSF4V65msppajPiDJw1isb2eP+S790k3ntw9Rkj9fM5vlRAZtd/wsXac7G+Ygz3uR3hps+ENKLVLZXd4/DL4+ea9Dxm50MoOxF2phyWSeowQio+M40V6leTaZwqzEumApLKcuJRqCRdM6LZUeKAmeSKE6DjIEeoIiFnfDHtU6rQ5kSpEZfe6v3k6UOP01AZhTES/me1GBxFQqF+ZWq3ZKyFAs+IKHJMi/5ALSDFkMtA9skweEUfoZ8U+0HRBc3kLYcgg7LSCesUZ7XmaqV460xzBVTW0NiV0MNKVhllDAaLc8J0qBJ2lkiEMIrCvThOznXWlGKZ/GZ1zbGOXM7S8v1H198VwbM2BbQUZmjO+kBjjOwyRMSrjl8xpRtgbjCf7bRlxCu0aIn8npyiiHXNisO4ZQqddCspTYyB6+4TumlLShGnK87aK87bKzbNJUPoSTGgtWU3BP7psx9zGEcyivutorKB/aBoqob3Li653yqm8IRt3zHFgX4aeLIL9BOEbGhdTVaR3TDysoMXHUxJzPbqWgDMyokRXsqRKYh5mVj4i2D7slU82hjeWq9oq4ZuCmzHwBiuiWnAmoBiJAYPyI50/viNolxXJ+OG48QKctqcekXbMrMU+chSLACorF+plFcsSDvRCUCal7TKcIx8ycfXzhw7kNRpSetnpVXKscQIKF5DPYuOI0kXWCoIyWjEY8eoUpJRhCTXk0GAzeANU9AM1tBmzcZZ7q+k9BqSYggw+syUpX3eGVnhYkrEmDjEiCJgdOStVSDkxBRkLFx3me0gItk5uE86/ORa1yUIU5VxLotpycIpjKrVBqUtc3IxZQwu3iALozXbz0NMXgA/ItLVS6mqsLJFCG+Klm0ODVQotHGiH4SFqQkpiEg0T0xRXLmnMC0ncgoDSmWcqdm0l2juE7JnP9wSUo/Vntokzht45yISfMeYMp3XDMGxHTXb0bL3mkpbnFWQMl1pURYALnPXjxBd42XrebgOnDeSAm8NDCGxn+SqdBqmaIhRNIbKADkt7dOnMbAxy2KukcEwRy3MIFwjzM2MxpUqrIwCu/Rjyyb2FNTMY+Fu+SmJ5AKxFiAdNVlmHptlwypNR7K59TEdNTvlugZFZRTRZWkBz7lsIMMyF+ekedF1pTyVmILDJ8PopUxlNbROyta1VWgdUWQq23DebKit4yc3HR/d7LHZwK9i+/VZ+wBlBOlPvqetBh6uA9ti7bybLumzlAhaN2BND3SIoub1Vq8Y5aKyIG1lFuYwrpSE8oZjt4WisBdJ/DeUEhGtJPMWnY0WvULKamE5jBJ/mEoBLhcXYNEsqDJFZ3OiXC+T/ZTBJI8PR4W7ViVo7NQucjk0BiVqyLJs+2SISTMljU8OhRGnVpCJyHiaOoCOaJ2oqrxYj1uTaXTCh8yTreX6YGmrzNVa860H7/DNB9/i3vpdardCKS0TXpwYQ88UeqY4LOUg+ZqYE1OFDRLH15AE5OQ8AzBRU8+dLG9dfF2+yTPYycv38zF72KiUZUCXz19chObjyAnPYuSEhJmBwpkaZxtp9fQdOUt+bDduue2f40OHUopVfc5l8xb3z97FmZrB7zDKEFD8+EXHj28O9CGzrlrePYM+BAZf8+Dsgoebhsb2jH4vAYi+5/HtxLNOM/oWY2rOGxHUPb6BpwfLbpISnrOZ2iVaG7B6IidPF2YfGI3WmtoqLhrFu2eOq/UKBdx0O3bjE6boIY8YJWqHWaP4Jrv2hWjJ3LnMZmHsq1fe7IGxPO44H8t1nU4Y03nHegJElGLJ/pkftgTWqeMG/i/bOXRCIJEpf3thVsSl1qINNMqQsULRk5k8+JSKzkWjlcNoR2VEWxEJ0kyQRWR+iCP9lNlpjbOZps7U5NJJlYWjzJRuy3zyzsr7StJjZZWhrg0hJYaQmCL0pUtxXWtqY6m1xlhJGjbGYbXD2gqnK+nYK4xJLBb1C5uCzAEGKQ9rdRTO3znBWU6CsDECZmZn60xe2nYE2JSk5Fn3pgzWVujSURlLYGs0MvmqDPsh8Z3nPQA/2n6Fxuyp1EBlB7TaYrWYNDbVGnKLDxNj7AhpImVwDioy6zojcz3LZzsGASAhWVJyxKwZAnSTGLRNwTBGuB0qnu1rnEm8fTZytYrUJnLZCDtz0xkOYc45ylgTWRloq0BlhLk8Cs3zkfxSqrCXIrpVmmP7fxlL84YzAtFLdpXi2DE1WxTwylicmRptZQ2b148loZwTNlQtwxGVjrYDuYAfv5QSKV1Q8tMUyiZTCaOftKx1M+NTOWlCCC4U92eHVWtibgkp47TirLWsrcGHgW8/v+a6T/Q+cVG5n2cI/1zHlwrI3PbPSGpCa0NtW9bVBdpY7q8VMQcOU8ezXcdNP3GYDLBBs6F2mkopNCPQk+gAjzFvtuyM0rgD3GFjpaUTQOeFGncmLwryuaPplIIPSeExEGRHNzu4kmUyiwjo0SotAi9B8+X5ysU6b5gimaiytOGhIIupm9YGYzQGK2JcLEo7KmSHsMkQUha7+DQWK/vIRSVATEzcxC14isWpM0ly+N4bQi+TtVOKp7uOn1z/gH/88Ye8d3HB2+fnOGM5rbQbU2GNK5Oj4ZiGmovHyTzpGaxxVKaV9OXye7ZoWAD+xrf+9Teep1w+lKUeT6Gzk3QXyfcCoAQkRRJxYYN6v2M3XJNzonVnOFMzxp5uuEW5DT4NXO+fsB9e4tOE1TWr5pKr9Xtctg8IaeIw3DCGiZf9yOPbkeedJ6N596JmbUe6kHE4ztqai3rHOD2l7z2HaeQQAs920AWJ1LhsJ2p74DBmdpMwAVet4q1Nkmwxk6hsoNIlP6rQEloLg9EYqB1YFIHAi0O8A1Jm7KsKrf2qY+2bNGhzqXHZsKtjGadUEpcS5fz45bnK4xYwVO7TZbJVr76eOpIjr3qpnO5M/yJHPv3+5IeYYYqKkCw5l8iRwoI6UzrmCvBea8PaIGWiJKN28hNzYIbVUCloTbqzM58XkywNavQIK2FKzImUziTDJmUBLizievk+ItdB7QznjSGRuR0i3RTYjYmDEnPMNZFs4iJSN96gdQE12hargBWuqdElaX0uZ8wr7JySPDOfM/sC0s2Yl5PM4hKrEdptZld9GAAl3Y4loHXW8AgonT2OKqypGYPlTz/uebwTJv1lp0E9QpGxuqPSHUbtcVqATa00tbNYc4EzE5PviXlE+PFZ2i42GdISDgUiAGMB1YqMJWWDjyNDiPReTFJ9FDuPpztFXSnut4mVTWwuPDEp9qPmea9Jk2OvwQ4ScrmpIq1N1Fa6AI/uwnnJtFrYxfkSKcBnHlszUWzzce6PUa4dAZ0ieF/E9adMKMfuqtPOp3lNKpjqWLota5Qu11dKkruky9iQ589Lh12McwfwkRmVdS6BVhgFzmbWKqCVx6gtVjesqjWVrfhkO/HRdmSIgZgyq8rRul9RIDP5nmykrWj0A0ZtMcYKitQVlW34xtUjtJIcmk92HU/3I/uxKNlVRVud0xiFVYmcRozpyWkg5oGYpRfqjl318s/xupmdlS3ShbFMWKcX0Fx7JjOlwBis1OSVpjbiYlobqdfmnGQHpoSqdEpoQj1P9BlS1iXtVICPD4ohKoag2Y+aEKUDxlkJyltXibUbi/pejNGMzrRKED9OLkdfVOw+2WVhCykTs6LzmcEryEE6XYxoMayRjq5tr/DxBY+3lk3VcN40rFxVxLPSBq3nLiRtCkipqWxLY1qsqajtmsauqGyDMdK1JNT1Z69aqux2yCLsy8UwMJXFRsBMATEn3UspJw7jDd24BWBdX6KV5TBt6cctY+jpJ2FhplIKs6ZmU19w3j5AK83z/U/ofcd26DmMnv0UGILisjGcVRFFZAgZh3z2pMiLfcCnSMwRH2QhrY1ibaU1kZwZE9RG8/+R9167smTbmd43XZjMXGa7qjqWFKl2arHVECBdCUK/qB5CL9A3uhAgCEKrQYot0Pc5p+w2y2RmREw3dDFmROauY1gssg8KUABVa++9XGaYOcf4x2/8AC9HRcasUdm1X6cBa0tnrmbnV/fsoiDfrx8tGqOUFo961bmtCMqKUggX6bOxVwRfo0TW1QfFmKvPtUV6/T65+rf1+VkDCte6ZkVc/rEmcN9evK+hfFhJwLoDOGtxpjBaAVJ7hrWEKlURvwxblEj+tX7HcmkmFWHduGaihYn6JisPzxiaWVk7d7MGLgbvNHrCO4JX68HYrP9L1XY5tY03VsNiPcF7Xu0Cn95aPpwrD1PiKQqnBDcDvBiUZFlqotZMrIkFMDxt4+DN7KwpBW1rGNYdtbQU+C2qxJiG2ugYq/XoyntpwUOrhf3qPdIG70ArkkyTnzW7hShn3p+f+eu3Ex+mwstBz/+Pb95SxJKKJRWnHmHcspQBiRFnzroGmRU5HnF+JBCBGdoI7II/fOvKGbBO2tcleg+H3gKFnBOp8VlKE3IsVUhF6INh6ApjV3h9MMQSOc6GU1Zy8zl55iTKtXGa4bfKvp3eBhvny5oLR2tFKs1a7KxoB1eICfq1S4ZzpTW+uoeE9rOa/58e5jJ6KivS035ubu9v45LZSrAW5xwWQ65FZeuNCG4NpHo5m95e/I80dwuMWLIRqM1iw0orwSfmcqaKY0mG0TuCdVgTMNby6c0ahPFf/vhBFTJPSwSbGUKg8+oVojIwQ5WZXBNzPAF6Y7waDa9G4RgLH04T5zRTa2Yqujk4J7h1RUc3XCtCIVObBbyjbhj8utGX0mb/fOwhUErztBAQ2xZzB72BW8mbKmgtdHJl84dxRjQoTcBIK1YKxGJJVeFRXYwdt4Plfuz5ZOcopbDkRGpjnVwrqRhOM5wW7bL0RjeNa+PpQscYPIPTFOXcAsRKrcSS2HeZuxqpRWf0uSE0BWmbmGFOwnExyMloxLybuRnhfrS82o1KWA6BVRS6zuRTmYlp4vjti2sU8LaNoOtbNwnwH3/x71kTXJGW1SRX4WawLcLXCNpvPoSlTJSSMMbRh5Gn6d02CovpzJIjSzoqcdJA17rZ3u9Y8pnH81uOy8ScI6kKU4sEuO0tg5+pUklV2uhEX+eUW+RE28wU4Bf6IASrCpdUDEuT/+jmXhpPS++TQituraon1gXx+v77Tcf6NaldxyyGjY8kaDHdTqF6tlglRBq1J3CmjTob2dUYs/376uGSCq2zWz1rFHFR065L0XLtyfGPOdbiYd2ygI/GUqZqM7Cio96CkuBhpcJur8np59bbRs+FQYppBGLNEGoDMX3uG/8ttEwZQUgV5lyYk6j7bLWUqvJ235yWg1cZ7DkWzrNyn5yp7Hs18rztO+4CYCtLrJyaLW0FzilBSkxxUsPDYPnxjeGUKs9z4WkSzgvsguNudATrqTUjkskUalw20vt6pozVJHvTVIigXkgG29KQL2in8mYUCV5jZBUFrZvYoNlFbtXxr0ef6DWJRXicMs4UPruxDM0cbXQfsDZg6bFOkeVYHLl0SO2Z5YY5TUx5wrBgTKEuBmsGhBsg4+2Z3s4Em1SFatar+tsOvR+8VzRTv1b/7bJWy1bQeid0DnadUEvkmBzvTnAuPRKhErDU5mCsKI2awtXmxt4wN2vb2m+UIE0r6O3lWVxPnW9O2LnAUpVwfjwbsugaP4bcEKHLMwYrobg13VVVgCU31EUsRYTUSJuGrER0B8b4Ztaq+5KqUC8qqc622Ip2bqVIszF1ShKulrlUTFGuFQK7LmMtDC4wdu0B/T0dP6hC5mb4I475G87LkeflGUPCkjEtWRiU4wKCEVG41lS1qneGO6sQbqoKH+ZsidIgWKfOheICg+24Gz3eGU4xc1qeKeWMMTMiM4VEKY1A4y5cg+sEXNM+ty0ZV4v+1qnC5kZa26aRi+GUHcfF8xw9D5Pl3blXSZtPHHzhbsjcDWdu+9oC+yw3nWYE6U1XWw6KMCd1P16Kaa6QFWMWLIngDH2wjN4yBMe+94xBZZ65CFEyp2WiSkJqIaWCBkOu0K2g3hOVVC1vTyfenWY+9z03w8jtfuDN7oYf3xwYQlAyoHV40562Uimm6EJb2xioyannFDcJ6PP0sJ3ETTYudtuldHbf/GXa+dVFQOXwm4KiClN6JpeEdQZvek7LI0uaSGWhlIVYIkVSe48aYxB8j7Oec3pmimemNlZIWfNmOmcJvuKJLGpghHNGOyIgJc2HUdtwh4gjuMKu04r3YYZzVPmjMZlgKmOni6W/JgpeIRm/qYC5XqoNbHOalK9n52oLv4112lqyIilY6KjbmKewFin6OnZBOWNrwZivEBdvBXtF7r2W+H/XwmUzuftW8/BrX/f3yJLkWx9XZGhDoLjwB9SS8HIuQPlOOTtKQxadNYTGQRLU9buUSpImzbWqALl1jpteiZCpCHPNxKTj2tLSwA2WXTDc9FrMplooFR7PwtOkhMveWYbg2QVFdHKtOKOGjrEIi6jpmHrtWF7sNK9rTsIpqvJm9JZDHxhCRzAGcbUpY3J7jhWlLBQ0iEqfpUzzVmr8GZoHDNCeyaLWCOZy0px1OKOoanA9zvjtpFeac3abJx6XzNtT5HnJ7Ds1m/zlk46WvniOBLeAnBE6rOnY9YHed/Sd59Y4rD0g3JJL5RxnYjkS00KsiSKWqdzyNN9TKIz2xBgmOpfVM8y0vQFVMiqB+/r+/Pgpskbvae+Aq0nIFqkR1ITuboAln3meLU9LIFbHOVpOiyd4HU+NQZGaaNXTSrmXBmMrBo9FeYFemqrpCsWhPZsa6Kky+4M3JBHmYliS4XlRpKO3iV0Hna2aFN6u0ooO9W5tTCop632pD7Elp4JbT0Y1lHXciGlFD9vaYJsjs7X6ejur56tWUbfvcCH2l6LZWxZLrcJpXuht5Pd1/KAKmW8e/w+WeiYXNc6KoifYO9s2nbXbW30OLM51uLJmRzh637GzHmMsx+g4F9uIfJbJGAZvEA/vp4RIZdcZXu52LDlwnEcqgquJ4mYyM1IyEMHV317QtOOacLVuBNcEX+0chfshcTcUqiSVxJVjU6VAljbTLIYp0xKLtXzzxtKFns4HLEo87js1HxIaElAa6Q9VZcwJlmSpZ0ORdX5tGb1j6AI3/QsOgyHnhVPMvJ8Kb4+V90fhGIW5LX6D1w6k98LOZ8bumf3xzFfDI3/7TmWjd0Pg0AeCVXdHY1wjVyqGappPxipl3Iq8tghWU9qf11FS1hFIzayRAnDJo9qIwaydY1bTTWdxxVNFM5RKXfk0eaMGe+MIvqf3e7zriCVxnE4Uikrmawcm4CwMfgaEc3IY02mWVobnzOaFU4qlYumsMA6F3hsep8JprmAquyD0gyoirjuq9T65thdYN/F1BLTC0Tpq0sTrSiXHZsq43nxoEcI6+qEZ5RWLaQ6/q6V/pRU2pqn3rm/k9fXYSxF/tdZe/7rvdHzXAL/fJZe+PrYiZn22uMz110+KsElkNU/+cu8ZMt5ACEl786YEqwJTMprT5Y0qlaphqXmlmKprlbe45tsRBAjqqByzYclwKurMrCNCXaO8tQSrVgunWHmsTTHpK0MIjKHnputwXpuVc0zMtfC8VHKFwQd2nePlIZBy5WEpvJ8rH2bDYQh8su+4H3v69twZDGL0WSktGTmVqAhOewYKyp9RLl5tJns93mhicmcH/XtTSq1nz7bQIOc8znZ4G9RY0gU+f5z4i4ev+eo88ckhYI3wf3/xxClqIfPV8SW7MDH4Be9mRCaeZ8c5e+bS4Qj03jM0jsVNP3IzvKA79CBn5vhIzAtRdDR1jG/4eqqU+kxvnzh0E4NPbcql/l8xGZJkjXHxqtjUeAP5rffxSrK9PoYAt0Pls7KQMhwzHJfAXCxLMdSkkvvRV6zL2GZcKVVHyBnBiiHh1Wg11w353Lxi2shWVYXCYA17gdJrsbzkSiyGp9ki1eNcZgg0fh0XJNc0Tp2HWoQkQsxQq6W0AmtVxqbsEFbkveJ9U8u1UarGuqxJ2MqFsiv52bf1ya8IlxbTunb9pvn3f5njB1XIrCfHOehpAKAIpRTOqfDubHg/9RznANYS2sXufcKZjDO12fyLBohZaaSqlaK3Qiar6ZMWSd6qZ0zvaA9pAclX7P0eUzOpVdldI5iti3BFGx74GKGxDX53cmGRt1eBMesiomSrsVuhwUIpjlybzK9AKpZYhCSVuBR8ihrs5wNIoKD+BBiDcwLSU0sjImeILedJbfwLsejvNhQwEWccndfFtAuZn94VfnQTeVqEKQpPS+UUHafF8e5sSMWRq5qb7XzldnC82sEnN5U3h8iLnfrgeFtwpjS41WzFx3oW1vPxcP7qaqFsn2uVn+ZQKX/IoeRiZ/xFHtqKopQXjDF0fqT3O6Z8Yl6eNTBNEjFPWmg4x6675X73Ca/2PyXWzN+9+5Kn6QNT7ijmhuBuWIrg6jtu+mftwPJAajbrtWaKLK1T92As3iU6p4toKcJpVvv+Yc/24G/X/2qz3preqwLmMsbRj2aNWDDKqUgV9YlphGBjWjAkwmobnpt9e+/kI4LiOm66kBUv9+tWILT71nCZzf9DQeLfVbz81u+5QmF+G1IDH7/m9fVZ+bjAWb1p1rEJppnEoecUafdaG68Yk3XchCNWj62mkS8beV9fofIRsgFq2/DBW0cwBt/pJvbCqAXDVIRztExJE81pnBolv4OxQq6FY4wcY+JhmgjeMYTAoQsc3EAZhSkWzinzNCee5pnOG/ad5XbwnGPlHCf+djkzBMfLnedu8PReE9wx6uHkncc5r95KeSa20XKhQHOpttWQTSJbjyuJhWmTX18sEZpRXjuX9qo5eXdK/NW7hcel8qObEWsLf/H1EYvwrz/dAfDf/+xf8rwIz8tMzg8488jQTQwhk2vknCpPM/zq2VFrQshgznTWtIJvz6674RAmgl246RdejhZj7lnKZ5zjxHN6jzNPDG7GWXVPduKJ2fLNk+VY9ObwrnLTJW6GyuBa7IeR33nvGtNGVB5G4M0htTUazslySpYpGqJzBKujIE0Wr+35F61WWJsSq9lvRQhyQfOb2A5K3RDPIVRtxKWiHMGLems1ntS08QulwYiiTR4YvRrelQxLbcYYYuiCFlu5WKLpKNlsytbOgrWWUiFmRd+a/ZRGs5hKsCp0qc1MzyKbyuv3dfygCpne/Yzj9Bd4XzfWtTNKvu083I/CH9zPVOZG2FLH37lAipbU2Pq2rWoVlaE2CX27QQSpllRE7aGLFktYYUEI9bLhCErEK2KJ2TDnwHN0nGLHKQW8ddz1wpvDzL6b6V3Em3zpZNfO21wtvlw1nSs03zrulTBWTMEWJQR6KwyutFm+PmGlaHdTs2r39qFj1x2odKQq6lnRYhbmbDlny9NkiStpkUIs6h6bM2p2J0khZ7EInuAsvSvsQmH0iZdjwtuM4SLVWx0padepFMuXz5a3J11I74YDr3YHbocBrGfsPLvQM/rA2F0q9n/22f+wWas7s7oKWxCF/U2DB3RDVaO72giLSzpxTs+ICPvuFmMs70+fU8qCUBAj5JwwWA7DLfv+nrvdG3b9S37x4R1fPH7OkmdydRy6F0xFSOkrevOEd5H3k3baBiGYorwWn/GuzZOlfDRqaXxvzSCCbaRx/UwrWtbOm9WFJlc4R51bl8ZDCXa9X5RDkZOqLjb9hmHjv9TGKrRG5b9jaAqIdv9dH2b1cFnv8wZnfDs87+o2/U7HdylevmuP9l24QfBx47D+5VqJdZ2avX5eR2eXatJi1UjMCIbMmjkkWHWXzrphW2c2XAcgSybnVRCszZC3phWqam0wjBYzwFIN52Q5R8hZ865EdMRjzICzhqVU5lo5xsL7k+BsYgyeQ9/xercD43meE8eU+eak13/sPPejZS7Kn/nFo+Hd2fFqZ3g5ejWBq3Ub4yKC9wO9OWxSbmscWXScrtb26l2kRV9tMmhVJuamdNLva07oxvDlc+Iv3008TonXh54pTvzNh4VUhJ/fDerXBHx1fMcY9rze3dJ1r1ts0Qn4QMrvKGUis1BKZM49x2XkOVrmXMmSOC2RU4RvxJJloLOJ3i84cwJj8MaR5Q6RN/ThyOgeGNyZzi0MoWiQcDGckuWbo+UXDyNLsXirgZh3Q2bceC/gXCUY2Tgsv+nwbTQ1dpX7ogiaGiterY/rCNlcUEQl264dw+VzW3OzHnVVJzU+ilFxyPpzOqd7WBUtMkppDXlTKfk2Dl4RynUcFbMqlc4RYvZEUbQX8WA69sEwdIaYNTTWmYKzGougUwPAOjUkrPpn33LgjKnN++v3c/ygCpk3dzs+ffVvcNbxfE784vhL8vKIt+Wj7nGdKwYPNsAtyp2x2zK5rmo6A69FvU1ElNSkVMzLYrZC1ErUteSk8fHnpMXLOas7cCrK6l8yFCkYQpTf2QAAIABJREFUk4mlEmvhttOZd2ctg8/aBV8pQVbofkVmtq78qtDZpHpGmfcZ2Tj6AMboANM5A1aRKjWgSjxN5zZ+8wS3o/MjJnjujENwmJeWmDumZJmzY86RKS0qM5WMsOBsxZqCbd2DmoIpsjMVQ4pWjf1EYetSDQVLzp6KvnizjQANzk7su8TLXcfPXxz47HZkTqWhL56h6/V6Gt0wco6ti14l19+aM1yNFA2WJZ9JecFZz6F/wZImPkyfMy2nRuydyVWRmrG7Yd/fMoQD788Tf/7l/8NSHlmyMPhA5wyn+BVSz1izUGpt44FK7wu9la3b+agwaX8o2nRdxovmqlhoXVOqOpIyxtIH7daqqFGjflfBtPyYtf4oItopFWmRFer/46+URhvSY+A6gZp272yhiVxez5o/JHxcwPxDj38I8lJE3z9oUvHwG0QNlk7n9UTWO/93FTXXS+W3xwTX73WNSyiipOa161VkStPnN3nyNqjSsYvQbOlWJKvltn17t1khdS2NWleLyl6Drdx0wk3XzkNhI/9XMRgxiL2kxZtWmUk1PJ7hAYu3hi503PUddJa5qvneEgVnldhfamWOwl+fK7/0lheD58XOs/NqvqnRHuoFo2iiKghHv8f1HoPGDIgkDROURKmpqaT0Bpf1XFi1ZPibh8yffyW8Pw/89P6Ob46VP/t6odSOf/lJz//7Nm1ZS3/6xQO78B5rDFV6iowIezA37LoDt/7I7fjELjxx6GfuhrPyccxIqTsWcaSWB1SkNJJuRywdzqiyKZZJn9/oeBv3GHp2YeZ2OHETEsElXjj1Y8rVcpodT1Hzzb4+dYBw6ITBq4eKaU1DcLWpRBt/xFyew/VwzaOld2v+mRY0uWiD49saYiysnOkVOdyK/PXay4UcvHLoal3HpjoKrOJ0pFkagmuE2podazIOQ+cFa8qmflwRm95DL7DzEHNuxbaaOtZaeFoMb8+eKRlEAoMPDF4Ye+G2r4xByCWroskJq4fYnLUgMv4fsbD8A48fVCHzV2/fYryefGdhdB1m94YqwinOpHjC+6ydqq77XK9rdSPfrgtNwV2NgL59mGYrXrFkHFNUFUKyDiOGEBydt9xQcbYS7Eo+1s5cf4Yo+18Mqaqsb8o9T4uGapVSsa7SuTVKXmez1jbTspWfcFXMrIWsd9C1Ikvae83SyFaZRoilKUnU/M3kjGFW1ZX11KoBjLY9MlYMo9OMn9E5Sq9joipWx1lFu0V9CJXJH2slZs30SQViVSfkpVjmZDkny5QcpxRYiiMm/X37AYag46d9eOLV/sTPXvT8t5/t+eevPUs6A/DuNPF6P2Jdd4XKeNaASt/cfddrW2ricXqHwTCGPc71PJy/5On8jiWfNcm1KZeC7Rm6PUN3w5KELx7fMpUjOatx3M4b4ETMEVOjjnGa2iyEj/kstOtVysed03XDv1r2byQ4afJe0+7pXsPqaJvqOuZZka51QUtFWtyBvnPXFAveXoop4NeKlnVlrO1nrSX9ZvG/3fsff9y+9ep9/aZ+6vuMjEDP2fOWBKt/PiZ4ufv4PVQiFsdN94YXu0+pdeFp+cA5PpFlufDTvgOf5qP30Uj7K5/zMnYCjThpPxflEeh1VfS2iNoVKJUxELzfrOw7dzGf099U0baqbiMsZ5QzFox+vpS03QOpGlJTIpaqjuKmGf64BufpWFBVljlP5ObObQyMwek6KJVa9F4ZmueQAOeoz2nvPIN39M3fiVZoaaBqU2sZHdUq+Zf27KkysSLN/iC1j4Usha+Plc+fCjkJP7/zHBf46km47+Bndx1fnp8pVXi10wv3By92pJIRmUAeMea9rrnVM8WeX02Bv3sMwD17f+J+PHPTn+ndsT2LAWTEmoHOO4IVglUUvoqn1hcYK0hNLDWxpNwM8m55mu94mBcG98w+TOw7VVXdjZnDYJiz52EqHJfA42L4MFl2oTIGdWg+JbdJqhVJNTirPJd9iNwEthGuac+pd+ALFKdF/FLglIwqo9rXWECuipX1brLtBl55gIaGrqx7AoI3ma6DXQs7XrIhYomiCPmC4TRp87fmftnWDF2LDcYORoTbXkh1YUmqsIzZUgblbYmxWNEsqA9nw3sRnHMMrjKESrBrRIU+nN7+Dij1n/j4QRUyx5iZ50nnlNa2RbtZhxuD728AWEoh5RlrEr2Vi87+6rz91lN4tQnQUBx1URAOnS4ovaP5LGh5sPE3Vt8FZ0Fck7mpF8I5mZbPojnMwRt2vSMVy5QMT7HwzakiJrFzmV2fGawWN8GLvo/WYX+7mzcGcMoD6NE/D6wzycYBECUE1wKldduWiNm8bAxFNQqKCJCRqq85FstSPKUGinTMyXPOjnMOLFGYS/OmEc2NsaaqT0fIjAHuv7Xl5dred9bi8Jws7ybH3z5W/s9fTvyvfzbj7Xte7hSReY6fcDt2fLIPbWyk7qCxLGq4VZMSFqVSamKKj6SSMMao3D4dmdNJSb21kOqCEcHZAeMsU5x4e/yAkIklN+nkOqDR8Rqw5a21+nAjtq6bZ84XAi6mdVttcZqyYU4WayuD0y5I2TtWZ+9Ok3nXzUtTkmXzmRD0epfSlgHRlOu9V1XFRwThK7BqVXB+tKebq01cLqOWFYFp4NmlcDEXJOm3kR+/bwFT2zk6Jv3ZXVtxxk6RzS8eNSJj6CqbJJbCc/yaU/zAzfCSVzc/4RPzB+SaeZ7f8Xx6R7Tn7XdcozRX4NPvPMz2P7bzRHtucPXyMyRv51Y3j4ksjaNU9D73Luim1kzuDF1De1vh0ngJoEVE70Y673CmNr5VVjPLLEQRUuuKj9GSsnbXvnFUBm9xtnFHamrrVG2Fv+6gBoO3tikYlfA75UosmmoenK6rK3JoP3Lk+bjEtY2jtvlGmRVOMDxOiWNMDL7wYlBfKiOVH98aDr3heRZeD4afHAw/uQ/8L8A/f3VG7J5S9q0JS9S6kGpUVVYunFPgeTnwuNzzdw+FVGb23SOvhyP7YSHYR+CRVDrOaWApPWMwmvgeFnqnVhSD67nZD+08i3IJZUcuLzmXwhI/UOsj1ix0tuB7Xc9SqRyXwDcnVZSektoV3PWZvkmSc1OJpmo33yfB0NnET+8ybw6JXSg422IIRCcIvVGUdUlwijQXdy0qaJyW7R5u3xiudulS2MjAazFeGkJjW2Gy7zK1wrmRz03QdX71nakoiR30vbpvIUVqNLii8Zp9pdYOrjnJt9BaDDnD++ipJ1U99R6Cy4yuctd/z0Xjexw/qELmEApd8/bQC6nbseDonMGagiFp6nTnWLUKuehNukL7cFmYv32so2Klm6wsjQyStRPnArXrhnJ9wzTIbBs3O6R5NHTOEoslVnXUrVUopjAGeDlq3kYs6v1yTJ7TEnifUel0rtz2hfsh8XLM7Do1qNvk3K3LNg0iX9/Yityt71PaKVu78VLQNNxGGq0UnNHXXMXr4m0rvTP0PnM7VJCoZlFiFamp+rVFLFk6puR5mgsPU+J5MaRS0Fms4K12Lru+KuqExjoYLvPfUhXOzVXh0D8F/v1/+t/4H//wFV8+BO7G1er8ItdeU3xzLZo8jUqui1RSmljyrDPimiiNVe+so5aZOZ8RMrmRUtbgNcOaqH4ZPWQBU5uHkP1YnVZRiDgWmBbL+9nyOAdydezbtbvphSEo3JwLVGMxssrYYUmXTgqUY2QsG0fFGF1APlIxXFUppV4Kko+KlXb9r0nE0H7XWvRc/Zx1Xv6b+DPXx/ctXq6PORtiVj7RLlwKmUOvi7ezlaeoG/ft4NqzpxyVSuJx/orT8oHD8IqX+894dfgRd7s3zOnIaX5kWp6JboHmcrEaWK5oy28szNYmoR1rAbc9a1ye/fXzmAs5WiNP1E1Wn82Zmg3FqNLJbXk6bXfacKBMrYapGqbkMEa5aMENzdlZpdLJa7ZWQnetKWkeUywwJwDXeCo7Ou+VGyHC0vT1gmihRSDYjuC8NiINoR6CcOjgbrTsvMWY0tAnDW79tpP2ugAp0VPf93HJnKI+QLe9clhKLYzBsPNwSpnOwU0P9zvXaNIwp7f0/sjOjwzhjrEbEXMg5cIUNfss1WeEM9YMWHNDltdM8Q0Py8zT9EzO7+ntkcHH5utkOKeOh/PAlHu8rTib6d2EcxakU8TBa+jnmpvXjz/G238BnFjyl1h5oHcLhMxNn/jkoL5BD3Pgq2fHl889S4Z9X9h3RUc2tbJkNcxbskUI/OrZkgrc9wv/4pOZN/tI57QxVvsMFUIEryNLEb2uK4KzNVQNHU3l0pB8+5mUtmZtf1+fc7tmIim6m5pXTGdVOCFVkf2Kfn+yliVXrOh9viJL6+iss5C9ktaXoll+KixweFsRKzjRKcQxBr6pjtsw8D/9/zFrKVbPXE1zOY0YqTrGQa3Yy7rqOh0KBdvTebVJDm5AiuWr85Gn5URKZzyJ4OpHPgKrm+evHeu6c3XoX7VbKcI2e9S8Ji1Ogo0MzsCgv0DtGpSUqXCxYyma3TJ2jptBWHJlSoUpaje/ZOEUHd+cHG9Pldux8GYfG9FW3SPr2kU3JKC0HVi7qqv5vb3c9NbpDFRQ34sKWJPVZ8JArZrcOzXHRj3XBkzadnhjmuzb6m540wlvdlrQaVFSFdXJ+j7mYolJixW1xFY4VqwiDJ1l4/qsWrJ3p6/5j7985l99dstpsew7lQOaK8OtUjNz48SIFLIkTc2uuRE6C2tApSGQawUyuayoQ1OpiCjBuckC1mJBZ+B6zpzVczxnSBEeF3iOniyNgGyh85Uf3SZ6n+hdoQ9agKSi/j4CdA1ly62LWhcm7XxkC0cUe/VauKot5PJh3WzX4va6aBGA2sYiV/++crHWDdh8h5H1xwvl+mq+j4zSc4qWmCPBGXYt48vZfv1NdL5gROicMGfLh6nSe8Oh72jvBhCyRB6mLznO77gbP+P1zY8Zdp+y7+6Z0zPn+MwUjxpcSkKo6nTaCJelKqnS2ct5vD7HrU/YMIlrpZZK3VuOzreRLRrMb9B7WXQ8WItuUJjcjPaW33BO9X6I2RJzABwGrzJt5xm7Sl8rqRRcZ0hOnxYlaJZG6I9MSe0UvHV03gMaLSB+RtBgwlj0dxqrqOs5BaYceI6Wm77n5c7zct8zusDm19Q2RE27Vp6P1EIsmb95f+Lr88ySM7e94YvnzOOs47IXO89XZ/WvebXz/Oi2I+bMN6cZgA/TGWfOKBfoK2DAu4F9f8MQesZw4OAqloi6dL/HmpFwc0vwn2LMf81SLOdl4XH6hjn+ipQ/cBgWXu4iqWQe5pEP04GHxWOJeJNwcwYCVGEImSEIzkYsTyTpiOVTrPkxh/DA4N4xhBO9ixy6xE0f+fmtIxNYsuFpEo4JcimtMBdViBbDlHWTL6LjmL/5MPKX7zt+fht5vc/seq20l+x5P+lo3lvoneBtbhQERXRXu4R15CRcEGFt1n69uCnaA2wybEH/rAiLJYv+zjW7zVs1O8w5X5S2RgOU25JPUE0JPU3OXQupVyfiuaHusTgdg5tKcEY9kb7HqvF9jx9UISPpgSJnXDCbPboRNZtWKXHjnVTQfr9i7RlEQwHtGrFuFBLNeKJkPLqQeQeuto2Dj5GMtXNVubYuYCJqBmTazzZruGR7yEXKVlTIBRlvXAQl51ljNtfIp0lhSNt2z8Gr6+s+CHe9aSFohlgMXzwHBu/Yh8zgK4def3gqhqX4ptc3zTOgdfEItknPQV+vN5ebffN7WgmrtVDNVh6qtLSRELfHxawPQCOTVasbg6t45+i8jq0kSJMD6rUrVcjiFMlpvBodOQFGp+6rdFMw/OfHhTk/8W9/8gKDYd87RApLWUh5YikTVYq6VZJJ+WKop/4yBmc6ICgJsOj50QK2fMQz2txnr+4Db7QLWSI8z1o0x2qbAkA2VO0SrbByJFTdsBTNVFJViJL91k3SuSukz1y6/evTvNYY13yp2m7O9XPrRrpmq6zo4vU04Jr8+11iAXQRtHR2bHN0TThOOTPXR75fETPyNC1UMruODZECTSLXl2pwtoOQMEXRvNXU8cMpM3aGXeipmvvLWtC8O/+Cx/kr7sdP+PT2D7kdXhJr5Lw8cJw/MMUjMS8USWSjY6HcrAhOUfleFpWkd064Htlp4XIpOA20gt82MrfOAdfn2xhasW7apqvfkATAt+uhlghuIwi3GwPa+8pAM7BDn71U199uoJXy++DJYuic1/OIuuemUps0VkdU6hPlAfWaMrbQu0otOnLNdYGqRX0pjiU5npfAu6PjMDh23rZ7QlRujXJnvAtUsfzqKfP1c2FOgdthx98+6N+9d7zZe/7D5wupGv7Vpzt++nLHhynxn746NZEFPMw/wnKicwvORIpMVFn4/PHElPcU2TGEPV3Yse8shy5z00XG8IHBP7Hvb/hk/ykvP/2MXfivWLLwMB358vHveH/6a6b4jjeHhSozVQJL3XNc7lhKJaYzIgtCVa+oElV9iDA6FXI8Lh1fpRcM/obeP3EIZ0a/0LmMNcrPfLl33FZPzI5YFKEavHJlQJugWHRkr9YZllMyfP40EFzm1S5z6At3trAPwjFZ3k6BD1OHMeo9XGpl8JU3u8TrfeTQV2201vGTuaCPqxpJ5dRXTft6B7VCR6h4qYxe71/BMiX9XWL0XiugRoLt+9Ylal1z1uKpc/rf6AuHrnBOiSl1HKOGGOeq3ja/r+MHVcjc7qCvOkOcEnz5BH/zoWcpI4cBdl1hcDq+6GyhcxVTBe8q3tY2zwVoWRLoYp8AjEoUEchoARFWQla7OMa2EyKwJTijEGv+DeRCYy8bos7WaV0MGKmbPNm1rlsHYGrzrp2zWogXMVSjUeu+E3ZNf6Up2rqIThG8r83yPjElQyqWYwrECqNXD4uegm+M+rUiF2lmRnJZtC2XEct1lxosFLumVzddl6uEashWq/GKEoRjhlKbnwkaeIcI3hmsq/QNivbW4KshVsEbx5SFVL3mPKH+C52rPEwTf/ZF5L/59I5YFBbNNZPy3IrKQMozVQq24S86SlJlSSylKSz0Qpn1fw0NWdn/a3yEoNe771TJcjrrefAOHJqpQlAC91JajEPb5PZeo+xLgWNSFdfQJJtbx3+FBK7KuBZds4091sL4Wjm0jTO5jIdK+3d79X223W9/3zj1+hBW5cKOwQ9411NrIteMAZa0kDj/+s3+nQ5PyoFTmnEWdpZm0hWaJZ1l13huwXakqilB3ll1aUUIRlUPU64sWTj0ls4O7UpnQJPD355+ycP0DbfjK14ffsaL3We82P2IKT7zNL/luDyR0qS+KS6SS2EIkItnzvAwWc5JIf5dKKpMa2qwbaSHlgzWyRbOmuu6Qal6xzcoNBj1rTIt88yQm3+VodRGxESN9JTzZNDcar2TtS0rGzJ0CafUzjbWhP60pRW5muPVO0clUorTDUeSZqlVhf1tG81b27XXWMm1EpOQk0ZtWDLeG0bvuRt7Xo49t6PyBquplLIwpTNvT4njkvEWXu0dj1PiECr3rwyddzzNyo/5yd3I613m66f3/PKxEKxl1xSKLw6fgniMzJT6jJMnLGfGkNjXD8TyxCl2vHse+WXpNGNOPEOo3I+Jm+49Y/hbgvP0Ycfd8IJXh9fcjwde7f87aj3zPH3O4/Ql5/hErTMv+rcYM2DMgZhfkMmkfCbX3ExElQsiVG76iIhjKYFTvOPL4y2DmxjCkV1YGL2GEXuTwava7bh0vJscuVQGr2On4HQ9GANIzbzcG0y7NjFbHmd1DB994cVY2YXKi8Hy9Un41ePAMfcYLH/6tWFOhle7hT9+tfCjm5n7QZO7t/W7NUOrSvbXkN12bKiuawh9vZ5WuKZStWDUg2jJmSr1os4ybG7ZG4rtNVB1F1DpftWmLlaHKd8BAv4nOn5QhcxKPPRGZ6uHN/BHrxdKXVgSPCdYkscaS+dX8tlKkrUbaiKoKblpZ3y1uKdl0AwNJi0CSxFSvvgEKK+jbRRXr6tNWlqRQ+OOVHJVoLm2L9r4FebSXa/I31ocVHvZ1ASwVe2fVR2h1ayV9XUommSs2UzlvIeXQbitahR4ip5vToGvngOCwpRDqNx2hX1fcbYo+iFCbdWNQWemWzTLVfGzWl2vRxEtpqwRnDdYEbITxqBKi6VY5ghSDSKe49wgc2WhIdVQjZo5BVe5D2CIquoAfnwbEdFC4ZtT4f/61Qf+9acDR7QT0lBIoabUlvVLpV9WvwbKtsm7VkDqa79Y+K9BiMEZurZpgS5k1qBBgaJjpyqag3VOhiVr1k5AuN0VDkE789rGNjt3Qb7YisdLJ7POoVfV0LfN6Nbvqe311caDMnK5l7qrgmiTeHMpRv++58p76Mye2/41NrjmF7KoyisVCoqgfL8CBmDHaUnkOjF4Wlou0DZqZzz7/kZRGGDsDvjimdJR71kzkHxGUubQqaN0zoanuRBs4TAoSbaWQiKiBc3M+9PnHOcPHPp7Xuw+437/KYfhnjmfeZ7ec1oeWPJZPVIkE23Cu8LYKwH3efG8mwJPjwa3+SYJYyiMobamQK+dNc1g0NWt0dAQSCXHF7FYUc6JW31pWrOja5QamUlRHKbQLOyd6qksQzuX6/BK73PT/Fowtd1XWsJbUxHJrdjScW1BmwZjlcFei90Q5iK+3ZOWwa8jai1q5mJ4nBOP88LnT5bboePVbuTTmwP7ruPzpzPHOJNqoLfw9dPClGDw6q/zvBS8rfzsxcChrzxMTzzNhdtelV2dn/Sd1b8EcdTmnaM8GB0BjXLGmMjrcSHLM6UYYgmcS08ugVg8788GS2UIE84+8IV8TsVTZMCZA+Nw4KYbGPwf0dlMF95iyntEZozMjF5NMzt/A3JPqpE5T+RaVCbdeHMZtbfI4pnSS57mT3mMkaf4wGCPdGFmcInOFe6Hwr6zPMeed6eB//xBC/dDnxl92RyE15wyazVeQDl3lp2P3PSZV6Pwk7vIv/n0xClZ3k+Bh8kRa2DOlq+fO74+Bt7sE5/uI/djovea7yTVMDU0P2YtkvtQGFvI8HWi9kqOX6XdrkK1VZH8tscsueAtSEuJLyJNgMDWEOriwhZv0nnogLFNKyz5e64l//DjB1XIfDMFlgT3O4WtVk6Ac8pfOAyg+SEarLVEmIqjJof33ebAaRtXwqJwn46cBGPlkm3jPKs/ZS4qe0xVKMUgSbfL4NSQzrurC2do6djrZlrR0+gBpzHxVZiLvlYRXQzX/4xde67Wa1W5ksWuAwWjpkrVkEv7r0IVh2820rTXdedg32de7DLH6Hl39hwXz9MSeDh3iBF2Qbgfyia9s61z1HNhMFaoxRGbdDhLxdmVq0QrhBTklmqukpW1GutdphttI8waDi0JWEeBWgQJljnD0+Q0UFGhHgC+PnZYU9mHyq5TftQ3xyMvR91afxOnaZVAr8iGoRUtSQuB0vZj3yIBnLkw822D8dckZWrjKzTUZamOpbl/dt5wPyTG0CzA12LWfPzwrEXLWlWsXBUx6uwsa7fE5WtUFdDSZ9ci3uprvib5bndM67zWKmZD3Pj1YmZ9AgY3cjO+ZPQ7xGbmNBHTRM6ROc8fjW6+3xHI1XOKk8o4vf4kLWJ0hOGdch+CG1iKhr6WXBn6gyKl8ZksSccYoWdaMoMrMBSmZInF8DBlepfYdYHB7ymlkmVBlWgTH84zx+WRd6cvuBtf8eLwIz69/TmxfMbT9JZzfGBOJ4YKpRSSRBYT6XzhbjAst8LDZHk/9bw/axXZmUoftMs+9JV9KBvnzgI2oMoyUhunamhfKl3jSKCjpirNeLPJYD3sOtfGkgVbKpWIIbaw2m2YCGh8Atj20WNNhz6NFusqVSJWMkWShuBavfpF9FkPZr15lKujvCENri1iFdkplVI0YDYWeJwij9ORXz2+R2NiHKPv2PcdXz8llirs+qY6XDJg+enLgcF7fvUQeZgd3nYtLNJsz0PvQ5O7H1sh5SnSgwQM91iXsLLgTSSETO8X9rJQxJGLI9WghUv1KNG0ND7NTJUn4uL4fAqU2iOoA7i3d3Rux747MriJYB9w9hFnPEPYswt33PYdxmakLs1cTuX2q3GhIumviPKHnGbhaXnLOX2J5ZHOTnS+8tpN3A+Gn94FHqbAN+eBL5+0oLgdUhNAqEz+mB1ZDN7ABwLuJHRu4eUAh75wO1RuhwW5XxEjQYznHC0fJs8vHjv+6n3Hi13lzT5x05WWzK2jzik7vnkaOCcLtXLTVd7cTdx1WnBc32Frkb4Wz0X0+ZVqqVIoQLA6Sq0iSi5uJOB13VnX0/Uwlnbf/X6OH1Qhcwh6ho7RkyUyBjXr8faqA22Fzej0c3eiOTpLjUwLTNlRssN6i3eupdgK1ujoya7cjPZwuyZb1EwdQZxCr6XWlnar/Y9rSEhnhcBVYQOIRtBB+/fBOsRq8ZHbghGrVdt7g5oTWUWMjFHDpQucrCqfrrlFitPRU6mihUGGKXuc0Rj54Cqd05tmHzL9TeYxqAPx1Jj0U1JWvTOK1Nx0kVKDPki2bgmu3had/TdmfawaSAkr8mUIVuV6a1au5l61DGwndG2cVMQg3mkY5RpTLGvAnG5OtZGV/vjlic6thk06C0aUbNujY5VrBdE1epGboihmWiaNFr2jbRCqXL5WKkyrUqk9dGuHIQLWWQKCd5nbTruYdfxo7RXC0prlq9voIyx3vU/Xv1Quhck6JioK6rT77tel1eu8u60Z26iK9c/m8mvl6j/Eswu33I47ghvIsmCNZa4nSi7kODGVcytg1lf7fQ6LYWSKibnM9F5RKQF6rxfQYujcyH58ieTCnI/sulsAfPDkEtn39zjjOMcniujoaOw9j9PALpy56ave89EyF0OcMzv3TB86Rn/QZ79MraA5k6aJOel4adff8WL3I17tf8z97lOel3ec5gem+IzHs+sP1Fo5p4mQMvuu8HpfOEXhcTa8PytaE0zhq4xmAAAgAElEQVTlm7OWF52v3ITM3ZgZQ6b36mS6+gsFQHzcENfUlI5ZvP69Cik73p6g1AHvOgbnGYKiQIEF2nqivBqBrdjUq60bhgUcpnigQ9yI564VKEqUFiN4hEyhlIJ1hYD6fYxeibylZkobdZcWbqkRGMq9WbJhqYY6w7Oz1Gcdjx2CR4yqqXad4w/uDzgHXzydmXJmCIp6GizeWUJ7gKu51XGaRKxLeAqyZcV3WHNQYQMt486ccTJjm7Osl0KugUUqQk+qWtQ5LNYm+lDoRUg1MRerhqZpoMoBOb2i1krvnrjrH9mHE849YOQBwZNlxJk9u05TrYPXsZgmQVt8d8TZr/l019OFe6z5E07xyPvjlxzjW3I+0pM4dDMvxomfv3gipcAxW54m3+TJgrOlKVAbmp0hi+MYex5nbQiHkHm9Sxo829aLuVrm2WKs8JO7hDOan/ThrLEIh75w6AtDUGuMF31iKo6nxfHuFPjy8zsMwieHhR/fJuXd2Ku1qbIFVpsKxqqKyRmoRfdDAGfVPkJ5rCo0cVdr2LqO/b1Q8T/h8YMqZPqgC0KWoh1NsZyz7kBDuFi2Ax9tEBad0e28QlqV0tI/V1WAOvNilZXvzGoGVJqxkXIdrAje2KaysIDGnG/Jwm1xmpJ22W4dR33rgkmTZSqE2DrvovP1RYSaL5jRujjpXF7wRv0ANi4ELUXVgbPCCE01dTkHqwInWLAeXo2JQ5c5xkQsjjmtKIjBGQFcm98qSXYuhlN0WKOBamOnRZJskPSahqyQgqbCm4aU1Lbx2m1s4h30VjAUHV+hxDQNAdXzatayHrgJST0QzJWhlPm4WFwRmNX+OxWzES2thT7AzRXHQUSLliWrSRRo99w1T5f1Ad6KHKOQvfEgrTBbA92QS56Jaddl40fBNma6JFDz0Rx5NTiU9rVbDsrVApLbKGn9mk1ueTVGap/acDtkLdQCt+NL3uxfUiSSykQhI3XC4kglkdLMOR//CQoYgI6M5zzNGCPseqFqU07n9NU54xm6Azf9K+b0TKVyv/uMP/np/wzAH3/yb/nbt3/KFJ/Zh1uc6XiO7yk1Aom70fLudMdOZsaw0LnKFD1ThmepLDWRygO9H9h3t+SSSWWmEJnziSVPzPHEaX5kCHvudm+46z/hbvyE0/KB4/yB4/KINYZDv+c2ODKZU1oYQuRuLLzeJ46L4XF2vJ8Mp2w4Rc+T8Xx5Am8rh75wE5qpWqd8PaiUFoHiaRlnEi8jnk69lopMxBxYiifHwJQ7kBu6EBi8pRMDJJBEFyqeDMzo4COrnQIJmCnlaTUeaDiYQ2mjnioOoaPUQJJAqZq63XtRGbFNGDLnODPnpOh0Lkw5YW1lbCpN5fvoXbiuh72zfHI3IiJ8+VRZsmubv8c4GJyj72jGk/CiXxBxGBNA9iSBXJbW+SdyPlNrINMDN2Bea5NjZxxHOmZqyQy+6Gi0ClMemKun5BFj1rFx4s4LN10iiWPJHUsZiaWnyCd8s1i+PC3s/FsO3dcM7oQxJ7JMfJg8z3FPKZ59nxl9pvO1hU1adh0M7h29N+yHPT+6e8kYfsScnnh//IpzfGQpk94HLnEAPtklluo5Rcdx9lSj60tntHHLpTA3eoERbV7fnnv8lLkdRcnBvnLwGmp7jI7nqNfZOZrvkMcfMy93hRc7HY0OXebFmPmD+0XzoLJhjo73Z8+Hs37dvtf10FmlNFSjVhS5NH57W48wWpTPqV1/U5tZqSBZOaFdGzFta+Pv6fhBFTK2kVN61g3PAQOWjgXLaZoxstCHpDNnLpvGpuRo67OzMFhlTktfm8PqoqhGdUzRkcWyBkMqAbI2op5sG5YVj7XqhAhl476IMSxVyLH5AlzlcVxvUgDUxi9p3io1VESUkJfqSrCqWLGk6qilbgjIygG63hA3ou7VzbIRPkW/oA/CTV+Ipah5U9UoeCUsquphKVrU7ULFu9pcTDWoslTbfGEqgbUflHZmZDvvmLXoqh/LUoGPJK8e9u1krKjD6uJzO/7um361+I7FkJpbqt/GhPoxNAQL1JNhilo4Wgu3vYYqrvb9631yXXxouisYq12wa+9r7ayvw9igFT6N67Da36/eJOs4dOVZ1av7Uto1Klcn6qNraK7AnStUx5qLok675sBhuOGnN5+xCz3n9MgpfQBRQ/3ge3LJHOMDsUyN/3J10T4qj77r4YCeOVXmNNMH7eimxbHrBOf0Lgm2Y9/fM7gdp+UDwXX8+P6f8Sc//XeM/QGAP/nZv+NmeMWff/G/c1oeGNyB17uf8GH6glhmYObVPvF+uiGWW+6G9+z6TB8s59Sx5EyqlaHM5DoT3MiuvyOXSMxnCoUpHzWqIp9Y0on3/gtux1e82H3G7fCKc3zmaf6G83IkseCM5YVXMvIUE0OYuekT97vCqznyvBg+TI7H2TEtWiQ8TJ4+wPBcOfTC/VB5sTPc92oRH+tCkYypFfVD1Lu+l6wNjktUMaSqYZWlemrxzBKIuWUa2QBlINoOkYCz/x95bxJj23be9/1Wt7vTVd26/Wv4SD2SlkiJlhgJseQgjY1oYBhIRsko0yRABh5Jk0yDQIADJJkkgY1MPNMoEOKBYVuQDQNRYiQWZZGR5FDk4yP5blfN6Xaz2gzW2ufUo9k8yaDMIAuoW/dWnXvOPmfvvda3/t+/kTRiQoke4kBkImGReEROkyPTgRMJSyUSqCJoDzkPynuDdYa9rGnVksasuVi0LGuN9Z6vvtyytYUs7S29G5D4XFCJs4laZRJ3xyOII6REZyRKKLTUGGWolaKuDL4Q+31skCJLjisFK6Wp9BKjOkKKTO7I6EZcdPjQF5POBkRHCBcERlBHlDyi5IRJI62eiGh8qHCxIQkFyeAjGBkxaqDTAz5qQuzwaUFIBiUMWj1GyGd4f0CLlyhxQ1eNPGhHQoLeVezHijDI3JqXBe1KnpwEbjHygJQ1Rl+w6f4iD7uWlbrB+g+x7g0u9qToqPCsag8rQ0IzWkPvEj45fIgsUk62Hp1gcHmCH6Nh2AteHSKdCVx1jtZk1OVqkTkx57muBMZGxatjdtxdNaHwdLKSstaJVGeS8xgFo5V8tMty6cs20RhOj604bx5nfqcUCWVmZFqUnKW8azcp9yWOLnvBrTXzpP9jHz9RhYygw7vAGC0yBZSySDGdoHYj84c3FJdQo86wv+K8OCVxXoBCQUYkxbFQJTo8sfGnxdEGyeAke5+N2lKSOdJcaxqdURvhZpvxWIy8ss6+1um06sSUZdYuno2ElMjqkmyiNb/TVI41F1ghhcIvySysGZHIidXZSC2R32+lc9UcyAsp9xdPcW53qHxIOeBLZ8OsOOe8lMLAxZydZG3CCTDGZwOlqJi8oncFvdLQqNyDJaVz0Vj6G7HAi0nc46GIe+2Vf/lE/7B/nsac7DoFWWz+83k0OuT4BvG9kKZgtEW+KnO+zWwDLr7nhVxRLsWTHDyb983s/LkAEZyNB5mLiTgrys7X3NyGuo/0ZL4Rp3rhvsHdx4rQexWguPc1fwaRzDeyXqPVguebCy7aFkjY0HMzXJcWn8qGhymwG65xYSSdhL0JkfEB/iycGEFDQrEbJ1LKdgApKcYQ6KqIUtkzyKiai+4pLkwc3JZFveKnHn2Zzz79N+5J1/N479HPsqgv+cqHv812eImm5tHyPa6PH5a08sCDdsduWvJqeJe3uzdYuWddW6Jp2FrJ4EZcyORPFwdquWBRP8CGCeePhBTo3YHJWxrd4oNl1+e200X3hGeb95l8z93wmmHaYt1AQmC04IFZ4EPkME20OpMrH3Segw0cJsHrg2E3aa6PAiUMZki8UIlFnTlpV13Fk+WCTaNIyTHYAccE3pNE7i1WhTNXpUibXG4/BYVPBh+qzItLkhQFSuYiIcmKSbXZLI6naBRG5JRoHwdSGkA4DDlKJeGRZD+upLJhZ2Akhp6YEqN/w+gl+1GB1Ew2F1WXjWEKhj85NNwNLbWuuL71DG6iVrCoIko4lIw02tGZyKqOLKvIsrLUypMQ7Id0kl/vh28RhSGmmhArUqn+pcyRJFp3NLJG64pKeYxySHIgpFENWi6Qco0PCeuPWL/HxUMxzhxL4aqwqcL53BrPERGRVk8ouQMEgopIS0gdCVWIaU8gPQMmdLpBcUdnLFetxUXJfmzYuTqLMXDFyyuQYiDRE5ng5jWDbxj8CnjKRfOIdXPHpn7DwvQlkdtncnMlaKv55hcQIz4Vu44YT0WKjaooJgW7yXCYAosq0VWZFtDpTGHoXSzcTE0EtqPiuztDIrFuElddRurnNbNTGaGuy5y5myR3Q2BVQ1ed19ZKcopFmOcjWTaRjZ5bX6mYgM7zlyzyiz+f8RNVyBC2GNln3kIZiYJGQOk1nHNr7wW6ntsR6h5KI6GsvZlwWqB7ydmtsNWJJLL1/qxsyZ41ZIlxFEwBdMqcjqQlhFQs8POOVJMzkEQ5xll2bWMhBXJeTE+SuVJ4zLVNSKDj+VjnxZHy3ZcJbvC5BWZUnK99EAIpM1NdFRO2UzFRXsuI8+dRJYi6ICL3Xi+3RQQpBhoZqARsJ8PNoBEiO2YuTGBdZ+n7qSBCE0NZ9FVGM7SMhXx2RpLmc/UDC5x759yG/OWLdBWRUCKyMLmgU6cLIl8Nk8/qMxtza6NSYAqiNT+noBDnynsW5PlL3UeOyjHEdP7HXIvE4ofjiox/lu5X+ozCxQTBl9aPyNfGfM7np0z3nvf+RzF/LnN7yhZukxQdz9YLLjqDUQZExIax+BgFtKiIMZZJvCekEr5ZEDSFJmVrM84k9U86MsF08oKjzaTGRQW9axAE2ioUBMtQ645N+5zevSEluOqe83Pv/rtcrZ7/wGd/tH6bv/T+f8A/++Dv83r/LfbTGx4uPsV2fMHR7ojJsa4PKOv44PAZPn+552A/QsiRB43EsWE/WA52oAqeoI9MsadWS5bVFTYMTOFISI6js9gwUqmOED1He0etOtbtQ67a50z1Jdv+FcfxlsmPOAFSKDZNg1Kr7AcyDYx+YPCWhwvL0Tq2o+TVUXPT17yyBiGgqyIXdWDdJB50lqcrzePlQ65qmLzjOA34NOQAxBRglrlqMCrk9jRjdsEOhpgM1lUIkWMGZDggxWuUVKAqEA0xLgmsUeIKLbKrd0gTxFxUGBkRwme/k2TxMvvK+OQJPqNH3k4kUlbJCYkR8LmHWRVqQybvG1khRcW37gQfbhW7MVtkGCVQUlCrxLKOdMbS6simiTwsO3NTFIsJR0IQg8HFBhs91kO0B+5S3pGlZBBSlRR3j+SuIL8KqSqMUlRCotQKwYhWI1o5llUozy+LLF3mYiAKYtQl6TxAOpDiREgtLm6QqsUog1GXGPUpjJQQbnHpO9TplkU18Sg6fFSMoSuEY092RY7YELAuUuueRewZneH1seFfvOmQ8j029ZGr9o6rdsu6nmh0QEpf5pZyfAgq6Wm0pNWRRoMorsizj1SY0ekoCD4j90omlnWiiYLBRvZTpi8sm9KKjoI3R812lKzrxLJyVDqvC1WTSjgtTOUc7/aZV3rZQmPK5k6eZ9yU7nEUy3yVXcolk8+8n1ar73PH/3jGT1Yh833G/QXg/s+AjzmV3m9pzLvvU+upFBvnlkb+RSptoo8xJmVpoVSAyFyXFO+RRtPcJsgGcaHs0k+th1K9Bop4oJz5eWEU6R55896ufG5HwMdbHvNxGpm5Nz7MZFFRdmnZ9vo4ZWdJORvtqUhjspPuSUp9bxN+QjHEWYkzP0iYsnBHWNQOgWMKgu2o2VvN7SjRAi5aX3rsAS+zmZL1giFKYmHkVzrRqEil87H8sKTlmIrTsaO4w+ScqEbHk8tlIn9OCXA+llZZDkjzUaAlNDqez+v8NsUZRTmlWM/Xy9zSSd+DVcyIkKfENswZYJkLURU13XxThxlpkffMB+8933ztzcjM/RykSCmUSv870fB0veRTVwYlRJ58SQXVUBBz9lRMgWHaEeJYpOnZyEyWtmlIjog/tfH+NENQkzAcJouLE6s6YpTmYGu0HNE6G2dpWZ9aSYfpJVq1vH31OX72rX+LynQ/8nUW9Zpf+sxf56vf/sd8ePM1tuML1u1DjG7ZDq8JcWJRjSjxL/ij25/iS0++yH78OqM/oLnj4aJjio/ZDUfcdKTRnqD3TOFApzes68dY3zOGY25ZxB2T76lNi5MTh+mWF+IbLKo1q/qK5eaSyfUMbs/k+1wEpkhTSZbNBfCQ7dBzsAdGP3A5WR4vJnpvuTkqbgbD60PF17YLhBCsG8ejLvBsNfB4JXlr0/B4scToSD9ZjlOfDfzChA2eGLO0Wogs0zVygjRlHpoQxFgx+RqXdDHcm1ByxIg7tNZoYchXoEAkg5EdKa3ZuXxxKqFYmohSjqrypDRxmI7cHg7YYBF4Usq+NVplVDOJQK1gUwtq4xndgc9dJd69yKrKKWisN4zR4LzhdoQ3xxoXNJWWbIqy/A8+umRd9axaS60iSgwoOdJJRVQ1iKpMsI7ElFPBIfN8Um7MBRzeHXLkR1SEoupC6JzJpxyV8AU1EAilEdJghCZJWUznRLGZSGg5IoTHxR2JJT6uiMnTu0SkhvQ5hAhIeYNRb6jZ0aUDMQpCMoTY5vlKhHyMKefFxTgRkiXEHS5W7CfD3bjgxdFwPR5YVwOr2rI0HqkCtSzGjV7z4VbRO4UR0NXZvLFS4fS9NomVLEn3KmWzz8JnoQmlxZTnrsmDx0AsyEnMvC+t08kPa96U1SbHUjgPg5e8OWp2E3QmcbUo6GtZW3XZpPoyT1oPQkTaKiM6Mv3p55w/6/iJKmSkyiTaHzRiKSpmvsFcgMwf1+nnZYE4cVU4F0Mz9DU/3gOz/BYBhI+zB+aFTpIXYX06jpnpT/ZPEbkAmvksJ0KnLBwK8mNVysUP4kwU/t61/b7b6EnGW47PqHnBLe2iCOhEl+05Mqk45SKntwlL9kep1LmgmVtvHxuCE0EZzqjVvCDXOrGuHTG5omY4k6kFZEOxwkuaAkUuKQvZWiB9lnPXKlDrRK3O58bHTFbLbT1RkIyMeM3S9/nG9AEONsuipUiliMihbq3OZokfK5bS+TVOrpeloJjbb6nciIVXnsluUZykl6SMdDWVKEaMZ/TFlcpn/rxO15Yo12q5fmYkSt57zdlJefKSw6RwoebhquHzTzqWRme7/RiQQlOZJQKBCxOj7ZncgIt9gexzgaNFhRSGgM+5Uyn7lmQoPe8eP9mQQPbt2E8DRgUuGjBiyd5FjBypdAAklepY1Q9JOI5uy6K64Kef/zKfeviFf6mV9MNGpSt+/r2/yrq54o9e/u9shzcsqjUPF+9w13+XKQw0xnLJv+Crr97jF9/9RXb9H7MdXuLjkUZYutUlu2nDcbrFxp5WB0h39H5HpzZcNFcc7REbe3yyeGvRoiq+Ipre7rBhYFlfsume8mj1Dke7ZT/eMNgd1o04aVFCc9F1POyW9C6xHQ8c7Z7j1LNpHM+c43g5cjceeXWoeblv+OqrBb//EjZ14K21470He965MLy96Xh+sSGmyH7sOdqJEAc8DuccNnhCSigRstmeiEg50pkJUYxAQtT4WHEIFUwgpaVSU26Fa4HgDhcixOy9FdHcOIOPNTE1jK7iepAkljQq0NuB235Aq4CWgUikEpEHXfb3YgzFKC1bErQGHussshj9yOQTz2e1o6qIUTO4vNSMTrKdlsi9ZVlZVvXEuvZFeDHmDUOU9M7gk8JHdbZTEJIQDAFNrcCofAyCUFrxEJJBCoMQiVo5KjXl/CQ5QQIfDS5mq/4QFDHlzVKlsmq1Um9QqkLJloXaYPSKWjdoqZDyihAfE9KIda/x/jUxHvD0hJDysSadPb/mnVTKSgwfJjZ15OkyIx6TM7hYYR3c+D11cQ+uVGJlAu0m5M9q1Nz0CiEkq1oVlapGTHkSO6lX5fz9TGvQOisigTxvzyhKFPiQ2243g8IHgdH5dWsTT0XKUkaMchit6K3iG9eaSODJKvCgyZtTJXOL36h8HWRvpRy+3Mj/nxYyP5gtkYcsm9H7I4QzPybcL2xSNkITBd6Xsy9N+Z3nTLhMnHfUs+MuzC7BpYJIMRclZOFpbmDk4gWRuTs25AIiRFmYCTl7QouE0ZFa5dfN3A9FSBFdtuaVzCmn39uKmcmp5RDOqhjmVs75/foih5Mkgshuty4JgheMPqMUTRVRcxvpe+CumdwqOBdO9xff+XhUaafknVI88ZFS+X1dgShtj9knxRc/mSlkj5nRl/YYsJ3KZ5ZScZE8t3psKMcVM0qTfXSymgsgpoSRAVOgz/so18xhCfeQtDmhXAKWrGyKMVeHc9snIREpt8mMyC6d8+Rw4r/kzl4ussT5fMxqjhlxO9Frynmcdy/OS/ZWMQbDpta896Dj8XqBIOFj8QSRGlNVKKGznHTa09sdPtp8dQmBkppaN0g0Y+hxoSeVRlLuVCviSeL6o4fAkGg4TJ4pjKyqQK0Vlbjizh7RYsDo3LBqqxULs2EKR4SQPFq9y5fe/StcdI8+0Wt9v/FTT3+eZXvB73/rH7EbX2N0zWX3FtvhFYPf0xiP5E/4Zx/2fPndn2fdfJuX+28yuj3SX3NRd6zrK27HDb27xcWBRkV6bumDoNUrVuYKF8ZsBpgswXlCcLTNCpDsxxv24w1ttWLdPuTJ6tPYOLAb3nCctrgw0k97lJRUuuX5ZoMQj7jtj2yHPUe34ziObBrHk6XjM5cD22nPi33Nt3cLvva64auvBOsm8t7FxPtXA5+5anj7csWTzUMGa9mNI0c1EEKPx+KdxYXAcQqlCM+FvtIRLQKNnmhM5veFKLBeMbgKHzVKahqtMpFTJUIckamnKu2iIUEjNVNo+PbW8NGuIsQl0DIGh2Di848EH2wdh+lISo7WwLKGdzaK9y7r4sx9xBVEZ1mDlAnShJSWqy7fCV96tifQ4GNH7y6YQuRmtBjZUytLYyxCRFaVI+CZfM3B1nivsqtyFLjguYkqq70CNCYjFUYGhHC4KOmtwoYGJVqM9Kxry2WbFWmZoSAYg2Z0ChslPuSYiVo7Gn2k0TcY9QIhclEPDUIqKqWzv5jSNKpDiYZa9gg5kJLN6GcqBSaKkATOR9KJIBwxQlLVFh8Vg03EpLnuJZN3XDaWiy5vypbFDmD2mxocuKjLpkic1oLRabZFNJLS/PMs814a6EwoRcds7ZHoTGAjAMoc7fNcOLhiGFoUm51JLIzHN55xIdlNituh5ps3gmUVeLp2bJpwQv6NLGtSnK0D/nzGj72Q+cpXvsLf/Jt/k7/zd/7Oj3xs4hmembgVgCOqWHIDZ6UJORcm9zlz318Ssl24OC9gshQnXoAMZ5QGUUip4kzeRIJIIvMngsikqaiIIqBEzqUg3VOtJDL8K3OeSt4BgNC5UZDZ3vKUCzV6SW9LYSWzQ2Kl5ih0weglts8LYKUTi9lXYpYjk49xbpfNi+m8oKb5vSGQKRuTTzG3elxI+KQzVG1zS6QzIbPOHRycZAoZxtTF3bRSZ67NvIBLcW6bzTXQjB7N/gMxngsuITi1X7yKWbruFb0VuHC+zO+GikZ7OhPP6qxT0cgpsK8pBcVccCGKXPseB2U+N7nNRf5cvSgokcSI7OWQi9izp9CsRsvnJxbfofONOb+3ueV3KnrKi87F5KkuFGcEMBYkKROoFWPQtFrxcCF5vl6yqDsobtN5kspeHZVp8d5xPb3EukNOHhYghcSois6sSURGf6R3B/L0lS8UiSCWDJ9PNmYUpmI/DWgZeNAmGtXhYsfObbNJWYkcaMyGytQMfk+lW9558DN84flfpjL1j3ylHzWebD7Nv/n+Bb/34T/gzf5DhnjHpntINdXsp2sqE5DiI77y7YGfe/uX+dyTR3zz9VfZT9dM/oCSEw/bJYO5YHALer+jihajIoPfMfgjq/oBXb1htAcGd8DGAddPNKajqZZUqs2/s4esdqofcLV4zuXiGfvxmsN4w+gGRrtnEgNG11y0Cx4vn3GwT7kb9myHLcdxR1dNXHQTT1eW96+O3Iya72wXfGfX8pUXht97IXnUed6/OvL+o5HPXBjeulzwaLlgP07cjSMDI0oP1HokRMcUc17QcUiEpNAit5Lr0oY1KrLA5UUwyRwWaSsQLUYuqauKyQ/0LrdVltVIFY5okXjUanzS9E4w+ppPPbhi9BV/9Mryh680MUlaE3lnoxhs5JvbSIqOVaV597LiC08WdHXkzXHPTX+kt5ax2Mm6GJDiiGCi0wYtFxh1yRSe0kdL3/dUZkenB2o1Udcjm3oi+7x0hNQSYlXMK3Mi+BSy822M2VKj1o5NFYu5n8hZUkPF9djRScu6ndg0FiMtVZONR8egmJxg8pLdpEkxo7tGeaR0hDQyWcHOVgzO5HlKCSqZRSQLI1nWinVjWWiPVlnVlEhlYxOKEECUNaQkh1eJIQgandVKNkpuh4peBTZ15hlqeW5jx+SZnOBYHMdzcG92VO99ttEYnPiYOtOoxFJ7LheBRR3QxSHaR8nossih0bkl38mIkBnHdZHTGlAZqHVkXUceLx2jE+xGzYu94cO7mnUTeNidvWmkyBzUP68hUkqfdKb7U4+/9bf+Fr/1W79F27b85m/+5g983DRN/MEf/AG/d/xdXArkQMHiXCYCMQ0oxtMCgaCEXK0QxZ4u2+1nkpzEI2UEkW+eFEI2iqKsRKUgOLVayh8+nYulrKMXWC/zwhvFPe+QM0ySWx6JEDNKIGeSabH816rwGlI6SdkEothB51DK3NdNuagJORzTxnxTSQELE9m0mamu7wVxzVbTJyXNjIzM70PMvAxZiG75+WOMSJnzjYyOpGJQd3SCwWqONiu5OuNyQVVHGpVN8+pyQ82f29yiOnFu0rl1dfJFgVNqc6QUlwGsg1//a7/Bf//3f72Y7JXPPnxc7izuFRqRUruKj7/uXMhYDx8xO04AACAASURBVIdJcjMa9mNGpYyMdDV0lcec/GtiychK5TpIpzbfKa7iHsJ3Qpw4TxDi3vHcVyOd3ocn7/qCZHQaoySbVvF4oXjQdVSmQUuDD6EQdz1C5hZRSJ79cMvkjyd+i5KG1qxozBIfHIPfMvnx9IFkZ59IwPLx0u6HD4kmUpXzn6H+zGt4ymBHDnaPFC4bm4marlqRRLYQWNSXfPHtv8xbl5//xK0kITIq9qOGCyNf+fB3+M7NH+ODpTVLvPdsx5cEXG7LhYZPXf0Mj9dLXt59k93wBh8nBJrKNFTqAXejofcjKbyhUWO+hwRIDAtzQV019PbA6A7kOAVFpRcs6hWV7vAx+5xoYeiqDReLZ9S64TDdchivGVxPiL6oigyNWdBUS2IyvD7s2A179uMt+6nHBY8NiclJei95sav5YNvxpq+wQaElPF9HPnsFn3ss+PRlxdN1hwAOU2I7WkZ7INBntCZ4XAi4FMtCrBByzgIjtwoK2hjLBivEHGaYZewNNtUcpkhvbbFiSAiyg/GDTjF5uB3hMAHJ0FYtT1ZrXNJ89YXjg7tIbw1vX9T89OOWz1wpPn3R8Hht6Izg+rjlWzc3/Ce//B/zP/3OfweF7CvKHZWoSKnGpgUubHDJYN1EjFu02NOaY3bwFdmsKCaNjQtibPFJEVN2yQ0xO3v7JEuStMeomJVbKZScLFUMAD218tTGUclM2A1RMnlN7/L3LDhIkIoreulNhwj9pNhbzVSSzo0iRwKonHC9MpZ1E7LqtcTmZPVtiYZJMOO1KeWN1uQFg9f0k8lxEsIghGetLQ+WmcSspUekRCgdgGESBJHxiFxcZbTZB4ENkRQFLslivCeJMWaUpQ73jEcFd6PmYA2poOJ54xpZGM9FE1jWnlWd3+d9xWUkz3NHB/0EAUVdMqZWpuUX1n+NL37xi9T1v/oG54eNH2sh8/f+3t/j85//PL/2a7/2iQqZr43/hDFBoiVEQ0oeJafSLvEIRhR7Pq68yAXN6Aw2xBwyGHIPNxEKiSkXMr6woaTMhCUj70m47y3EHzM2I68TNuUMi8kLBqfICt/sU3LiQJBbFzPBilJ9z+ojrbIkOJu2ZavnOL8HcY4x0DIhECWAS57ceV0QtCaxaSwXTTYJPJsVndGABKek5xlFOLfNyL3meLYpF8kjhMInmKIgBU0gM9ity62gEDOS1Opc1V80nkXFqTc9P/VcDJw4IuJc0NxPds5yc/gv/upv8D/8w1/Px8z5BpkRIHlvPZ57vCHdC/ssV8Pg4DAI3owVLubQpErlIMC2CrQqliIjc2hkygVmDv4r/KcZ/Ur3iN2cUZe5kL6PytxfuiPZV8EGzRSyhF0KwbLSPFpprhpFZWpq3aJllU3AoiMkB4icQotnsEecH8gWZAKjahbVhtasGf2Bg70jhKmQjzUiCWLyuGT5pMVLOVtARUgVuyGnEa+aRCVqVvVTttMbBp9N74wSVKKhqTpiCiipebR6hy+981dYdQ8+8Ssepy3L5oLJDVS6+ZGPjzHyxy//Kf/Py/+TwR4wKiu0jtOWwJTT2tE8Wn6Gv/D0C9z03+bl3Yf09hZIaFXT1RfYsOB2BOcOCG6o5IAqhDwtahq9oTE1vdszuSOxmPpVekFXr2jNCh9HfLBIqWlMx6Z5TGPWjH7HfrzN7sQhnwMhFJWuMKpFq5r96Lkdeg72yHE8Yv2Ej7EoRST7yfDNu47v7Bq2Y0Ukm3J++hJ++knFzzyueP/hggfdAhclt73l1X7HYHeEdIcPPZO32ZE3xcz58oqIwEjJsso+KFoFfHAZ9RazZYRgcAIbDUdr6J0mJs2TZc1+chysRZKoTeJBp1hWihBhOwpclGilueoaJm/YjYreaxINm3bJW+uOty86nm8WfPlT7/O7X/8nHKc3DHbH5Pa4OJGiy+1epdGipq3WLKormuohSMUwHdiNr+jH19iwIxYH6Hz3GaRYoHVLQhcCbsQVdWEIxcyvTJIxZoXp5DP/JqexW2plqc2Emje/QIoalxQpZaf3FH1ZO8LpPkspK1tjVGXDM8efFMEBCcWZuxfKBjmb02VunA2glaQWkSjyZrN3GRkanEarxKoKbFrHo25i03gWJqJkRlZclBwnwc4pgs+KihRza8+FnHCd2z55szZv2I3McvnG5J+7KNgPkpsxp6KnoqZxUZBizEq81vPgJPKI2S+Lj1MSbMzrakPHly//fAqZH2tr6Vd/9Vf59re//YkfL3FUjAgGTL1gchUHp9j1Dpd8rqh9S6c8F91EazImEuOO3sN1b3i5r4iY3A8sF1OWyAY6ky8+HyQuSpSULAysGkujcpjcKTSRM3cGBZ1ItGYml4aT98zoNIMTxdcmOxMvZCbfJlJOvfU5b8UGsLM+XGTURosMBaeYSZ8w9zezmZ+RiaoOLKvc7jpOig9vW746aaRMPFw4nq0tD9vwsbBEORdn99oiIVEm/ryo66INznuK7P3fJMFgE2OQ1EpSiYiQMttUkxVSgzMMViFVYlN5LttskGUD9L48p8gheUZyUofNxd48Bd1X581cnFNhBuc2IblQGa0iJFhWgaooq0YPg1XF6TLzA2qVb/TaRCo17zzS6XVEPsSSv3Wv+Cqf00z6FZw/v3SvsDkVMKIUrgGmudceFSFI2krx1oXh2bKl1imbgKkKIxsQCRcHUky4YAnJ49xEwOODzaiA1LS6o6svaPSSw3jNdf8hPmRTISEVtdDZTCs6wsmx95ONLNYvC5cdWDeOWgs29WOk0tz2L4uCRWCUopY1WhsintoseO/hz/GFt34FKT+ZxDKlyHZ4w2D3ANwcv8umfUxbLX/g//HBYcPA0817hOj4k1e/R293SKFY1GtG22NVD8Hzev91QnR8+VN/iYv2KR9e/yHb4SU2TBzHGyo98M76Idf9iqNbMbkdhmuMGvFp4uBeYUNDoze0izX9uGUKR3p3h3VHjuaOrlpSyQU+Tmz712yH12hZ01Vrls0Flarp7Z7JH/HBMlrPJEYq3bCu1zxaPSdExfXxyG1/YD/esRuPNHGirRyPuju++ERy3df8yW3H60PD114q/vC14x93js88mPjikwNfeLbg3cuaZ5snDO4Jbw49L3dHanXHFDJhWQmLk6F4UQX2LrK1kpgMWpjicB3x3iJlYFFFFkxcNBMpZXL40UskClVQk3WTJdavjx7rM+/iYQcXC4HEo6Tl0RJ6Jxhs5sF959bwnbuGdZvP8+9/pDHqLYx8QEp7YtoS4xHiEYIFduynHfAdoELJBUZvcrFi3iKJh9hwR4rbbI7HQEwD0Ukg+8wszBqtWxSGJDJanlLmqCRGSKH83UMKOccoKWI0ZWPpy5e9dzXmMIUUBTEpYgyZB5kisTjxjl7R25rBKUav8UkRkibGSEoTtfIo4VHCYlRuNT1auFzgxIyo5s1JQIocIDx6xW7UXB81H9zWfHBTs6gil22W/1+0gYWOrJqcU9c7yd2gGIImeUFIWRgBiaNTDE5S6bxuhiS4GSARWFeRyy6waSOrNjJYz01vuB1MjgYJhjdHyR+9lpiy7jxeWh50ns54KhVRIgtNequ4GTT7ccOXL/9U09KfefxEkX2d63GpR0iY/F3mf8QcPRDJVZ+qCwoQYEzZl8AoWCtYVY53Nw7rCiIiJUbqkj4qT62E3HKae1SamCoSNT56pHAo4TJiwrn9NOfrJGbeRKQ1kRg9IVEKm1zUZMOkjNZICa05F0EZZRH4lPAOnFQIV2SAOhOktBJIEs5LJkCKzKmpFXQLz1Xn8THbp9/0Ff/bN1tuR82yCnz68shnH46s6o8rdQRnFGM2GMwM9vix9lCnEus6lBs8K5BGn/uuKsmsFKiydDFEQUByPSoalSfDdZNzWg4W9s5k2arORZnWM4OjFFr3kJaZfzS3bERBkgYHt4PCBc3CBB4vPUblommwgoMTjE6RELQ6UtWZJ1CpkAP4ZmStcGtOKI/Iry8lJQNnTtE+/z5mVJmUziB4VqEJhtlM0asMSQdNayQXreL5asHDZUcie4RIJJVukFIRoicGz+hGbBjw3hEpbqEktDI0ZsWmuSIJwWG8YTe8xAdfHFENWjZY3zOlkZDmNtInHYIcMVBzd3QoeeRqETHCcNE8pw9bhukWGyBFSW0Eja4RUiKlZNVc8cW3/22ebT7ziVtJIXpu+xc4P2F0XY5CcNe/JETHsrk8Pc76AetHJj8Q4rk4e7R6pyia/inb4ysQiUWzwriaIztS8Nz2H/C7X9/zFz/1K3z+2S/y7ds/5M3+uxynO0Z7wEfLZX3Fpml5fVwSUoeLO4y8BSw2jlg7YlxFpVcszQWTHXBpYnR7nBsxZk9rVizqS2J02DBymG6YXM+y3vBw9Q5G1QzTlv10y+R6Yoocpi1TmOiqFW9drPnUgyfcDQNvjjtuD7fcTXdMtsdoT6dH3l6P7CfNd3YV3zkseHOs+N1vwe995Hn29YHPPaz50lsNX3i85N3LjvcebNiOD/lot+XmODCGLeOUP0vwDM4Xu4JAlIkQE8MgSKkqCHHMniI65Mw5Ao12PFtnSwcpLSH0HKxCC01VVTxadtSVOSn2ZqLYwuRdfvCR0R2x8Yi1twB8ePPPcXHBFBpiMtSqZlEnGgVGKKSUSCYkFiEnRNoReUVMBh8XuLQmcgFcQbJI9lTyDiUtUgwIjqTxFTEahFAIaQCFEPHU3ifNVgYRKSOibGME4rTJyjuYcFoHMmVBETEI1WCUIaIIIRL8BFhq6dH1wLJSWG9AVLg4AoEYI9sJjlMkoTBS0JlIaySdASVlljDHxOR1RnORVMJx2WQE5DAa9rbmbmzY3rV8d5+46iYedhOX7ciqzuGm2dHdcrCa46SYvMSnHD9Tt7n9vpsUUkhSyu3v10fJ9EbQas/zpWPTei46T1tFbnrNi4MhJFFEHoLv7mpeHCouGs/jxcTDhWdZexodWTeOTeNQ3zfu98czfqIKGSXPSqLZ3E6rbMjzw8bH2hoCdA1dnavwgD3Lbkub4r4iB6YTv2He/bt43nVLeXbNpXiGzDv2GWnIhKhIo+2pgPBRMjmRJYT32hCVzo9N5GrZhUJGdYLjmF9MiISRoiTtliyOlPNbJBSvlEBXJR4vHe9HUUhtmo92Ff/rH67ZWcG68nzhyZ73LvJiJ1QOvJz9bsxMIItntGFWGanyvroKWp3dHl3IrxNirrylyL30nMGSycyNTqedWkiO0cFuhGtniEFQG0unQSrBnPLrwrnVVOuC1Eg4jtB7Q6XhovGs6qzY2E+5cHQxwz2NSWWHE0vQ3nxuOQc7QuFFnMnTIeUEdTijRDO/JSCJIfeLZemVTV4yhex8nB2hc67Mota8u2p5e9XRNnVekN0IRIxuUUohkmS0R7y3HN2OFEN2REZkS3fdsDAXLJoLbMxOs5M/EkNASkVjFogkcWFicFt8uo/AfLJ2kig769HV7KaBdWNptGBhrqh1zc6+xgVbCsNEZ1QJ+xNUquPx6l1+/t1/n675wSjK947JD2z7V4ToaasVm/YhAA+Wb3F9+C7Xh+9y17+i1i3+XuEihaIxSyrd5Facyv4Cj9ef4ve+9du82H4d5ye01izlhoM94PzE0V7zT//k7/P+o5/l2cVPoWXN6/23OEx3WD9yF15gdMOT5YbDBHvbEmmQ7IAD4HDJ4tw1xje0Zk2rVky2Zwojk+uzGi9MdPUFl4vnxJh9VXbjDUe7ozELLhdPedJ8hsntOUx3ZUEfsX3PfrxlUa9ZVBuuls8YHzzl9XHLy+2W3XjNYdoTwsim8Wwax2cf9twMFd+6a3hzbPnu1vCt28T/8e2Rd9Y9P/Ok4RfeWfL5R0t+7vk7TN7ycr/jxW7LYTqwHXre9BMH66ilZxfAek+lCvcj5cyyJBUxVbwZHNbn9vuiyuqkGELma9QJpRRGDZAOkCqUqAqaYVBUCAxGCqLJKcouOCaXk7cfdXsiO2JUWX4cW3xsOYQLBIFKWyqZWzwqDYBDYJHCYeQdOm0zypEMHoOWEkTFzHxTwiIIYHyhCWTkIUYDJboglyWCECTB5d1OKii5iJIo8sbJRV3CXRNGTVTKokQk0ROjJKdjlyiIFEs7KX8hHCH2uJAl1Ne9Yj9KpmCwIcvg13Xk0VIWMq9lWeVWeGcEUXmGIlZIMYsmnq0tj6Jn9ILdVHN0Nbup4fWhpTWOdTPyZDXxoHUsTORB69nUIaM0o2Y3KbwruXoyFzR3Y3YNrosXxU1f8+JQo4g823jeWk88WnoeLjxHK3l1NBwnRWtkoUDA7VgzesVFq7hsHV0VqWWgNuETzxP/quMnqpC5n0cze3DMxNzTY77P3+X9f6d7i5goRnj3fwcnI7251XHibsx9vnsbzRm9gPJ/xZnsCvcItuV5Gj0XOxmJ8CkQQ853ml0QtczFihSQdCTUEGPmwNgoM8cmSI6TLPBklh23JtHqRK3DKTuokpmwu6gyd+at9YSPh/z/reL1oeIffWPB3kvWxvH2umdZQ6NFJr+q7OKpVfkM5Jkf4uMZNYGMGjWkctXIk3IKEjZk9v3kBUpmmLMxeSJcVBCiY3Cws4q7UaFkZGFm+bViVQVWVS6efITDpDi4rL3Z1IGFyb1XFwvxunBgZIFJxb2i8v4Fct/1eZZO2zC/vwxPZf+fkjJe/q1lQshCuh4EAV3OS66yOiN5Z9nyzuWKi7ZCqUw4H+w+E+akwqgOKSXWDQzuyGiPxGRJCJQyNLKiMQtas6bSC0a34/X+A1wYs3xRGRbNCqLEhYEh7PFx+j53wicZWVZ93UeEOPJw4dFC86B9m8Hv2E83uAiHqUZLR2tSyR9TtNWG95/8Ap9/+kufuJUEmQ+zH68BWNaX1KZjdEcAdsNrYnSM7oAPFqNrHiye05jlqXC5j/jEIucH+OJbv0Klaj64/iqT7xEIGlWV69DhwsAfv/6/uBtf8vziszy//Cle7z/kON4x+gEXRg5jYFE/4LJb8vrg6f0iexeJO0jXBCwujThrqVVHpzc01YLJ9Uxh4mgz0XpwO7pqk1GlmBj8gaPdMbgDlaq5aB/zaPl2bnFNd/R2hwuW3XDD0W5p9IJFfcE7mzXvXjzkun/Gq90tb45bdsM1k++RwvNkYXmynDjaA68OFS/2Da+OLV97FfmjN5Z//I0Dn35Q8QtvL/iFtzZ85uoxn330Nh/trvndb35ESHc0amA3eV4fA9YbKhWRMlGrzJWojUfjkDLRaMWq1mglONpASBohFKsaZIq44POiHgYSQ/HRUgilUdT4WCGp0GjqytCZbO27ap9AtHgsRVtYrAI6Ig2wROCAHYpAZvloMlXZkYgQx9Pln9BENMgKKVqgJRERyUK0CJGfgxRyayhFEi0y1WjTAQYfNb4QgJO0aBFyIKgIIBIxZVVQnks8UgSEzlEd6YSw53khYphcKK36RAgJJRybOpCSxo86J68bhZCK7+wAPF2lcztcRTozYYr53arO6qcxKI4TICKNkSzqgcFO3BrNh3c1H9xWjL5Fa3jQOh53PW9fjDzqHG0VeF5ZHgfBblJsR8ngDFZmFDuJPN/uR8llG8p9lCMr/uC44LL1vHsx8qDzPFo4piDZDpLrPnN4hijZTTUfbBsgcdE6HnWed1cGrv6U09SfcfxYyb6fdMxk3z8c/y4u9f+6DwfIXJITeTbdWzbS9+zy740Yz0XP/RRkPyuKEsVXIDPJY5H3CClOCMgpLiAKppCLGxckNia81/ReMYWElDnltdOzmihS6UxqrQsvRMpETJnYa6PkaCWD1WwnzeQTJI/Wik5HNo3PniEmT2xGnXkg3Hv/swmcK3y37GWSUGXROau9cmutUYG2yjuKebgIvYXBaf7Lv/5f8T/+9lm11NusOgpR0lWRRZX5PCcUjI+TsaWkWJjfK4TvEaDn85SLy/x5xgRCpjI9iuKnk7ILKBBSYvICHzWTk0wxh/rVCpa15r3LS56sW1pzlpAPdk+IHgQY2aKlYfI9x/Eue5UEX6TdNV29YlFfUKuWBBztlsN0jQsWYkLrmrZaUquO3Xid20hh+J6r7ZPetpnQO/kl2/HIqh5pTaIzGxbmkq19TQwenww3vaatRjod0FJRm45N84iffeff4cnmvR/aSsqEyNzy9MFy17+it7uM7FRrtDzDqs8v3+eju69jVI2RmVdi/YCUilV7hRQyt+Ciz62Q6InfxyX09e4DvvHmDxjd/qRkG71ltAElA0YrLrtHfO7pL7GoLvju3R9zvf+Iw3STfXpERVMvuOyecrSRV3tPiAqtHEZc4/0NIceCAoJOr2n0kkhgCgPOj0A+p3XV0lVrVs0VEsngDgx+X4pkw7K6Yt09REpJP95yLO85xmx2VeuOVf2Aps6qtKO1vNru+Wh/x93wht7uiGHCx8yf8AF21vBiX/Hq2HI9VBymikZLnq4r/sLjmi8966h0x+2oaVTgW7ev+NqLG0IaabRn8gIboNaafhLY4GhM4LJLXDTQlU1TreGylazq7F0RgMklrFcgIgKHkg7J2ZxOSoFEoFWFCzXfuG35r//D/5z/9h/8bdZ1hVaelEZiGiHlpOg8BAmFQBLRFAFzfl5Kfz9bSQKh/CTD5RlvbhFUqKJmzVyXI54RgiMRiumlIiUFVCArtDIITEZZgs/3cgogMuJMyoVHiIrJO1K0wIQS/iT2CElifSSS7SV2Y2JwCaMTRqaC4mdn5rup4m5UWUQrKgTgQ36fWgdaFWiqyKr2VDLkbD+ZUaTdKDm6rPyrdN6m70fNi0PDh9uW2yEnUl+0nrc3lk9f9jxbZV+jSuU09tFLDlYyOlXc0fM87mImIKvSip9CtgbZTZk1+mTheLRw1DrhImxHzYtdxd5mWX4+zkyReHej+Rs/98v/31ctfdIxFzJfPf5dbClkPkaq/Nc47vFOM7Jz/wecOSjzYwVnU7T58YlzgeLC2X03RoGNEIMst7E8G8KpzI2JxYI/BslUlEYuiqJ2UIxe4oLIzq4ylUiAnIVU60Sn/ckMSRW0xRcZ9uhVJnK57PLYT4IoBAsduFoFNrWn0eHkCjyHKSZRSLEF3YgpIySkHB+gSgERRUllTenkszPzVhCZo/Of/Xu/wd/+nV8vhk/5vUmybFSXvntmkORCJkQK1ylXK/M1kl8vF6AzOgMZwbFeZndUzqZ5iXyipCy+Dikxhdwyyt4zmsELjILOCJ6tG9578ICLLkthY/QkAZPL6coAWmaY3cWeftrjkiXGvKMyumHTPuSie4oUmtEe2Y1vGFw2uCOCMQ1dtWZhVmzHG3p3x+h68lQtSecr7BNevXlivx0EKWXXWS0VD9q3cak/oUc+rbk+wrK5pVWgVJZ5P998hp99569kVIjMYclfhWBc/j7/PCe6O3bjNaGoexbNJUYahJBIoRBC8Ozip3i1+7DA8fn/DfbAYHcIIVk0F1QqK5qkVCiRTd2kVEihUFKjhEZKzbZ/wz//8B9y27/EFSK09YHtlH1jai3ozIL3H/08jy/eY3t8yUe7b7Afbhj9ESkkSppCPF7z+nDkthdIYWirCRlfM7hbYiloBJJGLemqDT5O2DjhQraG0KKmNjmFe9U+QAnD6I4Mbpfl2ULT1RvWzRWVbhndgd7uMipVlDtGNSzbSxbVmtasSEhe7Qde7G95dbjlMLzBhyHnaaXc2p2c5HVfc91XvO4b7saag9VoKVk18Nkrw0Vj+GArOE6JrgrAgJE9F41j8p67IYsXlKzpqoqUHFp6VjU8W0suGs2yjjTGY4RHSg8pkZLIik4nmEIOLJVYlPQoGRls5P9+3XI7GP6X//Rv8B/9z/8N6yryaOl42CUWlUCqzNXI8Hck28flQiOmipDqUtQEpHBIHFJ4hPAofCHCZY5ZRBBidsn2sSYiC+UgocWEUTbzb0Q4zdPeS6aksKEmxJokKmKsCEmS4xoyMViQXY5Jczhwbi3VKqKVQwuPEFmRdDdKBqeKn0tuwy8raEw62fmPQXHXV7zuK3aTZvSyqKkElRZ0VaAznvb/Je9Ngy3L0vOsZ017OsMdc6jMGntWD24ktUZst9QabEsYBXbIoJCCAGMgxGACHOEOZBtkkIUVZhABigDzg7BFWPBDxszYSLIlJMtoajWtHqqrq2vKzMo7n3EPa+TH2udmqqNQZ0si+FE7IiuzMvOevOecfdb61ve97/PqwFET2C8dlXYoFa7zljZWIpDZaCIjNgqWneHhumTwNUoKUrIc1D1PzVruzCyHtacy4bpD3TlB53PxNThNQhGTZDUkBp/lECCwLhc6KUamVSb8ToqAEALrYT1oFn2muSck06LgB9//0bdfIfMPr34enzbXtrJ8CAtUxo+k151rKN8cahTvXncLHjux7/Qtu0Lo8c1ttx3w2Nft/s51UfKYVmd3fenX/W6u6w15LALcGEQYxtFTiIJErrZjGhOvVbZuM27UbgwMy3oViFGCyCOpjZd0Vo3hbYFSZ25AZbJdzqhs25OjQiWfHh5/vIzQ3gyZjilSYt4EjmvHrIrUJkcMaMEOx3JdqIWRYRPgkU5lV/DxSJuyK4oA/sy3/Bj/xc99HDd2sxSPXEQ75szu/bgOJ0tZP3Vtkx71SrvMqGFEcPsxG0mkMZNEZBeZFGMXR6UxNVbQ2UwK7bxCAnWR2C/h2YOGpw+eoikqvLd4HCIyCkC3pBhR0uQPs+txocNGe93hMbpmf3KL2/MXAMFi+5Cr9oTOb4jBA4JS10zLfepiSmu3LLqHhOCwsedRCb17RZ7k4yqBkiFNWWxaZmWX59Zqwn75FCv7EBcsWpVs/DGrdsO8XKCVR1MwafZ5/vCD3D14DyF5fLT4YLP7gjgWIHnbyO+tyF2UFOjthgTUxZRZefiWo6hdR2ZXlEihUVJh/cB2uEJKxV59g1l1OJJVf+erHVZ88vWf42T1CoPrSCScDywG8pjTBEpleOrgPbxw/CFC9Ny7Po/Z1AAAIABJREFU+jyr9oJ2WBDwaKmpzJTDyR1chDeXLa3L1uJ52RP8Ka1djgVNHqM0ekZRNPgwXL9GUiik0FSmpjZzZs0hRpbY0NMNK4bQAoraNMzqYyblHOt7OrvN2qdgCdGjpaGp9plVh1RmQqlqFv3AyWrN/eUlV9tzBr8ipoEQAkpGQoCN05xuSt5YlZxvCjauYGMzX2hWJm40inllSKLmxqzh3uUVvV9xYzJw3GQWzuChtRWHkynHkymd65HCIhXUKjIxkqpI1MZSiiGnOYuUs79iZlB1XnB/IXjpQrAcMpPkZ//1P8t3/MSPI5LAqEyvnVWJoybSGEmlJUrGce0e07rTeHhLmt5rel8SgkSpSKUspXYYmV1ASoycqF2HBIEPis6XDL4gpBwgqSTUeqA2WVQsZYAxddoGhQsFQyjwsUSoihg0KXkQFhEHoogjNDPvSRmbIPLnIgYSWUSckDiXv/fKlMSk2Nq8t02KnKPlUqS3iY0TtNbQB0Mhs1NoCIpCGY4nihQHnLeEFChUy7QITIynMvkgaX3CxmwIqQ2ocSz+cKU4bTXrXhOjQsvEXuk4mvTcnFr2KodReWG1gfwau9yBdjHf6S4qWvtozbZBjvtETt++Oc3W8Grs9tgoWfeSUkz5ky987O1XyLxkP4FPXb5psEC8Fq2EFMbf27V6AcT1h4eUW5A7B4qLcqyoGfUkY1TAKHT9bZd49CbtqpUv1cW81RV2nc7fw7VzD7mYMdE2CtwIY9qloTIWbmLMNsk47tzCCzGPqvog6K0gXsP7szC1tRmGlIJA6zyqyer2LI7VIk92d0GUIckRmPWom9F6Qe80dtS/zCvHjWlgr3Q0Jv22sVHkkVPo8XEUPNIkibFtqST8y9/6Y/zEz348253lo+7KriDdFUe7gig99jg5wTqzcNw1FyeTlnfp1nm8JkbBXu4KhQRbl09MrVX0ThNQTExkWiVuNHBzNuWZ/bsUusDGDu8HQswhjTb0hDHcTyiBcw6fLDG4sRjWlKZhvznmzv67UbLg4eplLtZv0vstKQYEktLUTKpDGjPPYtHulN632DA8dmPJ8fV4UuGcAhpWgyL4DbPao6VgVtxCiMB2WJBIlGbClT0kuBNK1Y0BcJpJuc+dg3cxKx+xYYSQj3VG8kYtpUJJg5YGKVUOWRw7KtPygKbcQwo5dmLkYx0ZSaFLYoxvOaqyvh/dTJ6mnDOvjp/IHeWj5dP3fonXz39rHGlFrI8s+zyqmFcWIwUH9U3eeetrmZT7nKxe5XJ7n023wMYegURJzUFzm0l1wFW74XTtiUlRGs2s6OjtCVu7YJdhpYSkUnMKU+HCQEiOEBxCyDxyMhWVmTCrDyn0BB8d3bCgtev8d5RhXh0xKfchkSnNdsXgOmJ0CClzVEJ1RGVmlKbBRzhbtbyxXHC6vqCzuUuTksXHSDsIrnpF5zQPNyUnG83aFmyGnDFUa8HdPYUSOS1+Vs554XCKkVtCvGRebkekgiQkA0yJcUoXJb3LALlSQ6HjNW27No5a9RRqIOJ48Uzw0oXhopVokZgU8NP/4r/Kn/jr/9k4Mo/4mNfmQmVi7LyK7FXQGEWlBUpKpBTocWyVPwWKlAwhFcRkEKjc/cEixDjiEgEh7FgU7UwFWegONZISxntYkpBiS0otIQ6k5MZ1S7BLfo/j12dithmdTIl+dNalJLjq4M01PFwrei+YV4HDJnFrKii1prOJq17gYxat5zTxQEx53CNFgpRTui96xaLNmVGSxBASvc8d0doEZpWnlJFKZ2BdUzgqncbYgtzV6VzChYSQuWO/6DX3ljVXbUFIOWH9uB64u295fr/nsHY0RR5bPtpDxcgby+L/lPJBl3ENDz6PGW3I7q3G5PfQ6N1BecJHb/yRt18h8/LwMyAdQuRWdBhn4zZ4PJHgwceQBVwjfTClbMXehUHuIgh2u6gQj5wXWmbAVrweVjz59TsVLV9pp0ao3WiD3yZmDlkfhou59TgEgY+KwecxkI2RECUpyTEtOzA1mR6cLeZpLEayRqX3ieD1mO8k8RFap8Z2ZE46nZfZDTQxuxFSJrYm8mMkRiJwFPSjw2rrFKvBkHNDIsdTx1E1MKlS5lMIHoGSeDR+u+4ej++NFPCvfNuP8Z//zMcfAQkZNTDj6xMZXU086qrFlLtIuwiILJzOH7rxFc59upSx2qXO3S3rBRtnWA+K3it80ExMYl4LDurEYSM4aqbcnt9B64LObbGuIySPFAIfHC44fOhzxywGXHKklEnJWuYAwr36mFvz5ynNlDcXL3K6updTlMcOUaEbZtU+jT6g82vWwwXtsMaGnjTmfj/6UD7pfSoAjU8z1n1LrXsqk6m90+qIzi7xMW+wk+KQ07ZAxhO0tCgFhWo4mtzl3be+lrqcY5RBywKtCpQ0b1GU5J8f58NIqdhvblHq+nf+Tr8M2TdEz9X2IS4MlGNHS4ovLzKOMfLqxSf53IP/i+1wOVJ0A5vBYH3F4aRFS09tZrxw4w9wc/48m37Jw8UX2A5LWrvK40ohqcyE48mzJJE4WW+4aBNalMxrQa1a1t0DWrd+rKDRNGqOMgbne0LapVgrtCoodUVZTJmW+1RmAinRujWb/opIBgxOin1m5QFalfjQj9/TlpgciUSha/brm9RFLmi0NFx1A28ut7xxdc759pRuWGTWEIGtg7Nt7shsRhJt7xQba1hZiQ+Sg1rw3hsFzx013N074ptfuMsHbha8evkqLz58g9PNYkQ0CBAlMU2BGcshd+amhWNiHFIOaOWxPvHyueCshdbmz9WtKbxw4Pg3v+MH+fGf+QnOtpLlIFj3gnWfRpDpGJ1SJG40iYNacNRIDiaaiZEIuStIHumlUsrFolYTlKgyMyYNI/F4wMeBEC0xWJJ49DVCGBIFMdaksUTKguMBSY9gIOGIIdumbRDYqGhtDtocxsDFnGskON9GNjYnlufJgaDUgllZjtqTnlI5tMgamRAEF61k4yS1ZiThZm1joXN7OSBY95qLVnDVaULKR7w46lmEECOnKxdVszJwa2bZKwJG5+JqTBceZQo7zks+3G5tFjAXSlMa0MJT6IF54alMRMk86QijHtL7fEh2oyPX7tbeEQhovaD1it7BpAgc1pHjuuDbb3/n26+Q+Vz/82zcFhsSm0GxGrIYqpCBwgTMKLzyMc9UpybSlB4tI0KBQqLQSCmAMC6WAik1WhQIoUjsRIl+ZHBEvnSzCNf/YazGI1mRn1sEuwiAx+1Su01053jawd2UECg1nqe/pHCBRzEDb3VdxyVERoS1xnlBGyS9yyfN1jIyArLrpynCOC/NN6KPjO3evPmncf7svKTzkvWQM0YSidpEDpvArAzUOj/OWBLkV8lnDQ0pFxOdz5qSzks6m8dgU5Oj3rNGJ+REap3ZO9fEX7IbKpILmZ/42Y8/0iCRizgb8qITkxjDzhI+yvGUkF1fu87LOFrPJUDKMfK1ieOpKbu/Fn3B1ufFuzawVwmOJpKDKmekHDYVe80NjCzpXYsNLSE6hNAIBJ1d40KP8zl1OKaIEBIlFYWqKVVFU+0zrw6pijlnq9c5W7+eRwmJEXtf51O1qnHR0rolg93Sh8fFjpCXQq5HN1/+yoLezhX40NIUfmyfz5CipHcrIoFKT3hq73385ptLtHiFUlqUkuzVN/iqp76Jd9/6CEo9uZHxS/kwB81tlPzyX/8kEQUxRZbtKb3bolXBQXMbrb4Mh2G8Tpev8cl7P8eiPcX5DhcSW6tZDgfcma1RskfLgjt77+LZ4/cjheT+4gusujPaYecME2N35inm9RFb2/Jg1dEOgsKUHDUCJdYstg/o3WbcCEELTaP3UFoxuJ5IxuNLodHKjPdAdiqVpkEJTes2bPpLfBiQQlGaCbPqiNpMCdHTufXoduoJMVDogll5g2l9kAskPeHeouVXXrvk9atzBGtCWBBSjyDhgmA9SFa9wkbFesg/QjJ0TmOjZlYWfN0zE/7o+475xufvcjzbIyVYtJd88o0Xefn8IauhQ4tITJJCa5Qsr3OOhNA4L/nCReB0E7EhclAFntqTfOCW4u4M/tTXfx9/5zd+kpACnUususDDTeKqhcsusexgCLnjriTs15HDOjEtBPOyoCkFtVYjKiEDTxFpzJKSWG+woc66PBnQokPRoZVFigGJQ8vMCNtZNGOs6EPF4JuseUHivcOoLY1u0dKiVRh1cSNB3CrWtmDZa85bybLLriUtEtNScNgIasNIeA/jqFwwMYGmdBjpRwBowiVF6zTeR0qT18lmjENIKebYEC9ZtIrOKYTMgY6lDmiVD47TImMyckZhRMtAbeIYV5BhrDmygOtDkpAS6wwbW3C2yZrNRGJWRubFwH5tmZcZKpolhAnrx0ImjTqkuMvyU+Nek6n3u273YWn4s3/gD739Cpn/8jO/xI3JBXf3BpRirHhlDkVTJm+IjMGBQuT5eUyEGIhjnsajtqBAIgm/rSUv2bULx+FE/vOYT9W7c3DK9zijriuPOAJZbBuyfXqXabGLINh1FHa02kD+Wv0WrRrn+W1uoDQKWnfaj51Y9vHrcR3QEMAlSdtnlkrns1DPR0nrcsVeqDiyV+JIls0FiRsLGhvG1yk90skMQbHqJFuX872nheegyYVJtnyPnZX4qDALEaR8hLIegiSMMVlpHOXVKlNAy7E4KuQo+uVRR8aFzNRxMeXxWHwkkoujwDmTix/5GGyQ+JgXtGmZTwJKZBHcspcsBs1mMMQkRs5PFsQZkXjXjYbjScF+XdMUM4wu6F03FjARLRVKGDb9JUPosN4ixxGHGscqhaoxqhxP3A0CiQ0tV9sT7OgyktJQ6oZC5WiCRGRrV1jfZ43No7uFvNyJr2CMBGAITFh3jkJlLYzEcFA/RedXDK5FSsnR9GmeOfgI/8fnP0EjX0aZQIHmePYMX/3sd3Jr/7knBtzBW/NhnkTPAk9WyEBePNf9Jdth8cTdnt216a74xOs/w+nq9Qyzi57OFVx2t3hm3qHVAhAcNE/x/PGHmDfHXGwecLZ6lW7YMoQ2rwlSUJkZN2fPIaXkfLPiZG2JqWBSlhzWkRCuWHQP6ex2lJuCEiWTYk6SEe9G6GGKSKVRwlCahso01MWM2kxRwmS4XndJ5zdIBMbUTMp9psUBiITzPZthkVk2KQMSJ+UBnT/g8+dw3sJ+qfjE/SteubhkWrQc1B3zcsid1pipu5edwXmB1ln/YH1BRLO2JTEajmcV3/zsnI++8ybvvX2IJNHaNW9cvMYXzt/kbLsZdVKZpptSw/11xUsXgss2UWrN3b2Cu3uS4yaiZI/E8ee/8/v4q3/3v8nvvciiYSUDLghaB1ctXHWCqx7Wfe6wITLgcr9K7FVQakVdSKYmUehRxCt3mpXctYnosWtQk4IGlRDJocSAZBjHTjb/v9itKRoXS9ZDlYNdvSfE7MLaLwaacqCQLh+qRGJrBYtecrYpWI2drmLMUtNKEkNAKU+tE0ZFhEjEEMmeJkFlIrUWIOL4PBXEnBuVJwYeIcK1g1SSO/V9UPROMDiFUJIU87q97BN2DLhXMndKjcydmlnlqE1ASzGO8FPWlgqRSe9Jse4VV4NmM2RyMQJmxnNQO/brnPNk1HiojTuOFwSvcEj8OEFgHOa5CKVq+P53fsvbr5D5D379V7kaBiaF57n9jvfe2DIrZK6+UQhh0EqNCyE8riPwITsgIo5HZ/vd0Ccv0NcpGklByuFjQgiEjCgCLngesel3NuixsBCPFRMBkJLK7Cg14fqxHxlyH823wqjR/G3n67GIUV+yd4Q0aj/SI/4J4hFCfzTYXCcvh8gYbpZ1LJ0ni1adzB9Il8uziQnsVZm+uwuSi6OQbghZdZ6iRMjcaXBe0gVJbzPbJqXMsZkUWameE06zNTrPTccnxBiSyS5QM+eb5FyjmGfrMruqjIQ/98f+Kj/6P//b+CRHa7QYhcHx+jGykC7nwuTsqawXmpf5g1qojCFfdJKrzrAYDILcyal1zKA8CZGsLdppjN55vMesaqgMORog5RN1QjD47TVOfxcZoFWBUSWFqqiLWaZFI0gx4bFs+it6v4UEha6ozIymmKIoSMLT2y1bt8pEWJuFw7vRRCbmPKmYN9/zMGHrZnTukr2yxyiY6AMac8DKPsRHT6lr3nn81VTl0/zs5/8+tXwTqSOlyGGLX/38H2Fa7T3hv5mvx/kws+qISfmVff2TFjK7q7UrVt05APP6mKaYP9HXWd/zqXs/z73zz7KxS1x0DF5z1j7FOw4KpHiAj5ZJsc8zR1/F7b3ncW7g3uLztHZBN7TE6IhEtDIcTG6zV92kDwNvLldc9QktK/YrzWGTaO0pi81Z1kGNfQMtCppijyj8SHHOPV4hs6jT6JLSTKjNhLqYo5QmhMCmv8zi4pTQumBi9phW+yihSQQ2/YLtsOLB2vHShWA71BxPp3zqIXzmZMhDmOSZFJ6JtqPupaM2PpPJRU6ATyKbCWzQLLqSRVcyxOxaqbXimYOCr767xwduz7k5O6DQDYPr+MzDe3zh7IzzbcerV4qTjWQ1GCZGcDgxPDWrOJrOOZzMmGi4t1zxw9/1bfzo3/1ZJsV1LjRSJqQYxu6JJcTIuk9cbB1vbhOXbWJjUyZkp0hdRA6bxF4lMErSGE2ts5YmO5RCtoGLTOENUWNDweALSAIhd+LgHi06tBhQssdIe732uyixvmDrakDjvMdFS208lXQZzqc9SubnEaMAkbU7nVN0IaFEPvVJxMiuynBNo9KYIJ+Io5uz0vnAtwup7CxsHLiQTRu52BoPYTILktugWPUF51tN7xJNMaZ1iwwHrU0cgy5BpPxntYl5PVSjeT3sluxc0PRR0jrJ+baitRUrCyFGCpU4nETuTDtuTIZ8YJS5Fe7Hbn/n86gqRIhBoAzsmQkfu/U2FPtup5r/9XOf53On63zSJvL0XuI9R5an5z0JD0IhRUWiyCOisBsPSSLZNpe3rA2RAfDXI4rcxYFc8ya6Aa5aw8NWs+wEtbJMq8TUDBw0WYSV83hyR0iL3RhKjCqbEkMJZGFcTu0O+ODpvMWF7LX3QeBjoJCSwmQUeE5X3qWgkjud4y93EL5dp0YBPCaEfVxvwvj3donTIcCQwEdNbwUuZBvxxmrWQxb+apFR1vuVz1h/nSmeMSVcEng3thp39UnKI52dmj2lnJArSVQmUaldZlHa1TKI8eSBiMhrAXJGgMc0xjzIyF/+nh/h43/7LyFSXoQEmauzK158yERdF/P3Nysz86bS+QVYD5LT1rBoDUkIjExUJn9wtcyzfUV+Lkp6ZjonlHcuV4nvu9EwLWsaY8YMrZbebvOJU6TcSTHNWJTMqIs9lJAMrsX6ARtaOrfJFN4YKXTNrNynKqaAxPme3m/p7HIk/joiu1iCNJYwaizAn+QS5IiBQ662A7VeMS392IXJtup2WCCkYK865gNPfwvn6y2/8urPU6grjEpUes77n/pG3v/0H7wm5j7J9bvRw7zlM/gKCxnIHaBFe0KMgUm5PzqavnwHKUbP509+nZce/hrr7gwbHdYrLvtbPLt/ByO+gA0bClVxe+8d3D16L0bWnK5e5XL7IEcUREtMWchdFXvcmj+HkoZ1t+b+qqW3gsJU3JiUTAvLsj9j2Z4wuJadZV6JgqnZI8hc0CTSOHpWaFVidEWlJ5SmpjazHOWQYG2v2HaX+OhQMidrz6pDClNzb+H5zXtXPNxsMdLzqTcTr1yZzF0KekQh5K4lyXJjErk19dyZ9xw1PaUKKCwxBYaYu7WFHE/4Q8HGGpZ9ycqWKDHhQ3eP+I53HfGhO4fMqoaT1Za/9Rsv8hv3zjnZWCZFFsq/89gwLTLpt/dwujEUesJPfO+38+f/h18gEal1oikShcouLRccMfqxqBkolCMkSevgohU8XAoue+gsILIeZVbkLk1lFEbliJBJIXP4K4JCuWttCEIDWSQckhr1LBYROwSb/OvUoaRDyXwszY4kmfWFSXPVClZDdinNTGRaZfPEjjzvYw4M9lFjfRYJ9y6Nzsvs7ENIOpvHPfmgmlEavU9oETBqxwmSRAGtVTgvKEyO4Kl1ZFJmPU0SuWjoPKwGw8bqfKhMmbcex383YzmyMD2lhJSRWuduUWly4WRDXo2MUrggWQ2Cq1bz5rYihMkodMxOqef2Ou7ONuzXA/Vo44Yx0DeCkgajDLOi4X3Vt779Cpk7LxxRlRX3l+f8b5/5PJ+4t2TRQ4qCptS861Dx3psdpbLZ/pkKYlQgekLq2DmdYsxCRCFi5gwQcCEwONg4QefyUWRXTAxBcNnVtG5KXcx4x5Hm+T2JCyusvyDhRhyTRNMAIGWPJKGlodIVZ33Ni6ee3m2RWAoVqE1W9wsERmoKXWNDRecFIfYY2WOUw8gcHKYIaBXHD2K+UgQ36mRCzL+v1SPh6y4d+rr/lMaxGDl5OaWc8toHydZLugHWg2TR5R8hSUrl2G8Ce1VWvxcqXHe9fExYnwW/anR8+SjpfUb1+5BbQ0rm7swuSRWyAFeJOLIUxpwrRlGLVIQAf+17/z3+wt/+CyB2Rno5ipslzo/dpHLsJo26l8FLTjea021BEruZcbwuPEMS+CTzzNbmBfPGJIOltlbjkmAXAmlk5AO3pkxMdjoEfGa66Mx0mdWHzMpDCl0hEKz6c9phld1Fvh85KgGtTC50zBSEYLAddnQg+eRIPhBSLmDiWJ5qoYgpXlt6v/ylgAmd36e1F8zLLUZBqWfsVzdZ9ie4kZL73P77ePftr+e33vwMn33wKxjVohXMyiO+9rk/ynM3PvAVjZJ+t3qYt7p+N4UM5BDJq/YhPlgqM2GvuZk3hye47l1+nk/d+3kW24cMoccGyWq4wdMHH2aiPsW6v0RIwX59i2eP3s/+5Abr9oo3ly9jfUfvO1Jy+Bgw0nA4vcN+fQufLKerFScbS0qGSVlye2ZQouNqc8p6OKf3LZCQSJQsqMyMiCOEfBwSQo8FjaHUdRby6oqmmGJUiZKGdliy6vJjSaE521TcX09onaExhl96dcnnTi0uhGuXX6EUPmlCSBxOCt53a8LX3G144aBg1S1YtA+BK6TIQYoQsB6WQ0bbpahoXcHJtmEzpmKHVHLcNLz31pwQGcFscHsClV5h5IqtdZlxMmjWTl+LU//GD/wz/OB/99PEJEfRrQYU08owLQpKnd/LHcXZiB6lNhjRIYDOJU7bwJsrWLQwhDyuK8bQxKMqURpFbRRTk5iVeXymRBwt4vnYIGXuyJMiAUeMedwkCCACikTAQsxdFx8yT2UzKC5axbLXCGG4OS2ojKb3LYXsKXXGW+wCGbdWctkWXHaa1WDofe5YGBWYFFCqvB7mPQCKHf9LxTGpPBdT+YA6gjnHeANBHE0embcVYjaEnG4MDzYF60FSKJgUubhTgEsBH3ayDAUpkBiYl4FpmdivBJshEVL+UUiNS4beCZZDweBqjC5Ydh1KOCZlz51pz935wLR0FGqkq+9O3nHGhyZvQ7FvN9MMMWBHBaz3PS+evs6nH655sMpCLIHg9kTxzuPE3f2EjwrkESU3UNpSqAucu+CiXbK1A9YHhHDU2lPueCzjGyWFHhHsGi00EYMQcwJH+FgDlkJtIK6BBQKHEIJCF0Rq3lwOGU6FwzrJ1hneWFacbWbcniveeZTV9z5uiHHAhoQNgsErFn3FxhZMCkFjLLMi2xqHGOi9o8AxKx1NmR1JMApuQyZIxhTHVG+uKYyC3U20693I3EL0Kt+cQWJT1qIMTo68mCyqvthqLrusP5oUmd64V8UsHpajtX2E8zmfNSpKglbiOuF7GPkCklH1nvJ6sdtqpNjlR+XnJEn86J/49/n4T/+79C6PspzLLqRJkZhVnqmJaBUZvOCyVZxsKlxSI8k4UenHhHhBYaSid5LtAPPGcmdmKVWiH7tSzudR4rQIGcMvAk2Z2CsFhTJURcmsOmKvvsmsPMx8k9Cz6i9YtWd0bjMCsuRYwGkqM6EpZkhpGEKLtR1uLGCy8yriRgdFhh7mkaaP/RN+QgRgiByz6CxGrpgWFiU08+oWENnYBZCYlHM+eOejzOpDPvHGr/L6xWdQokcryc3pc3zDu/84R5M7X9nn8/egh3nLZ/O7LGQgb3KL7QmD7zCq5GDy5AXVYnvCr7/29zhfvU7nt7gAG3vIU/t/mKPmc1yu7hHwTMp9ntp7N7f3ngXgweIlVv0lzg3EFPBxIAFNucet+fNomcF3D1YrLts8bjqoC27NK7xfZ3ZQd4YP/fj8FUbkTl+27cfcuVQZ9KeloVANpckarKqYZD2WLGj9ht96cMZnT1taKzFK86kTzcvnkSAUIkRcSkgRsCGBEDw1k3zkbs03vzDjg7crGpPXg2UXeLAauL9aM9gFgjUSR8ITQxaabm3O4YlCsewrHq5r7q81F63BBcVRU/BNz+/xPR+8zUeePcJHz6cfvMYvfPE+p+uezZC7Q11Q/I//0vfzz/7k36EpDJNCjZqzHdFKIqSkKQSzIuenkTwxWUgD0KHlgBI9MQrWQ+LBKnF/pVj1eSQjyKOT/TpxPBFMjGBWSQ5q8ghapvzcks96yh2yA5UPaxRshoHWWmzIwZrOe5TyTE0eg5EgREkXDBedYd1r+iAZnEILz+HUc1hZZqWjHK3pLgk6mzOObNQj8TihRD647jrz13jPxHhQH7MDx86ai5KthbVVbAaBi5pKJyoZmZQeMz6WDZKVNVy0e9hweN1prtTAfh2YFREbLDFFfJTj+yEZhhZtctxNY0bXasooQI3hspMsesnlVrF2GlLOQbwxiXz4juCo2VCqDGskRoxo+MDku99+hcw/XBcYYzicKAoR6LzFB0ewHUv7Bi+dL3jtCjqb7dSzSvHuw8CduWXrHPeWms+cVpxvFZPCM68c0yJX1XuF4c5e4pk9y6wc8LEnpp3I8pG8Uo3Yy6FBAAAgAElEQVQFgBQVjTlkWh/SmApSy0sXZ2y6c8DhU8RHxarN88pbk0hTRkqlSUmzGqa8vppz1UkqNSClY2os88qiZSImTSQvDq9fGa76SKk7jsqepvAZ8zze4PPSMa8y3E7LLGIWZNppXWYbtMLmUwSBQMx07fHZ7VgskSycdj6HPNooGUK2bA8+z0fXfW5RLgaB83metV85jhvLvPIjayA/cLZ5MwrA8vxXypw5lFuy4vp0Yn1usUbyaQwyf+a/+oG/yA/8138FkUIW7I4JrqXIfYv1IHiwrOiCvu66VCqgRvpdcIoumZzm6zQxBW5PcxprqXMBdLbJi820cOyNdFKJwIwBnnG0FE7LPZ49epY7e0cIYPAtrduwbs/o7BZEnr0rqTPFVddMqj0qM8X6jnZY0rnNyBJJGGXo3CZnJ+FRwmRRZxy4tsW95XU9ZCQTfacM6Yhtf87UrCk0GNVwWD/Fxl7QuxYlNbf33sEH73yU1i/4jdf+Eefr15DCo5Xm+aMP8vXv+C6a8sn0Jbvr96qHectn93soZCDrBXadsR33ZZeq/eWudtjwydd/hjcuX6R1S3yA1s85nHw77zx6yIOrzzHELYVquDF9hjsH76Ip51ys73O2fiOzYmIYrb0ZXHc4vcNh8xQ+Wlb9hvvLDZ2VFKbm9rzmoBa0Nhc0y+4MH7IrSgqFkRWFLh8raARa6REWmF1OpZlQqAKtKu4tDa9cwaazbN2SX37N8srleKdIRYqglEQRmBaOZw8C7zlyvP9W4O5+xUF9g1l9SKknVMUELQs6l3j1suXF00suNycILtCyheRJyTH4xMYqWie5v6o43ZScdQUCmUNHC81RM+GDd/b58FMzCm2ICE6WC146P+PBskMLz0/96T/N9/+Nvzl2FRTTUjMvJZXJB9TMjDEUWlMXBTcmDTcmBfNKI0UkJksMA9YvsH6Djy0uBs7XgZcv4bVFFgn3PotrKxPZKxPzMrtHsychQAq4sMNw7Mb7mbI+OOh9xva7kM3Z0ypQqezm3Ks8szKNVODsBmq9Gim+mpiywHGiPbMqUGn/GDxvHD+FUVzbK1qfg2+VeEQ9t0GM1GCFlppSZx2mFI5ChaxL8Zqt0yw7zRAFMUbmpeew9hxPAvNaYKSkc3Cyrbi3nJBSDqT1YcG88BxOA3emms7brMuxktootJSk5Cl1oDEJLRKtG12gQdB5w6LXbG3Fzdk+T+/v8c7DOSFuOW9Pif6UUrXMjObDsz/29itk/v6V4nKIDD5v2MfTkhuTkklhmJSa46bgi6cv8suvfIZXF5aH6wxui0mwXzme3eu5MQ2EWOLTPk/Nj/jA7YZpGWldP1rGKnoX8H6FYIlgkzsto2hXS7IWh5ThUi6zDha9IqQcCqmlY17mPCM1bmy9r1kNOgvHlEWO1W4fCpb9jK2f5ZBG6QneguiIMdCOp56TTcXLVyWLruBG43lm33JjYmmKxLSQzErDrEzMa08l7bXQNiZDiBWWkk0HLvaIsKUqOwrpkSJe254hdy52hNycYp1wTo9cAEFE58yQkN0MQyxwwbDpE2ufcM4xMZb92jMvHZWOmeEzFi+tyy4ApUJO8B6JzJFcTPmUR0pdgM4Lfuqf/0v8a//tX84cG507NYODk41hbQuUhEplyJKRGdakVMKFCilqhBC0NmJ0oJIt+5WlKjJC/GxbEmJiVjnmZaRQY3tZ5uJ1B3hadAWvLwrWtuDrnr3BVz89pdGWVX9GN6xHUaKiMXMKVaFUSW0a6nKGD57V9oy1vSREdw2Ls35gcFt8sggEWpis+eFLM5Mevx4VMLsuTOKAVQ+SK6ZlJsfOikO0LNm6S0LylHrKe299A3eP3sPDxct86t6vserPkXi0Lvng09/EP/bMx/5/0cO85bP8PRYyu+vxImu/uUllniyV20fHp+/9Ai+ffoJVf4kPid5PmDcf4yPPSr5w8mu0wxVSavbrGzx1+G4O6ltY33P/6kU6t81ARALWZ5LwpNrn9vwFClUyhIHT1RUP1xZESVOU3J031EWi7Rdcbk9Ydqdjhy7bvDUlRhcELDFkwXwuznJho9WUB6uS1xbZlZOS4Re/6HjlasCFiJIOoyKzsdPYGHjuwPDhOzM+dEsiRIuPOdbA6BxmuT+5lUemQqGEIibBydryudMVr1+e4vwZhVwipeVyC58+NZxuDJ2THDeOu3ueeSk56xqWvRltyAWTsuK9N6YcTSqOmoKUPPeXC378T/6T/Fs//beolEcqMQpxFVoWHE4qDmtDqfOo2qdcjORRuWJWKGalIuFZDz1XXc/VdmA7bPCph+SwPnDeCs5bxaJTuMAYuDuOa0YHUUqCctygCw2lThiZD48yiVFqANshj82qInKjgbtzgVEBGEYkSDZN7DoqfjwQZkJ6wdYrWiuodGJeeWrlUbvRU4StVVy0BQ83DUtb0lnBpPDMilw8lUpQKM1lG9nafO/u1YFpMRZIKtI5warP4y4XCo6nJTenBUrkdPJS2RFfobjsE69dlrx4MWVS7HNnntj0V0zKgcPKczxJCBFxY/xNZSSbIZFSyBBEk1Aiax8LJZmUE2bVHpPykPNWcX/lWbQOGwK1bjmuev6pZ7/x7VfIvOhatjFbiQWKJOClkw2vLzoergcebizbIS/y83LgfccLChW57ApC0tS64NbM8MJR4r1HnqrQBGZYXxFDLh6UcBRGUciaUhuU7CG1xNThXM9Z5zlfW1qXoVI7KrBPkhA0pW44mhiUHPAhF0FSxFFzIem9ZgiaYowIQGR9S+8099cFXzwvSCQOGodRnr0qUukwuoc0q6HgZLuHEDd5bn/GO44lT8+z+LhS0DpHO9gctBcW+DgQY6Y4dr5kOZTEWOKTwDrLxHQ0xZapyZu9lvGacXMtGBYA4vpkIlBkXb3MYuGg6Z1hM2i2vsJ6ybKztC4Qkmda2GzzKz2FStehjj4IeitJInNlZlUmeWakd+7Y/Mff+8P80H//F7EhOx82fYFWgknpKRQUKuJCJgorIVkOhmWXNQV7NRxPJI3pKNRAoTydT2x6RSSxX0Vqk5DCjwK4sYhLMrdfe8XLlzVvbmpsgGkZuD3p+Mhdw62pzRZ7qZgWB8yqw2ubeaUblCpYtecsulO875HSYFQu0rZ+ifP96ErTGGlGVsz/WxfmcU/aCBuiwaVj1v0VU7PKRZ4oOZzcpXOrscCQHDR3+PCz34YUglfPf4uXTj9D75ZkkvGUr3vhW3nfnW94IqDc7vr91MO81fX7VcgA9G7Lsj0lpsisOswp1E9wxRh5+ew3+ez9X+SyPSGEiA0l0+YP8Yff9Qyfe/B/ctWeIESiKfa4ufc8N2fPoGXFyeplFtszXBhy0eo6fLQoZThs7nA0u4sPjsG33F+uuGojhS7Yqyvu7DXIFFj3V1xt32TVnxOiA3IcgqZCKY1PwzhakEhZ8tqV4v6qzFygoPjlV2ExeEqV8Qh6h/YXoFXkzkzyDc+WfM3dPebNHtPygN5uWXSnDG6DDw6pBLPymKPJXapigpCPxp7bXvDSxYbPnZzy6Yen3Lvashw8RkaOm4Gb056pCfgkMVJwsa0472pOtgWdy2PmUmsOm5oXDiccTQv+w+/5GD/0P/09Bj8QY09KFpkcQ4ysh9x97Z0aN16BT5HBJ3zIHfOYGLsXAq0ESqmR8p0/47PCslcNTAufGSxWctVnjpSL+ahqZKCUeSQyL7MupSpyl0VLj3URpM+Z2qMmUKmsZ8uIiEgYgaE5hiW7hAq5ExVnA/5q0Cy7kiEWKNGwcoarjaPSLbemPUfNMP6bkZAEy15z0RZctnOkqDmeSUrRMcRNFgiISEqa1im2gyLERK0ts8qPjiVJoUpCbDjZGC66LOSdmYSWLYXcUhd55F/pkotW8tJFxWdPGibFhMNpYqK3NEXP7YmnNp6QPM4nhiiy4SNICh15alqwX8OkEDgiwxBZDpqrtmI11Fx0irONZ2I0P/KNH3j7FTKvpMCv3j/j1cs1J+ueq97jfG6bCrLy+nhieHZ/ylfdPOAPvnCTaVXwcPlFfvP+fT576rm/lKMqXXNnDu+7CS8cFtTFAbPqmMaAFGtIOejvfOv4xP0LLjZLUuqpjaNUgR3cutKSaaGZlAYbYNFrTrc1b65LUgzcnG45atYcVD3FWLikBHZMqQ4pUapcDOUoAs1lq3j9qmFhBfulZFImjupsK2wKRV1U7FVTjqc3qYqb9L5iawcW23Ouuis2NjA4z8ZGSJ5Sb5kXPVJ6fEi0TnK6LrjsKy47zXaI7FWR48nAndnAUWMzV2Bk4VxLPscQxt3vSnZUjHwjh8TYipesupLLoeSyNWNKdKQPgVJZ5qW/tmmLkQOTw8nygqJEpFSOSSH58X/6h/lTf/2v4JNiVmVWgVGRzikutxkydWMK06pma/OJTMseIwJNkTU0pQGRBK3fJcJGzDX4Sl47nyL5FLQZJK8tJ7x8WQGCo8Zxd97y9Nxy1Njx9GY4mh3z7OGzGFUw+B4tNYVu6Oyai80DBr/JyH05IREZQstgN/gUUCiUMsSY8L9jovtOaxLHd0IDR6ytgXjOpOxQQtKYPWo9Y20v8XGg1BOeP/og77n19Sz6h3zx7JO8cfUGg18Dgkbv84ff80/wzPH7viI9y++3Huatrt/PQgbABcvV9iEhuq/4ez5ZvMqvvfK/c7a9RwgeGwvq4iN81wc/wotv/hIn61fxwVKYisPJXZ7ae4FJuc+6veBk/QqD7yHlFWrrlpBgWh1wa/48hW5woWfZrbm/2tJbRaELnpo3HE9LYvQsu3Mut2+y6S9HAKNECYORJVJJemd59arg4bpEKcWqS3zhSl4L8EeUFi5kwF1T1HzNXcO3vtAzr7e5AyPLzKwp58yrQ2JKLNqHbPpl7gqJRF3MOZo+zaw8QEiFEpLORX7h5TW/9NqCF0/XKDFwXHe8+2jJUTMQkufhCk5bQ2vVeCrSdK5gbQ3LIQMzQXJYF/yjP/d9/OP/yU/R+YSPnhizQiWl7PZUIl13ikPKTJhSS7QUFDqHPxoJdZHX5b1Sc2NuuDOr2a9zl1RLhY8t1q3o/Bm93bDsHSfrwPlWsrGC3mf3qhagZO5g1drndcnkg2WpEkZKKqOwIce9bAbJetAMPueDeQTeQ2E8E5M4qgOTsqVWHq0SRgkEmrVVnKwka6dorab3BZVWHNQde1XLvLRZ3CuyXsfHijeWBa9dFSw6yUEDh7WlMRYjQ16HU6K12SY+LQ139sDIbgx0lbioWPcVn7uQbPvEvE7cmQpuTB1GbDEqM9ekLLhqC15dNLy+mHNQ1yz6LfNyy7RouTXz7JUeJROl0syrillTUWBY24Gt7RHYcX+LdBYuO8NrywIR9/l3vv7Db79C5j/6xK+yCQODV2ysBirm5YSnD/Z47809njlo2NqBmCITE5mVEhcirQ8464ELOnfG588cr1wV9E7lGXYj+eBtydfcNRw2h/zafckvvnrJxXaBpM2ZIyHbs5/Zizy9B7fnCYVj8I7WhaynGQVYEYkLhiHO6MNNrGuQcoOOJ8ybBRNjSeSU061TDC5RGpgXGQonBGOHQJOoqMycaVkwLTKZtvd9xoJj8EGxcRVX/Yz1YFgPLlfYqqOSDhvzTHjbR7S07NVuHKHA4CVXfcnFtqH3UzyGqSk5bBJHk5aDck1tWozsRtdRghRJSXIdXLn7OaVrm51MkSRGTkzIvJq1VSzbHFLXe0nvYDMEyiIyLwOzItCYMRxizEXaWslP/Qs/xJ/5yR/BjAGOZ1vN/WXFw22Vyc4BntlzvO/mwFfdzKmtJJsV9zEhhCeOrfHaRHIqbtYFtTaTTENMWJ+1TCcrw4vnDQHBzcZxe9rx7H7PXu2odT5pXXWaF08b7uwf8+3v3udwIilVSSRxsX5Aa6+IJAo5wWjN4Ft62+LCAKRMx00KF7Nb5a0vhbxOudp1YWo8t1h3Cxq9ojQeScFRcwsbB7bDEiEk0+qIDz/zUWb1EQ+XX+S1809xuj7H+Y6I4qC5yUff+8e5tff8V/Q5/P9CD/NW1+93IQO5i7RoT7C+p9AV+82tJ+4iLdtzfvWV/4X7V1/AB4dPmtJ8kO/+0Me4d/V/c+/yM2yHNUYVzKpDbs1fYH9yC0jcv3qJdlgSosPImtYtcNFiVMHR5GmOpnfw0ePCwNl6yYN1jxQltTY8vT9jWkpi8lxtz7jcPmDTX5EDChUhaB5uJpy2AonjfKt4Y1Wy6TPevneKzhsSOZvozp7kO98z5bu/6gZ7dUHnNqz7C7bDCh/y91TomtpMmVVHFLpi2Z6y7i+xoSOkSKErjpo7+LjPP3il5QsXHZs+8sJRxTuO5tQaXl9ccrk956pdIFKPDZHWJhZ9dgL5lIuPlCQulYSgEELzD/6Nf46P/qd/M3dGYzYO7AqWQkOlJJUZs+BMRI+brfO5WzWrKv4f8t405tItPcu71vDOe/rm76uqU3Xm0/NoG49tYiMPYIdIICsoEkROIgUlKBGJiDFxpEAiQAQUJET4E0EIsiwSrAyyFAdIHOK225bd7bbd5/TpM9Vc9U17fPc7rSk/1j7HDmmTww93t9RLqn/1TXvvd61nPc9931euU6xX2J0pIniLC45MO6a5Z5o5MmXxO71gCAOCDhkcxntWneZprVh3ivWQxKRwBy7sLly7Xss01xyUGa0BFyLNO5GBKolCZBeiS0gIwTRPSYViOfRkyrNXwFFlIGzpbdRU+RDHNZ1NaE1K7xI2naAxUQNzc+zYr3pyHVmDIQRaK9kOOY83OZd1SmsFmbbMUsO0iPbvUaJJtWTTSxZd3EWmuSORHcZbrJe0JkWwxxvXgs7Gbstp5Tgc9YySHZNKSDqreLxOeXuec3dREoIiS+DWdODTNyQ3Z5ZJahicoR0cjQm0Vu0s5w4lDJk27MxnpGLCD5x9E9Kv/+oXPk/nDLdmkk+cpNyYRSik8xJPQjOkXDYJy0bj0EhRcjoZcWtWUqWKKlWMMoF31yw2b/Hb50tevZDcXUSVe28cs2LgbNKRKcnFNkWRczpRvHiQcTYr6U3Co5Vh0azxNCSyI1eGTLuo19jNVmF3WJooJn17lfN4KZkVjpNRw+3ZwCy3hBD5RpfbaL0+GWtOR4Yq7VBE2mysEBKcyxASet/jnMH5GNBngsQ6xdakrLqSi3XJ0oIZBsbZQK5bkp0l23nIFczKOEuNXReJ9Tm9m2I4onMjfCgpEkUqW7RYkcprErlEyxYhLCJE0rEPAu8ETsTZcgjivXAnLaILLI6pYhFgXXwA6y5h1WsGpxFBEEhYtDHZskwtkyyKl//Wv/6f8Sf/7n/JstXMu4Rll3BZK1qnOB47TquBSWYYp44sie3c4xFUaYcWFhtAy8iJ0jFpjN4kbK2kM5JNFzfM1kkeLEq2NuEg7TgYd9ya9jGbIYnv56LVvLMseGdRMs4Mh6Xl5qTgMy/cJBVr6uEa5x1KpJTZmN5sMa6jHRri2ChCAK1zOH5vR5J4LzYxhuFFW/U+W1Pi/TlV2iIF5GrCKN2jsUt6276XdfLR25+hHbY8nH+Zp8u3WLRrBtMThOR0cpvPvPyj7I1O3/fz9/uph/lq6/ejkIF3/45L2qFGyRhgl7xPXVA/bPm1d36ety9/k8F12KDI9Av80Ed+iE33iDfPv8CmWyCFIE8rDsfPcDS6RZ6MuKofcrV5hPM9UqRAoB4WBB92hc8dimxMZxo60/J4tWbReRKZMSvjuClTOo6264cstk/YdDWPN5J5GyMmntYZr19mXGwF6z4hGhIChYY8kbx8pPjBlxP+wO0SrUCrjCKZkOqc3myp2zmbfonxLUpqUpWTJSWj7IBRNqXuF6zaazqz4a1rxxcfK66agiIb8aGTCZ+8OeZDJyOUFDxeeT53f83rFwvONyvavgZaCj3Q7wLdehf1HgeV5+WDAa0K/vwP/1n+u8/+IybFCChpvWLTBba943w7cL01bHsbQcDBIoJBiwGlDDJYBm+xHpQIlKmkSqITEgnBx5A26yDZWZhT7QghjuwHl2AdWG/RyhB85EEtGr8LrFPROixjLo0nwXu5S3JXVJnieKSp0j46qfBkCvYLybr3bAdHolP2i5xRlvFovWVeb3GhYy8f2CveBTvGoqkZNJs+wZGjZEauSx6vOzrTsV90HBSGKrO7OInYDbpsEh5vSrZ9zqxIuTkVFLrHhw7Ju9gDwbzzbNrI0jssYZx5Wut2F9uEup9yUadk2lJmlrPRQK63jNIBEWKy+nbQPNoU2HDAswc3ef5gn4DhYn3BtjsnV1tS3RFCfL8aI2iH2L2qEpiUnqM859v3vgkLmSdqxK8/veR8vca4HiUNh4XlZNIxzSJGQIl4mC5ayWaIh0CmE45GGbdmJUfVCC0zfvHulv/77XNEuKRKas7rjCd1RmcigfegFHz8huADhwlBZjxeOdZ9JMgSPMYpQDLJYZqHKGr1BhcGmt5gg40AhJ1tzjjFvE14uMqYtwlHVeDOtOPOXsc0dygtSUXGfnVMlR/Q28C229LZBYPtsHishc5m1CajMyZi6tVAomKaJCEG7A1esWrjz9uaBOuie2CcORIdhViJ1GgFVeJJ9YCWdqeNkRhf0tgJ22FE5yqaIc61gxjQYUORrhina0rVoNW7tPFdEGCQeB+i+8kLjI1ZM7kOpNrtgu5iW1UKSW+jjbMZZOQeDeq9f50L/JM/8+f4o//NX2WUOwaruNimETypfgcp0FrJqo3jruOq53RsOa7izSsq+n0EuRlNYxKCKAlAZ6IW4t5Csek1ZWq5NWk5HQ+MEhsTnWVg3WnurTLevh4x+MDtmUHLmMcxTS0vHjrOJrFtXyVjBjdgfEs3NPgQb4RaJkihIlvp92AkSTS/izW+G97lWE7ZdhsytSBPLIKEcboPAnpT43GU6ZSXTr+VW3uvcLV5wP35l1huL1j3G3pjCEJze/Yin/nAj7xvnQj8/uthvtr6/Spk3l2bbk7dLZBCxqIsKd/X1zln+OK9/4NXn/wKvW3wQZHom3z/h34QLQKvPv4cyzaSuTOdMy2POR7fYZzv0ZmGJ6s3Ywiej3Txurtm8D2JyjisbnIwvhkhuLZj3a55sKzprCTTgoMqZZKBlIq6a3j1fM5blw3zxnN3lfDWdcm6kzgitVpJR66jTuFTNxzfeafnpaOUIhmR6oxUFUBASs0om5IkZUQcdHM27fw9BlimSxKdMcpmFOkBn31nzq/cv+L+cmCSGp49gO+4PeGDJ7fJ0ylvz3vmjWU7OJrB82jtudi0PNms6foaFzrG6cDpqKNMegptY9cDxd/44z/Jn/vZvwIhReucXOcomTA4GRPJbcB7Tz3EDo9xAaUCCo9SjlxZlHB4H2gNbK3Ce4lWCkhxXuKCxgb/HnC20HBQJYzThlFm2ctTAhn/9M2WB8uWcWYYZ55xBgeVgqC4aiIjyfoYVeGDItUJqYrheHmquTHWHBSO67ZGS8+0kJxUms4GHi9b1r1hO0Thb4zYECSqZ5q3jFK7SxuP55exCY83ms0QuzyelIAjFwP7Zc80N2Q6CoutVwwuo7UTLtuC6wZSFZikceQeQrtLAJaM84S692x6R65iQZMn8QzprWLVFTxcF1xtBbk0lJnl1rRllseL5jhPyJOURI1YdmPuLnMu6l2uTNsixYbDqmY/b5gVjnznqkWkkT8nC75r/9PffIXMZnRM4wSPVg0PFg1PNlFbkCrJJFM8f5jxoUPJpDBIYmLqRd3weNXweNXxZL2lNT2ZMu8lDsb4fMFRKdgvPFdtwpevcp6ukxhMFwIHheVkbEhljiXjqFIclZIssWyHwGo7sOoahOoRIX4Icx2hXEo4UhWTY4OXBDSBEQejZ7gxvc2zB4que8iT1V0as9rNhTUwpvNjjLM43yNCjEMPwuG8phkUb8/HvHmdkKeG47LmMO/Zryx5uvNTI7FeY3zENyRKU2h2YjmPljKCMoPaZScYhHhXnCywQdP0FWtbsOkSFo1gNSiMDfgwUKWWadFzXHa73BILeN6FcTY2Op2USN6DK3Y+4L0lEQ6tHGrHQFHE9uW7AX/bXnLRZPz0j/8Ef/hv/zUyxY4/oiJx1gcWTcyEEcIzrSxnI8MoHUhlzFaIAuvotlj1CVebBCEDWkkmeSTjPt3EZMtRuuSoNFSpeQ850QySB+uE+6uKy23G8Whglvc7cJvlsLRMchvtkDblw6czUm1wbohpr86BFCgU1pud/f2rrQgzdXjeFfzGrsyM1k2x5ilVtkUKSGXJON+jtx2dqdEqYb+6wcef+T6EFJyv7vJg/hrtsGbTt7TGIUTGi8ev8D0v/TBZUr3/5+5roIf5auv3u5ABaIeaVXsB/MuNyUIIfOXpr/H5d/4xjVnjESTqmO988Q9xNDri9fNf4Xx5n8E2JDqjzMYcjp5hrzpBi5Sn63dYNhcE78jSCud6Nn3M+Bll+xyNb5PqjGaIHKzrZsO8MQg0mc6YlVOebOD1C8FV0/DmxZpXLxy1Ee/hUhIZKFKY5Y5vu9Xw6Zs9t6Y5Wif4YElUTp6MyHRBIjMCHikVRTqh1GMMhrq9Ztsuae0GFxzGFvzqI8XDdcK2z3h2L+XWrOPFvS2J6tj0cL4tyPQBNoxprWDTGzItGWygNYInG4N1A5ItB0XNcbUkVR3WWR5vBP/1j/0kP/Gzf4kyiZkniRS70EyNkrHAWA+KdZ+w7hWDjRblTR+5alJoBDHsNFUSJaOmzrkBIeLFZ5Y7ZoUmUZJJXqGFxYctQTgmacL9heFz91uu2phkHILmw8cpf+wTx6xax288XrDY1sCA8zspQYgOy94prE8YZ7EjZj2M85yXDjOemUgeLBec11uC7wkEEilIdTy/tkPUCCoVx1Oz3HJc9YTQv2cDt15SDynX24TGKFoj6V10XR2WlpPxwKyI2Vc+QNMr1iblejPizaWiMzHY7tYE9q/qVUsAACAASURBVCrPYFoEESCslY4i5eApVAwQNd7jvGDdKx5vSp7WOSEoXj7MeOVYcTyq8W4bE8y9x1jFsku5uyh4tE64qAW9j6Ot52eWFw56ziYDo6QnkY5Ulnxy/N3ffIXMb7RwPBtTJilSJuRJwqo1PF03LNoBIWLWwDOzihdmBb9874r/9bVHfPlixaZrKLQj1Y5R4jgZS14+lHziLGWUOVozsOwa2r4h0z2dCby5yLm/yGmsRhJFVXdmjrOJYtkIHq8tdTcQZDz0rI+BbpPc7maxIfJ+8sAsV5QpJEqQ65j8KFWBFAe4sEdnLX3/lMFfIEONJ2CdYtWVLLqCmPBpUXRkqkerONYZnOTxOuONqxGIlOOxZS/rOR45yjRa9KSMTBEhSxKdEPmwPc43SAwCjxBR+xKxSA5C7LS4AMaF+ADVKbUtaW3CthV0PsEHgxKGcW4YJ4b9cmCaR6t0IgPBx/yFxkQRXWeivsk4yRAUhYIisVSJ21kXPc5F7Y0Pgr/1J36KP/X3/vIuiTfgfCxMchVQ0jAtotVdBIfYuYa2RkXIpUm4aHLm2wzjFZl2TPKOSWJpXUKeSO5MLVW2JZHxZ9vdbeSqUcy3JQ/rnN5GjkiZembZEG9oedws6jZg0YyzwCgNnIxSlIyuCCEkIiiG8HtrYSQJEc3gAbsL/0pxnLDpe3I5J0sGBDtqskwwPlplc11x5/DDvHTy7ay7cx4uXudyc59uaNmYnt5YBAUfOfsY3/7iH3rfWSrwtdPDfLX1tShkILKWlk3soJTZhEl++L7TjB9ev85n3/xfqLvrCB3Ve3z6zvdw++Al7l/9Fg+uv0Jr1iilyHTJfnXGXnVGmU7YtNecb+5i3IAIkkwVLNunDL5/r0s0yfeRUuFDwDrL+abl8RruL+H+SlIkmreuBl6/HKh7jwsOJSJ6o9SO05Hlu5/t+MgZjLOB4KM9IUtKtErwwZGojCKdkOiMRP7OZ6NMR5TZBOcD227BGxdzfuGdmvvLuEc8t6f4xK2Kb33mjCotee3inLev5qy6jnrwtEbH75HM8CRsjaNMJC8fldzeG1FmJa8+WfL29Tnz7Zy6W9HbgX/wb/4Z/q3//q8DDkk0Agg8QcTcFu80XqQoWZLqMUJUSJmgdUapM5zXO62eYJInJNKD2JLJHvwK6zas2p7WeZRQZKonIo9yrC35Z+8MvHrhcCFQpZ5nZoEffmXMt90+4UsXli892TBvesBTJRIlPIgG5zoQUSbgPGwGSWsVIWTslQVFolg0lnVr0MqRa8c4F4xST6ENxkXtYZ4EilST6RRQPF73BD8wzTqOKkuexD1ZCOiMZN4mLJo4fkqSjEmqcc5Q6A3ToqPQsQAaPCwbxWVTYv0RD1cCG1oKbTkqo+ZI7ezlqfR0TuB9IFeWREc+0+AFQiYUesaoOCbTE663PeebNUqumaVrlIyvjfWBziqu25x5OyKEMdNiyl41IpGCSboFrpgmPd+59y3ffIXMP3ywIE01rxyVfPS04mRSoGSyS86E/+3L5/zMFx7ylYuaeWvxIc5IlYSDKueDxxM+8/wJLx5PebBseLSqeetyw1XTYnxPpXqKNB6qNycdz0xrUtXyYKl54zrl6UbHECQBp6OeG5OGMolJiVGUJhicRoqEvaLg2YOCaSHZyzM8A23f0tue3kZ+yC7GCBdynJuyHsZsB4sM14zSOXkSHQ+dlZxvEu4uU7SUZDqq6PcKR5nYXfdB0dmC2kxJ1JQyNZRJR6kHlOwRBHoXdUSNndK6MYVOSFWPEhu8XxF8hxAdzsdNRElHJjxK+zgbDZEyveoSFp1i1aash4zWaLSQlImkTAPQkSrDrOgZpRGvkAgXMQMeei/praYzkkUTtTKrXmBC3Bz2C8MojTDHv/enfpJ/9e/8NawXKBHIdGAv7zkdx2RjtyNfGyepB0VnFVdNwoNVxmWT0Q8aExRaRhbJUWWYZD23pj3HVU+RQKZ/R5RcD5InG8n1Nue6TdjPLcfjnlkeYWh5EsdCzeDxaAodIZMhRB1OlXnGmSaVCYMf4PfEC0g0CfZ3dWGiHmZM7/cZzBVlso7pyGSM8n0CjmZYo4RmlB/wkWe+h2lxwNX6IfcXr1F3i9hF6R3GWqQo+NStT/Gp574XrZL39ax9rfUwX219rQoZiJkxy+05xvVkumBWnbxvK/r15jG/8OX/kUXzBAgINeEjZ9/Gy6cf4WrzmHtXv7UrBgOJyhnlexyOb1GmE3rb8XT5Js2wJhDI9AjrOlpTx09BccTp9FlG2YzetlzWLf/s7QW/cr/FuMD9heeihsawYzIRDQOZ5blZyyfPVjy33zPNFVKkaKlwWLyzSKnJkopEalxwpCqjyGIGkpbpLlPKk6iKr1xqfu3BljfnWwptuDUZ+PBxx+lEQch5uEnwYYxxBfOm4bpZ43wsom2QCEpeOT3glaNDXjis2C8jz6e38Pql43N3F3zu/gV1t+UX/8M/wWf+5k+D8GTSUySORA2UemCUDewXHYeFo0ihSjVVmjHJD5hWN5DyhGUHmwGcUzxY1VzVLXVvEKJHS4cSlkmmUNQMrqYeLMZJVq3n6cZw3UhWvaYzKcfjnB/+4AlKjnjtfMNVHQ/qKpUcjnJSCdu+pTFxP8i1xPga71sybYgjIcGiE2w6RW1kzM+SEi004yIhEdERJmXgoIC9wrNXaBbNsENexOwthKK3HoXhsIp6mlS5mGtDxEy0tuC6TalbzRA0qXQMdstx1XJQRYeolIK2F1w2KXfnJYthj20vGeeGvbxnnEfxc6ZivpgWMTJECcfpRDBKY3aMcYJVr7ioS+ZNzqqDuu9IlGM/rzmbGKo0wieV1GiZM7gxXu7RmozepQgyKuH5kZvTb75C5i4Jb68GrI+OlGkWeLze8M58ztNNx3YwEGCwYIJEi5SDquT5gzHHk4qjKseFwOsXW+7PW662lsE5bAikSnE2KfjE2R4fPJvQD543Fxt+8+F9VLjHnVmDEIZHm5LzTUZnJQLYKww3pwPP7hlOqpRRpikTRZZoAhJrHSZ4jHVYHw3LFoskVvDeOawPGC9phpTzuuD164pVYzkbb3jpcMNRFfHwxgoutilPtxWZVkxzKHVU4qeJQ0uLlhpBhhN7tHbCtu9RoiZRHZnsd+JbhfUp8zbjfFPxcKW4bnahRrpjklvGqSERMSslkQOjzFJlMQ9B7i6t1mk6q+itZtlJ6kGzNXHuq4OPuh/tGCeOUW4ir4hYIEkhok3QBnqv6WwsahadZtkmmCAJAT73H/0H/Ojf+avs5QNn45hgLIVFhHhL653Ee8lmkFzUGfeWGZd1znmTUBuJBA5Lw7OznoPScWvSMi2ihTqRga2JRVWexMCo61ZzXudcbix39racTTr28mgvdAGaPoBQ5NqTaoAoIJzmhlTHG5mxcDT+vT/Piigw9YTflRmd4DliO0AqLnZdGEWmxuRJyeAajOvIVMnx7Fk+evMP0tk1F6t7PF6+RW8bBjuw6DzOGaSq+I7nvo2PPfOd73sc9PXQw3y19bUsZAB88KyaCzqzRauUvfL0fRd+m3bB//na/8DF5p0YjKgqXj76OK+cfhznDW+cf57F9gnGG7SK4W7jfJ8qm5Hqgrq9ZtMtgKhHybMR881jjO9QIuV4eofB7vPZ+y1ferqm7S1fvux4uAx0NrpQkgTGqeR0mvEdtys+fNxwXF1izILBdQQi803LFCkkLtjYoVEJpSqRSuGDi46ldEyqcgan+ZX7A69eGK4awQsHIz5yOuajZwHJhgeLBe/MW9oBGpvSW42SOVkypjOGVVcDHc9MDScjePFwxOnkFtPyhPPa8/Z1zVtXWx6tOraD4Krx/M//9g/wb/z9/4tZkbBfJGjtCb4lUS2V7rB+g3cbEtVQJC2ltjEbR6qo40ln5OkeNkyoB81V3bAdei42gVUvsD5B0iKEoUw0SiZ8/tGK83XscGc6dlVf2E84mUx4vNHcXXiuNgFDwiQrOZ2kpNLSDi1V5jkeJWQanqzXWOtQSrNXJDi3ZWtWSHqMg9ZoNoOmHTSdj8iF4AVKpRyVCadTyShRvDXfIkVLrhyFjmOfdy9Dzodd/pakyhy3JoZpbhEi5sh4H1EI8zbl0UaxbCIE87l9jRQ1s2LLLB9IVRz9tzbudfevx7w+r3DeM8k6TqeWSRK7R7NCcjpKGOcaIaA3Hc53BBzWCrZWcr1NuLdMWfU5mZKMc8FRFd2k46yNIXkidtOtT7Gh5KIuWDWSP/2hl7/5Cpnj22Neu1jzD7/4gC8+rjmvLdbvZsMaDgrFh09HfO/zp3z6mQOumy1vXW751Ydz3r5u2fYG62Oq5TgXHBYJt/bG3J5N0TLl4brnrYuaL13U3LtqaIJ4byCgcHzgeMvHT2tmmWXdp1y1Jb2pyBNNlcHz+5KPnkhmhWc7NLSmw3u/u3V7ZJTs4h1Y5whYgne7XFuwuyKsGTSX25Q35wXrLuH23sArBw0H1RCThYOm9xO2wxFVnjBKotLeuRbrGqDb2aMVNkxJkmOkSDBmQWNWSCJA0zlPYyV1nzBvS87XisYlSBFTbrXypHLnbAqBREn2K8MkNRSJibY8YhbOYGOInPV6l1MQxbzOx78rIjUtZRJzYHLl3xPTKhFtls5FkfAQBJtGs+4V/+DHf5Kf+p9+KhZROISMmRirPv6cTa+YNwkbU3C+SXhSJ1gXEzYjfM1xXPU8t9ezlw8USQwFu24Snm5SVn2MN88TSQg5PozJdM2zewuqpCMRgc5FQGXEFAxIGb9HPUhGqWWS+V27N5BJqLLdLfmfu9hLErTSeBdw7AjHCAIVQzhmGK7IkzVaBhQJo2IfATT9BiGhTGe8dPwpbh18gPn2CY8WX4mHpO1xPnDVRGhhqsZ85qXv5JWzT7/vUcnXSw/z1dbXupCBqH3ZdHO2/fJfuhPVDVt+4bV/xKPll2Oyksq5PXuJO4cvo4TmwfWXWLaXGBf5V4nOmRWH7I9uMi726U3Dk+Wb9LZDCskkP6Lur6n7BXcX8OWrGVdNxWBS7i0b7i962nhnQ0kYZ3Bzqvj+l6Z86+2KT5wd4ek4X91l1VxQd0uM797rCCQy36V+x4wWpWLBrEQMp1z3GZ9/XHJ/GS8KLxxoPnSi+NhpyaQ44MHK82S14WK74WrdsO57wOJCSkDgQ8ZLhzPu7BUcVVtSuaY1NXUfON+mbIcZjzcFrZFctwP7heKZWcZf+MHP8Bd//pdpB8GidRgXyBPNNFc7LpFHyYZSd4iwoTNrlKhJdUehu914OCZcaZmgdIWxBY4DFq1h1bdcbQNNX3B/Kfni0555G7V0hRZ88Ah+4JUxvfM8WG7ZdB1KGkRQIAtCyFh1gsFrcp3xzN6UZdtTdxuOKsULRymnY8VXLq64v9ywbBwCzzQ3HJQDuY7OoNUgqTvN1kSr+DhLY2eoj532MoFMS7bGk6mePInd6Vy9m24eHbiJVHTWoKVhv4gZZ9FT5DFOM3jNYHMeLBXn2xQbJPsFnFY1h6OOUWJQKiJoNr3i3rLkt59OeFJXlKngu57NeOXIMU4tne1ZbtuopRQW601ML1YWJWDwAuNS1n2FDfvMyjFKOJSySN+S6/g+BW9pjGfTC/AVf/zZb0KNzJ//pTd4WLdIomA10TBOE2ZFycmoJE2iYGmcQtP3LNuBeRcwzmNdYGvi4TrKE05HOeNcMc6iO+jtqzWPFg3NblQRdqwgH2LDf5Sm3JyO+b6XbvCttzRVekFv5lzUli88crw5T9n2AkdglMb47w8cJuSpIDhD5x2btqc3Dc41CNnjgofgdoygHdl6d3ZE0atisAmtGYOsGKWGUbohlR1CBUAxmDHzdh+HQstYXIzSQKUNng5jLfUQWHaad+YjnmwUk3zgqIxOryLpkcIzOEVtFKsmYdGnbHtJnkCVRscReBCO4COALRGBSe6Y5LFgULvcGOMUi0bH8ZGL4ESHJ5UBLTxZEplLiYzk71TFoCdEtK1LGRN/I5NE8VM/8pf4r37+J+LD4mDTp1gnaK1k0SZcbjMerjJWfUqu4bg0IHomuWecGg5LEzcCFYV5l9uU+TalMRkbJ5AhJgMvu4QQFN9ya8krhy1F4ulcdENZH5hlhlQHEIK6jZ+No1HkNVn/bleG996/d1csZhRaJEDM2/kdmnUCHLA1CiUuyXWHQJKIkiId4YKhdy2pTNkb3eBjNz6D0JLr+hGP5m+wNSucs4Dm6brD+IEym/J9r/xBnj/6yPt+vr6eepivtr4ehcy7qxnWrNsrACbFEWX6L2it/e6v69f84hs/x/3rLwEWoTSH5Rm39l/koLrJ9eYBV/VjWrOJ7XaVUCRj9qpTxvk+Sqacr99m3V2DDyR6zKvnkl++d82DZcAFybzNeLKOnRiI6bP7BZyM4cPHGS8fKz51a5+zcYnWCbmqqIcl56u7bLortt0K4wdCACUVqcwihNjvChqZ8nhT8RtPEh6tBUWi+OBxyrc+U3F7ltMawZvzns5CY0oGJ2m6gda3NF1LYyxSGJ7flzwzzXj+sOCwOkKrijcu57x+fsVXrjrmraPuY/jfi4d7vHC4z/E454994mP83G9/gW3vWHaGi9rTGFi2sDWeVCr2yoRCC7LEUyhHoloEG+ruEu/WFLol0z25trtcqzjyF0Jj3YjGHPBP3hp49cJTD3GPSpTiA8cVHzs74Hwjeet6w6rbMs4sByXMMkfYZc6AQIgMH1Kum4Dxmr1yzIdODhAofuPxJU/WS0IYGKUDkzygRIwJUVjG2buhmo7eaZad4rrRbPr4uyghCV7Teyh3+xY75+s0D0xz2CsFqbI4b3Eh2gKMCzRDz6ww7FeGWRb37ECIwF2bUA8J87Zgvk0IaCQdt/c2nI17yiR22q0XtCYDeUKevUjvxtydL+mGa0q9AdrItAqgRDS2jLN4FhQ6Gil8UFhfUg9TGjdDCbCuoxk29GZLmcYxfaVSfuDs+78mhczXvq/8L1hPa4vzkucPc/7wKyd814tnrFpHYyyvPVnxS/fn3Fu01H0EF2rpmRWS5/ZyPnpjwgsHI7JE89Zlwy+8ec0vvrlk0UfVuRABLTVql32SKcFBmXB7VvHxG1OePRjzyvGYk3GCkrBqCxo3wYUHfPD4muf3a+4uJO8sMq7qjC8NhlfPDXs5zEqPCAObbmDVedZ9jiClTBx7lUGLSHw+KDyzwlImjkxDJgIis0g2CNWjqOj9Ho1p0W5NIg2JvOa4WqBUheQYRM6iabjeup1d0ZFpQ6FbXjnccnMsuLsc8Uv3xiSJ47TqORn1UcSaGqqJZ2ocqy7hoonpkd47ZoVjmkOWeEZpJEsrEUFxeZBkOoLTlHScTSybXrBsNU/qhI3JaAaFdZJMRwR9lVgmWXT9jBJLkUSnlxbhPfp1EDvKuRMsB0VjEppBsjGaTa95sMxpTMx3OBsNjPKeg8JxUg0UiUXuYtmFkDxZp9xdZTzZ5PQ7Fswkl9Sm4LKRPDvb8NJBzX5lGKzguskxRnEw6hhlA34nWF51ipORY5wNQJz1vxtn/rt7HzGoC6yBca539NoIootdmBLLEV2/okgWOydZwjidIYSk9w3BOyo94ZmDD/Dy6bex6i45v7rL5eb+LjHWI8h4st5ivKPKDvjhD/0AN/aff1/P0zeCHuYbbZXpBCUTltvzXYdqYJTt/386W947etsy2JbeNjhv+dCNTyGAe9dfIjjLVfMUESRFMuLZ448zHZ3y8OpVNt0CYw2wwW4GjO2YlEecTV+gyvZ44/xtvnB3wxtXiut2AvQ83RiebgzWaaSCKpWcjTUfOE75lmdyjqseJRxP1xsWTc3tvUMmuSVPKl48/iTL9pLz1TvU3YLWbLBuoHMN0ilSlWOQfPGR5PUrx7yVnIwULx4YPnrWMkp77i5GXDcJjZGs2kBjloQgQBYoRiiV8+zYxP1k3FOlDb0ZeOOi4dFacd1WPF6PWQ85m6FhvzDslS3TrMW5DU23D4Dz0cRxlmY8t+/pjGPZW87XA4vWsu4tT9YeJRWTLCFPNJqCXN9AMsbQse22eD+Qypoi7aKOUDp86LHhio+cJIySnHvLijwp+eQzE+oh4zceX/NkPdBb4oheznA+5e6yJVEDo8xxWISoX/EbDktIdEauBW9crHmwsizaGPUQQk5nxzgk3g/kqidVHYGUzsNBEchVy0m14bQKbIxm1abMW03dWzSKwUX3plYRt5ImKVJorraxm59IT6oGrOvwOELQtDZn1SkeLxtmZc8kN5Qa8qRnrzCcVC3rsea6zVi1itcvZ/zmY8F+OfDyUcOtqWGUGSQPseExQ5+jwz6PVlMebqbgc2ZpzcnEMis0Kg0MXkZqt7dAh1aGXK9JVc3UP2XR5by9yHi0jiLwVKooNC4UnH1tnutvqI7M339rzpPGMliHDx5JAAak6COJRkh88IBCy4xUZYyzBK0UHsejxZr7V3NqH3ajjt04x0msl2gh2K8yPnljwg998IzvuXOMSlIuNgNvzxvm2455Ezsp0bdvybUg055EXuPsJb1ruVwbXr3MeOM6oR6i1kMLR5UaZplHSqIynJRUSvYKxdkkMMkVqUoZpY4i7dB0OHqcNbsQqGjvM35EkZYx6yRc4WmwzuMCbHvFkzq2KjMdw6Gc9xGpri1FGpM1Byd5skq4txzR+5SDoueg6hklhlQ7JLDuNNdd1O1cbQscKdPMs1cMlKlFEXlQWsbWp5QD09xS7dguhAiIbIziqtGsu5SrVrPuEnxIqAdwIVqZ9wvHQW6YFY5RPjBOY7fjp37kv+Df/5m/SN0rjFese8Wjdc52UEgJs8xwa9JxUA7McofYAR8V8RbzdJPyeJNyUWdxDAZ0TtHs4sBfOWj5xFnNJI/smvM65fFSM6s8z+93OzF3BEemKgp/c+UwLuoTqoz3NEPvLuPZwUojRys4OJxEm3/swsxobIbmmlRviUOnjDKf7MTdW5TUTIp9PnD2XUzLI+b1Yx4v32DdXuOCQQSJ9QmPNmuc90zzPf7IR/4IR9Ob7+uZ+kbRw3y19fXsyLy7rBtYNE+xzpAnFZPiEOvNe4WLsf17/1dKRaYLUl2gRMJvPfhVvvDgFxB0CKXYz0949uiDnM1exHvDO5e/xbI5JwQXXTcypconVOkR113JL99b8ev3n7BoY2DbeS1jJ8Y4tIIygef3Ez56c8p33jnglSPBXuHpTMuj1YZVG1BKMs1z7hzsk0oo0jEEyaJ5wvn6HZpuTWtrrBuoB8EXnox5uCrYDoKbk4GXDgwfPIJUF9xfa7ZGsOkTjM1xaESI4+PBObQSfPh0xouHM+7sJRi7ZtEseetqw71lzzvzwKbXNINgUmTc2R9zY5yQ6y1tv+bufOC3rwT/9N/7cf6dn/4ZXjgYcWtvSpWNkUKDCEwyhfOGVWs43xgerLZc1R3LLtAZQ5HASEd78TjXCNZo0aBlwHpYtksKHQ/zKnmXIq5Idcaim/ClpxmvX6ZsrY4ZW1IxuEBrPFIoJkVJpjVX9UCqBo4rwc0pWN+yblpW/UBvBZ2Vu90nJYiEwQoGq3Bo9sucs7Fkv3DcW14xmBYpPHuF4XTUM05bCLAeUq63mnmX0hiF84pMR/hwogSpFqQCtjbQ9C1SxinE7ZnGMtD1Fo/fjTEDVdJGA0VikCogiUDc3kY23XWTonXFyfiQSVaAv8aHc3LdId+1chvBk3XKqxdTntRTIOdoJHjpMHAytigxxFGSCPFsFh2prBEM+OCxIQbiPdpkvHlVsm41t2cZ/+m3fvKbb7T0gIFfvj/n809qHq8MrQnvofQOSs3LxyXf+9yMZw/H5InkrfM5P/vFR3zpsqVx8j0HrJY73o4IHJQpn7h1wL/y3DE6K3i06lk0A97HN2SviLZpLT2XtXlvcynSlIMqZ7/I6a3j3nXNW9fX9OaKo2rOOB0IwXNeJ7y9qFh0SSTlKNjPPS8cWM6mKbnOyXTOKE/JlIQw0FrLpgsM3pCIlkT1ZGqgTKJtUKmMxuY8mOe8Nc9wfsXze1ccjdo4QvGw7iXndYp1iirz6F2LUuJINRRJLFYGH+moj1Y5j7YJo0RwWMWo6XEWW5s2aOoh4brJOF9nXLXvErA7Kh2LhzhSCWTKU6YRHBfdRzGvRwoPXtFaybyTtCZmIfRWYq1CqIRlFyPHc+XIdIS0/dyf/k/4sf/2r9CYSNZddJpUwji13Jh0HFYtp5Xd/Z7sBG+S6zbhfJuzaFMkhjyNmUGrVvNkk3M87njlcMvJqCfTgd6kPFinaOm5OW6oUocP8TV0QTHNDOPckkhDoRzjHNJ/TgPjdxonRxT99jYGbhVpLNjwOaRneFNTqBVSGQSKKplEi7wbcAykquJoepsPnX0XxndcbR7ydPU2vdni8WiRYnzC/cU11nsOqkN+9GM/yqw6en/P0zeQHuarrW+EQgZgMB0Xm/s0w4oQAqN8hhQxdj5ROZkuyHSJVun/q2PjvOWL936NX3/4j8FvkUozyQ64vf8iN2YvkKcT7l3/NvP6MYPtkCg6m3J/pXlzPuJqq2iMYLA1b1xaLrYO4xWJglECd2Y9z+57Pn2z5LtfuMON2T4E6EyN9QPrtuHRqmFwCqU8Z+MZZ5MxUkqKdETwnvPVPa7rh7xxXfOr9wP3VgoF3JkZPn4jcDZ2rNrA401C7zR1nzP4dzlHsfgyQXNzmnJnL+HZmWSvFJTpmPVQ8vZ1x2tPF9ydr1m0Bus8x5XnZKw4GSuqrGQ7FPz6w4F35lsWreH1v/An+ehf/rukOhZrp2PFM3sZtyYVh6Mxo3yCEAItWiQdq67l0WrLw5VhvnVsh4TN4NHCMs5gv0zYGviNR2s2Q4zd2C8dz+91fOA4ME4NSkTLcIyZiB3aeTPj7UXJ5VYTSBBC0gyOwVkSlXA0qjisCi62hkfLGmNrijTumaUGpcQOIAk2KAgpeZpyczqh6QW/ddGyMoMs9AAAIABJREFU7eNN53DsIPSkeqBQlqNxz1kVXZLOS9Z9skurz6KRwiuUgN7FIEApFQdFyqwsuKzX+BDZUNNMIGU0lAjhcU7gguWk6jgYGUaJQ4qAVgElE6SIOT2LruSijuDJVTtwUK64Me2YpNGeDYLWJNRmhOMZ6mGECxmFtqR6g6JjsB1139Fai3eOad5xWBqKxOKDwHpBPWhWzYwf/8A3oUbmP//Vh2z9EK2GGsapRmuFdYrGRNHoujM8XC1oh6hpUHIX++xg8JLgJaMs56WjEa8cT3n5uOLlw4I7+wXOB5btwOvnG37zSc29ZberyGG/zHjpIOdjN2JI3WvnNa+d1zxct1zVLcY7rLM7ER2MUsPLB1tOx4ZUQT9oHmxKntYlCIWWgqNK8PKh5+Y0otFbGwWvQngSaRllimleMS1S6q5m2a1phprgDdZ7WquYNylvX+W8Ph+hpeO77yy4s9dSaocLguut5tWLCmM1h2PDNHdo6dAianOqNI6x3s2kWfUZm7ZAKEmhDdlORBep1IKrRu7Q8tHe7LygSiPuIFFRtBwptJBpz17uOSgdiepREoKPD8NgJVuj2dqEpochRHjju9TtaFkN/Ny/+x/z7X/9bzJvE1IF48xwNuo5rDpOR5ZcG4yLINBVp6kHxVWbMa81UgjG+UCqIgzy3iKjzAIv7dfcmnRoFbhqUt5ZZHRG8rHTLWcTgwAerRKumhQtA3kSdTQueF7c6zgdDzsQ5e9Qwo1jx4YB5yXWeSZ5pOMaC/dWCeeblE/e9OwVLTHyLqVKpwgl6YcaISWjdI/njj/GzdnLrLpLnqzejvZg2yGlRouE1ijuLa/wIXA8PuZf+/gfpczfn67lG00P89XW16uQ8cHtOi4tvWl31On4mhnXkyclR6PblPkU+f9T+PngeO3RF/nsOz8PboNSilE64ebec5xMn2O/vMHj5Vd4urzPm1c199cJ78wV20FjQzxA37y0nNcG42NHd69UfPQk5cVDxa3JkjuzhnGRRbZTeUSuS3rXMdgGYwcu6i2XddR1pFry3N4R4yIlUSmJLvjsO9f871++yzvXW6q05/m9llcOa6oscFXnrPuMZS/YdGC8hKAIIsF5kFLw0oHmuYOSFw9GFGlGaz3vXA/cWwzcX8lYWPSOwwr2C8ssj0m+m87ypQvJ/SUsOwDFNE/43J/9Mf7A3/gZjLUY5wlE+nSmYZbB0UhwOpJMq4RJKhEidsPHKXiveLSuebCyO81JymsXA483IUIggcMy8O3PZHzbnRmrzvPm1RXGbTitttyYDByWhkTFQE/rBc2Qc90VvDmvuNhU/D/kvWmspmle3ve7l2d/97NXnVp7n5menYEZGDAZjAzGdqIsinESIznBiUIcJMsiXrASk2AplhwjIUf2h8gyIjIhEcZAzG4GCDPMMAv0TE93V3dVdW1nP+ddn/Ve8uF+u8bMNAy242hG/XypD1V13npPned5r/v/v67r50hII41xnlndMK86Ght8JUpGRFLRix2J/iJcWCtBJMNEZd5YLsogmLTSCCIOl46qCxTzPLKkugs9ZKnj+qhirx8QM3UnuKg1h4uYs1Kz6kLYIYt0WGk7g0OQqChQylV4zmfaYb0JwMl1txVAJA3PbDl2ig6tOgRvNBULylYxrSVnq4STUtP5iCKyPDGp2O41ZJF9HNBobcqqGzPvJpytYh7OWxb1kn7SkskWh0MKh5CgvGFv0LJddMTKkaiMD03+xFtPyPzVjx8TxRHvuzzhffsT9oYF/VjxM7/7Kj/ymy9zVts10VgghUeI0PGxkcE3Xe/zZ999g+f2RqyM49XTildPS06WLcu2peoMvQjGuWSUaVItySJJ5yRnK8fDWctZ2XG8rFnWDVVX0jYdHYLOB9Iswq9bXz2jVLPVS9npKa6PSvrJgkRbWgt3LiJePk05WYYCJyUFe33Hc1uCa5OUrV6Pfqw5LlcczadMq4p5bVm1hliadUdMEGrSh/KhaaN5fZrx+YMe1sOHrs15YmNFFgWq9uEi4ZMPBxwsE3YKy6VBRx55Mu3pxS48ZOIwkjRWsGyCSFoayCPLMDFk2hJph0RQtoJZqzldJhytYpatRoqAaihizySWzI2gbC2xDqVLhTZsFIZeZGldgEM2VjKrIx7MI5ZNzLyNaIygtZBoz0t//b/mHX/7Rxmmlo2sYyev2B20FJGh8xJrJadVxHkVsWgizkuNlLCZN2wVhlWjuH2eIoTkyqjmcr+iiC2zWvNgnvBomnJzc8nO2rh7tgqnz0h7sqilc4KH04iNrOFtuzXD1KDXqaU3CrBau+ZY+YA9SDT04iDolo3kCycp/VRwbbiiSELnR6oKiqSPo6OzLVrGTHp7PHfpQ0Qq5mJ5wMHsNcp2jrUGrRO0iplXnnsXp3gBe4Nd/sy7/l3S+CtX7H8t+WH+/xIy3ns626yj6xWdbR6/rhSKWGdhZRRlNF3JvDpFCMEo3yaNel/x6zvvePngc/zG7V8Gc4pSklwX7I6usT24Rqwv8bE79/ndhw+4P69YNQGkOK0VD2ZwVr6xeoVJDk9vOp7YgPdc6vPey9vMqnssmwusdwzTLXaHN0jjHkpq6m5JZxuqtubRfMW8DgekUZqxO5jwG7cXvHhsOKsc14aKG+Mp14Yz5tWSO1PLvDJc1JrWaDwBN+Jc8ENs9QQ3xpKrI8FmIREiYdZkHMwi7kzheGWZV5ZIwZVRzI2NEdu9iLZt+czhlM8+XHG2cqxaRxZJejHsDhT/7Hv/HH/yH/wkq0YghMB4j+kMtTUY5xAYYh3gsoPEspEZNvKYUSZQypNryU4v48EcfvrzKx7MoTYC7xRJpLg0zNnp9TheWY4XJdAxzj1Xhgm92FO1cwbpiku9MOlN9Rq/4gWViZi3BQ/nGS+fJLw+Det5JT2RkKSxhDXksnWhjbifaq6PBJ6KRb2iMQaPIFZrvlsbQJFaSZzVlFZhbESkFOMMhAwsqXFasdtfsZmVaBm+xrQO6/LTUgfUgVMoJFpDuvYY1iaidSEhmkXBDiGkJ48U18Y9xlmKEoKL6oJEzsij8PWFDM3urZFUnWLRpbQ2Q+seuc6RYsY4nZPoCiUCqqU2guNFxO1pwcUq4rhK6AxrD2RHGoWBgnEWh2CcGJ7ZkHzX/re+9YTMqwwojSBR8GOfuM1v3D2ism/+d3bymHfvT7gyKoh0MIReHmU8u9nj6ihl3tY8nM65P13xYFpyWjYIII8VO0XC0zs9LvcjDhdLXnh4yuePpjyYdUzrdcshAikgUZY8ssRKkUYJRZww6aVsFSmXBzGXBxGREszqilV9iOQCKRqEsJxXmjsXPU6WGWI9su5FHRtFS0+3nJaSaW1CW6XvyGOP8SFuXsQdo9QwTAPUUAtP5wWrVnG0SLh1llF3iud3l1yf1KTK4QVMq5T7022W3TZR1JKIOZVtEa7DOs8wCzdOpNermEZyMEs5WAV2yP6wYZK168K6sM5ZNYpFq/HkLFrFvHYILJEMnhRjJVJEeGeRKkT2RuvEU6zsGhMBVac4qyJmdcSq0ywaxW//5b/En/oHf4edomav31BEb0DcNMcrzdEyYdUp5nWEkp5ebNjIDbGyHC81jdWMYsPOoGWSdrROcriIeOk4ZX9kuDmuyWLDvJTcOi+wBE9TohxJ5MhVw/VJyzgzKBlEiPfBB1O2gU7rAbxACcNW4dA6TGGOlpp705Qbk5btokUpaDq4qCRbvR7jLJxss6jP5fGT3Nx+H1U75WR+n5PFfVpbIwRr74XmbOW4Pz0BAVfHV/iud34XsU6/4v3z1eyHebPr36aQMa6j7aq1eKkDtX79mpFK1uIlJ1LJlxl8627FrDzGeUc/nfyRmFXeO24dvsSvv/ZLWHO65oxlNO4yR6sJ1o85W9UcL8+Y1zWPZp6jZTCVu7WI2R9FvOfygCc2PHv9c64MLUWUM+ldomqXnC7u0dqaSCfs9m8yLLZJogxjWmpTYmzDvKl5NKs4mDs+/ajlbKVJdcRzuxnf8sQ2z271ePX0hM8+uMPhYsXpoqY2jsZajAWERErN9ZFhp+i4PPQkUUxnNA8WEQ+mmodzTWVCQdv+QLPT12z3NJHseDiXfO7Qc7homdYhsltEllHmuDKC62P4we/8z/jhn//fOV/B4RKmlWDegnWhxbwzJiQEXYhtBRRMRxaFye8wlZTGcjD3XNSSxiiGieTdlwuujEa8dOp54dGSk1XAiuSxZqvIkFJgXcMghs1CEEnPvCnpxSVXBhW7g5q+bvDC4pxj3ikuyoiDRcbBPOdwWTBvNF54IuFII0U/lUzShLPKcDAPU7Vh7BlmBkGDJ0ycovWhyHmJ8xF5HNFLYmZVADMuW4fzLZ2piLXhyqDj+b2OflQiRYtxcFYlHC4SLmpNaTSdCR1dsXJkCpQUdC4gYm5upDyxkVAksGgMZ6uGsvVc1Iama9nKGrb7FeP0i2lPIRSCiNpoKlMgRB66g1pHLE8pkiWZNuF9AMtGBUvFWcG8TaitxFrHILbkqSfToVxvIyv4T554/q0nZP7mx4/5ldundG/yZ2IF77k05m99+zv5yHNXHj+EDmclv377iN+6e8LtswWrNtwMwzTm2jjnnZfGvH13zP4gY94YPnH/hI++esCtkykPp0uWTQMy8CfiKChd4T3GS/CaXhIxTCP2hgk3JzFXRjGthdNVx7zqqK1DSUcRQxFp0kiylxv66RQtS1rTcVG1fO5I84XjmLNS4b1HCs9GHhJFzkuMl3g8MY4o8nQmFM9J4ZlkHYOsox+F6YfzgsZozquEk1WPNMq5MZ4xTOcoEYTRvIl4+bTP3YseiZZEYoVSbt0ALEmUZa/fMMrsetwouTPNePGwR6Q9NycV+8OKvb5lEAcux6KRlK1i0SqWjQppnlQQOiY81oowbXGSSLnQKSMNvcSSKf/YW9IayaLVnKwi/ulf/AH+xj/9m+SRQQpPYxXHy5h705RlF7FqJakO3pz+Gma26qDpJFnkGKSW7TzE0ue14pWTlEhJntkqKWJD5yS3z1KWXfDHtAbuzVJOVhEfujLl6/YXDNIwSkWE9dGqDV6bxkZ01tNZy2Zh2Oq5x4ymV04Skkhxfbykn4Q4/bKFeS1RSpJpTz+N2R9d4h2XP8Co2GVWnXAwfY1FfYpxhkiGlEKsEo6XHfenRwghubn5BN/x/Heg/whi5KvdD/Nm1/+XQiasi+rHJl1jv/j0UDIiiYJwiXX6R2r07WzDxeoI67o/8vfTe89rx6/wa7d+kenyjHvThGmTUSR9jO8TqQGnJbx6csajuWFee6yDXiK4OpQ8s61435Ux77uyybWR5tHsNZpuhRSKUb5NHg84mt1eT2c8o2yLneENsrgXoItdSd2t+N1HS37xlTmvnncUWvLsluBPvv0y+6OcuxeGWS05nHecLC84X52xaJqQbjKOQdJwZdCyP4KtQmM9PJpLDhYx96cRsyYkGMeZZLtQXB4m7A5zTleezz4M66ZpFUaX4yxlnEfc3Ii5OZYkekXV1fyVP/7d/N1f/jEglL+tmpZZ4zleCM5KmDWEfioknfPgQ5moEGrdZdWiZSBbF5FlUjiemORcGo85nHlePmk4K9dcqSim7ASnK0PdeSKlGKQJ3TqKvpFJro01WSxY1BXLekoeLdjt1ez1Q4JJCkKKq9EcLRKOVhmHiwLr+4HvVrc416KkJFHgECyaUKwZS0k/Ccy/WAYkSx55Yi3wTuBQGCdZNY6zylGaiF4Us5FHzJsVkWy4PKi5MarpJx2p7jDec7JMOFgkTOuIykq6tTe0lyie2ky5MkpRKubhRUVlO4ytaU2I5HfW0TiNc5p+6rg27LgyrIhki5IdSgo8ns4Ez+TRUq25TxIhOq6NK7aLlkSFOo3OCS7KiPuzlINlRmcT8kgzyQXWVfSiiP/qbW9BRMH3/MILLNqSSEqcECQq5jufvcp3v+85VibUKQMoEUaTq9aEpFHV0lnHouk4WlQs6vDBmkWKREuKWOOc59WjOZ85OOfRvOZLBz2CIJa2i4xntnu8+/KI/VFGZw0ny3DaqbqOxnZr/44njcL+NNaa7SLh2jjjqY2UzjW8ejbn9skxxh6T6RIhDHjPyULzhdOckzLFrQv5RmnHbi8Qme36vam1sdas0wOxhEFsGWQdw8QT68AcqU3Yq75yWnCy0rxte8bNyYpMh1PNrNG8cpLx2nmOkrDd6yhiC8JjrQxm0swwzu3jVdDhIqfjKrfOPNgZV4bhBg+dMmHVVXcRRyvN4TJwlQJZNoiWSLrHvTBKeLLYkShLqj15ZEOLrgunlP/+T/8Q//M//2s0RvJoEXN/lj725vQShxSeWDmGsUFKi/Nhb55qzyAxxMpTGsHpUnFeJTy9UbFZtAgER6tg/HVOImQwxM0qQS82PLNds1W0JNKjVDg1hekT1F1EaQIxG++4vlFTRA7jBA+mMZ9+OGRn0HJlVLNVhOKoZRPItem6r6EyEXfOUybFO/mL3/QkknMOZ3doulA6lUcDvAAtYh7NWx7ODpFC8MzO2/j2t30bUn5lMfK14Id5s+vfRMi8sS56nC76fesi+XjiEuvsj9ze+6WXdYZpeURramKdMs53kfIPF0HWOX7hxRf4ic98gqpdECuDcQmdLbhoUs7LmNPScVF260mM4eaG5IkJPL8b8ey25smtTfJkSKIzTub3mZZHgCdLBmwUl1lW55wu79OYijjK2OnfZFRs49F89LUpv3X3nINFzaWe5NpYcHmoaK1hWWvyZMDx0mB9+PBrHSybKat6zv6wZqdXs5UvEXRMK8XRMuHhPOXRMqSRlBBsF57tAWwXAusSXjqW3LkQ61ZdKGLFMJVcHgqe3kq4Ph4jhGZedyTK8L0f/gh/71d/ei04a7TwWNfQmo7W+tAAvFKcV+FrNkYCmlllWbQ+QB4JK+lxJtjIJJH2GNsRq/Bc6ycRO/0+jZMczgNXDSQnFZwvOyoDSaQYxilppKg7w7Itkd6AtGQRDFMXUp5ZGRAAWRemsFay6iKOlhEHi5gHs4STVUpr4pDuko5IQywFWvsAEfYKrQTjTCAwCGnobDDietfhAK00W3nBqvUcLzsuaoUWEikFkTKMkpZLw4rNvKLQob7DIjhZRhyuElZtjPWhJ0vKMG3OtcM6R+sFTeuQStKLHXkcWIDjPEGLlHknGSSOQXROqmdo0YAIjcrWBebTaaU5W8VM6xACGWcN+/2WSd6FkAnQGc28ybg7SzldJZQmIhXwwx9671tPyPzHP/cip6Vhqx/zzFbKuy8nfMvNjL1++EF5OGt5/aLj4dxSdn79QxKx08t4amvE23c32B30SaKEz9yf8eOfusMvvHSf+7OK1n356yqgHyt2BhnbvZRJERRlkYT/6FEWI/GUneNkVXG6bFi2BudgI0+4NEx43/6YJzcybp3M+Pj9U149OuNoFZhLUlictSTKcm1ccmVUhTWV9HQGXjnLuD/PKbtw8tbSsd3r2MhqYqkQSpBpySSHQRqjhaS2oT5bySZ4WpQDPJ1VTFeKL5zn3J9FPLNR8cxWRRGH+uiLWvPCQc7Lpz2UEOwPWyZ5MFYDeOvYHyuGSY31jtp4zkvNK2cFLx3nDFPPExsdk6yil3TEKhBvj1cRp2XK4TLmfBWRRG8Ioy5EtkUw1gnvmORhLVREITEVa8tf/c4f5vv+yd/i3izjzlmOkI5JHgB5zgdEQx4bssiu2z89mXZI6XBOcF5FzGrFRtEFX5C2lJ3g4SymMhHWCQappWwDHHN/2HFpWJOqIF6NZ12YpygbRaxDSWJtLMPEsVE4lIRFo/nEvYJ785TLg4ZR6oDQMOy9o586NrMOKT3TOubTD/u8dFqw2bP8qWcUX389QO4UkjjuI7xDy4TXpzWHswOUUrzz0rv45qc//BVFzNeSH+bNrn9VIfM4Ft2FXpd/lXXRv+4VvscnVO0SJSPGxS6Rit/0z54sKj56+4iHs5J5OeX1s88zq1aclgHrcVElLJqYRRMi/f1M8sym4/LQ8I5twdPbiq0iVFLnuk8vm5DqHo0pOZrepnNhZTjJ94hUyuH8Nsv6IjT3sskLxxu8fNJRdYJntyPefzXi+kjwynHFi0clx0vLsjUUSUEk38BnaLZ7Cc/tFAzjYyTHzMsVdy8Mt88Nr19I5uva/63CM84d2z1LqiR3zjW3ziOmVeCXZVowzCT7w5hntjP2BhotYVa1pLFiI+8jRcKf+8A38L997JextqHraubNCuuCh0wKEMLSdg2Ng84oDpaKO2cwbSSVCZX/WgryRJNHEYsGFk2LWB/6RhmkkSdRll5iGaUhtWqsYNooyi4hkhkXtedoYTgtDVUX4scIQSIko0yRxW9QtTuKJBC1r406JsmSLCpJIht8hq3ipIw5XUYcrxJOVjGzJqazEZHyJFGIlcdvlKACVQet6fC0pBGkWtBLNMY2OO9QQqJURNVBY8Sa/K0QWFJt2O617A8axnnHKHVMslDwerzQ3J1qzitF2So6RzgMr3vBeokiUjGDJGajiGhtR6QksRbUHcxrwaOZwfuSy4Mlm3lFLzbE2oEINoSqU5ysQrp02WkyCVdGDTuDjlSZNZhYcFEr7p4nzOoJf+P9H3jrCZlPlQm/evuY184WlG0wgDnv6MWS3YHnqYnm+sRTxIJYKaSIcKh1ARmUreF4OefO2ZSzRc3SrmGDjWDWaMpWY5wikpphHnNj0uftO2PedWmTfhZxtKh49XTB6xertWPdkmjFdi/lya0+X391ixsbfQotefFoyq++esSLRzPuni04XTXUxrBoHZLwQ/tGOkevY3CZMjy9ueLZ7ZJJ2pLocHo/mMfcvsi4aBKEl2gluNT3PL3hmWSOZWdY1C1ahSbHzoYq8iJySF+RJ5ZUu8cNvotW8XCe8GCm2R+0PLHRkkcWASxaxRdOUn7vcEjdaN55WbE/dNRdw7LuWLSeIg6iYJAEp3xnFIeLhC+cFBgn2OnVbPdb+muTl/OC80pzsoy5O8u5fZ5SG80g6dgswkkpkh7rBVUrSCPHpfVa68e/5wd47od/FGMl+8OWSDkaE3wsg8SwmTcUsUPKQNu2Lpz+aqtYlIp+ZtnIO0ZZS2cFZ6uIWRNTGxki3P2azgWT8jDxaO2Rwd+H8+HBcrRIOK3Sxz0Rk6zhqUlFLwti6XgZ8bF7I2qriJQjWXc1xCqAQRGCfmyJlWfVKV446lEZzU6v4bnNklHastNLeOelXfppipSaSCa8crLgdHmEUor3X/06PvTkN3zFe+VrzQ/zZtdXEjLOO9rHZXQVxraPf0/JKMSio4xYZV9xUvJvei3qc5b1xeM1TxJ90XhtneOT98741IMzjPNMsphBGvE79+7za7de4aJqwjq2kyya4CMbZfDB62Oe3My4Opqy31+SR0HUCuHRKkUJRT+dkCV9JJqjeSi6k1LQTzcZ5zvMylM+8/ABv3nH8GARs5EN+MD1Db71iU36ieLzRzOOFwvuTRsuyo7zytB0ARkyzPu8+1Kfp7cKnt4akEcpd85nfOzuK7zwaMHhwjCvHVlsGCU1m7llsxAcrWJePk44LRXzRgRQawKbOdyYRFwfK3qporUFsdb0E0FnPd45kkjwF77xO/mHv/GzGNfhXEtrOhAeJTXLeoWxNUIqpNfcm5UcLjqaLtQdeCdxIsKTsmwFs8rTWof3EClBoqPAtDPhWVvEoJUjkh392LGRey4NBEUSsaw9r51bHs4CQ662EusUzsu1yT8w6oe5ZqcXsTdQnK0qZtWSVHcMM8NO0TBJSzby8AxYdQFme1FpzsuYaZ1QthkrEwESgUNLG4joQBopNouYsvOUbQ0EYK4SEGuHJqyxWxu8ha3TGCcwXpBHkicnEc9sezbSFZUp8b7B07FsPeerMDGaNTGNUXgfWtx3epJJ7hnliiKK1qLKUnZhLWico+k8izaiMZ5J2nJ1UrGdN+SxJdEWvMR4QWMUqy7leJkwrxVZ1LFdLNgq7OPPNUXBB9+KqaVnn3uOg5Xh5eMpv/SFAz5zeM7BvA7EaAFZpBhnCe/YG/PBa2M+eHWEcTX/56dv8/Mv3+esatedJ45YebLI0ouCf2WziLmx0acXxxwsFQ9mlvNV2ME6D3ksGGeKzZ5knGU0RtLZGOM1vThhkKbkcUzrPA8vVnzi/in3zlYcLuo39fT8QZcg1NzfGFe8Z2/FlWHLMINepIiihN87iPnCiWBWhjhdrB2TzLBVGEa5wlUNnXR4GXpjhAAtLcPY0s86cu1R0mGcXJuyEh7MFbv9lhvDljxxaCmwTnNa9XnpOOXREnLVMc7XXQJubR7zsFlUjPLgu+mM5KSMuXWac15HXOoHyvQobenFYWVUdiEmHV434bRMUcKto4d+nQKSXNQRq0aw+jt/gQ//vR8hW59yFo2iiC37wyqMLkW4uRsjWXYKEMwr2Oi9kW4I3pp5pViaiEUd9vs7vYbtvKZIHImCSK3FZejxo7UwrRTTOsJ6yUUlOV3GbPcbnt2qSbWnsYKXjjIOljE7vZBmmjdBKM7q0BIdKU8RhUj3g2XOvYuMIrFc6lc8t7UijwyRFByvFNcnGd/yxD7jos/nH51zXh6hVcQ33vww77v+rq98n3wN+mHe7PpSIeO9x9g2xKJNgGd+6brojYSR/gOmIv82r6pdMquOgS+u8B7NSn7l1gFnq4ZUK66OC4xzfOr+GXfOltyfzrhzdsqiNixbhZCCUWp57+WYZ7czvunGZd57ZYuzxWvMq1Os79AyCZT1KMd7R5GMKJIBiS6Y16eczO/jcSiRcWc65uOv17x6esFm1vDctuEbb4xJ02scLSQnK8ujWU1nG+Z1WL1Pa0OiPNfGnrdtF3zg2hUaK7hz3vLScc2rpy0nyyVVu2ScNWzkhs2s46Ku+PxhzMEiNG4jBEXsGeee/YHl6tDTTyW1USQ6ZZBILBGZzsniiEh0f+ReAAAgAElEQVRKtvqS73jHR/jHH/tJplVLZy1aRbSmxboagEhmzBvJR19bcLwMU7cicWwX8OxuTj/R3L9ouT+tmVdBgDg0xgpa53HOo9d+lcaG1KQQkMaaRHskHYnqgkBLW4aJRUtF3cWcljEHy4jzUtA6hfOKPFakSrBoDJ3xJDEM4gCCdc6sOWyGjbxlM2/YLhqk9NRWcV5FTCvNtI5ZNJpZpTgtJasuph9HbPY0tanxLjw3s0hRdWG6LnAB6SI9sXRkkV8bbQWpyhkVfZJIs6xDIjeWNblaMilqUmXCxFo5WhtE1UWdcFEFo7ZErmsuLKOkC1MwB8Y4HALj1kRuWKMPJJ2DvX7D1WHDZtHRiwNk1znonOKillyUmsNVRNUqtoqam5OW3TzmGybf8dYTMp+uMlZr80qkJPvDnP1RTtc5PnrniE/eO+PBbMVF2XJWNsyqjjfZGKGAQaZ5ZmvAuy9N2B0kbOQCrUJbb2sbyqbhdFlxd1pxVlqq1qMk5JHm0jDiXXsZb99JiLTjd+7P+Z3Xl7x20VK2jrILzcFahgi48ZK6lZRGUneKbl0KFAbJ675XCXmsGSYxNzYK3nlpzAf2t7k/P+R8/gpSnOJ9g5Kh0+S184zjZUppIrrO0riAve/Hhkh6tIIiCf0veE8sIcKTpR2beUMv8sRR+OEsG8msTrCuRy8xTPI5WgYPTWMkD6cxd2cprY0YpJ5xblBYagOtFTQtDHLDZh5uutYEIfLSScYXjjMGKdwYl+z1GyZZwBEYD4taM6sjjpYJx6sIIaCXhE6aN1hXv/aXvp8//qP/C6dlhPeem+OSq8OGRJu1BygYziwB2rjVs/Tj8L5T7Vg1gsaFfpllo9HKcm1UMU5biigUFKov2TbUHcwbwbKNWLaKiyoCb7kxaRjlDufg/izh51/ZQAh4ZrNkozDk2tJYuChDI2dtw8O7s4KDRcyy0YxSw1a/ZZyGOLuSnsYIJrmhtZJelPOu/T6dnRLJhD/29B/j+f3nvuI98rXqh3mzSwiBsd0aAVDSmArnvuhai3SybtLNiVXyVSHWWlMzLY+ou5bfO7C8dhY+JS8NMrZ6KSfLmt+5f8bdswUXVctF1XI4X3KyrBF4JmnHszuGpzYd77rU4x27Q3YH+4yKHY7ndzlfHdKYCiUihBRooUEoEp2QJyPyuI/1lteObvEvbpe8fKJobcrzeyOe32kYJsfcOa+YNylVt4mXPYwTrNoAtO1My82J4vJQkmpHYwwnq4ZFEwrSjpcdlYXdfsr+sMdGXlLWh3zqYcOrZ3BRehobMCODxLE3MNwcwaSA2oRpRj9x684VxSDNiZRmp6e5MRmRJTHv2P9mPnbrpzHWsmzhYDHnfFnj0GiV87uPVnz+sKYxYfKQaskzWynv3BshRMxv3TtjuqzQ2jHMNMNEsqhbTsswWTVe0hhBY8MhT0vIIoH1AmOhcw7TeYQMz4VebBmllklmmOQBpeKJWLY5pcm5dQoHS0djwHtJJMHiEesJU6YVSeRQIiRbi9iwmTv6cct2rySSHY0J9RGzWjNvNI1V1F1gMF2UEZ0LqdeQQDIIBdaG6blQ4bMM4ckjwXZPs9OPySPBeWU4X3kOF47GeiIRJiaT3LLbN2wWHYMEMu0xPkzqT5cheXa0VKy6UCkipaOIOjbyjl4UkC9OrNfrnaJ9g+TtozXixzLKSiZZRRF3FHFIezonqI1gVmvOyojzOqKvMv7yez741hMyL7s+e6M+Nzd67A8LlAoPMO89Lzw45Qf++af4tVdOaP+Af3GuBTc3+nzw2ibv2BvTS2KOlhVnZUPZWCpjqDtLrCWTPGGcxVwZF1wb9xjEikfzit87OOOVkxkPpkuO5itWbQO2JE88ibY4gunLOAEiUJ8DWyiUE0kRnPdlp6m7CCU1WRSz3Uu5NunjgUezhkfzlvOVoXGCzoQb621bc57bXrGZe5bNirL1HCwj7k8zZnVEbcP3Q8tQdDdJPdYI5LrAyPnAW9bSMYhDtf+lISTS4gWUneLhLOLVE82kZ3h6s2aQhKhk5yQny4Q7FwnTWpPFoVo7ixwiPBdojCBRlo0imGytEzRW8HCe8spZTtVJNnLDTq9hkBgKbXEiJICmTaBRHy8TjBeMMsMgNvz6938/T/7Q3+fGuOS5zZJ+YhDCr03MEYs2QtCxkTu2ixbrBLH21F1YMXVOc1FH69duuT4s6aWWVH054NEDZRdMbJ2TLBvNRRX27nv9jiTytEbwucOMf/byNqs2RgrPOG95fmtBGofERD/2eDyLJuL+NOXuNKX1kkFk2CxaBmnw9MxrjUUGErjwlJ1kv99wddRyeTjhTz//nTy1d/0PvTe+1v0wENZhxrYY19LZlnGxw6OLVx//vpL6sc8l0f/210X/uterJxf83Iu3mFUNwyzlnZcu4bzk9vmCV45m3Dqd0xjLrGp5MA3PHSUFk8xydVTy5Ljmme2O62PPKNugl44Y5dts9q4yb045nt2lMSGtpGSM945YpTgc/WzM2TLmX7xW8+mHJ1jX8OyW51ufHLE32uO104pbR/e5e1FjncP6nDyZIKRmI495+07GzQ3FIGk5WbZ8+n7JZw5KHs06SgPbRc71jZz9YcqVYcILRzWffrDkwTQ098bSMsw8W7nlUn/FJG0C0Z5Ar0ZoWIsPIS0bmeBSX1GkPaaN5mwp+d5v/g/5qc/+EkXUIf0UJTxpVPD6LOJ//X8ecX8WmmEj5dgdSN53uc+VUY9bpw23Thas2tB8fm1ckESC81VDYz39xBMrwbQO6/HKSIwNPpHWhrSO96FOQkq/poSDcerx+j9Wnn7iuDRwXB5YElUDjvNScrxMOFjGHC0jWitxCBQyrLuFINKCQSLJ4gBJSaRBq5ZYBgbTZt6y1Quev7NSMWvCAaq1iqZbd21VESdVjLWKJIJizaxTEkZZwiSLENIzq2qcNzhvEd6QaE/dCiqnMS4iUpJxJrg2VuR6xSAN7evOt1hnKFvDotac1ZKjRcJ5FdNagfMCJRy92DDJWsa5JVYQySBMa6tYNZLaCE7L4CvsxZa9fs120TJILFkcNifWCVatxJo+/8GNf+etJ2S+9A3//At3+Ss/+1leOV085gn/y9cgEjyx2ePSsMd51XJaNtSthXUpUR4rhknCRhGzWaRksUJKwSRP2BtkXBkVXB332O6lHM1X/NJLD/i/XzrghcMpp8v2y5JNv/8KCAS1ru9PlCePBXsDzdObmme3Uq4OEx7OWz53tOT+rKNsLZ0L3CIlPbEK67JRFjESDbcWLYvGsZUbrowaenFHLIM4mTWKexcxszpn2sbUXfhwTHXAvyvhyRNHLAW7/YQiDZlg7RucnDOMa7I4RAqrVnGwSLh93meUGZ7amDLJw5SjMpJ704RbpwWzJiKPHNu9llHarScboetGCcNGFlY7ENJb81ZzsIg5L2Py2DBOwymliEJRU9kGovWjZcq9i4yjleb8h7+X/+LH/0e2i5ZIelob0kuHi5Dq2i4qro5a/Jof0lpJ3XnSSDBvNOdVhLWepzcX7PRChXik4Es9n+0aKeB9uGmrVtK4NUk8Cp6Z86Xmo3eHPFwUTNKKs1LzaFnQWoWUjv1+xfVxQz8Jk5aLMuferIfHkEcN/cTQmNA/tGoVeWyJhMcimdWK7aJls+horeD1sy3+r+/993hqs/8HGlS/1vww1hmMazG2eyxcjO0em3PfuC6Nn+Rs+ehxuugPMtF+tVxl2/HR1454+XiOELDbs+SRYd7A8ULz+kXJrdMFSgrOVy2vnc2YNwYtFc/vDnjXpSHC32GSnbHXqxmk4flUJCP66YheOmarfw3rLIezVynbOeCJRIrDEuuMFw4bPnFf8nAepkDvvaS5Nj7ifGU5K2Pm7ZDSxMzLC07L0A4uRcQ79jb5umt7PLXVRwnJq8dzPntwwecOFpysHKvW0k+CF++JzRQlBnzqYb1GuZggxIqYSdZyeVCz2zfgHfO6I1YV1nY4L8hiQRrFbOSa7T5oD6eV5azUOGI8OX/tT3w3f/vn/xGCDq0iJvmYT98v+dmXlpyWIZ25lSm++YmUb7yxTd1pfuHlQ05WKzyOrV7E/iBl2TRUXYdWin6iQut32dI6zziLiYSnsYbzquN01dGYQK83PrgX1brYNFbByCq8wAuBFBrrHMaHZ/QwtuwOWkZpSz+2GCc4LRMezROOy5hFrem8RAmBlpI8EgSZ46isRUpHL4bLfYhUh5I1ue6YpB1ewKLVLBtFaRStERgnsT4cOC/KlMalXBr1uDlOEL7loi6Zlh2LxgAGgSPVAfSbRZIikvTilNJKWiPJI40SHXm8IhYlWjUkqgst7t7TOWgaxUWjOV4lnJYxnZM4B5GGcWrZyg1bRYcUBuPfOLxKFm1g2ZWtwgvPMO3YKxo2844iMoxySapyvm74bW9NIfMjH/0CP/KbL3O0avnSf5gSsD/M+PffcZWPPL2DE4pF0zGrO6Zlw8Gi4rXTGfcuaqZVG9oiBWRaMckTntjs8+HrWzy3N2Kcaj57MOVXbh3yiddPeHC2ova86arqzS4FFIni2ijn+rjPZi8l1oqybTldtZwsa5atoWpN6LqnwzlHrCRFLNnoaVZNxcGsRKuwB41VmPpkOrCTBnHLtVHHRh52kt4ZGic5XQkezAsOlhllE04VqYb9oWQzl+QxNK3ncNVQGYd3oJRjt6jZHXSMkjAOLDvB4TLh80cZAs97Ly3Z7nVEylO1ilsXGZ9+OOBwmRJJx9VR6L2JVVipOQfeObb7hq21EHHeU1vN6SriZBlOKePM0I/DyilSDusEy05SNhE/+md/kB/6mR+kc3C4iLk3zzlfafb6Dc9slqSRXcceFZUR9GK3RimEGORer+Zt2yX9yJJEXw549D5MYUxw5dJayaoNU6txEuKSZv3av/eoh5ficWGfkg5nDHfnBasuxjnItGV/0LBoQyvqpWHHfr8m1oZZIynb0DvhkYG6ThBn+/2aIrGcVzEvHPaobMRmpvjJ7/kIH7qxiVa/fwrxxirjq9EP45zFuO73TVmMa3/fegjCCkmtoYlaRUQqRsuYSCdfFaylr3R573nxcMZv3jmi6iyTPOG5nQGLxnDn9IQHswteOamZVYI40pzNG75wMgsN3Ury/v0J77+2zYdvbHNzI+Hjd36ReXlCrMLYP5KeLO7RzzbI4oKt/jXSKA9dQ9U5zlus13z8nuOFQzivPDcnmm95YsLbd0fcuzC8fPSAV89WWCfx5AiRrYGCU670S66NLNc3Jkh9g7sXns8dltw5r1nWHYPUsVVIdgcR86rhUw8qDuaGVSeRQjHJI3YHCU9u5rxjdwMtWu5dPEKxxPoW4zxaNBhb0YtrNnJHqiXLrmDWpBgrWbaeZeOYt4J/9J/+l3zfP/lRxllC5xI+/mDJ8dzROokArgwl3/rkBt908wqfvN/xU5875HBp0VLztu0+sYLTcoW1hmEmKSJYtC2d6YiVYDMPQQnv4GAZmtpb4+ksIDwSSWMF1nk6F0IKWnoSHcr7HMFnEwoxQ0rKiy8mJTcLw27RMs7D1LhsNQerlIN5zEWlKdsgxpwPAY9Rrtjra6alobYWLRyjzJPoljwyITIetWgZGoDLTtPasB5DSCIp0FozKxOmVSgItc6RakuaOCJAyFAbUsSSfuxR0jLJFNYL5q1nXnmmtQNnSLVlZ7AWGzokkrTy1F14vwErE3O0DOV7jZFrAejpxZaNvOHSoCNRoUgPPI0JnsFFo1nUiic3M8a5pa8X5Bq+fe8jbz0h8+d//nMcVaGVMfB1BImUvH13yH/zTW9jq58ybyyLpmPVhpVI2YVq/6qzKCFII7nuGlDUbce06nh9WnK6DKbhqrXM6oZZ3VF17o8kXCQQK0Ev1kyKhF6syWNNFmuUFGgkpemYlQ3nVceqM3TWY50nUoJxnvDkRo8PXt/iJz71Gi+eln/IqzmuDiKSKEx5TLUiLhqe2qi4OqwporDWcR46q6jajNuzlKOFxgHWe3LdsZGFplupwxQiJLsUTevJ4o5J3q35ScEHc7KKeOk4ozWC5/dKdvvtOmIdEACffDji9rTAOsLKatCQ6uAnaW3wsmzmNTcnNcMkcD2MExyuEu6fZyCDAXeraMPaKbZIPH/9u/4n/tuf+B+4fZFz+yJjlLa8//KScdpiveCiCjHPQeopIsus0TyYpZSt4P2XZ+wNGvIorJG+dK4RPD7BPmddoLO2ztJPwklJCKg6yesXMV54dvOO0sbMKsXti5SH85TWKlJlWTXwcJXTWoUDYhyXhg2XBi3jxFIkNjRvNpLWC4wV67SKCv6ayFF3gi8c9Wj54lSlUPD3/6MP8Q3XttgfFaSR+qrxwzhvw3TFtUG02BbjOqz78vmoVm8Ilvhf+lW/qfj6aoFG/mHXxarh11474vWLJVpKnt8bUcSao2XNwbxk2XT89t0jlm2JlpLTpeOl4yVlZ0gjxddf3eTrr2/x4Zs7vOfyhHGeMCtX/NTv/gzz6ohIdIxSSaQtaZTRTzeIdcZGcZlhvsnJ4gG3Tx7xq6+23DoPaIPntgXffLNA0HFS5pyVitNSUDZLjhfL4NvTMW/fnfDuSyNG8Slnq2NeOS25d5FysBpQmYRUKXYGMVdGKVu54WN3Z7x43HCyNCxbS6oFGzk8tzPkvftjxkXEvHYUcUQvzphWM5ruBGMX9BPLVmGxbsXBtOZoGUz7lY1oXcKiTjgrJY3z/Mr3/ef8mX/4jzldtUyrUE8RSU8eSfYGipsbPXpJzqcfrjhatAgh2BvkvG17wHlpuTczeBRJlLBqPOdlS2stl/ox6brMdNXVnK8qmq5FSUuqPEkkcOgwTehg1Xo6DyCJpKTqHGXn1smi4ANKtEOuj9LGSSxBbEkRDLjDzLNVGHZ7LZGyVAYOF5qHs4SLOsE4TeckjQkToDwKh00hPGbNmcoiS3/tGcwiR6LMujwvojKS1ri18ApgSBCBX9fGTKsUKVK2+gmXB5J53YBweGepTYuSLTiDkiaseozCWUnVQaw9g6Rjt98yyVoGiQvcwvVKv7WCuoXTSnG8SrioIxojsU6sD81B1FwetAySEC7ZLDSSgFN4MIejJWymCf/d+77+rSdkvucXP895XdOPPW/bivnI02PGuQrcCgMQEOpV52hMEDuR0iQ6phcn7I36XB32uDopSHSM8/DwouTnXnzA//F7D3jxwZTl+mT+lS4toJ9EXB7lPLs14N2Xx1yb9FFSUtYdv33/hE/eP+PRrKQ2DheO3ygp2chibo5zrm8OmF6c8bO3p9R/yJ4q07CZZ1TG0Dmo646OL58Oxcryru0l3/YUAfaoWlhH4e7PHI/mitMyDUVSIlR87xQdk2zFIAtgtTdYVd470sgyim1YgahQe71qJQ9mCctacGXUMckNWgXvyN1pyicfDHj5rE9jFTu9hiuDml4c3lzVSRaNJtKGpzZqdntNSAgZwdEy5cWTnMNlwpVhw9VhzSjr+LE///+S96ZBlmZpfd/vLO96t7y5V2Ut3dXLdPdsDAOzsO9mDYeRF2zLKJAwmrDC5oMwSCHZkgNjCTA2DlmWLNkiDJZkbIFt5ACbxTCIEduszNJbVXVVV1blejPv+q5n8YfzZnXPdI8AmYGJ6POpsior873vfe85z/N//stf5q1/829TlJ6vfXLK5UGFFIE0dnca0089G1mD94KDRcILpyk3xiVfeHkePoCvM0YKr+NCtaCobXDolMKxllrSDoWZV6FguTRs2O23RCqEjx4vFXdnGedlxMEiZdVqGhNUYOelxnRbXCwdV0YF61kg023kAZKujeO8jFi2ku1+gxaeg2XG7bMUx2v5H6mEH//2d4dwvijcl3Ge/LHxYbx3GNvSugbbjYNa2zwMVXz1UjIgK0pGaBUTyRilot83ZPHV6/O5kGmt42MPzvjgvQlVa9kb5Ty1PeKsrEPidGt5ebrixZM5xgXJ7Cf2T7h13lBbRy/WfOkj23z5Y7u8+/om79hbp5e8Ysy3KEt+9mP/F7PiAZF0jDOFFg2xjhlk68Q6Z5RtcrRa4+c+cZ9PHZ3Rjx3vuCR517WESQGTQnP7rKZ1CuNiWqsRwiH9jEfWDU9vxTy6scPCrPGRe2f89t0DDhYNrYXdQcLjm9s8tTPk1lnFB19ecDivOK9aYgmbPcV6T7PVC35QyIRra5uM86wj+yoGScxmL6efTFkWB9w5m3JSQNVaJquyk3t7ZpWkthotNdt9xf/25/4cT/zg32dSBDQ3Vp61TPLoesxjWxnLsuHlWYFxlkjC5UFKGgkWtQUB4zSinyQsG8dZ4aAraiojcV5yf1pxtGgoWvuQIDtKRShmdIgCiCVkiWCQRMQq4uakYrKyXaAvQMiAwl8EWnqyyBFLhxAO52WHIAWejcKSxo5h0rCRtWzlnizW7M8E+3PNaRGxbGJaB9YEXqWWjkQ4kiQkXRvvSTVcGgi2+yFcsm5rlrUJLuams4voVFhK+I7/F2N9jPEpqRoyqzWrtmRW1DSmRqtgW9GLDbk2Qbnpwl7YWkmLZBgHk9TdfhOCIFWLFx7vPYtahUgKJ5iWmtMi5ryKAsjgBA641I/YW/Nspys8BV44tAwNdSJ6/OnHv+KNV8j8yEf3OSg8ZRPSn70PXIi1xLPRg+2eZ6sPg0SjlaSfaNazhPVezDCJoHPFLSrDh/anfOD2IfdmNZUVD2d7jRNUjaS2krINxZDzwZ9eSUEWSbZ6CXujlN1hxjCJGSSao2XDvWnBaVFRNBbRhYd5AanS9GJFHilirdmfLrg5KV4zGnv12s4jBlmCsQ68R0rB4bSg/Cz/6ZnNHpfH/Q7l8VzKzon1CZFakupwtK7aICNe1jGHRcK81FgfEqe18PTjho3MkMTBQEpJkDjy2LKZN4xSQ6pDQVY1krNSs2gEO70AQ4fZavj7lyYZ+4uUstZE2jHOW1Idxj5FIwM02Qiujhuujyti6WisYFZHPHvc4+bJgHEfbv+n38Wf+vs/zJu3l52HjOKTxznWeR5ZM2SxZVZGPHuaM6/ga2/MuDIqyaLXqpEuDKfaDoVxXrJqgt15L4ZBYlAEBGl/HrNqJNdHFWu5R/jAozkrFY3VOOsoreJokXLzLOOlaY/WSLLYkYqGszqhNh06oyzXByVaC/LY4y04HLvD4H9yd5rxqZM+ns9+2KfS8f1fdY0ndgb0koRLw22ujYds91PkZ87L/iWX9w7zKuLtq3ksn7mU1OiuWHkFZYn+QDb/v9/6fCxkvPfcnxZ84M4Jh4uSVEvesTcmUoqDecn9WUkvVnx4/4zzssa6ULT81p1Tbk0WtNbSiwVf8sgm3/DUI7zr+iZvvTQm0a+9X8uq4n//6M9zXtwjkp71PCGSZbDW1+t8/Ejz0YOIWZ3w6FrMW3dLdgcF92eCk5Xk/jzwxRa1AByxTnlyO+etuyPWswnHi1NeOhPcnWbszzVFK0lkRS8u2e3XOB/xwmmfk5XktDBIKdjpxeyOFI+uwdWRZtlIzqsWSY2xLTvDEY9ubLGeJ1xZi8kiyaRQHM4bDmYPuD894XjVMC1gUgSUXIiWcdKw0bOM05Yf+zf+Et/yd36UeaVprUIITS9JiWTC/bllWlo8ns2e5tpagvcNpTXEAvJYdrYSBu8dm7mil2h6sWRRe+6ctRwuLIta4JAkSiGFQoiIZW2prSeLNONMc2M9xdiGl6czrK2RMkiSV41l0QjKNkwDPIGz4p3vRlCOTIfxMgS+YWUkDpDSkyhBL/KkumEtDU7nqXYsW8n9ecLJKmJeRzRWPfQZ0xLWM8n1tYxhGnO8qlmUNZ6GRLdkyqK0BSeoHRinu0IBpPdo7VDCY52isVDUkmkdcTBPgu+VcCjtunFQsMEYJIY88kghwAflZWM8Rhgu91u2euH68yiECDdt2EfntcQhmRYRjQsWHHULpfEYFz7Pw7Tl6qBie+BZjzXf8dhXvvEKmV+faYRUnBUNNydLjhZlIN26EBOuJQzTiEfHOe/YG/GW3T6PbmQMM8GD2Zz/8/fu8P6b+0zKENcuRMBwhKBLyw5jIoHHC0EkNXmckEcJnmAhvqgElfFUraW2gWkuvCHS4eCMpCCPBcMs4soo4cmNPlfHPf7hB29xa1oFWK6VtFZgfCBOQSgk3rzVp7SeeRuMh5yHpjXMG499iBK9cmhtZRE3NgecFg34YKLUU5K70xVnRUML7PRL3rK94vpayVpiUcpRtoEIu6oFR6uUWaUfugd7QhDmKLEkHS/HE5CIVDu2egWXh4Zh2iIJNuEnhWZWSC4Ng8Fd0gVOhhTflONVQmUFqQ65UHlskQTUo2wVpZH0IstmL5hTOS876HXID3/7f8Tf/Pn/BOvh+dOU25Ocx7cKtvIW6wR3phkfO+jxtt0F796bMkx9IPN+xjPUuk6C6UCgqK2gNAKBY5RaMn0ReCa5c5YyzkPWVBKFTqds4azQOCTOCdLIc1ZE3Jn2+Phhr4tGsIguVBLrOa81yzYKxSKeUdzQTxyxFlxdK1lLWvZnKR88GP0Li5hIWNbzllR5vvtdT/OmS1fI4og81kRKcnmYsTfKiV/nUHy95b3HuvYV/ko3HrKufU0BIaUKvJWuWFEqChlQn0Pl0OdbIbOsWz6yP+GTRzMa43h0vc9T20MOFhX3ZwVla8E7fu9gRmUMWgi8h/ffPuTe+QrrYS3VvPeRNb78xoAvuLLOe67fINafncRc1C0/89GfZ7q620HzPRqz4rdfjrl1nmOc5pndmG97+hp50uNj9+/ywsmceRk4JVUbkpmHScwTW563XR6y2+9xuIz44P6E3335lLPCE0nJ3qjPY5trDOKGX799xM1Jy7QS4DWbvZSr6zmPbWQ8tRUaiKKtyHRDbT3GKaq2RsuavRE8s3MFy4CjRcuqaZkWDdNaczBbsX8+YV43xMqy3YdRZpivlszrGuEtP/u+vzZZl2QAACAASURBVMSf+Z9+iPXU009zapvx8sxzsjCsWoF1klRptJZBbeQkkYzI4gjnHI21xFLQTxWRsmTaUzQNRdMAbYguUQIpFI2POr6ax1pFpGPGecI4jbk1KTheWVrriQRoLSgag5aWXuzJtERKWNUBqamtwDmFc2CgG0EZtPT0dBjLJBoaA60LvldaQqItvdgyjFuGaRA9WC84XsUcLFNmVYT1CikkEhGy8LxHyRZJyJeSUhArzyjxDFMYJIJlY2mMYtV6rLUYHyTgkXJo4XEdqdn4YMZ4d5pwskwBSR5BEnlyHZD4VDdI2YVHEgozYwRaWi6PWrbymmFqybVDK4cWMa2PAuJWwukqqEbPq+CiLpAYF9RhV3qa//Ir3oARBf/LyxXTxiGFYJjG5LFmt5fTzxSr2nG4KNmfFkzLBus987Lm1smM+4vmdbgu4YFSMiiLUuXZ6EW8eXvAO66MubGV472nMS1V6zhdrnjhZMn9WRE6itrTuNDdB28E6EWKYSIZ5Zo+LS/OloFE1hVIuvtdF5bOPR2xNx7z3HHJsnFY55EIUtlSueDS6wls9Yt3oRcL3ntlBCrMIxeVxwvN7dOC42VDZfxDpEcQRmAGyCLDUxsrHt8oGHZOv8bBvAkktPNCMSlD2JjrfG5iFWTcwzTY/3vA2eCIuZlXXBq0rGVtIKOZYBh3NNesDxouDVryKMQPHK0inj3uc2eWUbeSYWrYGzRs9hpSHYIqhdBIoUiVZ6vfkkcBBfjer//r/I1f+FGeO17D+RXb/QWRDMnhv3tvSG3h25464cqwIdGvQ+aFLn4g3BHjVUe6C93TMDNEMnBljpYx50XE1bWS9Sw4MBsP0ypIsW1H/hNC8GCR8sJpzsEyZT01XFsriWRQiOzPYs7LiDQGbxzTJqLs0BktLE+MV2z0HEerlP1pTt3BsAJeg9IlKvCFhIfCKEqj+aFveCtvv7pJ60LX1IsVUkq2+ylXRjmDNIwqQsHyKqXQq1CW1xQsQn06j6X785+ECurzpZAx1nF7suRD+xOOlxWjNOILLo9RSnLvfMX9WcEg1hwuK+5NV1TGsZ5FHCxK/tmtYw7mBQ7PVp7y1U/s8k1P7/HYhmC3b9AqYpzvEunPvoGXjeFnPvr/MF3eYlLCcycj7s9aUm1555WYd11NQ7RBM2J/pphXc05WK5xzaCW5Po55ZkvyxHbOtGx44cTz4gncm0NtHLkuGGeGa2PJ/jTnuRPPpLQsqoY0sqznjqtDwTv2Ntjsb1E5GCWK1gafrEQXJMpxaZhRto5PHU6ZliVaxWTxmHktOVnWnBYNdQvrecZW35HIGUVzxNmq5N5UsWg0Wlp+8y9+L9/3M3+bd15ZJ4lSfuP2KUfzgsp4kBESTdEaijaoY6QUKBGuxXhBJBVKSvpxhLGCw6XjrAxj/UQ7+omkF3kGqUD4FqUsiYJYR/SjhHntOVg0VK3D+FCcrBqojEcpiRKKLI7wzlMZh3GeWAU1knGWZW2oOvKwcQKHIFaSSFrwliwOTYmQ4ZrDa/BoEfgweWIZRGG/XU8teayYloqXZjEP5hFlI0JD60OxkSpHrjTDXJJHKas2xNtE2gE1rTEsa0dlwPgQRqy6oiSRofAQiA4EcEgU0yIJQpG5onQhxy6PLf0oeOFkcShaIhmaa2PD2fn0lmStVyFpQmaU8FStZNFKikbjrOJwpZnVwd3YesFmmvDffvXb33iFzF//nXtU3rHZT7gyTHlyu8d6HiNEGCflkeST98/4qQ/f5eakpLES41RQpLzqVciOaT5KNc9s57zn+iZP7wwxqE62LBDCc/Nkxc3JgqN5xbxucdZifGCtx1qG5OskQsngbnjzeMH9eYUToQOXIvxSLTo7bOF5ZqfH3lrG6XJF60x3YQJbVdwrFNPq05EapSARlndcHmJFxGkRwiUjBWupYrJasaor2i4TqO48bFxHvFIiPHSRhkg5YmG5Pq64thY8YrLI4r2gbAWr1lM0EYeLlOOOS9PaMHrKI8Na1jKMPY6AbEgEm/nF/LQm0uEaJmXE8UIzSBsuDQyZDumuh/OYjx0N+OTxgEkRM4g9T215rgwr8tiRxZpIRDgihGi4PGj5K9/8Pt73j3+Snf6EXlTTWM/zJxm/9fKAd1w54YsunTNIgqHgZ65g3w3Gh06gsl3QnLMMUkuva4iLVnJnGtOLBJeGJb2oS+G2MFkFmNsiyLRnVkseLBI+dTTAeMl23vDE5op+bGms5M55wqRKqBvBvIqonUQJz6qRlCaoBSBsaLXXJEIilaAx/jPk/J5R0pJHQdZ5VkVY9woK8v1f/hRf8/QeUgjKNkgtY+0QBFh4q6cYJCGt9tVLCPFwFBS9inj7+STb/nwoZI4XJb/3YMrNyRzv4fHNAY9tDngwK9ifFiGbKFLcm66YrGoANvOU390/DYXPokQg2B6kfMObLvNNT1/hHVfWubLWY1VPmZcThBCs5dukUf+zXkdRt/yNX/q/+ed3HjAtFVeGCe+6WrDTr5jWfU5WKacrgZA5tUlRokWKFU9sOJ7ZSRgmipdn8Kkjy3MnhmllGaUR2/2UJ7cHHC9m/NadOScrz6IW5HHE5WHMpaFkb7AiUQWFEez0ewyyS2Rxj3GqSGPJtVFKJBtuTSacrgzzWnHrbMXhrGRa1jhSIpWy3UvZHUUk0vGJoynPHhaM0hmX+hWD1CGIkCLjH/x77+MXP/ErfPyg4f0vnbCsGvJY8Mx2nzgSTJYV89rg3MVeZaitDx4wKhzGkQxjjNY7xIWVhQroUuNjjIVFI2mNZJDE7I40e8OIk9WSZV3gnMc5QeuhMV2TRQhuvFA1Fm3wCuvHmlgHjuassFTWUXUCES0lkVIsGxMCcF1QEIUJgH2Y+ST5dA5fogMfZpQ6BrEhjYJyKVWeVSs4XGRdEGQIaFQCEg1rqWMz1zgRkKJpGRyGI+GII4/A0jpJ0YSRmPAeJGQq7BupckglQrSKDsG+80pzd55x9yxnaTRSeFIVLDP6sWMYGy6PAppunKNsLLGy9FPDemYCSTn2WBs8xpZNcF8vK8mkjlGixw+954vfeIXMP7qzYNoGfrixvksJFdw+m/Hc0TRkkQi6tOIgAVbiIhE3EBF7cUIviVFCghDhQYgk231NJC1N01LZhsKYYPTmweFJtWSUJVwZ5ewNU3ppTB7F/N0PPM/L8wbvwuFnOwWMcQF1wQt2h2mXUxEq1STyZNqz29c4X1G0DZEKaI33gbxVNBGpTomjhHkdHBWzCHb7klVtuT+vmNdhFuoQRMKjpUUQqvaLIsR2nYHwoLQnEo4kAi1aLg8bbnTR63nnhttaybIBYxWnheZwmTEtI1oX4uX7iWWnb9gbWaQULMq2i6A3jNPAo7kYxywazVmhiJVlIzdkXe7SeRHxYLHGS+drzJseoyzi6tDRT5YMoprKSA4Xjnszx2/+xffxn/3c3yBPPPMq495iD4nlyfUXGcUr9OuQeV1H5m1d+AfjFEUrMTaQL9fSQGyzDiZFxPEq5vIwuA5fzJdnlWBeR7SmM7ZSgqNlzL1ZxouTlH7iuTIsub5WIYVnUWvuLyIyHcLYprViXscsKsmkjEiUZy1uOC010ybBv4rUGwFKBg6OI/CSdgdNcP1tJadFhOMi2d2R6MBh+o63Xebrntom0R5wNDY8J1JKtBQkOmF3OGB3OCCL0ocIyx9VcOLnav1JFjJFY3j+eM5zx1NOVjU7/ZS3XhojBNw5W3JvWjCII4qmZVI0nJU1oyQmiyW//MIBH39wzllRI4Xg0jDjW565yjc+vcc79tbZ7KcPf0/VrpgVxzjvGKTB/O6119Lyc5/Y55deOOBTh/ts985467Zhe7DBWbnipTOLMRG1C5lyqY55anudL9jLGcanHK9WPH8Ezx5ZjgoJPqDOlwaetSziww8s+1PLWWGw3rKeBqO5t++u8cjGiFXr8facRT3DuJqNPGZ3tMubL11jnCfsTwtOVi3LynJvNuVwVnC6skxKwbxsGKWOnb5nlCfcPqu5Py0RhOwh61O2eilfeDkY1mlp+Kvf/J18x0/8A6ZFgxOwnec8sjFkVjpmVUOsFeMsojSWeVEzrw1Saoo2jPhr46iaisa2CEJxk+owHtfKIwk8vjQKCLCWgZh6Vloa0xng+cCZc86QKkGkJVHnnNnacGDHEtI4oOSt9TTG0bigHgLJWprRehUQ8m6cXVswNuxNzoGUIb5EK48WjlR7EhXoAR5P3QY+0ENUPDGd63nLMLZAcMi9N0+Y1RGlCeNMLYLD+1rSIiWUjaT1QSatFcTSgwhoUGMV1gmUgtZ4Im1JpCOLg9mdEp4stvQig7GS/XnKzUnGySpjo5ejhaFxNYKWcdaG64ssw8SisGjt6EeOfmJDsaQD0lW3QfghRZ/vfPyr3niFzPa1AUtj+ci9KT/yK5/kYBXIpa4rOIAAcMgwYsi158Z6xhddHbPRD14orTVUraNoPPuzinuzisnKUFzkWHSs8YvE1mtrEU9u9dkexOwOEg6LGf/Hhx+wMq7jYYRfbDtJrfGCzUTzrkd3+dThgqNlQ9E6ikbQOhBC4r2nah0IRyzD4ZpEQWZ3faR4740xk2VFYwzLBha15LySHMxaVs0rRnd5ZFDC0zqJ9eHDdsFCHyaGVDlKo5hVEYtaUZnQPUQiuA33E0OqPIO0ZaffsJ4FQm4swwNXtYLWScoaDpc9DlcphVEY65HSsZU3XB1VZLobO/kgvetFLb0kjG5CblGoxrW0DOKLXCNBayNWTc7K9CnahFnZ0rQledySRhYt4cf/zb/C9/2TH+T5kwGTepsvv37ClcEBqfKvKWAgqNeaDoVBBM+F0qiQQB0bhml4z2ojuDtN0NKxN2joJeH6jYfJSlG2GuMFWQRVGyIGXpz0Oa9ixmnL4+srNnotxglOlmFTGaRhg3AuFJerVnG66jKXpOO80iyqiHn7+tyIRICQllHakseO1sKy0Z1/UAijVPLTP47vvbbBex+9xKXhkCRKECLCOAV00n8pkUKwMwhjp1crZD5f159EIeOc5+75kueP59w5XxIpyeObAx5d7/NgVnDnbMW8bllLI05WNVVrmFWGK6OMednw88/e54WTObOqQQi4Nu7zp952na978jJv3xszTF/7nre25nx1+LpeQA9mBT/9kZf40L0zIi34kuvbFPVdXj57kclKUJoR0DAtGxKtGaYxT+9EvP1Szt54lxdOLR+49YDnjktKA8NUcmmguTKAZ0/ghdOa8zLsHRu5Ym+YcHXNsNEraa1gIx/SS4ZonZCqmqY9pqdnZLGntusIuUvrexzMSo5XNcfzhnltqU3FTl+ymcccLZcs6wmxrGgtHC5TDD2ujxJubA3Z6OVs5GucFyWfPHiZn/zO7+Ar/pv/jkx7Lg8TlAxIQqQ84yy4oC9rz7IB7zW9JMGhUQjuz0peOm84L4KyU0lIlUCrLjLYt8SRI48cvVgxiD2OBu9bpPCYCyQb36EmErxGK01jYVZA7YJY44JbaazFehdcdAXkkWSYKEoTTAGFCGPoRSWZ1ZJVE4ztGiuwPhCFg1cNpBHkkUJh8J2ZHd3YLFxL4Nr0YscocQw6i4pR2iJ8GLXfnyecVTFVG5REWnkybRhnLbkyWK8orcI43VmG+FD82SBuaW0Y1QWScThjMh2UWbG29CLHdi8UiA/mEc+fJtydZpxXEQ5BL3LkyjLMGjbyllHiGKaGSBp6sSPXjlhbYh18dCKR8Y2Xv+GNV8i875c/wVHZJd12h5j3obM2DqSXbA9y9sYDtJLUjaU2DuM9eSzJlaSyLXXbsmwarAuHYevopHUQKU2kNRC62kEScboouHu+RKrQEWsV3ugQLR866n/rLZd5+6O7vP/mEc8dz5hXIYvIeRhnESmO5yYVyzYEI9rOQdYDkYCdfoJUYYzTjz3rueLGes68WPHCyYK5MVgLjQnyPuNkN5QK3bmWgZ1+cbpLCbHw9BLDIG6JlQ8ci0axbDWmG12F1OfAoL9Io97I267rD7/BOGicpGg8R8uY/XnGySp6WEQO45a9YcVWv6O6dZ1BL24ZJpY8DtdjjKCxoJUg0Q4tAgJRNILzIuG01BRt1OVOCTJt+NF//S/znv/6f8SZhm9+Yp/tYeC0fGYN4zxUFloTFAWmU0e1LnQ966kh1qEbmtWa+/OY7V7Ddj/8POvDdZwUGuM0EDq300XMUZHy/EmOkJ6dfsNj6wWpdpSN5M4sxSPpaRsQsO7KFnUwr9rtBU+d22cZHz0YMGuST+PCBK5BUA2kumWv35DEQeZe288wwbOCxoRNpzYyfG0lX/3YNv/K01fZyGOurPXIItWFu4U3WQgRFAjAOI+5MroYyX5+IjN/3IXMWVGHAuZswXnZcnmY8dTOCCXg5umSe9NV4CEhOC3q4AHlHddGOS+czPmF5+7z0mTJsg6I3rVxnz/9zht8xeO7vP3yOmn02YnRr3ZnjnXKON/lYw+m/K8fvcvN0zl7o5xvfOoyj28Oee54xk9/+GMcLx5QWUEsevQTy2Ze8swOvGkr47yK+eQR3DyLmZYKRc0gabm+5jktFJ86NJyWnrKFfizZ7gtubKQ8vZ0jVYL3JctqgveOrV7OzmibRzdG9CPJs4f7vHx+wllZMysTGjdk3iSsGgDP3ihhlEoOZ8eUzYSitRwvJFoLdvuWzV5I7b402iOLM+6dLXj25IzDecXRUnL3r/27vOvHfpq9YRL2aVPTixxrmcA6g+gIuxuZDL4qWtB6z7QwnBaWZR18rYyLaKymsTGLOuzD+lWKU+8dR8sS6yyxtOSxI1ENkXZk+kK6/MpYNrrglWhBpKBuPbNacV6GJtE6wSgNn6fSNAgflKNShOckEqFRTbTFe0Vtgupr1UTUVmMJ6p6itRjrHgb9Bv5OQIOVgDgoUYDg/B4JQ9KRcvtxpzbSDWUbRByTMmHVKExnKJhqy3rPsJm2SG9ZtIFz1ziJ8CFFvG4ljZW0vrPjIDRPgyTEzyhlSZVjmISU71halk3M7fOUl2cpx4uERauQQB4HZGgrb9nst4zSln4UCM557BjohG+8/PVvvELm+z/wIZxYspPXXBrWZBp6kebquIdWGutCkVAYz6RQTAvJ/YXkZOlZdIRP6+hY2+GD0I9hq6fYGUQksSRTijTSvP/FU45Wwf+jMiqMKbo7oWSYY375I2OGecSsLDgvqgAd4pAINno569ry4aOal+ctrQ+s9ouxUyQlb94ZIaXm/rymaByNDWRfITyz2lK2AXHxPhxEjleQp1f4FH9Y9UjoONSFSqs7y7SANPaME8XuUHB1tGKnPydVJbG2CBHSrYsWGqcoG8HBIuVwlTzsAKSAzbxhe1CTSNBSoaUnj4KN9TAN46vaCOa1wtgg4cuiUICt2piDec5zJzknqxTjJM/91T/Ld/3kf8EXXJqR69eOkTwBsm29BBTOhY5nWUsa7+hFhmHikMI/DG8sW8GVYcWos2AxNpg7rZqYxnqyKIScHSxj9mcZ+7OYfuK5tlZwZVjjvWBaae6cZwwSi1ae1giMD/czbG6wN6y4Oqo5ryL+2Z01zquYRAW4OO2KF6UuPl6vvKPOBn+NEDopOjdP2U3rX3999Y1NvubJPfJYM0wjro569BNNbV1XFIT3x/nQJWaRYm+UszvI0OrzwxH4Yv1xFTK1sdw8XfDyeRgZ9WPN9fU+19ZyDuYlL50tOS8aNnoJRWuYVS2Si9iQhN+5e8Ivv3DA/qygaAyRCllu3/2eJ3jPI9u8ZXftD3RvQ17WCfNyzq/dmvOBOzXTsuXNuyO+9ZkrCCG4ebLgU0dT5nXLR+7t05oJWex4y86Id1+B1p5x60zxwiRjfy5wFrb6GW/aGQMNv3HrhKMlzBtItOBST7K3pnl6O0EKi5aSLEpQOmGUSJr2hEFSsJZqWnaoTMayltw+nXJ3esbxoqYwkOuERzfHDJOYW5NzjhcLiqbFGNgbt2z1JON8SKTWEDSsmpJp0XBWSY7mYT9RMljof/QHvpOv/Vs/Q2kt1gk28hSBYFqFhlRJ2MgD128Qg/cVq2aFcyVKBs+oXiTIYokUgUMTVJEx3icolXCwMExLQ2OCzwxCUBvX8R4FuQ7+MkJYhDCkuiGLBBKQwqGlJVaOSFrS2HeFj2JRC87L4L5bWcWyEpStx/tg0Z9oQawhUQHx7qeCtUSjlOJsZTgqPLNCsGxC2OxFXp+SglQHs7xYhhFU6x2t8XiCIEQLTxIFR99cW7LYMYgdgzgIJqa15GSZBrfxLo8v0YHjstlr6McG6yTzRgdVkg1NUm0kUsW0Bso2+OTITiCTKhd4jdqxljVsZoZYG+Z1zOEyZn+W8mCRMC0jGieIpWeYGHYGNVu9lnFac20Y8e889gYcLX3PL32ck6oh0wqlAsy2mVl2hy3XRg1XhiHJtbaGxrqHDol4KI3gvNDMmphFHVE0mtpKvBeds6unNsGttpdY+lEgwoZkT6iMADRZlHFcwLIO81EIFXvSwX47Pch0jRQ1aeQ6u/5QgNRWIkSMECll46mtf1hctU6xrCwnpaZoFWWraEyXji3p4toDTLjdoSaxDpyaRa04KyJOyhCT3roAWaQyFCCSMPK6gETz2DGILb3I0njFrIyY1TGVeSVrJJEN/cSwlVfsDAzrWeiGVIde1G1g5rdWcVrEvDzPOCuizmVSsJG3XB9V7I4C4uQ84Bti1ZLFHi0dzgtaE+6vlMFFGASrRnNW5jxYRPzjP/t9/N1f/QG0uKBFv7IeSqptJ1GUEuM1zmnAkOoKLS3Ow7JR3JvHrKeGrX5LqsN9r1o4XmoaH+F8GEfO6mDu9OKkx6qRjLOWJzaCXLpxIng+FBHraQjbtDaM4JQMRncCzxMbwZNjVis+fjRk1WjkZ7yG1gmMCYq3qobzNhQwzofi9OL7/qAfwK97bJtvectVauOIVCCjP7reZ5RFLOvgthueAdEFiIKSgcuxN8rJos8Pwu/nupDx3rM/LXjpbMmDecGyNuyNcm5s9Imk5IXTOS+fr8i0IosU86pl0RjW0ohBGuGd41dvHfHrt444mBWUxpEqyZt2hnzPe5/k3de3eXJr+Ify95ksK37ydz/FB+4cAfBVj+3xtU9e43hZ8cnDKfvTFYvasGpaEq1ZNedsJXfZHTR4drm/8PzewYplA6MkYqsvudQXPHeq2J/BWWnx3rKRw+Wh4qktzVqWBCdWFZCNQepZz3KujHLGWc6tyTEvn58wrWBa5pRtwlnpWdSOSNaMkoJxtkJScrDQ3DpLKJqIcS7YGcRcWxtzaZQSiYrjZcOLk5oHswZ8iZShkLA+p5f0UQJ+9T/8dt7xo/8wmI2mGmMd1obP2FqmkUikjHB4TlYtJ/OGlXEYKxgmiq2eZL0nsLbG+ZZB4tnswSPjlNZYXpwsmZZhlGK6FGzTRREIoVBC4VAsa/9QEZhHUQiQtAZjQ3GjuhymtTQkZEc6qC972qJVUJ/WVlGbMEKqW0HjNKURNEYT6Yh+nGCtp2prhDREygaVodeUbeCvVG3wcAk+ZxLvQunivO1UsKF4cx501xBJEfbRRNuHwZL92JFrQ6wshQsp18smojIKEEQqIDqbectaWhMLATJiXivmNaxaybzSnXhGQkflkCqIZmLpSCJPLzJs5i2beUMeGxZ1xNEy4XAZc7hIOKsilpVCyIC2v21L8F995Re88QqZ59oev31/xq2zBYfzkqIJUNyqDRW27bKTUh38XAYJ7AxSdvoJb9rNWcs0qYLtXsJmT/M//84L/MrNCS3hILoIDJQEibQUcG2U8ZbLPZq2ZlGVLJs6ID94jBUopZBE1NYzCRhrkLh1M8ZUB8+EN2/HKOXwvkYAReOZ15ZpFUz48F23TJAst05SGh3cE1tJ2Xa+AZ2fQKIc65lhu1dzeVSTqTBGKFrJaRFzuopD2JgNqplUhYA3TzgoYuVD4Fvast1vSZXheKXYX6TBndaFrmaUGC4PK/YGJYM0IAmBOBdWGJNdZBZJXjrrcXeWURuFR9CLDdeGJddHBWkc5GNKdu6T6hXTOuuhc9lGdhCqdfAffM0P8z/82g982vPggbIj81oXDKcaG+6TRDJIHIM0cBWshdMiYVlJtvrhNajuZ58VkvM6xlhJpEF435F/E148y4mV5/Kw4tqoIlaOZaO4NckRUoRux4PvFGqJ8qxaRaQcV4cVw8RyVmk+9mDAvImpuw6n6ebRjZHd+M12Cqkwv3699Xqy7M+2vvTamO/9yrcwKWsWVYuSkl4c8fhGKGgWTdgwJaCVxPoQlQGw0Qtk9nH+ud1Ufr/1uSxkZmXDCydzTlcVD+Yl4yxmd5Bxfb3H4bzk5umCyapme5DiPUyrhsY4rqyFQu90WfHLLzzgt++ccLioaKwljRRv3V3nfV/2JO+6tsUj659dhfR66/njKf/oQy/x7PGMUSr5smsJ1zZyjpea509aFlXNpGhQUrCWxrzz2jpfdGWDX3ruk/zOnY/z0rlg2eT0I0UvrdjtGc7KlBfPYFoE3tdGHnN1LeGRsWU9a3FOksch82uURwwTwVauSXXDtA6H2KIQvHResT89Y1IGRHOr3+fSIGPVVExXx2z3z9nMa5yHeZ2xarfZHl1md5BhjOHFyZJbk4LGLPDehOe/DYZ5aWRJtaEXRVQ24Rf/wr/NN/ydf0rVWmaVoTVhhJLHohsNCZxvmZctqzpkOSklyKNgNipEQG8EgkESc319wJu21vj4wZQXTubgavIYoshSty340KgqKZBS4r3DOYuUYW9UImQjVSY0usZ5nJPEStFLEua1pWot1oasOiUtuQqk17VOtZMqi5Dh5ygREBbvBbUJRnHWSioraYzGIohlsFNIo4jWeGrnOV95JiXM68D9sza4kCNCJpzCYy82ic4iItaghEXJi9FY4NhlcYhDCZyZYEC6qBWFDUZakQpRL+t5yFzKI0vr1FLC0AAAIABJREFUBGUbsWwCajPrmu3WdbEEzhPpsKfEOjTvWWTZ7jds5zXD2LIwipNlwtEyZlLGnBURgyjjp77pmTdeIfOJusILx71pyYN5wcvnSw4WnlUTVCqV9eBfceDNIkkeKa6ME960kfPOq0P+3m88y/1l+bpEUeehpxXf/YXXWYqM37k35aVJwVnRYGwoXgTQTxRXRynjDD6yP2PZuIfx7xAIyLEUXB/3EVKwqoOvjRSWxlRY64njMDuNZEhYdS7Irr2/iAkIUKYHbFcJty5wTGobRjl4unRtT64DaTdkY1hS6bsU0uAWWXfZVACZdt38E6x3SBxSBeLYOG1REk5XEZMipTThcI2VZTNr2O2XXFlrGSZdqFgQf4WAyO76jRXcX0S8NM05WcUhy0nC5X7No+MVW/02qGs69EfrVwoaT1ftE5CoP//Vn17INDZkJBkbdd1JIPQ2TiK9YZgFIywhPLXRnCwzhplhnNYo6R6qwg4WMWXHp8k1rFrBeZVwZ5pxWsT0I8sj4yLEKPgAGz9YJIwzSxbZ7t7RBT9KFo1E4Lk2qomV42gZ86svrTOt4odE7FevtbRlu9dgLBwvEpY2EPAkvG6S+x9mvXN3yF/75i9ECMHhomRaNkghSCPFE5sDtvop88pgXICKY9UpJTriVC/W7I1ydgYpSv7xj50+F4VMax23ThcczAuOlxWN9VwapFwd98i04vmTOS+dLUk6JMs4x6So6cWaGxt9nIMXT+f8ygsHfGj/jMmqorWOLIp459Ux7/uSN/Hu61vsDP7gkRHOeX7t5gE/+3v3OFqWPLE54FufuYrxDR+5t8+LkyWNUVStppdEPLLe5ytubHNjc8BzRzP+35sH/OKzd5hX5/Rix7VRSj9J+eiDJZOVp3KanoZLI3h0XfPU9hqRzsCXrOoFvViwmSes9wRrSc6kMpwXjsNFxcHMcV7BvJbUBvpxzSAuyKKCaWE5WmqWbfB9ujFuuLIWvFYi1WPRDLl9JtmfBjM64z0CRapgoydQypMqybKWCFmSKEOu4We/58/zr/69n6Q2dCrTkEdknMI6mFUt50VA2z2ePFL0E8UglpTG0lpDpiXDVHB9vYdznpfPV5SmJVaghaAylkUDzquQjh3HKCk5W9YUxiCFJ4sksXbgDQiDwuG5KBAUsRI4b/De4lEYGxqrqhvJtE7xsEDyjkHi2OqHsRjUNKZFyqCgEgRTOykc+C7UEtmNsiRVC9MyNFHLRlEZGRD7jitpXThzlPCdcCQ4CnsnaH3gKwb1bmgcL5prKQSRcvQjS6INifIsW8WyVqyMxlqBkp5M2zAF6DesJSHActU12LMq4qyMWTbBYLS1EufC64k6pCZSnjSybGUtlwYVg9RQG8WkzGjaAf/xO96A8uufePEWL88L6GBx7yGJQlT7Rh6z3c85Ly3HK89Z4Skax/Gy4aXzEu86Brj0RBdKIWVJI8dbt3r84Ld9ITjDB/cnfPj+lP3pkqoNvgCVFWiZkEUxWRzx4Xsz5rX9NMKmkmH+eWOcsz1IOasaFmXLvKyZN0HF0kV0AHSzxgAPahEIn6EoCAWR6dAhCC9UdsXCBZG17bggrQ1fex/MlSIpyCJHLw520OMkoAWOEFK4ahTzylPZMJa6kKlD8GJRMsxbB5FhkLQYFxCeRRMebtk93Dv9isfWanYGLXncdplGIR32AqHxCIpWcPusz/4spbQS6cN1PTIueWKjIFEdT6dDwD6zvvzurwqFjPewqqFy4QMjRUBjikbiBOTaMUpblAr3b7LUzJqI7V7NOLedDB9qE3FepZQmJHOD53SlmNYJd84D1L7da7mxXjBIDI1VHK9iZrVmlBgkAQkqTUi/LaxkVgZuzjM7BbFyPFgk/PqdMZV57ahGEAjDozSEtd1fJJStetW/d2/5/8/PzFu2evzn3/rFgSdjLMeLivMyJManWvH41oDLw4xZZaiNRQhBqiVKCFZtQG0iJR+OnV7PSv9ztf4oCxnvPYeLktuTJYuq4WRVs54nrOcJj6z3OF5UPH8y52RZsd1LiLSibAxnZcOVtR6PbfQ5XdZ89MGEX3vxkE8eTZmsKqwT5IniSx/Z5t9/zxO8+5Ft1rLP7tT7mWtZtfyTj93lV28e0DjPe65t8GWP7nCyqvjI/XOOFgVH8ykOx0ae8d5Hr/Clj+zQOsev3z7iN24fcbKoSSNF3RYI/4C7U5iVKbUL6pPN3HBtrHl8UxJJRawlsc7Y7o/pxYZETskix6KOOK8cp0s4WHhOV4ZZaWksbA8U/QjOyxLvzrk6WqCUZ1EnnJdr7A432Or3iWTL3fMjinaBNY7Tlea4yDA+oR8n5IkgUSC8QMqaRNVESmF8yrIWIAp+5S98F1/+4/89iYI8AoQPqKHzLCrLvAqoZzCmVEQycFyC4lTQizQ7w4xL/Zz785J70xWtsZ1yCWpnuiiWoOJaTyMaD9OyobWOWCm00qwawXlhWbUhNkUBeSJYzxS1aTE2+Kwo6UE6IuGIVMh/irRHB81R13AqhIzASRaNpTHBsV0SwioT5cgTT187ssihlEELh/PBsA48ilAMxNohvWfRRJwWKqRQFxGrNqLqmrIg7Q5nSqzCeadlQPIvHMaDSWswxeslEkFQWMUq8H+UtOAlRSsojaa1wSU66fbYrbxhu1+RKk9rFNNGM60jzoqIeaXDWK0NET2CkL4deIGefkLwHhvUbKeKb9z7mjdeIfMjH32epQmGTuM05vq4R55EKCXYyBN2BhmXhik/8c+f558+exhM4ky4obWVGBveTO8El4Ype2s5WkJjLKs2uJ9GynfeA3BpmPLMzogvuDzmF57d5/23T4IyxgbSbmtDXs84S7i61ud0FVKzZ3UTHigREBwhPAKBFMGp1xOKiECe4SGH5sJlWArf+cKEEZfnle9DhAcbBJZQeQsROoDGCkoTEJEL6V+ioJ84MmFIoppIGqQkGDuZwGh3LjzgWjpkZ9qURiHhdRQbNns1a0nNWZ1yuEhZNhG+U9tcHtTcGBfs9EKo4uuRcQVhxHNvnnDzrMfxKmz4Snj2hhVPbqzY7r8+DvHdX/XD/K1f+QHqFmqjQwGLoGgEtQmF1UbWZYPIEF75YJ6glWO7F2TVwe8BTouIxqZECvJI0NrALzpeaY6WEiE8W72GnV6NkLCqFHemKcaHhGvrBUWrWLVBlr3sQtNiaXjb7hIh4N4s5QN312nca5EMLR17XSp4ZUK+ivmM73v1VwI+wyTvD7durKX82L/2HgZJKKga6zhdVpyVQbEXK8kTW0OuruUsG8uyDuTAPFJoJSkag3HhOdrsxk6jP8Rh/S+7/qgKmWXdBkl02XC6qjvuVsylYc4wjfjU4YzbZwu0FKxnCVLCZFXjgMc2gvT6xdM5v3v3lF+/fcgLxwvOihrrHaM04Wuf3OXPfPHjvPv6Fnn8B+cX3Ttf8lMfvM3HHpzTizVf/8Qlbmz2uTlZ8omDc2Zlw7Rq6cWK3YHgi66kPDIecHca8f7bpzx/PAM8W72Ua+Ocm6dLfvP2AdOqBOHZzDWPbeZcHxVEyoQDWkf0Isk4l+z0c/bWtpkUhjuTI+7Pqv+PvDePsS27zvt+ezjTHWuuN/V7PZBNNodmk4QlD5KV2JY1GY5tyJZi2Als2EGcxDCQBInnCIkg2U6AJBZiWVCgOAKE2IgtKLBgx5RA2aJG0mw2uzn18LrfPFXVrbrTGfeQP9a51S2JEpukREjxAR4a73VV3Vv33rP32mt93+/j4UoxK2HZiED1YKxJdUPbneJ8Rx0U61aTacU79hzjzJLYIbWf8vpJ4N6yom47EtMwTMQhGEmIFGgkJV7rgFaBIrH4YEltRaqFrVW2GT/5n3433/T3//FmhUSrQOdamq7D4SCKZCC1Er67biNdkHsmsZpJlqCBedPR+Yg9H+ME0TgqjdGWwlpyqyk7R+scWke2BwmpFrhk6xwhSrK0UorCJkQMZ7XcD0Q5rNWdrONGiUYlMYq016cMbGCSK0aZpu5aqp5145E9QyGHTqs0SWJxQUT9yzrQ+UDwnjQR4W5ueppur7kcpo5J6hkk4hItO82jtYhsH61SFk1C1Yk+R/UEqtRCYnxv7lB9zyeitRzyFAGjFYkOxP6QnfXCZtjAVuV5KhVFcJ04docdF0Y140yCOxe15aRMOa0sqzal6kdQMRpiNGgdIbZoFbk4svz3/y4C8f7lw5LxUH7hrSLh0mTA5WnBhVHBt/3Dj3BjUUt3IfYn2z4eAGA3N/zD73gfxfYe148X/IvPP+SFe3MeLBoaL5udWNQUO4OEx7cHdM7xuaMZIXjSRKzXptdwHA5T/vyHHuP1ecdHr9/n3pmjjZyrzX1Q53yb8/ydt7iENJsOkSRNmxhRRr1ZTPTskcJKCnWiJSYgMaLaL5LIMImMUmmzdj6wbhNaLwFeqz56YO0ETa2UVMXT3LFTtByOOg6KhqAUyzrhwSpl1VrJDYnqnEqsFeSJPI/9QcfBsMGowI35gLuLnMpptOq7LNOKx7Zqxmn4FcLWjeA6yuSPRW14+WjArUVB1cnWPco6rk5qrm6tSRQYKxqSv/KH/y5/71/+tb5okW7MqpZRSJoEdvJe9IwkYh+tUg4GNTtDLyJjJbbq49LioyE10nlqvCHElC5OKFtL7VoKs6JIGqq+yHj9JGdSSAcqwrnGZZgGZpWcVIrE8ezhCh8lhO/nb26dw+veehXWc2nSYHVkXlsertLf0IUEv7I79ZXehBdHKf/wT/0+Rn2MQYgC8DopG06rhrYXBj+5O+Kp3TG1C8xKIdUWielP/IGyk0JznCVc2RqwP/zNC6v81ddXW8g4H7hxuuLuvKJqO5aNY1qkjFLLk7tjTtY1n3s45+Gq4mBYUPQQsnuLir1hxjv3JxwMc56/M+OXbx7x82884o3Zsif4RraKjD/ynsf4M7/rKT58ZefLyrj6+K0j/q/nb3D7rOTx7SHf+swljDa8cHfG7dmSWS1F5u4g40OP7fF7ru3xcHHET718h0/dX9N0hu2i4OpOQdkE/u3tY47WNY0PJBqm2Zor04YLozEXp/u07gSjG7YKOBjmTAvLvFKc1XBaj3iwDNw9WzJvJDvtwtgCNeumhNj0OTsBqw3DdMzueItxMuDOfMZZdUrnAkel4aTMUEpiY4ZpYJKWTPMKgLpLcXFMFweEaDGqlc5pUIyywCStWHeRH/uP/xx/4cd+lNRIivfN04ZHK2FpgWKYGaZZQsBRt510hxOYpAmphbNKxNARAaFKFMCbesXMKjIrAryy7YsbNMYkEKH1kRgcLur+8Sz7g4xZ1bKoXR89AI2LuB5eKQBW1RdN8j5bbcis6cGcosXZTAESKyjMPJHv8xEIwuXSOLQSJo0LwnXpeudiFzi3UafaM8xkXRqmjnHm2co7BknAR1g09hz0uahTVn22H8jhOiFiTMBv5ABK9JBai6NVRMSh75Aroo4kfYCwQrLwZDKgz7lro0RGUIejmr2ByBPWrRQ1syph1fZiZy+hm6tGczjM+Ad/4He42DeEwPd8z/fw8ssvk6Yp3/u938u1a9e+6NduCpk7qmNvWnBhnPNzLz/kB37pc5S/jqBAAR+6OOXv/bGvA8A5x8feOOLjt0+4OVtStoHGC456kFrGWc4gSTlZNnz83oKy63/tDetFewZJ5LmLA4ZJy/3lHGsETLSx0mYmYkzEKHHkVJ2ibCU4sHb63NoW1YYYzHkLMO2zL5I+y0ep0GtP1LnGQinZEHPbz6iUWHkzG/oTgMx4Q4BZk0oh0xjOmoRVu8kYklrc6Mgg8WwXLdu5Z2/QkNrAsk04WScsO0vr5EZCRWIQgFKeCDlyr2jZLhoWdcLNRcGsTmX0pCLTvOWJacOFScUoDWwwGrEnH4cQQWlap7i7SLk5H3BSpqDE4XQwqrm2VbJbBP76H/levvcn/yZKKZpOserkMbZysVYbLYvK/WWCUnAw6Bhl9LojOK00ZQ+gM1qcVotKM+8ybp0OCRgujAJPbVcUiWfWGK4fZ9xfaIZ5R6o3py+x4A9Tfy6GHqcd7z1c0wXF9ZMBH78z/aJFzEYPA/BonXJWv30o3eanRb7yYmZ/YPnh7/4GxlmCUapfKCPOB86qlpOypuqkoHl8Z8S79yc0PnC0bohROjeTPMGHyFndnf/bpemAS5PibW/kb/f6agqZR0sR7DbOs2gkwHGYWS6MC3YGKZ99cMZrx0sADsY5qTGsmo6zuuPq1oB3HUwprOZnXz/i47ce8cs3T7g1W3JWdygF24OM73z/Vb7rQ0/y3OXtt60hajvPT3zmNv/vF+6ybjo+cGWb3//EIQ+WDZ+6e8LJuuGsahmklid2x3zjE3tcng75+K0T/vX1B9yYzVE4Dscp2/mQlx5I7tu69Ywyy+M7Q95zYYtVVbKo30DTsDMY875LlxmYE5Ras6g96y7n3hweLCMnVcT5lCxJmOaeGGZoljReur4uWmJMuTAdsFMUUqzPJDvptBJGyiRtSYxGkeBiTmJMX6BHRmnJKG1xwaOVJZDTdDlKZSQGXHDMSjiroPUtX/gbf5bf9z//qAQVKsnscQEiEo5qtZUCxEdUNAzSlAvjMa3XvHpcMis76LvdPgqF1ypIE7GcFwbAobQX92YiPDBipOvlCkQBdo4zzTBBxktOnYt+1zU0Qb85zleyPgeE81Kkhsxolk1H572M2VEYZcR0kWhSq0m07kOBOxoX6IKXvLUo3KvUBslDsnJ4Nj2lXvdGhdqrXiMDoERwrCVTb5p7JqloGF2AdWc5K1NOa0PZiQFE9Tbq1PQ5ekFCJKVAE66M0cJMy7ToQ996tLJKxl4i8VC9OQQSLULfrUL4MYf9CKrsDMd1ykmZ9OYVy3aW8Le/7ut/ZxcyH/nIR/joRz/K3/k7f4cXXniBH/qhH+IHf/AHv+jXnodGvv6A//uz93DQ26bf1GLY2DJJA3/x66/wHe+/hHM1ZVfymXszbpzOmddrFA6tRIA0SjXTwjDNRGB1c7bktJbk2KYzYjmrEpZtzwZwQmKUW1Q6J8MeQjTNOvZHHePUn4upsreQZzfW69ppZqVlViUsaiNFjrNCBPaif/FRZooyc5VZZ54GdJQPqvcCp9tsbDISkraP0YFhImJXyelxYGDVK9PXrZHU69ZS9eCjEGWenprIIBMc9Th1JCZQd5bTRgBOrROWCQRCUL2IKzJIPXt5S2YDZ43huMx6Wx8UtuPiqOWJnZKDUUuRyPPdAAxbr/E9lXjVKF4/G3JvkdF5jdKKvUHgX/5nf4W//uN/u4+2FxjT9sCdv77rTnNaWcaZYysPPcxKbNkPl73FUGmsipSdZd1ZHq5yHq1zjHZcGFVc3RKH06rOmHfbbOU5jVtSdx2LOnBaS0xBbiLHpSWi2M47ntlf0TjN549HfOr+GH5VEfOl9DBfzvXlOJe+2LWTa378z/8hfH87J0ZslF2Q8LtlLeOXdeuwWvPY9pD3X5wSAtxfVvjQu9wGKQolAvggAa4Ho5zLbwmr/Gqvr6SQqTrHK0cLTsuW1gda5xmkVvRAe2NOq5YX751yf1lxMMgZFxarFPeXNUViuDId8J4LW6xbx0+/cp/nbx/zybszbs9WnNUOq+X3/K4PPs53ffAJnjmcvm2g4PGq5v/8xHU+cfuY1Gi+6akDntyZ8IWjOV94NOe0h+ztDXOeu7zN7762z9G65qdevs+L905pfGBvkLI/snz+wTE3ZjWrDjJruLo15JnDLd61P8FaA0SuH53Sda8wTtccjifsT97Bg+UDXnu44v4ysGjklF8kikke8L7lpOwokpYLoxqjFY6CnWLKKM04KRW3F2vWdUvrvGArMKQ6JbGKrbxhmEg3fNUWoIaiDQFS07A7WLA/KCFqTqqCW2cTjquEVdtbiZVCK82rf/M/ZPuv/ihtANWTbLcLzeWxYpBGyq4lxECeKrbzlL1RwrxsebSuJcgyQuW1dEwcaKOI0aJUShcUy9rTOCkI0sRgdUBFsVTrvuswTCJFauh8wAUPCHA00X16dA9CRfX5bZsDakhACXl43crBT+lIquXgapTq86AsIQQ8kRA8rZORdYxi945R0cZ43tEHGffkRgIfJS6l18DYNycOG+K3QvSYPkjxM0giIJ2aGGQfWjdWDqp+k6Une0hmPMM0YFTon1NvQAniyrK93gakO7QJF/ZBOlPyPka6qIhhAxEUeN5O4bg8bRgnHbUzzOqUzk34L973e39nFzLf//3fz7PPPst3fMd3APCN3/iNfOxjH/uiX7spZP63lz5GkS04HLYMMxGpJlqxlWu0fnOD6IKn9QHv41s2fHmhrdZYAxpN7cW2vUnGVgC90tsHxbrrRzSdiErFV5+wbkQ17rxU4jIkEtbLwDoGqetj2R2FkQykJAlkKoBJMCriveDBy06xbBPmdSKo6E60Kz5oolJ4Jx+0zESs8X2bVDDPG5x07Q30biEXN4GVMoLKk8Ak9eTGoa2QGxe1pXLye60b3QOYpKreJHTnVmx4mZXiIWpF2fTUx2BoO0XU0i7PNCR9ZMI063BeMW9SFp3F9fbvSdbx+HbJ41s1OwNHYiIhxr6AE31PRJNqy8NywJ1Fzmyd8NN/+S/xB/7+P2CUOi6MVjy+tWZaOEKEs0oKrEneCiBLiZPoZK14tCwISubp3sOilc7MrZk4sXaHnmvTiq2ipfGaGycZD6qCUQI7RWCUKVKds+w0rWtYtx33lqJFOhw1vGN3TdVpPvNwwmcejX/NZ/bt6GG+3EvKyK/8UsArf+2PsWw7TkvpEOV9N6V2Hh8i69ZxtKpYtTJPvzId8OzFbazR3FtU58Lg3UFGahRndUfZSlt0mqdc2RqwN8y+Kmrwl1PIhBC5dbbm1ukaH4JsaEoKtcNxwf4w43MPz3jlaIkLgUuTgswIyuDhquZwlHNpOuA9h1Nuztb89Kv3eP72CZ95cMbt0xWL2pEYzeXpgD/94Sf5U889zpN7v/b9/vWuz9yb8Y8+8TpvzFZcnOT8oXdeRGt4/vaMe4uK06phkFhxJD11yP4w52OvP+TnbjziaCWuqYujnHnb8pl7Z8zKlhg9B6OEd+5P+PBjh+RJItqRxHBpPGBrkPDinUe8dvQ8q6bktBzh45RZXbKqO0aZANOMXpGZmtQGGqd5sBywMxhwbVsw/HcXjuOVo3WeeSPi9tQqssSQWyUn+QhdtAwS4TZJOKKh8wOs1mI97joa31K1jlUbqZzFhRSRxereE+S5/rf+LFv/7Y8QiP3Gb+X+7T/0RQL7w4xnDrfRRF56OOe0rIV7ZWU0E+KG86JJjDzXtnO0weG9KEZ8MDgfaLxEBGxS7cdpSmINZ5UjBMk6ij1qQykwBPJU2DG57cf8OpL25N1FDzX155u8ID3kdxFeWePFNdl2QVxFfZyCQUY7EjiJdOQBoug7myAazxjVuQtJKTm4GS0ZSrYvdKyO5FqEvqpHXWR9OGSqRFRUd4plY1k0lnltqPsDdVT05hNxZxZW7ncfVK/XhMwIEM8qT2o0Qcna3XSKVQNNUNROtJf03aTMSjE2yh1becvFYcuVkeVbr3xtIgp+ywhZq9WK0ehN3oIxBucc1v76D3ljPuKkEkDR7jCyPwhcGnW4aSBLHJ1zsiB7iQmPKBJjGGcpW0VOkiSUjeOTt0+pukjAEmPsxzeKqAJa2X5WqHrxrXQsEgsTInuDQOUjZSNisHVviWt6dPyiTZm3KXdXCqMkq2KcSVEzyaWoyBIRUY1Tz94woHUHUfgxjTOULmFWWs5qy7oVa2/ZWGqfyJwWRdLPMo3ejKXkAxwRnY6PERcSXNTSXjVSIW9ljmnhGGeNFEGdZu0sZSsdGymGoOkUVZdKYdNb91Lj+u6NIyJjKucVc2egjUBCZnJSE5hkjoujmsZpVp0Uai8+mPLqyYiDUcO1ac3lcc0ol4TZYWqwOiO1GVe2Mr7uMcXNWcVPA3vDwMkaXpsNeGU2YJQIEfixyZIrW+15plPj4PY8o2ytxEioSNOJbfGkSrkzF1fSxUnNY1s1g77DcudsyKpLJG1WO6oOTusE5zr2R4FxlmPNBB9rhsmcC+OastN88t6U105+LTPkK9HDvJ1rU8ToX/X3t3tF4J3f/xPc+57v5OrWUJw8TYdSikFqesG5YpRZqs5zvGq4fVZy+6zk0nTAc5e2KRLLvUXJ8boGRKu2uzVg3XpmZcP8QUueGC5PBlyc/NZSg2dlw6tHC6rOy6g2RnHmGM07dscs246fee0B9xcVe8OUncGAxEg3qQuRa9tDntwdc217yKfvnfLRV+/z6bunvHx0xs2TFevWk1rNE7sj/syHnuQ7n3uCy1uDt/XcvA/8q5fv8eMv3uKsannv4ZTf88QB9xclL96dcVQ2NF1gf5Tz3OUdfve1PW6ervnxl17h1UcLlFJcGGVYoyVNe1X3nZmMp3bHPH2Q9OntJbnd4tJ0xME4Z2ANy7ZjOhjwYHWN68e3KdsG1JyD8ZjdUcfYnjHNSyDS9dk703zAxcmQqh3wmQc1jVsTo6NyCucTCquxxpAZQ2plhKN1RCuDCuBCQuMNF0crBnbFuqm5uZhwXAp/pPW5dMNViyGQ6AqtZAP1wdBuVO1KkWpL0oPeqk66IlZvgHWKzz88ZtW2WOWZpDJarjtovELrjMJYhqlgwO/MW8pWoZVlYI2wvPCEXkhpFBQmkicW5zvKthaJQCIHrY3TVDqilhA1p5XAMwtrGCVKiqTQCV9LBVKje1aXOh9X1Q5c8JLUrSJJBiqKhk/kAH3ho4QtA5vsJ/n/o8Sjs75w7HWMvsd9hAil0xA3El7J3FO9O8kqkTwkWkZpmRXN4yT35yiMqtPMG8NsnbLsLJUzrFqLQr4nNcKfSTSsvaLWti+QIoO0w9KxVQQm+ZvPb9VK/EHnJFrltFUcrS3WZLxuI1emlm+98pu3HvxG129ZITNxa7ctAAAgAElEQVQajViv1+d/DyH8hkUMwJ9+7ilem3fcPms4Xre8clLz/H2ZRSa9snuaBS5OIk/sWB7fTpkWChMaPnHvTIRXIPHlmQiZlNo4bXqBGK4X4dIryzWFlS8q244ulEyiossVrTN0UUt3QkmLbd0Z6tZQOUXtLZ1XnFYZx+usn6PKDFGSQjsGqXQ/chNJrfAEEh04GAoTpnGmR/rDorPUbULpdE8mNninzsW8SZ+kmphAamFkPUZLfLuLmnWrmNcZepFjtYiICxsojGeSSUelc4o6JFStxgURhDVB0XhFpRJsz73JjehygomEEHB9F6t2EumwaKT1nNnIKHUUhRfNTmt47WTM3fmYS5PAte2Wx7cqtooaqxuqtuHURZatpu7HMF9/+S6dN9xe5NxdTljUI6rOcVRmXD9tuTCumaaeZWvQSpElMs6b14Y2WO7NM06qhNRErm5VXBg3hKC4Nc9446wgRsUo6xilnhg1p5VYPMdpy6O15eZZR24dT+w07A8c8zrh+TsTXjv9tcyQX6GHWaWcfhl6mLd79dzAr/i69D3/lBf+8h/iw49f5GhV88ZsRdk6tFJMsgTXU02LbcMFl3O0ari3KLk3LzkY53z4yi7XtofcX1acli1nVccwtVzbHtK6wKN1zfWTJTdOVxyOC65MB1+Wq+dLXZtogaOVFFNWCZnWaM3BKOfipOCzD854+dGC1ntxN6YW3XN1pnnC5UHGM4dTtgcZP3v9Ab/4xhEv3j/l1aMlN09XrFtHkVjeczjluz74BH/qg4+zN8y/xDOTa1l3/Oi/vc7Pvf4IpeD3v+OAJ7dHvHD3hOvHK2al2KbffTjlG57YZ5on/PPP3uUTt2SDnuQZW5nl9dMVd07XvQ4m4Z37Y569vMulcYE1ihAqtnLPwbjlcGypXeCzJ0teunfG7fmaWdXRhimpmTPN5wzNEdePcy5MItMcYkwZJAMSO+DhOnDzdE3tlsxKyQAqEsswC0wy1UMsPVE5IpkUvYgJYZg6UgPrxnD9dEzZ5NTOUbuO1kPAons3hYspqIa9omM7W5MmkapLOCkz7gPv2EsAw/HKs2wCUYnNeisXDd2t04aqCxitMUpjlMf2Oo9xJgiBca6pOse6afssOcE1VJ2TiBWvcCHB6MgkS0m0YlZ2dEERvNBuAxscf2Bghb+SpQFLS2oMxig671i3ER8jUWmU0ihlUUqTm14/4yNntaPqpAOv+mPIxgad6EjU/eEkigYm1eIASsxmkiB4j40JQyURj6J1IpwNKHSP7KDvyGy68loJw6vzwgMKIsTBIE6rDTYkT4T0Pt2pRFfTWk4rK/uZM9TeUnvVi5Ylk8rHyKrVzOrsXHc5TD2DREB6hyPZF2K/L5SdpgvQBU3bSwK+Vtdv2SN96EMf4md+5mf49m//dl544QWefvrpL/k9T2zfJ0nO2E0b7i87jgeaozJlXlkab0ElrJzm9RncW8FHr1eo2DHKHMNUMUwMg8RLyGLPPYk4TASMwgSwNjK0YBMrrUXv8YQehLdRpUTp5MRwrtNpnKbuNEPnKTNDCJoYO6pOmCNVZ6Rr4wyL2nJWJ0RyEiXBYMOkY5w7Rok4knIr45dB2jEpIhcmG22JtO1aL52GRWPlv7Vl2VhKZwidVNJGiUBXa5l7bgTJXdS0ztB4zRy5UQZWgryMCoySjqFV57qejUhZ4t8NDvl9jZIPKX31H99iK3QRVp1h2SlOa4tVMMwVB2PDbp6SJAmrRvG5o44X71cMkzWXpyWPTRomWccwgUHv9E2tvM5F0vLe/UcMM8+jZc69Vc6szHn1eIoLmsR0jLOacdKhjehnbs8HdE6xk7dc3S7ZKhzrxnJ9NuBRmZFoSQEfpYFlo1nURsIhh55ZKScTHT1704qBbTkqLS/d32Er2+Hp3chR2bCuO7r4m6eHeTvXVzvvfe4HfpqP/Llv5N97z1X2hrs8XNbcOF2xaDohyBYpzgdWynF5q+Aw5Bytao5WDf/i83c4GBU8d2mbZy9u82BZcbRuuHm6JrOiNwF4uKq5N5cCaGeQcXk6+KrCKjfRAjdOV/gQyW0vmPSB1GreuSeuq4++9oC7ZyXbRcpjWzLiqJ1n2XRcGOfsDgWroBX85Gdv8/zdGZ9/cMZrR5J83bjAME340JUdvvMD1/iTzz3+RdOrv9j1xvGS//2XX+ULjxbsFCnf9OQBaMVH+85Q1Xn2hznPPbbDhy9v84WHc37skw+5tyhJreFwmDOrGj57X3KVUqt5cm/E+y9u88TumNRIx+nCZMD+cA9NydHqlE/cusGrJ3B/3jCvHT5GUi0AuNun8PuutlzdqphkHW+cHYK+gGbN3WVH1a0pO4lhiVEzSGGsQKmURHuJXNFyGCJYUtvJiL4/AC5qxWmlWTaKuou4mKBVglUNiWrRuqOO9k0BqRb74u7QszdoOWsCRsm98vi0ZtUK2C6GlDzN0Npyf9kxW3eEEMiMjJCdjzQotDPUxoC2EBWnVce6DRhlGaSWSkcIXpKuNQxTSI1imKWUjWfVCQEXRJzrUNDr+IiWdVQsWzB1pDAJRarpvAdEW5MqheptmlpHQDhMmw7MKBPInnPQBkXlDE0Q7UktDSeAflwke4zqHbKbfQonh4tNgaJUJNUwKhxKh/PxT9W9CcqTXCXR24gDKWKMWNg3xRH0WW7ecFr1kQNGuv0Hww4fHC6YHjthWXfyPs/rTeZgINUerQMxGpaNYdkKV0sct45hIgfqSSbddxc0ZaoZm/8fFDLf/M3fzM///M/z3d/93cQY+b7v+74v+T0/9fIRNln2J0c4HGsmaWScedrQsmwMrxw5Xjn2LHsrcust88Zi+7neIPEMUsFHjzLPOIUi8QwysEY8JyGCC53Yp4kQNS6Kg0iEVD0PJvYz1j7+PUaJTR+mga5XlWdWMwoRlNBgBRgnRc+6lSq1CaK9mVVyerdaCo5h5hj1IWAb7YrVkaT39+8V4jpyQTo/jVOs24SykwLnrBZsv4/2vMVplOhZxEounRwZkaXoSvXjhdADAyUAs0g0nUaYABFaJ50s39uvQp+UCvJ6sLGbI+GYVhuMNkQ081oxKz2NqwhR8l9EODbi1nzAzUnHtWnH1e2anaIEQKsxXbAcDEtGqSxG23nJpUnD7VNP5RVrl3FaZSzbguOyb7e2EWInBdK0wurIyTrn5aOC0lty4xmnjiwJzGvLqrXkNjBKPXcWKY2Xz9cT2yWT3LFsLP/6xjZll6LVmiIxPL5d4H2GVmd471h0vzl6mC/n+kqFwH/4//gYP/THfxd/9APXuDApOBjl3FuU3Dxdc1aJG2V3kFK7wLp1XJwUXJgUHK8bHi1rPvLKPXaHOc9d2uaDl7Z5tK65v6i4ebrGas2FcU6eGI7XDbNS/gx6avCFL5MavIkWEDGyYpInLOuOCByMcq5sDfjcgzmffXBG3Xmu7QwZpQlGK86qFqUUh+OCx3dGXNseUraOn/zsHV56cMarR3NefjTn1lmJ81LE/N7H9/hjz17jT7z/KsPsS3fVYox87PoDfuz5NzhaNzyxM+Lrr+5xZ17yuQdnHK9qUitdmN/z+D6ZMfzTT9/ipXtndDGylVlcDLxw75TTSjrHF8Y5z1zY4t0HE4apJdGaC5OCw1FOkViqzvHaqeNTtyuun5yxahyJScRddLLmqKwlXDDCL93eJ8QV+6OO/WHNJ28buiDORQkSNSTGktnY6y06Ip7WF6zdgEnWME07Uu1YtZqqDcxqy6LORBjbh5GqqKRzg2jftoqOvUISuM+anNMyRRtDG0e89HAMCIxu7WQF+dyjlp2B58ok8q79iDWO6ycdBM/IKOatoWzFxitrjWhQUmvoXMdRH8ExsJAnCoUIgV0vXjVRMUpSRlnK0bqhdbFPkY+0Ucartu9uF1bWNRd93wFS1AGWa5mDpdpQpIASR1RiNSoEyi5QdRDRhGCAQKalyNE6Mi1EStAFhfNCbA/9CMsF1VPSDV71hY48BBuKFko25tgDTG0/QjJaBNK58r2Qv3+dguxfIMVMF5RwzcKbulBUJCrV276jrNdJZJRGdtJI61uWbUvtNMtase4SWicaUqLEQyQ9UC81YuMunaYJKYtG9pJhGsiMw5rA1AZGyVfLMH/7128rjsx/90ufpPQ1ByPPlWngsWnLzgBiDDxcVH0MgCIqSSOeNxKIeFInLCrRnrRB9zbhzexPiIxZIoRGrTx5Esl0JLEepQK5VeeFhFGbTk5f4SLq9A2VVl6s2KPr5UYLQdqKnbOs+w5H6AUOYhWMPXpaNDGNM7goYqnQD2iTHj9dWM8gCeecBN2HQmY2kiUCHjqrXC8O09Sd6HiqXkTcuN46iCb2yg2DiMtARltWaYxRvbhUVO+acF7B+3NVvRR2G/4A9NECaBIrlkOlFcFLZojzoS8S5XffLJrjXLM7MGRWs2yFiTNMGiZZwz/7i/8lf/XH/0cujFaM80ZU8U5zvM65t0wk4wSkaxQzym6Aj3uUPqVqO8p2SaIqiqShcYFZWRCVwiqJZNAKjsqELmhGqcNqOC4NzhuKxPP03ppR6lk0ll+8scW8yc6t3QHYyiNXpzXbgwTUgM8/iJy1HfXX7h79qq/v+5YP8M3vucw79sZM8hQfQq+NWUvnIzFMsoSyc6waJw4LrThZ19xfCKp/Z5DxgUvbPLU7Zla13Dlb03o5KR6OcraLhNOq49GqJsQohc4k/6JhlW8V+3Y+8PrJkvsLYZJsD1LaTvLVEqN5en9C5wMfv3XMrdM101w4N1qpPv+nY5TKyfw9/SjpeFXzzz93h88/OOPm2Yov3D/j5llJjJFxnvAH33mBb3/PY/wH73uM/G0Eadad45986gYfefkeLgQ+cGmHx7YGfOb+nBunK9aNY3+c8dylHd5/YcqL98/42dcfcVI2DKwiSxJuzBYcr1s6F9geZDy9P+b9F7eZFClWC2H5cPxmAfP6yYoX7s64M5fRk4qBVbNk0axZ1YFH6wSFYjpIeN/hhN1hzqfvzUg4YpK31J3mwXrAKNXsFB2D1Ekwa++w6YIhs57MKGJMaTpNF1vWDcwb6TC3AZQSQauMFhxGezLje3FnADR7Rc32wLFuDfdXA45WQyovuhbJ3fUUtuPu//CfcOFv/jCpge1Cct628lrSkouOymuWtWFRa1adZd4kdF6MEa2D2oc+6qTXC0RFRASxtk/YHqQpzkfKXlclLsyIR0bjG1cqGOpOVj7JJVPUXYAYiQq0EiypJmKNEtGt8oQYegCqQP2s6lkxb+Fy2T6Lz/bOS3cObVXnrJiNjbwfQqGJ5xEzmw1ZIRqajYhHBMMSbSMFzuYA3FukI7ggkQqhd/1ufqCwY+K5LlR66wrvPV2UezJ5S7cmIgfaxhlW7cYwYvoDfm8h1170lSqClrBarWRfHaeRxyaG/+aDv/t3tmvpy7k2hcz/8unnubvyxKhIE1g1LVZ7plnH7rBjp+jITST0epUNmE6KWEMbCmZrzUktVlznNwnOIhQ0RjbWDZslT2J/U3qGaaQwouROrXQsTB8nEKMQWDdW8BDlMQNSMGkMrQ+SRRGFMlt3htLpc03JRrgZg7QzKg9VZ6l7O3jnpWgIYWPV6zOWUkVuIxqPi/SKds4tdXJjipis69X0jRP7pTiQpA2plOqLsj4ZuR+b6R4qqGIkSzaRCm/6vAKb18+cC9wGVpT1gUjrPV1PVG6d3BxGKTJrSLXBo87bpNBbuo3DBYeLnl/8r/5z/sQP/T3yRBxY0xy2izG7Q8tWrphXHXfmjrPac7Q2PFhkdNFwMPBMC0cTUlbNABdyli2UraTvbhcliRGuSwyBae6pvUD1YlTk1vOu/TWF9Zw1Cf/6jW3W7Zsn88JqhknD/kCw//MmY1EnjLKE/cJw2gRmVUflvlxJ7ld3faXdmf/6G5/m2953jcNxwZO7IzIrFtRbp2vuzktCjAxSyyRLWLXunAJsleKobLi/KGldYKtIefbiNu86mLBoOm6fleeupp1BxuEoo3aBu/OStrej7A0zrmwNzxH/SilCCOfRAp0PDFPLOE84WtX4ENkf5VzdGvDyowWfvn9K2XquTAt2hzkhRhrn6XxglCVsFSnPHE7JrOGNkyX/6gt3efV4yd3TkhcfzLh7VqIUbBUZ3/quS3zbe6/wre++/LZiGe7P1/zwL73Gi/dOGWSGr7+6S4yKT9895eGqwijNU3sjvu7aHjHCT71yj+vHKzQCHDxe19yb19TOSZ7S9pAPXN7hYJSfF3sXJwWZNVSd5/rRgk/dPeXeoqR2clx/sKj6199zcVz169aAC+N9gjK8frJkVrbnr8mFsUDLMgOLdojVmp2ixmgJXMySXgPhoezgrBGwmVBaAwZxsshBTTR5G/DczkDAbEZD7RKazjBvEiqn8MFLZl2kp71qEoOM/VPNS3/1P+IDf/cfU7aOszrgYodVMEgCw1TW94NBwzSDqIUUW7Ywq2DZ6n49F7ihiwrb+6GMimhtepeRE50ffVBtf5xTERILmZGfUTno+iT60kUaF/He9OMZKTaUkvgEFwWS1/ZgVaMCieo7MGZDeI+ghCp/fn/2jp7NfpP0B9MYZQQV+uw63+sPQ7+/xChOLpE1KH6FYq4vtBSb7nr/UEq6Nxop9qT7s4GVSuGno8BeFUE6PEaej+xnPSS13w9sv0/q3inadOo8B6p2hjZogu9dS28pqqzpD/8KDgYJP/Dvf22AeF+7IdbbuL7u6oBP3HzIjYUwQsQxlOL8oD9JSNdimjken0ae3LMMkgpwxOgo1JL9oVToLijKNrJqrbBiWsHNb7KLOi8bvVUarex5ZkXStwhFse1JjRIqY2+hE9gYZMrglaZqxVcvFEXVBw0qPKpPHDSSo+ShDpaylQ/tRnuTKMgyR+gLM3EKGYIy+KCEcxLlppJTgYiFMxvpIZa9/z8w7LVBGtFBWG0pkowQNXcWgdMqiEuhk/GXCMOk+CLC2vUzWuL5jHWcaYapRfdJsasmMqsk0VkyqAxFohhnlie2rbjTvKTbrluPDwEfPKv+QWwjBaO14nwCUMqzaAz3lxkuZEzySJEExqlhb5RzMLQ8c3GXust5/t6Msjliki5RCo7WKfMSrIWtfMBukdF4w7od8GgdCaFme1BRNpoqiLZokDie3l+TmsBxmfJvflVukiIyzSumuUNrze2zlHUrDI/StcxrRWYVlycFbQicrFvW3VcTNvD2r6/01PE/fewVjsuGP/nBJzla1VzdHvLY1oCn9sZc2RpwY7biwbKmbB2j1HJlOuCs7lg1HTuDjAujnJOy4c685Gdff8gL905574Up7z3covGB22fr8/HSKEt4cmcECu7OK47XDcdr+ffLUxFQf+rujEUtn9MrWwOWdceDRUViNO86nADw0VcfcutsxTC1vOfCBKt0X8QI32aUJVzbHvL4zogQI5++O+PfXH/AGycr7s1LPn1vxt15hTGKw2HBt733Et/yrsv8wXdefFuQv0/ePuZHfvk17i9rLoxznru0xZ2zipcfzVk03fnY7en9MZ+4fcInbh1Tdp7CWuqu4/Mz0SRlRvP4zphnL21xdXtIYgyH45wLE6EOl63nM/dnvHhvxv15SeMDPkbunK05WlV0vrfFJobU7vLUnuGsqnnt5IijUtN20kHLE8NWkVK7lNItGGc1++mSWTlh3Q04HK3JbcOy0dxeJ8xr3UM0hT4OAqJDKQZJJ4e6fpyR2YAPhkWTUnZaOsDdm8nREl5oGNiOg2HH9sCTGkuiR2wNCkZpykvAc5ctL91vKbtA6AxVL/yPS8sNPSC3mq0cLo0TWtdR+Q6iw1j1JhfJiRi2xmI3obQh0voglnCEg1WkjnTDZdHqnNWSWRm5JQaaLlJ6Q1lbmmCpO0XrjQAyo8J5kRHYRPXdq/4A3TNWCGC16mUBG96LdL99lENkFQxVZ/o1VToYie0dSgF8kIVc9fE0WoO2GzGy/LTOvblnwKZb/macToy67zT1PXO1eRzRC4GibKIIguObj6eJJBtgq5XxVoiKLoIPpif7CutsmDr28HQBQZZ0MmVonKYNhsYDbV/MqMg4+dqN339bFTKfvvMQk1S8YxegFgluhKpTLLtUXrRO3rCHFZze6Rhlip1B5GAY2ModqRUEtA9SfY9zx2HQ1F6xqg3z2rJoN0WSYt37632UcYIo0/uKuG8ZqvMPBmRJ340IfWYFG8+/6itlejW5JtlkgfhA0+cZqF7BHgI4NN7Ti2ilCzDIDM61tA4aoFOG0Lf16n7OHM7n1ZtxmBRgqTUMM8PhqODazpC785obZxXrzlPVQdTkQdTvTaf6blMvQFOK6OW0rJUi0dJ2nTeBVeexypEnjq0isg2ARkB0Gh8DITbMqprCtGSJY6/w7BSRptO9RVt0PjFC6Qyx0+dgvddnA2pvSE2gsA3HK00XrSw6J4pBmpDamovjmovjkgsHisLu8vmjgnntCTjWTU1mFyTa0/oRqRlzbSvBxYRlM2blOnyoGdiap3dWZCZyf5nzcze3f0Vu0m/Eh8m1oguR1kcaH6ldiVUwzVKmSWTeCSn0t+v1jz55k7rt+KPPPknrA/cXFU/ujjgY5bzrYMpjW0NuzFY8Wokgc6tIuLo9kEKtdYzzlA8OM06rjpuna37xxhEv3T/jPYdT3n9xm0jk9lnJ8brhC0cL8h5E9+TuiPsLEQy//GgBwKLu2B9mFKnl7rzEh8jeMJP8o6MFz9+dsWodl8YDLk5zOh9lw0S4Hqk1PHM4ZWeQUXWOT92Z8XOvP+LhquL2ackLd094sKxJjOaxrQHf/sxl/vC7L/MNTxx8ySLGec9PfOYOP/HSLerW8a79CZe3hgLQOy0xWvHO/Qm/68ouy9bxY8+/wb15KetAVLw+W7KspaN1OCp438UtntwdCRJ/KAXMIE2oOscnbp7w4r0ZD5c1LgRWjePOXDRMPtCLVy1P7AyYFDl3F2t+4Y2KiCO1jkGiKYzF2qzvDks39KyeYpXm2taS3Z0Z12cTXj4qgIQuBKpWNkK1se/qSJ44ChvwQbrA+8MaSX63PFgWVN5Qd4raWULwfcKzdHcmeWSaRyaZZX9o2CnWBGDZOcoW5ku5L37+jZJUOy6MxJ22qBWVVz04E5SGZQtfOK4xylNYxThPCF50KVXfDSBAZi1eaY5L0eL5uFlj4zm2IrPSfc1s6NOaxWwhI3zRUe7mnstjoaZ3Xoq0VaeoWulsN16o3zrKiKpziiaYNw/EQbpFGwSD2RQsWnSTvhfcbiIJOkQbsxFGFzaI0aLXY3ZeEZU5P7VsbNYiBpZ/tn13Z5xI4SAGlT64OPYJ20rhvKLsIxec9JlkpBQh+E26tnRQZN/qO0f9wd70j51YSAgkVuINtgvP4aAjqo5FqygbaRg0fWp3FzVt+NqVF7+tRkt//P/5HIEF33D1jHfsNmwPZD65btW5WnpZqfMkzmWT0PZtMRfkTbAaEuWloNG6f2P1eRUtLTv1ZmXrFVEJzbXtIqXrW5FKOghRQYoiNVogfGxs3X1HBFkIrBFrYJ5EjBJrc+M9v9HkIURRmBfGirreKyon1faGb/BWwvGm/biZf0pbVZNZw+4g42BU0PmWeV1Tth1Ge4LrMDaetwolNNMzsJIM7gPUztAFg/Mavwmn7GRU1IZN5S6LZGJhmIiOZ5B4Ei3MCXFuCWtnYyksksgk7WRMp8M5DHDZCnvCec0b3/OXOPgbPyzFmOlPM1E0TfLcNN4btovI9lDE27m1ZMmWhIhOUw7zjNvLu9yZr3j5SLFuJGqgMI5FN0RRMM4TfPAsmgWd7+gcvH5S4NFo3Re+XwYfxiDjxg3EThJ9LVOrOGkDy/Zr06H5Sq7vfO9FvvNDT2G0ZrtImRbpuX4GxF78xmx1nsm0O0gZZwlHPRlYKXEInlUtb8zEyjxMLe8+mPL+S9tkVnPnrOT+ojrXy1yaCrzuaN3w1N6Eu2drjtY1p2WL1Zp37o9JjOYX3njEG7OVEHt3x5KOHOVd2BTwbx0lnawbXrg74xduPGJZd7zyaM4Ld085Wtdk1vD0/phvfeYyf/DpS3z91b0vWcTMq4Yf+sVX+cStY6zSvO/ClKAiL90XWN3eMOP9F7a4uj3il28e8bmHZ7ROxKJHK0kg70JkK09498GUdx1O2SpSdgYZFycFw9SyrFu+8GjJC3dPmJVC0z2rOh4sK8quo/OSFzbKLO/YHdOGwN15Re09XSfRJpnVjFLFKJWQ2M6ntMGSGBntApyVLUWyIrOOulMsmkK6wMaTGo/Rsh4Mk45JJkVMZgOtNzxYFSybpM8eEmGpj5yPvHOrGKZwYeQ5HIkOyOoEFxTrToB0nSupXM2y0cyqhNf+1l/gyt/+ERmLICfFPFWMU41ShtYrTsrYd3IFmqf7dcEaSY8eJDBMNaM0Y9EElrWjdtD0nZPW952JGPt1WhN8r+HQ9Pl4sWdvSbRB2usSx5kj100vLZC9RJyr6s39w0u3PemLkEAkeNMDP4WsK+uzCGDl50hIsNLCkFl10qFpve6xFlqy+fSbWX3nhU/ohU3I/raRAmjF+R7RD5okCsfE3rovGX0gh9PzZSzG8+BghbyvlZOJRe3ERr3hxGy0OyDuKot0khJNby3vpwOJwGKNCmilQaWEaLHK8r9+03v+3RstBTT31xP+2ecnDDSM84jSnhhir+cAazTDzLA3HDCi5cUHVS9YVb/CXaN74a7tW6OpCuQJojeJkGSG3BhSq5mXNYsO0lRh7JvaG6sUUWmci1Q+vCnOikgHI4rg1Wmp0tetkgLGyegGZc91NRsH1GYOOkkMKgaaKDClX1vvCKY66UF4VkeGfWL1OFMcjg1PbmeMi4RZ6bkxW3BSnlB3QAjk/ezWFJsbypMaARzpXqBWd4bUKrbySGYcmQkEvMS0O/rCRgqaVSuan9Yplo3MrDUSoJb2VMlMC6tAR7LlnmwAACAASURBVGiCofaaB+tcThAmMrJS2W8VhkmesW4NbwA7Awl+7LwhIDP2Zbu5hYSmbHVH1UaO1yI+S82aPGnYL2B3FNkbWvaGj/PhKzmPlifcPD3j+oll1QQG6ZK6adkeNISQcOKGjIt9nrkUeDCvBIyWtRzmNcrAg2XKrOfD/HqalE2ZYrSgwVsPjXestSLRAjtrQ+C07L7icdBv1fVPP3ufZev4K9/0Po7WDWXrWdTduX5mnCc8e2mbs6rl9ZMlJ2XLrOo4GEoC/YNlxap1JNbw4cd2mVctr89WfPLOCZ9/NOedexOevbTF4zsj7s5L7s5Lbp2uuXNWcjgWVsv1k6WEJw4z3rE74vpszSduHrNoOi5NhE3TBmFZJEbT9cLizSgJ4OZsxWcfnPELN46AwOcenPGpuyecVY48MTx7YYtvefcVvukdh3z4sd0vWcS88uiMH/yFV7l5umKaJ7x7f8Kts5LXT5ZE4J27I569tMXxuuGfPP86J3WHDpFl03FctjTeM0gsT++NeN+lbfZHOVtFyuVJQZEalk3Hp+6c8OK9M+Z1R+M8j1YVR6uGzok1ODGKi+OUi5OCWdXxyvGKxjlCEO1GkRqyxGAQS3DjLUPbMk06uhA5qy0rJy4j7yOLJkfRUSQdRVLROglDHaeex7YqRqmj6gzeK45K0YHVXtP0+UMxcJ45N84io0SxM1SM04TESvp14xzz2lF3nlkFZVOx7qTroMkoEo/q7xjTH3wyGxiYSJZKB2mYgFYtB4PArE6YV4lsrB4aD63TdE73ug9N3TVktmOU9PTdnsIudF+gP5CF4AkWdF9cQO8Q2jjqlBzalrXl7lwTyKQAikL27SJ9lIB0UIymdxFJxpzpAxhz68+79lFJkSCMMAMqMrQymikyx8G4Izfy9WVPYG+ddEdclOLB9GOqEBVlHxJcOXO+N/kNbKrfkxSaxivmzcaGbc47bZvi0/TWbx8k0FL1Y6VB0nJpLPqa9v8j771ibcuy87xvhhV2OPGmurdu5Y7szCZFUqJMUgwG9WAZsARJoGFAgA0YAvxiGLAM+VkvFmzIMi0YkGXDgPxgyqJkyyIkm6nZpEg22c2O1dWVq24+cYe1V5jJD2OufU5Vp2qT3V0wF3BRdc/dZ5999l5rrjHH+P/vD5o2WDonztv+bSHJICLuqDQxamLSTIqCw1nJrd2C3kt3vPeeg+9u7fKW411VyPzE03N++atL+hBYR1hvABSVgnmtuDk3PHel5oX7Z7x+1qJV4vocRlm3zyeCJFRLByMETR8Vg4aNlznn3kSjo+WVRUMfEiHJTjQmEYVNrGHwcOyF7ZJh0ihEvV5bQ2EUzgd8EteSDwlpJn+jxVKcN5VNHNYaGGSnaiNXjdCB6yIHieWuSWnitrMh2GpNYUp2KkmgLYyicy1HqwWtGzisPHOraJza6oJaZ2l7xSLKGT/OaKc2sltF5nWg1F5w1FbaiZWGw2nPtIhYI+K9ZtAS3TDImKjJNN3xwpLCx9KaMRVbb0V20u40hCDCvc5FlArUts8x9TAtZASQogFV0njLuoOUclJsMjxqDEPKHbQEWgUmRY/3kbtLi4sVe5NHXJ8lrswKrs2v8zMfmKNpefn4ASqd4ULiUVPy6rGlrpbs1xU39ybslTKnP90YzpfQ9O+crnt5kqSBISZcTDTrnlrDfmUIPtCmtz72+338qxePGMIX+Ns/9wmawXPc9LgQ36Kf2Z+U/ODtK5w0Pa+crHi47lBNz82dmps7NfdXHcvOobXmk7cPWXWeF4+XfP7eKS8cLXjuyg4fv3XAjz55lYfrjjfPm607SaH44I1damv4jZcf8vLxGmsUH3lsn0lh6UOg0BptNL0PFEZvR0khRp5/uODl4xW/98YxhVL8/usnfPbuGevBMSsLfuiJQ37u/bf4sWeu84nHv3WCdUqJf/3CPf7xZ19l1Q3c3J1yY17z2bunHDUDB5OCjzy2z/6k4NOvHvPaaUOInt4FjhoBw1mtePJgzsdu7Wdhs3B1ZoVm2Xo+88YxX354zqr3NIPn/nLDoh3w0uKl0IrHd2oRCG8Gvnq0wgcR3VqtmJWFvB8q77CT5PwArLqChp6QHK2TrJuQEmOAyxAMpQk8vrPmysxlgOSMR82Eo3WkydlzPow7d9EHXplEpmViVlgOpoWE1lLQBivW2zZw2jWcbaDzLt/ossUmZYCnFg3JTiVww6kNdEETk2HtRUjqgssp7QKQe+agZefakpXT3F/VnPeWwZtssU6sO7kB+ygwzifmA5MiEBFtyxBEv9H7sbMhI3WiyiBUUAS0HkMRE6kYnXQqZwrl3CM9dopzYnUcO9WaxmmGUGxH5jHbnEl5051jBkSvmHLSuIySZsUFDX6nDOzUnpRhci5mkGvu6hxOpAgtdKR1hsYJ9yXkYMsh288DCu/l+13QWTIhurIhKFKOxYFE6OUqHPU0472htmK6uD7t0Trhg8TWjJvYIcrPNSoyLRSzMhFx+LDmtBFL/qaT11N9F6nfbz/eVYXMveU5zx0MPGoUZ50hJnl5IUHTwpfbwFceNRhdXJQWuQUzdjpUhGsTg1WaJodpuZTQGGqjWQ+Re2uBHcFFyaiBiYXGw2IYvyq2w9poDiaCxe6do3GeEKVbVMRIMolpKfa2wgQqQ74ow7YNKwuKtOuUGt1BcpGMinOrkdZftvJVxrJTVzy5v8duXTGraoiGz93f8Ef3G1mEugKX5P0wuSiaF5Ebs4HdspWOVtIZfmcYgsnFGWwGTR+gcUpSr60EWfZeRnkonWv9yN7Ec20aMUoTGOm+BWedZdUrVp2MqAZviNkaqRSyI0oBH30GpUVUhE1StE7e/5ONpTRixe2cQ+vAfi07HaU0rS9YdBadBPmdEiTlcNFyvJEYhlnpSMlzujYkHSiN48p0wdVZYK9umRVTXNqlLq9w+6DnqOlY9j2VXnDiIoGKSTnj1l7Neet4uGrZuID3EY9c8t+uDtk60/J/uwhdHyiV7LR3bGLtYXiXFDS//soJy1/+fX7xr/051r1j0TnWvSfEt+pnrswqDqclj9Ydr52uubdsMVrEztXuhDuLDeetQyvFDz1xlaYf+Nrxii8/OOfl4xVPH875xOMH/PATVzjNGVCfvH3I6+cNv/vaEeftwGM7Nc9e2aF1gT4EdqqCznt6H9mrS37gMRklbQbPlx6c89rJis/fO6M08KmXHvD5++f0PrBbF/z4M9f5C+99jE8+cZVP3L4iAZrf5Nj0jn/0mZf41MsPiTHx7OEcH+HfvHaMT4FnD+a87/ou9xYNv/nyQ9bdwBAC551Y1ZWCK7Oaj97c55krOxxMK57Ym1IVmkU38HuvL/jKw3OawbNoHfeXLU3vCEmYT9NSc31W4ROcdQMP1mIXNkpRWyOUWQVK7CbY7KjxPrHsnVzLKUgQ6za/JxDCRdcwJVj2JXcWNSTog6HzcHo2QekgNloN0yKwV0sBczBN1EWBMYYYC5qh5MEqsB56lr2jddA5y4h4iEmAmhMro+uUeVpKRTZOs+xE5N34SqzJWro+R30URySJysr6ObEJo2tKG7k68TyxF1gPJfdWSsi9XoTGrdes+oqz1jItAtdmnmuzgdJGhgwwHYKiCzrzXORr4qgSgfLo4hEnaEb/y7sGSI5cXUZhUlWeiZUx15YvlmUNbS4uWieW5dFYkiBn+2mGKFl468HyIJYXjtvsRN0WEjbIiFAHrGbLbilykPFe6TmoHB4p1KpgQAmMTumESTKNGguZEGWENIZNkoQRFpNGEbcmlSFYeq9Y94Zlm1POk8JmsfTORDPVQjY+6QLNEFkNUQIk82dXmsi1nYhCcXXyvVvo3lWFzKvnFauh4n3X5vzwk1d49XjBv/zaER4pO0Ray5bRMh4aeGpuiVqzcpF1kJOy0JbdWcG1acn98w13muHtP1KsaEi1HEnsVYmJiezUgatTxe09S609XZIbpVbCXAkxMUSVK3SpWn2UrlDMIWUW4bT4IJd7TCLokoq52H7fEC8CyCaF5fGdmg/d3GVnUnF1WrI/tZytW37rtWPuna8gbtA28PhOoD4M0urUMU9K1fbvRsPERqbFkBNek4yJvJXuQ2dpXMF6MCy6AnKrsRrDKOvAXgmzyqKVJaLZeOi9pXNSOM5LxbyAq9NE7z3nnWfjFCFGUor5AhYrpk+KFOUCd9nCDrDuDTEmiAZTairlMNqjVGTVWhoXMCZhVEFdyU6n80KrDJDj7JPM9ANEJI4hREfbJ+4ZxaKfMLETnr5i+dGndrkx05x1D7m7DLx+Gni4svjQcu9ctBW7dcFTh1Nal7i/2tAOgRBE7PedjIoUElM1+MQGqDXMC8XavTsGTn/4cMlf/Pu/wh/8rb/EnWVH54LA8oZA7wN3zje85+oOe5MyhzTW3F+1vH665o3zjYhp94Su++ZCnEtaKX7w9hXawfPVR0teOFryysmKpw5nfPzxQwA+9cpDXjxaYTR85OYBO5Vl46TzslcXnG6ka/nkwYxnDucopThpeunEnCx5+XhFoRW/9sI9vvRQogoOJhU/9d7r/NR7bvGRW4d87NbBtyxi3jxd89/99gu8eLSg0Jqn9qfcXWy4v+rYrQs+ev0KtdV8+pVHPFp3bJxj1XnWg3Qf5nXBB6/t8v4b+1ydV9zemzKxltO24wuvnvHi8Yqm8xxtOo6bnn4IBCTvarcQrU/jIvdWHT4DpaxRTApDYYSsjVJoLaGFMSWa3uHzyC1EtlqIlEcgtQ3MK88ukcVQ45x0IVBwtJly0lbUhUS+VDYRU8HhJPLsQce8AlSFUSVDjCw6GRWt+4EuDGx6weUXWueUZo9CZ7tz2KIfnBcXj9KChSg0TIvEXaQ7Y02BC7LBMUrWrSEohl44WSo7JmsLm0GKpRjFcEBmdg3ZfZoSLJW4Ee8sUu4URHZqz24lm4ioRUic0kjAjUSVkf9B0B3yVqcsfgZtEoUSmcGq06wxLHqb7w2evWpgtwpYLZtUpRGuTUr0QdG5grVTdE4I6y4oyWoCIOKj0NtHXU+MgBaoa6ElENgYSDHlUZ9m3VuOmlImB2pMtBYBs1FZzpCE7muyhqWyYet2tUqhtYy+REfltuww0U4NWAIxCeW58xqFESeY0vjkILWC0zCJTSl2bOn+GxZ9KYYZ5PN34f8HZN//L8eP3L7CIsCDkwW/+DsvfdvH7xcKZQ3dELjTBgyeUsPeBG7tluzUinvnZxxvPNM68eFZFl6ZiCESGfHNOZ05W5Ira5iVhoTn0bphUiSp2o3oIUDnEZahD1LIjDEFnVP4aGicwiezBatdKNDJIY2j2ygxLQxPHda87+oOxojafGIjpCVfvrdk2a8JvqcwgavzRKVlFDXaIysbMFn95fIOpPXSZj0dLEep2DIHauOZVZGb845nD0U86YJm4wrWzrLqKzonFuZHjebuEuRSj5RGRMLTSrQ6IEnkIcXcRZIMEqMUTW/oMpE4ooRIiQOi6I6i/FlCRm6L4I0ogKZTb+nzIlAWknBdm55KhfyaC6xKzAogJroowkRtgeBxUWO94TwmztuCIRVAy6tnLfs1XJvD9anlys5VfvyZHRad48WTNQ+WLU3vcTFxvO4orGFeWG7tTPEx8nAlTJAQxuL6Wx9vL1e6KK+3UJKC24c/XuL1n8RxGuG9f+ef86t/86d56nDO3YWmd57zVtgkq95xfS4dk7owW3Lv3UXLG2cNr5yuqazhyf0pSsEb5xtOGiloPnn7Cn0IeRS05rVTyV97/uGCa/Oa91/bpfWBjQvs1wVKKY6bnsJoPnxjn8NpRUqJ107XvHqy4sXjFUerDlLiX71wj68cLQkhcn0+4Wffd5OfeO9jvO/a3rctYn771Yf8j7/7EqdNz6y2HNYFX3qwoPMxj9Zq7ixaXj5es+4Gln3P2kV8SEJ8Ppzx4ccOeGx3yu29CXVpOd0MfOrlhzmsc+DRquO07RkkWodCwU5lqa2mGQIPml4K+CSOw0oDWqGVCNCNko1Q7+XnSpq8dJmFSH4h+Bz/dN6g0ZRWNl1JCa2bKLv0GA1GJd570HBj7lm6XbS+htGO9bBm2XvONhKaGlLKJHQppEo7Uj5lM1EXkcHHzKqS12R1JKAxWjMpRDtntYzGAa5OFcu+J2QX52hdnhZJODQpjy60/Fl0Dps721FJG+uwHCgQh9EmFLSOrZ7HJcNy0Kx9wckmMitSLjg8PsKQwxhDUsRsXXZZkjCyWVCgiWij0QSUShRKtDcJ0EsolHDIZqVnt/KZrTPqUESYW2uFLSOlNww2Z/dF8NFmbYrHVtIRcfGSqykzZmZaYmVuVjI6mxSRGBVrp2kGS+f1tpsiehcpWFwU/WPnDW2QkapR8tnIVFI2vLIyZ9u4EmlBaTUFikmZuDKNwEDMxZQLF72qWZG4YROVFllC9KJrXHQlJ23BajDU+rsX4fL2411VyPz2Gyfcb3LwIxHDKHSVcQRaoVTBECElj4uReUrMpjEXCLIgaJVYtCt8cNyYS2CWkVgKAbflk0XsjVK5llVBXc442USOmsBRAy4U+DgVAWoWkcU8Vxxl4Cq/xqmRHYjOavZ5FTEq5ItCblYXgl9FZRK3dks+dH3C3gTqAiq7ptSe827D/WVHO3h8DFQaUpWfAJ1j3/P4Z/wy5DyQQG0iE5PYrQaMSrnCFjGt7EcsbSiIzrBXWw7nhklRoJLNu7DA2cazaAONU2ycqPLXLnHeK+JaRNXiNJLxU4ygjcqLQW7H4pBMknFmrXHR5tYulPmin5U+8yok42njNE0vkQdJJxonO5VIYtFYBqWxKlGagZCi0D/TyHHQKJNhfdHS9hL8KUcGC4bEvWXkpeOE0SfUxRmHdcXTV+a8/z17kBKvnK65e96y7h3NEFi0a5TWTAvD1VlFCIGT1tN7T4gXbfx3ergkDAiAMguG3bf+lu/qEYCf/O9/lf/wR57lv/jpj7LoHWcbsV33nSOmxHHT88T+lCcPZhitefJgxq3dCW+ci5D3xeOV3OT3Z0QSb5xvOGq6XNAcMoTIVx4uAPjwY/sczCpWI0tmb8rJpqd14S2jJB8iX3204OGq44VHC1a9p3WOX3n+Ll87WgHwxP6Mn3v/Lf78szd4+srOtyxinA/8r3/4Kv/yq3fZDI6rs5ouBP7o3hmzyvKhG3skBb/3+hlnm5bFxrEcPD4Ko+T23oSP3Dzg6cMdHt8X7snxpucLLz3g9fOG8424j9a9w4lZhgKY17LUts6zHqR7IhsLgzUanXf2Vsk4wvnEJkZSyrbzPApJ6esLX53/qLzGrb1C+0JGE8ZTYUFp5qXAA9Galasxm3Nc6ni0fsRZV5OiYP8LLT8vREVReKosXrUmbcGXXc6Vq0txExkllt/SCKAuYlEUFBZSigz5JnjUhNxR1xcEcSeQU9BURjEtDEOMNL10GUbnpsnE3FJr6pKs9xuoNXTRMHidielysxUwaOK0kyiZaZHYKx1FJWvikAWsW4p5jLh0iYwbwSWNVomgdHblQCLSZt3IaVtsDSVTK2aH0ore5CLYcQSYRiTWINH0Gp83X5K5JALiEac3RMUmd1+Mli7TrAjs1hJ+e30q7spum5dntmLcwsDBRAI1UxLLeuuM6EYTqCS0dtKo+8keJqVxLtGmxGIYqfIGrWVcWJqAVvI9G69JQ9bXaDHRTErHldmGDxXizkrx6ycg363jXVXIwJqffeqM3ZkkmG6coVSWvemM1oVMDO24tyrYeLkhLgaYJsWVmcKqyGrw9F7hU0lcV9sPVwMBES+FZFAJdquC913dpawtb542nLQ9Q9CE0UJMwiOBFUpDQcptTznpKpso8weps8pcb8m7IM4jaRMWOdDx6tRwc7eiLgwhBXxY0ThYD4FN3zMER4ohn0TSYtUoqeSTuAtcJhb7qLCjkt4kipSoDQQMbYp4r5mWkVmpmFjNzqRkYitcsmyGgtUARxvPnUXAJYfVPbWRyv/GPHJ9FmmdYj0kFp3mbGM46ywuihrfR/IYbUxaFVYDSRMVOR/K5MVISj8XyAK0iyiD/SqwWwWSgqOlJUbFtAq4kBiCZqdIoDKxOEoRg5KbQewtA4qpTagYqYyEiA5R8Whdo9BMTNYYpEhMmo1LeMSVFGJi6APLfsNriw11bu3f3Jvw0cf3mRaWe4uGu4uOZTvQDp6mdySlqKxmv67RJE46T+/DVn/0nRyjZqbI+p/vZ/rBP/y9V/jNlx7xn/3kD/DzP3CbNxcb+Z2z7XoE5z1zOOfGTo01mmev7HB7b8rrZw33li1fPVoyrwqxDgdJXX6w6jBabUdLk9Ky6hx7dcluXWzpwpdHSaMe5mzT8+LRSrgjbc8/++LrIvbXimevzPj5D97mR5+6xuP7s29ZxJysO/7b33qeL94/w/nEwazi3qJlNXhujVlUiw13Mtxv7QKDl5vX4VRs1++7vsfNvQkTa3m43vDF++fcW244WnU8Wne0bkQ0wESLvdcnJdEP+XWIHsVsmU0qt1ZChC4JWt+HuN38XNhsL5LR377XjYzdYrYgtZ3KcmsnsTMp0BQ0g8RInHcdGxcg1ezVnokJlLqn8QKEs6VkymkFq74gWelFuCjX+rxKFNoTkhXtYeHRqHyNFrljJEXCuhX+SmmkTFfIplKryDSH0SqlM55fU2pFH4J0dyrhn1wevcek6WPCdTJuLrTFakEnzItAUpY2J2D3XoolyWUztA7O28yrKiK1lU7y+Fpj0ttuE0o2YFpJsZWUjMnEgGHEwaTEQh6j5Oq1g+F8zNErA9PCMyZgqKwD1iqHBhcJ5xND1td0Xm95VSZrdUatpIuKk7bkUQNK1dQmMcnPv1sG6kJiI3zSec2V4mY9CoaLwH4tm9ohCusF5L4iVvOBFMW+3gabdVfkqBtBU2yyyDglhSFgslQhJMUwyO+vVJHjHhJT67k2GT3E3/3jXVbITPi/XxdCx089U/H+69A7eO3McbqRdllIlllhqbRm7TR9iJz1cNq/s59QKLg2t9zerXHJc9Se41cSoHZ9miitiE7Hap0kmhxJY1X4pDO9V7MZoGHM15ACYJZHLzu1EIinpWe3jDxzOGF3YpiXUBiHD54+KN4889xZeE42kfUg4yqfjFTOl+z/RS6cZAYeKXUSu2HUW2udGlvHWjMtpxS2xGghFw8JHm0CgxuIcUDRobV0QkyBpG07xaJV9M7SBXENyXxe4FLTKrIzEadF54WHsOws696y7DUxldvFd7wYhUTMljRZV4BKpKhQKXIE7NaR9WB5tLZ5tyC7qUInHtvrUBEetYYYLPNCsk4EHGXwiB5pCEKwHGLieF2yDnKuAOgQmSqX2UAlWgncLuabx+VuShcSXfCcdSuef7iiLjR7leWpvQkff2yfRxsRCp+1A95Hzl0gAoXRzCYVSidWfaB3IS/o7/y4LJsZOTXfj+PFkzX/+b/4LP/kC6/zX/7MR3nqYM6dxUbC/wYR4H710YK7iwv9TGkN7722mynBDQ9XLV96cM5eXfKBa7tsfOCNs4YH2bXkY+LJ/Rmt87x53lAYzYeu73NlJgLw43XH848WnLcDb541uBA4Wrf8b3/02hZ096Hru/zbH7zNDz1xhcd2p3z0WxQxn797wi/+zte4v9hASkwKy8snKyqjee5wzhAif3T/jKNly7Jz9JkRPysN77+xy4cfO+TW3pSJUTxctXzxwTkPVi0Plq3EA0ioEAmojWT3eC/dxJhHNKVV+XocCdqS8OyiFAo+YyZSLobH02H87+UC5u3FssnPP68L9mtxNsYQWQwDD5uO3vc5D240RkBMlrMWqnngyqRjUhQ8WlcsegmmrApxNqZkmJXCDNEqyWgkJxK23rJxhYyxiKQ0kJLCmoBJMC8kLqbN1XnnpRgZgskxCMJgmlcWUmQxhCxOvfjdlBZAH1GAlC4qiCL+H5AxfZ0gKIXKziCjpVsc4siAkYImBEUXBKq38ZFpDpHdqQXiIRtd8uhbdD+ijZNOSsyjHL/lZY3GjQBJRkNdxlUYXVBlh9K0FBq1FHzZmKJkHFQYL6LhrcxB7jUpaSmYAGs8ycjv0mXnKJQSQGyjjPxLKc4KLWLkPoH3htSJhqgwUBeJHQvKeAYP5y2AzZrSRFV4JkUiRhGFj9LncQSaXz5Gjy7exKQcKFQgREMXsy7IaxbDn1KNjFyOFrD8+qvw66/KVzUFs6JgWpdcndTcPqixCj5355iVg7fuV8bvydY/EpNSYtZLY4lA6wZeOe0AIVPWVnZOzkcaJzPEkAm4MrdU+YYsc806p1OL7FfGVeOwacym2AyKQlkOJjV1aemDZeMsIDPqN85XPFj2rPvAkMaR1VjAJCaZH5NgW6SMULsyB4XVoztKFczrmkll8X4sQiIpeUIIrHyP856YRcohAclkWrChDTDkBW78PZKCIRTb1mufKZAukgsnGF1j0zIyLxIut5B9uABI+UzA1CkwqRK1keys/coxKz1fBaY2ctZOhQQcEmeNZm+SKI2nd4bTVnJhZ7VcqAmhboaUmGkZt9m8yA7BsvaGiyU/YEj0Xm4d225HSBnmffFIrS/lk+SzqnWR1g08WA9oFkwKzdV5xSduHrByMn45bSThdxMcnoRVEsKogMYFXIw5PO+dH2MRM44lv9fHee/59KuP+Ov/+Lf4yx95ir/55z9A7wPHTc/gA5vB42Pic3dP36KfmRSWD97Y48n9Ka+crjlpej5/f+DKrOJDN/ZY5Vym91/b4fWz5utGSSklXj9reC0D+Y7XPS5G7p6v+aXPv8FR01NazSdvHfBzH7zNx24dcG0+4WO3DrDfoIiJMfJPv/gm/+Tzr7FoB6xWDD5y1DRcncoN/+5yw4PlhuN1Rx/khlYZ0cF8/PErPHkwo7aaB6sNX36w4P6q4/75hsXgtl1FjUDsFLKDHfIHLoJ7KV5I0mUVA4DA1ka8P7y1eBkPxQUKIF36qfa6sAAAIABJREFU93GUXhea/bpiVllIic0QeLDq6EPIKcspCzkTRnkKk+idAEATMETLg7Xi+qxjWkRu7fYsugpNRakGdiqfXYclrVdbWu1qMGgVKHQLSrqsVgemdcJnQ8DYIbAqErNGxmhNqSJTqxCZskEry2oIxBBJKm7ptDIGBxshKPAeorpE2A3iqXRB0Q4JVASlRH9m8rWtYh41ZYu0VBH4NApo4XgDhRbNy8R6rEnZTSQ4DpNH9sao7AbLWIkIXkl2E4zaRzBIV02KGtnomTyemRaBOsP2Us6zGqm8KHkdYns2DEE2mEKdVxdMGBOx41gou1HPkmgGqyJKx6YIAjg0EiMjmVJw2sbc/SqzbkaKPgmdlM27BrSWUNDCChdsRONJBE4WKOjEoBR9VFkUnJgWkb1ZjzWJSv+pLWS+8RGBtQOVBhoTufvmKSlrUW7vRkyKEv/u7Ba5DBJ4VxcWq2Xn3cSID+Jw8UGBlp1H34QsfhIb307p2a89B9OBw6n8f21iZgHIOCLEi+q78YZVa1j2lrWzrPuKWWk5UwWbUzKNUpHwrLqGZSc3gdpa5iXs1Z7d2nN7t6cwspwpLrKXWicRBT5oXKgJyVCXlkJpJlZTGtn9b/pAZRwz6xmco/HCzukGTe9FeLv2mt6JIExl5kFE58yPLH7OCdpkQVjKbihSzprK6eKCtZZ8kITCGMXcgE6OKzPPtEoYAi4peq8yPVKz6C1nrc2ZH/DC8TxnuUiS93NXWmZVoB0sr53P2KkdhoA2YrUe08VHtPdB3TMxgcYZXl9OkNJEgszkd1S522G+7rx6y98v3ZTGsyi87fGNizRnLa+ftRhgpzY8eTBjYi0nTc/5pqePid55gpKoinlpSBFJ5OU767R8P4XArU/EpucffeZFfuPlB/wn/9YH+On33uLRutt2ZlwIPFy1X6efmVUFH7l5wCLTf0+anpOm5/pcgHhfO1p93SjJh8jzjxYcrzuOmp5V5xhC5IUH5/zyF99k0Q1My4Ife+oaP/P+x/jgjQOuzKpvWsSsuoFf/PRX+b03jll2jkIrTjJJ+Ma0oguRFx8tRODtRINVaM2NnQk/ePuQ564KWfj+csPXjpbcWWy4v9jQ+ovCVMM2VXosghVS1FhryNWECHWjXCchFxff7jwYz8HxOS+6F4U4CQEXEovW8ajpxFgQ09dhABTQBUOVN2BVGXBek3Lyc0qGRVuzW3bMCkdlFathxpCmrAZHqR0heUjiwJvZgUkVcNGK7kMpfJACqQ+C/9dKOFSDN1IY5CDaMdDRKMVuZSgNNF2HItEETQiZoaITBeLAUfm9MmUm0iqVtSPgXWDIuUdi/NEEEiqknHskRgOl4lYjKcwxea9Gaq+LGtdD4zS1ETNFbSSPKUQwZFGtipi8cfVRFsGtdikpvAeUydENUpSE/PwbbxmCwRrRu8zLQF34TIjnwjkFKOXzc6ZslxcziQs629pFbD2mcIdc1AxB4hJab5laMWiURuIsKpOorYzqXKYRi/g4j9SMdH+SkviCdTBoV2xDIY1KtO5igz8eRiUKq6m0YlYZ9mvL/rTg+uR7R8R7VxUysu/easO5uJTlK0sfWJ7L5a9Q1AYGbzDaUKjE9ZnchMUiLI6QTZDHjt+j0ezUMNUDpRUctVZiWU7Z9lcaGRHtlBGdEptB44203kCEYmIBlLlmTDArI9d2FLd3a3wqOO8s563iuEm8fNLTeU9CGDOzQl1U5kYuiCEqTB5dWRWzAM0yrxTXZxZjxM1gtMmjn0RInm6ILPqEC2MgWBb3RsGRDz6AEo6LD4ohQR/y+MhfZG2I6UmWPtH7RESQJye5OCjEJklUpIzTtgQOamnN7k8ce5Vnt3I57ExtU7lXnaU0JcuuZjXU9Mng81B/XhU0TuF84nDa0TjD8abkrC3ZnQxMbWBigwjWtGZeivMsBJlFawPnXcG9dYUUK5GdwmOUBHo2znKxr/3mx9tb+ZeP8UZyubAIwHkXOL8v+UEFcDAteXqnYBMSq07SsYMPBKWwVmO0IkVxoiS+v4XKOzn6IDeOrx0v+Vv/52f5s0+/yX/6kx/i9v6UB8sOF0IOcRQtjPBndrixU6OUYm9S8vHHDznd9LxyIjlOILvcy6OkUQ+z7Bynm55mcLgQ+cxrj/iVr91j3UnW008+e52/8L5bPHd1h8NZxUdvfuMi5qWjJX/vU8/z8smKpnMoDcsusFtZjNHcW224v9yw7MN29HM4qfno4wd88PoutdHcWWx46WjFm+cNR+uOPqTtuTEKbFF5JJh3spVV29ZmjGlbWIwC1PgOh43j+WaUcKzmE4sBfEpshsSy7+Ra3z5v7qS+7TnIX5NOsezM52XAlJEhaWIs0FoKkbuN4fqkpbSeebHiZFPTRMVOnbg+GwhJ4HpnXcFOJfqRzus8TkuU9UDvpAM7LcToMLWJphddCsC8jBTGUmrN2gf63jMEQCd26yB4iizaTSj6kB1EOmIQJ1NC2FakhLKKIiqMScQgox+fxAyhoohtTZRuulUqFzfZLm1kzStQkOJ2ZNQ6Qxeg0JqJjcwLv3VspdwlClFLfEEUmUFgLLjGzCPpYqsoGslpIUlHIcEQDedtwbI3lCblosZn0fTFZ4YSycBUe+alfG0ImsGJ2NZFLbodJaDB0oZM54U2CBiwGzRGF9QhMCsiO5Vjt47URS+FcMaH9OHiuWRk5OSeiMrxFBcGjzrri4wyoAusKZlam4XQKnfGO46aANfe0en+xz7eVYWMJ1BrzcEU7q8v/8sW7cTYbE1I2BgBJlYRtcI72RoZPJUOIuDKOUGFDuxkkVpVBArNtmiRjoaknraDZu0ty9Zyfy0dh0IlikKs0pUGlbHUWskiPy9r3nP9kP26YrfWBL/i3uKMIi04KOHWjmbRCdStzeryVV9y1mUdSQoUJjEvJXxtXiV2qsTBBHZrzdWpYlpEfIy4OODsIELdRnHaGTZ9Qe8hxMBq0LRObNiBHMYWKiE6KqSy1tJZqUwkSvNiq1yXTCcISVDml5X3lXLc2AlMa0mVrWwipZQt7Eo6LZ0hhBk+WkKyJEoUFmOQC6BMzGsBEmqteRWYFCWHk4F51dI6xcP1hEjB1ZkjIYFtzaag9YrCyGdGjDyx1zErA4+akofrKRZpb09K6Xz0brQf/vFFZ5fb+uPx9huHAx5tBh5l6Nu00BxOCkpbs+4cm8ERs4jTGulqxSS76m/0/O+Wo/ORg7pgM3h+9cUHfOHBGX/lo0/xH/zwc0DJUdOJaDqITfjt+hkQsezBpOQoFzKfvH2FupAO2aiH2QyeVe/Z9I4QI//PV+/yay8/pHWBw2nJz77vJj/53se4vT/ncFp+0yLmX3/1Hv/z77/Ig1VHN7itVmlmhVXz8HjNWdfRezm3Z5XkIn3k5j5VYblz3vDqqVjFz9oBf+mD2Y5eyatSko6M0UL4TiERVNa5pPgdf64KcbFNrJGdulb0Hk43bjuG+mbPebkDM74rBrBWRMVGSyHtk6UwnioluuTYDJoYJdvszlDyvqs9+xNHbT33VzPOO4G3HUwGFInd2tMMhoPabwMNh6DF+FB6Ns6yHGzu1IqYve3zrSZVpAjn2ZE55MBeFcRTaJQQ0G3wDElotD5qVDR4nbBRXEMRJZ0ZlMgIgKDJ2qOA92rL7PLR4JDWzuiCNVpiCEQHqXLOkdDVTQQfTO6ECG+ryALhiQ0yisn3opjPg5RGkrnefkaQuWGDIWERi3TE5nLIR806aJa9xahSfkbWulQmYi51akZtCkgnfG4TSQVcEEfSagDXyoMMKQdSRsIlvMbJRqOYZOigOKzmRaIsAiZvZIVro/Cx2BYlIr/QlEZTWcvOpGRaGEoLs1Is2J3znLSBZSf6txAjO9/D6uJdVcgoLH10HG/eLnb8ej/65QWl9R6HiEpnZWB3ErgyGbAaztqSs8EICM4pNIZJZpaYTJgMWEkszcAgqyMuafqoSVHRoSh8wmVWgtai3L69p3jm0HJ1FrDpEc2m4WTpGKLc+PenMpTZT4rrMwmDa3rNWWfpQiFjkmAJ0YrC34mYrc0jodNWbtpWaYSyCyEFYggkbej6yGpItD7QB3KRJF2WhJzQIW3DAmRumwVp6tK9PeRWoRrnowam1nG446lzvlNt4pZoqZEW6OAVG1fQuorGFXQZ1z2KlBURoyWcbqI1yTn6aDkbJJxz2csnvFedc2vHoXXBvfMpT+xPsbpB4STbaSg46y3TKpBSxEeorOe0L3ljaTlalyg0kzKwUzk0sBosXbDfsJPyJ3V8uxvUxkU2rgdk9zMrDfNSQdJshoGQwY1WZwFgSm/R6LybjrPO8Z6DCQ+bgYfLnn/4uy/xW68c8R/92Pv4saevsu4966yb8TGy7AY+d/eUa/Oa57J+RinF9R0hvNaF2fJhXj9rWA+eEOT7jIJf+txr/N4bJ/QxcmO35i9+4DY//sw1buxOOfgmRUzvPP/D77zIr710n4eLRrDtMWwf96iRIMveS25TVRie3J/xQ7evUFnD3fMNr57J61n14es+hy1GIf+/zbZ5koh2U+7OfKcxvAYZGdkssgsRWi8j8G+km3n7MRYuCSgVaJtZNPkfhQUjn8uQ9XNNDzuVp9IRU2jOe3HxuWR4/njOc4cth7Xj6b01b66mLHuLUpHr04GkZKN1tCmYFYEcAclpW22Fpi6POkawXZFbDWedl42hkY7prMp6u1xQACSVSEYxVVAaJ53lYKUzfknHZ3SiUBJjsk2e1jHrlC6AeZ0fUf0qD8tNzlKSm3ChpVMydh1kgyodFHEBWYaoaAexeE9sYFZJBpzWbO3hIWtMRnaYjM4zOTeSE76VBNWqrEHRQfQpGRza5G57bSSUd1pmO3f+HLWSjrlYw4XtM6tEqzXyzDpv8FHGdEbJhnOCJymBFboovJdFL2GPVSEdo6mVQm5WJqzJnZyiYFbUVKXB5CvAx8CyizS9pwtyXhEVdWGoTCLGyMoZuu6Pv4F8p8e7qpD52I059145u6RYD1zcgsZFS25LM+3YmUgOUB/E4tvHhO+ENnjeFTmhNFBEj8cKQTFZuiC26NG6XGTtC8gNWnKRDFemNctuoHFORj9aOhrzMrBXC/32pEksWglkjGiMqoR3oOTEKY2MneZlwORsqPcoh1Yt1sAQShZtxWkno5RFb1j1iuON3la2Pqrcok6kJPsPKcLMlq2gkTRXMuQo5t2IShep2X6kEGc0ttg0EzuF57Edx6wOksNUe4E1aaFcdkGx7gxnXcWqr9g4S+8tCYM1kqZrTWLPRupCk3xPHw2LXrHsYeMSvUu4aC5xeKA0IvyMdLx0ovnSo5KDacfhZMV+5QnJ4GJJ0yue3uvRwaMLy261pPeJV8+mNMOMnVpRGLGLuiDiuiFeFDDjGGDcyb69k/K9OCKwGgKrjFawwKQwkALJKIZBzsWEWP3HxfDdVNS8dNbyZ28f8Oaq5bgZ+ML9U/72//WH/NR7HuNv/JnnuLU/57wdJCU+CweO1h0nb9PPAFs9zEnTs+wcRsHJpqc0hn/w28/zxXvn+JR4Ym/KX/rwbX7k6escTiv2J9+4iLl33vB3f+MrfOn+GQ+XrYDlkmiomm7gaN2xckKRtcZwbV7xyccPmRaGO4sNr5013M36l292RMg7V7JG4uLrwDv+sBTy+YsbJQtZo6IL6R2Nnsbzt4DcSZDuxFgQpAQhRYbs2075RSbIQDS59s/agp3SURWRg8nAsi3zDdfy0vGED1yL7E48N+cb7ixqTpuajZPRlELGWg+bKq8TYq7YDAXjb+GjBDKetRdvzXoQ56gyhspEypSYFNl1afLoPiqSknVZaU3wUvhcmclYvM304JQ3myMSo9BsxyNaw0TL67BGC2zvkibEJYUPhg6dv1fcTpIkrkjJSrccgd5NSRnhr1kOBcuBrQ5mUgRKK+fW+H6PVviRgxOSdN+JMY/+NYOHhIxkSh2wWgwkPigWvuC8KzO9V9K5KxMlgiDjJyQ2SW1PvQQ5yDJsoXjOa5yT+96Yp6RVxFqBjLZBiqeFrpgWmuvzgltXSh7fK9idGGKInHc9R43jZD2wdokhJImUyudZ5yIupFwMAmgKk7g2+VMKxFP6Dn/uiYbnj3Y470pE0w4HE8VR67h4uYp1LFk3kQPjuTbt2LhSQgyTuHC6IPJdrURQZnWgIOLQ0mpMCaUMJq9KViemJRxOErMKYnBYc8zTB1KkpAQbL2GJ68HyYC0wI1FqBybFwG4tAtSZBpSlNKIcn1jRxiitiMmQUoHSNUrPqHTJJCkOjEET6HxghZdMkRClgh5BEkpmw2M8PaTtIqazzbmw0i71QSr83ksRYxIY6zmcDBxM/FbVXto8M4atU+t4bdm4CZ039EmcUKU1AkWyiX0rYznXNXRY1oPi1Ck6JzqdPpZbsbAcsiDsFJ5ZFSgN2Uqu+Bxw93zG/bVlXkkRNgTFvXVJ74WQfHXacHchs9kP7J5hdeKVkxmvndXsVInb+x1lGBjMjKOmlJl/lMyawUcBb6ULB8dlR9D3a6TjgdVIxENEdiZv+VOU3X7e6HxDCNr36/idO2f8O++/wUkf+MrDBYvO8S+ev8Nn757xCz/4DD//A7fZqQpO2yHn2cify/oZgD+8c8Jm8Cx7R2UM95ctBYn/+te/xIvHK0JKPHdlh3/vo0/ysccP2Z+U7E8qPnprf1sMbV/Ta4/4B5/+Ki8frThtBwkg9ZEhwXnbct55YpLO125d8LFb++zVJQ/XHS8frzhq+ncc6HkxNvjOjrc45LQ8z5AkIVqOb/+shZLCRaWLUEHSyPyI+EuFzOXt37Z4Vxd/GR2Ki94yxzMrAjv1IFElQRGwPH+0y/V5R53XiT5EOifFjlEeVJRO8iD5bSmbB1Iab2Bpu5kYV4JmsJAZWYUSkJ61cZs1Z/PI36hEGxQDo8Zn1CelrdHABWG9jJlFKb8nOssJUBfdYaOzWzMrJlOEPo1XntwLRieYUSED/sir7YWpwZqIBvoo5PRmkILHKslJKkzciozHonHMARRbvbwTeovLEPFt760ImI0Ia0slY6HeK1pvOetE31Nm56oEcgoI9nJ3/S3jRa2oioQJwu8achyCUgWlVsxrw41ZyeGsIEbDog8susBn7nh+903hztQ2MivJ0QWwcaL7673oOkNUebj31nM4DYpS/Sl1LX3u/owbswW/8LFHvHZ2lU+/MWXVRU7bhMUKnO4tImDNWSho1gVXp4G9qmHjLKuhpI86e/7FDqgoJFMpl5JSmYIxidokIROOyO2U5ESiYNEV0pozgd3Sc33quTnv6L1hNVg2WUm+7GuGEJmVMkKqLIRUAAoXLSkZJsWE/XrCpCjoXOCkdRy3gRA8LrRvwY/vVIkQYChGpoHOmRwyF5YNb8ZtZ2FwyIuYBI15DmrHc1cGrs4GDqaOnUqq8ZjpnI0znG8s512VYVgan2wu/qQfMGZyDMFlOq9iCOB8pI81fXirKBskQmGnklTX3QnsVjAvVd4RCD20thbnCz4H3Ni7xq39DSF6CYl0tYTCucRuOdAO0tbeqT2vn024s6i430woVaCyLYsuseosx5uEYhA2g5a29sREvIPppMKlJCRgH3FRiKmJi4X/8iLwvS5uAmxZGyALnIWLcR9vVYp9P4//44WH/JUP3eS9H3qcf/PaMXcWLW+er/l7n/oKv/byff7GD7+XD93cJ6bEuvdbe/GQKb2AEHqHwNQaHqw6Uoz8nd/8Mm+eNYDiQ4/t8Vc//jTvv7HPvLTfsIgJIfK//MHL/NPPv84rJyuGKNyi1kU6N3DaeHySm9O8FM7NlVnJcTPwh3fPONu47/i9/E4fv+0Gqjy+gHdclRpy4YLaFi0piGB4LA7kvM2DlfziLl+N4+NGMep4vl9sMxRNXzB4K3A0HdFJMsxCVDxaT5hYh9LSHR4iNM4geToGTWKbs51GQGfOr1NQZeePD4oNMvoJURLuBmTE7z3CxTLyS2giUcvuq8jFyTgWklcsv0BpgOQJyA16CCp3ZFT+vVN2ObGNaJG/J6IlIyLE1h1QeW1NRGVwOXNpJPSmpOmTQif52qzwUIo9uh8TpwfRwVxkIKUsgM2fSi7gRqTFZQEt+TVKDp2lJRdPuYsyjq4aJ/yuMXJg3LwadVHgXT4HtIKyUOxPLVcmJdfmE6qi5LxLnDQD6z5wcjTg4+jwlBiMjUt0Lm31ZWPnv7Jj1hZCnM+bRNFVXupIvfPT/E/keFcVMqD5o0e3eOEY/tqH4Seebvn065rT1hKy6uPiLboYNQ3AvY0BpuyVid1KEnw3QexuW+KlFp5CqRKFFY2Hi4rWizp+Myi00ZQmiUgqii8/JSVpplFzMBnYKwO3djdMbGDjLHeWNQ/WFWetAKWGaABNoWFeWnZrQZA/2gReOukY4gZSQCWp4GMalVwXt1IfBUpRGClMXHZAtIgza/CyhBglQua9emBWBGnXGikYAoq1N7TLmofrClREJbbhjQHptBgNwXshF+MZQuCsFwGvC4o+lrigt3NoeYWygE50ZKcKHEwT12aJw4mM3KxJFNll5ZKhHQoaV+AoCa5mSCXzShwrzx4mUhJpYOcKWi8EydI4emdwYaAu1myc4vXzGY2rOKw9tRV751Fj6cJFGzME6MJbL6NF00tLX+ddF1ArKCclIY76AfnvaKf8fnVrQM7wy4Dv8cwfy8bv52sD+KUv3+fffc8B//4PPcvvvvaIz94957wd+MzrJ7x8tOLn3v8Yf/ljz3JtXtNnZ1OCrSvDhUBlNcebjkXb8d/85vOZ/qv5+M19/uoPPsNTh3Nm36SIOVt3/Fe/8SV++9Uj3jxvsnA60Qye1eDp/OgikliBG7tTjtcdX3m0pBm+u6jBiz5k1kqMf/k233N5eL79/vzNb/+8Lxfblx9/+RjPl7GYyRKcnM1z8e+Qb6DRZPdiEIdT/reVLyiVR+kk4DeV8ElcQWVmo8DIjdLi0Mk31iEotI5UWl7l1YnoOVovOXWjM7KPiYKISomgxTJdGTFajOaE8dgWADqM/ZUth2VwijZohmi2uXgpXRDZx6eRzD0AT7DClQlB2C+yPiqcIuc+pS3QEyVrovcGraVw26s9PiAwO6+zYNZkk0nM4560rTJUuuDZJCBwQT4fxdMxZ0A5NNGPBZV0g0jgUHRejAwmFzxCWBex+F5tuD6f8MTBnMNZRe8Di43jtHUsT1u6kHDOsXaJZSfXixv1eQnQST6LqEhKkaKVjlci05jVtniCi5FlZFw7FZUuvtnp/id+vKsKmZ3CcJ9IGwP/0xcSBfDMXkuhC07aiiHKMi5CYMflfcX4/8tBAD6P7Xme2l8zs4FXzybcW9esBksIigaFDqCRKICYFC5pHJqKQKEDtpAOTalDzjAR6+FrZzOGKMwAaaslCq2oCovE0QdqOyZhw9EmcLTxFCZgkBu82lbnio23ojQfK+90EWQp3Q8pXHS2vc2s45mrLdemAxMrDpgh522MydvOiwtp8JlB4AxB9nf4IIvCKHZOeT/nQyGjqHCByubSO2tVYmIjO3VirxIF/7SUsZvVCq0lJTVRMKQSQ01Vzdit5jy2u8vNvTkxOT5/Z8EXH5zyxumS1gmO+c75WXbxlBg9obYCVir1FF+1xLShD4rjZp/des6zhz2VFT3MWVszH9jqMlrnaZ04vC6TdccbwfD2bUJORB9vJJoL/UJdW9yl8dS3cox8t4+LIdRbj+9H92g8/tlLZxwvO/7jn/1B3nfthN965SEvHa84bgb+9y/c4Q/unPMLn3iGH33mGvPKshnE6gyi61gPjjdPV/z9T7/A8Wagspo/c/sKf/2Tz/LY7oRJYdmflHzk5luLmC/eO+Hv/vqX+fzdM443A1Yl1r2j94lNBrxYBVdmBY/tzjjZ9Pzua0d8rwLH3+mPeWsf89troi5/1t/sceptj3u7LXvk34w/6y3nUwJSDhLEw/bWqRiS5tA6diohZJ+0lmYo8UnRR81OGbZskWVvqGzKZG9YdXbrwHFR3HqzMjCJiiFEhv+XvTeNtSw7z/OeNezhTHeuoau6u3ogxUFNSZQsSoIdWYkgyo6iCUYkB46NGMifGIgVCTECJEaQ2A6SIJESJEAiI4iFCDLyJ7HCWIItM5QlShElkpE4NKeea+iuqlt3PNOe1pAf39rn3KqubjXJZrPE7gVU3XvPPffsffbZe+13fd87BI3zmjqKUsjoQOEUnRWDucL6VA1IwYZKAE9AE2JSIinhj0ySTNmHdcZQF1QChMlNV0uViJh4Kygy3a14hI03dJ2iTaTlmLKJdFI9TXIvLT3EBVgn8vOlosbqQJVUW1VrJGEb2c44E4m13AMEnPSVdSEHJz+cVFW3SpRNEkxsVsINicZx4qMTFSEYFBprDdulYmuoU/zCjLY75uaJT3lXEYJIucsAFKKOjmnbfZVeyMJClO4zoqwSTlQbJcjXe7363TALjAvH0HoKE0UhC2zY8nXO5jd3PFBA5sK44/ZpzWmUikZHzjOnOdvW8F0X4dop3F74VJ25l74JsnIxHHea5gjmtWVn2LFZdnzX6IRZq7kxG3Ba5aLBT5HxA+uxdClBWXNUW04bka8ZRI0QUmxA8Mll0agVyjcacgeDzLM58IxyT+sj8yawdFJ6rDtp/ygFBjFKQiUHYd+Tz3SSEwqTfDPveNeOtIZ2Bh2jzFNma+dLH8VpctZaTivDQZszbwxLJx4x/VAgap+oVsFqLrWo7p5O5aiOLIyLwE4R2Rj2UQt99ocYMChtyU1JbkqKbMCkGLJRTtgdDkAbXjxacP1oxlcOTjh+5hZ1VxOjwypHnoycBunsc75m1lgO5prJ4JDSejqnmOQNFzYaqtbwpYNNIpZHNhZYI/bqIY7YKS27A49Xms5H6s6lCAn5DDoXaEOk6zyV88I7OiNj7YesjO42KVvWd6ce9SBHA9oaXPBZQEW7AAAgAElEQVQp9febBya+2W2m39+vmP7mJ/iv/81/lcd2x3zq+gGfeGGfm/OaZw+m/OLvPM2fe36Pv/69T3J5c0hhpHLmQuQPX7zNr376BU5rxzC3/IUnzvFXv+txdkal5FjdA2JijPwfn73K//qHz/Ll/RMaJ7bwJ1Wb+A7y+YwyzYWNIcdVy2dfOXlg+EX3jvtVUL6a57/Wc17rdd/YuSKVV61lQRdiSNVOzVGTERDPko1c0qrlpmfonFnNTUWmaFpNpgVc5DauJOyzZFtv0kKuN4AzKqxSqV0wNBi0S1wao8mMOATb5Hiu09/pJLkO9ApA4bKoxEHJbUB7RZNASesVFWZV+chTWKNWJrVmlPBQikDhNY2XlO02QIe47TZOlJuS7O2JQbMMmsoVWC1md5dGNYzhtMmYN0nG3QhJuLSeSe5FZp6cfCVoU9qIwiuT/S2MCEWsFj5Q1ekUHZBhtGK7jEwKD9Gz7BxVBzdOpCqSGyd+Zcn3ZWADG0VYVVHumfrXd9EIlRNZ+Kyxq2wmgC3TkRvhy1SdoXIW51V6nmGUeXYGLZulZ+/tmrVUOc/WJHAxh/2p4jid9MfO8clXAldGDe/eddycDsXdNaoEau4tuiuWIaede5qk19soPR86v+DDgxPuzC2fuTXhheMxp41h0WWEmEl/MMZVXMBZ2XeWIgoyAyaPWCWOjIpUAvRSCZnVJrWEPIXREu+upCVUOUPTabrYe5tIl9sQGeeO3Y2O7aJjo/QMcvGqMchEUOiAJBCLkVLVWCqnOWnv3k+HGEb1J6Mkfd/NY+nfnQUyK8nbVouXgNHSmiqsOBJvDiznRgUXxgUPbYx5aGOL7eEEpYdUneZ02fDZW6e8cDTjpLrFaVVRdy1S/HQppyqmID2FB+omooxGJ9gwb3OOqoydYUuuHU2t2ZsseGyn4bQx/MnNDWqneHTzlGUHt+aWg2WOQtxGlVJkVsmEp6WHa43CakNZSPaUUZ6odDINFIfn1nvh+/jAsm2pu7Xc9X6T/qpNAOBe3Z7oLQOsZgVw3g7jcyeBv/G/fIxf//d/lIc3hzy5s8Enrt7mMy8fM2scH3/hNl85mPFj77vEj73vMgAf+dxV/snnr7PsHJtlxg8+eZ6f+eBjbJUF1rwaxCzrll/6+Jf4yNNXuXq8JPrAsvG0rBvNhYLdYcG0dTxzOH/N/X1n/GlD0QSDCdLaLnSgCdLaP2kynIdBFhgXXapUWxovhM/cBIKLoCJLJzYP1ideC5CrgDYBFTUhtUTyFSgRB/bOWepAUmgqumiILoBJhPgopNvMSKVY6d7rKq4q5UIcTonSYmWEC07CiFtpPYUgmW5aiwlploi24mKuV9UgHz1d0DQu+awETRuhbaV1rlVMZqlBfF1ay9EyJzORSeE4P2poveE0VWmmjWXaiIqoSHECVvccF6li9Z3xGDVKZxA1o0KzORAbjqqLnNaRaydiChuRfbDGQ1A4lNh6CMNH7l06JP5kWCnNlL5nQRfl818/FlPbLCmgQk/sVSk4Myb/GStdiKiAMZkKPDS0/NUnvoGn6ZnxQAGZcyPPpa1IaR2TK4Fnbh/zqVsb1E6K/VcXA7KFYzdvUdZSOUuM0t7xeO4GM1L6O6pLau84WmQ8czBgkEm/eV5nZCYHD3VYAyGBFzGR2OTmH1P/N3jhzVgfyY3FaTE4MkpKnn02RhcUPojxXWANIhRChN0eNkyygDERooAOEkPcGglFC43iNFpaJ6W8ygmq16rPXpKVQpNaT31/1qdSpoUkQ1SMMk2hI9YolPIpiVtCKAd5ZLtUnBtlnBuJ4VHthPy7bA2V08w7Szu13JjCspvT+WNa3+FDg3cNKE/rHa0LNF7KlDHZd1stOVU6Jg+cIN42uLA6vi+dGHYGLYs2cNBZLm3U5Fnk2cOSz93aQKvIxXGDC3CwsEzbDBWlPOYRLskwauE+xF7VlY75GfKbVipxghRGyb/MKEpj2BqMQAU0Fh96QrCEP4pPT7zLGO1+o4c2r6Pg/ZYdd4C/+D/+Fn/8H/4bbA5yruwMeffehN9/YZ8Xj5a8crrk1z79An907QCA//Nz16icZ2eQ8yPfdomf+o5HmZQZWim2hzlPXVyDmOcPpvz93/osv/fSbQ6mFZ0XD42zypxJYVi2nlcWbzA99p3xpwxRLgXvsQQyBV30gGHuMtqQKgpG3GwlOVludLnxKcRSomBClDBeQOgBUa+IrBFAi19Xr+QxRpKxXQi0ThOCEIO7YFg6mW/zVJnJk3GcLCqTikcrlBeeCUlg0AMd8Y9RKBVoET5M66GOltCqVYvfpMoOyqy5RD0XRUVikJy9ttOrFoy0iySnKDjZ6EmdodL+5sZTGvEwqlOlftEqqDMM4msjLTTJ0BpmBqsNIQYaH7gzDzRORApKr/k0PnmDLaM0Bfv3Kqqm5K7u1uBEbERS6y+pxfo8v1WNXp3pdaTqtbWgQ5RIB49kBybqj1ZyXEst5OnKG5b+bcqRubQhJ+/+smLeRIzRPHVuybUTw0E1JKDoyLjVGvaymu0Nx7TOxfAI6beeVTUJu18x7TKmnRxU8e+QaseoaLm8LW2G1qfkZ29SX3QNZXqHyp7Q5mOkDdKj1Zh0A3u1escmWeMwF6nzRunYLh2TomOUicFc1WpO6ozDKmPeWu4sclndBCmb9u6vvS+MC8KQ73OKpNEDxihGVlPmmsz0hkuerYFjd+jYGwa2h5qdoZAnQ8hpfMbBUjGtBfXXMSeGnL2NEeei4858zv5iycunx5wsG6pOqhguiKQ2RllFCHNegvYKFdBW4YNLmRycUVqJYV/wEaXzlRTxyR25Jc0bw3vPzZnkjsMq4/O3J5QZ0n8PmoNldlfL7CzZse7CmaOflAb3nF8eoPXkmruSxYGUxCugWGlFpoUEbYxmbA3jGKCXvMcI2kh4YueFQ/PVnuzfgsMD3/nf/gaf/zs/zqTMuLgx5LHdDT517Q5/+NIdDpYtn3/lBJDq68VxyV963yV+4qlHKDO5Pu8FMf/8izf4rz72eZ6+ecy8EWbc2ZFrAY6nzTufwDdiRAwdqYKrZDES0bTBYkLHZuHZKDoWjaFxFh8Vw0wEF5mRCkndGVJWKApwURZ8a8LxGUiqpN3Uk197c0EJaoyQ5r3Kr/4i1aDTMlSvhQjSpklEVHkz9KnTfa6aVF/vbYG8NS2RPgFdo3FawLmKEGqSVUTEr5yFNCpRs+8mU/Cqx157e3IsehXh6o7Vg5Yzc+Ia1PTHFoyRvXA+JjfjdfU6sv6s+m2V99gkfCPHAwVkrp84Fq4Rv4ei48pWYJB7vudhOFic8jsv7nBSFXg0B92A49PAdiH2252z9xAfpZlx70fsCNSdnPSL1hCCGBpNctHLty6wqDWz5JDoExHr7tvmGrT49DuFVDkmRcfuoJPYe5vKd+mj7oLhpDEcLG2SIEoke4xyg2y9oklIvS/TrU+jtKoACqMprZaqQ3KoHBewN/RcHHsub8KFieXCpGR7mGOUkR6wyTGqxOgRRg+wZoAm8NzhlM+9fIcXjk7Yn9fMmzapd2TfDQGlA4URh04fJJgsoumCkPXqJjJPk4fWikhGjBrfRYy1hKAJyuA8tEHMActkiDdvAlULj+0syGzglXnBl/fHbJaBzUHAecPBMgM0pZXQTqUSzyX1gnrrxIgAq3DmouovsP4s6Nn5d08GZxtKd9Mgi3sxKqBxyXdCvEkiPXcpPdd7OrSQkN8uPaY0PvDf/FM+8bf/Eo/tjBnlGVe2Rjy5t8knru7z+VeOmQOPbo74sfdf4kffd5kyywgxsj3M+cDFbbRWdJ3nl373C/zKp57l+uGS+p5j2F/ZryJvvzO+AcNADIwyhzGRttPMvaVyOQNbM87Fhfaoiswby1FlWXaK0krF2nlF7eQCMiZS6Ih34p7uoxjbxWREKo66ipWWOMoMmKcWhk+CBvnY1er/3v7fJGWqVGHiKhi3l0GvHICVmN/1lhx9eKRLXisurBeQ+oy0Was+FIG0bfnOJTm1d9I+XxMepCokKKr3pFGiLjKk1oyndtAk763eDLN/b71isa8uyz6tgYQ872w7aH1szo64+k/GqyyM/rR56qtcK8T7OPJ/o8YDBWSWbeTPP3HCtMmoWmmX6E6htGFvMORnv2vEJ68qPncr0gY5rgdnKslSl4F4122q/7r2eO2IhC6SOU2TKZatojAQlfQkRXacAhNfdULITa43dMqtGChp3Z/oimmT4bxnlHcoJcmly86kgLVeWdRnIfWhXOvWlkZKpSMr+SgxKWa0FivzSQEbA9gtPVsDzc4wE5BhC4aZorA5wyLHmCFaj9kox4zKATF4njk44trRCa9Mr3FaLZjWLa0Lwg0KER0duZbWkA8q3SgkmFP6t0KCLkyUFN9OlAN98qr3URpzKl1aCrLOk+tAZhrGeWScKwYWxmXObwN7o4IL54+x2nFzXvDi8YTzYwlqmzWaw0WWYGm4+2NIH69SKp3Ia18Yw93X5VlTrte6bs+uH87Cmua+N8szr3LGTS3XaRIKoFSQoLoejuoe0opH0LdyDeEH/od/zm//rQ9zflSwWWZsDQse3R7ybbsTfhn42e95nB984jyFNbgQ2RkWPHVxC60VN0+W/ML//Uk++uWXOb7/wX/b8I8elOHRnHYZpgsyByiPi9K6n9Xi0qu1zAkBETksXcSgsan9AVB3KS/Nwkh5IjEt3FKqcxJgGCKEmExESa3q1PKJcp2HRA7uRQvBR0xymLUqUmQRFaQlYnQPaIQ3IzxCkVb31ICx9iJPDypxC1XyiJGqsiySIlo58gTSVNoHEXGIBtQFvfKWaf1aWm2M2F8IqJIKr9bSItsZecaZI6JYOs2yXfvTEGX/V9yWJDDpeTUy5/VhwQLWrO4l2QHvFXWiJ/SKVDFQldcj3ZN8qlhJpV2tSMhWx5Xpn0pGgUmJnl5LFtWZ0hgjIK9xsPl2zVp6/mSDT/xewVN7LT/zPVdQ6hz7y8jN6YJl09DMWlycc37YcWfp0w1mfXvqe5nxrkpM/7VXOcnfeAw+Rmg1yez7VfujVWRoWnaGLYbI3BmWraXzfViYxkUhUOm0eqhbaIPlKGYEBmucHJNXwZlqjkbIdKPMYI1OJ7tOEQmKzVIxKcRcTxwlI9bI6xmtGFjLqLCgLNoUZKbAmBJjLEeLlucOlkyrE+ZtTd21VM6lizjivcQGKK3SqkF2S2vDxgCICu+lPdR0gVmnWLQqybylb9154d3kWt7HpAhyZLVLIWoCaowS86xhnjPI+r6ppnXy/cXJAtDcXEw4WIx577nIRpHRxSFtKHhyDzm2Xto4VZfUR+mfTzkywUdclPC7EIQfFGIEfS97aj369OCz/76ecVeF4N566z2lmfsVXt/o4ujPwvjX/qd/wcf+vR+hzAyP744ZFZaHN4f8MvBDT14gt4bOh7tAzMefe4Wf/yef4jO3p9/s3X9nvGpITtD6NI6IEUZG5z12ZZjTz6UaT1qEpTM6IJwU7yNlphhkkdHAo7Wj7aAKltZJ1Ve8W4IQWNGpPZ3av0oWkOJibgRsoFNuUVpMKEWWgI8lyFyne9ffdaU8oBK5VqOVAIRxUuZ0mYCA1q3BiQ+aqkthoVb2UWtpe61CLLVUg7QOtJ083riertC7sYvjbgyKZac5Uhm5lZTqjaLDZ5raa+pOp+BHm9RacQWkNJHM9v5YYpDXS7l7b6BcRyZFYHvocD5Sd5bKm0RTEJBUWOFOKpXAYVi3l4yCwijyJAwprFTn89R6t1o4UIVRDHPNKLdM8oydweCtOS15wIBMqS2ewGcPMr700QPef27KpS3D8bLiYOHovGSyjIrAMNecLBUHtbmLULvOm723IgPr29n9uokRg2dSSODkpc2GhzcadoddspyWwMebs4LnDgfcnBUsOkmzrhJv4+7ynrprWxppUdjMYFVS1miJpS+tYmOgGWYwzCI7w8BmKSdSbqK0krKCEDWHlWZaayKG3FgimrbrOFg01M2MadsxazqcT4AlRDqPXNRGQuUyI6XNMpeuq07M9eA9jZesp6qDZVfQebmI6lZCxTILZR6BLh3luJqkrJJy8ubQsjM0bORDKmc4aaIQkYNeZcKMC52MtGBaG6bNCM+AS1tQWkPtcuEExbCuoSrhrtjCnLFD7/cipQ0nr4Ue1CoVaZzkg3TeiaOvD3QBfAgp7TukHCtpVfWl4bOjDwh8PVXTVzveDl2RH/6fP8pv/60Pc+14wblxwfZgA4AiM7RuDWIg8l9+9LP84sc+z/G9RJh3xgM0+mbHWZ9pIQG76IQYjAAWv2r6xDM+SPKYB9ouMus0GSnx2ooBnrbiedJ6Q+fEaVwpASMglc0QpCWV3OXSzB5w6BSPomlbcQ7WgLWR3EBupHpOFK5M/5ZEDKXWc5qSeVEqNqLkVCrQOoVTCuehDgpasei3Ski+q6qFShWf5P/lo8KGiPMal1pkLq7l584BMTCvLVObzFu1VP1JFSPnFE0Sksw7mf9UWqT17TGjIz2dL6JWXKAQ777nicPwWXZRImBrhTESh5FphbWWPPmEZcqSmYzdUcH5UcGlrSEXJgWbpUmhsEA8EyURAlTVm3juvfZ4oIDMj79/g9969pBnjiJt8HzmdsVnbwd2sobtsfRNQ9QpRwiKPHLeOI4WhvZVIOV+baF+9ByIkD5CkZLtljWTQpj4y85we5Ezb0SGt2wNh1Um/d82I6q+/7fmzJy9uRVKXEW10ZJCjZwuuVEMcs3QRsossllItlNhHINMpxA4CbgcFQW74wG7wyGZsRQaBtMlN9WM68dTnpu2HCzcysXWB9kLoxXDTMLSMi2rHqKSIDkf6UJEO8NJRSIQC9m57kQ1Ym0kdh1F3jEuRCIo1uNxjRFTO0fpghAzFAI8aq+YtWLQNy8tuyPLhx4p2By1HByfcLiccVzXLDvPQSI+PHcYmdYto7xlf6aZtzkxygVgdJ+2Lf8J8FKJi8OKk6NTW08+S5nsVOol5ypSlhYfpOHUSwyhB76sQNGq9RMCnYtUndDtemflPjsoJHDVO1mG9cvc9fWdIZWZP/oP/jJ35g15ckZrXWB3VPDtF7Y4rRr+rV/9bT763OE3eU/fGW989GCmn2M9YHH3bZjerz2/ppK2QOsi2kVyBXkm6p3ceNpObvgS9KhFVRQlxkA4NKm1pCTI0OiIDjHxaMTQLwDeyTasVsmLRqoXSitMBHTvk7WuHPVrqKDEkr+0gYGJScSgV7EIPkAXFcprOqSiY01YtbCCOOaQW3lPPqTYGS+AzkcJ9+1LxyFGgoOgFUEbjAkpDVtgYOPFPbjzKrXs1gZ7RkeUAUtccYUyrVNrOxn4oSisZZiiCzYGBh0089ZQuYhJi+xRYdgdWrZLgzaaZSuLYxGg1Fw/aThaGgaZEsGHMckPJ1K1HkLgR89vv4nn3GuPBwrI/O4LB0zbhocnnoO5oooZEc1hN+D4OHC+hKgDVXKf7byc4K9mnZ8dPWg5+/O6WhPpsFqUSneqAdPGM8gcngLxQ+vTS9XKj0WkhZqdAooyx3tJAF10biW97SJEFxgZCb0clxqj5eYozH9BvDEq5q3FZxmjvGB3WDAuM5rOcWtW88ydI+bNbRrX0XmpFXQu4qWbySA3DKNKK5FUNYgSRmdCkAiDIBdbEyyNU+KHEFK4mooQPLkJTPJAkaUk24FcBAq5qJ3XoDIyXTAuSoZZQRM1hbGMcxgXinEe2Sw8145PuDlbMG06Xj4KvHzsUUleXhjPIIts5pEqgUEfNBcmjsoZbs8sIb45tYrXAhMrW+3Vf2enWpVWbP3vBRzF/oGYAJNS0hsmSS4TJyiqCD7IxGwtPga8F+DTl+T7AtPboSLTj+/77/8ZL/wnP83V4wXACsT87nOv8JP/8LdZfJP3753xtYyzlRnS95rXP7NfmwAagDpC3cLdV+/6e3Fh7+ut69/pVBc+2z7u+ZJx9ZMs2gha9KZaEqz7Fr902HtPG4XIudeEYrFtAGtkEVpav+LBdIGUri1hil2Q50oIpLSYxMFXi0mgiRRWKjWuByVIWnYia+K9hN8aZ2hMDxZEVFIa0pxiJWMqagkHVqJaLS0MM82oMOyNcs4NM/aGOcPCklnDsg3MWxF0DDPNKNcMrMIHz7XTmqtHLddPOl44DPh0H7EGCiOtwsaJF5cLYm4ZSNlUydsns5HzZfb2BDJ96a7GMioVO1pzUmsWXm6mt+rXagv1I6Jx6RYvxFmbGgUR4af0Za919SanSfW3EBXOWxZeFDIgl11mRCm0O7CcGxfsjUs2B2Wyx5bAs9p1nCwrDuY1t5cd80Y80+oucNPDuPVc2sy4sp3ho6B5rdJlEwOzquXacSUnV0gMnCRDdEGalUYrioSUt3LFODNEJZWWGMUNd9poZh10dWTqDC4GIW/pSKY6DJ6RCZjiTCUCwfQ+yt+HIKXE3FhGWcnWMKfMMoa5YpyLHHp7ECiyBdPljKpd4n3HvHJMl9Ku2RsqNnPFaWM5riwnVZb8gHKMNgyyjELCTvieR7bIzYioCrTSRO9oA9Sdx3lPmy6Wzrs1J8YjMsAY8AhZOTq/qpp4L8ffsQYNvZopxLW5XU/EO3sOvdq3/X5nmpSy7z/dpuHdvY+sRl/HO0tCfu2tfWuMJ/6LX+cTf+0DAHz7hS3+nf/tY/zjp29+k/fqnfH1DcPd4Qq9qOK1wMzXQnFXq2vkLCg5O3rzhde9Hu96vvDjVjz9175UX2P0AEq+7/kkvSfYWUVR/zybImGM7qtRifmjWFc6wjotW15Q5sjoDSpKC8vmmp2B4cJGxsMbBRtlRghwXAfuzFtOKs/SeYiRzkduzTruzFuMnlMYjVbyGbgQabpA7aHxSaGqJRoh07JPTQfzVnhNMSpC4oRKCndqYUWd3oOidlL9N04x1K93r35zxwMFZHJbsDsYEJUhyyyH85qF76Pz7qVGOgo8D291jAvH7sCxOejQRPanGV88HDFtMnw0qxvO3WomWF8Q918lWAUbuWVU5BKYpjVKaQyOoa14aEOzVXYiP8wVpVEcLgc8f5jx3GHg+oljf+6pusiyg+cPHNeOHZulZqOIVF3gpI6CaIM4VMaIIHKlyIyhNLA7hO2hxQck7MspjmvF/pwUllYQgydED8qhtSRFb6rIspEKlk+s+xbJZtJepoeQTJSs1hQ2Y6sw5LleqZMGmWOkl1jbkasGHVq6ruXAhZR6KrLF1mkWnVhaL9qMQIFSBbnOGFjNzijQ+Ja2C3TBUTtPnwDwxy87XJgBs9Wxf/UktH5EWkP3eYYyIMbKWPvqk1uMq+6uvkCqUIfkOxTE3bfv9cqkElfS6t5bSJ57dn++OsLw2ed9K4OXe8cP/OPPA5D9nV/7Ju/JO+PNG72QokcFPTz/Ws7we+fo/vUiZTKLk5w64c736qJeJi2GdiFRZ/Raqh3jihcTIiv+ztltWsRozurE+0uThaRfrysz6+tcWkJKQ9/eAal+C+EWvFer5/fyah2kvWPF/W/dyskspRW+SVQQfKR2gdqJf1dEKv1HVeS0ibx03PInNmB0ndRLCp8CWrsUn+JTCG7/doTkLNVjY0hxDtJi699jRFpEmRZD08wEBkbATBdNMn4FOqnSZDpSGpVuW2tQ1/nXrr692eOBAjJXds7xQ3ubfOrqPv/yxbP9cs8485SxZupz2mgBRYvhuPI8sb1gVBgWrSUQccqwNXBM654eJlkhb3SURtjkIcKsdRjjuTwxDHJNZtrUetDkOuPipODhrQHjwjDMCob5AKstL+5XfOTLh/zR1SmvzBpOKqidWPQdJf5TpiNDqxjliph8YcpMs1lojI4sWs2yjRws4fZCrsUy05QaPIHWeVAepTyKSOhjbX3fx5SVSmak9Fi3ChelEmS05JeMCsUwV+yUnu1hS2EajGoAhwueRatYeEVTi2tnCIYujJLnghF1gc6xJmejMCgdyKwjEtCqw2qJIS40jHIoNzI2y5ILkw0mecE/AP7m932bVFycT0nUpBwjcdMNQcCeC8Jd8UFIzFJalcdCWAMPH5I0PMnWQwzJUZhk5CexCTGBkRXRl/73fZjbmdegJxbLOAte7vputRJ7PSgmwEkqaSTZYw+MzoRThnhm0nz1a7wz3hkPzjhbY4S7z9SvZmV+9rlrg9OIogpQtQEDDKy0dIsskHnh+Pkoc5SLOimHPFZDiDpVruX1DWJqGVVcBTaCgBsVIrGPOLCBPEmdUeoMhyY5ySTwIO3mNUE400EUPek1u2Dx0YgjtRenYOGuQGlFBRRiwIWW1ouvVl/laV3Ee/HtckE4jStSclwHAGcG8S1LCtLcSHXHoXBOeDghteTEJgQxAVUCZkwi+qq0zyHKPbB1oLVek58V6CiWFC5C5ZCFd38GKKFeYDQxvPF77tc7Higg8+zVO/z601d5eLPlzz9a89C4JTeeaWM5XIrjbW6WLKrAM0djmmg5ago++uIFerLZ2Epi7iRTPHnecni65KQNX1Xybe1hu5APZtHBrIlcD453n7M8tGnRWIzRHFaW/FTUS53znNZHvDytuDVtOa4cTRepnBQ9cyskVB/BO7O6eConl+v2wLBZaKpguD2X9ObCwiiLlCYwayON88xqmBLRURJctY50iS/koyF6Ibl1Qbgd1igGVjEZKN57TnFpMzLKPbPlnP0lzNtI6yLHFZxUwrzXgNGaztuUvKrpnKGLGShNbsTeP0TJTRGvgRat5MLMrWKU5ewOh5zfmPDo5gbvubDDBy/vsTsZ33Ws/wHw9/7yd78JZ89bM9q2pW2hxdF2gTZCCIHaeRrnaXyg64JIxX2gcym8MoT0c0gmggHnIp33MkG5gENAWuukL+2iADrnzwA6L4+L4iom0CY/+xhwHjovKdNdTJJ0H2lDoO08bQKDLkac74mHYVXShnsypd4Z74w3PPrq9pvhkLTmwRgVRZBBun4AACAASURBVJGYfMA8UqkoTWCndJRZ0t6oQNNppnVG5Q0+GLQKDKynzDoUYnLaeZ0ygSIx6Yx9YKXi8Yjap201tUrSZkKqvJg1REvFIx1VAgU9sBDRhoohgaBIDB4foYtBPKSSb0vvx6KUEITNytm4by0ptBKOijYSoNm5dB/pK04KXIfE5yhRgOVWUrKHGshJhGQt7fhkT9GP3jU5piiFIgEbcQHuE7mliqN1RBsYG3mOC4rKaRrXV/fluFgipX7r5IcPFJApR7f5+e84WcviEMS71UmM+3NHQ64eD5k2FhUtQ6Chv2zkrTQusqgbap/Lb41lcxCpm47a353P0iPjle/AmXHcQAFc3NLM60Dl4Yu3PbdmkcubUh04rloWDTgfEkM8UtooMuocdseGzaJgZ5hjVcbVk8D1U8dpLeTg1q/bTovWc0t7hlnHdimAYtlGZrXI/zQeQq/YEpS/pqYJks4UDPPIOBcJ995IUVpH1TpClMrS6TIwb0QmuFWKtHt/kaeUViEDR6SF1mdnaAtZJsTlQRYorVqd5FqVFNaKwmo45PGdDb774R3edW6LR7dHbA7yFWHuW2HkeU6eA+Rf9d86lwBM+te6kLg/YVVxku8F8PgYxRk4gZrOhySnl8c6n9RVCfx0IdCkqlZIVasukY3dCrykbXnJj6pbAVyN93ReXrt1Lvn0CACTba3/ufT4vHsH7rwz7jfeDDCznjNEmdNbXErbymGYe8NiaskIjHLHzkgUSecmLcTAtM6ZteKZ0qQk6Y28o7SeykvcSes1IQYMIdHjRL69cpmJco/IdaDMIwPbMckdhRWTP6ukMhOSa69RsrAUA1Np4xglYY5GQVSKplUsOsu8NSw7vWqPxVT5NQoJvomKoNTKNbhvEUm7Sq34f31sQ9/Kmd3F90nwr2+p961yteYH9s28XvwgoFBUUCqSMgHllz09QxFTyLAEDReaNL8oOqSCNO/eOnjxQAGZq7M9/vD/nZDh+LbRgjYvuXOaM8kzzm1vsjspODdR3Jk3HFcNtQ9knWfW+hUQ6YDjDnLfcmlo2dssOTfOGGSR6WLBCyct+/N1OnGmpAwnvgB3708DXD0JjI186PMQmbYt105aMhUZ55BnYLWEEY5yzeWNnEsbJefGAwZ5Lq2ZVkqFj+54ymLB9cOKozpQdUKY8kGATBciJ43iuJFTpjf3CwhJth+awCgLZCZgVco5sopCOaz1ZNpTGk/TiUFfQNE6xbyTSPlFp3HJZVhryzCTts+5YcATz5Qhe5KsYmBzNoqcvfGAc+MhH7i0x/c/doFHt0aUmebWtObq8Zyb04ob04Zrp7fQWrFV5jyyNeTK9piHt4bk9q3rm76REe4CFayypHyqoPQ3bRfEaK89AyJcusFLO2wNRvrv+8d78HHv6OXeIVV1pIXVy7xJ7bCIC57O86rX7T+j2LfPInQhEIOo0nxcv1ZMoEhSv8OqCtOrOlbb8iH9bcB5LysyF7lTta/a/69l/MUM/iXgf/Gvv+5n8oVrt/i7/9fv8BvXv5X9j7+Vx70k4H6cbTd8/QucSOL9tTnH7dlH+6/r7S86w1GdpSaYlxaT1gke2VW7hpi8tc645TZKM28jRltyk1NYqfSMcr/KxMt0wKNRSqohINezVqwUPaV1nB8GMlMTI1ROc1pbTmsBNlUnXEitRBU1yj1D61A6SbaDOL0rxCQVIp0zLDr5V3diohdTxcmqyCB3DG1glImhakygyCXHX1H/JsPWmCorsf98IgbxlpH1qE6tcCNxEanF1CKeaNoqBjHlRqm3Dl6oeLbx/00aTdPw9NNP85Mf+RI3F3fvzgh4/PwYYwx156mdT5OteKK4IDf83EJVec7+ea7hPecMH37SMigzdgaKeQOfebnh0y93nNQxafjFNM7Fs+uIV1+EuYkEr4RUGmGUwXvOD9gbFTReiSQtCAt9UiB2/AWMs8TPINI6z+G84dqJ4/Yc5p2i6fqt3et9IyHsGZ5RGRhm4vI7MJ5JITlUBM+800wbQ91q6jOOjV3KDgGd3BmhzCHXSmqaSGUl14o8U0xyw954wCNbYy5tjhnlQ0qb0QYJ5Kw6T+9To5WiSKBklFse3hry2M6Y8+OS1gWunyy4drLk9qxa3cSt1lzYKLmyNZLnTgZiHnWfU9ClY9neU73wId2Q71O96IHF2eqF8+EuMOFjX9EQjooPX9vpv+bfrLk6MYHjvgfdH98eaBDXaokeeEi1SlZuMSYzreRO7KK0nyLynkJqHfVGh6BwUc6pvmUVY09W7rclZn9OZp+V/01/vPp2VxsjIR2fF4+XX9Mx+dNGD15e6zP/WobznhtHCz778h1+4+mr/D9ffplrb40H1zvjDY2+igLhl/4m+hd+5S3cbuJrpO/fGCS+F1zdKw55o9vudUk9dySs5gXx5Oq5NOJbppBr10UjNIGg6GLvjxUodWSQBQrrpQIUVLKGiCm+QFSuXbAsGk3lNFWnaYNJwCwyyDybhePcwDMseh8dmQ+a5CDsvKJxsm0QQNc54cgUNjDJI6M8edookYsvU5yQQlFk4js2LOD8IOOvPfFBnnrqKYqieIPH7msbD1RF5txoxM3F/K7HFsDT+/JYDpzfHLA9yNgdaS5OLOeGiso7DhYOFwQOfPlmzdVTsYv/wm3P84ee731Y8eF3jVHKcHHL8uiyYrlfc1xF+uziV0+tPYFNRuvhoUlGjHBad1QOPnezYqOoeGRLM8gzId0GOF1GpjXoGJl1XnxmWjipgmQSnTn0Gi+IXUti7EAHgoLWrV0qOw+LVOZvNRzXFh8zXICqTYFlwYiTpRHjOKsgL0BF4efkVjG0it1hxrlJycWNMVvlgAvjMduDgqWHQWaYlBl7w4KHt0fsDXNCjDx/OOe5OzMOl83q5h2jmCctWsdX9qd8ZX8q/jrDgke3RnzvI7sMc8O07rh6vOD6yZJXTpe8fLLkD166wzCXY/Arn3zuT61efL1DPCBEHaCVIrMKkg+M1uswt4gEQa4+mwRIYk8sTryUHnQQYpIeSvCdYk029j6uAEMIAjrwgZDkmYG4AmzrKgurSotKzxEAIkDGB3CIO7FPxGUBlZqhMaJE6wFKEC5B9AK8+qqSC1Jl+mxKov5Gj8//3A/z/kcvfUNe2xrDY+c2eOzcBj/5XU++5vNiAny3pkueuzPl6ZvH/MFL+3zh5hFXj2uW73TJvkHjXhLwN3L0TRJWX32qtRSJHKyQ6mMbVQqg1OmaT3EIKhK1xBCIVX9IKsV1GybQy8F7B3HxjNEqiElnlDk4hrUkO55JyIlRJS6bZUlS+qRd738HsrDuY3tfe7weuOqPh2x41hr2FznPErFIjEJh4zrcWAtxOKbt9jJwlYgvShleTuqw0gYGmYSFFrZbxS1MG+EfZToyG2l44o1/el/PeKCATN11bJUWpRTH1auJQi1w87TiiccMf/sHNrm4ZVHKo7FMG83Ttzxf2Q9slRu8t/L88bUFNytYOvjdl2o+/lLFwARGNjAZCpckBi2tlmhSjxP6++j9qEo3Zx0jA8MCfAdVEJLsvA3sDFoKK+TgRQdLd/bCEn3+pHRczB07Q8dm4dgoHaWFg4Vif1lStZqlk7O+0IHaKwlg67REMbT968npnWlFbiKTTIi9mVFkWqUoAEuRZQyynM0yZ2NQkhmDNYa9UcGV7SHvv7jFo1sjjNYcLGpuTitOq44v3j7lK3embJQZu8OCR7dH/Oh7LxFj5PkjATVHCdRIzIIhM5oQIifLllvTikxrNgc528OcyxtD3rW3gVGRg0XD9ZMlL5/Kyr9xPsm/DZnWGK3IjFSRrBaDJ6OTYy8CROTCSg6/qg9iS+z5dIj0ak0kounGSVaT7wFBCGcAR5/RFIRXEtY3fh9750whOfeAN0SfgFci0Pbf91UPRC3VD50cQntDACHexVWrKp4xzQtp8rBak1lxaDbJlyEm7otLFcnGe5rOUzWeppPKTOiBi4cueD55/egNX4dv1vju3TGf+o9/+i3f7v2GUoois1zZ3eDK7gY//N6H+bnXeG4Ikbpz7M+WXD1e8vzhlK/cmvL0Kwc8ezBlf94ye6fj9VWMnuPCma9f7bh3mdn/rM78fK9KRrbriDgnP2UgZnZG5hLvIg1iPtdGg9Nggxi/QUzzRH9Tl7ZMYhHiUasthtSGykhuuiqSZeIkHBIZ5SwfBVjZQfQKJa36SIT1O/ABqfanFlAIorLqgzVtIgGrKOKhXkUVIeUyCQhzTha7rRcekAQWQ9tGbBeTiV0f9cLKaiIEnSpArCq9vUdbXGMkmYNZq2WVgjujjLdqPFBAZlwoTKa4vGF5YqfkPeczdsvA3/+tE55PFiMe+PhLno+/dMSFEfxnP/IQP/DoJi9WFbdnS145nfH8Uc3hMtDFyCSLzDroC31LD23IGBbw/Y/v8a7dDQ4WHX9844TnDhe0XUg20XLSu/jqS2jhYbEUCWBMpmudh5fnfU82UGrPbhnIrfQ6SyulvUkhvdWNwpEbSX6dt5ouGgiRaWM4aSzOawK95l9OcNsjeiX2+zGKO2VmFdujgvOTAe8/v8X3P3KOvChonXgKLLpO2nKdGMY1IXC8bPm94zmfvn7E3qjgXXsTPvjwLj/w6B5djBwmsHG4aHj+cMYzCdRsDwoe3x3z4fc8RIyRF47mPH8w52jZsGgdVmsmpeX8uBQ1j5c20wuHczbKjM0yY3uQ88j2iA88JK6P//r7Hj5TlYiv+X3PI2m9X1c97qp+hJV3gkuP9ZOInAGixjJKJSmhgKIVVwVWrSeXrubeQyYQqVv5XV8xAQFLfURCbg1We1qvxIU59GQ8+XsfPN7FVbpsbg2l0eQ2JzMqBbbJ+1RKrds+qa3XNKKM6lbk20jjQpKiC7D5vZfuvOnX5dcyDv7Tn2R7c+ObvRtf09BaMSwyHis2eWxvk7/47ode87nOB5Ztx8Gs5vp0yYuHM64eLbl2MuPZW8fcmNUczBsq/9bUJL51x+u1fO7387oW1BN3DXLztSbn8uaAR7ZHZNqgtdzurx4tuT2vabxHoxjnlivbQ3ZHBUdVx8GiZlo7qs6lOBThoHWRlfoJZMFTZoZRZhjmlu1BzqQUa5DoBdw0TlpEJnFxurSCsSaioia3ksFnTWoRe8es8RzVjpOlY97KokzIyFEqshasVYkPJ61ul+YqqThJVM6yhWUjitkmCGhxKmIiTEqYWDCWM21x6W7IfJrsImLvsUVSfMl8KmZ5kGWwN3jr5NcPFEfmGvs8sm2JqsP7TsznlMEYC1j+0R8d88t/tLzPhODYsIHLk8CwJOUVGVpn6YLFKkMbFK+cNkwTIUwBwwye3M15fCejc56b04Yb08isZeUT4vz9QwTP9n4ltjISlcjhjIqMbcelzZrCisyuS9kaXRCpmkTESzsoIO2BzEi0ukETVU/sEteCMlMMc4PVGaU1WGNTEGJIpkeKYWF5dGvEE7tjHt+d8K7dMS7CvHHMmpa68ytQYLUQug4WNbdmNdPGJY5MyVMXNvngw7s8tjPGx76CsuDWtOKkbmldYJiLzP2xnTGPbg5BwQuHAmqOK6nUZFqzMcjYGeZkRrNsPfOmY9l6MqPYHOT8le98jF//7EtJQpxIpqHngKTPQa1XCEaplKatVlydvlLSt4hAXquHlWulTkjyY5E0d6n9suKOJPKfUT135eynHZOfTf/TugW0UglFWallRpNbvdq/s8OmalNfcm6cp3aiNmoS8Fx2jqr11D4BFyfArDeyUgmI/c4XX+HuRuw3f/zdf+Xb+M9/6vte9zlvJkfmz8qICSAvmo6DecON6YIbJ0uuHy15ebrk5nTJi3eOuVN1TJcd1X2UlH/WR/ilv4H+hV/9pmw7TxWPLrCqik4GlssbA77z0g6XtkYYpSkzw0uHM75w64T9eU0kMswy3nt+woce2aUJkWfuTLlxUnG4aKidp7AqyZT92pcqSLW8yAznJwW7wwGXtoY8npSci9YxyixKQ+sjuVaMCkvVeWKEYW4orWGQWS5uDNgbFmRG7geLruOlozmfuXHMV+6ccnNWMa87tNZslhmPbI+4tFFSGMO89SwaJzl7TvxmNsqMraLgTlVx43jJF/dPuX6yYFZ3aKUpM82jmwM+cHmLK5tj2uDxQRZTy84xrVqqztNFUd+GKAuu2gUWrScSGVjFI5Oc/+iDF98SjswDBWTi5gEm02SmYJBNeP6g4ZPXT/jK7YpXZg3TpiFEz7L2PHMsngJrJC4ly0kO//Z3XeKvfOdDDAvLrdmMT7x0xBduL7gz77g5bdmfBnqCuwIGGTy5M+I95zc5qTzXTha8fLKgcTGBmLNJr/ci/5iyOkQmHYOiDVK6E6MhLwxyrQmBVRvE6MQozzQbpRbr/9KyOSg5Nx7xyNYGlzbG7C89t2cdp1WLC5FzowKt4HDRSgshwJ1FxaL1LJpWLKIVXJwMeO/5Db7z8g6P7U4YWM207jitOo7rWmLakSrCwBoa53jxaMHNWUXVeUa55dLGgO+4tM0HL+9waXOIUYqjZcu14wXXThacVA2NC2RGs1nmXNke8fjOGKMVLxzOeeFwDWpyq9kqpc00yq3csFvHT33HFT7y+WvpmOhVnolWUqHoY+9JJFbnPZ2DLgoY6RU43QrUxdVEEu4DPyFJC9U6fRylUu885aGoQPAQVMS7mGIeuC8w6ccgMwwyQ24NRilyo8XLxQtIWbSOZetYdoFZIwnldSdApZdDu8jK+yfTkuVktEy8v/bplx7oG9t2obn5936WzP7pRd63I5D5aoZP5PZF6zia19yYVtw4WXBzWvHydMn+tOL2rObOoubObMmi89T+foutB2t8M4FMP6QdzyoTz2jIjebcuOS9FzZ534VNyjwj04pl6/jMjUOuny5pXMBoxcObQz706B4Pbw54/mjJ8wdTbs9qTusuEW8VzvnkHCwVDKNlPtga5ZwfDTg3LriyNebKzlAccoFxYVPbO7JRZKDEW8poxaTMsFqzNyq4tDlkayAK1hgjx8uGL+2f8sc3jnhmf8rBoqHuHIUVAPWuvU12RwVGwbSRapJEE3hGecb5ScE4z9ifVXzx9gn/340jrh8vqZ0nM7LNDz26y4++5xLnJqVUemJk0TpOq46juhF7B+9pknNo7RxHy5bgHf/uuwZvPyDzT1/e53O3Z9xZdjSuRd0TgGG0prQ5W2XJI7tjroxL/tmzh/z2C6+WKRjg8W3N9z1W8vDGGBcM1046Xp52TGvP/qzleNmueDAKIcdOssCoaKjbSBNVygeSk7ILZxOuz97Q7gdwuOv3pYpsDlRqPyiGecakKNibDHj33hbf+/AeT13e4/Gd8YoE24+bp0s+8oXrfOHWCadVi1GKi+MSpRX785rOB6zWzDvHvG45mDccVy2tj2yWlsd3J/zg4+d56tI2uTX4ELkzrzlaNsyajjxxUHZHJQOruTWrefbOKfvzltbLCf/4zogPPLTFUw9tc34yYJQZTuqOG8cLnj+ac7CoqTuPVopxkfHI1pAndsaUmeWlo1eDmu1Bzt6w5MPvu8zHnnlFVDcxrg3kvF9d2C55pZzlm5wdfVVGqh0CKMrMoFYto15RJLwUMZWL1Gf4JK81cmMY5IZxbhnlVqotRqNTFcj7SO08x3XD0bJlXncsOseslspT7UVlF1IbzHmZ7KzRFIn7khmNVQptNL/z8S/zmdc5kx7E8b//7If4mQ+95w0//x0g8+aNzgeaTiqdR8uaV6Y1N6dLXpkuuTVdsj9rOFi2HC1qjquGk0VN5aK0FN7ifX0QgMzZYZW41Hp6R17FxqCQasRD21zcGGCMJlPwxdtTvnLnlNOqIwKbZc53XNriey5tc9p6njuY8tLRgsOqoWnFUbjnm/T2CsL3M5S55uJkwM6g4NLmgCf3NhjnhsoFRplBK0XlAoXVTIpMqjRERrmlsDK/PbQx5OKkXNlZOB+4Nav44xuHfP7mCS8ezpm1HZ0PbBY5FyclT+5NGBeWECLHdZta054QYVJYHtkaAnB7WvEHVw/4/M0T7sxrfIiUmeHK9ogf+baL/OATF1LHQCrd06rhaCmLM6VYiTVyFfgLG93bD8j89Ee+xGFdszeKPDS2bAwKzk9KntyZ8MHLW7z73CZN8Czqhsp55k3LtOo4rlp+74UZv/ml+X2zv8aZ5oOXt/mBx/coLTxz55hn9k+kVVIFln7NdFdAaTyXJguGueZoYTisi8RZ6Vf5rwVa1r/TGKkRpacOc8OVrSE/8f5HuLA1QmtYtn0KtlQHdhPP5aHJgMd2xpTZ3cS4Z/ZP+c0v3uD5wzmndUthDJc2S7Qy3JlXLDtHaQxKQ9MFbhzPuHZas2wd1igubQz5wSfO80PvuigJ2y7QdI4bp0uOqpYQIoU1TIqMS5OSQOTZwznP7k85qTpa79koM961t8FTFzd597kNzo0HbJUZi85x42TJ8wczbk5lXwDKzHJ5c8DjO2M2ioxrJ0teOJxxUrWEGPn5H/p2/rvf+cJd71NAyZr0O7CGQW4prXyvjRBeRV6sVp4vTSdtmkUnK4/Xk1YbrRjllkFmGeeWcZExzAyDTEt8g5UWU+siJ3XH0aLmYNEya1rmqbqyaByVE0uAmFo/fXyCVpHCWnIrgMUaQ2E1hRbuU+cj/+hjT3PrNffwwR/fe2mT3/+5H8N+ld5A7wCZt36EpFRrOs+s6The1Lwyq7k1q9ifLbk5bbg9X3K0kOrvad0xa1qmy5rGiy/I11sRfNCAzNlxduloDZTWsjcueN/5Dd59fotxnmGN4s6s4jOvHHN7XuG8zJeP74z5viu7nBuVPHcw49k7M27OKqYS4y0yZSm3rlSRvYhhZ5RzbiS+Y49ujbiyPaRJfJlRboQDFyObZYZC0QZxXp+UGSZVaR7aGLB9xnh00XS8eDTn09cP+Mr+jFdOFwkMKfaGOZe3hjy6PSK3hqbzHNctMUSWrcMYzc6g4JHtIY3zXD2c87HnbvHMnSmz2qE1jHPLBx7a5se//TLvO7/J0gkXcdk6jhYNh1Ur4Ed5vm/cvh2BzLPcXAiqy43i3MjyoUfG/MT7t5gMMk6qjlnrmdbihku0KGVx3tCmts3LJwt+/5nr3HhVkUY8WfaKhnedW3Jh3HHaZNxZZBwtM44rS+V7cpJa/Q0oLAp3X5b8WTb+elhge5gnebK0SKQ0CVuDgu9+eJs/98gukzwnKqg6qQtnRmONYm9UsjsquLw55Eo64VbvIgT+5OUj/sVXXuHGyZJZ00kfdVJQWsv+vGbadBRG8/+z995BlmZnmefvnPO56296W76rq9qou6W2QhaBhDTACFj8gNiZZYNYRrGwzM5sxC6zxM4yzBIBaDc2BoadEQwII5xAGEkgQKZbprulbrXalveVPvPaz5v943z3Vpbt6qrMqqyq+0RkZ3VV5nWfOc953+d9npJtUrYkR5bavDjfZNXXZKVesHhweogfeGA7u0erNP2YKElY6gQsdDw6QYypBEXLYLzkMFV1WO6GHFxscmS1SyfQTH+4aHPXWIW7R6vsGikzUSkwXLSI04yzTY8jyy1OrHVpB7rupaQmUzuHStQci6Wuz7fsnuBrJ5comAZmPrIYpXlQWqyt/7tRTDeIcKMEN4yvOJ4thaBgqpykKMq2SSknKhVbh7JZSoIQ+HGCF8Y0/YiGpysqTT+kG8R0gliX7CP9vOtJUZZqZ0yJyHdIEqU0GbWVomwbecSDbitFScq/++yLV3Mp3BJQwJd++n08umfimn5/QGS2NnobAy/UpGfV9VjqhMw1XRa6Pgstj2U3YKUT5IQnwg1iOmFE19d5QQkXe/tuZSJzIXoVeseQ1Ao2s7Ui903XmaoUMKQkShNePNvg2GoHN4wRAsbKBd48M8SbJuoseyFHltscWW6z6oX4cZwPoQtk3ibX65zEUJJiroUZKlhMVAvcPVKlYCn8OKVo6olaL06xDEnNNvHyzVMxr9I4pmKqUmCyWuj7e6Vpxqob8MpCg+fPrHFkuc2aGxDECY6pGC5YbB8uM16yUUpLD9woJkmgG0Y4ppYXTFUdumHM106t8PnDC5xp5q0nKRgtO7xz9wTv3z/DaNmhHUS65eWFdLoe91ndO4/IPO92+ejXFjm0HNAJ0/4YtBBQMCUztQIPT48yXnUAUCLJE5pTKnaEKQOyzCOIXQ4tdPj711KOuRbnyMa5SooipWRFyARiofBilVOdC6GTUKvKxLG10jtB6xcsodXn7fji36pKqJSsPB695zGpfQlsUzJTLfG23WPsHK5StQ2CKCHMp3KcfAc/VrYZKtjM1otsq5cw1TpPmzjmK8eXefLoAmebLm6UULYNRksOFdtkuePTCEKU0AKw6VqBM02Xp48vc3StQ5ykWEqyc6jM9z2wjXfvmSQB1rwIL4w43fRY7QZkZNimYrToMFVxKNmKUw2fQ0sNTjVcOmFMmsJIyeau0TI7hrTQeKLiMFK0kUKw0PE4stzm2EqHFTfov4exssOPPbKH//r0IV3ZiK4801rIpwBKlkHRNCjbBkXLoJKTlHJOXsI065sn+lFCJ9QCtYYXsuqGdMM4/4roRglhpDOSemOL+lTRwl2REyM7v+EoITAMqScSTO0GGiUpfhyTpPCZv3+ezwdXeBO3OH74TTN87EPfmk96XBsGROb2QE/ArKfqYt3e6gYsdnSlZ6kTsNTxWOwErHYD/vqn3nvLEJkLYQndfhkp2dwzUWPPaI1KwUQBx1bbvLzQpOFGJFlK0TLZP1bhkW0jlG2ToyttDiy2ONvyaPuR9n8SGSLNEFIbyZlK9NvWwwXtoD5UtNg1XGZ7vYQXp0ihzUe9KOlXaaQQRLnXTdnWVZqRosVUtchw8VyVJowTzjRdvnFmjVfm1/S9O4iJs5SKbTJS0t5fQwWLJMtoeGE/Oy6IU2q2yfZh/e8LLZfPHVng2ZOrrLgBHkYXvQAAIABJREFUSZpSMBU7h8u8f98079gziRTgBQHl9sKdR2S+sBrjpoogkbQ7Ll88vsKxtQ7d8JxsUwgdTDhVhcdm4OFZIPM52+zoRSrW2RRRImiHBmuu4kzDZDkwOV8cvB4pRTJsO0MIiyTV8/Y9AZ0CHEsxXXF4284x5jsBry02CRNdNRDAmhte1NYSwP0TFRp+jBdFWoCaF3JMKSnaBvvGqjyxc4yhokXNsemGUd+11TZ0+XGs7FDLrf5n60WUPEdoOn7IF44s8rXTK5xtuUS5LqbmWAwXLFbcQLdxgOGCxe7RCmGU8LnDCzx/ZpVOqKslIyWbd+0e50MP76ZatGn5MWue7q2fbZ1z5x0u2YwWbcZKNnGacarR5fBKh8WWRyeMUVIwXLTZOVxipl5i51CJiYp2P7YMxZobcHi5zbHVNvMtn5951738xydfo2StIyk5OdHfDcqWSdkyMAz9vsM4wVtHVPw40UJmP6TpRbmYNhfXhrrNpF19oUdVtM8CuUGepGAYOpJe6daSBExDV1cs2csySQkSrdIP4pR/91fP0b6O8/5WQt1RfOnDH2B/PjJ/PRgQmTsPcZJiGor/+S+e5W9ePsHhFXdDoiVvBkyg5kh2Dld50/QIM/UCppQ0g5Bvnl3lbMsnirXz7Wy9xKOzI+weLrPoBhxZbnNoucWqq6dIs960pJAIqTdPRUuhhKRsm4xXClRtk6lakb2jFWxDEia6SgPQjRKsfNgiiBPtl2RoTy7bUExVC0xWCufJFFp+yJGlFs+dWePocpv5jocfpRgSqgWTkaLDbK1AwTKI4pSGH5Jk0PYjBILRssWOoTKOoTi42OTvDs7z2kKDdhgj0FNRb5qs88F7J9mn7sCKzP/61TnaccKQA6PFlG31mNESBFHAk8czXjirU5rDJCHtaVFEhq0SSoYOA8vQIWFhbpncD6DMtN7BS3tk5nxBrQDGSxbv3D3Bw7OjnGp1efr4IkeWW3Ty9GxDgG0qpsoOD03UONbymG/5ubFaShBElzTK2uVAbbjOUtcniBLtypqP0hZMg+GixcMzw9wzOUStaFK2TFp+RM96yFS6dDhasqk4JjuGSkxXi+ftihfbHp8/vMDL82ucbflIkVG2TCqOyXDRphtErPkhYZQyVLLYP1alaCqePLbIU0cXOdPySLMMx5DcO1nnBx7cybfsHCPJYKnj66+uz5ob9qsSk+UCIyUbx5C4UcKptQ6nWx5LbR8vSjANSc02mKmX+m0yTWocHFMRxjG2aV60qMW5b8p6otINYlpBRCuI6Kz76oZ6JDCItcV31j/cmgz2JpNsJTFzwz1LiTyyXo9sWz39ipLayyX3oYmSFDdM+PRnn+Uz3Q051W9J/Ku338Uvf88TGxb+OSAydyaE0BXps02XT3zzBH/8/DGeP72Kt5XH8a4CRQNmaiXunaiyd7yGYxi8ttji6HKbThiTZSm1gsX9U0M8MF3DUoqjyx1eW2pxtunRDiLiJNUTmlmGUgohMoqGwlRaZzdSshkuWAyXHHYOlZiuFQkT7TdVtBRuqNvftYKJhP6mrWzrqs1w0Wa6qu/Xves4SVMWWj4vLzR4aa7B6UZX61uSNHd4txguWszWiigpcKOYjh8TpSntQE9GzdQcZmtF0hS+fHyBLx5d4tRaFz9OmSqZ/Oa3bbvziMxHvnmIs52IDD39YihJ2RL4QZdW4JNmGW1fMd82aYYGMYpLjUMrMhyZUrAEtYLJ9qEij++Y5MHpER7ZPkWWwUe/eoTff/4Qp5sX+/c6SrBvvMoDk0MkwAtzK5xe6dKNdJiBIcFUitlqgdm6w8mGly+8ujm14kYXtaiqFjwwM0LDjVjzIoIwxk8SELqsWLVNttVKPLZ9hJFKkYmy7lt6oRatGlLmwlFNaMq2yc7hEpN5XlEPR5ZbPHV0kaMrbc62PCylJ6TKlsloyaITJnTCCC9MqBcs7pmoUHVsji61+dRrp3lloYkfJ0ihW3nftnuSDz4wy3i1iBtqsrLQCVju+rmrr6ReMJkoO9iGQghBx4+Ya7vM52ZgcZppzY1pMFlxmMlbZZPVIjuGyxxeauWl6ZiWH9ENQj2mHEZ0g5huFOEGyTmhdXbOY0ZK7f5r5GVZy5CYUk8DGVKQ9UyqhCYwdt4mkvlod5LSJ01uGPHrn/o6h25c+vyWxs5agSc//O1MD9c39HEHRObOxIXHfc0NePLoPP/16cN84dAcjej2OCccCTP1AjPVIkVDseqHtAMd/mobugXz8OwQU7UiS52Aw8stDi61dZUmjvM8NH3P12GUiqKtp5kqlslEVcsHpqoF9o5WMQxFlJOPLMtw8ypNvaCrNL3qvp3rAyerBaaqBQrmuc28F8UcXW7z0lyDQ8ttljqeHimXgpKhKNkGY+UCk2U9BNIKYrxQDzu4UZzbb5QZK9ksdX0+f2iO48tNfumJiTuPyCyosxxeafLx51aZdw3c2MCPVZ7OKXJLeh2SJcjI4ky76tLzlFH6vxJspRgqmNw/NcT7903zgXtn2TVSRq5ry6x0ff7ipZN89MmX+eZiB++CaooERkome0aq2EpyqtFlqe3ixloGbEh9kk1VbOq2ZNFPiOMMP46JopjOJaoz79kzQZylWt3d9fGjlDDtmSAZDBds7p2s8cD0EAXLZFutSJimhJG2zncMLYq18hn/sm2ya7jMWNnpE5o0TXlpvslXji9ypumy1PYx84pDpWAxVrRwoyQ3OEoo2yb3jNeoOiZN1+czB+f4+skVlrsBKVBzDB6cHua9+6Z5z95JlBDMt32OLLdZdnWVSQpBOc9oqjqm9lBJM9q5d81c26XtRX2RmyklExWHn333ffzy379IJ4wJk2TdZ3/O0FspgZH7vpgqvyBNgSV1G6jnzNujc07u5+IolZMZXeUJooRulOStpoyf+4tnb9ny9mZCAb/8nW/mZ7/1vg2rwqzHgMjcmbjcce8GES/PrfHbzx7mL188xXx3Y5LWtwokUDT0vUtKia0ERVMxVS/x4PQwd41VUQKOr3V5Za7JmVaXtq/vhwLtq9Xz2Crbhq4qm5LRkkOtoCUEu4bLTFYKhKnWZJYsbYaXpBlVx+x75/QqOFIIhooWU3mFvFfdz3JX91cXmry60OB002Wp6xNGWmhcNLW4eLpWoOqYJGnGmqcrSu0wIk4yJqsO2+slygqG/eU7j8h8zye/ydlujImkmL/v3tqWAGkmdA/RNJmtl9g9UmXvWJXdY3WmyjZrbsDfHZzjmRNLLHYDbeGM3rHrBb/E23eN8d33zfLAzAhVRxsLdYOIZ06s8NtPH+RvD5xi+RK1TkcJpioOQkpanocbpPi5F0OP0ExWbEQaE6DwwoQkTWgEFy+Vdw3b7BsfYs2Pabia0Hi5p4khtXfARLXAY9tGmKmVKFragbITxZCBH2vyYUjtSzNctKg6+mQeKZ07YcI45munVvn66RUW2z4rboBj6ItpqGAxUrTwIm3I1g1iqgWT3SMVao5JmCQ8c2KZzx1Z4HReKnQMybZamcd3jfJP751l50iFII45uNTmxJqeZgIomoqRkk29oM373Cjpt4u6YcxC28OPE5IUfum73sIvfOp5TVbyHYilFKYhKJnat0UKrfbXPjI678RQIu8DS2yldA6T0OPPfpTgxVof48cJf/n3z/K3zQ08YW9jPDYzxGf+h2+nVnA27TkGRObOxOsd9yBOOL7S4c++cZTf/fpRjqxcysX99oIF1AoG+ydqvG3nONuHy6x6IQcWmxxcarPmhXhhRJzqDCaZSw2KttYUKiGoOBYjRZuqbTBRLXLXaBlDKpIso2BoY85umPT9u/Rgg8Ay9D3UVNrXZqpaOM/DLE5Sjq92eHm+yZGVNstdn5VuoIdv8la9YxrM1go4psSPM5qe9h7rBDFVQ/K+sfTOIzIf/ORrzHV7dX0tsy2bgm/bO8GHHrmbd+8Zx7Esjq92OLDU4uhKh7MtV48vo8Wbtfyg+nHCq/NrPH9mlfmOr4lFXq4rmIrJisMDM8P8k33TPLFznB3DJZIMjq60+dgzR/jkNw5zpBEQXPDpKKHn6A0piKMYL68KZeRp04ak7phkcQyGiRvFdP34ogBKS8D3PjBLy9cjjssdj2U3xAtTUjShGSna3DVW5tFt41iGrsCMlx1aQZSP4yXUHAsjz+2pF0xqBYvdI5W++yNoQfCXTizz6nyD5Y5PKwgpGAZRmjFecRguWPn0ka6i1ByT2XqRqmMRpylHl9v846F5Di23Wen6OnrAsbh3ssa79kzwnrsmqBVtTjddXp1vstjRbSdDCcZKenrJUJI4SWn4EUmusvfjhJ94bC9//Pyx/JBnxHlcQC+awJLaNtw2dOtI5FEEpFor1SNH3TAiTFJ+8RPP3tLeLDcLRUPy0e9/nB94ZM+mVGHWY0Bk7kxc7XGPk5QzTZd/PDjPb3zpFV6caxLeIaeLAsbKJvvGqtw1WkMIOLHaZb7j5zEzWkRsSN1CtwxJxTIwDYFtGAznFfGhgs3u0TJjJUeH3gpdBWoFepik5lhYSuRVGj0RKoWgXrCYqhYYW1elAWh5oa7SLDaZb+uJ1nZu0+EYOman7phMV7WephvFhEHIO2q3gSHeZz/7WT7zmc/wq7/6q1f8uR6R+eefOcKJTqwzgdaPwtIL/ANbaU3GXaNl3jI9wuM7xpip2sy7MafWtKOlG8VaP5Fbxcdpynyjy6HlNnMdbeefpKkeoc5NifaOVnnH7nHes3eau8cqdMOYT792hj9/4QRfPTFPK7jYEMqSeepypsO3es2QHqEpmgqRxCTSwI/iPA37fLx90mHP7AwLbZd2ri1puCF+rN1gtZeLzYMzw9w/VSdOYVu9SMkyceNzFZqhgpnnZGhDu97oXq/qBFoQ/MWji5xc67DU8Qlz90gvSpmsOgwXLTpB3HekHC5aTFcLOKZBmqacarg8d3qZF+ebnG26xIl2m5yoFnhoeogP3DPD/VN1kjTj5fkmh5Zb/ZHq4ZLFRLlA0VLESUYn1O63/+yRPXz8uaPnqiuGvqC0YZS+kKLc5M7Nx6a1APdp/rL1hk/JAS6BD+yb5OM//m7KhRuTVjsgMncm3uhxz7KMxY7PcyeX+H+efJWnji5e1P6/E1BQUHUsyrbSoY2pjmbJ8vRtne2mqNiKkmkhBNQKVn9jO14pcNewllVkaHuPJE37VZp6wSJONKMx5LkqzUTFYapSoGSfuy+k+aTqy/MNjq60aXohy25AmmaYSmEq3cIaKzvMlkz2GZ1bm8j84i/+Ik899RT33HMPH/nIR674sz0is/4Nv3hmhY8+fYAvHlnmVLNLN4iJ0p4fS/7iyUdohaRoqdwFuKTn4UsWCp18Heajw3GiA/lWuiHzzQ6LnUAzxzhBSomltIHabL3IQ9NDfPveSXaNVDi51uXPXjzJFw+cZK6TcGEHV9IPPs3V4hoKbexnGwqZxYSZpBNdXCytGvCjb9lLIwxpBxFLbZ+5tkvLjwhizZB6WUaPbRtmslYiTWH3SBmE0FbRebDgUMECIShZOnBstGSza7h83sl4bKXNU8cWWerkYtwsxRASL06YrWlTpmYQQy7mnag4TFYKmuCkKfMdj4OLbV6e04ZQLT/CNnT7bs9ImW/ZOcZ7900xXi5wquny8nyDuZZ2KHRMxWytyGjRJgXetnuCr59aRqBV9G5eYWkFEW1fk9rf/odn+cYdMOfcI8I3CiMFk9//Z+/kvfdM38BnHRCZOxXXc9xX3YADCw1+40sH+JtXTl+yZX8nQdBTheo10DEFBdPAsUwKlkHNUpimia0E9YJNzbGoF012j5QZKTp5UDE4xrkqTdUxsZXsr2G9Kk3Nyas0Zfs86w8vjPtVmoW2RyeIaPhasWopiS0zvmtC3NpE5lOf+hTDw8P80R/90VUTmalddzFaLWFdJnjuxbPLfObAPH/38hkOLLd0aGEeLd4jOD1yI4XANgRVx6LuWNQci6KtqFgGRSVAGXTCiIYbstrV2URuGBOmMQKJUoqSpZgoF7hrtMK35F4vL8yt8JVjK7x8doVufHW23YpeOBlYhknbiy5qNQG8/+5J9k/WOdvycMOYU2tdFlpuTrZSDKV7nPeOV3l0+ximqZ1qdw2XCJK0325SQk9BgQ4jswzFRKXAzuFSX6neEwQ/fWIpd+8M9chymuHGCTuGytQKJq08W0RJkY/9leiGWlm/0PI4utrh5FqbQ0sdlroBaZrkVa4C90/Wef/+KR6cGUEALy80OLTUxotipBRMlAv88Ft28VtfPYifJz///F9+nYuTs24/nJMy3/jMGwX86Jt38Bs/+FYK1o2pwqzHgMjcmdiI494JIo6ttPndpw/xB8+fYL67ce6TPVOOW31oUaBHwiu2xWRV+9DIfIqp6pjUCxbjJYddI2XdqhcCx5A6N8mPsQ3JUNHqu5mrvEpj5JvaqWqBsn3+fWO+7eqJp6U2bhjT8EJMUr5zgluDyPzJn/wJv/M7v3Pe3/3SL/0SDzzwAE8//TQf//jHr5rIPNO1CTLdHul5oFRtk6qjv2qOSb1g9olOHMe8NNfkHw/P8eWjc7yy1GG+5eHFiU4v5twiIUWecaHO5fc4SmFb+s9KKMI4xI+hFYQEUUKUJYhMq8Vt02CkaDNbL7B7VKvMX1lo8srJRRoRF1VpLgWB1tjYClIkXnwxDRoCfvjx3WTKoOuHLLR9TqzlZn9hRJI7/45VHB6ZGeG+yRphqiMRZmrFnPAIml5MydJW/SnkfVRtkLRjqNS3se4Jgp8/s4ofxbQC3a7SbrUJu0ZKVB2ThheTZRmmkuwbqzJbL9HwtanTcsfn6GqHhbbH2YbLyaZLN4x00qxhsDPPInnv3dNMV4u8uLDCr/3pP/DXC7eWbfn14kLlieRiG/fNxvaawx9+6J08sfPa4gU2AgMic2diI4+7HyWcanT5s+eP8F+eOcqJtY0VBiv0GHWagXcbnKqWgLpjMFyyGS8XtJSgVKDmWOwaKWuXYCm14awSNAM92VkvmDhKC4cRgoKhdYoVW7vFj5ed86o0UZxwcKnNywtrrLS6PFYKbg0icyW8USLzvO/QjgRhkhLlo2eGEn1r+B6uRHQcITiw0ubJY4s8f3KZV86uMu/6dKKEMNa+IevJjf6SKElfmyFF/jNZRpImZCjiVC85vRHgesFmpGRTtg38IGKhEzDXdPHTq6/SSOgLhS/EO3aO8cSOUVphTBDGHF7pcLrZpe1HdEKd21G0FNuHyjy+fYyZuh7Tnq4UqBcs0ixDCkHDj6g7Zt/jpZfgPFPTwWG92IOeIPjAQpMw0Z44vbj2MEnZM1yh6hiseSFpngt1/2SdPSNlVryQM8sNXlho8PWTa5xqeqx2PVbdkEZ45U/jdiYygvMrL3DumN9oWBI+/LZ9/J//5M04N6EKsx4DInNnYjOOe5yknG15/O0rp/j1Lx/g5fnWhm8OTAElU5BkGX5061dsgLz9A0OOxVTNYe9Ynf0TNe4eqyGl9t2yDZ0X16/SFMzciFZLDiylN/njZYfpapGKc/59ZaHR4vSRQ3cekelWJkllL/BKBwd285RhP44J0zzbI06JknPqbSM3P+tNW6wnOjXHxBAZJ/Nk5tcWGxxf7XJqta3HdNOUOKHfnuq3ptD+I1lfdJz/N1+XM7TLrykEtimp2IYOh4xiGp0AN7263faVWgvTZZO375li10gFP4pZaPscWGqymLee3DjFVHpce+9omUe3jVF2DASSHUNFbNNACC2aa/kRoyUbUykQGSXTwFCSbfUSs7UiRk5oFtseTx1b5ORal2a7w0I3ZrHrcabp0QpiRKbbV+0gJIhTojglE/A6fOWyuN2ITM83OiPXTWX6fOrpvG/G8v2miSq//yNv5b5t4zfh2S/GgMjcmdjM456mGQsdjy8cmuM/fukAXz+5ctHE6UbAFlAvGIAOLu5GyW0zIi7R1Zh6wWbfaJWHdgxx31iNetnBkpKGr8fA645JwVT9NdPJqzTl3KRvouxgKHlJ7etm4dJilJuEQpKwbayGMiRRkvUDq3rhVWGeJNyzuvbjlHYQ5ZMsunLQs0+eS7y+8VqvqlNxLB7dPs479yjI0At0w+VUw2W+5dIMItodjwQI0owkyy++9ByV6Z20GdofRQCEsNwNMUV+MtgG5SwjSTOCKL0ig7/StXa2E/EnL5zkgckqj+8cZ9dwhelagSNLbQ4ut1hzQ9p+yJob8MLZiNNNl/snNLM+upLimIodQyVknn/kxwmrbkg78Dix6jHf8mj7MWteQJjkk0GBNsnrxQOkr/MaX/dN3GToxNnNQ0901/tzj8Uoqf8YZ3CzDEtLpuTnv/1N/Oy77zsvQX2AAW43SCmYqhb5obfs5r37Z/nK8UV+/clX+fLxJdqXGLC4VgQZLLi6pupImC3bGIagFaa0vXBTyNONQgq4SYbb8Tnb8fnc8UW9nuXVmNlakXsn69w/Xadm2ziWwXDBzH1p9CRVJ4g4stxmvOww6ty4e84W85E5tM5HRqNXnldCn6yG1CPVtmFQsASO0kGDlqHylGKVG/1oG3oDiTB0uypJM+1RkkLKufFrQwlMKQnilLWuTzOIafoBbS/Cj2KiDKIoJsnO6W7SjItGxC+FXkvhej/k8aLB7tEab54ZoWRLVrshh5fbnFjt0A0jlj19cdmAZYJjWQj0xFac6Nj4OElJyUjz63or7CTSX/sQ5s/9bv/zuZ7X1FPxb3bpV6HPx95rlZyLS9DTVze3/CyBJ7aP8Hs//k52DJdv4iu5NAYVmTsTN/q4t/yQ506t8OtPvcbnjsyz6m1eU7esYKJSpGApmkHMWtfHjbMtcY/daEjAUIKKaTBcspipFXh02whv3TGKYztkWabX3yy5YenXW6oicyn0ppHSDEgygiSjG6VcjdKgR4JEXimRUjsDKyVyYiSRCKQAIUV/Zy1FbgutJI4wMRJtUBemKXGsbZ+llKgsI06z/mu81CW6UZftohuzeHKFZ06uYOQutmmWEafnP0cABBG0o1vH5vtaetqmBJGbOUU5wex9bQYMoassaW7zDRkqA6n0kwqliOLkspqnG4Xhgsm/f/+D/PO37uvrnwYY4E5E1bF4994pHt85xktn1/iNpw7y2UNnONveuEmnHjoJdBouADVTsL1WpFpydBSNG9D2o9vG1C8FwiRjJYlY8SMOrXT5/NFlDHkAWypGSnpa6tHpCj+xp3RDXtOWIjLfsXeMP35p7pLGcaDJSEHqBSUBwjiPLrjM4/XJRZYvlkm27n/gckvohSJNybm/6P19mj/r5QjMZiGlp0e5Ta6KdVCc377rQZCLrMnIFISRrnps5scg0Ep/8skFJTVx1ARY/4yUiiRKiDL6YvCbBSXgO+6e4j/94FuZqd+Ym8cAA9wKKJgGj+4Y46HZEV6Za/DRr77G37w6x6mGuylTg80oo7nSRax0qVmSnfUy9ak6DS9kqePTcAO8ZGtUxDcScarvg92mx8mmx6nVNj+xZ+8Nee4tRWTaQcb7791GxZYcmFvjG3NN/HVnWgp08213WcL9k1XuHqthWQo30EnJ7TCiEyZ0/ZBOmBDECWGaaEFvem7XfqX1bz056S+stx9vuKEQaKIicuGrhf5c1++Neoe6b6gkMlAZcap0OvWlWM4GQqInFKSSZFnar3opQPXC2wxJkujzyY23hinXVMXmV77rUb7/zTv6ou0BBhjgfJhK8uDsMB/5vif4l0stfvvpQ/z5y6c4sdzdlFZwBjTClG8stpCLMOQo9oxUuH+qTsOPWGkHLHY93DDd1GrynYAtRWS+fHK5r5FZ75Z7KXRSeH6+xfPz5/vUm4BhyAu0KRIhQYms3z4ig5SsP5XUa91mnP99gDeGnryrt8T3KlgZeTMw/2DXExglwFGSkgFCghdLulGM3/+lzSEMvXPMUrrlmGW65JaiTwpDCFKhp9MyIfC8SIddbsqreeOwleC/edM2fuWDjzJRLd7slzPAALcElJTsm6jzH777EX7qbfv4va8d5U9eOM6Rxba+52wCUmDFT1g500ACowWDvaNV7pms0fZjll2PpY5Py9UtqK1yj7lVsKWIzHqsr4K8ERfUCJ3NYwNlW2KaerZdSIHv+ohMr429RTXNNldbcSdAcu64XPg5rj9eYt13WwmqpmQObdbXjWK6fu8nN+9oGGjyYuYBlGQZQuoR9SzNMJRCZSmGZWrhbhTRDmLiqxB23ygIYPdwiV//3kf41v2z5xlSDTDAAFcHIQS7Rqr82+94iP/uCR1e+7GvHePQcpPuJo4apsCiF7N4ahUJjJcs9o9V2DtWww0TVr2AhZbHWtfHywXDg/XpythSRMbgfLLS06qYAmwJlaJDvWAiFXT9lFYQ4UUxXpRedKADIAhSCDZe2DXA+bjai+w8UXKSsZjofUcj0MLt3qj0Rtr291paSmnPoR55kbnmJUlSLGWQkeLYphZ+Z9oKPUhfvw15o1EyJf/isT38/HsfYrTi3OyXM8AAtwWmayV+9t3382OP3MVffPM4v/XsEV6dW6MdZZt6/afAfDdkvruCAUyULfaNV9i5Y5QgTml4AQttj6VOQDeMibfgPWkrYEsRmdmhIqHwiaKITpgS5rvgIIMggVbb50zbf93HuV70BL49n8KeA7Blm/12RJYJ3foSOoNUCN0i0d8lUgodGpmb0sk8qXS10WQ10oLdm+Hwei1YTzDWk4wLqy2Xurgk+nOB8wM1e/+WoE/CjHPl1Ou9SCVgSPqTZwIJWYqSkjS32pb55JFlW1gKZCZwo5hWmN70yaNLQQq4f6LOf/rBx3lk2+igCjPAAJuA0bLDT37Lfr7/oV18+tXT/OevHuKFMyu0gos3yxuNGDjTCTnTWcFkhamqzf7JOm+eHSGMU9wwYr7ls9DxaHoRUZrdVKPNrYQtRWSOr7ksdG+cA4cN1AuK8VqRYcfAsWwsQ2B/wRPgAAAgAElEQVSgECIFqfLgrFxLI4BMkJHp3CGp49OLlqJsaT+bsmVQcSwOzTX5yqkFTjc92kGswy2v8FoEesTXMSUVS1IrmISJ1IZ/QUyQpFxmmGvTsd4E8HIv4cIqWj6VTD41f8X3vhGEzgAMlT+3UkgEgpy8oIknAiS6fWQoiZKKMEhoejFhsnV3OjXH4H98+z5+5p33MlQaVGEGGGCzUS/a/MjDe/ju+7fxDwfm+M2vHODrp1ZY8+Ibol+JgJOtgJOtBUwB22oO903UuG+qzl1JjTCOWXEDzjY9Vjq+Xh/u4GrNliIy1wKJ9hSxBZi2SRxFfUOynpC357iadzL6J2IALHgJjaBNwTKYrsfsHqowVrWpF2ykEhh55kQxJyoly6DiGBQNk5Jj8LevHOfzh5c4vNyh6Uf4SXpR5WE9FDrjomiZzFSLPDA1RKlg0PIiwkSLTbMsxTYMDs03aXrhTSUxbxR93x82P9nZFGAqgRQSKXXVS8dWCFIgSWQeFXDuOColyDJB0/Vxo5Rkk1/j9cAU8Ni2Uf7v73uMh2aGkfIK6vcBBhhgw1G2LT74wA7et3+GJ4/O85tfPsRXji2y5oU3zBcmyuBow+dow8eRsL1e4J7xGruGK8zUyySpdhU+3eiw2A3pBvF51Zo7Abc8kUnR47xSSowUqkWHsinxYmh4Pl6kSUC2riRwoXg4SCHwYxrzbQ4vtCk5JtOVAg9O1nhs1zgPz47x5OGT/PkLCxxf67DqRgRXQVh0dcVgslLkLTNDjFaLtP2IdhCRpimpEIRpighirDTk1aUux9dc3QvNLm7dmBJKpkHVNjDSgCOdrX2mbvSrE+jwQ1Np12YhNElRQmIoTVyjfGci89aSbRvYeX5Xx/dpdxOiPAdrvUh5K0EAYyWLf/Ot9/AvHt9Hrbi5rpgDDDDAlVGwDN63f5Z37pni6ROL/H9fOcSTR+ZZ7gYEN1CJ66dwcNXj4KpH0YAdtRL7JqpMVAoMlxziLCOKUuZaXU6vubSCmCBJblpMyo3ClooomNl9N6YQPPH/foqjjesT6UqgoKBuK0zTYs0L8JJUe8lkWnMAnJuMEq/fArkUDDRhqRUsdtaL3D85xHitSBCneGFEO4wg0xWCLM2QSjLkmCy5Ls+eWGGu5eNFyUVxBxKwDclUxeFtO8f56cd30gxifuf5k3zp2BILHZ/gSkzqFsGVQiN7bSpbgW2o/LjpFpEhJZYSZJmOYUizXIuTpRQsC8sQ2oUZScP1CBK21OTR5WArwbfumeT/+u63cN/k0G1ZhRlEFNyZuJ2OexAnfPPMKv/lqwf5uwNzLLY9gvTa7i8bkQdXMgS7hkrsHa9RK1hECSRZSpZlLLRdTqx1WelGuGF8w7SZUyWTT35w762ffn216BGZk7JOK1eJCyGYW23xkS+8xnKwMR+9CdiGHsV2o+yKFZUroWbAm2aG2T1aY6LkIJTAC7WOpVfpSdIMgaDiGDimwYsnV3lhYZVVN+xXc9Y/vSGgbBvsqJf47vtm+NFH7qLhhbxwcoWPPXeMV5eadIKIS+WfbXYw4mbiQiIj8y/H1EQl4Vx0hJKSkqFIRYYfpcRphpIC0oSiZWGbEpGlBJmg5Qa4cUKUa182YyJqIyEFzNQK/Nv3vokfevNuyrb5+r90i+J2WtAGuHrcjsc9jBNem2/wW88c4m9ePct8s4t/ja6967cs1/opCaBsSHYPF9k3OUTRNknTjChNMYRgtRtwbLXNmZZHO9jc5O47lsj8wjNLZMpktGRStMz+QlW1TRYbbf7mwByr/o21Crpc6KMCTAUFUzFRKTJWctg+XGb7UInA7fD1uTYHlzus+SHhBeFhPcv94YLJ/ZN1fuKRXTy6a5KGF9INIj7xwnH+7rU5zrZ97Up8QVsMtH5CAEIJTNELvhQ0/CiPMLi5UGjiaFqKOE1J0+ySYrT01z6E8XO/iyXAsZUmHKJHXoQmL6YiyzL8JCWMU5QUCKBgGxSVxBDgpRkdL6QT6vcfp+cTvJt+kl8BRVPyXffM8L9/x0Psn6jlWU63L27HBW2A18ftfNzDOOHQcpM//NpRPvHiaU6vtfGTaze26w1LqNwJ/VoggKqpuHuszK6xKkXTJBO6/W5LSTeMObDY4Ohql3a48evqHUtkfuaLp2lHum0wVLDZNlRgW71M1TExlB5pNpXktbNr/PlLJzmzCeFfl8PldvLrR5Iv90H22kRjZZu37xjjf3rHfirlgiYuYcyJRpPfe+Y435xfo+3FBOnFj9QbUe6JWk1DUjQVlsgIUkGQpPihTui+Ga6QKn9thhBIKfJYq6yvZdHfRf9nM1IEsPIffozJf/tHxGmKEHo0TClJ2dKTR26c4EdpPsKdUbQMCqaBZQr8MCNIElrdAC9OCPPS7vrqyxbgdJeFErB7uMz/8b77+a437aR0G1dh1uN2XtAGuDzuhOMeJSnHVtr88XNH+dMXT3F8pa11mm/wcS40V+itM6/3OIpL3/8lULUV941VmB2tUjAUQkiiJME2FJ0g5JX5NY6tunQuVfa/BtxIIrOlxL7T1RLHWgF+lHC27bLi+ry22GKkZLO9XmL/eJUnjy7wzbk13OjGurBcaez4cv+mgL1jZd531xj3z4wzVXWIMjjccPnCs4f57KEF5ttenuZ9id/Pqy5plo8VS/rViCRNWfMSkvxXb/aCnUA+LZZBkvW9XESWkUkQKITIkEJ77pCpfvhimqZYSlKxDQwp6YR6JFpKgchSypaibJsUTRM3jgmihLVOQCdOCJKMJD2neeqRmCsdl5sNAVQsxQ89tIN/9Z77uWu0ettXYQYY4E6AqSR3j9f4X977ID/6yF188qXjfPz5ExxcbOKGVz8luf5+3tvEZuTmnlLfay9FWNbn1UnOEZ8UaAQJXzrdQJ5uMFQwuH+8yuxImTiTlG2Lh2bHefO2jLYX8upCg+OrXfybvbBcJbZUReZAUuF0O2Sh0eLLJ1Y5sNzuT/Dcajin6wBTCCyZESMJ4vSqFOT91G2ujolvRfQuJpEbCqpcoGsZBrah20jHfuH7eeiXP0kzjOkEUU7eMmzTpGorSpZBkGS4YYwfJ7S8EC9OiZJM71LWlcpuhc/IFIJ7J6v84gfewrv3TlK0ttRe4obgTtiZD3Ax7sTjHicppxpd/vaVU/zBN07w8twabpD0TTffyKdhoe9xuTk5Rr5ARK8jMu7dYS51fzSAkZLJfWNVZkaqSCEwJbhRShAntP2A1xaanG0Fb/j+esdWZP7NXz/XD418PZhAxTHYXitSL9koqYiTBD+KaAYxcy2XVpDetF15j8imeZXCTdb/7etjvdPt9aA3tp1lbOoIniFy4pVfZb3WjpK6VWhIiRKQIYjTFOIMS+mx6PmOhwSKpkHNMajYBmkmaPkRS52QbhDSiRL8OO3PzQs0ObqWSbNLYbMF0xIYKpr8xMO7+el33MvO4dKgCjPAALc5DCXZNVLhJ79lPx+4bztfOLzAx752mBfOrNIJYqLs6glNmH838wnNBL2+SMBQAkHGpSSk6wmIlZOgaN2/LXQjFrorGMdXGC1bPDRdY7xSxrAMhgomZcfGDWKaXsChpQbLW7BMs6WIzJVwoeg2Alb9mFX//PTrnshUSChKLfq809KWTAGWITClyhfLjDhNURmEl8il2gjEGTgSbFOTlh7hiNMMJQSWgoJl4pjaLbkbJsS5Fmis5FBzTLIspR0mrLghbT/Ai1PcKCFOzlV1ZH4hhlwceXAt6PWUN/PStJXg0W0j/G/ve4B37J6gYN4yl90AAwywATCUZMdwmR99uMi7907yleML/P7XjvPMiQXaftyP47maW1qE3pSqTBOTVECaZqSZ9tkyhCBNMoJLPF7PxE8CltI/1yNIMTDfCfnMwSVMlpis2jw0XWesUqZoKUZKJvWiQzcKmW/6nFnr0N0inOaWuaNe7ZqV5F83XTRyA2EIcAyJYyq90EPfL0cIPc5uSIUipaBMwjihG1//B3RhFcNPwQ8SKpYmLyLTF5UQGUGckWQRUZJRLZjcNVqkZEvOAoYhWfMi/DjGDUI6YaqrL3mVR+XvMUzP7SSuFz0Cs5nCaCVgrGzzU0/s5b99fC/bh8qb+GwDDDDAVoehJNuHSszUdvLWnRM8d2qZP/jaUb58fJE1X98fr3bSMgG8nP2UVV6dFoIwyZASClIiREYUZcScf69OAT/fCSr0MEoUp/37awScagWcai1gigWmqw5vma4xXS/T9g1GijYz9RKrrs9822Whc+OihS6FLUVkfvad+3llscXXT61youHi5kZxPfTyiOx87Nk2FFnuz9qblQ+TjCjNcoaa3RImaNeDoqFdbmU+VqeEQEqJZUiUFDhKUXUMqgWLej79ZSpJwwt57uQqC+6116suR4XaYaoNCU39Gsi0GWBCih8FuFFMww0p2/r0W267dKIEL9TiZSFAKYEBpFmGn3FJ/5xrgSnpO/tuFgTaB+ddu8f51++5nyd2jOOYahOfcYABBriVoGSP0BR4eNsoL82t8ofPHeMLhxdY9QKCOOtXaK5m/erkN7SCzLANCDNBnOjqu1KCktQznEHMRdEKCeDmG1s7lwJEcdqv1EQZnGj6nGj6WHKB7bUCD03X2DFUouKYTFULtIOIU02PtY5H+ybYCG8pInNstYuhDN599xRly6TqmLx6dpVnT69ypuXhxXqh68bQjROUSLANyUjBYNtwGUMKTjfdvsvi5SCBiiWpWCbdKKAV3JyR5Y1A7wTsTQmVLIPhksGOepV6waJesDDU+cN8XhRjGwYPzg5xcKnFqTV3w99/CnSjFEWKqfKpokz3cb0oxfMjOoFe3Be6IVnutmwrLQoM4gw3f6zr1a/0dEJhunGE6HIwBMzWivz0O+7mRx7azXS9tLlPOMAAA9yyUFKybajETK3Im6aHeXW+yZ++cJy/PzTHUtvTYcM5L7iaW5eX6i+TjJIliOKMBAjiFCFz2w4BaZrgJxeTmiCFIE1RQEEJDCkJoqRPasIUDq95HF7zsCXsGCry4FSVmlOmbJlEwyUWOwFzLR9T3DhCs6Wmlp5sGiz7KW0/IkgSvDDWI2e5F0nTCzi+6jLf8miFEUEe+nc1kOSOu5v3NrYExLrvSgosJSiaBmMlm51DJfZPDeHkcvdVL6DlxRxbafHi2QadDWg3Xel1qTzQEQRppoXYwa98iMK//hiO1DuIkI0jGwYgFWyC19NF0GJlxQf2T/Hhd97Lo9tHsY1BFeZSuBOnVwYYHPerQZpmzLU9Diw0+auXTvKZ187oGJs46ROaNzrtNORIRJoRZpIwSfJBCYFtKJTI8KPkiuZ9BmAZEkOCH56r1KyHrQS7h4rcPVZGSIN2EOOQ8AuPjd95U0uvzDfpJHrXngGWklRtk6ptUnFMnjq6wELbY80P33DO0J0imcnWfdfttoxuFLLkhryy1ObTB+eRAkwpcExF2VLUHYu9dZPTbsaSe6nT9OpgcPkR6IzcoVI75WFJcExFACRJRjM/nhcaQV0LbLTAO4YbwlxNKdg7WuHDb7uL731wN+OVwuY/6QADDHDbQUrBTK3IVKXA/oka3/PADj792ik+9fIZTrc83ECbnvY2rFezrq3lU0ZFmVCzFWEmCOIUN4xzk1lF3RaINMVPMrp5TFAPMRCvaz2VlULJDDc4p6kJkoxXl7u8utzFMQQ7ayUe21bfoE/l9bGliMz+yTqVgs1EpUgSR/z+c8f4hwNnONu59sX1VkDRgKmyQ7Vo4YYpTT+k5cf9MMRrNXe7VLxCj0skSYafxDT8mNOtjZnr6pEYAy5r/BSTC3czCPJSyXquca2EUwC2AD+7cVNqSkDVNvie+7fz3791L2+eHcEaVGEGGGCA64SUgulakclKgbvHq3znPdv53OF5PvniCU6sdekG2l9N5j5aV7NGuCm4XoIF1IsGSQJBJomSmDAGKSSOaTBuQJxldKP4onFu3XpK9NSTBMdQGCR0wnODGH6c8dpKh6Yf8OF7qxv90VwSW4rI/OcvvMLB61Q/96yczfx/UtEvAmxJt1cJRAnMdUM6ccpUuchds1WqtiJMM06udZlvB7SCgCBKiTNtnHI1DpHr/13S83QRyCwjy3SFJIWLAiyvFz1C08sLufCx4+yccPvC13ktcHIC42/Qm3i9YEkBWFJwz2SNn3vXvbxv/wxjZWdjnnyAAQYYIIeUgqmqJjR7x6p8+92TPHVknk+8eJKjy13aQUSS+2qRXfp+eyFCYNGNEei2U9Uy8FNBECa4YYQntJamYpsMSU1M2v75qdkp+ZRqmOiRbyUoKoUSCa0gu+HmpFuKyLSvYiHSo2KCmmOxvVZg93CRUsEGBH6c0g0j3CimGyR0gphuEHBy1duwXbpJHtioJFGavq6r4ushRY9JJ1FKEIesuiGHl1vUChY122CsWuTx7UWkkLT8iFNNlzU3xIsS4iQlISWNMzIh9LTWZZ4nQ2tP4jTDliClwlGCsqUYKVpUHYskiWn5MQvdgE4QX1EwfTVIOKeNufAiy7g+gz4JFC1BJ8w2nMBc0SVTwFDR4offsoMff3gvD0wPYaqNaIgNMMAAA1waQggmqwUmKg57Rqu8865pvnp8gU+8eIpDi02afkTMOS1olr1+Vz1De7EBlAzBUNEkSsCLU8I4JopSpBQ4hmKibJFl0IkS3DA5j6jokOIML4mxpdbTlPN21Y3CliIyPdgCpqo2j8wM8U/vmWG4XsENU1Y8n7NNl8W2z5oXsOZFHFnz6Sx0iJIkz5/I8MKINS/aENGoCRiGVm9nWUacZIRZRhpvrLFcfi7otk+a4rV9VlzBqWaXkmVSLZg4psFY2WZbrYSfJLTcgFaY0PQjklS/mjhJSNKMOM2I0ovTnzPyEy9NEDFEcUrTC7FNA9tUFA3FvtEKtmXhxzFnGi4nm941v6++LAbdXxW5z8G1fnYGULAk7TClc6Hk/g3iwsrLlR6tF/z58Oww//Lt9/Btd08xUtpcAdsAAwwwwHoIIZioFBgvO+weKfPEzgmeP73CJ144ySsLazS8UGsRRb645xvI17vfduOMbivEAobLNkO2pBtneGGCG8V4MZhKUTRN6o5BlGY0vZDgApFwkAJpihun1K0bF4K7pYjMR3/orTRCvbCuugHzbY+/OrzIcucULT/CDROCRKu30ywly7R/iqEEq52AdhBfsaRlCjCVIMu0P0l6GYO1nrW+rSSOYWAbEEUJXpxeNkRLoLMwbFuhhCDJSU+PVLwRzWnvKZIkI0zAT0I6YYJjSJZaLrZlUjANDCEYKliMlmxaQUiSZLhRQpjotOgky8hSPW4dxGm/ldR7fAEEiU6hduMIJ4ppCcFSx6dgGxSVwjIls1WHxY6fM+9rR9Bja9cAW4BlKtphQvs6X8j6ysvl0mLXw5QwXnL48Yf38IMP7+C+iaGLRtoHGGCAAW4UhBCMVwqM5YTm4W0jfPPsGn/x0km+eXqVNT8gTCATedBkpv/8ermFITDfCXRatmMyUbEIU0EniAnjmFaeUly0DEbKNqaUtIOEth8SXNCduN6K/hvBliIyv/PMEY40XLqBJixanZ0hhSDLUqSQGEJimJAlirPtLu0guSzblIBl0LfMz7KMJMvTkqXAMgVVU1GxTGZrRXaNlMmAQ4stjq12WPMj3Ci85NJroE35Ko5BrWBTMBRRmiKFIEkyvCii4ccEcYISGSkZWaoN+t4oqUlTiNIEN0qwlcCOU2I7wZCSVU+32mylSDIoW4o4VTpPI4lJpaBsm7qtk2UEUUQ31GQnzE+83ucXxBkSXS1phQlFQ2JIgZJQNg3c+GLx16U+c1PqNtf1apIkUJKAUrSjpC8Ovl5knPOmudIjKrSx3Tt2T/CTb93Lu/ZMMlwcVGEGGGCArYH1hGbXSIWHZkd4ZW6FP3/xNN84s8Jq1ydItFZUojfz/QnSKyAFGn5Ew48omZLRoo20BW4s6IYR3SDCjQSGFJQtk5lagRRBwwv0+nKDx4S3FJE5sdZmzY8B3copKoFtKhylqDgmC60uB5fadK9wFAz04qOk0L4FaFfZlAwlJQWlKFqKqVqRt8wO8x17p3l85widIOHzR+b59MunWf7/27vzKKnKM/Hj37vUraWrqrfqvZvupmlAQQREBCUE3GJcMsYIUU7wEMd4zPkZjQgjo9HRnEg0GifHcQZ1YsaEZDwjgZg5OWLkl43ob0jMGJeIguxLQ2/V3bXf/ffHrSohQtMI3TTh/ZwDB7qq+r5Vt5an3vd5nyejkzaMIy5NFT6oS/wqjdEArZVRKkJe0blEzsK0HXTbZiBrUhtxyBomA4ZFX9YiZ1q4jhcsFBJ2j+d8O0DWdsnaNgndC2oqSjRUVGzbm3HJmQ6aAg4StuvVbTBtG0mSkIBIIEAsIiEjkTEskrpJxrTJmXYxX6dwP3OWV6HXxitU57pejshgLwIHMBz3o87XgKqAhERmiFvmFbw+WajeDAzOydtDXZiNGexxl/CSoseUhbjp/FauPaeVidVRMQsjCMKoJEkSVeEAsXy9sEl1lWw52M9/v7+XP+3uoTerkzXylX4lL6DBodiFezBp0yE9kMUnQ0VQo6EsQNaApGFimBYDOZOE6xLwq5QHNGrCMinDIjCCPXFHVSBTFw1RU6ZQ5vcR9PtIGQb/s7OHXfH0Ub85S0BAlQioKpoqE1BlHNfFsB1c1yump6kK0YCP8VURPjOhjs+e1Uh9WZiD/Wk2bOvk9rV/5I3dXcSzBjkrf2IlCKoyIU2hqbSEs2qjlAc0OtM627uTxLMGnWmDA6luFFki4vdRFw5SEdIIaz6C+ZL0PlkmnU/MTWRzdKd14lmTjGFh2i6u61VuHEq2+aEKQc3+hI4i6QQUiYqQn5qwRs72lrNc16bQMNpr3eCg2jay4c3gBFWJxrIQmqKiWxaJnEFf1iJrmF6dnnyDRgWv+abrFntBDjpWFy/4kQv/tkGRXEpUGct20I9yY58MpZqKbrskTfukVLIrLB0Vko6P9U1ElaDEr3Jpex2LZ7TxqbYayoLaCY9DEARhuEmSRCwcIBYO0FIRZkJtGTt6Erz8/j5e39lNPJMjbXjpGbKcn6HJv7cfa6eR6XhV2LvSBqUBleoSP4riZyBrkTJMMrpJ1rC9z0NNJRY+Q3NkLmyt5q39Pfz8nV30D/Ko+mQoC/qIBjSvWJ6mkrFsUrpJznKKhfQqSoJMrivjigl1zBtXSzig0ZPK8X8/7GDt22/wp12ddGdNjHzwIkle9+aI38dZNVGumNjAF6e2MqbCa/Zn2Q7xjE5XMstb+3r5w94eNncm6BjIkjFMtvQkkXDxKTKVJRqVIQ2/6gPJy7lprojSGpPQLZuBtMG+RIZ41iBtmBiWg53vYHq8H9+2W0jWytGRyBHwSVQENerKStCQSBgWOcsiZ8nkTBPbkRgwTQZwkdM6muotr5UGVJrKwxi2Qzpn0Kd7PZF0M1+zID8hUVg+O9YT/9BZD9sFw3KQFYjIMlnTKd4+IEtE/DJZG3pyJ2fj3qG5L4V/DxbEKHi5Vm2VEZac18JVU5ppj0VRZDELIwjC6aeyxE9liZ/WyjBtVVGumZTklQ86eH1HJ93pHCnDwnLypTkUUByQZI6ZPuAC/TmLgZxFQJWoDPkZW+ZnQIeEbqFbJv05l6AycsVORlWLgr/7+YccSH88/VYGqiN+xlZGaCoNUVXix7Zddvan6ExmvZ4+kkRAlakqCTK9qYLPTKhnVksMTVVJ5XKs37yfNW/vZdPOg/TkTMz8yZIkbzdKeVBjekMl154zhusnjSEcHvxbuOu69GcNejPeDM2b+3r48/4+tvcmSeomumljuy6KJBP0qZQHfIS8RkLIskTUrxH2eR+S3WmDA4kMfVmDtGF5rRcc28unOYEaLwoQUL2krdpIiKpIkKRukc6ZZE2bpGmSM2wcCcjntGg+mYhPJerXiIU0VJ9C1rToSxv0ZA1SuoFle3VoHLx8o6Euj0nke0JJXgv5UEDjwDe/SPSen5AyT87yUWG2aKgtKbxlJIj6fVw9qZGF01qZ3VxFqZiFGTaiVP2ZSZz3U6svo7MrnmZvf4oNWw/w2s6DdPRnSOleQCNJHxXYk2WJ7LGmrw+hyVAa9FEbDuICfRmDkOryk8+2nXktCg5VU6Jx7eQGJtdXEtZUMobFjt40m7sG2NqdIGPaaIqMX1WYWB3hgjEVfGZCI+c2lCPLMrmcxfrN+/jJ/+7itZ0H6MtaxWUWWfLyaKrDQT41tpoF5zZzWXsNmjb0Dy9JkigP+SkP+RkXi3LR2Gp60zodiQzvHejnzX1xPugaoDuVI2NadCRN3JSUz69RSOUM79u+CyV+H22VESTJJaHb9KR1+rMGWdMia1o4tovlOl4WOkMPbGzyDTZTJl2pAdSDA5SV+KkIajSWB9HUCPGMQVo3SOpmMYjSDZ3utM6uPomQ30epX6UyFKClMpzfdqfTldTpyxpeQzHbGVIBpMKSkzc742LlvIrNJyOIKew0c/LfMGTp2HVqVLzAbUJVlK/MnsAl7TWMrYwiyyO4uCsIgjACCp9XrZVhxpSH+cyEen774QF+t6OLff0pEjkTb1OShOS6BBVvFj5rHvvLquFAd9qkN20S0VSqwhot0ZFbWhpVMzIbOk0Wnn8Wuwcy7O1L05vOsbM3xdaeJJ3JHJbj4FcU/IpMS2WYWc0xrphQT3uN19Mhl7PYsL2D5/7f+7y+J+5VI8yfAS94UWgqDXHZhFoWnzeO88bEhuf+WDa9aZ2etM6O7gTvdMR5p7Of3fE0acNGtyxs1/W2bCsyIc3bSi3LMpoq41dkfLJEQrfImjaJnInleNu/LcvGdNxiw8xPcvIUvA/+cEClPKRRGw5QVRIgY3lBVCJrkNBNcqZdDJxkyPdm8mralAc1ogE/OdOgM6mzrz9Nf8467vowzhM3IS/90Se4Fx8pJCCr+Yx8zpUAABs+SURBVAqXgwUwhYUiVfZe2Nee08B1U1qZOSZGNCBmYUaC+GZ+ZhLnfXTpzxrs7kvR0Z9m444ufr+tk539SQYypldB3vV2rEqFgqa2O+TCshLQHNF48ZpxZ96MTKw0yrp3drOtN8X23hS9GR3H8ZZ+ygI+2mIRZrdUceWEBurKSwCwLItXP9jHv/7uPV7bEyeVb6oFXvBSoimMi4X5u0lNLJnZXsx3GU5+VaG+NER9aYhJtaVc1FZDT1rnYCLDlq5+3uroY2tXkr6sTtbwAhVvX4+Lpir4JFAUBUly8cky1WE/WdMm7DjkTAcHF9N0MBwvUMvmLEyGvsRTmP8orHPu78ugKDKlAR9VJRrjYyEkRaM/ZxBPZkkaFinDIq1bZAwv2PEpEn6fTNSvEQn4mN4Uw3Yd3j/Qz8H0yPTGKubBDGE3FeSXtiSvP8i0hgoWn9/Gxe21NJeHxSyMIAhnlLKgRlmwgpbyMA1lYT7dVsv/7Oritx8eZGc8SV/W8DaN5MuVyKpEyPU2bqStwT9vXEB3Ri5oHVWBzCvvd7BzIIssSfgUmfKgn7Oqo1zUWsOVE+spzVdStSyLVzfv44mN7/GHPb2kD6klI0sQ9StMritj0dQWvjRt3DHzXYaTIstUhQNUhQNMrI4yrbGSyybo9KRz7O5L8d7Bft490E/HQIa0YWFaNhkXXMNGliVURUaRvP36IOFXvW3VEhJ+ScF1HKIBDcdxMWyLnG6RsYbe68LFa+CI5ZBLebNIW3pSBFWF8qCPunCItiqNRM4knjZIGt4SlGnb5LIOyZyFkpLR5BQhzefV1NFUDgxkjlo88IQfUz7aFZV/WAat4lzIzVEUmdqIn+smt3DNOY3MaKok7B+56U9BEITRpjSoMSWo0VJRQkNZiItaq3ljdw+/2X6Q7T0JetM6putiORJeNoRESPWW8tPGyPdVOpJRFciYjk2sxM/k2nLmjavh8vY6/Id80GzYspeVv/wLb3b0kcnXPSl8SJUGVM5rrOS2WeO4elLjceW7jBRJkvJRsEZbLMLk2jJmNVfTk87RmciwvTfJuwcG2N6TZCBrkDEtLNfFsm0yjlfYT5bz24hxsfJVFm3XRVNkFNlHid9HueNdljFMUoYz5J5GxUJJtovjWKQNi/2JLKosEdF8lId8tJYGsWWZeMYgmdXRHQfDcskY3tKXCqiKTDjgA90iN8TaMUOh4mXV43gBjCTl2y0c5RCFZSRFgqBfYfaYKr44rZV542oZU16CJIlZGEEQBIBoQOOcOo2W8jD1pSFmtsT48944v95+gG3dCbpTOobjYLkSjiTh4BL0yagyZHTnpPUz/CRGVSDz9U+fxafa6lHVj4b16ns7uf/Vd9l8MEnWcop1TBQJKoI+Pj22mrvnTeaC1upTNu5PqsTvBR5jykswrDKmZnQ+PU6nL2Owtz/F+50DbOkc4EAiR9rMb9G2HXKuF8KpUn46wrHJGoX8FImgIiMrMhWhANGQi2076DYMZPUhV1wsLtO4YDoupm3QlzPY2ZfBr8hE/QqV4QCqpJDKz9IYloXtgGk7uPlt6I574lUeC527LcfrfeXK+RmYY+TCKICiyjSVBbnx3GYundDI1MYKSsQsjCAIwhFFAj4m15XTUhGmvrSEGWMqebujj998eIAt3QN0JXV028a0JGzJW2LyazJBScI0bdIjXNUXRlkgc2FLDaqq8tJbu/jmq++wpSeBbrvFzytV8vbGf3ZCPfdfPoWWWPSUjvdk0lSFumiIumgI23Hoy5RyXmOM3oxOX0Zne3eCzZ0D7Ix72eVe/yQbx3WRkQnIXi8Nw7JJmRau69V78asysiQR8UmEfSUYjoVhOSRy5nH1wnBcr1+HgYvj2OQsm660gU+WCPpUopqPoKZiSXK+M7eL69jIPgXNtklbx5+YLOHVDDLyAYzvkKaTR6OST06WIaL5mN9ew9+d08ynxtbQVBYSszCCIAhDEPb7mFRbRnN5CTXREOfWl7O5s5/fbj3I5q5+ulLezlrTBkvyKt4rqkyFIuM6TnFGfCSMqkDm8n/9JW8cTGAcErz4ZKgpCXD91CYeunT6Kc13GSmKLBerM7quSyJnclZNGbPH6iSzOvsHsmzpTrCtJ8mBRIa0YZM1TCzHQVJUFNkr1ZizHVL5an+yJKGpXu5R2K9Soik4rkTGtEhmzaNW2y04tNmk7XqBheWC7LokHK/VQeEYJT6FiCZjuT5yloOETAkOGevofbEOVZhxkyUJWXLxF4K0QmbvUW4j4y03aYpMW2WYhVOamD+xkXPrKwhpo+qpLgiCcFooBDQt5SXURkNMqi1nS9cAv93WyXsH4nSmvDQI03a8BQLXKeaqjpRR9e6+vT+Dbrv4ZGiMhrhlZhtL5589KvNdRookSZQGNUqDGm1EyBgWPWmdc+orGMgZJLIG23qTfNiVYFd/mkTWIJUzyFoOimxjKi625eXJ5EybjGGjKhKqJONTIORTCKsKFpA1bVKGiT6Eyo6G18Eg34ws32NBAd100S0r32NJQpMlQn4VXbdRVJWsYQ261OSTvPssOy7IhbYIg8/CFBqhKZJEWUjj0vY6rp7UyIWt1TSUilkYQRCEE1Xi93F2bRktFWFqoyHOqi1nW88AG7d18k5HnAOJfI9C2wVJ8trcjJBRFcg0lwX5p8un8JU5Z5/qoYxaIU1ljKbm82ps4hmDsbEIM5pimJbFrr4M23uS7OxLcjCRJZkzSOreMpRpy5iWjem65GybrAWq4nhLNq7Xf8kX8I6jO5DVzUF3Hrl8tFtIBlRcFMnbRl5ok2TaLhnL8CovKy6lfh85wyRtH759T81XlbQcCMhgK1JxHEeahSk0pSzwqwpnVZdyw/QWLmqt4Zz6MoK+UfX0FgRBOO2FNJWzakppqSihJhxgXKyUXb1JNu7o5O19vexP5EjrJs6Zuv361//nimEvnPO3RFMVaqNBaqNBHMelL2vQWJ7jrJpSDNshnsqxoy/Fzt4Uu+IpBrI68ZxJJmeiOw6mZWM5Ltn8Up7PcdFkkGQZTQXFVQnLErrpNbgcLKhx+GjpR8Hr3SFLErLs4hgurk8iZTpIOCiyTFjxei9lAE0BRZKRcJDyyWPHiuZVxaviq8gSsZIAV59Vz2UTG7iguYq6aFDMwgiCIAyjoE9lYk0pzRUl1EYCtFRG2NtWy+s7O/nfvXEsc2TqicEoC2SET06WpWKTMNd1SeomPWmdpoowM5q8ui874yn2xtNs703SmczSmzWIp3PkLBfTtrEdh7QDsuTmW71L+YRhBU2RCLhg2RZZyx20h5Gd/8vFQVEkXEXChxd4ya6FJSkYdr65B6Dlb+O4MhKQs48cMamSl3BcuDSkKUytr+AL5zZzYWs1Z9eUEfCN3LqsIAjCmS7oU5lQXUpzeZi6aJCmijDzxtXy1t6uERuDCGT+BkmS5HUGD2iMrYyQNS16UjpV4SATqsu4xHXpSmXZE0+zpz/D9u4BulNZOlMGSd3AccFyXAzXRXFcLxtdctEUBQkZWQXHcrFcF9M+clBj5/+YtouGN8NiqS64Mj7FJexTkCTIUGgp4B51FqbQAFKRJRzHRVVk6iIBrpncxPxxdcwYU0ldNDQ8D6YgCIJwTAGfwviqKM3lJezpC1If9kPy4IgcWwQyZ4CgT6WpXKWpvATTduhN61SFA9RFQ8xwXHKmzZ6+FPsHMmzrHmBXX5qOgSwDWR3Tcb2idhKosuvNzCgSliyhWxY+Rcay820T7COXrS5MMFqWi4uLJMlYjlVc/jlaHgyAX/YCmUKwE/b7mNUc4+pJTcxuiTGxpgy/KmZhBEEQRgO/qtBeFaW2RGXr+yKQEYaBT5EPy6vpzxn0pHWiAR/jq0uZ317HgUSGA4kse/pSvL2/lz0DWeIpHcN2MW2HNN4WZ6/BpYLlgm45qLKXc2M77hH7HhV+lLUcNLzqxEej5P9Afru3otBSHuJzk+r51Lh6pjdWUhMJntwHRxAEQTgpNOUM3X4tjCxZlqgI+akI+WmPRUjpFj3pHCWaSl00xPTGSi4dX8/BRJa9fSk27e5hZ1+annQO3bTJWSBLNj5FJqjKhH0qlu2StR0sxwt6LGfwWZojjgvw+2RMy8lvP/cxp7WaKyY2MLu1mvZYBE3MwgiCIAiIQEbIkySJSMBHJOCjNZ9X05v2mkhGAhrjqqLMbauhO62zpy/DH3Z185eDcXoyJjnTQrecfDE6ibDmQ5UlTMsi53izNZbjYB8lqCnwS/mGkBJYloPfp9Aei3DtOc2c3xxjekMFVeHASD0kgiAIwmlABDLCEQV9Ko1lKo1lJVi2Q29Gpzeto/lUaqMhZjbHSOsmH3Yn+ePeHt7e10tnSvcSizMGsuTikyQiAY2oP18IL780pbsujvPRUlNhGUlVZUzb8XZgBf3Mb6vh4vH1zGyO0V4VxaeMZNFrQRAE4XQgAhnhmFRFpiYSpCbyUV5NYbZmqt/H1MYKLMvi/a4Eb+zt5a39fRxMZMiYNr1ZHdn1dhyF/SqRgIJlS+QsC9NxSQIh1Uv4NR2HgKpydm0pV09q5IKmGFMaKoiJWRhBEAThKEQgIxyXw/JqqiCZM+nN6Pm2CSrn1FeQMy22dSd5c38vb3fE2dfv9YPqz1m4jotfUwiqMgFZIgnoNiiKTE0kwCXjapk7rpYZTTHGxSKoYhZGEARBGIQIZIQTUsiraakIkzPtfFCTI6j5mFxfTn/WYE88xZ87evnLgQH296dJGjaJnFUsYV3i9zGtoYLLJ9YzY0wl59ZXUBESFZ4FQRCEYxuWQCaZTLJ8+XJSqRSmabJixQqmTZs2HIcSRpGAT6GhNERDaQjLdojnZ2piJQEm15VxIJljf3+GLZ0DvNfZx8FEjt3AovNauLClmulNMcZWhMUsjCAIgjBkwxLI/Md//AezZs1iyZIl7Nixg7vvvpuf/exnw3EoYZRSFZnqSJDqSBDXdenPGjSldXpjOlMbytjTV0VHIss/AQuntTKppoxyMQsjCIIgHKdhCWSWLFmCpmkA2LYtGkGe4SRJojzkpzzkpx1I6SYTqnX6sgb/BMxurkKRxSyMIAiCcPxOOJBZs2YNP/zhDw/72cqVK5kyZQrd3d0sX76ce++990QPI/wNCft9hP0+mvP/F0GMIAiC8EmdcCCzYMECFixY8LGfb9myhaVLl/IP//APzJw580QPIwiCIAiC8DHDsrS0bds27rzzTr73ve8xceLE4TiEIAiCIAjC8AQy3/3udzEMg4cffhiAcDjMqlWrhuNQgiAIgiCcwYYlkBFBiyAIgiAII0FkWQqCIAiCcNoSgYwgCIIgCKctEcgIgiAIgnDaEoGMIAiCIAinLRHICIIgCIJw2hKBjCAIgiAIpy0RyAiCIAiCcNoSgYwgCIIgCKetYSmId7xc1wXAMIxTPBJhpNXV1aHr+qkehjCCxDk/M4nzfmYpfJ4XPt+Hk+SOxFGOIZlMsnXr1lM9DEEQBEEQTqLx48cTiUSG9RijIpBxHId0Oo3P50OSpFM9HEEQBEEQToDrupimSUlJCbI8vFksoyKQEQRBEARB+CREsq8gCIIgCKctEcgIgiAIgnDaEoGMIAiCIAinLRHICIIgCIJw2ho0kNF1nTVr1ozUWI6po6ODX//616d6GH/z/uVf/oUXXnjhqJcfeh4efvhhOjo6PtFx/vCHP3DXXXd9otseyZHGsn37dhYvXgzAXXfdhWEY4nk0zNatW8cDDzzAgw8+eNTrHO3cb9myhTfeeGMYRycMlw8//JBbb72VxYsX84UvfIEnn3wS13V56qmnuP7667nhhht45513AHj//fdZtGgRixcv5u///u/p6ek5xaMXDrVu3Toef/zxk/K7Cu+7h9q4cSMrVqwA4PbbbwdO7LU/aCDT3d09qgKZTZs28eabb57qYZzxDj0P9913H/X19ad4RJ5jjeWf//mf0TRNPI9GQDQaHTSQOZpXX32Vbdu2nfwBCcMqkUiwdOlS7r33XlavXs2LL77I1q1beeaZZ/jjH//ImjVreOKJJ3jooYcA70vH/fffz+rVq7nsssv493//91N8D4ThUnjfPZqnnnoKOLHX/qCVfZ9++mm2bdvGU089xdatW+nr6wPgG9/4BhMmTOCyyy5j2rRp7Nq1i9mzZ5NMJnnnnXdobW3lscceY8WKFbiuy4EDB8hkMjz66KO0tbWxevVqfvGLXyBJEldeeSU33XQTK1asoL+/n/7+flatWsXjjz/OwYMH6erq4uKLL+aOO+7g2WefJZfLMW3aNJ5//nkefPBB2traeOGFF+jp6eHzn/88X/3qVykrK2Pu3LnMnTuXb33rWwCUlZWxcuXKYS/MM9qtW7eOtWvX4jgOd9xxB/39/Tz//PPIssx5553HsmXLite1bZsHHnhgSOdh+fLlPPnkkzQ2NvLKK6/wpz/9iTvvvJP77rvvY8+bQ+3evZtbbrmFeDzO/Pnz+drXvsbixYuPeG7vuusu6urq2LdvH1dddRUffvghmzdvZt68eSxdurR4u0gkwrJly3Bdl6qqquKxLr74Yn7xi18Uxz916lQeeeQRfvnLX6IoCo899hiTJk3iyiuvHJmT8Tds//79LFy4kBdffJHf/OY3PPnkk4TDYUpLS5kwYQIzZ8782LlfuHAhP/vZz/D5fEyaNIkpU6ac6rshDNGvfvUrLrjgAlpaWgBQFIVHH32UtWvXMmfOHCRJor6+Htu2icfjPPHEE1RXVwPe+4zf7z+FoxeO5O233+bmm28mHo9z44038swzz7B+/Xr8fj+PP/44Y8eOpaGhgWeffRafz8fBgwe54YYb2LRpEx988AE33XQTixYt4uKLL2b9+vXs27ePe++9l2AwSDAYpLS0FICLLrqIdevWHfba/+Y3v8lPf/pTAL7+9a9z8803D/p+MGggc9ttt7F161ay2SyzZs1i0aJF7Nq1i3/8x3/khRdeYP/+/fzwhz+kqqqKmTNnsmbNGu6//34uueQSEokEAE1NTTz66KP87ne/47HHHmPZsmW8/PLL/Od//icAX/7yl5kzZw4As2bNYsmSJezbt4+pU6eyYMECdF1n7ty53HXXXdx6663s2LGDSy65hOeff/6IY+7u7mbt2rVomsbChQtZuXIl48aNY82aNXz/+98/qUsZp6toNMqqVavo7+9n0aJFrF27lmAwyPLly3n99deL1ztw4MCQz8P111/PSy+9xO233866detYtmwZTz/99BGfN4fSdZ1/+7d/w7Zt5s2bx9e+9rWjjnvv3r384Ac/IJfLcckll7Bx40aCwSDz589n6dKlxes9/fTTXH311SxcuJCXX375sGMqilIc/6WXXsqGDRt47bXXmDNnDhs3buTOO+88SY+yAN6H1Le+9S3+67/+i1gsxt1331287Ejn/vOf/zyxWEwEMaeZrq4umpqaDvtZSUkJqVSKsrKyw36WTCZpbm4G4M033+THP/4xP/nJT0Z0vMKxqarKc889x/79+7n11luPer2DBw/y0ksv8d5773HnnXeyYcMGOjs7uf3221m0aFHxet/5zne44447uOiii3j22WfZsWNH8bKamprDXvuBQIBt27YRi8XYt2/fMd8PhtRraevWrWzatIn169cDMDAwAHizHIWp/FAoxLhx4wCIRCLFnhqzZs0CYNq0aaxcuZKtW7fS0dHBkiVLir9r9+7dALS2thZ/77vvvsumTZsIh8PH7MF0aE2/xsbG4jTW9u3bi1OZpmkWvy2c6QqP8549e4jH48UnaTqdZs+ePcXrHc95uOaaa1i0aBELFiwglUoxfvz4oz5vDtXe3l48X6r68afjoee2qamJSCSCpmnEYrHiG+RfV4PetWsXCxcuBGD69OmD5vssWLCA1atX4zgOF1544aBToMLxi8fjhMNhYrEYADNmzCjmQxzr3Aunj/r6ejZv3nzYz/bu3Vus2l6QTqeLs+Ivv/wyq1at4tlnn6WiomJExysc29lnn40kSVRVVZHL5Q677ND35fb2dnw+H5FIhDFjxqBpGqWlpR/rq7Vr165iQDJ9+vTDApm/tmDBAtatW0d9fT2f+9znjjnWQXNkZFnGcRzGjh3LkiVLWL16Nd/73veKv3go7QTee+89wIu829vbGTt2LOPGjeNHP/oRq1ev5rrrrisuNxR+37p164hEInz3u9/l5ptvJpfL4bpucTwAmqbR3d0NcNgL6NBSyK2trTz66KOsXr2a5cuXM2/evGOO90xQeIwaGxupq6vjBz/4AatXr+ZLX/oSU6dOLV5vKOehIBKJMHnyZL797W9z3XXXARz1eXOoIz2HjnZuh9q+oq2tjT//+c8AvPvuu0e8/4Xxz5gxg7179/LTn/6U66+/fki/Xxi6yspK0uk08Xgc8KarC450PiVJ+thzSxj95s+fz+9///viFyHTNHnkkUdQFIXXXnsNx3Ho6OjAcRwqKir4+c9/zo9//GNWr179sZkcYXT469enpml0dXXhui4ffPDBUa93NIe+L//lL3854vEKr/0rrriC119/nQ0bNgwpkBn0a1BlZSWmaZJOp1m/fj0vvvgiqVSqmGU8FBs3buRXv/oVjuPw7W9/m6amJmbPns2NN96IYRhMmTKFmpqaw24ze/Zs7r77bt566y00TaO5uZmuri7Gjx/PqlWrmDRpEjfddBMPPfQQ9fX1xbXWv/bggw9yzz33YFkWkiTx8MMPD3ncZ4KKigqWLFnC4sWLsW2bhoYGPvvZzxYvH8p5ONSCBQu45ZZbWLlyJeAtTd53333H/bwZyrkdzFe/+lWWL1/Oyy+/TGNj48cuP3T8V111Fddccw2vvPIK7e3tx30sYXCyLHP//ffzla98hUgkguM4xWWFI5k8eTLf+c53aGtrK87mCqNfOBzmkUce4Rvf+Aau65JOp5k/fz633XYblmXxxS9+EcdxeOCBB7Btm4cffpi6urriUvL555/PHXfccYrvhTCYW265hVtvvZWGhgai0ehx337FihXcc889PPfcc1RUVHwsL+qvX/vnn38+8Xj8sKXJoxnWXksrVqzgyiuvZO7cucN1CEE4Yd///vcpKysTMzLD5JlnnuHLX/4ymqaxbNky5syZw7XXXnuqhyUIwij20EMPcfnllzN79uxjXlcsTAtntBUrVtDV1cXTTz99qofyN6ukpISFCxcSCARoaGgQu8IEQRjUzTffTHl5+ZCCGBDdrwVBEARBOI2JFgWCIAiCIJy2RCAjCIIgCMJpSwQygiAIgiCctkQgIwiCIAjCaUsEMoIgCIIgnLZEICMIgiAIwmnr/wOLQ9XDzSz+0gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Instantiate the visualizer\n",
    "visualizer = visualizer = ParallelCoordinates(\n",
    "    classes=classes, features=features,\n",
    "    normalize='standard', sample=0.1,\n",
    ")\n",
    "\n",
    "visualizer.fit(X, y)      # Fit the data to the visualizer\n",
    "visualizer.transform(X)   # Transform the data\n",
    "visualizer.show()         # Finalize and render the visualizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Visualization \n",
    "\n",
    "#### Joint Plot\n",
    "\n",
    "The `JointPlotVisualizer` plots a feature against the target and shows the distribution of each via a histogram on each axis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Load the concrete data\n",
    "df = load_data('concrete')\n",
    "\n",
    "# Specify the feature and target variables\n",
    "feature = 'cement'\n",
    "target = 'strength'\n",
    "\n",
    "# Extract the instance data and the target\n",
    "X = df[feature]\n",
    "y = df[target]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+tQb7tfjYp9Zgvw7NMAwEg8H02Ej2c2wAlZq2k2UZiqLY3JrBnNimcsc+tQb7tfjYp9Zgv+bGkhbncFZqh4iIiKgMODYDRQQAW1t7hvz+3IlM+RMRUekxA0VERERkEgMoIiIiIpMYQBERERGZxACKiIiIyCQGUEREREQmMYAiIiIiMokBFBEREZFJDKCIiIiITOJGmpTGTSuJiIjywwwUERERkUkMoIiIiIhMYgBFREREZBIDKCIiIiKTGEARERERmcRVeEQFGGrFIlcrEhFVPmagiIiIiExiAEVERERkEqfwKgw3wyQiIrIeM1BEREREJjEDRUQViYX+RGQlZqCIiIiITGIARURERGQSp/CoanGKh4iICsUMFBEREZFJDKCIiIiITOIUHlGFyDQlGQ7F4Aslv85pSSKi4mEAVWVybbRpx3NyYCcionLDKTwiIiIikxhAEREREZnEKTyiEuP2CURE5Y8BFFGVsCpwY40bEVUjTuERERERmcQAioiIiMgkTuGVITu2IqDKxmk4IiJzGEARUdVhwEhEw8UpPCIiIiKTGEARERERmcQpPCJyrErbM6vSXg9RNWMARZQBC/WJiGgoDKCIyggDOyIiZ2ANFBEREZFJzEARkW2YUSOicsUAivLGAlgiIqIkBlBku62tPQiHYvCFmI0gIqLywBooIiIiIpMYQBERERGZxCk8IsqJxd5ERP0xA0VERERkEgMoIiIiIpM4hUdF4cQpHie2iYiIKgMzUEREREQmMYAiIiIiMolTeFTWOE1HRER2YADlQAwKqJLwerZerj7mUUtExccAiqjIGDAQEVU+1kARERERmcQMFBERVQ1Od1KxMIAiIqKshgo4GGxQNWMAReQgrJ9yhqHeh8n+EjaEiByLNVBEREREJjEDRUREJTcwyxcOxeALHf8apwfJ6ZiBIiIiIjKJARQRERGRSQygiIiIiExiDdQwcHkvUfX5sL1/rU5f1fZ379RVo05tF1UWZqCIiIiITGIGiojIAZg1yR/7ipyAGSgiIiIik5iBIiKqYszmEBWGAZRF+KFERERUuTiFR0RERGQSAygiIiIikziFR0RlidPkRGQnxwZQQggAgGEYNrckM13XoUjC7mZUDJcM9qcF2K/FN1Sf6ro+5O/a9V4M1S6nXB8D+/W9A91Zf1aRrGtHrvfQLqmxMDU2kv0k4dB3IxAIYOfOnXY3g4iIyDFmzpyJuro6u5tBcHAAZRgGQqEQXC4XJMnC2w0iIiKHE0IgkUjA7/dDllm+7ASODaCIiIiInIphLBEREZFJDKCIiIiITGIARURERGQSAygiIiIikxhAEREREZnEAIqIiIjIJAZQRERERCYxgCIiIiIyiQEUERERkUkMoIiIiIhMYgBFREREZBIDKCIiIiKTVLsbkI1hGAiFQnC5XJAkye7mEBER2UYIgUQiAb/fD1k2n/vgmFqYofrdsQFUKBTCzp077W4GERGRY8ycORN1dXWmf49j6vBk6nfHBlAulwsAUFtbW1C0baWenh7U19fb3YyKwj61Bvu1+Nin1mC/Ds0wDASDwfTYaJaTx1QnG6rfHRtApVKMsixDURSbWzOYE9tU7tin1mC/Fh/71Brs19wKnX5z+pjqdJn6nWEoERERkUkMoIiIiIhMYgBFREREZBIDKCIiIiKTGEARERERmcQAioiIiMgkBlBEREREJjGAIiIiIjKJARQRERGRSQygiIiIiExiAEVERERkEgMoIiIiIpMYQBERERGZxACKiIiIyCQGUEREvTRDIBDXoBnC7qYQkcOpdjeAiMhuhhDYeKAbezsjiOsG3IqMqU01WDShAbIk2d08InIgBlBEVPU2HujGns4IFFmCV1YAAHs6IwCAMyc22tk0InIoTuERUVXTDJEOnvpSZAl7OiOcziOijBhAEVFVi2g6ErqR8XuaYSCi6SVuEZF1PjgctLsJFYMBFBGlVWMRdY2qwK1k/ihUZRk1qlLiFhFROWANFBFVdRG1KkuY2lQzaBpPNwSam2qgypX9+omoMAygiKjqi6gXTWgAgN6aJwOqLKO5N4AkIsqEARRRlctVRL1wfEPFZ2FkScKZExuxcHwDIpqOGlWp+NdMRMPDGiiiKsci6uNUWUKdW2XwREQ5MYAiqnIsoiYiMo8BFFGVSxVR6wNW3rGImogoO9ZAERGLqImITGIARUR5FVFrhmCBNVEF2NraAwCYO7He5paUNwZQRJSWKqLuq5r3iKLqwpsEMsOyACqRSGDFihU4cOAAZFnGHXfcAVVVsWLFCkiShBkzZuDWW2+FLLMMi8jJqn2PKKp8vEmgQlgWvaxbtw6apuHJJ5/Eddddh1/96le4++678d3vfhd/+MMfIITA2rVrrXp6IioCHrRL1SB1kyDLErwuBXLv9b3xQLfdTSMHsyyAmjp1KnRdh2EYCAaDUFUVO3bswBlnnAEAOPfcc/H3v//dqqcnoiJw2h5RXVENW9t60BXVLHn8ajwLsNrxJoEKZdkUns/nw4EDB/ClL30JnZ2d+M1vfoNNmzZB6k2H+v1+BAKBnI/T09NjVROHpbOz0+4mVBz2qTWG06+aIaDFowgnBk9jGIZANNADrQS1IlFNw4/fasWuzhg0Q0CVJcxo8uCusyfCqw7/Y8wQApvbwtgfiCGuC7gVCVPqPDjtBF/GKRxeq9awo1+DCR3dwRC86uB8QlQzcOhoB2pdlbMXWjQcQaL3nqizs3o2ybWCZQHUo48+irPPPhs33ngjDh06hGXLliGRSKS/HwqFUF+fewVAfX09FMVZF29nZyeamprsbkZFYZ9aoxj9+pmInPWg3dEjS1MD9c0Xd2B3dwKqqqY/tHZ3J3DrO+347UWfGfbjb2jtQrumoNbvT3+tXRPYGZYH1XnxWrWGXf1aZwg0tiUgZ7gR8BgC40aNdERBua7rRUkoeH01cInk62lq4iq8XIbqd8um8Orr61FXVwcAaGhogKZpOPnkk7Fx40YAwPr167FgwQKrnp6IimTRhAY09260GdP0dPBUqj2iuqIaPjwagjJgwYkiy/jwaGjY03mVPIXDKcncuJEsFcqyDNTXv/51/PjHP8aVV16JRCKB733vezjllFNw8803495770VzczOWLl1q1dMTUZHYfdDu/u4wErqAJ8OnlaYL7O8Oo9Fb+J10qs5LkQdnulN1XgO3dnA6riozp1o3kuV+UMNj2aeC3+/HfffdN+jrjz/+uFVPSUQWyrRHVClMafDBpWQe9FVFwpQG37AevxLPAuTWE+bYfZNA5YmbMBGRozV6VZw0yg/d6L8aUDcMnDTKj0bv8IK6SpvCqeQpSaulbhLK7T0nezCAIiLHu3/pLMwe7YchDMQ1HYYwMHu0H/cvnVWUx7e7zquYnLb1BFGlKq+JfSKqSl5VxW8v+gy6ohr2d4cxpcE37MxTX5U0hVOJU5JETsQAiojKRqNXHVbBeC521XkVU2pKMtvWE+UaGBI5TXl/UhAR0SDVuqqMqJQYQBFR2bBqCq/SVNKUJJFT8ROIiBwvqmm44eWP8OHREBK6gEuRcNKoZBF5MY5yqVSVMCVJ1uN+UIXhKjyiMlHNu0rf8PJH+OBICLIkw6MqkCUZHxwJ4YaXP7K7aURUpXhrQuRw1b6rdD5HuXA6j4hKjRkoIodL7SotyxK8LgVy74aIGw902920kkgd5ZJJ6igXIqJSYwBFZLOhpua4q7T1R7kQERWCeW8im+QzNVeJB92alTrK5YMj/afxdCO5Gzmn74jIDsxAEdkkn6k57iqdZPVRLkREZvHWjcgGuabmFo5vgCpL3FW6l9VHuRARmcVPICIbmJma467Sx1l9lEu+NENwg0qiKscAisgGZqbmuKu0cxhC4B+HQzjSGq3KLSWosnDjzOFhDRSRDVJTc/qAVXRDTc2ldpVm8GSfjQe6sT8Qq9otJYjoOAZQRDZZNKEBzb1BVEzT08FTNU7NlYNU3drATFM1bSnhdNW8Wz+VHqfwiGxSblNz1V73k6pby6RatpRwqmrfrZ/swb92Ips5/cDXahqchgoSU3Vr0cTg36umLSWcKLUliCJL8PYuzNjTGQEAnDmx0c6mUQVz7qc2ETlCNQxO+QSJqbq1HQf7Hx0z3C0lqj2zN1z5bglCVGwMoIgoq2oZnPINEhdNaEAwEES7Joa9pUQ5ZvacGOwVc7d+J74+ci4GUESUVTUcJWMmSJQlCQvG+lHX0DjsgbacMntODvaKsVu/k18fOVd5f/IRkaWq4SiZQoLE4datlVtmz8nBXjF263fy67PS1taeQV/j3lD54zYGRJRVIftVlZtCgsThLpfPZ0WfU+QK9pywZcBwtgQph9dHzsQMFBENqdKPkjGTwSjWTuTllNkrh2nc4WwJUg6vj5yJVwURDanc9qsqRL5BYmon8lq/f1hTPcOZdip1oXM5BXuFTK2W0+sjZ2EARVQm7F4h5PT9qoYjnyAx107kZuuWzGb27Cp0LkaNkZNV+usj61TmpyFRBeEKodIZKkgs9k7kZjN7dhY6V/o0bqW/PrIGAygih6vWFUJOY9VO5Plk9uxetVfp07iV/vrIGlyFR+RgXCHkHKmpHkOUfkWiU1btpYK9Sg0uKv31UXExA0XkYFwh5CzF3IncDKcUOttdh0fW4N5PheEnL5GDOWXgpKRi7kSekk9QYnehs5k6PAZZVC0YQBE5mN0DJ2VWjBWJZhcH2FnonE8dHhc7ULVhAEXkcFwhVJnMLg5IFTrPH1uPzmgcTV43vKr1Zaz5FrBXwmIHZs/IDAZQRA7HFUKVp5BVdXZlePKpw6tRlbI6228gZs+oEFyFR1QmuEII6Ipq2NrWg66oZndThqWQVXWpDI8sS/C6FMi9wcnGA92WtjWfOjynrBIslF19S+WNGSgicryopuGGlz/Ch0dDSOgCLkXCSaP8uH/pLHjV8vsYM7s4wM59oPKpwyvnxQ5277FF5YsZKCJyvBte/ggfHAlBlmR4VAWyJOODIyHc8PJHdjetIKmgRDfy21PK7gzPogkNaO5tb0zT0+1M1eGZfT1OYnffUvkqv1s3IqoqXVENHx4NQZH73+8psowPj4bQFdXQ6C2/jzIziwPsyPAMLKjOVYdXrosdyjl7RvYqv08dIqoq+7vDSOgCngyfVpousL87jEZv+W0EaGZxQCm3sxiqoHqo7RvKdbEDtwoBtrb2AOCGmmYxgCIiR5vS4INLyRJYKBKmNPhK3KLiyndPqVJleIa7HUEx9sgqtXLNnpG9yusqJ6Kq0+hVcdIoPz440n8aTzcMzB7tL8vpu0KUIsNTrQXV5Zo9I3uxiJyIHO/+pbMwe7QfhjAQ13QYIhk83b90lt1NKzkrt7Oo9oJqbhVCZlh267ZmzRo8++yzAIBYLIYPPvgAjz32GP7rv/4LiqLg7LPPxvXXX2/V0xNRBfGqKn570WfQFdWwvzuMKQ2+qsk8lZJdBdWaIRBM6KgzBIMXKhuWfQJdeumluPTSSwEAt99+Oy677DLceuuteOCBBzBp0iR885vfxPvvv4+TTz7ZqiYQUYVp9KplWTBeLkpdUN23YL0rGEJjW8LWHcB5lAuZYfkU3vbt27F7925cdNFFiMfjmDx5MiRJwtlnn42///3vVj89ERGZkNrzSdMNdEcT0HTDsoLqfjuAq7JtO4AbQmBDaxdW7ziMZ95vw+odh7GhtQuGELl/maqW5Tnwhx56CNdddx2CwSBqa2vTX/f7/fj0009z/n5PT4+VzStYZ2en3U2oOOxTa7Bfi6+S+9QQAsFAGOFIFOGEAUmTEQwY6Ow0ipoV0gyBHQc6IffJ9ITDYQDAjgNhTK8xSpYF+sfhEPYHYunXF00AOw6GEQwEsWCsvyRtKJVoOIJE5jI3dHZWdo1bsVkaQPX09GDv3r347Gc/i2AwiFAolP5eKBRCfX3uVHx9fT0UxVkbmXV2dqKpqcnuZlQU9qk12K/FV+l9uqG1C+2agvraWqQ+ods1gZ1hOa9tDPIViGtQPRF4XcnP93A4DJ8vuSVFTNPhrasvyXYImiHQ3hpFrX9woNSuCdQ1NDpiOk/X9aIkFLy+GrhE/9fD/Z+yG6rfLZ3C27RpE84880wAQG1tLVwuFz755BOqxB0LAAAgAElEQVQIIfDWW29hwYIFVj49EVUAzRAIxDVoBqdTrJZrG4NivgdO2QG82lceUuEsDe/37t2LiRMnpv99++234wc/+AF0XcfZZ5+NuXPnWvn0RFTGhtoR244C42qQCiYUeXDwkgomipUVcsoO4E4J5Kj8WBpAXXPNNf3+PW/ePKxevdrKpySiCjHcHbGtVKmrtUodTPTdATyqGfAMOKS4FJwSyFH54UYqROQ4Tt0R2xAC/zgcwpHWaEVmxXIFE0CydqlYgWPfHcAPHe3AuFEjbXlfeZQLFYIBFBFlZGeWpZRTSWZsPNCN/YEYav1+x2XFiiVjMNFYA0MIrN5x2JLAUZUl1Lrsy+bxKBcqBAMoIhMqdeqmr2LVHg2nr5xYl5LKig3sA7uzYsWWKZjYdLAb+zqjjpxOLaZyPAiZ7MMrhSgPTihoLlXwNtzao2L0lRPrUvJZrVVJg28qmCjFdCqPcqFyVDl/7UQWsrOguZTBWzEGy2L1ldPqUlJZsWhi8PcqebWWldOpTjvKpVptbc1/fynuGXUcAyiiHOwuaC5l8DbcwbKYfeW0upRUVmzHwXC/r1f6ai0rp1P7Xdt9jnIB7JkarIYpeioeBlBEOdhZ0Fzq4G24g6UVfeWkupRFExoQDATRrglHZMVKwarpVKuvbTPBkBOm6Kn8OONTicjBSlXQHNUMdEbjaPK64VWTz1fq4G24g6UTi7+LSZYkLBjrR11DY8VnKvoGIFZMp1p1bRcSDDl5zzFyLgZQRDlYXdCsGQZWbT2E99oDiGkGPKqMU8bUYdnccSULSIo1WFrRV06cVilmVsxpr2+oAKSY06lWXdtmgyG7p+ipfDGAIspBMwROHu2HIYB9XcUvaF619RC2tQeSg4Y7OaBsaw9g1VagZf4ES4M3KwbLYmUrKn1axamvL1cA4uSjXAoJhpy65xg5H68KoiwyDXBTGryYc0ItfC61KHelUc3A9t7gqS9VlrG9PYCoZli6Gs2KwbJYxd+VPq3ixNdX6mxMsY9yKSQYqvRpZ7IOAyiiLDINcPu7k5sJFmuA64zGEdeMdOapr4SerIkaV+u1ZDVarsFy/th6JAyj4OcbzjRXpU+rOPX1lTobU+yjXAoJhpy45xiVBwZQRBmUaoBr8rrhUTN/4LsUGU1ed/rfxV6Nlm2wFEJg17Ew/rD9EGQJtkwt5TOQu2R5UNF9uRhOoGJlzZRd2ZhiHeVSaDDktD3HqDwwgCLKoFR34t7egvFtA6bxNMPAnDF1lgYG2QbLvV0RdEUTmDHClx6ESj21NNRALgH404427MhQdD9wKtSp+r4+3RBIGAIuWYIiS1kDlVLUTFVCNqaQYMhpe445BTfNHBoDKKIMSnknvmzuOKzaCmxvDyChG3ApMub0BgRWyjRYGkKgLRTHCX5PvwG01FNLQw3kuzsj6I5pWYvuy4EqS5jS6MXreztxLJqA1nuEyQivC0umNmXs41LVTJV7NmY4wZCT9hwj5+OVQpRBKe/EVVlGy/wJGfeBstrAwVIXAk0eFSc2egf9bKlXJGUayCfWebDpYPeQRfflMp0nQwIkAQFAkgABAJJIfn2AUtZMVUo2hsEQWY1XF1EWpb4T96oyxtUODlysNHCwdMky1nzQlnFKqNQrkjIN5EfCMcR35C66dzrNENjTFcH0EX6MTxg4FoljRI0bPpeMPV0RLJzQPyCyY6k9AxCiofGvgyiLSrkTN8OJNTB9B/J8i+6dtjnlQBFNRySh4bV9nTgQiKWnbifUeXDB1BGDAiIutSdyHgZQRDlU8p14xr2uGr1obqzBHgs2DR2uXEX3bkXChtYux21OOVCNqmDt3k7s7QpDFxIEBBKGgT2dYQgBLJvbv5bLiYEtUbWrzFGBiPKSqTB5X1cUzU01+OpnxjoyizNU0b0TN6fMJKoZ+KQnCs1I1j9JvXVPmgF80hNFVDNQ6+6fVSr34m6iSsMAiqhK5VOY7MTMW7aie6duTpnJgZ4oDMOAqsjJ4n1DJLcwUGQIw8CBnihmjfL3+51qnFImcrLyWK5CREWXKkzOJFWY7GSpovvUqrtyej31XhWKLCOi6QjFdUQSRvJ/NR2yLKPemz1wTU0pM3gishcDKKIqVWmFyeX0ekb73NAMA7GEAUmSIMsSJElCLGFAMwyM9rlzP0gF0wyBQFyDZgi7m0KUlfPy80RUEpVWmFxOryeqGahRJYRVCQldQIhkLZRblVCjShlroKpBKXZbJyoWBlBU9py+ZN3JKq0wuVxez+FgFD6XCrfqQjieQEIIuCQJPrcLqiRwOBjF9BH+3A9UYcplEQARwACKyhjvVoev0gqTU69n/th6Rx80PLbWC7cqwyvJ8LsVGEJAlpJr8QxhYGwZbAZabMlFANGyWARABDCAojJWaXerdmbSKmWvq3IJqmvdCk4dU4dtbQEosgylt226YWDOCXVVOX0X1Y2S77ZONBy8GqksldOS9VzKZdAvB+UUVP/0nKm48829vftZCbgUCXNOqMNPz5lqd9Ns4VXkslkEQAQwgKIyZcfZYFYpp0HfDvlm5sotqHYrCn523nQE4zoOB6MYW+utysxTSjktAiACGEBRmSqnJetDKbdBv5TMZubKNaiudStVWTCeSbksAiACGEBRmaqUu9VyHfRLwWxmbmBQrRsCCUPAJUtlFVRXs0pb1ECVrTo/makiVMLdaqVk0oqtkMxcKqjefSyMT3tiOBqOQzMEZAk4dUwdOA6Xj0pZ1ECVjVcola1yWbI+lErJpBVboZm5RRMa8P6RENpCMQDJgGu0zwWPKmHjgW5H1pRxHzOi8sQAispWpaxeq4RMWrEVmpkzRPKMvEUTGhDXBdyKlL4WnFZTlrp+P+4MIxjXUetWMK3JV3bXbz7sCBILeU4Gs2QGAygqW5Wyeo11H4MVmplLZa68LgVetf/POK2mbGNrN9bu68CxSPLMN1WWsK8rAgjgzEnlc/0OxY6bnEKes1Juxqi0ymu+g6hXrhqZcjyENFX3Ue3BU8qiCQ1obqqBbgjEND0dPA2VmSskc2XHwbWaIbB2Xwc6IhokSYJLkSFJEjoiGtbu6yjL6zeT1E2OLEvwuhTIvX+fGw90O+o57WgnlT9n3IoRmcTVa/aJakZJas4KycyZyVzZmXUIxjUcDsbhGRDQyZKEw8E4gnENjV6XpW2wmh1bdBTynNxKhArFEYbKElevlZ5mGFi19RDeaw8gphnwqDJOGVOHZXPHQZWtC6TMrshaNKEBhgA+6ggCQoJHzVxTZucUsACQbUiWpeT3zXJa/Y4dNzmFPCdvxqhQvCqoLNm9es1pg1UprNp6CNvaA8kA1Z0MmLa1B7BqK9Ayf4LNrUtKZZX299YSAcCUBu+grJLdWYc6t4qxfg+ORhP92mUIgTE+j6kB26n1O3bc5BTynLwZy25ra0+/f8+dWG9TS5yJNVBUtgqpkRkuQwhsaO3C6h2H8cz7bVi94zA2tHbBEJVRs5JNVDOwvTd46kuVZWxvDyCqGTa1rL++tSw+twqfW8H+7uigWpZU1iGTVNbBSqos4bypTRjpdcEQAgndgCEERnpdWDK1yVTw5tT6ndRNjj6gnsvKm5xCntOOdlJlYAaKypYdq9cqZeWfWZ3ROOKakc489ZXQkzVR42q9NrTsODNZJSdkHc6c2AhZkrDrWBjRhA6vS8GMET5TNwB2Z9JysWOLjkKek1uJUCEYQFHZs3rX4tR0nUuWHT1YWanJ64YnS8G4S5HR5HWXuEWDmallsXsKGDh+AzB7VC32d4cxpcGHRq+569jp9TulvMnpO61u9jm5lQgVggEUURYDa0sEBPZ3RTFzlH9QbYkTBisreXsLxrcNmMbTDANzxtQ5Ygd4s2fh2Z11iOs67nxzL7a3BxDXBNyqhFPH1OGn50yFW8kvA+aETFo+rLzJGaoGzOxz8ggZMoNXClEWA6frDCHQFdOwryuK5qaafj/rpMHKKsvmjsOqrcD29gASugGXImNO7yq8TEpdaG/2LDy7sw53vrkX29oCUGQZqR0LtrUFcOebe/Gz86bn9RhOyKTZrVqn1cl+lgZQDz30EF577TUkEglcccUVOOOMM7BixQpIkoQZM2bg1ltvhWzh8meiQmWqLZElCWP8brSHYpjS4E1/rxIGq3yCHVWW0TJ/Qs59oOxcFVbIWXh2ZB2CcR3b25PBU19Kb1F+6miXfNidSbNTsWvAqnF1LRXOsk+NjRs34p///Cf++Mc/IhKJ4OGHH8bdd9+N7373u1i0aBFuueUWrF27Fl/4whesagJRwbLVlkxtrEFcF4hqBlQZZT9YFRLseFV5yILxYmcEzAxq5XIW3uFgFHFNINNemQld4HAwiukj/Hk9lt2ZtHxYFZgUqwbMqVtBkLNZFkC99dZbmDlzJq677joEg0H88Ic/xOrVq3HGGWcAAM4991z87W9/YwBFppXiLjFbbYkkSZgxwofLZp+AhGE4crAyw4pgp1gZgUIGtXI5C29srRduNfNrcCkSxhawotGJ9TtWBybFqgHjNGB+trb2cC+oPiz7a+vs7MTBgwfxm9/8Bq2trfj2t78NIQSk3j8av9+PQCCQ83F6enpy/owdOjs77W5CxcnVp4YQ2NwWxv5ALJ1dmFLnwWkn+Cy5Sxyt6tgfiA3a6HBKnQeRQHKPndxXsP2y9atmCOw40Ak5Q0Cz40AY02sM08FhMKGjOxjKOLUX1QwcOtqBWld+g9o/Dof69X80Aew4GEYwEMSCsZmzM5ohoMWjCCcGt9swBKKBHmhFCHiL8fc/s96F949F+mVPdEPHySNqkAj1oDM07Kewndn3sJB+HervNNDd1e9nNUMgqhvwKnL62rbi78DJouEIEsPYtq2z09o90sqJZQFUY2Mjmpub4Xa70dzcDI/Hg8OHD6e/HwqFUF+fO5Ktr6+HkueKlFLp7OxEU1OT3c2oKPn06YbWLrRrCmr9xz942zWBnWHZkrvECxob03emA2tLyiWtP1S/BuIaVE8E3gwBTUzT4a2rN53RqDMEGtsSGQcjjyEwbtTIvAYjzRBo+zQC1VPTbxoOSL7ndQ2NWR/nM5HB202k6tRGjxz6Osknu1msv/87vlCfXoWX0AVcioT5Y5tMrcJzMs0QaG+N9vt7Tcn0Hhbar/n8nR7PhEUHZcJCCb3ofwdW0HW9KAkFr68GLlH451dTU3VloIbqd8uuitNPPx2///3vcfXVV6O9vR2RSARnnnkmNm7ciEWLFmH9+vX47Gc/a9XTU4WxY8PAcqgtGQ4rlsAXY1WYIQTW7z+Gtw90Q5YkqLKEUT4XpjbWQJKknFNxhRRV21ED41YU/Oy86QjGdRwORjG21pt34Xg5KNUeVdn+TjVDIJTQUKMq2HQwGWBJEgBJAqTjU3QLxzeUxVYQ5DyWBVBLlizBpk2b8JWvfAVCCNxyyy2YOHEibr75Ztx7771obm7G0qVLrXp6qjB2bhhYqo06Sx2gWbUEfrirwjYe6EZrIAa3Iqen/I+EEwCA5iZfzkGtkMDXzhqYWreSd8G43cxcq6Xeoyr1d5o6bikVDKuKhL2dEcgS0BHRoBkiHZQLCCwc31D1W0FQYSzNS/7whz8c9LXHH3/cyqekClUuGwaa4YSVP1YsgR9O5i6VaXQrMkb53DgSjkOWklN4R8IJTGowML3Jl9fj5Rv4Ov04FCco5Fq1a4+qgcFwVDPwwZEgFFnGmFoPXMrxoDyuJwPCat4Kggpn/8QuUR4qccNAJ6z8sXKaspDMXd9M44mNyZVoR8Lx3oNeBSbUeYo+qDn9OBQnKPRaLXVgkikYViQJUV0ARvLA5lTAJ0sSuqIJuGS54qfryRrV/alAZaWS7hKdlvVwyhL4vplGWZLQ3FSDKQ1eJHp3FD938oiiZ+cqMbtZTMO5VksdmGQKhnUhUKPKCCYM6IaArBwvLG/0qkgYBrxIvv9O+Tug8sArhcpGJd0lMuuRWaZMY+p/rco0VmJ2s5jK6VrNFAy7leQJAkpEgySh97VIGO1zY1K9p+oDZCqcM656IhMq4S6RWY/s7Mg0nj6uHpGEjtZADEKIss5uFttwrtVS1/llCoZlScJInwsja9yY2lSTPmAasC4o37dvH7Zs2YKLL74Yqlo+n1XcJNOc8nlniSoIsx7ZlTLTOHCAVxUJ4+u9OHtSU9agodoM51q1o84vUwB+wYkjYUBgX1cUEgQAyZIAedeuXXj44Yfx6quvQgiB2bNnY9asWUV9DnIOBlBENimXmq5chwdbpRSZxkwD/KFAHO8e6uERHn2krsmPj4URSujwuxRMG+Eb8lq1q85vqAB80QRrtgzZsWMHVq5cifXr1wMATjrpJFxzzTUMniocAygimzi9pkszDKzaegjvtQcQ0wx4VBmnjKnDsrnjoMrln51xWiH/cJViPzHR+18ij5+1u3YqUwBe7KB8y5YtWLlyJTZs2AAAmDNnDlpaWnDWWWel9zCjysUAigaxa2NHcpZVWw9hW3sgWefiTgZM29oDWLUVaJk/webWDZ/dA3yxlKLOKJWpcykyGmqS10KuqTin1PkV+/NMCIF33nkHK1euxObNmwEACxYsQEtLCxYsWMDAqYo4/9OBSsYJGzvmqxKCPCv6u1j9EtUMbO8NnvpSZRnb2wOIakZ6Os+uKb5ccvWFUwb44bK6zqjQTJ3ddX7F/vsSQuBvf/sbVq5cie3btwMAzjrrLCxfvhzz5s0rdvOpDDCAojQnbOyYSzkFebkUs7+z9ctMXz6TLYN1RuOIa0Y689RXQk8GTKN9bkdO8WXri9PH1SOmG+mAyu4BvhhKMQ05nEydnXV+xfr7MgwDr7/+OlauXImdO3cCSB5Vtnz5csyePbv4DaeywQCKAJRPPUg5BHn5KHZ/Z+uXYEDHF0aMMN2+Jq8bnizZJJcio8nrduwU38C+MITA2j3HsHZvBybWefsF3YsmNEA3BD7qCEOWBNyK4shC/mxKMQ05nEydXXV+2f6+JAn44GgQ88fW58yWapqGV155BY888gj27NkDWZaxdOlSXH311Zg+fbqVzacywQCKAOT3QVyjKrZOm5VLkJePYg58Q/XL/p5Y+vBUM7y92aRtA6bxNMPAnDF1AJD3FF/fdlp9/WTqi31dUXREU4cRJ4/t2NMZSR/r8Ul3NP2zJzY6P5vZtx/7Bje6IdJ7HCmyVLRpyGJk6kq9d9vAvy8hBPZ2RXA0nEA0oQNCwuzR/ozvdSKRwIsvvohHH30Ura2tUBQFl1xyCb7+9a9jypQpJXsNdtja2lPy5yznvacYQBGAoe8yFVnC1sMBfNIdtXXarFKKfoHi1t8M1S/x3sG2kH5ZNnccVm1NBkoJ3YBLkTGnd4ruSDj3FN+42uRZdsWcdg3GdRwORjG21ota9+DXO7AvdEOkDyTWDANxXcCrJgOM1/d2YkqTFy5Zhr/3sfZ1RSBLzsxmZuvHKQ1evL6vE8eiiXSwPMLrwpKpTUULVMtly42UGlWBIkuIagZcsoT93REcCScgSxI8LgUeVR6UuY7FYnj++eexatUqHD58GC6XC5dddhmWLVuG8ePH2/lyyKHKY7Qhyw11lxnTBPZ3R22fNnNS0e9wsymZ+tsQAlHNwKyRflOPOVS/uGWp4H5RZRkt8ydkLBLPZ4ovpRjTrnFdx51v7sX29gDimoBblXDqmDr89JypcCvHX9/AvkgYIn3+mSxJcPeeg6YbAu3hGCY2eOHq8zKyZTP7vt92ydaPEU0HJJHcHlLq3WJAEpBRvJsbp2+50ZchBDYd7Mb+7ggOB+NwKRKOhhIY7XfDEAKjfe7039yezghOaXLj/55dg8ceewwdHR3weDy44oorcNVVV2HMmDE2vxpyMgZQlJbpLvPExhrs6Qw7YtosW5CXMAxMqPOUpA3FzKakNyfsDGP3sQi6ogk0elS4ZQmyhLwfc6jgd0q9p+D3p2/QkMompeSa4ksFWoVOuw4MUO98cy+2tQWgyDK8ruTPbGsL4M439+Jn5x2vRxnYF67eYvHkwOlK92cqsDKESE/l9X0Nqaxdpvd7tKrjgsbGkmZfs/UjALzXHsQZExrQ3ATEdQF3b7C4pyuChROcMa1dylWzqUBzWpMPsiThUDCGrt4p3Nmja3FiY/JajoVD2PTKn/Hway+gu6sLPp8Py5Ytw5VXXomRI0da2kaqDAygKC3TXWZE07GrIwRXhhtvO6bN+gZ5Cd1AayAKSUjQNAOrA4ctn1osZhF7qr9TWb4ZI3z97ozNPGa2KZaZPgOAuQEs3yBxqCm+FLPTrpmee1ydB9vaegY9htJbbxWM6/2m8wb2xQivC5AEpjbWpJ/jk64IumM6thwOQJUljPK5MLWxBpLUv3Yo0/u9PxDDxgPdJc2+ZuvHhCEQ15NTk6nz3UTypJKi/n0WeuNQ6lWzAwPN5iYfJtXXAEKCIgNTGryIhQJ49/97Hv985c+IhUOoq6vDN77xDVx++eVoaHDmlCQ5EwMoGqRvwaeTps2A/kHe+v3HIMtSv/ZZObVoRRG7ZiSnR/3ugcGBucfMNsXScewYNrR2mRrA8g0Sh5riSzFb5Jzpube29aArqmOkb/C1ltAFDgejmD7Cn7UvPIqMdw/1JAMqXcen3THIMnDyKD+ORBKQJAnt4TjihsC0phpMb/JBlaWs73eqCL2U2ddsf4eu3izbgZ4oOiLHa6BG+dyYVO8p2t9noTcO+f6eZggEEzrqCljw0FemQNOlSBhX58a+Q+1Y9+YabH/jL0hEI6iprcclV7XgxparUFtbW/BzUvViAEVpmbIUTt4r51AwPmhQsXJq0Yoi9mI/5sDVTpvbwmjXlLwHvkKCRK8qD5ri69ueKY1evL43d5Fztudu8rphQEAIMWiXZ5ciYewQz53qizMnNmL+2HocCcfw2t5OeFQZhkjukfVhRwjdMR0QEcgAmhtrYAjhqEUL2f4OAaDB60J7OA5VluHqrfFqC8Vwgt89rL+B1OeBS5YLnobN9XuyhHSGqisYQmNbYlgZqkyBZuDYUex96RlsfeOvMBIJ+BuacNa/XYlL/u3fcO60sY5ecUnOxgCKcqbZnbgCx47BzYpsnJUZPs0Q2N8TQ22tv9/Xhxr4rOhXGVJeRc7ZntujyhhX60E4rsPdpz90w8CcE+oyrsbrq+/1HYhp2H4kiPF1nuSUngQ01bjQ6HXBEAKTG2qwrysKWerGwvENjsq+Zvo7nNLghRACn/RE0RaKI2EYcMkyTvC74VGlgrawGPh5ICCwvyuKmaP8g4KNoa6JfK6l99qDxzNUqgy599oECssi9w00A0fb8M6LT+O9N1+FoWtoGj0G11x9NT7/pQvR4Pc5ojaMyhsDKMqZZnfiChw7phatyMZZmeGLaDrixvGdyPtOoWUb+Irdr5ohsKcrgukj/GgWYsgi56Ge+6Lpo7DzWBg7jgSR0AVcioQ5JyRX4eXS9/qu9ahwKzKOhBMQAjgaSaSL4A1xfHoxFWBmem8MYU/2dagaRSC58AACyf+FBE0vLODNtBFpV0zDvq4omptq+v3sUNdErmup0MxWLmMTnXjs97/FpnVrIQwDjWPG4aKv/j9cd+VlcLtcph+P8lfOezoVggFUlTMzZVPqzfCGYtfUohXZOKsyfMkBLLkCbc+xCNrCcQgh4FZkjPC64MkwuBW7X/tmIWRJglfNvNot13PPGOnH1+ZOyLkP1EADr2+ltz7oSDiOw6EYIAC3qgxa3p5qW8asT53H1uzrwBrFg4E4jkYTkCUZNb17MhwJx2EYorCAd0D/y5KEMX432kMxTGnwpr+nGwJTGrxZb6pyXUsJwyhqtnPXrl14+OGH8eqrr0IIgebmZlz5ta/jX774BXjdDJyo+JwxGpJtnFTnYZYdU4tWZOOsyvCpsoRJtW48v7cLh0IxGAAUSYLfpaDJq+LdQz0Zp0mK2a9mM1q5nrvWrfQrGM8l0/WdWsZ+sCcKXQiovcFT6ut925bpvQl0dzmqbkZIWc47zPb1IWT7PJjaWIO4ntynTJWT12xcF9jTFcaO9iB8bgXTR/gG1S4N9X4aAkXJdu7YsQMPP/ww1q1bBwCYNWsWWlpacN5550G28UxGqnzOHBmpZJy2yi5fqQLXheMbbJlatCIbZ8VjGoZAd1wDJAmSSNYhAQLKECvJihnQmc1oFTuYzHR9y5KE5qYaTKz3YJzfjUOh/osRMrVt4HtTyn2NhhLRdEyo80KWYjgSTqT3tBrtc2F8rcf0DVC2zwNJkjBjhA+XzT4BCcPAlsMBrBuw+/n+rigMIbB4UlP694Z6P2UJw8p2btmyBStXrsSGDRsAAKeeeipaWlqwePHiQYsNiKzAAKrK9R3gJOn4RnxCYNCHmBMGDUMIbGjtxs6OIAwhoUa151iZcqAZAnt6YhhR48IYWYImBFRJgiRJOBJJYGyOAbZYAV0hGa1iPfeQ04K9GZNUzU8+bTOEwD8Oh3Ck1d5jjVJqVAUeRUZzkw8nNvavMdMLmMLLFfB6VRmqIWHdvk50RJNHo6RW/nVEE3h9bycWTWjMOJ2X6f3se21ENQOe3ufJ1v9CCLzzzjtYuXIlNm/eDABYsGABli9fjoULFzJwopJiAEVYOL4e7x8J9R6TYUBVJJw0shbzxyYPjR3uZnjFCrwMIfDIloPY3h6AIZDeANHozas48fyyYimkDyOaDoFkP0mSBFef98oQApDMD7CFsHsRwlABnNm2bTzQjf2BGGr9fluPNUoZGPCkasyGUwuYK+ANxDW0hWL9VkQCyfe5PRxDIK6hyZtfzVHf/j90tAPjRo3M2GYhBN566y2sXLkS7733HgDgrLPOwvLlyzFv3jzTr5GoGBhAETYd7IFXlXH6uHp83BnBsUgC29oD+O+/78MXmkfCEAL7usyfhVfsXYj//mkXtrcnj/NIfXQfCSePaJAglXRjw1IppA9TG1vWuV3wqjJG+e7DNt4AACAASURBVNT0gbp9zRpZW9L+smsRQj5BUj5tSxVYD+xHO4416it9JNCxMEIJHX6Xgmm92bVC5Oqv3sV+GRkCBZ3Ap8oSal2D3xfDMPD6669j5cqV2LlzJwBgyZIlWL58OWbPnl3AMxEVDwOoKtd31c2+YxHs6QwjlDCgC4H2UBxCJPfumTky/72EUop57IlmCHzUEYYhgL73vbIk4Ug4gbF+8/Ue5cBMH2qGgVVbD+G99gBimgGPKsMtNJw8NvlzR8Lx5MG6EjBnTB3OnMhjK8xIFVhn4oQFF6L3v8yXjmeWLaisdasYW+tGR0TrF0waQmBsrRu1RegDTdPwyiuv4JFHHsGePXsgyzKWLl2Kq6++GtOnT8/9AEQlUFmjDZl2fFCQ8VFHGMGEAQnJ1VqGEDgciqE7omFak2/QVgdDDRrFPvYkoumQINIHw+qGgCInaz1KOR1VSmb7cNXWQ+nDfWvcyULgnqiOj7uimDXSj3G1LhhCwqyRPpw1qbSH4doplcXbfSyMcFzPumIsl1SBde+5tP3YueAiFWS7FBkNNcn33cppRVWWcMGJI7F2Xwc6Ilq6cH1kjYoLTsw8BZevRCKBl156CY8++ig+/fRTKIqCiy++GFdffTWmTJlSxFdBNHwMoKpcalCIaAa6Y1r/VL0kwaMoCCViiGrGoPPahho0ir09QqqdcV3gQCAKIZKBRK1LQYNXKfl0lFlmapg0QyAY1xCIa4hpOnwZA9T+fRjVDGzvDZ76UmUFPTEN/zprDASE7avG7LChtQuv7+1ERzSezsxlWjGWS6reaMfBcL+v23mskRXnM+Zj0cQGQCretGEsFsPzzz+Pp556CocPH4bL5cJll12GZcuWYfz48UVuPVlla2tPzp+ppM02GUBVudSg8F57EMnkf/LDVgCocyfPUPO71fS5YSm5Bo1ib4+gyhJiuoAsCdR7VATiOnQh0BNLYEqj17HTUWZqmAwhsLG1G2v3deBwMDl92hNL4KRRtZjaVNPv5wf2YWc0jrhmpDNPfSV0A4F4Iut5dZVMMwRe23sMu44dn5pWJAkd4QQERMYVY0NZNKEBwUAQ7ZpwxLFGdu3jVqyFAZFIBGvWrMFjjz2Go0ePwuPx4IorrsBVV12FMWPGFL3duThhpTGVDwZQhEUTGqAbAuv2H0MwrkOWZdS5FYyqSZ4PNnuUD7NH+bG/O2pqGXoxd7TWDAGPKmFsrQeKnECDR4EQEk6oTW6AaKSPsCi+4Xyomqlh2nigOz0t4ukNjgJxDe8fDULq3bsIyNyHTV43PGrmgNWlyGjyuodsZ6rwvMnrhjfD4+T6vlMF4hrePxJCrM+RNgJAMGHgg6NhUyvGgGTgsGCsH3UNjY4YaO3ex63QhQHBYBCrV6/GH/7wB3R1dcHn8+Hyyy/H8uXLMWLECAtaOrRiL3ih6sAAiiBLEs6e3AQB4NU9HeiOazAMwAAw0uvCkqlNWDypCZ81GUgUc0friKZD00V6v5uolizm9aoyEgWe+ZVLMbZvyHd6RTMEPj4WHlSYOzp17EgwinG1LrgVJWMfelUZp4ypS9dApeiGgXlj6rIGPZkKz08ZU4dlc8dBleWc33c63RAIJXTEdIGopqczUF5Vga4Y0I3CSq5TgYNmCATimm2BlF1HGhWqu7sbTz75JJ588kkEAgHU1dXhG9/4Bi6//HIYhoGmpvynVIupmAteqHowgKK0xZOS0xm7joURTejwupT0ZoOA+bvNYu7/k7rTFkJgX1cER8PHd0AeUaNmPNdtuIb7oWpmeiWi6Qgm9OQqOaVPH0kSGr0uzB7px79MH4XRPk/WPvx/p45FfIuOj46GkTAMuBQZJ4+owbK547K2MVPh+bb2AFZtBVrmT8j5fTPsmB5RZAmaoaM7qkMTIr2qNKYZUGqUQcFtvpyUsUj9fWb7u3WCjo4OPPHEE3j66acRDofR2NiI66+/Hl/5yldQW1sLAOjs7LSlbXbVkVH5YwBFaVaeyZZv4JVtkE3daa/d25HO0rh6D8qFkLKe61aoYnyompleqVEV1Loz97ciS/B7lKzBU9/B3KPIOHm0H2Nr3fh88yjEgj1ZM0XZC89lbG8PoCuqDfn9qGbkNZ1nZ7BRoyqQZRkCGiRIgCQgQYKAgDyMKS4nZixkKZk1dtJY39bWhsceewzPPvssYrEYRo0ahW9961u49NJLUVNTY3fzAJT3eaBkL14V5AjJI1q6hhxkTx9Xj7V7jgFA7weelD4Etth3isX4UO07vQIACUPA1du+TGetTWvyYV9XpN80niEERnpdmDHCN+R+W7uPhfFpTwxHw3FohsD7R0M4Etbwb1OyD1K5Cs/3d4eH/H5nNJ5XYbqdwUZE01HnUhD3uBDTjXStnEeRUedSEdF00zVdyeA66piMRap/VVlGo9f6bQzy0drailWrVuHPf/4zNE3D2LFj8fWvfx2XXHIJPB6PLW3Kxu46MipfDKAozc5Mwea2MNo1ZchBNqYbmFjvwZQmL8JxAz63DFdvdiSm60W9UyzWh2q/Y3J6+/TUMXVYOH7wUt5FExoAgfQqPFkCxvg8WDK1Ket0TCpT9mlPLL3beOpssm3tAUzwGPiXLEW5uQrPpzT4hlWY3rd9dgUbEoCRPhfcanI7h1QNVL1HRZ1bKWjX7KhuOCZjYXf/DrRv3z488sgj+Otf/wpd1zFp0iRcffXVuPDCC6Gqzhxuyq2OjJzDmVc02cKuTIFmCOzviaG2dujdzj2KjNZAFEfDCcR0Ax5Fxhi/G1Mba4p+p1isD9XUMTlnTGjod1DzpoPHpxz7TlueOakRCyc0IBjXereSUId8roimI6bpGY9qAYCPu6PpWrGBshWea4aBOWPq0OhVh/x+Ppkbu6dHkrtme+CKaBhZ40ofqCwAjKxRC9o126vIjslY2N2/Kbt378bKlSvx6quvQgiB5uZmLF++HJ///OcdGzj1VcwFL5RZJe3/lOL8K5tKws472YimI55lNVTfQWDTwW4c6onjYCiW3kizI5yAbhj4fPOoordv4IeqIkkYX+/B6ePy+yAY2Kepg14hJR/z9HH1ePdQTzrjpyoSxtd5cPakJjTmubQ+OVhLg4vPkaxpg8CQg+iyueOwaiuwvT2AhJ4sPJ/Tu8oun+/n0z67l9n33TU7dY7bcHbNdlLGwu7+3bFjBx5++GGsW7cOADBr1iy0tLTgvPPOg2xilaZmCAQTOuqyBPtWs/vAaypPDKAIQH53sjWqYsmHS3IQyPx4qUFAMwRe39sJlyr120gzmNBxOJDIO6gxI/Whevq4erz1SScOBGL4pCuKpwNteU1t5urTtz7txKFAcqruYDCGo+EE3m7txoZPunF+84i8pk5VWcLMkT5saw/0+7ohBEb7XPAoIt1/mYvzZbTMn5B1n6dc38/FCcFGsXfNBpyTsejbv5KEfllOK/t3y5YtWLlyJTZs2AAAmDNnDpYvX47FixdDMjHd37dsoCsYQmNbouCygWKs8rTrwGsqT7xSCMDQd7KyJGFbWxD7uwrfDymi6XDJMhKGkXGF3ZQ6D9o1kXWQ7Ywm0BaKwa0qGFnjQr1HTf+ubhgIJfSs7R+udw/14FAwDpciw9UbC+UztTlUn0qShIM9MaiKjD2dYRwJJyBLEjyqgqPRBHYdC+d8/JSzJjXio45wOoiSJQmjfS5MbvBijKJj08HcdW1eVR6yIDzX94did7CRT3bB7ODrpIxFvzo7zYBbzV5nNxxCCLzzzjtYuXIlNm/eDABYsGABWlpasGDBAlOBU0q/sgFVhtyb8QbyLxtw0pYSVF0YQBGAoTMFcT2595LZ2qjUB9vHx8LYfSyM7piGeo+KmSN9aG7qf5jraSf4sDMsZx1kk1MvAkfDcQTjxzdErHUrBRcD5yPb1CYAvH8k9P+z9+ZRbp31/f/ruYt2zWhWj/clzo6zNDHZQ0ICpdCUX8ISIECCTVvapv2VX+mhnNJ8OXxL05bS3yml/fLrwU5McBsghL1QSAghIalJE5w4zubEHjsztmfRjDTa7/b8/riSrNFIGkkjzYxtvc+BJBrp3ufe+9zn834+y/vDxUNdVT0yte7pmrCXI/EsiiKL5Kn0746kaui03NgrQvCRi1bx5Eicl6NJkAKv5t6/mZnEkpfbF8jGxUNdS6pmXsm7sFDjuxw8FoU8u62rumdVepbm2S0EUkoef/xxduzYwfPPPw/AlVdeybZt27jooouaPm6r0gZKSZiOguHIhjYgHXTQLDoEqoMiKnkK1nf7GI43t8gVFrYjMzni+RYxM4bN4XiWQs+9wgI3344+5NGQUjCTc0v81bxxm8lZhHS1qWTgelAehnOkZDiWZTJtkLVsFCE5pz9U1eBW875csrKLB14Yw7DlnPwlVRHoipiTBDyfsb9qbYTLVp+4fwD3jkYJhWbnUy12hdZy9hAsRz2nRlBOQkrf04U+Y8dxeOSRR9ixYwevvPIKANdffz3btm3j3HPPXfDYW5EAX7h+kc8rLMh4aIrgSCzLJSu72uaZ7qCDDoHqoIhKJCZj2bw6laaSw6DWIldY2IBZFWKKEEykTTZE/BUX+Fo7+hUhDwnDImnYxUUy7FFZEZq/nL5ZlIfhhmPZ4vV4NRWvptY0uLWI4cYeP69Op2ddv5u75MkbwtlJwPUY+9L7lzCsupLz243lSlJK52jWctAVgZr/38miQN2OKjzLsvjpT3/Kzp07OXToEEII3vKWt7B9+3Y2b97cqqG3JAG+cP1Hk8YcGY+xdI7HX5/mzRv6WjbmDjooRYdAdTAHpUa41iKnCoHlyIpl8oWFDTG3QsyRblhQIOte4DOWzZqQh/GUSTxnYdoOQih0eXXWhj1tIwPlYpiFRbqQpK0IUayqq2VwKxHDgnfqcCzD8XyOVUEYtDzJuplwRz3J+e2E5UiShsWBqfScObQcSErKtDgQTTFTQsj78/f/ZFGgbmUVnmma/PCHP+Tee+9lZGQEVVX57d/+be644w42bNjQohGXjm/hBQZ+zdWOqyTjoSkKR2dyVWU8OuhgoWjr6nDzzTcX+xytWbOGW2+9lc997nOoqsrVV1/NnXfe2c7Td9ACVFrkpJS8Np1GSMF3XxqvGJIp9q7LH6MUihD5SiFR9wLv11RGkwYzORNVCDRVQRWCmZzJ6wmjrWSgQHRemEiRs2y8mspAQGdj5ITKd6nBrbdirbzKbySRQ+b7tZUnWTfjaagnOb8R1JtoXRqymzEs9o8nWRn2sSHim2XklpqkPD+eIpazUBWl6LWYSBsArO/2nRQK1K0gIblcju9+97vs2rWLsbExdF3nXe96Fx/+8IdZvbqxfoeNojTEnbUcvPlx11tgoCmC1WEve0bjeEueV2GDY8v6N2kdNIdTUd+pXrRtVuVyrjG47777ip+9853v5J//+Z9Zu3Ytv/d7v8cLL7zAeeed164hdNAilOfxvD6TBSnY2OsvGsRKoaTCwt4f8Mzx3DRTZn08aZAw7CIBA0gYNmNJo5WXOwelSdCKkHg1teJuV1cEO349yvPjCXKWgzcvVHn7hSur9qMD8KgKb97YV5OgNOtpmC85vx40msNUGrLr8mroqlIkJpt6TpDOpWyTYTluYcRg0DMriV8RgvFUjmvXRU4ar0WzVY6ZTIZvfetb3HfffUSjUbxeL+9///v50Ic+xODg4GIMfVaI+9hklJX9jWtzXb2uhydGYkQzFo6UxSrUjRE/juSkIMIdnJxoG4F66aWXyGQybNu2Dcuy+OM//mMMw2DdunUAXH311TzxxBMdAnUSoHSRSxoW33tloq6QTGEBd0N2NrGsRcTnltc3asSThgVCFjWgpJSIfEsOIdy/1ys+2Sx8msI5/SGXLJas8YXd/u59x4uq3YX+cc+NJ9j1LGy/eP6dfK38r2Y9Da0ot28kh6k81KgIQX9AZyJtMpE2WN/tQ1XEkrfJKHj0Cl7EibRZNL4Rn84FK0JLMq5m0OgzTiaTfOMb32D37t3E43ECgQC33347H/jAB+jrW5p8IU0RhPTmpCA8qsING/t4dTqN7YBHdStTl3qOdXDqo20EyufzsX37dt7znvcwPDzM7/7u79LVdcLVFwwGef311+c9zszMTLuGuCBMT08v9RCWBEnTJplKVwxNZS2HY5NRQvqJHd85Qdjs95Ed8qAJgSUlPlVBUyTxWAxwjW7WdrCiU1UXu3jOwjItujSFkKoUjZ0iwDBNYrEY0tt+N/1ZAUkyYXN4JofhSDyKYH2Xl3Uei/tGplAVQbk/7OmRKd6+xrfg0v1q5z4r4NScj9PT08V7nFWVhgyK5Uj2j06jVPjN/tE0m/3OrOMlTZt4MjXrWld4JLmsw1jKZDyeIKyrdY27nbAciWVkcUzBkBcGdK3Y5kUAuWSC6XT1+9TKcScNm4mMyYBfJ+RZuLckUeXzmZkZHnzwQb7zne+QSqUIhUJ88IMf5Oabby6uzUu9rjV7fvfdcDg8kyPdwLtxOiKbzmA6rTve9LTduoOdZGibxdm4cSPr169HCMHGjRsJh8PE8gYTIJVKzSJU1dDV1YWqLi8X7PT0ND09PUs9jEWH5UgwLLpCRsWQlNeRDbngT4SGsq4KcShYNTQUdiTrIgkms7M1kxwpWRHWWTPY+lYu1fCW3t454bZjySwoKp4KHqSsaYE/SE+TQpTVzl1NmLQU0akpXkkrHJrONiUhkDAsNG8Gnz73HcxZNr5w1yyvWdiRRMbMOYTr3GCQM22Hd5w1MG9/v8XC+RmlqkdvoK96dWCr3n/Dtvnrxw7lBTAlHk2wZTDMp6/ZiKeFa140GmX37t088MADpNNpIpEId955J+9+97uLOarLAQu9r5Xey1MJtm23xKHgC/jRZevuTU/PqZ0DVeu+t41APfDAA7zyyit85jOfYWxsjEwmQyAQ4MiRI6xdu5bHH3+8k0R+kqA8B2Z0JocUkjN6AkX14Wbc5Y2oEGuK4LqNPTxyaJpo1sR23MToPp/O9Rt7Fn2xLA+39fg8eKt4mHRVocfXOqkFRcDz48m6cpKeGUszbqlNSwg0mntVK9R4Rm+AnjaHWRtBrdyhZlvXNIK/fuwQz40lUBWFwm15bizBXz92iM9et3C5gLGxMb72ta/x4IMPksvl6O/v52Mf+xg333wzfr9//gOchFgOwqYdnD5o20x797vfzac+9Sne//73I4Tgb/7mb1AUhU984hPYts3VV1/NhRde2K7Td9BClOfAbOz1c3Aqw6tTaQaDHoK6ysaeAOcNBOsuGW6mLP+KNREUITgwlSZr2vh0lTMX2NOsVfDlE8YLOVAFWI7DBYNhNEWQMKyW7Iyr5STZjuTCoXDxHJYjOTyTIxQKzvp9IxICzeReLXXrlnpRKXcIJPfsPdpwIUCjSBo2+8Zd8lQKVVHYN54gadhNh/NGRkbYtWsX3//+97Esi6GhIe644w5uuukmvF5vK4bfQQcd0EYC5fF4+MIXvjDn82984xvtOmUHbUAloiMARXGr4vr8OgdjaQ7HsrwymcSrqS1ptFup9Hg59R+rhNsvXMmuZ2HfeALTdtBVhQsGw5zV5+cb+4+3RIW70vNwpORwPMtTR+O8HE3j19xznDcQbImQZqOEaLk/p3KUei12/ProggoB6sXxZBbDklRyyJm25Hgyy+be4Nw/1sDw8DD33HMPP/7xj7Ftm7Vr13LHHXfwjne8A007/bwyp3I4r4PlgdPvreqgbliOZCKdI2s5BEt2w4diGSbSJiAYTxvEczZgIxTBph5twY125ytvX65uek1R2H7x6lnhn18fn2mogm2+Bb8S8Syoo0tc71IhFOpIWiKk2SwhWq7PqRqylsO+Mg8iuPdq33iCrOW0LJw3FPLh0SrfQ10VDDWQL3fgwAF27tzJQw89hJSSTZs2sW3bNm688cbTkjgt59ZBHZxaOP3erg7mRekClLVsnh9PMhD0sDHiR0JRN0cqkumsVTQ4pWXq9ShzL1QAcLnCpymsDPnqDlM2suCXE0/bkbNUmAuESVUEw7EMa4Ieok5rhDRPNkJULwrENZ61MCyn6HkqhWm7pHhlCwoBAEIelS2D4WIOVAG243DBinBd4bv9+/ezc+dOHn30UQDOPvtstm/fznXXXYfSwnDjyYbl2jroVMWzI26C9ekoqHnqrYYdLBilC1DAozEQ9DKWygGwKuy2GUGBiFdnKmMWf2c7EjNvrOsJETWjQtxqt3w73fz1hikbWfDLiafpyOLzKLaWKTnHeYM+Rk2d16bSpEyboK5yxjLJG1tqlBNXIWDGsPHrKpQR11YXAgB8+pqNxSo805boquCCFW4VXi3s3buXHTt28OSTTwKwZcsWtm/fzlVXXVUs6jhd0UxuZQcdNIsOgepgFiotQBsi7q57PJVjMOBBETAQ8LCu28szx6zi91RFoOd/V0+IqBEV4oKxe206XUywPaMn0LRbvlk3fyOEq54wZen9LhDQQlPbagt+KfGU0sk/j9mtZQrn8KoKmCABZP6fHQCVPRXdHs2d5yWepkIhQKur8Tyqymev20zSsDmezDIU8lX1PEkpeeqpp/jKV77CM888A8Cll17K9u3bufTSS0974lRAO5ord9BBNXRmUgezUGkBUoRgU4+flSGdt23u55z+IIfjWVTlhMo0uKSqGZXpelSI94zEeXg4ylTGKlb6DccyIOGKtY275Rt18zdDuOoJUyYMC8OyOZYymUwbs5rargrpdSXTn9WXZDiWQYgTJEwRcGZvgOcmkoxbKrqq0O1X5r3O0wXVPBVXrOvmySNxbNvBdE4UAtx+4cq2jSXkUasmjEsp+eUvf8mOHTvYt28fAFdeeSXbtm3joosuatuYTla0srlyBx3Mhw6B6mAWai1AHlVlIOBlRdCLqrgEZFXIiyMlSMGqkF4kB60MEVmO5OHhKNGMhSJEsfFrNGPx8HCUrasbc8s34+ZvNq9ivgo2v6ZyNGEUBUJLm9o6jqwrmf6KNd2A5JFD04ynczgShkJuztpwPEs4PFsssV3hjJOp6qmap0JTFN64pou3nzmA5Tht1YGqBcdxeOSRR9ixYwevvPIKAG9605vYvn37Kdn+ynIkSdMmXKcMSjWcyrmVHSw/dAhUB7NQ7wI0Vz+HthnPpGFxPGkUu61LKYttN44njYb74DXq5l9IXkVpI+JqwoxSVAmsVfu8wjkUIVjf42NNt6/YC+zAVJqDMzkuDM9Vm25lOONkqXoqJXjzeSp6fPqSGFvLsvjpT3/KPffcw8GDBxFC8Na3vpVt27axefPCxTWXG0rnTiyZIjJmLnjunCw6ZB2c/OgQqA7moN4FqLwqq5oxXqhnQpLv3SslkxmTpGFjS4kqBN58X7xG0KibfyF5FfORi4xlszrsQxG5WQ1tBwI6q0LeukhOgeDpioJeclk+TSGec4qq7fNdZ7NY7lVP1Z7Bxoifg7Gl91RYjmQmk+XRn/6Er+66l9dffx1VVbnpppu4/fbb2bBhw6KNZbHRSDeCelFLduNk8pJ2sPzRIVAdzEGrhBBb5ZkIezSGgl5enkqRNB2Qbja0Ix0UTfDCRIqr19VfIdWom38heRXzkQu/puJVFTb1BNgQkRi2nNVNvh6SU43gKULQ7VXm6Hi1kiScDFVP1Z7BhoiPTT1+XommmcmZdHl1zupbvApFR0oePzTBD77/PZ764bdITE2gaTo333ILd9x+O6tXt064czmi3XOndIN3snhJOzi50CFQHVTFQnV/WuWZ0BTBtRt62D+ZIJGzyNoOAvCqgtVhH4diGS5fE2losW3Ezd9sXkW9BqL02D6t8d6CtQjepm4vZ/cFOBzPtiWcsdyrnmo9g9em0hgO7BubIWM6+HUFy5FsXdXVdqOayWT4x527+cm3v0EqNoXm8fIbb/0dLnnbLVywaQ2rVy+9567dWMy5s9y9pKcCCnpQtXCqaUV1CFQHRbTSvd3q3eUFK0J0eTXSpqsGrSmCLq+GpgoOTKWYSOcYCHjrPmajXrZm8irqNRCNHru80W0tgrehy8fV63q4vI5n20wD3eVe9VTrGTwxEnMb+WoqYdX9ezvatpQimUzyzW9+k927dxOLxdB9ft74jndzyW++k2B3D8Cy8dy1G4s1d04GL2kHJyc6BKqDtri3W7279KoqPs1tWlzIfxJANG1yOJ7hB69M5psaNzbuer1szYQ16zUQ9R7bchx2PXusYqPbaiTsrIAz73XWOu58DXSXa9VTYTOgK0rFZ2DYDmMpg42RwKzP29G2BSAWi3H//fdz//33k0wmCYXDbL3pfbzxbe/EHwqXjX3pPXeLgcWaO8vdS9rByYvOrOmgLe7tVu8uTceh26sxY9io+fyg6YxJ0rQJ6Bq62poE1PnQSFiz1EC41yCLQqOVDMR8x9717LGajW4rkbDp6el5xznfcefDcqp6qrQZyFgOXk3MIoPJnI1HURDCbaVTSLRXhGhp25ZoNMru3bt54IEHSKfTRCIR7rzzTm6+5V388HASpQJJWA6eu8VCM90IGsVy95J2cPKiQ6BOc7TLvd3q3aVfU9nc62fP6AyjiSw50yFp2fT4dAYC+qwecLXGvdhVOFtXdfHCRIp944miQd8yGGbrqsZyAeptdNto3lorGui2quigFSjdDOgoGI5EUyBnSYQmiwTv/IEgL0eTTKYMkqZdJFAhXSXiUxfctmVsbIz77ruPb3/72+RyOfr7+/n93/99brnlFvx+VzF+Y4+97Dx3i41GuhE0i+XqJe3g5EeHQJ3maKd7u5WeCU0RGDbEsyYC4baukJAxbWyHOT3gyse9VFU4Tx2dwacpvHF1d7HCTkr380a8ZNNZoy2Nblt53KVuNlzYDAjhzrlSZfden87/c8V6bCmLBO/h4am8or5SNKzxnMn6iK/p8N3IyAi7du3i+9//PpZlMTQ0xB133MFNN92E1+ud9d3l5LlbatTTjWAh6NzrsRiuAwAAIABJREFUDtqBDoE6zdEK93Y1r04rPROWIzmayCKEAkKiqQIhFIRQiOVO6CdVG3erw5T1eLLKvXuFCjtE44nCPT4P3ipGvdlGt1nLIWe597KVx10qFDYDR5MGE2ljlrL7WDrHf4/GePOGPsB9Nmf1BpjOWIwmskUP1NouP2f1BorEq14MDw9z77338qMf/Qjbtlm7di0f+chHePvb346mVV5ml5Pn7lRH51530A7UTaDS6TTxeBxZIlq4atWqtgyqg8XDQtzb9Xp1WuGZSBoWYymDvoBOt6OBhC6PScq0mclZZC2HgK5WHHcrw5SNeLJa6d3z5RO7nysJt0kpydkOFw91NeQxKU8aH5nJgZBs7gkg8sduVwPddsKvqaiKKJKnUmiKwtGZXJEYZSwby5FctS6CaUvSlkVA09BVQc6y6342Bw4cYOfOnTz00ENIKdm0aRPbtm3jxhtvrEqcyrHUnrvTCZ173UErUddM+tKXvsSOHTvo6ekpfiaE4OGHH27bwDpYPDTr3l5MbRVbSqbTJllHFqvwgrpCSFeJGxZZ284LUs4ddyuJTCPX3Ork1dsvXMmuZ2HfeILjSYOcbbMi6MGrwJMjsbrDkeVJ42f0KbwWTXNgOsO6Lu+iNNBtBzRFsDrsZc9ovNj2B1zSOxDQsaUsPuvSZ6Orgm5VLznO/M9m//797Ny5k0cffRSAs88+m+3bt3PdddehzFO52EEHpytqaUWdjBpRdVmNBx98kJ/97GezCFQHS4tWJkM3495ebG2VlybTCAWk7ZIngKTpENIVLhnq4gPnryTk0Sqes1VEptFrbnXyqqYobL94NY8OT7F/IkXIe+K66iWulZLGFaFwZn8Iw7b5xOUbWBHyLsjzZDmShGEhoOozaReuXtfDEyMxohlrVlucjRE/jqT4rJt9Nnv37uXLX/4y//M//wPAli1b2L59O1dddZWbl9dBBx2cNqiLQA0ODhIOh+f/YgdtR3kISQjo9+tcv7GPgL6wctxG3NuLqa1iOZLhWIZz+4O8NJkmadrFUIwjJddt6KnZTLhVRKaZa25F8mopWQYYSeToDcy+3nqJa7WkcdtxSOVsJDRNnhwpeXIkxs8PTXM8lUMCQyEPN2zo47I1i9Myw6Mq3LCxj1en09gOs9rilD/rep+NlJKnnnqKr3zlKzzzzDMAXHLJJXz0ox/l0ksv7RCnDjo4TVHTwn3pS18CoKuri1tvvZVrr70WVT1hPO688872jq6DOSiEkCSS/zmW4Ggii2E7/Mf+Ma7f0FuX+GErsJjaKgXisiHi52jCIJazcByJVFwPxwUrQvMeoxVEpplrXkjyaqV8q6GwB8Oy8Vcgp/UQ1/JkdEc6HJzOEsuamLbkH54c5uKhrqbm0Z7ROA8fmmI8beBRXY2laMbi4eEoiMVrmVH6rE27+rOe79lIKfnlL3/Jjh072LdvHwBXXHEF733ve7nmmmsW5VoaQadRbgcdLC7qchFccMEF7R5HB3WgNIT0+OEYRxIZdEXFq6mkLYdnx2fa2oaiFAvx6pR7VAoJvdXg11R0VfDkSJxjyRyqEKgadHl0vJpg/0Saq9bWrhabz1jWY3wK1/zqdBrTdsfr0xSkrCyMWf7bWsSmUtirUr7VaCLH0YTBGX1zj1UPcS1PRj84lWEsbWDZDj5N5VjSID4cBRqbR4bt8NODk+w9nsQBVCEIeVT6/TrRjMVrU+lFa5nRKGktfzaO4/DII4+wY8cOXnnlFQDe9KY3sX37ds4777y6xEkXE6dCo1zLkSRNm3CD1Y8ddLCUqEmgCh6mb3/729x8882z/rZ79+72jaqDishYNobt8Pp0hn0TSSSgCAevquDXFUC0pQ1FNTTq1Sld6HO2w2gii5CCVWEPtpnj/IxScdHXFEHadBhJZFGFgluZLkgYFt1ejeFYhstW12ec5xjLBoyPI10hxj1H4ryeyOJISbdP5/oNvQ0LY5Yes1LY603rexmOZdDLPF66oiCFLI61gEbCkYVk9L1jMxxNuucM6Br9+bBgypI8MjzFbVtW1j2PHj8yzdGEgSMpEuqEYQMQ8WmkzPor26A13pRGK64sy+Khhx5i586dHDx4ECEEb33rW9m2bRubN29uagyLgaVslLvQ51R4/16dSjM5k6T/uMHm3sBJRf46OH1Rc3W59957SSaT3H///YyOjhY/t22b73//+9x2221tH2AHJ+DXVEYTWY4mDGwpiyGWnO0AEk24JditakMxHxrd6Zcu9MfiOaIZCwChCIa81duwWI5EAEFdI2M5xeTgLq+GqkDOaj7nqhHjs2c0zqPDMXRdYVNvANuRCAHHktmGhTFLj/nIoWmiWRNP3nsUzVj89FAURcI5AyEcKWeJcA74PawMehhPm02FIwvJ6AenevjD6AsEdG1WHo/AFSydTBus6Zp/HlmOZCSRw6cps7yRApdE9fo0grpaV1h3Kbwppmnyn//5n9x77728/vrrqKrKO97xDj7ykY+wYcOGtpyzVViqRrmlxCdt2AQ8alPE58mRGI8cmmYqa5LJGryelhyOuZuTq9Z2ipY6WN6oaXHWr1/P/v3753zu8Xj427/927YNqoMakK44oCrKPQPuotUK8cNGd5X17PRLF3pHSibSZnGhnUgbDHq0qot+xrJRBKwIepBQlDFQhMByHBCyqZyrRoyP5UgOTKWJZk0EYEk31FDI82kmRFV6TDfR2SkSpUTWwpaSV6dSTGUsTNshnrVAQNirEvSqbIwEeMNgkKDeXKVb2KfhVdWKSdCKIqoKd5YjY9k4jmQw6CWadrW5Csd0pEPYp3FGb6CuMbbTm1I+r3O5HN/73vfYtWsXx48fR9d1brnlFm6//XZWr64cvmx3qKnRd2+pGuWWEp9CQUejxMdyZHHzoAiRF8cVRLMmjxya5rLVkU44r4NljZpv1vXXX8/111/Pb/3Wb3HGGWcs1pg6qIKMZbM67EHJL1bTWRNVUfIhPEHOdviNOkQVqy3SC9n9z7fwly70rgK2g1dTihVSZj4HqtKi79dUfJpKf8DDRNpAL0tuPrsv1NRC24jxyVg2acNmPGWQtZwiiQt5VLq9jYeoCsfMGDaGbTMyYxDPmtgS1DxJGvR7OCpz+DWNmZxN0nSr5Lq9OpqiMBzLoDSQnF3+jHp8OmvDPkZTuVnP15GSNSEfPTUqG0tRSK7fEPEhpeSlyRQzhgW4xPotG/vq8o61y5syp3LVMhjZ8zCPff8BJicn8Xq9vO997+NDH/oQK1asmPcYsWSKyJjZUs9Ys+/eUjTKLSc+BbX3RolPwrAYS+WKntcCFCEYT+dIGFbdc7CDDpYCda32f/AHf4Bt28X/FkLg8/nYtGkTn/zkJ6vu1jpoLfyamzC+qUdjTdjDEyNxxlI5bMf1PxWqp6phvkW6md1/vQt/IRH84HSaibTBaCKLpiguAfGpOFJiO7Liol9I3rbzKvgTaQPbkSgCLhgMc8Wa5vpZNWJ8/JrKeDpH2rRRhChqUSUMGyll3SGq8vMHPCqvx3PEcxZCCApdVeI5V8foit4eJtIGsZxLlrs8Kqri3vd6iUWtZ3TrlhXcv2+Mo6lcsZ3JqqCX921ZUTdZKS0oOKM3wIaIn5ztYDuSc/uDXL2uPo9Eu7wphXlt5TI8+9AP+J//+g6ZxAxen5/bb7+dD3zgA/T19dV1DFUR+DQFRakecm4GzXrelqJRbquIjwCqlY44suBT7+BUxckonFmOulaja6+9ljVr1vDud78bgO9973vs27ePN7/5zfzlX/4l9957bzvH2EEepYulR1O5bkMvhu2QzNmcPxDkTRt6a/6+1iK9dVV3U7v/ehd+TRFkLclYykBTFCI+nZmcxdFElumMipnT8M7YbBkMU2nNL3gwFCFYGdJxpODsvgBXro007QFo1PgouMrnpSEqAClhY099Iary86/r8pGxrDl/86gKOdNhXbePlSEvpu3g1dRi2NKwJT5N1EUsaj2jq9b2oCkKL0dTJLIWYZ/G2X3BhpuslhcUeFWFTf3tl4mYD1nL4Znh47zwsx+w96Hvk0un8AaCXP7O93HRjTdxx2VnLblobHl4uxDGrff4i90ot1XEJ+TRGAp5iGasOR7QoZCHUKflSgfLHHXN0KeffppPf/rTxf/+wAc+wC233MLdd9/Nv/7rv7ZtcB3MRaXF8uKV4XkXy/mMwLn9wYZ3/43mEHlUwYqgl4m0QbdXJZYxQYIiQBGSwaAHr+Z6wsp33YWE9YuHupjOGvT4PC2pNKzX+BTCp0IwK0TV7dXYFPHyhsFgU+c/sy9Aj1dnOmfniwHApyqsCHqYzhhkTIeQxw1hFkibIgSevKtqPmLhPqNszWfUivvaimatrfSmOFLy0/3DPHD/v/Psz36EY2TxBMNc/e4Pc/EN78AbCNbd867deUaF6tpj8RyT6RM5Rf0BnVUh77zHX+xGua0iPpoiuGFDHw8PR4lmLEzHQZOSPr/GDRv6OvlPHSx71DXTFUXhscceK4rHPfbYY3g8HiYnJ7Eq7J47aB+aXSznMwISGt79N5pDVDCE67t95GwHJZ8InrUczoto9HUHACruultVnVWeB1Tv/SyET0tDVFKeUO0O6s0Z0F6/h9VdPtYIgeE4CAma6uaGScCruZ6IQv4XwEBAr6quDa7XpUCGsrZT8xmlTYv9E6mWVb0ttFlrK7wpY2NjfP7/7ODxn/wAyzDwhCOsfcu7WbH1egYjXXgD/vxY6/NqtTvPqFBdWyAkhZyiibSJI+svkFiMRrmF9+dN63t59PDUrJY5zRCfy9Z0g4DXptJMzgj6u0Kcka/m66CD5Y663ra7776bv/iLv+ATn/gE4Fbn3X333Xz9619n27ZtbR1gB5XR6GI5nxEIe7SGd/+N5hAVvqsqAsURRc0gr6bMOk6lXX0hDCUEIASIxqqz5iNg893Pcu9IIE9IFpprUips6S1R+bcch+s39HJ2X5CD0xlWhXQcR4KQrAp5i+ctNTSW47Dr2WM8P54oJulvDCn0hCp7xzRF4bmxJIfj2SXREKqEhXhTRkZG2LVrFz/4wQ8wTZNw3wCXveM9BLdcyZTpkuWJtMH6bleaod7ntih5RrLKMap9vsgof380RbAy5GNdlyBj2QR1tSniU/q8j01GWdnfOs9TR5m9g3ajLgt81lln8eCDDxKPx1FVlVDIbZ3xR3/0R20dXAetQz1GoNHdf72GpbCQrY/4GY6539UVl7Q4UjIQ0CnlYeXky3Ikr02nORLPzglxSGRdOSgLKY8vjP+SlV04El6OJnEct5ji7L6F75YLwpb7xhOYtoOuKlwwGC62UyklE0BVo7Dr2WNFhfFCr7uXprL0mwpn9wXnPKMNJc+jFO3WEKoHjWwQhoeHueeee/jxj3+MbdusXrOGs2+8mQuvuQFV05BSciiWYSJtYli26/EcaCzPq/TdyFoO3goEtlmUVtcWCiRURTAQ8LAqpLdNiqARFN4fAIQrN+DTBOu7fVw4FF4wSdEUQUhvDdE5FZTZOzg5UNdb+cILL/DlL3+ZeDyOlCfSB7/61a+2bWAdtB7zEaRmdv+1jllp15qzJV7NDT/1+nQQko0RP5mMuzhX2tVnLJsD0TQzhj0nxGHYcl4D02wScLly+uszWSzbwZEOsaxDr1/Hlw+xLWRxLghblobeSvOQysmErihMpHOzvpe1HPblydPsa1SYyVmsCXsZSeRmPaPzBoIciKYWXUNo7rma8xQcOHCAnTt38tBDDyGlZNOmTXzkIx/h+htu5MGXJ1HyxxJCsKknwIaIJGvZfOAN9SusF9BOT0lpde36bh+mI9EVd17ZTnMaZ62E5UhenUrz+kyO8VSuSEoGg14cKbl8zfLSa1pKZfYOTi/UtTp+8pOf5NZbb+XMM8/sdB4/iVEvQWpk91/rmE+OxOYsZELI4q7Vqyo8fWxm3l29rijEcxZqGTlQhCCWNefoQpWj2STgwkKsCHjmWILRRJZ4ztW+WRX2oamCw/EshbqjhS7OmiKKffAqwXIc7n32GHuPx7Ec8OfDf7dfuJLprIFhOUXPUylM2+Gs/gBXreuZ9YzcxP7F1RAqRbOegv3797Nz504effRRwPWQb9++neuvvx4lPxcqeUalhHP7QwsqPmilp6T0mIXxlqKdUgSNIGPZvDaV4mAsS9KwiwRvKmNiWNay8JAVsFTK7B2cnqhr1vt8Pj74wQ+2eywdLBLakWxafsxaC9nheLa4a926qptz+oPEYxprBvsBSJmziZjpOES8GvG8B6oAR0oiPg3TcfBR3Sg2kwRcOv7XptKMJLIIIbClwHJgJpdvQyMEGyL+lgo9ViISjpR89hcH2TeWQOZ1qEIelefyDaRv27KyqnJ4QZ2+/Bm1OrenUU9So56CvXv3smPHDp588kkAtmzZwvbt27nqqqvmbOwaCUcvh1yZrau6eGEixb7xRHEObBkMN91jsZXQFYVXpzKM5T2+EolAkDDcwpD5NjCLiYVWTC6HuXC64NmRmZYebyl0peqyoldffTX33XcfV199NV6vt/j5qlWr2jawDk5uzLeQpUyLF0qqv8xcBuWYgU8TmLacRSL8mttn68hMbk6OyNou77yekmaIQmH8QijFJr9SSpx8CFtKV0Sz26ti2BJB5VCi5UiShoUEwlW8S/UQiccOT7NvPFH0sMCJZr37xhPAymIyemkYz3YcLhoMV/W6tKLqrRlPUr2eAiklTz31FF/5yld45plnALjkkkv46Ec/yqWXXlrVI16Pt3U55co8dXQGn6Zwyaou0oZDwKOgIJrusdhKZC2bWM5yVdyFQOQ9robtEM9ZZC17UZqX14NmKyaX01zo4ORBXQTqu9/9LgD33HNP8TMhBA8//HB7RtXBkqIVu7D5FrLnx1PFBGafonJo0iRmW6wIetjUc0LOAFwScUZvACHErBwRqL+SqlGiUBi/YUuQrsdH4hpmmdeucqRESpFv8itmLc6OlOwZifPwcJTjSQMBDAW9XLexhyvWnBD/rIdIAOyfSGE7UMpHBS6JCmgK01mjYjL6eb3+mur0rdAQeuL1GC9H0/g0BZ9eX87JfAQ7bVo899QeduzYwb59+wC48sor2bZtGxdddFHdY6vlbV0uuTKlOUaTaaOkSMKDI+srkmgnTMeVKfBpal6+Q+aTyFVUIYptmBYblXIG59ssgaukXj7Pl8tc6ODkQl0E6mc/+1m7x9HBMkBhF/badJqkYRPyqJzR03iHdai9kK3v9s2q/rIdSTRr4fV6mUibbIi4C3YpiSglQC6VEQ15SholCoXxvzqdRlfdcFnCsNEFOMI1GAqwIuRByrlEbs9ovCgQ6M0Tq8l8r7DCWKC+kAOAR6XieKWUqAr5EN3cZPRMIj4nsbwSCp4yXVHqNtaOlDw5EueBF8fykhRun77NvX40RakZ1iwl2KXq20JKDj3z33zs7x/klZdfBuC6665j+/btnHvuuXWNq9Y1llYzLiRXppWhHjfHKF0MUZ8okjAw7MZ7LLYaep6EarZDCLXYB1Liir7qi0zuKsl1vKGkarXiZinix5GSb+w/PsfD5MiFzYUOTl/U9VbG43E+//nPc+TIEf7pn/6Jv//7v+dTn/oUXV1LH5/voHUoeEymMlZxFzwcy4CEK9Y2vgsrLGQHptJkTRufrnJmb4DzB4K8OpUukgbTkeRFuIvG1KcVPDQn8hYW6ilp1OgVxn84liFn2cQyJlK44buJjMGqoJf13d4KekyS16bSc5SalXyn+QNT6eKiXE/IIWs5mDYMBT0cSxmzjiml5KKh7lkhFJ+msDLkah1l5hy1/J64xui5sQQZ08avq1yw4oQxqoU9o3FejqZwpNu7L2nYWE6Gg1NpzhkI1lTR1hTBxog/TzJNsjmLmRd/xdFHv0dibAQhBNff8Bbe/+EPc8G55yzIgFUKzwyFPBi2g7/BXBlHSv7neIqJkWzLQj26ohCrWiRhLXmOUcijcc5AgAPRDEnTJfQSCOkqZ/b6F73lSiW5jufGE+x6FrZfvLriZumpo3GGpyvrnb1hMNRWpfkOTl3UNSv+6q/+iquuuornnnuOYDDI4OAgn/jEJ/i3f/u3do+vg0WC5ciix2RWh/WMxcPDUbaubn4Xpghw8v8E8JWRBrdku/DdE21KYG7ewnwJ8JVIUrP5DYWF+JKVXex4ZgRVcUN1CMlgwMvqLg+beoJzXPwZyyZpugm2ijr7+LYjyZonvAq1PHXrur3sevYoz48nOJrIkbVsLOner4LH54IVYe6oEaKbD/c+e5RHh6dJW47rWchaTGVMJJKPXrym4m8K3qoDU27YLpY1SZoOAvd5JS2HsZQxr4q2IyWj0yle/dWjzPz3j7Bj46AonHXF9ay97ndIBfq55wgMRQ/NCX02gnINIwmMJHKMJrJs7p0rMlorV2bPaJzDiRyhYLBloR7Tcej2akWZjgLcIgl93iKJdkNTBDdu6EMQZTJtYtoSXXV12Ba75Uo1uQ5NUdg3niBrObPCeWGPNm+Y/OKhriWtRu3g5EVdBGpkZIRbb72V//iP/8Dj8fDxj3+c3/md32n32DpYRCQNi+NJoxhuKkARguNJg6RhEamjw3opiurhuPkSghMd7EtJg6oI+nwaMdthRdBTNCKNVIPVIkkLzW9QhKDLp3P5mkgx1FQY43Asw2Vl5NKvqYQ8lb1cqiLw6eqsRblaftYLE6niTntNl4/JjEk8azIY1LhoRYTzB4Jcs76nac9H1nL4eZ48CUDNHyeV//yDW1bN8myV3uMZw2L/eJKhkBdZlgLjSIntyJoq2qlMlh27/4MXf/pdzJkoqBqhC99EcOtvkuzuJxcO4BXuuSuFPutFaX7RRDpXDPkMBLw40iUvpR4e03FYHfZWPZYra9HaUI9fUzmrL8DheLbYvkURgoGAzrpu37Iw4KUtV1Jm88rjC8V8ch3TWaPofS1gvjC56TjtV5rv4JREXQRKVVUSiUSx4mV4eHhWNVAHJz/crKLKUET17uvVUC6+l7MdvCXie7eePwScIA1rQjrrvH68miBn2Q1Xg1UjSbYji61KStGI0SsswD5dLYYWT1znXBe/pgjO6AkwHMvMCuM5UtLn0zmzNzDrnJVCDpYj+fr+4yd22sJNKu7z6xi2zYcvXEXIszDDOpE2iGdNPGUGWgAzOZOJtMHarhPGqPQed3k1dFXhWCqHLSVhj0rCsLBsNydrKORlTdgz595kMhm+9a1vcd99XyManURoOuFLbqTrjb+JGu5hMmOSS5us74FCZ5tKoc96UcgvOhjLkDKdYv5ONG2ysdvH6rCXYwkD03ZcqQopsCyHbySOz/FSFuZBJSw01LMy5MWWsCHiL5L0Srl1S4XFblhcDT0+z7xyHeWoJ0zeimrUDk4/1PW2/8mf/Akf+tCHOHbsGH/4h3/I3r17+Zu/+Zt2j62DRUTYozEU9DKZNeeEEQYD3oYNQ8ayeTXqiu+lLacoPRBNm+Qsi5ztzFqQs4kZBvp668pTKq++qeWifzmaBiBYgWzUa/TKF2DbkcVKwGou/stWd4OkWIWnCBgMeLl+Y0/N1jiFsUykcxV32iJfBZgwzAUTKL+m1BDGFfhLDFX5PVaEG8IZTxtkLNt9VtKdL126hiLcpsiFe5NMJvnmN7/J7t27icVi+P0BQm98G5E3vhU16N4P23FlIkxHzup4UPhbaeizXuiKwqvTmTletqTp8Fosy6fW9KApgl8cnkJRxKznXO6lLMyDrDn3PM2EesqV7kcTWZCCNV0epFSX3IBXehcXo2FxLZT2jiwN41mOwwVV5DrqlTFZDgSxg+ZRS1eqXRpRdb0JAwMD7Ny5k+eeew7btvnsZz9Lf39/WwbUwdJAUwTXbezhkUPTRLNmkfD0+XSu39jT8GKiKwqvxTKkTVc7prBwpUyb16YzxbBJMU+hjgW6WvXNLecOVHXRK6K676xeo1esyCsrNVcEbBkMU+nWKEJwxdoIW1d3z6sDVQnN7LQbTZKP+HTWdnk5mjTmkObVIQ8ZyynmlFQKg2yMuGXhr0bTTKVNPLpKn99DX0BnLGWwIugllZjh/vvv5/777yeRSBAKhfjd3/1d3vZ/vYtP/fIoWeuER0cRbmWjroo5xK5S6LMeZC2balX2jnT/HvJoHEsac7wU5V7KwjzYfzQ963vNhnpKPXp+RWVzb7AYQrx2Xe+SGfDlrolUq3dkNdTrYVpqgtjByYW6ZsrHP/5xfvSjH3Hdddc1dPBoNMott9zCzp070TSNv/iLv0AIwZlnnsn/+l//qxMGXCYoGN6tq9wFsrxqrpldcMay3cq68gVXCBzpdnBvVHxv17PH2Ds2g0Dg1VUUIXhuPIEEAlWO5VFV1nb5ignPpdIJjRi9y1Z388JEirFUDiAv5Knj1QR7RuNVc3M0RTScOwaN7bRrGbxa0BTBB96wkn9//hhHkwaOIxFCYtowY9jc/djBIkm9bcvQHIJRUGE/nswR8elMZ91Gz7aUdDsZfvXgg+x69Mek02kikQh/9Ed/xHve8x5CoRCWIzmvL87LU2lSllPM+4n4dMhLM5ReX6XQZz2QQK9PJWG6ytmF84Q9Kl0eBUlj6tWXre4mmUgybskFhXqqeU11ReFYwmjoWK3GctdEmq93ZCUslxBkB6cW6iJQmzdv5ktf+hIXXnghPt+JnIitW7dW/Y1pmtx1113F799999386Z/+KZdddhl33XUXDz/8MG95y1sWOPzTGwvVoqlmeN93/hA521nQIiOAvoBGwnBIGHZRfC/sUQl71Kr5VtWQNm0eGY6SNp2ixELYo9EX0Hl+PMHNZw8yksjNMkim7WDYktdnMhyJZ4jnLCI+jTN6AmwuI4bz3UtHuqTm0pXdpC2LgKYVKxXbpRVT7067lsE7Z26R2SxcsTaCoggORFPEshYvTCZJGQ4DQU/RC/TceAL2wXkDwTndJQA2AAAgAElEQVRGP2s59Po0PJqKKiwyM1FGn/gRY089gm0a9Pb18Xu/93u8613vwu/3F3+nKYLrN/WCEExkjOL86/fprAh7GE8ZdYc+ayHs0VgZ8qFnTXr9ejEHCqDPpxeJUTk5NGyHjOng1WYLpCpCcOlQkHB3ZEHv3kJbjrQLJ1MvuVK5jnrR8TB10ErUNZNisRh79uxhz549xc+EEHz1q1+t+pu/+7u/433ve19R6mD//v288Y1vBODaa6/ll7/8ZYdANYmCgOEr0SSOdHNVmnGxPzo8zbPjM+4Ork4F6XoR8mgMhbzoGYs+v44lJQruAj0Y1BvWjvnZ8BRHZ3I4QhS9CEnDBikJeVXO7Avg0ZRZLnrDlng1gaoonDsQwpGSrOWwqSdQvL5SEpm1bEBwVl+AK9fOLplPmxavRFMkDLtEKVpnY8Rfl8FrZLdcQD077fkM3mZ/5YqyAkp35rGsyWd/cZBgaLbHrFAi/v43zE781xSFs/uCjMQyHDxyhOOP/5Cxp3+BtC28kT7Of/M7+eePbyPor2zkCrIEL0dTJLIWYZ/G2X3BorhhM6HPcpSHpgvVEuWh6UKOjETy3yMzHE24Ok8Rn47tMEcXa6GGuNmWI42gmQ3WciV2HXSwHFHXm3DXXXdx5plnzvps7969Vb//4IMP0tvbyzXXXFMkUAUPBEAwGCSRSNQ1wJmZ1jYcbBWmp6eX5LyOlPzHi1FemMrgAJpwJQBS6RTJRJJLh+ZxOQCGbfOFp47zxLEktnSNwVBA5y3ru9BUhf2jaTZ4bXL5iqNgle7zliPJ2g4+tbJ69Rv7PDw2mmMqazGRsdx8GlUhokkeeXmU31gRmEVSqt1Ty5H88uA4puMU55AjJVlbMpqw2az6ENkU5wQVNvu9ZG0HTQh+eDCGYQnKAyIvHs2yyWdjScn+iQyvJ3OMJEyiWQvbgadHp9j7+iTvP7evOL49R5NMJjP5Vi6SjJSMGjly2Rxrwx6yiZliHtfssTt8/aUpXpzOFisRz+3xces5vXUphBfgAzJmZo4wZtK0iSdTFUlZ1nLI2nrdc3UybZDO5Soa74xlc2R8knOCnuI99iiCnzz7Eo/ct5vE/j0gHfTIAGuv/W36L7iSvqCXdDqNka0s5+lISTKRJpfNYpkOOUySCcn0tDNrXiTmUwOdB+cEJekBD4fiDinLIagpbOz2cE5QFu/NWQFJMmHzzZejjKYMNEWhW1fo0eHpkSiZdJrbzjuR99mK939AszmcyM3JP1sf9pKIx6r+rtp7V/jcowiem8hwOJErVvStD3vnvG/Vjm0ZWdJmBS+sI0nG48SkrPrOLxRLta6eTsimM5iVi0lPWUxP2205bk0C9fTTT+M4Dp/+9Kf53Oc+V6yMsSyLz3zmM/zXf/1Xxd9961vfQgjBk08+yYsvvsgnP/lJpqamin9PpVJ1q5h3dXWhqkuvg1KK6elpenp6luTcjx+Z5tWkjb8klDrjSCZMhYClEu6OzLuw3fXzV3kxbqCoKlp+QR3LWPz8aJqbzhrgpckUX35+mqmsiQSGQh5u2NDHZWtcD9cJr01tNeYbIxHCXXEeOhjFVnL4NYWBoIeNET/jFrySVoqeoFr3NJY1SThj9Aa8xLLmrATjnOOwZWUPKwf6Zv0mYVho3mzRs1aAlJKXo2l+NJJFAvvGU1i2BAEez4mw1YGkzUsphavWRrAcSXQky6ruIC9HU7PK4WdMixvPGmKgr/LYd/x6lANJG5/XS+GJHUjafO9Ilu0Xr675nOpB2JFExkyUCs/c67iGrt656g87hH3TFXMTVc1hw4qBIlF79dVX+d//8v/xzOM/Bynx9K8idNnb8Z9zKV6flzX9rhK5L9xV1WPx5EiMcUulOxSiEJwbt+SsedEsyr12b+mdv8Lzmq4IPzyc5Ay/F03MTmR/JWFhe4NEfDqJeKwl7/8NkYjbOqmCtlIlolPtvdu6qounjs4UPx/JV/Nt6g0Qyh+nkft6fkaZ49W0HIecJXnkuNG2xPKlXFdPBti23RKHgi/gR6+h0XYqoqen+Sq8Wve9JoF64okn+NWvfsX4+Dhf/OIXi14kTdO49dZbq/5u9+7dxX//0Ic+xGc+8xk+//nPs2fPHi677DJ+8YtfcPnllzd5OacvLMc1/o6EUlqgCMFE2mQoWL11RgFJw2bfeAJdVVFESQWUojCayPFyNMVr0xn6AnpRH6igRo5wwy71JpkqQrB1VTevTaVZ2+2fJUCpivpzhwoaVZt6fBycdgmVk2/o2+VVee/5g3N+Uy1EciiWIZY1ObM3gOk4jCdzjCYNdFXQ7dUJeVT6/W4I6+VokstWd8/S/5HyhCaWBGwkObvy7qZe1eRGQy3l369dol2/glc9iesvvvgiO3bs4Oc//zkA3as3oF/6W3jPvBhVUfDpCr0BjfXdbr6TrigVm7e2K9dmvj5ptd6N6axLDvwl35FSEk2bTGUN/v35Y/T7PQxoNjdEmlNFrwSZ/7/5nlS19+6FiVSxQMIjFKIZCwAlJooNdBu5r5Uq1nJWXkB2mSaWd9DBUqAmgfrjP/5jAP7lX/6FQCDAbbfdxsc+9jH279/Pe9/73oZO9MlPfpK/+qu/4h//8R/ZtGkTv/mbv9n8qE9TZCwbgayS5CxB1G6dAXA8mcWwJD4dvKpCzrKLlXKWIzkcyxZbchSgCEE0Y/HaVJqLh7oaMnwZyyZnyznfd89XX05FqUbV5t4AtuOQsyUgGQp5K5b0VyIWjpTF8npVERyK5UiZDhKwHNeAJQyXDPX6dchXC/o1FVURTGZMBkPeotJ24bjHE0YxL6oU86kmT2UMDsezdZeLV0v637rK3V1VKtGOx2qHgsqJ221bhjD22rw8mXZVuvOJ6xcxzp/8yd/xxBNPAHD2eecTvvzt+M64kOmsRcKwEUDWdJhIm2RMGyEED744VvHaGsm1aYRgztcnrRYqSUdE0yaJfJPlHp8HRREcTuRqVl7WiwIh0lWFbr973mqkpBrhBLfI4I150mPY7tzUVYWJtMH6bl/xN/W+b+UVa7qi8K0Xx1AVMUsDbTkmlnfQwWKirhyoRx99lD//8z/nJz/5CT6fj+985zvceeedvO1tb5v3t/fdd1/x37/2ta81P9IO8GsqPk2lP+BhIm3MMbJn94XmXciGQj48eTXtghBjznbLyAUwENDIWHP3wo6UpEyb6axRt+FzpOTZ4wmeH08Uc60KiddCVBehLEdpIvBE2mAsZZCzbXyayqqQh6eOxiuSjvKdtC0lPV6NDREfjpREMybdPo1YznJFHB0HVVGYyVmc1RvAqylFo7067GXPaByv5sonKKobyhwIuJVdlQzTfFpOB6LpYuVgPbv6+Tx/9ZZoVyRiET9Zy+alyTS6Krh4ZZg+n0Z39BBf+/L/y/95+mkAznzDhVz4W++hd/P5/Oi1SboyFn1+97oThu3KApg2tpQEdaWqx6KeJOpG9Yga6ZNWCeUeOEdKEqZ7TWvCvmLVpSIWThwa9cBVI5ymIzHy1aY+ze0jWfhdgewUztFocnohUT5hWBiWzbGUWdRAc99lD6tCeiexvINlgXaJZdZCXbPecRy2bt3Kn/3Zn/HWt76VlStXYlcJW3TQPhS8KnY+F20ibbgNawVcMBjmijXzl3mHPCpbBsM8N5ZAVRRCHpUgKqZtc8GKMOf0Bfn18bkJ/opwq/10Ram4C3bHN3uB3jMa53A8y0DQy0TaQORDjQDru/0N6zC9NJnmxckEMzkLr6rQ7/dwRm+wKumotJN+8MUxFCHI5tXRAaTjkkOAgK7Q79cZCntmje/qdT08MRJzldRtiVcVxXwuR1LRMNUKiW0ZDM+RXYDqBrReg1uPIStvrmtJhy/+6jATGZOApqIKCBx7ifgTP+D4wZfde3vFFVx203sRKzejKu79C2gqM4YbLuoPeujzuwY74tXQFGUOkSkf63zq0E+OxBrSIyr3+EkpsaREE6Jqn7RylEpHZEwb23ZY1+3nirWz362FVqQ1Wu1WjXDqique7ikhd/0BnYm0iaoI9CZ1z0rh11SOJoxil4ICkZxIu9phy6FXXwcdLAXqevv9fj87d+5kz5493HXXXezatYtgcP5qrw5aj4JXRRGClSEdRwrOrlB2XwufvmYjf/3Yoby+kNtZ/eKhLj59zUaePpbgcCxLtKSli+04mLbDkZksP3hloiRJ1V+18W+pwd8QcY1WgfCNpwzetL6Xy1Z3F8MzVjW56DyeOjqDrgoGQl76gm6Sr8Rt5rupJ1DTI1BKLApG26MKYlmTpOnQF9CJSN2NZEpXouOcvtAs3SFNEawM+RhPuTV9hdHaUnJGT3WBx2paTrecO8B3X5qo24BmLJus5bh5LiW5ZNW+Xw3lPQoN2+HITI6JVA6vKtCGn2PmyR9gjB0B4IyLL+PT//cfcu555/H1/ceLZMejCgZDHqYyFjM5iy6fiqYorAx5WBHyIMo7DFcYay116GZypIoePymZzJgkDbuY7O/XFLq98wualkpHTKRz/Gx4Gm8F4rJQqYFGZQyqEU5w1fClBAeJYUvWdfvdkL4UWI4DLLyvm6ym6F9D6b+DDk511EWg/uEf/oFvfvObfPGLX6S7u5vx8XG+8IUvtHtsHVRAKxR1ParKZ6/bTNKwOZ7MMhTyEfK4DWzP6PEzNhhg7/EkU/lkbSklK0NeNkT8WI7b8HQ4luHgVIa13d6KasylO2xFuMms67t9+T5nDlsGg7PCM5aR5fyMUjE8YzmSA1NpMqaDZUu8eeMigIm0yYaIrJtEFMb42lTazXuSki6vTl9AR+LmJg0GPHPGsWc0jkcVDIV8s4jgiqC3pmGqpuVkObJuA9qqUCgUmuu6PQpTpoNp2xybyWAfeBp7709ITx8HBIFzthK+/O289aqL2HDWyjkeE0UIBgIeQBDyuIr1PT4PinDnx+FYZe2B0rHWmssp02pYj6jg8fv5cJSUJYu97xwp6fZoPDuWqDtvyacprO3yc1Zvbg5pcWTz3pwC6u3PVopqhPOSlWHue+44+8YTGJaDR1PYklePN/MeooWMNWPZrA77UESOsZTh5sYpCiuCHlaF5i9cgYWL/nbQwXJEXQRqxYoV3HnnncX//vM///O2DaiD+tAKRd2Qx+2/5UjJY0em+Pq+MV5PZLGlJOLTuWx1F+85bwU/fS3K4Zkce0biSFzV5v6Ah7VdHn777MGKQoeVdthqPvHUdgTPjSU5HM8WwzNpU1QMzzhS8osjUzw16p77aCJXVCAXeeNo2BK9ThJRMNrn9AdJ5iwmsxbRjNuCRFUEq8K+OXkdBW+IriqziGAhPFKoCKyFctXkRgxoK0OhuqLw2nSWlOWAbZHa9wQ8+Z9oMxNIoRB8w5VELn8Het8Qpu2Qs06EJ8uf54aIn2MJg6OJLLbt4NNVzu4LcMnKQZR8lWU95KDSXG5WaPK2LUM8c3SGpJkrPtPVYR+Xr+lqKm+pEmlZH65Nmhdy7FqeomqE88mRGD5NYeuq7lnz8tfH6yeMteDX1PwxhTvPi/PdfZ9rvXfLva9eBx0sBJ3Mv1MY9apf7xmNc/++MY6mcmiqggakLYdfjcZRBTw3nmQsZSKlS4JCuponLjaFJqvlqEUQCh6sesIze0bjjCZy6KqCEIKQR2M6ZyClZCDkRRECVaFhj0DYo9Hl04kEPGwsqyyyy/I6yr0vBSIIkLPspnNh6jGg9YZC60XWsjFNg8Svf8HMnh9hz0whFBXn3KuwL7iRnnVrirlLqgLnDwTnqHUXrn04lkFR4DeGurClJJa12D+R4gtPHOa6jT1sivg5GKuPHJSjGQ8NuEnVW1d3oSiCjOng15UiESs8K4GY5XmthUqkJRGPtcT4Vzo2uA23a3lqSglneaiz9F61qkJOUwQ5WzKWyrnkVXfv51gqx4qgp+bxl3tfvQ46WAg6BOoURDUtnNu2DJG1nFntMVxtqRRHU7MVkQWQsiSPvR4nnTPRNI1CA7tEPnEYXI9GNVQjCJt6/Dw9GicS0Od4GUrDM0XPj+Imdr8UTZE0bNKmQzybxXQczh8IsbHbz/kDwYpSAtVQbqBrNRluV9uNesKx84VCL1gRqtuYZzIZvvn1b3J411cxEzGEphO8+M3YF9yAFehGIkC6XgMpJResCHPN+p4iEb9wRRhwn2fOcoohTNuxmUyb6KqCV1OYzJq8Np3hzN4At54/1HToplEPDZx4Vko+uboUAsnf/fIQ+yeSGJbEowm2DIb59DUb8cwj1tvOHmqaIgjqalOemsVovWI5bkukFUEPE2mz2EppRdCDVxNV37uTqa9eBx00gw6BOgVRroUjpeRnw1EeOhh1Q1/AUNDLdRt7eMNgiJmMW8avqLMXM0c6TGccwrqK2yXOhRCCGcNifcSH6Tj4qEwu5lbBCXbvO87X9x/n1ak0HlVhVT68UkApISk1Dm6qqvj/2XvTKEnOs873974RkXtVZW1dve+L9tWitdoSsuzxAsYyNgweZNy2YWbgcLjncIflwnCYw4fhfmAuvmfmzHhw2waLEd6uMYOMkWUJbEluZK0ttdXqXV37mlm5x/K+90NkZmVmZVZlZld1V8vx/2AfVVdERkZEvc//fZ7/83+gnIXSSrOrN8KmeIi30sXq+TopD7QboLvNhrSD2ixhs/OsVgpth7xls1m++tWv8uijj5JKpTDDEQbveh+R29+NjvRiCM1iyUNIwZZECNMQ3LK5j39z4whfeHm8KRFfKDporZjMObw4ma3LTvaGDZReyoB0G8C70fut9Kx+MJpmOmuXDT/9n786leFPvn+O/3T//q6uca3QbabmcszUK7gerqfZ2x9jd1JXx8NIIVbMwAZz9QK83RG8vW8zNPPCmcs7zOQcSp5iJBHCkH6W4KlzC4CgL9piWKv2W5Y394ZYLCnf56fsRh+3DHb1Rdr2ceoJmXz+pbEqsRuMhcjYHmOZIj8chduGQssISSU4qHJX1XA8xKDWeOXBxImIxeuzOQ5v6+tqGHInAbpCqk7N58nbrj+geCjetRZmNcfs2nvXCXmrFevmMot86Utf4m//9m/JZDL09PTwmc98Bufa+3huzqXgat//S0hGekwOb+nl4es2MxzzS761z6vWlJLj8ImbtzKZdZjIl9AslY4ytovSfjl0rYJkp9mfZsR4ayJcJU+1MKTk+FSGiWyJ4VjrclTtfV1rXEqmZj3JfQW1JE0KQcRcOudKJK0TcucqTdbx6OkgixwgwJXwfqpFQKDeZmj0wlFa+0Z4SqO071QclWV38aLDmYU8+/pjbImH68p4GoiHJP2hMFsSYUzpMBi1qr46SmsODcbbXuwaiV1lXErG9ri4WOCGpMG1DdmfSnD48WyumiGrXN9gxGKu4AupKyaC0F15oO0AreFCusDYYhGtBRPZEkL4ZK1TTUwnjtntZMpqxbqp+Xle/e63OP7U45SKBZLJJL/xG7/Bz//8zxOJxflfr01wvSwxlSthu4pMyQUEJ2ZzJM/Pc3Agxs0jPauaUmrhBzuj9rvXzJBbqwxIp2hGjM+n8jiepjGeZ22PbMnh0VfG2dobWZbBbCaCXutRLpeaqemm1NkJuiVp7RxX995mcySnnEBkHuCqQUCgNjhatf+2Eog3ul97SuMqXdYtUDXcq/xb0fG4aSSBZoTHjk9yfrGIBPoiFg/sHuDgYJQL6SLgWwYIfO+jmzb1cPeO9kWgy8aaCN/JeDCqydou923v4fomWaPD2/pQ2i+1+EHGb5/fkggxnbervkj192ztywPHxtJ899wcp+YL5MpO2zN5m6mM7wt1z472h6B26pjdTqbs2FiaV85c5MV/+AavPv0dXMcmnhzg3Q//a373332SaNSfiZax3WoA29UX4VRFV+YqFksuL4ynuZguMJcvrTiGZjJbLLe2C+bzDumSn5XrCfklvKKruG44Xv3MK9G+XkuMKw78FV8o8MlTyVMYhmQo4Y9pacxgNiutrdUolwoutQy3FtYmq6FbkrbacXX315RNn0GAABsVAYHaoGjV/lvxfGlV+lnufq1RaNCKZDRcV8IwpCBi+eNhTCm5c0eS64oOILhhU4L7dvmkwJRpBILN8TAIzaHBBHdt72yH2GqsiRCCmGUwEGluciiF4J4dSbT2BylXhqZWHNiHY9ay6+g087GaR42rNGfm85yaL5B1vKq/EMB4rsSTZ+c5vC3ZdtBabUZeK8fsVpmyty6O8rk//++c+MF38VyXnsFhDn/go9xw37sp2g5WeOlcjcH6bMq3NBDgd2BKfxjtCxMZrBZB3TIkmxMRwoZkb3+MnX1RTs/nSRWd6uDnAwNR0PCV1yevaPu6qzR5x+XVqSwRaXAxU8A0DH8OpOehlGZbb4SIudRhWclgwnIrBlibUS6N2JwIMZop1T2bTstw6yl075akrXRcIDIPcLUjIFAbFK1Epd8+PUu65K5Y+vnEzVv44suav31zhoWCQ6kcIHVEobRCCl9XNBixODAQ44WJxarP0WA8DMBozS57LXa3K401uWlTz4o2CwB370hWF9aS62FK3ywwbNZfSydBp12PmoLrsWi7LJacZRoaDUzkSmRsl/4WJLARq83IazYcuRkuXLjAF77wBR7/9rdRnkdyZAuHP/hRrrv7AQzTvxa7aNdl40wp2JWMcnIuh9K6/C6JcmemgRCialB6zWCMUwuFps8rETKq5RlTCq4Z8v3Eiq7i0GC8zgfqSrSv1z7bk3M50iWX64ZjIGAsWyJT8r2/9g3EeP/+wbpjKxlMYF1F0LXXWPIUY2WH/+29ISzDWNMy3FqhW5LW7LhAZB7gakfwdm5AtNqZeVpzfDrDnmSs7ueNpR9T+p5Ju5IRdvRGsCQsFFwmciVOzeXZ2x9lUyzMA3v6uX1LL189MXVZdoGtxpp84uYtZNLpFY9ttpOVwieaZ+bz5ByPuGWwbyDWdtBpt/MpavoZi2ZDK2SZcHRyhy6VTJ4+fZqjR4/yxBNPoLVmz549XPPQw1x75zuRhoHtKbJF1/dAkkudeksBO89bqQJT+RJZ26UvYtITMqu6NP97wS/esJm/PTnb9HlB8/LMtUPxy/pOtULl2QoBi7aHISXzJY8bR3p47/5BFgoup+az3LtzYMUM5np2uNW+f1Hpm9o6SrGtJ8w7dw687bMvl6ODMECA9URAoDYgWu3MCo7Cdv0BqVbDol9b+qlobMKGAeVTDCcMBuMhiq7H79+7l6Fyx1HGXnlkRs5xOTGTWxMn4VZjTTo7x9JOVpXnreny/3QylauT8oGfYUnw9Pn56ogQ8MfAxC2DrT1hEh3ulFcik61w4sQJjh49ytNPPw3AoUOH+NSnPsX999/PsfFFTs3l+Je3UoxnimUXbjjYa0G5sFYJ2KYhuWY4wW43ymzOJWT6erQKlNZsioVJRkIrPq9W5ZnV3qlOMwudjgGpfbaVodGVBoSZvM2uvghbesKkS44/FNlaus7GDGYzEfRajHJp9f5ZUjJR1tW93XE5OggDBFhPBARqA6LVzixqSUKmwGxCXGpLP600NlIIfFXUUqvwarvA16ZzVdfwVlmaTgNc41iTblEhBJYh6YvKptfWCp2WD+7a3scbs4M8dX6ejO0hhKbHMjk4GOXB3YMdL/adkMmXX36Zo0eP8uyzzwJw44038qlPfYp77rmn2vF2eFsf3z49y+hiwZ+PZ/iC7kXH40uvTPCJm7dWA5XSmvOpIrN5G9OA6WwJiaA/amJIyWDE4oE9/dXvtNrzaizPrFVmodsxILXPNmTUO+V7Zdd5Qwr29cfY2x/j/Apu6es1yiUoX/movb9FVxEuk6eNVroMEKAZ3v5/oVchWu3MDOE7J6dLbh2Jaiz9tKuxqRCfnX2R6ly6Cjyl2dUXWXHkyu1benlhYnHVALceg0S7EaDWXkenQV4KwSdv2cqhwRgnZ3PYStETMjsqGTZDK3KiteZHP/oRf/EXf8ELL7wAwG233canP/1p7rjjjipxqsD2NIsll739sarVhBAC27Y5Pp1hoehUA/b5VJGZvI0Ugi0Jv5OuJ2zQEzI5NBTnwCV+p7XKLDQrsb4+k+PsQo4PHBghGWm+fDX6Fg3FLGbyTnnsj8AqNyHsH4hx1/Ykh7e11vet1yiX9ShfXY0De2vv78TsHFuGOt+MBHh74Ep7OnWDgEBtULRq//3odZv4q1cneWVykazjkbAMbt7cW1f6WU1jEzL8AaQV4mMZgqLruwsrraufdf1wnNPz+Za75B+8tcBE1m6ZnVrPQaKd7OBbXceuZITzqeXEsVWQl0Jw785+7tyeXLdApbXmmWee4ejRo7z66qsA3H333Rw5coRbbrml5XELRZuiqwiZskqeKvCHAvvf21O6Sp7A74LcFA9z25YebFfzses2d1xWbYaK/cSPZ7M4StFjdUY2Gwmy4yn+5sQkk1kbVyn++wujXDuc4LPvPUTErF/GGgncnqRv4TCVs+kvk67aLEc7wui17nBrRTIrGqhO8HYY2GtK38U+IE8BriYEBGqDopW+xFXK/wXhB9tW6uWVNDbNdvYR0x/ye9NIouazdMtdsiHEsrZrqM8APT++foNEO9nBtxKL7036c/k69bZZj3ZxpRRPP/00n//85zl58iQA999/P0eOHOG6665b+ViteXM2z1SuhMY3tkyEjKoo3DIkQ7EQe/qjnJjJ1Y3tUVozHLOwpERJb8XRPG1/F615bjTF0+cWGM8W8TRs7Qmxrz+2+sFlNBLkvzkxyUTGJ36GkAgh+fFMjt/8zkk+94Hrlx3fuAHZ1RflXbsGuGFTnLi13Hn/SmRvaq/R8RSjmSJCC1xX8ZXMZNskKBjYGyDAlUFAoDY4GoN1xcHaMgwGYv5i2czBupXGZqXS1/lUgcPb6sXTrUoxW3vDvJUqVkXqtXCVImu76+rx0m6ZaMVSX6rAL1y/eV0NCFeD67p897vf5ejRowcoM/QAACAASURBVJw9exYhBA899BBHjhzhwIEDKx9bDvqvTmUZzZTY1hP1W+HxHd4B4lJxS7m8e3hbH57yOzldpZBCMByzqhmatep8OjaW5qlzC8wVHSKW/+4uFD2ePD8Hor2gXkuQ845iMlubNfP3DVJK3pjNkSq6y8p57foWKa159mKKN+fygCZiGpcte1N7jf98YX7ZAOR2SFDgpRQgwJVDQKCuInTqYA3LNTadildblRJv39LL1zJTTa/TlH7L/3qLZNtxR271fZX2HdCztksyYl12wa7jODz++ON88Ytf5OLFixiGwQc/+EF+5Vd+hd27d694bKVkc2Yhz2LJ5c25PJviIQ5v6+HYGIxlinhKs1hS3L4tXi3vVkqQQghOzuWwDIGnQGlgDTrLwA/op+bzzBWdOgIihWCu4HJmPt9WUK8lyPMFG688I01rjWnIaonS9TQX0nmSkeb6iZWyhUprvvDyOMenMyjt/+5QLIRX7u68nNmbiay9Yja31f260mL0q1F3FSDAWiEgUFcRunWwrkU34ulWO/mVMkA9IXPdPV7ayTI0fl+tNedSBWbzvqg6Zs2wv6zNuRx6kVKpxLe+9S2+9KUvMTk5iWmaPPzww3ziE59g27Ztq58AODaa5snzc8wXXAqux3jGZr7ggIZ7dyaxPUXBUZhS855t0WWE+/YtPbw6tcirk3ls5WtmbtzUwx1bL13EWXA9CrZXVyasQGlNzvHaDuoVIlx0PaQod48aknDNeU1DsKtveWmwncD+3Gi6qhOsvI0zed9CQApx2bI3l0KCrpSX0ttBdxUgwKUiIFBXEdbCwfpSBoM2LuK3b+ml4HiMZkp+ZqAmAyTF+ni8NAuMK2UZGr/vuVSBmbw/hHhLTwTLkJdFL1IoFPj617/Ol7/8ZWZnZwmHw/ziL/4iv/zLv8zIyEjb53GV5snzc8wVXKQQ5TE8gqyjeGMux+7+KCFDVgXjkZrgWgl63zs7z0SuhCl9Afn+gRgCeH58cU20abFQc9IihSBuGcuCeiuyU0uQnxlN8eZsDrNu1Ini2uF4Xfmu3cDuKs3JuSy6wTys4hW1JWFdNiuBSyFBV8pLKdBdBQgQEKirCpfqYF3BaqWv1XbvjUHKNARbeyPcu6O/LhCsVP7rdMDspex4K9dxZj7PeKaEZUiGYyF2J/1sXTd6kXZLF9lslq9+9as8+uijpFIpYrEYjzzyCB//+McZHBxseVzL89kuk1mbcDmoSuF3L2Vsl3TJrRpDLgXQJYZwbCzNqfk8s0Wneny65PJWusDe/tiaadP2D8S4kCrWlfGU1gxG/U68yvnbfaamFPy3913Db37nJG/M5nA9jWkIrh2O89n3Hqr7/HYDe8H10Fo0/a6e0igt1i1704hLJUHdDvrtFoHuKkAAHwGBusrQjYN1IxpLXwJBxvZdmV+Zyqwa0JoFqYmMzQsT9RmMxs8JG5IXJhb52ompZedfDZey461cxzVDcXK2RyJsLlv829WLNAZ9Qwo2x0PcvrWX3rBVDRzpdJrHHnuMxx57jEwmQyKR4DOf+Qy/8Au/QDLZ/Q69Mqy3FoMxv9suVXIoel55yK9/X9OpVPn7+UFPaerKa37GxWF3Uq+pNk1pzVPnFpjOl1DaH5b74O7BumfdyTONmCaf+8D1pIouF9J5dvXFlgnHOwnsvheYrPOIqkAKODQYu6wk4FJIULeDfrvFldZdtYtAnxVgvXHl3/IAHWEtxqFUFhZLCr7y+hSvTWcouYpF26M3ZPCOrb1ELKM6dR6oLs6WlF3vPv9lLF017GwMmNfEV77e2s+saHyiluxox9sTMomFDBylq9dcQbt6kdoZa2OZEidnc6RKLomQwXXDce5ISt546u/42te+RiGfJ5lM8uu//ut89KMfJZFIrHjudhb8npDJ5niY2ZrsjhCCgZjFvv4ov3T9FhKh5W36laBnGbIuA+QpjUZjexprDbVp9+zo5/C2JBnbRcCya6p9phV3cEuKVd+jZMRsKRjvJLBXsj6qPABoJu9URwPdtKmHu3dc3jLUWpCg9bDXaIaNPsMu0GddnXhldPFKX0IV7Zp6BgTqKkU341AaF5YfjS2Sth02xcOELYOZVIGLaY+3MkUODsQZilnsTkZ58twcp+fz1WB7IVXk4FB82WK0koFlodxBuCkeZncyUj22EjD3R1ubB1YCo0bww9HF6qw3X8Nj8f4Dg6vqv5TWPD+e5kK6wGS542moXMbTmrZKJbVB/43ZLMensnhaYRkG2YU5jj31GN96/imU6xDqSbLzvT/H9jt/GrV9mEistQdSJwu+KQX37+mv2gR45bEklfEryYjV9DMEgoKjkFIwGLV4YzZHvjwnTggYjhV4cM/AMpJzKTt4Uwr6W1xPwfWwXY+JnMNs3q4+z6FYiK1d6o86DeyV7I5AsDkeBqE5NJjgru2XN9BmbY/JbJHNiQiJkLEhsjcroZuS4+XMBgX6rACXCxv7L/VtjtUWlUvJMjVD7cIitWAsV0IIwWzBKV+LQkpJpqTwtGYm7zCRsdFotvdGiVgGSmtSJZfzqSJ7+6N151/JwNKfwbbU5VR7rKsURU+1vO5KYHx2NM1YpogUAqtcgprM2nz9xzN8+taVO9gq17KvP1YtW01kiyileXDvQFulkoLrUXRc/vHsHKfm85Q8jczOEzn+JPrkD8FzMXoG6Dv8Pm64792YIZ8UNvPpanZt7S74d21PIoXg1HyeouMRsYyW41dcpfj8S2O8Np1hPFPCVoqIYWAIjcbvbOsNmUgBks60SZeCqGkwnrGrmbTK85zJ2yilu8pidBrYL3fpqxG25/En3z/H8ekMtqsJmf6opj+4bw8h48pmcVZDuyXHTkT9WcejR+lLegaBPivA5URAoK4AVltUXKX40isT1dJauCwe/8TNW5a1pNeilpABDQ7m9SWTVMHF8RRh0yBTclGALF+b0hrbU0RMg7FMkZ3JCJYU5Z9rhmIhpnMldvVFqgvVagaWlaGuotzlVHusKWVdt1gjTCnY1hNmLFNA4F+/FIAQ9EUsXmvhgVV7X2qvZW9/jN1J/7uYAm7d3EvOWT2Ahg3JN96YZjxbwp2fxHz5u5hnfoTWCnqH2f/un2N05Gbi8TDaWMq8rOTT1c2CX2mxv3YojsYv67W67r95Y55TWQ9TSrb3RpjJO5xP5emNmOzvj5GMWOwvC7vPpgrcsa17B/lOswxa6Ob/0OrnbaAbLVE7pa/Gv621wJ98/xyvTmUwpKSSqHt1KsOffP8c/+n+/Wv2OeuBdsnnapuD2rUwlc2RnHIuiaxfLfqsAG8PBG/SFcBqi0rFbdyUsur5tFIWo3YRKpV9gTw0w3HfIHJff4zrhuN1JZOi67Fou4Q8RcSQFFxFyVNVfdBC3iYZDWF7HsmwyYW0753kKo0hoeQqCo6HZYi2DCxrh7pWNC8VMtfYLdYM+wailBxFztUorZBC0h8xGIyEKa3igdVsUZVCEDbgx7M5vvDSGGFTrOpC/cxbKWZGz2O8+I/I0y8i0KjkZpxbHkLsv43e7QOImVw141aLVj5dnS74nWSHiq7ixHyRaKRcHhWCZNSkv2Thas3NIz1ELaPu87pxkO8mY1VwPbb1RJCiVNUfVZzRtybCXQe6lQJ7N2WkZt9t2PR4MJm8pGxc1vY4Pu2Tp1oYZbKdtT0SoY2dhYKVyWc7m4M6sm5KpBSXVG7b6PqsAG8vBATqMmO1ReXGTT0du41XCBnA+XSRswuFckZFMpIIcz5VwFW6WjIRQKbk4XiaxaKNlJKQAWHDoOS6uEpxar6AIYtYhmQ6ZxM2JVLIaqklbMLBwTi3bulpy8ASYE8yitKaiWwJT3l4SizrFmuFswtFwqZPKD2tMYTvSj1XcOmPmitqoJpdS2WEx1imyHyPU9VEtXKhPv7a63z2z/4r6tV/8X8wuJ3SLe/B3XkjhmEQKpPBiCnLJbH6+9HKp6vTBb+Tct9C0cZWimqxVPuZx3TRxVGafxlLs6Mvwp5kFCFE1w7y3WhOoqZR7haMsa3XI13w6IsahA3fguFSA11tYL+UkmSz73YhU+LYWPqS9DST2SK2q2kmEXM8zWS2yP6BFTorrgKstjnIrMO4pyvlixXgJxMBgbrMWG1R8RfW9t3GXaU5PZ/n4mKJ6VyJ12ayOJ4/06uCuYLLU+fnAY1Sitdn/M4xpTSu1ijbQ1oC29WYQhAPmwgpQWt6Iwan5nJs7Y0yFPMJgNKaTfEwFxeL3L0j2VJ4XLuQKa05nyoym3cYjIaQQrA72V4Qc5Xm4mKR7b1RRjNFjJrus7TtcO/O5IoasWaL6rmFAqOLRfoiVtUTqZkL9csvv8zRo0d59tln/ZON7Ibb3gc7rkNqjVGe56yB7b0RtvaGmS/Y5F2XsJQYUq7o09XJgt9pua8/EiJcQ85mCw5ZxyNsGijXI2TKqqnorr5oVw7y3WpOTCnY0RfmseNTTORKVRH5lniYX7xxZE0DXbei4lbfrdKdeil6ms2JCCGz+bGWIdjcYYPIRsRqmwPB+ox7uty+WAF+chEQqMuM1RaVzYlIR27jBdfjzHyetO3hKl/XI4Wg5HoorXC1354+kSlxw3CCH8/mWSg6CCEwpCRhSkqOy2AshKs0rtIgfK1SyJDs6Ilyaj5HuuTQGzYw5ZIJpeMtLXJNd/nJKLuTEc6nipyaz7FQdBmJh6oZj/OpAlKsnqqvkM67dvTx3MWlWW9GOeB+9LpNq9732kXV9jwmskXilsFgdCkFUHGh3hw3eeaHx/jrL32BF154AYDbbr+d6OH385qxhZTtIYUkhC/CFlrzwO4Bfu/ePfzlq+O8MpFlvugTk/6oxYcODjf16XKVP4/v0GAMT2nOp/zMYdwy2NdEFN5puS9iSq7tj3Aq62EIQcb2EEDMFAxEw0jhZ82mczbv2jXQlYP8pWhO3pwrsGg7IASGBIRg0XZ4c67AfTubHtIxLkVUvJ56mkTI4MZNPVUNVAWeUtw00nNVlO9Ww2qbg8Q6jXu60s0BAX5yEBCoy4zVFxWjI7dxS0pSJddfhAVUlURClMmU/5+GBNOAvOMRLy/6lcyPqyDnKnosScwyMQzhl8iAsCmJhyw2xU0O9MdJRpcWvdpFrukuP1Vgb3+Uj1w7wl+/Ns7BQaMu21QbxFZChXRKIbhnZxLH0+Rdl5jpd48lQs1b5WtRu6jO5Eu4ytc/iZrr0Voz++OX+Prn/46pMycBuPvuuzly5Ag33HQz//kH57g+V+THszkWSh5KaYQUbIqG+O27d/Hl45O8PpPjwFAcTyn//kuq5bEKlNbVeXaTWbv62ZviIUZiIVqpwSr3oSLmDxmiej9bBZxfuGaAb71V5KXJNCXHzzpt641y5/ZeBAJHabRW3DSSqJ6rkx38ahsCS8qmrvOVwdibEhG09jOhZpm4typVd4ONPGfuD+7bw598/xyvTKYpepqIIbh5cx9/cN+eSzrvRsJK79J6jXuq4HL5YgXYOGjXv2mtELxdVwCrBahO3MYdpegLmyzavsll1JCUPIUQgrAhURoEms3xCFsSYbxyhqoKrYlZEqX0Ujt5uROwL2z5v6s1U1mHkJEjlPa1Qjt6w9XurdV2+dcMxZGIpqW6ShBbCY2k0zIEfYbV1UJrSsFwLEzcMqqidqE1syd+xFtPfZPs+HkA7r//fo4cOcJ1110HQMZ22dYTQkqBYRgUHBdXgQGETMFXTkzx5Ll5esMWQ1ELQ0qi5djbSAiOjaWr8+zCpsFs3max5LJY8rAMg2Qs1LTEJAVVPy2lKfsmWezsi7Cvf8k5u9b+omK8mrU381evjBMP15MCX8hfP7akkx187bMBqoaYFZL3lRMTLJR1agcG4tXAWTsYWwiBVfNutDsYux1YUlbd1xvfz27nzCm9NgFeCsGuvijzBYd0yaUvbLKrL/q2Mntc7V2qXQuLriJc/psOym0BrgYEBOoKYLVFpRO38ahpcHAwxoV0kZm8w1DM9EkBgqglkVA1Wbx1cy9fPTGNk7d9zychCJsGCUuStl229YQZz9pkbI+QITGkS3reIRGSDETDmFLgac1UrsRIPFRd5Fbb5VcMOCudVrWoBLHMKvesdp7dSmWudlAJjK7ncvGFH/D6d75BfnoUhGD/Hffyx//Hv+fQwYPL7nPYNNjbb7KrL4KjNKNpf94bgCEknoKM7ZPBil4M6gmBqzRn5vPVYcBaazK2hxSCnKuYqrGHaCwxHRtLEzL8AcAzZfPJ6ZzNSDzM4W19Te0v9iUM/u1dfSRCBrds6akSnQpWIqHt7uBv3dzDSxMZ3pjL4ipNyJAkLMlCwWU8W6pmy7b2hFFKc8/O/jUZjL0SakvKF9IF0iW3zsT1UubM7eoJr0mAr3Tbhk2DTWUit5pn2NWKVu9S7Vo4MTvHlqHBoNwW4KpBQKCuIFYLUO24jZtSsLc/Bvii7JKXYHyxxGSuRG/I4NBQomqyKIXg/t0DvDK1yFzBIe/45pWe1ty9PcmDewb43rk5ziwUydgenlLkXMWOvgh37+hDQzUYag1K+1mRVqUOrX3x97dPz3IhVSRVctlUo4HqJoOky//TjVNQdYQNmukX/on/9RdHmZkYQ0jJobsf4CO/9Ag/d/iGphmAZtmICnkajlnEQz4JFvgkajCqq+XBWkJQcD2yjledR+eWfbcMIar+WxWLh9oSUyXLZ5Xn3FVInCUr5pc0tb84MV/gS69M8Klbt625uLZCUp44O8t4xiZs+uRub3+Er7w+RbroIqX0dWKOIOvkefT4OIe3J9dsMHYr1JaUrxmKcy5VYCpXwvY8DgzEL2nOXCaduuQsUaWE2Um37dsZpvSHYgfkKcDVhIBAvQ1QGxglsDsZ5f7dA9ywKU7cqjdZrC0PllyFIeGWzX38mxs38/UfT3PtcA8HBxOUPEXJVbw+m8Uqt7dLIYiUO4dKnlcN7qYU7EpGOTmX871cysHlzEIetMAyJAeH4pxPFZnO+RmJAwOxjoJ3JSBKIQg3zOlbTYReCfRvTKV4+eknePUfv0FmbgbTNPnwhx/m53/p4+zbtbOjbETO9o1It/aEq4Rwa0+EsUwRwBfvl0uhtYQgahokQkuBQlZ7+ASyfI8rXLS2xNSY5av1miq5HgtFh5enFvEUCFRVmGw0BOS1FNc+N5riyXPzvDSZRWv/mubzLo7nMZ3zvZ0SYYkoO5zbnubkXJ5U0WEoFlp6F6cy5F2PmGlw00hng7GbobGkLIQom6dGKboeH7l2hIgpcZUm5yzXZzXDWutpakuYjVjLEmaAAAHWDwGBehugM81K8/JgpkwIDGlgSEFMGliGQCBwPV/PEjHry4xR06gpleR5K1UgVXJJRiz2JqOgBXsHotVrrGROiq6qBrF2UGvV0Dg3TWm9ajv506cn+MvHvsab3/sWdiaFNC323vc+PvHIL/OBWw+2PG6l+5yxXWKhmboMwp3be/nhKIxlCjiuQpos066ZUrCvP8b5hQJvzufJOYqc7bFYKhGSkogleWkiw0DU5MHdS+WMlQTNAvirV8Z4aSLjd1cK6ItY7O33A3BjQO6GDDS+L67SPHVugem8jWZpMHPO8XhzLo+jPAwp68q2QghKniJrewzF/Pt53XAcU0K64NIXNTk4uHzGYqdoVVKWwm+OKHkeL00uXtFhs+tdwgwQIMD6IyBQlwndDtPs5LhOAqMpBYmaESC1AVprzbmU7zw+V7Ap2B4jiRD7+peX3p4bTXF2oYBpSK4ZTuApTdFVbEmEmmqeDCkwpS9+j9Aegaq1amicm2bXZMIakc1m+ZuvfIXPf+mvsHMZZCjMjnf+DNvvfT9mopeXMibv7WD2Vu2z6I9Y7OuP1WU6TCm5a3sf23s2cXAo1lK7dnhbH6/PZHljLo+rNFr7YuewKRCV8qQWqJpC5Urdm6cXCswXbQwpEcLPuKWKDmcXYGfCvKSA3Gqs0M8eGmIqV/K1cjXPWAhBznExy12cjc8/bMpqi34lqxg2DTb1rN3Q19W6516bznE+dWWHza53CTNAgADrj4BArTO6dUFer4GuK523EqAvpAvM5P0hr5tiIdwI1cxPbemtWfedIQXxkMFEzsY0WmfBOmkBr7NqqIEUglTRxWr4eTqd5rHHHuOxxx4jk8lgRGLs/OkPs/3uf4UV76n+3nS+RMZ26W9mB93GPbtjq98y26pFu/X5/CD/vv1D5B0/G1Ix83Q8xW1berCk5HyqyOFtSwSvmYZpe0+Y58fThKVBSMJC0fdVEghKXonNUfiprf1dB+RWY4WKjusXHoUgETKqHlPgP9/heIhMyavePykEISnYPxAlGbHWdejrSmRzV1+kSp7W+nM7RSfdtgECBNh4CAjUOqNbF+Ruj+vmek4v5Cm4Hvfu6EdpeH48jdKApNq5pDXLSm85x23Zfae1ZmtvhImMfckeL7VWDbXERGlNMmJVs1nz8/M8+uijfPWrXyWfz9PX18eRX/01Xh2+jXiiZ9l5VdlFvJt7VvssOtUUVUpMEcvAMiSmXNKN+bYCYMnlPkXNSrUz+RL2677YPxEyKHmafNlE1XMhJGXXAbmZ0FlrjQZOzhcYipmkS4qhshlpxvY/tzdscu+OPo5P5xjLlnA9hWlItiXC/NKNmzGlqCsZN2Ithr62EsxfPxzn9Hx+Qwyb7aTbNkCAABsPAYFaR3S7y16v3XnjeWtLdf8ymmZsscS23jA3DscxDAOrRqiMYFnpbbVSyb07+nlhYnHVri9XabKOR0+LclqjVYPraRCazfEwu5IRMvNzfO7RL/ONb3yDUqnE4OAgv/qrv8pHPvIRrHCE//zM2aptQAVKazYnQiRWCZbtPotOgm7tfbOkqH5nXdORV7mHzTJ1tZ/XHwkRMiWTeQdZzvwo7TvKG0Jz/WCU9mjictQJnbX2R8HYHp7WeJ5id3IAU3jMFV2SEZNkxCRmSf7VviHu29nPsbE0b87lWSw59IYtDg4u2U6st0llK11gxWZhvT63G7TTbRsgwE8CLrcR5qUiIFDriG5dkNdrhETjec+llkp1Qgg8DWOZEpNZh32Dy8tajQFmNVf1kLFy11dtaSyVzZGccpqWKStWDRo/azSVtUHDxdFRTv5/3+G/Pvc9HMdh8+bNPPLII3zoQx8iHA5Xj39w92DVuLJSThqsEWm7SpOxXQTU6cLW61k03rehqMUbczmytj8A+qXJxWUi8laImJJDgzHOLuSxDP8apfB1Ztt6oihE9Ro7zXTUCp1nC061TGcIgTAk/RGTvrDFzj7Byfkc2ZJHWEouposcG0tzeFvfCl5nl2foayO5vdTPXY3sBwgQ4CcHAYFaR3S7y273uE6F6bXnVVpXyRP4GZVKxkkLXdX6VNAqwLTjLdQqQ1NXGjMlUra2Jji8rY8TMzlm8zbF2XHGvv93zLz8DFop4kMj3PfBj3HjPQ+wY7gXK1QvmD68vQ/EchPOO7b28szFBZ4+t8BkroQGNidCPLh7kMPbfRLX7FlUXLZNIbrOWNTet5Kn/Jb/kElfxGgqIl8Jn7xlG69P5RjLlaqO29t6Ity5vZdivoAlBZ9/aWyZEPwTN29Z5kNUi4rQ+ZXpxTqNk9KabT0RopaJpzTbe8I4ShMxZZWU1D7HVgRzLc1RO0E3fljtkv0AAQL85GDdCJTnefzBH/wB586dQwjBH//xHxMOh/nd3/1dhBAcOHCAP/qjP0KusIBf7eh2t7vacVL4HjwVUbNGE7cM7t3Zz6Z4uK3zOkpXzRyV1gzHQtXP2t4TYXtPmImsveS+3Bfh+uF41UKggm4Hd3ZaplQashNvMf2/v8Kbz/8AtKZn83a2vvNnGb7xTm7Z0d/SG6rVNT43muKpcwvMFR1CZSI0V3B58vwcCP8ctfdMCqolT9tTjMRC/POFee7d2d+S8LZC5Zpu3dzLo8cnODgYB5ZGoRhSLBORt0LENPj4zVs4OZej5GqiliRkSF803Rvm0eOTTYXg7Thef+LmLfzPFz0uLBSrdgUVcgZQchWnFwrEG4bfdlJuvhRz1G7QzTvbCdkPECDATwbWjUA99dRTADz22GMcO3aM//Jf/gtaa37rt36Lw4cP8x//43/kySef5KGHHlqvS9gQ6Nb9eaXjKou50orvnJnjXCpPydNYz11gX3+Uf/+OHdyzs7/pzrh211/R3AzHQuxOLmkwLEPyzl0DgC8Uf206x4VUgTfncoDg4GCMu3ckl5XZOilldVIaO3HiBP/jf/4Fz3z/nwEY3rmX2z7wMTJbr8MyTdzy4N6IKVYM3LXX6CrNqfk8c0Wn7ntIIZgruJyZz1fPUblnT57zh/8awj9+tuDwjTemeXY0xYN7BrvKRjhKYYglH6VaQtlJibDxfamQ7Z0hl79/abZrx2tTSj5z2w7fK6yk6I0YRGqzbkIjWjCf1a6/8h5bhqSvPDjwcpKSdt/Z9ewY/ElBtzYuAQJsZKwbgXr3u9/N/fffD8D4+Di9vb08++yz/NRP/RQA73znO3nmmWfe9gSq2wzNSiLYymL+v0/OcXYhj8IPdBpfw/TffnQRs6w/aoTScMOmBLdu7mVrT5jRTGnFUt2JmRxnF+pNLF+dznByLs8nb9nadfminTLlyy+/zNGjR3n22WcB2Lz3IHsefBhz9w0seIqxxRLJsKI/ahIyKiNNNFnbJWv7hp6tUHA9CvbSSJX6e6TJOUv+UlII7tjax5tzOVwFp+dzZGwPU/qeRmbe4fRCHug88K+VmLpyjdcOxdFQdYh/Y2zqkhyvldY8P54ua+NsQoY/TLrSmXloMMGFVKHpsStd/9VEStZLk/iTgPWyYwkQYCNgXf/qTdPkd37nd3jiiSf47Gc/yzPPPFOdDxaPx8lkVhshC4uLi+t5iV1jYWFh2c9cpSl6ioghWy7+q3/j5qgcl3U80tkcUmjeSuXxtD8GBBRKg9aSi+kCL16cZn9UVa9Dac2LU3kucxnyMQAAIABJREFUZJaGu+5MhBgx4WKmgK00ISnY1RvmYEyxsLCAqzSvjy1wMWMzW1zqYvOAF0bn2BZWHN6S6PIbwbDpcSFTqp43n8/jKYV38U1+7f/5Oq+88goAN910Ex//+Mc5Ed7BjxeK4LpIrUEpFvJFIiJEIZ/nrUWbuaKLozTCLbGnN8JtI7GmC7WrNMIroVwH26v/d601uCWKmUXc8v3LOh5vTKWYL7qkCg6G8Acrp/IuRdsm22fyer5Qd8+7vQ/gP69dPWEy6dSqxzd7trt6wtw2EqMvZCK0h22rZcdppaGQY8FpToAAfjSZ40KmxJYwOCWYK9qcLxYpFAq8c3sv18QV+Wzn1195j5tlv4quYmJ2joR1+TvimsFVGtcukneWvl8+7xNmpXTdexKgHpX3p/JuFB14fTxPNpPlHZvjy36/2boaYG1RzBdwli8HGwILC96VvoSOsO7bpj/90z/lt3/7t/nYxz5GqVSq/jyXy9Hbu3rLYm9vL4axMRbSChYWFujv76/+99Iuq7jmu6za1LerNLm8TTxWIl30UAgQ4CnwykKSouf79OS1SaSnt7ozfm40xbgj8IwwPVGJJSUznp9t+pVrmmfHMraLDOVZVC6Rmq42/7oU47agpy/ZdabgwWSyWsZJZbIsnH2DV779Vc6dPAHA3XffzZEjR7jllltwlWbi9Qm2YzKT9+es9UUFoIlFLSZKsKgkVijE1liI3kSUaVfzZr55Jg7gxoJkujRfV8ZTWjMYNblp2yDDg0vHhR2Pi7kJsrYmZfsl1bDhu7k7WpOIxVFa1d3zbu5DJ4acFTw3mmLaNUjElwJS5btfE9fctm2gqeP1LZt62DI82PK8rtJMjxar5702Hq8R0MMDh7ZgSsGD/f0dX3+P0iSnHGSTdyesNFuGVu9AXA1rWTa6viCrGbN8Pk8sFqtma2vfkwBLaHx/ajHt6mVrR+O6GqAenuetSUIhEoti6Y1J+Pv7N56NwUr3fd0I1De/+U2mpqb4tV/7NaJRfwTIDTfcwLFjxzh8+DD//M//zJ133rleH39ZsR6ml7Wp76Lr8cLEIoslj0RIkrEVsZA/86ygtG96CRhCQnk4bcb2quWTouvx5VfHy6JwX5S8tSfMXdv7quWSZkHfP140LXNJIUCLSypfSCE4vLWX7MkX+NvPfY6zZ84AcP/993PkyBGuu+666u8WXA/X0+WhsOUgLgVvpQuMZ0qMLpaIWkadnmu1ctDhbX0oXZnpVkLpmi68Bo3aD0dTvvGmqNxnKHkKbM1QLISnNVaXPkLdlnlh9VLY/mi4LcfrZmSjWemqMlC65NaXODu9/vW0MViPslGtxqzoKsLl61zvjsGrGUHpM8BquNp8nxqxbm/ve97zHn7v936Pj3/847iuy+///u+zb98+/vAP/5A/+7M/Y+/evbz3ve9dr4+/bFgvLUctKXtxMsN41kYIgZSCkXiI6VwJUwiUp0AKDOGXDZVW9IdNQjWL1hdeGuPiYhHLMKpz5MYyJZ4bTXPH1t66hawxkB4cjPHqdH3h0ReeW4TN7o0HPc/jiSee4OjRo5w9exYhBA899BBHjhzhwIEDy36/VitUCeIAe/tjbIqHcFxFb8Ra9hxWWqilENyzo5+bR3oZXSySjJgMxULLnperNKOZEsNxk9k8ZG2XoqvKo2UEwzELQ3LJgb+bIb+rBamip1Z0vF6JbHSqz+r0+rttsFgNrTY0ntLcvLmnq4xULUmcmJ1bkwzZ2x3rbZYaIMCVxroRqFgsxp//+Z8v+/mXv/zl9frIK4L12GXVkjJHKcZqNAQZ22MgarEpESFuSaYyJcbyDo7nZ6L6wybv2tXP9t4QBdfDkpIfzy2ZLFYghWAsU+Kn8Be6VoH0zu19nJzLV0mUFD5h2NkXaZsw1JIylMfjjz/OF77wBS5evIhhGHzwgx/k4Ycf5qabbmp5jpUyFtcO+ULmZuWglYXMzQflNvoj5RyXs/N5FgoeWdv3KwqbEqss6u+LGOzvX3//omZYLUhFav6tmeP1atnT9TS7vJTMWys029AorbmQLvL8eJqTc3miZvcZKVMKElbQSdYOLpdZaoAAVwpB/vQSsR67rFpSlrdVXQlNaY2nNQJwgYf2DxMLGaQKLlFLkgiZ5XlqujorzfXUsoGv4BOIwZhV9URqFUg/ectWnhtNc3IuC1oQNtvLFNSSsnyxyKlnv8dL//AN5memME2Thx9+mEceeYTt27e3JR5dKWMhBR0v1K0G5Tb6I702nSNVchmKWQjhk1hDKeKmwd7+GL9z9x5iV0jwvHqQau2u1E72tM7w01UgNIcGE2tKFrvJvLVCsw3N+VSRmbxd9bEKPJwuH9YryxggwEZAQKAuEeuxy6olZbFQfUefFJAqOOQchespZhI2RlGwrz9W7XCs/ezKOI5IOcD7A1/9cSZ9YYsHdg+2FUjv2ZHk8LbOMgXHxtKcnFzgtX/6Ds9/+xvkUvMYVoh3ffDD/Id/92lGRkaqY1RctbqN4koZi04X6maDcmG5P5KrNOdTBTbFQ8zkHYZiIQaiPolFw3v2DV4x8lTBSt89nWrdxddu9vTwtj48pXlzLg8aP9sn2JCt6I0bGk9pZvJ29TordheNJfbAp2h9sB5ZxgABNgoCArUGWOtdVh0pE4JN8RBTuRJC+O7SWUehtWZHX5QDQ3HOzhc4s5BnR29k2WdXxnG8Op1pCP6am0d6iVkGGdttK5C2yhQ0myWXXszw2F/9JS/+4zcpZBaxIlHueP/DvONffZhIT5L+oeE6N3XXLnJ9QbYVlJtdR6cLdd2g3AbU+iNVSMaeZBSg2gFoCEFfxOSmke5tHNYK3QYpgaDgKKQUy7KotdnTY2NpLqSLxGrcxjdqBqdxQ1Nx3EfCcMyqe7dsz2M6V+LsQoG30mvfQRtgCWuZZQwQYKMgeKPXAOuxy7pjay8nZnIcn84gtMJToLWHAqTQ1XEaUgj2D8awPcXPHhxeNgwXaNqFdd2mHt6zb4Ciq7ouQyqteW40VTdLbkDY6ONP8/3Hv0k2kyEci3PXh/41t73nZ4gmKuM/PH7w1gITWbtaMsw7a1NWaXeh7glZSOl7PomGQGkZkv6IP0+vcm+EEHUdgCHDz1oozbLxNlcK7TtrL2m/xjMlbKXY1hPlzu29mFLWZTCvJsPLCmo3NForpPDJU4UEK605nyoynStxbqHIou2yKR5mdzJSHQd0KYLzAAEC/GQgIFBriLXcZT0/vkjElNyxta86Hy3nuJyezXHD5t5lhEdrf4hss8W+tgtrNl/i79+c5cczWV6eWKwKpw8ORnkrXeqoDHlsLF2dJUcxy9gPHuf5557As4vEe/u49yOPcOu7P0A4Vu8DYwixzAEdug/KnZRfanVZrtKMLebpjVgMRS0QAlcpbtrUU+1Sa8xoSCEIGXB2vgBC8803pq+6rMUXX5ngpclFwoZke2+E2YLD6GKBH7zlcd/OgboM5tXYit64oTk4mOV8qlAlyudTRaZyJTbFQswWHAwpmcnbAOxORtZMcB4gQIC3NzbWyhcAWC7urfx/ImRia5+ANKIdwXrElHznzDwn5nLLhNMAhwZjnJzLI4UmZBgrliErs+TGp6YY+/7fM/H891COTagnyc53f4T3/8yHODDSz4V0se44T2m29oZ5K1WEJpfbSVDuxu+ntuvs3p39/HB0kbGML5DenAgt80eC+oyG7XmcSxUxpeBAje5so5a0aqG05vsXFvj7U9NoBIYQJEIGQ1GLwaiF7Xl86NAmEjWlusvRir5e+qPKhuau7UtNBpWy3Ug8xJaeMFM5G2n4xHgmb6O0Zq7gBILzAAECrIqAQG1AtNr1SyFIRiyKriJeE+TaFay3Ek4bQvDU+XlqtdC7kysTkXMXL/LEF/8HbzzzJNpzCSeH2PHOn2HLO96FMkxsaXHTSKKaVarVht2+pZevZaaanreToNypgWkjMTWl5N6dSWyvl2zJ45Gbt9aRhwqkEGXTTXhjNsNc3iFsSs6lCuxJ+iaxG7mkVcGxsTSvz+TwFFU/sIztj04YioXQGjK2U3cPLrVJYiVydLnmpNVmpGbyJZQWxEO+dUftNTmeYjJbIlx+/1oJzgMECBAAAgK1IdFq1+8pzY7eMPv7o4xmSi0F642GiZX/Lrm6qXB6ruCQLjkUHE1fxH8lzpc7rRqJyIULF/jiF7/I448/jud5RAZG2PnAhxi55V6kWX6dtCZuGcQss6U27FI7F7vR5rQipiFDErUUGdshYjafY3hsLM35VAFDGhhSIIRgOmdje5qDg/68vY1W0nKVJut49JQ7HM8uFEiE64mMwCdRg1Fdp/2qRTdNEu2Qo/Vw8F8JphQMx8JEzSVD1qGYxUzeH+UjhEBrXTWKrSVxG+3ZBggQ4MojWA02IBp3/bWi176wSdQ02J2McsOmOHFrSTTeaAxpGYKCp4gaEsfTmIavPdrXL5FyyYk6Y3uYUhKrIVaNROT06dMcPXqUJ554Aq01e/bs4b6f+0VSW29iwVHLZsntG4hVr6uZNqwxKKsOR2N0o82Jmj75KboKS4pl91Zp0VTzsrykCrN5m6ztcS5VIF1yGI6F2NkX2RDuyrXkZT6TJTZWYkdfGNv1iIZMtvZEGMsUq99Pa03JU9y2ubfpcN9umiRWI0dXSpze+LdVEZZP5WwGIwapklcnOF86LnDODhAgQD0CArVBUUswTs3nWCi6jMRD1ZJRswxRozHkmfkccwWHgWiI/QMx/5e05sxCgQODvrDb0xrX89jZF8VqKO25SvHy8dd47K++xNNPPw3AwYMH+dSnPsUDDzwAwjfgbGeWXCMag3Ixs9jRUNZOtTlKa54fT3MhXWAyaxMyZLlspZnO24zEQ9WyaGMWpJasGVLgeLBYcpHC18542g/AI/HwhijxHBtLc3o+z8XFEuOpItL0eGU6g+dq7t6V5M7tvfxwFMYyRTylMSTcurl3mfarEe13+a1Ojq6kOL2RvO/qi/KuXQPcsCnOa9O5OsE5BM7ZAQIEaI6AQG1QVAjGrZt7+evXxjk4aNSVFBp36o36Jk8pFooehpSkig4l1yNkSPYNxjg9n6fkeuXOPcmO3gh3ba8nPGNvnuC5bz3G/3v8RQBuuOEGPv3pT3PPPffUBZd7dvRzeFtymQ9ULVbSwVSCsttmcKo9VydlwEpGZF9/rCwYdhjLFEgXPa4dirOlJ1w1GG28t7VkzVMaU0JvyCTjeCjtm5tuioWr1gZXMtBWyMvFxRIzeX9+olW+9nm7yKn5PIcG42XtlyJb8rh+OM67dg+s2TW0Q46u5Jy0lTJqtYLzwDk7QIAAKyEgUBscjlJIRFNRbW0wupAqkLVdesMWQghKSuFphef5vktvzueJWZK+sMWOngj/5127CZm+U/lLk4tl7xvFuddf4Uf/+yuMvnEcgNtuu41Pf/rT3HHHHcv8kirwHc+tZT9fS5Fws3PtSkbYm4xyaiFP0fGIWAYHBpbPpGvMiFT8nDIll6cvLDCTt5nK2ZjS18TsSUaXGYhWyJpT9n4aiodIKkV/xOTAQBxDCkqud8V1MgXXo+R6de7bFfRHQyilsD3fiNWUklu39Kw5OWiHHF2OOWmrdfethSFrgLVBrV4vuN8BrhYEBGqDY6VgJIXg5ckM/3RhnrHFIidn88Qsg5FEiP6ohespf+SL0szmbKSUzJkuO3tDjCTCVb3LO7b08O3v/RPf/+ZjZN46BcCO62/l//rNf8s7br+962tfS5Fwq3PZniZsirLBaPNjm2VEKm3rOdtDxalmaWbyDgC7+qJ1WZAKyTg1nwd8oXFtSRUuPXOyFu38/ueLuvmJFUgBm3vCvH//EGFTrhs5aJccrdectLUg7oFz9uVB7bNKZXMkp5zAdyvAVYNghdjgWCkY2Z7mny7MM1dwiYUsBmMW8wWHyawNCGxPVcXjRrm0l7ddUgU/cCqlePrpp/nsf/8co2dPA7DnlsPc+bO/wOY9B3D6o10H9ZV0MGfm81wzFK9md7o918XFElO5Eoe39ZGMWHhKc2Imh6c09+7sr/5eMxLq+/249IVNBEtDmg0hmMrZvGvXQMMMwqXMxPbeMGOZUp1m7FIyJ2uZqTOl4OBgrOrtBb5IfDbvAJoT0zm+bc2yv0mmbi3RDjlar2zP5e7uC9A96p6VKQPfrQBXFQICdRWgWTDa1Rfh7EKBuYJbDbKVzqH5ost0rojSmpglEWhc5c88i4dMJB7f+Lu/52uP/iVnz54FITh0+D7u/ODHGNyxG9vTaDRPnp3nzEIe19MdB/VmWR+tNedSBSYyJXK2R0/YrJ6z03NVhsQClFzFRNZmNm/jKu2PvxGirGcRTUmo7WkcT3FoMMZkzuFiplDVL22KW1w3HGt6LaYU3L9roLrwr0XmpBs/q5UIx907kpycy/PqdAZHKdJl8jQYtRiOh7EMue5BqhNytJbZnkayrfTS6J1W3X3BIOH1R7N7fDWOCQqwtnhldHHdzn3z9t51O3cFAYHqEpdz0W0WjAqux2sz2bpSjZSSfQNxtjouQzGTYxfTFBTkbBc04Lq4p44x/cJ3+L9T0xiGwXvf/36G7v4Am7fv5FyqwLnxRVylSRUcXK3Z3hcmYnW+i2+W9TmXKjCTdzANSSJs1u02r4k3O8vyc3lKVwfE+h1kgvFMidmC7+VjGb4f08m5XF2X4jISKgRb4mEQvqnkrmQUx1MACAEnZvLcs2O5J1Kr59HtO9BJEGk3UyWF4JO3bOW50TQvvjXDyUUXy5AMx0LsTkZann89cLlLYRWyLYVvdDqbd6rEuDdsknd8nSB0lvmr/XsP0D5WusdX45igAAFqEbydHUJpzY8mc8yMXv7p7bXBKGoaJELNA3fYNNibjPGDtxbJ2y7C8zBOPgcv/SN2dgGkwc/+3If51Cd/hZEtW/nK65NVcuN3oUHWVaA1o4ulqgVCJ0G3mZdVRV80HAvVjak5u1BgfzS84rl2JSM8dW6B+aIfEKWA+YLDocFYlTxVIIVfDqi91mak54ejKb5yYhKtIV10ybm+XqwvbPDUuXnu2Lp85mCr59EtOgkiK2Wq7tjaR6roUHA9hmO+vu2eHUm2WQ6h0SKJsLmMpNWev9F81f/3etJwpbI0nWxWKmS79n2uuK6nig6vTmWr5d12Mn/NCMCw6fFgMhlodNrAau/slerEDBBgLRAQqA5xbCzNhUyJRDx+RfUVphTs649xPlVfxlNaMxix2NsfJ4pL9vj3UC8/Cfk0GBbixvsZvvt9/IdPPlANlLuSUY6Np2ssEPzsTjJiMldw2Ftu74fOdoa1WZ+s7eJ6ii09EXb2hSm6ilB5BpmrFMVy9qcVJAKERmuNqzRhQ9AXNnA8VZeF87QiWe4IbHatFdKjtKbkeczmHKbyNraniJgGWxIhhmMhpvIlfnBxgZ/ePVh3HWudeWy3nb9VpkoI+Mczs3z51QlGF/2ybTJi8q5dA/zKLVuJWwY95Wxfs/NbUvD5l8aq5qu1w6UvpkuUXI/xjI0Wmm09EcKXccPQjTbMJ9v173PlXJviYS6ki9xZ48y+WuavGQG4kClxbCy94TQ6G60U2U52db07MQMEWE8EBKoDVBaExsX7StXsD2/rAw1Pnp9jMmtX/YjuGgnx0j98jblH/xqVz4AVxrj13YRve4iBgQG2xC0WijZbEn4554ZNcZ44Y5K2PTylEQL6wiaDUQuvrCGJmJ13mtV6Wc3mbcKmYDxj8+JEplpWGYpZ7OyLEFkh0+MqzZlUHikEuvwzDWztCfvZKPw5ZqmiAwiUp/lR0WUgahJucd5jY2nGszabEiGKSvl+ToBAgBCYUjK+WKpe53rNbWu3Y61Vpup8qsjz42kMKTHL3zXnKJ66MI8Qgod3x1Y8/6PHJ+vMVwGePj/Hi+MW9+3uZyLnMFv0M4dSlNjbH7tsG4ZuxeCN77MhRbV86Xg+qQba8qpqRgCk2Fgancs1U7BTtJNdrd1kFV1FuMOJBAECXEkEBKoDVBaEZrgSNXspBHftSHLHtj6ytkt6Mc3j3/g6f/JHj5HJZDAiMXb+9IfZfNd70JE4ISkxpcRTqm7mWdwyOTgYRwOO0lhScCFdrHoJVYaqdrozbFzYnx/PkCo5jJSFzNCeg3fB9Tg1l2fR9o1Bo2VONFvuovvAwSG+/1YKKah2GyqtQQtemFisBtvKDt2SfnnPkpJkxOJcqlDNVmQcj6RSjMRDeFpXn2klmANQJnJrRSTa6VhrlqnylGYyWyJjK4ZiS++dEIKCq3llapH3b49weNtA0/PfPNLD37w+WZep0VqTczVZp0SxwU9qJu+wO6kvy4bhUgTGzd7n2gHSlQ3A/8/emwY5dp/nvb///5yDHd3obaZ7enbODElx00iihtRCiVdhZMtLOXZdM5EsyyJl17Vd5dKHe6tcia6c63JVrsv5FKdSWYq0GEWOYjmsRPfazrXMkNZCmqJocoYcksMZzsbeNwCN/Sz///1wcNAAGt0NoLtnesjzfGFxABwcHKDxPnje533erZS/W8Wjs1enDrtRV5tb67NLy0yMjuwJUhoiRDe4+X/9txCCL4T6D/IW3Mye/Wouy7e+9S2+853vUC6XSQ0M8vFf+iKlUx9j2TUpSYshQ6I0OJ7Hfftbd541qyDBvx/NxFBKg/Cn1fqZNGv+Yo8IiWUIDCFYLNkMxS0MKdifXEvw3giWlORrboMcBZBCkKs6nJnM8OLUKkIIbM8DBOPJSOM1fXhigJdnV3knW6Zoe1hScD1f5Y7RJCeGE1zOlik6qr5IFoZiJscycZT233NX6cZqlKV6u08Iwf5EBKX1tomE0nD3vhSnxwdwlNowsf1IJs6F5ZI/7i0EjtKUbQ+zg8qgtKbmKvK2y8QGpvfZYnXdcmlHadx60OZq1Wtpj6omNXK3CcR2yEunzzOs/wGwlfJ3M9PSu8XNnmTr5J0L0EtYqikFKWtvtB5DhOgWIYHqAcEXwvmZcsu/99uz365nYWFhgW9+85s8/fTT1Go1RkZG+Oyjv8rkmc8Qi8fxlOKFd3O8tVLm3VVNyjI5NBDljpFEY21JgHYVRAjBxw4N8sDBDJ7WWFLiBK2uLk61/Yvd9nxyMpaM4niKO0eTJCN+gaq53qYeKEcpMlG/JdN8zoHfp+S4TA5EQWjmizYazXLFQQg4kIryg+srvDCVZ6XiNgzoS2WHqCE5PpzgjtEkC2W78dpODidRmsZ7WrBd3lkpk6u5ZKsuRdvD05rp1SpThQo/f/sYg9H1SexbYbPWSzNsT/HD61mmVqtcz1XI1VwyMYvjQzEODUZZ6cDopRBETclgB/9XgKFYhGhQ9LRmqeJQsF1yNX8tz0rVppk/NKuRu00gtkteulH1trrPRgRA6b3j0blZKln74vLAO/el+yZaFM3dCksNEWIvICRQPeLM5CDFQpEFV/f9hbBdz8LMzAxPPfUU3/3ud3Ech/HxcX71V3+Vn/m5n+e/Xco2TbhJDgzEkdJXKx6YzBA1JVfzVaRsNcEGUvqHJwb44btZZgo1ruerzBTmqdVVB6eLPKiAFLpKt3yxRwyBIWCpbJOrug2lZTQR4dBAdFMPVNw0ODGc4Hp9v1uzr+XQQJShWITpQpXlikukqbAulh1cpXh3tcpK1W2ZyBLAm0tFDg3GOZCOojQslm0yUf9Povk9taRskKeC7SEAo/7a50o2Z+eKPHRkiF6xVesl+Jw8c2W5ZQHyh0cS2K7meCbByeEkCyWHmWKt8X5orYlbcp3S2I5YveidWyiQa7w2QcwQxEyDfM3D8cAyfHVwLGH5y5O7/MGwnR8I2131slnURNH2mCtWGU/Ftoyj6JjBlo7uGQJws1Sy9sXlAOcWCjx1Fh4/Pdm4X7gaJ8R7GSGB6hFSCD4yniQ9mOn7C6Ffz8K1a9f4xje+wV/+5V/ieR4HDx7ky1/+Mp/73OewLIulsh8mOZywsKRshE1ahoEQCkcpqlVFIiI3lPdfnl1larWG0v56k2v5KvOlGvuTEY4PJTY813ZSaBqC6dUax4bjSBFM28Fqza2nDhsIIRrH3uwamlJw23ACIQRHBmMNXwusqUTozo+3XU22ahOzWj/qowmLt1fK/N1UFq0hYkru2Zfml+4cIx2xWs7HUYqBiMn1fLVlH6AGUpbJxZUyHzuU6TupvTnssbn18tJMnkvZMssVl2i9EAbhoceH4lzLV/lfP7AfpTV/+tqcP4WHZjBq8ukjwzx6136mFpeJp9WGROpL903wjbPwFxcX8JTf+jk1nGQ8ZbFc9RAoMrEoRl3NCwjMZgRip0zNO6FeNKtutufxBz+4wmsLBWxXEzEF9+xL87VPHttQpelEAAr53E0xZ3cipDdip2A72heXBzCl5LWFAlV3/ectXI0T4r2I8BPdJ/r9QujHs3Dp0iWefPJJ/uZv/galFMeOHeOxxx7jkUcewTRNXKV44pVpzs0XuJwtY9a9RffsT+IoRUQIrmYrXM9X8BT1tO0IP3NyhEyTmdz2FM9cXmnJWlouO4wlIw0DsZ8Ttf5cO5FCLTSXVyqcqLcMTQPSEQOt6yZvYH8yQtTc3AMFrcXUt3CLRjEtOR6T6QhSinUK1VBUslxZ3+JaqbiYEk5PDDTG+QHeWiqvI7Fx0+DoUIx3smUqnh+lIIQgHTEYjptIoXtulVRcD9tTzOZrLWGPowmLA6koRdutL3imNSy1vsPvyGAMVylqnuLjh4Y4M5lp5EANxSz+y/l5/s9nL1Go1kjHsh3bK+AXvUfv2g9a4WlB3JINReO49hcuP3rXOKmI2fUPhp0yNTdPcW7ks+kFf/CDK5ybL2BISbD7+tx8gT/4wRV+/9MnNn3szSQAWxHSG90my1btdd65AI6nWiZ8Q4R4LyMkUDcYvXgW3njjDZ588kmee+45AE6dOsXjjz/Oww8/jGwqhIGcbkjfpD1btLmWr/Dq/Cpy1DVkAAAgAElEQVTpiIFSGmlIBqIWwdPOF2t8540Ffv1DBxvH+eG7WeZKNaKmgWUIbDeIBoDhhNUSZ9B8rhuRwtuGEryTLWN7iorj4XqaO0ZTHB6M4ioaOVBbeaBg81ZA3DT88NAhs0WhMqS/D/BAOtpo4YFfkFZtl8FohIRltKgJG5HYwwMxRhIWppS4WmPWJ/HGEhEihtFzqyRuGo22Y3NrcbHsoLT2J8g8RcSU687F8RRF2yNurbVofPLlk+EnXplea6+YBlLKju2V5nNJWOuzoqQQpCImqfrOwq0IhKs0Rdvl4kp5XVupH1PzTo7nF22P1xYK6wYRjLpqUrQ9UpGbbwrvhK0I6Y1uk7V459pgGbJlwjdEiPcyQgJ1g9GNZ+HVV1/lySef5Pnnnwfg7rvv5vHHH+cTn/hESwsJWuX0pZJNyXF9klaX+0u2h6fh4MBa0rcGBmIW5xeLDbndVZqZ1RoRQ6K1b8Iu1FzytseqrernJ9adK2xMCoUQHBqI8fOnxgBIWIuN+ILm719TSmKG7Moz06mQt7cxAiLnKc3J4QS3DcV59kqW5aqDpzRKa+Kmwe0jiQ4rO9aIYXMBr7n+RNpKxWYobqLFmger71bJBm1H9NoEmBS+KrVYdhD4iuCq7aK1ZiId5aWZfAuh6Le9sp02UPN1WrVdzi8UmUjHOJqJtVzfXk3NOzmeP1esYru6oTyB/3egtMZxFXPFKieGN9kndJNws6fsOqHZO9f8OXOV4t596W2phCFC3EoICdQNxkbFyvUU7tQFfvtf/3NefvllAD70oQ/xla98hfvvv38dcQoQyOlRy58Wy1Y9dP15lIZUxCBfdVkqOyQiBlJI0hGDkbhFzfUacntg/B5NWLy1VKboeAjhF/Ky4+JpzdVchYMDMQwJJ4YSLQrQZqQwUDD8yID1RfpoJsarCyUWZ2p9Kw1btTGkEFxcKVN1PCKmZGq1yvGheMfzDYhhcwGPR0w+cXiIiyslXA+ODcWIGEbfrZKKu77tKCVkohYTqQiOUo3PSbAk+s3FEqu2w2A0wuRAjGOZ+DpC0W97ZTttoObrNBA1sQzZ4tUK0IupeaeJw3gqRsRcu3/R9qh5qt5K1ryb90NC99p6lm4U66Rl3PAgzS/dN8FTZ+G1hQKOp7AMyb31NnGIEO8XhATqJqC5WDmex9Trr3D2r77DlQtvAPDAAw/w+OOPc/r06S2PFcjpntLYnu+JCciWFEEry7/veDJKvKll1Sy3ByTo8GCct5ZKgP/rPGlJooaJAbw0nWe2UONAKsrxTLwRhdBMCoHOJm82LtJotr0eZ6s2RvttL07nWzKVoFVx6VTAhRCcGknheoqfOTVGuk4M+0Fz2/HwYJRLK2VyVZeVikOu6nD7XIEHDq5dr4lUhIWizW0jiRbyaoi1tiP4JCXSR3ul3zZQ+3VqVswCr5Yhu5/cC7ARcVDabxMWbbexsqcbpCIG9+xLc26+QMXV1IKWsdZMDsSYKe7N9SzdKNY3I0jTlJLHT09umgMVIsR7HSGBugmQQnDmwADFCy/z5BNPcPHttwH41Kc+xWOPPcZdd93V9bECOf3V+dVGQrYA0H7kgJSSiGHgKV9Rat5p1yy3ByTozaUSmZjFaELgan9NiqvAkJCOKz48MUDCMriaqyLFWsG5/8AAbyyW/Amn+q/ge/aluf/AQEtrrr1IA/yX83MtJCYgYP0oDZt5dUwpmn6tl1sylU4Mx7ltKNEgeZv98ve0b/jeTuukmXRez1fJ1/yUdaE1Y4kI1/JVDLlGahbLNZQWJDv4dBxP8f1rK8wV/ZBP19Us21X2Jdfatt22V3o1S3e6ToFiNlOoUbJdkhGzZ6WunThorbmSq7BUdnA8RcJa5MRwoieV5WufPMbvf/8y37+eRSmQUjA5EOOnbxvBUZp3Vsp7Zj1LgK3aq9DdTr/dQsyUoWE8xPsWIYG6wXBdl7/5m7/hySef5PLlywgheOSRR3jsscc4efJkX8f80n0TcBY/PLK+LS5iSFIRA601wzEDTxtYEqqOu6HcfmZyEKX9ySS3Psk2ErNYqtgY0ldqggLc/gX90swqMVPy0cnBxki+0pqnzs4SN+W61kJQpAu2i1NPvr6crbBUthsTaQNRg5Lj9hVSuRGCX+umIbljLIWnNFVXcXQw3vJr/Ubk6wTX+6WZPEoDksbONikEF5ZLHBqIMZqIMJaIEm8jP0H8wburVaQURAxJTBo8cHiQF67nmS/ZxKTCMNWutVc6XSchBMeHEhweiHWl1HUznn8lV2Gx7A80TKRjWIbsWWWJGAb/+4NH2Ze0UEqQiZvMFGq8Ol/EVf505YF0lE8fHd5TrbzN2qsl59ZYNxMixFa47+DAzT6FnhH+Zd0gVGo23/2Lv+A/f/M/MvXuuxiGwc/+7M/ya7/2axw9enRbxw7k9H9y9zhff/Yir8wXcBQoIGpI9idMHj42yhfumdhUbpdC8PFDGbTWXFguEzMljtIslO26MmJ1NAW3L10NJvWu5ioslGzuPzBIzOrcWggK8IVVm1UlWybSslWX1xdKfPzQzrQhqq7ijcVSy2s3pK/qXMtXeaBO3Pxruvv5OlII7t2f4sJSClmPUjCkvybl+XfzvLta4UfXc6QiBnfvS3NqJM71fA0paKgxNderr7kRHMvEEfVFyJ88OkTV9bh/2OC2iX271l7Z7DrdNpxgaJM2W7fj+e+slJkp1LAM2SCY0JvKEjzXpZUyF5crWIbknazGkP4knlUn/FOFvdfK22oCda+vmwkR4r2KkEDtMirVKv/qP/4X/sd//TaF5UWkYfKxRz7H//Fbv86hQ4d29LkSlsH//Q9O8SevzvDq3Co1T5GyTO7Zv5YB1I3c/rFDmUZx0lohhZ9CHbRmAmy2dFVpXR/J9z1Ra+norUXPlILDgzF+eNUlHou2PH5/MsLVXIUzk9vdNecXz7eWirw8s0rM8k30B9JRonUPVKdf6zciXyduGsRMoyVC4O+mVpkuVDGkJB01EUJwbqEAwAfGko1kcsuQjCWj9WwoX50Jwk7Bb+UORM1d96b0e526Hc+/YzRJyfZIRc11rapuVZbguSxDMpGOsVCqMVWoMhA1Ga3vNPQjKTYOmb3Z6GYCNcBuBmmGCBHCR0igdgmVSoWnn36aJ77xH1nNLmNaEU4/8nPc/9O/SHJolCkRpxf61O1aDFNKfv1DB7dl7mz/xXtqpMjVXKVlEnCrpau2pxuBltYWRe/e/Sn+IiKpKkXN00QNwVgywrFM3M+Qqr/ufjNunn83x4XlMhFTErX8YM2ruQrnlyT7EhEyMd+j0/5rvRtj9Xb3GbYXQNtTTBeqjaDO4JoHMQSP3jXOxZUyE6kYQviPX625iDqJOjSo8BRYUjTiIXYb/RjQe5myS0dM0tH1OVXQncrS/lxHMzFsT3ElVyFXdRmKmexLRhvK1q3W+gr3zYUIcXNwa3xD3EIoFot85zvf4Vvf+ha5XA4rGuMjP/2L3P9T/4hkZm1fWq+th15HlHfC3Bn84n3w4CBS9LZ01Q/J9D097UWyvejF6gVXB4NRTfc1pODsXIHr+WrPI9pKa16YyvPnb86jtH+e80WbsuMvJV4sOVQcxeWsZrHkcHI42fG4nX75255q7Ax0u9gRuBmaC2C+4pukRxIRRuOt7S/HU8wUqlxeKbNqew2vmO1pDKFYLNs8/66HUZ+MvGdfGqU1Bdu9ITvIejGg9xIou12Vpf25pBCcGkmQqzrUPMW9+9MkrLXzuNVaX+G+uRAhbg5CArVDyOfzfPvb3+bb3/42hUKBVCrFrz72ONa9n2ZoaP2i2V5bDzdqRLmTorLVF7SrNKdGEpRsl7miXZ9S86fwIkZrwau6ittHEi2Pf3l2FYRvPo5bvmISJHJPpGKNibReX38QVRDs9dNaU3E8AAq2R8XxSFiSobiFZQguZctbHjcgtP/z8gqzpVp9wa/VMZOpWzRf32zV4Z1cZV1iNvivYXq1Rq7mNnw7AIZQXMpWKNRcCjV/D+GBVITpQoV//Uqe28aqNyQbqBf06t3ZjsrS6bmk8NcZLZRsok233cqtr3DfXIgQNxbhX9s2sbKywre+9S2+853vUC6XyWQy/NZv/Ra//Mu/TCyR5M/Oz3V8XD+thwC7MaK8ldLViVj5Ck+O5674K2A0sC9p8YmDQ3ziyBCmFA3j7jtZP+doMGoSMwXGlGhMoV3OVjg6EGXeli277DwNEUlfrz+4drGmVSiu1mghEEAyIklGDI4OxjCkxFV+62ur4744nefiSpmlqtO04HfNf7Td9yWIpWhPE3eV4p59aWaKNfbVdxMGRGil4lKouRzOxBmOW5hCsFiyKdgVBkx/UbIUYtezgXpBr6rSdlSWjZ7r8GCM/fWoh5rrha2vECFC9ISQQPWJhYUFvvnNb/L0009Tq9UYGRnhN37jN/ilX/ol4vE1s/VOth6asV2fRjsh2kjpCsIyOxGrF6fzjRUpkTqZyFY9np/OEY/4mU8PHszgeJqi43LbULKhmgTF/O59KZx6+OfxoXjLLruS7VJyFZkORHOr1x9cu5hlNIIdTeHvCrTrsQkjCauh9EghiBgCx9v4uAEpU7rTgl9/2XI/70s7eY1KGIyarNbclpTnX7xzjP/+1mLDzL9YdnCVYrXmR1MMxywsKVFaU3L9fmi83uKLmZ2XQO82NvPi9aMq9auydHquIPdLacLWV4gQIXpGSKB6xPT0NP/+3/97/vqv/xrHcRgfH+dLX/oSP//zP080Gl13/51uPQTo16fRSWk6kolzOVtu7KkLYEjBs1eyHBmKYUnZRqzgnWyZ5arT0hKSQrBccXlnpcyHJwb48XSep99a8yAF7a6gmJ8eHyBiSOo7i1t22cUsg/Z6FmQfmfU1Mxuh+do1E46YKfGURypqMVL3GKmmiIbNrmvF9ai5HhqBEBpHKUwhEEI0zsvq433pRF5vH0lyMB3l1GiiQT5c5XutgpyloxlNoeahFMwWay07AJXSflsU0dJGvVEGaVcpf8n1fIGK4xG3DO5tmgaFG+vd2ey5pCBsfYUIEaJnhN8aXeLatWv8yZ/8CX/1V3+F53kcPHiQL3/5y3zuc5/DsjbOutmN1sN2fBqdivWF5RLXcxXuGEu13NdTmoVyjYODMawmbmVIwYXlIhXbo+p6/hh+E4lSWlNyPH54PcuVXLXhQYLWdperVGPn2/mZ8rrnPjnsj+RfzlZaso9sTzGRXL9Id7NrFxCOquvhKZgv2syXa5hSNiIaNruuSmvOzRc5t1BkoWSzULLRWjMYs0hHTYbjJoak5/dlszbtVKHGxw8PbZhNJYUgFTGwDMFkOtbyWEMKtNaMxVuzu/ol3r1OG37j7Ax/ezVL2VV4WmPU19RoNF85fbDlvjfSuxP6hEKEuDG4FYMxe0X4TbIFLl26xJNPPsn3vvc9tNYcO3aMRx99lF/4hV/ANFsv32ZFZidbD/36NDYq1jFTkqu5De9RAEdplKZFwQB/rca1XI3Fco2Zgo0pBSnLYCRhNdbFxEyDqUKtxYMEre2uoJifmRykWCiy4OoNX2Nz9tGBdIyjmdiWnp5O1+7O0RRnJgdxlfan6FZreNp/nZtd1xen81zJlVko2UwVaqCh5nnYnn/OKcvgRNMqmG7Ra5u202u6Z1+aiCl4N19tmO9jpiATjXB0cG33XT/Eu58p0KqreK5OngRg1O9Xqv/7r9xzINybFiJEiFseIYHaAG+++SZPPPEEzz33HACnTp3i8ccf5+GHHyafz7eQp36jBrrBTrY5NirWUggyMYuqq1p2rUkB46nIutdwJVchX3M4kI5StBVFx6NguwAMJyxG4iaHBqNcz1WJWJLRRITFst04jtL+NN6do8nGa/nIeJL0YKbja7z/wCAXV8ocHIg30roBEJubvje7dhFD8L8cHekqLysgntdyVcr149Q8RVT4q3LGU1E+OjnA/Qd6f797bdN2ek1S+ARPIhhPRkFoTg4nMYXg/MzytgzS/UyBLpZt8k2+uAACWK35S4YPDawpZtvN0goRIkSIm4GQQLXh7NmzPPHEEzz//PMA3H333XzlK1/h4x//eEuQZDNuRNTATrQeNivWJ4bjHB2Mcy1fbSgbJ4cTnBxKcDm3ploprZkv2exPRjmWiSEQXFgus2o7ZKsOtw3H+MzRET58YIA/L8wDNAIKgwk7KXyPT3sx3+g1VlwPpXRjHUwzuvH0dDpuL6S34npUXcVcqQYIUhFJEgOlNVr7eweV1n15i/pt07a/po2I4omEIpYe6Iuc9DsFGjflhn8rIBo7/Xbzh0eIECFC7DZCAoXfkvrJT37CE088wU9+8hMAPvShD/GVr3yF+++/f5NicGOjBrrBZorKpnvLhhI8eDDDA21qgNK6ofS4yvezDEVNjmZiCCG4bTjBsaE4VVdR8zz+yV0TZOr7z1o9SP6EXZAD1ct+u50y0zcrHS/NtJJepTVvLvmZUe3n5qs8GrRotKOC1pSuX0alNze1b4adatNutOqjX+Ld7xRoJmZxaCDKTNFe5407NBBtfD5udMZZiBAhQuwkdo1AOY7DP/2n/5Tp6Wls2+Y3f/M3OXHiBL/7u7+LEIKTJ0/ye7/3e8gOgYE3ClprfvSjH/Hkk09y7tw5AB544AEef/xxTp8+3dUxdjNqoBcEU0+vLxSouYpoPU+oeeoJti7W7QW3vWVkScnTb86vm7xLWAZRQ5Lawq/zgbH1ytNW2K6Zvl3pMKTgWr7CbUMJtNYNc7qrNOfmC2it+dihTOM1mlJwaiTF2fkiqYhBwfbqz68YiJiYUqwLB+0WAam7/8DgnkuS7pe4mlLw+bsn+NPXZ5kp2iilkdIP9/z83ROYUuy5Hx4hQoQI0St2rbJ/97vfJZPJ8Ed/9Efkcjl+4Rd+gTvuuIOvfvWrnDlzhq9//es888wzPPLII7t1ChtCKcVzzz3HE088wYULFwD41Kc+xWOPPcZdd93V07H2yjb0p87Ocq4evhiP+OdzbqHAU2fh8dOTjfv166lqJlbdkpl+d6R1um9Aui6ulKk6HjHL4ORwd6btdqWj6irmmtSRIJTSqudAXVguY0jRooI8eHCQt5ZKnJtfZaVsk606GAKU8jg2FOeBg72RwluhfbUd4vrgoQxSCi4ul8hVXTIxk5NNbdu98sMjRIgQIfrFrn1D/dRP/RSf/exnAV/pMQyD8+fP89GPfhSAhx56iB/96Ec3lEB5nsf3vvc9nnzySS5fvowQgkceeYTHHnuMkydP9nXMvbANveqqdcnV/rn5C2irrurYzmsvUN2aeXdjeWmQar4VoZACVP2/3aCT0mFJQcSQLJRsBLSooIYUxEy5TgWRQvDlDx7g3/3E5cJyCRC4WlP1YLlk88JUjk8eHu769d4q7at+3+utyPNe+eERIkSIEP1i1whUMpkE/OW6v/M7v8NXv/pV/vAP/7DhJ0omkxQKhS2Ps7q6umPn9M/+2T/jxz/+MVJKHnnkEf7xP/7HHD58GIBsNtvTsZrvfyqhKRY8rq3WsJUmIgVHBqKcSqiej9sP5ss2xWqtY9GpuB5X5xfZn4h0eKQPpTV/P1/mWqGG7WkihuBIOsqH9ic2VEPuSMKJeJSqp4gZElNq8rlc38cN7hf8e9WB8zNlioUiHxlP8pO5UuP2CGBXHc7PVBq3b4Si45EvltYRyLRUTBVr/v69+nVTWjMaM6lVK1RdxezSMilr7baX5kr8vxcWWK3voosZkqQheDdf5pt//y53JOmKMLtKc346i+xw3/PTZU7E1Y4S7+1+Brt5r7dCp7/0MdNrec/Bv85H0lEK+d6Ov9NwlW56vevfixvxd/1+RHhddx/VcgVH7d7x79jnB0q/H97LXdXIZ2dn+e3f/m0+//nP83M/93P80R/9UeO2UqnEwMDWQVsDAwMYxs78Gv3gBz/IkSNH+MIXvsDBgwe3fsAGyGaz6xYEPzI8fNPGseNpRTqW7egnM0zF+MgIFdfdcFT/hakcC65BKrlGRBZczdtluS01pNvjukpz7e0VUqn1RGjB1cTTgyxMVVuO03x7ejCz4fVOK01m3llHVm6Px5ErZbIVB6V95WksEeFoJoYUgqjSTIyONI77wlSO61VYdTWRenCqC1SUIBUxma8piKcY2oSoBijYLma00nGqsOZ6xNIDO9a+6vRZ3Sv4TCbTUOLa1a2b1cYMWquXViqUbY9ExOBEvVUcnNNevqa3MsLrujk8z9sRQSGWiGPp3fv7Ghp6bwVobnbdd41ALS0t8dhjj/H1r3+dBx98EIAPfOADvPjii5w5c4bvf//7PPDAA7v19B3xG7/xG7t6/JuVchwsoD3X1sZzPI+qp/i//vbShsby3TLz9nLciuthK73Bcfypwn79Mhu1WLWGf3h8BE9pLiyXiZmyZRVKc/s1eC2egvazrHkecS1RSlNzu/tZt1vtq1stT+lGrnLpFi9M5Xj2SpaVqj9UYErBtVwVpTUfPxQW9xAhQqxh10bg/u2//besrq7yb/7Nv+GLX/wiX/ziF/nqV7/KH//xH/Poo4/iOE7DIxVi+/jSfRPcuy+NpxRVx/X/6ylihkBKSTxiIqWsG8tnG48LzLydEJCTftDLcX1CsVHekWQoFtkW4TgzOcjxIX9VS831GgTpzOQgHzuU4QNjvrLVflv7a0lGDBJNCl7NVRRtj+WyQ9VTvLNS9mMftkBA6rw20tivby7wj/3Z+Tn+6xvz/Nn5OV6YynV1LnsBwQ+Pm02eXKUby7GFEFj1vYPLVYdnr2RxNyD5IUKEeH9i1+SSr33ta3zta19b9+//6T/9p916yvc1TCl5/PRkIwcqbpr887+9hLGFsXy31JBejmtK3xu14OqORvyYKbdl1N9M6XCV5u59KU6PD+Ao1VEFCV6LlIJTw0neXilRsD2cekGNGYLbh5NMFWq8OJ3vqu25k0b8zQzpd2xsDwvRhoLtMl+qrUtQl0KwUK5RsF2GYhvvvQwRIsT7C+Gc8C2CbtszMVMykYoxW6xiu6oRaQDgaYXtalS9LTaRiu3aFGGvx/3Q/gRvl+WGhGInCEdzi3WzGIHNXssDh/zbzy0WkALilsHtIykeODjQU9tzp9pXW7VKT8SjPR/z/QrB+hZtAOXnyYYIESJEAyGB2uPoNy9oKBYh2liZobicrZCvungahNB898Iij5+exJSyQRouLJcoVF3SMbPjqpVe0Qvp2YpQNN9etF0cpbGkQOnuIw2a0WuMQPNruWd/Ck8rhuMRTo0miDYNOfSaYbRd39xWeUolxyNmu3vCX7QRutlHeCOQipiMpyIsV9x1k4HjqUhLSGyIECFChN8Iexz95AUFBenO0RTnl4pczVbI1vyiINEMxSzeWCrx1NlZHj89idKaNxZLvLZQoGR7JCMGroI7RhOkI1bfhbcflWUzQuGTyRzPXFlhdrWGlDCRjvKZoyOcOdj95FY/xvl2ApewDKwOLcobnWG0UatUac27+Rr/X7VCdM7ek0Gd3abn3yiYUvCZoyM8c3WZ5YqL0hopBCNxk88cHdmzBDREiBA3ByGB2sPotdC3FyRTwnShxrurFUAgpSATNTiaiWE0eaG+9dpaivlAVLBUcfiLtxf4yUyOhw4P91V421uOOzGd+MJUjj89N8dsqYbC30VXsBVaL4PoPoByOynYphRkYhYnhhM3NTy1+Xw6tUovr1RAaCwpG3EJey2os9v0/BuJMwcHQcA7K2VKjkfSMrity8T7ECFCwNmpncluvO/g3o9DCAnUHkavhb69IC2VbaquJmJKxhJRTCkQQpCteowmDBxPMV+staSYL1UcCraHlJL5koOrdU+Fd7dWlLhK88zlFWZKfvglWqPxgzIvrlQ4lil3HbnQSbWpeR75isdAtDsFaTfS2PtF+7kIIUD4C6IrlUrjfjuxZ66TF6+f+IR+0vNvBPZitEKIECH2JkIC1SduROZOL5Ns7QVJa03B9oiYElf5SkVAYAq2x0hcYxkSDQ2zefCY4NV4SlNxFIMxs+vCu1srSgq2y0yhSrHm4SiFp8CQEDUNlFKsOu46QrnRe9Ss2iit+MtLy8wUao2ogsu5Kl/75DEiGwS4ti8ALtguAt9DczPaY+1F31Oa//bWQiP1v/Xc14h3L5/hTsT4SCaGRHAl1ztZzlbtdUMOARxvbcjhZuFmZbqFCBHi1kH4DdEjlNb8ZK7E4lR115fA9jLJ1l6QXK1RWmMIQdSQ2K5HzPLfbq01NU/xofEBxlPRhtm8+THgKxZxKwjc3Noc3U3LEeioYBQdj3Q9uLATBJCtOqzaDp6uz0t5gqqncJVBtIlQdqOCBarNv3rxGu+uVjENg3TUIhUxODdf4A9+cIXf//SJlnNoP64pBTVPEzMFjqdvus8oKPqu0psS76ghu9o72IxOxPjZK1kQmhPDyZ7JcvOQQzssw8/+ChEiRIi9jJBA9YgXp/NcK9RIJXsvGv2g21ZRe0EyhWgQobGkxUQyylzJxlMaQ8CdIwm+cM94S4q5RIAGLXySNZmONQpxN+bozVqOjqf4/rUV5op2RwUjVyyRmXc2LOQx06DsagR++y5QV9x6AvjJ4WSDfHWjgkkhuGdfmrKrGE1GkUI0lLfAH1a0PVKRtdfSftzL2QrzpRr7kxGODyU6Ps/NQDPxbkZAvF+eXe1JJexEjD2lWa46AByvm62h+zbhRun5rlLcuy99U6fxQoQIEaIbhN9SPSAoJO3FPSgau5FUHLRnHr1rnF+8cz+P3jXOgwczHQiGX5Bc5ad/CyFIRQw8pTiYjvOpo8P8ozvGuGsswQf3p0lFTJ5+c4EXpnJ84Z79DEZNruXL5GsOS+UaMVNyZjINdG+O3qzlOFWoMlWoIaUgZhlIKXj2SpZnri77/2b6QZWXsxVenM6ve3zF9UhZBgNRA9OQaHy1zBSCTNTirn1+YuRWKljzezRXrGPZXAkAACAASURBVOJ6vuLW/socTzNXrDb+v/24ntIslm1MKVksO43U7938LPSCIH1dtaWvf3hioOvrE6BTqryjNJ7y3wPba31Mtwn2ndLz761P4YUIESLEXkeoQPWAbtaT7JZvohtPxpfum+Cps/DaQgHHUwzFTI4MxjgxFKdkO1xaKRM1DE6OJhsE7HK2whuLJW4fSXJiOEHZ9lgo11iuuLyTrXByONm1OXqjlqOjFGjRQq7aFYwAGykYAhhJmERMSarm4ngKKQSDMZOBqNlQ23ox3o+nYkTMzqTQMgTjTR6c9uMGBEIaokEiYmagiu3uZ6EbBMT7RFwRSw80WqYF2+15ArETMbakwJQCDevW8HQb5dCenn+zc6BChAgRoheEBKoHBIWkXvdbcKPzfzqhU0EyJXzj7CyvzBa4lqsSMSVLFZcHDg5gSokQPuG6/8AgEUMSiUsycQulNVXX45fu3N9TUevUcpxMR3HdzgqGEGyoYDQXcj/kMIpVcRmJW7h19UkDI3GzEXLYi/E+FTG4Z1+ac/OFlpU3nlLcuz/d0r5rP25AIMAnK80kYi98FgK0E+9+Vvd0IsaGFAzHLBAaraHqKaz6bb1GOQTp+buBW23BcogQIW4dhASqBwSF5PxMueXfb0b+z2ZoLkhPvDLNawsFDENimv5y1OlClb+bgk8czmB7GttVOKp1D52se6gcpYj10OntNAYO8GeFuZb7tSsY1abbOhXy9pDDYO1Ge8hhrytkvvbJY/zBD67UVTuNZQju3Z/ma588tu75m49rSMFoItLwQAWK3o34LGyHFPS7uqcTMf7U0QxvL1d4aSbf8LXdsy/N/Qdufn7LbsVphAgRIkSAkED1iDOTgxQLRRZcfdPzf7ZCc7SBbpquk3US5RcWQcSUDfWgGdtRUtqVj80UjOaCtlkh7zbksJeMpohh8PufPkHR9pgrVhlPxVqUp82Oe2ggyv5khKgpqLnern8WdooU9JNh1YkYvzSTJ2ZKPjo5iO1pIoZAa3hpZrUnE/1uqES7FacRIkSI/nArBGP2ipBA9QgpBB8ZT5IezOz51kBztEFgKg9ynoKMp6CN1QxPaaqu4vaRRFvSef+FrlPRfvjYEBLB5VyFqquI1snTRoW825DDfsIQY6Zkfyq6abtyo+PeqDbRTpGC7YRFNkclNBPiwP+FoOvMsN0MXe11VU+IECFC9IqQQPWJvRy0F3igLGmA8FO2LSkZjVuAH6QpBERNwfGhOPcfGOClmVUurZR5J1smV3FJRA0sw29VBbdvp9BtVrTvnxxkdmmZidGd3TfWzXvUTxFvP+6N+Cz0Qwq2ytfaznl3MusHZnpVJ5RbHXu3VKLtrOoJESJEiG4Rfou8B+AqTa7qULRd/vqdFd5YLDBbtFmuOpRsF0MIEpa/aX40EWEwZnDnSJJfuedAo7A+eDCDqzQXV8ogoFjzeHWuwPW8P6UXM+WOFLpORduUgpTVXxr2sfpofs1TXSkp7WpRL0X8ZhqSeyEFzddpq3ytftFsRtdacyVXYans4CqNFHBqJMHHDq2P21g7591TifoxyocIESJErwgJ1C0MpbW/YPe1OaZWqyyVbFytSUUMDClwFVhS4mmouh5Tq1WUhoePDtc33re25569usxKxcEy1jxRS2WHt5bK/PSJ0ZbnvhntkHayo7XmmSvL/M/LK0wORDdVjzqRr8ODMa7mK+v2sbW/tr1gSO6FFLRcp6Z8Ldg5/0+zGf1avsJi2fEHDySMJSJcy1cxZH7D59tNlahfo3yIECFC9IIwdOUWxovTef70tTlmin5AZU37RGip4rBScQGQUmJKwQcn0pwaSfIPjg3xpfsOtJAGpTXPXV3mpZlVruerXM2VmS1WUUqhgHzVodYh/6rbwERXaQq2u2W45Gb3CxQL8FuUnvJVj+WKy1LVJ32bBXEGpKI5yPPCcpmLy+V1921/bZ0eu9Hz7BYCUuC1XZt2UtBLkGi378tGODM5yNFMnIV6wr3SmrFEhKOZ2JaBos2E0FGKfNX188LYGZUoCBL12oJE9+KwR4gQIW5NhArULQpXad5eLjNbrCGFwFYKVV+p4SmF5ylSWoMQKA2uBxFDYnvr/SkvTuX522tZclVfFXA1GEKzWLKZSEU38QJtXui6VW662S9YclwuLpdYtT1cpTEkLJUcxpIRXKUbMQydlLGNSEXMlORrbuO6dXpte8mQvNn0nKs0RdulYLtUXX8pcjsCUpi0jB1R1KQQ3Ls/xYWlFFL6qmXzddpMSTKl4MhgjD99fZbZoo1b92lNpCJ8/u6JbV/T7RjlQ4QIEaIbhATqFkXRdlko2TjKHx83hfCLn9ZQX0ziAQYghZ+1JISvoDSTHldpnrm6TMHxp/Nc7e+b8zQUah5JyyVhSay2tOlu2iHd+Itcpfn+9RUu56sMplMb3u/1hRK5mosh/XNxlGLVdpFCMJywWmIY2gv3Ru0iQwoyMZOqq0hYa7c1v7Z+krt3CwEpOD0+0AhKjRiCF6fyPHN1mbmiDVqTr7ncMZps7OcLEJDCnTRvx02DmOmrcu3YimC/uVxiteaBEEgJCMFqzePN5RIfPzzU03lshHbPXbOPDdYvtg4RIkSIbhESqFsMgapzaaXM1VyZ1ZpLzDRIRQwSlqTseBgStNJ+2KTWZGIWQghGYhYnh1ujCYq2y1zRJmJIYqagpgSq3nZxlCZmSO4cSXI8k+BqrvvcoK2Umw9PDPDyrD/59+PpPNpzOeBKjmXiCNGqJAFczVXYl4w0vDamEJhSsmq7nBxJtDxPe+HezD9021CC40Mbv7abaUhuN613UvQqrmK2UGW56hKtn4uwPd5YKiGEYDzqHysghcCOKmr9+o2qruL1hSL7UlGU1nj1nDIpBK8vFKm6akfXujRfu5rrMVOw0cJfmB0NQzZDhNh1nJ1abfn/90IuVEigbjEE6oFlSCYH4ry7WiNX8/1Oo3GLRa2RjiYeN7EMQUxKDqUjjMQsHj42tI70BA6V+ZJN1dWNfzPq60lOjSY5nIlx7/4UZya7b4dsZRL+4fUss0UbT/uLjxGCxXJ9N15dOWn2ITme4ljGJwDB8t6kJXEVHEhHG8fuVLg3K/InhhM8eDCz4Wu7EYbkbojSsaE4Smuu5qoN5chTmrPzBXJVh7FknYgozXDcYqXiMlesMSjNRr7WhycGWCzXtmzx9aqofXhigIrjMVWoobXuimA3Z5TJQD2tw/H8GI6dXO/SrLrNlhyW6vuYpKhxfCgRhmyGCBGiZ4QE6hZCu6pzNBPDU35GU7bqYEl/efAnDmX42VNjZGIRXKXQQDpidiz26YiJ1pqy7SKlIF4nPJ5SZGIWt48kARrFvdviuplyYwjBVKHWuN2UAsfzW1SLZYejGd+T1KzwRAw/DPT4UIKjGT9vyJSCq7kyptw6CXyr9O3NXls/yd3dYCOihIbLudYW26VsmWvZKidG1tpyjvLT8HNVBzSU6uZ6QwqipuDOkTQPH4hxfHyMl2dX+fM35qm6Hq8vFBlLRhpqX4BeFbX28zcNwYGBGJ84NLThex9gKBYhuoHCZBmSoVik6/PYCs1/N57SLJbtBmELPm9hyGaIECF6RUigbiG0qzpSCE6O+F6XfNXmM8dGOJJJtLU+ti6I48koqzWPkqOoegqBP/4+GDFQaE4MJXouKpspNwcGolzPVcGgsVNuOmcDa2GMlmxdStt8LCkEMdMvhp85NtKVUXg7puLmxxZtt0FIt9vu6eRFurhS5nq+wonhZMt9PQXzpRrHhuKN62lJUW/jeYg64QxuqziKhYrLSMzi5dnVxvMkIiZjySjzpRqwpvb1o6h1Ov/Zgs3Ls1uvcomZkrv3pTlXXzUUwFWKe/eld7R91/x3EyyxlnVPX/B5i5kiDNkMESJETwi/KfY4mts7G6k6hhQMxiLcNpzsmehUXI+DA1EMQzKUqLJQdKi6HomIwVDMZDId3VJp2ShgciPl5sMTA/x5Yb5xv6OZGLVqldV6cTMF6xSezVQgKbpXxjYzFW927ZTWvDSzprYYUjCZjvKJw1urLZ2wkUdMaZgr2hwfSrQQtEi94DcvfQ7IJ7ROvwUEzxCdn+doxm+NLZRqjCejRM3eFbWdmE780n0TPHWW+iJnhWVI7t2X5kv3TXR9Ht2g+e8mWGIdQNZb1RCGbIYIEaI3hARqj2Kj9s6RTKzhgwmwkXoQjLZv1sKLmwZR0+D4kN/+c+pJ0kr703sPHR7eUGnZKqZgM9WnXVE6MhjFjMY4mI7y0JHhdefaaQJtOypFr+GYgdoiBMwUbZbKNi9O53l+Ksdnjo30bEDeyCNmSYEUNFSR4FxtT7MvGaH9LRxPRjg+FKfiKPI1FyFgIGJx+0iCyXSUfIcpQin8FT4TKYufOjHCWCLaF/EOjmt7ioqjiFuSiCG7VnJMKXn89GRj9dB239ONn6dVDR1NRFgs+4rnWMKqR3+EIZshQoToDSGB2qNob4/YnuKV2QJ3jSY5Xi8GzUrMffvTzBarHUfbBX6b7tPHhnjwYOt6jfbiEhCznYopCJ6jvZi2K0pKaU4OJzYkIs3Th4WaR9SEO0bTPHiwe+LSrDa9NNPbCpfgvpezlYaHJmoaLFdcLmXLHR+3GTZTE/clov4kZdOKFNtT7E9GcDyNFL7XyZSSO0aTxC3fH1Z1/SDKmCkbpGAwYhIx1oegAkQMoy/yFJy/IeCH13PMFKqNHKcD6RgfPZBuKDndKHwxU+6oYbwTmj9vB1KWP2kqNAdS0TBkM0SIEH0hJFB7EM0F21WKv5tabRSp711Z4mdO7uNX7hnHURpLCr712hx/dn6OmquImpJ01MQUkK15jdH2parDs1eyDSWnGf2YpLfbwmlXp6qFVcZGNiYgL0zl+J9XVri4UiZf8wDNs1ezvLk4zGOnJ5FCbFis29UmQwqu5Svc1paTtNG5B2oLyIZy4SiFIUR98o2eDcibecQePjaEFIJnrvgE2DIkB9IxjmZiaA1HBmPcN55uvE5jyj/vTllWMVPvyhShKQUXsxWmViuNbC6AqdUKw3ETKfz37Gauv2lGJzUUwhyoECFC9I+QQO1BNLdH/m5qlelCFSkEluEX7FfmVhHA46cneeKV6YYRNx6RKK05N19AazgxsmZElkKwXHW4uFJeV+j7MVj3s8usE8EJ1Cl3k+dzlebZK1kurpQpOqr+WEHZUTx3bYVTIwksQ25YrNuVsqqrmCv6KtLRTBzb88NIfRK2/twDtajqKRZKtr9Kpp5blKwvQe7HgLwZcVXaN5QfHIi3JnwLuJav8sDBTOMabnacfC63K1OEVVexWnMZjFkUbA+tNUIIBmMWqzWXH1zLMlWo7UhY506iXQ0NDeMhQtwctOdCbYa9mhkVfnvsQQQF2/ZUgzwFEEIQNSSvLRTIVV1ea5ti8rRGachWnUaxbNymNFXH23S9xk7EFLSbcbe7jLdgu8wWaxQdRfO9hRAUbI+/vrzM7aNJLCnXFev7DwyuU18s6ZPRt5bKLJZtPOW/9tGExeHB2DojcaAWfe+dZUqOC/hkK0jNup6vcGQw3rMBeTPiWnJclNLErK0J6lYEeDfWmgQ5TqOJCCNxjas1pvDT7su2y/nFEsMJq+UxYVRAiI3gKk3R8UjXW8EhQtwKCJcJ70EEBbtY81qWx/pmcAMhBI6nuJYvY7ut/hZDCMx6O8VW7d4X34ws2P4XVLfLbQFemMrz5lIJBD4hEPDmUokXprpbxisApf1df+CTxMYr0rBU8klQM4JiHaxiab/N8SBf84M8rXrG1HzJpuZ2/gI/PZ5mvlSjZHsslWyWyzaeUowkLOZLNkcz22uHtZv8+0lA73ScTrcD21oiDK05TkIILCkbmVKGhA45nUD3C6hDvD+gtOaFqRx/dn6O/+cd/78vTOUaf+shQuxlhArUHsWZyUFsV/G9K0uoenskHTEYjfu/6i1DcmQwsS6MMBjpL9RcrHpBU0pxOVuh5HrMF23eyZa5uz4u3qxQ9XOO4Ks9tuehtOD2kUTj35XWPP9ujj9/cx6l/cLqemBK8DT1VqPmo5ODm/76TEVMJtIx3slWsBWN5b9Rw19PY8i1UfRmuMpXrNqJiG/A9qfVpKDeihTsT0aJGKJhiG7G81M5hBDcPZZivmxTdRSehuWyy/GhGHfva81t2i52IwF9u0pgMzbLcfrg+CCJDabpwqiAEM1oaa+bEln/4QNhKnyIvY+QQO1RSCH41NFhLmYrvDK3StRY+4UfhA1mYmbHIjYYNTgymCFiCGYLNS6tlHA1TKZjjCUiIATnFgo8ddb3UW3nHAO/ztvLRQCu56sYMs+ZyUFenM5zYbmMqqs8S2Wb1ZpLOmKSiZs4SvPX7yzz3LUVhk1NZt7pWND96a4oMUNS89bUC6U0g1HJRDrakQCYUpKKmOuIiJ/grblzLMmRwXhLdEMnL5OrNDOrtUYa+kQq1libIoQfRpm0dv5Paae9Szu5RBg2z3F6aWZ1x43rId5b2IkssRAhbiZCArXH8Wv3TSCoFynXWxc22KmI3bd/gC/cs59vnpvj3dUqhZrCMiX5mstIwkLip1a/tlDY9tLWF6fzXM1ViDcRiMvZCkr7C4BjpsSUAq01hZpL2VGsVCrkayYVx2M1GWEkEWF/xkJKwaVsmYrr8dDhtSwoV2mihuTMwQxvLpXIVx3fsBw1OZCO86kjw3Xi1rlYtxMRKQTjKX+ViQZmCjWWyjZunUidGim2xCNUXA9XaUYTVmNfn6d1vRWoOJjuLwpgK+ykd6lTsfKUxlG642BBN9gsx2m31t+EeO+gn0GUECH2EsJP5x7HVmGDG93+xCvTvL5YREqBNHxzb67qcjm7tiZku0tbN/sFeWG5CBoSEZPRRISZYpVV28X1NBrQaDSCkqtRZRt7wOBytsxS2eHHU3mmV2ucqOdCVVzfC3bbcIKjmThVVyEEROuhjffuT2HWf7V2KtadiEiQA3UtX23kOhnSD1a8mqsgxZoqE/iRjmbizBZspptyjyZSUT52aHdbDf2mpzejuVgFS4kD0giagwNRPn1k49DUzdApx2k3jOsh3lvox+cXIsReQkigbhFsFTbYfHvVVS3TeYZYM/vmqi6eVhhCbntp62a/INGtq0NcpXjNK6IBgSBpmQjtIfD3ts0UHcraV4eEEHi6dZIu+KI1pCDZ4lCWJC2zq111zUTkzOQgnvLXswR21bGE1Viw29xCCPxIz1xZxjT86IOap3xVKmnxylzhhvg1tuNhai5WV3NrpDGIxpgu1HhxOr/jr6OXyc4bhX4IaIidx274/EKEuJHYW99sIXYEwYh5PCIxpWQoZpCtuggh0BpsV2MZvS1t7VR0NvsFGTUlRwZjXKu31g4PxplMRynaHpmYyUgiwvV8FQ1EDcF82SEd94mRIUUj+yggMlt90bbvqtuKXEghuG88zYXlcsOE3ny/9hbChycGeObyCkorLmerrNZcDOnvk1sqOpweTxPb5i/mrQr7djxMQbG6uFJukCfwSdlYwsKS8j3vO9lJE32InUFzq7fqKqJhKnyIWwghgXoPonnEHOBYJg65Ctmqh6f9CbRul7ZuVnS2+gV5ZnIQQ/pFX2vFvmSEkbg/jae0Jm74OU5lD3IVl4QNCdNfTxIcLyAyW3lqOpGLiytlKo7XcbceUF/Q7E/+tKO9hVDzFAcHoswWawg0I4lIIwxiqljhT16d5jc/cnjL69nrNZaNwYHtG27PTA5ScTx+PJ1v7CAMVDf/Od7bvpOdNtGH2D6aW72zS8tMjI68Zwn8+wF7NfByt/De/KZ8n6N9xFxKyW3DSWquy4mhBP/bRw53rTxtVXQ2IzbtPphTI0Wu5vyFvLaneTdf4e3lMlpAvuz57b22786AyGzmqWknF80enx9P55kp1rhtaP2evV5aCHHTqC8SrmEZrUqTIQ0uLJX7NuR3U9h3wnArheChI8PMFGu4inWq23vZdxJOfO1tmFKQssKWaohbCyGBeo+i03Te6fHBLbOfmttIAO+slHG1T2yCYttedJqJjSUljlIoDcF3YeCD8SfbaChSyxWHO8eSHB6Mc342S0VLDClZqjgcrYc8thOZTp6adnLR7PHx9wlurDR0Oy1mSsFo3MLxVGO/IKyFmzqqP0N+t4V9pwy3phTcNpTgcrbSQp7e676TcOIrRIgQO43wG+M9AldpCraLwA+e3Gp6rx3tbSRTClZrHm8sFZBCNladBCbr9etE4PWF4qZtqGYVabFcQ+k1Q/iJTJR5W7BYdrBdj6qr+MBYsisvRDO58JRu8fhIseZv6qQ09DIt9vCxEf7z+XnKrmrsfgvCTT2t+zLkd1vYd9Jw+36MGAgnvkKECLHTCAnUTcR2p4FcpSk5Lufmi3z/apa5Ug0NjKcifOboCGcODm45vRegvY10OVthtlhlteYxlvQ/JkEG0vGhxLqi04u/xJSCsUSUeBOhE0JwfCjB0Yym6np8/u6JrtthzeTCUX7ApaxPl40lrCYf0Roh6efaJyyDh48Oc3ZhFRCN3W9BsGk/7bteCvtOEZ/3Y8RAOPEVIkSInUZIoG4CtjsN1Pz4t5dLXMqW64ZgP2V8ueLyzNVlEN2ZY9vbSIGKEzEMtHbxlMKQEil8hejQoOLEUGJDD1KAzfwlGxU0reHO0VTPZCQgERdXyoBukKfAIO0/pyRqSF6YyrUobTVPEzMFjqe3fC+aW6O1esvyjtEEX7hnvKfz3eo6dCrsO0189mLEwG7i/ai8hQgRYvfw/vn2vMloVjyCEMd+p4ECtQcgW3Mpu34Yoqg4jCYiyDqJeqfLhOn2NlKzijMUN8nELPI1t744WDOZjrYUnX79JTs5wtxMLg4ORJku1LCavF6e0hzNxPnh9SxTBX8tS0waXFopM1OsciAVbQSMbvZeBK3RsuPx7JVllioOWsPTby70PRLfa2F/vxGfncL7UXkLESLE7mFXv4XPnj3Lv/yX/5JvfvObXLt2jd/93d9FCMHJkyf5vd/7PeQ2FtneKmhXmwwpuJavcNtQouV+3U4DNas9VVdhewql/LUiBdtjJO57c5TWlByvhbxs5IdqbyNZ9fBI/7wkp0YSaE1jZ9xDh1sTq/v1l7SPMI8ND68zoPcKUwo+fWS4QTJd5V/zmqu5nC3x4vQqEUMyUvctvTJXQGuYLdgIfDVos/ciIMJn5wrkal6LobzfkfibVdjfr4GSIQENESLETmDXvkX+w3/4D3z3u98lHvdbKP/iX/wLvvrVr3LmzBm+/vWv88wzz/DII4/s1tPvGbR7g6quYq7om5yPt5GobqaBmtUeSwqihmy0frTWuFpjCd80nbQM4qaBqxRPnZ3l9YUCNVcRMSUnh+L88t3jDMUi69pIhhSMJiLMl2rsT/qKVhB61Mkvsl1/iRTw1nKVH8zPU3U9QHBqJMHHDmX6CjhsJyRn5wpcy1frBND3Lb21VMLT/loZox7EOVuq1b1Y8XXvRTMRrtST3vcloxzNxDacTuwVN6qwh4GSIUKECLF97JoEdPjwYf74j/+48f/nz5/nox/9KAAPPfQQzz///G499Z5BJ2+QJQURQ7JYdlBat9y/m2mgZrXHkIJ9ySgJUzamwsy6+jQSN7lt2PcpPXV2lnMLBaQQlBzFm0sl/vP5Ob7838/zhz+8wo/ezXL/gQGOD8XxlKbmehwaiHLvvjSHB2PU6rvoNmsrnZkcbHl88/2DCUFX6Y6PfXE6z9XVKlfzVV5fLPHqfIE/f3OeP3l1Zt016gXB+H+Qhh4xRCO1vOQqKq5q/AEIIYhIyWLZxlN6Q5O8rBNMpWGxbHM1V215zoB47WU0v5aYZSDrxO/F6fzNPrUQIUKEuGWwaz93P/vZzzI1NdX4/6DAAySTSQqFQlfHWV1d3ZXz2y6y2eyW9yk6HvliaZ0hOi0Vs2WbfNEgWidDSmuOpKMU8rktjztmelwr1JBCsD+iqaYM3s66KO1RrtQYS5h8dCTBqYRidnGZl6dWMKRgruIwX3axPX/nXL7qcD1X4H9cqFIulvjIeJIT8ShVTxEz/OgCV+mm/9fkcxuf3x1JWh4vheKZt6a5Vqhhe5qIITiSjvKh/YmG0lF1FX//7gqzRYdszWv8uwe8PLXMZFRxZiK15TXZCO3vQVoq5ssOjuMCkLAEFVeRtgwcx8H1NLlikVOZeOO9cJXm/HS2kVjuKY1yHRRwvVZj1PIa2VpKaaqFVdw91BJr/qy2v5ZmnJ8ucyKu3lftvH7Rzd9/iN4RXtfdR7VcwVG7c+xsdm//eNxp3DAjQLPfqVQqMTDQXeT7wMAAhrG3Mlqy2SxDQ0Nb3i+tNJl5Z12xuj0ex1qpkE7E6qtVWtO7t8JnMpkWj8/t4wn+4e0xPjCWRApRz4HyjzNbrII0sCyDSsnFRSDr19NTCmlaFJXBrCNJD2Z2tHi+MJVjwTVIJZONf1tw///27j246vLO4/j7d+4nN5JwKTeBcLNSFNdF484idUcEna0yZrRQGZiOdqa2dlpnWieESouVMuIw7UztOLXT9h9sZ0ut1razLcWd7TCgREqB3VBga1XUcIckJCeXc/k9+8fJOSSHJOSX8zuXJJ/Xf4SE8+QJyfPJ8/s+38fwf50eamdMoLG5jeMXuvnfS1FOX+miqjTEpLA/3Y48btucjlpZjSvza/DJcBh/SyfnutsxGKZWhLFt8HnBNhD0wZIZk/o9PmyPxvEFuwj5k/NmjMG6HKO5vZu4bfBfjjGtPMQNFUHmV5cweWLxXAuS+X8183PpqyeeIFRekff6oNFWizXc739xRvM6tEQi4cqGQqgkjN/k5vusqmrsXeUy1Lzn7SflokWLaGxspLa2lr1793LnnXfm66ULZqij+vfMrR5x0bCTouPUvXhxY4jbyeP9V5tMegh4PSRsQ3dGwXm2rtfaIGEbTrV1E/R58Hs9GJJF8ACTSgLpzxNjZTWu0GKP7AAAEvhJREFUzK+BZVnMry7FNhA3hk9OTIZO2xi64zY3TizlX2/oH4Ayi+Tfb+3C54XyoI8rPXGwSNeLFfuR+GJqKKlaLBEZzfJ2DK6+vp4XX3yRNWvWEIvFWLVqVb5euqCGqg1KFQ2P9Lfu4Xx86l48MPj63H1mbJuqoBefJ1mEHuotOHdLqth9ID1xm5OXOtMF658oCwIGC2iPJjDmah+noC/7RX2gr8E9NdXcP3cSxiR3XpL9p0r5l5nXBqBUCEv0BtALnTE8lofqsJ+l0yr452kTqJ2RbFo6SJlX0ej7ufRViIaSqsUSkdEspztQM2fOZNeuXQDU1NTwyiuv5PLlilIx9J5Zd/NUokcSXOqM47FixGxDRdDL9IoAcdtmcjjAguoSV8c11E4HlsHqs37PrQrz0eUA53uSLRlits20siCzJoRcWdSH+hrcPmN4X5fUztLfLnTQEY1TGvAypaT/KbyehLu7eLlSDA0ldbmviIx2xf2TfgwpRO+Zvo9Iwj4vK2oqaTrXwYlLEdq6E/xPT4SqoJ9P3VjK7dPdfXY9VGuDGyeWcaq1K/02j2Vxx7RSznRbnOnoYcmUcsJ+r+uL+kBfA6dfF58nedIRA8mO5/Q+frJGzZ1qxRDqdbmviIx2+gk1Sg2n8Pba++2inO2MUR0OMrfaD4DXA+cjUQ6evuK4AeT1xvepyaXpWqfMnQ6PRb9wZVnJwHX3nCqWTC0vuoLi1FwGfV5umBDmfKSHExc7OXExQmXIj8eCm6eUj7gBaCEUsqFkMdViiYhzS2aOvYJxpxSgRpnhFt4OdL/duUgPXb3XvkzuLagGHF37MpLxzakMs3hKKaX+q/VafR8jRRMJumIJFn4iNOLmmbmUOZdzKkOcbu+hPRrHNlBd4mdKSZCA16Kxuc3VIDpW6XJfERntxv5dKjkyUHPI6zWMdMNwC28zi7hjtklf+5LqWJ7S99qXbD+Xgcb3QWsXf7sQueZi3NoZE5jTe9mvAT5s66axuS2r5pm5kDmXxoDfazGnMsyMigC3TClnblUYv9fTW1dUXOMvVkMdsBARKXbagXLINoa/nI1w4ePu9A7L7MoQHizeb83dcey4beiIxvn75c5rHn0MVHg70P12qWtfDCTreHr1vfYlm6PlTguDG5vb+KC1i7Dfh+kTBsH5fXK5lDmXqcuW/V4PQa+3X6NU1e8MXzHUYomIjJR2oBxqbG5LdgHvs8Py3++38F8fXMrJcWzbGN7+uJVdx87yH8fOcrB3hydzlybzCpHM4+qpa19CPosyvyf9+C7z2pe+O0h+r4eobfj75c7rfi5x23Chs4fu+MCtCzLHd72wVUy7OJlzmbpsOdVqoW+wVP2Oc9m28xARKQT9muxAatHvu2AmbMOl7hgAc/s0qXTrOHbfQvCKoA+/N3lfGySP/6cMtHBnHle/oSLIlBI/Zzp6uNAZxTYwtSzAPXMmpu+se6+lC6u3wPtiZ5S4bfB5LD5s7eafp1Vcs/vVd8eqO56g6XwHk0sD1FSG0yFtoPGNtlNYmXNZHfKDZaipvPo1UP2OiMj4UTwr1CgwUHPI1OMcy4JowhDy9S3kzi4IxHt3f1KbMV6PxaQSPxc6Y1zojDJ7Qgivxxp04R7sEUmqvsmCfte+RGJxYgmbj9t7ONvRg9+b7BIOcCbSzZ73LrJq3uRrHsOlAl5JwMfk0iDnIj0AzK0qAQYOFqPtFFbmXAa9Hg6duZIMVIlEQXopiYhI4ShAOZBa9Hs3nICrj3MMEPD2DzDZBAHbGPZ+eJmDzW1YVvI1JpUEmD0hBMDp9h4i0TilAd91F+7M4+o+j0VVyH/N+wW9Hj680s3hs+0Ykwxspb31Pe2xBP/594u0dMeZV1VC7YwJ2IZrHsPNqUyO73ykh6mlQYK+gYPFSE9hFfretL5zqfodEZHxSwHKgdSif+x0Z/ptXo+VfpyT+Wgvm8c5jc1tNLcnd4FSj8KuProrYVZFiH9fONnV2pFDZ66k78vzeVI7Tz1gYHpFCJ/XQ9wmXei9eErZNY/hPJbF3Kow08r83Dd/IpNLgoOOr+9jse64TXCIU1i5ujct20BWyF5KIiJSOPrJ71DtjAl0tHdwPm7SzSH/raYKDxbvtQ5+NYaThTpVi+T3eNKP7DxW8h67C51RZlYEWVBdMuAu0kilXnPhxFI+aO2iI2Zj2zbRBIR8FtVhH2AR6L1P772WLv5p6rU1USkBr3fI8AT9H4uduXiJaZMmDrspKJDViT1dZCuF3s0UKUZqkDl8ClAOeSyLpVNLKZ9QOax71UayUPctsE4VKV/ojGGbZL3VzPKg67U2qdcM+b18clIp5zuj9CRsDFEsC+IJmFZ+9cRZ3LaJ2bYrzRB9Hosy/+CLWC7uTXM7kMnoofAsIm5QgBqh4d6rNpKFum+BtWVZzK0qYU6lIZow+CxYPrva9R/0fV8zFdrORaJYlsGDxSfKAv1OnKXqu/JxMa3bJ/Z0ke34pvAsIm5QgMqhkS7UAxVYeywLv4ecHZPPfM1kaAtTGUzWWM2vLkm/b+YOU66Lqd0+sTfaWiiIexSeRcQtaqSZQwO1PUjJbCyZqRDXXGS+pjGwct5EVtRMvO44ctkMMbORZcpIC/VHWwsFcU8235MiIn3p1+wcymahLsQ1F0O95kD1Xfnk5qNCXWQ7fik8i4hbFKByyI2FuhDH5Idb35VPbgfKfNRuSfFReBYRtyhA5dh4W6hzfTTcrSCni2zHr/H2PSkiuaEAlWO5XKiHG1by0e9mtB4NL/TOmuSfwrPIVer7NHJaOUbIaShxc6EebljJZ6jR0XAZbRSeRSQb+unhkG0Mfzkb4cLH3QXbaRluWMlXqNHRcBERGW/UxsChxuY2TrX34PFYhPxePL0hobG5LS+vf72wEu896j/c93ODjoaLiMh4owDlQCqUZO405SKUDGa4YSWfoUZHw0VEZLxRgHKgGHZahhtW8hlq3G50KSIiUuwUoBwohp2W4YaVfIeaQnROFxERKRQVkTuQCiXHTnf2e3u+d1qG28cmn/1udDRcRETGEwUoh2pnTKCjvYPzcZN1KBlpf6bhhpVChBodDRcRkfFAK51DHsti6dRSyidUjjiUuNWfabhhRaFGRERS1DzTHVpVRyibUKKmkyIiIqObisjzLJ/9mURERCQ3FKDyrBhaIYiIiEh2FKBcFLcN7dH4kLtIxdAKQURERLKjGigXOCkKT7VCyHyMp6aTIiIio4cClAucFoXnsz+TiIiIuE8BKkvXKwq/ffqEa3aV1HRSRERkdFMNVJayKQpPtUJQeBIRkXy4aWpZoYcwZihAZUlF4SIiIuOPAlSW8n1pr4iIiBSeaqBcoKJwERGR8UUBygUqChcRERlfFKBcpEt7RURExgfVQImIiIg4pAAlIiIi4pAClIiIiIhDeS3YsW2bLVu2cPLkSQKBAFu3bmX27Nn5HIKIiIhI1vK6A/Xmm28SjUb55S9/yde//nWef/75fL68iIiIiCvyGqAOHTrEXXfdBcCtt95KU1NTPl9eRERExBV5fYTX0dFBWdnVe3i8Xi/xeByfb/BhXLlyJR9Dc6ylpaXQQxhzNKe5oXl1n+Y0NzSvuVesa+polNcAVVZWRiQSSf/Ztu0hwxNARUUFXm9x3SfX0tJCVVVVoYcxpmhOc0Pz6j7NaW5oXoeWSCRcCT/FuKYWs6HmPa+P8G677Tb27t0LwJEjR1i4cGE+X15ERETEFXndgbr33nvZv38/a9euxRjDtm3b8vnyIiIiIq7Ia4DyeDx85zvfyedLioiIiLhOjTRFREREHFKAEhEREXFIAUpERETEobzWQDlhjAGSrQ6KUSKRKPQQxhzNaW5oXt2nOc0NzevgUmtham10qtjX1GI11LwXbYCKxWJAsvlmMVIzMvdpTnND8+o+zWluaF6vLxaLEQqFRvRxULxrarEbaN4tM9I4m2O2bROJRPD7/ViWVejhiIiIFIwxhlgsRmlpKR6P8+obrakjM9S8F22AEhERESlWKiIXERERcUgBSkRERMQhBSgRERERhxSgRERERBwq2jYGxeDo0aPs2LGDnTt3curUKTZu3IhlWSxYsIBvf/vbeDwefvjDH/LnP/8Zn8/Hpk2buOWWWwo97KIUi8XYtGkTzc3NRKNRvvSlLzF//nzNaZYSiQTPPPMM77//PpZl8eyzzxIMBjWvLrh06RJ1dXX87Gc/w+fzaU5d8NBDD1FWVgbAzJkzWbNmDd/97nfxer0sW7aMr3zlK9i2zZYtWzh58iSBQICtW7cye/bsAo9cZABGBvTjH//YfOYznzGPPPKIMcaYL37xi+bAgQPGGGM2b95s/vSnP5mmpiazfv16Y9u2aW5uNnV1dYUcclF79dVXzdatW40xxrS0tJhPf/rTmlMX7Nmzx2zcuNEYY8yBAwfME088oXl1QTQaNV/+8pfNypUrzbvvvqs5dUF3d7dZvXp1v7c9+OCD5tSpU8a2bfOFL3zBHDt2zOzevdvU19cbY4w5fPiweeKJJwoxXJHr0iO8QcyaNYsXX3wx/edjx45xxx13ALB8+XLeeustDh06xLJly7Asi+nTp5NIJLh8+XKhhlzU7rvvPr72ta8Byb4aXq9Xc+qCFStW8NxzzwFw+vRpKioqNK8u2L59O2vXrmXKlCmAvv/dcOLECbq6unjsscfYsGEDBw8eJBqNMmvWLCzLYtmyZel5veuuuwC49dZbaWpqKvDIRQamADWIVatW4fNdfcJpjEk3HystLaW9vZ2Ojo70dnTft8u1SktLKSsro6Ojg69+9as89dRTmlOX+Hw+6uvree6553jggQc0r1l67bXXqK6uTi/ioO9/N4RCIR5//HF++tOf8uyzz9LQ0EA4HE7//WDz6vV6icfjhRiyyJAUoIapbwfSSCRCRUUFZWVlRCKRfm8vLy8vxPBGhTNnzrBhwwZWr17NAw88oDl10fbt29m9ezebN2+mp6cn/XbNq3O//vWveeutt1i/fj3Hjx+nvr6+386S5nRkampqePDBB7Esi5qaGsrLy2ltbU3//WDzatt2v19mRYqFAtQwLVq0iMbGRgD27t3L0qVLue2229i3bx+2bXP69Gls26a6urrAIy1OFy9e5LHHHuPpp5/m4YcfBjSnbvjNb37Dyy+/DEA4HMayLBYvXqx5zcLPf/5zXnnlFXbu3MlNN93E9u3bWb58ueY0S6+++irPP/88AOfOnaOrq4uSkhI+/PBDjDHs27cvPa979+4F4MiRIyxcuLCQwxYZlGL9MNXX17N582a+973vMXfuXFatWoXX62Xp0qWsWbMG27b51re+VehhFq0f/ehHXLlyhZdeeomXXnoJgG9+85ts3bpVc5qFlStX0tDQwLp164jH42zatIl58+bp/6rL9P2fvYcffpiGhgY+97nPYVkW27Ztw+Px8I1vfINEIsGyZctYsmQJN998M/v372ft2rUYY9i2bVuhhy4yIN2FJyIiIuKQHuGJiIiIOKQAJSIiIuKQApSIiIiIQwpQIiIiIg4pQImIiIg4pAAlIjm1fv36Qg9BRMR1ClAiklPvvPNOoYcgIuI6NdIUGcOMMezYsYM333wTr9fLmjVruPvuu9myZQutra2EQiE2b97MokWL2LhxI+FwmEOHDtHe3s6mTZt44403OHHiBCtWrGDjxo0kEgleeOEF3nnnHRKJBHV1dXz+85+nsbGRl19+mVAoxD/+8Q9uvPFGduzYwQsvvADAI488wq9+9asCz4aIiHsUoETGsD/+8Y/89a9/5Xe/+x2xWIxHH32UnTt38oMf/IBFixbx7rvv8uSTT7J7924Azp8/z29/+1tef/11Ghoa2L17N8FgkOXLl/Pkk0/y+9//HoDXX3+daDTK448/zuLFiwE4fPgwf/jDH5gyZQqf/exn2bdvH8888ww7d+5UeBKRMUcBSmQMO3jwIPfffz+BQIBAIMAvfvELamtraWhoSL9PZ2cnLS0tACxfvhyA6dOns2DBAiZOnAhAZWUlbW1tvP322xw/fpwDBw6kP/bkyZPMnz+fBQsWMHXqVADmzZtHW1tbPj9VEZG8UoASGcMyb7H/6KOPMMbwxhtvpN929uxZKisrAfD7/YN+LEAikeDpp59m5cqVAFy+fJmSkhKOHj1KMBhMv59lWeiWKBEZy1RELjKG3X777ezZs4dYLEZXVxdPPfUUJSUl6QC1f/9+1q1bN+x/784772TXrl3EYjEikQiPPvooR48eHfJjvF4v8Xg8q89DRKTYaAdKZAy79957aWpqoq6uDtu22bBhA7W1tWzZsoWf/OQn+P1+vv/972NZ1rD+vbVr13Lq1Ckeeugh4vE4dXV11NbW0tjYOOjH3HPPPaxevZrXXnut3y6ViMhoZhnts4uIiIg4okd4IiIiIg4pQImIiIg4pAAlIiIi4pAClIiIiIhDClAiIiIiDilAiYiIiDikACUiIiLikAKUiIiIiEP/D5HCzuJ/5BFyAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Instantiate the visualizer\n",
    "visualizer = JointPlotVisualizer(feature=feature, target=target)\n",
    "\n",
    "visualizer.fit(X, y)      # Fit the data to the visualizer\n",
    "visualizer.show()         # Finalize and render the visualizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PCA Projection "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Load the classification data set\n",
    "data = load_data('credit') \n",
    "\n",
    "# Specify the features of interest\n",
    "features = [\n",
    "        'limit', 'sex', 'edu', 'married', 'age', 'apr_delay', 'may_delay',\n",
    "        'jun_delay', 'jul_delay', 'aug_delay', 'sep_delay', 'apr_bill', 'may_bill',\n",
    "        'jun_bill', 'jul_bill', 'aug_bill', 'sep_bill', 'apr_pay', 'may_pay', 'jun_pay',\n",
    "        'jul_pay', 'aug_pay', 'sep_pay',\n",
    "    ]\n",
    "\n",
    "# Extract the numpy arrays from the data frame \n",
    "X = data[features]\n",
    "y = data.default"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualizer = PCADecomposition(scale=True, center=False, col=y)\n",
    "visualizer.fit_transform(X,y)\n",
    "visualizer.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualizer = PCADecomposition(scale=True, center=False, col=y, proj_dim=3)\n",
    "visualizer.fit_transform(X,y)\n",
    "visualizer.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Regressor Evaluation \n",
    "\n",
    "The Yellowbrick library is a diagnostic visualization platform for machine learning that allows data scientists to steer the model selection process. It extends the scikit-learn API with a new core object: the Visualizer. Visualizers allow visual models to be fit and transformed as part of the scikit-learn pipeline process, providing visual diagnostics throughout the transformation of high-dimensional data.\n",
    "\n",
    "Estimator score visualizers *wrap* scikit-learn estimators and expose the Estimator API such that they have `fit()`, `predict()`, and `score()` methods that call the appropriate estimator methods under the hood. Score visualizers can wrap an estimator and be passed in as the final step in a `Pipeline` or `VisualPipeline`.\n",
    "\n",
    "In machine learning, regression models attempt to predict a target in a continuous space. Yellowbrick has implemented the following regressor score visualizers that display the instances in model space to better understand how the model is making predictions:\n",
    "- `AlphaSelection`  visual tuning of regularization hyperparameters\n",
    "- `PredictionError` plot the expected vs. the actual values in model space \n",
    "- `Residuals Plot`  plot the difference between the expected and actual values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Regression Evaluation Imports \n",
    "from sklearn.linear_model import Lasso, LassoCV, Ridge, RidgeCV\n",
    "from sklearn.model_selection import cross_val_predict, train_test_split\n",
    "\n",
    "from yellowbrick.datasets import load_concrete\n",
    "from yellowbrick.regressor import AlphaSelection, PredictionError, ResidualsPlot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load Regression Dataset\n",
    "\n",
    "Yellowbrick provides several datasets wrangled from the [UCI Machine Learning Repository](http://archive.ics.uci.edu/ml/). For the following examples, we'll use the `concrete` dataset, since it is well-suited for regression tasks.\n",
    "\n",
    "The `concrete` dataset contains 1030 instances and 9 attributes. Eight of the attributes are explanatory variables, including the age of the concrete and the materials used to create it, while the target variable `strength` is a measure of the concrete's compressive strength (MPa)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Use Yellowbrick to load the concrete dataset\n",
    "data = load_concrete()\n",
    "\n",
    "# Save the data in a Pandas DataFrame\n",
    "df = pd.DataFrame(data['data'], columns=data['feature_names'], dtype='float')\n",
    "\n",
    "# Save feature names as a list and target variable as a string\n",
    "feature_names = ['cement', 'slag', 'ash', 'water', 'splast', 'coarse', 'fine', 'age']\n",
    "target_name = 'strength'\n",
    "\n",
    "# Get the X and y data from the DataFrame \n",
    "X = df[feature_names]\n",
    "y = df[target_name]\n",
    "\n",
    "# Create the train and test data \n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Residuals Plot \n",
    "\n",
    "A residual is the difference between the observed value of the target variable (y) and the predicted value (ŷ), i.e. the error of the prediction. The `ResidualsPlot` Visualizer shows the difference between residuals on the vertical axis and the dependent variable on the horizontal axis, allowing you to detect regions within the target that may be susceptible to more or less error. \n",
    "\n",
    "If the points are randomly dispersed around the horizontal axis, a linear regression model is usually well-suited for the data; otherwise, a non-linear model is more appropriate. The following example shows a fairly random, uniform distribution of the residuals against the target in two dimensions. This seems to indicate that our linear model is performing well."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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CCG688Ubeffdd3G431dXVXH311fzgBz9gzZo17N+/n9GjR/P555/j9XopKyvjRz/6EQsXLozafklJCfn5+TQ0NPD888/z05/+NLyvV155hc8++4za2lr27NnDVVddFV7vxz/+MR6Pp8V4b7/9dmbNmhX+fPDgQQYPHhzeZlZWFjt37gx/BtizZw9ZWVnceeedlJaWMmHCBO68805cLld4Ga/Xi2VZUes9+OCD3HbbbeGCiZG/RaLrOnv37o17njdv3hz3976OPD4QwqLS2IXbrMAQXmyKiwwtnzzbJBSl97rP5bXr23TV8TWftyTtIxnaIeZ2kznI9vDYY4+xdOlSrr76avx+f/j7xsZGBg0a1Ob6kydPDnfxDbXWSLSK8ps7DrLrqAeBIDMtOHHvOurBub+GRVNGtvNIWuJ0OrHb7aSlpYU/Z2dns2rVKnbt2sXChQuZN28elZWV/PCHP+RHP/pReB2n04nX6+W5555j//793HrrrVx33XXhbR85cgSPx8O///u/U1lZSVFREXfccUf4Zrjpppu46aabgOC5DI0B4LXXXkt4/DabLWr8kccDYLfb2b17N8uXL6e4uJiHHnqIl156iSVLloSXcblcqKoaXu+TTz5h6NChzJw5k40bN0btozmBQIApU6a0ek03b97M9773vYSOpy8ijy/Ilv1/w11ZhmJXsOMATNyijGGD85kxen7XD7QDyGvXt+no8fn9/jaFTuS8JTlBIucuRGe1Qyy6XQi9+eabVFZW8pOf/ASXy4WiKEyePJmNGzcya9Ys1q9fz+mnn95l+9dNi68O16KpCmbE95qq8NXhWi6dWJAUN1lzTjrpJAAGDx7Mn//8Z95//33S09MxDKPFsuPHjwdg2LBhLfqnlZaWcuqpp/LCCy9QV1fHggUL2Lp1KzNmzGhzDNdff31MC8zdd9/NmWeeGf6cl5dHRUVF+HNlZSV5eXlR6+Tn55Ofn09xcTEA8+fP5w9/+EPc/W/ZsoWPP/6Y9evX4/f7aWhoYOnSpaxcubLNsUsGHoapU1Zb0qK4pqIolNWWMLXwAukmk0gGCF2pHbpdCM2bN497772XG264AcMw+OUvf8nYsWO5//77eeqppxgzZgwXXXRRl+3f7dfxBAxSHS0P3RMwcPt1clKTr9hDkezPP/8806ZN4/rrr+cf//gHn376aYtl41VVLikpYeLEiQBkZmayYMECPv3004SE0Msvv5zQWKdMmcL+/fs5dOgQeXl5vPPOOzz55JNRywwZMoT8/Hz27dvHmDFj2LBhQ5tNXu+44w7uuOMOADZu3Mjzzz8vRZCkVby6G0/AHfPvwRtw49XdZGg5PTAyiaRjvLHpMW4464GeHkafpCu1Q7cLodTUVH7zm9+0+P6ll17qlv1nOO0xRRBAqsNGhrNr3zDPP/98HnroIdauXUtGRgaaprWw+sSjpKQkKrB6zpw5PPzww9x+++1JG6PNZuOBBx7gpptuCqe6jxs3DoCbb76Zhx56iLy8PO6//36WLl2KrusUFhbyyCOPhLfxH//xH/zzn/+ktraW2bNn8/Of/5wf/OAHSRvjQEQ3Ldx+PWnB/b0Zw9QxLR2XPQOf0TK70OXIwGXP6IGRSSSSnqArtcOAK6ho11SKh2ezpawm6nvTEswoyEnKBHPFFVe0+vn0009vUVcn1joQjM35+OOPo75rbpmZOXMmb775ZmeGG5Nzzz2Xc889t8X3zz77bPjfEyZMYPXq1THXf+qpp+Juf9asWVEB2pLWsSzBml2H+OpwbdiaWTw8m4WTCpMS3N+bsITJtgMfUFZbgifgBiHQzQAOWwo0HaoQgoLsIukWk0gkSWHACSGAhZOCaeGb9leFJ5YZBTnh7yWS3sSaXYfYUlaDpipha2ZIyCcjuL83se3AB5RWbkJRFBRFQQAoILBQhILLkUFBdhHTRvW9OmMSiaR3MiCFkKoqLJoykvNGZWPZHAPC1SDpm0QG90fS1cH9PUGs4GhFUXDYUkixpXFu0fWkp2RLS1ASGUjuVomkNQakEAph11TSuiAwWiJJFj0V3N8TxAuO9ukNaJpNiqAkMZDcrb0N7Y4XMZ/8YU8PQxKBfAWQSHoxPR3c35247BmkOmIHQMvg6OQScrcCUe7WNbsO9eSwJJIeQQohiaQXEwruNy0R9b1pCYqHZ/crd4ZNs1OQXYQQ0ccqg6OTS1vuVt20MEwdt68Gw0ysWr9E0pcZ0K4xiaQvEArij3Rj9Nfg/lAQdFltCd6AWwZHdwHx3a0B/rnvbxxr2IMn4CY14vyritYDo5VIuh4phCSSXk4ouP/SiQV9LrC1vcG4qqIxY/R8Jgw/n2ONteSmZeNy9I8YqN5CPHfrsLRvOHTsIIoazNrz6g2UVm4C6LUtTSSSziKFkETSR7Brap8JjO5oMG5ovS1lNRz3BshyVYStXzKINzlE1lKLdI9Zlk5OSiWKKluadDXaHS/G/F4GUfcMUghJJJKk05HaR7pp8fKWffy/XWXUeAIEDAuHTWV3VR2WEFwxdVSHx9Of08Q7cmyx3K1Th6eg+/yEK1dGIFuaSPozUgj1cT788EPWrVtHQ0MDV111FWeffXZPD0kywEmk9lEkISvQ1vIaXt+2H49ukuG0kZvqRAhBpdvL69sOcNmkwnaLmP6cJt6ZY4vlblUwWbs9A68uW5pIBhb969WoH/Pqq69y1llnsXDhQubOnRtuqzF37lweeughfvWrX7F27doOb3/9+vVcdNFFXHjhhXG7yNfX1/OLX/yC+fPnc/HFF7N161YA7r33Xs444wwWLFgQcz3TNFm0aBE/+clPOjzGrkI3LWo8fnTT6umh9AtCwbixCNU+iiRkPfIEDBoDBgrg9ukc8/gBUBWFsuON1DR9bg/9OU28PcfW2j0ecrfaNVVm7UkGLNIilEQeffRRdu3aRXV1NT6fj8LCQrKzs3n66acTWt/v97NmzZqYzUlLS0u57bbbuO6669i+fTs333wzixYtCv++atUqbrjhhg6N2zRNHnzwQf74xz+Sl5fHVVddxZw5czj55JNbLPvwww9zzjnn8PTTTxMIBPD5fECwV9rixYu5++67Y+7jhRdeYOzYsTQ0tHzb7Cn6s7WgJ2lP7aOW1qPgfxVFoSFgkJMqUBUFEcNdEwvD1PHqblz2DARav63KnWjF8fbe4zJrTzIQGdBCyLSCtTJc9oykvO3cc889AKxevZp9+/axdOnSdq1fXV3N66+/HlMIlZSUMG/ePAAKCgqw24PjFUKwcuVKZs+ezaRJkzo07u3btzNq1CgKC4NxA5deeikfffRRCyHkdrv58ssvefTRRwFwOBw4HA4g2Py1rKws5vYrKipYt24dt956K3/60586NMauYCD18OpOWgvGjdXYODKV22W3MSjFTkOTxciygusoqkJhVmrcQPHmzVpTHRnkpo/DExhCatM9Gklfr8qdaMXx9t7joay9qYUXhAWltARJ+jsDUgiFHpoHj36Dz2zs8loZuq6zfPlyDhw4gGVZLFmyhKFDh3Lvvfdis9mwLIsnn3yS3//+93z77bf89re/5bbbbovaRmlpKSeddBJCCF566SVuv/12AF588UU2bNiA2+3mwIEDXHfddVHrXX/99TQ2NrYY0913382ZZ54JQGVlJfn5+eHf8vLy2L59e4t1ysrKyMnJ4d5772X37t1MmjSJZcuWkZqaGvf4V6xYwZ133hlzHD3FQOrh1RMkWvso0nqkqQqT8rPYeaSWxoABCDRVIS8jhaunjY57PZo3a/XqDRw6toVhaSOp04tbLN/Xq3InYnXrzD1u0+wyMLobkFlivYMBKYRCD00EKGrX18p4/fXXyc7OZsWKFdTW1rJ48WKuv/56pk6dyp133smmTZtwu93ceuutYRdYJEeOHKGxsZFbbrmFyspKioqK+PnPfw7AjTfeyI033tjqvl9++eWkHYdhGHz99dfcf//9FBcX89BDD/GHP/yBJUuWtLrOJ598Qk5ODpMnT2bjxo1JG0tnGUg9vHqC9tQ+GpObzu7Kehw2lfFDB6EA5fUeMp12ZhTmMn1E/OKRsZq1QvBvOyelklq/jqqeED2xLFN9jUSsbjUev7zHJZIEGHBCKPKhGRkU2JW1MkpLS9m8eXPYymIYBhdccAFvvPEGN910ExkZGWELT2vrn3rqqbzwwgvU1dWxYMECtm7dyowZM9rcdyIWoby8PCoqKsK/VVZWkpeX12Kd/Px88vPzKS4OvmHPnz8/bmA1wJYtW/j4449Zv349fr+fhoYGli5dysqVK9sce1cykHp4dReR8Tmhv6HWah9ZQvDmjoNBi5Hf4ODx4D1amJXK+LxMrioexblj88h0OdoULPGatTo0P1OHp7Czwux3VbnbsrrJe1wiSYwBJ4TiPTS7qlbGmDFjyM/P59Zbb8Xn87Fq1Sq2bNnC9773PW677Tbefvtt/uu//ouf//znWFbLzKWSkhImTpwIQGZmJgsWLODTTz9NSAglYhGaMmUK+/fv59ChQ+Tl5fHOO+/w5JNPtlhuyJAh5Ofns2/fPsaMGcOGDRsYO3Zs3G3fcccd3HHHHQBs3LiR559/vsdFELQvjkUSn1jxOW25mteXualz2oKxK04b4/MyCRgWE/IyuWZ6fDdYc0LNWmOlfac6MrhkchELJ2v9ro5QW1a39tzj/bnOkkTSFgPuju+JDtfXXnst+/btY/HixVx77bWMGDGCyZMn8/TTT3PjjTfy6quvsnjxYnJzc9F1nSeeeCJq/ZKSEiZMmBD+PGfOHD799NOkjc9ms/HAAw9w0003cckll3DxxRczbty48O8333wzlZWVANx///0sXbqUyy67jG+++YZbb70VgP/4j//g2muv5bvvvmP27Nm8/vrrSRtfV7FwUiEzCoKiN5Tu3V+sBd1JyNXs1RuC8TmBBnZXbGLz/g9iLq+bFqXHfS1iVxw2lb3H3O3efyJp35Fp4v2NeMfW1j1uWUHL3IoPd/DYRztZ8eEO3txxEKtZk1+JpD8z4CxCoYdmKCYoRDJrZVxxxRVRnx0OB48//niL5V555ZUW37311lstvmtunZk5c2a4jlCyOPfcczn33HNj/vbss8+G/z1hwgRWr17dYpmnnnqqzX3MmjWLWbNmdXyQSaYv9/DqLUTF5wjwGSa6KRAIthzcRpn7FC6ffFJUqrbbr+M3Yk+0HY1dkWnfsWnrHpeZkxLJABRCcOKhefDoN/jNRvnQHKBEugNk0GjHiHQ1B0WQBSgoKGiKjx2HD6MotqhJNcNpx2mLXRcoVuxKIm4bmfYdn+axWqECi83dZiAzJ7uT5j3HZBZZzzAghVDooXly7ukodks+NAcYspBi8gjH5wQa0E1BZJ8qU6RgihT+caCaeUXDwxYHu6ZySlYKdZaIG7vSkesk077jE3lOazx+thw6RkFWGkVDB0XFTcqssq7h7vdOAfQ2l5N0LwNSCIXQVDtpKWk9PQxJDIQQMQPak4F0BySPkKt5d8UmBAIlLIQsyupz+ezgMTy6CXzF6aOGhEXM7IIMyp05cesMyeuUfCLPaWaKA5umcrjeA8D4vMzwcjKrTDKQ6BdCSFVVAoFAuMqxpO9jmmaXXE9ZSDH5TBt1IaaALQe3oSpeLOEKiqADBaBAmsOGQ9OiRIyqxI9dkdcp+TQ/p5qqkJ/h4ki9l8oGH+OGDEJTFZk5KRlw9AshZLPZ8Hq9eDweNE1L2JKg6zqBQKCLR9dz9MXjE0JgmiamaWKzJf/2lIUUuwChUt4wkfUHnVQ31GKKFKoaDAanqVhCMDzDFZ58m3efb63OkLxOiZNo6nusc1o0dBAAh457OO4NkJvmlJmTkgFHvxBCABkZGRiGEbMOT2vs3buXKVOmdOGoepa+eHyKouBwOLpEBIEsMtcZWptwQ+6WcUOysYRGWd2JTvGT87PCky3E7j4fC3md2qa9MVSxzqmiKIzPy+SUoYP46VlF/bbEgEQSj34jhIAOTZ793Z3W34+vvchCiu0n3oRrChHlbhmfl8mY3AyEqMCmqYwbEh2Em6iIibxOAAHTxKEFizPK6xSkvTFUbd37eRmu7hm4pAUyW6xnkU8TyYBDFlJsH6EJF4iacNfsOhR2t0TSbtmdAAAgAElEQVTisKkUZqWhmxYB0wx/b1qC4uHZCYuYBRMK0E2Lz76r4pNvK/nsuyp002LBhIK2V+5lhNLVg+UFkrO9eDFUre1H3vsSSUv6lUVIIkkEWUgxcdqacCPT4iMJucMcmtbhHl9vf1OGXVM5+6ShURaht78p65GssY60oeiqUg0djaGS975E0hIphCQDltYCdfsjsRqiJkJbE67PMGO6WywB10wf3eaE25q4aC7AXOqJ/Xd31lhnxExXlQDobAzVQLr3JZK2kEJIIunHdKQhaiSJTLjxuqCrqtJ29/kY4iLZWWOdaSraUTHTlSUAZKxb3+Sxi0q5cfVJPT0MSTOkEJL0KB21VEgSI9QQVVGUYENUvSHcZ2/G6Pltrp/ohNted0tU9/kY4iJZWWOddU11Rsx0dQmAeAJU0rdo3mojhAyi7h6kEJL0CJ21VEjaJqohagSKolBWW8LUwgsSEp8Xjx9Bg99gz9F6fLrZ6oSbqLsl1H1++LD44qIzFo86b4Bvj9azu6qekqr6Drum2hIzNR4/dk2NKf66ugSAjPeRSJKDFEKSHqE1S4UpYGze+Ul/qA9Ey1NkQ9QWvwXceHV33L5cza0pTpvG5GFZXF08Gqe942I10e7zHbF4BAIm1/3l72wtr8EbMPCbFvkZLq6aOhKt6X5qj2uqNTEjhOBgbSO/+7wkLA5DlqYQ3eW+kvE+EknnkEJI0u3EtFQI8BsWWw5u4//uzMHlcCYluyYZlqfOxJf0JOGGqHpDy98cGbjsGXHXjxUbs6fazbu7yzsd6JtI9/mOWDyu+8vf2XTwKKqqYNdUvIbJ4ToPb2w/yDXTR4eXS9Q11ZqY+bqyDgVQlZaWpkiZ1lzMpTmgeLiTS8bnAwNToEskvQ0phCTdTixLhc8w0U0LTfGR7tQxhTMp2TUxLU8Vm/DqFqeNmR93Yu3rXepDDVFDxx9CCEFBdlHcibere30VpDnwGRYO24lttGYpSdTiUecNsLW8JnxtVIVgC1gFKtxefLpJSpMlqz2uqeZixmnT0BQlqmI2nDg3w3JOWLtCYu7iCcPY9N0HHHXvwetz8+6OdGyaA8PS8UrX8IDiue/vivr8P/46qYdGIgkhhZCk22lhqRCgmwJQMIUTS6QAnZ90W1ieREhwCbaXb+ejfXlMHT6kVWHTH7qfTxt1IQBltSV4A25cERNuPLoi0DdSWO6r8xHwugEozEolzWnvdKDvt00xTM4mcaUoQatQwDAxLUGNx8/wzNR2u6aaW6Z00+KpdV/HdDl6AgaNestihrvKPuJQzZagIEehzncMy9KxqQ7sNme7g9glEknykEJI0u00t1RYgECgAF5zOCLituxMdk1zy1PI6gQKdtWHqvhaFTb9pfu5qmjMGD2fqYUXtMsF0xWBvpHCMkVTGZOXScCwmJCXyTXTR3f6fJ48eBApdg0hTlhkUpssQIYlcNmDx9NRwRWyTOmmFffcpNmj45/CghwFnx68B1XFQAEMS8cunKC0P4hd0n+Q2WE9S7cKIV3X+eUvf0l5eTmBQIB/+7d/4+STT+aee+5BURTGjRvH8uXLUdXeP8FIOkekpcITcGOJFLzmcOr06CaxncmuibI8RVidAEyRgiVSWhU2/a37uU2zxw2Mbk6yA31bE5YOm8reY+52bSvWtkMxRNNH5IRjhCAoLlw2jRmFuTxw0dSkxHm1dW5sgeqo5UOC3G9YTUJcoBAUS0IIfIZBSpNISySIXSIZiHSlfuhWIbRmzRqysrJ44oknOH78OIsWLWL8+PEsWbKEWbNm8cADD/DRRx9x4YXxzfaSvk9zS8WHpcfZWl6f1OyaSMtTcOoJTj4KIsryFEvYyO7nidWpSTSQvKtdbaFtXzdtNEIIth2uDccEnToyl1duOAeHI3mxN/HOzdat0ULIZQ8Gpjf4jxMS4gKlSQwp6KYgxRb8KZEgdknf5e73TuFIo97Tw+iTdKV+6FYhNH/+fC666CIg+CakaRq7du3itNNOA2D27Nl8/vnnUgj1U2JNmiFLxeWTs1GUQ0kvDjdt1IVYAr4+sgPd8OHRHZS7c6n0jOSUoQKlKeunubCRlXvjZ221N5C8q11toW1vrzjOjTPH8seT8/n2aD0nDx5EpssRtV4ysgDbk9Fm0+wMzhhHVcNGFFRAQQgNRTEQaAjAApQEgtglkoFKV+qHbhVCaWlpADQ0NPCLX/yCJUuW8Nhjj4VjONLS0nC7EzOT79y5Mylj2rx5c1K201vpDcdnCcH6Mjelx334DYHTpnBKVgqzCzJQIwJOC4FhOYJG3SLNLrAFqlu8XUeS6LF9eshJae14qr2NlLkVLKEhOMqx2uOMzHAwPsfF9m1bW6w3Qgj2+luOe4TfYPPm1seVLHrDtWuNdYfq2V3jDV+/40BZeTl79+7lvMJBMddJ90avc/jwYSwhWj3/8TAswbu7qiFGOaJ3K48wzFeFTVX4turE94neh8mg+bXTzMFUHs8jK/UYDi1AwHRgWS5U1cKhBUB3kmEbhnU0l83Heu91D9Gb781k0N3H19/PZzJIpn5oTrcHSx85coSf/exnXH/99Vx22WU88cQT4d8aGxsZNCj2Q7Q5kydPxunsXIzG5s2b+d73vtepbfRmesvxvbnjIHVOW1Ql4TpLUO7M6XD2VaLHppsWbx/dwXBXDsOEwFlVT2WDj4BhodtU5n+viO9PGdlqOvzMU3umjlBvuXaxCJ3TghEtf2sApk6bEvM8TZ9+wor03aFyTioc0eFyBDUeP1kVO1t1tY2bNLmFq60r7sNYtHbtKnbks7WsCrvlxxIpCGxYus7UISlcPrnvWIJ6872ZDDp6fH6/v8Mv6P35fCZCoucuWfqhOd0qhI4ePcqPf/xjHnjgAc444wwAJk6cyMaNG5k1axbr16/n9NNP784hSbqYns6+ioxNURSF8XmZjBsyiIBpYpiC88fltzkJy8q90XQ03ifSnfT3jX7OmRVbMCVCe11tPX0fQqy4IpheMLTP1KWSdA0yYywxulI/dKsQ+v3vf099fT2/+93v+N3vfgfAsmXLeOihh3jqqacYM2ZM2Aco6R/0dPZVrAlTUxVcqg3sDIig52TT2Xgfu6aS6dQSEh6tVV5ubwxXT9+HIHuDSWT3+c7QlfqhW4XQfffdx3333dfi+5deeqk7hyHpRno6+6orgp77asuNZNEdgeSJtEZpTy+ynr4PI5EWRomk/XSlfpAFFSVdSm/IvupI885Y9PWWG8kkWee0NVprygsnKi+3x8LSG+5DiUTSO5FCSNLldPWk2RbtmTDjWXu6uuVG5L57O13p5onZlJfWKy8namHp6ftQIpH0TqQQknQ5oUlzXtFwjtR7GDYolVSHDd20OO4JdJuLKd6E2Za1pyuDbWPtO91bz/TpotdbmrrCzROrKW/4t05UXpYxOhKJJBZSCEk6RHviZJpP9C67Db8RbI7p1c0udzElMta2rD1dGWwba9+7a7ys2XWozzR37SyRQdEtmvJGkIzKyzJGR9JT3P3eKUB0ZWntjhfjriOzyroeKYQk7aIjcTLNJ/rdlXWU13kYkZnK+LxMoHMuptaETqJjTcTa01XBtq3tW1X6VnPXeMQToq0FRednjuPbqi1oihLqSoGQlZclEkkXIIWQpF20N06m+URvWoIKtxdNVahs8DFuyCA0VemQi6ktoRNrrFvLqjCt+qgCdolae7oi2LY3pHV3FfGuT4gWQdGBBraXbeR4YDS6WcAgRwVOLUB2WiaFTVlj/YGBnnkokfQmpBCSJExH4mSaT/QB00Q3LeyaSsCwCJhmsKYP7Z/444mySycW8NXhWgC8uoFDU8hx7iRVO0xtnYe3v8phZM54po26sFVrj2kJFAVSbO1P106UjhQG7CsT6F93HOQfB6px2W0trk8hsYOifYaJYQlc2hHq9Qvx+qaA8JI5aDgzRo/picNIKjLzUCLpfUghJEmYjlgvUmwaihIUFZqq4NBOFNJz2FQc2omO4O1xMRmWiCvKZo0czFflNdR4AvgMkzMK9jMyrQxNEYCgzlPFLu8xLCE49aSLo6w9QghKquo54vaS43LwxCe7wpNVsoNtW0vrtoSgeHh2h5uc9iSWJVi94wC/+7yUgGFi11TyM1wUDR0Uvj7DckTLoGgBuhnsyK4pPnSjnjqfRZojg+1H3CyYZPV68dcWXZ15KOndPHZRKbrwRH33P/46qYdGIwkhhZAkYdpjvYicuEuq6qnx+Bk+KJWioYPIz3A1xQi5olxm7XExNepWXFH27u5ySo/W4wmYKJiMyT6MqljhZQQCUxh8W7WJaSPnRll7vjpcGzVeiJ6skh1sG8vSND7HFWVp6ksT6Jpdh9h44CgB44RwOVLvBWB8XiaegEGjbrUIirYIXhcF8OkGTtYxNtOk3m/j4NFsqt1jGZ6VnvA4usJ61plt9oY2H5K+hwym7nqkEJIkTHuK0kW6RYqHZ4ctLH7DZOrwHEbnpOO0qR12MaXZ1VZFmdOm8V7JYYQAy7IYnOon1W4AwWblkZ3G/bqH455jqFo2l04sYF7RcB58/yscmhZ1jF05WcVK6962dRONgVpc9gwEWp+ZQEOTvctuw2FTESLYHl5RoMLtZdyQQaQ6bKTZBTbNTkF2UThGSAUUFCzLh02FjCatOchpMDmvimc+/QuPXP6TNsfQFdazZGyzP8eDSSR9GSmEJO2irTiZeG6RULPTu+ZMCtcR6ujbtU1VWhVlJ+U4+fJADfnpDqoUEIqv1e0I4PcbSnH700h12BiTm46wQLO3nNy6erKyaypZLhvbDrzPXv829n71PqmODHLTx+EJDCHV4ej2MbWXyMk+Lz2Fw/WesPDUTQuvbnDWSUOxBaoBwsHPZbUleANubKqLOn8AEXH6FYICaZCjkprGRnLS0uKOoT3Ws0TvwWRY5HpTmw+JRHICKYQk7aKtonRtuUWEEQyITXXYOu1iainKVCbk7sGhlrPglBp8hoOy+ly2V47EZ9hwNVmFTiAwTCeWSDtRv6eynoPHG8Np/ZF0x2QVyqIyhIFdsePVGzh0bAvD0kZSpxf3yJjaQ+RkH3IrVjb4CBgWDpvG6aOGsHBSIVu3BoWQqmjMGD2fqYUX4NXd/OGLb7ApawnnzEeQZg9QUlXBGSeNDX/XXMgk6n5qzcJzyfh8/GZDVJPXZLm0ZJsPiaR3IoWQpEPEEjGJukWSNXE3F2V7Kz9hb1UphqmgqSouu8643CMAfFszjIlDyoNxQopAQcWwFDxWtDvOYQtORsGJ+8TE1B2TVautJVSFnJRKav06qnri3PXGCbT5ZD8+L5NxQwbh1Q1mjRrMlcWjYq5n0+ykkMUxjx2XYmeQM1q0CqBRt1M0NB9o3VV19klDE3I/tbTwWHxX9QmvuqtxaL6oJq9uv5E0l1ZrFtWLx4+gxuPvE9mAEkl/QwohSdJI1C2S7Ae9XVMZ5FQ5cvyEiHDZNby6iSVgRMYx3ts7nTSHnXG5x7FrPoQIpvKnaodwphzDaw6jTp8CqBRmpTIhL5O9x9wdimHqqMsvXmsJh+Zn6vAUdlaYvb5PVqzJ/qyThrY5VrdfxxQah+pymJRXSbRVSFDnywu7xSKFjNOm4dUNvjx4DMOywoLFtAQB0wzHe4VEeCwLT6Z9B+m27wgYCk7NFtXkdUrhvKS5tJqL9zS7jXd3l/Poxzt7fTZgcyKrgcsil5K+jBRCkqSRqFukK2guIkK1f3TTwpZiMHtsFlOGT+WS8flsOfAO31XvRFGCIkVTfKTb9gFQpxeT5rRzzfTRAO0SNJ0NqI3XWiLVkcElk4u4eIIS1a+tN9LRnl6h+8eZfSa7Kr+gMKuGDKeB22/j0PEcnvz+j4ATlkdVgd2VdRH3mMq+Y24WTSnk/24/yNFGf/j7wWlOrp0+GrumUuPxR1l4FAxc2mFAQSCwIBi4HdHkNZ5LC2i3NSdkUX1zx8E+kw0YQgiLLfv/1qIa+LRRF6IqWtsbkLQbmRnWtfTOJ6mkT9JRt0gyaCEiFEixa6TYNOy2NH54xkxcDieGqVNRfxBUFbsm0E2LUDiuSztMrX8i0wtOWK3aE8PU2YDayCyqSIQQDM8q4u2vj/SJOkIh2hsDFnn/jBh8Lp6An+o6Nym2DC6Zmk9GagpwwvJ4sLYxbHW0a8H6TwdqG/jiu2oUaHLNCoQQ4YBraBm0rCo+NMXXtEQwey1EqMlrLCvX9BE5WEKw4sMdUddkRJNLuC36ajp9pbELd2XZiWrgEdazGaPn9/DoJJL2I4WQBIjtzumI6bujbpH2Ylgi6i28eSp2CIFgdO54XA4nliV4a2cJtQ21BMv2EbWcpviYOjylQ2NN1qQWyqIqLd8GwsDV9LZ9oH48W8v7luWgI0TePxYauemDW7TlyHDacdo0Kht8UaUQICimth+p5ZwxeRQNzYxyjW0/UsuCSQUtBLslUjCFC03xBq9RxCad9gx8hoMUu2hh5Xrn6zK2ltW2uCZ7/W5mntr2sfbFdHrD1HGbFSjNsiojrWfSTdY2sohi70IKoQFOc3dOil3j5Nx0inL2UFFf2sL0bVlWXHHUUbdIe8f77q5qsip2RllGmqdiuyLGDUGLzfbDPoanuposAAACu6bgsNlw2dNZMLkIUwiOewLtGnuyJrVQFpV5NIfxk08O1xH6fx/u6HOWg46QyP1j11TGDcngoz1HcET8JgTkpjopr/cGW7fYbeH2LRB9HSIFV2MAvPZhZDm+C7tUEcHWLEcastnwSUnUfZaT6owrfEuP+8JtZOLRF9PpvbobQ3ix07KUQ8h6lqHl9MDIJJKOI4XQACfkzlEVOFjbSIXbS2395zQ2VuKy20ixaXj1BkoqvuRI3T5MS08oLqA9bhFPwEg47iU0XgQxLSOhVGy3rx5DOMlypaIqJ9KqVdWO1xzWFBMUdJjopsCpBTubd9T9lOxJTVU0MlJOxJ/0NctBZ2nr/rm6eDRrvy6nwu0Ni45hg1ycPDiD4z49qnVLiMjr0CJo2TGVXWUfhUW033RS6y+g3phCqiMoaCLvs3jC12+IhK5JX0ynd9kzsCkuwGz5myMDlz2j+wclkXQSKYQGMJFvtbsr6zhS78WmmozKqsESNMXPBGNtTCtAtfsQLnt60uICDMPi/r9tY+PBozQGDNIcNmaNHMyv50/DZms5CSTiftIUJaaYiUyrDmaHgUs7HOxpZaUwImcSB+qGs/1IFapqb7f7qSsntb5oOUgWrblnnXaNa6aP5suDxzCFFXZ/mZZg1sjBLbbT2nWIFFyRIvqZz/Yjmj0eI++zeNfEaVMSviZd0ci3K7FpdjK0fNyiLNoFLYIvEtItJumLSCE0gAm91TptGhVub1On9QAuWwAhFASErSWmFXwDFFjhcNLOxAUYps6v3v8H/9hfD4qNVLuGEILPv6vi/r9t45EFM1odbzzLyPq9lTEDlk1LRKynUqcXU69PQlU8ZNj2cqxhH7UNmxme6opKpW+P+6mrJrW+aDnoLJYw2Xbgg7iZSa2d7wUTCnj7m7IOXQebZkco6TQGILWl9yfKAtfaNTklKyXha9LVruSuIM82iWGD81t1QUs6h8wQ636kEBrAhN5qvboRdi/4DAdew4HLrgczbxBYTf+vKGqznJqWcQFt1dAJTXAHa0oYlnKUBacEqz9/VXkSokl4bDx4NKbgacsykmJrvSfXzorjTMrPZPvh4+HfBTbStH1kOg7g1W0IWqbSQ+Lup66c1Pqa5aCzhCpsx8tMine+O3MdErXAtXZNRvibVzBvm2Q38u1KFEWNqgYu6wi1n+e+vyv8bxk43fNIIdTHSGZH7ZCl4cuDx8LbMoVGWX0uRYMrCCUcq01JxZpia9H5IBQXkGgNndAEZwkQKFHVn7dVBlsnNDbFDI0dPCjmeEPuqhAhy4jPMONajM4bm49NVcNjTHNArqsKpxaqJxMaZzCVvtIzHrvmaLf7qSsmtb5gOUhWgb1WK2y3YoFs7Xx39DokaoFr7Zps3lzd7n32NB15rgTdZDIwWtL3kUKoj9AVHbXhxFvtvmNuDh5vDKYleyYy0kwjVTmCUwuQ6swgw5WD2xstQCLjAhIpDOcN+Nl/bHdQVinB1htBFAoGHWVfbT6NegppDhvDBqXGHe+7lUdaWEZMIeK+yWe6HFETlyIaeG+nPzwQu6agmxaGJTCtRraWleM1XJw5eihajGrPPUFvtByErHyHakpoDNST5hhEYU7HC+zFq7DdXZlJ7bHA9cZrkihd9VyRSPoSUgj1EZLR/ToWobfai8eP4L+/2s+eajd+w6TemMboIedwwclZpDozUFU1HLPRPC6grSDmi8eP4N3d5ew8coi8lFoUVOya0tQk08SumjhTAsw/eSse3YGi5SNEgBqP2eINNTTeYb4qxk2aHPW7Susd6SPf5EMTl2GqUUUYU2waumlhCYFXd2CKFIYPSsWmKqzZdahd5zmZlrvezpb9H7CzfCOGFXSlegK11Ho2YpiC08Ze3O7txauw3V2ZSX3BApcMuuq5IpH0JaQQ6gMkWqyvM5Ov067xw1PHxt1Ga3EBx/3+cNB1qIBdcNwBFHy8tu1bvj3qxaamYInUYKaWaeHQVFR0FMVCCAWbapLt8qAqe3nlH49RGzgJj1VM8fDcFm+oNlWJ+Rbenjf52EUYFRyagkct5IzRw8LnPNGAacsS/HXHQb48dBTTgnRn/37DNkydr4/swLCC1ZRNS2AJgd+ADfu3Ut5YxOWTT0JVlah7Kx5R1wUl3PJC0P2ZSX3Z2tMWfbWytUSSbKQQ6gO0lS1V5w3w2XdVLczbiZb6j6StB3+suIA0u42DtY1NPZ9M6rx+zig8yLjcOtLsAWrrXGQ7RlBvTI2q4aObFnZVIFAQioIqgun6lgBF8ZPt3IfdUNlSNhVI7A21+Zt8ik3DZ5iYQqA2D3CCqCKMjX43uuXEZw7jqH8ijgivTqyA6eYxMZYlWLZ2K1/sr8K0BHZNJT/DhdFUhqA/vmG7ffUEjEZAwbCC1jQIehtteNlWdhiBhqooUfdnureeyVNNGnUjpuieWjiXkqp66rz7UBUvlnAxyDWGqYVze+Ao+yddWdl6IFlEO8tz398VFTCt3fFi0rYtM9ASQwqhPkBbWSzr9laEs6Eizdul3nrGTmxfM8iO8O7uciwhME2LQ8cbOavwIJOGHkNBQaBiU31o6l4URYmq4aMqHkQwVwtEKD0/iKKAYQaXs6mT2v2GqikK6/dWthn7EKrkPLXwAuq8dfxs9XbK6/xY4ihOm0ZeegpFQwdFBUy3ltq99/gpbDhQjaooqFpwH0fqvQDYNLVfvmEbwolupWBXfWERFMKrOwhYDl7fdoAxuRk4bCqpDhtCCN7bf5xNr3zOyOy0mNfm7a8P882xU7CpY1EVH5ZIodyj8fbXh/uloOwJuqI+lYw5kvRF+tdTuZ8SymIxreiJxrQEk/Oz2FVRF2XeFkKwp7qe/95TwyMf7mTFhzt4c8dBLKv9FqK2CJnXJ+RlYgoLb8DPhKH1RKaXCQSWCIoaBYs6vZhK34VU+uaS6crDtDROSKDQMYApgv2/VMUXfkNNlHAFaqIrUK/ZdSjm8qpiY+W6g+w84uZAbSNH6r1UN/g4XO/h68o6iodnh0VMKPPNqzecSO2u2MSB6vUYZvRxKApUuL00+Ns3/t6MYeq4fTUYpk6WKxW/NRyBIFoHCcrduaiKnbLjjZhN1j6Akqp6jnkNKtxenE0tLSKvTaTLRmDDFOkIbGGXTajQp6RzxHuuRN7v7aG9f3cSSW9ACqE+wsJJhcwoCLqkPIFgnZIZBTmcOzYv/DlESVU9h+s9mBaEnmWtPYwiJ7WOEDKvB5+lCmkOnQynjgAsgmIGgsJGVbyoTT2+DEtj8rDRDB10CsFpLfpt0RIqQijoVgqWSGnXG2pbsQ+xJtLVOw6w4UA1Q9JTyExxIISg1uPnWKMfTVG4ePyI4Libp3YLmkoBQJr9CC57S7GpmxaaSp+pAK2bFjUef4vzZAmTLfv/xtrtv+Odr37H2u2/Y8eh9xmZezb1gTH4jOB58+p29hwbRqVnIqawECjhuDHTElQ2+FCUoGs0YAYtgZHXJnRPxaK9glgSn9aeK13ReFgKWElvRbrG+gitZbHophVl3g5NNKqioKmEJ6DmAZCJVO5NhMiijPtrGqn3qdT77AxKCT5UhQjWonZoCpZw0eC343KceNjq1jC+PHSUdNteNMWPEEERpFsaiiLwmcMwLI0ZBYm/obY39kE3LTYdOoZhBhuwhlAUhcaAgVcPruO0aydSu1HwGSa6KQhGOYFCgIJM2Fcjorqia6rCzMLBvd4t1pZbo7UihycPBVU9n9e37aW6oRZLpDAkPZ2ioYPQTUFhVmp4cgyYJgEjOCHaNTWqJ1jo2gzkliLdTTKz47oy5qi/IYso9i5695NZ0ibNzduhiUYIyE2xRb2dRb5Nx3TvVG5i24EPorbflsUotH/LAo9uYKGxsyodmsQBBMVQik1lxshp3H7eFG498xQunViAqio4bXZGDzmPQ42X4tZPxhCZmMKGR3dwqL6QemNqu99QE6lAHWnxcPt1DFPgsKkcbfTT0HSObKqCJeBoo591eyuAE6ndQREUsmUFZZDfSMGjOxg+KLXJ4hGMgDpz9FC+3wfiWuK5NeIVOTx8vIQFE4fx/LWzuXHmNM4aM5yR2WkoisLMkblcPW10+P50aBoOm4oA8jNcUfdnSOR0hctGEp9QkoTsiScZiEiLUB8h3tt6ZMp4aELPS08ho5kpOvQwSqRyb2TdoLYsRgsnFYZ7lWko/G1PPioKk/LcDHIaNPrtTBw2jTL3eNaWlsYZvxNvo590p874ofn86OQRZLoc7X44t1YZ2GgqlvjEJ7uixnDx+BFkpNgZnOZk39H6qPOiKjA8M5UdR45zzhgvOalOhmUVUeX+B9HuPIGljEBV7CBVIHgAACAASURBVIwbMogRmanYNIVTC3O5YsqoXh8o2pZb49wxaW0XOUzJYfGpY1pkDFmWQFGC96ffMMlLT0ELNFI09ETl8Oa1ngZaS5H+wEDsideTyIyw5CGFUB+hrcJnkebtT/ZU8NXhWo4cacSrG2H3Q+hh5PYdb3NS21PxzzZ7PYVQVYUbTx3LK1u+o9rtw2OYfHFoFP8st8hNNUmxpzMyfwKlVS0z22KNPxlZbrEmUsMS2Joe0M3HUDw8G7cvwM7DNrymiWkCiqAwMxUV+Ki0glpPgNw0JyfljKXWV8EgZwWa4sMUKXjN4dQbUxiZbfGzs4uwa2qfSh1uy61hCGfCRQ5D1oVQrFGG0x51fdPsNn77znoaFKVVkTNQChr2N6SAlfRFpBDqAyRa+Cw0AV0+qZBNh46xtboRrb6SNIeNWSMHs2BCARB077jsGXj1+mAT1YjNuhwZ2NWUsMUoGLNjoSpq3G7zqQ4bZ44eyuffVQGCynoP1Y0GRxshN9XLqs+2MCpnMKcMyQkLsNbGnwxi1RN64pNdLZYLjeGeOZMJGCYbDxylutGHxzJJs2nU+XTqKo4zJD2FLFewHXlJVQP7jo1hQt6UcGq3aPpTSnW07mJIVi+urqAtt0aWKzVG8cnoNish4lkvQ9f3vMJBTJ02pU2R058LGvZHpICV9EWkEOoDtDcI8e1vyrBrKtOHpJI7NC9sEXr7mzIWTh7B9kMf4Q3U4zMaUZRgM1W75gxX7tUtH55APT49gBAGwZwoBUWxNWUFxe719Ov501i2dgt//Oe3HPfqoAgWTahiWn4jGSk6Ht1Bgz4Mm+NUQuFpXR1EGZpIazz+FufQtAQB08QwBP/91X72HWsgYFo0+g0yXQ5y05wcOu7BsixyXI6wEHXYgmP3GyoOW3rU9mK5AJIVmN6VJOLWiCw+2bzNSiSJtm2QIqf/Iq9tfCK7z4MMnu5ppBBKIl1VTbU9QYiR1iNVUXDZT6z31eFaRqR/zd6qTaAo2FQ7pmViiAA2zc4peTOZNupCLMvCp1sIERkgLRBCx6fbWu31ZLOpKIpFXrqOJRTmjq3i9JG1IBRMAS6bTobzIH7LQb0xLeb4u4rIcyiEoKSqvqkStkWdL8CB2gbG52XismtkpTpw+w1008K0BINS7KiqgmmJsEgozEplQl4me4+523QBtJZtBS3djD1JW26NyOKTrVm2ZNsGiUTS15BCKAl0dTXV9gQhhqxHTpuGz7CiJm9vwM+hmt1h14bdloJNBNO/XfYMJgw/n+NeA5tqYTTVvmmOYZoc9xwjKzU32h0iTL7c9z6DnZu4ZaafOq9GhtM4kTsmwFIEpqWQoh3BbUxuSovvniDKyHO4pzpYZ0lVFEKns6rRh1kpMCzB4LQUclKD/9ZUBS2i5o1LDf7JpDntXDN9NEBc8ZtIYHpvcZMl6taI1WYlhEyhlki6B+2OF2XAdJKQQigJxHMFJMtXnmgQYmTfr5o6L4f0qnCbiHSnTsBoiJqUFUVBEQq1nnqeXLcJtz8Fh9bICJeFomgoioXSVClHCFDVAO/t/AMZKZlR7p1tBz7g26pNuGxBa9CgFIN0h0nAVPEZJ45bCIHWVFhxRkFhtwZRLpxUiGFZ/H1fJX7DIsWuMSQ9BUsE6/7UeAJh0agqwaT4wWlOjjX6o2reNBeg8Sb2cN2heNlWrYiKnqIzbo0Mp500B6hKQ1TsFHSf9S+eZVb2wJJIJM3pESH01VdfsXLlSl588UUOHDjAPffcg6IojBs3juXLl6OqfecB1ZorQFXgta372Vpeg083O20lSvRtPdT3y7IENiUoPA7XezCF4LrphWhmy8wfn2HiNx3hCs6WlUqD7iBdMZqyrAQKBqpiAgqaqkW5d6YWXkBZbQmaqqIEF8dq+p9Ns8BUQQRjshVFIcuVyQ/POBWXo/stA17dJBAqKyCCtYJC59EwBUPTnRxt9CMQ2DSVSXlZlFTXoykKfsOMKUDjTa6hukOJZFv1dSxhsuPQB4zO2EnAcGOKVLzmMOr0KZiW0qr1L1niJJ5lFuiRHli9OUBe0juQ8UHtoyv0Q7cLoWeffZY1a9bgcrkAeOSRR1iyZAmzZs3igQce4KOPPuLCCy9sYyu9h9ZcASVV9RyobWBUTlrcgNH2Eu9tPSTKJualkWr38rXXCnZ411Q0ReGSCaPYVd4s80cE1/Oaw8Nv76pqp86fT6r9IKARDJRuKh6o2AitGnLvjBk6PWz1cGgqfmFhKgq6peC0CVQEQlHQ1KCVJT/rlE6LIEuYuH017Zpg1uw6xO7Kepw2DdHU+qPS7WvqaaZg1xRsmkKtN0Cd10+6w8G3R91cN/0kLpkwguO+ABC0AKmqkpBL1KbZE8626uuEYqGcmoIQGpg+0mx7ARg95LwW1r9ku5TjWWZD/24rgDtZ9IUAeYmkr9FV+qHbhdDIkSN55plnuOuuuwDYtWsXp512GvD/2XvzIMmu67zzd+9bcs/a967qbnQD3Y3egQbBFSRFmSBIEKYoiZRGjHB4xhGzhUbhcChkjsb0jCxzxpItRVi2JhwzE6EZURQXmwtEEABBiiDABSDQ+97orfa9Kiv3t97542W+yqzKqq6qru4G0PVFIAJdlZn18i33nHvOd74PnnjiCX72s5+9oxKhRkTmqs1FRNfqLAQ2Shhd6455oVwmLk+SNifp21bi0U6NsgrUmS1XUXDcZZM/hp5kPttM0T9Y91ma8SgjWUV/0xy6LCJQCGEQM6J1ryvZOVAirHqkIgYKB8/2sT2J7UHBNmiKepRckwWrm3/ywJNr/u5LUQ0w16xTXDv9gzUHmGqSWBWbrHKEhABdCNoTESazJUYXSnQko+zramJnawJdaigUz18aXRawlYKTo7cOrmudtnonYykXKqprmJoPaHQk53n64Z5lyc1ap8vWgtVI2idG5gKxzyW/06XHufFhntzTtenVyXcKQX4LW3gn4U7lD3c9EXryyScZGRkJ/62UChfPRCJBLpdb0+ecO3duU47n+PHjt/0ZyVKWS3Ol0F+q7PrMZop0JwwmJ8brXmt5ildft2iK3HpX6CvFKyM5ri4UUNgITHY3JXhiW6rOy6qKMessTcY1UIE1hKn7mFyjVCwyPL2di2d9oroEOuhRrbiyDF6EF0fnQE0sPwDRz1Ndhyi4C8zxJh42jlNvtaGLKBfP38Cx09jMIRDEJEhDUvZ8zo+38fpIH2nTISqjfHhbMz/75UkShgzFDdeDCecsc+6NwNbCgawzz/nCLxifmKDbOLji+xYsjxvDM0Q0QUopoq7NbNnFrbTsPtKh0eT7OB6YmkL6HpmZIgD/6eog25JmeLwZYGhkhNGcw/am5QH0+clxespTS77f4jnXvShqVuPk7KlVv+tm3Jt3C0UvT8aeQyLwcfHxqMou2G6Jn7/5U1wvEV5311c8f/x88JIlaHz+Vkft9V2KrO2hgCaz+swp+ltv0pyYxdBsvvXLV2jWe+jS9yPE7bflfeVxbfQUrlpuHHtl9BTeTOvbpirk+oqC46/7eXwn3ZsbwTvl+71TjnOzsFn5w1Lcc7J0bT+vUCiQTqdXefUiDhw4QCRye7u448eP8+ijj97WZwAcPVpf4o/oGnYky57OdEOS7IceP7imitC3z9xEps5zpGUCTZTwVIyi282I+WF+7dCOute6nsPomZ8SUUbFA0vg+x4+klhslhm1mxfnjJDfUrs7n4wN8cbQLJ7yMTUNrTIqfrSvmUT6EvPzl/FLZXzfQ5MaUkbQhEAphZIP8IP5KEX7AD0JjdboJKZmkUqkKDo9tLfu5gMxl6aogesryrrGi7ON2yC34lNUv6MpTRzbwTAXX+MZCxw+dGjFVpPj+byaOxv+u69vUUfI1DT+uw/u4c9evtCwunchN05HV2edFEHJcblcmKaru3tZpaFouzy4/8CqLcxbVfg2696806i2t86MQUckRkTLI4VLhREGgMLnRGGQ8cLB8Lons+M0t3WuOF222vlrhKXXtxZdFYuP6uahyThNUp+qHJ+ObvjkGKGnvXtTqjW/eOMV0F0M0eBeVC57D+wmFb23BPnbaUu+U+7NjWKj38+yrE3boK8V7/nqhRV/906aKNvoudto/rAU9zwRevjhh3n99dd5/PHHeeWVV3jve997rw9p3WhEZH7uwkhQ9q9ZU9bjueN4PoMzr5AyblANKpookzJuMDgjcLyBus+pTidFda3y/mD820cR1W0cr8BPb0xxaWoBXyk+e2g7ECyIvlJcnckyOJdHSsn2lgSfO7KD/tSFsLxvaFFcv4zjOfiuh6vS5O0eMs4udA3ipsmCc5h5y+FQb5RPHQj4L9WgX7X9EGK5vcUzB/o4NfgSw3OXKdhZEmaa/tbl7a6Sk6NgZUGAWlJKuNUEViMJAk0KTIIR/tZ4pGFQtj0PhahrcUJgHipQdSP1Vaw0HbVZnJjNnHy63c9abG/p2H43Ue0SSsFi/q/wfI2YNkHCPIgiuO7JUoF4oq3hZ25kuuxWEhNU/q4uPWLaGMEzpYLvLALj3M2SM9BF9G1PkN/MtuQWbg9LxRVhi0C9VmxW/nDPx7P+4A/+gL/4i7/g85//PI7j8OSTG+eP3GvUOjg/s78/XICLdlAiX4/nTqZUJCKrC3YtBBE5RqZUDJ3hS7ZF2TWDBVZA1NBIRirEZyGwXBPXj6CUYjJX4punBkPn9O+cG+JrJ28yXbDQNIkmA3NSx7MZmrtUcVYPJsscX8P1I7gqyXjxozx7uYurM4W6o5PS4My4y2zRDYnaqYjBuYnMiiJ7b17/AWdGXmc6n6Fge0znM5wZeZ0TN18KX+srj0vjr+F4FpZTCNp0bjkkPa8lwKx2TVZyPNeEpL853vDYtzUn0Ja0UlZzSF/N3X0t8H3Fd84O8eUfnuXLL53lXzx/kv98+ia+36C/tI7P+jc/OseXf3iW75wdWtdnLeXl5Nxd+EqrSC0oBALP11EYaKKMFGUgOHfXshYHups31WF+tetb/Z0UZaQoAcHzWt04wGIyfbuQQmNby57w3qxiswnyVS+36rO8nvetJnq53s/bwhbuFTYrf7gnFaFt27bxjW98A4CdO3fyla985V4cxh1FI6+rsuvhKYVcltwshy4sDFlmMRFSKBVQKnRZ4sr4S8zkh5gvZLC8KFm7C1020RLJEDMCKwxfgRSKkWwbngoWfCkEw5kC12ayDLQk+eapQSZzAb/JrASfi1ML/PtXpvhHR+YRQqJrgoLl4itVYX2U+NmNURw3wmS+zIMdaTQpQsXm4UwxNCg93NvC4wPtzBYsmmtsKiAIegulEhfGz+H6FRuPyvd1fcWF8bMcGQh26KcGX+La1AmkkPgq2M27fsBX0rXImgLMrSQIGmk1PTbQxrH+tpAUXXvsv3lkO1KINRlMbobi8rPnhzk+PMvVmVyoiv3a4AzHh+f41588uq6q0mZUBJZOTPoqjqvSaJRQ+MR1A9v3EAhcFWGmIElGguTYchUf3tUVfv+85aJJeKy/fcPaUre6vp85OMCTe7p4/uwbOG5h2R5jM6s1d5Igf7uVxS3Ryy28k3En8od73hq7l3B9Fbpj3ylxNU0IXrk2ue5FKxVNY+pJbDeP6ytszw93mFLAxfFTGJoWqB+LEinjOldmu7npd/BAa4amiEvB1pkodHB6cmf4uTMFi2zZ4T+8epmYqXF6bI6uVKzu9wXbpeQIXBXFEDYFy8X1/VBkMGfrDM3bRI0ShtYctocuT2UZz5YwdUlzzEQpxVdP3OBvT15nNFMOJ7Ye6khxZToI5oYssKc5i5SSwMKrek4EtlsgV86SiqbDiSRDCxboahLkK8XuzqPrCjArSRCsFEj9CsekUcIjpViTaObtBp9qInV1JhdOvBmVvuvPb07x7bND/Prh7Wv6/ptlg7F0YlKhU/J6SOrXEWiBrhQeludyfLSZH1wbxdQkfU1x9iWgKWaGIpdvDs/ieiqsHN6Ovs9qEhMxM8KOtr1By7cmE9rsas1a7Eg2ittNYtdj2bOFLdwPuC8ToeqO6vnz0zRPnNt0cbVa3kXIFVrnoqVrBg/3HODU8C/qkiBRqcmUHR/bVZi6huv7+Ar6UrM8f/VRzk/D+3akeOHMGIlkc8jXmClY5MoO6ahBayJCyXHJ2x5awaI9EUEpyFtBguH6krzdQ0v0Bn5diV/huJJ/9MhlkqaD5UXQtQHm7YNM5EooFF3JGL7vcGl6kslc0C7ra4oxmSszli0ymikgZFD9ScVTFByThOng+tRNrjh+FFdF6tWZBRh6BGyJbgQaR3t63repUzhLA+mtKg1rUWK+3eCTsxxyZaeSPPpEdZuya+IpDc9XvDE8wzMH+teUwGxWRaARL2fBOYhSirbYFAKLvG1weryZnwz2oVUEPofm8piOhqFJvnN2iDNjQRWTyim401yVuylnsJodyUawGUnseix77jW2BCm3cDdwXyZCIVdDLSfu3s7iu7RkHdE13poOpsdqsdZF62D/x/jJtUks5yZJ0yVv6wwvJHm4Yx6foBpioMJEJarbRHWbTDmC48dpjZqkK0rJtudTsF2SEZ393U1oMjBkbYoa5CyHtngET/n4lXHEdNQg5x3CKyl8b4iE6ZCzdBxP0hIvI5AoBGnTRZPXsVwf1+umLx2hM3aWuJzhA9scspbO1blmOtPvQwrBWLbIUKbAjtYUPekYu9tTjOXaeLBtnIAuEiR6oLD8XppjcQSRhuRTISQxI3nXyKe3Yz1xu8EnFTHQNcXBjqsMNM0Q122KrslItp3TkzvxfNacwGxmRaBRO3Fn50f55N5uFsoL/Nb/90uuzpbIWW7oe5eK6GQsl4WSfccMWlcjgd/Jas2dxmYlsWu17LlXuF8FKTeTJK39s79e1+vfSVNmm437LhG6k+7YS0vWJcdlKBOQifd2NdW9di2LVsH2uTz7ED+4HKM55lKwg8W6vylP0gzIoEqpcEqn7JqUXTP0xepOmvzqgX6uzuSYyJZAwUBLIkzMNCnY393EqdG5ShIEmpTEDa2SLGnk3CN883SKuG4xV1T8k2NXA46OCtpFVXmA7sQMH919gGzhDR5oHYeKN1k64vJIzzTX599kb9cH2dYcp2C7PDbQRrIScCeLDwNBRcuIufgqStHtYUfHE5VrIe+pOnOVlAqEZPiN4HaCj6FJDrRfo2SNIIWPEGDqLunICMmIjm72rjmB2cyKwGrVsuxChOEFO0isI3qFswYIwUzJ5epMdtO5Kuvhz2x2teZOoprYRXVtU5LYtVr23CtsCVJu4W7ivkuE7hRRsFGCZWoaEV1jIlcKCcVVrGXRSkUMOpJRpNRZKC/ugq7ONnO0ZzpcJIRQQECKdn2NnnQMTQoiUvLxPb38+qGg6vMff3p5WQK4t7MJgWB3e4qs5TCRK6KUYG9nkLiZuqQjGefylEPatGiKVhKwyse4nl9pzxVw3BydyemQe1FtqAkkXckZiq5NzDBIR806TZ6HOpu5PHWAc9MFjm2LEzOTHOrtqEsQlrYzdBHloa4jy9oZmzla7vuK754b5hunbjI4X8D3fba3Jvn80R185sDAmtqoS49no8HH9Rw03kKX/uJ5FaALn4H0KO0tqXV9382uCDSqlrUnori+Cu4GIeqkJGyl2N6S3HSuyrttLLxRYld2PHQp0Guu90bbWrdT5bxTWKpSXkXV0mczJA62sIVa3HeJ0HraAusJqo0SLE0KupJRBufzdXoza120XM9hT4egL2UwtGCFgnAv3+zDkIIjvUUMaVN0TK7NNnFueic96RgPdaS5MJFhPlvmX790luaYySPbWjnS18Kp0fpkzVfw+aM7wuCcMPRldhL//Qce4n957hQFR5G1dFIRF0EwgeapIAnzVBD00hE3nG4Lac9CkTJtZrMZEtEOHh9or/ueQgge7EjzG4e389EHu2/ZzsiVsxw/dYWD/Y8jK+Prm+1bBUFQ/dsT17kwuUDBcfF9mMiXGVkIqnxVLaZG8H3Ft84OhiTgVNQIj2cjwSdvzWG7pSDxhbrRbEOz+cgDiXV93p2sCFSfG8fz6UpGGc8Wl1Xy2qMaUopN5ao02oxURTNPjs7dVrX3XqFRYldV5tY13pZtrdtFHSdw6e9uoRe2hS1sBPddIlTbFqhF7eK7kaC6UoJVbUNFdG3Ni5bruXzz+LfIlm4gKfIb+03OT6Z46XoPjidoiZu0pj7IP37/fhy/gBRxvn12jJZ0lrLjcXl6gZGFAuWSy4mROUxdcmlqgc8f2cEj21pXnH6qBuelAXJoPk9XOk5ESzKRb6cpOgE1VR9fKebLXZScGGXXJG44YSKkCQ9d+CgBvYnXQAzwP/7Kb/PClYkVj2Ml+L7iexfGOT02z43heX6WPxtel2+fHeK1wWlihr4plQDH8zk5OsfFqQXyloMQguqhjS2U+NrJm3x6f2Nysu8r/vD7J/nF4DSup8JpObeiz7KhykRFMqCK2iAhlvx7PVhLUrZWwmojjtxASxxdCkayRRxXYeiCgaYEe5OKVMTY1MpU7WakKuUwkSuFSuu721P8ziMP3FG3+c3ESm18XZPoGvz+R/dTdr23XVvrdhEzUrctSLmZleE7iS3hxLcH7rtECBbbAs9PjjdcfDdSXl+Jd7G04rKWB/Obx79FoXy+ItYnSZgu7+mf5fEd7Xxg96cYaFl0tI8SBLEvHHsg5LL8T9/6JbqUlXFzEQopfuPUTf79Z9/Dx/f0rrqAup5D2cmRjqTQNUlPOk7C1PF8nx/f6GO+aLOvM0s64pIt65ycb+ZH15Po2gSfeqiVve0TCCHQhIehBcHf8yVNUQ+4zrdPf4fffs/n6s4JQKZsr3p+aq9L1VPq+PAsP785xZvDc9iuh6FJulMx9nSmb4v3lbMcZitSA0t93XwFQ/N55opWnfRAFd8+O8TPb06FI+5KKcaygW+Zrsllx+N4PplSEV1YpKLphslGMtpCxIhTdorLfhcx4iSjLev6fmvBegmrjZ4bhaC3Kc4Tu7rJ2w5J00CTgiZrHkOTOJ7PE7u6bnlPrgW1m5GqlIMQwbMphODSZJZnzw+/Y1pkt2rjl13vbdfW2gzomrFhTuCdqAxv4d2P+zIRqrYFespTPLj/QF0gjurahsnUq+1uaysuq6FkW2RL15cpFoPEdYfY3hIltkJrz/UcxhemGF/Iomlm+HOlAr2kwbk8/+oHZ+hIRsPFoRYrBb5D/b9KS8zk1esT2K5icL6Lv7vURtwMEiFN04kbPp1Rk1MTOwDY0TxLc9RGKYGvJFIYVK1CsqXrlGyLmBmhOWquaeFaaXd8dSbHcKaAryASCBExng2Ug/d2NW2Y9xUEVY3lyt7BvaDJxveA4/m8MTyD5ytkDSlGCsFkvkxfUzw8noCDNMjgzCtE5BiGLGPqSR7uOQCq3n5C1wx2dx7j4tjP8fFCs0GJxu7OY3eEM3H85ku8Nfkm2hLCqqdgV9dH65KWla7Pw11NXJ7KomsicKTXgw1DT9nhO2eHGl73jaK6GXljaJaJXCmUjfCVojcVw9TlbQ9EVHE3Kg73s97PRiUO3m0csbuJW02ZvZunyu7LRKgKXYplgViIYDd5uLdlWbvhVkF1M3gXs4X5igXA8vdJUWK2ME8r7Yxni/Sk48RNvaaVdh2hinxit8bQQitvZrsAmCmUWSgF7Z2YEezkT4zM4XoO792eoC3RQsyMrDipcXkqy0Ptu3hzeAbHc1BKUfYkJTdwZPd8FU6R6ZrO+ZkH+W/e9wl+ef2vkEJDiCpnaFGZerYwT5fWyddO3uDSZBZTl6suXDnLoWRbJCMOvooCQTsz0C6iLgALQUhQ32jAMDTJewba+f7FUQrWoou4AhKGxkBzouF9kLMcPJ+G1912fXRNhMfz7Plhbk7/pM5PznbznBt9nQ59O/BY3fsf2fHxQBl87jJFJ0vcWPRk20wECdoNpuZPIYWLIKhsRXUNy/U5MXSK/3KulZgZKIc/tbePkYUCubJDKmogcJGiHFwnoTPQkuB/+MCe0G7F0CT/7jvXWIgYmx6wntnfT95yeeXaROARp0t6KxVCuH3l5LtZcXgn6f1sNjYicXAnJ4K38O7GfZ0IwfIdhFdRm748lV028r7WoHo7kxhtiRZ8FUer+DLVwlcx/sNPh3ht6HQYdN63vYMD7W+RK5+nko+QNF0e7pjAdmxeH48wnS+QNF0sz2RwvsC+ziTKPcHg1CTzCw4+cVLR7SSMyeWTGggWStdB7KC/OQkoBufz+ApmCxbRSmIVM3XytktrXFF2PEy9CUUC1y/hK4Xvq5A3VPZM/uLVISLGOH//1mTIodnTmQ5aaksWLl95XJv8MTvTp9FECU/FkK0p8l47jucT0TU6EhEmcqVQbDBnBfIFH9jZueHF77MHt3N8aI6/uzBMznIBRTpqsq8rzeeO7Gj4uamIQTKi052Kha2ZKnRNcKy/LWwJnRmbpis6Tn3VSeD6kHXHcT2nbvG/W/o3z54f5uzYGL3xRYsXx/NDDypNlElGHFzf5KsnbvD1kzfZ1pzg5OgM7+8fZlt6Fk2U8VSMktcDHKyTHXA8nyuZMr09tw5Y6628SCn4/NEdXJnOYnsengdZy6bs+MRM7bYrKXe74vB21/u501iPxMGWdcgWNor7OhFyfbVsB6FJQW86zviSkfe7tQuLmRHSsZ0Uyueprwr5DGZaefbiOCU3mGCaK1nM5Qs0H75MqvJ8CwFSgu8LdrZmUeI6D7Qu0BRxKbkRJvLzLOQVD7VPoJQAIdEoU7QuYDs+MbOe8+ITVKJiuo2pS2zXQwqJJhbDtxQCKQS+H5ynhKmzo62Z5+xu4to1grmy6ucprkynuTQ3R3syQuChtsihqSaftQtX4DP2JhHdx3EDS5HOpjwJ7wKa7KokUUkear1CU2QiVF3uadrD0w8f2fC1kFLwrz91lGMDbbw+NE3R9mhLRDjat3Igqu7iFeSzRwAAIABJREFUq8ToKllXk4L37+jksweDSbOc5WC7hUrCW58QKBQO5RWnY1YKDpuhwlvdVQsRw1OxuoTc9nxMTeKpKL6KcnkqG/rUPdiR5v39w/Qkh1BKBveVKJPUr9GVjGJoR8PPyVkOltvY3LV63dfaMm0EQ5Mc6GniXz5/ism8FZr/diUj/G9PHbktkca7XXF4u+v9vJ3wTmwlNnKeX4otQvWdx32dCBUcv+EOYk9nGsv1sD0P5XLXd2GfOfIZvnHcp2zfRIoSvooRj+zge5djFO2aCSYFShWJ6ja1SZMg+H17wqYtPourgkQlFXFIRcYrjt8SIWpDsMRXbijOuPjToBKFiNGV9BlZKCBl8LcjhgZKYVQcvKu0mff0t/H9iyM8f6Wb3c1Z+pvnAmK1pXN5ponnr3TQk7YQYrGlVeXQVJPP6sLleg5Dc5cp2mVQHppUQQKHIK6P84Ed+9CkQZNxhog5hKcCMnNUtylZ5zk5mOaxBzYuwCal4NcPb+eZA/1rDkTV+0TXZOBQXzET/bWDi9pDqYiBqSeWJRvV62cQWbNi9maq8Nbuqqu+YVVjl0AWQVHyenF9jcl8GSlEpVpksyM9i1KyYs6rKi01jbixWN1yPQeh8sSMxg7n1et+u5WXr58YZKZgoZQKDYFnChZfPzHI547svOX7b3VuluJOVxzejno/bzfcz63ELdwe7utEKGHIhouaEILDfa1rGk/dbAG/xV3wg8SM3exqNfjs4T0MZ8rMvfhDjJoHXAE522ChrNMW91E1DvWgMAU4qqo7E1RjNAFxw6XsGhXCb82Emw+e76FrWs3fUKRjDzBa1EKexULJYb5k0d8Ux1NQclxsz6ctHuFDD3RxrL+N1wansT24OPcgf3c5Q1S3Al8yqeN4DpmijeP5PNzVxHzJQYiAQ1NyAj7O49vbMTRJrpxhNj+FEF54qEIodE2hVI5//iu7+dHVDNfGh3D14CWSILGyPcWbQ6c4un19AmyNrumtAtFqwolRXaPsenhKIStfwtAkh3o7uDHVXcMRCs64LgVpvWfNx7yZKry1u+oF5yAAMW0MTZQpuya26ifrHsT2PGzXx9AEhiaJ6XaQ0AmJIqgKapVMu2znKNoLXJ54k+G5S9hunkcHBDl/lqx7iGoSXw1YELSCILi3TE2rENTXVnlZKNmcHJsLlct9pcLJv5NjcyyUbJpi5orvX8u5WYq3a8XhfsP93kq8k1iNTP1OJ1Lf14mQfgtBt7ipr7jw3SkBvxMjc+jSI2GUKLkml6Z9XroyxbH+tiCwVFCsJB/Kh7MTST60Yx5EJcwqBSKwzPB8FR6PUuDVfHetUlZy/cCvrGhHybr9tEZniOpW3dTY9y6McXpsnoGWBLvbU+Qsh3TUxHK9wFG8Oc4XHnmAiKHx5R+eJWbomLrE830sT1ByTFzfR5culusx43vMlyQdyQgSgRAwV7B4Y3iW1phJ0hTgz7K/U6KUj2hwSpVSeOh8cGeK8Rk74EgRtPNUxTFeqALzxQwdqY5bnn/fV3z77FBl6guSkZWvaTXxaSRAWX2PJgSvXJtc8R55Zn8/31UfZnBG1EyNJXi45yDMtq1wlPVYiwovELbMFNqqo/r1u2rJgnOYrLMfVImya6JrJpoUmFpARPZ9RU86qBhWq1sCESZBAFEzxffO/JCidanCExMI6dNi3EQIwXhhf13AmitanB6dY75kh22tqiRCyfFuWXm5OhPoaVWnCGvlD8qOx9WZLI/2t6/09hWxloqD4/ksWF543Fu4u9hqJW5hI7ivEyFovIM41NvMB3d2rrqYbRZpsmi7jGeLtCeinB6bpcU8g2QUQ5QoCJPxfDvfOLmPX32wh4GWBMPzBUqui+0GrQXX93nhrS6EgINdeVLRYKT9/GSC/V15mqJe6PEUtAjAVxE0GYSkwLm+atHRzpnpPmy3gwda4emH+zjQtx9d0/nUw9t4344gmagSXxtVTuaKVngeu5JRhjJ5NCmwXYXrB/YQMhwjU8wVbTqSURzXZ09XEwd7mmiNnCGlXyGX93ktD9VLsJRV4ikYy2Qw9ARZSydpOgCLFh8K8rYRJFy36DJVRRB/fnMKz1dh8F0qgrg0AR6aL+Arxb6upmX3QfX/V7pHpBT82qEdON7AsuTk+NzxNd0/q6nwFq0sb9x4juncIEU7h+1FKdgADoa0wlH9R3bUt9AaPROH+wZ4et82vndxhNNj81iuR1cyiq8UezrTKESllXYNQ9PCJEgpRcHpIle+GYzhh9dOoQvBjuZ5fuc9e2iOxcN76OVrE8yVbASL03e1kgi3qrzsbk8TNbQ69e0qoobG7vZ0g3etrbq7UsXh6X3bQjmAG8MzvJo7u6Vfcw+x1Urcwnpw3ydCtTuIhZLNT65Ncm4iwxtDs+vWtFkPadJ1ff7FC6d4bXA6bJ8c7b5OV+dkxYVdkDAddreO4Xo+3zk3wD/90D7+7U/Oc2kqG1R7VFDJSZg6z13p4fuXXZIRl7Jj4CoNIcZ578A8KPArvCFNwp7uxxhdKJItXcfzC5Rdk+GFNk5O7GC+VOJY7012t2aYzrzO//OzF2mKP8Cl2d1kSm5o17GSVURt+2BPZxpPKUYXipRsNwzWi0FKkLNc2hKKnO3yse5mWiNnSRuXK6yUxlAqEGjM2zH6Wtq4MPoTEqZD3Aw4Tq4vsb3g/F+ZbaIr1TgLqpKLdZng66eG+dmNKTQpQv2favCtFUGsE3XUA56M7wetlyrRW5OCEyNzdRyo1e4RQ5N0JJNAsuFxrhagV1PhBRicOYeQAsv18fwMUc3FVzoKIxzVl6K+hbbarrr250urYXCQrmSUuDFOuaL90tO8hxffStAdvcRSUrjjKcpOjqhuY2jJ8Luen1igJxVjLFsMqzlCwFi2yG8c3n7LZ6spZnK0r5U3h2bqnlvfVxwbaFvWFltPdXelc/Ods0PLxD639GventiMoYItvLtw3ydCVRia5Kc3psIEZ+kO/umHe8KHJ2c1JllDPWlyqWs5EC6eX3r+FM+eH6LoePhKYWqKrl3TOJ5aEjwF25vnuDozxxc/dpSi6/GXP7uM5XoMZwqARszQcH2HkqMxX5IYWvDfC1e6kEJyoCtHOuoiRIyy38fju54kohuMLWT585ePE9GTnJmeZ7ZY4rHeGxztmUEhQAg8v8B8/iz54iwnRneGdh2+Ug29tpa2D/Z3N+O4Hr8cmiUV1clbQUuvOkkVONQbWK6P6zvEtdEVkyABFB0NIYKWDGKAqxOvcmXiDRQC25MY0sfQfGxPcnysnYszu5gplImbehhAq+Ti4fnLzBcy2J7B+ckUo9kuOuKKuJlEoYd6RNuaE+F1q02Aa3kyS411MyUbIWi4K10rsbYaoI8PzzKVL9OZjPJof1tdgF5Jhdf3g3aiqFTfHM9HE0FjVAgPpXSqo/pDc0ELTaHVBfeVdtW1P1+eFBytCzRZyyd/7jReZDkpXKEw9SQxIxW+p+yaFG035KNN5svYro+pS1pjJh/e1bXqOavib3/nQ/z237zKydE5yo5H1NA4NtDG3/7Oh5a9dqNK8tVzsKVfs3HcTSuMzRwq2MK7C1uJUAUrL2aKm9Mv89zpeUpO8PD0NO8hbjZekOOmTsLQ+faZIb5x6ibDmSKgkEBvU5ztLUmEEPzNietIsTh6njBt0hEXT4FUoo4TkzAd5gtFCo4baqTMFS2mz5XD4zU0Wam6BJWimJSUXfjh9T5eH5U81KHz6LZtHBvoIqIHu6COZJJktJWi7TCeLTJXKPJAawZfVeX9Av4DQtCbmiGqb8dTgslciW+eGqzz2nI9h1w5i6siPLW3D1hsHxzoaWWmaCMFzBUyFB0PRJDuFB2XG7M5tArhVorlFhJ1UFB0TQrFVn7/qd/kPx//j4EBpRQ4nobjVRKRss4Lb3USNcr8s+++yZG+No70Bbv8U0MvcWXiTcquhVIuhixxuCfLvo4xLE+St0yGs61cmduN7QVVtFTEWDY1ZGqBUrJSCsfz64x1m2NmQ15T9R5ZC7H2O2eG+HevXGA8WwpH1//+6gS+p/jskSAJdTyfgY4n8BSMZxZVeDtTA9ycDUZz/eqJqySYIvz/QOKyaGf57rnLnJvwNsR3W5ow1Y73pyI+MTNSN4FWhQC2tTzEmeEfhcEpZqToSbSw4Bxkb1cTD3aksT0vJEyvleRsmhr/5R9/hIWSzdWZLLvb0w3fu/S5r5q0mpq25iRmS79m/bgXVhibOVSwhXcXthKhClZazJqMsyT0axQdE1l5eK5NvclDLQ9xcfahhqTJ710Y4SvHrzNbsDA0wUzBJlu2mS3ajC0UsTyfqXwJQ5MkTJ24oVOwjQrPxQ0c3Su8nsAzLIapJ8Jd0yPbWnnl2mRdoI3pGrap4/o+rucTMzR0NCKGhuMpUtFWjg108cm93eTKc8SMFIYWOKJ/5fh1CpZLwnRIR6oqygrPX3SRj+k2Ud2m4MSQQjCSKTBXtOhImpy4+RIXxs9hu3kcP4rl97K9/Qn++a8coOC4pCIGj15o5fXBGa7P5rB9FTqo65qk6PgkhMT2IhUxyYWG18hH8lbmg/zTj76PmRvXsNwSths4wZuah9B8hAgm50zp05308DDIlBwuV6pYSrlo3mVc30YpJ/xsAUR0BXgQcdjfOYkCzk3v4pG+1lAVufb+0KSgKxllLFvE0CRmZdqudvppo6O8rq/4859fZDRTDPyyKiPgo5kif/7qRT61f9sSknYPh3oe4qmDzcQjQStwKjdEyclXZrKqqW0w2F5NSAQC149yeayMlMZt8d0aYbFCeABYnECzXYO29B40QV1wKrt5ms0MSimy7hE0KYjJQOj0cG/LuqsGTTFzVWJ09bmPGVqgi1RTgWqKGiyUbNqT0VX/xtY02fpxt4Up1zJUsNUmWxnv9KmwW2GrXltBo8VM4BLTxgLyrfJDtq4QgrgxztG+Rdl+gKN9rdiex1/89BInRmYZzhSYzpfJW4Fx50yxzOB8PmxZ+H4wMl50XLKW4sJUGoRCq6grB/wIRdHt4VBvRxgEntnfzwd2dpKOmpWKDaRjBtua4rRGDToSUXa0JelKmAy0JPn1Q9v5f3/7fQykLvDCuf+T507/Jd8/85ecuPkCT+7pxpCSVNQgW9bIWnow1SMWG1QCKLkmZbfGv4xAP+YXV1/k3Ojr2G4eEBjSIqlf5+b0T3j+0mhIrH5mfz97OtNIITEr38PUJHFDIxU1aI6b7O5opuj14avGO0Lba6Ul2UtvU3DeXRXB8aNI4aIJDykqFQ8BulS8t3+OtngkbHEBnJ8Yp2Bn8Xy34d8wZPDtfAXb0rPge1yYXOA7Z4fQRDBlGOgwBdjTmaYrFaM7FcNyg9ZTlUP1zP7+MCGq3iNrHeWdKwVE7KVVJSFgaL7AV45fCwNH9b49OZrl76/l0TUjbJkpFdwfhiZRBImaUlUPNYUuYa7chZT1QUCTgjNj08wXZnE9h9vBM/v7OdTbykRxP1czH2Wi/A+w8u/j149+htHMWwhEwIurnNaYodMWm0Lgrvu8rRfV5/7yVJaxbBGlVGiUO1e0+Mm1yVt+RjXZq70vgA0nb+8UBFXguXXfH7dqJVYVzDcT1aGChr+zc5Scxr97O2AtootbuD1sVYQqqDVs9JQftD20EobMIYXCclXFUV3H0CKU7RyfPNzM0/t3hD3u752/yamRYRzXprrjzpYdyq5H3NSxXB9TSjQpieqSsu2hkOEE2AtvdRHRJUd6ihiyRNExGcu38/5dT9QFAU8pPvpgN5bn8o2Tg2TKDq4XLOBNMYP+pgTbmhNMT3t8+rG9fPbgdk4NvdiwLFxyfAZautjdnuKHV8a5PtfC0d5pqrNXwesVo9k2PBUEUt9XSBT/92sX6YqeRikPKQTBtPKi2OGZsemwtSCl4Kl9ffxfv7hSEYQM2jKaCIQdXc/nqX3baI79Nr+8/gLXpl5DqSCxUIDltTFe+giPbFsMLM2xOLbfTVS7tOx6ukqyuy3L1XkfT2lh68p2DQwtjtXAxR1AyKqgpKA56vHRB5sQQoRJR6Opof/qkZ08tbcvrH7VBr4qh6aWK7bSKH7tewuuH+gONeivub7PqdH5ZZWKpZyUWuNKpXLYXhMFW7A4NZbggY6H+btLncTrukY+TcZZInKM5886JCPpDXMpqi2Q8xMLeD5oms6+rm4GnGnKTp65QgbXr9apFj3NIprF735wB0ok7yh/xNAk+7ub+PHVibpzrRT0puOcm8jwzIH+W/792vvC8oKE6N2qX6OUz4mbL2yYa3MvWomrDRXEzNSaxUu38O7EViJUgV/R0rk+m2MkU0Ah+JWdg8j44u5EKYWrHBSQirZVpg4kzTGd4zd/wNT8aR5IF2ndp3NhKs3LNwOujOP5AblXBcHKkJJt6Tgj2SKCoA0iETTFIhS9Iyx4KXADHSGpS37loV6kFMv66jFDZ19XM7oULJSdcKKrGpTfOg+PH96xall4OvcWCbMLheTJvb1cmoxxbf4i/alZ4oaNkHFGsm2cnuwP5QQ85dPblECXFrosY7uBWKPrB/pEQKX9Uahb1FrjEQZakjXTQMFrfaXYVjExNTTJhx76NI/vfJJnz53lrZlpsuUmomacR7bVu5MbmqSv9REWslcQQgWMFwW+kji+rGvnVVtXmtTpb9nHxfFXg6pXzYh1VT1ZIpBSUHIMNBkPvk8lyfj4nl6e2NXFx/f0Una9UCxRSlFHnq0mNpoQPHdhZEWX9ZV4Ej0Jg9aYSbZs1103pRRNUQNTbxxwagNJI2+ypTpCCo0fXT9b9xlNxtmQz6MJ/ba4FLUtkGQkWG5Oj81z08oxYmawvAiasELJg2o1oCXe1FDnaC1YLwH3I7u6+erxG3W6RT3pQLdorYG5dprs1dctPvT4wbtWCbqbhGOASfc8ucmRDXNt7kUrcaWhAqUU21r2bLXF7nNsJUIVfPvsEK8NTvNgR5oHO9I4nk1v6hSgAS7VoK2UwvVsBjNNfO/CeEi+fWvyTaRwAUnSdDnSM03Z8fj+Wz04nk/RdjA1SSoakGjbklFaElEEULAdYqZOf1Mi1GRBpIgaEDWocytf2levVrI++mB33UIYMbQwKVlNa8ZycuzvjnB6zEWTgn3drXj++5myLI60R/nYgw/w6o1ZdDNDpmSTihhcm8mxpzONrzx8FUNUCM5VPSIAx4+ia/G6Rc3QJL95ZDtfO3mTmYIVcjG6klE+e2ggXMwB8o7iHx4K/KlWW+Sf2b+Xr73Riu3mUfgEcTSoTuVtnbJrohSB6B9wuLeFxx44wEz+JjO5ERCK2o6GryRCBB4iGasb3TTC635mbJ4/+sFplAraN5broUvBXNEmbmo8NtCGITXOjAeJTdTQWCjZxA2diKGtS2eoX5d8cl8fz54fCb3lpIS4YfCpfX0ko40X7kaBZKk32dJR/dopv2o7OLhei6KIG+FSrNYCuTxXZiGSpTXSu4REHbRce5rXH5w2SsBtipkc7mutI0pXj3m9gdnQJE0R7a4kJPeCcOx6DjlvAmFsnGtzr6wwaiuk1aGCaiVrC/c37vtEyPcV3zo7yF/+7Aq264VCevu7JLoo4/o6UV3g+i5KBQV8pSQ5dxcnRuZC8m0gFrf4UEsh2N+Z5aVrXSglw2myVGVX3JuOs6czjeMFYnwxQ6uYXS5+hu367O0K+DCrBZVG5ftahdtblYU/8fBDaHKiptKkoUmDK9NweuxKIDLZ08KHd3XhKcWfvXwBX0HZhaLeQ0y7Fqg6Kyoq1T6XplNMl4s8d2GEZ/b3U3Y9xrNFPv5QL0rBa4PTlByflphJ2XX46fVJfnFzOtTu6W+OEzV0HuxI8bnDjZ3eAUzD5EDvAa5MvIkSAgmUXQ/H85gtdeGj0xo32NPZFE6NSSF46tB/y4mbLzA8d4myU8RyPVwv8MgquyYZqwvNeDT8O5enssyV7DBIXpzIBOfLWUySv37qJv3NcX71wR6G5guM50pcn8nRHDPZ393Mns500F6VgpOjcyi1ss5QT6vij596BCEEvxicJld2SEUN3re9g3/1iSN87+LIpgWS2rZO1QjW0CTRJVWnKpdiM9zAs45HtGSjyXobD09Fydrd7Ox8Ytl7blX52CgBtzYwx4zFY73Tgfl2Kzl3m3AMwabKVSUMlk/gref+uBdWGI0qpFuVoC3AViLEs+eHeX1wpqIHs6hiK4VJx0AMKUpoMkLZ1ajOUAXu23E0KTg/Mc7upqDaYmjBbrbqbdQc83i0z6Q1EefBji4UGg+0pbgxl6fseAgheGxg8eGvBsGC5VTG7gPuzJdnz7KrLUXBckg02J3Wlu9rd4m1CrfbmvdwdapxWdg0zLCsnykVefmtG5ybcBFisYpRTcKe2tvH0HwhnK6J6F28v9+iPTaDJkvkLYOxfDsz5X3s6Uzz5tAMf/3mdeZLNgXLpei4tEQNjvW3ETcEP7g8ymSujFsZQY/okh0tCYbn8wgpeenKGN+/MMrnj+5Ycae7dKfXEm+ip3kPn3n0CeKGucwvLghALocHnuLIwMdDUcX5koXlFjg+XGRhfLGC5vmKsWyR3nRwzT1fcX4yw2yhjOMrmmMmCsiWHN6aziEAXWp4FWuQnO0wshBMt1VFFzMlG6WgLdFYZ6jg+Oi65H9/+pFQfbwnHQ+vx1N7+8hbLm9V7CRuJ5DUtnUypSI/v3KSsnv7XIrVWiBpQ6M5ZgIitPGQooyvoih0mqKL/Ke1VD5uV8vnbgbmzajk3CvtopiRQhcxFs16an63jvvjXlphLK2Q3ku8U5zl380+Y3CfJ0Kurzg9Nh/6YlX5IoGKrU3RrRpiVlOgoGVS8npRlVOXtwxMPYnjFYjqGkqBVSE/C+Cph66QMGw8FSdrd/H0/s/RFI2GD7/Ao2DPEzNS4cLw9ZM3MSoaNVVcnFxgOFMMA2ktasv3dcrHNQq3qm8vD3WtXBb2lcfZ4ZcYnrvMQn6e3niMktdTMd6U4QJbteTw/YCc7St4ZXCA7uQuYoZNT1MbybjJnmTwt1+5NslgpsDO1hRFxyVvOWTLduVvKi5PZYO2kaFRsDxKtsOpYsCLSUcNdE2Qtxx2DgatnEY73Vvt9AxNrugLdqinBcf3ODFyA9dTpKIGB3uaOdrXGra4qsKIVZG/kuOSKVpYXjCI7quqzW1QxRvOFNnRmkQTElmZDlQqEAesii42x4KWXSME1UNV9+9dFVuIpUE0omsc6Gnmc4d3EDFuTxSuqnDd37o5XIrVWiB7WqPs2tYa/k6h46lkpQpTP2m1lsrH7RJwVwrMjueTKdqbGqg3o5KTsxzylosmqWvlwZ3VLgqSiG5yamRTuDZbVhhbeDvgvk6ECs6iQnRVD6Y6OeJ4PmOFfTzSHSOmj1Ow5/FUhJLXG7pyA8TMCP2te7lWqbYEKs8+QtigFCYOINFEmZbITW5MvcJjOz9Bc0zn1OAPlk1e7N/2Ma7N5uqSICD8d5VXU8VSw8eVdolnxhd4ev/HGyYLrufwxo3nGJw5h6qMzWuiXOFuwIJzGIC85fLm8Cz7upqQIlBTrpJLXaXRlmgnapj4voPrFXG9KCOVVpfj++StYMxWCsHQQhHX90GA7Qbq2kFLS1X+fkXbx9DwPJ9L0wtEDG3Vne7Snd5SE9WRTAFPKR6u+IIppfi3L59noWzTHI2EfCXX83m0v43/+VcPhvYnf/rj85Vz5XN+IsNCOVDIlkJQdjxihoYQ4KvAOsKrJIrJihBj4LcWTK6ZaMt0hqr8FE1IHhtoQ7enG37HRkH0rekcz18a3bR2yGZyKVaqtPRZLo+uoQqz1srHegi4K7WkXM+h7ORIR1J4vuKvT17jrekcVmXqc393Ex/Z1U1TzNxwUrQZlRzfV/z9W+McH5mta+dXW693WruoS99PT3v3FtdmC+8arCkRGhoa4tSpU3z605/mS1/6EhcuXOCLX/wix44du9PHd0eRMGSdLxbUSvprvHd7F08//ChZq8SP37rO+Qm7Tm+lmoQ8uuMAmggCR9HKokuBX2mLKCyU0lBoGJrGeOYyrvcxzgz/aMVx9qLd1XBRH2hOsLcrzfXZfMPAsdZdcTVZ8JXH8ZsvMjx7kVx5BiryACKUlxLEtDGyzn4UOpoE11MIQyxT/S05HlL4uPYvaY5MENVtio7J+/uT/Hy4v/L3FsfBy46HUkFFxfH8in+YCrWLAr6Rj3ABNOaKNrmys+ad7lITVV2TzBYsWuMmWsUX7OLkAqMLgWBhWzyCUkELDBb9xapWKTtbk/zd+WEuTS2QKdp4ykcphdQEthckdKaUKAmmIcNA1xo3aYkaQWWIQJah9pr5SvHNU4PhpGJ/c5xj/W1hlakWd6sdsplcipUqLcePT6+pPbLWe3otBNyVWlJPP9zLmeEfhpsS24vy1mwTP77Rh6nrdCYjoODHVyf46vEbHO5r3TApeTNGx589P8yZsUy4eYNFX7wHO9J3lNcEIITc4tps4V2FNSVCX/ziF/nCF77Aj370I27evMkXv/hF/uRP/oRvfOMbd/r47ih0KeoWz2pwLzkujw20oUnB//H358JRdduTRISitISTIYUIF4Y3bjzHjekz2F4QzAUKIYL2SlQ3Kdk58tbcGsbZlyMe0fmtozuBxpNUK+2KPV9V/v5i68RXHs+f+U9M54YJlewq8gC61HH9QHRPE2WkKGN7CR7rb+fcRCb8jKrqL0AyohMXJ0kYQ4RaQqbDY30zGFJyY2FvnU5L1NBQKJQdJEWGtngYwbmgbprL8Xx0Tax5p/uts4P8YnA6sDDRBK7vs1CyK8cteaAtFQroKSVwPYWUga7RZL5MX1OchZId+s+dHJnlynSW2aJFVNdIRgzyZQflK5QE2/PpTcVojkXQRNB2NTRBWyLC/q5mfAX7upr4/NF64rcUggfaUmxvTYQtjpOjc1y3cjy2ZJ9xt/VXNpNLsVoLZLXfxXSDssmcAAAgAElEQVRIRRa5Q7VYWvm4Fc9npZZUqfQaQgX6Vpbr43h5epILPNbrcGpyF+fGMyigMxllvmTj+WrDpOTbHR2vTYZrN2+O5zOZL/Mbh7ffNe2itxPX5p2KRmKJ7xTe0LsJa0qELMviqaee4g//8A/59Kc/zbFjx3Ddxsq87zQ0Wjw/sLMTpZaPNhua5GDP8lH1WkznBtGkhvADPlEVAh+FIm6mQIk1j7NXsXSCZSUzzNrETinFpckFxnMlWmMmf/rj8+FO9sTgC8H4+DIohPAwNAPHUzh+FF9Fw4BSdVZfemyHelLMLkyglKxYWQTJjCYkD7ZlGMp6QfJgOfhKsb05AcC12RyGJrFdr55+qaio/AbikwI41t+26k632vKI6hpvDs+GIpMQHIcmBQXbJe165G0HXwWJSNFxGV0ooAj+HTM0tP42Xr42wZmxIPHLWi6t8Qg5yyVh6uxoTTJbsJjKlytK2YK9Xc184dEH+PiDPfzhCyc5MTrH4FyBuaLN+7Z38FtHdqAvmew7PTZfaXUu/lyTgiuZcth2rOLtaOWw1Fh4syoRtQaZ2+KB3tBiW1o2nOharcK0UjVNlx7Z0nWao6JiTqsqelKCbelZzkzuoOh4KAKdsWoLM2boG6rC3e7oeG0yLER9Zdb1AqHVOzU6v4UtvFuxpkRI0zRefPFFXn75ZX7v936PH/7wh0j57pCNb7R4Anz5h2fXPKpeRa1ejyZ03BovK4WPr3y2tewhGW1Z1zj7eiZYahO7qxkLz5ThqD4QjvzjXELhU+tBFR6rUkQNQUST9Lcd4uj2w5RdD0+pFXfdj/QavJgthRo8VY8yNIUQDjGjRNwItHxaogaPb28nbuq0JiK8fG0iUO6uvEeXQUIipCCiS5SC927v4LMHl7vdwyKB+OToHJmSTUSXXJnKhkkQBElZMmKwUA7MX+OGjhRB+035FQXtymuLthdMhk0soElByXGxXR9NCnRNUHI8BIKOZJSmqMnRba3ETY3/9ckjxE2db50ZZCxbQgoR3ifXZnM8e2GYzx5a/A6rVXgsVy2r8Nwr/ZVG8H3Fd84NLWvrfe7IDv7hgdvXsak1yIwZOkLYaOJ6oMnlH131eWhUYVrpXEtRRooSfmUcPHRiExDVbXTNQuCRMh1QEQzNCD3lNlqFu50JtUbJcFiZrdEc28IWbhfvhmmwtWJNidAf/dEf8Vd/9Vd86UtforOzk+eee44//uM/vtPHdldRu3jOFa0NtSBq9XoMLfi9pwL9ISl0Hup6NJShX03ltHacfb2jpdXE7uN7erk5PEJ/X3dd0KyO/O9KFxFIVMMmHJhakm0texkt7ONPf3x+2Zjv0mMr2VbFMLVMYM+hELgI4RE3FP/1I0M0xXfx+K4niehG+N5nzw1zeXqB0UyJsuvhK7B9kChiUiIQ9DTFSEYMnj0/3JCX8d1zw3z1xHUmciU8H4RQLJQcWmImMvRsg/ZEpNIKU7x6fYrZgoXl+kQDgzH8SiuzJxUDFLmyQ9zUKxyjIFFKmjoLJRvH95ECDF3SFDV5bKCNuKnjeD7fPDXIZK4UVpcAJnMlvnlqkE/vX0yiV6vwRPTGbcB7ob/SCM+eH+ZrJ28ymSuFVa7xbImvnrhOwXaXtQDXA9dzGJq7HJhuVDLqqKER1TVaExmeOriXmLm+5GOlc+1XpDAkQYU7MKENJiOzZZ1tqUGe6F8gHXWwvAgLVjea7CRo/W6sCnc7o+Nvp2R4C1t4t2DVRGhsLFCYTaVS/O7v/m74s9///d+/80d2D7HRFsRSGXdDj2CoCL7y2N11jGM7Pxm+di2TObczWlp2PRRiWVULgpH/iJHC821c32GxKgSgyNo7uTR/hG9eKOOrQfZVpqygfsw3qmsMzecr+jYR0rGdFMrnCUwq3IrSNghh4PhFpnNnuDJu8siOT4Qk5DeGZ8hbwdSYJgXCD+pUvgJf+TzS38qR3laEaDxibDkef/aTCwzN58lbbjitJYRgoWTzvh0dzBRtbDfgGO3pbGJPRzqwBPEUz10coex4RCp+aFIKNE3yi5vT+CoIwI6nWCjb+ErRHjfJlh1GF4o4nh9oNynF0/u2AUESPZIp1LXAIKhwjWQKzBUtulKx8PquFNQeao42DGp3Qn9lvcJ+judzYmSOmYJVx/uaLVoMZQqMZ0tcmc4ucujWUR3yfcV3z11mPj9fqSou+o8hwHHzuH4BWN9zsdK5dn2NdGwnqsIRotICkwJ8pXGkeyYQC0WQNF2aoyPk3Qhz1qF1JR6NzvFGn++3SzK8hS28W7BqIvSFL3xhmR9TFUIIfvSjH92xA7uXuJ1d11pHj++0ymkqYhDRGwegqBGh5PZQducRaAjhV5zbBSW3jXnnMUxdMJnP4Ho+ju9zoLsFANvzOD40y89vTPPmyCwFO+DMPD7Qzr/8B5/h26chW7qGIUuAQAidmBGI4y2V4c9ZDmXHp2C7GJrEIAgYjuejCAjHmqivZlV5GVX8zYlrXJrKkLdcXC9wWpcOFU0nheP7PNLXiq4Jjva1cnFyYVEoUVN0p2IoBVP5Ushx8ZViOmcFprCWpCMZpT0RYTpf5sZ8gYSp05WK0VpRjBZC8L2LI2GCpmh83hv9fLXx8tWwGforGxX2y1kOmZJdESENXjdTsMhZTmBBU+HRbIRQHExElemNxyrVxUX/sej/z957R0l21fe+n71PqFzVOc305KSZ0WhmJJkkIYEIAssg2djIBq5t3vVbXgZzzbO5Dm+Zew2+wDXYdxl4z+u9B9jLmGQbg2UMAoQkkAALjTSjCZqcuqdzrFwn7f3+OFXV1XF6QqMR6u9aCl3h1D6ndp3927/f9/f9WsY1GWQudq3v2/mLHO5/hL7Jk+SZwlNR+qeb6EqOY0iJVZ0vpgylJWLGIPvW3LGswGMlbDBeSDHCVVwfrBKibywsGQg9+uijP61x3HC42l3XlQY4K9V5YRmSbU1RskrPC+a8QHFycistESe0NqCEpywGc21I++WAxPE9hnMlKr7i4lSRU2M5BIJM1OLiZJGEbdCdiRO3jGqpaYT/+u8+/+frfwGlpnn0+f8vJI3Pudc3yvAbQpCtOHWGklsNgqr+tAQKDg2EBNdd1UCsVpqEcIF86OglSu5MEASggLIfYJuSjS0pPvDaXVWis8ezlybr2S1DCrpSMfqni+QqPk0xm/FihVzFo+T5JG0LrQNaExECpUO3dwH3bu8hbluzrmstQGuJR+htijOUK88690BpOpKRednEpdrLVxpXK+yXilg0xey6CKnWUHT9KrdGELWMegfclRCKa4RmKS3KQXeDB5nACzQRY3HRvuVktZYKIPZvuJfetjv46+8/i20mSCfKZGLfrUpJCDSahG2CCP3YXretaVmBzEraYKyKEa5iFdcHy+IInTt3ji9+8YuUSmG7sVKKS5cu8YUvfGGlx/eC4Vp3XTdCa+mr16YYiLTM240eGQo9zbLezQgUMWMQKRyS9jimeZicv4cLk0VKXoAgVFLWhBpASmuKXqhoO150aEtEGK92Tx0dmubpvjE2tcZ54+Y4Jk7YmQX1ICVmp7Bkgj/+xrM81TdO/1SBouthSInnK1TjCQgYL1b4wdlRBKJeoqsFE5Mlh5F8GaFFneRag9LUy1+WIRcU3Qu94zSTpTCbcXoshxCCtkSkPmClZ1SlA6X5wblRTEPOKzk2csd+Ze8GvnzwPKOFCq4fkHM8NCFHqbFzr3Eh/WkvateiSWQZkv1rWzgxmmUkX653U0kBCdukOxWrH/dKCMWNhOaaaGnNg8xTUXpb98zLrF5NxkUQYMkighSN3XpNsTiWmQlLciLWwHkLS3RShCqfMWt5WakXygZjFau4HljKVmMuXuzE6mUFQu9///u55557eOaZZ3jggQf4wQ9+wNatW1d6bDcEbrRd15XwOaSYH8zlHY+f9I0Tt00y1hES5gXquj+Wh11Vkx4rdpOKmOQr3qwSVbbs1nf+BcfDV4qJolMvZykNg9kih4cttrbkkFXCs2WEXWhrm7fzZ985xg/Pj2JIUdfryZY9FGH5AcIFTorwHCp+QP906NX1q/s3zjpvpQVR28CthKKMdUHG6jEODk7y2OlhHrh53aySp8DnzPgoIzlNWyJKSI72Q90hIZBV9QNDCqaqZqsY4UJf6xpqRGOA9tbdvSiteapvjKND0xiGZM2czj1YOWPMxdA4d65Vk+gtu3rrYpB9U+F3k4xY7OrK1M8Trqytf3agKsl6tzDl7ETpElLE+c+b9iPF7Dl/JRmXxpb8RjX3WgPD7JK42ZCVCu8DiCuzkvhp6z6tYhWruDosKxBSSvG+970P3/fZuXMnDz74IA8++OB1G4RSiv/+3/87J0+exLZt/vzP/5z16xdulX6p4lq4Bo3BXG2xEfjEjEFmSNI1YrUgIgfxg1Za4xH8IMwAKQ1ShgubIcJSiFPVV/FVmEGLmPDy3ov0JMeJWw6BFhjV41f8CLa1iW3dr+Gpb36/vksWQrCzq4nT4zlG8g6WFAQaorbENo266nQtQHnTjjX182qJR9jQkmAkX6LiBVR8VQ+EDAGZqE1POsZzg1Mo7fGK9Unu3NDE8wOPYIkBXtbjUGizuDDZzPdza8g6HoYQlP2A9kSUouuRitr4gaoraL9sXdu86ztXvfhfjlzkQP8EFTcMPGryBTVu0tyMwLW6kF8OC82d3V1N9Y62uVhO8CKl4Bf3rOcXdvUyWXJ4+PgAp8byi9q/LIS5590YiEgBJ0dzjBQqOH7Auib49+cvXZPRamNLfqOaO4SlMZgpiR8cmOR8dhsb0prW2Ci24RCzkldkJXEj6j6tYhUvVqxknLCsQCgWi+G6Lhs2bODYsWPcdtttOI5zXQYA8Mgjj+C6Ll/5ylc4dOgQH/vYx/ibv/mb63b864mVXrQWE6i7Gq6Br8Kyz9xOlVt6mjk80FdvdQ+h655XWpfIlbMEpLi5p5mRfJmgyjWSQnBmLFs3TkVX284DuP+mcba3ThIo0Eh0tWRV9nuZ9vYxXDG5NF2m6PrEGxZhIQRb2tJUvGm60zGyFa+eGdJaE7dN7trcha8URc+vm4tahuTBfRs5MjiJKQW2EXJJhABLCuK2xY6OJMp/mr7RYcanXHylaYkEuCo0yE1YHrs6Ryj5AV8/3lEt5XkkbU1HIgkyFJaMmAb71rRw301r+cbxSwtyx2q2Hj++OBZakQiYqHZWyar4XQ0l12e8UOF7p4dnOcjXgtsayq7DRHGK1kTzFbeM17DQ3HlucGqWYGMt0AOuqBvKMiSdqRjvum3zvGCrkVPX+LsxhODx/hzfGD8yL6ivvf4rBy9wcapAxDRY15Rge0f6moxW/cBbVM29kcBfg9agtWTKvYUN7Wnu2dJEPHJlDQ2rre6rWAwLKUrDKol6KaxknCD0Qi1hc/AP//APPProo3ziE5/g7W9/O+vXr0cpxec+97nrMoiPfvSj7Nmzh5//+Z8H4M477+SJJ55Y8LWO43D06FE+8IEPMDExcU2f67outm0v+/WlqrBeTSzQNiVx6/r51pZcn6Lr41e9JUwpSNgmsap2zWJois0/h5LnU3Y8pGEsONaS6xOoImIBHSGNoOJHCLTGlKHKblAlxUJ4I1d6tgKRQJOJ+kjBnMfD4ykdQwPpiMVYsbLgeaiqJ5gbRlIgqte5mi1oPNfad6eB8UIFN1BzFK3DVvio4WPIGc1qga6WOGZ3cWkNecciYgbYRqgRFL7aQMooyQU1aPSs9vGS65NzvFmv8ZVGEmZQGi1Oap1QftX+xGgQX7RNiaECPHy09qkxoKQwSUQSC167pTC9xNzRgOMH9esWMQ2aF5hPV4J512XO70YDKggw5pQYG+fodNmdEeWcg8b5vtS5Nb5Oa0XJzS/62ridQghZH+tcXMlvfe59ZaXvGz9tXOl988WGqz2/1tZWPv7xj7N7924ikdmbltq69Z7/8r8zNr54I8RE6cV5Xdc3X/l9qRFLXbsariROuFIs69f4zne+k/vvv59kMsnnP/95jhw5wh133HFdBgBQKBRIJpP1vw3DwPd9THPx4Xmeh+sufhNcLpZ7jIqv8NTsoKEcBPieT9S89p1dxVcUvIBaDADgB+AFAa7n4+uFm7I1UHFm67k0jlUFwYJjDa29DLQIu30aT00piSlcbKNqHKvBCySVwKjaD4Svk/WAIlxE53aIzRTdNK7vYQiJ74MpwA1mn48GbENgS9AKvIbAyw8USilippz1fbmuS9mvttvPiedDUr9GmEH9+KJhULO1tMOxxywfy2h8VCPxMXQF1136BqUJFamVmn1eQuvQOkSBH4Tk81qgW7vmWoNP2IRgSkHe87ENH9NQ9WOH+jYe+XKeiLH8zJDSGj9QC84dT2lMKbAE6GrQqYKAXKlyXeY0LPy7cQNdDTRnmapQDgKMqpntYmOeO9+lnn98CDOCs3/bes5/GyHwPA+NoOwGCzw/M7blNrw3frYJGEY4J4UQCK2uy73rhcSLffyXw9Wcn+d5l3/RzyiudT4s59pdTZywXCzrCJ/+9KfnPXby5Ene+973XvMAAJLJJMVisf63UuqyJ/fII48sGjkuF8888wy33nrrZV/nBYqPPHJk0ef/5HU3X1Oa2wsU7/zCEzx2ehgdzOxGldaYpsHPbe5kZ1fTrGBnsc9vHOvg4CA9PT0ASBwMMc07bt3PT/oL/MvhPgamC+zrvsDG5ikihoOUccpBDxPFCt3JfkBUu4EEQmj6c2v53rm1nBrNYptG2E5Mdcfrubz7jrNkokFdnrHG5Sh7Fv9+ej/vuWM3v3TLenxf8acPH+KpvvFZOkQfvncvpin5x0Pn+YcD55goueiqqGFbIsKD+zbULSqeeeYZ+u12nu6b4KFj/eQdD0HIXQKIWwZdSZ937T0GiLqbe9zy6gFbwTFQOvyj4BoYUpKK+AgEtiFJRa1qgJTkzXt+Z8myyGTJ4aOPHOVA/3j9MUmAZVQYyEJTPMbL13cQtw1OjeZY1xznh+fHZ9mAQGjsOZDN8wvbniEVmVmUpRCYUhLoCP/pFe9fdpms5Pp86DvP1dvZawiU5snzo9yxsWNB0c1rndOw8O+m7Pk8eW6USqnIm2/ZMuuzS67PH96zm1TEWvbvbSH+066uDHdv7iITs2dxsM6OPMbZ0flq7ts6b2P/hnuZLDn8z+8dXbTU9of37F4WuXm595WrQa5Spn9yjN6WdtLR2Ip8xuWwkud3I+Bqz6+W9VkKv/s/34qnS4s+/2ItjS2ea11eR9lyrt3VxAnLxRUfxfM8nnjiCW655ZbrMgCA/fv389hjj/HmN7+ZQ4cOsW3btut27OuBle7+mCw5XJgs4M7ZBQshcH3FxckCP79zLecmChhSUPECJksOmajNKze2z1qw5o/VpyPyKLacQgjFd48+znAhzrGhXbQm4xwe3cxzIz5lN8/Gtg62t6dpinyLxqKEqKZSWmOjxMw1DSTmcIcbt0xipslUpYOO5HCY+VGaICRaMJBvIxOLc9fmTgBMU/LR+/YveFN3vICvHu5jquyidOg71paIsLMzw5Gh6bpFha/0LKJsbbQJ26TkhcFQ0bMo+zZJ20foMBPjKYltKJRqzIJp+nMpbunMghBoHfI7autlo/ZRDXO5YjETMtEKPWmbgWyZHa1nWdc0Scr2yLsWhrGe33zFq9FI/urx54mYRl2Hpw5VwQ+maIlJErZHY2t3GMhppCgzUZxird215JxqDBBOjeaYLLt0p2J10nbZ82mKWgsGQdero2mh341thN1ZBR3ykmJy5rkagfhKuDWNMhfZssv3z45wdHiap/smiFkGjq8wpSRbcWmKdXBT6zZi1hCVBcROb2Rys+t5fOrxL4LuJ2o6VPwIiF5+9+5fw7bCca00f3EVK49V7tDiWMk4YVmB0NzMz3ve8x7e/e53X7dBvP71r+eHP/whDz74IFprPvKRj1y3Y18PvKA3yGoQ8sbtPfzw3Cj/7dvPMZAroZQmZpucGc/x5u1rsG1jwbF2RB4jakzUCwJSKnrSBX5p51H++fgeIGyDL7qCkeIUkjKvWusCol6aqpWVYqbLmozk4rRJyfXr3lwCWNeUIBl/OUX/CAYDWKJM2bPpz7cyXNzBLT3NZKqcjbltzGdHwgVpT+/r+MNvPMuPz48hqq3zyYiFFGUMIVjXnKgv0EVPUXJ9hIBMNLz+NWf7qGmyb00zvc1J0rEyvn8SpcLdf8WToDWOHwrlZSsmJ8ZSHBhay/pMkYTtIaqO9L5SpCJWXc247DqM5Sd5qr/I8yPF6iIv2dZ8mrg1xNr4NG3rIkyXAxJWuWbfSVMkwDbP873j/87bbn1b/fvpTEYZzJUwheL1mw/SGitgSI1WkkBrfB1eXcFMCVLpGK2J5stOm0aC9J6eZk6O5hjMlaj4AXvXtPCy9W0k7IXn7WJz+koX2sUMQrtSMXL5/CwZgrlBzpUKmlqG5Mnzo/XgOG6bHB+e5vDQNIYUZKKhAOSJ0U7evvdW3nxL8zyx0xuZ3Pypx79IzDxDTeoiZrnAGT71+Bd5/z3/6bqrV69iFTcaVjJOuKq8UrFYrPuQXQ9IKfnQhz503Y53vbHSN8iWeISNLUkuTIRZoUZEDMnG1iRtyShfOnSBfMUlHbGQIswYPdM/wTu++Dife3AfMSuFZVgNY3WJGJP1IKiRF9OdLpGrFBFEquUfg4gh6ZtW3NJhkYrMWDwEVd5LybPZ3NpOf3aC/myR7lQMUwq603E2tSTpySQ4M76TZ/raSNgeFd8m0AaBctjUOtOhtFgb8/GRLM9eymAaM5mSQpV8bEjJptZU3YIjYcm6IaplSNoSEVrjEcAjafvs6kzy0POX+O5xn73dGW7qKJCO+GQrJj8caeJ7Z9tpS4KvomhMHM/n5Hia29dO1EuQbqDIOy6b2rfyT898jVz5HEoVKXo2vttFzLqVjHWEYuUsrmcQs0zAoT1eRmkDV0kMIaodcIJc+Rx+4NW/n+0daQKt2d/5JB2J/AynSqqQYK08Sr5V1W0Kg850bNNly2Jz28pFtWNta3saNwj4wGt2EbdNTNm3rDl9tdINtd/N030TBFrVy3Nb2lJE3TC7uViQcyWCprVOy0MDYZu70lF8ZfD8SJaSGwa2rfHQcHckX+afnxvgLbs3zvODgxvTxytXKYMOS9WzIUD385VDpzk+UloR9epVrOJGwUrGCcsKhF772tfW6+paa3K53HXNCL0YsJI3SMuQvH3vRvqnSpyZyOFUu1ZsI1w0Hty3kZLrc3BgEqPh5i2E5p7NA2xtfZ5vHPoRiUia7qbtvHLDnQRK8+PsCQQz3SqNMKWmJVZksmwjEBhS0p2J86oNHWSdITLRS6ja+3T4r7MTGbJ+ibs3d+IEAVIIPF/zk/5xToxksU3JRMkhahrhwgPYBqzJxIlUy2mCYOE25nqgsJu4ZVCoWjZAGAy5QcDhQYNPPPY8yYhJspxnz6bNHByYpCsVYzhXZF/XedakJ0jaLn5wgP+8P3x/1jE5OZbisXMZCq5NOhojEYGudApDCoquz1CuxMXcdlomL7A2PUHUdKn4Nmcm27DtHKXK8ygNvoKI4dKZuMhIURGLTQGy2mIPliGqukcKIaxZV75W1nrLrl60hn88dIHxfJbWDYW6SCXUFK/D4KfoGiRsn5Jr4wTr+Y1X/eJl59NipVxDCrQfGvLGbXPZc/pqbSJUtbvw3ESeS9NFNILepji/sncDb+kI2Lvv5ssGOUsJms4EaBPY+hAJcYmU7SFEnJzTRd5JIqpq6IFWmEIuaH7biBvRx6t/coyo6bBQD13EdHi2f4BkdLaK/ap69SpWsXwsKxD6/OdnpLaFEKTT6Vns7ZcCVvoG+dbd4eLz5UPnuDAZEsI2tCR5+94NvHV3LwcHJkKX9IZunrs3DLCvewyNIFA2U6Uso/n/4PEzw5TUPjrsJgxpEqiZ7E4tK+QrwXA+StQKG+gTlkF3KoZtSvLeXi5kNa3RUWKWS94xOT6W5vsXujGNCTa0JPnIm/ajBXzgoQNorWlNhG7yRcdnuuSSr3hsbE3SkYyyvSNN2Qt5J5YsUnLzswMhHZJolfIpunmKXqTOP1JaM112iVvg+JqDlxzak0kSfpmNm8LshRSCjZkTrE0PIYXEkgrbCInGbiBJ43P72klcpfnX5ztJo5FSouv+5mFGTAiDQyObOTK6oR4IlVyf3vQRIubsfiOtBRl7GEMEQMhZCj3Qqu3yQjPX+KNW1pJSIARsak2xo72EKat9YVrPWuuEgOdGtmMYGTa3tmMIu3r0GfiBN8/Tbrml3OXM6WuxiXjoWD+HBqZmZaMMIetlz2tVba8FaC2RIyTNC7iBrupAlWmKnufuDS08fmEtUgiMBkXqxUxxG3EjKcr3trRT8SPVcthsVHybQC1Mml5Vr17FKpaHJQOhr3/960u++f7777+ug3kxYKVukFIKHtizjvt2rV1QUHFLW5po1eAUwJSKLa3T1BZyX2l8FeZw0vYw5YrP6WlFV1crQozQyMkVwEghga8tlIZ0dMYaQSnFDy+MM5hrRdCMbZTxVIy1mSTrmsPARGnNN45f4g3bezg8NF0f43TZrevjFL2w+2okX6mLCaYiFkEQJWLGcPwyAoEXOPjKR2tFxBC8ct043z7TgyAkPiuleFXvELd0F0nZHmXf5lKuleMD3RwZmuZPXnczb9zeybeOPIbrR1Fa4/punQhtSYWLRCO4ubPAN0+2EzFNFFU/Mq25Y2Mnzw5MUgt1Am1Q9MLFJR11sI1K/ToLNIaAQEPE9PBVDFH1VDPDXjmUloDCVzATI6h6WasWXNimRNKCRtYzd43RltaSHZ2bEDIKzF7YlrKLsAzjikq5S83pq20UmBtAGVLUidHPDU7R3XJZ+bIl4QWKZy9N4gVuVSFdIoWqz08TyY72HE9cVMTsSJ34rjX0NsVfVMFBOqHQYosAACAASURBVBoD0QvUOEI1aLToJRNfOBB6oQneq7g++GkQpV/sXmHXiiUDoaeeegqAvr4+Ll68yF133YVhGDz55JNs2bLlJRkIrTRqSr1zkYnZ7FvTwoG+caQUJGyPlB1qn9jVLqraTdIQFaQIA5Dz+Vdza8dTjBcvobVCaYmrWtjecz//480Bhy5N0RyP1K0RvntqkKJboTnmUnQtxksRlPIJVIl1zYmwQ8oyeW5wih0dGYqOj20KBIKSF2AZEtcP0FrgBoqYZTCYK/FLe3o50v8dLk2dpOhME6iavo9qIGULbu4cQ2vBd86uIed4vHbjJfb3TGHKkNwcszy2tg7hei4FZ109y+T6hZBzFCod1a9bTd9Ia0hHfFrjio5UlI5klJs6k+xfE+Otu7fz3759tO5/VkOgNNu7Oyl7NnHbI2J4SFM3PA+aCob0sKpBUKDDzFLWSaO1TyrioYmRjm3il28Ny1qNwYUiwnQlTVN0et53nnXS9SAIZi9sl7OLuF6l3KttFLhcAFX05osWLhdKab5y8AKPnR4iYVfo3VZES4kpBb6aEfzMRDw2t5m4QaSuot2ZivIreze86MpFv3v3r9W7xiKmg1PtGvsvd/8a3zwxdEMSvFexihcLlgyEPvrRjwLwrne9i4ceeoiWlrAOnc1mec973rPyo3sJYKHSxmL40jvu5Fe/8AQHByaZLBkUXJvmWEAmalU5NeGNMNBRlI4COUouvHL7/0bcDJgoDGOYzTTH0nzrxACD2SmG82VOjOXIRC22tyfZ3XaWrW3TRE2XXMXk6EiKb5zqYKxYQSlNcyLC6bEcvZk4T54fZqxYIVDhouYFHj0pxWhRUvapL9ItMZuuxPOcGjmIEALLiAIOvgpT/RqBrgYQUsDW1mmeH9uIEwTs6SpUg6BGCNY3Z5nyA1IRC0GKuJ2i7BUIQ7KZDEujEWuuYpK00/zundvoTZ1kIn+Espvn4aMpfnHndqCNp/om69pGr9rYzgdfv4ePfOcoLfFz8woqhgSlPQIlkEIjRYAhAiqexVSlhXKwm3t3r2VTW+csgnNjcBEozTfP7uF1mw7SFisgq11jw/kYj17cw6s2zVif1Ba25dpFXI9S7tU2CiwWQAl8UpEKsUX0Py7XmeYFii8fPM+xoSymIfFVhLJvE7M8aoLQNbkHZIxb167BNOxq+3y4mXghic9XC9uy+P3X//qCkhMrwV9cbcVfxUsJy+IIjY6O0tTUVP87FosxNra4TPgqLo/LOWEvBNs2+Opv3k227HJmPIfjpOibeLa6+NcWKU056EFXv9oZbZYIa1o2AfD1I331Tp7d3c1orTkyPIXyn2FX50j9WOmoz8t6J/CV4qETXaFjfdRiIFtiYLqIZRqsTcfozxa4e+Mgm5qnyER9Co7FSKGNWHwLhjDxApfh7KHwuNVyVKCNepBS8Q2kMDBl2GGViQbctSWNKSTpiIevZgQRa4hbHhs7Y9WbdOhqf2r4AE6g8FVYJgHwlQQtECj6s828ccc6RqZ/hFM6T8wy69mUs2MH+OXdt/Gnb3gdQ7kS3el4fSHf3p5gIeHT0BoDdBAKToaXP0xBdSf7GSoItnW+fMFSVC24cIOAii/59tnbsITLplafnkwPPzwzhCsF2YpLSzwya2Ere/l5PCtdva6lOZpH16OUezUL7fwASpGxjhAzBokYDhe9CJELU/X5frnOtNrzBwcm+d6pYWxTEgQKJSSXcq1sbR0K7UoQVU88KPk9mIbNnp4mXru1e9mL+o0gWrgY0tEYu3pmE9SvJ3/xWsydV7GKFyuWFQjdfffd/OZv/iZveMMbUErx8MMP86Y3vWmlx/YzjeU4YS+GTMzm1t42lH4jUVNyaeokZS+LE9iUgx6y3s1AuDDe0tM866boeAFfOXiB4XwZLwjF5hw/IGpqOtaO1YOgmveUQHBzV4HvntE4vk//dDFcgHVok/CarV1kCz9mc8sYKtRPJBMN6EiOcnH6IP9yvJOkXWZ9chKEwBDV4pXWRE1R5dxUdXNULcsSRYo4e9a0kC+kwC+EJY+G9I5WEd66e3v9vPaufz0nR3NUnHMYIiBQRpgUECBkhIrfw5q2WxAoYsYgvtJU/IBo1cC1MZuyuS1dP64feMTMQXyf2TyrhjWhFnRpgAaSdGtslLLnYBnzF9NaEPHspclqOU/QmszQlUmjhWBDJkJnVzfvuWP7LK4YQMyayYChwzKUG4Qlxopv89FHzvChe2/DvE42GVe70DYGUHH5HEnzApYhiZomnleZNd8v15lWe94NAkCHZHop0Erz3MhGlILO5CgtsQAhYhT8NWS9mzGk4NhwlrfuXrdohql2TloFlxUtvJIM7mJYqWzL9Qh6r7ZDcBUrh88+cGxVUHGFsaxA6I//+I/59re/zU9+8hOEELz73e/mnnvuWemx/cziSp2wF4MUBvs33Mue3nsoOXm+d2aaw0P5utDfjpbYvF37Pz53gb7pIrYhyVY8Co7HVMmlK+UTNV0EocGqoKq8LATpiE9TLEAhMaQgakqyZY9jw9PsXZPmpo4chjBRGgKlqiULTdIexpJtpCJpCq5N3HKpWbVKKQiUDMtJUhD4Gk8pAgWnJtJoI+De7es4OrCb5y79OCTBqvDdhoBsqYl/e/4Uv7BzG7ZlEyjBqantCDYjRaVaGgR0mSfO53nFhu5qpqCEIULyc63lXRNqOJfcPMO5CTrTHfUFquzlcYNK9fuZ/x3oOdoEoUEtgMaUFT7+6NPc2ruBN+1YQ9Hz64tfoDWv3tzJG7b3sK09zfGq/EANCwWxNZiGFWbARg5QcPy69pQQmku5Fp4ZmuRPHz7ER+/bf9k5dCW40oW2FkDVyOyeb83pigvn+009r1myM+0N23vqz9sY9WsihUCYklesbyVlDmMKA9NQdduUGkquz2TJwTJk/fovlPlwKk+xJt1fp8XPEi183TuvOIM7Fzd6tuVaOgRXsYoXM5YMhI4dO8auXbt4+umnaWlp4d57ZzIVTz/9NLfffvuKD/DFiqV2fQuVNurPLWDncDmYhkU63sIDe1q4b9fM5x4+dHDWDdYLFKfH8kRMg7FChbzj1Vu2p8oGuYpJS1whatmXKoquxYbmNnyMehty2Q+YLLugy/XAQgqQhkEyYpJ3PJK2x9qMpOAanBxPs7drlJqJiFagtKDgpoiZAlOWKXoWZycyfPdsO4p+Dl2a5BUb2zD1GtL2MDErJHAHyiAenWQq+098+ekUu3t2s6791fXFJdAz0g5lP0bOydXtHJSOEugYhig3tLyHnBcniPDpJ/qIRUbqC1TESOIFMbQuA7WAIzx2LUFVy55BeE41QcayZyGI8aVnz/OVgxdY15yo2z5ETIOyF453T3czt/a2cGRompLrE7NMfAVHhqb4Sd/4ggvm3vWvxws0T559ppq9CLvpnhvZiCEFT/WNL0pW/mnDVzNk9rkou3kmilNLEquHciWmSi5lz6clHqErFWMoV0YIcH1Fs32EpsiFKkfIQAqHpHkOgGl3D31TRf7vH56k4gX1a6m05tDAjAq157sk7aFZ32VdXEH389TZb3Fx4tBVZXBreOhYf70kHTHD4OlGyrastJXQKm5cGL//+cu/aAVwo3SrLXmX/PKXv8yHP/xhPvnJT857TgjB3//936/YwF5MaAx6DCEuu+ubVdqYg5qdw9zjLncndrlWaMcPaEtEOD+Rr4v4CaDiw4XpZppiY9jVm7TWYBpwZqINpFWfLEpretNxvEBR9u1qYFEBQpXnWnBQ9uyqurTimyc7qXgBN3XkSEd88o7J6ckmnhlYy7pmyDkeZ8c1pmEhhSAiFdnyBP90KE/M6sBVzSQsj9t6Rrmlq2ZsauL6RU4NHyDQELe7552zbYTmsDU7B41JOegmKs/UW959pQmU4sxEhtFymZ1dkfoCBTBRbidl5TGEBw1dbkqZ+CSQ5DGq5TFDKqTwUFow5KzlzFQ5lBCQgq3taU6O5hjIlliTibOjMwPAwYFJ9q9t4U9eFwoMfufkAGf6AorVoAjmL5hSGLRlXsVXj/u0xIK6incNNZHIxjLfC4XLzffWRDNxe2TB90YMyf/x9QM8cX4UTyksKelKRtnd3cRY0cEUPil7GMswsAyq8g3VjI4xyH+MrkVrAylmSj1P901wbiJfv/4Ajl+gM+mhdUizrwW5AogYDn0Tx68og1vj8W1pS5OJ2fNK0pYh6ap6v90o2ZYb2WttFatYSSwZCH34wx8GZgsqAhQKhZecoOJCWCjVXfGCkPRryEVr7I2ljblO2GubtyOFydeP9F33FHrtRrexJcHRwWnKgY9SVM0/4dTEFmKWyY72HJasELES7OjczXfPxRDCxfUVtinpScXY1p7i1Fgey7DJuZ00R2r8j3AxlkIzWGgj0Aam8IlHHB4528n3znXRHPUJtM2dG0Z48OajZKKh9cXxdJofXVrLXesH2NI6TdL2yFZMzk028dj5tTjCYGvrVPVa1ehCGgUMTJ1kT/c2DvRnwx23obEMB0WEl61rm3UdJp3d5IsFNjRNIXCYLEmOjTbz8OlmLHMErTU7u5o4ODCJ1mDIPQBEjSFMWSZQJifHMgyWbmayVGFv50m2tIxgSl3NJoRLaHPcZrhvJnNR9nxGChUMKRjOl9nansaQol56eNOONXznxAAf+s5hJgsl7GGHpG2yq6uJXV1N8xbM7nScqBWh6M3X5EnYJt3p+FXPleuJy833mB1ZtDPtu6eGGMyWqordAq01g7kSCMEDN69jR7vE0ocQwqjzx7xAo9EYokLMdFnfMtugNtCKS9PF+vUHiJhJCq5NwnLr/m61kRQ9g6RXJLaAN9vcDK7rBvzX7/dx/lsXqXghB23fmhZ+4aY19ZJ07fsbypUBZnnovZC4kb3WVrGKlcSy8uaPPfYYBw4c4Hd+53d429vexuTkJO973/t4xzvesdLju6Exl1gYKM0PL4zSloiwu6t5lpjc3EWs5nh9aeok5TlO2A8dXRnCYqP3U0c6iusH9fGBQEjBs0MbaUq2s6cnWuff/Eqpb55fVKA0b9+3IXT9rmzj/OgPGJqeORcluhkstLK38yRr0hPY0gmtLsYzPDe8kbvW9bOrIyRnawSpiM/tayfY0lKgOebUs0qpiM/e7lE2NOWJWgHtCQetwQ9CjpHSYfaj5E5xcvICfdPQlThBa3qClO0Rt9Pc1LWbS4UdHB7KhkatwI8vbeDR810UKnlGCwItDCwpqHg+R4amMaSkIxVFKc140WE438VEMYUUFVw/wmjeoSUxxdqmCJ3JPE5gUvFVnWBuCEnMGMIPWtGYdV8r11dYhsAL1Cz39ZLj84ffeIZvnxhgIFvGCwIM3yFbdhkvOozkyrx8Q/usBTNum7xsXduC+kev2th+Q5TFapg7300RZVvn3vrjC3Wm7ehI8flnykgpiEsTqPGhwkByV1eat+3p5eGjj4fZJgFRyyBqhkXMiJGgM9UyL5NjGwYaMev6W6bNcK6VTc2DyDmihcOFNppiRWLan+dy0ZjBBfjVLzzB8xMlotEoETP0zHu6b4znh6fpzsTrgqgQluCG82W2daRvmGzLjei19lLDKjH6p49l3Sk//elP8xd/8Rd885vfZM+ePXzwgx/kXe9610s6EJpLLNRac3R4iouTRS5OFpgoOvSk42zvSIdu5nNq7I1E58YulJUmLN5301qeujjORNFhsuRgm5LedJzXbO3EV7C1PcWbblpT71TyAsUdGzvwleLYcHbezVFKQVsiTtvGe/GDmXORwkTzT+RKwwQKAi1oiga8vHeChCVZl56qZnU0or44aLrTJcpetZOr+mjE0KzNFCl5Zp3DYZkaP/BBWARKk62Y/PORMd64ZZSb2scwpEQg0brE2bEDbOuE+3a9ITTdPHSBbLnCcN6h7BkEWiNRYIIlJUXPZyBbYktbilNjOYbzZSaKDqMFD9cHxy/hKfB1keboJLbhVMtlokqeFvhaI4MSeTfPZNEmE7PpmypiGeFZWYac5b5+YTrPwHSZiZJDxQ8INEitMGXIObo4XaR7Kj5vwfzwvXv504cP8VTf+Cz9ow/fu/eq58hKYO58P3H0DPs3/NzM8wt0ph0enMTxVN1WJm6ZxKzwt+YGmu0dGWzLnp9tEiC0prd1B0cm5mdZDBl6njXabgCY1q0cGfHZ1DJN0vYpuCajhXYyyZeRc4+QilzCWCCjVSuLZcsuBwcmkXN0r4QQDOXK7OxqYrxYqXPIABw/YGtb+obJttyIXmurWMVKY9lbxs2bN/NXf/VXvOUtbyGRSOAtJKzyEsJcYuHJ0RzjBaeaLQl35bXU947OzKI1dtOwZhGjV5qw+I3jl7AMyf27e3l+JMtEycHxAw4PTbGtPcOFySJ/9fjzxCwTxw+9zcpVkunuribu2txJJmYv2s1UOxc/8EhaQxixCEprHF/hK4WvNFtapoiY3kwJouopJgCzof08LDBpLENX/alCXSDLmOHj1Iw9T46nMaVkXdNk2LWlNKYMzVCjpqB/8iT/fLSFH12c4ujQFGXPxw9CPzMZvhzHU2BBtuxxTuXYu6Yl9GbTMFZ0cP2gquCteeCmUfZ0FUhHXaKGRiFwg1D9una8KccAHSUdNWhLRBjOl9EqjOTWZOL1YNf1Fa6vOD+RJ1fx6/YgSodlHkOE3XQ1+5JZ19yUfPS+/XVScaP+0QuBy/HaanNksU6rRo7bXFsZoD5fYpZkS5X/tFR2daAwsGCp51f2bgi93BoyH6/Y2MXRobspBS5ThQIRM0lz2gagpG5ha2fXrKxn7TNqODOeo+IF84Q3hRAEaFrjNrYhGSlU6mXm9c1JfvmW9Vd8nVcaN5LX2ipWsdJY1h2zra2ND3/4wxw9epSPf/zjfOxjH6Onp2elx3ZDY6468HC+jCEFCTvsmDKqxprD+TKbWlPcvq51WTurlSQszs42CW7ubuL4SJbBXIkTI1nGiw5rMwm2d6Q5OZqdR+qtvXex8lyjxkpjZ5wUgphlUPGh4nvYpibvGiTtmYW9VgrzqlxXXbUMEXLGIkMIiSFNhPDROkAKTdkzuJBt57Hz7WSioe0IWtZ0pet+YqOFKQ4NDOAFUXylsaTE8wOUDpWb0bXW/LD7LVSs1jiBoi1pcGmqTBAYOAG85aZRXrFuqhrGSZQOsM2wH84NDKQUaKU4PZ7hlRt6mCq7DOfLBCokk9++rpW4ZdUX4Js6MxwemAz92aqWINQ60gBfazIxk00tqUUD4bhtvqDE6JVoDZ9rK9P4WbetayUTC4OUxbKrsHSpR0oxL/Nhyj6evTQ5y8095Mi0cvvGfbOynnMJ0rXAzXH8WY8LQlPjpliENU2JWQa0t69rJWItr/1+Fav4WcCN0inWiGUFQn/5l3/JI488wq//+q8Tj8fp7e3lve9970qP7YbGXHXgWidIS9ymOWphSInrKwSamzozy66xX0/Coq80kyWnfpPPOx4Fx8eQIU/i9FiOkXwFQ0hKXtgNNZQr4yvFYK4MaIYWIPXOLc8tpJLd07SFmJ2iUusUqgUzQNGxeH4swc+tnUJTVY3Wmoip0AiSdoBS4CmBGwi0Ak/Lqrq0JmZFyZVdlIjybyd3oYgCBYquRd61aIoGKKVxUFDlEE2WDNwgAjoMCGv6P0qDBWG6CTBFeJ4IweHBSba3nmFPV4HXrCuSr1gcHU2woz0PWlCTq3GC0GRVVsnSecfkuaEkD5/uZHfPNGvSce7Y2FHXSfqje3aTilj1BdgLFP/Pj09iSwNPhOcYZj7Ca5YwJds7MqRi1lUHwsvpQFxKLPBy779SIb65c3MxNNrKVLyAZETwcxvi/L+//PJ5r52bXYXLl3rmZj4ux5FZ6DNqqAVuPzozMOtxpTSv3NDBKze289zgFI4fzAoUV7GKVbywWFYglEwmkVLy1a9+ld/+7d8mkUisdo0xc9M8ODAJhPoiPdWWWKXBDQJsw+Dt+zZc0a74WgmLtd35t46N0TR8tK5V46mAZy5N4PoBppRMlBzaEpGqa30YC0yUKhwbmcbxA2TV0LU5anHLmpYFuU6wsEr2mdGDJCMtBErXeRW+CsnEp6eaePhMO1pLburIkbT9+sLv+AagMKUiYmocX3JhOsbaTIWY6SEEVDwPU8KU24MWUQSQjFjkKy590y2kO0fCspsOu9cCHXBiPMNIwQ8ViQl1kmQ1EPJU2HkmCLMv3ckY7akYezvPsql5JPQuE4JkxOPlvZNYhsYJjIYSiMAJDAwN/3ZiK2cmo0wUfTIxG6PKDwHqmbXaYly7hnnHozUeIR4xEQJyFQ+vViqU0JGKsaM9s6jA4nLmwlKZmqXsXtDysu+/El7bQnNzqcxRzVZmqlTmR2cexvUu4vgFHjl++ooEDZdb6rlWjsyX3nEnb/r0Q5wv6XrX2G3rWvnSO+7Eto1V7s0qVnEDYlmB0Cc+8QmGh4c5duwYv/Vbv8VXv/pVTpw4wR/90R+t9PhuaDTeNLe0pTgxkqurAxsCbIwrz+JUd+X37ey+6ptmbXeOpr47//LB82igMxllMFci0IpsJTQ9bY7ZZKIWU2WXkXzIX5BVfSFXBZwcyxO1zAW5TguqZGuoeIqp8jR5t4eUPUrUdHB8m/58Kz+51IkhKnzrdDffOd1BxCrz27dfQoigqmkU+odJNHnHpD+bZG2mUj+80hopBa3xCJ2pKP3TJdoSEZqjFsfHN1NwPLa3Z2mPu0gZijduas7iBWf53tnu+jFUtfwUM0IOR8w0SUasalDkszY9EZKuhcAU4GmN1hJDBNVeN1Ev/UkhKHomp8ajIA16UhaZuI3AJ2F7jBWCRUukqYjF3jWtTJRc+qeL2KakUHYwTZOoZXJzTzM7u5p40441y54Dc+fCUpmapexe+vI7L/v+K+G1LTQ3l9MReX70++TLx65J0PBKcLUcGds2+Iu71rFl582zdISu9birWMUqVg7LCoSefPJJvva1r/HAAw+QTCb527/9W97ylre85AOhGixD8o79m+btnK8oi7OkCevyg6CS6/MfF8dmdSQFSjNaqCCE4FUb2gEYypcRCAqux02dGbpSUX7SN4EXKAwpsKTACaoKyL7PYK604EI+SyVbQ8UPKDo+vtZo7fLZp02cYCO2UWGiKIlHogh8IoaB1gFOILC0JB0NZgQedShopxCkoz472nK4gYkbaMxq2UpqUOIi29q20JWKkYrYuEHA6bEcj55fixSKzNpJdBAKPKZsn9t6xvGCgO+cCQOKsh/yepQAoSVl38dRmqzjYRslIqaLFBLLCDCFIlK1b9BopNChrg1h91DMNtjRvZfXT7UyWXaZLJbZ0nyaDc1TpGyfim/Tkd7KfTvftuD82bummUApTo3lGMyVyOchlUrRFLXY3p7hyNAUZyfyV8S7WU6mRhAsavfSN3mSw2PtGNJc9P0124rl8NqutiPyelnSXAmu1Q+s5ge4ilWs4sbHsgKhWjto7Ubkuu68FtGXOq41pX4tJqwwU3L4j4tjPHZmhIRtYrkO3d26zmECgacUOzozbG1P0xKzqwFOEq01zw1NoctgGeHuP6bDrirP1zhesCDXqVE1uOIHlL2gbo6ac0xG8lDyXIQIAxIncIlbBq2JKLeua2V9U5JzE1O4wSAxy0Wpui4eACXPJG77aC1CF/JqyQsBpiwjcLCMKLu607xmSzf/6/HjHB4eZ2trAaUbrr8AtGBne4FHzoYKxcoIy3amIbGkoOiGCtNaC/KORdG1aI07SIIqaycstYXaRXFMQxMzXSp+BKfSS6Kyi7xzibFChf1d59nYPFp1hQ/ViV3vOAcvPsLtm+Z/nzMcFMm65iTjo4r2zjYihoFpyLoO0ZXoSS0nU2PJ4pJ2L65fxDIzi76/JrOwHF7b1XZEXm9LmqWCnBvdD2wVq3ghcCMSnK8nlhUI3Xvvvfze7/0e2WyWv/u7v+Nf//Vfue+++1Z6bC9KXE3q+3rseGslB9swiFdbjsfLHidHc2xtD3VKhBDYhkGgwuBoV1cTEdMgYhoUHZ+edBxLSppiNqaUdbJuoBWv3tS1INeprho8fAAvUATV7iuN4vhoEyVfEBCampq1QDpQTBQrTJdjvPPWDj5+36186vvDSHEGJcBAhORqFEeHU+zoKJCJhLwmVQ2yfKUpVEy+dGgYU1gc6J+g4ikKjkfa9khFPeap3wloivns6jQo+0nOjOeBmlGsQTJq4/oBGuhJpxktttIW769/L0KEysZKSyxD852zezENn6ZYE9s6WjgylEOjMYWiPT42y60eBK6vOdB3iH3r76lrRjUuyI2B9PEjikem53/nV6In1ZipEfh1M1qNWc/UCJa2v7DNxKzAtIa5JdLl8NqutiNyuZY0l8NygpxV9/VVvBBYFVF8YXHZQOjcuXO89a1v5aabbqKnp4fh4WF+4zd+gwMHDvw0xveSwFI73pojemuiGV8VF+3oaSw5zJhSCkYKFba2p+lIRtFah51iVR0T0xC8Yn07f3LPzRQ9n0dPXeIbx07RP62pNbZrNN3p+JLt/7vX3k2uUuLY0AnQZQqOydGRFN861VHt9KJu8W5KSTpmoTXc1NHEa7d2Y9sG73/dO/nByW9xdPAwEdOl5NlcmGriwFAnttnP/p5xDBEqWgsBSitOjGfwAoGrPUZymq8d6ePseJ6xgiZbtshEq23MYiYkyjsmU2WL6UoFN1AIDRFLEjPNmTZ6DZ5SnJroYUfbAGGRUYUKQcLADQRR08U2FclIK1vbw7b16bJLRzKGLYsk7BmdLVEbgACtikwUpvhxX2XBBbkWSDuBvmY9KcuQ7OnOcGHs+8TNYQxRJtAxSn4XG9rvqn6fclH7i3Ut28FqX1YH43Iyoo2Zo0ZcriNyMYsOpRQdqeUHJ5cLcq6nmOm1ltZWsYpV/PSwZCD0qU99is997nNAqC79B3/wB3z2s5/lz/7sz9i3b99PZYAvahlKgwAAIABJREFUBSy4463ybSq+xZcPfIuUPUrEqNCcaKJ3TrfM3JLD9o5wYT5dzFN0fdwg4MF9G3nq4hg/ujCGGyiipkF3KoYpBd883s/69AksfZK710+T7bI4N9nEwaENrGlK8st71y/IdZrLazKlwbnJDr5zpocLUy5Kq6o4YghDhNpKhgizRIakwZvM4FVb38wPLnZzfniMi1MBGpOeDJzPbiMVsdjfU8QL8pQ8myNDTTzRH3J9hBBMlB1aig4Fx0MpwdGRJK9aPxXyiaoCjQLNifEMrYkkzfGwa6zm9l4rSXakYrTGbW5f10bU1Pj6JEnTh/oxwA18fBVh/9o1SDkTlDbF7KrwYzNF1yIZ8WflpARQ9Gy+dnSMwZy3ZNYhYcmryp7MRW/qBNlc6Mwe6iRVaI5coDfVCWwAlhYk3FstLy6X+3a5jGjtfd8aGboiLl3jGEtODgi7DC9MHGM03zerg2yhIGQ5Qc71EDNVSvN4f45vjB9ZLa2tYhUvEiwZCH3961/n29/+NqOjo3zyk5/kM5/5DOPj4/z1X/81d955509rjD/zWGjHW/EDvCBA6ThNkYtQdUmfLmUpu7O5Q3NLDkIIdnRmSPpFWjs6+OAbbsEQgn88dCG8GQfUUySGFFwc/wFOqQ8hBTHbJGZp2uMT/NIt63jF5jsW3dHO5TVFTY+NzWPctdFgstxBtuyGgYEGUwosQxK3BRFZJOda9E8X+fhjx2ZlQ3Z2tfLomXHErKlpMFa5mZPTUS5OjHEppzk9kicaqdmbzPwTKE1zPMr3zneyra3IuqYKlqHxlWC0EKc/uw1phAtWOmqTili0JiI0x20miy5SCLrSMS5NlxjMlXhFbzOCASDMRimt0VpzcKiJs1NjvGZrF1LKelYD4D8ujHNmsol93WP1C10zYx3Mt5IM3Drnp36Gc7IOphTXrCflBx6D0yeJWWY9MydDMzQGp0/iB2GJbilBQgTX1XKhljnqroyyddfuZR+vcYxPn/93Lo4frf9Wanw6peFSYeeCmbblBDnXQ8z0oWP9nJgss3bN/K641db5VazixsSSgVAikaCjo4OOjg4OHz7M/fffz2c+8xkMY1UJ9Xpj1o7XzVPxbcpBFzFjmJnCjqhbRlyaOslNPa+h7IeB0EKLJmhevj403/z8gbN19+tYVcl2KFdGioA7egfR1Xb56sdgGJLp4llmGD6zsRCvqZbd2dg8zYbmdYxaBnnHq3aAKe7ZNMSOtizpiI8bRDBMl5zfPCsbcvfmLr74zHmmym5dpLI7HWozFRyfdS1dBBQ4O5oP2+iFIG4bKK2YLFXIOz5CCN66Y4LOlIfjS3wVlqda4w737xpnyr0FNwiwpOTMeJ7+6RK9mQQxs2qA6vmhV1wmzsXsNhwvoD0+RsL2yDkmz4+m+PaZDkyRxVWKN2xfE3q07VhTX+D+12NbUVqzvS1HKuKF0gG5VjD24wZqXiAE87MO16onVXLyTBanq9mgMJ9lGYKoaSxIMl5KLLAx0zM343I1ZSBTiqtuIx/LX0TMya4IIXh+6Ahns21IaS0YhFwuyLlWMdNa1knOKXFLAV85eKEuCrmaJVrFKm4sLBkINXaGNTc3r7bLryAad7zDuQk+/WQfyYhH0rxAI+lXE2YlJotZ/vLxA+SdKHHb5ObuJvataeHwUIN7d0uMt+zqxQsUp8fyRMw5vk0CsuUsliwjseeNqXGxnKs6vCCvSYTu352m4u9+7VbidhMJy+TrR/sZzT5B0pwOvbOkQdwOgPMIIch6t9SzIZmYzS1rWuqE7prbPUAqarG7qwlDSkbHJ3HMCLZhoLSuOtAHRCxJxNRsbcuC1tiGqnuVaQ2WPEfe34khw/Pd0ZlhW0ea33r5VgwheOzMEP/XD0/h+YrhfJmpkstAbBNHhlLELQ8viOCp8HcRs00GsiW8QHF0aJpzE0frC9wbt/Xwx99s45Hz4wgqCBHjtt5OPvj6PfzF48cWnANzsw7X2on4vTPTOEEEQzjUwtyaX1lzPLNsknENjhfwT89d5HTVU2shP7qVXOC9QDGSm1iYT6fB9YsoXUKrdH3ONGbalhPkXEvwWcs6zcXJ0RwXpwqsb0msErBXsSA++8Dse8KNRp42fv/z9f//WewgWzIQmrXbj0ZXfDAvNqwEIdI0LDrTHcTsEZQ2CHQMQ8yICQoEbqBwAhulo/Ub66GBKfavbeFPXnfzjHv3oYNIKZguuTh+UBdTbNyxZisGppEE4c4bS8xOETHjPHvh4Xn6Rtu7X41tJHH8Qr3cUkPcTtHb1FYvrzy4r5dvPDdNybUouj4NuSdixiA5bxdFl3o2pLZgxayZ6Rkozd41zQCcm8gz7fo4nuD/Z+/NgyQ7yzvd52x5cq99X3qRelHvi0DGtAUyGLNZbNM29r3j4Ma9gT0RRNhjFvvi6yCwR/J4JojwBDcCOxwEg30dtiRjZBmDAGuEQQhk0eq91d1Sb7XvS+55tu/+cTKzs6qyqrKqsqqrqr+HAKRaTp3vZOb5fud9f+/7aqrK7qYI01kDT0DE0zG0NBHDxtA8Avpc4acqeeoDF5i2HgbAcf1BsF995U3ODkzyemEQbdjwuzynLYd03iZrK+ScAKau+pX4QMZxyTte6byztsOrfZOAv8H9+UfeWnEY6kqjDqupRLRdjwvDSeJ6B1HjZnG8LX5U0aOjfl/VvXeK1VZPnb3NnekUpq7RHgshEAzNZufMozs7MIbrJfjQoeqPX+3fPz80TdbKsytuENTzfgSy8GJkbZeZrMYPbyRQ1SzthQ7v5d3QqxE5axGfxdTaTNnXXE8wmsph6tqc3l6rMWBLJJL1YUkh9MYbb/Cud70LgNHR0dI/i0J/mRdeeGH9z3ATsh69RuaLquJmmXU7iOo3Kd7xi6mIrNuJKHv5ym+s8zfN4g26aKIun37dXV/HgfZD3Jw4s6BqqLthH5cGfjC3v5GV4sLAK3zzYj+JXIC9TXk01U+3BXUNgf975Ztg1k6Ss5O+WXpeSbum5FCVHOFAtBQNWWzDEsIfZ+L7n1I0tbaBUOhtCPO9a0PcmEyRsB3SKcFsVqMzvvDp3BMKpjpG1soTCpg4nt+k0XE9zg5OMZu1yLseOdtFVxVyjkvGcnA931x9N0kJdmEMSd90issjM6VU3s3JJO/b34VpaBWHoZaPZpnJWtSHAitKeVXDbNbi/OAUM9lWDrem6a2bJBKwUZQwCaudXa2PVn2s5y7389PbEwzMpkub+eBshumsRXPELFQmRmk0LxHShpmezfIv5xvobNjD3va3EgnUrUkUlVd7hQImWbcDTbkB+BHInOPieC5DqXZQdGzXY3A2AzCnG/pKRM5qxGfxczsweHfWmOW65B2X3vrIAqN2tQZsiUSyviwphL773e9u1HlsKWrZa2QxUfXBh7oBOD90GNv1iAdGMDWLmBnnxnQ9Ge/wgmMtdmMtF1bFZorl068f3t2FrvmdhItVQ72N+zjU/U6ev/iXcwSSX8nmUWeO8NP+46gKdMUnQdgoSohDnYdLfqci5VVxhqaUmjsCuCKI7Zoc7747R6vShgXw5L9eLG0m/kR7/9r/241RpjL+ptwYDnBjwuPGVJju+vzC6y0UoqbDf/r5TsIBk6+83IdA4+zAJDNZG1Xxo0y24+J6vvjzCiJI4JfV64o/gy3veJi6ykzWpniJPCHom0nz9Pnb/MeHH1jytS83edeaH9wYYSproaByYewBLo/vJKhb1IXq2NvaSF2VEd687fLU2dv0z6S5PZXG0BSipkFd0CCRs2gKm/77U79QSuMKIJGbZHpwhKvDP6Eu1LyiuWDlVKr2mrX9935IDGHqftfujNPBmcEW7symEQJUFaazeXY1RnnrjuYlB63WkscP9nDjxg1S+J9HU9forY+UHkLKWUn1n0QiWT+WFEJdXSufbbTdqWWvEVheVPli4AAhHRwvja5G+G8vXq14rKVurOVRlgXTr4U/U+rCeAuWkyagR8Bo4UErs3B8huXgeAJTs0jm07w2spuLYzsJGTYnurv49UdOLBgJUl4VVzRU265A4Ee2jne3VoyGlG9YU5l8xaof1xMMzWZoiQWZTOcZT+VI5m2+cbmNE50JoqZb8gc5norj6YQFnLvzD6StJC2mQc7tYCLdUhIzhqpgASj+8QFMTcX2PGzHI2DqhEwd09CJBVSms3lSloPn+RtwLGBwfSxB1spX7P1U/po3RcwFr/lasV2PyyOzdMRCpVSoKzTSdoikleejR+qrfo8+ff42fTNpv+pP998Hqbxd8JopuMIjZEAscNfUrykOrucC4HkuGSu56rlglau9VGbto4yk9/Mf97TzN2dGuDOdAzVDzPTTr64nmM1aZG1nQye8q6rCO3viHDl2N0X9L1cG/Ne77Jaxkuo/yfZms/mB7keq6iwtuUsteo0UqVZU3T2e//+rqWxZKi3w7MW+wvF0DL0Ogb8xC+HMGZ9huZ4fvRCCmbzOjQkHVUvQGg1SFwwwnfUWXX95VRwkqQvFaInt4eFdv4SpL2wQOf8ci+k91xNkbYes45UM1QKFg231vPjmMKm8A4qC7Wm8dKeBUzuLVTz+tQoZDp4nyDlpNEXFUPPo6k1OtKd5Y6IJy/HXqKkKmqIgFIgFdfa31jGZzjObtdjbUsfP72olY9l8+/UBMjm7MHy1GOHxcOxX+c7Ff8NyUnPmxrmeUlMhXem62a5HxnIqpkIbQwHe8UBb1ccrN9lHAzrJwlrTlkM8qCMEdNcpBR+bn75VFbd0DIFXmM2mrmou2FIl7aGAya7mTgL6FKOpGVRFoTli0hQ2cYWHpqjEQwFcIVDndxkvML8IoFaUf27XWv0nkUjWFymEVkgteo0UWa2oWsuNdX5aoFyMza/UujCc5P1793Fj9GfYrihsc/5/Xh+L4wgVxfVI5vwuyvWhwKLrX7JXTeE8ZrMWP7gxwuWR2QXeK01RyFku/3yln2TewbIsmqdd9rXG6K4LFYaV+qbygKaCrvLdN9swNIWHWpPUB13yboCY6WEUolIoFFJ1Cjvqp+iItTOUsLBcUYii+P6h1mgIXVVpi4VojYV4uKeJP/ylw3ie4F/fGMH2/AiEpipEAzrv3j1AT3wYywkumBu3s/Wxmgnpxa6bqWv0TafZ1xpnT0uc7vowACHD755dPg19KZJ5e47JvqlwXinLwXI89jTXsa81TlD3sL0ghprH0JQ5qT4FteQLW2ou2GKFB8uVtIcDOntaYrzwxrD/uuOb4jX8tgs52614TZcecqxVNLmvlrVW/0kktWY7Vn6tBSmEVshae42Us1pRtdoba6XNJpm3yeQd+mbSjCSzJcNveyxEb32EXa2PYjkeFwYvoKs5EjmdCyNRnrvaAnioCngBv4T9aGfDsucxv1dNuUfq/OAUU1mLjkLFDzBnHMONyURh/b4gS+ZthhNZ2qIhxlIpYoEsGTuApuqkhQA0XurfyUt9Dqd2RfnI4U5c618q9j6KBCxaIgJXhBBA1nIZT+VoCAdoKaSvPCHojIdRFd9EDbCnOcZEOo9AoCkquurSFZ9ELQyZLZmrlbu9n4qRrfntAVYipJe6boqi4Hge/3p9iICul6JBzRGTjx/fueIqqPLIUl3QpCkSpDEU4K9/4+1Eg/7MtH+/OUb/5GsoikLOUQqpM4Gm6qXrXWkuWDWFB8sJ/189upNvXxmc8/4t9p5SFKXiNV1syLHrwT9eaeWVvgnSlkMkoPNIbzN/8t5j6PraxEutvEnrFcWSSO5XpBBaBbUKda9VVFV7Y11qs4mZBn0z6cJsMkp/cziRBaAuGOStu9/LCzfbuD42yku3kqQtD1XxU1MOgKKwpzlWdcqlnKJfBmA6a6EAQ4m7FT+aqhTSdH4Zcn0oQEM4QFL1qItHUBXBjvjrvKN3GlXJkswbvDlVz8+GdtAQDnKyuwlNVfjie48R0ATfvvDDuaNMCr2P6kJ1/OZbDvPmZIZ03kFRBD+5NY6ha9iuIKArdMYWbq5HOht5fXSGoYTfTygasIgGbHRVW9CGMmslsZ00OdvlJ3fGyTuuX51XH+Gh1jpO9iw+z20l121PSxzX85jOWLTENMDvhu0nCKuvalzOZB8NGqWfe9uDv0zI8NNftpvDFS6aqqNr/vuzWIU4f+N+7nI/r/ZN4goPsyBK5/ullhP+pqHxa8d3lo5TFJeuJzjRtVCcLzXk+Gd95/jp7cOg6KXhxT++NcYfPX+OP/3giaqv3XqwXBRLIpGsDimEVkEtQ921EFWLdfp1CkbfpQzZHzjgV6fdnaRF6d+LGJrKQ21NPH2un0Re4An/a6YOrdEgbfEwRzobq065lJ93MS2XtZ3S07xaNixWUxWmM3mujye4PZUCFFQVNNelHjjUcpMHG0cI6Bqup1EXdHm4a4K6oMGrQ7vRVIW372otrXupAaMndu6dcy3/5crAgs3Vcjz2t/lRDU1RyDsuI8ksXqFSKRaMgxLG0Czma45QIMYLb86gAmPJnB/B8DyujSUYnMnwR+8+UtVrDFS8bgpweWSGwdkMd6bTgODBoM6OhigxM0BAV7kwPM0v7+8k57hVvW+XNNmXUZ76zFizXB95haGZN/0qRCNa2rDLKVaklXuY2qJB9rXGK/qllhL+K/kcLTbkWAh/KG4kYJO257ameKVvYtGU5kaxWBQLVm5Cl2wOpFF6cyCF0BqoRah7LaKqGOl5bcDvR1MXNPyKLl0jazvMTI4zELjDxeHFzblv29lCT8FDUr4hdcZC9NSHS/6KjO3ger6nJu+IwjFUv9Tc9djTEluxGCz3SAU0bc7vW46H5bqEVJ3RVI6M7dxtBCkgmXeYTGfYUT/lbwz4YxsAXAFdsUkuGbt4ZEfznM1wqQGj8ynfXNN5m/4ZP+LiuB5PTl4kZ7toCnTGw6VrN5y0SVsd1Jv9c44lhKCjfh/fvp7kRzdHyVg2dUGjNCZkOJHh//nuWf7brzxc8TUu3+B3N0XJ5B3C5tzrNpnJM5u1CQd0hBDkHJfzg9NcHUvQEQ/THguSs13++HvnEYKq+l+t9P2pawbxUDMP7/rAsimcZ87f4c50ioCmoSgCzxOlqFZvQ2RFfqmVnGfFIcf4qc+0HSDnLBT06YJnaH5PqI1iqSjWakzoEonkLlIIbRJWI6qevdTH35+9zUQ6j+V4JHIWrudxuLOBh9rqmRHw0zvjvDmR5FjXQoNqcRxAxDTmpD7mjLUwfQ/IjYkUHXVhWmNBxlM5Mpbjd1e2XQ52hPjVozuXPd/5katyj5SmKrTHQqUUXUBXCWgaluOhKQrddRGmMxZjySwZ28N2BXp6BlPLl9ICTmEoKgJChsVbe8N89PCOOZv8YqZty7b45yuvc3kkT9qaKxI+cKCbp87extA0AgWfiOsJfnJnnLZokF1NUXY3xUqRo5TXygNtbQzPzBVbvS2PMnv+Cv2JTGlDK4o7gcJPbo8viDpUiuZdHU3QN5MupQ7bYyEGZzOkLAddUwloKjnHb+Rnux5e1iJnu9yaSBANBjjS2Vh6fast21/N+3Op2WWOJ7g+kSCZd0hbuZLZPBLQURWFPS3xVfXYqeY8Kw05Bj+AN5xqxhUL00yRgE5HPLzi86kVi0WxYGkTukQiWR4phLYotuvxzLk7jCazhSaAkLT8AaeXR2bZ2+KPPAgZOrM5u7TRlBMO6HNGWmiqQkj13xLl09T7plNk7bvVQ22xkD/pXfjjKX7lQC+msbhHYSmPUvnfLppyhxIZGkMBNFVhT0sMx/UIBTQGZjIMzKZxPBchIJXXSFsG9SGvJIKE8KuGbC+EpoR57nJ/aZO3XY+pjN9ksTFsEgs24gmX124/z6WhS1hOkrZgmKzRwax9mFf7JknlHT56pJcbk8mSCALIOw5jiRx3plMMzGYwda2U1slYHg+0PcbxXl9s6WqErOMbs13hYTsCQ1sYobMcb07UYbH2CsXzKEbv9rXGyTsut6ZShAz/ewLhG7KF3w5gJmvheGLBRnqvRj2kbY9Lw9MI4fuX/NYDopDSXV2EcSUsFhm8MNGM600s8Oy9fVfLPU2LLRbFgsomdIlkKcpnhy3H/VBhdk8+2d///vd5/vnn+dKXvgTAuXPneOKJJ9A0jVOnTvGpT33qXpzWlmIqk2dgJl2aYu56wm/op0Ai5zeSA3+jqw8aZG2HaNkTdrkhu5K/4lhXA0L43ZyTOZvXBqdojZh0xEOMpfLYrkdA1+iuC3L66I4lz3Upj1L5387aLvvb6vgPR3fwjgfaSp6jJycv+iMuVIibBp4HeeGS9zQujMT4ud4pdNWPhPiVWgJLdKNpAc4PTfO+/V18+/VBnj53m/6ZDAq+Qfn0sR30xl7njdGfYTs24PfDieo3mEzn+fGdXl54Y4jXBia5NZXiaGdDSUjcmkqTdZxCasvfxMtN3jHTQFUUXngjxfmh/tJ1NVQVTfXTMMWUngCiAZ2IacyJOizVXqGnPsxDbXXcmEySsRw0TSFq6sRNA8fzsBx/uGrxLxT/P2O7ZG2HkKGXon95p3KJ+XpiagozOZuWaBAlnSeVt0tpQl1V+cih9R1Gulhk8Ei3xx89f25O1djbd7XwJ+89tq7nsxyLRbEWM6FLJPcTa9UUGy6E/st/+S+89NJLPPTQQ6WvfeELX+DLX/4yPT09fPKTn+TKlSscOHBgo09tyyHK3Lia6puIfY/z3Kf+I52NHOqom9Ofp9xIWslfUeqGqyrEggZt0SCDsxm66sKc2tU6p3poqWhQNU0jl/N2HO1s4Me3xsjZLrNZG8txfU+QpvLdN9sRQnCoLUVrzMMTIZJWOwnnEJrqp/+eOX+Hf77cz2gyV4jEKAwlMjxz7g1+efcrKORRFX/sh0DDcjWixjBDiQYyFrzSN8FM1sLUVB5qr8f1BBPpPFHTIJm30QqdtFVFYTiZ5WNHezE0taxRpVLy7fTNpPE8wWzORlUVgrpGS8SkPmTwSG/zHNGzVHuFiGnwa8d34nmC3//WGUYTORQBo8ksQcMXN7qmYmoqhqYSNnRm8/7w3evjsyTz7hyDcsTY2FtB3hXUBQ2mMvk5TRAV/G7bludtyHnMT9/pusqffvBETfsI1YpD3e/EcrKMJu6Qs1NL+tskW4OvfuSyNEyvkVpoig3/hJ84cYJ3v/vdPPXUUwCkUiksy6K3138CPHXqFC+//LIUQsvQGDbpqQ+XPDWqopQ6/8aDAUKGToK7kZ8PH+7lQ4cqN60rUvRXVBIv5b1kuusjRM3K1UPzqbZp5GLejozlcLC9jrTl+CXnroeqqiA8DFXBE/D8m528cNPjPfsaGElCzlEwtHHaYyEebI5zbWyWsVSO8qyQqij0xq4gRLZMNwoUHFTFI2x4hA0L2zPRVT+ecml0hr2tdViuLyIawwHqQwE/FVeo3GoIBjja0UjGchZcw6tjCa6MzKBpCjFTJ235Hh4UOLWrbUHUoZr2Cv9w6TbnCn+nNRYsGaYFvqk7bOhECtfeUBVyrmAs5U9uNzR/jponBN+5Orjq8R6LNUNciojhr+3aWILRVK4UYSymF+/1DK5Kw3Lns5p1r4b5ZfMhI0Zv0yFO7nwvAb26mXESyXalFppi3YTQM888w9e//vU5X3vyySd5//vfzyuvvFL6WiqVIhqNlv49EonQ3z+34qYSly5dqsl5njlzpibHuRecjDl8dyrDdN7F9SCgCOp0QXvApW9wCFNXqMtP05V3OHNmfMljOZ4gbXtEDJW07XGrfwJzno8lDhiGx9vjFh0RgW6Nc/bs8sedmRxnptJgUQXeuHyxVO019/c8/uL8OBcnM+QdgakraEBABfCNQK7rNzXUVYW8LXjtdpJwITqVA2YTCZRsAg+YSeTQCoNT/fJ/j574aMVz1lWPiVyAqaRHQLNJp1IEgamMw62BARQUctksTUGdHXETIQSW6zGcztOfSvIn//QjFAX6ExYPNgRRCn/zTH+CtOPhCUF72KAtqGO5gjbD5cNtHufPn51zHmfOnKFLCG7kk1yfyZWuw976IF15h1deHeOfz48yk8iiFy6hCTQHBInCvqwJl2ze9YWyCpomsLMZcgI0FZqCOnWex3fOXKYjN1bxtVgMTwh+OLDw3B7tjt2t8FsEXVWI5aaJOlmiQbBcQUDzwEkRy7lcOHd2yd+/l1Sz7lreV0bsi0w5t0rtLZL2NInMFFMTM7QbC4cvbwRb+b5ZDdt9fSths1yL9dQU6yaETp8+zenTp5f9uWg0SjqdLv17Op0mHl++RPXQoUOY5to8DWfOnOHkyZNrOsa95PhxwYOX+zk76JfP14cCHO9q5H37u0jbDm9cvsgjb3l4yWNUMjIfbK9jZ7fJYnvZB37h8IqegIeDfYtGNR5ZJArxf3/rNW5kVWLRGEUbaM5xMAMOqqKSyVtomoZZSC2lbYeD3U1MZqw5KZ8Hmv3fHnXGmCjzorQYFiHj7kysUmW+8ANEA8koddEYTWGz5MkIhgV/evoXCAd0XnxjZE7E5+roLLlchj0dYR5oq8P1BHfyoyS1EPvb6kjlbayBDGYAUCg0g/R/N+cKdu4/SFssVDqf8vfmWx6uHH2YyuRpGYJGa6rQyfkuHYofUWmOmFiOR9DQaAwFUBSFQx0NWK6LqQkMLY8ngqQt2HPw0Ip8Qs9e7GPW1OnsKJsM7wkGzcZlo0tnzpzhPz/+zmW7Sm9Gllt3Le4rxdc7pMPg5ZcIqAtL+l1jlqNHjmy4P2ir3zeXY7Xry+fzNXtArwVbyeRczbVbT01xz5Pf0WgUwzDo6+ujp6eHl156SZqlq2Sp3immoVX1dF/JyHxhaKaU6lnrGBFYWbM72/UYTWb5yZ3xBb6ioK4TMXQ668Jk0mki0SiGqpJ3XaKmwaGOhgWjKzKWw+GOBv7XmyOFgaF+WsyjUojKxxPwykAroJREkBC+QbktFsLQVD5yuLfkc0rlHUZTObrqwqUUoqYqtEbwtWEdAAAgAElEQVSDDM7Osq9FRcHA7/BMyUhdRCk7l/nNMItUSh3GTKPk3xpKZFAK0+A1RaU1GuTndrQQNLSSSD7cUc+l4VkUxaPdvExIG0ZTsrgiRNboIBJYvKFjpddprcNjN8sMrpWkuKpZ92qOW2T+g0nMzNEdniFk6AsadMqy+a2P9AfVntVoinsuhAC++MUv8pnPfAbXdTl16hRHjx6916e0pVhtY8elbuqqonK4o4FLIzNrnphdzYZXvgEMzWZ4cyJJQ8iYE5EBaIkGOdrZwKs3M4XmkQqP7mgjWCgpL28BAL7X48OHevjWlX4SOZtEziZn2zy6Y2FKrxhUsb0AroiSytu4nkdbLERbLMivHtsJ+JGYmGmU1tQ3neIrPxbECiMnhBBcH5uhK3KFE60TxEwbWw/y3j1xfnS7i8bQ3dfKK4zYqA8GePZiX2kDnJkcZzjYt2R0pOghsh2XwZk0/YkMluOh6wonu5p44n3HEQpzrrmu9nFr7EWi+i0oDN3QlCz1gVtcHnih6g7Fqx0YvNg6NrJirUg1c87mU826PSHmvJYriXTNfzDxRJC8a6IoFsF5RQmybF4iqcxKNcU9EUKPPPIIjzzySOnfjx07xtNPP30vTuW+ZqmbetZ2eWxPO48f6qnZ0/pSG175BtASDRLQ1NJU++bIXUNoLBjgSx96C2fP6rQ/sK9U1fPsxT5+1jeKomRRlTCqapQiWJbnsaMhyt6WOs4PTtIausSR9ikcTyWgeSUBJAAhNLLubh5qa2Y4mSVnu5za1cqJ7iYEgif/9eKCza23IUo4oJO1HQKaxhvjCdrDV9jTNAwoheiUxZG2MVzP419vdRPWtYLACnH62A6+c3VwzgY4I6prdvj4wR5euTOBoiq0x4KoikJXXZi9LXG+9foAHz7cO+eav39/O3+fHMNylNJYFUNTCeraijoUr3ZgcDkbZTZejKXaOix2zatZ9w8Hksya+oqOC5UfTAQ6WbcTTbnpDwgupXA3V9n8vX4tJfc3a9UUmyIiJLk3VHNT34in9Yzl8NM74wQ0/4lXVZRSuidlOTSG/f4y5Y3tgrpaqupxXIdM9qe0BN9EV7Jk7QCzVjvHet/N4wd7cIUoTXzvn0nwSOcMoGC5/t/TVYGiCEAl6ewh4Rxlf5vK7qYY46kcv/Xze/lZ/yRnB6YXbG7F3jdvjCcYnE1QH7RI5XI83D4JKKiKguMJHM8XXA82zfKD2x3YjkJLxOQ3Tuziffu7+K//61LFyNzZwSnetrOlVFk3H1cIgobGOx5oX9AVvFKKKu+mCGh5TE3HbxhAKTG3klTLWgYGe57gB/0JvjWxUFRulDdotam95dYNcH0mN8c/VM1xYfEHk1n7MLbr0RiZwXY2V9n8aqJqEslmQwqh+5i1bGbzWYsf4qd3xnnxzVHChobjCXRVKZyPQjrvpxvqQ+aije2eOfOPZHKXiRgqoBHQXepDA1j5V1HVXagoHO1s4Ic3RnG9LDHTb54IYHsarlDwhIepaaScPQihcG1stjQ/7C9fvs6bE8mS/6eIpio8c+4Ou5sivLXrFqHeGxiqBfjma09ogEHO8TthCyAWsNnfEmA6F0BRFT5woJupTJ6pTJ66oN9NW8EhoOe4OjrJrakck2mLlqhZcYMp3zzLU4JQOUVV6lBspbAcF9sVpchQQA9jalGqZbUDg5+73M/VqSzdXZQ2/Vf7JknmbT5+fNeGRBSK183UtQUCcrnU3lLrnslZpVl881nuuIs/mKhkvOO87/B+HC+96Oy2aqll9GY1UTWJZLMhhdAWpVY3s9VuZkXW8kRYvIkGNI1IQGc8lSOZs4kFDZojJrubojie4OPHd/B/vHVP5RSelSeRvVlqakipyFghkb1J1soTCpj+JpXN80+XDJJ5g5jplIzTAAgF2wviiSDXxhIl83FPfRjb87gzncIVgt1N0dKm6XqCgZk0JztuUhd4AwW/Cs3vbg2a4uIJBU8oBTcOZB1/qGdA0xiayfD/nbnBrck0r/VPYmjw9t4BuuOTNHal6MgbBJU6Lg1DRzyK4/pNBss3mJWmqIodii8MvFIwZCulrtOT2Va+fXWk6g1sNWbnYiSmNGNNiFIvoX+7McqbE0mOdzVWHVFY7ecgYuj0TacZSWZLhQHtsRD7WuPLpvaWWnfMNDD1yue93HGXezAJBUz8Bgmro9bRm1oY5u931rOhYvkYja1UQXYvkEJoi1Hrm9laK3dW+0Q4/ybaHDG5OZFAURTSlkNT2EQg6K4LM5G2Fj2nyfQ0qpIFFn5fVbJMpqfpDrSjqgr/28kHeP7qEKPpcepDvn+niK4pxEK7GclppdElxY3R9QTJvMOr/RMMzKQxdY32WIgdDSZxM0MsMITC3U7IxXSTAqiKi1L4mCmKYDDRVBrqOZnJc3FohrpQgO76CO3hS3REh3FcBc+DWMDhZNcE9aEAZ0ceKJynOmeDKd88gVJ0A1g0qnew+1388OYYIW0ITcnhiiBZt5OEc7jiBrac2FhJ+rQYiSlSFJ2+MBLkHbeq989aPwffuTqIK/xmksU1DSeyeELw6yeqi0pVWrehqeytDzI7b7ZftVHWtT6YLEWtoze1NMxLJPcSKYS2GOsVil5uM6s0cmAtT4Tzb6K7GiNcGpomW+ja7AqP7rpIYYjp4jfVpkgDngijKbkF3/NEiKZIw5w1/tqxXTx11kOdhK7YJCHDwvFCtMQf5ONv+RjjKYvZnFVKUwG8OZFAUxxiRg5DNVFQfNESmmbXvhyGai/428UrIhCoiiBlBRhJNXN+dBdC+IJFVZXS/Lf9rWHqDd+75Bbc237ESqU7PsnFsZ2MJLN010cWXIsPPtTNK3cm5szHeqS3mQ8+1E0l0pbHcPogkcBBVCWHJ4KIwq2g/Fqvh/+jGMGawRcHo6lcKTpkaGop2rbc+6fS56Da9FrxfXugrQ5NUUop0ICuoioK79vftaq1FXm0O8ag2bgqMbNeLQXWI3pTC8O8RLIZkEJoC3EvQtGOs3AI5SO9zfzJe4+RtFb/RDj/JmrqOm3xEJ4QeAIe3d1WmrK+1E01FDCJh3aRzl1mblTIIx7aXUgn3OVDh3pQFDg72MBgJkVLJMP+tp18+PAeVEWhMWzOOWfXc2kPX+Lho5OYukXOCeC4KvFgFlXRCBoGnufAvL5E/kBVhYjZTDj8GC9dnmYkaTOazJJzPHQFNEXljfEE+1rj6GqeiGEhUPGES9FoDRDULYK6xUzORFNZcC2+9foAhqaWZsAVI0LFqrHFrr0AXDHXE+Qb0TWmMvk5TSNrJbqLEayBwcHSqBJDUxACOuKhqnw68z8HK02vlYvw/W117GmJzxlAm7adJefnVTqfctGiKmsXM7UuUliP6E0tPYYSyb1ECqEtxL0IRf/R8+f48a0xfzM0NIQQ/PjWGH/0/Dn++H3HVv1EOP8mqqkK7bEQg7MZuuvCJRFUzU319MmP8swZSGRvoipZPBEiHtrN6ZMfXfCzqqrw+KEuOsKX6Zt6HcdLo3uvc67vJsd2/BKGps05r7h+gbbGYRTF761UH3TRlDSe0PBQCGgqeaEjxN2okFJI86iqzu6WAxzrPUYw0M/fnb1JxnJojem0RoOMp3IMJ7IAPNQWwRUhNCVbShMVy/qLviJNVXhLT/OCtFW5KCg3TJc3+CvfkBfbwBzXw/EE//3FyyRzNq8NTpVmfxV7OdVCdD9+sIcbN24wq2mFZpIKHfHQHDP6Uu+f+Z+DlabX5ovw8t5TK4lkLBYx6yq8cPeqP1Il1it6s56pPIlko5BCaAux0aHojOXwSt9ExQjUK30T2K63pifC+TfRfa117GyMYurqim6quqbz62/9VbJWnsn0NE2RhgWRoCKeJ3jqZ98gnbtC0SpsObNk8j8D4MTO95b+3oWhcSLGCEL40Rl/+GoxbeWhCN9sHTKC2K6C4xUqxlAw9TB72k5ybMcv4XkO79gd4exAlF2NsVL65+roLEOJDCPJLHta4mTdDqL6DQxNJW87eAIEHq8N1nN9IsPHj+/kI/M29qXEcTpv89TZ29yYTC5IbVXawIoVe/41VbAcryTU9rfVlY67VtGtqgrv7Ilz5NgR9rbEeX10tiR8Yfn3T/nnYH56LagLwnoWlNCigq1WkYzF0tQ38kmWmWyz4axX9GazdAeXSNaCFEJbiI0ORQ8nMqQtpzTItJx0wTO0lifCxW6iq60ECgVMugPtS/7MP126VagyU0o+HrtQjVXeUPDDh3t5x+4I37loY7t64WdKMggFga5SckZrmkk02MjbHvgP5BxoiDRhuYIzt7/P8Mw1UvkE7SGDvNfJrH0Y14PehjCeEAzNZpjNWWjqYdqiQWYyNxGkSNk6b0zU8XJ/F1FDQ0NdkOpZShz3z2QwNI2ArlZMbZVf+6Cu8d9fvFz63UDh94QQJaFWfM/VSnQbmspvnNi1IKqy3Pun/HNQTK8FNMHRtlvsbJghYli4IkTCamM2t4fmSHjBMdYayVgqTX19JleqRNtMrGf0ZjNFv+4XZCVY7ZBCaIuxkaHojniYSEBfMNATIBLQ6YiHa/JEOP8mul43Vdv1uDwyTHswx9zBTQq2K8jMaygYC8aJmnGyVqrw+8LvPo2GqrgEdZ2cXezF43FlrJWnLt0k57jM5q7wSNdtHmgYxNA0grqGoeYx1BtMpvP8uH9HyaDbURfmD37xEM3RILZ7mA999fs4uSnUQAOWp7CzUUVR4JX+iQXRn8XEseX44q480gILU1vFaz2Vyc85tqbebWpZnN8WUvWai+7Vvn+K7/fXBqZQ8EXQvuYRdNVXp5qSo8G8za2xH9K8a+HYkLW+b5eKxOUdsSkrpmT0RiKpjBRCW4yNvJmFC8bookeoSHmH5yLr+URYq55JybxNKm/gmqEFVWYCQUCPzpndVOy5c330ZwQNjaCO341Z6MRCjUym09huGlcEGUg08aM7XUykpwFojxk0hUZxPD+9BWBoClkb6swRVLowNA3PEyjAK30TfPhwL33TKRJ5gZs3iQU0ynVMMQpX7KhdpJI43t8WL/Udmk+l1FalyFLRszOaylE81HqJ7pW+f8o/B3uaw6Qz59GV8silXxY/PHMNx118bMhq37dLReJMXdnUFVMyeiORzEUKoS3KSm9mjmuTzCVwhEl9KFy1oPiT9x5bUDW2WIfnWrNU+fZqiJkGoYBZ8OLcpDwqpAA9jfsXbJjFMQYD09fIWkkihfEGB7vfxZ+9cAFVyWG7Jj/unwIEaSuLoiiYmkdQt7BdcD0F2/UIFVKMId1CV/O4brhkEi5GaYpRuMTCbgClKNx8KoljgCcnL1a8DpVSW5UiS4qisKclzseO9vKLezo2ZQTB0FQ+dLCZf3wtXxCdc+enrdeE9qXS1Hvrg5vuOkk2F3Lq/OZCCqFtjidcXrv9fa4MX8JyUthekLzXyY7mR/nQoR3L9oPRdZU//eCJin2E1puleiatRgrd3bwOAcxpKBgP7ebkzoWzm1RF48TO93Kk511k7WRpvMFUJk/agnAgSt51sBwPRfEb9CGgfxYSOZ2o6SCEwBWQtlyEEHgiyFt66lDVOKrqC5LyKM0jvc189+LsnPOoFIWrtL5ycbxSP9lSadfNPDcqbMZojNSTtVJ4FJooFE43ZKzfhPbFrldX3lnmNyUSyWZCCqFtzrk73+fS4N1xCr5P5Sa3xwXPXX6s6n4w4YC+ICWznizXM6mjsfI8p+W4u3kdZSS9n6hpc7C9gw8d2nV33EYFdM2YE1UoT40UjcWeJ0rHSOQFb07Vc6x9HFEwZquKQFMdXC9HV+QHKEqErNvBrH14TpTmT957jJGREe5YSikKd2pXA5975w4c114QtVosdbhSP1kt064bOY28mMK8NvIqKBRiQsq6T2hf7HqdOTO+Ln9PIpGsD1IIbWM84TI4dQ3fNzvXHBzWh7kwNL5p5wEt1zMpbVf2vyxHrTb7+amRorE4Uphyn7FdXrzVie16PNSaIG76TReVwv96AgJqlqh+EyEEu1ofK52Hrqt86ngbDx0+ytBsisnETxhN/ITnL3+PcPnkcaEu2fl5tWtdi4fkXkwjzzs2GdufHZe3M4CCqYdK7QvWm8Wu10aKQcn2RFaGbQxSCG1jHJEjYyVKvolyNCWH5aQ3XXWL49p+CkqPLNkzKWKsLiJUpBaG0fKIS0+9793pjIfJ2A4Xh2fQVZ0f3unl0rhKT53gHTsuEzLs0sBWr9CHqCk0xvv3Lyz7Dwd0EumfcmvijN+pWlHI2imuj/o9j/qSB6oat1K+1tL1XeME88VYjxEwiwmKoui6Pf4DIvoNFFQMLeQPPRUKiqKiKtV3iK4VnhA8e7FvQ8WgRCJZPVIIbWN0JUgkECdjzSz4niuCBPTIpqlu8YTLuTvfZ2D6GhkrSTgQY29DB69PPoim3t3Mih4X3br36YdKERfHtZlMT/PjW0le6ZvhtcEpFMATWUK6haqo6KqKrgpCho6mKijkybspAsZcQ6/j2gxMXyukeTyU0ggRQd/UVS6Mt6Cpcz/Ci3V+rnR9i5GlWomF8nSmglOaY6ap+qq6US8XXXrucj9nB8boDA+Vro3f70klaKhz+kJtJD8cSDJr6jWfByjZPnz1I5cX/Z40Um88UghtY1RFo6dxH9OZux4hH0HG6eBIZ8umCdmfu/N9ro/+bE7kQ/Gu81ATXJ/et8Djcvbs0kJoI9MShqZSH9I5d+d7JaERCsR4S2cHI4lWbk9n0JQAtggRUS0cz0/rZWwHBYWAHsbUoguOm7FmSWQncIW7oJdTzs4Q0c6Qct/C3BlrlcvjK13fYmTpxM6FfXZWg5/OtOiIvE5IG0ZTsrgiRNbtYDj90Iqjj0tFlz5woJvzQ9MYWr7QCqH43vZ7QgV11q1ibCls1+P6TI7Ojo2bByiRSNaGFELbnGM7fglPwJXhi1hOulQ1trPl0U0zD6gU+ZhnVlZUhbAxzOce+xBZh6pEzb3wqMBCoZGzUyjiOr/79hjXp/fzxkQCyxvD9PyyfX+Uhe8Ymsy28u2rI6Voge16zOZdXh9+BddzKbZxBErzxwQKEb0fVTFJOHNbGcwvj1/0+ipKTaMmMdOgI/J6WWsCv7FhVL9JRwRi5smqj7WcWf5tO1vIWA6RQLAwo+1uvwFR6NwUCaxfxdhiJPM2eady2na95gFKJJK1IYXQNkdVNB7e9V6O9b5rVX2ENoKsnSRjJRds1OA/1TtemsZwdU/16+FRWY6lhMbQ7HV+ef8v8NFAL7O5Pfz9q/9AWB8GcrjCJOt2knAOc35omvft7+I7Vwc5PzTNnYFRHrEvY2oq4JdjlweFhFABFVUMonAIwd3ZW/PL45e6vhkryUhikrZ465rfEwoujcFRrArV443BURRc5kevFmM5szz4gk/Agr5QCgrKOleMLUbMNHyPUgXWYx6gRCJZO1II3SfomkFDpOlen0ZFQkaMcCBG1k4t/N4KnuqXiyKsV1qiotAQkLVdkrlp/se/vYah17G7KcpI+hAR81DJP1MUMBnL4enzt3ljPImmKkQDDpqSw/E0FDxUZX6VnOZHlfQcOFkydmjR8viK11dAznHJOQH+35f6CAVG1xw5y9pJAloeIdTC2JG7zQ0DWn5FaarlBgw3hs1S1d6sfdhfZ6EvVECPsLf98IZUjM3H0FT21geZ9cSGzAOUbE2kD2hzIYWQ5J5TPsqiXEystA/MclGE9UpLzBEaBYGRtV1cT5BzAtyactnTIrg6mqBvJs3+tjpcMdcTFDS0kggCsF0DV4QQIoPraQR1j+KlEULB8RQ0VUEQ5v962xGChrlo6rDS9c05LrbrknU7CQX8a7LWyFnxOihKqjSOpNjcMGREqxK05d6u5RpCllftDacPEgkc5GC7ya8c2EvACKxqDbXg0e4Yg2bjhswDlEgka0cKIUnNWY1R+diOX8IVHgNTV8k7mbn9cqpkuShCrdIS89dXLjTyjoftenhCoCiCgUQjA7N5PJFgf1sdQGnYahHXE+xtiXNxeLp0/p7QyDjtmOqbgIIrVPRCVMgTKq4QaHjkvU5aotFlr3P5qJCMlSTnBEhZbaTdnSiKg0Bfc+RsvuAq1bhVIWgrebuOdDRwrKuBi8MzFQXFUn2SJlI5LgxPcaSjkeZocMVrWQuqIoebSiRbCSmEJDVjtUZlT7icuf19+qeuk7fTBI0wnfUPrri0e6n5T7VISyy1Pl/IwWt951CVLBnLYDDZxPlRv2P1aCrHnpY4PfVhHmqr48Zkcs7m/r79XdyYTM75e6PZA2SzaXrrptAUQc5TQfjrytgGaaWHB9sfrWpdxVEhh7p+kb8/e5nXx35MV3yA5sBNbBHCo4uEc4SM5a0pcjZ/NluoSkFbydt1dnCKE92NfP7dh5cUFOV9knI5h8f+4ntcG09gux6GprKvJc6Lv/0egsGNvd3J4aYSydZACiFJzViNUdnzBE/97Bukc1fwC/wVLDfNm6NnS5v3SljpWImVsNz6Hmh7jG9caiRsWPzwZgJX3BVxluNhuS4R0+DXju8EWLC5zxdxAc3gJ6O7mcg9xEOtBq+P2YylcqX5aL/98wf40KGVpbG+fXWE8cQF9jaPUqzsMpQcqnKjkDY7uqbI2WKz2ZaiGm9XtYLisb/4HldGZlBVvzJPCMGVkRke+4vv8ZPfff+S5yCjNxLJ/YkUQpKasFqj8j9dukUiexNNudv72nY9hIC+qZWXdtdyXlY51ayvON1eYNIS9RhOZEu+noCuoil+xKp4PvM393IRl3d9s+3P72xFVxVcVPa2wgPNgqzt8MiOZj52dMeK13BhaJy24DBCqP6A2AKegKA2xI7mUzW5XvNnsy1FrbxdE6kc18YTC6KPqqpwbTzBRCq3IE12r9otSCTVoH36b+b8uxy5sT7IRx9JTShuZpUobmbzsV2PyyPDZT1gBI7nYbkeacthIjXNP126huetfJxGMS1Rq6f7pdaXzNn0TfsVWUc7G3A9wb7WOB3xEAB5x6UtGuQtvU1LRqY84fCuPVE+99h+fvNAM59/92GeeP9xTvb41X4Zy0FTFd6+q5WPHl6ZCCquwXLSaEoOXVVKA2KF8P8b1PK868H6FR93rdTK23VheKrQWXohtutxYXhqwdeLUb7i3wI/yvfc5f6q/qZEItn6yIiQpCasZjNL5m1SeQPXDBVKxcWcKIXtBbkwlENT++/5aIJK6xNCcG0swWgqx1+8/AZRU+dwRz3Huxq5MDxNb0OEva1x9jTHOX10B6ZR2e901yN1FctJEQ7E0NQ6NPUkqqLWLMIVMw0CeqTUgNBv6igo9hyvD9cTNje2ASHUztt1pMP/2flduIt/40jH3AjVvWq3cC+N3BKJZCFSCElqwmo2s2IqyW+Id2OOCFIUQc7tQFWNTTGaYP76XE9waWSasWSOnvoIUdP/KJ0bnK7K4Fukkkcq78yiiinO3fl+ySNVC+Otoakc6Wzh1lg7MeMWRY+QgkBXFXobN74BYZFaeLuao0H2tcRLHqEinic40F63QHRsdLuFzWTklkgkd5GpMUnNePxgDye6/afuYhppqc2sKC6m8oeYye8iYxkIIcjYBsOpXhLOkdKxKqXWKmG7HlOZ/KIpkrXw+MEejnU1cHV0lheuD3Gmf4rZnO0PwCiIuGI0AagqNVf0SBX6IZfWYLt+5ZXjVrfuarBdj1O7Wulu+gVSzm5szwQEAT3Coa5H7kkDwiJFb9fn332Y33/XIT732H7etSeKJyqnIxfjxd9+Dwfa61EUBccTKIrCgfZ6Xvzt9yz42Y1qt1CkaOQWQiwwckskknuHfAyR1IzVGJWLIum1gWP88M1moqZDXaiOPS0NFEcmVLMpbYTpVS34anY3xWiNBaF/koCmMpLIokCpT1C10YSiR6o9WD40FEDBER6ZKoaGVlPtVOnaHGp/B6d2NRLQLGLB+D2LBM1HUwW3x14s9Tsq7ydVTSuFYFDnJ7/7/qrST+vdbqGc1Ri5JRLJxiCFkKTmrCSNUy6enmqJ8/ro7IJmg9VsShsxY6zoKQnoKnVqAFPXEEKgKDCSzLKnJV76+9VEE+Z7pMoRAgL64t2YVyL8Kl2bojfmXnuv5jN/eG3WTnF99GcAVbdSsF0PVVX4hd3tVQvxalJyaymxLxq59QqivGjk/sU9nSs6puT+QFaKrT9SCEk2BYam8hsndi3Y3KvxiWyU6bXcU6KpCm3RIEOJDKqiYLt+n6AAWtXRhLkeqbtDQ8H3SPU07l80UlOt8NtIQ7Dj2lX3Dlrs9xcbXjswvXwrhdVEBauJYtYi2rhSI7dEItk4pBCSbBpW2wNoo0yv8z0l+1rjAIym/NSWqWsc76re4Hs3NXMIuDs01BVBXKuDkzsre3ZWIm5qeW0Wi4h4wuXcne+vOp1VpOLw2uL3ytKEi53HWqKCS0UxaxFtXKmRWyKRbBxSCEk2HSutkKpkenU9geW6mLpWM9PrfE+Joijsb6tjd1OM/W1xPn5814qjK3dTM0cZSe8natocbO+g25paVESsRNzUwhDseYJvXuzj1f4JXA+i5tyISC3SWTBveO387wVimFqUZy/2VYzMuEKsS+SrlhG1F3/7PQuqxg6011U0cku2L3Ly/OZDCiHJlqdcoKgKpd4+eceltz7Cv1wZqJlpupKnpNgocTXHXywKdubM9KK/sxJxs1ZDsOcJ/vDbZ3n59hiuJzA0lfZYCKdQlffBAx1rSmeVM39oa5Hi0NZvXx1ZNDLz6ANt6xIVrGVEbSVGbolEsnFIISTZFhQFylNnb3NnOoWpa/TWR9jXGq+paXq9RnisJAq2UnGzlh49/3jxDj+5M+4X9ysCIWA4kQVA11TesTtSVTqrWhYb2nqw+1388wtXFo3MvGdfZ0Wx4nq+mT2oV5+iK8d2LLLWDCoxgoG5r89qS+ybo0FpjJZINhFSCEm2Baqq8IED3ZwdnBBqcHkAAB0PSURBVGJHY4SAppU2TU2h5sbgez1ZfCXiZrXizXY9Xu2bYCyZJed4uJ4//ywS0FEU6K6P4AhzyXTWYlVvi7HY0NapTH7JyEzOceeIw2LX78FEhnjA4L++cKl0faqJ3OXyFn/8/P8kFhjhwTqL2bxO/0Qj7Q0/j6YZ61JiL5FUQvv038jKsXVGCiHJhrKeU76TeZuc7W5Yp+B7yWrEzUrFWzJvc3UsQcZ2UQBV8dNUybyN43loKtSHwkums1bbn2j+0NZq0oHl4vDc4BRvTCRRFQXPE7x0a4yrY7N4QvDRI8vPafvj5/8n7dG+QpNLhTrTJd42ysXRH9PT/M4Vd72WSCSblw0VQslkks9+9rOkUils2+YP/uAPOH78OOfOneOJJ55A0zROnTrFpz71qY08LckGsBENDze6U/BmYD0jU0FdI5l3iJk6yZxdEjoKkLNdTnT5EZHF0llr6VQ9vxS/2nTghw/38p59nfzvf/sjmsJm6WeFEIwmszxz7g6/crBnSdE4lU4TC4yUOn0DKAooqOxumOH/fNtu2uIbP5NNsj346kcuS8N0jaiVpthQIfS1r32Nn/u5n+MTn/gEN2/e5NOf/jTf/OY3+cIXvsCXv/xlenp6+OQnP8mVK1c4cODARp6aZJ3ZiIaHG9kp+H4g57jUBw3cgjE6ZTl4ni8KOmIhfnFPB7B4Oms1LFWKX206MJm3GU/m0Oe93qqiMDCTZiqTpy0WWvQcro2NEAlYzO327RMN2NycHJNCSCLZBNRKU2yoEPrEJz5BIBAAwHVdTNMklUphWRa9vf5meOrUKV5++WUphLYRG9nUrxbDOyU+MdPgSGcj18ZmUVWFmOmiKgod8RC7m2ILom/z01mrYblS/GrTgaKCiFnq6+Xsa23nB1cDRAML57yl7QD7WttXsCKJRLJe1EpTrJsQeuaZZ/j6178+52tPPvkkR44cYXx8nM9+9rN8/vOfJ5VKEY1GSz8TiUTo7+9f9viXLl2qyXmeOXOmJsfZrGyG9c3mXW71T2BqCzehvCv40St56syVV/UstrYeoKNRkLY9IoZAt8Y5e3Z8xce/12yG1y6WSxB1sjwYUrBcwXDa4uZImsmpaf7z5Bh764M82h1DrVA1thzz1+cJlxv5czgVBq1eHzyHO9G4ZINGx/Nfc1NTiHo5xjPOHNkjgJagzu2rlxlYJh07nqgj0jQG844wnqjj1tWr3Frh2rYbcn1r499/Y2UP+tv9elfDemqKdRNCp0+f5vTp0wu+fu3aNX7v936Pz33uc7z1rW8llUqRTqdL30+n08Tj8WWPf+jQIUxzbd6IM2fOcPLkyTUdYzOzWdZnux4/Sl5c9Pu/8MjhFUeENsva1ovNsr7jx+96u84NTpHX8+ztDLOvNY6iKMx6gkGzccXpzUrrS+amuHH+exhKhbSacNh/6EFiwYURp0r+s+MP9HJjMsF4Ol9qXtgaDfLx47t45Mjy53rw0OFS1VjEsEjbAZJWO09++BMEzcCK17adkOurTD6fX/YB/fe/u5fhtI37pe17/VZDNdduPTXFhqbG3nzzTX7nd36HP//zP2f//v0ARKNRDMOgr6+Pnp4eXnrpJWmW3mZI787WpVid9p59nfzx987PaUsAtU1vLtdZerFS/Er+M11TeKA5zkPtKjNZi/pQYEXjT4JmgCc/9Emm0mmujY2wr7Wdxkhk9YuTSCQ1p1aaYkOF0Je+9CUsy+KJJ54A/BP+yle+whe/+EU+85nP4Loup06d4ujRoxt5WpINoJJ352hnA6d2tZae2CWbl5zjIgQLfF5Qu9YEy3WWrmTAXsx/pmsqugaffewgOcdddbuGxkiEt+16YOWLkUgk606tNMWGCqGvfOUrFb9+7Ngxnn766Y08FckGU973ZjZr8YMbI1wameHf+ybWpZReUls2qjXBSkvxlxuBkXPcbdM7SiKRzKVWmkI2VNzCrGdzwvXC0FReujXGhaGZdS2ll9SWjUpvrrQU/37sHSWRSGqLFEJbkI1oTrhebGQpvaS2bGRrgmpL8TdCoG3FBw7J5kb79N+U/lmOz7j3SCG0BdmI5oTrxVKpjGTOpm86RW9DVG44m5D1Gji7VtZLoG3lBw6JRFI9UghtMbZ6RKVSKqM4IHM0leMvXn6DqCk3nM3MvR44O5/1Emhb+YFDIpFUz+bdMSUVKUZUKlGs3tnMFFMZridKX7s2lmBwNkNbNEjUvLvhPHd5+caa2xnb9ZjK+H1wJMtTFGi1Soct9cAhXxOJZPsgI0JbjO1gDi1PZSRzNqOpHF11fpO+IlslwrUeeJ7gB/0JvjVxUaZk7hHLVaPVol2ARCLZHNxfO8w2oFJEBXxz6NHOhi0hGoqpjM+/+zD/6e17OdndxP62ujm9Y2BrRLjWg+cu93N1KgswJyWzmgiZjCqtju3wwCGRSKpDRoS2INtlsKihqfQ2REvpsPncjxtOMSUzf3bXSiNk0ui7NmQ3dMl6IivFNhdSCG1BNmv1zmqQG85cqvGAVZOSkUbftbNdHjgkEsnSSCG0hdls1TurRW44dymmZGYqfK/aCNlWryzcLGynBw6JRLI4UghJ7jmVNhyAmZx1320+xQjZwODgnK+vJEImjb61Zbs8cEgkkspIISTZNBiaSn0wcN97Wx4/2MONGzdIwaoiZNLoK5FIJNUjhZBkUyG9LX6E7J09cY4cO7yqlIz0XUkkEkn1yDuiZNMgm9jNZS0NAh8/2MOJbn9WV9F8fb/6riSSzYSsGNt8yIiQZNMgvS21Qxp9JRKJpDrknVGyaZDeltpTy7ET641s/iiRSO4FMiIk2TRIb8v9iWz+KJFI7iVyZ9mm2K7HbN7dck/X0tty/1E0yMPaR4pIJBLJSpERoW1G+dP1rf4JfpS8uKWerqW35f5CNn+USCT3GimEthnl5eem5m8uW7H8XDaxuz+QBnnJ/Yb26b8p/bOsINscyEetbYQsP5dsNWphkJcma4lEshZkRGgbIZ+uJVuNtRjkpclaIpHUAhkR2kbI8nPJVmS1BnlpspZIJLVARoS2EbL8XLIVWY1BXpqsJRJJrZBCaJtRfIo+PzRN3hUAHO1s4NSuVmzXk5uDZNOyEoO8TANLtirSIL35kEJom1H+dP1vP80xE63j0sgM/943IT0Ukm2DTANLJJJaIcMD2xRDUzk/nuHC0AwgPRSS7UUxDex6Ys7XXU9wtLNBRj4lEknVyLvFNsV2Pa7P5GQpvWTbIruQSySSWiBTY9uUZN4m74iK35MeCsl2QHYhl0gktUAKoW1KzDQw9co+IOmhkGwnZBdyiUSyFuTj0zbF0FT21gelh0IikUg2CTf+8CP3+hQkFZC74Tbm0e6Y9FBIJBKJRLIEMjW2jVEV6aGQSCQSiWQppBC6D5AeColEIpFIKiPDAxKJRCKRSO5bpBCSSCQSiURy3yKFkEQikUgkkvsWKYQkEolEIpHct2yoWTqTyfDpT3+aRCKBYRj82Z/9GW1tbZw7d44nnngCTdM4deoUn/rUpzbytCQSiUQikWwxaqUpNjQi9PTTT3Pw4EH+9m//lscff5y/+qu/AuALX/gCX/rSl/i7v/s7zp8/z5UrVzbytCQSiUQikWwxaqUpNjQi9IlPfALXdQEYGhoiHo+TSqWwLIve3l4ATp06xcsvv8yBAwc28tQkEolEIpFsIWqlKdZNCD3zzDN8/etfn/O1J598kiNHjvCbv/mbXL9+na997WukUimi0WjpZyKRCP39/cse/9KlSzU5zzNnztTkOJuV7by+7bw2kOvbymzntYFc32qp1b51P7KemmLdhNDp06c5ffp0xe/99V//NTdu3OC3fuu3ePbZZ0mn06XvpdNp4vH4ssc/dOgQprm2JoFnzpzh5MmTazrGZmY7r287rw3k+rYy23ltINe3GPl8flmhU4t9aztSzbVbT02xoR6hv/zLv+TZZ58FfJWmaRrRaBTDMOjr60MIwUsvvcTDDz+8kaclkUgkEolki1ErTbGhHqGPfexj/P7v/z7f+MY3cF2XJ598EoAvfvGLfOYzn8F1XU6dOsXRo0c38rQkEolEIpFsMWqlKTZUCDU3N/PVr351wdePHTvG008/vZGnIpFIJBKJZAtTK00hGypKJJKqsF2PqUwe2/Xu9alIJBJJzZDT5yUSyZJ4nuC5y/2cH5omYzmEAzpHOxt4/GAPqqrc69OTSLYMDzzxTQb++OP3+jQk85ARIYlEsiTPXe7ntYEpAMIB/9nptYEpnru8fJsLiUQi2exIISSRSBbFdj3OD02jzYv8aKrC+aFpmSaT/P/t3XlUVPX/x/HnDKuCpqZ2JMPcC1FTcymXOpaamhBkhppLpqlJlBmBCopCFqlZmpW2mJJF5kZlHkWt45ILddyP2fEXkohSopWAOcPM/f3BYQK3bwpHmJnX47+5n7l3Pu/7YT73zf3c+XxEnJ4SIRG5qvMXrRRaiq5YVmgp4vxF602ukYhIxVIiJCJXVcPHyzEcdqnq3p7U8PG6yTUSEalYSoRE5Kq8PMy0DaiNzW6U2W6zG7QNqI2Xh7oQEXFu6sVE5JpCWt1B+4Z1ABzDZO0b1iGk1R2VWS0RkQqhn8+LyDWZzSYeax1I/6CGnL9opYaPl+4EiYjLUG8mIv+Jl4eZOtV9LkuCNNGiiDgz3RESkRuiiRZFxBXojpCI3BBNtCgirkCJkIhcN020KCKuQomQiFw3TbQocv3+b2pYZVdBrkCJkIhcN020KCKuQomQiFw3TbQoIq5CvZWI3BBNtCgirkA/nxeRG6KJFkXEFSgREpFyKZloUUTEGenfNxEREXFbSoRERETEbSkREhEREbelREhERETclhIhERERcVtKhERERMRtKRESERERt6VESERERNyW002oaBjFaxtZLJYKOd7Fixcr5DhVlSvH58qxgeJzZq4cGyi+Kym5JpVco0qr6OuWq7nWubsZTEZlffINOn/+PL/88ktlV0NEROQyLVq0oEaNGmW26br131zp3N0MTpcI2e12CgoK8PLywmQyVXZ1REREMAwDq9WKn58fZnPZp0503bq2a527m8HpEiERERGRiqKHpUVERMRtKRESERERt6VESERERNyWEiERERFxW043j1B57N+/nzlz5pCSkkJWVhaxsbGYTCaaN2/O9OnTK+Vp9YpgtVqZMmUKJ0+exGKxMH78eJo1a+Yy8dlsNuLi4sjMzMRkMjFjxgx8fHxcJr4SeXl5hIeH8/HHH+Pp6elS8YWFheHv7w9Aw4YNefLJJ3n11Vfx8PCgW7duREZGVnINb9yiRYvYsmULVquVwYMH06lTJ5dpu9WrV7NmzRqgeG6dI0eOkJKS4jJtZ7VaiY2N5eTJk5jNZhITEyv8u2e320lISODo0aN4e3uTlJREo0aNKjAK51Fl+wHDTSxevNh49NFHjSeeeMIwDMMYO3assWvXLsMwDCM+Pt7YuHFjZVavXFauXGkkJSUZhmEY586dMx544AGXii89Pd2IjY01DMMwdu3aZYwbN86l4jMMw7BYLMZzzz1n9O7d2zh27JhLxffPP/8YoaGhZbaFhIQYWVlZht1uN0aPHm0cPny4kmpXPrt27TLGjh1r2Gw2Iz8/35g/f75LtV1pCQkJRmpqqsu0nWEU9y1RUVGGYRjG9u3bjcjIyApvvw0bNhgxMTGGYRjG3r17jXHjxpWv0k6qKvcDzvlvyg0IDAxkwYIFjteHDx+mU6dOAPTo0YMffvihsqpWbo888ggvvPACUDwfg4eHh0vF9/DDD5OYmAhATk4ONWvWdKn4AJKTk4mIiKB+/fqAa/19/vzzz1y4cIFRo0YxfPhwMjIysFgsBAYGYjKZ6Natm9PGt337dlq0aMGECRMYN24cDz74oEu1XYmDBw9y7Ngx+vfv7zJtB9C4cWNsNht2u538/Hw8PT0rvP1++uknunfvDsA999zDoUOHyl1vZ1SV+wG3GRrr06cP2dnZjteGYTgmtvLz8+P8+fOVVbVy8/PzAyA/P5+oqChefPFFkpOTXSY+AE9PT2JiYkhPT2f+/Pns2LHDZeJbvXo1derUoXv37ixevBhwrb9PX19fnnnmGZ544gmOHz/OmDFjqFmzpqPcz8+PEydOVGINb9y5c+fIycnh/fffJzs7m/Hjx7tU25VYtGgREyZMID8/3zG0Ac7ddgDVq1fn5MmT9O3bl3PnzvH++++TkZFRoe136Tnz8PCgqKgIT0+3ufwCVbsfcK+WKKX0mG9BQUGZBnFGp06dYsKECQwZMoQBAwYwe/ZsR5krxAfFd01efvllBg0aVGYtIGePb9WqVZhMJnbu3MmRI0eIiYnh7NmzjnJnj69x48Y0atQIk8lE48aNqVGjBn/++aej3Jnjq1WrFk2aNMHb25smTZrg4+PD6dOnHeXOHFuJv//+m8zMTLp06UJ+fj4FBQWOMmeP75NPPqFbt25MmjSJU6dOMWLECKxWq6O8IuLz9/cvc87sdrvbJUFQtfsBtxkau1RQUBC7d+8GYOvWrdx7772VXKMbd+bMGUaNGkV0dDQDBw4EXCu+tWvXsmjRIgCqVauGyWQiODjYZeJbvnw5n376KSkpKdx9990kJyfTo0cPl4lv5cqVvP766wDk5uZy4cIFqlevzm+//YZhGGzfvt1p4+vQoQPbtm3DMAxHbPfdd5/LtB1ARkYG9913H1B8Uffy8nKJtgOoWbOmY22rW265haKiogrvO9u3b8/WrVsB2LdvHy1atChfpZ1UVe4H3GqJjezsbF566SVWrFhBZmYm8fHxWK1WmjRpQlJSEh4eHpVdxRuSlJTE+vXradKkiWPb1KlTSUpKcon4CgsLmTx5MmfOnKGoqIgxY8bQtGlTl2m/0oYNG0ZCQgJms9ll4rNYLEyePJmcnBxMJhMvv/wyZrOZWbNmYbPZ6NatGxMnTqzsat6wN954g927d2MYBhMnTqRhw4Yu03YAH374IZ6enowcORIovpi7StsVFBQwZcoU/vjjD6xWK8OHDyc4OLhC26/kV2O//PILhmEwa9YsmjZtWoFROIeq3A+4VSIkIiIiUprbDo2JiIiIKBESERERt6VESERERNyWEiERERFxW0qERERExG0pERK5CbKzswkODiY0NJTHHnuM/v378/TTT5eZfO96rV69mtjYWADGjBlDbm7uVd87f/58fvzxx+s6fsuWLcu8zs/Pp127dpd9zp49ewgLC7uuY4nIlZXuK0JDQ+nTpw9RUVGcOXOGgwcPMnXq1Kvue+LECaZMmXLFss8//5zPP/8cuP7v45YtW1iyZMllx3EV7je9pUglqV+/PmlpaY7Xc+fOJTExkYULF5b72B988ME1yzMyMujcuXO5PsPf359evXqxbt06Ro0a5di+du1aHn/88XIdW0T+VbqvMAyDN998k6ioKD777DNat2591f1ycnKuukzF4MGDb7g+hw8frpDjVFVKhEQqyb333suWLVsA6NmzJ23atOHIkSN89tlnbNu2jaVLl2K322nVqhXTp0/Hx8eHtWvX8t577+Hv78/tt99O9erVHfsvW7aMevXqMWPGDH766Se8vLx47rnnsFgsHDp0iLi4ON555x18fX1JSEjgzz//xNfXl/j4eIKCgsjOziY6OprCwkLatm17xTo//vjjJCcnOxKhixcv8v333xMTEwPAvHnz2LlzJ3/99Re1a9dmwYIF1KtXz7F/ycLHzz//fJl6N2jQgDfeeIM9e/Zgs9kIDw93TOAn4s5MJhPPP/88Xbt2ZdmyZaSnp5OSksKSJUtYs2YNZrOZNm3aMHPmTJKSksjOzmbGjBk88sgjzJ49G7vdTvPmzWnYsCHw73cvPj6eAwcOULt2bWbNmkVAQADDhg0jMjKSzp07k52dzfDhw1m8eDGpqakABAQEkJOT4zjOd999x1tvvYXdbueOO+5g5syZ1K1bl549exISEsL27du5cOECycnJBAcHV84J/A80NCZSCaxWK+vXr6d9+/aObT169GDDhg2cPXuWFStWkJqaSlpaGrfeeisfffQRubm5zJkzh+XLl/PFF1+UWb+oREpKCoWFhaxfv54lS5awcOFC+vXrR3BwMElJSbRs2ZKYmBiio6NZs2YNiYmJjtlcExMTCQ8PJy0trUy9SuvUqRN///03v/76KwCbNm2iS5cu3HLLLWRlZfHrr7+SmprKhg0bCAwM5Ouvv/5P52PFihUArFmzhpUrV7J58+brHsoTcVXe3t40atSIunXrAlBUVMSiRYtYtWoVq1evxmQykZubS1xcHMHBwUyfPh2A48ePs3TpUpKTky87ZseOHUlLS6NXr168+uqrV/3sZs2aERERQURERJk7v3l5eUybNo2FCxfy9ddf0759e2bOnOkor1WrFitXriQiIsKxRFJVpTtCIjfJ77//TmhoKFA83XybNm2YNGmSo7zkLszu3bvJyspi0KBBQHHSFBQUxN69e2nXrp2jMxwwYAC7du0q8xkZGRkMGjQIs9lMvXr1WLduXZnygoICDh06xOTJkx3bCgsLOXfuHHv27GHu3LkAhISEEBcXd1kMJpOJsLAwvvnmG6KiokhLS3PcuWnUqBExMTF8+eWXZGZmsm/fPgIDA//TuSlZcLYknsLCQo4ePerU61iJVCSTyYSvry8Anp6etGvXjoEDB/LQQw8xdOhQbrvtNo4fP15mn5LFTS/l6+tLSEgIAKGhobz11lvXXZ8DBw7Qpk0bx52mJ598ksWLFzvKu3fvDkDz5s3ZuHHjdR//ZlIiJHKTXPqM0KV8fHwAsNls9O3b15GIFBQUYLPZ2LlzJ3a73fH+K61gfem2rKwsGjRo4Hhtt9vx9vYuU4/Tp09Tq1YtoPh5BCjudE0m0xXrGRYWxqhRoxgyZAiZmZmOBTkPHTrEpEmTGDlyJH369MFsNnPpCj4mk6lMDCUrfdtsNqKjo+nduzcAZ8+edQz7ibg7i8VCZmYmeXl5jm3vvvsu+/btY+vWrYwePZo5c+Zctl9J4nQps/nfwSDDMMr0GyXf2aKiomvWqfT3uGS/0vuU9GdX60eqEg2NiVQxnTt3Jj09nby8PAzDICEhgaVLl9KhQwf2799Pbm4udrudb7/99rJ9O3bsyPr16zEMg7y8PJ566iksFgseHh7YbDZq1KjBnXfe6UiEduzYwdChQwG4//77+eqrrwDYuHEjFovlivULCAggICCA+fPnExoa6ujoMjIy6NSpE4MHD6ZZs2bs2LEDm81WZt/atWtz7NgxoPg/yj/++AOALl26sGLFCqxWKwUFBQwZMoT9+/dXwNkUcW52u50FCxbQtm1bxx3Ws2fP0rdvX1q0aMELL7xA165dOXr0KB4eHv8zgYHiO66bN28GYNWqVdx///1A2e/npk2bHO+/0nHbtm3L/v37yc7OBuCLL74o9w8yKovuCIlUMXfddReRkZGMGDECu93O3XffzbPPPouPjw9xcXGMHDmSatWq0axZs8v2HTJkCElJSY7b3vHx8fj7+9O9e3emT59OcnIys2fPJiEhgQ8//BAvLy/mzZuHyWRi2rRpREdHk5qaSuvWrfHz87tqHcPDw3nllVdIT093bOvXrx+RkZEMGDAALy8vWrZs6egkS79nw4YN9OvXj1atWhEUFARAREQEWVlZhIWFUVRURHh4uNN2qiLlVXoYvaQPmDt3LkePHgWgTp06REREMHDgQKpVq0aDBg0ICwvDarVy/vx5oqOjGThw4FWPX7NmTTZt2sTbb7/NbbfdxmuvvQbA6NGjiY2NZdWqVTz00EOO93fs2JGYmBjHsDxA3bp1mTlzJpGRkVitVgICAq75rFFVptXnRURExG1paExERETclhIhERERcVtKhERERMRtKRESERERt6VESERERNyWEiERERFxW0qERERExG0pERIRERG39f+3xXro6gDTRAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 648x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Instantiate the linear model and visualizer \n",
    "model = Ridge()\n",
    "visualizer = ResidualsPlot(model)\n",
    "\n",
    "visualizer.fit(X_train, y_train)  # Fit the training data to the visualizer\n",
    "visualizer.score(X_test, y_test)  # Evaluate the model on the test data \n",
    "g = visualizer.show()             # Finalize and render the visualizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Prediction Error Plot \n",
    "\n",
    "Yellowbrick's `PredictionError` Visualizer plots the actual targets from the dataset against the predicted values generated by the model. This allows us to see how much variance is in the model. Data scientists can diagnose regression models using this plot by comparing against the 45-degree line, where the prediction exactly matches the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Instantiate the linear model and visualizer \n",
    "model = Lasso()\n",
    "visualizer = PredictionError(model)\n",
    "\n",
    "visualizer.fit(X_train, y_train)  # Fit the training data to the visualizer\n",
    "visualizer.score(X_test, y_test)  # Evaluate the model on the test data \n",
    "g = visualizer.show()             # Finalize and render the visualizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Alpha Selection Visualizer\n",
    "\n",
    "The `AlphaSelection` Visualizer demonstrates how different values of alpha influence model selection during the regularization of linear models. Since regularization is designed to penalize model complexity, the higher the alpha, the less complex the model, decreasing the error due to variance (overfit). However, alphas that are too high increase the error due to bias (underfit). Therefore, it is important to choose an optimal alpha such that the error is minimized in both directions.\n",
    "\n",
    "To do this, typically you would you use one of the \"RegressionCV” models in scikit-learn. E.g. instead of using the `Ridge` (L2) regularizer, use `RidgeCV` and pass a list of alphas, which will be selected based on the cross-validation score of each alpha. This visualizer wraps a “RegressionCV” model and visualizes the alpha/error curve. If the visualization shows a jagged or random plot, then potentially the model is not sensitive to that type of regularization and another is required (e.g. L1 or Lasso regularization)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a list of alphas to cross-validate against \n",
    "alphas = np.logspace(-10, 1, 400)\n",
    "\n",
    "# Instantiate the linear model and visualizer \n",
    "model = LassoCV(alphas=alphas)\n",
    "visualizer = AlphaSelection(model)\n",
    "\n",
    "visualizer.fit(X, y)              # Fit the data to the visualizer\n",
    "g = visualizer.show()             # Finalize and render the visualizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Classifier Evaluation \n",
    "\n",
    "Classification models attempt to predict a target in a discrete space, that is assign an instance of dependent variables one or more categories. Classification score visualizers display the differences between classes as well as a number of classifier-specific visual evaluations. We currently have implemented three classifier evaluations:\n",
    "\n",
    "- ClassificationReport: Presents the confusion matrix of the classifier as a heatmap \n",
    "- ROCAUC: Presents the graph of receiver operating characteristics along with area under the curve\n",
    "- ClassBalance:  Displays the difference between the class balances and support \n",
    "\n",
    "Estimator score visualizers wrap Scikit-Learn estimators and expose the Estimator API such that they have fit(), predict(), and score() methods that call the appropriate estimator methods under the hood. Score visualizers can wrap an estimator and be passed in as the final step in a Pipeline or VisualPipeline."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Classifier Evaluation Imports \n",
    "\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.linear_model import LogisticRegression \n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "from yellowbrick.classifier import ClassificationReport, ROCAUC, ClassBalance,  ConfusionMatrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Classification Report \n",
    "\n",
    "The classification report visualizer displays the precision, recall, and F1 scores for the model. Integrates numerical scores as well color-coded heatmap in order for easy interpretation and detection. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Load the classification data set\n",
    "data = load_data('occupancy') \n",
    "\n",
    "# Specify the features of interest and the classes of the target \n",
    "features = [\"temperature\", \"relative humidity\", \"light\", \"C02\", \"humidity\"]\n",
    "classes = ['unoccupied', 'occupied']\n",
    "\n",
    "# Extract the numpy arrays from the data frame \n",
    "X = data[features].as_matrix()\n",
    "y = data.occupancy.as_matrix()\n",
    "\n",
    "# Create the train and test data \n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Instantiate the classification model and visualizer \n",
    "bayes = GaussianNB()\n",
    "visualizer = ClassificationReport(bayes, classes=classes)\n",
    "\n",
    "visualizer.fit(X_train, y_train)  # Fit the training data to the visualizer\n",
    "visualizer.score(X_test, y_test)  # Evaluate the model on the test data \n",
    "g = visualizer.show()             # Finalize and render the visualizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Confusion Matrix \n",
    "\n",
    "The `ConfusionMatrix` visualizer displays the accuracy score of the model, i.e., it shows how each of the test values predicted classes compare to their actual classes. It provides the numerical scores as well as a color-coded heatmap to provide data scientists a clearer view of the model performance on each of the individual classes and is particularly useful for imbalanced datasets. More information can be found by looking at the [scikit-learn documentation](http://scikit-learn.org/stable/modules/generated/sklearn.metrics.confusion_matrix.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Instantiate the classification model and visualizer \n",
    "bayes = GaussianNB()\n",
    "visualizer = ConfusionMatrix(bayes)\n",
    "\n",
    "visualizer.fit(X_train, y_train)  # Fit the training data to the visualizer\n",
    "visualizer.score(X_test, y_test)  # Evaluate the model on the test data \n",
    "g = visualizer.show()             # Finalize and render the visualizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ROCAUC \n",
    "\n",
    "Plot the ROC to visualize the tradeoff between the classifier's sensitivity and specificity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Load the classification data set\n",
    "data = load_data('occupancy') \n",
    "\n",
    "# Specify the features of interest and the classes of the target \n",
    "features = [\"temperature\", \"relative humidity\", \"light\", \"C02\", \"humidity\"]\n",
    "classes = ['unoccupied', 'occupied']\n",
    "\n",
    "# Extract the numpy arrays from the data frame \n",
    "X = data[features].as_matrix()\n",
    "y = data.occupancy.as_matrix()\n",
    "\n",
    "# Create the train and test data \n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Instantiate the classification model and visualizer \n",
    "logistic = LogisticRegression()\n",
    "visualizer = ROCAUC(logistic)\n",
    "\n",
    "visualizer.fit(X_train, y_train)  # Fit the training data to the visualizer\n",
    "visualizer.score(X_test, y_test)  # Evaluate the model on the test data \n",
    "g = visualizer.show()             # Finalize and render the visualizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ClassBalance \n",
    "\n",
    "Class balance chart that shows the support for each class in the fitted classification model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Load the classification data set\n",
    "data = load_data('occupancy') \n",
    "\n",
    "# Specify the features of interest and the classes of the target \n",
    "features = [\"temperature\", \"relative humidity\", \"light\", \"C02\", \"humidity\"]\n",
    "classes = ['unoccupied', 'occupied']\n",
    "\n",
    "# Extract the numpy arrays from the data frame \n",
    "X = data[features].as_matrix()\n",
    "y = data.occupancy.as_matrix()\n",
    "\n",
    "# Create the train and test data \n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WcQQEt5zLXH1sEwAA4AfA6RgAAGAFEQIAAKwgQgAAgBVECAAAsOK2eneM4zjKz8+Xj49Pmc9DAAAA1ZMxRkVFRfL39/d85lGp2ypC8vPztWfPHtvTAAAAt1hoaOg1nzp9W0VI6ScbhoaG3rIPHsLNy87OvuYPhwFAdcFj2O2hsLBQe/bsKffTi2+rCCk9BePr6ys/Pz/Ls4Ekvg8AqjUew24f5b3MghemAgAAK4gQAABgBRECAACsIEIAAIAVRAgAALCCCAEAAFYQIQAAwAoiBAAAWEGEAAAAK4gQAABgBRECAACsIEIAAIAVRAgAALCCCAEAAFYQIQAAwAoiBAAAWEGEAAAAK4gQAABgBRECAACsIEIAAIAVRAgAALCCCAEAAFYQIQAAwAoiBAAAWEGEAAAAK4gQAABghbftCfyQ3C8stT2F6mfZTtszqDZKXouzPQUAqFY4EgIAAKwgQgAAgBVECAAAsIIIAQAAVhAhAADACiIEAABYQYQAAAAriBAAAGAFEQIAAKwgQgAAgBVECAAAsKLSvx1TUlKiiRMn6sCBA3K5XJoyZYr8/PyUmJgol8ulpk2bKiUlRV5eXlqwYIE2bdokb29vJSUlKSwsTIcOHSp3WQAA8J+t0hrYuHGjJGn58uWKj4/X66+/runTpys+Pl7Lli2TMUYbNmxQTk6Otm3bppUrVyotLU1TpkyRpHKXBQAAqDRCunfvrtTUVEnS8ePHFRQUpJycHLVv316S1KVLF23ZskWZmZmKioqSy+VS3bp1VVJSotzc3HKXBQAAqPR0jCR5e3srISFBf/3rX/XGG29o8+bNcrlckiR/f3+dP39eeXl5Cg4O9lyndNwYc82ylcnOzr6ZfQGsyszMtD0FAFfhfnl7u6EIkaSZM2dqwoQJeuyxx1RQUOAZz8/PV1BQkAICApSfn19mPDAwsMzrP0qXrUyrVq3k5+d3o1O7cct23vp1At+KiIiwPQUAV8jMzOR+eRsoKCi47sGFSk/HfPDBB3rrrbckSTVr1pTL5VKrVq20detWSVJ6eroiIyMVHh6ujIwMOY6j48ePy3EchYSEqEWLFtcsCwAAUOmRkIceekgvv/yyHn/8cRUXFyspKUmNGzfWpEmTlJaWpkaNGik6Olput1uRkZGKiYmR4zhKTk6WJCUkJFyzLAAAgMsYY2xPolTpIZuqOh3jfmHpLV8nUKrktTjbUwBwBU7H3B4qem7nAzsAAIAVRAgAALCCCAEAAFYQIQAAwAoiBAAAWEGEAAAAK4gQAABgBRECAACsIEIAAIAVRAgAALCCCAEAAFYQIQAAwAoiBAAAWEGEAAAAK4gQAABgBRECAACsIEIAAIAVRAgAALCCCAEAAFYQIQAAwAoiBAAAWEGEAAAAK4gQAABgBRECAACsIEIAAIAVRAgAALCCCAEAAFYQIQAAwAoiBAAAWEGEAAAAK4gQAABgBRECAACsIEIAAIAVRAgAALCCCAEAAFYQIQAAwAoiBAAAWEGEAAAAK4gQAABghXdFFxYVFSkpKUnHjh1TYWGhRo0apbvvvlvPPPOM/uu//kuSFBsbq169emnBggXatGmTvL29lZSUpLCwMB06dEiJiYlyuVxq2rSpUlJS5OVF9wAAgEoiZN26dQoODtbs2bP1zTffqF+/fho9erSeeuopDRs2zLNcTk6Otm3bppUrV+rEiRMaO3asVq9erenTpys+Pl4dOnRQcnKyNmzYoB49elT5TgEAgNtfhRHSs2dPRUdHS5KMMXK73crOztaBAwe0YcMGNWjQQElJScrMzFRUVJRcLpfq1q2rkpIS5ebmKicnR+3bt5ckdenSRZs3byZCAACApEoixN/fX5KUl5en5557TvHx8SosLNTAgQPVqlUrLVq0SG+++aYCAwMVHBxc5nrnz5+XMUYul6vM2I3Izs6+2f0BrMnMzLQ9BQBX4X55e6swQiTpxIkTGj16tAYPHqw+ffro3LlzCgoKkiT16NFDqampevDBB5Wfn++5Tn5+vgIDA8u8/iM/P99zvcq0atVKfn5+33VfKrds561fJ/CtiIgI21MAcIXMzEzul7eBgoKC6x5cqPBVomfOnNGwYcP04osvasCAAZKk4cOHKysrS5L02WefqWXLlgoPD1dGRoYcx9Hx48flOI5CQkLUokULbd26VZKUnp6uyMjIW7lfAACgGqvwSMjixYt17tw5LVy4UAsXLpQkJSYmatq0afLx8dGdd96p1NRUBQQEKDIyUjExMXIcR8nJyZKkhIQETZo0SWlpaWrUqJHn9SUAAAAuY4yxPYlSpYdsqup0jPuFpbd8nUCpktfibE8BwBU4HXN7qOi5nQ/tAAAAVhAhAADACiIEAABYQYQAAAAriBAAAGAFEQIAAKwgQgAAgBVECAAAsIIIAQAAVhAhAADACiIEAABYQYQAAAAriBAAAGAFEQIAAKwgQgAAgBVECAAAsIIIAQAAVhAhAADACiIEAABYQYQAAAAriBAAAGAFEQIAAKwgQgAAgBVECAAAsIIIAQAAVhAhAADACiIEAABYQYQAAAAriBAAAGAFEQIAAKwgQgAAgBVECAAAsIIIAQAAVhAhAADACiIEAABYQYQAAAAriBAAAGAFEQIAAKwgQgAAgBXeFV1YVFSkpKQkHTt2TIWFhRo1apSaNGmixMREuVwuNW3aVCkpKfLy8tKCBQu0adMmeXt7KykpSWFhYTp06FC5ywIAAFRYBOvWrVNwcLCWLVumX//610pNTdX06dMVHx+vZcuWyRijDRs2KCcnR9u2bdPKlSuVlpamKVOmSFK5ywIAAEiVREjPnj01btw4SZIxRm63Wzk5OWrfvr0kqUuXLtqyZYsyMzMVFRUll8ulunXrqqSkRLm5ueUuCwAAIFVyOsbf31+SlJeXp+eee07x8fGaOXOmXC6X5/Lz588rLy9PwcHBZa53/vx5GWOuWfZGZGdn39TOADZlZmbangKAq3C/vL1VGCGSdOLECY0ePVqDBw9Wnz59NHv2bM9l+fn5CgoKUkBAgPLz88uMBwYGlnn9R+myN6JVq1by8/P7LvtxY5btvPXrBL4VERFhewoArpCZmcn98jZQUFBw3YMLFZ6OOXPmjIYNG6YXX3xRAwYMkCS1aNFCW7dulSSlp6crMjJS4eHhysjIkOM4On78uBzHUUhISLnLAgAASJUcCVm8eLHOnTunhQsXauHChZKkV155RVOnTlVaWpoaNWqk6Ohoud1uRUZGKiYmRo7jKDk5WZKUkJCgSZMmlVkWAABAklzGGGN7EqVKD9lU1ekY9wtLb/k6gVIlr8XZngKAK3A65vZQ0XM7H9oBAACsIEIAAIAVRAgAALCCCAEAAFYQIQAAwAoiBAAAWEGEAAAAK4gQAABgBRECAACsIEIAAIAVRAgAALCCCAEAAFYQIQAAwAoiBAAAWEGEAAAAK4gQAABgBRECAACsIEIAAIAVRAgAALCCCAEAAFYQIQAAwAoiBAAAWEGEAAAAK4gQAABgBRECAACsIEIAAIAVRAgAALCCCAEAAFYQIQAAwAoiBAAAWEGEAAAAK4gQAABgBRECAACsIEIAAIAVRAgAALCCCAEAAFYQIQAAwAoiBAAAWEGEAAAAK24oQr788kvFxcVJknbu3KnOnTsrLi5OcXFx+uMf/yhJWrBggQYMGKBBgwYpKytLknTo0CHFxsZq8ODBSklJkeM4VbQbAACguvGubIElS5Zo3bp1qlmzpiQpJydHTz31lIYNG+ZZJicnR9u2bdPKlSt14sQJjR07VqtXr9b06dMVHx+vDh06KDk5WRs2bFCPHj2qbm8AAEC1UemRkPr162v+/Pmer7Ozs7Vp0yY9/vjjSkpKUl5enjIzMxUVFSWXy6W6deuqpKREubm5ysnJUfv27SVJXbp00ZYtW6puTwAAQLVS6ZGQ6OhoHT161PN1WFiYBg4cqFatWmnRokV68803FRgYqODgYM8y/v7+On/+vIwxcrlcZcZuRHZ29nfdD8C6zMxM21MAcBXul7e3SiPkaj169FBQUJDn36mpqXrwwQeVn5/vWSY/P1+BgYHy8vIqM1Z6vcq0atVKfn5+33VqlVu289avE/hWRESE7SkAuEJmZib3y9tAQUHBdQ8ufOd3xwwfPtzzwtPPPvtMLVu2VHh4uDIyMuQ4jo4fPy7HcRQSEqIWLVpo69atkqT09HRFRkZ+j90AAAA/Jt/5SMjkyZOVmpoqHx8f3XnnnUpNTVVAQIAiIyMVExMjx3GUnJwsSUpISNCkSZOUlpamRo0aKTo6+pbvAAAAqJ5cxhhjexKlSg/ZVNXpGPcLS2/5OoFSJa/F2Z4CgCtwOub2UNFzOx9WBgAArCBCAACAFUQIAACwgggBAABWECEAAMAKIgQAAFhBhAAAACuIEAAAYAURAgAArCBCAACAFUQIAACwgggBAABWECEAAMAKIgQAAFhBhAAAACuIEAAAYAURAgAArCBCAACAFUQIAACwgggBAABWECEAAMAKIgQAAFhBhAAAACuIEAAAYAURAgAArCBCAACAFUQIAACwgggBAABWECEAAMAKIgQAAFhBhAAAACuIEAAAYAURAgAArCBCAACAFUQIAACwgggBAABWECEAAMAKIgQAAFhBhAAAACtuKEK+/PJLxcXFSZIOHTqk2NhYDR48WCkpKXIcR5K0YMECDRgwQIMGDVJWVlaFywIAAFQaIUuWLNHEiRNVUFAgSZo+fbri4+O1bNkyGWO0YcMG5eTkaNu2bVq5cqXS0tI0ZcqU6y4LAAAg3UCE1K9fX/Pnz/d8nZOTo/bt20uSunTpoi1btigzM1NRUVFyuVyqW7euSkpKlJubW+6yAAAAkuRd2QLR0dE6evSo52tjjFwulyTJ399f58+fV15enoKDgz3LlI6Xt+yNyM7O/k47AdwOMjMzbU8BwFW4X97eKo2Qq3l5/f+DJ/n5+QoKClJAQIDy8/PLjAcGBpa77I1o1aqV/Pz8vuvUKrds561fJ/CtiIgI21MAcIXMzEzul7eBgoKC6x5c+M7vjmnRooW2bt0qSUpPT1dkZKTCw8OVkZEhx3F0/PhxOY6jkJCQcpcFAACQbuJISEJCgiZNmqS0tDQ1atRI0dHRcrvdioyMVExMjBzHUXJy8nWXBQAAkCSXMcbYnkSp0kM2VXU6xv3C0lu+TqBUyWtxtqeAH7nfZiTangJ+xIZGzaiS9Vb03M6HlQEAACuIEAAAYAURAgAArCBCAACAFUQIAACwgggBAABWECEAAMAKIgQAAFhBhAAAACuIEAAAYAURAgAArCBCAACAFUQIAACwgggBAABWECEAAMAKIgQAAFhBhAAAACuIEAAAYAURAgAArCBCAACAFUQIAACwgggBAABWECEAAMAKIgQAAFhBhAAAACuIEAAAYAURAgAArCBCAACAFUQIAACwgggBAABWECEAAMAKIgQAAFhBhAAAACuIEAAAYAURAgAArCBCAACAFUQIAACwgggBAABWECEAAMAK75u94iOPPKKAgABJ0j333KOYmBj96le/ktvtVlRUlMaMGSPHcTR58mTt3r1bvr6+mjp1qho0aHDLJg8AAKqvm4qQgoICGWO0dOlSz9gvf/lLzZ8/X/fee69GjhypnTt36ujRoyosLNSKFSu0Y8cOzZgxQ4sWLbplkwcAANXXTUXIrl27dPHiRQ0bNkzFxcUaO3asCgsLVb9+fUlSVFSUtmzZotOnT6tz586SpDZt2ig7O/vWzRwAAFRrNxUhNWrU0PDhwzVw4EAdPHhQI0aMUFBQkOdyf39/HTlyRHl5eZ5TNpLkdrtVXFwsb++KN0usoDrKzMy0PQUAuGk2HsNuKkIaNmyoBg0ayOVyqWHDhgoMDNQ333zjuTw/P19BQUG6dOmS8vPzPeOO41QaIJLUqlUr+fn53czUKrZs561fJ/CtiIgI21PAj9xXGSttTwE/YlX1GFZQUHDdgws39e6YVatWacaMGZKkkydP6uLFi6pVq5YOHz4sY4wyMjIUGRmp8PBwpaenS5J27Nih0NDQm9wFAADwY3NTR0IGDBigl19+WbGxsXK5XJo2bZq8vLw0YcIElZSUKCoqSq1bt9Z9992nzZu1UygaAAAHx0lEQVQ3a9CgQTLGaNq0abd6/gAAoJq6qQjx9fXVa6+9ds34e++9V+ZrLy8vvfrqqzc3MwAA8KPGh5UBAAAriBAAAGAFEQIAAKwgQgAAgBVECAAAsIIIAQAAVhAhAADACiIEAABYQYQAAAAriBAAAGAFEQIAAKwgQgAAgBVECAAAsIIIAQAAVhAhAADACiIEAABYQYQAAAAriBAAAGAFEQIAAKwgQgAAgBVECAAAsIIIAQAAVhAhAADACiIEAABYQYQAAAAriBAAAGAFEQIAAKwgQgAAgBVECAAAsIIIAQAAVhAhAADACiIEAABYQYQAAAAriBAAAGAFEQIAAKwgQgAAgBVECAAAsIIIAQAAVhAhAADACu+q3oDjOJo8ebJ2794tX19fTZ06VQ0aNKjqzQIAgNtclR8J+dvf/qbCwkKtWLFCL7zwgmbMmFHVmwQAANVAlR8JyczMVOfOnSVJbdq0UXZ29nWXNcZIkgoLC6tkLnf7+1TJegFJKigosD0F/Mj5uGrZngJ+xKrqMaz0Ob30Of5KVR4heXl5CggI8HztdrtVXFwsb+9rN11UVCRJ2rNnT5XMZe0vm1bJegFJFQY2cCs0r/EL21PAj1hVP4YVFRWpRo0aZcaqPEICAgKUn5/v+dpxnHIDRJL8/f0VGhoqHx8fuVyuqp4aAACoYsYYFRUVyd/f/5rLqjxCwsPDtXHjRvXq1Us7duxQaGjodZf18vJSYGBgVU8JAAD8gK4+AlLKZco7SXMLlb47Zs+ePTLGaNq0aWrcuHFVbhIAAFQDVR4hAAAA5eHDygAAgBVECAAAsIIIwS2Tnp6uFStW3PCyiYmJVTwjALjW22+/raysrBtads6cOVqzZk0Vz+g/V5W/Owb/Obp06WJ7CgBQqZEjR9qeAr5FhFRTa9as0f79+zVhwgQVFBTo4YcfVr169dS8eXPt3btXeXl5mjdvnurVq6f//d//1fr16+Xt7a3IyEi9+OKLys3NVUJCgs6fPy9jjGbOnKmgoKBrxj788EPdeeedio2N1b59+zR58mQtXbpUvXr1UmRkpPbu3avatWsrLS1Nf/rTnzxzWrp0qT766CO5XC716tVLTz75pPbt26ekpCTVrFlTNWvWVO3atW3fjABuI0VFRXr55Zd19OhRlZSU6KmnnlK9evU0bdo0OY6jOnXqaM6cOdq9e/c1YyNGjNDkyZPVuHFjvfvuuzpz5oweeeQRjRs3TnfddZdOnjypLl26aPz48UpMTFSvXr3UsWNHpaSk6NChQ3IcR/Hx8erQoYP+/Oc/a9GiRQoJCVFRUZEaNWpk+6b50SJCfmTCwsL0yiuv6PXXX9f69ev1wAMP6OOPP9by5cvl7e2tsWPHauPGjdq8ebO6deum2NhYff7558rKylJWVtY1Y9dz6dIl9enTR+3atdOsWbO0YsUKT1T885//1B//+EctW7ZMkvTUU08pKipKs2bN0nPPPadOnTrp7bff1v79+3+Q2wRA9bBixQqFhIRozpw5ysvLU//+/eXr66t58+apcePGWrlypfbt26fk5GSlpaWVGbueY8eO6Z133lFgYKAGDx6snJwcz2UrV67UHXfcoWnTpunf//63nnjiCX3wwQeaMWOG1qxZo+DgYI6aVDEi5EfgyndZt2jRQpL0s5/9TGfOnNH+/fvVunVr+fhc/rs5pUcvDhw4oAEDBki6/IFy4eHhWrt27TVj8+fPL3eb3t7eateunWfZ9PR0tWnTRtLlj90/fvy4hg4dKkk6e/asDh06pIMHDyosLMxzHSIEwJX27dun+++/X9LlT9tu3LixPvnkE89nSw0cOFCSdObMmWvGrnTlY2Lz5s0VHBws6fIvaQcOHPBctmfPHmVmZnp+4SouLtbp06dVu3Zt3XHHHZKktm3b3urdxBV4YWo15efnp9OnT0tSmbK/WqNGjZSVlaXi4mIZY7R9+3Y1bNhQjRs31ldffSVJ2r59u2bPnl3u2PW2U1xcrF27dkm6/EcKmzRpUmabTZo00e9//3stXbpU/fv3V7NmzdS4cWN98cUXkvg7KwCu1bhxY/3jH/+QdPnvju3Zs0f33HOPDh48KOnyC0r/+te/6qc//ek1Y76+vp7Hqp07d3rWuW/fPl28eFElJSXKysq65rHqF7/4hZYuXaolS5aoZ8+euvPOO3Xu3Dnl5uZKkucxEVWDIyHVVOfOnfXuu+8qNjZWLVu2LPcz+SWpWbNmevjhhxUbGyvHcRQREaHu3bsrIiJCSUlJWrdunSRp2rRp8vf3v2ZMkuLj47V9+3a1bNmyzLqXLFmi48ePq27duho/frw++ugjSZd/8+jYsaNiY2NVWFiosLAw1alTR4mJiUpISNA777yjkJAQ+fn5VdXNA6AaeuyxxzRp0iTFxsaqoKBAY8aMUePGjZWUlCQvLy/dddddGjp0qOrUqXPNmK+vr6ZMmaK6devqpz/9qWedPj4+GjdunM6cOaOePXuqefPmnssGDRqkiRMn6oknnlBeXp4GDx4sX19fJScna/jw4apdu/Z1/9YZbg0+MRU3pVu3bvr4448JCQC3raNHj+r555/Xe++9Z3squA5OxwAAACs4EgIAAKzgSAgAALCCCAEAAFYQIQAAwAoiBAAAWEGEAAAAK4gQAABgxf8DTdfvnm80NuEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Instantiate the classification model and visualizer \n",
    "forest = RandomForestClassifier()\n",
    "visualizer = ClassBalance(forest, classes=classes)\n",
    "\n",
    "visualizer.fit(X_train, y_train)  # Fit the training data to the visualizer\n",
    "visualizer.score(X_test, y_test)  # Evaluate the model on the test data \n",
    "g = visualizer.show()             # Finalize and render the visualizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clustering Evaluation \n",
    "\n",
    "The Yellowbrick library is a diagnostic visualization platform for machine learning that allows data scientists to steer the model selection process. It extends the scikit-learn API with a new core object: the `Visualizer`. Visualizers allow models to be fit and transformed as part of the scikit-learn pipeline process, providing visual diagnostics throughout the transformation of high-dimensional data.\n",
    "\n",
    "In machine learning, clustering models are unsupervised methods that attempt to detect patterns in unlabeled data. There are two primary classes of clustering algorithms: *agglomerative* clustering which links similar data points together, and *centroidal* clustering which attempts to find centers or partitions in the data.\n",
    "\n",
    "Currently, Yellowbrick provides two visualizers to evaluate *centroidal* mechanisms, particularly K-Means clustering, that help users discover an optimal $K$ parameter in the clustering metric:\n",
    "- `KElbowVisualizer`  visualizes the clusters according to a scoring function, looking for an \"elbow\" in the curve. \n",
    "- `SilhouetteVisualizer`  visualizes the silhouette scores of each cluster in a single model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Clustering Evaluation Imports \n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.datasets import make_blobs\n",
    "\n",
    "from yellowbrick.cluster import KElbowVisualizer, SilhouetteVisualizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load the Data\n",
    "\n",
    "For the following examples, we'll use scikit-learn's `make_blobs()` function to create a sample two-dimensional dataset with 8 random clusters of points."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Generate synthetic dataset with 8 blobs\n",
    "X, y = make_blobs(n_samples=1000, n_features=12, centers=8, shuffle=True, random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Elbow Method \n",
    "\n",
    "K-Means is a simple unsupervised machine learning algorithm that groups data into the number $K$ of clusters specified by the user, even if it is not the optimal number of clusters for the dataset. \n",
    "\n",
    "Yellowbrick's `KElbowVisualizer` implements the “elbow” method of selecting the optimal number of clusters by fitting the K-Means model with a range of values for $K$. If the line chart looks like an arm, then the “elbow” (the point of inflection on the curve) is a good indication that the underlying model fits best at that point.\n",
    "\n",
    "In the following example, the `KElbowVisualizer` fits the model for a range of $K$ values from 4 to 11, which is set by the parameter `k=(4,12)`. When the model is fit with 8 clusters we can see an \"elbow\" in the graph, which in this case we know to be the optimal number since we created our synthetic dataset with 8 clusters of points."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Instantiate the clustering model and visualizer\n",
    "model = KMeans()\n",
    "visualizer = KElbowVisualizer(model, k=(4,12))\n",
    "\n",
    "visualizer.fit(X)    # Fit the data to the visualizer\n",
    "visualizer.show()    # Finalize and render the visualizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Silhouette Visualizer \n",
    "\n",
    "Silhouette analysis can be used to evaluate the density and separation between clusters. The score is calculated by averaging the silhouette coefficient for each sample, which is computed as the difference between the average intra-cluster distance and the mean nearest-cluster distance for each sample, normalized by the maximum value. This produces a score between -1 and +1, where scores near +1 indicate high separation and scores near -1 indicate that the samples may have been assigned to the wrong cluster.\n",
    "\n",
    "The `SilhouetteVisualizer` displays the silhouette coefficient for each sample on a per-cluster basis, allowing users to visualize the density and separation of the clusters. This is particularly useful for determining cluster imbalance or for selecting a value for $K$ by comparing multiple visualizers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LizM/74Dpuatfvz42bNhgvu7q1asICgrCxx9/jE8//RQPPvggEhMTERAQgIsXL5rvV3CxhkqlghDC/H84cuQIfvrpJzz11FPmYeCCWrVqhWPHjqF79+6Frn/rrbcQERGBmJiYItPOV/C5efrppzFo0CDs27cPmzZtwsqVK7Fp06ZC01QUBUlJSZg8ebL5clpaGvz9/QHA3NAWJ7+RKPgaLfj8ASjTcHRprw2dTldqhpLUqFGj0EqbV69eRVhYmPm2a9euoVq1agCAtLQ0NG7c2Hx9Pr1ej5s3bxZZZHDmzBl8/vnneO6559CxY0d07NgRTz75JB555BFs374d7du3x4QJE/Dwww+jU6dOiI2NLdS8urm5FZre3c9ZvoLNjaIoRZ5LRVHQoUMHvPnmm+brLl++jNDQUDRu3Bjbt2/Hjz/+iP3792P58uVYv349IiIiSnzOinvN3i00NBRRUVHm5y45ORkjR44scr+WLVviww8/hNFoLFTHiRMnsGbNGixatAiKomDJkiWoX78+AOD27dvm1xJQ/OuroNI+244dO1bodVO7dm3s3LkTBw4cwE8//YRHHnkEL7zwgnnxMlkHFz7ZWVBQEFasWFForfNr164hOzsbUVFR5Z5e586dsWnTJnNHv2bNGsTGxsLNzQ1BQUE4efIkANPIwm+//QYAiIyMhLu7u/mNePnyZSQkJJjvq9FozF/0Bf/u3LkzNm7ciMzMTACmLQuef/75ijwN5hw6nQ47duwAYPrQ3759Ozp27Fhk3gV16dIF69evh16vh6IoWLt2LTp16lSmeeaPfiQkJCA+Ph6PP/54kdGYHj164OjRo1i7di0GDBhQ6LZWrVrh3LlzSE1NBQCcOnUKvXv3RlpaGvbt24cBAwZg8ODBiIyMxK5du2A0GkvN89133+Hhhx9G69atMXHiRPTv3x+//vprkfuNHj0aGzZswL59+8zX7d27F2vWrEHjxo0L3TcwMBD//e9/IYTAnTt3zI8xGAyIi4vDnTt3MGzYMLz44os4c+YMDAZDoee6U6dO+M9//mP+Ql63bl2xXxpl1a1bN3PTZjAY8Pnnn1t8TMuWLfHnn3/ixIkTAEzr7qSmpqJdu3YVzhEXF4ddu3bh+vXrEELgk08+wX333QfA9D//5JNPAABXrlzB999/j+7du6Nly5ZIT0/HkSNHAACfffYZWrVqBT8/v0LTDgkJwaeffoqvv/7afF16ejr+/vtvNG3aFKmpqWjevDkeeeQRtGvXDt9++63F10Zxvv32W2RkZEBRFHz66adFms727dvjhx9+wJkzZwAAe/bsQb9+/ZCbm4tnn30WX331Ffr27YsXX3wRPj4+uHz5crkz3K13797YvXu3eYuSHTt2oEWLFkXu17p1a9SrVw/z589Hbm4uAFMDMHfuXPP6HJ07d8YHH3wAIQTy8vIwfvx4i1saabVaGI1GCCEsfrYV9PHHH2PatGno3LkzJk+ejM6dO5u38iPr4UiGnUVGRmL58uV44403cOXKFbi7u8PX1xezZ89GvXr1Cv1qKotBgwbh8uXLGDx4MBRFQZ06dcwrsI0fPx5Tp07Fnj17UK9ePbRt2xaA6VfT22+/jXnz5uHdd9+FwWDAk08+aR4G79mzJ4YPH463334bXbt2xZw5cwAAY8eOxdWrVzFkyBCoVCrUqFEDr776aoWfC51Oh7fffhtz587FsmXLYDQa8fjjj6N9+/ZFchRswMaPH48FCxagf//+MBgMiI6OxsyZM8s9/xkzZuCBBx7ACy+8gMWLF5uvd3d3R1xcHH755ZcijV9QUBCWLl2KhQsXIjc3F0IILFy4ELVq1cKoUaMwa9YsbNq0CRqNBs2aNcPp06dLzdC1a1fs3bsXCQkJ8PLygr+/v/n5LqhOnTr417/+hTfffNO8wmh+wxoVFVVoxKRfv374/vvv0atXL1SvXh2tW7c2jyhMnz4dzz33HLRaLVQqFV555RW4ubmhQ4cOmDhxInQ6HWbOnImxY8di1KhRUKlU8PHxwVtvvVXoF2V5JCcn488//0T//v3h5eWF8PDwQovNihMUFIQlS5Zgzpw5yMnJgUqlwvz58xEZGYmjR49WKEfjxo3x+OOPY+TIkdDr9WjZsqV5cdHEiRPx0ksvoW/fvjAajZg8ebL5F/5bb72F2bNnIzs7GwEBAViwYEGRafv7++PDDz/E4sWLsXDhQnh6esLNzQ2jR49Ghw4d0LBhQ+zYsQP3338/dDodOnTogFu3bpkb9rIKCQnB2LFjcfPmTcTGxhbZRLdhw4aYPXs2nnnmGfP/fMWKFfDy8sKECRMwY8YMfPLJJ9BoNLjvvvsq1bTli4uLw5UrV5CSkgJFUVCzZk3Mmzev2PsuXboUb7zxBpKTk6HRaKAoCvr374/Ro0cDML0n582bh8TEROj1enTs2BFjxowpdf7VqlVD06ZNER8fj3Xr1pX42XbgwIFCj+vfvz8OHjyI+++/H56enqhZsyY3hbUBlbC0kIyIqBL27duH69evm9fRmTt3Ltzd3c2LY6hs7t5qiMgZcHEJEdlUw4YNsXnzZvTr1w99+/bFzZs3i/wCJyLXxJEMIiIisgmOZBAREZFNsMkgIiIim7D61iWKoiArKws6na7Ca6MTERGRYxBCQK/Xw9vbu9y7Xbd6k5GVlWVxsz0iIiJyLlFRURZ32ng3qzcZ+Ts7ioqKKrIXO2dz8uRJNG/eXHYMq3CVWliHY3GVOgDXqYV1FLBtm+k8Pr7ygSrIFf4feXl5OH36tPn7vTys3mTkLyJxc3Mz7wLWmblCDflcpRbW4VhcpQ7AdWphHf/o3986QSrJVf4fFVkFgnv8JKIKc8s8BxwrustmZxR44Sygcf5aWIdjqXAdYa2AsJZWz2NvbDKIqMLccm8ANy9avqMT8LjzF3DT+XcbxDoKeP6f454sfKjygSqoQnVo3IHGAyzfzwmwySAiItd04W/ZCcpPGIF6PQAPP8v3dQLcTwYREZEjEApQsx0QXvkD1zkKNhlEREQOQQU06C07hFWxySAiIpJNMQB1uwFa5971w93YZBAREUkngDpdZIewOq74SURErqljI9kJykYIICgK0JR/Z1eOjk0GERG5pony9vRZLkoe0KCP7BQ2wcUlREREMum8AO9qslPYBJsMIiJyTWv2mk6OLqgBUM6jmzoLLi4hokJeffVVfP311/D39wcAREZG4s0335SciqgCvjpiOk/pKjdHaYQAPAJkp7AZNhlEVMjRo0fx+uuvIyYmRnYUIten6IEabWSnsBnXHJ8hogrJy8vDL7/8gvfeew/9+vXDxIkT8ddff8mOReS6dF6AT6jsFDbDJoOIzK5evYr27dvjmWeewRdffIGWLVtiwoQJEML5D7hF5JC8gmUnsCk2GURkVrt2bbzzzjuoV68eVCoVRo8ejfPnz+PiRdc40iqRw/GuLjuBTbHJICKzX3/9FZs3by50nRACOp3r7SSIqgAfD9PJUSkGILS57BQ2xRU/ichMrVZj3rx5aNOmDWrXro2PP/4YjRo1QlhYmOxoROX3zjjZCUrnWwMIiZKdwqbYZBCRWVRUFF544QWMHz8eRqMRYWFheP3112XHInI9QgAhTWSnsDk2GURUSFJSEpKSkmTHIKq84+dM5y3ryM1RHEM2UD1adgqb4zoZRETkml793HRyRB6BLr0TrnxsMoiIiOwtuAGgcf2FCWwyiIiI7EkogH+E7BR2wSaDiIjInoy5gL8DridiA2wyiIiI7MmnBuDj2jvhyscmg4iIyJ48gwGVSnYKu3D9tU6IiKhqmjdMdoLieVeTncBu2GQQEZFrqueAiyS07kBoM9kp7IaLS4iIiOxBCCA4CvCvLTuJ3bDJICIi1zTsTdPJUQgFCG8vO4VdsckgIiKyNSGA4IaAXy3ZSeyKTQYREZGtKXlAo36yU9gdmwwiIiJbEgLQuAPuvrKT2B2bDCIiIltSqYCOzwFqjewkdscmg4iIyFaEAKo1A9x9ZCeRgvvJICIi1zS0o+wEEFADjRJlx5CGTQYREbmm/u3kzFcI04qeHoG4FjkItXQecnI4ADYZRERElaYCAuuZdhnuGWj62ysExiNHZAeTik0GEVVYjlc4UD1cdgyryMz5HQhvKDtGpbGOAp5bZDp/bXLlA1lSPRrwq2n7+TgZNhlEVGEGz2pAwzayY1hFxm3XqIV1FHB8nOm8YZ/KB6IK4dYlREREZBMcySCiCtPprgPYIzuGVfj7/x+ATNkxKo11FJTzz7m816h16hAA/AG0rnwgO2OTQUQV5u5+A8At2TGswsvrMgCD7BiVxjoK0v9z/mslp1Nxla/DAKA+gFjrBLIzNhlEREQOSQBoCKCX7CAVxiaDiIhcU/t6shNUkh+AzrJDVAqbDCIick3rx8hOUAn5oxhesoNUCrcuISIickhRsgNUGpsMIiJyTe98bzo5Jf9/Ts6Ni0uIiMg1zdtmOh/bRW6OCvGWHcAqOJJBRETkcJyxMSqKTQYREZFDCQUQKDuEVbDJICIicigBsgNYDZsMIirWN998g5iYGNkxiKoYI4DqskNYDZsMIiri7NmzWLBgAYQQsqMQVTEGALVlh7AaNhlEVEh2djYmT56MqVOnyo5CVDmnZ5tOTsUXgI/sEFbDTViJqJBZs2Zh6NChaNSokewoRJXj5oxfcW4AVLJDWA1HMojIbO3atdBqtRg0aJDsKESV9+sV08mpuM5KnwBHMoiogM8//xw5OTlISkqCXq83/71y5UpUr+46K6NRFdFnqen87Ctyc5RLsOwAVsUmg4jMNm7caP774sWLSExMxBdffCExEVFVYoSr7B8jHxeXEBEROQQBIEJ2CKtik0FExQoPD8fRo0dlxyCqQhoC8JQdwqrYZBAREUlnBFBXdgirY5NBREQknRdMIxmuhSt+EhGRa3o3RXaCcqgNV9o/Rj42GURE5JruayI7QRkZANSUHcImuLiEiIhIurqyA9gEmwwiInJN7eabTg4vGK62VUk+Li4hIiLXlJYhO0EZ1ZAdwGY4kkFERCSNEa62A66C2GQQERFJEwpXXR8DYJNBREQkiRFAS7jipqv52GQQERHZnQKgGVxxB1wFccVPIiJyTSM7yE5QCgVAe9khbI5NBhERuaaXE2UnKIEBQCwAd9lBbI6LS4iIiOxKDaCN7BB2wSaDiIhc03MbTSeHogKQCEAjO4hdsMkgIiLXtPGI6eQwBAAfAOGyg9gN18kgIiKyGQHTSp7VYGou6suNY2dsMoiIiKxOAFAhJycUwEgAXpLzyMEmg4gqLC/PH0Cg7BhWkZOjwBX2vMg6Csr/iqvsdMozP/d/Th4AonDz5klU1QYDYJNBRJWQlxcKV1lL/ubNw3CFWlhHQflHNu1dyelQRbHJICIi1xQZKTtBlccmg4gqTJ9lwF8nr8qOYRW3z2XhL3fnr4V1FLBsvelc4mu00nUIgZB6QXDzdrNeKDtik0FEFZb9dy7+unRFdgyryPjrDv7Kdf5aWIdjqUwdilEgpH4QtB7O+1XtvMmJiIhKEXDoOwBAetvukpNUjFegJyLb14ZK5bxHaWWTQURELqn26oUAnK/JUIwCHv7uiIit5dQNBsAmg4iIyKH4hHihSe+GTt9gANytOBERkcNQFIHwVjVdosEA2GQQERE5jMBwf/iF+ciOYTVsMoiIiByAYlTgH+YrO4ZVsckgIiJyBEKF4PpBslNYFVf8JCIil/Trix/IjlAuWncNNFrX+u3PJoOIiFySPri67AjlonaxBgPg4hIiInJRmszb0GTelh2jzHyqecuOYHUcySCiQj766COsW7cOKpUKtWvXxty5cxEcHCw7FlG5NZ0+FADw89JtkpNYphgV+FZ3na1K8nEkg4jMTp48iffeew/r16/H1q1bUbduXSxZskR2LCKX5+HjjtAGrtfMs8kgIrPmzZtj+/bt8PX1RW5uLq5evYqAgADZsYhcXkBtf6jUrrEDroLYZBBRITqdDt988w26du2K1NRUJCcny45E5NKMeUYEhPvLjmETbDKIqIj77rsPBw4cwMSJEzF69GgoiiI7EpHL0nm5wdcFV/oE2GQQUQHnzp3DoUOHzJcHDhyIv/76C7du3ZLvvR6vAAAgAElEQVSYisi1efq7u+SiEoBNBhEVcO3aNTzzzDO4ceMGAGDLli1o2LAhAgMDJScjKr9LQyfi0tCJsmOUSggBNy+d7Bg2w01Yicisbdu2GDduHEaMGAGNRoPQ0FAsX75cdiyiCrnR6X7ZESxSDALVm4TKjmEzbDKIqJDhw4dj+PDhsmMQVQleQZ7wCfaSHcNmuLiEiIhcUoNFE9FgkWMvLvELdb0dcBXEkQwiInJJnhf+T3aEUikGBX5hrt1kcCSDiIhIAo1WA182GURERGRtHgHu0Lq59gIFNhlERER2JoSAX5iv7Bg2xyaDiIjIzhS9gmr1g2THsDnXHqchIqIq61bLTrIjlEjroYWHn4fsGDbHJoOIiFzS+dEvyI5QLGEUqNkiTHYMu+DiEiIiIjvyDfNFzebVZcewCzYZRETkksK2vI+wLe/LjlGIYnT9fWMUxCaDiIhcUrWdn6Lazk9lxygkINy/yoxiAGwyiIiI7EIoAuGtasiOYVdsMoiIiGxMCAHvEG94BXjKjmJXbDKIiIhsTKPTIqp7pOwYdscmg4iIyIbUajUi2tR0+V2IF6fqVUxERFWC4i530YRQBFRaFcKahiKknuvv3bM4bDKIiMgl/XfRJrvPUzEoAFTQeekQ1iQEqiwDaraoOluT3I1NBhFVmNZTA08v11iRTXdbA89A56+FdcijUgFhjUPhX8sPGq1pbYS/Dl+UnEouNhlEVGFeoR5o1iZKdgyryDmc4RK1sI4CfvrJdN6+feUDUYWwySAiItf0wAOm87NnpcaoythkEFHF5eTAcP687BRWob561SVqcZY6NLVrQ6VSyY5BNsYmg4gqTPd/Z5C193vZMazC6/JlZB0/ITtGpTlFHWo1/J57FtBoZCchG2OTQUSVonJzkx3BOnQ616jFwesQQsB76BCo2GBUCdwZFxER2YUwGuHVLxHa2rVlRyE7YZNBREQ2JxQFuqiG0EU5/5YvVHZcXEJERLanKPBMSLDvPD/7zL7zoyLYZBARkc1patSASmvnr5w2bew7PyqCi0uIiMimhF4Pt7b8wq+K2GQQEZHNCIMBbu1ioWvSxP4zb9jQdCJpShy7Sk1NLfWBsbGxVg9DRESuQwgBGI3w6NBBzo639Hr7z5MKKbHJWLp0aYkPUqlUWL16tU0CERGRa1B7eMB7wgSoPJ3rQGdkPSU2GWvWrLFnDiIicjHa+vWgdpGj9FLFWFwn49KlS3jkkUfQq1cvXLt2DSNGjMDFi1X70LVERGSZrkUL2RFIMotNxqxZszB69Gh4eXkhJCQECQkJmDJlij2yERGRExIGAzx69YQ2PFx2FJLMYpNx8+ZNdO7cGYBpXYwhQ4YgMzPT5sGIiMh56Ro1kh0BeOop04mksbhnFA8PD1y5csW8ZvChQ4fg5sAH3yEiIrnUAQGOcZA2NhjSWWwypk2bhsceewznz59HUlISbt26hSVLltgjGxEROSF1tRDZEchBWGwyWrRogY0bN+Ls2bNQFAWRkZEcySAiohKp/fxlRzAZPdp0vmqV3BxVmMUmIyMjA8uXL8fBgweh1WrRsWNHPPbYY/Dkds9ERHQXYTBAUyNMdgyTb7+VnaDKs7ji54wZM6DRaDB//nzMnj0bWVlZmDlzpj2yERGRk1F5eUFbv77sGOQgLI5knDt3rtDeP2fMmIHExESbhiIiIueka9gQag8P2THIQVgcyYiMjMTRo0fNl3/99VfUrVvXlpmIiMgJidxc7oCLCilxJCMuLg4qlQq5ubnYvn076tWrB7VajT/++AN16tSxZ0YiInIGajU0odVkpyAHwmOXEBGRVWiCgqDS6WTH+J+YGNkJqrwSm4xatWoBAPLy8rBnzx5kZWUBAIxGIy5evIgnn3zSPgmJiMjhCb0ebu3by45R2KZNshNUeRZX/HziiSeQnZ2N8+fPo23btkhNTUWrVq3skY2IiJyFWg1d82ayU5CDsbji559//onVq1ejZ8+eGDNmDDZs2IC0tDR7ZCMiIiehqVUTKrXFrxT7+uAD04mksfiKCA4OhkqlQmRkJH777TdUr14deXl59shGREROQhsRITtCUS+9ZDqRNBYXlzRs2BBz5szBsGHD8NxzzyEtLQ16vd4e2YiIyAkIvR6aGjVkxyAHZHEk46WXXkJ8fDwaNGiASZMmIS0tDYsXL7ZHNiIicnBCUaAODIQmPFx2FHJAJY5kpKamFrns6+uL3r1749atWzYPRkREjk0YDNA2bADPhASoeeBMKkaJTUbBXYnfTaVSYfXq1TYJRERyffHFF1i1ahVUKhU8PT0xY8YMtOBeHKkYKk8PePXv73grfJLD4M64iMjsjz/+wKJFi7Bp0yaEhoZiz549mDhxInbv3i07GjkalQoe9/Vkg0GlsrjiJxFVHW5ubpg7dy5CQ0MBAM2bN8fff/+NvLw8uHE4nP4hhIBbs6Zwa9pEdpTSnTwpO0GVxyaDiMzCw8MR/s8KfEIIzJ8/H3FxcWwwqBCVosCtSxfZMSzz8ZGdoMqzOM61bt06e+QgIgdy584dPPnkkzh//jzmzp0rOw45EKEo0DZsAI23t+wolv3xh+lE0lhsMtauXWuPHETkIP766y888MAD0Gg0WL16Nfz8/GRHIgei8vSAZ0KC7BhlExdnOpE0FheXhIWFYcSIEWjZsiXc3d3N1z/xxBM2DUZE9peeno6HHnoIycnJfI8TANNmqlAUqP38oK4eCo9773WsI62SQ7PYZPBgaERVx7p163D58mXs3LkTO3fuNF//wQcfIDAwUGIysiWhKED+4SI0Wqjc3aDy9IDa3x/aupHQtoyGxstLbkhySmU6CuudO3dw/vx5REVFIScnB158sRG5pPHjx2P8+PGyY5CN5DcTKh8faIKDoQoKhNrHF2o/X6irhULt7weVhwdUWm4TQNZh8ZW0f/9+zJo1C0ajEevXr0e/fv3w2muvoXPnzvbIR0RElSQUBWovL7h3aA9tZCTUAQFQqVSyY1EVYHHFz9dffx0ff/wx/Pz8EBoaio8++ggLFy60RzYiIqokoSjQ1qoJ77Fj4B4TA01gIBsMshuLIxmKoqBatWrmyw0aNLBpICIisg5hNEJbtw48+/evmscWWbFCdoIqr0xbl3z33XdQqVS4ffs21q5di5o1a9ojGxERVZDazw+6drHQNW0KdVXdGiQ+XnaCKs/i4pLZs2djy5YtuHz5Mnr27IlTp05hzpw59shGRETlJQSU3Fzo2raBe8uWVbfBIIdgcSTj119/xeuvv17ouh07dqBXr142C0VERBUj3Nzg8/BIaGrUkB1FvvwNFPbtk5ujCiuxyfjqq6+Ql5eHpUuXYtKkSebrDQYD/v3vf7PJICJyMEIIGMKqQ8tF2iYXL8pOUOWV2GRkZmbi6NGjyMrKwoEDB8zXazQaPP3003YJR0REZSOMRqi8fZDXzMGPjEpVSolNxpAhQzBkyBDs378fHTp0MF+fmZkJHx7ZjojIYQijEdo6deA1ZDDEkSOy4xCZWVzxMzs7G4sWLUJWVhbi4+PRo0cPHjSNiMiBqNzd4TVkMPd/QQ7HYpOxfPlyJCcn46uvvkJ0dDR27dqFzz77zB7ZiIjIAqE3wL1TJzYY5JAsNhkAUL9+fezevRtxcXHw9vaGXq+3dS4iIioDlbcn3Fq1lB3DMQ0bZjqRNBY3YQ0JCcGcOXNw8uRJLFq0CK+++ip3xkVE5CA0tcJ5QLOSzJ8vO0GVZ3EkY/HixWjRogVWr14NLy8v1K5du8h+M4iIyP6EXg+3Fs1lxyAqkcUm45tvvgEAHD16FJs3b4a3tzd27txp82BERFQ6lbs7tHXqyI7huKZNM51IGotjbAX3kaHX63H48GG0bdsW/fv3t2kwIiIqmcrDAx6JCVBVxQOfldW6daZzLjaRxmKTMf+uf056ejp3xkVEJJO7G7weGApNcLDsJESlKtPWJQV5eXnh0qVLtshCREQWCEWBW3Q0GwxyChZHMlJSUszbXwshcPHiRXTt2tXmwYiIqBgqFdw7dpSdgqhMLDYZEydONP+tUqkQGBiIBg0a2DQUEREVTxMSzE1WyWmU+EpNTU0FgCJ7kbt58yZSU1MRGxtr22RERFSIUBToGjWWHcN5hIfLTlDlldhkLF26tMQHqVQqrF692iaBiIioeGp/f+jaxMiO4Tz27ZOdoMorsclYs2aN+e/r168jODgY2dnZSEtLQx1ul01EZF9qNbwGJkPNTVbJiVjcumTNmjUYM2YMAODGjRsYN24cPvnkE5sHIyKi/9HWr8ctSspr2zbTiaSx2GR88skn5kO716pVC5s2bcJHH31k82BERGQijEZoucJ9+Y0fbzqRNBZXUdbr9XArMDyn0+lsGoiIiP5Hyc6B97AHoKtfT3YUonKz2GTcd999GDlyJOLj4wEAO3bsQI8ePWwejIioynN3h1d8PLT1ImUnIaoQi03G5MmT8fXXXyM1NRVarRYjRozAfffdZ49sRERVltDr4TV0CHTcDJOcWJn26NKnTx/06dPH1lmIiOgfmlo12WCQ0+Nu44iIHIgQAiI3Dx5t2sqOQlRpbDKIiByI2tcXXo8+AI2fn+wozm/XLtkJqjw2GUREDsT9nnvYYFhLPW6RIxubDCIiyYTBAF2TJnDv0B6aatVkx3EdmZmmcx8fuTmqMDYZRESSCCGAvDy4tWwJz773y47jepo3N52fPSs1RlXGJoOISAKhKFAH+MMzKQna0FDZcYhsgk0GEZGdCEUB9HoAgCYkBF4jR/KAZ+TS2GQQUcVp1BAGo+wU1qEYi69FBUCthkqtBlRqQK0C1CqoVBrz31CrAaihUqsATf791FCp/rlNrYYmPBxqf3+og4OhDvCH2tvb3hUS2R2bDCKqMH2TJvB/6CHZMazi/w4fhn+bNrJjELkUi0dhJSIiIqoIjmQQEZFreukl2QmqPDYZRFRhF3Iv4PSp32THsIq/bv3lErWwDsAgDGgf1h4NH37YuqGo3NhkEFGFKTBCQMiOYSXCRWqpunUIoSDEqxpqeNdAg8CGNspF5cEmg4iInJ4QAoEeQehdt8ARw5OTTeebNskJRWwyiIjI+fnovNE9Iq7wlUeOyAlDZty6hIiInJpRGNEkuCk8tZ6yo9Bd2GQQEZHTEkKghlcYooIayY5CxWCTQURETkuv6NGmeqzsGFQCNhlEROS0QjxDEOARIDsGlYArfhIRkVMyKkY0CW5iOkZMcXr0sG8gKoJNBhEROSVPrQfq+NUt+Q6rVtktCxWPi0uIiMjpKEJBo+Am0Kr5W9mRsckgIiKnowgjIv0iS7/Tm2+aTiQNmwwiInI6IZ4h8HHzKf1ObDKkY5NBREROxagY0DwkWnYMKgM2GURE5FQ8dV6I8IuQHYPKgE0GERE5lRreNWRHoDJik0FERE5DEQpCPENkx6Ay4rY/RETkNBRhQC2f8LLdWaezbRiyiE0GERE5DT+3AMtbleT7/XfbhiGLuLiEiIicRrBnsOwIVA5sMoiIyCkYFAOaBDUp+wMOHzadSBouLiEiIqfgqfVAcHlW+hw40HR+9qxN8pBlHMkgIiKnUN07rOQjrpJDYpNBREQOTxEKQr2qy45B5cQmg4iIHJ5Oo0P9gPqyY1A5sckgIiKHpggj2laPhU7N/V44GzYZRETk0Hzd/DiK4aS4dQkRETksozAi0r9exR68fr11w1C5sckgIiKH5evmixYhLSr24PbtrRuGyo2LS4iIyCEZFD1CPatzs1UnxiaDiIoQQmDq1KlYtWqV7ChURRmFglahMehQs0PFJ9KsmelE0rDJIKJCzpw5g5EjR2Lbtm2yo1AVplVp0SKkReVGMbKyTCeShutkEFEha9euRXJyMmrWrCk7ClVhQdogLiZxAWwyiKiQWbNmAQB++uknyUmoqhJCIEAbKDsGWQEXlxARkUMREAjVhsqOQVbAJoOIiByGEAItqkXDXeMuOwpZAReXEBGRQ6nrVxf/h/+r/IQmTKj8NKhS2GQQEZHDCPAIgL+7v3Um9vzz1pkOVRibDCIq1quvvio7AlUxilBQzbOa7BhkRVwng4iIHEKoVyjahsVab4LjxplOJA1HMoiISDpFKKjlUwtqlRV/+379tfWmRRXCkQwiIpLOS+eFqMBGsmOQlbHJICIi6er41YFOo5Mdg6yMTQYREUmlU2vRiKMYLolNBhERSWMURsRUbwsfN1/ZUcgGuOInERFJ4+vmi3r+9Wwz8ebNbTNdKjM2GUREJIVRGBHhW9t2R1vdutU206Uy4+ISIiKSQq1SI7paK9kxyIbYZBARkd0JIVDfvz60ahsOqH/8selE0nBxCRER2Z1BGGy/X4zp003nw4fbdj5UIo5kEBGRXQkhEOAegCDPINlRyMbYZBARkV0ZhB6da3aWHYPsgE0GERHZlY+bLwI8A2XHIDtgk0FERHZjFEY0DmwMjUojOwrZAZsMIiKyG393fzQJbio7BtkJty4hIiK7UKvUiA1rZ93DuZfm6FH7zIdKxCaDiIhsTgiBUO/qqOFdw34zDeR6H7JxcQkREdmUEALuWnd0rNnRvjO+eNF0Imk4kkFERDZlFAb0qdsfHloP+8648z+byZ49a9/5khlHMoiIyGYUoaBxUFP4uPnIjkISsMkgIiKbUamAVqE8CFpVxSaDiIhsxkfnCzeNm+wYJAmbDCIisgkhBAI8AmTHIInYZBARkU1o1Bp0CLPzFiXkULh1CRERWZ2/uz+61uoGN63ERSVLlsibNwFgk0FERFamCAUdanSEr7uv3CBJSXLnT1xcQkRE1hXoEYggzyDZMcgBsMkgIiKrEELAR+eDjjU6yY5i0r276UTScHEJERFVmiKMCHAPRI+IHvDUecmOY/Lnn7ITVHlsMoiIqFKEEIjwq4Ou4d1kRyEHw8UlRERUKQEeAWgXdo/sGOSA2GQQEVGFCCGgUWnQslor+x/8jJwCF5cQEVG5GIURYd41EOIZgkaBjeDlKOtgkMNhk0FERGUihIBOo0OzwOZoGdpSdhzLBg2SnaDKY5NBREQlUoQClUoFH50PQr2qoVlwC/i5+8mOVTavvSY7QZXHJoOIKsWoGGVHsApFKC5RizXr0Gq0CPMKw73h3aHV8OuCyo+vGiKqsDBtGGqG15Idwyp+uf0LmoY3lR2j0qxZR3Xv6vDUelplWlK8+KLp/OWX5eaowthkEFGFuWs8UNe/ruwYVnHd7bpL1OIqdVjFhx+aztlkSMNNWImIiMgmOJJBRBV2+bYBXx6+KDuGVZw7l41LcP5aWMf/3JdnWjflG4mv0YrUIYRAkI87ujQOtVEq+2GTQUQVlqlXkHE7R3YMq7iZrcDDBWphHf9jVAQA4KrE56Midfh5aNG+QbCNEtkXF5cQERE5CDWATo1CodNqZEexCo5kEBGRS8oOcK7RAEURaFU3COFBrrMHVTYZRETkkr5Y8ZnsCOUSGeqN2PrO1RhZwsUlREREkilCoLqfE++TpARsMoiIyCXVPPwDah7+QXaMMjEaBGoFuV6TwcUlRETkkrq+NgMAsH7dbrlByiAs0APBPu6yY1gdRzKIiIgkUoRAnWBvqFQq2VGsjk0GERGRRBqVCtERAbJj2ASbDCIiIkkURaBxTT+X2S/G3dhkEFEhu3fvRmJiInr37o1JkyYhMzNTdiQil6XTqNChYTXZMWyGTQYRmd24cQPTpk3DsmXLsH37dtSuXRuvvfaa7FhELkkIgea1A6FRu966GPnYZBCR2b59+9CiRQvUrVsXADBs2DBs2bIFQgi5wYgqYNuCVdi2YJXsGCXSGwTqV/eRHcOmuAkrEZlduXIFYWFh5sthYWHIzMxEVlYWfHxc+8OQXM+tiPqyI5TKz0uLIG832TFsiiMZRGSmKEqx16vV/Kgg56PW50Gtz5Mdo0SB3u4uudlqQfzkICKzGjVq4Nq1a+bLV69ehb+/P7y8XOeATVR1DBnRC0NG9JIdo1iKIlDbhQ6EVhI2GURk1rlzZxw/fhxnz54FAKxfvx49evSQG4rIBalVKjQL95cdw+a4TgYRmQUHB2P+/PmYNGkS9Ho9IiIisGDBAtmxiFxOiK87tBrX/53PJoOICunWrRu6desmOwaRS6vm53rHKSmO67dRREREDsSoKIgMrRpba7HJICIisqMwf0/UCnT9lT4BLi4hIiIXdfTB8bIjFKEoAjUDPWXHsBs2GURE5JJ+SxgqO0IRQgi0jAiUHcNuuLiEiIjITvy93OCuc80jrhaHTQYREbmkuDlPIW7OU7JjFOLqxyq5GxeXEBGRSwr95ZjsCIUYjAqCfKrGpqv5OJJBRERkB+5aDSKrVa2RDDYZREREdhAW4AmN2rUPiHY3NhlEREQ2JoRAiK9rH9a9OGwyiIiIbEyrVqNFeIDsGHbHFT+JiMglXWnRVnYEAIDBKNColi883aveV27Vq5iIiKqE3dNfkx0BRkWgfYNgtK4bJDuKFFxcQkREZAOKEKjmo61Se/i8G5sMIiJySU03f4Smmz+SNn9FEYit5QZ1FduipCA2GURE5JKiP3kX0Z+8a/f5CiGgEsDA2AhoNVX7a5brZBAREVmBogh4u2tQO9gbMZFB8PXQ4YLsUJKxySAiIqoEoyIQ7OOGZuH+aFjdFzpt1TkAmiVsMoiowkK9Nagf5hortXnnXkNDF1hBj3X8j5vWtKiilY2fj0BvN0QEe8GtCh1dtazYZBBRhfl7aNCmfrDsGFahTndziVpYRwH/NBmxLvB8OCurNxlCCABAXl6etSctRW5uruwIVuMqtbAOx+IqdQCuUwvr+Ee1avkTqnyYSnD2/0f+93n+93t5qERFHlWKjIwMnD592pqTJCIiIsmioqLg6+tbrsdYvclQFAVZWVnQ6XRQqarutsFERESuQAgBvV4Pb29vqNXl2yTX6k0GEREREcCdcREREZGNsMkgIiIim2CTQURERDbBJoOIiIhswqpNxs6dO/Hss88We9unn36K5ORkDBkyBN999501Z2s1OTk5mDhxIoYPH46xY8fixo0bRe4zf/58DBo0CEOGDMHhw4clpLSsLHVs2rQJgwcPRnJyMpYvXy4hZdmUpRYAyM7ORlJSEvbu3WvnhGVTljoWLFiAoUOHYuDAgfj0008lpCyZoiiYNWsWhg4dipSUFJw7d67Q7c7w/gYs1/HBBx9g8ODBGDx4MN566y1JKS2zVEf+fcaMGYN169ZJSFg2lurYs2cPhgwZgsGDB+Oll16q0H4a7MVSLe+99x6Sk5MxcOBA7Ny5U1LKsjt+/DhSUlKKXL9r1y4MHDgQQ4cOLdvnlLCSOXPmiN69e4unnnqqyG1paWkiISFB5Obmitu3b5v/djTvvfeeWLp0qRBCiK1bt4o5c+YUuv3UqVNi8ODBQlEU8eeff4oBAwbIiGmRpTrOnTsnBg0aJLKzs4XRaBRvvPGGyMvLkxHVIku15Js6dapISkoSe/bssWe8MrNUx/79+8WECROEEELk5uaK++67T6Snp9s9Z0m2b98upkyZIoQQ4ujRo2LcuHHm25zl/S1E6XWcP39eDBgwQBgMBqEoihg6dKg4deqUrKilKq2OfIsXLxaDBw8WH3/8sb3jlVlpdWRkZIi+ffuK69evCyGEWLlypflvR1RaLbdu3RLdunUTubm5Ij09Xdx7772yYpbJypUrRUJCghg8eHCh6/Py8syfTbm5uSI5OVlcu3at1GlZbSQjJiYGL730UrG3nThxAq1bt4abmxt8fX0RERGBX3/91VqztprDhw+jS5cuAICuXbti//79hW4PDQ2Fh4cH8vLykJmZCa3WMffKbqmOH3/8Ec2bN8eUKVPw0EMPISYmBjqdTkZUiyzVAgCrVq1C69at0bhxY3vHKzNLdbRu3RqvvPKK+bLRaHSo11fB/K1atcLJkyfNtznL+xsovY6wsDC8++670Gg0UKlUMBgMcHd3lxW1VKXVAQBff/01VCqV+T6OqrQ6jh49iqioKCxYsADDhw9HSEgIgoKCZEW1qLRaPD09UbNmTWRnZyM7O9vh9yEVERGBZcuWFbn+zJkziIiIgL+/P9zc3NCmTRukpqaWOq1yf4pt2LABH374YaHrXnnlFdx///04cOBAsY/JzMwstJcwb29vZGZmlnfWVlVcHcHBweac3t7eyMjIKHS7VquFWq1GfHw8MjIyMGfOHLvlLUlF6rh58yYOHTqEdevWITc3F8OHD0erVq3g5+dnt9zFqUgt+/fvx7lz5zB79mwcOXLEbllLU5E63N3d4e7uDr1ej6lTp2Lo0KHw9va2W2ZLMjMz4ePjY76s0WhgMBig1Wod8v1dktLq0Ol0CAoKghACCxcuRNOmTREZGSkxbclKq+P06dPYunUrli5d6tCLQoHS67h58yYOHDiAzZs3w8vLCw8++CBatWrllP8TAKhRowb69u0Lo9GIxx57TFbMMunduzcuXrxY5PqKvNfL3WTkL68sDx8fH2RlZZkvZ2VllXvXpNZWXB1PPPGEOWdWVlaRL93NmzcjJCQEq1atQlZWlvnLOSwszG6571aROgICAtCuXTv4+PjAx8cH9erVw9mzZxEdHW233MWpSC0bN27EpUuXkJKSgj/++AP//e9/Ua1aNTRp0sRuue9WkToA4NatW5g0aRLatWvncB9Cd7+HFUUxf3g64vu7JKXVAZiOMTF9+nR4e3vjxRdflBGxTEqrY/Pmzbh69SpGjhyJS5cuQafToVatWujatausuCUqrY6AgAC0aNEC1f45/kjbtm1x6tQph20ySqtl7969SEtLw7fffgsAGD16NGJiYqR/5pZXRd7rdtm6JDo6GocPH0Zubi4yMjJw5swZREVF2WPW5RITE4M9e/YAML0o2rRpU+h2Pz8/eHl5QaPRwNvbG25ubrhz546MqKWyVEdMTAwOHjyI3Nxc3LlzxzwE5ogs1bJ48bbV/6sAAAoISURBVGKsX78ea9asQZcuXTB58mSpDUZJLNWRk5ODhx9+GAMHDsTjjz8uI2KpYmJizCvVHjt2rND711ne30DpdQghMGHCBDRq1AizZ8+GRuO4h+0urY7nn38eGzZswJo1azBgwAA8/PDDDtlgAKXX0axZM5w+fRo3btyAwWDA8ePH0aBBA1lRLSqtFn9/f3h4eMDNzQ3u7u7w9fXF7du3ZUWtsPr16+PcuXNIT09HXl4eDh06hNatW5f6GJsu9H3//fcRERGBHj16ICUlBcOHD4cQAk8//bRDLuscNmwYpkyZgmHDhkGn02Hx4sUAgIULF6JPnz5ITEzEkSNH8MADD8BoNCIxMRH16tWTnLooS3VER0dj4MCBGDZsmPmDNSAgQHLq4pWlFmdgqY4jR47gwoUL2LBhAzZs2ADAtBiydu3aMmOb9ezZEz/88AMeeOABCCHwyiuvON37Gyi9DkVRcPDgQeTl5eH7778HADzzzDMWP0RlsPT/cBaW6nj22WcxZswYAECfPn0ctnkFLNfy448/YsiQIVCr1YiJiUGnTp1kRy6zLVu24M6dOxg6dCimTp2K0aNHQwiBgQMHonr16qU+lscuISIiIpvgzriIiIjIJthkEBERkU2wySAiIiKbYJNBRERENsEmg4iIiGyCTQaRlYwdOxZXr17Fpk2bMHXqVABAXFxcsXvOs5YLFy5g+vTpAICMjAxMmDDBZvMqzbRp09C7d2/zniZ79OiB999/H0lJSaU+ztLtJbFWrcuWLSt298lEZB2Oc3AEIif3zjvv2H2ef/31Fy5cuADAtMdQWccM+fzzz3HixAm4ubmhR48eePfddxEZGYlHHnmk1Md98cUXFZqfzFqJqOw4kkFUTleuXMFDDz2E5ORkDBo0CMeOHQNQ8qjF8uXL0b9/f/Tu3RvHjx8HAPz5559ISUlBYmIihg4dihMnTgAApk6dik2bNpkf26hRIwCm3fdOmTIFycnJSEpKwtatWwEAc+fOxcmTJ/Hyyy9j7ty5SEtLM+8xdPPmzRgwYACSkpIwffp05ObmFsm2ZcsW3H///ejbty+mTp0KvV6P7OxsPPvss0hISEBiYiI2b94MwHTQtvnz52PAgAHo168fPvjgAwDAuHHjIITA4MGDMW3aNFy9ehWPP/44Tp06Zc6fnp6Oxx9/HPHx8UhKSjIfIM5SfZs2bcLTTz+NUaNGoWfPnuaDMN5da7758+dj1apV5suTJk3Cjh07cPr0aaSkpGDgwIHo3r07Vq9eXeS5yM+SP9/80agTJ05g2LBhGDBgAEaNGmVu6t5//33069cP/fv3x6xZs4pMj4hgvUO9E1UVy5YtE++8844QQoiffvpJvPvuu0IIIbp37/7/7d1fSFN9GAfw73ANCtO0IqwMihqkBDPFTYRsKYHRBjORWhMvyjBwJqgUJHYuStLtJqWgqxChKDpIhAMzI4zEmrC6qLmsaI5Qai7ENOc8e96L0XldNpsXu/L5XI3z9/f8dnEezjmcL/l8PhJFUY581uv18vru7m6yWq1ERHTixAnq6+sjokgs9OHDhykYDNLFixdJFEX5XGq1moiIbDYbdXV1EdH/Edjj4+M0PDxMFouFiIh8Ph/p9XoiIvrw4QOdOnWK5ufniYjIbrfTzZs3o+qYnJykgoICmpiYICKixsZG6u/vp7a2NjmKfmpqio4cOUJut5vu3r1Lra2tRBSJo7dYLOR0OqPGuXQeli4XBIGuX79ORESjo6NUUVERV32iKFJRURHNzMzQ3NwcHTp0iEZHR6NqXerdu3dkMpnk4xQWFlIwGKSrV6/S0NAQEUUi3TUaDRERdXR0UEdHx7Iafv+HwWCQDAYDff36lYiIBgcHqaqqikKhEGm1WlpYWCBJkqilpYUmJyeXjYextY4flzC2SgUFBbBarXC73SgqKoLFYllx+5KSEgDA3r170dfXh9nZWYyPj+Po0aMAIrHQqamp+Pz5c8xjDA0NYX5+HqIoAgDm5uYwNjYWM6n11atX8Hq9qKioAACEQiFkZWVFbeNyuXDw4EE54M9mswEAbt26JcfOp6eno7i4GK9fv8bIyAjcbjeGh4flMXg8HuTl5a1YPwA4nU7Y7XYAkTsG9+/fj6s+AMjJyZHTLTMzMzE9PR2z7qysLCwsLMDr9cLlckGv10OlUuHSpUt48eIFbt++DY/HE3fm0JcvX+Dz+XD+/Hl52c+fP6FUKpGTk4Py8nIUFxfj9OnT//y8MmNrETcZjK1Sbm4uent78fz5czgcDvT09ODOnTsxt/8dtKVQKABEgrjoj6/5ExEkSYJCoZDXhUIheX04HIbNZkN2djYAwO/3IzU1NWa8vSRJKC0tRXNzM4DI4whJkqK2WZo+CgCBQEAey9/GJkkSmpqa5OYoEAhgw4YNMete6VyfPn2KStOMVd/jx4+jclCWzk8sRqMRDocDLpcL1dXVAID6+nqkpKRAr9fj2LFj6O3t/eu+RASFQoHFxUV5XDt37pTfHZEkCX6/H0CkGXvz5g0GBwdx9uxZ2O125OfnxzUfjK0V/E4GY6vU3t6OR48ewWQyoaWlBe/fv1/V/snJycjMzMSTJ08ARBIb/X4/9u3bh02bNuHjx48AgKdPn8r76HQ63Lt3DwDw7ds3GI1GTExMICkpSb4gKpVK+bdWq0V/fz+mpqZARBAEAV1dXVHjOHDgAN6+fYvv378DiASyDQwMQKfT4eHDhwAijcTAwADy8/Oh0+nw4MEDhEIhzM7Owmw2y++Y/EteXh4cDgeASINRXV0tN10r1RfL0lr/ZDAY4HA44PV65bssL1++RF1dHUpKSuB0OgFgWdOVlpaGsbExEBGePXsGANizZw+mp6cxMjICABBFEY2NjQgEAigtLYVarcaFCxdQWFgIj8cT11wwtpbwnQzGVqmyshINDQ3o6elBUlISrly5supj2Gw2CIKAzs5OrFu3Dp2dnVCpVDCbzaivr4fBYIBOp8PWrVsBALW1tRAEAcePH5fvKOzatQsbN27EzMwMmpqa0Nraiu3bt6OyshLd3d2ora1FVVUVwuEw9u/fj3PnzkWNYdu2bbh8+TLOnDmDcDgMjUaDsrIy/Pr1C4IgwGAwQJIk1NTUIDs7G2q1Gl6vFyaTCYuLiygrK4NWq42r3rq6OjQ3N8NoNEKpVKK9vT2qyYhV3++L+582b94cVetSGRkZSEtLg0ajkc9htVphNpuRkpKC3bt3Y8eOHcte0m1oaEBNTQ22bNmC3Nxc/PjxAyqVCjdu3MC1a9cQDAaRnJyMtrY2pKen4+TJkygvL8f69euRkZEBk8kU11wwtpZwCitjjDHGEoIflzDGGGMsIbjJYIwxxlhCcJPBGGOMsYTgJoMxxhhjCcFNBmOMMcYSgpsMxhhjjCUENxmMMcYYSwhuMhhjjDGWEP8Bn1Yyvy6Ohm8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Instantiate the clustering model and visualizer \n",
    "model = KMeans(6)\n",
    "visualizer = SilhouetteVisualizer(model)\n",
    "\n",
    "visualizer.fit(X)    # Fit the data to the visualizer\n",
    "visualizer.show()    # Finalize and render the visualizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Text Analysis \n",
    "\n",
    "Yellowbrick provides the `yellowbrick.text` module for text-specific visualizers. The `TextVisualizer` class specifically deals with datasets that are corpora and not simple numeric arrays or DataFrames, providing utilities for analyzing word distribution, showing document similarity, or simply wrapping some of the other standard visualizers with text-specific display properties. \n",
    "\n",
    "### Loading a Text Corpus \n",
    "\n",
    "As in the previous sections, Yellowbrick has provided a sample dataset to run the following cells. In particular, we are going to use a text corpus wrangled from the [Baleen RSS Corpus](http://baleen.districtdatalabs.com/) to present the following examples. If you haven't already downloaded the data, you can do so by running:\n",
    "\n",
    "```\n",
    "$ python download.py\n",
    "```\n",
    "\n",
    "In the same directory as the examples notebook. Note that this will create a directory called `data` that contains subdirectories with the provided datasets.\n",
    "\n",
    "**NOTE**: If you've already done this from above, you do not have to do it again. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from download import download_all \n",
    "from sklearn.datasets.base import Bunch\n",
    "\n",
    "## The path to the test data sets\n",
    "FIXTURES  = os.path.join(os.getcwd(), \"data\")\n",
    "\n",
    "## Corpus loading mechanisms\n",
    "corpora = {\n",
    "    \"hobbies\": os.path.join(FIXTURES, \"hobbies\")\n",
    "}\n",
    "\n",
    "\n",
    "def load_corpus(name, download=True):\n",
    "    \"\"\"\n",
    "    Loads and wrangles the passed in text corpus by name.\n",
    "    If download is specified, this method will download any missing files. \n",
    "    \n",
    "    Note: This function is slightly different to the `load_data` function \n",
    "    used above to load pandas dataframes into memory. \n",
    "    \"\"\"\n",
    "    \n",
    "    # Get the path from the datasets \n",
    "    path = corpora[name]\n",
    "    \n",
    "    # Check if the data exists, otherwise download or raise \n",
    "    if not os.path.exists(path):\n",
    "        if download:\n",
    "            download_all() \n",
    "        else:\n",
    "            raise ValueError((\n",
    "                \"'{}' dataset has not been downloaded, \"\n",
    "                \"use the download.py module to fetch datasets\"\n",
    "            ).format(name))\n",
    "    \n",
    "    # Read the directories in the directory as the categories. \n",
    "    categories = [\n",
    "        cat for cat in os.listdir(path) \n",
    "        if os.path.isdir(os.path.join(path, cat))\n",
    "    ]\n",
    "    \n",
    "    \n",
    "    files  = [] # holds the file names relative to the root \n",
    "    data   = [] # holds the text read from the file \n",
    "    target = [] # holds the string of the category \n",
    "        \n",
    "    # Load the data from the files in the corpus \n",
    "    for cat in categories:\n",
    "        for name in os.listdir(os.path.join(path, cat)):\n",
    "            files.append(os.path.join(path, cat, name))\n",
    "            target.append(cat)\n",
    "            \n",
    "            with open(os.path.join(path, cat, name), 'r') as f:\n",
    "                data.append(f.read())\n",
    "        \n",
    "    \n",
    "    # Return the data bunch for use similar to the newsgroups example\n",
    "    return Bunch(\n",
    "        categories=categories,\n",
    "        files=files,\n",
    "        data=data,\n",
    "        target=target,\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### t-SNE: Corpus Visualization \n",
    "\n",
    "One very popular method for visualizing document similarity is to use t-distributed stochastic neighbor embedding, t-SNE. Scikit-Learn implements this decomposition method as the `sklearn.manifold.TSNE` transformer. By decomposing high-dimensional document vectors into 2 dimensions using probability distributions from both the original dimensionality and the decomposed dimensionality, t-SNE is able to effectively cluster similar documents. By decomposing to 2 or 3 dimensions, the documents can be visualized with a scatter plot. \n",
    "\n",
    "Unfortunately, `TSNE` is very expensive, so typically a simpler decomposition method such as SVD or PCA is applied ahead of time. The `TSNEVisualizer` creates an inner transformer pipeline that applies such a decomposition first (SVD with 50 components by default), then performs the t-SNE embedding. The visualizer then plots the scatter plot, coloring by cluster or by class, or neither if a structural analysis is required. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from yellowbrick.text import TSNEVisualizer\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Load the data and create document vectors \n",
    "corpus = load_corpus('hobbies')\n",
    "tfidf  = TfidfVectorizer()\n",
    "\n",
    "docs   = tfidf.fit_transform(corpus.data)\n",
    "labels = corpus.target "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create the visualizer and draw the vectors \n",
    "tsne = TSNEVisualizer()\n",
    "tsne.fit(docs, labels)\n",
    "tsne.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Only visualize the sports, cinema, and gaming classes \n",
    "tsne = TSNEVisualizer(classes=['sports', 'cinema', 'gaming'])\n",
    "tsne.fit(docs, labels)\n",
    "tsne.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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vBjvXNxa6aYahBE6yLDsucPKZjWsK3TzDkWQZN+zci32neiDKBDaOhdcdwnAoAgD40upFBW6h+UxGEUiZ3NBRTckZO8/jmY1rJqwlpSdwciLcryBK8AUEeN0OPLr/BPae7AEBwDIMJJmgZyQEANjb1oObGhbAwXOFbbDJTDYRSKFQQUAxjDKnHRfOrCx0MwxHCZy0cePd5ErgZDHftyTL2HagGXtP9sAXEFDutKO5dwiiTMCxjPo+hmHg84fhCwrwBQRML3MXsNXmMllEIIUSy+TZCKRQsmSiB05uO9CMl451IBAR4bRxGAqFcW4oiIg8PogwIstw2Th43Y4CtDR/0OwZymSECgIKJQ1K4KQsy5rXZVlGQ21VUVuKgihhb1uPxhNg41jYeRZEBmSivWeeYbCubvqE3y6Y6CKQQkkEFQQUig52rm/E2rppsHMsREmGnWOxtm5a0QdO+gICfEFB8xrHMvC6HbBxDCrdDrAMIBMCBsDqeTX4ctPCwjQ2j0xkEUihJIPGEFAoOpiogZNetwNetwOBiNY9PsfrgZ1jMa+qFIN+AW47j8sXTMPtTYsmTcrhZMieoVBioYKAQsmAiRY46eA5NM2rwUvHOjTbBjIBvvDhOtzUsEDNPJjo2wTxTFQRSKEkgwoCCmWSs2lVPYBoOuFAUECFy4Gm+ecLEE3kbAI9TDQRSKEkgwoCCmWSw7EsvrR60aT2BlAoFCoIKBTKGA6em/TeAAplMjM5ooMoFAqFQqGkhAoCCoVCoVAoVBBQKBQKhUKhgoBCoVAoFAqoIKBQKBQKhQIqCCgUCoVCoYAKAgqFQqFQKKCCgGIBhkNhvNPRj+FQuNBNoVAolEkLLUxEKRhhUVQPj/GHRXjsPBpqq7BzfSPsPB2aFAqFkk+oh4BSMDbs2o89rV0ISzJsHIuwJGNPaxc27Npf6KZRKBTKpIMKgkmGVdzzw6EwDrX3gY07SpdlWRxq7yt4+ygUCmWyQf2ykwSruedP9o/AHxZh48Zr0kBYxMn+EXrCHIVCoeQR6iGYJFjNPT+vshQee2Ih4rbzmFdZatq1reIloVAoFCtBPQSTAD3u+TKnPa9tKnPa0VBbhT2tXZp2ybKMhnk1prTHal4SPQiiRI8kplAoeYF6CCYBins+EYp7vhDsXN+ItXXTYOdYiJIMO8dibd007FzfaMr1rOYlSYUky3hk33FsfGq/+t8j+45DkuVCN41CoUxQrGkWUQxFcc+HpfGLidnu+VTYeR7PbFyD4VAYJ/tHMK+y1DRPhRW9JKnYdqAZLx3rAMcycNo4BCIiXjrWAQD40upFBW4dhUKZiFAPwSRAcc/LcdalLMtoqK0q+EJY5rTjwpmVprbDql6SRPSOBvHiP86AEO3rHMtgb1sPBFEqTMMoFMqEhgoCg7FqwFq+3fNWo5BBjHoJiyI+u+MvuGjLH7C7pQt/aevC38/0g8Qog4GgAF9AKGArKRTKRIVuGRiE1QPW8umetyKFCGLMFCXGgWEYcBwLmQB9fgFvn/Xh4lnRFMwKlwNet6PALbUmNACTQskN6iEwiGIJWMuHe96qWNlLEhvjwDAMbCwLQggYhsFAMAxRIpBkgqb5NXSxi8PIAExBlNA5HKDbMpRJSeFN1wlAsQWsTVas7CWJL9TkskUX/YgkQ5RkyETG1UtmYdOq+kI205IYEYApyTK2HWjG3pM96BsNwePgcXndNNzetAgcS+0myuSACgIDoFX3igvFS2Il4jNBGIaB286DEAKeZbFz/WpUl7gK3ErrIYgS9rb1gGMZzetKAOZNDQt0eVS2HWjGH46exZnBAHwBAaJE8Nb7/Th4uhdPbWiiooAyKaCj3ACKIWCNYm2SZYIQQtA4t5qKgST4AgJ8wcRBlnoDMBVRcWYwgN7REGQCsCwDGcC+kz14eO8Jg1tNoVgTKggMwOppfZTiwMoxDlbF604eZKk3ANMXENDnD8EXEMAwWk+DSAhea+2kMQWUSQHdMjCInesb1SyDQFiE286jYV4NncwpurFyjINVcfAcmubVqDEECpkEYHrdDngcPESJgI3berCxLIKRaPbC9DI3zWSgTGioIDAIOplTjMKKMQ5WRgm03NvWg4GggAqXA03za3QHYDp4DpfXTcNb7/cj1sdHCIG3xAGvy4Fypw2P7DuOvSd7VEHQNC96DRpfQJkoMITE10OLIggCjhw5gqVLl8LhsEbeczGq82JsM4VSjOTyrEmyjBt27sW+kz0QCYGNZeH12HFBuQcfXzITABJ6IT62eCYtJU0pGtKt65bzECR6qGNTgopFnRdjmymUYsbBc5he5s7qsxzL4qkNTXh47wm81tqJYESCd8zT8PkV8/GF/z2YMpMBABX+lKLHMoIg1QJajAe9FGObKRSFyejZ4lgWX12zGJsa6zX33jkcgC8owGkb3w++oICH9vwDh88NThjhT7c9Jy+WEQSJFtDfHz2Lfn8I73UN5ZxnnE+Myo2mUPIN9WyN9zQomQyByPjDsXwBAXvbemDj2aIX/lYvv04xH0s84fELKCHAad8o3uscxMN7T2BfWzdO+0bHnf5m1YNejMiNppgLLVGbGEWYByKiZoHbdqC50E0rGEomgyRrJ6CIJIMQwMZrp9FiPZWyWMqvU8zDErJPWUAVl1z7wCh6RkLRnGAGAMOgZyQEAJjjLVE/Z9WDXlJZFFZt82TBTAu42N3sRnm2FLEFMJhe5irKvognUSbDstop2N3SlfD9ivDPNqYh39Dy6xTAIoIgdgGVCYHPH1YLhNg4FhUuO/r8Anz+MGZXELAMY+mDXozIjaaYgxmxHRPFzR4vzGPRs8BJsoyf7j+BJ99ow7nhIACCmeVubLx0Pm5rXFhUfREPx7L40upFuKlhgfobA8Dhc4MTQvjT8usUwCJbBrEuuYgkIzJW8Y8QAq/bgbmVJagucUKSZfgFEW6ex8cWz7T0QS+bVtXjY4tnws3zECJSUbR5opPOAs7WxTtR3Oy5Vv3bdqAZ2w80o2MoMPYKg7ODAWw/2Fx0fZEMJb7AwXNJtxKKUfjT8usUwCIeAuC8S+61lk4A0Z2CqhIn5ng9YBgGcytLsKi6HD+45kNF4YZMZFFYvc0TnVwt4FiU7QGPnZ8wAaS5eLYEUcKelm4MBMOa8r8Mw2AwEMGetu6i6gu95FoUySoo5df3tHZptg1kWUbDvBq6XTBJKIggSLXXyjIsyhw2+IWI5nVJJli7cKomhsAqpLqfXHKjKcZiRGxH/PaAy8ahuXcEdVWliCuDX3T7yED2C5wvIKDHH0xY/jciy+gbDRVdX+hhIgl/Wn6dkldBoLfWwKKp5WgfGEX/qABJlrFsuledlKwUuDVR9o7TYaU+zwUjYjviYxBEmWA4GEb7wOg4sVps+8hA9guc1+1ATYkLrX0jiPOgw8ayqCpxFl1fZMJEEP60/Dolr4IgWUBXRJJx6HSfOkkzTDSbYHaFBxzD4LHPNsBj53NefI1e2CZ68aFYwdMfCMFts2Fd3TR8uak4AsQS/d65uHgTxSBwLAOvx4H+UQGzKzxgx9wExbiPHEumC5yD57C2biqOdQ+iz3/+1EBCCKZ47Fg7f2rR9sVkg56lMXnJmyBIFdC1u6ULAVGEy8argYU2jgXHMghFJPjDIna+dTLrxdcMS34yFB/adqAZfzjagbNDfvgCYUQkGW+d6cOB0z14akOTZUVBut87WxdvshiEOV4PJFkGx0THaz72ka1oxW1aVQ+ZkGiWwVAAYIALpkSzDIptT51CmYzkTRCkCugKhEW47DxO9Y/CFxAgSgQ8x8DrdmBJTXnOgVtmWPJGBqhZEUXwnB3yqzUhWIaBTIC9J3uwde9x3LFmSaGbmZBsf+90HqRkMQgMw2DZdC8e+2wD/GHR1K0VK1eT41gWtzctxi0r6ydcHQIKZTKQtxkkVUBXpccJkcjoGQmCZVmwbHTh6RkJYsnUcvjDoq7FN9GEHm/Jy+S8ByKZmNCztTDRiw/5AgL6gyFNTQgFiRDsbunCrY0LTZvss93eSee5+fyK+XjijTaN96BxbjUAYP+p3pQepHQxCGVOu+nWulJNjmXZcdXkntm4xtRr68XBc5jjpWlqFEqxkTdBkGoybZhThYOnezG1zAWfP4yILMPGsqgucwEAPHY+5eKb6qxyxZJ38BzaB0ZV17eNY1HmtKF3NIQLpnjG2qJ/a2GiFx/yuh1w22yIyLK6L67AswwCYdEUL0iu2zvpPDc/fv0Y9p/q1XgPth9oBphoLnY6j0Ih08xoNTkKhWImefUxJptMr1k6Cy8d6xgLJDxvwbMMg8FgGP6wmHLxfeKNtqQu4psaFsDrduBo96DG9S3JBIOBMJ59t111fWfqap4oOciJcPAc1tVNw1tn+jRR44QQeD1OVHrMiRrPdXsnleemzGXH22cGxo2hgWAYDBjIXqKKn2TbUYVMM6PV5CgUipnkVRAkm0wFUVIncZZhNBOs4n5PtvjqOat8ZW019rZ1a1zfhBBUlThx6HQfhEZJ/e5M4hQmUg5yIr7ctBAHTvdg78keSISAZxl4PU7MmuI2xQtiRKBmKs/NRTMrsKe1W+M9iEgyRIkATFSIxn5/qliQQqSZKdXkwpI87m+0mhyFQsmVgkQhxU+met3viRbfVGeVKxP6p5bPxraDJzAcikCUzy9sc7wezemDmQQJxu9xF3MAYTI4lsVTG5qwde/xaCZIWESlx2maF8SoQM1U4jG+9ryNY8FzDBgw4yxvq8WC0GpyFArFTCxXujid+z2Ts8pjJ/TlM7wYESKalMb49+j5nslSjEiBY1ncsWYJbm1caLoXxKhAzVSem3jhybEMKlx2gIEmVsKqsSC0mhyFQjELywiCbN3ver0LTfNq8PujZ8EwUEvMKu8BotbpytpqvNJ8LuX3TPRiRMnIhxfE6EDNRG1OJDy/OPba/pO9lo8FodXkKBSKWVhGEChks/Ck8y5IsgyZEPSMhNSCKTPL3dhwyTzIhGDjU/vhCwiocNlRMnbi12AwrHE1dw4HJtRBNlbF7EDNVMLzlpX1RRMLQqvJUSgUo2EIISTRHwRBwJEjR7B06VI4HNbZR01Fstz1R/YdV61OpRIixzAoc9owGhbHWaNX1E/HZy+ag3KnTZOz7rLxaO4dGjvIRisKhIiEJ29onJCxBNmSS6noiXJ+AoWSimS1U+jYp5hBunXdch6CXEjkXYiPXOdYBhzLQZIJDrX34YMzpmjez7EMDp3uw62NC/H4oRbN9oBEZAyHIjjt82NuZfEfZGMWRsRZTNRATQoFSPyM6C2QRaGYxYQSBIlIFrkekWT4w+K4VDMgGtHeORwYtz3AMgwqPQ70jR1ko/zNqgFohWKyxllQKHpJ9IxkUiCLQjGDCS87lcj1eGwcC4+dT1jkpcLlAMDAFxTG/a22ogRT3HbwDAMhIsHN8/jY4pmWDEArBOlqCQiipHlv53BA89pEYSLfmxUo5v5N9IwoBbIGAxHIMbu4iZ4bCsUsJryHIFnkOgA01FZhNCwCMS8r1v70MleSg2yAZdMq8nKQTTGip5ZATYkzqy2FYthbVVzBe1q70TMaRE2JC2vrplK3r0FMhLTfRM9ItgWyKBQjmfCCAEgeuX5zQx1+dqg1YUQ7x7IFP8gmU6ywYOqpJZDplkIxLQI/3X8C2w80YyAYhigRtPaN4Fj3IGRCcHvT4kI3r+iJHzuj4Qief+99iBLBV9eY379GPGOJnpFiKpBFmbhMCkGQKtUsVe2DYjmrwEoLZrpaAkDmJaKNiEnIh1gSRAlPvtGGPr8QPTNj7NTOPr+AJ99owy0r6y3r2SgGYl3thEBzWFlz7wgICG5vWmTKmDfyGUv0jBRbgSzKxGRSCAKFZJHryV4vlrMKrBbEl0pI9YyGMi4RnUvth3yKpc7hAM4NBcalpDIMg3NDAXQOB+ixwDkQ62pvHxjVHFYWEiW8ePQsbBxrypg3+hkr9gJZlInJpBIE2WLlFDgjDgRK9r3ZiqBUQirT8sS5nm+QX7HEaOJR4v+U/I/5wQpbSrmgjJ3RcAQ+f1gjvHiWgZPnTCkQZsYzNlEKZFEmFlQQFDlGHQikYLRrNP7amZYnzuV8A7PEUjKml7kws9yNs4OBcSev1e2eAAAgAElEQVRrXjDFjellLsOulQmF3FIyUoQoY+f5995HRJZV17pyJDfHMqYE4KV7xjqHg3DwbFb3mOwZSXWQGoViFlQQFDlGHQikkA+LOpPYjFzONzBKLOmdkB08h42Xzsf2g80YDEQQkWXYWBZTPHZsvHR+wSbzQmwpmSVCNq2qhygRNPeOICRKmpNLAXMC8JI9Y4QA/QEBm3/3NwyFwoYLLSvFBlEmB1QQFDlGHgiUL4s609iMbIM7cxVL2UzItzUuBMsw2NPWjb7REKpKnFg7f2rB9oHjf1OZEPXETzPP3zBLhHAsi6+uWQwCghePnoWT51IWCDPCuk72jJ3yjQAEECTJFKFVqNgg6pGYvFBBMAEwKhvC6O2HdOiNzTD7JMxkZDMhWy0QVflNHTynicq3cSzKnDb0joZwwRSPodfMh7C8vWmRKmqSHWhmpHUd/4yVuexwcBxmlGu3gYy6x3xvdwHUI0GhgmBCYNQi5HU7UO60YygUho1jNZNRIovaLEsi2fcqAkKpUqfnutmKpVwn5EwDUc3qS8VLcrR7UBOVL8kEg4Ewnn23HXesWWLY9YD8CMt0Y95o6zr+eoIo4ZZfHRqXUQJkf4+xYyCf4ly57jNvn8arzZ2WyVai5B8qCCYQuWRDSLKMxw+14JRvBO8PBGDjGHjdDszxeiATaCxqsyyJdN+bzXWzFUv5mpDNtsocPIeVtdXY29Y9LtCxqsSJQ6f7IDRKpogQo+JaUqHnQDMFI6zrWFEaf4/KdkyZy57RPSYaAw21Vahw2xGMjC9ZbFQfxl63PxBCc88Iypw2zPF61LFCj3afXFA/EAXAeYtqepkb08qcYMCgeySIc0PBcWc1KO8NRESNJbHtQHNG14yvR5/ue9P9PVV9e2Ui1zupJTsDAzB2UTOqL1PxqeWzUeaygWWiixbLANUl0UA8RdwYibJVI8nak9XzVWRHEXOJMOp+Y++REOC0bxTvdAzg7bM+nOwbweOHWiDJsq7vSjQGXm3uBAhM7cPY6yq1HHpHQzjt82veZ8YYoVgT6iGgjLOo5nhLMLtizNpx2nFTwwLVWjXC+kpkEa2srcaBU8m/9zMX1uKVE+cQ76HlWAavt3UjIsk41N5nmJVtZLBmMvK1T1xd4sTyGV6MCBFEJBkcy0AmBATmlcUtZJXPfHkolHt54o1WdA2HYOMYTC11YUa5S7erPdUYAAE+Wj8DB08bX6go/ro2joWNYyHJBL6A9jRXWjp58kAFASWhe5xlGDh4DsPBsMY9boQrPdH+7u+PnsHZoQAWVJdp3ksIcLhrAP/2P/vwt7M+OG0cvG47aitKVHHwXtcg+gICPHY+o73PdPv2Zi9q+dqWUMTNi0fO4sygH8OhCESZgGcZrJ5bA54dvw+eK4UMrjRKzCUaH/Gv3dSwAHtauuF1OzRxNxwDXaIu1RgYDIXxmYtqsanR+EJF8ddlGQZetx09IyGIBGPCkaOlkycZVBBQMrKocrW+kllEDhuHQFhCRJIhEwIbx4JlGLQPjGIwEEbtFA8cfNSC6RkJAYh6MmRC4BdEOOMmrFRWtt59e7MXtXxZspIc7dNjPdHAQjCAg+NQPcWNESGCbQeaTQsai93jz2c6Wy5iLtH4aJxbDQDYf6pXM2auWToLQ0I4a1GnZwyYUSk10XVrK0oAAEPBCIhM4OZ5Wjp5kkEFASUjiyrZeyOSjGW1U9JeyxcQ0OcPgWUZjUXFgEFYkvD2WR8Ioi7MCpcdPn8IlR4nbGOV4HpHo5HyPn8YsysIhIgEp41FRJIBaDMjkk3ImUagm1W6Oh/bEsD5+5VkoNxlBwEAQsAwDHiT6xEAhUlny0XMJRof2w82AwSYV1WqGTOiRJIu6GUOOwRRhiAmD9rM1xjQc12GAWZN8eDfV8zAZy6qNf0gMCuk5VK0UEFAAZCZRRX7Xt/YoksIsLulC4fPDSad7CVZxq/ebkdL3whCEQl8TCZD+4AfDACvx4HBYDRXvm80BAIylulAML3MCYDAFwhDECWwiC5wod5hvNsxoPk+hmGSpkrmO787FWZvSyj3KxOilvuNHqvAqHvFZtSYiKWQh29lk/4ZPz5kQjAYiICAQJKJ5oTCg6d70TCnSk3XA6IZHKf6R+G0cbjlVwfTCqBCxVukuq5ZQo3WOrA2VBBQAGRmUcW+96E9/8Deth7Y+OjDnGqy33agGa80n0O5ywZBlCAToHc0BIDA5w+j0uPE3MoSSDJRg9/+0TWIU75RDAYjakGdCrcd87yluGx+DXa3dqPcZYcghtTvkwnBtDIX1tVNG3cP+S6+lA6ztyWU+7Xz54PGFMSxfvaaGDSWTwFmhNWZaHxEJBmRsYwBZW9dYSAo4NPLazVFkvr8AsAA08vcYJjUzwRQuHiLQlzXaiezUrRQSUbRkGl63uGOQVUMKCiTfWz6X+zCUFtRgppSJziGAQEwEAijxMlj1hQ3QmN5104bBxsX3QroHg5CkolaUKd3JAQ7x+Kt932a72MRnXxP+/zoGArgYHsvHtl3XJP+la90wkzJtN/1otyvEjRGyHlBwLMMOIYx1TWtbBGFItK4FDqj0tkkWcYj+45j41P71f/if3e9JBofSgQ+zzIghECO6cMKlwPVJU58afUi7FjfiO2facC8qlLMqyzVZMQkeibiyWUMpEq5TYdZYy+eRGW0BVECMxaAmU3bKcZCPQSUrMnE2o59L8NoUxtFSUbvqIB3zw1AlIjq+p9d4YaNi8YODAbDamR8ZYkTw6EwJELgcdjU7yNjbnGGYVBb4UEwIo2zPgq1Z1soYu9XCRrz+cMISxJmTPHgEx+4wDTXdKotomRbOtlgpNWZcG8dDIgswx+WcLhzcGxM2nFBuQdNC8+PGQfPwcFzGApmH2SYKZIsY+ve49jd2gW/IKKqxGlZF3whymhTMoMKAkrWZJudEHvAjoPn0DcqQCLR/VmWZVTXf1iU4OBYzPFGF7KwKOHccBADwTA6h4Nw2Th4PQ7UVkSzDXyBMDiWBcdEAxaBxK7pfOzZWiloKvZ+p5e6sLCmHBfNrMAdly2G224z7brJt4iA2RUeQwSYGVsS8eOjPyBgituOCjeDATW+RcDimvJxYyafVRolWcYNO/di38meqFjmGHhHQxgOhQFYzwVfiDLalMyggoCSNZlmJzTOrY4eDRwTD1Dm5OHiecyrLAXHRrMHIpKEsETQ6xdg5xi80+GD1+0AIQT9fgEMw8Bl41HhtqF7OAgAmFbqQkQiAAiqSl1gmeTZBkbsnSZb8K0YNJXN/eYqaOK3iICoZyJCCIZDEVxRP90QAWZGTEhsf3UOB7H5hb9BkKPubCW+xcaxYMBAlAm4mJ81aRaOqC8LJxMe3nsC+072QAY0QhrQVwMh3xSijDYlM6ggMJHovl4QAMnLHp1ejLReM7a2CdR9bEIIJIkgQCTNNsLJvlH0j+0tV7jtGAiE0TMShCDKcNl5EELgLXGgtsIDgMFgMIyQKMEfFsGxwEBAAMNALV6UzDLLJp0wnYvWykFTeu7XKEGTaouIEOCzF80xRCAl8zyxBmxJRLcAWE2dAY5l1KDCZIJDk4UTCKE/EAbDAHtau1Nm4WSCIEp4rbUTIiEa8cuMZY/0+0N5D5DVw6eWz8a2gyc0xbG8Hm0Zbau1eTJBBYEJSLKMn+4/gR1vtqFjKACAwYwyF25cMR+3NS4smKVohvWq1/oURAn7T/ZiXlWpxsoCgPfODSAQFuHgo4vHcCgClmHAMsBcbylsnB+9owJCYgQeO4/KUicuKPdAEGXMrvCgrV9GlccBO8uizy9AIlCLF82aYoxrGkjvor2pYYGlUhqzIRdBEys0E7nOleqXbp43zHWezPM0xWXDF1fW59zf2WwBjMvCOdmjjnWjBKIvICAQEcdljgDR7BG33bg+NpL4MtqxtUhoieTCY62okwnCtgPN2H6wGWcHo2IAADqGAth+oNnQQ2uyaZdZB+mki1SOPXBGWWxYBnh/wI+hUATvdAzgnY7owTBhSYp6AdwOsCwwvcyF5TMqUO6yY9HUMhACvHvOh3fHPtM7EkKZw4a5lSWoLnFirAw8hoIRfLR+hmGxAclctGcGA9jb1oPO4aDph+qYSbr9+GRR4Imi/B8/1ILGudX5O+AozvMEkub9Osn1oKbDHYOqGFDQk3GQDq/bgUq3c1zmCABwDIPLF4xPubUCSn8C0UwiZaxN1KDeYoMKAoMRRAl72roxGIho9skYJhqQtKelO+OJIJeUotjvyGayN6pdidK5Tvv86B0NodTBY3qZCwyYqIUvE1SXRIsQRYXCAI50DcLBs+gcDo7VGoguyhFJRliScGYwAIZhMLeyBBfO9GL5jArUV5XiMxfVGuKRiXXRxhLrogWI4SmNRvz2esn2lMBkQhMAPrZ4Jtw8DyEiwc3z407OzJVYz5Pyu18404t5VaXYf7JX7bdc+nHTqvqs7sPMUxeVhfWCco+awisTAhZA07wa3N5krYDCWLLtT4r50C0Dg/EFBPSOhtSqcLGIMkGvP6h7n8xIF7+RwVfZtCs+2Eo5VQ2IViec4y1BrTe6ldAzGoq6n/1hNRJZlGRUuO0YDYvgWRYRWYaNZVFV6sJAQNCc0Kbs8xrpmtbjop1e5jYspbEQwYnZuMdTCc39J3uxY32jqYVvYsd17P4+EB3XvaMhvHDkTE79mG0QqtkZB/EVQ102DuvqpuPLTYXbltRDIQ++oqSGCgKD8bodqClxorVvZNzCwbMMqj0u3ROBkQFqRk5O2bYrdgLrGglAJgQ1pU41Cl3ZY67yONA9HALHMprAo2mlThzpGsRFMyshkfPBYwwDdA2HNFXkjHZBnnfRhtSUKYVYF61RKY3J+liUiGl15rOp0aBXaJoVKJZuXD/7brtaVtiIGgXp7iM+YNfMmhfFvrCadUYIJXuoIDAYB89hzfypONo9iL5RQV04CCGocDuwdsFUXQ+t0fnVRh4Jm227tOlcAdz54t8RSuDCddt41JQ4MavCowk8igosBhKRNdeorSiBnWNR7rBjWAibUldA6b/hUATAWAqdLINnGKyOcdEaldIY38eEAGcG/fjhX47ixX+cMa0ATaaCJp9594lINa5XzqnGwdO9eQnyTObRubmhDoC5NS/owkoxCioITGDTqnrIhJzPMiDAzHI3blwxX/dEYEZ+tRHWqxHtcvAc5nhLsWb+1IQT+UfrZ+Bgey8CEVHjAubYaLZG/FaMTAg+v6Ju3CIsiBJ6RgOGWU6ZuGhzmaQT9XH7wCh6RkIgiMZOmJXOmKmgMdoKziYlNtm4vmbpLPzh2Nm8VA1M5zUrViueMrmggsAEOJbF7U2LccvK+qzrEJhheRlhvRrZrlQCheeYhIvMjSvmg2WYpCe0TS9zq1HvRu+/58tFG9/HMiFqPAXHIGUVRqPIRNAYITRziZlI9rsIopQX74Ver1mmpy5SAUHJN1QQmEjUEi7J+rNm7T/mYr1m265EE1yqBXbTqnpEJBm7W7oQCIuo9Dg1C3+qRdns4kBmu2jj+1g5bS96PLRT0+9WKOZihFDK9TdLNL7ydW5FoQN2U5GpsMiXEKGCx5pQQWBhCnVOupHt0jPBxS+wymcOtfchIIpwO2xYOac65WcU8nncrpnE9nEoIsHJcyhz2jDHqz38xUrFXLIRSko1zz0t3Rn/ZoIooXc0hGffbceh9r6E4ysfz5AVAnbjyVRYBMIR/Pj1Y3inYwCDwbBpWS1WLO1NOQ8VBBbGDBe1Eco8k3ZlM8HFfsZl40FA8ErzOfAck3ZSNCP2ohDE9/Ezb5/Gq82dmuyGYi7mErswdI0EcaJnGFWe8ychKiT6zWI/++65AQwHw2Opq55x4ysf2zxWCNiNR+9zp/TlL/7aijODfth5Dl63HQ6eMyVGxcqlvSm0MFFRYMR55UaeGa+3XdkUQ8q1gFKiAkgK2VjT+SwMlAilj29vWjShirnEFjMqcfDgWAa9oyGc9vk170v0mymfHQ1HMBKKQAY0n000Vox4hlJhRLEdowoZZfIMbTvQjN//4yy6RoLg2GiNjZ6RENoHRg2pqJhtuyiFgXoIJgmFUObZWOu5WvhGWWvJXJufXzEfQ6FI3vc+iz3nPJb4hYFlGHjddvSMhDQFphL9ZrGfFURJLQCmVIxUPptorJi5b22lgF29z5DSlxIhEKXo0ePAWPVNfxizK4ihXrWJ4r2byFBBMAko1L56NhOcEZOiEfvG8QLKH47g0f0n8MQbrWobC7H3ORFyzhMtDEpxqt7REPxCBNNK3Ql/s9jP2jhWUzlSHDs0i2M5zVjJ5751IQJ249H7DCl9aeNY8Fz0bA6FiCwjIsmGxqgUumYFJT1UEEwCCqXMs5ngjJgUc7XWEgmo0z4/+vwCeJbFtDLXhNn7LES0d6KFQTkieWFNOX5w9cVJ3fuxn431LDAMA55lVIEQO1aKad/aCDGr9xmK7Uuv24He0fMVOG1stAqokTEq+cr6oGTPhBIEw6EwTvaPYF5lKcqc9kI3xzIUUplnM8EZFRmerbUWL6CUcxcYhlEtJwfPFV3mQiyFjPZOtTCsnT8Vc7yluj+reBb6RwWUO20otds0Y6XYsk6M2hrS8wzF9qWSveILCIhIBDMrXPjEkgsMj1GxauYUJcqEEARhUcSGXftxqL0P/rAIj51HQ20Vdq5vhJ0v7ls0woIrpDLPZoIr9H55vICKSLK6x2pjWc1xtsW691loqzmXhSH+s0tqpmDlimp8avlsVJc4NWOlWPetc90a0vsMxfbljDIXFlWX46JZFbjjssVw221ZXz/XdlEKA0PiD9MeQxAEHDlyBEuXLoXDYe29nc/u+Av2tHaBjbFsZFnG2rppeGbjmgK2LHskWcbWvcexu7ULfkHMuXa9ahEmqfBH0fLIvuOakxnf6fBBkqOHMcUWm3LzPHasbyzIpJatWBRECRt37UdAHO8xyvf95CJ49XxWECVsfGp/Qu9Yrvc6kYrrTKR7oSQn3bpe3OYzotsEh9r7NGIAAFiWxaH2PgyHwkW3fSDJMm7YuRf7TvZET/vjGHhHQxgOhQFkZ8FRZZ4Z8VbotFIXBElSXdRA4fY+c3X3W8lqzjUIT8+5GUZ7xyZicR0zg1WLVWwUa7tzoegFwcn+EfjDosaNqxAIizjZP4ILZ1YWoGXZ8/DeE9h3sgcyogfZyCQafQ0g533PiRClng/iBVS504Yn3mizxN5nru5+s2NKrDaRGr1vXejtlmKhWIVTsbbbCIpeEMyrLIXHziMsjS+w47bzmFeZPEDJigiihNdaOyESojnVT8mz7veHLLvvORGJFVBW8LAYESRnVkyJVSdSI71j+QxStJqwyhSzhJPZweOTWfAVvSAoc9rRUFuVMIagYV5N0W0X+AICAhFRk1+tIMoEbjuft3zdfE9IxTABZluv36j7inX3S2N59zaOTVqMJxlmRHtbfSI1wjuWj+2WbIWVlZ4fM4RTPoLHiy0rxWiKXhAAwM71jepACYRFuO08GubVYOf6xkI3LWO8bgcq3U543SE1v1qBYxhcvmCa6QMy35aeWdcrdBqqGffldTtQ4bLjaPcQfAEBojQWY+J2YElNuW6xaHRMyWSZSI3cbkm2gGcqrKzomTFDOG3YtV81/Gwci7AkY09rFzbs2m9Y8LiV4msKwYQQBHaexzMb1xR8ATACxZ07HIoAAHz+MCKyDJ5hsHpeDW5vMt/SyrelZ/T1rJKGakY/KgtHz0gQLMuqMSY9I0EsmVqe8aKb6tTITISCkROpGZauUd9pxHZLqgVclEnGwsqKnpl44RTrzcomTiVfweOTvZrihBAECmVOe9EFECYi1p3rCwpw2Tisq5uOLzctNF3xx1p6MtG6pM2w9MywLPNhSaTDqPuKX8iUA2CmlrlUsWhjWVSXudT353oIViprM9nCasREaoala8Z35rrdkmoBv27Z7IyElVU9M4pw+sPRszgzGDjvzWKjhg0f19505Ct43AjBpzcd1irbO7FMKEEwUShkiqBi6XWNBOELhFVB4HXbMa3UZbjLzGgXnVXSUHO9r2QL2TVLZ2EgGMYcbwlmV5wXbCzDYDAYzvn3SbZYyWNBrskWViMmUjMsXTO+M5fnM90CvuGSeRkJKyu7uDetqsfrbd3w+QWIhETnEY8dI4KIbQeaM+r/fAaPZyv49IhPvQK1UIKBCgILU4gUQa/bAV9AUOMXWIZRj0S1c6zhLjOjXXRWSUPN9b6SLWSiRDS1/GMni1xdmqkWqyffaENNqRM2jk26sOZiOZth6Rr9nfGTdDbPZ7oF3B8WMxJWVnZxizIBAwYXzfJqhCuQefp0PoPHsxV8esRnuvcUOh5kYidVUrIice3K5K/ngmJZxmdUZJsCp1gSichnGmou95VqITt4uhcNtVWG9VcsymIVjyQTnBsKQI4bAPHn2CsT6Y71jXjyhkbsWN+IL61elFGxpEQolq5R95Ppd0qyjEf2HcfGp/ar/z2y7zgkeby1mg5lAY9FJgSCKKHMZYfX7cCmVfX42OKZcPM8hIgEN8/jY4tnJhRWRj8/RqL0vyJcY9Oos/lNd65vxNq6abBzLERJhp1jsbZummnB44rg07tNkEp8CqKk6z2KYAhERI1g2Hag2dB7Swb1EFiUQrmMote0IyzJ0X0/Obrv5/U4Uem2m+KCNDIFzkppqNneVzor8tPLa2HjWMOLJCWzNiOSDDBI6HVJ5JbOxnI2w9I16juN3HaI3VphGQbtA6PwBcIIixJmTfHg8UMt2LSqPiMLNdfnx6y5Jln/SzKBk+eSCvdkWDl4XM/WDYCU7+kcDhY8HoQKAotRaJeR1+1ApccJl53H7ArP2Pny0QDDMqfdFBek0TETVklDzfa+0i1k1SVOU2JMksUBcAyDmeVujYUX2x4jxoQZxZKMChBLN0kDyOh3UBbqJ95oRddwCDaOwdRSF2aUuzRCI5Wwil/EsxkPZs818f1PCMFpnx8+v4Aylx23/OpQVtezYvC4XvGZ6j0AKXg8CBUEFqPQKUTxFowSXBhvwRgxYRixJ5uIfFkSei2rTFP79C5kZsSYJLQ2F9ZAJgQvHz9n6mmZm1bVQ5QIXmvtRDAiwRtn6WZjyeZqPaey/HxBAQ/t+QcOnxvMaEHlWBY3NSzAnpZueN0ONYsHADgm9f56qkU80/GQj7kmtv8Pd/owFIygssSB2ooSS6RHGoXeZzbVe6aXuQseD0IFgYWwSgqRXgsmU5QJXT0XwGQviFmWRK6WlZ7Pf37FfAyFwni7YwDDwXDezk5I5tWQZDmaZWDSWQ5Knxxs74VfEOFx8GiYU6V+/yP7jmfV37l6n1JZfr6AgL1tPbDx2kDLiCTjsxfNSXktX0DAkBDO2Bo0ahHP11yj9P+GS+Zhw659kOJKshc6PdJI9IjPVO/hWLZgx9QrUEFgIaySQqTXglHanG6SjV8A+/0CBEnCXG+pZQqpZMLDe0/g90fPwGHjsmp/qkl906p6TV+VO+1YUzfV8PPp01nb8dam2amwsX3idvAgAF5t7lTjFnJdBLP1piSz/CKSDEIAG39ekBBC8P6AHz/6yzH84dhZVLoTH1keDTCTUe60Q5CkcddMZg0auYjne67xh0UEI1LB5zYz0fOMpHuPGSXFM4EKAgthpRSiVBaMLxDKyFUaO9nbOBZdI0FIctRSmOONHidcDJaCJMvYuvc4fvSXYwiJklqfobaiRHf7003qokTwSvM5dfETJAn7T/Wi3Gk3RCzl6t3IZF9bL6n6ZE9LN8CioF6zRJP0stop2N3SpXnfaZ8fvaMhEAAsw6RNKfMFBIQiEuZWlqglylNZg0adYwHkf66x0txmNnrEZ7L3FPqYeioILMayGVOw92SPJqK7EClEqR7g/kBYbWM6iy1+so9IMkSJgGUZ+PxhzK4470K0uqWw7UAzXjx6FqGIBJY9X58BAOZ4S3S1P5Vl1u8P4bXWTlMXv1TeiWwnoVxFRqo+6fUHAYZBmXO8dyRf4yXRJA0Ah88Nakrz+gICGIYBzzDq8xv72z1+qEXT99PL3DjlG8G5oSCqPI601qDXbcw5FkBiz4dMCISIhH+qm274XGPWCZsTlULUoAGoILAEsRNq9HjjMBhmbFHOs8tIIamrVJTBJEhBS7ZoxU/2No4Fz0Xr70dkGRFJVt9vZUtBETZOnlPbD4wdSz0mbPS0P5XQctt5BCIiXLbxj6URi18yS5xlgF/8tRV/aevGYDCc8YKe6752qj6p9rjAsEBI1O9aN4p0Qa+xz4cidBkG8JY4xuXcdw4HxvU9w0TrZjh4Dj+4+uK0Oe9Gn2OhzCmvt3Xjva5B+AURbjuHA6d7wHOM4TE9hXaHU9JDBYEFiJ1QXXYeM+08IqKMpvk1+I+1HyiYek7mKt3T2p3w/YkWrfjJnmOjFk3vaAi2sbMGAOtbCrHCRmm/4uaNyDKEiISrFs1M2/5UltIV9dOjqZImuVWTWeKnfX50jwRRVeLIeEE3Yl87VZ+sXTgVADKyLHPNq9fr8Yh9PoJCtJBMucuG2ooSzfdFU8qYpF6Q4WBYFRypMPocC8XzEZFk9AUEOHkOHMsgKEqmxPQU2h1OSQ8VBAUm2YRq41kc7hgsUKui6HGVxpJo0Uo02c/xekAIgdPGISLKRWEpxAqbOV4PAKiFm5w8h08smaW7/aksJRvXbJpbNZElrri67Ryn8froXdCNCk7TYz2msyyNyqvX6/GIfz5+9XY7Xmk+h9hyDedTylw576H7AoLh51gIooRDp/vGFQkyM0ajUO5wSnqoICgwVsksSEUqV6lCqkUr0WR/a+PCsdS6SFFYCvHCZm5lCWZXeBASJVy95AJ8dc1i3d+VylIy062aSJxFJBkRiWBamWNc4SE948+oYLF01qMey9KIlLxsPB7K8/HlpoXgucSpmUaklMX2tVHnWJg5/xTzqX+TFSoIDCLbgdpPpLMAACAASURBVF2M0beZLlqpJnsjU+nMJtF9X1E/HZ9eXpvVscOJLCWz3arx91DusGN2hTvhpK9n/BkdLJbKekyX4WBESl42C2Tss29mSpkZgXmp5p8yhx2CKGc8to089Y+SXxhCEh9ZIwgCjhw5gqVLl8LhsN6iZBWMGNiP7Due8CH/2OKZls7LL0Z1b0SbBVFC72gIv3n3fRxs7037u1uxn5Q2eew8Ht53XC2woxA//lLdg/oMJLGM80HncAAbn9qfcCEXIhKevKFRl6UriBI2PrU/cdAnz2PH+kb1/vU8+4n6LfY1ILOyx7F97QsKcNk4rKubji83Lcy6r+PnH0IITvWPqvEymc5peuazYp3zip106zr1EOSIHjdlugWhWKNvi2kv0EiLxMFzeOHIGU29gES/u5WtIJ5l8Nzh9zU58YQAlW47vG6nOv703IORXo1Ce9oyscIzKTAVX2K4psSZ1djgWBabVtUjIsnY3doFvyDiYHtvTlkB8fNPn18AGGB6mRsMA8ODTJVrZerNsaKwnmhQQZAD6Qb/51fM11Wil0bf6iOXCcHIuu163dOFPpciFfFtm1HuRkSS0TRPm9kSa8mlu4dcBKIRBZOMcqfrKRudaYGp+H7LZWxsO9CMV5s71aqOuY6r2PmncziAzS/+Xc1oiL8vI4JMgdSn/sVvy6QbG1QoGAcVBDmgDH4bx2qqhgHRgf3j149h/6lezUP/+6NnMRQKJ0wnLCaLO5/kulgYXbddz6TndTsscS5FIpJmtnDazJZ8nq2RbIHUcy6AQipPm55FI36cpSobnUuBqQ2XzMu6X838TZTUx6Fg5mcsKOj11GTizUk2NuSxcxGs6IErVqggyIFypw39fgFdI0FN1bA5Xg/KHHa83TEQsy8H9ezzd8768PbZAaytm0oHrw4ytabiJ3+jI6n1THpWzh7R27Z83UOiRU7vuQCxJPK08SyDh/eewGutXQhEIim/J36cpSob7bHzcNk4iDIZtzg77DwGA2GUumwJMzdO9o9k3a9m/ya5br3o8dQIoqS7ImsqAbTjzTZUe5zjDpcCkntKqDchNVQQ5MATb7RBkKRoXf6xqmG9oyEQQnDDh+ZiT2u3+uC2D4yiZyRazEYGMBQKW8Z9bGUysYiSeRI+v2K+oZkceiY9K2ePZGLF5eMeEi1y6c4FSIXiaZNkGTfs3It9p3ogymTs7IkQhkORcd+jd5zFjrHm3hEMB8PwehxjtSkYnPKNwMay6BoJjRXhip51oeiCCpcD8ypLs+5Xs38TI7Zeknlqbm6oU0+t1FuRNZkAkglBx1AAXrcDsb6bZJ4SK8fzWAnaE1miTCBzvaWoKXWCYxjIhIBno2r11lX16sMpEwKfP6xWtuPHDvlRBm/8fh3lPMqEkIjYPUngvIUXiIgai+GJN9rQNK8GkqxNqMklXWvTqnp8bPFMuHkeQkSCm+fxscUz1QlNmViNvGYyBFFC53BA9zjS2zYj7kFP25RFLvb7+/0hyAQJzwXQe59b90YXH5lERYVy9sTZIb/mewRRwrHuQfT5Qwm/J3acxY6xuqpSVJY44PMLaOsbQedwACDABVPcqPI4IEoyekZCaB8Y1fRbmdOedb/mY1ylG9vpUDw1O9Y34skbGrFjfSO+tHoRfnaoFb8/ehYDQQEOG4eZU9yo9jixtm6q+p74xTl+bChEJBkg40uoA+PnBSD53LDtQPO4z2f6PE0kqIcgS2KVa3zlsIgoIyTKqtIWZRmRsfPkCSHwepyaWAMrFB+yKnotonQW3i+uXwnAuEwOPYGgZmeP5GL16G1btveQSdtirVKWAU72j2AgGAYhgMvOod3nxxyvBwyj/1Q/QZSwu6VL9d4pKGdP+IICekdDeOHImajFGgihpW8EZU6bei0FZZzFjzGGwdiz7wEDBjaGhQgZADTVLHtHQ1hYU46186eq/ZbL2ND72Wzd40YFOcfGRAXCETzxRiu6RkLqPKl4T1JVZE3msWAZBjPK3eOed2C8pyQb789k9SJQQZAl8QtVbOUwZUAqD+ietm6wTPQQGa/HqU4Wse+lJEavCzPd3upQKGJKJkeqQFCzs0dyiVTX27Zs7yHTtinPyi/+2oq+0RBYhgHPs3DyPHpHo5b73MqSjMr8+sOi5iAqhYgsw2Xj8Oy77Wq0vsvGo9xlQ/dwUL0WoB1nncOBhGOMZRiMhCKQCUG5yw4gKjyUapZ+IYIfXH0x5nhLc+5XPZ81amEzMsj5x68fw/sDAXAso/HWAMD0UldKkZdQAC2sgUwIXj5+Lu3Wht64CytnBeULKgiyRO9CpTy4D+35R8LiL1Y+0Mcq6LGI9HoSCpHJYcY1jYo219u2TO4hm7ZxLIubGhZgT1s3qkocODcUVIUAwzDwBQRcUO5G00L9ZX6rSpzwjoY0B1EB0W2Ipnk1OHS6T9NG5VCioWAEQUFEpcepGWepxlhViROSRDAajmiyjTiWwbTSxJUggcz7NdXpiwpWW9gEUcLbZwZgixNnirdmYZqjm5MJIGnM65rOU+J1O1DutGMoFNb8NkBy78/5axc+KyifUEGQA3pddw6ewzfWLUW5M3E1N0pq9FhTmQRDFTLS2Khrmx1tnks7s22bLyCoKW9zvNFAPOVUPwBZlfkdDoXV7xZlAo5hsHpeDT530Vy8cqJT00ZlCyAUkfD9qy/G4qlTNPeebIyJkgwXz+HU4CjeHwjAFpNtJBPkLPozsfituLD5AgKGhOix2vHiLCxJuGhmRVbiVc+8IMkyHj/UglO+kZS/TTLvDzC5tnWpIMiBTNx+Vi8+FA2kCQIgac9lLxTprKl0As3oPcJMFk2jr21WtLkR7cy2bbGfO78/H43NKXPa8R9rP5BRX8WOh35/CG47j8sXTMPtTYsgyiRpG70uxzgxkOg7lTFGeIIRQcT0MjfCkgyfP4zukSDsHIsvfLguZ9GficVvxXRX5Xd1jHlHFXHGswxmTPHgjsv0HwyWiNh5If6ZVPou3W9j5aygfEIFgQFk4vazWvEhSZbx0/0nsOPNNnQMBQAwmFHmwo0r5uO2xuzroxeCdKJL78SabqHPZtFMd+1MLXIzDrrR085kxLc/m7Yl+hzLMOBZFmvnT9V9T3oOG+LY86d2AlAD3YDUFr22ql8Qgiji3j++C55TjvbWipibGhbk9AxlavFbcWGL/V2VuIqIJINjGHziAxekPeAsm6JSXrcDDbVVOHi6V+27VL+NWc9TsUEFQZFglpt724FmbD/YjL5RQXXldQwFsP1AM1iGKcpgmkSiS8/EyrOMroU+m0JJya79ems3RInoOiQpHqOzGLJxNycTRzc31GXVtlzuKZVQSyTCb26ow+tt3TjU3gd/WITHzqOhtkpte6rrPH6oBXtP9qBzOIDm3mFUlzjVegNKgPFwMJyzRZ6pxW/VhS3+d01WdyCWTIR3omfyxaNncW4oiAXV54M5U/02xXqmjJFQQWBxlIfiL23d6BkNoabEiTXzjalwKIgS9rR1YzAQ0ezrRdO7wtjT0q1rz9GK1b+yqVb43OH3dR1Ulemimera73UNRE+ts/OmZQroJRt3czpxlGnbcrmnTIXazw61YjQs4oMzpqgegtGwiJ8dak3Z97HXKXFEqxEqEfNzvCXq+4ywyLOx+M1a2HJ5zrP5XTPx6CV6Jp08h0BYhDx2oK/yG7MMk7DvrL6tmw+oILA4P91/AtsPNmMwGEFEktHaN4Kj3YOQCcHtTbntvSk50kqNhFhEmaDXH0xp4VgxbzfbaoUeO69roc9m0Uw2qUsygT8swRH3XWZlCqQj08VHmYgBIBSR1Aju+PZn07ZMP5epUIt/v/o3BmlP3Iv9XLQaYTRYzucPY3YFUdPqsrHIE2USZGrxG72wGX1SqN5jqPX+nsmeSY5l4LZxaO0dwWhYVAXBFJcNX1xZn3LrykrbuvmkeDaIJyGCKGHHm23oGxWiBVbGJpq+UQE73mzLuZKW1+1ATYkzYbUvnmVQ7XGltHAyqf6VL7KtVugPi7oqIiarnAYkt9iSVZcLiRLcdn6cGIu/Zr7ItApe72gI73b68E6HD+92DOCdDh9O9Y+CEJL39uupaBlbgS6TCpjprjPH60F1iROSLMMviBlX9gOii+4j+45j41P71f8e2XcckixnXTlQWdhytXIL8Zxn8vukeiZdNg4sGz0bAxj7P0n4Vgqoh8DSdA4H0TEU0LjzgahLv2MogM7hoMZFmSkOnsOa+VNxtHtQE0NACEGF24G1C5IHclkxvSmXaoWpos7j6xhks0ebyI27rm4aDrb3IhgZL+wKFQCWibv5N+++j+FQJFoaOOYsDwD4wNQpWbU/W7d0Ku/GFKcdv3q7XROnsbK2GhUuO4IJRLXeTAgFpQjRoupy/OCaD2F6mSvjsZ/OPV4oV3ahnvNMvFXJnsmIKINlGdRVlEGSieZE2v0ne3FLCi/BZIUKAktDAIy3HtU/GSB1N62qh0zI+SwDAswsd+PGFfNTWiCZuM7zFWOQS7XC2KjzdAt9Nnu0ydy4tn3HLRUAptfdLIgSDp7uRaXHoR7aBUQXx36/gIY5VRm1P1e3dCqhBh54pfmcZrF9pfkcSuw8pLjTCvVkQjTUVuHFo2fh5Dn1s5JMsHbh1KwEeuyiKxPtwhW76OZSxChbCpXGmKnwTvRMLqudgj2t3QAwtpV1/jOTqbZAJlBBYGGml7kxo8w1zktACMHM8uTVzzKBY1nc3rQYt6ysz6gOgR4Fn+8Yg1yrFepd6HPZo42/tlUjm5V2Km72+HtUFgqlup9SQMjGsihz2fDp5bUZXc+I6nqJ+rJhjjb1TEH59xX103HodJ+uvlfG88H2XpwbCiIQFuGxc/jgtApctnBq1r+Z0pddI0H4AmFNrf9pacr6Jmuj1etd6CGTZyPRMwkAh88NWioF0+pQQWBhHDyHG1fMx/YDzRgIhtViHhVuB25cMd9QC9LBcxlZN3oU/CMx1q8RufdGtCkVmS70RgQfWTWyOd3CErtQxB/uVWKzobrEqftaRrmlE/WlLyDgpWMdCS3cwWAYn71oDm5tXKir72NFy4LqUsiEQIhIWDG7Ctctmx2thJiFzlXaqXhaYmv92zk2o4XL6LLFhUxjzObZiH8mrZiCaWWoILA4tzUuBMsw2NPSjV5/ENUeF9YuyN4aMZJUCt6s3Ptc2hRPMkFSiChjq0U2p1tY4hcKJb87m8nWaLd0bF/qsXD19H2i8cwA6BoJ4b/3HcfLzR2odDuzHsfRWDcCQqIllBkw6ut6yURYZSLGC+3FyuXZKHTbiw0qCCyOVS1IIHXbekaT1wbPJfc+lzYpWDFdUi+KCx9gsgpe03sNPQuLUZOtmW5poyzcRKLltM+P3tEQCKIFb7Idx72jIfjDIgRRVjOHnDyHC6Z4UOm26xZEeoRVTYkz47Fv5TkoHcXc9kJABUGRYDULMpZEbTM79z6bNilY7TQ4PSglpp98ow3nxmI9Zpa7sfFS40tM67XYjZpsc12001m7eoRLuu+IH8+STOALRDNzeIZRU3ezGcfPvtuOkVAELhsPJ89BJgADAoYBvG6nbkGkR1jlMvatPAelo5jbnk+oIKCYQrJJXk/uvZkPrhXTJfWw7UAzth9oRp9fSQ9lcHYwgO0HjS8xHb+wxEa+J7LYjZhss/E26PX0pBIuer8jfjxHJBmiNLZolzg04zmTcSyIEg6d7oPXc/4kwOixCAz6R4X/397Z/8Zx33f+/Z2ZfV4+LUlREmWTImXKkh0/NK0qiWakGEWvcNorcA0aXFTBdq91lJ6Nupe2B/QvOLTIJUXaVLr2ahs+G5egNQ4X+2o0QExbpqQqaR07kWRRJC3qkY/Lp32cp+/9sJzh7CN3l7O7M7ufF2AIJpezM7Oz38/7+3nEsSO9FSWslhJWxv1127NP1A8SBETNcGLtvROnwW1HWtUwfmMeK0k5r8X0akLB+HR5LabLxTAs71y9iztrcTPzXRIYntq/C5KQL+Z2Si1b21qvq9LWy1asz3MynWnS0xHwmJUWBpU8x8bzOBgJmf9vJA93+D34rccfLOs4hc4xV1gtxFKue/aJ+kKCgCibSqsCnFh778RpcNsRTaSxEE9C1TiEHGOs6DqWYinbF/Mzx0fwwfR8pksmzxioSNCHjbSCsxcmaxZaqUVrW7uOkfs8f/+jWfzz5D1YnV2VPsfW59E6CdAjCmjzVlatUegcrd9VNz77RH1xdgYV4QhKtVUtxVYCHLJ6G1TbitUOKm3P6wQyLaYD5ohdKx5BQE+4/Dhzuag6BwPDk/sieHxvF57oj2B/dxiSKOD89MKO22bnYm0rXA7Vth624xiGaHlx7KAtz/Fjm8OVAJieCqD0GObtKNS2uNbPfqWfIeE8yENAbEslbtW0qmExlsI/fDyLS7NLBeOyjc78dVspkk8ScfJAH67Nr1pyCDINqjpDXpwcLt5iulqsoRVrhzfAXvdytRUfdux2d3IMw1v2e0cfquo5tl73cjyFaELeTCL0lTUauFpq8ewX+gyPDfTitx5/EL1hvyNFNlEYEgREScp1q1oXhY/vrWA9KSMS8mEwEioqIBqV+dtoQVINRovpVy9P495aAmDAvs5MlUEtDEe93MuV5gFYw1bbJdAV6rBoxZqEB2yNxwWK787tKlm1XnfAK6HfK0FRdYwN78I3Tj5Ss+exFs++9Vp8koir86s4PzOPsxev4/G9EdeU9BIkCIhtKDcJz1gUGAM2Ugp0bA262d8ddmQms5tKkbJbTNe2DwFQnw51lcTwCxni0f29+LWH92JiZtHc7Y4O9ULnHM++OVGWwf79owfwwfQ8Ls0uIS6rCHklHB3owe8fPVDwnO0oWS123R5JwCd3V8s6xk6x69nPvZbZlZjZcXE9pWAjrTi+pJfYgiQbUZJyxv1aFwVF06Fs5hYwxhBNpM2YZSNG+jYbmRbTbRiMhGsurGqd61FJDL/QCN53P70HgTG8dmoUr351FK+dGoXAGN799F7Zo3r/9tIUYrKKz+3txOcfiOBzezsRk1X87aWpvNduJ2Dqmf/gFKzXonOOaHyrEkbdnDBY6P5QvoEzIQ8BUZJydor317e6EnpEAR5RMEXA1qIgUiazAylVOVLr0Eq5YYlyPAnGIKbtXgcga/iN9fXmtTEU9GbZVbLaTNn+1msxNgNGTwZJ2GrYtJNOiUT9IEFAbMt2iUjWRUFgDJGg13QbGotCvbP46zVy2a1UEguvVWil3LBEuYa41OuiiRS+OX4Fn9xbNa/3sb2dWE6kEPDmL4OFDLxdhrxW4ZhGPPPWa7FuBjjniIT85vXZ0SmRqD0kCIht2W6nmLvAGY1almNpdPg9aPN66pbF78Q5BU4UJ05ZmMvJei/XEJd63XJCxvmZBXhEwbzezDMio7+AICjWkdEuQ25ntn+jn3nrtbT7PVhNyOgJ+81mS9Qp0T2QICDKptROMXeBO7yrE8eO1L/0yAmGzhAAHX4PXrk87QhxYhUlgHMW5nLCEuUa4mKvU1QdjMF0Xxt4RAGMZX7vkYSix7VilyG3MxzT6Gfeei1myfHNJeqU6EJIEDQIJ+4ad4ITSvkaPacgd6cWTaSRUjTs7w43TJwU2j1W6iqvB9uFJco1xIVe99hAJ8an5gseNxLMHOeTu6tlGXi7n/OdhmOsz7x15kQjxJ1vc0LjyycOIz2aPZVTFISmyp1oVlpOEKynZMwsb2Couw3tfm/d37/R7r1a08hSvkbPKbDu1LySgLn1FFRdB2MM+7szYZR6L9SFdo+VusqdQLmGuNDrAOCTe6sFDVEk4MM3Tj4CABUZeKeUrBrP/NxG0pw54REFRIJe7G4LNETcabqOv7t0o+AaV2nIpdk2Tk6nZQSBrKo4/caEWW/slwQcHezFm7/zFLxS/W5Do917zUwjdyC53glrxnU0kcaDXSHzd/XahRetd6/CVe4UyjXEua8rxxA5wcBXSiToy8y62EziFRiDpnMsbKTgFYWGiLtSa1y5np6sTo6JFIIeD54+sBsvjtk76pvIpmUEwek3JjA+NYeUpkPRdMRk4J0rd3DsL/8Jl//oS3V5yBrt0m526tFMpxi53glrxrW19BKo3y68lMekUle5Gyi1m6w29u+GHSrnlf28lpSzxpXj6Tl7YTJv2uZPbi/hws0FvHl6jERBjWgJQbCeknFpdgkpTYesbjbNAQDGcG1+Hd8av4o/fvrRmp9Ho13arUCj5hTkeies5ZfWeux67sJLeUyqdZU7kXLCcJXG/t0S2sucmxeypmeNTo6E/OgOeuu+ppS7xpXy9Bii4s5aPMvzoXPg/MwCvnP+U7x84nCtL6UlaQlBMLO8gbisQlHzp/PpnOOH1+/jpS8ccvToXTfsVJxAo5IbC3knBrrC0DmHTxShajravPXdhZfrMXG7CK0kDFduyKGa0F4jvqORoA/dIT8CXilrdLIoMAQlqe4hAzvCdtFEGsvJVFbXQwONc7x3Yw5fHz1I62ANaAlBMNTdBr8kICZvegYsCIxB1fW6KOlqXNq5O5UOvxdP7uvCy184hKDXU9PzdTP1SvqyGoFC3omvHz+I548MYy2lmIvhQixVN6PhtsmOlVKLMFzuMTV9K3u/0DEb6U3IXVOMsFSj8kHsCNtFgj4EPZ6srocGksCQkFXyptaIlhAE7X4vjg724p0rdwDLA8Y5R1fIh95woG5KutIF2tipCAy4v57ElblVvD89j7c+uYXnjxxwnAuzVShlBAp5J3yS2BCj4YRy0FpSizCccUyfJOBmNJ5xxWscksjQ4fdgMZbCvs6Q+fpGJwo7TfTt9Hx8koinD+zGT24vQbfkQRjdD7tDfkdWwjQDLSEIAODN33kKx/7yn3Btfh065xAYQ1fIh8f3dNZVSVeyQFt3Kp8tx7AYy8TTRIFhbj2Ft6/eAUDVCY1gOyOQa4QaYTRyXdjNuKOyuqitO3lRYFUnbxrHvDK3an7nBCETw15LKvjfH32GU58fckyTJ6eJPjvO58Wxg7hwcwHnZxag8a28iAc6g46vhHEzLSMIvJKEy3/0JXxr/Cp+eP0+VF1HbzjQMCVdzgJt7FQ8ooBoIp0VT1N0HTrnVJ3QACp1U+e+3tpAphafn1sS4uzAJ4kY3d+LcxcmsZKUzZ18V8CLrx0fqeq++iQRRwd68MH0fNZ3jnMOJjB85/x1vHvtHnrC/h03ebIz76CcNaWeeQ47EaGiIODN02P4zvlP8d6NOSRkFd0hf1OFu5xIywgCIPOQ/fHTj+KlLxxyhJLeDmOnYrgsBYsB8giZsjaqTqg/lbqpt1zQImZXYlkNZNoLuKB3SqNd2A2BAQwMYHzz350d7suPD+DcxRvYSClQdB0eQQDY5vROXYMgsG2bPLX7vEirOtKqlrfO2CXayjXwbhSJoiDg5ROH8fXRg65Yr5uBlhIEBm5xnxoJOm9fuQNJZGY8jXOOSNiXCXs4tLOc26hk51RpJrXx+qvzq3kNZFYTMv7h41nbyqharddFWtUwMbOIoe426JEtz4vAGCZmFvHCscq9BGlVg6rr+NyeTnOsr8gEfHJvBYwBomUuQqEmT5xzfLYcg98j4oXvXyxofCsVbbnPZ6UG3s0i0S3rdTPQkoLATRjusYVYCrdX4/CKIiJhHwa6wq7oLOd0qtk55WZSG7FrkTGMHcz/PHySiGMDvThfwAXdE/bj0s0lpEfzd5HV0Gq9LqzXyznM/8Aqv97cZ2E5nkZa07A/0gZZ06DoOhiQNdYXyG/ytBRPAyxTzskY8oxvJaKt2POpc453P71XloFvNZFIVI8zfUWEiZGgc/6lf4eXTxzCsf292NMWQMgj4ZlD/RRP2yHGzimhqFkL69kLk1mvS6uZYS1pVQOQEWq/9vBe3F1N4N/uRPGz+ytYjKegcw5N1/P+7tcf2Yf2gAcCw2ZSK9C7OSLWMFylyH3/YhjeCCBT6pVSNGibrqVm9CZFgj50Bbz4bDmGn96N4uO7K/jp3Sg+W46h0+/d9nqt9zX3WdjbEQA4cH89Ac4BvySan1nWOWw2eXrt1CjO/fZRDPW0Yai7zVrQZBpfY6cfTRb+vHOfhULP59tX7+DVy9NFDXzuM1LJ+xGtDXkIXELQ68Gf/cpj1KDIRsrZOUkCK+pBEBjDrjY/esI+00397qf3IDCGM8dH8vpHhLwS9kfaoOpbmfBAaUNdqQejFkl21VKPZ9U47sJGEoIgmNUACxtJHO7rKPq+hfp7fBbdyPImMMYw1NMGnyDiL37z8/g/P7uFH07ez/LyFBrBvJaUS3poyg05FXs+dc5xby2B3e2BvN8V8orkvp+1GqMZRSJRPSQIXIaT4mluFyfluNff+uRWwdiroum4dHPJjCUbGGJC0XT8cPK++XdpTUNK0XBrNYah7jbz9duFfaqO/dqcZFcJ9UxgM3bDfe0BROOymQDY2x4wf1+sV771vq6lZNxaSUDWdAxGwlmvXU/L8EkCXhp72KwMKVZfX46xL7d5T7Hn0yNmEhyt8zFy38OK8X7vXL2D26uJrb4KAsNTQ7sgCXV8OAhHQ4KAqBg3ZiwXYrvFO+SVinoQ3rsxh4SqIuDJ/wpFk2m8d2Mu7+/2d4dxby0JnyRiPSlv27AlrWoYn57fHKEsmF3bCsV+DXEW8kq2J9lVSj0T2KKJNFaSMgYjYTzYlX29q0m5YA5BoZ13ZhgVQzQu48EuntUhzzCy5dTXl2vsy2neU+z5FBhDf0cQYm5b3xLi8szxEXwwPY9oPA2V88yI5JAXG2kVZy9MOj6xkKgPJAiIinFzxrKV7RbvuKwW9SAkZBVBnwcc+SPlAh4R8bSKoC/768UYQ0/Ih7/4jV+ATxJLelY0Xcc3x6/gw5l56BzmjPuBrjCYJWFuV9ifJc4CHhGTixs40NMGgbGs4+e6k2vh4al3ApvVaOZebzF3eKGdtygwRII+zG8koWi6NWWlvwAAIABJREFUJakv38hu56Urx9jvVFw8+0vDEBgruxugqmc8RU8+EMkSTcZ5UmIhAZAgICqkmqY8Tg4rlFq8VZ0X9SB0h/w4NtiLf568l7dY/+rIXlycXSzqeTCmvZXi7IVJnJ9eMBdtY8Y9AAxGwqaxyxVnqs6xnpQxuxLLc30bf1NLD0+9qxyq6Z1fbOc9GAnBKwpo93vL8uAUo5JOfTsRF6IglN0N0Pq55L6uGatPiOogQUBURLkLvlvCCqUWb1FASWNz5vgIJLHwLk0SWdUDXgzR5ZEERII+s30uYxmXdn+HjrGDuwDkt80VBYZIyIflWBoPdoWyBIXx3n/94ac18/DYMe2uUirtnV9MROgc+N1fPmBbC2A78n22ExflvkcjPhfCfZAgICqi3IWlUFjh7St3sJaS8Y2TjzjOW1BsYd1uh1Zssd7JgBer6DJK3IxZ9+DcFFYLsVRBcTYYCUHTM30RUoqW9d61dunbMe2uUqrpnZ/7+bQHvHiyvwvPHxl2VOKuwU7PqRGfC+E+SBAQFVHOwpJrdDjn5tS4n96L4qd3V3BiuK9sb0GxsEPuz2sRnig31pu7WO9kwItVdDHGsL87bM667/B58Y2Tj0AUhKLijDGGx/ZE8D++chRxWc1674VYouYu/UZN36vEaBqfz/NHhvHtD67hozsrGJ+axyf3Vh3pybID6+cSTWbyTX51ZC/1MiFMSBAQFbPdgp8bVrgZjZtub50Daym5LBd1sbDD7x89gL+9NGX+vCvgzfwBA1YSck3CE9Xu0Kr5u0KiK/OvgJMP9WXVvJcSZ+1+L9r93qxj18N17LTpe6V45fI0Jj5btD184sTcGVEQcOb4CBRNx3tTc4inVVycXYQksqYUQETlkCAgKma7BT93JK11UqMxlMnIkC7loi5WzfDB9Dxismr+/Or8GhY2kuhrD2AwEnZN1UMpo1HuLtuu+HktXMdOdL1bqUX4xOm5M2cvTJr9MYI+yTXfFaI+kCAgqqbYgm81Ooqmm5MarUOZgNIu6mKLNWPApdklPLqnEwBMwSEIQlYNuZP7tJdjNMrdZdsRP6+XS99p1KIiwipijbHlb1+5A6DxBtf4TgFAStHMbplO/q4Q9YUEAVETDOMyfmMegsAgMmYOZTIo5aIutlgrmo64rJpd2qyCQ9H1rBpyp5ZTVdLHoZDoKuRZqCZ+Xq6IsMv9Xelxau12tzt8YhhcgQGfLce2OgKKDAuxFJ4/Moyg12PX6VfMYiyFj+9HsZ5SzPOKBH1Z8zSc9l0h6gsJAqImWI3ON8ev4PzMQlab3+1c1MUWa48oIOSVssbPGqOhjXCEgRPLqXbiprbbHb2diLDr/So9Tr3c7naHTwwRe389aebMGLMVbq/G8e0PruHPfuUx286/Uv7x41tYTynQOczzWoxlels80tfpuO8KUX8aH9QimhqfJOK/Pv0ofv3wPgQlCWlFQ1DaflKjsVgbk/oMOAeODvSY/290mNN1HZGQt2DdvZPYyeS5cicz2oVd71fpcep5nWeOj+CZQ/0VPZvFiAR96PB7s3JmDLyiiI/urmw7rbJWpFUNF28uojvkA+db3ynGGJbjaRwd7HHcd4WoP+QhIGpOtVnnxWLdZpXB5s8P7+rA4b4OAMDqDjrM1YNq3dT1bgls1/tV09myntdpZ0WETxLx5L4uvD89n3X+Ru7MepHZCvXAEKJGyM46CKo94MGXHx+o+zkRzoMEAVE3Ks06L7VYF/q5E0u9cqnWTV3vlsB2vV+lx6n3dRrYVRHx8hcO4a1PbmFuPWUa3EjYhwc6Q5AEhpC3MUuuVYjmDoIKezzoDfsbcl71wg1rgxMgQUA4nlLVDNafO73MzaCaLP96t5616/0qPU49r7MWRiLo9eD5Iwfw9tU70DmHJAi4vRrHT+9G0e734IXvX2pIGWKuEDUGQTk1tGYXTi8DdRokCAiizlTjpt5pAlylxs+uhLtKj5P7ek3P7GRFxjB20B7DVWsjYRV8n8ytYDUhozuUyeYvVlFSjx1sK5abNstk1npBgoAgGkSlHo1qFvSdGD+7DEilxzlzfAQ653j18jTurScBcPR3BKFznpnRsEOjXWsjYQi+0784hNP/60OoEZ43gMrIh5AEZn4+S7EUQj4JXzywGy+NPWz7DtZNHSTtoN75KM0ACQKCqJBGxSOrWdB3YvxKvV8l96DS44hCppPlrjY/esI+s7Plu5/eg8DYjlsK18tIxGUVSVUrmQ/x1ie38M7VO7i9mjD7Fvzk1jIu3lzEm6fHauLWdktobac0Kh/FzZAgIIgycUo8stwFvVrjl2ukre9X7B48f2QYayll2wFU2x3nzPERqDrPjH8Ws++pHUa7nkZiu3yIkFfC+ekF3F5NZPctAPDhzAL+6vx1/OGJQ7aci1NYT8mYWd7AUHdb3pwNu6GRz5VDgoAgyqTUbtuJbthKjV85gif3HsRlBX8zcR2vXJ4yF+BCA6hyj1XqXn7pcD/ubyQQ9nnyxMxOjXY9jcR2+RNxWcVSPFWwb4HKOX40dR9nRkcc8zztBFlVcfqNCVyaXUJcVhHySjg60IPXT43CK9XGDNHI58ppeUGQVjXcX09AVnV4JQF72oP0oBB5FNttC4zhlctTGJ+ax1qqNpMWredQieio1PhtF14odA9uRuNYiqchCQJ2tweKDqDKFU+F7yXw9/8yhR/duI/JxXUIbKu1rmEwd2q0620kSuVPqDpHyCeZrbeteAQBSUVrGrf26TcmMD41B2Gzm6is6RifmsPpNybwvWdP1Ox9WzGRcie0rCDQdB3fnbiOVy9PYWopZtbkHugJ47kjB/AHowepLIUwKbbbnl2JYW49hUjQV7Ms5p2EKh7b21lW2+hywgu598A6ydI6RyJ3AFXusb50eF/Be3kzGsf8RhI9YR96w34sbKTM1rr7u8O2Ge16GolS+ROiAHzxwG785NYydMvfGI2MIk3i1l5Pybg0uwQh51kVBAGXZpewnpJrFj5otUTKndKyguDshUmcuzCJW6txKFqmlaes6bixuIFzFyZ3nLxENBeFdts654jGZXhElmVw7U5QqzQx0CogluMpRBMyGNu8hiLGr5zwQu49sA6Wss6RyB1AlXssgOfdS0NceEURHlHI6qi3FEvh4d4OnDzYZ4vRboSRKJb38dLYw7h4cxEfzixA5dxsZLSvI9Q0bu2Z5Q3EZTUvJwQAErKKmeUNPNHfXdNzaJVEyp3SklvgtKph/MY8VpIyVC27V76qc0QTMsZvzDes7zhRH4xwUTmfc6HZCoqmQ9Y0RIK+orFuO86x1M690LlbZwEEvBL6O4PoDflx8kAfXjs1iv/8VH5Jm2HsC2G46XPvgTFYinOeNUcidwBV7rH2tAcL3ktF2zoOY8BgJIwn9nXh4b4O/MVvfr7gee8Ew0g00uiKgoA3T4/hT59+FEcHenB4dwcO7+rElw5XN0/BiQx1txXt0Bj0ShjqbqvzGRHFaEkPQTSRxkI8ibSqQwdgXWp1ZDwFi/Fk08TviGy2y3AvtmvMdTW3B7x4oDOEvR2BvPewK0Gt0M7daNaTTKt5z2gxAeGRBHxyd7Xo+5QbW8+9B7vbAkhrWtZYa2MAVUzOzl2wHiv3OB0+Lx7sCuZ93wTG0BcOYE97/j1uFkRBwB+eOIQzoyNN6dZu93txdKDHzCEw0HUdR4d21bzagCiflhQEkaAPu8IBTEkbSCiZBcxAAOAVBfSGAk0RvyPyKeSCf+fqHXwwPQ/GWNE4fSFX899dupE5lsX+2pmgZnXTc85xMxo369X9HhHf/2gWL45t5btUU1ZnJCs+f2QYQOnYeu496PB78Mrl6W0HUOUeq/S9bM2M8GZ2a79+atSsMkjIKoJeCUeHduH1U6ONPjXCQksKAp8k4uSBPlybX8VGWjFzCABAEhgiQS9OPtTXEotQq1FsB317NYFoPI0nH4hsW1JoXbhrnaBm3bnfWomb9eqMAR0BD/558h4kcSvfpZLKgmKekr//j8cK9hTIPS/jHlQygKrUcSgjvHnxShK+9+yJuvYhICqnJQUBYG2POoWp5Q0oKodHZDjQ04bnjhygRahJKeaCjybSUDk3M+WBrTK496fnsZosXFJYjwS1M8dHoGg6vvX+NXAAEmOIhH0Y6AqDMWQlMFZSVmdnC99yB1CVgjLCm592v7fmCYRE9bSsIBAFAS+NHcILx0aoD0ELUWgHbWTLe0QhKxHOWga3ncGspbtXFAR85clBvHPtDgTGzFa+BrmhgHJ22mlVw/j0PFRdB2Nbx3NCn/dmdp0ThJNpWUFg4JNEDEbckeVKM713TqEdtEcUMqEiS6Z8bhmcQaMMZiToQ3fQX1YoYLudtqbr+Ob4FXw4Mw+dZ64/EvSaHodW7vNO3zGilWl5QeAGjFjv+9PzWIilsCvsx4nhPprpXSXGTnl8eh5LsRR6wn48NbQLG+lsr4Gicexu92XtxoHGGMxqOuwV22mfvTCJ89MLWeJnYSPTAGgwEm7JPu9OmVNBEI2EBIEL+O7EdZy7OInVpAJF0zG1tIGr86vQOcdLY801/KSu8ExzIXDgqeFdAICJmcWSZXBA4waj2JF0ZyRVeiQBkaDPkqTIEI3L6O/QMXawNbL6rdR6JDJBuAESBA4nrWp47cfTWIplWsQKjEHTOZZiabz242m8cKw5hp/UE+vi3xHwIq1pePfTe3jmUD9eOzXq2DI4O5LurEmVg5GQ+TNV5wDn5q64lajnSGSCcDLkC3M499eTuLuWyJuGxhjD3bUE7q8nG3Rm7mS7xR+AmVh65vgInjnUj6AkIa1oCEoSnjnU+A5yO+mwZ+1IyBjD/u4wnuiP4PG9XXhqfx++cfKRlnORGyKpEHZ1nCQIN0AeAsfDkd1LMedX4IV/RxSkksY9le7I3ZCQVigXIfOvUFXvjVLX7Ib7AdR3JDJBOBkSBA5nT3sQe9sDeV4Czjn6OwrHuBuBWxqOVLP4b1cG57aENDtyEUpdMwBX3Y96j0QmCKdCgsDh+CQRzx0ZxrkLk5lhTDqHJDB0BX147shwwxcrWVXNlqRxWUXIK+HoQA9ePzUKr+S8x6sWi7/bEtLsyEUodc0AXHU/AOqSSBAAwDjnBX3O6XQaP//5z/Hoo4/C5yOXWSMxdmPjN+axGE+iNxTAyYecUXb4ldfeLzi05OSB3fjesycaeGbFMXe3BRb/Su9nWtXw7BsTSKj5HoegJOG1U6MNF212U+qafZII6EBaz5/C6Ib74ZYwB0FUw3Z23XlbOCIPp7Z0XU/JuDS7lCUGAEAQBFyaXcJ6SnZk+MDO+1kqJ2E5nsK1+VUc6ut0bXy9EKWueSmWgs45OgL5n7sbGh5Rl0SilSFB4CKctljNLG8gLqsF594nZBUzyxuO7ltux/0slJNgTCVcTyn4kx/8K7qD/obG1+0WH6XyMHrCfoADaS3fQ1CLBD235K4QhBsgQUBUzVB3G0JeCbKm5/0u6JUw1O2OltA7oVBOws1oHAsbSfS1BxDwSA2Lr+8k2bGUiCiVh3FyuC/rGq2/szNBz225KwThBuibQ1RNu9+LowM9BXMIjg7tapkdmzUhbTmewnpKQV97AANdYfM1osAwfmMeEFC3BjjVJDuWKyLKScKrZYLe6TcmzOfOIwqQNR3jU3M4/caEY3NXDNwcLiKaG0oqJHaEdaeWkFUEW3inllY1XJtfxZ/84F8R8ORf+3pSBhhDu9+T/7eKhle/OmpbSKjaZMe//vDTgrv7Zw71FxQRjehDsJ6S8bk//0FBz5RXFPCzP/0NR4pRt5WnEs0HJRUSNcUrSfjesycolouMK/1QX2fRqYS9oQCYAKTU2sfXK2nAZFBNC99SeRi1ynlxa+6K28pTidaDZClhC+1+L57o725ZMWBgxNc1PdvxpukcJx/qw4nhvoK/s7sBjrVFsfEeKUWDpvOi4qOSFr5pVcP99QTSBcRNrTFyVwrh1NwVQ2wBMD8HYEtsNeI+ugXrs9bI564VIA8BQdhMo+PrwJYweefqHdxeTWQGGGmZplZPDe2CJOS3wy6ni6MT3N5uzF1ZjKXw8f0o1lNK5nMQGSJBHwYjIVeUYzaC3GctmkiDcyAS9KI75N/2uaNcjcohQUAQNrNdn4N69ZQ4c3wEH0zPIxpPQ+UcHlFAJOTFRlrF2QuTeW7qcro4WnMMGun2fv3UaH7uytAuvH5qtG7nUAn/+PEtrKcU6BwQBAadZ0QCADzS10nzEgpgDbHMbSSxsJG5X7KmI+CVij53ThCtboUEAUHUiEbE162oOgcDw5MPRKBoOjyiAGFzHkaxnIBS3g0njQl2U+5KWtVw8eYiukM+LGykzJkkjDEsx9M4OthDO9gcrM+azjmicdm8b9FEGg92hYo+d5SrUT0kCAiiSbEmFuYanGJu6lLejYVYouJExVpj5K44GeNz2NcRgqLpWE8qGY+NIKA94MGXHx9o9Ck6Duuzq2g6FF03xayqcyiaDlEQ8547J4lWN0KCgCBcSDnx0Z2M9S3kwaAxwdXR4fdgOZ7G3EbSzB/oDnixvzuMNq8XvWF/o0/RcVifNY+Y6TVhJGJKAjMrTHKfu/vrSczFkgj7JFNAGBjiIRL0UW5BEUgQEISLKCc+ahULdk52pDHB1fHK5WmktUxlgZE/EE3IEFgcXx/dR/etALnPWiToNXMIIiE/RIFlPXfmALipeVxfWDf/ZqArDEMXdAa8+N5HN3FpdolyC4pAgoAgXESp+OiZ4yN5YmF0fy9+7eG9mJhZtKWqgcYEV4bhwt4faYPAGKJxGYquwyMI8HtEPH9kuNGn6Fisz9rutgC8ogDOge6gF0FJynrurN+LnpAPi7GUKSAGI2HTu/DDyfuUW1ACEgQE4RK2i48qmp634L376T08c6gfr50atcVN6tTJm07FGgsfjITxYBc3EzwVVcdaSkHQm9+5kij8rAHIe+5yvxcPdAah6jrWkgoWYykc3NWBpwZ34cJnW30gPKIAUWCUW5ADCQKCcAmlug9Gk2m8d2OuZDKVnQl/Tpu86VRy8y4ExkzDQ3kX5ZH7rOU+d8b3wicJuBmNmz03RAFo80r4b196Ej5JxNmL16kPxDZQ4IQgXEJu90ErAY+IuJyf7Afkdxkk6kepzpWUd2EPxvfiZjSOxVjK7PXAwRCXNbx95W7RPhA3o3ESZhZIEBCESyhlXJ4+sAc9RbLV7VjwqGVs9Zw5PoJnDvUjKElIKxqCkoRnDvVT3oVN+CQRRwd6sBxPm70KAIBzju6wDx/eXMCHMwvoDvlgneVHfSDyoZABQbiIUkl9kshsrwCgrm87h/Iuas+XHx/AuYs3sJFSzKTNSNiHga4wlmIp6Jyb48itiZ3UByIbEgQE4SJUneM/PPYgTv/iEOKymmVcalEBQF3f7IPyLmpHb9iPx/d2ISYreV05e8J+gANpTctL7Ax7PNQHwgIJAoJwAaV26gZ270Sp6xvhFqx9C6zPpKZznBzuAwBT2BqJnZTHkQ8JAoJwAeXs1K0NiezYiZaqaqhVZjZNqCOqxQlTRt0OCQLClTSD4Sj3GrbbqT9/ZBivXJ62Pc5fz1bFlKtA7BSnTBl1MyQICFdRzHA8f2QYC7EUAIY97QFHf9krNX6Fduo6z8RBU4qGb39wDROfLdoe569nq2LKVSDsotFTRt0MCQLCVeQajris4Lsffoo//9HPIWscAEd/RxDP/tIw/mD0oCN3l5UaP+tOnXNgdiWGaEKGounwiQIW4yns6whl/c12cf5yvRP1aFVMuQoE4QxIEBCuoZDhuBmN4/ZaAoqqoyPoBQPDndUEzl2chMCY43aX1Rg/60799mocCxspMMbAAAS9Eu6uJqHpHIORcNbfFYrzV+qdqEfJXCNyFYh81lMyZpY3MNTdhna/t9GnQzQAEgSEa8g1HJrOsRxPQdU4OGPgHGAs03BkNaFgfHrecbvLao3fmeMjUDWO//7+VXAAIstMfXugM4iN9AqicRkPdvGska+F4vy53omNtIK3fnYLiqbj5ROHi553LV2tNFa5sciqitNvTODS7BLisoqQV8LRgR68fmoUXolMRCvhPH8qQRQht3WvoulQNA6dcwgArOPPFV3HUizluJa9pdoPlzJ+oiDgt58cwEM9bXh8bxee6I9gf3cYkiggEvRB1jQomm6+vlCc3+qd4Jzjs+UYfno3ip/fW8W33r+Gv3z/GjRdL/T2NYXa+zaW029MYHxqDvJmbb6s6RifmsPpNyYafWpEnSFBQLiGXMPhEQV4RAbGAI8kIONEz+ARBPSE/Y7bXe7E+EWCPvSE/aZ3IaVom6GCEB7oDKHd7y3ZGtfwTgDI6/ueUjW8ffU2zl6YtPmKy8Nt7X2bpZXzekrGpdklCJvhIo6MwGYCw6XZJayn5AafIVFPyB9EuIrcJLc97UGAAdaNLeccnSEvTg73OXJ3WW2ink8SMbq/F+cuTGIlKZtT27oCXnzt+AheODZSMs5veCc20gqiiey+7x5BgM8jNiyJr1HtfSstX9V0HX91/jp+NDWHhKKgO+h3dXnkzPIG4rIKjyggoahQND0jEhkgMhU3Ftfx+Qd6Gn2aRJ0gQUC4ilzD0eH34H/+yxRevTyNe2sJgAH7OjNVBk7dXe7Y+DFkvCGMb/6b+fF2cX7DO/HWz25B1TiEzcRGzjkiYR8ExhqexFevsrBq+h5ouo6vvn4eH362AFXn8IgCIsEU1lMKAHeWRw51tyHklbCakiGrGVXNAHAOaJzjvRtzJAhaCBIEhCuxGo6Xxg7hhWMjuL+egBv6EBhUavzSqoaJmUUMdbdBj/Csnu0TM4t44djIttd95vgIFE3H1OIGUqqWNQQGaJ0kvmr6Hnzn/Kc4P7MADkBgDJrOsbCRAgDXlke2+734pQe78c6VO1lJOJxzdIV8+MntKNKq5rrrIqrDfT4ugiiATxIxGGnDYCTctIuXNQfA6MduVBUYO/vtEAUBL584jP9y4jAe29OJJ/Z1YTASBmOtk8S3XelnobyAtKrhvRtzebkfjDFE4zKiZd5/J/LNf/+L6Ah4Nj0DHAxAJOTDL/R3lf1cEc0BeQgIwiXYWZ734thBSCJryd7u0UQay8kUBMaypuIBxUs/o4k04rIKSWTI0QRQdB0Bj+haz8ru9gBOHtiDtaSMhKIi6JHgkTJ7xS6v5NrrIiqHBAFBuAQ7Wwk3Komv0Wi6jjd+MoNrc2uQNR1eSUQk6MVAV8ZLUkxYGRUekVgKi7FUVkKmxBiePrDHtffP+lx1BLYaErWKx4jYggQBQbgIu1sJt1JvdzMpcGYBG2kFiqbDK+lQN/s3PNAZKmoADaNplOFFE2moOofIGJ4a2oUXxw7W9Vrsph4tqgnnQ4KAIFxEq+7s7eCvzl/HhzML0JFp+ZxUNMiaBg6OtaSC/3Rkb0kDaDWay/EUgl4JX3xoN14ae9iVJYdW6LkiABIEBOFKWmlnbwdpVcOPpu5D5Zn2zowxBL0SAjxj9A50h/HbTw6UNOytYDTpuWptSBAQRI3IdLNLAuDY0x5sOuPhJqKJNBJKpgGPtVKAMQadc4R9nrKT58hoEs0KCQKCsBlN1/Hdiet47cfTuLuW6Y2wtz2A5444dyRzsxMJ+tAd9CMSTJnTIg1ExvDFh3aTYCNaHhIEBGEzZy9M4tzFSSzFttoD311L4NyFxo9krrRVb7OwlRSY6SoYjctQdB3SZlLgS2Pu6zJIEHZDgoAgbCStahifnsdqQsnahTLGsJKUMX6jMSOZq2nV22xYkwKjyTQCHhFPH9iDF8fIa0MQAAkCgrCVaCKNxVgKiq5nNbwBAFXnWIwnGzIrwNqq1ysJWEmm8fbVOwDc2YO/GlohKZAgdgIJAoKwkUjQh11hP6aWNvLa3EoCQ28oUPfOb0arXoEx3IzGEE3I5hyExVgKzx8ZRtDrqes5NRJKCiSIwpCfjCBsxCeJODHch86AB5xvCQLOOboCXpx8qP4jmY0ZCLMrMSxspKDp3BzOc2slgW9/cK2u50MQhDMhQUAQNnPm+Ai+dmwE+zqDADjAOfo7gvja8ZGGdH6LBH3oDHgRjctZeQ0A4BEZPrq9UnCgD0EQrQWFDAjCZkRBsIxkbnwfAp8k4on+LoxPzWUlz3HOEQn5sZ6WG5LXQBCEsyAPAUHUiMxI5jAGI20NT157+QuH8EBnCAIDdM4hMKA37MdgJFTxpESCIJoT8hAQRAsQ9Hrwu798AG9fuQONc3hEAaLAaKIdQRAmJAgIokXInWjX5qWJdgRBbEGCgCBaBKrDJwiiFCQICKLFoDp8giAKQUmFBEEQBEGQICAIgiAIggQBQRAEQRAgQUAQRAHSqob76wnqYEgQLQQlFRIEYUJjkgmidSFBQBCEiXVMst8jIqGo+H/X7gJonTHJBNGqkOQnCALA1phkUcgegCQKDOenFyh8QBBNDgkCgiAAbI1JLsRKMo376wnKKyCIJoZCBgRBAMiMSY4EfUgoatbPOedYiqfxpz/4N6wmZcorIIgmhb7NBEEAyHQwHBvaBU3nWT//bDmGtKYhpWpZeQVnL0w26EwJgqgFJAgIgjA5c3wEzxzqR1CSkFY0+AQRfo+I/ZG2rNeJAsP49DxuRjcohEAQTQKFDAiCMMkdgJRWdbzw/YtgljxDzoHZlRgWYyk8++YE9rQHKYRAEE0ACQKCIPIwBiClVS0vr2B2JYaFjRREgSHs81BpIkE0CSTnCYIoSm5egc45onEZQCYJ0ShRpNJEgnA/JAgIgiiJNa8gnlah6Tp6w34MRkJZr1tJphFNFC5bJAjC+VDIgCCIkljzCu6vJ/En//dfkdbyPQFdgUzZIkEQ7oQ8BARBlIVPEjEYCePkgb680kRN5xgb3gWfJDbo7AiC2CnkISAIoiLOHB8BAJyfXsBKMo2ugA9jw7vMnxME4U5IEBAEURG5pYmRoK9pPAPe9ChPAAAClklEQVRpVWu6ayKIciFBQBBEVRilic1AsbHPzx8ZxlpKIYFAtAQkCAiCaHlyxz7HZQV/M3Edr1yeMmc8UPMlotkhQUAQREtTaOzzzWgcS/E0JEHA7vZA0eZLaVXD/fUkAI497UHyIhCuhgQBQRAtjTH22e/JGHNN54gm0mCMQdF1KJoOnySazZd+7+hDkASG705cx2s/nsbdtQQAhr3tATx3ZBh/MHqQvAiEKyFBQBBES5M79lnRdKgahyAweAQBHnHLuBvNl9765BbOXZzEUiwjHADg7loC5y5MQmCMWjgTroRkLEEQLU1ue2aPKEASGTjniIS8ECyTnboCPoS8Esan57GaUEwxAACMMawkZYzfmKcWzoQrIUFAEETLY23PrGo6drcF0BP2YaArbL7GaL4Ul1UsxlJQdD3vOKrOsRhPUgtnwpVQyIAgiJYnt7dCh9+DVy5PF2y+pOocu8J+TC1t5HVslASG3lCAWjgTroQEAUEQxCbW3grFmi+JAnBiuA9X51ezcgg45+gK+nDyoT6qNiBcCQkCgiCIIhRrvnTm+Ah0zreqDDjQ3xHEc0eGqYUz4VpIEBAEQVSIKAh4aewQXjg2Qn0IiKaBBAFBEESVGBMgCaIZoCoDgiAIgiBIEBAEQRAEQYKAIAiCIAiQICAIgiAIAiQICIIgCIIACQKCIAiCIECCgCAIgiAIkCAgCIIgCAIlGhNxnhnaIcty3U6GIAiCIIjaYNhzw77nUlQQKIoCAJicnKzBaREEQRAE0QgURYHf78/7OeNFpIKu64jH4/B4POY0L4IgCIIg3AnnHIqiIBQKQRDyMwaKCgKCIAiCIFoHSiokCIIgCIIEAUEQBEEQJAgIgiAIggAJAoIgCIIgAPx/UC1sVmwCiKUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Don't color points with their classes \n",
    "tsne = TSNEVisualizer()\n",
    "tsne.fit(docs)\n",
    "tsne.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Apply clustering instead of class names. \n",
    "from sklearn.cluster import KMeans \n",
    "\n",
    "clusters = KMeans(n_clusters=5)\n",
    "clusters.fit(docs)\n",
    "\n",
    "tsne = TSNEVisualizer() \n",
    "tsne.fit(docs, [\"c{}\".format(c) for c in clusters.labels_])\n",
    "tsne.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Frequency Distribution Visualization \n",
    "\n",
    "A method for visualizing the frequency of tokens within and across corpora is frequency distribution. A frequency distribution tells us the frequency of each vocabulary item in the text. In general, it could count any kind of observable event. It is a distribution because it tells us how the total number of word tokens in the text are distributed across the vocabulary items."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from yellowbrick.text.freqdist import FreqDistVisualizer \n",
    "from sklearn.feature_extraction.text import CountVectorizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the `FreqDistVisualizer` does not perform any normalization or vectorization, and it expects text that has already be count vectorized.\n",
    "\n",
    "We first instantiate a `FreqDistVisualizer` object, and then call `fit()` on that object with the count vectorized documents and the features (i.e. the words from the corpus), which computes the frequency distribution. The visualizer then plots a bar chart of the top 50 most frequent terms in the corpus, with the terms listed along the x-axis and frequency counts depicted at y-axis values. As with other Yellowbrick visualizers, when the user invokes `show()`, the finalized visualization is shown."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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vKleubNUyb8ZoNOLg4ECxYsVsXtd1BoPhgUv+cHZ2Ji0tDaPReNcjJQpIRESKuLi4OM6cOUODBg0KxbpO//nPfyhevLhVy/z77785ePCgZfduW8nKysrzq4qiysHBIU+vrfTKRkSkiIuOjqZevXqFIhixlQoVKmAwGLh27dr9bsq/Rl5/3xTGiYgUcQ/acP794ufnR0JCAo8++miB1uswYplVyzPNDLVqeQ8KjZCIiBRxthoZ2b9/P9OnT7/jdWazmbFjx/L888/zwgsvcPr0aQCmTJlCz549GTp06E3njFy+fJmgoKBcxwcOHMjWrVsB+PPPP+nevTvdu3fn+++/v2078voKQQqWRkhERMSm9uzZg6urKytWrGDv3r189tlnBAUFce3aNSIjIwkPD2f9+vUEBwdb7jly5AgTJkwgKSkpR1nLly8nISHB8vPs2bOZOXMmXl5ehIWF0axZs1x7pPwbpaenM2bMGM6ePYvBYGDs2LFERkYSFxeHyWSib9++tG3bltDQUDw9Pbl8+TLt2rXj+++/5+rVq1y8eJFXX32VZ599lsDAQL799ltcXFyYMWMGFStWpHnz5rz++uuYzWYyMjKYPHky1apVy1eb9a8mIvIvMmDAAM6cOQPAxIkTOXToECtWrKBbt24EBwdbRh42bNhA165d6dy5M9u3b+fixYsMGjSIsLAwgoODLaMchw8fpnfv3rzwwgvExsZy9epV3njjjRx11qlTh+HDhwPZWShOTk789ttv1KtXD4AGDRpw4MCBHPdkZmYyb948SpUqZTl29OhRTpw4QYsWLSzHkpKSKF++PMWKFcPHx8fybP92kZGRlCtXjtWrVzNr1ix++uknPD09iYyMZOnSpcyZM4fk5GQA2rdvT3h4OA4ODly7do2lS5eyZMkS3n33XYxG403LP3ToEKVKleKzzz7jrbfeIi0tLd9tVkAiIvIv0r59ezZv3ozJZOLo0aP4+fmxfv16Vq9eTUREBHPmzCEzM5P58+ezcuVKVqxYQXR0NKdPn6Z3796Eh4fTrl07duzYAWQvWR4REcHw4cOZN28exYsX5/33389Rp4uLC+7u7iQmJjJr1izCwsJITU21ZNIUK1Ys1xdaQEAAPj4+lp8zMjKYO3cuI0eOzHGd2Wy2fHZzc7PKF2NRcPLkSWrVqgXAY489RmJiInXq1AHA3d0df39/S1BZoUIFy3116tTB3t4eb29vSpQoYQlarrve302bNqV27doMGjSIDz/80CqjUlZ9ZZORkcH69es5f/483t7ehISE5LtM/+lrOXfVYIXW/Yus/PN+t6BwUX/lnfosb+5zf42u6oKTX/YaHJ5Va7Nk+SgcvMrxWM0n2XLgdzz9HuOXs5cAcCvpyc4//8atlBeHE1IBqP1cV86cP8cXEStYtDySyxeTCahTH3PCFcpWqMzBuGQMJR/ir+iTHDiddNM2JMafY86ksYQOGko8xbhotOP30/GUPp3EqZNnSbdzzHlvcjoAaQYTB04n8fvBnzkec4rnw/qTGH8OVzc30t3LWM4DnEm6xMkUAym3aENSwkU6LvwOo7u3Vfr1ZnyKObK+fyA42G5GxE37+P/313XOXr5s2fMTpao8ScLZM6z75hsuZpgoXbU219KucvjPI1ywK0ZKuoE/4y9zySWJv5NT+d+BXxgEXLhwgdTUVLy8vHB2diYhIQE/Pz+OHDmCv78/+/fvp2zZsixZsoRffvmFWbNmsWxZ/ibvWrXHEhMTWbNmDU2aNLFmsSIiYiWubm54envz3ddrCBnwKsXdPTh9Mposk4nMzEwuJMTj7lGCS0kXMBoMGI1GFn4wndLe3tRu0JgGLVoS8dEs+P9/KZ86mb3Y2omjf/Jw+Ztnr1xLu8qst97kxWGj8a9aHYCKVaqz49tvaNLqOf743wEqVbv9brU1n6rDOwsiAPgqYhGPVnoc33J+lChVmsTz5/AoWYqkhHi8y/paq6sKtcD2nVn4wdtMHT6ILFMWo9+ZzX/XfcXkoQPJzMwgqHc/Spb2zHXfpeQk+vTpQ0pKChMnTsTBwYEXX3yRAQMGUK5cOUqUKAFA1apVGT58OKtWrcJoNPLqq6/mu81WDUjmz59PdHQ0hw4donHjxmzevJlLly4xdOhQy6SY8PBw7O3teeqpp3INvYmIiO01DGzNmvDPLAFEw2eeZdLQgWRlmejauz9Ozs506tWHqcMHYTZDtz79wc6Oz+dlf6kV9/DA2dWFRwFDZgbTRw7GbIaBb4wn/VoaS+fO4JU337LUt33jOq5cTGbVwo8BqFS9Jj1ffIV93/+XSUNfxqNESYZMmIrRYODT96YwZPzUu36Wni++wsdvT8RoNNL5+T4P5For+19vW+B1Oju7MHjc5BzHrgeDNxo/6+McP1cLeJIZUybkONatWze6deuW696lS5daoaX/x8584wu4fIqLi2P48OE0adKE8+fPM336dPbv38+iRYv44IMP6NWrF1999RVubm6MGjWKzp0706hRo5uWlZGRwe+//06ndcf1ykZEJB9GV3UhqM0z97sZd2Q2m/ky/DOC+w6wSflJCfFF4pWNrez8biPnTsXmCkju1fX9fG5cB+f6d3vNmjVxcXHJcb3NeqxGjRpA9v4B6enpnDp1iuTkZAYMyP5Fu3r1KqdOnbplQCIiIv8+LTt0ud9N+Ndq9my7+1q/VQMSe3t7y6Iz/xw28/Pz46GHHmLJkiU4OTkRFRV1VznLJ8Z1yRVFya0VxF4NRYn6K+/UZ3nzIPTXvn37eLq8131tw117xJurV69afS8bgHOOmRx5s3OOrBJru9mogK3Zqr/yy2w25+kVmlUDEi8vLwwGA+np6bnOeXp6EhYWRmhoKCaTidjYWFauXHnHMpVlcw+UAZE36q+8y2OfFdWlrkX+yd7enszMTC3XD5hMpjz1g1UDEhcXF9atW5fjmL+/vyUVqFOnTnTq1AmA7t274+rqas3qRUSkgHTq1CnX/+9vJT09nREjRnDlyhWcnZ2ZNWsWbm5uDB8+nKSkJGrUqMG4ceMwGo2MHDmS8+fPU6VKFSZPnpzjL+wffviBOXPm4ODgwLhx4wgICGDOnDns2rWL4sWLU7lyZSZMyJ7/cPjwYRYvXsycOXNs8vy34ujoyLVr10hLS8PBwaFAJtkaDAbLyMyDwGw2YzKZMJlMedr5ON8BSWpqKuPGjSMlJYWEhAR69erFt99+S9WqVTl+/DipqanMnTuXcuXKMXv2bHbv3o2vry8XL17Mb9UiIlIIrFu3jtq1a9O/f3/WrFnD6tWrKVu2LE888QQvv/wyY8eO5ffff+fUqVM8/vjjvP3228yePZt9+/bRsGFDSzlz585l6dKlXLt2jTfeeIPw8HCOHj3K4sWLKV26tOW6DRs2sGDBAsqXL38/HhcPDw+MRmOB7Ztz4sQJnnjiiQKp627Y2dnh7Oycp2AErBCQxMbG0q5dO1q3bk18fDyhoaH4+PgQEBDAuHHjmD17Nhs3bqRBgwb8/PPPfPnll6SlpdG6dev8Vi0iInnUo0cPli9fzr59+/jkk0+IjIzk008/pXr16sTFxbF27Vrs7Ox4+eWXadmyJd27d8fDw4PGjRuTkZHB1q1befzxxy3lDR8+nISEBOzt7ZkxYwbXrl1j9erVOZaPb9++vWUlT6PRiKOjI507d7b8FZ2cnIy7uzu//fYbrVq1AqBhw4YcOHDAEpCkpKTg5uaGh4cHHh4epKamYjQaiY2NtfxRPGrUKAICAihVqhRz5sxh5syZBdizOeX1yzi/isIronz3mLe3NxEREWzZsgV3d3fLuvfVq2fnO/v6+nLhwgViYmKoWbMm9vb2uLu7U7ly5fxWLSIieVS7dm0OHTrE/v37uXbtGunp6Rw8eJDOnTvzySefsHr1ajIyMujevTuBgYFcuHCBjz/+GGdnZwYNGsSaNWs4evQoo0ePJiUlhVOnThEREcGxY8dISUnB398/11421ydcnjhxglWrVrF8+XIge75Fhw4dKF68OGXKlMmxnPw/l4G/8RxkTxFIT0+nQ4cO9O3blwsXLjBkyBDWrl1L48aNiYuLs3VXipXlOyBZsmQJtWrVolevXvz444/s3LnzptdVqlSJFStWkJWVRXp6OtHR0XdVvrJs8uZBmNFfmKi/8k59Vrg1bdqUH3/80TK6/cMPP+Dq6kpCQgJVqlTBwcHBslFdUlKSJVj47bffqFSpEnZ2dlStWhVXV1c8PDx48cUXGTZsGI6OjrkCkRv99ddfjBkzhtmzZ1tW+7Szs2PDhg188cUXfPbZZ7i7u1uCkLS0NNzd3S33Fy9ePEeAkpGRgZubG6Ghobi6uuLn54ejo6MmlBZi+Q5IWrRowbRp09i0aRMeHh44ODjkmFxjMBj4448/GDJkCE2bNqVbt26ULVsWL6+7S0FTls09UNZI3qi/8u7/95myZwqfp556ik8//RRfX1/q1q3L5MmT6d69O+XKlePYsWOYTCYyMjI4d+4cpUqVsrxqefjhhzl69ChZWVnExsaSkZFBQkICsbGxLFy4kG3bthEZGcmbb76Zq86zZ8/yxhtv8PHHH/PII48AsGrVKooXL07Hjh1xc3PD3t6eJ554gv3791OtWjX27dtHs2bNLGWUKFGCtLQ0UlJSSE9Px83NjZSUFEJDQ/n666+5dOkSZrNZwUghlu+ApH79+mzYsOGW5wMDAy3nBw0axKBBg/JbpYiI3CNnZ2fc3d2pXbs2NWvWJCYmhubNm+Pt7U2HDh0ICQnBaDQyePBgnJycLPeVKVOGNm3aEBwcTKVKlXB1daVMmTKcOHGC4OBgXF1dGT9+PLGxsbnmkCxevJirV68ybtw4AFq2bEnHjh0ZOXIka9aswd3dnffeew83NzdGjx5NWFgYlSpVonHjxpw9e5alS5cybtw4hg0bRr9+/cjKymL8+PGUKlWKHj160KNHD5ycnCzlS+Fk1aXjb2b8+PFs2rSJfv36cfjwYVJTUzGZTAwdOpQGDRrc8j4tHS/y4NMIyZ09CK+49u3bd9v/3z5oblzoy2AwsGDBAgYPHpzvcs+dO0d6erpNF0a7Hx6E37G7dV+Wjr9u4MCBHDt2jKtXr9KwYUP69OlDfHw8ISEhbNu27YHcCElERB4MWVlZPP/88/e7GVIA7AuqohMnTlCnTh0AfHx8cHd3JykpqaCqFxGRQsjFxSXHGiNSdNl8hOT6/jb+/v4cOHCA6tWrEx8fz5UrVyhVqtQd71eWTd4UpqG7B4H6K+/UZ4VbVFQUV65cISwsrEDrjY2NZfTo0WRlZdG2bdsc9R86dIgPPvgAyF5vxGw2M3Xq1BzH7O3tiYqKIjT0/14TduzYkeDg4AJ9DrEdmwck1/e3SUlJITY2lu+++47k5GSMRiNz585lxIgRt71fWTb3QFkjeVPE+kvzOuRBtHz5cl566SUCAwPp2rUrwcHBlnkiAQEBli1GRowYQZcuXXIdCwkJAbIXVlu1atX9eQixKZsHJDfb32bevHmULFkyR6QrIiIFY8eOHWzfvh2DwcCHH36Io6Mj48aNIy0tjatXrzJr1izOnj3LwoULyczMJC0tjQ8++AA/Pz/GjBnDxYsXuXTpEpMmTSIjI4OPP/6Y8PBwBg4cyEsvvURiYiIGg4EOHTpY6qxRowZXrlzBYMj+A/PGDJ7rDh06hMlk4sknn8x17OmnnyYuLo6kpCT69OlDiRIlmDRp0l0vISEPPpsHJAaDgTFjxhAXF4fJZKJVq1ZERUXh5OSEr6+vZZlgEREpGA899BDvvPMOixYtYtu2bVSvXp3evXtTv359wsPD2bFjB5UrV8ZgMPD5559z8OBBPvvsM1555RVat27Ns88+y9atW9m0aRNvvvkmFSpU4LXXXsPf3/+Wr/M8PT158803mTdvHk2aNLnpeiHLli2jf//+tz324osv0r17d7777jvmzJnD1KlTrds5ct/YfFLr6tWr8fT0JDIykqVLl/Lll1/SvHlzwsLCFIyIiNwHVapUAbKDhPT0dDw9PVmzZg2jR49m9+7dmEwmIHuZeTs7O5544glOnjxJyZIl2bFjB2+88Qbr16+3XBcaGsp3331Hz549b1nnnDlz+Pzzz/nvf/965LD4AAAgAElEQVRLcnIyBw8ezHHeYDAQExOTY5O4fx7z8fGhY8eOADRr1ozjx49br1PkvrN5QHJjdo27uzv+/v6cOnXK1tWKiMhdioiI4JlnnuG9997jsccesxw/cuQIAIcPH+axxx5j7dq1VKhQgffff59atWpxfRmrDz74gDFjxvDOO+/csg53d3eKFSuGvb09Xl5epKam5jh/9OjRHJv23ezYrl27ePvttwH4+eeftSdaEWPzVzbXs2tatWpFamoqx44do0mTJnd9v7Js8kYZEHmj/hLJHm2YOnUqy5cvp2TJkri6ulKtWjUSExPp3bs3JpOJ9957j5SUFEaMGMH3339P2bJlsbOzY926dZQtW5awsDBOnjzJ+vXrcXZ2zjWHZNSoUQwfPhx7e3v8/f1p0qQJ27Zt4/LlywQFBXHq1CkefvjhHO3657EWLVqwZcsWnn/+eYoVK3bbAEgKH5uv1JqZmcmAAQM4c+YMHh4ehIaGEhcXh7e3t2XW9M1opVZ5kChz5f8oiMubB6G/7mWl1v3797N161abLsd+9uxZfvjhB7p3757j+I0rtVqTVmq9/+7rSq3Ozs6Eh4fbuhoREbkFG//dec+cnJzo2rVrgdV37do13NzcCqw+yRubBySQvRDP7t27OXv2LL6+vpw+fZonnniCyZMnF0T1IiL/amlpaWRmZuZpJ9x69epRr149G7Yqe8O+gnTixAkCAwMLtE65ewUSkFwXExPD4sWLcXNzo2XLliQmJhb4L6SIyL9Ns2bN2L59O6VKlcLd3f1+N+eOUlNTrdrO9PR0kpKSePLJJ3FwcLBauWJdBRqQPPLII5ZfsjJlypCRkVGQ1YuI/Cs5OTnx7LPPkpmZSXp6+v1uzh39+uuvVKtWzWrlOTo6UqxYMauVJ7ZRoAHJvezsqyybvClMk5seBOov+TdxdnbO02ub+6V48eKUKFHifjdDCli+A5KMjAzWr1/P+fPn75g5c+M9d7vTr/ayuQcFvDeLMlBERCS/8h2QJCYmsmbNmtuuLRIUFERQUFCOe7y8vPDz88tv9SIiIlIE5DsgmT9/PtHR0Rw6dIjGjRuzefNmLl26xNChQwkMDGT58uVs2bKFa9euUbp0aebNm2e5Z968eQwePNgazyEiIiKFWL6Xjh84cCCVKlXi1VdfxcfHh4iICMaOHcuqVavIysri0qVLhIeHs2bNGkwmE4cPH7bco2BEREREwMqTWmvUqAGAt7c36enp2Nvb4+TkxPDhwylWrBjnz5/HaDRas0oREREpAvIdkNjb25OVlQXkzqI5cuQIW7duZc2aNVy7do2goCDMZnOOe+5EWTZ5o6wREREpjPIdkHh5eWEwGG6a2/7oo4/i5uZm2ZK6TJky7Nq1i3LlypGYmMh7773H6NGjb1u+smzuQQFl2Si7RkRErCXfAYmLiwvr1q3Lcczf359ly5YB8Pnnn9/0vsWLF/P666/nt3oREREpAvI9qTWvoqKiqF+/PomJiQwbNqygqxcREZEHUIEHJADdunWjTJkyzJ49+35ULyIiIg+Y+xKQiIiIiNyoQPeyuZGdnd1dZdooyyZvlGUjIiKFkU0CEqPRSN++fTEYDCxYsICSJUvmuubpp59mwIABfP7557fddE9ZNvfgLrNslCUjIiIPCpsEJAkJCVy9epWoqKhc527c00ZEREQEbBSQTJw4kZiYGN566y3i4+NJTU3FZDIxdOhQGjRoQPv27XnsscdwcnLSxFYRERGxXUAyfPhwihcvTsOGDenTpw/x8fGEhISwbds20tLSGDRoENWrV7dF9SIiIlLI2DTL5sSJE9SpUwcAHx8f3N3dSUpKAqBChQq2rFpEREQKEZtm2fj7+3PgwAGqV69OfHw8V65coVSpUkD2Hjh3Q1k2eaMsGxERKYxsGpC8/PLLjB07lu+++47ExERatmyJo2PeqlSWzT24iywbZdiIiMiDxCYBiZ+fH1988QUAn3zySa7z27dvt0W1IiIiUkgV2MJoUVFRnDx5kujoaFJTU7l27RrDhg2jcePGBdUEEREReUAV6Eqtp06d4tKlSyxatIikpCRiYmIKsnoRERF5QBVoQPLII4/QokULhg8fjtFoJDRU8xhERESkgAOS2NhYfH19WbhwIQkJCfTs2ZMWLVrc9h5l2eSNsmxERKQwKtCA5NFHH+Wnn37i22+/JSsri9dee+2O9yjL5h6s/FNZNCIiUqgUWECiPWxERETkVmwWkBgMBsaMGUNcXBwmk4m+ffuyatUqqlatyvHjx0lNTWXu3LmUK1fOVk0QERGRQsJmS8evXr0aT09PIiMjWbp0KXPmzOHixYsEBAQQHh5Oo0aN2Lhxo62qFxERkULEZgHJjfvYuLu74+/vz6lTpywb6vn6+pKRkWGr6kVERKQQsckrm8TERI4ePYqzszOlSpXC0dGRY8eOYTQa81yWsmzyRlk2IiJSGNkkIClTpgzh4eFMmDCB1157DXd3dwYPHsyECRPyXJaybO6BsmxERKSQydcrm6CgIJKSkjAYDNSuXZs//vgDgLp169K9e3dCQ0Oxt7fH1dWVevXq4ebmxieffEJISAi7du1i4MCBVnkIERERKdzyNUISGBjI7t278fX1xc/Pj7179+Li4kKjRo04c+YMNWvWpEmTJrRt25aHH36YtLQ0hg0bhp+fH6Ghofz1118EBARY61lERESkkMrXCEnr1q3ZtWsXu3fvZtiwYezbt4/t27dTo0aNm15fsmRJ/Pz8APD29ubatWv5qV5ERESKiHwFJJUrV+b06dMcOnSIZs2akZaWxrZt22jWrJnlGjs7O8xms+WziIiIyD/le1Jr3bp1iYuLw97enjp16hAdHY2bm5vl/H/+8x9mzJhhGRnJK2XZ5I2ybEREpDDKd0AyatQoy+cRI0ZYPn/xxRcA9OzZk549ewKwZ88ey/nZs2ffVfnKsrk9ZdOIiEhRkO+F0UaMGMGOHTuA7MXQBgwYwMiRI+nZsyfBwcFs2rQJgNDQUE6cOAHAqlWr+Oijj/JbtYiIiBQR+Q5IgoODWbt2LQBffvklAQEBuZaMT05OzndDRUREpOjKd0BSr149Tpw4QXJyMnv27CEpKSnXkvGnT5/Occ/1Sa4iIiIiYIWAxM7Ojo4dOzJt2jQaNWqEv78/Bw4cACA1NZVjx47h5+eHs7MziYmJAPz555/5rVZERESKEKssHR8UFETz5s1Zt24d5cuXZ8KECYSEhJCRkcHgwYPx8vKid+/eTJ48mYcffpiyZcveddnKshERESn6rBKQmEwmnnrqKfz9/QF47733cl3TrFmzHOuT3K2inGWjDBkREZFs+Q5ItmzZwkcffcSkSZNyHE9NTWXcuHGkpKSQkJBAr169MJvNfP3119jb2/PEE08wfvz4/FYvIiIiRUC+A5LWrVvTunXrXMdjY2Np164drVu3Jj4+ntDQUDw8PJg4cSIBAQGsXLkSo9GIo6NNNhwWERGRQsRm0YC3tzcRERFs2bIFd3d3jEYj77zzDkuWLOH999+nVq1ayrYRERERwApZNreyZMkSatWqxYwZM2jTpg1ms5kvvviCyZMns3z5cv766y9++eUXW1UvIiIihYhVRkgyMjJYv34958+fx9vbm5CQEFq0aMG0adPYtGkTMTExuLq6UqlSJXr16kXx4sXx8fHhP//5zx3LVpaNiIhI0WeVgCQxMZE1a9bQpEkTy7H69euzYcOGXNde39fmbhXFLBtl14iIiORklYBk/vz5REdHc+jQIRo3bszmzZu5dOkSQ4cOJTAwkEaNGrFnzx5WrFihLBsRERHJxSpzSAYOHEilSpV49dVX8fHxISIigrFjx7Jq1aoc10VFRTFhwgRWr15NxYoVMRqN1qheRERECjmrT2qtUaMGkJ1lk56enuPcO++8w8qVK3nhhRc4e/assmxEREQEsFJAYm9vT1ZWFpC9t82tKMtGREREbsYqc0i8vLwwGAy5RkT+qUqVKsqyERERkVysEpC4uLiwbt26HMf8/f1ZtmwZAHv27AEgODiY4ODgPJVdFLJslFUjIiJye/f8yiYoKIikpCQMBgO1a9fmjz/+AKBLly7MnDmTvn370qVLF8aMGQPAwYMH6d69O7169aJ///6kpqZa5wlERESk0LvnEZLAwEB2796Nr68vfn5+7N27FxcXF8qVK0eJEiVYunQpWVlZtGvXjvj4eLZu3cpzzz1Hnz592L59O1euXMHd3d2azyIiIiKF1D0HJK1bt2b+/Pk89NBDDBs2jGXLlmE2m2nXrh2HDh1i+PDhFCtWjLS0NAwGAwMHDmT+/Pn06dMHHx8fAgICrPkcIiIiUojd8yubypUrc/r0aQ4dOkSzZs1IS0tj27ZtODk5ce7cOWbNmsXw4cNJT0/HbDazfv16unTpwrJly3j88cf54osvrPkcIiIiUojla1Jr3bp1iYuLw97enjp16rB792727t3L6dOnef7557Gzs6N8+fIkJCQQEBDA+PHjcXNzw97entq1a99VHcqyERERKfryFZCMGjXK8nnEiBFUqFCBkydP8tVXX930+htHRRo1asSQIUPuWEdhz7JRho2IiMidWX2l1l9//ZU+ffrQtWtXduzYQWBgIBkZGQDMmDGDqKgoPv30Uy5fvsykSZOsXb2IiIgUQlZZh+RGbm5uLFy4kOTkZIKDgy0ruN7olVdeYfny5QpIREREBLDBCMlTTz2FnZ0dXl5eeHh4cOnSJcs57V0jIiIiN2P1gOTw4cMAJCYmkpaWho+PDwkJCZjNZo4cOWK5TsGJiIiIXGf1Vzbp6en07t2bM2fOEBAQQKNGjRgwYIBlwbTr/P39GTlyJDNmzLhtecqyERERKfqsGpAEBQURFBQEQFRUFCdPnqRbt25069Yt17XX97m5k8KWZaOsGhERkbyz+gjJja5n3KSmpjJkyBCKFSvG7NmzcXBwoHz58kyZMgUnJydbNkFEREQKAZsGJP/MuHFycmLlypV4eXkxZ84c1q5dS/fu3W3ZBBERESkEbBqQ3Jhx4+rqSlxcHK+//jqQPdekYcOGtqxeRERECgmbBiQ3ZtxkZGRQrlw5PvnkEzw8PNi2bRvFihW7Yxma1CoiIlL02SwgOXjwIEeOHKF3796kpaUxbdo0TCYTAwYMwGw2U7x4cd5//31bVS8iIiKFiM0CkqeeeorSpUszcuTIHMcbN26cp3IKU5aNMmxERETujU1f2fz222/069eP5ORkQkJCqFChgrJsREREJBebBiSOjo4sXryYM2fO8NJLL5GVlaUsGxEREcnFpgFJ9erVsbOzo0yZMpw9exZ7e3tl2YiIiEguNg1I7OzsLJ9Lly6Nm5ubsmxEREQkF5sGJDeyt7dn3LhxDBgwgLS0NJycnFiwYEFBVS8iIiIPMJsFJNf3tAFwcXFh+/btQHaWzUcffYS3tzdeXl53LKewZNkow0ZEROTe2XyEJDU1lXHjxpGSkkJCQgLt2rVj7dq1ODk5UaNGDQICAmzdBBEREXnA2TwgiY2NpV27drRu3Zr4+HhCQ0Pp0qUL3t7eCkZEREQEKICAxNvbm4iICLZs2YK7uztGo9HWVYqIiEghY/OAZMmSJdSqVYtevXrx448/snPnTuzs7MjKyrqr+5VlIyIiUvTZPCBp0aIF06ZNY9OmTXh4eODg4EDVqlWZNWsW/v7+1K9f39ZNEBERkQeczQOS+vXrs2HDhlzHW7ZseVf3P+hZNsquERERyT97axcYFBREUlISBoOB2rVr88cffwDQpUsXIiIi6NGjBz179uTzzz+3dtUiIiJSSFl9hCQwMJDdu3fj6+uLn58fe/fuxcXFhUceeYTNmzezcuVKAPr27Uvjxo2pWLGitZsgIiIihYzVR0hat27Nrl272L17N8OGDWPfvn1s376dZ599lrNnzxIWFkZYWBiXLl0iNjbW2tWLiIhIIWT1EZLKlStz+vRpEhMTGTFiBAsWLGDbtm1MnjyZSpUqsWjRIuzs7AgPD6dKlSp3LE9ZNiIiIkVfnkZIoqKimDFjxh2vq1u3Lp6entjb21OnTh08PT2pWrUqDRo0ICQkhKCgIGJiYvDx8bnnhouIiEjRYZMsm1GjRlk+jxgxwvL5xRdf5MUXX8xTWQ9alo2yakRERKwvzwHJb7/9Rr9+/UhOTiYkJISSJUuyYsUKjEYjdnZ2zJs3jwULFlC1alW6dOlCYmIiL7/8MlFRUcycOZMDBw6QlZVFWFgYzz33nC2eSURERAqZPE9qdXR0ZPHixcybN4+IiAhiYmJYuHAhq1atolKlSvzwww8EBwezdu1aANatW0dQUBA7d+4kLi6OVatW8fnnnzN//nyuXLli9QcSERGRwifPIyTVq1fHzs6OMmXKkJ6ejpeXF6NHj6Z48eKcPHmSWrVqUalSJUwmE2fOnGHTpk2Eh4ezevVq/vjjD0JDs195GI1Gzpw5Q4kSJaz+UCIiIlK45DkgsbOzs3xOSUnhww8/ZMeOHUD22iJmsxmAbt268cEHH1CpUiVKlChBxYoVqVevHlOnTiUrK4tPPvmE8uXL37E+ZdmIiIgUffma1Oru7k5AQAA9evTA0dGREiVKkJCQAECbNm2YNGmSZYn4wMBAfvrpJ3r16kVaWhotW7bE3d39jnU8SJNaNaFVRETENvIUkAQFBVk+u7i48P3339/yWjc3NyZOnMjJkyeB7JGVMWPG3GMzRUREpCiz+kqt//Trr7/Sp08funbtSkREBN26dbOce/311zl06JCtmyAiIiIPOJvv9uvm5sbChQtJTk4mODgYX19foqOj8fb2Ji4ujoCAAFs3QURERB5wNg9InnrqKezs7PDy8sLDw4Pu3bsTFRXFww8/TMeOHW1dvYiIiBQCNg9IDh8+DEBiYiJpaWm0adOGpUuXUqpUKebOnXvH+5VlIyIiUvTlOSAxGo307dsXg8HAggULKFmy5G2vT09Pp3fv3qSlpTFlyhRcXV2pU6cOycnJlCpV6o71KctGRESk6MtzQJKQkMDVq1eJioq647VBQUE5MnOuM5lMBAcH57VqERERKaLyHJBMnDiRmJgY3nrrLeLi4khLS2P69Ons3LmTjRs34ujoyNNPP82oUaP46KOPiI2N5eLFi1y6dInnn3+e999/n8zMTDp16mSL5xEREZFCKM9pvxMnTqRSpUqUKVOGihUrEhkZidFo5NtvvyUyMpLIyEhiY2Mta5S4urqyePFinn32WXbu3MmPP/7IuHHj2Lhxo9UfRkRERAqnfE1qrVChAgAnT57kP//5D05OTgA8/fTTHD9+HMje+wbAw8ODSpUqAVCyZEkyMjLyU7WIiIgUIfkKSOztswdYKlasyNKlSzEajTg4OPDzzz/TuXNnjhw5kmPvm3uhLBsREZGizyppv1WqVOG5554jJCSEpKQkSpcuTcuWLTly5AgAw4YNo3bt2vdUtrJsREREir48ByR+fn588cUXuY737duXvn37EhUVxcmTJ7Gzs2PIkCEAhISE5Li2ZcuWlk33RERERGyyMNpvv/1Gv379SE5OJiQkhAULFvDtt9+yc+dOPvvsMxwdHSlbtiyzZ8+2vPYRERGRfy+bBCSOjo4sXryYM2fOMGDAAMvxDRs20L9/f9q0acPXX39NamoqJUqUsEUTREREpBCxyfBE9erVsbOzo0yZMqSnp1uOjxkzhh9//JEXXniB//3vfxodEREREcBGIyS3yqxZvXo1Q4YMwcvLi7feeov//ve/dOnS5bZlKctGRESk6LP55no3CggI4OWXX6Z48eIUK1aM5s2b3/GeByXLRhk2IiIitmP1gOTGvWtcXFzYvn275efAwEACAwOtXaWIiIgUclYLSFJTUxk3bhwpKSkkJCTQq1cvvv32Wzw9Pbl8+TILFy5k0qRJxMbGkpWVxeuvv069evWsVb2IiIgUYlYLSGJjY2nXrh2tW7cmPj6e0NBQfHx8aN++Pa1atWLlypWULl2at99+m4sXL/LCCy9oPxsREREBrBiQeHt7ExERwZYtW3B3d8doNAL/t9/NsWPHOHjwIIcOHQLAaDSSnJyMp6entZogIiIihZTVApIlS5ZQq1YtevXqxY8//sjOnTuB/8u4qVixIr6+vgwcOJD09HQ+/fRTSpUqdcdylWUjIiJS9FktIGnRogXTpk1j06ZNeHh44ODgQGZmJsnJySxbtoyxY8dSt25ddu3aRXR0NJ06dbqrdUgehCwbZdiIiIjYltUCkvr167Nhw4abnqtTpw4Anp6eLF26lIkTJ9KkSRNrVS0iIiKFnNWWSg0KCiIpKQmDwUDt2rX5448/AKhbty6dO3e2VjUiIiJSBFlthCQwMJDdu3fj6+uLn58fe/fuxcXFhUaNGnHmzBlrVSMiIiJFkNVGSFq3bs2uXbvYvXs3w4YNY9++fWzfvp0aNWpYqwoREREpoqw2QlK5cmVOnz5NYmIiI0aMYMGCBWzbto1p06axZcuWey5XWTYiIiJFn1WXjq9bty5xcXHY29tTp04doqOjcXNzy1eZ9zPLRtk1IiIiBcOqAcmoUaMsn0eMGGH5/MUXXwBY9rV59913rVmtiIiIFHI22+33VnvbVK1alePHj5OamsrcuXMpV66crZogIiIihYTVJrX+0/W9bZYsWcLixYsJDw8HICAggPDwcBo1aqS9bERERASw4QjJrfa2qV69OgC+vr5cuHDBVtWLiIhIIWKzgORWe9vklbJsREREir57DkgyMjJYv34958+fx9vbm5CQkBznb7W3TV7djywbZdeIiIgUrHsOSBITE1mzZs0t96S53d42QK4ARkRERP697nlS6/z584mOjubjjz9m27Zt9OnTh06dOllSe7/99lt69OhBSEgIM2bMAKBnz54cP34cgJ07dzJp0qT8P4GIiIgUevcckAwcOJBKlSrx6quv4uPjQ0REBGPHjmXVqlVcunSJjz76iPDwcFatWkV8fDx79uwhODiYtWvXAvDVV18RHBxstQcRERGRwssqk1qv71fj7e1Neno6p06dIjk5mQEDBgBw9epVTp06RadOnQgKCqJ///7Ex8drnxsREREB8hGQ2Nvbk5WVBYCdnV2Oc35+fjz00EMsWbIEJycnoqKiqFatGsWKFaNevXpMnz6djh073lU9yrIREREp+u45IPHy8sJgMJCenp7rnKenJ2FhYYSGhmIymShXrhzPPfccAN27d6dXr153PX+koLNslGEjIiJS8O45IHFxcWHdunU5jvn7+7Ns2TIAOnXqRKdOnXLdZzKZePbZZylRosS9Vi0iIiJFjM0WRrvOYDAwZswY4uLiiI+Px87ODi8vL4YOHcrly5dZvHgxDg4Otm6GiIiIPMBstpfNdatXr8bT05PIyEi++eYbHB0duXbtGu3btyc8PFzBiIiIiNg+IDlx4gR16tQBwN3dHX9/f06dOkWFChVsXbWIiIgUEjZ/ZePv78+BAwdo1aoVqampHDt2DD8/v1yZObeiLBsREZGiz+YBSffu3ZkwYQIhISFkZGQwePBgoqKi7vp+ZdmIiIgUfTYPSJydnXnvvfdyHOvSpYutqxUREZFCJN8ByY1ZNCaTib59+7Jq1SqqVq3K8ePHSU1NZe7cuZQrV45ly5axYcMG7OzsaNu2Lb1797bGM4iIiEghl+9JrTdm0SxdupQ5c+Zw8eJFAgICCA8Pp1GjRmzcuJHo6Gg2bdrEypUrWbFiBVu3buXkyZPWeAYREREp5PI9QnLixAkaNmwI/F8WzZ49e6hevToAvr6+XLhwgWPHjnH27FnCwsIAuHz5MrGxsVSsWDG/TRAREZFCLt8Bya2yaP6pYsWKVKpUiUWLFmFnZ0d4eDhVqlS5Y/nKshERESn68h2QdO/end69e9O0aVO8vb1vmUVTtWpVGjRoQEhICJmZmQQEBODj43PH8pVlIyIiUvTlOyBxdname/funDx5kpEjRwI5s2hCQkIsn1988UVefPHF/FYpIiIiRYzV0n5/++03+vXrR3JyMiEhIZQsWZIVK1ZgNBqxs7Nj3rx5ALz++uuYzWYyMjKYPHky1apVs1YTREREpJCyWkDi6OjI4sWLOXPmDAMGDKBjx44sXLgQNzc33nrrLX744QdKlChBqVKleP/994mOjiYtLc1a1YuIiEghZrWApHr16tjZ2VGmTBnS09Px8vJi9OjRFC9enJMnT1KrVi2aNm1KTEwMgwYNwtHRkVdeecVa1YuIiEghZrWA5Ma9aVJSUvjwww/ZsWMHAH379sVsNrN//37Kli3LkiVL+OWXX5g1axbLli27bbnKshERESn6bLJ0vLu7OwEBAfTo0QNHR0dKlChBQkICgYGBDB8+nFWrVmE0Gnn11VfvWJaybERERIo+qwQkQUFBls8uLi58//33t7x26dKl1qhSREREihCrBCTp6emMGTOGs2fPYjAYePPNN1mxYgUpKSkkJCTQq1cvevXqRWho6E33uBEREZF/t3zvZQMQGRlJuXLlWL16NbNmzeKPP/6gXbt2LFmyhMWLFxMeHm659p973IiIiIhYZYTk5MmTNG3aFIDHHnuMtm3bMnPmTLZs2YK7uztGo9Fy7T/3uBERERGxSkDi7+/P4cOHadmyJadPn+a9996jYcOG9OrVix9//JGdO3fmuufAgQOUL1/+jmUry0ZERKTos0pA0rNnT8aOHcsLL7yAyWTimWeeYeXKlWzatAkPDw8cHBzIzMzMcc/u3btzLCt/KwWZZaMMGxERkfvDKnNIXFxcmDlzJkFBQZQtW5aff/4Zk8lEUFAQQ4YMoUyZMvTr1w9nZ2fc3NxYs2YN165d4/jx49aoXkRERAo5q69DkpqayuLFi4mJiWHgwIEUK1aM6dOnU61aNbZu3cq7777Lhx9+yKeffsrs2bOtXb2IiIgUQlYZIblR1apVAXjooYfIzKA3VpIAABwFSURBVMwkISHBsoFenTp1NCoiIiIiuVg9ILlxCXmAsmXLcuTIEQB+/vlnHnvsMct1WVlZ1q5eRERECiGbLB1/o2nTpjF16lTMZjMODg6kp6dz4sQJihcvTufOndm8eXOuIOZGyrIREREp+qwakPxzCfnt27cDsGLFCsvx0NDsTJZWrVrh7e1922Dk/7V3//E11/0fxx9n9sPsB60xYyk7Urt0SUMRRpQoUbu2iRrqcqH8aoz5tVuT0TWtumVuWLGm0TJZtyJcma4opMh19RU1TkpHfsyvamPbsX2+f7g5lzG2sWPb6Xn/6+xz3ufz/rzfxZ4+5/N6v+HGVdmowkZERKTmOPQOSX5+PtOnTy+zhLyIiIjIpRwaSH7++WceffRRevfuzdGjR4mOjiYgIMCRXYqIiEgd5NBA4u/vz9KlS8tdQl5ERETkgmqvsrlYWloa7dq1Izk5mT59+mAYhiO7ExERkTrKoXdIHnjgARITE6+6hHxFVGUjIiLi/BwaSDp16sSaNWvKfW/s2LGVOseNqLJRhY2IiEjNqjCQFBYWMnnyZI4dO0ZgYCBff/01r732GvPnz8cwDAoKCnj11Vdxc3MjJiaGwMBArFYrjz76KPv27WPPnj306NGDCRMm8MMPP5CYmAhAo0aNmDNnDj4+Pg4fpIiIiNRuFQaSFStWEBQUxLx587BYLPTr1499+/bxyiuvEBAQwKJFi1i/fj2PPfYYv/zyC2lpaRQWFtKrVy82b96Mp6cnDzzwABMmTCA+Pp45c+bQqlUrVq5cyeLFi4mJibkR4xQREZFarMJAYrFYCAsLA8BsNuPn50dAQACzZ8+mQYMGHD16lNDQUABuueUWfHx8cHd3x9/fn0aNGgH/W07eYrEwc+ZMAGw2m30ZeREREflzqzCQtG7dml27dvHggw9y8OBBTp06RXx8PBs2bMDb25u4uDh79UxFq662bNmSpKQkmjVrxs6dO8nLy6ueUYiIiEidVmEgiYiIYMqUKTz11FM0a9YMDw8P3NzciIiIoFGjRvj7+3Ps2LFKdZaQkEBcXBznzp3j9OnTzJo1q8LPqMpGRETE+VUYSPbs2UNERARdu3blp59+YteuXQQGBpKQkIDZbC7TNisrCyi7jw3Ali1bALjrrrvIyMgAzu9pc9NNN1V4gY6uslGFjYiISM2rMJD4+fkxevRobDYbxcXFREREsG/fPubNm8epU6dwd3dn7ty5+Pn58c9//pOdO3cC0K9fP4YOHcqUKVN45JFHCAsLY/Pmzaxdu5Y+ffqwd+9e4uLiePfdd3F3d3f4QEVERKT2qjCQFBQUMHPmzMv2o+nduzePPvooy5cvJzU1lU6dOmG1WsnKyuLcuXMMHjyYTp06lXvOHj16EBISQkJCgsKIiIiIVBxIrrQfTYcOHQAIDQ1l06ZNNG7cmA4dOmAymXBzc+Puu+/GYrGUOZeWjhcREZHyVLiXzZX2o/m///s/AHbs2MHtt9+O2Wy2f11js9nYtWsXt956K+7u7vZqmj179tjPazKZFFBEREQEqMQdkivtR5OTk8PSpUvx8vIiKSmJhg0b8tVXXzFw4EBsNht9+vShTZs2REZGMm3aNFavXl1m3ZF77rmHyZMnk5aWZl+vpDyqshEREXF+FQaSq+1Hc6m4uLjLjv31r39l9erVlx2PiYmp1CqtqrIRERFxfg7bXC87O5sff/yR2NhYioqK6Nu3L82bN6dly5YcOHAAwzB4/fXXady4saMuQUREROqICp8hqW6hoaFkZGTQt29fUlNTb3T3IiIiUgvdkEBy8cOrF0qBQ0NDOXDgwI3oXkRERGo5hwUSDw8Pe3XNd999Zz++e/duAL755htatWrlqO5FRESkDnHYMyTdunUjMzOTQYMG0aZNG7y8vAB46623mDt3LiUlJXh4eNCzZ0/uu+++K55HVTYiIiLOz2GBxNfXl2XLlpU5Fh0dzZw5czCbzfTq1YusrCy8vb2veh5HVtmowkZERKR2uOEPtW7YsIE777yTY8eOMXLkSAoLC2/0JYiIiEgtc0MDSUZGBk2aNGH48OE0btyYtLQ06tevfyMvQURERGqhG36HRERERORSCiQiIiJS4xz2UGtFCgoKsNlsFVbQqMpGRETE+d3wQBIeHg7A2rVrcXNzq7C9o6psVGEjIiJSe1RrILHZbEydOhWr1UpJSQnPPPMMmZmZJCQkYDabyczM5Pjx4zRt2pS8vDxiYmJYsGBBdV6CiIiI1EHVGkhWrFiBn58fycnJ5OfnEx4ejru7+2XtIiMjWbhwIa+//np1di8iIiJ1VLU+1GqxWOjYsSMA3t7emM1mDh48aH//4j1tRERERC6o1jskZrOZHTt28NBDD5Gfn09ubi7t2rUjLy8Ps9nMnj17CAgIAMBkMlFaWlrhOfVQq4iIiPOr1kASFRVFfHw8gwYNoqioiDFjxuDn58fMmTNp1qwZTZo0sbft0KEDI0aM4J133sFkMlXnZYiIiEgdU62BxN3dnaSkpMuOd+/e/bJj5bUrj6psREREnJ/Dyn4PHDjA1KlTcXV1pbS0lFdffZWlS5eyc+dOAPr168fQoUMd1b2IiIjUIQ4LJFu3bqVt27ZMmjSJHTt2sHHjRqxWK1lZWZw7d47BgwfTqVMn7rjjDkddgoiIiNQRDls6PiIiAl9fX4YPH87y5cv57bff6NChAyaTCTc3N+6++24sFoujuhcREZE6xGF3SDZu3Ej79u0ZM2YMa9as4bXXXqNNmzYMGzYMm83Grl27eOKJJyo8j6psREREnJ/DAsldd91FXFwcCxcupLS0lJSUFNasWcPAgQOx2Wz06dOHNm3aOKp7ERERqUMcFkhatGhBZmZmmWPXEkBUZSMiIuL8Kh1IsrOz+fe//01hYSF5eXkMGTKEjRs3sm/fPiZPnsyZM2dYunQp7u7u3Hbbbbz00kusXr2aVatWUVpayrhx4zh9+jTp6em4uLjQvn17YmNjHTk2ERERqSOqdIekoKCAtLQ0Pv74Y9LT08nKymL79u2kp6djsVj44IMP8Pb2Zs6cOaxYsYIGDRrg6+vLwoULOX36NIMHD2bVqlV4enoyadIktmzZQpcuXRw1NhEREakjqlRlExISAoCPjw9msxmTyUTDhg05e/YsrVq1wtvbG4COHTuyb98+AFq2bAnAwYMHOXnyJCNGjCA6OhqLxVJmnxsRERH586rSHZIrLfFuMpmwWCycOXOGBg0a8NVXX9mDiIvL+cwTFBREYGAgaWlpuLm5kZ2dbQ84V6MqGxEREedXLQ+11qtXj06dOtGrVy9MJhP3338/OTk5jBo1yt7Gz8+PYcOGER0dTUlJCc2bN6dv377V0b2IiIjUcZUOJOHh4fbXYWFhhIWFAee/xlmyZAnZ2dn4+vraH1Tt2bMnjz/+eJm7GwMGDGDAgAFVukBV2YiIiDi/al2p9dChQ0RFRZU5lpmZyZgxYyguLuarr75i0KBBPP3000ydOhWbrfqDhoiIiNQ9Dls6HiAjI4MdO3bwxhtv4ObmRnx8PPPnz2fZsmUEBATwwQcfOLJ7ERERqSMctjAawLZt26hXrx716tXjxIkTHDt2jBdeeAGAwsJC7r//fkd2LyIiInWEQwPJggULmD59OpmZmQwcOJCmTZuyYMECfHx82LhxIw0aNKjwHKqyERERcX6VDiRFRUV89NFHHDlyBH9/fwYNGlSpz82YMYPIyEg6d+7M9OnTGTFiBIZh4OXlxdy5c6/5wkVERMR5VDqQ5OXlsXLlSrp161bu++Hh4WUqcT799FMAPDw82LBhAwC33XYbXbt2rdIFOqLKRhU2IiIitUulA8miRYvYv38/3377LV27dmX9+vWcPn2a8ePH07NnT9atW3fZPjUpKSns2rWLM2fOMHv2bLZu3cqaNWswmUw88sgjDBkyxJFjExERkTqi0lU2o0aNolWrVowePZqAgACWLl3KtGnTyMzM5PTp06SkpJCenk5mZiZHjx5ly5YtAAQHB/Pee+9hGAZr167l3XffZfny5eTk5PDjjz86bGAiIiJSd1zTQ61t2rQBwN/fn8LCwjL71MD5Tfgu7FNzYQn53Nxcfv31V4YNGwbAb7/9xs8//0xwcPD1jkFERETquEoHEhcXF0pLS4HL97S50j41OTk59r1sgoODadWqFYsXL8ZkMpGens4dd9xRYb+qshEREXF+lQ4kN998MzabjcLCwsveu3ifmrNnz3L48GE2bdpUps2dd95J586dGTRoEMXFxbRt25aAgIAK+9VDrSIiIs6v0oHEw8ODDz/8sMwxs9lMRkYG8L99aqxWKxMmTMDT05OxY8eWaT98+HCGDx9eDZctIiIizuSal44PDw/nxIkT2Gw2QkND+e677+zHjx8/zvPPP09kZCQzZswAwGq1MmTIEJ566imefvppvv/+++oZgYiIiNR517xSa8+ePfn8889p2rQpQUFBbN26FQ8PD7p06cK2bdt4+eWX8fHx4aGHHuLEiRPMnTuXIUOG8OCDD7J3716mTZtGdnZ2dY5FRERE6qhrDiS9e/dm0aJFBAYGEhMTQ0ZGBoZh0KZNG6xWKw0bNgTOP3ty9uxZLBYLHTt2BCAkJIQjR45UzwhERESkzrvmQNK6dWt++eUX8vLymDhxIqmpqWzcuJHExEQ++eSTy9qbzWZ27NhBr1692Lt3L/7+/pXqR1U2IiIizu+6NtcLCQlh/fr1uLi40LFjR/bv34+np2e5bSdPnkx8fDxpaWmcO3eO2bNnV6oPVdmIiIg4v+sKJCNGjLA/nDpx4kT78aysrHJfv/3229fTnYiIiDipSlXZVLWi5vDhwwwfPpzo6GiGDx/O4cOHsVqtDBw4kPHjxxMeHs6LL77ouFGJiIhInVKpOyRVrahJSkoiOjqa7t27s23bNpKTk4mJieGnn35iyZIleHp68uCDD5KXl0fjxo0dPUYRERGp5SoVSKpaUZObm0tqaiqLFy/GMAxcXc9306JFC7y9vQFo3LgxRUVFDhqWiIiI1CWVCiRVragJDg7m2WefJTQ0FIvFwtdffw1cvgdOZajKRkRExPlV+qHWe++9F6vVWm5FzYXl4i+Ii4sjISGBoqIiCgsLmT59eplzbdiwAZutcpUz1V1lowobERGR2qfSgWTSpEn215dW1FitVvvrC5YsWXLZOS68/84775CcnExQUFDVr1hEREScTpX2sqlqtU1ubi7PPvssQ4cOpX///nzzzTd89tln7N27l7i4OIqLi6t/RCIiIlLnVGkdkqpW2+zfv5+4uDjuuOMOVq9eTXZ2NomJiYSEhJCQkIC7u7ujxiUiIiJ1SJUCSVWrbZo0acKCBQuoX78+BQUF9gobERERkYtVKZBUtdpm9uzZJCcnYzabmTdvHocOHQLOV9sYhlGpPlVlIyIi4vyqvHT81aptLtW/f3/Gjx+Pr68vTZs25dSpUwDcc889TJ48mbS0NBo1anTV/lRlIyIi4vyqHEiuVm1z6etnnnmGZ5555rJzxMTEEBMTU9WuRURExElVqcrmgokTJ/LZZ58BYLFYGDFiBLGxsTz55JNERkaydu1aAKKjo7FYLABkZmaSkpKC1WrlscceIzo6mrfeeqt6RiEiIiJ12jXt9hsZGUlmZiY9evTg/fffp23btvz+++8kJyeTn59PeHg4nTp1uuLn8/LyWLVqlapsREREBLjGOyT33XcfFouFkydPsmXLFk6cOEHHjh0B8Pb2xmw288svv5T5zMUPsQYFBSmMiIiIiN013SExmUz079+fxMREunTpQvPmzdmxYwcPPfQQ+fn55Obm2kNHXl4eZrOZPXv2EBAQAICLS+VzkKpsREREnN81BZKioiJcXV1Zt24dzz33HFFRUcTHxzNo0CCKiooYM2YMN998M0OGDGHmzJk0a9aMs2fPcubMmSr3pSobERER53dNgSQvL4/Vq1cTGBhI48aNcXd3Jykp6bJ23bt3p3v37pcdv7giR0REROSaAsmMGTP4/vvvMQyDjRs3sn79ek6fPs348ePp2bMn69atIz09HRcXF9q3b09sbCwpKSn4+/sTHBxMcnIybm5uREVF8fjjj1f3mERERKSOuaZAkpiYyIQJE+jWrRtHjhxh9uzZbN++ncWLFxMaGkpKSgqrVq3C09OTSZMmsWXLljKfLyoqYuXKldUyABEREan7rimQXKxNmzYA+Pv7U1hYyMGDBzl58iQjRowAoKCggIMHD5b5TMuWLa+3WxEREXEi1xRIXFxcKC0tBc5X3FwsKCiIwMBA0tLScHNzIzs7m5CQEHJycsp8vrJUZSMiIuL8rimQ3HzzzdhsNgoLCwHYvHkz3377LQB+fn4MGzaM6OhoSkpKaN68OX379i3z+ZKSElauXElkZGSFfVVnlY0qbERERGqnawokHh4efPjhh2WOhYWFMWbMGAAGDBjAgAEDyrw/duxY++vmzZszYcKESgUSERERcX7XtFLrpbKzs4mJiSEqKsp+LCoqCqvVys6dO4mKimLw4MH8/e9/Jz8/n0WLFrF//37mz59fHd2LiIhIHXfdD7VWJCcnh759+zJ06FA+/fRTfv/9d0aNGkVubq79joqIiIj8uVXLHZLyXNi7ZtSoURw7doyhQ4eyfv16XF0dnoFERESkjqm2dODj48OJEycoKSmhoKAAq9UKwEcffcQTTzxBXFwcqampZGVlER4ebq/SqYiqbERERJxftQUSX19funTpQkREBLfccgu33norAG3btmXGjBl4enri4uLCSy+9ZK/SeeWVV5g0adJVz6sqGxEREedXLYHk3LlzuLm58dJLL132XlBQULl711xapSMiIiJ/Xtf9DMmmTZt455136NKlC3C+4mbs2LH84x//4PHHHyc7O5vRo0fTu3dvcnJyGDdunP2zTz75JEePHr3eSxAREZE67rrvkJS3o29BQQFpaWl8/PHHpKenk5WVxfbt21m6dCkHDhzgt99+49ixY9x0000EBARc7yWIiIhIHeeQkpeQkBDg/IOuZrMZk8lEw4YNKS4upn///qxZswar1UpERIQjuhcREZE6xiGB5NL9bS72t7/9jdjYWM6ePcvEiRMrPJeqbERERJzfDV8UJCAgAC8vL9q1a6c1SURERARwQCAJDw+3vw4LCyMsLAw4/zXOkiVLgPOLpunrGhEREbnAYSu1lqewsJDw8HCCg4Pt65SIiIiI3NDvTOrXr092dvaN7FJERETqgBt6h0RERESkPAokIiIiUuMUSERERKTGKZCIiIhIjVMgERERkRqnQCIiIiI1ToFEREREapwCiYiIiNQ4BRIRERGpcbV2dzvDMAAoLi6u4Supe4qKimr6EuoUzVfVac6qRvNVdZqzqqkr83Xhd/qF3/EXMxnlHa0F/vjjD3Jzc2v6MkRERKSatW7dGh8fnzLHam0gKS0tpaCgADc3N0wmU01fjoiIiFwnwzCw2Wx4eXnh4lL2qZFaG0hERETkz0MPtYqIiEiNUyARERGRGqdAIiIiIjVOgURERERqXK1ch6S0tJSEhAR++OEH3N3dSUxM5NZbb63py6oxNpuNadOmcejQIYqLi3nuuedo1aoVU6ZMwWQycfvtt/Piiy/i4uLC/Pnz+eyzz3B1dWXatGm0bduWn3/+udy2zu7EiROEh4eTlpaGq6ur5qsCqampfPrpp9hsNgYNGsS9996rObsKm83GlClTOHToEC4uLsyaNUv/n13Bf//7X5KTk8nIyLjiuKsyR+W1dSYXz9fevXuZNWsW9erVw93dnaSkJPz9/cnKyuK9997D1dWV5557jgceeICTJ08SGxtLYWEhTZo04eWXX8bT07PctrWSUQv961//MuLi4gzDMIxdu3YZo0aNquErqlnvv/++kZiYaBiGYZw6dcro3r27MXLkSOPLL780DMMw4uPjjU8++cTYvXu3ER0dbZSWlhqHDh0ywsPDDcMwym3r7IqLi43nn3/e6N27t7F//37NVwW+/PJLY+TIkUZJSYmRn59vzJs3T3NWgQ0bNhjjxo0zDMMwvvjiC2PMmDGas3K8+eabRr9+/YzIyEjDMMofd1Xm6EptncWl8/XUU08Ze/bsMQzDMDIzM405c+YYx44dM/r162cUFRUZv//+u/31rFmzjFWrVhmGYRipqanG22+/fcW2tVGtjOM7d+6kW7duALRr147du3fX8BXVrD59+jB+/HjgfA13vXr1+O6777j33nsBCAsLY+vWrezcuZOuXbtiMplo1qwZJSUlnDx5sty2zi4pKYknn3ySJk2aAGi+KvDFF1/QunVrRo8ezahRo+jRo4fmrAItW7akpKSE0tJS8vPzcXV11ZyVo0WLFqSkpNh/vt45ulJbZ3HpfL322muEhIQAUFJSgoeHB99++y333HMP7u7u+Pj40KJFC77//vsyvzsvzNeV2tZGtTKQ5Ofn4+3tbf+5Xr16nDt3rgavqGZ5eXnh7e1Nfn4+48aN44UXXsAwDPuCcV5eXvzxxx+XzduF4+W1dWbZ2dn4+fnZ/2ACmq8KnDp1it27d/PGG28wc+ZMYmNjNWcVaNCgAYcOHaJv377Ex8cTHR2tOSvHww8/jKvr/54OuN45ulJbZ3HpfF34R9U333zDsmXLGDZsGPn5+WVWOfXy8iI/P7/M8Yvnq7y2tVGtfIbE29ubgoIC+8+lpaVl/gP9GR0+fJjRo0czePBgHnvsMV555RX7ewUFBfj6+l42bwUFBfj4+JT5XvpCW2e2atUqTCYT27ZtY+/evcTFxZX5F5Tm63KNGjUiODgYd3d3goOD8fDw4MiRI/b3NWeXS09Pp2vXrkycOJHDhw8zdOhQbDab/X3NWfnKG3dV5uhKbZ3Z2rVrWbhwIW+++SZ+fn5XnIMLx+vXr18n56tW3iEJDQ1l8+bNAPznP/+hdevWNXxFNev48eM8++yzTJo0iYiICAD+8pe/sH37dgA2b95Mhw4dCA0N5YsvvqC0tJRff/2V0tJS/Pz8ym3rzJYvX86yZcvIyMggJCSEpKQkwsLCNF9X0b59ez7//HMMw+Do0aOcPXuWzp07a86uwtfX1/4Xe8OGDTl37pz+XFbC9c7Rldo6qw8//ND+99ktt9wCQNu2bdm5cydFRUX88ccfWCwWWrduTWhoKJs2bQLOz1f79u2v2LY2qpVLx1+ossnNzcUwDObMmYPZbK7py6oxiYmJrFu3juDgYPux6dOnk5iYiM1mIzg4mMTEROrVq0dKSgqbN2+mtLSUqVOn0qFDBw4cOEB8fPxlbf8MoqOjSUhIwMXFpdw50Hz9z9y5c9m+fTuGYRATE0NQUJDm7CoKCgqYNm0aeXl52Gw2hgwZwl133aU5K4fVamXChAlkZWVdcdxVmaPy2jqTC/OVmZlJ586dCQwMtN9B69ixI+PGjSMrK4sVK1ZgGAYjR47k4Ycf5vjx48TFxVFQUMBNN93Eq6++SoMGDcptWxvVykAiIiIify618isbERER+XNRIBEREZEap0AiIiIiNU6BRERERGqcAomIiIjUOAUSERERqXEKJCIiIlLjFEhERESkxv0/NtYmBFr3tRMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vectorizer = CountVectorizer()\n",
    "docs       = vectorizer.fit_transform(corpus.data)\n",
    "features   = vectorizer.get_feature_names()\n",
    "\n",
    "visualizer = FreqDistVisualizer(features=features)\n",
    "visualizer.fit(docs)\n",
    "visualizer.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualizing Stopwords Removal\n",
    "\n",
    "For example, it is interesting to compare the results of the `FreqDistVisualizer` before and after stopwords have been removed from the corpus:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vectorizer = CountVectorizer(stop_words='english')\n",
    "docs       = vectorizer.fit_transform(corpus.data)\n",
    "features   = vectorizer.get_feature_names()\n",
    "\n",
    "visualizer = FreqDistVisualizer(features=features)\n",
    "visualizer.fit(docs)\n",
    "visualizer.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualizing tokens across corpora\n",
    "\n",
    "It is also interesting to explore the differences in tokens across a corpus. The hobbies corpus that comes with Yellowbrick has already been categorized (try `corpus['categories']`), so let's visually compare the differences in the frequency distributions for two of the categories: _\"cooking\"_ and _\"gaming\"_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "hobby_types = {}\n",
    "\n",
    "for category in corpus['categories']:\n",
    "    texts = []\n",
    "    for idx in range(len(corpus['data'])):\n",
    "        if corpus['target'][idx] == category:\n",
    "            texts.append(corpus['data'][idx])\n",
    "    hobby_types[category] = texts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vectorizer = CountVectorizer(stop_words='english')\n",
    "docs       = vectorizer.fit_transform(text for text in hobby_types['cooking'])\n",
    "features   = vectorizer.get_feature_names()\n",
    "\n",
    "visualizer = FreqDistVisualizer(features=features)\n",
    "visualizer.fit(docs)\n",
    "visualizer.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vectorizer = CountVectorizer(stop_words='english')\n",
    "docs       = vectorizer.fit_transform(text for text in hobby_types['gaming'])\n",
    "features   = vectorizer.get_feature_names()\n",
    "\n",
    "visualizer = FreqDistVisualizer(features=features)\n",
    "visualizer.fit(docs)\n",
    "visualizer.show()"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  },
  "latex_envs": {
   "LaTeX_envs_menu_present": true,
   "autoclose": false,
   "autocomplete": true,
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 1,
   "hotkeys": {
    "equation": "Ctrl-E",
    "itemize": "Ctrl-I"
   },
   "labels_anchors": false,
   "latex_user_defs": false,
   "report_style_numbering": false,
   "user_envs_cfg": false
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}