{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# scikit-learn Toy data sets"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "toc": true
   },
   "source": [
    "<h1>Contents<span class=\"tocSkip\"></span></h1>\n",
    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Pre-requirements\" data-toc-modified-id=\"Pre-requirements-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>Pre-requirements</a></span><ul class=\"toc-item\"><li><span><a href=\"#Import-dependencies\" data-toc-modified-id=\"Import-dependencies-1.1\"><span class=\"toc-item-num\">1.1&nbsp;&nbsp;</span>Import dependencies</a></span></li><li><span><a href=\"#Notebook-configuration\" data-toc-modified-id=\"Notebook-configuration-1.2\"><span class=\"toc-item-num\">1.2&nbsp;&nbsp;</span>Notebook configuration</a></span></li><li><span><a href=\"#Package-configuration\" data-toc-modified-id=\"Package-configuration-1.3\"><span class=\"toc-item-num\">1.3&nbsp;&nbsp;</span>Package configuration</a></span></li></ul></li><li><span><a href=\"#Data-set-generation\" data-toc-modified-id=\"Data-set-generation-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>Data set generation</a></span></li><li><span><a href=\"#CNN-clustering-with-data-points-as-input\" data-toc-modified-id=\"CNN-clustering-with-data-points-as-input-3\"><span class=\"toc-item-num\">3&nbsp;&nbsp;</span>CNN clustering with data points as input</a></span></li><li><span><a href=\"#CNN-clustering-with-pre-computed-distances\" data-toc-modified-id=\"CNN-clustering-with-pre-computed-distances-4\"><span class=\"toc-item-num\">4&nbsp;&nbsp;</span>CNN clustering with pre-computed distances</a></span></li><li><span><a href=\"#CNN-clustering-with-pre-computed-neighbourhoods\" data-toc-modified-id=\"CNN-clustering-with-pre-computed-neighbourhoods-5\"><span class=\"toc-item-num\">5&nbsp;&nbsp;</span>CNN clustering with pre-computed neighbourhoods</a></span></li></ul></div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pre-requirements"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import dependencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-09T15:22:58.067082Z",
     "start_time": "2020-06-09T15:22:57.863688Z"
    }
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "from sklearn import cluster   # Forked at https://github.com/janjoswig/scikit-learn\n",
    "from sklearn import datasets  # For sklearn test data set creation\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "import cnnclustering.cnn as cnn  # CNN clustering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook was created using Python 3.8."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-08T09:14:22.691008Z",
     "start_time": "2020-06-08T09:14:22.685971Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.8.3 (default, May 15 2020, 15:24:35) \n",
      "[GCC 8.3.0]\n"
     ]
    }
   ],
   "source": [
    "# Version information\n",
    "print(sys.version)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Notebook configuration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-09T15:20:52.376618Z",
     "start_time": "2020-06-09T15:20:52.352120Z"
    }
   },
   "outputs": [],
   "source": [
    "# Matplotlib configuration\n",
    "mpl.rc_file(\n",
    "    \"matplotlibrc\",\n",
    "    use_default_template=False\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-09T15:20:45.262300Z",
     "start_time": "2020-06-09T15:20:45.252405Z"
    }
   },
   "outputs": [],
   "source": [
    "# Axis property defaults for the plots\n",
    "ax_props = {\n",
    "    \"xlabel\": None,\n",
    "    \"ylabel\": None,\n",
    "    \"xlim\": (-2.5, 2.5),\n",
    "    \"ylim\": (-2.5, 2.5),\n",
    "    \"xticks\": (),\n",
    "    \"yticks\": (),\n",
    "    \"aspect\": \"equal\"\n",
    "}\n",
    "\n",
    "# Line plot property defaults\n",
    "line_props = {\n",
    "    \"linewidth\": 0,\n",
    "    \"marker\": '.',\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Optionally, clustering results can be nicely collected in a `pandas` data frame."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Package configuration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-08T09:14:44.838616Z",
     "start_time": "2020-06-08T09:14:44.836274Z"
    }
   },
   "outputs": [],
   "source": [
    "# Configuration file found?\n",
    "cnn.settings.cfgfile  # If None, no file is provided"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-09T15:52:56.864945Z",
     "start_time": "2020-06-09T15:52:56.847658Z"
    },
    "run_control": {
     "marked": true
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'default_cnn_cutoff': '1',\n",
       " 'default_cnn_offset': '0',\n",
       " 'default_radius_cutoff': '1',\n",
       " 'default_member_cutoff': '2',\n",
       " 'default_fit_policy': 'conservative',\n",
       " 'float_precision': 'sp',\n",
       " 'int_precision': 'sp'}"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Display default settings\n",
    "cnn.settings.defaults"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-11T13:48:26.641740Z",
     "start_time": "2019-09-11T13:48:26.638371Z"
    }
   },
   "source": [
    "## Data set generation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-11T13:48:56.480391Z",
     "start_time": "2019-09-11T13:48:56.477467Z"
    }
   },
   "source": [
    "To see the CNN clustering in action, let's have a look at a handful of basic 2D data sets from scikit-learn (like from https://scikit-learn.org/stable/auto_examples/cluster/plot_cluster_comparison.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-09T15:20:37.174346Z",
     "start_time": "2020-06-09T15:20:37.166543Z"
    }
   },
   "outputs": [],
   "source": [
    "# Data set generation parameters\n",
    "np.random.seed(0)\n",
    "n_samples = 2000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-09T15:20:37.692680Z",
     "start_time": "2020-06-09T15:20:37.673720Z"
    }
   },
   "outputs": [],
   "source": [
    "# Data set generation\n",
    "# circles\n",
    "noisy_circles, _ = datasets.make_circles(\n",
    "    n_samples=n_samples,\n",
    "    factor=.5,\n",
    "    noise=.05\n",
    "    )\n",
    "\n",
    "# moons\n",
    "noisy_moons, _ = datasets.make_moons(\n",
    "    n_samples=n_samples,\n",
    "    noise=.05\n",
    "    )\n",
    "\n",
    "# blobs\n",
    "blobs, _ = datasets.make_blobs(\n",
    "    n_samples=n_samples,\n",
    "    random_state=8\n",
    "    )\n",
    "\n",
    "# None\n",
    "no_structure = np.random.rand(\n",
    "    n_samples, 2\n",
    "    )\n",
    "\n",
    "# aniso\n",
    "random_state = 170\n",
    "X, y = datasets.make_blobs(\n",
    "    n_samples=n_samples,\n",
    "    random_state=random_state\n",
    "    )\n",
    "\n",
    "transformation = [[0.6, -0.6], [-0.4, 0.8]]\n",
    "aniso = np.dot(X, transformation)\n",
    "\n",
    "# varied\n",
    "varied, _ = datasets.make_blobs(\n",
    "    n_samples=n_samples,\n",
    "    cluster_std=[1.0, 2.5, 0.5],\n",
    "    random_state=random_state\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-09T15:20:38.688601Z",
     "start_time": "2020-06-09T15:20:38.678685Z"
    }
   },
   "outputs": [],
   "source": [
    "# Define cluster parameters\n",
    "dsets = [ # \"name\", set, **parameters\n",
    "    ('circles', noisy_circles, {\n",
    "        'radius_cutoff': 0.5,\n",
    "        'cnn_cutoff': 20,\n",
    "        'member_cutoff': 100,\n",
    "        'max_clusters': None\n",
    "        }),\n",
    "    ('moons', noisy_moons, {\n",
    "        'radius_cutoff': 0.5,\n",
    "        'cnn_cutoff': 20,\n",
    "        'member_cutoff': 2,\n",
    "        'max_clusters': None\n",
    "        }),\n",
    "    ('varied', varied, {\n",
    "        'radius_cutoff': 0.28,\n",
    "        'cnn_cutoff': 20,\n",
    "        'member_cutoff': 20,\n",
    "        'max_clusters': None\n",
    "        }),\n",
    "    ('aniso', aniso, {\n",
    "        'radius_cutoff': 0.29,\n",
    "        'cnn_cutoff': 30,\n",
    "        'member_cutoff': 5,\n",
    "        'max_clusters': None\n",
    "         }),\n",
    "    ('blobs', blobs, {\n",
    "        'radius_cutoff': 0.4,\n",
    "        'cnn_cutoff': 20,\n",
    "        'member_cutoff': 2,\n",
    "        'max_clusters': None\n",
    "        }),\n",
    "    ('None', no_structure, {\n",
    "        'radius_cutoff': 0.5,\n",
    "        'cnn_cutoff': 20,\n",
    "        'member_cutoff': 1,\n",
    "        'max_clusters': None\n",
    "        }),\n",
    "    ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-09T15:20:55.450564Z",
     "start_time": "2020-06-09T15:20:55.122748Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x450 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the original data sets\n",
    "fig, ax = plt.subplots(2, 3)\n",
    "Ax = ax.flatten()\n",
    "\n",
    "for count, (name, data, *_) in enumerate(dsets):\n",
    "    # Fit all datasets to the same value range\n",
    "    data = StandardScaler().fit_transform(data)\n",
    "    # Plot\n",
    "    Ax[count].plot(data[:, 0], data[:, 1], **line_props)\n",
    "    Ax[count].set(**ax_props)\n",
    "    Ax[count].set_title(f'{name}', fontsize=10, pad=4)\n",
    "    \n",
    "fig.subplots_adjust(\n",
    "    left=0, right=1, bottom=0, top=1, wspace=0.1, hspace=0.3 \n",
    "    )\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CNN clustering with data points as input"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-09T15:37:45.458018Z",
     "start_time": "2020-06-09T15:37:42.499867Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Execution time for call of fit: 0 hours, 0 minutes, 0.2897 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         C         min       max       #clusters %largest  %noise    \n",
      "2000      0.500     20        100       None      2         0.500     0.000     \n",
      "--------------------------------------------------------------------------------\n",
      "\n",
      "Execution time for call of fit: 0 hours, 0 minutes, 0.3340 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         C         min       max       #clusters %largest  %noise    \n",
      "2000      0.500     20        2         None      2         0.500     0.000     \n",
      "--------------------------------------------------------------------------------\n",
      "\n",
      "Execution time for call of fit: 0 hours, 0 minutes, 0.6569 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         C         min       max       #clusters %largest  %noise    \n",
      "2000      0.280     20        20        None      3         0.338     0.114     \n",
      "--------------------------------------------------------------------------------\n",
      "\n",
      "Execution time for call of fit: 0 hours, 0 minutes, 0.3483 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         C         min       max       #clusters %largest  %noise    \n",
      "2000      0.290     30        5         None      3         0.319     0.050     \n",
      "--------------------------------------------------------------------------------\n",
      "\n",
      "Execution time for call of fit: 0 hours, 0 minutes, 0.6493 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         C         min       max       #clusters %largest  %noise    \n",
      "2000      0.400     20        2         None      3         0.334     0.001     \n",
      "--------------------------------------------------------------------------------\n",
      "\n",
      "Execution time for call of fit: 0 hours, 0 minutes, 0.2841 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         C         min       max       #clusters %largest  %noise    \n",
      "2000      0.500     20        1         None      1         1.000     0.000     \n",
      "--------------------------------------------------------------------------------\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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zARLsBEEQBEEQQSYtLQ1NTU2y10Bo0mSEVBVpPjtjDMnJyVi1apX4PqtWrUJLSwvcbjeMRiNWrVoVlPcnQg8JdoIgCIIgiCCjVqSpVSAaLKRR/ZSUFKSnp8uObzabcdttt1HhaARCgp0gCIIgCCIEKIs09aTJzCQCrxXV93VOepmNAlpCGxLsBEEQBEEQs4A/Qa2MwOfn58NgMGiKZKWIDpX1YqhnBgj/kGAnCIIgCIKYBfwJamkE3ul0wmq1Ijc3V1Uka4noUFgvKs/rxIkT2LhxI4n2WYRsHQmCIAiCIGYJs9mM4uJiVbErjbi73W4kJSWJr7WsGrVeBxPhvJxOJxobG9Hf3x9Sq0rCGxLsBEEQBEEQYYAQgV++fDkqKiqQkpIirlPzW/f12h92ux11dXW6RLdwXikpKVi5cqV4XqEcJBByKCWGIAiCIAgiTJCmtCxZskQzfWYm+eoXL15EVVUVkpKSkJKSoisn3Ww2Y+PGjWIaDkD+7rMJCXaCIAiCIIgQoSwMDcRtxV8++nTy1e12O6qqqmCz2WCz2bBy5UrdTZ1CVdRK+IcEO0EQBEEQRAhQc31pbm4WX6sVkvoSw8GwVnQ4HDAajbDZbAAAl8sVUKQ8FEWthH9IsM8ip0+fxnvvvYeamhrU1NSgvb0dAMBxXNDeo/qCDWcbHVhfmIatazODdlyCIAiCIAJDmeN99epVMMZk6wXx6886MVjWimlpaTCZTCgsLITb7UZFRcWsC3DydA8cEuyzyJNPPok333wzZMevvmDDo8/wF/OByib85MvlPkW7lrgn0U8QBEEQM0fpu15QUCBG2IX1Av6aKinXNzQ0TCvVxldaSyiEtFpKEHm6Bw4J9llk06ZNWLduHTZs2IANGzbAYrFgdHQ0aMc/2+jweq0luLXEfaCinyAIgiAIddTEsVYhqb+mStL1TqcTfX19aG1thcvlQklJCdxuNwB9IlgtrSUUQlrtmHq6vRLekGCfRb71rW+F9PjrC9NwoLJJ9lqg+oINB49Z4XCNIC1pMcDk+wriPhDRTxAEQRCEb5TiWCsH3F9Bp3R9T08PWltbcfnyZQBAZ2cnVq1aJbNbDFQEh0JIqx3T38CEUIcEewTx7Nv1+LCuCzcVZ+ChO4u81m9dm4mffLlcTGcBgJ+/XovYRQa8cLjR57GF7X2JfoIgCIIgQodeVxi73Y4LFy7IlrtcLlGwT0cEh0JIqx2TnGamBwn2COHZt+tF0X3J2o+Tl7rx4K6VqGtxeon49u5BnG9yoLalz+9xt5VmYs+mXDGKrhT9FF0nCIIgiPDCbDajpKQEnZ2dyMzMRF5eHvLz82EwGKYtgkMhpLWOSU4zgUOCPUJ471S77HVtS5+Yaw7wIv7gcSt6+gPLie9yDnst27o2k4pQCYIgCCJMsdvtcLvdWLlyJdxuN/Lz87FmzZoZHzcUQprEeXAwzPUJEN5UX7DhsV/V4LFna1B9gfdJTUmM8bufP7GeaoxBbkaCbNklaz8efWbqfdTO5dFnanCgssnndgRBEARBzA4OhwNOpxNutxtGoxEGA8m5+Q5F2MOI6gs2vHj4siyV5cg5G37y5XI8uGulLKI+HXrdY7hrS55qPvu/v3YRAESnmIPHrXD0j6B/YEy23YuHLwdkBUnReYKYgq4HgiCkSC0PAV6IT05OiqktwjJlisrk5CQaG/lnuc1mQ1lZme73iaRod6SedyggwR5ChIdz7CIDRq9Pyh7S1RdsmJjkGyZ96on3YTAwWLsGVY9zttGBr91Tgm3rMnHk/Mwi3B/Wdakub+8ZwqPP1GBdgQnnrzo1969t6UNtSx8OVDZhR1kWnvziBi8ryL27CvHQnUVkEUkQEvReD0pRTyKfIOYnUsvDU6dOiQ2VLl++jMLCQgAAYwwpKSleNosGgwErV66Ey+VCUlKSzwh7pPqeR+p5hwoS7CFC+nAWOFDZhG2lmSjIMuKFw42iYG/rGfJ5LMGppSDbOGPBflNxBi5Z+zXX+xLrSirPdMLWe4S3iZTwwuFGFFtMZBFJEBKU18PB41av60Ft8CvMiNGglyDmF1LLQ8FDvaOjA42NjZiYmEBOTg4AiM4v0kZJaWlpSElJ0eUKo0yfiRTfc/Jrl0OCPUQoH84CR87ZcOScftG9d1eh+IC+2uGe0TkJke/pFKdqoeVEc/CY1WsZWUQSCxmlZeqRczZUX7DJBLjyvvH+aXmxOQ16CWL+ILU8NBqNaGtrw8WLF9Hb24vR0VEkJCQgOTkZVqsVk5OTYIyBMYbJyUmUlpbCaDTC5XKhoKDAp5ANNH0mXCC/djkk2GeAr7zt803qgj1QhBSWk5e6ddk0+mL0+iSefbs+aGJdSm5GgiylRzoTILWOpOl9YqGydW2mV1rbwWPyKHvsIvm0dlu3fPaNBr0EMX+QWh5OTk6ira0NKSkpyMzMBGMMSUlJSE5OhsvlQmdnJ4aHeVe3jo4OdHZ2IioqCoWFhWhubsaSJUs0RXsg6TNKfvCDH6C6uhpNTU1wOBwYGRlBZmYmKioq8M1vfhNr164NynehBvm1yyHBPk208lHVUmH8YYyLxsDwODiVdZes/T5TWARKLCl+Bf36wjQ8f6ghoHPTi1b+PQCA4yODdS1O2fT+tnWZ2LM5l4Q7sWDYszlXJtiPnLfhS/98BA/uWgkAqgXhS9PjUZCdJF4raoNeGggTRGQiiNCamhoYjUaMjIwgLS0NCQkJYgQ9KSkJbrcbvb294n5DQ0MwGo1wu90wmUw+00Wk6TNOpxM9PT2w2+1+BbDdbse//uu/YnR0FBaLBVu3bkVsbCxqa2vx0ksv4cCBA3j++efxwAMPBO8LUUCWkFOQYJ8mLx6+7PV669pMHDzunQoi4Gw5hbbTr4ivuYlxAMCx3/yduGzpDZ+GyXKjrnMosaRg3fI0MeqmHCisKzAhxRgLcBAf9nUtTl0DACnGuGi4h8e93hsAn7/O4DPNRyvv/sh5G46ct1FeLjFvUSs831aaKbtehJ4K20rVr4G2niG09QyhINsIAF6BArVldD0RROQg5GpbLBYAfKHpmjVrYLVaceXKFTgcDphMJphMJoyMjIDjOKxYsQJ2ux1GI39fkKaLqDnP5Ofno7e3F319fejv70dNTY3fIk6Hw4HvfOc7WLFiBWJiYrB8+XIUFxfDbrfj+9//Pp555hl8/etfx8033yzm2xOhgwT7NHj27XqvaHZtSx/vUa4WJvdwfaQfA/bLXsuly66P6BfTD+5aKXswK6fbS/JT8bV7SmT7CN1Qhe6ogHpUTzyGRuReumzvrsKA8vKVHDxmpeggEdFIrVDTkhdjz6Zc2YySwIHKJq9eCCI+7h0Af50KA2WB5w81IMMUJ1tGee4EEf5IRbU0V9tisaC8vBwNDQ1ob29Hd3c3enp6MDw8DJPJhIKCAiQkJGDdunVITU316mwqdVY5ffo0OI6DyWQCACQnJ4tFqsBUEaeadaLdbkdPTw+ys7MRE8P3gZEOAHbv3o033ngDNpsNNTU1uPvuu3V9XqllJUXOA4MEe4BUX7BpCtx/f+2izwZHGat3IGP1joDeT3CVudrpRkunG4PD15GZFu8l1gHv6XatfNeH7iwShfvPX6+VrdOTWqNk9PqkzM3CF8pcd2AqAk/RQSISUUuD8zWA1Uofq2v179CkvDbVUuYoz50gwhs1u8L8/HxcvXoVBQUFAIDW1la0traip6cHsbGxiI+Ph8FggNFoRG5uLtLT01FcXOx1bKmzisvlAgBRsCtJS0tTPRcA4jKO45CcnIxVq1aJAlsYYERH8xJyyZIluj5vX1+faFlpMpkWvE1joJBgDxBfKS/tPUNo92PRKCU3IwEpiTEyK0WLOQFfvbtkWhHnrWsz8ZMvlwe0r9K54sFdK2WRQTXxbjEnoMU+JTrauwfhcI34fS81sa5EzeqOIMIZLUeoQJlJMfi2dZnIWZJAs1QEEQEo7QobGhrQ398PxhjOnj0LjuOn29asWYOhIV5TpKamAgCSkpIAaDumSKP1SUlJ4rH6+vqQnJyM/Px8WYS7rq4OfX19Yq688txMJhPS09NlwtpsNqO1tRXt7e0oKCjApk2bdH1eYQChJ++e8IYEewBUXwjMktEf1q5BWLKMsmWb1mRi69rMaT90A91XTeQrBci20ky0dLpFsd1iH8SOsiw0XOtHW/eQbm94f2IdgN+0AIIIN5SD3rlgUTTfcKWuxUnpZQThh7nunqm0KxQQItAJCQkYHBxEYWEhbrnlFiQnJ8NkMqmmwEg52nIS5zpqkbcsB/kxOaKob2hogNPpRH9/P1paWmCxWMR1k5OTuHyZT8u12WxYtmwZDAYDnE6nGJlPS0vDP//zP6O2thaDg4Oor69HbW0tsrOz8eqrryIqKkrX501KSoLNZlPNuyf8Q4I9ANS8xWeMQqDOxXS2UuQrBcieTbk42+iAVbKs8kxnSM5lz+bckByXIEKFml3jbKO8Him9jCDUCYfumWazWZYCs2TJEtTU1IgR6OzsbDDGkJycjI0bN/o8P0Gkx0TF4KUzr4nLn7r9cRSb+ZQZh8OB/v5+OJ1ONDY2wu12o7+/H+Xl5TAYDCgsLITb7cbk5CRqa2uRm5srvr+QCvPOO++gsrJSPH52djaefvpp3HDDDV7npBwQSe0Z169fTzns04QEuw+EQjJwfARL64FcYknBhtVLcLXDjdoWJxwu/VPbezbnYs/m3LCKimml1viLIu7dVYirHe6AhUtuRgIsmUaftnUEEc4EowtxsBEsXOkaIogpwqF75sWLF1FVVQWj0Sh6qJeXlyM5ORlGo1GMbPsaTBxtOYlD9ZWoblG3kT7XUYstlg0ApiLcQjdVIa1GENWCA43VahXXAXzEX+D9998HAFy+fBmvv/46fvvb3+Luu+/GY489hh/+8IfidloDIrJnnDkk2DUIxE+9tqUPtS19vFuK4qG9d1chRq9PInaRQVaUqfQgD7eHqjLqLhXxys9SYklBWvJiFFtMKLaY4HCNqOa+b1uXiUXRzCsaaO0ahLVrEAXZRhw8bhXTjihKSIQ7wqA+mKlyweKStR+PPlMjdjgmCCI43TMDTalR2ixWVVXBZrPBZrOhsLAQDocDxcXFMJvNWLVqld9jH205iW//8Yeq6wRKs6cc4oQId3JyMpKSkkSnGOE9hOh3fn4+mpubZcWhSvvH8fFxlJSU4IknnsCjjz6KH//4x7jnnnuwYQM/ONA7IJrrtKRIhAS7BtMpJHv5/Suy1yWWFNmDsthiiujIsVTEC59FKt6VokVwuBH8p7euzfRypZGi5jKj7ARJELOFv5meZ9+u1+WMNNe8cLgRxRYTXUcEgZl3z9SbUiO1MWxubha3F0SzzcY/L91ut2zQoCcSfa5D+zkKAMUZhbJtDtVXAgzYvXoHdq7a6fXZpe+5ZMkSnDhxQnRyAeSiW+oQs3XrVly5cgVvv/22KNj1DIjCIS0pEiHBrkL1BRuOXgg8YnZ9XJ6Qnpa8WPZ6JsWk4YbwWXwJ8C7nMPZskncyVbZe98fVTheqL9jmzfdGRAZanYyl6yNBrAtIvdnVmjnR9UUsJGaSnqEngiwVpFarVZbmAgApKSlYuXIlXC4XKioqVPf3NaAozS7BK+fe0jzHuq5G1HU1em1T3VyDp25/HFuKN2juazabsXHjRvH8AW/RnZyczJ9HaSkAoLu7W7a/vwFROKQlRSILUrD7ipwFkgrjjz2b5n8BpS+HDOmUvCAMRq9PBnT8tu4hr2OQuCBCjXKGTdmMSNnpONwRitnV7m+UekYQ+tETQZYK0qSkJLhcLlGwr1q1StxGTdD6iz4/d2I/aq6dxfaCzeh029HQPXUuq5Ysh4EZUN+lHUyQ5rZroSW6pecGAMePHwcALF++3Gt/XwI8GGlJC5EFJ9j9Rc6C5am8d1fhgngAKgtUAb7YTdrMRYhEHqhswo6yrGm9j/QYlJNLhBrlQHR9YZqsm2lThyvk5xAXY8DwWGADXC3eqbmGs40OtPeoW6tSd1SC0IeeCLJUkKakpKg6o2gJWl/R5+dO7BedYBq6m7C9YLNMsJcvWy9zilEjJkq7uaOA4DzDOsaRn7gUO3fuRHd3N06cOIG+vj4YjUYcPnVPKugAACAASURBVHwYr732GuLi4vDpT3/a7zGlzDQtaaGy4AS7v8jZdD2VSywpSEtaDDB4pYEA/vNhIxm1VB+tWQo1O8j05FjEx0br82kH5eQSs8O20kyAm7IaDdbMm143pWCJdcC/DSt1RyUI/fiLICsFKSAX4mopL3a7HQ0NDejt7YXb7ZYVhgrUXDsre59Otx1P3f44znXUojS7RDW3vTijEHWSiPvYxBiAKVFeml0ii7hLC1ptx1tx+aUzSE1NRV5eHhYvXgy73Y6enh64XC7ExsbihRdewLJly2TvqaeglFxjAmfBCXa1yJmStKRYVWvGxTFRGBmbUD3ug7tWagpIf1H9+YYvRxk1+A6PgXV5VA605vOAiJhdlGkjezbnBjUF5mqnGz/6m3J899cnQ9bPwBdpxhg43GPi6x1lWXTNEEQQkBaaChF1ALIUl/z8fJw9e1bsLLpz504AwLvvvis2MMrIyEBeXp7ogS5Qvmy9LKIexfiaMEGsq0XPU+NNstftLpssUv/Kubf4vHaPaJeK/uTCdNz2V3vQdaEdra2tcLlcMBgMSE5Oxq233op7770XFRUVXt8BFZSGhgUn2JViUhpx17JnK7GkoLalT1Wsr85Nxhd2r/L5wPMX1Z+P+HOUmSnS4tWFNiAiQovyev3x/o/gcI1pbD0NPLXpGab44B0zAKRiHeCj77eVU2E3QcwEQagKzYlWrlyJlJQUsUBT4MyZM2hs5J+DNpsNeXl5SE9PF5smAYDBYEAHenCx6SpKh6ci4Ps23g8A+NOVarS7bKjravSyd1xjXo2L9kvi691FO7C7aIfo2V7dzP9Ieen0a2K0XSr649IT8N0HHseKuFxRhP/B+md0R/dhRUIuspOz0dDQIJtJOHHiBPr7+8UZAiooDR4LTrADvJisa3HK8qK1SDPGeLm9SPEn1gF9Uf35jFK8HzxuRUunW3cKjBrStJiFOCAiQofyeg2qWAffZOnnr9dqOiZZzAnYtCZTvE9oXS9L0+MRHcXQYp/+dSRw8LiVZqgIYgYIKS9CcyKXyyWKVinSxkQCaWlpMqtHZ9wAXq39DQA+Av5A2X0YmxhDTFQMmnt9d1yXivUHyu5TjZwrqe9qRL2Kq4x0//Lycvz3qVdQb2gBJoEedx9GRkZxg7MI/f39OH36NDiOj0ZIByy+CkpPnz6N9957DzU1NaipqUF7ezsAiMch5CwowS61M9Mb6XW4x7yi7oE6lmh1Dl2ISMW73r9HXEwUCrKN6B8YQ1vPkLhc6OSoFD4LbUBEBA/h/6TFnBAUISxF6Igs/b++d1ch3jrail5J1HtxbDS+ds9U0xPBPtWqCCzccmOOz+smLSkGxrhFuj6HtFkZOTIRROAIhaZGoxE2m00U5kpXGIAX8263G0ajUUx72blzJ/Ly8nDJfRXHXR/JskT9FZJqIc1Xb3cFblXd7JwaHJjNZlwdviZb3xXlFN1v2traMDg4iFWrVqGwsBDJycliOoxWTvuTTz6JN998czofbUGyYAR7MO0aAcgeqHqYTx7swUL4Th77le+/y/DYhGrnVME2UspCcechgk8w7xE7yrJwW/kyvHj4MvoHxrAqNxkZpnhc7XTLthu9Pom7tuTJhPdNxRlex1Mrhv+wrkvz/XMzEmCMX6R63fhDOvNI6WUEweOvkFJaaFpWVubTFea2227DnxuO4tqYDVeGrTCDL8B8u6USL9dq+6srWbVkOZYkpKG6Rf2+VZpdoqsrqiaKQLcyh/6mvBuAQaCvrw9dXfz96PLly1i5ciU2btwoinWtnPZNmzZh3bp12LBhAzZs2ACLxYLR0cDq2RYSC0awHzzmexpJIC7GAIBhWKO4FCCXkqDDgncoQRBRESoRKM8deAftZyoxYG/EQFcjxgb5Ke5NXw08AsTnhS/Df31zm8+BgPT/54d1XbipOEPVsnTr2kzs3VXoJeyl9qlSZpJuJoXSywhCfyGlXueTK8NW/NKT8nKw8X08dfvjALwj6auWLPdp1fjgjZ8CAJlgF/zZs4xmnOuo9RtZ32opR6vzGq71exfA7y7aIXst5NDXXDuL8mXrsW/j/bDb7Thx4gTWr18PgE8JysvLE78HXzaV3/rWt3yemx4W0rN+QQj26gs2vxZqAmpWajvKsrzcHOhBFjz2bMpVLfZNjIvGwPB4QMc6cs4maxlPUUJCL8cOPQ/ruSNBO55wj1DWWGxbl4mcJQmyB8xDdxb57S3w0J1FYgG3sK9QE6J2/UyHdQUmnL/qFF9TehlBBKczpzRCr8wnP9dRi/Od9V77PHjjp7DFsgFF5kLRBeZU2zm4Rty4ecVWbLFswNGWk9hqKQcYkG/Klfm0++OBsvtQZC5UjcBL89elFpD7Nt4vCnfAuzOqyWQS04CA0DZJWmiGEwtCsGs1Q0pPjvVYCvomwxTvFd2iB1nwUIseAsDGoiW6bO9y0uPRLsltV6YK0OCK0MOOj38MQ4sykZhRiMSMQpx56UvgJq5P+3jCPUKZzrJns3efBr0oU+vEf3NAi21mhdwAUJKfis/vLFwwESuC0MNMRacyQp+3LEe2PiYqxqs7aZG5EADwi2MvoDS7BF/dvBdHW06Kglz5GwB6B51QIycpE/lpudi9mo+YS/3Xf3HsBdV9hPx1aUqN0gJSQK0RknSAEqomSQvNcGJBCHatZkhSsR4XG4XhUfU0GGk0ix5koUGIHh48ZoXDNQLAf7MXgUVR8pyanPR4WaoADa4IPfzy3/4Rzh9UBix6d5RlIcMUL/4/U94jQll07ivdZnGMASMBNl+qbe7F1+4pofsbQUiYaWdOZYQ+PybHb8OjG3NKZUI5JykTSXFG2TbKRko2d7fq+7e7bGh32bB79Q5ssWyQCe7S7BIvdxgAqG6uESPrUs511GKLZYNXTr80HUg5QMnPz4fBoO6KNRMWmgPfvBPsavlM0gfm+SaHaiGWlliXFjGGY+HowKUqDLecRpzlBiSurvC/QxgjfLeBFv4pXTAyTPHkykOoonZ/EJYdv2ibllh/8ovyaJPa/7dQ3Tu0Zg8BYOXSZFl6ix7OX3Wi+gJ5shOEkpl05lSL0Bebi2XCWSqaHyi7D6faz8mOIYhuKcoi0N5h30Xmh+orvaLjWywb8NTtj+PQpUovf/ZD9ZXYXbRDdm558Tk4cuQIWltbkZKSoprT39DQAKvVCqORH2BYrVbk5ubqbqRUfcGGg8etAMfb4Gq5Vi00B755JdiV+UxSezKBDauX6HZO2FGW5TevdK4YuFQF15k3MVj/ZwBA39GXkPW5n6mK9kgS9b4EiF7m+yibmB5q+Y7SfgzTYa6aHwmozR6uzk3GTcUZ0/5cwjUoPDBnksJDEIR3hP7KsBW/O/ZHlGbzbnPnOmpFr/XS7BLU2xtRb1e/fnOSMrE1v1zcNxAcw05ZProg3rdYNqj7tLMpQX+uoxam64loOXoZLpcLQ0NDote6snlSa2srbDYbbDYb4uPjsXTp0qlz0JH/Lw3aCfWHByqbsG1dppeAr2tx4mxjD2IXGeb9fWpeCXal2NNqjKRWRKrGXD+MtRi4VIXOlx/xWt5b9ZyXMJduq0fUX++zYdzZjvjCzUi/5eHQfhAVlAJE6DKrl23r5FH6hVCIQuhDeX84eMyquxhdi/NNjjmNSKvVf3xh96oZDXzPNzlk1+CR8zbs3VUYtsELgggH9Ng+ms1mr5xwKVpuMVJuXrEVAPDiqVcRxQJLM7G7u2XvLR0kqKXGCDnvWywbsCIuF6+99hpsNhsGBgYA8N7rbW1tMBqNyMvLQ1NTE5KTk5GSkoKVK1fC5XIhJycHUVFR4jF95f/765d05LxNJuAzUmLR1cenNgtpsPP5PjWvBLtWrroSvQ+zcInUKiPkwy2nVbcbbbuI0baL6Dv6EkwV+8CNj+J6r7zRwXDLaS/BrjYAGO2oAwBRtM9WlF5tikuaxvDi4csyAR9tYBifnLrKC7KNfGRQwnwvRCH04XV/CIKdaG1LHx59pmZOB4Vq7jGA7w7OvlAbIJOVLUFoo2b7CEBVwPvqOPr00f9Gfmqu1/I15tW4Pnkd5ct460S9jZS2F2zGB1ePia97h+TXtnAcoZj0qdsfx6H6SoBNiXWh6NU0lCB2Y01MTMTEBJ9GzBiD3W4XhbpASkoKUlJSfH4XUqov2DAxGVjNjSDWBd462jqv71PzSrBLxZ6v7pnSroIC6wpMKMlPRewiQ1h1+VOLkLPoWL/7OaueU10eZ7nB6/j2N/9RdVv3hcNIv+Vh3VH6YKHmhCF9LZ0uk4p1gPdhV1rcrS9MW1BerYQ6QjT6w7ou5KTH4/p48Npfz/WgUO2a+cmXy/Hj/efgcAWnEclcf0aCCFeURaUNDQ3o7+cjvsq8ba0iT0A9T/2BsvtkNooPvfZN3ec1zum3RX7x1Kt48MZP4Z9ufwyAtzvMo5u+IoucL126FAaDAU6nE42NjXC5XEhJSZF1dp2cnBSFenFxseZ7C1bMkzO8Jfe6x+Y8gBJK5pVgB+QPLiHq5Eu8C6QYYwPuXhoqpNFsZTRdK7quh4SSWzHSdhH2N/8R3PgYohJMGHe0am4/3tsmnovyHOYqF37r2kzfdpyKC55SZAiB6gs28T6g1XDIH1rpdOEyGydl69pM/HvMxaAdLxw/I0GEA8qiUiXSvO0tlg14oOw+n1HyInMhJicnxeZEUpSFpj4JQAA3dDfh23/8oWjbqJwJaB1qx73lt8PhcKB5rB11PY1Y1MthuSkXhYWFsFgsWLVqlfg5u7u7UVVVhaSkJDHSrhZdl96Xg8V8DS7MO8EuRRDvj/1Kh+uI4j/2bEdkBWHMomPF6Hjf0ZcQnSafHmPRsVi8dA36jr4U8HsM1r4HqQfG+IjL7z7CwEH6fsoo/WxSfcGmKdZLLCkoyDbK8pL3bM5dcF6thDovHr4842NIHYjCbTZOjVtvzJnxwzDVGIO7tuSF7WckiLlGWVQKQEyRAbzztvdtvF/WDEkp3oWC04buJhSZC2XOLvs23o/TbedQ1+V9XafFp2L36ptlxavSLqhqLDJE4/rkVCT+0CXeSUY5E1CaXQKz2Ywrw1b8pOqX4vKvlHwet5XfJhPjdrsdb7/9NlpbWxEXF4eysjLNYtNg3JeVzNfgwrwU7FKxDUBXYdmezVPCeLa7Z2kVkQLAuEOej+2+8A4WL10DU8U+zbSXYCLkrJsq9mGo8RjiCzfPqdOMr/qDzNQ4L3FS1+JEe7fcqq+9e5Cs6xYg/YPeqXCBIojzSPm/IxRgCWlAensbSOl1j1EOO0H4QWn7WF5ejj83HMW1MRtShzNhhlys1tsb8VFHLcqXrccDZffhT1eqkbTYCDDIHGIE33MpGYlLVAW7Y6gXL515DVst5aoDATWkYh2AGLyUusMIjjJHW07ixVOvyjbvjXZ5CfGGhgZ0dXXB6XTC6XQiIyMDO3fu9AqE/uTp3+C3//rk1FtP8Ody4XdTaT9Lb/g0TJYb/X4OAFi8yIDP7Fg+b+9T806wK8X2tlL/fzip1zowe92zRGcWRWGoL8Z7r6Hz5UcQu3Rt0M9HCVsUB4A/T2FwMNpRh8VL18yZaPdVWKwmRqQCXnCcESrNKTVmYXHLDdOLNkvtYSPx/8tDdxbhoTuLUH3BhusTnGjVGKil5cHj1oj8/AQxF1wZtuKXtb8BABxsfF/WIfS5E/tFMS1Nb1HmrwNQtW/sdNt9vnd1S41mZH1rfjnqbJc1Pdt3F+0Q/y2c77mOWtTbG1UHADFRMarHSUxMRHZ2NoaHh1FUVITGLs4rEHq+vhUDdu8Iu3TZ9RH96Ysj1yfndXBh3gl2L7F9ucfn9ttKM71sgGaje5avqLoeRtsuBPFs1OGuD6Pz5UdgMC6RLbe9/j3EmJYi2pSDRSmZs+rvLhTTPX+oIeA85L4BeYSVUmMWFsUW07T3i/T/J8qOqIKX8boCk+7mSkfO2fDs2/Xz2jaNIAJFy85RmQMujUz//uIhXcfeml/uFV0HAsxjlx7PUo5/2vWYbMAgJSdJfp+TFp5qMTbhPXOZmpqKhIQE0YN906ZNePWoXIudbXTgy3/zRVzlgh98PHhsfgYX5p1gV4pt97DvKumCLCN+/nrtrLUSB3ix3vvnZ4N6zFAyqWh3zA27MDpcJ1o/zoZzjBS9HVHTkmJlDhntPUOy9fM1z41Qx5+dq7PlFNpOvyK+FqZnP3/vbchM5Webvvvd7+KOO+4I3UmGCK0eFYHywuFGXOsa8OruShALETU7R7PZDLvdDpdTXiMmFHUGwu7VO/Dcif2ouXZWVoAq/BaWF5kLcai+Er1DTlmqjNLWUYieC/v/4dL7MqvHdpcN3/7jD7G9YDPMxnTViL8SZYTdbrejubkZOTk5cLlcWL9+PcxmM9YXcl6BUL8mEtOkxeYO6vHChXkn2AHeGeRqpwtt3UM+tyuxpMiaK0lTJIKVp6r0L59pZD1c0XKOCZV/uzCo+vfXLnoJcQE1O7ttpZnISU9A7CKDKGLm40ic8MZfn4brI/2q07OtjecheCl1d3d7rY8E9Pao0EPlmU4sy4icSPvQ0BDeffddvP3226iurkZrayuioqKwYsUK3HvvvfjGN76BxMTEuT5NIgJR2jkKr2tqatDdp+9esSw5C9f6p9I5lR1PlakzUtG+b+P9YufS3UU7xDxzIe8c8Fg7chDXCxSZCzVz3KUiX4pyAAB4R9iF70DwYTcY+OZOWj1Wgi3WAaC7byToxwwH5pVgV077BkqwUyTU/MtdZ94I2vGnA4tLQbxlPQbr/xzc46p4w4fSv10oXgnUBWPPJr64mGweFx51Lb5TPzJW70DG6qn8zfTkWDz62dJ58X9Db48KvXxY1xUxgn3//v340pe+BAAoKirCXXfdBZfLhWPHjuGJJ57AgQMHUFVVhYyMjDk+UyIcUUt5EZZNKhr9pKWliYJ1WWwmTg1oN0kSGBwblr0+3XYOv7z3xwDgVeBZc+2s6C4jCHKpV7rQKRUA3m2oUo2uC/hq4CRlq6UcOcmZiImKQc21s17rY6JiZIOEFWm5MotLqUOOMhA6k47Mvhgbn/q7zKceLPNGsFdfsOH5Qw0+t0lLioHDNSZ5vVi2PtgpEkr/cteZNzFY/0FQ3yNQuOE+BGTOqhNn1XNexaih8m9XDsz27irEW0dbVRtiKXmn5hoyTPGyZZTLPv8J1OvXYk7A/u/t8L9hBCE8LKsv+J/m9sdNxZEjbhctWoSHHnoIjzzyCIqKpgYZnZ2duOOOO3D27Fk88sgj2L9//xyeJRGOaHUwlVo25ufnw2AwyAR9U1MTlsfl4ibjOnzoPi9u+0DZfSgyF+I3p18TU1eUxZ91XY147sR+7Nt4v1euepbRLBPoWy3lsn0P1VdqFptK3WaOtpxEe7+++4Ag9LXSeaRRemHQILW41OpsCgR35k8KAyfe5+ZTcG5eCHa9kfWExYtkgl3p2R0spJ7qUsbd4TKdPsOe7FExYMwAblw+7WT73d8jZeNnkH7LwwAQMv925ah89Pok7tqSp0uQVZ7pxI6yLNkyymWf/wQSyTEwzDuxLmWmUa00Y0zERNcB4MEHH8SDDz7otTwrKwtPP/00Nm/ejNdffx1jY2OIiVF3vCAWJlopL1IMBoOsi6fUk708rRxXhq0ya0SAF89qtowCf7j0PpqdVoDj01A63XaUL1vvlX7SOySfNWx1ajvOCRF5ZSFpkbkQN+aUotlpRXXzlI7aml+O3av5NJpfHHtBdixTXDKcw+qmD+c6arFl8wafQj3UjE/yQl1onCgQ6cE5w1yfQDBQPoCWpserbmftGsTeXYX47I7l+MmXyzF6XT6dFYzpGSENpO/oS3BWPYeEklvFdaNt0+s6GJ2WN+PzkhKTsRymin3TP8DEmJdYBwBuZADOqudg/dUDGLhUhcTVFcj63M+QsuWBoKbDKAX2+sI0PHRnkZcQ16K9Zwg/+XI5PrtjOfbuKsTZRkdQoo5E+BLIoGzpkoQQnok2A5eq0H34pxi4VBXS95npAPXOLcG9H80lpaWlAIDR0VFVMUYsbJQNj9LS0lSXKTGbzSguLobZbMYWywZ8dfNeWf64mlWjlN6hPlQ389aMH1w9hgdv/BT2bbzfq8CzrqsR2ws2i6+lufBSHii7TzZYkCJ4visdYnKSMsV9lOe7p+hWaKH22aov2PDz12u9nrMHj1u9tg0qithkpAfn5kWEXTmtUpCdhOTEGNS2ePuMXu1040cPTU0jBdu+UZmjPu5sl71OKPo4FqUuxfC1Cxi1fuT3eLG5f6FrO+nxk8o+AQDo/fOzopOLFGfVc8j63M+Q9bmfaW4zE0bbLqLz5UdgqtiHxUvXBPXYgLaLz5Nf3ABb7xHVv7uUmGiDl9PMfJguI+QocxdzMxJg7Rr0u9/f3uP7YRoKQlnvoWQm+ew7yrIiKrruj6tXrwLg02ZSU1Pn+GyIuUDLlhHw7mAqrNeb8qGFtDGSHgSRrVYkeqrtnM99lyZno7nXiqMtJ1U7mArHfaDsPtkyqfCWNlGKiYrB2MSYrDhWOEfpLIKAViPK6gs2NLX777Y+I7jI76MhZV4IduEBdPC4FUfO2XynuXjSt4WHeTD/mAOXqrxy1CdGB+QbGaLBomN1i3DldobEdCxKyUK0MQ0wLMK4s92nH7qWI81wy2ks2fUNn9vAEA0ou6AFgLQTa7BFiJqLT/UFm5fXuhpCQcpsNcgiZh+1h8TEpO/ajdW5yfjC7lWz+n9ASJ8bbpUXc7nOvBFSm1Tp9VNsMeHgcStaOt0+BzTpybG4rXxZyM5pNhm4VAXXmTfxw/96DwCwa9cuxMZ6F84T8xstW0Ypyg6mWsuE4/kT8kdbTurqQCqlNLtEs0h0dFzusrLIEI0VS/LR5e6BY8iJtv4OtPV3oLqlRixKVTrTAECz0+rV2VQ4X2FZaXaJLJ3mqdsfx4q4XDgcDty7/HbVz6z2nAX82zIHg/nWJDHiBbs0ipaT7n8qe8/mXK+c92D9MZVFlgAw7pBP+QzWvofR1KXTfo/JgR6kfuLvdT3MhZQUvthV7goTZ7lBFAumin3gxke9ov6x2UW43t+FST9d1fQSrKJTNbTqGEosKXAPXZcJEaFgbjYaZBFzg9pDYnVusqYFKIA5EevaFq8zrDMJAEG8//z1Wlh9FID19I/i0WdqZBGySHJfkNYWOauewwdXXDjwwVUsMjA8/oVPzPXpEXOAWo76dHOv9Yh/ADh0qVL3MVPjUnBH0S1iZFuNpMVJcAz1iq+vT45rRvB9FaVWN9eg2WHFzSu2ysS6tMi1yFwo2+e54y+jNKoQy+NyNT+z8jnb3j2I9h7/M53BZL4E4yJasCujaHt3FWpum5Mej/913xrxwSQlWH9MZZGlJixqRu8TiPBNXF0h+r+7zrwJgENS2ScByCPrWZ/7GZbs+gZ63n8a7guHMd7bJnZTNVXsw1DTiRl3Vx1u/UjMbQ82anUMbT1DYnpMXEwUOHDYssaMYosJP3+9FrGLDNhWmim2ap8PFzTBo3xIxC4yoPKMen4nwPdumO2/v9oAX0BIa5tNYhfpK2n6z9drxdlMIDLSyZSDo6aeEXzzjVZwAB69JRsrFgfWNZmYH6SlpWlaEAaKHvF/tOWkrLBTSmp8iqyJEQCsyyqWReNT41JkrjKx0TEyse4XP3GAdpcNL515Ddf6OvCD2/6PZr67wNU+K67CirvTdmC5J9Ku/MwBZUCEiPkSjIvoolOlSHvvVLvGlnyhoeDDrFa0GAwSV1foKuYcd7QiOj1/2u8zHbeVxNUVyL7/p8i+/9+QuLpC1XIRANJveRiJRR+XrePGR5H7N/9XVkA7HUbbLqDz5UdCUlSn/BsWZCfJXg+PTWBkbBKVZzrx6DM1OFDZhBcON87ZDYQILcJDYltpJraty/Rb3LRnM+/Pr1UcFSykhaVq13FsdvGsdg0WCMT20to1KIp1gVD5Kc8E6Xctvd/ZXGPYd6AJ/SMT+OuNS/Bg+ZKgOVgRkYWQo758+XLNiLhe9BSj+vI+V4r14oxCryZF8TFyQ43Rcf8poALbCzYj35Sra9sPrh7Dl1//Fs531nutS41P8Vp2bZS/H2gNeLauzVTNgNAyCAkG6wpMosFIOAcTAiGiI+zKiJCv6W6Ab6tdbDFpFi0GA25cX9eu8Z7mgI8dm12M1I8/FJSHuS/LRa11i1KC8z31/vlZAAhJ51Phb1rX4gxIiB88bp03FzUxhVJYanHwmBV1LU7NzsfBQFlYmlD0cSSU3IrB2vfEbeILN8N15g24zryJpLJPzJpwn6ngDrcIltd37Qk29A2P4wv7r6K9/zruLU3FY7dki0GW7sM/DXpHZiL80cpHn85xfBWjHm05iXaX/mdS/4jba1lbfwfWmFfjov1S4OdnTPeyhQR4IW8f6Ea9wmZSK61GObAAgA1561G+Sj7gUebzq3muF+Qkoc2Pbpsu56868fmdhfPquR6xgj3QRigCQvqLWtFiMNCdFjMNgiXWgan89uGW014PKa11at1Mp8NoRx06X34k6JFEaWOYD+u6Atr3yDkbqi/Y5tXFvdAJRIQKxUnK/YP5/0E5qyXUlUQlpiM6JRPxy2+SFWoP1v951qLt021gkmaMQWZa6KJk00X5XY92XsLg2AT2HbiKKz0j2Lk6Gf94xzIwxjDUdEL83kPt0EPMb9TE/9GWkzh0qVLucW4pR++QU9WLvchciHp7o6a47whA9Etpd9m8IuwPlN2HfRvvBwA88c6/eEX09bC9YDM+s+0e2TJlPj9LLkRzzwR2lGV5pSbu3VWIV/7UhOExuc12MJgvuesCESvYpxsRCnUkaGSaXutaJJTcqukAM1OE/HY96wYuVcnERDAQcvGFKetgfEZfTbRiohnGxqecQtKTY9HTPzUjMt8u7oXOTLvoBfteoTWYnxjowcRAj+o+oSzUljJdq0eHewwOgYaBpgAAIABJREFU95isGDUcUH7XQ12t+MqrzTjfMYSPFRjx07vzEGXgE3onFM1nZus7J+Y/yiZFAjnJ3tdJTlImHt7y1zjXUSuLbifGxGNgbCoKreyMqkZ6vAk9iv/X1c01qG6ukdkxbrFsEF1gdq6qwM5VFV6DC3+Yjeley6T5/I1dHF47fFl8vaMsC9fHOT5Ics6mexZ0OghZGJFWIK9FxAr2QB7GxrhomIyxsGQaQ3pO0xW1hsQ0TA7IByAJRduRVPbJsHlwKP3lgwGLjg26/7SvgZxUrAPA4hh58W+4TesT00O4OestopQSSs/eKdemN7zsXwFgzO59PwvWrJYepLOOJy91++1noCScBryJqyuQULQdg/UfYGKSw9/9vhUftgxg46oc/Ocn0xATNfV/IzarCOO9beJrymcngoVWznppdgliomJkji0Pb/lrbLFs8EpFuXHpXwQc+Z7ktC1sxybG8NXNewF4u8A8dfvj+Kddj+G5E/vxpyvVGL4+4neAoNYoSVrMa1XUxFae6eTNHmYBIfAQylTH2SRiBbs0IvTeqTZZpDQtKRZ3bs4VH7zv1FxD5ZlOvljqvA3bSjOxZ1PwXUF8uT74QinWTRX7kH7Lw8E4pSASfJs5bnxUtfh1OoJ9OiKtrZuPWmxbl0kuMfMEXzMs/thWmhnypkBS16bequdk3Y+568MAAINxCSbd3QD4XgaLl66Z9YH7g7tWBvw9htuANyZjBQbrP8BvTvXgvQbeBSYlzoDv/1Hevp0deglRiWn4h69+CktLtWcdCSJQ1JoUAXx+uNT9RdqJVJlnPj6NXii+RLZUYCsHFL4aNElRRumVSPP5WbIBNS2X5Rv4bokRVJTpseEUWAiUiBXsAMQvXRlpT1gcLYr1uhanV86UMA0T7JHWTPPXg1lUGmySyj7h5eU+U4RIllbxq16UIm3vrkJc7XAHVHQaqRcwIWcmxZN7NulzUJgpQgpYdHKWTLALCGJdINxTNJamx+PrHsvccEE629k/PCV43vnomsYeNjz2peAWwhOE0CH0xVOvoqF7SqfUXJM3SpOKdKXfeq8itWUmKH3UlQOK0uwSHKr37xMvjdJrIeTz96o4bu3ZnIs9m3PFNJWDx6whc2u7qTgDl6xTtq3hFlgIhIgW7NUXbHj+UIPXcmvXIKyVTThQ2eTTNihYIy1pQ47otDyMO1qndZz4ws1h+8CQFqKy6FiMdTVh3N2NaOMSJJV9Aq6P/iBzu/CFcmCiVfyqF6VIG70+iR/9TTmqL9h03QgcrpGA35MIT6abt7531+y4CfhulqTOXKRoBDLwCTexDshnO79ekYWvV2T53cfQ/j+hPCVinuKvu6kQgZbmspcvWy8T8NKod3Ov3ILW2teh+r5rzKuREpek2QhJYHF0LPJTc1Hf1Yh6eyO+/ccf4qnbH8cWywZxQCF0MgXg93gA0N5vw9GWk6rRdSXKe0mJJUUU6l+7Z+pzB0OwC92qhfcVUhuLLSbKYZ9L9E59O1zaNovBGGlN5wGsxVxNf+vFV5FqIOlA0ckZuo+rB62OpVvXZuqyd3QPXZ/2exPhhZAq9+OXP4LDrc+jeO+uwpCnwggEmjaXULR9Tu4HegY+S5fEoyAryec2c8V0ZjsnB3pC1tiNmJ9odTcVCjmFlBGlMN5i2YAic6HstYgi+3RgTL0r6EX7JTx1++PIT831mcJSkJqL1HiTbNm5jlrxPYXf5zpqVX3XBR4ouw/NTitfvNrC/2ilxkgHMcp7SW1LH2pb+mT55MrmStNF2q1aKsxD5Qo420SsYNcbARoemxD/vaMsC7eVLwvqSIvvHho8wn36W4tAHpCD9R9gsP6DoNmnafnq67X+HBwZx89fr4340TcxxeCIvrzPEkvKrIl1IHAhKXQlngty0uN99rZo6x5CW/cQjpwPfnrhTBGa2AVqAhCp919ibhDcUJxOJ9xuN5KTk3Gq8zx+cvyXAKYKOQXRricivXv1Dt0uLS+eehUGg3rdVmJMAgbGBlWtI6URfS0nGyVF5kKv6L8wUHjl3Ft4dNNXkB+Tg8nJSTQ3831mhEGM8Hxu7x6UBdCUWQ456Qli4b+yNtEXQh0aANVnub9ZkEghYgX7dKa+M0zxIRhpBbd6IlIdChJXV4DFGcENezd70MJ15s2gPRzV/q56B3UO1ygOeFKowk14EIHx7Nv1AfVnSEteHMKz8UaaWjbc+hFG2y5obptQcuuciMfpFO6GYyHX4qVrAt4nUu+/xNyQlpaGU6dOobGxEV1dXfjoo48wVhwNSG4rh+orvYT6cyf2y8TuVks5dhftkEXjD9VX+k1PkabVKMlJzvRaL30fYRZAbzOncx21Pr0n3jj2B3wssQxutxtGoxEmEx/Vdzgc2Lq2WOyRIhXswmy4Wh2aXrEOADlL+C6qwjGkz3KtWZBIJHDfszBh69pM5GZ4t7oVUFsXkmIDw6KgHCah6OMR3bBj4FJVQGIdAMbd3WLr8FCg5RizoywL6wpMquvCscU6oY/pNFObrUJTKYmrK7Bk1zcQv3yjz+2Gmz6cpTOSM51rIBwLubxmP5n24y42uzii77/E3GA2m2GxWDAxMQGbzYZr166h4yN5FLq6pQZHW06Kr4+2nPRKYaluqcG3//hDcbstlg3YXbRjRudWvmy917Kc5ExRrH/7jz/EK+fe0ozmby/YLHtdml2C3au1z2lRL9DY2AiO4+B2T2mBtLSpe4MwG/7ZHctlwbGDx+Tfma/Gh2rP7vWFaV73LeG11BNe7XUkEZERdsHC7+aybM0H9MCwPC9527rQ5DCNO9u1V0bFAAqLJoPRDIwNYnJ0QFwWu3Qtsu//adDPbTbRzM1dFAdwE8C4dz7xaNtFjLZdDFl3wdHr6p3TbL3D6HSoT/WHo/Ag9PHi4cv+N5IQqnuCXrhx3xGkyRE3et5/etYtXgP1ry+xpIRddJ1HMfvJaXdSDFd3LiL8SU1NFUVgbGws0AckDhvRGzclWg9dqhTz1bW82QF5brlyO1NcMpzD/Wq7oTijEKnxJvQOOZEab0J+ai7GJsawvWCzzMNdSIXROoftBZthNqZ7NVWSvpbyQNl96OzqBOuZwOgo/3kZY6ioqIDBYFBNQVHOhiuj7oC3swsApBpjcNeWPDx0Z5HqTKpWLZvUE154HalEnGDXO13bqyg4E/Kbgk184WaMdtSpr5xQKXrjxsEWxQISwR6t0iks0tBs8OLxlvbaPi4J3LBLfB2K3FGttCmthjDbSudHYcpC5Nm36wNu9APG30/m6m+uJ5/dfeHwrAt2rYGuFg/uWhmiM5kZSWWfVG1QJSV26VqkVnyRxDoxLex2O5qbm5GXl4fW1lbk5uYiISEBy3KW483eP4nbCVHsV869hQfK7tM8njS3XGm5mJOUpSnYb1hain0b78fRlpM4VF/p10ddyx9+nBuX2TUq8+6VQn9sYgwPlX8eNTU16Ivug8vlQkVFBdas0Z+OpoyMS/thSEX5Y5/7CzGtRs1b/Wv3lKjWskk94SmHfZYQournm3xPZyTGRWNA4rsr2PyE6qEsPEyHGo8h2pSDRSmZGKj/AOO96n6/yiZJAO9xHqkIlpbDrWf9byxBKtaB0OSO1rU4kZMejygDg7VLvdJeylykRxDBQXkDV94HAMDAgL+6bcqjP1T9GPSSuLoCUYnpmBjo0dxmvLdt1p1LAq0P+s27jWE50E1cXYHYpWu16wQM0Uit+CIAoPvwT6dtK0vMLuFUQChE1teuXYukJN4xafv27VizZg02tmwUnVfqJYWfYxNjXlaKam4xUmeZmKgYnyK82WnVVTwqjeAvTclCW5+8R42/kjw13/aZCmLl/UZ4Dj90Z5GXHaNWwFbqDKd2LxI84SOdiBDsgRRB3VeRLxuVhVKsC6Tf8jAgiYK5zr+ra79wbpSkh573n9Z2YYiKQWxOMUatH/k9TuzStUH/DgItPtxRlhWWooPQh3IKdWLCO0o8yQHFFpNXBHkuCyYX563327+gt+rXs3qPkLouxS4y+L2Ozl91zulMhRYDl6p8FvViclxmyRuq1DwieIRbAaE03SIvL092PoIwVkaypVaPALzSTAC+KLXm2lmUL1uPr27ei18ce8HneVQ318Ax6L/BUkxUDL5z+Eeaeev5qb6DVmr2lIC2INYzuCrMYLivDLD2Armp/GsBqQBX67sT6oBsuBERgj2QIqhii0n08wTHR1lDbZgvRJnjLDeg939ewKTbrmu/SBbr0k6CqhiidIl1ABhtuxD0KOL7p3zUFqhwfWIWeyUTQafYYkKJJQVW+wDcw+MYHlNP6/je86ewZY38wTFXdQsDl6ow6sP3WGBiKMBUnyAgPCirVboUqnHwuDXsHpquM28EvA/ZOoY3agWEsy3YlSLUV3RZmUKyNDlbXCYt/gTk6TJCNF1weVF2P1WjXsW+UYm/VJmaa2dRZC70aT+pzLHfYtmgKsz1Dq4cDgcKMxgKM6ZeK7fTCtouJLEORIhgV06Z7CjLQuWZTtVtBXEumO8LxQzBtOyTCnQAYpSm7+hLgEHfVxqduiyiHwx+G8Bo5K77Ol4wv4/kxBi0aXhIq6VLOPr5bqdC6hV5skcOgczAjYxNovJMJ9YVmFCSnzpnf+dAGq7FZq0O8dloozdY0tIZmENUqBm4VOU3f10NsnUMb+a6gFBLhGoNGpQpJG39HXjl3FuiP7tS0L905jXkJMnvR3+6Uq3benGmNHQ3yTqhqqG0pHx001cweY1/fkq/k4aGBlitViQlJSElJUVzcKXnb6q8Dy20yLpARNg6Kq2AnvziBuzdVai6bewig+ZDRmkdNB2EB23f0ZfQ+fIj6K36tWw9i9Jn82hce9uMz2UuCfaDLdjH81UIpxTrAF+I+qV/PoJHn6nBgcomPPpMje7oIjG3TMeG8PxV55wOypT3DV8sSpm7h5Jexxhr1yCefdv/bMFs4R1Q8GEg7cFUsS+igygLASGivXz58oDSYex2O+rq6mC365v91iJQi8Atlg3YailXXSfkpithTP5/NSnOqHn8rfnl+HTpXVianOXzPLQoyihULYJ9+uh/47kT+/GLYy/4taQ8c+287LXD4YDdbkdLSwtsNhsuX76Mvr4+zcGVnr+pchZ0IYp1IEIEO8CL9q/dwxdo/Px1bVukt4624vhFDaHl/57tF+WDQJkjGb9yq99jxC5dO+vOD8FG6CQoJaHk1mkda67ary+OiZK9VrqMkCd7ZDDdlJa5+PsOXKpC9+GfYlxZ7OWDuYr6Bupr/8LhxrAZ5Hp/Z9opb9Fpecj63M8i/p68UDCbzSguLg5IrNfU1KCpqQk1NTUzEu1K0ekrwn+05SR+cewFzbxwu7tHNUWlrX/q3rC9YLNPV5ndq3egNLtEto8WOUmZWGOWz9bVdzXiT1eqvbZtd9nw0pnX8Mq5t2T+8IcuVXptW7Zsnex1WloaHA4HTCYTCgsLkZmZiby8PJ9/L39/Uy3/9oVGRKTECOiZ+u51j3lZOgoUZGmPVPXiz4ptUUomsj73M9h/911MjqhPEwvOBJFO+i0PY/HSNWJ6UOLqCgxcqoLrzBsYdzt8F3xJiMlYEfRzO3jcezYlNyNB5hazPNvo0wqQPNkjA+FmfvCY1cvP1xez/fcNJA0GANhiI1I2fnrOor7TGdD8eP854H7M+QM1cXUFEoq260qLic3Ip8j6PCaYee96HVGUji1Lk7O8RHWnjlo3sw/L56IMPtf8O4d/JFu+KCoaK9LyvXLa21021dQaPek2L556FQC8CluLMgpxx1/cCnuWdw57U1MTTCYTTCYTVq1a5fc9/BH8LvWRR0QJ9plGxAL1F1ZDiCxrFVy6zx/G9d5rMCSkagr2+UTi6grZw076umP/NzBY/2e/x3BWPYfFS9cE96GpElD7W88MjZCjDkB1ALitNBN7NuUu+JtDJCH8rfQI9sUxBnzm5uWz/vdVzs5Fp+Vi3KGdpseNuENzbegkUHtHAHC4RvHoMzVhEQWLyVihS7CPu2kmbT4T7Lx3XznrQvHl7y8fki1Xm9wvX7ZeLCrVwlejpQdu8ETeFc+66xPjuHFpqa4iVCk5SZlgzIC2/g6vdUJuu9Y5CN+JkHqUlpY2bavHcLLtDDciSrAH2oFPSbAiasLUqZpon3B3+31IuM68IYtKz1eSyj6hS7ADwS863bM5VybedpRliUJdSK0CgL27CvFhXRdy0uORYYqnYtMIRu+AfmRsUkz1EBp0zAbK2bnYjOU+BbuA68ybc3KfkNo7vneqDT39vjuzSplLq0yBsa4rurabUPSEIOYX0/EJD0Q0CttOTk6iubkZAOB0yiPRk5xcVW+1lKPIXIitlnL0DjlRJxHXS5OzwHEcbl6xVdUacqulHLuLdojrdhf9f/buPDyO+swX/ffX2qylZbVamze5bSHbkiwbm1gG41gmhkEQMyGEmdwkw+AkPmThkO2e5IScmTOcOzOZDDdhMmGYZDhMhoQBLjmECcEBB+OAPLIBgQ22bC0IybIs2ZK172ptdf+orlZVdVXvq/z9PI8fu2vrUsvd/dZb7+/97UNdhzbxNDM/g3u2340/fFgHYRGe/dYhz46qft7SvPWaWVH3rt+Fy2O9phcVu9dVaTrEqH9+ZfBpeXm5yatmLN7adsabhAnYA6mndBRm4obNRe4APRJdP3xNK+6NEtAv5b6/cmnMi0i2r8Xc8CVgftbr9qYzpQZJHWxcGZp0dxVSdwtS/59q7hzBgZrSmAcZFLxAL+ifPNyKcoctar/zrE3VWPG5H2s6TPlzQTs31hfpUzOl3IbeVmr3uxMPEB/lZP5mzucGLqD/tcdYw76EBTJxjhI0Dg0NYWxszOvMneoAs7OzE1arFUIIFE3m4EPL4sV4ad56TelJsiVZk7G+Z/vdONl1Go1XWt2lM0+deh5lhXJzjd2OKkDINev67i2vttR6nNdrrXUYmBw0POfyglLkZthwe9k+APLg196xfk2wDsglO97uAty+aZ/hz2+z2QAEV3oUD20741nCBOz+Zs8qHDn439/eo1kWiS/kYAPM5NzVmBvscj9ein1/A63VBUK7ADJS19CDQ292YmBk2nAwaWPHEH57/IJmebQDOAoffy7o9WMYgOhngvUlZBZroc95G+YnR6I+22ko4uXCN9lqh7+fKrEsPaL4MjAwgKGhIbS2yp8ntbW1yM/PN+0hrsjOzkZ3dzcmJiZgAXDLup1IK7Zi1zU7PMpaTl/WPjZr3fhy81HNJEe3b9qnWX+84x2PQBuAabAOwJ1Vr+uox/dvexCpSamGx2jpa0NLXxvu2X43zg92YnByCBIAe6bNfeHQ2Nio+flHR0fdAXswpUehlC9dDaU0CROw+1tPuWNTPh594VzEJ0ryOmmQN0LbmWQp9v0NZsKScL4OvgYnqzPuevFwK58C588FvT5YB2KfCbakpMLXyJq5wYu4/PQ3Yno37heHP/BruwM1pVEtM/LG3xp2xVJMnpAnX4Gd3W7H2Nji+LPs7GxNple9vzrAzMnJgdVqRXd3tzvTXLKyBOUOuSxEXdYyNDUCNdOBn7r69NOXzmky7Gb17f56uemoRzmN3vmhTo9tlOx6f38/hoaGYLPZkJOTg23btsFisQQdNAdavuStHGcpBu0JE7D7M122ozDTvfzZo204UFMK5+xC2IN3n5MGeTE3cMH3RgkvsP6Z4W7r6C14y1uehm6TCZWA2AdwFJxAB0jGzcQbwv8ynsHaf41ZQDk8btx5S++d5r64CNiDSaosxeQJaflTI11YWIjq6mrU1ta6J/1RMr1G+6sDTADu9cBihvhGxw58/7YH8Yt3f6UpMbGlL/cI3gG5bOXPXAM61cHy1pWL46+Od7yDM7qZklMsyZhd0M4zkpueg8Epk25oBl/Vq3NWaGveDRo4PPHm09iaVIqS9GIIIbB8+XJ3Jxiz3vT+ZsD9LV/Sl+MovyvlHBiwx5hST/n4S02wZ6dhYFR7w7OjV5tBi1Tw7qu1YyCWYlYntaDE78GmAJC9/c6wPr+3WuaFBQmT054TJ7EzTGLbXVmEAzWlfo9zub68IOa/6/Hm2oAu4J1dDTErjbnlI6v8em07e8ejcDa++ZtUsVUfhDTnXPINAEjmb4305s2bkZ+f7xFgGu2v7x9uliFWMuPq2vX9ZbcY9mL/s+vudm9/z/a7UX/xPVSt2QYA+OcTTyI1KdVwPyVYz03PQZE13x30G3V4AYBk4RkCKsH67nVVuH3TPjT1tnpk2NuHO9GOTnzSvg8lOcXIy5PbT5pdDEViMKn6d2G1WjE6OuoO2KM9A260JFTADgCPv9QU0GQeCnXwHg8txxRLLasTaGYrs+ymsH5R+qplNuvTvyovM27+T1Bw2i/730Y1HC1eQxXMnbrRU7+JSWB53x1leO4PbZia8f66jU3Noa6hJ+bvJX+SKmmrN3Og6VUmkBppo0yvP/t7yxArmfbTl85h68oK3OjYgbLCUjx2/N80ZTEvNx/FjY4dmplFfbWAVBucGnZn1dXP2XC5SdMZRl27XlZYiqZe1XenJJfceOvTftHZg5L0YvdkSWrqi6FIDCZV/y5sNhu2b98eUjlOIki4gP21k92ax9b0ZIwZTDW/b/uKiNUph1ISk7a6EhklO5dcVme8uRZTHScxdeH9gPZLLSgJ63kE26ufpTBLgPlklh7i4fcd3J26MEzXHKSMtGRMzfgujYnlOBDlc8ifpgCJNpiXQhdMi8dw7g8A16QXw5aTCXv6YrnMy01HNYHxwKTcFtLfGvWstEyMOz3H6CiBv5Kt7x4xD77t6TbNY1+17QCwY+02VG1czJabXcyEuxc+EJ7fRaJJuIB9eWYquvoWa5Cds/Oa9Vnpybi7eh3KHTbTgD3UL+tgS2KS7WtR/KVfhvTc8SiYrjCKcHeHCaSWOW95GsrX2rB/F0thlgJ9730jFY4c3FuzIS5+38okbMNvPwfJz0nWsrd/IsJnZe7aUrvpZ6parC6GAv0ciofBvBR9gbR4DPf++tIQy5pluDDZjXW5xZoAuam3Ff/jlR8g2WIeou1dv8udITcK1gGg7nw9jne8A0BbFmNU174utxi3l+1zZ9XV3WnKCko1EzFttZfh1g178fFrb3EvMwugldr1devWhT0DHurvMtEkXMB+b80GTQeQmTltWm18ag5PHm7Fni3aL+Q9W4qwKj8zLDXsRrOdZpbtxVTXOSx46Zls3XyL6bpEFkxXGEW4S4J2VxahwpHj0crRSCATwVB8qmvo0cyzsGW9DWfah0y331ISPxNjBVo+Zqs+GNPAcnbOv1sYjR1DMXmNg73zuRTHEVF8UpeGtE114j/ePOp+rA+KjTLcu9dVYVV2EbaurMDLzUc165KEBfOSZ8nay01HsWq59v1oNAj1qVPP4/u3PYiv7jqA4x3vaAJ2ZUbTEx++g5RBCSXpxVi4OI3eFb2agFkfQKsvUAAs2e4t0ZJwAfvuyiLs2VLkewpy3Z3jcGdRldrHydYTyCjdhbyb70f/a495/QJW1i21cphgb9NHKgCxL1/m97bHzvTg2JmeuBrXQP5Rt+989mgb9mwpQo7VeylEPJTCKPwNMJOy8lDwib+I6edFXUOP789clyPvdsekU0ywdz6X2jgi0oqn/tzq0pCLTu37yZ5pM9pFY52tGAd3fhaAHIirGQXrgBz437P9br/OT2kbaVRrDwC2yUy0TS3ewfZVi86JkMIrsKkB48T+XcW+t7mhGA9/uQqf2VcSkWBMyY45LzViqPYJjDfXYrLtLZ/7DdU+geHjT+Hy09/AeLPnDGWJYry5Fn2HH8F4c21Qt+mT7WsjNuBr/w2+/3/oBVv7TrGj/50dO9ODY6f9Cyrjgb+B4vx4P0ZPvYj+1x5zv+eiLZD3x/TMPOoaov97UO58IsX/C3Za2pQMb1tbG+rr69Hb632SskhTykZKSkrwsUrtBI/rbMXYva4Ka5avMN1/Zn5xDMm6XP+/597tPo2yglJkpWZ63a57tMddQnOjYwe+uuuApu+7vvbcVy263W7H0NAQOjs7MTQ05HP73t5eNDY2xvz3FK8SMmBXWrh58++vtrqn1H6vdSDsXyD67FjfKz+C83JLQMcYPfViOE8papRaUeXCAwAyKwIr95kbuIDOf/nzsAQfdQ09ePSFc+7fsdKz/zP7SjxKo8zEU+aV/BPM7yyeLsyyNlVjxed+jMyyvT63nWh6PaYX+4G81gOjTnznZ/VRD9rdJUaz0wHtl6ifw+SbUYY31goLC1FeXo6PX3sLvn/bg9i9rgplBaV46tTzqDtfj4sj5uNEUpNS3f9WB+++NPW2oulKK8ZnjGvdc9Pldoh15+vxvVf+zh20K5RAGoD7gsPf8hYhhOZvM/F2cRWPEjJgB+Q2Yw9/uQqbipcbrj/TPoTHX2rCd35Wj2ePtoX9C0SfHZsbvAjMzwZ0jImm1xMyy66/WJnqOIm5oW6Trc05uxpCDj6Usgj973h3ZREeuKsC61dave5f4chhOUwC27NFHrPgr3i7MMvaVI2U3DUB7xftIFO5CF6dl+H3PtG+OAq+e1cA7YUooQSaEY6FuvP1mtp1vc2Fm9z/furU8+5gWj2JEiBPtuRv6Yteuu6ulLo7jT6QBuDRe97MwMAAcnJyUFxcjJycHK8XTPF4cRVvEjZgB+QvkS/cvtF0/VuNVzSPw/kFomTH0laWh3Sc3hf/Gpee+WZCBe76ixWRnAZYgv+vFEqbTP3vVP/YV29ufwanUvxRLtSOnenBuY5hv4L2CkdOXF6YBVdDHf0gc3dlEdavzPZ7e28TmEVCsLXoqQXXhPlMKF6oS1BiOeDRrNTDrG3j3vW73P8+29tsuI9SZ/7prX+M79/2IH76qb/HwZ2fdS+7Z/vd+PTWP0ZZofdqBAD42DW7NY+3rqzA8Y538M8nnsTrLcc16wIJpAO5YEr6iqVNAAAgAElEQVSEi6tYS7hBp4C2M4Q315cXoLlzcdrfcGfXlEFgwbY0BICF8QFMNL2BiaY3Eqa9mHKxMnrqRcyN9Qc8Bbje7HDwdz70bRzVv+O6Bs+a5j1bigABzXIlyFd3G6H4FszF9701GyJwJqFT3k9THScx3lKHuf7zPvcJ9+zA/vKndaYiWpNTKb3X0x3Xyd27jv0cMBmAZyTcrWUpvsS69Z+3WT63rqzAc6d/6952VXYRPnbNbq/lLvrMup667zoAHO94R9PSsbyg1D0Dqn4CJ+Xx8PAwHn7zp+59Pmnfh5J0uWZ+YWEBjY2Nfg3iDaRX+tXYVz1QCRew6ztDmGXW9mwtwsUr48hKT8ay1CSUO3yPwA6GOnh19rZibrAr6GMlWnuxiabXw3KcYMppFMqteqNgWx/U2bPl+r/1K6yagD0txaL5P8USmfinv1DzdackkLKZWFDe98F0OYmmQNqmRqP8SN17PdjXjl1iKJKUjPTQ0BDGxsawfPly9/Jr7MX4/m0P4uWmo6jrqEf3aA+eOvU87tp4m+YY92y/GzPzM5qOLepA/LnTv8X3b3sQADw6u+g7vjT1tuIX7/4KVWu2uVs4/vOJJ7F1ZQW+uusAfvf+Efzi3V9pnn82V6BkZQkWFhZw/rycUNBffJgJ5IIp1hdX8S7hAnZ9EHZ5YNJwu8aOIXef7fGpORw7LWdbIxGMZW2qRtam6pAmEALg1+x88SKcNbQZpbt8b+TF7soiw9+p/pb8wOiMu43jvu0rUGDLcA9KVovlTI3kH/WF2pm2AZ8B5LmOYXznZ/VxfTEWyHvq8q++C9uuP4tYpyVvkizmg8cqHDnYUmKP2p2qUOaAoKtLJNs7jjfXYuDcf2Iy24HcLbdojm+32/Huu++itVWuU5ckCRcuXEBOTo476NX3ST/bfA5frvgshlLGNcG3mr6c5uXmo+7e6UoArw7ab3TswBNvP4OnTj0PAGjpa8PF4UvuyZeeO/1b3LP9bvd6tV3X7EC5o9w98FRh1KbR6HXu7e1FS4vclGPjxo0MyoOUcDXs+qzNCrvxICizSXEiORDK3VYsKcW/HYT25U+UW7PjzbUhZdczK26Brfog0laWw1Z9MCJBR11DD468a565P3rqsjuo0P+fireBiWRMGVgcSN/9Q292RvCMQhVAXfrsNIZqn0D/a49F7nQMPP5Sk9eJqe6t2YAH7qqISrAufw694ff2It24/j6UMTSUGCLZgURJ1M28/2skH/sRGn//S83xCwsL4XA4UFRUhA0bNkAIgdHRUff6gYEBjzKXlEFg8GwvPlVym2GwDniWxgxMat+XRvXx9Rff025z+ZzX9Vkzy3DLsutxjascxledudHr3Nvbi9///vc4cuQIjhw5gldffZUdYIKUcBl2JbN26M1OQAKGxwMLciMZjAU6c6G+zjLdcZ2mHjNey2PUX3BTsws4fnEWfzjXi5MXJ9A9MoMki0CxLRW3bsrB56/PR2ZqkvYAC7NykB6h7KC6bMqbQyc63dl5JVublmJxX9TFayaWtPbfUOx3//WBkcBa/kXLeHMt5sYCTyZMtp6I2PtI7/GXmvDkYfNuFsUFmVF9z+gD7bTVlXB2NZhun2ovhrPrrMdylsQsfZGcwEf//zB9rMPj+Bs3bsTIiDyeTpIkTYtDu92O8sJyfOeGr+BXr7+AucvTSJsVyF6b7fU8b3TswN71u9wZ8qZe7XtT6amuDvir1mxDS99iKeHWFRXu/Y3W35B9LbbmlbnPw1eduVmnl7GxxeYPo6OjnEApSAkXsCvMvqBTkoVmCu2s9GSsX2FFxbrciN+mDSVTY6s+iOmus+6Af/j4U3E7CFVduvPS2SH8xe8uAgBK8tKwb8NyjDvncaprAj851oND54bw9J9fA3um+q5DcDOj+svfuyjtl0fdbSCVYF0JSFjLnjiUeRm8BZMKe3b8TaoTSildsm1VmM/GWF1Dj8/Xt3R1tqYhQKTfO/qZTXOrvwgA6Hvlh4ZjiZxdZ5FZcQtScoogktOW4IzTpKYuzVDPMAqEtwOJ/v/hlNWBdbrj6wPdvr4+tLe3Y/369e7A9SMrtuB8SgvOjp6FyBCQJMnref7u/SOaYFuv7nw96s7Xa0pjlFlS6y++h6o123Bw52dxvOMdj8GnJz58BymDknugqfo8vNWZm73OVqsVPT3yd212djY7wAQpIQN2bwGZOlg/UFMa1Smyg50aGwDGGg57fMnE4yDU/tcew+i7L7gfJ1sEPr3Njnt35uOavMVg6MrYLO57rh2NPVP421e78cgnHe51qQUlET1H/YBEM119k14z8axlTxz+diTx1Zc/FkK50E/Jic7/T38ugo+euoyjp+RJX2JxwTvddRbSnBNJWXmmg/8nzh2J20QIhY9RZ5ZIdSBRGk8oNezluhp2hRLo9vb24vz58xBC4Pz588jPz0dhYSEGBgawdu1aLF++HKOjo3A4HO7tjWrC/9BwzK/zO33pnCbLfnDnZ92BO+DZVUZ5rDzvwsKCO1Puz+umDKpV16rfeuutcDgcHsspMAkZsOsDMmtGMian5zCv+852zi5ENeOTtakamRW3YLrjJJLtxXB2vu/3vkZfMPEyCFUp05m62ODxM921NRd3bc312KfAmoK/qlmNTz/ZilebRzAzv4DUJLlmP1K1+urf9YGaUhx5txs5Wakoyk1Hd/8kri8vQLnDhr9/5n0MjPqeJY617InD34u0Jw+3otxhi6sLsVAu9KNVzuHv66umlJxFiv5Cx99yxHhMhFB4GZVm+DvZj5n+1x7DZOsJJNtWISWnCLPDPZgb6kZG6S73OKyMjpNIH2rG+FCzaWmrUdeYwsJCd3Y6JycHOTk52Lhxo2lLyJaWFiwbTfJrFKK+1t3b4NuzZ8+6M/+bN28GANOWlPpjtrS0uAfT6rH7S3gkZMCuvwU+NjlnuF202/X1v/YYJs4dAQDMTwwCqZmAyVTA/lAC21jWtYdyu35TYToAYGZewvDkPAqs8qfL7OBFjDfXhvVn0bf7VHT3T7o7iDR3jiBveRoGvQTrB2pK4ZxdYD/2BKMfh6Au37CmJ2NsavEzIt7unKj7sIvkNIydPYK5gQuxPi0N/ev7VuMVzRwXRo6d6UFdQ0/EXutgL3RYs770hbMEZry5FoO1T7jHPzgvaTulOC81YuTUi1gY6wOgbS9qVNqq7xqTnZ2N3t5ew/pwpSuLEtzPz88jNzcXZ86cgaV3HiUowFjeDIqKilCz8SaMjY7h4kwPbNYcjzaQSlDd0dEBm83mEYCfPXsWzz33HADgnXfk2VQtugkRzbrC1NfXo7OzEz09PdiwYYN7VlMG6eGVkAE74PsW+IGaUrRf0s5y+ZPn5Tfc7sqiiGTeJ1t19WT+BOsp6cDslOEqZRCqus9wJG7nGl0QKMtmQ+grf3FIvuBIsQjkpC8OPI3ERFH+dv8w6h6kbvEYT4EcBUYZQFzX0IM9W4sASZ7oB4Cm9Cke75wEOwlb3ys/1OwfSerXt/3SmM+AHYjsxZHSlSvUidto6QnXJDz+JqyUYN2I/o6O0jVmbGwM2dnZmuBWn4lWB/fj4+Noa2tDfn4+JicnMTc3h/G2QZTOX4NNtk0YbOhBTk4ONmENqiq1mXB9UF1aWgqbzaYJqtvb2zXn3d7ejp07d/q88FHuGCh16qOjo8jJyfF5kRTJNptLVcIG7GbTXu/ZWoT9N8hf0q+d1Lb16+qXa5bV2flwZt6Tbas8rr59sSzLwoJJwG7UY3jw9ccBwN33PdTMu/6CwFZ9EJNtb3vttgBAbklpMJugxZrv/vD6Rb3890dLrEhN9vx9hevWtNGMpv5IsgD3/FF0xzlQZOk7BO3fVex1cq14Ekwt+9xgFy4//Y2o1WXrX9/V+Rno6jOeCwOI/MVRMOV1LIm5OoSjDCMcLT+N7uiou8YA5ncA1MH96OgoJifl99rExAS6uroghMDU1BS6u7vdwT/gmQlXgurs7Gz09PRgbGwMNptN87zr1693Z9aVx/5c+Ch3M2w2G0pLS+FwOHzWqXub/ZXMJWTAbtaxwJ6dhlV5mWjsGPLa0eCtxiuax+HKAnkdAJaaDsx4BubersyNegw7LzXi8tPfQGbFLe7ym1Ay7/7UgVqy7EhfswVzE0OLNewmU38rP88bH47i+fcHkWIR+PreFQCgOWcgfLemfQ2Is2enoSg33WNynb3XrmCwvsSYTYJlNrlWPAmllj1aQaj+9V2/IlsTsB+oKUW5wxa1i6PZ4cAv1FkSQ94oteoZpbtCHkdmqz5o+L5UB8LZo62wvPc0xk0Sb0pwPzw8jA8++ACrVsmdodLT0zE5OYmsrCwAcjCuMOqXrtTHb9iwAWvXrvUIqpWadX0Nu68Ln2DuZkSyzeZSlpABu1mANjDq9Gtg1PXlBZrbueHKAum/cJPz1mGuX57G1yhY91fa6krMTw5jbvCie5k68AV8f2GPN9e6MvYC2ds/4d7WnyBhYXwgoImS2vqn8e3fXIAE4Ht/sgM33PVp912ASNTj+xoQNzDqxMCoExWOHPQOTWF6Zh47y/Lx1180npCCEpf+/0I8lr+YUdeyT1143/ddLpVYDT7dv6sY+3cVewTo0bg4Uo8Z8kfa6krkVn+R2XUC4FkKKteq/6v7fee81Ihke7HXY9iqD2LmyocABObG+j3eszNXPkTf4UcMv+8KCwuR1PA8hmqfwBTkxFtm2V5kb7/To4SmqqoKLS0tsFrlLlfZ2dkYHR11T8JUXV2N/Px8d9AMAI2Nje4AurCwEOvWrUN7ezu2bdvmDsb1Nm/ebLrOm0DvZkSyzeZSlpABezAdC5IsQE5WGu7YVYz77iiLSBZI/YWb7rgOUx0nMawE7CHw54t7drgHl575JvQBOeBZhzfR9Lo7I5+1qdrnhCOB6BmdwcFn2zAyPY/P78zHF6qvQX7Nt9zrlecMp92VRdiztchnWYySYWd/9aUrUcpfzCjvjdnBi/Cn2COz7CakFpS475RFOhg1e32j/ToHPEkdgPS11zJYJwDGpaBG/5/mBszHRlms+ZhsexvJ1jykFpQYJrWUu+T6u+D9rz2GsYbfa5JwyvZm47tGRkYwNjaGDz74AKWlpRBCeGTKlTaQ+nITAIatJGMlXGMMrjYJGbArXxo/f7nFr4FPADC/IGdalVKZ++4oi8iXjD4gDfYWd6DUmSYlIAfgGjh60WN7pRYe8O+CwB/DU3P4wjPt6B6Zxae25uK7N69ERumusBzbl0Bmuzz0ZmTbzVFsJUL5ixn9xXXa6ko4LzcD87Me26atrkRqQUnUJ1uL9es73lyr+fzyF0thSKEvBVXPLeJTUgowP4uFsT44x/rgBIzvQCenAnOLHclGT70ofx8P9/i8M6TcMVfuAgwNjyF/4AqmpjMBpGFsbAzFxcXIy8vze7ZR/bJYB8ls9Ri4hAzYgcWMjtHEN8UFmei8Yt6hJZq9mDPLbgIgIXv7nQAg33LrPmdaAx4uo6de9FrG4q6FL7vJc6UlGVgwbpVpZmJmHgefbceH/dP4o03L8TcfX4OUPIe7P20k6Dv9mM12aRHAwuJ8WmjvHo1ouzmiYOkDCW8X086uBo/1S31AZTBtZtNWb0auSS0xXZ30paDzE4Oa9ZYsOxbGTcZGGVw8G5rTtg8OpKx0drAL/a895r4YTwJgd/0Zwg6kW0sByKUk+m4rZuUmLEFJfAkbsAOLmfZDJzoxMDoNe/Yy7N9VjEMnOr0G7MDiYDQl6EtLsYS1/7b+i0UJ2MOVzfbFeUVbMmTJysPCeL/HdnNGg14DCNaT89ZhLikdX/nRb3Hm0iQ+ut6KRz65FkkWgfyabwZ83v7S911X+qdvWW/DmfYhzbbqYB1Y7BbE0hiKN6EMPAXiZ7K1SBk99WLA+6Sv3cZgnTSBbabJNmkry5F7031yOWuU7o4Dci38stWbMXrqN66ymNdNA/w9G/PQV+wAAPT19eH8ebnsVt1txajchCUoiS+hA3bA/PbssTPeyyPSUiweLcqA8LV51GfKwtEeKhD62ruUnBVwGgTsM72BjQXQc15px9d+3YG3OsbxkTWZ+Kc/WYfUJAvSVm+O6JekfuCxt65A3o7BgJ3iSSgDTwG5y9OyCL/3YmW8uTagLKWCpTCkr+veMnPacLvcm+4DAExd8H+W8nCYudKGvJvv9ytOsF6zEx/2yaXADQ0NsFqtsNlsAGDazx1gCcpS4MfEtolFyZgfqCnFZ/aVYMt6m+F2ztkF08l2fLUJ9If+SyLdcV1Mvzjmp8cNl0smPeD99e/v9uNIi/zhYctIxkOvXMR//+0FPHi4DwcOHHD/6e/3vFgIRTi6fyRSBxG6emRtqkZ+zbeQW/3FoPaPdnIgWgLNridl5UWtPz3FN30d99TsvMc2yblrMN11Fpef/kZE7oSnra5EZtleZFbc4rFuoul1jDfXesQItuqDHmWrY2OLE0JmZ2drHrPUZWlL+Ay7mj5jfqCmFINjxr0WrgxNmg5SDEcgp+8Yo3xphJI9C0WkpjofUU35rgTuAIAzv9ds99BDDyEvLy9sz6vUrL/VeAWr8jJw9NRlv/azW1PxR1VrErKDCJE/lmJGOZjs+kIQkyrR0qSu684aakZSq+ekhHODFyM6a66zqwFOAJllew3XT3WcRH7Ntzzihr7Dj2i2yxjtAFK3AgBycnKwbds2WCwWlrpcBZZUwO5PmcSyVAtu3FzoEeBVOHKwpcQe9jaP+uyOskxf455ZdhOcV9ojFlhHapDr16pX4GvV8sRIOTfeo2nhGEnqybOaO0eQtzwN/SO+v6DvuHEtJ0uihBBspny666xHW9dwz30QTePNteh75UcB7ydNj0V1FliKX+q67sym05jxvQsAINle7LW1YzCcV4xbPSsX2vq4QT+uxV7xUVTZNgVdj64fpEqJY0kF7P70Z5+eWTDMxt5bswHAYtAf6eyrkoFXT2bU98oPw/9EQXR8CVY0MntKyVN3n3ZQsT/B+r7tnNmUEof+i1o/U7AZJUsozTkhktOi3vYxnNSdMoK11DvnkH+UGu5xSx8uv/9r0+3SVlcife21mvdOWEnachyRvAwZGz9qOpeC0d36LCCoYNuoRzuD9sSxpAJ29aQeaSmWgAYi/r7+ojuQD9fAU38oEytMNL2OzIpbMDfY5V6XbF8besbdJFgXKekh168rku1rkV/zzYh/KT7+UlNQg0sBOVjnzKaUSIy+qDv/9+fh7PQ9IM4s0FD6lydCABvM5EhGlmKJEAVPnSxTvn/VlNlw9aUo4ZBZdhPmJoY03/PS3LT7Qlx9Ua2/MxaO96xRj3YG7IljSQXsgLZrTLnDhkNvdvo1oY4+6x6NDiL6W94pOUWwVR/EZOsJZJTugjTn9Lu1lFnbRjMZG3b7la0zy+rZqg9CmnNG5Da7vr+6skwfrK/Oy8DyrFT3DKbeHD11GbdWsfc6JRb1F/V4c61fwbo3yvwL8Z5pD3ZyJD0b+6+Ti1lpmPPKecPEWKgtVo1MtBwDFjwHvKopcYF6Jtb0jz+E0ezSkMtYzHq0K1guE9+WXMCutruyCI0dQ5qA3Z6dhoFR3+UT0eggov9AcH+QuCYbGm+uNf/A0JW6BBKsA8BU21t+bZeSU+TO8onktIgF6Qp9f3XlTodR556u/kl09U96TJS1LMWCDWuWe/RjZxtHSmTB1rSnFV8LzM3AealRc6x4DWSDmRxJL211pTtTSqT+PzV8/CnYqg/6dRfK23ZB8RGsA3IcoH+vd518FX3FFsMylkCCbLMe7cpxWC4T35ZcW0c1o6yst2Ddmp6MCkdO1MphlFtzOTfeE3DGK3Pj7gCeSXgsWZgeM9jOkxKc59d8C3k334/8mm9Ftb+68tjbBZR+kqzp2QWcaR/yaOnJNo6UyIIt7Zgb6ERG6a6wHCsa9MFKUmYu0lZXBngUicE6uen/T022njDdVrkLNd5cCynKnYaUO0L69+eU1QEAGB4exttvv43e3l4Ai0F2W1sbXn31VRw7dsy9TtHb24vGxkb38sLCQpSXl3sE40blMv7QH58iZ0ln2A+d8D26W52dHZuaw7mOYTR2yJlZfVlGJHirTTPLqGWW7UX29jsN6++MST63iPhAGz/pBw4rQbav8QlZ6ckYn9LW63f3T7j3YRtHSnS+am/NzE8MYqj2CaSt3oxkaz6yt38iroNZ/Wyt8xODHlPH+zI/OeJ7I7pq6O9mZ5Tu0txxMtJ3+B+QlG4N63lMzS6grn0Ur38wipMXJ9A9MoMki0CxLRW3bsrBN7aPYpmrdEcpO3XmlGC8z4Lh4WF88MEHKC0tRX19PaqqqtDS0oLOzk5IkoTe3l6Mjo5iZGTEnR0PJGuuLpcZGhpCf38/ent7vWbZmZWPriUbsNc19Pic7RTwzM4CwEsnOt0BYTQHoOqZ1dBlb78z7LfrzAbaRPvWuTowV4L1R184h7QUC5yzC+7A+w+nLml+d/pgHQAGRuXmXQ/cVRGdkyeKsKxN1UGXxji7zsIJIHv7J8J7UmE2c+XDkI9hrbw1DGdCS4XRAO5lqzdjquMkZod7DMdpzQ1cQLj7q710dgh/8buLAICSvDTs27Ac4855nOqawE+O9eCV8/+IX979NOyZKQDkeVvyN1UjpbcXb7/9NkpLS92zmra0tKCjowM9PT3o6+tDeno6rFb5AkMZTBrIIFOlXKalpQXDw8MYGRlxXxiY7cNBrNG1ZAP2UGYr1ZfNxKr2Wf0hY1Q/nueqdQ80aE9bXYlkqx2pBdd4HNOorj7alIHD+omwAPkCas+WIlgzUvw6FuvWaakJdTBcvNevB3L3QGGrPggA7gH7ymcjkUJ/N1v593CI4yUCkWwR+PQ2O+7dmY9r8pYBkMeYjGauxZ/9zTM43dSKv33ViUc+6QCw+F4tLCzEzp073dlshc1mQ2lpKTIzMyFJkjuYVwaT+hpkqqcE+SMji3eovAXhgR6fQrNkA3Z9aYUyK2Zzp/Gt0vTUJEzNGA8ISUuJXam/r3ZOeTff784UKMH14OuPa273ZZbdhOztn/Br8hSzGVpjweyiy9udE/0AVNat01KTtana757sRmaHe9D508/FTWCr7t4xeurFoI6xbPVmzYB9In8Ee7cqWHdtzcVdW3M1y5Izc7D5sw/hp+tuxa5du/Bq8whm5heQmmTRlIfpB4wCQH19PWw2G2w2G9atW+cx46m3QaZmAgnCgzk+BW/JBuz60ordlUUod9g8MrYAUJCThivD5oNLnjzcinKHLW4ztUZBvbrLglKz6m/wHa6er6HyZyIsvY9tX4n2S2OAAPbfUBy3vzOiYIw312L01IuYaHo96GMogb5yUZ+n6kolB8ySu+wu0vTdOwIfXCobPfViXHxmUXxTXxwCwKyqH3rsyE0htm7dCgCYmZcwPDmPAqvFY9CrMvmTwp9gWb+PL4EG4YEen4K3ZAN2YHG2UvXspQ9/uQo/ePp9DI4tTk7sLVhX/OLwB/j5yy24vrwg7mfLjKcsuT/M+q6/1zqAfdtXoLt/EqvyMjA7L/nsqa8ejLr/huKInjdRNIWj3aHe6Mn/8JgRFZAndItGr3Z5pmc13wPkjcyN9YV+MrSk6S8O44UypqS9vR0AkGIRyElPAuC7JNWfYDmY3uoMwuPTkg7YzXp6//GNawOeMVOZnEcpqUmEoD3eA3XA+HfU2DHk8ftp7hxBhSMHFY4c2Jcvw/oVVp+/Q9av01ISidv38+MDpsFLdGrd9S1nBSzWfCwEGIAnW/PDd0q0JEW7/MWXpMxcFNz5P92zmv79t/87AOCjJVakJoenDNefLi6cLClxLOk+7GY9ve+7owz7tq9AVnoysjMCv2Z5q/FKWM6PPH9Hh97sNA3Ez3UM41zHMI6d7kG5w4aHv1yFPVvNA3LWr9NSos+2ZZbtdQ+2jMbzKcaba9F3+BGMN9ea7uttG/W61IISzTpnV0PAwToQ/51vKPbibe6BZa673+PNtXj2f30BTx9+GykWga/vXeHeJtSLDF+91dV93Ovr6zX93dlbPf4s6Qy7WU/vuoYeHD112WP7fdtXGC7XW5WXEb6TvMp51Kn7eUf80JudWJWXiYGRac3yCkcOtpTY2XedlhyzUjd1e7rpC6cwPx5chyyRko7UwmuQbLUje/udAIC+w49onktfVmBUNmO2jb7+PpSadaJA6buuqUvAMstuwsSHbwGzU1E7n8m2t9D/2mP44Hwnvv2bC5AAfOfmlSgrTHdvo5+TIFC+BpCaBfTsrR6flnTAbjTwFDDvPtLdP+lX0F5gkwN2o9prCoxR33V/+ueb1bLbs5ex7zotWUalbuFqTyfNTsHZ1YCM6oMegbUSdOszfkZlM0bbTHedNWw/6+xqCOmcFRx0Sv5Q3j/6+UYACUlpmZiPYsAuTY+h6aV/xmef6cLI9Dw+vzMf91ZpS7tCnZPA1wBSo4CevdXj15IuiQHkgPCBuyo0AbVZqURz5wiOnrqMAzWl2LO1CMUFmVidn4F921dotttWanfXXj97tA3f+Vk96hp8B5kUeetXhndmOqJEEGw7RCNDtU94dKFRgnB9WYFITvMoffGYVv3Ce2GfPVks077POeiUAqH/PzrR9Abmx/ujeg7DU3P4wjPt6Oofxae25uK7N6/02Gai6Q2vpWf+KCwsRHl5OQB4lLkoAX1JSYk7k67PwoeztzpLbUKzpDPsRpSs+IGaUrRfGsPA6DSGx2fQ3T/p3qb98hhW5WW62wI+/lITVuVlICcrFTs25eO91gF092lnSOUAx+A8/lKTZlbZPVtCew2dswvhOC2iBBNcdxV/KQGOMsPyZOsJJNtWuQPx4eNPIbNsr7sd5IrP/RiDtf8KZ1cDnF1nw3YeyfZi5Nd8y6O1JQedUiKZmJnHwWfb8WH/NG7dXIC/+fgKCCEPwE7KytNcPIye+k3Id4+8DT7Vd4SJVJB1SHYAACAASURBVG91fwbAkndXVcCunzlT6RqjX66UWzx7tE1TItPdP+nuFqPHAY6Bq2vo8Rhgeq5jMKRj8vdAV6Ps7Xd6zBBqsRZiYSzETJYlCZllH9PUsCtBunpyNkDOBk40vYG01ZXIKNkZtnIXNXVJkDpg56BTCkQsO8bMzC3gK786jzOXJvHR9Vb86I4iJFkWuyUl5xRpAnYlyx5K0B5omUsk2jqy1CZ0S74kRs2sa8zuyiIcqCk13OftJvNbrXnL07CpeDkO1JRq+oc/+sI5lsj4wWgswcDojMGW3h2oKcVn9pW4L8CIrjZZm6qRWXaTZtnCWC8yK24J7cAL85g4dwRtD9+C/tcew+Drj/vcxdnVEPYSGMXscI+7/njF536MnBvviUq/eFpaYtUxZn5Bwjf/4wLe6hjHR9Zk4p/+ZB1Sk7RhWG71QY/3cqgXGJEsc0mkc0h0V1WG3axrDGBeSjE+NWd6vP4RJ/pHnGjuHEH7pTGsX2nVlHcwgDRX19DjUVYUjAM1pXHfE58oGrK3f8Kj9jwlpwiZFbe4ZzcN1sJYf8SC8EAoP4cyEDa/5lsxPiNKRPqyrWj593f7caRFnsvFlpGMh165CABIzlkJS2o6krLsSPnBv+GhL30SUL2XQ73ACKXMJVx92iNVanM1uaoCdrOuMYBBe8EAHTvT49Hd5Ocvt7iflxbpS5Ds2aleM+sHakrhnF3AlaFJjw4+rFknkin15erAena4B3ND3TE8q9BYsvKQkl3gUX4DRGtiJ0pE/gSZStejaAbsI6oEoBK4y4Y02z300ENhn608mDKXcNedcwbV0FxVATsgB89GAbQ6mO/um/CrtaAvzZ0j+M7P6g0z7VdbS8i6hh4cOtEpT2yoGx9XlJvhNWBvvzQGwLjdI2vWiRbl3Xw/ALiD9lAz67G2/Lo7sWz1Zndfd7V4mwiH4kMgQWa64zrTmX4j4WvVK/C16hWm69NWVyK3+ovIcjgAOGJ+Qcq68/hy1QXs3ijBfF2DZ7Y8FPoOMuoM81Ivnalr6MGhNztN+6YD8gym6alJmJqZN1xv9LvYVLwcX7h945J93YiCJc05DZdbsuxYCHJSpWgTy7KRs/NP3Rcg6s40KTlFYcs60tLjb5CpTOSVtnozlExSODsaBcPZ1YDLT38jbsZl+Jp4iaLrqhp06i8l2x6uGU3TUiyagaiH3uzUrD/0ZqdmfaIMXPV1no+/1ITv/Kzea7CuMAvW7dnGM70xWCcyZpZ5Tsnx7PMcr5Zf9wl3sK50pnFeasTEuSMM1skrfwY3KrPxTjS9DmfX2aiWxfgjll1s1Iz6tFPsMMNuYndlEQ692anpzx4MR2GmZiDqgZpSjwBW3UbyQE1pXA1cVZfuAND8W32XYM/WIqxfYYVzdsG9Xt+yMRh37CrWHGfP1iJ3f3wi8mRUy55ZcQucl5tieFaBUV90+DO7KpHCn8GNRgHx3LAusZSSLv8dwdlPk+1rMTdwwWP57GBXyK0cw4V15/GDAbsX+28o9giuiwsy0XnF/+4mHb3abY+8qx0AlmtNxeDYYv32a7r1RhMyRav+XV+6o3j2aBsqHDmabY+d7tFceOzZGtx5rcrLwKbi5SiwZbh/vnKH7aqq9ycKVd7N92PZ6s2Y6jgJkZzmtcOLxZqPhenxiAYm/lImRlIHKvo6Y9auky++gkyj2nWRlgmoZzuNwvthbuACbNUHIc05IZLTMHPlQ9d8Bq9joun1oEtjwtXZheILA3YvlNKYQyc6MTA6jXMdwwEF60acs9rSjxX2DE3A3qXL6OsHVUaz/t2oT7rCbAIpRWPHkOm69FQLMtNT0D+yWGtb4cjBvTUbTAcEM1AnCowyyZDSt1yRtrIcGaW7IM053cGv0aDOaEtbXYniL/3SY7nSgi+cHTPo6qMJYg3uQiWlW2HexDlypDmnuz2p/r0azN0kzii6dLGG3YfdlUX4wZeqsKUk+MEW1ozF6yJ1kAoAOzble2SrFXu2FHkMVv37p9/XbKOvhw+nUDqw6H9OtamZBY/1W0rs7gG/iVC/T5Qo9Bnp3JvuQ97N97sz2aOnXgzvE1qS5T8BSrbmma7L2lTtkXkn8pcSxLa1taG+vh69vb1YtnozMstuQmbZXtiqD8ZswKlIXhynpX+vBnM3yWjQLS0NzLD7yZ8+7Xu2FAECGBiZ1mSgZ+e0fQxX52fgo1tWIC3F4rXOe/1Kq/vf+t7lbroWiUq5TFqKBe2XxwBJPo5SW26UqdaX2Kgfq/vWA3LW3agfeqi2ldqvqu45RNHiLUM93lzrMdlSqJJz12Cu/7zpeos1HwtjnjNIZ2//RFjPg0ihD1oHzxzB6LEfxehstNRdncJxN4mdXZYuBux+UvdpT0uxGE7ks3/X4mDIx19qwpF3u9HdP4lpXQeUm69bhXKHzSNbrqeeFMisPOVcxxAef6kJ991RZhrUK20RlUGt5Q6buyf6+hXa2VnVNfpK0Lyt1O7+ufU96h2FmR51+oFQDyJ99IVzmnVG9ftEFDilPEYvEt0ovAXrAJC+ejNSC0rYppGiRh/EZox2QDvzh/DYx+zCMtz0WXSz96q/OKPo0sWAPQBGtdS3VnkOAK1r6DHNnFc4clDusBlny3WUrPOhE53o6Bkz3GZg1Ol+Ln9m/dSfl35Qrb5G31cP9dl5CQU5abgybF4Co9x5MDrOqrxM9+umv4vBSZGIIsufiWMs1kIsjPUarksrvhbOTu+JB73s7Z+QAxJX20aiSNMHsZlD2bj8/q/d65W7O+q7TemrN2PqYgMW1ANRwyRtdSWSrXZkb78zIheq7OyyNDFgD5FREP+Lwx+Ybr9jUz5+/nKL4TprejKKC7Ngz16GlGSBnzx/1mMQqpkj73bj63dv9lm2Eyhvg0cB+NX2UrnzoFx8qDP06qBcfReDHWGIIk99C96sm0zhHz+I6a6zGGs4jKQMGzJKdroHrE51nPQasGdW3ILsaz+O0VO/ASAWg3WiKNMEsYWFhqUn6oDdqFTMkpUXlgA+2ZqHlNzVmO46G1L5C7vBXF0YsEfAyMSM4fJ921d4rVkfm5rDuY7hoMpMlMB5y3obzrR7D7ID4W3wqD+U9o6PvnAO20rt+MGXqry2pWRHGKLoUt+CX7Z6MwZffxzOS43u9VMdJ5Ff8y33REZ6Rhn6zLK9muwhg3SKN/rSE/XF6+zgRUw0veGxT/qayrCM+dAfY/j4UwG3cGQ3mKsPA/YIuPm6VYaBub+TMAVbE/5PL5wLue1kqKwZyRibXGyOtX6F1XAgKYNyovijBAzqNo9Kje14c61HNlCfoVcy7wzQKREpQXz/a48ZBux+dT9KSUfSsizMB1j/HmgLR6NuMAzYlzYG7BFw3x1lAORJkNQlLavyMtDcORKx541WsL46LwPLs1IBAD0DkxhQ9ZFXB+sHako96uo5kJQovhl1qlCmcgc8s4Fmg+SMAnyieDfeXGs60ZhfswXPTmE+iEmXAm3hyG4wVx8G7BFy3x1l7s4tSvmHt4mI/J1BNSs9Gds35GH9CivaL42ho2cME1OzmqA50m7+iPEdBD2llSQHkhIlFn0Qru8m4ysb6C3AJ4pn3jonzQ12BXy8tNWVyCjZaXoRoC8f8xe7wVx9GLBHmL78w2xQqGOF1a+AfXxqDvtvKEZjx5Bm8Gag9myRz8nfY1Q4cmBfvgyQgHea/bvVp9SocyApUWLTd5PxlQ0MNMAniiZvgzX1/9fTVlfC2dXgfpxZthcpuWs8Bmkn29dibuCCx3Olr70WeTffj5krH2rKbNJWliP3pvtCbuHIQP3qwYA9ivS93DVZasl8Pz19p5Vg7N9VbJjxX5WXYVhrv2NTvl9Z9QpHDuYXJFxfXuAOzlmzTpTYAp3QJdAAnyha9IM1161bB4vF4g7e9f/XAe2YjtSCa9wDsJet3uzebqrjpOEAbOUYqQXXaAL2jNJdvIilgDBgjzJ18FrusGlmEVUH4Ur9t36iIgBGczz4pcKRA3v2Ms0ET/qM/9fv3gwAmgmivJXzVDhyNLO6Kv9u7hxBucPGQJ1oiQhkQpdwzNhIFAnqwZrDw8Oora1FcXGxptOK/v+6rfqgO5s+VPsElq3e7N5G2W6666zmefSlLuoZTY0eE/nCgD2G9Jlno9KRuoYej4B9/QqrZhKiCkcOAGgCZ7XV+Rm4+bpV7sGw6ud/+MtVOPRmJyBpZ2pV+qYrgbq+Fl1xb80GAHKA390/oTkvDjAlunqFOmMjUSSoB2uOjo7CarW615l1WtEH1/oSL/1A1cyKW5CSo/3u410nChUD9jhiVDqyu7IIe7YUaYJ25+yCR3Bf19DjMXuqkv3u6pvEk4dbUe6wAYBmP7NyFfXxlHaM6nIeJfOuD/DVATsHmBIRUTxRD9Zct24dzp8/715n1mlFH2z3JxVgobfXHdzrx2xMnDsCQDvgmnedKFQM2BPA/l3FHrOD6gPt3ZVF2LO1SBMwzy9oC+PVte/qnuhG9CUw77UO4IG7KrxmzDnAlIiI4p16sGZ+fr7PTisTtk3oKv0sLH0taB62YLZlGOKD51FdXY3Nmzd7BPRq6mw87zpRKCyxPgHyTQmEP7OvxGuQvf+GYs3j68sLtBvoat+9tZnUZ8f9zZbvrizyGdgTERHFg8LCQpSXl3vttjIwMIBx2yacXbYNLRNZOHv2LHp6elBbW4ve3l539jxtZbnHvix9oXBhhj1B+Oq0otSbK4NVlQy3x8BWP0tWmC0nIiJarHu3Wq2YnJxEeno6AMBqtbrr3o1mCZ6vuBMTtk3IislZ01LDgH0J0Nevq7Pw/gxsNcN2jEREdDXS92qvqqpCS0sLFhYW0NPTg5UrV8Jms2nq3pVM+8C5/0T7RBrGMzcB9fXu7jNEoWDAvgQY1ZubBdoMwomIiMzpe7VXVVUBAEZGRmC322GxWOBwOLBx40aPQDxrUzU6F/Ix3rbYVc2s+wxRIFjDvgQEW29OREREWupe7cpj9TKbzYa8vDzTIFzfbcas+wxRIJhhXwJYb05ERBQe6l7tymMAhsvU1GU0SutIb91niALBgH2JYKkLERFR6NS92tUBt7cg3KiMprzcs2sMUbAYsBMRERGpqHu1e1umMCqjYWadwok17EREREQhYN06RRoz7EREREQhMCujIQoXBuxEREREIfJWMkMUKgbsRERERDr6yZOIYok17EREREQqSteXtrY21NfXo7e3N9anRFc5BuxEREREKkZdX4hiiQE7ERERkQq7vlC8YQ07ERERkQq7vlC8YcBOREREpMOuLxRPWBJDRERERBTHGLATEREREcUxBuxERERERHFMSJIU/oMKMZqWlmYtKSkJ+7GJEk1bWxucTueYJEnZsT6XaOLnANEifg7wc4AolM+BSAXsPQAyAFwM+8GJEs8aAJOSJBXF+kSiiZ8DRBr8HCCioD8HIhKwExERERFReLCGnYiIiIgojjFgJyIiIiKKYwzYiYiIiIjiGAN2IiIiIqI4xoCdiIiIiCiOMWAnIiIiIopjDNiJiIiIiOIYA3YiIiIiojjGgJ2IiIiIKI4xYCciIiIiimMM2ImIiIiI4hgDdiIiIiKiOMaAnYiIiIgojjFgJyIiIiKKYwzYiYiIiIjiGAN2IiIiIqI4xoCdiIiIiCiOMWAnIiIiIopjDNiJiIiIiOIYA3YiIiIiojjGgJ2IiIiIKI4xYCciIiIiimMM2ImIiIiI4hgDdiIiIiKiOMaAnYiIiIgojjFgJyIiIiKKYwzYiYiIiIjiGAN2IiIiIqI4xoCdiIiIiCiOMWAnIiIiIopjDNiJiIiIiOIYA3YiIiIiojjGgJ2IiIiIKI4xYF/ChBAOIYQkhHgj1udCRJ6CeY8KId5w7eMI8bn3uo7zZCjHIaLQud6LkhBiWAiRY7LNd13bPBTl06M4wICdiIiIKD4sB/CtWJ8ExR8G7EtbN4AyAH8e6xMhIiIiryQA0wC+LoSwxfpkKL4wYF/CJEmalSSpWZKkzlifCxEREXm1AOBxANkA/luMz4XiDAP2GBJCfFwI8XMhRJMQYlQIMSGEOC2E+J4QIk237QGldk0IUSyEeEYI0SeEmBJCvCuEuMPg+Kb1sUKI24UQR4QQ3UIIpxDikhCiTgjxVwbbJgshHhBCnBRCjLv+1AshviKESArri0J0lRJCZAsh/lEIcVEIMe36XPimEMLvz2khRLkQ4mkhxGUhxIzr/f1LIcRGH/utEEI8KYTodX2mnBJCGN6ZE0KsFUL8VAjxgRBiUggxKIQ4J4T4F1/PQ0Q+/QDAFIAHhBB2f3cSQmQIIf5SCHHW9R4eEUIcE0L8XybbdwghJNe/Dwohzrj263G9l83q6JNd3/1vuuKWKSHE+0KIbwghkoP5gck/DNhj618BfArAIIBXAPwngDUA/hbAyybBsAPAOwCqABwF8B6A6wD8RgjxR/48qRDifgC/A3ATgA8B/BrAWQBrATyk2zYJwIsAfgLgGgBHALwGYBOAfwbwfwIJKIjIUBqAP0AuX6uH/D5bC+ARAD/35wBCiH0A3gXwWQCXIb+vrwC4B8C7QoiPmuyaC+AtADUA3oD8OVQJ4Bf6wW1CiDUATgH4smvRywBqATgB/BcAN/hzrkRkTJKkywB+BsAK4Nv+7COEsAI4BuD/AVAA4BCA45DjhGeFEP/oZd+HATwG+TPjFQACwH0AfiuEELpt0wG8Cvm7fwPkz40jAFYA+AcAv2Y8EEGSJPFPjP4A+ASAdN0yK4CXINey/blq+QHXMgnADwFYVOu+4Vp+THcsh2v5G7rlFyDfevuIbrkAsFe37P92HeMsgELV8hUAml3r/musX0v+4Z9E/KN6j0oATgPIU60rgTwORQJwp2r5G65lDtWyTAA9ruX3657jm67lFwEsUy3fq3ruVwFkqtbtADAGYB7AdtXy/+Xa/lGDn6UYQEmsX1P+4Z9E/ON6X825/l0IYALAOIB81TbfdW33kG7fR13L/wDAqlq+CUCva91+3T4druWXAWxULc8D0Opa9zHdPo+5lv9/AJarllshJwElAF+O9Wu5VP/wSiiGJEl6UZKkKd2yMchfsIAc0OudB/A9SZIWVMv+CcAQgOuFEKl+PHU+gGFJkt7VPbckSdIbum2/5vr7W5Ik9aq2vYzFq/+v+/GcROTdf5MkqV95IElSG4C/dj38rz72/VPIX/JvSpL0mHqFJEn/AOAkgNWQ7+jpLQB4QJKkCdU+70D+crYA+Kpq23zX36/pDyJJUqfrnIkoBK7v2p9CvhD/7962FUJkAvgi5PfxV10xhHKcZgB/43po9j39l5Iktaj26Yec4QeAParnKYB8F+0igM9LkjSi2mfMdQ4zAL7ix49IQWDAHmNCiFIhxNeFEI+66tmfBPCXrtWlBru8IUnSjHqBJElzkAP5FAD+1LydBGATQvyrEKLCy7kVQ86a9UmS9KrBJocADAO4RghR5MfzEpGxQUmSjhgsf9b19y4ft5qVcpenTdb/u247tffVX9gGz63e56Tr7+8LIfYLIZZ5OSciCt7fQ86yf0UIUehlu+sApAM45QrQ9Z5y/X2jyWeI0Xf7B66/V6iW7YUcYxzWJxoBQJKkHsiZ+UpX6QyFGQP2GBGyHwFoAfBjyBm0zwO4F4ttGK0Gu3aZHFK5qk4zWa92P+QA/wsAzroGmTwnhPi0rm5+pevvC0YHkeR7Ycq6VX48LxEZM3uPjUC+KE4H4K3Nm/Je7TBZryw3ep8aPrdqn5WqZU8C+BWAcsile0OugW3f40U7UfhIktQH+S5XBuRSGDNe3/uSJA0DGIH5Z4hRTGEUTzhcf/8XsTjJk+YPgArIpbW5Xs6XgsQRvbHzaciTI1yEXALzJuRM9qyrrMUJ+T++3oLBsoBIknRGCFEOeZDZ7ZCvnP/U9edNIcRefRbf2+FCPR8iiriwvE8lSZoH8GkhxA8gl+x9DMBOyFn47wohaiRJOhGO5yIi/L+QS9K+7BocGizT97+uvNYbJcH7PuTxNt44/TwmBYABe+x80vX3VyRJ+p1u3fpIP7kkSdMAfuP6A1dpzDOQuzwchDwK/JJr87VeDqWs647MmRJdFYqNFgohsgHkQG7zNuxlf1/vVYfrb6P3qdk+yvJL+hWSJL0HuUPVQ65zfAhy4uHHkDtTEFGIJEnqF0I8CuBB1x+P9yJ8vPeFEMux+BkyFMLpKJn4OkmSHgjhOBQklsTEjnJryuh21J9G80QAQJKkc5BvvwHAZteyTgCdAPJdLeM0hBAfh/xzfOiqXyOi4NiN3mMAlB7Kb7qy22b+0/X3Z0zW/5luO7VrhRBG42WU567z8ryQJGkUcjAhwfXZQURh8yPIJSr3wbik7STkYPw6k/ex8t4/HkA23cjrkLtG7RdCpIRwHAoSA/bYUQZ13KfuderqlexX79VguCZX+Jp+UgTXYJQa18OLqlWPuv5+RAiRr9q+CPLtOgAw7fFKRH77oXqiFCHEOgD/0/XwMeNd3H4FuX3bbiHEfeoVQoivAfgI5Oz6rw32tQB4VAiRodrnOsjjaiTI3SqU5fcIIYyC8tsgl/BdNFhHREGSJGkA8jwoaZA7sejXT0Ceq8EC4DFX1xgAgBBiA4C/cD38SYjn0e16Hgfk3u4eA2GFENcIIYw6UVEYsCQmdn4Cubf6VwHsFUKcgXz1vBvyFXWkpiVOhRxg/1AIcRLyQJVUyH2X17geP67a/h8g16neBqBVCPEHyF/M+yAPiv0N5PIZIgreW5Dfhx+63mMpkN9jGQD+XZKkF7ztLEnShBDic5AHgv6LK2j/AHIf5m2Q+zl/xlUKp3cIwFYAbUKIYwCWQ37PpwD4G137108B+KUQog1AA+TM3jrIdewLWAwOiCh8fgTgAQDZJusfBHA9gFsAtAshaiG3hPwYgGUAfiJJ0kthOI+vQw7YPwWgRgjxPuS78JmQB6JfA3miRaPEAIWIGfYYkSTpA8hZr5cgT1TwxwCyAHxJkqSIZdghf3Hf73refNfzfgxybdtfAbjOdUWvnOe8a5uvA2gHcCuAP4Lc3eZ+AHeHeJuNiORBWh+DPI7kesjvs4uQL9wP+HMASZKOQr7wfhZyz/W7ARRBbun4EUmSjMphAGDA9ZyvQZ79eC+ARsi9lv9St+0jkLP9Y5AHmn4S8syKzwHYKUnS//HnXInIf5IkDUEeH2K2fgxANeTv8H7I39kfhWvmY0mSwjJXiqud422Qu9m9DaAM8ufMRwD0uZ7/O+F4LvIk5M58REREREQUj5hhJyIiIiKKYwzYiYiIiIjiGAN2IiIiIqI4xoCdiIiIiCiOMWAnIiIiIopjDNiJiIiIiOJYRCZOEkL0QJ7wg7PeEckTUk1KklQU6xOJJn4OEGnwc4CIgv4ciEgfdiHEaFpamrWkpCTsxw6E0+nEzMyM+3FqairS0tL8Xk8UDm1tbXA6nWOSJJnNUrckxcvnAFE84OcAPweIQvkciEiGHcDFkpKS8nPnzkXo8P7p7e1FfX29+3FVVRUKCwv9Xk8UDhUVFWhsbLwas0tx8TlAFA/4OcDPAaJQPgciFbDHhcLCQlRVVWFgYAB2u90jGPe1noiIiIgo1pZ0wA7IQbm3QFy/vre3lwE8EREREcUNdolRUUpk2traUF9fj97e3lifEhERERFd5Riwq7S0tKCzsxNDQ0MAgIGBgRifERERERFd7Riwu/T29uLChQvo6elBa2srhoaGYLfbY31aRERERHSVW/I17P4aGBhATk4ONmzYgNHRUTgcDtawExEREVHMMcPuomTTc3JyUFxcjNzcXDQ2NrKOnYiIiIhiihl2F3WLx4WFBZw/fx6A3OR+3bp1sFgs7BxDRERERFHHDLuLup2jxbL4sgwPD6O2tpadY4iIiIgoJhiww7Od48LCgnvd6OgorFar+zE7xxARERFRNLEkBp5BuMVicZfHrFu3brE8ZqoTzZcuYihjAjc6dsTiVImIiIjoKsOAHfKA07a2Ns1j9Qyo+fn5+Ld3n8MrA28AA8Ch1tfw/dseZNBORERERBHHgB2LA05bWloM13841YlXOt/QLDt96Zz7760rK3CjYweOd7yjeUxEREREFCoG7CojIyMAgPr6elRVVbkz7EpwrpaalIrvvfJ3AIDnTv8W92y/G0+det79mBl4IiIiIgqHqypgV3eC0bdn1NexDwwM4MOpTpy+dA69Y/2adXvX78LM/IxmWf3F9zSPT186x4CdiIiIiEJ21QTsSicYQO6trs6gA5517OdnuvFw7U8NjzUnzWHrygo8d/q37mVJQttwZ+vKinCePhERERFdpeI6YPeWEQ+UUQZdfUz1xEl2ux0/OfVvpseqO1+PzqFuzbLGK60AgLLCUtjTbSGdKxERERGRIm77sOt7o4c6YZHdbvf62OPiQHg/Xudwt+Hypt5W1HXU43uv/B2Od7wT0jkTEREREcVtwG6UEQ+FkkEvKSnxKIcxuji4fdO+kJ4PMB6sSkREREQUiLgN2H1lxINRWFiI8vJyvwac3ujYgd3rqkJ6PtaxExEREVGo4jZg95YRDzeji4PjHe8AUuDHumf73SgrKMWq7CI09baG6QyJiIiI6GoV14NO1bONRvp51ANOP5zqdPdYB4BV2UXoHu3x61gvNx/FwOQQALj7spcVlnJCJSIiIiIKSlwH7NGkvjj49YlXNOuy061+B+xKsK74w4d1nFCJiIiIiIIWtyUxsaSvPQ+lTWN2ulXzmANRiYiIiCgQzLAbuNGxA9+/7UF3GYvSqtFf1tQsrFxeiKo121BWWKopr+FAVCIiIiIKBAN2Ezc6duBGxw4c73jHXdLir7GZcdz7kQfcpS/q4J/lMEREREtPXUMP3msdwLZSO3ZXFsX6dIJm9HMslZ8tkTFg19FPoBRsCcvpS+dwo2MHnnj7GdRffA9Va7YxWCciIoqRuoYeHHqzE5CA/buKwxZ4jV740AAAIABJREFUPv5SE157txtd/ZMAgGePtuHhL1dpjq8PeNWPAeC91gGkpVjgnF3w2Ea9XNlW/+9w/Sx1DT34zs/qNT8HAM2yAzWluO+OspCew+y1COTn8PYa6l/LpYABu4oygRIAtLW1oaqqCltXVuC5078N+FhbV1bgibefcWfnW/raALBjDBERUTTVNfTg0IlOHDuz2Dzi2JkeTeBpFPz5ExQ//lITnjzs2cL5F4c/cO+blmJxb6MEvOrHes8ebUOFIwfnOoY9lpv9W3+BEKz3Wge8PgaAJw+3otxhC+r59BcE+tdiz5Yivy6m9McxE87XJtYYsKsYTqBULtezv9x8FAMTQ2i6Yt5bfVnyMqzLXYN7rrsbNzp24Bfv/kqznh1jiIiIokPJqB87bdzlTQk8ARgGf/4ExW81XjE89rmOYfcx9X57/ILPc9cH67681zoQUPmKWfb+TJs2DkpLsaDcYfMIig+92Wl4bF/Prb8A0L9+x8704NiZHvdrrT/PK0OT6O6fRJJF+HhFtM+pP5dI3W2JJAbsKna7HW1tbZrHwGI9OwD8j8M/QN154zfh9Nw0mq604tWWWpy+dA4rrIXuzDoAZC/TtodUym2YcSciIgofdQbWG6MMsplDJzrd+ygB5Kq8DDR3jgR0boNjMwFt7w8l4DYqadGX5ujvNijbGnHOLmB3ZZEmEw4Ax073oK6hx+PY3p5bOU/1c5m9fj9/uQWNHUOGdy8ClZZi0QT+7ZfGPO62JEIWngG7in4CJaNJm27ftM80YFe80X7C/W9rWhZSLMkotObjI6u3ajL0qUmp7g4yzLgTERGFh1kgXlyQic4rE+7H3X0TWL/Sarit3sDotOFFwL7tK9DdP4nUZAvOtA8Z7AkcqCnFW41XNMHppuLl+MLtGwMOTJWyEcCzXEe5qFA8/Oxp/ODp97Gt1I5bq9b4dRGjplwI3HdHmUegq89cG5XT+AqCj566bLi8uXPErwuhCkcOinLTNcfRL/PntfXnXGONAbuOegKl4x3vhJz9HnOOAwAGp4bRdKUV92y/GzPzM9i6ssJjQKsyUJWIiIiCl5ainWZGXRutLpVRSjC2rLeZBtsKe/Yyw+UFtgz89Rfl726jmvY9W4tw3x1lKHfYNAHzF27fiN2VRR5Bti+r8jPdwaVHkKmrFOkfcQKQA+PTbYN+P4dRLfn+XcWagF0J5tWP1dlz/XrA+x2NPVuLcGVoKqA7FiMTM5hfkDTLtpR4Pq8v+v8v8YgBu4njHe8YZr9DnfjoZNdpVK4oQ1Nvq8fsqezRTkREFJq6hh5N0Gw0uHRgZFqzz5n2IRyoKYVzdgHd/ROaunclEw7Ao5QE0AamztkFj/X7b5Cz4bsri/Dwl6s8OqQYHdObtBQLHn3hnGE3Gf3PpaYE74o9W4uwfoXVawca5bzNzl+hnINyt+H68gIAwKMvnHOXoUAAKUnmtefK62R2F2DP1iI0XxjCleHFn6Orb9JjuzNtA9ixKd/0eYwY/d7iDQN2E2bZ72C7xigar7SiUTdwdbejCreX7WN2nYiIKET6LK4SjPmqa3fOLuCBuyrw+EtNmoBdyYQD8KjlPlBTqglc9VnmfdtXaNbvrizyWkbiy77tK0w7zgRiz5Yi/OC+Ko/lygWAWS16Y8cQ3mvtR1qKRTPIVf+6BpIl12fz1RcFgPYiwmwAsdq5juGAB+0a3Q2INwzYTaQmpRo+VmZBfbn5KJp6WzEw6f0Wmj/6JjzfsI888gjq6urQ0NCAK1euYHp6GkVFRaiursa3v/1tVFZWhvy8REThMN5ci6mOk0h3XIesTdWmy4iiwaw0w1dwvK3Ubpid///Ze/Potq773vdLiDMJkiA4gINgiAokipTIiLJoTaHSUokZh24S17m+TW4q1XEVvfg69bvrxXHS5vWuuk1dpdcrjdNcRzfxk6s6TnodvdhSFbo2n02FGkzJkkWak2hSEMUBIAmBIDhPeH9A+3DvffY5AEhQIqX9WcvLAggcHIznu3/n+/v+aIHNV2L5y3yDZu2lfrTfeAf7tuUx2eV0VTwceofYirJWSg2PLTsJDteCd5944EVoedFpuw8R5Acf3hT2ooOmsiwHWaZE5jp+UUP+/eLxpTkcCMW2NJSsN6+6rHYp2DWYnpsWXj7juIBTbbVBG0/DoX2wE9/73d8zTac/+MEPMDY2hpKSEkWcNzc349ixY/jVr36F48ePo7q6OmL7IJFIJIthtK0O/a8+DQAYPnMMSZv+ALFZ6+Gp+zlzXUrZF6Rwl9wWiHWDxPYReCFPyM9IxLce3Yw9WywqUcgLctFigEkg6fehs3eEuU/P4LgidA8+vElVkTYbY+EOMTlmR1EWU73mL9PPqYcS9zs3W/DNL5lDGlCkteB554Ne5nbvfNCLgw9v0nxdtSC2mbyMRKUxlJwt0BPQosepLMvRbFzVwjs6vWpEOs2qF+z8ZNJIwVtfSnOLGV87TXpCGryTPsz550LefkaiCeakdCb2kW46feONN7Bt2zbEx7NNLj/96U/x5JNP4oknnkBPTw+io1f9WyiRSFYYoVTHyW1mbt4AAEzMzKO+awTvnngFH9wYQ693GmsMUbCaYvFgoRN/tuMdfOLPXgzcVlbeJbcBYp+gY/uIkKetFUSsA8EbJ3kfdzgJL+dbBoQV6WBinReyRTYTYxPhhyxVluVgZtbPCHZy31Cy2rW86qlJsYxnfHh0Gs8eaUD1Tqtye7JogR8oyDUqU0eJh70gx6iq0hNoq48oZlF5/852A1EBzzv/WhoTouGbmFUuJ8SuwcQ0q816hsbxzEsNqyLKkWZVqz3RZNJIiXbF+tJaq3RdazWc3pwIzysFAEPjHnyusJIR7HTT6e7du4X3++Y3v4kXXngBnZ2daGlpQUlJSdiPLZFIJFrwFfOcr/6IEdajbXUYufRbjLW+x9zvxEce/NW/B8T7+ow4VG5IxejUHC71jOHHp5042ezBr5J+gLSZAWXbSZs+jZSyL0rhLok4WrYO8h8/2ZRu4uQ91PTfgAXLhtaUUy1II2Y4FekDVXZFoBPo5yDy5IsqzifPdSv3DSUvnbelAMD+qg3M441OzAaSdq4EFkRPPVLMWIpE+eah2lr4mEX6/Xr+Gwve+xYHa0veas9gmnh5sU7zSs1VvHyqHTuKshi70kplVQt20WRS8v9IVdzrHYEPZ/21Bnyt7NElb4+m4cZlJuYx1KbTmJgYAEBsbGyQW0okEkl4TDg+UF2mfelEzPNEG6Lw2FYz9j+QiU9kLJwZHPDN4OCvu9DinMDf/FsDXviSTfnbWOt7GGt9T7UokEiWSiiVcj3xKvpbRakF1TsXoiFDFevxMQbs3pKt2GGCxThWlFiQl5mk7DO9D3S1PRzvOBHWJA+eJtQMcrKYeflUu6o6TrbB79PLp9qV+wLa8Yl8rCZ9O633SPQeFOQaQ07dIWclaD/+SmblB0/qQCaREubn59HQ0IDOzk40NDTA5XItaft8RX16bhp7bOquaj2i+FBUivbBThy79HpYYv3YsWNob2+H3W6H3W4Pa18kEokkGAm2bcLLo211uPnuEc37PVKajuc+v5YR6wCQZYzBX1flAwD+o82L6Tl1fNrNd49gtK1uqbsukSgQcVlRYkFFqbYYFVXitf52+kpAOD77s4awstMnZ+ZRe6kfR0604pmXGoILyqgFCwu/D0drOvBabSeeeakBAx51pGEwjtZ0qMR2OAkpe7ZYlIhLmt7BMdQ3OVXbauv24pmXGlDf5NQ9IzE9q93My7/W5DI5a8Df7/ChcuRnsI2s8bH6cjfU5t07yaoW7GQy6fr161FeXg6DgX06fAU+XPhc9NLcYjy0qTKsbfjhD3qbU221mn/74Q9/iAMHDuDLX/4yNm/ejD/90z9FTk4OXnvtNaxZsyasfZFIJJJgJBfuRc5Xf4S03V9TKt+ksj7V17KobRZmJwAApuf8GB5Xn6Ke6mtB/6tPS9EuiTinG52K0K5v0s9Q5y9rCVkybElERWlgoXD4UDnSjexZ8Hcu9grvo9o+tb96YppPjAmX/IzEoD7u+iYnXjzerLx2xJpyoMqOihILim1pgX1uXKiCH6hSFxNPnuvWPSNB7EKE3qGxhfeLr3uSywJ5ReIm992fx1w/Oa2fs84//kpkVVtiAHYyKRDwsgOAx+PB0NAQXC7Xoq0xxMfOTzulr/uP9jqc7/4Ak7NTQbamTf21BpxxXBBW2d966y3U1i4I+vvuuw//8i//gm3btqluK5FIJJFksuejW42lPUvazg1P4PcxxhCFtATtQsPIpd8CkE2pksig5WOn4RsZeSpKLHA4fegeGFP/7Vbl3u2dhDk1XrHLAAFhe5NrJjUYolT3p5swRfu/1W5GXkaiUJzzCTFaiSkVJRYgSp1hXpCbElSs83Ycel8rSi2q6a+aNh2N2mWxLQ3m1HgU2Uw4fKgcr9RcRbNjmPHGV++0MvtOBizxk1eBwBmEIpsp5EFI+RmJ2Hd/3oq3wwB3gWCnIRX39vZ2DA8Pw+v1oqGhYUnNqLtt21VCmr8u25iBs44LuOENL1qI5u9q/wn3peXhv2x7lNn2O++8AwAYHh5GU1MT/uZv/gZ79+7F3/7t3+Iv//IvF/14EolEIkLPp75YXmkYBAB8ar0RsdHaJ3Yne5qVZlZRw6tEEg68X5q/TMcxEuFHRCKgPXGTUJBjVBpCBzzjePlUO1ocHs1scpvFiP/6SLEwnUUk2uNiDMJ9KLalYX/VBgAB0ez2TsKcEo+ZObEqrt6lTlMBAn5vvbQY/j68bUQ0xEhJieH2V8tbTnzkxF/PDzx6peYq5ub9Sl473/wr8tST56PV2FtSYEKaMQ7wgxnYtNK5qwQ7EBDt7e3tGBkZgd/vh8lkQnt7+7JEP2rFPC6GselxtAx0qPLYCWlpafjUpz6FU6dOYefOnfj+97+Pz372s9i+XU5HlUgki0MU33jzVn56pHjv4xG8/uFNxBii8BefztG97ZxvkLlMN7xKJOHCV1nPtwygyGbSTVgBAoKvd1BdUecRiey2bi9uDIziwfK1KsFIxCEvEPn9TDfGYqvdjBMaPvmS9WwzqhYVJRYU5Bo1BzS9c7FXN0qRF71rDNo9eeSx6NeExE2GOnlU5COnG0PpIVb0QuPxhzYyrwUR9XzcJSHNGCeM/FzprGoPuwiXy4Xr16/D6XSio6MDTU1NOHPmDC5evBiRRlQarZjH5dxuTEwMHnvsMfj9fpw4cWJZHl8ikdz9kEr68Jljin986J1/xlTPRxF7jM6hSXz7t9fhB/DMvlxsuuVlD5Wo6LiI7Yvk3kOvAVIvYYWuuC8GYks5fKgcFaUWVJRYdEUhv583fdOovdQP94jYahtKQsyBKjuqd1mVJtWjNR2oLGMXzD2czYbfJt24CyyIZ7NRkFAXpV54DI+GNgyKkMc1isZGswuEV9/5GEdOtCqLLdJ8CwRe6z+pXM8kyGgtEvgoyFdqroa1n3eKu06wu91upKWlYcOGDUhMTITD4cD169fx4YcfwuFw4K233sLp06cjItz5ptRIEbtGP64xIyMDADA4OKh7O4lEItFCFN843nE2Ytt3jkzjidc64Z2cw589kIn95Zlhb8O/hN4giYQIzvxMVgjSGeuEA1V2RfCF6n/Wg/jlnz9Yjue/oV/B3bPFImzUFEGqzMGSXc63DKjSVbJMgSbTQmuq8D6ibe7ZEoiYpBEOevKr7x9KU2xFiUV53bNM7Ps0PctafGZm/Tha04GfcFnuJDryqUeKldeZX3xYsxaew5CX/V3xjoW3sLhT3HWCfX5+Ht3d7IfU4/Ggs7MTv//97/Hhhx/i7bffxltvvbVk0U6aUvesCy/qMRjXbnbjp2eP4ozjAs44Lij/JtTVBZIU1q9fH9HHlUgk9w6i+MZoU57GrcNjeGIWj/+yC73eGfxxaTqe3Ze7qO1MXP9QJsdIlgw9nRMATl/px1sNN5jruvp8ipVCKys8Zo3aEnKgyi6MjQwnKhFQV6e1uNA2qAwfIlVlkthC09btVZ0lIM9PlIhC200IJCFG6/WgcY9MqirXQMBjTwS5aFFSvcuqCG3RaxYfq25S5xuA6TMnBH5bNotRc983rhUvYFYad5WH3eVy4dq1azAajRgZGUFOTg7Gx8eRlJSEvr4+pKamIikpsMry+Xxwu91L9rSTBtQzjgs41VaL+mv6nrJQ+Pfa32FuchamTVmIuuUZ+/WVN/E3+76NxpqLOHbsGBISEvDYY48t+bEkEsm9CYlvpD3sfNV9MYxNz+GJ17rw8dAkPluYir/9/FpERWl7X/WY6mlC/6tPy+ZTyaIRWUd6h8ZV1V8S1cj7nksKTOgdGod7ZErY1Dk1M4/nD5YvDESKApMWo8WRE6043zKgTNkMRRQDUPzgxHP+1CMLZ/rrm5yqBsxiWxqGR6exxhCFk+e60eLwCL33/IKB9/gfqLLjQtugps1Ey6dekGNUElh4QU8WCbQfnU+62b05SzP5pqt/hFmM0SlAoom19AKGHtRUe6kfD5Y7V7yP/a4S7CR33WQywWQyITU1FQaDAX19fUhISEBycjImJiYAAEajEWazWbdDOhyIcP/Kq99E78jivW8AMDEwiqvHLiEmORbJ1jREJ8VidnQa1X/1DkZv+hAbF4ejR49i7dq1S3ociURyb5NcuJeZYjpz80aQe+gzPTuP/+PfrqGxbxyfKjDihS/dp9uoFiqy+VSyWPTSQkTwopOevimC5IXTzaT1TU48e6RBM4WEHiBExDWfrBIKfEwl+TcttOnn0z0wJkx2AaAawsQvdHixrhUhyUNiFsm/aaZm5oVTTMnjb7Wb8dzXt+PBcid+cryZqayLUmcaO9149kiDEvtIa7v6JqcSb1m9M5CaQ7+3oU57vZPcVYLdbDYrOewAsHHjRqSnp8Pn8yE3N3BKNjU1FSaTCRs3bkTHgF+VMbrULM4//MQeHLv0+pK2kWrPwNoHN8D78RDGekcwMzqFqGgD4tMTkfvpAuR9ej3yytct6TEkEomEwEc5xuVvwYzXiXlf6H0yc/N+/J//73Wcd4zi/rVJ+MmX1yF2TWRcl7x9RyJZKdB54aL0GT6FpL7JiTfPXGe2cb5lYFELWy3POaks9w6Ohdw8297txYvHmxWByy90+IWM8+YEKkoscI9MBk2AudzhRmOn+kyHqHn25NluZZ9rL/VjZrYB1bus+NVfVzIxnHqJMvSiRJQfX73Tqnp+4VqY7gR3lWAnOex0hKPb7YbVaoXH44HP50NKSorStMmPtSVv6FJE+xMPfAUA8L8b38Tk7OIaGRIykrDuCwunuTZl2WFOMjF2myt9zcJBSxKJRBIuvBUm2mhGtDEDY211gD80b+2/XhzC2+2BaqEpMRr//Xfiav139uUhPTH4ocdgzERCfjFSyr4oq+uSRcMLwmJbGrxj0zBERTEVW2NCNHwTsyFvl789qdDyuoL+m1aUZF5GYkjVapqKEjYekncLkMcTCfaSAhOu9niZ6Z89Q+N4rbaTqXLrQYv0A1V2TM3MIy7GoJknryXqVWdAuHULsSrRi55gcZY8/ALpcocbTz1SzFhmVnp1HbjLBDugnnxqNptx8eJFdHR0YHR0FI2NjWhtbUV+fj6mJu9T3Z+cvlnKm/fEA1/Bpmx7xDLaWwc68LWyRxnBvlwJNRKJ5N4jwbYNw2eOKZfJ8KJw8FLihQh3EU9VWEIS7CklVcis+m9h74dEQsMLwu2FmUJRqSXWK0otyMtIwoBnnBHV/O1JhdbtnRTuQ32TEz9+XRyZ2tEzwlzOz0xUNcryVO+yKv/Ws5VUluWgvdsLgyEKthwjYtZEMc/DbIxFUkIMs3g5ebZblQyjx4W2Qfyvb1cothP3yMJrYE6J17T7vHyqHY8/tFHtNRfYdsiiJ1icpQh+4mxcjAEvHm/GgCfQyxAXY5CCfSWQnZ0Nm80Gn8+Hvr4+9PX14fr16xgfH8fGoly8366+TyS8TLtt2/G1skeXbI8hXPN04wef+y6u9DWjNLdYVtclEknEoBtQZ272YKz13bC38a29OfjWXv3BSOEgM9glkYBEJpIGz3AjG+kG0pm5BkZMEk80/IGGSpGYLLalAdCvCvOpJxvXpgoFO6lk8xVhPVsJzR+W5aqqzQlx0ZifZ5tpu/pHEMNloB+osqOrz6c5rfTQ//g94wkPxeNO0l3o5lk66YWGNOXyCzDymvALKhGF1lTsKMpSLdhIH8FSLdHLzV0v2IGAl/369ev4+OOPMTk5iYSEwPCOorwYlbcJuNW48LMGZQW72FMmTzzwFVzzdEckOab+WgPWmazBbyiRSCSLgDSgjrbVLUqwR4Kk4s9grPltAICn7ueIz98s7TCSRUH7nekGz1DzzoGA6KSP+9U7rYxgpyd7annFtxdmhlQVzstIxPq8FBTkGIVnAPR67HgRS1e4aUTb5YcnAYEYTHrBQD82SbdxOH2MpYZvzuXFs9bUUYAtkmq9VmShxae/EOvPy6eGhPejefyhjZrbP98yIAX7SsHv9yM7OxtjY2PIyspCXl4eNm7ciGP/oi6xK40LjerGhXDe0DOOC4A6BWrRkGr9r6+8ia+VPar45SUSiSQcRtvqmDhHmuTCvUja9OlF2WKWQlz+ZsSksUURmQ4jWQxaXnEgkMYiEo/FtjSYU+KZ4z4/yEe0rWAcrelASYFJdb0tOwkO10JlnURNNl9jhW+hNRWPP7RREaZ8dGR9k1Plmw/WBAoA6cZYJHNWmPhYAyPC+edZ3+QUiv5QMKfEa/6NbvjUircUNYW2ODw4ea5bM/lGazui1CBRNv1K454Q7G63W4l6zMvLQ2pqKh544AF0DPhD+mATwvG3n3FcYDzs+am56PH2LWr/RRy79Do2ZdulNUYikYQFnQgzfOaYOOPcEHPb92uq5yMkrt/BXBcVHYfBmheECwuJRAu9irZI3OVnJGJ/1YbA3xu1h++othtiQU4UDblzswXf/JJZlZvuHmGncO4oysLlDrcqP/30FafQIcBTbEtDyXqzqiH0j3bfp7qvSKyTxyJnLPTQaj49UGVHkc3EvLZa9h7eskQvWAD9xRigf6aCnHHJz0xEalIs1hii0DM4hq1284qvrgP3iGCn4x7T0tJQXl6OjgG/ZgOIHqH626/0saNzbab8iAp2ADjVWisFu0QiCQs+EUZUxZ719N7OXVLwz04pXvqo6Dh46n4OQGdhIZEI0PI5a8Uc9gyN45mXGnCgyi60W5DLfPU3JjoKeRmJmJyeUwntYNCNjnoCVE+Qi6INefZXbVAep8hmUp6LKM1Gj5Nnu1G9y6p6Xbv6fcK8efqxyPWHD5UrZwgAoHdwDL1DCxX+yx1uVR48LdbJbfT4i0c3M7enXz/a505bfuTgpBUEH/dI56+HS6hZnaW5xfj1lTcXrlj67BAV9Y4GnHFckKJdIpGEDJ8II8o4T7TvwlRfy+3cLWVfiJd+sOYF5m/SHiMJFZHPGQAO/Y/fM7fjoxmP1nSoGiDp9BWecKMYaXhPtlajqB47irKY6jwPaXilFx1ErGvZSMwpsXCPqCOpTzc6Ub3LqhuFSPcN8NVzYuchz5F+fK194XsIAPWAJ73bk4FNhHad10oOTlpB0HGP/3amOcit1VSUWkIaN0zYbdvOpLq0ujoi0nzKI/PYJRJJONCJMFpWk4x9T8LXXIvZoWu3bb/i8rco1f/kwr0hLSwkEi3oyaNAQDDy1pTYmDUAF88YSgOkiPyMRHyqNAe9Q9rTRGnoaj2dm85P9NSC9NSRSrYoJaXZMcwUJ7UmvhL/PqKgin2kIfnlZF/pQUsiqwodMbmYIild+eYFf7Dbk/2lSU2OFTbZAnJw0oqDXv3xVJbl4MOPbwpPaxH/FXnzwxHtu23bccZxIWLxjjwyj10ikYQLqWLr3mbjHgzfRsE+1dOEqZ4mxv4SbGEhkYSKSHxb0hPw8C4rY5ughZtWg6KIjdZUPPVIcWBYESXYzcZYuH3qirVWvCQt1mntwdt5pmbmuWFJxXiw3Bl2EyagzqbPSI3DkFethXoHx5TYRT73XWtxE26mOw/ZbqiCn15w8Vpvf9UGtDg8SsSnyLazkrlnBDu/+uO7xLNMifjOV9Yyt6kosSjRjvyHM5w3l/ezR4qk2ESmun7GcUHmtEskkojAV7hNe59AfP5mTDg+wMT1DzHV07So7SYVfwaYnwEQhdis9fDPTmHm5g0mlYbYX0JZWEgkWuj5z4EFf3eRzRTwdFN56kTE8XnixoRojE/NYo7T26S6y0PEOq85RBVdXvR29fsUa8lWu5kR7HExBkaXVJRaUJBjxIBnIoRXhqWrj027iYtZw1w2p8TBPTKlTB2tKGX1D3m9RIubrv4RFOQamevIvr59sRe9XMWbtylttZt1z3Tw7w95XflEm8qyHGU/6QbT1SDUCfeMYOffcD5iSPRlJmL95VNs9OPJs91hvckqP3uEMCcG/FlnHBdwqq1Wsdz8+sqb+MHnvitFu0QiWTRaFW6S1U6SZkIlLrcI6X9wUCjAA9nv7ymXpf1FslR4/znxcxOKbWnKcbzF4VGq0kQUExHMJ8FoTUQFAjqju7MZvZdOYtTVgdGBDkyPBbTHn/zmI+yv2oBXaq7COzaNFodHpSN4HUL2iRQKaf843zR6+opTWFknufO6aTJcj91n7s9jbl/MJbzwrwlZ3FSUWFSWlZ7BcRyt6WASZKZm5lFkM6HIZlJVzv947zpmAUW2Ty8GiIWHaLSZOb+q8ZXXfETU0xHd7BmKlS/c7xnBzr/h1buszNCDozUdqi/0KzVXhbGPpxudymAluqFC642n/ey9I86Iedm7h3vx8/d/KbTbSG+7RCJZKnyFm85vp8U8ANx894huo6qWWCePI+0vkkjCC7bhUdaWQop2etni4VpL4mIMePs3P0P3+/+f6m9b7Wa0ODyvggAzAAAgAElEQVSKpiCPSVd7+Uo3De8fD7ZvdBzii8f1z/JX77SieqeV0TC0XQRg4y4dTp+S426zBKrn9U1O3XCNrj4fqndZVW6Fw4fKlUXMvm15ipCmF1CHD5Uz02rJa8Y7J4iAr29yMukzPLTuo/dlpYv2e0Kwu1wupK+5ie89tgHXhuaUDyT/hebFuV5GOzk1xDdUBHvj15msEW0+/dWHvxVeL73tEokkkojy2zOr/htzG1HVXa+yTiPtL5JIwhfp+KoxEXcnz4YXb6hHV58Pnqh85N3/n5CcZcfnKnfjJ89+EbMz09izxaI6W3/ibDcrQnUEL119D6UZNistQfm3nheftoqQdByAbdolvnUC8dnf9E2je0AdlVlRYmEKooB4EuzJs914/htqvcQ/P7rZtK3bq8zD4W8n8ruL9gVQR2LKlJgVgMvlQkPDwpv3n3aXK2kx4TSUaCH64vBvPD9E6Wtlj+LdzrMRyWWfmWdPz+2xleOhTZWyui6RSCJKsPx2UiW/WfcLxt+eaN/FpL9IJLeDPVsswqrs+ZYB5GUkLhy7w4xczs9IhMEQhXm/H9GGKGZaqXtkEnllf6xc9s4kwhC18AB5GYmqIUnukSm0dXtxY2BUdxATXZEPRbvwRUXV88hMxMa1qUKrCE84aTmEgw9vwoW2Qabw2dA2qNrH+iZ1/jn//Nwjk8zf/+nWDB3+diKrUF5mkvKcaNHOR2LKlJgVgNvtVl0mgj0SkDeZ/9DQ8E2n03PT2G27P+K+9k1Zdvzd556N6DYlEokECC2/nVTJiXVGDj+S3CloqwsRZvxlIlLDsb5oxQIC6t64tm4vZm51p9Y3OXVz20PJdCf7z+eL66EltnsGx5nhQfT2edEebnGT2IZ5JqfnVNedPNutshPzOfq8CO+9NeiK9/UDahsTuZ5/zYpsJt1M+ZXIXS/Y6Smn5DJBb9WYnBCNUZ3mEiDQzEFP8NJ64/mmU5LLHmlaBzrkICWJRLIshOMzl8OPJHca/viuNRV0amY+MLiIi0M0p8Thk59Ix8ysH+6RSZhT4+Ho9+lmpBfkGlG9y4qXT7WrBhotpkot4mhNB6xZbEwin0BDIyoqBtv+Oxd7se/+PEW40wI6LsaAC22DcLrHmbhKfh9CHQJFN/nSdmLakkM3BdMQXz/5N+9bryhZ2AZvfaJ7AlYLd71g56ec0tV1vVVjMLEOsDmq/JAGGn6IEoBly2WXzaYSiWS5CNdnLocfSe4UfOJKbLQ6CQ4AW2TzA4gKNGECrBc63RiLm4I8dZqpmXllW3z6iSiJjlBSYFINddL7G79o2F+1AQCYSjNfQKQFN20NEW2/Z2hcVW2nNQ5JcaFF9PbCTOGioaLUArd3kvlbZVkOskyJqiFTvJ042LCkrXYzjpxo1WwapptQ+W0MeMaZwU+rgbtesAPslFMasmr88W8+Up0aIqQbYzE6MYPpWbW5TOsLKEqMIUOUAOCnZ48u8pkEx+UbWrZtSyQSSTjI9BfJnYIfTDQ9Kx5UBAjSRnZaVRXZYGIdWKhm0xXpD35uwPQc65/mhymlGeNQUWJBV/+ISos0dnlUWeM0+ZmJTFWaQP595ESr4uMnmeYHquzo6vPBPTKpuVAAAmclaHuMnoB++2KvkrRHi3PR4ufB8rXCtBvaTiyanAoEFgB5GUlK6g4v1itKLMjLTEJcjAGXO9zKoCQe2ru/GhJigHtEsOuxZ4tF+KYT9L6kF241UNBNLXz2q+iDsFy57ADQMdS1LNuVSCSSxSDTXyR3Av4M+hqDuLv0x69/hNTkWOa6yx3ukJtRi21pMKfGo3qnVSWY92yx4NuC7RQXpDNCNZiHPsuUqCwABjzjjHjfty1P83509Zm36IjghxblZSQyE+L1stx7h8aVIUh05vrJs91odrCLAlJJ573qRMSTya4iyOusFcfJD7sMhdWQEANIwQ5Ae0SwIQqY1+nabnYMKyvJtm4vLrQNwpzKNp2IPgjEInOqtRb1DvWHKsYQg5n5mTCfRYDUeGPwG0kkEolEchdDxCCpCGt5vHuGxlWNpMpk0RCaUc0p8Xj+oDiJpb7JiTmBiCjIMWpuu6IkoBfoKjYRs0RLrM1qVaXfiB77zTPXg+4/jW9ilrHI1F7qD9oMy58tAG7lyUdpL0ToSjofH6kltPMzErHv/jzNwUjAwjAsrdz5/IxEYdOwnl1pJSEFO7S97HpiXYToB0ErKohYZESDjxYr1gFgW34pfnr2KEpzi6WXXSKRSCT3LKKsbr0GTSBguQACgrCyLAftN7yallmAjSak7bBAoMpLBDvxbRNbihZkIKPeMMaDD2/SFOqAvvANRle/9vAmEbxYB/QbTsnr++LxZmXqKXmOfBoMOXtx+opT8dWTDHaRbiNefi0B/q1HNwOA6kwFvd2VjBTsWMhr1R3dGwbEQxVKM8MTD3wFm7Lt+Mf3/iduTmj/iIRCfHScIv5/feVN/OBz35WiXSKRSCT3LLx4216Yif1VGzS92AU5xqBi15wSB/fIlHKZCE3aDkuEKaH2Uj9jkRUVCStKtcMrwiFYIk1GahyyTQkwp8ajIIcdKqQXuFFsS0PJejPONDmZxlfiXXfenAAA5rXhEb2+xD7M59CbU+KRl8Em4vB2mpPnugE/u9AR+drpyfSiKvxqsMVIwX4LLVvMYijINequfnl227bjVLbYHhMOMWuiMTm78EWRiTESiUQiuVcRibejNR04fKgcz3+jHM/+rIER7dasJM34R2BB+AGsR/r0FadKbHb2jqjuTzLHtSrApEGT74WjBade5Z0QLDd9yDuFIe+U8piHD5ULoyj5sxGkgs1v2zc+oxl3ScQ8AJhT4wN2GQEnz3ar+gaqd1nRwvnfRXYa8ppoNZjmZSYFHc4kByetIiIx9ZSg9YHU46FNlUsW7L4p9gvj8g1Je4xEIpFI7km0Ks0vn2oHEBCEtGDXy1gHgIHhQAV5zxaLSszy0zh7BV5pLatIujEWf7T7Pk1/NplaSjsB6FALWsQT0WrNSgr6fICAUH7+GwEPPl/53l+1QdnejqIsTX+46HEKral4/KGN2LPFohu9SD9HHj4QhJ59QwjF/iMS46KG15WOFOy32LPFgooSS8hh/3qcbnTiyInWsKvsJKs9dk3sonPaYwzRmJkPnNJ6r+ssgPDsMS6XS5hZL5FIJBLJakKrENfW7VUmZYZz3Kfvx0819Y5O40CVHcd+eRwfvvsvyvX+W8djx+++B994oD8tf9tjMNnuV25z0zcd1J8NqIc/EWFPV+PD5lZVm1iD37nYi9TkWKWazqfMNHaG1hOQlZaAFodHaD3Kz0xEQU4KCnKN6OrzCeMsAfXzFTkhtBZlyQnRuC87GfurNqwKMR4KUrBT8KvtpRBqE8MZxwVloBKd1X5juE8R3OFAxDpPKPYYl8uFhobAF7+zsxPr1q2DwWDA/Pw8DAaDFPESiURIKKfpJZLbzVsNN5jLfGzh5Q53SMd9Pl3k5Nlu1f1IU2TM/ChGXVdV2+i/tlCZnpn04kCVHedbBhgbysmz3Sp/Np20wg9/GvCM47JO4To/IxHJiTHMY/ACuyDHiBePNzNNmD1D42hxeFQNqHyV/ECVHQAbuEEq++SsgIiewXH0DI6jINeo+9rvKMpi9l1UKdeyF41OzKLZMYwWh0f42xRKBPdKQwp2CvoUSWOnW7eTPBSee+USvr+/TPNDcMZxAd/73d8DUFfBs40ZS3psHjJhVQ+3e2Gl6vF40N3djZSUFFy9ehV2ux0mk0kR8VK8SyQSILQD3wcffIC3334bv3vnNK5cvgTvTRcAwO8PM4pLIgkDvvrKf9qIiNPKOCdRgkU2E+tZb3QiJjoK+ZmJmJicZZJSdlZ+CTMZO5XL9PeBX9iKtksSZ5jvkD/QG8cL5tpL/YpoFpGeEof/8lk78xj0VFS9bPVQQji6+nyM4CYDmUKx4gBQxU4WWlOxoygrsFDwByaqatlW6pucqgVNZVkOeofGGZEvshAB6s+GbDpdhZAvypETrUsW7L6JWTzzUgMqSi2qoQpAoOrNXyaCfTmHK2lhNpvR2Rk4pebz+ZCSkoKRkRHlclRUFOrq6mC1WtHZ2Yny8nIp2iWSexz+wHfyXLfqAPvcc8/hjTfeuBO7J7mH2Wo3MwL8gU2ZeLB8rSLOXz7VjhaHBwcf3qR8Vh8sXxCCpGp++FC5yhOulU9evdOK6p1WocjkhfieLRZUlFoY0UmEI+/Nbrkunkja1e9TbYNA8tRFolcvrzxkuCbRqZl5zYFTxbY0bC/MZBYC/GDKxx/aCGBBZJ9udOLwoXI89QhbcNTyrWeZEvFg+VpNTzstymXT6V1EJFNjTl8JjN/lK0+8KKer4Ltt27FnXTnqry2tEZVwqrU2qCUmOzsb5eXlcLvdWLduHS5fvoyRkRGMjY3BaDRiZGQERuPCYCa32y0Fu0Ryj8OfkibCga5o7dy5E5MxOXCMm5GcZcelY38O/9zi501IJKHwYPlaRlivzUpWVdLbur24MTCqZKSLsttPnu0OqWpMN0WGWq3lhyiR7xO/DyTVhef0lUAzqtaQossdbjz1SLGyP0dOLAxdCjdso6LEEhDk/oWJovTj6g2cMqfG4+DDm1BkM6kSaUhlXTThVFT51vKt82dM+DMIcTEGvHi8WXW71WLlk4Jdg+WYfMV/8OhGU1GSyzqTNWKCvXUw8KHlPfM82dnZyM7Ohsvlgt/vR0pKCpKTk2Gz2ZCeno5r164BCFhmhoaG4HK5pGiXSO5y9DzqesUN8pv3ne98B7uXMMxFIlkMJ8+yg3i0bB5EvJNFJi9k+QQYLRaTEMd/f6Zm5lHf5FQJ12DbIOKz+dpNpbIOsJVjOq2lrTvgo6fF7dTMPOJiDCqrC0EULSkSvYcPleMnx5uZRc7pKwt2nxaHhxHseRmJmu8N2X/6MXl9Rqr3vJCnLTW0eH+tthMHquzMmZXVgBTsHPVNTs2BCktFtAigG015pufUE8QWi3vMg79+6x9DTo5xu90wmUwwmUwAgIyMDBQVFSEzMxPt7e0YHh6G1+tFQ0ODtMZIJHcxWh514iF1e7XFDH+wJR7XhqgozN2WvZfc02jYM/QgFWlaiL5So24iBYD42DWYnF74JLtHJpUKLrCQLS6yxAIQCvPGTnfYaS9xMQZFlNJinY9BfPtiL3O/8y0Dimgl39Eim0m4CC+2pSlZ57zw5SHWnz//4WnGWkwW8Pz2RRGYAFBSYBI+ZkUJ+1qaU+KZvxPI/j31SLHK/rNappvSSMFOsZRxvqEQ7sjfSPvYr/Rre+Z5aD87uQwEKvButxte78LqWFpjJJK7F5FHnW/2EmFMiMYrNVdx+LUrqtP587eaTUnFTSJZDqp3WoN+TksKTMKKNO035yv1BHNKHCM2mx3DaHYMqwQ3sa1MzcwviHmN75BW75xWrnqxLU2zOk1X/OubnCphvKMoS/kbvSgXiXDy3Hi0mjrrm5yq25Pnzp/B4NNgCI1dHua9IfBnPBxObW1F9k9k/yGDrKQlZhUSbJzvUqFPCYUCscycal36FFQASIpNhGdi4UuhlxxD+9n5RBgtMS+RSO4++ANdMAFE8N2KVdPj5LluzQQNiWSp0D7l3sEx4ZnztOS4oF5mrehHIoArSgP30ftuiCrA4WDLMYacvqIQtfC96h1i71tsS1NmxfDah1hsTp7rBvwBgRxKCAdt++W3WVFq0f1ei2IsteAz8IO9LkdrOlBRakFlWQ7T00DeUxnruArhD0wVpRbErInS7AZfDK/UXA3roEQq4EsR7MmxSRidHkOPN/A89qwrx0OFlSE1ofKVczJYScY7SiR3N7SAPlBlx2/qrjEZ1hHBv/BYqy0TWbI6IJ8jTU94lDq9RbQNesooT15GkmazZSQ4UGVHkc0UVkUeAIZ9U5quge2FmYp9R5SYQl4TkfOAnC3gYzBp2y+/zYKchcAKXsyTJJ7nD5ZrTkUlj0k89jzFtjSUrDcr0175bZDXjmynd2hMmM6zkpGCnULUNbzk2CMO+pRZqAclPv4xXEan2R+qvBRLSFNPeVwuF9566y34fD4YjUY8+OCDUqxLJHchvIBeLgpyAwfx1ZiJLFkd8IKTHxzk9k7iz394GubUeE2vOaDfXN3YGahgH6iy40LbYFiR0MW2NOayOTUeBTls5jrxWh8+VK5KWBFhTolDXkaiyk5SUWJBXmaSqgHz8KFyVJblCIuJ/HeTVOaPnGgVVub5hT55nGCTXMl3nlT96edPGkT1bMvNjmFlqinZf5Hwn5qZx1OPFKO+yalKuFnpSMHOwa+0lyMthhDqQUnkZd+cXYhrnm6MTYubNYJtbzGcO3cOZ8+eRUJCgpIcIwW7RHJ3Ud/kxMun2m/LY2n5S1fDwVOyOjh5jvWfe8emlebn042sz1oUv0zQi0Ak2wi1wm5OiUVCbDTSU+KEHu2u3hHmMq0V1hiCd9K6R6bgHlHHQBbkGjE1M6+qUL9Sc1V5DoGK+QXMzPqF6TjNjmF8/xcXhM6DuBgDs9A3p8Qxf6ctcPzCif7O84uj8y0DzP8J/ARa+nUiEZJ8iAjdoyBjHe8yIpnHzhPqQYn2siMKiI6KVtJewmWPrXzR1fW2tjZ4PB54PB7k5uaiq6sLw8PDKCgowObNmxe1PxKJZOWw3I33IsjpcDp+jVTuVsNBVLKy4VOMegYDw5D4yjaBFpUAVBGG//T6R5qpJiHv08g0gGlGbDL7yF2/1W7W/G6aU+KE4lyElqVneJRNpAtmA37vQ/bv6cZYPPvVT6oq7qr98kNleSGDJQEoFh2+UNrW7RWeVdh3fx6zrcZON+qbAuKcvGfPf6Ncsz8mmBVqpSEFexD4VTXfUb5Y+LilYNDxjwdf//aiH/ehTZWLup/b7UZxygS2FtzE3Nwsrs7FYPijWqQljOPMBTOAb0nRLpGscpa78V6LnxxvRmJ8NPIyElWZ2KvpgCpZWYiSSgha19PhEKL0lM9wInE5KbSm4vGHNurac/XEulayDBAQysR7L/J86zHH1TH/aPd9yvdUz0JXkGtUPU5X74gqtjEY5HXhaXYMM4sa+jfkbvgdkYI9CHyzSSTEOsBW7vXSEUiTJ93cWb52K9oH1R/qzdmF+MjVFtLjBxugxJMy0oHC/jcDn5howI6FH7tidGHw9P9CX6MBsz435ia8gN8P45YHkbHvyZD2RyKR3HnCnXwYKYio4KtoZAGxmk5bS1YGoVi7eFsGgVgrQh28RG9ve2Em3jxzHTd9S5+jQkTpi8ebhfZcrf3PSI1D9U4rLrQNam6b9uuT/59vGUBstEGocw5U2TWfV5HNpGynosQiTNQptqUJHQs9Q+NhL4DyMhJxucONxs7gBYa7qR9GCvYQWA5bzOt1XTjT5MQfluVq5pi6XC40NARWi52dncqAoice+AoA4GTr20xMY7FlA/pGnLg5od3wQhpYv/e7vwcQfIASwdBVp/v3zP7TGOPOonnqfg4AUrRLJKsAUjggzWeREBxLZcAzjmdeCiwgZMVdEirhWLsOVNnR1e9TNSDWNznDHqBIQiVKCkzM96eyLAcPlq/F5Q63KllFFAmZl5GI9Xkpqso3L9D5eEPCkHdKUwTTVXu6WFhkM6leB2tWEmwWozLhFBAvWmhRXJBrFL5u5pT4RRcEKkosiIleSOwLJ7nvbuqHkYI9BJbDFjMz60f3wJjqw3/y7IJ/zu3m/GDUgKInHvgKNmXbFeENBJpJXb4hXX97aW4xTrXVMtedaqvVFeyjbXUYa303tCfGMd5xFpCCXSJZ0Sy3d93juIieD36tXPbPBeIhm36zYO/L3/YYTLb7mfvxB+a7qVomWT60Bh3xEIF9+FA5qndaI5YQR+uDyrIcPPf1wPGViOSZOT/ghyKE+cSS3qFx9A6Nq5pYzamsQC/INYackU6gxXqwJKjdWyxKogrxlx+osuPti72Mj1+vYZQQEx21MO2YWxjwkKZgMiUWwKIa4YttaWhxePDyqXbsKMpSEmgIq232gxTsISDqJtbqkl4qpxsX/HPBBhSRZlRibWl1deiKddJweqqVFewkC1mLCccHYT8PQqJ916LvK5FIbg/L7V2fmfRi1KUe705fNzOpH1UH3F3VMskyIghSKbSmYkdRlmaF+KlHihUhq2VBoaksy2GSVLRE8+UON46caBXGEhbkGhV/NdEYjZ1uzW05uGnp4VhJjAnR+P7+Ms3BRiL4Zldylos8F5HY1aqi03rp8KFyVXQlTVe/j1nMLLaYQE9nJXY7ItpX4+wHKdhDhG9ayDIlRmzb/Gku0qXe09OD999/H++//z6am5vR3x/4wPv9CwqbNKOecVzAsUuv6z4OaThdl25lBjEFa0RNsG3D8JljYT2nqHgj0h54TNphJJJVwHJ717MKK5FVuLiGd3qk+0o/oEpWBtU7raoKLqksi6L+egfHUN/kVFlQ6PhHQrEtTcn75sVkRYlF1Vh50zeNozUduDEwqtINdDY5+WyfvsIWAunG0bAnnVL4JmbR4vAoj6P3na8osSiC+dmfsWKZnOWi95kX78p0WW44Eb0NPU5fcSoRm3wspzEhWnOAG0n+0VrwvH2xV/ktWY2zH6RgXySROsDZspOwv2oD86UnXer/+NxzeOONN0LaTrDhSl8re1Qo7Mn1eiQX7kXOV3+ECccHmBl2Yqz5beVvUQkp8E+MqO5j+ePnkFy4N6R9l0gkdxZykD15rhuXrw5FfqLpIrBmJWF+PlCceOqRxc2OkNybKJ/ns91AVGDKJh0VSsT2yXPdAXHYKParn28ZwOMPbWREeLNjWBGR6hjDSeRlJgkbNGsv9eNAlV31GGQbZF94bBZjSEJdT8jSz4dUmHnnANkXemEs8vHzZ7lESTpEFGtNfyXbCKahLne4VQ4A38QsM/WUXhw1O4ZRWZajKdh7h8bxWm2nsp96z2slIgX7HcbhGkOLQ+2Hv9zhxs6dO1FSUoLt27dj+/btsNlsmJoSRzjxw5U2Zdlxf34ppuemmSSYsx9fYO7n8YXmfUsu3Ivkwr0YrHmBuV4k1uOsnwQADNa8gATbNincJZJVwnKNVl8MRKSQAzLvP5VI9KCFucj6sGeLJWilt63bi2dealBltpMKcGVZDnM9bcGoLMtR2WanZuaZ1DmAbaymoaMLRYuJA1V2FNlMyuyCUOwxawxRiuUWYF+jUKacVpSq4xH529AhGhUlFtXrUFmWoyykRK8RTWOnG9sLM1XPn0wrFfUZ0Nsjovx8ywDWGKIYIT81My8HJ90rRNLz+eaZ66rr4mIMeOo73wl5G8pwpbZa1F9rQOtAB1oHOlQJMGtj2Q9l6lR41p5Q7DFzo270v/o0AGD4zDGY9j4B/+yUFO8SyQrmTmWwhwJdGZRIwkFkfSD/D3WSuVbFtvZSv2a0YpYpURVQERdjUCZwBhPadHOoiKmZeUVwP3tE2+NtzUrC2OQM3CPTSk754UPlAKDaB97LzTsJqndaFXEfF2NQqtxaEKGtVREPBlkA8cKeVMODvX9E2Iv6B4hIXw1CnSAF+yKJpOdTFJ9Ge9tCZbdtu8oac6WvmRHsf7BxN86/fx7tni6YZpKRkLwGLpcLAFR57yKIPWbk0huayTFrElMxe/OGcpnEOw6fOYakTZ9GStkXpXCXSFYY/G9aRmochryhTVBcbnYUZd3pXZCsUvjPdWOnm7l8oMqO8y0DwkmaoaAVrdh87aZqqFFXvy/gCb+VfiJaJNMeeQB4pUbdrA0siNb6Jic6e9Vnugm7t1hUXvKfHG/WtNnQXm7aNhMXY9C07QSrlOtVxGn0Fj98Nby+ycmIf3NK7K0JsgvQNhfa9hcsaGOlEtryUqKCvPla440jwWIqXqW5xarLLpcLLS0tcLlcGBwcRG/DNfhOO+Fu7IfX60V7ezsaGhrQ2dmJhoYGRcBrkVy4FyllX0Bc/hbh3xPX79C871jre+h/9WmMtunnukskktsL+U37k8r1OHyoHPGxa277PlSW5SiPf6DKjkJrKg5U2WV1XbJoyOea5J3zgvBC26BwaiaBP8bbspOYy9W7rMr3pqTApFzf2OVhog8BLPjlrwSqvaIKccn6BXvGkROtQgFbbEtj7D7849DExRhUgl7PE0+LXLqafrSmQ9Myp/f4QGCRVN/kDOoT31+1gXmv6OfAW1d4fVS8Lp25TOwwLx5vZs5SkPfgmZcaNM9erFRkhX2RkA/y/qoN+Nf/6IjYBFSaxTRB0FGP9yXmYa57Am853oLJZEJnZyccDgemp6cRFRWF8fFxNDY2IiUlBVFRUUhLC/ww0XnvhNG2Okw4PkCCbRsAKJYXEdMDwc88TDg+kFV2iWSFQZ8iDndceSTIMiUqDaZ7tlikUJdEBNHUUoLTPa6aaE6zvTAT+6s2CIcelRSYmGr04/+gXYjKz0hEDydsRZ72uBiDEiup9/178XgzegdZ4Z2cEI10YxwjyMP5Dh+osjMNp6HGKe4oytI9Q0FbcUgzcFffCPN6VJQsCPHqnVblDMSAZ5yx7JAzEPyZE7d3UvW4fO/CakyGoZGCfRHwTSzkg7ZS2G3bjk8kWNHQ0ICm7qv4+OOPkZWVheTkZCUaMj09HSMjI0hISIDX60VzczM2b96M++67T5X3PtpWx3jSkzb9QZA9CH6+iQh/HpfLFZI1RyKRLC8HH96EGwOjyzJvQovVkNQgWX3oTS11+6ZR3+TEwYc3qSIcgYDgPXyoHE89Uowv//U7zN8auzxME6eecN13f55KPJOKcbjNo3RzK83oxCxGl5DwdKFtUDP2kKbYlgbf+Azm5/3Yd3+e4sv/8esfqRYlNCfPdiMvMwnVuwLDkPhMel5gb7WbVQ25KvF/y6bDvx7nWwaYy6RCT4v81fZ7Iy0xi0D1QeaGNNCnxZaClnctGC6XC++//z48Hg/8fj/6+vrQ2tqK+vp6JCcnw2KxYHOqAvQAACAASURBVN26ddi1axfsdjsGBgaQkJAAp9OJdevWqYQyPzhp1jek/eCxCZi80aS7f6a9Twir6y6XKyxrjkQiWV6e+/r2ZbX9EfIzE1fF4BLJ6iSYvZT8nQhJnpPnuvHsz8TWE3Lf+iYnpmbmUVmWA3NKHHMbYusiNtr8jESmmr3n1kRRrSmhQMAuJioOVpRaUGhN1X1+WtvLy2BDJ5odw3ittlPTrpNujMWBKjuaHcPoHhhDz1Cg+k0WLd96dLPuY55udCrbB8DY3rq4oVAnz3Xrvm+v1FzF5Q63sLIOQPXc6Ix4Yrtbbb83ssK+CESd0/RYYwARGfPd7BhWJqSFChG9Xq8Xly9fht/vR1paGhITExEVFYXU1FTs2bMHqampKCgoQF1d4BRecnIyNmzYAINB/SXlk2GijWbQrTTR5vsw676VdDM9gbnpiaD7SSIfAShWG/d8JnMbkTVHIpHcXvg5EcvRjPqtP9686g6ektVDsJAIctym89vpSrte3Ck/DVTEhbZB5ThOKsFHazpwoW0Q5tR4VO8MDCni95NOV5mamUfvkNp7XpBjRPVOq+rx042xTKBFsS0N5tR4wA/VcCcRXf0+YTpLV59PdduXT7UDgGItOnG2G9MzczAZ42BMjIE5NR5u7yRTBX+l5iozhZQvDLi9k5piHNA+y0Aguff80DXeA7+afnekYF8E/MAB/oMQrBM6HE6cvR6WYHe7F1akUVFR8Pv9SEpKQkFBAVwuF4xGI9LS0lBeXq6I4bq6OqSkpCAtLQ3z8/NoaWlhLCn04CQissda31t4UL92VUAEnRpDGD5zDCmf/++gT/rw1hyJRHL7Ef3eff8XF/Du5X7Mh5m2UFmWgyxTouagFolkOeDTTvhppvTnT+nhuO7RXZjqTQPlaXYMC29DBOfpK05FsFqzkjDv92PftjxhHCHP0ZoOVJSq887/aPd9zPOkk2dC0SiinPnaS/2qswfAQl4978f3TcyisiwHz319u+r5O936jaq8GK8sy0H7DS96BrXvZ06JY5J5uvp9eP5gOXMb3tJM9m81IAX7ItHL74xk5KN7ZBrf/8UFZJkS4b91cHzxeLPmQc5sNqOzsxMjIyNISkqC3W5XKuuf/vSnYTAYMD8/rwj7zZs3IzMzE263G/Pz87h27RoAoLOzkxH1ZHASgRbwkz0fKSJ8KcQNd6K8/KvSwy6RrDD437vnvr49rKY0At1USrYrkdwO6M9wkc2kxPsV2VgLa6if64Jco5LUouWPpwl2G16gkmhn1fCiEgsGhicYrzw5A2DNSsLcvB+F1lSloZWvMANqjUJu19jpZvZD1L/CR1XS8L5xso2Z2QYMj7L3c3Nx1vTjWrOSVEk2WaZEPFi+Vve9saQnsPsnKCjwr2ftpX6szQrPyXCnkIJ9FUC+NDNzgUo2Ga0r8mBlZ2ejvLwcqampMBqNMJkCP0ZEfBPLDMCK8uzsbLS0tDDb0rOk8AI+EswMO5F7a18kEsnKhs41pi0DtuwkOFzi2LjewTGmSU8iWS60pncSyGf2dKOTOZaGGqd8tKYjYA+JCn7bxSIa7lSQa0T1LrUFBliIa6S99iKdoOUSWMwinCYvI1HYdBtsscJXxkWxk7QHnR/cRBYlgLqRVbQdvqC6WgazScEeQcgPBB+1tFyQpgz+B4kI8I0bN6qq1bRlhlwmfyPVeQKxpARLbuGbUoPBeN4pxprfxmhbnYx7lEhWCaLR5sTPSkMGopxudKoEkkQSaURJbsS+Aoinn2pN9zREQdP6pSdEK8ty8GD5Ws1hQwBgNsaqKs00orQWMuFUa8gQD3lu/AJG5BLQi7c0JkTDJ0igsWYlYfct//1ipyWLqvZKg+2tIVO09Vjrt6O+ycm8LmRRRb/3e7ao7UOrZTCbFOwRYqkrUxEex0X0fPBr5bJ/LvBlafrNt2/9H8jf9hhMtvs1q+28wBaJclqQl5eXo7194YCrVZGn4ZtSASA6PR9rEtMw1fOR6nnRU1B5ZD67RLL64PPb+SrbHKd4Vlv+sWR1wQtHfqGoF+/HnzkKt0+DkGVKVL4X3//FBVzucCM/M4mZ2VJckM6IeXNKHCzpCUwjKgDVvtY3OTE8qi30aeJiDKoFjN4wMr6pNC8jEb1D40KxDgSq4f/11uvX2Lk4wQ6op5zSIptHdPZES4OR955+zs99fTvWZrXifMsAdhRlrYrqOiAFe8RQTd0KcfWrx8ykF6MudbQjfd3MpFd5/FAOgMQyQwQ6AEaQr1u3Dl6vV7k+NXUhLsrj8eD999/HAw88wIj25MK9MO19gvGxZ37u/8Jkz0dCwa7XpKqVzy6RSFYHovx2Pp96teUfS1YXWn1k5DhJp8GILC17tlhUx/RCayqy0hJC8qsDUKwsR060Kt+Fm75pVJblYGbWD/fIJBxclOEnP5GuNGXTx/OKUgvghzC/nHCgyo4LbYMq3dHV71PFRRJ/PK8ZRH78tOTYoJNMRWcRtCryWuyv2gBgwQakleIiWnxoJejQ8M/54MObVo1QJ0jBHiH4HwhzavySt5lVWImswsqQHz9U6Mo771vv6upCVJT6F8zj8aCjowMbNmxAQ0ODqtKese9JxOdvVhpRkwv3YuTSb0PeJwCIijdisucjWWGXSFY5z319Ox4sZ6tgpIFOpsJIlhut/gr+OEnE6ekrapsWf0x//KGNzH2Ccb5lAEU2k6oRs63bqymAibAnPWoAJ86joGqkLLSm4vGHNmLPFgumZuZVgt3tnURBjtrLzRf56pucQjtbSAjOQmy1Z4T8WgGBM3PEk05PNuXfF34hFc4k19V+Zk8K9gjBN3EA+tmtkYCOSFvsh3B+fh7d3d1Kg2pBQYGSFAMAGzcGfqTef/99bNiwAWlpgegpUUMq3Yg62lbHRj+GgH/SB0/dzzE9dB0xaRZF+EskktWPnvdUIok0ov4KPeHHizni5ya2CfK3ilILc2zn884JJOqwsiyHObs0OT0X0v6fPNeNvIwk5jqRpsgyJSj/Fp1Z8I3PCEUtvXjRs/R6g1hvKstysDYrWSXOq3dZUb3LqqTxkLMDL59qFzamagnvk+e6mfdRNNCJUGxLgzklXnOhsNrP7EnBHkH4AxIR8L2DY2GtNEOFj0gLF5fLhWvXriElJQUjIyMoKytjYh7pJtMHHnhAsc4AwTPSw21EpRlrfhtAIJvdtPcJZOx7ctHbkkgktx/+tLVsMpXcKejjMi3eeXHb2OlmEozqm5yKiGzr9uLGwCiyTIkoyDEywpnPO8/PTGSywmdm/ThQZcfbF3vROzSu2WDpcPqYdBStyjiwYJE53ejE6SuB/4g1pKTAxPjk+cQVuiJP0GsW7Qlih2nr9jL2t2JbGpP5Tm+fXBdOv9/pK04cOdGqys4XxVB6x6axv2qDajAU3XQcLD1oJSMF+zJCr/CXQ7AvdbVIEmPS0tKQlpamTDkVNavy3vdg0YtR0erhCovBU/dzxOdvlpV2iWQVEax6KZEsN7wwEyXH0GkhzY5hPPNSg7K4FOV1E+h8c5592/IYsXi60YmCXCOMiTHM7fIzElGQl4KCHCOmZubhHlFP9dSqOpP7hHJbHl6sA0ubHcN73EvWixtB6YW7VhKNFrytaGpmHk89UowjJ1oZwd4zOK68h8FiK4M1365EtM8tSCLGni2WhYiiCFBoTY1IxYqvkgermmdnZ6OoqCioWB96558jMkiJsJRqvUQiuf3wQma1n4qWrC6IMHutthPPvNSAIydaVf7s041O4WAgItT1PrNEMIqE/dTMfKACTnG0pkNlA9l3fx6qd1pxtKYDr9V2hhVSobVY0KOi1KKpG4ilVzTFVAuzMRYHquywpCcw19OWFf61+afXP8KzRxpQZDPh8KFy/Enl+pC0UV5GInN5wDOOx/+hDhfaBoW3JwUC4kB48XizsoCjOVrTgfqm5bUuRxJZYb9NVO+yRqzKLlohL4Zwq+ahMNpWF1GxDsjkGIlktaE1mEUiuR0spTGRCE69SjAtlkURkXExhqA9bEdrOlRitaLUgryMJGy1mwMJNjr7SH/HzjQ5hcOGaDp7R4TX095w3q5DMtbpRlACyY/nFz1TM/OafvPeoXH0Do0rTb6kSh5MG9Ve6lfOagx4xoULLRry/ogq6jyr6eyfFOy3Cf4A1uLwhPUjslyI7C9LIdLVcNPeJ6QdRiJZhcgmU8mdQs/ikZ+RyPiy+eFFtNWkyGZS3b+ihP1cixanIQ8Q4gLZ6Ox1QDuRhuwj+Y6Fkn/eOzTOWH6A4PNj6Ix1UVT12xd7VfeJizEw2+Q99QQy+DHUQZPkrMbD361hrjcbY/HZ8rXMxFNigfqHX15RbYNfhK2ms39SsN9G6APYni0WnDjbLWxACcZPjjcLD4QroZlCNERpKYx3nsforbjIqOg4TA90AvAjpeyLUshLJBKJRAU/wp4WaN96dDOAhexwftIoLeBEVW6SdsI/Hn3M1UsyoeEbWN9quIGXT7UHnbzJJ7yEY6ehK8qhLCxOnu3WXDjw8ZSVZTkqb30XlzVP0DoDUVmWg96hceRlJDKVdDIwyj3Cvl8Wc6IyZVXUr0CzmsS5CCnY7yBJ8dGLEuyiAQErJZUhuXAvcr76I7jeeA7zo4ufekaYHXai/9WnVdePtb4nE2QkEolEIoQW0aIZAFpitcXh0QyLsGUnBT2u0ukyQMBWIrKrEIsHDRGoothDLUKu5t+CCF+tiERVJV0wWEqLmVm/6uzGqGB4kjkljtE+xApE213aur1Mc++eLRY8+zO1CN9emKnSPqLXJC8jMHn2xePNzPUkNnI1IJtO7xD1IXjOtJibB7781+/gyIlW5TpRKsOdIrlwLwyxicFvGAJ+nR8LT93PMdpWF5HHkUgkEsndCWlA5AcjiSCNiKJjqMM1hj//4WndRkX+fjYLG81Imj8PPrwp5Eo8z8un2nHkRCtePN6suw1bNpvjTjzcpCH3aE0Him1pzG1K1ptx+FA5KkosKLalwe1Vp9doErVwduNPKtertk345CfSmcvVO63YajervOldfT72feP0QLEtTbXooWfh0BRaA1PbVcOzrjhXTeOpFOx3CP5LXWxLgzEh9BMevUPjOFrToYj2lZLKMNpWh8GaFxCXUxiR7c37hnT/LhNkJBKJRCKivsmpJISQfxOhCwRmpYhEpZboAxbiH+lt0oKPv1/1LqsiYA8fKsfzBxfOfnf1ie0iwWjr9irpMkdrOpCRqk53qSzLgcO1UBQkEYa89uCnsiuDHxsDVhtSba8otaiaNksKWI9/9c6AXWjPrUZVLasOH5Gp5fs/3ciKabJ9wv6qDaoFC7mczyXLOG9O4PF/qEOLw6N6z+9kgTMcpCXmDsGfNgrHg0ZzvmUABx/etOypDC6XK2iazGhbHWNfSSr+DGY9vYBhDaZ6mpa8D2uSMxCdlsNsSybISCQSiYSHt4nykNQQ0bGXTmH5yfFm4dlw2ttNtkXsG7R/nhyThUMOg9hNiLA0p8ajIMeI8y0DQrvMkFdtreX95aQSzWuP6p1WVO+04uTZbrhHJgO+fdF++QPWItoy09jlUZ43ea6EUEM1tPaLoJfi0uLwqD3zfT7hY5N9Fr1+q8XbLgX7HYIW2Py0rnDYUZTFNJsuZfKpFi6XS5ly2tnZifLycqFo56vdMWkW5P7nwyohv1hStn0RGfuexGhbHSYcHyDBtk02nkokEolERShVU34gD+FoTQeKbCb9yZxR6vsAC0OZYqKjlErya7WdqCi1qFJgqndag8Y/Em1AppmG6m9fY2B3sHdoTGj9OHm2GwW5xqDRiu6RSeHr0NXnYyaLvlbbqapu60F76g9U2dHV72NeE/rvfBrO0ZoOdVQj974UWlMxOj6jObG1onT1pFlJwX4HIR+SxUwYi4mOwlf3fQJFNpMqZ5Ru0ogEZCIqfVkk2PmEGFL9jnQjanLhXinUJRKJRKJJKNM7dxRlaQpgUtnlhX+hNRWPP7QRgHbSiUj8nr7iVPLH6bQ4+sz4Ww03GLsIX8gTxRLykAo4uS+5TB6fH+p0ulE8iZ1vPjWnxKtuAwSEPH9/XhwfqLIzjb8tDg/OtwwoaTj0QqCixKKaJKsXPTk1M8+8hgD7vjz+0Ea81XBDU7DzNpuVjBTsd5jFeqdmZ/14+2KvatIXvcqNVFKM2WxGZ2cnc1kEEeai6ndy4V6MXHoDY63vUveIAgxrgHl1F7kIz+mXEZ+/WYp1iUQikehCxPDJc92AHyjINSrWDbqoxVd0CUT88cKfHlyoFR2pB2/xoFNrZub8uvcl+66Hb3yGuewdY2MQof8QCvurNij7RfvaeXgPPA29uKG3Q16rtm6vqhpPFhBEv/CpLjyNnWp3AS/g6UVQSYEJaclxQJQ6936lIwX7HYb/Magsywk6xQsIfOfI1DAtIjXBK5yJqHrV75SyL3CC3R+yWA/cfB79rz4N094n4J+dkpYYiUQikehCxDgtAmlEtpTKshzNKjgvtunoSC2/Ow2xppD7HTnRGpbfO1iyzE0f62dPTYpFz+CCTqjeZYXD6VPtZ7EtLSC+by1uRDbbw4fKVbnsfJY8zeMPbWSGRBJrEI1W5Zvol2DPlzQBHz5UrtyPvg9fFKWHOK2m6jogBfsdR/RjsDYr9C8wDT9RbLGRUSIiMRGVVOCdv/kr+CdHF70dT93PAQDDZ44h56s/kqJdIpFIJCpEcce0HYMENlSUWBgRmmUK7sEWDSrkRXB+RuLCoKZbQpe2xgChN2cCCKmSn5ESx2SfiyrlokXF/qoNqqFD9Jl68nwdTjbZ5p0PejULjcKJ7iFW+Mm+BjujQBANeHqtthOVZTma94lUUfN2IQX7HUb0pQ/1A8rT2OVhhjTwjTN3mtG2OoxcemNJYp1n5NJvZQOqJKI89VdP4/e//z3c3YMYuenF5OQkLBYL9u7di29/+9vYsmXLnd5FiUQSAvwZbH4wDwAcfHiTqumSLnaJBCwA1XUnz6mnopLq8Z4tFtXU1FDtsJVlOQGrjF89NbSi1IIBzwTjw+ejHOkzBQCEFpOSAhNjzaF5+VS7WHiT5zg4jp7BcaFoFzX1Vu+yonqXFT/+zUdM5Z9/XmR/QulFAKCZuFN7qR8HquzChJ3Vkg5DkDnsdxDyQ/BabSeT69o7uLiBSoB65bxS8kVJUgxriVk6Y63vYfjMMfS/+rQcoiRZMmccF/DSj/4nms59CC9G8cmdZfj85z+P+Ph4HDt2DNu2bcPJkyfv9G5KJJIQoIf4HD5UrrKQEkHJF8noy6IqPX/d4deuaNpCLne4hVNTt9rNIQlG582JQFX+VnWepnqnVWncFEEEPp0XL3rMxi6Pkk8/4GFfI5L5HoyZOb8q3zyP86eTRJfLHW7s25anuS3aqkLew4oSC5J1ZtUU5Bg1/zY1M6946Qm07Wm1ICvsdxD+S3/yXDfzhczPTNRcgYbKSllBLseAo6iYePhnFqawjVx6Q1bZJUviSl8zig/tgNGaBkPMGjxW+kf45q4DAICf/vSnePLJJ/HEE0+gp6cH0dHy51MiWenQPvMWh4epshKxy1dx6eOm6G8tjgXrKSDOQadvLxqUyDeuksd8/tUPcdO30Cg6PMo1jVLwqTIq/OIzBKKkmcXYcGlo7VJRakFBjlG4TTrxhaTBDHjG8WGHG4iKwsO72EbQ+ian0O7CQxJ0zrcMIDbawNiDRTqo9lI/Hix3rirRLivsdxDVh4j3dnGXi21psGYlIVQqSlZOvig/4CjafN+St0mLdQAYa31XVtklS6I0txip680wxKxRLhO++c1vYv369XC5XGhpablTuyiRSBbJwYc34UCVHYXWVGXyJ8BW4g9U2ZWqOP+3cH3nxNrBH+ubHcPM9p96pFg5VtNiHQA+c792JTpYQEX1LqvwDMHBhzfpervDIT8zUVVZd3snhdbeN89cZy6/c7EXcTEG1F7qh9s3DffIFI7WdCivDVls8GI9OSFaNd11wBOY/t7W7VUGOtHvJ29JAlaOAyFUZInoDsI3nAJsbBLxv1WUWFC9K3CK6OVT7artREHcx0HusxKgIx+jouOUxlEAiMvfglmvE3O+QZ0thAap5Etf+73LGccFXOlrRmluMXbbtod9mz22ctwc9yA90aS6X0xMDAAgNjY28jsukUgiDt8ndvDhTYpQ529De9zJAKTqWxVfPQ+4FsTasWeLBRWlFqYKTRoe65ucSvSke4QtQhXb0nDw4U0osplCqjLTk1HpyELR2YNgEZI0fKAFDfGw0zQ7hmFJT1Ddll+M9AyNCxc/J891CzPwCf/3/jJc7nAzz0s02XWr3ayb4b5SHAihIgX7HYb+IQACp8dePtXOnLbLywxU1bU+eKKvHd1sslIgkY+DNS+o/ub3h/7jocfEjSZleJNMkbn3OOO4gO/97u8BAL++8iZ+8LnvqgQ5f5uvlT2KJx74CnM9od7RoGzj2LFjaG9vh91uh93OTdeTSCQrDq3EE63b8PCZ4IA6fS3dGAuDIUpli+HPcPPxkWSCp56gJBnneuKVwA86ohcLdF48Scrh/fAk1jFmTRQud7gZcZ2WzFazRSQnRDPpNG3dXhTb0uC8OQG/368S67rckgO8HYmfFkv/jR+CtdVuVlXVi21pgQFQqzCDHZCCfcUhGoXcOziG3qHQG1HpU30rEX4i6lRPU8S2PdX9IXN5wvGBFOz3EFf6mlWXecHO3+bYpdcBAP/e+g5z/Y23r2K834en/vc3MT0wgebmZuTm5uK1117DmjVrlmHvJRJJJBHZQcj/ScU9FFsEfT/+WPxg+Vr0Do2pG0K5M9yiCOdg1fqCHCNePN6sNKjqpaXwk0jpyEKRruDhp6oycAks+RmJSE2OZe7zwKZMxqITbE6MHuS1C5aBz/+Nnqa6Z4tFldzjHZvG9sLMRSfx3WmkYF+BkA/iKzVXAyOFg5wG4+nq9+H7v7iA3qFx7CjKUn2I7zTJhXthSM7A/OjQsj8W752X3N2U5hbj11feZC4Huw2wINppPC0DGG4fhAuBH/3UrDT84V9UY9K8On/sJZJ7DV7kxsUYmIp7RYkFMdEaeYAUjZ1uTbEcF2OA28taWUgCyZETrUzme7D9AxYaMenMdTJw6ECVXTWZlVSdAdZSy9s9FuPXpieV0o/ZMzSOnqFxZV/pGTLnWwawxhClvwC4RXysARvyUxm7Dd+nx8dNag2uEl3mhzr1DI4vyzT424UU7CsY/gPPn/LSgv6A0qeIVtIHNCYtB1MREOwTM/Oo7xrBu1dH8MGNMfR6p7EmOhrrcjPwpc9X4dl8KdjvJXbbtuMHn/uuyp9OPOuxa2JxzdONGEM0ZoJM2S35iz0AgPVJa3HpymVcP9WGf/3OEdTX1+Nff3xU0x8vkUhWBnwVlhetoRbDtI67lWU5Qg92limRmWDa1u3FjYFRxh9PjsVKhrs/UFlucXhwuWMIawzsQoIMXKoosaiEMoGvONP+fdHioNCaih1FWZpNtDuKspTti5JlpmbmlUmo9U1OTM3MY0dRFrr6fKptiZicnkdjlweVZTlo6/aid2gc3QNjeOalBuRnJmLj2lTMzPkVTRNMw9DPVy87niAHJ0kigmg1TPxsS93uSviApu/9OvpffXrJ2znxkQd/9e83AADrM+JQuSEVo1Nz+NDlxd/95P/Bb945h7q6OmRlaWfVSu4udtu2M2Ja5E0Ph86xG0j9RAY2P7kLH/6wDo6TLXjzCyew++tSsEskKx2+6hrSEJ4Q0bJ89A6NoatvhLlOZM8h+0b2jxb5Woh89QR6W6HEOT7+0Ebs2WJhFhM051sGlOGLIhsJ8fMH8+LTZKTGqfz+M7N+VJTmMO+NqJkVWGhI5eGfbyjIplNJROBXwweq7CiymTSHM4Sz3ZUASY25+e4RTPUtPiIv2hCFx7aasf+BTHwiY2FBM7XpC/jTf3wTly9fxtNPP41f/vKXkdhtySrijOMCTrXW4tpNdZzXYjCsMSBzWx5Gu4fRcvYjnKlcqNpPz00r/9dLp5FIJHcGUn2lp4EvFb7RkZwFFx2nt9rNjCgmx2K6KiyaDKqFqPhGb4v3b588143qnVZUlFrg9k4ynnethUdbtxfPvNSAA1V24UBHIv5D8YTHxxjwnyvXM/dTiApjoimXT0Gec7A+v8qyHGSZEhEXYxCenVgNSMG+QtFqtiDX9Q6OhXw6T+v02Z2GNIMupdL+SGk6HilNV11vycrEP//zP2PXrl04fvw4pqenZRTfPcRSq+paxNxKS2i+1qq5/V9feRN7bOV4aFOlFO4SyQpArwJszUrC7i0WRsgBYISvKFFlf9UGVaMjn0oSH2tA9BoDHtiUiee+vh0Pli9EOPL79VptJ0oK1FGyWvDFN35bomx0/jUglXp+4REfuwaT03PKZVpg8wMdj9Z0hJTpvmFtquJv5yGJLSLbjeq2txpSSRxmqEXMLFOiYt9ZrUjBvoLhT+XR1x050coIdmNCNHwTak9uZVkOvlCeDrfbDbM58EVxuVy3LpuRnZ29vE8iTEz/f3v3HtvWeZ4B/CGti3WhRIrU3WYoGbQtybEbxWZqx7UMKFm9TGm7LBuQBp2zxgsydGmzAU2zAR2Gddja/DEUvaHLksBGlgYturZrDddY4jXyZCeR46S+SbJlyTIjWaIiWnfJ1IXcH/R3dM53ziFpXY/k5wcEMSny8Eiy5Oe8fL/3qzuE4fd/iuit1HrgzEz1d6AsO36MSCSCcDiM0tLF2SiCrEFU0GEDHtmqDcfyJJjFMtx+e92FM/GvzqauZs1ISCJaOYkWXPpKHIY93+pwJ4fCS11D+M5PzuFIwRUcPLBZeaxc1b41FQUQxYkPe7GxqFXzLvnJ833Yt0P77/v5zkH4inPQFbrzdwDkz1FuoTVrqT36bhDlnhzU15bicnAY3QMTmrAuy8/J0LWqXFaFfTNmc9y3V7qUnJOsUi/GMAu9MQAAG0RJREFUVd9JC46QmW5XJu5YqXB5JxjYV6GmC32aq1DRLmP0F/jEh71woRf+Ihs6OjpQUVGBa9euAQA6OjoQCARWNLSLjY6Eqf6rCw7rQHzX0yv9kwCA9LR1KCjQV+Fp9ZIr6E3X5sLxqa4z6BmeX+vYcEcYs7dm4Koqgk1VCYrORtF78hpC7wdhT1+HwvvNdx9UMxorSUTLK1G7hegJr68t1SwKra8tRc/ABMo92YYDH8IjEYRHInjhx81KP7k8lUTt8PF2XdXbaBOVmWhqe5LILTHy59iw24uG3V7txowG5yZPnOlWtccYLUo1WoDbPc/xjQBwcySS8uhKEehTnXhT43Ni+ya3buKO+H7Jm2pZHQO7hZlVwuW/rJHpqGa1ufxDGbwJ+G+vuezs7ITNNhdEwuHwigZ2eSa7buDrAhxpju+c+pmKHIQO/yUK6p7mTPZVxuxnwKiCfu7GJbSG2g1HNKZqsn8MV17/EOm5Gcj1OpGWk4GZsSmM3xjB1PAt2NPt2PLntVhfkK08x5GZi9HImOHxjMZKEtHySqXdQl50KW63pVA9fu3Y5ZSmkshht2GPF5VlDs3zjBZaGjnfEUbThT7NrHX1xBlxX7KNGTWkawWxKFW0/RjNmxf2bY+/zp2Ooe4emMCbJzrw5okOPHUg8YZ0YrMpo351d14mwiMRw+fIrUridrJNtayGgd2iQqEQmpvjf5nkSrh8FSqunvfeWwJ/kQ0zo3043Tl3LK+quFxZWalU2AHA7V7ZRahi8elk11llZvp46+8WfNx3ro7g57+/iXS7DV/bX4pI9wX0vvE8dz5dRRL9DBjNUs9Yl7GgsA4A+X4PNn52M4avDmC8ZwTTYxHY0uxYX5ANz31lKN+/CVlFuZrnqMP6/so9mInNADGwh53IQhZjsxyxYFMO3m3B4ZSCvVDuycbDO8uVQF3tc91RPzYQD//q6r6gbrnZ4MnGQzvLlRnwyTZQatjjRcMer2nVOdE7CA17vLqWoDtltuhWPQ/e7Nwf3ePVXTCJr5Gun3/kFl47dllz39HTxtNnrISB3aLC4bDutggr8oJUf5ENLS0tcLvdCIfDqNtsQ5kzhuBNIFBdivqdXk2VsrCw0FI97Llb65QQPdbWuODjdQzcwtd/dR0xAC88VIaq4izlY9z5dPVI9DMg5q2re9iPtZ1Y8GtmeXJQ8fn5V8Xf6Tyt/PmRqvoFnw8RLY5UppDU15ZiejaGrt5Rw0kyYnHky79pxdtnezA8NmW4dgxAwmk0PQMTmgkr9/ndKPfkGD5WMFunph5zKL/73q16HXVoN9vTpaVrUDegQu4XF61C8qaMLV2DujAvHpvqxYy8+FUQYf07Pzmnud9blIPs9WnKuZiRd4E1+txPnu/TvGNhRQzsFuV2u9HR0aG5rSauzOUqZEVFBQDAX2SDvwgI7PSiuLhYE8zl21Yi97Tfqb6RKRx6swPDt2bxFw8U4mCgUPNxW1rmgo5Py0f9M9AxGUTbjY8xmD2uVK3leevHWhce2BcT+9eJrMOoLWbfjhKkr7Mp7S9Gs8jF40RYV5MDtHoi25HjV5Kek7qvWm4HUffUG72WcPLcXNA0uyh5r6Vfs9PqwQObDSvVRn3e8kWAulXopWcDeO6xGt26OiDeIvOtp3clXSCq/prJ1Lu4Gh1DXBC1BYeVlhwj6ncOEk3Ys8o+NWbsK30CZKy4uBiBQACbNm1KuDBUrkLa7Xbd80KhEFpaWhAKhZbj1BdEtMXMx9DkDL78k070DE/jT3YU4MWHynSPGWx8BQNv/3Ahp0jLRPwMjOdP45fhEzja/jb+/rf/ilNdZwDEF57+6PRh5bbVKtrsXydaWU0X+vD9X1xC04U+ZSfO+tpSbPXm46kDfnz7mQCmZ5Iv8iz35Og2N5J7zfdtL1GqvC1dg7oqrrcoR7/oVKXzxiheejaAJ+o34aVnA/jW07t0U2T2bY9Xx9dnaKObCNXi3Xf5dT5drd04UDxOPr7RMRPt3SIeI/eIA3PjF/feW6J7nRqfU/k81ZVx+TgdPSOa10mkq087rMKRlYYan1O58Nh7bwmee6wGlWUO02NYZZ8aM6ywW1gqlXCjSrz6eRcvXkRjYyMcDgdcLpcmxFupLUZQNlRqfBWR7gspP298ahaH3uzE1YFb+IOt+fjnP9qoWVyrNtj4CgDA89BXFuWcaekUFxfjZod2x0Cx4FRMifnpuV8rE2L2V+7RtKUQ0d0p2c6XovUilUWSPZ+MK1Vssz7robFIwkqyr8SByjKHYTuGOI+GPV7NOMmG3V5Nm0l6ms3w+eqgqR79/F5LPz5dXaSprqsfZ9TGIh9T3YKrnraieV3pn1pvUY7mIkL+PMQM+2Tfo56BCWXjJtn2SpdmVKTcfjQ6OYNLXUP4wS8uKedh9E4AMNcjb+XqOsDAvuqJKqRR+A6FQmhsbERfXx+uXr2KoqIi5OfnA4DpYj4rED3tA2//ECNnf4XZsYGEj5+aieKvfnYN529M4DOVDvzbH99juDmD2mDjK1i/YRv72VcBeYFpxroMHPngZ5rHiBBvpbDOlhiilZNKVVYO36IF4+jpoCbIi9GPRpsMCWZzxoWuvlHdxYE82URuyZDXq8kLJQscGXjxyU9pnqMO6q99I/G/b2990GN4f43PqQnc8rSZtz/oQX7u3EaEciAP9o8jeHvyi6hwG20Emep4xs4b+lHPyb7e6nMRi3PNXq/ck235sA4wsK8JZpX4cDiMWCyG69evY3h4GJOTk3A4HOjq6gIAuFwu5XFWCuzC+g3blGo4AKzL9ejC+2w0hr/55XW81zWGnRtz8IM/rUDGutQ6vbgAdXUQC0zP3bhkOglmR1nNkm2WNF9siSFaOaksMjUL3+WFxgtAP2oPKxXwt8/2pDyCEdBXgAHoxhCqK/mCOiy3dA1qztcuFaZEuw4w9w6CemGo+rjx8YjG53+pawiXuoaU3npRof/mq2eUHvbu29VvdSA/+m4QnT0jmrns4iJE/CfalFKZu65IcdrzUwf86LyhvzAC4qM35dYgIZWNn6yAgX0Ni0ajSt96JBJBQUEBQqEQxsbGMD4+Dr/fD5fLteKjHc3IC1DXb9yG8dZ3NPf95wcDeOty/IfNlZ2Gf/ztx4bH+sZD5SjI1v515wLU1UMsMP3R6cOa+7cUbsLBnX+mVLLlUY8r5Uu1j7O6TrSCzGavO7LScN9mj7KItNrnUirqJ8/F/zObBy5aQJ55tArPPFqlCchAvOJ9c3RKue3Oy0TN7R5tOUQaTWpRV/LlcC1Ct3on1IFh7cZN8jsGb5/tMVxICuir2+lpNuyuLtad6+Hj7aj2udDSNWi4KPfI8Sv43n9dhN1mM7woUbfryC0w9bXJdx8XG0MmG3lpdmEhiNGbTx3w4zenryM8Mvd9Ur9bYGUM7GuY3W6H3+9HdnY23G437PZ45bmsrAw2mw35+fmWa4dRkzdVyqv9AiKhDszcnAvlw6qV8yK4G3luX4kusLOXffWR22PUYf1B3y7s9QXQ1HVnW1Yvtr2+AA498MUVPQciigfrj/vHdNNWTp7rU6aPGE1C6ezVtmDs216Chj3aKTHffPUMPmoPw1ecg5loDN2fTGjCOhCvoJ88H78AUIfgGp8Tu7YWmvazi5ngTRf6NPPZzarRoootv2OQn5OheRfg22/8Hp978B4882iVrro9PRMzPFdx/I/ajVtTzT4Ho75ws4kziXT2jqLa54pPgbHFZ8Grp8oYvXvwrad3YWNRK3596jomIrO4NTWrfCwyHcU3vvgpzXqDgwc2Jz0PK2BgX6NCoRAGBuI/YNu2bcPg4CDy8/MxPDystMJYOayPtTVisussXHWHEJuJIMt3P3K31uFW90VNm8xX60rx1brkV+lm2Mu+uqjbY3aU1eiq2BUF3mUN7AVZTpTlleBiqE25z2rTaojuVk0X+kxDobpfXNeaIQ+OsUEX1sVx5ZBuJDIdxUvPBnDk+BWl3cQs6IrXSzYOUU1d+Qeg9LAD2kB9c3RKM5e93JOta4vp7B3VvTNxn9+N/kHtPHVvUQ6isZhpW5DRIs6UW2BUxLseQmWpQ7MwVz0vXiyMjUxHkZluN/zeiHAv7wq7GjCwrzGhUAiXL1/G9evX4XQ6dZV0q06HURtra0TvG88rt9W7k3oe+gpGL53AzMA1s6cnZFvvQOyWtnrCXvbVRZ6/rjY1m/wfz8VUXbIZTdfm/lFlKwyRdSRa1ChPVlFPQpEXOZ4814dvvnoG33p6V9LjGslMj7+7nTCkqzTs9qb0Gp78TLzwxA5NMBbtOokCv5jL/vDOcl3LkHj3Qb1IFNBWw+trS/HZwEYcOX5FP95SmlmvbucBoFTK1fPvASArw47JqeS70YoWHQCa4ya7uFFX/OV3LozakKyIgX0NEZsoBYNB9PX1YfPmzXA6nfB4PEo4t/KmSYLcu64O1GNtjfMP61l5KHnsnzQXAwB72dcSuWVmqYUntJMKlvuCgYjMmVV0nzrg14UzMebQaOwfEA+sG4ta8cyjVdhQmJOwsl5fW4qP2sPKYw4fb084g11tgyfb9Nxzs9IwpmoDfXjnBtOQmSjwi+r7M49W4UzbJ7oLideOXcaXH9miVLK//wvtgv7pmZgmILvzMlFSkKWMaxQSjW2UNzpKJawL6ik+b57oSLhpkiB2S33x35sNF6VafdMkgBsnrSliEyWHI74xwMhIfH61VReVmpE3T1LfXshOqLHJEdz8v8NIK9gIW9bc5gmDja9grK1x3scl6xAtM3t9gWV5PXeWdjvsnuE+ZSMnIlpZonL+RP0mzYZJRnPJzWZ0q73X0o+mC32YmjEPlzU+J0582KsL9KlW18X0laPvBrG9Uvv7pcChLS4l2ujH6GO5WWmory1F541RvPhyM5ou9GHX1kLd49qCw3jhx/GPGx0rPHJLc7vQud4wrMtjKDVSnPxiRH59s2PV15YqGzQB8Sq82dx9q2+aBLDCvqaITZRcLhf8fj98Ph+2bNli+Yq6TGyeNNl1VuldF+SFqHPsAJJfoUeCvze8f+TDX7EtZo140Ldr2UY8VhR48UhVPY61nUDTtWY0dcX/Exs5EdHKEiHyhR/HK7xtwWF09o5q2jYA44q0vDlPuSc75b7yOyVXz42mohhNYTFjNCXn8boKzW35NdyODIRVFxpH3w0qbSdmmycBcwFftJWk0n/fsNuLht1evHbssm60pjsvQzPFRT99Z73m8enrbNjgyUZ45JamUl/kyjZ9l0DN6B0XK2JgX0MSbaK02ojNk4zuT/NUGLTFpP52mrEFXO6T5SxXa8zrH/4c//KHf4fyPO0ve26aRGQdchgXCxnVfctyC4qoxKs3IopMJ/93xp2/PuljjKjDeqqOvhsEoJ2UIi++fOqAX5mqkqwvvqayQBPi1dNpXno2gOceq0kYfEVbifw6on9cPldBDvfqsA4An3vwHs1FQsMeLyrLHHivpR8ZaXbThcXqqrlYR2Akle+rFTCwrzGroUd9oXK37MXQPPvYzeTVfn5Rj0crS95saWp2CjvKatAaasf/Xm1Cz4j5TN+9voCmap6MmFijvkDgpklEK08sLgwP3zL8uLpvWZkccjoI2KAsbBSLOMXxkk05SVQ5XmzqCSpikyOjth71hUmi82/Y7UVlaTwIr7PbNG084muVKPiKgCw/Rr3YU7b33hLs215i2KpS7snG1x7fprs/0VoD9XPVC18TPX41tMMADOy0Cpm3xRDNkafJnOo6o9kldW9FABUur37n1NtvtshV870V8T5IOcSL8ZKJxk0S0fIyasvwFuVo2kr6ByeUXTdFuBPBUa7AA/ppMuoQKKajAPFwa7aL6lL6zanrhvebLaisry3F9EwMsEE5d7NgK0KtPKPeW5SDB+8tUb6G8mZSot1EXoCqXkvQsMdrGNjFyEm5Yi9vEGXk4Z3lAMx76TcUZqOyNE83X9/KGNhp1VH3uNvSMjVz2eeLox3XPrmvvTyvBIce+CKqiv041nYC4fFBtPa3x3vRrzXjS7WPax7/yNZ6POjbhVNdZ3Cs9QRgm7sPSDxukoiW19HTQd19cg+4aKUQLR9Hjl/RfPx7P78IALrQLgLovh0lQAxK6JMvEuprS9EzMIFyT7aubWODJxtTM7PoH4oo9xU5MzW31eR+eiNhk8k16k2GjD5/AEBMv5hz3/YSlBfmaFtYpLnlwf5x/LWqHUcO/KLdRH5tMZ5RfD1fejZg+K7E0XeDaNjt1bwzsM6ubWGVvzbeohwAwIsvN5vukNr9yQS6P5lAwx6v4cetiIGdViV1j/vUwHWMX3prQceTJ9PQ2mPWtiKC9o9OH0Zr/9w/NlOzU4ZVcwZzolXgDpclHX03qJvkIia2qCvt8gxv+RhqIhAbVdq7B/QbDpmFdTEmUi03Kw3/cLDW9FwA/Q6tidpZjCrccvXZqKUFmNuZ1ahHXrym0ZhK8XjxjoUcxAHtXHgxzlF8n9SfX9OFPuXjwf7xpC0z6nNghZ1omaQ75/fDZs/1IN1ZiuxNDyjjIlllX7uSta0YBXqGc6LVqWG31zTIGkqw46UIdXK7h3DyfJ/puMDFYLSo8oGqQnzUHkZlqUPzeaoXmcpB9E4WV+7bUWI6U13nds42CuXqSrrcY98/OKFM70nko/YwnnusRndBUF6Yo1mDIF8wpWK19K8DDOy0Bsy3pz06NoDI2AAi3RcAAEOnXkdO1X7k1X6BwX2NShTA2YdOtHYYBUSxeZFcSX/qgB/VPlfCGd1mYX25FTgycJ/frQnxiUK6WqIKu6yy1KG5nWjCjOh/N2ttERc8YiGvYDbdRSZCtXxBoA7bTRf67ugCbd/2ElSWOZTPazVU2RnYadVT97RPD/VhvO0dYHZ6Xscab30H463voPTJ7zK034VYUSdaO555tArVPpfSNiKCeo3PqQntkemoZkGpuudb/NkorMvHMVNfW5pyOBXHPXhgs2FP94tPfkoXniPTUWXeeCKJKuzyrHP5sWa7xu7bXqLr8Qe0oxrNeujvlPw9SjZHX6a+sFGfo1jDYPXQzsBOa4II10NvPL8ox7v5u5c1xyUiotXHqLda3nhHBDixAFL9XMB4050anxP/8fV9ytzz+/xu03GDRa7shBsPydS7hqqDr3qDH7NKcyJmoRvQzzqXj6kee6l+J8Jo0aZZsE70+uqJNYhpe+rl8ZtGwdpojn5kOqrMo5cDvvw9XQ297AzstGaIPnRhXU4BbFn5BpssJRe50YLeN55npZ2IaJWTw1zDHi8a9ngNK7WpPB+Ih2pAGyBF24e8EFS8hnhctc+l2dxIrujLs+FTvT+ZRO8iiHNPdEz1hJxkr20UrJO9vtB0QbsmIJULkjv9miRqr7EqWyyWYKXFfA9qs12qrq6uvnRpebYHJwKAsbZG9Koq7K66Q3c88tGWth6xmbnRVjlV+5FesBFZvvvnHdxramrQ0tLSEovF7qrddPh7gGgOfw+s7O+BVEJmsueLTZUadief3b3Q17vbLcfXbyW+Rwv5PcAKO61ZU/3JV5/L1GEdiPe0A/EFqay2ExGtTmatFEv1/IW+3t1uOb5+q+17lPqSYSKLk1tiEs7pkthzPfM4PhEREdHSY2CnNcNo8yNX3SGkFWxI+tzo2MC8jk9ERES01NgSQ2uGGO848uF/Y7z1d8qIxoVw1R1CbCayoB52IiIiooVgYKc1JXdr3YJbV0RIt6VlMqwTERHRimNLDK05Kbeu2KXr1XXpKH3yu/A89BVk+e7HYOMrGDr1OnrfeB5jbY2Lf6JEREREKWBgpzVHtMY4H/wSSp/8LnKq9hs+zrYuXXs7PUv5s1yl7z77PwiFQpr7QqEQWlpadPcTERERLSa2xNCalLu1TtPGou5lz9ywDZHui4hNT2qeE7s1gt43nkdOzcNAdEbzsd5ZJ9qbmxEIBFBcXIxQKITm5vgOdB0dHcr9RERERIuNgZ3WPFFxn+w6iyzf/ZjsOotI90XTx49fekv582ThvQg778WYaysAIBwOo7i4GOGwdqtrcT8RERHRYmNLDN0VcrfWofDA3yJ3a52uxz3NfY/p8wZnMvAx5oK42+3W/F++n4iIiGixscJOdx2jivvQqdcNHxv1bIHP54PH44Hb7Vaq6MXFxQgEAgiHw5r7iYiIiBYbAzvdleQedzmwDyAfHzsDyHJtRWDLFsNAXlxczKBORERES44tMXTXy91ah4ydT2juGyjbj5JdDVxMSkRERCuOFXa664VCIZy3VwFln4e9vxXrffcjcOCgEtRDoZBp60uijxEREREtBgZ2uuuFw2EMDQ3hyo1ZAJtRMpaDbbc/lmh8I0c7EhER0XJgSwzd9dxuN0ZGRpTbDocD4XAYoVAI77//PoaGhpSPqcc5Go12JCIiIlpsDOx01ysuLkZdXR1KSkrg9/vhcrkQjUbR3Nwcr7xfuaKEdvX4xmg0imAwiMHBQd3HiIiIiBYLW2KIAGzbtg2FhYVKP7qolrtcLvj9fuTn5+vaYa5du4a8vDyMjIygtraW7TBERES0JBjYiW6TxzR2dHQAiId2uT9dBHqn0wmn0wm7nW9WERER0dJgYCcykGxjJNEO43A44HK52A5DRERES4aBnShFYoRjNBplOwwREREtGwZ2IgNiZOPg4CBGR0dRU1OD0dFRAEAwGEReXp7y2Js3b67UaRIREdFdgIGdyEA4HMbg4CDa29sBAL29vdi8eTNcLhccDge6u7sxMTEBID4GcsuWLayyExER0ZJgYCcy4Ha7lYo6AJSUlGB0dBQulwsulwt5eXno6elRetjD4TADOxERES0JBnYiA2I2e2NjI/Ly8uB0OlFRUQG73a4sMBW7nAKcwU5ERERLh4GdyIQ8m12uoCeaIkNERES0WBjYiUyIqTBmgVye205ERES0FGyxWGzxD2qzjWRmZjo2bdq06McmWg4zMzOYnJxUbmdlZSEtbX7Xtx0dHYhEIqOxWCwv+aPXDv4eIJrD3wP8PUC0kN8DSxXY+wBkA/h40Q9OtDyyAWQCiAKYBTANYAbxd6Vmbt+Xqo0AJmKxWMlin6SV8fcAkQZ/DxDRvH8PLElgJyIiIiKixWFf6RMgIiIiIiJzDOxERERERBbGwE5EREREZGEM7EREREREFsbATkRERERkYQzsREREREQWxsBORERERGRhDOxERERERBbGwE5EREREZGEM7EREREREFsbATkRERERkYQzsREREREQWxsBORERERGRhDOxERERERBbGwE5EREREZGEM7EREREREFsbATkRERERkYQzsREREREQWxsBORERERGRhDOxERERERBb2/2yWPTiDeKghAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 750x450 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cluster the sets and plot the result\n",
    "fig, ax = plt.subplots(2, 3)\n",
    "Ax = ax.flatten()\n",
    "\n",
    "for count, (name, data, params) in enumerate(dsets):\n",
    "    # Fit all datasets to the same value range\n",
    "    data = StandardScaler().fit_transform(data)\n",
    "\n",
    "    clustering = cnn.CNN(points=data)\n",
    "    # Calculate neighbours on-the-fly\n",
    "    clustering.fit(**params, policy=\"conservative\")\n",
    "    print()\n",
    "\n",
    "    # Plot\n",
    "    clustering.evaluate(ax=Ax[count], annotate_pos=\"random\")\n",
    "    Ax[count].set(**ax_props)\n",
    "    Ax[count].set_title(f'{name}', fontsize=10, pad=4)\n",
    "    \n",
    "fig.subplots_adjust(\n",
    "    left=0, right=1, bottom=0, top=1, wspace=0.1, hspace=0.3 \n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CNN clustering with pre-computed distances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-09T15:52:29.578919Z",
     "start_time": "2020-06-09T15:52:27.697935Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Execution time for call of fit: 0 hours, 0 minutes, 0.1107 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         C         min       max       #clusters %largest  %noise    \n",
      "2000      0.500     20        100       None      2         0.500     0.000     \n",
      "--------------------------------------------------------------------------------\n",
      "\n",
      "Execution time for call of fit: 0 hours, 0 minutes, 0.1571 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         C         min       max       #clusters %largest  %noise    \n",
      "2000      0.500     20        2         None      2         0.500     0.000     \n",
      "--------------------------------------------------------------------------------\n",
      "\n",
      "Execution time for call of fit: 0 hours, 0 minutes, 0.2057 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         C         min       max       #clusters %largest  %noise    \n",
      "2000      0.280     20        20        None      3         0.338     0.114     \n",
      "--------------------------------------------------------------------------------\n",
      "\n",
      "Execution time for call of fit: 0 hours, 0 minutes, 0.1340 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         C         min       max       #clusters %largest  %noise    \n",
      "2000      0.290     30        5         None      3         0.319     0.050     \n",
      "--------------------------------------------------------------------------------\n",
      "\n",
      "Execution time for call of fit: 0 hours, 0 minutes, 0.5806 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         C         min       max       #clusters %largest  %noise    \n",
      "2000      0.400     20        2         None      3         0.334     0.001     \n",
      "--------------------------------------------------------------------------------\n",
      "\n",
      "Execution time for call of fit: 0 hours, 0 minutes, 0.1047 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         C         min       max       #clusters %largest  %noise    \n",
      "2000      0.500     20        1         None      1         1.000     0.000     \n",
      "--------------------------------------------------------------------------------\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x450 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cluster the sets and plot the result\n",
    "fig, ax = plt.subplots(2, 3)\n",
    "Ax = ax.flatten()\n",
    "\n",
    "for count, (name, data, params) in enumerate(dsets):\n",
    "    # Fit all datasets to the same value range\n",
    "    data = StandardScaler().fit_transform(data)\n",
    "\n",
    "    clustering = cnn.CNN(points=data)\n",
    "    clustering.calc_dist()  # Pre-calculate distances from points\n",
    "    # Calculate neighbours on-the-fly\n",
    "    clustering.fit(**params, policy=\"conservative\")\n",
    "    print()\n",
    "\n",
    "    # Plot\n",
    "    clustering.evaluate(ax=Ax[count], annotate_pos=\"random\")\n",
    "    Ax[count].set(**ax_props)\n",
    "    Ax[count].set_title(f'{name}', fontsize=10, pad=4)\n",
    "    \n",
    "fig.subplots_adjust(\n",
    "    left=0, right=1, bottom=0, top=1, wspace=0.1, hspace=0.3 \n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CNN clustering with pre-computed neighbourhoods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-09T16:01:09.992260Z",
     "start_time": "2020-06-09T16:01:09.031178Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Execution time for call of fit: 0 hours, 0 minutes, 0.0118 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         C         min       max       #clusters %largest  %noise    \n",
      "2000      0.500     20        100       None      2         0.500     0.000     \n",
      "--------------------------------------------------------------------------------\n",
      "\n",
      "Execution time for call of fit: 0 hours, 0 minutes, 0.0116 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         C         min       max       #clusters %largest  %noise    \n",
      "2000      0.500     20        2         None      2         0.500     0.000     \n",
      "--------------------------------------------------------------------------------\n",
      "\n",
      "Execution time for call of fit: 0 hours, 0 minutes, 0.0123 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         C         min       max       #clusters %largest  %noise    \n",
      "2000      0.280     20        20        None      3         0.338     0.105     \n",
      "--------------------------------------------------------------------------------\n",
      "\n",
      "Execution time for call of fit: 0 hours, 0 minutes, 0.0151 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         C         min       max       #clusters %largest  %noise    \n",
      "2000      0.290     30        5         None      3         0.320     0.046     \n",
      "--------------------------------------------------------------------------------\n",
      "\n",
      "Execution time for call of fit: 0 hours, 0 minutes, 0.0104 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         C         min       max       #clusters %largest  %noise    \n",
      "2000      0.400     20        2         None      3         0.334     0.001     \n",
      "--------------------------------------------------------------------------------\n",
      "\n",
      "Execution time for call of fit: 0 hours, 0 minutes, 0.0136 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         C         min       max       #clusters %largest  %noise    \n",
      "2000      0.500     20        1         None      1         1.000     0.000     \n",
      "--------------------------------------------------------------------------------\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 750x450 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cluster the sets and plot the result\n",
    "fig, ax = plt.subplots(2, 3)\n",
    "Ax = ax.flatten()\n",
    "\n",
    "for count, (name, data, params) in enumerate(dsets):\n",
    "    # Fit all datasets to the same value range\n",
    "    data = StandardScaler().fit_transform(data)\n",
    "\n",
    "    clustering = cnn.CNN(points=data)\n",
    "    clustering.data.points.cKDTree()  # Build search tree on points\n",
    "    clustering.calc_neighbours_from_cKDTree(params[\"radius_cutoff\"])\n",
    "    clustering.fit(**params)  # Fit from precomputed neighbourhoods\n",
    "    print()\n",
    "\n",
    "    # Plot\n",
    "    clustering.evaluate(ax=Ax[count], annotate_pos=\"random\")\n",
    "    Ax[count].set(**ax_props)\n",
    "    Ax[count].set_title(f'{name}', fontsize=10, pad=4)\n",
    "    \n",
    "fig.subplots_adjust(\n",
    "    left=0, right=1, bottom=0, top=1, wspace=0.1, hspace=0.3 \n",
    "    )"
   ]
  }
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