{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "undefined-contractor",
   "metadata": {
    "toc": true
   },
   "source": [
    "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Helper-function-definitions\" data-toc-modified-id=\"Helper-function-definitions-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>Helper function definitions</a></span><ul class=\"toc-item\"><li><span><a href=\"#Plotting\" data-toc-modified-id=\"Plotting-1.1\"><span class=\"toc-item-num\">1.1&nbsp;&nbsp;</span>Plotting</a></span></li><li><span><a href=\"#Organisation\" data-toc-modified-id=\"Organisation-1.2\"><span class=\"toc-item-num\">1.2&nbsp;&nbsp;</span>Organisation</a></span></li></ul></li><li><span><a href=\"#No-structure\" data-toc-modified-id=\"No-structure-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>No structure</a></span><ul class=\"toc-item\"><li><span><a href=\"#Checks\" data-toc-modified-id=\"Checks-2.1\"><span class=\"toc-item-num\">2.1&nbsp;&nbsp;</span>Checks</a></span></li><li><span><a href=\"#Scan\" data-toc-modified-id=\"Scan-2.2\"><span class=\"toc-item-num\">2.2&nbsp;&nbsp;</span>Scan</a></span></li><li><span><a href=\"#Plots\" data-toc-modified-id=\"Plots-2.3\"><span class=\"toc-item-num\">2.3&nbsp;&nbsp;</span>Plots</a></span><ul class=\"toc-item\"><li><span><a href=\"#Time\" data-toc-modified-id=\"Time-2.3.1\"><span class=\"toc-item-num\">2.3.1&nbsp;&nbsp;</span>Time</a></span><ul class=\"toc-item\"><li><span><a href=\"#Trends\" data-toc-modified-id=\"Trends-2.3.1.1\"><span class=\"toc-item-num\">2.3.1.1&nbsp;&nbsp;</span>Trends</a></span></li></ul></li><li><span><a href=\"#Noise-level\" data-toc-modified-id=\"Noise-level-2.3.2\"><span class=\"toc-item-num\">2.3.2&nbsp;&nbsp;</span>Noise level</a></span></li><li><span><a href=\"#Largest-cluster\" data-toc-modified-id=\"Largest-cluster-2.3.3\"><span class=\"toc-item-num\">2.3.3&nbsp;&nbsp;</span>Largest cluster</a></span></li><li><span><a href=\"#Number-of-clusters\" data-toc-modified-id=\"Number-of-clusters-2.3.4\"><span class=\"toc-item-num\">2.3.4&nbsp;&nbsp;</span>Number of clusters</a></span></li></ul></li></ul></li><li><span><a href=\"#Mono-blob\" data-toc-modified-id=\"Mono-blob-3\"><span class=\"toc-item-num\">3&nbsp;&nbsp;</span>Mono blob</a></span><ul class=\"toc-item\"><li><span><a href=\"#Checks\" data-toc-modified-id=\"Checks-3.1\"><span class=\"toc-item-num\">3.1&nbsp;&nbsp;</span>Checks</a></span></li></ul></li><li><span><a href=\"#Di-blob\" data-toc-modified-id=\"Di-blob-4\"><span class=\"toc-item-num\">4&nbsp;&nbsp;</span>Di blob</a></span><ul class=\"toc-item\"><li><span><a href=\"#Checks\" data-toc-modified-id=\"Checks-4.1\"><span class=\"toc-item-num\">4.1&nbsp;&nbsp;</span>Checks</a></span></li></ul></li><li><span><a href=\"#Quadro-blob\" data-toc-modified-id=\"Quadro-blob-5\"><span class=\"toc-item-num\">5&nbsp;&nbsp;</span>Quadro blob</a></span><ul class=\"toc-item\"><li><span><a href=\"#Checks\" data-toc-modified-id=\"Checks-5.1\"><span class=\"toc-item-num\">5.1&nbsp;&nbsp;</span>Checks</a></span></li></ul></li><li><span><a href=\"#Blobs\" data-toc-modified-id=\"Blobs-6\"><span class=\"toc-item-num\">6&nbsp;&nbsp;</span>Blobs</a></span><ul class=\"toc-item\"><li><span><a href=\"#Checks\" data-toc-modified-id=\"Checks-6.1\"><span class=\"toc-item-num\">6.1&nbsp;&nbsp;</span>Checks</a></span></li><li><span><a href=\"#Scan\" data-toc-modified-id=\"Scan-6.2\"><span class=\"toc-item-num\">6.2&nbsp;&nbsp;</span>Scan</a></span></li><li><span><a href=\"#Plots\" data-toc-modified-id=\"Plots-6.3\"><span class=\"toc-item-num\">6.3&nbsp;&nbsp;</span>Plots</a></span><ul class=\"toc-item\"><li><span><a href=\"#Time\" data-toc-modified-id=\"Time-6.3.1\"><span class=\"toc-item-num\">6.3.1&nbsp;&nbsp;</span>Time</a></span></li><li><span><a href=\"#Noise-level\" data-toc-modified-id=\"Noise-level-6.3.2\"><span class=\"toc-item-num\">6.3.2&nbsp;&nbsp;</span>Noise level</a></span></li><li><span><a href=\"#Largest-cluster\" data-toc-modified-id=\"Largest-cluster-6.3.3\"><span class=\"toc-item-num\">6.3.3&nbsp;&nbsp;</span>Largest cluster</a></span></li><li><span><a href=\"#Number-of-clusters\" data-toc-modified-id=\"Number-of-clusters-6.3.4\"><span class=\"toc-item-num\">6.3.4&nbsp;&nbsp;</span>Number of clusters</a></span></li></ul></li></ul></li><li><span><a href=\"#Moons\" data-toc-modified-id=\"Moons-7\"><span class=\"toc-item-num\">7&nbsp;&nbsp;</span>Moons</a></span><ul class=\"toc-item\"><li><span><a href=\"#Checks\" data-toc-modified-id=\"Checks-7.1\"><span class=\"toc-item-num\">7.1&nbsp;&nbsp;</span>Checks</a></span></li><li><span><a href=\"#Scan\" data-toc-modified-id=\"Scan-7.2\"><span class=\"toc-item-num\">7.2&nbsp;&nbsp;</span>Scan</a></span></li><li><span><a href=\"#Plots\" data-toc-modified-id=\"Plots-7.3\"><span class=\"toc-item-num\">7.3&nbsp;&nbsp;</span>Plots</a></span><ul class=\"toc-item\"><li><span><a href=\"#Time\" data-toc-modified-id=\"Time-7.3.1\"><span class=\"toc-item-num\">7.3.1&nbsp;&nbsp;</span>Time</a></span></li><li><span><a href=\"#Noise-level\" data-toc-modified-id=\"Noise-level-7.3.2\"><span class=\"toc-item-num\">7.3.2&nbsp;&nbsp;</span>Noise level</a></span></li><li><span><a href=\"#Largest-cluster\" data-toc-modified-id=\"Largest-cluster-7.3.3\"><span class=\"toc-item-num\">7.3.3&nbsp;&nbsp;</span>Largest cluster</a></span></li><li><span><a href=\"#Number-of-clusters\" data-toc-modified-id=\"Number-of-clusters-7.3.4\"><span class=\"toc-item-num\">7.3.4&nbsp;&nbsp;</span>Number of clusters</a></span></li></ul></li></ul></li><li><span><a href=\"#Mono-circle\" data-toc-modified-id=\"Mono-circle-8\"><span class=\"toc-item-num\">8&nbsp;&nbsp;</span>Mono circle</a></span><ul class=\"toc-item\"><li><span><a href=\"#Checks\" data-toc-modified-id=\"Checks-8.1\"><span class=\"toc-item-num\">8.1&nbsp;&nbsp;</span>Checks</a></span></li></ul></li><li><span><a href=\"#Circles\" data-toc-modified-id=\"Circles-9\"><span class=\"toc-item-num\">9&nbsp;&nbsp;</span>Circles</a></span><ul class=\"toc-item\"><li><span><a href=\"#Checks\" data-toc-modified-id=\"Checks-9.1\"><span class=\"toc-item-num\">9.1&nbsp;&nbsp;</span>Checks</a></span></li><li><span><a href=\"#Scan\" data-toc-modified-id=\"Scan-9.2\"><span class=\"toc-item-num\">9.2&nbsp;&nbsp;</span>Scan</a></span></li><li><span><a href=\"#Plots\" data-toc-modified-id=\"Plots-9.3\"><span class=\"toc-item-num\">9.3&nbsp;&nbsp;</span>Plots</a></span><ul class=\"toc-item\"><li><span><a href=\"#Time\" data-toc-modified-id=\"Time-9.3.1\"><span class=\"toc-item-num\">9.3.1&nbsp;&nbsp;</span>Time</a></span></li><li><span><a href=\"#Noise-level\" data-toc-modified-id=\"Noise-level-9.3.2\"><span class=\"toc-item-num\">9.3.2&nbsp;&nbsp;</span>Noise level</a></span></li><li><span><a href=\"#Largest-cluster\" data-toc-modified-id=\"Largest-cluster-9.3.3\"><span class=\"toc-item-num\">9.3.3&nbsp;&nbsp;</span>Largest cluster</a></span></li><li><span><a href=\"#Number-of-clusters\" data-toc-modified-id=\"Number-of-clusters-9.3.4\"><span class=\"toc-item-num\">9.3.4&nbsp;&nbsp;</span>Number of clusters</a></span></li></ul></li></ul></li><li><span><a href=\"#Varied\" data-toc-modified-id=\"Varied-10\"><span class=\"toc-item-num\">10&nbsp;&nbsp;</span>Varied</a></span><ul class=\"toc-item\"><li><span><a href=\"#Checks\" data-toc-modified-id=\"Checks-10.1\"><span class=\"toc-item-num\">10.1&nbsp;&nbsp;</span>Checks</a></span></li><li><span><a href=\"#Scan\" data-toc-modified-id=\"Scan-10.2\"><span class=\"toc-item-num\">10.2&nbsp;&nbsp;</span>Scan</a></span></li><li><span><a href=\"#Plots\" data-toc-modified-id=\"Plots-10.3\"><span class=\"toc-item-num\">10.3&nbsp;&nbsp;</span>Plots</a></span><ul class=\"toc-item\"><li><span><a href=\"#Time\" data-toc-modified-id=\"Time-10.3.1\"><span class=\"toc-item-num\">10.3.1&nbsp;&nbsp;</span>Time</a></span></li><li><span><a href=\"#Noise-level\" data-toc-modified-id=\"Noise-level-10.3.2\"><span class=\"toc-item-num\">10.3.2&nbsp;&nbsp;</span>Noise level</a></span></li><li><span><a href=\"#Largest-cluster\" data-toc-modified-id=\"Largest-cluster-10.3.3\"><span class=\"toc-item-num\">10.3.3&nbsp;&nbsp;</span>Largest cluster</a></span></li><li><span><a href=\"#Number-of-clusters\" data-toc-modified-id=\"Number-of-clusters-10.3.4\"><span class=\"toc-item-num\">10.3.4&nbsp;&nbsp;</span>Number of clusters</a></span></li><li><span><a href=\"#Evaluation\" data-toc-modified-id=\"Evaluation-10.3.5\"><span class=\"toc-item-num\">10.3.5&nbsp;&nbsp;</span>Evaluation</a></span></li></ul></li></ul></li><li><span><a href=\"#Aniso\" data-toc-modified-id=\"Aniso-11\"><span class=\"toc-item-num\">11&nbsp;&nbsp;</span>Aniso</a></span><ul class=\"toc-item\"><li><span><a href=\"#Checks\" data-toc-modified-id=\"Checks-11.1\"><span class=\"toc-item-num\">11.1&nbsp;&nbsp;</span>Checks</a></span></li><li><span><a href=\"#Scan\" data-toc-modified-id=\"Scan-11.2\"><span class=\"toc-item-num\">11.2&nbsp;&nbsp;</span>Scan</a></span></li><li><span><a href=\"#Plots\" data-toc-modified-id=\"Plots-11.3\"><span class=\"toc-item-num\">11.3&nbsp;&nbsp;</span>Plots</a></span><ul class=\"toc-item\"><li><span><a href=\"#Time\" data-toc-modified-id=\"Time-11.3.1\"><span class=\"toc-item-num\">11.3.1&nbsp;&nbsp;</span>Time</a></span></li><li><span><a href=\"#Noise-level\" data-toc-modified-id=\"Noise-level-11.3.2\"><span class=\"toc-item-num\">11.3.2&nbsp;&nbsp;</span>Noise level</a></span></li><li><span><a href=\"#Largest-cluster\" data-toc-modified-id=\"Largest-cluster-11.3.3\"><span class=\"toc-item-num\">11.3.3&nbsp;&nbsp;</span>Largest cluster</a></span></li><li><span><a href=\"#Number-of-clusters\" data-toc-modified-id=\"Number-of-clusters-11.3.4\"><span class=\"toc-item-num\">11.3.4&nbsp;&nbsp;</span>Number of clusters</a></span></li><li><span><a href=\"#Evaluation\" data-toc-modified-id=\"Evaluation-11.3.5\"><span class=\"toc-item-num\">11.3.5&nbsp;&nbsp;</span>Evaluation</a></span></li></ul></li></ul></li><li><span><a href=\"#Backbone-dihedrals\" data-toc-modified-id=\"Backbone-dihedrals-12\"><span class=\"toc-item-num\">12&nbsp;&nbsp;</span>Backbone dihedrals</a></span><ul class=\"toc-item\"><li><span><a href=\"#Checks\" data-toc-modified-id=\"Checks-12.1\"><span class=\"toc-item-num\">12.1&nbsp;&nbsp;</span>Checks</a></span></li><li><span><a href=\"#Scan\" data-toc-modified-id=\"Scan-12.2\"><span class=\"toc-item-num\">12.2&nbsp;&nbsp;</span>Scan</a></span></li><li><span><a href=\"#Plots\" data-toc-modified-id=\"Plots-12.3\"><span class=\"toc-item-num\">12.3&nbsp;&nbsp;</span>Plots</a></span><ul class=\"toc-item\"><li><span><a href=\"#Time\" data-toc-modified-id=\"Time-12.3.1\"><span class=\"toc-item-num\">12.3.1&nbsp;&nbsp;</span>Time</a></span></li><li><span><a href=\"#Noise-level\" data-toc-modified-id=\"Noise-level-12.3.2\"><span class=\"toc-item-num\">12.3.2&nbsp;&nbsp;</span>Noise level</a></span></li><li><span><a href=\"#Largest-cluster\" data-toc-modified-id=\"Largest-cluster-12.3.3\"><span class=\"toc-item-num\">12.3.3&nbsp;&nbsp;</span>Largest cluster</a></span></li><li><span><a href=\"#Number-of-clusters\" data-toc-modified-id=\"Number-of-clusters-12.3.4\"><span class=\"toc-item-num\">12.3.4&nbsp;&nbsp;</span>Number of clusters</a></span></li><li><span><a href=\"#Evaluation\" data-toc-modified-id=\"Evaluation-12.3.5\"><span class=\"toc-item-num\">12.3.5&nbsp;&nbsp;</span>Evaluation</a></span><ul class=\"toc-item\"><li><span><a href=\"#Hierarchical-manual\" data-toc-modified-id=\"Hierarchical-manual-12.3.5.1\"><span class=\"toc-item-num\">12.3.5.1&nbsp;&nbsp;</span>Hierarchical manual</a></span></li></ul></li></ul></li></ul></li><li><span><a href=\"#Peptide-(TICA)\" data-toc-modified-id=\"Peptide-(TICA)-13\"><span class=\"toc-item-num\">13&nbsp;&nbsp;</span>Peptide (TICA)</a></span><ul class=\"toc-item\"><li><span><a href=\"#Checks\" data-toc-modified-id=\"Checks-13.1\"><span class=\"toc-item-num\">13.1&nbsp;&nbsp;</span>Checks</a></span></li><li><span><a href=\"#Scan\" data-toc-modified-id=\"Scan-13.2\"><span class=\"toc-item-num\">13.2&nbsp;&nbsp;</span>Scan</a></span></li><li><span><a href=\"#Plots\" data-toc-modified-id=\"Plots-13.3\"><span class=\"toc-item-num\">13.3&nbsp;&nbsp;</span>Plots</a></span><ul class=\"toc-item\"><li><span><a href=\"#Time\" data-toc-modified-id=\"Time-13.3.1\"><span class=\"toc-item-num\">13.3.1&nbsp;&nbsp;</span>Time</a></span></li><li><span><a href=\"#Noise-level\" data-toc-modified-id=\"Noise-level-13.3.2\"><span class=\"toc-item-num\">13.3.2&nbsp;&nbsp;</span>Noise level</a></span></li><li><span><a href=\"#Largest-cluster\" data-toc-modified-id=\"Largest-cluster-13.3.3\"><span class=\"toc-item-num\">13.3.3&nbsp;&nbsp;</span>Largest cluster</a></span></li><li><span><a href=\"#Number-of-clusters\" data-toc-modified-id=\"Number-of-clusters-13.3.4\"><span class=\"toc-item-num\">13.3.4&nbsp;&nbsp;</span>Number of clusters</a></span></li><li><span><a href=\"#Evaluation\" data-toc-modified-id=\"Evaluation-13.3.5\"><span class=\"toc-item-num\">13.3.5&nbsp;&nbsp;</span>Evaluation</a></span></li><li><span><a href=\"#Hierarchical-semi-automatic\" data-toc-modified-id=\"Hierarchical-semi-automatic-13.3.6\"><span class=\"toc-item-num\">13.3.6&nbsp;&nbsp;</span>Hierarchical semi-automatic</a></span></li></ul></li></ul></li><li><span><a href=\"#Langerin-(PCA)\" data-toc-modified-id=\"Langerin-(PCA)-14\"><span class=\"toc-item-num\">14&nbsp;&nbsp;</span>Langerin (PCA)</a></span><ul class=\"toc-item\"><li><span><a href=\"#Checks\" data-toc-modified-id=\"Checks-14.1\"><span class=\"toc-item-num\">14.1&nbsp;&nbsp;</span>Checks</a></span></li></ul></li></ul></div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "competent-marsh",
   "metadata": {},
   "source": [
    "# Cluster parameter scans"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "wrong-fossil",
   "metadata": {},
   "source": [
    "Remember to compile `cnnclustering` with `TRACE_CYTHON=0` if timings should be measured."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "widespread-enclosure",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-09T18:25:25.366125Z",
     "start_time": "2021-06-09T18:25:22.837105Z"
    },
    "run_control": {
     "marked": true
    }
   },
   "outputs": [],
   "source": [
    "from collections import defaultdict\n",
    "import itertools\n",
    "import json\n",
    "\n",
    "import cnnclustering\n",
    "from cnnclustering import cluster, plot\n",
    "from cnnclustering import _fit, _primitive_types, _types\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from sklearn import datasets\n",
    "from sklearn.metrics import pairwise_distances\n",
    "from sklearn.neighbors import KDTree\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from tqdm.notebook import tqdm\n",
    "\n",
    "import helper"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "excess-silly",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-09T18:25:25.375389Z",
     "start_time": "2021-06-09T18:25:25.368684Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'helper' from '/home/janjoswig/repo/CommonNNClustering/docsrc/benchmark/helper.py'>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import importlib\n",
    "importlib.reload(helper)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "id": "familiar-composer",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-10T14:07:54.928689Z",
     "start_time": "2021-06-10T14:07:54.923343Z"
    }
   },
   "outputs": [],
   "source": [
    "mpl.rcParams[\"figure.dpi\"] = 300\n",
    "mpl.rcParams[\"font.size\"] = 6\n",
    "mpl.rcParams[\"figure.figsize\"] = (2, 2/1.618)\n",
    "mpl.rcParams[\"axes.titlepad\"] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "satisfied-johns",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-09T18:25:25.394859Z",
     "start_time": "2021-06-09T18:25:25.384718Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              Python :   3.8.8 (default, Mar 11 2021, 08:58:19)  [GCC 8.3.0]\n"
     ]
    }
   ],
   "source": [
    "print(f\"{'Python':>20} :  \", *sys.version.splitlines())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "latin-beach",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-09T18:25:28.256584Z",
     "start_time": "2021-06-09T18:25:28.250946Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cnnclustering :   0.4.2\n"
     ]
    }
   ],
   "source": [
    "print(f\"cnnclustering :  \", cnnclustering.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "angry-circus",
   "metadata": {},
   "source": [
    "## Helper function definitions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "meaningful-carroll",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-09T18:25:29.184237Z",
     "start_time": "2021-06-09T18:25:29.178087Z"
    }
   },
   "outputs": [],
   "source": [
    "neighbours_sorted_recipe = {\n",
    "    \"input_data\": _types.InputDataExtNeighboursMemoryview,\n",
    "    \"neighbours_getter\": _types.NeighboursGetterExtLookup,\n",
    "    \"neighbours\": (_types.NeighboursExtVector, (5000,), {}),\n",
    "    \"neighbour_neighbours\": (_types.NeighboursExtVector, (5000,), {}),\n",
    "    \"metric\": _types.MetricExtDummy,\n",
    "    \"similarity_checker\": _types.SimilarityCheckerExtScreensorted,\n",
    "    \"queue\": _types.QueueExtFIFOQueue,\n",
    "    \"fitter\": _fit.FitterExtBFS,\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "nominated-administrator",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-09T18:25:30.962137Z",
     "start_time": "2021-06-09T18:25:30.955584Z"
    }
   },
   "outputs": [],
   "source": [
    "neighbours_sorted_alternative_recipe = {\n",
    "    \"input_data\": _types.InputDataPointsSklearnKDTree,\n",
    "    \"neighbours_getter\": (_types.NeighboursGetterRecomputeLookup, (), {\"is_sorted\": True}),\n",
    "    \"neighbours\": (_types.NeighboursExtVector, (5000,), {}),\n",
    "    \"neighbour_neighbours\": (_types.NeighboursExtVector, (5000,), {}),\n",
    "    \"metric\": _types.MetricExtDummy,\n",
    "    \"similarity_checker\": _types.SimilarityCheckerExtScreensorted,\n",
    "    \"queue\": _types.QueueExtFIFOQueue,\n",
    "    \"fitter\": _fit.FitterBFS,\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "uniform-trademark",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-09T18:25:31.901411Z",
     "start_time": "2021-06-09T18:25:31.897728Z"
    }
   },
   "outputs": [],
   "source": [
    "if \"CLUSTERING_MAP\" not in dir():\n",
    "    CLUSTERING_MAP = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 377,
   "id": "ultimate-outline",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-15T13:17:48.599814Z",
     "start_time": "2021-06-15T13:17:48.591275Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'backbone': Clustering(input_data=<cnnclustering._types.InputDataExtPointsMemoryview object at 0x7fbbfe08a150>, neighbours_getter=<cnnclustering._types.NeighboursGetterExtBruteForce object at 0x7fbbcb6e9750>, neighbours=<cnnclustering._types.NeighboursExtVector object at 0x7fbbcaeb72f0>, neighbour_neighbours=<cnnclustering._types.NeighboursExtVector object at 0x7fbbcaeb7430>, metric=<cnnclustering._types.MetricExtEuclidean object at 0x7fbbcb6e9e70>, similarity_checker=<cnnclustering._types.SimilarityCheckerExtContains object at 0x7fbbcb728ad0>, queue=<cnnclustering._types.QueueExtFIFOQueue object at 0x7fbbcafc96c0>, fitter=<cnnclustering._fit.FitterExtBFS object at 0x7fbbcb728a30>, predictor=None)}"
      ]
     },
     "execution_count": 377,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CLUSTERING_MAP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "pending-timber",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-08T10:11:23.579854Z",
     "start_time": "2021-06-08T10:11:23.252160Z"
    },
    "run_control": {
     "marked": true
    }
   },
   "outputs": [
    {
     "ename": "RuntimeError",
     "evalue": "File exists: str(record_file)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-9-2d943096d177>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[0mrecord_file\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpathlib\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mPath\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"records/records.json\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mrecord_file\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mis_file\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mand\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0moverwrite\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m     \u001b[1;32mraise\u001b[0m \u001b[0mRuntimeError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mf\"File exists: str(record_file)\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      5\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[1;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrecord_file\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"w\"\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mfp\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mRuntimeError\u001b[0m: File exists: str(record_file)"
     ]
    }
   ],
   "source": [
    "overwrite = False\n",
    "\n",
    "record_file = pathlib.Path(\"records/records.json\")\n",
    "if record_file.is_file() and not overwrite:\n",
    "    raise RuntimeError(f\"File exists: str(record_file)\")\n",
    "\n",
    "with open(record_file, \"w\") as fp:\n",
    "    json.dump({k: v.summary._list for k, v in CLUSTERING_MAP.items()}, fp, cls=helper.RecordEncoder, indent=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 376,
   "id": "minor-dollar",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-15T13:17:34.382985Z",
     "start_time": "2021-06-15T13:17:32.701186Z"
    }
   },
   "outputs": [],
   "source": [
    "with open(\"records/records.json\", \"r\") as fp:\n",
    "    RECORD_MAP = json.load(fp, object_hook=helper.as_Record)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "id": "major-litigation",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-10T07:02:39.144577Z",
     "start_time": "2021-06-10T07:02:36.010074Z"
    }
   },
   "outputs": [],
   "source": [
    "overwrite = False\n",
    "record_file = pathlib.Path(\"records/records.json\")\n",
    "if record_file.is_file() and not overwrite:\n",
    "    raise RuntimeError(f\"File exists: str(record_file)\")\n",
    "\n",
    "with open(record_file, \"w\") as fp:\n",
    "    json.dump(RECORD_MAP, fp, cls=helper.RecordEncoder, indent=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 396,
   "id": "sustained-shadow",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-21T19:05:37.128557Z",
     "start_time": "2021-06-21T19:05:37.122605Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "backbone -----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "10020     1.000     1999      20        None      2         0.642     0.149     00:00:0.837\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for scan_name, cl in CLUSTERING_MAP.items():\n",
    "    print(scan_name, cl.summary[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "id": "agricultural-place",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-10T07:02:14.843539Z",
     "start_time": "2021-06-10T07:02:14.835149Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "backbone -----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "10020     1.000     250       20        None      2         0.962     0.005     00:00:0.233\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "no_structure -----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "5000      1.000     150       20        None      1         1.000     0.000     00:00:0.039\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "blobs -----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "5000      0.600     150       20        None      2         0.667     0.000     00:00:0.055\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "moons -----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "5000      0.600     150       20        None      2         0.500     0.000     00:00:0.062\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "varied -----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "5000      0.500     150       20        None      1         0.923     0.077     00:00:0.077\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "aniso -----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "5000      0.600     150       20        None      1         0.999     0.001     00:00:0.059\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "tica -----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "37500     1.000     250       20        None      4         0.828     0.005     00:00:1.761\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for scan_name, recs in RECORD_MAP.items():\n",
    "    print(scan_name, recs[-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "purple-coast",
   "metadata": {},
   "source": [
    "### Plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "proprietary-niagara",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-09T18:26:08.483212Z",
     "start_time": "2021-06-09T18:26:08.473810Z"
    }
   },
   "outputs": [],
   "source": [
    "def calc_histogram(x, hist_props=None, save=False, base_name=None):\n",
    "    \n",
    "    hist_props_defaults = {\n",
    "        \"bins\": 100,\n",
    "        \"density\": True,\n",
    "        }\n",
    "    \n",
    "    if hist_props is not None:\n",
    "        hist_props_defaults.update(hist_props)\n",
    "    \n",
    "    histogram, bins = np.histogram(\n",
    "        x,\n",
    "        **hist_props_defaults\n",
    "        )\n",
    "    binmids = 0.5 * (bins[:-1] + bins[1:])\n",
    "\n",
    "    if save:\n",
    "        if base_name is None:\n",
    "            raise ValueError(\"If 'save=True', need to provide 'basename'\")\n",
    "     \n",
    "        np.save(f\"{base_name}_hist.npy\", histogram)\n",
    "        np.save(f\"{base_name}_binmids.npy\", binmids)\n",
    "    \n",
    "    return histogram, binmids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 373,
   "id": "unknown-preview",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-15T10:57:48.390141Z",
     "start_time": "2021-06-15T10:57:48.374316Z"
    }
   },
   "outputs": [],
   "source": [
    "def calc_n_neighbours_per_radius(\n",
    "        distances,\n",
    "        points_factor=1,\n",
    "        highlights=None,\n",
    "        save=False,\n",
    "        base_name=None,\n",
    "        hist_props=None):\n",
    "    \n",
    "    if hist_props is None:\n",
    "        hist_props = {}\n",
    "\n",
    "    min_n = []\n",
    "    max_n = []\n",
    "    mean_n = []\n",
    "\n",
    "    upper_dist_bound = np.ceil(distances.max())\n",
    "    r_array = np.linspace(\n",
    "        0,\n",
    "        upper_dist_bound,\n",
    "        int(f\"{upper_dist_bound:1.0e}\".split(\"e\")[0]) * 10 + 1\n",
    "    )\n",
    "    \n",
    "    if highlights is not None:\n",
    "        for highlight in highlights:\n",
    "            if highlight in r_array:\n",
    "                np.delete(highlights, highlight)\n",
    "                \n",
    "        insert_highlights_at = np.searchsorted(r_array, highlights)\n",
    "        r_array = np.insert(r_array, insert_highlights_at, highlights)\n",
    "\n",
    "    highlights_distributions = {}\n",
    "    for r in r_array:\n",
    "        adjecancy = np.where(distances < r, 1, 0)\n",
    "        n_neighbours = np.sum(adjecancy, axis=0) - 1\n",
    "        n_neighbours *= points_factor\n",
    "        min_n.append(n_neighbours.min())\n",
    "        max_n.append(n_neighbours.max())\n",
    "        mean_n.append(n_neighbours.mean())\n",
    "        if r in highlights:\n",
    "            hist_props[\"range\"] = (min_n[-1], max_n[-1])\n",
    "            h, binmids = calc_histogram(n_neighbours, hist_props=hist_props, save=False)\n",
    "            highlights_distributions[r] = (h, binmids)\n",
    "        \n",
    "    min_n = np.asarray(min_n)\n",
    "    max_n = np.asarray(max_n)\n",
    "    mean_n = np.asarray(mean_n)\n",
    "\n",
    "    if save:\n",
    "        if base_name is None:\n",
    "            raise ValueError(\"If 'save=True', need to provide 'basename'\")\n",
    "     \n",
    "        np.save(f\"{base_name}_r_array.npy\", r_array)\n",
    "        np.save(f\"{base_name}_min_n.npy\", min_n)\n",
    "        np.save(f\"{base_name}_max_n.npy\", max_n)\n",
    "        np.save(f\"{base_name}_mean_n.npy\", mean_n)  \n",
    "        np.save(f\"{base_name}_highlights_dist.npy\", highlights_distributions)\n",
    "        \n",
    "    return r_array, min_n, max_n, mean_n, highlights_distributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "important-silly",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-09T18:26:09.229826Z",
     "start_time": "2021-06-09T18:26:09.213051Z"
    }
   },
   "outputs": [],
   "source": [
    "def plot_n_neighbours_per_radius(r_array, min_n, max_n, mean_n, dist_hist_cutoff, n_points):\n",
    "\n",
    "    fig, (full_ax, zoom_ax) = plt.subplots(\n",
    "        1, 2,\n",
    "        figsize=(\n",
    "            mpl.rcParams[\"figure.figsize\"][0] * 1.5,\n",
    "            mpl.rcParams[\"figure.figsize\"][1]\n",
    "        )\n",
    "    )\n",
    "\n",
    "    full_ax.plot(r_array, min_n)\n",
    "    full_ax.plot(r_array, max_n)\n",
    "    full_ax.plot(r_array, mean_n)\n",
    "\n",
    "    full_ax.axvline(dist_hist_cutoff, color=\"k\", linestyle=\"--\", linewidth=0.5)\n",
    "    intersection_index = np.argwhere(r_array < dist_hist_cutoff)[-1][0]\n",
    "    intersection_ticks = []\n",
    "    for intersection_list in [min_n, max_n, mean_n]:\n",
    "        intersection_y = (\n",
    "            (intersection_list[intersection_index] + intersection_list[intersection_index + 1])\n",
    "            / 2\n",
    "            )\n",
    "        intersection_ticks.append(intersection_y)\n",
    "        full_ax.hlines(\n",
    "            y=intersection_y,\n",
    "            xmin=0, xmax=dist_hist_cutoff,\n",
    "            color=\"k\", linestyle=\"--\", linewidth=0.5,\n",
    "            transform=full_ax.transData,\n",
    "            zorder=3\n",
    "        )\n",
    "    full_ax.set_yticks((0, n_points))\n",
    "    full_ax.set_yticks(intersection_ticks, minor=True)\n",
    "    full_ax.set_yticklabels(\n",
    "        [int(t) for t in intersection_ticks],\n",
    "        minor=True,\n",
    "        fontsize=\"x-small\"\n",
    "        )\n",
    "    full_ax.set_xlim(0, r_array[-1])\n",
    "    full_ax.set_xlabel(\"$r$\")\n",
    "    full_ax.set_ylabel(\"# neighbours\")\n",
    "    \n",
    "    zoom_ax.plot(r_array, min_n)\n",
    "    zoom_ax.plot(r_array, max_n)\n",
    "    zoom_ax.plot(r_array, mean_n)\n",
    "    zoom_ax.set_xlim(0, dist_hist_cutoff)\n",
    "    zoom_ax.set_ylim(0, np.ceil(intersection_ticks[2]))\n",
    "    zoom_ax.set_xlabel(\"$r$\")\n",
    "    zoom_ax.legend([\"min\", \"max\", \"mean\"])\n",
    "    plt.tight_layout(pad=0.1, w_pad=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "molecular-opening",
   "metadata": {},
   "source": [
    "### Organisation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "transparent-minneapolis",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-07T12:27:12.336861Z",
     "start_time": "2021-06-07T12:27:12.330982Z"
    }
   },
   "source": [
    "Ignore/modify these if needed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "enhanced-weekend",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-09T18:26:13.800277Z",
     "start_time": "2021-06-09T18:26:13.796561Z"
    }
   },
   "outputs": [],
   "source": [
    "# Find data sets in ...\n",
    "data_dir = pathlib.Path(os.path.expandvars(\"$WD/CommonNN\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "coupled-touch",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-09T18:26:14.845088Z",
     "start_time": "2021-06-09T18:26:14.841018Z"
    }
   },
   "outputs": [],
   "source": [
    "# Save observations to ...\n",
    "figsrc_dir = pathlib.Path(data_dir / \"Manuscript/figsrc/Scans\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "biblical-spice",
   "metadata": {},
   "source": [
    "## No structure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "polyphonic-fortune",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T14:03:56.873756Z",
     "start_time": "2021-06-04T14:03:56.869599Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"no_structure\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "biblical-shaft",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T14:44:49.678873Z",
     "start_time": "2021-06-04T14:44:49.300822Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fc668d36220>"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = helper.gen_no_structure_points((5000, 2))\n",
    "distances = pairwise_distances(data)\n",
    "n_points = data.shape[0]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(1, 1))\n",
    "ax.scatter(\n",
    "    *data.T,\n",
    "    s=0.5,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "absent-trader",
   "metadata": {},
   "source": [
    "### Checks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "important-mentor",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T14:04:56.088048Z",
     "start_time": "2021-06-04T14:04:55.577221Z"
    },
    "run_control": {
     "marked": true
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "_ = plot.plot_histogram(ax, distances.flatten(), maxima=True, maxima_props={\"order\": 5})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "dependent-columbus",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T14:36:55.369077Z",
     "start_time": "2021-06-04T14:36:54.924331Z"
    }
   },
   "outputs": [],
   "source": [
    "h, binmids = calc_histogram(distances.flatten(), save=True, base_name=figsrc_dir / f\"{scan_name}_dist\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "trained-wildlife",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T14:18:39.802386Z",
     "start_time": "2021-06-04T14:18:39.598815Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Min:  0.00027307491487952\n",
      "Max:  4.842668307314774\n"
     ]
    }
   ],
   "source": [
    "print(\"Min: \", distances[distances > 0].min())\n",
    "print(\"Max: \", distances.max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "interstate-disorder",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T14:46:21.247568Z",
     "start_time": "2021-06-04T14:46:14.074937Z"
    },
    "run_control": {
     "marked": true
    }
   },
   "outputs": [],
   "source": [
    "r_array, min_n, max_n, mean_n = calc_n_neighbours_per_radius(\n",
    "    distances, save=True, base_name=figsrc_dir / f\"{scan_name}\"\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "id": "healthy-notebook",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:08:08.846337Z",
     "start_time": "2021-06-04T15:08:08.510313Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_n_neighbours_per_radius(\n",
    "    r_array, min_n, max_n, mean_n,\n",
    "    1.67, n_points\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "rubber-feelings",
   "metadata": {},
   "source": [
    "### Scan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "changed-investigation",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T14:55:13.488085Z",
     "start_time": "2021-06-04T14:55:13.481039Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"no_structure\"\n",
    "clustering = CLUSTERING_MAP[scan_name] = cluster.prepare_clustering(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "nutritional-boston",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T09:46:03.049339Z",
     "start_time": "2021-06-04T09:46:03.029449Z"
    }
   },
   "outputs": [],
   "source": [
    "for record in RECORD_MAP[scan_name]:\n",
    "    clustering.summary.append(record)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "white-broadcast",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:03:44.268055Z",
     "start_time": "2021-06-04T14:55:55.092618Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "12c6666e2ed24b78b6694245548c7266",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for r in tqdm(np.arange(0.01, 1.01, 0.01)):\n",
    "    neighbours = helper.compute_neighbours(data, r, sort=True)\n",
    "    neighbours_clustering = cluster.prepare_clustering(\n",
    "        neighbours,\n",
    "        preparation_hook=cluster.prepare_neighbourhoods,\n",
    "        **neighbours_sorted_recipe\n",
    "    )\n",
    "\n",
    "    for c in range(151):\n",
    "        neighbours_clustering.fit(r, c, member_cutoff=20, v=False)\n",
    "        clustering.summary.append(neighbours_clustering.summary[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "later-helping",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:05:58.624284Z",
     "start_time": "2021-06-04T15:05:58.541014Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>n_points</th>\n",
       "      <th>radius_cutoff</th>\n",
       "      <th>cnn_cutoff</th>\n",
       "      <th>member_cutoff</th>\n",
       "      <th>max_clusters</th>\n",
       "      <th>n_clusters</th>\n",
       "      <th>ratio_largest</th>\n",
       "      <th>ratio_noise</th>\n",
       "      <th>execution_time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>4</td>\n",
       "      <td>20</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15095</th>\n",
       "      <td>5000</td>\n",
       "      <td>1.00</td>\n",
       "      <td>146</td>\n",
       "      <td>20</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.038833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15096</th>\n",
       "      <td>5000</td>\n",
       "      <td>1.00</td>\n",
       "      <td>147</td>\n",
       "      <td>20</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.039439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15097</th>\n",
       "      <td>5000</td>\n",
       "      <td>1.00</td>\n",
       "      <td>148</td>\n",
       "      <td>20</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.038678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15098</th>\n",
       "      <td>5000</td>\n",
       "      <td>1.00</td>\n",
       "      <td>149</td>\n",
       "      <td>20</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.039222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15099</th>\n",
       "      <td>5000</td>\n",
       "      <td>1.00</td>\n",
       "      <td>150</td>\n",
       "      <td>20</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.039001</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>15100 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       n_points  radius_cutoff  cnn_cutoff  member_cutoff  max_clusters  \\\n",
       "0          5000           0.01           0             20          <NA>   \n",
       "1          5000           0.01           1             20          <NA>   \n",
       "2          5000           0.01           2             20          <NA>   \n",
       "3          5000           0.01           3             20          <NA>   \n",
       "4          5000           0.01           4             20          <NA>   \n",
       "...         ...            ...         ...            ...           ...   \n",
       "15095      5000           1.00         146             20          <NA>   \n",
       "15096      5000           1.00         147             20          <NA>   \n",
       "15097      5000           1.00         148             20          <NA>   \n",
       "15098      5000           1.00         149             20          <NA>   \n",
       "15099      5000           1.00         150             20          <NA>   \n",
       "\n",
       "       n_clusters  ratio_largest  ratio_noise  execution_time  \n",
       "0               0            0.0          1.0        0.000189  \n",
       "1               0            0.0          1.0        0.000126  \n",
       "2               0            0.0          1.0        0.000124  \n",
       "3               0            0.0          1.0        0.000122  \n",
       "4               0            0.0          1.0        0.000124  \n",
       "...           ...            ...          ...             ...  \n",
       "15095           1            1.0          0.0        0.038833  \n",
       "15096           1            1.0          0.0        0.039439  \n",
       "15097           1            1.0          0.0        0.038678  \n",
       "15098           1            1.0          0.0        0.039222  \n",
       "15099           1            1.0          0.0        0.039001  \n",
       "\n",
       "[15100 rows x 9 columns]"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clustering.summary.to_DataFrame()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "infrared-detroit",
   "metadata": {},
   "source": [
    "### Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "distinct-lease",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-02T08:54:27.830291Z",
     "start_time": "2021-06-02T08:54:27.825817Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"no_structure\"\n",
    "clustering = CLUSTERING_MAP[scan_name]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "assumed-massage",
   "metadata": {},
   "source": [
    "#### Time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "personal-morocco",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:06:21.516882Z",
     "start_time": "2021-06-04T15:06:21.174205Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 150.0)"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"execution_time\",\n",
    "    contour_props={\n",
    "        \"levels\": 50,\n",
    "        # \"locator\": mpl.ticker.LogLocator()\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax)\n",
    "colorbar.set_label(\"time / s\")\n",
    "\n",
    "ax.set_xlim(0.01, 1)\n",
    "ax.set_ylim(0, 150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "quantitative-omega",
   "metadata": {},
   "source": [
    "##### Trends\n",
    "\n",
    "Clustering for fixed CommonNN cutoff $c$ is fast if the ...\n",
    "\n",
    "  - ... radius cutoff is small: majority of points has not enough neighbours and is immediately declared noise (no checking of the density criterion.\n",
    "  - ... radius cutoff is large: majority of points has a large share of the total number of points as neighbours and ends up in the same cluster (low number of re-checks)\n",
    "\n",
    "Generally clustering takes more time if the ...\n",
    "\n",
    "  - ... radius cutoff is large: more neighbours have to be retrieved; more neighbours have to be checked (assuming CommonNN cutoff is comparably low)\n",
    "  - ... CommoNN cutoff is large: checking takes more time; larger number of re-checks (assuming CommonNN cutoff is comparably low)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "hawaiian-affair",
   "metadata": {},
   "source": [
    "#### Noise level"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "worthy-outline",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:07:01.874613Z",
     "start_time": "2021-06-04T15:07:01.123478Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 150.0)"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Noise level\n",
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax, quantity=\"ratio_noise\",\n",
    "    contour_props={\n",
    "        \"levels\": 100,\n",
    "        \"vmin\": 0,\n",
    "        \"vmax\": 1,\n",
    "    },\n",
    "    # convert=lambda x: x * 100\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax, ticks=(0, 0.5, 1))\n",
    "colorbar.set_label(\"noise / %\")\n",
    "\n",
    "ax.set_xlim(0.01, 1)\n",
    "ax.set_ylim(0, 150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fitting-rescue",
   "metadata": {},
   "source": [
    "#### Largest cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "wicked-regular",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:07:13.280367Z",
     "start_time": "2021-06-04T15:07:12.872000Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 150.0)"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Largest cluster\n",
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"ratio_largest\",\n",
    "    contour_props={\n",
    "        \"levels\": 100,\n",
    "        \"vmin\": 0,\n",
    "        \"vmax\": 1,\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax, ticks=(0, 0.5, 1))\n",
    "colorbar.set_label(\"largest / %\")\n",
    "\n",
    "ax.set_xlim(0.01, 1)\n",
    "ax.set_ylim(0, 150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "revised-dance",
   "metadata": {},
   "source": [
    "#### Number of clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "satisfied-opening",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:07:29.527957Z",
     "start_time": "2021-06-04T15:07:29.212404Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 150.0)"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Number of clusters\n",
    "show_n = 10\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"n_clusters\",\n",
    "    contour_props={\n",
    "        \"levels\": np.arange(-0.5, show_n + 1.5, 1),\n",
    "        \"vmin\": 0,\n",
    "        \"vmax\": show_n,\n",
    "        \"extend\": \"max\"\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax, ticks=range(0, show_n + 1, 2))\n",
    "colorbar.set_label(\"# clusters\")\n",
    "\n",
    "ax.set_xlim(0.01, 1)\n",
    "ax.set_ylim(0, 150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "junior-motel",
   "metadata": {},
   "source": [
    "## Mono blob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "id": "ancient-theater",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:23:41.667577Z",
     "start_time": "2021-06-04T15:23:41.663772Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"mono_blob\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 310,
   "id": "northern-stress",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-14T12:49:29.627465Z",
     "start_time": "2021-06-14T12:49:29.447654Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fbbc5567730>"
      ]
     },
     "execution_count": 310,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The test data\n",
    "data = helper.gen_blobs_points(\n",
    "    (6000, 2),\n",
    "    shuffle=False\n",
    ")\n",
    "data = data[:2000]\n",
    "distances = pairwise_distances(data)\n",
    "n_points = data.shape[0]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(1, 1))\n",
    "ax.scatter(\n",
    "    *data.T,\n",
    "    s=0.5,    \n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "induced-memphis",
   "metadata": {},
   "source": [
    "### Checks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 311,
   "id": "monetary-sentence",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-14T12:49:34.021724Z",
     "start_time": "2021-06-14T12:49:33.839572Z"
    },
    "run_control": {
     "marked": true
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "_ = plot.plot_histogram(ax, distances.flatten(), maxima=True, maxima_props={\"order\": 5})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "anonymous-evanescence",
   "metadata": {},
   "source": [
    "## Di blob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "id": "reserved-respondent",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:23:41.667577Z",
     "start_time": "2021-06-04T15:23:41.663772Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"di_blob\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 312,
   "id": "scientific-norman",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-14T13:06:14.034958Z",
     "start_time": "2021-06-14T13:06:13.523977Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fbc00a7e370>"
      ]
     },
     "execution_count": 312,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The test data\n",
    "data = helper.gen_blobs_points(\n",
    "    (6000, 2),\n",
    "    shuffle=False\n",
    ")\n",
    "data = data[2000:]\n",
    "distances = pairwise_distances(data)\n",
    "n_points = data.shape[0]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(1, 1))\n",
    "ax.scatter(\n",
    "    *data.T,\n",
    "    s=0.5,    \n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "likely-adjustment",
   "metadata": {},
   "source": [
    "### Checks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 313,
   "id": "cultural-salem",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-14T13:06:14.973138Z",
     "start_time": "2021-06-14T13:06:14.332759Z"
    },
    "run_control": {
     "marked": true
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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VbaOq65pc26IRNiRpUF/30Q1GNgAACGDYaKugV3cdL3+mgexIAQDAKrHCRk6UwoZl3Qa1NgAACGLYsNTYyM5IVmpKKCr3tI1sHD5eo9r6xqjcEwAAvwhe2PBwcWiLQW0cyLavhNENAEBiI2x0g4JeGQolGdc2plIAAIkuYcJG7ygtDpWkcChJ/Vm3AQCAq4QJG9Ec2ZDsUymc/goASHSBCxslHpYqb43trwAAuAtU2HAcJ2YjG7YD2ZhGAQAkukCFjYqaBtU3uJ+0Gv2w4T6yUVZZrxNV9VG9NwAA8SxQYcNWY0OKXvXQFm1tf2V0AwCQyIIVNtqoHtorJzWq987PTVOapWjY3hLWbQAAEldChI0e2SkKh6L7rRpjWLcBwDPPPvusZs2apby8PPXq1UvXXnutiouLo37f2tpaffOb39TgwYOVnZ2tOXPm6Jlnnon6feFvAQsbda7Xo71eo8Ugy7oNtr8C6E733nuvbrjhBpWXl+uqq65SYWGhXnjhBU2ZMqVLv/h/8YtfyBgjY4xqa89+81ZVVaWrr75a999/vwYMGKCrr75axcXFuummm/SrX/2qK98SAi5gYSM2O1Fa2Le/MrIBoHusWrVKd999t7773e9q3bp1euqpp/TBBx/od7/7nerq6rRgwQIdOnSow8979OhR3XvvvRoyZIj1MV/60pf0xhtv6KGHHtLy5cv1pz/9SRs2bFBBQYG+9rWvac+ePV34zhBkhI1uZJ1GOVwpx3E86QOAYHvwwQc1evRoff/735cxfz8mYcGCBbr99ttVVVWl++67r8PPe/fdd2vMmDEaPHiwa/u6dev0+9//XrNmzdKXvvSlU9fz8/P1k5/8RHV1dXrooYc6/g0hIQQqbMSqoFcL2zRKTX1Tm4tXAaC9Nm3apNtuu03hcPists997nOSpBUrVnT4OX/961/r5ptvtj7m2WeflSTdeuutZ7Vdc801SkpKOvUY4EyBChu2ra+ejWz0tW9/3X2YdRsAuu6RRx7R/PnzXdtGjhwpqTk8dMTXv/515eTkaMGCBdbH7Nq1S5JUVFR0VlteXp5GjBihbdu2qby8vEP3RmIITNiIRBwdPWEJG1GusdEiJyNFeVkprm2s2wDQHS644AKNGTPGtW3fvn2SpJ49e7b7+RYuXKiXX35ZX/3qV5WdnW193OHDhyVJmZnub6p69+4tSfrwww/bfW8kjsCEjfKqejU2ua+L8GpkQ2pjRwojGwCibNWqVZKkSZMmtevxjY2N+trXvqaePXvqrrvuavOxLWGiurratb2urnk34NGjR9vbXSSQwISNYyfct71KUq8cD8NGX8IGAO85jqNHH31UkvSNb3yjXV/z2GOPqbi4WP/2b/+m3NzcNh87cOBASX8fPWktEolo+/btkqSKioqOdBsJIjBho7yN80dsUxvRMMiybmM3tTYARNGjjz6qZcuW6a677tKUKVPO+fgTJ07oe9/7ngYNGnTa7hKb2bNnS5Kee+65s9peeeUVHT9+vMN9RuIITNgoq3QPG5lpYSWHvfs2bdMoh45Wq76hybN+AEgcy5Yt05e//GXNnz9f999/f7u+5sc//rGOHDmie++9V2lp5x79nTt3rgYOHKg//vGPWrx48anru3fv1le+8hUlJTW/zvbo0aNz3wQCLTBhwzaykevhqIZkn0aJONL+Uve5TgDorPXr12v+/PmaN2+ennnmGdctsWfatWuXfvnLX2r8+PH69Kc/3a77hEIhPfjgg3IcR/PmzdPHPvYxzZ8/X0VFRZozZ45GjRolSRo0aFCXvh8EU/DDRqa3YaN/fqZCSca1jXUbALrT9u3bNW/ePE2ePFlPP/20UlPbd+DkkiVLVFdXp+LiYoXD4VMlyo0xWrp0qSQpPT1dxhjdfffdp77u2muv1eOPP66CggItXbpUx44d0yOPPKLf/va32r17t7KysjR69OhofKvwuXNHYJ8ot0yj5HkcNpLDSerXK0P7Ss7e6sq6DQDd5eDBg5o7d65Gjx6t5557rl1TIS3GjRunO++807XtscceU0VFhe644w6Fw2FNnTr1tPZbbrlFt9xyy2nXNm7cqJqaGt10002nplOA1gITNmxrNryeRpGap1LcwsZeRjYAdINjx45p3rx56tOnj1566SVlZGR06OsnT56syZMnu7Y999xzqqio0H/8x3+0O8C0lCm/7bbbOtQPJI7ARNATcTKNItnPSOH0VwBdVVVVpfnz5yscDuuVV15psxBXd4tEImdde/vtt/XYY49p9uzZuuKKKzzrC/wlOCMbcbJAVJIGWwt7UUUUwLk5jqPS8jpt3VeubftPaOu+cu0tqVJKOEnbFv1SK1eu1PXXX69vf/vb1uf4zW9+I0lauXKlnnjiCU2bNs31XJOOuP3225Wbm6ubbrpJGRkZeu2113TPPfcoNzdXTzzxxGkHwwGtBSZsxMuaDcm+I6W8ql7llfUxCUAA4p/jOHr5nb168vWt2mM54mDD+i2SdM5Dz1rCxubNm/Xwww+rtra2S2HDcRyFQiH94he/0M9//vNT1ydMmKA///nP1tNiASlAYcM2spETR2FDap5KOS+r/ecWAEgMdfVNuu+P6/T66v1tPq7ouh9JksYNztP9/zRFPbPb3oGyYMGCNg9YO1PLgWtnMsbo4Ycf1p133qkVK1bo+PHjmjBhgi6//HIWheKcAhE2Ghojqq5tdG3zsnpoi145qcpIDam67uwiXnsOV+q8YYQNAH9XUlajbz68Spv2lLX7azbuLtPtP31bP7tjqga38Qanu40bN07jxo3z7H4IhkDE0bZKlcdiysIYYz8jhUWiAFrZuOu4Pnf/Wx0KGi0OHK3WF372tt7fxuFniG/BCBuW9RpSbHajSPay5Rw1D6DFknUH9KVfLFdpuf0gyXM5UdWgux56R9v2l3djz4DuFYyw0dbIRozCxkBL2NhNrQ0AkrYfOKG7H1+j+sazt5O21icvTTPG91WfPHvNi9r6Jt3/1Ho5jtPd3QS6RSDWbMTLIWyt2aZR9pdUqSniWEuaA0gMD7/woeob7EGjd16a7rt9ksYNbj7YrKSsVl//9Tvauu+E6+OLdx7X4rUHdflFhVHpL9AVgR7ZiNWohmQPG/WNER06xoFsQCIr3nlMyz44bG0vGtpDj/3rrFNBQ2oOH7+6a6amjutj/bpfPb9RDecYKQFiIdhhI4b1LAb2dq8iKkl7Ke4FJLTfvrjJ2vbRKQP10J3T1Sv37GmTzLSw7v/iZE0ak+/6tQdKq/WXt3Z2Wz+B7hKMsBFHBb1aZKSF1dsyx8qBbEDiem9LqVZvLnVtGzs4T//2mQuVkhyyfn04lKQ7bxgv20zs717ZYj2+AYiVQIQN25qNWBT0as22I4Wj5oHE5DiOHn7hQ2v77VePaVfJ72GFObp6unvFzorqBj3+6pZO9xGIhkCEDVuKj0VBr9astTYIG0BCWrHhiIp3Hndtu3BEL00e07vdz/X5j41Weor7CMgzS3dqfynTtYgfgQgb8XQIW2u2sLGXaRQg4UQijn77on1U4wvtHNVo0Ss3Tf84b4RrW2OTo988b78X4LVAhI14XLMhSYMsR80fKatVTZ17eXUAwbRk3UHrttWp4/roghG9Ovycn7x8uPJdFpJK0qI1B/Th7rIOPycQDcEIG3F0CFtrbR/IxhAnkCgiEUePvmzfgXL71WM69bzpqWF9oY2vfWrR9k49L9DdfB82GhojqoqjQ9haK+iZoRRLUTHWbQCJ491NJdp1yP1n/tIL+2nMoLxOP/eVUwZqZP8c17bFaw9Q1wdxwfdhI94OYWstlGTU31Jvg3UbQOJ4btku1+vGNC/07IpQktH/sYxuNEUcPb2EuhuIvWCHjRhPo0j2dRuMbACJoaSsRsst1UIvu7BQwwrdRyU6YnpRX+trzQvLd6uqpqHL9wC6wv9hIw5PfG3NftQ8azaARPDiij1qirgfkHb9rCHdco+kJKNPXD7cta2qtlEvrtzTLfcBOsv3YSMeD2FrzVrY60glJzQCAdfYFNELy3e7tg3qm6UJIzu+A8XmqikDrG+w/nfxDjU2cWYKYif2v427yFbQKx5GNST7yEZ1baOOnajzuDcAvLRywxEdKat1bbtu5uAO1dU4l7SUsD5+yRDXtkPHavTW+4e67V5AR/k+bMRrQa8WtpENqXl0A0BwPff2LtfrKeEkfXTKwG6/3w2zhlhHdJ9atJ3RVMSM78NGvBb0apGblaKczGTXNtZtAMF1oLRK73x4xLVtzsTCqNQB6pWbprkX93dt27DruLVUOhBtvg8b8XoIW2scyAYknheW75FtIOG6mUOidt+bLQtFJYp8IXZ8Hzbi9RC21mxhg1obQDA1NEb04kr3haHDC7M1fmiPqN17eP8cTbIc6PbW+wdVYllDAkST78NGvK/ZkDj9FUg0b71/UMcr3F+brrtkSLcuDHVjG92IONKba/ZH9d6AG9+HDduajXjZjSJJAy3FdvaXVrMdDQig5y3bXdNTQrpy0oCo33/KuN7WNzkLVxM24D3/h4043/oq2Uc2miKODpRybgEQJEfLa7VmS6lr29xJA5SZ7r5gvDsZY3TFJPeFoht3l2kfU7jwmK/DRjwfwtbagPxM2UZNWbcBBMvitQdlKRiqa2cM9qwfcye6hw1JWvjeAc/6AUg+DxuVbdT7j6eRjdSUkAp6Zri27WbdBhAoiyxrIgb1ydSYQbme9WNAnyyNHZzn2vbG6v3U3ICnfB02KtoKG3E0siHZ123spdYGEBhHjtfo/e3HXNvmTOwf9YWhZ7LV3Nh5qELbD5zwtC9IbL4OG5XV/hjZkNo+IwVAMLy51j49MeeiQg970nLP/tYp3NdXsVAU3vF12KiwhI14OYStNWptAMG3yLIWYmi/7G45Sr6jeuelacII98Pe3niPqRR4J75+I3eQbc1GvI1qSNKgvu7TKKXldapqYzoIgD8cPFqtDbvcy4F/ZKL3oxot5lq22h46VkP5cnjG12HDtmYj3tZrSNLANg5k21vCug3A72wLQ6Xm6YxYuezCfgqH3OdSXl+1z+PeIFH5O2xYplHi5RC21vr2SFdKsvtfN5VEAf97c437FMrIATnWWjteyMlM0ZSxfVzb3lx7gMKC8ISvw4ZtGiWeDmFrkZRkNLC3+1QKi0QBf9t3pFKb9pS7ts1po96FV2y7Uo5X1Os9SwEyoDv5OmxYRzbicBpFauuMFKZRAD9bZBnVkGKzC+VMM88rUGpyyLVtIbtS4IFAho14XLMh2ddtsCMF8Ddb2Bg7OE/9891HNL2UkRbWJecXuLa9tf6gGhqZSkF0+Tps+Gk3iiQNtoxs7D1SyRY0wKd2HarQtv3uBbLiYVSjhW0qpbKmUas3l3jcGyQaX4cN68hGnIYNWxXR6romlZbXedwbAN1hcVuFvOJgvUaLKWN7KyMt7NpmW9wKdBdfh42a+ibX63G7ZqON7a8sEgX86e31h1yvnzesh/r2SPe4N3YpySHNPK+va9tb6w+xKwVR5euwYROvIxs5mSnWILSX7a+A75SU1Vp3oVw+IX6mUFrY+lRR3cCuFERVMMNGnI5sSPbRjd2MbAC+s7zYfVRDkmZaFmTG0pSxfZSR6r4rhakURFMww0acjmxInP4KBMnyDw67Xh9akB0Xu1DOlJoS0ozzLLtS3mcqBdETuLCREYeHsLVmr7XByAbgJ7X1jVpl2cUxw7I2Ih5cNqGf6/Xyqnqt23rU494gUcTvb+VOisdS5a3ZplEOHq1mrzvgI6s3l6q+wf1n1rYQMx5MHddHaSmWqZQ2dtYAXRG4sBHP6zUk+8hGU8TRgaPVHvcGQGcts0yh5GWlqGhoT497035pKWHNGO8ehpasO6imCDV/0P2CFzbifGSjf36GktwPYNTuQxXedgZAp0QijlZYFodOK+qjkO2HPE5cZtmVUlZZr3XbmEpB9yNseCwlOaSCXhmubTsPEjYAP9i8t9xaiG/G+PjbhXKmaUV9rGeltFWkDOiswIWNeC3o1dqwfjmu17cdcC95DCC+LP/AfVQjHDKaMra3x73puPTUsKYVuR87v5SpFERB4MJGvK/ZkKQR/d3DxnbL+QoA4suyYvf1GhNG5iszPdnj3nTO5ZZzW46eqNP67cc87g2CLnhhI86nUSR72Nh7pEp1De4l2AHEhyPHa7Rlr3vV0HjehXKmaUV9lZLs/ivgrfcPetwbBF3gwkZ2Rvy/qxhWmO16vSniaNch6m0A8Wy5ZVRDkmZaCmbFo8y0sKaOc59KWfbBIU6iRrcKXNjI8UHYGNA70/qOYvt+93dMAOLDMsvBa8MKs9XPsvg7Xs2+wL3A1/7Sau2hqjG6UeDCRnZG/E+jhENJGtbPfXRj+wF2pADxqqau0Xpg2Uwf7EI509RxfWQsu3Rti2CBzghg2Ij/kQ1JGlZo2ZHCIlEgbq3aVKJ6S6XfeC5RbtMjO1VFQ3q4tq1oY7oI6KjAhQ0/TKNI7EgB/Mi2XiMvK0XjLL+0452tmuj724+porrB494gqAIXNvyy7WyEZWTjWEWdjlW4FwsCEDuRiGM95XX6+L5xXzXUxjYi0xRx9M7GIx73BkEVqLCRlR72zQ/8MMvIhiTtYHQDiDub9pRZ3wj4acvrmYYX5qhvj3TXtuWWkuxARwUqbOT4YHFoi57ZqeqZneraRiVRIP7YplCSw0maPMZ9C6kfGGOsoxvvbDyixiZOo0bXBSps+GVxaIvhltENFokC8WeZZXfGRSN7KSMt7HFvupdt3caJqgZt2Hnc494giAgbMTTcUtxrByMbQFw5fLxGW/e5/1z64eC1c7loVL7SUtwPZmuriBnQXoSNGLLtSNlxsIKhSyCOtFVzwo9bXs+UmhzSxaPdD5AjbKA7BCxs+GfNhiQN75/rer2+IaJ9JVTvA+KFbRfKcB9WDbWxhaadByt0oJTXI3RNwMKGv0Y2hhRkWXfP7KCSKBAX2qoaOsNHZ6Gcy/Qi+wgNoxvoKsJGDKUmhzSwT6ZrG4tEgfjQZtVQy8JKP+qdl6Yxg9xHWwkb6KpAhQ2/VA9tjR0pQHwLYtVQm+mW8LR261FV1TZ63BsEScDChr/WbEjNBXXcsCMFiL2gVg21se2saWiMaNUmqomi8wIVNvw2jSLZd6QcOFqtqhrOJQBiadPeYFYNtRk9MFe9ctyLDS5bz1QKOo+wEWO2kQ2peQssgNixjWokh5M0ycdVQ22Skox10evy4sNqijge9whBQdiIsYKe6cq0VB/kBFggtmxVQyeM7GX9ufW7SywjNuVV9Srecczj3iAoCBsxZoyxjm5wRgoQO21VDZ0ZgKqhNheP7q3UZPdqom+v52A2dE5gwoYxUlaa/8KGZN+RwsgGEDu2UQ0pGFVDbVJTQpo81r2aaFt/J0BbAhM2stKTleTTleG2M1K2Hzghx2GOFIiFZZZ38SP65wSmaqjNJZZ1G3uOVGn34UqPe4MgCEzY8OMUSgvbjpTKmkbtL632uDcAqmoarFVDZwaoaqjN9PF9ZCzv3WwhDGhLYMKGHwt6tRjeP9f6g/3h7jJP+wJA+tuHJWpsch9VnHl+cKdQWvTMSVORpWAZUynojMCEDT+PbGSmhTW4b5Zr24e7j3vcGwC2X6j5uakaMzDP287EyMzz3UdwPthxTMcttUcAm+CEjXT/VQ9tbezgPNfrjGwA3mpsimjFBvf6GjPGF/h2bVhH2dZtRBxppeXvB7AJTNjIyfTvyIYkjR3kPmS5ZW85hXQAD32w47hOVLlX77W92w+iIQVZ6p/vvhB2maXYGWATmLDh52kUyT6yUVPfpF2HqCQKeMU2hZKWEtLFo/I97k3sGGOs4epvG4+orqHJ4x7BzwgbcWLEgBzroU5MpQDesYWNyWN7KzXFvdhVUM2yhI2a+ia9t9l9tw7gJkBhw99rNlKTQ9YtsJv2lHnbGSBB7T5cqb1HqlzbEmHL65nOG9bT+kaOXSnoiOCEjXR/j2xILBIFYs1WQ8KY5iPlE004lKTpRe7f97IPDinCejK0U2DChp/rbLSwhY1t+0+ooTHibWeABGR7t140pId6ZrsfvR50l1imUkrL6/QBB7OhnQITNrIz/T2NItnDRkNjRNs4JwWIquMV9l+eibQL5UxTxvVRStj9V8XidQc97g38KjBhIwgjG0MKsq2nLVLcC4iulRsOyzYrYKs5kQgy08KaPLaPa9vitQeYSkG7BCZs+H03itQ8PzpqoPsiUdZtANH1lmW9Rv/8DA0pcK/wmyguv6if6/WSslpt2MUbIZxbIMJGkpEyUsOx7ka3GDvYvbjXh+xIAaKmurZR72w84to28/wCGdvhRQli5nkFSrZMpby59oDHvYEfBSJsZGX493j5M40dlOd6fdfBCtXUNXrbGSBBrNxwWPUN7ouwZ53v/q4+kWSlJ2vymN6ubUvWHmQqBecUiLARhG2vLWyLRCOOtHlvubedARLE4rXuCx17Zqfq/OE9Pe5NfLr8okLX64eP1zDNi3MKRNjICcBOlBYDemcqK919SogfaKD71dY3Wg9em31hP2tl30Qz87wChUPufxdMpeBcAhE2grA4tEVSktEYy1QKYQPofn/bWKLaevdzPi67kCmUFtkZyZpkmUpZvPaAHIepFNgRNuKQvZIoq76B7rbY8q48NzNFF47s5XFv4tvlE9ynUg4dq2ERO9oUiLCRE6A1G5I9bOwvrdaJqnpvOwMEWH1Dk5YVu0+hzLqgQOFQIF4iu80l5xdYp5Vs614AKSBhw++HsJ3Jtv1VYgss0J1WbSpRda37Lq/LLnR/F5/IcjJT7FMpa5hKgV1AwkawRjb65KVZz2Fg3QbQfWzvxrPTkzVxdL7HvfGHyya4r2M5cLSaHXOwCkTYyMkMVtgwxlinUjZSrQ/oFg2NEb1tqRp6yfn2IlaJbtb59h06i9awKwXuAvHTFLSRDcm+bmPt1qNqbOIEWKCr3ttSqoqaBte2Sy3v3iHlZqVYR33eWL2fAl9wFZCwEaw1G5J04Qj3VfBVtY1MpQDdYInlxNKMtLB1XQKa2XalHD5eo/e3c+w8zhaMsBGw3SiSNH5oD6WluJ8Au3pzice9AYKlsSmit953Dxszxve1nr6MZpdO6GedZnp91T6PewM/CEbYCOA0SkpyyDq68e6HhA2gK9ZtPaqySvdt5LYFkPi7nIwUTStyP3b+zbUH1NDIVC9OF4iwkRPAsCFJF1vmRYt3Hrdu1wNwbgvf2+96PS0lpKnj3H+J4nTzLh7ger2iukErLeXfkbh8HzZCSUYZacE4Xv5Mk8e6zxs3RRyt23bU494AwVDX0GStGjq9qK/SUoL5etLdZpzXV5mW197XV7mHOSQu34eN7IxkGRPMg5KG9ctRj2z3xa+rNjGVAnTGOxuOqLLGfWRw7qT+HvfGv1KTQ7rUcnbMsg8OqdKy0weJKRBhI6iSkowuHu0+urGKRaJAp7xmWcCYlR7WNKZQOuSKSe5TKfWNEetuHyQm/4eNAO5Eac22BW/HgQqVltd63BvA3yprGrTCchbKZRMKlcIulA6ZMCpf+bnu1Y7ZlYLW/B82AjyyIdnDhsQWWKCjlqw7qHrLTol5lnfpsAslGX1kovvU03tbSlVSxhsiNAtA2AheQa/W+vZI16C+Wa5trNsAOmbhavd32/m5adat5mibbSrFcaQ3LLt+kHh8HzaCdi6Km0mWLbCrNpVyyiLQTqXltXpvc6lr29yL+1vP+0DbRg3M1WDLGyKmUtDC92Ej6NMokn0qpbS8VrsPV3rcG8CfFr23X7ZjO+ZdzC6UzjLGWKegNu8t186DFR73CPHI/2Ej4AtEJemiUfnWd11UEwXa5/XV7kP6g/pmadTAXI97Eyzz2tgy/Pzy3R72BPHK92EjJ+BrNiQpKz3Zegosi0SBc9t7pNJ6gOEVk/oHtlaPV/rnZ+q8YT1c2155Z69q66l4nOh8HzYSYRpFsk+lrOHIeeCc2qpoOdeymwIdc830wa7XK2oa9MZq94qtSByEDZ+whY3q2kZt2Hnc494A/uE4jl637EIpGtJDA/q4L25Ex8yZWGid1v7rsl3edgZxh7DhE0VDeijdcuT82+sPedwbwD9Wby7V3iNVrm1zWRjabdJSwvro1IGubR/uLtOmPWXedghxxfdhIycz+Gs2JCk5nKQJo9y3wC5ac4AtsIDF00t2uF5PMtKciwo97k2wXXfJEGvbX9/e5Vk/EH98HzYSYTdKC9uhR4eP12jDLqZSgDPtL63Sckt58kvOL1Cv3DSPexRsg/tmaaLlTdHC1ftVUc3hbInK12EjyRilpybOWQazLihQOOS+an7RGhZgAWf6y9Kdsg363XjpMG87kyA+bhndqK1v0qvv7vW2M4gbvg4bmenhhNqylpORoslj3U+lfHPNAUVsFYuABFRd26iXVu5xbRtWmK2LRlKePBpmXVCgXjnuh7P99e1dTPkmKF+Hjay0cKy74DnbHHNJWa2Kdx7zuDdA/Hr13b2qrHGv73DTpcMS6o2Kl8KhJF1t2Qa761Cl1m3jdSoR+TpsZKYlznqNFpecX6DksPv/tjfeYyoFkJq3uz6zdKdrW3ZGsq5oo+Iluu6aGYNkO2qGhaKJyd9hIz3xRjay0pM1xTKVsnjtATUxlQJo9eZS7Trkfm7QNdMHKS0l8V47vFTQM0PTx/d1bVu89oAOHq32uEeINX+HjQScRpGkj0x0n0o5eqJO67cf9bg3QPx5eon7qEaSka6fNdTj3iQm20LRpoijJxdu87YziDnChg/NOK9AKclMpQBumre7uhe6u+T8AvXrleFxjxLTlLF9NKB3pmvbyyv3qLS81uMeIZZ8HTYGJmiZ4cy0sKYXuQ9RLll3gLNSkNCeXsJ213iQlGT0j3NHuLbVN0b050XbPe4RYsnXYWNOAh+gdLllV8rxinqt28pUChJTaXmtnrOcw8F2V+9dNWWg+uS5F07769u7VF5Z73GPECu+DhuJbMb4vkqznJVCgS8kqj+8vlX1De4je2x39V5yOEk3f8R9dKOmvklPL3UvJY/gIWz4VHpqWDMsq72XrDuouoYmj3sExFZJWY2eX7bbta1XTirbXWPk2hmDlJflfobV00t2qqrWvRYKgoWw4WO2qZTyqnotXLXf494AsfX717aqvtF9VOMz80ay3TVG0lLC+sRl7mtlKqob9Ne33XcOIVgIGz42vaivMixnw/xp0TbKlyNhHD5eoxdWuJcmz89N07Uz3Stawhs3zB6qLEtdpD8v2qG6ekZig46w4WOpKSF9dOog17Zdhyr1zsYjHvcIiI3fv7pFDZZRjVuvGKnU5MQ5sDEeZaUn64bZ7vVNjlXU6a+WRb0IDsKGz33i8mHWssBPsbUMCeDg0Wq9aDlwrU9emq6e7h7I4a1/uHSYdVH7f7+8mbobAUfY8Ln++ZmafWE/17b3tpRq854ybzsEeOyJ17aqscl9yvDWK0cphVGNuNAjO1XXznCfzqqqbdSDz27wuEfwEmEjAD41x31rmcToBoJt9+FKvWwZ1ejbI13zpzGqEU8+9ZER1tGNhav3a9WmEo97BK8QNgKgaGgPnT+sp2vbojUHdOgYhx4heJoijn74h7XWwwc/e9Uo6wnJiI3eeWn63EdHW9t/9j/rVc+2/UDiJzEgbv7IcNfrTRHHeigV4Gd/XrRdG3Yed20r7JWhj04d6HGP0B6fuHyYhvbLdm3bc6RKf3yD0dggImwExMzzCjSwj/uhR88v363KmgaPewREz86DFXrkpU3W9s99bLTCIV7e4lE4lKRvfPJ8a/sTr23R/tIqD3sEL/DTGBChJGMtnFNd26hn397lbYeAKGlsiuiHf1hrLeA1aUxvXTl5gMe9QkdcOKKXdeSpviGin//PB3Jsp+nBlwgbAfLRqQOVm+leFviJV7bo4FHWbsD//vTGdn24u8y1LTMtrO/844WcgeIDd1w3TtkZya5tKzceYfo3YAgbAZKWEtb1s4a4ttXUN+k//mc97xbga9v3n9CjL9unT756Q5H69kj3sEforB7Zqfqna8da2x98doPWb+cE66AgbATMDbOHWkuYr9xwhBNh4VsV1Q36v4+9Z62pMXVcH7a6+sw10weraGgP17amiKPv/vdqHaXYVyAQNgKmZ3aqbr/a/m7hF09/oBPV9R72COi6hsaIvv3IKu08VOHanpUe1rc+dQHTJz6TlGT0rZsvUEqy+6+i0vI6/d/fvafGJvf1OfAPwkYA3TB7qMYNznNtO15Rr4f+utHbDgFd4DiOfvzkOq3ZUmp9zD/fOF59mD7xpeH9c/T1T9h3p6zdelS/ef5DD3uEaCBsBFAoyehbn75AIcuhKS+u2NPmCzcQTx55abNeW7XP2j5jfF9dNYWaGn42f9ogXWMpZS5Jf1q0Xa+38W8A8Y+wEVAj+ufq0x+xlzH/yVPvq6Ka2huIby8s363HX91ibR/UN0vf/cwEpk8C4K6bxmvMoFxr+w+eWKNX/rbXwx6hOxE2AuyzV41S//wM17a9R6r0L796R9W1jR73CmifV/62Vz/983pre4/sFP3sS1OUm+W+3Rv+kpoc0o8+P0k5me7bYSOO9MM/rNVzHEfvS4SNAEtNCembN19gbS/eeVzffPhd1XEWAeKI4zh6/NUtuvf39nNPUpND+uk/TVH/fPequfCnfr0ydPeCibINVDmOdP9T6/U/i3d42zF0GWEj4C4e07vNMyLe21Kqf3t0tRos1RgBLzU2RXT/U+v12xfttTSSjPSD2yZq3GD3LZPwt6nj+uj2+WPafMwDzxTriVe3UDfIRwgbCeCrNxRpQG/7O8AVxYd1z+NrrO8iAS9U1zbqW79dpeeX727zcXfddJ4uOb/Ao14hFm65YqQWXDmqzcc8/OImffe/V3Puk08QNhJATkaKHvjKtDYrK7659oDufHClDh+v8bBnQLO1W4/qtvvf0oriw20+7pZ5I3XD7KEe9QqxYozR7VeP0RevsdcMkqTFaw9qwX1LreXrET8IGwmiX68MPfCVaeqZnWp9zJotpbrlR0v0xnv7PewZEtmJ6nrd98d1uuOXy7XncGWbj/3K9UX6wjVtD68jWG65YqTuvHF8m485cLRaX/jZ2/qfxTuYVoljhI0EMqhvlh74yjTram9JqqhpLgl9z+NrGJ5E1DRFHL2+ap8+9YPFenHFnjYfmxxO0g9um6ib5wxni2sC+sRlw/SvN59vXTQqSY1Njh54pli3/eQtLV13UBGmhOOO8VMSNMYUSSpu+by4uFhFRUUx7JE/fbi7TF/5zxXn3PaanZ6s+dMH6YZZQ1TIqn90gxPV9XppxR795a1d7TqFODs9Wf/+hcmaMLKXB71DPHt91T79+I/rVN9w7sXsQ/tl69YrRuryiwoVDvGeusWGDRs0fvxpI0XjHcfZ4MW9CRsJ6v1tR/X1X/9NVe2os2GMNPO8Al0/a4gmjsrnhxcd0tAY0fodx/TG6v169d197d5qXdAzXT+/Y6qGFGRHuYfwi237y/Xd/37vnFNuLXrnpWnORYWae/EAjRmUm/AjY4SNdiJsdK99JVX6wRNrVLzzeLu/JjMtrEljemt6UV9NGddHvfPSothD+FFTxNHeI5Vas6VU72ws0XubS1RT37FaLldNGaCvXj+egl04S3Vto3765/VtlrB30z8/Q3Mu6q8Jo3qpaEgPZaXbp5ODirDRToSN7tfYFNEfXt+qx/7flk5tfe3XK0PDC3M0on/zf0MKslTQM0MZaeEo9BbxpKqmQYeO1+jwsRrtL63Stv0ntG3/Ce04UNHpQnGF+Rn65s0XaNKY3t3cWwSJ4zh6eeVe/ex/P+jUvzVjpCEF2Ro/tIdGDchVYX6GCvMzVdAzXanJoSj0OD4QNtqJsBE9G3cd1z1PrNHeI1Xd8nzZGcnq2yNdfXukKzcrRRmpYWWmh5s/poWVnhpWWkpI6SlhpaWGlJocUjhkFA4lKTlkFAolKRwyCiUZhZKSFAoZJZnmz41pPpraGCOj5heORB8ePZPjOIo4zWGyqclRU8RRU+Tvf25siqgp4qi+MaL6hojqG5pU3xhRXUOT6uqbVNfQpNr6JtU1RFRV26CyynqVVdSrrLJOxyvrVVJWo8qa7it1H0oyunnOcN320VFKSyGoon12HarQr57bqGUftL1luiPyc9OUn5uqHtmp6pmdql45acrJTFZ6aljpqaHmjykhpSSHlBxKUjjc/FqVHGp+nQqHkhROav6YlGSUdPL1KSlJp16zkk4ekplkjKevX4SNdiJsRFdNXaOeeG2r/vrWLlX4dCeKMToZQMzp11x+mM0ZfzBq3w98Z14X2vNj5sjlQZZLLT+3rZ/XcZyTbR3vX6yEQ0Yfmdhfn547QsMLc2LdHfjU1n3l+v1rW/Xm2gO++vd/ppbXr+Y/21/DznztOu052ngdqzq6W6uevKP1Jc/Cht/eQpw2gbtt27ZY9SOwLhkuTRpYqOXFh/X6qn3aV3LuHQNAR+VlJmvOxP66fEKh8rJTVXt8rza0f+kQcJZPTk3XJSMK9OLyPVq58bAam3ycOqKktvzgmZc8WxTlt5GNayQ9H+t+AAAQANc6jvOCFzdiDyMAAIgqwgYAAIgqv02j5Eqa3erSXkn1MeoOvDVcp0+hXStpe4z6gtjg3wD4N9A1KZIGtvp8qeM45V7c2FcLRE/+pXgyv4T44rKbZLtXq6gRH/g3AP4NdIu1sbgp0ygAACCqCBsAACCqCBsAACCqCBsAACCqCBsAACCqCBsAACCqCBsAACCqCBsAACCqCBsAACCqCBsAACCqCBsAACCqfHU2ChJaiaR7zvgciYV/A+DfgE/56tRXAADgP0yjAACAqCJsAACAqCJsAACAqCJsAACAqCJsAACAqCJsAACAqCJsAACAqCJsAACAqCJsAACAqCJsAACAqCJsAACAqCJsAACAqCJsAACAqCJswDeMMWFjzO+MMQti3Rd4yxhzvTHmLWNMmTHmqDHmeWPM+Fj3C0D7EDYQ14wxIWPMIGPM9ZLekrQgxl2Cx4wx35P0F0m5kl6RdEDSNZL+Zoy5MZZ9g3eMMZcaY142xhwxxpQaYxYaYy6Pdb/QPoQNxLtXJO1W8y+baTHuCzxmjJkk6W5JP5R0oeM4NzuOc56kz0pKlfS4MaYghl2EB4wx35G0WNJUSSskLZE0XdIiY8w/x65naC/CBuLdc5K+IekKST+PbVcQA1+RtFnSPY7jOC0XHcd5XNJvJWVK+nZsugYvGGOuk/QjSY9LGuo4znWO49wo6TxJZZJ+aowZFrMOol0IG4hrjuP8ynGc/3Ac53VJDbHuDzw3RtJjjuM0urT998mP0z3sD7yXIWmhpM85jnOi5aLjODskPSspLOnS2HQN7RWOdQcAoA3/R1KdpW3ryY9jPOoLYuMpSUsdx4m4tFWf/JjjYX/QCYQNAHHLcZz322gecPLjMS/6gtg4OX22/8zrxhgjacbJT9d42il0GNMoAPxq0smPq2LaC8TKZyVNkLRO0tux7QrOhZENAL5z8l3t509++tNY9gXeMcZMldRf0jw1//8/Junm1ouHEZ8IGwD86POSZkr6heM4f4t1Z+CZV9Vcb0WS6iXNdRxnUwz7g3YibADwFWPMTEn/JeklSf8a4+7AW19Vc32VcZKuk7TYGPN5x3GejmmvcE6EDQC+YYw5X80h43VJN1q2xCKgHMf5fcufjTH3Sloq6SljTInjOEti1jGcEwtEAfiCMWa4mkPGu5JuchzHtiUWCcBxnGOS7pEUUnOFWcQxwgaAuGeM6afmwk6bJV3nOE5tjLuE+LDk5MdpxpjUWHYEbSNsAIhrxpieah7ROCJpvuM41ef4EiSOlqrCSZLSY9kRtI2wASBuGWMy1bxGo1HSVY7jVMS4S/CYMeZTbTQXnfy4y3GcMg+6g05igSjimjHmVv39tNepJz/eenK/vSQ94TjOSu97Bo/8Ss3//5+VdF9zeY2zOY7zRS87BU/93BgzVNJ9rUuWn6y18i8nP2U3Spwz1EJBPDPGPC7p1jYe8tmTJ4AigIwxSyTNPtfjHMdxTyHwPWPMNZL+quaFwQ9JWq3ms1DukHSLpF2SxjuOUxWrPuLcCBsAgLhmjJkr6TeSzjxKfpGkWxzHOeB9r9ARhA0AQNwzxiRLmqXm81AqJP1N0nrLabCIM4QNAAAQVexGAQAAUUXYAAAAUUXYAAAAUUXYAAAAUUXYAAAAUUXYAAAAUUXYAAAAUUXYAAAAUUXYAAAAUUXYAAAAUUXYAAAAUUXYAAAAUUXYAAAAUUXYAAAAUUXYAAAAUUXYAAAAUUXYAAAAUUXYAAAAUUXYAAAAUUXYANBlxpiPGmN+FOt+AIhPhA0ggRhjrjTGOMaYx7v5qRdIerebnxNAQBA2AHSJMSZL0kxJr8a6LwDiE2EDQFddK+k1x3HqYt0RAPGJsAGgqz4p6c+x7gSA+EXYANBpxpieki6S9Gas+wIgfhE2AHTFxyW94DhOQ6w7AiB+ETaAADLN/tkYs8YYU2aMWW6M+ZQk0823ulmdnEIxxmQaY+40xqwwxhwxxpQYY140xoxzeeylJ3fRnHUvY8zdJ9u+2Jl+AIi+cKw7ACAq/lPSl0/+eZmkQ5J+IanbFnEaYwokjTr5/J3xBzWPjGyStEJSk6SrJX3EGDPNcZx13dFPALHHyAYQMMaY6WoOGickzXYc5xLHcW6SNEzS9m681Y2S/uI4TlMnv/5ZSRMcxxnrOM51juPcIOkKSWmSHuiuTgKIPcIGEDzfOvnxG47jvNVy0XGcKkkPdeN9urQLxXGcJ88cvXAcZ7GkLZJmGGNSu9Y9APGCsAEEz1RJjqQ/RusGxphBkvopOlVDD0kKSRochecGEAOs2QACxBiTK6m3pJ0nRzKi5ROS/tdxHKcrT2KMGa3mUudTJZ0vKUtSyslm3gwBAUHYAIKpMcrP/0lJt3XlCYwx/yrp39W8Q6Zc0lpJ+yXNkVTQ1Q4CiB+8cwACxHGccklHJQ01xiRH4x7GmFGSMiSt78JzTJf0E0l71LzQtKfjOJc5jvOPkjZ38Ol40wTEOcIGEDzvqvkX8PUubVnd8PyflPTnLk6hzDz58RuO4/zFcZxIq7aMNr7OrU7IyC70A4AHCBtA8Pys5aMxZnzLRWPMMEn3d+WJjTFG3XMWysGTH2ecfM6W579c0gSXx5ed/NjnjP6MkXRNF/sCIMoYfgSC5001F8z6jKTVxpg31by741JJ76l5AWlnnSep1nGcjk51nOl5NQeIOyXNNMYUq7kOyCWS6l0ev1nScUmzjTH/JWnDycd/Xs21Q4q62B8AUcTIBhAwJ6c3Pivpbkk7JE0+2XSdpJ938ek7XZ68NcdxTkiaL2m1pLFq7uM+SVMkLXR5fI2kf1RzDY7PS/q2pOFqPt7+8a72B0B0mS7uXAOQIE5Od2yXdLnjOLti3B0APsLIBoD2mizpEEEDQEcRNgC0V7dMoQBIPEyjADgnY0xI0i5Jkx3HOXiOhwPAaRjZANAel0jaStAA0BmEDQDt0R21NQAkKMIGgPYYK+kvse4EAH9izQYAAIgqRjYAAEBUETYAAEBUETYAAEBUETYAAEBUETYAAEBUETYAAEBUETYAAEBUETYAAEBUETYAAEBUETYAAEBUETYAAEBUETYAAEBUETYAAEBUETYAAEBUETYAAEBUETYAAEBUETYAAEBUETYAAEBUETYAAEBUETYAAEBUETYAAEBUETYAAEBUETYAAEBUETYAAEBUETYAAEBUETYAAEBUETYAAEBUETYAAEBU/X9DdJxkt2bY+gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 600x370.828 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "_ = plot.plot_histogram(ax, distances.flatten(), maxima=True, maxima_props={\"order\": 5})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "labeled-seller",
   "metadata": {},
   "source": [
    "## Quadro blob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "id": "municipal-medicine",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:23:41.667577Z",
     "start_time": "2021-06-04T15:23:41.663772Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"quad_blob\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 349,
   "id": "stunning-hostel",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-14T13:06:14.034958Z",
     "start_time": "2021-06-14T13:06:13.523977Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fbbc7802d00>"
      ]
     },
     "execution_count": 349,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The test data\n",
    "data = helper.gen_blobs_points(\n",
    "    (6000, 2),\n",
    "    centers=np.array([[-5, -5], [-9, 8], [4, -5], [15, 12]]),\n",
    "    shuffle=False\n",
    ")\n",
    "distances = pairwise_distances(data)\n",
    "n_points = data.shape[0]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(1, 1))\n",
    "ax.scatter(\n",
    "    *data.T,\n",
    "    s=0.5,    \n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "affiliated-bangkok",
   "metadata": {},
   "source": [
    "### Checks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 350,
   "id": "waiting-burke",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-14T13:06:14.973138Z",
     "start_time": "2021-06-14T13:06:14.332759Z"
    },
    "run_control": {
     "marked": true
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "_ = plot.plot_histogram(ax, distances.flatten(), maxima=True, maxima_props={\"order\": 5})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "congressional-direction",
   "metadata": {},
   "source": [
    "## Blobs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 337,
   "id": "administrative-lambda",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-14T13:02:21.823262Z",
     "start_time": "2021-06-14T13:02:21.821385Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"blobs\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 338,
   "id": "ordinary-productivity",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-14T13:02:22.550523Z",
     "start_time": "2021-06-14T13:02:22.198016Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fbbc5870970>"
      ]
     },
     "execution_count": 338,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The test data\n",
    "data = helper.gen_blobs_points((5000, 2))\n",
    "distances = pairwise_distances(data)\n",
    "n_points = data.shape[0]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(1, 1))\n",
    "ax.scatter(\n",
    "    *data.T,\n",
    "    s=0.5,    \n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "human-flower",
   "metadata": {},
   "source": [
    "### Checks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "id": "increasing-sapphire",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:23:44.379190Z",
     "start_time": "2021-06-04T15:23:43.885165Z"
    },
    "run_control": {
     "marked": true
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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2Puy1QURE1DjmCTZKKqWPhwf7OqV7aK2oMH/4+8qDF85IISIiqss8wYYisxEa5OfU9xFCcPorERFRI5gn2FBkNsKCHB/AdiVOfyUiImo40wQbBYrMRliwczMbgLrXBms2iIiI6jJNsFFY7LrMBruIEhERNZx5go0SeWYj3IWZjdPnSmGrqnb6+xEREXky8wQbqsyGDsFGnKKLaFW1hpxz8pbpRERE3so8wYYis6HHMYoqswGwboOIiOhK5gk2XFggGhRgRUSI/HV5I4WIiOhypgg2bFXVOF9qk66FBTs/swHYn5FCRERE/2OKYON8qbxeAwDCnNzUq5Zq+iszG0RERJczRbChKg4F3JHZYBdRIiKiS5ki2FA19AL0zGywiygREVFDmCLYULUq97X6INDfeRNfL6XKbOSfr0BJmbx+hIiIyBuZI9hQ3UQJcu7E10upMhsAO4kSERFdyhzBhnIImz5HKADQPDIQFh95IJPFug0iIqKLzBFsKHts6FMcCgBWiw+aRwZK15jZICIi+h+TBxv6ZTYAO9NfGWwQERFdZI5gQ3mMol9mA+D0VyIiooYwR7DBzAYREZFhmSLYKFBNfNU5s2GvZbmmabq+NxERkacwRbChmvga7qbMRllFFc6dVzcaIyIi8iamCDaKVJkNnYMNVWYDAE5xIBsREREAEwQbVdUaihSD2PQ+RokK84e/r7xDKes2iIiIanh8sFGkOEIBgFCdMxtCCGV2gzdSiIiIanh8sGF34qvOmQ0AaKW4/souokRERDU8P9iwk9nQu0AUUNdtMLNBRERUw/ODDUVmw2oRuk18vRRHzRMREdnn8cFGgXLiq59uE18vpbr+ejqvFLaqat3fn4iIyOg8PthQtirXcQjbpVTHKFXVGs7kl7lkD0REREbm8cFGkSKz4Yp6DcB+rw0epRAREZkg2FBlNkKDXBNsBAf6KrMobOxFRERkgmBDWbPhomMUAIiNDpY+zswGERGRCYIN5cRXF/TYqKUcyHaWvTaIiIg8P9hQHKO4qmYDUDf2OsljFJew2Wy466678MEHH7jkdQ4dOoR77rkHCQkJCA0NxeDBg/HWW2+hqqrKofcnIjIrzw82lMcorgs22NjL9aqqqpCZmYnFixdjxIgRTQ40Gvs6S5cuRd++ffHRRx+hU6dOuP7665GVlYXf/va3uOWWW6BpWpP2QURkZlZ3b8BRqqZerjxGUfXaOFtYjvKKKvj76d9czNtMmDABy5Ytc+nrHDt2DLfeeiu6du2Kzz//HO3atQMAlJaWYtSoUfj666/xySef4Pbbb3d4X0REZuLRmQ27E19dmNmIUxyjAMCpPGY39DBlyhT861//wtKlS/HII4+45HVsNhvCw8OxdOnSi4EGAAQGBuKhhx4CAPzyyy9N3gsRkVl5dGajpMymXHNlsNEiMhBCALIM+sncEiS0DHXZXrzFrFmzLv7/lStXuuR1OnTogJSUFERFRdVZCwqqCTgLCwubvBciIrPy6MzGeUVWA3DtMYqfrwXNwgOkaywSNZe4uDjp4+vWrQMA9OvXz5XbISLyCOYNNlyY2QDUdRu8/mp+u3fvxttvv42goCDcc8897t4OEZHhePQxiirYsPgIBLlg4uul4mKCkXo4r87jvJFiTunp6Thw4AC2b9+O1157DWVlZfj444+VmQ8iIm/m0cFGcZm6x4YrJr5eSp3ZYLBhRo8//ji+/fbbiz9//fXXMW3aNDfuiIjIuDw62DhfIi8QdWWr8lqxdhp7aZrm8uCH9PXQQw9h0qRJOHHiBH7++WfMnj0bx44dw/PPP8/fayKiK3h2sKG69uqiIWyXUmU2istsKCqpdHkNCekrOTn54v9/6qmnMHPmTLzwwgsICwvDX//6VzfujIjIeDy6QLRYcfXVLZkNjpr3WhaLBS+88AIsFguef/55nDt3zt1bIiIyFI8ONoyU2YgJD4CvVf6fk9dfza9Vq1bo2rUrzp8/j+3bt7t7O0REhuLZwYaBMhs+PgKtogKla7yR4h18fWv+3BUVFbl5J0RExuLZwYZi4qu76iN4I8XcFi9ejLKyMulaRUUFDh48CADo27evK7dFRGR4nh1sKI9RXJ/ZANR1Gydz2djLDD7//HNMmzZN2pJ8/vz5KC4uxsCBA9GmTRs37I6IyLg8+jZKcZkNkHx/d1tmQ3H9lccojqmq1rB+dzayckvQIyECPdtH4cMPP0RKSgoAYOPGjQCABQsWXPz/M2bMwJAhQwAAKSkpWLBgAYYMGYIZM2Zc9toLFixo8OvMnTsXQ4cORc+ePTF79myMHTsWfn5++Pbbb/HUU0/BarXi7bff5tVXIqIreHSwUVJmQ6Dk+3u4m4KN2Ohg6eOn8kpRVa3B4sNvQo1VcL4Cj8/fjF1H/tedNbFdJHI2LsW3Xy267LmrV6/G6tWrAQBJSUkXg4T09HTMnz8fZWVldYKNVatWYcGCBQ16nfbt22PdunV44IEH8Nhjj132Ne3atcPChQvRp08fR3/JRESmIzTZqFKDEkL0ALCn9ue9p/4bQVF1U9bvPz4CXdpEuHBnNdIz83HXP9dK1xb/fSxaRqmvx1Jd50sr8ft5G5CWWSBdv3ZwPB64vhuaRciH4OlF0zTs2rULa9euRWVlJQYMGICBAwciMFBeIExEZAR79+5FYmLipQ8lapq21xXv7dE1GyruOkaJaybPbADAiTOs22iMkjIbHn1jozLQAIAfNx3H1L+twMLlh+DKoFkIgd69e2P27Nl45JFHMGLECAYaRI2wevVqTJw4Ec2bN0dMTAySk5OxcuXKRr2GpmmYP38+hgwZgpCQELRs2RLTp0/H8ePHlV+zdu1aJCcnIyYmBhERERg7dizWrpV/QCTnMmew4aYC0ZBAX0SEyAMdBhsNV15Rhcfnb8buI/U3xyqtqMJ/vt6HN7/d74KdEZGj5s6di1GjRmHjxo0YOnQoRo4ciQ0bNmDMmDF49dVXG/w69957Lx588EEAwKRJkxASEoKFCxeiX79+0gBiwYIFGDlyJDIyMpCcnIyOHTti5cqVGD16NObNm+esXx4pmC7YsPgIBAW4rxRFld3IYmOvBqm0VeMv727BtgO5jfq6j5cdws5DZ3XaFRE5wzfffIO//vWvmDlzJo4ePYpvvvkGX375JXbv3o2IiAg89thjOHLkSL2v8/XXX+O9997Du+++i5SUFHz66ac4ePAgnn32WeTm5mL69OkoLS29+PzMzEw89NBDuPPOO7F//34sWrQIW7duxQ8//IDAwEA8/PDD2LVrl56/dK9numAjLNjXrbcBWscogg1mNhrknwtTkbI3p0lf+8rnu1FV7Tk1SETepqSkBMnJyfjvf/+LsLCwi4+3b98eN954I2w228XibHteeeUVjBs3Dvfcc8/Fx4QQ+Mtf/oIJEybgxIkTeOutty6uvfvuuwgICMC8efNgtf7vw+iECRPw1FNPQdM0PPXUU875RZKU+YINN7Qqv1RrRWaDxyj1234gFz9uUp+3NosIQJsWIcr1g1mF+H79MT22RkROMG3aNLz//vvw8an7rScoqKaAXtbH5lI2mw2HDh3CfffdJ12vDUA2bNhw8bG0tDRMnTr1sgDH3vPJ+Tz66quMO1qVX0oVbGSdKeao+Xp8uvKwci0y1A/zfj8UcTFB+GzlEbz+zT7p8+Z/n4bR/WI5ZZfIgIQQiIuLq/O4pmlYv349AKBfv352X8NqteL999/H4MGDpeudOnUCUBNg1HrllVeUxzPR0dGIjIxEbm4uzp49i+jo6Ab9WqhxTJfZcFePjVpxzeTXW0srqpBXWO7i3XiO4znnsX7PaelaWLAv5s0eirYtQmC1+GB6ckeM6ttK+tyC4gq8+0O6nlslIid7//33sWPHDvTp0wfDhw+v9/njx49HRESEdO3EiRMAgKioqIuPxcXFKV+3qKgI+fn5sFgsCA0NbfzmqUFMF2wY9RgF4FGKPV+sPgrV7dVnZvZHh7jL05+/u6EH/Hzlf3wXrz2Kw1n2U7FE5F4bN27EV199hQceeAD33XcfoqKisGjRIoezv1u2bAEADBw4sEHP3759OzRNQ58+feDnx4yoXkwXbIS6+RglPNgPIYHy0ykGG3JFJZX4ISVTutYxLgyDuzWr83ir6CDckdxJ+jXVGvDKl3tc2nuDzGvx4sUYMWIEIiIiEB0djcmTJ2PPnj31f6GDzpw5g1mzZiExMRHh4eEYMWIE3nrrLVRXV+v+3q5wzTXX4Oabb8bbb78Nq9WKZcuWoWvXrg69ZkVFBT788EP4+vriD3/4Q4O+5t133wWAOl2ByblMF2y4O7MhhFDXbfD6q9SSlEyUVlRJ124d1V75SWd6cge0iJQ309p+IBerdpxy2h7JO/3973/HTTfdhIKCAkyYMAGxsbH47rvvMHjwYHz55ZdNft1XXnkFQggIIaSThFNTU5GYmIj58+ejefPmmDhxIrKzs/Hb3/4W119/Paqq5H9fPMm8efPw9ttv4+GHH0ZsbCxGjRqFL774wqHX/Nvf/oYjR47gxRdfRHx8fL3PX7p0KT7++GPccMMNuOWWWxx6b7LPfMGGmzMbABCnuP7KzEZdVdUavlxzVLoWEeKH5AF1i8lqBfhZMfvGHsr1j3456PD+yHtt2bIFzzzzDJ588kns3LkTixYtwu7du/H++++jvLwcM2fORHZ2dqNf9+zZs/j73/+OhIQE6XplZSVmzJiBoqIirF+/HitXrsTChQuxf/9+/PGPf8QPP/yAl19+2cFfnfvdeeeduO+++/DKK69g27ZtaNOmDaZNm9agq68yn3/+OebOnYsHH3wQs2fPrvf56enpmDZtGgYOHIgFCxZIb8iQ85juv25ooAGCDV5/bbB1u7KVU3FvHJ4Af1+L3a8f1bcV+nWOka6lHy/AsdPnHd4jead///vf6NKlC55++unLsmszZ87E/fffj+LiYjz33HONft1nnnkGXbt2Rdu2baXr69evR2pqKubMmYOkpKSLj1ssFsydOxfx8fGX9ZAwg6ioKDz99NOoqqrCk08+2eivX7ZsGW6//XY88MADeP311+ut+zh+/PjFLqK//PILC0NdwHTBRrABgg31MQqDjSt9tkp+Hc1qEbhheEK9Xy+EwJybE5XrK7ZlNXVr5OXS0tJw9913X9YEqlZTezOkpaXhzTffxLRp05TP2blzJwBg0KBBddZ8fX3Rr18/HDlyBPn5+Y16b6MbOXIkACAlJQXl5Q2/ubdp0ybccMMNmD59Ot544416MxS5ubkYN24coqKisHTpUuWtFnIu0wUboYriTFdSBRtFJZUoLK5w8W6MKz0zX9liPHlAHKLDGzbNtUNcGBLbRUrXlm/LYqEoNck777yDSZMmSddkvRwa4o9//CPCwsIwc+ZM5XMiI2v+LBcVFUnXCwoK4O/vj+Bg9c03T+TrW/NBsbq6+rJW4/bs27cP1157LSZNmoR333233kCjqKgI1157LYQQWLZs2cX/1qQ/0wUbRshsqGo2AB6lXOrz1eoZCLeObN+o1xrbX17bkZF9HkdOyv/RJrKnd+/eytsRsl4O9Vm2bBl++OEH/P73v7ebtk9OTkZwcDAWLlxYJ1A+evQoUlJSMHny5IvfnD3JwoULlWt799ZMOk9ISGhQtiEjIwPjxo3D8OHD8dFHH8FisX/kWlZWhilTpiAvLw/Lly9Hs2Z1b7mRfkwXbIQYINiICfdX1how2KhRXFqJFdtOStf6dIxGlzYRjXq90f1ioTqmXcajFHKyxvZysNlseOSRRxAVFYU5c+bYfW5sbCzefPNNLF26FPfeey/S0tJQWFiI5cuXY8KECWjdurXHFog+8sgjePbZZ+tc39U0DS+99BIANOhWSE5ODsaNG4fExER89tln9QZeNpsN06dPx6FDh7By5UrExsY2/RdBTeL+MwcnC3HjxNdaNddfg3BY8omadRs1Nu0/gwqbvF/Ab0Y1LqsBADHhAejbKQbbJdNil2/LwgPXdWWreHIKTdMa3Zvhvffew549e/DSSy8hPDy83uffcccdaNOmDWbNmoVu3bpdfPyee+7Bc8895xGfyjVNw5FTRViz8xTSMvMBCDz0p+fwf4/diyVLluChhx7CgAEDUFhYiNdffx2LFy9GQkICnn766YuvsWTJEixZsgSTJk267EjrlltuwaFDh5CUlKTspxEdHY1nn30WQM0V5sWLFyM5ORlz585V7vnZZ59lu3KduP87sxP5CCDQ3xi/pLhmwdJgg5mNGuv3yK8MxoT746peLZv0mmP7x0qDjZO5JdifmY/ubXk+S4579913sW7dOsyZM0c5n+NShYWFeOqppy4GDw1RWlqKBQsWIC0tDSNGjEBcXBxSUlLw/fffY/To0bjtttsc/WXoZv+xfKzccRJrdp6S/HsXjUn3v4SdP83DHXfccdnKmDFj8OGHH15Wi7J161bMnz8fLVu2vCzYOHbsGDRNw0cffaTcR9u2bS8GG8eO1QxoXLZsmd29P/HEEww2dGKM78xOEhzgCx8fY3x6VY2aZ7BR01tDNUZ+aGJLWJr4eziyTyu89Jl8zPzyrVkMNshh69atw+9+9ztMmjQJL7zwQoO+Zu7cucjJycGCBQsQEFB/0XN1dTUmT56MVatWYenSpRg7diwAoLy8HLNnz8b06dNRXV2N22+/3aFfi7MVl9nwyue77U5uBoAzPu3R9rqXMa11AaJEDsLDwzB48GD06tWrToHnM888g2eeeabOa2RkZDRqbx988AE++OCDRn0NOZepajaCDXATpRZHzavtPZqH/PPyWznDe7Zo8utGhPhjYFd5ennF9pOolgQhRA21a9cuTJo0CePGjcOXX34pvRJ7pYyMDLz66qtITEzE9OnTG/Q+X331FZYtW4Y5c+ZcDDQAwN/fH/PmzUPr1q3x6KOPorjYOP+W2Kqq8dd3t9QbaFx8frUP1mZGYm/VQIyZNBV9+vRhUy2TM9XvrhEaetVSBRvniipQXGZz8W6M5dfd8umu/r4WDOji2Fn02P7ywq8z+WXYdSTPodcm73X48GGMGzcOgwYNwhdffAF/f/8Gfd3q1atRXl6OPXv2wGq1XmxRLoTAmjVrAACBgYEQQlz8BP/jjz8C+F/fiUsFBAQgKSkJOTk52L59u1N+bY7SNA3/+nQXNu8/0+ivPXiiEL99eT3SM/OdvzEyFOOkApzACNdea6m6iAJA1plidI6vv0jMrNbvltdrDOwaA38/+9fX6jOidyv4LtqFSknx6fJtWejTkeex1DinTp1CcnIyunTpgm+++aZBRyG1unfvrixgfO+991BUVISHHnoIVqv1YrfQ3NyauiNVEWjt42fONP6bux4+WnYI32+QD1JsiOIyG57871Z88MTVhvo3nJzLVMGGatqqOzSPDITVImCrqpu6P+HFwcaJM8XIyJa3EB/Ws2mFoZcKCfTFkB7NsTa1bkCzcvtJPHxzIqwWUyX0SEd5eXkYN24cmjdvjiVLliAoKKhRXz9o0CBpJ1AA+Oabb1BUVIQXX3zxsgCmV69eWLJkCdLS0qRXa/fv33/xee62bGsW3vp2v93n+AigRVSQciwBUDOk8vlFqfh/d/XnrTGTMtW/usEBxomKLT4CsYoiUW++/qrKagDAsMSm12tcStXgK/98hfS2CpFMcXExJk2aBKvVip9++sll8zOuu+46AMBrr71WZ7rr1q1bsWbNGiQmJqJ9+8ZfEXem1ENn8Y+PdijXw4J98fhtvfHdc+PxxTNj8Phtve1+IFyx7SS+cyBDQsZmnFSAE4QGGSfYAGrqNjIlg8C8uUh0naJeo1vbCMQ0sD15fYYltkCAnwVlkrH1a1KzMahbc6e8D5lPeUUV0jLzUVlVjeee+gNSUlJw44034s9//rPya2qHoqWkpGDBggUYMmQIZsyY0eQ9JCUlYdasWXjjjTcwfvx4PPnkk4iNjcX69evx+OOPQwiBd955x60FlXmFZfjzO1ukx5UA4Gv1wT/vH4TelxxbTh7WFsMSW+AfH+1Q1ne88sVuJLaLRIfYMF32Te5jqmDDSLdRACAuRp5yzfLSYKOopFI5C+UqB26hXCnQ34qrerbEcknn0K3pxjjnJmMoq7Bh+4Gz2HnoLFIPn8X+Y/kXjz73rt8NAFi8eLHd16gNNtLT0zF//nyUlZU5FGwAwKuvvoqoqCjMnTsXK1asuPh469atsXLlysumwbrDez8dUN4oA4An7+h7WaBRKyY8AM/eOxB3Pb9G+qGrorIaT/13K/77pxGG6ZlEzmGq380QAx2jALz+eqWN+3KkPTAAYFii4/Ual7qqZwtpsHE8pxinzpagVXTjzt7JfNbsPIW5H+9EUWmldL3HlGcv+3lcTBBmjO+MiUPipXUFM2fOtDtg7Ur2ekX4+vri73//O+6//36kpKQgKysLffv2xcCBA90+gO3U2RJ8t/6Ycv3B67sheYD8KBMAggOs+Pvd/XH/S+ukmZGM7PN45Ys9+MvtfZyxXTIIUwUbRstsqIKNnPwylFdUOXzzwtOo6jVaRAaiU2vnpk0HdIlRrm1Lz8WkoW2c+n7kWdamnsKT/92qDH5lsnJLMPeTndh64Az+785+LmkgGB8fj/j4eN3fpzHe/+mAtPAdAK4b2gZ3jOtY72t0aROB393QHa98sUe6viQlE9cmxfP2mImYqkDUSH02AHWwAQAn7VRmm5Gtqhop+1RdQ1s4vQI9KiwAHWLlBX1beJTi1bamncFT721rVKBxqV+2ZOHtJY0bLW8WmafP4ydF464WkYF49NaeDf67fPPV7TCitzqj+cHPB5q0RzImUwUbRruj3TIqCKoPP952lLL7SB6KSuTpamfWa1xqgKKb6Ja0M+wm6qX2Hj2Hx+dvVhY2NtSHSw/ix43ed3Pivz+mK4O0uyZ0hp9i2rWMEAJ/ub0PWkQGStc37z+DfcfONWmfZDymCjaM1GcDqKnIbhklrw3wtmBDdQsl0M+Cfp3VRx6OGKjoRpp/vgJHThXq8p5kXIezCvHIGxtRKrml1BTPL0zFjoPec5X6cFahtA4KqKlnuTap8cc9YUF+dmszPlx6sNGvScZksmDDWJkNQN1J1NuCjU375Ucog7o1g38jPg01Rp+O0bBa5KmlprRWJs+VlVuMh/+TosyuAcCQ7s3x6K098eFfrsb3c8fhT1N7YWDXGOVgQFuVhj+/swXHc+RN6szmnR/SoCkSgvdO7NrkZnkDusQgsZ18SOLa1GwcPskPBmbAYENnqrqNY5L+G2aVV1SOIyeLpGvOvoVyqaAAKxLbRUnXtqZ7zydSb2erqrlOebawXPmcG65qixdnDcZNV7dDx7hwRIcHYMrwBLw2eyiev3+g8ji0sLgSf3xzEwqL1ddAzWD/sXxpV14AaNcyFGPt3D6pjxACM67prFz/iNkNUzBZsGGsYxQAaNsiRPr4US9K4++w07VzQFd9jlBqDVS8/s5DZ1FR6Zx0Ohnb4rUZSMssUK6PGxCHR3/TS1nYOKxnS8y+KVH59cdzivGvT3c5vE8je/t7dUvyeyd1UWZ/Gmpoj+bKG2nLt2XhhJdkj8zMNMGGxUfolo53RPtW8hsR54oqcK5I/UnLTLYpgo24mCBlTYuzqKbIllVUYW8Gi8/M7kx+qd2bI8MSW+DJO/vWe4311pHtcMPwBOX6iu0nsSb1VFO3aWj7j+Vjk+LYsXN8OEb2aeXwewghMGO8PLtRrdUMeyPPZppgIyTQ15ADfNorrl8CwNFT8qMFs1HNI+nv4Dj5hujWNgLBAfKM15Y0HqWY3atf7kFJmU261qdjNP5xz4AG1RoIITDnlkQM6qb+M/vSZ7vs1oR4qoXL1d/o75/U1Wn/7l7dp5UyE/zTpuM4fa7UKe9D7mGiYMN4RygAEBnqj/BgP+maNwQbZ/JLkZkjL4bt11n/hj1Wi4/ytgv7bZjbhj2nsWqHPNsQ6GfB0zP7NaqxntXig3/cMwAJLeXfEHMLyvGfr/c2aa9GdTK3GKt2nJSu9WgXiSE9nDdnyOIjcOf4TtI1W5WGT5jd8GgmCjaMVxwK1HwiUmU3jnhBlbXqCAUA+nfSt16jluoK7P6MczivaFVNnq2swoaXPt+tXL93Uldlfwd7QgJ98eQdfZUFo99vyMTWNPMEsZ+uPAJVS5o7x3VyejY5eUCccpTA9xsyTZk58hamCTaM1tDrUu0UdRtHvCCzsU1x6yOhZQiinTTltT6qItRqTX3EQ57tg58O4pSiS2+nuDDcMrJdk1+7e0IkfjO6g3L9+UWpKC2XH914koLzFViSIm9c1rZFCIYlOr8Zn9Xig9uT5e3OyyursELR54OMzzTBhlGPUQB1sHE0uwia6uK6SWw/KJ/y2l+nRl4ybVuEoFmEPLDZYqJPoVTj6KkifKKoMxAC+NO03k3uCVHrvkldEKuY6nwytwTvmKCd+eJfM1CmaIA2bUwH3WbDXJsUj+gwf+naDxvlrdLJ+EwUbBg3s9G+lfxKV2Fxpd27/57uZG6x8tOlXl1DZYQQyqOULey3YTrzv9+vbKk9ZVhb9FA0kGqMAD8r/jy9j3L981VHkH5cfd3W6Morq/DlmiPStahQf4wf1Fq39/b3tSi7ke7NOOcVtW5mxGDDBVTXXwFzF4luPyDPagBA306uneaoOkrJPH2eVe4mkpFdpGw+FRnqhwcnd3fae/XvHIPrh7WVrlVrwAIPHiT28+YTOFckb1R288h2urcZmJiknsr8g+Joh4zNPMGG4nqjEYSH+CEqVJ4WNHOR6NYD8iOKTnFhiAiR//fQiyqzAQDbeCvFND62c2Ph9zcmIjTIuR9KHprSHTGK2qM1qac8slNwdbWGRSsOS9cC/Sy40U6/EWdp0yIEvdrLu//+vPkEbFWODdIj1zNPsOHkf0ScTXkjxaSZDU3TlJkNVx6h1IoOD1DWzti7MUOe4/S5UizdfEK61ikuDOMGNr2ltkpokC8euVXeXVTT7PeoMKp1u7ORqQiSJg1tgzDFVX5nmzhEfpSSV1SOjfvks5bIuMwTbAQYO9hQFomaNNjIzClGbkGZdK1/F9cHG0DNwCeZbem5pi/U9QafrjisrNW4XYdrmrWu7t0KHRQfJn7adBxn8j3rmO6zVfJaDYuPwFQ7t3CcbXS/OAQo+qCobsmQcZkm2Ag28G0UwH6wYcZvdKorpT6ipnOjO6huwOTkl3ndFF6zKThfgW/XH5OuxcYEYVRfx1tqqwghcHuyuhnVZyvl37yNKCO7CDsUN8hG9Y1V9sDQQ3CAFaP7xkrX1u8+jTwvGfdgFqYJNoxcIAoAHWLlN1KKy2zIyZdnADyZqr9GlzYRbvu96tspRtmMSbVf8gxfrjmqvKY5fWxHh6+61mdM/1i0jJI3CftmXQYKSzxjKux3ioANAG4b67qsRi3VUUpVtYZftsiPzMiYGGy4SEJLOzdSFOPXPVV1tYbtB+XfvN1Rr1ErNMgXneMjpGscOe+5Sstt+MLONU3VNUpnslp8cNsYeTOqkvIqfL02Q/c9OKq8sgo/bZJ/A+/RLhJd20S4dkOoyYLGKfqZLEnJNGVW2KxMFGwY+xglNMgXzRWNpY6YbNz80VNFyD8v/yTnymZe0vdX1G1sP5iLalVfZjK07zZkorBY3sb61tHtXTYNetLQeESEyIsnP199BOWKzItRrEk9hYJi+d/byYorvnoTQuBaxTXYIyeLkJbpub1MvI1pgg0jtyuv5S1ty1W3Oyw+QnmdzVVURaL55ytMF/R5g0pbNT5VXNMMDrC65JpmrQA/q7IN+rmiCvyw0dhFjd+tkx+hBAdYMaafvHbCFa5NioeqtpeFop7DNMGGkfts1FIGGyY7RlEFG90TIhDk5t+nXu2jYLXI/+Vi3YbnWb4tS9mU7YbhCS4/Xr1pRDsEKm5QLFxx2LD9ITJPn1eOFhg/qDUC/d3397ZFZCAGKPrkLN+WhYpKY2eMqIYpgg0/Xx/4uShV6oj2iiLRjOwi06Twq6o17FTOQ1E31nKVQH8reiTI21Wz34Zn0TRNeU3Tz+qDW0e1d/GOgLBgP2VX0ZO5Jco+IO5mrzDUXUcol5o0RH6UUlRSiZS97LnhCUwRbBi9x0YtVdvysooqZOfJZ4h4moMnClCkGNvurv4aV1LtY8fBs4b95El17Tx0FgcU80cmDI5XdvbU29QxHWBRXHt6/6cDhvszVlFZhR83yQecdWsbgU6tw128o7pG9GqJYEVW9KfNHM7mCcwRbBi8OLSWvRspZqnbUB1F+Fl9kOiEAVjOoMqwFJfZkM6CM4/xqZ3+FVPHuP6aZq0WkYG4RjGo7OTZEvxosMmlv+7KVhZ0GyGrAQD+fhaMVtSNbNhzGgWK/ZNxmCLY8ITiUAAICrAqm+KYJthQHEUkto9y2a2A+vRIiFDuhUcpnuFEznms2y0fuDY0sQXatghx8Y4uN3NCZ7vZjUqbcbIbqmZoQf4WjO3v/BbvTXXNIPkVZluVhuXbs1y8G2osUwQbRu+xcSllJ1ETFInaqqqRekhVr2GMIxQA8PO1oHdH+a2YbYrhcWQsn68+ClWLhaluqNW4UlxMsLK/x+lzpYa5RXEi57yyx8y4ga3dXtB9qd4dopQf1n5W9Ach4zBJsGGcvxD1UV9/9fxrl/uP5aNU0UtAdeXUXVTBT+rhPFa3G1xRSaVyzHiH2FDD1AbNvKaz8ubTgp8PoNwAf84W/5qhXDPKEUotHx+hPJ7am3FOOTyOjMEkwYbnZDZURaLHss8rh0h5CtUnpEA/C7q1jXDtZuqh+oZUUVmNvRnnXLwbaozvNxxTBrW/GdVBt4FrjdUqOgjXKW5R5OSX4fv17s1unC+txHcb5Hvo2iYcXdzQMbQ+qmADqBk9T8ZlimBDVaVsRKpgo8JWjSwPHwamqnfo3TFa99kUjdW5dbgyI8Z+G8Zlq6rGF6uPStciQ/2QrMMYeUfceU1n+Frlf/Y//OWAW7uKfrf+GErKbNI11fVdd4tvHoIeikLzpVtOmKaFgBkZ6ztAE4UGeU5mI6FlqLIb3uGTnnuUUl5ZhT1H8qRrRqrXqGW1+KBPR/m+OCfFuNbsPGW3iZdRipBrtYgMVB5H5BaU4+t1Ga7d0AW2qmp8ruhREh7sZzeD4G4TFHs7dbYEqYfl/waR+5ki2Aj2kD4bQM0VrtbNgqVraZn5rt2ME+05eg4Vigp7o5yhX0m1r70Z51Cs+MRH7qVq4uVr9XFpa/LGuGNcJ/j5yv+p/eiXgygtd/2ftRXbTiqnTd80IgEBfsbNFo/pF6eshfmZPTcMyxTBhicViAJAF8Xk0b0Z+S7dhzOpjh5CA30N0RRIZoAi41LTBZXZDaNJz8zHnqPyeppxA+IQFeaeJl71aRYRgBsUgdC5ogp8uUZ+LKQXTdOwcMUh6Zqf1Qc3Xi2f72IU4SF+GJbYQrq2cvtJww+881YmCTY8J7MB1PR5kEnLzPfYIlHVldE+naKV/QbcrX1sKKJC/aVrm9N4BdZo7LXUnjrafU28GuKO5I4IUMxM+WT5IRQruu7qYVt6Lg6ekB/ZThgcr/w7YSSqnhvFZTb8qui/Qu7FYMMNuitmc5SU2XAs2/P6bZSU2bBPkZUxYr1GLSEEBnSV728Lgw1DKS23YelWeeOmfp2i0SFOPnfIKKLCAnCTImNQWFypPB7Sw0LFlFzAvZ1XG2NIj+YIC5b/u79M8eeE3MsUwYandBCt1bl1uPLT/r5j+a7djBPsOpynzMgYtV6j1qCu8tblGdnncSZfXohIrrdi20nlzYnJVyW4djNNdPvYjsomWYtWHEZhsf4ttw+fLMTGffLBZVf1dH/n1Yby87VgTD/5zaON+3JQVOK6TBE1jCmCDU+r2fD3s6Cj4pPYfg/s8aA6QokI8VNe9TWKgYpgA2B2w0hULbXDg/1wde+WLt5N04SH+OE3iu6mxWU2uxkHZ1lk5z2mjemo+/s707gB8mCj0laNNamnXLwbqo8pgo1QD8tsAOqjlL0emNlQ9dfo3znGMA2WVJpFBKKdYkAe6zaM4VBWgbLR2rVJ8fAz2HVXe6aO7qD89+qLVUeQV1Su23vnnCvFL1vkja+6tY1AH0ULf6Pq2T4KLSIDpWs8SjEeUwQbRurf31DdFR01D2cVelQ1dWFJhXLMt5HrNS41sJs8u7E1LReaagAHucx3djptXjdU3qHTqEKDfHHbWHldRGlFFT7+5aBu7/3eTwdgq5L/eb5tjHE6rzaUj4/AGMUk2G3pZ5BXKL/aS+7h8cFGoJ/FcN0pG0KV2aiq1pB+PN+1m3HAtvRcqC7Q9POUYENRV5JXVO7RjdbMoKzCpuyd0KdjNBIUWSkju2Vke0SE+EnXFv+agTOK/heOyDx9XjlPplV0EK7u08rp7+kKyYqjlGoNWLWDRylG4nnfpa/gacWhtdq2CFFmZDypSHTzfvlRQ/OIAMQ3lzcvM5o+nWKUBbtb0thvw51W7TiF86WKwlCDttSuT1CAFbcny+sjKiqr8dZ3+5z+nu/+kK4s4p4+toNHfmADgM7x4cp/Z3iUYiye+SfsEp5YrwHUpAC7KQYdecogME3TsGm/vLJ9ULfmHpOWDQ6wIlExb4FFou717Tp5YWhokC9G9vXMT+MAcOOIBESHyftZ/LTpBHY4sancgeMFWL5N/o03NiYI1w31zKANqLm+ntxfnt3YdSQP2XklLt4RqXh8sBHsYTdRLtVDcZSy30M6iR7PKUZ2nvx66GBFHYRRDVLsd8fBsxw57yZHThZil2LezoTB8Yabg9IYAX5WzBjfWbn+4qe7Ualo/99Yby9JU67dO7GLclCcpxirOEoBaq5MkzF49p8yeF5Dr0t1U3QSPXm2BOd0rEp3FtURihDAgC6eFWyorsCWV1Zht6JFNunre8X4cwC43sMKQ2UmX9VW2dfiaHYRPlvl+FXYXYfPYsOe09K19rGhSB5g3IFrDZXQMhSdFK0ElikyOuR6Hh9smDGzAXhG3cbmNPkRStc2EQhXFMAZVdc2Ecp+LVsUQRXpp6zChh83ygtDe7WPQvtYY3cMbQhfqw8e/U1P5fp7Px5w6BhA0zS8+e1+5fr9k7oadpRAY6myGweOF+DY6fMu3g3JeHyw4ak1GwAQEx6A5hHy4VH7DF63UWmrxnZFf43B3Zq7eDeOs1p8lLdntqQz2HC1ZVuzUKSYF3L9MM/PatQa0KWZsjlVWUUVXvtyT5Nfe9O+M8qR6z3aRWJ4L89ohtYQYxV1GwCwnIWihuDxwYan3kappboCa/RgY8/RPJSUy2sZVPUPRqc6SknLzHdJK2mqoWkavlqbIV0LDfLFaEVvBU81+8YeCFbcTFuTmo31imMQe/LPl+Nfn+1Srj94fTePKeBuiFbRQcoi72XbstgvxwA8PtgI8cCGXpfqrqjb2Hcs39B/QTYpjhaC7NzsMDrVnBRNA7am8wqsq+zNOKdsFDcxKR4Bfp79d/5K0eEBeOC6bsr1Fz/d1ajeG7aqajz57lacOis/ghnYNcZjGu41hiq7kXn6PNIy5X+eyHU8P9jw8MyGqm6jqKQSJ84Uu3g3DbdZceW1f+cYj72z37pZMFpGydsfs3W563y1JkO5duPwBJftw5VuGJGAzvHh0rXT50rx8L9TUHC+Ydm1177cg+0HzyrXH7heHdh4sjH9YqEqQflho7rYmFzDM78rXMLTg40u8RHKvyCqse3udq6oHOmKT56eeoQC1NzZVx2lbNhz2tCZJrM4V1SOlTvk1xUHd2uG1s09YyppY1l8BP40tRdUJxtHs4sw5/WNKFbUsdT6dv0x5REUAFwzqDW6t/XMzGN9osMD0F9xC27ZliyPGgNhRiYINjw7pRoUYEU7xWRUozb32pqeC9X33cF2pqh6AlVxa25BGQ6cYOtyvX2fkqnsL3HT1e1cvBvX6p4QiSl2uqKmZebjT/M3K79p7jx0Fi/ZqdPoFBeGx6b2cnifRjZpiLx4uKi0Emt2sX25O3l8sOHpBaKAukh0v0Gvv6qOUGKjgxDXzDNalKsM7tYMVov84+WGPdku3o13qarW8M2vGdK1llGBGNKjhWs35AYP3dADXdvIj1OAmiZzj765Cb/uykZpeU0b9/TMfDzzwTbMfm2DctBaRIgfnn9gEAL9PfvDWX1G9G6pvKGomg1DruHxwYanZzaAmvHOMgdOFKCsQj4Xwl1qWpTL6xcGd2vm8RXuwYG+6NspWrq2bnfjbwVQw6XsPa3sSDtleIJpekLYExRgxcsPJSGhpfq4aPuBXDw+fzMm/OlnTP/HKtz1z7X4ZUuWcvaJxUfg2XsHoFV0kF7bNgx/XwuSB8oLRbem5yqLZkl/Jgg2PD+zoSoSrbRVY4edQi93OHqqCLkF8sr4QR7YX0NmaKK8/8D+Y/k4q/i1k+O+WnNU+riv1QfXKdLjZhQR4o/XZg+pNziosFXj6Kmiel9vzi2J6NvJfLdPVFRHKZoG/LRJ3iiO9MdgwwDax4YhPFjecXPjPvmRhbuobmVYfAT6K0a1e5phiep0fcpeY/1+mMWJnPPKjNnovrGIDJUPLTOrZhGBeG32EOWwtoaaclVb3DjC3LUuV+oSH46OivblP2w8jmpFBoj05dHBhgAQZIIzSIuPUN7i2GSwYEO1nx4JkaYI/ICaK7CqmRXrWbehC3s3KG4ckeCyfRhJ62bBeHX2EIQGNe3v1VU9W2LOLep26GYlhMBERXbj1NkSbHfiRF1qOI8ONgL9LfAxyTluUnf5EURmTjGyco3Rb6OwpALbFC3KPfnKq4wqu7F5/xmUcwqsUxWXVuJ7RfFe5/hwj20S5wwdYsMw7/dD0T5WfmNNJi4mCI9N7YXn7x/o8RNdm2r8wDhlofcSFoq6hUf/STRTZbW9kexGOUpZm5qtrHb3xHko9gzrKa/bKK2oMlwdjadbkpKJkjJ5IfRNIxI8vujYUV3iw/HBE1fj2XsHYGJSPCJD5UeufTpG47n7B+LTp8fghuEJpvkg1hQRIf7K2S+rd55CUYn9fiXkfB793TrI3+LuLThNVFgAusSHS5tlbdybg5sMcO66cru82VKLyEBl23VP1bN9JEIDfaXDwDbsOa3MRFHjVFVr+GK1vDA0IsQP40wwAt0ZrBYfjOobi1F9Y1FdrSEtMx8b9pzGkVNFaB4ZiPEDWytvtXmriUltsGpH3d4aFZXVWL4tCzeYtButUXl2sBFgjhqBWkk9mkuDjW0HclFRWQU/X/cFVwXnK7BFURw6pl+s6T59Wi0+SOrRHMskEyPX7zmNObckmu7X7A7rdmXjpOI64pSrEuDvZ54PFM7i4yPQPSFS2Z+Hagzq1gwx4QHS23PfrT+GKVe15d9hF/LoYxQzFIdeKklxFFFWUYVdilHRrrIm9ZTyHv/o/uaawllLVbdx6mwJjjTgyiHV79OVh6WPWy3CawtDyTmsFh9cOzheupZ+vMCw4yDMyqODjcAAc33q6dEuUtmkLMXNdRsrFEcosdFB6NYmwrWbcZGk7s2VjaSaMvabLpeWmY9URRA9tn8cYsIDXLwjMpuJQ+TBBgB8qejrQvrw6GDDbJkNq8VHOQjMnUWi54rKsV1xC2W0CY9QaoUF+6Fn+yjp2gZ2E3XY56uOKNd+M6q9C3dCZhXfPET5b+rKHSeRV8gmfa7i0cGGGc8sVYWHR08V4fQ5eStnva3ZqT5CGdPPnEcotVRHKXuO5iH/fLmLd2MeuQVlWL6tbj0MUHOrootJs2XkejcrBvhV2qrx3QZeg3UVjw42zHbdElAHG4D7shuqI5S4mCB0jlcPjTKDYT3lwUa1BqxJZYOvplq8NkN5jZpZDXKmoYkt0DIqULr29a8ZsFXJpwyTc3l0sGFGzSIC0UHRwGfjXten7vMKy7BD0XFvTP840x6h1GrbIgSxMfIZFT9zzkKTlFXY8M26DOlabHQQrlL0RyBqCouPutj4TH4Zft3FDw2uwGDDgFTZjS3puS6PwlftPAXVKAGzH6EANa2PR/WV/zpTD+cZprurJ/n612PIP18hXbtlZDuvmO5KrnXdkLbw85V/u1MNACTnYrBhQEk95Kn7kjIbdh8559K9qBp5tWkerBx2ZDbXDFI3llq6+YQLd+L5yips+HjZQelaUIBVObGTyBHhIX5I7i8fPb/94FkcPlno4h15HwYbBtSrfZSyO2qKC49ScgvKsPOQvDW3Nxyh1OoQG4YuitqUnzYdh6ZximRDLV6bgXNF8qzGlGFtEWySYX5kPKpCUQBYzOyG7hhsGJCv1Qf9u8iva/2y5YTLjlKWb8uC6vvoaC84QrnUNYrmQFm5Jdhz1LXZJk9VWm7DJ8sPSdf8fS24Lbmji3dE3qRLmwjlUL+fNp/gvBSdMdgwqCGKuo2c/DKk7NX/VkpVtaY8y0xoGYL2rRo+hdIMkgfEKWsJfmKhaIN8/as6q3HTiAREhfq7eEfkbVTZjbKKKny3/piLd+NdGGwY1Oh+sfBTjIf+5tcM3d8/Ze9pZOXKZ1aM6ec9Ryi1okL9lYW7K7ad5Nj5epSW2/DxMnlWI8CPWQ1yjVF9Y5VB7cfLDqFYMniRnIPBhkGFBfthjGLmyMb9OTip8y2Iz1bKuztafASuH9ZW1/c2qgmKo5Si0kqsZ0dRu77+NUN5A4VZDXIVX6sPJl8l//eroLgCnyr+3SPHMdgwsClXJUgf1zTgu/X6db47nFWIbYr25GP6xaJZhHfOrBjWs4Vyds3Pm3mUolJfVmPaWGY1yHVuurodAhXThBetPIwCRVBMjmGwYWCJ7SKV10u/TzmGSps+haKfr1ZH97d6cXdHf18LxvSTX59L2ZuDvCK2L5dZvNZOVuPqdsxqkEtFhfrjN6M7SNdKytRXs8kxDDYMTAiBKYqU37miCqxJPeX09zxXVK7sHZHYLtKU82gaY8Jgec+NqmoNy7fKZ314s5xzpXj/5wPStQA/C24bI/9Hn0hP08Z0QKjimvWXazJwJp8D2pyNwYbBjR/YWpny06NQ9Nv1x1ChyJh4c1ajVs/2Ucr25T+y58ZlNE3Di5/tRkmZTbp+09XtEMmsBrlBaJAvpo+TH9+VV1ZhwVJ5gExNx2DD4IIDfTFuoPzT9PaDZ5GRXeS096q0VWPx2gzpWvOIAIzs08pp7+WphBCYMEheKHrgeAE2p51x8Y6Ma03qKazbLZ87EcisBrnZLXaO8L5bf0z3Inxvw2DDA0wZnqBc+3ad8+6Gr9pxErkF8vThjVe3g9XCPy4AcI3iKAUA3vsxndkNAEUllXj5893K9XsndWVWg9wq0N+KGdd0kq7ZqjS89yOzG87E7x4eoEt8OHooaiV+3HgcZRXyNHVjaJqGz1bJC0P9fS2YPNQ7r7vKxMUEK5uu7T5yDlvT5Td5vMlb3+5DboG8YLZrm3DcMlLdOprIVSYPa4sWkfLx8z9vPo59x9gd2FkYbHgIVaFoUWmlUyLwJSmZ2H8sX7p2zaDWCA/xc/g9zOSuazsr17w9u5F66Cy+VmTcLD4Cj9/Wh1kyMgQ/XwvuubaLdK1aA/75SarLJ22bFf/Ge4gx/WOV1dMLlx/CvoymR+CnzpbgtS/3KNf5KbSuxHZRGNRNPr8m9XCesk+J2VVUVuGfi1KV678Z1V451I7IHa4Z3BptmgdL1w5mFWLRisMu3pE5MdjwEAF+VkwcIi9MrNaAZz/a2aSW2dXVGp79aAdKyuVfO7hbM7SP9Y5R8o2l+kQEwGvPe//z9T5kZJ+XrrWKDsI9E9X/zYjcwWrxwUM39FCu//fHdJzIkf+ZpoZjsOFBZl7TWVk9fTS7CO834Rvcl2uOYvtB+Rh5P6sPZt+o/kvo7Xq2j8LArjHStZ2HzmK7l2U3lm3Nwpd2RnU/NrUXAv3lHViJ3Gl4r5bK23YVldV44dNdXn006gwMNjxIWLAfHpvWS7n+8bKDjSpoOnb6PN74dp9y/f7rujKrUY+7J9jLbqS7cCfulZFdhOc/2alcHzcwTjnIjsgIHrm1p3Icwdb0XPy4kSMJHMFgw8Nc3bsVxvaXt8yuPU6paMBxiq2qGv/4cAcqKuXFT707RClb+tL/9O4Yjf6d5dmN7Qe9I7tRUmbDX97ZgtIK+Z+7yFA//OGmRBfviqhxYsIDMGtKd+X6v7/ey5EEDmCw4YEeuTUREYrbIUdPFeHJ/25D/nn1X4rsvBI8/J+N2KsoKg3ws+Cvd/SFxce7xsg31d12ajf+uSgVpeWOX002Kk3T8M9Fqco6DR8B/L+7B7CnBnmE64e2Re8OUdK1wuJK/OPDHbyd0kQMNjxQRIg/HpuqPk5Ztzsbdzy7Gil7Lx97rmkalm4+gTvnrrb7ift3N3RH62by6myqq2+naPTrFC1dO55TjP8s3uviHbnOV2sysMzOTJj7r+umzPwQGY2Pj8Djt/WGr1X+rXHjvhy89uUe1m80Aau1PNSovrEY0y8WK7aflK6fLSzHo29swoTBrdEyKghlFVXIyC5Cyt4cu687sGsz3GCnYynJ3TOxC7a/ukG69vW6YxjasyWGJbZw8a70tWRDJl75Ut0ldFhiC9yezPHx5FkSWoZixvhOePcHec3VV2sz0Lp5CH7DWVGNwsyGB3vk1p7K45RaP206gfd/OoBFKw7XG2iEBFrxl9v7QAgenzRW304xGDdQXksDAM99vBPnTHTe+826DMz9ZCdUH/BaRQfhqRl94cOjOPJAd4zrhPaxocr1eV/twa+75HN/SI7BhgeLDPXH/7u7P/x8Hf9tDPK34Pn7Bylb91L9Hr21l/K/X15ROZ5fmGqK9OtXa47ihUW7lOu+Vh88e+8AhAWx6yx5ppo/wwOVjRQ1DXj6/W1Iz8x37cY8GIMNDzegSzO8/ehwtGuljsLr07N9JD7480j049m6Q0KDfPHknX2hSgz9uisbS1IyXbspJ/ts5WG8ZGfAGlCTcevaJsI1GyLSSdsWIXju/oGwWuR/ocsqqvDHNzcpxzzQ5RhsmEDn+HC89/gITB3duDNEi4/A/dd1xesPD2NBqJP07xyDaXauDL/02W6sV4xdN7LSchteWJSK176yX+x636SumDyMQ/vIHPp1jsETt/VWrp8tLMdvX1mHX7accOGuPBODDZPw97Xg9zclYt7vhzToKKRtixC889hwzLymM4diOdn913VFxzh5M7QKWzWeeHsLftnqOf84pWfm465/rsU3iuFqtWZN6Ya7JqgH1BF5omuT2mDmNeo/1xWV1Xjmg+1445t9qKr2/GNSvQhPOkMWQvQAcHFi2J49e9CjB9tpX6mopBILVxzCjgNnYauqRoCfBf6+Fvj7WRAUYEWPhEhcOzge/n4Wd2/VtA5nFeLuF9ai0ia/ky9ETfvuKVcluHZjjVBdrWHRisOY//1+2Krs/zvx+5t6YCqbwJFJaZqGp9/fjuXb1Ne8AWBoYgv834y+hq1X2rt3LxITL2uwl6hpmkvu5jPYINLJpysPY149xw4PTemO28Z2MNQNIE3TsDU9F/O/2499DTiPfuSWnriZk4HJ5Morq/DI6xuxQzFLqlZEiB9+d0N3TBgcb6i/14B7gw3mz4l08ptR7THlKvv1C69/sw9zXt+IIycLXbQr+3YeOovfvbYBf/h3Sr2Bho8A/jS1FwMN8gr+vha8PCsJ4we2tvu8/PMV+MdHOzHrlfU4nGWMv9dGwMwGkY40TcPrX+/DwhWH7T7PRwBThifg3oldEBHi2tbehcUV+HVXNpZuOYGt6Q2b5dIiMhD/N6Mf+io6pxKZlabVHC++8c0+1FeiYfERmDikDa4b0gbdEyLcnungMUoDMdggT6RpGj74+SDeWZJW73NDAq24ZlA8hvVsgX6dYpRtkx3dT1ZuCXYczMWqHaewJe1MowrbxvSLxWPTehn2XJrIFVL2nsbT72/D+dKGzT5q0yIEEwa1xriBrdEqOkjn3ckx2GggBhvkyT5fdQSvfrmn/ideEBRgRVK35ujdMQpxMcGIaxaMVlGB8PNtWGFvWYUNZ/LLcCa/DDn5pThysghpmflIzyxAUWllo/cf5G/BI7f2NORZNJE7HDt9Ho/P34zM0/JBhCrNIgLQtU0EurWNQNc2EWjXKhTNwgN077jLYKOBGGyQp/shJRPPL0xt8hU5IWpGYQf5WxHob0WgvwUBfhZUVWsoKbOhtNyGkvIqnC+pbFJAoTI0sQUevjmR/ViIrlBWYcOHSw/hk+WHlLfPGsLX6oNW0UGIiw5Cy+ggRIb6ISLYH+EhfogI8UNwgBV+vj7ws9bcLPS1+sDqI+DjI2C55EchBHwEpB8I3BlscBAbkQtNHNIGHePC8OqXe5B6OK/RX69pwJn8Mh12JjegSwzum9QVPdvLx24TebsAPyvuv64rrhnUGi99vhtb0s406XUqbdXIPH2+0VkSFSEAHyEudjQWQqD4rP1eOXrytGDjskPiQ4cOuWsfRA55aFwENu+v6YeSW2C8AW2dWofhlpHt0SMhHCg9hb17T7l7S0SGd9+oUPRuWYaPlh3EuaIKd2+njrKCOn+PXVZ45WnHKNcD+Nbd+yAiIjKByZqmfeeKN2KfDSIiItIVgw0iIiLSlacdo4QDuPqSh44DMN7BGKl0wOXHYJMB2O92RUbE30fz4O+leTTk99IPQPwlP1+jaVqB3hsDPKxA9MJ/FJecL5HzSa5iHXbVtStyHv4+mgd/L82jEb+XO1ywnTp4jEJERES6YrBBREREumKwQURERLpisEFERES6YrBBREREumKwQURERLpisEFERES6YrBBREREumKwQURERLpisEFERES6YrBBREREuvKo2Sjk8c4A+NsVPyfPw99H8+DvpXkY+vfSo6a+EhERkefhMQoRERHpisEGERER6YrBBhEREemKwQYRERHpisEGERER6YrBBhEREemKwQYRERHpisEGERER6YrBBhEREemKwQYRERHpisEGERER6YrBBhEREemKwQYRERHpisEGuZQQwiqEeF8IMdPde6HGE0LcKIRYK4TIF0KcFUJ8K4RIdPe+iMjYGGyQ7oQQFiFEGyHEjQDWApjp5i1REwghngLwFYBwAD8BOAngegCbhBA3u3Nv1HhCiJFCiB+EEDlCiFwhxDIhxGh374scI4SYI4TQLvwvwN37qSU0TXP3HsjkhBC/AEi+4uG7NE37wA3boSYQQgwEsBHAXAD/p134h+NChupdAGUAOmqalu22TVKDCSH+AuBZAHkAfgVgAzABQBCAOZqmveq+3VFTCSGiARwEUAAgAUCgpmllbt3UBcxskCt8A+AxAOMBvOzerVATzQaQDuBv2iWfUC4EjG8DCAbwZ/dsjRpDCDEFNYHGBwDaaZo2RdO0mwH0BJAP4F9CiPZu2yA54hkAaQCOuXkfdTDYIN1pmvaGpmkvapr2C4BKd++HmqQrgPc0TbNJ1v574cehLtwPNV0QgGUA7tE0rbD2QU3TjgBYDMAKYKR7tkZNJYToCuC3ABa5ey8yVndvgIg8wn0AyhVrBy/82NVFeyHHLAKwRtO0aslayYUfw1y4H3KOFwEUoiZjdZN7t1IXgw0iqpemaal2lltf+DHPFXshx1w4Bsu68nEhhAAw7MJPt7t0U+QQIUQygImoOeYsqvmtNBYeoxCRowZe+HGLW3dBjroLQF8AO1FTNEoeQAhhRU0tXB6AV9y8HSVmNoioyS58Gr73wk//5c69UOMJIZIAxAEYh5rfxzwA0zReU/QkdwNIBPCopmkF7t6MCoMNInLEvQCuAvCKpmmb3L0ZarSfUdM3BQAqACRrmpbmxv1QIwghwgD8HUAmgDfcvB27GGwQUZMIIa4C8B8ASwD8yc3boab5PQB/AN0BTAGwSghxr6ZpX7h1V9RQfwHQHMAMo/TTUGGwQUSNJoTohZog4xcANyuuxJLBaZr2Ye3/F0L8HcAaAIuEEGc0TVvtto1RvYQQCQAeBrAHwCdu3UwDsECUiBpFCNEBNUHGZgC3aJqmuhJLHkTTtDwAfwNgAfAPN2+H6jcSNVmpRAC2S1qUawCuvvCc0guPPeOmPV7EzAYRNZgQohVqGkKlA5hi9NQtNdrqCz8OEUL4M5A0tH0AXlOs3Q0gFMDrqGlFv9FVm1JhsEFEDSKEiEJNRiMHwCRN00rq+RLyPLUdfn0ABELdyI3cTNO0zajJLtZxoSV9KIA/GuUDAY9RiKheQohg1NRo2ABM0DStyM1boiYSQtxmZ7nHhR8zNE3Ld8F2yEsws0G6E0LMADDkwk+TLvw448IdfwBYoGlaiut3Ro3wBmp+DxcDeE7VoVDTtAdduSlqkpeFEO0APHdpy/ILPVMevfBT3kYhp+KIedKdEOIDADPsPIXj5g1OCLEa/ys6U9I0zXh9kukyQojrAXyNmhT86wC2omYWykMA7gSQASBR07Rid+2RHCOEyADQFgYaMc9gg4jIy1yYpfEWgCtHya8AcKemaSddvysyMwYbREReSAjhC2AEauahFAHYBGCXYhoskUMYbBAREZGueBuFiIiIdMVgg4iIiHTFYIOIiIh0xWCDiIiIdMVgg4iIiHTFYIOIiIh0xWCDiIiIdMVgg4iIiHTFYIOIiIh0xWCDiIiIdMVgg4iIiHTFYIOIiIh0xWCDiIiIdMVgg4iIiHTFYIOIiIh0xWCDiIiIdMVgg4iIiHTFYIOIiIh0xWCDiIiIdMVgg4gcJoS4VgjxrLv3QUTGxGCDyIsIIa4RQmhCiA+c/NIzAWx28msSkUkw2CAihwghQgBcBeBnd++FiIyJwQYROWoygKWappW7eyNEZEwMNojIUVMBfOruTRCRcTHYIKImE0JEAegHYKW790JExsVgg4gccQOA7zRNq3T3RojIuBhsEJmQqPGwEGK7ECJfCLFeCHEbAOHkt5qGJh6hCCGChRB/EEJsEELkCCHOCCG+F0J0lzx35IVbNHXeSwjxzIW1B5uyDyLSn9XdGyAiXcwD8LsL/38dgGwArwBwWhGnEKIlgM4XXr8pPkJNZiQNwAYAVQCuAzBWCDFE07SdztgnEbkfMxtEJiOEGIqaQKMQwNWapg3XNO0WAO0BHHbiW90M4CtN06qa+PWLAfTVNK2bpmlTNE27CcB4AAEAXnPWJonI/RhsEJnPExd+fEzTtLW1D2qaVgzgdSe+j0O3UDRN+/jK7IWmaasAHAAwTAjh79j2iMgoGGwQmU8SAA3AJ3q9gRCiDYBW0KdraDYAC4C2Orw2EbkBazaITEQIEQ6gGYCjFzIZevkNgM81TdMceREhRBfUtDpPAtALQAgAvwvL/DBEZBIMNojMyabz608FcLcjLyCE+BOA51FzQ6YAwA4AWQDGAGjp6AaJyDj4yYHIRDRNKwBwFkA7IYSvHu8hhOgMIAjALgdeYyiAfwLIRE2haZSmaaM0TbsdQHojX44fmogMjsEGkflsRs034BslayFOeP2pAD518Ajlqgs/PqZp2leaplVfshZk5+tkfUI6ObAPInIBBhtE5vNS7Y9CiMTaB4UQ7QG84MgLCyEEnDML5dSFH4ddeM3a1x8NoK/k+fkXfmx+xX66Arjewb0Qkc6YfiQyn5WoaZh1B4CtQoiVqLndMRLANtQUkDZVTwBlmqY19qjjSt+iJoD4A4CrhBB7UNMHZDiACsnz0wGcA3C1EOI/APZeeP69qOkd0sPB/RCRjpjZIDKZC8cbdwF4BsARAIMuLE0B8LKDL9/k9uSX0jStEMAkAFsBdEPNHk8AGAxgmeT5pQBuR00PjnsB/BlAB9SMt//A0f0Qkb6EgzfXiMhLXDjuOAxgtKZpGW7eDhF5EGY2iKihBgHIZqBBRI3FYIOIGsopRyhE5H14jEJE9RJCWABkABikadqpep5ORHQZZjaIqCGGAzjIQIOImoLBBhE1hDN6axCRl2KwQUQN0Q3AV+7eBBF5JtZsEBERka6Y2SAiIiJdMdggIiIiXTHYICIiIl0x2CAiIiJdMdggIiIiXTHYICIiIl0x2CAiIiJdMdggIiIiXTHYICIiIl0x2CAiIiJdMdggIiIiXTHYICIiIl0x2CAiIiJdMdggIiIiXTHYICIiIl0x2CAiIiJdMdggIiIiXTHYICIiIl0x2CAiIiJdMdggIiIiXTHYICIiIl0x2CAiIiJdMdggIiIiXTHYICIiIl0x2CAiIiJdMdggIiIiXTHYICIiIl0x2CAiIiJd/X9sO+vgUuGFOAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 600x370.828 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "_ = plot.plot_histogram(ax, distances.flatten(), maxima=True, maxima_props={\"order\": 5})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "id": "offshore-dialogue",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:23:48.168406Z",
     "start_time": "2021-06-04T15:23:47.753390Z"
    }
   },
   "outputs": [],
   "source": [
    "h, binmids = calc_histogram(distances.flatten(), save=True, base_name=figsrc_dir / f\"{scan_name}_dist\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "id": "theoretical-democrat",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:23:48.329173Z",
     "start_time": "2021-06-04T15:23:48.170397Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Min:  4.422092256111229e-05\n",
      "Max:  4.097490617525474\n"
     ]
    }
   ],
   "source": [
    "print(\"Min: \", distances[distances > 0].min())\n",
    "print(\"Max: \", distances.max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "id": "otherwise-spread",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:23:55.651884Z",
     "start_time": "2021-06-04T15:23:48.331112Z"
    },
    "run_control": {
     "marked": true
    }
   },
   "outputs": [],
   "source": [
    "r_array, min_n, max_n, mean_n = calc_n_neighbours_per_radius(\n",
    "    distances, save=True, base_name=figsrc_dir / f\"{scan_name}\"\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "id": "mediterranean-waterproof",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:23:55.939882Z",
     "start_time": "2021-06-04T15:23:55.654038Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_n_neighbours_per_radius(\n",
    "    r_array, min_n, max_n, mean_n,\n",
    "    0.18, n_points\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "threatened-viking",
   "metadata": {},
   "source": [
    "### Scan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "id": "operating-consultation",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:12:40.610599Z",
     "start_time": "2021-06-04T15:12:40.603438Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"blobs\"\n",
    "clustering = CLUSTERING_MAP[scan_name] = cluster.prepare_clustering(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "id": "primary-blast",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:18:33.643620Z",
     "start_time": "2021-06-04T15:12:41.076565Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3282853f996248e4b6032cd39baf3515",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/60 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for r in tqdm(np.arange(0.01, 0.61, 0.01)):\n",
    "    neighbours = helper.compute_neighbours(data, r, sort=True)\n",
    "    neighbours_clustering = cluster.prepare_clustering(\n",
    "        neighbours,\n",
    "        preparation_hook=cluster.prepare_neighbourhoods,\n",
    "        **neighbours_sorted_recipe\n",
    "    )\n",
    "\n",
    "    for c in range(151):\n",
    "        neighbours_clustering.fit(r, c, member_cutoff=20, v=False)\n",
    "        clustering.summary.append(neighbours_clustering.summary[-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "presidential-patio",
   "metadata": {},
   "source": [
    "### Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "id": "intelligent-jersey",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:23:24.584176Z",
     "start_time": "2021-06-04T15:23:24.579589Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"blobs\"\n",
    "clustering = CLUSTERING_MAP[scan_name]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "silver-establishment",
   "metadata": {},
   "source": [
    "#### Time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "id": "personalized-retreat",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:18:33.953145Z",
     "start_time": "2021-06-04T15:18:33.645789Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 150.0)"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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33XW+Rbcdbpuu1vpqFjnQhuDdAWcCt2R8zq0FzrcPmNT+K3oB2NwIvgJmdhfgA8C3gaeNbEYRbWg17nprvdauU/CV1phU5gCwOH+w0PhFyhySAu/oVsVFF7W1vdwhb+jNqmiN76ypOvRWHUyb3sSiSI1vkZ3bFHYzu8XdP1/j+fYCx5jZvLsnfbGixSKVh0kzO4pg5zgHHu3u3xo5JKoxPoJktV3rLNC0uLTSlvnDWAzr9NPM3AU7sY1YGmy8jTFp44ppZQ5J5Q1p3ubuYrCrc5a561s5l7nArWpVbl4RacOsb91lBipraL09BJN/x4w+EPbNvQ9B7Wyl2wCb2XbgQ8Adgce6+6YuE6wvXrv3mGGOC+/rXITXWR368Sx9sWX+sGIDTAm6wKEyh3EbV8B66I1ewEbvm9JkV4e8585T5tD18FuWOnZ4C96xaO/LQZGuDpE8M7B5vtdHN7mJ36RVbgzvdyY8dg9gB3D9hK4PhYU7rf1f4L7A49z9a2MO/XR4n3StsN7u7PoSL29mqdRBWmFcmUOmt9enhF0IantHSx2i+t4NQyXU98aNljlklbRzW6rntaCV2WBtWHnZQ9EZ8SL1vbNUG5xVFTW5ZYy3PJwrJfxK9Wywl7ml6VnRBo2/K3858GvAo4B/GnnstPD+iqpOHs4qXwicAjzK3b887lh3/7qZfQ54iJkdFt/m2MzmgccC+4Frq7reWdLeX/FFYqIXvYVt6bs5xEX1vaOiMgdI3rgikme2N76wbeOf84XevuhiGciosrs61LG4TTYrs05XNb+tczWwBJwTbQ0Mh2ZhXxB+eFkVJw43qXgD8CTgdHcftyNb3KUE7cqePfL5pwDHAle6e74XyJ7RjK+0SlTmsHX+MBb9sPUmLROsLW1jfvvm2d7Eut9QvMxh1PLB9VrfSUG3jLeGs4TeNsz2Sv3qCr1tqMMdp4zZ3jwLzrRIbXa5+z4zOx94NXCZmb2UYHHYecADgV3uflP8OWZ2CnAWcJ277xp57CyC2VuAh4X3Z5lZ9Odd7n5d+OezgRcSlCY8Z8KOdW9w9y+Ff34j8BzgtWa2SrAY7meAtxLUIr8iw1+/1xR8pfWyLhRKCrxRN4f4bm1xSQvb2qJI4F3yg4d6IZehjnZm0Yx4kZnfaIY9T9nCrLVCa1rR8olZKXFQiG6l8wkWlb2QjWUCFwPPTTj+BIIZ10Vg18hjjyEIxXGPDm8QhNwo+B4b3j+M9ZCc5L3AlwDc/YdmdhrBzO+bYsf8iKD92c0TxpEYBV9pjfhsb17jQm+Sg4NtrC5vS1zYNklSM/3R/r1lytK3d8k3t3wrK/zW1c4s0mRbs6Lht+xti+uY9W1rz92y6nvrCp1RO7MkdWyfLOmFO6O92MzeAjyOoE/ute5+w5jjLwIuGvPY2QQzuWnOey45tlp298+a2QnAEwkWxH0LuNTd901+psQp+EorbZuLWpllSxC2Y35D+B0NvUndHFZWtuau701T7jCuvrfs2t6k0At0MvSWYZZmbeNdHbpY71s0VM/C4ra+hN35wX7mD0z/Pzo/uH3qMXUJZ0s7MWMabmzx/qavo8sUfKVx8Y4O8dne7b59w3Hbt26s24+2LZ7bvoLtmIftwTblRlDv6weG2Pa1Q+E37cYVS6vbGAy3TNy0YlrgLb7tbfEXyTJLHOro5FCmoqG36PMHa9X08u1i6G2LpkoN+hJ4RbpCwVdaJ5rtjRv34jG3Pd0i1qTQm9TGLL6wLa6MHpxpZnvzBt5xs71liq4tTwDO08e3690dorKXsgKwQm83qF+vSLupnZm0wuimFQtzh7Pdt7E4v7m+cevCetgdN4sblTuMblEclTnE25jB+PreSeUN6/fjA1qWmd+yQ++SH9xw65KiobfojHtZuhZ6q9rEoqxevsWuoZr/FNOCrjawEGkXBV9pjVIWtcU2sYiH3qRuDmnqe+OmvfBGM3x5Qlcdrcq6GICLKBJ+ywjOXdq2OK7NO7h1mUoeRNpBpQ7SKtvmDmchodRhGtuxPpsy2tkhCr3x2d6kMgfYWN/bli2Ky1RG3W+eet8s7cyC44u3NAvGqX+RWxWBt67ODlDO7GxV3SGKLHLL21GhSG1wkbA7+txZ+jkk0iQFX2mlRbKF32AhW+zjkb69o6E3PtsblTmMq++Ny1LmMMvqCL/Bc4q1NJuVzg5dCr1VamojiybOFX9ul0Lv3GA/cxM2D1o/bqmGqxHZTMFXWivz7OTS5t3biopecNKWOWx8bvzP4xe21bmgrcwNLbKG3zwL3Ioo1Ie3wHPLXtRWlzJDb/SLYVljltnKLGsQLRqS46E1z2yziJSrYz+apW8W54MXzzbVx02a7W3Loqq6zOo2ymV8HavYzKQrgu/Z8v4Bii5sizT9cyS+0E2hVqQZCr7SKgtzh7PI4Sz65oVuC1tWG7iideMW/TQRcNqySC3tjG/ds70wW7+EDIZ26FbdOcoKl9XV95YVgLOoMqAqAIvUT8FXWiPev3e7b2dxbn7TW87btmUPv2nre6OFbXm1tZtDVbKUOZS9S1368zZyWqB7pQ5QTviNjzEYzm26FdH13duSND0LLdI3qvGVVoi3Mhud7Z02g7S2tI357eu7tY0ubMtqdBYmzyxTm2cby6zznVWFd37r+a5tbW2J1tTubeO06VpKMziALaX4ew2Wq78WkQTt/OkkMsbKynrnhfgmFL40t6mNWVGTN69I/5Zzmh3b6tZEqUQTf/esATaoKS9+3rLLX2ahq0PZdb/5rqH6oJnlHCpzEKmfgq+0SryN2bi60HgP3uFgYcPObFlme9O0MVseaV82KmnTinHdHDY/t9nZnqLhN8/1tyX4Jym79VnXFrc1HUrTaKLGdyZnZUV6TMFXWmm7p9tNLbK2tA1f2vzfeVJ9b9zoxhVpZnurDDZ1bDXclXKHSb88TJI1yA6G7S1RqXphW3COal8Oyhq/SPjNM8Oa9Tlpjl+cHx66SbPM7Fgz22Vm3zWzfWZ2lZk9rOCYW8zs7WZ29pTjdpjZq81st5ktmdmnzewZRc4t0yn4SuO2hPW90Y5t2337pMOBjWUOVZk22xsZN9u7+bh8SXk0BGcJw9tty9hbGZqeta5CWQG4qh3cutDZoUpdX+CmsNseZrYTuA54JnAj8FHgVOAaMzsj41jzZnYvM3sq8HHg7CnHLwBXAi8Hvg98ELgr8E4ze2XC8eeamU+4fTDL9fZZN6Z8pLfi4WG0JOHgmFKGpN3aypJltjfvTOUkaUNvXbO5WXdvq1PR7YqLPL/Kjg5V1vtWXeNbRNHAW0fgTDPbO3qMgnAzzMyAC4CjgSe4+1Xh5+8HXA9caGY73T3tFnNXAKdnuITfBR4BvAZ4pbu7mR0FXA2cZ2aXuvtnE573IeDbCZ9POlYSKPhKq0QdHbbblsStapdXtrFtZWNLsy2LKwCHan2TanvTtDGb9KLVhZkw2axo+G2TLnV16KvF+WHh0oiuB2EbHMAOTG87aYNm+7IDJxAE1bdHoRfA3b9oZq8DzgfOAd6UcrwPAh8B/h04A/jtcQeGofv5wC3Aue7u4bn3mtkLgU8CrwKemvD0N7j7NSmvSRLo1Vw67+Bg80K2smZ5qypzaEOJQNH64bpme5N+AWq7rnZ1qPIXvKJjF93AosnNIuI1vZPqe7seejsmmp19X8Jjl4T3j0k7mLtf4O6vd/ePANNS/UnAXYBL3H30i349wYzuo8OALCVT8JVW2Lh5xbbMoWp+cXNPyHGlEEVlLXNoIvSmDbVt2QFuFnWtq0OkzeEXmtnBrWhgTl4sO1szvR0UBd8vJDy2myC8Pqjuc4ezvzcDdwB+oqLz95pKHaS1gp6qPrW2Lyp1SBJ1c0hLW4i2z2DonZz1LdPogjaVPXTPpJ8rCr0AHJdjgvNWd/9ezvOdCKwA3xh9wN0Pmtlu4HgzO8rd9+Y8x6RzA3xlzONfAR4LPIAghMftDMshHgF8F/gHgnIJ7QiSkoKvtEa8h++mx+aHLGxZZWHbxpC7JWGmN8lofe80STNKk1bTj+vd2+a+tZG8O7kN1oatXtzWtCoXuA2GVln4rWqBW5njdr2zw6ikUNzDMHxpjuecB5yb83xHAktRfW2CPeH9YUDZwffI8P7AlHMnvSj+DbAf+DBwH+APgJ81s19w9/1lXuSsUvCVVknTygxg68LKxJneaUYXtiUZpGxntvE5k8PItDKHOksPorA72i84SwiuK/x2bda3ytAL/Z7xLRp6825bXHS749HnzuoMsA2WsQPTf45Z802zj2B88IRgNhhgsaJzw/ha4Enn3g080t2/GdYA/w3w68CLCDpEyBSq8ZXWCTo6JP/XjDaeWF3etqFd2bRd2qbJU+IQ/dwe9/M7T21vmT120yra27cNC/UmKfL6mve5Vdf3Vr2Zxaxrspwpzc8alVvVYtqLRvRNVkVOynPuHxJ0gXieu38TDtUDvxIYAr9tZkcgU2nGVzpj+eBWJn1XR+F3dLe2LEZfcMrarS1rONxuWwrN/uYNsV3ZzS2rvG3NCvUBXutmucNgOFdJuUP0vVR07KgMqcjMb1UzqpNbIk6e4d38s2f+0GM9cSZBsMvi1gLn2wdMqnuLXjxuK3COSedmwvk3ndvd30RCazV3/7aZfQ44Obz9v9KuckbN5quczIQ0oSPetmxc6cPqSrbwuzycy9TGbP1z40PI4tx862dGIX+9b9WaKHMoo/9vV8Nv2+UJvXUEyDx9fEE1vqFb3P3zNZ5vL3CMmc0ntBQDiOruqgi+Uc3wuLmcrOf+FkHoPR4F36lU6iCtFp8dWtiSv+H5pI0rimi+TK2Y+HbIebZEzqOJBX9NbWLR1VrfNrc0a9vCtjICapoev1K6PQSTf8eMPmBmcwQLx1aAKrol7Anv7z3m8ePC+7SL6qJrPCrvBfWJgq+0zuLcfKoZvqQyhqjMIYtxNXfjyhzShN2ivXuzhM8lW2HJsi/060MP36AlXr7nFvmlZnGuu6F3cX6t1VsX5+3jW1XdbJFxFXIbdWN4vzPhsXsAO4DrJ3R9qOrcELQ7Wyb9NsRRgK5zxryzFHylVbZ7/h3X4mUPeet7R8sc6m5hNtphYerxOQLvJHUtrsv6bzStW0ZV2jqj3/byhig8Vxmg8yjap7vMRWlpAm90vZ1a7DZYhqXB9Nug8bazl4f3j0p47LTw/oqKzn0l4EnnNrOdBEH2Gnc/EH5u3szOTBooXNB2fDjev1d0vTNFwVc6Y/lgsA5gZWVr6rrd0f69o2UO02Z7D3084fW7aOgdLTVoQtHAm3VGe1zXjonnyBF+mwquXe7qUEaZwyD8BTJprLzjL8yvbbjl1ZYZ1tFQG/949OdSW655xlwNLAHnxLshmNlW4AXhh5dVcWJ3vxW4FniEmT145OEXhfcfin3u6cB7zOyhCcP9HkGv4b919/8q+1pnUftWsYjkcHCwkHoziyRNzKgUDbplz/YWVXVP37wL3KLwW3edbzz8VlH20MWFbW2bAW4LLW6rn7vvM7PzgVcDl5nZSwkWk50HPBDY5e43xZ9jZqcAZwHXufuukcfOAk4JP3xYeH+WmUV/3uXu18We8jLgY8AHzOx5wE3AM4DfAr4EvC127D8C3wGuMbM/A/6eoIXZMwiC73eBl+f6h+ghBV/ptKicIeroELUxy2O0bjDtrNrivB2ajVycnytc35tG0dA7Grrr7OaQZ7a3y6qq9e3bzm3x788iM75FN6KYJG9Xh+i5UrvzgTsCLySYgY1cDDw34fgTgGcTbCyxa+SxxxCE4rhHhzeA64FDwdfdP25mzwDeAnww9pybgJ9390Hs2O+b2eOBiwgCbjzkXgc8vcDWzb2j4CutseiHbfx4SmBYXdnG1tgWxvFFbavL2zK3MeuKqmZ6i4bfNm9f3ERXh6oXt/VZ0V6+VYZf6Q53XwNebGZvAR5H0Ff3Wne/YczxFxGEz6THzgbOznj+d5vZVcCTgKMJFqddmdRezd2/bGanAo8EHkqw69wngJvGtGOTMRR8pRUW5g4PSvNzOjjYltjHN2t9b9H+vVW36mpbeUMeg+Fa7hrfPOUORUJvU23Q0ojekSh75rftG1iUoYkNLPI8t4vh3AdD/MD0/5NedSF8Bu5+M3BzQ+f+PmPCdMKxTlAe8bEqr2nWaU5COmVldX2BWyQqdwhamW3LPNs7daV2ws/n5ACc7Qd5UxtFTKotzlt3nHW2dzBca6Sfb1Zt7epQtTb38Y20rZ9vFbJ2dOhcBwiRBij4SifEf5gvx0LtpIAbD8fTpOkLGoWgcW3M8qgq/BZZOJf1uXWWOHSts0OLJrUyqzL8FtXW0Fv2DG3WPr9dnCEWqVt7f7KJTJE06ztqWplDmlZmGx+L/7l4iUNVLczauO1wGYp2dmhCVeF3cd4r7epQRUlCW3r7tnEzi7LGU/gVmUzBV1opS21lfNY3KnPIM9ubNvAGH6cLHGV2dCirvrfsUFxF1wppVhvC6SR5d2/rokn9fUUku3785JCZsLS6HnCjcodJs77jZnuzSK7v9ZGPk0PCtEDY1IYV087b1tnivLO9MntmZROLNKJyh/hNRPJr5yuc9NqkFf/Lq1vZtnV1w+dGZ3fjnRySJM2cDEZmfYvujDUp9OYJvHV1c8gbetu6eUXx8zZy2lSq6upQpTI6RhSt7+1ScMxzrU23avPBHL40fU5tvUutSL004yudFV/kFoXf0RAczfaOHSPnorb1xzZvVlH2W/9pQ2/8uLyzyU1umzxJ0UWE+c9b0jjtrhzYpKqFbWWUUBQtc+hSqUCe0oYuBXuRJij4SuO2zq9vXDFtxnFhZLY3KfxOmu1NMm62N2tYSRN4swTLJVuZib69ZVH4lbgiAbhL4Rc21/mKSH4KvtJKi/PRqvW1Q3Vt27cmh8DlMS3NlmPhd9KmFW213fPvPNfWOt2imgq/ZSh7J7equzpUoeyZ5LxlD12eFU26dgVjkfQUfGUmROF3NARHi9pGDYbzG2aLxs32jpY5lL1Lm2Z165N35rbNdb5d1PQGFrMWeqPPa/GbSDqzOS0knbTdtwP5FzId6vSQo8yhDhN3TAvDb3yWt0ggXvKDuWd98z436wK3PNsWQ/6ti2dNFxe3tUE0I9rFgNiFa/flrawtTf854MtDQL/0S/0UfGUmLY+E30llDmlneycpq3WZZn8nKxJ4m565HayVX+4Awf/bLoXfMha4tXXntrp0IQCLtJVKHWRmjevmEJU5DDaUOtQ/g9hEyE0TwOuqD85aKtJU6G1y17dZ05aNMYoExjbV0Kq2VyQ7BV+ZKdGGFZFpm1aMljqkXXmfJbS1tUVYFbK2csvy79jlhW1V6tJsb1uUFRLrDpvTNrNQAM7OzI41s11m9l0z22dmV5nZw+oYy8wWzexPzOxr4fEfNbP/MeF4M7OzzewzZrZkZrvN7FVmtpDnevtKwVdmxqTa3kkvCEmzvck9e7MHjHGht6mShjSzuUt+sLVhPW/4bcOsbRVlDl0LvYORd1ryKmO74i4FxEmL1rSoLT8z2wlcBzwTuBH4KHAqcI2ZnVHlWGZ2GPAh4CXAN8M/nwRcbGa/OeY0rwPeDtwBeD+wHzgXuFThNz0FX2mlxblsb4uOht4sZQ6HHkvcnjjpc5s3rRjVdHgso1xB4TfQdG3wrCmr3KGM8NsVaUL6xp0o9Z92GjMz4ALgaOAJ7v7f3f3JwIOBZeBCM9te4VgXAKcBv+Xu/83dfxn4SeA7wBvM7F4j5ziVICR/FDjR3X8FeCDwZuAM4FkZ/wl6qz8/OaQTRrsCTFvEsrK6dexMb1IbszSyzPaOC71tsTg3v+nfdFZ7/LZdFRtYVFmbXkXHk7JrfIuE367NkCZvtT6+vrep2t+1wVbWlrZNvw3Sd9+pyAnA6cA73P2q6JPu/kWCmdW7A+dUMZaZnQz8KvBxd78gdvz3gd8HFoDfGjnH84A14FnuwYbP7r4G/A6wB3iFmTX+j9oFCr7SakkvbFHYTQq847o5JAnedi03OKQJvXWUOUTXMbqFctUz0VnamUH2lmaL81ZokVvTJQ9dC79la8sGFl2UVNKQNryv9Gh2PIPTw/v3JTx2SXj/mIrGemp4vyvh+H8gCLjRMZjZHPA44AZ3/8/4we5+APgwcGfg/imvt9f03SCdMhpso88duh3cemjTiviitmmzHmUsamvDTG88VMdDbt7A24a/U6Sp3r1Nh+VZ0/QGFmWocyZ1Wv1u12auWyQKq19IeGw3sAo8qKKxfiK8//zowe6+B/gKsNPMjgo/fTJwpzHjA9wc3qe93l7Te57SCYPhPEur21jYsgpsDsDxmt5xJQ5ZX6iSAs/i/FyhHdtqme21lY0bYRQIr20qi2hy44rBsJxa3y4tcGtL67FxlodzhcLvYDhfamisKgiPjhu/5hmr5T0uKJXN5FZ3/17O851IsIPGN0YfcPeDZrYbON7MjnL3vSWPdZfw4dvHjHcrcDxwP+D6cHwIAnGS6PMPmHKdgoKvtMQih6c6bnTR2rhFbJFUi0Jir52zMrs3Gn7zqGP3tsFwLVO5Q1PhVwvc2qlt4bcOMxZ24y7N8ZzzCLoa5HEksOTu435z3BPeHwZMC75Zx7o1/HjHmOOjDg13jI0PcGDK+OleSHtOwVdap4yQMa53b9GV4PHZ3qw9a+tuYVZG+G2jusNvX0PvYDhXyaxvm2aSuxZ6u2BtZRvDFAvX1lYar7Q8gvFBEtb3U16sYKxoZvgewL/GDwzreY+LjRu/Xy3hWnuv8f95ImVK08khTY1hfOa3jxsn1FnikKd0pKtfk64tbquis0OZ+rS4TUo3re9t9I2V5psg61gfC++fnHDsEwj69BYZXybQjK/MjCj0RrO90VuCya1+Evr4zuDkT95Z3yU/2Kr63iaVVd97aLy18mp9u7aBBVQ3k5xHF0sdZtiZwC0Zn3Pr9EPG2gdMmpqOfnDeVsFYVxPM+v6Kmb3d3f8Zgp3fgL8g6OowB/woNj4TzpHlWntPvx1kYGZbzOztZnb2hGN2mNmrw60El8zs02b2jAnHawvCEuTp2Zt1pqxImYOMl7WlWbFz5Xtemb8UVbHArSptCahJNNs7c25x989nvOVd2AZBre1hZjbup0K04USaMJlpLHcfAs8nmKn9iJldbmaXEXR5+CjwpfD4r8fGh/WShyLX2nsd+hHcDDObN7N7mdlTgY8DZ084dgG4Eng58H3gg8BdgXea2SvHPE1bEOaUtLBt3GzvuB3bpr31nPSWep7Q29gWxQVqfPN0g6i6j+/687K/vd+GWt2yQ2+XevhG2hSmy5ztbePMcdQKbVuL/s1bZA/Bu97HjD4Q1tneh6B2drmKsdz9UoI88R3gUcCPE2xy8SzgWIIs8B+x8QHuPeb8UU3wtEV4goJvGlcAXwP+HjhlyrG/CzwCeA3wUHf/JYJ2JDcA55nZA+MHawtCmLP1Ra3xkBa9hTtuVidL+7LRUodpdYtptinuiqKBO2v4ndWZ8CZD8+K8b7iN6mL4nVVtDL8y1o3h/c6Ex+5B0HHh+gmdGgqP5e7vcPd7uvvh7v5wd/87gsywHbgi3JkN4NMTxof1dmfXp7jW3lPwne6DwO8RBNE3jDso3Kv7+QQ1SudG/8HDnn0vDA971cjTtAVhBtFs7rjQOzrbGzetm0PRt7LbtNFD07KE3zp/oRgM832dy67vTX/e5KCbFIKrCr9VLG5r04K5KlqDJe2w1pQmWp8dXN7KwcG26bflxl/aLg/vH5Xw2Gnh/RUNjBVtVXxh9Al3/zrwOeAhZnZY/OCwvOKxBDPE16Y8R6+15ydQS7n7Be7+enf/CONbiQCcRNCU+pKwfifueuDbwKPDgKwtCMcou95z/HbF04NCWWUOTat71jerwXAtcwAu0tUha/gte9Fj+l0Cp/8fnTQTXIY2lSWMKtqaMFJFOKxzZ7dpBsN5bVmc7GpgCTjHzA7VzoaTTS8IP7ysqrHCDMDI5x4B/BpB14erRh6+lKBd2bNHPv8UgtKIK929mZq6jtF3Q3nGblkYzv7eTFDH+xPhp09GWxDWatxM08bWZUmPF3vxb6q+t8xrmKUZ7TwzuE11/BgMbSZLGcqa9S0r/JalTYFXJnP3fcD5wN2Ay8zs4WZ2EvBegpLDXe5+U/w5ZnaKmb3ZzM4qOhbwVjP7MzN7mJn9lJn9HsGs8F7grIQSizcSrB16rZk938zua2a/SDAzvAK8oui/SV+oX1F50mwp+FiCLQV3pzweStiC0MyOJpg9zuK46YeUY9vc+mYzQcgs/sIRf/GJvzjGX3BHZ97y9u6dFArbEHojs7ahRd0bWTS5bfGk8NvFlmZlziQX3b2tLAq8nXQ+we5oL2RjmcDFwHMTjj+BYMZ1EdiVd6zwnd8h8GLgt2MPfQb4RXf/2uiJ3f2HZnYawczvm2IP/Qh4mrvfPPocSabgW56sWwrWuQXhb7K5vrgTlodzY2vlptX3bvxzPPxa7M8b77OapZnQsmTt7FCnIsG1DV0hkgyG1qnwW3b5RNHQ24ZaXGlGuKbmxWb2FoLSw63Ate5+w5jjLwIuKjpWOJv7bDP7c+DhBO8Gfwb4p9iCtqRzfNbMTgCeCNwX+BZwaTjjLCkp+JYn65aC2oIwwbQa36XVbWzfunEWddKGFWlnezeOlxwikup7t9uWXoTfLJtZDNaGmcJvnrruvDO9eWdt2xp6I1WF3yo2m2jTBhagTSzKNlzexsHB9E6cwzRNwmoSzpaWMmOaZSx3/wLjyx3HPWeZoPWp5KTgW56sWwr2fgvCeCuzcfLO5qSZ7W2zJVuaesx23z71GNms7J3YMp8//C9dRU/fLs38lqGsEgeFX5H+UPAtT9YtBevcgvACgjqjLI4jqCWqxGjoXfTDxhy50ehsb1p5F9NMW9hWRX1vmtAbHZcl/La1vncwXMs869vV+t5IFbu3VRF6y56ZLXu8ttT3ikh3KPiWJ+uWgrVtQRhu65hpa8ew61rltsxvDrxRwMjzIjmuzCH52I33bZA29NZtyQ+mLnfIU+Nbd/htcta3S1sWi4jMGv0ILs+e8D7tloJZj58ZaUocssqyqC1tfW+RNmZt6uYQqfqaFufmN4Texfm5xNs4ef69i/TzbULXQm/Zm02UPV6Zs73qyiDSDx37Mdxqk7YshKB92TLw2fBjbUE4Is2MYtTJIbqPFrYFfx6/qK0rtb1Z5KnxrSuQl70Ryfjz5Pu6tn2xWpu0PfyWSeFXZPap1KE8VwJOwpaFZraTYGb3qnBXNtz962Z2aAtCd789dnyvtiBcmDs8+JdLKd7GDLK9WEWzvUllDpNme5M6OpTdzaGtZQ5pRf9Gi3PzuWZv6wvL+Z5XRnnEYK26Wd8uLW4rq7NDW2p8FZjXDVeCLYunH9f8103KZWZ3APYkbL7RKu391btj3P1WgpD6CDN78MjDLwrvPzTy+d5tQRgvc0iq742bNjMUn+3N8/y0sobeNpY5xFV9fXVt61zn4rYypd2yuC2qaD3WpnZmIpKOmT043LnuwSOf/1Uz+xLBznJ7zexlzVxhOprxnSLcmvCU8MOHhfdnmVn0513ufl3455cR7LH9ATN7HnAT8Azgt4AvAW8bGf6NwHMItiBcJZg1/hngrWgLQmDyBhZxST18sxg321vHTC9kn+0t2sqs6l3c6ujlm1fT7cygmpZmfezq0IbZXpEeOQs4B3h99AkzewTwdoJSziuAnwb+yMz+y90vbOQqp1Dwne4xBF/suEeHNwhqcK8DcPePm9kzgLcAH4wdfxPw8+4+iA/S5y0Io9nereH9pCAXD7OL8wfHPhaZtmnFaJlDmaF33Gxq1tZjfZOnq0Ox8zUbfruyyK3szSbKHq/MUgf18RWZ6knAZ9z9K7HPnR/e/4q7f8DMjgK+CPwaoODbRe5+NnB2huPfbWZXEfwHORr4PEHJQuJPVW1BuNG0t68Hwy0szh9MLHOoetOKIqE3fl/KtRQM0nlme7O0NMsja/itu5dvcM7igbkroTdSRfiF8mZ/ywi/Cr0iqdwd+NfoAzM7DPhZghKHSwHcfa+ZfQI4rZErTEHBtwLu/n3G7Oc95vheb0G4yOGZjk+7RXGdmqjr1SxyvvDbdJlDVapa3FZVPW78l1PV/M6O1ZWtrC5P/8V6dUW/bHTQMhvXhj2WIEde7e7xb+I51nefbZ2OzT3ILBgtcygiKfxGL6hJZQ6pxx0pcxg327tkK40uZluypRz1wfXs4FbXIreuGaxVt8Ct7LZ9dQXSplucDYbzBdYHzOhvUiKb/SvwaDO7Z9h96rkEPZk+MnLcTwJfrfnaUlPwldokbVyxbW59tnfaYqj4i1PShhVJs72jQaDMXdra0r0h66xvbb18c+zglvkcNZY6LM6XO1tcdvhdnPfOtDMb1ZYZ3yIBWKQHXgvcAdhNsAnX44HPAO+KDjCzRwEnAFc3cH2pqNRBOmEwnD9UhzepxCHtbG9SAC6yU9s4Xe/N22ZFtisOnp/lXLlOVZuqAm/Z9bhJ2hJ646KfLar9nX1mdizwRwQhbgfwSeBV7p5586i0Y5nZbwPHpxgy3jWqce7+UTP7ReCFwOEEXazOGylz+AWCUPzX9V9hOgq+0ojRMoe8b78nzc6sh9/ps71ptrwdLXNoy0xvXnWVOmSVtatDnYvbyu4CUfYCty5tXjGqjMVzbdnIQrol3Fzq48BdCdqJrgCnA9eY2ZnuflVFY/0CCZtdJbguvGFmF7G5w1Tcn7v7i9Jeb17ufglwyYTHfwf4naqvowgFX2nMtrnDWZg7nEWfXOsbf1GLZn4nzfZOM222N16bOmuht05ZevnmbWUW/eJSxwK3PDPFieeucOc2qG72t0pld46Q5hxc3crqyvRfrg+ult8PPQszM+ACgu5LT4iCqZndj6BN6YVmttPdp75tl3Usd3/0lPH+FvjvwD8kPPweIKnr0yenXacEFHylVtN2aytLFAJGe/duPGZyQCi6UcWslTm0qZVZEU2XLVS5bXEVqgqkZY3b9Ezv6C/i0hknEMzIvj0+G+vuXzSz1xH0pz2HjT32Kx/LzH4Z+HXgF9z9RwmHvMzdv5rimmSMDv34FZlu+jbHU55fQieCPJ0W6tTWWesqaqzLVlZorrKzQxfMSuiVTjs9vH9fwmPRW/mPqXMsM7szwczxu9z9QynPLRlpxldql6WNWfwt0NEyh3EbVhz63Jid2oI/J+/WNsm0wNhU2K2rn2/VG1hAPTO/eep1q5olLnv2t4oyhyrKEJK+X/OcIypzqioAp1nkptne0hwXVAxkcqu7fy/n+aKw+oWEx3YDq8CDah7rjwgWjb085XklBwVfaUS8jVkaUZ3vaPhN2p44qZdpmtCr2t7p6gi/WeVZ4Nb0lsXQrXKHOmpwi5yj6sVtSeFWJQ6luzTHc84Dzs15vhMJFqB9Y/QBdz9oZruB483sKHffW/VYZvYA4FnA37n71yac62fM7G+AhwBfIZhlfv1IZwWZoEM/emXWLMwdziKHZ56tHH2xmVTeUGbf3nHaXtrQlLb38c3yf6PM/0eLc9UvcGurxfm1mVnEptDbeUcCS+4+7m2SPeF9mrcoyxjrtQSZ7E+nnOsS4IHAhwlapv0J8C6zls1ItJj+oaQV8swiTtqwoq76SQXectW1wC2Psro6VK3s1mZlBtVJs7qzEoj7bnV1CysrW1Md17AjgAMTHo/e5luseiwzOw54IvBP7v7ZKef6FHCau+81s20EM+W/RBCE3zXxmQIo+EqLTAs9k97OzLPl6SyVOWSt812ylcr7+WZpZwb5Qm/edmbrz68/yEa/lHWh1KGKMFpWfa+kt60b/75nArdkfM6tBc63wOSwGv1QSfOdWnSsZ4X3H5wwxvcI/n1+IyqXcPcVM3slwYYZrzCz96jkYToFX2mVpBCSNEuUtXfv+libZ8LydnLo+mxvG8NvnfIE3iq2LC47AHexj69UayXHxEADbnH3z9d4vn3ApKnp6IfjbTWM9ZTwfuyGGe7+EuAlCZ+/wcz2EOwEdwwJdcayUSe+G0QiSeUNoyZ1czh0zJhODl2c7S2iTX+/wXCttpZmTYfeuDLLctpa4jDNYDiX610bkQL2AoeZ2bjv7OgttDTBN/dYZnY8cF/ga8CXU5wrybfC+zTbIE9kZheZ2fPN7K5Fx2or/aSRRk3btS3J6GzvpG4OcWm2J06r67O9ebWto0NedSx6TKvMGd+yFrc1UXqgcgep2R6Cd72PGX3AzOaA+xDU5i5XPFa0dfFVExbHTRONe1TO58f9GXAP4JNm9lEzO8fMfryEcVtDwVdaZWPbsc2tyko/34QyhzbNhlYp7d+zrtBb16xv1vDbprA8Sds7O8RFXR7KCL1p3g2S6q2sbmV5ZdvU28rq9AVwFbsxvN+Z8Ng9CDomXJ8yjBYZ66fC+39LcZ5x7h3eFy4VcffPufvvA8cBrwAeAHzWzC43s2ea2RFFz9E0/aSQVhsXfsfN9o4rc0izYUXaLYrbONtbZAOLtHW+ebZwzlPfm3WRW5GWZln1JfzWVXYQlTiozEEacHl4/6iEx04L76+oYawHhPffHTe4mR1hZqePeezewB2A/WRfHDiWBz7p7i8AjiWYCX4k8B9m9vdm9nQzq37npArop400ZpHxm1iMe+Gu6wWyL7O9WeUJv1WqM/RGuhB+u7jATeFXanY1sAScE5/FNLOtwAvCDy+rYayoPOI7E8b/LWCXmSXNKJ8X3r/WvZof0O6+5u7/5O7nEITgC4FfAG4xs3eb2c+Hf9dO0E8aacRChp3bRl8QR2d7syj6NnobZ3vrVmX4zTrbW2bddlplL3Iru+d00dCbVHpQV/1tkfBb5c5tMnvcfR9wPnA34DIze7iZnQS8l2CDiF3uflP8OWZ2ipm92czOKjpWTFSXO3bGl2DTigXgX8zs98zsJ83sQWZ2IfBMgq2S35D+b5+fu6+6++Xu/kyCcogPAGcBXzOzt5nZ6WFdc2vNxkoV6ZTR7Yq3+7b1LodjRC+I0QvwxrKHcbPD0X1yEBjXu3fcbG+bQ290bXlKHqpsa1ZHO7O8vXzbtBHFYK2dfX3jgTfpe6+qc4nU5HzgjsALgWtjn78YeG7C8ScAzybYiGJXwbEiU4Ovu3/FzB4PXAT87/AW+QfgV919MOEclXD3JYJQfkk40/1k4EXA283sg8B73f0TdV/XNAq+MjNG63s3PT5mw4pZknUji7YZDNdq272tic0rxim7s0MZpQ6TdlgrK/yWGXYnbXAjkiTc7OHFZvYW4HEEvXivdfcbxhx/EUH4LDxW7HkLKa/1BjM7ORz7pwk27/gE8B8FukGUJpz1fifwTjO7I/A04I/M7D4E4fi97v6pJq8xouArtdo6n719WdzoZhZpF/HU1Skgq4HdnqulW5OydnfIOuubJ/zWvcCtLYF5nLzhd1wQXZhfU9cESWX14JZUHRtWD7Ynfrj7zcDNbRsrYexV4Mrw1lru/gPgrcBbzexuwP8E/sLM7gT8X+A97v6Fpq5PP8mktbIscEvTzWGcphZsDez2Q/fRn9uujX18i4TeNixUa1OJw7iZ3KpCb5kdHTTbK9I+7v5f7v7n7n4KcDrBLncvb/Ka2vcqJr2S9Lb8YLgeBibNXI22MEsrT+/eNPW9UXhNM4ObFHSzPL9L2rplcRFtn/XNW+qQNOMbBcoqZ3xHa/hFZPa4+1eBP2n6Olo01yCzbkvKMofRQDEYWqqShnGzvZNqe6fN9i7ZUqbQG/153AxumtndJmZ/07Zva1s7Mwi+znV3dygz9A7W2rdt8aQAPO7xKs6ZhUoxRCQN/aSQxsRnNuOzguMXp9mmPxcJDKMhbjT8pe3iMCnkpjkuy5hValP4bWtNdheUsXNbUvnB8pjNZNqkDeF3eTjXiusQkWQqdZBOmd66LLrfPOtVdyeH0ZKFRT+slkDb9c4OdWpzuUIReRe3xRePRn+uK/CWUe7QhjrfNlxDk1YPbmG5Y4vbpF/0a6l0Uvzt4dHQu+G4cOZwWolD3tneiddYYMY3z/FFpe3l28YFbnm1YXEblL/ArUi5w+jW4F3ZVrjvgVNE0pmdVzDplEnbFUP6EobksDv5RX9a6M2ijfW6bVPHJhYQfN3zdHjIs1CtzYvbyqjxjYdcLTgTkVnSil/hzexOZvZYMzuy6WuR7oiH3iyzvdMUre0tw6IfNnPdHaq0OG+19vItU9mzvWXU+G4cr76XCYVsEalaK4Iv8KvA1QRb70nP5HnrfFzorWO2t0t9d7uqrt3bZlWZ4beuMFpGVwctKhORadryU+Lnw/v/PfEowMweppnh/hoMp8/0Bp/P9yI6bbZXgbedirQzy1OyUHY7syqUFX7rmvEt4zyq8xWRadoSfHcCa8A/pTj2HOBHZvYL1V6S1CHtgiqYvhApa/gpUttbtaIBu4zFeV1Tdy/fMlURfsuo9Y20fWGbtMfKwS0sH9w69bairg7SkLb8NLszsMfdBymO/b+AAU+p9pKkKgtzkxe2pVX2ivy2hcUi4bfKdmZZ+/jO6s5tZSqzzndx3ksNvcGY1c+klnEOlTqIVMvM5s3sTDN7p5l9ycy+HXvMzGyXmb2vyWucpi0/JfYCR5hZmvfmrgUceEi1lyTSvDpLK5ZspTWz4HVuYDFaPpPledI+ZYbfPHXD0XNGbyJdZ2Y7gMuB9wM/CSwBd4ked3cH3gM8zczObOQiU2jLd+Pnga3AQ6cd6O63A3uAu1V8TVKxLLOSWcocxm1RnGfHsWghW9cWtOWdvU5TejK6GHFxbn7TLa7ujUPyaLo1WZmlDmm3+M42ZvUvFWX0Cl6YXyu1zjfLWEkBN7oe1R63l5kdG85SftfM9pnZVWb2sLrGCmdQn2VmN5jZ7Wb2fTO7wsxOTjjWzOxsM/uMmS2Z2W4ze5WZLeS53hz+EPg54Hnu/iDgk6MHuPtVwG7geTVdU2ZtCb5XEJQv/P60A81sHjgCUK+nHhvXySFt6J22YUXXgm7bdSH8ZlV2WC67zreK8FtXABapg5ntBK4DngncCHwUOBW4xszOqHqscAb1CuAtwHHAVcD/A04ETk54yuuAtwN3IJh13Q+cC1xaU/j9BeBf3f2vpxz3b8BJ1V9OPm2pLn8r8FLgTDP7Y3d/2YRjH0hw3d+q5cqkcaOzvbNe2yv51NnHt+kZ4qa0vc/u8nCutNnV+Oxt9OdJY0ePJT1v2nNnyeDgVpZWp79zNDg4fVvjKoWllRcARwNPCGcqMbP7AdcDF5rZTnef+gKRZ6zwOe8BTg+f+wJ3H8Ye2zFyjlOBlxAE6ie5+8DM5oC/Ap4DPAv4i7z/HindC/hQiuO2EZSktlIrfrV2973Ab4Qf/oGZfdjM7j96nJkdDryB4B/0+hovUVoqzWzvqPhsr0KvtEWbti1OHq8//XzHPX/a2NMeq7red3F+yOL87L27UpETCELnO6KgCuDuXySYWb07QRepqsb6H8CZBOH3eVHoDZ/nYVln3PMIul89K2oE4O5rwO8QlH++wsyq/m3iBuAUs/HN983sTsAjSCiDaItWBF8Ad38/8CvAKnAG8Dkzu9HM/tLMzjOztwE3E/yDQvAbksygaLFRUs/eLJtVROJlDmkWb6nEoZimyhrqbGeWd0HcOAq99Z5nnLTBtOgCtjJDcBR244E36XOyyenhfVIHgkvC+8dUMVY4o/sygkm888JFYWOFM7uPA25w9/+MP+buB4APE3TH2jRhWLJdwH2Av04Kv2Z2F4K/7xEEM9Gt1JZSBwDc/b1m9h/Am4D/Bvw0G+tcovcyX+3u/1zz5UkNBkPP9ZZ1mQvaZsWSLVXa1kyC8FtG2cNgrdzwOxha6eG3S/KUFVTdeSHtNWUtjxgM52cl4B6XrrHTBre6+/dyni8Kq19IeGw3wSTcgyoa66cIyjavcvcvpRj/ZOBOjC8zuDm8fxDw2RTj5eLu7zKznwV+iyDILwGY2YsJujz8T+Bw4GVtzmitCr4A7v4Z4BHhSsgzCf5z3IVgiv/zwIXu/vEGL1EasLnOd/qL+rSZ3qQyh1mb7W0i/C7OzW+a9a2rl2/eX5zyKnsHt7aG32jBWdUzsoPhXOFzZA29WQPvuPGTOjrkEX9e2prlwTD4jxgF4Ojjjrk0x3POI1jclceJwArwjdEH3P2gme0Gjjezo8JyzDLHemT48KfM7B4Ea5yeBBxFsMDtJe7+tZHxAb4y5vzR5x8w5ToLc/fnm9nHgT8hCLsAfxbe/wfwfHf/x6qvo4jWBd+Iu1+P6niFNK3M0tX2xnWptndgt7Po7WxiMi7Qjobfwdowc/gdDNdYnM8WSroaeiNtDr91aKLUYWF+LXOZQvS8+Mfjjosfm/UcWXU08DblSGBpQpnBnvD+MIK9Bsoc6+Tw48OBfwe+S5B3foZg1vRBZvbfYrPZR4b3B6aMX87uUFO4+8VmdglwLEH4XQP+3d070XSgtcFX+icp6CSF3qzty9qyKUMRecNv1tneJVvJtI10lbKG3llQdq1vH6XpwDAqa/iNn6fsY7tuZW0Lg+H0aLGy1nj8OILxQRKCGVyAxQrGulN4/0Lg99z99QBh3ey7gP+PYNFa1OL1iPB+tYRrLUUY8r8a3jql8f95IknG1U6WsYCpS7O9kTpnfNsUfuswq63JurrArQl11vemOVdfWp+NOBO4JeNzbi1wvgUmh9Xo7aM0/zmyjhXNzH4sCr1wqCziBcDTgV83s1e6+3I4/iRZrrX3FHyltfKWOEya7R0XemettreN8pQ7ZD5HjTW+ZS1si5Q529ul8oa4umqJ4+pe1DatRKKnoRfgFnf/fI3n20ewY+w40W//t1UwVvSC83ejB7r798zsOoIF/scRLJjbFz487hxZrrUQM3si8GvATtZnopO4ux9X9fXkoeArtZizoBf3trngF908M5hZF7TNkjbV+S75wUPbFieF2a7t0lYkwJYZfsus762itreMhWd1SrswLE+ZQ9bryHN8jwNwXfYCx5jZfLyHbkxUJ5YmTGYdK7rfPWa8qFb2JwiCb1RjPC5oZrnW3MzsVwl2jqtvMUUFNC0urZMUcEc/l2dB29jzdWS2N891VlXWEf8FY7A23HBrUt7Z3rJ3A8yrzG2LB0OrZNviqpUZrrtSW5sUcvP0CVb/3kz2EEz+HTP6QNg39z4EtbPLFYz19fB+3K/N0Rcw2r1tT3h/7zHHRzOr0xbhFfVcgtD7x8A9Ca5v+4RbK3Xjp4JICqOzvdqsolpVz67Hf7lJ/5z8s5xZw+/ifPvrg8uc9V2cX+vUjG8kzW5qTZtU9hC/jZMUdpsKv8vDOQbD+am3Fvy73xje70x47B4Eoe76aZtL5Bzr38L7ExOOh6CtGawvHPv0hPHj41TdCesk4EZ3f4W7f8vdB+6+PO5W8bXk1vj/POmn0cA5aaZwUpjJMsNYdPZzwP7EW59lCb919vLtKtX5VqPoTmsyky4P7x+V8Nhp4f0VFY31MYJZ3TNGDzazHcCpwEHCxX7u/nXgc8BDzOywkePngccC+4FrU15vXl8l+wLE1tF3vrTK6CxfctnD5pmPJmd76wrBddX4VtHRoa7QC/nLHbLO3pa9bXHbDYZzh25Vn0cCacP6uFlVmehqgp3HzjGzQ7WzZrYVeEH44WVVjOXu3yXYZvjnzOzhI2P9GkHf3r9y9x/FPn8pQbuyZ48c/xSCfrpXunvVvTvfBjwy/nfsIv2EkVYaN2uXprY37S5tma4nZajNEoL7PlvcNnlDbJ/Cb6SOAFy2NCUDXRAPv5rJzs/d9wHnA3cDLjOzh5vZScB7CXaM3eXuN8WfY2anmNmbzeysomMR9OhdAd5tZk8ws5PM7PeBNwLfAV49cvwbge8DrzWz55vZfc3sF4ELw3FeUexfJJW/INhZ7noz+xUzu5eZbTezbUm3Gq4nF3V1kNaatKCt8NgpZ3urCqd5xs3b2SHrtsVV9PGNfkmpc+a3i9re2WHzObrR6SGppViXAuK4sD76+S79nVrifOCOBBtJxMsELiZYyDXqBIIZ10VgV5Gx3P2LZvY04N0Es7+RzwNPdPcfjBz/QzM7jWDm902xh34EPM3dbx7zdyyTA18Cngm8I8WxrcyYrbwokVGbSiAy7NKWZ7a3ytnYumd6s+7eBtVtYlFHL1+pVheC7qjR1mZdC4hZWrNJeu6+BrzYzN4CPI6gT+617n7DmOMvAi4qY6zwOZeb2XHAo4F7Af8KfGrcwjB3/6yZnQA8EbgvQduzS8MZ5zr8EfBSgs4O+whCd+cWEyj4SiOSZi6jUJS0dXFeSaG3rk4OUcBd5PDSwm7WWd88obfrimxiUfamFLOkzsBbxUxyU2G3rFnZpOe1Megur6WrL15ea883WjhbWsqMadaxwpndv89w/DLw/hyXVoazCRblnQ28Nwz7naPgK7XZOp8c2OIbIiTJO9ubJ/RWMRvbxVrePm1ZHJcn9LZ197aydaWsoW3q2hyjjSFYZs6PAZ909/c0fSFFKPhK5aJd27IYV89bdGvisefrYDhNI/p3qHLmd9ovLnFZyxzyzv7XtXVx20Nv2XW+owvauhSEu1zqINISnwN+2PRFFKXvfmmVif18K9oVbFZDb1xVO7hVLW/JS57QmyfEltnRocxd2+pQVegtc6OMcZ0cZmV2dFY6VUhnvA44zcx+sukLKUIzvlKpaLZ3y5gyh7RGQ++kjRPGhbykMocuht683R2yqGJx26wuaiuzLrjMrg5V6sJM77Qw2LXODqMUdqUBXwT+hqCd2XuATxC0WEucAnD3j9R4bakp+ErrTZvp7erWxIsc3vQl1Kqujg5dX9hWVvitspVZF+p9J9W/djnwRtpa37sSblmc5jjpnJsJujgYcA7wG1OOb8FP1M0UfKUyWWp7s9SJThwnw4K2Jmd7+xZ68yqzw0e68zUffrsw4wvr9b5lB+Aqxp2FoDtJ2nZnIgW9gw62Lxul4CutE58ZTJrtnda3twvirc76pI5Z37oWtkXavsCti9o+m9wGCrpSN3c/u+lrKIN+zEorDdaGmUNvV2Z7y1BH6UZXf6mA8VteT9P0bG/XKKCKSNco+EprTFqwlubxUW2s6x3V9QAOlFKi0gZtCL1ldnYYDI3BsJqZ7zI7L0g+s16+IVKV2XjFktaJ1/eOdnSY9PZ+Uq1vUuAt0rd3FsImVN/doa+bWGRVdl1w2zs71BF4u7B4rg2i8KuyBymbmf0TQT3vWe7+zfBzWTaucHf/lUouriAFX6nVwtz0mtZ4+E0TerOYldDbhHG/kFS5gUWdigTYNiyKS1JFZ4f4JhYKp+3QpgC8sjaXajZ6Za3Fv90JwKMJgm98lfovZni+Awq+0m/bUoTeyLiyhqTQm2dr4jYZsL9zi9xGvz5ldeUoU55FbnkDbF8XuFXV2UGya0PolZnyv8L7/4p97jFNXEjZ2vVKJTNra8ENLKB46NVsbzFZa6yT1NXLt05tnOmNlL1lcV0UpNNR2JWquPuuhM99rIlrKVuH5haki6bt2Ja2bEGhN1mWme2s2xZX1dWhqq2nR9XZ0qzNqlrgBlrk1jQtcCvOzI41s11m9l0z22dmV5nZw5oeq8vM7Kimr2ESfdfIzOhSeYPMjkHJOb7Mzg5VqTrwDhToUlsezm26STpmthO4DngmcCPwUeBU4BozO6POsczsZ8xszczczB6f8Pi54WPjbh/Mcr15mNk/mdmLphxzBvADM/u5qq8nL5U6SOOWbGViB4G0s73jZJ3tXV7beHyaBXl917b6XshX4ztri9ugugVumultrya3M14eWqpfXJYrfCciDTMz4ALgaOAJ7n5V+Pn7AdcDF5rZTnef+mJTdKzw+W8Avgrce8rpPgR8O+Hzn512nSV4NMG2xWO5+1Vm9nmCLY0/UsM1Zda+VyvpjSVbYrtvD/88OfyOPm9UGSUOo4F39PMKwM3Iu21xl0sdymppVmV9rxa2tY9qfjM5ATgdeHsUVAHc/Ytm9jrgfILw9qYaxnoq8LPAXwMvmnKuN7j7NSmuqUlfBX6q6YsYR8FXShfv4ZtFNLMbD8B17c42LvSOHqPwm6zKrg55Qm/dyp7tLauzQxWL2xR022t5OKfwm97p4f37Eh67hCCsPoZ0wTf3WGa2APxv4HJgb4pz1crMfnXkUyckfC5yGPAA4AnAbZVeWAEKvi1gZjuAlwLPAO4KfJHgt7p3NXphBUUL27J2dChjUVXZoReqm/Gts5VZfJY93fHpZ+LTqqOrQ97Z3jwlC20tcYgUDb8Kut3Spp6+GR0XvOOfya3u/r2c54vC6hcSHtsNrAIPqmGs5wP3IagNbmNd7EUEPXkjjw5vSeJfwDdUcznFKfhWwMymvcr8tLv/W3jsAnAl8AjgUwT1QI8C3mlm93H3P6ryWrukin69aUPv6LFlhuAu9vEtoo6WZnnqe9efmy3Mtrm+N5I3/DYZelVHXEwHA/ClOZ5zHnBuzvOdCKwA3xh9wN0Pmtlu4HgzO8rdp83E5hrLzO4MvBz4mLt/MuWCsJ1m9kKCzPBd4B+Ac919OcVz84j6+RpwIXAN8I4Jx98G3OjuX6/oegpT8K3OfxH8h0zyg9iff5fgP/BrgFe6u4etQK4GzjOzS929jqL1VquixCFL6B33XJU+VC9vjW/e8JsnxLY5/Oad7Z0WOkcXMCmkttPycE67pCU7Elhy93HfIHvC+8OYXoKQd6zzgKMIwm9afwPsBz5MMFP8B8DPmtkvuHvpfTvj/XzN7ELgP5J6/HaJgm91vuTuz5l0QLiS8/nALQS/sTmAu+8Nf6P7JPAqgsL3mTKw21n04pta5FEk8Ma1ZdY3y79lljKH4Pj0ZQ5t3L0tqyLhtU3ht4y63tHFa5NW6pcdehWi81uYX2u0pdnK2lyqrg4tCONHAAcmPB7V3C1WMZaZ3R94FvAhd/9EinNEdgOPdPdvhhnib4BfJ1gU95oM4+RxHnBDxeeoXLdfpbrvJOAuwEXuPtoN9HqCliWPNjOb8JtkJ2TZrnhUma3Lygq9Usws7uDWFmUvZlNP3e5pOvzmdCbBJFAWtxY43wKTw2r0dlGaf8g8Y/1Z+Pk/TDE+wA8J/n1e4O7fBAjfIX4lcDbw22b25+6+L+V4mbn7eVWNXScF32aNLYgP/0PfDDwW+AmC3/JmzrTFVuNCb9ba3ioCb9n9fttY61vF4rY2KzJrW9Zsb9GODvGd2urYrriK2VnV9+Y3GngX5tfYNteJf8tb3P3zNZ5vH7B1wuPRD7403QkyjRVuUPF4gvZnN6UYH3d/EwldIdz922b2OeDk8Pb/0ozXZwq+1Zk3sxcQvJVxDMF/xj919/h/yhPD+6+MGeMrBMH3ARQIvmZ2NHDnjE87Lu/5sso0ozsh8Da9LXHf2511vcwh0qaShaJGtyuuIwiXReFXKrYXOMbM5hPecQWIZmTSBN/UY5nZFoLZ3mXyL8wb9S2C0Hs8Cr5TzcYrVTudGt5uJFiodgZwhpn9ort/IDzmyPB+3Fske8L7omnqNwlqhTst72K2rpQ3FJntTVvnm7WdWVpVht68fXzr3sCirMBc1uYVXabAWx4tbhtrD3AswcTUhg4EZjZHsHBshSCgljnWscD9w4e/NqaF2xXh5z/m7o9Ocf7oGo9KcWzvKfhW62XAa8OyhZ8kqNt9m5n9U9jS5IjwuNUxz89SXN9KST18y3xLv+lZ3i6qKvxWJW9Xh7zaMNvbpfBbxcysZnvLVWepw/LQGMxN/6Wz6S2LCSalHgjsZCSsAvcAdgAfT7m+JvVYZnYb8Odjxvk54H4Erd2+yvh3g0dF2xzXWSrSWR350do5txD05n1trFPD5wl6390B+K3wuIUp42Qpru+cLHW6Scemmemte7a3yPm6HOKX/GDTl7DJYFj/2/qDpDc5K7Q474duaY6tShUL4LSorhwd6uNbt8vD+0clPHZaeH9F2WO5+w/d/UVJN+Bfw2PfHH7uLwHMbN7Mzkw6sZkdQVDi4MC/p7zeXtNPlgq4+053f0LCb4ofCe8fF95Hqy/HFcVnKa6f5AKCDhJZbonfZE3Is0lFU+UNZSxwa5u0O+kp/JYn62zvaC1vnRbn1yqbnVX4lQpdDSwB54ThEQAz2wq8IPzwsgbGSvJ04D1m9tCEx36PoD/w37r7fxU4R2+o1KFe3wrvjw/vo0bWRyQcC9mK68cKt3TMtK1jjq0jK5GnrrcrNb1d0YauDnnLHfLU+Ta9uC1L6G0y8IJqcbtANb7J3H2fmZ0PvBq4zMxeSvBaex5B2cKu0Y4LZnYKcBZwXXwThzxjZfSPwHeAa8zsz4C/B4bAMwiC73fJtglGryn41mu0AH1PeH9vkldiRp0Vpu0aM5O6GHqb6uzQ1GYgsq6ssFxFfW9VZQ5V1uIqVEsNzgfuCLwQuDb2+YuB5yYcfwLwbIJ1N6O7l2UdKzV3/37YAu0igoAbD7nXAU8PJ7gkBQXfeo0WoN8Y3u8cc/yJBGG5V1sW521Z1nTojRQNv23s59tFdXd1KFOZ4bfqFmZaiCZd5e5rwIvN7C0EJYhbgWvdPXF3Mne/iCB8Fh5rzBhnE2xGkfTYl83sVOCRwEMJukF9ArhpTAs1GUPBt2Rmdhrwr+6eVJ7wM+H9Z8L7KwkK0jcVxJvZToKgfJW7T9oRZmbkqeVtq7pnfpvcAjquqm2L85Q5DIZea/htukRinMHQOtW/N6JA3U3La8EvbmmOawt3vxm4uW1jJYztwMfCm+Skwp8Shftm/yXw5rCoPf7YHQmK3FeA1wO4+60Eb4k8wswePDLci8L7D1V5zXWYtF3xwG4/dJumC7O9ZWjbbG/axW1QTT/fIq3M6l7cVlZXh7JLHQZDa7weOI/BcE4L3ESkVPqJUqLwt7E3A78EfMzMnmxmx5nZE4FPAj8GvMbd/zP2tJcRtC37gJmdGR7/KoKWZ18C3lbrX6IkWxL69xbRl9AL+Ts7ND1jniX0Ls6lnxodDFs0NVSDrvTvrYtmfUWkTCp1KN+fE9T2nAt8IPb5FeA5wFvjB7v7x83sGcBbgA/GHroJ+Hl3H1R5sU3JUsfa1dDb9y2My1T3JhazqIvlDgq9IlI2Bd+ShbO+f2pm7wQeD9wd+BzwSXf/wZjnvNvMrgKeBBxNsPjtylkrWC8zBLY58PZVlvrewdow06xvF7S1q0MdgTcqR6hiB7cqxhWR/lLwrYi7f4cxqz/HHP/9LMdLN7R11rcN2xbPYvgtS5e2LI6rakGaAnB3rKylq3Vf0ZdSGtLBH63SVXlmaZPKHMqc7V1p6cxxG3dwS6PK3dvy1Prm7eqQZ5HaYFj/lsVp1LmwTcFURNpOM77SOlXW9CYF3ehzk7pPSL8UKVtQWzMRkfbSjK80JingVjXTubK2v7Wzu0na1tKsq+puZ1aWLpY51DHbq/ZmIlKUfoJIa0wLvXlme7ME3i4F41lQV31v3eG3jbO9i/Neyw5udVH4FZG89NNDGjVg/6HbJFlCbxR28wTZssNv3oVtbavxTbuJRRUbWMTVWefbpEHK3a/SqLO8oa5AOml2WbPCIjKJfjpIrfLM2qZ5TpGwmzRWWYrUJFcdfpdsqfwxK1zcBsV2ccuijYvU8urijm3TjAbbKOzGP6/w24zl4fpCz0m35Rn6HpNu0U8G6bwqShTaEn5n2WBNr3x1mdXwO2l2Vx0mRCSJgq+02qTQWPWCtS7W/GbZtjhLH9/tvi3P5ZSqbzu3lb3ArY7w24awuTi/1orrEJF26tcribRCmhnQ5bX9Y4/rWoeGNqpy84oqyh26FHrLKJPoYleHNlDglazM7Fgz22Vm3zWzfWZ2lZk9rI6xzGynmb3NzL4aHv8vZvYcM0tcImtm82b222b2RTNbMrObzeyFZqafGBnoH0saMSn8tqk0oOmAXVWdbxX1vXmkLXfIs6ity8pa2Bapo6sDNF9Xq4VtkoWZ7QSuA54J3Ah8FDgVuMbMzqhyrPBznwmP/zLwD8AxwF8DF5uZjRxvwLuBPwMceD+wFfg/wN+OHi/jaQMLaY02Bd64lbX9M7m5RZZti5dspdFyhyIzvoOhZ+7s0IaWZF3dtrgu0exuUtDVFsfNWV7zVC0El9ea7bEdBsULgKOBJ7j7VeHn7wdcD1xoZjvdfeosQdaxzOxY4H3AzcD/dPfd4ee3A/8MPAX4FeBdsdP8MvD/AbuAX3f3oZktABcD/wv4APChAv8kvaEfq9KYeNDN0rmhi+oM9VnqfNOqKvRO6uW7OD8Xu9mGW9WKlCu0ITSPmsUtizW7KwWdAJwOvCMKqgDu/kXgdcDdgXMqGmsLsBc4Iwq94fFLwF+FH/7cyDmeD9wGvMDdh+Hxy8BvAmvAeSmvtff0U0MqNymsTqrlTTtGHco4f1tntKUfZrGzg0gBp4f370t47JLw/jFVjOXutwCnuPsPE44/EN4fGX3CzH4MeAhwhbvfFj/Y3b9JMKv80+FxMoVKHURarOqti9OWO1RV6jBYG2bewS3rTmx5ZoiLzNoOhuXM+pZd5lBXja/KCySn43KUqd7q7t/Leb4orH4h4bHdwCrwoKrGcvdvjRnr1PD+07HPPZZgojJpfAhKJh4O/DRBqYRMoOArpZqzHU1fQmVmtdY3rSbrfOvedriossJvF7Up/LbpWmSqS3M85zzg3JznOxFYAb4x+oC7HzSz3cDxZnaUu++tYywzewDwLIJZ37eNjA/wlTFPjT7/ABR8p1Kpg7Re02UOcW26lrYqa9visjo55AnNbdi5rezODoOh1Vbu0KbaW9UCyxhHAkvuPu4HxJ7w/rAqxzKzE8zs583sVcDHgEXgN0ZmhKOyhwOjzx8Zv78zMxloxldabdaC5vLafhYqnjVe9DQ/pwNV9PNd8oOlht8yevjm6exQRJtne+Pht4ryh7bOsE4Kv2295i5aGa4xYPq/50rzLQqPYHyQhGAGF4IgWuVYfwKcGfv4t9z97xLGh6BkIuv4MkLBV1pr1kJvHgP2V1bnW+UmFllMq/MtI/wq9G7Wp9ArnXAmcEvG59xa4HwLTA6r0Q+NND98ioz1V8BlwD2AxwN/EbY7+4PYDPLClPNnudbeU/CV1ml74K271req8Julj2/TiobfOmd8217fW8cit7ZSMG+1W9z98zWebx/BBhDjRAsabptwTOGx3P3q6M9m9mrgIuAl4bF/HBufCefIcq29p98OpBZpw2zbQ28Zqm5rlqWPb1U7uFWxbXHditT5tnXbYoVekUP2AoeN2x4YiGYF0oTJUsYK+/O+BBgCf2Bmd4iND+slD0WutfcUfKU20QYU48JtH0JvXWZlE4vSzlFjqUNZyl7cBtX38m3zIrI2X5s0Yg/Bu97HjD5gZnPAfQhqZ5frHMvd/4ugPdnhrLdA2xPe33vM044L76d1nxAUfKVEWVqZxUNw1h3ZVoflh7qs6g7pA6o7XxWzvmUtbuu7qsJvlQG4zQEz6vAwepPyLPsag7Xh1NuyNz4Df2N4vzPhsXsAO4DrJ3RqqGosWF/EFs3wThof1tudXZ9y/F7Td7x0ShR6V4e3H7pJu1QResvo7FCnNtf4Vq3NJQWL82uJN+mly8P7RyU8dlp4f0UVY5nZU80ssQODmW0D7ht++Jnw/jqCWd9H2sguH2Z2JPBQ4D/i2x/LeN16NZFeGxdymwjBRRe3dXH74iVbmX5QS9W5AUaZobeKOl/od62vSOhqYAk4x8wO1c6a2VbgBeGHl1U01v8E/i4MraOeTdDv9wbg6xBsghE+/1jgKSPHPys8/kMpr7X3FHylUmWF0bTj1BWC+1qPnCb8Zl3YNlibvBKsa7O9ZW1+0dXQ2+bSAZU4SMTd9wHnA3cDLjOzh5vZScB7gQcCu9z9pvhzzOwUM3uzmZ1VcKw/BE4BPmdmv2tmJ5vZ/c3spcAbgYPAs0ZKI/6IoEb4QjN7ppkdZ2a/CbwW+AHwv8v5l5l9KsSTUlS1VXGRABt/7tb59Js6SHFZN7EY18u3zNBbd0sz6HfJQxeMC78qf+iN84E7Ai8Ero19/mLguQnHn0AwI7sI7Mo7lrv/p5mdCrwF+NORcXYDv+zu/zbynC+b2ZMIwvQ7Yg99AzjT3Yv0NO4VBV9pLdXv9ls89MYDa51lC00arFUz6xstbKtq5rfLobHL1y7Zufsa8GIzewvwOII+ude6+w1jjr+IoM9uGWN9xcxOA34KeGR4/KeAG9w9ccWxu/+jmf0E8AvAPQk2/PiQu6fpPCEhBV9ppTJD76zM9la5i1vTZrGlWRmzvVWFXwgCsGp9Awq85Vn2IfMpyp2WvaSaoBK4+80ELcRqHSssZfhseEs7/n7gPfmuTkA1vtJCXZnpLVrn25YFbm3dvW0wXIv92Tfct10XShyqCr1trp1VVwcRae9PKJkZWYJsV0Jv2y16NbPcVW1ikUZXQm+ZurzArY0BuI3XJCL1UqmDtEZVoVeL3CZbsqXWz/p2sbND0VnfrobeuMFwrnUzqlrQJtJvCr5SWJqODtPCZ10zvQrBydocfiEIwH0Lv1XW91atiyEyHoi7eP0iko6Cr9SuLeUMq8PbC4fflbX9hTezqMLAbq+k3GHJVlKVO2TdvW1cO7MNxxSc/c3TzqyMmdsiqgi/8e2Kq5j97VpoHL3e0TKNrv19mjawVSxFv++BrU49RqQKHZ1PEJFpBtaOXzDKFl/01mZdWOBWha7V0UbXO64uua31yiKSj76bRaR0WXdva6u84bULobfKWt+uhcVJ16rODyKzRaUOIgW1tdyhaVl3b6tanX18yyqR6PoCtyhQdjE4NnnNCwnnXu7QLxIibabvJOm1ttQbpzWg+d6/Synq92R92+K+U+jNJin0Tvq8iGSj4Cu917XwO4vS7ty2OD9XaHFb9ufkOlVpz69KfIFbFbq+OUSTpRrjZnY14ytSjva8DynSQ8tr+1loQZlEm1uZlSlPZ4cmVb1lMdTb17drmirVWB7OdXaGd9kGYEvpjhNpgH6FlEoc1Cxq72Wp7x2spZsa7UpHhzINKvwrV7ltcZcWtyVpYtZ6YX7t0C24huGmx0SkmG7/ZBJpiZW1fLW3WWd7F2nD7HA12xZnCb99CsBd3cQC1gNw10NwE6LQGw+/oFpfkaL000gq06VZ31ms882ygcVSircms6qypVneOt+sZQ6Ftx1u6bbFkaprfTeeq1svN02G9tGwO/qxlMfMjjWzXWb2XTPbZ2ZXmdnD6h7LzM4xswvznFey6dZPIplpB4e3T7xVbRbDbxZVhN++a+vitrjB0GoNwF2kmevZZGY7geuAZwI3Ah8FTgWuMbMzqhzLAkeb2aPM7N3AW5mQyczsXDPzCbcPZrnePtPiNqnUweHtbBmzLXDWMBsdP268Lsq6uG3A/tTlDk1vW1ylwXAt96xvtvPM3pbFSepY4NbVDg91iha1DYbBf7rF+eGhP8ePabNllvAU9f0rNPuLtpkZcAFwNPAEd78q/Pz9gOuBC81sp7tPvdCcY70U+OMcl/4h4NsJn/9sjrF6ScFXKhcPv2XM3E4K001p6wYWVYXfKqRtaRZR+C1OHR3Sqyu4xzs6xENv2wNvB50AnA68PQqqAO7+RTN7HXA+cA7wporG+gzwcuDLgAHvTXndb3D3a1IeKwn0nSS1qKtcoQ/asIlF2bKG3rzy9PKdVXWH3q6WCTTRj3h5OLfpJqU7Pbx/X8Jjl4T3j6lqLHe/wt3/2N3fB+xNeR4pgWZ8pZOqmvVdHd7O1pbNJrdNljKHtNsWD9aGtYXfOrV52+LB0GoNv02XOoyeP20QHwznGr/2njguqBjI5FZ3/17O80Vh9QsJj+0GVoEHNTCWVEzBVzqrTSUPK2v7W1vu0KSsvXzbGH7zhtc2h95IXZtYNB0ck84f/9y0EBx/vOm/ywy7NMdzzgPOzXm+E4EV4BujD7j7QTPbDRxvZke5+7QZ2TLHmmanmb0QeATwXeAfgHPdfbnguL2h90+ksDU/0PQltELeXr7LOZ9Xtjbs3pa2ly/kb2mWRZHwWkZHhyo3r4jUMevbZJlDGUG161swS6IjgSV3H/cNsCe8TzO7UuZY0/wNcBpB14gDwB8AV5iZZl5S0oyvdFqbZn37Im1XhyyzvbOqjIVxdXV2qFoTs6ZFz6Ogm90yB1hjesnCKo1PmBwBEy9iJbxfrHmsaXYDj3T3b4bdJP4G+HXgRcBrShh/5umVSUQqkba+Ny5LqUMdXR1KCa4tD7911/p2SRTWFYBrcSZwS8bn3FrgfAtMDqtRek/znVfmWOP8kODf5wXu/k0Ad3czeyVwNvDbZvbn7r6vwDl6QcFXOq9Ns75drvVdsqVWlDtUbTD0TDu4FQ2uXan1rSv81hkiy1qYNlqqoSBciVvc/fM1nm8fsHXC49HbWrfVPFYid38TCa3V3P3bZvY54OTw9v/ynqMvZuANNOm7skPvLO3g1nQP3yq3Lc4r67bFxc5Vwhgz9FO67sAYP9/C/NqhW9JxWWp4u9qaTTbYCxxmZuO+S6NZgDRhtcyx8vhWeH98RePPFH33isghabctXrKV6QflkGVxW12a3LyiLrO4c9to6I0bF4BHnzfucc34zoQ9BO96HzP6gJnNAfchqM1N0y2hzLHyiMY9qqLxZ4qCr3ReFRtj1D3rW1Vnh4F1a/Y6z+5tmcbPONvbhtBbdWeHukocBsO5Q7c6RQF3cX546DbOpOtT4E1nxQ+wvLZ/6m2l+W5AN4b3OxMeuwewA7h+QqeGqsbK497hfZ2lIp2l4CszQTvDjde18JtFHS3NiiijpRkE4beO1mZ1aSIAT9O265HKXR7ePyrhsdPC+ysaGGsTM5s3szPHPHYEQYmDA/+e9xx9ou90EWmNtpU6lNKLt11/pdaoevY0CrLRlr+D4fyhW55tgNsY1qWQq4El4JwwPAJgZluBF4QfXtbAWEmeDrzHzB6a8NjvEfQH/lt3/68C5+gNfRdLKbSJRb0GVFMaUXZXh7b18h0Ms7/TWDS4lrXAbVYWudVZMhAPq1HYHQ28CrT9FLb9Oh+4G3CZmT3czE4C3gs8ENjl7jfFn2Nmp5jZm83srBLHejPr4fjQ50bO8Y/Ad4BrzOzVZnaymT3AzP4EeDnBDm4vL+PfpQ/a9aokUlCbWptlsdDRFmhNq6OXbxFd6OpQ17bFwTmaqdcoK9iqxnfmnA/cEXghcG3s8xcDz004/gTg2QQbUewqaay441nvzHDoHO7+fTN7PHARQcCNh9zrgKe7+/cSziEJFHylNGt+gDnb0fRllGZ1eDtbc4ToLvfy7aKs4TdrH982LHCrWp0L3BQepS3cfQ14sZm9BXgcQS/ea939hjHHX0QQPisda8zxXzazU4FHAg8l2DDjE8BN7q6CqgwUfKVU8ZKHpkJwV2d926DsTSzy7N42S6IyiSLheVa2LI40sXVxWbp87XVZXTvAGtNz2HCtqs5e2bn7zcDNbRsrYWwHPhbeJKcZ+nEqbbPmBzbcZLw87cyqqvOV9pm1rg7Q/eCo2mCRbtJ3rdSmT+F3paK+vF2UZfe2rH18ofqWZm3pylDlrO9gaIdqfevQ9dAbmZW/h0ifKPhKrboUfvPU9xZR1SYWVali97Y62pnVuWVxcL6Cz5+hjg6RLs+UZt3eWETapbs/faSz6gi/2syiPaqs8W1zRwfox8K4vJraya0IhV2R7uvvqhNpVBc6QOTt6gCoq0MoT+gdrA1Tlzy0vZ3ZYNiN8FtXV4fkc3cnTEYhvUvXXLeDa0uspShvWvPVGq5GZLP2vmLIzOtC2cPqDMwcL/psd7gYDLOFkDybWBRRtEZ41ha1xXU1QHZtplpE1uk7VxpVZfhtstyhTYvbBlbNv8N231bJuG1TxoxtWxbItU0Xw6NqfEW6rXs/dUQ6og/hd5osHR0ieTo7tNnifDfKHURE+kDBVxrX9pKHtpY7LNKNOuI84bdKWbs65J2t7VLgrbud2cZzd+tlqGvXKyIbaXGbzDTt4jb76ljc1pVFalKPSeFXJRAi7abgK63QhS4PbTNgf6Ozvku20nidb57QOxh65b18yw7J0QK3qvr51tnVYZaD4Sz/3dIaDpdYS9Hj212F79IMBV+RDqsi/C7ZEtt9e6ljZlFHO7Os4bcts71VB+CqRIEwup+FcgGFXJFu6v5PnxlgZsea2S4z+66Z7TOzq8zsYU1fV93aXutbh67t3tYGWduZ1aFrXRyqqPGNdz8Y7YLQ9a4IXb522ajM19+sY5nZDjN7tZntNrMlM/u0mT1jwvFmZmeb2WfC43eb2avMbCHP9faVgm/DzGwncB3wTOBG4KPAqcA1ZnZGk9c2K8poa9bWBW7SH9HWxV2Z7Y3P6s7CDK/MnjJff7OOFYbVK4GXA98HPgjcFXinmb1yzGleB7wduAPwfmA/cC5wqcJvevpp1CAzM+AC4GjgCe7+3939ycCDgWXgQjNr7j3nBszSrK92bwtUuWVxXbLO4JZdGlFH2K2iznc0/I7eumqW/i59Vebrb86xfhd4BPAa4KHu/kvA/YAbgPPM7IEj5zgVeAlBoD7R3X8FeCDwZuAM4FnZ/gX6S9+tzToBOB14h7tfFX3S3b9I8Jvd3YFzGro2KahNfXyrUNXCtjr6+OZZ3JYm/MZbmJU5O1vH7m1VtTOb5WCozSw2W/Ml1vxAittS05da5utvprHCoPx84BbgXHf38Pi9wAvDw141co7nAWvAs9x9EB6/BvwOsAd4hZltTXm9vTabP4264/Tw/n0Jj10S3j+mpmuRCsx6+E0jSx/fPKG3jnZmwXkmPxZ/PB54ywy/0a0qVfbynaUArLA7E8p8/c061knAXYBLfHN7i+uBbwOPDgMyZjYHPA64wd3/M36wux8APgzcGbh/yuvttdn4KdRd0TfLFxIe2w2sAg+q73LaYZbKHbqo6Y4ObTStdKFri9maNAslAl2+djmkzNffrGONPT6c/b2ZoI73J8JPnwzcacz4hMeT4Xp7rfvFd912IrACfGP0AXc/aGa7gePN7KjwLZBczOxogt8Gs15b/IoI3lWph1Nukljz1cJjDNeWMz9n69wODq6lf0tvm+3ItJBugR2ssC/FcdtZJuV/IU/393RP/67a0NLP5O5fgwVLFyq2zc+xnOO/yt4hLMyln91cSFH+uq2mb4+FOdhfYdBeWKuvpy8QRILQtrnuz6Iu1NgTOa3vr2763q+0AXfO14rjwgnOLG519+/lORnlvv5mHSt6ff3KmPG+AjwWeABBcE5zPOHxMoWCb7OOBJai+p4Ee8L7wyBtakn0m2yuF8qo3imtNZ8e5jKNd7D4eHmic+NVbCIim90T+Ew1Q+feovzSHM85j6CrQR5lvv5mHevI8ONxb29Gx0crpLMeLxPovZpmHcHkPBVtf7NYw7WIiEg/HNX0BbRAma+/Wcc6Irwf95yix8sECr7NmtZ3L3rfR18nEREpy5HTD5l5Zb7+Zh2r6uNlApU6NGsfMKlQMqrDuq3geS4ALs74nMMJehDeRvDWzDdY/61Suu04Nr6teCZBWx2Zbfq699eJrHcXAPhUiWPfQtClIK8fJ1jIlec15tYC5y3z9TfrWFHt3bjnFD1eJlDwbdZe4Bgzm09oaQIQLa8v9J85LP7PswDgX4qcV9opYQHJLe7++SauReqjr3t/JXztS+uzGPaU7eL/ozJff7OOFdUMH5FwbBnHywSaFm/WHoJfPo4ZfSDs23cfgt+As7cTEBERkXH2UN7rb9ax9oT39x4z3nHhfRR4sx4vEyj4NuvG8H5nwmP3AHYA109YKSoiIiLZlfn6m3WsScdDUJqyDHw2/PjTKY6HYPMLmULBt1mXh/ePSnjstPD+ipquRUREpC/KfP3NOtaVgCcdb2Y7CWZ2rwl3ZcPdvw58DniImR02cvw8Qc/f/cC1Ka+31xR8m3U1QavXc8zsUO1OuN/2C8IPL2viwkRERGZYma+/mcZy91sJQuojzOzBI2O9KLz/0MjnLyVoV/bskc8/BTgWuNLdtQA9BQXfBrn7PuB84G7AZWb2cDM7CXgv8EBgl7vf1OQ1ioiIzJo8r79mdoqZvdnMzio6FvAygjZkHzCzM83sODN7FfBbwJeAt40c/0bg+8Brzez5ZnZfM/tF4EKC+uFXFPsX6Q91dWje+cAdgRey8W2Ki4HnNnJFIiIisy/r6+8JBDOui8CuImO5+8fN7BnAW4APxh66Cfj5sFtG/PgfmtlpBDO/b4o99CPgae5+c/JfUUaZ1k21g5mdCDyOoE/fte5+Q8OXJDPKzH6S4Idr5CS1tZp9+rr3l772k5X5+pt1LDO7E/Ak4GiCtnBXjmmJFh2/ADwRuC/wLeDScMZZUtKMb0uEv63pNzYREZEalfn6m3Usd/8+cFGG45eB92e/MomoxldEREREekHBV0RERER6QcFXRERERHpBNb4i/XMrcN7IxzL79HXvL33tRULq6iAiIiIivaBSBxERERHpBQVfEREREekFBV8RERER6QUFXxERERHpBQVfEREREekFBV8RERER6QUFXxERERHpBQVfEREREekFBV8RERER6QUFXxERERHpBQVfEREREekFBV8RERER6QUFXxERERHpBQVfEREREekFBV+RGWFmx5rZLjP7rpntM7OrzOxhOcd6qpl93Mz2mNkPzOxSMzup7GuW4sr8ukt3lP11N7OjzOw1ZvZlMxuY2TfN7J1mdlSZ1y3SNHP3pq9BRAoys53Ax4G7AlcCK8DpwDxwprtflWGsVwB/BPw78AXgpPB2ADjL3S8p9+olrzK/7gljvxh4Q/jhdncfFLxcKUnZX3czOx64CvgJ4KvAdcAdgIcBP+3uXy3p0kUap+Ar0nFmZgQvWo8Fnhi96JnZ/YDrgf3ATndfSjHWQ8LnnA+80sMfEGZ2NvC3wCAc6zsV/FUkgzK/7glj3xH4MrCXIAwp+LZE2V93M7sD8GngnsDZwLtj3/cLwJq7r5b99xBpikodRLrvBILZnnfEZ3rc/YvA64C7A+ekHOv5wH8A53nst2J3vwh4K3AY8NJyLlsKKvPrPupc4GbgawWvUcpX9tf9NQS/3DzX3d818n2/rNArs0bBV6T7Tg/v35fwWFSW8JiUY50IXOjuBxMee1t4//AM1ybVKfPrfoiZnQg8F/i7nNcl1Srt625mRwPPIihveHvhKxPpAAVfke6LXgi/kPDYbmAVeFDKsc4BLhvz2JfD+xPTX5pUqMyve9zrgduAi/JdllSszK/7LwFbgLeM+WVXZOYo+Ip034kEi1u+MfpA+GK2G7hXmtXZ7v5Zd795zMP3CO9/mPdCpVSlfd0jZnY68ETgTe6+r6wLlVKV+XV/ZHj/KTN7mJl9IOwS8U0z+z9hja/ITFHwFem+I4GleG3eiD3h/WEFz/OQ8P6GguNIOUr9upvZFoIuDj8E3lj46qQqZX7dTw7vHwF8DLgL8AlgEXgh8F4zU06QmaL/0CLddwTB25vjrIT3i3lPEK4k/43wwz/NO46Uquyv+68RtK37Y3ffW+TCpFJlft3vFN6/GHi8uz/c3Z9GsIDuS8CTgTNyXqdIKyn4inTftLcjLbwv8v3+G8CpwBvd/V8KjCPlKe3rbmZHAq8Gvg5cUPC6pFplfr8fHt6/wd3/Ofqku/8A+MPww9/Mdnki7bal6QsQkcL2AVsnPL4tvL8tz+BmdirwlwSL3l6SZwypRJlf9z8EjibYoET9etutzK/77QQzyEkdPK4kmFn+2UxXJ9JymvEV6b69wGFmNj/m8e3hfebga2Y/RRB4PwL8D638bpVSvu5m9hPAi4CbgHeXdXFSmTK/36Njdo8+4O63Az8C7mxmRdcHiLSGgq9I9+0hePfmmNEHwoUp9yGo+1vOMqiZHUcQeP8VeLq7Z3q+VG4P5XzdH03w9vlJwEEz8+gGPCo8Zin83LnlXLoUsIfyvt+/Ht6PC9HD8H77mMdFOkelDiLddyPwQGAn6y9kkXsAO4CPT1gFvomZ3Q24mmAXtyfr7e9WKuvr/gXgz8c89msEb4X/FXCQYEtcaVaZ3+//BpxC0CLtM/EHwgWtRxGUQ/yg2CWLtIeCr0j3XU4QUB4F/NPIY6eF91ekHczMfpxgpvd7wJPc/UAZFymlK+Xr7u7/SjCrv4mZPZkg+P6ufvlpjTK/3/+RYJe+MxgJvgQ7NO4APpXll2aRtjP9fxbpNjM7AvguwVugJ0QbD5jZVoKeuw8EHuDuN6UY6zCCmd7twGPd/UdVXbcUU+bXfcI5vgocC2xX8G2Hkr/fF4BvEszm3z/6fg9ney8GngY8xd0/WP7fRKQZqvEV6bjwhe984G7AZWb2cDM7CXgvwYvgrtEXQTM7xczebGZnjQx3AcFbn/8JvDY8ZtOt+r+VTFPy1106osyve1i3/3vAXYGLzezBZnYK8DcEofcjwKWV/6VEaqRSB5HZcD5wR4Ldlq6Nff5igrcyR50APJugyf2u2OePDe+fOuV8z8l3mVKysr7u0i1lft13EXzfv5KNuzJeTNDeTm8Ly0xRqYPIDDGzE4HHEfT5vNbdtb1wD+jr3k9lft3N7D7AIwnC8SeAL7j7WikXKtIiCr4iIiIi0guq8RURERGRXlDwFREREZFeUPAVERERkV5Q8BURERGRXlDwFREREZFeUPAVERERkV5Q8BURERGRXlDwFREREZFeUPAVERERkV5Q8BURERGRXlDwFREREZFeUPAVERERkV5Q8BURERGRXlDwFREREZFeUPAVERERkV5Q8BURERGRXlDwFREREZFeUPAVERERkV5Q8BURERGRXlDwFREREZFeUPAVERERkV5Q8BURERGRXlDwFREREZFeUPAVkV4ys9ebmZvZZRb4ZTP7qJn9IPz8y5q+RhERKdeWpi9ARKQhPx3e3wJcCfwcMARuAxz4dEPXJSIiFTF3b/oaRERqZ2Y/AH4c2A8cBF4CvMfdbzezOwIDd7+9yWsUEZFyKfiKSO+Y2bHAV8MPl4CHufu/N3dFIiJSB9X4ikgf/XTszy9V6BUR6QcFXxHpoyj47gX+uskLERGR+ij4ikgfRcH3cndfafRKRESkNgq+ItJHJ4f3/9zkRYiISL0UfEWkV8KODfcMP1TLMhGRHlHwFZG+icocVoCbmrwQERGpl4KviPRNFHw/r/peEZF+UfAVkb6Jgq/KHEREekbBV0T6RsFXRKSnFHxFpDfMbAdwfPihgq+ISM9oy2IRERER6QXN+IqIiIhILyj4ioiIiEgvKPiKiIiISC8o+IqIiIhILyj4ioiIiEgvKPiKiIiISC8o+IqIiIhILyj4ioiIiEgvKPiKiIiISC8o+IqIiIhILyj4ioiIiEgvKPiKiIiISC8o+IqIiIhILyj4ioiIiEgvKPiKiIiISC8o+IqIiIhILyj4ioiIiEgvKPiKiIiISC8o+IqIiIhILyj4ioiIiEgvKPiKiIiISC8o+IqIiIhILyj4ioiIiEgvKPiKiIiISC8o+IqIiIhILyj4ioiIiEgvKPiKiIiISC8o+IqIiIhILyj4ioiIiEgvKPiKiIiISC8o+IqIiIhILyj4ioiIiEgvKPiKiIiISC/8/4YwWp/atIvVAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"execution_time\",\n",
    "    contour_props={\n",
    "        \"levels\": 50,\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax)\n",
    "colorbar.set_label(\"time / s\")\n",
    "\n",
    "ax.set_xlim(0.01, 0.6)\n",
    "ax.set_ylim(0, 150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "southeast-praise",
   "metadata": {},
   "source": [
    "#### Noise level"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "id": "internal-interference",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:18:34.260304Z",
     "start_time": "2021-06-04T15:18:33.955246Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 150.0)"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Noise level\n",
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"ratio_noise\",\n",
    "    contour_props={\n",
    "        \"levels\": np.arange(0, 1.01, 0.01),\n",
    "        \"vmin\": 0,\n",
    "        \"vmax\": 1,\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax, ticks=(0, 0.5, 1))\n",
    "colorbar.set_label(\"noise / %\")\n",
    "\n",
    "ax.set_xlim(0.01, 0.6)\n",
    "ax.set_ylim(0, 150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ambient-freeware",
   "metadata": {},
   "source": [
    "#### Largest cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "id": "developmental-powell",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:18:34.562817Z",
     "start_time": "2021-06-04T15:18:34.262136Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 150.0)"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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rHF09x1W7T3Foz0kO7D/BvoPHWFodIpVbtZfrQa4NnjbKdaeW1Ju3Sc2NXrVMp8Xp+ckxKFWjaekgSQUDU82tYWuYtvokQE1CVQGsNUwlSYvIqXzNhaUBU/vDGKWGqabD0VJph1mP4muYdlIPjpiqVnrVMN1qCn87NUwXpVSU61klSfPGW5fEpRn5s+Y0viRpUTmVr1obZjvSfjVM+xXXv3DtPsHopEpFOYIpacdbb5JrQ/yxcypffXirlCRJUi04YqraGVTDdNp6ZdrvlAL8klSl3GiQ64PX+ufGFDqjueTtVXOlxUrP4vqduz5No7h+L9Y6lSRpPAamqq1GhQX1LRUlSVL9OZWvHaNXqahpFtffyrCJT1Vl5JtoJWkWcr1Jrg0OLXJ9Cp3RXPL2pVpqNi7f1WmJi2tPh931qVuvGqZ1KhW1SCyuL0nqZmCqudVdXF/zw6BUktSLd3bNXgzO4Nxq96deBtUw7ftztvlRbavEp2lPq9d9Gt+gVNq5cr1Brg/+IzRMGy0m3xmqvaUJlI8aNhnKUlGSJE2Pt1jNte5dn2ZVKkqSJI3PqXzVQkTvZKZhpvA7a5jOs6oy8iVpVjbXm2wOkZW/ue6SHvXm8JJqoxGX/jFrNi6fwu9VXH+QKmuYOo0vSdLkeJtVrTRihWZjecvi+r1KRQ1Tw3TUUlFV7ORk4pMkqQ4i4kj0m56sEW9jmhstqk+C0nSZkS/tbLm+xOba4K9cdyXhpEVEMyK+LyLeEhGngE8DZyPiExHxnIj4kln3sRcD0xFExFJEvDQirtuize6IeHpE3BIRZyPi3RHxfVu0j4i4LiLeU7a/JSKeEjGBVPQ5ttQVlG5Vw3S7paIkSdoJypHRVwIvA+4FfBz4I+AtwF7gZ4C/iYh7zqqP/XgHH6D8xPGlEfEo4E3AdVu0XQFuAn4J+Dfg1cDVwO9FxC/3edqzgZcCB4FXAaeApwI3GpwWRq1hOvh6vefoZ7l+1MQnSTtBbjTIjeYQX4Yf2xER1wzZ9DuARwLPAPZk5l0z8z9m5v0z8yDw9cAa8PwJdXXbfGcM9lrgH4H/Ddx3QNufBe5P8Ub42sz8buDLgXcAT4uIu3c2johvAH4eeANwbWZ+L3B34IXAw4EfqfD32PF6lYpqB6G91pdWpYq1qJIkDeG/RcRby/hhK7cHEnhpZp7vPpmZbwX+Dviy6rs4HgPTwV4N/BxFoPi8fo0iIoCfBD4KPDUzEyAzjwNPKJs9petpPwFsAj+SmbeW7TcphtiPAU+OqHi4cAfprmE6aXXPyDfxSZJ2tsz8ZuBZwIsi4saIuLZP01cCp4E3R8R/KZcMfmtE/D8R8dMR8UbgIRQztrXi6uMBMvMF7f+OiAdv0fSuwFXA9Zm50XXubcC/AA+MiMjMjIgGxZviHZn5sa6feSYi/hT4HuArgL+t4FeZS9vd9ak7I793G4c6JalKm2Xy0+B2m1Pozc6UmX8cEX8C/BDwuoi4CXhKZn6qo82HI+KbKALPn6MYPW0L4FbgVzPzl6bY9aE4xlKdh5XHD3SfKEdPP0ixjvT25cP3AI70al/6YHms3cLkaal6bekopjk97/pSSdIoMnMjM/87cC3FcsN3l4nXezvavKU8/83AE4EXUYy2/jBwu8x84vR7PpgjptVpD6d/pM/5jwAPBu4G3DJke8r2Y4mIK4GjIz7tjuP+3HH0Kq7fy6i7PlVZbH+QaU6tO40vSYsnM88AvxIRvwM8Cfj7iHg28KLMXCsHxm4uv+aCgWl19pXHM33OHyuPe7bZfhyP4/L1rbW1VXH9QbZbKmq760dNfJKki3Iz2Bwi4z43/eNZpcz8LPBTEfF8igTsJ0TEL2bmK2bctZE5zlKd9vD5Wp/z7ay41W22Vx+9dn2SJGnRZObHMvN7gO8GHhsRb4+IB8y6X6NwxLQ6g+ae2x8P2x8GRm2/EJqNrXdL67UdKfQuFXXhORMsFTWuRVpf6q5Pi+3oyjpHV89xZNcZju49zoH9J9h38BhLq5dVspE0hLKI/u2A/cAtmfm59rnMfCfwkIj4ZuD5EfFJ4Bcy8/2z6e3wDEyrc7I89puHbkdUJ7bZfhwvAEYdzr8jcGMFP7syzfJ/1Va7Pl3SvsL1pHUvFVV3BqWLp9WAq1fPc2T1LEd2n+bovuPsP3CcPYePzbprmqDhs/K7i9doWBFxb4r1pI/g4iAWEfGPwK8Dv9WuDpSZr42Im4HvB14TEX8OPDkz/3nqHR+SgWl1jpfHvX3O7yqP7UBz1PbblpmfAT4zynNiBqWUGn1KQy2xQmvgAPNF45aKct2oNB6DUmkyyhHQV5ff/h3wPuCzFAnVd6MITO8fEd/ZUU99E7ghIv4X8Hjg7RHxMuDZZa31WnEcqDrHymO/XRTaWe7tN8Go7RdKM1osxUrfklG9iutvN/Fpu7YKYM2SlyRNwLOAfwLulJn3zMwfyMyfycxvycwvBX4UeBTFlqOXyMxbM/NXKequLwHvj4ifmGbnh+HtszrvKo/99rG9FjjHxWL57x6iPRTF+dVDVaWiBk3TO40vScPZ3Ciy8gd/OTW1TfuBT1EEp728i2J6f3+/C2TmFzLz5yiC19rd4ZzKr85NFDsrXJb9FhHXUIyM3lzWHCMzPxER7wXuHRFXZObpjvZNipqnp4A3T6PzGk0V0/1VJT45OitJC+PXgV8DPhIR/4diV8nTwGGKnSK/lWJ6/w2DLpSZ/wg8f2I93SYD04pk5mcj4s0UazvuVWbEtf1Uefw/XU+7EfgliqH353U8/u0UmXavzExTViVJc2FzY4mN9SGSnzYMP7YjM38jItaBJwM/2X6YYpQ0gVcBP56Zt86oi2PznTFARDwauG/57X3K46Mjov3fN2TmW8v/fhLwRuCPynUb7wO+D/hx4EPAi7su/2vAY4FnRcQaxajr1wC/Q1HH9MnV/0b1N+yuTzC4humopaJMfJIk1Vlm/lZE/C5wf4p8lL0UO0q+KzM/Psu+VcHAdLAHAY/ueuyB5RcUa0DfCpCZb4qI76PYj/bVHe3fB3xr9yeYzPx8RDyUYuS0czj9C8B3ZOYHq/kV6q8R1b4Vp7n1aDen1iVJk5SZ54D/W37tKAamA2TmdcB1I7T/g7Jm2COAK4H3Aze1a4r1aP+3EXEX4FuAOwH/DNyYmSd7tV90vWqYdhbXH7VU1HYSnxxVlaTe2slPw7STejEwnYDM/Dfg+hHan6NYF6I+mrQu7PrUq1TUwOfPcAR1khydlSTtJN7WNHPFrmqFRlfd0lGL68/asIHiIm1FKknSsBwxVW31K64Pl9cwnVZxfafxJak/s/I1LkdMVUtLfbYn1UVO40uSdhpvbaqNZmN5cKPtXLdjfelWiU+Ohk5GM3LWXZAkzQnH0jVbcXkd0q2m8Ecxag3Ty/ox4sc2RzAlLbqNjQYb64O3i94YInNfi8nAVHOrX3H9nZqBP28cKZUkjcqPLKqFRrmmdJRdn7oNU8O0DqrIyK/76KxBqSRpOxwx1Wx0TOG3d33qLBXVjNaFUlHtGqZLLF1Ww7TpZ6vaMSiVFtfmZpONzcFT+ZtDtFFvEfEM4K8pNu9Zm3V/qmZgqunrCEo7a5jOkolP0nhWm8nRlTWOrJ7lqj0nObTnJPsPHGfP4WOz7pq007yZYkfK3y53mnw58Gf9dpicNwamqp1BpaK6a5gOa5StSCdlEabxtTj2tjY5unKeI6tnuXLPCQ7uO8n+A8fYtf/UrLumGTH5afIy87XAayPiCuCRwE8CL4mIP6YIUv8qM+d26sp3hubeJIrrm5EvDa/Z2Jx1F6SFk5mnM/N/ZOZ/AL4KeBfwy8AtEfFfI+Les+3h9ng7VS1UVcO0nZE/bqmoXuow3W8ALEnqlplfyMyXZObDgK8DPgY8LyI+HBG/EhF3m3EXh+ZtTnOpX6mobpaOkqTpaSc/Dfoy+WlyMvPTmflbmXl/4MHAF4CXRsT7I+LJEXGnGXdxSwammpleiU/bLa4/TqmoOoyESpJUtcz8ZGY+NzPvBXxb+fCrI+KdEfGzEfGlM+xeTwammrlGj2SnzlJR/UyqVNSsEqMkSZqUzPxwZj49M78S+EHgEPDnEfFXEfETEXHVjLsImJWvaeuxBWlbv+L67Rqm42hNcEp/2HWfVWTkS1KdmZU/HzLzvcB7gV+MiK8Fvht4R0R8iCKz/39n5hdm0TffGZqJ9jR+u7j+MFrZ2napqE6OiE6OxfUlab5k5tsz86eB2wNPB74GeNWs+uOIqWqhe9enYXWWitpOotOw60tdhypdZP1SaefJzE3gjeXXzBiYau4MysifRKmocTmNr3l3dGWdo6vnOLLrDEf3HufA/hPsO3iMpdXzs+6aamRzs8HG5uBpqc0h2mgx+c5QrQza9WmRWcNUs9IZlB7cfcqgVNLEeKvTzG2nuH5nRn6/UlHWMJUkab44la+p60x86iwV1bm2dFCpqEmZRGKU0/iSFsX6ZoP1jcFJqutO5asP3xmano5SUd3Z+NMqFVV14On0+kVm5EuSxuWIqWpnicuD1F6lopbH2O0J5isj3wBY0jzY2GgONWK6MUQbLSZvd5orgzLyx2F9U0mSZstbsXaEdqJT1aWi6jBaKknSojAw1cxtt7j+VuqSkW/ik6RFsrEZbJS1TLf+qscfx4i4XUTcEBGfjoiTEXFzRNxn1v1aZAammjvNmrxtp7Xu0/WlklS9iLgGeCvw/cC7gDcA3wD8RUQ8fMRr5YCve1T+C/Tuxy9HxL8f0OYbI+KdEfEV0+jTqEx+0sw0Kiim36+G6cXzw2Xk9zrnNL4k7UwREcALgCuBb87Mm8vHvxx4G/CSiLgmM8+OcNlPAX/c59znxunvCJ4KvBD40y3avAO4Cng88Ngp9GkktQhMI+II8FXAOzPzxKz7o9no3PVpOzVMR1lfatApSdXbyCbrm0Nk5efMs/LvAjwMeGk7KAXIzL+PiGcDzwQeAzx/hGt+KDNrF+h1y8yzEfF24Otm3ZdeahGYAj8APAf4S+CBs+2KpmmrXZ9aOfqOUDuN0/iSNBEPK49/2OPcKykC0wcxWmA6ExHxpV0P7e3xWNsVwN2AB8AMdrEZQl0C028tj786qGG5KPkDjqwuhiWWaOXl/3a2qmE6jcQnA8ZLWVxf0pxpB6Yf6HHuFmANuOf0ujOWjwOdf4S/p/zaSgD/e1IdGkddAtNrgE3gz4Zo+xjguoj49szst5ZDc6zVo8B+d3H9TpMIRKuY6l+UjHyDUkltm2XW/TDtutwxRv9b/tnM/MyoTypdC5wHPtl9IjPXI+IW4M4RsT8zjw95zWZEPB74EeC2FLPAz8nMv9xmH4f1MorANChmoD9MkdTVzwngncDLJ9yvbalLYHoUOJaZtw7R9n8BPwh8O/0XGaumInpPzw9TJmqc4voWz58Mg1JJFblxG895GkWyz3bsA85mZr8/YsfK4xXAsIHpN5Rf7wJeDzwceHhEfFdm/tE2+zlQZl7X/u+I+AHgzzLzcZP6eZNWl9v1cYo1EcN8XHozxSeDe0+2S6qjzlJRnRn5vRKfWjWpZbpTGZRKmmN7Kabr+zlfHldHvO6TgHtn5ncC9yuv8+KI2D96F7fljcCHpvSzJqIugen7KRbhfu2ghpl5muKTzBdNuE+aQ9uZ1nc0VZKqsb7ZYH2jOfhriOn+CRtUr7B9Mxm2ox8FbgKe1R6Fzcz3U0yzHwR+fDudHFVmPigzf73f+Yg4OOQg4MzM/J1Rei3Fm+AXBjWMiCbFJ50rJt0pTUezcfHvw9LAvxVbJz4NY9z1oyY+OVoqqXKPBO464tcLxvh5J9k6K7297myoROvMvCYzv7nH0oDXlceHjNi/bYmIr4mIF0bEvboe/4GI+BDwb8DxiHjSNPqzHXVZY/o7wBOBR0bEr2TmVv/D7k7R73+eSs9UuUZM921X5YjosEHpoiQ+SVKnzWywkUMkP13e5qPlCOO0HAduGxHNzNzocX5XeRy3AlA7VrnzmNcZ1nUUSeLPbT8QEfcHXgqcoxgI/GrgP0fEpzLzJVPq19BqMfZTZrz9cPnt/xcRf9prq6yI2AM8j2KN6dum2EVVbNCuT61cZmmIz03TKA01K47MStLEHKMY5Lpt94mIaAB3oFgfem7Mn9N+/rTWmD4CeE9mfqTjsWeWx+/NzEcAXwF8GvihKfVpJLW59WXmq4DvpViM/HDgvRHxroj4zYh4WkS8GPggcP/yKeMM4asGmo1lGh3Z+L0y83vVMB1Gv8Sn7ml815dK0kJ6V3m8pse5LwZ2A2/bImt/WF9WHqc1GnwbivWuAETEFRQ7PP0bZeWDcjDwrygC1Nqpy1Q+AJn58oj4B4qdFr6eYrj5Hh1N2mHF0zPzz6fcPU1J93akvWqYtsZcZzpJVUzjO1oqaR6tbwZrQyQ2rW/OfLbrTyhGDB/A5TXUH1oeXzvMhSLiocDb+2z88zXl8T3b6eQ2nOPSQccHU8R6r8/MzY7HG1yMqWqlVoEpQGa+B7h/ucPTIynWlF5FUYD//cBLMvNNM+yiJmBp0NQ+zUtKRfVS1bR+FcX1x2FQKkkT93rgLPCYiHhuZp4EiIgW8PiyzWsGXaTMcP9N4N0R8ejMXOs4d7i81nk61nxO2NuBB0bElwD/AvwYxfLH13W1+0qKHaNqp3aBaVtmvg3XkapLr4z8XjVM26Y9Vb8ISU9m5Euad5l5MiKeCTwdeE1EPJEi0elpFANiN2Tm+zqfExH3BR4NvDUzbyivkxHxQuDXgNtHxK8C76XYWep5wAHglzPzY9P5zXgWcDPFtqpnKSoYvRv4/Y7f4wHAXZhesDyS2gamWhzD7PrU+3nTjQIdyZSkrW0MuSXpMG2m4JnAYeAJFJv3tL2CYqSx212AH6Uoun9Dx+O/QVF66qlA5w5P54HHUlQemorMfENEfBfF77SHouD+07qm8f8DRfLXb0+rX6MwMFWttIaoYzpofemsEp8WYbRUknaKMlj76Yh4EUWd0Rbw5sx8R5/21wPX93g8gedExO8B30SRgPRe4C2Z+bnJ9L6/zHwl8Motzv8M8DPT69FoDEw1M41oXVJcvw5mvb5UkjRdmflBiqo/417nX+kRuM5KRFxDsaPm3sx8UflYUFQ3OpeZfz3L/vVjYKqpa8QKzcbyJY81ozXUrk+SpPpaz8ZwWflDFOHX9kTEgyjWt34VReZ9Ai+CC2tivwv4/oi4JjM/Pbue9uY7Q1PVvetTM1oDM/KH0Wu9aedU/byMhLqOVZK0XRHx9RQZ+MvAt9N7BPfJQJNix83a8Taomek3jd/e9amVrZ41TOFiINqdkd9vfenlP3uEjmLAKEmaC78EnAYekJl/TI+dq8p1r2+nqHFaO07la2oiLk7fN3rt8sTKZcX1i8cH1zCtwqxHVQ1+VSeHljc4vHKeI7vOcOWeExzcd4J9B4+zsufMrLumGtvYDNaHysqfk2ms+XMv4E8z898GtPskF4v/14qBqWph3teXmpGvneA2u9Y4vHJrEYzuP8b+fSfYe+g4jdb6rLsmaTifBw4O0e6uwAcm3JdtcYxGMzdsHdPlaNR6K1JpnrXKf1pLjU2WmhsXHjco1Sg2sjH0lybijcBDIuKr+zWIiO+l2ETgDVPr1Qh8Z2jHG3eKfhpT7E7jS5Iq8GTgM8CfRcQPAbvaJyLii8udqV5MscX702fTxa05la+ZqiIjf1S9Ep9mvb5UkqRxZeanI+IRwMuA36UoFUVEnKDYnjQodrl6dGaenVlHt2BgqqnrrmHabVBG/nA/Y9tP1RaakbPugqQas47p7GXm30TEPYAfAB4IfCWwCfwd8H8z83/NrneDGZhqZrrXljZp0cpLg9YWlwen3aWiLnw/ZKmobluNljqNf5FBqSTNh3K71eup0U5Uw5qTW6J2siVWaG2RlT+NUlHqrxlpUCpJcyAiXhwRvzhC+6+JiJ+KiAdMsl+j8I6vubBcUTb+JKb4d2qpKANSSaPaTNjIGPi16Z+WSXkkcPthGkbEz1EU2n8eRbLUf5lgv4ZmYKqZaO/6NGypqNGuffG/ByU1mfQkSdpB3g7shwtZ+F8dEbu6G0XEbYBnAB8BrgPeAvxsRNxnin3tycBUtdQr8WnaNUxdXypJmjOvAu4ZEX8H/CPwTuBkRLwkIg53tHsg0AJ+LjNfBnwnRYLUY6bc38uY/KSpagwoD9XOyIfeiU/dxk18kiRVZ21zuKz8YdpoW24B7gh8AbiBYieoe1CMil4bEd+YmevAV1GUkno3QGZ+KiLeCnzdDPp8CQNTTUdcDDIb5fR9Zw3TXhn5xeO9/3i1M/JH4fpSSdIO90sUBfbvnpmfbj8YET8OPB94FPCHwN7y1Kc6nvtxih2hZsqPLJqpQRn53ZoDRkatXypJWmD3pqhV+umux6+nKK5/z/L7BkBmbnS0aQAbzJgjppqaRlx8u42S9LTdjHwTnyRpujbLrPth2mkiPgTcPSIiMztrH3xtefxoeWwCdLW7E/CJ6XSzP8eXNDP9gtOlbA61vnSShklKGnca38QnSVLFXkSx09MbIuLREfHNEfELFNP3x4FXRsRu4H5l+68EiIg7UYy2vmkGfb6EI6aqjc7EJ7h0fWlnRn5VOz6pP+uXStqO9QzWNgf/TV53xHQiMvNFEfElwM8D7aL5AXwYuJpiRLRVfp0C/mdE3ECRHLUJvHDafe5mYKqpajZ6JTj1Tny6rF2N1pea9CRJqqPM/KWIeDFwf+Ao8D7gdcCe8rEVimz82wJ/Avxq+dSfyMwPTL/HlzIw1WSV2fgRFwPPdnF9YGDi0yx2fHKKXYto79IGVyyts3f5PLuXz7Fr9Vau2H9y1t2StA2ZeQtF6ahOJ4E/7fj+HyPiy4CvBz5QPmfmDEw1NZ01TJcG1DPtp3sav2+7CSY+OVqqnaDVgKMraxxeuZWr95zk0J6T7N93gv1XfW7WXdMc2xgy+WmYNhpdRPw28LeZOdSUfGYeoxg1rQ0DU01OXJ7A1NjGFqRb7fg0r+tL6zwq6/rSnW1va5OjK+c5snqWQ7tPc/TAMfYfOMau/adm3TVJ4/tGihHQma8V3a4a3x61U3RO43da2mIav19h/b7tt2juNL4kaUG8AvjKiPj3s+7Idnkb1mR0jZZ21jAdZNxSUXWvT2rwK2mnWk9Yyxj4te7EzKT8V+AfgBsi4pGz7sx2OJWvqetXv7SVLZbyYlDamfg0aE3ptFi7VJJUY98NvBz4ReBVEfE+4D0UW492fxzIzHzSlPs3kIFpDZTFbp8IfB9FnbG/B56Xmb8/045V4NJs/N5T+q1cZmmEt+K4QWrdR1RnyfWlkjTXXkgRgLbvdHcrv3pJwMB0EUQMvLt/dWb+Tdl2BbiJorbYO4G3URTF/b2IuENm/udJ9nXWmmydDDXNxKdFH800KJU0rvXNIQvsD9FG2/KDs+7AuAxMJ+dTwB/3OddZj+VnKYLSZwC/nJkZEfuB1wNPi4gbM/NvJ9vV6es3nb+VdqmoLdt0NZlm0f1B6hz4GpRK0vzLzBtm3YdxGZhOzocy87FbNYiIAH4S+Cjw1MxMgMw8HhFPAN4CPAV41KQ7Oy2dxfWru2bll5QkSTNgYDpbdwWuAq7PzI2uc28D/gV4YEREO2idJ+31pY1YuqS4ftugXZ/aOteUzuv60jqPlkpSVSywr3EZmM7Ww8rjZXvTllP6HwQeDNyey7cWq68ehfXhYnH9YXZ9GrQVaa/1peNM4y9y4Og0viTtHBGxC/h54EHANfQvDZqZedupdWxIBqaT04yIxwM/AtwW+EvgOZn5lx1tri2PH+lzjY9QBKZ3Y4zANCKuBI6O+LQ7bvfndRqlfikUNUxHKa4/zWl8tyKVpK2tJ6xtDtdO1YuIA8DbKe7hg+5apyfeoW0wMJ2cbyi/3kWRyPRw4OER8V2Z+Udlm33l8Uyfaxwrj3vG7MvjKNaq1tISS5fVMIVLM/KHSXzS6BwtlaQd5dkUo6RPA14EfBo4B/x+Zv5QOZr6M8AvcXFwrFYWeAJzKp4E3DszvxO4H3AeeHGZdQ+wtzyu9Xn++fK4OrkuTl4jVi7UMG1n47e3I21l79qmW9lumah+60uHmcZ3tFSSNAceBvxFZj4tM/+1zE85SzlrmplnM/MZFEnXPzW7bvZnYDoZH6WoTfqsjkz79wMvAw4CP162G7TYsh0Ozd3r1FlYfxzDJj5ZJkqSZm+zTH4a9LVp8tOkHKUoV9npw8Ddux57B/DAaXRoVE7lT0BmXtPn1OsoptUfAjwTOFk+3q+oZzu6OzFml14AvGLE59wRuHHMn3uJdqmo9qjpoOL6g683dpcWmtP4krTjfAS4U9djbwd+NCLumZnvLh+7mopySapmYDpd/1we71wej5fHvT3aAuwqj2MFppn5GeAzozwnKthVqV+ZqGH0W186i2n8cThaKkmaoj8HHhcRV2Xmp8vHXgk8FnhORHwn8PXAQ4GPzaiPW/K2OV3nymN7jemx8vhlfdq3P80c73N+LjQby0OXimrSGFgqatp24vpSR0slTcL65vBfmoj/SpFQ/T3tBzLzz4BXUZSP+gzwRxTx33Nm0cFBHDGdrnYA+v7y+K7y2G/q/1qKYHbHbUnaWVy/nZHf4tKs/K3Wl241jV+XKf66jpYalErSzpSZ/wIc7nHqeymy8b+eYg3qDV3lK2vDwLRiEfFQ4O2Z2Wv6/WvK43vK401AAg/ocZ1rKALZmzOzXzmpubdUwVtw0G5O4+z2tBNHSyVJiyUzz1HkttReTcd05lMUCzN/E3hhRLS6zh0GHk9RAuq5AJn5WeDNwP0j4l5dl/up8vh/JtnnaaqiVFSV6jqiOUmOlkqapI0siucP+trwT5H6WMBb8+SUpaFeCHw38MaI+LaIuGNEfAvwFuAA8IzM7Fxw/CSKslB/FBGPLNs/haKk1IeAF0/1l6iZeS2sv4hBryRJ43Iqv3q/QVH+6akUC4zbzlNkxf1OZ+PMfFNEfB/FDg2v7jj1PuBbM/PWSXZ2VtqlojrXlw7airSdkT+t9aU7bRrf0dLF1WrA0ZU1Dq/cytV7TnJoz0n27zvB3kPHabTWZ909SSOKiH+p4DKZmbet4DqVMjCtWDlq+pyI+D3gm4DbAO8F3pKZn+vznD+IiJuBRwBXUiRH3ZSZG1Pq9sR11zDtZzkatKKxZTH9UWx3falBqebd3tYmR1fOc2T1LFfuOcHBfSfZf+AYu/afmnXXtINt5HAZ907lj+3qWXdgUgxMJyQz/xW4foT2/zZK+7pr1zDtVSqqnZE/bOLTKDs+DWuSU+1O46sOWpE0I1ldWqfZ2KTZ2KC1cn7wEyXVXmbu2DuNgakq12s70u0kPs3r+lJJWlTrCWtDjIauO2KqPnZsxK36aE/j97KUzb7nel9re+dGsdOm8SVJmhcGpqpWXBpoNjrWlPZbXzpK4tOlj22jf5IkqbacytfUdWbkd2onPlWlX+C6aOtLTXySNC0bm8XXMO2kXmp4G9VO0WxcXEfanfi05fMiLqwvrSo7f1EZlEqS5omBqSau1xT+MBn57aC01zT+dg0a0RxnfWkdR0slSZonTuVranpl5LfXlw5Tv7Qzual7mr7Kwvo7haOli2m1mRxdWePI6lmO7D7N0X3H2X/gOHsOH5t117QAzMrXuAxMNRGNGDxl3y8jv9WIsafwFz0xyqB0sRxa3uDwynmO7DrD4d2nOHLgGPsOHmdlz5lZd02SRmJgqonq3vGpnfg0rGlO49f12qMyKF0st9lVbDV6ZNcZrtx/zK1GJc01A1NN3FKP0dPujPxRTGoaf7vrS+sUlGqxtHzvqWY2c7iM+00/P6sP/6xpYhpdSU+9tiIdVL/0QrsR3qmLPo0vSdK8MjBV5RrREXgOsRXpcoW1S/uZVDa+o6WSJFXHqXxNRGcN037rS1tcTH7qlZE/zPrSKqbxd9IWpK4vlTRLa5ms5eC/Q8O00WJyvEcT02ys9Cys38rWlhn5Wxk0Td/rvKOakiTNB0dMNXFLHUHpKIX1L3w/yWz6HVRQ39FSSbO2mcnGEKOhm46Yqo+a3Vq1k42yvnQ70/iLnPRkULqYVpubrDY32LW0zkprjeXlNZZXz1kqStLccsRUlYq4PPjsp52RP2jHpzqq02ipQeliObqyztHVcxzZdYaDu09x5NAX2HfwGEur52fdNUkam4GppmKrxKcLj/VYX7rVNqTj2glJTwali6G9zegX7T7Nod2nObTnpNuMqpbWN5O1If4urVvIVH3UaNxHO0UjVmhE60I2fqetEp9GMew0fp1GNqtmULrYmktO10vaeXbwbVt10IxWz8L6UKwvbXWtMe2c0h836WlSQWkdgl2DUknSTuRUvqaiV+JT2zD1S53Gl6T624ChsvI3Jt8VzakajP1oEQ27FekwrF0qSdLO4O1b1Ynh1o4Om/jUz9hT/DuodqkkSTuJU/mqxpBB6bAmWVRfkjQZ67nJWm4O1U7qxdu/pqo7I/+SZKc+tUxHXV+61aimo6WSJNWXt1qNr2O0tBFLNBvLNBsrLMUKS6xcqGHayq5apn12fdqKuz1JkrRzOZWv8ZRBaXvHp3YN027dpaLmjaOlkjTYWm5yfohp+mGm+7WY5jtaUG01ywL7LVYuKxXVpMFyx2hpZ+JTd6mozhHRYUZLJzGNX6eg1PqlkqSdzMBU23fZaOnWb6elbPbMyIdqC+vvRAaki63VSFqNTZqNTZYaGzSXrAKpetok2WDwaOgm/k1TbwamqlTn+tJO3etLoQhGtyoTtdX60ZETonbAaKkWy9GVdY6unuOq3ac4tOckB/afYN/BYyytnp911yRpYgxMNZbO0dJGVzDaTnwaZitS6L3jU9swo6hVB5EGpZq2Q8sbHF45z5FdZ7hyzwkO7jvBvoPHWdlzZtZdk6SpMDDVVLSn8Xvt+NSvTFQ/0xgtrUtQ6hS+pHmyxgZrQ2w4OkwbLaaa3H6l8dQlkKySQakkadHswNu5pq0z6alRZuN3ZuS3snVhtLQ9jd9eX9oeLW1P47en7Ptl4y/SaKkkSYvGqXxVont96Si2WlsqSZofG7HJegyept8I65iqN8eGVJleOz4tsXTZNqT9nz/cY92qHOGsy2ip0/iSpEVUk9uw5k4MF2y2bTWN363fdP20CupLkqTZcCpf2xaxfKFMVLOxvOX60n7GmcavOiity2ipJM2r9VhnLdaGaif14q1YlWk2tr/OdNa7PRmUSpI0e96OVYlGFDs7tdeXduucxt9Kv2x8SZK08zmVr7E1G8uXP9aR+NRdVL97fekwAWj3+tIqp/HrNFpq0pOkebbBOusMnqbfGKKNFlONbsmaR3UrE2VQKknS/HLEVJVoNlYuS3wa1bhF9Q1KJWm21lijEeeHaif1UqNbs+ZNe8enzvWlnToz8lvR+622ndqlvQLKeS4NZVAqgFYDVpubrDbXi6/l8ywvn6e1MvgmL0k7hSOmGkt7fWl7tLSzsH7bchmUtuuX9jJK7dKdxKB0se1tbXJ05TxHVs9yaPdpjh44xv4Dx9i1/9SsuyZJM2FgqrF17vbUOY3fb8enQZn5baMW1B9FHabxDUoX19GVda7edZYju85waM9JDuw/wYEjn6fRMiFE822TdTaGmKbfNPlJfdTg9qx5FNF7DWmTYlq/la3y+4ujpZ06E58sEaVF12wM3ltckhaBI6batkasXFhf2qk9jd+9vnSUMlGjjJbOc9KTFstqMzm6ssaR1bMc2X2ao/uOs//AcfYcPjbrrklSLRiYamyd2fjdlvskPfW8zla1SSsKSuvCafzFcWh5g8Mr5zmy6wyHd5/iyIFj7Dt4nJU9Z2bdNaly65wnODdUO6kXA1NNROf60u6kp37T+NNQh9FSg9LF0Dk6etWekxzac9LRUUkaoAa3ae0knfVLu3d82moaf6u6pTtpCt+gVJKk/hwxVeXaiU9wef3SSez2NAyDUk1LZwmoK/ec4OC+k5aA0sJwKl/jMjDVtjUby5eUiuqsX9qieWF9ab+kp/bI6KRHS2cdlBqQ7nxHV9Y5unqOI7vOcHTvcQ7sP8G+g8dYWvXmK0mjqME4knaKXvVLm9F7bemiMCjd+fa2NjmwvMb+lVvZt3qG3btu5Yq9pwxKJWkbHDHVtrS3I21rZ+R31y8dx7yPlhqUSlo0m6yzkRbY1/Y5YqqxtEtFQVG/dCmbl9UvbUZcGC0ddhrfoFSSpMXjiKlGF0Xg2bgQkBbrSztHSzvXlw5jmLJR81qzVDtbK5JWY5NWY5NmY5NmY4PmkqNBWkwbeR76bEd9WTupBwNTjWUp2lP4yxdGS5ejQSsal21DutVo6SXX7PH4vJSGcqR052s14OjKGodXbuXqdn3SfSfYf9XnZt01SZp7BqbalkZc3OWpxQpLLNGieWFtabuofnsavzso7TTtIvuTYlC6s5l5L0mTZ2Cq0URHxn1j5cL60rb2aOkg/QLVeR0tNSiVJNjIdRgi+WkjXe6i3kx+0vCi97qh9vrSQZn4g0ZGDUolSVpsjphqZBHLgxttoddo6bhBqWtKJUmafwamGlLXvveNZZrRYomVC4lPnUlPvdaXjqLuQakB6eJYbSa32XWOI6tnObT7NEcPHHOLUamPzc3zwOA/4EU76XIGphpJxDKNWKIRrQsZ+Z3aQWm37kz8YWqWDmPaQakB6WI4tLzB1btu5ciuMxzcfYojh75gopMkTYGBqYZ2MShdodkoy0R1ZOR3Jj31Gi3tNXJaxbrSaTEo3fnapaCu2nWGI7tPc2jPSQ4d+gJ7Dh+bddckaSEYmGooEa2OoHT5wo5PnYlPnVP4nbqTnrZKgqr7FL52Pj+ASNu3meuQg/84b5qVrz4MTDWURjQvBKXtafxd7LuwvrRbv9HSrabw6xqUGqjsfHtbm1xd1ig9vPsURw4cY9/B46zsOTPrrknSQjEw1VAili8EpcvNPRdGS9vT+MvRuCThqa0V1Qel02RQunPdZlexe9ORXWc4tOckhw9+gb2HjtNoOZIjSbNiYKqhNaJFs7HCUqxcyMZvT+O315e2g9Jm49JAdN5GSg1Id7a9rU1WmxvsWlrnipVb2b3rVpZXzxmUSmPayDVyc3C7zSGK8GsxGZhqKM0yKF1pFKOlq+xhiaULZaKacXFt6aCEp07DBqUGpJIk7XwGphpKI5YubD/aOVraolhf2mpczMIftjRUnYJSA9Kdr3Ove0tASZOReZ5NBg+ZpslP6sPAVCNpRutCiailbF4yjT9KUDoMA1KNy3qkkjRfDEw1lEZj+cLa0naJqHbSU+c0fj+jriudZFBqMCpJUj1ZCbIGIuJ2EXFDRHw6Ik5GxM0RcZ9Z96tTs5zKb7HCrtx9yWhpexq/32ipQakkLYbN3GAz14f42ph1V4Fq77/zcC+fB46YzlhEXAO8CbgauAk4DzwM+IuIeGRm3jzL/rU1Y5klVljNK9i1udp3tHScoHTSU/cGpZKktirvv/NyL58HBqYzFBEBvAC4Evjm9hs3Ir4ceBvwkoi4JjPPzrCbADRYYpU97MpdtGiyK5ZYbTQvSXpq67Wz0yxHScGgdNG0txY9vHIrV+85yaE9J9m/7wT7r/rcrLsmqQaqvP/O0718HhiYztZdKD5RvbTz01Rm/n1EPBt4JvAY4Pkz6t8FSyxf2OWpMyhtj5Z2FtK/8Jzy+1kFpQaji2Vva5OjK+c5snqWK/ec4OC+k+w/cIxd+0/NumvSwshcAwZP0+cwxU4nq8r779zcy+eBa0xn62Hl8Q97nHtleXzQlPqypSWWWWKJVVqXBKX9RkuHDTarDEqbkZd8aTG0GsUuTre/4jR3PPB5vuzIZ7jNlZ/hytv8q0GppH6qvP/Ozb18HjhiOlvtN/MHepy7BVgD7jm97vTXYIlWtliOBqvNxiU1SzvXlQ5Tp7SqYNTgU1txFydJW6jy/js39/J5YGA6W9dSLJD+ZPeJzFyPiFuAO0fE/sw8vt0fEhFXAke30beL/dk8R3KatcZ5zmw2aQQsZRGULpXxYTOAjfLYw4WAdBvJmA2D0JlZCji0vM7h1Vtn3ZW+9u4+za7dp9nce4ozB05wBvjU52fdK6kePnb8srq9y5P7aRtDTtNf9jf9jjGg7GAPn83Mz4z6pFKV99+p3MsXhYHpbO0DzmZmv6jrWHm8Ahjnzfw44CljPJ9/OvcW/mmcC0iS6uJLgPdM5tLbLgN14zae8zTgqdv8eVXef6d1L18IrjGdrb0UQ/z9tD/mrk6hL5KkxbB/1h2ogSrvv97LK2RgOlsrA8635zV8nSRJVdk36w7UQJX3X+/lFXIqf7ZOAq0tzrfXAZ0Y8+e8AHjFiM/ZA9yr/NnHKdbOuMH4znBHLp02eyTw0Rn1RdPj6764ruVidjjAOyu89keBu47x/EPAQbZ3j/nsGD+3yvvvtO7lC8HAdLaOA7eNiGZmz/3ZdpXHsd7M5eLw7SwQ/+txfq7qqUeCwUcz8/2z6Iumx9d9cfV47Suro5aZtwLz+D6q8v47lXv5onBYebaOUXw4uG33iYhoAHeg+AR5brrdkiRpRztGdfffKq+18AxMZ+td5fGaHue+GNgNvG2LTD9JkjS6Ku+/3ssrZGA6W39SHh/Q49xDy+Nrp9QXSZIWRZX3X+/lFTIwna3XA2eBx0TE3vaDEdECHl9++5pZdEySpB2syvuv9/IKGZjOUGaeBJ4JfBHwmoi4X0TcFXg5cHfghsx83yz7KEnSTrOd+29E3DciXhgRjx73WurPrPzZeyZwGHgC8OaOx18B/NhMeiRJ0s436v33LsCPUhTKv2HMa6mPcC1uPUTEtcBDKGqhvTkz3zHjLmmHioivBDo/vd/VskE7n6/74vK131qV91/v5eNzxLQmMvODwAdn3Q9JkhZJlfdf7+Xjc42pJEmSasHAVJIkSbVgYCpJkqRacI2ptHg+Czyt63vtfL7ui8vXXnPDrHxJkiTVglP5kiRJqgUDU0mSJNWCgakkSZJqwcBUkiRJtWBgKkmSpFowMJUkSVItGJhKkiSpFgxMJUmSVAsGppIkSaoFA1NJkiTVgoGpJEmSasHAVJIkSbVgYCpJkqRaMDCVJElSLRiYSjtERNwuIm6IiE9HxMmIuDki7rPNaz0qIt4UEcci4nMRcWNE3LXqPmt8Vb7umh9Vv+4RsT8inhERH46IWyPinyLi9yJif5X9lgaJzJx1HySNKSKuAd4EXA3cBJwHHgY0gUdm5s0jXOvJwH8G/g74AHDX8usM8OjMfGW1vdd2Vfm697j2TwPPK7/dlZm3jtldVaTq1z0i7gzcDNwe+DjwVuAgcB/gqzPz4xV1XRrIwFSacxERFDeVBwPf0r4pRcSXA28DTgHXZObZIa517/I5zwR+Ocs/EBFxHfC7wK3ltf51Ar+KRlDl697j2oeBDwPHKYIVA9OaqPp1j4iDwLuBLwGuA/6g49/9CrCZmWtV/x5SP07lS/PvLhSjJS/rHCnJzL8Hng3cBnjMkNf6SeAfgKdlx6fWzLwe+B3gCuCJ1XRbY6ryde/2VOCDwD+O2UdVr+rX/RkUHz5+LDN/v+vf/TmDUk2bgak0/x5WHv+wx7n2tPuDhrzWtcBLMnO9x7kXl8f7jdA3TU6Vr/sFEXEt8GPA/9xmvzRZlb3uEXEl8CMU0/cvHbtnUgUMTKX5175RfaDHuVuANeCeQ17rMcBr+pz7cHm8dviuaYKqfN07PRc4AVy/vW5pwqp83b8bWAJe1OfDqDR1BqbS/LuWIvnhk90nypvNLcCXDpNdm5l/m5kf7HP6i8vj57fbUVWqste9LSIeBnwL8PzMPFlVR1WpKl/3byyP74yI+0TEH5VZ/v8UEb9erjGVpsrAVJp/+4CznWvDuhwrj1eM+XPuXR7fMeZ1VI1KX/eIWKLIwv888Gtj906TUuXrfo/yeH/gjcBVwF8Bq8ATgJdHhHGCpso3nDT/9lJM3/VzvjyubvcHlJnAP1x++5ztXkeVqvp1/yGKsmC/kpnHx+mYJqrK1/1Iefxp4Jsy836Z+R0UCVYfAr4NePg2+ylti4GpNP8GTbdFeRzn3/sPA98A/Fpm/vUY11F1KnvdI2If8HTgE8ALxuyXJqvKf+97yuPzMvPP2w9m5ueAXyy/fdxo3ZPGszTrDkga20mgtcX55fJ4YjsXj4hvAH6TIinq57dzDU1Ela/7LwJXUmygYL3SeqvydT9NMQLbqwLDTRQjs183Uu+kMTliKs2/48AVEdHsc35XeRw5MI2Ir6IISF8H/Eczd2ulktc9Im4P/BTwPuAPquqcJqbKf+/tNrd0n8jM08AXgKMRMe76dGloBqbS/DtGMftx2+4TZeLCHSjWnZ0b5aIRcUeKgPTtwH/KzJGer4k7RjWv+wMppofvCqxHRLa/gAeUbc6Wjz21mq5rDMeo7t/7J8pjvyB3ozzu6nNeqpxT+dL8exdwd+AaLt5o2r4Y2A28aYss3stExBcBr6fYBerbnN6tpape9w8Av9Hn3A9RTPX+FrBOseWlZqvKf+9/A9yXogTVezpPlAmP+ymm+z83Xpel4RmYSvPvTygCiAcAf9Z17qHl8bXDXiwiDlGMlH4GeERmnqmik6pcJa97Zr6dYlT8MhHxbRSB6c/64aQ2qvz3/n8pdvl6OF2BKcUOb7uBd47yoVYaV/h+k+ZbROwFPk0xxXeXdmH0iGhR1By9O3C3zHzfENe6gmKkdBfw4Mz8wqT6rfFU+bpv8TM+DtwO2GVgWg8V/3tfAf6JYjT8K9r/3svR0lcA3wF8e2a+uvrfROrNNabSnCtvTM8Evgh4TUTcLyLuCryc4iZ1Q/dNKiLuGxEvjIhHd13uBRRTex8DnlW2uexr8r+VBqn4ddecqPJ1L9eN/xxwNfCKiLhXRNwX+O8UQenrgBsn/ktJHZzKl3aGZwKHKXZreXPH46+gmKrrdhfgRymKcN/Q8fjtyuOjBvy8x26vm6pYVa+75kuVr/sNFP/uf5lLd3V7BUX5MKdVNVVO5Us7SERcCzyEos7hmzPT7UMXgK/7YqrydY+IOwDfSBG8/hXwgczcrKSj0ggMTCVJklQLrjGVJElSLRiYSpIkqRYMTCVJklQLBqaSJEmqBQNTSZIk1YKBqSRJkmrBwFSSJEm1YGAqSZKkWjAwlSRJUi0YmEqSJKkWDEwlSZJUCwamkiRJqgUDU0mSJNWCgakkSZJqwcBUkiRJtWBgKkmSpFowMJUkSVItGJhKkiSpFgxMJUmSVAsGppIkSaoFA1NJkiTVgoGpJEmSasHAVJIkSbVgYCppIUXEcyMiI+I1UfieiHhDRHyufPxJs+6jJC2apVl3QJJm5KvL40eBm4B/B2wAJ4AE3j2jfknSworMnHUfJGnqIuJzwCHgFLAO/DzwPzLzdEQcBm7NzNOz7KMkLRoDU0kLJyJuB3y8/PYscJ/M/LvZ9UiSBK4xlbSYvrrjv59oUCpJ9WBgKmkRtQPT48Bvz7IjkqSLDEwlLaJ2YPonmXl+pj2RJF1gYCppEd2jPP75LDshSbqUgamkhVJm3H9J+a0loSSpRgxMJS2a9jT+eeB9s+yIJOlSBqaSFk07MH2/60slqV4MTCUtmnZg6jS+JNWMgamkRWNgKkk1ZWAqaWFExG7gzuW3BqaSVDNuSSpJkqRacMRUkiRJtWBgKkmSpFowMJUkSVItGJhKkiSpFgxMJUmSVAsGppIkSaoFA1NJkiTVgoGpJEmSasHAVJIkSbVgYCpJkqRaMDCVJElSLRiYSpIkqRYMTCVJklQLBqaSJEmqBQNTSZIk1YKBqSRJkmrBwFSSJEm1YGAqSZKkWjAwlSRJUi0YmEqSJKkWDEwlSZJUCwamkiRJqgUDU0mSJNWCgakkSZJqwcBUkiRJtWBgKkmSpFowMJUkSVItGJhKkiSpFgxMJUmSVAsGppIkSaoFA1NJkiTVgoGpJEmSasHAVJIkSbXw/wOpGBhAyKnBtgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Largest cluster\n",
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"ratio_largest\",\n",
    "    contour_props={\n",
    "        \"levels\": np.arange(0, 1.01, 0.01),\n",
    "        \"vmin\": 0,\n",
    "        \"vmax\": 1,\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax, ticks=(0, 0.5, 1))\n",
    "colorbar.set_label(\"largest / %\")\n",
    "\n",
    "ax.set_xlim(0.01, 0.6)\n",
    "ax.set_ylim(0, 150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "established-exposure",
   "metadata": {},
   "source": [
    "#### Number of clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "id": "congressional-bangladesh",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:18:34.801242Z",
     "start_time": "2021-06-04T15:18:34.564383Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 150.0)"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Number of clusters\n",
    "show_n = 10\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"n_clusters\",\n",
    "    contour_props={\n",
    "        \"levels\": np.arange(-0.5, show_n + 1.5, 1),\n",
    "        \"vmin\": 0,\n",
    "        \"vmax\": show_n,\n",
    "        \"extend\": \"max\"\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax, ticks=range(0, show_n + 1, 2))\n",
    "colorbar.set_label(\"# clusters\")\n",
    "\n",
    "ax.set_xlim(0.01, 0.6)\n",
    "ax.set_ylim(0, 150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "thousand-queue",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-01T10:39:17.182309Z",
     "start_time": "2021-06-01T10:39:17.178203Z"
    }
   },
   "source": [
    "## Moons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "id": "burning-oxide",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:24:31.375069Z",
     "start_time": "2021-06-04T15:24:31.370719Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"moons\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "id": "rolled-hotel",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:24:32.154648Z",
     "start_time": "2021-06-04T15:24:31.749931Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fc65ed931f0>"
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The test data\n",
    "data = helper.gen_moons_points(\n",
    "    (5000, 2),\n",
    "    noise=.05\n",
    ")\n",
    "distances = pairwise_distances(data)\n",
    "n_points = data.shape[0]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(1, 1))\n",
    "ax.scatter(\n",
    "    *data.T,\n",
    "    s=0.5,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "logical-recruitment",
   "metadata": {},
   "source": [
    "### Checks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "id": "above-exclusive",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:18:35.629113Z",
     "start_time": "2021-06-04T15:18:35.170536Z"
    },
    "run_control": {
     "marked": true
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "_ = plot.plot_histogram(ax, distances.flatten(), maxima=True, maxima_props={\"order\": 5})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "id": "comparable-mother",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:50:14.141882Z",
     "start_time": "2021-06-04T15:50:13.759629Z"
    }
   },
   "outputs": [],
   "source": [
    "h, binmids = calc_histogram(distances.flatten(), save=True, base_name=figsrc_dir / f\"{scan_name}_dist\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "id": "difficult-regard",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:50:14.304094Z",
     "start_time": "2021-06-04T15:50:14.143779Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Min:  9.927475001661245e-05\n",
      "Max:  3.892931346774215\n"
     ]
    }
   ],
   "source": [
    "print(\"Min: \", distances[distances > 0].min())\n",
    "print(\"Max: \", distances.max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "id": "looking-button",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:55:47.047973Z",
     "start_time": "2021-06-04T15:55:39.795718Z"
    },
    "run_control": {
     "marked": true
    }
   },
   "outputs": [],
   "source": [
    "r_array, min_n, max_n, mean_n = calc_n_neighbours_per_radius(\n",
    "    distances, save=True, base_name=figsrc_dir / f\"{scan_name}\"\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "id": "peaceful-liechtenstein",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:55:47.309248Z",
     "start_time": "2021-06-04T15:55:47.050159Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_n_neighbours_per_radius(\n",
    "    r_array, min_n, max_n, mean_n,\n",
    "    0.21, n_points\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "innocent-former",
   "metadata": {},
   "source": [
    "### Scan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "id": "institutional-discipline",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:24:42.787378Z",
     "start_time": "2021-06-04T15:24:42.781077Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"moons\"\n",
    "clustering = CLUSTERING_MAP[scan_name] = cluster.prepare_clustering(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "id": "secure-institute",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:28:14.205776Z",
     "start_time": "2021-06-04T15:24:43.689700Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8f5d3f8009cd438ea803e376ce2df90b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/60 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for r in tqdm(np.arange(0.01, 0.61, 0.01)):\n",
    "    neighbours = helper.compute_neighbours(data, r, sort=True)\n",
    "    neighbours_clustering = cluster.prepare_clustering(\n",
    "        neighbours,\n",
    "        preparation_hook=cluster.prepare_neighbourhoods,\n",
    "        **neighbours_sorted_recipe\n",
    "    )\n",
    "\n",
    "    for c in range(151):\n",
    "        neighbours_clustering.fit(r, c, member_cutoff=20, v=False)\n",
    "        clustering.summary.append(neighbours_clustering.summary[-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "indian-overhead",
   "metadata": {},
   "source": [
    "### Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "figured-monitoring",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-02T09:06:20.698718Z",
     "start_time": "2021-06-02T09:06:20.693824Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"moons\"\n",
    "clustering = CLUSTERING_MAP[scan_name]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "likely-devil",
   "metadata": {},
   "source": [
    "#### Time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "id": "cognitive-ozone",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:28:14.507096Z",
     "start_time": "2021-06-04T15:28:14.207798Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 150.0)"
      ]
     },
     "execution_count": 178,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"execution_time\",\n",
    "    contour_props={\n",
    "        \"levels\": 50,\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax)\n",
    "colorbar.set_label(\"time / s\")\n",
    "\n",
    "ax.set_xlim(0.01, 0.6)\n",
    "ax.set_ylim(0, 150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "liquid-astrology",
   "metadata": {},
   "source": [
    "#### Noise level"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "id": "exact-satellite",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:28:14.812539Z",
     "start_time": "2021-06-04T15:28:14.509099Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 150.0)"
      ]
     },
     "execution_count": 179,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Noise level\n",
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"ratio_noise\",\n",
    "    contour_props={\n",
    "        \"levels\": np.arange(0, 1.01, 0.01),\n",
    "        \"vmin\": 0,\n",
    "        \"vmax\": 1,\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax, ticks=(0, 0.5, 1))\n",
    "colorbar.set_label(\"noise / %\")\n",
    "\n",
    "ax.set_xlim(0.01, 0.6)\n",
    "ax.set_ylim(0, 150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "settled-formula",
   "metadata": {},
   "source": [
    "#### Largest cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "id": "satellite-adolescent",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:28:15.483020Z",
     "start_time": "2021-06-04T15:28:14.814205Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 150.0)"
      ]
     },
     "execution_count": 180,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Largest cluster\n",
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"ratio_largest\",\n",
    "    contour_props={\n",
    "        \"levels\": np.arange(0, 1.01, 0.01),\n",
    "        \"vmin\": 0,\n",
    "        \"vmax\": 1,\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax, ticks=(0, 0.5, 1))\n",
    "colorbar.set_label(\"largest / %\")\n",
    "\n",
    "ax.set_xlim(0.01, 0.6)\n",
    "ax.set_ylim(0, 150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "filled-chamber",
   "metadata": {},
   "source": [
    "#### Number of clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "id": "surgical-happening",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:28:15.724364Z",
     "start_time": "2021-06-04T15:28:15.484746Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 150.0)"
      ]
     },
     "execution_count": 181,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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3Ra+0K09UBc3mwDmf5rmek6t3L+r9kiTVwWF0qQaNIbPq1WweQq9Ui4Mq01ObD7pmbOuWA72ebYbUmxcLuRJdkjQMDJtSjVoFzVY9jtV+6Wzb1nI1euMwevPioXb7oUuSNAwMm1KPVb2azUGzOWRWq9ErVVicq9j72MTZs3o+G4Nmu73QJ8f3zVqRPrFqzBXpkqS+cc6mVKNWQ+fr1u48KGjOpdWiocaezipoXnvTUW2HztsN4UuSVDd7NqU+aDV03m7leGOPZrtV6IvVrqi7JEl1M2xKPdK4Er2x1FFj0GxVyL3SPGw+q87mIlemg7sGSZKGg8PoUk2ah67nGzrfu2181oryxkVA01ObZ83VHNu6hb3bxg+q01mxJ1OSNCwMm1IPNdfV7KTWZWPoHNu65aDQ2czV55KkYeYwutSF5t2CgLa7BUmSNIoMm1KPNPZqTo7vm+nVbDVPs1VZI0mSliPDptRDE6vGDgqaVcjsZpV5865BzfM1r73pKOdpSpKGkmFTqkkVNOdaZd6tqr7mQrkSXZLUb4ZNqY86DZrNW1QuhgFTkjRIhk2pJlWv5kID5ny1NBsj4wq2zGxrCQdvUWnAlCQNC8OmVIPFbEe50ILt1XWtyh81c/9zSf12yI9/wNjW/1zAdf7ZNGqssyktE+5/LkkaRvZsSgO0mG0oqx7NuXYPmhzfN7Mq3d5NSdIwMGxKA9BpyARmbWnZvHuQ5Y8kaWEiYhPwOuAkYAXwdeCtmXnZQBu2DBk2pT5aaMhs3ge9UgXN5hqbcHDQtFdTklqLiP8GvA+4E/g8cDdwKvC5iHhtZr5lgM1bdpyzKdVgx861M4Fwvr3NW2kMpe1Wszf2aho0JWlhImId8NfAd4CJzPwvmXkW8DDgMuDPIuIxg2zjcmPYlGq0d9s4e7eNM7Z1y0zo7CRwSpJ65hxgJfCKzJwpHZKZNwO/Q5GNXjCYpi1Phk2pRq0W8XSqcQi96tVs3qZy6tZpezUlaW4nlMevtjj3HWAPcGLfWjMCnLMpdWjNypPmvebo51zJ9ImnMk3RUznWwec0rj5vDJlwYPjcgClJC3ZTeVxFESwbHQocDuzua4uWOcOm1IHGoLkhNwFFqaHJ8X1Mrt7NyadfMbN7UK+Hw9stCJKkJeiwiDi+g/fdkJm7OvzMjwDnAs8D/kfTuWcD9wT+scN7qwXDpjSkpqc2H9Sr2bwtpSQtcccCV3fwvguA8zv8zI8D7wX+JCLuBv6BYkfgZwB/DnyiPK8eMWxKkqSRkZkZES8Evgy8HXhbeWoa+CPgLzLz7kG1bzkybEpdqIbQF2q+leiuQJekvlhHMZR+GPDPFHU2nwicTVH+aOvAWrYMGTalRWq1MKiar1nZtX0da9jBCrawmKU7zcXc221LKUnLxHXAmR2874ZOPzAi7g98AbgLeHhm7ihfvx9F8PxcRDwuM6/p9DM0m2FT6lDjwqDK5OrdrFu7c9Z1s4q6tynQPpc163cYOCUtV/sGEOpeBzwIeHoVNAEy8ycR8RsUc0jfAvxKn9u1bFlnU+pCFTQbezV7acXG5qockqQuPa08Xt7i3LeBG4EzIsIOuR4xbEpDrN0wenMhd0nSgv0ccAdwe/OJzEyKIfp7Akf2uV3Llqld6pHGIfQ163fMc3V7jcPulcayRwZNSerKt4DHUgyl/7DxRESMAccBP8rMnw6gbcuSPZtSBzbkpllD6L0KmlDM62w3t9NC7pLUtUvK4++3OPe7FL2aH+tba0aAPZtSF+YKmtV8y1bBsbHE0XzlkCRJPfUO4LnAyyPiEOBiihqbzwFeC/wY+O+Da97yY9iUeqw5ZM5XO7M6b+iUpPpl5l0R8WTgb4CXlI/KFuD5mXnzINq2XBk2pR5p7NVcaNBsp6qxKUnqvcy8MSKeBWwAHk0xdP414MrM3D/Qxi1Dhk2ph1Zs3NOToClJqle58nxb+VCNXCC0CBFxaES8PyLOneOawyPiTyNiR0TsjYitEfH8Oa6PiDg3Ir5ZXr8jIt4QEa4EGUKtdg9qZbFBs90QusXcJUlLnT2b8ygnDz8QeBTwSuAUim2uWl17GHAp8Hjg68CXgScAfxcRD83MP2nxtrcArwauBz4CPAI4HzglIs7MzHqqhWvBmgNmtRK9cXHQmvU7Zno1uwmaVa9mY33NxrJHkjSs7v7Jvdi7bdUCrrsVuK3+Bmlo2LM5v09RBMF/pAiac3klRdB8I/DozPx1YJJiHsgFEbGp8eKIOJUiaP4rMJGZzwM2Ae8CzgDO6+GvQ0OqCqftgqYkSUuZYXN+HwNeRRH+3t7uoogIihVt1wHnl3NByMw9wMvKy97Q9LbfA34GnJeZd5bX/wz4A+Bm4HURcc9e/ULUe429mpVerypvLuY+dev0zEOSNNoi4oER8ayIeNSg29KOYXMemXlhZr4tMz8D3DXHpRuA+wEfbrGS7cvATuC0MpQSEfcAngR8LTO/1/SZdwCfBO4LPLw3vxL12uTq3bOed7swCJi1Ar2xV7MxaEqSRktEnBURUxFxRtPr7wV+AHwY+EpEfDYi7jWQRs7BsNk7TymP324+UfZyTgGrgWPKl0+g2J/1oOtLU+XxxJ61UD0zOT57Km2nQXN6ajPTU5tnlTratX3dTNB0rqYkCfg14MHAV6sXIuKFwG8B3wNeA3wceCIHj6IOnAuEemeiPH63zfnvUvxPsBHYscDrKa/vSkSsoeglXYxju/3cUTCzMIjOejTHJs62mLskaT6nAV/PzJsaXnsJkMCvZuaVEfG/KMo4nUGxE9LQMGz2zpHl8Y42528uj0d0eH03XswQ/ktnOelm6FySpHnch2KxMgARcT+KaXbfycwroRhFjYhvAs8aSAvn4DB671T1HtrN66wm21VzKRZ7vYZYr3onG+tqNi8MkiSNrJ8CjfOqfrk8/kvTdUcBt/elRYtgz2bvzJcIojxWAX+x12sI7dq+jqM3XtnRe6uA2rw1ZWNdzcag6eIgSRpZnweeGRHPo6h682qKIfSPVBdExKEU5ROnWt1gkAybvXNreWxXqmisPN7S4fXduBD40CLfcyxwSQ8+e1lr3A+9W40Lg8AeTUnSjFcDTwaqYbQALsrMzzVc8zzgAcxRpnFQDJu9UxVabLd9woryWIXHxV7fsczcBexazHvKCk1qYWLVGDB7NXov52xee9NRBwVNezUlaXRl5vURcRJwLkVu+EJmfqzpssMpOone29/Wzc+w2Ts3l8d1wBdbnK9Wd1chs/H6Vpqv1wA0blW5ITe1vW56avOiAqcr0CVJCxURDwFuzszXt7smM/8a+Ov+tWrhnA/YO98oj8e1OT9B0R12Vfl86wKuh6IgvAagVdBs3hO9UVUzcz4GTUnSIn0V+MCgG9EpezZ751KKybpPaD4REcdR9GB+utwdiMz8QURsA06KiJWZeXvD9YdQ1OS8DbiiH41XextyUzl0TtugWVnscHq1OKh5vqYkSQ2+ATw2IsbLbbCXFHs2eyQzb6AIho9vsT/py8vjPze9fglFaaMXNr3+LOBo4NLMdLLekJop6H7iqYxNnL3goFld17wKXZKkNv4nMA78dbnd9ZJiz+Y8IuIc4JTy6WPK4zkRUf18cWZ+qfz5j4EvAB+NiN8DrgaeD/wu8B3gfU23fwfwIuDNEXEXRe/oLwDvoaiz+bre/4rUa50uDpo+8VRWYOCUJM0tM78QES8D/hx4WES8EbgS+DHFqGrz9UPVUWXYnN/pwDlNr51WPqCYU/klgMy8PCKeD7wb+FjD9VcDv5KZdzbeJDN/GhFPpujhfGfDqZuAZ2fm0NXKGjWNi4Iah9Bn9Wr26LPWrd3pULok6SARUc3d2g88EvjHOS5PhizfDVVjhlFmnktRamCh138gIj4NPANYA1xDMRy+v831V0XEeuDpwM8DPwIuycxbW12v/qvma/aSe6JLkhZhmiJE/mjQDemEYbMGmXkjcNEirt9Hwy4AGk32akqSWsnMYwbdhm4suUmm0iBMju+b/6JFmJ7aPGsleqXaplKSpOXCnk1pgZrna3aqCpqN2m1T6c5BkqRGEXEE8AhgVWZ+uuH1hwCRmdcPrHFtGDalRWjcC70qedSp5vqajb2ahkxJUqOIOB54I3AGcBgHLwR6O/CLEXFcZna91XUvOYwutVEVc29chb5i455ZtTUXa75FQc17okuSFBEbKGp5Pxr4Q4rV6NF02SuA1cAr+9u6+Rk2pRYat6oEZobPoejR7IbF3CVJi3Q+MAb8Yma+E9jdfEFm/hD4GkV1m6HiMLrUoDlkVr2azXrRq9luCF2SlqLbd9+bXdsfsoDrfkCxG7MW4RTgU5l53TzXXQec2Yf2LIo9m1KpOWg219fsZvi80qpX06ApSZrH3cAhC7juOOB7Nbdl0Qyb0jyqIfSug+bE2cUWlRv3zPRqNgbNar6mi4MkSU2+CDw5Io5pd0FEPIViTufl/WrUQhk2pRYat6nsBxcGSZLmcAFwF/C5iHgiDYuDIuLQiHgx8P8odhi6YDBNbM85m1IfTE9tZv/F2wC4fvsJ7hYkSUMgIsaBVwG/BjwYuBG4DPi9zOy8oHKPZea/R8SvAv8H+CzFHulExLcotroeA3YA/zUzD15oMGCGTWkO1eKgFRv3sNjB7WpB0NjWLewv52m6W5AkDYeIeBjwaeAY4PsU20avBp4BvA4YmrAJkJn/EhHHUZQ2Og04HrgfsAX4F+DPy+2vh45hU5pHL+Zrrti456CFQZOrdxs4JWkAImI1RdB8MPDfgA9kZpbnDgN+NsDmtZWZt1GUQVpSnLMpLUDz9pILes884bQKms7XlKS+eyNFj+bvZOb/qYImQGbuy8y7BtayDkXEeEQ8IyLG5r+6vwyb0jwah7470VwEvt0+6OBKdEmqW0SsAc6jGDp//2BbszARsT8i/mqeyyaBS4Bz+tCkRTFsSjVq1bu5bu3OAbREklT6dYpphO/OzLsH3ZgFCg7ennKWzPwy8HngOf1o0GI4Z1Pqg+kTT2UFW1jDjq57SiVpGTksIo7v4H03ZOauDj/zF8vj1yPiMcBrgMdSlBb6MPCaYV1oswCHAusH3Yhmhk2J2bsHVTU2J8eLP2uqPdE7NTZx9kFbVTZz+FzSiDoWuLqD911A5wtlTiiPjwf+EPgGxYruJwAvA46OiGdn5kAXCUXE3za9dHqL1yorgQ3ABPDDWhvWAcOmRl6roFlsVbmvZ0Pe1TaVjTsHXbvnMEOmJPXfz5XHVwBPzczLACLiKODfgGcCZwCfGkjrDji36fl65u+13AG8pJbWdMGwKZU25KaZ/dAnx/fNrrF54ql0urxvempzx++VJPXcEeXx7VXQBMjM3RHxRxRD6S9m8GGzmnMVFPudfwD473Ncf0tm3lR7qzpg2JSYvT1lNXxe7YnerVa9mpIkAK4DzuzgfTd08Zm3A6uAv29x7lKKuZsnd3H/nsjM66ufIwLg1sbXlhLDplSz6RNPhW3bZgVXA6ckAbAvM6/p82feQhE2D+pNyMzbI+ImYE1ErMzM2/vctnZOB5ZsKRNLH0kL0M3uQVAMxUuShsIPyuMhbc7vL48r+tCWhfoqcGvzixGxIiKeGxF/ERF/UO6MNHTs2ZRqND21mf0Xb+P67SfMGkJ31yBJGpgrgVMoVm5/s/FEFOPV4xRD7bv73rL2zgH+KiJ+LTM/DEXQBL4EbORADc5XR8SJmfmjAbWzJXs2pVK1OAiYWRwEB+8AtFBV0Gyeq1kFTVeiS9JA/Et5PKPFuccChwPXNm5hOQR+jWKe6scaXnsj8Ajg48CjgVcB9wXe0u/GzcewqZHWWPYIZq9CX7N+R8fD39NTmxnbuuWgUkcGTUkauE8ANwIvaxx2Lns1X1E+/bNBNGwOJwBXNe149GtAAi/KzK9n5v8CvkgRPIeKYVNqoaqvOX3iqR3N16xWoDcGzYpBU5IGp9wd6FXA/YEPRcSjIuIU4L3As4HPUOwxPkyOAH5cPYmICWAt8JXM/HHDdd8HHtLfps3POZsaeVV9zarkERzo1ewkFlZ1Nd2WUpKG1sXA0cDrga81vP4h4JwhG0IHuB54WMPzZ5THy5quewjdlYWqhWFTajC5evesXYO66dWs2KspScOlDJMXRMTfUeyVfi+KLSu/PehtKtv4J4ph//dS1CZ9LTBNEZoBiIh7A78AfG4QDZyLYVNqo5Ndg6anNrO/RQF3Q6YkDZ/M/B7F7jzD7o8p9m7/rfL53cDvZeZ3Gq55GcVw+//tc9vmNRRhMyJ+jmJF1dcz85ZBt0fLX/PCoF6oFgXtZXz+iyVpmbnp1lXs2Ll2AdcN5Y6KQy0z90bEoykC5yrg3zKzebj8c8DNGDbbOht4K8UqqtMG2xQtd41Bs3G+ZjWEPrMKvctC7pIk9Upm7meOIfLM/CJFjho6w7Ia/VfK4/+c78KIeExEHFlzezSCZgXN575n0M2RJGlZGJaezeOAn7GwSa0vAM6NiGdl5j/V2yyNgqpXs9ugWS0Maq6tKUlSNyLi3xZxeWbm42prTAeGJWzeF7g5M+9cwLX/F/gN4FkUq7Okrq1bu7ModdTBoiA4UO6oFRcHSZK69JhFXDtsZZuGJmzuAcYjIhZQ2+oKiv+QvV/hoZHXSamjStWrKUlSj831l8uhwM8Df0DReddqG86BGpY5m9cA92QBWyxl5u0Uq60eUHObNIKmpzZ39L6xrVtmfm4seSRJUrcy8/o5Htdl5qUUIXM/8P8NuLkHGZaw+SkggNfMd2FEHEKx7H9l3Y3SaGksxL4YVUCt5mpKktRvZTH6/ws8b9BtaTYsYfM9FL2VZ0bEn81z7SaKLuOh245Jo+mgfdDLhUEuDpIk9dle4KGDbkSzoQibmbkH+O3y6R9GxCcj4uHN10XEEcDbKeZsfrmPTdQy0bLGZsNK9MXO2Zye2jwzV7MaOnd7SklSL0XE2DyPwyLiwcCvAUPX0zEsC4TIzI9ExPOAiyjmHZwREVcCXwJ2Aw8qX6/mal44gGZqCauC5obcBDBTzL1aid5Nbc1q+NygKUmqwd4FXhfAJ+psSCeGJmwCZOY/RMR24J3A44BHAic0XBLl8U8z87I+N09LWKugCcz0anZa8qiRw+aSpJr8kPlLGt1M0UH3htpbs0hDFTYBMvObwOMj4jHAmRRzNO9HUfT9GuBvM/PyATZRS9xM0BzfB9DV1pTuhS5JqltmHjPoNnRj6MJmJTO/jPMyJUmSlrShWCAkDcq6tTsH3QRJkpa1oe3ZlOpUDaFLkjQsIuKXenGfzPxML+7TK4ZNjYxqcVBlcvXuAbVEkqSWLqU3e5sf0oN79IxhU+rQ9NRmxsD90CVJvbKZ3oTNoWLY1EjrpuxRtXOQJEm9kJnnDroNdTBsaqRUhdwnV+/u6eKgavcgC7lLkjSbq9E10jrZohKKIfRKtXuQQVOSVIdyO8qXR8SJc1zzhoj4n/1s10IZNjVSGns1j37OlUyfeOqi7zE9tXlmCL2ar+nuQZKkGp0N/C/g2Dmu+SnwBxHxpP40aeEMm1r21qw8iQ25qRhCL4PmzFzNDno1G4Pmjp1rZ4bQJUmqyW8B38/MD81xzYUUgfPlfWnRIjhnU8tStRd6pZqrWQXNQ87Z2PHw+X6DpiSpvx4KfGWuCzJzf0RcCWzsS4sWwbApLcLY1i1cv/2EmXma4BC6JAHcuPfwBf0D/Ma9h/ehNcvOSuDOBVy3Gzhp3qv6zLApLVDVq1kFTXs1JUl98h3g8RFxj8z8WasLIuJQ4LHA1/vasgVwzqZGzoqNezp639jWLQcWBJVB015NSVIfvA9YA7wvIg7KbhFxCPDXwAOBj/W3afOzZ1Mjo3F7ysXO16x2C4LWQdOyR5KkumTmX0bELwLnAE+IiIuA7RS7DT0MOJdiXufHM/MvB9XOdgybGind7Bi0t3EI3R5NSVJ/nQN8D3gpcD4HtrUM4G6K0kgXDKRl8zBsauR0sgq9UXPQtFdTkpa+iHgF8Pby6YrMXMiCnL7JzL3AH0bEO4GnAA+nmA65DfhiZu4YZPvmYtjUyFi3dmfH8zUlSctXRBwFvA74PnDMQBszj8zcCVw86HYshguENBImx/cBdLRjkCRp2TsfmAKuH3A7liXDprQA1Ur0anHQ1K3TMw9J0tIVERPA7wB/P+i2LFeGTS17G3ITk6t3s2b9jq7na4JzNCVpmXkbcAtw0YDbsWw5Z1PLSuM2lRtyE1BsVdnNfM2qmLskqecOi4jjO3jfDZm5q9sPj4inAE8HLsjMWyOi21uqBcOmlqUNuYmJVUWBo8nxfV2VPKo0blEpSeqJY4GrO3jfBRTzLDtW7rjzduCnwDu6uZfmZtjUstMcNKti7r0YQpckLRu/CWwA/iAzLVVSI+dsSpKkkRIRRwJ/CvwAuHDAzVn27NnUSLC+piQNpeuAMzt43w1dfu4fUew1fs6wFW9fjgyb0jzGtm5hL8UCoWL3IFejS1KP7MvMa/r5gRFxDPByirmiH+jnZ48qh9GluXzwPPZuG59VY1OStKSdBhxGMV/z7ojI6gE8obxmb/na+QNqY0sRceVCXhs29mxq2aoWB61bu7OzGzQETVeiS9Ky8W3gL9qc+01gFfBXwN3Al/vVqAVav8DXhophUyNh0WWPPnge13/4hJmQee1NR5VD6JKkpSwzvwp8tdW5iHgmRdh85SDmckbEo4DtmXlrm0tyga8NFYfRtexMrBqb1avZyc5Be7eNzwqakiT1wXnAdyJiS0S8PiJOiYhDBt2obhk2h0BEHB4RfxoROyJib0RsjYjnD7pdS82alSfN7BrUGDQPOWfjou4zPbV55ucqaFa9mm5VKUmqS2aeBzwQeBlwF/BnwM6I+GhEvJglmtscRq9BOcl4Lo/MzCvLaw8DLgUeD3ydYn7IE4C/i4iHZuaf1NnW5aBxi8qqV7MxaC62V3Ns6xau337CQUFTkqS6ZebPgG+UjzdHxEqKXPBLwFhE/DvweeBzwGWDaudiGDbr82Pgn9qc293w8yspguYbgddnZkbEOPBZ4IKIuCQzr6q3qUtXY9CsTK7e3XHQrPZB37Fz7ayQaY+mJC1/mXnMoNvQLDNvBz4JfDIiXgg8jiJ8ng68jmJ/+QuBy4EvZuaPBtbYNgyb9flOZr5orgsiIoCXUBS1PT8zEyAz90TEy4B/A94AnFV3Y5eDDblppldzxcY90MX2lFWvpiFTkjREMjN3AR8qH0TEPuArwFOAPynneF4OfBG4PDO/O6jGVpbk2P8ysgG4H/DhzNzfdO7LwE7gtDKUaoHWrN/B9Imndvz+XdvXAQZNSVJ/RcTbIuI3IuJBi3jb/sy8ODN/KzMfRtHz+UngkcCHI+JHEfGeWhq8QPZsDtZTyuO3m0+Uw+lTwBOBY4AdfWzXkjW5enfXvZqSpMW7Yd8hC5rjfsO+Jb+4uk6fodi+87URcTfFlLrPApeVw+nzysz/ZHbP572BdbW0doEMm/U5JCJeSlHG4IEU3dlvzcwvNlwzUR7bdXF/lyJsbqSLsBkRa4D7LvJtx3b6eYO26JqakiQNgcz8DEXgJCKOpuiUOht4b7kw6NCI+AXgm+VCooXc82bgm/W0eGEMm/U5tXx8g+JfJWcAZ0TEf83Mj5bXHFke72hzj5vL4xFdtuXFFHM/l71it6Bu/3NJkjRYmXk98DfA30TEPYBfoFjL8WZgY0R8g2I1+tBPiRz6Bi5xfwyclJn/H/BYYBp4X7naHIpdCqCopdVKNWnwXvU1UZIkDbPM/Flmfg24KzN/CTgaeAuwkqIc0g0R8c8R8aqIODkihqoz0bBZj+soame+uWGF+TXAZmA18LvldfNNbqkWBvk9LcJiyx3Neu/WLT1siSRJvZeZ05m5pazFfSfFnMx3UnRi/Q/gxxHx2Yh4XUQ8ISIG2mk1VMl3ucjM49qc+gzFkPaTgDcB1d6n92xzfTX18JYum3Qh5UThRTgWuKTLz61VVWOz2jVoYtUYa9b3Zh1VMcnd1eiSpOGXmbdxYDERETEGnERRx/s1wOHAaYNqn2Gzv6pCqw8rj3vK46oW1wKsKI9dhc2yJteuxbxn2KsttQqak+P7urpnY0F3SZKWqsycBq4oH28ZcHMcnu2zKg1VczZvLo/tShJUK8L3tDmvHpme2szY1i0zNTYlSRpCrXqChrt3CMNmv1VJ5pry+I3y2G7YfYIioLpd5QKt2NhZLh/buoW91TaV5e5BkiQNmdcv8LWhYtjssYh4ckQc2eb0L5THqt7VpUBS7HHafJ/jKMLp5zOzXWmkkdY4hA5FQfeOfPA89m4bt1dTkjTUMvOtC3lt2Bg2e6jcVvIvgXdFxD2bzh0FvJRi1cnbADLzBor5FI+PiEc13e7l5fGf62zzUjcTNMs90Re7TeX01OY6miVJkkqGzR4qyxy9C/h14AsR8cyIODYink5RiPXewBsz83sNb/tjivkWH42IM8vr30BRHuk7wPv6+otYAtasPIkNuWlmUdBZx+zkacdvY836HYsue1QNn+/avm5mCP3aPYe5L7okST3iavTe+wuKUkbnAx9teH0aeBHwnsaLM/PyiHg+8G7gYw2nrgZ+JTPvrLOxy0kn8zWbg6YkSeotw2aPlb2bb42IvwOeCqwFtgH/lpktJxVm5gci4tPAM4A1FAuILs3M/X1q9kiantp8UNAs6mtKkqReMWzWJDP/E7hoEdffuJjrVczTnFy9m3Vrd3L0c66E575n3vc0Gtu6hR07nzYzdC5JknrPsKklaWLVGJOrd3Ly6VdwyDkbYWJxQROKIfRWQdP5mpIk9Y5hU0tStfp8xcY90MVe6I0MmZIk9Z5hU0vOhtzE5Oobi33QFzl0PuOD57Fr+wmuPJckqWaGTS1Zne4W5B7okiT1j3U2tSR1UsBdkiT1n2FTS8qalSfN7Bq02ALulbGtW9yaUpKkPnEYXUNvzcqTDn5t/Y6O7jU9tZmx8meLuEuSVD97NrWkbMhNTI7v63i+piRJ6i/DpoZaY6/mhtw0wJZIkqROOIyuJaEKmlUx927s3TbeiyZJkhrcuG8/Uzl/Kbkbp92JedTYs6klqdOV6GNbtwDMlD2yxqYkSfUybGpkTE9tBnAluiRJfWTY1NCq5mvOGkIvt6nstOyRQ+iSJICIOCsiLo+ImyNid0RcEhEbBt2u5ciwqSWhCpqTq3d3Vvbog+ex/+Jt7Nq+jh0713LtTUdx7Z7Det9QSdLQi4jXAf8IjAOfAnYC/wX4SkQ8Z5BtW44MmxpqG3LTrKC5bu3Ojsoe7d02PhM0JUmjKyJOAs4H3gickJm/npkbgd8ADgMuioj7D7CJy45hU0vGurU7WbN+h9tUSpK68RJgO3BBZmb1YmZeBLwHWAm8djBNW54MmxpqzcPnh5yzseP5mhV3DpKkkTYB/G1m3t3i3PvK42P72J5lzzqbGlrVwqDJ1bs5+fQrOg6a01ObZ83VBJyvKUmj6wXAvjbn/r08TvSpLSPBnk0NtcnxfV0FTShqaxo0JUkAmXlVZk61Of2g8vjTfrVnFNizqaE1sWqMpx3/9a6HzvduG28ZNC3oLkkDd1hEHN/B+27IzF09bw1UeyR/rYZ7jyzDpoZOVV9zcnwfa9bvYGzirQNukSSpJscCV3fwvgsoVpT3TEQE8NvlU//i6SHDpoZGFTIbdVLmqFE1X1OSpHn8NnAq8I7M/MqgG7OcOGdTQ2ty9e6uyxxVe6GDczUlSa1FxKnAXwIfB1494OYsO/ZsatnbsXPtQUHT+ZqSNBSuA87s4H039KoBEfEIipD5GeA5bUoiqQuGTQ2FxiH0quTRurXfYmzixR3fc3pqM/sb9kI3YErS0NmXmdcM6sMj4liKkPlV4Fczs11JJHXBYXQNlSpo9squ7eu49qajDJqSpFki4gHAZyl2E3pmZt454CYtW4ZNDVyrhUETq8ZYs35HV/dtnK8pSVIlIu5D0aO5C3hGZt4x4CYtaw6ja2hUvZoTq8a6vlc1hL5j59qu7yVJWj4iYiXFHM27gV/OzFsH3KRlz7CpoVIFzcnxfR2XPZqe2szY1i1cv/0EoFqF7jC6JAmAC4FTgI8Aby7Kax4sM1/Uz0YtZ4ZNDYUNuWlW0Hza8duYPvFUFtvHWQXNveXCoGrnIEmSSkeXx7Pmuc6w2SOGTQ2FiVVjTI7vY3L1btat3dnxzkH7L97G9dtPmLUXuiRJlcw8bdBtGDWGTQ3chtw0EzRPPv2Kci/0DnYK++B57GoKmhZylyRpsAybGriJVWNMrt7JaS/9JDz3PV3dywVBkiQNF8OmhsK6tTu7vkfzPM2qV9Mam5JUv13xE+6Iq+a97rb4SR9ao2FinU0NVGONzW73QYeDg6YkjbrvxvZBN0Ejzp5NDdzk+L6OFwRVpqc2F7sFNYRMezQljbqr4yrIQbdCo86wqaHQaU3NytjWLezY+TQDpiRJQ8ZhdA3c5OrdPR1ClyRJw8OwqYFbt3YnYxNnd3WPanGQJEkaLg6jayCqhUEbchNr1l/S1b2q+ZqSJGn4GDbVV42rz3tlbOsW4ISe31eSJHXPYXQNTLUfeleLgz54Hnu3jRe7BlnuSJKkoWPPpvqmcegcip2DzjpmZ8e7Bk1PbWb/tvGi5JGLgyRJGkqGTfVV1ZtZ7IW+k5NPvwJ45uJv9MHzZoKmW1RKkjS8DJvqizUrT2oKmrs73qKysUdzx861XHvTUXMOoU+sGgMs8i5J0iAYNjVQnczXHNu6hc9f9jRgdm3NxjBZBcxGja8ZPCVJ6g8XCKnvql7No59zZUfzNauamnPtgz5163TbQGnQlCSpf+zZVN9UQ+jdBE1g1oKg+VagGywlSRosw6b6ZnJ8H087fltXQROYWRDUGDQNlZJ0wNVx1aCbIM0wbKovNuQmJlff2HXQnJ7aDBxp0JSkJgZMDSvnbKqvpk88tav3j23dMjOEPte8TEkaJQZNDTPDpvpm3dqdjE2c3dU9qsVBhkxJkpYGw6b6Zs36HT25j9tSSpK0dBg21Rdd74FOMV9z1/Z1PWqRJEnqBxcIqTbVXui9MD21mf0Xb2PHzsf17J6SJKl+9myqFs1Bc3J8X8eLg6qg2VhfU5IkLQ32bKrnGoPmhtxU/pSdLQ764Hmz9kEHFwdJkqvPtZQYNlWbKmhOrBrjacd/HXj84m7wwfPY2xA0r73pqHJxkGFT0ugZ9oB5x10/4o67/nMBV+6vvS0aLoZN9VTVq7khN81sTzm5utyecpH2bhvnK5cVczQPBE1JkrSUGDbVcxtyE896UDK5eicnn34FK978VuCZi77PVy573IL3QJckScPJsKmeqoLm047fxgPedARjE2/t6D7TU5u59qZ1bkspSdIS52p09dzk6t0c/Zwru9otaGzrFnszJUm1iYijI+LiiPhJRNwaEZ+OiMcMul3LkT2b6qmJVWOsW7sTnvueru5TbUspSVKvRcRxwOXA/YFLKVaePgX4fEScmZmfHmT7lhvDpnquk8VAzRp3CnL4XNIoG/ZV6EtNRARwIbAG+OUqWEbEJPBl4G8j4rjM3DvAZi4rhk31VFW8fayLe0xPbWbHzrWGTEkjy4BZq/UUvZjvb+zBzMxrI+ItwJuAFwDvHFD7lh3nbKqnJlfv7mquZrVbkCSNKoNm7Z5SHv9fi3MfLo+n96ktI8GwqaExPbWZsa1bZralnFjVTf+oJEktVWHz2y3O7QDuAk7sX3OWP4fRNRSqHs3rt58wsy0lMBM4HVKXpGXpsIg4voP33ZCZuzr8zAmKBUE/bD6RmXdHxA7gYRExnpl7OvwMNTBsqmtrVp40s2PQaS/9GxZdwL3F/ufNJlaNGTglafk5Fri6g/ddAJzf4WceCezNzGxz/ubyuBIwbPaAYVMdaQyYxZaUN3Zc8ujz73wa0HpLSgOmJKnHVgF3zHG++ovnXn1oy0gwbKpjB4Lmbk4+/QoOOWfj4m/ywfP4yPd/e+ap4VKSVLPDmDtsRnl0XUuPGDbVkQ25icnxfTzt+G1FXc0Oi7hbvF3SqBvx1efXAWd28L4buvjMW4F7znG+Wp16SxefoQaGTXVkYtUYTzv+6zzgTUfAROe7BTUWb5ekUTLiIbOyLzOv6fNn7gEeGBGHZOb+FudXlEfDZo/YRTwEluL+rGcds5OjP/Lirmpq7n3tq/jkNRuZunV65iFJUs1upuhse2DziYi4B/BQinmb+/rbrOXLsDlg5f6sXwL+G/AN4F+BUyn2Zz1jkG1rZ83Kkzj59Cs6fv/01GauP+tCvnLZ4w5aECRJUs2+UR6Pa3HuQcDhwJfnWK2uRXIYfYCW8v6sKzZ2UA3ig+dx/YeLOprX3rTOoClJGoRPAL8JPAH4XNO5J5fHT/W1RcucPZuDVe3Purl5f1bgLcBaiv1Zl7zpqc0NQfOoQTdHkgbm6rjK+ZqD9VlgL/CCiFhVvRgR9wReWj79+CAatlwZNgdrye3PWtXXlCQtXBUwDZmDl5m3Am8CHgB8PCIeGxEbgH8ANgEXZ2YnhebVhsPog7Vk9md99L2ezaPG7w8Ui4MWa//F29ix83EHFW53UZCk5chQOfTeBBwFvAxoXITwIeB3BtKiZcywOVh92Z81ItYA9+2gbTM2rb6ZE3/uJk76+ycBa7mGR8E1/7GwO33ifL72icfzLzsPA24DbuN7t9+1yOZI0nD4bmyf/6IhWlpy98/ubH5prNV13UugVSWhVtcNVmb+DHhFRLwbeBJF3c0rMvNrg23Z8hQuthqciPhP4F6Zee82578CPBp4YGYuvjvxwH3OB97Q6fslScvKmZn5T724UURcAzy8i1t8OzOP70VbNLycszlYqyiGyttxf1ZJUq+5dZv6ymH0wXJ/VklSvx3Zw3tdN+D3awlwGH2AIuImiu/g3m3OfxU4CbhfZu7q4nM6mbN5BPAoiu269lDMK3U1z/JwLHBJw/Mz8Q/8UeD3PromOFDhBOAxmfmVQTVGo8eezcHqy/6sZVDtJKz6h9EyVOwlMMt1A9ibWH3m9z66Wnz3tw2iHRpdDs8O1s24P6skSVrGDJuD5f6skiRpWTNsDtYnyuMTWpxzf1ZJkrTkGTYHy/1ZJUnSsmbYHCD3Z5UkScudq9EHz/1ZJUnSsmXYHDD3Z5UkScuZYXNIZOYUMDXodkiSJPWSczYlSZJUG8OmJEmSamPYlCRJUm2csymNnhuAC5qea/nzex9dfvcaqHAnREmSJNXFYXRJkiTVxrApSZKk2hg2JUmSVBvDpiRJkmpj2JQkSVJtDJuSJEmqjWFTkiRJtTFsSpIkqTaGTUmSJNXGsClJkqTaGDYlSZJUG8OmJEmSamPYlCRJUm0Mm5IkSaqNYVNaJiLi6Ii4OCJ+EhG3RsSnI+IxHd7rrIi4PCJujojdEXFJRGzodZvVvV5+71o6ev29R8R4RLwxIv49Iu6MiP+IiL+LiPFetlujKTJz0G2Q1KWIOA64HLg/cCkwDTwFOAQ4MzM/vYh7vQ74E+BbwLeBDeXjDuCczPxwb1uvTvXye29x71cAby+frsjMO7tsrnqk1997RDwM+DRwDPB94EvAauAxwCMz8/s9arpGlGFTWuIiIij+ongi8PTqL5qImAS+DNwGHJeZexdwr5PK97wJeH2Wf0BExLnA3wB3lvf6zxp+KVqEXn7vLe59FPDvwB6KAGLYHBK9/t4jYjWwFXgwcC7wgYbf94cBP8vMu3r969BocRhdWvrWU/RqbG7s0cjMa4G3AGuBFyzwXi8BtgMXZMO/RDPzIuA9wErgtb1ptrrUy++92fnAFHB9l21U7/X6e38jxT8oficz/0/T7/t9Bk31gmFTWvqeUh7/X4tz1ZD36Qu81wTwt5l5d4tz7yuPj11E21SfXn7vMyJiAvgd4O87bJfq1bPvPSLWAOdRDJ2/v+uWSW0YNqWlr/rL59stzu0A7gJOXOC9XgB8vM25fy+PEwtvmmrUy++90duAW4CLOmuWatbL7/3XgUOBd7f5B6bUE4ZNaemboFgg8MPmE+VfIDuAhyxkVWlmXpWZU21OP6g8/rTThqqneva9VyLiKcDTgXdm5q29aqh6qpff+y+Wx69HxGMi4qPl6vb/iIg/L+dsSl0zbEpL35HA3sa5Vk1uLo8ru/yck8rj17q8j3qjp997RBxKsfr8p8A7um6d6tLL7/2E8vh44AvA/YAtwL2AlwH/EBHmBHXN/4mkpW8VxdBZO9Pl8V6dfkC5Ava3y6dv7fQ+6qlef++/SVHi6s8yc083DVOtevm9/1x5fAXw1Mx8bGY+m2IR0neAZwJndNhOaYZhU1r65hvqivLYze/33wZOBd6RmV/p4j7qnZ597xFxJPCnwA+AC7tsl+rVy9/vR5THt2fmZdWLmbkb+KPy6YsX1zzpYIcOugGSunYrcM85zo+Vx1s6uXlEnAr8JcXCoVd3cg/Vopff+x8BayiK9ltPc7j18nu/naKntFXlgUspelBPXlTrpBbs2ZSWvj3Ayog4pM35FeVx0WEzIh5BETI/AzzHFatDpSffe0QcA7wcuBr4QK8ap9r08vd7dc2O5hOZeTtwE3DfiOh2vrdGnGFTWvpuphileGDziXJy/0Mp5nHtW8xNI+JYipD5VeBXM3NR71ftbqY33/tpFEOzG4C7IyKrB/CE8pq95Wvn96bp6sLN9O73+w/KY7vgur88rmhzXloQh9Glpe8bwCbgOA785VF5EHA4cPkcq1cPEhEPAD5LsZvQMx1aHUq9+t6/DfxFm3O/STHM+lfA3RTbIWqwevn7/UrgFIpySt9sPFEuChynGGrf3V2TNeoMm9LS9wmKUPAE4HNN555cHj+10JtFxH0oejR3Ac/IzDt60Uj1XE++98z8KkXv9UEi4pkUYfOV/oNjaPTy9/u/UOwWdQZNYZNip7DDga8v5h+qUivh/0PS0hYRq4CfUAyvra+KcUfEPSlqYm4CNmbm1Qu410qKHs0VwBMz86a62q3u9PJ7n+Mzvg8cDawwbA6HHv9+Pwz4D4pe64dXv9/LXs0PAc8GnpWZH+v9r0SjxDmb0hJX/mXzJuABwMcj4rERsQH4B4q/eC5u/osnIk6JiHdFxDlNt7uQYljte8Cby2sOetT/q9J8evy9a4no5fdezsN+FXB/4EMR8aiIOAV4L0XQ/AxwSe2/KC17DqNLy8ObgKModv24ouH1D1EMkzVbD7yQovDzxQ2vH10ez5rn817UWTPVY7363rW09PJ7v5ji9/3rmb072IcoSmE5/KmuOYwuLSMRMQE8iaIO3xWZ6daSI8DvfTT18nuPiIdS7JV+L4otK7+dmT/rSUM18gybkiRJqo1zNiVJklQbw6YkSZJqY9iUJElSbQybkiRJqo1hU5IkSbUxbEqSJKk2hk1JkiTVxrApSZKk2hg2JUmSVBvDpiRJkmpj2JQkSVJtDJuSJEmqjWFTkiRJtTFsSpIkqTaGTUmSJNXGsClJkqTaGDYlSZJUG8OmJEmSamPYlCRJUm0Mm5IkSaqNYVOSJEm1MWxKkiSpNoZNSZIk1cawKWkkRcTbIiIj4uNReG5E/GtE7C5f/+NBt1GSloNDB90ASRqQR5bH64BLgV8C9gO3AAlsHVC7JGlZicwcdBskqe8iYjdwH+A24G7g1cAHM/P2iDgKuDMzbx9kGyVpOTBsSho5EXE08P3y6V7gMZn5rcG1SJKWL+dsShpFj2z4+bUGTUmqj2FT0iiqwuYe4K8H2RBJWu4Mm5JGURU2P5GZ0wNtiSQtc4ZNSaPohPJ42SAbIUmjwLApaaSUK80fXD61vJEk1cywKWnUVEPo08DVg2yIJI0Cw6akUVOFzWucrylJ9TNsSho1Vdh0CF2S+sCwKWnUGDYlqY8Mm5JGRkQcDjysfGrYlKQ+cLtKSZIk1caeTUmSJNXGsClJkqTaGDYlSZJUG8OmJEmSamPYlCRJUm0Mm5IkSaqNYVOSJEm1MWxKkiSpNoZNSZIk1cawKUmSpNoYNiVJklQbw6YkSZJqY9iUJElSbQybkiRJqo1hU5IkSbUxbEqSJKk2hk1JkiTVxrApSZKk2hg2JUmSVBvDpiRJkmpj2JQkSVJtDJuSJEmqjWFTkiRJtTFsSpIkqTaGTUmSJNXGsClJkqTaGDYlSZJUG8OmJEmSamPYlCRJUm0Mm5IkSaqNYVOSJEm1MWxKkiSpNoZNSZIk1eb/BxQld3L6RrIaAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Number of clusters\n",
    "show_n = 10\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"n_clusters\",\n",
    "    contour_props={\n",
    "        \"levels\": np.arange(-0.5, show_n + 1.5, 1),\n",
    "        \"vmin\": 0,\n",
    "        \"vmax\": show_n,\n",
    "        \"extend\": \"max\"\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax, ticks=range(0, show_n + 1, 2))\n",
    "colorbar.set_label(\"# clusters\")\n",
    "\n",
    "ax.set_xlim(0.01, 0.6)\n",
    "ax.set_ylim(0, 150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "directed-promotion",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-01T10:39:17.182309Z",
     "start_time": "2021-06-01T10:39:17.178203Z"
    }
   },
   "source": [
    "## Mono circle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 301,
   "id": "human-renaissance",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-14T12:40:23.728713Z",
     "start_time": "2021-06-14T12:40:23.723714Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"mono_circle\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 305,
   "id": "frequent-orange",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-14T12:43:45.294560Z",
     "start_time": "2021-06-14T12:43:45.083702Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fbbc63fbaf0>"
      ]
     },
     "execution_count": 305,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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MI2+3kvGabPUhzMUzZpH3zT+cj5ceuxrbly+wrWaEIcALv37Pc71g9oBdLN2s9Z9dOR4/e8GaDTVXbTnUa+sg8pZs9SGSmUXegdi4vx0r5qIKWL66FW+88wmW3TrNM+9BBmAXSzdrnbrVSy559TaQYrLVh8hkwZcusHXJ8rY9R/GFms94ZhsrDkG4lFIKKzYfsPWcXs7HpDPMIaaB9DJ1FPb30oQcryYXUkphzY4221cnsZAOJVNKYeWWQ7af10vbFnEIwoXW7zpsa1J88uo2IlMoHMVxDavjvHQnxgDsMtkS5q3A1W2Uia66wV66E+NV5TLZEuatsGTeBAZfSitb6poVSkt8nlvwwx6wyzhltwIiIE3d4GIfAIXOrggMiaWP5cKsz1fi/psv7dUZSK3a5kbildlEpxKRyQASA7atra2YPHnysI7ZvLPNttSfyvJiND9c59o3ONkjORhaUZO62CfoCsdi1chAIb588Wjse/dEr6ptQ81R379/P2pra5O/VauUsi6fMwnvLV1o0eVjcPu1F9pyLjP3lyib5K2NVlmQGWEGXwA41R3B9r0fJu4CzaptbizYwyEIF4lGo3jw6b14ae/RnN3a9cdLM85kPbvnKJK5cecMXlku8uDTe7Ftj33BF/DWjDNZz5yj0MGNd2sMwC4RjUbx0t6jtp6ztMSHRZePsfWc5G52Z0YkqygPuO5uzV2tzWOnTkds7fkCQOfpMMIRTtLS4DTMqMakMaNsP29t9dmuu1tjAHaJkSWFMGx+b3H8l4ZCKYUDR07aft59737suhoRvLpcwjAMzLn0XEuOXTftvLTf5/gvDYWOuzUAOH4yyDFgyo3kIuumB2+Zisry4pydY0SgAPfeeAkevGVqfKuh2LEry4s9t+KI7KPjbg1w5x0b09AcJtPW4A0zqrHh1fdx7ERXzs5V4i9IpO0Mtg4sUSaGYeCKqedh2x57J41vvqrGde9bBmCHybQ1OAD89Lm3cnqu4ydDvQqsJyfTEw3Hg7dMhYhg+56jiLpsXNZO7uqve1z2rcEPoLMrtxshVpS5L22H3MEwDCy7dRp2/sM12PDIlbacc9WWQ5yEo6HLtoqovSP3xdcnjy3P+TGJkhmGgXPKArYszuBCDBqWbKuIKsr8KPbldnzr5dc+dOX6eXIXuxZnuPGOzl2t9bhsb9T2jmCvgiS54qX9tci5GmZU98q0scKUce67o2MAdhjzjWrXeno33raR+5iZNusemovRo/yWnGP73g/xwC/2uKpDwQDsMOYb9earamw5nxtzJ8m9whFl6Way2/Ycxfpdhy07fq7xynMgO3eb5Wo3spMd1dLcNKzGAOxAdu02O7K4kNXOyFZ2TMi5adt6BmCHUUpBKWXZOFmyU10RVjsj2zXMqMZfNtX2/8IhKi3xuWZYjSvhHCJ1CfLIYuv/NBVlgUTA5zAE2ckQBQGQ7x//DMAOkboE+VRXxPJzdgV7cMVdG4e9qSHRYKzfdRiPrbFuz8vO0+FeS+ydzB39dI/LtgTZCqUlPgBILG1286aG5C5KKazYfMDSc5iZPekqCjoNA7AD2LWRYYEh2L58AYoz9AzcNHtM7hQKRy1NQwOA2rFlaN7Zhob7tmLOnS+i4b6taN7Z5sj3NocgHMBMzbE6CPdEVdZgby7KcMOtG7lTkc/A6FF+S4Pw9r0fYvveDxNfm3d4Zo69k7AH7AB2bmSYLQ+TizLIaiKCpfMnajm3E+/weLU5hNWpOSZ/UUHGYM9FGWSHhhnVuOeGKSgtsfcG3InL7hmAHaTAgOVbuYTC0T6FUbgFEdntmsvGYP1Ddbae04l3eBwDdoj1uw5j+epWW87FLYhIhz657gF7w48T7/Cc9XGQp+xKQxMBNu4+khgHM7cgctqbkrzJzHU3J4FPdVuf6w44+w6PPWAHsCsNTSk4djaYvM3uXHdTid/AuofmwjCc2dd0ZqvyjB0VopI5cTaYvM2uTkaq08EogqEe2887UAzADmBnGhrgzNlg8ja7OxnJbnz4ZccuxGAAdggzM8GOKmhu3DuL3M3uTkay4w5eau+5q1BEqkRkhYgcE5FOEWkRkct0t6s/5rjsyu/PtvxcN9XVcOKNbJea/mjY/B504tCbpybhRKQGwE4AnwWwGUAIwJUAdojIIqVUi872DUTpCB8MAaIWvU9KS3xomlVtzcGJskhNf3zxN+/3qgBoNScutfdMD1hiXbqfAKgAsEApdbVSqh7AnwAIAvhXEbFuS9YcMQwD488rtez4ty+8yLEzwpQfzPTH1B5xRVkAddPOG/bxMy1m4kIMa12IWG/3F8k9XaXUmyLydwB+AOCbAP5BU/v6ZSaqH/qgM+fHLi0pxO0LL3ZkLiTlp3QLgoKhHmzbc3RYx81098iFGNa6Mv64Os1za+OPc2xqy5CYiepWjD4U+wtRP73KcW9AIhFBkc/A+l2Hcf0DW3N2XHOMmQsx7GEG4N+nea4NQBjAVPuaMzhWJ6q3n+h23PgXkal5Z1vOl+JHlcLmv5+P0hE+x3Y8vBSAJyE26XYk9QmlVERE2gBMFJFRSqmTQzmBiFQAGD3IHxs/kBdZnag+ehRTz8h5zGG3xyyog1JZXuzo4At4KwCfBaBLZc4z6Yg/jgAwpAAM4NsAHhjiz2ZldVH2pfOdN/5FlLoXYi7dfJXz0y291CUqRWyYIZNQ/FHPcpx+WJmoPvGCs1j7gRzH6mG3q7/8OcuOnSteCsD9LSEzPwod+zvXT69C3bTzkcsP7QID+Jd7pzu+J0D5JxjqseyOr7TE54r5Di8NQXQC8GV5vij++OkwzvETAGsG+TPjAWwYyAuf/dV72Lbng0E3KpueKPD8r//AHjA5ilIKP/i313U3QzsvBeCTAM4XkQKlVLryR+YijCEHYKVUO4D2wfzMQHueVt6OPfXcm1h0+RguwCDHaN7ZNux832w6T4ddkfXjpSuyA7EPlPNTnxARA8A4xMaBrd0Te4iszILoPB3GulcOW3JsosGyozZwZbk7sn6c38KB2xN/rEnz3AUASgD8JkuWhFZWl+v79+2HHFeIhPJTKBy1dFt6AJgy7mxXzHt4KQC/GH+cleY5c/e/TTa1ZdBEBDfVpfvsyI1j8YUYRLrZURt49+/bXdHh8FIA3gqgC8A3RSRRzUZEfAC+G//yBR0NG6imWdXwW3Tb5MRCJJSf7KgN3NkVcfROGCbPXJFKqU7ECu6cC+AFEfmqiNQC+A8AnwewQillz7bDQyQiKCq0ZtLAiYVIKH+ZldD8PmdPklnNMwE47gcAngAwA8CrAPYBaEQsdexb+po1MKFwFJ1d2daSDF5piQ93L67Fgi9d4IpbMsoPIoL66VUoLbYmAJeW+BLV1Zz8vvdSGhqUUlEAd4rITwHMRSwv+FWl1O/0tmxginwGRpcFcDyH2RCdp8P42fNvY/nqVlSUBbBk3gQ0zKhmb5i0C4Wj+OjTUP8vHIIvXzQajfdvQ3tHt6Pf954KwCal1FsA3tLdjsESESy5qibnVaHMXnV7fG8sbktPTpDL+ifmLjKV5QFMGfeZXguanPy+99oQhOvZ8QntxL2xyNuUUonhAPPfAHI2GVdYILjjuslYu2wu/vudj9O+xonve0/2gN3KjgR1wJl7Y5E3meUmV7YcRHtHN0qLfVBQONUVSQwN1E07b9ir4kIRhSfX7QeAjD1qJ77vGYAdxOqawCampJFdUstNJk8ym0MDpcXZSrgMzj/Eg3A6TnzfO6s1ec6OBHWAKWlkj4He0eUy8yfbAIMT3/cMwA5idYL6yOJC3HHdZCy6fIxl5yAy2XVH15/K8gD3hKOBMVNlVrYcxLETXTk99qmuCJ5ctx+/3P6OY9NyyDus3uVloH55/xUI+J0Z6tgDdhgzVab54Tq89NjVuHtxbc7PYY69Pfur93J+bCKTHUuO+1NZXuyoSbdUDMAOJSII+Avxta9Yd9vkxLQc8hZzyXFleawcd2mJD6Ul9vVGp4wrt+1cQ+HMfjkl+AoFguyTC0PlxLQc8hbzjq5+ehVC4SiKfAa6gxHMvduewoTb9hzFpRPOcdwCDBN7wA4XCkctCb6AM9NyyJtEBP6iAogINv32D7ae28l3erz68pgT03LI2+xabJTMvNNzIg5BOJwVPdSKsgCWzp/oyLQc8jYdqWkVZc7dnsiZraKEcCT3t05MQSNd7FpslOymuhrHvtcZgB2uyGfgnLOKcnrM5DGx5CIpRHa4ZPzZtp2rtMSHplnVtp1vsDgE4XAigqXzJ+a0RGV7RzeCoR5s3H0kUSTFyTVTyTvW7zps6Xb0qW5feBEMw7n9TOe2jBKu/vLncno8Q4AXf/M+Hn1mX2I8joszyGp2TsBVlDl3+XEyBmAXyHWPNKqQ8UJwcsoOuZtdE3AjiwvR/HCdK+7mGIBdwF9UgBGB3C2WGF0WwPGTwbTPOTllh9zNVyiW7fqdzOnDDsnc0co8Zha0zuUn+eLZYzPORHNxBuWaUgrNO9vQcN9WBC38cB8RKMA9N0xx7Kq3dHilOZxZ0PpUVyRnxzQM4OaratI+x8UZlGvmezjTXVeu/LG7ByLiqvcvA7CDWTVp8ePmN7FqyyHUTTs/0ROuLC92xaQFuYvdK99Wthxw1RwG09AczMpJi/aObmzb8wHuuWEKrrlsDIp8hqt6DuQOdq98O3ai21UFptgDdjA7Vg2t2nKQwZcsYe6AbOfKt8py5y47Toc9YAcTEdxUV4Mn1uZuEUYqt/UYyPlSd0IeWWxfmLn5KnfNYbjnoyJPNc2qRqnFb+Dn//M9V42bkbOZk27m0IM5gez3Wf8hn+tFS1ZjAHY4wzBw28KLLD3HY2tauQKOhk0phXWvvIvHVu9L+7yvQHD7tRMtO39pic91d3IMwC6Quq1LZXkx7l5cm9PFGSs2v43uYIQ9YRqy9bsOY/nqVkQzvIVOdUfw1PMH7G2Uw3EM2AVSt3XxFQqe/dV7CEdyl9Te3hHEFXdtxOhRfiyZNwGNM8e6aiyN9NJRaD1V5+mw6+Yz2AN2EXNbl2d/9R4efWYfQhbUCj5+Mojlq1vxwC/2sjdMA6aj0HoqN67idFdrybaexrY9H2D9rsOWn4e8QUeh9VRuXMXJAOwydvY0WBmNBkpEsGTeBNvON7K4EJXl7l/FyTFglzF7GnYE4fYO5gjTwDXMqMbeAx/jpdesL7h+qiuC/3X1hVh0eVVit2U3Yg/YZezsabhxTI302vfux7ad68l1+7Hpt39wbfAFGIBdKTUtraIsgFmf/2zOzzNlnH17d5H7hcJRyyuepXL7MBmHIFwoNS2tyGegOxjB3Ls35fQ82/Z8gEsnfMZV9VVJH3MD2Y8+Ddl2TnMDAbcOk7EH7GJmWpqIIOAvtGTNvdt7GGQfuyfiAPcPk7m35dSLiOAvvnZhzo/LLYooG6UUgqEe9PT04JmX3sGqLe/Yen43pp4l4xCEh3ztK1V4bM3+nB4zuYehlEoMebj5TU/Dl1rxzEqlxT78xbUXQkSwasshHDvRhcryYiyZN8GVqWfJGIA9xF9UgNGj/DmdCDFvKZt3tiUutoqyAJbMm+CKXWfJGmbFMzt0doURjQJNs6vRMKPaU50ADkF4iIhg6fzcVJsyBKibdj4WfvVzWLOjrVd5wfaObjz6zD5WUMtTOuo+PL62FfX/ZwvW7zrsmeALsAfsOWbGwlPPvTmsjTyjKpYF8ev9/4M/dvekfc3KloOon17lmYuB+ko37KSr7sPxk0E8+sy+RBaQF7AH7DEigsaZY7H5h/NzkhWRKfgCsQm6YCjz8+ReyVvJz7nzRTTctxWrX34X0WisGp+du1yk8lJmDnvAHhWOqJxuZZ/Jxt1H0DhzbJ/vc8LO3VLHeNs7uvHE2lb8/MW38OWLK2x5b2Xi9tzfZAzAHmVXzYhVWw71moxLnR3nhJ37ZBvj7eyKYNse62s9ZOP23N9k3vgtqA+7kuJT84RT9wPjhJ37OKG2LwDM+UL65fVuz/1NxgDsYQu+dIHl5ygt8cFXeKb3m6nn5KVxOy/TsZV8JvfdfGmfrbjcWnYyEw5BeJA5/mpHwOs8Hcb6XYdx3axxWXtOXhq386LUoSPd/cvK8gAC/sI+NU+80vM1MQB7SOpFdM4ovy3nXb66FQBQP70KpcU+dHaF+7zGEMGLv3mfY8EOlTrppvteZcm8iYn3iVnzxIsYgD0k9SL6yMbSgMtXt+KNdz5JG3wBIKqU53I4vcIJG2qaE8ZeWWI8UAzAHuGEi2ggs+NcvOE8uifdKsuLse6huQhHlCeHGbLhJJxH6L6IBorV1ZxH94aaS+ZNgGEYrt5aaKgYgD1C90U0UOlyOM2ShsySsJ85b3Dyj/YVUU92x3WT82a4IR0OQXiEmfdrV4WqoUrO4eSiDf3srGqWjq8wv4YcUrEH7CGpe8VVlgdw5Z+cj9E2ZUNkU1ke6JPDyUUbejlh3mDVlkN5fefDHrCHpNsrTkQQjUbRcP82HNc4Rvz0X83CWSOLevV+M138KzYf4ESdhZLzxHXPG+R7fjgDsAel5k2GI0pr8AWABX/dgtGj/Fg6f2KiqHami7+9oxtrdrShaVZ1Xs6M50K6Ykjp8sT9PgNBjZOiXqrrMBQMwHnArsI8/THruYYjUVw/e2zWNpmVtzq7IhwbHgSzjOTKloM4fjLY6/9OZ554Jl6q6zAUDMB5wGkTdE+u249fbn8HU8aVY/veDzO+rjNe8tAcG+YijuyUUnjgF3t65WOb/3dKKfzs+be1te3uxbWIRoF/334Ix07k34KLTBiA84TZe1zZcjCxqeHNV9VAKYVVWw6hvaPb1tvR9o7urME3HS7iSM8cbnjh1+9lXAzz43Wt0FU7f+7Uc9EwoxqGYaBp9ljP1nUYCgbgPJFpgg4AGmeORTDUg8UPbkMwrCcfdCDyfcImVeqYrpElnuncuGT73g8xdeKZOiD8+52Rv6Pfecq8AJJ7HyICEcFHnzo3+AKx0pdemrAZygIU82ei0WifzVKjDs7mYjnS9NgDJgCxibpzzipyfBBOx23bHw1lAUq6cpFuCme8e0nPO90JGhYRwU11NbqbkVXn6XCvOhLpNo5s3tnm+J5WfwtQ0vWMU3/Gab+hIcA9N0zJuOgn39PNMmEPmBIWzxmHnz7/VtaJuCKfoa2YTkVZoNdFnG7jSLuyJYba6+5vAYr5vNkzvqmuBtfNrNK+Yq0/UQVcc9kYAEibbZPv6WaZ8COJEgzDwP9uuDjtcyOLffhu48VaK5mdfZYf3cEIuoMRRCIRPL058/ZH0Wg07fjqcAv/DKbXne5c/S1ASe0ZP7G2FfPu2ag9h7s/leWxD8e+y+G9t41QLrEHTL00zhwLwzCwYvMBtHd0Y/QoP75+5QQ0zarWXqPhrfdPYu7dm/p93bETXWi4b2uvhQj106vw7K/eG3bhn4H0urON8WZbFGNI+om00yGnDTj0lbyDhde3EcolBmDqJVO6mhMKtwzG8fgqLzNAvn7oE2zb80Hi+WzDFZmGF/rbdNTMUc4UpIHYB1ymRTFOzmJIVlQIhGJrZFBa4sNt107q08NlutnAMABTWqkXkFsKvmfy0t4P0n4/OXD2l50wkE1Hi3xGxiD92OrYirT66VV4/dDHeGnvUUQVIAI4fN6wl01/vyDxwZSPRdRziWPANCBFPsMRZS2HKlPvMnmHjv6yE7IVvTc3HQ2GejIG6aiK7Z23bMXr2LbnaKJNbgq+AmDTb/8Af1EBAv5CBt9hYgCmATHrSXhNZXkxfIWC7mAET29KXythxeYD6OnpwZodbfhjd/ZNRzfuPtLvziSZeuNuoADWbM4hBmAasMaZY1E37Xzdzcipi6vK0Hj/Nlxx18aMi1DaO7ox/3ub8cTaVvyxO/ua3lVbDuHPrhyf9TVuGesdEShApg4uV7blBgMwDZiIYNmtU3HHdZN1NyVnXn79wwGNbfcXeE3HTnShKxgZbrO0+8umWjz/g3kZh0e4uWpuMADToIgIFs8Z54oNQHX5p+f0lX3MlV9ufyfrmDdXtuUG/wdp0AaybNm8cEcWM9HGjY6d6EI4ojKO+3NlW27w6qAhaZpVndixIlVleTHWPTQX4YiCr1Cw4dX3sbLlAI6dcG8aW74xe7jp6kizkHruMADTkBiGgdsWXpRx3b9hGPAXxb5umFGNBV+6AFfctdHmVtJQJfdwubLNOgzANGSD6R35iwocsS8dZZfpb8iVbdZgAKYhy7bLRrrXOmlfOurtjusmY9HlVVzZZjMGYBq2gfaOzB6zWeiHnKGyPIDFc8Yx8GrAAEy2Se4xB0M92Lj7CH7cvN+2jUDzWbYdNJIrmZG9mIZGthMRBPyFaJw5FtuWL8AVl56ru0mely74slavfgzApFVBQQHuXzK139eZBb4pNyrKAlj30NxB10Om3PJUABaRRhHZKSIdIvKxiGwQkVrd7aLs+qsyds8NU7Duobm46/rJGOHnTLzpu43pdy8ZiPaOboQjrOWgm2cCsIjcD2AdgFEANgE4CmAhgN0i0qSzbZRdtkprdy2uTezS0TR7PLYsv9pTtSiGqm7aef0uCR89yo/SYl/a57iU2Bk88RcQkS8CeBDAIwC+oJT6U6XUFAC3AvADeFpEPquxidSPTHuJpe5WYdaiSH5tvvH7DDx4y1QYhpHxg+vOplo8+3+vwm0LJ6V9nkuJncErWRDfAfA2gGUqqUaeUuppEfkSgG8B+D6AOzS1j/ox2Jzi1GyKnz7/FjpPp6/V6zXBcBThiIK/KPtiGPP/iUuJnUu8UNNTRH4LYLVS6tE0z00D8F8A/ksp9UUNbZsMoNX8urW1FZMn8xY616LRKNa+chj/tvUgjp8MwhBBtJ/39uhR/sTecW5SWV6M5ofr+uxXl+2Dq7/n89n+/ftRW9trqqhWKbXfjnN7pQf8TQCZriRzg67092LkCYZhYPGccbh+9liEwlH4CgXhiMIjq/Zi+94P+7z+ikvPw0N/PhULvteCzq7c9Jz9hQaCkeHlNI8sLsSpNAWOkqUbPuhvMQyXEjuTJwKwUuqNLE9fEH/8ZLjnEZEKAKMH+WPZt0egnEoONP4iYNmt02AYr2H7nqOIKgVDBHOnnYcHll4aLyg0qd/l0Vdc+ln87q2P0lZ+M40e5UdXqGdIAVgEmHvpefj+1z8Pf1FBvHpcbMigtCQ2idZ5OszhAw/yRADuhzns8LscHOvbAB7IwXHIJoZhYNmt0/DA0ktx6nQEI0sKYRhn5p7NMdJ/2vD7tD3Pe26YgsaZY6GUQjDUgw2vvocn1/W9O/36lRPwxNrWPt8fiHPO8mPZn0/LWH0MAIcPPMoTWRCZSOzd+o34lz/S2RbSyzAMnDWyqFfwBc5M6G3+4Xzc2VSLivJYWldleaBXFoa5ei81A8PM1miaVZ0xJay0JHs/5/jJYJ/tfcyevIj0+jd5i9d7wN8AMB3A40qp3bobQ85lGAaunzMOTfEx5Ey9zWzZGpmqvd127UUAgMdW70u7ISdzcvOXZwOwiEwH8I8AXgDwvRwd9icA1gzyZ8YD2JCj85PFBjpZle51/aWEKaWwfHXfYQrm5OYvrQFYRL4N4KFhHOIJpdQjaY57CWKBdwuAJqVUTrapVUq1A2gfzM/wwsof/eUymyv6mJNLJq0BWCn1E8R6lTkjIuMRC7y/BXC9Usp9iZ7kapl60YNZbEL5wVNDECJyLoCtiK2Kq1dKseo3OQ5zcsnkmZF/ETkbsZ5vO4CvKaVOa24SEVFWngjAIjICsTHfCIAFSqlOzU0iIuqXV4YgfgLgKwCaAfxtpnE1pdTtdjYqrij5i0OHDmloAhFlkuaaLEr3Oit4pRjPDgCz+nudUsr2GQ8RWQimoRG5ySKl1HN2nMgTPWCl1GzdbSAiGixPjAETEbmRJ4YgnExERqH38MgRAKGUl6WullsE4B2Lm0ZDw7+VOwzm71QE4HNJX7+ilDppVcOSeWIIwsnif8is40lpJg3fsasgNA0O/1buMIS/02sWNicjDkEQEWnCAExEpAkDMBGRJgzARESaMAATEWnCAExEpAkDMBGRJgzARESaMAATEWnCAExEpAkDMBGRJqwF4QzHASxL+ZqciX8rd3DF34nV0IiINOEQBBGRJgzARESaMAATEWnCAExEpAkDMBGRJgzARESaMAATEWnCAExEpAkDMBGRJgzARESaMAATEWnCAExEpAkDMBGRJgzALiAijSKyU0Q6RORjEdkgIrW625VvRKRKRFaIyDER6RSRFhG5THe7qDc3XS8MwA4nIvcDWAdgFIBNAI4CWAhgt4g06WxbPhGRGgC/BnAzgD0AtgOYDmCHiMzT2TY6w23XC+sBO5iIfBHAbwD8AMDfqPgfS0RuAfAvALoB1Cil/kdbI/OAiAiAFgBXALhGKdUS//5FiP19TiH2d+jS10py4/XCHrCzfQfA2wCWqaRPSqXU0wB+BmAEgO/raVpeuRDAlQBWmsEXAJRSbwL4OwDnAfimprbRGa67XhiAnW0SgH9VSkXSPPfz+ONXbWxPvroy/rg6zXNr449zbGoLZea664V7wjnbNwEEMzx3MP44yaa25DMzAP8+zXNtAMIAptrXHMrAddcLA7CDKaXeyPL0BfHHT+xoS56bBCAE4EjqE0qpiIi0AZgoIqOUUidtbx0BcOf1wiEI9/pi/PF3WluRH84C0KUyz1h3xB9H2NMcGgJHXi8MwC4Un5X/RvzLH+lsS54oRWyYIZNQ/DFgQ1tokJx8vTAAu9M3EMtBfVwptVt3Y/KAv5/nJf7I68mZHHu98A3jMiIyHcA/AngBwPc0NydfdALwZXm+KP74qQ1toUFw+vXCSTgLiMi3ATw0jEM8oZR6JM1xL0HsjbQFQFOGdBvKvZMAzheRAqVUT5rni+OPDMAO4obrhSvhXEJExgN4FcB/A1iolOrW3KS8ISKvA/g8gCql1PspzxmI9ZALAQSyTNSRjdxyvXAIwgVE5FwAWxFb5VPv1DeTh+2JP9akee4CACUAfsPg6wxuul4YgB1ORM5G7BaqHcDXlFKnNTcpH70Yf5yV5rm6+OMmm9pCWbjteuEQhIOJyAjEPsmLAVyhlDqhuUl5SURKARxDLN/3QqVUZ/z7PsTySj8PYIpSqlVbI8mV1wsDsIOJyAoASwA0Azie6XVKqdtta1SeEpH7ADwMYCdiBV0+BbAMQCOAFUqpW/S1jgB3Xi8MwA4mIjuQ/ra3F6WU9PcaGp74ZNtyAHfgTN4vAKwBsJSlKPVz4/XCAEw0CCIyCcBcxPKCX1VKOWppK7kLAzARkSbMgiAi0oQBmIhIEwZgIiJNGICJiDRhACYi0oQBmIhIEwZgIiJNGICJiDRhACYi0oQBmIhIEwZgIiJNGICJiDRhACYi0oQBmIhIEwZgIiJNGICJiDRhACYi0oQBmIhIEwZgIiJNGICJiDRhACYi0oQBmIhIEwZgIiJNGICJiDRhACYi0oQBmIhIEwZgIiJNGICJiDRhACYi0oQBmIhIEwZgIiJNGICJiDT5/4hh8ksuxF2AAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The test data\n",
    "data = helper.gen_circles_points(\n",
    "    (5000, 2),\n",
    "    factor=.5,\n",
    "    shuffle=False,\n",
    "    noise=.05\n",
    ")\n",
    "data = data[:2500]\n",
    "n_points = data.shape[0]\n",
    "distances = pairwise_distances(data)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(1, 1))\n",
    "ax.scatter(\n",
    "    *data.T,\n",
    "    s=0.5,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "guided-premiere",
   "metadata": {},
   "source": [
    "### Checks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 306,
   "id": "scientific-shore",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-14T12:43:49.255195Z",
     "start_time": "2021-06-14T12:43:49.036144Z"
    },
    "run_control": {
     "marked": true
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "_ = plot.plot_histogram(ax, distances.flatten(), maxima=True, maxima_props={\"order\": 5})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "polished-harvest",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-01T10:39:17.182309Z",
     "start_time": "2021-06-01T10:39:17.178203Z"
    }
   },
   "source": [
    "## Circles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 301,
   "id": "spread-fantasy",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-14T12:40:23.728713Z",
     "start_time": "2021-06-14T12:40:23.723714Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"circles\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 302,
   "id": "greek-welcome",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-14T12:40:24.571591Z",
     "start_time": "2021-06-14T12:40:24.132645Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fbbc5c45d90>"
      ]
     },
     "execution_count": 302,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The test data\n",
    "data = helper.gen_circles_points(\n",
    "    (5000, 2),\n",
    "    factor=.5,\n",
    "    noise=.05\n",
    ")\n",
    "n_points = data.shape[0]\n",
    "distances = pairwise_distances(data)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(1, 1))\n",
    "ax.scatter(\n",
    "    *data.T,\n",
    "    s=0.5,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ignored-cornell",
   "metadata": {},
   "source": [
    "### Checks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "id": "heated-happening",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:32:47.308335Z",
     "start_time": "2021-06-04T15:32:46.790028Z"
    },
    "run_control": {
     "marked": true
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "_ = plot.plot_histogram(ax, distances.flatten(), maxima=True, maxima_props={\"order\": 5})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "id": "universal-wholesale",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:50:14.141882Z",
     "start_time": "2021-06-04T15:50:13.759629Z"
    }
   },
   "outputs": [],
   "source": [
    "h, binmids = calc_histogram(distances.flatten(), save=True, base_name=figsrc_dir / f\"{scan_name}_dist\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "id": "shaped-artist",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:50:14.304094Z",
     "start_time": "2021-06-04T15:50:14.143779Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Min:  0.0001264168234122532\n",
      "Max:  4.199475414902217\n"
     ]
    }
   ],
   "source": [
    "print(\"Min: \", distances[distances > 0].min())\n",
    "print(\"Max: \", distances.max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "id": "secure-tribute",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:55:47.047973Z",
     "start_time": "2021-06-04T15:55:39.795718Z"
    },
    "run_control": {
     "marked": true
    }
   },
   "outputs": [],
   "source": [
    "r_array, min_n, max_n, mean_n = calc_n_neighbours_per_radius(\n",
    "    distances, save=True, base_name=figsrc_dir / f\"{scan_name}\"\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "id": "forty-surgery",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:55:47.309248Z",
     "start_time": "2021-06-04T15:55:47.050159Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_n_neighbours_per_radius(\n",
    "    r_array, min_n, max_n, mean_n,\n",
    "    0.23, n_points\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "academic-landing",
   "metadata": {},
   "source": [
    "### Scan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "seasonal-three",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-01T19:16:05.204460Z",
     "start_time": "2021-06-01T19:16:05.201405Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"circles\"\n",
    "clustering = CLUSTERING_MAP[scan_name] = cluster.prepare_clustering(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "id": "secure-charger",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:37:29.533513Z",
     "start_time": "2021-06-04T15:33:18.139816Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8df3efc5bc064eefa9404138a4efb293",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/60 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for r in tqdm(np.arange(0.01, 0.61, 0.01)):\n",
    "    neighbours = helper.compute_neighbours(data, r, sort=True)\n",
    "    neighbours_clustering = cluster.prepare_clustering(\n",
    "        neighbours,\n",
    "        preparation_hook=cluster.prepare_neighbourhoods,\n",
    "        **neighbours_sorted_recipe\n",
    "    )\n",
    "\n",
    "    for c in range(151):\n",
    "        neighbours_clustering.fit(r, c, member_cutoff=20, v=False)\n",
    "        clustering.summary.append(neighbours_clustering.summary[-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aerial-platinum",
   "metadata": {},
   "source": [
    "### Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "blond-limitation",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-02T09:08:37.865905Z",
     "start_time": "2021-06-02T09:08:37.861611Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"circles\"\n",
    "clustering = CLUSTERING_MAP[scan_name]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "global-opposition",
   "metadata": {},
   "source": [
    "#### Time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "id": "frequent-advertising",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:37:29.841911Z",
     "start_time": "2021-06-04T15:37:29.535499Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 150.0)"
      ]
     },
     "execution_count": 196,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"execution_time\",\n",
    "    contour_props={\n",
    "        \"levels\": 50,\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax)\n",
    "colorbar.set_label(\"time / s\")\n",
    "\n",
    "ax.set_xlim(0.01, 0.6)\n",
    "ax.set_ylim(0, 150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "composed-silence",
   "metadata": {},
   "source": [
    "#### Noise level"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "id": "quiet-trace",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:37:30.163714Z",
     "start_time": "2021-06-04T15:37:29.844017Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 150.0)"
      ]
     },
     "execution_count": 197,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Noise level\n",
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"ratio_noise\",\n",
    "    contour_props={\n",
    "        \"levels\": np.arange(0, 1.01, 0.01),\n",
    "        \"vmin\": 0,\n",
    "        \"vmax\": 1,\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax, ticks=(0, 0.5, 1))\n",
    "colorbar.set_label(\"noise / %\")\n",
    "\n",
    "ax.set_xlim(0.01, 0.6)\n",
    "ax.set_ylim(0, 150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ecological-inclusion",
   "metadata": {},
   "source": [
    "#### Largest cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "id": "located-lebanon",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:37:30.484210Z",
     "start_time": "2021-06-04T15:37:30.165643Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 150.0)"
      ]
     },
     "execution_count": 198,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Largest cluster\n",
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"ratio_largest\",\n",
    "    contour_props={\n",
    "        \"levels\": np.arange(0, 1.01, 0.01),\n",
    "        \"vmin\": 0,\n",
    "        \"vmax\": 1,\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax, ticks=(0, 0.5, 1))\n",
    "colorbar.set_label(\"largest / %\")\n",
    "\n",
    "ax.set_xlim(0.01, 0.6)\n",
    "ax.set_ylim(0, 150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "absolute-madonna",
   "metadata": {},
   "source": [
    "#### Number of clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "fluid-cemetery",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-02T09:10:02.204195Z",
     "start_time": "2021-06-02T09:10:01.866640Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 150.0)"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Number of clusters\n",
    "show_n = 10\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"n_clusters\",\n",
    "    contour_props={\n",
    "        \"levels\": np.arange(-0.5, show_n + 1.5, 1),\n",
    "        \"vmin\": 0,\n",
    "        \"vmax\": show_n,\n",
    "        \"extend\": \"max\"\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax, ticks=range(0, show_n + 1, 2))\n",
    "colorbar.set_label(\"# clusters\")\n",
    "\n",
    "ax.set_xlim(0.01, 0.6)\n",
    "ax.set_ylim(0, 150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "political-browse",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-01T10:39:17.182309Z",
     "start_time": "2021-06-01T10:39:17.178203Z"
    }
   },
   "source": [
    "## Varied"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 351,
   "id": "static-printer",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-14T14:01:58.767011Z",
     "start_time": "2021-06-14T14:01:58.762836Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"varied\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 352,
   "id": "southeast-cement",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-14T14:02:06.100840Z",
     "start_time": "2021-06-14T14:02:05.692489Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fbbc765fc70>"
      ]
     },
     "execution_count": 352,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The test data\n",
    "data = helper.gen_blobs_points(\n",
    "    (5000, 2),\n",
    "    random_state=170,\n",
    "    cluster_std=[1.0, 2.5, 0.5],\n",
    ")\n",
    "n_points = data.shape[0]\n",
    "distances = pairwise_distances(data)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(1, 1))\n",
    "ax.scatter(\n",
    "    *data.T,\n",
    "    s=0.5,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 353,
   "id": "dried-border",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-14T14:03:24.199610Z",
     "start_time": "2021-06-14T14:03:24.184742Z"
    }
   },
   "outputs": [],
   "source": [
    "np.save(figsrc_dir / f\"{scan_name}/{scan_name}_data.npy\", data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "technological-badge",
   "metadata": {},
   "source": [
    "### Checks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 299,
   "id": "incomplete-corpus",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-11T11:41:36.011113Z",
     "start_time": "2021-06-11T11:41:35.495283Z"
    },
    "run_control": {
     "marked": true
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "_ = plot.plot_histogram(ax, distances.flatten(), maxima=True, maxima_props={\"order\": 5})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 285,
   "id": "olive-gathering",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-11T11:36:18.841793Z",
     "start_time": "2021-06-11T11:36:18.417419Z"
    }
   },
   "outputs": [],
   "source": [
    "h, binmids = calc_histogram(distances.flatten(), save=True, base_name=figsrc_dir / f\"{scan_name}/{scan_name}_dist\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "id": "confirmed-wireless",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-11T11:36:20.525277Z",
     "start_time": "2021-06-11T11:36:20.359337Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Min:  0.00021837824482724168\n",
      "Max:  5.457257351668825\n"
     ]
    }
   ],
   "source": [
    "print(\"Min: \", distances[distances > 0].min())\n",
    "print(\"Max: \", distances.max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 300,
   "id": "agricultural-design",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-11T11:41:44.980896Z",
     "start_time": "2021-06-11T11:41:36.012689Z"
    },
    "run_control": {
     "marked": true
    }
   },
   "outputs": [],
   "source": [
    "r_array, min_n, max_n, mean_n, highlights_distributions = calc_n_neighbours_per_radius(\n",
    "    distances,\n",
    "    highlights=np.array([0.19, 1.56, 2.97]),\n",
    "    hist_props={\"bins\": 20},\n",
    "    save=True,\n",
    "    base_name=figsrc_dir / f\"{scan_name}/{scan_name}\"\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "id": "after-india",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-11T11:37:46.800555Z",
     "start_time": "2021-06-11T11:37:46.474982Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_n_neighbours_per_radius(\n",
    "    r_array, min_n, max_n, mean_n,\n",
    "    0.19, n_points\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "directed-friendship",
   "metadata": {},
   "source": [
    "### Scan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "id": "proper-campus",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:40:45.917454Z",
     "start_time": "2021-06-04T15:40:45.910613Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"varied\"\n",
    "clustering = CLUSTERING_MAP[scan_name] = cluster.prepare_clustering(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "id": "mysterious-minutes",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:44:40.997991Z",
     "start_time": "2021-06-04T15:40:51.383158Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6b5c94ef9fa54baab3466dd7997e9cd8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/50 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for r in tqdm(np.arange(0.01, 0.51, 0.01)):\n",
    "    neighbours = helper.compute_neighbours(data, r, sort=True)\n",
    "    neighbours_clustering = cluster.prepare_clustering(\n",
    "        neighbours,\n",
    "        preparation_hook=cluster.prepare_neighbourhoods,\n",
    "        **neighbours_sorted_recipe\n",
    "    )\n",
    "\n",
    "    for c in range(151):\n",
    "        neighbours_clustering.fit(r, c, member_cutoff=20, v=False)\n",
    "        clustering.summary.append(neighbours_clustering.summary[-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "driven-death",
   "metadata": {},
   "source": [
    "### Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "id": "contained-award",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-02T13:36:02.464414Z",
     "start_time": "2021-06-02T13:36:02.461819Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"varied\"\n",
    "clustering = CLUSTERING_MAP[scan_name]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "id": "occupational-bhutan",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-02T13:36:02.528876Z",
     "start_time": "2021-06-02T13:36:02.466432Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>n_points</th>\n",
       "      <th>radius_cutoff</th>\n",
       "      <th>cnn_cutoff</th>\n",
       "      <th>member_cutoff</th>\n",
       "      <th>max_clusters</th>\n",
       "      <th>n_clusters</th>\n",
       "      <th>ratio_largest</th>\n",
       "      <th>ratio_noise</th>\n",
       "      <th>execution_time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0818</td>\n",
       "      <td>0.8856</td>\n",
       "      <td>0.001223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0198</td>\n",
       "      <td>0.9528</td>\n",
       "      <td>0.001058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0174</td>\n",
       "      <td>0.9784</td>\n",
       "      <td>0.000993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0108</td>\n",
       "      <td>0.9892</td>\n",
       "      <td>0.000940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>4</td>\n",
       "      <td>20</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0086</td>\n",
       "      <td>0.9914</td>\n",
       "      <td>0.000867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7545</th>\n",
       "      <td>5000</td>\n",
       "      <td>0.50</td>\n",
       "      <td>146</td>\n",
       "      <td>20</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>1</td>\n",
       "      <td>0.9252</td>\n",
       "      <td>0.0748</td>\n",
       "      <td>0.555526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7546</th>\n",
       "      <td>5000</td>\n",
       "      <td>0.50</td>\n",
       "      <td>147</td>\n",
       "      <td>20</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>1</td>\n",
       "      <td>0.9252</td>\n",
       "      <td>0.0748</td>\n",
       "      <td>0.568364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7547</th>\n",
       "      <td>5000</td>\n",
       "      <td>0.50</td>\n",
       "      <td>148</td>\n",
       "      <td>20</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>1</td>\n",
       "      <td>0.9242</td>\n",
       "      <td>0.0758</td>\n",
       "      <td>0.595478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7548</th>\n",
       "      <td>5000</td>\n",
       "      <td>0.50</td>\n",
       "      <td>149</td>\n",
       "      <td>20</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>1</td>\n",
       "      <td>0.9238</td>\n",
       "      <td>0.0762</td>\n",
       "      <td>0.584090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7549</th>\n",
       "      <td>5000</td>\n",
       "      <td>0.50</td>\n",
       "      <td>150</td>\n",
       "      <td>20</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>1</td>\n",
       "      <td>0.9228</td>\n",
       "      <td>0.0772</td>\n",
       "      <td>0.578298</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7550 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      n_points  radius_cutoff  cnn_cutoff  member_cutoff  max_clusters  \\\n",
       "0         5000           0.01           0             20          <NA>   \n",
       "1         5000           0.01           1             20          <NA>   \n",
       "2         5000           0.01           2             20          <NA>   \n",
       "3         5000           0.01           3             20          <NA>   \n",
       "4         5000           0.01           4             20          <NA>   \n",
       "...        ...            ...         ...            ...           ...   \n",
       "7545      5000           0.50         146             20          <NA>   \n",
       "7546      5000           0.50         147             20          <NA>   \n",
       "7547      5000           0.50         148             20          <NA>   \n",
       "7548      5000           0.50         149             20          <NA>   \n",
       "7549      5000           0.50         150             20          <NA>   \n",
       "\n",
       "      n_clusters  ratio_largest  ratio_noise  execution_time  \n",
       "0              5         0.0818       0.8856        0.001223  \n",
       "1              6         0.0198       0.9528        0.001058  \n",
       "2              2         0.0174       0.9784        0.000993  \n",
       "3              1         0.0108       0.9892        0.000940  \n",
       "4              1         0.0086       0.9914        0.000867  \n",
       "...          ...            ...          ...             ...  \n",
       "7545           1         0.9252       0.0748        0.555526  \n",
       "7546           1         0.9252       0.0748        0.568364  \n",
       "7547           1         0.9242       0.0758        0.595478  \n",
       "7548           1         0.9238       0.0762        0.584090  \n",
       "7549           1         0.9228       0.0772        0.578298  \n",
       "\n",
       "[7550 rows x 9 columns]"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clustering.summary.to_DataFrame()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "nasty-shift",
   "metadata": {},
   "source": [
    "#### Time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "id": "pursuant-michael",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:44:41.317664Z",
     "start_time": "2021-06-04T15:44:41.000024Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 150.0)"
      ]
     },
     "execution_count": 208,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"execution_time\",\n",
    "    contour_props={\n",
    "        \"levels\": 50,\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax)\n",
    "colorbar.set_label(\"time / s\")\n",
    "\n",
    "ax.set_xlim(0.01, 0.5)\n",
    "ax.set_ylim(0, 150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "russian-painting",
   "metadata": {},
   "source": [
    "#### Noise level"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "id": "persistent-equivalent",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:44:41.624700Z",
     "start_time": "2021-06-04T15:44:41.319958Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 150.0)"
      ]
     },
     "execution_count": 209,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Noise level\n",
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"ratio_noise\",\n",
    "    contour_props={\n",
    "        \"levels\": np.arange(0, 1.01, 0.01),\n",
    "        \"vmin\": 0,\n",
    "        \"vmax\": 1,\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax, ticks=(0, 0.5, 1))\n",
    "colorbar.set_label(\"noise / %\")\n",
    "ax.set_xlim(0.01, 0.5)\n",
    "ax.set_ylim(0, 150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "otherwise-poland",
   "metadata": {},
   "source": [
    "#### Largest cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "id": "exciting-logic",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:44:41.929218Z",
     "start_time": "2021-06-04T15:44:41.626383Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 150.0)"
      ]
     },
     "execution_count": 210,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Largest cluster\n",
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"ratio_largest\",\n",
    "    contour_props={\n",
    "        \"levels\": np.arange(0, 1.01, 0.01),\n",
    "        \"vmin\": 0,\n",
    "        \"vmax\": 1,\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax, ticks=(0, 0.5, 1))\n",
    "colorbar.set_label(\"largest / %\")\n",
    "ax.set_xlim(0.01, 0.5)\n",
    "ax.set_ylim(0, 150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "broad-adjustment",
   "metadata": {},
   "source": [
    "#### Number of clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "id": "awful-replication",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:44:42.166261Z",
     "start_time": "2021-06-04T15:44:41.930575Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 150.0)"
      ]
     },
     "execution_count": 211,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Number of clusters\n",
    "show_n = 10\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"n_clusters\",\n",
    "    contour_props={\n",
    "        \"levels\": np.arange(-0.5, show_n + 1.5, 1),\n",
    "        \"vmin\": 0,\n",
    "        \"vmax\": show_n,\n",
    "        \"extend\": \"max\"\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax, ticks=range(0, show_n + 1, 2))\n",
    "colorbar.set_label(\"# clusters\")\n",
    "ax.set_xlim(0.01, 0.5)\n",
    "ax.set_ylim(0, 150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "harmful-initial",
   "metadata": {},
   "source": [
    "#### Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "id": "patent-subcommittee",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-02T14:05:00.002466Z",
     "start_time": "2021-06-02T14:04:59.539664Z"
    }
   },
   "outputs": [],
   "source": [
    "r = 0.2\n",
    "c = 50\n",
    "\n",
    "neighbours = helper.compute_neighbours(data, r, sort=True)\n",
    "neighbours_clustering = cluster.prepare_clustering(\n",
    "    neighbours,\n",
    "    preparation_hook=cluster.prepare_neighbourhoods,\n",
    "    **neighbours_sorted_recipe\n",
    ")\n",
    "\n",
    "neighbours_clustering.fit(0., c, member_cutoff=20, v=False)\n",
    "clustering._labels = neighbours_clustering._labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "id": "challenging-inflation",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-02T14:05:22.275657Z",
     "start_time": "2021-06-02T14:05:22.050796Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 600x370.828 with 1 Axes>,\n",
       " <AxesSubplot:xlabel='$x$', ylabel='$y$'>)"
      ]
     },
     "execution_count": 168,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "clustering.evaluate(ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "humanitarian-tract",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-01T10:39:17.182309Z",
     "start_time": "2021-06-01T10:39:17.178203Z"
    }
   },
   "source": [
    "## Aniso"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "id": "binary-latvia",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:44:42.529279Z",
     "start_time": "2021-06-04T15:44:42.527077Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"aniso\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "id": "oriental-express",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:44:42.525629Z",
     "start_time": "2021-06-04T15:44:42.167497Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fc65ef777f0>"
      ]
     },
     "execution_count": 212,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The test data\n",
    "data = helper.gen_blobs_points(\n",
    "    (5000, 2),\n",
    "    random_state=170,\n",
    "    \n",
    ")\n",
    "transformation = [[0.6, -0.6], [-0.4, 0.8]]\n",
    "data = np.dot(data, transformation)\n",
    "n_points = data.shape[0]\n",
    "\n",
    "distances = pairwise_distances(data)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(1, 1))\n",
    "ax.scatter(\n",
    "    *data.T,\n",
    "    s=0.5,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cellular-clark",
   "metadata": {},
   "source": [
    "### Checks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "id": "capable-smart",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:44:42.987619Z",
     "start_time": "2021-06-04T15:44:42.532118Z"
    },
    "run_control": {
     "marked": true
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "_ = plot.plot_histogram(ax, distances.flatten(), maxima=True, maxima_props={\"order\": 5})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "id": "healthy-addiction",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:50:14.141882Z",
     "start_time": "2021-06-04T15:50:13.759629Z"
    }
   },
   "outputs": [],
   "source": [
    "h, binmids = calc_histogram(distances.flatten(), save=True, base_name=figsrc_dir / f\"{scan_name}_dist\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "id": "bridal-initial",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:50:14.304094Z",
     "start_time": "2021-06-04T15:50:14.143779Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Min:  0.0001934117086504001\n",
      "Max:  3.6222164035708793\n"
     ]
    }
   ],
   "source": [
    "print(\"Min: \", distances[distances > 0].min())\n",
    "print(\"Max: \", distances.max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "id": "related-maine",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:55:47.047973Z",
     "start_time": "2021-06-04T15:55:39.795718Z"
    },
    "run_control": {
     "marked": true
    }
   },
   "outputs": [],
   "source": [
    "r_array, min_n, max_n, mean_n = calc_n_neighbours_per_radius(\n",
    "    distances, save=True, base_name=figsrc_dir / f\"{scan_name}\"\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "id": "interracial-consciousness",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:55:47.309248Z",
     "start_time": "2021-06-04T15:55:47.050159Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_n_neighbours_per_radius(\n",
    "    r_array, min_n, max_n, mean_n,\n",
    "    0.13, n_points\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "catholic-guitar",
   "metadata": {},
   "source": [
    "### Scan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "id": "supreme-circuit",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:44:50.391636Z",
     "start_time": "2021-06-04T15:44:50.388752Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"aniso\"\n",
    "clustering = CLUSTERING_MAP[scan_name] = cluster.prepare_clustering(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "id": "complicated-sitting",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:50:11.360855Z",
     "start_time": "2021-06-04T15:44:50.392995Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/60 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for r in tqdm(np.arange(0.01, 0.61, 0.01)):\n",
    "    neighbours = helper.compute_neighbours(data, r, sort=True)\n",
    "    neighbours_clustering = cluster.prepare_clustering(\n",
    "        neighbours,\n",
    "        preparation_hook=cluster.prepare_neighbourhoods,\n",
    "        **neighbours_sorted_recipe\n",
    "    )\n",
    "\n",
    "    for c in range(151):\n",
    "        neighbours_clustering.fit(r, c, member_cutoff=20, v=False)\n",
    "        clustering.summary.append(neighbours_clustering.summary[-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "english-scotland",
   "metadata": {},
   "source": [
    "### Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "empty-salvation",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-02T11:35:07.121257Z",
     "start_time": "2021-06-02T11:35:07.118593Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"aniso\"\n",
    "clustering = CLUSTERING_MAP[scan_name]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "timely-success",
   "metadata": {},
   "source": [
    "#### Time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "id": "prepared-enterprise",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:50:11.660872Z",
     "start_time": "2021-06-04T15:50:11.362613Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 150.0)"
      ]
     },
     "execution_count": 221,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"execution_time\",\n",
    "    contour_props={\n",
    "        \"levels\": 50,\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax)\n",
    "colorbar.set_label(\"time / s\")\n",
    "\n",
    "ax.set_xlim(0.01, 0.6)\n",
    "ax.set_ylim(0, 150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "greater-specialist",
   "metadata": {},
   "source": [
    "#### Noise level"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "id": "endless-contamination",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:50:12.344715Z",
     "start_time": "2021-06-04T15:50:11.662598Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 150.0)"
      ]
     },
     "execution_count": 222,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Noise level\n",
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"ratio_noise\",\n",
    "    contour_props={\n",
    "        \"levels\": np.arange(0, 1.01, 0.01),\n",
    "        \"vmin\": 0,\n",
    "        \"vmax\": 1,\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax, ticks=(0, 0.5, 1))\n",
    "colorbar.set_label(\"noise / %\")\n",
    "ax.set_xlim(0.01, 0.6)\n",
    "ax.set_ylim(0, 150)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "id": "pacific-blowing",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:50:12.651964Z",
     "start_time": "2021-06-04T15:50:12.346191Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 150.0)"
      ]
     },
     "execution_count": 223,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Noise level\n",
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"ratio_noise\",\n",
    "    contour_props={\n",
    "        \"levels\": np.arange(0, 1.01, 0.01),\n",
    "        \"vmin\": 0,\n",
    "        \"vmax\": 1,\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax, ticks=(0, 0.5, 1))\n",
    "colorbar.set_label(\"noise / %\")\n",
    "ax.set_xlim(0.01, 0.13)\n",
    "ax.set_ylim(0, 150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "heard-branch",
   "metadata": {},
   "source": [
    "#### Largest cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "id": "informed-shannon",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:50:12.956509Z",
     "start_time": "2021-06-04T15:50:12.653463Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 150.0)"
      ]
     },
     "execution_count": 224,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Largest cluster\n",
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"ratio_largest\",\n",
    "    contour_props={\n",
    "        \"levels\": np.arange(0, 1.01, 0.01),\n",
    "        \"vmin\": 0,\n",
    "        \"vmax\": 1,\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax, ticks=(0, 0.5, 1))\n",
    "colorbar.set_label(\"largest / %\")\n",
    "ax.set_xlim(0.01, 0.6)\n",
    "ax.set_ylim(0, 150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "clinical-prototype",
   "metadata": {},
   "source": [
    "#### Number of clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "id": "vanilla-currency",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T15:50:13.195768Z",
     "start_time": "2021-06-04T15:50:12.958192Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 150.0)"
      ]
     },
     "execution_count": 225,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Number of clusters\n",
    "show_n = 10\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"n_clusters\",\n",
    "    contour_props={\n",
    "        \"levels\": np.arange(-0.5, show_n + 1.5, 1),\n",
    "        \"vmin\": 0,\n",
    "        \"vmax\": show_n,\n",
    "        \"extend\": \"max\"\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax, ticks=range(0, show_n + 1, 2))\n",
    "colorbar.set_label(\"# clusters\")\n",
    "ax.set_xlim(0.01, 0.6)\n",
    "ax.set_ylim(0, 150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "falling-nursing",
   "metadata": {},
   "source": [
    "#### Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "following-float",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-02T11:45:02.464628Z",
     "start_time": "2021-06-02T11:45:02.068546Z"
    }
   },
   "outputs": [],
   "source": [
    "r = 0.13\n",
    "c = 50\n",
    "\n",
    "neighbours = helper.compute_neighbours(data, r, sort=True)\n",
    "neighbours_clustering = cluster.prepare_clustering(\n",
    "    neighbours,\n",
    "    preparation_hook=cluster.prepare_neighbourhoods,\n",
    "    **neighbours_sorted_recipe\n",
    ")\n",
    "\n",
    "neighbours_clustering.fit(0., c, member_cutoff=20, v=False)\n",
    "clustering._labels = neighbours_clustering._labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "elegant-passion",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-02T11:45:02.885665Z",
     "start_time": "2021-06-02T11:45:02.603988Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 1800x1200 with 1 Axes>, <AxesSubplot:xlabel='$x$', ylabel='$y$'>)"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(2, 2/1.618))\n",
    "clustering.evaluate(ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "perfect-fundamentals",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-01T10:39:17.182309Z",
     "start_time": "2021-06-01T10:39:17.178203Z"
    }
   },
   "source": [
    "## Backbone dihedrals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 378,
   "id": "unlike-discovery",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-15T13:18:23.043277Z",
     "start_time": "2021-06-15T13:18:23.037642Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"backbone\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 379,
   "id": "juvenile-university",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-15T13:18:23.541267Z",
     "start_time": "2021-06-15T13:18:23.509298Z"
    }
   },
   "outputs": [],
   "source": [
    "# The test data\n",
    "data_path = data_dir / \"Alanine/projections/phipsi.npy\"\n",
    "data = [p[::400, :] for p in np.load(data_path)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 380,
   "id": "terminal-monaco",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-15T13:18:24.117919Z",
     "start_time": "2021-06-15T13:18:24.111017Z"
    }
   },
   "outputs": [],
   "source": [
    "data_concatened = np.array(np.concatenate(data), dtype=np.float64, order=\"c\")\n",
    "n_points = data_concatened.shape[0] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 368,
   "id": "pregnant-validation",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-15T09:23:16.690994Z",
     "start_time": "2021-06-15T09:23:16.676613Z"
    }
   },
   "outputs": [],
   "source": [
    "np.save(figsrc_dir / f\"{scan_name}/{scan_name}_data.npy\", data_concatened)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 381,
   "id": "theoretical-language",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-15T13:18:27.524209Z",
     "start_time": "2021-06-15T13:18:27.247548Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-3.141592653589793, 3.141592653589793)"
      ]
     },
     "execution_count": 381,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(1, 1))\n",
    "ax.scatter(\n",
    "    *data_concatened.T,\n",
    "    s=0.5,\n",
    ")\n",
    "ax.set_xlim((-np.pi, np.pi))\n",
    "ax.set_ylim((-np.pi, np.pi))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 382,
   "id": "ordered-optimization",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-15T13:23:07.820410Z",
     "start_time": "2021-06-15T13:18:30.426245Z"
    }
   },
   "outputs": [],
   "source": [
    "data_alt = _types.InputDataExtPointsMemoryview(data_concatened)\n",
    "metric = _types.MetricExtEuclideanPeriodicReduced(np.array([2*np.pi, 2*np.pi], dtype=float))\n",
    "\n",
    "distances = np.zeros((n_points, n_points))\n",
    "for i in range(n_points):\n",
    "    for j in range(i + 1, n_points):\n",
    "        distances[i, j] = np.sqrt(metric.calc_distance(i, j, data_alt))\n",
    "        \n",
    "tril = np.tril_indices_from(distances)\n",
    "distances[tril] = distances.T[tril]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "usual-darwin",
   "metadata": {},
   "source": [
    "### Checks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 383,
   "id": "stuck-notebook",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-15T13:23:10.911863Z",
     "start_time": "2021-06-15T13:23:07.823413Z"
    },
    "run_control": {
     "marked": true
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "_ = plot.plot_histogram(ax, distances.flatten(), maxima=True, maxima_props={\"order\": 5})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "id": "motivated-capture",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-11T10:06:33.307248Z",
     "start_time": "2021-06-11T10:06:31.807100Z"
    }
   },
   "outputs": [],
   "source": [
    "h, binmids = calc_histogram(distances.flatten(), save=True, base_name=figsrc_dir / f\"{scan_name}/{scan_name}_dist\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 269,
   "id": "funded-ozone",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-11T10:05:07.588065Z",
     "start_time": "2021-06-11T10:05:07.046784Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Min:  0.0001605242388684838\n",
      "Max:  4.439522323492073\n"
     ]
    }
   ],
   "source": [
    "print(\"Min: \", distances[distances > 0].min())\n",
    "print(\"Max: \", distances.max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "id": "brutal-remainder",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-11T10:05:07.592420Z",
     "start_time": "2021-06-11T10:05:07.589702Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'backbone'"
      ]
     },
     "execution_count": 270,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scan_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "id": "collectible-rebound",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-11T11:14:42.516047Z",
     "start_time": "2021-06-11T11:14:12.938220Z"
    },
    "run_control": {
     "marked": true
    }
   },
   "outputs": [],
   "source": [
    "r_array, min_n, max_n, mean_n, highlights_distributions = calc_n_neighbours_per_radius(\n",
    "    distances,\n",
    "    highlights=np.array([0.42, 3.09]),\n",
    "    hist_props={\"bins\": 20},\n",
    "    save=True,\n",
    "    base_name=figsrc_dir / f\"{scan_name}/{scan_name}\"\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "indian-faculty",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 386,
   "id": "variable-baseball",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-15T13:24:24.256130Z",
     "start_time": "2021-06-15T13:24:23.745108Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_n_neighbours_per_radius(\n",
    "    r_array, min_n, max_n, mean_n,\n",
    "    0.42, n_points\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "average-chemical",
   "metadata": {},
   "source": [
    "### Scan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 384,
   "id": "relevant-encoding",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-15T13:23:10.928326Z",
     "start_time": "2021-06-15T13:23:10.914100Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"backbone\"\n",
    "clustering = CLUSTERING_MAP[scan_name] = cluster.prepare_clustering(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 385,
   "id": "destroyed-blank",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-15T13:23:10.981456Z",
     "start_time": "2021-06-15T13:23:10.930572Z"
    }
   },
   "outputs": [],
   "source": [
    "for record in RECORD_MAP[scan_name]:\n",
    "    clustering.summary.append(record)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "id": "affiliated-chase",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-10T07:01:35.086216Z",
     "start_time": "2021-06-10T07:01:35.081519Z"
    }
   },
   "outputs": [],
   "source": [
    "# RECORD_MAP[scan_name] = clustering.summary._list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "brilliant-poultry",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "listed-poison",
   "metadata": {
    "ExecuteTime": {
     "start_time": "2021-06-15T13:26:12.958Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "96ef4ce3670645a9ad98bf59ce339758",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for r in tqdm(np.arange(0.01, 1.01, 0.01)):\n",
    "    \n",
    "    neighbours = [np.where(d < r)[0] for d in distances]\n",
    "    for n in neighbours:\n",
    "        n.sort()\n",
    "        \n",
    "    neighbours_clustering = cluster.prepare_clustering(\n",
    "        neighbours,\n",
    "        preparation_hook=cluster.prepare_neighbourhoods,\n",
    "        **neighbours_sorted_recipe\n",
    "    )\n",
    "\n",
    "    for c in range(251, 2000):\n",
    "        neighbours_clustering.fit(r, c, member_cutoff=20, v=False)\n",
    "        clustering.summary.append(neighbours_clustering.summary[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 397,
   "id": "optimum-cookbook",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-21T19:12:14.813307Z",
     "start_time": "2021-06-21T19:12:08.894657Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"backbone\"\n",
    "\n",
    "overwrite = True\n",
    "\n",
    "record_file = pathlib.Path(f\"records/{scan_name}.json\")\n",
    "if record_file.is_file() and not overwrite:\n",
    "    raise RuntimeError(f\"File exists: str(record_file)\")\n",
    "\n",
    "with open(record_file, \"w\") as fp:\n",
    "    json.dump({scan_name: CLUSTERING_MAP[scan_name].summary._list}, fp, cls=helper.RecordEncoder, indent=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "english-tradition",
   "metadata": {},
   "source": [
    "### Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "extreme-workplace",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-09T19:09:31.394164Z",
     "start_time": "2021-06-09T19:09:31.389876Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"backbone\"\n",
    "clustering = CLUSTERING_MAP[scan_name]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "documented-relations",
   "metadata": {},
   "source": [
    "#### Time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 391,
   "id": "molecular-unknown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-21T19:00:54.220176Z",
     "start_time": "2021-06-21T19:00:53.064939Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 2000.0)"
      ]
     },
     "execution_count": 391,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(2, 2/1.618))\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"execution_time\",\n",
    "    contour_props={\n",
    "        \"levels\": 100,\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax)\n",
    "colorbar.set_label(\"time / s\")\n",
    "\n",
    "ax.set_xlim(0.01, 1)\n",
    "ax.set_ylim(0, 2000)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "sought-sleeping",
   "metadata": {},
   "source": [
    "#### Noise level"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 392,
   "id": "scenic-sympathy",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-21T19:02:02.971048Z",
     "start_time": "2021-06-21T19:02:01.867814Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 2000.0)"
      ]
     },
     "execution_count": 392,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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EbOo8PbUWzDA6EfaL8WhthiaIDpCYFUIUUpViUNdisHBVtkm2bHp7YIJB3pCELKFe2TR1q6wz3tqGTV/Zimx6f9tDEWbuqQMhWzYwIdovITs9zxCErBAtITErhKhPQ4vBHCXCdZEUg/1t+41fedO+8hIMZp6XNH6lPw+pyq6i6auOkJ09//IjuOpYC/Loi0dWQrYeNtoJSkMp+kVZCJCYFUIUkDe+Ns9iUDS+NrEYLNz4lVgMAhu/yuK40gkGCXkCNi9Xdjw6uFCCwSI0sRfUFbLLSC5IUzUUoYz5iq0qstPzDEjICtEW9TJdhBAipm627MLja8sIrMrCvpAN8coCuQ1gaUISDBapyraVKRuaUpC3ba9C6C6aXDB37VrWA1Vkp+eRkBUbiiqzQohKQlMMkqpsEG2Ory0gSTAoosgrmxWwZXFcWdquyqYJEavQXXJBQlcRXGUe2fz91SXdTanIhtI3IWujk5WTA5N1QhQhMSuEKKSuxWC6vYnFoGbjV1OLAcSDELLPcwTsIl7Z6a0vqSq7f97+RnBVZcmW7QsRslmRusqKbBUhIhZWU5GdKM5LDAzZDIQQ4TQcXztnMQhp/AqtypZYDKA8VzZv2leWvKpsEWVV2SYDEtKEVGWLhGzVeeokF+SxiqEI8/dQLWSLKBOyXU73qmIVQnZMe1VgIZaFKrNCiDmqIrnaImjiVw4hVdlsgkHaK1s27SsvTzakKtv2gITQpq8qIZtXkU1vXzS5IE1fhiIUCdmiqmweTa0FUC1k++qRXYmQHe+FJRWMJbJFMRKzQohcQgclVKUYBAnWEItBqFd2lBW1+T/mqnJl59IMAqupbQ1IKCJEyOaRJ2RnztswuSDvuCxNhyI0zZLNPVeL9oKmQrbP1gJVZMWQkc1ACFFIyKCEUGpZDEKZCy7dTzBIk5dgkPu8YnRt21XZovVlVdns9pAIrjShPtkukgvWYShCH4RsKBKyYlNQZVYIMUPaYjBDTorBIlXZNrNl8/CCpqwqAZtt/ILuq7KLNn2lqbIX7G9bfnLBzHklZOfPsYEVWds7ie1WSxHbU5qBKEZiVggxR5HFYOGqbB4hEV0VjV9pv2y6Kpv1yk63Z3Jlq+K4ZrbXTDCYbmtgL5ixBkzmm7oW9clWJRcU0XUEVxYJ2fhcayZkhWgL2QyEEFMKG79WPb42prTxK5NgkDe2Ni9XNk1eHFdormzdfQl17QXT42omF+Q1fE3XtTyqtsssWQnZqnNJyIrNQ5VZIUQhfRtfW0XZkISiBIOiqmyeeC0TtokoTR6bNHcVka3KljV8lY2qzVuXpuvkAgnZnHNsuJC18d70Z0fVOiGKkJgVQgD7Vdm0xSBNJ9myIeNrSywGVVVZH23N2QsSiqqyXUz7quuVLbMX9KXhq4iyhq80fZ/uVTUMYahCVoh1RGJWCDFHJxaDmKCqbA5VjV/pXFmYHZBQpyoL+eK1ba9snQzarJBN03bD1+wxqXtpMbmg7lCEVVRky1hUyIYmFnQhZPtUlQXY2ttha7f6/4WtvQBvvdhY5JkVQtRmEYvBlJrja7PkVWWj7fnCtY5XFvLF68zngdO+QijzyuYJ0y4bvqqqu8sQslVV2aFbC0IIFbJ1CBWyI1TlFcNClVkhRC6LpBgse3xtmVe2iKLRtWVV2f3nYbmybdgL9s81nIavNG0PRRi6kF1FjiyEC9k9VAEVw0NiVggxZc4vG2AxCGne2F8b8IZaJ1s2wCubTjDI2gryRtemKbMUwHzTF7TT+NWk4St026qSC7ocU5vHkIVs21XZPgtZG42Cfi7UHqgiNgqJWSHEDHlTv9JkLQYJtcbXhtCwKlvklU1TOThhpqJaPe1rf23zAQlTy0DDhq9Qn2zufTdMLqgTwVVFUyGb66cdqJCtI2LbTi5QRVYMGXlmhRBzU79aHZQQkmJQ0viVh+/ZXFU2TZ5XNmTyV5E/No+8qmwVoWvLMmbr2guqfLJNkwuWmSUrIZs9n4SsEGlUmRVCAItZDBbOlp3eRInFIBvHxWyCQXraF+QnGEzGs1FdVaNr267Kzqwvqcrun6fYJ1uWJxvqk11kVO3sufO35+1rkiWbRx0hW3qeDReyK2e0g+2V/+KUrBOiCFVmhdhwCqd+pSgalDC3Ltv4lUfT8bVpRsVvfkXWgpk12TzZjqqyIVFcdewF0/O25JPd35Z/nq6TC9oeilBEkyzZvjV7RedrX8iqKivWAYlZIcRMVTbPYtCYpikGMdnGr2xVdv/z/KpsWRxXsi1vSEKaRaqyheuz0VoL+mTLBiNUNXz1JUs2j1UNRehjs5eErBDFyGYgxAZTWJUtsRhks2VDmFoMmmbLzqipYq9sHnWHJOyL1/xzL1qVzau0VlHlk93fVq/hK6/ZC1aTJbvMCK6q6V5FrJOQ7Q17u7AbYDPYU/atKEZiVggxJV2VTchaDLJkUwxqZcvmUWUxYL4qm9DG6Nr059mqbNWAhJCqbNHxRVXZuj7ZOg1f2XNkWccs2aZjavsuZOugiqxYNyRmhdhQkqrsXONXzMIWg+l5Fhxfm278KqjKluXKJtSpylax6ICELn2yCXUavmb/HYWnTJ272b5o/2qHIpTe24CFrJILxCYjMSuEmKVli8GUBcfXJoR4ZdPUGV2b/ryuVzaPWrFdJVaCNnyyiyQXLKvhq6/TvUJY1UCEoWPjETaqtt7YWK+bKEZiVggRnGKQZSGLQcj42pw4LijPlc3blleVzU7+WiTBoE4UV1FVtmhdmkUavva3pa+1OiE7f1/9FLKhVdk2qWstUFVWbDoSs0IIoOUUg+l5Fh9fOxWyIyv0ykJYgkGegK3jla0aW9uWvaDKJ5tQ5oOtk1yQZhnJBV1UZEuv14Pkgq4qsoMXsnu7sBsQtbY3wOY2sTQUzSXEBlNnUELWYlBYlc1j0WzZAK9smryBCdPnOb7ZRahq+mqSXrB/bEl2bEXDV8g5Ekaz9uSZbbn3tWDD18y+guledel7BFco8skKUR+JWSFELlUWg0LaypbNjJtapCpbZ0hC3QSDvG15x9Stypb5ZBed8JWmzYavJskFeShLtpouhewIxWCJYSGbgRAbSNnUr1VbDNJUJRjkUVWVzcZxVeXKTm+1wiubR1N7QaiQ7ZtPdu66PY3gkpAtZrTkKq6Nx1jJRL/0OiGKUGVWiA1lbupXjsUgO7620mKQV5WtYTGoW5UNyZXNClgobvbqqiqbJsQnm12be68L+mTXOblgXYciQLiQbcKyhawQbaHKrBAbRrYqWzYooSl5VdkQi0GasgSDojiuVVdlQ5q+qlhkMEJ2fdG2ECE7d/waCNlNqchC/aqshKwYMhKzQmwgXQ9KmNIkWzYzurYoVza0KpslW5VtOu2rdFsL9oL9cy3uk60ab5tHlRe2aN8qPbJNGYKQrcOghOzeKDDNQDYDUYxsBkJsEIVe2a4sBtNzVY+vzY3jSp4X2AJCqrJFo2vbmvZVti7NKn2ys/ee+jzAXjAvVov3hdBWekEeTaqyQxGyXflkVZEV64Aqs0KIGbqwGEypshhkqrJpmnhls7SRK1s1ICHEXlBnMEKekJ1d361PduZaCyYX9NFe0CZDsxYIsS5IzAqxwXQxKGFKiMUgJ1s2XZVNWwxgNlc2tCrbBnXH1lbZC+bOn/HJVnle98oqtgsI2blrKrkgOscKhyJ0SS+qsqPRXMNn/jrZDEQxshkIsWGEDEpoajFo2viVthhENzkbx9UkVzb9eVmaQYhXdnpbOVXZvKavNE18svvHFvtkqyq2TejKJyshmz5fP6qyvRCyQrSExKwQG0JZtmzCohaDIDL+2XQcV7Yqu0iubOjo2sLbLBG1de0FXfhk82jLXlDmk22DdRKydZCQFaIbZDMQYkMJtRgski0b0vgFLOyVTdMkYzYkwaBsQEJVekEVQWkGBQ1fy/TJQjtV2VUylIavUAYvZEfjsN+WQkbViY1FYlaIDaIokiuPxGIQvD6k8auoKku1VzYhrxI7GW81qsoWJRokorbJgIS6MVz5TWDzMVvZfUX7F/HJVqUTrIO9IARlyQoxLCRmhdhk9o5Nq7KJxSDxyzYmZOJXESVe2boJBk29snWjuPKSCZoI2UUGIxTFcIVQVBTb5MEIIay6IluXvgpZ35vgAS+RL/JNLtYeiVkhNoAQv2wZTbJlSymyGFC/Kpv9fFGv7P664qpskZAtSz3oejBCdvuiPtmZ++vRYIQuhWzbFdm6KIZLiGZIzAqxIaQtBpPR0VopBlUEpRiU+Gd9z5Zala1DmVcWqmO48hIOZo5r4JPd3zZ/THTt1P234JOtS6hPtk9CNpRVD0WAekK2rxVZIdpEaQY1MLODZvYqM7u4xXOamV1sZh80s5NmdqOZvcDMTi055qFmdq2Z3WZmN5nZK8zs7m3dk1gvslXZdONXQmspBiGV2vTErxVVZassBmUDErJV2Zl/2gB9slCeJ9ulvSCPJqNq2xiKsMos2Y2uyI49+kat+hj3q5FQ9AuJ2QrM7ICZ3cPMngi8Hbi4ZO1bzcxLPn4q57BfAV4F3B54LXAMeCFwVZ6gNbPHA28BHgL8LfAR4EeAvzOzcxf5t4rNo/UUg+mx5dmyc41fmapsmpAEg5n1BZO/sp+H5MpWUSeGK48Qn2yRkG3LJ7sqIVtUlS2iqCpbJWTbshdsUpbsZIADIMRmI5tBNW8AHl3zmJcXbP9I+omZPRR4DvBm4HHuvm1mW8DvAZcCPwb8Tmr97YH/BdwEPMTdPxtv/wHgT4DfAL6v5r2KNSapyjYZlBBKaYpBQt7Er5KqrO8dDEowmG7LCNjx6GBtW0HdqmzdGK6iKV9VPtns8dEx+dvb9MnO31M/G77KWCchW5emQnbs3d2TEF0hMVvN64BrgX8AHgP816oD3P3SwHM/A5gAP+bu2/GxEzP7aeApwGVmdoX79KfL9wN3Ap6WCNn4mD+NrQ9PNLNvdPcPB15fbBCLDEqYq8rmEZItS3EcF9SvymYtBnOidnIgVYktFqchAxLy7AVNY7iqrAIJq/TJljaEbVjDVx9Yhk92FULWRzb3c6BonRBFyGZQgbtf7u4vc/drob1fo+MK7COB97r7pzPXPEFkIbgT8PWpXY8GHPjLnFO+Jn68qK17FOtH00EJc5SMr91fU9L4lRmS0HZVtoiqam3VgIS2Yrj2j61vL8jbViRky1jEXpBliA1foRXZOg1ffbEXNEEVWTFkJGZXxwOBrwQ+XrD/+vjxmyHy7gLfAXzG3fNKaTPrhSikRYvBlBqNXwldVmXL4rgWqcpCWAxXGSH2grZ8ssuI4Qq1F/RJyK6avvlkJWTF0JHNoAPM7FHAi4D7Ax8GXu3ur8gsuyB+/FTBaZLt948f7wJ8BfDewPWNMbM7E1WF63DeotcV3TAaH2vXYhDS+JWlKMGghapsuhKb9coWfZ5HaFU2vbapvSB3HG1O9TVNVz7ZcutBO3mybTV7QT+TC/pSkR2kkB3NNoCWrhOiAInZbngT8FngauBbgT8ws3u7+8+l1pwTPxaVwg7Hj2c1XL8ITwde0MJ5xApJR3JlybMYZLNlCy0G03M0tBjQblUWcqwGFUMSFq3Kzpyrgb1geo0VxHDNXKvEXhAiZLNV2ToRXNAshqsMNXwJsZnIZtANVwP3dvf/BDwA+BDwHDN7WGrN2fFj0U+35CfkaQ3XCzFD1aCExgROAUs3fgFzlRbPCtQOqrJF1oBsVbaN9IK5aywphisrZJvGcFWxzj7ZULoUsuva8CVEF0jMtsvngH8ELnH3HQB3vw14abz/stTawqEIMck7WfI1qrteiPlIrhR1BiW0YTGIbshnqrK+d2CmKpu2GEC7VdmqAQlZukgvWEYM1+y5U8duuE9WQnaW3gjZ0YHo50DFBw0n+InNQDaDFnH3HyzYdW38eJGZHXT3EZC0lZ9ScMyh+PG2+LHu+kW4HPiLmsecB1zVwrVFC2SnfqVpMihhfl28PU/c5lgM6lRlJ3sH5wQr1EswqOOVnd7SpFjc5qUXTM8/8BiuukI2DwnZYroUsk3pjZAVoiUkZpfDbcBx4EzgXOAG4Ei87+yCY05PHUuD9Y1x9y8BX6pzjJnM+X0jXZXNG2ELLaQYVFExJKGsKptQZ3TtzPOWqrJF6QWjmjaDRWK4FqXMXpCmLZ9smw1fi7JKIVuXjarIxvh4a84zn79uCTcjBov+JL0E3N1h+pPndvHj4fjxawsOS9IBEhFbd73YUAqrsim/bJnFoGp8bV61dm58bUFVNju6Ntq2n2CQrsqmLQZFVdmyIQmwWFV2aPaCkPSCZflki8irylYJ2UWqsqseitBVw9e6CFkh2kJidgmY2e2AOxANPEjyYD8QP55fcFgS3XVd/HgE+DRwDzM7FLBeCKB6UEI2xSCYwMYvoLIqC/kJBiFV2bwhCSEJBtlKa9vpBX2wF/TdJ9sHIbsp9gIJWbHOSMy2hJndw8weVLA7GWRwfTzdi3gc7UeAC83szMy5kgEJx4B3xusdeD1wAPi2nGs8Kn58wyL/DrEezDV+1UwxaKUqWzEkIdpWnGAw3VZSlU2EbDIkoU6CQUI6V7bN9IKEJsMR8ra1GcPVF59sGRKy+QwyS7YEHx2I/jpT9aEGMFGCxGx7/Dfg1fHAgSnx2NoXxk9fkjnmKqIorR/PbH8Ckbf2GnffzawHeHbmGl8DPJnI51o0VEFsAGWNXwl5FoPQbNkpdeK4SoYkQOSVzRWxS/TKLsNeUDYcYZEpX2lC7QWzx1QL10V8sk0avsqQkK1Hn4WsEG2hBrAKzOxpwEPipw+OH59mZsnnV7r7u4ErgYuB95nZLwFvJbIWPA/4duDNwJ9mTv+bwKXAL5vZHnAN8C3A7xPlxl6WWf+W+DzfY2a/B1wB3J4ofeBU4OfcZZMX+4RaDFonYHRttio73Tc+UJgrm/58xmqQsRXU9cpCJHSzIjX9eRv2gr0Z0boce0Fdn2yIvWBRVj2qVkJWiPVCYraaRwBPy2y7KP6AyKP6bnd/t5l9L5EQvSKz/veBZ8ZWgSnufms8+vYq4LdTu74MfJ+7X59Z72b2ZOA1RFO6nh7vGgHPJRLUQsyyCosB+XFceVXZhLzqbHZ7VQRXHa9suukrzydbZU9Ikydk89ILsvuK9rdpL5g57wB8sovQdsPXkJMLFhGyY+/u353FR1uFSSbZdUIUITFbgbtfTFRxDVl7jZldAHwn8A3APwN/5+6fKTnmw2Z2H+CxwNcRDV64yt1zs5RiAfxIomrvg4h8tW+IPbhCNB6U0JrFoGRIAsxXZYtG1y6aYBAiRtuyF2RZNL0gIWQwQnTu1DkDm8Hkk22Pvo2pXUTIjlxjccXwkJhtmbjB63XxR+gxO8Bra6x34G3xhxBA/UEJjVMMpuesV5XNUlSVbZpgkKbKKxtiL5ju7yi9ICSGq4gm9oK6hPhki9g0n2xdQquyTSO4hNg0JGaFWFOqBiWUEWIxqKQgjqutqmzWVpBnMSijyl6waHpB1XCE3HtqccrXzHlbsBfkkVeVXfaEr1UL2XWK4FpFVXYyOlBoMZpd1753W6wPErNCrBFlkVx1BiUUUmQxSMVx5Q1JCPXKNqnKFg1JCJ321UV6QZ6Qnb1meHpBqE+2LXvBoj7Z3Htb04psnxq+Fm32kr1ADBmJWSHWgFCLQXZ8bWsWgyw5VZS2q7Jp8uK4cm+roulrdm1ze8H0vBUNYSHpBcXnTh3b0rjavg1GaINNELKLIiErho7ErBBrQroqOxkdzU0xKKNOikEueXFcHVZly0bXllVls01fXdoLsvtmt+1/3pdxtVna8MmW0bW9YFOE7NCsBWl8dDDIZuCyGYgSJGaFGDh1ByVkq7J1UwxslBEI2cavgqrszD237JUNSTAYTQ7MNIat2l6Qty00vSCERe0FRUK2LZ9sGRKygfcia4EQgMSsEGtH0aCEtrJlp6QtBgVV2dltBzvzyqap8spW2Qum51+SvSD335DRkYumF/St4QuKq7Jt+WRDGaqQXZS+CFkfb838Qlu8TvOARDFKIRZiHalo/Fp4fG1IHBf7CQZpukowCPHKTtcGVGVD6cJekKYv9oI2G76a+mSHlCXbZ2uBEOuGxKwQAyaxGIzGx2ply5ZSMhRhzmIAlUMSoNuqbB2vbNsja8uGIwx1ytcqG77KqrKrTC5Yp6EI0J+qrBBtIZuBEGtEUbZsCFOLQfI8sRhUxXFRPLq27apsmqqqbHpAQnZ/WyNrp9dKBOzApnyF2gvyWGbD16ojuOrQ5xxZ6J+QnQQ2gE2a/GYnNgaJWSHWmMRikPbLZi0GoWkFuXFcgVXZNG0nGBRN+4J2m76ytGUvKGIVPtnQquyyG76CzjGwiiyo4UuItpCYFWLglA1KSFNmMchWZesQUpX10VZnVdk86jZ99dleUFZ5nTnvknyyfWz46kNFFsKrsrIWCNEuErNCDJR0JFeWuikGU7IpBgEWg+j5cqqyaYq8sll7wdQ/G5gpWydnti17QRPatBfUyZPNYx2FbJ/G1K6zkPWJzfziWrZOLAczOwe4D3AucBj4tLt/eqU3VYHErBBrgI+35/yyIeNrQ6ls/EqoGJIAYVXZNPO2gnyvbNZeMHOOGvaC/WPCM2UTmtoLFh2OMHO9FcRwlZ6nw+SCIQpZWQtEXzGzuwIvAX4QOJTZ9wHgF939b1Zxb1VIzAoxQNIpBjNUWAzyxtdms2VLyYyvLRuSUDS6Nvs8ryqbFbYhVdlo3Xx6QcKQ7QVlzIrcfvlku274CkVCVohyzOxOwDuAewF/B3wEuB64C3A/4NuA15nZ09z9f6/sRguQmBVi4GSrso0tBtnt2Ylf6WzZgCEJUDy6FqqrsuPRwcZV2ezI2uwxIVaC8oEK9ewFdfNk587ZwEMbwqJCtinLbPiSkO034WkGGprQBDP7EeBv3P2miqU/QCRkv9vdr805zznA24HLgN6JWeXMCjFQ5qqyKUIHJdSqykLwkIRsVTZ5s/LxgcKq7HRbC1XZ7L4mmbLT87ZgLyiiKIprGTFcbfhkm1Rll+mT7UOzF2zudC/RC+4KfNjMnmdmZ5SsC/mfagsa+oY6RpVZIQZGuvFrZlBCjRSD0KrslKo4rgCvbJq8qux4dHDm87aqsnmZstkpX321F7Tlkw2la59sn4VsnarsOk/3GvseY29/gppYDe7+UjN7FfAC4HozezHwSnfP/s/4p8AzgDeY2fuATwC3AGcAXw18B3A6kZ+2d0jMCjFw6lgMFmr8ylZla3ply+avZyd8TbfXqMqmm76qMmWn273eH6e6GI6wqE92/j5yrAMNp3y16ZPdRCHbhEWE7KIV2VWI6Mk4LM1gMlaaQVPc/fPApWZ2X+ClwLPN7Ofd/a9Ta75sZhcRNYD9Z+DCzGneD7zA3f92OXddD9kMhNgAQhq/goYnNPTKJkJ2srdffS3yyeWNri2ryoY2fS06srar4QhFNK3Kzt/P6oVsFW0nF9ShT6NqVylkxfrj7p9w9ycAlwDPMbO/M7MHp/Z/yd1/jKjp68HAU4DvBM539wv7KmRBlVkhBklZikHaL1vHYjClzGJAPa9smjyvbOiQhOy2UabKG9L0NXOuQCGbx6rtBYukF4TaD5Y5qjYERXB1z6quPxkfLPzLTHadaAd3fyfwUDN7AvBKM/sE8PPu/k/x/iPA38cfg0CVWSEGRKFfluVZDKLn3lqCQdXo2tCqbLItoawqm6ZUuGaqssuwFzSd8tVmnmzhNRqMq13UXiAhG3C9AdoLxOpx978C7g9cC7zFzC43s7us+LYaITErxIAJGZRQajGooqjxK0V2dC2Ee2Wn62tWZfOavsomfUXr8u0FCSFNX/tr560HdewFodO/FrEXZBmqTzYUCdlmSMhuNu4+dveXAxcAXwA+aGYvMLMzV3xrtZCYFWJgVA1KSKqyQRaDgvG1VY1fRaNri6qyRV7ZqqpsmmwVNmn6WiRTNmsvKF1TlmxQIGSLqrIzx67IXrDJyQV1WOcxtX0QskkDWPWHGsAWwcwOmdkjzewSM/sZM/s+M7tnst/dj7v7LwIPBL4S+ISZXWpm1dWIHiAxK8RASFsMsqQtBrPbS7Jlq6iqysZxXE2qsqFe2ayoTaqybWXKZilq+qqyF+SxSHpBm0I2//z1hGxRVXaIQrbLCK46VVkJWbEszOxZwGeJ7AQvB34N+HPgU2b22rS1IG4C+0miKK5HAB+LvbW9Ro5qIQZEUpXN+mWhQeNXQYpBaVW2AA8cV9tWVRbCm75WnV4QUpGN7jl/Xd0YriZrSo9v4JMtYwhCts/xWyAhK8Ixs+cAvwJ8HPgT4KPATUS2ggcATwTeambf7O7Tqoe7fwr4fjP798CvmtnPAj8bN4/1DolZIQZAXuPXZHS00GKQJrjxq2gKWMmQhHRV1kdbhVXZokpstio72+zVTlV2UcrSC0LsBWmKtjed8jV3r0uK4WqaXDAEIdsEVWSbozSDznkG8C7g4ZlBCX8DYGa/QZQh+2jgr7MHu/t7gIvM7HHAFWb2CXd/cve3XQ99dwgxcKosBjPbQrNl8+K4CkqMbVZlo+fzCQZFTV/TNTWbvppUZfev1a69oK0pX02FbBFdJBdUHt8DIVu3KishK3rOl4CvAs4FPp3eYWYG/HvAiaq1hbj71Wb2t0TV3N4hMSvEAClLMVgkW7Y0jguCR9c2qcpmiURtedNXyKSvukI2TbYqWye9oMheEEqZvaAJRUK2btNXH5IL6iAh2871xWD5OeBq4J/M7KPAvwHHgTsC9yEakPBnwHVVJ3L3CfChzu50ASRmheg5icVgND4265XNWAzyqJstC8w1ftUZXdu2VxYWb/qqS1vpBTP3WrMqW2Uv6Ho4Ql8bvvqUWrBMIbsoq75+GePxVu7/93nrRH3c/c1m9lDgMuB7iHJlE24Englc4b6guX7FSMwKMTDSVdmiQQm1LAYtVGUX9cqmKRK1sJqmr/1rrZe9YN2FbF8qsm2wSFW2z0JWLAd3fz/wvWZ2KnBP4GzgRne/ZaU31iISs0IMnIUtBmkChiTAfFUWFk8wyJL2yrbR9LXoyNr9a8yfs26ebBmLTPnqyidb1vC1KHUmfHVBnyuyshaINnH3HeAfV30fXSAxK8QACB2UkKaOxSBoSELHVdmk8Svxyo4yGbVVTV91M2UTijJl66QXFNFlekHTPFmo55NtWpGF6qrsqhu+JGRXz2RyIPeX2bx1QhQhMSvEQMmmGCRV2bTFIKnKVlkM5ki8sjl0UZUttBXEVdnRZDaiq8heMN3W0F4QOhwhZMpX1z7Z+Xtq3yfbtCK7qgiuvlgLVi0kV319IZaNxKwQPSabL1uWYpCm8cSvrFc2VZXN0iTBIE2RVzYviivav7VQ01dIesH+2nJ7QUKIkG1CX3yyRfQ1SzYUeWT7gxrARBtIzArRc+pYDPIav6YUVGEtK2ALqrJVo2uzz/OqspPxVm5VtujPjNkoLphv+qqyF1TZAbqwF6RpUpWdvb92xtXWZRF7QRlDsxbUZRExuSnWAiHaRmJWiAFSZDGYXZP/xpZrMdjNWVtQlfW9gzNV2TlB26Aqm2xr0vQ1c44B2guy1PXJzondmj7ZOvaCRZMLhiZk61Zk10HIjic7TCbdRaAJ0QUSs0L0lLwRtmlCLAZVzDV+FSQYVFVlfRzQwJERtlVVWajf9DVz/oyQDaFNe0GT9IIye0GIkC2iD0I2lL4I2bqsi5BdNmoAE20gMStED0kPSphuGx2tbTGo3fhF9ejaoqpsk9G1+9vnq7LZpq+Z9QFNX/P7y6uybdsLZu93//Om9oKQ/V2Pq12ELiK4uhSyy2r46os/dhVCVoi2kKNaiJ6TrcouYjGYXROLi6TxK1OVLYrjgvmqbPJ8Mt6a+TztlU2oqsamSTd9pauykN/01WRk7dw1e5JeMLOv4YQvyK/KLnswwiqTC9ZVyLaJhKwYOqrMCtEzCquyKZpYDEK8slWja8u8smnyfLPj0cHKXNm8qizMN30lZJu+QimqyqZFaxv2grLKa5q6MVz55whLL9gkIduEoQjZdWn2UpqBaAOJWSGGwt6xoPG1RdmyhdQYXQthVdksVdO+co+JBW7aPpAI2b2Mjza9rW7TV+iUryJCY7jaSi9YNIYr994aCNlNj+BqKibbqMbKXiDqYGZvBD4K/Jm7v3fV99MF+lVHiB5T1fiVZzEIoTCOK0kwSN9DxZCEIrL+2DpV2awnti17QZkwbWovmLnPBe0Fq8iT7SqCK5S6Fdk+JBessiraZrOXhOzG8IPAp4CXmdk/mdkvmdn9V31TbaLKrBA9J2sxgOrxtUGNX3lDEhI6GF0LswkGRWNrp7dQMumrqb0gIbQqu3+91OcrjOFahDYbvtqqyvZhutey4rdkK8hnkvqLS9U60Qx3vxn4n8D/NLO7A08GXmFmZwJ/Bvwfd//kKu9xUfTdIUQPyRuUUGd8bS2WMLq2yhNXtyoL3WTKVtkLFp3y1XYM16p8slW0LWTr0GUE17oISlVkNxd3/1d3/w13/3fAfwAmwF+a2fvN7GfN7NwV32IjJGaFGBALZctOq7SjWkMSoNno2tCqbFEUV1VVdubcDdILyqwHRfaCwnMtOOWrij4J2bYavuowdGtBX6qyshaINO5+g7v/krvfH/jPwDnAm8zsnWb2k2Z21xXfYjASs0L0FB9vV1oMamXLZonjuMpG13qm8tpWrmwRTZu+Ks9bo+lrFVO+yqqyfWn4gnaE7J7t9iKCa1nNXn0Rsn1llPqltvRDNoNOcfePuftl7n5v4FnAucB7zOzNZnaJmd1hxbdYir47hOgRk8lOrsUgS+1s2RVWZdO5sqFRXFDc9NW1vaALQu0FrV+3h6Nq6zBkIdsGSi0Qq8Dd3+fuPwPcE3gh8EDgH8zsajN7qpmdvcLby0ViVogBYKPtehaDnKrsoqNrF63KVvlms1XZZNv0lksqM3XSC5rYC9ocjjB7ve7SC+o0fG1SlqysBf1iHFKVHR9gHDAyW7SLR7zD3X+CqFL728B3AJ80s9eY2ZPM7PTV3mWExKwQPSFdlV3YYlBEwZCEvKpsdkhCdF/NqrJtRHFBcdNXFatKL2h7ylcXPtm+RnAFn7ej5AJN9hJiH3cfu/u17v4jRML2j4DvA240s/9tZt+5yvuTmBWiB0yK3nRKUgxmtuVYDHLjuKCyKjt3b4FpBot4ZSG/6auNTNm20gvStD3lKySGa1VCtqwqO4r/qz5HNx7ZdRWybVRlJWRFV7j7rrtf5e4/ANwL+BvgUau8J4nZGpjZQTN7lZldXLLmDDN7sZndaGYnzewDZvbUkvVmZheb2Qfj9Tea2QvM7NSSYx5qZtea2W1mdpOZvSLOjhNrQNWghDRl2bKV16kYkpAdXdtlVTadNZtu+oLFM2X3zxs2MKEovWCRVIP565WL17Z9tEU+2crjKoRs2DmGZS1Y6DotWAs2TciOJ8Y4/n++/CPsrzBdY2bnmtmVZvZFMztqZm80swev+r5WhbufcPf/4+7PWeV9SMxWYGYHzOweZvZE4O3AxSVrTwWuAX4BuBl4HXBX4I/M7PkFh/0K8Crg9sBrgWNEhuur8gStmT0eeAvwEOBvgY8APwL83VDz4TadpCqbbvyqYzEIyZadNn4VVWXjIQl5Xtmi53VyZfOEbJaxb9W2F7RRlV2GT3ZZU76W6ZMNoQ9Zsps2FGFIQnZomNn5wLuBHwLeD7wZeCjwVjN7TM1zecXHA1v/B6wxmgBWzRuARweu/RngYcBLgOe7u5vZ7YA3AS8ys6vc/cPJYjN7KPAcov8hHufu22a2BfwecCnwY8DvpNbfHvhfwE3AQ9z9s/H2HwD+BPgNIg+LWAcqLAa5VdnkecpiMDe6lv2qbB5Vo2ub5Mrmka7KhjR9LSJk5/a14JMNZYg+2bYiuELpg0cWJGRFMWZmwOXAnYHvdvc3xtvvC1wHvNLMznf3gNDvKZ8H/rpg3y2L3O+m0Qsxa2ZfCTwAeJ+737bq+8nwOuBa4B+AxwD/NW9R/I3+k8ANwAvdo3cldz9iZs8C3gW8AHhi6rBnEE3f+DF3347XT8zsp4GnAJeZ2RXu05903w/cCXhaImTjY/40tj480cy+MS2YxbAoshjkja/NpchiUFCVTRq/6oyuhcWrsk2avspoYzhCXUKqsnViuCRkq5GQLTjHgEXs2A/kRvPlrVsx9yEqbL0qEbIA7v4JM/sV4KXAJUQd/6F80t0vbfc2N5O+2Az+M1H1sug3lJXh7pe7+8vc/Voo/al7P+AuwGvcPftucR3wb8BFseglrsA+Enivu386c80TRBaCOwFfn9r1aMCBv8y5/mvix4tC/l2iv0xGR0uzZYMtBgXCtqgqW+SVzfscFqvKJrRVlZ0eX2M4wsx99CCGqyl1J3yVISEbTl8GIgxZyA6M5C+0f56zL3n/fcSS7kVk6IuY/Z748deqFprZg83snI7vpwnJN/rHszviKu31RL7Ye8abHwh8Zd76mOvjx2+GyLtLlO/2GXfP6waaWS+GxdygBMKzZcsmfhUOSYDCIQlAYVV2Mt6qrMou2vS1N9nKbfoKtRfk0SS9IMReUGfK18y+jqd8NR2MUEbbQrYOoUJ2xM7SKrKLsImNXmtA4Xs8cCNRsUvvvyuiFzYD4HyiP7e/JWDtJcDFZvYEd+9TJfeC+PFTBfs/RSRG70/0jR+ynng9RFXfrwDeG7i+MWZ2Z6KqcB3OW/S6m06exQCqs2VzKYjjCh1dC/NV2VCvbB3qNH2FUlaV3T93dXpB4bEF60PtBUNs+BpCRbZJYkHTimwfWBchO8mkl5Sty3Be/IfOOtzk7l+qe1DMBcAu8C/ZHe4+MrMbgXub2e3c/UjgOQ+Y2TOJ+mPuBrwD+HV3f0fDe9xY+iJm7wQcTnyjFfwf4IeBJ9AvW0JSLZ4PAY04HD+etaT1i/B0In+vWDJ5KQaQ3/g1YzGoU5WtGF3b1Cu7/3lYVbbLTNm0kF1FekGaNnyyuccuySfb9pjaIQvZNlBFtjWuanDMi4jSgppwDnAy6YfJ4XD8eCYQKmYfGn+8n8hq+RjgMWb2FHf/q4b3uZH0xWZwBDjbwn7NeieRb/TCbm+pNsms4qKfVEnZ4rQlrRcDID31a0pOikERlRO/IKgqO3dfDbyyeR7ZRMgWka26lmXKFgnZMkIbvFY15SuUbFV2mQ1fIYRWZYcuZBepyspaMHjOprxvpul78POAC939ycC3xud5RZyEJALpi5j9GHAK8O+qFsZ+0cPAV3V8T3UpHHIQk7yrJq951+vFgAhJMahq/Cqc+JUmZ0gC7I+ubdsrO10TWJWF4kzZIoqqsuOZaC7mtuXZC+paDrIsI71gqA1fQxayizZ7DS16a+LtVuPLGKX+elP6UdNu1AFtvwffQJRL/8up9KOPAX9I1F/zE01usg3Khjb1lb7YDN5A1IX/c8xGV80RN0KdDTXMYssh+fvwKQX7D8WPSfRY1+sX4XLgL2oecx7N/uyzsWRH2FalGEDAxK+p3WB2SMJcVTY1JKHKKzuzL9Aru8ikr2QfLDYcYf9c89uK7AUzx/UgvaDLhi8J2TD6kFgAyxSyq7FfNODxRIKwDjctcL2jFL//Qs33YHc/v2DXtURWv0cSxX11jpmdCfwo8CTg3xMJ8oPxPiN6b78r8GD3wB9KS6YvYvb3gecCjzezX3L355Ws/Uai+/7cUu4snMQjc3bB/tPjx+Qbvev1jYkN8rVM8g2M+BtN3tSvhCTFYJGJX7kUVGWBmTgumK/KpgmpypYR0vSVf1x1ekFIpmxbPtm5a7c85Su04UtCNoxVpRa0cp41FrIT3wrKkp7Mr7khrmQuiyPA3czsQE78JrT3Hpxom3sveJ4gzOyORIObvh64Gvh7ogmjQJTGZGa/RDT57D8Dr17GfdVl5XV7iAYLEP1WAPDzZva3Zvb12XVmdhbRlCsnym7tE4fjx68t2J90+yeitOv1YiAUpRjUIbfxK2B0rWcTCwqqsmVpBmlCo7hgvumramRtESGZslUxXLPnK73clLL0gtl7aJZeMHe9lpILJGTD6IO1YDzZWWshOzAOExXS7pbdEefG34vI77roFyw5flme2RcSpSA9yd2fCHwku8Dd30MUSfYjS7qn2vSlMou7v9bMfpBI9ScdfR8i+m3gFuDu8fbEK3v5Cm6zjPfHj0V/OriA6Js0mc71gYD1sC/ajwCfBs41s0Punn03ya4XPSddlU0sBtls2boWg7LRtU2rsnW8slUkVdkie8H+uub2gtD0gjRF2/sy5authi8J2TD6Yi1YFhKyQbyf6C/D5wOfzey7O3AG8PaStINQkoLVsqrOjwbeFhB1+lHgUUu4n0b0ojKb4O5/RlTefheRmfqbgP8C/AJwMfDV8faXuPv/XdFtFnENUcX44dkdZnY+0TfoW+PpXsTjaD8CXBj7VdLrkwEJx4jSG5LBC68HDgDflnP95JvsDW38Y0R3pL2ydbNlgywGAVXZuXsq8c3CvFc2LWqB2lFc0E6m7P65qgcnrHrK17IGIxSub0HIhiIhuxibVJEdTYy9+K80ZR+jgPSSjnl9/Dj3Hk/N918ze1TJ8KdviR8/WOPeFuFOwBcC1t2e/d6d3tErMQvg7h9094cRRVT8KvBG4ENElcw/BC5y995loLr7TUTC82Fm9qDM7p+KH/8ms/0qohiPH89sfwJwLnBNpgKbNFg9O73YzL4GeDKRz7VoqILoKXWyZWfIyZbNUlSVLWr8Cq3KRs+LPbJpIZumi6avRewFdSuyc9dpOYarK59sG/Fb0Xmqq7KbKmSHFr018b2VC9mB8SbgJHCJmU17V8zsFOCZ8dOrq04SN1T9LnBFfGx63x3jc+0CL2vpvqt4F/BwMzujaIGZfS1REe1dS7qn2vTGZpDF3a+jB38yN7OnsW+GfnD8+DQzSz6/0t3fHX/+POBtwF+Z2TOIyvJPJYrY+CTwiszpfxO4FPhlM9sjqu5+C1FD3C5wWWb9W4iM2t9jZr8HXEH029LlRLEhP1dgTBd9pyBbNm/iV262bGIxKBhdC+RWZbNxXBBWla0aWztz2bgqm236SmfK1hWyeeSNrJ3eQ0CxM8Qr2/WUr7nrtdTwVUVb9oIuhGwTViFk22BTqrFDxN2PmtlLgRcDV5vZc4mavV5EZD+40t0/mj7GzB4CPA14t7tfGZ/HzewKovf/e5rZrxH9lfYCop6grwCe7+6fXs6/jMuJRPifm9lTszvN7P7AHxMVP39tSfdUm96K2R7xCKJvxjQXxR8QCe53A7j72+NvhpcDr0ut/yjwPdkJZ+5+q5k9iqji+tupXV8Gvs/dr8+sdzN7MvAaouiOp8e7RkRpEFfW/+eJVZCXYgDz2bIz+8qyZWdOnorj6qgqm6VJ0xeUpxeUUZYpu3/udtMLup7yFeKTXUVygTyy7V8v9zwbKmTHgeNsQ9YsgZcCdwSeRWwBjPkLIktklvsQ/eX1NGbfn3+LKObrhUB60tcuUYHr91u74wrc/Q2xMP8V4J+J9Adm9ttECQcXEUWh/qi7f7joPKtGYrYCd7+YyK8buv6PzeyNwOOAOxOZuK8pqpi6+4fN7D7AY4GvI4rluMrdc//2HAvgRwLfDjyIyFf7htiDKwaEj7dby5ZdVlUWaBzF1Sd7QQihU77q5sku4pPNo+uGrxD6IGRXNdWrDTZVyA6NOGP12Wb2cqIc2FOAd7p7rr3P3V9NTpRV3APz62b2R8B3EfUDfQR4l7vf0s3dF+Puv2ZmbyWqvH4rUW/SM4jE9ZuA/+run1j2fdVBYrYD3P1mamSxufsO8Noa653IzvC22jcnVkp2UEJCNsUg2hYw8Ss77StTlc0SWpVNk00wmN23eNNX9Hm5kC2jib0gpCpbxKIxXFlCfLJ9nu7VByHbFAlZ0YT4r6bXVy6sPs8X6Eluq7v/PXBR7OO9N1E19pNDsS5KzAqxZEbjY0EpBlDe+LV/TCpXNoPvWaOqbFWubDaKKytk0yRV2bJM2SpCRtZm13ZhL2jbJxva8FVE04avdRKyy67Ithm7JSELo4yfvmyd6B533yOOBTOzU8zsAcDn4mFKvUXfHUKsiBCLwcz2vMavLC1UZYNyZTNNX1nymr6g+5G1ddILmkz5StOGT3buuCUkF0jISsgKkWBm32Fm15jZwzPbn0fkn30f8G9m9r/i4RC9pLc3JsS6UWUxCMqWTcdxFQxJSGhalYXqBIM0VfaCkKavOvaCOZHbML0g99wZDdp0ytf8eZv5ZCVkS+5hoEJ2WRmyit4SgTyVKNf+n5INZvYEotSGE8D/JIpH/RHgp1dwf0HIZiDEEkiEbJnFABpWZVNDEnw3XyB5TpNWnoAtrsoWR3EVUafpq4hl2wtmzteSvSBUyIb6ZCVklytkh1iNHRLjieVOAcxbJzrhMcD73P3fUtueRzQE6snu/lYzO5VonO2TgF9fwT1WosqsECugaFAC7Fdlt3ZPhsdxpUniuEaZSK69g3NVWR8fqD/tK6DpK5spOz22RtNXV8MR2ozh6qrhq4imWbKbLmRHvrNRQlYVWVGDOwE3Jk/M7PZE01f/1d3fCtMm9fcA913FDYagyqwQS2IuWzYelJBYDBrHcZVUZX3vQKFXduZ5SYIBMFOV3f/3FDd9RceUV2XTn1dVaGfOG2AvqBvDVUaZvaD62PZ8sotEcFWx7kK2CUMUskMUsWPfyrUe5a0TnXAMODP1/NFE0Vxvyqw7kyiqq5fou0OIjkl7ZafZsgXkTfya3Z8Tx5WmoCoL817ZbFU2L8Eg8coCtZq+EiFbNekrS1VVNtReMHNfK0wvyNJ0MEJTITuK/ytDQradaxWeS9YC0W/eBXyHmX2bmd0V+Ckii8HrkwXxCN77A59ayR0GoMqsEKsgJ8UgS17j1/6+4jiuhKQqmyXEK7to0xcU2wuy++uMrN0/NjnvauwFVfvanPC1iJCtQkJ28euUnk8VWdF/foFI0L49fm7AG909PZnsPwD3pCeZuHlIzAqxBPLG1+alGECBxYCSqmx2dG0LXtksy2z6mq4v8tB2lF7QdMpXU5/somyCkB1qoxdIyIainNnV4u4fiqeKPh04i2gY0+WZZfcHPgy8fMm3F4zErBBLosxiYLsnKid+7e+b9crmXqukKluVK1tUla3b9JW2F0zP37DpaxnpBWlCY7jaGozQZnJBX4VsX6uxXSAhK4aEu78beHfJ/pcAL1neHdVHYlaIZZNq/AqizCMLQVXZLKFV2TybQVbIzqwvyJQta/rqW3pBHZ/s3P01bPjKsm7NXsuK3mqCKrJCDB+JWSE6ZDLZybUYJASlGNQkryo72TvYyCs73ZeqymbJNn3BYvaC+fM3txcM1SdbxKJZsiFCNvheBm4rWOR6q2adhOzEw342VPweKQIws1cSNXf9N3f/YrztpTVO4e7+vE5ubkEkZoVYAlOLQVyVzVJr4lc2jiupymavmVOVLfLKFtkL0lXZVWTKLmovyKNsXG1Te8EyGr6WYS2AsKqshGzO+VSRFf3nYiIx+6vAF+NtP1/jeCcaqNA7JGaF6Iii8bVAeLYsAUMSEuLRtU2qslnqTPqCWXvBaLLVyF5QRpv2gtn7Tq9vbi/IMkQhG2ot6IuQXcQfO9ToLQlZsSC/SCRIb05t++EV3UurSMwK0QGh42uhvCo7fb7kqmxCnaYvWG16waqmfFU1fG2akO17o5esBf1ibxKWZhCyRpTj7i/M2XblCm6ldSRmhVgCicUA6lVlgX0hW0ZFVbYswSBLSNPXjIWgoOkr+nx59oLcf0ugkA2d8hViL5hZ30KWbBGbKmSb0sW1ZC0Qoh9IzArREUXZskVU2glqVmXnqrAFE76Auaps2l5QZDHIa/rKsxcswqL2gqBrBNoLmvhkQ1BFNhxFbwnRDWZ2ALgU+C7gAcAZwD8AbwH+u7s360heEhKzQnRIuvErj8LxtRVxXDMUVGVhPlc22ZYVtcBM09f01DUzZZPnsHhVNk/IJqJ11TFcbTV8SciGsaiIHaJHdlOE7MQtMM2gWRqKqMbMvh74U+B+RBPAtoFTgEcAFwE/YmZPcff3ruwmK5AJRYiWKWr8ajrxq4lXtqoqC/NRXBA+6Sta2529YNEpX13HcGVZlpANoc9Cdux7SxWyTa5Xej4JWbFmmNk5wFXA+cDzga8FzgROBy4A/jtwN+AvzewOq7rPKlSZFaIDyrJlgRm/LOTHcYVdKKrK5lFWlS2b9BXd/2JNX+nPs1WXkOEI2bUz16thL+hiXG1bDV9NaCNHdpVCdpkoemsYjNxKfwak14lOuAy4F/Dd7n5tavsI+CTwHDN7F/DaeO2zl3+L1UjMCtER2WzZ7MSvrMWgcEhCQFXWRwdKp30VTfhKyEZxwXzT18z6gKpslqo3rC7sBUW0lSe7rOSCZVoLuojeakJf8mNhs4TseLLbi/sQS+MRwHUZITuDu7/OzK4Dvn15t1UP2QyEWCJlFgMgf0hCEQVV2bwEg+n2lKit2/QVOukr/XlX9oJl+GT7ImRDaHtEbRV99cgOVchOfK8XAnI8aW9CnBgM5wE3Bqz7TLy2l6gyK0SLJONry7JlbfdEcbYs1V7ZLOmqbJFXNm9sLbTT9JXe13RkbZYmMVxp2siTnT1f/ZSCPNpu+FrHqV59EbKbVI2F1QnZcWADWFs/W8Qc7we+xczMPf9PVma2BVwIfHipd1YDVWaF6IisxaCy8SvQK+t7FpRgEDIgAfrX9LXolK+mPtk0izZ87TFeWnJBFW0J2RE7nQrZke9IyK6A8WRXFdnN5q+B+wDPLVnzUiJf7dVLuaMGqDIrREuUja9NKG38Yr8qO0NSlS2gqCoLzHllF2n6Goq9oIhl+WSXNd1rmR7ZvvpjQUJ2ESRiBfA7wP8DvNjMHg78CXA9cAi4N3AJUVX23UTJBr1EYlaIFsiOr52MjhautdFu+cQvmLUYJCSNXzWrsukEgzQhTV/pyiswV5XNsxeECtk8uprytUyfbJZNE7JD9ccuS8SChGyake//bKhaJ9rH3d3Mvh/4NeBHgUdllhjw58BPurfkt+oAiVkhuiJjMWgUx9UwVxaqq7IJi0z6gnl7QSht2AsWzZPtuuFLQrbk3BtYjYXVC9m+iFjRH9z9CPDjZnY58BiiCWCnE3lk/6+7v2OV9xeCxKwQLRFalZ15XjUkYe4izaZ9pauy6aavxGawyKSv9Odt2gu6zpPtm5BtQ8RG9yYhW+t8shUIAYC7f5geN3mVITErRBfEVdk8iuK45s8RXpXNsxWkCWn6qpMpu4i9IK8Cm2cvSOjKJxvKUITskMbTNkVCthl9FrGjSeDQhIA1YnORmBWiQ4IsBixelQUKvbJ7O4dym77S9oJxxiJQ1PTVhr0gIWsvqPLJriJPts3pXosMRKiiLSHbpNErVGD2qRoLmyNkhajCzM4EHgt8HdEo2yLc3Z+3nLuqh8SsEAsSkmIABRaD3Z05YQvUSjDIi+AKafqabluhvaCOT3b/fvc/79In2+ZQhC4HIrSZIVuXZVRkhypk+yBi+1yRFf3AzO4LvBm4C1GzVxkOSMwKsa7M+GVLGr+2dk/mi9eiqmxAggHMV2UTmjZ9JWu6thdM/5mBPtlQIduGT7aKRYVsGyNq5Y9tcM4lNnutkqEIWQ1NWDm/BtwVuA74P8ARItE6KCRmhVgCZY1feRRN+4L6VdnZCK6wpq9V2Qv2r5laX2E5mN+3mJDNVmSheZbsqj2yErKp822QrWAoQlb0ggcTjaq9yN0H+40jMSvEgpRVZdPkNX4Vja5NyFZlPaf6WlWVhflM2XRFtmjy1yrtBdPrBNgIynyyIVRVZCVkU9eVkC2kDyIWhidkR56fapK3TnTC54GPD1nIgsSsEI0JnfiVrsraaK+yKgsUJhgAQVXZbNMXMCNk01XZhHRVtgt7QZ6QrbIXTK/VUcNXV9O91k3ISsSWIyErBsybgO9a9U0sSrO/EwohgLBsWSjxysJcVXam8StTlfXR7P+ySVW2qOkrbS/Yv+fqTFloZi9YpU82jYRsMSN2JGRbYuJ7vRCy48muhKxoymXAUTN7tZndbdU30xRVZoVoQG5VtsRikDCtyqYsBmlmcmVH+UIwqcpmByRM92cyZYFcewEwN7I2qco2tRcU0bZPdtGGr2UL2UVZVfSWhGwxfRCxMPxq7CSwAWyiBrCu+APgNuCHgB8ysxuBmyF3Vre7+7ct8+ZCkZgVoiGj8bHS/YnFoIlXNqGsKgsUVmWzTV/R/R6Yq8omLNtekBDqkw0VsjPbSxq+0vS9IrvOtoK616o81waJWBi+kBW94CmZ5/eKP/LorXNZYlaIBchr/MqjyGIwR42qbN2mr+klFrAXFFVQ2hxXO71ugwlfZaJ1/5jwLFkJ2Yrz9qQauylxWwkSsaJFvnbVN9AGErNCtEzexC/IDEnIqcpmhyRkq7JF4jVdla3KlM1O+kqvCbEX7D8PsxdMz1/TXrCMhi8J2ZxrLrEiOzT6UpFdNyE7muT/XMhbJ9rH3f951ffQBhKzQjSkqiqbazEoOlfGK+t7BX7YlFc2K2Sjx/lM2Tx7QTZTdhn2grxxtatq+NoEIdtXETu0iqxErBD9R2JWiJpMJjuFftm8qmxhHFeJVxYorcomz2eFbF6KQbm9IG84wnyTV7pC255PdlUNX+suZDehyUuRW0KINBKzQnRAUONXmoCxtVmvbFrgpu0FSYpBkb0g7YeF/eEIZTFcZXaCpj7Z6fELNHw1SS5IMzQhG2IrqIOEbDF9ELKbIGLHHjYQYdzb1iPRByRmhahBUpUtmvjVpCqb9comZMfWpqO4JuOtmaosMGcvgPxMWchPL0i2Zz+vshcUkbUX5DV8hdoIpvfUYUU2j6yQLYveKhOybWTIylYgW4EQIh+JWSECCZn4BTWqsomQzanK5o2thdkoroR0pmzeyNqm6QXpz9vwye5fb35b3YavotSCUCGbR7Yq25aQraKv/thNE7HQDyErEStEfSRmhahBUVU2j2lVNjUYYSbBoIJsVTYvUzbb9LV/n83SC8qmfPWp4StNUpXt0lrQVUW2DVtBqJBVNbYcCdnVMPawpALZDEQZErNCBFBVlU0sBjbKfzMKmfZVNSBhei85TV95mbJV6QWjqY1gK8heAN0MRsjb1sQnu7+2eLpXn6wFfbQVtBG3NTQh2wcRC5spZIVoC4lZIQKpmviVsLV7MndIQtW0ryxZr2zaXpAeWZtkyqbtBYnFoCy9AOrHcIVS1yebJ24T6vpk01TZC6qsBWUMQciqGluMRGw/GHn5///pdUIUITErRA2KGr/yyA5JmDlPRVW2KooLstXYWYtBUpXNI2svgPwYrrl9LfhkQ2wEIT7ZLiK4QiuyiyQW9NFWoGrs6th0IStEW0jMCtECicWgdEhCpipbNrYWyPXKVmXKNhmOUBTD1cReUOWT3b/n/c/rNnzlCdkyawGsh5Bd92osbI6QlYgVol2KjXliaZjZGWb2YjO70cxOmtkHzOypJevNzC42sw/G6280sxeY2anLvO9NJKQqm278KkswSCirymabvmA+UzZrL6g7HAGqY7jSLMMnOzQhu2e7jYXsHjsSsnQvZCe+JyHbQ8aT8A8hipCY7QAz84qPB6bWngpcA/wCcDPwOuCuwB+Z2fMLLvErwKuA2wOvBY4BLwSukqDthiTFII+qqmydBIOEvFzZokzZ/XssTi+A8uEI6c+rYriKWMQnW1fIFrEqIVvEmL1KIVtFiJAd+14tW8GiAxDathV0KWT7ImJBQlaIrpDNoDs+D/x1wb5bUp//DPAw4CXA893dzex2wJuAF5nZVe7+4WSxmT0UeA7wZuBx7r5tZlvA7wGXAj8G/E7r/5oNZibJoEYc14xXNj0gocIrW2UvKMqUDU0vgOIYrkXzZBcVskX01SMrW8EC59oQSwFIxArRNRKz3fFJd7+0bIGZGfCTwA3AC92jd2l3P2JmzwLeBbwAeGLqsGcAE+DH3H07Xj8xs58GngJcZmZXuPfkp/jAmZv4lSIdx1VZlU0R2vQFlNoLYD+toCy9IM8nm1A2rrbNhq/QLNm8qmwfrQWLpBUMMTu2bUvBMpCQHQZKMxBtIJvBarkfcBfgNe6ezQS6Dvg34KJY9BJXYB8JvNfdP51e7O4ngL8F7gR8fdc3vgmETvxKKKzKQq5XNvea2apszZG1RWR9smO3Up9sGw1fIW9QaaomfIXEb42ZzAjZvfgP/dN7tPFaCNll2wraRLYCIUTbSMyulkfHjx/P7oirtNcT+WLvGW9+IPCVeetjro8fv7m1O9xwiiZ+VQ1JgByvbMCAhKy9AGjVXgDhebJNBiN0mVywvzbfWlC3Ggv5QnYU/5dHl/7YETvBQjaUPnljYTlNXn1gPNmVkBViichm0B0HzOyZRB7WuwHvAH7d3d+RWnNB/PipgnN8CvgO4P7AjYHridc3xszuTFThrcN5i1yzb9SpymaHJBR6ZcuuF3tlZ55PRWyz9IKQKV/R5/k+2TR5Qjbrk206qjbUWhCtDROyWVbpj22zGluHpkK2C0vBpohYWI9qrPvy/g0TD/PNB/R/ig1GYrY7Hhp/vJ+omesxwGPM7Cnu/lfxmnPixxMF5zgcP57VcH1Tnk7k1d1oyqqyeSQWA6jvlc3aC4CF0wsSquwF6c+L7AVzr01Ow1fCokJ29t7rC9l19Mcus8lraEjItsdkw753xPogm0G3PA+40N2fDHwrsAu8Ik4rADg7fiz6aZz8ZDyt4XrREenGr9AEgxDSmbJt2AtCx9VCuw1faZpaC4YsZEOyY6Pr9kfIdmUr6KIqm/hi+yBkE0uBhKwQq0NithtuIMqO/eVUQsHHgD8k8sD+RLyuKhM2URrJ16nuetESWa9s+dr9qmztKK4SewGEpxeUjatdxCcb2vC1aJbssoRsF/7YUBFbJWSX1eTVhYiF7qwFfRCw68Yqheyee/CHEEXIZtAB7n5+wa5rif6E/0jgpUCS9XRKwfpD8eNt8WPd9U25HPiLmsecB1y14HV7RdpikCW0KjtzvpBM2Yr0gkTIjidb7IxOaTSuNvq82CfbpOFrqEI2j0WqsSH0rRrbNl0nFfSBoVdhE1SNFeuCxOxy+Vz8eO/48Uj8eHbOWoDT48dEnNZd3wh3/xLwpTrHxOlha8NoPC9gK0nG1hZUZYuok14QPZ+P4aozrrZsMEKZkC1q+OqTkK2TWJBHl0K2TyK27rWCzrchTV4Ssu0ycS+M3cuuE6IIidnlkvz0SDyzh+PHryVKO8iSJAQkIja9Po/selGTJMWgKo4rtyoL+1FccVU2xF4Ai6cXAIU+2ToNX0WUJRdMz1kZy9WukG0SvdU0rSC69noIWVVj67MuAjahL0JWiLaQmF0uiQj9WPz4/vixyJZwAZEATsbZfiBgPUQDF0RNEiG7UFUWMk1f5SIxNL0gbS+oavhKKGr4amNUbUJZcsEy47dCG73y6DKtYN1FLEjIDg0JWbGOSMy2jJk9Cvh7d8/7U/+3xI8fjB+vARx4eM55zicSv2+Mp3vh7p81s48AF5rZme5+PLX+AFEm7THgnW39ezaNkCEJubmyMDsggeqq7Hj71Km9YG/nUHB6AZArZBOyPtm85IL9tfWEbJ0s2f1t9eO3ysbTDsUfu+5Cdt1FLKyXkO2riB1NnD2rthCMFDQrSlDXe4vEY2d/F7jCzE7J7Lsj8Eyi+KyXAbj7TUTC82Fm9qDM6X4qfvybzPariKK3fjyz/QnAucA1vszE6w1mmitbWJWNCLEXAKX2gmwMV9oPm1B3MEKTCK7p+Soqsvve2frWgqrxtGm6ErKLpBW0nVQAErLLZh2ittL0VcgK0RYSsy0Sx3BdAfwA8DYz+14zO8/MHgu8C/gK4CXu/unUYc8j+lv0X5nZ4+P1LyCK7/ok8IrMZX4TuBn4ZTP7STP7OjN7CvBKIqF8WYf/xLVlMtmpVZUt9MrCXBTXzHVK0gtmhGzGXpD1yQKl9oKQhq+ZbQ0iuKoqsmmaCNks2UavKiFbFLu1Z7udTfPqohq7SZFbqxay6yhiJWTFJiCbQfv8FlF01guBv0pt3wUuBX4/vdjd325mTwVeDrwuteujwPe4+3Zm/a2xleEq4LdTu74MfJ+7X9/OP0MEkVeVhUJ7QUJiL9gXstG+WUG7Vcsnm7YUQHjDV5MIrqrpXm1UZKf7W2z0WuVI2iFXYmH9c2PXTcQOhTH59qO8dUIUITHbMnF19tfN7I+A7wK+GvgI8C53v6XgmD82szcCjwPuTNQgdo275/7/6+4fNrP7AI8Fvo4o8usqdz+at17UJ7QqO43iGo1mo7hSlA1HgH17we7uoU58smUNX00iuPokZNu0FRSx6U1em2ApWCeGJGSFaAuJ2Y5w9y8Ar66x/uaa63eA19a+MVFK0ZCELEUDEvKaviDMXgCUxnDlkTcYoc6o2uznXQjZqtSCroVsV2kFbYtY2BwhKxHbPhKxYpORmBWC/RQDKK/KAlMRO63KFkRxZe0F6eEIRfaC6F7CY7hCGr6qIrimr0HAUITp+RcQsnUzZPtoK1j3aiysr5CViO0XI5/M/EwoWydEERKzYqPJG5JQhu3FFubdndKmLx+l0gpy0gvSMVx5VdmycbVVgxHyqq9NI7hCp3vVFbJDtRX0qRorEVufdROyQogIiVmxsSQJBlNqJBiENn0BU3vBaPtQ4ZSvyC8765NtMhhhkQiurq0FedWXZdsKykRsdA/NhawsBflIxHbD0CuyQrSJxKzYeKZV2SqSKK6iqiz5mbJ5U76yMVx5PtmEOg1fsBohu+xGr02txja5VtA511TISsT2nz2flEbypdcJUYTErBAxlVVZ2I/iipu+fHcylyk7l16QM+ULZmO4ynyyaaoavppkyS7qkW1TyHZhK2haje2TiJWloB4SsUJsFhKzYmPJDkkoJRvFlW76Gm2VpxcU+GQTIbuzF3ljd0anBDV81YngWlZFNrTRKy1ioR0hu6pqbF36JGTXNW5rHUUsrLeQneBzPxeK1glRhMSs2EgmOW/mZVXZuSguKM2Uhbxmr1mfLFBrMEI2uWCZQnZ2W7iQHZqtIFTELiOpQNXYekjICrG5SMyKjSY9uraQgiiuykzZuRiuWZ/s7u4pQYMRipILoDhLtgsh20Wj17JtBUPxxg6pGisR2z4SsELUQ2JWbCxJriwEVmUzk75gPr1gdOI0fHwgSi7IVmbTDV8pn2zeYIRswxeUR3AtoyK7fx+zQrat/Nh1qsZCf4TsuopYkJBdB/YYz/2lpmidEEVIzIqNIrEXjMbHSquy6Siu6Pl+FBekJn1l0guyPtkZe8Eo3Cc7morWfZ/sKoVskbUg1B+7SlvBplZj19UXCxKxQohZJGbFxpAWsj7eLs2VBXKjuLJNX0BuDFciZPd2DpUORijyycJ8ckG0rVjIJizLWtBEyPalyWudvbESscNDQlaIxZCYFRvFTIJBAVl7gZ04GQnZ47vTpq+0vSAvhivPJ5sMRtiOH0MmfC2rIlsnsaCr2K0+eWMhXGT2JTN2nUUsrJ+QXbaAnXj+/195uC/vT/pjm+SOrM5bJ0QRErNiY6mqykZr9jNlYd9eEH0+O+Ur8ckmebK726fmDkYImfBVpyK7CiFb5Y8tsxX0uRorS8EsqxaxyxKwbQjLOmKxCe7LE/OuAQViYEjMio0jmytb2fQFc/aCyclTp/aC8fap+XmyFQ1fdbJku7IWdO2PHVI1dhmWgrrXqTzXAEVsGwK1zapm1yI0j2UKUyE2AYlZsTFMvbLMVmXnyKvKZuwFQKFPNmn4AgobvnZGp9TKkoV8IRsJ3f390KwiO71moJCtW42F1QjZvnhj17kS2zdxun/O5YtUkFCty8hGuX+tyVsnRBESs2IjSJq/aldls5mysU92fPJQpU92d/dQYXJBSJZsdihCF9aCRfyxfWjyGkI1tq+V2DrCdVHBOuRK6tqJ0yA/rKZtiWEhMSvWnslkpzDBIGEqZE8cm236KkkvqPTJliQXAJVCdhGPbJPEgnWxFayjiIVwIVu3utpEqHbVvKRqakOW2LAlRB+RmBVrTVKRTScY5A5ISDJld3fm7QUnt6b2gkm6Ilvik02SC4oavrZHB6dCNmFRIbtI9FYTWwEsLmT7LGJhtZaCKvG6DNEaXWd9hOsgReuaC9Uxo8JfcrPrhChCYlasLelcWSB3QEJiL4C4OpseWXtiXBjDNdk7GFVlx1txluzBqa0gnVyws3cKo0n0OPZIxIZYC6bbWhKyq7QVtFWN7buloImIDam2Dl20RudenhCRYBVi85CYFWtNNlc2W5WNtu1XZdPDEYp8suPtU6fV2ETIpid87e6ekitkE+Halke2K3/sqrJjhypiQ6+x7sJVgrUEidVC9thjq8Qvn14nRBESs2IzSFVls01fkKrKpuwFiU92blzteIvR9qHZUbWT2QiuPCGbWAvS1LUWtNnoVXcIgkRs2Hn7JFr3rzdc8Too4SrRKsRKkJgVa01eVRaYSS+Yqcqm0gum9oLRFqMTp00bvhIhm5dckNgLskJ2HFsLgLnpXosI2ayIhXIhOxRv7CJCtm0RW3a+PjVl7V9LwrVTJFiF6B0Ss2ItSRIMgNyqLOzbC+zEsWlV1ncn+Elm7AXZhq9EyCbJBWkhu717aBrBlR2KkE4xyArZqWjNCNtofbPEgqa2gk2wFBSJ2FUI1+jc/RCvEq0xEqxLY8KotOEzvU6IIiRmxdqSVGVnxtam7QVpIXviJH58dypkJycPTX2yyYSv0fahwgiukKEIRfFbRUK2SfTWUKuxXYrYsurrouK16aSsPohXeVxjJFyFGDwSs2LtmKvKppq+EpLhCImQzfPJJg1f6eSCsgiuqule0EzILuKPbXuSV9vV2C5EbB/Fa3T+1QpYiVckXIVYUyRmxVqRHpCQVGUTslXZKp9sklxQFcG1HQvaqjG1VUI2NLGgyB9bR8RCN7aCri0FdcTrKhq15q+xGQJW4lU0ZcQuFvCL64iefo+JXiAxK9aGrJDNVmWzI2uLfLKTk4cYnTitNIIrqcgmQnZndMqMkD05OjgnYoEZIVsneitkEEL0+eLV2FVZCkIFbNPKK3Tre43OvxniFXoqYCVehdhIJGbFepKMrU1lyqZH1tqJ47k+2ZkJXzkRXLu7h3KF7Gh8YKYiC/uNXgkhQrbuIIQuq7HLqsRmRWyb1VeQgG2LXopXkIAVQkjMivUi2/QFKXtBLGTT9oLEJ5sWsom1IBGyUVU2qcbOpxZUVWTzhiFUNXq1LWTbrsYuUonNq8C26X2F9U8e2GgBK/G6VshmINpAYlasDaPxsVJ7QeKTtRMn4eR2NK725H7D14xHNhXBlTcUIeuRTQYihGTIhjR6hTR5lQ1AaJpU0FY1VgI2uZbE60JIuAohApCYFWvBZLKDj+Ms2SJ7QdYnGzd8TU6eOo3gKqvI7u6eMleR3R4dXKjRq0k1NkTEwvItBU0FLHRvI5CAzad34hUkYIUQtZGYFYNmEguZbFUWZu0FUUV21ifrJw/OCNn0UIQQIbu3YGJBVsiGVmO7tBRUidi2KrDQbQoBDHPq1sYJWAnXjWfCKOiXVg1NEGVIzIpBM5dekKrKbu2eZOvk0elwBHb3coVsOkt2b+dQqZBNj6itshbkNXo1sRUsUo1t6ovNVmHLKrDRsdVNXLA+AnZIU7d6I14lXIUQHSExKwbLJC1wEiG7d3zGXjCd8hX7ZKeDEXKyZJPpXmVCdnt8cCZDdnt8sLE/Ns9WENLg1aaloKyxq24Vtu4UrlVZCFYtYLsUr70RrgkSsKKCse+CHwhbJ0QBErNi0GTTC7ZOfBkb7XLgxG3Y8SMzQjZp+EqSC5Is2byK7O7uoZkRtUlFNhGyO+ODjWwFVdXYpg1ei4jYZdoIhiRghyBeoWcCVuJVCLECJGbFYMkdWZuO4UoavhoK2Z29U6YZsklFtih6K9RWkDfJK89S0KYvNk/EltkIonO1m0awbBvBKv2vG1N5lXAVQvQEiVkxSBKLwbQqO9ph68ThqU92ZjDCAkI2NHorbSsIbfIqsxS0KWK7rsL2ZZzsKu0DGyFgJV5FB4x9BCF/sVnidDsxPCRmxaBIRtYCjHduwk7ePPXJZvNk95MLyoVsImJ3d2NbQUrIpqO38vyxebaC0GpsHV9smYitI2Cj47tr5lqmgF1H8dob4QoSr0KIwSAxKwbFXHpByl5go719n+xtRyMhezQaUzu67YyZHNmoGntwRshmEwu2RweDbAXZJq88b2yoiI3OU+6LzYrYZXphuxCwm2wd6I14lXAVQgwYiVkxGNLWAvaOsXXylqm9YKbhKxGyJ5lWZLNCdnf71DitYF7Ibo8P1rYVhFgKmubFjpnkWgnqitgmArYrC0Hfq68Sr0Ish8lkF7DAdULkIzErBoWPt/OF7N52cEV2d/vUQn9sYisoSysoq8ZW+WLrJhQ0sRK0Eam1qgrsKsTr2gtXkHgVQqw1ErNiECRe2WzDV25FNiNkd4+eMc2QzQrZ4zunNbIVVFkKQkVsW1aCPgrYTRKvvRKuCRKwQogNQWJW9Jr0uNqkKjvT8JVUZJNmrwIhm230SmwFJ3ZPDWryCrEULCpiF/XCrlrAbop47aVwBYlXMUgmPgLfClsnRAESs6L37O3ePOOTTQYjbJ08ih2+JRKyR07gR43xbWcwPnmIvaNnziUWnDxxeq6tIFuN3R4fqGUpCBGxaStBaBW2CwE7lOqrxGsFEq5CCDFFYlb0msRakBayB04c2Reytx3Fj+wwue0UJidPZe+2M9g7fnqhPzaxFaSbvOpUY/NEbFlj1yJV2FUJ2CGJ17W3DEi0CiFEJRKzordMJjszDV9TIXvk5n2PbCxkx0dPZ3TitKmQ3T5+xlTEnjh52kw19ujuoZmkgu3xgcYitmzYQVEVtokPtkzALmofWLZ4bSJc17raKsEqNpix75GK0S6k7ghrsVlIzIrekfhk93ZvZnLy83NCduu2w9FAhJSQ3Tt65ow/9uSJ09ndPcTx7dPmIrfSSQV5loJQEZtnJUhXYUNtBE0qsItUXxdJHVhW1XUtxatEqxBCdILErOgVSWqBj7cLhazfdCT2x5419cfuHj8tFrFnTJu8jm+fxvGd0wotBdvjrVIRuz0u9sMWeWHbFLBt2QcWqbx2XXVdS9GaIPEqRCXuu0yoLs26GsBECRKzoldkheyB2744jd/auvkm/MgJJrcenKvGbh+PKrEnt0/br8amGrxCROzO2EqrsHle2CofbJ0mrqGJ11UK116IVolVIYToBRKzoldkhezBI1/aTyy45TiT205h79az56qxSVLB8Z3TpnFbSUpBZCVIbAVbUxG7PbYgK0HWRpCtwLZVfa0Sr3VtA23ZBVYlWlcuWCVWhRBiEEjMDhAzOxf4ReC7gDOAdwEvcPfrVnpjDclaCw4c/Te2Thzm4JEvsXXzF+HIUSa3OOPbzpqmFZw8ctZUxCaV2LSITSqxaU/siaQiG1iFbUvALkO8FglXidayC0usCrFqJj4OGGYL3pP/X9t8/1239/JVIjE7MMzsfODtwF2Ba4Bd4NHAW83s8e7+xlXeX10mk51pjqydvJmDR/6Vg7fdHCUWHD6M33Kc8a2nsXvLOewdP52dY2ewffx0Tm6fzomTp00rsUlCwfb44DSdIKnCbo+3pl7Y7XG1gN2eRD80EwEbIl7rVl5DhGvdimuIcF1FM9ZKK6w9eQMUQgyfNt9/1+29fNVIzA4IMzPgcuDOwHcn3+xmdl/gOuCVZna+u59c4W3WIsmR3brtn9k68WVOueVf2br5i/hNRxjfepDx0XPYufV27B4/jeNHzubk9uncduxMTuyeOueJ3R4fmPphT4y3ZmwE6Wau5HF7Msmtvqa9r1XitUnVNVS4LlptXWalVZYAIcQ60+b77zq+l68aidlhcR+i39xelf6tzd0/YWa/ArwUuAT47RXdXxBpW4EfvXG2Gvv5LzC5xRndejY7t96Ok0fOYvv46Rw7dhbHt6Mq7LHdUzm2e2iuCpvYCLbHsxXY7fFs9XV7PAkSr02Ea1XFNStaF/W11hGsTcXqSoSqxKkQG4H7HlD9/7uHhNF2S5vvv2vxXt4nJGaHxaPjxz/P2fcaov8BHkGP/weY2griJq9DN3+GA5//DHbLl5nc4uzdetZUxB4/ehbHjp3JkRNnTq0EO+ODHN07he3xFtuTrWkjV+KBPRkL16gSGwnXvMrryMbsbdUTrkWitUqwQrMq6zIqq0sXqhKpQohh0ub77+Dfy/uGxOywSP4H+HjOvhuBPeCbl3c79dnbvRlu/Sin3vyZKDf2C59n8oU9dr74FZy86fYcvfV2HDt2FrceO3sqYI/tHWJ7fIDjowNT+0BavCaV18Q2sD0ZzwtX22Nk+1aBrGgNqbSmt4dUWIuE6uBFqgSpEGLzaPP9d/Dv5X1DYnZYXEBkEv+X7A53H5nZjcC9zex27n6k6UXM7M7AnRrc25QbPvXF6ed7oyNMdm/Ftr/MKTffwIEvfJbJ54+y98Vz2PnynTh+5CyOHTsrqsDuncLR3VM5PjoYC9U9diYjTo6MnQnsjGFn4uyOJ4yBk5MRE5w9xoxtwshGjBmxF4vVCSNGvgsOI3an2xLGsegbpwTjJCVC84RkUcpAqICc1BSD3skYx5X/yU4I0Vs8u+FQd9caB1oI5u7pvMh6Woub3P1LdQ+KafP9dynv5ZuExOywOAc46e5z/1fHHI4fzwQW+R/g6cALFjieJz0x5K8jt8QfQggheszXAB/s5tSN/9JzVYNjXgS8sOH12nz/XdZ7+cawteobELU4Gygr0yWlwdOWcC9CCCE2g9ut+gZ6QJvvv3ovbxmJ2WFxasX+5G8u+roKIYRoi3NWfQM9oM33X72Xt4xsBsPiKHBKyf7E13Tbgte5HPiLmsecBTwovvYRIi/QisNH15LzmP3z2uOBG1Z0L5uEXvfVoNd9NVxA1FWf8L4Wz30DcL8Fjr8DcHuavcfctMB123z/XdZ7+cYgMTssjgB3M7MDnj/b7/T4caH/AWKDfBOT/HsWua6oJqfh4QZ3/9gq7mWT0Ou+GvS6r4ac1/1YW+d2921giF/DNt9/l/JevkmohD0sDhP9AnK37A4z2wLuRfSbav2ZpUIIIYQo4jDtvf+2eS6BxOzQeH/8eH7OvrsDZwDXlXRICiGEEKI+bb7/6r28ZSRmh8Xr48eH5+x7VPz4hiXdixBCCLEptPn+q/fylpGYHRZvAk4Cl5jZ2clGMzsFeGb89OpV3JgQQgixxrT5/qv38paRmB0Q7n6UaGbzVwFXm9m3mtn9gD8DvhG40t0/usp7FEIIIdaNJu+/ZvYQM7vCzJ626LlEOUozGB4vBe4IPAt4Z2r7XwD/ZSV3JIQQQqw/dd9/7wP8ONHwgysXPJcoweQvHiZmdgHwSKKsune6+3tXfEtiCZjZNwDp39jvp6ii7tHrvhr0uq8Gve7ltPn+q/fydlBldqC4+/XA9au+DyGEEGKTaPP9V+/l7SDPrBBCCCGEGCwSs0IIIYQQYrBIzAohhBBCiMEiz6wQw+Im4EWZ56J79LqvBr3uq0GvuxgUSjMQQgghhBCDRTYDIYQQQggxWCRmhRBCCCHEYJGYFUIIIYQQg0ViVgghhBBCDBaJWSGEEEIIMVgkZoUQQgghxGCRmBVCCCGEEINFYlYIIYQQQgwWiVkhhBBCCDFYJGaFEEIIIcRgkZgVQgghhBCDRWJWCCGEEEIMFolZIYQQQggxWCRmhRBCCCHEYJGYFWJJmNm5ZnalmX3RzI6a2RvN7MENz/VEM3u7mR02s1vM7Cozu1/b97wOtPm6N7j2GWb2YjO70cxOmtkHzOypy7j2qmnjdTezKwI/7tjVv2OomNlBM3uVmV3c8PhaX79N/l4Xq8fcfdX3IMTaY2bnA28H7gpcA+wCjwYOAI939zfWONdlwC8C/wB8HLhf/HECeJq7vyaz/q3Aw0tO+Wx3/x+h1x8SLb/uVT8sv8ndP5RafyrwJuBhwPuATxF9Hb4KeIG7/2L4v2RYtPW6B7zmCfd093+Oj/kMcG7J2ie4++sCzzsozOwAcDfgQcDPAA8BftjdX13zPLW+fpv8vS76wcFV34AQ646ZGXA5cGfgu5M3AjO7L3Ad8EozO9/dTwac60LghcBLgOd7/NtoXH35A+DVZvZ37v6FnMNfXnDaj9T7Fw2DNl/3FJ8H/rpg3y2Z5z9D9OY+/VqZ2e2I3vRfZGZXufuHa1x7ELT5uru7lVznDOA9wL8An83sPgb8ccGhn6m67oB5A5HobEzDr99Gfq+LHuHu+tCHPjr8AC4AHHhlzr7nxvueGXiuPySqxh7M2Xd5fK7fymx/a/S/+upfi6G+7vExDrw1cK0BXyCqUB3I7HtIfK7Xrvo1GsLrXnKd3weOAHfPbP8M8JlVvw4reu2fTiQsvxP47/FrfXGXX79N/l7XR38+5JkVonuSSsmf5+xLLAGPCDzXBURvMqOcfa+IH7+1xr2tM22+7nW5H3AX4DXuPs7suw74N+CiuAq2bnT+upvZo4FLgP/q7v+6yLnWCXe/3N1f5u7XAnsNT1P367fJ3+uiJ0jMCtE9yZvDx3P23Uj0pvPNgee6BLi6YN8/xY8XhN/aWtPm697atd3dgeuB2wP37Oj6q6TT193MDgK/Cfwj8Kqm5xGF1P36bfL3uugJErNCdM8FRA0U/5LdEVdYbwTuEXvMSnH3D7v79QW77x4/3pq308weZWbvNLPbzOwdZvb/ht3+YGntdU9xwMyeaWYfNbMvm9lfm9nDCq4N0Z9e80i237/GtYdCF697mkuAbwBe5u6TgjVmZk8xs/eb2REze5OZPb7h9TaNul+/Tf5eFz1BYlaI7jkHOBlXKfI4HD+eueB1Lowf31uw/01Egvdq4GuAPzCzX13wmn2mi9f9ocBvAdtEr+fDgf/PzJ6Qc22IEibKrn1WjWsPhc6+3+Omr18k8mj+75Kl9wD+FDgd+FvgAcBfmdlP1L3mBlL367fJ3+uiJ0jMCtE9Z1PuX9uNH09reoHYj/aj8dNfL1h2NXBvd/9PRG/uHwKeU1BZXAe6et2fB1zo7k8m8ifvAq/IVBrPjh+Lrr/w17zHdPn9/v3AVwKXu/t2xdqXA/d39x8g+rP454D/YWb3anDdTaLu12+Tv9dFT5CYFaJ7Tq3YnzRGLPL/448SVQ1/093fk9n3OSJ/4SXuvgPg7rcBL433X7bAdftM26/7DUSZm7+cVK3c/WNECRO3B9JVv2V8zftKl//2S+PH15Ws+WeirNNnJw1J7v454LeJ4ih/vsF1N4m6X79N/l4XPUHfXEJ0z1HglJL9h+LH25qc3MweCvwuUeX1Odn97v6D7n6Bz2fPXhs/XhQ31awbrb7u7n6+u393zp9fk9fxkZlrU3L9hb7mPaeT73czuxvw74iyfj9atM7dH+7uF/p8jm3e10nMU/frt8nf66InSMwK0T1HgDPj6Tx5nB4/1v5hb2YPIBKx1wJPKojsKuI24DjRm1DZxKSh0tnrnuFz8eO9M9eG/T/BdnXtPtLV6/7Y+PHaEj9nGcnX6Z7xxCqRT92v3yZ/r4ueIDErRPccJvrz5t2yO8xsC7gXka9sp85Jzew8IhH798B/TCwEocSCIDmmaWd5nzlMB697Dnmv4eH48WsLjjkvfjxSsH/IHKab1z0ZyRw8gjhDcr0tFm+2XGcOU+/rdzh+3MTvddETJGaF6J73x4/n5+y7O3AGcF2dapOZfRVRN/0/At8b0AyTd47bAXcgmtBTFPc1ZFp/3QtI3sQ/FnhtiOKMdoB1HPHZ1ev+gPjxQw3vK/k6fcHdc+PrBFD/67fJ3+uiJ0jMCtE9r48fH56z71Hx4xtCT2ZmdyCqyH4JeJy7F0XiYGb3MLMHFexOgs+vLzvHgGntdY8zes8p2P0t8eMHU9uuIfolYe7aZnY+kbB6q173MMzsEPt5pl8sWfctZnaPgt15XycxT92v3yZ/r4ueIDErRPe8CTgJXGJmU1+ZmZ0CPDN+WjTVawYzOzNeOwK+292PVhzy34BXm9mdM+fZAl4YP31JyLUHSCuvexx79rvAFfGx6X13jM+1C7ws2e7uNwHvBB6W88vET8WPf1PnHzMgWvt+T3Enoj997wFfLln3S8CVZjaTaRqL4efFT186d5RIU+vrt+Hf66IvuLs+9KGPjj+AXyCqXryNKJv0fsBfxttenbP+IcAVwNMy26+Mj/nLeH/uR+Y828BngR8H7hNvuzo+z/8H2KpfnwG87j8VH/Mu4HuJfICPJbJ5OHBZzrm+Pd73L8Dj42NeEG/7R+C0Vb8+fX/dU/u/PnktK677xHjdx4AfBL4OeARwXbz9Fat+bTp+3Z+W+jnwofjf/H9T2x4S8po3+Ppt7Pe6PvrxsfIb0Ic+NuGD6K8gvwlM4h/wycefA6fnrL84740DeGvm+NyPzDHfRSRms+teDpy66tdmIK+7AT9LlP6QPs8O0S8Jub8QxILqWOaYjwD3XPVrM4TXPbX/IfH+9wVc+4eAW3K+318IbK36ten4dX91xc+Gi0Ne87pfv/iYjfxe10c/Psx90d4HIUQoZnYBUc7lKcA73b1o9Gzb1z0D+E6imfb/DPydu39mGdfuA2297mZ2V6JfDr6a6I36Xe5+S8UxXwk8DrgzUcXwGo/D/NedFX6/fwXR1+k84JNE3++fX8a114m6X79N/l4Xq0ViVgghhBBCDBY1gAkhhBBCiMEiMSuEEEIIIQaLxKwQQgghhBgsErNCCCGEEGKwSMwKIYQQQojBIjErhBBCCCEGi8SsEEIIIYQYLBKzQgghhBBisEjMCiGEEEKIwSIxK4QQQgghBovErBBCCCGEGCwSs0IIIYQQYrBIzAohhBBCiMEiMSuEEEIIIQaLxKwQQgghhBgsErNCCCGEEGKwSMwKIYQQQojBIjErhBBCCCEGi8SsEEIIIYQYLBKzQgghhBBisEjMCiGEEEKIwSIxK4QQQgghBovErBBCCCGEGCwSs0IIEYCZvczM3Myutoj/ZGZvNrNb4u3PW/U9CiHEJnJw1TcghBAD4ZvixxuAa4DvBMbAbYADH1jRfQkhxEZj7r7qexBCiN5jZrcAdwCOASPgOcCfuPtxM7sjsO3ux1d5j0IIsYlIzAohRAVmdi7wmfjpSeDB7v4Pq7sjIYQQCfLMCiFENd+U+vy5ErJCCNEfJGaFEKKaRMweAf7nKm9ECCHELBKzQghRTSJmX+/uuyu9EyGEEDNIzAohRDUPjB//7ypvQgghxDwSs0IIUUKcVPA18VPFbwkhRM+QmBVCiHISi8Eu8NFV3ogQQoh5JGaFEKKcRMx+TH5ZIYToHxKzQghRTiJmZTEQQogeIjErhBDlSMwKIUSPkZgVQogCzOwM4N7xU4lZIYToIRpnK4QQQgghBosqs0IIIYQQYrBIzAohhBBCiMEiMSuEEEIIIQaLxKwQQgghhBgsErNCCCGEEGKwSMwKIYQQQojBIjErhBBCCCEGi8SsEEIIIYQYLBKzQgghhBBisEjMCiGEEEKIwSIxK4QQQgghBovErBBCCCGEGCwSs0IIIYQQYrBIzAohhBBCiMEiMSuEEEIIIQaLxKwQQgghhBgsErNCCCGEEGKwSMwKIYQQQojBIjErhBBCCCEGi8SsEEIIIYQYLBKzQgghhBBisEjMCiGEEEKIwSIxK4QQQgghBovErBBCCCGEGCwSs0IIIYQQYrBIzAohhBBCiMEiMSuEEEIIIQaLxKwQQgghhBgsErNCCCGEEGKwSMwKIYQQQojBIjErhBBCCCEGi8SsEEIIIYQYLBKzQgghhBBisPz/WORIWSBUIhoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Noise level\n",
    "fig, ax = plt.subplots(figsize=(2, 2/1.618))\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"ratio_noise\",\n",
    "    contour_props={\n",
    "        \"levels\": np.arange(0, 1.01, 0.01),\n",
    "        \"vmin\": 0,\n",
    "        \"vmax\": 1,\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax, ticks=(0, 0.5, 1))\n",
    "colorbar.set_label(\"noise / %\")\n",
    "\n",
    "ax.set_xlim(0.01, 1)\n",
    "ax.set_ylim(0, 2000)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "rapid-minimum",
   "metadata": {},
   "source": [
    "#### Largest cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 394,
   "id": "compatible-opera",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-21T19:02:35.161564Z",
     "start_time": "2021-06-21T19:02:34.092496Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 2000.0)"
      ]
     },
     "execution_count": 394,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Largest cluster\n",
    "fig, ax = plt.subplots(figsize=(2, 2/1.618))\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"ratio_largest\",\n",
    "    contour_props={\n",
    "        \"levels\": np.arange(0, 1.01, 0.01),\n",
    "        \"vmin\": 0,\n",
    "        \"vmax\": 1,\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax, ticks=(0, 0.5, 1))\n",
    "colorbar.set_label(\"largest / %\")\n",
    "\n",
    "ax.set_xlim(0.01, 1)\n",
    "ax.set_ylim(0, 2000)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ethical-quilt",
   "metadata": {},
   "source": [
    "#### Number of clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 395,
   "id": "adult-lounge",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-21T19:03:05.796966Z",
     "start_time": "2021-06-21T19:03:04.667219Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 2000.0)"
      ]
     },
     "execution_count": 395,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Number of clusters\n",
    "show_n = 10\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(2, 2/1.618))\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"n_clusters\",\n",
    "    contour_props={\n",
    "        \"levels\": np.arange(-0.5, show_n + 1.5, 1),\n",
    "        \"vmin\": 0,\n",
    "        \"vmax\": show_n,\n",
    "        \"extend\": \"max\"\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax, ticks=range(0, show_n + 1, 2))\n",
    "colorbar.set_label(\"# clusters\")\n",
    "\n",
    "ax.set_xlim(0.01, 1)\n",
    "ax.set_ylim(0, 2000)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "boring-cloud",
   "metadata": {},
   "source": [
    "#### Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "growing-demographic",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-09T18:51:02.615894Z",
     "start_time": "2021-06-09T18:51:02.602302Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"backbone\"\n",
    "clustering = cluster.prepare_clustering(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "id": "mature-slovak",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-10T14:22:56.254515Z",
     "start_time": "2021-06-10T14:22:41.641476Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x1800 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.close(\"all\")\n",
    "fig, Ax = plt.subplots(4, 5, figsize=(7.2, 6.0))\n",
    "\n",
    "c_list = [1, 10, 50, 100]\n",
    "r_list = [0.5, 0.2, 0.13, 0.09, 0.068]\n",
    "\n",
    "def get_member_cutoff(r, c):\n",
    "    if r < 0.2:\n",
    "        return 20\n",
    "    return 10\n",
    "\n",
    "for i, c in enumerate(c_list):\n",
    "    for j, r in enumerate(r_list):\n",
    "        \n",
    "        neighbours = [np.where(d < r)[0] for d in distances]\n",
    "        for n in neighbours:\n",
    "            n.sort()\n",
    "\n",
    "        neighbours_clustering = cluster.prepare_clustering(\n",
    "            neighbours,\n",
    "            preparation_hook=cluster.prepare_neighbourhoods,\n",
    "            **neighbours_sorted_recipe\n",
    "        )\n",
    "\n",
    "        neighbours_clustering.fit(r, c, member_cutoff=get_member_cutoff(r, c), v=False)\n",
    "        clustering._labels = neighbours_clustering._labels\n",
    "\n",
    "        # np.save(figsrc_dir / scan_name / f\"{scan_name}_labels_20_30.npy\", clustering.labels.labels)\n",
    "        clustering.evaluate(\n",
    "            ax=Ax[i, j],\n",
    "            ax_props={\n",
    "                \"title\": f\"$r={r}$ $c={c}$\",\n",
    "                \"xlim\": (-np.pi, np.pi),\n",
    "                \"ylim\": (-np.pi, np.pi),\n",
    "                \"xticks\": (),\n",
    "                \"yticks\": (),\n",
    "                \"xlabel\": None,\n",
    "                \"ylabel\": None,\n",
    "                \"aspect\": \"equal\"\n",
    "                },\n",
    "            annotate_pos=\"random\"\n",
    "            )\n",
    "         \n",
    "# for j, r in enumerate(r_list):\n",
    "#     Ax[0, j].annotate(\n",
    "#         xy=(0.5, 1),\n",
    "#         text=f\"$r={r}$\",\n",
    "#         xycoords='axes fraction',\n",
    "#     )\n",
    "        \n",
    "Ax[-1, 0].set(**{\n",
    "    \"xlim\": (-np.pi, np.pi),\n",
    "    \"ylim\": (-np.pi, np.pi),\n",
    "    \"xticks\": ((-np.pi, 0, np.pi)),\n",
    "    \"yticks\": ((-np.pi, 0, np.pi)),\n",
    "    \"xticklabels\": ((\"$-\\pi$\", 0, \"$\\pi$\")),\n",
    "    \"yticklabels\": ((\"$-\\pi$\", 0, \"$\\pi$\")),\n",
    "    \"xlabel\": \"$\\phi$\",\n",
    "    \"ylabel\": \"$\\psi$\",\n",
    "    \"aspect\": \"equal\"\n",
    "})\n",
    "fig.tight_layout(pad=0.1, w_pad=0.01, h_pad=0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "id": "mobile-contribution",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-10T14:40:32.974492Z",
     "start_time": "2021-06-10T14:40:04.547481Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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CAKdyar7EUl1dLcMwpn6fbEoKCwtlGIYKC187ASwnJ0ejo6MyDGPqnpalpaVT7z9/ejLDMFRdXW31XwEAXGOF37PwQg4Rb75MP2gWK1/OzxaJfAGAxXBz7yJF82Wu3kWK5gu9CwAkn5vzhd4lc2TbXQCA+Y06LGwGI8P6/CN/oz0nD8x6LT83T0Mjw5Zuf2vFxdpcdqGl2wAAN3BavkwKhUJT9xPz+Xyqrq6Wz+dTMBhUY2OjTNOcakpyc3P1+te/XgMDAzLN6N+3sLBQAwMDqq2tnXHWck1NjVpaWqYaHCnayNTX13PWMgAswg0NlXaXsGhzZUu8+VJYWKje3l7l5OTMypfa2tqp+19OIl8AYHHc3LtI0byYq3fp7e3V2rVr6V0AwAKmsfAy6SiRY2P0Lu7DQD+Q5g629tldwqLMNcgvSUMjw/J78jQYsWawf2vFxfryWz5jyboBwG2cli+S1NbWNuOAmCQ1NzcrGAyqqqpKgUBAra2tKi4ulhQ9G9nj8SgSiaizs1ORSEQej0eXX3652traZqxn5cqVesMb3qCxsbFZjRIAID5ZWYaC6wJ2l7EoC2VLvPni9/tVW1srv98/tR7DMPTmN79ZxcXFMQ/EAQDi4+beJRQKqbKyUkeOHInZu9TU1MwY0JfoXQAgWZYZzhvpT8axMXoXd2GgH0hz/UMjamzudsQBs8aTr8w5yD9pMDKs26/8iI50H1dfuF+vnjms7lDvorazteJivTf4Dj1z7AX1hftV5C3UWzZczZX8ALAITsoXKXq28vmNjCSZpqnGxkYFAgH5fD5t3LhRUnTKsulnMVdWVk6dhVxZWan169fTuABAko2Nma7MlnjzZb6DYpPvBwAsntt7F0kqKSlRY2PjVLZIiitfAABLN246a8aYZB4bo3dxDwb6AQd4eGe7I5qZx5qejGu5I93H9WdX/4Gk6MD/Fx79unaf2D9ruYUG9C9bszV5xQNABnJKvkhSa2vrrEZmkmmaam1tndGInH+VzPlNy/kH1gAAyeHmbJEWzheyBQCsQb6QLwCQbIazxvmTfmyMbHEHBvoBB+gdjNhdQlx6w31xLdcX7p967Pfk6Ztv/5IaT76ix5qeZEAfAFLIKfkiRc9aXuzrDOYDQOq9fKzH7hLitpRskcgXALCD23sXiXwBgFTr6Jl/f51uODaGWBjoBxzguQOn1NEdUlkgvaflWuEtimu5Im/hrOeC5RcpWH5RkisCAMzn5WO9GgyNyu/LsbuUBS00NSVTVwJAejhyclB/8HfP6Ou/f0na5wvZAgDOsfdwN70LACCpnNS7SOQLYltmdwEAFjY2Lv3eX//G7jIWdF3dVXEt95YNV1tbCAAgLj2DEd1x7y67y4hLdXW1DMOI+ZphGKqurk5xRQCAuTQe6XFEvpAtAOAcg+FRffIfnrO7jLiQLwDc6MzBx3X0iW/r6BPfVl/rHklS57TnBk8dtLnCpXFK7yKRL4iNgX7AIUKRMb3vS7/WYGjU7lLmFCy/SFvKN827TMBXrPv3/lx/+8R31HjylUWtv/Hky/rbJ76jOx6+c0nvBwDM9lJTl/735dN2l7Egn8+nYDA4q6ExDEP19fWctQwAacYJ+UK2AICzHGrr161fezKtj41J5AsAdxo4sV+nX3lUp195VKHuY9HnTh6Yei7cd8LmCpfOCb2LRL4gNqbuBxyk7cyw7rh3l+6+/XK7S5nTX13/5/rCo1/X7hP7Y77eHerRsy3R+3Y++OovtaV8k/7q+j+X35M35zoHI8P6/CN/oz0nD8x4Pt73AwDmd+cP9uqBr77F7jIWVFVVpUAgoNbWVoVCIfl8vqmzlQ8ePDjjuXibm1AoNGt9NEYAkBxOyBcrskUiXwDAKk1t/Wl/bEyidwHgPuuuvV3rrr3d7jIs44TeRYqdLyUlJerq6tLu3bvpXTIQA/2Aw7zU1KXG5m4F1wXsLiUmvydP33z7l9R48hU91vSk+sL9evXMYXWHemMuv+fkAX3h0a/rm2//0pzrjDXIv5j3AwDm19UfSetsmc7n82njxo1Tv7e1tamxsVGmaU4919zcrGAwqKqqqnnXlch7AQALc0q+JDNbkvF+AMD80v3Y2CR6FwBwDqf0LtLMfGlra9Pzzz9P75LBmLofcKCHd7bbXcKCguUX6c+u/gO9N/j2OQf5J+0+sV/7Ol6N+VrjyVfmHOSP5/0AgPg88Fyr3SUsWigUmtWMSJJpmmpsbFQoFLLkvQCA+DktXxLNB/IFAFLDCcfGpqN3AYD0R++yuPcjPTDQDzhQ72DE7hLi9ljTk3Et9+ihJyx5PwAgPk/t67C7hEVrbW2d1YxMMk1Tra1zN2iJvBcAED+n5Uui+UC+AEBqOOnYmETvAgBOQO+yuPcjPTDQDzjQ+Bw733TUG+6La7m+cL8l7wcAxGc4fE6Nzd12l7Eo8ZyZbMV7AQDxc1q+JJoP5AsApIaTjo1J9C4A4AT0Lot7HemBgX7AgQwH9TIrvEVxLVfkLbTk/QCA+Dlt+kufz7fk1xN5LwBgcZyUL4nmA/kCAKnhpGNjEr0LADgFvUv8ryM9MNAPOJCxzLC7hLhdV3dVXMu9ZcPVlrwfABA/p01/WV1dLcOInYmGYai6utqS9wIAFsdJ+ZJoPpAvAJAaTjo2JtG7AIBT0LvE/36kBwb6AQda4ffYXULcguUXaUv5pnmX2VpxsUxzXH/7xHd0x8N36m+f+I4aT76yqPdvLrswaTUDQKZyUr5I0TOLg8HgrKbEMAzV19cveFXMUt8LAFgcJ+VLovlAvgBAajgpWyR6FwBwCiflC70LJCnb7gIALN4NDZV2l7Aof3X9n+sLj35du0/sn/Xa5rKLdG78nD75i8/PeP7BV3+pLeWb9FfX//m8799acbG+/JbPWFY7AGQSp+WLJFVVVSkQCKi1tVWhUEg+n0/V1dVTzUgoFJrztYXeCwBIDqflSyLZEs/7AQCJc1q2SPQuAOAETssXehcw0A84zLa6EgXXBewuY1H8njx98+1fUuPJV/RY05PqC/eryFuot2y4Wt/b+UPtOXkg5vv2nDygLzz6dX3z7V+a8/1cyQ8AyeHEfJnk8/m0cePGWc+3tbWpsbFRpvnaDTybm5sVDAZVVVU173sBAMnh1HxJJFvmez8AIHFOzRaJ3gUA0plT84XeJbMx0A84zC1vusDuEpYsWH6RguUXTf3eePKVOQf5J+0+sV/7Ol7V5rILZ70fAJA8Ts6XWEKh0KxmRpJM01RjY6MCgQBnJwOAxTZUFeqrO7bbXUbSkC0AkB7oXQAAVnBTvpAtmWOZ3QUAWJwnG0/ZXULSPNb0ZFzLffGxb2gwMmxxNQCQ2dyUL5LU2to6o5mJRCJqb2/XkSNH1NbWpkOHDtlYHQBkhg3VRfL7cuwuI2nIFgBID/QuAAAruClfzs8W6bV8aW5u1hNPPKFQKGRTdUgmruhH3Fbk5yhidxFQ76B7/iv0hvviWq471Ds1hT8AwBpuyhdJM5qVzs5OtbS0zGhwnnzySZWUlMyYqgyAe9C7pAeyBYDbkC/pgXwBAFjBTfly/iD++fnS1NSk8fHxWdP4w3m4oh9x6x0atbsESMr3uueKmBXeoriXnZzCHwBgjRV+j90lJNXk9GORSGTWgTJJ8ng8amxs5OxlwKXoXdKDm3oXiWwBQL6kC/IFAGAFNx0bmz4tf6x88Xg8U9P4ky/OxkA/4DBHTw7YXULSXFd31aKWf/TQE9YUAgDQDQ2VdpeQVNXV1TIMQ52dnbMOlBmGodLSUpmmqdbWVpsqBAD3c1PvIpEtAJAuyBcAgBXcdGxsMlskzcqXyWyRRL64AAP9gMMcautXY3O33WUkRbD8Im0p3xT38n3hfgurAQC4ic/nUzAYVCQyc9o1wzBUW1srjyd6ljZnLQOAddzUu0hkCwCkC/IFAID5TWaLYRgz8uX8bJHIF6djoB9woId3tttdQtL81fV/roCvOK5li7yFFlcDAJnLTdkyqaqqSldddZXKy8sVCARUXl6uzZs3q6SkZGqZ6VOZAQCSz235QrYAQHogXwAAyebGbLnmmmtUV1c3Z7ZI5IvTZdtdAIDF6x2MLLyQQ/g9efo/b/4TffIXf7ngsm/ZcLX1BQFAhnJTtky3YcMGnThxYtYUmFL0LObq6mobqgKAzOHGfCFbAMB+5AsAINncmC0+n09XX321xsfHyReX4op+wIFW+D0LL+Qg8Uzhv7XiYm0uuzBFFQFA5nFbtkyaPlXZdIZhqL6+nrOWAcBibswXsgUA7Ee+AACSzY3ZIpEvbscV/YAD3dBQaXcJSfdX1/+5vvDo17X7xP5Zr22tuFhffstnbKgKgN28niyFI2N2l5ER3Jgtk6qqqhQIBNTa2qpQKCSfz6fq6moaGQBIAbfmC9kCAPYiXwAAyebWbJHIFzdjoB9wmG11JQquC9hdRtL5PXn65tu/pMaTr+ixpifVF+5XkbdQb9lwNVfyAxkq35utofA5u8vICG7Nlul8Pp82btxodxkAkFHcni9kCwDYg3wBACSb27NFIl/cioF+xO2iNUVqGbS7isy2ra5EX92x3e4yLBUsv0jB8ovsLgOAzTZUFepQW7/dZWSE3Oxlrs8WAJmH3sV+mdC7AMg85Iv9yBcAQLJxbAxOxkA/4vYXv7dFo57VemRnu3oHI1rh96h74Kye3X/a7tIywkU1Rbr79svtLgMAku7zH9yiw735U9lyQ0OlHt7ZzkB/imy/sFR+X47dZQBAUtG72IveBYBbkS/2unjtCvIFgCudf2yMbEktjo3ByRjox6LUrwuoftr0JZ/5p502VpNZ/uh3Xmd3CQBgiY3VRXrXDTP3cT/41RGbqsk8H3jTOrtLAABL0LvYh94FgJuRL/b5+DuYARKAO51/bIxsSS2OjcHJltldAJytuMBjdwkZIXhBsevvDwMA05EvqUG+AMgkZEtqkC0AMg35khrkC4BMQrakDvkCp2OgHwm5vqHS7hJcb1tdib7++5fYXQYApBT5Yj3yBUCmIVusR7YAyETki/XIFwCZhmxJDfIFbsDU/UhI/bqAttaVaHdTl92luEZuzjJtqytRaZFXNzRUcjYZgIxEviRfRYlPa8sLtMLvIV8AZCSyJfkMQ3r9hhKVBfLIFgAZi3xJPnoXAJmObLEG+QI34op+JOzOHdu1ra7E7jJcY2R0XCOj4/rsLUGCBkBGu3PHdhXm5dpdhmvke3P0Nx9rIF8AZDR6l+QyTWl8XGQLgIxHviQXvQsAkC1WIF/gRgz0I2F+X47uvv1yXbFpld2luMZLTV1qbO62uwwAsJXfl6Or6svsLsM1DrX1ky0AMh69S/LRuwAA+ZJs9C4AQLZYgXyBGzF1P5Lmd9+8Ts8eOG13Ga7x8M72pJ9VFgqF1NraqlAoJJ/Pp+rqavl8vqRuI17hlpc00Pg/GhvqVlZ+QAXBG+Wt2broZQC42/UNlXrg2eN2l5EWVhYtV2ffWZkJrMOKbJHSK18AIB70Lsnl9t4FAOJ1yYWl5EuS0LsAQBS9S3KRL3AbBvqxKHsOd+vRXe3qGYiouMCj6xsqVT+xU6xfF1Cg0KPu/ojNVbpD72ByP8e2tjY1NjbKNF8bImpublYwGFRVVVVStzWfsfCgOn74pwof2zXj+YEXfyZv7XaV3XyXJC24TJbXn7KaAVhvrnwhW15zpu9swutIdrZI6ZMvk+JprGi+AJAvyeXW3mUS2QIgXs0nB+0uwTXoXeJfBoC71a8LaGtdiXY3ddldiiu4PV/IlszDQD/i9pV/36PjgwUznnvg2ePaWleiW669QL/efVL9QyM2Vec+K/yepK0rFArNChpJMk1TjY2NCgQCKduRxxrAnxQ+tksd939aMs0Fl6m87R4rywSQQgvliyHDpsrcJ5nZIqVXvkjxNVbp1HwBsF6sAxiHToT16K52jY0lMkcKpnNr7yKRLQBmm+/g+JnesM3VuQe9C/kCZJr58uXOHdv1R3/3uJo6OFE5UW7OF7IlMzHQj7i9erxPvuKCWc/vburibDIL3NBQmbR1tba2zgqaSaZpqrW1VRs3bkza9uYSbtk95wD+1DJHdy68nqM7FT6+R941W5JVGgAbkS+pk8xskdInX6SZjVUkElFnZ6cikYg8Ho8ikYgCgegMROnSfAGw3vkHMM6OmvrSD5p0vMfmwlzIjb2LRLYAmK2jo0PHjh2LeXA8EAjo1ePc9zdZ6F3IFyCTLJQvJ1pbdVlpi8ZOHNdgTrXC57IVll/nDK+NVTuTW/OFbMlcDPQDaWhbXUlS7xMTCoUSej1ZBhofSt669j7IQD8ALEKys0VKn3yRoo3V8v5jyj3xgs4Ndskrj46qQicVUEdHh4qLi1VWVpYWzRcA64XD4VkHyn62RwzyW8CtvYv02kG7zs5OtbS0zPg+kS1AZjp06JCqq6tnPGeapn71q19pYLxQ/cMcak2GTOhdyBcA082XLwUFBTJNUy0tLeprP6C+vqdVVFSkIp9PpwvfrJGclTZV7TxuzheyJXPxr08gzWyrK9FXd2xP6joXOgsrVWdpjQ0l78z2sSGO0gJAvKzIFimN8iU8KPPRL2lN18EZz9epVd0q0GPmZWpsbFRubu6860nlwT0A1uro6Jjxe1uPySC/Bdzcu0jRXIhEIjp8+LD6+vo0OjqqnJwcFRYWKicnh2wBIEmKRCI6duyYWsYvFIdaE+f23kWKZsPAwIBefPFFjYyMzMiWyasqyRcAk/lSVlYmKToQaxjR21v29fXJ4/EoZ6w/5QP9gTxpdEwaOJvSzSbM7flC75K5+NcnYJMNVYW6/d2b9MjOdvUORrTC79ENDZVJP6NMkqqrq9Xc3BzzbC3DMGadLWiVrPzk/d2y8ouTti4AcJM/ec8mNZ8ctDxbpPTJl44f/qmyzxvknxTQgN6pX+t/c35X/f39866H6ckA9zh79qyWL18+9fuBkzYW4wKZ2LtI0Vw4dOiQDh8+rOHhYY2NjSkrK0t5eXkqLy9XeXk52QJAnZ2dMk1ToRG7K3GeTOxdJKm/v1/PPvuszpw5M5Uv2dnZqqmpUSAQkMfjIV8ATOVLJBKRFN13eL1e5eTkTA3Ilmad0bDWJ2V7/twRDY7MPxAsSTdsku5b+O67tsrEfKF3yVwM9AM28OZm6R8+ebn8vhzVWxQw0/l8PgWDwVn3XzEMQ/X19SnbgXtWJecfHZJUUH9T0tYFAG4RvKBY7756bcq2lw75Em7ZrfCxXfMu49E5NfQ/qqHC7ert7bW9+QJgvemD/JI0nKLBl8K8XPWnamMpkqm9iySVlJTo5Zdf1unTp2c8PzQ0pJGREV1yySUqLCwkW4AMNzkA48uVNGxvLU5yQbk/43oXKXq1ZE9Pj3p7e2fly4EDB7Rp0yYFg0HyBcBUvng8HknS6OioJCk7O1sFBQUyDEMjPUeUVVCjMW/FkrZRmJej2uJRbSqXVvqk7z89oN5zBXMuv6ZYOjMgjcee/T0tZOKxMYneJZMx0I+0lpu9TCPnxu0uI+mu3lIuvy8npdusqqpSIBBQa2urQqGQfD6fqqur5w2acMtLGmj8H40NdSsrP6CC4I3y1mxdcg2h5v9d8nun865tkHfNlqSsC0BmcmO+FBfk6uu/f0nKt7uUfEmmgcaH4lrOFz4lz1inqoPbbG++AFivrKxMp06dmvp/PW/hC1MStjw3SxurC/XCq53WbyyFnNK7WKGtrU1ZWVlzvt7V1aVt27apurqabAEymMfjkWEY2romV829yV+/G3sXSaqrKkr5NtMhXybvoZydPfuwvGmaGhoakiQFAgHyBchwk/lSWloqScrJee3f5GNjY+ru7ta5c+cUOXGfjLXvUlbR7MHtwqx+SYb6x2YP3m+rK9FtVxfqROvRyS3qptcN6sGXYw/2rymW3rlF+rfnk/LXs4RV0/MvJB3yhd4lczHQj7TmxkZGkobCo7Zs1+fzaePGjQsuNxYeVMcP/3TWFZIDL/5M3trtKrv5LmV5/YvadrjlJYUWuOJyOk/5hYqcfHXW8961DSp7/zcWtW0AOJ8b8+V1NcUpH4iZFG++SNErWJLV+IRbXlrUSWT+zj2qeONv2958AbCe1+udcVXFpnJpb7u12zw7Mua6QX4p/XuXScnOl4HG/9FY0wG9tzqkJ1Wgl7vGZ0x/mZWVpVOnTk1th2wBMsOGDRt09uzZGQfHS0tL5fV6FQjkak2xqeM9yd2mG3sXyRn5YkW2jLcfVWDgrLZWFigcXjVreuXc3Fx1dnaSL0CGmS9fJq/oDwaDeuKJJ2SapgYHB6eu+NfYOWUd+7FGPas1XnShluXkK1sjyup/VXn+c1q1apVWVF6sI30+hUaiM9BcWpevHTfX6+DBmbdBrCwr0W3FER1o6VRzt0dGbr4qV69Qdd6AKldElzk7mh6X83uyxpW/fJm8OVJJvvRbwVK9562X2VaPXfky6ejRo6qoqFA4HJ6VLfQu7sZAP+J20ZoitQzaXUVsnpwsRUbH7C4jbiv8HrtLmFesQf5J4WO71HH/p1V52z1xrWuukwbmlZWr6j+4T+GW3RpofEhjQz3Kyi9WQf1NXMkPuFA654uTpmBO92yRomcXn3/WcHNzs4LBoKqqquJez5KyRZJxdkDS4gePADjT9KsqKkIhvXiyWwfbw3aX5TiZnC+FkgqXSRtrpKMrfbrvZJnOjkevkjEMQ7W1tVMHxMgWIDOUlZWptrZ21sHx7u5uNTY26p1bTP1sj5I+2B8PJ/UuUvrni1XZkiOpUlJlthRcX6h/O16q8NiyqeVzc3NVU1NDvgAZZqF8MU1TFRUVuvrqq7Vv3z6Zpqlly5ZpbGxM4XBYfr9fXV3tOnvmkMbGxrRs2TJ5PB619eUqHA5rfHxcZm+vlpumTMPQUMHFevzxXOXl5c2qxePxaNuGldomaf369dq4ceOMgWl/3mkNj9hzstZ0/mUD+mCDb+pEiPVrV9hcUXySlS+TJv/bHD16VP39/Vq5cqV6enpmXbFP7+JeDPQjbn/xe1s06lmtR3a2q3cwohV+j67avFr3/fqIXmrqsrW2v//EpTKlqdrGx009e+D0gu+zyw0NlXaXMKd47nUcPrpT4eN74hp0X8pAjLf29dE/a7YmdKsAAM6QzvnytY9ud0y+pHO2SNHG4/xGRopOT9nY2KhAIBD32cNLyRZJysovXvR7ADjb9AMY39o4qjvu3WV7tkjSn7xnk5pPDk7lXpYh/dczx+0uKybyJWqtL6QPVnfqh93rlZOTo6KiIm3fnvppQQHYL9bB8elXx11QE1LzmXH9w4MnU3oPYyf1LlJ650uqsqUqu1+31Wbp/p46jY6OKjc3V1dccYVqa2sT/jsAcJ6F8iUUCmn9+vV697vfrfvuu0/79u1TX1+fCgoKNDw8LI/Ho7GxMfX19U3to86ePauuri51dnaqqKho6grvoaEhnT17VgMDA+rs7JRpmvJ4PCotLZ0aOJ9+z/bptd0ycFR/95MDKfxkYjNlqrOzU5WVlY65v3wy80WaedJAbm6uenuj9xAqLi6WaZoaHR2ld8kADPRjUerXBVS/LjD1+2BoVOavj9hYkVRS6NEPfnVExQUeXd9QOVXfdZ9+2LZpwOazra5EwWmfYbqJ917HA3sfXHCgP56TBmIJXP2RRb8HgLOlY74U5uXq4Z3tur6hUp+9JTj1fDrmS7pni/TavShjMU1Tra2tcZ1NvNRskaSC+puW9D4A7uD35eju2y/XCwdO6L+ealbfYERFfo9+56r1+t7DR7T/mAU3Vo6hMC9XzScHZ/Qun/jWcynZ9mKRLzNV5w4oWOZRpxHQ2rVrtWHDhiXVDMD9Ntfkq2FjiZ5/NTUnl03fX0/vq9Kxd5HSP19SmS3ly3p0UckydRrlqq2tVWFhoSMGqwCkxlxTvL/hDW9QV1eXcnJy1NPTo7Gxsamr+z0ej8rKyjQyMqLu7m51d3drfHxc2dnZysrKUk5OjoaHh3Xo0CFFIhF5PB5FIhGZpqmOjg7V1NRo5cqVc96z/d1Xr9U9D7yq4Yi9MywbkiKRiKPuL5+sfJFmnzRQUVGhVatW6fTp0+rp6VFNTY1ycnJkGAa9i8sx0I+EfO7eXdpt8xUxXf0RPbP/lCTpgWePa2tdiW659oK0bWS+uiO9z5waG+qOc7mZ89BN3cdyqFtZ+QEVBG+M+6SB6Zav2cr0/ADSIl/6h0f0wLPHp7Llzh3bdeTkQNrlS0nh8rTPFinagCzl9fPz5dzg0r4X3rUN5AsAtbW1qbOlUVdUTR5ciajz2G696/ILUjbQf36+3HLtBbZnXixO6F2kpeVLIr3LJl+Putf/li699FJHHEwEkBqxpuFdVyA9n4Jtr6/w67arC7V79+4Zg0B7m7vTrneRnJEvqe5dJrNl+fLljhmsAmC9+aZ437Bhg2prazUyMqLe3l5lZWUpEolIkvLz8+X3+9XX16e8vDyNjo7KMAxlZWVp1apVysrK0smTJzU4OKjKykrl5eVpw4YN6uzsVCQSUSQS0ebNmzU0NDQrW6ToPvD/u3RM33tWOnvOlo9GklTgzVJdXZ2uvvpqx+w3l5ovsZx/0oDH41EwGNThw4fV19cnwzBUXl6u0tJSeheXY6AfS7a3uTstD0jtbupS6+khu8uY5U/fe7HedVX6T72VlR/fGdWT0x/PdZ/kgRd/pmW+okVt27u2QWXv/8ai3gPAfdIxX3Y3demOe3eponT2vcvs9lcf2ia/L8fuMha0UENx/utz5ctSkC8ApPmnSRzpOaKLa4u0/1hfSmuid0ncYvIlGb1LRXG+LnnrWzlQBmDKXPlStSL602bxeWR5ywZ1ovW1LJkcBHpkZ88877KHU/Il1b3LqsLlKtu0acZAGoDMttAU79dcc43e9KY3qaCgQH6/X4cPH9bAwICWL1+u4uJi5eTkKC8vTyMjI8rLy5PH45HX61VWVpYkaXh4WOPj4wqHw2pvb1dvb6/q6upUUFCgzs5OPfTQQ6qsfO0WK9PvId/a2qpCr6FPvUl66bipJw9LERsG/K+4sNBRg/zS4vNFmntWh1gnBZSWlk79NywoKNC2bdvIlgzAQD+W7JGd7XaXMKeu/rN2lzDDtroSRzQykqJXs7z4s4WXm5j+eL5GZjzUF9c2c0pqtOq3v8CVlgAkpW++vNTUpZFz43aXMUO6T3k5XXV1tZqbm2NOURbrXmqJDvJnF5XJt+4yFdTfRL4AkDT7iodIJDJ11YrH49EHr2zQD7KytLc5vhmukoXeJTGLyZdk9C6FqzlQBmCm6flyfra87XWl+k1LoV5tD1u2/eHIzN8nB4E6e4st2+ZSOClfUt27BCrWalWcUzUDyAwL9S6HDh3Sli1bFAgE9LrXvU7d3d166qmn1NTUpOXLl6uwsFCnTp1Sb2+vVq1apb6+PoXD0SzKyspSZ2enRkdHVVBQoFWrVungwYM6dOiQgsGgwuGwiotnZsj0e8hPH2DetsbQSr+p/9iZms9l0pqA9LZrtjju3+WLzZf5ZnWY/nf3DrSosLtRWaPDGsvJU1FJUJVbt8V9GwA4GwP9WLKegcjCC00oKfSoMC9XR04OWlhRenLClGTTeWu2ylu7fd4GZXL640TukzxddlG5ep/5Vw3sfVAFwRvlrdma8DoBOFe8+ZK3PFvXbqvQzlfP6FSPdQfOpms+0Z+S7cTDafni8/kUDAZnNSix7qWWjHzJKanV2FC3BvY+KJkm2QJgxgGpzs5OtbS0nHfw7Gl97t3vUndko77z81dSNpV/OnFatkjx50uyepfRvlM6+YM/npryn3wBMJkvsbLF6OjQuy69VOXvuUKP7GzX/iPdOnYquTO55OXOfu5497iOddC7LFWqexeyBcD5FupdnnzySZWUlKiqqmpqMHfLli36n//5nxknBHi9XrW3t+vcuegl9+FwWKOjo+rq6pLf71dRUdHUVf6maerpp5/WhRdeqLKyslk1Td5D/vzB9apiQ2uKTR1P0UQyF1Z6dedHG7QyUJiaDSbRYvJloVkdLr30Uh09uF/lTT9U3uCxGcsUdb6knJ5ndOrlOo2fHSRfXI6BfixZcYEn7mW7+iMatvOGLTa4ctMq/e6b1znmSsvpym6+Sx33f1rho7NPxZs+/XG897FcSLj5uanHk9Nm5tVdqcJtv0P4ABko3nwZPntOrxzrTdkgvySFI2Mp21Ys+d5sXbO1Qjc0VDoyX6qqqhQIBGJOOTZdMvIl3PycHj3Yp399oVOHznxRWVlZathQoc/deqMuefuHyBcgA03uayKRyKwDZVL0noaNjY1quOwNWrbMsKNE2zi5d5Hiyxd6FwBW8fl8c2aLaZo6fvy4rr76aq16y3p98Ksnkr79TRWvPT47aupnezQx2DKa9G0tBr1L/M7Plix/qTyr65RduIqBGSBDxdu7BAKBqWncDx06pI6ODu3fv3/qSv3h4WF5PB5t2LBBWVlZOnv2rE6fPi2v1zu1fo/HMzXYf+7cOZ08eVKXXXbZrJoikYhefvllrV69Wi8dOqOOs8U6O5alvFypoUY6OyqdTsF1np98z1ZHDvJPijdfzp/VYTrTNNXV1aUNHf+t8fMG+SeNnm7S6Ommqd/pXdyLgX4s2fUNlXrg2eNxL2/34IgdnNjISFKW16/K2+5RuGW3Bhof0siZoxoL9SnLV6Sc4kqNnD4sb81WjQ1ZM63peKhPg3sf1ODeB+Wt3a6ym+9SltdvybYApJ/F5EvzyQGLq0kvQ+Fzjj1QNsnn802dbR5ueUkDv7xLfUPdM84uTka+/OPTp/StJ09pw8rleuMFBTrceVaP7WnR0we+o7956iH9zlvfTL4AGWZymsTOzs5ZB0wMw1BpaalM09Rn/99OHbRwiuV05eRskV7Ll3DLSxpo/In6XurWYJKzJRZ6FwDV1dX6zW9+M+c0vKWlpWptbdUnv3vMkotgDpyQTveb6hySDp2WwvaO709xW+8yFyvyZWywU6HBTknRgRnyBcg88fYura2tysvL069+9Svt3btXp0+f1rlz59Te3q729nbl5+dr1apVU1Pxd3d36+DBg1q2bJmk6GwB4XBYRUVF8vl8ys7Olt/vl8cz8yKcyVkFAivL9dO9OTreUzrj9b0pvAvnD37Z7OhskeLLl+mzOsQSad2rrJP7F7Vdehd3YqAfS1a/LqCtdSXa3dRldylpyQ2DT7mr1mu0u01nW/dKip4LfrZ171STkV242vIawsd2qeP+T6vytnss3xaA9FC/LqDCvFz1D4/YXUpaenhnu+MbmrHwYMz7WE7mi7JyElr/vpMh3f3UKX38ylW6/arVMozolbk/a+zWXzzYps8+0KptVc9JBvkCZJLJaRKbm5tnPG8Yhmpra+XxeNTWY2bkIL8bepeFsoXeBYBVfD6f1qxZo46OjlnT8E7my8MvntaQRSPwqRxcWSw39C6TQqFQzKsv57raMpnIFyDzxNO7SNGB+5dffllNTU1Tg/zDw8MaGxvTwMCAsrOzVVRUpJKSEp06dUotLS3y+Xzq6+vT2NiYxsfH1dfXp76+Pq1atUqlpdEB/Pb29hmPDxw4oNzcXL06Wq8TNrcObuhdppsrX86/wt870KLC7kblhjuVdS6k3ARn7iFb3IOBfiTkzh3b9btf+Y26+s/aXQosEOtA2aTwsV0ycn0xX0u28NGdCh/fI++aLSnZHgD7Xb5plR5+oc3uMtJS72DE7hIStlC+JOrfd3WqNuDRJ9742iC/JL0zGNC+kyHd91K37nn2tP4yn3wBMk1VVZWuuuoqPf/881PTVJaWlsrj8ai1x9QjL9tdIZaK3gWAndauXatQKDTjvsjT8+XBve4alIiXG3oXSWpra5t1n+SjB/dHp0xe5NWUS0W+AJlnvt5lUn9/v86cOaO+vj4NDw+rr69vxjqGhoZkGIaqqqrU398vv9+vnJwc9ff3KxQKKRwOKycnR7m5uTp27Jg6Ojp03XXXqaOjQwcPHpQkjYyMaGhoSL6VG3RigCHFZIqVL83NzQoGgyopKdFvfvMbFQwcUf3wM8o1k5+pZIs7LLO7ADib35ejL39om91lpKVw5JwGQ2kyX9oShFt2LzjYYo7MP31MMg3sfTBl2wJgv7ddXm13CWkr35vY1e52iydfEnW0O6J3BwPKjnGP7XfXR68o2t0+LIl8ATLRhg0bVFVVpQsuuECVlZUyl+Xqvp2mfrBT6h62uzp70LskF9kCZJ7q6motX75clZWVMfMlPGL9Vd/pyOm9ixS90vL8QRhJKm/6YcoG+SeRL0DmOb93mT7IH4lE1NfXp91NnWoKr1V3wdUar7hOpq9iapmcnBydPn1abW1tGhmJzpy5fPlylZSUaHBwUNnZ2TJNU2Pecvkveo+Kt+3QgYEqLStYo9HR0amrzIsqN+vY+KaU//1jcXrvMmmufDFNU7/61a/09K8f1fbuB9Uw9GtLBvknkS3Ox0A/EjY5hT9m6h8e1R33WjuQYaWBxofsLmGGkTNH7S4BQAqRLXM76vApylKRL1+5sUpXry+I+VpNcbQpPtYdbZLGhnosrwdAepmcBnPqth57pOMZviugd0kuehcg85yfLRL5Ijm/d5Gk1tbWWYMw3sEW5Q0eS3kt5AuQeWLliyR1dXWpu29YP9mbo5dH6hXO2yAVrZcZCGp83S0aW/d7Gqu8QaNVb5ex5q3qGMxWTs5rJ1+Nj4+rqqpKhYFVWnXFH6v8qj+Tr/pyjfnXanj5Oj12rFTHcy5XYUm1Xj23VfvCmxQxPeeXZwun9y6TYuWLFD2B49ixYypvuk+FkZOW10G2OB8D/UiKO3ds1zYGZGZ5qalLjc3ddpexJGND6VX32da9av/eRzUWHrS7FAApQrbEdqit37HZIqUmXy5c5dUFJctjvnZqIHrWd+HyLEnS2RMvky1ABqqqqtI111wj01eR8YMwk+hdkofeBchMk9myfv16hbNKyBc5v3eRoldcnq+wq9GGSsgXIFNNz5eKigpVVlaqoKBATxxfodPDcwy++1ZLxZt0Lq9Wg7lrdSz7ch33XqO8gmIVFxerqKhI+fn5Kqy/VZ6Supir6D1XoJ2Dr1PfOb+Ff7ulcXLvMilWvkhSZ2enSs0uFY8kd5D/0YN9uuVfD2vb3+5Tw1379Qc/PqqmM2GyxQUY6EdS+H05uvv2y/XtT12hNavy7S4nrTy8s93uEpYkKz9gdwmzhI/tUsf9n7a7DAApMj1b3n7FGq0u9tpdUtpwarZI9ufLvpPRRuri8ui9mscGO8kWIEP5fD69cjrL7jLSilPzxe5siYXeBchMPp9PGzdu1NE+n92lpA2nZsskn2/2f8usUfvu9UO+AJlpMl+2bt0qr9er00M5iz6hrC/i0VHvW1QUWK28vLzoFP/5a+Z9zzkzO4GqreXGfJGiV/Sv1Ymkbusfnz6lP/ppiwYjY3rjBQVamZ+jXzcN6D3fP6xHXu0jWxyOgX4kVf26gKpWMtA/Xe+gdfdPsVJB8Ea7S4gpfHSnwsf32F0GgBSqXxfQZ28Jal1Fod2lpA2nZotkb76Ypqmf7I2e8f2Ry1ZOPU+2AJmrZ8C5+1MrODVf6F0ApBvy5TVOzZZJ1dXVs6bMljluTzETyBcgs4VCIR1Y4sXeI2PL9Gx/vXpWvUvjNe9IbmEp5sp8keTxeORV8v5u+06GdPdTp/TxK1fpgR0b9M131ujBj23U195WpZFz4/rsA63qHBolWxyMgX4kXXFBetyrJV2s8Dvz8/DWbJW3drvdZcQ0sPdBu0sAYAPy5TVOzRbJ3nz58Z4evdQ2rFsvKVWwIm/Ga2QLkJnIlpmcmi/0LgDSDfnyGqdmy6Tp98dedi6sqle/L39/k91lkS9AJsvy6NDppb/93LihoXMeKTtv4YXTmJvyZVIkEtHIyIjOGrFvR7kU/76rU7UBjz7xxtUztvXOYEDv2xpQaHRc9zwb/UKRLc6UvvNuwFH2HO7Wo7va1TMQkWmadpeTVm5oqLS7hCUru/kuddz/aYWP7rS7lBnGhrjRHZApyJfYnJwtkj358mLrkL78aLt+a32BPnNt+azXyRYgc5Atc3NyvtC7ALAb+RKbk7NlUlVVlQKBgNq/t0PG4DG7y5FEvgCZ7Lu/7lF41O4q7OemfGltbdXRo0fV2dmpiooKhXK2SR3Hk7KNo90RvTsYUPay2bMHvLs+oPte6tbu9ugtacgWZ2KgHwkZDI3qc/fu0u6mLrtLSUvb6koUXJd+94uMV5bXr8rb7lHf8/er86G/sbucKVn5xXaXAMBi5MvcnJ4tUurz5eDpsD72o6O6cq1fd7+rJmZzQ7YA7ke2zM/p+TKZLeGW3ep55l8VOvSU3SVJIl+ATEC+zM3p2TKdceagjNOv2F3GFPIFyByhUEi//N+DevrlXp0ZGFNzx1m7S7Kdm/LF5/Opurpazc3NqqycOHmhql7nzjys7LFwwuv/yo1Vys2afRxMkmqKo7MiHOuO3iqAbHEmBvqREBqZuW2oKtRXd6Tn9JGLFTl92O4SZiiov8nuEgBYjHyJrTAv1zXZIqUmX1p7IvrQfUe0uTxP//CuGuVmx75zFdkCuB/ZMjc39S7emq3KbnzI7jKmkC+A+5EvsbmtdxlIo2yRyBcgUxw8fExf+rf9Os6F1lPcli+S1NraOjUb0LJzYVUcvj8pg/ySdOEq75yvnRqITg1RuDxLEtniVLGPdAJx2NvcTSMzjw3VRfL7cuwuIynGhrrtLmGKd22DvGu22F0GAAuRL3PzerJcky2S9flyZnBUt953RLUBj7793lp55hjkX75mK9kCuBzZMj839S5S+vQv5AvgfuTL3OhdrMOxMSAzhEIhBvljcFu+SNH/1pMqDt+vvBTdJmbfyeh2Ly730bs4GAP9WLJHdrbbXUJa6x2M2F1C0mTlp8c0OIbHr7L3f8PuMgBYjHzJHFbmS1/4nD503xEF8rJ1z/vWypsz9z97zfFzltUBID2QLfNzU+8ipU//AsD9yJfMkS7ZwrExIHP86n8PMsifIXw+nyTJO9iSskF+0zT1k73Rk9g+ctnKlGwT1mCgH0vWM+Cug0HJtsLvsbuEpCkI3mh3CZIkMzKokTPNdpcBwGLky9zWlRfYXUJSWZUvoZExfexHR5W1zNB3379W+Z6seZePtO1T+PgeS2oBkB7Ilvm5qXeR0qd/OXt8N/kCuBz5Mjd6F2twbAzIHE+93Gt3CWnJbfkiSdXV1TIMQ4VdjSnb5o/39OiltmHdekmpghV59C4Olm13AXCu4gJ3HQxKthsaKu0uIWm8NVvlrd2u8LFddpeinqf/RRVMIQO4Gvkyt9998zq7S0gqq/Lliw+3a097SNdtLNRdv+mYc7kvv7Vq6jH5Argb2TI/N/UuUur7l0cP9ulfX+jUoTNhZS0ztK0qT5+6ukx1K70a2PsgU2ACLka+zI3exTr0LkBmCI3YXUF6clu+SNEr+oPBoDoP/SAl23uxdUhffrRdv7W+QJ+5tnzqeXoXZ+KKfizZ9S47GJRM2+pKFFyXHlN6JUvZzXdp+ZqtdpehyImX7S4BgMXIl9jq1wVcly2SNflysj/aDT92sF/37+6e82e6kVOHk1oDgPRCtszNjb2LlLr+5R+fPqU/+mmLBiNjeuMFBVqZn6NfNw3oPd8/rEde7dPYEPOtAm5GvsSW780mWyzEsTEgM5SvLLK7hLTj1mNjklReUqTCc52Wb+fg6bA+9qOjunKtX3e/q0bZy4yp1+hdnIkr+rFk9esCqqsqVFNbv92lpJ1brr3A7hKSLsvrl7Fs/qmPU2F8JGR3CQAsRr7EdsWmVXaXYAkr8uU/Prh+8W8yFl4EgHPVrwtoa12Jdjd12V1K2nFj7yKlpn/ZdzKku586pY9fuUq3X7VahhENk581dusvHmzTZx9o1dU35ah8gfUAcC56l9iGwufU2NztusEYjo0BSKWbLq/R/7xwwu4y0srvufBq/kkdP/xTjQ91L7xgAlp7IvrQfUe0uTxP//CuGuVmz7wWPCu/2NLtwxpc0Y+E3P3Jy+XNtf8fuOnmyX2n7C4h6cItu9NiejKNjyvcstvuKgBYjHyZ7cH/bbW7BEukS75k+1faXQIAi925Y7vqKgvtLiPtuLF3kVKTL/++q1O1AY8+8cbXBvkl6Z3BgN63NaDQ6Lj+8eH9ltYAwH70LrE9vLPd7hKSLl16F2NZjt0lAEiB+nUB+pfz0Lss3ZnBUd163xHVBjz69ntr5cmePTzsWVVnaQ2wBgP9SIjfl6Ort3B9wvl6ByN2l5B0A40P2V2CJMk8F1H7P39Y7d/7qMbCg3aXA8Aifl+Orrh4td1lpJWh8KjdJVgiXfLlbFsj2QK4nN+Xo41riuwuI+24sXeRUpMvR7sjencwMGO6y0nvro9exfrs00+SL4DL0bvE5sZ8SZfeZfzsANkCZIjqVfl2l5BW3JgtkvX50hc+pw/dd0SBvGzd87618ubEHhrufOhr5IsDMdCPhA2G3DnwkIgVfo/dJSTdmMXTxixW+Nguddz/abvLAGChXQetvy+Vk+R73XnVRjrlC9kCuF/PgDsPDCXCjb2LlJp8+cqNVbp6fUHM12qKo5/rse4I+QJkAHqX2dyYL/QuAFKNfJnJjdkiWZsvoZExfexHR5W1zNB3379W+Z75ZyEiX5wn2+4C4HymadpdQtpp6RjU1+5r1PUNlap3yf3IsvLT7+8RPrpT4eN75F2zxe5SACTZ3uZu9Q+P2F1GWsnOMlyXLVL65QvZArgbvctsbuxdpNTky4WrvHO+dmogekJ84fLogTTyBXAvepfY3Jgvdvcujx7s07++0KlDZ8LKWmZoW9VRfa3iTXr9de+xtS4A1iBfZnNjtkjW5ssXH27XnvaQrttYqLt+0zHncl9+a9XUY3oXZ2GgH7DAvqM92ne0Rw88e1xb60p0547t8vucfSVmQfBGDbz4M7vLmOXUT/9CvnWXqSB4o7w1W+0uB0CSPOLC+zkm6sjJQR05OeiqbJHSM19O//zLyi1Zo6z8APkCwPXc2LtI9ufLvpMhSdLF5b6p58gXwJ3oXWJzY77YmS3/+PQpfevJU9qwcrneeEGBDnee1a+bBvTGt92sv//9f9E7rrmUbAFchnyZzY3ZIlmbLyf7oyeLPHawf97lpg/0S/QuTsJAPxJmGLPvR4jX7G7q0h337tLdt19udykJ8dZslbd2u8LHdtldygzn+jo08OLPNPDiz+St3a6ym+9Sltdvd1kAEsTUyvNzS7ZI6Zkvo10tGu1qkSTyBXAZepf5kS/JYZqmfrI3Ov3mRy5bOfU8+QK4E73LwtySL3Zly76TId391Cl9/MpVuv2q1VP/nvlZY7f+4sE2feo7j2jTsuMqJVsAVyFf5ueWbJGszZf/+OD6Jb2P3sU5ltldAJyvuMCd90VJppeautTYnD738Vqqspvvkndtg91lzIn7xwDuQbYszC3ZIpEvAFKHfFmY2/Ilt+zClG/3x3t69FLbsG69pFTBirw5lyNfAHcgW+Ljlnyxo3f5912dqg149Ik3rp5x0uI7gwG9b2tAodFx3fPsaUlkC+Am5MvC3JItEsfGsHQM9CNh1zdU2l2CIzzsgql2srx+Vd52j/I2vNHuUuY0ef8YAM5GtsTHDdkikS8AUod8iY+b8mV5RWoH+l9sHdKXH23Xb60v0GeuLV9wefIFcD6yJX5uyBc7epej3RG9OxhQ9rLZMxO9uz56X+fd7cNTz5EtgDuQL/FxQ7ZIHBvD0jHQj4TVrwuorqrQ7jLSXu+gi6baSfMpTwf2Pmh3CQASVL8uoK11JXaXkfZclS0S+QLAcvQu8XFTvowNpe4Kn4Onw/rYj47qyrV+3f2umpgDMrGQL4Cz0bvEz035ksre5Ss3Vunq9QUxX6spjl7xe6x75mdLtgDOR77Ex1XZInFsDIvGQD+S4s4d2+0uIe2t8Ltnqp2s/IDdJcxrbKjH7hIAJMGdO7YzTdkC3JQtEvkCIDXoXRbmpnxJVba09kT0ofuOaHN5nv7hXTXKzY7/cAv5AjjfnTu2K3hBsd1lpD3yZWkuXOXVBSXLY752amBUklS4PGvG82QL4A5/8YF6pfewr/3clC0Sx8aweAz0Iyk+d+8uu0tIeze4aKqdguCNdpcwr6x8mmvADfy+HOV5su0uI62tq4h9VYdTkS8AUoHeZWH0LotzZnBUt953RLUBj7793lp5FjHIL5EvgBv4fTkKj4zZXUbaI1+Sb9/JkCTp4nLfjOfJFsAdPnfvLpl2F5Hm3JQtUvrky1zIl/TDQD8Stre5W01t/XaXkfbufeiQBkOjdpeRFN6arfLWpu+VUAX1N9ldAoAk2NvcrbbO4YUXzGB/9+P9+sS3niNfUoR8AZyP3iU+9C7x6wuf04fuO6JAXrbued9aeXMWf5iFfAGcj3yJD/mSXKZp6id7o7eo+chlK2e8RrYAzke2xOebPz3gmmyR0iNf5kO+pB8G+pGwR3a2212CI+xu6tIdLrp6qOzmu+Rd22B3GbN41zbIu2aL3WUASALyJT7kS2qQL4A7kC3xIVviExoZ08d+dFRZywx99/1rle/JWvhN5yFfAHcgX+JDviTXj/f06KW2Yd16SamCFXlTz5MtgDuQLfFpaut3VbZI9ufLXMiX9MR8uEjInsPdeuGVM3aX4RgvNXWpsblbwXXpfZ+VeGR5/aq87R6FW3ZroPEhjQ31aPjoC9JI2LaavGsbVPb+b9i2fQDJsedwtx7d1a5n9p2yuxTHcHO+jPaeVPjI87bWRL4A7kDvsjhuzpaxoR6N9p/WSMerCa33iw+3a097SNdtLNRdv+mYc7kvv7Uq5vPkC+B89C6L5+Z8OTdwRqGm5ySNW77tF1uH9OVH2/Vb6wv0mWvLp54nWwB3oHdZHDdli8SxMSwOA/1YksHQqD537y7tbuqyuxTHeXhnu2sCR5qYSqZmq8ItuzV88AlbavBteKOK33ArZ5MBDke2JMbN+dJuQzOzvLpeuSvXqqD+JvIFcDjyZencmi2Sovnyzx9OaH0n+0ckSY8dnH9K1ekD/eQL4A5kS2Lcmi/hlt0KNT1j+fYOng7rYz86qivX+nX3u2qUX7OFbAFcgnxZOrdli8SxMcSHgX4sCWGzdL2DEbtLsMRA40O2bTvbX0LQAC5AtiSGfEmu3JVrteodn7dl2wCSi3xZOrdmi5ScfPmPD65f9HvIF8AdyJbEuDVfUtG7tPZE9KH7jmhzeZ7+4V01ys1eRrYALkK+LJ1bs0Xi2Bjmt8zuAuA8e5u7CZsErPB77C7BEmND3TZuu8e2bQNIDrIlceRLco2cOWrLdgEkF/mSGLdmi0S+AFg6siVxbs0Xq7PlzOCobr3viGoDHn37vbXyZEcP7ZMtgDuQL4lxa7ZI9C6YHwP9WLRHdrbbXYKjHesY0Gf+aae+dl+j9jbbNziebFn59k2LEz6+R2PhQdu2DyBxZEvievrPki9JdLZ1r9q/91HyBXA48iUxbu1dJPIFwNKRLYmjd1m8vvA5fei+IwrkZeue962VN+e1w/pkC+AO5EtivLlZ+tp9jeRLEpEvzsBAPxbtTG/Y7hIcbf/RXj2z/5QeePa4Pv7NZ/WJbz2nwdCo3WUlrCB4o23bHg/3q+P+T9u2fQCJ6xlw7/RaqfLMgdPkS5KFj+0iXwCHo3dJjFt7F4l8AbB09C6Jo3dZnNDImD72o6PKWmbou+9fq3xP1qxlyBbA+ehdEvOj3xzVA88eJ1+SjHxJfwz0Y9EOn+i3uwRX2d3UpTvu3WV3GQnz1myVt3a7bdsPH92p8PE9tm0fQGKKC9w7vZZdyJfkIF8AZ6N3SS63ZIsUzRdP2Ubbtk++AM5F75J8bskXq3qXLz7crj3tIVWtyNVdv+nQF/6nLeYP2QI4G71L8rkpX+hdMBcG+rEoe5u71d3PmcvJ9lJTlxpdMJVM2c13Kctfatv2B/Y+aNu2ASRmXbnf7hJciXxJDvIFcCZ6F2u4JVskKXfVOlu3T74AzkTvYg235IsVvcvJ/hFJ0mMH+3X/7u45fySyBXCqg6199C4WcUu+0LtgLtl2FwBn4T4x1nl4Z7uC6+y7z30yZHn9Wl5xkYYPPmnL9seGemzZLoDENZ/kXk9WIV8SR74AzkTvYh03ZIskjZ+1998f5AvgTPQu1nFDvljRu/zHB9fHvSzZAjjTM/tPScqxuwzXckO+0LtgLlzRj0XhPmTW6R10x2eblW9fYGblF9u2bQCJIV+sQ74kY9vkC+BEZIt1yJZkbZ98AZyIfLEO+ZKMbZMtgBP1Dzn/PvLpzA35Qu+CuTDQj0XhPmTWWeF3x2dbELzRvm3X32TbtgEkhnyxDvmShG2TL4AjkS3WIVuStH3yBXAk8sU65EsStk22AI5UmM/V/FZyQ77Qu2AuDPRjUa5vqLS7BNe6wSWfrbdmq7y121O+3Sx/qbxrtqR8uwCSg3yxDvmSGPIFcC6yxTpkSxK2vbaBfAEcinyxDvmSGHoXwLmuvHi13SW4mhvyxc7ehXxJbwz0Y1Hq1wW0ta7E7jJcZ1tdiePvETNd2c13ybu2IaXb9JRtSOn2ACQX+WIN8iVx5AvgXGSLNciWxC3zFans/d9I6TYBJA/5Yg3yJXH0LoBzbawuIlss4qZ8sSNbJPIl3THQj0UZDI3q3Ni43WW4yra6En11hz1nYlkly+tX5W33KG/DG1O2zeyClSnbFoDkI1+Sj3xJDvIFcLa/+EC9vJ4su8twDbIlOfIvukZZXn/Ktgcguehdko98SQ56F8DZ/uID9fJ7mcI/mdyWL3Zki0S+pLtsuwuAs3zu3l3ad6TH7jIcbc2qfFWvytcKv0c3NFS65myymAwjZZviHjGAs5EvibnkwlKtKvapdzBCviQZ+QI421//x16FI2N2l+FYVaV5qinzky1JRrYAzkbvkjiOjVmDfAGc7a//Y68Gw6N2l+FYGXVsLIXZIpEv6Y6BfsTtYGufdjd1212G433yna/TZZtW2V1GSmTlpyZIub8l4GzkS+L2He3Rzz/0evl9mXHmN/kCIB57m7u1u6nL7jIczZObpb/5WOqnhrQD2QIgHvQuycGxseQjXwBnI18S1z0Q0Tc/cZndZaREqrJFIl+cgKn7Ebdn9p+yuwRX+ML3X9Le5swI7YLgjZZvw7u2gftbAg5HviQuHBnTe7/4a/IlicgXwPke2dludwmO13xiQD998pjdZaQE2QIgHvQuycGxseQiXwDnI18SR++SfOSLM3BFP+LWPzQqKTOuFLTS8Nlz+vg3n9XWuhLdcu0FemrfKfUMRFRc4NH1DZWqd9F0Mrmr1mvZcr/Gzw5as/6V61R52z2WrBtA6pAvydE/PKKPf/NZra8s1LqKAg2GRl2ZLRL5AiA+PQMRu0twhb/78X49sbeD3iXR9ZMtgCvQuyTH5LExepckrJ98AVyBfEmOTOldvDVbtbx6i8627rFk/Vl5AZXd/Ldcye8QDPQjboX5OVJmnGybErubumZNJfrAs8e1ta5Ed+7Y7orplzt++KeWNTKStLx6s2XrBpA65EtyHW7v1+H2/qnf3ZYtEvkCID7FBR67S3ANepfEkS2AO9C7JBe9S+LIF8AdyJfkyYTeRZJkWLfqvAuvYpDfQZi6H3G78uLVdpeQEXY3demOe3fZXUbCwi27FT5m7d+joP4mS9cPIDXIF+u5JVsk8gVA/K5vqLS7BNdzS76QLQDiRe9iPbdki0S+AIgf+WI9t+XL2ePWXM0vkS1Ow0A/4raxukhb60rsLiMjvNTUpUaH36tsoPEhS9ef5S/lrDLAJciX1HBDtkjW54t3bQP5ArhE/boA+ZICbsgXehcA8aJ3SQ03ZItE7wIgfuRLapAvC6N3cR4G+rEod+7Yrm0ETko8vLPd7hISMjZkbWA+PbJBb3zjG1VUVKRAIKB3vOMdOnDggKXbBGAd8iU1nJ4tkrX5khOoVtn7v2HZ+gGkHvmSGk7PF6t7l6LLftfS9QNILbIlNZyeLRK9C4DFIV9Sg3yZ36rf/j+WrRvWYKAfcfvuQwd15OSA7r79cn37U1foik2rrLwNSMbrHYzYXUJCsvIDlq37H58+pVs//3/VdexlXX/dm1ReXq4HHnhAl1xyiX76059atl0A1jg/XzbVrrC7JNdyerZI1ubLaHerOn74pxoLW3cPTQCp8d2HDmpvc7f8vhzdffvl+tR7NmnVCq/dZbmW0/PFymyRpO7H/l7t3/so+QK4xGS2TB4bgzWcni0SvQuAxZmeLxwbsw75Mjdz1etkVHI1v9Nk210AnOM3ezr0wvFnFbygWOfGxvVyS5/dJbnaCr/H7hISUhC8UQMv/izp6913MqS7nzqlj1+5SrdftVq+CwKq/PF+/cu//Is+8pGP6NZbb9WVV16p1au5rxHgFJP5sql2hY51DGr47Dm7S3Itp2eLZF2+TAof26WO+z+tytvusWwbAKxH75JaTs8Xq7NFIl8Atzh69Khqa2s1phz90wOvat+RHrtLci2nZ4tE7wIgfuFwWJLU0R3SZ/5pp4bCozZX5F7kS2zDBbU6UfF2NT3+uILBoKqqqpK6fliHK/qxaI1HejhQlgI3NFTaXUJCvDVb5a3dnvT1/vuuTtUGPPrEG1fLMAyFj+5U+Pge3XrrrfroRz+q4eFh3XnnnUnfLgDrHTjWyyC/xZyeLVI0X5b5iizdxmS2AHA+epfUcHq+WNW7nI98AZyvtbVVjz/+uP7k7qcZ5LeY07NFSk2+kC2AO7zwwgtqa2vT/3fnkwzyWyxT8mXMjH8+7l7lq7n2Fo1ne2WaphobGxUKhRItEynCQD+QhjZUFSq4ztrpI1Oh7Oa7ZGQn9wy5o90RvTsYUPay14JqYO+DkqQPf/jDkqTnnnsuqdsEADdwS7ZIUl7dGyzfxmS2AADm55Z8Kbv5Lhk5yy3fDvkCOF9r97hebh2yuwxXc0u2SKnJF7IFcId//sUeBvkt5rZ8CRWsjfnaof4c/Z+9RRoaz4lrXZ0qVmdn59TvpmmqtbU1KXXCegz0A2nG58nSP3zycrvLSIosr1/Kii9M4vWVG6t09fqCGc+NDUXPol+/fr0k6eDBg0ndJgC4wUdv2mh3CUlTuO23Ld/GZLYAAObnlnzJ8vrlKdtg+XbIF8D5Dpy0uwL3c0u2SKnJF7IFcIeXGFe1nNvyZejyP9F/Dge1s9ev3V1ZerzN0GefGNGnHxvQK8c79f3mwrjWdVSVikQiM57jin7nYKAfSDNX1ZfL70vu4Lhdwi27ZUaSe5b7hau8uqBk5pnQWfnFkqT29nZJUnFxcVK3CQBu8OS+U3aX4CiT2QIAmJ+b8iXLG9+BsIS2Qb4Ajjc8YncF7uembJGkZcVrLF0/2QK4w1ku5rec2/LF5/OpY6xQPziar2815upbO89q/+lRDQ8P6+zZszrYa+hoyDvvOloifr3SNS7DmDnVv8/ns7J0JBED/UCacdP0PAOND6VkOwX1N0mSdu3aJUnavt36+2sCgNP0DkYWXsghUpEvk9kCAJifm/LFTME2yBfA+fJy7a7A/dyULZI0WLrF0vWTLYA7LHfHtX9pzW35IkmFhYVauXKlsrKylJ2drbGxMeXl5SknJ/qFuu9kuVoi/pjvPRLy6T/aVqq3t1enTp2amr7fMAxVV1en7O+AxGTbXQCAmVb4k3tPezuNDXVbvg3v2gZ512yRaZr67ne/K0n6sz/7M8u3CwBOQ77EbzJbAAALc1O+nH8VS7KRL4DznTp1Sit8WZLK7S7F1dyULZIUyq/WMn+t8gaPJX3dZAvgDq2trVpb4Ff3cJHdpbia2/LFNE3V1NSoq6tLXq9XoVBIHk/075ifny9JOjuepZ8Nvk6XlhZpc36fxoZ6dGbgrI6oUodHsxQxz2jVqlXKzs5WS0uLCgoKdOmll3JFv4NwRT+QZm5oqLS7hKTJyg9Yuv7la7aq7P3fkCR997vf1TPPPKNPfepTuuSSSyzdLgA4EfkS78pztPK3/4916wcAlyFf4ly3v3SqdwHgXJ2dncoKn1SZ3z2zMaYjN2WLFJ3++MT69+tc1vzTJy+Wd20D2QK4RH9/v+orxuTh0lxLuTFfSktLdcUVVygQCCgnJ0der1dFRUXyeDzKysqSYRgqLCxUKL9a5iU7lPWmz+p4+fUaC6zXhRdeqOuuu05FRUUKhUIyDEMVFRWqrHTX5+R2DPQDaWRDVaGC66wdHE+lguCNlq7fyMpWltevZ555Rp/4xCd000036etf/7ql2wQAJ9pWV0K+xGtsVGd+/iXr1g8gpapWSBUFdlfhXuRL/Mzitcryxp4yE4BzlJaWavPmzXp/Q46qiuyuxp3cli2SVF1dLTPHpxN1N8f9ntHVQfWVbtNg0UZ1+F+nF7RJTapWq1apSdV6ruB6mW/6S7IFcIkNGzaopKREH7pcWmbtJFMZy635YhiGCgoKdNVVV6m4uFg+n09ZWVmSpLy8PK1atUq5ubkqLS2Vz+eTaZqqrKzUBRdcII/Ho5aWFo2Pj8vn82l8fFwvvPCC2trabP6bYTEY6AfSyNpydx2F9NZslbd2u2XrDx/dqZ2P/Eg33XSTrrvuOv30pz9VdjanPQLAdHnLs/XVHdbti+2QinwJH99j2foBWG/jKukDl0gfuMTQBy83tK7U7orch3xZnJ7QmEKhkCXrBpA6q1evlsfj0fIcQx+41FCtu8YLbOfGbJGiV1wGg0GdLajVWe+quN6z7OLf1qnad+jomnfpV0NrdUg1el6b9YS263ltVii/Wo2NjWQL4BK5ubmSpCKfoc0VNhfjQm7Pl8kr8a+//nr5/X55vV7V1NRo3bp1KiwsVG1trZYvX67q6uqpKfkjkYhaWlpkmuaMdXo8HvLFYRjoB9LIs/tPaTDkrunfym6+S961DZasu7Unoptu/ogaGhr0k5/8ZOr+MwCA1wyfPafP3bsr4/Mlt+zCRa1/YO+Diy0JQBp5w3pDVSteuxTm0lobi3Ep8iUq3nzpLwmqtbV1qWUBSFNXXGB3Be7i1myRpKqqKl1zzTXKuemvNZ4z/32PvWsbVP3662QYhjo7O2cNwhiGodLSUpmmSbYALrSp3O4K3CcT8mX9+vW68sor9Ud/9Ee68cYbtW3bNq1Zs0abN29WaWmp6uvr5fP5pmYBIF/cg4F+II0MhEZ1x7277C4jqbK8flXedo8qP/zPKnj9O5W38Wp5112uZd6imMt71zZo+ZotC673zOCobr3viC5YXaif//znWr58eZIrBwD32N3U5fp88dVdOW+2VN52z6Ku0hwb6klSpQDSQVWxofzltL/JRr7Ely/DBbUK+9dwVQzgQlXFhry5zLGcTG7Mlkk+n08bN2/Tuj97ZM4TxbxrG1T2/m9MXaUZiURmvG4Yhmpra6cudiFbAPehd7GG6/Nl40Zt3bpVN9xwg3bs2KHrr79el1xyiTZt2qRrrrlGlZWVU8uSL+7CHNdAmnmpqUuNzd2uu1+Mt2arvDVbZzwXbtmtgcaHNDbUo6z8YhXU3yTvmi0aCw/q+N3v0thgZ8x19YXP6UP3HVEgL1v/8idvm5puBgAwt0zJl7myRYpepTlfvkyXlV9sWc0AUs8wDF32ulX65UsddpfiOuRLNF867v+0wkd3zlrPYH6NOta9X5LoWwAXMgxDxQUenegK212Kq7g1WyZlef1a8/H75s0WKXqV5lVXXaXnn39eg4ODGh4eVl5ens6ePatIJCKPx0O2AC5E72Idt+fLpMmB/7lM5stTTz2lU6dOSYrensjv989YB5yBgX4kZENVoQ619dtdhuv85fde1H1/eY38vhy7S7FUrMF/KdrwlL33a2r/5w/Pei00MqaP/eiospYZ+u7712pZ6/Nq/95HVXbzXcry+mctD8B5yBbrPPBcq+ubmbmyRZo/X85XUH9TsksDYBPDMFRfX6/Ks14OllmEfInOAtD09C/U/Nj35FFEZ+VR07nVOnw8S6Whl7V69WpddtllKa4agJUm8+XBQy0M9FsgE46NzZctkzZs2KC9e/eqo6NDpmmqp6dHx44d07lz51RbW0u2AC5D72K9TOhd4pGXl6fu7m5lZ0eHiTs6OnTo0CGVlpbSuzgMA/1Ysm11Jfrqju167xd/pf5h993bxE7d/RHdce8u3X375XaXkna++HC79rSHdN3GQt31m8l/7LQp+9+fUd6GN04t90//9E/2FAggIZPZcstXHld3f2ThN2BRnjtw2u4SbGeu3KjhglrlDRybc5nhgrXqWlaiqhTWBSC5qqurVVFRMXUPQp/Pp0pJgUIP+WIB8iU6tWVTf5bO1L5DLS0t6uvr05kzZ6YGZcrLy/X8888rGAyqqoqEAZwqVr7UlHVr31Fu+5RsHBubrb+/fypbDMPQmTNn9OSTT6qhoYFsARxu5cqVWr9+Pb1LCtC7TPQuTU2qqamhd3EBBvoRt9/aUqbcwtVa4ffohobKqbOePv/Brfr0d16wuTr3yZRpZOYy0PhQzOdP9o9Ikh47eP7Vvt3SE69O/cZAP+Ac2+pKtH7DmhnZ8rlb6skWC/QPj+inTx7Tu6+qtbsU27S2turEuverovn+mIP9Pbnl6lr3PrU3NioQCDBVGeBQa9eu1ete97pZz5Mv1ugfHsno3kWK5otpmiotLZXH49Gzzz6r/Px85eTkqLCwUOPj4zJNU43kC+BosfLl+oZKPfDscZsqcrdMPzYmRfOlpKREubm5s7IlJydHZ86cIVsAF7joootmTbVO72INehd6F7dhoB9x+8iNG2MeLLt80ypdUF6gIycHbKjK3TJhmrJwy0saaPwfjQ11Kys/oILgjfLWbNXYUHfM5f/jg+vnXFfB69+pVe/4vFWlArDIn7z34ln5cvmmVdpaV6LdTV02VeVef/fj/Xpib4fu3LHd1fkyl1AopPFsr9o23qahI7tU0N2o5RNTLB9Vpcb863VBtlcyTbW2ts57TzMAznP5plWqqypUE7eISbpM6F3mEwqFph4PDAwoEJh54DASiV6NZZIvgOvUrwvQu1iIfInmS6xskaL5QrYA7sSxMeuQLfQubrLM7gLgDt/+1BXyerLsLsN1Jqcpc6Ox8KDav/dRtf/zRzTw4s80fPBJDbz4M7X/84fV/r2Patly/+LXOcRUeYCb3Llju7bVldhdhivtbupybb5MCoVCOnjwoHbv3q2DBw9ONTHTz0I+rWI9r816Qtv1vDbrjIrl8XhmrAOA+9z9ycvpXSzg5t5lunjyZfLA2HTkC+Bu9C7WyYR8mStbpNfyJVa2SK/lC9kCuBP5Yo1MyBaJ3iVTcEU/EjYYGtXn7t2lcGTM7lJcya3TlHX88E8VPhY7TMPHdslTtvizxLLyixMtC0CaMe0uwMXcmi+S1NbWpsbGRpnma9+g5uZmBYNBVVdXq7m5WaZpzmhcJMkwDJWWlk79ztRkgPvQu1jLzdkikS8A5kfvYh0358t82VJVVTWVL+dnizQzX8gWwJ38vhz9zY56PfjUK/rWf58ka5LIzdki0btkEq7oR0L2HO7WLV95nOljLPbwzna7S0iqcMvuOQf5J0U6DionUL2o9RbU35RIWQDSCPmSGm7LFyl6pvH5jYykqXuLSVIwGJxqXAzDkBRtZGpra6caHMMwVF29uBwCkN7IltRwY7ZI5AuA+X3u3l3ki8XcmC8LZUsoFJLP51MwGJyRLdLMfCFbAPdqa2vT448/rq7TDPJbwY3ZItG7ZBqu6MeSTF4JQxOTGr2DsafncqqBxofiWm60uzXudXrXNsi7ZstSSwKQJsiX1HJbvkhSa2vrrEZm0uS9xaqrq1VRUaGjR4+qoqJCZ8+eVUVFxYxGpr6+nrOWAZcgW1LLjdkiLZwvhw4dktfr1YoVK9Tf36/6+nqdPn1apaWl5Avgci8cOEHGpIAb8yXe3mV4eFhlZWUaHh7W6dOn5ff7p/KFbAHcKRQK6dChQ3ryySfl8XjU2L1aErcfSzY3ZovEsbFMw0A/loQDZam1wj97ei4nGxvqTur6vGsbVPb+byR1nQDsQb6kltvyRVr43mFHjx6dmp4sNzdX5eXlikQiCgQCKiwslM/nU3V1NY0M4CJkS2q5MVuk+fOls7NTR44c0QUXXDD1XG5urq699lqNj49PXZFJvgDu09bWpn99cI/dZWQEN+bLYnoXSSouLlZeXh69C+Byk1Out7W1qbs7ehy9tb9Akt/ewlzIjdkicWws0zDQj0Xb29zNgbIUu6Gh0u4SkiorP/H73ixfs0W5pbUqqL+JK/kBlyBfUs9t+SLNf++wSCSizs5OVVbO/Ht7PB4NDw/rkksuoYkBXIZsST03Zos0d75EIhG1tLSorKxsxvOmaaqpqUnXXHMN2QK41OS0uMPuvBgw7bgxX+hdAJxv+pTrkchrATNqMpRnBTdmi0S+ZJpldhcA53nEpfctSVclhcsVXJf4wHg6KQjemPA6cktrteodn2eQH3AR8iW1ttWVuC5fJKm6unrGvSun6+zsVGlpaczXJqcuA+AuZEtqubF3mTRXvnR2dkpSzHwhWwB3m5wWNy/X7krcj95lJvIFcK/pU65PTqEuSTnLztlVkmtlYu8ikS9uxEA/Fq1ngFOVU+lztwTtLiHpvDVb5a3dntA6xoZ6klQNgHRBvqTOhqpCfXVHYvvhdOXz+RQMBmc1NIZhqKamZkajfL6FpjYD4DxkS2q5sXeZNFe+RCIR1dbWzpkvZAvgXpP/f28qt7kQl6N3iY18Adxp+v/bpaWlU/uHvKywXSW5Vib2LuSLOzHfBxatuMCd9y1JR4V5ubps0yq7y7BE2c13qeP+Tyt8dOeS3p+VX5zkigDYjXxJjbzl2fr+Z6+yuwxLVVVVKRAIqLW1dcZ9kVtbW3X48OE538fUZID7kC2p4+beZVKsfKmsrFR7+9wzR5AtgHtN/v9dVWxoTbGp41yPkHT0LvQuQKaZ/v+2x+NRTU2NWlpatDq3WycjK22szF0ytXchX9yJgX4s2vUNlXrg2eN2l5ERLndx2GR5/aq87R6FW3ZroPEhjQ31KCu/WJ5Vdep86GsLvr+g/qYUVAkglciX1HhjsGzhhVzA5/Np48aNM56rrq5Wc3Pz1DR40xmGoerq6lSVByBFyJbUcXPvMt35+RIKhXTixAmyBchA0/9t+c4t0s/2iMH+JKN3oXcBMs35/++XlpaqoKBAnZ2daj8S1pmw1+YK3SFTexeJfHEjpu7HotWvC2hrXYndZWSEt1+eCTtVc8afntXrF5zW37u2Qd41WyyuC0CqkS+pkRnZEtt8U5fV19dz1jLgQmRL6mRqvpAtQOaa/v//8hxDtzQY+kCDVF8lrSvj//1kyNRskcgXIFPF+n/f4/GoqqpKf/P7l2gbvU1SkC/ki5twRT+W5M4d23XHvbv0UlPXrNdKCj3q6udemInaVlei4LqA3WVYZiw8qI4f/qnCx3bNeH7gxZ9p+ZotWr5mq84e3z3rfd61DSp7/zdSVSaAFCNfrLWhqtDV2TJdKBSaNT2Zz+ebc+oyGhnAvcgW62VKvpAtAM53/v//69f7dGt1tf7h54fV3MGMMonIlGyRyBcAM833//7dt9fogV/v1k9/c0itfTkaMXPtLtdxMiVf5soWaf7vGJyHgX4sid+Xo7tvv1x7m7v1yM529Q5GtMLv0Q0NlfrBr47omf2n7C7R0UoKl+urO+a/qt3pYg3yTzp7fI+8axtU+eF/njGtf0H9TVzJD7gc+WKtteUFdpeQEm1tbWpsbJwxDVlzc7OCwaCqqqpiTl0GwL3IFutlQr6QLQDmEuv//54BTiJLVCZki0S+AIhtvv/3K1dIW0tOKxTK18nIyhRX5nyZkC8LZYs0/3cMzsJAPxJSvy6g+vPOfnp4Z7tN1bjHhWuK5Pfl2F2GZcItu+cc5J9a5uhO6Zrf16p3fD5FVQFIJ+SLNYbCo3aXYLlQKDSrmZEk0zTV2NioQCDAGcpAhiJbrOP2fCFbACxWcYHH7hIcz+3ZIpEvAJbG5/PJ4/FodW43A/1L4PZ8IVsyzzK7C4C77Dncre7+synZVk6WsfBCDrXC7+6GcKDxofiW2/ugxZUAcIpU5oubuT1fJKm1tXVWMzPJNE21tramuCIA6ez6hsqUbMfNvYvk/nwhWwAsVqryJdvF+eL2bJHIFwBLU11drZUrV6o4d1grsgeSvn56F2cjWzIPA/1IisHQqD7xref0h3//rJ49cNry7W2rK9GDX7tem9cWW74tO9yQoobQLmND3XEu12NxJQDSnR358o0/uESri72Wb8sObs8XKXrmciKvA8gcoVBIy891qq7M2gM9bu9dJPfnC9kCYDFSmS8PuThf3J4tEvkCYHFCoZAOHjyogwcPqri4WBUVFdrsP6KiJA7207s4H9mSeZi6H0nxuXt3aXdTl+XbuXLTKv3um9cpODHlZk2ZX/uOLm0weHluls6OjCWzvKTYVlcy9fdzq6z8+P5+Wfnu/QcFgPjYlS8N+1bqgWePL3o9l1xYqiMnB9WVhrMPZEK+SFpw+jGmJwMgzbxn4Y0XmYpEpONJPsc0mb1LVWmeBsKj6h8aSWaJSZEJ+UK2AIiXlfmS75Euqg1odSBfNzRUcmzMBcgXAPGKdc/1QCCg6upqvT4UUnvfOb3cla/OQenc2Li6ByKSFr4y35sjlRdJG9ZW6G2X1yQlWzg2Zi+yJfMw0I+E7W3ujmsQZtUKr1YVe1Wz2q915X793U8OLHpbxYXLZ+yIr2+oXNJAjCR98w8vlSnpkZ3t6h2MaHzclAxpX3O3BsPnlrTORG2oKtRXd2y3ZdupVBC8UQMv/mzh5epvSkE1ANJVvPlS7PfowpoiXbKxdEnZIiUvX269vk7BdQHtbe7WIzvb1XJqUP1DIyrMz1Xb6SH12jRAkyn5IkWnsGtubo45TZlhGKqurrahKgDp5Px7Fi7PMXRLg9TWY+pAh3Quq1CD4TEV5uemTe9yxwfqY+ZLz8BZ23oXKXPyhWwBEI/F5ssrx3rUfHJwzvUtM0zVBgz5l0ubKqSqFYbWrw9o48aNM5ZL1rExepfUI18AxGOue657PB6NjY3phhtumDF4GwqF9G8/+LF+ss+r8PjsGSu92aYuWGmoviqaLZK0fn2eNiapd5nr2Fh2lqEj8+Se1bbVlWREvpAtmYeBfiTskZ3tcS13yUUr9dlbgpKkr93XuKRt9Q5GZvxevy6grXUli77ac/qZW/XrAtpzuFuP7mpXz0BEvuU5cR0sW+HP1Rs2l2lweES/2duxqO3PZUN1kfy+nKSsK515a7bKW7td4WO75l5mbYO8a7aksCoA6SbefLly82p99pbgkrNFSk6+nJ8tpqmpbCku8Mg0pd44bkkSKPDoiotXky9L5PP5FAwGZzXBhmGovr6eM5cBzHnPwqpiQ1XF0vr1q2YMoqRb71I/7QDcZ/5pp57Zf2rBdWRnGXrrpdVaV1Ggv/vx/kVtfz6Zki9kC4B4LDZfdje+rL/96WDMK/79WcN6a12/1q6pmPF8rOl2k5Uv08WbLxwbSwz5AiAe8dxzfXq+tLa2qmJ1QH+wIqIDLZ1q7vaoP3ROOcaIKpb36qI1BaqsnDl9/fn5YkXvIkk3fOYR9Q8vfCJZoMCjjdVFSbmN57pS6d1vrNLbr8mMsQayJfMw0I+E9QxEFl5IMw90xfue863wz76/2Z07tuuOe3fppThDZ/qZW4Oh0SVPC/2GzWX67C1B7Tncraf3n9K5sdhhuxjnHwx0s7Kb71LH/Z9W+OjOWa951zao7P3fsKEqAOlksfmy1GyREs+XZGWLJF1x8Wq9ZXulHt3VrqxlhsbGyZfFqqqqUiAQUGtrq0KhkHw+n6qrq2lmAEha/D0L06V3mV7f5P5t2Xg4rvW8+fWVU71LoNCj7v7k5EIm5QvZAmAhi74n7lhEtzQY0Sv+T0rDI5I5OqzCc60qyhmSeW721MJz7XPsypfJY2OSdN2nH9ZQeDSu980nk7JFIl8ALGyx+TL5u8fj0bYNK7VNUnt7u06ePClJikRm9ymx9jnJzhafz6eGjQH98qWFTwy74uLoRT2f+NZzCd3Ss2qF9J5thiqKEj+25iRkS2ZhoB8JKy6YHQyxTD/QFe97zndDQ+Ws5/y+HN19++VTU8H0Dka0wu/RDQ2VM6bmn3xu+vSZiQzEXLV5dcJBc75YBwPdKsvrV+Vt9yjcslsDjQ9pbKhHWfnFKqi/iSv5AUhafL4sNVukxeXLuooCNZ8YsCRbJOlga9+Sp0ebSyblyySfzzdrWlMAkBZ/z8J06V2k2ffmrM6L74DVm7aWJ713kTIvX8gWAPNZbL5M/j55xX8kEtGJE2d04ECzurKzFQjMzID5ptu1K18msy4UCukL763QF+5r0dkEx/ozLVsk8gXA/JaaL1I0Wzo7OzU4OKju7m4VFBTI45m5n50rX5KdLZK0Ks4RyRsaKhUKhfShqwvV3z+gI6fnngXAky1FYkzQvKZYeufEMEMmDnCTLZmDgX4kLN77tUw/0LWUe7xMn/YlllhTwUw+H0u8936eq5Yf/PpI0g+UxToY6Hbemq3y1my1uwwAaWix+bLU+4ctNV9iSSRbJMnvzVFTW/+S3z+XTMwXAJjLYu9ZmA69ixT73pxVxYbWFJsxp32eXosVvYtEvgDAdIvNl+nLd3Z2qqWlRaZpyuv16syZMzp16pQKCgpUWloa93S7qc6X4LrAjIGcT11r6KXjpp4/Jg1GpDlmmp4X2QIAMy01X86cOTOVLZKUnZ2tlpYW1dTUzHj/QvmSrGyRolfYrynWgvlS7Anp8cf/V6Zp6r1bpLYe6fkWqXMoSyNjUvYyU6vyx3XpWqlqhaEjp0f07Ct9ioxnK3fZqDaUjurSTZVzfkaAmyyzuwA43+T9WuZz/oGu+nUB1VUVxr2NWNO+JCreez/HquXmay9I+oGyhQ4GAkCmWWy+xLN8rPcnM1+Wmi2SVFdZqMEkTHV5PvIFAGaavGehYRgznp/rINdi88WK3kWa+96c79wSPVg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VUji14dqRMOPj47Db7eqolo1G9G+WLd/97ncBAMePH8eRI0eYL3WI+UJEO6Hky9opkNfmy2YjLlm7NC5mCxHtxG5rF4D50uiYL82LHf1UEeFYGr/9qe9v+3kttuLpYD74ztfgPZ84h1dKdOg4LAY8dLIdx70OjM2GsRJOosVmxJvu79nzkfwXbvjxzLlpLIeScNmNePL+Hgxx9oBtGZ69iuXYSlmPfePRR0vefubMGfzRH/0Rzp07h1wuh3vuuQe/+Zu/iccee6yCLSWiWhGOpbc9UwywPlsUvb29cLvdmJycxKWbKzg/kUJa1uNKyI8n7zdj6LAbx44dq0TTy8Z8qQyv14uxsbGSU5Rxijki2sj169fV6S5XVlaQTqeh1+uxkrZiPuXGyPezaHXIONkFHDlS+qBIYbbEYjFMrQCXZ2R8+6lZnL22CCC/3iXzpT4xX4hoJ5R8WVhYQCAQgMPhKJkvT0rA6Q22wdqlcTFbiGgnNqpdgHxnv8/nQ09PfsbkzTp019YvazvzJUna93yhymC+NC929FNF/OYnzsEfXD+CciuPnOoo+t0m6fGRdz2Ei2N+/PP3JvG9KwsIRlMAgGA0hadfnsLTL0/h9EArPvjO18Am6SvS/o1s1Mn0lRcm9q0N9S6cjOK3v/YHuDB7pazHn+6+G6c6j6+7/fd+7/fw3ve+Fy6XCw8//DB0Oh2efvppPP744/jQhz6EX/3VX61wy4mo2nbSyQ8AI5MBhGPpkvvnLPT402eW12x3ad/368yXyonFYpicnIRGo8HExETRunKcYo6INjI1NYXnn38efr8fAJBOp3FrYgZB1+MIY3XK/SQwHQYuTgNX/D78gfdQyX2zJEno9h5at1+fmM4vOfM3X7+Bn/jp0rlUacyXylCyJRaLwWKxwO/3F61Zynwhoo0U5ossy1hZWYE/ENkgX6bx9SuJDffNrF0aD2sXItqJUrXL+Pg42traIEkSgsGgOorf4/Fs2aGrdOYr+6SRkZGqjt4v/L83ZxHYPtYuxI5+2rWdTNmv+Ny3buLBk+3rbh867MYn/+W62sm/1vnRJbznE+fwkXc9VPL+tWcZH+qy4eZsuOisY1nGlmcib9bJtFUbKG+7nfz//Y2/vu72L33pS3jve9+Ld7zjHfjwhz8Mu90OALh16xbuvfde/Nqv/Rre+ta34uDBgxVtOxFVz26yZXQquOH+eTf79VIjWNZmSam8KTXKhflSGVNTU0VTznk8Hvh8Phw4cAAHDx5kcUhEJSnTXioHP5QRlouu+5CBoeRzLt5c2XTfvNl+fWIhsi+1y1btYL6UZ222APmDY1arFQ6HgwcfiWhDhfmiZEvMfQShrAU5lN5nbLZv3uvahcfG9hdrFyLaibW1CwDo9Xq0tbXh9u3bMBqN0Gq1AIC5uTmYzWb4/f4t9ydTU1P45+cu4sqMjGgKsBiAk9038JbXD6G3t3fD51WydlHasfb/3mNjYxgcHNy0HZTH2oUAdvRTBXzt7PSOn/vK6BKGx/zrpt4vp4On1HPLneb5Ky9MlLyt8EzknbaB7hievVZWJ/9DB+7D2+/58ZIj+YH8f2ieeOIJ/MVf/AU0Go16+8GDB/G2t70Nn/rUp3DmzBl29BM1kN1kC1B6/1zufv3Fqwt48K47J6FtNoJlK6VGuTBfKqNwfTqF0WhET08PcrkcCxki2tDk5CRkWYbN6cH5ERtWMvaynlfLtctu2kF3lMoWADAYDIhGo3jggQeYLUS0ocnJScRTOZyZ7sRUuPvOHdrNn1et2oXHxvYPaxci2imldvF4PJibm0MqlUIwGEQ8HkcqlYLRaITdbsexY8fQ3d0No9GI4eFhuN3uDfcri/4gfv3PL2Biufj2i9MyvnPjAj78q3a0uR1F91W6dgE2/r+3LMtb/g3E2oXuYEc/7Zhy9tZ3L83vajtPn51eVwyU28Gz9rk7neZZcX50CT/7P5/DMa8TU4uRHbWB7vj66PNlPe6mfwLPXD8DWZYx2HVi3f1vf/vb8cgjjxR18iuUsAqFQrtrLBHVjAs3/Hh5dV3j3Vi7fy43Wz742Yv4yu+9Uf29Etnyy3/yPRzzOrEcSjJfKkQpdkuRZRmTk5NcV46IVIUjT3KpMA46ZHxnzICVTOkR/Bup1drFZTfCH0zsqB10B7OFiLZrbb7cnAUWwuuPXWylVmoXgMfG9gLzhYh2SpmSX+nQ//73vw9ZlhEKhRCLxSDLMl772tcWDYDbar/yG39+dl0nv2JiGXjXR17C337gjUW3V/rYmMtuxIn2LAT3jTvGbCEFO/pp28o9e6tcK+Gkel0pkJ67MFvWc587PwMAePL+HgCoSJuWggl893L5Jy8Utp+KrcQDZT1uIeLDU69+A0+9+g3c03US/+PJd8NmtKj3CyHQ3d297nmyLOOFF14AAJw+fboibSai6tnrfDn7anknDywFk/j5P/o2Dnc7cLjLVpH2jE4FMToV3NZzmC+bU4rdUpLJJK5evcr13Yhow2z53g63t3bffOGGv+wTn//lxUmkMzm85aH8mpnVqF0A5stmmC1EVK5Grl3y2+WxsUpivhDRdhSuuT4/P49kMr+PDYVC6OvrQzAYVG/r7u5GKBRCMpksmt6/1H7nwg0/PvfNMYxMxzd9/QlfEk/816/iBwc7K1q7rD029hUAB1zA2+4BTHqx7vGb7TuJ2UJ3sKOftq2ShQwAtNiMOy6QwvEMvvLCBL7ywgT0uu2fMV0JLTbj1g9qUi1m57afc2H2Ct73zB/iQ2/9nS0f++lPfxoXLlzA0NAQHn744R20kIhqSS3ly7XxAK6NByrWlp1gvmxuowLF5/NhfHwcnZ2dMBjyI3W5vhtR89qLbAF21sGTzcl4+uUpPP3yVNVqF4D5shlmCxGVi7VLMWbL5pgvRFSutWuuJ5NJXLp0CUajEbIsQ6/Xo7W1FQAwF9Zh2Xo3FkNGjF9M47VHDOh15TvMC/c7O8mXaCKzL7XLxDLwhQvAz9y//j52TG+O2UIKdvTTtpSzNtd23Z4N4W2//Q1EE5ldbSedyVWoRdvjDyXw6x87C5fdiCfv78EQpypT/dDAI3jq1W9s+3nnZy7jl774Hhxo6cUPDTxSNJ3/Sy+9hJmZGXz961/HJz/5SbhcLvzt3/4thFh/1h8R1Y+9yJflYKIi+VItt+fC+P3PDTNbNuD1ejE2NlY0TVkymcSNGzcQDAZhtVoxPT0Nj8dT1hp1RNR49iJbTHoNfu3PXsa5ER9Su6g/qlW7AMyXzTBbiKgcrF3WY7ZsjvlCROUotea60WhEX18fXnzxRbjdbkTQgtlkK5a0Q8g49EA6/7ilFWDsLGA1ymi3AUdXojg6fws3Z8P41iszu8qXva5dJpaBqRUZvS13ju9PrQDDZ6MInWG/y0Y2ypbx8XGk02mkUincvHkTRqMRHo+H2dLAxEZrOBAJIe4CcEX5/cqVK/jn4fwIetrY6YFWfPCdr4FN0le7KTXhV7/8PlyYvbL1AzdROJ2/0+lEMJif4sdgMODFF19s+mn7r169ipMnTxbedFKW5avVag/RVpgv28dsKW3tme6XLl3C5cuX0d7eDrvdDiC//EtXVxdkWUZbWxvuuusuTllWJuYL1ZNayZbFkWcRmR8BAIQXRhHz34a96yTMzvwyVJ5jj8HWUTvrJDJf1is3W/r6+mC32yFJEjo6OjglZpmYLVRvaiVf6gmzpTTWLnuL+UL1plS+aLVa3Lhxo+TjXx29jeenXFhJ2/erifvKbQFcFsCoA3xhYCG8/jHMl/XWZsv09DRGRvL1qJItwJ188Xq9rF22oV6yhSP6aVuWQ1xzayvnR5fwnk+cw0fe9VC1m1IT/seT78b7nvlDnJ+5vONtFE7n/yd/8idIJpO4du0avvSlL+H1r389PvnJT+KnfuqnKthqItpvzJfNMVtK6+3thdvtxuTkJPx+PyKRCPr6+qDX3yn6AoEARkdH0dfXh2QyCYPBwCnLiJpENbIlNHMZvuvPFt82ewWh1RNfrR1Ha6qjn/myXjnZIssyhoeHIUkS2tvbkc1mAXBKTKJmwdplc8yW0li7ENFWNltz/ZVlL1bS1Vv+a6/5o/nLZpgv6xVmSywWQzgchiRJ0OmKu36VfDl9+jRrlwbEjn7aFpeda26V45XRJQyP+THI6WRgM1rwobf+DoZnr+F/Pf9nmAzM7Gg752cu49Lcq/h3/+7fqbf99m//Nh555BG8/e1vh8fjwaOPPlqhVhPRfmO+bI3ZUpokSTh27BhGRkbg9XoxOzur3pdOp7G4uAhZlhEMBnHgwAEAdzpoOGUZUWOrRrYcfvxdOPz4u/b9dXeD+bLeZtkC5PNlYWEBLS0t8Hq96u3MF6LmwNpla8yW0li7ENFmNvqOTy3LmAo0bif/djBf1lOyBQDm5+fXdfIX5ks0eudsCuZL4+Degbblyft7qt2EuvH02elqN6GmDHadQK+za1fbeOb6maLfXS4X3v/+9yObzeK3fuu3drVtIqou5kt5mC0bi8Vi8Hg8EOLOmm7BYFCdviyTycDj8aj3ybKMycnJfW8nEe0fZkv5mC+llcoW4E6+rM0WgPlC1AyYL+VhtmyMtQsRleL1etf9vxMArsyWeHATY75szOFwbFi7CCFgsViK7mO+NAZ29NO2DB124/RAa7WbURdWwpzKTTE8exV/dObPMLY0vqvtBOLBdbcpo/hffPFFJJN8z4nqFfOlPMyWjUmSBKPRiL6+PrWoSafTAPJrkfX398NoLB59tdm0eERU/5gt5WO+lFYqW4B8vmyULQDzhajRMV/Kw2zZGGsXIipFkiQMDg6u66iNpqrUoBrFfNmY2+3esHZpb2+HzWZb9xzmS/3j1P1UtlcnAvjn4WEYdBq0OoxYCnKHupkWG6dyCyej+O2v/QEurK5JultOs2PdbcpaZrlcDvF4vOSBNiKqbcyX8jFb7ojFYuoaZJIkobW1FVevXkUymYTFYkEsFoPFYkEkEoHZbIbFYkEymSzKCU5NRtS4mC3bw3y5ozBfhBAIh8NF2SJJEjweDzQaDXQ6Haanp+HxeJgvRE2C+VI+Zssd5dQuTqcTQggIIUrmC7OFqLF98l9GoP9OFC67Ea8/dQ8curC6zziyEsWNxZ0th9uImC93rM0XSZJK1i5CCMRiMaRSKR4ba0Ds6Key/c+/uQDJ5S26rdVhxJEeBzRC4IUrC1VqWW16E6dyq1gn/+K5KbS9phfXfTcRTkZhM96ZYubq1asAgL6+Pjidzl2/FhHtP+ZL+ZgteVNTUxgeHlantgTyM7ssLy+rU5IFg0HMzs4ilUqhvb0dS0tL8Pv96OzsBAAkk0n09PSohQ8RNRZmy/YwX/LW5ovP58Pw8DAAwG63AwBmZ2eRyWQgSRLC4TDC4TAmJydhtVphsVhgNBrx4IMPVu1vIKK9xXwpH7Mlr5zaBQDi8TgWFhbQ399fMl9YuxA1tucuzEFy5Qe0feWFCZweaMUH3/ka2CQ9fkTnx1dfZke/gvmSV6p2GR8fh91uRzQahSzLmJ2dRTqdRjgcVo+Nzc/Ps3ZpMJy6n3ZlKZiEP5iE22GCXsePk+LegVYMHnZXuxlVNTx7rWIj+W/+02VMPn0do4s38b5n/lC9XZZl/PEf/zEA4Kd+6qcq8lpEVBuYL+sNHnI1fbYA+bOV1x4oSyaTuH37NoLBII4ePYrW1lbE43F4PB709PSoB8MCgQCef/55TE5OwuFwYHp6Gs8++yympqaq9ecQ0T4qzBaHxVDt5tQM5kve2nxJJpPqgTJl9KXNZkM6nYbdbsfRo0chhEAwGMTt27dx+fJlLCwswGQy4aWXXmK2EDUR1i7rMVvyyqldurq6YLPZIMtyUe1SmC9ms5m1C1GTOT+6hF/+8Pfw+58bxue+eRNGPfMFYL4oNqpdZFlGKBRSj40p0/I/+OCDcDgcrF0aFEf0066NTgcxOr1+7fRmpdcKvP3xQ7hww49nzk1jOZSEy27Ek/f3YKiJQujro89XbFsDP3MPrn78JfivzGHxB6fwqPN+dJo8+L//9//iC1/4Avr6+vD+97+/Yq9HRLWB+VJs2hfF58/cws3ZcNNmCwBMTk4WHSgD8mctK7eFQiEYDAZ0dHSo97e25tdQnZ+fR0tLC9rb29XbZFnG8PAw3G43R8cQNQFmy3rRRKbpaxdgfb4UZotOp4PBYIDBYIDbfed9OXr0KF544QVYrVbo9Xo1X5gtRM2H+VKMtUteObVLT08Ppqen1XxZW7s4HA7kcjkArF2Img2zZT3mS95mtYvS2V94bMxgMLB2aWDs6CeqsHRWxn/7s5fX3b52yp1GtxIPVGxb7lOduPuXfgA3/vYirv/VK/ixv/oR9b7HH38cf/3Xfw2LxbLJFoiI6p8/lMSHPl88U8pXXpjAQI8DH3nXQ02RLQDUs5ELJZPJouupVApLS0tIp9PQ6/Ww2Wyw2WxFnf+FZFnG5OQkjh07tmftJiKqVWMzIfzn//NC0W3Ml+JsUX4vzJdMJoOOjo6ijv9CzBYiamasXfLKqV2SySQmJyfh8/k2rF0Kn8N8IaJmxnzJY+1ChTjfB9E+Oj+6hF//2PqTABpRi9lZ2e0db8N9738D7v6VH8Bj/+FN+NjHPoYLFy7g61//Orq6uir6WkRE9WR0OoiffN83EY6lq92UfVHq7GKj0ahej0ajGB8fx/LyMsLhMJaXlzE+Po75+fmSj1eUOghHRNTMmj1f1mbF2nwJBAK4cuUKgsHghs9hthARFWv2bAHW1y6XLl1CIBDYsHZZ+xyA+UJEtFaz5wtrl+bGjn6ifTZ8cxnDY/5qN2PP/dDAIxXfpkarQcuxNjz5b96CX/zFX8TQ0BA0Gu7GiIjC8TR+5U++V+1m7Auv1wshRNFtHo8HQghkMhlEIhHY7Xb1MUII2O12+Hw+pNNpCCHg8XjWbZfTkxERrdfM+aJkC4B1+SKEgMPhgE6nw+Li4ob5wmwhIlqvmbMFWF+7yLIMh8Oh5kth7QKA+UJEVKZmzhfWLs2NPWREVfCZb45Vuwl7brDrBO7pOrkn237j0Uf3ZLtERPXs+lSwKU4kkyQJg4ODRQWN0WhEf38/7HY7dDod9Ho92traIIRAe3s79Ho97HY7QqEQ+vv71521LISA1+vd7z+FiKguNGu+GI1G9PX1QQgBm82m5kt7ezs6Ojqg1+vhcDgAoGS+MFuIiDbWrNkCrK9dAKzLF6V2EUIwX4iItqFZ84W1S3PTVbsBRM3o5kyo2k3YF//jyXfjfc/8Ic7PXK7YNk93341Tnccrtj0iokby9NlpDB4uvd5WI+nt7YXb7cbk5CRisRgkScLjjz+OCxcu4NKlS0gmk+jq6sIDDzyAUCiEZDIJo9GoFjeyLKvbEkJgaGiIZy4TEW2iWfPlyJEjeOtb34rnn38eU1NTMBqNGBwcBAD4fD4kk0nYbDYYDAa0traq22G2EBFtrVmzpVTtUipf+vv70draCoPBoG6L+UJEtLVmzRfWLs2LHf20GUPhL4ngXLXa0XBCWSOuXr1a7Wbsi58/9NMYsd2L742fQzgZgc1oxWxwHjf8t7e9rRPtR/D23h9pmveuXGNj62aIMJR6HFENYb7skRvXY7h6tbn+e2c0GpHNZnH79m0sLy8jl8tBr9cjl8shEAgAgPq7TqdDR0cH5ubmkEgkYDKZ0NHRgWAwWLROGeUxX6jOMFv2UDPny8LCAgwGg5olCwsL6mP0ej2cTifa29sBgNlSBmYL1SHmyx5p5mwpVbuszZeuri50dnaydikT84XqEPNljzRzvrB2qax6yRZROKKJqJAQ4q0AvlztdhDRtv2oLMtfqXYjiDbCfCGqW8wXqlnMFqK6xWyhmsZ8IapbzBeqacwXorpUk9miqXYDiIiIiIiIiIiIiIiIiIiIqHzs6CciIiIiIiIiIiIiIiIiIqojnLqfNiSEcAB4pOCmKQCpKjWHiDZmANBb8PvzsixzUR2qWcwXorrBfKG6wWwhqhvMFqorzBeiusF8obrCfCGqC3WRLezoJyIiIiIiIiIiIiIiIiIiqiOcup+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn4iIiIiIiIiIiIiIiIiIqI6wo5+IiIiIiIiIiIiIiIiIiKiOsKOfiIiIiIiIiIiIiIiIiIiojrCjn5qWyPtXQoinhBDTQoikEGJOCPEtIcTPCyF0+9CGZ4QQcsHlHVs83iGE+GkhxJ8JIV4WQviFEGkhxIoQYlgI8VEhxGv2ut2NQAihFUKcFEK8QwjxESHEi0KIWMG/xQd2sM2KfaZq4fNJRDtTC99f5kv1VDJfhBBn1vw7bnYZL3ObVf98EtHO1ML3l/lSPZV8L5kvRKSohe8us6V6aj0PauHzSUQ7UwvfX+ZLdQghPrCNbCm8/OUG26vprKoJsizzwkvTXQC0APgWAHmTyysAvHvYhv+nxGu+Y5PH/zqAxBZtVi5/A0Cq9vtcyxcA/7TFe/iBan2mauHzyQsvvOzsUgvfX+ZL1T8DFcsXAGfK/HeRAYzXw+eTF1542dmlFr6/zJeq/vtX9L1kvvDCCy+yXBvfXWZL1T8DNZsHtfD55IUXXnZ2qYXvL/Olqv/+H9hGthRe3rfB9mo2q2rlUl9nJRBVgBDCAODLAB5evWkKwJ8DGAPQA+DfAzgO4DSAp4UQD8qyHKpwG9oA/O/VX6MALGU8bQCAcfX6LQDfBHARwBLyO6fHAfwEAC2AfwOgTQjxJlmWc5VreUPRrvl9GYAfwJHtbqiSn6la+HwS0c7UwveX+VITKpYva/z4FvfHNruzFj6fRLQztfD9Zb5U3V6+l8wXoiZUC99dZkvNqZk8qIXPJxHtTC18f5kvVfd3yL93W3EA+MvV6zkAf1XGc2omq2pKtc804IWX/b4AeBeKz8xpWXO/CcDXCh7zR3vQhr9f3fZ55M8AK+essk8AeArAI5s85mEA4YLt/Vy13+9avQB4D4APAvhJAP2rt72j4L37QDU+U7Xw+eSFF152dqmF7y/zpfqXCufLGeV5FWhX1T+fvPDCy84utfD9Zb5U/TNQ0feS+cILL7zUwneX2VL9S63mQS18PnnhhZedXWrh+8t8qY8LgP9Y8F5+Y5PH1WRW1dJFrDaeqCmsrq0xC8CD/Bf1blmWr5Z4XBvyZ25ZACQBdMuy7K9QG96K/FlDOQAPAPgl5KeSAfLh8JcbPK9FluWVMrb/SwA+svrrt2VZfmTXjW4Sq+v0fHr119+RZfkDZTynYp+pWvh8EtHO1ML3l/lSu3aSL6vPOwPgEQCQZVns4vWr/vkkop2phe8v86X6Kv1eMl+ImlstfHeZLbWhFvOgFj6fRLQztfD9Zb7UDyHEWQCvWf31Z2VZ/twGjzuDGsuqWqOpdgOo/gghrgghZCHEzdXfbUKI/yKE+J4QYmn1vu9Xu50beAz5LzIAfKvUFxkAZFleRH6KESA/ZcuPVuLFhRB2AB9d/fVPZVku+30qJ2hWfb7g+t3lbr9cQogHhRAfEkKcF0L4hBBpIcSKEOJFIcQfCCHurfRr1rhKfqaq+vkkqjbmy84xX2gLzBdqasyXnWO+1IZaeS9LYL5Q02K27ByzpSHx2BhRhTBfdo75Uj+EEHfhTid/AMAX9uFlGzZf2NFP2yKEMAE4tvrrJSHEowCuIr/myYMA3Kv3XdzvtpXphwquf22Lxxbe/2SFXv8PAXQDmAbwWxXa5lrhguvmSm1UCNErhPgWgO8B+FUA9wBoBaAD4ATwWgC/DuA7q2dHNYtKfqaq/fkkqhrmy64xX2gz1f58ElUN82XXmC/1ZU/ey01U+/NJVBXMll1jtjQeHhsjqgDmy64xX+rHvy+4/reyLCf24TWr/fncM43wgaD9dTcA7ep1F4CvIn9Wyz8B+AaAIIDDAK5VpXVbO1lw/ZUtHlt4xtfJDR9VJiHEDwL4hdVff0mW5fBmj9+FwrZOVGKDQoghAN/Enf9MTCL/b34ZQBRAF/LTp/wwgGFZljOVeN06UcnPVNU+n0Q1gPmyQ8yX5iCE+BcAp5F/r8IApgB8B8BfyLJ8cYunM1+omTFfdoj5Upe2/V4yX4h2hNmyQ8yW2lVDecBsoWbGfNkh5kv9WD1R4d8U3PSpbTy3VrKqprCjn7ZrqOD6DwKYB/Bjsiy/vJ2NCCF+CIBUgfbEZFn++jYeP1BwfXyLx04DyCIfrkeEEEKWZXmb7QOgno33CQACwBdlWf7yTrZTpl8ouP4vu92YEOIA8v+pcCP/fvwWgD+WZTm95qH/RwjRg/zZZeVuu1qfg0qq5GeqKp9PohoxVHCd+VIm5suG226EfFnrzQXXXauXQQC/JIT4NID/LMtyfIPnMl+omQ0VXGe+lIn5suG2az1fdvJeMl+Itm+o4DqzpUzMlg23XSvZUit5wGyhZjZUcJ35Uibmy4bbrpV8WetHALStXr+0nSUWUDtZVVPY0U/bNVRwPQLgCVmWr+xgO38O4EAF2jMBoG8bj3cWXF/a7IGyLGeEECEALch/VyzI/8078X7kdyRhAL+8w21sSQjxEICfW/01AeBDu9yeQH49ks7Vm35ZluU/2+jxsixPA/jHbbxEtT4HleQsuL7bz1Qlt0VUb4YKrjNfysd8Ka0R8kXhB/AM8mcbzyJfuPYhXxg9tPqYnwPgFUI8ucGZ3c6C68wXajZDBdeZL+VjvpRWs/myg/eS+UK0c0MF15kt5WO2lFbtbKm1PKjktojqzVDBdeZL+ZgvpVU7XzbycwXXP13mc2otq2oKO/ppu+4puP7fdxg01WQtuF7Ouh9x5L/MAGDDDr7Mq1Ov/LfVX98ry/LMdrdR5ut0APgHAJrVm357dee/Gz+DO2eJfXazoGlilfxM7fvnk6iGMF+2ifnSFH4TwPdLnMkNAB8UQvw4gM8gf4b24wDeDeB3SzyW+ULNjPmyTcyX+rOD95L5QrQ7zJZtYrbUrFrMA2YLNTPmyzYxX+qLEKIdd0blp5DPmK3UYlbVFHb0U9mEEBrk14kBgBCA/7vTbcmy3FeJNtU6IYQWwF8g/107h128Z1u8jgXAlwF0r970LwD+uAKb/o3Vn0kA76nA9oo0y+eAiDbHfNk+5svmGuVzIMvyi1vc/0UhxDsBfHb1pl8TQvwvWZaTe986otrHfNk+5svmavFzsJP3kvlCtHPMlu1jtmyump8D5gFR7WC+bB/zZXM1+jn4t7jTL/3PsixvOrIeYFaVQ7P1Q4hUh3HnrJenZFmOVbMxO1R41o2pjMebC66Hd/B6/xXAaQAZAO+UZTm3g21sanUNmq8AuH/1phcA/KvdrhkihDgE4OTqr1+TZXlyN9trYJX8TO3355OoVjBfto/5QgAAWZY/B+D66q8OAD9Q4mHMF2pWzJftY77Ukb16LwHmC9EmmC3bx2ypY1XIA2YLNSvmy/YxX+pP4bT9n6rURpu9dmFHP23HUMH156vViF0KFFxv3eyBQggdAPvqr2kA0e28kBDiMIAPrP76IVmWh7fz/DJfwwDgCwAeW73pLIA3y7K8rbZu4PGC61+twPYaVaDg+m4/U5XcFlE9GSq4znzZAvOFSjhTcP1YifsDBdeZL9RMhgquM1+2wHypL3v8XirOFFxnvhDlDRVcZ7ZsgdnSMM4UXN/rPKjktojqyVDBdebLFpgv9UcI8QCAE6u/zgB4psIvcabgelPVLpy6n7ajcI2YV3azISHEDyG/ZsZuxWRZ/vo2Hj8KoH/1eh+A8U0e2wNAu3p9bAdnaf0s8mf9yAAyQojf2uBxpwquv0UI0bN6/euyLJ/daONCCD2AzwN40+pNFwA8KctyaJvt3EhPwfWxCm2zSBU/B5VUyc/Ufn4+iWoJ82V7mC9baJB82Q5/wXVnifuZL9Ss6jJfVqeg7AZwH+6sCQgwX7bSNPmyD++lgvlCtF5dZssarF3K1zTZsoX9zANmCzUr5sv2MF+2UIP58u8Lrv+1LMvZCmyzUNPWLuzop+0YWv2ZBnBll9v6cwAHdrkNAJhA/ktZrisA3rh6/V4Un+Wz1n1rnrddouDnb5b5nLetXoD8VCIlw2b1jKK/BfDW1ZsuA3hCluWVHbRzI20F15cruN1C1focVFIlP1P7+fkkqiVDqz+ZL+VhvmytEfJlO9wF1wMl7me+ULMaWv1Zb/nyNIAnStzOfNlcU+TLPr2XCuYL0XpDqz/rLVsKsXYpX1NkSxn2Mw+YLdSshlZ/Ml/Kw3zZWs3kixDCDOBfFdz06d1sbwNNW7tw6n7ajqHVn9dkWU5WsyG7UDgdyBs3fFTekwXXv7YHbdmR1RE+nwHwE6s3XQPwBlmW/Rs/a0dSBdc9Fd52I6nkZ6ruP59EOzS0+pP5UkXMl7r2SMH10RL31/3nk2iHhlZ/1lu+fAnAryH/ff3Hgtvr8vvLfKmcfXwvFcwXovWGVn/WW7YUqvvvLrNl3+1nHtT955Noh4ZWfzJfqoj5smd+AoBj9fp3ZFm+sQev0by1iyzLvPCy5QVAO/LToMgAPl3t9uzi79ABWFz9O3IA7trgcW3In9UlA4gDcO9hm/6y4L19xxaP1QD4q4LHjwDo2KN2/UrB6/yvav/b7dPn4x0Ff/MH9vszVYufT1542esL84X5Uu1/u336fGw7X7ax7bcXbDsEwFTiMTX3+eSFl72+NFC+/EHB31ET31/mS9U+C/v2Xq6+HvOFF17WXBooW2ruu8tsqd3LfudBLX4+eeFlry/MF+ZLtf/t9uGz8a1y/x12uP2mrl04op/KVbhGzPmqtWKXZFnOAPjd1V8FgL8WQhSuewkhhAn5Hbpl9aY/lTc4Y0sIcUYIIa9e3rFHzVZeSwD4OIB/t3rTGIDHZFme36OX/Bfkd3gA8J+EEK/bpG0DQog37FE7alolP1OV/nwS1QnmSwnMF7VtTZsvQohfEUI8sMVjfgzAJwtu+mNZlhNrH8d8oSbVEPmC/MEFBfNlcw2bL5V8L5kvRLvSENnC2mVbGjlbajIPmC3UpJgvJTBf1LbVVb6sJYToA/D61V/DAD6/jefWZFbVGl21G0B1Y6jget2Gzao/Q36qkIcBnAYwLIT4OPI77x4A/wHA8dXHXgPwP6vRyBJ+F8DPr15PA/gwgPvzGbSpr8uyHNvui8myfFMI8QkAvwjADOA5IcQ/AXgOwBIAG4ATAB5Dfk2T/wjgm9t9nWoRQvQj/29d6FTB9cdW1+Mp9E+yLF8osblKfqbq9fNJtFNDBdeZL9XBfKmgCubLYwA+LIS4jvyZz1cB+JEvRvoAvAXAQwWPfw7ABzdpWr1+Pol2aqjger3nC5CfenAA9fX9Zb5UTiXfS+YL0c4NFVyv92yp1+8us6VyajkP6vXzSbRTQwXXmS/VwXzZO+9APlsA4B9kWY5u47m1nFW1o9pTCvBSHxcAf4f8aJIsAGu121OBv6cFxdOFlLq8AsC7xXbOYJdTjqDM6WPWvNZ2Ln27eJ8MBf/2W13ur/a/6zb/tkd38F5u9u9Tkc9UpbfFCy+1fmG+bLgd5kuT5wvya3SX89wc8medS/v1+eSFl3q4NEq+APj91b/jPzFfympbQ+ZLJd9L5gsvvOz80ijZUvD3sHYpr22Nmi01nQfMFl6a6cJ82XA7zJc6zJc1f6MAMF7wdzy0zefXdFbVyoUj+qlcQ6s/b8iyHKlmQypBluWV1elOfhrAv0V+epxWACvInxX0d8ivh5OpXiurT5blFIB/LYT4JPJnXj0IoBP5HfQigBnkQ/ArAM5Vp5W1oZKfKX4+qckMrf5kvjQR5ktZ/iuApwC8FsAg8muEtSI/I1cA+dG930X+8zRazgb5+aQmM7T6syHyBUAMAL+/W2C+lIX5QrRzQ6s/GyJb+N0tTwNnS03nAT+f1GSGVn8yX5pIA+dLoccAHFi9fl2W5e9t8/k1nVW1QqyewUBEREREe2R1qvZPAHheluW/rHJziIioTgghfh/AuwH8HPODiIiIiIiIiAppqt2AZiWEuCqEkLd5eaza7SYiIqLyCCG0QgivEOJtAL6N/Nm5RERERERERERERES7xqn7q0AIYUN+HYgQADvy60f41jxMA8Czen0ZQALAy/vVRiIiItq1pwE8Ue1GEBEREREREREREVHj4Yj+KpBlOSzLcheAj6zedFaW5Y7CC4A3FjzllCzL3bIsR/e/tURERLRDXwLwa8hn+v+ublOIiIiIiIiIiIjqjxBCJ4T4tBDiHdVuC1Gt4Yj+6hpc/Tlc4r57Vn/6ZVme2e0LCSHacGeGgHJZAdyH/MwDQQBTAFK7bQsRVZwBQG/B78/LshysVmOItiKEcAB4pOCmRs2X5wuuO1Z/dgkh7qpGY4h2gPlCdaOBs6V19SfzgxoFs4XqSgPnC1GjYb5QXWG+lEUDoA3ASeSXwxwCcIN1Ee2jusgWIctytdvQtIQQk8h/SP5fWZY/tua+PwHwywCelWX58Qq81gcAvH+32yGiuvCjsix/pdqNINqIEOKtAL5c7XYQ0bYxX6hmMVuI6hazhWoa84WobjFfqKYxX4jqUk1mC6furxIhRAvunAmy2Yj+i/vSICIiIiIiIiIiIiIiIiIiqgvs6K8eZdp+GcDlwjuEEAKbT+tPRERERERERERERERERERNSlftBjQxpSP/pizLkTX3HQZgW71eqY7+jwL4/DafcwzAPyq/fOlLX8JfPb+CW3Nrm0s7pdUI/PV7Hq12Myrm2rVrWFxc3PD+trY2nDhxAvF4HHNzc0gkEjCZTHj11Vdx69atoseurKwgGMwvd9LT04N77rmn6H6v14uDBw9W/o+oQ2NjY/ixH/uxwpumqtQUonIVfUY/+OFP4+9ebOxsmR3+MnyvfhO99/8sXAdfu+evp9MI/FWT5Ut/f39RtgQCAYyOjsLn8xU9VskXi8WCEydOoKOjo+h+5ssdzBeqM0Wfz3quXSZf+husjJ/d8P79ypJSThxw4r3/9p6tH1gndpIvpWoX4E6+lKpdAOaLgtlCdWhdvhw+fBgvnzuPP31qCjm9vVrtahisXVi7VALzherQunzp7u7Gxz/+cQwPD2N+fh7z8/PwPvyfYG07XK021oztHlc70GbC7/3Cg/vQsv3DfNl/9ZIt7OivHqWj/2KJ+4ZWf6YBvFqJF5NleRHAxnuBEvITC9zx2RdCmE+6ILlclWgSrRpZkvATj/RXuxkVodVqcePGjQ3vP3LkCCwWC27fvg0AMJlM6k+j0Qi7/U6BnMlkAOQ/h3fffTe8Xm/Rtrq7u3HXXXdV+k9oFKlqN4BoC0Wf0b9/MQLJ5d3osQ1Bb8rv3wxW9779rc2UL1arFfPz8wDuZEskEkF3dzeEEJBlWX2ski9utxuDg4MwGo1F22K+bIr5QrWs6PNZz7XLsTe/t9pN2NB4GMgYOzB42F3tplTETvKlVO0C5PNlo9oFYL5sgtlCta7oM3r48GHo9Xp89sUkTO0nq9WmhsPahbXLHmC+UK1bly+jo6MYHh7G5OQkIpEIpI670XbssWq1r6Zs97iaLwP4kjY8erpxjjcyX2pCTWYLp+6vns2m5ldO/78my3LNfHBGp4LVbkJD+pMvXEU4lq52MyrC6/WuO0FEIYRAa2srhoeHi0IFALq6ugAA6fSd90Gv10MIgfb2dnR3d6/bniRJFWw5EVWTvPVDaAf+9IvXmiJfUqkU/H7/umzxeDyYnZ1FV1dX0XOVfDl16tS6QgZgvhA1CtYue+cr35usdhMqZif5Uqp2AfL5slHtAjBfiBrF+Pg4fvcjf4e4rq3aTak5ci6LsWc/jMWRb237uaxdWLsQNbtz587hYx/7GJaWlhCNRpFIJHDkif9S7WbVtd/61MWGyRaA+UIbY0d/FQghdACU02FKdfSfWv15aX9aRNWUzuTwnk+cq3YzKkKSJAwODq4LHCEEhoaGsLS0tC5sAMBoNGJwcBCdnZ3o6uqC2+3G0aNH0d/fj6GhoXVhI4QoOUqGiIjuSKazTZEvbre7ZFFiNBrR19cHWZZx6tQpNV+OHTuGxx57rGRHDPOFiGhrL1yZr3YTKman+bK2dunq6sLDDz+Me+65p+RzmC9EjePzn/88xlJHqt2MmiHnskiGffDffBFXvvib8I08u6PtsHZh7ULU7D73uc8hFoshm80inU7D2j2ojmKnncnJwH/+Py9UuxkVw3yhjXDq/uo4CkD51l0scb8yV9XCvrSGqu6V0SUMj/kbYgrM3t5euN1uTE5OIhaLQZIkeL1eSJKE8+fPb/g8j8eDo0ePwu12q8/TaDQYHR0tOjlAOWmAZ5UREW2tGfJlZGQE4XC45HM8Hg9cLldRtni9Xvj9/nUzzDBfiIjKE4qmGyZbgJ3ny9rahflC1BzGFxOQ+y3VbkbNePWp/47g9MWKbIu1C2sXomYWiUSQy+UQiUQgyzIGfujXq92khjA2E2qYbAGYL1QaO/qrQ5m2f0WW5akS9yvfrH8lhAgB+HtZlkf3p2lUSXIui5tn/hT2rpNoO/b4po/9/c8No7fNCpfdiCfv78FQHYePJEk4duxYydsBIJlMwufzIZlMwmg0wuPxwGg0rguQnp4e9PT0lDxpIBaLlbydiIiKNXq+FO77S+WL2+2G1+tVM2NychJerxePPfbYuhwBgJGREWYLEdEWPvqla+jvsmM5lGS+MF+ImkrC0MPpUQu4Dj4AZ+8QJHcfAlMXMDf85V1t7+mz0w3TGcNsIaLt0Gg0SCaT0Ov1kNqOQmcwV7tJDeOz3xhrmGwBmC+0Hjv6q0Pp6C81bT8A/G8AfwigE8B/APCJ/WgUVYacyyIVXUZkcQyzF7+IyMJ12LtObvm8iYUIJhYiAICvvDCB0wOt+OA7XwObpN/rJu8br9eLF198Ebdv3y46U2xubg5msxm3bt2CLMtqAI2NjWFgYGDddqamptadbTY2NobBwUH09vbuy99CRFQvGj1fvF4vxsbGsLi4iPHx8aJsUIqVr33ta0UnlpXKl+np6XWzyDBbiIhKu3x7BZdvr6i/M1/y+XLlyhW43W44HI5NR8owX4jql9ZoxfoFCZtXx8k3q9eDM7tfgfTstVmcP59t2I6FzbJlbm4ONpsNzz33XFHnDGsXouYgSRKi0Si0Wi26hn682s1pKN+7uoDzw1eBbLIp84W1S+NjR38VyLL8bgDv3uT+TwH41P61iCqpUtOWnR9dwns+cQ4feddDu29UjfP7/ZiamsKJEyeg1+cPDM7NzcFut+Ps2bM4deqUusbMlStXEA6H0draWrQNWZYxPDwMt9vdcEFNRFRJjZYvkiRhYGAAZ8+eLSpEQqEQ0uk0vvrVr6Kvrw96vR5zc3Po6+sDgKJ8SSaTuHTpEvr6+uDxeNRtMFuIiMrX7Plit9sRCoUAQM0X1i5EjUcyCESr3YgGNr+Sxh99cRpvu6cxOxY2yhYhBMxmMz796U+r2QKUPjbG2oWoMWm1WthstvyAONeBajenoeRk4A/+4Qb+zWu1AJorX1i7NAfONkVUYa6DD+DAg+/A8R/5ADoHf3RX21LWJ2sUk5OTaG1txalTp9DV1QW3243W1lYkk0mYzWYEg0H1salUCt///veRSqXg8/nU230+H27fvo1kMrlu+7IsY3Jycl/+FiKirSyOPItbZz6KW2c+isDkBQCAr+C28PxI1drWaPmSy+XWZYskSZBlGbIsq/kiyzJu3LiBGzduQJZlNV98Ph9kWcb4+Pi6fGG2EBGVr1nzpbB2WZsvrF2IGotDLFW7CQ1vYhn4xHeBSX8Ow8PDiMVi1W5SRa3Nlq6uLhw9ehSTk5NF2QKUPjbG2oWoMUmShIWFBWQyGehM9mo3p+FMBTQ4fyMA4E7HdaPnC2uX5sGOfqIK6zj5ZnTd8+Nweu+B0Gh3vb2nz05XoFW1QQlPo9GInp4eHDp0CAaDQb0/nU6r14PBoBpAheGSTCaLAmij1yAiqrbQzGUsXHsGC9eeQcx/O3/b7BX1tnhgpqrta7R8WZstOp1OzZXCfAkEAggEAgCg5ovyc6N8YbYQEZWvGfOlsHYBivOFtQtRY1kcH4acTW/9QNqVSBL4zFngsy/nMHLjdrWbU1Frs6Wnp0cdcQlsfWyMtQtRY7p16xZMJhOM7sPQ6AxbP4G27VtjBty6dUv9P3qjdVyzdmlenLqfqMathNefQVWvSk3tkkwm1SnJlJ8AigJImbYfgHq91JllG70GEVE1HH78XTj8+Luq3YwNNXK+KBmxWb4AdzKlMGdK5QuzhYiofM2YL2sPnq3NF9YuRI1jLijDo9Vv/UCqiIll4E/+eRp/OXhXtZtSMbs9NsbahagxhUIh6PV62Lyvr3ZTGlZGmPH9kQX4/X709fWhu7u72k2qKNYuzYsj+olqnJyTt35QnfB6vRBCFN1mNBrhcDgghIDD4VBvLwygwjXHPB4PhBBFhY1CCAGv17tHrSciaiyNnC9KRmyUL3q9HkIINV+UbCl8roLZQkS0PS229f9Pr1fl5kth7VIqX1i7EDUOU/drqt2EpjM6l2yoZWF2e2yMtQtRY1L+H6nltP2qvVgS0yd3qcufrN0X1zvWLs2LHf1ENS5dpx0xsVgMIyMjOH/+PEZGRhCLxSBJEgYHB4sCx+PxwGAw4L777iuaxl8JoKGhoXUj+vv7+9HW1lb0espjeWYZEVF5GjlflOKkVL44nU44nU709/cXnbXc19dXVOAAzBYiop140/091W7CtpXKFgBl54tSu5TKF9YuRI1Fa/Zs/SCquHpdFmYvjo2xdiFqTCaTCYlEApl4sNpNqRl7sSRmRLQVzfRYr3ZzbIy1S+Ph1P1ENW5kMlDtJmzb1NQUhoeHIct3OpHGxsYwODiI3t5euN1uTE5OqgF06tQpjI6OIpFIwOfzIZlMwmg04s1vfjNCoVDRdoQQeOKJJ+ByuYq24fV6GTZERNvQ6Pnidrvh9/thNBqRTCbVfBkaGkJXVxdGR0eLttPW1oaHH34Y2WyW2UJEtENarcDgYXe1m7EtW2VLufly+vRpaLXaog4a1i5EjScn1+fJsvWuHpeF2ctjY6xdiBpPOBxGIpGAUWeudlNqxl4siZnTmDAyHcXrhlqL9qv1pBLHxli7NBZ29BPVuGAkheExf90cMIvFYuuCBgBkWcbw8DDcbjckScKxY8eK7u/p6SkZILFYbMNgWbsNIiIqXzPkS2GGnDx5sihDNsodIiLauWxWbshsKTdfWLsQNYFk40whX09sZm21m7At+3lsjIgag06nQyqVgr13qNpNaXyuuxAKzdbl1P2VPDbG2qVxsKOfqA48fXa6bg6WTU5Obng2nCzLmJycLBkUpQqczW4nIqLda/R82SxDmC9ERHuj0bMFYO1C1MysiVsAHql2M5rOQNvWj6klzBci2q5MJgOTyQStbv366FRZgZgWQVGfSyRU8tgYs6VxaKrdACLa2vMX5xCO1cfaMcp6lju9n4iI9o8vEK92E8rGfCEiqg9fPzfN2oWIGlZW76x2E5rSP31vsdpN2BbmCxFtl9FoRDqdrtvp5OtJQjZgenoay8vL1W7KtjFfqBR29BPVgWA0hV//2MvVbkZZtpo6jFOLERHVju+P+OqmM4b5QkRUHxKpLH7yfd+si3xhthDRdqVtA9VuQlOa8qcxPFY/yyYwX4hou3K5HAwGA1Kh2Wo3peHloMHY2Bj+/u//HqOjo9VuzrYwX6gUdvQT1Ynhm8t1UdR4vd4N17cRQsDr9e5zi4iIaCPprIxf+ZPvVbsZZWG+EBHVj3A8XRf5wmwhou2SuQpqkcWRZ3HrzEdx68xHEZi8AADwFdwWnh+p2Gv93TeuVGxbe435QkQ7IYTA7Nm/qnYzGl4uk8LKygp8Ph8+85nP1FVnP/OFSmFHP1Edefefn635kTGSJGFwcHBd4AghMDQ0xLPKiIhqzPWpIF68ulDtZmyJ+UJEVF+uTwVr/kRlZgsRbZeQa/uYzH4LzVzGwrVnsHDtGcT8t/O3zV5Rb4sHZir2WtdGJ7C0tFSx7e0l5gsR7UQ6nUZ0YQSynKt2UxpaNhVDPB5XO/uffvrpupnynvlCpfA0VKI6Eoqm8Z5PnMNH3vVQtZuyqd7eXrjdbkxOTiIWi0GSJPVsspGRkaLbthM+sVhs3TYZXkREu/fBz17EV37vjdVuxpb2Il+YLUREe+fps9MYPOyudjM2xdqFiLZDSo4jh5PVbkbNOPz4u3D48Xfty2ul4wF8/vOfx4/8yI+gt7d3X15zN1i7ENF2uN1uJJNJxONx5NJJaA3majepYWkNEnK5HNLpNJaXl3H58mW8/PLLeP3rX1/tppWlVL60trZiaWkJ58+fZ+3ShNjRT1RhiyPPIrI6NVl4IT/ti2/kWUTmrwMAPMceg63j2I63/8roEobH/DV/wEySJBw7dufvnJqawvDwMGRZVm8bGxvD4OBgWQXabp9PREQbWwom8eKVBTx4sr3aTdlSJfOF2UJEtLeWAvUzMoa1CxGVI+e/AvQ8CWh4SHW/6UIjCIf7MDw8DLfbXRcdEKxdiKhcsizD5XIhkUggtjyxq/4D2pxGZ4Rer0cwGIQsy+ju7sa5c+fwwAMP1EW2AMX5MjU1hZdeeom1SxPj1P1EFbYf05Y9fXZ619vYT7FYbF1YAPn/wAwPD285Nc5un09ERFv74OeGq92EbdtNPjBbiIj2XioWqHYTto21CxFtRqvVApNPVbsZTSeXimBp/CIuX76MxcVFTE5OVrtJ28bahYg2o9FoIEkS7HY7Fi/+Q7Wb09iEFrIsIx6PIxAIYGZmRh3VX29YuxDAjn6iijv8+Lvw4H/68oaXtmOP7/o1xufDFWjp/pmcnFwXFgpZlrcs0Hb7fCIi2tpSMFHzaymvtZt8YLYQEe09c2ys7g4OsXYhos1YrVbEZy9Azqar3ZSmkp7+DrRaLeLxOG7cuAG/v77qFoC1CxFtLp1OIxKJIJ1OQxObQWyZ3+u9koosIZPJQAgBq9Wq5su5c+dYu2zz+VQb2NFPVIeCkVS1m7At5Zw5tpf3ExFReepxxpid3s9sIWpskrxS7SY0PWNqHqbsUt0dHGLtQkSbsdvtOHToEOTweLWb0lSEyQ2bzQatVotAIIBgMFjtJm0baxci2kxHRwecTickSYLRaMT0s7+PXC5b7WY1pLj/JgwGA3Q6HfR6PZxOJ7RaLaLRKGuXbd5PtYEd/UR1yGk1VLsJ27LV2jZ7fT8R1TarJgqg9NmjtL9WwslqN2FbdpMPzBaixnbKOQO7tr5mwWokmmwMnsh3YLFY6u7gEGsXItpMS0sLjh8/Dq9xttpNaSoGyamOOMxkMnA4HFVu0faxdiGizXR2duLQoUM4fPgwXC4XsqkoRp/+vWo3qyFFJ1+CwWCAxWKBxWKBJEkQQrB22cH9VBvY0U9Uhw502KrdhG3xer0QQpS8TwgBr9e7p88notp20nYbkiZR7WYQgBabsdpN2Jbd5AOzhajxWXXxajehaRmzfnS2uWCz2eru4BBrFyIqR6spDq3MGma/5FIRZLNZCCHQ398Pt9td7SZtG2sXItqKXq9HKpVCe3s7jEYjQtMXEJq/Xu1mNZRsOoaEfwzZbBZarRZAfj/a3t7O2mUHz6fawI5+ojr0pvt7qt2EbZEkCYODg+tCQwiBoaGhss4c283ziaj2CY7orwnNlC/MFqLG12Gov/V7G4XZLMHhcMDj8dTdwSHWLkS0FSEEBgcH4Ymdq3ZTmkZy/hXY7Xb09/djYGCg7rIFYO1CRFtzOp2wWq0IhULQaDTQ6XQYeep3EPXX13TytSzuG4Msy9Dr9Ugmk7Db7ejr62Ptwnypa7pqN4CItufegVYMHq6/M5d7e3vhdrsxOTmJWCwGSZLg9XrVsIjFYhveV87ziah+eTweTMVNiHLgZVU1Y74wW4gal8PhQN8BOy5dk5HJlR6hQHtHo9Hi4MGDeO1rX1uX+1TWLkS0EY/Hg1OnTsFoNMKaewGZmA86yVPtZjW0VHAK4blXoek8jaNHj9ZttgCsXYhoYx6PB4ODg4jH47h586ba8ZpNRXHp738Zd//kH8PadrjKrax/mdgyNJr8+OdwOIx4PA4hBGsX5ktdY0c/UR0xG7T4vXe+ptrN2DFJknDs2LF1t09NTWF4eFhdbw0AxsbGMDg4iN7e3i2fT0T1raOjA5ZZDVbY0V81zZwvzBaixuT1etHT04O2KRmzwWq3pvk4nQ789E8/UdcHh1i7EFEpHR0dMBrzy121tLRA8/2/hnzqVyE02iq3rDHJ2QyiFz8Bp9OJdDqNe+65Bz099TUL2VqsXYioFCVfurq6YLfbsby8DLPZjHQ6jVwuh2tfeR+OPvluOHoGq93UuhadPguz2QyTyQSLxYJkMgmXy4WHHnqorvOFtUtz49T9RHUknsri1myo2s2oqFgsti5sAECWZQwPDyMWi1WpZUS0n1qt1W5Bc2O+EFGjarNVuwVNKtOY+1hmCxEVcjqdaLFLmPnG+5DNpKrdnIYkIuO469hhHDp0CB0dHfje977XkPta5gsRKWw2Gw4dOqSeMKucXJZNRXHtK+/D5EufrWbz6lp8cQSa2AwkSUJnZycOHTqEI0eOwGq1YnR0tOH2tcyW5sGOfqI68/TZ6Wo3oaImJyeLwiaZTGJ6eho3b97E1NQUrl+/XsXWEdF+sNvtONXLETDVxnwhokbi9XrhcrmYL1XSawlgcrLx1hJlthCRki9arRanTp1CKBSC1ZDFjc//AnLs7K84vUhBq9VCCAGHw4FkMsl8IaKGZLfbodVqMTAwAIvFAovFApPJBJ1OB4PBoD5u5vw/IDh7rYotrU/R+asIXPg0jEYjLBYLjEZjUbbIstxw+bI2W4A7+TI2NoYzZ86ws79BcOp+KttrjzqQEIBkAC42Vl9AXVkJJ6vdhIoqDBOfz4fx8fGiAHr++efR2tpaNJUMETWWUCgEr9cJnQbI5KrdmubFfCGiRmI2m7GysoJuhwyrEYg01i6uprXoQuhxoiEPGjFbiEjJF1mWsbi4iPb2diwsLMBoNOL6l/4bBn70D6HVm6rdzIZhz0xCCIH29nbo9XoYjUbmCxE1pFAoBKfTiVgsBiGE2gmdyWSQy+WQzWaRy+UgyzKuf/V/chr/bYgtT2LhhQ/nl0KQNWpnf2G2AI1Xv6z9e9bmy+joKHK53Lpp/Kn+cEQ/le1uTwg/clcKdztn4DRwIeVqabEZq92EilKmIUomk+sKGSA/PRGnkiFqbKlUCtPT07DrmS3VxHwhokZy/fp1JBIJTE9PY8g9V+3mNA0p50N36mXY7XZ1P9xImC1EVJgvY2NjcLvdOHLkCAwGA4wigVf/7ueRzaSr3cyGoI1No92SgtVqRTQaxdLSEvOF+ULUsJRjYzdv3oRWq0VnZye6u7vR0tICq9UKSZKg0+XH7SrT+I987feRy+5N5shyDlHfbSxcfQZXvvAbuPLF38TC1WcQmr2KZNi3bj9Vy3KhSdjtdphMJjgcDhw4cABOp7MoWwA0XL4U/j2l8sVoNHIa/wbBjn4q2/LyMi5duoTZ2VlIIlzt5jStN93fU+0mVJTX64UQAj7f+v8gCCHg8XgacuocIrrj+vXrmJ2dhQnMlmpivhBRIymsXYyJaVhlf7Wb1NhyaUhzT8HpexpmgwbXr1+HRtN4hxuYLURUmC+xWAyhUAg6nQ4ejwdWqxUulwsjX/jVuuoAqUXa2DSsS9/AzMwMAoEAIpEIDAYD84X5QtSwlGNjfr8fsVgM2WwWFosFfX19cLvdaGlpgRBC7ewHgJVbL+Llj/8kbn3740iEfJBz2Yq0JZMI4/zf/AIuff5Xcev5jyI8/yrCc9dw6/mP4uqX3oPzf/PzuPJP766brHPkpnH48GEcOXIEnZ2d8Pv9ar4o2bK0tASv11vtplaUki0A1uWLki0AmC8NoPH+Z0R7ZmZmRt0ZdBh4oKwaDriBI13majejoiRJwuDgIJLJ4vlUhRDo7+9v2KlziGg9Zkv13HO4BYOH3dVuRkUxX4iaW2HtAgCnbGMwpuer2KLGZp75CvTxKfX3/v5+jI6ONtw+ltlCRIX54nA4IISAJElwuVzo6+tDR0cHTJoUrv3jLyOb4box2yXnMmgPfQPH9ReRS+U7umKxGFpaWuBwOJgvDfZ3E1FpDocDFosFBoMB3d3dOH78OFwuF6xWq9rZr3TgAsDCla/iwmd+Hi997G3qyPvo0m1kEhFkklFkEhFEl9aPzl++9RJCs9eQCC0iFV1GbGUat57/M5z71L9BKuLbtI2Rxes49xc/i2RsZa/fjl2JLd1EcOYK2tvb4XA44HA4iu5XMr3w/WwUSrYIIYryZW22AMyXeqfb+iFE67XoI2jRhbCSsVe7KU3lgT5gcnISx44dq3ZTKqq3txePPPIIXnrpJSSTSRiNRng8nqKwabSpc4hoPWZLdRxwAf/hMVe1m7EnmC9EpDAbNLjbdAVjwSkErK+pdnMaiiaXhEdKwmRqh9lshiRJsNls6sgQ1i5E1Kj0ej3a2tqwuLgIm80Gg8GA++67D06nE+Pj45j48i9D3/06dN/3r6HRGard3LoQnf4+wvFX0X3sGDo7O5FIJGAymSCEwNGjR2G325kvRNTwCvOls7MTvb29sFqtsNvtuHnzJlZWVpBKpZDL5ZDL5YqeG567hvDctS1fo9RjhBBbjtIXQqid4tlUFOf/8h2wdZ5A27E3oKXvPujNjk2fv58yqThuPvO70Gty0Ol0eM1rXgONRgODwaDmSyaTUfOlUbPF7XZDo9FgdHS0ZLYAzJd6x45+2rG7rWO4HDnMDpl9NLoA/GCDnl119OjRdSOvFEKIhps6h4hKY7bsLW3kNjS5OLQGK6xmDe7tM+L00TYg27ijjZgvRKRwOBwYtGQwJjKYCbIUrpjkCoLBIDKZDOx2O3Q6HXw+H3p6ehp2ZAizhYgUDocDkiQhGAzi0KFDsFgs6OjowJUrV/DKK69gafFlXP+Hb0Hn7Efb3T8Oe8+pio0ajCyOIeafgM5kVTtndCYbdCY7MokQcpkkrO3HoDPUz8yQyzeeg7NNj9HRUQCAVqtV8yUUCqnrKDNfiKjRKaP6T548CafTCY1Gg46ODrhcLly+fBl+vx+pVArZbBbZbBYajQapVKqsbRfmkCzL6u+FHf1Kh/7a6d6FENBqtepzs9ksogsjuL0wgpvP5eDwnsbAE/8NOqOlUm/FjmRSMVz4m3dCizS0JhOCwSCmpqbUNpfKl0bNFkmS8OijjyKXyzFfGhSPblDZuru7kU6n1Z2BXpPFvY5RmFqPYFn0Yng8hmgiU+VWNrZoqnHPrlKmkhkeHl73H4ihoaGG/buJqNjabLk6nUAwUl6hQlvLZjPAxL8gB0B2OmHqfR2AtobexzJfiJrT2toFyH/vBwYG8FOnj+IjTy/h+lSwii1sHDmtGZFIBJFIBMlkEnfddZc6NWSj7mOZLUTNq1S+GAwG3H///XjwwQfh9Xrx/PPPY3h4GO3t7TAajUin05ibm4PvpY9g2SCh85HfgMnZta3XzWUySCcCSIUXEQ/MYGn0OYRmr0GW5aI163O5HDQaDTQajTq9c+vB+9F23ztgsNT2LF7h2SuILV7HTLoFHR0d6t+l5Et3d7f62EbdzzJfiEih1C6nT5/GsWPHcP/99+PjH/84AKCtrQ0OhwNLS0sIh8Nqp7VWq0U8Ht9y21qtFlqttmTHryzL6kWr1aod44UnAyj7Z61Wi1QqBSEEstksACA4eR7n/uJnYOs8gWNv/q2qdPjHVqZx5Z9+HcgmIGu1EEIgHA5jYmICLtedLFybL428j2W+NDZ29FPZXC4X2tvb4fP5iqaQMplMeOyx+/EfP/QSxmYj1W5mQ7MY0dBnVylTyUxOTiIWi0GSJHi9XgYNUYM7evQoTCZTyWyRJAnPv3IL7/v0RaRl/rdl9+6ctR0IBBAIBJrizF3mC1Hz2ax2OXakH//3SD/e8fvPY9qfrnZT61/BgaJAIIClpSUcOHCg4fOF2ULUnDbLF6/Xi1gshgsXLiCRSKid7pIkwe12IxqNwmg0YuJr70XW3AX34R+EuaUHRkdXftS9EABWp0QWGuSyGcSWbmH23GcRXbwOvV4PnU6HTCaDbDarrtGsTqG8epsyUlHppPHfPoelW2dhbj2C/sf/Pxikluq+iSXE/Lcx9e0/gZBlJJNJmEymopGpSu0CNP7IQ+YLUXPa6NiYki1TU1NYWlpSR51LkoT29nYIIZBKpaDT6ZBOp9WcKEU5EUy5nsvlIISA2WyGLMvIZDIQQqi36/V6AFBPcFM6+ZUZBAq3s/aEgfDcNZz/m3fi6JPvhqNncK/etnUii2O4/I//VZ15wGg0Qq/XQ5ZlpNNpNSMVPDbGfGkEPGJOZTt69CgSiQR6enrU25Qzfr57cYKd/PvgbY8MNPyOV5KkhlsLh4g2ZzAYSmaLJEmYmprCxe/+M9r938eM862QNcZNtkTblU6nm+bMXeYLUXPZrHbx+/0YHh7Ga5y34Zs3IqnvqGJL659I+ot+DwQCaGtra4p8YbYQNZ+t8uULX/gCLl26BFmWYbfb1U6Fzs5OhEIhRKNRZLNZxBavI7owUrIzpnC6ZI1Go3ZIaDQaWK1WZLNZJJNJJBIJaLVamM1mGAwGZLNZhEIhAIDRaEQul0Mmk1FfIzV7FZf+7pcw8ORvwt51ch/erfJEfTcx8fXfyf+dq2sna7VaOJ1OtXMfyNcuzTLykPlC1Hw2Ojam1C43b97E3NwcbDabOmW/2+1Ge3s7Ll++jHg8rnbkK53vaxWO1C+k0+lgMBjUbFFe32KxoKWlBYuLi4jFYtDpdGqnvizLiMfj66b7L+zwz6aiuPaV98HWeQKegUdhsLhh8RyGweLcg3cQCE4P4/rX/gBAPjONRiMkSUIul4PBYIDFYoHRaFyXvTw2RvWOHf1Uts7OTvT396874wcAvvSZ81VuXeNz2414w4PcCRNR43nggQdgtVrXnU0ai8UwPDyM+fl5iFwKXStfxqL9caT17mo3uW4ZjQaYVg8Otre34/Tp00WFJBFRo9isdnn22WchyzKWfbNoC95CXN+JZetrkdM2/oGdvWAKXoSzrQ2xWAzZbBanTp3Cm970pqY4UEZEzWerfJmfn1c7ObRaLdra2pDNZuF0OjE3N4fZ2VkAKBoRuVFnjDJyUhmJqGxXGbVvs9kgSRK0Wi16enoQDoeRyWTUDv5cLlfUISPLMuRUDFe/9F7YOk+g+/RPwt59Elpd9U6mDs5ew8SzfwSdAKxWKzQaDVpa8jMOSJIEg8GAeDwOh8MBr9eLxx57jPlCRA2p1LEx4E7touTL2myJRCKQJEmdSUbJj7WUTnglSzQaDXQ6nTqFv1arhU6ng9lsRi6Xg8ViQU9PDzQaDVKpFDQajXryWDabVbNLGf1fuO21wnPXEJ67pv7u6D2NgTe+GzqDaVfvWS6TQsR3E/HlSfiuP4fw/KvqfcoJD7Iso7W1FQaDAWazGXq9Hi6XS61deGyMGgE7+mlbSp3xMzIygmiySg1qIu/52aFqN4GIaE+YzeaSZ5NOTk4WFQkaOY2O4NeQ1HkQNfUjauwHBP8rsx1mfQ4H+vrgcDhgMBhw/PjxajeJiGjPbFS7rD0AZU7PoXvli0jqPEjbjiKe1SIGJzQG6342ty7pk/PwSElYrS1oa2uD0+nEW97yFnbCEFFDKzdfFNrV9YFjsRi0Wq3aQaJc1lJG8gP5Tn1ln6p0xJjNZkiShL6+PkiSpP5+48YNWK1WdVSnLMtqp4+ydrIiPHcNI//y3wEAts4T6Br6MVjbjkBrsECj1UOsvv5eySQiuPnshxCZvQSbzYaOjh7YbDaYzWa4XC7odDpYrVbo9Xq1dnn44YeZL0TUsEodGysnW4B8VsTjcXW/v3afD2DdCQAGgwFOpxMrKyvqiH5lCv/e3l51Knufz4dAIIB0Oo1kMll0AhkA9bWUbW/U3kLBqfM498l/BVvnCfQ//Iswt/Ss5o4oeZLCWul4CDe++b8RnLqg3qZ07CtL11gsFtjtdvT29sJkMkEIAYfDoeZLW1sbj41Rw+DRcdq1WCwGi6HarWhs9xxuwYMn26vdDCKifaWsO9bR0YHbt28jk8msTnW5Ap32JrSdP4asubPKrawvh5xxOPWtEELg4MGDOHr0aLWbRES0r5RsAUrni1i6AYvBgJFXXkHbD/4GJHfftrafjiwg7h+D0doOo6UFmlwCkiaOdocGWYMb4XgG4eUFBMdfQCgUhvs174TOaKvwX7k/DMk5tEW/i76+Puj1emYLETW1tbWL0rmuTNXv9/uxtLSkdqYoU/qvneYYgLqusMFgUEfvGwwGCCGg0+nUWQWMRiOGhoag1+sxOjqKV199VZ2SWKvVQq/XIxwOF422VE4AKHzN8Nw1XC8YaQkAd//Uh2D1HKzoeyTLMpZvvoDl699AcvkmjEYjTp48iePHj6uzE9y4cQMA1GxR3g/mCxE1o81rlywCgQAMBgPC4TDMZjNisZg6G0ypE8mEEDCZTNDp8t2C2WwWRqMRWq0WWq0W7e3t6O3tRV9fH1pbW+Hz+bC4uKj+X99gMECv1yMWiyGRSKhLzQB3ZqrZjvDcNVz6h3cV3aZM829u6YHB6oFGb4JGq0MunUBk8QZmL3yxaOQ+kF+uRunoN5lM6OvrQ19fHywWCyRJYr5Qw2NHP+2aJEk42QVcnK52SxrTyQM2/P4vvrbazSAi2nfKaI3u7m5IkoSxsbGiA1Kx5UkYu9nRX64OSwKHOowwGu3weDx47WtfyxExRNR0Cvd7pfIlm81iZWUFADBz5g/R8dAvwdZ5YtNt5rIZhKfOYfn6N5FauaWuBel0OnHvvfdCkiR0tHfAbo8gHA5jNDqGa1k/MrkwIi//LxiP/WuY22p/FIkOKVh0SVi0cdjSE9BrFtB393FIkgSj0chsIaKmVli7tLe349atW0Xry4dCIYTDYbUDRhlxmM1m1Y6RwrWVtVqt2lFTOGIzl8vBaDSqoy3j8ThyuRxcLhc6OzsRi8Wg1+uRyWTUUZrKDAJGo7FolL/ymoUnAgD5jo+Rf/5tHPmhd8PRc6oi74+cy2Lky++GPhOAQa9Hu9eL06dPo7u7W+1wAoD+/n64XC60tbUhmUwyX4ioqW2ndjGZTIhGo2qOpNPpon29shSMcsJXNptFJBJRO/qNRiPsdjvcbjecTickSYLL5UJXVxcCgYC6LMzKyoo6zX86nYbRaIQQQs2awmn8157MppwYsJ1p/jejdOwr9UhLSwuOHz+Oxx57DLOzs0WvwXyhRsaOfto1r9cL79gYDrhymFiudmvqn8uqQ49LB6fNiB9/5AgeuKur2k0iIqoKr9eLsbExAIDNZkNbW5t61nI6nUZ68SKM3Q9U5LVymSQ0VVybcq8dbtfhV3/0LiB7WF3rjYUMETUjJVuUgz5r80Wv12NpaQlarRbJZAzj3/hd6Jz96Dj1o5DcB6DRm6HR6CDLGWQTYayMfgPBm2fUjhqdTqdOs5xMJvHtb38bR44cgVarRSQSwdzcHCRJwtDQEG7duoXZ2VnMfvt/w9B6DB33/xz0kqvK71BpvS3ATw0BPl9o9cBYFwYGHkV3d3fROqLMFiJqVkq+GI1GHD9+HDMzM7BarWrtokyJvLKysm6EvUKn08FisajTLsuyDJ1OByGEOm2/yWTC1NQUwuEwDh06pHaUz83Noa2tDbFYDJFIBMvL+QN0yqhFq9WqnhigdPAUvn7hdY1GA2STuPX134W18xS8D/9HGK3uHb0vsiwjcPM5LF/8W9hNJkgONywWC/r7+/H6178eNpsNPp9P7XQZHBxEZ2cn3G4384WIml65tUvhSVtKp7tycpgyG4zSoQ8AqVRKPfFL6bSXZRkjIyNIJBIwmUwb1i5KB77FYoFWq0U6nUYul0MqlSo6wUDJrrUnkplMJsiyjHQ6jUwms+V7oJykpsyCo+Si0WiEwWBQO/o7OjrgdDoxNDSE7u5udUYC5gs1A3b0065JkoTBwUEk0hfxuRfjmI+a9v5FcxlA05gf39cNduM3fmaw2s0gIqo6JV+eeuop2O12mM1mLC0twe/3I5VKQadLIbAyBn3L4V29TsJ3HfMvfhRdP/BLMLiPVKj11eGSgB88lMaV6RRiKUAyAPf2GfDG1w2sW+uNiKgZKdkyPDwMn8+n5ovf74dGo8Hi4iKsVitSqRT0ej2SySSiCyO48cw19cCZ0WhEa2srksmkuk5lYYdNLpdDIBBAKpWCyWTCzMwM3G43Dh8+DI/Hg2AwiGPHjiEQCMDn86GlpQXB5VFMPf0bsHWegKXnfkBvQSYRgqX7PmgN5qq+Zy4J+MnTANbM/ulyuZgtRESrCvNFlmUcPny4qHZxOp0YHx9XO0EUSmeIsmaw1WpFMplELBZTR/pnMhl1BGY0GkUqlUI6nYZGo0Fvby+6urqQyWQwMzODnp4eTExMwGg0wul0IhgMwmw2w2azIZVKAYDa4a8onMJZ6YQxm81IJpMIzVzExc/8PCztx+AZeBR6swPpRAi+kWcBIdB1z4/D4u6DRmuA0Oqg0eoBCCATQ27uBWiWh+HSatF+/DhyuRy8Xi+y2SyeeOIJNUvXcrvdzBciIpRfuyhT6QPFo+YBQKvVwuFwAIA6zX/hSP9kMolsNotYLAatVou5uTn4/f7Na5dgEFqtFhaLBUajEYFAAFarFcvLy2qnvDJzTSaTgSzL6pI0BkN+DWglx0otMaC0WzlBwWQyIZvNwuPxwGAwQKvVwmw2Q6/Xq9lis9lw6NAh9PX1bfh+Ml+oUTVmTyntu97eXrjdbojc0zg/OouxZRNiKUBORxDMuZHVWir6enI6gtboS7AdegPGVxrrY3xvn6HaTSAiqhm9vb04dSo/XeT8/DwMBgNaW1sRCuVHFI6f/xSsp94Bs2dgR9uPLbyKhZf+DOlEBPPf/RD6Tz4Mx8EfgMPdiVwqioXrz0NuewBJfUcl/6w9YdACbzu+hPHxcRwQMrA6QYF/UkCjubu6jSMiqiFK7fL000/nO/KjUQgh1DUuPR4PZmdnkUqlYDAY1JEmypSWykgY5SBVNptVO/yVESxKhwwAJBIJhMNhRCIRtLS0YG5uDi+++CKMRiP6+/sRjUYRDAYRDAbhtmVgTl3AysIKYoEAlq/9M3rf8H5ojZWtp8pl0AK/+IMCPp8P4+PjRaNxbt68idbWVvT29lalbUREtaYwX9bWLoWd9nq9HtlsVs0XnU6ndmhoNBpIkoRMJqOOkFQ6YJTOd+X3ZDKJ69ev48SJE2hpacErr7wCl8sFj8ejrpUcj8cRiURw6NAh+P1+dbYAZRSmEEJ9LUmS1HWYdTodEokEtFotcrkcogsjiKyuiVw4FfLY4nXo9XrYbDYYDAY4HA6YzWa87W1vg+H4EXz/+0H1ZIb29nY4HA488cQTCAaDWFxcLMoWAJibm1PrPyIiKq92uXbtGjKZDCRJQiQSUfe7yqwuSke7MjNMJpNBJpNBMplUO8uVTvlUKlV27eLxeNDb24uFhQWMj4/DbrcjFoup20smk+qMZ7Isq53zoVAIWq1WXZqm1FT+Si5KkgSLxQKTyYQTJ07gda97HW7evImFhQUAULPl4MGD+IEf+AFcv36d+UJNp7F6SKmqJEnCXXfdBVm+Au2lS5BNMubm5mCOJDDj+klAaLbeSJky4Vmkg7fg8H8DLYYfwErGXrFt7yWNAHKll58BABxwAcnlm4jFDnDaGCKiVW63Gx6PB3Nzc3C73ZibmwOQn76rtcWG2Zc/Alh74TjyQzA4ugEA6eAMYgtXobN3w2xzQ2RjyIZmkTG2QugtSMcDCNz8LtKB28hms9BoNDAYDIj5RtFuTcMuewAAkewikuP/CL2lByn7CWQkL3KafZi5ZpusZh3e/6+9eOYr31+3/ll/fz9GR0fR09PDbCEiWnWndpFx6dIldY1JAHA6nejq6sLY2BhMJpM6ulIZzQ/kD0YZDAYYjUb1QJmynnImk1FH0SizAkQiEdy+fRuBQACZTAZ+v1/t2LHb7XA4HHC73QiFQkgkErDb7dBqtdCHQvA9+16Yeh6C+cDroLd4VkdL7sN7ZNTgd36mD/MT19d18vf398NoNGJ4eBhut5v5QkS0SpIkHDx4UN0/KrWLVquF0+lEIBBAOByG0WiETqdTO1mUzn+NRgMhhDq1sDK1sjITgJI3BoMB0WgUkUgE3/3udwHk66Pl5WW1U8Vut8PlcsFgMCCdTsPtdmN5eVnt+InH44jH4+poSmWaZ6UtOp0OBoMBqVRKbUthFihZp/yUJAkmkwmPPPIIfuEXfgFLS0u45557cPXqVYTDYdhsNtx3330YGhrC9PQ0zp49y9qFiKgMW9UunZ2dmJmZQTqdVk8Wy2QyMJvzM4OlUim4XC7o9frVJcrys6lotVpks1m1Y17pkN9u7eJ2u5FOpxEKhRCJRBCJRBCPx6HT6aDX65FIJKDX69XtGwwGCCGQSCSQy+XWjepXRvprNBpotVrYbDYcP34cv/EbvwGDwQC/34+FhQUEg0GEw2G0trbi+PHj6O7uhizLzBdqOuzop4ryer147rnn1B2pXq+HRg5DGv9rRA/8WwiNtiKvE7v9HIyGKOLxOLrxMiKpu5A21c5a9m67EXZJh9mlKLKZNPQijeOeGF47YMe/vGrAhH/9cw64gLfdkz9oODk5uSfTyMRiMUxOTtbEOjS11BYiqm2lskVhs9nQ398Pn8+H8PCn1QJBOfNXF7kGWadDNpeDxWJBJnwVs7Oz6npmhWcQKwfYlKnPIpEIkskkHA4HrFYZMzNfx2GvF8LmxXjICugkpGIBpA0dgGlv11TWCOB3fu5enLu+hPMjc1hYjkOWc2q+vP6kA6mwD6dOnSpag8zj8ajrme1VtgC1tU+vpbYQUW3bLF9MJhP6+/vVqS1NJhNSqZQ6/bHdblc7Z5RpKcPhsDo6UzlQpky3HIlEYLVa4fP5kMlkVrPFipmZGbS3t6O1tRUA4Pf7YbFYsLi4iO7ubnUUTcL3Clamv4dkBmh74D/C3LZ+fy7LOYhtnlxt1As8droHIxPL62qXR++yY2V+HJIkobOzc122KH8naxcioo0VZoter4fT6YTT6UQsFkMqlYLRaFRH0Le0tKgnAxgMBpjNZhgMBiwtLakzAhRmVjabVTtTimuXO/nicDgwMzMDk8mEQCAAu90OSZKwtLQEg8EAm82mjqxUpkaORCLq62WzWXWkfzAYVF+/cHSoEAJarRYtLS3o6urCwMAA4vE4jh07Bo1Gg6tXr6odP+fOncPc3BxcLhdrlxprCxHVts1qF6fTCUmS4PP51BH1hcfGzGazejKXy+WCEALLy8tqB3thp7hOp9tR7eJ2u9UTC0wmE6LRfN+NRqNRayZlxgDleJzdbldn7Cxsh5IrAODxeNDW1oYHH3wQLS0t6O3tRSwWw8svv4ybN28iEokgkUggGAzi1q1bzJcaagftH3b0U0VJkoSOjg5cunRJPassm81CL8ehe/WjSB98OzTm1s03IsvAaqdLKYmlG0gHbiPjcuHWrVswmUyQE8NwdhxHyPV65LSb7LQycUC392tc+kNJvMYzg+zVr6sBtbQkcG65HU8MDuKmOYWlbDsSWS0sBuBkN9DbcudvjsViFW/T1NSUulacYmxsDIODg/s+3Wa5bWEoERGQz5YDBw5gYmICwWAQ8Xgc4XAYkiShvb0dExMT6jSRwWBQnfLSZrOpZyV3dnaqRYayfpky8lLprDAYDOp6yzdu3FCnu7Tb7YjH4+jp6ckXUok5uCLLamGkgw7xjjcBtgN78vfrNMCvPCbw4PEW9NqimHv5aWiWFory5dvL7WhpacHJkyfR09NTcjt7kS0A84WI6tdm+dLS0lI0pXIsFoPBYFBngMnlcujr64NWq0UoFILNZlOn71eeo4xWAfJTNd++fVsdwelyuYqyRa/XY2lpCbIsI5FIwOFwIBKJIBwOw2AwIJFIIJFIIB6PY/bbfwx7110wd90H6CQkYwH4rj8HObaI/h96L0wt3rL+/g478DP3A6fusuC5+Fk8d/W5omz5znI7BgcHEQqF0NPTo+blWqxd8pgtRKSQZRldXV0YHh4uyhZlVCKQzyCl412jyZ+k5XQ6odVqcejQIbV2SafT6qh6AOroyEwmo3akbFa7KCPxE4kEstksjEYjYrGYOjW/0uGijMpXpvbPZrNIpVJFWWixWJBOp9W2AFA7kgwGA9rb2/HGN75R/duXl5fxqU99CgsLd2qX27dvo72dtct22sJ8ISKg8sfGlBPElBO2Cmcv203totROSobpdDrYbDbEYjFks1mk0+miLDEajTAajYjH48hkMkUzxSgnCDzyyCPo6+tTc/Xy5cv49re/reaLEAJtbW2Ym5uDRqNp6nxhtjQndvTTtmy1A5iamsL8/DwcDgeWlpYQCAQQi8VgtVqRSi1j+eU/htkzAEP7PchpTJCR79fXagUsBgFrahz6bADz5geRldbvADMrN5G49hlotVosLS2hra0N8XgcNpsNwZkr0PsnkPW+peRzEZ6AZuLLSGkdSFsHYGi7G1qjdc/eq7NjMVgKdqiyLGNhYQE3btxAe3s7eozzGwZOpXeqsVhs3Q5eadN+T7dZ2JZkMll0dl0ymVTbUivhSET7Y6t8MZvNRWt36XQ6rKysQAiBcDisHhwzm83qlJepVApWq1UtDLLZLAwGA7xeL4QQCIVCMBqNcDgc0Gg0SCQSake/sh1l/UtZlrG8vIzjx4+rB9aU9SfHxsaQGfkbRNAC08EnYXIfqtj7opHT+IWHZBh1Rly/fr2okFEo+RKNRtHS0oKDBw+W3NZe7OeZL0RU68rNl3Q6jUgkAgDqAbNoNAqTyaSOtlRGN4ZCIRw9elQdZZLNZmG1WtUpmAtHYiod/8rISaPRqI6OMRgM0Ov1OH78uDpFsxACnZ2dmJycxPT0tLq9aDSqrqOZHwV6AYbZq0ilUojH4+qomOtffjesHcfhueuHYWrphSwLxJfHEZoZhuTuh8nqgs2swVFPGm++9xSQBZ5++mmMjIyUzBaldvH5fKxdmC1EtGqrbAkGg5idnYXD4VAHwczNzaGrqwupVAqBQACSJMHpdKrTFgNQO1EKa5fOzk7kcjlEIhHkcjl1dH02m4UsywiFQtuuXZQ1npPJJOLxuNrhr+SdMmVyOp1GLpdDPB7Pz9i5OoVy4axoys94PA4A6ijPRCKBv//7v2ftUkZbmC9EpNhp7WK32xGNRss+NiZJErq6urC8vKzu/zerXZaXl2G1WhEKhdDX16eO0ne73RvWLrIsq3VKPB5Xl5FJp9PqCWbKydQmkwk6nU6taQCog3MSiQRmWvtGIgABAABJREFUZmYwMDAAAPjWt76FZDJZlC+yLGNxcRGSJCEYDDZtvjBbmhc7+qlsc3NzuH37dskdgNvtxvXr1/H888+rnSeRSEQ9WzmbzarTyUg5PzJTX0N6taDQarXI5XLovesuaDQayLIM6/xTSOnbkJAOQ9ZJyCZCMCduwZFdQtuBboyPj8PlcsFut8NisSCZTCKdTiMQmIIj/lm0HbwXGftR5DRm2M1aaIKvYnzsO4jG41hauo5I5Fl4H/0vsHQN7dn7lc6tXztTlmUEAgG0t7erU9KsJYSA11veKJxyTU5Orguawjbt5ZQ1G7XF5/MVrfUJQJ2+7YEHHqiJcCSi/VFOvpw7dw7BYBAA1I54vV6PhYUFmM3moqmSlf1rKpWCwWCA0+kEALVYkCQJra2t8Hg8MJvN6uvmcjkEAgG0tLSo+RIIBDAxMQGHwwGtVouFhQW4XC4cPXoUFosFfr8fkUgEgUAAkcht5G5+H4ff9qfQGiwVeW/Si5dwYwS47777cOvWLczPz5fcnytnMM/Pz5csZvYiWwDmCxHVto0OYAwMDCCXy8Hv9+PSpUsIBoNFtUsmk8H8/DzMZrM6elHJF2XUi7KupDJ1scVigUajgdvthsfjgVarVQ+mjY+Pw2AwwOVywe12F9QuATgcDiwsLKjrXHZ2diKRSODWrVsF+RJRD7opB+fi8ThkWVY7XZT7crkcIvOvIjB9WZ2CWTmQFlydurOjowO+w4cxc8gNg8GA+fl5tSOqEGsXZgsRrVdu7aKMdIxEIrDZbDCbzYhGo2pmWK1WLCwsqB3kWq0WqVQKGo2maMpiSZLgcrngcrkQi8XUUf+7qV2CwSAymQyi0ajagS/LstrhoixJo0zzrGRQJpNRR2cqJwMonf6ZTAY3btzA5cuXcd9998Hn82Fubo61yxZtYb4QkaLcfJmenlb7VJTaZWxsDB6PRx1Fv9WxMaV2MRqNyGQysNvtG9YuSj4p+bK8vAy3241MJoODBw/CYrGUrF2Ukf+ZTKaodhFCQK/XQ5ZlZDIZ5HI5hEIhdcYaJSOUqf5jsRiuXbuGgYEBdSbOtSeRAfl9YzAYhMPhaNp8YbY0L3b0U9muX7++bkcoyzK++c1vwm63Y3FxEX6/H+l0GtPT05BlWd0pKMEzODgIv9+f78xfXf84Go0CyO+I+vv7kclkYLFYYEEUyehZpFIpHD58GLmcFem0EdFoFG94wxvUzo5sNotAIKBOJaPT6eB1CRw6lMX8/BhOnjyJp56aRCaTUcMmm80iHQ/s6ful16w/WAZAPYg2ODiont2mEEJgaGhoT0bF7Ob+SorFYkgmk+vCBrgTKE6nsybCkYj2Rzn5Eg6HAQBXr16Fw+GAJEnQ6XQwmUxwu90IhUJIp9PqemBGYz4vlP1bKBSCyWRSR6C0tLTAarXC6/UiGAzC5/Opa2JOTU2p+aKsc6nVamE2m9Hd3Y3Tp0/j+vXrMBgMmJmZUQsPpYia+eb/QPcbfrsinf2ZxYu4Jgy4++671dEyG5FlGX19fWrHk2KvsgVgvhBR7YrH4+sOlAHA4uIizp49q67bODc3t652UaYnbm1tVUeRKFNLKgen1tYuQD57UqkUTp06BbPZjGAwiKWlJdx///3q+selape2tjZ0dnbCbrfDZDIhmUyWzBflOcpoGGUKZpPJpI6WMZlMakdRIpFQ26xQOmYCgQCmpqbUUfqFa3wWYu3CbCGiYrupXex2O9xuN9LpNCYmJtROF6V2Ae4cGyusXZxOp5ovuVxu17WLMjuMMihH6fTJZDJqZgghYLFYEIvFkE6nodfrkcvl1Kn+lecq+z8lX65du4a7774byWRyw2xR3jPWLswXIrqjnHxZXl5GMBhUTxguPDbW0tICr9eLqampomnxNzo2ZjQaEQwGceDAARw4cKBk7QKgKF+U2qWrqwvHjh3b9NiYXq9XTx5LJpPrapdMJqPOUKMsP6OcRK387cpxsMLaZaPlxACoedXT09OU+cJsaV7s6KddSSaTuH37Njo7O9WdeDAYVKeHsdvt6k45k8kgHA7DZrOpxczy8jJu376tTtsSCARgsVhw6NAhmEwmLC4u4uDBg7BarQiHw4hGo7DZbAiHw0ilUlheXlaLISB/QkF3dzeOHz+Onp4e2Gw2zM7OIhwOIxwOq+tm6vV6xKbOwnno0T17bzqNfsyEw8hkMmrRpIzsMRqNeOCBBwBgX9ZC2Wqb+3mWliRJ8Pl8SKVSCAaDagA7HA71vbl165a6nmkp+1l8EVF1lMoXWZbVM5SVEf3ZbBY+nw96vR5dXV0wm81YWVlRR8fIsoxoNAqLxQKz2ayOpHQ4HOjs7ITBYEAkEkFnZ6e6XqXL5SrKF+VA2fHjx3H48GHY7XZ0dXXhlVdegV6vRyQSQSqVgizn12LOxJeROPv7SDmG4Dj+I9Do1hchspyDEJp1txdK+EaQWLqBZX0nrly5gje+8Y1oaWlBuES2AIDBYMD999+Po0eP7ts6W7WWLzMzM/D5fOuyBQDzhajJzM3Nrbut8KCHMo3hRrWL0iHvdDrR3d0N4E7tUjgif6PaJZlMoqurCxqNBjMzM0in04jH45vWLkD+JIOxsTGk02mEQiFkMhkIIdSDZEpHvrKOJpA/iJZOpyFJEkwmExKJBEKhkNrRr3TOKKMzgfz+7ubNm7BYLGhpaVFH6bB2Wf9arF2IaCvl1i7KqPl4PI7Ozs51tYtybCwYDKK/vx8WiwXLy8twuVxqvlSidlGm5Ff+n9ze3g6/3w8hhDqKP5vNqiekSZIEq9Wqtl0ZyQ/kZ0XTaDRqvgSDQbzyyivqkmkXL15ENBpVp2NW8oW1C2sXItra2nxRahe9Xl/y2Jgsyzhx4gRisVhZx8YGBgZgtVrR0tJSsnbRarVF+bK2dunq6sLZs2dL1i5APl+UGW7W1i4ajUadZTMWi6knFSu1iyKVSiGZTKq1y8DAwIbHxvR6PYQQTZsvrF2aFzv6aVeUAFHW+gDujPrQrk4Nqdfrsbi4qK7jAuQPYLlcLhgMBhw4cADT09NwOBywWCw4fPgwDIY7oxcPHjyIubk5TExM4ODBg/D5fFhaWlKLnUwmU1QwtLS0wOPxqG1UDpQZDAZ1akuNRgNtYg65VAQag7Xi74sVfsyPfR9arVY9kzsSicDpdOLgwYN4wxveoO7g9+MMKa/Xi7GxsZJna+3VlDWbtWV+fh5jY2Prir3u7m4MDg5uuQ1OH0PU+DbKF51Op05Nlkgk1DW/lLODjx07hr6+PmQymXyn++pIy8OHD6v/4T969ChCoRBOnTqFVCoFv98Pn8+H2dlZpNPpkvnS09MDh8Oh5ovf70cgEFBfpzBfLBYLdDod4vMv4sbVp2DrOA5b34PQGGxIxwOIz5xDOjyHjtf9fzA4Sq93HFscwdTzH0Zri1U9aDY8PIyJiYmS2WKxWDA4OIijR49CkqR9O/u2lvJFo9HgypUrWFlZUfNFp9Ohr69PXaphK8wXosaRSCRgMpmKblOyBYCaLxvVLkq+KJ0X26ldlGkjlXyRZVl9HeWA1ka1y8WLFzExMQG9Xg+TyYRIJAIhhLo+prJOszLiUpZlpFIpSJKk5pAyTSYAdcSl0nGTTqeRSqXUkwA6Oztx+fJlTE5OsnbZoC2sXYhoK9upXWw2G5aXlwGgqHbR6/Xw+Xxwu91oa2uDy+WCEAKvf/3rK167xGKxdbWLJEnw+/0A7nTeJ5NJGAwGdap+ZRCO0pGjnAhQmC9Afm3ne++9F5cvX0YwGFQzB8jnS0tLC2sX1i5EVIa1+aLUFBsdG1Pypa2tbcfHxgprF4PBoOZaqdrl5s2bmJyc3LR2UZaDAe7ULoX5obyGkmOFtUvhCQpAvnY5e/as2sFfqnY5ePBg0+YLa5fmxY5+2pXCaSQ9Hg/m5uaKpuaKx+Pw+XyIxWLQ6XRIp9NIJBLQarVYXl5Wp6c8deoUYrEYWlpa1LOcfT4f3vKWt8DlcmFmZkY9U0x5nba2NiwuLqKlpUU9k1gIgVOnTsFoNCKZTOLGjRvw+/1wOp1qR4wyeieZTCJ89e/guOfnK/qetFlz6I5fwdTq2Wvt7e3qjrWlpQVvf/vbceTIkYq+5lYkScLg4OC69Vf2csqazcTjcSwsLBTdFolEYLfbAQAHDx7EzMxM1cORiKpns3zJZrNYWVmBzWZTz2Cem5uDzWbDjRs30N7eDp1Oh2PHjqlrfinPlWUZoVBIzZdnn3123WuszRchBFpbW9Hf31+UL9FoFE6nE4cOHVLPXlbankwmYbfb81OcBccRvz6PYDCoFipGoxHhcx9GUueB7fATMDp7AAhkwrMI3fg6VqYvq1M0d3V1wWKxYHZ2Nr88jderTr+mTJv50EMP4Yd/+If3fX9eK/kSi8UwOjqKlpYWjIyMFN135coVPPnkkzAajejp6WG+EDWJtZ38wJ1sAe7ky9raZWVlBel0GuFwGEIILC0tAUDZtUtPTw9isdi6fFGyRZZl2O12NV+U2gXIT6V5/vx5aDQatLS0qPVTKBRCMplUZx7o7OyEz+eDTqdTD5wpI1WUg17KGpjKaBij0YhcLodEIoFcLger1Yr77rsPra2t0Ol06sgb1i7rsXYhoq1sp3ZRRjImEgm1dtFqtXC5XGqGKMuR7VXtMjo6ikQiodYtRbXL6kyYyiWVSsFoNMJsNqudM4XT9Rfmi9FohN1ux8DAgJovZrMZFotFPTFbp9Oht7cXjz32GGsX1i5EtIW1+VJYu5Q6Nra8vIxsNotgMLirY2NKtqTTaXg8HoRCoZK1y/DwMPR6Pex2e8naJZVKwe12A4B6klg2m1VPJFBqkGAwCJPJpI4mV7IlEonAbDbDaDSqtQuQP4Gtt7e36NhYS0sLTp48iUceeaRp8wVg7dKs2NFPu2I0GiGEgMfjgdFoRF9fH9LpNFZWViDLMpaXlxEIBGAwGDAxMaGutRKNRhEMBpFMJnHkyBG0trYWnVlstVoxMDCAnp4ejIyMFO14lNcZHx+HJEnqeisGgwGDg4Po6uoCkD/jLRAIoKWlBaFQCJIk4cCBA8hkMggGgwCA7PIoMsHb0Dn6K/N+ZFfQEz2HRCKBtrY2OJ1ONUA7OjrQ3d296dQoe6m3txdut3tbU9bEYrGKT3Fz/fp1aLXaooOIypllsVgMMzMzePOb34zW1taaCEciqo7N8iUajSKVSsHn86m5kcvl1DW+AoEA+vr6YDabIYRQp7ME8vviU6dOrcuXwmxR1jlTphXr7+/HwMCAWswoJ4wp+yKbzYYjR45gZGQEyWRSLVSUUS8tLS2wWq3qumhKR38ikUAk8iqCs1dhNBoRiUTUM5etVqs6BfPMzAwCgQBMJhMsFot6Znbh3/Twww+rJ8Ttt+3my15ky+TkpHoiYal8mZ6exsDAAI4ePcp8IWoSnZ2dmJ+fX1dHACjKl8HBQZw5cwayLCORSCAajaod8jqdDgaDQd3vezyeLWsXIL9PKpUvymjJlZUVuN3uotoFAEZHR+F0OtUTx9bmSzKZhNVqhRACHR0d6vZv374NAOpoF2U2s1QqBY1Go46wVA7C2Ww2SJKEV199FdevX4dGo2HtsgHWLkRUju3ULsqxsWw2C7/fD7/fj46ODhw5cgR6vR7Ly8uwWCzIZDJ7VrscOnQIN2/eVJeBKaxdDAYDHA4HZmdnEYlEkMlk1FGkqVRKnQEnFAqpUzHrdDp1lrFQKIRr165hYmJi02Nj2Wy2Cv9SrF2IqL6szZfC2qXUsTGdTofl5WVotdpdHxuTJAnBYBAWiwV6vb5k7aLMCANsXLukUin1BGmtVouxsTH1RDKr1YpMJgONRoN0Og2j0YhUKqXODGC329XXL6xdrFYrHA4H+vr61BrIZrPhxIkTTX1sjLVL82JHP5Xt6NGj6lQwCo/Ho55Vpfxut9thtVoxNjaGVCoFl8ulTv/ldrsRj8cxNzcHg8GAUCiEQCCAxcVFtLa2oq2tDbFYDMFgEN/5znfQ29tbcl0Q5XV8Pp+63pjf71fbAeTPeGtvb0cikUA4HFY7Vnp7e6HT6ZDJZPIjXG7+I7TH/jWyUu+mf39s4RpWxs6g/d5/C53Jtu5+TXQK6dtfxAshPzo7O2Gz5R/z0EMPFU1pU811TrYzZc3U1NS6Hf7Y2BgGBwfR27v5e7WZW7duqSNUlYOohcxmMyRJgiRJ2z64R0T1abv58tJLL8FgMKgdJlqtFm63Wx2FabfbMT09jVAopJ7BrEyjvLS0BKfTiXvuuWfd/rgwW5LJJHp7e3H33XdjdHS0qG3JZBL9/f24deuWervT6cSxY8cwOTmJbDYLi8UCo9EIp9OJtrY2LC8vIxQK4datW+rUlspoSyB/ZrMyikaZriyTyQDIT505Pj6OVCqFAwcOAMhP03bkyBE1X0qdibufys2XvcqWWCymjm4tlS/pdBqtra3MF6ImYjab142qUEaoKKMcAaC7uxuPPvooLl26pJ6orNVqodVq4XQ6EY/HEQ6HkUwmEQgEimqX7u5udar/b37zm9BoNHjggQc2zZeOjg51XczC2kUZgZlMJtXaBcgfMDtw4AAWFhaQyWRgtVrhdDpht9vR1tam5t38/Ly6Pmc6nVY7UJRR/0quKB0yWq0WExMT6igZZaQNa5dirF2IaK3d1i5Afv8WCoUQjUZhs9mwsrKCkZERaLVa9Pf3Q6fTIRAI7GntcujQIUxPTwPIZ41Go0Frayt6enoQCoWQy+UwPT2tTtWfTCbVKfi1Wi0kSVJnjlEG9QD52mVsbAyRSKTuj42xdiGi/VROvii1y/DwMGKxWFG+KP0uSi2x18fGIpEI+vv74ff7Sx4bSyQS0Ov18Hg86rGx6elprKysYH5+HhqNRq1RlOUwM5kMTCYTstkshBDI5XLqCdalapcjR47g+PHjapua/dgYa5fmxY5+KltnZyf6+/vX7QD8fn/Rjkk5u+zee+/Fiy++iKtXr8JqtaprqQQCAfVsrmw2i3A4DLPZDJ/Ph1AopE41lkgk8JnPfAYPPvhgyfYo01gdOXIEx44dW3cWVE9PD1566SXMzs6q081Eo1H19XQ6Hex2O3K5HA6YrkBri+DmsgkrkdRq23IAZMipCFZufQcrU5chSRICsVvQtxyEvm0IWY0JuVQYHfolpFZuAchPXbawsABJkqDX6zE+Pg673a4Gcj3sMGOx2LqwAfJhOTw8DLfbve2/Q/n3uXXrFpaWltSz7oLBINLpNPR6PRwOhxrUwPYO7hFR/dpuvrS1teH8+fPw+XywWq0wGo3w+/1wOByIx+MA8gdHAoGAWhApM80IITAyMoKvfvWrRfsbhZItQL5gUEZolsqXSCSi/sc5Foup0zi3traqa5N5PB643W74fD4kEgl1ZL/yNwkh1JMTlI7+aDSKeDwOk8mE9vZ2hMNhaDQayLKMhYUFdHV1QZblonxp9my5ffu2OoJWGdVUmC/Hjh1TpykDmC9EzaLUqIpTp06tO0jV09ODxx9/HM8++yx8Pp866gG4U7so0xIrtUQsFsPS0hJWVlYAAA6HA88995x6kG2ttfni9XrX5d6ZM2ewuLhYVLsEAgEA+ROmzWYztFot2tra1G0FAgG1rlE69wunUFbWXk6lUurInyNHjqh5qazBHAgE0N7eztqlYJusXYiolErVLsooTa1Wi2QyiYWFBfT09CCVSmFhYWFfaheHw1FUuxw4cACtra3qTDAGgwEmk0ldLlM5mUySJLhcLrWWCQaDyGQyau0C1P+xMdYuRLTfys2X7u5ueDwe3LhxQz2xqr29HUC+NtivY2PpdBoXLlyAVqsteWxMqV10Op168kCp2iWbzarLxVit1qLaRRn1ryxHxtpl422ydmlu7OinbSm1A9joDKCRkRHcfffdmJmZUYsCZY2WSCSiBkYwGFRHyUiSBLPZrIaTLMu4evWquvalslZM4bSbyroha9sWi8Vw69YtTExMIJ1OQ6fTIRgMwmAwwGg04sSJE3A6nbhy5QpWVlbQLUnITVzB4o0byGQyyGQy6nRpsVAIGo1GnVI5GxxHYukGkskkNBoNTB6PugM2Go3/P3t/Hh7Xfd/3o68zZ2bO7ANgMNgBAlwAUKIAkZRkyrEtWU5txU6UNLbjbE2cpXGbX9Kkbdab3qRZfm3TXNdNfJ1ct2lc/5o4TpwmcWLVUWxLlhfJWimKpLiBxL7Ovu9z7h/Q98sZLCRBgBhi8H09Dx+KWOacOYDO+7w/K7lcjkwmw+HDh+XOzr6+vj2z56R23OhaTNNkZmZmS0JQW6Vmt9uJxWLEYjE6Ojrkbh1Y/XkePHhw2+evUCj2HlvRl9OnTzM7O0upVELXdTniWHSatLW1yZ1kCwsLrKys4Ha7qVQqdHZ2yvuyGHG2HX3xer2Ew2E5YtPn83HkyBHcbrfUF5vNxuTkpOyAsdvtcrRmpVKpG7UpRmcKDRKBMqEtwtwA8n309/fve20RVenRaJSOjg4ZtITVa9rb27snDJ9Codh5NtKXtUEq0b2wsrLCSy+9tKF3ER336XRaft/CwoIsygK2pC8bnddDDz3E17/+9XXexW634/F4OHr0KJcvX6ZcLlMqlZiZmZHHE3uQy+UyuVwOi8WC1Wqt81GmaaLrOpFIZJ13ESjvoryLQqG4OTvhXYS+dHd3Y7PZSCQSrKysSF/RKO/icrlYXFwkHA5TrVax2Wxy5K+YSCZiY9VqFU3TZAJJeBfY+7Ex5V0UCkUj2Iq+dHV1kc1mWVhYIJVK3TA2Njs7y8zMDC0tLVitVgYHB7FardvSl/b2dl566SVKpRIOh0M2rXg8njrvYpomsViMdDpNJBKRsTGXyyU79iuVCk6nc513EcUAoqtfeZf1KO+iALA0+gQUzYvL5cIwDIaGhmQCQ+xYgdVRLl6vl46ODsrlct3I5WKxyNTUFHNzc1y6dIl0Ok00GmVhYYHXX3+dUCh0070honI5l8sRi8XkGJlSqURXVxf33nsvXq8Xm83GwsKC7P4XlWe5XE7utRTYbDYMw8AwDCqVCjabTU4nEIgxn2L3DCB3Nu+VPSc3G6G2lRFra6vUent7ZTB0ZWWFUqkEXBebkZGR2zxrhUKxXwgEAgwODsp7rNhxmU6n5V5Ju91OMBikXC6zvLxMpVKp05dLly5x8eLFbetLKpUin89jsVjI5/P4fD6Gh4fr9OXrX/+6LGpLp9N12iIql1taWqS+VKtV3G633FEGq9oixjXXUigUlLawGkgcGxsD1mvL0NAQDodjTxg+hULRWAKBwKbexePxyHH5uq4zMzNDsVis05ZEIsHS0tJt60sul6O9vb3OuxSLRWw2G6dOnaK7u5u2tjaWl5f55je/yfnz5+XEsnw+v867aJqGx+MBkEn/G3kXgfIuyrsoFIqdY695l81iY0IbYePYmM/nk/dI2PuxMeVdFArF3cJmu9xvVV+8Xi/pdJpEIgGs6kI0Gt1R75LL5Uin0xQKhXXeJZVKMT8/z0svvVTnXTKZjGxmEefe3t6OYRiymMztdmOapvw65V3Wf63yLgpQHf2KHWCznSLDw8NomsbIyAjpdFrutHQ6nTgcDjnmq6WlhampKRwOBzabTXbQlEolFhYWGBkZwe12MzIyInfDFAoFTp06hcvl4uLFixvuEhE7r97+9rczPz/Pa6+9RiqVoqWlhWAwSD6fZ2lpSVYYZ7NZ8vk8mqbJETbFYrFunFo+n0fXdZxOp0zWmKZJW1sbLpeLSqWC1Wrl6NGjDAwMYLfbKRQKDA8P8+ijj+4JsYGbj7nZyvtYW6UmxtdduXKFeDyOpmn09PQQDAblz1ShUCjgxvrS0dHB2972Nr7xjW9QqVTI5XK0tLTIfZG5XA673S5HZIp9y7CqL5cvX2ZsbIy2trZ1+jI2NkY6nebVV1/dcE/VVvUlHo9TLBapVqvoul5nUoTmiG4Zq9VKOp3GZrNhsVhkRbOu63R2dnLgwAE8Hg+tra0YhsGpU6fkOLW7nTupLbBqaB555BHOnj1bpy0Oh2PPGD6FQnHnudE+xIGBAUZHR9d5F8Mw5Dh/0Q251ruYpsnCwgL5fJ7Ozs4N/cuN9EUEaYaHh+nq6uLZZ59lZWUFh8NBX18fBw4cIBwOs7KyQjKZlMmXQqEAIPdYijVosDrCv1gs0traKr/WYrFs6F1E0qa1tVV5F+VdFArFbdAo77JbsTGHw3HT2FggEKBarTZFbEx5F4VCcTdwM+8yMTFxQ31Jp9NUKpW6VSwiLrWT3uXy5ctcvXoVv99f512i0Sg2m414PE4ymZSeRbwfUYAs/IuYbpnNZtF1HZvNhqZp2Gw2uYpZeZfrKO+iEKhEv2Jb3GinyOXLlxkeHuby5cscOXKEqakpcrkcuVwOv9+PzWajs7OTbDYrO0/sdnvda5fLZSKRCG+88QbLy8t0dnbS19eHYRicPXu2bs8xXBe6/v5+eaMzDIODBw9it9tZWFgAVo3S2bNnCQQCWK1W8vk8LpdLjsg0TVMmXNxuN36/n9nZWZxOpxx52draSvLNkf5iF4zVapXi2NvbK4sE9pLYAPJBYaMxMpuNwdmsunCjKjSxlycUCuHz+Th58uS6RJpCodjf3Kq+PPjgg1y+fJlkMikNjdCXqakpLBaL7DQR5HI5dF3n7NmzLC8vE4vFGB4elvelJ598si55XqstwJb1xeFwUCwWZVemw+GQ+iIqmIVJgdV78PLyMk6nUxq0Wn257777pL7spWrc29EW2FhfNqtw7uvrIxgMym6YjQo1FArF/uVm+xAfe+wxHnroIZLJJJOTk+RyOXm/aW1tpbe3V/7bYrHUeRfx+k6nkytXrjA3N7clfakN0vh8Po4fPy61BWB+fp5IJLKhdxEBMVFE7Xa7mZ+fxzAMHA4HLperLpm01ruIFTL33XcfDodDeZc1KO+iUChuRqO8C7DjsTGHw0G1WiUWi62uqnzTu/h8Pux2O4lEYsPYmNPpxG63r/MuezU2pryLQqFoNLfiXcbHxzlz5sym+tLW1iZzL2v1ZSe9ywMPPEBXV5fUF+FdOjo6uHjxIpVKBY/HQygUkt5FaInT6SSTyeB0OqlWq3g8HiwWi3w29/l86LqOz+eTq02Ud1HeRVGPSvQrtsXaqqFCoSArvwzDoLe3l8cee4yZmRlGRkY4d+4cPT09xONxfD4fNpuNTCZDV1cXoVBI7iurVCpEo1EKhYLcMZlIJJicnKSzs5OjR4+Sz+c5dOhQ3fkIoQsEAutudMFgkMXFRbkLS4wuKZfL+P1+eUzxfqrVKvl8nnK5zMjICK2trYRCITnysrOzk1QqJc2Ny+Wio6MDl8vF0NCQNDJ7sRLX5XLJB4Xan+9m7+dG1YWbvXfDMOjr6+PIkSNb2jujUCj2B7X6slZbgsEg1Wq1Tl/8fj+XL1/G4XDIYrJYLIamaXKMGCADWEtLSxiGgdPp5OLFi1y6dInx8XFyuRxtbW1151KrLRs9SN9IXxwOB7lcrq4rRlQsC73I5/Nks1k8Hg9utxtYNUrlchld1+nq6pLjNPeyvmxVW2BzfRHXaSMMw7iptnz1q1/l937v93jppZeoVqscP36cX/3VX+Wxxx67zXenUCj2AjfzLpcuXeL48eN86EMf4tKlS3z961/H7XZTLBYJBALSu7S0tMgRxcK7CH05d+6c9Apb0ZcbaQvA0tISVqt1nXepfS8igHbvvfcSDAYJhUIYhiHPp1KpYBiGLBTo6OjA6XTWjQrea9oCyrsoFIrGs5PeRexYFvqSTqeJxWI4HI467/LAAw8wODjI1atXdyw25nA45CqYtd7FarUyPDzM8vIypVJJxsYCgQCmaSrvwp3zLgqFYn9yq94lEAhsqi/hcFh6l41iYzvlXaBeX4R38fv9uN1uqtWqnEQm3ovwLm1tbTz00EOEw2EikYg8n3K5TDabRdM0DMPA6/Xi8/mUd0F5F8V6VKJfsS1qb+qhUIipqam6m86zzz5Le3u7vKGMjIzwuc99jpaWFjKZjNxB3N7ezsLCgtxFBquVxYlEgt7e3rqRmMvLy2SzWY4dO7bhOZmmyczMzLobnWEYDA4OMjU1JU0JrN5EvV6v7NgXCX4xMiaTydDZ2cno6KjcIaPrOvF4XAbbKpWKHKt87Ngx2Rmzl6ul+vv75YPCRuPfBDerLjx16pSsUtvI8Kq9YwqFYiOEvmykLYuLi7hcLkZHRxkdHZX3KF3XpbZ4vV7a29vlCEsxnkzsVbZYLHR2dtbpy9e//nWOHj1Kd3f3uvMR2jI6OnrL+iJGksHqbudMJiNHKouRlo8//jj5fJ5YLCZX1uRyOblvLJ1Ok8lkeNe73sXg4CCmae5pfblVbYEb64sozDMMY8va8h/+w3/g137t12hra+Ptb387VquVL37xi7zrXe/iYx/7GD//8z+/029boVDcJdyqd+nv7+f48eP09/fzuc99jlQqtc67JJNJYrEYkUikTl9qp7HArevLjbRlbQBorXdJp9MAUgc38y4iWePxeHA4HLS0tNDf38/hw4cJBAJ7VltAeReFQtFYtuJdYDU29md/9mcsLS0B0N7eTnt7O4uLi1y5coVEIoGu6xiGwbVr1ygUCuu05eWXX6ZareL1ejc8p63GxmrHKa+NjVWrVdkEMzY2xsrKCpVKhXw+LztHQXmXO+FdFArF/mUr3mWz2JhhGLS3t5NIJDaMje2Ud4F6famlXC5TrVZl0VOtdxEa8uijjxIKhepiY8ViEb/fj2EYlMtlnE4nhw8fVt4F5V0U61GJfsW2EDefQqGwTmxg9QYvKr0ikQgvvvgi0WiUK1eukM/ncTqdDAwMUC6XaWtro6enh0QiwdLSEhaLRe7+EjcoWL2RxePxTc+pUChw/vx5urq6mJubIxgMyu8Vo0vE+BdRCfb3f//3VKtVSqWS3PsidsB0dXXhcrno7OykWq1y4MABzp49y9TUFJlMpm5nZyqVYmlpiUceeWTPCk0twozeiI12jQlM0yQcDjM+Ps6Xv/xlJicn5ddqmobT6WRubo5qtXpT06RQKPYXLpdrU20xTZPp6Wmy2SyRSIQzZ86Qz+fJZDKcP38eTdO49957GRgYIBaLMTY2htPpJJFIcOXKFaxWK8ViEYvFIgu1YNV8LCws8PDDD687H6Etopq4VpdgY33J5XJMTU1RKBTkPkur1YphGFgsFgYHB6Xe+Hw+uUMrlUoxMzODYRgEAgGCwSCnT5/m3nvvZXh4+M5e+F3gVrQFbqwvdrsdj8fD1NTUlrTlb//2b/m1X/s1PvzhD/P7v//7cuTptWvXOHnyJL/4i7/IE088wcGDB3fuDSsUiruGrXqXM2fOoGkaly9fljsOh4eHKZfL2O12Dh8+zIEDB4hEIly4cKEucFbLrejLjbxLKBTC7/eTSCQ29C5Wq1Xqy616lwMHDlAsFuVUk2Z4/lbeRaFQNIpb9S4ul4vZ2dm62BhAJBLh3nvvRdM0+vv7OXLkSJ13EUn1tbGxiYkJ3v3ud294TluNjeVyOWZmZjaNjXV3d8tVmul0WnZsKu+yyp3wLgqFYn9zO95lbWxMeJeNYmOi0Etoy1ZiYxtpC6zqi9/vR9M0qQ3z8/NMTEzI2FitdxFNOO3t7eTzeRkbW1xcJB6Py5UDgUCAtrY25V1qUN5FUYtK9Cu2hdgpEgqF1t10NE0jGAximiaXLl3itddeY3Jykng8Lqt8o9Eo5XKZgYEBWUmsaRorKytks1nsdjv5fJ7Z2Vl6enrkDpaOjo4Nb3Kiuq27u1vuzHz66acJBoN0dXXJ3VenTp3i4sWLAPT09KBpGtlsVr6mYRiUSiVaW1vp6OhgaWmJ1tZW0uk0b7zxBvF4nLm5OdkV4/f7CQQCFItFJicn5eic/cBmu8ZqPz8wMIDP56O7u7uuI2p+fp5PfepTnDx5UlY2P/PMMxw4cICDBw8q8VEo9jEDAwM888wzm+6sCgaDXLp0ifn5eVZWVjhz5gzLy8vAanXwc889RzgcZmxsjHw+j2maaJpGKBSiWCxis9mIRqMUi0VaWlrkrmOv11tnUmC9thQKBS5fvkyxWKSzs5NgMCi/bnx8nKWlJYLBILOzsxSLRUqlklzzYrFY5HE0TWNiYoK3v/3tfOlLX2JycpJoNMrKyorUl0QiwdDQEKZp8pWvfIW+vr59c1+8mb7Y7fZb0haA8+fP09bWxvnz53nrW9/Kxz/+cTwej3ytgwcP8r3f+738yZ/8CV/96ldVol+haFK24l2Evly4cIF4PE4mk6FSqXD69GkOHTqExWIBVkcrz8/Pk0gk5G7iWu8C3LK+wMbe5ejRo9hsNl5//fUNvYvQF6/Xq7zLTVDeRaFQ3AluxbvMzMwwMDDAl7/8ZV577TXpXTKZDMlkknw+z9vf/nZmZ2fXeZfNYmNrEyyC24mN+f1+rFbrhrExv9+P0+lkdnaW7u5u4vE4oVBIeZca7oR38fv9KjGjUOxjbse7rI2NvfTSS3R3dxMIBGSjg6ZphMNh6WdCoZDsrN9KbAw21hax8mx5eVmeY6VS2TQ2ViwWuXr1KoODg3zpS1/i0qVLTE9PS22x2+0Ui0WGh4eVd9ng88q7KEAl+hXbROwUmZiYqPu42JUiBOHChQtMTk5SLBZZWVmp+9pwOExbWxsul4tKpcLExISsKi4UCnL3ZbFYpLu7m0OHDuHz+VheXsYwDHw+H8lkkmQyydTUFC0tLXIn5eLiIj6fj4WFBTKZDOfOnSMYDHLs2DF8Ph9TU1PMzMxgt9txuVyUSiUcDgcOhwOLxUKpVGJ+fh6Xy0V7ezvnzp1jZmaGlZUVMpmMFNlKpcLs7Cxer5fBwUGuXbvWVIKTzWY3HSWjaRpzc3N1Y2Fqx5EVi0WWlpbkmDKxqycajTI1NUW5XCaXy+H3+1lZWcHv97O4uEg2m5X7Zvr7+xt8BRQKxW7jcrk4cOBA3X5iqNeXa9euYZomV65cYXl5eZ3xuXLlCg6Hg+PHj3P58mUmJiawWq3Y7XYsFgvFYpF4PE48Hq9L2IuqZPHf586dw263MzIyUjcuLZfLUSgUOH36NC6XiwcffFBWJb/yyivMzc3R0dEhDY3D4cBqtcpkkSgUmJ6eZnZ2lkgkwtLSUl1wrVKp8Nprr3H//ffLsV7NtF9rM33JZrMsLS1x9erVDbWlUCiwsLBAIBDYUFtgNTDZ2dnJ0tISKysrtLS0cOLECXp7e/nqV7+6Tl+Erom9qAqFovm4Ve+yVl9qMU2Tubk5Dh06JL2Lrut4vV5ZEGAYBnNzc7S0tNDS0iL3W95MX27kXQzDwDAM+T3Cu5imSUtLCw6HQ3mXN1HeRaFQ7Da34l2y2SyXLl3i8uXLG3qXUCjEuXPneOihhzb0LhvFxjo7O+Xz8nZjYwsLCzIWVxsbE/e9eDxOPp+Xa8eUd7m5d4HrO7UnJydl96yYiHAz7yKSM0pfFIr9ye16l3K5LONOuq6TTCYJBoO0t7eztLTE1NQULpeLeDxOpVKhWq3eVmzsVrzLK6+8QiQSoaWlhWQyuWFsrFqtEgwGmZ6elvpX611E887CwgKHDx9uOu8Cm+vLdr0LrOqLzWaTOiSOo7SluVCJfsW26e/v55FHHuFb3/rWupuOIBwOY5omiUSCTCazbvT+pUuXOHjwILFYjNbWVrxeL5VKRY4wtlqt6LrOwsIC8/PznDx5kocffpiLFy+yvLxMR0cHpVKJWCyGYRhSbEzTJJlMMjc3RzgcplAosLy8TKFQ4MiRI4yNjXH27Fk6OzsxTVNWsuVyOZLJJKlUCsMwqFarfPaznyWVSpHL5chms1QqFbleQOy9XFhYoLe3dzcv/x1ndnZ23S4YIQSw+jCxuLhIsVgkkUiQz+dlAi2fz9PT0yOTJmIkXCKRIBQKEQ6HKRaL8ueu6zqxWIyOjg5CoRB9fX1yBJGqMFMo9h8HDx4km82u2zFVqy+hUIh4PI5pmmSz2Tp9qVQqvPHGG3g8HkKhEK2trTidTiYmJshms+RyOWw2G3a7ncnJSRYXF3n3u9/N4uKi7GwpFouk02k6Ozs5d+4c2WwWn89HIpFgYWEBTdNIJBJy9Ng999xDMBgklUoRDofp6+urC+jEYjHK5TKFQoFsNsvzzz9PLpeTAbRSqUS1WpWj/nVdJxQKsbCwwKFDh25azbuX2ExfREAyn8/LqQunT5+WO0AdDofcOV2pVGhtbaWzs5NSqcTU1JT8HjHCbH5+HtM0icVieDwexsbG5D4zoS+mafLNb34TgBMnTjTqkigUil3gVrwLXNeXjbxLMpnE4XAA0NraCqx2moTDYdLpNNVqlZaWFkqlEsvLy3i9Xh5//PFb0pcbeRehL319fZTLZblCoFgsKu/yJsq7KBSKRnEz7+JyuTh//vym3gVWY2Otra0bepeNYmOdnZ0MDAzIDs7txMbK5TJTU1O43W654iwej5NMJtE0jXw+TyKR4MyZM/JzhUJBeZcNvMvZs2dpaWmRq+aEdxEeUDQw3a53USgU+4ed8i4ej4f+/n4SiQRerxebzUYikdh2bOxWvIsoCmtpaQHWx8aq1Sp/8zd/QyKRkFNiNE2r05dSqcTk5CQHDhzYjcu+q9xIX+bm5jb0LuLatLW1sbS0RKFQoLW1lba2NuldMpkMAN/4xjdoaWmRqxlq9UVpS/OgEv2KHWFkZEQ+jNYiqotEwiOVSq0TGwCHw8HU1BS6rteNiJmcnASQ+5SLxSLt7e3E43EMw8DlctHa2koul8Pn8+H3+7HZbJw9e1aKzdmzZ4HVEWK6rpNKpeoCczMzM+TzeXp7e8lkMqRSKRYWFuoSCi+//DI2m410Oi0rmE3TlLvSSqUSlUqFaDTK9PQ0TzzxxJ294LtENptdJzSw2sn0wgsvoGmaHD/28ssvk0gkWFpaIhKJoGkafr+fpaUlrFYr8XicXC5HIBDA7XaT6iqRPJRj8fkp0mfjmFUTb9DPwUMHKZfL9PX1yWM1WxW4QqG4NcSYMnE/qKVQKGCxWOQYs3K5vE5fPB4P5XKZ8+fP43a7gVW9aW9v5/z58zgcDkzTJJPJ4HK56O7uZnFxkeHhYcLhMKVSqU5bwuEwsVgMq9UqV9GICmmAN954g1KpxEMPPcTs7CyxWAy73U57ezuRSIRYLEYmk5Fak06n8fv9lEolSqWS1B1YvfcJ0yNW2hSLxaZ5+N5MX/L5PE8++SRjY2OyM+lrX/say8vLRCIRGRRtb2+XzwOpVIqBgQFpVHO5HOl0Go/Hw6uvvorNZpPPF1NTU4yMjGAYRp2+fOpTn+L06dPcf//9vP3tb2/QVVEoFLvFzbyL3+9nZmZmU+/idruZmZmRU8kAbDYbhmEQjUZxOBzSuzidTnw+H8VikSNHjvDyyy9vqi+5XI4LFy4AG3uXcDjMhQsX5H0vk8mQzWZlF002m8VqtfLCCy9gsVgoFAoUCgXlXXbAu8TjccLhMJqmyZ+n0+lE13XlXRQKBXBz75LL5bh27dqm3gVWvcpm3gXqY2MHDx7k4sWLsutvu7GxxcXFusRRMpmUiQLTNCmVSqTTaVlcBqtrBywWC5qmKe/ypnep1Rfh73w+HzabTU6Em5ycpKurC4vFQiKRIJFISE0RRRa6rjMxMbGhd1EoFPuLzbwL1MfGxHOtiFEJ3G43y8vLcr0k7Exs7EbeRTS8nD9/nlgsht/vp1qtUigUZGwsm82Sz+d54YUXcLvdMu8iJjxbrVaZ8BdTopvJu8Ct6ctabRHNRg6HQ67dicfjRKNR2tvbCQQCJJNJcrkcmUwGr9dLoVCQOrM2Nqa0pTlQiX7FjiBGydTemMR446GhIdxut/y3SJ4bhiGFR1R4pVIp+ZrZbBa/34+u61SrVcrlMh6PB6/XS6lU4lvf+hadnZ20t7cDq52bQmQWFhaw2+3EYrG6CmJxQ5uZmSEajQJQLpeJRCLYbDZO9rl4ZzCCt9tJKK3z5IUqpxeuJ13EPkxRNVWpVDBNk2q1SqVSoVwuA7C4uMjs7OyeH30yMzOz4UMErP58YfVnl0wm8fl8XLlyhXQ6LSvGhDBrmkY8HkfvduC634p+1MXSl64w9XdvYHXb8B9qR9M1oueXeWX6RWLvThOc65BCVCwW1d4YhWIfspG2ADLQ7vF4SCaTLC8vEw6H0XUdn88ntcXn8+F0OsnlcuTzefn91WqV/v5+isUi2WwWm81GMBiUgZbTp0/T2dkJIBMl4XCYubk54vE4y8vLMjBXrVbluP5yucy1a9dYXl4mmUzKr7Hb7SwuLsrESqVSAVanx1QqFblzU/xb0zSpLeLrqtUqly9flpNn9jqb6YvYPRcKhQgGg0QiESqVCslkkmw2SzablYk00aVarVY5e/YsbW1tlEol+fOOxWIsLi7S2dmJ3W6X48rOnj1La2srCwsLvP7668zMzPDHf/zHtLW18ed//udomtaAK6JQKHaTm3kX0Z1/8eLFDb2LCNiL+zSsJjvsdrvUl2KxiMfjoa2tDU3TZAFzIBAAruvL0tIS165dk8kTsQ+5XC5Lfan1LmJKGqw+hy8uLsqRlyJ4Vi6XZaeHGKmsvMvWvUuhUJA7LkXgsVwus7KygtfrpbOzE6fTSTqdZmZmRnkXhWKfczPvMjc3h81mI5lMMj8/D7BhbMxut8t7Pqz6DbECRjyntrS0SO+y07Ex8d/Cu1SrVSwWC+l0WnqXYrFIoVAAoFQqSc2B/e1d1uqLKIjI5/O4XC6ZnBHT3Gw2m5wok0qlmJ+fJxgM4vP5MAwDTdM4d+4cnZ2dSl8Uin3MrcbGZmZmiMViuFyuDWNjyWRSJuDh9mJjt+JdVlZW0DSNl19+uc67WK1WGeNZ612EpuRyOdnRX+tdxPErlUrTeBe4ub7Mz8/XaUs2m6VQKJBIJLDb7fI6iekx2WyWdDotY2O5XE5OmKv1LrWxMaUtzYFK9Ct2jP7+frmDKxKJMDc3J6taRTdJqVQilUpRqVTI5XKyw0UEVMbGxkgkElIo2tra5HirVCqF0+mUgbPLly/LyqVEIkEymSQSiRCPx8lms/J1TNPE6XTKTgyn00m1WpVVapVKBb2S55cfqnKsvQBY3vxj44mjbkLpMlciJcLZKn97Nsor8dWbb22lrcViwWaz4Xa7ue+++7Db7U0x+uRGY9aEAIt9MLOzs9h6nLhPOHEZXZRSBaKvLrA4u4jL76bnh0ZxH2wBIPzaAlN/9wadpwY49MExrM7Vh4xcOMPp//gMk1++wCsP9KAtWQlU/RiGwdNPP632xigU+5Babclms2iaRrFYxG63EwqFsNlsVCoVaQ7K5TJut1t2rrS1tTEyMkI8HpeBldp7m2maFItFdF2X3fS1+lIsFpmamiKTybCwsEAulyOVSlEul7HZbHg8HvkAbbVaSafTRKNRqU0Oh0PutITVoJkoDoDr99J8Pk+xWJR7OEVVtq7r2O12qtUqQ0NDXL58mb6+vj2tLbC5vojrIbpqxR/xHCGeH6rVKqlUSu7EFIFIi8UiX7tarcruI/E8USwWcTgcVKtV/uAP/kAez26386UvfUlVMSsU+4gbeRehL5t5l2Qyid/v5/Dhw9JzVCoVWlpaZJdMLpeTyRCAaDRKPp9nYGBA6ssbb7whky9i1KbFYsHj8eB2u2VBk8ViIZPJEAgEsFqtUl9EgkYEvkSATWhbuVyWBWRWq1V5F+q9i67rUkNEoDGfz+NwOOSzhQhc1hYNmqZJJBKhVCrh9/txu91cvHgRj8cjJzso76JQ7E9u5F0AuZdYrO5aqy/lcplgMEggEJDrQgzDoL29vS42tpl32W5sLJ/Py+dscV8E6pIsgLw3ilHPxWJReZcN9EWMpK5WqzKxIrxMqVTCMAyp/eVyWSZ1CoUCXq8XwzB4/vnnOX78uNIXhWKfcyuxMVGklUwmN4yNnThxgkKhwLlz524rNnYr3iWXy2GxWLhw4QJtbW113iWXyxEOh3E4HHXeBVbvo0LnYH3eRdd12tra6O3tbRrvAjfXl6WlJUzTlNoiijLEz3p6elp6FzEpVFwzMZFnI+9SrVZlbExpS3OgEv2KHcXlcjE6OsrFixfluLJCocDCwgJDQ0MyWFUoFLDZbKRSKdxuNwsLCwQCASKRCMPDwySTSdLpNPPz81QqFTKZDMFgsK7CyeVysbKygs1mY2VlBY/HIz9ns9lkx4UQDFFwkEgk5A0tm81yf7fBR77NTqtj4/cU9FgJelZf44mjblZSJf79U4u8vFSVgTRRhd3R0cHw8DDQHGMbbySWYqRboVAgmoqRO2XD6OigdkNQ8FQfySsRNKsF91CL/Hi1VKFltIPhHz6BZrneOelsdxO4v4fl56dJzEQ4/9Y5WgoxRgNH1U4yhWIfI7QF4OLFizIRPjU1RSAQYHx8nFKpxOLiItlsVpoTt9tNKpVienqa3t5e7rnnHqampojFYnLsfrFYlNNjao8n9CWXy9HW1sb8/DyGYdQlld1ut3xoFiPKYPX+KPTNZrOxvLwsk0AiSFYqlQBkV6UwMQKhaXa7HZvNRnt7O8PDw02hLbC5vghtEZodDofJZDIUi0VpUmqx2WyyU1V03cL18XUWi4V8Pk8kEpHBzHg8Tn9/P+95z3vkSLozZ87wzne+kz/+4z/mgx/84J198wqF4q5hM+8i9GVkZITXXntNepdkMkm1WsXr9a7zLjabTd6vqtWq9BsCXddxOBxSX5LJpLynGYYhJ74IrRD3QZGEFp5mrb6I4JBI4ogx/bXdlbDaQaO8C9IPFotFotEomUxGJmJqEy0iKScSX7U/G6HXmUyGUqkku/7D4TA9PT3StyrvolDsTzbyLnA9Nnb48GGSySTT09PrYmP5fJ6VlRUsFsuux8ZcLhdut1t2BYqkgaZpcjS/8C5iXD+sThlwOp0y6b+fvYvQl3A4TDKZpFQq1f2shH6I6yj0OpfLyT3U5XJZTqubnZ3lwIEDJBIJgsGg0heFYp9zs9jY0aNHOXv2LIlEYsPY2MzMDAMDAzz88MNbjo3dqnfRNI1IJCK1b6PYmPBLpmnK2I3wO7quyymYVqtVrmJ0OBx0dnbS1dUFNId3gZvrC1DnXcRIfvGzEBNBxfUWsTHDMOSE7I28i5jUo2ma0pYmoTlmKCnuOmqrkcSoEQCv14vP56O1tRVAjqjyer1yb+Ts7CwjIyOcPHkSp9OJ1WrlwIEDBIPBumMcPnwYgPn5ebnfrHbfSDAYxOVyyV2UYleMGI1laGV+/RT8yvHcpkn+jejw2vjDDwzwie/uxOdYFUvDMGhtbaW/v7/uRnyjrpK9wMDAwKYjjIPBIB0dHavjRAdimB0b1w35jgTwDrXWf+8DfYz8SH2SX6DbVx8oyvnVUaJxI8M/pL8JXBdxhUKxfxH31Vptsdls9PX1EQgE0HUdTdPkFBjRkSI6LMbGxur05eDBg+seYmv1xel0Eo1Gsdvt0lz4/X5pbETHpDAm+Xy+bvSmqFoWwTC73S67zEXQTRQBOBwOec6AHDW/Vl/2urbA5voSDAal0RCFFel0mkQiIUe2CbMirrf/cIDBD97L0Z89xfDPP8jITz/Ioe8fx3uwre7r8/k8+XyepaUlkskk3/M938P73vc+fvInf5LPfvazDAwM8AM/8AN89atf3f0LolAoGspG3iWRSFCtVuWew2q1Ku/nIhhS611GR0fp7OzE6/UyMDAgRygL3G43vb29AHKspvAuHo9H/rHZbDJZILwLIMfsQ72+ALJjXyRlxISbSqUiA2RCW+x2O3a7fV97l1KpRCKRIBqNykKK2pUG4hquLcITXycQ1zmfz5PJZJidnZXPCKC8i0Kh2Dw2FgwGaW9vl4n22iLgdDq9q7GxcrksvY3D4ZB6Y7FY5H7ktd6lVCrhdDpxOp0yIaO8y6q+hEIhwuGw9CHCi5imKa+VKEgWvhCQnxeF5PF4nHw+TzQaJR6PMzQ0pPRFoVBINoqNtba20tLSsmFsTDzrXrhw4bZiY+L5WMTGXC4XHo9H6kcymUTTNNmFv5l3Ec/WQpPEs7QY3y/G/wv/InbR+3w+2tra8Pl8667BXuZm+tLV1VXnXURxt9CXtd5F/AxEzGwz7xKPx4nFYsq7NBEq0a+4IwhhKBQKzMzMMDs7y8TEBLqu09PTI0XE5XLJCuHOzk58Ph/ZbJbFxUV6e3t57LHH8Pv98oFX13UymQwdHR24XC46OjqIxWIUi0VZ0STGJweDQZxOJ6VSiXQ6TTablSORdV3n19/h5p626k3eyeY82O/kT743KM2Q3W5fZ7j2egWU2AFUKziFQoG5uTncbjdtbW1k3UVyvvINXmU9mqZhtDjXfdw0TZLXVnfCefpb5MdnCovMFZaB5hBxhUJx+4j7ajKZJBwO1+lLW1sbLS0tGIaBw+GQ45ZF4mVmZoZUKoVhGHzbt30bgUAAn8+H1+uVCWWhL52dnei6zvz8vHyYhtXdZv39/ei6TjwelxWwbrebcrmMx+Oho6ND7kiLx+OyslYkpmuTMCLJLzoG7Xa7fI+b6cte1xbYXF9CoRCHDx8mFArh8/mwWq3SMAqjJwwLdgvDH3mAQz91guCpfrxDrTg6PPgOBeh+2yD3/fy38Zbf+w7u/bmH6funozgHfNjtdnw+Hy6XC6/XK49tt9v5jd/4DSqVCv/u3/27RlwShULRQGrvq8lkkqWlJS5evEgmk5G6Iu4f1WpVepdAIIDNZiMSieD1ehkZGeHee++VSXZd12XCprOzE5fLhcvlIpVK1XmXXC7HgQMHaGlpwTRNudfXYrFgt9uxWq309PTg8/nq9EV06JdKJbLZrOyoEaMcAZk0ED5IBNdM09wX3gVW9aW9vV2ugROJLlGoJ4r1xM9NaL7oTK0dZy0CayJoJnZTm6bJwMAAiURCjtoE5V0Uiv3OjWJjfX19+P1+7HY7TqezzrvsdGzM4XDIPfBiX7zD4ZAxOhHkF11+pmmu8yu1+mKapnx9m80mEzb73buIPcmAnKAgvIu4nqLIQnSyiiIAQCb5xdfruo5hGHi93jrvAkpfFIr9zkaxsenpafx+P1ardV1sTPgWp9N5W7GxhYUF0um0fE4WRQUiNiZWZYoCttbW1nXepTY2ls1mZaJaaE1tYZTQE0CuhRHxt7XXYC9zM30B6ryLiI2J67bWu9ROthTFZcK7CN9YqVRwOp0cPHhQeZcmQo3uV9wRBgYGeP7555mcnCQej7OwsEAkEqFardLS0oLf75fBEo/HQ2trK6ZpMjU1hWmaTE5O4khMMsYcD44XmY9m+PK1CFVfF2NjY5RKJSKRCPd3G3z7CRu2Sppotsxzy3aWzVYikQhj9nl++TELbnuAdNHk8xfzPL2wurvmR074GfGntv0+e3xWnvzhAD/1hRRWa4BUKkWhUMAwDDRNY2BgYAeuZmOp3QF07do1QqEQwWCQcrlMOp3mamVux461/Pw06dkE7j4//sOBus+9kZ2gz+hsChFXKBS3j9CXqakpQqEQy8vLpNNpLBYLDoeDtrY24vE4hmGs0xeAeDxOIBBA0zTuuecezp49S6VSYWhoCK/Xi67rJJNJRkZGcLvdxGIxGWQRoyynpqYoFArY7XY0TZOdfLVTBaampmQHuXiQFg/WIrEvqN2hHIvFaGtrA1Yf0vP5PH19fXJHvcPhaAptgc31xTAMXC4XoVCItrY2HA6HHDFWW41837/6NrwDLTc8hm5Y8Q614R1qo/OtA5RTRVyTq8WGoVBIjup2uVw8+uijADz//PNSyxUKxf5gYGCAiYkJVlZWmJqaYnp6WnoXXdfxeDxy4orQFp/PRyKRYGVlhVwuRyAQkAl1p9PJwsICfr+foaEhrFar3F8sRk5eu3aNaDQq9WVlZUV2mIvCZNGB093dzdDQEKVSiatXr5LP50mn03LUpejIFJ0dcL0zUCRlLBYLgUBA6pEY/9jM3qV2N7VYr9Pb28uVK1fkiFHRQVSbZKlUKmSzWYLBoBztX6vbothD/LxhNeEvCi/W6otCodi/7ERsLJlMAjA2NsbZs2dZWlqio6OjLjbW09PD2NgY6XSaUChU512uXbtGOp0GVv1FpVIhnU4TCATo6urCMAzeeOMN2SRTuzZGaErtfRKQSQXxvC6Kyfa7dxHdrUKna7WjNsHi8/nI5XLyGmuaJq91bbJHrHzTdb1OW0Dpi0Kx37lRbMxms8niXo/HQ2dnJ9VqVXoX2HpsrFKp1HmXSCTC/Pw86XS6zrtUq1VOnDhBOp3G6XRK77KV2JiYkhkIBGTxciKRYHx8nIWFBdrb2/eVvqz1LrWJ+Vrv4vf7ZYyytjBZrLusXbkjfIzyLs2DSvQrdoRsNiuDKS6Xq25UpaZphEIhuaclk8nQb0/xvqMl/AZkq1nOpaaZDa/uI9Mref5Z1yQjlN58ARgIwMMByJQXWLBUmLb0cS+TdJuR1d9iK2DAQ62QKcewD5vYdLs8h4AL/tUpDz9ehHDJzqB7+0l+gctm4Y/e5+Pfvrja+Xnp0iXGx8e5//77m+bm6HK5ZAC01lgA5Clu67WTk1EK8RyxCyssfXMKq9vG0R9/cF0nTraSb5oApEKhuHU20xeLxSKNjNCXfD4vkymiwjWZTDI/Py8DVmLkVyKRkN/r9Xo5fPiwHI8McP78eQ4cOEAoFKKlpUV+PJfLkUqlKBaLch+81+uVnfhDQ0N86UtfYnZ2tq5iVnS7iKBZLeLhW9d1SqUS8Xgch8MhJ9+I/fShUIjv+q7vahptgc31xTAM+vr6aGtro7e3l4sXL8rRb1aX/ZaS/Bth9dqJjVV4LX8Nb8EPILWldmSq2GmmUCiak7XaMjAwwPDwMC+++OI67+J2u1lYWJABJ8MwCIVCOJ1OJiYmKBQKxGIx2WkXiURYWFjA4/HILhihL4uLi7Lz2+v1ykKySqVCLBYjk8lI7bDb7Xi9Xrkz2WKxcObMGWZnZ2UCXyRWagNktYigjsVioVAosLy8THt7O4ZhyPPv7OxsSu8yOjpKNpvl6aeflt1AsPrzO3z4MENDQ1y4cEEm0NYGvsRYy7Ud/ALxb9GRJArI/H6/DL4p76JQ7D+2GhtLpVKkUim55z4Wi8kR/LCaUPd6vXXepbe3F5vNhsvlqtOXAwcOEI/Hb+hdRJLZ4XAQCAQ4cuQI3/zmN2XRmugMFDuRxcdq74FCp3RdX53KmEzi8XiUd+nrY2JigqNHj/KNb3xDakdtbKu2CE9MkxEfr/0aoUOpVIr+/n5isZgsWAOlLwrFfuR2Y2OGYZBMJmUifiuxsVKpxLe+9S2OHDmyzruk02nS6bT8WK13qVarDA0N8cwzz7CyslIXG3M4HHWTYmqpTUwXi0XC4TB+vx+LxYLf72dpaQmPx7Pv9EV4l0uXLsliio28i9CctboN9TqTz+exWCzKuzQZKtGv2Dazs7OcOXOGfD4vTUs8Hqerq4uRkRHC4TDd3d0sLy/T6rbzM8cK3BswAf3NV6jyTkJMRJf43dMGPzdeZsS38bHc1gpHWOAIC5uej9tqbvo5jx089u0lpjfCa9d47yGdS3hIp9OcOnVq3V7Ovc7MzMw6kQBwYN/gq2+ds//f56jkVpMrmtXCfT/7Nlxd3nVf59IdTRWAVCgUN2czfRF7uQ4cOMDk5KSsVBbjwlwul9zFbrVaaWtro1KpYBgGU1NTRKNRGUiLx+OEQiGKxSL33HMPNpuNZDJJKpVibm4Om83G1NSUNETxeFzuRC6Xy9hsNlKplCws+MY3viEnCiSTSfmALXZkiYRBLeJhXDysi8SS3++nvb1dGqrh4eF1xVbNwGb6Iq53KBSSSXhN07jnnz90W0l+gJWXZul4sJ+kI8eXeRlfsYXvfMvjuFwunnvuOQAGBwfrAqQKhaK5ENoiRuYKfWltbWVwcLDOuxiGQblclskYv98vxyJfvXpV7iYOBAKcP39e7jHOZrOUy+U6fclms0xNTdHZ2SmTKJFIRI6FF19rtVqxWq0yUCdGIl+9elV2ZNZ2cZRKpbpCJUFtYkH8t9jbODg4CCBHYDajd4GN9UUUZojOVfF5ESSD1YCppmkkk0nZsb8RImEjruPc3BxOp5MDBw6gaZryLgrFPmMrsTHDMGQyPJfL4fF45Hh/MUI5m83KRPta7+L3+/F4PHR3d9d5FzFRJhKJkEqliEQiZLNZNE3b0LucPn1a3v/E9JLaXfK1Xf2C2uS18C52u52WlpZ9713y+TzT09NyBLW4TmsLu8Wahs0Q191ms7G8vIzH4yGTyQAofVEo9iGNiI1ls1lWVlZkkdpa77K8vCynu6z1LsVikXPnztUVHohJacViUcbU1upLbde5uG/a7XaOHDki/3u/6YvwLmJlz0Z+T4zrTyQSdWvJ1lK7/iccDjMzM6O8SxOhEv2KbZHNZjlz5owccyluRouLi1y8eJGRkRFpUsrzZ/nB3kW8to0T8YfbdP7gHSWcNm3Dz9/tvD2YIWntpqenh3A43HTBso12tIRCIWLhOKzPy98yhz84RrVcIbuUInxmkdf/69cZ/uETBE/01n1dxijiD7be/oEUCsWe4kb68uKLL3LgwAGGhobo7Ozk7NmzLC8vS8NSLBZlBbB4wO3u7pa7JMUuslgsht1ul2PHlpeXOXDggOy8P3v2LNVqFafTidPpJJPJkEgkcDqd2Gy2ug7BRCLBlStXKBQKVKtVisXVVTHHghYeH3Yz1Gany2vFbrVQLFe5tJLnj59f4eXZ1YCNeOAW3Zkul0v+d3d3N4FAoC6x00xspi9XrlwhGo1KE2iaJr5DAVpGguu+/la5+r/Pkg9n6X/PMAVLkT9f+T9cfGWG32r/JT760Y8C8MEPfvC2X1+hUNzdCG0RIwpr9eX8+fMAOJ1OxsbGmJiYIJlMyg56q9UqRyVmMhmsVivlcplAIIDdbmdhYUEGVPL5PA6HA6fTKcdaappGR0cHKysrsnNSjO6NRCKUSiXcbjder7cu0ZLL5bh69SrFYpF8Pl+3l7FUKknNWzsNqzZIJJIFQrvS6TQ9PT20tbUxMDDQlN4F1uuL+JnH43HZXbRRAksk+kV3zEaBMkHtxISlpSU0TeO9731v0xZPKBSKjdlKbGxiYoJYLMbc3OoaRMMwZELfYrGwsrKC0+mUXY/z8/PrvEsymWR5eZm+vj5cLhcOh4Nr164BkE6ncTgccuKIzWaTk1wEiUSCq1ev4vV65RoXu91OsVikVCrVjf3dKKktNMpisWC1WjEMY997l6mpKarVal33ai21+iL2Um9GrdYnEgkmJiZ48MEH6evrY2RkRCViFIp9xO3Gxmw2G7lcThYiiy79zs5OyuUyiUSCRCIhp8ZYLJZ13qW3t5fp6em62BggV1u53W4Mw5ATXmq9i5gSAMg4XalUkg0wm2kLIPXFMAwcDkedd9lP+iK0RcQia32J8CpCWwCpKxtdW4GmaVitVqrVKrOzs5TLZeVdmgSV6Fdsi5mZGfL5fJ3QANhsNkzT5I033uDooQHeZztN12Dspq+3V5P8AG69jKZpBIPBDR/89zprjUShUGBqaopY+/bWIHSeuj4SZuA7Rjnzsa9z4U9ewuax0zJ8PZlzNTrF/+uL/5GPf8/vbOt4CoVib3AjfSmXy0xPT+P3+3G5XPj9fiYmJkilUjLYJJIysPqwXCgUsNlscldiIpGQxQCGYRAIBHA4HFy9epVIJCL/2O12otEoNptNJljEqEqRVBGGRexZLBaLuG0aH32imwf6HBu+v94Wg8eG/bw0neZf/OUkqcL1rhlx3iIAJPZs+f3+O3nJG8Zm+hKPx6lUKtJ4appGx0P92zrW8A8e5/wnv0Xk3CI97ziI90Arz059jYf+699y6atnGRwc5Dd+4ze2dQyFQnH3IrokxH2mVl/E6PVUKsXg4CDBYJC5uTlisZi8/4uvq1arcryly+VicXFRakAmk0HTNHRdx+Px4PF45A7lZDJJsViURWHz8/O4XC40TZPdnMViUWpMsViU90LRuV+bdF67e3EjRDK7dt9lqVSSutKs3gXq9aX2Z76ysoLdbsdqtdZN1AHWFUxsNFa0Fl3XsVgs5HI5CoWC/L351re+xfj4OP3929MthUKxN7iV2NihQ4ew2WwEg0EmJibq7r3Cu1SrVVlUFgwGmZ+f39C7iLUuKysrpNNpJiYm5H2oWq3KPciapsmkv9AMMTq+XC5TKpUIh8Ny9HLtvfBG9z6o71KvTV7vV+9imqZc5SO8iyjEq/1bFArerIhMPAeICTMzMzNcvXqV9vZ2lehXKPYRtxobE1PAkskk8XgcXdcxDEOukhQaUigU5ASXarVKKpXCNE2cTmedd8lkMoTDYRkbs1qt0kNYLBZcLhe5XK5uOlatd8lms/I+Z7PZsFgsm67EqqV2/LyIjdV6l/2iL7XaIibz1HoXgbiu4udyM+8iigLE80I6nebatWvKuzQBKtGv2BbZbJZQKLTuBu33+wmFQiSTSd5afI4uW75BZ7h7OLQy32WcZkU/1pQP3WJPjPhZi5970VLesWPY3HYOvHeUC3/8IlN//wb3/9tH6j7/+uIbvL54gbHuozt2TIVCcXdyI32B1VFkExMTVKtVrl69Sj6fp1KpyApWn291B8x3HbHy/qMGrY4yFbPMtZiFPzld4Hy4KjvyM5kMPT095HI5ZmdnCYVCVKtVDMOQJghWd1yKXVZwffSi6LYQ+5JN0+T33te1aZK/lgcPeHjh39zLRLjAmfkMf3c+zhvh1VHColrZbrczNDREIBDYmYt7l7GZvohOVZ/PR8twkNYTXQQf3N54tsBYN/f9zLdx5c9f49KnX6n73Fvedoq//ov/jdvt3tYxFArF3YtIqmykLy6XS+5rF6P3Y7EYxWJRjjt2OBzY7XbZPZHNZolEInKcrgikCU2oVCqy83J2dlbur8xkMjIBk06nsdlsMuAmOnCEvohgmEjSiK+pHa18I2o703O5nAzMBQIBRkZGZMKoGanVl9qfeSaToVgsEgwGSafTdQEyqO9UvVkiRlxbkfBPpVI899xzBAIBzpw5QyAQaNrrq1AornMrsbGJiQnZLRmLxSiXV2MpmqZhGAaGYcjCIVHALDrrxXh8WO3Yt1qtOBwOotEoZ8+exW63y5HIwruk02mpIaLgoHZvvK7rMkkjNEYUlN2KvgCyMEFMunE6nWiati+9C6z+Hvh8PvkssBahLRvtT65FdODCdc958eJFurq6SKVSfOhDH1LaolDsEzbTF5FoL5VKvPHGG5TLZRYXF8nn81JfANra2mRxVz6fr0vAl0olTNPEbrdLj+F2u+VqGbEP3mKxkE6nZTK/Wq1SLpdlclkUJAvvIoqUAFkgLb7nRvc+gfBa6XQaXdeld9lPsbHan7ko5Ovt7eXy5csbroYplUroun5T7wLICaSwupL0mWeeobu7W3mXPY5K9Cu2hcvl2nBciuievMdf4JC7+ZP8gpb8HLaJv2DgPd/Z6FPZcVwuF+Pj43U7TQEqlhtXeW+VluHVMTHJa1GqpQoWm173+T8//Tcq0a9Q7ANupC8iIRIKhVhZWZEBe2EyHhzw8F3DNt550IFuqe/MO9Zh5b+8x0umWOWVFQtfnde5FF8duRuNRgmFQmSzWVwul9w9JgI1YqeyMDd2u537u+28Z9hNwKWTqdr4wvkEfW6DhwZu/cHYqlsY7XQy2unkQyfaeWE6wy88uSQ7cXp6eggGgwwMDNz8xfYgm+mL3W5HMyzYH29ndGBox47XerSDB37j20lcCZOeTaA7rPgGW3n0rY/R09OzY8dRKBR3HyJosVZfEokEKysrBAIBpqen5c5J0aUvdh2KoJMIPIlOe8MwyOfzsnPG5/PJj+u6Lncke71eGeQS4/RFIkcE2OB60K1arcqRmJFIRI7pF8mcm3VbwvXgjyhMqFarjI2N4fV6ZbJnP+hL7c9cFFpUKhU8Hg/JZHLdZATRSXQjREGA6LAVO0mXl5c5c+YMb3/725mZmWF0dPTOvUmFQnFXcLPYGEAsFmN2dpZIJCL3FotR7nA9CVwoFMhmszKhXywWcTqdspA5nU5jGAaVSkVOBnC73XJHvJgMIPRKdGEK/RAdgR0dHcTj8bpx8uLvW0nECMrlMul0Go/Hg2EY8nv3g7bUehcxbj+ZTOJyuWRiba1W36ybH5CFF8J/OhwOstksk5OTZLNZ7r//fo4fP37H3qNCobh72EhfhHfxer0sLi4yPT1NsViUz6UWi0UWoYpueDHFZWlpCYfDIYuLhXcBpHdJp9OyAcbhcMh1imKCi1j3IgrDhI6Vy2UcDgctLS3EYjG5OkDc027FuwhE80cikeDYsWNUq9V9FRur/ZkXCgUMwyCRSOB2u2UBRq1Wb8W76LpeV1weCoWUd2kCVKJfsS0GBgYwDEP+W4ylnJ6exmq18qPD+yfJL3Anr6GFLsGB5nvo7u/vJxAIcOnSJSYnJ4nqSdjhbQuavtopi8mGif4LKxM7e0CFQnFXcjN9GRsb4/z58xQKBaxWKyd6nfzgmIsH+hwYVstNX99tt/COPnhHX4VQQWM6m6LNVsI3bEfX7JSrsJwuk8z7MIFIpsw/XDZ5fXm1SvZDxxz82AkvTlv9sd4z1Lbt9/6WA24++l09/IeXdBYXFzl79izvete7mrqqdq2+lMtlenp6ON8xi6PTtuPHs+gWWkc7aB3tkB+7Fpvd8eMoFIq7C9ElIfRlrbYcPbpaTHru3DnZeSKKy0Q3iuiEEZimST6fl4GWlpYWOjs7cblcsrvRMAzcbrcMlInCAREcs1qtWCwWOXJTvK7dbsfv92O320mn03KHM7ClQBlcH8PscDhYXFzkwIEDTE1N8fa3v31f6ItIwJdKJRwOB7quy5UMIkFfGyy71SSXCJiJTiYAj8fD8vIy8/PzHDx48I68L4VCcXdxM+8yOjrK/Pw8CwsLmKaJYRjyni6+L5lMygIAq9VKJpORiXqXy4XFYsHn89HT0yM78r1er3wN0W0pOjntdrtMuhQKBbnH1+v1AqsJndbWVlnsJBLQt6ovYqqJ+HrDMFhcXKS9vX3dGpRmYyPv0tbWJqf+2Gw2ef3FdRLcapFe7cQHTdNwu92Ypsny8jIXLlxQiX6FYp+wVl+y2SwTExNyouTg4CATExN1DROiuEt00KdSKYrFIoBsXikUClgsFnp7e+U6y5aWFmw2G6lUCrvdLvUDkPoi/ITwM8LTmKaJw+GQnffZbJZisSgn09ROGbhVqtXVSZwrKyscPHiQhYWFfRMbE94FoLW1lcnJSdm1L4rMRUHfWp25EcK7mKZJLpfDarXidruVd2kCVKJfsS1cLhfvete7+NM//VPi8TgrKyskEglyuRzvO6TjsRQbfYoNIfnaF3A2YaIfIBKJMD8/T09PD8+VztzWa6y8NEvHgxvvfMksrI5MNQIurC77us/nS/uveESh2I/cSF9aWlpIp9OrXY5amV84aXLPNiZ3BY0yQWO96Qi6rFx/VDJ44qibTHE1MOO237yYYDs81O/kxwsVvhz3UCwWSafTd/R4dwO1+hIOh7kcm4TDO5/kVygU+xfRJVEoFLh48SLLy8t12jI/P0+1WpUBKjHtpVwuy1UuIkglEiaZTEZ2ZYp9yZVKha6uLoaGhvD7/ei6TjablZNaRNCtVCphsVhwOByyQ190c+ZyOZxOJ93d3bS2trK4uCiTA7fSDbgWi8UiCw8qlQrxeJy3ve1ttzyeeS8TiURk0UY8HpeJM7H2R9M0nE5n3c93K4hAaiaTkSObTdNkaWmpqQORCoXiOjfzLouLi+i6Tk9PD/F4XN7nRee+zWarmyJTO5a3UqmQTCaxWq0UCgVaWloYGRmpG8G7vLxct3e5dh1APr8aQ6lWqzLx0tvbi91ul4kfsdN3K5ogJgRYLBa5dkDsdvZ4PE3fFbjWu1y7do1EIoHX6yWRSMiCPUAWWmwFkbwRu7KFnpimSTgc3vH3o1Ao7k7W6svExASpVApYLTBOpVK43W7ZYe9wOCiVSuTzeXK5nJwEJu5BtUl30zRZWVmRk7/sdju9vb2y4zuVSm3qXcREE4fDIVeEFYtFAoEAbW1t0rvUJpa3gigi2O/exTRNotGo9JHCAzqdTrmO4Xb0pVqtkslksNvtctKb8i57mzsbpVbsC4aHh3n/+98vK4UNrcwvHc/z/v5Eo0+tYVTS0Uafwh0hm83K8WSGYWD1rE/E3wpX//dZZr54CbNaL0SmaTL/ldWO/eDx3g2/t2JWObPwxm0dV6FQ7C2EvogdY6VSCafTKUdYvsUf4w8fq24ryb9V3HbLHU/yC544rPO7x1fwanmuXbu2K8dsFGv1ZXBwkHhL9ubfuIME3dufxqBQKO5++vv7eeSRR+js7MTpdMpOkUKhQCwWY2FhgVgsRjQaJRwOUyqVZCdLbYDFYrHIsbxiDHztXuSVlRWWlpZ44YUXuHbtGtlslkwmI/8WOzUzmQyJREIWCogkjQiwLS8vk8vlaGtrk90ataOebxURFCsWi3i9XtxuN8lksm46QTMi9EVoS7lcxuVyyaAWrI4hFQmV7aLrugyKQvOOrlYoFOu5mXeZnZ1lZWWF5eVllpaWZMel6KoTCXqRFBGJFdM0KRaLMrGTTCZ54403eOGFF1hcXCQSiZBIJEilUuRyOfknkUhQLpcxDEN26ospJmKljM1mk92dIqmyFUTyRtzzfD6f3C3czPqykXcpl8s4nU4AmeAXE3u2moQR1H5fJBKRvyPt7e3bfxMKhWLPUKsvYkS/0JdqtUosFiORSBAKhQiFQtKfVKtVWUQG15P8tZ5GFKvm83mmpqZ4/vnnOXfuHLlcTnoXsYZGeJdkMkmlUlnnXSwWC4uLi6TTaeld4PrI/60gdEuMrd+v3kXTNBwOB4CcGCdW8NyutgB1K+mUd2kOVEe/YkcwDIOxsTHOnDnDh+9J0uvceidEM6F7mjNZMDMzUycirU4/s5nlLb/O8A8e5/wnv0Xk3CI97ziI90Ar5XyJhWevEX5tASPg4sD7Nq78LlaK/KvP/zuO9xzjtx//ZbyG+7bfj0KhuPuJRqO0tbWh66trPMLhMEYpyW+9pYDH1twjIQGcepUfC17gMt/T6FO5o6zVl2AwiCvnIcH6Xad3inPLl/j5z/+60haFYh8QDofp6uoimUySy+WYn5+XQaNoNEokEpFj3QUiECIQY9oB2QUpAiRixHI4HJZ7MC0WC8lksq4wQIxeLpVKpFIp2YEpPi+SP1euXMHhcMjR/uVymWKxKJNEt4roCi2Xy3IlQbN3bdTqSzAY5NixY1y8eJFwOEwikcDj8cgg5u1089dimiaJRAJd18lkMjz88MPMzMwwMDDQ9NdZoVCsspF3SafTlMtlFhcXZVde7ahdkQgW+3VFsl10TwIyiazrOrquk0wmCYfDeDweDMMgFovJrxcJF7vdTiKRwGq1YhiGnBqQy+Ww2WzMzMzIgqeWlhZyuZzsDNzq1JhisSj1s62tren1ZSPvcuzYMV5++WW5isftdu/IZDZN0ygWiywuLgJw+PBhHA4H2Wy2qa+xQqGoR+hLMpkkGo3K+0smk2FpaUnev4V/EcVdtQVkorhVeA1RUCaS9LlcjkgkgsfjkSP8RSFzLpeTRWGi219MGxFFA6KD/9KlS3i9XnRdp6WlRa4/28p0E/F1+XyeSCRCJBJpem2B9d7F5/OhaRqTk5MkEgnc7tVYVSaTqfOjt4PFYiGfzzM/P08+n1feZY+jEv2KHSESiRCan+bD7edpY3+O66/Fd/93NvoU7ghrq+bucR3i9czlLb9OYKyb+37m27jy569x6dOv1H2uZSTIyI+eRDdufHs6vXCOX3/qP/OxJ35zy8dXKBR7A1HJarPZaG9vx2azcfXqVf7Lu82GJPmfuhjn0y+EuLSSQ7donOx3868f7Wa4w3lHj+uwVBg2J+/oMRrNRlXZfsPLYimyq+ehtEWh2B9EIhGmpqaw2Wx0dHRw6dIlstks0WiUVColk/q1iV8xSln8fbLfxXcfa+VQu4NWl5VSxcRrWLBbdTQNylUI53JMJzz845Uc1zIGHo+HaDQqgzc2mw3DMOS4S9M0yWQyMsljtVrlGE0RXLPb7TLofztjGkWCSBy72bs21upLb28vS0tLuN1uOjo6ZAesGGt6u9R2RIlg6dWrV3nuueeYmJhgfHyc/v6NV5cpFIrmYDPvks1mWV5elkkYkVgB1o3ph+vJmdp7fKVSIZ/PMzc3h8vlklNfCoUCVqsVl8tFPB6nWq2i6zpOpxPDMEin0+Tz+brCMJGkEYUFNpuNarUqx+5vVVuENhqGweLiIvfcc0/T68tG3qW9vZ1SqURXV5fcTz03N7etjku4PjUhlUrhcDiIxWKsrKzw9NNPK21RKPYJtfoyODhIoVAgFAoRiUQIh8NyrdfaIi2RmBcfXzv2XiT9RRJdTCPJ5XK43W45Hj6bzWKaJjabDa/XK4uUayeaAXJ9ValUolQqySkyTqeTcDgsV8lsBbGTfmVlhVKp1NTaAuv1xTAMhoeHeemll+jo6JCeMJPJbPtYwusmk0lcLpfyLnsclehX7AiJRIJHeIk2Uo0+lYZjcbUQ+8anSb72BXzj78M5eKLRp7RjrK3m6jO6MDQ7BXPrQbHWox088BvfTuJKmPRsAt1hxTfYirvXj2a5tQTeq/NneX3xAmPdR7d8fIVCcfczMzODYRjAqs689tprvC2YwWvf/W7rT3x9id9/domRDgfvOOTjSijPVy4neW4yze8+McDjR1vu6PFdk18GfuGOHqORbFQt3FNq5yJTu34uSlsUiuZH7M5NJBKcPXuWZDJJLBYjnU7LQNjaDn7ZrW+FT//wEY5137zLocsLxzqsvO+IQTxf5befzvB0xJRBL5vNJhPMotP/wQEP331fK+0eG5FMmScvpDgXKnKyz8njw25aHBrhTJkLizojHQ4OBR20Oq2UKlVsuoVYtszVcJ7Pn43x8mx9AMg0TZxOJ16vl1AoxM/+7M82fbfG2vdnGKsFFyIpZrVa5XSD7SICrC6Xi66uLqLRKJcvX8bn83HmzBkCgUDTX2+FYj+z1rvU6ksmk5HJ9VqE5ui6Xpeg2Sg5LDohk8kkbrdbBvpFURggu/druzbFmhkxRUboma7rFAoFbDab7M683V3yIhHjdrv3hb5s9N6SySQdHR2y+EKsTchms9veKS0KOPx+Py6Xi6mpKdrb25W2KBT7hFp9yWazLCwsMD8/TyqV2jTJD9e15Eb3ddM0Zbe9KAR2uVxSt8Qzst1ux263y8IBcdxyuSxXv4jkvtVqpVQqyXtgLpe7rWftWu9isVhoaWlp+vvdZvpy4MAB4vE4TqdTepidWDtWqVSw2+3KuzQBKtGv2BHaKyFa2d2uu7uVajZO5uKzACRf/mucQw/S/QMfRXd6G3xm22dgYICJiYnVh4Bqgc9Hnr6tJL/AoltoHe2gdbTjtl/jz775V9iPfVCNlVEompBsNkswGGRmZoaJiQkK0Tn+r+/27fp5vL6Q5eNfW+Kn39bJzz3SJR+m//pMhF/7wiy/8ncznOx3E/TY7tg5VJPLXPj9H0B75y8wcPho093vavVF4ExZsVc1iv7tdcHcDn/xwt9SHsjhcrmUvigUTYjf76dcLrOwsMDKyorcdSmS+yJQJsYpi3vTI4d8fOKDg9itW9thDNDisPDR97bz8n1OfuZ/z5CvrgbuS6UShUIBtw0+/gOHeHiw3jN88P42MoUKbkOvf8Hx1k2P9cCAhw+daOdaOM8HP3WFVKEig24226pWdXV1kU6nOX36NKZpNu39bq2+FAoF0um0nIpQLBbRdX3bY/sF4nWdTqcsJgmFQvT19XHp0iWcTqcct9yM11uh2M/UepdafRHJkFo9Wduxfyuj8kulkkzYVyoVrFarTNyLhL7FYpG7kEUBWW2ip3Z6gCgAEKtqNksU3QyLxSInzlitVgYGBmhtbeXixYtNe7/byLukUilisRipVAqv10skEqm7/tulWq3i9XpxOp1KWxSKfcba2FgoFKobl197796qvtQWIlUqFak1Ho+HbDZLsViUxUa6rpPP5+UkMnEcoXGAnFwjVgEIPdoqa71Ld3c3Kysr+867wKq+CP8ifp475V1M01TepUlQiX7FjuCPvt7oU7hryU2+xOJnf4G+H/tko09l27hcLsbHxzlz5gyfjzzNbGGp0adEOBXhypUraqyMQtGEuFwuDMPAbrezsrLCf3uvF/0WJ37sJP/rpRBDAYOfeUdXXcXs944HeH0hy2deifDJby7z797Td0fPwxq+SPYffpun7/nJprvf1eqLaZqEQqHV4o7eAhr2XT+f+egi8/o8gNIXhaIJCQQCeDweUqmUHCFZO0pZIAIpP3EqyM++owuXXV/3WlvlgX43X/ypI3zpUpL/cynNS9MpqtUq/+0HBtcl+QXrkvy3yMF2By/8m3t51ycusJxe3fucyWSIx+PMz8/z3//7f8fv93PkyBGCwWBT3u9q9WVlZYWpqSnC4TDT09NYLBY5YnSjUdm3Q7VaxWazyV3c4XBYBsSuXr3KoUOH5Nc24/VWKPYzwrvU6kuhUNiwS/527zUisVIsFimVSnISQO00mlwuJ1eR3KjDE9aPcb5dyuUyoVAIh8PB4uIiH/3oR6W2QPPd7zbzLlNTUxiGQSaTkcmp2yme2AhxnHK5rLRFodhnrI2NaZpGqVSqS7ALtvMsK/REaIn4mOjWr/38WtYWF6ydjrZVROwtnU5L75LJZEin0/vGu6zVF5F0FwV/O1lIprzL3mfrrQgKxQa4tNvv6t4P5K69SG76dKNPY0fo7++n496euyLJD+DSHcDqA8WZM2c23JWmUCj2JgMDA7Iz7olhO16jMY8t1yIFPjAewLpBkcEH7g8A8Orc9vdj3Qqu1DSO5FRT3u/6+/t57LHH6OvrW90f3eNC69j9JD9AqHR9SpHSF4Wi+RgYGJB7J30+nwwkrR1/+J5RP+d+ZYxf/vbeHUnyC1pdVr7veBv/8/sHOPdL93DmF+/dNMm/Xay6hSc/Miq7a8rlMtFolKWlJSKRCJOTk5w5c0Ymoprxftff38+pU6coFAq0tbXR0tIiR5PmcjkSicSOJPkBisUiKysrLC0tEQqFiMfjnD17li9+8Yvrdmk26/VWKPYrwrsIfXE6nRSLRTle90Yjdm/n/iPu6xuN/Bcd/juVBLgR1WqVYrFILpdjeXmZWCxWpy3ivJrtfrfWu7S3t9Pe3i6LOxKJBNlsFl3fmeeHXC7H4uIiS0tLSlsUin1GbWzM7/fjdDqpVCpyospOIzyD6Bo3TbNuUsytJJm3e16iELdYLBIKhVhYWMBms+0b77KZvmQyGRKJxI4VkQFkMhnm5+dZWVlR+rKHUYl+xY5g99/+6PX9QvK1LzT6FHaMZ6dfaPQpSIK2NvnfpmkyMzPTwLNRKBQ7iahkBXhnT+MKyn7nff08emTjlQGDbat70iYj29/te6u0LX6jae93LpcLp9PJoUOHSLc37meeruaYKyzLfzfr9VYo9itCX2w2Gx6PB4fDIXcaa5qG19D59A8f4uMfGLqtMf1bQdO0O34Mj6HzFz96mD/4p338yqNtHO9xkEgkgNX72/LyMnNzc/LfzXi/C4fD9PX1cejQIaxWK21tbZRKJZLJpNw1ulNks1nC4TDxeFx2dMZiMWKx2Lr9pM16vRWK/YjQFsMw5LQQ0YUp7gV3EpHwEUmY2q7LO5EIqqVSqZDL5eQqlLXaAs15v6v1Lh0dHXg8HqrVKslkkmKxKPVlJ66/aZqk02lWVlZIpVanASltUSj2B7WxMbvdjmmaeDwedF3Har2zA7vFapa1umKaJhbL5h5GTALYznFFsUGhUMBisWAYxr7xLhvpS6lUIhqN7qhvgVUNj0ajRCIR+dpKX/YeKtGv2BF84+9r9Cnc9VTS0Uafwo4Ry8UbfQqSUKn+uqqqMoWiuejv7+eJx99F0LEzYyVvh6OdTg61Ozb83FKyBIDfsXOdnjfDmV41NM16vxPvq6Q37mcO8EZ2ou7fzXq9FYr9ylve8hYeeughnE6nHLfudDrRNI1P//ChO9Zh3yju73PzrmE/Hxxv5Q+/O8ivPlAiFVmSHTnLy9eLm5rxfrf2PblcLiwWS13ybTvByLVUq1Wy2Sy5XI58Pk9LSwuZTIZQKHTTc1MoFHuX/v5+PvjBDzI8PAys3lccDgc2m+2OJ9s3C/zf6N5msVi23XEuui5FAmJlZWVDbYHmvN+J92QYBoZh4Ha7ZfJN07Qd7bgVUxySySTLy8tyTYDSFoWi+env7+e7vuu76OrqolAooGkaTqcT2Nln2LVUKhW56mwrbPfeJ0b/l8tlSqUS8Xh8U31p1vvdWn2xWCzY7XY5iWwnf+6VSoVisSin0SjvsvdQiX7FjmDvPAKa+nW6Ebqn7eZftEdodbY0+hQk2Ur9w4bYI6NQKJqHnit/jn5n42K3zesLqw+49/Xs3r3HWs7Qf+FTuKx3fhRnIxD38RbHxlMUdgulLwpFc+NyuRgbGyOdTpNMJsnlchiWCn/14UMc627+/99P9hj86GCEK1eusLy8TKlUkp9rxvtd7Xvq6upC0zSq1SpOpxPTNOuSMjuF1WqlUqngdDoxDINSqbSuK2btuSkUir1Pe3s7jzzyCNVqlVQqRTqdplKpyPH9Nxvjvx3WJvtvtCPZYrFgsVh2bLy/aZpkMhnm5ua4evUqCwsLRCKRuvteM97vxHsKBoPY7atrx+x2Oy6XS3bz79T4fkBObbBarRQKBbLZrNIWhWKf4Ha7SSaT5PP5uv/3ha6I6WQ7zUZaIp6l135MFDiZpkmlcvvNG7WTAyqVCul0msuXL2+oL816v1urL9VqFcMwZLJ/p3/etcUZyrvsPVRmVrEjzH/qp8Dc2bEhzYbv/u9s9CnsGO8efqTRpyBx6de7bDVNY2BgoIFno1Aodprc1KsUp19t9GlsiGmafO611V3uP/nw7q6wcacmcb34R7t6zN1C7J+7zzvc0PNQ+qJQNDeXL1/mq1/9KoZhyGTvR7+zi3u6nI0+tV3jRLeNbj3B0tISkUiEUCjUtPc7oS0Avb29dHZ2yjGkNptNdsTsdGdMuVzG6/WSzWax2WwYhlH3Nc16vRWK/YzQl0AgUJfsEIn1O7VT+UbUJmhEEgauFwZYrdZt3//E+4zFYiwuLhIKhSgWi7z++uv7Ql8Mw2BsbExeyzulL6Zp1iVeCoWC0haFYh9w+fJlPvvZz5JIJHA6nei6LouJRKf3ThYV3YyNisRE4rl2bYyu69u6/4kiA9M0CYVC6/QlHA437f1urb6IYjJRpAw7py1iVUKxWMRqtSrvsgdRiX7FtslNvUph8eKuHvOpi3F+8NNXOPl7r/PQR8/yL//yGpdXcrt6Dlsl8pU/opJLNfo0doTxnns43nOs0acBwGHHAWBVaO6//35VVaZQNBnRVz7f6FPYlL88HeWV2QwffkuQ8V73rh+/MP0KsUvP7/px7zRi/1y/o5sWvXFd/fe4DgNKXxSKZiSbzfKVr3yFcDhMuVymt7eXfzLWx0MDu38vbzTvH7ESjUaZm5vj+eefv+N7PhuF0BYRLBsfH+f48ePY7Xba2tpwOp04nc4d26MtxljH43HC4TAul4uWlhaCwaD8GqUvCkXzUasvmqbR19eH2+2WO5VFgn+nuuhvxkbTA2w2m7zXrU0WbDchIxI8sViMaDTKxMQEMzMz+0Zfent7efzxxwkEAlitVgKBAB6PR45c3glKpRLFYpFIJILVasXpdCptUSianFptKRQKBINBOjo6cDqd8t4qRtrvlr6sRehHreaIxL/FYtl2QZkoJotGo3X6sri42LSj5NfqyxNPPIHL5cLhcODxePB6vTs2kax2coIY16+8y96iOZ+yFLtK8syTu3q8T3x9id9/domRDgfvOOTjSijPVy4neW4yze8+McDjR1t29XxuldzkSyx+9hfo+7FPNvpUdoTffvyX+fWn/jOvzp9t6HmcLV3hPWPvZGBgQAmNQtGEZMLz3I1T+1+eSfNbT83xziM+fuldPQ07j4mn/oQuVx/9/f0NO4c7QX9/P4FAgJ6rvfzbb/wOVXbXrFqw8JaDJ3C5XEpfFIomZGZmhkKhQCwWA1aDUO8d9gDlxp5YA3j0sJeP2XV+89k3CAaDTE5OUi6XVwuumlRbZmZm6O3t5fjx43R3d/PlL3+Za9eukc1mKZd37negWq1itVoJhUL09vbyHd/xHXR0dJDNZpW+KBRNylp9aWlpweVyMT8/T7lcplqtbnuc8VZYG/wXSRa73Y7FYqFYLMo9vw8OePjOe/0MtVjxO3VKlSo23UIsW+ZqOM/nz8Z4eTZzw+OJFQWi63xiYoJMJsN99923r/TlyJEjPPnkk5w/f56rV6/KCS87pTHi9yibzfJt3/ZtHDt2TGmLQtHEbORdOjo68Hq9TE9PU6lU1o3Rv5NsVLRWm9AvFot1HxMFABuNgb9VRCGDpmlks1muXbuG2+3G5/Pxuc99ju/8zu9sOm2B9frS0dHB3/zN33Dx4kVisRhWq5VSqbQjBR6iUKRSqVAoFHjnO1fzLUpf9gYq0a/YNpV0ZNeO9fpClo9/bYmfflsnP/dIlxSWvz4T4de+MMuv/N0MJ/vdBD0704mx0+SuvUhu+jTOA8cbfSrbxmu4+dgTv8mZhTf4x8vPEs8leGXudXLl/M2/eQe5kpyi6DeV0CgUTUrJ6sbe6JNYw8XlHB/5i2u87aCXj79/EKulcaUIjvQsZ86cIRAINN190OVyceK+43zmwB/xA3/2L3Y11V+lirXbyWj36C4eVaFQ7BbZbHbdGEKfvTHdL3cDDw24+J13WfjtF89yzz330NfX19TaMjp6/d4+MjKC2+3mb/7mb5ienqZUKpHP53ckCedwOPD5fPT19XH//feTTCZ54IEHmu6aKhSK62ykL7qu43a7yWQy8h6zW2y0P7larZLJZPihE238+KlB2j02bLqG5QYdgQ8MePjQiXaK5SrhTJkLS1n+x7dCGyb+RSKmVCqh6zrlcpnJyUmGh4f3lb709PTwiU98gmq1ytzcHMViEYvFsu1knMViweFwEAwG6e/vJ5vNquSLQtHkbKQtsFq05fV6KRQKVKvVXdOXtUllUeBVLpcxTVOuFKj9IxL12z2m0LF8Ps/CwgJer7eptQXq9eXEiRMMDw/zH//jf2RiYkJOedmJaQ66ruP3+zlw4ADHjh3j6tWrvO1tb2vKa9qMqNH9im2RzWZJlXdv/8v/einEUMDgZ97RVVeZ/L3jAT50IkC2VOWT31zetfO5HZKvfaHRp7CjjPfcwy8++i/5vvEndj3JL3jq0lcbclyFQnFnyGazXLx4kVe/9Q2qoSuNPp06ZqIFfvwzVxnrcfMH7x/Ebm3so5StEMc0TWZmZhp6HneSlXR4l/v5V1HaolA0H0JfJicnKRaLuFwustks6XSalVSx0afXUI73ODjgzDE7OwvQ9NpSi8fj4S1veQuHDx+mo6MDt9u97RGYVqsVv99Pd3c3o6Oj2Gy2fXVNFYr9hPQur77K0tISPp8Pn89HNpslHA4zMzNDLBajVCrtWNfd7XKyz8Vf/shBLvzqffy/H++jt8XAsFpumOSvxW610OO3866RFj7zo0f4x385itdYHxMU60uKxSLRaJRSqcTi4iKwP/Qlm80yOzvLqVOneOtb3yr1ZSfWwzidTtra2mhtbaW3t5dqtdr011Oh2K/cyLtEIhFmZmZIp9M7kkjfDuK45XJZnke1WqVSqVAsFslms7IYYbuI1y2VSiSTSZLJJJlMZl9oCyCfLb77u7+bt7zlLXR0dODxeLa9HkfTNDweD0NDQ4yOjuJyuSgUCvvimjYLqqNfcdvMzq52ETpsgxzYpWNeixT4wHhgw+7JD9wf4DOvRHh17sajxBpNJR1t9CncEf7x8rMNO3Y8l2jYsRUKxc4itMU0TfovfApHZrHRpyRZSZX48GeuMhQw+MPvG8JocJIfwFItYCnnmnYnGTROX5S2KBTNRa2+mKbJtWvXCIfDlMtlYrEYr06Wec9QZ6NPs6F877DOn1+7RqFQwDCMptYWwczMDO3t7Xi9XpLJJIlEgnw+T7FY3FZXlGmaeDwefD4fxWJRFg7sh2uqUOwnarUFoFAo8OKLL1IulymVSiwtLVEqlWTie6d4YMDNT54K8uCAB7ddxwTypSp/eTrMf/zyev/kNXT++/cPcaLfs2PnADAYcPDSvz3Gz/3vKZ66dP3ZWSR5yuUymUyGhYUFjhw5Ij/f7PfCmZkZTNMkGAzi8/mkvhSLRZaWlrY1wr9SqWC322ltbcXpdO4bvVYo9hs38y7R6Gp+obabfjfH969lt1bS1OpLIpFgfn5eJrn3w72wVl9GR0dZWloCkMUP28HlctHa2kqxWKRUKil92WOoRL/itshms1JstMrt71fZKr/zvn7s+saVxoNtqyNsJiO7dz63g+5pa/Qp3BFiuXjDjt3i9Dfs2AqFYueo1RZnagp3arLRpySJ58r8+GeuEnBb+eSHDuK0NT7JD6AB/Rf/J/aj/6XRp3LHaJS+KG1RKJqHWn0RiECIaZrEYjGOHG9v1OndNdzbaRB5I8Irr7zCkSNH6pIyzYoIXhmGwbFjx4hEIsRiMblL9HY7o3Rdx2KxyN+vpaUlvF7vvrimCsV+YSNtgVV9WVhYIJVKyT3FsHpf2O4eZa+h80cfGuShAe+6z7kNnR871cmPvqWDUKpMqWqSKZTp9NrxOfVb7trfKhaLxsc/OMS1cJ4PfuoKqUKlbs+v+O/p6Wnm5ubo6+tr+jHAtYmRtfpis9m21Xlrt9uxWCyUy2WmpqY4cOBA019PhWK/cSvepVqtYrFY0HW94dNidhNR1FCpVNB1nUKhwPT0NL29vfviObtWX7xeL4FAgGg0Sjgc3tZ6GF3X5QSyaDRKLBZT+rLHUIl+xW0xMzNDPp8nFArxtsW/3rXjHu10bvq5peSq4Pkdu7dK4HaI4Wf+1VdxuVxNtUer1dnSsGO/Nn+OVCGD13A37BwUCsX2EZWphUIBz/RzjT4dSbZY4SN/cQ3dovHH338QzwbjKRuJM7uIt7DExYurD/1KX3aGAV9PQ46rUCh2nlrvUigUmJqaYmVlhXK5TCgUQtM0urzbH6e71/E7LLS2thKPx5mamuLbv/3buXjxYlNqi6D2/RiGQSwWI5vNyuBhtVq9rYCZrut4PB6KxSI9PT3E43Gef/55RkdH5fVUKBR7m1rvUqsvU1NThEIhkskkVqtVJrotFktd4v9WeWDAzXcfa+VQ0ME9nU5c9ht7EYum0ekTmma/jXd2exxsd/DCv7mXd33iAovJ612FdrsdwzBoa2vj7NmzdHR00N7e3tT6sva91OpLtVrdlr5YLBY8Hg/ZbBav18urr77K+Pi40haFoom4Fe9itVqx2WwUi0WKxeKuddTfLZimSSaToVKpoGkaU1NTPPHEE2SzWWZmZvaFvhiGwcrKCtFolHw+LwvJbqeYzGKxYLPZKBQKWK1WnE6n0pc9hkr0K26La9eu8frrrxM0wzjINfp0AHh9YbWi6b6eu/vGk5p+nSXLEAATExOMj4/T39/f4LPaPu8efoQvXPhSQ449l1zk15/6z3zsid9syPEVCsXOkM1mCYVCTE1N8W5zudGnI/n3X5zj9FyWd4/6+egzm68S+K33Nu5ePvvsn7E09IT8t9KX7fONc8/z1uCJpriGCsV+R3gX0zQplUq88cYbpNNpksmkTMAc7TAafZoNR7doPD6kcblcxu/38+STT9LX1yc/30zaIhgYGGBiYoKVlRVefvll7HZ73dhLi2V1gs9WkzGapsnXEaNVOzs7OXPmDNFotOmuo0KxH6n1LkJfzp49y9LSEtlsVo5R1jSNQqFAuVzeUuDda+h84aeG6fbvHX2y6hb+z0dGOf57ZwGkxvb09GAYBqVSiUqlwre+9a26a9Fs+iK0xTRNQqHQOn0R2iKuz1bQNI18Pk8mk6FUKtHW1qa0RaFoMm7Fu8DquphisbitdSC7weq6mQ5GOhyYaCynisSzZfxOK60uK7FsmavhPJ8/G+Pl2VtbySym5MzOzpLNZhkaGuLs2bNkMpl9oS+13iWfz8v3LCaKbbXwQzyrZLNZ3G630pc9iEr0K7ZMNptlenoa0zQ5yHyjTwdYfTj+3GsRAH7y4Y4Gn82N0UvXBcs0Tc6cOUMgENjzlVHjPfdwvOcYpxfONeT4r86f5fXFC4x1H23I8RUKxfYRVbimaWKw9W6XO8VCYvVc/vHijXe2NzLRr5fSdf9W+rJ9spV801xDhWI/U+tdABKJhBzzGI1GyWQyjHcbBNzKGgN8T3eEsMXCl+Pt6Hpn3eeaSVsELpeL4eFhXnzxRYrFIi6XC6/XSz6flx0xALnc1orbNU2jWCySSCTo7e0lEAjILplmvI4KxX6k1rsAcgd7NpslHA7X7RHe6t7cI+0Gf/+R0Ts2bv9O4n6zQOHff3Gel2czuFwuHA4HXq+X4eFhFhYWOHToUN33NNt90eVyMT4+zosvvsjU1JTUF5/PJ38fxHSHrSToxEqZfD5Pa2srvb29uFwupS0KRRNxK95FTAQRxVN3K15D50//2SGOdtXfk/pa1k+beWDAw4dOtBPNlvjFv53h69dSN3xtXdfx+XzEYjGmp6fxer2cOXNmX+jLWu/i8/nIZDLYbDZZZJjP57dUqCzWQKRSKYaHh5V32YOoaIZiy8zMzBAMBllcXMRpFhp9OgD85ekor8xm+PBbgoz33t3j2yu2+vMzTZOZmRlGR0cbdEY7x28//sv86Gd/jkg22pDjP3XpqyrRr1A0CQXswK1V8t5p/vRH7v49X2u1BZpPX379qf/Mq/Nnd+2YLt3RVNdQodiv1HoX0RXjdrspFArkcjl8Dit/8D23v6rjqYtxPv1CiEsrOXSLxsl+N//60W6GOzZfOXa3014N8Qgvcd54/7rPNeN9sVqtMjY2hqZpzM/PMzg4KBP7YsxybafMrVAul0kmk4yMjMjRqrA6YhOa8zoqFPsdkcxPp9NYrVaq1eptddUB/N1PjezJJL9guMPFZ370CC/NpPn5zy8QDodpa2sjk8nQ2dm54fc0232xv7+fcDjMysoKpVIJm83G6Ogor732GsViEdM00TRty524IokTCATkOGWlLQpF83Az7yImgoh7wd2G6N4f63ERcFvRtqhlbS4b/+MHD1GqVPkvTy/yP14Ibfh11WpVPl9fvXqVS5cu0dbWtuHXNtu9ca136evro1gsks/n6/7eyu9HtVolm83S39+vvMsexdLoE1DsPbLZLIZhMDg4SJ7GjxB7eSbNbz01xzuP+Pild939+3QT7fev+1g2m939E7kDeA03ox2Hbv6Fd4h47sbdtgqF4u7GNE0GBwfRNI0E3kafzp4i7+ra8OPNpC8fe+I3+ZmjP8IhR9/Nv2EHuMd1GGiea6hQ7FdqvYumadhsNnRdR9M0LBYL/5/v7MJr3Hjf8WZ84utL/OxfTZEqVHjHIR8dHhtfuZzkg5+6wj9ciO/sG9lluokw6Mxv+Llmuy+K35H77ruPnp4exsbGaG9vl5+vVCpYrVsLVIqEXyQSYXFxkXA4TLlcJhgM1h1XoVDsXWq9C4DNZiOXy2Gz2XA4HDLZv9VEzK+/pxfd0hzh2gcHPHz0u3qYm5vD6/UyPz+Pz+fb9Oub7b5omiZ9fX2cPHmSYDDIkSNHaGlpkbpimia6fuvPICLpZxiG1JdIJFJ3TZvtGioU+42beRebzYbdbr+tPex3kp841c7ZX7mPz/zIER4b9tPusW05yV+LTbfwy/+klz//kUME10xeE9NNxP0uGo0yNTW1b/RlrXe59957aWlpkR394vfGsoVnCeFdSqUSoVBI6csepDmeHJsETdMOaJr2aU3TljVNS2ma9pSmaacafV5rESM6gsEg2qFHGnouF5dzfOQvrvG2g14+/v5BrJa7u+K5bPOQ8x5Y9/FmGnvS6mxp2LFbnP6GHVuhUGwfl8tFMBhkbGyMZGC80aezp3Bklzb8eDPpC8B9XaP80/Z/Qr+xcWHDTtFScGMkVx+Tm+0aKhT7jVrvMjY2xujoKD6fj/b2dt56qJUH+hy39bqvL2T5+NeW+Om3dfJ3/3yEj33vIF/4yCj/6bv6KZar/MrfzRBKb21U891Ge/z1DT/ebPdF8X5EUNXtdnPixAkCgQAejwe3243D4dhSsFIkY9LpNIVCgVgsRjabJZlMrjuuQqHYm9R6l56eHoaGhvB6vfh8PlwuF3b76mjirdw7un02fuiB9pt/4R7i1KCHY0Er09PT9PX11d0H19Js98WN9OXw4cO0tbXhcrlwOp1bSvQDcoR3Op2mWCxis9m4dOkSoVCo7pgKhWJvciPvIp5Nq9XqlpK4d5Jun41Xf/EYv/ztfRjW2yuevhEnB7z8n39R30VummbdxBy73c7Q0NC+0ZeNtOXYsWP4fD58Ph9OpxOPx7Ol3xGxbiiTyZDJZEin00pf9hgNvSNomvaCpml/pGnaP9c07aSmaesXdOwTNE07DDwP/DPgFeArwNuAr2qa9p5GnttaBgYGVqvIyjm6V77RsPOYiRb48c9cZazHzR+8fxC79e4QuBtirh/ZpmkaAwMDDTiZO8O7hxtX/PGekUcbdmyFQrF9hL4YhoHn0INUNbVh6FbRS+vXHDSbvsD135HvDjxGjz1482+4DTxFB/dE+5mamqJQKDTdNVQo9hvivgGrwZDe3l4GBwfRdZ13Ddlu+3X/10shhgIGP/OOrrokzveOB/jQiQDZUpVPfnN52+ffSDyJy+s+1szaAteDquPj49xzzz10dHTQ09Oz5WCZ1WrF4/Hgcrno6+tjcHAQn88ntaUZr6NCsd+o9S59fX0cPHiQ/v5+LBYLmUwGu92O1bo1P/PkR0a31QF5t/Irj7bSrSfI5/MsL2+sjc14X9xIXw4ePEhfXx8+n4/BwUE8Hs8tv56madjtdmw2Gx6Ph6NHj+Lz+TBNU3kXhaJJWOtdDh48yMmTJ3G5XOi6TqlUwm633xXd/F5D55mfuQePcWdjd36nlY+/f33jpLgGgUCA1tZWCoWNV0w3m75s5l1GR0dpa2ujq6sLv9+Pw3HrBe1WqxWHw4HH46nzLkpf9g6Nzow+CPwU8P8DXgRSmqa9pmnan2ia9rOaph1v7OntDtrq/5l/CHQA32Ga5ntN0/we4AGgAPyJpml3zZJHl8vF+Pg4vROfxZ2abMg5rKRKfPgzVxkKGPzh9w1h7IUkP2At53CmpuW/NU3j/vvvb6qKqPGeezjec2zXjxtwtTLWfXTXj6tQKHYOoS+aphEKhThtHmn0Ke0ZNOpNXjPqC1z/HXHqDn6w4zvp0zp29PWdJTsnwoewmquV6O3t7U13DRWK/cZabXn99ddJpVK4XC4OtN5+UOpapMAHxgMbThT7wP0BAF6dW1+EtZewlrNN712g/ncEIJlMEolE8Hq99PT00N7eTqlU2lLXpa7ruFwu3v3ud9Pd3S33XJqmSSgUasrrqFDsNzbSl5aWFkzTxOVyUSwW5SjcW+GHTgbw3OYqmbudoTY7/+6BIo9bXsRlNSkWi3Wf30/6kkwmKRaLHDp0CLfbvaXOXKEtfr+fo0ePrrteyrsoFHuftfeNUCjE9PQ0bW1tWCwWNE1r+Aj1BwbcfP4nh3n5F45h2aXpyu852sobvzrGe0ZXp/nWdvSPj4+zuLjIyMjIumK5ZtSXW/EumUxGrnu4FXRdx+fzrfMuAqUvdz+NbpX7DeB+4DgwCNiAsTf//CiApmmLwO8D/8U0N2iHbg5GgH8CfMo0zafEB03TvKBp2n8C/gPwz4E/aND5raO9EiKfbEySP54r8+OfuUrAbeWTHzqI07Y3kvyC/tIkmd634nK5GBgYaMqb5G8//sv8+lP/mVfnz+7aMY+0D+3asRQKxZ2jv78fp9PJ5z73OaYtRzhRuUATNrXsOIH2dpxHjpDNZptaX2D1dyQQCHDp0iWGrnUzZ1/ZkdfVKxZOpY/SEvBjGAbBYPCGO94UCsXeoVZbNE0jmUzS1tZGm2sOuL1umN95Xz92fWOBGmwzAJiMbNxVspfYD94F6rXl6tWrdHd34/F4ZFKmXC4DYLFYbmnftsVi4cSJE1QqFXp6ejBNk0KhgGEYjI2N0dfXd6ffkkKh2AXW6ku5XGZoaIiJiQlKpRLVavWWuy5/8uGdLWC9G+mxRPl22+toB78Hp9O577zL1atXCQQCdHZ2Asgx07qu35K2aJpGS0sL999/P4FAAIfDgdvtVt5FoWgyau8br7zyColEgt7eXpaWllhZWZHPpbuN19D5b98/yMl+b0OOb9UtfPwDQ1xYyvH9/88EuWJJrssB6OrqYmRkhJmZmabXlxt5l0wmQ6VSoVwub0lfxsbGNvQuSl/2Bg1N9Jum+dvivzVNa2E14V/75yjQA/wn4Hs0TXuPaZrpBpzqneafvPn3X27wub9iNdH/Tu6iRH/0lc835LjZYoWP/MU1dIvGH3//wT1Z7ey1Vhk5caLRp3FH8RpuPvbEb/Kr/+c/8Nz0y7tyzHZ3YFeOo1Ao7izZbJYXX3yRZDKJLTqB1tLoM9obWK02RkdHb/6FTYLYafmWgye4MDNF2JLY1uvZ0hbujw5RtVXoG+7DMAx5HIVC0RzMzs5SKBSYn5+XHQrpksbtJvqPdm4+cG0pudrB6XfsPa+ylv3gXQRCWw4dOgTA1atXcblchEIh2Q1zK4l+TdPweDwUi0WKxSILCwuMjY1JbQkElG9RKJqFWu+ysrKC3++np6eHaDRKqVQinb71EGab6/bXyewlvOkpsqHLjL77Q40+lV1jrb5kMhnOnj1LOp3ekr5YrVacTie5XE4mYUZGRpR3USialMnJSebm5rDZbJRKJWw2G8FgkFwut6WJMTvFH32ocUn+WjLFCuVKFbfT4NChQ0SjUXp7e+VEnf0SG9vIu3R0dDA5OUmlUsFisWCaJpqm3bDoUNM0XC4Xy8vLtLS0ANR5F3Esxd1Nozv6JaZpxoFn3vwDgKZpbcAPAb8OnAI++ea/mw2R6H9jg89NAiXgromuzM7OEpq6TCNu6//+i3Ocnsvy7lE/H31mcdOv+6339u/iWW0N3dPW6FPYNXZzt9x7Rh7dtWMpFIo7w+zsLGfOnGFiYoKpqSnebp1v9CntGSyOW9/t2CyIcXXvsBzny7kXSDpzW34N0zRZ+vwELTEnUwPQ09NDKBSir6+v6fa4KRT7mdnZWZ599lkuXbpEKpUCIBaLMddjMtyy88d7fWH1/nRfz94PiOw3fVk7CjWbzRIMBkkmk+RyOarV6k2DZbquUywWefXVV0kmkxw+fFhpi0LRhKz1LtFolFgshqZp2Gw2WlpaiMfjm+4MXkv1Lti3fLs8dTHOp18IcWklh27RONnv5l8/2s1wx8ZFcY7prwH7J9EP1/XFMAy5a9vn81EoFMhkMpimecNEv6Zp6LrOzMwM5XKZXC6nvItC0aQIfXnppZekd5meXl2nZRgGTqfzlrVlp3ig381DA41P8l9czvGRv7jG2w56+flHe/nlr+cwDIN8Pr8vk9G13kXoiygAyOfz6Lpet+ZgI8TXXL16lVQqxcmTJ6W2AEpf9ggNTfRrmuYzTTO52edN04wCH9c07QvAt4Dv1zTtd03TfH3XTnJ3GAWKwOzaT5imWdY0bRIY1jTNb5rmbbWsaZrWAQS3+G2H1n4gm81y5swZOm3u2zmNbbOQWN3j9Y8Xb3wZ7uZEv+foY40+hV2j1dmyK8c50XsfY91Hd+VYCoXiziD0xTRNDMOgVCrhc+x+hfJeJf3G01Te+0vozsYbr91CmLjeYA99X/FxJR4h0VrAfsiD9RY6oqrVKud+82voVQtaIEAymcRqtcpAWbPtcVMo9itCX4S21PK1OXhsh22DaZp87rUI0BxjmAtLlxt9CrvKRvd9u92O3W7H6XTKfZc364qpVquk02kWFxdxuVxKWxSKJmMj7wKrGhAKhTBNk2g0uqVEzMXlHCcH9l5x1Se+vsTvP7vESIeDdxzycSWU5yuXkzw3meZ3nxjg8aMt677HMvMclVxqX3qXYDDI66+/js1mw+l0ysTMzfRF0zQ5ijkcDhMIBJR3USiakFp9qaVcLpNOpymXy+Tz+Rsmbu8EP3Fqq2mlnWcmWuDHP3OVsR43f/D+QQyrhV5biHPnzlGtVvmO7/iORp/irlN736/VF7vdjmEYlMvlmzZiitVDxWKRZDLJ1atXGRoakp9T+rI3aHRHf0zTtKvAa8Bp8cc0zeXaLzJNc1LTtH8PfAL4MeBf7/J53ml8QM7cPFoQf/NvN3C7s2l/GviN2/xeyczMDKZpkmgfpyX0ynZfbsv86Y8c2fVj7jSLf/kr9P7w7+McvGuGNNwx3j38CF+48KU7eowTvffxW+/5pTt6DIVCcecR+gKrD6d2u50ex97fbbxbmMUsUx97gp4f/Oi+0BeAgYEBJiYmMAyDjo4Ozp8/z/I3pzCtEPynB/Ee3nyCTjlX4rX/9FXMdEWaHwCPx4Pf7+exxx5TRkahaBKEvghtEZRKJb45GeXFXoOHBnbu//e/PB3lldkMH35LkPHexhRH7yTFpcvEv/UXtJzaH52XQlvEM0lHRwcLCwuUSiUMw5D7tiuVyobdlyKQJj5XLK4WqittUSiai428C6wmaJaXl4lGo6TTafL5/C2/5kefWeQzP7q3Yl6vL2T5+NeW+Om3dfJzj3TJe+Bfn4nwa1+Y5Vf+boaT/W6CnvVFuLOf/GcM/vzf7vIZN4613iUUCjE7O0uxWMThcFCpVGSyRWhNLUJ7yuUyFouFQqGgvItC0YTU6ktXVxeTk5OYpkmpVGJhYYFIJCLXd+wmI52NvcespEp8+DNXGQoY/OH3DWFYV9ee/O572vi+z64wNTXFU089RV9f3766H9Z6l9rYWK13yWazWK1WqtXqpt6lUqlQLBbR9dXVcw6HgyNHjjAwMLCvrudextLg42vAYeADwO8ATwILmqYtaJr2pKZpv61p2vdqmjYEiKXwjzfoXO8kXlbH829G8c2/HbtwLjdEjAPJeQfJu7obfDZ7E7OQZu5//ARzf/JTpC99neXP/zYLf/bzLH/+t8lNvdro09tRxnvu4XjPsR1/XaNs5cG2+/j49/zffOyJ38Rr7P0gqkKx31k7buodI0G81t2tUN7rVHNx5v7HTzD9iR9g6X//etNqi8DlcjE8PMzc3BzpdJpSqYTH48EsVln688vM/z9vEHlxnsxcgnK2SCldILuU4spnX+O5f/sF8pGs3Fsmxrz19PRw7NgxZWQUiiaidlTu2NiY7IiLRqOEQiF++i+vUq7ceCfurfLyTJrfemqOdx7x8Uvv6tmR17wbCD35n5j7k5+ikks1+lTuOLXasry8TC6XQ9d1/H4/LpcLr9eL3+/H6XSiaZrcrSwQiRgRRKtWq3i9XqUtCkWTsda7jI2NUa1WWVxcJBKJkEgk1q0CuRkvz2b23Pj+//VSiKGAwc+8o6uuY/B7xwN86ESAbKnKJ7+5vOH3liLTxC49v1un2nBq9aVYLOL1erHZbNhsNjweD4FAAJ/Ph8PhQNf1DTswRRFAsVjEarUq76JQNCG12tHb20tnZ6f0LuFwmFwuJwuDdhOPvXFpxHiuzI9/5ioBt5VPfuggTtv1c/E5dH7721tIJpP81V/9Ff/wD/+wZf3dy7hcLsbHxykUCnWxMa/XuyXvUqlU0HWdXC6H2+3m5MmTjI6OKn3ZQzS6o38MOF7z537AD3QB30F9Uj8JmMARTdP+GfAKcNE0zZ2JyjQWA7jRHUjcuRtdmFH3P/fM6Ic5dOZj6JVbr1BWXCc3+RK5yZfqPpZ8+a9xDj1I9w98tGlGmP2L+36I/zvyB8wUFnfsNcezh/iJ8R9gtHt0x15ToVA0lrUPj8Pliw06k71PcekixaXr168ZtQVW99ZdvnyZYDDIzMwMFosFp9Mpd11G5iOsnF+gUCjIpIuoehdjMcW/dV3HZrMxNDREIBBo5NtSKBQ7TK2+9Pb28sgjj/DMM88QjUapVCrkilWi2Qod3u1Zrdp9kR9//yBWy+4G3+40ucmXmP+zf032bb9ANpvF5XI1ZYdHrbYUCgWuXLlCpVKhr6+PQqFALBZjaWlJBlg36oqp/bjD4aClpUVpi0LRZKy99/X29jI8PMyZM2coFouya26rHZd7TTmuRQp8YDywoeZ94P4An3klwqtzmU2//+oX/xs+LSA7DptVW2BjffF6vQSDQdLpNJlMpm4CxEa/O7X6YhiG8i4KRRNSe/8zDIPx8XFSqRSJRKKumHS3O/ptemMUKlus8JG/uIZu0fjj7z+Ix9DXfc2DfU4OeuLMzs3x3HPPYbfbGR8fJxAIMDMz0/T6Atc78zVNw2az4ff7AcjlciwtLckR/qZp1q2JqS0YEYUAvb29Slv2IA1N9JumeQ44B/wv8bE3u/ePr/nTzWoBAKw+9/7PN/87r2na68Crpmn+X7t02neCFHCjZbJixmRyG8f4Q+BzW/yeQ1yfpADUjwOpWp0sHPoA/Zf/dBunpVhLbvIlFj/7C/T92CcbfSrbJpvNMvHGFb4v+DhzhSX+PvJVMtXctl7TmbPRa3QyMDCwQ2epUCjuBtaOynWm5xt8Rs1FM2kLrN+L2tnZydjYGOfOnSObzWIYBg6HA7vdTi6X27Ta3W63o2kaAwMDjI+PEwwGlb4oFE3GWn3p6+uju7ubarWKxWJ5s2tue8dYuy/Sbm14ffYdoTD9Ci/EPk3WM0AwGGRiYoLx8XH6+/sbfWo7wlptOXToELFYDICVlRUcDgdOp1PuUt4o2CqCZxaLBa/Xy4EDB+jp6VHaolA0GWu1BaBQKOB0OmWXtui+XlsQ1Ez8zvv6sW+S/BlsMwCYjGy+js0Zu8h//a//lQMHDuDz+ZpSW+Dm+uLxeABIp9Mkk6uh39pEjEDXdakvp06dUt5FoWhC1upLMBjE6/WiaRpWq7Vh2tKoiTP//otznJ7L8u5RPx99ZvMmwieO+vm957IsLCxgmiZPPvkkhUJB3nebXV/sdrssTM5kMnWxMafTKbVlLaZpSk9ss9k4dOgQBw4cUNqyB2l0R/86TNOcBCaBvxYf0zStA3gI+FtWE/0zwADgBN7y5uf2cqI/AfRqmqabprnRnGLnm3/fdqLfNM0VYGUr37NRUFyMAxEPqN7Yhds9JcUNyF17kdz0aZwHjjf6VLZF7V6hPqOLH2p9H3+58EXixuYV3TdCK5mcSBzm/nfe37QVeArFfmWtvmjV4s2/SbElmkVboF5fRIdlqVSir6+PUChEJBLB6/VimibZbFYm9Mrlcl0Sxmq1Mjg4yMmTJwkEAtx/v9IXhaLZWKsvsNrZ4HA4MAwD0zS31aGy2b7IZqU9+QbfSlpZXFxkcHCQM2fOEAgEmuLeWastsKovAB6Ph2KxiGma5PN5OTkmHA5jtVqpVCpySoymaei6TktLC93d3QwODvLggw82xfVRKBTX2UhbkskkVqsVj8dDPp/HYrFQrVY3TNhuRtWEBjVN3hZHO52bfm4pubqh1O9Y330psFfzeDJzTE2ZtLe3N6W2wK3ri8fjIZlMUi6XAdZNJLPZbAQCAe655x66urqUd1EompDNvIvL5cIwDMrlsoxr7GZXf6MWyywkVmOD/3gxccOv++V3dfP7L5fJ5XJMTk7y3HPP0draSnt7O8C+0JfNYmNiwlgkEsFisazzLlarFa/Xy8DAAEePHlXeZY/S0ET/myP4XwUu3GgEv2maK5qmxVkdXR82TXNI0zQfq93+J978ey8TBw4AvawWMUg0TbMAB4EisHkZ7C7S398vR59Up1Ui5k6RfO0Lez4ZU7sTJxQKceXKFYIhg3Q+RPmEA5y3HgjVElXemj/GybHjPPTQQ3fidBUKRYOp1RftjBMKpUafUtPRDNoC1/UlFAoxNTVFJpNhfn5e7hXr7OykWq1SLpfx+XxUq1W5Z7laraLrOlarlYGBAR599FEOHTrEBz/4QWkCFQpFc1GrL9lsluHhYS5evEgikaBarWK7zTH7N9oX2aw4WZ3OZZomU1NT+Hw+ZmZmGB3d+yu1NvIuoVCIhYUFdF2nvb2d1tZWLl++jNfrJZfLUS6X5V5LUUTmdrs5cuQIp06d4oEHHlDeRaFoUjbSlsXFRVlkejvjlSdCOUY6myO4/vrC6j31vp4bv5/7fUmeznUAzaktcOv6cubMGbxeL9VqlVKpRLFYlIUiVquV1tZWHn74YUZHR5V3USiamI30ZW5ujkgkIguAdnt0/0KihM+x+6nEP/2RI7f8tSOtJoVCgaeeegqn00mpdD2m2Oz6UqstMzMz6LqO1+vF4XAQDodlQdlm3mV0dFR5lz1Oozv6P81qQZAYwX+a1cT/q8BZ0zRLAJqmBYA/ePNrvwRgmmYSePbNP3udV4Bx4DBrEv1AH+ACvmbu9h38BrhcLkZHR7n2d0tsNIJAsX0q6WijT2HbiOqvQqHAmTNnWF5exjRNXFkb8b+J4DrgQz/kxrRDKpwgNRvD2ufC0eNBs1uoFirk5lMUX08y1n2UzlNBXC4XMzMzTb1XR6HYzwh9WRi8n8ylrzX6dJqOZtAWWP09KRQKTE1NEY/HWVlZwWq1kk6ngdWOl+HhYWB1xOXCwgI+n49KpUKhUJAjLx0OB11dXQwODhIOh3G5XEpbFIomRegLwPLyMk8//TQOh4NUKkW2WMW9wb7HG3Er+yKbkUDNkDnTNAmFQnUJjL3MZt7FMAzi8TiaphEIBBgdHeXixYuUSiXS6TS6rtfpi9/vp6uri66uLuVdFIomZ622PPvss1itVjkhc6thvN/8h3k+86O3ntS4WzFNk8+9FgHgJx/uuOHXurUCNtv1babNpi1w6/rS39/P/Pw8FouFdDqN0+mUHf9Wq5VAIIDP52N8fFx5F4WiydlIX/x+v1z7sducmc8weoMpLncDjw5Y+NSFK3g8HjweD05n/fk2q75spi3pdJrW1lblXfYJjU70LwLd1I/gF5Q1TZsGcsAwYLCa6P/4bp/kLvAk8OPAI8DTaz737W/+/cVdPaMNuHbtGkNDQ/J/8til56ikQg0+q+ZF97Q1+hS2jdgrND8/L8UGwDCMVUOSscPrJQ4cOMD8vIm2nCU7mWIuPCn36LhcLhwOByv6ihxRdOXKlabcq6NQ7FfW6ks4HOb16hCHUIn+naYZtAVW9eWZZ56hWCyysrIi9ULXdaLRKG63m8XFRR5++GFefPFFNE0jHA5TqVSw2+24XC65WzmdTittUSiakLXaks1muXTpEhcuXODVV1/F4/HQ0bGafDi/nOdRr+1GL7eOW90X+Vvvba77iYsCj/Iib3CIFQIUCoWmCQLdzLsYhkE6nebAgQP09/djs9nIZrPr9EXXdVZWlHdRKJqVjfTltdde4ytf+QqlUgld1+nq6mJlZYVCoUCxWMRiscjOQotldfrLRvuVX57NMBcv0Ndi7N4bugP85ekor8xm+PBbgoz3um/4tX3OPC5bvY40k7bAretLW1sbxWIRj8dDPB4nFAphs9moVqsYhkGhUMDtdmO1WpW2KBRNSC6Xq/t3OBzma1/7Gs8++yyVSgW/309fXx9L/3/2/jw+rjyv7/1fp/a9JJVKkrVZdreXbrst9949CzPdDTPsDGQmQyCXsIRL8ggJNyG/kO3eJOQmZCGBhBAgcMmDZSYMA8NAZpiFmaZnhqY39yLb3d5kW5astaSSSrWv5/eHfE5LsmQtllxS1fv5ePghS6UqfXVsnbc+5/M93+/UFOVy2d7mw1qC3VoBZDfuFf3jc/N8/JG9vYpIq8/B1NQU0WgUr9dLPp+nXC6vmEzWiPny5S9/+bZs8fv9ZLNZTNOkpaVFtUsTqGuj3zTNHsMw4sCjvLsM/yPAIcDN0h3ulhrwz03TfPmeD3T3/RlLExp+3DCMnzdNMw1gGIYb+Hu3Pudz9RqcZXR0lOeff57BwUEAbnz2l+is85gaWeT0d9Z7CHfN2lfoxRdftMMml8uxsLBAS0sLHo8HgHK5TFdXF9PT03ah43K58Pv9xGIxKpUKfX19TExM0N7ebu+n2mj76og0q+X5MjExwec//3kSiQR/M+og4l53Zx/ZhkbIFljKl4MHD3L27Nk18yUQCGAYBpOTk7jd7hXZ4vP58Hg8OJ1OBgYGGB8f5+TJk8oWkQazunb5yle+wvXr10kkEszMzDA2NkY+n6ezs5OvTlf54P0bvOAqm90vstEa/QD9zNDPDJPEuOT+Tvr7++s9pB2h2kVENmOtfHnttdeYnp4mmUySSqVwu90cOnSIQqFALpcjm82Sz+fJ5/MYhkG1uv7amN/z65d55R+cwOXcn9vBnBnN8LNfuskzRyL8o+e6N/z8iAeK14fIxY4QjUbt390bJVtg8/ni9/vx+/1kMhlqtRotLS2Uy2W8Xi8ul4vDhw+TyWQoFovKFpEG9Morr9DZ2UlfXx+vvPKKfW1sZmaG2dlZEokE0WiUWCzG7OwsmUyGXC5HqVSyb2TYLWfGstRME4exvS3P7oWOkItSqUQmk2FxcZG5uaWVZeLxeEPni9f77uRAK1sA2traCAQCql2aRL3v6Mc0zQTwxVt/ADAMIwqcBo4DcWAe+LJpmlfqMcbdZppm2jCMfwv8a+BzhmH8E2AR+FcsLen/W6Zpnq/nGC2mafLqq69SKBQ4lbla7+E0LG/3Aw2xhzIs7Sv00EMPMTs7y+zsLMlkEp/PR7FYJJvN2jPr+vv7eeqppxgaGgIgFAoRiUTI5XI4nU78fr+9xE5vby+w9P+xkfbVEWlmpmnyjW98g3PnzuFyuZifn2fEMDgVq/fIGkcjZQvA4cOHGRgYoFKprMiXXC7H3NwcoVCIzs5Ou4hzOp14PB48Hg+1Ws1u9rtcLmWLSINaXrtcv34d0zSZn59nZmaGcrlMtVoln89zzRliOA33h8sbv+gtW9kvslEdYI4DvN5QF3+s2mVhYYF0Ok0qlcLj8VAsFsnlcuTzeUqlEvfff79qF5EmtjpfksmknS1ut5tCoQAs/b4aCASYn5/n6tWrJBIJe3/l9Roy6WKV5375Ap//iWOEvHW/bLslF6fz/MSnrvG+w2F+6a8M4HJsriE0GJjjS4kW5ufn6ezs5Id+6IcaKltg/WtjVu0CSw2bkydPcuHCBft5oVAIwzDweDx2w1/ZItK4hoaGME2Tz3/+87fVLm63m2QySTwe54EHHqBSqTA2Nsbk5CT5fJ5arbZiX/qdVq7W8Lr27nZlJw8srdxYqVTI5/PMzMzgcDhwOp0NnS/t7e0MDAwwPT3NzZs3MU0Tv99v54tql+awJ39jNE0zBXzt1p9m8W+BGPBTwIvLPv5p4G/XZUTrmJmZoTr5Nj52LziameEJ0PPDv1bvYeyo1tZW0uk0hUKBcrnM/Py8vbyQ2+0mEAgQiUQAeOSRR1hYWLB/gcnn8xQKBaLRKLC0xM5yjbSvjkizu3TpEgsLC0SjURYXF5kP7t2ZwvtR7Lm/U+8h7Kj+/n6q1eqKfEkkEuTzeXsvtitXrnDo0CEOHDhAT0/Pimyx7qiKRqPKFpEGNjMzw9TUFKZpUi6XWVxc2mO+UqlQKBRwu934/X5+YcjPPzxV4VBk55e6bGhT58nfeLOhJpI98MADvPLKKySTSUzTJJ1Os7CwYOdLKBTi+vXr+P1+1S4iTczKl1KpdFu2mKZJtVolkUjQ2tpKIBCgu7ubarVKKpWyr4esZ3KxzCP/8Tw/+GiMv/P+LmJBF8YevosSYDRZ5Ec/eZVT3UH+618ZwOPa/IoEj3TClzJLdx8++OCD9PT07OJI62f1tbHltYvb7WZiYoJAIEA8Hqezs1O1i0gTMk2TL3zhC+vWLqZpks/nWVxcxOv10t3dTTabxel0kslkdnl0ezuHHA6DH3qsjd8+s7S6TktLC16vl3A4jMfjadh8OXz4MF//+teZnp7G4XBQLBbt1etUuzSP/bkOVAMyTbNmmubfBx4EfhL4+8ATpmn+VdM083d+9r1VLBbpK1+v9zAaVujBZ3H6w/Uexo6xlqnr7Oy0l8+p1Wp2oeLz+QiHwySTSaLRKKlUimg0yoEDB4hGoxQKBQzDIJVK2UuWLddos/BEmlkmk6FcLpNKpQgEAnz9Zr1H1FgyF56v9xB2XFtbG4B9gdXa085aEjMQCNh3yFjZ0t7ejtvtJp1O2/my+sKpskWkcRSLRfuil5UvpVKJbDZLqVSiWCxSLpfJVwx+5usm07t9fawBLb5V913mdpS1F2WlUqFara7IF8Dey7JSqTA3N3dbvrjdbvuOTeWLSOOy8sXKlmq1SqlUolQqUS6X7XwpFoskk0mcTicdHR1b2j/5E6/P8Z5ffJvff3Nul7+buzOTLvPDn7zKoZiX//5XD+HdQpMflpbvf9+Rdp599lm6u7sZHR3dpZHWz+prY8uzZfm1MdUuIpJIJIC1a5dyuWxPFrNWy21vbycSiWw4iexu1fbBfOi//8EuexuD+fl5YrEYjz76aEPni2oXATX69xzTNC+apvnLpmn+ommar9V7PMtNTU1x9epV5ufnCTl3NziaWa3QWFcXR0dH8Xq9DA4O0tbWht/vt5cdCwaDRCIRnE4npmni8Xh473vfi8/nw+FwkEql6OnpwTRNkskkIyMjK17bMIyG2ldHpFmNjo5y8+ZNPB4PbrfbviD25kSBNydL9R5ew6hmkvUewo4aHR2lp6eHD3zgA/h8vhXZYu29ZuVLLBbjwIEDdHd343As/fobCATs4m9qasouppUtIo1hee1iTRS18iWXy1EulzEMg0qlQjabpVgs0tnZyYX5Og98H2q0fJmdnWVwcJCDBw/idDpX5EtLS4t9p0tLSwtHjhzB5/MRi8Xw+XxEo1HK5TLpdFr5ItKgVudLuVy2f+e07rquVCp2vkSjURwOB5VKhVQqBbDlu/P/+NzeDaeFfIUf/eRVYkEXv/bxw/jd27vU/Jh/ws7rRryDcPW1MWsLsbWujal2EWlO1rUxa9Xb9WqXQqFAsVjkwIEDOBwOXC4XmUxm11d+SWb3/urOPreTR/uC9sophUKBeDze0Pmi2kVAjX7ZgkQiYe/rka3uyV0fGoIz1FbvIewoK0Dj8TiDg4N0dnYSjUZpaWmhra0Nt9sNLIWHVdycOnUK0zRpb28nEAjQ1tZmz14+d+4ci4uLGIbB6dOnNbNMpAGkUikmJibswsUwDBYWFnC5XPy7lyu8MaFm/05o1Hzp7e3l6aefpq2tjUgkYhczy/PFKmisu6i6urro7u6mVqvhdrtJJBKcOXOGdDqtbBFpEMtrF+vOueX5EggEcLlc9v6EwWCQ48eP0xbybvziskIj5ks8HueDH/wgXV1dK2oXr9dLtVq1l092u9088cQT9PX1USwW8fv9dHR0KF9EGtjqfCkWi1SrVQqFAoFAAL/fj8fjwe/3E4vF8Hg83H///czMzFAqlezG7VacGcvy0kh6F76bu5MrVfmJT13D6TD4je8/TMi7/b2bo5WE/fdGPFeuvjbW0tJi/1l9bUy1i0hzSqVSTE5OEg6H161d3G43ra2tBINBDh48yLFjx5iZmaFcLm8rX7biN16a2dXX3ykfeaiVWq3GwsIC09PTduMaGjdfVLuIurWyJYZhcPToUUr5AEx+pt7DaUiR099Z7yHsqOWBEIvFuP/++xkeHiadXipSrZlmnZ2dhMNLWxb4fD5OnTpFIpFgamoKWNorM5fLUSqVuHz5Mj/4gz9Ib2/vvf+GRGRXGIbBiRMnSCaTnD9/HlhadmohleMffhnee38b/+BxJ63efbBW2B7V6Ply+PDhFSu/rM6Xw4cPk8/nmZmZoVgs4vP5cLvd9ux40zRJJBKbXkpVRPY+q3YxTZOhoSF7OctKpUIul8Pv99PS0oLL5WJ2dpYLFy7w8CHNhd+qRs2XSCTC6dOnyWazdu0C4HK56OzstFePUb6INJ/l+ZLL5ZiZmcHhcFCr1SiXy4RCIVpaWqhWq1y/fp1gMIjP57MbMds5H/zkp0f45A/dx7HOvXPR/V9+4SZv3szxoeNR/tOfT677eT/77X0bvpajujS5u1HvIFTtIiKbcejQIdrb2+nv719xbcyaLNTR0UEkEmFxcZF33nkHt9ttr4xbq9V2dWyfeH2Of/qhHtzOvV0vxYJuqtUqTqeTq1evMjY2Rm9vb8Pni2qX5qZGv2xaPB7n1KlTt5Y6aSedfp1w5ka9h9VQPN0P4D/4cL2HsaP6+/sZHh7GNE3i8TiTk5M88MADXLhwgUqlQm9vrz3LPR6P2zPMqtWq/fmxWAx4N7haW1u5fPkyvb29mlkm0gCW50t7ezttbW0EAgFeffVVIpEI4XAYn9+k1as7+7fLf/iJhs+X3t5e8vk82WyWarV6W7709/dz8eJFent7KRaLnD17lkAgsCJHrGZgLBZTvojscytrF3j/+9/PyMgIbrebs2fP4nK58Pv9FItFZmdnKZfLZLNZvlSJ8p54nQe/jzR6vhw7doz5+XneeecdKpUKLpeLBx54gEAggGEYyheRJrQ6X5599lna2toYGhpieHiY9vZ2PB4PmUyGdDqN0+kkmUwSiUSo1WoYhrGti+fpYpXv+vXLvPCTD9DdsjdWn5lILdVnX76YuuPnbabRX6rWKBaLPPXUUw15nlTtIiIbOXbsGO3t7QAcPXp0zWtjDoeDZDJJOp0mk8kQDocxDAOXy3VPGrN//zM3+G8fO7TrX+duzGXL1Go1qtUqxWKR8+fP88gjjzRFvqh2aV5q9MumdXV12YUMwOTRH4DL/4twZqR+g2ow3o776z2EHRcIBBgcHGRoaAiv18vAwAAjIyMcOXIEwzDsX0gOHTqEz+fj9OnTZDIZksnkurPHvF4vpmkyOjrK8ePH6/BdichOWp0vkUiEkydPEg6HGR8f59q1azzWuoh+bdkewxviwPf/fL2HseNW58uRI0fI5XJMT0/T2dlJJBLBMAwOHz5sF3RWgaJ8EWl8q7PF6/Vy6NAhgsEgbW1tjI+Pc+XKFRKJhL30stPp5IULBd481MrDBzx1HP3+4Ai0NEW+PPjgg5TLZTtfrAtlyheR5rRWvjz88MPE43FaWlq4du0ayWSSxcVFyuUy1WrVbsBUq1Xy+fy2m/0A3/Xrl3nlH5zAtQfuqPzdHzqyY69VqBr09PQ07MqNql1EZCMez8r6Y61rY8vzJZfL2RPKisXiPWn0f/lSihvJIgfb9saEs7V89tw8sNSsdrlcOJ3OpsoX1S7NSVfMZdtqLj/Gh/4fzn3xV3ko92q9h9MQshdfoJpP4/SH6z2UHdXX10csFmN0dJSenh4efnjprp9cLkcqlSIajRKLxejv7ycQCJDL5RgeHqZYLN72WtbsM+v5ItJ4Dh8+zNjYGG63297So8Vn1HlU+5dZzDDxiZ+i+wf/S1PkSz6fZ3JyaenQw4cPc+zYMbuIsWY6K19EmtPqfLGa+4VCgWq1at/58Xc+vcBnf+QwHWF3vYe8txnOhssVi/JFRLbCyherdjEMg2q1SqFQAJaWXc5kMnbO3E0zJl2s8twvX+BPf+I4Qa9zR8a/F8zlDS6++CKDg4MNe/egskVEtmKta2NWvliTxkqlEqVSCcMwMIx7c93s+/6/y7z20ydxOPbedbpqzeT1sezS36tVe0LEa6+9pnxRvjQ0Nfpl2wzD4NixY/CyA/QzvyNqhTSTv/cP6f2RX6v3UHZcIBDY9Awwayba2NjYio9bd/5bs+cbNZxFmpmVLQsLC3z5y19mZGQEh8PBwu2/e8oWFG68qXxB+SLSzNbKl2KxaF8kAygWi5TLZQC+6ZcucP5nTu6JOyb3qmp2jtHhC/Tf/0C9h7IrlC8ishlWvkxNTfHlL38Zh2MpN6wJZJVKxf47sCN3XE4ulnn4P57jBx+N8X++p5OuiPueNXh2y4XJRT537n8Ti8X45m/+Zvr6Nl7ufz9StojIZqx3bQyW8gWgVCrZtQvsTL5sRrpY5Zn/9g4v/N0H91z2zOfKK97PZrO8/vrr+P1+Dh8+zODgoPIF5Usj0lUL2RbDMDh9+jSBQID2oOaL7KT8tVfJ33iz3sOou76+Pj72sY/R3d1t70EUCoUoFAoUi0UMw6C/v7/ewxSRHbQ8W5588km6uroIBAJ4PB6+Nlqr9/D2PeXLEitf2tvbqVQqVCoVYrHYihnyyheRxrJWvljLEbpcLvx+v92MMU3Tvkj2kd+4RKWq/FmPAaQ/+bd0p8ctyheR5rM8X7q6uujo6MDv92OaJm73u6vC1Gq1FfmyUz7x+hwf+KV3+OAvvUOxXN3R177XPvfOImNjY7z00ku8+uqrypZbdG1MpPnc6dqYYRj4fD57hRhgV/JlI5OLZX7mj2/c06+5GdeTJfvv1iSESqXC2bNnuXDhAkNDQ8qXW1S7NBY1+mXT+vv76enp4ciRIzz77LP2viaeaEedR9Z4Jj/1M1Tz6XoPo+7a29t55JFH7CXu0uk0N27c4PnnnyeZTDI6OqpwFmkAHR0dt2VLIBDgyJEjxONxPB4P45UIb06WN3gl2UjqzB/Vewh7Qj6fJxKJ4Ha7cblcTE5O8vzzz/P6668TCoXqPTwR2QHr1S5Wvni9XlpbW/F6vfZdlhbTNKnValxOFHnw587y+2+svXehgKe8yOiZL9d7GHuG8kWk8a2XL6ZpcuTIEZxOJ62trfa+wFZ+WI2Y3ciTycUyD/37c9yYK+z4a98LpUqNN8fzmKbJa6+9xpkzZ7h06VK9h7VnrL42lkwmOXv2LF/60pd0TUykgWzm2lg0Gl1xF/3ybLnX9cpnzy8wssdy59rsu+Oxjom1ss7nPvc5UqkUo6OjdRzh3qLapXGo0S+bdvjwYR555BGOHz++YtmOyOB31HFUjamaTjD5e/+w3sOou1wuRyKR4NSpU3R3d+NwOFhcXCQSiTA8PMz58+d5/vnnb1tmRkT2lwcffPC2bIGl3Hnf+95HMBgkFArxX4bcnBnfW0XEfpO9/I16D6HucrkcQ0NDtLe3c+rUKXw+H3Nzc5imSbFYZHZ2Vtki0gDWq12sx06ePElLSwudnZ24XC4CgQCGYax5geyf/+k4j/38+RUXjuRdmaHP13sIe4LyRaQ5rJcvgUCAY8eO0dnZSTQatZv9Ho9n18ayesnk7/vNK0wvltb57L1rNrvUhEmn06RSKa5cucLXvvY1nS9vWX5tzMoWgFgsxvnz5/nCF76gYyXSADZ7bSwWixEIBHA4HLvW3Le2CdjIX/nNK1Sqe2dC9GfPzdt/N02TarWKaZpks1mmpqb4i7/4C65du1bHEe4dql0aixr9ctf8A4/gCLXXexgNR0ssw+joKKZp4vV6icfjmKZJLBbD7XZjmiaJxNLdVVp2R6Qx9ff3E41Gefjhh2lrayPS3sX/+4qDH//DCX7/zTkKZS2nvFW13IKy5Va2WIrFIl1dXbS3t+NyuZQtIk2gv7+fWCzG/fffT39/P4cPH7aXwrQYhrHi/XSxyrf+6kV+8HeG+dSbc7xwJaW7/G8pLiZ0vkT5ItLs+vv78fl8HDlyhGg0Snd3N11dXTidzg2f63A4trXPsWmat2XV3/+jvbeU8kYuTudX3HlZqVTwer06X96yPF+WZ4t1bWxmZkbHSqSBrb42Zp0DNpMvTqdz2/myGeliled++R1ypfpvH3N+MsfrY9kVH7NqOitfcrkcN27c0PkS1S6NRo1+2RFdH/kX9R5CQ2qGJfxzuRwXL17kjTfe4OLFiyuCY/nfrXBZrlgsAku/fGjZHZHGEwgEGBwc5Pjx4wwMDNDb20tLSwvvzJr866/M8Pc+s/8uYu0FyTOfrfcQ7on18kXZIiKBQIDnnnuOlpYWBgYG6OnpIRgM4vF4cDqddsNlebPfMAycTidvjhf4vz8/xv/5qev8zB/rHAFQML1NtcSy8kVE1rJe7eLxeHC73Xa+WH+WN1622+iH25sxZ8ayvDSyv64j/fpLM1SrVWq1Gl6vl3w+TzqdZmxsrGnyZTPXxtbKFljKF2WLSONaK198Ph9erxePx7Nu7bK8yb1VW3nO5GKZ0//hHL/4wkTdJkKn8hX+xu9eve3jtVrN3pbN7/czNTVFqVRqmmwB1S7NwlXvAUhjCB57H/5Dj5O//lq9h9JQrCX8e3/k1+o9lF0xNjbG0NDQiiAZHh5mcHCQvr6+FUsVWeGynNfrtf+umWUijamvr49YLEZbWxtnzpwhk8mQTCbJ5XL8xfUsL9/I8NRB7Ru1FdM3LlMbG6Ovr6/eQ9k1d8oXZYuIABw9epS//tf/Ol/84heZm5tjYGCAXC5HMpmkXC4DSxc1nE4ntdrSCjLW351OJ9Vqlc+en+djj7TxeH+4nt9K3b1TbKf6ta/R3t7e0NkCyhcRubP1apd8Pm83GmApXxwOB9Vq1b4jc3Wj31qSefWF9+WNnPX2ZP7JT4/wK3/1EE/sgzqpUq3x+lgWh8OBy+XCMAwikQjpdJp0Os3XmiBfNnttbK1sgXfzRdki0rhW58vo6CjpdJpyuWxni8U6lxiGsaJ2sTgcjtues/wxYN3H7+S//8UMv/PaHH/4o0cYiPm2/Pztuj5b4KP/8wrp4u2rCpimSblcJhgMYpomkUiE2dnZpsgWUO3STHRHv+yYlo/8a8zOE/UeRsNp1CX8rX1gVhely5eE6e/vtwvY5eECS7+sxONx+/3V+xeJSGM5cOAAPt9SodDV1UUwGMTr9fL/+9wU87n6LxG2n1RdwYZeemujfGlvb1e2iAi5XI5arUZ7ezvBYJBgMEhHR4edLy6Xy75Lxuv14vf7CYfDhMNhPB6P3Yz4O38wymujmXp/O3WTrroZL4ebYoll5YuIbNby2uXQoUNEo1Hcbjcejwe/34/H4wGWzhXWfsterxe3241hGGve9Q/Yjy3/nLX2UU4Xq/z13xnmB37rCs9fTpEpVvbsdjO/98YssNRcKpfLRCIRnE6nPemu0fNlK9fGVmcLrMwXZYtI48rlcoyOjhKNRolGo0QiEbuOsWoWv9+P2+3G5XLh8/kIhUKEQqEVtctm82Wtx1dvbbaWdLHKh37lIj/wW1coV3d/u81rswU+/KsX12zyWwzDwO1209LSYudLo2cLqHZpNmr0y44YGxvjhb98jUsHP87X/c9xMROs95AayuJbn6v3EHbc6n1glrOWhLGWJrLCZfnyQ4cOHbJDyDAM+vv779nYReTeGRsb4/nnn+f8+fOcPXuWfD7PwsIC4XCYQCBA2fDwtev5eg9zX0m1n27opbc2ypfZ2Vlli0iTs7LlypUr3Lx5k6mpKcrlMsViEb/fTyAQIBAI4Ha7gaXmQzQapb29nXA4bDdp3G43uYrBj/zeKD/4O8N89dICNxdKTKRKJHOVOn+X98ZnJjoYGRkBGn9ZR+WLiGxkde1Sq9VwOBwEAgE7O1wuF06n086RlpYWYrEY0WgUv99vN2NWN1SWf2z55wC3NWesr/HGeJ6/9fvXeeQ/nufYvxniE6/N1OvQrKlSq/GzX5qwVy9wOBzk83kKhQIjIyMsLi4Sj8cbOl+2cm1sebbAynxRtog0ruW1y7Vr13jttdfI5/Nks1na2toIBAL4fD57mxin00k0GiUYDNLS0mJPBnA6nWvmy/IMWb7KzOrPtV57M9vNnBnL8s2/fIHFwu7VRKl8hY/9zyvrPm6Nc/lqOpVKRbULql0akZbul7uSy+W4dOkSX/va1/B6vcTjcUaLQT473MqP9mY52V7vETaGaiZZ7yHsuI1mzOVyOXK5HNlsltbWVlKpFKdPn2Z6epp4PL4ibE6fPq2ZZSINZnW+lEolCoUCY2NjFItFHA4H4XCYbDbLl67k+MiJvb8s5V4wSTsLni68NO7SW5vJl/7+fnp6erh27Ro9PT0UCgV6enqULSINbq3aJZvNks1mmZycpFwu4/F4qNVqVCpLF6Ws/YKj0SgOh4NMJmM3bqxll2u1Gq+P5Xjtxoj9tRwOB4/1Bfnuky20BVx8031hPK7Gmme/UHIwXAjR2dnJ5OQk8Xi8YbMFNs6Xubk5ANUuIk1ordrF5XKRy+WYnJwEIBKJkM1m7eVxHQ4HwWCQUGipjjFN0260mKZJtVpd8wK9YRh2RgG3LclsXah3u932862lnf/VlyY4HPfz9ED9t5wxTZPv+R+XVjQWqtUqPp+PYrGIz+db0Uhq1HzZyrWxAwcOkM1mmZ6eJhwO2/mibBFpTGvVLolEgkKhwOTk5G3XxqrVqr0NitfrJRgMksvlqFardr7UajW7frHUajUMw7Ab4bByCX8rn6yPW5PNSqXSivxZbXKxzGM/f54ffTLOP3jmwI7WQucncvyNT1y945388O5WbNVqFZfLhcvlUu2y7HFdG2scavTLtll7fIyNjdkXNSYnJ8nn86RSKX5+Cn760RoPxRvrglY9OENt9R7CjtsoIFKpFM8///yKwtbj8fDcc89Rq9XI5XIEAgH6+/sVNiINZq18uXnzJnNzc3Yx4nK5CAaDRCIRriSTvDFR5JHu25cylHcVcPMCjxJPJOjt7W3Yc+dW8sXj8dDd3U2xWLTvpFK2iDSmjWqXWq1mXxQLh8Pk83ny+bx994vL5aJYLGIYBn6/327AZLNZSqWSfQelNUnANE1ev5njtdEMpmnS2+rlsz92lIjPWecjsXN+91qInv4eAoEApmmSSCQ4efJkvYe1a+6UC4lEgps3b9Lb22t/TLWLSHNYK1+mpqYAVuSLVbskk0kymQzt7e32pLFisYjL5bJXlVlcXKRYLNp7K7vdbkql0pqNGasJ43Q67WaMtWwzYE84KJfLVCoVfvLTI/y3jw7w9KH6NfsrNZPn/ts7TC4uLc9v3THqdDopFAr4fD4GBgZwu90kVLusuDbW1tZGMBhU7SLS4NarXSqVCvl8fkXtYk0aW1xcpFKpEIlE7ExJpVJ2Hng8HorFoj3hbHnDHpaa4tYf65xsZY2VV36/386dQCBAqVSya5/lGbXcb76S4DdfSfBNh8P8p+89SNS/vZakaZp88Z0FfvvMLK+PZTf1+dbYvV4v1WqVnh7VLhZdG2ssavTLtizf48MKB1g6gd68eZNgMMhMNss//3qRwQNe/t4jBu2+vbkf2H4QOf2d9R7Cjuvv72d4eHjNGeqlUom5ubnb9ocxTZPLly/z7LPPKmREGtR6+ZLP50mn04RCoRUft97/5bf9/LTf4MHWO8/mbWYT5TBlt9tuVDXq0lvbyRev10s2m+XJJ59Uvog0oM3ULtnsuxeLrP0srTsyrec5HA7cbrd9Z6R1kW35Mpb5fN5+beuuTIDxhRJP/Oe3+cFH2/mxp+N0hlw4HXde8nIvG12ocCHlpW18nI6ODqLRKMVisWGzBdbPl2KxyMjICKdOnVrxcdUuIo1vvXxxuVzcuHFjzXwpFouEQiF8Ph9er3dFvli/pwcCAaanp+07EK2tZCqVin2X5fKGzPKmjMvlsl9veYPDatYUTfibvz/KtxwN8wsf6dtw+eXd8H/8zvCKJr/D4bDv4LfuXs/lcna2qHZR7SLSTO5Uu1y/fh2AlpYWpqengXcbuuVy2d4qxu/3k8/nCYfDFAqFpa0vy2V8Ph/pdBpYujvfatJbd/1bb61mvnUH//Il/a0tAJZ/zOJ0Ou2JZVY+Wb5+Lc3j/+k87z8c5pc+OkDAs/kJ0OMLRb771y9veAf/asub/NVqlXHVLoDypRGp0S/bsnyPj7VOCIZh0NfXx9jYGDfyXibzNdp9xbVeSjbgDMfxH3y43sPYcdYeY9YvLhbDMIjFYvYvHatZ++ccP378Xg1VRO6h9fLFmoHs9/tpaWmhWCzi9XoJhUL2xazfuBHgWKrGiUCSsLNMf6hGq1eTzCzFYpEyZbxeb0MvvaV8EZHVtlK7WNkSDAZZWFiw71bJ5/P2hbZqtUoqlSIQCNhLKFurzljNlkqlYk8AWL485h+cT/On16p4jSr//ts7eLJ//52La6bJT/7pIn33HcA0TWZmZggGgw2dLbB+viQSiRX7WC6nbBFpbOvlSzQatXNgdb5YK8RYE8laWlrsuykzmQyhUIhqtYrf72dmZsaeUOZwOOwlmN1u94q7/K0Gv9V8sfZptvLLetxajcbpdPKX4zW+/Teu84d/o5+A595dHn7penrFnZhWs8jv96/YhmBmZoZAIKDaRbWLSNPZqHZJpVLEYjGKxeKK86d1bcw6d8LSKiBW7RKPx3E4HCwuLjIzM2PnlMPhsHPImqhs1S7LVzODpUZ+KBSiXC7bEwGWTwqwJqvlcjn748CK1/zGtTSn/8M5HusL8tPPdHGyO4jHuTRZoGbCYqHK1dk8C/kac9kynz03v6k7+JdbPtHN4/FQrVbtlW+avXZRvjQmNfplW5bv8RGPx5mcnLRPGH6/n0gkAkB3dzder5eCMQuo0b8dnR/5F/Uewq7p6+sjFosxOjq6YjnLixcvrhs20Lh7s4nI+vmyvMEfi8VYWFigs7MTl8tl74Vbq9W4mvFwPhG191k+2eHidDiF1yzid5SJuqu4DJN0oYbDqNHf2jzL/TtvLev2sY99jPb29noPZ1cpX0Rkua3WLlajpK2tjdnZWfvOfli6+OV0Ount7SWZTJLL5SgWi7S1td3W7LcuuJXL7961CEt3ZOJy8ZN/PM37Dgf5Zx+M0R7cP0v6/9mVLKG2DiKRCOFwGLfbTVdXF0888US9h7br1sqXtrY2ksnkus9Rtog0rvXyxe1209HRwczMDF6v184Xl8tFe3s7MzMzzM3N0dLSQrlcths1Bw4coFarsbi4CCxN1M3lclQqFTtLnE4nHo/HziPrLkXDMPB4PLhcLnt1GavBYU1As/LJanrMFR089V+H+f6HW/lrD7fS6nMQ9DpwO3dnC85Xb2T4yT8Ysd83DAOfz4fb7aZardpLB0ciEUKhkGoX1S4iTWmztUssFltRuyy/NlatVnE4HHg8HjweD729vXa+WCsFJJNJisXiiiXul69IVqvV7Ea+2+22twuwJqMVCgW8Xi+VSsXeysxqprtcrhW5Y+WQlVcAZ8ay/LXfvrorx3B1vrS0tBCPx1W7KF8alhr9si3LZzt5vV4GBgYYGRnBNE2i0SiGYRCJROzlYC5mDB4nVccR70+OQAvBo++t9zB2VSAQuG2G2Eaz6Rp5tp1Is1svX6LRKPPz83R1deFyuXjggQdYWFhgdnaWmZkZ3G430WiUQqFApVKhUqnQ1tbG2alF3hz3MDeXJpVK2bOIFxcX8Tqq/KfvOsATfc1xTjF8UZ566qmGv1BmUb6IiGWrtUsymSSRSDAzM0M4HMbv95PL5Zibm6O7uxu/308ymSSVSrGwsECtVsPr9VIqleyLasv3Wl5YWLD3TLYmotVqNXw+H2cmqnz8DxZ4oA1+8HSYp/s8dTxSm/PlG0sXzuLxOO3t7RiGwdGjR5vmHLo6Xy5evHjHRn+zHBeRZnSnfLH2lXc6ndx///3UajVyuRxXr15lZGSEAwcO2HmRTCYJBoOkUimq1SoLCwuk02l7qf5isWjfjej3++2Gfi6Xo1QqUSqV7I/VajV7/+F0Ok0sFsPpdNr7KFsNFo/HQy6Xw+1288cXC3z5xgLz8/OUSiXO/aMTuHag2W+aJnPZCkMTOX7jpRneuJmzm0mAvQpBMBikWq0SiURobW0lHo8Tj8dVu6h2EWlKm61dIpEI1WqVsbGxda+NFYtFfD4fyWQSl8vF4uIiiUTCbsIDdv0SCoVwu91kMhl7VbPVtYu1DH42myUcDttNf2symsfjsScPWJPSarUahULBbvgvv/vfusv/bi2foGBNhHM4HASDQWBppZ0DBw6odln2sY2eI/uLGv2yLav3+IjH40QiERKJBMVikQ984AOMjo4yPj5OuVzm3EyFs9Q41bE7s4IbVfDo++s9hLq40x4yjbw3m4jcOV+8Xi9tbW14vV4uXLhAMplkenqacrlMqVQil8vR0dGBy+VienqasbExIpEIqVSK+fl5DMOgpaUFWPrFP1Ms83c+O81Th1v4yIkwj3U5ifr2737JGzHu+yCHDh2q9zDqSvki0py2WrssLCxw/fp1gsEghmGQTCaJRqMEg0HOnj1LS0sLTqeTiYkJcrmcnS1ut5tyuWzflRiNRu2VAPL5PC6Xy76L0u12EwgEqFar5HI53p518k+/kuIXPhzhdPfeXW3m3CzcyPvpCPvo7u6mvb2deDze1PmibBFpXlvJl3Q6zdjYGNevX7cnkFWrVftuyNdff52Ojg4KhQLJZNK+A9FqjFsNepfLRTAYJBKJsLCwwNzcnL1ss2EYeL1eAoEAhUIB0zQpl8t2M8VqrDscDjuHyuUybrebYrFof63v+5/DfOZH7r+rZn+mWOE7fu0Sk4tl+y5Pa7sci3Wnqc/nIxAI2CseHD9+nJ6enqbOFlC+iDSrzWRLLpcjlUoxNDS07rWxcrnM1NQU4+PjRKNR+9qYdf63ahfr3O9yuexm/3q1i8PhoFAo4HQ67a1hKpUKfr/fngxgbRNjrShgff7q5eOtu+6Xb00D2G83w5pMba00YOWN2+3G4/HYmRiNRlW7LKN8aTxq9Mu2rLXHh9frpa+vj9OnT9PW1sYXvvAF8vk8ExMTlEolfuVCgL/rLvNg6+ZP1s0u+tj31nsIdXGnPWQaff8ckWZ3p3z5ru/6Lnw+H5/4xCfIZrP2RS5racparUY+nyeTybC4uGgXIPl8HtM0MU2TQqGAz+fD7/fjdrtxuVxcTbv57athfuVsll73It/1QJDHD7iI7N0+y5Yt+Hqpth9p+l/WlS8izWk7tUs0GsXpdNpbxmQyGebm5jAMg1wuZ1+scjqdLCwsEI1GVzRNQqEQ4XAYr9eL2+22mxjW0pfWXS8Oh4PW1lbGx8epVCr8s6+m+Nnnojy6B5v9b0yU+PkzJl5viK6uLsrlMl6vF5/P19T5omwRaV53ky+1Wg2Px8P4+DjZbBaHw0E2m6VWq9kZsbx28fl89pZmbW1t9t391jL31l3ygL2qTLFYZGFhwW7uW/sVWw0Qt9ttrwpQqVTw+XwYhsFYGh75hcv8o2c6+Z4TUbwuA4cDXI47T4ouV2rcTJX4rVcTfPL1uRXjscZZqVQA7CaQdVdptVqlvb2dWCxGOBxu+mwB5YtIs9ooW3p7e5mdnb3jtbFMJsPU1BTlcvm2a2PWKjBW7VIqlXA4HPaWVNls9o61SyQSYXJykmKxaL+OaZq0tbXZK8dY53drtQC/328v7w9LE72srW6slV0ymQyVSoVarWavlHYn1lY2oVCIQCBAsVi0v19rgoKVm6pdVlK+NB41+mXb1tvjIxAIcPHiRXvW1IEDB5idnWXRdPHzQy6ORKu8p7OM3ygzlcpzfb7KiS4/T3Q7iXgb907KrfIffgL/wYfrPYxdl8vl1vw/dKf/XyLS2DaTLwcOHGBycnLFUrkOh4N8Pm/vSWbd1WItmVmpVOw7LL1eL9FolM7OTvtuylKpRKVa5ZM38nxixOR4GzzZXiDsNsnXHPT4qwxEdmZZsXtpjgh/VjjJ9x871lTnUOWLiCy31drF6XTazy0Wi+TzeXsZSpfLhcPhwOfz4fF47AtfLS0thMNh2tra7AtjFrfbTSqVsvMolUpRLBYBWFhYIBgMUigUyFXgZ76S5XR3lW8+5CYWdFN2eLgvVKUzUJ8J03O5Gj//UpZxM05rZ5hIJEJPTw+maTIyMsL73//+pjmHKltEZLXt5ovVeCkWi5RKJXsSsrV88lq1i9/vx+v12vnS2dlJPp8nnU4TjUZX5EulUiGTydh3SwJ2M9/hcNDe3s6hQ4e4du0aU1NTuN1uezKblWu//laJ/+/snL2iwHvub+PxthwRDzgMMIFKpUoiU+KzZ5O8Ppa97fhYDZyenh5isRipVMq+WzSXy+FyufB6vXR0dPDQQw8RCASaLltA+SIiK230sz87O3vHa2MLCwsUi8V1r425XC5aWlrw+XyEQiFcLheVSoXW1lbgzrVLMpnE6/XaDWJrcpm1cktrays+n498Ps/U1BQul4tisYjX66VcLtuTykqlEoVCga6uLnuLAWurgGw2Sz6ft5v1q1l38vv9fg4cOEAsFmN+ft6+AahcLhOLxQiFQhw4cEC1yxr/h5QvjUWNfrkra+3xAUsnEcAOAJ/PZz92JeXkndka09Oz5HI5PB4Pz094MF+vcChQ4OMn/RxvdxPwOCjhZLzgYyTn45n4Ij6jfG++sTrzH36CA9//8/Uexq4bGxu7bebY8PAwg4OD9PX1rfv/S0Qa353yxcoWa+bvcul0mkKhAGDPFLZmE3s8Hvx+PwMDA/YdMV6vl0cffZR4PM7Nmzd5++23GRgY4MaNG5RKJT5x7Yb99bLZIgccC3zLfT5aAw4e7PAQ8+/tLWkWnG282flRHojHt7T82X6nfBGRtWyndoGl5SPT6bR9F8rypSetuyNbWlro6+sjHA4DcPjwYR599FESiQTpdBqv10s4HObMmTMkEglmZmZwuVzMzs7icrlIp9O4XC77rpMLczXOTecIBoO8//1P84XxJIHMKE/ECjzWWSO6yxOkr6bdXJ0r8sXLOS7NG4TDUQ4d6qGjo8Ped9rr9RJvonxRtojIerabL1a2WOcVK1/Wq13g9nwxDIPp6Wmy2ay9R7PL5bLv7LRWNXM6nYRCIYrFIm63m1gshs/nIxaLUS6XyWaXmvQul4tyuWwvwWyaJtlslvb2doYmi7zwziLZbNaecFAoFOxtAtZi3Wna1tZGPB7HNE3GxsYA8Pv9hMNhOjo6OHr0KN3d3U2XLaB8EZG13elnf6NrY5lMxq5d1ro2Zk3ctWqXcDjMyZMn8Xq9W65drC1oarUa0WiUwcFBkskk4+PjtLW1kcvl8Hq9FAoF2tra7AkIpVKJ1tZWeyJAPp+3J6a1trba399azX6Hw4HT6bRXIQgGg6RSKdLpNAChUIhQKMSDDz7IoUOHVLvcsjxb4M7/x2R/UaNfdoU188frXVpysqenh/Hxcftxt9sNvLsfSyQSoVgscm4mw7nn03g8Hg4dOsSDDz7IzMwMALUHvpOTHU6is2dpSV+GwuI9/q52xyxRHK39uM0yVXcQz/Fv4ciHPl7vYe26XC53W9jAUhE6NDRELBbTDDIRuY31yzlg75ecyWTsx62ZyoC9VLK1NJnF5XLR0dHBzMwMbrebeDyO1+vl/vvv5z3veQ8zMzMcOHCAK1euMDc3Z892zmazXFpw8M6reTweD52tPn76MXio/d4eg81KhwaYOfrX6HX5gXcvNDY65YuIbNVGtYvT6bQvni2vXZbnj7UssaWzs3PFEpvWOejUqVO88MILdHd3MzExgc/no1ar4fV67WWLHQ6H3WCJRqMcPHiQeDxOJtPDV27c4Hf+/Cr/8DE4uUv5c2nBwb98qYbHEyQQjtNmZOyGUzQa5ejRo/axgubIF2WLiGzHZvIFbr82tjpfrNoF1s6Xr3zlK1y+fJn5+Xk7X/x+v934sF7b4/HYr+F0OonH47S3t9Pe3s7Zs2ep1Wr4/X66u7vJZDJkMhmmp6ftRgwsNV+srW3a2trIZDJUq1V7CX5rtQHre3K73QSDQXvLglKpxMDAAJlMxr7Ds7u7G5/PR29vr32smiFbQPkiItuz0bUx65wNa18bW167WEvo9/b24vP5tl27BINBjh07xsDAAPF4nJ6eHm7cuMHVq1ftbWcikYi9rYDH46GlpQWHw0G1WiUUCtnb2sTjccrlMolEAofDsSJfrFVmrNVpOjo6SCQS+Hw+Wltb7XzxeDx4PB7VLssoWxqXGv2yK/r7+xkeHiYejzM5OUkgEODIkSNcuXIFgFgsxuzsLJVKhWg0as8WdjgclMtl+yRULpfp6emhvb2dxx9/nFgsRn//j+E1qkz+3j8kf+3VLY2rZi4tL7YXLJad/NF0F5XOkxz0H6S3txeAI/1H6jyye2N0dHTdGd+maTI6OqoZZSJym/7+fjo6OpicnMTtdtPd3W3vPQlL+VKr1chms7jdbmq1mr3sZbFYtAuIcrlMb28v3/zN30xHR8eKJaqspa2sJZndbjejo6Ncu3YNl8v17v5kHh+/PhLhRMbBD/QlCDv3xqozVr7ET3+Qw7ea/EDT/BKvfBGRrdqodgkEAvZyw8FgcM3axZrIfHvt8u7yh7FYjBdeeIFHHnmEbDZLX18fIyMjzM3NEQgEcLvduN1ue+nLzs5Ojhw5QiQS4b777uPs2bPcf//9lEol/uc4nCpU+d7OaSLu2+9KKVfB7bztwxu6MG/wX4bcxGJRDhw4gN/vp1KpsLi4aH+viUTCrl2s49PolC0ish0b5UtbWxupVArTNO39hQH7zsfltcud8uXjH/84X/ziF+2ve/jwYcbHx5mYmLCbPYFAgEgkQjAYpKWlhUOHDhEKhZibm6Ozs5Oenh4WFhaIRqMEAgH784rFoj2ROhgM2tsCeL1eIpEIhw8fZnh4mEQiYTf84d1llTs6OojFYuRyOcLhMA888ACAvRez0+kkmUwSiURW5EszZAsoX0Rkeza6NmYth29NuFp9bcy6C99qtH/4wx/m+PHjd127PPbYYxw/fpy5ubkVtcvyfLG2CVhcXLqJ0+FwEIvF8Hg8LCwsEAqFiMVi3H///bz88svMzc3ZW8oA9gprHR0d+P1+SqUS0WiUWCwGrMyXubk5xsfHOXz4sP38ZsgXZUvzUaNfdtTyfT+sAmBgYICRkRF6enpoa2ujWq3idDp59NFH+cpXvsLs7Ky9pJhhGJimicfjoaurCwCPx8Nzzz3HE088seJr9f7Ir5EfeYNrX/0tKrMjOCs5SpUa1XKR2XSRTMnEBBwOJyWHn7cWI5RDXfwf/QnCmZF7fGTeNV8L8NuX/VxOOXA6q/S65uzv1TAM+vv76za2e2mj2XPNMLtORDZveb60tbXZd8NEo1FOnDjB3NwcHo+H48ePc/nyZV566SV7Py9rr0lrVnAkEsEwDI4ePcqJEyfsJass1tJV1sUoWCpwSqXSiqXR/H4/kUiEsRL8TqqHv3l/Ck/y8j09Lr9z2cNgfwstPoNMxcmfDRftfDkxNmYXM8qXzT8uIs1jK7XLsWPHOHfuHF/96ldX1C7WhaVwOEwoFFq3doGlfOnq6rKXi7x58yaRSIQ33njDfk2/32/vjRkIBDh27Ji972QgEODGjRv2FjNzCwv86lw3fd4sXdlLhN0m2aqTv5x2M7po8rceyDHYsfEWM8VKjXMJkz+bCjE0WcTlMmkLOfD7/bS3t5PL5RgfH7ebN21tbfZzmyVflC0ishWbzZdarUZbWxtXr16lWCyuWKbY5XLZtQusf20MlvJiYGDAnnR28+ZN/H4/i4uL9qoBVu1ivZaVL6VSiaGhIcLhMMlkklwuR6VS4dChQ9y8eZOFhQX7/A9LkxCs5ZXD4TCPPPIIg4ODvPnmm5w/f55isWhvPxCJRIjFYvYYZmZmOHz4sJ0tFy5cWNGM0bWxrT8uIs1lK9fGXn/9dV555RWq1eqKa2ORSMSe+OXxeDh9+jSPPvromtfGtlq7xONxotEoTz75JLFYbM18aW9vt3Nh+Z324XDY3gKgo6OD97znPQwODvK5z32Oy5cv20v4r86XdDptTzpYK1/GmvDamLKl+ajRLztmrX0/TNPk0KFDHDt2jFQqZc+usk6oLpeLF154wZ5p5fV68Xg89Pb2curUKcLhMPF4nJmZGXK53G0zrvwDj+B8b4Brt2ZDF4tFzp49y/XkdUZGRoClPVmsps4z73mU8e5ujgSyeF7/TarpxL05OMtM5RzcKPjJ5xcA7It1hmFw+vTppphVBhvPnmuW4yAiG1srX6wssX45PXz4MMeOHQPgU5/6FLVajStXrpDNZqlUKgQCAVpaWnjf+95Hb2+vvVz/nZasWv6xeDyO3++npaXFniG9fKnN46cexfmBD9Dry7E49HmK85MUJi5i5Od367DwdtLBl28YTISX9m2cmZkhW3CsyJdEIkFHR4fyZQuPi0hz2E7t8qlPfYpCocCFCxcoFAoYhkE8HicUCvHUU0/Z+bJe7QK3Z8vk5CSdnZ127bI8WwYHB/F6vcRiMY4fP25PQhsdHWVubs4e4/nz53npZS/DF4ZXfK3/8KaXfm+Wbz0a4NjBA/haOigGDmDOj5AYHebm7CJfvV5hsha1L7IFg0EqlYp9B2kqlWJmZsa+iJZMJhkZGbGXyWyWfFG2iMhmbSVf2tvb+d//+39z5syZFbWL1+uls7OTp59+mmg0au8rvFv58uSTT96WLbFYjC9/+cvMzMwwPT1tv7bT6SQUCpHJZAgEAjz66KN4vV5Onz7NH//xH/Pmm29SqVQIh8MEg0GcTqe9MsB62QK6Nrbdx0WkeWz12pg1CfnChQuUy2UcDgctLS2EQiEef/zxTV0b2062BAIBAoEAzzzzzJr5kkqleP755+1raxan00k4HKZWq9Hb22v/sSbFXbp0ac18sW7yuVO+NNu1MWVL81GjX3bEevt+eL1estksTz755G0nkIsXL3Ly5En6+/u5fPkyo6Oj5PN5enp6CAQChMNhe8muOy0pYi2FZpomXq+XgYEByuUy+XyeXC5nL8l86tQpuru7l2ZuPf3dBJ77fvIjb7A49HmqmSSYNUygMj9BaWb4tq+zUxbLhr2PTjabJRgM2hcH29v36EbPu2D5v9tqzTK7TkQ2dqd8qVarfNu3fduKfLl48SLt7e0888wzHDlyhOnpaebm5qjVarS3t9uFgmUr+TI4OMj8/Dxer/e2fOnp6aG/vx9/IIB/4BH7NZbnjDPUxuzFV/Bkxm/7WusxgbV2nLma8/MbV7yUy4vMzc3Z+3Auz5f+/n6KxaLyZRnli4jA9muX9vZ2PvShD/Hggw/yzjvvkEwmaWlpuS1fdrx2WXbesladWW1kZITZ2dkVF8y8Xi+TNTevuU7ywHM/RDgW40R/P6Ojo5z/8z/n7OuvU2odp+XWqgXW9jWlUol8Pr9mvrhcLg4ePNh0+aJsEZHN2Gq+bFS7dHR0bLt22Uq+rJct4+Pj/OVf/uWKyc7W9+N2u3nuuec4fPiwvQ1aS0sL4XCY8fFxe0Uca5lmaxu19WoXXRtTvojI+rZ7bcyqXbZ7bWw3apdcLsf58+dvyxYAn8/HsWPHeOihh+weUW9vL21tbXR2dq6ZL9aqMLo29i5lS/NRo192xHb2/bBmmkUiER577DFaW1uZm5uzH7eWLFv9+asFAgEGBwftsLOWNguHw5RKJTo7O+3ZaatnBvsHHlnRkLFc/tn3YpTXX8LExCB49L24Ih043H4WXvrEup+72vMjFXLG0gzsaDTKBz/4QXp6epidnW2asIHb/90szTZ7W0TubKv5YmWF1+vlvvvu47777uPq1at2vqzOluXPWW31eaqnp4cPfvCDnD17lo6ODjtffD7fuuet1Tkzf+h1Ep/5Z8Sr07d97oKzjUj/ScJeB85QG5HT30k22Mfv/qd/Rkf2EkFnhWzFxVuLES4kTeazSeLxONlslnw+TzqdpqWlhWAwyNGjR3n66afxer3Kl1uULyJiuZvaxcoX4J7XLuuJxWIcOXLEXmI/m83ayz4fOnSIj33sY7z3ve+1P7+/v594PE48HieTydx2riwUCrS0tKyZL1btAjRVvihbRGQz9lLtshP50tPTw2OPPcaZM2fshomVL9/0Td/Ed3zHd6z4fp544gm+8Y1v3JYtuVyObDZLR0eHXZ9Y2aJrY8oXEdlYvfJlN7IlEAjw+OOPMz4+vmbt8thjj/HII4/Y308ul+Pq1atr1i75fB6n00kkEtG1sWWULc1HjX7ZEdvZ92P1CWX5nixrvX+nE1BfXx+xWMzeoyYQCPDt3/7tACs+1t/fv+brLN/fJhAI0PrX/wfzv/03cVYLt31u1eGh+yc+SaT7Pvtji2/+CbVCet3xWYazfiarUarVIl1dXTz22GN0d3fbY2g2a/27rfdvJCLNaav5stb5Y3merM6W9Z5jWX2eOnLkCB/96EeZnZ3dcrb09/fTf/8DDD/2kyQm38Y9+hKuSpaKK0i5/2mcB05w4tlnV7yWH3j6Iz/KJz/5SaYnpzFNk0qlQiqV4Pjx4zz44IOcO3eO6elpe9+13t5eTpw4YX+vyhfli4is1Gi1i3XX5/vf/37Gx8eZmpoCoKuri56entv2cw4EAjz55JOk02lyuRzT00v5Yl1gO378OOFwmPn5eWZmZux8ee9732s3+dc7To1M2SIiG9lrtctO5Mvx48c5cOAAly9fJpPJEAqFOHr0KNFo9LY7Atvb2/nIRz6yVLtML69dUnbtcuHCBTo7O8lmsxSLujYGyhcR2Vg982Wns6W/v58nn3ySubm5NWsXn89326oA69UuAAcPHqSvr0/XxlZRtjQXNfplR2xn34/lS4gUi0VKpRJTU1O4XC5aWlqIx+P2525mSZH1lhpb62PLrbW/jWEYxL/tFymf+9+0TL+Co1Kg5vKx0PUUAx/+CSLd7y5tk8vlKH/432D86T/GcYdVAGZdXXyp0EtPj4nb7eb48eN2IWONvxmt9+8mIgJbz5fVy1OtzpfV55vt5stGs4DXypbh4WEGBweXZtUC1a4Hqd56zLlqVu3yQigajfLTP/3TnDlzhqtXr7KwsMBTTz3FoUOH8Hq9OJ1OLl26RLlcxu1209fXt2J8yhcRkZUarXYZHh4mHo+TSCQ4fPgwhw8ftsex+o6N5fly+vRpjh07Zi/7XyqVcLlc9jKe586dw+1243a7iUajuFwrLx80Y74oW0TkTvZq7QJ3ly8Ajz322IpxrJcvbrebj3/849y4cYObN2+uW7u0tLTo2tgyyhcRuZO7yZdisUgikSCdTjM3N0c0Gl1Ru8DG+bLT2TI4OMiTTz7J0NCQXbtY41jv2tidahddG1ubsqV5qNEvO2I7+35YS4h85Stf4fr165imid/vZ2ZmBq/Xy+LiIvF4fFeXFFlvfxvTNEkkEjz1kf9rxV2bj6ya9bQirB7+x7RMv0zr9Kt4awVqtSold4RCqJdU+2kWPF1EqmcJ3/paqycWaG8UEZHbbTVfli9PNTMzw8jICKZp2ufuS5cuMTAwsKv5cqdsGRoa4tlnn+XZZ59dd1btehPQHn/8cb7v+76PN954g/Hxcfux3t5eksmk/fnKFxGRO2vY2uWpp+644sx6+fL+97+fvr6+2/LloYcewjTNFQ2o5c9TvoiIrLQfaxfYnXwJh8N8//d/P4lEQrWLiMhd2m6+LK9dANxuN/l83q5drOfvp2tj69UuyhdpZmr0y47Y7r4fsViMcDjMgQMHKBaLdHd38+STT7K4uMji4iIPP/wwx44d27UZVxvtbzM7O7vurKe1wmqh8ykWOp/CMAx6enq4efOm/ZgXGBgYsAs3a9kY7Y0iIrK+7eRLX18ffr+fT3/607S1teH1ehkcHAQgkUjser5sdu+0tfJlo0IoFoutuXy08kVEZPNUu6x8nvJFRGRn7MfaBXY3X5Zv+QLKFhGR7dhOvqyuXVbnS1tbG7FYbNeWc9e1MZF7R41+2THb2fdjdHQUr9drLw9piUQiAPj9/l09CW9nf07LRmEFS0Gy/HPi8TiRSIREIsGpU6d2NUxFRBrFdvJldnb2tmwB7I/tZr7sZraMjo6uOZNb+SIisjWqXd6lfBER2Tn7rXYBXRsTEdkPtpov69UusJQvsVhsV5d1V+0icu+o0S87aqv7ftzNCX8nbGd/TstGYzNNc82Zdj6fj+/6ru9aM2RFRGRt+ylfdjNbrGJO+SIicvf2U7aA8kVEZL9QvrxL18ZERHbOVvKlkbNFtYvISmr0S13dzQl/J2xnf07LZsa+nZncIiJy9+qZL7udLbC9O4VEROTuNHrtAsoXEZF6aPR8UbaIiNx7jZ4toNpFxOKo9wCkufX392MYxpqPbXTC3wnWzK/VY9jM3i2bHbs10+6RRx7h+PHjChoRkXugnvlyL7LF+jrKFxGRe6cZahfr6yhfRETunWbIF2WLiMi91QzZYn0d5Ys0O93RL3W13hIrmznh75TtzvzaC2MXEZG11fscrWwREWk8e+EcrXwREWk8e+EcrXwREWkse+H8rGwRuTfU6Je62wtLrGx1/zTLXhi7iIisrd7naGWLiEjj2QvnaOWLiEjj2QvnaOWLiEhj2QvnZ2WLyO5To1/2hO2e8PeC/Tx2EZFGt1/P0ft13CIizWA/n6P389hFRBrdfj5H7+exi4g0sv18ft7PYxe5lxz1HoCIiIiIiIiIiIiIiIiIiIhsnhr9IiIiIiIiIiIiIiIiIiIi+4ga/SIiIiIiIiIiIiIiIiIiIvuIGv0iIiIiIiIiIiIiIiIiIiL7iBr9IiIiIiIiIiIiIiIiIiIi+4ga/SIiIiIiIiIiIiIiIiIiIvuIGv0iIiIiIiIiIiIiIiIiIiL7iBr9IiIiIiIiIiIiIiIiIiIi+4ga/SIiIiIiIiIiIiIiIiIiIvuIGv0iIiIiIiIiIiIiIiIiIiL7iBr9IiIiIiIiIiIiIiIiIiIi+4ga/SIiIiIiIiIiIiIiIiIiIvuIGv0iIiIiIiIiIiIiIiIiIiL7iBr9IiIiIiIiIiIiIiIiIiIi+4ga/SIiIiIiIiIiIiIiIiIiIvuIq94DENkLcrkco6Oj5HI5AoEA/f39BAKBeg+roegYi0gz0rlv9+kYi0iz0Xlv9+kYi0gz0rlv9+kYi0gz0rlv9+kYNzc1+qXpjY2NMTQ0hGma9seGh4cZHBykr6+vjiNrHDrGItKMdO7bfTrGItJsdN7bfTrGItKMdO7bfTrGItKMdO7bfTrGoqX7panlcrnbToIApmkyNDRELper08gah46xiDQjnft2n46xiDQbnfd2n46xiDQjnft2n46xiDQjnft2n46xgBr90uRGR0dvOwlaTNNkdHT0Ho+o8egYi0gz0rlv9+kYi0iz0Xlv9+kYi0gz0rlv9+kYi0gz0rlv9+kYC6jRL01uoxlNmvF093SMRaQZ6dy3+3SMRaTZ6Ly3+3SMRaQZ6dy3+3SMRaQZ6dy3+3SMBdTolyYXCATu6nHZmI6xiDQjnft2n46xiDQbnfd2n46xiDQjnft2n46xiDQjnft2n46xgBr90uT6+/sxDGPNxwzDoL+//x6PqPHoGItIM9K5b/fpGItIs9F5b/fpGItIM9K5b/fpGItIM9K5b/fpGAuo0S9NLhAIMDg4eNvJ0DAMTp8+rRlPO0DHWESakc59u0/HWESajc57u0/HWESakc59u0/HWESakc59u0/HWABc9R6ASL319fURi8UYHR0ll8sRCATo7+/XSXAH6RiLSDPSuW/36RiLSLPReW/36RiLSDPSuW/36RiLSDPSuW/36RiLGv0iLM18On78eL2H0dB0jEWkGenct/t0jEWk2ei8t/t0jEWkGenct/t0jEWkGenct/t0jJublu4XERERERERERERERERERHZR3RHv9RVLpfTkiIiIrLjlC8iIrLTlC0iIrIblC8iIrIblC8izUGNfqmbsbExhoaGME3T/tjw8DCDg4P09fXVcWQiIrKfKV9ERGSnKVtERGQ3KF9ERGQ3KF9EmoeW7pe6yOVytwUNgGmaDA0Nkcvl6jQyERHZz5QvIiKy05QtIiKyG5QvIiKyG5QvIs1FjX6pi9HR0duCxmKaJqOjo/d4RCIi0giULyIistOULSIishuULyIishuULyLNRY1+qYuNZo1pVpmIiGyH8kVERHaaskVERHaD8kVERHaD8kWkuajRL3URCATu6nEREZG1KF9ERGSnKVtERGQ3KF9ERGQ3KF9Emour3gOQ5tTf38/w8PCaS8gYhkF/f/+6z83lcoyOjpLL5QgEAvT39yucREQEUL6IiMjOu5tsAeWLiIisTbWLiIjsBuWLSHNRo1/qIhAIMDg4yNDQ0IrAMQyD06dPA3Dx4sXbAmVsbOy25wwPDzM4OEhfX9+9/jZERGSPUb6IiMhO2262AMoXERFZl2oXERHZDcoXkeaiRr/UTV9fH7FY7LYZYnNzczz//PO3BcrRo0e5fPnybTPRTNNkaGiIWCym2WUiIqJ8ERGRHbfVbBkcHCQWi912oQyULyIi8i7VLiIishuULyLNQ41+qatAIMDx48ft93O53LoXw7761a8Sj8fxer23vY5pmoyOjq54LdnbtAyQiOwm5UtzUraIyG7aSrYMDQ3R09Oz5nKZ1ucoX/YP5YuI7CbVLs1J2SIiu0350pyUL81HjX7ZdVs5sYyOjq57MaxYLJJIJOjt7V3368j+oGWARORubfWXVuVL41O2iMhO2KnaxTRNrl27hsfjuePXkr1P+SIid0u1i6ymbBGRnaB8kdWUL81JjX7ZVVs9sdwpMLxeL8Vicd3HNStpf9jozictAyQiG9nOL63Kl8ambBGRnbCTtctm6Ly09ylfRORuqXaR1ZQtIrITlC+ymvKleTnqPQBpTLlcjjfffJM//MM/ZGxsbEVIWCeWtYLlTiea9ZaOATAMg/7+/rsfuOy6je58Gh0dvccjEpH9ZHZ2ls997nMMDw9z8+ZNO1/ulC2gfGl0yhYRuRu7UbsAHD58GMMw1nxM+bI/KF9E5G6odpG1KFtE5G5st3YB5UujU740LzX6ZceNjY3x/PPP8/LLLzM3N8fExARnz54lkUjYn7PeiaW/v3/di2E+n4/nnnvutscNw+D06dOajbRPbHTnk5YBEpH1jI2N8elPf5qJiYk18+VOv7QqXxqbskVEtmu3ahfDMDh27BiDg4PKl31M+SIi26XaRdajbBGR7bqb2gWUL41O+dK8tHS/7Kjly4Osnk02MjJCJBKxZ4atd1fM4ODgbUuMWIHS29tLb2/vlvaekb1lo38r/VuKyFqsfFm9jNjqfLnTrGXlS+NStojIdux27RIIBAgEAsRiMeXLPqV8EZHtUO0id6JsEZHtuNvaBZQvjU750rzU6JcddenSJXvJmPn5ecrlMm63G1gKnUQiQW9vL7D+iaWvr++OF8MCgQDHjx+/N9+Q7Lj+/n6Gh4fXXEZGywCJyFpyuRwvvPACw8PDt2ULrMyXO/3SqnxpXMoWEdmOe1G7WM9VvuxPyhcR2Q4rX6anp1lYWCAaja6ZL6pdmpOyRUS2YydqF1C+NDLlS/NSo192zNjYGF/72teYm5sDoFwuMzIyQkdHB4FAgFQqZc8mi8fjdzyxLA+UXC5X91lke2EM+93yYxgMBpmbm1ux74+WARKRtYyNjTE0NMTw8DBzc3MrsiUajVIul1fky9NPP33H17PyxTonXbx4sa7ndeXL3bOOocPh4MaNGyv2lVO2iMh6Grl22Uvj2K9Uu4jIdi3PF9M0mZ+fZ35+fs18Ue3SfFS7iMh27GTtAsqXRqPaRdTolx1hLR2z/ATidrvp6Ojg+vXreL1enE4nAJOTk/j9fubm5jY8uVgNnuWzkIaHhxkcHKSvr293vpk9OIb9bq1jaBgGoVCIaDSqABeRNS1flszKFytbZmZmqFQqJJNJTNPEMAx8Ph8vv/zyhufnvXJe3yvj2M9WH8N4PE4ikeDgwYMcPnxY2SIia2rk2mUvjWO/Uu0iItu1Ol+W1y7L80W1S3NS7SIi26HaRe5EtYuAGv2yQ0ZHRzFNk3g8zujoKAsLC5TLZQzDwOVy4XK5CIfDHD9+nJ6eHrxeL0NDQ8RisXVPMlaIFQoFEokExWIRr9dLPB7f1HOXzwJrb29ndnZ2xawwa9x3mim2vMm0nGmaG45Blqx3DD0eD9lslieffFLHUETWZGULcFu++P1+EokE0WgUj8fDe9/7XiKRyIbn59V7mi3Pl2KxuKVsWStL1sqbjcaxnPJl89Y6hl6vl97eXmq1mgoZEVnX8tplcnKSUqlEKpUin89TKpXwer1EIpF9V7ssH4fyZXtUu4jI3Vjv2pjf72d+fh6v10ssFtsztYuujd07ql1EZLtUu+jcuB7VLmJRo192hLU0zOLiIrlcjvn5eUzTZHFxkUwmQ29vL+95z3tob2+3n2OaJqOjo+vu+TI6OsrMzAwjIyMrTlaTk5MMDAys+9zVs5gSiQQjIyMMDAwQj8cBeOmllwBWjGd4eJijR49Sq9XsEMrn82vuabKZ8cuS5Y261XQMReROrGyBtfOlWq3S3d3N6dOniUQi9ufe6dxinZOsbFidL21tbTzzzDO3PW+tGbKrs2StvLFmIa/e/0z5cveULyKyXVa+WBfFzpw5Y2dLLpfDNE2eeuopDh8+bD9nP9Qu/f39OjfeJR0/Ebkbd7o2lsvlaGtr4/HHH98Ttct6H9O1sd2hfBGR7WqU2kXXxnaeskUsavTLti2fvTU1NcXi4iIjIyNEIhH8fj+pVIq02YKj/RBzwVZeHm9h0GHS12aseI3l3rwyx5deu0lysUg5N08lMUuLy7T3YC6Xy7jdbhJ5H+cWbuB+YZG2iJdvfaKX0/fHbpvFVCwW7cCyxgbwxuUEU8UYvnCVsM/ByW7wVRN86cV3KAWPUKg6CXqglQnu6/TYQbXWMZA7u9MxKhaLvP3229p/R0RWsPLl+vXrzMzMEIlEbsuXYrGIz+cjEAgQDofXfI31Xnt5NqzOlzNnztw243WtGbLFYpHr168D2F9/dd54vV5M0+QrX/kK4XB4xTJrV69eJRKJKF/ugvJFRLZide1SLBaBpWbMwMCAnS0APT09LC4u2ne2LH+N9czNza24ULY8X6xleVdfZNls7bI8b6zxzMzM8Oqrr3Lq1Cn7Y8PDwzgcjg2Pg6xP2SIiW7WZa2NWvgSDwT1Ru1grAmw2X1S73D3li4hsRaPVLro2tjuULWJRo1+2ZfXsrWKxyIsvvojL5SIajYLTx6jnJAvxpRN8GTg3ufTnYJvJ9z0MPrdhn1zSuTL/5Ndf443Ls6u+0nH8LOIozFI1+nCYJcrVFsq5GFwtAlMA/MmLN4gGPZzo83I4UqOvzWA0afLKlTILmfvwOMp0eeYYn5rlhdEY09lbQbWUh7x1E1xGCxWzHRaXf/1u3ppa5K89VSQa8rKaTo4bW+8YWTP+Dhw4gMfjAbT/joiszBfTNJmcnOTcuXN2vrjdbtrb26lUKsDSueTcuXM89NBDK4qFtZabtCYPnDt3jlKpRC6XY2ZmZsVFsGq1yqc//WkeeuihO94dmUgkVsxgBlZcfHv99dfp7+8nEolw/fp1qv4exrIRciUIeKA/6COZfHdCwGrKl40pX0Rks9aqXc6ePWtPyLKypVwuMzExQaVSIZFIMD4+vuLOmPWWmxwdHeX111+3t5RZnS/VapXPfOYzFIvFFXvwrs6X5dli3cEJ2MtzLs+WkZERSqUS586do7W11V5qM5FIEI/H18yW9b4HeZeyRUS2YqNrY2vly16oXXp7e0kkEpvOF8MwVkxmXk3ZsjHli4hs1mZrF1g6hxiGwcTEBIZhrMiXvVK7WE38y5cv4/F4VtQuXq9X+XIXlC1iUaNftmy9faXi8TiXLl2i5OniYuEoJdOz5vNvJOHX/wIORE1iN5I4//wV3hqeI1uorPn5eSLgi6z52HKpbIm/vFjiLwGvy6RYAQje+gMTxQ7OXapSrjnXfH7FXPvHYb4S4Q/eKPBj37Ty44ZhsFAJ8+8+OURysbhiZQF5V39/P8PDw7fNJr9y5QqpVIpQKMTNmzftcNf+OyLNa3W+eL1eBgYGmJiYIJlMEggEcLvdLC4u4vF4mJubwzRNxsfHSZaCZDwD1Bw+gl5Ie+GzbwxxfTLN3EIWR61IewiOxmFiYoL5+Xl7ibNqtYrT6cQwDKrVKn/xF3+By+WyZ0T7/X5isZh950sikWB4eJhcLkc0GrVnUadSKbs4KpfLuFwu3jz7DlfMxyk6W979RrMwPB8kbPiITc1y+GDPiuNgGIa9p5msT/kiIpuxXu0yMDDASy+9RCwWw+12k0qlSKVSOJ1O8vk8+Xye8+fPEw6Hicfja56bl1+EKxQKzM/Pk0gkVuRLqVSiXC4TCoV4+eWXmZ+f58///M85ePCgvVSllS+jo6MkEgncbredL/Pz8yvu5HS5XJw9e5ZCoUA6nQagpaUFt9tNS0sLBw8etJs4qylfNqZsEZHN2ujamFW7rM6X8fFxTNO0lzlefW5ePfF5t2qXqampTedLMBi07/JcnS/Kls1RvojIZmy2dgFwOByUSiUWF5fuWlyeLx0dHXumdpmcnCSfzzM2NobP52NmZoZyuYzH47FXDVC+bM962TIyMkK5XKZUKnH16lX79xNlS+NSo1+2bL29P9riB0jN389oPrrha2SKcGUGrsysvoN/ZxTXnjOwbpN/IzM5H2dumCTSkC2Bzw3pio+RL7y+4vP+5MUbPHK0nZ/78ccJB9zb+lqNJhAIMDg4uOKXlEuXLnH9+nU6OztJp9Ok02l7D6BIJMILL7xAV1eXlpURaTJr5Us8HufkyZNcunSJSqWCw+FgcXERn89HW1sbs/Nprnk+QGFxZfa8NXb5tte/uQBv3XQTCz1D+tpvk5gaIxqN4nQ6qdVqVCoVnE4n8+UQv/fiAoYnhMfhxp+/Rm/LCGagl6vzPoq1ALXSIVyLF5lMZ7lebaFqeEnmPBA6DphkPSbuUp53jEFqjrUnvqXNNr54Nc+htEm2BEEPnOwx+Janj63Ys0znwbVtJV+6u7sxTZMvfOELnDhxQsdUpImsV7vE43FOnDjBzMwM+XyeyclJu6GRTCYxTROXy8WVK1dIp9McPXqU0dFR2tvbGRsb48KFC5w7d46uri56enoIh8N0dHRw7tw5ZmZmllY5Y2kSWDAYpFqtsrCwwIsvvkgsFrP3Vk4mk0QiERYXF1lYWLCbK/Pz8/aFMGv81kW9fD7PhQsXMAzDngDndDoJBoPkcjk+8IEPYBjGiu/bMAyOHVO+bES1i4hs1nr50tXVRbFYxOFwrJkvbrebUqnEmTNnGBgY4IknnrDvsBwfH+frX/+6vcR/PB5nYGCA4eFhO1tW1y6FQsHOFoDZ2VlaWlqIxWIsLi5imia5XI5kMsn8/DzhcJhisbhuvpw/f55qtYrf7yebzRIMBpmfnycQCNgZZVG2bJ5qFxHZjI1ql/n5eYLBIAsLC/YErnw+j9PpXJEvH/rQh+zaZXZ29rZ88Xq996x2KZVKDA0NYRgG+Xwen89n1y7JZJKHHnrInoRmUb5szlrZkkgkSKVSwNLvBBYrX1S7NCY1+mXL1tv74y8nu0hV77wn5H72ZxdWfyS/5ue9cXmWf/rrr/FLP/WeXR/TftHX10csFmN0dJS5uTkymQwDAwN24MPSEj9DQ0MEAgE6OzupVquAlpURaSbr5Utvby/Xr18nlUrhcrnI5XJLM44dHiZbP0LV2NrEqrlSCEffd+Fb+E0AQqEQ1WqVXLHGXOuHIHhw6RPLt57g6OBaqoq5uGyymNEKLbdmFlvD9gbthwtAMgMYd+3Y80EAAQAASURBVB5LquTnrZvvvv/WTZM/fOMC98XhdC/0tRk6D97BZvJlYWGBy5cvMzAwQLFYxOPx6JiKNJE77Vvo8/lIJBK4XC57IplhGLS2tgJLeylbd0N4PB5u3LjBq+9Mkqh0kCsblPMRfBeHuP/AJR566CGCwSAOhwOfzweA0+m0mzILCwvMzMzg9/sxTdO+mJbL5Thz5gwdHR24XC77Ts1KpcLbb7+N0+lkcnISt9tNOBwmkfdz0zhJpf8o1WIaR/4q+fwkZrCXRdeDJBajFC84+Gvf+iDZ6YvMz8/T2tpKT08Ply5dWnHhUOfCtal2EZHNWC9f4vE4Fy9eJJfL3ZYvbW1ttLS0cOXKFTsLLl68yPPPP4/f72doaIhkMonL5WJgYID29nZisRhOp9POFqt2yefzJJNJYKlBXyqVcLvdBAIB+y7+lpaWFUsxu1wu5ufneeONN+ymspUv5XKZmZkZpqen8Xg8+P1+MpkMmUyGlpYWYOn82Nvby7Vr14ClBsPQ0NCK5ZZ1HlyfahcR2cidapfe3l4WFhbIZDL2Si8Wj8dDMBjkxo0beL1e3nzzTaamppiYmFgzX6LRqH0zzVZql3K5zCuvvEJLS4u9mkAwuHQtbK3axdreslAoMDExQUdHB/n8Uk/Fypfx8XE++tGP2qsMqHbZmuXZksvlSKfTBAIBXK6VrV8rXx555BHVLg1IjX7ZsrVm+YwlTcYWGrfJv1WvX55laHiOQS3jbwsEAhw/fpyLFy/S39/PxMTEisfL5TLT09O0trauWJbHuoimZWVEGt9GP+PW7GTLdOTZLTf5LbVgH/72IwTMpdnI8/Pz1Aa+B0IH1/x809jeijDbkS/D+YmlPwfbTL7vYZ0H7+RO+WJdsDRNk1QqxcGDS/++yhaR5rHez3ixWGRiYoKBgQFGRkbsj5umyfz8PA888AAXLlzANE0WFha4OnKTM8mDlDyPLk3i8gCeXjLREwxlRqmcu0B3Rxter5dAIIDf7weWmi9er9c+N3V0dJBMJkkkEkxMTDA7O8v09LTdoMlkMlR93XgOPE6p5qJaWMR0lSnkZrhsPkYl3w0B8Nrf1tNUzSrcyqkycHYCzv7mefxuuC8e5sjiIp/73OeIx+N0dXXZywLrXLg+1S4ispGt1i4A2WyWRCKBw7F0/WxycpLr16/jcDi4dOkSDoeDWq2G1+vl/PnznDhxgtnZWdrb2+1l+a3aBaBWq9mNE6dzKQcSiQSLi4skEgn8fj+hUAhYOm/FYjFu3rzJ4uIi6XSaYrFIoVBgenqa2dlZrl+/Trlcthv31WqVYrFIJpMhHo8zPj5OOBzG4/GwuLjIV7/6VcrlMgMDAxw7dkzZsgmqXUTkTjb6Gfd4PBQKBcrlsv0xa1LZjRs37NVkbty4YefKevmSyWRwOp2bql3m5+cxDIOZmRmGh4ftfLG2pGlvb6dcLpPL5ezVZqanp+27/qenp1d8H8vzpVwu88Ybb3Ds2DE741S7bI2VLbC0Nc/qJv/yfMlms/bHdUwbhxr9smVr7f1xfuIOT2hSX3j1phr9a8jlcsTjcSYnJ1f8H0qlUpimSaVSIR6Pr3iOaZqMjo7agSUijWmtfIGli1XRaJRjx47xytsTTLi8lBwRykbbXX09Y+DbCWRfI+zLk/YdXbfJX083kvCZN+EHntB5cCNr5YuVLcBt+aJsEWkOd8oWgGPHjhEKhThzcZo5s4uSI0LN4WVqPIs7GCJYuE6bu8rZ9P2UPGv/bm+G+jlf6+Zyokzwvn78N/+CiHORiu8AFVc/uYoDZ3sVw4BiIMhMJUNx4nWK198mfOBBXIceZ8Hhw+OsYfT2gqcVqzXkjAKdj2LUylQc60xuW2cy2rsTxwJ4y6eZvfwNisWivex8PB7XuXADql1EZD2bqV0uX77M+Pi4fae9NYEsEokAUCgUSKVSXL58GbfbbU8AyOfzhEIhbty4QUdHB6FQiM7OTlwuF6FQCMMwKBQK3LhxA8C+mzKXyzE3N2cvoTw/P08+nycajRIOh7l69SqxWIxsNmtvOWMYBnNzcxQKBUqlEn6/n2KxyM2bS8uOWc0CwzD44he/SDqdxuPxMDIyYu8Lfe7cOTKZDEeOHFG2bJJqFxFZy3rZAkv5cvToUWDpnLwT+dLd3c3MzIx9B3ihUGBubo5arQa8my/ZbJY33njDXgXAyhdrGwDrXOb3++nt7cXtdjM3N0culyOVSuF2u3E6nczMzABLy/k7nU4Mw8AwDF555ZXb8iWZTKp22YZoNHrbNm5WvhiGYf+bWnRMG4Ma/bJla+39kS1t8KQmNJ8ubvxJTSgQCOD1eu27p6z/Q+VyGcMwOHTo0Ipl3yx3WrpIRBrDWvkCS3dddvcd5nMXw9xIHYMdurm+6mphJvotzFAD795dleZGEsbmTXp0HryjtfLFmuW+Xr4oW0Qa352y5dChQ5gOD385c5Axx6F3n2QC7iAldwdZ3xHmqFDdqHR2uCjholTzQ/dHyFAD3s0W69kF6wNHH8BbLVJyenHybrTdfknv1sfXa/JvUtHTRSL0fmKpN2lvb2dkZIRIJILX69W58A5Uu4jIejbKl0gkwtGjR0kkEpRKJUZHR+2l9mGpebJ8P+NyuUwwGKRSqQDYTfRUKoXf76ejo4MDBw4QCATI5XK8+uqr5PN5PB4P8/PzOJ1OMpkMxWIRl8vF7OwsoVAIh8NBOp1mfn6eTCZDKpWio6ODbDaLy+WiUqmQTCYpl8vUajUymQyRSIRUKkWpVMLlcuHz+ZiamsI0TV577TUCgQCLi4v2KjbW6jfKls1T7SIia1kvWwzDYGBgwM6I7eZLrVZjbm6OSqVCJpMhGo0Si8Xo6OgA4NVXXyWTyVAoFAiFQnYWZTIZQqEQuVyOhYUFPB4PDoeD2dlZe6IYgNfrJZlM2jnhdrvt5fvdbre9epq1Co3T6aRarRKNRnn77bcBVuRLKpVS7bJFsVhs3dqls7OTcDh823N0TPc/NfplW1bv/XFgLM2VmVS9h7WntIZvv+DTrHK5nP1/xTAMe4m4YDBILpcjEAgQj8dxOBy4XC5u3rxpL8tj0fIxIs1hdb4EAgF6e3v5D58Z40Zy4+dvz95t8lvOj8OzT+g8uNzybAkEArS3t/P222+vyJdgMEgmk8Hv9xMMBikWi8oWkSa0XrbcvHmTT7668RZkGzb517SJbHHe23qh6OniavVhxtNePI4yjpEUjx7r0LlwFdUuIrJZd8qXRCLByMgILpeLkZERrl+/TjqdxufzUSwWCYfDGIZBJpOxGySRSASn08nU1BSZTIapqSlisRjRaNRetthaOnlubo7FxUU8Hg/FYtFeZcTj8ZDP58nn83aTP5/PY5qmfXe+w+GgXC5z7do1fD4f+XyearVKpVLB5XKRd7bT8dQP4m/rX1o9YH6UhctfIucIMeE8hT/Qh6M1SKaUI+/IESqNUC4XME2TRCJBb2+vzoOrbKZ2aWlpse9uXStfdExFmsNa2dLf38/o6ChXrlzZVr6EQiEqlQpzc3OUy2Xm5+eJxWJkMhlaW1sZHR1lZmaGVCrFwsICpmlSLBapVCoUi8UVeZLNZikUCvYEMrfbjWEY1Go1nE4ni4uLlEol+65ya7JBuVwmk8lQqVRwOp04nU77a4yNjZHNZvF6vfj9fhYWFvB6vfYEKOXL+lbnSyAQWLN2MQyDXC5HqVTStbEGpEa/bFo+n+fixYsrAsZa0sMRmePrb79Y5xHuLd/2RG+9h7AnjI2NrZiFmEgkGBoaArCXE5qYmKBSqRAIBEin06TTaUZHRwmFQgSDQbxeL08//XTdvgcR2V13yheAV86PcyM5VscR1t+laWiLH6j3MPaM1dkC8NJLL5FMJu0lyVKpFBMTE5RKJTo7O5mdnWVubo4DB5aOY7FYpLe31/5/JyKNZaNsyeVyvHTu5i5OItubMs4uMre29Jy4DpdSJv/lPcoXi2oXEdnIZvLl6tWr9p101h3zpVKJUqlEoVDAMAwI9VGLPoCvLYi7uEgpNQ5dJ3G3HuKg2wc1MM0y1UIalxMSpRyTxQzVahVH9EEcngWCk2+Qm7lk350fDAaZnp6mXC7jdrvtvY+LxaLdPHY4HBSLRQIdx4gefQ8ObxhPYZFyeoJQ9yCBzgdxOFdeLvaE4kT6Hl3xMRPA00YOyAWOkizP4Zh9w24w9ff37/4/xj6xmdoFlv5vTU9Pc+jQoTXzRbWLSGO7du3a0vl5jWyBpWX9z58/b+dLoVBgcnLSbpan02mcTie1Wo1UKkWhsLSWWLVaZXJy0p7UZf2xbop48cUXKZVKdlO+UCjg9/up1WpMTk4SiUQol8ssLCzYE8rK5TL5fN7OGGt7gIWFBWq1mv01AoGAvVR8Op2mVCrZj8NSA79WqzE7O0symcTv9xMKhezvwzAMANxut/JlDWvVLtbqB9lsFtM0mZiYoFwuk06n7WtjU1NTql0ajBr9smmvvPLKihPp8PAwg4ODzBYCfOm1m7hdDsqVWh1HuHc8erSdwfvX3sOzmeRyuRVhUywW7bCpVCq0t7dTLBaZm5sjGo3S39/P5OQkCwsL9p49hw4d4ujRo7z88ssMDg7S19dXz29JRHbBRvny8tvTdRzd3pAvw7/+3bf5pZ96T72HUnerswWW8uX69evA0n7bVuFizVq2LoYtLCxw+fJlO1tu3rzJ+Pi48kWkAW2ULcnFIsM33UBz70F2I6l8sah2EZHNWC9frJ/3QCBALBajXC6TSCR44403mJ2dxdVyiM4Tz+Brvw+XN4Th2GA/MgeAC6fbv/RuYOVFXD/AoW+inJtn9o3fJj/9NqlUimq1Sq1Wo1Qq4fF47KaKaZpUq1UivY9w+Jm/i9sf2cnDQsUd43ztAzDydT74wQ+qGX3LZmqXxcVF0uk0c3NzK+5WTaVSdr4888wzql1EGtzo6Kj999XZAivzZWRkhDfffJNsNkutVrOb+slk0r7D3jRNOwsWFhbs5dthqcGeyWRIp9PUajVcLhe1Ws1uwpfLZQKBAH6/316+39rixWrs12pLfaBKpWKf4xwOh928NwzDnuTmcDgoFAr2c6wVaqyVA6yxZTIZ5ufnAezVbXp6euwmv/LlXevVLqZpsri4uOLamNvt5umnn2Zubk61S4NSo1+2LV+q8Y/+x5tNdxfMZjz1YAdvXpmzLyK2Rbx86xO9nG6y5v/o6OiKYiaRSNjvu1wuPB4P8O7yOx6Ph4GBAc6cOUMoFMLtdtPZ2Ul7ezumaTI0NEQsFlOgizQ45cvaXr88yy/+wTkKpZqyxVy5i/XyfLGKUJfLZd/N1NbWhsfjYWpqitbWVjtbAOWLSJNQtqzv9cuzfPqF61ydWFS+qHYRkS2yft79fj+zs7PkcjkuX75MqVRicnKSmbkUsSd+kmDn8Y1fbBvcgVYOvO+nKOfmySdvUMknWbj2ItVqlZbD7yMQvx9f5MDSXfqGw27y7AqHh/M8x7//7BQPX3yd73zPQNNlyWqbqV3i8ThTU1OUSqU1a5doNLqiOaZ8EWl8a2VLIBBgfn6eUqnE1atXWVxctJfRt84R1nNdLpf9Z25ubsUd9AC1Ws1eFt9quFt/NwyDSqVCPp8nGAwSCoXIZrM4HEsZUi6X7a9pPc96feut9VqFQoFg53HiRz+IO9BCObdA4vILpCffwTRNOk9+O92nvxe3P4pp1qjkF8Bw4nC6qZayZEe+zvXrQ5w+fZr3vve9zMzMaGWTW+5Uu1jNfliqY0qlEslkUrVLA1OjX7btM2+iC2Xr+OXPvnPbx/7kxRs8crSdn/vxxwkH3HUY1b2Xy+VWvF8sFle8PzU1xcTEhB084+PjJBIJXC4XsdjtxaBpmoyOjt62dJGINBbly/p+/8+vr3j/T168wdHeKL/0U+9p2myBlfmyOltgaYb5wMAAXV1da76m8kWk8Slb7uwXPn1uxfvKF9UuIrJ5MzMzfPrTn6a3t5dischbb73FzQWDac/DdH/4h3G5vRu/yF1yB1pxB1oBaDvy7K5/vfUZTKZg8pVx/vSVcaJBJz/w3hYePxajv7+/6RoIm6ldJicnmZiYIJ1OA2vXLsufo3wRaQ7LswWWzgPPP/+8vcx9Npslm82uaK5bep/6YTqOP4vD6aFWq1LOLeBw+3C6fZi1CtVSnlJmlvz8mN14B+zl+w3DoFarkcvlcLvduFwu+8795Uvv30mk72Hu/+BP4gmt/D2588SHWZy8QKC1D5cvtOIxl8f/7jvBVvytP4BZ+35uTL3I+fPnaW1txeFw8MQTT6yYAKF8Ue3S7NTol20ZS5q6ULYNb1ye5R/96iv8yj94X72Hck+sDliv993itlwus7i4iMv17mnI7XbbM8wCgQBut3vFc2DtIklEGofyZesu30zx0f/nK/zBz35zUzRj1irerKxYK1tgaQbzyMgIsVhszWwB5YtII1O2bE+z54tqFxHZDGup3La2NgDGp2a57nqKxbZWPHUe216Qylb5lS/P8YffuMkzAy/wbR96lqNHj9Z7WPfMZmoXq0axrK5dlj/HonwRaWyrswXg5s2bzM/P8/LLL7OwsGAv228JH3iQ/vf+TcLxwytWb3GwqoEOuH1hfJEOIt0P0nniw5Tzi2RmLlPKzK24495aWj8SiZDP5ykWiyu+5mrhAw/S88hHifYOLq0ks47IgQc2fSwMhwO638/XUlV80zd47cJX+KM/+iO6u7tpa2vDNE28Xi/PPfdcU+eLapfm5qj3AJqRYRhvG4ZhbvFPPafjrlAom3x2qN6j2L+GriYZGp6r9zDuif7+/hW/WFh7JcPS8mSRSIRoNGovCxSNRnG73ZimSSqVwjAM4vH4itdsttl5Is1E+bJ96XyZv/df/7Lew7gnVmcLvJsvq7MFsPPF5XKtmy2gfBFpVMqWu9PM+aLaRUQ2w7pDbnp6mps3b/KnF0Ms1lrrPaw9Zybv58tXQvzu7/4uly9frvdw7pnN1C7Abfli1S6A8kWkCa3OlvHxcd566y0uXrxIIpEgnU7bDXenJ8iJ7/13nPzenyPScd+2tmhx+yO0HnyMzhMf5uT3/hwPfve/xukJYpqmva2IdZf/Wo1+pyfIiY/8W05+78/RevDROzb5t81wUvAfZjzwQS6UT/PVF17kG9/4BteuXWNiYqLp80W1S3NTo/8eMwwjDLQC1nqyNWB61Z/EsqckgQnglXs4zDv6zJuQKW78ebK+3/3KcL2HcE8EAgEGBwftkPF6vQwMDGAYBh0dHbjdbns/mK6uLtxutx1AlUqFQ4cOrZhZZhgG/f399fp2RGSXKV/uzqWxVFNMJFudLbCUL4cOHVqRLR0dHRiGQWdnp50va2ULKF9EGpmy5e41a76odhGRjSQSCc6fP8/8/DymaXL2apK0Gan3sPas+UqE+VKQr371q01z1+BmahdgzXypVCoYhqF8EWkyq7Plxo0bvPDCC1y+fJnr169TKpVWfP6xb/3HW7pDfjOivac49q0/g8PhsO8Kt+7wX8uxb/3HRLpP7OgY7qQW7KPc+x1ks1lmZmYol8uYptnU+aLapblp6f57zDTNNNBtGMb/C/wz4FXTNJ9e/jmGYTwMvHHr3VOmaY7f42GuS8te7oyr44sbf1KD6OvrIxaLMTo6Si6X48iRI3z3d383r776KpcvX8br9TI4OAgs/SJTLBYJh8OEw2Ha29vt1zEMg9OnT2tmmUiDUr7sjC+8epPB+2/fa6vRrM6WQCDAc889x6VLl3j55ZcpFot0d3fz5JNPsri4SLFYxOv18oEPfIBqtbqiOFW+iDQuZcvOadZ8Ue0iIuuxllW2LqK73W4uLB6Erd9I2VQmSzHuK2aaah/gzdQua+XLAw88QCgUwuN5dxMI5YtIY1srW2ZnZykUCly/fp1isbjiekb4wINEe0/tyliivYPEDp7GV0lQq9UwTRPDMG5r9u/mGO7E2XIf2flWImaVVCpFe3s7xWKxqfNFtUvzUqO/fgZvvV1rIcmHb72d26kmv2EYHcDt69Te2YozYnt7O18+lySXzOzEkJraYtXL22+/Xe9h3HNer5dqtcr09DQdHR1cv36dWq3G9PS0/Tlut5uWlhYGBweZn5+nUCjg8/no6uoilUrZS5fJu4aHb1shQlsByl634v+o8mXnXLmU4+23m+vXOytbrl+/TrVapVar4Xa7qdVqLCwsANjvW8uSTU5OKl82Qfki+4yyZRc1c76odtlZyhbZh27LF1jaK9k0TQ4ePMj169dJJBIsLMTBWKjHGPeNOdcic8E8586do1qt1ns499ydapfV+XLixNLdsapdNkf5IvvQbf9H18qWRCLB6OgopVKJSqWyotEe7TlFLjm6awNs6z9Nv2eMq1ev4nQ619wWYLfHcCfVSpRA6vqK49Ls+aLaZWftl2wx1ltuQ3aXYRijQB/wt03T/NVVj/1X4O8Cz5um+dwOfb1/CfyLnXgtEdnzvsc0zT+p9yBE1mMYxncDf1zvcYjIlilfZM9StojsW8oW2dOULyL7lvJF9jTli8i+tCezxVHvAewHhmH8sGEY5l38+dZVr9fKUpMf7nxH/1u7+G2JSOOK1nsAIiIiIiIiIiIiIiIisnvU6K8Pa9l+Ezi3/AFjaf2TOy3rLyKykUi9ByAiIiIiIiIiIiIiIiK7R0v3b4JhGF4gfBcvkTJNs7zs9X4K+EVg2DTNI6u+1hHg8q13T5umuSPNfsMwOoD4Fp/2EPC/lr3/UeDiToxH6uo+Vi4L9D3A1TqNRXbGceAPlr3/lGmar9RrMCIbMQwjCnxg2YfGgFKdhiMi6/Pw7ipUAF8zTVObtsmepGwR2TeULbKvKF9E9g3li+wryheRfWFfZIur3gPYD0zTLALFHXxJ6479t9Z47PStt2Xgwk59QdM0Z4CZrTxnaXGBFS6apvn2To1J6mONf9er+nfd39b4N83UYxwim3XrF6I9t5+RiKzpzXoPQGQzlC0i+4qyRfYN5YvIvqJ8kX1D+SKyb+z5bNHS/fVxp6X5H7719h3TNDWDS0REREREREREREREREREVlCj/x4zDMMFnLj17lqN/lO33p69NyMSEREREREREREREREREZH9RI3+e+8Y4L3197fWePzQrbfT92Q0IiIiIiIiIiIiIiIiIiKyr7jqPYAmZC3bP2+a5tgaj5u33n7cMIxF4FOmaV6+N0MTEREREREREREREREREZG9Tnf033tWo3+tZfsB/jMwBxwAfgxYvBeDEhERERERERERERERERGR/UGN/nvMNM2fMU3TME3zmXUe/03TNNtN03SbpjlgmubUvR6jiIiIiIiIiIiIiIiIiIjsXWr0i4iIiIiIiIiIiIiIiIiI7CNq9IuIiIiIiIiIiIiIiIiIiOwjavSLiIiIiIiIiIiIiIiIiIjsI2r0i4iIiIiIiIiIiIiIiIiI7CNq9IuIiIiIiIiIiIiIiIiIiOwjrnoPQPa0BPCvVr0v+5/+XRuP/k1FRERERERERERERESaiGGaZr3HICIiIiIiIiIiIiIiIiIiIpukpftFRERERERERERERERERET2ETX6RURERERERERERERERERE9hE1+kVERERERERERERERERERPYRNfpFRERERERERERERERERET2ETX6RURERERERERERERERERE9hE1+kVERERERERERERERERERPYRNfpFRERERERERERERERERET2ETX6RURERERERERERERERERE9hE1+kVERERERERERERERERERPYRNfpFRERERERERERERERERET2ETX6RURERERERERERERERERE9hE1+kVERERERERERERERERERPYRNfpFmoRhGAcNw/gtwzCmDcNIG4bxJcMwnqr3uERERERERERERERERERkawzTNOs9BhHZZYZh3A98HegCvgiUgG8BnMD3mKb5pToOT0RERERERERERERERES2QI1+kQZnGIYBfAl4FvgOq6lvGMYDwMtABrjfNM18/UYpIiIiIiIiIiIiIiIiIpulpftFGt8xlu7e/+3ld+6bpnkB+HdAN/DjdRqbiIiIiIiIiIiIiIiIiGyRGv2yZYZhvG0YhrnFP8/We9xN7Ftuvf39NR77g1tvn7lHY5EdoJ9BERERERERERERERGR5uaq9wBkfzEMIwy0AotABKgBiVWf5gDit/6eBArAK/dqjHIbq9H/zhqPXQfKwCP3bjhyN/QzKCIiIiIiIiIiIiIiIrqjX7bENM20aZrdwC/d+tCrpml2Lf8DfHjZU06Zptljmmb23o9WbjkOlICx1Q+YpllhqdnfbxhG9F4PTLZOP4MiIiIiIiIiIiIiIiKiRr9s1+Ctt0NrPPbwrbdzpmmO36PxyPoiQN40TXOdxxduvQ3em+HIDtHPoIiIiIiIiIiIiIiISJNSo1+2y2oyvrXGY6dvvV2rASn3Xpil5fnXU7r11ncPxiI7Rz+DIiIiIiIiIiIiIiIiTUqN/iZgGMYPG4Zh3sWfb131eq1A361373Q38Vu7+G3J5nk3eNy49Vbng31CP4MiIiIiIiIiIiIiIiLNTY092Q7rTmITOLf8AcMwDO68pLjce2nAfYfHPbfeLt6DscjO0M+giIiIiIiIiIiIiIhIE3PVewByT/wv4HN38fzUqvetJuJV0zQzqx67n6Wl4kFNxr0iBfQYhuE0TbO6xuP+W2/V6N8/9DMoIiIiIiIiIiIiIiLSxNTobwKmaRaB4g6+5Gb2Bi8DF3bwa8r2LQAHgR5gdPkDhmE4gMNAiZ39PyK7Sz+DIiIiIiIiIiIiIiIiTUxL98t23GlZcGtv8HdM0yzdo/HInb1+6+39azzWCwSAl03TNO/dkOQu6WdQRERERERERERERESkianRL1tiGIYLOHHr3bWajKduvT17b0Ykm/D5W28/sMZj33zr7Rfu0VjkLulnUERERERERERERERERNTol606Bnhv/f2tNR4/dOvt9D0ZjWzGnwF54McNw7D2bscwDDfw9269+7l6DEy2RT+DIiIiIiIiIiIiIiIiTU6Nftkqa8nwedM0x9Z43Fr+/eOGYfzfhmEcvUfjknWYppkG/i1wAPicYRjvMQzjJPB7LP17/pZpmufrOUbZEv0MioiIiIiIiIiIiIiINDk1+mWr7rQ3OMB/BuZYair/GLB4LwYlG/q3wC8C7wdeBM4B3wd8Gvjb9RuWbIN+BkVERERERERERERERJqcYZrmxp8lIg3BMIzjwHOAG3jRNM3X6jwkEREREREREREREREREdkiNfpFRERERERERERERERERET2ES3dLyIiIiIiIiIiIiIiIiIiso+o0S8iIiIiIiIiIiIiIiIiIrKPqNEvIiIiIiIiIiIiIiIiIiKyj6jRLyIiIiIiIiIiIiIiIiIiso+o0S8iIiIiIiIiIiIiIiIiIrKPqNEvIiIiIiIiIiIiIiIiIiKyj6jRLyIiIiIiIiIiIiIiIiIiso+o0S8iIiIiIiIiIiIiIiIiIrKPqNEvIiIiIiIiIiIiIiIiIiKyj6jRLyIiIiIiIiIiIiIiIiIiso+o0S8iIiIiIiIiIiIiIiIiIrKPqNEvIiIiIiIiIiIiIiIiIiKyj6jRLyIiIiIiIiIiIiIiIiIiso+o0S8iIiIiIiIiIiIiIiIiIrKPqNEvIiIiIiIiIiIiIiIiIiKyj6jRLyIiIiIiIiIiIiIiIiIiso+o0S8iIiIiIiIiIiIiIiIiIrKPqNEvIiIiIiIiIiIiIiIiIiKyj6jRLyIiIiIiIiIiIiIiIiIiso+o0S8iIiIiIiIiIiIiIiIiIrKPqNEvIiIiIiIiIiIiIiIiIiKyj6jRL9LEDMP4pGEYpmEY/73eYxERERERERERERERERGRzVGjX6S5PXrr7Zm6jkJERERERERERERERERENk2NfpEmZRhGBDhy693X6zkWEREREREREREREREREdk8NfpFmtfDgAEUgLfrPBYRERERERERERERERER2SQ1+kWal7Vs/1nTNCt1HYmIiIiIiIiIiIiIiIiIbJoa/SJNxDCMxwzD+IRhGOPAf7z14ccNw5g2DOOThmHcV8/xiYiIiIiIiIiIiIiIiMjGDNM06z0GEdllhmEYwL8B/jHvLtfvvfX3POC/9akLwHtM07xQh2GKiIiIiIiIiIiIiIiIyCbojn6R5vALwD8BcsCPAn3LHnsK+GYgA7QA//VeD05ERERERERERERERERENk+NfpEGZxjGdwI/devdj5um+T+Bk7x7Z/87pml+lXeX8n/OMIy2ez9SEREREREREREREREREdkMNfpFGt+/v/X2t0zT/Pytvz9y6+050zQrt/7+5VtvDeDIvRqciIiIiIiIiIiIiIiIiGyNGv0iDcwwjPcBD9569xeXPWQ1+t9Y9rH08qfu4rBERERERERERERERERE5C6o0S/S2D586+2IaZpvLfv4w7feLm/0dy77+83dHJSIiIiIiIiIiIiIiIiIbJ8a/SKNzbpz/2XrA4ZhBIBjt959c9nnPnrr7RQwvvtDExEREREREREREREREZHtUKNfpLH133o7s+xjg4ATqABnl338e269/aJpmuY9GJuIiIiIiIiIiIiIiIiIbIMa/SLNIbLs79Zd/u+YplkEMAzjCeC9tz7+a/dyYCIiIiIiIiIiIiIiIiKyNWr0izS2K7fePmMYhvPW361G/xsAhmGEgN+49bE/NE3zZURERERERERERERE5P/P3p+HR5ae9d3459RepzZJpdIudUs9re6e6Wn1jAfPjMGMFzD2EINZXlabmCTgLASSX3gTyPK+hCv5Jfm94YUkLDEEQyA2GOIFjDcYz3hsGHv26XV6UW9Sq7WUttr3Or8/1M/TVVJJKm2tqtL9ua5zqVR16pynSqXzre/93M99C4IgNCwy0S8Irc2f3P15CPhVwzA8VEz0G4ZxGngOeJiVpIB/cN9HKAiCIAiCIAiCIAiCIAiCIAiCIAjCljCkFbcgtC6GYdiAPwP+1t27coALMIAM4L17/yvA91mWdfu+D1IQBEEQBEEQBEEQBEEQBEEQBEEQhC0hK/oFoYWxLKsMfD/wL4HLrPzPG3cfLgJ/A/w08KRM8guCIAiCIAiCIAiCIAiCIAiCIAhCcyAr+gXhAGEYxt8Hfgs4b1nWw/s9HkEQBEEQBEEQBEEQBEEQBEEQBEEQto6s6BeEg8Ujd3++vq+jEARBEARBEARBEARBEARBEARBEARh28hEvyAcLGSiXxAEQRAEQRAEQRAEQRAEQRAEQRCaHJnoF4QDgmEYDkCV65eJfkEQBEEQBEEQBEEQBEEQBEEQBEFoUmSiXxAODscBz93bb+zjOARBEARBEARBEARBEARBEARBEARB2AGGZVn7PQZBEARBEARBEARBEARBEARBEARBEARBEOpEVvQLgiAIgiAIgiAIgiAIgiAIgiAIgiAIQhMhE/1CS2Ks8MOGYfyFYRi3DcPIGYYxbRjGVwzD+Ht3+9Xv9Ri+bBiGVbF9eJP9Q4Zh/JBhGL9lGMaLhmEsGIZRMAxjyTCMM4Zh/KZhGN+y1+NuBQzDsBuGcdIwjA8bhvHfDMP4hmEY6Yq/xS9t45i79plq1GMJgrAxjfD/Jtqyf+ymthiG8dVVf8eNtpt1HlO0RRCalEb4nxN92T/24r1sVE1ohM+6IBwkGuF/TvRl/9jN99IQ/yIIwl0a4f9NtGV/uPu3/1bDMP6JYRgfNwzjNcMwJg3DyBgr8bHbhmF80TCMnzEMo22Lx204PWiEz3rdWJYlm2wttQHtwFcAa4PtVWBoD8fwt2uc88Mb7P/PgewmY1bbHwLmfr/PjbwBn9rkPfyl/fpMNeqxZJNNto23Rvh/E23Z98/ArmkL8NU6/y4WcPN+fj4b4bMum2wHaWuE/znRl339++/6e9momtAIn3XZZDtIWyP8z4m+7Ovff1ffS8S/yCabbFZj/L+Jtuzr39+zBS2YA773fn6mGvVY92NrnIwDQdgFDMNwAX8GvP3uXZPAbwPjwADwd4ATwKPAFw3DeNKyrPguj6EL+H/v/poCfHU8bRRw3719HXgGeAOYZ+Wi8m7gBwA78EGgyzCM91mWVd69kbcU9lW/LwILwNGtHmg3P1ONeixBEDamEf7fRFsagl3TllV83yaPpzd6ULRFEJqXRvifE33Zd3b1vWxUTWiEz7ogHCQa4X9O9GXf2cv3UvyLIBxAGuH/TbSlYZgCXgTOAreABGACx4H/g5U4WQT41N338q9qHaRR9aARPutbZr8zDWSTbTc34OeozqhpX/W4B/hSxT7/zx6M4ZN3j/0aK1lg9WSW/Q7wF8BTG+zzdlYumup4P7nf73ejbsC/BP4D8IPA8N37Plzx3v3SfnymGvVYsskm28ZbI/y/ibbs/7bL2vJV9bxdGJdoi2yyNenWCP9zoi/7/hnY1feyUTWhET7rssl2kLZG+J8Tfdn3z8Bu68tX1X67MDbRF9lka8KtEf7fRFv2/TNgAx7cZB878JsV7+Wb9+Mz1ajHum9/m/0egGyy7dYGOFgpCWIBZeChdfbrApJ398sC4V0cw/fcPW4JeAz4/ToFp73O4/9MxfGe3+/3vJk2tjEZs5ufqUY9lmyyybbx1gj/b6ItjbttR1vuPu+r6nk7PL9oi2yyNenWCP9zoi/7v+3me9momtAIn3XZZDtIWyP8z4m+7P+22+8l4l9kk+1Ab43w/yba0jwb4GSlYoJ6P0f28jPVqMe6n5sNQajAMIzzhmFYhmFcu/t7wDCMf2oYxguGYczffeyV/R7nOryLlZIgAF+xLOtCrZ0sy5oD/vjur27ge3fj5IZhBFnJVgL4dcuy6n6fLMtaqnPXP624/XC9x68XwzCeNAzjVw3DeM0wjKhhGAXDMJYMw/iGYRj/yTCMt+z2ORuc3fxMNeqxBGHPEW3ZPqItwiaItggHGtGX7SP60hjs8nvZqJog+iI0HaIv20f0pTFolPeyBqIvwoFFtGX7iLY0F5ZlFYCrFXf11NitUfWgKbVFJvoFjWEYHlb6aACcNQzjHcAFVvqePAmE7z72xv0eW528p+L2lzbZt/Lx9+7S+f9/QD9wG/jXu3TM1SQqbnt366CGYQwahvEV4AXgnwCPAJ2sZDC1AU8A/xz4umEYjt06bxOwm5+pRj2WIOwpoi07RrRF2AjRFuHAIvqyY0Rfmot63stG1YT9/qwLwpYQfdkxoi/NxZ68lxsg+iIcSERbdoxoSxNhGIYNOFxx10yN3RpVD/b7s74tWuKDI+waD7PSQwOgA/gCK9konwL+CogBDwAX92V0m3Oy4varm+xbmfV1ct296sQwjG8Hfvrurz9jWVZio/13QOVYb+3GAQ3DOA08w70vFBOs/M3PASmgD3gK+G7gjGVZxd04b5Owm5+pRj2WIOw1oi3bRLTlYGAYxueBR1l5rxLAJPB14Hcty3pjk6eLtggHGdGXbSL60pTU8142qiaIvgjNhujLNhF9aUq2/F6KfxGEbSHask1EW5oLwzAM4N9xbxX/G5ZlXa+xa6PqQVNqi0z0C5Wcrrj97axk2nzAsqwXt3IQwzDeA5i7MJ60ZVl/uYX9Rytu39xk39us9HOxA0cNwzCsu801tsrdjLzfAQzgM5Zl/dl2jlMnP11x+/M7PZhhGIdY+WIRZuX9+NfAr9wtr1LJrxmGMcBKhlm9x96vz8FuspufqUY9liDsNacrbou21Iloy7rHbgVtWc3TFbc77m5jwM8YhvF7wD+yLCuzznNFW4SDzOmK26IvdSL6su6xG11f6nkvG1UTRF+EZuN0xW3RlzoRfVn32K2gL6sR/yIIW+d0xW3RljoRbVn32A2hLYZhvBfw3P3VZCVZ5ftZ0QSABeDvrvP0RtWDptQWmegXKjldcTsJfKdlWee3cZzfBg7twnhuUV3iYzPaKm7Pb7SjZVlFwzDiQDsr/wc+Vl7zdvi/WbkAJIB/vM1jbIphGG8DfvLur1ngV3d4PIOVPiK9d+/6x5Zl/dZ6+1uWdRv431s4xX59DnaTtorbO/1MNeqxBGGvOV1xW7SlfkRbatMK2qJYAL7MSobwHVaM62HgbwFvu7vPTwJDhmG8d53M7raK26ItwkHjdMVt0Zf6EX2pTcPqyxbey7aK242kCbt5LEG4H5yuuC36Uj+iL7VpBX1RiH8RhO1zuuK2aEv9iLbUplG05feB7hr354E/B/65ZVk31nluW8XtRtKD3TzWfcO2HycVGpZHKm7/8jbFZj/xV9zO1rF/ZXZpYDsnvFt+5efv/vqvLMua2s5x6jhPD/An3Puf/Td3BWAn/Bj3MsU+vpHYHGB28zPVqMcShL1GtGWLiLYcCH4R6LUs68cty/p/Lcv6Y8uy/siyrP9gWda3spIBnb6777uBf7HOcURbhIOM6MsWEX1pPrb4XjaqJoi+CM2G6MsWEX1pPrbxXop/EYSdIdqyRURbmppLrLQsmNtgn0bVg6bUFlnRLwBgGIaNlV4xAHHgN7Z7LMuyDu/GmBodwzDswO+y8n/0Mjt4zzY5jw/4M6D/7l2fB35lFw79C3d/5oB/uQvHq+KgfA4EQVgf0ZatI9qyMa3yObAs6xubPP4ZwzB+Cvj43bv+T8Mw/rNlWbm9H50gND6iL1tH9GVjGvFzsIfvpSAI6yD6snVEXzamET8H23kvxb8IwvYRbdk6oi0b0yifA8uyekBXMAiw0qf+g6y0QfjvwD82DON7Lcu6tn+jPBjIin5B8QD3slX+wrKs9EY7NyiVZTE86+51D2/F7cQ2zvfPgEeBIvBTlmWVt3GMDbnbh+bPgbfevetvgB/eaa8PwzCOsHLhBfiSZVkTOzleC7Obn6lGPZYg7CWiLVtHtEUAwLKsTwCX7/4aAr61xm6iLcJBRfRl64i+NBHbfC8bVRNEX4RmQvRl64i+NBF79V6C+BdB2ADRlq0j2tJEWCvELct6wbKsfwh8Nyu96x8C/upuQsVqGlUPmlJbZKJfUJyuuP38fg1ihyxX3O7caEfDMBxA8O6vBSC1lRMZhvEA8Et3f/1Vy7LObOX5dZ7DBXwaeNfdu14CnrYsa0tjXYd3V9z+wi4cr1VZrri9089Uox5LEPaS0xW3RVs2QbRFqMFXK24fr/H4csVt0RbhIHG64rboyyaIvjQXO3gvlytuN5Im7OaxBGGvOV1xW/RlE0Rfmos9fi8VX624Lf5FEFY4XXFbtGUTRFuaH8uyvgz8/t1fh4GfqLHbcsXtRtKD3TzWfUNK9wuKyj4xr+7kQIZhvAcwdzYcANKWZf3lFva/wsqFA+AwcHODfQcA+93b49vI1PpxVrJ1LKBoGMa/Xme/UxW3328YxsDd239pWdZL6x3cMAwn8KfA++7e9TrwXsuy4lsc53oMVNwe36VjVrGPn4PdZDc/U416LEHYS0RbtoZoyya0iLZshYWK2201HhdtEQ4qoi9bQ/RlExpFX3b4XjaqJoi+CM2E6MvWEH3ZhBbRl60g/kUQ1iLasjVEWzahUbRlE74E/N27t98B/NaqxxtVD5pSW2SiX1CcvvuzAJzf4bF+Gzi0w2MA3GLln6lezgPfdff2W6jOIl3NY6uet1WMip+/WOdzvv/uBislQGoKzt1MoD8CvufuXeeA77Qsa2kb41yProrbi7t43Er263Owm+zmZ6pRjyUIe8npuz9FW+pDtGVzWkFbtkK44vZyjcdFW4SDyum7P0Vf6kP0ZXP2XV924b1sVE0QfRGaidN3f4q+1Ifoy+a0gr5sBfEvgrCW03d/irbUh2jL5uy7ttRBZRn7thqPN6oeNKW2SOl+QXH67s+LlmXl9nMgO+DLFbe/a929Vnhvxe0v7cFYtoVhGHbgfwE/cPeui8B3WJa1sP6ztkW+4nZkl4/dSuzmZ6pRjyUIe8npuz9FW/YR0Zam5qmK21dqPC7aIhxUTt/9Kfqyj4i+7B679F42qiY0/WddOFCcvvtT9GUfEX3ZPe7je6kQ/yIIazl996doyz4i2nLfeaDi9nyNxxtVD5rzs25ZlmwHfAO6WSmFYgG/t9/j2cHrcABzd19HGXhonf26WMnssoAMEN7DMf1+xXv74U32tQH/s2L/S0DPHo3rZyvO85/3+293nz4fH654zb90vz9TjXos2WTbq020RbRlv/929+nzsWVt2cKxf7Ti2HHAU2Mf0RbZDtwm+iL6st9/uz14fbvyXjaqJjTiZ1022Wptoi+iL/v9t9uD13ff3su75xP/IptsqzbRFtGW/f7b7dPnxQa8VvE+/KO9/Ew16rHu5yYr+gWo7hPz2r6NYodYllUE/v3dXw3gDwzDaK/cxzAMDysXdd/du37dWidryzCMrxqGYd3dPrxHw1bnMoCPAj9x965x4F2WZc3s0Sk/z8qFCuAfGobxbRuMbdQwjO/Yo3E0NLv5mWrUYwnCHiLaUgPRFj22A6sthmH8rGEYj2+yzweA/1Fx169YlpVdvZ9oi3BAEX2pgeiLHltT6ctuvpeNqgmiL0ITIfpSA9EXPbYDqy/iXwRhR4i21EC0RY+t2bTlnxiG8cQm+wSAP+TeZ38R+OPV+zWqHjSrtjj28+RCw3C64nbTCs5dfouV8itvBx4FzhiG8VFWLuADwN8FTtzd9yLw7/ZjkDX498Dfu3u7APwX4K0rOrQhf2lZVnqrJ7Ms65phGL8DfATwAs8ZhvEp4DlWSqkEgAeBd7HSi+TvA89s9Tz7hWEYw6z8rSs5VXH7XXd78lTyKcuyXq9xuN38TDXqsQRhLzhdcVu0ZX8QbdlFdlFb3gX8F8MwLgNfAS4AC6wYiMPA+4G3Vez/HPAfNhiaaItw0DhdcVv0ZX8Qfdk9dvu9bFRNaNbPunCwOF1xW/RlfxB92T12870U/yII2+d0xW3Rlv1BtGX3eAfwq4ZhXAWeZaUv/TxQYqVNwaPA9wEdd/cvAn9vg0nwRtWD5vus72c5AdkaY2Mlo8Zi5R/Sv9/j2YXX087KF09rg+1VYGiT43y1Yv8Pb3Msv1/PMVadayvb4R28T66Kv/1m21v3+++6xdf2jm28lxv9fXblM9XIx5JNtt3eRFvWPY5oywHXFuCzdT63zErWuXm/Pp+7fSzZZNuLTfRl3eOIvjShvuzFe9momiD6Ilujb6Iv6x5H9OWA6wviX2STbdubaMu6xxFtaU5tqVcPLOAa8B336zPVyMe6H5us6BfgXmbZVcuykvs5kN3AsqyluyVPfgj4ECtlQjqBJVayTv+YlZ44xf0b5f5jWVYe+BHDMP4HKz2GnwR6WcnInQOmWBHCPwde3p9RNga7+Zlq1GMJwh5w+u5P0ZYDhGhLXfwz4C+AJ4AxVvp6dbJSaWsZuAL8NSufpyv1HFC0RThgnL77U/TlACH6Uj+NqgnyWReagNN3f4q+HCBEX+pC/IsgbJ/Td3+KthwgWlhbfhL4TuDbWflsjwBhwAYkgEngdVZe11/cfR82pFH1oNk+68bd7ARBEARBEARBEARBEARBEARBEARBEARBEJoA234PQBAEQRAEQRAEQRAEQRAEQRAEQRAEQRCE+pGJfkEQBEEQBEEQBEEQBEEQBEEQBEEQBEFoImSiXxAEQRAEQRAEQRAEQRAEQagbwzAchmH8nmEYH97vsQiCIAiCIBxUHPs9AKFxMQwjBDxVcdckkN+n4TQTduDfAi8Df7bPYxEOBi5gsOL35y3Liu3XYARhM0RfBKFpEH0RmgbRFkFoGkRbhKZC9GUNNqALOAl8GDgNXDUM46F9HJMggOiL0GSIvghCU9AU2mJYlrXfYxAaFMMwvgeZqBaEZuR7Lcv68/0ehCCsh+iLIDQtoi9CwyLaIghNi2iL0NCIvghC0yL6IjQ0oi+C0JQ0pLZI6X5BEARBEARBEARBEARBEARBEARBEARBaCJkol8QBEEQBEEQBEEQBEEQBEEQBEEQBEEQmgjHfg9AaGgmK3/57Gc/ywMPPMDXv/51PvaxjzE1NUU8HiedTlMul6ueePIHfgW703VfB9so3DnzZ0TffIbBt/44HSNPrHl84dXfZ7jH5Hu+53t43/vetw8j3DuuX7/OxMTEuo8PDQ3h9Xq5fPly1f2vv/46mUyGQCCg71taWiIWW2l3MjAwwCOPPLLmWCMjI7s4+uZlfHycD3zgA5V3Ta6zqyA0Cmv0xeFw8Bu/8RtMTk4yPz/PwsIChUJhRyd5qMfLO48GOd7lpSfoxG6Dv7mR5HPnl7i1mMMCXHaDRK686bE2w+bwcvQ9/yeeYGTHx9oMyypz828+Rvz2GX2f3++ns7OTw4cP893f/d0HTl+8Xi+ZTKbqvomJCTKZDPl8dYs7pS8+n48HH3yQnp6eqsdFX+4h+iI0Get6l49//OPcuXOHaDRKKpVa412E2hiGQSAQ4OjRo3zrt34r73//++nt7d3vYe0q29GXWt4F7ulLLe8Coi8K0RahCVmjLz6fj2eeeYZnn32WyclJlpaWyOfzSHvU+nC73fT29op3qUC8y84RfRGakE1jY/Pz8xSLxf0aX9Ph9/sZGBjgPe95j3iXu4i+7Ixm0RaZ6Bc2ouq//4EHHqC7u5sXXniBqakpkskkuVyuKlBmd/kY+5Ffx+3vuO+DbRScniAALn8Ys2NozeO2t/4U1577ZV566SV+6Id+iKGhtfs0K8PDwzz77LM1za1hGDzxxBN885vfXPOai8Ui3/jGN2hra8PpdOr71PMefvjhNc/p7+/noYce2qNX0vTkN99FEPaVqs9of38/zz33HPPz80SjUZLJ5LYn+R8b8vGDYx1814k2fC571WO/8fUZ/svzMxzr8vDu0RBXo1muRLN4HAaHO9xcmstu65wuf4RHPvhRbDb75jvvEg99zy+Tjt3h/J/+PKV8ikwmw9zcHDabjQsXLhwofVFB1UikOsnCZrMxMTGBaZpaW+CevoTDYcbGxnC73VXPE33ZENEXoZGp6V1eeuklHcTIZrMtOckf6H2Q0e/6BZze4MY7WhaxqXO8+bn/q67jWpZFNptlfHyczs5OHn/8cd72trdhmuYujLox2I6+1PIu6v71vAuIvmyAaIvQ6KzxLjdv3mRqaoqpqSkSiQSFQkEm+bdAoVAQ7yLe5X4g+iI0OpvGxmSSf2tkMhkmJia4ePGieJe7iL7sOg2pLVK6X6ib6elpPvrRj3L27FnS6TT5fL5qIsbu8vHoh377QE/y14Mn1Ev4iZ/lwqVx/vt//+9MTjZkEtC2ME2TsbExDMOout8wDE6fPs38/HxNIerv76e7u1uv4AdwOp0YhkF3dzf9/f01zyUIQmvw1a9+lWeeeYb5+XlSqRS5XG7Lx/j2IwG++f95iE/8xFG+fyy8ZpL/7J00/+1rM/zDb+vmz3/qGL/6/Yf5i48c5z++f5BCyWJiKc/v/9gRAu6tTdbbXT4e/eBv39dJfoUZ6uOxv/OHuPwRSqUSxWKR2dlZLl26xMc+9rEDoy/hcHiNIQGIRCI4nU4CgUDV85S+nDp1qubzRF8EoTVQ3uXy5cssLS2RSqV2XCmm0Tj87X+fJ/7BZzj5ff8BlxnCMIyNN5uNtsExnvgHn+Xxv/9pPKG+Tc9RLBbJ5/O89tprfPGLX+TFF1+8D6/s/rEdfanlXWBFX9bzLupcgiA0P2fPnuXrX/86586dI51Or1kAI2xOuVymUCiId6lAvIsgCKtjY9ns9hajHGRKpRLlcplXXnmFT33qU+JdEH05KMiKfqFunnnmGS5fvqyzlVdnlD34vf8Oh9u/T6NrLvw9JygE/jGXLn2OM2fOEA6HW+biOTg4SDgcZmJignQ6jWmaDA0NYZomr732Ws3nuN1uxsbGmJ+fJxAIkMvlCIfDzM7OMjo6ukZsDMNoqWxvQTjofPGLXySfz+vJ6lKpVPdzA247v/XDh3nrUGDD/f7w5SjDYTc/8+09VV9sv38szNk7aT7x6gLPXo3x9Z87wdv/y5skcpuPQa3kN2z7lzdps9l59EO/w2t/+FOQX5lwuHHjBhMTEwdGXy5dukQikVizv9vt5vDhw8TjcY4dO0Y0GiWXy9HZ2YnX661Zwk30RRBaB+VdcrkcmUympVbDeNuHGPvhX8PYZpLZysS/nd6x91MqZFm69TqJO2fX3b9cLpPJZDh79izPP/88jz/+eMtoC2xPX1Z7F7fbzYkTJ8jn8zUDZaIvgtA6PPvssywuLpLNZikUClvyLsI9LMuiXC6Ld7mLeBdBECpjY6Iv28eyLIrFIq+//jrPPPOMeBfRlwOBTPQLdXPjxg290rJcLldlLIcGH8UfkZ4dW8HpCzPt/RAT0SwTExMcP358v4e0a5imWfP1bCSqkUiERx55BK/Xq0XKZrNx5cqVqioAqjpAKwm0IBx0crkcxWKRZDKJYRhbKnv5uz96mNMDG0/yA1xfyPGDY2EcNmPNYz94OswnXl3gtdspTJeDl//ZSd756xeZjm+88vP0j/y3fVnJvxrDMDj9o7/OS7/zw5RKJdxuN7Ozs2SzB0NftqotQ0NDLCwscObMGdEXQWhhlHdRJS9bZbWlyx9h7Ef+65pVHNuh5+TTAPQ/8v1ce/6/M3fhi2v2KZfLup9jKpVidnaWy5cv1+xB38yIvgiCUC8LCwvEYjGSyaSU698BSpuz2Sx37twR74JoiyAcdCpjY6Iv20fNXeXzea5duybeBdGXg4BM9At1o1bBVPbyUBz9jn96v4fTEhg2O//rFYOx0YX9Hsp9YWhoiPHxcbLZrM4ec7vdRCIRPB4Pg4ODzM/P6/0HBgYYGBioWR0gnU7XvF8QhObDNE0WFhYwTXNLk/0/8khHXZP8AP/uuwdx2WtPihzuWFl5d2NhpWWAzWbw7M88yFt/5fy6K/v73/JD2F3eus59P7A7PfSe+h6mz/45y8vL3Lp1i+vXrzMy0vpJeEpbLMsil8tV6UtXVxfHjh0D0JoxMTHB0NAQ73rXu9boCMClS5dEWwShBahcwe9wtIbt9bYP7dok/2ocdzXNaXZQSC9WPaaurzMzM0xMTPDmm2+2XLCsFqIvgiDUwuVykcvlcDqdlEolbDabrLrcJuVymXg8ztWrV3nttdfEu4i2CMKBRsXGnE4n5XJ5ywthhHsUCgXm5ua4du2aeBfRlwNBa0Q8hPuCCpCZpondbtcBpkDvgzi9wf0cWpNj47/+73Pk83lCoVBLXzxN0yQSifD5z3++6ovK9PQ0Dz/8MH/6p39aNfk/Pj7O6OjomuNMTk6uyTYbHx9nbGyMwcHB+/JaBEHYPWw2G6Zp4nQ6cTgcdfdQ/rdP1///fqJ7/Un5mbsr90Oee6vz7TaDT//do3znb15as7/LH2HwrT9W97nrxSqXuPbVXyfYd5Ku4+/e8vMHn/gQ02f/HIDbt2/zuc99jp6eHp0c1ar6onqUPfPMM9y4cUNrg2EY2O12Pve5zzE9Pa21xe1219SX27dvr6kiI9oiCM2L8i5OpxO73Y7NZmvqVf27uZJ/IwYf/3EWr7/E8q21/SyLxSJvvPEGPT09PPbYY5TLZdGXVfpy/vx5wuFwla+rtVJG9EUQmhePx4NpmiwtLW3JuzQ7gd4HOf70v6lKdp745h9w5/VPc/jtHyGzNMns+S9s+biWZbGwsMDnPvc5RkZGDrR38Xq9vPzyy1y8eHHT2Jh4F0FoPVRszG6343Q6W6r12H5QLpe5evUqX/7yl8W7iHdpeWSiX6ibQCDAwsICmUymKlDWd/oD+zuwFmAy3cHnP/95nnjiCT0B0YoXz3Q6TTQa5dSpU1VZZYVCgU996lMcPnxYV4yYnp4mGAzy0ksvcerUKd3r8vz58yQSCTo7O6uObVlWy/V0E4SDgmEYuN1u/SWynozlX/u+oV2b7Dh7Jw3Aw33V145DHR7ecyzEX16OVd0/9qO/vmvntsol8qlFknPj3HnjMyRnLxPsO7mtY9kdLkKDjxK//Tr5fJ6JiQk+/vGPUywWiUQiQOt+OQ+HwwQCAXp7e7W2AFy/fp2bN29qfZmenubw4cMAVfqSy+U4e/Yshw8f1u8ViLYIQjOjvEsqlWqJlZaP/Nhv7vkkP6xo8vGnf5Fv/tYHaj6WTqd5/fXX+c//+T/z1FNPEQyuJHyLvqx4l3g8DqD1RbyLILQegUCgyrs0cxJZPbQNvYWj7/1FHI611T0VdqebkW//CENP/m3O/NHPkE9Gt3SOXC7H/Pw8v/d7v4fNZjuQ3iUSiTA/P89v/dZvbRobE+8iCK1JuVymVCphWVbLa8v9QJXvf/nll8W7iHdpeWz7PQCheYjH40xNTbG8vEw2m9WmxgwP7/PImh/L7uL8pXEuX7688vvdi2c6nd7nke0uExMTWJaF2+1mYGCAI0eOEIlEePPNN7Esi1js3mRaPp/nlVdeIZ/PE43eM4nRaJQbN26Qy+XWHN+yLCYmJu7LaxEEYfew2+1cu3aN5eVl3Qd4M95zvG1Xzm1ZFn/6xkr7lL/3ZNeax3/t+w9V/d598mkcTs+unBvgzb/4ZV77w7/HlS//R5Kzl3d8vBN/69/g9HWSy+VIp9MkEgn+6q/+Sl9HW1lfVmvL9PQ0sVisSl8sy+Lq1atcvXoVy7L0+xKNRrEsi5s3b67RF9EWQWhOlHdJJBJks9mmXhEz9K0/hc3hum/nMwyDk//Hr625P5vNksvlWFhY4ObNm/zN3/yN6Mtdfan0Lqv1RbyLILQWSl9isVhLr+a3u3yc/uD/4MTf+r82nOSvxOH08OiHfgeXP7L5zhXkcjmy2SzJZPJAepeBgQEAvYJys9iYeBdBaE3S6TTT09Ok0+mW1pf7hWVZ5PN5FhcXxbuId2l5ZKJfqJurV6/icrmw2+2USqX7sqLkoGAYNpbb3skrr7zC9evXyeVyLXnxrCWe0WhUf3mp/BJTKUCV4qLem8rJ/83OIQhCYzM1NYXf78eyrLpXXdptu6NBf/L6Iq9Opvjw4xHG+n1rHnfYbfzYW8L694HHfnhXzqvoGHmcQ09+mBN/65foHfveHR/PMGyM/ch/o1wuUywWWVxcZHJykm984xsHSl9U8KuWviwvL7O8vAyg9UX9XE9fRFsEofkYHx8nGAximmbdSWSNSt+p777v5/R3Hq45UVMul8nlckxMTDA+Ps4rr7yiV4IcZH1ZHTyr1BfxLoLQWhyE2JjLH+Gxv/OHeINbm7CHlWSxRz/0OwT7x+p+jrquLi0tHUjvAluLjYl3EYTWJJlM4vf79ap+YeeofvWzs7PcvHnzwOmLeJeDg0z0C3UTj8dJJpO6T4wSnFJe/sF3A1tomHgpyKVLlzh79izRaLTlLp61Srvkcjldkkz9BKoESJWZAfTtWpll651DEITGJh6Pk06ndd+ozfjxt4R3JaD2ykSSX/7ybd55NMg/f3ffuvv93FM9+rbTG9rxeSvpOfk0fY98H21Dj2DYNn/t9eBweekZ+15yuRzJZJKlpSWWlpYOlL4ojVhPX5TGKE2p1Jla+iLaIgjNR6FQIJFIUC6Xq64BzcaJ9//yvkwiGYbB2I/++pr7C4UC+XyefD7PwsICc3NzVatjDqq+rA6erdYX8S6C0Dqo2BhQFRtrJU7/6G9g24E3MQyDB7/n32J3rU2kXo9CoUAqlWJhYeHAeRfYWmxMvIsgtCaJREJf71oxiWw/KJfL2hfOzs4eOH0R73JwkIl+oW7cbjcOhwObzYbNZtOC4/KFN3mmUC+F4HEKhYIuwdVqoj40tLanttvtJhQKYRgGodC9CbRKAarsORaJRHQ/79UYhsHQ0NAejV4QhL3C6XTicDiwLAubbfOvJv/w7T2b7rMZl2YzfOST1/m2kQD/7QcO49igQkDI6wBWyvY3y3X50OMfJJPJkEgkME2TVCp1oPRFacR6+uJ0OjEMQ+uL0pbK5ypEWwShOSmVSrjdbgzDqPIuzUZo4OF9O7fD6aH7ofdW3Vcul0mlUmQyGRwOB6lUinw+r8sHt1rwp159qfQutfRFvIsgtA7KuzS7vqxH98mnsTvXXrMUc5ee5fpXf5PrX/1NlideByBacV9i5hKwco07/cHfqfu8+XyeQqGgteUgeRfYWmxMvIsgtCZKX4C6YmNCfaTTadLp9IHUF/EuBwfHfg9AaB5cLheFQoFyuUy5XNZZyw53awVztsPcpWdJ3jUzidkrwIrRSc6s9FuOHH8XgZ7jmx4nb/hZXl7G6XTS1ta2Z+O9H6TTaSYmJkin05imydDQEKZpMjY2pvuOAbpXzGOPPUY8Htf3h0IhlpaWOH369JoV/cPDwwSDwarzGYbB6dOnWy64KAgHAY/HQyKRoFQq1VW6v927s68vE4s5/s4nrnGqz8d//YHDuBwbGyj1Fbnn5NM7Ou/9xOZwEeg5QSF2U5fk8vl8B0ZflLa4XK41+qJe//DwcFXW8uHDh7l582ZVcploiyA0Lx6PB4/HA1DlXZqP/Q0+9T/2I8xe+FLVffl8nkwmw9zcHPl8nlAopHsHN2vwZz1tqVdflHdpa2tboy/iXQShtaj0Ls2tL7U59Laf3PDx+NQ5opefrb7vznnid84D4O85puNfLo+PQM8JEjNv1nXuQqFAPB4nGo0eKO8CW4uNiXcRhNZE6YtlWZTL5f0eTstgWRapVKrKuxQKBVwu134PbUfsJDYm3qX1kIl+oW4SiQROp5NisUixWLz3gCEZZlsxOhtRdgRYWloCVi6s09PTPPLII7s/4D1mcnKyyrDASp/UsbExBgcHCYfDVUJ06tQprly5QjabJRqNksvlcLvdPP3001UGB1aE5Tu/8zvp6OioKWaCIDQfiUSCXC6ng2WbsZOE27lEgQ9/4hrDYTe/+UPDuDeZ5K/E4fZv/8T7QN8j38fVL/9HotEomUxGZ+4eFH0Jh8MsLCzgdrvJ5XJaX06fPk1fXx9XrlypOk5XVxdvf/vbKZVKoi2C0AIUCgWy2SylUqnauwhbwuUN1rw/lUphs9koFot0dHRQKpV48MEHm/KauZm21Ksvjz76KHa7vSpoKN5FEFqPykn+yl7qrYLNvnG7mwfe/XM88O6fq/t4x57+V7zysQ/WtW8ul2NpaYlyuXzgvMtWY2PiXQSh9VCxMbXIUtg9MpkMsVisyrs8/vjjTZustxuxMfEurYVM9At1E4lEWFxcrLHa0mK/V5rsN1s1Outh97SRz+eBlZVHt27d0hfUZiGdTq8RGljJnjtz5gzhcBjTNDl+vDrxYWBgoKaArJedBqw5hiAIzUkoFGJycrLu/YulMvZt9IxczhT5O5+4Rtjn4KM/PILXWd8kf6m0cj0r5pK4fO1bPu9+Eeg5oUssq9WWcLD0pVJDTp48WaUh6+mOIAitgd/vZ2FhgVwuJ6Uvd8I6Sd3FYpFMJkN7ezv5fB7Lsrh9+3bLaku9+iLeRRBan0gkwszMTEuu5t8LtpIsbVkWmUyGjo6OA+ldYHuxMUEQWgOHw0EsFtvvYbQkKimq0rtMTk42Zen+3YyNiXdpHWSiX6ibQCCAZVmk02kymYxeGWOVihiO5i510igYNhvzWS/eeByAxx9/nImJiaa6sE5MTKxrdi3LWvf11DI4G90vCEJr0dbWRiaTqWvfTMHCvfFCkzWk8yU+8snr2G0G/+NHRvC7608UKJRXrmkz57/AyLd/ZGsn3kccbh+wsqp1aWkJv99POBxmbm7uwOjLRhoi+iIIrU0gEKBcLpNOp0mlUvs9nJakWCySSqXI5XLAyiqky5cvN9WqS/EugiBslUAgQKlUWrPCWtgdisUiy8vLmKaJ1+sFJDa20f2CILQOXq8Xv99PNpvd76G0JIVCgWQySS6Xw7IsZmdnm/K93s3YmGhL6yAT/ULd5HI5Pbnv9Xp1QKdcKmKTif5dw97zJFfP/wFdXV28/PLLHD58eL+HtCXS6fSOHhcE4eCRz+dJp9PY7XacTqdevbEeqXyJNnNrX2F+6Yu3ef12mvccD/Erz02vu98vPz245r5sceUL9Oz5LzD89p9unozfinGm02lu375NKpXi+PHjRKPRprsei74IgrAVPB4PCwsL+rYK6Aj3mLv0LMmZSwAkZq8AEL30LMmZywBEjr8Lf/exdZ9fLBaJxWLcunULwzDwer28+eabTTXRL9oiCMJWUbExy7JwOBwtWb5/v0mlUty5c4dMJkNvby9XrlzhxIkT+z2sLSH6IgjCVikWixQKBex2Ow6HQ9qP7TLlcll7l1QqxbFjx7hx4wZPPvnkfg9tS4i+CLWQiX6hblSwzLKs6kmYZpnwaBI8nSNMLS9TKBR48cUX6e/vZ2hoiMHBtZNPjchmpcOktJggCKspFosYhlF3+cvLc1n629xbOsed2Ipu/eWljcug1ZroX0xXmCvLakrdKxaLOqHiwoULOBwOjh1bf/KmERF9EQRhKxQKBd3bUpVnFKqJT50jevnZ6vvunCd+5zwA/p5jG070w70S/nfu3CGbzeJ0OnnssccYHR3ds3HvJqItgiBsFY/Hw507dwBEW/aISu9y+/Zt/vIv/5LTp0/z6KOP7vfQ6kb0RRCErVIZG2uaBSZNRj6fJ5lM4nQ6uXbtGs8880xTeRcQfRFqIxP9Qt1kMhlcLhc2m00HzQBKhSwOl3cfR9Za2B0eCoUCsVgMu93OCy+8QD6f5yMf+QidnZ37PbxNGRoaYnx8vKbhNQyDoaGhfRiVIAiNjjIxpVJp033/xzfmeNdoaEvH/18/cXRb4wL4w5ej+napmMfh8mz7WPeVVddh1ZMsm81y9epVPv3pT9PX18fY2Ng+DXBriL4IgrAVkskkQFWwrBknZKxSYc/apD3w7p/jgXf/3Mbn3+Q9syxLl1kuFArcunWLX/u1X+MjH/lIU+iLaIsgCFslk8lQLper4mIthVUGo/42Z3tFqVQik8mQy+VwOp38wR/8AR6Ph6eeeqopJjFEXwRB2A5biY0J20Ot7C8Wi03nXUD0RaiNbb8HIDQPqjeWKkumhCc1d3XfxtSKlMtFyuUypVKJXC5HPB7n3LlzfPzjH2dycnK/h7cppmkyNja2JvPQMAxOnz7dFIZMEIT7T6FQwDCMurKWX5lMkS3cH9OTL5b4xKsL+vdcfOa+nHc3sKy1wcdSqUShUNB9RT/60Y9y5cqVfRjd1hF9EQRhK/T39wNrvUuzMXP+i/s9hA2xLAvLsrR3KZVKLCwsNI2+iLYIgrBVnE6nLt3fiuQzG1dA2yrlQm5bz1OJevl8nlKpRCqV4nOf+xxf+MIXJDYmCELLspXYmLB1LMuqmndpNu8Coi9CbWRFv1A3gUAAm83G8vKyXiEDcOeNz9Ax/NZ9HFlrUS5kAHA4HJTLZZaXl2lvb2dmZoYzZ84QDocb/oI9ODhIOBxmYmKCdDqNaZo6m+zSpUtV923ltaTT6TXHbPT3QhCEzQmHw+RyOXK5XN1m5h/96U1+98eO7Om4LMviO3/zUtV9ydnL+DoP7+l5d4tyuToZwrIsDMPAbrdTKBSIx+N4vV6+8pWvMDAw0BTX073QF9EWQWhNCoUCXV1da7xLs3HrhY/RO/Y9DR3ssyxL9xKNxWJ4vd6m0hfxLoIgbAWHw0F/fz/JZBK73d5yPZSnXv1TRr79I7t2vFvf+L1tP9eyLBwOB4VCgUwmQzqdJhqNHujYmGiLILQu24mNCVtDva82m61pvQvU1pfOzk7m5+d57bXXxLscQGSiX6ibVCpFuVzm8OHDpNNpUqkUAInpi6Tmb+DrHN7nEbYGpVxKl4Erl8vE43Fu3LhBOBzGsiwmJiY4fvz4fg9zU0zTrBrn5OQkZ86cqcp6Hx8fZ2xsjMHBtT2xV7PT5wuC0LhYlkVHRwf5fJ5cLldXsOzr1xOcv5PiZJ9vz8b0w793hel4oer+6JWv0v3Qd+3JOXebcj695j5VutqyLGZmZkilUvT19TWNtsDu6otoiyC0LqlUSutLKpUim83u95C2TSETx2VurWXN7rHxitXKlgg2m410Ot2U+iLeRRCEekkmkzgcDoaGhrh+/Tq53PZWrDcqs+e/wNDjH8Lh3nlw37IsZi98advPVa13isUi8Xic69ev09fXx8DAwIHUF9EWQWhtlHfJZDJkMpmWSyRrFFrBu0C1vkxOTvLNb35TvMsBRkr3C3WjVgHmcjkCgQBut1s/duGz/wqrLL1jdgPD7tSllW02G+VymUwmw82bN7l9+zbp9NqJm0YnnU6vEQtYEdYzZ85s+pp2+nxBEBobm82GaZq0tbXh9Xqr9GUj/vbHr/PSrd1dpWlZFl96c4lj//4Mb9zJrHk8MX2R2O2zu3a+uUvPcv2rv8n1r/4myxOvAxCtuC8xc2mTI6xPclVrnXK5TKFQ0Cv7VVLFG2+8wcWLF3f0OvaLneiDaIsgtDbKu7jd7i1pSyNy+5U/3rdzL09urHmV5S8ty6JYLDa9voh3EQRhI+z2lf71brcb0zRxOp37PKLd58wnf5ZyaecTTDMX/nLbzy2VStq/qFX9SlsOYmxMtEUQWh+bzYbb7dab0hthdxHvsrvPFxoDmegX6sbhcJDP51leXqZUKtHW1obDsVIUopRPcesbf7DPI2wNCnf7oSkjYxgGfr8fv9/PuXPnmrJ0z8TExLr961SVgr18viAIjU2hUCCdTlMulwkEAgQCAa0vG5HIlfjgH47zdz9xjfIOe2RalsWP/s+rHPv3Z/jZT93acN/LX/qPZGIzOzqfIj51jtmLX2b24pdJL9xYue/OeX1fZnlq28e+8/pnqn5X11FVut/pdGK32/F6vU375X0n+iDaIgitTaV3sdvtBAIBPB7Pfg9rW8ye/wKl4v1fMWpZFpf+4v/edB9YSayo9C7NrC/iXQRB2Ai/308ymSSRSOB0Ouv2Ls1EPhnlld/7CSyrvO1jWOUSN7/2m9t//t3rqMPhoFgsVnmXgxgbE20RhNanUCho72KaJj6frymvdY2OYRjiXXbx+UJj0FrfRIU9xTRNwuEwhUKBhYUF8vk8Ho9H97ycPvNZhp74EDa7fKx2Qj4xjcPhwOl04vF4cDqddHZ26on/ZqSezLG9fFwQhMamp6eHcrnM9PQ0pVKJXC6nAzr18PXrCd753y7y+Y8cx+/eesazZVn8rY9e4up8fZMopXyKNz7+Eb7l7/7RjktaPvDun+OBd//cjo5Ri3IxT2LmTf27y+UCVgJlXq+XQCBAsVgkEAjgdDrx+XxNVaJMsRN9EG0RhNam0rssLi6Sy+VwuVzk83nK5e1PXOwXb3ziH/Hoh34bw7h/ufo3//p3N3zcMAy8Xq++7Xa7tY9pa2trWn0R7yIIwkYEg0F8Ph/Xrl3TZeVdLlfLlVgu5VO89oc/zaMf/CiGbWsey7LKnPnkP9n2uW02m57YN00Tr9ervctBjY2JtghC69PT04Pb7WZxcZFyuUw+n69qkyXsHPEuu/+40BjIin6hbtrb2xkcHOShhx7ikUcewe12Y7PZsNnufYyu/tWv7OMIW4PErW/i8/lwu920tbXR3t6uyywPDw83pbib5sYTYXv9uCAIjU1vby+nT5/m4YcfJhgMYrfb1+jLZkzHCzz6/5zjP/7VbTKF+lvJFMvlLU3yV3Lmkz9LMZvY8vPuB7de/F/6tmEYeDwegsEgHo8Hr9eLz+cjFAphWRbd3d0EAoGm/PK+E30QbRGE1qbSuzzwwAP4/X6Api2BmU9Gee0PfxrrPiUpWOUyM+c+t+E+NpsNn89HMBjULRJ8Pp/emlVfxLsIgrAR7e3tnDhxgscee4zR0VE8Hg8Oh6Np9WUj8skoL3/sQ6SX79T/nHSMl3/3g2SWtr8C0OVy0dbWRiAQ0KsslXc5qLEx0RZBaH16e3u1d+no6KBcLrektuwXhmGId9mDx4XGQCb6hS2jeiiHQiFKpVLVRMzi9ReI37mwj6NrbsqlAoWl63oiRhlGn8/H8PAwo6OjTXlxHRoaWrfUkGEYDA0N7enzBUFoDpxOJ11dXXi9XizL2lbw5mMvzjP2n87xY//zKs9eiXF7OcdSukimUKJYXjlmqWyRypX42DdnefD/e3Zbk/ygAl8f5Obf/B7lUuOsKimXS8yc+TP9u2VZ2O12/H4/Xq8Xl8ulJ/q7uroIhUJEIpEDpy+iLYJwMAiFQuTzebq7u3E6nU05MaBQunM/XsOtF35v030sy8Lr9epN6UswGOTw4cNNqy/iXQRBqIfOzk46Oztpa2ujVCq1bHnlUj7FmU/8A85/5heJ37lIuVTUXq1yy6djnP/0L/Dq7/8EpXxqR+dUk/uq0qXExkRbBOGgUOld3G53U3uXRkS8y+4/X2gMpMa6sCUMw2B0dJRisUg2m8Vut68RnEtf+Pcce9+/JNR/cp9G2bzkE1FKpRKJRIL29nZsNhvFYpH29nadKd6MF1fTNBkbG+PMmTNVnxfDMDh9+nRdmWM7eb4gCI2PYRhEIhFu375NuVzGZrPtqETZK5MpXpm8scujrM30mc8yfeazfMtP/28cDud9OedGXPny/1P1uyopWiyuBOVsNhupVIr29nYdLDuI+iLaIggHA5fLxcjICK+++mpLlFUu5VOc/9S/4OQP/Kc9m1QqFbJMn/3zTfdTelLZHqZYLNLW1obL5WpafRHvIgjCZtQTG2s1EtMXufDZX7wv51IlqwuFAsFgUGJjO3yuIAjNg/Iur7/+esvryv1GvMvePF9oDGSiX6ibSCTCqVOncLvdpNNpQqEQi4uLZLNZSqV7ZZJL+RQX/+xfERp8lONP/yts9vv3MVMXo2bNpJ67+AVKpRJer5dCoUA8HsftdtPe3k4kEmnqi+vg4CDhcJiJiQnS6TSmaTI0NKRfTzqdXvexep4vCELzovTl3LlzFItF/H4/sViMbDa730PbEmc+8Q949EO/s68aVMxnWbrxjar73G43hmGQz+fxer2Uy2WSySRTU1O8/e1vP9D6ItoiCK1LKBSir6+PSCTCuXPndGusbDZLuVymfJ9K4O8FybnLvPaHP7UnmlMul3jjj36mrn0dDgf5fB6Xy4XNZiOfz7O0tITdbufUqVN4PJ6m1RfxLoIgrEe9sTFhezidTgzDIJ1O67ZuyWSSXC534GNjoi2C0NpUxsa8Xi92ux2n09n03qVRUN5FVYkpFossLCyQyWQ4duwYoVCoafVFvIsgE/1C3fT09OB2u4GVC2OhUCAUCpFOp8nn82v2j02+xiu/9xM8+IF/j79zeM/GZVllssvTTJ/9c2YvfAm7y8dD3/vv8EVG9uyce4FVLrFw6a9wu93Y7XbcbjdOp5OOjg5u3LjBj//4jzMwMLDfw9wRpmly/PjxNfdPTk6uyRobHx9nbGyMwcHBTZ8vCEJzo/TF5/ORSqXw+XwEAgHi8XhTBcvyyShn/vhnGfvh/4Jh25/uSFe+/J+qfnc4HDpbuVwuY1kWpmlis9kIh8Ncv36d7/zO7zzQ+iLaIgitydDQkL62+Xw+MpmMLq+8uLi4z6PbOVpzfuS/7tpkfzo+y/k/+ad1lVz2eDwAeoLf5/Ph9/tpa2tjbm4On8/HU0891dTBIfEugiDUolZsLBAIkEwma8bGhK3hdDqx2Wz6Gqu8i8/nk9jYBs8VBKH5qYyNZTIZAoEAhUKBXG577SaFezgcDv2zVCpht9sxTZO2tjbS6TTz8/N8y7d8S1Pri3iXg83+RKGFpqetrY2BgQFKpRLlcllPIqymlE9x7k/+Cec/84skZq/uesmZ5Nw4L//uB3njj/4hsxe+pM959k//KRf/4t9SyMR29Xx7ydSrn9QTMh6PB5fLRU9PD729vXR2dvLCCy+QTqf3e5i7TjqdXiM2sFKd4cyZMy35mgVBqE0gEOCBBx6gWCxSKBRwOBzY9mnCfLtklib45n//Pmbf/Mp9L7MWm75EbPK1qvtUmUuv14vb7cbj8eD1ehkeHmZkZIRwOCz6IghCy6P0RQV2VKWTZiezNMFrf/hTlIvbn1iyLItcaqWv8pn/9dN1TfKrCRi73Y7NZiMQCOD1emlvb6erq4uenh5u3ry57TE1MqItgiBU0tbWRjgc1pXI1ouNCfVht9v1TxUbU95FYmOt95oFQahNpXcpFou6epawPQzDwDAMvbBSaUuld3G5XFy5cqXlrrWiLQcHuUIIdTM0NERHRwd2u523vvWtVRPSKuN2PRLTFzn/qZ/nm7/1Aa5/7aNk43OUijnK5SJWuXxvs2qXoSkVcyRmLrF440UWr3+T2Qtf5vynf4Fz//ufrRuMik2sVBQ4/5lfJL04uSvvwV5RzKVZuPA5HA6HnuxX5UUNwyAUCpHL5ZiYmNjvoe46ExMTVWKTy+W4ffs2165dY3JyksuXL+/j6ARBuB+okoyjo6N0dXVhs9kwTVNXNmlGrj/3X7nw2X95386XnL/B5c//ctV9drsdh8Ohe4aq1ZahUAiHw0EoFAIQfREEoSWp9C5KX3w+ny7VqCYTmp18MsqLv/1/cP1rH6WQTdSdZGZZFsuT5/jmb32A1/7nT5CYebPuc6r3z+l04vF49Moj8S6iLYJwEKjUl1OnTpHNZgkGg7hcLux2e0skku0XLpdLT8g4HA5M0yQUCun3VfRFEIRWZnVsrNK7qBXpwtax2+3au7jd7nW9i2VZLacvq7UF7unL+Pg4X/3qV2Wyv0WQK4RQN16vl6WlJX1x6O/v5/XXX8c0TTKZjL4gbhZcmj3/BWbPf2HdxwO9DxIZfQdOb4hCJkb08nNbCjytJjF9kTN//DM8/pFPYbM33ke+XCry5md+HsMwtDEsFApadLq7u7UQteKFt/I1RaNRbt68WfUZev755+ns7KwqJSMIQmsRj8d1uSzTNLEsC7fbTSAQoFgsUiqVKJVK932F/E5JTF8kMXuFQPfonp3DKpe58Nl/ua5OWpaFy+XC7XZTLBbXaAsg+iL6IggtSaV3UfqiAjmlUol8Pq8nY5pNX2pR6bG6Tz5Nz8mncfk6sDu9oCedLLKxWa49+1925K/UJIx4F9EWQTiIVOrL3Nwchw8f5s6dO3g8HorFIna7vSm9SyOgqsWo3tSw0n7HMAzRF9EXQWh5VsfGKr2LZVm6srLoy9ZQ3sXj8WAYxrreBWg5fVn9elbry5UrVyiXy2vK+AvNR+PNegoNy+XLl+nu7iYajZLL5fB6vTz55JO8+uqrujRwPp+nUChQLtdemV8PiemLJKYv7uLIVzj7J/+UUz/0qw012Z9PL/PGJ/4hNivP0NCQft9CoRCHDh3S/arz+TzHjx9v6h6X66FeUy6XW2NkYGUC6syZM4TD4ZZ8/YIgQD6f5/bt2+RyOfL5PA8//LC+HpRKJRwOB9lslkKhQKlU2u/hbok3P/dLHHvvvyA0MLbrxy6XS7z+vz5CPhld5/EyDoeDvr4+CoUCXq93jba0tbURiURa8voq+iIIB5vV3qVSX9TkdC6Xo1gsUiwWWypgtlli9U4pl8v09PSIdxFtEYQDSaW+jI+P4/P5ePLJJ3nhhRewLAvDMHYlNnYQsSyL7u5uvF4v5XKZrq4u2traAERfRF8EoeVZLzZmt9tZWFjA4XCQTqdbzrvsNaVSiXA4TCAQ0MlktbwL0HLX18rXU0tf3G63LuMv+tLcSOl+oW4WFxc5e/Ysd+7cYWFhgeXlZQqFAo899hjDw8MMDg7idDo3LeO/X2SWJnjxoz/AnTf+jHJ5/yeKSoUsr/7+38YqZnRvmIGBAbq7u+nt7WVhYYGpqSmWl5dxuVxcvny5Id/XnTI0NIRhGESj0TVfUgzDIBKJtGTpHEEQ7nH58uUqbUkmk4yOjnLq1ClGRkbo7+/H6XTicDiarhRmKZ/i4p//X1z83L8ln1rcteNmlu/wysc+tO4kP6z0UA4GgwQCAR5++GH6+vqqtGVpaYlMJkMikWBoaGjXxtYoiL4IwsGmlndR+jI2NsaxY8d0sKcVv2PvFWo1jHgX0RZBOKhU6ks6nWZxcZFCocDx48cZGhpq+NhYo2Kz2XC5XIRCIY4dO0ZfXx8Oh0NrSzKZFH0RfRGElma92NjY2BhHjx6lv79fl6EX6sfpdBIKhejv7+fo0aPrepf5+fmWi40pbQHW6IvSFkD0pQVovW9Gwp4xNTVVdTFQvX3z+TyPPPIIb3vb2xgYGNCTMXvRO8Zms+14kufWCx/jlY99iNjUuV0a1dYp5lK88Uc/A6xcVFXWt1pZWSwW1zxneHiYK1eutFwJGdM0GRsbI5fLVd1vGAbDw8MtWzpHEITaKG1ZXFykr6+Pb/3Wb+XJJ5+kv78fh8OxZwGzvU4giE2+xqv/8yc5/5lfZPHGS+TTy1hbXOFjlUss3XqV85/+Bd74xD+glE9tuL8KlnV0dLC4uEhXVxcOh4NSqUQ6naa9vZ1gMNh0yRP1IvoiCAeb9byL0pd3vOMdPPTQQ5imic1m27O+yq12jTUMg3K5TLlcFu9SgWiLIBwcKvUlFArpmI5lWYyOjlbFxtxu9554l92IjTUayrs4HA5isRh9fX26jZvyLqFQSPSlxV63IAi1qRUbe/DBB+nu7sZms+3ZQphW0xZYeU12u51AIIDP59PvrUJpeiu+dqUthmFU6ctqbQHRl2ancWqYC02H0+mkq6uLubk5fZF8/PHHCQQCzM7OEo1Gsdlsuo/MbpQsq5XVWus+9XO9c5byKS7+2b8m0Psgfac/gK9zGKfZjs3u3PEYN8KyLCZf+ROmXv5E1XjL5TKzs7N4PB76+vro7e0lm83q1TKmaRIIBHR2lSon0yoMDg7y1FNP8c1vfpNcLofb7SYSiVSJjZSOEYSDQaW2qEBPT08Pjz/+OG1tbdy+fZu5uTlKpRKlUgmbzbYnJTErk7BWs5MSaYnpi1yuaE8T6H2Qocc/hNl5GJvNhWG3AXfPaZUp5lIkZt7kzuuf2XI/ZcuyWFxcZGpqit7eXtLpNF1dXVpfDMPg2LFjBIPBltQWEH0RBOEetfRlZGQEn8/HxYsXmZ6e1tpyP3tf1vIzjU65XGZmZgan08nhw4fFu4i2CMKBpVJbvF4vpVJJe5f+/n5u3LjBnTt3tL4Aex4bq+VjmkVnVNnqY8eOUS6Xq/Sl0ruIvgiC0OrU8i6hUIjHHnuMa9eucePGDTKZTJW+7CWrY2PNoiuGYWAYBjMzM7jdbk6cOEEwGMTlcml9KRaLLR0bGxwcJBwOY7PZuHLlSk1tAdGXZkcm+oUdEQqF8Pl8nDx5kra2Nmw2G6ZpcvnyZVwuF/Pz8+Tzeb3Ko1wu11zxsR61JljsdnvNY1RO8FuWhc1m01nOSnxUv2fF6gmX9uEnGX3Pz2Oz7/6/RrGY4+Xf/qE196vxlEollpeXMU2TdDqtX2cwGMThcBCNRhkYGGjZ7Kpjx46tWXmlMAyj5UrnCIKwPqu15datW4TDYZLJJPl8HsMwdPuYUqmEw+Egn89v61yVOrM6QLZ68kXpirqvXC7rRIPtBuwS0xe58Nlf3NZzN0ONKRaL4ff7WVpawu/3V+lLPB4nGAy2rLaA6IsgCPdYrS8vvfQSnZ2duN1u7HY70WiUUqlEoVDQvS+3Ejiz2+1VCc61vMzq+5TWqIoCalWo0pv7EbjbCur1lUol5ubmtIaId7mHaIsgHCxCoRCmaRKLxThy5Ag+n49wOIzX6yWTyWAYBrFYjFQqRbFYxOl0UigUtuQf1tOT1asQV3sZtcHaBIO9SJbeCSrJLpPJ6Al/VaJ6tXeB1l15KPoiCIJiPe8CK4lRc3Nz5HI57V1sNtuWYmOV2lE5r1J533pJyaqSs/IGdrt9R7GxvUTpSywWY35+nsXFRUql0oGKjZmmyTve8Y51E9pFX5ofmegX6qa/v59CobCml8fo6CiPPvoox48f561vfSu//uu/ztWrV/H7/fj9fmZnZ8lmszidTtLpNNlstq7JflX+X62qqTQ2KoimgmBQLUqq/Kbat96qAks3vsGLH/0Besc+wNATH9q1Cf9iLs2ZT/5szcdUMkI+nyeRSFAqlchkMgAkk0lyuRwPPfSQLq/SqtlVqpTMmTNn1nzGTp8+3bKvWxCEtazWlnQ6zfPPP8/zzz+P2+2mp6cHp9PJ8vKyvsanUqk1ZQ5r4XA41kzEKP0olUpVyWJA1T6AnnhRJqZy0r/RUGNNJBLMzMzoXtRwT1/6+/uB1tUWEH0RhINKvd7lox/9KKVSic7OTnw+H3Nzc6TTaZxOJ5lMpm7v4vV6MQyDQqFQNbECaC+ixlBZjUZpitImde3eqDrZfqKS3orFIplMhqWlJdra2gDxLiDaIggHgVr64nK5eOtb38qTTz7J0NAQzz//PGfOnCEQCFAqlQiFQkxPT1MsFjEMg1QqRSaT2fQ6r8ozA7qaWeVClkq9qZyQqYyNqZiT8i7K9zQalQnUU1NT9PX16cdWexcQfREEofXZyLuEQiE8Hg/z8/MkEgk9aW1ZFoVCYdNjO53OqsSz1d6lUkeAqviX0pZSqYTL5dLapvZrJNRYARKJBNPT01Wl+yU2JvrSKshEv1A3HR0ddHd3E41Gq0pIeTwehoaGSKfTvPzyy1y5cgXDMPB6vVpkkskkxWKRbDarjcV6JV4q+5cpo1LZl1kJkBIOFRRTATQVPFPPVwkBqyf6Nyr3PH3ms0yf+SyhwUcZ/a5/jsPl3dJ7pV5bKZ9m4pt/wOyFL9XcT/WIqcyCC4VCxGIxvc/y8jLz8/McOnSo5bOrVCmZiYkJ0uk0pmkyNDQkQiMILc6xY8fweDw1tQVWVmu8/vrrOBwOvU84HKZYLJLL5bSxKJVKG07GVOqLmkxxOp3Y7XY9MaOyelU/TaVbcC9j2eVyaeOjktEaDdXjUgUDC4UCTmd1e5rl5WWWl5dbXltA9EUQDiL1eJfJyUnm5+f1yg2/34/T6dSrYyon3TfyLmoCRa3Kt9vt2ruowJcKoLlcLt0jsbIKGaCTyIAteZf7RaV3sSyravJJJZKJdxFtEYRWpx59ef3118lms7oCmGmahMNhUqkUTqeTbDa76XkqJ1dUXExtyvsoT6J6Nefzea0fTqdTJ5MplHfZbz1ZjUpoUPG9fD5fMza2vLwMtP7KQ9EXQTiYbBQbq+VdTNOku7u7qv+68hPrJXRVVqpU/mY971IZV8pkMlXzLuVyWXsCtQCnUlsaoT2Z8i5ut1uPVc0hVWqjxMZEX1oBmegX6ubYsWNks1kGBgb0fSrjZ2FhgRdffJFnn32WUqlEMBjUJZV7e3uJRqMsLi7q52xUfr8yOxnQhsU0TWw2G7lcjnw+r1f7e71ePB4Py8vLesJHCVplFtvqfmX1GJvY5Gu8/D9+hEDvg0RG34G/exR3sAfDZscwbJTyaTJLtynmEmBZFDIxopefq6uPsjJjLpdLi0tHRwelUom2tjZtYGBFcLq6ug5EdpVpmi3XC0cQhI1xuVw1tcU0TSYnJ/n0pz/N2bNnsdlsdHd3Mzs7i2maHD16lBs3bpBMJrHb7dqw1Lq+r7faxWazEQgEKBQKJBIJfQzTNPH5fLqtijI5hmFQLBbJ5/NVq2IawcQoVAKDMmQulwu/34/X612jvYVC4UBoC4i+CMJBYzPvcubMGa5du8b09DSBQIB8Pk+pVCIcDhMMBjl//ry+xm/mXVa3gYGVFf4qQU1N6BiGgc/nw+/3E4/HSSQSVd6lctJmdTnm/Z6UqfQuavJJ9bd0u91V7494F0EQWpnN9EV5F8uyasbGlpeXtQ9Zb3W98hfKbzgcDu1H/H4/pVJJ64vdbsfr9epeu4uLixSLRTwej06EVvGxyomdRkFN8qs2OoZhEAqFasbGVHK26IsgCK3IerGxrXgXp9Opy/jX8g9KB9RchJr0d7vduFyuNd7FNE1d2j4Wi+F0Oqv8SqW+qOc0itYo7+J2uymXy+t6F5DYmND8yES/UDe9vb0MDw+vyfgBePbZZ4lGo7oPjN1up6uri1KphN/vJ5vNkkql9Bd4lR22ukxIZZBMTVJAdQZzqVTS5WVsNpsu5+V0OkkkEliWpbPYVDm1ypU42xGaxPRFEtMXt/fGrYOaTHI6nZimSXt7OwMDA7o3jMvlIp1OUyqVOHXqFO973/sOhNgIgnDwePzxx/H7/WuySdPpNGfOnGFmZkZfuwOBAKZpkkql6OjoYGFhgXw+Tz6fX1MOWbG6jKWa8FYrXtQ+6su/3++nq6uLjo4OUqkUHo+HbDarq9M0apBModrX2Gw2hoaGsNlsuN1unE4nHR0dWlu6u7t59NFHq4ykIAhCq7CZd7EsS+vLau9y584d2traSKVSdXkXdQyfz0c6na5a+a4Sk8vlMj6fT19zVSJWoVAgk8no8pdwz/s0gtaoFTqV3sVut9Pd3Y1pmrryWqW+iHcRBKGV2UxfKr3Lan1Jp9MsLCxUrcxfz78o7+JyubSeVC6IKZVK2hvZ7XYGBgbIZrN6Zadaua8qY66OjTUKlav5w+EwbrdbtzxQsbFMJkMoFGJoaIh3vetdoi+CILQktWJjUJ936ejo0Ileq+dYFKu9i9vt1glUqjqZw+Go6V1gRXuUd1GJypULYBpBWyorsil9cTgcDA0NUSwWa3oXiY0JrYBM9AtbolbGz6VLl/Tk+uqywHa7nWw2S29vL/Pz8zoRoBar+7xUlibLZDJ4vV69er+vr49gMEgqlWJoaIjFxUXi8bjOZgN0GZvKsjP7LTpq9YuahPH7/QwODtLW1obD4SAQCBAMBrVwdnV10dbWxvvf/34xMoIgtCxer7dmNunExETNa7bdbicYDOpgVzabrZocWU3lqnv1pd/v95NKpfR9Ho8H0zSrSg17vV4mJiaIRqPY7XZM0ySZTK4xTI3QR1npJqyYr2AwyOjoKB6Ph3K5TCgUwuFw6CSGUCiEy+XixIkT+zpuQRCEvWQj71IL5V3a29u5detWVX/K1dTyLsVikVAoRDKZ1Ndcj8eDZVkMDg5qfVHeRSUnAzpBoNK7rFdJ4H6hXpdaJer3++no6KCzs5NisUh3d7cuhan0RbyLIAgHge3qi0qWqry213rO6tYu6nkqmdc0TUzT5PDhw5imidfrxTRNrl27pssTV8bGKpPJYP9LKit9MQwDp9NJIBDg0KFDBAIBvaJfaYvT6dTe5e1vf7voiyAILUut2Fi93mVmZkaX14f1Y2NqTkLR3t5OLBbT5fu9Xm9d3iWTyehkYKUvKkF4v1C6qTRGeZfh4WEAiY0JLY1M9As7Rk2ou91uQqEQS0tLFItFUqmUzuzyer2kUincbjeZTEYHsVYbjcrJfVV2X/2eSCRoa2vj9OnT+pgPPvggxWKRZDKpkwzUak0laIVCQZf/2k8j43a7dcDO5/Nx5MgRRkZGdAb21atXdcmdytcyMjLCsWPH9m3cgiAI+4XSl56eHm7cuFGlLcpAVJYOy+Vyuq9j5QQM3FuxryZQLMvCNE0ymQzJZJK+vj5GR0fp7OzE5/ORzWYxTVMnsRUKBT1pnk6nq4Jz9SSSVZbf3E0qV8Aos3LkyBEdKFP6AnD48GHRF0EQDjxKW6C2viifkUgkcDqdVRVjKr2LCiCpyRe1YtLtduN2u8nlcng8Hjo6OohEInR1ddHV1bUl76Ie3w8Po7yLy+Wis7OTgYEBIpEIPp8Pp9PJnTt39CS/0hfRFkEQDjKrvYuabFf6UigUmJ+f16sJ1SrKWvoCVMXGisUiPp+PTCZDOp0mHA5z4sQJyuUyR44cwTRNFhcXsdvtulrMan2pXNG/2URM5arP3Ua1rxTvIgiCsDlb8S5er1cnD6uqMZVVLJXmuFwunaSsWr0Ui0XS6TR9fX309fVt6l3sdjupVErH4dRjm7FXsTEV77PZbASDQY4ePaq9i0qOE30RWhmZ6Bd2jMqmjUQiTE9P4/V6uXbtWpUhuHPnju7nqC7oq3skK7OjTI0SiWKxqDPK8vk8t2/fJhKJ6Ivy4uIiXq+XgYEByuUyxWKRpaUlXXJGrd4sl8sUCgV9fLhnWlb3wKy8b7tUZsip0mNut5vBwUHe9773VWXZAQwPD9PR0UFXVxe5XA63200kEuGJJ56QjGVBEA4k6trX39+PaZqMj49XXTcXFhaAlWBR5Up7FSxT2qImKlRZTLvdrssiq/5chUKBubk5enp68Pv9uN1ubt26hdvtpre3F7fbzfj4uA6aqRYydrtdl8ZU1Cq3XFk+rF59WR1gqzRmlassfT6f6IsgCEKdVF731tOXqakp4F55SnX9rdSPSu/icrl0lZl8Pq9bkNlsNtLpNA6Hg+7u7i15F5vNpvVltUeppS9b8S61tKjSp3k8nirv8uM//uM4nU5u3rypn2eaJtlsVq8mFW0RBOGgU+lduru7uX79elV/+WQySSKRqPo+r67x6jqvVu2rhC8VV7Lb7RQKBZxOJ263m2w2y8zMDIODg9hsNrLZLPF4HNM0iUQiukdzpb54PB6d9Kz6Lyu9qWwZA9UTMduNjVW+psoe0BIbEwRBqJ+teBePx0MqlQKoqmgJ91a7qwlx1dpFeReVrLy4uKh1bCPvosrgOxwOrRWqTYz6vVYMbDvJzBsdQ+mbz+fD6/UyODjIt33bt3HkyJEq7wKiL0JrIxP9wo4ZGhpifHwct9tNX18fV65cIRKJ6D4nbW1tJBIJ/eW90ixUBrJ8Pl+VCKiJGpXpq/pypdNpMpmMTgBQQnLixAl6enq4cOEC8XhcB9jsdjv5fJ5isahFTE0AVWY2A1VGSmW1bYbD4cA0Td2WoHIiRpkYv99PMBgkFAoxNjbGyZMnyeVyRKNRLSxjY2P09vYSDofX9KkWBEE4iCh9AQgEAnR1dVWtiHG73VUtW+BeeTJlYhwOBx6PRz+urtHFYhHTNPXK/kKhQDweZ3p6mmAwiNPpxOfzUSwW6e/vp1AoMDU1RSKRwOPx4HK5KBaLeL1egCozo0xI5eRMZX9NpWEboSZalM5VmhOVZODz+fD5fKIvgiAIW0Bpi7qurtaXUCjE7OysTtit7G2sfjcMQ3uXytZc+Xxer6YMBoNks1mKxSIzMzM6Sble76KCZoD2LpWlOJXeqAkUwzDI5/Obro5RulgqlXRrArV5vV6CweAa79LX1wdAMBjU+qIq4fT394u2CIIgUB0bO3HiBFNTU/j9fu1d/H4/2WxWT75DtXeprABZeZ1Xk/Nutxun06mrjsXjcaLRKJFIRJdaVlVYent7uXnzpk4sqGwFoGJ1aqWn0rHVmqbKOOfz+Q3bcCqcTicej0cvsFmdqCCxMUEQhK1Tr3dZnTy2ulKMw+HA7XZXle1X8y6VFcpgpY3mkSNHNvQulmXh8/kAyOfzuq2mYRjaO6k5IKVDamyqKtjqapnroSqNqfGq4632LiMjI3R1delKZJXeRfRFaHVkol/YMaZpMjY2xpkzZ7Asi8OHDxOLxchms/h8PlKpFB0dHSwsLFAul7XQKBOhJjNCoRC5XI5kMlmVBKBWx5TLZZ2J7PV6yWQyHDlyRE/4+/1+ZmdncTqd9PT0EI1G9WNut5t0Oq3FSU3kq36TqseM2+3WEz5qcmZ1BnNlUoAyMl6vl0AgoE1XJpMhFAphmiYej0cbvUwmw8mTJ/W5IpGIFpxoNMqRI0dq9qkWBEE4iCh9+Yu/+AuCwSBer5f5+XkWFhbI5/M6E3lhYaFqMrxyct00TR1gi8fjOpimJupVqTOlL6lUimw2S09Pj16lmUgkWFhYIBAIkMvlyGazeiInk8noigBKW1av3leT/IFAAI/Hw/z8PECVHlaiEsXcbrfuS6lW5yQSCV2qfz19qUU4HBZ9EQRBoNq7RKNRrS8LCwvYbDYWFxfp7e3l1q1benIFVq7Vqj2MalmWy+XI5XJ6sqRyIn5xcZFyuay9wtTUFF1dXXql5WbepVgsEggEiMfjWl/U9T+bzeoJHa/XqyftV5foVONWqARlr9er921vbyeXy23qXWrR0dEh2iIIgnCX1bGxBx54oMq7mKaJYRjEYrE1ycpqEt40TYLB4LZjY0qTYrEYbreb7u5uotGoTiDI5/M6YboyMczhWAkPqwQwj8eD3+/X2lYZy1NUei+Xy4XL5cI0TV3xpqOjQ1fAEe8iCIKwPer1LnNzc3qRZWWCsopJ+f1+HceKx+NVcx+5XK6qgpnT6azLu5TLZUzTJBQKsby8rCsCKM1S3qkysczr9epFN4VCAaCqAkAlaryqkmWxWCQcDmtd8Xq9Vdri8/no7OwkEoms+36Kvgitikz0C7vC4OAg4XCYL37xi+RyOQKBAMlkkuXlZdLptDYUAH6/n3Q6rY0JoFdbulwu3QNZrUhRkyjKVGSzWXK5HFNTU7ztbW+ju7ub6elpLly4gM/no7u7m1QqhdvtJhaL0dbWht1u586dOzoABvcyp1X/TNWfRpkmtfpfreIBqiZu1KbGrCb6H3jgAR566CHefPNNvX93dzc+n48PfOADxGIxLMsiGo1WlZAxDINr167R2dnJ4ODg/fvjCYIgNDCDg4OcOnUKgJmZGb1KJR6Pk8vldL8ytbK+WCzqgBKgS4v5/X7dc6xYLFIoFPT1X1V8yWazZLNZkskkkUiEfD7PN77xDYLBIB0dHXqSJ5lMAnDkyBHm5ua4desWgC6naVmW7lOmyjqrn0tLS3ply3qlMNXjyrAEg0EGBwf5wAc+wMLCAq+88sq6+jI3N7emPNn09LR+DwVBEIS13iWVSmEYBsvLy9hsNtrb27l586bWj0rvovo5Kh8AKxMjmUxGtwpT12iFqhSWTCZpb2/f0LuEw2G8Xi9LS0ssLy/rVZcqkSybzepJlMoVLSqYBtT0LnBvMsbj8eiV/Q8++KB4F0EQhF2iUl9We5dSqVRV+cXhcOhFJ6rdmLqum6apPYpKCkin09rzKO9SGRtrb2/n1VdfrfIuakIlmUxy5MiRqgU4qh2AqnamJmycTqee8FFeS+lLZaLyan1R2hIKhfB6vXz/938/LpdLvIsgCMIOqce7zMzMUCwW9RyLStxS1+9yuaz9g2maJBIJnSBW2UpZVb+s17tEIhEGBweZnZ3l5s2bBINB7Z1UbEyV+Ff+yWaz6bia0+nUWriaytiY2h588EG+7du+jWvXrjE7OwugtWVkZIRv/dZv5fLly6IvwoFDJvqFXcM0TR566CEsy+Ls2bO6pyWsiEQoFCIajeov/8owqAl2dVuVBnM6nSQSCb2SRpWgcTqdpFIp8vk8f/3Xf01nZyfFYpFUKkUqlcJut+tSYC6Xi/n5eYrFIj6fTwfmCoWCNkZq1WQul6uawFdkMhmgejVMZTmzcrmss5ePHTvGL/zCL+ByuZiamtKldQzD4IEHHiASidDd3c25c+fWBMqGh4dxu92cOXOGcDgsZWMEQRDuEg6HiUQiTE9PEw6HmZ6eBlYqo6j2MJXBskKhoINg+XxeB6oikQhzc3PazFQmd6mAmtKSv/7rv9bnSKfTusdyX1+frgJgGAb9/f1ks1lSqZQ2QplMRk/CZLNZXf1FBcYcDoeeuFldYrmyR7IqcRmJRPj5n/953vKWtzAxMcEjjzzChQsXSCQSBAIBHnvsMU6fPs3t27d56aWX1vQuGx4e5sqVKwwMDIi2CIIg3GUj76JW7Mfj8TXeRVUEKxQK+Hw+XQJzdnZWr1Sp9C6qgkw+n+fGjRssLy+v613C4TDxeJxsNkswGNSJBSqJIJFI6NWSKrkM7vkUlQhQeZ+6X/1UQb9AIMCJEyfEuwiCIOwypmkyMjKir4/Ku6jVh6o6ZGX1SeUdVDzKZrPR29vL8vKyXlGvFqGodi7Ku6jYGKz1LmrS3+VyUSgUCIfDLC4uav3IZDJaYwDdNsbpdFaVdC4UCloHa+kLrEwqqcowTz31FD/90z/N/Py8eBdBEIRdYDPv0tHRoSfg1eT56tiYKt/v9Xr15Lrdbq+qGONwOHRLsq14l3A4rFtiJpPJdWNjSmdUq2ZV7n91bKyyUqeKjVV6l4WFBWZnZ4nFYiQSCTo7Ozlx4gT9/f1YliX6Ihw4ZKJf2FWGhoZ47rnn9IVUmYdSqYTP58Pr9ZJIJPSFXZUva29vJxAI6OCV0+lkZmaGbDZbVR7M6/XqoFY+nyeTyTA/P08qlaK7uxuAqakpuru7CYVCTE1NYZomd+7cIRgMYppm1cT/0tKSPp7b7dYmSQmOSjxIJpN6Mkit6FS9a+x2O6FQiI6ODp588kna29sZHBxkaGiIfD7P1772NQDdi83j8WCaJr29vbpHTCQS0UFDy7KYmJjYkzIy6XSaiYmJhuhD00hjEQShsVlPW2ClP9nw8DCLi4uk02mcTmeVafB6vToApXqZjY+PV5XtVyvuVdBtYWEBt9tNMpkkl8vR398PrNUXj8fD7Owsbreb9vZ25ufn8Xg8pFIpMpmMPq4quVxZ2tk0zaoJGRWwU7piWRbhcJhAIMB73vMeDh8+jGmaHD9+HJvNxoULF7R5evnll5menqajo4NTp05V9SBT+rKX2gKNdU1vpLEIgtDYbKQv6vqx2ruoll2qfKTyER6Ph8nJyao+k2qFplqRWSwWiUajlEqlNd6ls7MTgIWFBXw+H3Nzc/T39+tVNNlsFpvNRiaT0XoFrPEulasuVcBMaSKsBLna29uJRCLiXZp0LIIgNBeV2uJ0Omlvb8dms5FOp/UKf1WRrDI25vV6aW9vZ25ujunp6arYWGVFShUbq8e7LC8vV8XGVHsx1SZGJScnk0l9vlKppFu+JBKJqlX9lZVu1KrSvr4+RkdHyWQy4l2abCyCIDQ2uxkbCwQCjI+Pr5lgr/QYW/UuqjIZsGFsTFWqUW1lDMPQlaDVoprKSpiRSISurq4q75JOp3nxxRe5du0ayWSSbDZLLBbj+vXroi8NNA7h/iET/cKuYpomPT09nD17VmeVqQt3W1sbqVQKQK+KUeVa2tracLlcdHV1YbfbicfjBINBCoUCy8vLGIahV8xks1lM0ySTyXD9+nVdukX1LR4YGMDpdJJOp7EsS5ezUZnNqheZ6sOs+iqrkpeqzLOakFFZ10qI1CqXysBZV1cX73//++nv7+fMmTNkMhmee+65KvG9ceMG3d3djI2NEY/HGRgY0AGy1ahM6d1kcnJS94pTjI+PMzY2dt/LbdY7FhElQRBgRVsOHTrErVu3iMViZDIZnRjW3d3N5OQkLpeLUChELBbTGciBQEBP5Hd1dWkN6unpoVAokMlkcDqdhEIhXULM5XKxuLioM5VVyWbDMNboi0pGq1yJk06nyWQyFAoFHA4HgUCAdDqtV/Crkp0ej0cfX/VaBnQWtVrl8973vpfR0VG9Iuj27dv8xm/8hl45Cvf0pb29nZMnTzIwMFDzfdwLbQHRF0EQmpfN9EWtwlztXVQVmYGBAe1d1OTKzMwMhUJBe5RCoaC9i5o4D4fDa7yL0+lkfn5e60soFCKZTOqqNaq9TDab1eX31eob1ZJGrcJRbWlUGwG1kl+N3ev18tRTT3H48GHxLrs4FtEWQRAUlmXR19enr7FKW+x2Ox0dHXr1u5p4V5MvlbEx5V26u7vJ5XJrYmOqV/Hy8jKZTGZb3iWbzeoJF1WKX5X2V75FJbCpKgIqNqYmY1TSm8fjobu7m+/6ru/Sr31xcZGPfexj4l12OBbRF0EQYHdjY7FYjN7eXubm5vREvLrG79S7bBYbKxQKFAoFnUTtcrlwu916f7gXG/N6vdjt9jXe5dy5c3zta1/T+mIYBl1dXUxPT2Oz2Q60voi2HExkol/YEptdACYnJ5mZmSEUCjE/P8/y8jLpdBq/34/D4WBubk73HDYMQ2cCZzIZDh06pMvkl0olnE4n3d3duvSM0+kkGAzS1tZGNBplcXGRwcFBgsEglmUxPT2tV+CfOHFClxcrl8t0dnZy8+ZNYKWNQCKRIJvN6hKYyWRSi5qa6C+VSroHpiqjrFZbqkl+ZWoSiYS+eGazWb74xS9y6dKlqguqZVnMzs5y9epVuru7iUaj6wrObl9U0+n0mgu8GtP9LrdZOZZcLleVXZfL5fRYGkUcBUG4P2ymL6rMJaxcuxwOB0tLSxiGQS6X08Exr9erJzPy+Tx+v5+2tjZdjgxWAmiWZenMYq/Xi9/vx+fzMTMzQyqVoqOjA9M0WVxc1OdcXFzU+qJa0ni9XsbHx3XwLZVK6WOrns0ul0tri+qDqe5XxktpTGXmciKR4ObNm4yOjuJ2u7l8+XKVkVEofUmlUrS3tzMyMlLzPd6L67zoiyAIjU69+lIoFHSvyEQioSvA1PIu8Xict7zlLVWJzSqI1tvby8TEhC6ZXOldTNMkEolgt9vXeJdwOKwnZ9Qxbt++XaUvqvWMei0ul6uqFUwul9NtA2w2m+6FqSZjlHdRrQZGR0cBxLvUORbRFkEQFJtpSywW486dO4RCIa0V09PT9PX14XA4mJ6exuv10tbWpmNTUB0bU5qjJtBXx8ba29uJRqPE4/FteZdUKkUulyOTyegJf6V3Ku6lYmrKuygtURUI4F55ZVWpTK3yzGazfPKTnxTvUsdYRF8EQVBs17uoBZP1xsZUlS/TNHVi8UbeZW5uDr/fTzwe5/Dhw3oeJRwOr+tdasXG1CS/GoNKplaLYZSXAXRF5Ww2y9TUlPYuX/nKV8jlclX6YlkWc3NzmKZJLBY7sPoi2nJwkYl+oW6mp6e5ceNGzQtAOBzm8uXLPP/88xiGofuxqB4qaqW83+/XK1vUBUeV+lL9ktUqep/Pp0VAGZvK8sfDw8MEAgFg5SKmVv+HQiFmZ2dpb2/H5/MxMjLCjRs3tKjMz8+TTCb1ihQleEpEVO8XuCcoanLG5XIB6EwxVUImGo3ywgsv8L3f+71Eo1G9kmc1lmWxvLysM7JrYRgGQ0NDu/eHAyYmJtYITeWY9rJkzXpjiUajVb0+AV2+7fHHH28IcRQE4f5Qj768/PLLxGIxAHK5HF6vF6fTyezsLHa7nXA4rI2Eur4WCgW6u7v1RIe6tpumSTKZxOv1Eg6H9XVerfCv1BeXy8WtW7cIhUJ6YqSjo4Njx47h8/lYWFggmUyyvLys27yo7GZ1TFgJ0FmWpXtvKl1UmcSV5TeVthQKBV599VV6e3t57LHHuH79OjMzMzWv50qXZmZmapqZvdAWEH0RBKGxWS+AMTo6SrlcZmFhgbNnzxKLxaq8S7FY5NatW/T09FStjM/lcuRyOe1vankXgJGREdxud5V3aW9vJxwO65WUq72L6nPZ29tLNpvl+vXra/QF7vXRzGQyerV+pXdRE/vFYrFq1f9q73L9+nVGRkZwuVziXeoYi2iLIAiKer2LWumYTCYJBAJ4vV5SqRTlcpn+/n6KxSIzMzNaO1bHxlZ7l8rYmJo82a53icViuuey0+nEZrNhWZaecFF6onopKw1SmqiSlZV3UT7m6tWrnDt3jscee4xoNMr09LR4l03GIvoiCIKiXn25ffu2ruSivMv4+DhtbW04HA6tPxvFxpR3cbvd+Hy+qtjYau8C1fqyuLhIOBymWCwyMjKCz+er6V1Wx8aUd1FtyCpjY/F4HIfDoe+v9C7pdJqLFy8yOjqKy+VaM8mvsCyLWCxGKBQ6sPoi2nJwkYl+oW4uX7685kJoWRbPPPMMwWCQubk5FhYWKBQK3L59G8uy9EXBbrdjmiZjY2MUi0Xi8TilUolUKkU+nyeRSHDjxg2Gh4cpFov4fD4A3G43+XyeBx54QE96pFIpvu3bvk1PdpRKJZaXl3G73TgcDhwOB11dXRw5coSZmRkOHTrEG2+8QSKR0KZGCYtayalWwwDaPKmMM9M0KRQKujyZym4GqszN7OwsU1NT+iKpEh4qe87Y7XYdRBsbG9OTUgrDMDh9+vSerIrZyeO7STqdJpfLrREbuCcoarVtLe63+RIEYe+pR18SiQQAFy5cIBQKYZqmLk8cDocpFAr09/ezvLzM7Owsfr+ffD7P/Pw8vb29pFIpnSFst9tpb2/H7/czNDRELBYjGo3S399PW1sbk5OTWl9yuZwOlHm9Xvr7+3n00Ue5fPkyLpeLyclJXfZMaYTT6dQBslwup1dSBoNBMpkMxWJRJ46p0phqH7i3KkY9fvHiRR5++GGdtV1LW9R7dvjwYT3xpNgrbQHRF0EQGpdMJrMmUAYwNzfHSy+9pPs2Tk9Pr/EulfrS1dWlVx7GYjE9EbKRdxkZGcHr9RKLxZifn+fUqVO6//F63qW3t5dgMKhbkl25coV4PE4ikdCTPuo5ajWMKsFc6V3cbrdegalWV9byLsvLy0xOTupV+uJd1j+XaIsgCJXsxLsEg0HC4TAej4elpSVcLleVd6mMjVV6l7a2tqrY2E69i+qbrBKR1XW/ciWlahOgktOUx1Gl/lUlTpUQoPRFeZdcLofT6dSxv9X6It5F9EUQhGrq0ZfFxUVisZhOGK6MjQWDQfr7+4lEIiwsLGwaG3O73cRiMXp6ejh06FBN7wJU6YvyLn19fRw/fpzLly9jWVZN77I6Nrbau9SKjVUu0qmMjVV6F+V31vMuTqeTgYGBA6kvoi0HF5noF3ZELpfjxo0b9Pb26iyxWCymy8OosvqqTOTi4iIOh4MHHngAp9PJ1NSU7q0CKxdtn8/HkSNH8Hg8zM3NMTIygt/vJ5FIkEqlCAQCJBIJ8vm87qOssNvt9Pf3c+LECQYGBggEAly8eJGbN2+STCYpFot6PKq8phq3ykJWRkr11lSrRlVPTJVlrYyUEqRMJsMbb7zB0NAQhmGwtLSkS+gAJJNJ2tra6OjowO128/jjjwPcl14omx3zfmZpmaZJNBoln88Ti8W0AIdCIZxOJ263m+vXr+v3tRb303wJgrA/1NIXy7KIRCJkMhl9bS6VSkSjUZxOJ21tbZw8eZLBwUFu3LjBwsICAKlUCp/Pp1fwK4PS29uLy+UimUzS29urV1l2dHRU6YsKlJ04cYIHHniAYDBIX18fX/va13QFm3K5rJPISqUSfX19LCwsaE2pzEi22WxVVWXU891ud1XZsXw+Ty6XY3FxkfPnz3P69Gm96lShtEWVcH7rW9/KsWPH7lufrUbTl6mpKaLR6BptAURfBOGAMT09vea+yqCHKmO4nndR+qImIrbqXXK5HH19fdhsNqampigUCmQymQ29C8DS0hJf+9rX9P6qLL+qEODxeHRimQp+qZZlSgtyuZxOSFBlNVd7l3Q6zbVr1/D5fOJdNjmXeBdBEDajXu+irs0LCwv4/f413kXpSywWY3h4GJ/Px+LiIh0dHVpfdsO7VMbGKr2LKsmvJlxUQprH48Hj8ejJe7WqX622rNSXWCzGq6++qvtEv/nmm1XvldKXcDgs3kW8iyAIm7BaX5R3cTqdNWNjyrv09vbWFRsbHR3F7/fT3t5e07vY7fYqfVntXTweD88880xN7wLQ3d2tKwys9i61YmNKh2rFxpR3CYfD68bGOjo6MAzjwOqLeJeDi0z0CztCCYjq9QHoVR92u1337Lp16xYul4toNIrH4wGgo6ODdDrN4OAgt2/fJhQK4fP5eOCBB3C5XHr14sjICNPT09y6dYuRkRGi0Sjz8/Pa7BSLxarsrfb2diKRCAD5fJ6LFy/S1tZGLpfTK/NV1prqm5zNZqsm+VVLATVxo/oou1wuHSyr7FmmMpqTySThcJivf/3r5HI52traWF5e1u9XLBbj2LFjfMd3fIe+wN+PDKmhoSHGx8drZmvtVcmajcYyMzPD+Pj4mqzu/v5+xsbGNj2GlI8RhNZnPX1xOBy6NFkymSQejxONRnE4HOTzeUzTxDRN3G43nZ2deqWlSjAzDINjx44Rj8c5deoU+XyehYUFotEod+7coVAo1NSXgYEBQqGQ1pfp6Wnm5uZoa2sjFovpgJ764myz2TBNUxsqtYpTZSerHpjqtRQKBa2bSnuUCXM4HBQKBV588UVcLtcabVleXsbj8TA2NsaxY8cwTfO+Zd82kr7YbDbOnz/P0tKS1heHw8Hhw4fp7OzUf7uNEH0RhNYhm81q36FQ2gJofVntXZxOJ3fu3NH6kk6nKRaLdHV11e1dVNlIpS+WZenzqIpitbxLLpfjxRdfBFijL3a7nVAopMtAqxWXKvhlmqa+DSvXYK/Xq72P0hflXdRqf/Eum49FvIsgCJtRr3dJpVK43W4dG6v0LuFwmGg0qqvJqMmKd77znbvuXSp9SS3vUi6XsdlsVbExQPdyBnQSwOrYGMD8/DwPP/wwFy9e1H2BK4nFYrznPe8R7yLeRRCETVitL8pTrBcbU96lr69v27GxSu/icrm0rtXyLm+++SbFYnFd76JavKyeuHc4HBiGsSY2ttq7VMbGYMW7vPDCC3R0dKzrXUZGRg6svoh3ObjIRL+wI9TF2+12E4lEmJ6e1tmnsPLlXvVMUaWVFxcXKZfLLC4u6vKUp06dIp1O097errOco9Eo73//++no6GBqakpniqnzdHV1MTc3R3t7e1VJl1OnTmkjcfbsWV2iWZkXtXoHVhIBvF4vNpuNRCKhhUuV6VeCmM/n9euqfM0qSUCV0Tx9+jROp5Pe3l5u3ryJy+Wiu7tbX1i7u7v5ju/4Do4ePXp//kB3UW0TVvdf2cuSNRuRyWSYnZ2tui+ZTBIMBoGVvqaVbRAqud/mSxCE/WEjfSmVSlX9Hv1+P7Ozs6TTacrlMocOHcLhcHD8+HEsy6JYLOrnWpZFPB7X+vLss8+uOcdqfTEMg87OToaHh7W+XLx4EafTSTAY1BPx8Xhcjz+dThMMBnWJM4/HQywW00Ew0zTx+/3EYrGqcmherxfDMEin01pb+vr6dElMh8PB0NAQbre7KiB08uRJvvu7v/u+X88bRV/S6TRXrlyhvb2dS5cuVT12/vx53vve9+J2uxkYGBB9EYQDwupJfqBqokFd+yu9SyaTYWpqiqWlJV2SeGlpiVwux9zcHF1dXZt6l4GBAdLp9Bp9UdpiWRbBYFDri/IuAFNTU8zNzWn/slpf1Er+3t5eneSmAmeqf7PSikwmo1f9K32BlQSIcrmM3+/nscceE+9SB+JdBEHYjK14FzVRo2Jjhw4dwm6309HRoTVEXbP3yrtcuXKFbDarx73au5TLZcrlcs3YmBq/an+5OjYWDAYZHR3V+pLL5XSlm8rJ7Icffli8i3gXQRA2YbW+VHqXWrGx5eVlMpkMCwsLO4qNKW0pFApEIhHi8XhN7zI7O4vL5aoZG8vn8xQKBcLhMLAy36K8ST6fx2az4XK5dGzM7Xbr1jBKB5PJJF6vF7fbrb2LGtvg4GBVbKy7u5vBwcGqJOX7RaPoC4h3OajIRL+wI9xuN4ZhEIlEcLvdHD58mEKhwNLSEoVCQWeBud1uFhYWcDgchEIhlpeXKRaL5HI5jh49qjPLDMPg9u3bOJ1ORkZG6OjoYGJiourCo85z8+ZNTNPU/VZcLhdjY2P09fUB6DIl7e3txONxTNPk0KFDFItFYrEYsLLy0uFwUCqVCIVCdHd3s7i4qAVJ9UNW4uPxeKqMjypFpkrPjI+P43Q6KZfLdHV10dbWpgW0p6eH/v5+urq67uefSDM4OEg4HN5SyZp0Or3rJW4uX76M3W6vCiKqzLJ0Os3U1BRPP/00nZ2dDSGOgiDsDxvpSzweJ5VK6YBTOp3Wvb9mZmZIpVIcOXJET5p3dHQwOztLPB4nGAwSCoXW6Eultqg+Z+raPjw8zOjoqDYzSttURnEgEODo0aNcunRJ9yLzeDzYbDZdAs3v95NKpXQFGcMwyGazOkvaNE2SyaR+LX6/H9M08Xg8TE1NsbCwgM/nw+fz0dXVxeHDh1lcXARW9OWxxx7TCXH3m63qy15oy8TEhG6vU0tfbt++zejoKMeOHRN9EYQDQm9vLzMzM2t8BFClL2NjY3z1q1/Vk+VqYh/QE+e5XI7JyUnK5TLHjx/X3sXlchGPx/WqGXUdX09f1GrJpaUlwuFwlXcBmJmZoa2tTXuR1fpSKBQIBoMYhkFPT48+/o0bNyiXy+TzeVwuF4VCQfdRVi1l0um0DsIFAgFM0+TNN9/Unka8S23EuwiCUA9b8S4qNub3+5mbmyORSNDX18fRo0dxOp0sLi7icrmYnZ3dM+9y5MgRrl27pn1JpXdRca47d+7o6i+VsTG10jIej2tv43A4aGtrw+fzEY/HdWLBRrExNeFwvxHvIghCM7FaXyq9S63YmGpTvBuxMdM0icVi+Hw+nE5nTe/icDj0tWg976LmZ5xOJ3a7nfHxcUqlEoZh4HQ6KRaL2Gw2CoWCTipLJpPY7XaCwaA+f6V38fv9hEIhDh8+rFf8BwIBTp06daBjY+JdDi4y0S/UzbFjx8hms1UXgEgkorOq1O/BYBC/388bb7xBOBzGsixd/iscDpPJZIjFYuTzeZ0NPD09jd/v15P2AC+//DKw0stlNeo80WhU9xtbWFjQ44CVjLeRkRHi8TiJREInHAwODuJwOHRigcfjobe3l8OHDxOPx7HZbDrzTSUjqGzlSgOkMpbtdjttbW24XC7Gx8fJZDJ0dXURCAQAeNvb3lZVcms/L5ZbKVkzOTm55oI/Pj7O2NgYg4OD2x7D9evX9QpVtaqpEq/Xq8vXbTW4JwhCc7JVfXnuuecIh8N6wsRutxMOh1laWtITNZcuXeLOnTv6S7+63sTjcdrb23n22Wd12ePKcyptyeVyDA4O8vDDD3PlypWqseVyOU6ePMmlS5f0/W1tbRw/fpyJiQlKpZIOZrW1tdHV1aWTyK5du6ZX9VuWpcdQLBYJBoO65GapVKJYLAIrpTOnpqbIZrMcOnQIWCnTdvToUa0vKkN6v6hXX/ZKW9LptF7dWktfCoUCnZ2doi+CcIDwer1rVlWoFSpqlSNAf38/73jHOzh79izxeByv16sDIm1tbdq7FItFpqamME2T6elpuru79SSNZVmcO3cOt9vN+Pj4hvrS09Oj+2JWehfDMBgeHsayLO1dYCVgdujQIWZnZ/VK/La2NoLBIF1dXdy+fZt4PM7MzIye1K9caalW/StdURMydrudW7du6QoySkfEu1Qj3kUQhNXs1LvAyvUtHo9TLpdJp9NMTk4Si8Xw+/10d3fryph76V2OHDnC7du3gZXWmgCdnZ0MDAzosRUKBZLJpI6NqYl/u91edX1TrQBgxbu0SmxMvIsgCPeTevRFeZczZ86wsLBQpS9q3kV5ib2OjcFKctnCwkLN2JiqkByJRHRs7Pbt2ywtLTEzMwOgPYrNZsNut1MsFvVCS8MwdHUZl8tV07scPXqUEydO6PEc9NiYeJeDi0z0C3XT29vL8PDwmgvAwsJC1YVJZZc99NBDvP7661y4cAG/36+zh5Vhsdvt2Gw2nV0UjUb1JLxhGASDQW7cuMH8/Dwul0tP1KsMNlXG6ujRoxw/fnxNFtTAwADXrl3j7NmzuqRLKpUikUjg9XpxOBz09vaSSCQ4dOgQnZ2d5PN53YPM5/PpjGg1qW+aJm1tbdjtdnK5nA76RSIRMpkMsLLyZ25uDtM0cTqd3Lx5k2AwqDPwmqH8STqdXiM2sFLW58yZM/pLxFaPOTExwfXr15mfn9dZd7FYjEKhgNPpJBQKVQny/eylIwjC/rFVfQmFQly4cIFoNIrf79crYzweD8vLy/r6FI/HGR8fJxQK6QATrJSsymazTE1NAazRF5X9e/ToUUZHRxkYGKipL0tLS1rT0um0LuMciUQIh8PMzMzo29FolGw2SygUqprAUatjgsEgwWBQT/BkMhk8Hg/d3d26tYwqv6VK+St98Xg8B15bbty4obPQ1aqmSn05fvx41aoh0RdBOBjUWlVx6tSpNUGqgYEB3v3ud/PFL36Rr33ta9oLwD3v4nCsWOdUKoVlWViWhWmaukxyMBjU1+V69GVoaGiN7l2+fJnbt29XeRfVdzIcDtPR0UE+n6erq0sfa3l5Wa+kVFViKkso+3w+XUazXC6TSqU4evSo9i6qrPPy8jLd3d3iXSqOKd5FEIRa7JZ3AXR1ylKpxPz8PLlcDsuy7pt3CYVCVd6lMjYGKxMCql8yoJPJTNOko6NjTWxMeRdo/tiYeBdBEO439epLf38/kUiE3t5eJiYmSCaTeqHk8vLyfYuNdXZ28sUvfhG73a4nlStjY8q7OBwOnTxQy7uUSiXdMsbv91d5l3w+j9/vp1wuA+JdNjqmeJeDjUz0C1ui1gVgvQygiYkJvfJFmYKlpSWSySQ2mw2fz0d3d7e+4KRSKWZmZvT9sCJOMzMz2O12Ojs7AZienubw4cNEIpGqC/jqsalyJH19fTpTNhaL4XK5cLvdvPe97yUej/PCCy9w7do1LWzz8/MAeozFYpFMJoPNZtOl/h0OB/l8Hq/Xi81mY2FhQV+AVWazMk2qZ+fg4GDTlD9Z3S6hEsuymJiY2JIQVGapuVwulpaWWFpaoqurS/9dYWXCa2RkZMfjFwSh+diKvly+fFn3CrPb7cTjcUqlEplMBrfbTW9vL/l8nlgsRjabJZ1O69Xx3d3dWJbF5cuXSSaTLC8vb1tfTpw4QTqdZn5+nsXFRXw+H6FQiHe/+93Mz88zMzPDtWvXSCaTjI+P6yowLpdLJ5KVSqWqUpuqBUGxWMTn8+lAmd1ux+/369cBVPWEPujaYlkWsViMxcVFurq6CIVC+u9qGAb9/f1N8R4JgrD71NKX1UEqtXohmUxy9uzZmt7F6/XS2dmpV/tPT09jmmaVd9mKvtQa17Fjx+jv76/pXYaHh+nt7eWNN97QrVvm5+eZnZ3Vq1zcbneVd3E4HDidTl2yWZVcXu1dVFKDeg3iXcS7CIKwMbvhXZS+dHd3a+9SKBSYnp7eV++yOjbmdDp1yV9VkaxWbMztdmvvAs0fGxPvIgjCfrAVfRkZGeEzn/kMd+7cIZFIbBgbS6fTLC8v09PTo8vzOxyOHevL2bNniUajeDweUqkUmUyGQCBQ5V1SqRTXrl3D4/HoKgF2u123eFGVLb1e7xrvoqqUKb8j3mUt4l0EANvmuwjC9hgaGsLj8TA8PKwnMJLJJLByYenu7iYQCOi+j/l8nnQ6rXu3jI+P636TXV1d+hhqFWMul9vwAm6aJpFIhDt37hAKhXTpF7fbzdvf/nb8fj937tzBbrezvLzMG2+8wdWrV0kkEiQSCYrFou5rqXC5XHR2duryl6qPssp2Vvj9fh555BEOHTpEOBymq6uLd73rXfvWI2arpNPpHT2+et/VWYcqGKrMLtwTm2PHjm1z1IIgHBSOHTvG8PCw7vNYKpV0P2W/308gEMDlcunSkOl0mkwmU6Uv58+fx+Fw7FhfVOlltWLy0UcfxeVyVenLK6+8wuzsLMvLyywvL1eV7FeZy21tbVpfyuUyPp9P9yhTuN1ujh07plfd9PX17Wv/sa2yl9ridrs5deoUsFZbhoeHm6bqgSAI+8uxY8cYGRlZ411gRV8ikQhdXV3Y7Xa9WkVpy82bN5mfn+fmzZvb1peFhQVcLhdtbW1V3mV4eJjHHnsMwzDI5/PMz89z4cIFrly5orUllUphs9mqvIthGPj9fp1QtpF3OXnypNYX8S7iXQRB2D2azbusFxtT54XasbFgMFjlXdTra9bYmHgXQRAahfV6uderL4FAgGw2q6/npmmyuLi4q97F6/XqiebV3kUlEpw7d47FxUWWl5dJJpN61b4ae6lUorOzk/b2dl223+fzYVmW3k+9NvEu9/YV7yKArOgXdoGNeoqMjY2Ry+X0BX1hYYFcLqcn+Q3DoK2tjYmJCTweD16vV6+gSaVSJJNJenp66OnpIRKJ6Kwvt9vNkSNH6Ojo4NKlSzV7iaieV6dOnSIajVIoFGhvbycUChGPx4nH47q0S6lU0j1wKvsm+3w+fD6fDpwZhqEzzOLxOPl8Hsuy6OjowDRNSqUSDoeDEydOMDAwUFXiphkyyhSbjXUrr2V1lpoqX3f16lWWl5cxDIO+vj4ikQhPPPFEU71PgiDsLRvpy3d8x3fgdrv5+te/rlfEeDweOjo69OoSl8vFwsICfr9/jb6okvmHDh1aoy/9/f0kk0lee+21mn2qtqovmUxGGyqHw0GpVMLn8+lVPXa7Xa9yUfridDr1ClKn06mzlg8dOsTQ0JDWl/3uP7YV9lJbYMXQPPXUU5w7d65KWzweT9NkdguCsPds1g/xB3/wB0kkElXeRemL0+nE6/UyPz+vyy8rbbEsi1u3btHf3w9Q079spC8qSNPZ2alLavr9fj154nK5SCaTusRzNpvVPS1VkMw0Tdrb20mn05RKJa0jNpuN5eVl3f+ylncxTZO+vj7dGq2ZrpniXQRBaAT2y7vsdmwsnU5TKBT05IDdbsfhcODxeMhkMjidznVjY+FwmHK53BKxMfEugiA0Apt5l830RV2v1TVF6ctue5doNMr4+LhOhFbeRSUcX79+XScbFItFLMuiVCrhdrtxOBx6hX9bWxvJZJJMJqPvUwnLqhWzeJd7iHcRFDLRL+yIzXqKvOtd7+J973sfHR0dnDlzhvb2dq5cuaJ7WXZ3d5NOp3G73WSzWfx+vz6GyuRaWFjg2rVrTExM0N3dzcDAAG63m+npaaamptYVOnWhq+wpc+fOHQBdgqyzsxOHw0E2m8XhcGCz2XRPGJvNRiqVoqOjg5MnT3Lp0iUAstmsDqLF43FsNps2RQ6Hg+7ubnw+n87Gbpb+MJUMDQ0xPj5es4zMeq9nvezCWlloqi9PNBolGAzylre8Zc1EmiAIB5t69OUDH/gAvb29vPzyy7z++ut6It0wDA4fPszNmzdxu90AOlAGaDNx7tw50uk0MzMzjI6O6uvSiy++yJEjR/T+ldoCbElfEolEVeZxsVjUgbpIJKIDaalUCr/fj91uZ2hoiNnZWbxeL21tbTq41t3dXbXap9n0ZTvaArX1Zb0M54GBAV1ebnh4uGaihiAIB5d6+iGOjo7ykz/5k3zlK1/B5/Nx8eJFnXSlvAusBFEqvQusXOOz2SxXr14lFottSV8qgzRut5uhoSEcjnt2/cqVK3oyqNK7FAoF3U4gmUwSDAY5cuQI169fx+Px6F7KamW/WiVa6V1UAG51ec5mQbyLIAj7zX55F2BXY2OJRIJSqYTL5dI+xjAMcrkckUgE0zSJRqPA2tiY1+vVZZVbITYm3kUQhP2mHu8yODi4ob50dHTouReo1pfd9C6r9UV5l66uLi5dukQul1vjXYrFIna7XcfGPB4P8/PzVd5FJQ7Y7XaCwaBubSLeRbyLUI1M9As7YnXWUC6Xq8r8unz5Mo888gjvfOc7efzxx7l8+TKf/exn9YXG6XSSSqUIh8OYpolpmrqfzPLyMplMRveWBLhx4wbd3d2cOHECy7LWlGSpFLrVF7pIJML09LReta8oFosEAoGqPsg2m02XT47FYgwPD/Pggw8SjUZ1ycvu7m6Wl5dJp9MkEglsNhv9/f2EQiGGh4dxu90YhtGUmbimaTI2Nrbmy8R6r2ej7MLKfVd/PiKRCCdPntxS3xlBEA4GlfpS69qhelYpfXn++ef59Kc/jcPhIBQK4XQ6WVpa0ivoC4WC/h3g2rVrdHZ2Mjs7y+zsLJcvX2ZsbIxMJkNvb2/VWCq1pdYX6fX0RRmZysowSl9yuRyGYXDkyBGy2SzpdBq/3697jfl8Pl0us7u7m97eXkzTbGp92aq2wPr6UtmTrdbn46GHHhJtEQRhDfV6l9HRUQYGBtb1Lm1tbRiGQU9PD5OTk3rlIsD58+cZGBjYsr5spC2AXhFTy7uofUqlEolEgiNHjujJmErvksvl9D7KuwSDwapSwc2mLSDeRRCE/Wc3vYtlWdjtdh0bS6fTTE5OEolEqrTlscce4/Dhw0Sj0V2JjSnv4nA49ErKSu+Sz+cZGBjA6XRSKBS0voTDYYrFongXxLsIgrC71OtdTNNcV1/m5+e1d6kVG9st7wLV+qK8SygUwuPxkMvl9Mr9Su+i2pWdOnWK+fl5XdlGeZeFhQXdEsDr9Yp3uYt4F2E1MtEv7IjKi3o0GuXmzZtVF53nn3+ezs5OBgcHMU2TwcFBRkZGmJubY2Jigra2NtxuN6Ojo3R2dnLjxg0WFxe18KgglMKyLGZnZ8lkMjz11FM1x2RZFhMTE2suim63W2dJq8QBWLmIqhKYNptNr3xRVQfK5TKBQICTJ0+SSCTIZrPY7XampqYolUp6JY9hGKTTad7ylrdw8uTJps/EHRwcJBwO18wWq2Sz7MInnniC8fFx5ubm1nw+pqendV8yQRCESpS+1NKW6elpTNOs+rLa09PD8ePHefHFF0kmkwwODvLoo49y48YNkskkNpuNbDYLwOXLlzFNsyrgYlkWX//613nwwQf1qpNKlLYcP368bn1JpVK6nKXL5aJcLuNyuXTfs2w2y3vf+16y2SxLS0sUCgXu3LnD4uIi5XKZ9vZ2crkc6XQan8/HE088oVdeNqu+1KstsLG+LC4uYlkW8XhctEUQhLrZqnc5duwYTzzxBF/60pe4fv06brcb0zS1d1EVxyr1JRAIVF3T6tWXjbTFsiz8fr9eWbnau2QyGT05s5F3UaU829racDgcxONxDh06xOOPP044HG5abQHxLoIg7C9b8S6mafIt3/ItXLt2ja985SvMzs5y5MgRHn30UT2hMTc3RyaT0ccE1sTGXnnlFSzLYnh4uOaYthobS6VSVQnKq2NjmUyGY8eOcerUKebm5nQbGfEuK4h3EQRht9mKd1Gsjo0p75LJZGrGxnbLu0C1vijvAiv64nQ6sSyrpnfxeDy84x3vIBqN6tjY1atXdbK1aZrkcjlisRjt7e3iXRDvIqxFJvqFHaEuPrlcbs3FBFYu8CrT69y5c3z+859neXmZaDRKKpVifn6ehx56CMMwmJmZobu7m46ODq5du8by8rLOMlMJAQqn06n7iK0ml8tx4cIFenp6uH37NpFIRD9XlS6Zmpoil8sRCAQIBoN88pOfJJVKAfdW9KtyZT09PYTDYbq7uymXyxw6dIiXX36ZixcvAuDxePB6vXR1ddHT08P4+DhPP/00nZ2de/Ke309WT6TVolavMYVlWczPzzM6OspLL72kM8ZjsRjFYpHh4WFeeeUVUqkUlmU1tQEUBGF3UV/ka2mL6iWWTqdZWFjgmWee4Y033mB2dpZyuczCwgKFQoEjR45gGAaHDh0CoFAo8MYbb5DJZPSKSJ/Pp0uXFYtFXRpzNUpb0um0Ll9ZuV8tfenv7+f69evk83mtLWqCxuVyMTIygtPp1P2Xr169ytzcHFNTU8CKvvT09NDT04NlWaRSqZqJBs1GPdoCG+uLy+XC4XBw9uxZ0RZBEOpmK96lUl+mpqZIpVIsLy8TDoeBFc3o7OykUCiwsLDAm2++qcsY5/N5XC6XPm49+rKRd4lGo4yOjnLlypWa3kX1r9yKdxkZGWFgYIDl5WWOHTsm3gXxLoIgbJ96vYtpmrz44ot84hOfYHZ2FrvdTiqV4syZMzz00EOMjIzoFfqrvUut2Fgmk6mpLbD12Njx48d57rnn1o2N9ff361aayWRST/aId1lBvIsgCLvNdr1LZWwsk8mQSCRoa2tbExvLZrN6tbxqGwnb9y6woi+hUIje3l5eeukl3G43oVCIfD6vK9ZUeheXy8Xg4CCdnZ1ks1mCwSBnz55lfHycYrGo538ikQj9/f3iXSoQ7yJUIhP9wo5QPUWi0eiai47qlWJZFm+88QZf+tKXyOfzzM3N6b4qsJJdNDIywu3bt8nn89y+fZvbt28Ti8Ww2+1kMhmuX79OT08PHR0d9Pf343K5yOVyQHVZklQqRSKR4NChQzq49uyzzxKJROjp6dG9W8bGxkin09y6dUsH6wzD0Bc9QE/m2O12JiYmaG9vJ5lM8uqrr3Lz5k0SiQTFYhFYEdZAIKDLmL300ks8/fTT9+VvsN+s12us8nHTNDl16hSXL19mZmYGh8NBOBxmZmaGs2fPcuPGDU6dOkUul+O5557j0KFDjIyMiPgIwgFmaGiI5557bt2eVZFIhMuXL3P9+nWuXLnC7OysNg2BQACAubk5XC4XxWKRVCrFjRs3uHHjhu79tbi4qEswK32pXCmj9GVmZoa5uTmOHz+u9efKlSvk83m6u7t1lrOaiPF4PExPT+N0OnG73eTzeQCCwSCFQoFCoYDX66VQKHDp0iXe+c538ld/9VdcvHiRiYkJcrmc1pelpSUdLItGo7qqwEGgHn2pR1sALly4QEdHB6FQSMyNIBxg6vUuq/Wl0ruoFXmLi4vau6hE5nK5zNLSEgDhcFiviKxXX6C2dzlx4gTBYJDjx49z8+ZNPV7LsjAMQ+uLeJfNEe8iCMJeUI93mZiYoLOzk89+9rNV3qUyNmaaJuVyuaZ3qRUb83q9+jw7jY11dXXpyjGrY2OwUmL5zJkzHD16lOXlZSYmJsS7VCDeRRCE3Wa73qUyNqau6Wp1fDqd1vqirvnRaJR4PL7l2BjU1pZwOIzH42FsbEyX8vd4PLqSwOrYWDKZ5NKlSxw9epRPf/rTvPrqq3qyGla0JZVKMTo6imVZ4l1WPS7eRQCZ6Bd2iOopMj4+XnW/6pWiMrpUSbFYLIZlWZRKJVKpFKVSCbvdzszMDP39/UxOTpLL5XQ5/FQqRTqd1pPusCIufX19+vFkMonD4aBQKOjA16FDh4hGo0xPT+P1erl48SLXr1+nVCoxPDz8/2fvT4MjSfMzT+zx8DM8TiAicAOJvFFXZnVVdR3dJLunusWheMzQhuwZzWHctTVqxky3TGP6oC+S1kxmI5rGZLsrijay1YxpZ2dsVxySOySb7NZwqu/uqq6saiKzjjyQmcjAEUDc4RHhZ7i7PqD/b3oEAplAAnlFvD+ztMoEAogIB+p9/Pmf+MIXvsB2lVy7dg0XL16E7/vs9fd6PQiCAEEQUK1WUSgUsLa2hjt37rCKZ8dxmMgKgsACaufPn2cBvlHBNM0DR8kIgoDNzc2+/S+qqrKbAEpw0TWbmZkBsFc9WC6X0ev18Nd//dfodrtoNBrIZDIolUowTZPtm4mOIOJwOOOBrus4depU335ioF9f7ty5g3K5jGaz2bfji/Sl0WhgaWkJk5OTqNVqTF9oLYthGIjFYnAch40UcxwHm5ubEAQB29vbcF2XacvOzg48z4NhGCzRs729jWq1imQyia9+9avo9XrodDqoVCqYm5vD8vIytre3AQCu67KOHN/34fs+tre38Rd/8Re4ceMGKpUKPM/r0xfHcbC6uop4PH7gHrTnmYP0xTRN7Ozs4Pbt20O1hXaI5nK5odoShiHW1taQTCZRr9dRLpeRzWbx+uuvQ1VVri8czphyWO8yqC+D3oXG30e1xfd9NJtNOI6De/fuodPpYHp6GgBQr9cPrS8HeZd2uw0AMAwDL730EguOybKMIAjgui73Lj+HexcOh/OkOYx3MU0TP/3pTw/0LqIoolQq4YUXXhjqXYbFxjKZDG7fvn0isbGNjQ1MT0/vm0hD3oXGPn/44YfY2Nhgmse9y8HeBbifIOt0OlAUBZ1Oh3sXDodzKE7Su1ARcrvdhu/7yOVyaDab6PV6bJT+o8TGHuZdKDZWrVbR6XQA7I+NAcDNmzfx+eef46//+q9hGEaftgBArVbDvXv38MILL4ycdwEO1pfjehfSF9d1sbW1BVmW2fNwbRkteKKfc2wWFxfxla98Be+///6Bh87t27fZIW6aJprNZt/3KBaL8DyP7fVKpVLwPA+7u7twXReSJKHT6cD3fYRhCMdx8O677+LKlSsAgKmpKXieBwCYnp5GsVgEAFYF3Ww2EY/HYVkWNjc30Wg0cOnSJYRhyPbVfOELX8DOzg4cx0G9Xmfil0gkYBgGdnd3USqVIAgCE0UaNyMIAlzXxcbGBpaXlzExMfFEfwaPk42NjX27YEgIgL2biVKpBNd10Wq1YNs2YrEYXNeFbduYm5uDZVloNBpsPFytVkOxWES1WkUQBMjlcvjrv/5rpFIpNBoNTE1NsXF1NIKIV5hxOOPHmTNnYJomS+wO6sv29jbu3bvH9lY6jtOnL77v4969e1AUBaIoYmJiAvF4HDdv3kSn00EQBJBlGc1mk+0tnpqawu3bt7G5ublPW2gX5vLyMsrlMm7dusW0pVKpwDRNvP3221heXsbOzg4qlQouX74MRVHQ7Xaxu7sLRVFYNTPt4FxbW0MQBLAsC7Zts+eM7sNcX1/HxYsXR+osPEhfCoUCKpUK2/npui5+9rOfwbZtWJbFKsFpKsP8/Dymp6dhmiauX7+OWq2GIAiQTqchSRLa7TbCMESj0UAymWT6z/WFwxlPDuNdOp0O6vX6gd7FMAy4rot4PM7u+xVFQblcRqvV6vMuQRAgmUxieXn5ofoyMTHBJgQc5F2KxSIURcHrr7/OvcsQuHfhcDhPi4d5l52dHXz88ccHehdgLzYWj8eHepdhsbF8Po9XXnkF165dA3C82JjjOJiamkIikWCJH+oMTSaTcF0XjUYDtVoNrVaLJZJ6vV6fvnDv4uLatWvIZrNs1Rx5l3K5DAA4e/Ys0uk0bt++zQryNE0DsLeOgXsXDodDPMi7ANgXG6PCryiGYbCv0zQNqVQKsiyj0WgcKzb2IO/yxhtvIJ1OY2dnB91uFwsLC7Bte19sLB6PwzAMdDodbGxsoNfrwTRNpnOxWAyyLCMWi+H27ds4d+7cSHkX4MH6srm5OdS70DQGamwql8uYn59n/y4Wi2i32xBFEaqqYnd3l00/jeoL15bRgSf6OSfCxYsXsbW11XcgVSoVVuml6zq2traws7ODRqMBTdOgqirb/ZLNZrG7u8t2JUuSxA58AJAkiVUw5/N5SJKEWq2G5eVltFotWJaFdDqNTCYDWZZRrVbZDjMyTp1OB6IoIgxDfP755yiXyzh16hS2trZQr9ehaRoWFhawtbUF27ZZQoGqphVFgeu66HQ6rKoZAOug6fV6SCQSuHfvHl5++eUnd/EfI6Zp7hMaYG9k6QcffMB2TafTaVy5cgWtVgs7Ozuo1WoQBAGZTAY7OztIpVLY2trCtWvXkEgkAOzdiLRaLQiCANu2mZkURRG9Xg8LCwvsucZp3BuHw7kPjSmj84AgfZmcnESr1cLu7i4Mw0AQBEilUkxbkskkRFFEuVxmZ4+maWzfsaZpLKgliiJmZ2dZ9fLExMRQbQnDELu7u6yimrQF2Augff/730epVIJhGNja2kKz2YSmaWi1WgDAOvabzSYSiQTryOx2u+y/sVgMgiDA931WxdxqteC6LpaWlp7ItX/cHKQvtm3jm9/8Ji5dugRVVZFOp/H9738fu7u7rDCC7gUWFxextbWFGzduYGpqio0NpXGlrVYL7XYbmUwGoihC13UWdFRVlesLhzPGPMy7TE5OolKpYG1tbah3SSQSaDabrJAMAGRZZn+Pepd4PI5MJoPJyUnEYrED9aXX6+HOnTus+/Gw3mVnZ4d1yNi2jU6ng06nw7pyKAnDvQv3LhwO5/HyMO9y6dIl1gFJXXjDYmMHeRegX1/OnDmDdruNUql0orEx2pvcaDTgui5c10W73YYkSXBdF57nwTRNeJ7Hdi4D4N7l594lqi8UV0yn00gmk+ya3r17F9lslnVgdrtdJJNJrK6usp+dKIpYW1vj3oXD4Qz1LsD+2FipVGJrYNLpdJ93MQyDxZ+A48fGHuRdyFPF4/E+70KfB+7HxqgwIZFIwDRNVqDsOA5kWUYYhizOI8vySHkX4HD6MqgtVFiuaRoymQzzLp988gn7GdE1M00TiUSiz7sMxsa4towGPNHPORFolAwdTI7jsEP99OnTaLfb+OEPf8j2hNHYL9onpmkaGzVC9Ho9FpwPggBBEEDXddbtv7m5ieXlZeTzeQBgY5oty8L29jYzHdFRYfR8nU6HJQsURUGtVoMsy6jX6+h0OqzLhUYDU8JfEAQ4jgNBECBJEsIwRBiGzGiFYYjZ2VlcvXoVgiA896NPisXi0B1zAJjRLBQKMAwD6XQat27dQqfTQbfbBbAXEPM8j3VEtVotNBoNTExMwDAMWJYFURTRbDah6zp832e7eYrFIlKpFBzHYQaRV5dxOOPFoLYAYPpy+vRpljCnbhIKPFFgTFVV5PN5KIrCdoEBe53yi4uLTCMURUGhUEAsFkOr1YIsy1heXgYAliipVqusUpnONmAvYSJJElRVZcVgt27dgqIoMAwDrVYL8Xgc9+7dg6qq7LWKosi6PhRFYUl+MmKke8BeV4cgCOh2u6jVaiNxFh6kL7R7rlKpoFAooFarwfd9GIbBCu9UVWVjsHu9HrsuVGVuWRZ832cdVTMzM4jH41BVFbIs49q1a5iYmICqqpicnHwK757D4TxtHuZdSF8O8i6qqu7rJOl2u9B1Hbqus0S6ruuYnJyEIAhYX1/H1NQU8y6kLzs7O7hz5w7q9TqCIEA8Hofneej1epAkCbIs93mXeDzOAmLtdpvddwNgYzfb7Tbr9KCuD+5djuddqJBCEARW/EH3HNy7cDgc4OHeRVVV5HI5dn67rrtPX+LxONLpNMrlMtuPLIoiu2cVBAGxWAzpdJp5l5OOjVEMTBRFdk8N7BUykXehjktaHxNdhTnO3mVQXwzDAADWxWqaJoIgQK/XQ6vVQiKRgOu6CIIAtVqN6UqhUEA8HocgCPjkk08wPT3N9YXDGWMOGxujIizDMFhRL7DnXbLZLARBgCzL7Ps+SmzsYd6Fpth8/vnniMfjfd5FVVVsb2+z1xD1LlQoRv8d9C6U/M/n8yPjXYCH68vW1laftpimyQqQFUWBIAhsEgPFIKenp1lsjIr9Br1LNDbGtWU04Il+zomxuLiIXC6HYrGITz/9FLOzsygUCgCAu3fv4vz58/joo4/YDX8sFoNhGLhw4QLrgmi326zTgsaJiKLIqlzj8TirKPZ9HxMTE8hkMmi1WjAMA7VajQkbVRDTGBjqvKGRLzRqLPoc5XIZpmlCkiQ23hLYE09Jkliyn0bHUJe/IAhsJOf58+dHZqzWg/apOY4DAKwSfWNjAwDYGBkSZxpRJkkSer0egiBAs9mEZVlwHIf9DFzXZV1OkiTh+vXrSCaTkGUZqqrivffe43tjOJwxJKottPvw0qVLAPa0ZW5uDo7jsJFjnueh1WphdnYWuq6jUChAlmUYhsHMguu6qFar7DmCIIAoirAsCwD69IX2kHW7XWxvb8OyLLTbbfR6PciyjGQy2XcDLUkSyuUyCoUCPM9jwbtut8u6aKhjH7h/llKARxAEaJrGui8lSUI2m0WhUMD09PRIaAtwsL7Q9aDx2fTHtm2YpsmSZ2EYot1uI5fLodfrwXVd1Ot1iKLIuld934cgCNja2kI+n4coiqxziooogL3uK64tHM748TDvMjc3h1KphHq93uddZmZmoOv6Pu/i+z4KhQLTkiAIEIYhK2au1+vsuUlfPvvsMzQaDeZdTNNELBZDMplEIpGAZVl9k2HIe0T1pVKpsGIAgp6XzksqSuPepd+7kGaQJ6GR0/F4vM+7UJKfxohGpyLkcjkkEgnuXTgcDoCDvQslPqrVKlZWVvrGJYuiCMMwcPHiRUxOTrIxxg+KjR3kXU4iNtZut5nfia4UA/q9CyVgqGgZwNh7l8HYGI3hp7WhiUQCvu8z70cJLgBMny3LYmtNVVXFT37yE3zhC1/g+sLhjDmHiY2Vy2UYhsEmRg7GxrLZLOvsfpTY2GG8i2VZLG8jy/I+79JqtVhsJgo1W0b1iBpqqEDh3LlzmJycHBnvAjxcX3Z2dhCGIfMutm0zjaaOffIuVEhGsTGKkQ7zLkEQsNgY15bRgCf6OSeKrutYWVlhVWAAsLm5yXZ6UeIjDEN4nodkMsl2FYdhiLNnz6LRaLBD+saNGyzoMjk5yUZOAsD8/DzK5TJkWUa5XEYymWSfo6pi2mEGgBkr0zSRSqUQi8VgmiZ0XWddfuVyGb7vw/d9qKoK27ZZMIfGy9B4RloxIMsydF1HLpeDKIosQDgKY7UeJJbRXUCtVgutVgvb29usqxbYqzanACONGiNxj5pGEnJKgkmShEQigWq1irm5ORQKhZEScQ6HczRIWwDg448/xtbWFtOWTCaDhYUFNBoNlnBPJpNQVRWJRALdbheyLGNubg4zMzOsq6VarcL3fcRiMbY2hojqi2VZmJycxNbWFlRVZR2QVB1NgRsKvHmeh3g8jmazybp21tbWWAUyJfjpnKSPy7LMdpABYK9f13Vks1mEYcjOwuddW4CD9YW0JRoMperkaKAMAAuMRScfkJEknQ7DEJZlsfsEKjZbXFyEIAgoFApcWzicMeZB3gXYG3M5OTnJilcVRWEfG/Qu0c6UVCrFCsAISZIwPz+Pra2tvgI04P7ZB4AFY+gcpHOMXt8wfaGpNfRYKkqmfZvcu+z3Lq7rYnd3l/0dAFubQ91JpPcUoKTEFl1b0zTR6/VYcJN7Fw6HAwz3LsD97rxkMon5+Xl2xgRBgHQ6DVVVWTzlacbGXNdFo9FgsbFYLMaKaMm7UJEAABbv0TRt7L3LYGyMfr7AnnexbZt1qQ7GxmiCQxAEqNfrUFUVGxsbOHXqFFqtFgqFAtcXDmfMeVhsbG5ujhUiD4uNua77yLGxw3oXQRDQbrfZ+TTMu/R6PdZIGd05L4oiNE1jDYSCIEDXdUiShFwux3QGGA3vAjxcXwD0eZdGo8E8IrDnX6LeBbgfG3MchxWVDXqXWCzGplpzbRkNeKKf81igA8FxHBSLRZRKJWY4crkc+1yn00Gz2UQul4Nt28hkMnjhhRcwNTUF27ahqirK5TK7MS6XywD29sNMT0/DNE1sb2+j1+uxccokAMBeoI6CX41GA4qisKkAtAvN931IkoRqtcq69KmyLDrukgSHKtWoGEBRFCSTSUiSxMaxEQ/qKnkeoB1zw0bIFAoFCILApiCUy+W+0aHRPW1kWuhmgQwjPSa6n8c0TSSTSViWhY2NDbzwwgvsmo6KiHM4nEeH9MUwDFSrVZbEzefzsCyLrXyxbRubm5uYnp6GJEnIZDI4deoU3nrrLXz++edMX6gTnBjUl7m5OWxtbbFOlampKUiShEqlwiqVqTiJRpnlcjk4joN0Og3TNFknKI3Koj9kpqiALB6PQ9M01qVDHTeD+vK8awtwsL4UCgWUSiUUCgVUKhU2fiyaxALud8palsWmxgRBwExmGIasEpyCkzSCdGdnB6dOncKrr77K911yOBwA/QEWwzCws7ODe/fuAdgbb5xMJpl3MQyDdXgPepdr167hpZdewvb2Nur1OvMuwN5KAF3XMTU1hY2NDQRBwCaWUZdKsVhk6wIoYBOPx1lXDRHVF0rgt9vtvr2bpC8UtAP2Ej6SJI29d/E8D41GA41Gg30+6kto0pgoiqxwmfQl+lgKVNLkHu5dOBzOIA+KjVGhFekL7VUm7/K0YmOtVgsAoCgK8zdU8BSLxRCGISsa0zQNhmGw7zfu3mUwNhbVCwDsGtLUGGqMoek7AFjyq9FoIJlMol6vo9ls4s033+T6wuFwGMNiY/V6HfF4HLFYbGhsLJ/PY2trC++8886RY2OqqqLX67HYGMXKqIu/UqmwnMogg7ExWq9JI/8pGU2rkmmSDRWVpVIpSJKEfD6PdDrNvu846MvMzAwqlQrzLoO5lGHehfSe9CWqRdQg1Ww20Wg0kMlkuLaMCLGn/QI4o8nS0hKq1SquXr2KZrOJ3d1dtNtt1Go1qKrKxocAYNXD09PTAIDV1VU0m0288MIL+PVf/3XMzs5ClmXE43E2uiqTyQDYG3sZj8eh6zrrVEmlUiw4NjExgSAI0O120Wg0EAQBEokEMpkMpqen2UFGlba9Xg+2be8bK0/BHUpEW5YFVVXZ7jJKQszPz/ddh+e9Aop2AFEHKrBnQjc3N1k3UyaTYdcEuD+SmgJfVKEMgCWz6ONRQxPdMUTjeZaWltBqtdi4GmA0RJzD4Tw6pC/r6+uo1+t9+iKKIhtfTB0RUX35/ve/j3q9jmw2i6997Ws4deoUpqamMDMzA0EQ+vQlm83i7NmzME2TdXFOTU2x8ZS6rqPT6bD9WBREm52dRTabRTKZZGMzgb2gDnX8UzcMnZM01swwDFZURvswu90uwjDE6dOn2TV43rUFOFhfKpUKzp07h0qlgnQ6zfawURKMrhldPxo3RnpC2h01NNQtRaY0nU5D13VmHgGuLRzOuLO0tARBEFCpVLC+vo7NzU0WtKJ72WHeRZZl3Lt3D7Zt49SpU1hZWWFeI51OI5VKIQgCLCwssDNHEIS+84f8SyaTQSqVYp0tNMmEEj5TU1NIp9N9+kJdmu12m00iA9B3H07eRlEUSJIEz/NQq9XQarXGwrsAYPs8KalF+6uBvZ8nFXXTNSMdURSFaQtNpRv0LtRhG4Yh9y4cDmcfz0psLJPJwPM8dLtdtFotlkgZFhsD7jdh2Lbdl4yOnpPNZpMVIVCn4Lh7l2hsjPwheRe6bvQ5SrhQvIy0JeprKDaWSqX67h0Ari8czrgzLDZGE8Vs294XG4vH42wC4qPExjqdDnzfZ7ExaoSkzvB2u81iY+l0mv05KDYWbeag+3BKQtOUGfIulHehlcrEOOgLgD7vQrEx8qiD3oViX9EmmEHvQo1GZ86c4d5lhOAd/ZzHDhkK0zTZfsh0Os0MRy6XY8mT9fV1hGGIq1evYn19HQAwOTmJRqOB3d1dTE9P4/z58zBNE7VajY2bEUUR1WoV9Xodvu+j2+2yfTRkdoC9G+dUKoUXXngBpmni+vXrrIqJxDBqtKI34gDYaBmqivI8j+26zGQyuHLlChvDJggClpaWnvj1PmmiO4Du3LmDSqWCQqHAAp6KomB6ehqKokCWZba7MlpZRkUS6XSaXefofuRoZRn98TyPjTSrVCpYWFgAMBoizuFwjk82m0WlUmG7D6ljkaqLs9lsX3J+fX0dkiThj/7oj5DL5dh+4t3dXUiShAsXLrBAPe3IrNfryOfzANCnL81mE67rsrGZtNvsrbfewtLSEu7cuYPbt2/Dtm1WpUyTYkhXKGAmCAIL8NB0GVVVIQgC6+KMx+O4ffs25ubmoGnaSGgLcLC+qKoKXddRqVQwNTUFTdOYpkernKlymUbS0ci5wQrn6PqdIAgwOTnJpjJwbeFwOMDeGXDhwgX89Kc/3eddstksK/IFwLxLOp1Gq9VCuVyGZVm4fv06S4I0Gg1sbW1henqa+Q7yLjTWONrx4vs+NjY20O12oaoqmxpG3ZTnz59HNpuF53lMX8ivAHvrYGisfPQcjCYPDMNg3oUK495///2R9i7R3dS0A3l+fh63bt0CALaqjTQZALuGNJknuleUiOoLBU+5d+FwOA/jacXGqMM/mUyyRIJt2zh79ixWVlZQLBbx6aefwvM8dDodFvCnJEF0ahZNOen1eojFYqjX60gkEty7/Ny75HI5pi2UFCOi4/oTiQT7PHlCegwA9vsBgHnJqLYAXF84HM4ew2JjExMTbK1KLpdj62HIuzxKbKxQKPR5l263y5LCqVSKeRcAeOWVV+B5HgRBGBobcxyH3X9H78PJu1BsjKaRUYGC53n4/PPPkc/nx0pfBr1LNDEf9S6apkEUxYd6F/oa7l1GC57o55wIpmmyYIqu67AsC/l8HqlUCjdu3GAHfTweR6/XQ6lUgm3biMfj6HQ6bI+VbdssUHXmzBmYpolOp4NyuYxUKgXP8yDLMku8lEolnDp1Cuvr62wEY6fTYV38nU6HjfSdmZlhI8k0TYPv+6yamhLRNOYkWk0WDfoIgsCCOVQ1paoqExjaZ1IoFPDWW2+NzOGo6zobJRM1FgBYdfErr7yCH//4x33JqygkMmRWBomKTr1ex9TUFCqVCjKZDBOwUQlAcjicw3OQvtD4MTqXaR9YpVJBIpFgY9p7vR7W1tZYZTEF1FqtVp++5PN5tmcSAD799FOcOnUKt27dQqfTQaPRgOu6rBiMxlzS+DBN07Czs4MXX3wR1WoVW1tb7Dykm2kqCBjUFuD+iEaqtKXvTR02u7u72Nrawm/91m+NjLYAB+uLqqpYWFjA4uIi5ufncf36dWb6ooGwaGEYGZZB6HFUFNDpdFgVOX0/ri0czngxqC1LS0sIggCXLl0a6l1oVH82m0Wn02H+hfTFcRxcvHgRAFCr1XDv3j2Iosj2I0a9C3V+0/hkAGyaWKvVYhqQSqXYnsxOp4N33nkHf/zHf4zNzU1WNBvt6Bjs1gD2zj8KyA3zLt1ud2S9y8rKCkzTxHvvvcd+nsCevpw7dw4XL17EtWvXYBgGgPvaQnrc6/XQ7XYhCAL7WJSod+l2u/B9H6VSiXsXDmfMOWpsbHNzE51Oh/kX27ZRLpdZk4miKNA0bZ93OWxsrNfrsZjXYGzMNE1ks1ncunUL9XodhmGwomQqCKPJNoOrS8iD0apGGqs87t6lWCzihRdewA9/+EOmyYOxMUrIkDcEsE+7KR7ZbDaxsLCARqPBCtYAri8czjhylNgYdcFTUREAaJqG7e3tI8XGPM/D+++/j/Pnz+/zLsDe7njf99nERPIuOzs7+MIXvoDvfve72Nzc7Ju6SMXTpC2D5x9NCqZmGFmWMTk5iUQigSAIxlJfyLt8+umnrDhwmHehBtZhRL2L67pwHId7lxGDJ/o5x2ZjYwOrq6uwbRuVSgWO42B3dxenTp1CPp+H4zi4dOkS1tbWWPK90+mwyq9YLIZGowHf95HNZpFIJNBoNPDhhx8ik8mwvYe1Wo0d4MvLy7AsC+12mwW77ty5A9u22fcl8ZEkCYIgYGdnB5OTk5iYmMD6+jpLwlAXB1XMuq7LTEy065ygzkAyXbquI51OI5FIIJVKIZvN4syZM/sS4s87xWJxaAKFxGBnZweWZTGxiT6WRIbWJwz7PgCY6EuSxHbOxeNxnDp1CoIg4NVXXx0pEedwOA/mIH2ZnZ1FtVrF8vIypqam8Pnnn6PdbqPdbrNkCZ0nm5ubSCaTSCQSME2TjTWLx+NoNBpoNpuoVCpwXRcvvvgiZFmGYRhot9u4fv06Wq0WGo0GHMdhHTG0V4wCcKQv6XQaf/Znf4bNzU32edIXKiKL7l8k6OO+77MRwhMTE0in01AUBaqqYmJiAoVCYeS0BXiwvtDPnnZOR/WFDGB0JcJBRDX+1q1bUBSFawuHM6aQttBYXNKXeDyOZDI51LtEO/NoddeNGzfYPmLbtvHpp5+yKS2maaLX6/XpC2nQ9PQ0KpUKarUams0mgL1RyaVSiXXch2GIer0O0zSZHnzrW99CpVJhCQJKHpCXodVZBAV/DvIupC+j6l2A4friOA7ziZ1OZ6j+kL50Oh22NmYY9LWiKKLb7eLGjRuIxWJcXzicMeWosbFarcY67yk5v7m5ycYdS5KEjY0NtFqtfd4lk8kgmUxidnaWeZdhsbFms8lGNw/GxtLpNN577z0YhgHLsvp2JdNaEurojxLtvCR90XUdhUJh7L0LANy7d4/FFYfFxmiFQnQCzyCk8ZIkoVgsQpZltlaB6wuHM348jdiYaZool8sQBAF3795Fq9Xq8y6VSgW2bbOGi0Hv8sMf/pAl+aNj5Kn5BRied6HYmCiKiMViyGazyOfzY6sv5F10XUe32x3q96hxtd1us9jjMKLepd1u4/PPP+feZYTgiX7OsTBNE6urqyiXy2y0GAA0m03cvXsXFy9eRBiGkGUZhUIBhmGgWq2yQFkQBFAUhe0no9EyNN6dKlaDIEAikWAj+ev1OmRZhqZprNsyFoshlUqxPcfxeBxBELDxZIIgwDRNVCoV9Ho9bGxsMEGiLv2o+NDHogyOAaaP2baNQqGAfD6Pubm5Aw/U55lhO1pojymZVLp5IAavQ3RvzDAEQWDX1bIsbG1tQRRF/P2///fx1a9+lYsNhzNGPEhfVldXWcBM13XMz8/jo48+Yp2QZAyomIt2UPq+z8b3qqqKRqMBRVGQSCRQq9VYIE6WZdi2jTt37iCRSCAejyMej7PvSZ01mqax10ujgQ3DYHviaQxWEATMYD0oWUDVyxQw6/V6yGQymJ2dRT6fZ5XPo8ZB+nLr1i0WsBymL6TtAIYGIaPEYjE29q1er+Pjjz/GF7/4Rfzar/3aSBpEDoczHNIWGlEY1ZdarcbWfmUymX3eJbq2q1KpsKS5KIoQRRHb29vsHLJtG5qmIR6Po1arYWtrC4IgYGpqCqVSCbdu3YIsy5iamoJlWWzMZtQPkZZZloX19XUYhgHTNFlRLHX70cj+QaIfG+Zd8vk8JicnsbS0NJLeBdivL/Qzbzab2NjYgCiK+1a+0PWNdsc8qJCM9MXzPDSbTXzyySf4m3/zb+Ltt99mnbYcDmf0OWpsrNFoYGdnh531dC9LMZPFxUU2iWqYdzEMA7u7u1hYWICu6wfGxnq9HjRNY6OZ6d651WqxeBxN3KTYWHRU/8MKnaKxs3H3LhQbazabQ7tUiai+HARpC00HunHjBi5evIhcLscTMRzOmHHY2Jgsy8hkMtje3ka73WZJ9egkREVRkEql2DTlVquFVCqFVquFWCy2z7vMz8/jzp07LDaWSqUQBAEsy4IgCFBVFclkksW+ot6lVqvBtm02gYymKT/o3preGxVXU2ws6l3GSV+i2rK7uwsAQ/MqpN30s35YbIyKAWq1Gn72s59x7zIi8EQ/51gUi0XYtt0nNMDe7rFGo4HPPvsMZ8+eZR32ruuym17P86DrOhstQyaGxlPS4dTtdlnVlq7rbAzMzZs3YRhG32Op4y+6M5nGKwP3uzZs22adNtFRv9HD8mHJmGjAjN6zIAgoFAojedM9+J4cx2E/93K5zD5PpiWagIleswcFyujxtIeZfh5//ud/jlwuh7feeusxvTsOh/Os8SB96fV6uHfvHjKZDBtfRoVgNGKM9tx7nscSMrIss0IzKgpwXZftLdM0Dbdv30atVkOpVGJ74am4zHVddobRfwVBYGOv2u12X0HTYMHYg262o9pDK07o76QvZ86cObkL/AxxkL7QPtEH6QtxGDND3btkaj766CNYloVf+7Vf4/rC4YwJ1CURvY8l0uk01tbW2IjjqHeJBqnoDCLvkslkUCqV2GQrGvcuiiKSySSSySQ8z0OtVtvnXba3t6Hret8Kmk6nwzyS67qo1+t9e+LpvnrYqP5hRO/Bo8l+QRBYQcMoehegX18GvQvpAo2epp/roL5E1+0cRBAEsG0boigil8vhu9/9LhRFwde//nUsLi4+lvfG4XCeLY4aG6PiLerwlmWZTXQxTZN13R/kXSg2Vi6X0el0sLa2xh4TjY1F9/G6rgtJkphfoeljpmmyx0XHzT/o3hro7wykx4+zdyF9icfj7BoOi43R5LfDXF/btgHs+aD19XV861vfgiiK3LtwOGPEYWJjwN4U3Xq9Dsuy0Gw2IYoiEokEJEliSfZmswlJklhzShAErCiAppuRd+l2u6hWqyw2RpMUaUqYJEmsuSaRSOzzLlQMEI2NPaj5haBzM7r+N+pdxkVfotpCOh1dm0O6Qv6OPn9Y70JTeYIgwF/91V9x7zIC8EQ/51hQh/zgAUL7U9bW1nDjxg02wmp3d5cZGbq5VRQF8XicBctoVwhVe9E+lk6nA0mSoGkaGo0G7ty5w7oq2+02E6l2u90nBKZpMiMjSRIsy2Lfkw424OHd5lHo66j75vTp0xAEAadPn4amaSO5z4T2xND1if7cq9UqM5z0s44am8EumYOgICT9/GKxGFzXRbfbxTe/+U2cPXuWV5dxOGPCg/Qll8uhWCzixo0baDabqNfrrCiMAmW+7zPzQSaDOlfoBph2ZHa7XczNzcGyLGxsbLDJL3Smkb6QntBromCaqqp9XYDRSlpKzDyoyClKGIYsCTQ5OYmFhQUoioIzZ86w/c+jxkH6QnvlXNeFKIpMr6O/E5S4etj1Jd2mRJ0oimwSDdcXDmd8oC6JYfoCAIqioFwuY3t7G8lkEru7uyz5EfUuNCGk0+mgVquxcbrkXSiB4vs+67ykDnJJktBsNlmAxjAMFqihgBsVvZK+UBBmsOPzKNoS9S4TExPI5XK4ePHiyHoXoF9foj/zSqWCVqvFRmAC/d4FuN9JdJhCCnoM/Y50Oh3cvXsXH3zwAXK53MgWUnA4nPscNTZWrVZZzIvODlVVWWys2WyyRO+gd4nGxur1Oq5duwZFUaAoyr7YGN1Dk2bRKGR6brovjurLYZLQBHVvdrvdfUn+cfMuwP3YGN0LAP3ehRpaHqbfpNvUeRkEAStA5N6FwxkvDtIXANA0DTs7O+h0Okgmk6hUKmi322wNFU0rizZZUtIYuN9opygKO5toojJ9LzqLOp0O6653XbevaHYwNhYEAYvLRWNjh0lCA/fvr0m3yLuMU2ws+jOn9dWUAyNIU4D7E9wOWwROPyNRFFGtVrl3GQH2zybncI6AruvMqERptVqo1+uYn59Ht9uFaZq4d+8eu1mlQ4eqvwDAdV00Gg022qXVasFxHCSTSaTTaQB7HZq+72NtbY2JCgBW5UoB/zAMkUgkWBEB7QwDgFQqhcnJSTZW5igdMVHCcG/FgOu6rPIawMiO0dJ1HZcvX2aBSPq5R/dPa5rW1ylE1/Qwo2MIqjT3fZ910JbLZTSbTfz0pz99fG+Qw+E8UzxIXzzPY4kTSvJTYpgSIoMd96VSCa1WC51Oh+1EpP2XiUQCjuOgXq+jUqnANE1mdEhfaHwljToTRRGqqjIDpaoqZmZm+pL+pHeHTcQA989ACpZ1Oh3Mz8/j61//+khqC3CwvpAxJeMZ1ZdoYuUw15cS/ZSEo2p2MqRcXzic8YDO0UF9abVaWF9fZ5PDHMfB1tYWO4OixVx0ttM45VKpBMdxmHehRDp16VNhERUZUEKHAl8UVKMEj67rbHJALBZDJpPB5OQkK1KOnnlH9S7dbheWZSGXyyGVSgEYXe8C9OsL/cw9z0Or1WK+hSYAAehLdAGH0xdKxPV6PeZdms0m23NaLBYf3xvkcDjPDEeNjQH3EywAWOId2NOocrmMra0tOI6zz7sA/bEx0zTZVLPB2BiwFwOjQoFYLIZEIgEAmJ2dhaIofaPkH9acMQh1DxqGwQoRAODFF18cC20BhsfG4vF4Xwdr9M9hGowohmbbNivI8DyPTT3j3oXDGR+G6Qt5FyryIu8SbY6g2JhlWQDA4iE7OzswDAONRgOO40AQBKTTaaRSKeZdOp0Oi41R0yRBWkE5F1VVoWkai43puo5CoTA0NnbYIjJ6D47jwDRNZDIZBEEwVrGx6M88OjEu6l2i+RaagvAworGx6Pox7l2ef3hHP+dYLC0t9e1FobGU9+7dgyRJmJ+fh+/7+Oyzz/oSuJ7nQVVVdrBEBYPG6pMJAYBsNou5uTl2qKVSKXS7XWia1jeaRJZlJiAAmImhf8uyjHQ6DUmSWOUZicxRxAa4v0+equcuXbrEighGlcXFReRyOdy4cQN3795l3ZG0bzQMQ2iaxkaXRq/pYc0iFQdQAJR20JXLZezs7Dyut8bhcJ4xHqYvS0tLuHXrFkvckp5EO7/r9TrbNxkdUykIAjRNYzsyo92XqVSKGZbd3V2mL7FYjO23pLOfJpkIgoB4PI6pqSm254y6Mh+0e3EYdMOeSCSQSCTY+PpR1hZguL5kMhmoqsqm/GiaxhJl0Ukxh4V+Hp1OB+l0Grlcjq2eaTQaj+V9cTicZwvqkiB9GeZdJiYm0Gg0WIFXtGDLcRy2l5KgRC+dR9lsFtPT09B1HZIksQBYIpFg3iU6ISDqS8IwhK7rTK+CIGDFy91uF4Zh7HtNh4WeM5FIoFKpQFXVkfcuwH19cV0Xu7u7qNfrmJqaQrvdZgXbvV4PrusCOLq+0OM8z4PrukgkEkxfFhYWhu5y5nA4o8dRY2PRImX6um63i3q9DkEQIEkSK2aWJImteUmn0/tiY1QsRiOVB2NjgwXKNOGSEjPVapXFxg475RIAG0lPhW3xeBytVgszMzMol8swTXNkkzEPio2tr68z7zjoXYDDxx7pe5KfzOVyCMOQx8Y4nDFjUF9M08Ta2hrzEfl8Htvb2/u8SzSW1Ww22b0uFRRTgfL8/DxbZ5nNZiHLMtrtNpuiTET1hb4HrQeINmtks1koisImNx8nNkb61Wg08MUvfhG5XG7svAuwN7lB0zTm4ch/RqeRPUpszDTNvtgY9y7PN7yjn3MsdF3H1772NQiCwKrJNjc3WfDrk08+we7uLiRJYnvEaCwI7VPudDpsVwyN7addMMDeuP+NjQ20Wi1MT08jHo8D2BO2VquFRqPBighs24Ysy0xkYrEYut0uG+1MFcaNRoONzqQ9ZEeFRp5JkgRBEFCpVABg5CufarUatra2MDc3B1mWUS6XYRgGq1imvWyUEHsUBseLOo7DjDCHwxkPHqYvGxsbrGNFURTW7UiJ9k6nw0bte54H27Zh2zYzGYZhoFQqYWNjA+12mxWBua7LRiP6vg/XdeG6LhzHgaqqSCaTCIKAVRYbhgHDMJjGAWAm7FG0hYJlsiwjFoshlUrh+vXruHHjxgld2WeXQX2hIodoJbiiKH0VzEeFDBGtAwjDEK1WCxMTEyf8bjgczrMIdUlMTU3BMIx92vL555+zwp9B70JdlZ1OhxWX+b7PPA3taC+Xy8y7pNNpTExMQBRF5l1arRZbZea6LiuUpQIA13XR6XTYfktVVZHJZFjXBe1BPkowB7ivL+PmXYA9faHxlIPXjgKh8Xicdb8eFUqQdbtd1mVLExRGNcnF4XD6OWpsLJlMQlVVBEHAfIvjOKzhgTyI53lwHAeGYaBarbLVI9HYGCUDHhQbA/ZG/9JENJpgY1kWdF3fNzHrMNDKE0r0e56HVCqFGzduwLbtkdeXg2JjqVSKac1xvQuwl/B3HKdvuhmPjXE448Ogvnz++edot9tMXyqVCvu7oiiYmJiAoigsNmYYBouF+b7PYln073K5jEqlgo2NDZimiWQyyaZkttvtod5FVVW2tpIaNg3DYLkc8i7HjY0BGHvvQhMVbNtmsTEArJj8USGvQlrFvcvzD+/o5xybCxcu4Ld+67fwL/7Fv4CmaSw5sru7i2QyCcdxUKvV2I4xCmAB6Ns3RqJBo2VisRhs24amaSxZ/9lnn7FdmKZpIhaLsSAbBb08z0MymcTCwgLq9Trq9Trba0XBOV3X2Qhm2ol2VFNDHeuWZbHR0DTWZlQxTROrq6tM1JeXl1GtVhGPxxGGIbLZLLsejxKAjEKGEQCazSY0TcO5c+dO6q1wOJznANKX3//932dJFTI3iqLAtm10Oh1YlsWqgymR77ou6zKJTm8hPaBCsHg8jmKxCN/3sbOzw1YDKIrSZ34omaNpGtLpNHZ3d5lmaZqGcrkMAGylQHQ31lG6LknPLMtiARzXdXHnzh184QtfOMnL+0xxkL6kUim2y9pxnL49b48C3WMAQLlcRiqVQq/Xw5tvvnmSb4fD4TzDLC4uIh6P48aNG2xsJXkX6nhstVpoNptMO6Jj36PehcZQkpdwHAfxeBydTgflchnxeBzXr1/H1tYWG31JATFFUVjhmCAImJiYQK/XQ7PZ7NO0zc1NZLNZpNNpthuTzrGjBM3o7Bwn7wLc15eotui63jc5ge4djpOIAcB+vs1mk01xWFpaOqF3wuFwnnUe5l0sy2KxscHxyjQVcdC7kKdwXRftdhupVAqGYbDYmGmaLNZG+48Jz/OQzWYxOTmJWq3GRstTwsSyLJY0oNH/R50YQ97Ftm2mleOgLw+KjQFAOp1GpVJhunBc7xIEAfMukiTx2BiHM2ZE9YWmJUuShFarxSbAUMNcdEou5UkA9MXqqcAY2Csm6na7EEUR6+vrKBaL2N3dRa/XY7pBxcekV77vs2aJqKaJoojNzU24rsviZicVGxsHbQH2e5f19XVks1lWKEjTd46bdyF9If+p6zr3Ls85PNHPORFUVcWlS5ewurqKeDyOarUKVVVRrVbRaDTQbrf7xrhEoX9TwoR2ipAoCYKAZDLJDp5KpcJ2SlLHTVTkNE1Du91mHXs0kpk6OjVNYx2Cvu+zIA/tvjpswIwOVurqkWUZjuOMdOVTsVjsE5FCoYAvf/nL+NGPfoR6vY579+6xZP9JjEGmyvQwDHH27Fk0m01cv34dS0tLI32dORzOfer1OiYnJ9kN6MbGBlRVZaMta7UaO7vJqNB44uiuKuB+gRbpi67rbFz/3bt32T7FXq+HRqPBCs6Avcpo3/dRKpXY7kUqUKMCgFKpBF3XYds2q2Cmzx91TJnruqjVamw386hzkL5sbm5ClmUoioJCodBXJf6okDktlUoQBAG/+Zu/2Zf44XA4o0+1WsXMzAwMw0C73Ua5XGZTpBqNBhqNBjtrojsQo0S76cgXUPCKRixXq1Xs7Oyw8ciGYbBEDE0AkCQJtm2jVCqx8csUoKORy5VKhY1hpqlZVIB2lGQ/rS8ZF+8C9OvLoHdpt9usa4mKyh4VGmdaq9VY8QcVE3LvwuGMDw/yLjs7O2wnctSjkIcB9hIb0d3upDW9Xo9NHhFFkXX402SAer3O4miUuFdVFbVajRU/S5LUN+nMtm1W9KooCiRJYpp0FO9CSaB2u41arYbJycmR15eDvMu3v/1tNn2nUCiwbtjjQIWE5F2+9KUvsY7cUb7GHA6nH9IXwzBQqVRYYalhGGg2m6w7m+5DKW4F3C/ioqQ7+RbSDGqGoYK0ZDLJRvjTtBnTNJl3oSLpIAig6zrzJp1Opy825vs+EokES0yTDzkKFBur1Wojry3Afu9Co/Xv3LmDdrvN1sNRLPS4dLtdbG1tQZZl7l2ec3iin3Mi1Go1bG9vI5/Pw7Is3Lt3D7VaDbu7u+h2u5CkvV+16GEeTciQsAD9QTQSHTJD1DluWRbbedlqtViCh0bzA2CBL9d1WZcNjd3UNA2+77Nx81T1dtRRMhRsMwyDGalRrnwaVjWXTqfxyiuvsIpwGgd3XCjQZts2LMvCnTt3UKlUcOvWLaytreHy5ctYXFw89vNwOJxnF6pklWV5qL7QVJjon6ihGdSXKDSGTBRFVixGu3WjO8uAvapk6ryMPid9X0r4U5KIEjpTU1OsMOAo0C5ORVFQKpXw0ksv4cyZM8e/oM8ww/RFVVUsLCyg0WiwEaSNRuPYHZf0s+52u3BdFzs7O/jxj3/MtYXDGSNqtRrW19chyzKSySQAsHH57XabnTNR70JdeQ+aXEXegwJRiUSCBc0SiQQ0TevzHLSqhUYzA2DehZ7Tsiyk02m4rss6BWnqwFG6OKhLVJKksfEuwH59iXoXx3HQbrdhGAZLgD0qFMC0LAuu66LRaODzzz9HIpHg+sLhjAmH8S7A/eIwYO88H7y3jXb2E9Scsrm5CV3X2Vhl0g5JktjfSVtoLRmtrKKJZ+SVqAGG4mzA/VUkR0UQBOi6jlKphBdffHHk9eUg7zIxMYHl5WWm3ycZGyPvcu/ePRSLRbz33ntcWzicMSGqL8vLy6jX6wiCAJubm6hWqyxGRecFFY1RnIrO9cGiVkr6k3ehvAp5F1mW2aRLKiDQdR2O47DYWLvdZt9PkiT0er2+2JiiKMhkMtja2jpyUS15F1VVUS6X4XneSGsLsF9fVFXF/Pw8VlZWWI6Efp7HjY31ej02lYd7l+cfnujnnAgUaGq1Wrh9+zYbg9ntdpkYULd+VFyo4utBUALGsizE4/G+MZeO47DOTVVVoSgKYrEYOp0Oq06j8ZYkXrFYDKZpQtM0AGDf51EDO+l0GqlUCpVKBb/7u7+LYrHIKmtHrQJq2HtxHAc7OztQVRW5XA7FYhGapp3IKJ3B6sL19XXk83moqorV1VXkcrmRur4cDqefYrHIdk61Wi3cunUL9XqddXVToiUaBIve8D4oSEUjMGm9C+nL4AQaURShaRpUVYVt233VzxSYi74G2kNGgZ2jFpHRjTrpGVU/A8DHH388ktoCDNeXra0thGGIQqGAcrmMbrfLrstxui4BsClAk5OTqNfruHnzJtLpNNcWDmdMOMi7dDoddmYPepfDegXqxKd9lZqmQZZldLtddLtdph1UpKyqat94TdIBQRDYxBpaCQOAddUcVMj2MBRFGRvvAuzXF/IuiUSCrUtQFIV12B4HSpCJoohcLsf1hcMZMwa9y7DY2GACn5IzNJ6dGHa+U6d9s9lEMplkq8gouTMsNhadaCaKYt9qAFEU0Wq12E55y7Ie6SykCQKiKCKRSIyFvhzkXVzXhaZpfbGxTqdz7Ocj70IF6RQb49rC4YwHUX0xTRP1eh1bW1tot9tsvP5gbCwaM3mQZ6Dz37ZtyLIMTdOg6zq63S5bBRCLxVgziqZpcF23b6IZ6QutrKGJNBQbq9VqcF33yEXKwH3vEp2WNaraAjw4NjYzM4NyuYx2u82aao8LJfu5d3n+4Yl+zomQyWTQ6/Wwvb2NZrPJkvODO1iiI8mABwsNQcaEvg91n1DHTNTQAGBdmNECg0GjQnspo8bnqJCBEgQBpmnC8zx85zvfwfz8PBPfUauAWlpawtraGvu5VSoVrK+v4+bNm9ja2kIul2OV4sfZExPF932YpgnHcbC+vo6ZmRmcPXsWtm3ju9/9LmZmZkZW3Dmcccc0TRQKBRSLRaytrWFnZ6dvH1X07B7W9fIwogVhvV4Pqqqy7hgarUzd+sBekmeYtkW/H3VuUiHbUc9CGqtJ39txHNy+fRufffYZ0uk0gNHTFmC4vnzyySfY2dlBs9nExMQE6vX6iYwmI2j8XL1eBwCmLzdu3EA8Hh9p88jhjDsP8i5R7xAt6AL2a80w6GtpPGV00ovrumxKgCzLbFIM7boE7ieLo1MFyLdEH3NUBEGAoigQRZE95x//8R/j/PnzY6Mv5F22t7fZnmzS7uhUoOMQ3V3K9YXDGS+i3iWqL8OSMMMS/g+DirwEQUCr1WLJdfJH1EVJCZfoSkz6+uhz0/lXrVYfOK3mYdDzUUNOEAT45JNP2MpNYPT05WHeJRobO27HJeG6LoC9go9obIxrC4cz+gzGxhqNRl9c7EGxsYfpS/TzpBu9Xg+apjEfEl1f2W63+7r8gfvJYuD+2hlRFFmhwKNOiol6F0VR8N5772FiYmJsvAswPDZWKpVOTF/CMIRt29y7jAA80c85EXK5HJLJJNrtdt8OsUGjcNzACRmHwUAcHUrRbpgHGZSoED0q9NyGYSAIApRKJfzkJz/B9PQ0Ll++jEKhgDAMR6oCStd1XL58Gaurq8xcuK4LwzDY/jcaC3fcnzVBZmZ3d5fdbJimCdu2MTk5yUzrKIo7hzPu6LrOOlLK5XLfjrDBM/44xUVkROh7RNcAUDelZVmH+j7H7TSnIJllWahUKkilUuh0OvizP/szvPHGG7h48eLIaQswXF8AsL1zzWaTaftxrzHheR6q1Sp834dhGExfbt++jbNnz7LHcX3hcEaPg7zLoJYM3s8eVWsO8i40YpkKzobdN0efi772OFpH+kIdIJVKBZ9//jmuX78+FvrywQcfYH19nU1q2N3dBQA2eedRE1yDkF8pl8uIx+NcXzicMYK8S1RfaILkSXsXin3RmsroNBrqzASGx+AGx/Qf9+yjorV6vY7Z2VmUSiX86Z/+KdMWeq5R0peHeRcag/2oCa5h+L6PRqMBAFxbOJwxY1hsjGJVjys2RjGwaGyMcj0HfW3074/aWBmFVm7Sii1BEHhsrNlkxXwnpS+O43DvMgLEHv4QDufhLC0tIZFIIB6PI5FIsMN12L6xkyCa0Afu7zAjkTsMxzUzJH6e58E0TSiKgjAMsbu7i5s3b7LRz2EYolgsHuu5niUWFxfx7rvvQtd1TE5OQlVVnDt3jiXkadflSXX093o91Go1tFot1Go1NBoNfOtb30K1WmWTE4D7xvEkVgZwOJxng6WlJTaBJZPJsHNWkiQIgnDi+kLB+ai20H8pGXMYjvO6yKhRcsg0TWSzWYRhiCtXrrA9j6OmLcB+fSkUCsjn83AcB4ZhsI7+k+yKqVar2NnZYWNVv/Wtb7EAGsH1hcMZPQ7yLo/DtwAP9y6HuW+mBPWjQlomSRLa7TZbBTAu+nL27FnMzs4il8shm82yKXGkMY8yhWcYvV4PhmGgWq2yRI9hGFxfOJwxgLwL6ctRvMujnD9UABuNgUW9xEklAA7zOoIggOd5qNVqyGQy+7SFHjdK+vIg70JxMepmPQkcx0GlUuHehcMZQ4bFxoDHm3eJrgqLNl0cpfj4OK8t+rytVgu2bSOXy42Nd3lYbOwkdd51Xezu7qJSqXDv8hzDE/2cE4GqjShg4vs+4vE4JEnaN67/pKEdypSciQbLhglK9GPHeW006tmyLMiy3JfYb7VaqFQq7LGjdgDqus7GuExMTMDzPGQyGXiex3aPniSO46DVaqHdbqNer7OKNhrVQ4yiuHM44wxpC7C3l4vGf1Hg7HET7ZCJdlM+zKwcx8xQx6Xv+3BdF7Iss+kzYRji5s2b7LGjpi1Av75MTU0hmUzC8zzU63WmLScVLKMq9VarhW63y/Rle3ubaXr0sVxfOJzR4SDvQiMpHyfkXaLjNqPeZVBDTip4R/pimiYkSUKr1WKfGwd9CcMQCwsLOHv2LCRJwuTk5GPzLrZto9VqwTAM2LYN27YRhiHXFw5nxCFtUVWVdR8+Se9CGjI4yvlBiaCTbNCg2NhB3gUYPX0Z5l1o8ietUgBOTssty0Kj0eDehcMZM6KxMVEUYZomVFWFLMuQZfmxPjeN0B+Mi4VhOPQems676CqyR31eKiKjNWbU8DcO3uVBsTG6riflYWjqW7PZRLvd5t7lOYUn+jknxltvvYULFy7AdV04jgNBEBCPxx9bZwwxrJLsYWJDAbZHJSpanueh1WqxHY8A2Ig2YlTGx0Sh96SqKjzPg67riMViiMfjAI5/jaPQz5cqozudDhKJRF91ODGK4s7hjDOLi4v4jd/4DUxMTLDRYZIksV2Qj5Nh1bGCIOzTl8ECsuO+LhrH2ev10Ol0UC6Xmb50Oh32uFHUFqBfX1RVRSwWg6IofV1RJ2lowjDs25vtum5fsR7B9YXDGS0O8i7H7Zx/GHTGD/oXStBEPx5NEJyEd6HntiwLu7u7Y6Uvg+/pcXoX4P7aBkVR0G63kUqlEIYh1xcOZ8RZXFzEN77xDczMzDxx7zJMvw5K5EeTBCcdGztIW4DR1hfyLolEAqIoQtM05h1PMjZG+sK9C4czXiwuLuLNN9+EIAgs5yDLMoIgeKyFynTmDDKsQDkapznJ2Jjv+2g2m2PlXYCDY2OiKPZNDDoJoivlWq0W9y7PITzRzzlRZmZmWHe74zhs5yXd2D6u7v6H7bWMEq1yftTq5eierSAI0O12sbW1hc8++wzb29t9YiMIApaWlh7peZ5laGxQoVBg1elBEEBVVdYNdZJmlgo6HMdBNpuFKIpDbzRGVdw5nHHmwoULyGaz0DQNlmXBNM2+c/9xjSsbBp3/0ecjLaEJAMfZIR+tkvZ9H51OB+vr67h16xa2t7dh2zZLSI2itgD79SWqLZTkP8n7iWg1Oo1x5vrC4YwHB3kXSvo+rqDZQR7koAKzk/Au9Ie6+tvtNm7cuIHr169jd3eX3c+Pqr6QtgB7P3e6po/Tu9A+00KhgDAM+6bAReH6wuGMFrqu4+LFi/u8C53nj2MFGTGoIw8asXwS07Ki35862Yd5F2D09SUaG1MUBZqmMd9ykj9vKlLm3oXDGS9M04RlWUgkEiw+TqsNqdDraXiXg6Ypn1RsLAgCthrr008/5bGxn3sX0peTjo15nseK37l3eb7giX7OifHBBx9ge3sbmqaxA8H3fVbB+jjNzDCGiZAoin3jy07qplsQBFiWhWKxiPX1dXS7Xezu7qJareLVV18dyQOQxgZpmoZLly5BEATIsswEIRo0Owmoio8ql6maLcooizuHM85cu3YNgiCwCtaovhxm5+VJEk2WRKHXBdxPEJ1UUMcwDBSLRZRKJYiiiKtXr2JqamoktQXYry8UMPM8j539J2lgqWrZNE04jsP1hcMZEx7mXZ5E92WUYd5lMHBznNc1+P09z0Oj0cDOzg42NzdhmuZYeBdBEDA/P4/p6Wm2Foi8C91XnASCIMD3fbTbbUiSBN/3kclkuL5wOGMA6Us+n+/zLtG42JPUF6BfAygOFv3YSU7Marfb2NjY6PMu46Av5F3oWkb15aSTMa7rotvtcu/C4YwRH3zwAa5duwbDMNjKMUq0i6IIWZYf+wqyKMNiY4MxsGhs7LgIgoBGo8FjY9grgtA07USbaqkImqa/dbtd7l2eM07GxXLGHtM0sbq6imq1il6vh/n5eWiahp2dHTiOw/YND+tSeRxEO18I2lkTHW9ClWGiKMLzvEd+fSRqnueh0+lgY2MDs7OzqFQqqFQqmJycHEnRWVxcRC6XQ7FYxNTUFN5//31897vfhSzLcF2XVZvRSLHjQN+H9tzFYjEUCgX2eUEQRtY4cjjjDOmL67pIJBKYmppCq9VCLBZDt9vt61B8EgyOVQbAzBSZLNKbWCzWN/7qONAOtps3b+IXfuEX8OMf/xiyLOPixYsjee5F9UXTNPzLf/kvIYoiOp0ODMNgya7jVIgTNJknlUohmUxCURSuLxzOiHMY7xLdb/wkGNQX8ir0cUochGHIzr9H7fKnAJzv+zBNE4qiYHNzE/Pz82PjXXRdx/T0NP70T/8UjUYDnudB07S+yQ7Hgfyv67ool8t45513uL5wOGNAVF8EQcDCwgIbe2vbNmKx2LEmtByVYWthSF/oT9S7HFf/6HloksHnn3+Oy5cvj1VsLJPJ4E/+5E+wvr7OYmM0Xvsk7it6vR6bcMm9C4czHkS1xXEcFAoFxGIx9m/XdZ+obxkG5VuiiX4qoI3FYmwE/6PoX/RrorGxL3/5y/joo49w5swZ5PP547+JZ5BhsTFBEFCr1dgKStLv40BxVdu24XkeJicn2TQBguvLsw1P9HNOhGKxCFVV0Wg0AOwd7lNTUwjDEDs7O/A874kmYigIFh1fA4AlnukgjHZcUnfMoyQN6IadujV2dnbwgx/8ALZtI5VKYWtrC5cvX8bi4uJJv9Wnjq7rWFlZwcrKCn7lV34F/+yf/TP8+3//76EoClzXPfERZZlMBpIkYX5+HrlcDplMBrquY2lpiQsNhzOCRPWFtCWbzWJrawu2bbPk+pPQl2gHDj0f/TtaPBYEAdOhwUDaUYlOofF9n1Vwr6ysQFXVsdGX06dP4/d+7/dw/fp1KIoC27ZP9LnCMEQ2m4XneXjrrbfw8ssvwzRNri8czohyGO9yEoVEh2UwOEP3z5R8oYJk8is0deBRXydpFXkhy7LwwQcfIJFIjJV3+epXvwpN0/BHf/RHMAyDjds/KcIwhK7rUBQFjuPg61//Oqampri+cDgjzKC+ZLNZ6LqOra0t9Ho95l1OoqDoMAyeaRQjk2W5T0eo45ymNALD18k8DCpioPf42WefodvtYmVlZaz05fXXX8fv/d7v4cMPP4SiKGxi0EmSSCS4d+FwxoSDvEsqlcK9e/eOVQD8KFC8a1gTTCwWY/mAaG5GluVjjfPv9XrMA9m2jWvXriEWi+HcuXP4wz/8Q/z6r//6SGoLMDw21ul0WJL/pH7uVFCeTqchSRJefPFFri/PETzRzzkRTNMkmeSjAACgT0lEQVTsq/DxfR+O48D3fUiSdGJd3YeFRCMaCAvDELZt9+0Po7/T6OfjHoxBEMBxHPZ9Pv74Y1y4cAELCwtYXV1FLpcb+QPx0qVLME0TH330EYrFItsfdtwkHI3tTqfTuHTpEvL5PLrdLt56662Rv6YczjgzTF9c14Uoiqyg6EklY6JGhgI1pB3RvVV0sx01P4+qLxQMDMMQ7XYbsiyjUqlAEAScOXNmbPTli1/8In77t38bf/Inf4I7d+6wSnDqvD0OoihiYmICuq7j0qVL6HQ63MBwOCPOoLYAYOfKcbvlH4XBJD/pBxVL02MoWKYoyrG0hRg8R8fNu+i6jt/5nd/B9vY2FEVBsVhEs9lkPvY4CIKAeDyObDaLs2fP4ty5czAMA2+88cZIX1MOZ9x5kHeRZZlNKXxSUIKZ/ATpi2VZANDX7ELFysdNSFPx8zh7l4WFBbz77rsQBAE3b97E5uYmmyJ0XO8iSRJ0XUcymeTehcMZEw7yLr7vQ1EUiKIISZLY2f64GTzHSDco/0M6EM270McfFfpa3/dZ08+9e/eg6/rYaAtwPzYmiiJu376NnZ0d+L7f5xsfFUVRMDExgfPnz2N+fh61Wo3ry3PEyZWrc8YS0zRx/fp13L17F5VKBWfOnEGz2USpVML29jaq1Sob+fE0RshEEyw0IiY6Lov+7rruiSSjSdDogK1Wq/jss8/YaykWi8d+T88yVGH44osv4u2338a5c+cwPT19IoIgyzLy+TxWVlYwOTkJVVXH4ppyOOMIacvHH3/MxihPT0+jXq9jc3MT29vbaLVaTFueZNclEU2wkIGJ3lSTHpxEIQJVPVMSqtVqoVar4ebNm+zzo34WFotF5PN5/OZv/ibefPNN5HI5JBIJtqPsUREEgVVHnzlzhunLqF9PDmdcGeZdaDf93bt3US6XWeL7uMGoRyUaGBvmXXzfh2VZJ1LoRN+b9HTcvAsAVKvVPu9Cez6P29kviiJyuRxeeuklLC8vI5VKjc015XDGjUHvAgAXL15Es9lEsVjExsYGms0m8wVPOjYW9SmkLYPrz8hreJ53IvE77l2KSKVSeOedd/ClL30J586dQ6FQ2Lfr+FHQNA2FQqEvNjbq15PDGVce5l3u3buHbrcLURRh2/ZTiY0B95PwVMwUjZVR3uUktIW0i7S0Uqlgd3eXrfUch7MwGht766232GQHWpPwqMRiMaRSKbz++utYXl6GLMtcX54zeEc/55HZ2NjA6uoqO2RJeDqdDprNJmzbZtXBT3rH5SBP8rlJcGhMzdraGgzDQDqdhmmaT+x1PA3o/RUKBaTTaRiGgVarxQztcSsL0+k0bNtGrVbDyspK33NyOJzRIKotALC1tYXvfve7iMfjcBwH9Xq9bzT+095D9qSeP7oWwHVdZu4cx4GqqiN/Fkb1ZWVlBTs7O6zj6LgjthOJBNtz2ev1UCgURv56cjjjyDDvsrW1hVgshp2dnb7JXyc9XveonES3/lGeC7hfoDZO3gW43yE16F2CIEC3233k7xuGIfcuHM4YMOhdHMfBD37wA7TbbViWhWazybrq6V5+XGJj3Lvsj435vo9SqdQ3De4oUIxVVVX0ej3uXTicEeYw3oXWSJ7EtJDj8iQnbQJg+rK1tcXe+zichcNiY8De9Wg2m8fykIlEAr1eD9VqFdlsluvLcwbv6Oc8EqZp9pkZAKjX6yww5HkeS8LQ+MmnHTB7UtD0AM/zIEkSPM/Dj370I1QqlZEfdRJ9f6qq4uWXX8by8jLrijlOZ4woiqxgQJZl3LhxYyyuKYczTgxqi+M42N7ehizL+OCDD9But5muRMdQjgNk7mgcF43yv3HjBgCM/FkYfX+pVAqnTp3CwsIC05ZH/T2gMaa038yyLBiGMfLXk8MZN4Z5F8/zUKlUsLGxwbwL3as+ybH9TxsqJBtH7wLc15dB7wLs3219FLh34XBGn2HaAuzFxt5//33mXSg2Nm5xMe5d9ojqSzKZhCRJj6wvtOfadV04jsO9C4czohzFuzyNSTFPk8GJl7FYDLdu3Rqb++zB2Fgul0Mmk4GiKMfyLvS1vV4PjUaD68tzCE/0cx6JYrEI27axubmJ27dv4zvf+Q5u377NxrCQEJGheVqjL58WtN9TURRMTk7CdV2sr69D13U20u369esjVxW1tLTUZ1xVVUWj0YBhGAiCALIsQxTFR/reqqpienoamUwGrutie3sbV65c4YLD4YwQxWKR7Qve3NzERx99hFu3bjF9cRyHnTGU7H9ao8meBhQkUxQFqqoil8thfX0drusin8+Pjb4UCgUoioL19XV0u11IkvTIpkYURYiiiImJCZw6dQqO4+AnP/kJ6vX6yF1DDmecGfQuP/zhD1EqlWAYRl/3fCwWgyiKJ7Lj8HliXL0L0K8vg96FNOJRUBQF09PTyOVyiMfjqFQqXF84nBFj0LsMxsai3oViY9y7jJ93AU42NibLMouNce/C4Ywmh/UuoigiFos9tZXJT4uovqRSKWiahvX1deTz+b51OqOuL6qqolwuMw1QFOVYsTFd16FpGubn57m+PIfw0f2cR+LOnTu4evUqq9D92c9+hmq1yiqWAbDOkGdhtPKTht5zJpNBNpuFoijIZDL45je/iYWFBfa4tbU1XL58GYuLi0/x1Z4cuq7j8uXLWF1dRblcxpUrV6AoChzHYSJD/30Ug2sYBu7cuYPZ2VkIgoDp6Wl885vfxK//+q+PzDXkcMYZ0zRRqVSwvr6OMAyxvb2Nmzdvot1uwzAMVrFL61HGKQlDkL7Mzc1BVVXIsgzf9/H+++/3XY9R1hfDMFCv12FZFqvgBu4HUI/yexGLxaAoCprNJm7evIlEIoHp6Wmsrq6iXq+P1DXkcMaZQe/y2WefoVarodvtwvM89jjXdceuQBkYX+8C3NeXv/qrv+rzLsB93yIIAnq93pG+L62EKZfL6HQ6AMD1hcMZMQa9SzQ2FvUuFBsbpyQ/wb3Lg2NjjzJBSFVVdLtd3LlzB3Nzc1xbOJwR5LDexXGcsY2N0dqCqakp6LqO06dP49q1a+h2u2OhL1HvYtt234pTURSPnIujFRDtdhtbW1sAuHd53uAd/ZwjY5om7t27xw7NVquFIAhgWRZ832fJfRodM25J/ijpdBqTk5N444030Gq19u3hCsMQq6urI1UZtbi4iLfffhuO4yAej2NhYQHz8/NIJBJQFAWyLENV1SONrBMEAY7joFarodfrIZ1OY3l5Gel0Go7jjNw15HDGFUEQWKAM2DMtnueh0+kw8xLVmXFEEARkMhlomoZ0Oo033ngD29vb+67HqOvL1NQUZmZmkMlkoKoq6xQ6amdMGIawbZvtT52fn2faMorXkMMZR4Z5F+rabzQazKv4vj+WSX4iDEMkEomx8y4AkMvlkEqlkMlkMD09jampKdYdpCgKNE078rhtz/PQarVQq9WQSqX6vMuoXkcOZ9wY9C4UG4t6lyAI0Ov1xjLJD+w1AKmqOvbe5aDYmCzLR/qesVgMpmmyPczcu3A4o8dRvMs4x8bCMMTk5CQkScIbb7yBVCo1dJ3OKJ6Ng94lGhuTZRmaph05Nka/T6VSiXuX5xSe6OccmWKxiEKhwIIdtBeGTAwdJEftqhs1aKeJrusolUoIwxCqqu57XBiGKBaLT+EVPj6q1SoWFhZw7tw55PN5nDp1ipk7URQhy/KRgmW0/sG2bUxNTUGSJGaIVFUdyWvI4XD2/v/2PI/pDJ2h46wtYRii0Wig1WoxfRmmLfTYUTsbo/py6tQppFIpJBIJaJqGWCwGSTrasCoyM5IkQdd1Zlyiv2ujdg05nHFjmHdJJBJ9Iy4VRRlrbQH2zsNyuQzf98fOuxSLRaiqiqWlJczOzuLcuXNQVRXJZBKKokAUxSMn+nu9HprNJgqFwj7vAozmdeRwxh3qsox6F0EQxrr5JRaLoV6vo1qtjr13GRYbO6q+UHdvEATI5XLcu3A4I8hRvMs4+5cwDGEYBkRRxPr6Om7cuDE2+jLoXaKxMV3XEYvFjjy+PwgCdLtdpFIp7l2eU3iin3NkTNOEqqpYXl6GIAh9lUKCICCRSECSpLE2M4IgQBAE1Ot1SJKE9fV1eJ6HQqEw9PGjVhFF74duTE6fPo1sNgvf9yFJEvvvUfB9H4IgoFaroVQqoVqtotfrsWs6ateQwxlHwjBk2gKA7Yei3VvxeByCIIytmSFtoSkHpC/pdPrArxm1szGqL6dOnUI6nYYsy+j1epAkCYIgHKlymbqsYrEYdnd3USqVUKvV+q7pqF1DDmfcGOZdRFFkXdrxePyRx+eOCqQvpmnCMAysra2NvXeZnJxknyfvcpRkDI36P8i7RJ+Xw+E8nwx6FwqKy7LMvAs1xYwr5N1qtdrYe5dhsTEAR0rGUBOMqqpMX7h34XBGi4d5F13XIcsy9y6CAMuy2PqCcdKXQW1ZWlrqi43R781Rci+9Xo+tGqpUKlxfnkN4op9zZHRdB7B3mFy6dAkrKyuYnJxEPp9HKpViVanjDE03sCwL165dgyAISKfTB1aW0TUdFej90I1JIpHAuXPnMDk5yRJ3lLA7LFSp2Ol04DgOGo0GC0ZGn5PD4Ty/6LrOtGVubg6nT59GoVDA4uIiq1g+akfdKEHaEgQBTNPE3bt3cfr0aXYODmPUzsaovrz44ot4+eWXkU6nkU6nEY/Hmek9CkEQwLZtNmZVlmXcuHEDlUql7zk5HM7zyTDvkk6nUSgUMD09DVEUxz4RE/Uu29vb6Ha7Y+9dXnvtNeRyOSSTSSQSCSQSiSN9T1o3dJB3iT4vh8N5PhnmXdLpNGZnZ9n/37FYbKz9CzUAdTodXLt2DQsLC2PrXYbFxuLx+CON73cch3sXDmdEeZB3WVxchK7rEAThyB3bowR5F9u20Wq1UK/Xxyo2NkxbBmNjj+JdAKDb7aLb7aLT6XB9ec44WksthwNgaWkJa2trbJzj/Pw8Xn75ZWxtbUEQBGiahm63+9wEy95YSuCf/o1ZvDyrQxYPNmBrFRu/9v+6gUJSwqkJFVc2ug/8vlRdVq1W8corr8B13QMft7S0dKz38KwR/R0pFApIp9MwTROtVgulUgmapmFnZweO48C27UN9T0mSkEgk2G6zXC4HWZZZxd6oXUMOZxyhs0NVVSwsLMBxHJw/fx67u7ssQEYdcuOKIAiQJAmWZaFUKmFiYmLfDuXoY0ftbBzUl1/91V+Fpmn46U9/CsMwMDMzg42NDbiue6jJQlQRr2kakskkXnjhBei6jjAMub5wOCPCMO/S6XSwu7sLx3GQyWRQKpXGdn9yFEEQYBgGFEUZe++Sy+VgWRZu3bqFIAiws7ODeDx+6E4WSZKQTqeh6/pQ76Jp2shdRw5n3HiQdwnDEJqmwTCMsZ52SQRBgHa7Ddu2sbu7i4WFhX2PGRd9icbGpqamsLm5eWjvAoAVB3DvwuGMJoPe5cyZM1BVFa1Wi8XGKNE9zoRhiFgsxoqexik2dhjvUq/X4XkeWq3WoXJ0oigikUggmUz2eReuL88P41v6w3lkdF3H5cuXIQgCKpUKrl69Ctu2kclkEAQBDMOAbdvPfGVZShXx3/3OOfzb3zmP1xaTUKQYS84P+3OtZAEAXltI4N/+J+fxh//JOaTUB08uUFUVQRBAlmXIsrwvYCYIAl599dWRq4iK/o4AgGEYMAwDruvi7NmzyOfzcBznSNXtqqoil8vh5ZdfxszMTF/Vcz6fH7lryOGMI8P0hUb327YNwzDYmTzOxONxSJIE27Zx7949XLx4cd81GSd96fV6iMfjuHjxIgDAsqxDjygTRRG5XA7ZbJYFyqJwfeFwnn+GaUu73YYoipAkCZVK5Ujnxiijqio7U8fdu9RqNaRSKczNzTHvcpTuKVEUkU6n8cu//MuYnZ1l3iUMQ1QqlZG8jhzOuHGQd6GRyoZhwPO8Zz429jihiWyKosCyLIRhOPb6Eo2NJRIJOI5z6HsQSZKQTCaRyWS4d+FwRpTBc6NSqeDevXtIJBKIxWJotVowTXOstYWIx+Po9XqQZRmlUmlsYmOH9S5HWZ0siiImJyf3eReC68uzD49mcB6JxcVFxONx/OEf/iHr/Mjn88jn89ja2nou9sT8wd9bxmtLyUM9NgxD/OFf1wAAv/vOFADg8mISf/B3T+Mf/eu1oV8Ti8Xg+z7CMMTW1hb+9t/+2zhz5gzrBNF1HUtLSyN7SC4uLiKXy+HGjRu4ffs2crkcG4/abrcRBAF834coig/t0I3FYkilUmyEpqZpSCQSUFWVVa5xOJzRYJi+pFIpNvrWtm1WwTyu+L6PIAgQj8dZF/vFixdRLBbHWl8AoN1us9+Pw/yeyLKMXC6HF198kXVYcn3hcEaPYdqSSCSQTqfR6XSeC+/yuBEEAb7vw3VddDodXLx4cay9y+zsLJLJJEvKBEGAXq/H1jw86PeF9mK++uqr8H0fc3NzCMMQjuNAVVVcunRpaDcrh8N5/hjUF8uysLCwgG63C9u2x77jEthLTvPY2HDvYhgG05XDeBdaC/rqq6/y2BiHM8JEz42PPvoIrVYLk5OTSKVSUBTluZqk/LgY9C4Axio29iDvQr8flG85jL5IkoSXX355qHfh+vJ8wBP9nEfCNE02JrdcLiOTyaBeryMejyOXy6HdbsPzvKf9Mg/k//A/msObS6lDP/7/+7M6Ptro4j99q4DL8/d3nLx5Kon/9Vem8V98b3ff10iShFQqhUQiwUaBhmGIlZWV47+B5wTaOXb27FkAe3te7t69i0qlAlmWYVnWob6PJEnIZrOsAtxxHFy8eJHtDR1FweZwxpVBfQHAEjGu68K27UOv/BhVgiBAJpOBIAjIZrMIwxC6ro+9vly7dg22bUMU96btPMzMxGIx6LoO3/dZQQnXFw5ndNnY2IDjONja2oIsy7BtG6qqIpvNotlsjv1qmFgsBkVRMDExwbpDxt273L59G7quH9m7CIKAZDIJ0zThui62t7dx6dIlpi25XO6xvQcOh/NkOSg2NjExwcbVH7QKZVygxg0eG9vvXWgHMnC/WeggaDKCqqo8NsbhjAl3797F5uYmZFlmhcrZbJZrC+6fiRMTE6jX65ifnx+72Ngw7zI1NYW7d+8CAJv6cJjYWDKZxNbWFpLJvabYqHeh5+I82/BEP+fIbGxsYHV1FWtra1hfX0e9Xkej0WA3pLIsQ1VVdLsP3mH/NPif/cI0/le/NINY7PBjn68UO/jPv72Jv3E+jf/91+b2ff5//ouzeG0xif/FH66j7dy/Kfc8j3VdqqqKSqWCl19++UTex/ME7bFUVRW6rkNVVaRSKbRaLWZoHhRYpRGZlUoF165dg2VZmJubQ6VSwcLCwsjt2eFwxpmD9EWSJEiShEQigWaz+bRf5lMlCAK4rsvGXgLje8M9qC+0U6zdbrORqQ+CJsrcuXMHjuNwfeFwRpiNjQ1873vfw40bN9ButwEAjUYDjuMw73LYJO6o4vs+YrEYer0eLMvC1tbWWHuX6L8LhQLa7TZM00QYhg9MxAB7+uK6Lj7++GMYhoFz585xbeFwRpAHxcZEUYSu61AUZd+5Mm64rstjYxjuXdLpNBzHgaIo7Do9CFEUUSwWmVZz78LhjCakLx9++GGfd5EkCbIss67+cYYmoZimCVVVYdv2WMbGovcYpC90/xGLxSCK4qFiY0EQ4Pbt22i323j99deZtgDg+vKcwJd5cI6EaZpYXV1FGIZQVZV17YdhiG63C13XYRjGM9dtOZuWceWfvoz/zVdnj5Tkv75r4Z/893fwC2dS+K9+axnSAV/7znIKf/B3l/s+5vs+Wq0W7ty5g5/+9Kf47LPPxvJQJJEtFApotVrMzKiqyvbXSZL00J3bnuehXC6j0WigXC6z8cyjtmeHwxlXDtIXURTRbDYhSRKq1erYVy0D9/Xls88+w49//GM4jvO0X9JTYVBfaOylrusQBIEViAyDKpqDIIDjOGi1WqwTi+sLhzNakL5EtQUAFEVhEz1s2x778Ze+76PdbqNUKmF1dRX/4T/8h7Hc/Tns3FcUBbIsIx6PQ1EUNjlmGIIgQBAE9Ho9dDodlEolbG9vc23hcEaMB8XGWq0WwjBErVYb+yIyYC+Ww2Nj+70L6YqqqojH45Bl+YH6QkXKvV4P1WqVx8Y4nBElqi9RKDbmeR4rPh1nfN9Hp9NBrVbDJ598wr0L+vWFitlJWw66NuRdXNeF67owDIMl/OnzXF+eD8bvt59zLIrFIhOSQqEARVH6Pn/37l2Uy+VnLtH/Z//4ItLa0QZYFOsO/rN/exuX5hL4L39rGYr04P9d3jyVwi+eub8OIAgCdDodWJaFZrOJa9eu4datW4/0+p9nlpaWIAgCVFXF1NQU21vneR5L8lPQjBL+0aS/IAgIgoD9MQwDyWQSmUwG7777Lt9vyeGMCAfpiyAI2N7exp07d9Dtdp/ptTBPCtu2YZomHMdBuVzGv/7X/xo3b9582i/riTOoL3RdgD0TTJXuVMkci8X2FZXR9B2aLMP1hcMZPUhfBr2LIAio1WrY2dnhif6fQ97Ftm1sbGzg29/+9th1opK2EKQvUe9C2iJJEtOXQci7UIEi1xYOZ7Q4yLuYpolqtYo7d+6gXq/zImXw2Bgx6F0SiQQMw4Drusy3UBcm6UtUj4IgYIn+WCwGx3G4d+FwRpCovszMzLBzgGJjd+/eheM4D+3SHgc6nQ5M00S328X6+vrYe5dobIy8iyiKkCQJqqr2xcYG6fV6cF2XFZxpmobz589zfXmO4Il+zpEYHAdy6dIlCIIA3/extbWFnZ2dZ66q7B++njtykr/c9vCf/tvbOJ1T8f/8u6ehPiTJT/zXf/8Mzufv7y+h4I5lWajVavj93/99/OxnPxsr0dF1HRcuXMDm5iZc10U8HofrukilUkgmk5iYmGCJfgD7kjBhGKLX67EbGNd1USgU8PLLL/NqMg5nhBimL0EQoFQqodlsotPpwHXdh07/GBfoXGy1Wvjxj3+Mf/Wv/tVY60un04HneUgmkxAEAYlEAplMhmnLQUkYGlVNY97m5ua4vnA4I0Z0VG7Uu5RKJdTrdbbnlnPfu9i2Dcuy8Od//uf41re+Nbbasru7C8uyIIoiMpkMdF1ne6ZpZyVNk4kS9S5BECCVSnFt4XBGjAd5l52dHZbY5uzBY2P7Y2OpVIp1XUZjY6qqMu8S1ZdobMx1XUiSxL0LhzOCRM/F+fl5TE9PM+/SbDbhOA583+exMexpi+d58DwPhmHg3/27fzeW3uXy5ctwHKcvNpZKpfq8iyRJCILgwCQ/rR2yLAuJRAKvv/46VlZWuL48Rxwt+8kZewb/556fn8dXvvIVfPOb38TOzg4Tmmepqux335k60uObVg//2b+9jVxCwr/4e2cQlw9fDyMIAv7sn6zgi/+3T9B29nZr9Xo92LaNUqmE9fV1vP/++9ja2sLly5eRy+VQLBZhmiZ0XcfS0tLIHaAbGxu4efMmCoUCHMfBrVu3oKoqJicn4TgOGo0GLMti3ZTDfneiv1PJZBKpVAq5XO6Jvg8Oh/N4GaYvFy5cwIcffsgSss+avjxNKMDTbrdx+/ZtLC0tMX25cOECgiAYaW0B+vWlWCwiFoshHo+zXZe1Wo3tuQzDkP0hov+mCQCnT5/m+sLhjBjR84+8y3e+8x1Uq1V4nodYLPbQnbjjBHmXSqWCRCKBDz/8EIqijLV38X0fCwsLzLvs7Oww7+L7/r5Ef/R+RdM0ZLNZri0czohxkHdZXV3tS8Jw73Kfg2Jj4+hdSF9SqRQKhQI6nQ663S5s2+6baDlI9HdKVVXuXTicESR6/qmqisuXL6PdbqPRaMDzPHbfyQuV9yBtCcMQm5ub+PGPfzxW3oWITn6QZRmZTAYAYFlWn3cJguDA3x1BEBCLxTA/P8+15TmEJ/o5R2JpaQlra2t9B0KhUGBjDEVRZIfCs2Jo8kn50I81XR//5L+/AzEm4L/+n5xBUj14P9ZBxAQB3/wnF/BL/+XnANBXbbu9vY2dnR0sLCzgm9/8JhzHYTvdCoUC1tbWcPnyZSwuLh75eZ9FBvfWnT17Fo1GAwBQLpehaRri8Th0XUe322WdldHfnTAM2e9UKpXC66+/zsSZw+GMDsP0xXEcNmpKFEX2uWdFX542NApUkiSsra3h4sWLEAQBf/EXf4FTp04hnU6PpLYA+/Vlenoaly5dwieffALTNKGqKjRNg6IosCzrwGp3RVEgCAKWlpZw+fJlFAoFri8czogxqC8LCwuYnZ1FEAQQBAGSJA0tBhpXyLvEYjHU63UYhoEwDLl3OcC70D1JNOga9S6nTp3C3Nwc1xYOZ8Q4yLvQrnXP85652NjTZlhsbFy9y6C+JJNJAHtjqA3DALCXcBm2o5v05e233+behcMZQQb1pVAoIJVKMU0hjeHeZY+odzFNE9vb22PjXYD7+qIoCitM7na7fbGxeDzOtGWQMAwRi8VY88vZs2dx6tQpri3PITzRzzkSNA6EblABoFKpQBRFTExMoNvtPnNGRjzCJJv/019u4mebJn55JYN//p3SgY/7z3/1wYIwk1bx+mICH210Aex1etB+lJs3byKVSuHKlSuYmJhAPp8HAJRKJSwvL2N1dRW5XG4kKsyie4WAPeML7HXlu66LMAxh2zbrvqxWq5AkqS9oJggC+/168cUXkc1m8eqrr47E9eFwOPcZpi+GYUBRFKiqyvdbHgDt0Op0Ovjwww/Z3q0wDJHP50dSW4B+faEOS8/zsLCwgEqlglqthlQqhTAMYZomG1HW6/X6kjCSJGF5eRmvv/46crkc1xcOZwQZpi+WZUHTNKiqCtu2edflAL7vs92f29vbeP/993Hz5k3k83nuXQ7wLhRsJe+SzWYxOzuL5eVlfPGLXxyJ68PhcO5zkHeRJAnJZPKBhabjTDQ2Nq7eBThYX5LJJAzDGNp5SV2auVwOL774ImZmZrh34XBGkIO8i67rUFUVvV6Pe5cByLukUimUSqWx8S7A4WJjNGGsVquxaXZR7yJJElKpFJaWlvDCCy9w7/KcwhP9nCOzuLjYN/rEdV28+uqr2NzchO/7bPTlsOrTp0FwhJew3dpLJP3/rrce+LiHJfoB4H/3N2bwD/6b2+zftC+m3W7jT//0T5HJZFjVLrBXQbW+vo50Oo1isYiVlZXDv/BnlOhOnEqlglu3bqFSqWB7exuiKCKfz2NiYoIVP9AIf9/32e4xURSRSCTw0ksv4dVXX8WlS5fw5ptvPsV3xeFwHheD+kI7DCuVCjsTngVdedZwXRedTgelUgmxWAxzc3NIpVIARlNbgPv6UqlUsL6+jm63i62tLbZXbHp6GkEQoNfrIZ1OIwgCWJbFTA1NiVhYWMBXv/pVnD17Ft/4xjeYCeRwOKPFMH25fv066vV6XwEQ15j79Ho9mKYJz/Pwgx/8AGEYsvt3YDT15bjeBdjzwLqu48yZM/jyl7+MN954g3sXDmdEGaYtpVIJrVYLnuf1NS9wfbmP53lot9tj6V2AB+vL6uoqUqkU2ztNRQBhGEKSJGQyGbzzzjtYWVnh3oXDGWEOio2Vy2XuXQ6g1+vBsiwAGBvvAvTHxkhbisUiRFFEKpWCpmmoVqusoOwg73L+/HnuXZ5zeKKf80jQ6PRisYhqtYp79+4hmUxClmW2U2oYT0OE/CM833/7O+dP7Hm/sJBEShXRdu7v/Gy1Wtja2gKwJzDT09N9XxOGISqVSp8JeJ6h6i/HcbC6uord3V02MqfZbEIQBORyOaysrOD69evwPA+dTod9DSVjEokEHMdh4lMsFkd6rw6HM85E9UVRFHQ6HaiqCkEQDqxaHneD4/s+Go0Gu4lvNpt9+jJq2gLs/Z44joP19XU0m02Uy2VIksQ0RBAEXLhwAcDeiMvt7W2mJaQt8XgcvV4PmqZheXkZ1WoVuq5zbeFwxoB0Og1FUSDLMmKxGMIw5F0xQzAMA9evX0cqlUIymWTJK1neW402avpyUt4lmUxCFEWoqsq9C4cz4gx6l1arhSAIIElSX7Kf00+9Xkcmkxkr7wI8XF8WFxextbWFWCyGVqvVNzFVFEVomoZYLIbLly9z78LhjDjDYmN0BnDvMhzDMFAsFpFOp8fCuwD3Y2PDtKXT6WBiYoJ7lzEh9rRfAOf54c6dO+wg3NjYwHvvvYePPvoIV65cwb1792AYBmZmZtjNOu33iMX2fs0oSfOk6ThPR/jEmID/x28v933Mtm1sbW2xMSrDcBxnZA7SpaUlCIKAra0tJjYAmHCoqopOp4NsNovFxUXMzs5idnaWPSYejyObzULXdQiCwPbM3Lp1C++99x42Njae5tvjcDgnxKC+/MVf/AW+/e1v42c/+xls24au65ienoamaSwpI0kS05RYLDb2ozEdx0GpVEK73WaTdQY/PyraAuzpS6VSgeu6KJfLCMMQuq4jl8tBEAQkEgmUSiW88847mJ6eHqotNFq1XC5zbeFwRpBh3uWTTz7BD37wA/zkJz+BYRiYmppCoVCAqqqQZblPS2jFxzjj+z67j/c8D4lEAq1W/+SzUdIX7l04HM5hOCg2du3aNfbxQqGAZDLJYmNRjYnFYmOvL+PoXQ6jL5OTkygUCpiammKxVU3ToCgKdF2HoigA9vSZawuHM3pQRzpwcGxsZmamz7uQtpB3GefYWBiG2N7eHhvvAuzpC73nqLbE43E2FZV7l/GAd/RzDk2xWMR7772HCxcu4ObNmyiXy7hy5Qrq9To8z0Or1YLrupiamkK324XjOIjFYuh0OszsPI1qs6tbXXztYvaJPy8AvHM6hdcXE/hoowtgT3C63S5EUUStVsPGxgZkWUYmk2HVZaqqYmlp6am83pOG9gr96Ec/YmJjmibq9TrbwyaKIizLwszMDHZ3dxGLxZDNZuF5HuLxOHK5HHq9HpaWliBJEiqVChYWFhCG4cjt1eFwxpWovvzoRz/C3bt3UalUYBgGgiCAbdsA9saXtdttttPQcRxYlsXGGY4zYRjCcRwYhgFN0/bpyyhpC7CnL6dOncLVq1eH6ovv+xAEgV2HqLZQsEwURSwvLyMIAq4tHM4IMsy7rK+v9+lLu91GOp2GruvodrtwXZf9F8DQ5MM4QfrabrfRbDbZJBQAI6kvB3mXZrOJdDoN27bh+z4qlQomJye5d+FwxpQHxcaAPe1wXReFQoGNxzVNs8+78E5MjJ13OUxsbHJyEvF4HLVaDYqiMH1RVRWSJOHMmTPQdZ1rC4czonzwwQeYnp5GLpfDX/3VXx0YG1taWmKxMcuy2AQZvu4SzOONg3cBwIrFCPIuvu9DVVU4jsO9y5jAE/2cIxGGIf7jf/yPSKfTWF9fR71eR7lcBgBIkgTDMOB5HpaXl6HrOlqtFkqlEtutTHtAniT/7/crTy3RDwC/+coES/QTJL61Wg2pVAqNRgNTU1PIZrP4+te/PlIH6OLiIl555RVUq1VUq1WUSiX4vs+SUo7jwHVdvPDCC3j77bfx8ccfQ1VVJJNJpNNpmKbJRiwDYAk+YO/3cZT26nA440wYhvjLv/xL7OzsQJIkNBoNlMtlNk6KRqyfOXOGBcqazSbTF56M2TNzgiDAtm1Uq1WmL9PT0/id3/mdkdIWADhz5gyWl5fR6/X69MX3fRY0VFUVExMT6PV6aLfbUBQFiqIgCAKW7JdlmWsLhzOiDHqXMAz36Uu73cbk5CRmZmbQ6XSws7MDwzDY/kuejNnrPrUsC+VyGbIso16vj6y+kHdpNptot9tsDPfOzg5kWYbnefB9H7lcDi+++CLW1ta4d+FwxpCDYmOkLWEYwjRNLC8vMy3Z2tpiCQfHccY+GUM7psfFuxwUGyPvQp724sWLCMMQ1WoVAJBMJiEIAhRFYV28XFs4nNFldXUVk5OTuHv37lDvMhgbazabqNVqsCzrwHWX4wRpcLfbHQvvAgD5fB7Ly8vY3d3F5uYm+10JggCGYXDvMibwRD/nyDiOg5s3b8J1XRiGAQDs8JAkCbIssw5t2pts2zZM02TdMU+SKxtdZiCeBrmE3Pdvx3HY3vmFhQU2OrjX6+G3f/u3cf78+afyOh8nExMTaLfb6Ha7bLpDt7tX/CDLMkRRxM7ODiYnJ/HlL38Z5XKZ7dCxLAu2bSOTyQBAX5UagJHaq8PhjDs7OztoNpvIZDLsZrTX60EQBDaWLAxDZDIZNh0lCAJUq1X2uXElDEN4ngfbtpHNZpHL5QAAk5OTePHFFzE/P/+UX+HJs7S0xJJ0pC+U9I/H41BVFbZtQxRFLC4uIhaL9WkLGeFMJsO1hcMZYci70Dk5TF8kSUIYhlAUhZ2f3W73wFVb4wR1CGmaxta0pVIpKIoysvrywgsv4IMPPkC9Xkev12OFhZZlsc6XIAhQLBbx5ptvsrVs3LtwOOPFYGxsUFvoTMhms3AcBzMzMwD29tOPs28hPM9j12ccvAuwPzYW9S405bNUKmF2dhbz8/Pcu3A4Y0gYhrhy5coDvUs0NhaLxeC6LiRJ2jemfhzxfR+2baPb7SKfz4+Fdzlz5gy+//3vs/H9g/rCvct4MN5LoTiPBO2OarVarALKsiy4rgtBEOB5HjzPQ7fbRTweZ1VDT3NPTNd9ep2etW5/gJAEBwDi8Tjm5+fx+uuv491332X7tkYJ0zTR7XYxPT3NkvtBEDCjomka0uk066p0XRfZbBazs7PIZDKwbRuCIKDVaqHX66FQKPR9/1GrwuNwxh1aBaPr+j5toYAYfWxiYgLpdHrsK5YJmmrgui4ymQzOnz+Pd999F3NzcygWi0/51T0eJicnAQCdTodpC3B/wkEikYAoimwv2ezsLPL5PGRZRrvdhiAIMAwD6XS67/tybeFwRgfyLgAO1BdK6DuOA0mSsLCwAFVVx3rHJUGTyKhge2JignmXUdWXxcVFAECv14PjOH36AuxphCiKSKfTqFQq+/RFlmVUq1XUajWuLxzOCDMYG6MufSoupT+u68L3fSQSCTbOnwOmLY7jjIV3GYyNRbVlMDbGvQuHM95QV/VhYmOiKGJ+fh66rvPY2M+hrn7LspBMJrl34d5lLOCJfs6h2dnZwe3bt+E4DlRVhed5EEURqqqi1WrBdV2EYciS+1SJm06nn/pYsn/+XumpPff/cK2x72NBEKDVaqFYLGJpaYkFE0exSqpYLEJVVVy+fBlTU1OIx+Ns7FgikWBGBgDS6TRef/11rKysQBRFtFotzM/Ps1FFlmWxKRLA3ojqUdqrw+GMK8ViEZubm5iYmICiKPA8j631IG0RRZEVjL344ouYnp6G67qo1WpPtZDsWYMCiYZhYGZmhlXjjqq+zM/P4ytf+QpSqVSfttDuNdKXXC6HX/qlX8Lc3Bxisb3bX13XEYYhZFnGjRs3UKlUAHBt4XBGhUHvAmCovpB3EQQBFy5cwOTkJEvOcG3Zg5JSnU4HYRiiUCiMtL5Uq1VcvnwZp06dgqZpffpCnbnAXtHD+fPnsbKyglwuB03TkMlk4HkeOp0O1xcOZ0Q5KDYmiiJM00QQBBBFEZIkwfM8nDp1inmXRqPBvUsE3/dhmiZ2d3fHwrtEY2P0OzIsNsa9C4cznlBsbGFhgSX1DxMbozVbXFvuQ1NjOp0O9y7cu4wFPNHPOTSVSgW1Wg31eh2zs7Ns3wdV38qyDEVREIvFMDMzg0QigXPnziEIAnQ6nacqNv/mo9pTKTQIwxAfbXSHftw0Tdy6dQtbW1vs46NYJUUCWigU8KUvfQnT09PIZDLIZrOYnJxk48kEQWDG7ty5c3j55Zdx6dIlLC4uYmVlBclkEp1OB1euXIFhGBAEAa+++upIXjMOZ9xotVrY3t5Go9FgI9abzSY0TWP/j9Ou9Vwuh3PnzmFqagqlUgm9Xo8FRDh7Fby1Wg3b29t9Hx/Fs5L0ZWFhAV//+tcxOTmJdDrNzMygvkxPT+Mb3/gGZmZm8NJLL+ELX/gCFhYW4Loutre3ceXKFbTbba4tHM6IMOhd6P4xqi9UgJrJZJDL5XDp0iVomoZyucy6Mjl72LaNUqmEWq3Ggj/A6OpLoVDAV7/6VSwtLfV5F1VVWWEIjQJ95ZVX8I/+0T/C5OQkFhYW8Morr3B94XBGmINiY77vQ9d1yLIMTdOgqirm5ubYWphSqQTXdbm2RKB4YbFY7Fv1OYpn5WBsLJvNsj/DYmPcu3A440er1UKpVOoby3+U2BjXl/vQ6Prd3V3uXbh3GQukp/0COM8XgiDg9OnTyOfzAIDvf//7LEBGI9aTySQsy8L169extbUF3/dZp8zT7OoPATwrdW00osz3ffzoRz/CmTNnsLCwMJJVUlFBOH36NDY3N3Hr1i20220AgCiKzMjQnpxWqwVVVbGwsIBKpYJ6vY58Ps8mR9y8eRP/8B/+QywsLDyV98ThcE4e6qQE9oqhNjc34fs+Wq1WX4cDBYEURUEqlWLjmPmeyz3I3FUqFezu7uLMmTMjW4U7qC9nzpzB+vo6+9igvui6jmq1yrSjUqkwLQL2focqlQr/XeJwRoiod1EUBWtra8y7mKbJvAsArK2twTRNSJKEeDzOEjecPVzXhSzL+PTTT7GyssI6jUZZX9LpNL7yla+g1Wr16YUkSZienoaiKCgUClxfOJwxZFhsLJvNsmR1LBZDMplEs9lEvV5HIpFAKpVCrVaDJEn8PPg5QRCwTsJbt25hZWVl5LUF4N6Fw+EczOnTp5FKpeA4DpaXl48UG+Oj++9D1+b27dvY2Njg3oV7l5GHJ/o5h6ZQKODSpUts1Mny8jIA4OrVq7h37x7bM9VsNtm4y3g8jsnJSYiiiCAIIAjCUzskDMtHVn+yv/Kef/B7DcMQjuOg3W7j6tWr+NrXvjaSVVJLS0tYW1tDGIZsTJksy/jss8/Q6/WwsLCAfD6PCxcusF2omUwG9XodjuNgfX2djScjEz0xMYGbN29iYWFhJK8ZhzNuDOqLqqpwHAc/+clPoCgKbNuG4zioVquwLAvtdhunTp1CLBZj3fz8BvQ+vV4Pruvik08+wWuvvYa33357JM/KQX358pe/DMuy0O124ft+n75omoalpSVcv34dAJi+RLUF2Ps9Wl1dRS6XG8lrxuGME4PaMjc3h1QqBV3X8ZOf/ATT09OwbRvtdhvNZhO+76PdbmNpaQmyLPPRygOEYYherwfDMMZKX+bn5/Erv/Ir+Na3voVerwdJkvDCCy8gkUjg9OnTXF84nDHkQbExz/PQbrfh+z7zLrSmUdM0BEHAfcsAlOy/ceMGfvmXf3kstIV7Fw6HM4yLFy+y/8fz+fyhYmMLCwusY5tzH/IulmVx78K9y1jAE/2cQxPdl0XMzc0hCAJIkoStrS00m030ej3Yts3+mKYJ27bR7XafqqH5L75Xwv/xf7z4RJ/z6vbBe18EQUAQBKxiirpSRw1d13H58mWsrq6ynZ5vv/02Jicn4boupqen2a4cGsff6XRQr9cPrB5TVRVhGKJYLGJlZeUpvCsOh3OSDOqLqqqYmZnBa6+9hq2tLdy5cwe2bcN1XZZkuHnzJoIggOM48DzvKb76Zw9BEOD7Piu8m5ycfNov6bEwqC/z8/P4+te/jqtXr2Jqaorpi6ZpbOQYGRSuLxzO6DPMuwzqy9raGkvIUAf/rVu3EIYh20fP2YMKtsdRX06fPo2/9bf+FtcXDocD4MGxMdu2cefOHdTrdeZdXNeFaZoQRRGO48A0Ta4vESg21u12x0pbuHfhcDiDKIrS9++HxcYajQba7TZbEcw7+vsZ19gY9y7jCU/0c47FmTNnsLGxAV3X0Ww2IYoiZFlGq9XqMzS0r+xpmpl/81EN//TdOSTUJ7fL+Z9/p3Tg54IggO/7sCwLn3/+Ob73ve8hn89jcfHJFiM8CRYXF5HL5VAsFmGaJnRdx6/+6q8CQN/HlpaWoOs6TNPE2toaHMfZ970EQUChUABwf8cZh8MZLUhbAMCyLMRiMXY29Ho9luyPxWLo9XrczAxAo6YNw8CVK1eQSqVw+fLlsdCX8+fP47d/+7dRrVb3aQtwv9KZ6wuHM54M6ovruojH4+h2u6x4jDrrAHB9iRAEAXq9HsIwhG3buHr1KtcXri8cDufnnDlzBrdv3x7qXTzPQ6/X6yuY4tyH4oWO43DvwrWFw+FEeFhsjPQlDEPe0T8E0l7uXbi+jAM80c95ZARBwMWLF9FsNvHBBx8gDENYloVWqwXf99Hr9dgNO/BsjFX+1X9xHd/9X774RMTPsHv4aKP7wMcEQQDDMHD9+nVcvHhxpEei6Lo+tAJs2MeoEo1uZgjag0fV86N4nTiccSeqLTdv3kS3u3eOWpbFKpQdx2HFUsCzoS/PEoIgwHEcbGxs4MqVK3jppZfGTl+iI8cGH8v1hcMZT4bpC3kX0hTXdVlxMg+WDafb7eL27duYm5vDl770Ja4vkcdyfeFwxhPSl6tXr7KAOHkX6roMgoAVj3Hvsh/f97G9vc29y5DHcm3hcMaTh8XGPM9j3oXg+tIPJfm5dxn+WK4vo0Xsab8AzvMJjVjXdR1vvfUWpqamEI/HEYYhJEmCoigIw5DtH3tWhKZkePi//tX2E3mu/+0f33voY+gaua6LDz/8EOVyGcVi8Qm8umefxcVFfOMb32D7VGOxGJLJJNtHJAgClpaWnvbL5HA4J8igtiwvLyORSEBRFAiCAE3TWLXys6YvzxJ0XYIgwMbGBt5//33Yts315eeQvuTzeTYhIpfLIZVKAQDXFw5nBBmmL5qmMe8Sj8dZEobrysFQJ2oQBLh69SquX7/ORjpyuL5wOONIVF/OnTvXFxuTZZk9jnuXh8O9y3B4bIzDGT8OExuL+hauLwdDsTHuXfbDvctowRP9nEOztLSE+fl5nD9/Hu+++y4WFhYA7FX2vPbaaxBFERMTE1BVFb7vIxbb+/UisXlWBOdfflCB5T3eUWk3di384E77oY+j6yJJEhqNBr71rW+hVqs91tf2PJHP5/Haa6+h0+kgCAK0223cu3cP7733Hur1OhtHw+Fwnm+mpqaGassXv/hFFAoFKIqCTCYDQRAginvrV6LacpL6MgodnLTnkibrfPTRR7h79y4/LyNYloV0Og1ZliFJEkqlEt577z189NFHSCaTT/vlcTicE+BB3uWLX/wiVFVl3iUIgr7zP1pQxrkPXRe6Nn/+538OwzC4vkTg+sLhjD4H6Usul8P58+dZbEySJOZdgGcvNvYsQUVkYRjiww8/xEcffcRjYxEGY2P1eh1Xr17Ft7/9ba7BHM4IcZTYGHmXxxUbGxWisTHuXfbDvcvowBP9nENz5swZvPbaa1hZWdk3tuPXfu3XMDMzg0wmg+npadYZ87gSJsf9vr/yB9cRPCbxc3sB/sF/s3aox5KRsW0btm1jfX0dV69e3Tc2ZVwxTROVSgWXLl3C3NwcYrEYDMNAOp3G2toaPvnkE7z33nv8enE4zzkvvvjiUG1566238Iu/+ItIJBJIJpPI5XKIx+NshNRJIwgCK1J7niFz5/s+Op0OGo0GPvjgA7Raraf8yp4NTNPE6uoq8vk8Ll26BE3TUKvVEIYhHMdBtVrl2sLhjAAP8i5vvfUWXnnlFWSzWeZdEokE25/MGQ6NnfY8D7Zto1ar4Yc//CHXl5/D9YXDGQ8O0pelpSWsrKxgenoamUwGExMTUBQFiqI8ttcyCkXKwJ5/8TwPhmGg1Wrh1q1bPDYWIRobI20B9opLPvnkE/zlX/4lv1YczghwlNhYIpFALBZ7bN5lFPRlMDa2s7PDvUsE7l1Gi+c/ms15Jsjn8/iVX/kVZDIZLC4u4ty5c5Ak6VBf+yhJleOKWMnw8Df+q89gur1jfZ9BwjDEO//3T9F2DjcxgCrwwjCE67oQRRGFQgGrq6u8ugxAsVhEGIZQVRWFQgFhGCKXy0GWZYRhiEqlgjAM+fXicEYUXdfxi7/4i3jttdcwOTmJmZkZVvTzMNPxqNoS3W/2vBOLxfqql2u1Gj8rcV9bCMdxMDMzg3w+D0mSuLZwOGOAruv40pe+hPPnz2NpaQlnzpzZV6Qc7ZSJchgNGmWoKM62bciyjF6vx/Xl53B94XDGG13X8eabb+LChQvIZDKYm5vD4uIiRFE8lHd5FG0ZteK0qHfhsbH7RPUlqi0UGyuXy/xacTgjzLDY2Ozs7KH0JTpZ5iiMir6QdyF9sSyLe5efw73LaMET/ZwT4zd+4zfwG7/xG1hZWcHFixdRKBSQSCQgSRJisdhQ4yJJ0lMLlJUMD6/+3if4P//lBipt99gCFoYh/t6/unnoJD99jed57Lnn5uawubmJjY0N3Lhx41iv53nBNE1cv34dH3/8Ma5fv94nHNG/k7hEcRwHAPh+HQ5nhFlcXMQ//sf/GO+88w5eeuklzM3NYXp6GoqiQBTFA/VlFDrzj0Ov12P6oqoq4vE4Njc38d3vfndsbtAP0heuLRwOB7jfGfPOO+/ghRdewMTEBDKZDPMulOgnfYnFYkx3RiXw9Sj0er2+9WOKoqBSqYyNdwG4vnA4nIM5ineJ+pdxLyKjBMygd+GxsfufA4ZrC7CnL1xbOJzRZlBfMpkM8vk8VFU90LscVLg8TkS9i67rcF2XexfuXUaSw7VccziHQNd1/NIv/RI0TUMYhjAMA/V6HY7joNfrsZ3BVEUFoO/vwP2xMAcFz8gU+b5/YgG2f/NRDf/moxpSqog/+LvLePNU6khfH4Yhvn+7hf/pf7f+yK/B8zzMzc0hlUqxEVzf+973kM/nsbi4+Mjf91lnY2MDq6urfT/LtbU1XL58GYuLi32jikhcokTHd49L4orDGUfy+Tz+zt/5O/jpT38K0zSxvb0NVVXR6/VPZaGOfEryi6LY16E/qDmEIAisyvkk9eVp0+v1oGka0uk0FEVBrVbDzZs3EQQBO2dHlQfpC9cWDocD7HmXt956Cz/96U9Rq9Vw7tw5GIYBx3Fg2zaAvcSDLMtMG0RRRBAEffpCAbRh+kLeBcA+zXqe6fV6mJiYQDqdRiqVwvb29lh4F4DrC4fDeTjDvIumaQiCgGlFGIYQBAG9Xo/5kGGFy8N2LouiyL6e1kGOAr7v7/MuAI+NRWNjw7QFuK8vXFs4nNEmqi/37t1DrVZDu91mXiWaVwnDkMXAjhIbowKBUfQuqVQKiqJw78K9y0gy3u1unBPFNE10u104jgPDMOD7PqampqBpGnRdhyzL0DQNkiRBkiQ2jj2VSrGPU7JlsBMzWpVGonNQt+ajVqq1HR//6F/fxj/4/9zCf7zRRNPswfMDBMFw0+QHIf7bD8u4+H9ZPVaSPxaLQZIkaJqGTqeDarUKz/OgqupIj0ahPTCDpjQ6EmZpaYn9PAd3cguCgEKhwP49uL+Iw+GMDqQv29vbaDQayGazrNND0zQkEgnWJaOqKlKpFFKpFFRVhSzLfboxTDuoSzNqaojntQKa9NTzPEiSBNu2mbaM+uith+lLPp/n2sLhcIZ6l2w2C03TEI/HIcsy+6+iKIjH4336Ep1a9iBvMmrdNKSVmqZB0zS0Wq2x8C4A1xcOh3M4Br3L7OwskskkVFVl3oXuyVVVZfuWSXOi3mVQO+jfgxo0CgzzLgBGXl+OEhsb1BagX1+4tnA4owt1ZVcqFVYIRb4kHo8jHo/3xcY0TUMymWT6Q3mXg7SD/ArFxkbJuwiCwHJP0djYKGsLwL3LuME7+jknQrQ6aHNzEzs7O/A8D57nIR6Pw7Is1unvOA4kScLExAQLprXbbVaBFgTBvhFmQP8++6jgRA8rqoSOVkoflSsbXVzZ6PZ97I3FBP72KxPIJWTUuh7+h2sNfDTwmEchat7a7TZ6vR7q9ToajQZOnTrFRqOsrKwc+7meNQb3wESJvu/Lly9jdXUVhUIBpVKJ/fxPnz7NREgQBCwtLT3Jl8/hcJ4QpC+2bePq1auwLAvNZhPJZBJBELCqZOpsicfjyGQyAIBOp4Ner4d2u91X3Qz0awoZGTqTBvWFzA51zDwPXTP0fsIwRKfTgW3bWF9fx6lTpwBgrPWlWq1ybeFwxpyDvIvjONA0DcBeEiUMQ7iui1gshkwmg2QyCcuyWIGY67r7dIHOX3oMAPZveiydOSfhXZ4k5Mtogo4sy2PjXQCuLxwO5+EMeheaaqlpGizLYtMuRVFkyZhsNgtd1xGLxaAoSp93IV8S/Ts1x/i+3xcji/od8i4Angv/cpB3mZ6exuXLl0daX44SG7Ntm2kLgD594drC4YwuUe/iOA4+/PBDWJaFbreLiYmJobGxTCbD9Ma2bdi2zZLaw/Iu9LUA+vQk+u+od3letAXYe700cbrX67HY2ChrC8C9y7jBE/2cY2GaJm7cuIHvfe97rEO/2+2i2+2iVCrB8zxW8eN5HhtLFo/Hkc1mAQC2bSMMQ2Z8ouNmosGwqFEB7gffouIjCAJkWWYfp/3ExxWfYcn/k4KKG+LxOAsuTk9Po1QqoVAojGxl2cPel2marBJ+YmICrVYLr776KnZ3d1EoFPrE5tVXX+WVZRzOiDGoL67rwrZtbGxswHEcxGIxpFIpdLtdFuSSZRm6riOXy6HT6aDRaAAAKziLjraMJl1832djySRJ6tOh6H4zVVURBAE8z3vmkzKkezQC03VdnDp1immLqqpjrS9LS0uYn5/HnTt3MD8/D9u2MT8/z7WFwxlxDuNdFEVhu4IpmS1JEjKZDGKxGDqdDvu4IAh9/mVwDGZUd4Z1zdDHKWlDhQPPur4IggBd18fKuwAP1xfqruLehcMZP4Z5F0mSYJomSqUSACCdTrNJMmEYsskxyWQSwP3790HvEi0gi8a6iKj2RGNj1GwTi8Vg23bf2OZniWiRNXkX0pdoomlU9eUosbHZ2Vl0u13s7u4ilUoxfeHawuGMJsO8S6VSYUU/B8XGaHJMIpGAaZp9E1Jc12X6EtWVwXUw9DlqyIx6F1mWEYvF4DjOMx8bC4IAiqKwiTGSJHHvEvk8j42NDjzRz3lkqJpsY2ODBTVKpRIsy0Kr1UIQBGxEfyqVgmmaaDabKBQKSCQSEAQBpmmy8WWu6zKxoapn2gkTNTgkHtHHUCEAFRH4vt+X3LBtu88gPAsCFK20FgQBnufB933Mz89D13WEYYhKpYKXX375Kb/Sx8PDBKLVauG9997rK9BQFAVf+9rXEAQBTNOErutYWlriYsPhjBjD9GVzcxO1Wo2d35IkIZFIIJ1Oo16vw3VdTE1NYWJiAoqiwLZtpNNpNkXG9314ntd39kaDXaQv0T1kdD5LkgRRFNn3oeATVQMDz1anTHQFgSAIcBwHk5OTSKfTTFsWFhZG9uw8ir4oioK5uTk4joNcLodMJsO1hcMZUY7qXSzLgmVZSKVSQ71Lt9tlY4YpUBbVkmjiP9oFE03GCIIARVH6RiZalgXXdfsmzzwL3oWg9zlu3gV4sL5UKhVsbm5iYWGBfYx7Fw5nPBimLzs7OwDQpy9R79LpdDA3Nwdd15m+6LqOeDzOzlcqLgYAWZb7vIcgCH0d/cD9Ls7B2JiqqlAUhenLs6QpRHSUtGma0DQNy8vLkGWZe5eB2Njk5CQSiQT3LhzOiHOQd+n1eqwYjLxLIpFAMpmEYRjo9XrI5/PIZDIQRRF3795FOp2Gbdvs/KfY2GDuBUBf4p86+KPrlHVdZ/4mlUrBcRymW9HGmmcF0kZFUbh3GYDHxkYLnujnPBLRHR+O47CP0/jLRCKBbvd+B3wymWRjyNLpNOtoyWQy0DQNhmHAcRykUim2K4Wqw2i8GX0NJfGjZiY63p8qo6mCrdPp9CVgKEFj2zZ7zU8LSiApisKqrLa2tjA1NYVMJgPHcUZ2NMrS0hLW1taGXn/XdVGr1fbthwnDEDdv3sS7777LRYbDGVEO0hfLstBut5FMJvs+Tv8uFApsLxlwX1+azSYcx8H09DSq1Sp832fdk6Zp9o0ei1Ywk6khU0B7MOlcUlUVrVaLfS9d12GaJizLeiaS/mEYIplMQpIkNJtNlMtlTE5OMm0Z5dFbj6Ivqqqi2+3irbfe4vrC4Ywgj+Jdkskk68gc9C6dTgexWAztdhu6rsN1XeZJLMvq606MJvd7vR4kSYIsy+zfNNmMpgRQMTOwdzbJsszGGNP3fFpQQFCW5bHzLsDB+uI4DtbX13Hp0qW+j3PvwuGMPgfpiyRJuHfv3lB9cRwHyWQSiqJAURQA/bExAJienka5XIbv+0w3LMti3oSI+g6KLwH3E+dUOED/pccBYOOcqfj5aekLvQdd1yGKItrtNrrdLkzT5N6FexcOZyx5kHe5e/cuACCbzWJ3dxfA/YQuTVaOxsby+Tw6nQ4URUGn00Emk0G73QawpxXR5hXyIXQe0WRmyrPQVGJKmiuKAlVV0W63EQQBm4RmWRabXvO0Y2OCILBJBr7vc+/yc7i+jB480c95JKI7PoYdCIIgYHFxERsbG1BVlZkYGiNDOy0paUJj6/P5PIIgYIl/SrhQpwyN5afKNaomi3b2+77fF5yzLIsVDVA3pqqqfSPQSKie1CgzGjFNho3MHbAnrOVyGYlEYqRHo+i6zvbARAVHEATkcjl20zHIqO/P4XDGnYP0hXYm0+oXx3GYvgiCwLofqRiMvj6RSCCfzwPYO3fK5TJLuOi6zpIslOSnscnREcukFZqmIZvNQtM0lMvlvlFWFEgLw7CvGpqqo5+UuaECBVVV2VgyolwuQ9d1qKrK9WUIXF84nNHlUbxLIpFArVZjiZWod5EkCa1WC/l8HpIkodfrsakzFJALgoCtfOn1en2dMwSd2Zqmsa7OWq3WV2xGXZkAWPcmTUB7kmOYKchHU26iHTvj4F2Ag/WlUqn07bGMwrWFwxltDtKXTCbDEiSD+kJJkF6vh06nA1VV+2Jjk5OTAPq9CxWT0epLio3RlDHyM5TgJ1+UTCbZ96HCNYqNkedxHIcVP9MUgScZG4vFYtA0jXsX7l04HM7PeZh3abVayOVy7PyOx+NsIuVgbCzqXRYWFiDLMgzDQLlcZjoVi8X6VphRLibayQ/cLyIj76LrOur1et+EMgDMu0RjYTQR7ElBWqcoSt/EG+5duL6MKjzRz3kkojs+CoUCSqUSOzDi8TjS6TSAvSpk2m/ZbrdZpz4A1k2ZTCYRj8cxNzcHz/PQ6XRYEt80TRbIio5PJrGiKjPqdqHdNFQsQOJDVVuSJLF9ZxRky+Vy6Ha7aLfb7Gvpc49rpBlNNyBzJggCTv3/27uz57bO/HzwzwFwcICDlVgoiptI2ZbktiTKm+TE1Xal3Z10VaeTTFKppCrJ9fwBuZi5mpu5mD8gV7meVKpSrlQlk+6q5FfdHbe7bctL26YkW5RIiSRIAiT29WDHmQvmfQ2AAHeIAvF8qrra5gIeQfL76Psu3/fSJXi9Xng8HqiqiomJCdy+fXsgP/95MTMzg2AwiEgk0tHOcmlpqW/YAOf3bjYi6p8v7Qv8wWAQqVQKbrcbpVIJlUpF/uW92Wwil8tB0zR4vV5cvHgRFosF6XQawO6pO3HyXizIi9bJ7Rkldid3d40Rk2kulwv1el0+rziRIzaOiYJCbFTrvmNzEAv/IiedTmfHM4t8cbvd0DQNf/mXfyk3P5xXzBcianec2iWVSnW0TW6vXXw+H6anp5HL5VAoFOQVKe2L/e13DQOQHWDa74cU9Uz7FTMOhwOtVkv+bDFpJ8Z1p9MpJ+jEhoJB1y7tCzHi1zI+Pj5ytQvQO18CgYD8e0YvzBai86tfvqiqivHxcbk5uD1fbDYbarUaqtUq/H4/KpUKGo0GAoEAXnrppZ61i9gw1j03Bny3sdhms8HhcMi5MQDylKXInWq1Kp9BzEuJ7x0bG0M+n39mc2MiW8RJfvEx1i6sXYhG3WFrl2AwCKvVimq1uu/cmKhdRL6IjWLpdFqevAfQ0eJeLNy3Z4jodilqF8Mw5OHN9rkxkVNiQ5mYGxMbyQZduwCQm6nF5gSPx4NwOMzahflybnGhn46lfbeTpmmYm5vD2toaTNOEz+eTYSAGd7FTLJVKYXZ2FoFAAIZhoFgsolQqwWazoVAoyIARbWAymYzsAOB2u+UdyeLOLrFT2WKxdJzUL5fLcLlc8gSNCDgRICKwxNeLEzpAZ6saUdycVPu9NuJ9Ec/hcDjgdDoRDocRDocRCoWgKAquXLlyrneVCbqu79khdtCvexTeF6JR1S9ffD4fMpkMJiYmUKlUZPvJfD6Per2OWq2GCxcuwGKxwOfzIZ1OIxgMIhqNwmKxIJlMolwuA4Bsoyx29Ip8EZvLxIkakQHiRKZYeBFFUPuJE+C7STaHwyF3UNfr9Y4sEYv94kTmSYjXaT9Z2X7/mHgWkS/hcBhvvfXWuZ8oE5gvRCQcp3ZZX1+HYRgIBoOydhE5YbPZsLGxgXK5jEwmIyeSxOZisXjv8Xhgt9tRrVZht9vlRFd7vgCQVwSIbBJ1iThdIxZsxMmZXC4nv24QtYvYlCBOdLafENU0TXaOGRsbw8TExEjVLsDefFlaWtp3oX9U3heiUbRfvoh75cvlMvx+P3RdR6VSwbfffotEIoGpqSm4XC44HA6k02lUKhVsbGxAVVU5NyYyRfxz99yY2Ljcr4ul6ILWPt8l6hBxDYs4hNJoNDpaRIuMEXNup5kv7bULANYuYO1CRN85TO3i9XrRarUQj8eRy+WQyWR6zo0lk0nouo6NjQ04HA5kMhnk8/mOa5FF1ojrlvP5vFzQb68xRKt+Ubv0mhsTndBardaeuTEx/g9i3UVkVnsd1Wq14HQ60Wq15EI/a5fvPnbQ99Bw4UI/HUv3HR/hcBherxeJRALVahV37tzBZ599hmAwiFwuh1gshnq9jkAggGw2K+/fqtVqiMfj8Pl8ME0T2WwW9XodY2NjAHbDrH23scvlgsViQSAQQKVSkYsxYnLO6XSiUqnIk5q1Wk0u4judTnmS0ul0yg0GYvdy+2K/WDxRVVXeQyOuHWhfrDkMcbpSPGOj0YCqqvK06NjYGMbHx1Gr1TA2NobJyUmEw2HMz8+f6u/ZMNnvDpnzfDcbEe2fL6LdZTqdRqlUwvLysrwrGAA2Nzdx6dIl6LqOzc1NfPLJJwgEAiiXy8jn82g0GhgbG5MFBQC54OJyuaBpGorFIqrVKrxer1zgsNvt0HUdzWYT5XJZ3pNcqVRkRoi8cjgcsjOAKJYajUZHsSGeWWRNqVSSpz8PW+SIjBITd6INmpg8s9vt8Pl8GBsbg2EYGB8fx40bN0Y6WwDmC9GoOk7tIrKgXq8jkUggEAjA5XLhyZMniEQi0HUdqVQKlUoFDocDzWYTqqqiXq+j2WzC5XLB4/EcWLuYpgnDMOTEnMgBUT+IDQH1eh0ul0veowl0LsKI/zmdTjgcDtm95qj50l5ziUm59tOjPp8PLpdLnsxxOBy4evXqSOcLs4VodB02X0Tb5EgkIrvAiJPzuq7DMAysra3B7/fLDWeVSqWjdhFjsRinxYJMJpOBqqodXVfcbjeazSaSyaSsXWq1mtwgIGoGUbsoioJKpSK7yIjFGPFzRe0iXke0Yz5sp7L22qV9bkxcUcPapTfmC9FoOihb3n33XWQyGSwtLcHr9WJnZ6fn3JiiKMhms4hGo3JurFAowDRNuN1uWbuILpciP2w2W9/axW63y9cR1yU3Gg25oC7qIlF7tM+NtV9FI2oXcXVLo9GQp8jFQZvDEK+hqqo88CkyTlw9FgqF4PF4WLu0Yb6cP1zop2PpdceHpmmYmZnBrVu3UCwW0Ww2sbm5iVgsBkVR4PP55MkQRVGws7ODUqm0564ZVVVlqxm3241gMIhisQir1SoXYjRNQ6VSkYO0eI16vY5yuQybzYZSqSQLFLFTzOFwdASX6B6gqip0XZeLJOKkimhL2Wq1EI1GZct/Mel10L1lNpsNLpcLFy5cQK1WA7BbdIlft81mQyAQwPj4OKampmCz2RAOh+FwOEZ6QN3vDpnzfn8O0ajbL19++tOfIpFI4Ne//jUePHgAl8slF9+B3TFXtDLO5/PyvmNxR5noAuByueQGM7ErWRQ9tVoNwWAQDocDxWJR3gspTvKLDWligqzVaslsUhQFfr8fhmHIjWbiahnxaxGTZA6HQ05kWSwWmREil/YrakQBNzY2hlAohGw2KwsYwzCgKApcLhcCgQAmJycxNTUlF4JGOVsA5gvRqDpJ7QJAXv2VSCRky0oxrorJq3q9Lie/xD8fpnYRCyuFQqHj1KSoXcQkmNfrRaFQkJNXTqez415mh8MhN1OL0zuic02j0UClUjlU7SIy0ePxIJvNdlyjJu6OttlsuH79urwbdNTzhdlCNLpOY25sY2MDuVyu43BKs9ncU7vYbDaUy2VomoZAIACr1Qqv1wvTNOFyuWCz2TryRXScqVarcrOWmP8Sc2OifhCL9+1dzUSGaJomn0Ec1hE1x2HnxqxWK8bGxhAOh1m7HAHzhWg0HZQt09PT+OqrrxCPxxGNRnvOjWUyGaTTadRqtY65MQByUby9dhH/LubG9qtdGo2G7CjTfn2luKZG1DTiyhpRu3RfdSk6uYi5MdENAIC8NnM/Ikt8Pp+cG+u+AnpsbAwej4e1Sxfmy/nDhX46tn53fOi6ji+//FJOal28eBHZbFbuyhIFjbhjTAzuiqLIE5OivczY2Ji891i0TgYAj8eDarUqA6ZYLGJnZwemacqgERNj4mOisAkGg3LHdLFYRK1WQ6VSQaVSga7raLVa8Pl8suNAOp2WO6XbX1PoV9CIr3e73Zienkar1ZI73sTPmZycxMTEBKampuRCUCKRwE9/+tORGVANw+j5Z2i/P19EdL7t99+/uOfy4sWL8o5iQdx9nMlkZJsxkS0iezweD3w+H3w+H+x2O0KhkLxbTNylCeyOTV6vF6VSCYVCQe5KFjuDAcDtdgOA3N0cCoUwPz+Pp0+fYnt7u2NiTUzYeTwetFotVKtV+bwAZM5ZLBZ56qbXYr9YVNJ1HX6/HxcvXsTY2BgKhQIqlQpCoZB8rsuXL8t8ASDzb1QwX4io3XFrF6FcLstTK2Jzl8PhkNe6aJoGv9+PcDgMp9N56NqlVqvBNE1ZZwDfXTFjtVrh8XgQDAblBNn29ra8Z1ksConFGlHXmKYpu8uIOkv8rPY2ne3EJjK32y0XY0S+iE1pU1NTsNvtmJubQzAYlN87SvnCbCGibieZG6vX6x3/3j031l27dM+NvfjiiyiVStje3obP59szN9Z+kEVs/BJzY921i9iQLHJJ/HzxMwuFAtxut+xmJrLloM4x4tDO2NgYLl68iFAoJOfGHA6H3Bj9wgsvsHZhvhDR/zjov33TNPedG8vn8/IwZK+5MdEZxu/3y24uogvmYWoXm80mx2un0wkAcuPW2NgYHA4HyuVyR+0i5sbEuC9qF7FxTGwuE4c0xUblfnNjooty99yYqF1EdopFfmGU8qVftgAH/xmj4cKFfjqRXnd8iI8DkPd7+f1+7OzsyM+LtmDtrSlFSxgxyeTz+RAOh+VE1OXLl/H666/LNjVXr15FOp3G8vIyfvvb38oWMeIuGdEZQNxhJk5XilPzxWIRmqYhm83K+zJF0aPrOhqNBtLpNDwej9zJLO43EydAxS61/SbL5ufn5c609p1l4XAYCwsLeOGFF+R7pWkabt68ienp6dP9jXpObWxs7Nk5trKygoWFBczMzPT980VE599++SKypf20pSCKEQCy6BC7icUi/cTEBNxutywwXn/9dYTDYSQSCezs7MDlcqFUKuHJkyf49ttv4fP5ZF7Y7Xa5qCNeXxRPly5dgsPhQDAYRL1el91byuUy7HY7bDYbHA4HCoUCbDab7CIjdimL3cbb29uyHXN3vohfi8vlQjgcltcNiM+JRZof/vCHsnONpmmy1duoYL4QUS/HrV3Eifv2EyliU5ZYRHG73XJxHDh87SJaVZqmKWsX8TlxYubKlStIp9Mol8sIBAIwDAOapsnaxWazyU1k4ioZUbuITQQ+nw+JRGLf2sVut8tFJdEhTVxJ4PP5MD8/j+vXr8Nut49kvjBbiKif4+aL6OYlxpXuubHu2gXonS/Ly8t48OABnjx50jE3Jk7qi0X19rkx0cWsvXYB0HHFpbgyRlxhU61WZf0i5sbEhoV++WKz2eTdyGIRRlzpqWkagsEgrl27hvHxcdkJZ5SyBWC+EFFv+/23f9DcWLlclrVLr7kxMf6L2kWcetc07ci1i8iDYrGIUCiEhYUFpNNpbG1tddQuokuA2BzWXrsA6LhW+aC5MZGRIl/a58asVqvscjbKc2MHZQuw/58xGi5c6KeBEPd8iNYuoVAIOzs7yGazAACXywUAsgWk2PnVvlhht9sxPj6OeDwOALhw4cKeNjWGYeCDDz6AruuIRqN48uQJ0uk07HY7UqkUbDYbvF6vvHfM6/XC5/Nhbm5OnnT5/PPPAewWVJOTkygWiygWi0ilUvJeGnGfSzablfepiV1l4tRMd5sTsWAzOTmJer2OVCqFQCAgT9L4/X7UajXEYjHcvHlTvlftO8zOM8Mw9oQNsLsjcXFxcaR21xHR4c3OzsrxUmymun//vvy8ONUoihdN0+SuY8Htdst8UVVVFgXieoBAIIBIJIIvv/xS3tcs7jETix4ul0uelHS5XAiFQgiHw/D7/QiFQgiFQrh3755s7S9ahOXzeTQaDQQCAXkVjNfrlbuUxURbMpmUBY3YFNc+4efz+eSzKYqCcDgMALKd5+bmJr7//e93XI8zKmMq84WIjuqg2kWcfhH3GXfXLgBku0qx2ewotYtoaylOT4pOAX6/H4FAAJcuXUI4HMbU1BTW19flQo6oXdLptGz9L+6obK9d7HZ7Rw51n8Jsn/AbHx+Hoiiyg04wGJSnN51OJ1KpVEftIt6f847ZQkTHcVC+iFOL/ebGgM7aBeidL++++y7+8z//E59//jny+Tyi0Sjy+Tyy2SwSiQQ0TYOu63IuLhQKwWq1IhwO76ldes2NiQ1g4nvb58aKxWLHKU9Ru4irZ8RmsfHxcVitVuRyuT21i2macmFJvFejMqYyX4joOA6aGxMbxxwOR8+5sfbaxTRNqKqK6elpOByOY9cuDocD3/ve9zA3N9ezdgkEAvB6vSgWi3IR3+fzybkxj8eDZrMJu92OcDi879yY2LRw8eJFzM7OIhqNcm6sDbNl9HChnwZC3PNRrVYRi8Vk4ESjUTidTnkqJpVKyXYwYsexCBhxR8zU1BRCoRDefPNNBIPBjhYiuq5jYmICzWYTL7/8Mubm5nD37l1EIhG5YK5pGsbGxuTpx+npabjdbqRSKaiqiuvXr+PBgweyXb/L5YLf70e1WkWxWITb7ZbFlrhv2ev14qWXXkIsFsPm5iYMw5BhI9rXhMNhTExMoFqtypab4+PjUFVV3pUWj8eh6zoSiQSmp6dH6o6YSCTSc7c3sPseRiIR7igjoj10Xcd7772Hf/qnf4JpmggGg7hx4wbW1tbg8/nQaDQQDAaxuroqWx83Gg15+tBiscjT9NPT0/jhD3+I8fHxPS2qrl27BsMwZEbdv38fd+/ehcfjQSAQkCf62/Pltddeg8vlwr1793DhwgVMTU0hm83KfBGbwMSua4vFgmAwCLfbjUQiIVvyv/POO/j0009RLBZhGIYsaBRFgdVqxdzcHPx+P/L5PNxuNy5fvgxgdzJN5MvOzg62trY6Psd8Yb4QUW8H1S6apmFubg6qqqLZbPasXcSdx+Pj48eqXUS+WCwWuN1uWK1WTE9PY25uDl6vFy+88ALu3buHF198UU7QOZ1O6LoOVVVRr9fRaDQ6FopE7eJwOBAIBOTPMwyj405l0fZydnZWXh8QDAZx8eJF+TO2trb21C7A6OQLs4WIjuOgfCkWi3LuSXQCAyBPPrbXLgfNjYmcAoAnT57g7t27KJfLh5ob61W7tM+NiWwQGwXa58YuX76Mp0+fymsJxBUxovYRtYvIqJdffhlAZ+3CuTHmCxEdzUFzY5VKBVtbW8jn8z3nxhwOhzyNb7FY8Ed/9Ee4du3aiWuX1157DdeuXUMqleqoXdrzRXQFENcNdM+Nud1uBINBvPjii/j000+Rz+dRKpVgsVj2zI2JK2/EYRiAc2MAs2UUcaGfTlX3vR/vvvsuAoEAFhcXMTk5iTt37iCfz6NareK9997Dv/3bv2FpaUkOPOJ0ydjYGAKBAIDdHc7vvfcebt++3fNntu8+EpNh6XS64w5lr9cLRVHg9/tx9epVXLx4EbVaTT7XtWvXsLS0hHq9jvn5eWxubiISiSAUCnXs+PL7/SgUCvB4PFhYWMDbb7+N9fV1LC4uIhqNyok+EXaitVm5XIbf74fT6ZRhu7OzA6vVilQqhYmJCSiKglu3bo3Mbqrue0+P+nkiGi3d+fIXf/EX+Pjjj1GtVjE5OYm3334b+XweExMT+OSTT1AulxGPx9FsNqEoimwV9tJLL8l7kK9cuYJXXnlFtqzqJsZjTdNw48YNrK+vy7FJtMhvz5cXX3wRr776KoLBIBYXF+HxeJBOp2EYBhqNhtxhLVr6t/+ccDiMbDYLr9eLd999FwsLC/jd736HjY0NrK+vo16vyx3XPp8Pfr8fqVQKtVpNTvqJ+9NEvmxsbODy5cvMlyN+nohGx1Fql2vXruG///u/8cEHH6BQKACAvMvY5/Ph0qVLsNlsp1q7hEIhWbuIUxfr6+uYm5vD+vo6stksGo1Gx+avfrXLzMwMbt++jYWFBXz++edYXV1FKpWSmxSCwSA0TZMb0kTnApEvqqrKdtOiThulfGG2ENFRHDZfCoUCJiYmsLS0hHg8LjcEi2tTRO0CDH5urFftsrm5KbOmXXu+vPbaa1hYWMDy8jKi0Wjf2kXMjV2+fLln7cK5seN9nohGy1Hmxv7rv/4LX3zxhdyEJebGRLdjUbvcunULr7/+es+5saPWLuFwGD6fD3fu3Ok7Nya6ygDoOTdmGAbGx8fx+7//+1hYWMAHH3yAWCyGeDy+J198Ph/i8bi8ooBzY7uYLaOHC/10ava79+POnTsdISR2ThmGAa/Xi62tLdRqNdTrdQQCAYyNjeGVV16R96zE43H5vd1EKzRxv9eVK1ewtbWFtbU1AJCnKC9cuIArV6503AHW/lzf//73AezuavqP//gPzMzMIJVKdfwsMfk1OTmJP/7jP0YwGEQoFMI//uM/4vPPP8f29jYAwOv1wuPxwGazIZPJyNP+mUwGmUwGpmnC6/WiVCohmUxibGwMP/jBD0YiaISDfq2j9F4Q0f565YuiKHjvvffQarX2ZEs2m4XVakUsFkM0GkWtVkOlUsGlS5fw+uuvd9zhtV/Lqu58eemll5BKpTpaObfni3idP/iDP5D5kkqlkMvl5O5iu92Ozc3NPT9L13VomoZXX30Vd+7cga7r+Ju/+Rv8wz/8gzx96fF45MlKm82GVCqFer2Oer2OXC6HeDzekS/iChrxeqOC+UJEh3Gc2iUWi6HZbGJtbQ3JZBK5XA7z8/O4ePEibt26NfDaRXSb6c6XBw8eoFarYWVlpeNnidrF7/fjRz/6EV577TXMzs7ik08+wb/8y7/g4cOHe/KlUCigWq2i2Wz2zJdGo4FMJjNy+cJsIaLDOkq+hEIh/Md//Af8fn9H7VKv13Ht2jXcvHlT5sWzmBvrrl3+1//6X4jH43Kjl9BrbkzX9X1rFzE31q924dzY8T5PRKPjOHNjbrcba2tryGQyAIBWq7Wndtlvbuw42aLr+r5zY7lcDr/61a/k3Fo7XdcRDAbx5ptvylrj5s2b+Pd///eetYvNZkO5XJZXNHNubBezZfRwoZ9OxUH3fvzgBz/Y0w5kaWkJk5OT+MlPfoJEIoFIJCLbuKiqCo/HI1tC7tdSRLRCEz8/HA7jxz/+MX79619DVVV4vV5MTExgamoKmqZ1tGjRdb3na2YyGTx8+BB+v39P6NhsNvzJn/wJ3n77bfmxV199FZVKBRcvXkQ6nd7zehaLBclkEvV6HeFwGDabDVarFV6vV7amGTXtf1HoNiptdIjoYPvly+PHj/dMBC0tLSEUCsHj8SCRSKBarSKTyaBare7JFvE6h82Xq1evolAoIJ1O78kXh8PRMW71y5etrS18+OGHsshqFwqF8IMf/ACvvfaa/Ngf/MEfyPuXuzmdTmSzWaRSKdn+U+SLz+fDrVu3UCqVDniHzx/mCxEd5Li1SygUwltvvYUXXnjhTGoX8f29XldsPuhVu7z66qv4sz/7M5mXU1NTePXVV2G1Wvfki9VqhdPpRLlc7pkvwWAQr7/++sjlC7OFiA7jqPlyUO1it9uPXbucxtzY1tYWPv7440PPje1XuwC7c2O9soVzY8wXItrfcefGRO1y3LmxQdQuhmHgwYMHPbNFURS8+OKLeP311zvmxvrVLgDkNTScG/sOs2X0cKGfTsVx7v0QLUI0TcP09DSq1Spstu/+SIqWZd1f38vMzAyCwaDcGf3SSy/hzTffxOPHj/fscjtMi5apqSm88cYb+OKLL6BpGkqlEprNJmw2G9555x3cunWr4+tv376Nu3fvwufzyRP74plLpRLGx8dlu7N4PA6/3y93vN28eRN2u33k7kbp/ouCMEptdIjoYEfNl+5sAXbvqBQdWrqzpf17eunOl2AwiFQq1dFe7Cjj1tTUFN555x18+umnKBaLaDabsFqtcLvdeOuttzA1NdXx9bdv38ZvfvObjmwRz1ypVBAOh1EqlVAul1EoFOD3++FyueQ9m6N49xbzhYgOct5ql2AwiJdeegmGYWBra6ujdpmfn8ePfvSjjteYnZ1FOByG3+/fky+KoqBSqcDv9/fMl5s3b0LTtJHLF2YLER3G81a7nMXcWL/aRcyNaZqGZDIps4VzY8wXIjrYWebLaWeLrut48803sbW11bN2eeONNxAMBuXX71e7lMtluWGMc2PfYbaMHi7006k4zr0f3QNK+6JJr38/TEh0D9bT09N72m72ep3u+21CoRCuXbuGixcv4vHjxygWi3C73bhy5Qp8Pt+eXU+hUAg/+clP8POf/xzj4+PyzphcLodr167B7XbD4XCgXq+jVCqhWq1iYmICb7zxBiYnJ/u+R+dd918U9vs9IqLRdNR86TV+tOdJd7b0+57uz3cXTMfJltnZWczOzh45X/7sz/4M//zP/4ydnR2YpolGoyHz5Xvf+x7u37+PnZ0dNJtNNJtNTE9P45VXXpG/VuYL84WIOp3H2mV8fBzf//73sbW1Ja8TE6druu9z1nUdd+7cQaFQgGEYMl/EBNu1a9fg8XiQyWQQj8dlvrz99tsdG9JGLV+YLUR0kOexdgGe7dzYQbXLw4cPceHCBc6NtWG+ENFBzjpfTjNbZmdncefOHaRSqZ61S6+Omf1qFwC4dOkSZmZmODfWhdkyWrjQT6fiOPd+tLcQqVarqNVq2N7elvdIhsNh+bXHbSnSr/1Yu373p4mf/8Ybb3Q8R/euJxFWqqrixz/+Mba3t5HNZrGxsSHbW4bDYWxubuLRo0fw+/1QVRXXrl2ThUy/92gUHOb3iIhG11Hzpbs9VXe+dI83x8mXk2TLwsKC3FW7X760F0I+nw9///d/jy+++AJPnjxBNpvFW2+9hfn5eWiaBqvVikePHqFer0NVVczMzCAUCvV9j0YF84WI+jmvtUsikcDly5dx+fJl+Rz9ahfDMHDr1i1cvXpVtv2v1Wqw2Wzy1M/9+/ehqipUVYXP5+voYNDvfTrvmC1EtJ/nsXYRP/dZzo391V/9FdbX17G5udm3duHcWCfmCxHt5yT5Uq1WkUgkUCgUkEql4PP5OmoX4Gzmxu7cuYPFxUVZu4jn6Dc3tl/twrmx3pgto4ML/XQqjnPvh2gh8otf/AKrq6swTRNOpxPxeByapiGfzyMcDg+0pch+99skEgm89dZbSCaTfXc99Qoru92OH/3oR0gkEtja2pIfn56eRjqdll/b3TaFd6MQEe111Hxpb08Vj8extrYG0zTl2P3o0SPMzc0NNF8OczfnD37wg767antli6IoePPNN/Hnf/7n+PLLL5kvREQnwNqlMye+//3vY2ZmZk++3LhxA6ZpdixAtX8f84WIqNMw1i7AYPLF4/Hgr//6rzk3RkR0Co6bL+21CwCoqopyuSxrF/H9wzQ31q92Yb7QKONCP52K4977EQwG4fF4cPHiRVSrVUxOTuLOnTvI5/PI5/N49dVXcfXq1YHtuDrofptkMtl319NBYdV9z7KmaZibm5OFm2gbw7tRiIj6O06+zMzMwOl04v3330cgEICmaVhYWAAAJBKJgefLYe9O65UvB2VLMBjs2T6a+UJEdHisXTq/j/lCRHQ6hrF2ATg3RkT0vDtOvnTXLt35EggEEAwGB9bOnXNjRM8OF/rp1Bzn3o9IJAJN02R7SMHr9QIAnE7nQAfh49zPKRwUVsBukLR/TTgchtfrRSKRwM2bNwcapkRE58Vx8iWZTO7JFgDyY4PMl0FmSyQS6bmTm/lCRHQ0rF2+w3whIjo9w1a7AJwbIyIaBkfNl361C7CbL8FgcKBt3Vm7ED07XOinU3XUez9OMuCfhuPczykc9GymafbcaedwOPDTn/60Z8gSEVFvw5Qvg8wWUcwxX4iITm6YsgVgvhARDQvmy3c4N0ZEdHqOki/nOVtYuxB14kI/namTDPin4Tj3cwqHefbj7OQmIqKTO8t8GXS2AMc7KURERCdz3msXgPlCRHQWznu+MFuIiJ69854tAGsXIsFy1g9Ao212dhaKovT83EED/mkQO7+6n+Ewd7cc9tnFTrvXXnsN165dY9AQET0DZ5kvzyJbxM9hvhARPTujULuIn8N8ISJ6dkYhX5gtRETP1ihki/g5zBcadTzRT2eqX4uVwwz4p+W4O7+eh2cnIqLeznqMZrYQEZ0/z8MYzXwhIjp/nocxmvlCRHS+PA/jM7OF6NngQj+dueehxcpR708TnodnJyKi3s56jGa2EBGdP8/DGM18ISI6f56HMZr5QkR0vjwP4zOzhWjwuNBPz4XjDvjPg2F+diKi825Yx+hhfW4iolEwzGP0MD87EdF5N8xj9DA/OxHReTbM4/MwPzvRs2Q56wcgIiIiIiIiIiIiIiIiIiKiw+NCPxERERERERERERERERER0RDhQj8REREREREREREREREREdEQ4UI/ERERERERERERERERERHREOFCPxERERERERERERERERER0RDhQj8REREREREREREREREREdEQ4UI/ERERERERERERERERERHREOFCPxERERERERERERERERER0RDhQj8REREREREREREREREREdEQ4UI/ERERERERERERERERERHREOFCPxERERERERERERERERER0RDhQj8REREREREREREREREREdEQ4UI/ERERERERERERERERERHREOFCPxERERERERERERERERER0RDhQj8REREREREREREREREREdEQsZ31AxA9DwzDQCQSgWEY0HUds7Oz0HX9rB/rXOF7TESjiGPf4PE9JqJRw3Fv8PgeE9Eo4tg3eHyPiWgUcewbPL7Ho40L/TTyNjY2sLi4CNM05cdWVlawsLCAmZmZM3yy84PvMRGNIo59g8f3mIhGDce9weN7TESjiGPf4PE9JqJRxLFv8PgeE1v300gzDGPPIAgApmlicXERhmGc0ZOdH3yPiWgUcewbPL7HRDRqOO4NHt9jIhpFHPsGj+8xEY0ijn2Dx/eYAC7004iLRCJ7BkHBNE1EIpFn/ETnD99jIhpFHPsGj+8xEY0ajnuDx/eYiEYRx77B43tMRKOIY9/g8T0mgAv9NOIO2tHEHU8nx/eYiEYRx77B43tMRKOG497g8T0molHEsW/w+B4T0Sji2Dd4fI8J4EI/jThd10/0eToY32MiGkUc+waP7zERjRqOe4PH95iIRhHHvsHje0xEo4hj3+DxPSaAC/004mZnZ6EoSs/PKYqC2dnZZ/xE5w/fYyIaRRz7Bo/vMRGNGo57g8f3mIhGEce+weN7TESjiGPf4PE9JoAL/TTidF3HwsLCnsFQURTcunWLO55OAd9jIhpFHPsGj+8xEY0ajnuDx/eYiEYRx77B43tMRKOIY9/g8T0mALCd9QMQnbWZmRkEg0FEIhEYhgFd1zE7O8tB8BTxPSaiUcSxb/D4HhPRqOG4N3h8j4loFHHsGzy+x0Q0ijj2DR7fY+JCPxF2dz5du3btrB/jXON7TESjiGPf4PE9JqJRw3Fv8PgeE9Eo4tg3eHyPiWgUcewbPL7Ho42t+4mIiIiIiIiIiIiIiIiIiIYIT/TTmTIMgy1FiIjo1DFfiIjotDFbiIhoEJgvREQ0CMwXotHAhX46MxsbG1hcXIRpmvJjKysrWFhYwMzMzBk+GRERDTPmCxERnTZmCxERDQLzhYiIBoH5QjQ62LqfzoRhGHuCBgBM08Ti4iIMwzijJyMiomHGfCEiotPGbCEiokFgvhAR0SAwX4hGCxf66UxEIpE9QSOYpolIJPKMn4iIiM4D5gsREZ02ZgsREQ0C84WIiAaB+UI0WrjQT2fioF1j3FVGRETHwXwhIqLTxmwhIqJBYL4QEdEgMF+IRgsX+ulM6Lp+os8TERH1wnwhIqLTxmwhIqJBYL4QEdEgMF+IRovtrB+ARtPs7CxWVlZ6tpBRFAWhUAhLS0swDAO6rmN2dlYGkGEYiEQiPT9HRESjjflCRESn7STZAjBfiIioN9YuREQ0CMwXotHChX46E7quY2FhAYuLix2BoygKxsfHcffu3Y6Pr6ysYGFhAQD2fI/43MzMzLP7BRAR0XOJ+UJERKftuNkyMzODjY0N5gsREfXE2oWIiAaB+UI0WrjQT2dmZmYGwWCwY4dYKBTaEzQAYJomPv30UyiKArvdvudzi4uLCAaD3F1GRETMFyIiOnVHzZbFxUU4nc49E2Xtn2e+EBERaxciIhoE5gvR6OBCPw3cfu1edF3HtWvX5NcuLS31bCkDAIlEAgAwPT2953OmaSISiXS8Fj3f2AaIiE7ioDGE+TKamC1EdFKnVbuYponPPvts388zX4YH84WIToK1C/XCbCGik2K+UC/Ml9HDhX4aqKO2qjQMo+9rVavVfX/Wft9Lzxe2MCWikzjOGMJ8Of+YLUR0UqdZuwBAJpOB1+vt+3nmy3BgvhDRSbB2oV6YLUR0UswX6oX5MposZ/0AdD4ZhoGvvvoK//qv/4qNjY2OoBDtXnqFw347izRNg6ZpfT/PXUnDwTCMfVuY8i8NRLSfZDKJn/3sZ1hZWcHm5qbMl4PGEObL+cZsIaKTGETtAgBjY2P7fp758vxjvhDRSbB2oV6YLUR0EsetXQDmy3nHfBldXOinU7exsYFf/epXuHv3LlKpFKLRKO7duyfbvwDftXvpNjs7C0VRer5uOBzG+Ph4z88pioLZ2dnT+QXQQEUikQNbmBIR9bKxsYH3338f0Wi0Z77sN4YwX843ZgsRHdegahdFUXD79u19P898ef4xX4jouFi7UD/MFiI6rpPULgDz5bxjvowuLvTTqWrfNdS9m2xtba3jY/1OxSwsLOwJHEVR8NZbb/WcLFMUBbdu3eKusiFx0M4x7iwjol5EvnS3EuvOl/12LTNfzi9mCxEdxyBrl1u3biEUCu37eebL84/5QkTHwdqF9sNsIaLjOGntAjBfzjvmy+iynfUD0PnSvmuou9WLaZpIJBKYnp4G0L/dy8zMDILBICKRCAzDgK7rmJ2dlV+/3+fo+XfQ7xV/L4moF5EvvdqItefLfmMI8+X8YrYQ0XE8i9rloM/T8435QkTHwdqF9sNsIaLjOI3aBWC+nGfMl9HFhX46ValUquPesXq9DlVV5efFxw9q96LrOq5du3bkz9HzyzAMRCIR+WckHA7v+UsJ2wARUS+GYeCbb77BxsYGgL3ZAuzmy2HGEObL+WMYBsrlMp48eQJN0/bkC7OFiPp5FrXLYT5Pzx/WLkR0EmLsyOfzSCaT8Pl8e/KFtctoYu1CRMd1WrULwHw5b1i7EBf66dRsbGzg3r17iEaj8mPlchnlchlOpxO5XA6NRgOapuGHP/zhoXcQiYHqLHeRPQ/PMMw2NjZkayFgd9fhvXv3MDc3h3A4DIBtgIioNzF+xONxpFIpAN9li9frRb1el/ly69atQ7/u8zKuPy/PMaza88Xr9WJtbQ2xWEzmC7OFiPo5z7XL8/Qcw4i1CxGdRHe+qKqKtbU1jI+PQ9d11i4jjLULER0Xaxfqh7ULAVzop1Mi7ogJh8OIxWJyYPF6vUin03JxZmJiAuFwGI8ePYLD4cDMzMy+r7uxsYHPPvsM8Xgc1WoVmqZhfHwct2/f3vd7DxMOhw2Q7sESAFZWVrCwsHDg81Pn/UFCOByG1+tFIpFAIBBAMBhkgBPRHu3jR3u+eL1eNBoNWK1WxGIx2O12XL9+HYVCAb/61a8OHJ/FuF6pVJBIJGS+vPfee7hy5cq+z3Na2dL+HMyX4+nOl/ZsyefzePXVV3H16lVmCxHtcZ5rF/EczJfjYe1CRCfRK198Ph90XcfW1hby+Tx0XX9uapejfB2z5WRYuxDRcbF2oX5Yu5DAhX46Fe33j01OTuLevXuo1WpQFAWZTAbj4+N48803EQqFAOzeG7O4uIhgMNh3kDEMA7/4xS+wurraMVjFYjHk83n81V/91aGLj2+++QaBQEAWWBaLBY8fPz4wQHoNlod9ftrVfn9QO03TMD09jWAwyHZARNRT9/1j3fkCAJOTk5ifn4fX6wVw8PgsxvV4PI61tbWO8emf/umf8Ld/+7c9J8z6FR5XrlxBq9WCYRjI5XJIpVId7bH6FSfMl5PrlS8iWwDA6XTyPSSintprl7m5OSwvLyObzaJcLiMej2Nqagq///u/P3S1i3gO5svxsXYhopPYb26sXC7LubHnoXbh3NizxdqFiI6LtQvHxn5Yu5DAhX46FYZhAAASiQSi0Si8Xi9yuRwSiQQMw4Df75dhI5imiUgk0newefTo0Z6wEd+3urqKR48e4dVXX93zHN3hkEgksLa2BgC4efMmAOxpXyJe97PPPkMymYRpmtB1HeVyuedgeZjnp13iz8ZxP09Eo6t9fOiVLwDw2muvHSlfIpEIKpXKnoky8X2//OUvMT093VFI9Cs84vE4Pvvss45sAdCRL6I4cTqdSCaTclKN+XJyzBciOq5+40OxWIRpmqjX6z0z4nmvXWZnZ/tO9hzm10DMFiI6mdOeGxtU7aJpGqrVKufGniHmCxEd13mpXTg3dvqYLSRwoZ+Orb0Fy/b2NvL5vCw+VFVFKBRCvV6H1WpFJpORLWC6X6Ofp0+fyoFe3MFcr9ehqip0XcdvfvObjkktXdf3TGxVq9WOgkgsDNVqNXzxxReYm5uDx+NBOByWzx+Px+WO2idPnsDr9XYE02Gfn3btt+uuWq1ie3sbX375Je/fISJJ5Mvq6iri8bi8v7A7X1RVRSwWQzgcPnS+GIaBRCLRN180TcMHH3yAiYmJfRdN2vNFZIsosHrly/vvvy+zBWC+nAbmCxEdRXftUq1WAQBra2uw2WwdtYvT6cTa2hq8Xm9Hvhy2dgE68wUAfvnLXw68dllZWYHFYjnwfaD+mC1EdFSDnBsbVO0yPT2NRCLBubFniPlCREdx3moXTdMQj8c5N3bKmC0kcKGfjqW7TUu1WsVHH30Em80Gn8/X8bWFQgFOpxP379/HjRs3OgJnv/tbtra2UK/XYRgG4vG4/FmGYSCbzaJSqWB+fh7Ad+1f2gf/arWK+/fvIxqNQlVV+Hw+VKtVZDIZGUKmaSIUCmF9fR3lchlOpxORSEQWXoqi9AzKfs9Pe83OzmJlZWVPoSl2/N28eRNbW1sAeP8OEXXmi2maiMViuH///p58URQFjUYD0WgUiqIcOl9WV1dlcdIrX9bX11Gv1/HGG28A2LtoUq1WkUgkEIlEkM1mZbYAQC6Xk6/XnS9TU1PY3Nxkvpwi5gsRHVav2uXevXvQNG3PGCJql0Qiga2tLVy+fFl+br+7jZ8+fYpkMgmfz9eRL6J2yeVyCAQCCIfDA6tdwuEwEolEzw1w+/0a6DvMFiI6ikHPjQ2ydtne3ubc2DPEfCGiwzps7aKqKprNZt+5seeldonFYpicnMT6+rr8XlG7aJrGfDkBZgsJXOinI+vVpkUMzo8ePYKu61BVFblcDrlcDlarFeVyGVtbWzBNU7ZuURQFs7Oz8jU//fRTLC4uytcyTRNPnjxBqVSCaZpoNpsAdtvSWK1W1Go1WaAkEgmsrKxgdnYWrVZL7kCORqMoFAoAgEwmA4fD0VEYiV1quVwOW1tbsFgscDgcSCQSUFUVLpcL9Xpd7nhu1/781J+u61hYWNjzF5Tl5WV4PB5sbm52hHuvFqQMdaLR0J0v4v6xaDSKdDot8yWfz8NutyOVSsE0zSPli2ifGY/HYRhGR76USiVMTEwgkUggn88jn8/LQuXKlSt7TsIUCgVkMhl4PB64XK5986VQKEDTNHn6hvlyckfJFwD42c9+hps3byIYDDJbiEZIv9plbm4On3zyCYLBYM/apVwu48GDB/IUSne2iAmy9fV1hMNh2O12ZDIZ2Z7ZNE3UajVks1lomgafz4e1tTVomoZ8Pj+Q2sXv9+PSpUs9swVgvhwGaxciOqxnMTc2qNqlWq1ybuwZY+1CRIdx2NoFACwWC2q1GvL5PAB05Mv4+HjH2NydLwCeWe1imiY++ugjlMtl+P1+ZLNZ1Ot12O122Zaf+XI8/bJlbW0Nk5OTSCQSHRsrWLucX1zopyPrd+/jxMQEqtUqLBYLyuUyYrEY/H4/VFVFOp2GqqowTRPLy8soFAq4cuUKHj16hO3tbdy/f1/u3hKtmC9evIhWq4X19XX4fD5YrVYYhoFKpYLJyUl4vV789re/RalU6tgtvbOzA8Mw5GsJjUYD33zzDTRNQ6FQkEUXAJTLZWxvb6PRaCAUCiGdTsNqtcLlcsHr9crQEhRFwa1btwAAS0tL8l4ZDo69zczMIBgMym4N9+/fBwA5iQoAsVgMXq8X+Xx+TwtS7jYjGg298iUcDuP69et49OgRGo0GLBYL8vk8HA4HAoGAzJf21mC3b9+WRcznn3++J1+mpqawtLSEnZ2djnyxWq2o1+toNBr42c9+BpfLJa+L+eCDD6DrOrxeLwDI/Gg0GlhfX4fT6UQ+n4eu67BarR35Eo1GkUql4HK5ZLZkMhnout4zX65evSrHS2bL/g6TL0tLSwAgf++mp6eZLUQjpF/tEg6H8corryAej/esXUzThM1m66hdxOnGjz/+GIVCQeaLqF0uXLiAe/fuIR6Py1MtlUoFNpsNFosFq6urePjwIUKh0MBqF8Mw8O6770JRlI5fN/Pl8Fi7ENFhnGRu7KxqF2B3MebLL79EuVzumS/RaBTlchkTExPI5XKsXU4RaxciOshBtUsmk4HL5UI2m4VhGPD5fCiXy3IeSuTLH/7hHyISiSAUCuH+/ft78qXRaEDXdXll5iBrl3q9jp2dHVSrVRQKBZimKWuXdDqNGzduyMOcAvPl8LqzZXt7G5OTk4hGox1/lkS+sHY5n7jQT0fW726UcDgsF71FIOTzeSiKgkAggLm5OayvryMejwPY3Y324YcfYnl5GbVaTQbJ3NycHJwsFossZJxOJ1qtltx19uTJExiGgbGxMQC7xYqmadA0DYuLixgbG5O7mVutFnRdlzvJarUaYrGY3CBQLBaRzWZht9vlX66bzSbi8ThcLhe+973vIRgMIhaLoVqtwuFw4PPPP8f29nZHa0wOjv3puo5r167BMAx8+OGHsNk6h5/2Qrc93E3TxOLiIoLBIMOc6Jzrly/T09NYXV1FLpeDzWaDYRgwDEPmi9/vx/LyMkzThM/nw9LSEv7rv/4LuVwO6XQa6XS6I1+KxSJ8Ph9yuRwAwO12w263o1aroVgs4ptvvoHL5UKr1QKwmy/ipGYul0OxWESz2UQ6nYbb7ZY/xzRNrK6uwuVywePxoF6vIx6PI5/Pw+VywWKxyGzRdR0ejwd37tyR93U6nU5YLBb8/Oc/7zgtyGzZ3375IgpKAHA6nTJfmC1Eo2O/ex3FacXu2kXUFy6XC2tra/LEyfLyMj7++GO50aw9XwDghRdewDfffAOHwyFfX9M06LqOb775BqZpwu12w2KxDKx2icfjePHFF/Gnf/qnePDgAfPlmFi7ENFBjjs3dla1i2EYuHDhAjY3N9FoNOSvoT1fRI54PB7UajWUy+WO2uWdd97B9PQ0nj59imq1imKxiG+//bbjDmZmy/5YuxDRfvarXaanp5HNZlEsFpHJZDq+1m63w+VyYX19HZqm4auvvsL29jbW19f75ovD4YBpmkeqXdxuN5aXl2W3mp2dHaiqCrfb3bd2yeVyqFQqSKfTss5qnxtTFAV/93d/BwCsXY5JZAsAfPTRR3sW+dvzZWpqSn6c+XJ+cKGfjuyg/+jF7rF2oi1YKpWCxWJBLBbD6uoqarUatre3ZSFis9mQy+Vw8+ZNAIDVasXk5CQAwO/3o1gsolKpIJVKoVKpwO12y5/RaDTw9ddfo9VqoVAoyJ3HjUYDxWIRjUYDjUZDft/FixeRz+extbWFfD6PWq0Gq9WKYrEoNx6oqopyuYxvvvkG+Xxentqo1WpYW1vD+Pg4YrGYbLnGwfFgkUik5507uVwOpmkil8vh0qVLHZ8zTRORSEQGFhGdT8fJl1KphEQiIe+iFPlSLpexubkJi8UiN4k9ePAAr7zyCoDdzWbz8/MAOvNlY2MDwHcnKIDdfInFYqjVaqjVavD7/TIvyuWyXMAvFotwOBywWq2oVCp4+vQpUqkU6vU6yuXynmwxDAP/+Z//iZ/+9KcAgAcPHmB1dRXj4+Pw+Xwd+cJsOVivfBHZIv65PV+YLUSjod+4Wa1WEY1GMTc3h7W1Nflx0zSRyWTw8ssv4+HDhzBNE9lsFuvr67h37x7K5TKWl5d75ouiKJifn4eqqtA0DQ6Ho6N2ASBPwwyydvnyyy+RSCTkBgTmy/GxdiGifoapdrHb7QB2T/NduHABzWZTns4X+bK+vo7t7W0oioJKpYJkMolarSazpdls4pNPPpH3Li8vL2N1dRUA9syNMVsOxtqFiHo5aNy02+2oVCpyUR2A3FS2vr4uu8msr6/j0aNHB+ZLOByG0+k8sHYxTRPRaBQWiwXb29uyDb/NZpMd0sRcWHftImoVMW/WXbu0Wi3827/9G9566y0ArF1Oqj1Len2sVCp1fI75cj5woZ+ObHZ2FisrK3sGjEQiAZ/Ph6tXr+Lx48fY2tqSbcO2trZQKpXk91QqFTQaDTx+/BiNRgP1eh21Wg2apqFcLmNpaQmXLl2Sf+kdGxtDKBRCvV7HvXv30Gw2USqVYLfb5T00YnezaZqIx+Ow2Wyw2+1QVRWtVgvVahX5fB5+vx/j4+NQFAXJZBK5XE6enCkUCigUCnJ3M7BbMK2vr8NqteLTTz/F7OysLGzEzjPR+kbTNA6OBzAMA+FwGLFYbM/OMmC3KBV3knV/HxGdb8fJF7EIIya3KpUKcrkcHj16BLvdLifRyuUy3G431tfXMT4+3jdfGo2GnBRrz5dCoYBsNiuLCZfLJTNrZ2cHLpcLuq7D6XQim81idXUVFosFyWQS5XIZ1WpVnrIBICfbSqUSfvOb38isas8WVVU78oXZsr9e+dJe/PbKF2YL0fm3X7YAwNWrV+F2u7G0tIR6vS7zZWlpSX5P+x3LGxsb0HW9Z76oqopgMIhCoYCxsTH4fD7cu3cPADryRUyGWSyWPbWLpmmoVquo1+tIp9NwuVwIBAJQVfVItYvD4cDGxgbz5YRYuxBRP8NUu1y4cAGmacoTfe21S7VaRalUQjweRy6XkxmUz+dhtVoB7NYuDocDT548kYv/IlsA9JwbY7bsj7ULEfXSL1uA3Xy5cuUKgN3W9qeRL+L6yf1qF9GVRhzYFLULAHntcT6fR71eh8fj2VO7iA4wjUZjT+0i8iWdTnNu7JT4fL4917iJfFEUBS6Xa8/3MF+GHxf66ch0XcfCwgIWFxc7BoxqtYr5+Xl4vV5cuXIFiUQCtVoNkUgEuVwOtVoNTqcTLpcLbrdb3vsFdO50brVa8nM+n2/PLi1xJ6XL5ZL3WGWzWfh8PjSbTWSzWflaW1tbstWV1WqFxWKB1WpFLpeDYRjIZDIAdhdaisUidF1HpVJBuVyGpmnyDjVgdwNBo9HA5uYmms2mbGWTy+UQCoWQSCTk/SYcHPvTdR2apsnTU+0TqOIUVK9TM9ypR3T+HSdfxBgN7BYYDocD8XgciqKgXq/L05GtVgupVEqelAwEAvB4PHvyJZVKQdf1jnxxOp0oFovyDsxyuSxbPYu/PIsiJ5lMyqtoKpUKstmsnCArFouwWq2w2Wzy7rNgMIjt7W0A6JktpmnKfGG27K9Xvog74frlC7OF6Pw7KFs0TcPU1BS2t7eRzWblCZhisQiXywWXywWfzye7kImFkvZ8SSaTMAwDrVYLMzMzCAQCcpJNURSkUikUi0V4vV6ZLaI2ER1fgN07L1utljwRY7FYoOs6YrGYbLsMfFe7iDb+5XIZNpsNqqoikUig1WrJ5wOYLyfB2oWI+hlk7QKgY+He7Xb3nBs7bO2ysrICi8WCer3eUbtkMhnYbDbZAlrUK1arFfV6HYZhQNM02SXANE00m004HI6ObBEdTtrnxpgt+2PtQkS99MsWRVEwNzcnM2JQc2PdtYu4xqXRaMBqtSKVSsnaRRx8Ed0CFEXBhQsXZO0i5sbK5bJsyS9+bvvcmLjKRpw0Z+1yMsFgsG/tcuHCBXg8nj3fw3wZflzop2OZmZlBMBhEJBKBYRjQdR3T09PY3NxEIpHA2toabDYbNjY2EIlEUCwWoWkaFEWB3+9HMBhENpuFaZpyId5msyGRSHRMYCmKApvNBtM0oSgK4vE4kskkVFWFqqpIpVJQVRVWqxXb29totVryZIwodJrNJhRFgd1uh9PpxPb2NiwWCywWi3yuVqsl28aIE5finxuNBnK5HOr1OrxeL+x2O+x2O7LZLDRNkzui2u9m5ODYyTAM+WdFURQUCgVUq1W4XC7558fr9WJ5eRk2mw2bm5tyN2C1WoWmafi93/u9s/5lENEzcNh8WVtbw+rqKgqFAhwOB6rVKjweDxRFQbFYRKvVkuN2o9HAzs4OarUaEokEgsGg/Fw+n0csFkMsFkM0GpVZVSgU5Gskk0lYLBYoioJGo4FqtYpCoSAnuUQGicJHEAVYuVyWk2oiV5rNppww8/l88q6z7mwBvssXZkun9mzRdR2hUAjffPNNR76Ew2FZULpcLvleJhIJVKtVWSTyvSU63/bLFmB3McUwDGxubiKVSiGTyaBarULXdQQCAdhsNqTTadmJTNxlKU75i4V1p9OJQqGAF198ERaLBY8fP0YqlUK5XIaqqrLDmGi5XyqV5AJJpVJBqVRCuVyGoiiwWq3QNA2xWAxWq1W2tXQ4HFAUBc1mE8lkEq1WC81mU2aWaZpIp9N4+PChnLjrVbsAzJd+WLsQ0WENonZRFAXRaBSGYcBqtSIYDGJiYqJjbqxX7SKIbDNNE7VaDdVqVdYjmqbBbrdjZ2dHjlc2mw3FYhHNZhMA5BVj9XpdtvEXV5Xlcjlks1mEw2H4/X6ZLWJjAMBs6ecwtcvU1JT8feiVL6xdiEZDr2yZnZ1FJBLB8vLysfLF6XSiVCrJzmCZTKZjbiwSiSAej8tNxKqqol6vy1pDdBUT3YxF7VIsFuX6jdVqlbWLmA8TmwDE9Wjdc2Pinzc2Njg3dkzd+aLres/a5fHjxzAMQ3ZpYO1yvnChnw5NtNRvD5j2NimGYeDJkydyt5Cu66jVanLQF4vq1WpVFgetVku2whQDjSBO6efzeXnSRdxDI0KlVqshnU7LAKnVarL4EaEDQJ68qdVq8vRlo9GAoihwOp0ycGq1mtzpZLFY5N2X5XIZlUoFiUQCkUgEwWAQFotFhpaqqgiFQgB2d77Nzs4+q9+W597GxkbHLsREIoHFxUUA390jF41GAezuRszn89jc3EQ8Hsf4+Dj8fj/m5+dx9+5dLCwsYGZm5mx+IUQ0MEfNl0qlglgsJjuwGIYhF84LhYKcjFJVVZ7AbDabcmIsm81CVVV54iWRSMjiQtM01Go1eWpT3DHWaDTgdDrlBjXRkabRaEBVVZRKJZkbFosFbrcbNptNnqQRizDtLcrEbmixkUBVVTgcDplPwHf5wmzp1J0tAPDJJ58gnU533JssWr15vV4kk0k8ffoUwG4rs/n5eWxubmJra4v5QnQOHSZbtra2UKlUsLa2BqfTiVqthlwuJzcL7+zswDAMuUE5n8/DNE05SSYmvwDIVvo+nw+//e1vUavVoOs6SqUSKpUKnE4nrFarPM3faDRQqVRQrVZhsVhgt9vlQovIH9E6WWw0UxRF5ouoXcTH29szKoqCnZ0d7OzswGazIRgMwmazyf/FYjHmSx+sXYjoIEetXRqNBtLptKwh2k/bd9cuiUQC+XxeHjxRFAWZTAa6rsu5McMwYLPZOmoXkRWiK4yoXQzDkHkjFutFO2dxSEbUMw6HA7VaTR6EEfkm6hJRRzWbTSQSCWiaJuf4/H4/ms0ms6WPw9QuwG7mNJtNeDweFAoFmS8XLlzArVu3WLsQnXNPnz6Vm427swXYbev/4MGDI8+NiYV0kS2ijhA58dFHH8k1ETHn5fV6YbFY8PTpUzm3ValUZAZpmibzDNhtDS86W4p8aTabsnYRzyW+XhzMFFmTSCRk50yRL5wbO1iv2kVccyCu0Ra1i67rUBQFT548wSeffMLa5ZzhQj8dmrifXlhZWekYAHRdRzAYBLA7uH/11Vf49ttvZYsXq9UqF0DEon2tVoPL5UKxWJSBIk5N1ut1LC8vw263y8UZ8f+iBb/Yvdx+ilJMjlUqFTnIid1n7Qv9wO4iiyhsxNcIoqjqXpipVCqyxUwikYCqqrDZbNje3obX68WPfvQj7iz7H4ZhdIRNtVqVYdNoNBAKhVCtVpFKpeDz+TA3N4dqtYqPPvoIbrcb9XodV69ehdfrhWmaWFxc3NOujoiG32HzpV6vY21tDV999ZXceSoWSLLZrGw92X4iRrQkE2O/2Ly1trYGTdPkhJfIF9Elpj0DAMiWYmKirNVqyS4y4rSL+HpFUWAYhixs2ju+tBObyADITjOtVgvxeBzZbFa2/Nze3sbv/d7vcez7H93ZAuzmy+rqKoDd+7aTySS2t7cxNjYGv9+P69evy4/ZbDaZLQCYL0Tn1GGyZWFhAT/72c9Qq9Vk7SIyQyz2iwUah8MhF/nFJJUY88X4v76+Lk/SWCwWeU1Yq9WCYRjydE137QLsdjNrP+Ei8qP9FIzVapVXBIiFmHYi68RJdGC33imVSrDZbIhGo7hx4wamp6ehKArzpQtrFyI6jKPULolEAl9++SW2t7c7apdMJoNsNgu73Y5ms4l6vY5AIIBkMtkxtotFk8ePH8scEjUIADk3ZrfbO+atRO2iqmpHp0uRV+L7u+fMxAGabqK+Ed9jsVhkjZNOpxEIBHD9+nU5N8Zs+c5hapd8Po9CoYBUKoXx8fGO2mVsbAxOp1O2Wma+EJ1fkUhE/nN3tgDHmxsTY3q1WpVZIOa/0um03NAsvl58jdgI0N6xRdQljUajox5qnxsT+SI+JjYfAJDzX4J4FrH5WfwMsVGAc2P761e7iA3q7XNjqqri7bffBgDWLucUF/rp2MQA4HQ65b2U6XQaoVAIn3zyCR49egTDMFCpVDoKhfbW+KJ9fjvxeRECvUJCtLOsVCpwOByy4LHZbLI1mVi4EcRkV/vH2ltc9vs1dn+PIIJvZWUFc3NzsNvtcvdZIBDgoIjdv6C0v3fi1CywW3ja7XYAkPfs3L9/H4FAQG4YAXZbqbYvxkQikT07GonofOmVL48fP0apVMKTJ0+QzWblzmGRGe2nGIHd4kBc6dL+eVGQAJAL9ILFYpHZJK57ESdcxPdVKpWOTWHNZlNuFmgnFvoP+nW2f41YXGq1WojFYmi1WvjDP/xDXLhwAR9//DFUVcXVq1dHPl+6swXozBdxn6nYdZ7NZpFMJmG32zExMSG/RmQLwHwhGgW9skXXdYyNjeHDDz+UtUutVpP5IhZUAHR0bul+XfF14qRL+z2V3SchdV2XtYuYOGufKBPE97Uv3DSbzX3zpf3j4p9FTdRoNGC327G0tARN07CwsAC/34/f/e53uHz5suxONspYuxDRcfSrXWq1mrwirFAodLQoFv9vtVrlxq+NjY0943t7y+JisSgXPwDIjBFzY+IgjKqqcuFEXDfWrn2js9Br81j3r7H769s3CWSzWSwvL+PHP/4xa5cuh6ldwuEwtre3UavVetYu4nump6cBMF+IRkG/2iWTyaBWq/WcG2sfq8X6SffBxl5zY92dwUTNUy6X4fV64fP5OjYS1+v1PespYp2kvXYRG5APs+7Sb25MzOtxbmyv/WoXsdgPQK6XPX78mLXLOcaFfjqReDyO999/X/5lc2NjA7/97W+xsbEBwzBgGAaq1WrPAV1Mfh1G+6RX+6KN2N0sCpn2SbLun9nrGQ5ahNmP+HmlUgm/+c1vUK/XcenSJdy9exdbW1uYmZnB1tYWMpkMxsbGcPv27ZGbQBM7voXuU63b29uIRqMyeLa2thCNRuF0OuHz+Xp+T/drEtH51J4v1WoVX3/9NZaXl+WdYd0L7u26i4v99CpMRKsy09y9hqZer8vJsPY8Enp97Kj50r0hoVwuI5PJ4KOPPkKlUkEwGMTdu3fx5MkTec8WAFy+fHnkCpxeOdCeFd3ZAgAPHjzA5ORkz6/f73WJ6Hzprl2q1Sp+9atf4enTp7J2aW9X3O44tUv7pJX43u7aReTLoGqX9smeZrOJcrmM+/fvw+fzoVKpwOfz4f3338d7772HUqkkrzhhvrB2IaLD61W7JBIJrK+vy3mx7sV1oHOh5TDa80mcyBRKpRK8Xm/H4ZlB1S7dG8sajQZyuRz++7//G9lsVs6NsXY5XO0Si8UQjUZRKBQA7K1dur+n3+sS0fnSr3ZJJpNIJpOyPX+/sV5sPj5I95je3gWmVCrJbpji2rB+r3mYeuYg7XVUq9VCpVLh3FgfrF2oHRf66dhEO5BAICA/VqvV8PTpUywvL6NarXbsPu7lJAvtolWMaZpQVRXhcBiJREJ+7KQ8F7+H+Xf+d+hjM4DyPx0Fmg2U4suIfPr/ohD7Vt5502q18PXXX6NcLsNisWB1dRVff/01Ll26hGAwCFVVcffuXfzkJz/BnTt3Tvxsw6I7XDVNk/8s7hy12b4bhlRVBQB5p7Kqqh3f0+s1iej86c6XRCKBarWKb7/9FqlUat/TJsDJN3GJ/9VqNbjdbjidTnkf5Wnky2GeoVarIZPJoNFowOfzIZPJIBqNol6vI5fL4eWXX4au61hcXMT8/Dx++MMfjsxdWr1yQGRFr2wBdncwJxIJeL3entnS73WJ6PzoVbtsbm5idXUV33777cBrFzFp1mq1oKoqvF6vbKd80tc+LLGxoNFo4KuvvsKtW7eQSCQQjUbx4YcfwuPxIBAIQFVV5gtYuxDR4fSqXXRdx8rKCp4+fYpyuTywn92eLYqioNlsyuvLnmXtIrpomaaJr7/+GoVCgbXL/zhM7SLmDYXu2qX9e/Z7XSI6P/rVLslkEh988AFyudyBc2OHWeTvp31erFgswuv1ymuZex2wHATRnUas9YyNjXFurA1rF2rHhX46tq2tLSQSCdTrddki7IsvvsD6+vqedvyD0l7MiFaKwMkmyqx2F67+5P+C7+LeNiVWmwrv5Pdw/X/7f5CPPcTSz/9vNGslGIaBra0tpFIpfP3113A4HPD7/djc3EShUMD4+Dh8Ph9+/vOf44UXXhiZk/2zs7NYWVmRvx/hcBixWEy2jxGtYcT9pWI3WSaTQS6XQzgcRjgclq+nKErHXXhEdD5158vXX3+NDz/8ULYoexZEUSPa9/dqzz9o4mTMF198AbfbDbvdDr/fD5fLhYcPH+LFF1+Ez+fD6uoqPvvss5G5S6s7W4Dv8qU7W8RJJ5Ev+XweoVCoI1sA5gvRKOhVu3z88ce4f/++vPf+WWk0GnC5XMjn8327xQyKOHkpWkk7HA7Y7XaEQiGEQiHk83lZu4x6vrB2IaLD6M6XSCSCL7/8EqurqwNd5G8n/s5rs9mgqiqsVuszzRbxDPl8HvV6Hdvb2/LEoM/nY+1yiNpFbO4W/wxAbgJQFIX5QjRi+tUuv/vd75DNZg/coHxaRO3gcrlQKpUAnGwDwXE0Gg2k0+mOubFQKASHw8F8Ye1C/8Ny1g9AwymRSODBgwdyEn19fR2/+MUvcO/evWe2yA8AVqsVqqrCZrPBMIxTOc1/9cf/Z89F/m7eiy/j6o//DwC7AVcsFpHL5ZBKpbCzs4NIJIJUKgXTNBGPx+XdNZ999tmJnm+Y6LqOhYUF2U5O0zTMzc1BURSMj49DVVWoqooLFy5gYmJC/vv4+DgajQbm5+flzjJFUXDr1q2RCGqiUdadLysrK/jlL3+JRCLxzBb5xZ1kdrtdttLs1er9WWi1WjAMA+l0GtlsFrFYTLZoa8+WeDyOSCRyJs/4rHVnC7CbL/Pz8x3ZMj4+DkVRcOHChY6PXb58uWPXMvOF6PzrV7ssLS0hl8s9kxMpAORdyqqqytMpZ0Gczsnlcshms8hkMlhfX+9Zu4xyvrB2IaKD9MqXzz//HA8fPnxmi/wiW8ThF4vF0vcKzUETtYuYH0smk4hGo0gmk8yWfWoXAD3zJRwOQ1EU5gvRiNmvdkkkEs/sEEr7BrJardb3SphnQay9pNNpWbvk83k0Gg3mC2sXAk/00/7s7f8Si8UA7Lbnf/ToEQqFAmw2m5wc2tjYQCwWe6YnHkXYBAIB1Ot1ebfycemhy1B1P4z04QJB1cegBy/DSO3eZdlsNuVdzsDueyZ2mq2urmJsbAz379/HpUuXjv2Mw2hiYgKxWAyVSgXhcBhXrlzB/fv3sba2Brvdjrm5OQBAOp1GrVaDz+fDnTt34PV6UalU4HA4MDExgVwuh1wud7a/mOfQyspK94fsvb6O6Dly6Hx5+vQpstksyuXyMysoFEWBw+GA0+mUbfsPey/zIIiWnGLCLpfLwWKxwOl0yvZltVoN9+/ff+ZdB85Se7Y4HA7cuHEDHo8Hi4uLMkumpqZQLBZRq9Vgt9tx/fp1zM3NdXwf86U/5gsNmSPVLtFoFNFo9NSu/ToMm80Gm812arXLSbVaLZkbrVarZ+0y6vnC2uX0MVtoCB0pX3Z2dpDL5Z7pQozdboeiKAiFQme2QbmdaOdvGAYsFgu2t7fhdrtZu+xTu/TKl7m5Ody4cQOZTIb5cgjMFxpCe/LloNqlUqk8s7kxcQAmFAqd6SK/ILoLKIqCVqslu8eIa5SZL6xdBmFYskU5y4kFer4pivInAP79rJ+DiI7sT03T/P/O+iGI+mG+EA0t5gs9t5gtREOL2ULPNeYL0dBivtBzjflCNJSey2xh634iIiIiIiIiIiIiIiIiIqIhwoV+IiIiIiIiIiIiIiIiIiKiIcLW/dSXoig+AO+2fWgDQO2MHoeI+rMDmGn791+bpslLdei5xXwhGhrMFxoazBaiocFsoaHCfCEaGswXGirMF6KhMBTZwoV+IiIiIiIiIiIiIiIiIiKiIcLW/UREREREREREREREREREREOEC/1ERERERERERERERERERERDhAv9REREREREREREREREREREQ4QL/UREREREREREREREREREREOEC/1ERERERERERERERERERERDhAv9REREREREREREREREREREQ4QL/UREREREREREREREREREREOEC/1ERERERERERERERERERERDhAv9REREREREREREREREREREQ4QL/UREREREREREREREREREREOEC/1ERERERERERERERERERERDhAv9REREREREREREREREREREQ4QL/UREREREREREREREREREREOEC/1ERERERERERERERERERERDhAv9REREREREREREREREREREQ4QL/UREREREREREREREREREREOEC/1ERERERERERERERERERERDhAv9REREREREREREREREREREQ4QL/UREREREREREREREREREREOEC/1ERERERERERERERERERERDhAv9REREREREREREREREREREQ4QL/UREREREREREREREREREREOEC/1ERERERERERERERERERERDhAv9REREREREREREREREREREQ4QL/UREREREREREREREREREREOEC/1ERERERERERERERERERERDhAv9REREREREREREREREREREQ4QL/UREREREREREREREREREREOEC/1ERERERERERERERERERERDhAv9REREREREREREREREREREQ4QL/UREREREREREREREREREREOEC/1ERERERERERERERERERERDhAv9REREREREREREREREREREQ4QL/UREREREREREREREREREREOEC/1ERERERERERERERERERERDhAv9REREREREREREREREREREQ4QL/UREREREREREREREREREREOEC/1ERERERERERERERERERERDhAv9REREREREREREREREREREQ4QL/UREREREREREREREREREREOEC/1ERERERERERERERERERERD5P8HLqDILzzI12IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 2160x999 with 15 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.close(\"all\")\n",
    "fig, Ax = plt.subplots(3, 5, figsize=(7.2, 3.33))\n",
    "Ax = Ax.flatten()\n",
    "\n",
    "c_list = [1, 10, 20, 30, 50, 100, 150, 250, 500, 750, 1000, 1500, 2000, 2500, 3000]\n",
    "r_list = [0.42] * 15\n",
    "\n",
    "for i, (r, c) in enumerate(zip(r_list, c_list)):\n",
    "        \n",
    "        neighbours = [np.where(d < r)[0] for d in distances]\n",
    "        for n in neighbours:\n",
    "            n.sort()\n",
    "\n",
    "        neighbours_clustering = cluster.prepare_clustering(\n",
    "            neighbours,\n",
    "            preparation_hook=cluster.prepare_neighbourhoods,\n",
    "            **neighbours_sorted_recipe\n",
    "        )\n",
    "\n",
    "        neighbours_clustering.fit(r, c, member_cutoff=10, v=False)\n",
    "        clustering._labels = neighbours_clustering._labels\n",
    "\n",
    "        # np.save(figsrc_dir / scan_name / f\"{scan_name}_labels_20_30.npy\", clustering.labels.labels)\n",
    "        clustering.evaluate(\n",
    "            ax=Ax[i],\n",
    "            ax_props={\n",
    "                \"title\": f\"$r={r}$ $c={c}$\",\n",
    "                \"xlim\": (-np.pi, np.pi),\n",
    "                \"ylim\": (-np.pi, np.pi),\n",
    "                \"xticks\": (),\n",
    "                \"yticks\": (),\n",
    "                \"xlabel\": None,\n",
    "                \"ylabel\": None,\n",
    "                \"aspect\": \"equal\"\n",
    "                },\n",
    "            annotate_pos=\"random\"\n",
    "            )\n",
    "         \n",
    "# for j, r in enumerate(r_list):\n",
    "#     Ax[0, j].annotate(\n",
    "#         xy=(0.5, 1),\n",
    "#         text=f\"$r={r}$\",\n",
    "#         xycoords='axes fraction',\n",
    "#     )\n",
    "        \n",
    "Ax[5].set(**{\n",
    "    \"xlim\": (-np.pi, np.pi),\n",
    "    \"ylim\": (-np.pi, np.pi),\n",
    "    \"xticks\": ((-np.pi, 0, np.pi)),\n",
    "    \"yticks\": ((-np.pi, 0, np.pi)),\n",
    "    \"xticklabels\": ((\"$-\\pi$\", 0, \"$\\pi$\")),\n",
    "    \"yticklabels\": ((\"$-\\pi$\", 0, \"$\\pi$\")),\n",
    "    \"xlabel\": \"$\\phi$\",\n",
    "    \"ylabel\": \"$\\psi$\",\n",
    "    \"aspect\": \"equal\"\n",
    "})\n",
    "fig.tight_layout(pad=0.1, w_pad=0.01, h_pad=0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "id": "loving-jerusalem",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-10T14:53:34.063307Z",
     "start_time": "2021-06-10T14:53:18.064358Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x999 with 15 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.close(\"all\")\n",
    "fig, Ax = plt.subplots(3, 5, figsize=(7.2, 3.33))\n",
    "Ax = Ax.flatten()\n",
    "\n",
    "c_list = [1, 5, 10, 20, 30, 50, 75, 100, 150, 200, 300, 400, 500, 600, 750]\n",
    "r_list = [0.2] * 15\n",
    "\n",
    "for i, (r, c) in enumerate(zip(r_list, c_list)):\n",
    "        \n",
    "        neighbours = [np.where(d < r)[0] for d in distances]\n",
    "        for n in neighbours:\n",
    "            n.sort()\n",
    "\n",
    "        neighbours_clustering = cluster.prepare_clustering(\n",
    "            neighbours,\n",
    "            preparation_hook=cluster.prepare_neighbourhoods,\n",
    "            **neighbours_sorted_recipe\n",
    "        )\n",
    "\n",
    "        neighbours_clustering.fit(r, c, member_cutoff=10, v=False)\n",
    "        clustering._labels = neighbours_clustering._labels\n",
    "\n",
    "        # np.save(figsrc_dir / scan_name / f\"{scan_name}_labels_20_30.npy\", clustering.labels.labels)\n",
    "        clustering.evaluate(\n",
    "            ax=Ax[i],\n",
    "            ax_props={\n",
    "                \"title\": f\"$r={r}$ $c={c}$\",\n",
    "                \"xlim\": (-np.pi, np.pi),\n",
    "                \"ylim\": (-np.pi, np.pi),\n",
    "                \"xticks\": (),\n",
    "                \"yticks\": (),\n",
    "                \"xlabel\": None,\n",
    "                \"ylabel\": None,\n",
    "                \"aspect\": \"equal\"\n",
    "                },\n",
    "            annotate_pos=\"random\"\n",
    "            )\n",
    "         \n",
    "# for j, r in enumerate(r_list):\n",
    "#     Ax[0, j].annotate(\n",
    "#         xy=(0.5, 1),\n",
    "#         text=f\"$r={r}$\",\n",
    "#         xycoords='axes fraction',\n",
    "#     )\n",
    "        \n",
    "Ax[5].set(**{\n",
    "    \"xlim\": (-np.pi, np.pi),\n",
    "    \"ylim\": (-np.pi, np.pi),\n",
    "    \"xticks\": ((-np.pi, 0, np.pi)),\n",
    "    \"yticks\": ((-np.pi, 0, np.pi)),\n",
    "    \"xticklabels\": ((\"$-\\pi$\", 0, \"$\\pi$\")),\n",
    "    \"yticklabels\": ((\"$-\\pi$\", 0, \"$\\pi$\")),\n",
    "    \"xlabel\": \"$\\phi$\",\n",
    "    \"ylabel\": \"$\\psi$\",\n",
    "    \"aspect\": \"equal\"\n",
    "})\n",
    "fig.tight_layout(pad=0.1, w_pad=0.01, h_pad=0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "id": "weighted-basketball",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-10T14:54:28.405789Z",
     "start_time": "2021-06-10T14:53:34.065348Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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HS+eEx1bVV+tz61e7UBUAOI98cR6vMYCg4XPPebzGAIKIzz7n8RoDCCI++5zHaxxsDPIDGj7iacWKFW6X4UvhULE2PrBWu1u7tHV7h87EBzQ7XKo71tRwBj8A3yNfnMdrDCBo+NxzHq8xgCDis895vMYAgojPPufxGgcXg/xw1a4DXXq6uUPdvQOqqijVujU1amTg15ca6yL8bQHkDfkCALAb2QIAAAAAAAoFg/xwRTwxqAc3NWvnFVO4b952VE311dqwfrXCoWKXqgMAeBX5AgCwG9kCAHBSIpFgil0AgO3IF8D/prldAIIp1U6ypJ0tnXpoU3OeKwIA+AH5AgCwG9kCAHBKe3u7nnnmGR04cEDHjh3TgQMH9Mwzz6i9vd3t0gAAHka+AMHAID/ybndrV9qdZEk7WjoVa+3KU0UAAD8gXwAAdiNbAABOSSQSisViMk1z3P2maSoWiymRSLhUGQDAy8gXIDgY5Efebd3eYWm5LRaXAwBAIl8AAPYjWwAATmlra5swAJNkmqba2tryXBEAwA/IFyA4GORH3nX3Dlha7kzc2nIAAEjkCwDAfmQLAMApU51JyZmWAIBskC9AcEx3uwAET1VFqaXlZodTL7frQJeebu5Qd++AqipKtW5NjRrrInaWCADwIPIFAGC3XLNFIl8AAKmFQqGsHydbAADpkC9AcDDIj7xbt6ZGm7cdnXK5rt7z+vjXt4+GybIFFXpwU/OEa2Ju3nZUTfXV2rB+tcKhYqfKBgAUOPIFAGC3bLOlsS6ieGKQfAEApBWNRtXa2ppySmXDMHT2YlgPPxEbN9BC7wIAmAr5AgQHg/zIu8a6iJrqqycExpW27T01envztqMqLytWX/9gymV3tnTqoU3N2vjAWltrBQB4B/mCyTz77LP64he/qObmZl26dEk33nijHnzwQd12221ulwaggGWbLU311RoauqTYwe6Uy5MvAIBQKKSGhgbFYrFxAzEDF6WnD4T00pYd45andwEAWEG+AMExze0CEEwb1q/WqvrqjJ6TLmSSdrR0KtbalUtZyKNdB7r08BMxffzr2/XwEzHt5m8HwAbkS7DFjr+kLz77NT20ZYO++OzXFDv+siTpc5/7nN785jfrV7/6ldauXatbb71VL7zwgm6//XZ9+ctfdrdoAAUvm2zZ2dKZdoA/iXwBANTW1uq2227T1VdfrYULF+rqq6/WM4dn6aWjfSmXp3cBAFhBvgDBwJn8cFy667hsfGCtdrd2aev2Dp2JD+jSJVPb9p2aeoWT2LK9Qw1cI6agMW0pADuky5ZwqJh8CaD4wDl9cuvntev4vnH3P/nKj1XRNl1PPvwfuu+++/TYY4+poqJCknTo0CGtWrVKH/vYx3T33Xdr6dKlbpQOoMDks3eRyBevSCQSamtrUyKRUCgUUjQanfJapwCQNNX1jUOhkFasWCFJ2t3apd0HW3LaHtniDWQLgFyRL0iFfAkWBvnhGCuDuY11kdHgefiJWM7bPBMfyHkdcFaq90QSU/8AmIrVA4XIl2BJNcCf1HrqsKKNS/VP//RPmjbt8iRWS5cu1Tve8Q5985vf1LPPPssgPxBwbvQuEvniBe3t7ROmOm1tbVVDQ4Nqa2tdrAxAocvmJIet2zty3i7ZUvjIFgC5IF+QDvkSPEzXD0fsOtCle//umSkHc8fq7s09JGaHS3NeB5yzu7VryuuZMvUPgMnc/9gLGWWLRL74Xez4y2kH+CVpzutqNP899dp36tUJjyWPZO7t7XWsPgCFz63eRSJfCl0ikZiwk0ySTNNULBZTIpFwqTIAXkDvglTIFgC5yKZ3kciXICBfgolBftgqnhjU/Y+9oP/15W3q6pk8OK4czK2qyD0k7lhTk/M64ByrRwxuseHIQgD+Ek8M6r6Hn9OBjp5Jl0t1oBD54m8/anlu0scNw1DprDI9/eqz4+43TVPbtm2TJDU1NTlVHoAC5nbvIpEvha6trW3CTrIk0zTV1taW54oAeAG9CyZDtgDIRi69i0S+BAH5EkwM8sNWk03FnsrYwdx1OYbEqvpqrglT4KweMcjUPwCu9OCmZrW0T76TLOnKA4XIF38703/W0nJn+8e/f771rW9p165damxs1Bvf+EYHKgNQ6NzsXSTyxQumOtuFs2EApELvgsmQLQCykUvvIpEvQUC+BBOD/LCNlanYrzR2MLexLqKm+upJlw+XFae8f1V9tT63fnVG20b+WT1ikKl/AIz1H88eyihfrjxQiHzxt9llsywtN6usUr/61a/0n//5n/rQhz6k9evXq6qqSt/5zndkGIazRQIoOPnoXRqWVWlVmmXIF29IXtYl28cBBE+m+ULvEjxkC4BM5dq7SORLEJAvwTTd7QLgD/HEoD75zV9n/LwrB3M3rF+thzY1a0eK0KqcWaK1K+fqmmilWo/HdSY+oNnhUt2xpsbxo8h2HejS080d6u4dUFVFqdatqVEjR65lZNeBLnX1nLe0LFP/AJCGsyXTI5Wl1AcKTZYv1ZWl+sS9jQrNmK6t2zvIF49ZWhW1tNzbl9+qN13zevX0DJ9VVVJSoh//+MdasWKFk+UBKED56l0WVM/Ub6yN6g/uXE6+eFQ0GlVra2vKaS8Nw1A0ai2DAARDNvlC7xI8ZAuATNjVu0jki9+RL8HEID9s8eCm5imvBZPKLTfMG/dzOFSsjQ+s1e7WLv2/F9r0wr5T6jl3QZLUc+6CtrzYri0vtqupvlob1q9WOJT66DK7pBtg2rztaN5q8LpMB+mY+gdAUjYD/JK0v+2s4onBcZ/PyXx5Yd8pPfzEbnWOyazOngF99Gsv5vVznXzJXXzgnD659fPadXzflMs2LbxeN8y/Rl/5ylc0MDCgl19+WT/84Q/15je/Wd/4xjf07ne/Ow8VAygUfu1dJPLFLolEQm1tbUokEpo5c6a6urpUWnp5R6lhGGpsbORsGADjZJMv9C7BksyXadOm6ejRo5ozZ85ovpAtAFKxq3eRyBe/oncJNgb5kbNspotJeuKnB/X6lXMn3N9YF9E3nnp1dCfZlXa2dOqhTc3a+MDalI9fefTXsgVhHTweH3c0mGlqyiPEJhtgmqoGDMt0gJ+pfwBIuWVLS3tP2s/nJ356cFwTM1am2ZIqS1LlTaqjj8mX3GUywP+Zt39ckvS+973v8vM/+UndcsstuueeezRnzhzdeuutTpUKoID4uXeRyBc7tLe3KxaLjTsDxjAMlZeXq7KyUqFQSNFolJ1kAMbJNl/c7F3YN5ZfV+bLnDlzdPr0aS1atEhLly4lWwBM4ETvknzMrnyhd3EXvQsY5EfOtm7vyPq5O1o6FWvtmnDmtpUAS/Vcq2eNb952NOV9Y48Qy7YGXGb1PyI3Xz9Xv/eWOl5HAKNyyRYp9eez1c/1X750Sq+/7nIjNNmRxVNJdfQx+ZK72PGXLQ3w/9kb1+u3V96R8rGqqir9zd/8jd797nfrr//6r/X888/bXSaAApRr77Jj/yn9789/Qrfccovuu+8+SYXRu+RSBy5LJBITdpJJw5d4OXfunG666SZ2kAFIye59Y/noXdg3lj+p8qW0tFQ1NTW6dOkSAzAAUvLruEsudeAyehdIDPIjB8mjtp7fczKn9WzZ3jHhg9pqgF353Gyndk7a2dKp3/27n2lFdJbaX+vLqgZcZvXv2NrRqy3bO2RKXG8HgHYd6NKLL7+W83qu/Hy2+pm04du7tflzbx/92Y5s+ZOvvKAV0Vnq7h0gX2zwo5bnLC33nV0/VGvnEb2t/hY1LLh2wuPJs/d/+ctfamBgYNx0ZgD8JZfexbw0pAvnutX3Wqvecfcn1XZgj2655ZbRxwuhd6mqKFVXz/ms6sBlbW1tKa9hKUmmaaqtrU0rVqzIc1UACplT+8bc6l0k9o05gXwBkAm/jruwb8xeZAskBvmRhUyvsT6VM/HLU8MkA+xnu45beu7Pdh6TJK1bUyNJttTU2XNez++1HqBj68d43b3WXptTZ/q1edtRrrcDBJzT+bL9FWsHDnT2DOiDX/y56hZWqm5B2JZ6Wtp71NLek9FzyJf0zvSftbTcqb7TevKVH+vJV36sGxes1GfX/aXCpTNHHy8uHs6aS5cuqb+/n0F+wIfsyJZXnvyMejp2p3xs14EuyzvfnvplmwYvXtJvrI1Kcqd3kciXySQSibSPDQwM6KWXXlIikWDaSwC+7l2G18u+MTuRLwCscDJbJPd7F/aN2YtsgcQgP7JgZ9BI0uxwadYBFu+/ODo4XDx9mm01ZWJ2mAGBdKoqMn9tuN4OEFyFlC8vHzmrl4+cta2WbJAv6c0um2V52dea23XV6lrtOr5Pn3r6C3r07k+PPvbSSy9JkhYvXqxZs6yvE4B32JEtVUtv0qzaRoUiixUZOqjnt/yrzg8M6f7HXsho3UOXTG15sV1bXmx3rXeRyJfJpNvxdfr0aR05ckTz589XSUmJJKm1tVUNDQ2qra3NZ4kACgS9y3hky+TIFwBWOJEtUnYHD9C7FD6yBZLk3r9OeJLVa6xn4vDxXr3jkz/Oeb2DFy/ZVFFmunrP6+Nf366Hn4hpd2uXKzUUquQMC5na0dKpDz3yPK8pECBO5Et3z3lb8sUth0/E+RxM4231t0y90IiD/7lXbVtelXnJ1M5je/Xgf39OseMvyzRNPfLII5Kkd7/73U6VCsBFdmXLvJX/Uwtu/G3Nit6okpLhGUC+/P29Oa3brd5FIl8mE41GZRjGuPsGBgZ04MABdXZ2Kh6Pq6OjQwMDAzJNU7FYbNIzaAD4E73LRGTL5MgXAFPZ33bW9gyYUTxNDz8Ryzlf6F0KU7psOXLkiAYHB3XhwgUdPHhQHR0dOn/+PNniU5zJj4xYvWZLJvYePmP7OvNp295To7eZbn68xrqImuqrs/pPxN5D3dp7qJvXFAgIJ/Ll+X2npl6ogPE5mF7Dgmt144KV2nV835TL1t97o156/Ffq2ndCC960VD85GdfW536kgeYzeuVne7R48WL9zd/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\n",
      "text/plain": [
       "<Figure size 2160x999 with 15 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.close(\"all\")\n",
    "fig, Ax = plt.subplots(3, 5, figsize=(7.2, 3.33))\n",
    "Ax = Ax.flatten()\n",
    "\n",
    "c_list = [1, 10, 20, 30, 50, 100, 150, 250, 500, 750, 1000, 1500, 2000, 2500, 3000]\n",
    "r_list = [0.75] * 15\n",
    "\n",
    "for i, (r, c) in enumerate(zip(r_list, c_list)):\n",
    "        \n",
    "        neighbours = [np.where(d < r)[0] for d in distances]\n",
    "        for n in neighbours:\n",
    "            n.sort()\n",
    "\n",
    "        neighbours_clustering = cluster.prepare_clustering(\n",
    "            neighbours,\n",
    "            preparation_hook=cluster.prepare_neighbourhoods,\n",
    "            **neighbours_sorted_recipe\n",
    "        )\n",
    "\n",
    "        neighbours_clustering.fit(r, c, member_cutoff=10, v=False)\n",
    "        clustering._labels = neighbours_clustering._labels\n",
    "\n",
    "        # np.save(figsrc_dir / scan_name / f\"{scan_name}_labels_20_30.npy\", clustering.labels.labels)\n",
    "        clustering.evaluate(\n",
    "            ax=Ax[i],\n",
    "            ax_props={\n",
    "                \"title\": f\"$r={r}$ $c={c}$\",\n",
    "                \"xlim\": (-np.pi, np.pi),\n",
    "                \"ylim\": (-np.pi, np.pi),\n",
    "                \"xticks\": (),\n",
    "                \"yticks\": (),\n",
    "                \"xlabel\": None,\n",
    "                \"ylabel\": None,\n",
    "                \"aspect\": \"equal\"\n",
    "                },\n",
    "            annotate_pos=\"random\"\n",
    "            )\n",
    "         \n",
    "# for j, r in enumerate(r_list):\n",
    "#     Ax[0, j].annotate(\n",
    "#         xy=(0.5, 1),\n",
    "#         text=f\"$r={r}$\",\n",
    "#         xycoords='axes fraction',\n",
    "#     )\n",
    "        \n",
    "Ax[5].set(**{\n",
    "    \"xlim\": (-np.pi, np.pi),\n",
    "    \"ylim\": (-np.pi, np.pi),\n",
    "    \"xticks\": ((-np.pi, 0, np.pi)),\n",
    "    \"yticks\": ((-np.pi, 0, np.pi)),\n",
    "    \"xticklabels\": ((\"$-\\pi$\", 0, \"$\\pi$\")),\n",
    "    \"yticklabels\": ((\"$-\\pi$\", 0, \"$\\pi$\")),\n",
    "    \"xlabel\": \"$\\phi$\",\n",
    "    \"ylabel\": \"$\\psi$\",\n",
    "    \"aspect\": \"equal\"\n",
    "})\n",
    "fig.tight_layout(pad=0.1, w_pad=0.01, h_pad=0.01)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "matched-tract",
   "metadata": {},
   "source": [
    "##### Hierarchical manual"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "id": "assumed-armenia",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-10T06:07:04.541601Z",
     "start_time": "2021-06-10T06:07:00.673647Z"
    }
   },
   "outputs": [],
   "source": [
    "r = 0.5\n",
    "c = 10\n",
    "\n",
    "h_clustering = cluster.prepare_clustering(data)\n",
    "h_clustering._metric = _types.MetricExtEuclideanPeriodicReduced(\n",
    "    np.array([2*np.pi, 2*np.pi], dtype=float)\n",
    ")\n",
    "\n",
    "h_clustering.fit(r, c, member_cutoff=10, v=False)\n",
    "h_clustering.isolate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "id": "authentic-publication",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-10T06:07:07.828123Z",
     "start_time": "2021-06-10T06:07:04.543566Z"
    }
   },
   "outputs": [],
   "source": [
    "for sub_clustering, (r, c) in [(h_clustering.children[1], (0.16, 10))]:\n",
    "    sub_clustering.fit(r, c, member_cutoff=20, v=False)\n",
    "    sub_clustering.isolate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "id": "dried-legislation",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-10T06:07:08.142260Z",
     "start_time": "2021-06-10T06:07:07.829726Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 999x308.714 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (pie_ax, tree_ax) = plt.subplots(1, 2, figsize=(3.33, 3.33 / 1.618 / 2))\n",
    "h_clustering.pie(\n",
    "    ax=pie_ax,\n",
    "    pie_props={\n",
    "        \"radius\": 0.6,\n",
    "        \"wedgeprops\": dict(width=0.6, edgecolor=\"k\")\n",
    "    }\n",
    ")\n",
    "\n",
    "graph = h_clustering.to_nx_DiGraph(ignore={0})\n",
    "\n",
    "shortened_labels = {}\n",
    "for key in graph.nodes.keys():\n",
    "    shortened_labels[key] = key.rsplit(\".\", 1)[-1]\n",
    "    \n",
    "cycler = mpl.rcParams[\"axes.prop_cycle\"]\n",
    "colors = cycler.by_key()[\"color\"]\n",
    "depth_counter = defaultdict(int)\n",
    "\n",
    "node_colors = []\n",
    "for node in graph.nodes:\n",
    "    depth = len(node)\n",
    "    node_colors.append(colors[depth_counter[depth]])\n",
    "    depth_counter[depth] += 1\n",
    "    \n",
    "plot.plot_graph_sugiyama_straight(\n",
    "    graph,\n",
    "    ax=tree_ax,\n",
    "    pos_props = {\n",
    "        \"source\": \"1\",\n",
    "        },\n",
    "    draw_props={\n",
    "        \"labels\": shortened_labels,\n",
    "        \"with_labels\": True,\n",
    "        \"node_shape\": \"s\",\n",
    "        \"edgecolors\": \"k\",\n",
    "        \"node_size\": 100,\n",
    "        \"node_color\": node_colors,  # [cycler.by_key()[\"color\"][int(shortened_labels[node]) - 1] for node in graph.nodes ],\n",
    "        \"font_size\": 8,\n",
    "    }\n",
    ")\n",
    "fig.tight_layout()\n",
    "# fig.savefig(figsrc_dir / scan_name / f\"{scan_name}_pie_tree.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "id": "raising-wallpaper",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-10T06:07:26.584019Z",
     "start_time": "2021-06-10T06:07:26.568814Z"
    }
   },
   "outputs": [],
   "source": [
    "h_clustering.reel()\n",
    "h_clustering.labels.sort_by_size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "id": "latter-strength",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-10T06:07:41.609855Z",
     "start_time": "2021-06-10T06:07:41.378518Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 600x370.828 with 1 Axes>,\n",
       " <AxesSubplot:xlabel='$x$', ylabel='$y$'>)"
      ]
     },
     "execution_count": 212,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "h_clustering.evaluate(\n",
    "        ax=ax,\n",
    "        ax_props={\n",
    "            \"xlim\": (-np.pi, np.pi),\n",
    "            \"ylim\": (-np.pi, np.pi),\n",
    "            \"xticks\": ((-np.pi, 0, np.pi)),\n",
    "            \"yticks\": ((-np.pi, 0, np.pi)),\n",
    "            \"xticklabels\": ((\"$-\\pi$\", 0, \"$\\pi$\")),\n",
    "            \"yticklabels\": ((\"$-\\pi$\", 0, \"$\\pi$\")),\n",
    "            \"aspect\": \"equal\"\n",
    "            },\n",
    "        annotate_pos=\"random\"\n",
    "        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 494,
   "id": "waiting-revolution",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-07T17:09:42.329386Z",
     "start_time": "2021-06-07T17:09:42.316049Z"
    }
   },
   "outputs": [],
   "source": [
    "np.save(figsrc_dir / scan_name / f\"{scan_name}_labels_reeled.npy\", h_clustering.labels.labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "broad-winner",
   "metadata": {},
   "source": [
    "## Peptide (TICA)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 369,
   "id": "unexpected-texture",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-15T10:54:13.840419Z",
     "start_time": "2021-06-15T10:54:13.836489Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"tica\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 370,
   "id": "biological-dodge",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-15T10:54:14.633982Z",
     "start_time": "2021-06-15T10:54:14.622534Z"
    }
   },
   "outputs": [],
   "source": [
    "# The test data\n",
    "data_path = data_dir / \"6a5j/projections/tica_500_4.npy\"\n",
    "data = [p[::10, :] for p in np.load(data_path)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 371,
   "id": "stretch-amateur",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-15T10:54:22.143612Z",
     "start_time": "2021-06-15T10:54:19.382393Z"
    }
   },
   "outputs": [],
   "source": [
    "data_concatened = np.concatenate(data)\n",
    "n_points = data_concatened.shape[0] \n",
    "\n",
    "distances = pairwise_distances(data_concatened[::2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 364,
   "id": "commercial-modem",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-15T09:22:42.185125Z",
     "start_time": "2021-06-15T09:22:42.153901Z"
    }
   },
   "outputs": [],
   "source": [
    "np.save(figsrc_dir / f\"{scan_name}/{scan_name}_data.npy\", data_concatened)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 293,
   "id": "infectious-request",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-11T11:38:05.500314Z",
     "start_time": "2021-06-11T11:38:05.198158Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x300 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(2, 1))\n",
    "ax1.scatter(\n",
    "    *data_concatened[:, :2].T,\n",
    "    s=0.5,\n",
    ")\n",
    "ax2.scatter(\n",
    "    *data_concatened[:, 2:].T,\n",
    "    s=0.5,\n",
    ")\n",
    "plt.tight_layout(w_pad=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "underlying-aquatic",
   "metadata": {},
   "source": [
    "### Checks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "id": "acquired-fusion",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-11T11:38:09.788030Z",
     "start_time": "2021-06-11T11:38:05.501922Z"
    },
    "run_control": {
     "marked": true
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "_ = plot.plot_histogram(ax, distances.flatten(), maxima=True, maxima_props={\"order\": 5})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 295,
   "id": "photographic-closing",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-11T11:39:26.909458Z",
     "start_time": "2021-06-11T11:39:22.600662Z"
    }
   },
   "outputs": [],
   "source": [
    "h, binmids = calc_histogram(\n",
    "    distances.flatten(),\n",
    "    save=True,\n",
    "    base_name=figsrc_dir / f\"{scan_name}/{scan_name}_dist\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "id": "expressed-nevada",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T16:56:38.618112Z",
     "start_time": "2021-06-04T16:56:37.311551Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Min:  0.005043478\n",
      "Max:  6.638115\n"
     ]
    }
   ],
   "source": [
    "print(\"Min: \", distances[distances > 0].min())\n",
    "print(\"Max: \", distances.max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 375,
   "id": "fantastic-atlas",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-15T11:00:12.273186Z",
     "start_time": "2021-06-15T10:58:12.869511Z"
    },
    "run_control": {
     "marked": true
    }
   },
   "outputs": [],
   "source": [
    "r_array, min_n, max_n, mean_n, highlights_distributions = calc_n_neighbours_per_radius(\n",
    "    distances,\n",
    "    points_factor=2,\n",
    "    highlights=np.array([0.33, 1.83, 2.62, 3.95]),\n",
    "    hist_props={\"bins\": 20},\n",
    "    save=True,\n",
    "    base_name=figsrc_dir / f\"{scan_name}/{scan_name}\"\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "id": "seven-novelty",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T16:59:44.663426Z",
     "start_time": "2021-06-04T16:59:44.318495Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_n_neighbours_per_radius(\n",
    "    r_array, min_n * 2, max_n * 2, mean_n * 2,\n",
    "    0.3, n_points\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "secondary-buffalo",
   "metadata": {},
   "source": [
    "### Scan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "id": "golden-league",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T17:00:03.528381Z",
     "start_time": "2021-06-04T17:00:03.467430Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"tica\"\n",
    "clustering = CLUSTERING_MAP[scan_name] = cluster.prepare_clustering(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "scenic-yesterday",
   "metadata": {
    "ExecuteTime": {
     "start_time": "2021-06-04T21:16:26.857Z"
    }
   },
   "outputs": [],
   "source": [
    "for r in tqdm(np.arange(0.01, 1.01, 0.01)):\n",
    "    neighbours = helper.compute_neighbours(data_concatened, r, sort=True)\n",
    "    neighbours_clustering = cluster.prepare_clustering(\n",
    "        neighbours,\n",
    "        preparation_hook=cluster.prepare_neighbourhoods,\n",
    "        **neighbours_sorted_recipe\n",
    "    )\n",
    "\n",
    "    for c in range(251):\n",
    "        neighbours_clustering.fit(r, c, member_cutoff=20, v=False)\n",
    "        clustering.summary.append(neighbours_clustering.summary[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 401,
   "id": "circular-magazine",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-07T11:26:24.101164Z",
     "start_time": "2021-06-07T11:26:24.062069Z"
    },
    "run_control": {
     "marked": true
    }
   },
   "outputs": [],
   "source": [
    "for record in clustering.summary:\n",
    "    record.radius_cutoff = round(record.radius_cutoff, 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "tender-fetish",
   "metadata": {},
   "source": [
    "### Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "lasting-supervisor",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-02T11:35:07.121257Z",
     "start_time": "2021-06-02T11:35:07.118593Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"tica\"\n",
    "clustering = CLUSTERING_MAP[scan_name]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "initial-toolbox",
   "metadata": {},
   "source": [
    "#### Time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 404,
   "id": "circular-representation",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-07T11:27:07.261933Z",
     "start_time": "2021-06-07T11:27:06.852179Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 250.0)"
      ]
     },
     "execution_count": 404,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"execution_time\",\n",
    "    contour_props={\n",
    "        \"levels\": 50,\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax)\n",
    "colorbar.set_label(\"time / s\")\n",
    "\n",
    "ax.set_xlim(0.01, 1.0)\n",
    "ax.set_ylim(0, 250)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "completed-content",
   "metadata": {},
   "source": [
    "#### Noise level"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 405,
   "id": "charged-hartford",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-07T11:27:31.431099Z",
     "start_time": "2021-06-07T11:27:30.468329Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 250.0)"
      ]
     },
     "execution_count": 405,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Noise level\n",
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"ratio_noise\",\n",
    "    contour_props={\n",
    "        \"levels\": np.arange(0, 1.01, 0.01),\n",
    "        \"vmin\": 0,\n",
    "        \"vmax\": 1,\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax, ticks=(0, 0.5, 1))\n",
    "colorbar.set_label(\"noise / %\")\n",
    "ax.set_xlim(0.01, 1.0)\n",
    "ax.set_ylim(0, 250)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "valued-occasion",
   "metadata": {},
   "source": [
    "#### Largest cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 406,
   "id": "becoming-cisco",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-07T11:27:40.288028Z",
     "start_time": "2021-06-07T11:27:39.897921Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 250.0)"
      ]
     },
     "execution_count": 406,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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plALT1v4E+DFwtrs/M2nP3S8BPgssAD4A0ZB8fPx9wFm14919G/Du+NQzG67/LmAGeJu774yPnwHeC2wFzjAb4ugrYGUf7NuqVZ9EZCxMV2D3dPvHtOqYSjIFpq1tAC5y96T/QRfG25fE28OBvYDL3L1x8sxNRFMAjo8DWMysALwcuMXdf1Z/sLs/DXwDWAU8O4t/iAy3QdQwHbUpACIiMnwUmLZ2KnBlk30/jbcb4u0J8fZHjQfGvaf3EM0jPSB++vnAyqTjY/fE2xembq3MUvaJgb7eOCxHKiIi0k8qvteCu9/RYve6ePtYvK0FqPc2Of5e4DeAI4D7Ux5PfHxPzGw1Ue9rJw7u9XUlncZh/kEU11dGvoj0RaUClRTl6irKypdkCky7d1S8vSXeLo63Tzc5fmu8Xdjl8b14B3Pnt46V0oA/6uVAek+TMtq7DUqV+CQiIv2mwLQL8TzRt8Z//WS8XRRvm62ztjveTnV5vASmX8uRyh4qFSVdm1DeqMgwUmDanbcCxwCfdvfvx8+1qzlaG5+tRTOdHi8iImkoKM1PpQrTaYby9UunJFNg2qG49uhniJKi3l+3a3u8bfaNWMvEeaLL43txHvClDs85GLgig9ceamWK2V8zwxqmWWXra06oiIiEQIFpB8zsuUQB6bXA6xvKSG2Lt4vmnBiZF29rgWanx3fN3TcDmzs5xwKuu1nSglhAtOqTiEhIfHoG353uOJEkGiZOycwOJgpIbwZ+z913NRyyNd4e2OQStSz3WkDa6fFjw2ywZZ4ASp59z2hNr8X1B1HDtH0b0t9E1PsqIiLdCuCWFz4zWwNcR7QK1GtqqzQ1uC3erm9ymQ3ALqBWgur2FMdDVJx/7BSss878cjxlt9h0ZsRwGESpKJGRpvmlIkNNQ/ltmNlyop7SzcCJ8apMSa4GHDgu4RrriXpGr6md7+4PmNmdwFFmtsDdn6o7vkhU8/RJ4IYs/z1Bs9m9loUUQ/altjlk42PUeiqVkS8yhKqero5pNcUxMpbUY9qCmS0gmlNaAV7l7tubHevuW4iCyGPN7MiG3e+Jt//a8PwVROWg3t7w/GuB/YGr3dPM1hldxcLgh/W70e2qT70O87e+tgI7EREZLuoxbe084GjgcuDjzRKC3P20+I8fBL4FfMXM3gXcBbwFeCfwE+DChlM/DZwWX3uaqNf1RcBnieqYnpHlP0ZEREQkZApMW9s/3r6uzXGnAbj7t83sLcAFwFfr9t8F/Hbj3FR3f8zMXkHUc3pu3a7Hgd9193t6aLtIKqM2BUBE8uMVw6fbjwR5RfPpJZkC0xbc/fguzvknM7sGOBFYDdxNNCSfuDCwu99hZocBrwYOATYCV7SaNjBuCjZcyQyhLEeapNvlSEVERAZBgWkfuPuvgEs6OH4X0XQBGXFZFtcfFJWKEhGRQVFgKmOn7MPVA5tk1IvrK3FLZEhVLHqkOU4kQbhjjiLSdXF9BXYiIjKMFJjKUCgWZtcrLQ7ZvFMRERFpT0P5Ik2U6d8ypYmvl8OqT5oTKiKZqhTx6RR9XhrKlybUYyojqex7CvOXcvz9q1UB/X4W18+DglwREemVekxFetTtqk/dmirCykln+USVpRPTTBUTK5ENLc2PFRleXi3glfajTckFFEXUYypDRPNKI/OKMFV0poozFK2/6013UipKRESkVwpMZeyVfLBzSUVERCSZhvJFMjSIVZ9KdVNTQ5nXGUo7RCRfXini0+1DC68MoDEylBSYinSh2MVgQ6erPvW7hqmCye6sW7WF1fs8zKKDN1I6pAjMz7tJUjOh6T4iw06BqUgABlEqqqRAtCf77/Uwq/bdxMKDHqJ44AQMuJyYtKCAVGRkKDCVoJhNtNxfssk5z5WJniuim1OW8kh8CjUjvzRilQ9E+sUrBbzSfrgnzTEynvTJEMlBtzVMy6NV+lRERGQWBaYyVsquXlUREZFQaShfJEGr5UjTJj6N2spOIiLtzFSKzKTIyp+p9LcGswwv9ZjK0Coxd76pJGtMfMoyI1/Z/SIikhUFpiIjJCl5SNn4IiJiZiutXYZxABSYSnAKVqKQkH0fook+FdTvtoZpdq+vYFZEOueVEjPT7R9e0UzCfjOzopm9xcy+Z2ZPAo8AO8zsATP7pJntm3cbkygwlWAVCxMUbHiSlbpd9WkQNUxFRGR8xD2jlwGfB44Efg58BfgesAh4L/BDM3thXm1sRoGpjJyy7xmpKCm/b2iEWsNURNLzagGvFlM8FH50w8zWpzz0d4GTgI8CC939cHd/vbsf6+7LgF8HpoFz+9TUrumTIUOnmGEvaskHs3pP/XKkytYXEZEu/b2Z3Whmx7Q57gDAgYvdfXfjTne/EfhP4MDsm9gbdSdJ8IqFcOabpi0VFTJl0YuIDCd3f5WZ/Q5wgZndC/yFu9+TcOhlwAeAG8zsC8B/AY8C84F9gNcAxwAfH0jDO6DAVKQP+tEr2m7VpzyGwhXkiki9mTj5qf1x+u7olrt/zcy+DvwRcK2ZXQ2c6e6b6o75qZn9FnAx8OdEvac1BuwE/trd/2qATU9FgamIzJJHRr7ml4qIpOfuVeD/NbN/Av4UuN3MPkcUbG6Pj/memW0AfhN4HtHw/mPAz4B/dfctuTS+DQWmIiIiIkPI3Z8GPmZmnwU+CPyXmX0CuMDdp93dgWvix1AY/glzMhayTHgatPrEpzTS1jAtmpb0E5Gw+IwxUy20ffiMkkCz5O5b3P09wEuBlwA/MrPfy7dV3VFgKmGwwWTHh6bfNUz7ueqT5peKiITF3X/m7m8C3gicZmY3m9lxeberExrKl6FWJn3Gftmz7XWtX/Wp2+L6gxZiMBn6/NJ1q7awep+HWXzYAxQPnACCX9FPRMZAXER/f2AJcL+7P1rb5+63Ai83s1cB55rZg0QZ/Hfn09r0FJiKNCgznr23MtuaZY+x19pNLD5wE+VnOwpIRdpLn5VfHUBrRpOZHUU0n/REogz72vO/AP4W+Ic4OQp3v8rMrgF+H7jSzP4DOMPdNw684SkNRzePSBtFhmMOardlpLopFdXNMH4eGfkiXZsoRw+RMRH3gH4XeBVRgfx/IgpGrybqbPxb4Itme2427j7j7pcCzwLuAW42s4+b2ZLBtj4dBaYiIjJcFJDK+Po48EvgEHd/obv/gbu/191f7e77AW8HXke05Ogs7r7T3f8aOJwoiL3bzN41yManocBUhkbJwlkBKnT9THoSEWlmppouK3+mqqz8Li0BNhEFp0luIxreb9ob6u6Pu/ufEwWvwcWBmmMqwYjmcadT6iDpadB6WfUpbamovIWYRCUiMgb+Fvg0cK+Z/SvwEPAUsAJ4NvDbwF3AN9tdyN1/AZzbt5Z2SYGpjJSy7wluS20+3iUfjiSnssHKKVg6UWVpucKi8nR312kTTGrFJxHp1Uy1RLWSIvmpqvCjG+7+d2ZWAc4A/qT2NFEvqQOXA+909505NbFn+mSIpFTsYsSjVXH9tDVMp4owVXSmCjNMFZXJKiIyztz9H+LlR48FDgYWAfcDt7n7z/NsWxYUmEpQCjYcH8mJgOqWqtdRRGS8uPsu4N/ix0gJ5+46BMysZGYXm9kpGV7TzOwUM/uBme0ws/vN7EwzZfqIiMhwUfKT9EqBaRtmVjSz/czsdcC3gVNaHHu9mXmLx3sSTvsEcDGwjGhuyJPAWcAV4xqcFmySYiE5Eapo4ZWISbvqU7dJUaXA/pcq8UlERPplOMZN83UVcEKH51zQ5Pk76/9iZscA7yfKnjvR3XeaWQH4B+A04G3A33f42iOjYGWKhfGJzYclI19ERKRfFJi291XgWqIVFl4J/Fm7E9z9tJTXfhcwA7ytlkHn7jNm9l7gDcAZZna+u3eXhi0SUy+niAyCsvKlV/pktOHu59X+bGa/kdV1457RlwO3uPvPGl7zaTP7BvAmorpkd2T1ujLc+hVgqlSUiIiEQIOH+Xk+sBL4UZP998TbFw6kNSOu7OnmppbprbZp2nmkaUtFdUOrPomIyLBSj2kfmNkrgLOBI4h6Oy9x9wsbDtsQb+9tcpna80dk0J7VwKoOTzu419fNSogJT6FQr6OIhKRaLVCttP8Fv1pVv5gkU2DaH9cBDwBXAi8BPmdmh7r7X9QdszjePt3kGlvj7cIM2vMO4MwMrhOUcrwsaREFrq1kOfyvuaoiItJP+pWlP64EDnX3NwHPBX4IvN/Mjq07ZlG8bZbYtDveTvWlhdJ39as+dVsqqjyipf7U0ysiIkkUmGZrI/Bj4NR4VQbc/QngnHj/GXXHtquDVAtJ9DOSvsoj8UmkKxPl6CHBmpkpUk3xmJnpbT7/ODOzj5rZb5uN5jw3DeVnyN3f3GTXtfH2eDMruXsF2B4/1+yDVasw/0QGTTsP+FKH5xwMXJHBawep5N1/KdYvR5q2uH47WdUwVeKTjCQFoyL1biBa7Ocfzewa4IvAv7t7NddWZUSB6WA8ATwFLAD2B+4DtsX7FjU5Z17duT1x983A5k7OsT5mjQ9CKeOPdjHDjut+ZeQrKM3GZHmatas3s3LdwyxYv5HCunntTxIRQMlPg+DuVwFXmdkC4CTgT4CLzOxrREHqd93d82xjLxSYDoC7u5ntIgpMl8RPb423BzY5rZYVv63J/rFSqludtdRkFkTZk5cxHVWDnqc56olPyxduZ82ah1m6/yamnr0N5k2x5/dDEZGwuPtTwP8B/o+ZLQNeC3wIOMTMvgx80d1vybON3dCvLANgZkuA5YCzpz7p7fF2fZPTauWkbupj0yRgWSQ+hRhMKvFJRCRb7v64u1/k7icA/w34GfA3ZvZTM/uYmfVcenJQFJhmxMz2M7Mjm+yuFcm/x92fBnD3B4A7gaPi7vj6axWB3wCeJJpLIkOg28z7PCnxSUSypOSn/Ln7I+7+D+5+LFEs8ThwsZndbWZnmNkhOTexJQWm2flL4JK4mP0z4qVHz4r/+tGGc64gKgf19obnX0s0F/Vqd9+NDJ0sSkXNvebQThkSEZEcuPuD7v4pdz8SeE389FfN7FYze5+Z7Zdj8xJpjmkbZnYycHT81xfH25PNrPbnS939RuBSoiy5W83sY8D1RMP3HwReCnwT+OeGy38aOA34uJlNA1cDLwI+S1TH9AxkYHpdjnSUhTglQERE0nP3nwIfAT4SD+2/EfgPM9tElDT1JXd/JM82ggLTNF4GnNzw3PHxA6I5oDe6+41m9hqioPL8huM/C5zemCXn7o/Fy5deAZxbt+tx4Hfd/R4kd1lm5CdeX+MWIjIilJU/HNz9TqLphH9pZr9GFKTeYmY/IQpSv+zuj+fRNgWmbbj7KUQ9oWmOvdrMNgC/CTwH+AVR2YaftzjnDjM7DHg1cAhRkf4r3H17s3PGVbHLWsJl708NxKxqmCZfG5ZOwJKJGVZNTjNVrM7qtUyTQBRiL6cSn0REwuLuNwM3m9l7gWOBNwBvJuqYGzgFphmLk5u+Gj/SnrMLuLxPTRoaBStRsEmKhdEt+5SmhulUEVZOOssnqiydiILSdrqpYarEJxERqXH3GeBb8SM3Ckwlf1bEbHYwWkjZO1psunBWf0z0sZdURGTYzcwUqM60/56cSXGMjCd9MiRYxUJyIf0Q1Wfe12fki4iISHoKTCVo3c4rbaXkyr7vRIhzVUVEZDRpKF+GUrnJsqShaVfDdJwy8pX4JDL6KjMFKtX2v/xXNJQvTeiTISOnlOHvW/0uFdWNLDLylfgkIiIhUo+piIiIZKJaLabqMa2mOEbGU3jdQSINSrZn2L7UpyF8rfrUXxrGFxGRNBSYykgo+2Brn3ZTXD9NDdPQKPFJREQGSYGpSEqDqmFa7jB+7aa4vohIP1RnjGpcy7T1I4xf1M1sfzO71MweMbPtZnaNmb0473aNMwWmMtL6tRxpFtJk5BfNW+5PCkqV+CQjY6IcPUT6wMzWAzcCvw/cBnwTOAa43sxe2eG1vM3j+Zn/A5Lb8SEz++9tjnmpmd1qZs8eRJs6peQnyZcN/9zOZsX125WK6u61FFTKGFAwKn1mZgacB6wGXuXu18TPPwu4CbjIzNa7+44OLrsJ+FqTfY/20t4OnAWcD3yjxTG3AHsBpwOnDaBNHQkiMDWzlcBzgVvd/Ym82yMi4zW/dMHkTlav+hWL99nC5AGPwbwFeTdJZChVvUhlJkVWfv4LnRwGnABcXAtKAdz9v8zsE8A5wKnAuR1c8yfuHlyg18jdd5jZzcB/y7stSYIITIE/AD4JfAc4Pt+miGRvGBOfshJqL++CyZ3ss3ozK/bfxPwNm7AVtWBUQanIGDgh3v5Lwr7LiALTl9FZYJoLM9uv4alFCc/VLACOAI4DghyaCCUw/e14+9ftDownJf9IPavSjdCXI+0k8UnzS0VEulYLTH+UsO9+YBp44eCa05OfA/UJCW+KH60Y8OV+NagXoQSm64EZ4N9THHsqcIqZvdbdm83lkBFTtCB/sRMRkTozcdZ9muMaHGydjyxtcffNnZ4U2wDsBh5s3OHuFTO7HzjUzJa4+7aU1yya2enA24C1RKPAn3T373TZxrQ+TxSYGtEI9E+JkrqaeQK4Ffhin9vVlVAC01XAVnffmeLY/w/4Q+C1NJ9kLJKpQZWKCsU4zS8VkSBc0cU5ZxMl+3RjMbDD3ZuVPtkabxcAaQPTY+LHbcB1wCuBV5rZG9z9K122sy13P6X2ZzP7A+Df3f0d/Xq9fgvlbruNaE5Eml+XbiD6zeCo/jZJQldMmB5TGsDvWt0U12+UplTUnHMCnaspIjKEFhEN1zezO95OdXjdDwJHufv/AF4SX+dCM1vSeRO78i3gJwN6rb4IJTC9m2gS7q+1O9DdnyL6TWZNn9skA1awSYqFCQpthu3LGS9L2o/lSPtRKmoYKZgWGS+VmQKVarH9I8Vwf5+1u5HUvsTTNvQ+4Grg47VeWHe/m2iYfRnwzm4a2Sl3f5m7/22z/Wa2LGUnYG5y/2TEriL6EPxFuwPNrEj0m45SZ0dIwUKZVbJHMcV/j2Y1TLvR6YpPc85X4pOIDK+TgMM7fJzXw+ttp3VWem2d61SJ1u6+3t1flTA14Np4+/IO29cVM3uRmZ1vZkc2PP8HZvYT4FfANjP74CDa041QooHPAh8ATjKzj7l7qzfseUTt3jiQlknfmc1d575YSN8rWva554ek21JR7VZ9EhEJzYwXqHqK5Ke5x9wX9zAOyjZgrZkV3b2asH9evO21AlAtVjm0x+ukdQpRkvinak+Y2bHAxcAuoo7AFwAfNrNN7n7RgNqVWhA9pnHG21vjv/5PM/tG0lJZZrYQ+BuiOaY3DbCJkoNeM/FDXo40ZEp8EpExsJWok2tt4w4zKwAHEc0P3dXj69TOH9Qc0xOBH7j7vXXPnRNv3+zuJwLPBh4B/mhAbepIEIEpgLtfDryZaDLyK4E7zew2M/uMmZ1tZhcC9wDHxqf00oUvIehwOdJSxnNLs9TrMH47wzhXcxjbLCJj47Z4uz5h3zpgPnBTi6z9tA6Mt4PqDd6HaL4rAGa2gGiFp18RVz6IOwO/SxSgBieUoXwA3P2LZvZjopUWfp2ou/n5dYfU7v4fcff/GHDzJAclCzcY7VY3GfmNkorrt35NBYki0n+VGWM6RWJTZSb3/JuvE/UYHsfcGuqviLdXpbmQmb0CuLnJwj8virc/6KaRXdjF7E7H3yCK9a5z9/obQYE9MVVQggpMAdz9B8Cx8QpPJxHNKd2LqAD/3cBF7v7tHJsoQyqLVZ/qS0U1y7zvd0Z+Nys+iYjILNcBO4BTzexT7r4dwMzKwOnxMVe2u0ic4f4Z4HYzO9ndp+v2rYivtZu6OZ99djNwvJntCzwE/DHR9MdrG457DtGKUcEJLjCtcfeb0DxSCcAgiuu3ysjXkLiISLbcfbuZnQN8BLjSzD5AlOh0NlGH2KXuflf9OWZ2NHAycKO7Xxpfx83sfODTwAFm9tfAnUQrS/0NsBT4kLv/bDD/Mj4OXEO0rOoOogpGtwP/u+7fcRxwGIMLljsSbGAqkqc0paJGUVY9rwqmRcZTNeWSpGmOGYBzgBXAu4kW76n5ElFPY6PDgLcTFd2/tO75vyMqPXUWUL/C027gNKLKQwPh7t80szcQ/ZsWEhXcP7thGP93iJK//nFQ7eqEAlMZa/0orj/r+h0M6y8sw9IJZ9XkNEsndrc/QUREuhYHa39qZhcQ1RktAze4+y1Njr8EuCTheQc+aWZfAH6LKAHpTuB77v5of1rfnLtfBlzWYv97gfcOrkWdUWAqI2MQy5H2Q9lg5RQsnaiytFxhUbn5KnmdJj2BEp8aTZanWbt6M6sP/CXzDn6Ywt7z0XodgZhQiTcZPHe/h6jqT6/XeZiEwDUvZraeaEXNRe5+QfycEVU32uXu38+zfc0M551cxkqv9UxDkkVGfqPQEp9CHcYvFausXbmFVftuYtFhD1JYN4+oIozkTgHpyKh4IV1Wfooi/NIdM3sZ0fzW5xJl3jtwATwzJ/YNwO+b2Xp3fyS/libTJ0OGUjFeSS6EVZ/qa5j2OyO/n0ILcEVEpDNm9utEGfgTwGtJ7sE9AygSrbgZHAWmMlTKARfZFxERydlfAU8Bx7n710hYuSqe93ozUY3T4GgoX3Jlln+PZ6NmGfnlPpWNqh/eb+y17HVYXPNLRWSQqjNGJVVW/vCOLgXuSOAb7v6rNsc9yJ7i/0FRj6kEpWBlioXee0XLns2ctV5qmHaSkT8qQp1fKiIyJh4DlqU47nDgR31uS1cUmEowioXwek+bCWUuaVbzQjW/VESyUPVC6of0xbeAl5vZC5odYGZvJlpE4JsDa1UHNJQvQSjY7F7Sxkz8Uo9zS7NYjrRXvWbkd1MqSmDdqi2s3udhFh/2AMUDa7/8zMu1TSIifXIG8N+Bfzez91L3ZWdm64iWSD2daIn3j+TSwjYUmEruCpbPx7DfxfVTtaGPHa+aXwprlj3Gyr02s+jgjXVBqYjIaHL3R8zsRODzwOeISkVhZk8QFWw2olWuTnb3Hbk1tAX1pXfAzEpmdrGZndLimPlm9hEzu9/MdpjZ7Wb2lhbHm5mdYmY/iI+/38zONDOlnw+ZUIb3RUTyUqtj2u6hOqb94+4/BJ4P/BHwBeB24L+Ai4A3uvux7v6z3BrYhnpM2zCzIrCWKNPtfcDRRHM4ko6dBK4mWlXhVuAm4DjgC2Z2kLt/OOG0TwDvB34BXE5UEPcs4GgzO8nd55R6GBelIYjN62uYzno+gyC1XSJRaPNClfgkIhKGeLnVSwhoJaq0FJi2dxVwQspj30cUlH4U+FC8wsIS4DrgbDO7wt3vqB1sZscQBaXfBE50951mVgD+ATgNeBvw99n9U0ZXVsuRDrpUVAhCC3CzkLzKk4jIaDOzC4H73P2clMe/iChu+YG7J3a6DZoC0/a+SrSKwn8CrwT+LOmgeP3ZPwHuA85ydwdw921m9m7ge8CZwOvqTnsXMAO8zd13xsfPxBOW3wCcYWbnu3vzxdOlb5qViupmyL4fS5HKXMsXbmfNmodZvv5BJg55CuZNoUQnkcGZcah6++/IGR9AY8bTSUSjr22Z2Z8Tjdoa4Gb2KXf/i342Lg3dLttw9/Pc/VPufi3QKkA8HNgLuMzdqw37bgIeAo6PA1jintGXA7c0zvVw96eBbwCrgGdn8y8ZHbXlSIedEp9ERCRjNwNLIMrCN7MXmNmc387NbB+i0d17gVOIOs/eZ2YvHmBbEykwzU5tuH9Owdq49/QeoqK3B8RPPx9YmXR87J54+8LMWjiEGstGpZFVcf1BK9vwdiFofqmISBAuB15oZv9JlLtyK7DdzC4ysxV1xx0PlIE/d/fPA/+DaAT31AG3dw4N5WdnQ7y9t8n+e4nWpT0CuD/l8cTH98TMVhP1vnbi4F5fd9TVJz5lnZHfGOg11jBVYX0RCVEt6z7NcdIX9xPdvx8HLiVaCer5RL2iG8zspe5eIUq0dqKMfdx9k5ndCPy3HNo8iwLT7CyOt0832b813i7s8vhevINofutQKzcU2S97urqUWRbXV0kokYxMDOfIhkjg/grYDDzP3R+pPWlm7wTOJcpz+RdgUbxrU925PydaESpX+pUlO7UfcrN5qLvj7VSXx0uG+llcP4tSUSIjTUGpSL8cBfxbfVAau4Qoyak2PbAA0JATUwAac2QGTj2m2WlXdLMWrdR+Gej0+NFi+a+6lFavpaKSMvLLFj2/ctJZPlFlxeTuzIbV0yY+ZfZ6ml8qIrEZt5RZ+foFvk9+AjzPzKxWHSj2a/H2vnhbhKiiUN1xhwAPDKaZzSkwzc72eNusK6A27vxEl8f34jzgSx2eczBwRQavnVrByhQLk10lPGWtWamommaF9dNaOgFLJmZYPlFh6cTuWfuGrbC+iIgE4wLgH4FvmtmlRMP6zyWqs74NuMzM5gMviY9/DnCXmR1C1Nv6mcE3eTYFptnZFm8XNdlfK9dQCzQ7Pb5r7r6Z6MOZmg1gONpszxzRYqH5fNFS287lfGneqYhIpOLG9Ez778SKekz7wt0vMLN9iRbvOS5+2oCfAnsT9YiW48eTwD/HAewpRFn55w+6zY0UmGZna7w9EPhOwv5alnstIK0/Pknj8SOpYCUKPS49mtWqT6NA9UtFRMabu/9VvALUsUQVee4iWihoYfzcJFE2/lrg68Bfx6e+y92blbAcGN3Rs3NbvF3fZP8GYBdQW5L09hTHQ1ScXwag2XKknehH4lNjqagsaH6piMjocvf7iUpH1dtOtHhPzS/M7EDg14EfxefkToFpdq4mqgl2XOMOM1tP1DN6TbyqE+7+gJndCRxlZgvc/am644tENU+fBG4YRONDU+qyFzW04vq9LkXar/qlIiL9UE2Z/JTmGOmcmf0jcIe7pxqSd/etRL2mwRjNjO8cuPsWoiDyWDM7smH3e+LtvzY8fwVROai3Nzz/WmB/4Gp33408o9PlSHutYVqfkZ/VXNL6pUiLDas9qQdSRER68FKi2uVDSz2mbZjZycDR8V9ra8ieXLee7KXufmP85w8C3wK+YmbvIprX8RbgnUQlHC5suPyngdOAj5vZNFGv64uAzxLVMT0j+3+RDIt+DOFnKZQgevWSrey15hGWHfIg5UOnoVT7WlMJYBEZO18CzjCz/+7u32h7dIAUmLb3MuDkhueOjx8QzQG9EcDdv21mbyEq1/DVuuPvAn7b3XfWX8TdHzOzVxD1nJ5bt+tx4Hfd/Z5s/gnDqVXZqLSrPiWe26a4frtSUfVCysgfdP3SECyY3MmSxU+wcK9HKe31JJQW5N0kkbFWcZhOMUxf8baHSHf+F9G695ea2VvdfaBlH7OgwLQNdz+FqIxC2uP/ycyuAU4EVgN3Ew3JJ66m4O53mNlhwKuJittuBK5w9+1Jx4+rxuVIs9ZJ4lOzGqb9XvFplAJKERHpizcCXwT+ErjczO4CfkC09GjjrwPu7h8ccPvaUmDaB+7+K6Llv9Ievwu4vG8Nklz0mvgUslCG8UVEZJbziQLQWk/JEfEjiRNNQQyKAlMZasNWw7TcolO1l2BP9UtFJASVmZQF9lMcI135w7wb0KvhuquLDFC5g7mmw0LTAURERpe7X5p3G3o1endeGSkhL0c6yMQnBZQiIjIO1GMqI6OxuH7aGqb1iU/NMvLbBaHdJD6VC9mkpQ56GF/zS0WkGRXYl14pMJXcFQsTFKxMsTDZskRUFtqVimp7fpOM/EadJj41BnshL0Mq0rGJsFZkExllZjYPeD9Rucv1NB8dd3dfO7CGpaTAVHJVSFh6tNvlSPulHys+iYiMoorDdIrfgVXHtD/MbClwM3AwezLzm3mqzf5caI6pDI3acqS9FNcfRiH1dGoYX0QkaJ8g6iX9MLAPUAQqwCXuXgAWAB8iWl1yQ16NbEU9ppKbgg3vx6/TXtSywVQRlkw4yyeqrJjcnUnAqTJRIiJS5wTgenc/u/aEme0AVgG4+w7go2b2RuA9wJ/n0chWhjcykJFWP9e036s+JUkqFdXL/NKFZVg64SwtV1g1tWv28QPohQyp11VERtdMyuSnGSU/9csqoqXS6/0UeF7Dc7ewZ2n1oGgoX3JhFt5wfLOM/HayXoq0H4lPWdAwvshw8mJvSZ8yVO4lWt683s3AWjN7Yd1zexPNQw2OAlMZPMvmSzKLVZ+Kgf0XaAxK1dMpIiId+A/gCDPbq+65y4gSoT5pZivM7HeAVwC/yqOB7YR1Vxbpo25KRQ2yiH6n0s4vVXArIoNSmUn/kL74X8DTwJtqT7j7vwOXE5WP2gx8hSj++2QeDWxHc0xlJHRbXL8bWQarwzI8PiztFJGIl+pv79O5tUMGy90fAlYk7Hoz8F7g14FNwKXu/p1Bti0tBaYSrJCWI22W+NQ4v7TTwvr1Qp1bKiIiw83ddwHn5N2ONBSYijRIysjv7Xp1f+5gGdJWQ/AqEyXB02pPY6nq6YrnV1VgX5pQYCqDlZD4VFuONI1xK67fq0xqpQY2jL9gcif7rN7MyoN+ybxDNmMrFtT25NouqaOgVES6pMBUclUs7Ak0i1ZuuhxpbdWnfum2VFQvQgv4hkGpWGXl0q0s22cLU+t+VReUioiMDzN7KIPLuLuvzeA6mVJgKtKBQWXpK5NehpJ6SoMwO/FpsKqeLuNeQ/k92zvvBvSLAlPJTaFZ7+iAVn1qV8O0XRCaJvGpnDKO7STxaZBlotSrK6kpKBUZmHjd+5GkwFSGUqvi+kmlorqpYfrMuSmXIu1EfcCnbHwRyUqevaUQJT5Np+gNTZMgJeNpZCNuCVvBsvvybKxh2tO1+jjXtGjpvomz6OnUVACR8ZN3UCqSBX2KZeDMwsqszyPxqVuDLBMV4jD+8oXbWbxsG1OrH6ewt4aORVqamMRLZXyRA1vybo1IKgpMZSx1M7+0/rms5pdqGL+9NcseY6+1m1hy6IOUDqmfkqGvLxEIq6e0OhM90hwnkiScT7NInZBWfRpHofWWFophtUckBCEFpCJZ0adaBiehuH4atRqm/S6unzS/tN+JT3Nfr/fVnjS/VGSM1YbvFyzZ81xpR37tEemQAlPJXdpVn7rVS0Z+169pMFWEJRPO8okqKyZ3K2AUkcwk9pbGQSkT+Y04KStfeqXAVHJViGuW1tcubafTUlGdaje/dM6+hPmlzYLSYSgTFdowvgRMtUtzoSF8GWX6dEswGpcjTVNcv5tSUfWJT60y8psN4zcmPqV+3TZBqYbxZagoKM1Fu55SL08NvlEiGVJgKrkpFsIqGyUiErKkoNTnLwwqIJ3xdBn3MxrKlyYUmMpAtath2smQfpayLKxfXyYqbVH9UIQ2jL9u1Rb23v+XLDzoIYoH6hcZEZFRp8BUclGw0SgHlTS/NPvXGK9h/OULt7NmzcMsX/8gE4c8BfOmAAWlIiLjQIGpDFy75UizrGHaaUZ+p4X1u9Hp/NJxpLqlIsNp2p1pbz9SlOYYGU8KTCVojTVMW2Xkd6qbxKdBG2RvaWjD+CKiDHwZP/rEy8jIolRUr5otQ9ptUX0RkVkCz8Cfcaeaojd0Rj2m0oQCU8ldtwlPvZaK6tUg5pcOinpLRcLzTG9p0mpOIiNKgankqtmqT2lqmGalVUZ+L/NLyz0GruOU9FQqVlm7cgt7HbCRBes3Ulg3L94TXo+QyEAFsJqTyCCNUJ/P8DKz+Wb2ETO738x2mNntZvaWvNvVb4W6ntLG4vpZGPRSpM2G8esDx8bEp1EIKnu1YHIn6/d7gH02/IyFRzxYF5SKjCcvlYZ2bmllxplO8aiokKk0MZyf/MCZtS1e+QJ3/2F87CRwNXAscCtwE3Ac8AUzO8jdP9zPtoZkkDVMkxKfar2jaRKfuhnG78cSpMOc9FTrJV217yYWHfYghb3LUFqQS1tEQjGsAalIVvQ/oH82AV9rsu/Ruj+/jygo/SjwIXd3M1sCXAecbWZXuPsd/W3q4HWy6lMtI78f+jWM36u0w/jDaM6w/d5lKKmXVEREFJj200/c/bRWB5iZAX8C3Aec5R6lKbr7NjN7N/A94Ezgdf1u7KAUrNSyuH63NUzTZOS3SnxKql+ahXKheef5uA7j7738MVbtu4n5+z8cBaUiMjKqkCorv9r/psiQUmCar8OBvYBL3L3x/+lNwEPA8WZmtaB1nNRqmCbpJiM/jW7rlzbOLy0VGv8+3sP4a5Y9xpr9NrLo4I2UDqx9lOM3SUOXw2dCv1D0Q9IwfsiloUT6QXeEfJ0Qb3/UuCMe0r8H+A3gAOD+AbarL8x6G5LPqrh+q8L6afS7TNSghvFVIko6omC0L+YEo4HXKRXpNwWm/VM0s9OBtwFrge8An3T379QdsyHe3tvkGvcSBaZH0ENgamargVUdnnZwt68XgsaM/E7rl/Z7fmmvvZ0jMw1AvaUiI6XiM0x7+++nSopjZDzprtA/x8SP24gSmV4JvNLM3uDuX4mPWRxvn25yja3xdmGPbXkH0VzV/FjzOaCNpaIGVcO0lvjU6/zS2jD+VBFWTjlLyxWWTkwzVaz02sS+UW+piIiESIFpf30Q+Hg8LP8conmjF5rZv7v7NmBRfNx0k/N3x9uRHc8ZZImodrqdXwrR8P7CMiwqVVlUrrSsXdr6OmMUMKq3dDhoCH8gfP5CDd+LoAL7/XIfUW3Sj9dl2t8NfB5YBrwzPq5d12AtUhq5n1PByrNWfWoWoKYpFZUmI79mUPNLW/VIjuMwfrGkHNyhM1FWUDogoxSUTvsMu1M80gz3y3hSl0UfuPv6JruuJRpWfzlwDrA9fr7Zt38tKnuixyadB3ypw3MOBq7o8XUTdVLDtKY+8anTjPx+zi9tttpTN8Yq6Um9pSIikkB3h8HaGG8Pjbfb4u2ihGMBalXHewpM3X0zsLmTc2zABeUbtSoV1U6apUhbFdYPWa+9pYMOShdM7mSf1ZtZsf8m5m/YhC3Ret8io2wGp0r775kZxq4CoqSkwHSwdsXbJfF2a7w9kChrv1EtM35bwr6hlHVx/U6G8ZNkuQxpMWEl2sb5pcM4DN+N5Qu3s3bdQyw9cCMThzwF5RLPzFxRb6kIEJWKGqVhfJEs6A4xWAfG27vj7W3xttnQ/waiYHbkliTNQ5r5pVkM49cC1NCSnjSEL5I/L5WiQHT+QgWjIgl0l8iYmb0CuNndk4bfXxRvfxBvrwYcOC7hOuuJAtlr3L1ZOamhUrD2H7dBlIrKqkxUx687hklPMmSU7CQ9mqbKdIoFR9McI+NpOCfaBcqiiZmfAc43m51mbmYrgNOJSkB9CsDdtwA3AMea2ZENl3tPvP3XfrZ52LRLfEozv3TOORkM4z9zXKC9pUFQb6mIiLShO0WG4nql5wOfBg4ws78G7iQakv8bYCnwIXf/Wd1pHwS+BXzFzN4F3AW8haik1E+ACwf3L+iThuL6tVJRRStTssm2paJ6WYq004z8Z157gNn4aQxD0tOaZY+x19pNLD5wE+VD60vz6msmWOohHZg5S4+KSCL9T8ne3xGVfzoL+Erd87uB04DP1h/s7t82s7cAFwBfrdt1F/Db7r6zn40dFLP0JaJ6ychvptP5pZ1qF6g2CyxHpbd0weROlizdxrwV2yjt9SRzSvTqpixjatwC0qrNULH2w/TVEOa8S5DG63/MAMQF9T9pZl8AfgvYh6jX9Hvu/miTc/7JzK4BTgRWEyVHXe3uIzcJp1kN00Fl5DfOL81yGL9fhqG3tKUxuzGLjFswKpIl/e/pE3d/GLikg+N/1cnxQ8N6K+fUicb5paEM4+fZW5p7UCoyRtoGpMrGF2lLgakI2WboZ5k9P/SZ+Oo5kjGQKiAtlfEFS1ofNwIqVmHaplMdJ5JEdw0ZmFbF9aF9qahOlyKtaZxfGsIw/ij1li5fuJ01ax5m6f6bmHr2NihrdaehoMSnnmnIXiR7+l8lA1fLyG+l14z8pGH8NMuQdjOMXwteywmX76XHM+Te0lKxyn57P8zKdQ+zYP1GCnvXfp51Py/dtMOjYDQzLYPSidm/nHmpPOc5EUmmO4f0ndlEYnH9pFJRaTPye12KdNZrNglG1VvaAwWlMma0tGikSoUK7YfpqymOkfGku4cMVCGhp7SbjPxGzQrrpykT9cw1eugtTTx+RHtLRcaFhupFBk//66R/MszI73Z+6TPnNwSotfmlvSQ9LSzDiskZlk9UWDG5c9ZqT3kGpeotlVk0fN+xVAFpnNCkXtLZppmmYLtTHSeSRHcQGZhmNUxhduJTbX5p16/TokxU2kC0sSc0qbd0qgjzizNMFauplyAd9oL6++/1MKv23cTCgx6iuG/tTVLgEywFpR1rN3d0XLLrRfKiwFT6qpMVnxo1S3xKO7+0NozfWFQ/Sbth/E70Urc05N7Sdau2sGLvLSzY75G6oLSBektlSDULSDV3VGSwdBeRvitYaVapqKKVKSWUjup2KdJm80ubHt9mGD9N0lPeq0El0RC+SHpNe0Y1RN+TGSpUUwzTzyj5SZrQnURy065kVE2v80t71W6lp6J5Nq/TQ2+pglKR1tLMG1XvqEj+dDeRgSoWZveUZpGRP+v6TeaXtiqq3+kwfjeZ+O2G8UPOwp8sT7N29eaoZumGX1JY2TA9Q0GpBEgZ9SLDSf9zZWCSSkVBcuJT2vml7cpENSuqn3YYv11vaRr9TnjqV2/p6iVb2WvNIyw9cCMThzwF5RKgoHRojHHiUzdBqXpLs1FhN8auVMeJJNFdRUZGq2x8yKa3dNbrNQzhd9vrORRD+OWErwoFpWEak4C05x5RzSUVCZLuLDIQrUpFQfeJT0naZeP30lvabBi/l0z8kBVLFaw03P8GGX6ZDcur3JNI8BSYSl81ZuRD8lKkzdQnPrUaxm/XW5p47QxLRHUrpN7SUrHK2pVbWLXvJhYd9iCFvVv8jNRbKn2WVTCqIfrB0lC+9CrAojcyyuoD0maJT83ml3aisbe00xJRaXtLW2Xk9zPhqR9D+PMndjFv/g7KC3Zg81pcX0GpDIuJbJMrRaT/dIeRvqkvrl+w8pyMfMh2xSfYM4yftU7rlg77ED6lJr3JCkrDNCbzSkVk9OkuI33X7fzSVvVL0xTVT1siqh+Z+O2E1Fu6fOF21q57qHX2PSgoDZWC0rk0lzQ3M1SougrsS/d0p5GBSzu/tF6rZUgb55d2WiKqncbAddkErJqssHRimiUTu+YEmcMyhD+rPun6jfGc0iZfCQpKZUBSzy2tZdU3Pqe5pCJDTXcb6atmS5E2zi9tV780jaRh/Cx7SxeVYOVUlVWTuxMD0uh6wxGUdkRBaZhGrKe004BUvaFhqvpuaNGRMOs4kQS640h/2OwvpnbzS+fs63IYv9MSUbPPnftcfeBaqvvzMAal61ZtYWJi9s2g6WpOEqYRC0ZFRBopMJXsxUFpwUrxtvnNNE390lbD+DX1vaXdzi2d07YM86jyCEoXTO5kn9WbWbH/JuYd/HCL4LPJ8+opDcMYBKNaPlREavRtIH2VlPjUyzB+mt7SOW3oore0aSH9JuWhWvWW9hKUdmrB5E723WcTy/bbxLxDNmNLau91hz2iChSkz3oKRlUGKlhVr0CK5KeqK/lJkunuI9mKe0vrS0XBnvmltcSntMP4aZKeWvWW1gelnfSWdqKfpaE67S2d1ZZmJZ/aUVAqIdHSoSJjRXcg6Zta4lPS/NJepc3E37M/fcJT/f5aBv6Kyd0sm9w5tx2BzysVGUpKcBIZWwpMJXNmEx3PL+12GL9VJn63CU8184qwoDTDglKVheW5GaT9Cko7DUhnlX2alcik4fuhNgZzS+tp6dDRMDOzG2j/3RsdJzKX7kQyEPXD+PUaV3tKO4w/65wmmfh79if3lrbNwm/x3RpkULp+Y3fZ9QpIwzPCQWnS3FIFpSJSozuS9E0t8ak+IC0x2XJ+aTP1vaWdzi3d05527U3XlryC0jXLHmPNfhsplPckDRSKM3XF8bsIZhSUyoAkJjtNTOLzFyogFZFn6K4k2bHiM8P47eaXthvGb9dbWgtK6+eWtkt4qtdqXmnZYMmEs2qywqqpXYnD+M30IyhdvWQre615JFoy9Nm7kl61q9dUUCqDMico1RzSkTXjFfD2v+XPKCtfmtCdSfqmfn5pp8P4s55P6C2F5CH8NFn4zYLSssHKKWfV5DRLJ3Z3PK+0H0HpmmWPsdfaTSw59EFKByaXquqYAtJwjdgQvnpJRaRTukNJX9QP49cvQ1pmsqPe0k6H8J85r8OgdE77G4LFfgzfNwtIF897mn32fiShFmmPFJCGacSC0ZpnglKVexKRDuhOJZlKM4wP6XtLa1qVh2ocwu82KJ0qwlRxhqlilVJdoDnIoBRgwdROphY8TXnx0wpKR9WIBqM1Pn+BgtExVfVpPMVX4kyKIvwynnS3kr5oHMZPm/TUrLe0ZsIKs4bw0yY7NQtKa3VKl05Ms2Qimr9ZThmUZjV0XypWWbtyC3sdsLEukSkjCkjDMOqBqD5nIpIRfZtIZmqrPSUN49cUKc9ZgrRdb2lN0hB+/Z/T9JROFfckNi2dmGaqWHmmd7Qx0Mw6KG3WS1oszFAsVaO/lDSPdGSMeDA6hxKaBHDfzQztvx9dyU/ShO5ekqmkYfyk3tJO55bWZ+HXzyvtdPg+Gq73eMi+86A0q4C01ku6at9NLDrswbpe0i7qkM65uP5b52bEg9HGnlHVHxWRrOkOJpkrWPmZ3tL6bPz63tKaWm9pUlDamOxUC0p7nVNaLjjlwgylwkxfe0kbA9JZSU3P2oItqL0XGQQzCkbzMYKBaOph+YlJBaUikrmUJcWln8xsfzO71MweMbPtZnaNmb0473alZkWwIgUrUSxMPNNbWj+3NCkTv1VQWpN1UFoqQNmi4fJOekk7CUqLNjMnKF29ZCv77/8gqzbcz/wjt9UFpT0olfY8ZHAmynseIyZNUOrzF+JLVzCzZKWCUpljxqvMeCXFo5p3U4Fs779Dfy8PhO5oOTOz9cC3gb2Bq4HdwAnA9WZ2krtfk2f72oqL6kM0jF/fW9qo7BMt55W2G75PE5Q2C0jnFWHF5AyrJqdZObUjVYJTrz2kAAsmd7LvPpuyK/2kIDQ/QxaIZp6QpLJPMmKyvP8O/b08ILrL5cjMDDgPWA28qvbBNbNnATcBF5nZenffkWMzU6nvLa0N4df3ltYP4dcHpbXe0m6D0ma9pMVClHG/dKLKqsndLJnY1Zd5pEnB6OolW9ln340sPnAT5UPrS6L0EJQqIO3dkAWWSZT9LpKNLO+/o3QvD4G+5fJ1GNFvVBfX/zbl7v9lZp8AzgFOBc7NqX2t1S1BWi4ueqa3tFlQWqKUek5ptwFpfdb9qqldTBYrmQekzco9zU1k6pGCkN4NeTAaTCCq3lJJyX0aaD9M72mKnfZXlvff4b6XByaQb72xdUK8/ZeEfZcRfZhfRsAf5lpB/YKVmSgupGSTXQelSb2k7QLSqWI0bxSgZNGfl09UWVSuzFpSNOtgFGDdqi2s3udhFh/2AMV9aw3rIRAKJQgZdgpGs6FgVEZblvffob+XhySQb8CxVfsw/yhh3/3ANPDCwTWnM1Fv6STl4oJngtKilVMFpe16SVsFpMsm9swXXTqxa9YqTVnNHU0KRCfLs1cqKRaqFMoVrFyl4zzCUIIPCUIwwajI+Mjy/jvU9/LQ6NswXxuIJkg/2LjD3Stmdj9wqJktcfdt3b6Ima0GVnXRtvoWMaf0u1exeB9epeBQxKiwA6NChTiQ8xLuUeC2mygorZ1ZtgIlKzDt4GYUMHbN7AlI45H8WXXnrQJWrEJhmh1MU7LWwWip0L5ofSEhEJ0oVdhr+WMs3etXzNvvEQpLZ2dW7SoV+SXAdAEebDF0lRh0hJGROlDlQX3dDF/hbi9mtLACQHkCn5oPpYyWs8UBTY0bZvc9uLPxqQzKgjRTTTlMP+czf7AlrODXxhZ339zpSbEs778DuZePCwWm+VoM7HD3ZnelrfF2AdDLh/kdwJk9nE9SIOVeYVflKXZV4KneLi4iIoOzL/CD/ly661+6r+jinLOBs7p8vSzvv4O6l48F1THN1yJgusX+2iRJTfASEZGsaN3YbO+/updnSIFpvtqNtdXGNfRzEhGRrCzOuwEByPL+q3t5hjSUn6/ttE7jrs0DeqLH1zkP+FKH5ywEjoxfexvR3JndLc+QbhzM7CGsk4D7cmrLONH7ng+97/nYQJQdXnNrhte+Dzi8h/OXA8vo7h6zpYfXzfL+O6h7+VhQYJqvbcBaMyu6J67PNi/e9vRhjieHdzNB/Pu9vK60lzDZ/z53vzuPtowTve/50Puej4T3/cmsru3uO4Fh/Blmef8dyL18XKhbOV9biX45WNu4w8wKwEFEv0HuGmyzRERERtpWsrv/ZnmtsafANF+3xdv1CfvWAfOBm1pk+omIiEjnsrz/6l6eIQWm+fp6vD0uYd8r4u1VA2qLiIjIuMjy/qt7eYYUmObrOqLK1aea2aLak2ZWBk6P/3plHg0TEREZYVnef3Uvz5AC0xy5+3aiNXTXAFea2UvM7HDgi8DzgEvd/a482ygiIjJqurn/mtnRZna+mZ3c67WkOWXl5+8cYAXwbuCGuue/BPxxLi0SEREZfZ3efw8D3k5UKP/SHq8lTZjm4obBzDYALyeqhXaDu9+Sc5NkAMzsOUD9b9KHq3xO/+l9z4fe93zofW8ty/uv7uW9U49pINz9HuCevNshIiIyTrK8/+pe3jvNMRURERGRICgwFREREZEgKDAVERERkSBojqlIvrYAZzf8XfpP73s+9L7nQ++7DA1l5YuIiIhIEDSULyIiIiJBUGAqIiIiIkFQYCoiIiIiQVBgKiIiIiJBUGAqIiIiIkFQYCoiIiIiQVBgKiIiIiJBUGAqIiIiIkFQYCoiIiIiQVBgKiIiIiJBUGAqIiIiIkFQYCoiIiIiQVBgKiIiIiJBUGAqIiIiIkFQYCrSJTPb38wuNbNHzGy7mV1jZi/u8lqvM7Nvm9lWM3vUzK4ws8OzbvMoyPJ97+K155vZR8zsfjPbYWa3m9lbBvHaecvifTez81M+VvTr3zGszKxkZheb2Sldnt/Rz2+cP+uSL3P3vNsgMnTMbD3wbWBv4GpgN3ACUAROcvdrOrjWGcCHgf8EfgQcHj+eBk5298sajr8eOK7FJf/U3f827esPk4zf93Zffi9w9x/WHT8JXAccC9wK3Ev0c1gDnOnuH07/LxkuWb3vKd7zmgPc/RfxOT8H9m9x7Gvd/asprztUzKwIrAWOBN4HHA38obtf0uF1Ovr5jfNnXfJXyrsBIsPGzAw4D1gNvKr2pW5mzwJuAi4ys/XuviPFtY4CzgI+CnzI498U416RzwGXmNl33f3hhNMvaHLZOzv7Fw2HLN/3OpuArzXZ92jD399HdKN+5mdlZkuIbuBnm9kV7n5HB689FLJ8393dWrzOfOD7wIPAAw27nwT+qcmpP2/3ukPsKqIAsmtd/vzG8rMugXB3PfTQo4MHsAFw4KKEfR+I952e8lqfJ+olLSXsOy++1t81PH999F83//diWN/3+BwHrk95rAEPE/UcFRv2HR1f6/K836NheN9bvM5ngW3Auobnfw78PO/3Iaf3/h1EQeJvAv8rfq9P6efPb5w/63qE8dAcU5HO1Xow/iVhX23Y/WUpr7WB6IZRSdh3Ybx9SQdtG2VZvu+dOhzYC7jM3asN+24CHgKOj3unRk3f33czOwE4Ffgzd/9lL9caJe5+nrt/yt2vBaa7vEynP79x/qxLABSYinSu9kX/o4R99xPdQF6Y8lqnAlc22ffTeLshfdNGWpbve2av7e4O3AMsAw7o0+vnqa/vu5mVgE8DPwYu7vY60lSnP79x/qxLABSYinRuA1HywIONO+Kez/uB/eI5WS25+x3ufk+T3evi7WNJO83sFWZ2g5k9YWbfMbP/O13zh1Zm73udopmdbmZ3mdnjZvY1Mzu2yWtDNLyZpPb8ER289rDox/te71TgOcCn3H2myTFmZm8ws9vMbJuZXWdmJ3X5euOm05/fOH/WJQAKTEU6txjYEfceJNkabxf0+DpHxdtbmuy/jih4vRLYF/icmf0/Pb5myPrxvh8D/B2wk+j9PA74NzN7bcJrQ1QpodVrL+zgtYdF3z7vccLTh4nmNP7vFofuB/wzMA/4BvBc4Ctm9s5OX3MMdfrzG+fPugRAgalI5xbRer7X7ng71e0LxPO33hr/9ZNNDrsSONTd30R0o/4h8P4mPX6joF/v+weBo9z9fxDN590NXNjQA7go3jZ7/Z5/5gHr5+f9/wJWAue5+842x14AHOHubyQaet4I/K2ZHdTF646TTn9+4/xZlwAoMBXp3GSb/bWkgF7+f72VqDfv0+7+/YZ9G4nm453q7rsA3P0J4Jx4/xk9vG7Isn7f7yOq6fjxWm+Su99NVClhGVDfGzeIn3mo+vlvPy3efrXFMb8gqqX5p7VkHHffCJxLVPLwf3bxuuOk05/fOH/WJQD6YIl0bjtQbrF/It4+0c3FzewY4DNEPaLvb9zv7m929w0+t7bptfH2+DihZNRk+r67+3p3f1XCEGftfXx5w2vT4vV7+pkHri+fdzNbC/waUS3Zu5od5+7HuftRPrdOatLPSebq9Oc3zp91CYACU5HObQMWxKuyJJkXbzv+4jaz5xIFpNcCr29SRqqZJ4CniG4orVbKGVZ9e98bbIy3hza8NuwZ5uzXa4eoX+/7q+PttS3mP7ZS+zkdEK9UJMk6/fmN82ddAqDAVKRzW4mGENc27jCzAnAQ0TysXZ1c1MwOJgpIbwZ+rzZMn1Z8c6+d022GdMi20of3PUHSe7g13h7Y5JyD4+22JvuH2Vb6877XltVNvYxsg9rrFeg90XCUbaWzn9/WeDuOn3UJgAJTkc7dFm/XJ+xbB8wHbuqkF8jM1hBlhf8YeE2KRJCkaywBlhOtzNKsBNUwy/x9b6J2Q7475WtDVGJnFzCKyzT2631/brz9YZftqv2cHnb3xJJqAnT+8xvnz7oEQIGpSOe+Hm+PS9j3inh7VdqLmdlyop7SzcCJ7t6sTAtmtp+ZHdlkd61I9j2trjHEMnvf4xqwi5vsflG8/UHdc1cTBfxzXtvM1hMFSdfrfU/HzCbYUy/zkRbHvcjM9muyO+nnJHN1+vMb58+6BECBqUjnrgN2AKea2TPzsMysDJwe/7XZak6zmNmC+NgK8Cp3397mlL8ELjGz1Q3XKQBnxX/9aJrXHkKZvO9xKa7PAOfH59bvWxFfazfwqdrz7r4FuAE4NuEXg/fE23/t5B8zRDL7vNdZRTS8PA083uK4jwGXmtmsmplxYPvB+K/nzDlL6nX08xvzz7qEwN310EOPDh/AXxH1KnyLqPbl4cCX4+cuSTj+aOB84OSG5y+Nz/lyvD/x0XCdncADwNuBw+Lnroyv82+A5f3+DMH7/p74nO8BryGaN/dqoqkUDpyRcK2XxvseBE6Kzzkzfu7HwFTe70/o73vd/mfX3ss2r/u6+Li7gTcDhxCt635T/PyFeb83fX7fT677Hvhh/G/+j7rnjk7znnfx8xvbz7oe+T9yb4Aeegzjg2i04dPATPxlXXv8CzAv4fhTkm4CwPUN5yc+Gs75LaLAtPG4C4DJvN+bIXnfDfhzoioG9dfZRRTwJwb3cXD0ZMM5dwIH5P3eDMP7Xrf/6Hj/rSle+/eBRxM+72cBhbzfmz6/75e0+W44Jc173unPLz5nLD/reuT/MPde8wRExpeZbSCqo1gGbnD3ZsuHZv2684HfJFpj/BfAd93954N47RBk9b6b2d5Egf4+RDfd77n7o23OWQmcCKwm6sm72uPC76Mux8/7UqKf08HAT4g+75sG8dqjpNOf3zh/1iU/CkxFREREJAhKfhIRERGRICgwFREREZEgKDAVERERkSAoMBURERGRICgwFREREZEgKDAVERERkSAoMBURERGRICgwFREREZEgKDAVERERkSAoMBURERGRICgwFREREZEgKDAVERERkSAoMBURERGRICgwFREREZEgKDAVERERkSAoMBURERGRICgwFREREZEgKDAVERERkSAoMBURERGRICgwFREREZEgKDAVERERkSAoMBURERGRICgwFREREZEgKDAVkbFkZp8yMzezKy3yJjP7ppk9Gj//wbzbKCIybkp5N0BEJCcviLf3AVcDvwlUgScAB27PqV0iImPL3D3vNoiIDJyZPQosB54EKsD7gf/j7k+Z2Qpgp7s/lWcbRUTGjQJTERk7ZrY/8PP4rzuAF7v7f+bXIhERAc0xFZHx9IK6P39AQamISBgUmIrIOKoFptuAf8yzISIisocCUxEZR7XA9OvuvjvXloiIyDMUmIrIOHp+vP2PPBshIiKzKTAVkbESZ9zvG/9VJaFERAKiwFRExk1tGH83cFeeDRERkdkUmIrIuKkFpndrfqmISFgUmIrIuKkFphrGFxEJjAJTERk3CkxFRAKlwFRExoaZzQcOjf+qwFREJDBaklREREREgqAeUxEREREJggJTEREREQmCAlMRERERCYICUxEREREJggJTEREREQmCAlMRERERCYICUxEREREJggJTEREREQmCAlMRERERCYICUxEREREJggJTEREREQmCAlMRERERCYICUxEREREJggJTEREREQmCAlMRERERCYICUxEREREJggJTEREREQmCAlMRERERCYICUxEREREJggJTEREREQmCAlMRERERCYICUxEREREJggJTEREREQmCAlMRERERCYICUxEREREJggJTEREREQmCAlMRERERCYICUxEREREJggJTEREREQmCAlMRERERCYICUxEREREJggJTEREREQmCAlMRERERCcL/DzcDuaDnpLhhAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Largest cluster\n",
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"ratio_largest\",\n",
    "    contour_props={\n",
    "        \"levels\": np.arange(0, 1.01, 0.01),\n",
    "        \"vmin\": 0,\n",
    "        \"vmax\": 1,\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax, ticks=(0, 0.5, 1))\n",
    "colorbar.set_label(\"largest / %\")\n",
    "ax.set_xlim(0.01, 1.0)\n",
    "ax.set_ylim(0, 250)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "deadly-deputy",
   "metadata": {},
   "source": [
    "#### Number of clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 407,
   "id": "continental-moscow",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-07T11:28:03.027367Z",
     "start_time": "2021-06-07T11:28:02.644009Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 250.0)"
      ]
     },
     "execution_count": 407,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Number of clusters\n",
    "show_n = 10\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "contour = clustering.summarize(\n",
    "    ax=ax,\n",
    "    quantity=\"n_clusters\",\n",
    "    contour_props={\n",
    "        \"levels\": np.arange(-0.5, show_n + 1.5, 1),\n",
    "        \"vmin\": 0,\n",
    "        \"vmax\": show_n,\n",
    "        \"extend\": \"max\"\n",
    "    }\n",
    ")[2][0]\n",
    "colorbar = fig.colorbar(mappable=contour, ax=ax, ticks=range(0, show_n + 1, 2))\n",
    "colorbar.set_label(\"# clusters\")\n",
    "ax.set_xlim(0.01, 1.0)\n",
    "ax.set_ylim(0, 250)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "lasting-miller",
   "metadata": {},
   "source": [
    "#### Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "operational-sacrifice",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T12:33:33.590872Z",
     "start_time": "2021-06-04T12:33:33.583926Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"tica\"\n",
    "clustering = cluster.prepare_clustering(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 410,
   "id": "rental-butter",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-07T11:40:59.725392Z",
     "start_time": "2021-06-07T11:40:39.499364Z"
    }
   },
   "outputs": [],
   "source": [
    "r = 1\n",
    "c = 40\n",
    "\n",
    "neighbours = helper.compute_neighbours(data_concatened, r, sort=True)\n",
    "neighbours_clustering = cluster.prepare_clustering(\n",
    "    neighbours,\n",
    "    preparation_hook=cluster.prepare_neighbourhoods,\n",
    "    **neighbours_sorted_recipe\n",
    ")\n",
    "\n",
    "neighbours_clustering.fit(r, c, member_cutoff=20, v=False)\n",
    "clustering._labels = neighbours_clustering._labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 413,
   "id": "strong-funds",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-07T11:46:50.114377Z",
     "start_time": "2021-06-07T11:46:49.780687Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x370.828 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, Ax = plt.subplots(\n",
    "    1, 2,\n",
    "    figsize=(\n",
    "        mpl.rcParams[\"figure.figsize\"][0] * 1.5,\n",
    "        mpl.rcParams[\"figure.figsize\"][1],\n",
    "    )\n",
    ")\n",
    "for axi, dim in enumerate(range(0, 4, 2)):\n",
    "    clustering.evaluate(\n",
    "        ax=Ax[axi],\n",
    "        dim=(dim, dim + 1),\n",
    "        ax_props={\"xlabel\": None, \"ylabel\": None, \"xticks\": (), \"yticks\": ()}\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 414,
   "id": "typical-workplace",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-07T11:47:41.412304Z",
     "start_time": "2021-06-07T11:47:24.937357Z"
    }
   },
   "outputs": [],
   "source": [
    "r = 0.75\n",
    "c = 40\n",
    "\n",
    "neighbours = helper.compute_neighbours(data_concatened, r, sort=True)\n",
    "neighbours_clustering = cluster.prepare_clustering(\n",
    "    neighbours,\n",
    "    preparation_hook=cluster.prepare_neighbourhoods,\n",
    "    **neighbours_sorted_recipe\n",
    ")\n",
    "\n",
    "neighbours_clustering.fit(r, c, member_cutoff=20, v=False)\n",
    "clustering._labels = neighbours_clustering._labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 415,
   "id": "affecting-circus",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-07T11:47:41.725791Z",
     "start_time": "2021-06-07T11:47:41.414157Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x370.828 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, Ax = plt.subplots(\n",
    "    1, 2,\n",
    "    figsize=(\n",
    "        mpl.rcParams[\"figure.figsize\"][0] * 1.5,\n",
    "        mpl.rcParams[\"figure.figsize\"][1],\n",
    "    )\n",
    ")\n",
    "for axi, dim in enumerate(range(0, 4, 2)):\n",
    "    clustering.evaluate(\n",
    "        ax=Ax[axi],\n",
    "        dim=(dim, dim + 1),\n",
    "        ax_props={\"xlabel\": None, \"ylabel\": None, \"xticks\": (), \"yticks\": ()}\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 416,
   "id": "boring-chosen",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-07T11:52:48.497833Z",
     "start_time": "2021-06-07T11:52:46.660737Z"
    }
   },
   "outputs": [],
   "source": [
    "r = 0.5\n",
    "c = 40\n",
    "\n",
    "neighbours = helper.compute_neighbours(data_concatened, r, sort=True)\n",
    "neighbours_clustering = cluster.prepare_clustering(\n",
    "    neighbours,\n",
    "    preparation_hook=cluster.prepare_neighbourhoods,\n",
    "    **neighbours_sorted_recipe\n",
    ")\n",
    "\n",
    "neighbours_clustering.fit(r, c, member_cutoff=20, v=False)\n",
    "clustering._labels = neighbours_clustering._labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 417,
   "id": "endless-craps",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-07T11:52:48.818840Z",
     "start_time": "2021-06-07T11:52:48.499496Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x370.828 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, Ax = plt.subplots(\n",
    "    1, 2,\n",
    "    figsize=(\n",
    "        mpl.rcParams[\"figure.figsize\"][0] * 1.5,\n",
    "        mpl.rcParams[\"figure.figsize\"][1],\n",
    "    )\n",
    ")\n",
    "for axi, dim in enumerate(range(0, 4, 2)):\n",
    "    clustering.evaluate(\n",
    "        ax=Ax[axi],\n",
    "        dim=(dim, dim + 1),\n",
    "        ax_props={\"xlabel\": None, \"ylabel\": None, \"xticks\": (), \"yticks\": ()}\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 418,
   "id": "suited-saskatchewan",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-07T11:52:48.497833Z",
     "start_time": "2021-06-07T11:52:46.660737Z"
    }
   },
   "outputs": [],
   "source": [
    "r = 0.25\n",
    "c = 40\n",
    "\n",
    "neighbours = helper.compute_neighbours(data_concatened, r, sort=True)\n",
    "neighbours_clustering = cluster.prepare_clustering(\n",
    "    neighbours,\n",
    "    preparation_hook=cluster.prepare_neighbourhoods,\n",
    "    **neighbours_sorted_recipe\n",
    ")\n",
    "\n",
    "neighbours_clustering.fit(r, c, member_cutoff=20, v=False)\n",
    "clustering._labels = neighbours_clustering._labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 419,
   "id": "complicated-house",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-07T11:52:48.818840Z",
     "start_time": "2021-06-07T11:52:48.499496Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x370.828 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, Ax = plt.subplots(\n",
    "    1, 2,\n",
    "    figsize=(\n",
    "        mpl.rcParams[\"figure.figsize\"][0] * 1.5,\n",
    "        mpl.rcParams[\"figure.figsize\"][1],\n",
    "    )\n",
    ")\n",
    "for axi, dim in enumerate(range(0, 4, 2)):\n",
    "    clustering.evaluate(\n",
    "        ax=Ax[axi],\n",
    "        dim=(dim, dim + 1),\n",
    "        ax_props={\"xlabel\": None, \"ylabel\": None, \"xticks\": (), \"yticks\": ()}\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 420,
   "id": "amber-miami",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-07T11:52:48.497833Z",
     "start_time": "2021-06-07T11:52:46.660737Z"
    }
   },
   "outputs": [],
   "source": [
    "r = 0.15\n",
    "c = 40\n",
    "\n",
    "neighbours = helper.compute_neighbours(data_concatened, r, sort=True)\n",
    "neighbours_clustering = cluster.prepare_clustering(\n",
    "    neighbours,\n",
    "    preparation_hook=cluster.prepare_neighbourhoods,\n",
    "    **neighbours_sorted_recipe\n",
    ")\n",
    "\n",
    "neighbours_clustering.fit(r, c, member_cutoff=20, v=False)\n",
    "clustering._labels = neighbours_clustering._labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 421,
   "id": "derived-titanium",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-07T11:52:48.818840Z",
     "start_time": "2021-06-07T11:52:48.499496Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x370.828 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, Ax = plt.subplots(\n",
    "    1, 2,\n",
    "    figsize=(\n",
    "        mpl.rcParams[\"figure.figsize\"][0] * 1.5,\n",
    "        mpl.rcParams[\"figure.figsize\"][1],\n",
    "    )\n",
    ")\n",
    "for axi, dim in enumerate(range(0, 4, 2)):\n",
    "    clustering.evaluate(\n",
    "        ax=Ax[axi],\n",
    "        dim=(dim, dim + 1),\n",
    "        ax_props={\"xlabel\": None, \"ylabel\": None, \"xticks\": (), \"yticks\": ()}\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 422,
   "id": "athletic-decade",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-07T11:52:48.497833Z",
     "start_time": "2021-06-07T11:52:46.660737Z"
    }
   },
   "outputs": [],
   "source": [
    "r = 0.1\n",
    "c = 40\n",
    "\n",
    "neighbours = helper.compute_neighbours(data_concatened, r, sort=True)\n",
    "neighbours_clustering = cluster.prepare_clustering(\n",
    "    neighbours,\n",
    "    preparation_hook=cluster.prepare_neighbourhoods,\n",
    "    **neighbours_sorted_recipe\n",
    ")\n",
    "\n",
    "neighbours_clustering.fit(r, c, member_cutoff=20, v=False)\n",
    "clustering._labels = neighbours_clustering._labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 423,
   "id": "furnished-cursor",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-07T11:52:48.818840Z",
     "start_time": "2021-06-07T11:52:48.499496Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x370.828 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, Ax = plt.subplots(\n",
    "    1, 2,\n",
    "    figsize=(\n",
    "        mpl.rcParams[\"figure.figsize\"][0] * 1.5,\n",
    "        mpl.rcParams[\"figure.figsize\"][1],\n",
    "    )\n",
    ")\n",
    "for axi, dim in enumerate(range(0, 4, 2)):\n",
    "    clustering.evaluate(\n",
    "        ax=Ax[axi],\n",
    "        dim=(dim, dim + 1),\n",
    "        ax_props={\"xlabel\": None, \"ylabel\": None, \"xticks\": (), \"yticks\": ()}\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "working-recycling",
   "metadata": {},
   "source": [
    "#### Hierarchical semi-automatic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "exposed-empire",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-08T15:54:45.470215Z",
     "start_time": "2021-06-08T15:54:45.426818Z"
    }
   },
   "outputs": [],
   "source": [
    "h_clustering = cluster.prepare_clustering(\n",
    "    data,\n",
    "    **neighbours_sorted_alternative_recipe\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "transsexual-cinema",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-08T15:56:11.120636Z",
     "start_time": "2021-06-08T15:54:46.198663Z"
    }
   },
   "outputs": [],
   "source": [
    "r = [0.5, 0.25]\n",
    "c = 40\n",
    "\n",
    "h_clustering.fit_hierarchical(r, c, member_cutoff=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "about-luxury",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-08T15:56:11.535125Z",
     "start_time": "2021-06-08T15:56:11.123019Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x370.828 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, Ax = plt.subplots(\n",
    "    1, 2,\n",
    "    figsize=(\n",
    "        mpl.rcParams[\"figure.figsize\"][0] * 1.5,\n",
    "        mpl.rcParams[\"figure.figsize\"][1],\n",
    "    )\n",
    ")\n",
    "for axi, dim in enumerate(range(0, 4, 2)):\n",
    "    h_clustering.evaluate(\n",
    "        ax=Ax[axi],\n",
    "        dim=(dim, dim + 1),\n",
    "        ax_props={\"xlabel\": None, \"ylabel\": None, \"xticks\": (), \"yticks\": ()}\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "looking-basket",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-08T15:56:11.926369Z",
     "start_time": "2021-06-08T15:56:11.536943Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 999x999 with 1 Axes>, <AxesSubplot:>)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 999x999 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(3.33, 3.33))\n",
    "h_clustering.pie(ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "tribal-prefix",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-08T15:56:12.233283Z",
     "start_time": "2021-06-08T15:56:11.929510Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 999x450 with 1 Axes>, <AxesSubplot:>)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 999x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(3.33, 1.5))\n",
    "h_clustering.tree(\n",
    "    ax=ax,\n",
    "    pos_props={\"x_spacing\": 10, \"y_spacing\": 0.01},\n",
    "    draw_props={\"node_size\": 100, \"font_size\": 6},\n",
    "    \n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "metallic-marina",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-08T15:56:12.241418Z",
     "start_time": "2021-06-08T15:56:12.235935Z"
    }
   },
   "outputs": [],
   "source": [
    "def trim_trivial(clustering):\n",
    "    if clustering._labels is None:\n",
    "        return\n",
    "    \n",
    "    if len(clustering._labels.mapping) == 1:\n",
    "        clustering._labels = None\n",
    "        return\n",
    "    \n",
    "    for child in clustering._children.values():\n",
    "        trim_trivial(child)\n",
    "    \n",
    "    return"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "empty-toilet",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-08T15:56:12.256734Z",
     "start_time": "2021-06-08T15:56:12.244106Z"
    }
   },
   "outputs": [],
   "source": [
    "trim_trivial(h_clustering)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "proper-blank",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-08T15:56:12.307315Z",
     "start_time": "2021-06-08T15:56:12.258476Z"
    }
   },
   "outputs": [],
   "source": [
    "h_clustering.reel()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "boxed-decimal",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-08T15:56:12.836099Z",
     "start_time": "2021-06-08T15:56:12.309475Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Pq8EAgM/nU//s8Xi45g1X88xTzxAOX7oNc86Vz+8jEAyovQp0Oh2SJJHNZtWb/IkURUGj0QD5XgeJREJdUSgqKgLyZfdeffVVKioquO+++9R/i4nBWIGoTiQIK9AyKsQz1PkSdrudhoYGqqur1ceXw1ZUQRDOTAQEF5Fzucns6+ubdFw4HMbv95NOp9Hr9TidTrZs28LTTz2NRtJiMBgW7edYColEgv2v7ieXy9/4m0wmtFrtpLyBgsKqQSEgkCSJaDRKUVGRmrwci8VIJBLodDoURaGzs1OdJZsajBWI5XVBWHkkzSKWGVpAqXiQEnMGe3kDNTU1GI1G9TlxPROE5U+z1AMQ8s52kzl1hmbi3wvNtsbHx4lEIoyPj3P06FHGx8fJKTnSmcVLelsqoVCQTCaNoijq/9LpNNlsdlq50sLzhdWBQlCg0+lIp9Pq/1KplFqmNN8tOf+ZTw3Gpp67r69vYX9YQRAuGjbz8phXywTaWLVqFatXr54UAEiSRF1d3RKOTBCExSACgovEud5kFi7Ysizj8XhwOByTSnPqdDoGBwexWq2kUssj4e1MkrKMJElotVo1YbjweWg0GgwGw6S/63Q6dDodBoNBDQT8fr+aZyBJEiaTCUmSGB0dxWg0qp/52ZbPxfK6IKwcl69bHkUcquuacbvd6PV6dXVAkiS2bt0qVggEYQVYHlMby8BcbjIn5hdIkqTOYCuKgl6vp6ysDK/XC4DD4SAUCqHT6Whe14xv1L+su072D/SpM/2FFQGr1YpWqyWVSmE0GlEUhWw2i8FgwGg0IkmSusXKZDIRiUSQZRmz2UxRUZG6gqAoCiUlJeos2dm+HMWXpyAIlxqNwUpLSws+n4+WlhacTqcolCAIK4gICC4SZ7vohkIhdu/ePS1vYHR0VP27w+HAarVis9mwWCxqGc1UKoXBYGSgb2DBxr+UfD4fwWAQnU5HUVERsixTUlKC3W5XcwgSiYSaO2CxWDCZTIRCIWw2GzqdjkQioQYAiUQCvV5POp3GbDbT2NjIpk2b1H+juro6urq6ZgywxPK6IKwse15bHlsEDdocJpOJe+65h5qamqUejiAIi0wEBIvoTBWEznSTmUqlGBsbm5TkBeByudSOkoqiYDQacbvdk44rKirC4/HQ09ODxWohHlte21l8fh8HDr6K2WzGZrOh1+vRaDRUVFRQUlLC6OgouVwOrVaLXq8nHo9jNpvRarWYzWb0er3aoMxkMqEoCqlUimw2i8vlwuVycdddd9HY2Ki+p8ViYcuWLdNyPsTyuiCsLPF4nBFvADAt9VAu2ObGIq678gpx/RKEFUoEBIuks7OTXbt2IcuyeuN+9OhRTIYIiWg7uWwco8lBRqnGaD49OyNJEk6nk0hk5vKh1dXV+Hy+GWd0JElix44d7Nixg46ODtrb2/nDY38gkUgu2M+5WFLpFJ2dHfj8PoqLi9WVkUwmg9vtVrcAFb7cNBoN6XSaXC6n5hcoikI4HFbzBQr5A3q9Hq1WS1FREfX19ciyPG3Wv7a2FqfTKfoQCMIK1tfXh16bO/uBF7lik0x9uaiOJggrmQgI5tlQ/yE6jj9NPDaOxVpK84Y3EY2befjhhyfNJnd2HKXK1YPFFJ3hLFrS2SIMJjdXv+GPUSQ7fr+fwcFBtdlYaWkpBoMBRVEwm81qoCHLMj6fD1mW2bp1K5Cf0d62bRvbtm1jy5atfP5zn1+ET2JhOZ2lrFm7hobGBmKxGFqtloqKCsxmM2azmYGBAQKBgHp8YQuQ0+nE4XCofQd0Oh3ZbFbNGYjFYuRy+aVzq9VKPB6noqJixi9Ki8UimvUIwgoWj8cpt8YZjl66N9LFJpmN7gDxuHmphyIIwhISAcE8kZMRdv7ucwz2vz7p8bbW34NUDMpGCh93Op3GZe/AYkrNcrYsem0IJR3i5We/TA4HkaiGTDqBNivRN6ThpZdiNNRZaV5tQq+YCFOCwbwG/7iE0WikpqaGSCTC7t27J/Ux2LBhPTabbdYVh0uBo9hBy5bNjIyMqB2Gi4uLqaurw26309HRQXFxMZ2dncRiMbUPQVlZGWVlZVgsFmRZprOzk0wmo64WFCoOZTIZampq1AY9U7dqCYIgQH5SoNiUptgoE5QvjeuEJpfErElgNeuosssUm/JlqcXqgCCsbCIguECFvIBXX/wa4eCJmQ9SgpTZXyaRLiORqiCXGqXYPlswMJ2GEI6i03+vLINtGxQMhhgQgywkIoMkIkexmGoor7wPjTb/5TRTs6zLLr+MPc/tOd8fecHF4jFMRtO0/gEAJaUl3H77bRiMBmw2Gx6PB7fbTUtLi1o56O677+a1114jl8sRCoVIp9OEQiHcbjd2u10NIMrKymhvb1f7DABotVpqampwOp3qKozD4Vjsj0AQhEtAIfdrY1mAY74SgsmLPyhIRUcxJQ4RkyTSDQ1gcotiCIIgiIBgLmZLBi50Fk7E+mcPBk6RJAWLYRSLYZTxdJLv/8RDx4kgAKsa7dxxax01VUWzvj6XU3h5/wgv7xthZDSOXq+hvtbGm+9ooKb69OvSyQG8g7+hou5B9bFCH4PC9pabb7n5og0IstksoXCQ6KkkYJPRjMFgoKjISkVlJTU11RiM+a7LhRt8l8uF3W6f9G/T1NTEI488om6lSqVS+P1+9XUtLS0AlJSU0NbWRjgcRqPRUFpaqgYWxcXFNDY24nQujzrjgiDMr4kFBraWjxNM6hmNWRhPGJCzF+fXay6dLyyhKIraw2bHjh1ihUAQVriL84p1ESnc9E/c/9/V1cXatWvp7OxEURRi4WNzPp/Xl+D/++4RwpEU69eWoNVKHDs+zvGOAB/5YAv1tbZpr0mlsnz3B220nwhiMetY31yCosDgUJSBodikgAAglRggGR/AZDmdaDyxz8GGDetpbGqkp7vnXD6KBacoCuPBMXVloNAxuLy8nJraGurr67nqqqswm81nTeR1uVzcfffd6r+dLMuMjY0B0NjYqG4D2rBhA3q9Xn3/wopCU1MTa9euxWQyiZkzQRBmNbXAwJUWCzmDk4f+0LvUQ5tRTXEau6FKnSxpamoSZUYFQRABwZnE4/FpwQDkbxx37dqllvjMZedWyjOdzvHt7x8jFkvz0Q9toaEuf/Pf1R3iP7/dysO/7OTTH70MjeZ0x2FFUfjBTztoPxHkuqsruf/eVerziqKQSs9c4SLo30tF3f3q36feNH/y/32CL33xSwwPj8xp7PMplUoxNDJEubsMrVaHRqOheV0z0ViEHFl1Jh/yM/jV1dUYDAbKyspobm6e80zW1C9qp9PJ+Pg4BoNBPaasrIzrrruOgYEBDh8+TH19vfrvKsqICoIwFzMVGFhdPU7X4MWVq5UMeFi13j4pL2o5N6wUBGHuREBwBn19fbNeLFPJQUYH9mPQJ0kn/TMeM9WLrwzj9SW445Y6NRgAWN3kYMcV5bzy6ijHOwNsXFeqPvd6q5/WY2Ncsc3NA/etQpJOBwuSJGE0TN9nD5CMjUw6buost9vt5pOf+iRPPfkUXV0nSSaTZLNZhgaH5vSzXIhINML4+BiBwDglJSWsWbOGhsZ6brnlFrq6unjsscfwer0UFxfjdDoxGAw0NTWd17L21C/q2bZ/rVmzhh07dogyooIgzIv33rmKH+w8SdfA/AUFWimHXomTZPbtpbMJe7uo0nZhNG6Z9Li4xgmCACIgOKOJ22wKctkko/2/QJf1ApDKzP18h47kA4cdV5RNe27LJievvDrK4SNjakCgKApP7upHkuCOW+smBQNnoygykVA39uJVs85y19bW8uD/eXDSTfBPHv4px9uOz/2HOg9ms4ktW7ag1WqxWq00NDTQ0tLCmjVrWLNmDTfccAMdHR10d3cD0NTUdE4rA2dyplKhooyoIAjna6bJhg/e20z3UITX2seIJDLYzDoqXWb6RyJ4+kdIxIKkQ92krRtQDMXTzmnWQ0OVHSUTx5QZwSxFaW1tRSm9DUk3twTmdDJK9/6fUO82sPnGGyc9J5KJBUEoEAHBGUy9Ac1lkwx2fxclJ5/X+cYDMnqdBpdzer3nupr8ikHfhCXmweEYg8Mx1q8todx9bjfDWq1CYOR/MWq34HbdMOtxU2+CP/Xp/8fX/vlfOHrk6LRjc7kcGo3mnMYxjQRV1VVUVlbm/ypJbN68eVLi7sS+CYIgCBe72XLNtmzZQlNtLU1VU3LDWsrp7zfy2GNHGEr50KX2kNWXkjXXYi4qocisp9wa58rNDaxbt5aDBw8yOJhmYMCHoijovM+Qct+EVj/9u0TJZUiFB8kkg2SCXeizQVpWu1m7du2krUJiS6QgCBOJgOAMCiXlChf50f5fnHcwABCJpDAaZ97iU2TNJ7aOjMZRFAVJkujqDuXHUVtEICjz1O5+jh4fJ5nMsL65hHvvaqS0xHTG9xwZPMzjv/ksb33w63Mao9Vq5Yt/9wXa2o7z/J49jI8HiEYiDA4P8uSTT7Fx/UZKSkrO4ac+LZlMklUyICno9XqKi4tF4q4gCJe0M+WaTS35PFFtbS3333//pGpobjcYjfmV6Ymz94XXy3L++8eozZDseYSIpgpr1TY0OiO5jExmvI0rm4uxVdnw+VLIrnKMxjquuuoqmpubxZZIQRBmJQKCM5hYUi4R6yctey/ofEVFemLxmfcYZbL55OBMJp8obDRoGRyKASDLWf7x3w5is+lprLfRNxDl4GE//YNRPvaXW7AVGWY8Z8Hw4CEe//0PuPHmB+b8BbBhw3o2bFgP5Ge/HnroIZqb19LWfgydTk9lRSVmk4lMNktOybF61Wp0Oh2Dg4P4/F6SiSQulwuj0YRGo0HSoHYILirK738tfIGKWSpBEC5VZ8o1m1ryeaqp1dAKps7eFyanJs7wOxwOLOkgYc/vqKqqYmhoiObmZlwuF4BaOUiSJHXLpdgSKQjCbERAcBaFSjVPPvaVCz5XscNIMJQiFk9jtegnPefzJ9Q/y8ksRoOWaCzfQfK5F4e4965Gbnlj/gKfzSr88GftHDzsZ9eeQe69q/Gs793V9mNicT1XX3O92rV4rmpra7nuuuvo6OhgfHycQCBA/0AfOp0Os9lMcXExSApOVyn+MR+lpaXkcjmCwSDxRByDwUBJSQmrVq2ivr5eLQNqNBqx2WyUlpaedQyCIAgXo5lyzc7l+anV0GaavS9MTsmyzPDwsBo8GAwGrrzySlwuF9XV1dhsk7cmiW1BgiDMlQgI5sBisWDQz1ze81ysWeXA0xeh9egYV2+vmPTcqwenrz7IqSyQr0JUCAYAtFqJ++9dxeutfvbuH+Gu2+rR6868t1+nTeMb/C2HDztmXcI+k9LSUnQ6HcXFxRgMBhKJxKTnE4kEsViMxsZGEokEOp2OeDyOLMvIskxDQwOXX375pBmugjPNoAmCIFzMznYtncu1di6z94XAobS0lMOHD5/aYnS6RPKtt95KaWmp2BYkCMJ5EQHBHBmM9gs+x9VXVvD0swM8/lQvG9aV4rDnt/oc7wjw4iuny4Sazfl/FsOpkqJXbHVPO5etyEBjvZ1uTxj/WILKcuvZB5AbJRHrP+8bcJPJRHl5OeFwGJ/Ph0ajwWg0otVqyWQypNNp3G43O3bsIBwOq6sA4XAYo9E4YzAAZ59BEwRBuFhNzTWbaL6r+FgsFm688cYzlkgWkyuCIJwPERDMQX9/P6Fo8QWfp8xt5qbrq9n9/CBf+dfXaF5dTCicom8gwl1vqud3f/BgK9Kj1+dn+82nEpCdpTMnDhc78gHF+Lg8t4AAiIWPEY/vOOexK4pCQ0MDkUiEkpISjEYjwWAwP47iYnQ6HXq9nsbGRux2O3b76QBqYGDgjOcWM1iCIFyqJuaanSkPYL7fU9z4C4Iwn0RAMMVQ/yE6jj9NPDaOxVpKfdMNtLV7MZpr0Git5LKxCzr/vXc1oiiw99UROruCNDXY+esPnm4UU1dzuuFMyakKQrlZEtYKfQlS6eyc3z+XjZ/XF5TFYqG5uZloNEowGMRms1FRkd/2pCgK5eXlbNy4cdoeVsh3A54t6U7UwRYE4VI3lzwAQRCEi5kICE6RkxF2/u5zDPa/PunxttbfY7TU4Sy/nVz2/EuOFmg0Em97cxNve3PTpMeffznfIXjj+tMJtjVV+Vn/UW+CjTNMBiWT+YpFZys9OpnxvG7AC8via9aswePxTJsJe9e73oXJZJpxlmzHjh1qCb7FmkETBEFYTGLWXhCES9mKDQimrgR4R9rxe0/MeKwc72PY8z3gHNoSnwNFUXj+5WH0eg2XbTmdL7C6yYFGk88xuOn66kmvSaWynPSE0Wgk3M65BwSKtp6xsbFzvgmfuCxut9vx+XxqjsAtt9zCmjVrAM44SyZm0ARBEARBEC4+Ky4g8Jzcy7NP/TPx2Ng5vU5R5icYyOUUNBpp0mO7nx9kZDTOHbfWqQ3KAOw2AxvWlXLs+DjdnjBNDaf35e99dZRkMssb31CFZUoJ09kYTDWUVWw8Y7OcM5lrebzZZskmPhePx0VwIAjCRelM1ydx7RIEYTlaMQHBbFuCFlM2m+PfvtnKlZe5WdNUTCKZ4WCrj+dfGmZ1k4PbbpreH+DeOxtp7wzww5+288BbV1NSbOTY8XF+/0Qvdpue22+Z2/Yfo6UOd9VbgLM3yzmT+VgW7+/vn7Z9qKuriy1btpxzjwRBEIT5dKbrE8Dhw4dJJpOTVklvvvlm1q5dC4iAQRCES9OKCQiWOhgAiMUz6PUafvW77kmPX77VzR+/bTW6GXoJVJRbeN+7N/DDn7bzrYeOqY9Xllv44J9tnLSiMJNUSiKY2MQVzbdPeny+Sn2e65dfPB6f9mULqDkG57NyIQiCMB/OdH3av38/iqIQDofxeDzEYjEGBwdJJpO88MILfPjDH6a0tJRdu3apgYLb7RaTHYIgXBJWREAwNHB4yYMByG8B+sgHNtPVHWJwOF+taM2qYqorz1wydNP6Ur7wqSs5cTJEIChTX1tEXa3trM3IAEb9OqQZeijMx033+cz09/X1zVpx6EJWLgRBEM7HxEmNkZERksnkjD1TvF4vqVSKsbExBgYGOHHidM7Z2NgYH//4x3E6nbjdbvR6PQ6Hg+HhYRoaGsRkhyAIF70VERB0tD211ENQSZLEmlXFrFlVfE6vK7Lq2dbiOuf36ziZ4po3lE56bD5KfZ7vTP/ZViZEkzJBEBbL1EmNkydPMj4+zta6IhoNPnS5BBmNmYS+FHvWA9kIUauGoeDk3irRaJShoSE8Hg/Nzc0UFxcTCAQoKyvD4/Fgt9vFZIcgCBe1FREQjPt7lnoIS2IsoCOrFKHXn95WNF+lPs93pv9s7ytm0ARBWAwzTWpYjRqucp6gKhOdXlROh/qNuflNNo6NpPmP5+P4QzGGh4fJZPIvGB4eJpVKUVxcjNfrxWKx4PP5xGSHIAgXtWUdEBQSiUeGji71UBadnNKQVC7nzjtX4Xa7qa6untcEt/Od6S/0M5gpmBBNygRBWCwzTWpcbTiCXYrO6fUbK/R85DoLH/5JvodMYeIlm803igwGgxgMBkKhELIsi8kOQRAuass6ILgYEomXitZ8HZet3YLRaGTNmjXzvlR9vjP9E/sZiCZlgiAslamTFlZ5GHt65JzOsalSz8ZKE4f60mSzWXK5HNlslmg0ikajIRKJUFJSgtF4fg0hBUEQFsuyDQgulkTipaDRVdK0ajuwcLPuFzLTP5d+BoIgCAtp6vWmJD5zY8qpMtkcn/pJKzvWOLn/6lruvsxNhy+DLMvIsoxWqyUUCqllSRVF4eDBg1RUVHDfffctxI8iCIJwwc5epuYSdTElEi8mg6mGqoY/AhZ21r0w0y9Jk5uszfU9C/0MLrvsMtatWyeCAUEQFlVdXR2u6FHWD/+EzYMPURpvn/XYbE5hcDzBzteHuf/f9vLI3tNJxTXFeoqLi9Hr9ZSVlaHVavF4PMiyjMPhoLa2liNHjvDWt76VT37yk9MmUb74xS8iSdKs/7v33nsX6iMQBEFQLdsVgnhsfKmHsCiMpmLKK9dRZHPTsOoG5LR90WbdxUy/IAiXokx4FP8vPkR1NjWn49/zjX28cNw/43PN5Qa+83Y3Cm66xrK89992U1paymWXXcbdd99NY2MjyWSSj3zkI3zta1/jhhtu4K677pp2nnvuuYeqqqr8+DIZotEomUyGjRs3qtdXQRCEhbJsAwKLtfTsB13C+odyJDP1vOW+93HjjTcu2Tjmo3OxIAjCYsmERxn66fvO6TVv2lLBdevdrK+2s6fNx//sOt1cUqeRKDHn/9zTN0gqleK//3ILncbLUBSFkydPUltby1e/+lXe/e5385nPfGbGgOBjH/sY27dvZ9++fRw4cIBoNIrVasVms7Fz5062b99ObW2t6IQsCMKCWLYBQfOGN9HW+vulHsaCGB7N0tVXSXGxmcOHD7Njxw7xhSAIgjAHQ7/40Dm/5t03NKh/frlj5pUCgJMjUa5b7+baVRZc/mM8tNdDWVkZRqMRl8uFxWKhtbWV1157jfXr10+6bnu9Xnbu3Mnzzz/P6OgoiqIgSRJlZWUMDw8TDoe59tpr6ezsPGszSBE0CIJwrpZtQFBVs4Xq2m3LLrF4eDTL/kN6kMLodPl/PtHwRhAE4ezCRx+DOW4TOh8fuXMtr5wYA6DZBW58DA1lWL16NUeOHMFoNBKPx7nhhhsAWLNmDfX19UC+KZrZbFaDgUAgwPHjxxkbGyOXy+Fyudi+fTvXXXcdJpMJt9uN0Wic1AzSaDTyta99jYceeoj+/n4MBgNr1qzhPe95D/fdd59YYRAEYVbLNiAAuOMtX2bno3/LYN/BpR7KBYnFs3SejNE7ALGEBa02CySQZZljx46h0eRzw8WFXRAEYXaRw79b0PNbTTpu3lwOwKhJyxVvKeaAP0u/Zj8H9vcSCAQAKCkpQafTcfToUQ4dOgRAR0cHL7/8Mr29vWg0GpLJJFqtlrKyMgwGA0NDQ/zmN79hcHCQN73pTQwPD9PQ0IDb7UZRFDo6Ovj4xz/O7t27KSoqYtu2bQB0d3fT3d3N4cOHSSQSc1phEARh5VnWAYHRZOPeB/6DoYHDvL7/Z3i6X17qIZ2zoZEsT+yOoNWZyGazWCxaAEym/N/D4TDt7e1UVVWJC7sgCMIswkd+TzZybn0GzsWoSUu3zUBcKxEwakno8hM1FS5oe6mf5558EQCzzcB7/vVa5BD0vLiR3/7kCbLZLD/84Q/R6/WUlJTg9XoBsNlsXHbZZaRSKRoaGnj11VfZv38/69ato66uDo/Hg91ux2Aw8NGPfpQ9e/Zw55138ud//udotfnvCkVRkGWZZDLJrl27qKmpmTTuiSsMYkJJEFauZVt2dKKqmi3c9dZ/orp221IPZc4ymRy/fyrOq61Wbrr5Nurr66mrq6O8vJzVq1fjcDgwm81IkoTdbsfn86kX9rN1ERYEQVgpMuFR+r/3xwRf+u6CnD+lgaeqrDxVXUSX3cCQVa8GAwVpOUNJhRWA6x7YgLlER3GDjm3vLMZVYwfAbDbz4IMPUlFRgcVioaysjGAwyMGDB0mn01gsFtavXw/kZ/0hfzPv8/l46aWX2LNnD7fffjvvf//71WAA8qWgTSaT2hdhJoqi0NfXN++fjSAIl44VERAU3PGWL1Ndd9lSD+OsEoks3/vpCJGYkfr6epqamrjnnnvYvHkz69evx2QyodVqkSSJ8vJy9Hq9eqEXF/a5i8fjtLe3c/DgQdrb20UgJQjL0PCvPoKSii3Y+R+vtjJqPvNiu7vOQXgsQc06J9fcNznfy2TLv7a8vJxwOEx1dTXr1q2jrKwMgNHRUaLRKDU1Ndjt+eAhlTqdB5FMJnnkkUeQJIkPf/jD03rDFMiyjNFonHWM4vonCCvbst4yNNXELUQ7H/17knHvgr1XoULEuXppn5+X9scoLS3FZDJRU1PD/fffj9/vx2Kx4PP51Au3w+EAwO/3k8lkMBqNuN1ucWGfg/7+fg4fPiz20grCMpMcOkrsxHPkEkGyifCCBQNJDfys0UZGc+Z5tWggwc++9AJ2l4X/8/nr0RlOz94rikIqmQGgsqmEsbExtFotuVyObDaL0WhElmVisRjFxcUEg0EAKioq1HP4/X56enq47bbbuOGGG9i9e/eMHeQL3w+zEduFBGFlW1EBQUFVzRY2bHkPB/d+bcHeo39YQ2WZgv4cPuGungg7nxnGbrdTWVnJ2rVrqa+vVytBdHV1qfs/h4aGCIVC6l5Th8PB0NAQw8PDOJ3OhfiRlo14PD4tGACxl1YQLmU5OYrvyX9EHmpdlPc7XGpiy1mCgWQsxQ8/8yxI8GdfuwW7a/J15eCT3Qx3BahcVcLtn1hHKppjrC/K4ScD5Eb0mM1mZFlGlmVeffVVXn/9dYqLi7nppptQFAWj0agGCVdccQXj4+M88sgj7Ny5k3g8zrZt23jve99LeXk5t9xyCx0dHTMGC5IkUVdXN2+fjSAIl54VGRAAbNl2M8cO/wI5vkDba7SreeVQjDJnmApnBJ1OwWjQoJvlE+/rj/P4UwGKi4upqalRl40LnYDXrVvHli1bOHz4MG63m76+PjUYKGwbKhgbGxOdLU+ZWGKvsGLzQvteXg8eRzGARWOiPFmCQ7YgSRKpVIr29nZCxjhecwhdkZ4aVzV3briZLVUblvinEQRhNosZDABkNWdeAU7LGX78t88RD8u8799upbgsn0PQf9xP2B/nxGvDvPbEScw2Aw98+lq0Wg1mh4aazcXUbC7G1x3jh5/uBWB8fByPx4Ner+eTn/wkTU1NSJLE1q1b+cIXvgBANBqlpaWF8vJyrr/+el599VVefPFF+vr62LNnDw0NDZhMpmmTIYXziO8LQVjZVmxAYLFYuOm2z/Hsk18mOc9BQXXdZbz9vZ/j+eef5+TJk8TjceKpNNlEllxmFIOmhyJLGoBYQs/+gxHGgxrKK2rVgMDlcjE0NITL5VK3ANXW1qoBwtjYGKFQCLvdrgYDkiTR2NiI0Wi85HoTXEht7Jlu+hVFIRQKMT4+zhG5i9dCR0lkk2SlHDnNqS/DU9twjwFFGSPSS1G8Pi+mW9xIVgOkgQAcDXTyxIln2Va1ib+//f9hM1rn/wMQBOG8JYePLXgwUKgi1GvVn/XYbCbHL77yImNDEd73r7dSUl6kPvfDz+wmGctf/7V6DX/yTzfjrnNMO4e7yUokGgFQVwHe8573cNttt026Rvr9+UZp//mf/8nXvvY1Pv7xjwOQyWR45zvfyS9+8Qu+9a1v8dWvfnXSd4joQyAIwkQrNiAAaFq1jor3fpfDr+/i4CvfACUxp9fJKQ06nYRWk532XGX1Vu54899jNNl461vfqj4ej8fp6Oigu7ubcDjMiRMnsFgsjEWGMVkGcWplrFYrOp1OzQ0oVJDYtGmTeh6LxcK6deuIx+M4nU61ckRhf2ghaexSyiO4kP38E1/r8/nweDwAuFwuDnYcwtMcQNGfmsnTzn6eqFUmdzkYjGVIRTN/4b8+dJTPP/nP/Pub/27W8yx105+5vP9Sj1EQ5lus89kFO3dKA89VnE4cjhjOvE0ol1P49b/upe+4n/f9y624qu2Tnr/rQ1eQSefw9YZoe7mf//7YU7ztE1ez6fr6ScfJ8TSFNYjS0lJkWeZHP/oR9fX16qoA5FcGAG644QY1GADQ6XR8/etf55FHHuGhhx7iS1/6EkajUf0OEQRBmGhFBwSQv8G++tp7KLJXs++Ff5txC1FO0YBUjEZXQkappmZ1Sz7xK+MlFj5GLhtHq7Ww9Yp72bLtllnfZ9u2bWqzmMKNbFFRETabTb2Rnbr9R5blGfd2WiwWjEbjtJrSE5+/FFzIfv6Jr5VlGY/HQ0AfZUDrY9x7EGW9Dkk790JaGufZZ/4ODh6hdfg4LZXrpz231InKnZ2d7Nq1a1KAeOzYMUpLS3E4HFgsFjQazayNiZxOpxq0AjQ1NdHc3HzJ/C4JK1cuEVywc08MBs5GURR2fuc1OvYN8Wdfu5my+ukz/9tubVL/7K6387v/3M8v/uElLA4TTVvK1edeeKSNTDrH6q1V6GUHBoOBUCjEF7/4RWpqavizP/szAKzW/Irlgw8+OO29ysrKuPrqq3nppZc4efIkGzaIbY+CIMxsxQcEBatWraO3949JxPrVm3yN1oLBvJZQRE9LSwtOp1OdTT09y7rjvGZZC0u3hS7DNpuNaDSKbkKSwZn2dhaSjC/1BLG+vr4ZfwY4XUJ1ptmsw0PH+OX+RxkOjGDVmnHELBx0dhEzJPMHlBg49xpPc/Nkx3PTAoKlTlTu7Ozk4YcfnvT+7e3tQD7hvKWlBYDW1la1u+nEMT7zzDPIsszQ0JB6jsOHD9PY2Mgtt9wiKi8JFzWNuXhBzjtq0jJq1nHwqW76j/sA6D8+BsDrT/fQfzy/XWfbrU3UbXBz8Klu9v6mg9r1LvY/dmLW8177tvW4auxsuLaWZ37QSiyY5Ff//DLv+tINSBqJw7s8vPhIG0UlJrbd3sRrv8xvH21sbMTj8fDpT3+aBx54AJvNppYibWxsnPG9qqurAfB4PCIgEARhViIgOMVisZxK2gWT5fSsuyRJXP/GrdNm4udj2dVisfDGN76RXC6nznJP3AJUVlbG9u3bzzLeSztBbKatTRM/h1QqNSnY8gZ9fG7nV+kIdk8/mWGhR5v3dOcePnD1uyflEhQCm6n/hoVtXGfK6ZhpC0/hnHPZ+jM2NsZTTz1FKpVSV5fS6TSjo6NAvuGRz5e/mVEUhUNDx8hIGpKksGrNrNbVMdLZTygUmlShSlEUenp62L9/v6i8JFzUrGtvJHb8yXk/b7ctf1HpOTzK609Pvub0HB6l53D+v7Ha9S7qNrgJjuZLnPYf96vBwkw2v7EBV40dq8PEO790Pd/58FOEfXG++cGd6jG1G1w8+Lnr6DnkV68Der0enU6Hz+fj5z//Obfffrt6vchmp29hBdQmZZfSNlJBEBafCAgmWIqEq4k39hO3AM3lxn4pE8Tmax/61NcU8gAKQY7RaGT37t1s2bIFgM88/U/0ycMX/gNcADmbmpZLEI/Hp40dYHh4mIaGBnWWbqqZthnt3bsXyOdBFEzdejTxdQMDAwwODhKNRikrK8PhcBAKhdRzhkIhIpEIvqCfIw4PCXsGkqfH0EonBptEhbcIrcGE1xwircmgz+koTzjwer2XXJK6sLKYKjdirGqZ98TiuDa/zvi2T1zN2z5x9VmPv/ndLdz87pZzeg937eltRTe9azMWh5H6jWWUNzjQaDWc2DuKyWRSCyYUVpULq5KF7sXt7e3ccccd084fCoUAaGhoOKdxCYKwsoiAYIqlSLi6kBv7pRjvfO6Vn7j1qZAHUDivJEm43W4URWHfvn30xgeXPBgomJhLEI/H8Xg8vPzyy+j1ehwOB3q9ntHcGH0aLy/3H2FP4jX+zCxz/fr8TUUhyXzPnj2TVhJkWaanpwfIbyMrJIlP3HoETPr8ZVlGr9ejKAperxeLxUI6nVbHGggEkCSJrtV+ZHNmxp8nVaLQ1xKmzxCZ9PiINcBAZpw13rXquEUisnAxct/2aXxP/SPy4PwFBQHjGSoRnIPDu3vYctPMW3q8nvwNe3G5lZve1ULrsx7KG4vRaCRiQZlgfwqz2Uw2myWZTJJKpdBqtdTW1qIoCo2NjWi1Wp588kk++tGPTjp3PB7nxRdfRKfTsWrVqnn5WQRBWJ5EQHCRuFQqP8z3XvmJKyQ+n29SMFAooQrQ0dHBq7RB6fz9LBfqp6//hpJMEY/te5JXRl5nuD6AJgUmv59obY50SeEzkvAwzN8+9zVWHajjk9d+kK62E/T39zM2NkY6nebIkSPqvv5YLEY8Hue1116jrq4Ou91OOBwmEokwODiIzWYjFAqpQYTRaMThcBAIBNRyq4WtQ9lsllgqTnAHyKaZgwGVYeasizFdmK+2foe3VtxKjTHfIVV0dRYuNhpjEeX3fIXk8DF8T3wZRY5e0PlGTVoSurkXJTiTnd85SGAkxvV/vBHNhP4FiqLw4v8eB2DT9fmtPy//ph3PES93fuByYuMykiRht9vRarV0dHQAcNVVV6n/jVssFu68804ee+wxXn75Za655hr1/N/73vcIh8N85CMfoaSkZF5+FkEQlicREAjn5HyTgM+ksEKyc+fOGUuoyrJMm/8EkfrkWc60uPb2HuDV3tfJkM2XND21wydRNfNeXoCT0T6+8NS/8EblMrq6uhgaGmJ8fBxFUejq6iKXyzE2NobNZsPpdNLT00M4HMbpdJJI5MviZrNZioqKqK6uZu3atbjdboaHhykrK8Pr9ZJOp3G5XAQCASKRCOnrzGRNqQv6WVPaDD/37aTWWMFbnDdh0hhnDABFSVNhqZkqN6LRm8leYEBQyB+YD2/56x389O+ep2PfIDvuWUv12lLkeJpXHu2k7cX+/OrAO/Nbje7+0BU89Iln8BzxsuXGRtxuN5IkMTg4SGdnJ1arlfe9733quS0WC1/96ld56qmneMc73sF//dd/UVtby+OPP87nPvc5Kioq+Nu//dt5+1kEQVieREAgzGqmm7uzJaadb+KaxWJh48aNGAyTv4TDiQi/HNpJcG3svM670DLMfvM/mxFljN9GniWjl/F5+8mOyOh0OmRZJpFIoNFo1MZzRqMRnU5HZ2enuhKg1WoZHR0lkUiQSCS47rrraGhowOPxqOVoS0pKyOVyxCwpks6zj2mu+uURvjX0C+pNVUjA3qeO8MD2t7ClasOkrWQTk6u3bNnCjh07gLMnSgvCfLjQYAAgqZ2/OmXrr67hPV+5kd99fT+/+ueXJz3XtK2CP/rk1RhOlTatWefiff96K7/9j308/YNDk45tbGzkE5/4hLp1sFBRzmKx8L//+7+84x3v4M4771SP37hxI48//vikYgGCIAgzEQGBMKPZ8gQKNa9ncyE3eFNLqfp8Pn4Xfpag8eIMBi5E0pYBm5aS+gYSnjADPz+OQcpvAYhEIphMJlKpFOl0GkVRCAaD6HQ6bDYbkE8UNBgM6HQ6BgYGWLVqFXa7HZ/PR0tLC5Ik8eqrr3LM1ku+5fL8yZKlO9kPwMnhfl783atsqdjA9dptGCXDtOTqZ599ls7OTgwGwxkTpcXqgjBvMhe2IgZgys68Enq+Vl9eyV8/dA+eI16Gu8YxmPXUrndS3lgyaRsRQPVaJx/8xh30vhLGMtaIy+XCarXS1NSklqaeWnjirrvu4uTJkzz33HP09fWxfft2rrjiCnWlVRAE4UxEQLCCzXYDdqY8gbGxMSRJmjaTDxfe/2BiPkEymeTQ4DGCruUXDExlbrDT+Ffb8PzkCKnBOJIkkc1m1dWWaDRKLpfDaDQSDocxGo1oNBoCgQBOp5PR0VFWrVqFyWTinnvuQVEUHnvsMfx+P3H3/AYDszk80kbAGOB24zUcOHBALYFa6Lp9+PBhXC7XjInSZrOZI0eOqJW2CtvF5jtPQQQcK4gkwQXezzdFUnTZ57eWsVanYdW2ClZtqzjrsRqNxNqWBt68/kNqd/qz/f46nU7e9ra3zeuYBUFYGURAsEKdqVJQLBabNU/AaDRSVFQ07ZgL6X8w9YvuqquuYv/+/YRKEuf+g12idEUGVr//clLhJH2PHEeHhuKt5eicJsrNOjLxNMnRGBl/EnOtDbNFj6SV8BmSZEr6UVKHeOtld1FaWsrOnTvp6+ujY/wkuarF+xn65GEeiv4aZY2CLgpmD/S29gL5YK9w419SUqLe+IfDYX7605/i9/vV36dCqVa32z1vTd2Wuou0sLi0lhKyUd8FnaM8maU8kZlzl+KFYDQa1UmWS6XwhCAIlyYREKxAZ6sUdLZqFA6Hgx07dszYTKu9vf2cZmBn23duNpuRzFq48JX/S4rBbmL1n22b8Tlb48z/LkHi7PW+zt4nXseMkeITejJ9cby1EbSceYvXfMvqFdBDygQpFyhJAylPBG/nOMf+cAyn08m6detwOBwcPHiQSCSC3W6ntLRUrZqiKAoejwe73X7Wpm5zUfh9TyaT05rGicTo5cm29a0EX/zOBZ/njSMxnqyyEjQuzVdlpVv87gmCsDhEQLACna1SUKGRzWwsFot6o1S4cdq3bx/j4+OTthKdbY+4y+VSgwGfz8ehoWOMmoKkNRky/jRRe0r8hp6jBDKJNTK5sjSKbpFaN5+BZNJgXOfAuM6BxlPE4G+66e/vJ5VKYTQasVqtVFZWMj4+TlVVlbrFqPA7UVNTc8EdVvv6+vB6vXg8HlKpFKFQiHQ6jcFgYPPmzfT19am/y93d3fT29k6qciVWEi499k13E3zlh5C5sMpkhhzcMxDj4SY7ijR/ScZzdfXq2xb9PQVBWJnE7dYKdLYbrIk17acq5AlMndlvbc03A6qsrARQZ2GTySROp5OxsbFJs7ThcJi+vj4cDgdKhY5XpeOknRMq9pjn7+ddiTQOPfNTQX3+mBvsVPzpOmL9IUCicH8VymWRR8ZJeVJs2LBBXSmQZRk4naju9/vZv38/gUCAkpIStm/fPilJeSbxeJyDBw+yd+9ekskkiUQCrfZ0s6k9e/ag1WqpqqoimUzS2tqKoiiTti2db48NYWlVPfANhn72flDOvRLYVOaMQly/uAFBQ+kGakuaF/U9BUFYuURAsAKd7abG6XRSV1c34zaLW265BZjcKbfQUCwUCtHZ2UlDQ4N6Uzc8PIxWq2VkZISRkRE8sUGCxQkSSpK0LUXWCtKpY4Xlz+AwYXCYpj+xGYLjaUb7vNSUVQP5/dOFAHTPnj187/c/ZtweI2cAy6CJx/c/yfXrr2HNmjUzbu0pBK0dHR2Mj4/j9XoBKC4uVo9Lp9M899xzvPWtb53UGG/qtqXz7bEhLB2dvZya9z7MyK//hkxo6ILOVZLKEtcvXohdYWvgbS0fWbT3EwRBEAHBCjS1vOdEE+taJxIJdu3aNWnPdUdHBwMDA5NeK8sy6XQar9erBgaFmdsBeZR9rz2MwWEiWpIgN7G4hkvP4i/CCxcrqVRPjy1Ihb8CPTrcbjdbt27l8PEjfGnff5JZdfrYKDJeW4jOk7/kwfTduB2uSVt7/H4/jz32GLIsE41GiUQi6muDwSBGoxGtVksikVCTnaPRKPF4HIfDgV6vn7RtCc6/x4awdDTGIqoe/A7ho49dUE7BxqDMoHXxJi4q7I2Y9Iub/yMIwsomAoIVaGJ5z9kqBcXjcTo7O9WboYLC9omamhp1j7XRaCQUCqnnSiQSjI576a0dJ3mqa2+SlVMxSDh/ih72VrSzxtZAsXOMn+76AmOxANhmPj5VovCz4E5q05VYtWYG9o9wU+J6du3aRW9vL6FQCJ/Pp3aDLqwMxGIxHA4HOp2OsbGxfN+HYoVRZ4C0ZgiDoseuWOhJeTH427FqzbzJfQOXLeJnIcwf+6a7SXTvRR5qPa/XlyezuBMZfItUcSieCi/K+wiCIBSIgGCFqq2txel0zlpN5UyJx0ajcdLMqdvtJpPJAPlZ1EgkQvoNZlKO+W3sI6wMigSdUQ+d7Z78A2dZRkppM5w81SitNdbJrl17WTNaqTZHK/wvFothtVoxmUxoKoxEGxRCcgZtTkefK4RsLew115IgR4IoEIVTeamtr3fy+55dfPmO/0dZsXshfnRhAblv+zS+J76MPHzsvF5/00iMPeVWRiwL/7VpMdgX/D0EQRAmEgHBCnamutZn2h7hdrsZGBiYVCbUYDAwNjbG2NgYznXlpEvOHgwEO30MPH2CSG8ARYGiWge1tzVT0jz9ZivaH6TvyU7CJ8fIprJYq+xU37gK17YqpFmqfyg5hZGXPQy/6CE+EkGj12KrL6HxLRsoqi0+6/iES5OXACFbmBIlv+dbp9NRXl5Ob28vsXQc7a0lyC4NkEaDCQWQmVviaUewm7f/7IOUW108sO3NvHXznQv3gwjzSmMsovwt/0Ry+BjhQ78m7e8mG/PP+fWGHNw6HGPUpKXbZiCulRg168hq5n/jY0vlG+b9nIIgCGciAgJhRmdKPDYajVRWVqoVWUKhEKOjo4yOjpJOpwmXpjBjocSkodKmw6CFVBaGIhmCyRwAfU904Hm0DZ1Vj2OVC0krMX5slCP/+SJNf7SZmptWq+838kovJx5+HUmvoXi1C61JR6Ddy/H/2U/1TatY9Uct08aYTWU49u19BNu96Cx6StaXARAdCBEdCImAYJmTLVn8l2UpbdWhyUjYbDaqtzaQvEJHzqQ9+wnOIEeO4ZiX/3zxf/jGS9/nc7f8NTetvnaeRi4sNFPlRkyVGwFIDh/D+7tPndPry5NZypMJDvbGeHlUpuHBxnkdX61jnaguJAjCohMBgTCjMyUep1IptFotLS0tDA4OMjIygqUcLt9cjc6koHFbKHEbsU+58apx6BiPZ3n6iR48j7ZRflUdq+5vQWfOJ+sl/DFe/8dn6fn1UZwtlZhdViKeAJ0Pv07J+jKa3305Bls+byEdlXn9q88xuPskrq1VOFafLj+pKArt3ztAsN1L5fWNrH5gC9KpWTxFUcilLrwMoXDxy9jBtz2DlIOcAdAY5z2JPatk+bun/5V/e/47fPbmv+bqepFlcCkxVW7EULGR1MiZtxH1jGXoD2axW/Qksjqe75Z58dgYpaWlOHplSuqN8zKeXNDMtWsemJdzCYIgnAsREAgzOlPisdPpVKu26Ewaqm/OoHeagBnKSU5RatFSY5YY2VjGvR+9iiKTBr1WIp3JEXMbGL28mr4XPYQ6fZhdVnLZHJYKGxv/Ygca/ekAQ19kpPzqenofO07guHdSQOB/fYix1mHcV9aw+u1bJm0pkiQJ7RJ1HV0plGyOzp+8jmONi4qr62c/bhG2dCkGWIxMlogc5VN/+DItlev5hzs+g80oKsRcKsru+By+p/4ReXB6wnE0o+MHr2XY2xUFwGyGkpIiUikNW7ZswWg00v7YIKtuy1C2+tz+zXMZSAzqQJtDSWvRjBVTU7yW40c7qSyrET0vBEFYVOLOaJma2hV4ao32uZgt8bi9vV0NCMJlbeiL0ud03mtub2LzlZXYSyaU8TNoKAGqnAb6AEXOJyk7VjnZ/FfXTAoGCrSG/GPZZEZ9TFEU+p7oAAnq71w3a36BML+UnIIcTBDtDTDwTBfhnnEca2ZvGrZct3S1Dh/nvh/+KVfUbOHBrfeypWrDUg9JOAuNsYjye75CcvgYQ/t/QywwQiiR45DfyGiqiKQtRHn5kJqUXlpaSmlpKXV1dRw4cIBUPMPz3x3GXq2j8UonRquWRDjFaHucdW90U7amaNp7apNWkq850WZPX9ckScK9xi16XgiCsCREQLAMTewiXDCxRvu5mCnxuBBYeBMeciWRmV52RpIkYXdND04URaH3mA+ArVvdjJ563Fg8c9vi0MkxgEk3j7HBMLGBECUbyrCUz1KrcpGdS/L0perIN14m2O6d07HLfUtXOptmb+8B9vYeYHPFev7xTrFicCkwVW6k4tZGdu/eTTKZxDvcCig4HA4sFgvhcJiGhgZsNht33XUXra2t+P1+BgYG0Gg0+Lpj+LpjSJJETU0N8biGzt/LcLmbqs1WJEMOJaUhM1pEJmyCrKy+tyRJNDY2qqWcRc8LQRAWmwgIlpl4PD4tGIDT/QOcTucFL0W7XC4eeughoq4T1JRMn/06Xwef7Ga4K0DlqhJarqjg1UFZTUKeKtDuZezwMAa7EddlVerjoRP5qiFFdSXIgQR9T3YwfnSETCJD6foyGu/bhMm5eEvx55I8fSlzbamkZH0Z1mo7geNeBnd1zXrsStrSdWTkOJ/Z+Y/8f/d+eamHIszBxK2SDQ0Naulag8HAlVdeqTbLq6mpQZIkkskkgUCAbDaLz+dDo9FQXl6uXn+tVivpcT3BQ2Z0utO/19lsHKvVitVqVZs+FoKBwjgEQRAW0/L55hUA6OjooL+/f1J34cIXzYUuRcfjcfbt28dLL73Evn372HDvhdfK7j/uJ+yPc+K1YV574iRmm4EHPn0tkiRRZdMRTKbUY6MDIZL+GOHuMYb2dKPRa1j3p9vRGnSTjgHIyRle+8ou9DYj9oZSIv1BfAcHifQH2frxG9Tk5IXkPzQ05+TpS13VDU3qn0OdvlmPW4lbulqH22gdPk5L5fqlHoowBxO3SjY3NxMKhXA4HDidzklbLwvHOZ1OioqKOHnyJIlEAq1WSyAQoKSkhPLycvR6/aRgAKC4uJhoNEpzc/OkQABOd4sXBEFYTCIgWEb6+/vZs2cPY2Nj6mPDw8M0NDTgdue3p8xlKXqm/IOBgQF27tzJkSNH6O/vx+fzEQsYLnjMP/zMbpKxfA6CVq/hT/7pZtx1DgAMU9IGOn70GrFTN/wAGz94FcVrJ+9Tz8Tyy/CDz56k8b5N1N66Bsgnurb/4AC+1wYZeOYETfdtuuCxn00unaV4XRlr33mZuiUGwOyy4txaxejeXjV5eqW4GLd0LYYfv/YIX7v780s9DGGOztSjZepxN954Izt27KCjo4Pjx4/j9/tJpVJqEDDxelxgs9lwuVyTGjzC5G7xgiAIi0kEBMtEYavQ1NkmRVHweDzY7XaMRiMWiwW/38/+/fvVWazt27fjcuVvrDs7O9m1a9ekFYYDD/8E7d5XqI7H0SWSDATHGQ2HiD4PXF9xQeO+60NXkEnn8PWGaHu5n4c+8Qz3fWwHm66vZ+pW8vo7mknHUiT9ccaODNP23/tpum8T1TeuUo/JyvkXOda41GAAQNJqWPXAFnwHBxl5uZeGu9fPmKg8n9xX1OBY45oUDBQUEqIzExKiV4KLbUvXYjk4cHSphyAsIIvFwrZt29i2bRuQvx7v3r2brq7pW+ckSVJXbktLS3E6nRdU/EEQBGE+iIDgEjB1xt7lcuH3+yd9ifT19aEoCm63m+Hh4Uk5BKlUiiNHjlBSUkIgEOD48ePodDrS6TRjY2N8//vf57LLLmOLwUj2d79nUzgMQMRuw5CQKQmdnpVvBK4ymAmXGLAPSzwdz5C1nP+v0bZbT281eeM7NvHQx5/ml//wEhaHCVezC50GMqfSCFzbqtVj6+5cx7Fv7eXkI63oLHrKd+SX2DWnbrTdV5yedSsw2IzYm0oJnxwn4Y9hrbzwLU9nIknSjAnRiqIQ7p6eEL0SXExbuhZTRsnwbNfL3Lj6mqUeirAICrkI/f39kx6fmjzsdDpFNSFBEC4KIiC4yE2tGOTz+fB4PJO2AXV1daHRaIB8F+GJyXChUIihoSGy2SylpaW0t7djtVqpqKggEAgQDAYxpNPUH2mjPDc5EdkST8w6rkyzg9arnGTN8zfLbrEbufGdLfz8yy/wzA8O8xf//ia2VBh5bUiesetx470bef2rz+H5fRtlV9YiaSR0pvw+/dlmmY2O/A26PBZf8IBgNqN7e4n2h7DWOHCsdi7JGJbKxbSla7F96Zl/EwHBClJbW8v999/PI488MmNOl8gVEAThYiICgovY1IpBsiyrN/oTtwEpikJvb6/6ZeN2u7Hb7QwODtLV1cXY2BgGgwG/308gEGBsbIzu7m4cjvxe/T8LRWnWzO3GPm3W8vqfNzHevDD7vxu35OvR9x/3k0llcVq0XFUzc9fjVSXltBq1yOMJkmMxzO4ijKWnZuRn6LAMwKntO9lFLm0Z7hlHDiYIHPcy8pIHnVXP+j+9ckUk1U50MW3pWmw5Jcdvju7kvk13LPVQhEXicrm4+eab1W2YPp8Pt9uNyWQSuQLCWZ1vP6H56EMkrDwiILiIFbYBFfh8PvXviqJMSkhzu92T/l6YhUqn02QyGZxOJ6FQiFsyOW7OKdjRognFSCo5XNq5/xosZDAAoNXlVzqUnEI6lUVn0E4LBgpKLVp0Og1ZOUs2maGZHJtqbPwXcOVIiDdvdKIgEQZeREMnGrKJfAKzscREx49eO2M33dhgiJ5H24j2Bckk0xRVOai5dQ2urVUzHn8mR77xsvrekk7D5v/7BiwVKyeptuBi2tK1FH7w6i9EQLCC9Pf309nZqV6fC0HBzTffPCmZWBCmOt9+QvPZh0hYWURAcBGbWhFIluVZ/240GqmvryeXy6kXgpGREeLxOMXFxRRnsnw4EMaKBjSnz1E08S9nMb7KOi/BwOHdPWy5qXHG57ye/B7z4nIr5iIDrc962HRDPZoZEnMj4wnkWBqtVuI7lWbKpCy+taV8RyPRfdzHZbc0AfnP4kayvJpI8WDXGBpJIvqLw4z2hWheM/OWnUC7l6P/tRd9kRHHKidyMEHEE6Dtu/uouWUNjfdtnDS773nsOH1/aJ/1Zy6qdVB5XSPxkQj+w8O0/scLrH3nZbgvq571NcvRpbClayEFk2Eickw0KlsBJq7wGo3GSQFAZ2cnNTU1YtZWmNH59hNajD5EwvIlAoKL2NT/cKdWEDIajeqMkyzLrF27lquuukpNOK6srGR4eJhEIsF7Dx/DPMsumrka2j4/+913fucggZEY1//xxkk3+oqi8OL/Hgdg0/X5vbUv/6YdzxEvd37gcnRT6pC+9Kv8sVdur6ZMnw9s3HYjN24sY9fRUQ6cHOeKVaXq8f/vq8+TlvNVfbr68oHHm6UcV5Dmn9ARJz+WTDJNxw9fo3iNiw1/sUNtlBXxBDj2nVcYeOYEjjUunJunV1gq3VyB0WGa9ri1xkHlG/JBUN0d6zj87y9w/Huvoi8yULx2+XQsPpuLdUvXYvrIbz/H997+70s9DGGBTV3hnehCe8IIy9v5/u6I3znhQoiA4CJWV1dHV1eX+h/4xApCkiQhSRKtra3q3+PxOK+88gpbtmxh3bp806fg3lfY0tGFOTdzx99zkbLPz6/LW/56Bz/9u+fp2DfIjnvWUr22FDme5pVHO2l7sZ/icis3vbMFgLs/dAUPfeIZPEe8XPWWZuo3usnlchza5eGl/23HZNXz9vdtg9Tpi+Cn7lvHC8d9fOT7r/PlP95MVYmJ3Ue99HhjWI1avvauLRzsCfI/u7oBaJTg35QMHzsVFPgPDpKOyqz5P1sndc21NZSw6o82c/yhV/E8emzGgKDm5tVnvcHXWw3U37mO4/+zH8/v29j6NzfMx8d6SSiqyeetxEeilG6c/nxhW9VyLD1acHK8VzQqWwHO1vNlLj1hhJXpfH93xO+ccCFEQHARK5Su27dvHz6fj0gkQjgcJhQKUV9fT29vLzqdDkmS2KTVUfboYxAK0yrBa1u3UvryXu7y9M7beAzh+amZv/7qGt7zlRv53df386t/fnnSc03bKvijT16NwZz/1axZ5+J9/3orv/2PfTz69f2Tjq1cVcIDn3kDlQ4T+E5XRFpTaeNbf3E5f/3913nvN0+/Zm2lje//5ZXUOC0c6QtNOpdVgk8pGT6PnvhIlJL1ZZic07d1uC6rRvuT14kNhskk0+oWmHNVaKgW7h4nl84uuwTa2TjWuEAjETg+Ss3Nqyc9l01lCJ0cQ9JImNzLe0vNz17/jQgIlrmzbc0QWzeE2Zzv7474nRMuhAgILmLxeJyuri56enoYHBzE0tvHlYEQRbksib4BRgwGGoHK4VG0EyJ/K0Db7PvZz1fV/jEG3uA6+4FzsPrySv76oXvwHPEy3DWOwayndr2T8saSafkC1WudfPAbdzDQ7qf/uB+NVkNNs5OqNaVodRpWDUannf/mzeU8/6Wb2Ns5xlAgwZaGYlrqHBjPcOPdKMHnlDS+O1fz6okxouTonJJjIUkSZreVaH+IhDeKra7kvH5+SXvqvAorKiAw2E2Ubixn/OgIoZNjOFad3oY28nIv2WSG6htXobdceBfsi9lx7/SGVcLyMnWFdyJRclQ4k/P93RG/c8KFEAHBRWj0Rw8z/MMfI/t8mFIprpEktNksU+ei18z46oVTejKGrS9OpG5+Zhm0Og2rtlWwatvZux1rNBJ1G9zUbZi8HacinqEsOfN+85IiA3deVnlOY2qWoNms5Q0tZUCWNiXHf6JV8wsURUEO5FcjdDPctCZ8MQafPUmoawyNXkP59jrq71o37YY/NpRv/mZ0WmY8z6Vm5JVeIt3jAIQ9AQBGX+kj0pN/rPyqOuxN+Zv/pns3Ejjupf0HB1jzx1swllgYPzqC59E2DHYjdXc0L80PsYjCychSD0FYYIUV3qlJnpIkiZKjwhmd7++O+J0TLoQICC4i43/YiecTn0JJ5/dRX4z/OLahxLwFBBeqIp7hhtHYgr7HBknhw0qWfzr1ryGPJ0hHU+iLDJhKp38OJ37yOlqjjtKN5fgPDdH/VCdhzzibPnA1WlP+HIqiMLgrP0Ps3rY8qgyFOv2MvtI3+bETfkIn/ADYGkvVgMBSaWfDn++g/QcHOPrNverxlkobmz50Dfqi5dWleCZZJSuqDa0AtbW1OJ1OURNeOGez/e4AtLe3z/r7NJffOdGnQJjJxXjPueIEn9tD3+c+T9rrW+qhnFXGsnRbWyzpLKWpHKaswqpIataVgfm2UVL4qJLmcbQ89bIHgJpb1iDNUArV5LSw5WPXYywx4z88RNt39hHq9NPxo9doePMGMsk0Q3u68R8awui0UH/X8qj40Pzuy2l+9+VzPt65uYLtf3crwRN+5PEEtoYSbHXFK2brFMDnn/xn/v3Nf7fUwxAWmMViEZVdhPMy9Xdnrj0Gpr4uHo+rQUQoFGJsbGxS1ULRp0AAERAsqUw4TPdffYTIK/uWeihzNl+JxedDQuLGkaWpknCZBKaBAD965gSOhhKqb1w16Xm91YDJbWX1/S0YS/KlNV1bqlj3J1fQ/v0D+A8N4T80pB5f3Oym+T2XT6pitNLoi4zLZoXkfBwcPCKqDQmCMCfn22NgYhAhyzKtra0ANDQ04Ha7p50DEKsHK9TKvRu5CHS++09ItB1f6mGck/lMLL6U+MIyf/HtA1Q4THz5Ly7nf6bMZFffuGpakABQdmUt/U+fIDYQovK6Rqw1DuwNJVirHTOuMAgry5Mdz4mAQBCEszqfHgNTgwifz6f+2ePxYLfb1ZUCRVHYt28fsVhMdDleoURAsMgirx7A/8j/Enj6GZTYwu5/XwilJ2OUdkTmpWPxuSpZomZV4USad/9/+5Ak+MVHr6aqxMTzyvQKRLMxFpuIDYQoqium8tqGhR2scEkJJkJnP0gQhBXvfHoMTA0iZFlW/6woCj6fT+2gLcsyJ0+eZNWqyRNbC9HlWOQwXJxEQLBIMuEwx9/2dlK989cXYKls++9uXv/zRsab7Yv6vhuD8tkPmmfJVJY/+69XCcZSPPI311B1qtPuG2YoSTobjS6/mpBNphdsnMKlqdjsWOohCIJwCTifHgNTg4SJeQOQDwJkWcbn89HX14fBYECW5WnHzWeX47nmQQiLTwQEi0AeHOToLbdDdmlmuOebPpFl+9e7GF9lZWi7k4HtpWCY283x+SqRZy8vulDS2Rx/+T8H6fHGeORvrqZmQvfcKmZeup1Jciy/EmSpXNwASrj43db8xqUegiAIl4Dz6TEwNUhwu90MDw+r54jFYrS2tpJKpTh58iRGo5HOzk4aGhqoq6vD7XarwcF8dDk+3zwIYXEs7F2cAEDbXW9ZNsHARKUnY2z6WR+uzoWtqW7I5njT0OJur8rlFD7xo8Mc7Anw07++isayoknPT9wwpeQU/IeHmEkmmSbujYIE1moxGyyc5rSUivwBQRDmpNBjQJIm556dqcdAXV3dpOONRiMNDQ1IkkQmkyEajRIMBjl58iShUIhjx47R2dnJnj17OHLkCK2trfh8PvX9L9Rc8iCEpSNWCBbYwPe+T24eIuuLmSl44VthNHKWnHF6ycnSZIZbh2MYchf8FnOmKAp//6s2dh3x8vOPXsXayun5EuEJf/YdHKTz4YO0/PUbsDeUTjpu4OkT5OQsFdc2YHSYFnjkFzkFyAESYioC+OQbP7TUQxAE4RJyrn0tZmpU5na7cTgcxGIxRkZGGBgYIJ1OE4vF1ByDRCLB8ePH2bFjBydOnCASiVBaWkp7e/sF7fc/nzwIYfGIgGAB9bx6gLGv/gvLqZbMgXiMHwfGaJOT5BRoNpp4284snKHykKIo7PpRK5IkcfO7W2Y85spvdqEAQ9udpBx6ipx61ii5ed0m9Ku9/RzsyXfRfb0nmH/slQFeP/XY266q5fKmEh7ZO8D3nu1hW2MxP3lh5pyPQUUifvMaLOU2Sta5MdhNtP77i9TcshrX1iokjcTo/n4GnjmB3m6k4c0b5u3nuBTogqBXtMgJGSMGmjTVpAZjRKNRGhoaiFvTZGo0xHMyI6PDhENhcjrAKJGJpTA4zehty7dBmcNk46r6y5Z6GIIgLHOzBRHt7e0EAgHS6TSyLKPRaCgqKiIajQIQDAbp7e1FURRsNhvj4+OMj49f0H7/88mDEBaPCAgWSDwex/++v0Azy/LYpeh7437+a8yHQ6Nlq9mMVpJ4ORZl/6ud/NG39Wz9wFb12FxOIRpIMNId5JXfdtD56hA3vnPzjOct7QhTcjK/Jaj05OmtQfpqE4n1NjQWLbl4FuM6KxrD+Teu2ts5xq9eGZj02CudY7zSOQbAtsYSLm8qYXA8P0vxek9QDRxm0nJFLZZyG/oiI5v/6ho6fvQafTs76NvZoR5jbyxl/Z9vx7CMb26nsssWbtBvJRwOEwqHMJvN6PV6xgxpysvLMRgMNNc043K5GBgYoLU/TW9vjJ6eHhKJBOFwGHO9ndV/sXxvmA1aw1IPQRCES8z5JuTO1BzPYrEwMjKCoihkT21pNhqN6HQ6ZFlGr9cTCASmbUe6kP3+c82DEFWIloYICBZI179/HU0iudTDmDfPRSP815iPe2wO/sZdTpE2f2M+kE7xrr4efvPrY7RsLkdzbSUAj/7nfg7s7DrreUs7wmz7754Zn0sPJkkPJpGMGuz3VFxQMADwr+/Zyr++Z+tZj/vo3c189O7mWZ/vUeDz6Cc9Zi4rYsvfXE/oxBiR3nG0Bh32VU6sVfYV1W+gjFLurboJu9mGLMu4XC70ej2hUEhNWJuYqCbLMg6HA51OR3FxMalUCrPZjNwfJdYbwlq/PPMuNJLYMyUIwtzNlJBbqBDU1dXFDTfcQHNz85xvnCcmIWu12kl/tlgsmM1mioryuXOBQEBNOi5cv8+n6tBMW5hgch6EqEK0dERAMM8Kka38k58uq23SyVyOHRYrf1teiWZCklKN3sCNRTYeDYdIf+s41+0LM7TdyZaSImrvXEdleRE+f4xHfn8c97EQNS/6Sdl0GCIZqvePqSsDZ2K/pwJDnXkhf7w5yynwT7P8ZyNJEsVrXRSvXVmN2+xGG1fXX84tTddhl81nnNVZu3btpIu90WhEkiTcbjfpdBpJkkgkEoRCIYKP9mF+3wY05gsLBC9Gq5z1Sz0EQRDmwWLNZk9NyPX5fHg8HvWxV155hcHBwTnfOFssFq6//np6enowGo14vV5yuRwajYby8nIymQySJNHa2kpZWRlerxeHw8Hw8DANDQ1UV597l/l4PE4sFqOkpIRQKITD4cDpdKqfmahCtLREQDCPCpGt/mQ3rkxmqYczr26z2bnMYpkUDBSYTs12xnK5fOOykzE2ASDBiRi/Cub36Dt642z62blVEdBXmy6aYABAI0GNotC5rDJDzk1dcTV1xdUUmx3c1vzGc6qUM3U/a01NDel0Wl0haGtro6ioSF0t0I3kyDUuv4DgwW33LfUQBEG4QAs9mz0x2Ojp6UFRFIxGI7IsTwoGIL9aULhxNpvN+P3+swYpN9xwA4cOHeKFF17AarUSi8UwGo1EIhHMZjNDQ0OUlpaSSCRIJBIEAgHKysrweDxs27btjOOd+r4zfVaBQGDSMefTjVmYPyIgmCeFyJZ4nJIf/2SphzPvJEmiTKef9riiKBxO5vfcrzPNfxUd4/rF74h8NufSlGw5+sQbP3RB5TKn7mcdHh7G7/djsVhYs2YNXq8XgNLSUkKpOAOTajpd+loqN4hyo4JwiVvo2eypN9Ber1ednS/c/E9U2Ibp9Xp55JFH1A7EcOYgpaKigi1bthAMBkkkEiSTSTV/wGKxTGpSpigKXq8Xq9V61vFOfF+n0zmnz0pUIVpaIiCYJ4XI1vnQD9CGF7Yu/8Xk0XCIDllmrdHINtP8z+RrLBff7PBKbi92WfXmeb+ZbWpqIh6P4/P5cDqdNDU1qc8ZjUae5TVGGZ/X91wql1Vv5ku3fXKphyEIwgVayNnsmYKNQlMxj8ej7u0vKGy7LKwclJZOLn89W5DS19eHy+XCZrPh8/nULsWpVIrXX3+d8fFxAoGAmleg0+VvGW0226SxnS04qq6untNnJaoQLS0REMyTeDyOobsHY49nqYey4I4kEngzaV6Jx/hdOIhDo+UfKqqnNUyZD7n4xdfQbXnNV8/dQt3MFipPTJzRKpAkib+wr+X7nb9iID067++9WPRaPf92zxfFyoAgLBMLOZs9U7BRaCrm8XiIxU7n3kmSRGNjI0ajkYGBAXVb0VTJZJLnnnuOiooKdTvPbGMcGBigu7ubVCqF3W4nm80SiUQoLy+nuroai8UyLbA40w1/d3c3BsPsldUK4zifbszC/BEBwTyxWCxYn92z1MNYFP93qI9oLt8pTC9JfLO6lgbDwpTVlI9HMLdcXHPyrmd9mK4uI2m6+FYvzpfeB7lYBsUAUgpKJRtal4m0NkNTVQPvvv6PF+xm9myVJ6LRKH8cupMBeYS2+Eni2SRj6QCB7KWzEnfTqmtFMCAIy8hCzmbPdqNut9txOp1Eo1Gi0SilpaVqFbdkMkk4HJ60WlCY9Y/FYgQCAfR6PeXl5Wq1IKfTyeDgIK++eoBEPE4up5DJZOjp6SaRTGA0GkkkEgAUFxeTSCTw+/1q8Qe/34/f7+fll1+mt7cXq9WKzWabVEluqonjKoyj8FnNpQqRsHBEQDBP6urqCA0PL/UwFsXH3eWkFYXuVIo90QjvH+zjb8squcU2/zfu6cEkqb7ERZNYnOqLU3EoxF8OJOirMGOLZ5EUBQVAkohYtBxY76Cn5tK6cNXF3MR7QyiKgiRJNDTUYggbaGxs5OotV7OucmETuc7UgTMej+dXEIwV1BgrABiQR/i5b+eCjmk+3b3h1qUegiAI82ghZ7NnuvGdWFWoqqoKo9HIgQMHKCsrw+HIl2ceGxujqamJcDisHhuPx2ltbUVSJIqKihgdGaWkpITh4WEkJI4dPQZTimQ0NjSRzWZJpVJksxlySo60nAZFYtwfIJdV+Pa3voOckikrcxMIBNRgpKysTM11cLvdQH5b6ODgIF6vd1oy9PDwMC0tLZMSkgsVjBRFEX0IFpEICOaJxWLBYDCQW+qBLIK77cXqn99X6uIvBnr57MggxVotV1imJxtdqPDvR7DfU46hbmkvCKn+OOHf57etVPtTVPtTMx539dEQJ2otfP/u6ktiFcGdK6bGWE6qIV8Krry8nPLyctxuNyaTadGWaWdqnlN4fOqsUY2xgjpjJX3yxR+EL0TehSAIS2shZ7OnBhsTqwpJkoTdbldvusPhMDabDZvNxrp16zh69CgjIyPEYjHGx8eJxxI4bMXqucOhCOFQBEmSyGQyk3oQTKTVajGbZ56IC4dOb5wd94+h0WnIZrNYLBa8Xi8WiwWPx4PdbsdkMtHc3IzVamX//v3TPqvGxkaeffZZksmkut2p8N0jeg8sLhEQzCNLczPRUe9SD2NRObRa/rzUxadGBvnWmI+HFiAgUOQcoV8No682UXSLG51z4bq8yp44Gp2Exq7L1xjNKmR8KeIHgmSG5t5obk1/nPc+Nsi3/+ji3vPozhXz0e1/TsgXoLe3d9JS78W0TDvTCsK/XncV//j8Nzg4eGSphzcrkUQsCMvXmVY2L4TFYmHt2rXs2rULWZYJBAKkUikMhvyqbTgcVm+sU6kUXV1dOJ1OysvLSSaTdLR3oNPp0Wo0GGfZzqsoyqzBwLkwGIxkTpVZz2azaLVaQqEQLpcLn8/HPffcg8ViIZfL0dzcTGdnJ9FolKKiItauXUskEuG5556jpKQEh8NBKBQik8nQ0NBAMpkUvQcWkQgI5lHmjtvg+ReWehiL7opT/7EeSSZI5XIYNAtTkjM9mCT6jI/it597Q5S5yMUzhH89fzPOa/vjNA7G6am+OC5mUjCLJW1CY9Bg1piokku5/YpbuPbKq4GLv138TCsI//7mv2N/z0F+/MIviWeTKOQ4mRxYkvGZUwa21G5EZ9afV48GQRAuPbOtbF6I/v5+tau7z+cjGo2SSCTYvHkzNpuNzs5Oenp6GB0dRZZlioqKCIVCnOg8QUpOYTHP/8Tcmeh0OnKpHJlMBp1Oh8FgoKqqipaWFrVYRHd3Nx0dHSiKgl6vZ2hoiNbWVsbHxzEajWSzWQKBgBroHDlyhGg0itPp5MYbb5zxfad+Z7lcrln7L1zs328XAxEQzCO5sYFwVRX2oaGlHsqi0p3af5gDZEVh4ebvFzanIPzE/K/uXNEWWvSAINObT0jTOg1IkgYlkKYuXsZ1664il8udTuZqctPY2Ki+biG+2BbD9sbLqNS51aX7n3n/wGBqESsS5cDepmGTvZH7r7uLyy67bPHeWxCEZWViCU+j0ajeUA8NDdHe3k5fXx9+v5++vj6CwSAABoMBRVHIZRUMC1Tg42wMBgNySiYUCpHNZikrK1NzwDo6OnjhhRcIBoNIkkR/fz/BYJB4PM74+DiKoqDT6dQVF61Weyq5uYfHH3+c4uJimpubJ93Ad3Z2qisohY73Q0NDk3IXCn0QAPbv34/X61WPLysrY/v27WJL0gQiIJhHFouFl+64lTW//wNur2+phzOvngiHuN3umPG5kykZgCqdHts8LEGeTfj3I9jfXI6hdv5utFMDCdKexLydr6AosfhlU10+K/qQhHnQjE6nI5vNsmnTeqqqqiYdt5zKuE1cuv/L8nfx/RO/4kTYM+24OmMlOSXHwJkChqyCJCsoJg0z9p/LgpQFTRrM/ZDrTCBns0hXSAtSelcQhJVjphKebrebvr4+RkfzCcGKoiDLsvp8KpUil8mhWaDV+bkyGowEfUGy2Sx79uzJJwhLGnJtxynxj4Es05ZNM6qRqJY0lEdiaHMS4UyGI/EEHo+HRCJBUVERsixjNpspKSnhlVdeYXBwUG1ytmfPHn7961+j0+ko0pWTDtmIhWWMFiuJYD+RVRE1oAqFQkSjUQYHB6clM4fDYd7+9reLlYJTREAwj+rq6tDZ7bx04/U4fX52PP8ihszFV0f/fPy7f5TBTJo/KXGimXDToygKDwfyTaNuts1fV2FvVTM9664haXFgiodobH+JsqHO/HvKOUKP5HMKzJcXY6g3I+nP/0KY6judLDzfpFlqMy8Ue8LM1prVWJtPl38Lh8OTvjzg4soPmC8TVziu3X4NTx96jkdbnyCeTWLRmthgWU2tqYLapjq+efhHdAS7p52jNG1j9Ug52pyGSCRCUB8j6kpT5LRRpLfgPzCEr20Ii9WKJEmEI/nSp4Uv6ZMnT+JyucSskyAI52WmkqNGo1FtRpZOp8lkMkiSRDKZxGw2o+QUplYKWipGg5FgMEhlaSn63/+BbCKfe2c+9b8qQEbBiARIYDCCwch2oDsl89jQEOMmEy6XC51Oh8Vioa+vj3A4zK5du7DZbJw4cYK0nKM0exmJXL4JmxEgAokIdA7EMRQpkE2RTHtIaIeoXT29WVtPTw8dHR1s27Zt8T6gi5gICOaRxWLh5ptv5uGHH2bM7WKoqoqGvv6lHta8+ExZJZ8YHuDFWJT7HSVsMJmI5nI8EgzwbCxClU7PX5S61eNfiEZ4IRYF8v+RA7wYizJ2KvnoOmsR1xVNDyBSBgsv3PVhRms3THr85KYbKe9v47rHv44hlb9gpgeTpAdHKLrFrfYqyGRzfOonrexY4+T+q898U5aNZPjB99t4fTDEF8qrznhswdFkgn/yjvBwXePZDwaYx3hAURTS3gR6mxFphg7O7lwxb191JybN5CXjsrIyrrrqqln3Vi5Xt259I9eu3T5p36hGo6Gzs5N7im6gOlhKW+wkaW2GUksJlzs3UWMsR66SGRwcRJIkNtVtUoMqj8eD0VBGoihMKpVibGwMm82G2WymqKgI26mAeKaOoIIgCHMx23XDarWqibaDg4OYzWYcDgfhcBi30z3ja5ZCvU6PMwtlPf0YczPXXTTOErw0GYzcnZb4aSiERqOhpKSEw4cPk06nSSQSRCIRjEYjWq2WTe63YNCXzngeKW0hHcj/WYuFIsoIn0hQ1OhHozv9pVxomtbc3CzyCxABwbxbu3Yt73znO9m1axeGdHqphzNvbiiy8fWqWv7RN8LnRyfnSGw3W/i7iirME5Yr2+Qkvw4HJx13XE5yXM7PFgRbbiJ463vQ5LKkDWayWh3abJqMzkTKMvNKw2jtBl646/9y82++OunxeFuY8Ro9rb1BvvtMNwe7A+xY45zxHIqiMBZJcfjxAX75+iBPRMLcbZt5K1RBNJtlIJ1mVzTMz4PjFGvn/p+NopmfWZvoa368T/ZgNptZvXo1uiodMVcag82EET3vueGPuaJ+66wl8FwuFy6Xa17GcimZuGoQj8fZvXu3+vlsdK8lO5wvdScFJNzOYiA/G2cwGLj88ssBGBwc5OjRo+h0OhwOBy0tLQQCAQwGA6FQiKqqKsrLy0kkErS2ttLQ0EBfX98lmY8hCMLSmq2/QWGfvNlsZtWqVWQyGcbGxjAajbM2AVtMiizjP/Aqz46PEclmKDcYuLG4lCvP8v1aMCgneWJ8jD45QSSbIxKJMD4+jkajodFgZJOkxaQoxKMJgo61KGk9zxz9HiOBbpLpKG5HHRvrrmd11RUznj8bMxPzuNE74sh+G0pWQtIqtKf9wE6RX4AICBbE2rVrqampYf+Le2F4ZKmHM2+ushbxv5ZVHEzE6ZCTWDQaNpnMrDEYJ20jAni/0837J8xazDTzfz59ZkdrN7Ln7r+mou8oQVctSYuD/37kX2j/7KE5vf6bT3TxtUc75vx+hxNx/mygd9Jjxecw3qj5wnMq0gNxgs8Oqh0oLRYLpZpSqkxVlJfm+wWsd61ZsBJ4y8XUvblGo5GGhga1vrfP56OmpuZUY7YGhoeH8Xg8+Hw+wuF83e1AIEBpaSmxWIxMJoPdbldL9/n9fhKJBCdOnFC3aInPXxCEczFbfwO3260m4gIUFRVRVFREPB7HbF74a8yJrk5aj7QCcO+b75tUsjSbzfL6nmfpjUWpM5poMJnoSiT48egw/nSaO0rPPBm1PxziZ95hdJKGNWYLkgQdiTi+RIJri0t5u61k0vEdgXb++/huskhUO5tx6+oYCZzkyYPfZWCsgzdufseM75OJmshETerflQwMH4PhNj+t/U8RjI+iNWbQ6LPY7XZWrVqFTjf5Nvk973kPV1999Tl9dpcKERAsEIvFgvut95J89cBSD2Ve6SSJ7RYr2+fYb6CQC9Cz9mpyBtPZXzAHg02XMdh0upJL1dX3UZmO8tbyExzuOsn/7Jq+N7yg2WTiQ2Vl1Gr0KMBnRgbP+F7FWi3vK3VRodOzzWzmbb2zn3smBzbMbXZkNpnBBLnnQ+rFv7KyErfbzbp162hqalKPK3xJXKqVghbDTHtz3W43drsdn8+H3W5nzZo11NXV0dHRwd69e0mlUoyMjDA6ms8x0el0eDwedDod4XCYbDbL8PAwJSUlGAwG/H4/uVxODSBqa2tFcx1BEM7JbJM7zz33nFqtJxKJUFxcTGVF1bSb1vkmyzLH24+rVYOm6ms7Sm8sym0lTu4sdSFJEolslm8O9bNz3E+LtYhq48zf/2PpFL/0jVBmMPChqlocOj0A8WyWh4YHeTk4zvYiG40ms/r4w6PDmCR43+rtyGveC0Amm2b34R9yrHcPNc7mWVcKDnU/zUttjwDw/ju+iU6rB0XDyb42hsY7Jx373HPPTXv91VdfLQIC4dw13nE7x/7u79Ek5bMfvMzMlguwELZefz8APYCn4wtAN6m0jkTGgJIFJZRCMxIm2RZh61CKrY78dqKXT+U4nEm9wcgHTq10yLPsh5yNAuddclRKKsSf82KLmjAUFWM320gkEpSVleF0OqctJ4tZ6LOb7TMqlPZbs2bNpGAqFArR1dWlVr6AfFCh0WgoLi4mGo2STqdJJpP09vZOqsGt0WjYvXs3N998M4DIKRDmjainvjLMNLljNpvVa79Op8NoMKI/dQO9kI63t2Gz2dBoNNMCAkVR6PD04NLrueNUMABg1mp5m6ucfx/sZee4n/dV1sx47n3hEClF4T5XuRoMAFi0Wh4oK+crfT3sDQXVgOBILEIom+GP3RU0ZMfpiw+SsFSj0+q5YfP/oXvkIEd7n58xIEimohw48Tg2s5NIYmzSc/dd8/FJf9cVJbnuj6p429veBsD73vc+/vCHP/DmN7/5HD+9S4cICBaQxWLBfP11yE89s9RDWXSLFQxMFdLllyb3aO7Czz2gBUpBb41jrAxhSoRxjA/R2P4SnDi4oGPJnUP6gCGrw5o2UVVcTmWylL1Pv4BNW4rFlf+iz2azmEwmxsfHsdvtk/aMLqfyoQtptr25MP0zjMfjBAIBPB4P2WyWdDpNKpUimUyqpeyy2SzBYL7EXjabRZIkNBoNRqORwcFBMpkMJpOJt7zlLSKnQJgX/f39k7aSyLLMs88+S319PU1NTSI4WIYKAeDY2BgHDhxgfHycTCaLTqMHw8JXFgpHwnT3dNOyeQuDQ5ObPjpiMRgcJJbJcHVx6bStww0mEw6tjq5EPJ+rNUNZ5sFTRUfqZ1hBKNMbMGs09J/KPQQYOLUds96UP758+ClGK28lYanBqLdQXFSBP9w348+yv/P3lBRVoJF00wKCqTJRE8HRfB7oT3/6Ux566CEeffRRSkpKzvi6S5kICBZY/XveTecKCwi8VWuXJBg4k7TRQtpoIVpSib+qmZObbiS45+fwq39dsPfUKpyxU7EGifWWJjZbm3FTjMvlwm63MzIyQvUflXPgwAFSqRR6vR6Hw0E8Hsfr9earSpxqvLIcy4culNn25s70GY6OjuL3+7HZbITDYfR6PYlEAp1ORzqdJpvNEovFAMjlciiKgqIoaDQatSTg+Pg4AwMDDA4OTtreJQjnY2LDKgCfz6fmvwwPDxOPx9VGTGKL2vm7mFZgCgFgMpnkxRdfpK2tjXQ6jcNejO4ciltciCNHWtHpdNTX1asBQXE4wsaREYyZDLtPlR2vmKEhmiRJlBsMdCbijGfSOPXT25ZaNPlchKSSw8zknLsckMrlsE7IV7Cc+nPy1Iq9MR2gru+XxCy1DFXfQyqdwKifvqU5EB3maO8e3rDhAU4Oz20yMO414vP5+NCHPsQ73/lO7rnnnjm97lIlAoIFZrvyCmxX7SDyyr6lHsqiSBksvHT7Xy71MOYk4F74WfWrW6MzBgSrShv4qw3vgrQyreV6IpHAbrdzxRVXqF/4AA6HA6vVSmNjI01NTUv+ZXUpmmvidTKZJBqNqrkAJpMJWZaJx+Nqt+dCN82JwUUul1ODBq1Wi9fr5dChQ6xZs0Z9P0E4HxOT4mVZnnRtmJgUPx9lby+mm+LFNHUFBpgWZPn9fvbv308gEKCkpITt27cvSAW3QgDo9Xo5ceIEbW1t+a2LCosWDIx6RxkZHWH9uvXo9XqkUx/L5r4+9KeqCnrT+Rl7l37mrUsufT4gGErJMwYELUVF7IuEOBAJc2vJ5OqAh6IRssCWCSXKN1uLeGLcz4FImFUTkqmt8X7SnT8mkhhj26rbpr3PS22/wqAzsa72mjkHBD1HA3zm058lGo3y5S9/eU6vuZSJgGARNH3jP+n+q4+siKDghbs+TKLo0lpS8zRfTTQbpSh65iXE81FyMkTV8SZydXq0Vh217hrece0f0VK5Xj2mv7+fV155Rf0S8nq9DA8P09DQQEtLCz6fTy2H5na72bRpk9h+cgHmmnit1WqRJEn9dzEYDMiyTDqdVm/8Jy6BS5KkHi/LMtlsFq1Wy9jYGJ2dnXR2drJlyxZ27NixIm6uhPk1ce+2z+ebdNOaTqfp6+tTrxMX0mxpLjfFy9HUFZgCRVHUIOvIkSM8/vjjk4555ZVXuOuuu9ixY8e8jqevr49kMonH4yEYDKLVaslms1jMcyvocaFyuRytRw5j0BtYs3otANZkEt+U4woz9YZZuiQXypHPloO3yVLENXYHfxjzowUus9nRShLHYlF+7fey0WLlGnuxenyN0cRdpS4eH/dj0Wq5xu7ArNFyIhHnV74uKmxVXLHmrknv0e9ro9d7hCvX3I1BN/fiJsO+Xn7xv//DHXfcqa7KL2ciIFgEOrudtT/6PqM//gkDf/+VpR7OgrkYtwrNRU6j5Ym3/z1/9N0Pzfu5rTmFgdd72K7P1zS+fdPtrKs8fTM605eQ2+1WS162tLRQU3M6GUvkCywOk8mE0+lElmVkWSaXy6l1wJPJJBqNRs0ZKHxRF4KBbDaLRqNBr9eTTqcJhUJ0d3fjcDh49tlnGRsbY8eOHcv65kqYfxODyImdx0OhEF6vl5KSErXazJ49e86rY/ZcborPFsxeqqsLU8sST6QoCocOHeKJJ56Y8bN5/PHHWbVq1byuFMTjcTXwS6fTWK1WvF4vZa7yeXuPM/H0egiHw2ze1JLfthqLoctmpx1XCAi0szQb052aNEnP8tlKksTb3RXUm8z81u/lt2M+9Xz3OF3cUFyKdkruwZtKXVQYjDziG+XpwOmJvFuKS7mqYQeBCTf9uVyWF9t+iVFvZUvTLefwCcDe9t+goFCuvZLdu3cv+6BYBASLqPxd7yC48wmiB15b6qEsiJ511y71EM5bylTE4w9+GdfoSRrbX6JsqPPsL5qDUC5HNBqlvb2d+vr6aTfzM30JTayPX9gGACJfYDGVl5dTXV1NKpUiEAiojxd6D0iSpFYcKuQO5ApfjFotFosFnU6H2+3G7Xbj9XqxWCzo9Xp8Pp/oZiycs4lJ8YWiAul0Gq/XC+S3FBYYjcbz+h07203x2ZLjL+XVhZnKaU504MCBWT+bVCrFP/zDP7B//36OHz+OJEls27aNT3/609x0003qcZ/97GcZGzv7SvTHPvYxLBaLGvjp9Xq0Wi3FjuIFLzEK+d+rtuPHsJgtrGpaBUBZIDjjsZlZPpOCwrNnOmwsk2Z/OERGUdhkKUIjwYlEnP2RMGvMVmpNk2f1o9kMr0RCRLIZ1pmtmLUauhJxXo9GqI0MMvE3/nj/S4xHhrh2w/0Y9XP/byEU89LrPUK1cx0Wqjj0Qj9dXV1s375drfZ0KQW8cyECgkW26tvfpPU9f4pyrG2phzLvkpYLq7m/1ELuOkLuOk5uupHy/jaue/zrGFJn/pI4m950ikQix/j4OEajkbGxsUkXj5m+hAqz0larlXQ6TWlpKU6nc1ldeC52TqeTLVu2YLFY8Pl8BINBIL96s23bNjweD/F4nNHRURKJBMlkkuyp2bPS0lLMZjNOp5OysjK0Wi2KohAKhXC5XMiyPKebK0GYaGJSfGEVMRQKAfkAVn9qD3ehgeHU37G5zNyf7ab4TM/Px+rCUpppbLIsq1s2BwcH1WZcoVCIdDpfgSYWi3HgwAG6urooKipi48aNaLVaXnrpJW6++WY+9alPcf/992OxWHj44Yfp65u5As5EDz74IBs3bsTr9dLZ2Uk2myUej2O1FhEIBNj93C4Arr3mDVSUV8zjp5DX3tGOLMtccfmV6s9syGRmPNZ0aktQlpnv+LOnfh9Ms2wpCmcyfH2wDy0Sn6lrVPMMwpkM3x0e4BtDffx1dT2Vp4LgVC7HNwb7CWTSfKK2Qe1vkMxl+eHIED/qPsDd7jdQ41pHKp1gX8fvKDKXsqn+jef0GRzrewGApoqtAIy06aA7SWf7z3CVldDQ0IDb7Z4x4L1UV8lEQLDIdHY7/O1n8L/wIiXf+wHaRPLsL7pEmOKhpR7CvBmt3cALd/1fbv7NVy/oPC+goNVqufzyy6mqqpr2xTj1IjGxcgiA3W4nEAhcMheU5aIwG1toWlbYm51KpRgbG2P9+vXs3bsXnU5HJBJBlmXC4TClpaWsXr1avSEr9C8A1BuIwuzu2W6+BGGqiUnxFouFF154AYfDMSkYaGxsnPY7NteZ+7NdY870/IWuLiy0s92kTS1LPPFaLEkSer2eI0eOAKgNusbHx+nr62NgYICGhgYeeOABmpubcbvdtLW18fd///d87Wtfo6mpiYqKCr75zW+qn/nUf5NcLscXv/hFZFmmpqaG3//+9/j9fnp6esjlcmQyGWqqamg9chiLxUo8HluQzykWi9F18gR2u5262tMr2qlZViZMZ8kRSCu5ScdN9UTATzCT4f2VNZOSju06He8oq+Qf+3t4dMzL+6vyv6cvhAIMpWTud5dPanZm0mj5P+WVfMHTzYvHfsHbr/88r3XtJJGKcPPWP8k3IDsH3SOvA1Dn3nj6wWQRiq8exR3C4/GoJcAnfq9fyqtkIiBYAhaLhVRTI97PforSH/wYY9fJpR7SvGhsf4mTm25c6mHMm9HajXgr11I2fH7bh45rJEZLiqksKVE7G079Ypz4JTS1csjEmb5LYYZtOZk4Gzsxh0OWZRwOB0VFRepqTzKZxGQyYTabKS8vVxONg8HgpIBAr9er/6aF9xCE81VRUcGVV16pzjgXig5M7FFSuHGdaeY+mUzy2GOP0dLSoq5AzqVXx8S6+KFQCIfDgdPpnHErzMQZ9lQqtWQTG3O5SZv433whmbcQDDQ2NqIoCi+++CKKkp/kCQaDJJNJcrkcVquV2267jXA4zN69e1m7di3BYJCWlhb27t3LkSNHqKioUK/lZrN52nh+8Ytf0Nraygc+8AG+/e1v4/F4iEajagU6jUaDf2yM8cA4TY1NdJ3sWpDPyuf3qd3Wf/3b/53xmL/pzn8n3l7ixHyqbOhYOs0q8/Rj/acmQgrHTdV2qnzzavP034sKgwGrRkt7PEZWUfLJxvHZj7dpdVQaTfRHBhkJnORwzzOU2qpYW31uCd/B6CihmBeb2YnDWjbpOW3KQSaaRFckq1t6C9/rdXV1l/QqmQgIloB60TWbGfvgX2Do7sG8bz+m4+1oY2LW8GLSs/7a8woIuvRaflRsx3pqdcBut6vPTZwZtlgsrF27ll27dtHX10cwGMThcGAwGCbN9F0MM2wrzWwlSsfGxnjssccwm82sWbMGyN8sVVdXMzg4iKIomE7teQ0EAupNRXFxsfpvKpLDhfMx06zy+Pi4un1hosLv2Ewz91NXImtqatQb5DP16hgbG1NLYU68YW5oaJhUCW2m9zAajUuSmHkuW5kK/80/99xzlJaWYjQasdvthMNh+vr6cDqdeL1efD6fWprYaDRSX19Pa2urWhp6//79RKNRdUtXJBKZ9L779++fNJ7Dhw/z85//nI0bN3Lo0CHi8TjJZBKbzaaOIZFIcvToESoqKtUVoYVgt9lZvWr1tMeLo1GOeL3ISo7rHMVokGgwmYme2irpS6dmPN9oKoVOkqg2Tu9TABDLZjFIEoYZmpZJkkSRVksslyV5qh9B7NT7FWlnDjCKNPnz9PuOk81lGI8M8a3HPzDjsd/ZmS+RfuWau9nefLoD8eBY/ju/1r1hxmZqcsCKrkielNxfCJQv5lWysxEBwRKY2iAp1dRIqqmRsCSxQaNF+/IrBHp7CeSyHDWbWNPeids7tdjXxedSTiqeTbik8pyOz5jN7Gpezf6UTKnJRE1NDVdeeeWkYybOEPT399PZ2Ynb7aavr490Op2v7LB587SKFWKLyeKbqUSpxWKhpaUFWZYZHR0F8nu4nU4ner0ej8eD1WqlubmZoqIiPB4PjY2NrF27Vg0GRHK4cK5murGdWIBgYgfzib9jU68bU1ciCzc1hRvkm266iZtuumlaIAywe/fuSbPnhdd5PB6am5vp6OhQJz8ultXOc71Js1gsVFRUEI/H6ejo4ODBg+h0OuLxOAaDAZPJxODgILlcjkQiQTqdJhaLkUwm1XyiVCqF1Wqlt7cXyAduPp9PDZZGRkbUXDFJkvjv//5vdDodNptN7ZJe6JButVrzzRF1+v+/vfsMj+M6D77/n+19gUXvhQBYxSJW9d6sZkmWe1wey47kFCd+4rgkjp3YiZMnb4qL3Fsil8R2ZFvFitW7KDaxEyBB9L7Y3uu8H5YzxAILAiABAiDP77p8mcS2ASDOzH3OXYhEImzdvJXRsdEF+3m5XC5cLteUr6/t6aXLM04ineXtJeXqHIJQJo0EdMamXp/cySSedIpVFuu0bUmrjUa64zH86TTFkwKdtCwznkri1OrU4WTVBiPDyQRjySR2c/4trCzLjCaTSEjUlqwkkS58zTzW/xqpdJxLGq5F0mipKM4fHOkJ5QawlTkKB65yKve9FNqNO5Olfg0XAcEiOeOApLfdhmffPsKDg1jdbl6vrsI15qahq5uKoRGMycKR+GQ/leAqjYb6TOHcvvm2WEXFR958guHuXG7ncE/u/4/sepLhnsMArNl+O9VN6wEY6j7I0TefJBxwq889tvsp+jp2U17bRuumG1i7/Q71vb0y/MPoMHC6aCqQyahfK7bb+cydd5EwGRloaiTZ1EhbIkH84MHccwMBvvKVr/DFL34RyG8bOvECbzQaqa+vVztIDA8PF9z+F5aGZDKJ1+tVf18ej0ddqV2/fr16U7Fu3bq8oXPLqcBMWFqmu7FVzhMejwebzTZlWFahOiXlfVKpFD6fj5MnT6qr+8oN8uRAuL29XR2AVmi1PRgM0tjYiNvtVr8GU+sazvdK6dncpAUCAfbu3Ut3dzd2rYsiQx3FspaYFCGVPUlj83qsJjv+sJe9J16ja6SdUCjE6Ogo2WwWvV6Px+MhEolgt9txOBxq0BYMBunt7VW7ku3cuZO+vj4qKyvVFsepVIpoNIrf78dsNmMwGBgYGKC0tJSSktIFDQimM10NgV2ro8lkpiseoy8eo950Om/oxUBuivE6i23a973EaqM7HuMFv5d7y/Jbqr4S8JEhN7xs4vP3hoO84PfmDSYDOBgJ402nWG0rorq0jerStoKf2T2yn1Q6zuVr7i9YW+AJDgJgNjqmPAYg6bN56Z8Td+POZKmf90VAsIjONCBJ+Q+nrKxMLWzsXbWSEaOR2nCEml/9GnlCO8TJjkjwhJzmOYOZVei4RqPlkngCywIGB4tVVNx/fA9Hdz2Z97WBE3sZOJFr71rVuE4NCHyjvRx87dG858pylnBgjHBgjEjImxcQEBjn0aA/7/lROat+rd5h4/vf+gYATdEovb29jIyMUFFRweOPP86zzz5Lc3OzesG98cYb1d/t5Au80jlEluW8yaMg5g8sJdFotGC+dDKZZPfu3TQ1NXHTTTexcuVK9Xe9EJNMhYuLx+NhYGAgLzXHaDSqqTkul4vq6moymQw7d+5UU3OUFNV4PI7b7aazs1O9Cfb5fNTU1DA2NkYqlcJgMKDRaApel5TXTEyTmEgphnW5XPT29qo3R5WVldjt9rznns+V0rkWSiv/vkP+MGusV+DUT0jFskBj0emhkpTD5uYrCceCHO3fz5HefViNdryhMToGDqHT6lmzZg1utxur1crAwABer5eVK1dy+PBh+vr6ePXVV9UZJqOjoyQSCdLptPpzjsfjWC1W0uk0a1evm7efy1yNFRdN+9gdJWV8bbCP748M8o7SCqqMRvaEgrwS8FOuN3CZY/rFwuuKXOwNBXkx4CMLbLM70Um5KcXP+Dw4tDpud53+HWyy2dkVsnIwEubHI4Nc43Rh1mo4Fo3wpMeNQZK4p6yGc7kbicT9AFiMhY87LPfh0DgZGBjIu67PpgZnKRMBwRI1uef05OFUrb99lOG//EzB6cftOi1fzaZJJVNotVq67XaGjEb2rWrjHf1DC5Z+tFhFxbf+wRe59Q++OKvnGs25C9Pa7Xdw7X3/F6M5t/LgHx/gp//vA7gHOvCPD1BUmvt5+4ut3HrrrVSHwqz2+vjnkyeQdDpGo1G++c1vqt0i6urqsFgsvPXWW7zvfe/L+0xlqFVZWRkdHR2YTCbq6uqmXBQnbv8rRcYg5g8sNX19fVN+V8pwKMjt/g0MDDA4OLgsOksIS19/fz8HDx5kaGhI/drw8DBVVVXqIsLE3cSJqTkAXq+Xxx9/XL1RSafTeL1eKisr1bqXTCZDJBLh5z//OWazmWuuuSbvnKP82ThNLrjy9WQySSAQUHfPxsfH8Xg8eXUO5/NcNtebNPXft24jenl2U4FtZgfb2q7m0df+g/ipVtVajY5P3P23aA0SRwOvMz4+jiRJtLW1qV3J9u/fTzwex2AwEIlEkCQJnU6ntjAGWLtmHW/u2klVZdWiLiwErFayUuG0nxazhT+oqOK/x0b4/sig+vUqg5GPVdWo6UWFaCWJP6qp4+djI7wc8PFy4PRCZ7PJzAcqqrFMqBeQJIkPV9bw6/ExXg/62Rc+XZ9RZTDwgYpqik2OcwoIkulcMwiL0T7lMUmfAWOEwcEwer2e2travOv6mWpwlvo1XAQES9TkOgOF8h+WvbIC+3/+iNDuPfT97Od4u7sJAq9qJLoNeipDIXTj49hsNgwGA1arldKGBl5raWHz8y9R5x6f92MuHzpORf/RJT2tOJWK07BqOze/9/NIE05SRaW1tGy4jiM7H2PgxD41IEhHx3E4HASsVh4eHCCk1bJ1yxZGX34ZmFqYtmLFCr74xS9SU1PD+Pg4n/3sZzGbzWpAN1MO7cQdofLyclpbW0WKyRKjBHLK72pwcJCRkRGKi4txOp3q72q5dJYQljYltXDiDiLk/vs6dOgQDocDg8Gg3mxP7Ozj8XgIBoO89tpryLJMJBIhmUwSDocpKipiZGSE8vJyEomEOmvDarXy+OOPE4lE8iZqKzfWk49DmcZts9no6uqitLS04LEqKTMmk+m8rpTOdC0ttEMQ82bQp2YXDEx07xUfJJNJMeIb5FDPHh5+4ku8++qPcUnFVbxx8ndotVoGBwcZGhrC6/UyMjICoBYJp1Ipte+/RqOhuKiY7p4uZFlm7drF2x1QfHDbDlaMjhV8bKvdyWqLlSORMKFMhiqDkdUWK5oCRbmT2bQ6HqisYTiZoDcRJyPL1BvN1BqNBV9v1Gh4d3kl1xe56E3EiGYy1BvN1JlM6CSJ0eJN5/R9Jk4FBIVShqx1HoocudSmyfU3JSUlZ04HX+JEQLCEzeY/LPvWLazdukWtcJe6uqjv7eXkyZP09/cDuROfMrgmlUoRn2UNwtm46smv8crtf8Jo3dqZnzzPKkJDrPB0YE5FiekteM0luGIe9e8nS1Yib76F2pZL84IBhd6Q6wyTjIfVrzmbrkUvJRnr2c/g4BBrt1yPJ5L7+XkjUEt+Tuz27dvZvn077e3tvPDCCwWPc2KLskIrV0ajkbq6Oq6//vplcRK52Ez8nRiNRgwGA5WVlXlfUyyHzhLC0qakFk7elYLTq/Hbtm3LSx+SZZlUKsWBAwcYHR1Vp2crBb/KhGOz2UwwGFTb4xYVFaHVakkmkwUnalutVjo7OzEajYTDYSKRCGNjY1RUVBCJRMhkMupuwORjVdIgb7zxxvN+szSXmzSLxUJ4oPAQrplsa7ta/fPNl97LNx7/O/7zua/z0B1/BVE9R44c4eTJk2i1Wnp6etQp6GazmXg8N5MoFouh0WjQaDTY7Hba24/RUN+I8wxpN+dLjcd7xsdtWh3bHUVn9d6SJFFtNFFtNM385FPKDQbKDYa8r2U0RvyujWd83Qdu+MoZH3/obd+c/jg1p6/XE1N7J57rz5QOvpSJgGCJm+1/WMrzVq1aRTQa5fvf/z5+vx+9Xp83uCYQCBDVFW7XNR8MySg3/PqfGKtu49VbHiJuL1mwz1I/M53g+s6nqAoNnvF5K91HGbbX8HzLbUwOiWRZZqjrAADldad/3hqtHtuK29m5+yCZTIYtt36c15/8DgCd/jIS/XY21oSnpP/MppBtritXwtIwOZCbmFM9sdBMsdQ7SwhLWzQazVv1V9KAEokEXq8XrVZLPB4nGAzm3YAHAgFisRjpdJpQKITBYFDTeKxWK8lkEq1WSzabxWazYbVa1dVpvV6fN1HbarWq56na2lq1sDgej3PppZeqhbOHDx/G7XYzPj7OFVdcwfr16/MG+1VUVNDR0bEoQ5vOdC2dOFthdHSUwFgYDbO/MS3EarJxy+b7+PEz/87vdv+C6ze/jd39zzE8PKzWCMiyjE6nU4uJNRpNXrpQX18fGo2GNauXxq77dNOKl4qMxkhP4/sX9DOUlqPq3ye1Hl3OREBwAbJYLFx11VWMj49PWX1OpVIcKXGxwTN9QfJ8KB86Tom7l8EFCAgm7wSURMYojc4uBaoqNMh1nU+xv2Zb3nv8V3c/YwMdlNW2UbMif7vRM9LNoTd+y+ott+Jw5bchjWRtHByWMOlH2Ldv36xXvCb3vV6O24sXq8mB3MRWjxO7qUx8viCcrUAgwMGDB/PO5cFgEAC73Y7X6+XgwYO43W7MZjM1NTXqbrDJZFJv8qPRqNqNSOmhX1FRoe4KKDKZDPF4nKNHjzI6Osr4+LialgTk1bQlk0mam5sJBoN0dHTg9/vVnvuvvfYaW7ZsUZ+rtOmd+HclWOjv7+f+++9flBx5ZbbDxNkK9kQThSsl5qalKleA3DN6HB13MzIyQvLUDn361M210ufeYDCQTqfVwWcmk4nx8dx17anf/67g+7/2+qtArmnBNVddOw9HvDzJSIyVXzfjzsC8fFYqP7vgQuoEKAKCC9TKlStpamqiu7s770JiMBjItKwgls5i7upe0GOY765Ds90JmEl1aJDq9l9zwD1GXzTK60NDPNp5AqfRyD9dcRWO3hc5WbKSUXs1AC/9+t+RJIkdtz1Q8P1CaSsj/iCZTO64Ojs7aWsr3O4MphayzWV7UVnJEsHD4poYyCk9uye3iYXl0VlCWLoKdbSKRqOcOHGCdDpNaWkpNpsNn89HMBhkdHSUWCxGTU0Nzc3N9Pf3Y7VaCYfDahtM5Xqg0WgYGBjA4XBgNudaRYbDYXw+H7FYjLKyMrxeLz09PZSXl7Nhw4a83S9lhVvpnCPLMk6nUx3Gl0wm8+YjTOzDP3loGcAvf/lL7rjjjkUZWpY3mTirQZvVwfR1sLOm1eRusWRZxhsaJxaLqV3klBQhjUaDLMtqgKDRaDCZTEiShNPhnLLjCDA6NkooFKKqqhqrxYLVOn1bz/lUeJrD4huofTtRW9N5/9xCrUeXMxEQXKAsFgs33ngju3btYmxsTN2yXb16NclkEv/ll6P58SMYO09Oea1m/SWUXn8dY//+tXM6hvnsOlQRGuKak7/Hmpq/LbmHnn2G0Kmx6nqNhu/eeDNrjBlwH2Wl+ygecynPuz30HH2d2zZdwUqjhum6P3uTTspO9TWQZZnjx4/T2Ng45XkzpQOd6YZ/8pRSOH/b7cJUEwO5QiPrReqXcK4md7Ty+/10dnYSCoXUwVXKQDxATTcxm800NDQQCoXw+XwYjUZ6e3vR6XRqJxuLxUJdXR0ej0c9f3g8HkKhEFarlVgsRiwWUzsRRaNRWltbsdvtavCbSqU4evSo2nvf6XRSXl7O2NgYer1ezbGuq6ujsbFRTZWZHAxALsBYrKFlE2crmDxV6DSGGV552t4Tr7G5tfBQzhFfbsCVy17GwZ7datFwNptVf1dKy1GFXq/HZDKRTqex2qw0NjThdObXD+zZu5tQKERzUzOVFZWcL2mtFu2ElKalIGKpO6/BgNliUXd1Jk6evxDO9SIguIBNl46ijJ/3PPQxDF3dmPfuQxuOUNxQT/373otty2YAYjvfLNjWdLbmo+vQfO0KFPKZbdtJZrKcDPh5ob+Pjzz9v3zxsiu45dSNvDMyxs+efwyLTsenW2opaf81w/YanpanznIYHvOi8/dQW1uL0WhUV4EAdRt/phX9M93wl5SUTHkMRCebpUKkfgkLYWJHK6PRyIsvvkgikSCTySBJErFYjO7ubrLZLC6XC0mSCAaDRKNRgsEgra2tjI6OMjw8jMlkIpPJkEgkiMVi2O12dYVTq9Xi8/nUm3olhaioqIixsTGCwSAWi4VQKERjYyPDw8MYjUZ6enrUNJdoNEoymcRisWCz2chmswSDQcrKytixYwfj4+McPnyYQ4cOMTQ0hF6vV6e7plIpNBoN8XhcLcw8H7uhU2YrxAxYKZrTe/zmjUfwhMa4cdPdaCa05ZRlmRcO5ubjtFavZfeJl9VgYCJZljEYDEiSRCaTIZPJEIvF1J2V450drGxbhcNeeEjW+RSyWDCGQjM/8TyJmKoYqrnzvH5mUZGTm+7ZAuR+dxfSuV4EBBe4QukoFovl9M1LTQ2WW24u+B908ze+Stcff6JgUCAZDOhcLiyrV1H50Y+QjkQ4+dEHpzzvqie/xkt3fAJ37eopj83GDSeepDI8fFavncldK1rUPz+4fgMf+v1TfPqVl3CZjGytrOLRE8fp9Pv5+IaNlJzaUq8KDVId7OfwpPcaG+7neOdzNDc3q1vrSucOi8XCpZdeesZjmTi1eCLlhr+mpqZgH23lOUrXInFDuniWa2cJYelS/v0mEgl2795Nb2+vmoPu9Xrx+/3Y7XZ0Oh1+v18tMG5vb8fn81FRkWuP2NLSgtvtJhQKEQqF1FSfaDSKXq/HarViMpnQ6XQYDAa1VXUkEmFkZIRIJIJerycUCuH1eqmvryccDuNyufD5fOrAtHA4TDKZxGQy4XK51MnJO3fuxG63q7MUQqEQ0WiUQCCA0+nEarWSSCQ4ePAgFoslr4hZsRC7oZNnK+jCc281+q6rH+AHT/8rR3rf4qq1N1FX1kw8FePVI09zsHsXLnsZDeUreLPjRbVwePK5XPn5KkXfsVgMSZJIJpPo9XqikciSCAgGykopXSIBQdRczUDDu8/759Y2VLFp07m1NV2qREBwkZrNzYvO4aDt1KwD728fJ+XxoC8poeTtd6m7CHnvuXUL0d178r5mSEa56dGvMFbdxtFL34a/tJ64xUFWN/OWbEVoaMGCgcmcRiMPbdjI/33pRb7+1ls8fEMJDx/Yj8tk4oNr8luomk71KJ5ovGc3Yb+fwcFBtb3fXG7GJ08tnkiWZbq6ujAYDBw6dIhf//rXnDhxgmw2S3NzM+94xzvQarVq55tHHnlELewrKSnBZiucX/rJT37yjLUOgiAsrvr6et544w2OHz/O0aNHicViZDIZfD4fgUAArVZLLBbDarWSzWbRarUEAgHcbjd+vz/XilqS1NXn0dFR4vG4OojM5/Oh1Woxm804HA4kSaK4uJjq6lz91MDAAMFgkHQ6TTqdVusOhoeHqaurY8WKFcRiMRKJhNrEIhaLqSkxoVCIV155hVQqRTabpaGhAbfbTSaTUeceBAIB6urq1BQjZZLy5Hqc+dwNndhVSKmjGB4eRpPVz7l2YF3jFh5822f4xSs/4Ccv5LerbKtZx/uue4gSwjy100AolZyyQ5BIJNBoNOrPLJPJoNfryWaz6HQ6NBoNDufcWo4ODw9xsvskV15+1dy+mRkErFZCRiP2aaZVn09Jw8J3MCxk+3Wti/K554MICIQZ2bduwb51yxmf09/fT9fb78Q0MEDR8MiUx8uHjlM+dFz9+1h1G8cufRuDzdOvnK8b3nf2B30Wtp7KxTww7uag2433VNHX9p//tODzf/z39wOwYt0VuMxJjEYjkUgEv9+P2+1mx44ds/7siVvXE9v0KakCiUSC//zP/+Sxxx7DbDaruYtHjx7l85//PO94xzv4wAc+AMBLL72kTs09k/e85z3TBgR79+5l69atyLLMU089xa233jrr70UQhLMzOU1G6bqjrP4DaLVa9UZRkUqlMJvNxGIx/H4/Go0Gg8FAKpUikUig1WrVRQflxjOdTpPNZtWUn0wmg0ajIRwOk81mKSkpIRQKkUql0Ov12O12rFarepwjIyO8/vrrpNNpxsfHCQQCxONxtFot6XRabXOaTCZ54YUXsNvtBINBmpub8Xg8mM1mtFotVqtVXQxR8umV3u6Tzcdcj8mpmUajkY6ODhwOB5Gxs2urubJ2PZ97579wcridAU8PRr2JhvIWqkvq0UgaytMR7m9r44dHJu8tn/6+lMJiJa0olUqRTCax2WwMDPRz6PAhAG668Wa2bN7Kls1b816fSqUIhUP09fXR3dOltqedbwdWNLO9vQN9dmrq7PkUdJ7/Vqxt66tZsfb81WycbyIgEM6Zmu5iMnH83feTOHCQ+gOHKAkEsaTTBRdclADhuXs+M22NgSvmKfj1haI7dYHNyjJFRiPvX104zenp3l7GolFWb30bkiQTGm0nnDGpI+fT6TSNjY1q545CJl/4JUnC7XZz9OhRBgYGiMfjmEwmamtrqayspL29nccee4zGxkY2bdqEwWCgvLycK664gu9///v8+te/5uabb6ayspLvf//7eZ/V2tqqXkCz2Sy33noro6OjXHbZZQWPTZZlPvnJT9LY2Eh398J2ohIEIUe5UY3H4+qigM/no6qqisbGRlKpFH19fWi1WgwGAxqNBq/XSyKRwLLRhWVHNeglrPEa/LuHSZ1MqavsgUAASZJIpVJqUJDNZvOmDadSuecnk0k1BUipVbBYLBQVFamLE8pgs3g8jt/vV3culAAjm80iSZL6PSSTSRKJhFpUHAgESKVSWCwWIpEI6XQaSZLYsGGDuuMwnXPp9V4oNdPhcFBSUsLIyAhFFWVM2zliBlqtjrbadbTVTp0ofKLrZX545DB3r2jhxvoGPvfqK4RSp6fhyLKMJElqkKfVatFqtUSjUTKZDH3+PiwWK9FopOBn9w/0s3vPrrM78DnKaLW8uWolG7q6sZ9aNDvfIpY6Ypaa8/qZbeureeCzN57XzzzfREAgnLOJ6S5lZWUcLC9j5Jor6ezs5Mr241yVnH7V5UyTjTXp1Lwf65NdXdze3FzwsZOntrBrbDbWlpaydpqe2O1eL2PRKG0br2No/y9wVleqFzCXy8W6detoapq+60Gh4uFgMMjTTz9Nf38/8XhczTXt6enBbrfT1NREXV0d27ZtA3IXkLGxMRobG1m1ahX79+/n0KFD6sTciTsNyWRSrSf4x3/8R55//nl27dql9hWf7NFHH+XNN9/koYce4t///d/P+PMUBOHcKTeqE3vhAwwPD9PR0cGqVauoqqrCYrEwNDSEx+PB6/US16ZY+bkdaI2nL+U6u4GKt60gG88w/tNOopGImsaj0+mIx+PqroBCufFXWl9mMhl1xoay0q8EAsp7pVIpfD6fmoI0cbBW6lT3No1Gk5eyBLnrRSwWY3x8nJGREVwuF3V1dTgcDgYHBzEajWor30Lmmi40cfGlp6eH/v5+9XuTJIne3l41qOmOd7PStAOXaf5Wge2ZAPFUkMuqqvm7y69AI0n867XX8tFnns57nhKgaTQaNeiTJCn3+8qkcblKpg0IbFYrq1etwWq1YrFYePmVl+bt+AvJaLXsa23BGYlQ7vNjjcexxeNop0l7nU8RS915LSR2ldv44Cevu6B3BhQiIBDO2cQVm4kt8jQaDc/Eolylnb5eYOJk4+5VV5AwOzDGgjQdew2jA3AVz+ux/vOeXQyGQzxwyXo0p1qHQe4G+z+OHgHg5obGWb3X/me+TYnLidFoxGKxYDabaWxspLa2Vi3wnWx8fJwnnnhiSkrQ0NAQx44dI5lMqi3NAHUbfv369dxzzz2YzWZ1dU2v11NZWam2pFN+D5N7fBuNRp5//nnMZjN/8zd/w2c/+9lpi5wTiQR/+Zd/ye233z6l1Z0gCAujr68vrxc+5Fbtw+EwXq+XtwYPo2+xkrCniFnTRD0pYpkEqz99ORpt4aR3jUmL6z3NDH/pFdLptLoLMPH8AuBsKaF8Wx16u4l0OEFsOIy5yo7RYSITTePfP4K7z43JZEKv15NMJonH45jNZnXVX0l3UQIDZTciHo+j1+vRarXqjITR0VFsNht+vx+LxYLf72f16tVqDUE4HC7Yshlm3+tdCQK6urro7e2lrKyMYDDI66+/Tjgcpry8HIvFwsGDBwmHw6TTaWKxGAaDAY/Vy6by66gpmp9WllY5zNamJrZUVqjXnB1V1bx4/zs5ND7O3+18A/eE+QTKz85gMGCz2RgbG8PlchGJhqf9DJerBJcrlyIUDAXn5bhnI2C1ErCeLsR2RiJUeLyUhMMY5qE9aVpjIm6qRNZoyWgtBJ1rzvvOwKpNtRdFMAAiIBDmweQVm7KyMhKJBG+++SbDVgtH4inWIk3z6pzJNQYAmbAd7TwHBF+47HL+7MUXeGlggHevWsXakhIiqRT/1d7Os3291NhsPLh+w6zey24z5xWIlZaWkkql+MEPfsAvf/lLdbXt+PHjPPjgg4TDYeLxOKtPpSKlUikOHTqU21U5eJBEIoHZbEaj0agX70QiQSgU4vnnn2fz5s1qFwqF0qYPoKqqijfeeINDhw6pAYPRaMThcBCPx/nCF76Aw+Hg05/+9LTf09e//nW6urp45JFHePrpp6d9niAI8ycajeJ2u0kmkwQCAUayHgJFcaQ1WlJWMwlLFjjV3cWuoaS+ieJsQ14dQSE6ix7HpeUMv9Ktno+UgENr1rP2Y9spWjl18NVEpdtrCJwYp+eRQ0ixmNrlCMhrlamkISnnRI1GoxbMKkO4vF4vOp0Oj8ejrn5XV1czNDREaWkpkiRht9sJh8Nqy1Il7SmRSFBaWkp7e/sZu6hNTL3au3cvfr8fv9/PyEiutk1JW1IaMShF2clkEo1GQzQa5dG+H3DbuvfQUjl153qu0lJu9kOFJb+DUYnZwjW1dZSa9+OOxbDodERP/Y6Un+HY2BiyLGM2m4lECu8OLCUTAwRXMMia3j60M7xmsiwaQvZWAsUbz/vNfyEXchHxZCIgEM5ZfX292uEGcifu4eFh7HY70WiUX5UZ0Q6Psio9txUDORRCTqeRdPP3n+l1dfV864ab+NLON/jcq6/kPba9sop/uPIqLKeG/Mxk1apVass/SZJoaWkhGo3y1FNP5T1veHiY73znOwCsWLGC1atXMz4+Tm9vL+l0mp6eHkZGRvD7/SSTScxmM6FQSM2llWWZwcFBstksRqNRLRbLZDLs3buX7u5uamtrOX78OGNjY2oNgrKatnfvXl599VX27dvHRz7yEbXd4OSLqtvt5stf/jLXXHMNl19+uQgIBOE8sVgsjIyM0NXfjXdNipQLlMuzNM0t1UzBgKLhntWUXFpFbDRMsM+PrdaB3m7CscKFwWac+Q0AZ2spDe9bx8GvvqrmuicSCTXNRdl1mJiGpBQvh8NhLBYLqVRKDR6U4mFJkhgYGCCbzVJUVERVVRWxWIxAIIDRaGTv3r00NjZSX19PKBTi2LFjanqmJEm0trbS3Nysnscm1gh0dHTQ3d3N+Pg43d3d6owEWZYZHx8nnU6r6U6RSEQ9NmXHYHfXS/MSEBjk5LSP/aazk2NeL6uKXfzktrcxGAnzy85Onnbn6jOi0SjFxcV5P9el0oJUodfricVjZNJp0qd2BWKxGG/19/G7cIgPO0soL/C6cJGTkKEFl68LTTZBVmPEX7wJv2vjeT3+M7nQi4gnEwGBcM4sFgsbNmxQT8TK1MeioiKSySQGg4GHY1HKvT52xBJs1ekp0p553cCfTpNCpsrrQ1t+5hWsubq8uprH3n4Pe0dHaPd6sej1rC8tpa3YlZdGNJ0f3XIbAM9XlFOyYT3j4+P4fD5sNhtNTU089thj6nMlSeL666+no6ODnTt30tfXx4kTJ+jv71fzbQOBAMPDw+pWvJLLq2y/p9NpdDodo6OjWCwWxsbGMBqNBINBRkZG0Ol0tLS0kEgkGBsbU7e+DQYDXq+XkpISXnrpJbRaLVVVVZw4cUI9vom9vb/whS8QCAT48pe/PK8/b0EQzqy0tBS3241vbZrU/G6KotFpcawowbGihIrLG876fYpWlrHmwe0MPNOJrdZJ9TVNGBxmNAYN2VSWdDRF3BclHUmRCsUZfbOfUJcXSZLUdEZZlvMm9cbjcTQaDUNDQ4TDYZxOJ6WlpZSXl7NixQr0ej09PT0cPHgQnU6Hw+EgEAioXdS6urq46qqr1PNYJBJBlmV1GnI8HmdoaEi9oVa6+CiFzUojCCWwUeocMpkMh07uZUdLB03lK8/p51+VGcr7+wH3GGPRKK8PDfFo5wmcBiP/dPXVGHU6mp1FfHrzFj6eSnHj//wSAKfTmVdw3N3bjcPhLLg7UlFRjk4/1zX5syNJEus3XMLBQwfxeMfVgWrKTng2mwW9nl9osmyqqKQxnkCXTKG12whWV6GprSEUiOLz3oM2VXRejnmi+/9oM73Hghzd0084OLU4+mIoIp5MBATCvJg4qTUYzOUwrlq1il27dtHV1UU6naYdmV2pOGHfOOsNRm4ymXFKGjiVOykj481k+F0oyFvRCJIkcX8qweevv2Hej1ev0bCjqpodVdVn/R4rEgk6x8eB3AVkaGiI4eFhGhsbKSvLBTGyLPPmm2/mJkN7PCSTSU6cOKFu/yqDgpQivYk5vspKmpJCpPT4joQjZLK5C5dWo2XLuh309fXhcDgIBoPqeymtCbu6uggEAtTW1k5ZVVR6e4+NjfHd736XO++8kyuvvPKsfyaCIMzd+Pg4lZfUcYSpLZuXktL11ZSun3rO1Oi06Mx6TCWnb1KrrmzC3+HmyHffJB073SAiMyG3XFn0UAaaKTUGwWCQeDxOU1MTsViM3t5edDodLpcLr9er3gwfP348b0FEaargdrvV1CQgbwdD2dE1Go1Eo1EMBgOZTAatVqvm72ezWcxmMz9/+Vu89+qP01h+dvNaijMeirL+vK899OwzhE4VXes1Gr570800O4vynnPIPUb01IC3ZDKJy+VS285mMhlG3SPU1NSQSWewWKw0NTXRtrKVyspKMpkM//2L/55SKzKfJEmisbmBg4cOMjY2litwP1UvohSuZ7NZ9Ho9qVSKjlCQDkCr06JPJ6nJpGnR63GVOukJ76WstBFDsgKLqYiQJ016gZsXve/PruCyG9bAqW7anUeG2fVCJ2F/DFuRme3XtV5UOwMKERAI82bisDNlFXrVqlUMDg5SUlKC3W5Hr9djMpkYlGUePtVuTsk7VYazxFO56Yx6vZ7fuse4ZWSYbZVVi/mtFaRLJNVcWIUsy/T09Khj5xOJBCdPnlTzYKPRKFqtlnA4TCQSUbfRmypWsrFpB1aTnXAsyLC3jypXPXaLk1gqwuH+PQy6e3jPVQ8xHhwjk0kx4hvkUM8e9h/dyw2b7qTTc1CdbmkymdTc2NHRXB+90tLSKatKSjeiz3/+88iyzOc///nz9wMUBIFoNMqRI0c4nuljzgnXS1zRyjK2fvEmQt1eZAAZdfcgePJ0W2lldT6VSqHVanG73WSz2dwCSCSCz+fD5XKpAxfHTy3EGI1Gent7sVgsDA8Pq9OTE4kETqdT7XakFEMr52qNRoPNZlN3KpSFEo1Gg06nUyc2A/zmrR9RYqniA5e+HZ25nIykQyencchBatJ9HNevJqaZOuG4OOPhkuT+KV//zLbtJDNZTgb8vNDfx0ee/l++eNkV3HKqkDqdzfLPe3Zj0el4x+o1vJXOLQaZTCZCoRDFxcUUFRVRU1OD1Wpl/fr1rFu3DovFgkaj4ac/zc3NMZvNNDTW4/P5kQCT2UxtbQ0trS08/ftn8Hl9U45tYvrXZNlsFqPJiMPpwOMZ5+jRowwNDam/H+Xnp1xjlKJy5feodK5yOBxkMhl6enooKirCYrEwkOhg5UoordKQHhlh4KQPbawUSdZjkkrRMvMg09lqW1+dCwYmaFlbRcvapXePcb6JgECYd5NrClpaWtTOOMXFxVgsFg4dOqQWdgHqirYsy+j1evXkIcsyn9n5Bv942eVsq1haEXv81Aj68fFxHA4H+lO1BxMH67jdbrWb0PDwsHpi1Ov11Lqa2dR0GStrN2Az2c/4WVtWXEUiFcOoN9NceXooz82X3ss3Hv87ntr1K+65/A94+fjv0Gq1ZDIZdSiQ3+9HkiRWrlyJw3E691TpRtTZ2cn+/fu54YYbGB0dpb+/n7q6uoX5oQmCoFIKYMfGxhhmfLEPZ0EY7EZK1uffbE3cPcic2j1QhmspOf1Ka1LlZtjv96PX69FoNAQCAQDsdjsGg4Hx8XGcTqfawchoNKLX6ykvLycUCqHRaNSGDZIkUVpaqk5KTiaThMNh9WZYr9fjcDjQ6XT4/X7i8TheaYTowP9yR/3UlKvSxKv4NEWMaKtJSgYMcpKqzNCUnQHFXSta1D8/uH4DH/r9U3z6lZdwmYxsrazi0RPH6fT7+fiGjdzd2kZ7Txcej0e9nrpcLjZu3EhLSwvl5eXcdtttav3E888/n1f0nUqniMZyu9FlFWVEY1EGBwf51F/+Ba+8/AqdnScZGx0lGArh83sZGhrCbDJTUlKKyWhCRgZZJktu0S6VSRKOhLDZbBw7dkzdyVFSXXU6HYFAgEwmoxZpK3UaStCnPF+j0TA6Okp5eTkmkwmHw4HP58Pr9WIymTgxeAiNRoNG0rPGcR9a6dyDgosxDWguREAgzLuJNQWJRAK9Xp/XQWLPnj2YzWYcDgfJZFLtvay0sjMYDIRCIXWlIilJ/Pkbr/OVbdu5unrxuw4oeqy5lRAlVWfiZEil8C2RSFBbW6u2Yz1x4gQ2s51rNt9DQ2lLwfedjlE/ddCZ1WTjls338eNn/p19J3dSbqthwNuN0+lUe4dns1lKS0sxmUwkEgn12Hp6eshkMjzzzDPodDre+973qilECzXlUhCEnIkFsEmnTDpw7m0al5OJuwcAsgySRgJkJCRSoST+/SOEunI35QaDIa8WIJvNEo1GcTqdeL1efD4fdrsdl8uFLMsMDw/T2trK+Pg4iUQCq9WKyWRCkiSqqqrwer3o9Xreeust9X2VnQGDwaDOXdDr9aTTaZ4eHCwYEAAUZ/0UTxMAnInTaOShDRv5vy+9yNffeouHbyjh4QP7cZlMfHDNWpJAOBxGo9GoN/rKADmA9evXqyvyyjwgZWdDmVWjfG+BQACn04nP5+NHP/oRFRUVrLtkLe7Kcvbs2UPsVOtTf8BPIpkgGAwiyzJWq5WSkhLKysrUFCyn04nBYECv1xONRtHpdJjNZvV3olxjNKcWzZTjVmo1lEnWddUmLlkLTodMNNZBMFKMLFvp6elRAzadTsernu9xac392I1Ty5NLaoxcdksLJ/f7GR0IgAzVTS5WX1rLYLf3ok8DmgsREAgLQqkp0Gg0HD9+XG1/+eKLLwK5SYwOh4NYLKam0dhsNvR6PdlsFpvNRjQaRaPRkE6n0Wg0/HdX15IJCLw2G+Om3ElZr9dTVlamroIA6tCbjRs3qtvcZWVlrF27llbjNkpM87c92VKVa2PaM3qcv7z/n3h818/wJUbzWpQ2NTXhdDrVgUZGoxFZlgkGg+r2+0c+8pGC73/bbbki6muuuUb9/QmCcG4mDnTsTE+dWXIxKLR7MFHF5fUET3ho/8FuguNBdDpdXltTyNVhlZeXo9Pp8Pl89PT0YDQa1ZqA7du309/fr/69oqICp9PJTTfdxK9//WtqamqIRqNks1m0Wi12u53x8XE1lVVpj3o0mSSQTOKcZqDj2dp6auf7wLibg2433lMtWrf//KcFn7979252797NVVddRV1dHSaTibq6OrVwWxnqlkqlGB8fx+PxkM1msdvtlJWVsXLlSsbHxxkYGCCVSlFeXq52fVJqKSbWsiltWpX3Lyoqwu12YzabCQaD6s64Uiyu1WrVQED571upG5EkKTcgT5vlPfdW0lA3eZErwqg7TH9fmFQqRSgUUrMG9vAzmmsuocq+BpulCKvdSMNaJxX1VlJ4aNgqcdcDV4rd7XMgAgJhwVgsFq699lp1VWBgYEDtPuT3+zEajVRXVxMKhRgaGsJkMqlDvsLhsPp8nU5HOp3meDTCW14Pm1yLu3o9bDDwis1CMBhUU3AqKyspKyvD7XYTCoWoqKhQ06PGx8fVFZ0ifQWZGdKD5kqryf0zlmUZp8XFx275NAPeLo5Hd7Fr75sANDY2UldXp676dHd3q7sGN954I2Zz/onZZrOxf/9+jh07xt13301jYyMtLXPb0RAEYXoTBzqGUku/x/xicbSWsPGz13LsB7vz6g6ULm2jo6NYrVbKy8vZtWsXx44d45JLLlHr0FwuF9u3bycQCKjDHNetW8eTTz6J3W5neHgYh8OB1+slGo0SCATQarXqzrUymVmv1/PmuJub53lRSncqsMnKMkVGI+8/NacG4Fg4Ql88l2YaCoVIpVK0tbVht9tpaWnJ29FVdgqUHYJIJEJHRwdwerdAqUHQarUMDQ2pneiUCcdKq3BZlnE6nWpKryRJJBIJSkpKSCQS+Hw+Nb1LuelXUoMmFo0rsy+U91AaZXzwPQ3UVE3d8QaoKJO44SozP/jJkJpapHTb01rieKWDYHZx+fU3q3V6brebRCJBf38/999/P6WlpfP167moiIBAWFCF0ocsFgtGoxGz2YzRaKSqqoq2tjZGR0fVk0oqlaK0tJRAIKB22dFqtfz94UN8bu06Li05///g29MpdmYyRCwmSg0GiMfViZLKAB2TyYTZbEav1+P1evF6vWonodLSUjL9U4vPZmPvidfY3HpFwcdGfAMAuOxlWIy59691NVNRWcFLr74InE5rWrlyJcFgUN2yveSSS7j66qunvGdrayv/+I//yLFjx3jwwQe59dZbz+q4BUEobGKBvzR9q3oBMDhNbPjkVfg73Bz93i7S0aR6kxiLxRgeHiadTqsr1j09Peo04v7+fnQ6HTfddBN1dXWMj4+ze/duTp48qV5zMpmMOv9F2YGw2WxALmVHaU36RG/vWQUET3Z1cXtzc8HHTp5Kjamx2VhbWsraUzezwWSSP9i1k1Jbad6k6YaGBlwul7oSLssyfX19au2eklqUzWbVNKtUKoXdbieVStHe3k5lZSWBQID6WjOrWqDIEUOSZJDNgJmsLBEIwsgYFDnBatURjWU50TXG2FiCWCyG15tL9TKbzWqTDOXzlM9UirSVn6nFoufjH1lNTdXUlqkT1VTp2LDWQkVZMQ11NoqcBkAimfLQ1ashmy1S6/MmTvcG+OUvf8kdd9whdgrOgggIhAU3MX1IyS10Op3qVqPCZrNhtebyByVJoqSkhJ6eHrXNXDqdJhiP86evvsIVlVV8asNGSk2mKZ/nBQYyaYoTSWrN5nlpvzZqNPKy087Y2Bi2U50rHA4HpaWlbNiwAYfDoa6iKLsBitLS0tw8hrQV0me3EvibNx7BExrjxk13o5FOtw6VZZkXDj4JwMbm7Xmv0SUsarqSzWZTU4Rqa2spKytjYGBgyrEC6kAzQRAWzsTmC7aUCWY3D/GiVrSyjNUPbOXQ117L1V4kk2oDCkmS1Im+yWSS/v5+TCaT2rVoaGgIs9lMa2srwWCQ3t5euru7SSQSpNNp9UZaWYDy+Xxq/YDyv50D/ex1j7G5rNCoren9855dDIZDPHDJ+rxZN7Is8x9HjwBwc0Nj3mvGolH0p3bXlUYbgJrrr6yKK+1TlcW33bt3A7kUHoPBoNZBKN2UYrEYQ4M93HWLg5Li7IRPzL9O2qxQo2Zz5T67uV7H4Aj89ndBtY5DCVSUVCPlc7PZLE0NNrZtrqCizITFosNu02Mxz+628+63Tb2hN5th0yUy6XQnoVAtw8PZvGAAcnV7k3dNhNkRAYFwXkxMHyorK5sS1UuSxA033EAqlWLdunV0dHTQ2dlJIBDAZDKpBUkulwu/38+haIRPtB9llc3OVqsVu1ZLTJLo0Gmhpgan08nBgwfpPnyQf1+3nppzODGMGvS8VlaC81RLNaPRSHFxMUajkfXr13PFFbmV+/b29oI32JDbxh06PLXN22y96+oH+MHT/8qR3re4au1N1JU1E0/FePXI0xzs3oXLXsYtm+/Le00qnZywMpP7/pWAzGg05g3yUSh1D+JEKggLa+LuaVi/wI3XLyDFq8pZ8c71nPzFQfX8Fo/H8Xg82Gw2gsEgmUwmrzatqKgIn89HWVkZ0WiUpqYmdUchFAqp/fKVACOdTqv57sr/IJcL/2cvPM/v7r4H+zTn+kK+cNnl/NmLL/DSwADvXrWKtSUlRFIp/qu9nWf7eqmx2Xhw/Ya817QUFfHXl6znm+Nu9bwNuXN4KBTCbDZz6NAhLrnkEkZHR3nwwQeB0y2/4/E4o6OjauqTxWIhmUySTCZ5z72Vk4KB2aup1PG2m4r4yS9ysyOUKc96vZ6mBhvXXllJdYUZq1WPXp9bvPL64vz2dz10nPADsKLJwW031VNbbZv2c7JZmdd3jfD6myOMjEbR6zU01Nm567ZGamtskHmRbvfqvMVFJZDr7OxEo9Fw7bXXimvZHIiAQDhvJl4AHQ5H3grHjTfeSE1NDc8//7x6o22z2dTeyz6fj+rqavr6+qisrMTr9aLVavGZzfwqGCAQCFBcXIzNZuPSUyeIlpYW0uk03/B7+ZAss9JaOF0nnc0SzGZIIGEEtBKkZZlxJI7arSTLTk9KVtJslBv/id14JuYEFxIPJZm8CjNb6xq38ODbPsMvXvkBP3nhm3mPtdWs433XPYRRn79bEkvmjkcpsFP+DKjFdpArblRWmOrr68UJVBDOE2X39KnHXoWzXy+46NRcu4KqK5tw7xtg5NVewt0+QqEQ0WgUo9Gorvgr3Xnipwp1lQnvAH6/X73RVoIA5f8BtRvORDadnn+5+po5BQMA19XV860bbuJLO9/gc6++kvfY9soq/uHKq7Dop24RbSx20RIJc+hUHQPkZjBUVFQQi8UYHBxElmVaW1v5zne+k/da5eYfwGq14nQ6qa7Uc+l6K9WV53br11hn5l1vr+b13V4OHo5gsxn5P+9rpblxan3cmDvG1797iGAoyeq2YrRaiSPHvBzr8PGJh9bTUDf1Nclkhu/++CjtJ/xYzDpWryxGlmFwKMzAUITaGhs6bZZMooODB000Njai0+kYGxujsbERj8fD8ePHyWazbNiwQaQPzZIICITzauJE40I3oUrAoOQhKlu2LS0tOBwO4vG4OohGo9FQXFyMTqfDZrORTCapqKhQVwuKioq48847GR4e5vGhIZ7zebnGbKFCk7s5HkwmeCUeZ1SvY8OGDZjNZvWY0uk0oVCIqqoqtQe0JEk0NTXl3VRPTK2Z6UbaZDeQ9KbO+JwzWVm7ns+98184OdzOgKcHo95EQ3kL1SX1eWlECqe1mL94/99xcOzVvFqHybsAyjC5yX784x/z4x//+KyPVxCEmVksFhorGzjsO77Yh7KsaHQaKrbVU7GtPpe6Ek4S6vEy8EwnsZO5VMlsNqsOx/J4PAQCAWw2mzoRORaLAaeLX5WbboXSfUfxb9ded9ZDMi+vruaxt9/D3tER2r1eLHo960tLaSt25aURTbbNYuWI309jYyN+vx/rhIUtvV5PU1MTxcXFRCIRdR7Bww8/zGOPPXb6eTq4bEuW6or5m3zXusJK6wornV1OJImCwUAqleXbPzpCJJLizz++gcb63HM6uwJ89dsH+ckvjvPZP78UjSY/jerHP+ug/YSfqy6r4v63r1Afl2WZZOr076ilMcWxEykOHDiA0+mktbVVvf4rnfRE+tDsiYBAOO8mTjSebGLAEAqFOH78OI2Njeo/8pqaGrVVaWtrK0VFRej1eoaGhrBYLNTV1SHLsjoMzGQyccstt/Daa6+xf/9+fj06SjoZV/tXr7pkC5dWVVFVNfUkn0wmaW5uZnh4mN7eXrVwGAqn1kweyDaRJElsv2k9z3x/7zn97LRaHW2162irXTer5/syw9TV1WE0GtmxYwdNTU1iF0AQlohoNEpfXx+NiCmp50Kj0WB0mDCur6Z0fTWBE+Mc/vZOMrEU6XRaHSBpNpvx+XyMjo6q7TGVTjZKG9OJJp7LLy0vZ3uB68Rc6DUadlRVs6OqetavsUiSet2xWCxYLBYSiQRVVVVceeWVOBwOtbB41apVWCwW1q5dy7Fjx9T0oeuuAFfRwozBbml2TPvYqzuHGXPHuO3GejUYyL3GyfYtFezcPcqx4z7WrnKpj711cJyDRzxs2VTGO+9ZkVcDKEkSRsPp78Nqkbj2sizPvZIgmUyq3fIkSaLs1M7+xJ+NcGYiIBCWHCVgiMVitLe3552U9Xo91dXVjI2N0dzcTPOpzg01NTVqIbJCuWmvra2ltraWjRs3cuzYMcbHxyktLWX16tWsXLkSj8ej7kpMfO327dupra1l06ZN6oX7TKk1E1OiCuXl19bWsv+ZTty9gYX60eWJ4EOypli37hK2bNmi1jrMZDbfqyAI50aZUizLMiYW5mbtYuVsLWXNR7dx6GuvqTUASqceyK0eK73ylf+fOOG3kDubV5yPQ58idGrqvFJLV1FRgU6no7GxMW/y/MSU1ebmZt72trdxvOMwmvTL2K3pQm+94PYfys242b5lahH2hnUl7Nw9yoFDHjUgkGWZ3z/XjyTBbTfVz6ohSGW5hmuvMPDUcx4GBwdpamrK28mHmdN5hRwREAhLlizLNDY2TilALioqYu3atZSWllJTU4PFYuGGG24Acvnwytaw0+kkHA6rN7abNm1i06ZNUz7HYrGcMY1Jec5sVhhmSom67xM38IO/+g2p2NkVdM1WBB+J0lEuX3E5paWls548PPEmRdHZ2SnyMAVhHk2cUhzPJviF+38X+5AuOMWrynGsKFFnFyg1Acr8AqVLzmST04SUv5eYC/fNX2iv+/3UNzWqXYasViuSJOHxeBgYGFB3rifvVr/xxhuYtfswGBcnGADw+hLodRpKS6b+7OprczsGfYMh9WuDwxEGhyOsbiumomz2i1A1lToa6izE43FWrlyZFyjBzOm8Qo4ICIQly2KxUFZWNqUAWTkBtra2TrlJt1qtatqOMgdgNje0s73hn+1xT/deRouBTXc0s+uXnfPyWYqUHCeQ9BBLRYjpvTgqzWzeuFmdmDybNqITb1ImEnmYgjC/Jk4p/q3necZS3kU+ogtTxfa6vGFmkDufKYHAxD8rXYUm7hpMHLzlOVVvcD4dCYXol7Nscjq5/PLL2bVrl9o5SKfTMTQ0xPDwME1NTeqimCKTGsGg85/3Y54oFEpiNBbe/bJZc2nAI6NRtUavsyu3e15fZ8PnT/D08/0cPuYlHk+zemUxb7+9CVfx1FbjAM31WkKJoryBoSDaaM/F1KQ5QVgi6utzW4ZGo5Ha2lpWrFhBbW3ttDe5M93QLpVtQ0upnkDKPW/v54kNs3PsSXrS+4k5R3HV2qmvr1d/TrNtIzrxJmUyJQ9TEIRzp5yLumL99CdGFvloLlwlG6rRmvO79yhDs5QWo4CaViRJEhqNBkmSpqSrPN518rwdN8CxaIQfeNxUV1fT0NCQlwIjSRJOpzPv79FolPb2dvbt28fvnvwNscBz5/V4C7HZ9HlFwBOlM7mvp9OnC4UHh3JzehKJDF/5130cP+mnqcGO1apn34Fxvv7dQ4TChVO79PoMbrebkZHT/55EG+25ETsEwpI1U07+5H/ks7mhXezComg0yuuvv47X0kU6mKbEPPcitaycJUYAX2ScvsBxfIlRXC6XWkdhNptZv349JSUlc8r/nylgWioBlSAsd8q/yd/7XlvkI7mwGexG1v/pFYT7/ZgrHRhselLhJNGREKNv9hM86VGvGcoqNaAGChPtGxtj18jwWXcZmq1YOs0XDx8i6iqmacUKHA4Hdrsdt9uNw+HAbDbjcDjUmThlZWUEg0F++ctfUltbm7sp7vkpTsfZd7SbL0VOI/5Akkg0hdWSH5i5x0/vuCTiGYwGLeFI7phffHWIt9/exI3X1gKQycj8x8/b2XdgnOdeGuTttzdN+SytTqumUlksFmpqakT92xyJgEBY0mbKyZ/oTDesiUSCI0eOLHqhbF9fH4lEAnuRjYhhgM6T+ynR1aJFj4REY+nKGd+jPbITe6UBb8qLZE3hsrrUTkySJFFdXc2mTZvm/P3N9HxxYhWE+VFfX8+LR14lkj3/aShLmZzJcvynb+FsLaXysobpn5eVGXm9h+FXe4iOhNDotdgbimm6ew22uqK859obirE3FOd9zdlSStWVTWQSaXqeOMbgc7kUzkI1BRP92Qsv8G/XXcf2BQwKxuIxejNptjY2csMNN2AymWhububo0aMAed3uIHdt6+npweVy5f7ctYeKosUPBgBaVzjp6Qtx8LCHy7ZV5j22e9/YlOcnkrlArKXZqQYDAFqtxP1vX8FbB8d5Y9cIt9/SgF6Xn+AiZ2WCwSAlJSU8++yz3HzzzSJVaI5EQCAsebPN75/uhtXtdtPT00NVVRUGgwEoXCg7U3ed+ei+owzOUY63tN7JiRP7GBsbIxaLcdeGD1LlnP5CGJa9NKypxGKxYDabSafT2O32vNUio9F4VrshM7VNFSdXQZgfFouFEZOYRAa5G7mEP0a418fAs50Eu704W0unfX4mmebIt9/E3z6GzqKneHWug014IEB4IDAlIDgTrVHHivsuofmedSQCMcL9fgae6SR40oOzpYTybXXo7SZSobi6o/DA07/nU1u28IE1s2v9PFdPu8dxuVxUVFQQDAa55pprqK2txWw2q21EFYlEgkOHDjE0NKTubpj1PQtyXGfjsq2VPPPCAE8+3cuaVS6cjtz191iHj1d3nk7tMZtzt6KGUy1Ft2wsm/JedpuBpgYHXT1Bxj0xqiryB43qdbm0r1AoV6T8wgsv4PV62bZtm2iIMUsiIBAuGIVuaJXVE0DtSwxTC2Vn6q4zX913lELp4eFhZFnG6XSyZs0aMplc/uPu4We4ufidmLJTezu76mzc/4FrCEYC7N27Ny8AmOxs0nvmmqIlCMLZS2oWr/vLUnLoG6/jb5+6WlyILMu0/3AP/vYxqq5uouWdG5AmDK3KJqem+syGpJEwFVswFVsoXV9NOp5CZ8pPcam6sgl/h5sj332Tf96zh7tXtOKc48TimUQyGY6ZDJQ7HBiNRtavX09tbW6lfPL1TVnoGhoaIhwOk0gkOHz4MKubls6uU3mZmeuvruH5lwf5+3/Zy8qWIgLBJH0DIW6/uYHf/q4Hu02PXp9b7TefKkAucRUuHC5y5gIKrzcxJSAoKdZQUV6MTK49uSzLjI2NiYYYcyACAuGCUeiG1u3OFe9O7ksMp+sK6uvrz1iMbDab5637jnJSn9hOVdkBMZlM1NXVEXb1E09aMCWKsJkd1DZWs+WGddS05AKa6lNDjCavFk3+WZyNuaRoCYJw9orNRYt9CEtC6YYqileXY61x4Ds2pqbvFDL+1hCeg8OUba2l5V0bpgyt0hrn55ZmcjCgKFpZps43uP/xx3jinnsxaOdnhkRalvl+KoHLlUsBLS4uzmsXPfH6Fo/H1euHwWCgoqJCTRktVP+wmN5+exOyDG/sHuF4p5/mRgd/9tAG9fH6Wpv65+JTHYSy09QCKr/vZGrq96jTSaxbGeTw8VK14DqRSCyZ+sHlQAQEwgVl8g1tMpmcdhUdTqcBnakYedeuXfNWrDzxpD6xnWp1dTUPPPAAmUyGrq4uIDdcZuXKlQVvxhcyvWc+W7AKglDYzW3X8MSxZxb7MBZd9TXN6p8Dx6fvvibLMn3/2wESNLxt1ayGVi2E4lXlrHlwOwPPdPKHzz3Lj26+ZV7e9yfJBCFJUm/ujUbjlPO4cn178cUXcblcGI1GVq1aRUdHB36/H5/Ph9+RxWpZ+AaSsViaZ18aYN8BNz5/AptVT+uKIt759hVqChCARiNx313N3HdXc97rX359CIC1q09PKa6tzq36j47FWFvgEhSP53bVpms9WuxI0lBnRa/PBXTKdV80xJgdERAIF5yJN7QWi2XGlfSZThY+nw+Hw0EikSg4D2GuJ5uZVuELDU8rdNwivUcQlq8N1WvYVL2Ot4YOL/ahLAuRwSCRgQDFa8qxVNgX9VhK11dTur4af4eb3R2jbC2vOKf36wUixUU0Op3qSv+NN95Y8DxusViorKzM2wkoLS1lz549pNNpiooWPhgYdUf55vcO4/ElKCk2smFdKbFYmsPHvNxxS0NeQFCILMu8/Power2GSzecTuVtaXai0eRqDK6/uibvNclkhpM9QTQaibKSwgEBQGlxmGAsdy1U0oTF9XB2REAgXNBms5Le19dHMBjk+PHjhMNhbDYbbW1t6nCT4uJiRkZGpkxMHh4eprGxkdbW1jkf13yswov0HkFY3r5066f54H99Ak9UDCabSeDEOAC2+mISvhh9v+/Ae3iEdCyNa3U5Tfesw1Ryfs99RSvL+G7Wg73bwyrX7KbBT+Z3OkhctoP1fr+62HTjjTee8boy8Rzvdrtpb2+nyKln24Yw+gW+q4tGU3zze4fxBRJ84N0r2Xppmbpbk0pn0UzauMlmZTSTvvj8y4OMjEa57aZ6dUAZgMNuYM0qF0eOeenqCdLceLqW7o3do8TjGa69shqLpXBKF4BGSiJJkpomLBpizJ4ICIQL2mxW0kdHR3n88cfzHu/o6GDLli2sWrWKdevWsXPnzoI1BD09Pdx1113n7fuZbKHTe+ajs5IgCIXZjVZWla/gtR4REMwkPJCbYptNpNn798+htxtxNLoI9ftx7xsk1O9n419cg8E+v4W+MzGsLuGBp17mic03UWScfuVaEU4mGUwl0ZSVYdi4keptW1ljNtM4h3OsstCl1BIkk0m2bfAveDAA8Pj/9uLxJXjPO1rYtrk877HJrUAzmSz/+vBBtl5aRmtzEbF4mn0H3bz82jAtzU5uuX5qQ463v62J9uM+/uNn7bzz3haKi4wcOebl8f/txWHXc+uNZ765N5mLaGhdP+fBnIIICIQLXDQaJRKJUFxcTCAQwOl05g3sGh8f57nnnqO8vJyxsbG8ITV79uzh5ptvJhqN5hUBK5RViPHxcUpLp2+Tdz7N5w38fHVWEgQh38R/p1JisY9meUhHcj+owRdO0nTPOupuyq2gy5ks7T/eg3vvIAPPnqD5noVpB3omre/dyJee3M+/rN0x43M/u3c3RWvXcs3KNlZUVyHL8pwXdZSFrieeeAJZlqkoCaLXFa5zm0+hcJLX3hyhpNjIji2VMz4/Ek2j12v41W+78r6+eWMZ776vBZ1uanpTZYWFBz6whv/4WTvf+sER9etVFRYe+sjavB2FQjZvuxeDqUYsYJ0FERAIF6xCN7Q+n0/dPmxvb+fpp5/G7XbjdDppbGwkEAiQSqXQ6/U4nU4GBgaorKykrKwsrwj4XGoIFsp83sBHo9F566wkCMJpk/+d1qaXxmLCUpdJ5HLmna2lajAAIGk1rHjnBtz7Bhl5vZfGO1aj0c9P55/ZslQ6iH/EwZE9Udampz8v7h4bpTMWYwvkzaM5G3V1daxfvx6AdHjPWb3HXO15y002K3PFjiq02pmLuh12A5948BI6uwIMDkcAaF1RRE2V9YyvW7faxRc+s5UTJwP4/Aka6mzU19mn7EBMVlN/KTsuv3P235CQRwQEwgXpTDe0Tz75JKFQCK/Xy+HDh0kkEjgcDqqrqyktLSWVShEIBBgfH+fIkSNUVeXafBqNRrUn9ERL4cZ4vm/gZ+q8JNq4CcLcFfp3WmusxKoxi6nFM9CcGlpVtmXqOdhgN+JodhE86SU2HsFaNXWOy/nwo40pPrQ/yroCQcGukRE+t2snBrsdv99PMpkkkUicU357SUkJtbW1DHRC9jx0G+3syqVt1dfa6O4N8swLA3T3BtFqJTZeUsrdtzdNuWmXJInWFUW0riia02fZrHo2rZ99sFxTfym33fWlOX2GkE8EBMIFYXKqTCwWIx6PT1nRHx8f53e/+5064dfv9+P1evGfKuiqq6vD6/WqF+xwOMzJkycJhUIF04KWSsHS2d7ABwIB/vmf/5n//u//pr+/n9LSUq677joeeOCBM37eUtkVEYTlZLp/p+UGF93xwUU4ouVDmQ0wXeGw0WkGIOGJLlpAENPBt7akkL/3Gtebyigxm/ElEjzZ3c3+cTcGgwEplSKbzdLV1YXT6cTj8Zz1opJSS6DRGMlmIvP83Uw1OJT7jJPdQZ55oZ+6WhvNjQ46uwK8+OoQXl+CBz6wekoR8ULS6V1s2PoRsTMwD0RAICx7hVJl9uzZg9/vVzsFQe5i3NPTg8/nw2zOXTxKSkrwer1EIhHGxsaIRqMYDAYymQw6nY6GhgaMRiOhUIhkMonBYFDfbykVLM10g17o8ePHj3PLLbfQ09NDY2Mj9957Lz6fjyeeeIIPfehDZ3y/pfA9C8JyM92/U7v2zCkUAhhduXM20yx8KO1tMmc5rXg+jay28uX/fhOTyYRGo0Gj0aDX67FardTV1VFWVkYwGCQQCPDmm2+edQqmUkvgGbuEsPelBfhO8oWjKQBeeGWQjz+wjraWotzXIyn+9eEDHDzi4dhxH2tXuc7wLvOrpOpW1m+84bx93oVMBATCslZoC16ZF+D1ejGbzeqQEr/fr67QaU9NlzQajVRVVTE8PIzP5yMYDKo7AW1tbfT09ABQVlZGbW0tZrN5SXbcmek4Jj/u8/m45ZZb6O/v55FHHuF973uf2joukUgQj8d55ZVXFmTwmSBcrKb7d7rGsoKDkePn+WiWF1ttbvpsdCSMa+3UxzOx3M3q+W49WojebkSr1WIwGNBqtWSzWSwWC9XV1ZhMJiKR3Ep7e3s7Ho+HkpISrrvuujl/TjQapbOzk9FxO2Z0aDTp+f5W8iRO1XFcd3WNGgxALr3nzlsb+cEjx3jl9eHzFhBkpTJ2XH7HkrkOL3ciIBCWtUJb8G63G4fDgdfrJRAIqDf4qVSKTCZDKBTCbDYTDAaxWq0UFRWRTqfp7u7G4XBQUVFBQ0MDFotFbS3qcDjOqhvE+VJo3oI52IPTcwBtKoI92Ybft4rIUDuR8UG+8N+76Onp4Rvf+Abvf//7897LaDRiNBrF4DNBmGfTzUWpNVZSrHPgSwcX6ciWPmdrKWgkfMdGqb2hJe+xTDJN4KQHSSNhKlv83RatVovNZqOoqAiz2Uw6naa4uBiNRoMsy4TDYcLhMDqdjtLSUg4cOMD27dvndF7t7+/nzTff5ODBg8iyTITNlNr3oNEs3A6J0aAlnsiwZWPZlMfWrCpGq5Xo6Qst2Ofn07Djqk8WrOsTzo4ICIRlrdAWfCKRQK/XU15envd4PB4nkci1rksmk8RiMQYGBshms0Bu9a6iooJIJMLg4CDFxcU4T02OdLvdrFixgvb29iW7Q6DcwEupKDUn/gtrqFt9PLq/nej+xwDwRlL86qUj1DoNbA89Q1/n9dS3rJ7ynmLwmSDMrzPNRVlbuYpXB3Yt4tEtbQaHCdfaCryHRwic9OBccXoQ2MjrvWTiaWquW4HeYjjDu5wfGp0Wh8OBzWajuLiY8vJyQqEQ4XA473nBYJBUKoXRaJxTowZlZ9ztdqv/HWUxMRa6krD/LSpLA1jMzHsuv8mUCwhKXFPnLRgNWixmHaFwikQyg9GwsJ2ezNYm1q7btKCfcbERAYGwrBW6OVXauTmdTpqbmzEajQSDQUwmE42Njfj9fiKRSN4JWqfTYbVa8fv9mM1mAoEAXm9uWFBFRQWZTEZtM6pYaj35lRv4gR9+FGlCMDDZE0f8pLPwrktLcEZ68f76ryn9o0cK/iwXevCZIFxspgu0X3/p0GIf2qIY2dlLqCt3rg32+HL//1I3Za8MoE/LXNpcjufKWrprLTS/fS2+Y2O0/3gPre/egLHYgvfwCD2PHcXgMFJ/28rF/FZU1sYiZEcAm81GMBjE4XCQyUxdubdYLAQCAcrKyubUqEHZGVcWuBSpVIojHUn2H9aRTqe5+RpwFZ3rd3NacZERfyBJdpo6DulUAJJKZRc8INi8431icWqeiYBAWNYKbcGXlZUxPDwMQG1tLUajkYGBAaqqqrBarZSVlXHkyBEkSUKv16PRaHA4HGg0GhKJBJFIRN1BsNlsnDx5kmw2S0tLC2Vlp7dKl2JP/uTB3yKNHj3jc3b35YKgdVUW9g9E+O4bz7HnyxUYzVbuu+8+/vVf/zUv8BEEYX4VCrSLzUWLczDnSfNAlM3HAtijGUIWLUOlRqrHE/zXm70cH/LkPXekz8fIqT9fk9Lx3uEsAauWwTITr21t5Yf7TnL44TfU51uq7Kz7+OXobUvjvKUz6dCUGyg25gZiHjx4kNraWlKplNqYoqioCJ1OR0VFBUajcU7XECV4mHyeDgQCan2c0+nkxde9XH+lRJFjfoaW1Vbb6O4NMToWo67GlveYLMvEY2kMBg1Wy8LeWlZUrWPDphsX9DMuRiIgEJY1i8VCW1sbzz33XF570aamJrVIdmBggM7OTmKxGBs2bCAejyPLMl1dXcTjcaxWK9lsluHhYTKZDMlkEkmSiEajFBUVYbFYMJvNai3BxJPwUunJn4mFGP75/yXWvXvG5x4byfU739Mf5ruvj7Guysy62mIO9Af55je/ycmTJ/nd736HRnPmITCCIMyfm9uu4Yljzyz2YeRRbuIrvEmssTQZSUIry0TMOmJGDTKAJBGyaNmz2okEeTf9e1Y7GS418uEnBmntL7wCfpm1HFrLAchIoJ3m3tUZyeCMRFiDhvtrmnjCkuGpFWZMLSXY64vO+zCymWg22Tj2P8dyf9ZoiEQiyLKMw+GgpqYGs9mM0+mkoqJizo0alOBBWfxSFsRSqRRWq1Vd1CoqLuNgh451rcPzslOwsrWIV94Y5liHb0pA0NUTJJnKUl9rU6+9C0HMG1g4IiAQlrX+/n6OHz9OWVmZOnPA7XZzww25NmRKoGCz2dDr9QwODiJJEpWVleh0OrxeL5lMhuHhYaxWq5omZDQaMZvNZDIZtXWpLMu43e4pRUyL0ZN/8twF86v/TLJ336xe64vlOlH8+E03P3hPMzsa7YyZGuhpvJ9Pf/rT/P73v+e3v/0t99xzz0J+C4IgTLCheg2bqtfx1tDhxT4UTPHMGW/i8aWmfOmyw4GCX4vrJUyp2a1QTxcMTFak1fH+hI5tIRPfnlBLsJSYa+x0eb0UFRUBkM1mqampIRwOq7vKkiRRXl4+50YNys640WiksbGRnp4eZFlWO+oVFxfj8XiIRqMYjUZ+92yEay/XU1s9tb7CkE5Tks2SliQMskx1Mk1Io6HHZCA+aVFo7WoXNquOF18d5ModlVgsuc+TZZkXXsnN0bjlhoVJoW1svpxN295Lde36BXl/QQQEwjI2seXo5CnChw4dQpZl9WuJRELtxjA+Po7D4cDpdOLz+YhGo1itVmKxGFarlXQ6jcFgoKSkBLvdjlarVU+0k3M24fz35J88d8Ec6qFhlsEAQDSZK6L+8PYydjTaATAlvLR0/gd/drmTT/1ykH/9/Ce4dk0FxSsvn/9vQBCEgr5066f5m9//P/YNLm49wRmDgTmabTBwNtr6ozQNRumuWRopmxNJ2tyugN1ux2QykU6nCYVC2Gw24vE4dXV1bNy4kW3bts35GjKxOL2srAyHw4Hb7SaTyRCJRKiursZqtTIwMIDb7UZvsPLSzjS11VoqS+Osq4ByY+7mv7hAbUNxJkN9KsVuqxmf7vRtol6n4e23N/OTXxznB4+0c9fbGslkZN7YPcL+Qx5WtRWxfu38B2gVVeu4/d5/nPf3FfKJgEBYts40nXdsbAxADQgmrqQ4HA6CwSAlJSXqdm0qlSIWi6nFxRPrAkwmk7rKMzlnc65bvZNX9ufatafQ3IWisb2zfj2AWa8hksxyx7pi9WsOOQTpEDc1adFrJI52DzP+kz9i3FJM1b1/h23llXP6DEEQ5s5utPJvd/0tB4aO8vfPfZXRsPu8fO7E/H5ked6CgfNhy9HAkgwI5EwWWZbVhabm5mbS6TSZTIbq6mo+9rGPndNi0uTi9BUrVlBeXk5LSws9PT2UlJQQCoXIZDLEYjGqq6sZGBriyLEgbZu0rG2aOcVqYyTGHquFkO70c7dvKcfri/PUs33889f2q1/ftL6UP3h327ynC5WWr+XO+/5pXt9TKEwEBMKydaZUnUIr+RNXUlKpFHq9ng0bNjAwMEBHR4e6C5BKpdTCLEmSaGtro7Kykp6enryi4rn25C80UXmunYoKBUHWwIlZvVZhM2qJJLPUFk3dPrYYtDjMWjyRNNFkBgs+hn/yJ5ibtlL1nn9Ba7bP6bMEQZi7DdVr2Fq3ccFrCmZMDVoGNnUEGSo18tqmsx+GNbngec9qJ9215xZkhAdyKVSJRALdqVV2pdtQOp2mvb39nFs5TyxOb29vx2Aw5F3njEYjx48fJxaLEYlEKC8vJ5PJ8PpwkluaZn5/PeDIZghxOiCQJIm33dzAts3ldHYFSaWzrGhyUFlumVObU0ljQs7Gp3zdYHRisVVjsZaycfPdNK3YNuv3FM6NCAiEZetMJ9GZuuTU1NTQ3NwMQFVVlVqMDNDR0UFPTw86nY6ioiLa2towmUxcddVVZDKZs1rdL7SyD3PvVDQ5CLL4O9Cl53Yxr3bqGQ2lyGaBAotE2lPn9HhaRmnpHevezfB//QW1H/7OnD5LEISzcz6KjJd7MAC5lKT7Xhzj7pfHeOTWag6tdOQ93jwQ5do9HqrHc4tEQ6VGXthSQnetZdqA6LLDAU7UWfjRHTXETWdXrKzRaTAYDBQXF2MwGPD7/WQyGcLhMFqtlsHBXM79fLWvnnhtUFJoa2traWtr44knniAWi5FMJqmrq6PKHAWGZ/W+yWlW/EtLzJSWmM/6eMtqcjVqkeARspkoxa4qtl/+LlEjsIhEQCAsW6Wlpbzwwgt53YWUQKC8vLzgBOOenh4gt1swMDBAIpGgpKSEhoYGent7KSsrY/369axcuRK3201jYyNNTU3nPJDrTOlNc+lUpByDMoXYMb5/zseyusLMWwNRujxx1lTmf0+yLBNKZLHoNRSb8y+Esa5dxHrfwtwghsEIwkJb6CLjpoHosg8GJtJl4cO/G+LEIT8/uqMGgI88NsCKwVje81yhNOu6I5ysNoPElMcVrf1RPvTEIN9+x+xTQiey1xdTtqYKU0hHNpslk8kwNjbG+vXrKSk5nWc/X+2rp3utw+GgqamJQCCA3Z7b4d1cNPvfu2Ga69a5MFrqMVly6bwmSy2SJHH99dcvmfbdFysREAjLkpJ+YzQa1bZrw8PDNDY2Ul5ezvbt29UTrTLARQkGmpqaMBqNeQHC+vXr1U5FDQ0NrFu3bl6n8s7UiWi2nYpqy4uJP/4jrMHpB4/N5LImOz/b6+GVk6EpAcG+gQixVJZ1VeaCuaDB/U+IgEAQzpMv3fppPvfUVzg4fObZImdjy7GpXYEuBMqNvMT0N/sAK4amf0zR1h/liv1eXtt4dulIVZc1odkbJZvNotFoqKqqoqKiIi/1FOanfXWhmTwKvV7P6tWriUajpFIpis2zr02pTqYZNMzf9OdEugiT4Qr173NNvRUWjggIhGVnYvrNxHzJRCJBIpFgx44dlJaWAqhFV0eOHKGqqkrdRVACBOXkqbQTra2tJZvNqsHAuRYBK2Z6zWzf0/+bz59TMABwXYuDYouW/9zt5t2XluA0504Dsizz4zdzF4qHrqwo+NpM2HtOny0IwuzZjVa+/vYvc2DoKN/d+QiHRzvm5X1N8QyXdIbn5b2WorZ53Pm474UxdhwKMFhmxJLIzq3GwCipgUAwGFQLfIPB4JSg4FzbV0/sPDQxKJAkiU2bNrFv3z70ej2BQIBwZvZpUMWZDMXpdF63ocns6TSr4kmGDDqSE9qXAgwZdAR1DtKOFdiL1yNpcwtvLpeLkpKSeV14E86NCAiEZWdy+s3klqPj4+NqQKCIx/OLl9xuN8lkkkAgQCqVIp1Oq8GCslpjtVrPuQhYcabVm9l2Kor17JvV4LGZGHQaPn1DNZ95vJ8//Z8e/uL6atJZmV/u9/D79gBXNtu5sc1Z8LVa29kX7gmCcHY2VK/h4Xu/wp/99m/mJYXow08MYotPbTcpFFYznqBm/HSjitnWGCSCcUqcTnUOTnV1NRaLpeCQy/m4KZ7ceUhZxOrr66Ozs5M9e/YgyzK7YyY2zuHjNkZiHLCa8RYIClzpNBsiMfRAcaxAC9NYBg8JngkVUWMwUlaWu16XlJQs+kBPIZ8ICIRlJRqNcuTIEfr7+6fUDUx8DuR39QkGgwwNDalpRSMjI3k7BHq9noMHD9LY2EhZWRkej2fKDbwy9Kyzs5NrrrmGlStXcuLECb70pS+xe/duYrEYW7Zs4VOf+hTXXXdd3jEpqze///3v+dnPfkZ7ezvBYJCWlhYefPDBWV0MggeePNcfn+qe9S4GAykefmWE+354XP36bauL+Ke76qdtHefYeMe8HYMgCHMzH3MKLrTagcUymxqDbFeUjM5KPB5nw4YNxGIxZFmeMuRy4qLQue5KT+w8pCgtLSUYDNLY2EggEMCbstOXDFJvCM7qPfXAlkgMn1Y7ZReg0ByDyUoIcg27ebZHrwZCizHQUzgzERAIy4Zygz82NsbIyAiBQIB0Ok11dTU2m02dMrx161bq6+vzVveVEe/JZJI33niD8fFx4vE4VqsVnU6H0+lElmV6enowGo0MDQ0Ri8XUG2Ov14vb7cbhcKDX69m5cyePPPII3/jGNzCZTFx77bXodDpeffVVrr/+er7yla/wmc98Ju/4Ozo6+PM//3OSySSbN2/G6XRy+PBhHnroIQ4cOMC3vvWtM37/mbBn3n6WkiTxJ1dXcvclxezpC5NIy2yus9JSZkIzTTBgbt4m6gcEYRFNnFPw9PGX8McCFJmd3LLyWmRZ5unjL3FouJ0+/wAyhYtBl3LtwJ5ohEd8Ho4m4mRlWGk08WFXCVst1mlfI8sy3/GOIwF/WFI27fMWQlt/lGt2e3hp69RhXLGeIMGTXipaS2hsbFRnAQwNDal1bZCfQz8frakLGR8fV+fwKLvnr1GKkd1UMPs00OJMpuAuwGxU4aFM9qiBkEgTWnpEQCAsCxPrBiRJUlf3o9Eob731FplMBpvNRp1Wh333Xnq+8S3MJS5Kr7wCU3Ou4XI8Hmf//v3EYjEMBgOOcITawWFKzBaMviDpIgdS/yAjv34MnU5HQqcjJmeRZYhLEqmKMnrsNsrLywH41re+RVVVFc8//zwrVqwAwO/3c++99/JXf/VX2DqO02g0YyktofL66/jgBz+IzWbjpZdeoq2tTT2m//N//g/f/va3uf7667n//vun/RlobfM/AbK+2Eh98ZlbtAJEHM0Yr/qzef98QRDmbkP1GjZUryn4dcWBoaP8YtdvGfGNks5k8Af8+H0+zCMzF9Muhh96x/mmx41To2Wj2YxWkng9EuahwQifLK3gvcWn0xWzsownk+ZEIsF/+b28Ho3wUVfpGd594dz9qps1vZG89KFIX4DY70exVqwm7NrBkVgdxmQaTVhi5cqVHD9+XJ13s23bNkpLS+etNXUh0Wh0Sr2d0WhkpGwL8eQwdV2/QpOY3W7BuWhmgBOJ1jkP9BTODxEQCMuCUjeQSCQYGhqivLycoaEhhoaGGBsbw24wcGckTtmEc2m6f4CR/QfBZmV8/SX0JWI4HA7sHi87RscxKc+NJcDrm/SJCSzAxNNvbSBIQqdjqHyUPSMjxONx7quuZdfffJFjdgeW0hKab7qBe21OXshm+en/PMp7K6oA+OH3vsfQ2AgPf/WrajAAuSnI3/zmN3n00Uf59re/fcaAwLHhdoJ7Hj2nn+PZGGm4HX/FdgbaT1Ja3SBWdgRhGdhQvYbWmxt5/vnncykqGjfP7HmGcGj+20ieqxfDIb7pcXOn3cn/LavAdmow5EAqyR/0dfPV8VGuttmo1ee63XxlbIRfB/2LeMT5lPShb7ytkp5HDiN7JKqu+COMJW3IgCcNpGGoG147Oc5GZ4ZLLmkik8mwc+dONmzYQCQSmZfW1IUo5+zJ9XYAMWMj1G2BzufP6r3nwkQuEBFdhZYmERAIy4KSb+h2u5FlGafTSSgUIhaLYdPr+bBGf/oGf7JwhNLXd2IyGTGmUugz2bM+DmM6TdPQCM8ODwBQOepmfNzL+KnHj/z3L5FlGbNGQ3/idCHzwKnt4dCvfwt/+qd571lUVMSqVavYt2/fGT/b3Hgp5qat81JYPBcJSyUwP63xBEE4fyZ2nikrK2P79u2MpzNwYGFmG5yteDbLdouVz1dU5aUs1uoNXGez81gwwN5olFpnLiDYbLZQo9fTZDAykEryb+Nji3Xoqrb+KNW/tRNs+BDmS5vRmYsKPi+iKWWfL0tRRwdWq1XteldZWXnG9z+XnPuZmlqU77iP8fMQEGgsxdx///1Tmn4IS4NmsQ9AEGZDWU1Q8i4BQqEQRqORd2qNmJh5ZLotnjinYCDveDS5Fay4PPX9skAym8WqPd19wnLqz8MnOvmP628mEczfng0EAnnDaqZT9Z5/wdx8fke5OycMPxOFYIKwvNTV1XH99dfT2trK1q1b1fTGpeQWu4MvTAoGFCYpd5sSyZ4+197qcPIhVynX2OwYpaVzG/Ogrxt77aXTBgOKmK6cnYcHGRkZYWhoiAMHDtDZ2Tnt8xOJBCMjI+zbt4/29vY5n4eVwHByswilfqF45eWYm7bO6T3PRvONHxLBwBK2dP4lCcIZ1NfnOt9M7CiUTqdpjcZZjNPLepsNgD2hqXmX+8MhMsAGm1392iVWG9Kp5wf7+/nR1depQcEbb7xBT08P991334yfqzXbkW/8a/pWfwR/2WbS2rMfHT9b2lRE/bPY5hWE5UfpPFNfX09117nNMVkIkiRRrtNP+bosyxyI525+V5lM5/uw5qwoEaTZ1zOr5wZ19QQCuQJvWZYZGxvLW/BSuN1uDh48SDQaZXBwkBMnTvD888/T398/p2ObGBjW1NTQ2trK9ddfr6YQLfRik7FhMw1bb1mw9xfOnUgZEpYFZYUjHo8zPDxM0O1mY2c3JfOz4D9n6yw2Lnc4+Z1nHC1wqd2BVpI4Egnz6PgYay1WLncUqc+vNZq43VXKk95xLFotl6ecfOOyq6j97Kf45Kc/zdatW/nrv/7rGT9XLTyzNxC1N6Cpu5mazv8652FlZ5LR5zp8iEIwQVi+lHNHUSq92Icya48FA3QkErQZjWwyLfzix3zYNryPruLGGZ+X1ZhIpVLq3202GyUlJXm1BCdHk7x2VEZnXk/PYQMgI0lgNcj0effzoXfMrdC4UEtShdZsp/bD3yHWs4/ggSfJhL3IchYJkLMZEiPHyYRmP+F4ImPDZmre929n9Vrh/BEBgbBsKENXdDodh7/4JZyJ5KIdiyRJvKuskgaTmd+Mj/EbT+5EqUXizpJSrilyoZ20PXuzq5RKg5Ffukd5xneqhegf/AF/9MEP8k8PP4zVOn1rPchd0F988UU6OzsnzGAw07/qw5hDPTjHD+A0Sjgr67Gtvp6hn38S0uf+MwqUbhTj5QVhmVMaM2TttsU+lDM6FIsxlk6xMxrht0E/To2Wf6ismXY2ylJjT85uArQmG0evz+2KSJLE2NgYP/3pT+no6CCVTmMpaaJ47b04a9fD1I0D9g/I7Bl8ja9+4lrslqm7K2fL3Hgp5sZLCz6mBAvJsS4yUT+SycFYwkDcUo7s7SUdGgdkOJXCa3FVUXXlu6kXOwPLgggIhGXF4/HQ+8ZOnJHFz2X3pFPsCgZIyzLrLDY0EpyIRdkVCtJqtlI3aYs7nEmzMxQglEmzymzFrNXQGYvyXz/9GSUDQ3zu0V9hdDgKfpbSn/ro0aN0d3eTSqXQ6/Vs2LCBmpoaYvZGYvZGtDU1tF2aO5k3/+WzdP9/tyInz/5nlS5bRe2lN4rx8oKwzCl556mqqkU+kjP7k6E+wqfqBfSSxMM1dTQaZm6NvFTUB/oxp2LE9Gfe0TATxOl0IkkSR44c4dFHH8XpdHLttddyuCdA95E3GD75Fo1XfISqDXcVfI/2gRif+95uvv6JyxfiW5l6zAWCBY0yO6Fihzq8M5FIsHHjRtZv2zbr68a5DmQTzp0ICIRlIxqN8uyzzxJ66WWci3wswXSarw32oUXic/VNlJxqhxdMp/nu8ADfGOrjz2oaqDpV85DMZvnGYD++dIpP1TVSY8wFC/Fshv8YGeLvn3uW7G13cN111xId92ApLWHl3XdRs3WLutXf39/PW2+9hcfjQavVYrFYePHFF7n22mupqakBclvCeSfWu7+G7on/ixyb+zAic/M2qt79/6E122d+siAIS5pyc6UfHl7kIzmzvyirICXLdCWTvBQO8YeDfXy+vIob7YUXS5aaomSIjxz8Cd/Y/NEzPi/o2MHuWIZa/04effRRbrjhBn7yk58wEtbz8X97Dce693DwV5+k940fU9y4DZOzcBeivcfHOdDpYUPL/M+pmQ1l51655qxbt27ON/MLNZBNmBsREAjLRkdHB93d3TjDi7878L++cfzpNH9YVasGAwAOnY73lVfxlf5uHvOM8YfVuZPZKwEfQ8kE95dVqMEAgEmj5b0VVXyx5yQ/3LOLstExdWv8yH//ktod22n5xJ8wMDDASy+9RDqdJhbLDRYKBoNoNBoeffRRLrnkEhoaGqivr1f7jissje+g/tgPZvyerCuvBkmD1ubCsfEOMZVYEC4gSutJTWh2KS2L5Y4JtVcPuEr52EAvfzUySJFWy5YzTCxeSlZ6T9Ls65mxliCW1vL6yTRFdRsxbv4z/uXXvepjJmclrqbLcLc/S3Do8LQBAcBTuwYWLSCAM9cmzGQhB7IJcyMCAmHZ6OrqQpZlNJrFb451NJLrvNNinnqiqjQYsGq0tEcjZGQ5V2wcnf75dq2OKoORvkQcfzpNsf50PujAzjfpPjHMkZaVBAIBDNli6qyXQ1pLOB6ga2QvI+SGpIXDYU6ePMmGDRsoKytT3yNqbyDiaDpj4bG5eRvV7//qWf88BEFY2pTGDD1LvIZgIqdWy0ddpXxmZJBvedz8YJkEBDD74uLS1qtxVK/DF87y2uHRvMe0+twOc2aGtM+hMX/e35dT+o1S21KImH1zfomAQFh2Mk4HulOr5IslkslgkCQMBQrdJEnCptUSyWaIn5pHEMlkANQJnJMpXw9nMnkBAYDe04fLehlG891odKderweXGeqLNxKIjSDrYyQHTcSlBIdjoxSZIRZOIekyuOolUi33ss79v0ijR6Z89iMnTIwOp5HefPCM3/MHP/hBLrvsshl/NoIgLE11dXWYP/ZRenfuWuxDmbUtp25kD8VjJLNZDEtgQWg2ZltcLEkSRtvU1X1ZlgkNHwPAWnbm2RHpeEC9+V9u6TczzVQQs2/OHxEQCMtGc3MzBw4cQBOPz/zkBVZtNNIdj01Z0QdIyzLjqSROrU4dTlZtMDKcTDCWTGI35/+zk2WZkWQSDVBhMFCII3CUmKWm4GNOc/5WcnIYxsiQGzOiITgEA4d9PGk28cMf7Qfg5A//GKurHMfGO3j5g3/OSy/9cMbv+bLLLhMBgSAsc6VXXsFgcRFpn3+xD2VWdKc61mSBhCxT+Ay59IQM57YT425/jsh4F5bSJuxVa8743DIb/N2Pd5OS9cRC46yrgjrX6cWqpZx+M9PxLLXjvZAtj1BbEICVK1dSr9Wh98+9QHa+XWLNnexf8HunPPZKwEeG08PLZnr+wUgYbzrFaot12tUvbebcVknC3jQ/++nPaWhoAKDo7r/Ft/J+jnlkvv3tb6u9rwv97yMf+QhVVVXcdVfhTheCICwvjmuvWexDyPO/wenP6SeTuZ6b1To99ml2WJeiXVWFW3eeSWikA8/J1zn54jc5+eLD6Ix22m76izO2XDXp4Jlj8PKRAG8cHWd/P/xkF/xsl0w8dXqXQEm/WWqUoaOFiNk355fYIRCWDYvFQrnPT+/MT11w1xW52BsK8mLARxbYZneik3JTip/xeXBoddzuOp3Hv8lmZ1fIysFImB+PDHKN04VZq+FYNMKTHjcGSeIdZRXTfl5Ge26rJLuOP06RtRKHzQn08q+ffZR4MHcStrt0NG08ynW3bp2ypfyzn/2MH/zgBzz22GMUFxef0zEIgrA0lL7jPry//u1iH4bq38ZHGUyn+HBxCRopf2X7J77cIsoN9uXT7azDtWJW9QOTHXvib8kkc/VmkkbH6rv+FnNx7bTP10oQn2bOXK8XHn0L3jth+PBSTL9RalsmpzmJ2TfnnwgIhGVFEy8woWURaCWJP6qp4+djI7wc8PFywKc+1mwy84GKaiwTVrMkSeLDlTX8enyM14N+9oVD6mNVBgMfqKjO61Y0WdB55i3jM/GFhznc+xJXrnknJ0f2ATDen0SnzaU6xcNJ3H0eju96jj//h7dTUlYEgNvt5uMf/zjvf//7ufPOO8/68wVBWFq0a9eQaFmBsfPkYh8KAJ8rr+JTwwO8Gglzv7OYNSYT4WyWX/p9vBAJUa3T87EJCyyvhEO8Esnl6Hed2kF4NRLGk87dHV9ltXGVbXECCL/RwQ/Wv/+sXtt05QNks2li3j683W9y9Ld/zYpr/5iSlisKPj9TuBZX1euFfp9MXfGpQWFL9OZ6cuvSpV4IfaESAYGwrFhKF6+12mQ2rY4HKmsYTiboTcTJyDL1RjO1RmPeKpfCqNHw7vJKri9y0ZuIEc1kqDeaqTOZ0J1hSzhiqZu2fmA2Xjv6Kww6E6vqLufk8L5pn+cfSfG9f3iaz/zbOwH4m7/5G8LhMF/+8pfP+rMFQVh6+vr68H7oD6j8m79DOjUEbDFdY7Pzteo6vuIe4W9Gh/Ie22a28LeV1ZgnpFMeTcR5NOjPe96xRJxjiVx9WYlOt2gBQZ+jdsahZNMpW3W9+ueaLe/iyG/+iuPP/H+sMTtw1lxyVu95eBDqipd++s25tC4V5ocICIRlZeXdd3Hkv3+52IehkiSJaqOJaqNp5iefUm4wUD5N8fBkEUsdQzVnvzrf7z5K79ghtrbegUE38zEOdAY4eWSEaNbNd7/7Xd7znveodQeCIFwYotEo+uGRJREMKHZYbfyPZQX7YlE6EnEsGg3rTGZaDVMXWP6wpIw/LCmb5p0W17kWEyv0Jjt1W9/F8d//P/rf/CnOe//xrN4nkhTpN8LsiIBAWFZqtm6hdsd2Bna+udiHsuBC1maG6t5+1q/PZjO8evQXGPVWNjTfOOvXvfnCCX72v/9ENpvlU5/61Fl/viAIS5PFYsG8d/rdwsWikyS2WaxsW0bzBiY7m2Li6Tiqc7sCodEOspkUGq1+hldMVVXm5Prrt4pgQJiR6DIkLDtve/hr1F62Y7EPY+GdIY1oNo71v4Y3NMSW1rdh1M/+YvD8U2/w5JNPsrJ5I0deCdJ5ZPicjkMQhKWlvr4e3ejYYh/GBedsi4mnI2lO1aHJWbLps6ufe8/N60QwIMyKCAiEZcfocHDPf/6I23/0fXTFRYt9OAvmXDoLJVMx3uz4LTazi3UN187ptfs6ngeg3LyK13/fzr9/5gm+9ldPEA0vjYJuQRDOjcViwZLOLPZhXFCiOtNZFRO7j7807WMxb65NqNFejs4491SkzW2lbGhZOnV3wtImAgJh2Wq+8gpqLr9wB2WdS2ehvZ1PEUuG2L7ybrWb0Gx1jbwFQH3ZWvVrxw8O8/d/9Cu+8+Wn+dk3XhG7BoKwzJnKShf7EC4ob1WsP6ti4t7XfsjAnl8gy/n1HLIsM3Qg1xq2ZEXhLkNnsqLazj98dOucXydcvERAICxrm9/33sU+hAVxLp2FgtFxDnQ/i8teTVvN9jm91h8eJRAZw24uwWktz3ss4I1y6M1esWsgCBcAc0vLYh/CBeVsawear/04/bt/zuFHP4O740VivgFCo8c5+fxX8Xa9gdFeTu3Wd8/5fU8Ohfjs93YTiqbO6riEi48oKhaWtQuxyPhcOwsNeo6Tyabxhob41pMPFnzOd576IwC2tt7BtpV35b0WoK5szRmnY0Ju1+D7X3mWP/3728/6WAVBWByuu+9k/BdLp2PbcnYutQOupu2svuMLdL30LTqf+7e8x5y162m54c/Q6mffxW6ifcfH+dz3dvP1T1x+Vq8XLi4iIBCWvbc9/DV+98efYOCNnVMe0+h0ZNPTjHJcYrKSjsGaO4nams7pfVy2KtY33VDwsWP9r5FKx7mk4VokjZaK4ua8xz2hAQDKHHWFXj7F8YNDnDwywoq1led0zIIgnF/2rVuQDAbkZHKxD2VZ67bXnPUgMkVR3UY2vudhQsNHiLi70BrM2CrasJQ0Iknnlsix9/g4Bzo9opZAmJEICIRlTykyHty9h47fPkbU48VS4mLV2+/GXFvLr/7PA8RPdC72Yc4oYm0452AAoKK4iYriwu/TPbKfVDrO5WvuL1hb4AkOAmA2Omb9eW++cEIEBIKwDNm2byP0yquLfRjLUlhr5nubPjhvXYU0Wh3O2g04azfMy/tN9NSuAREQCDMSAYFwwajZuoWarVvyvtbe3k7lQx8j3tVNeM9ekqNjZCMRNGYzaa+PbCi0SEc71bl0FZovkbgfAIvROevXhP2xBToaQRAWUtWDHxMBwVmaz2BgoflCotZLmJkICIQLWjQaBcDU3ISpeeqquS0YIvzyK/Q8/+J5PrKpzqWr0HxJpnM39xajfdavsRXNvbOGIAiLz751C7Ytmwnv2bvYh7KsDDvLl00wAFBsNy72IQjLgOgyJFzQZhrIUrX5Uu78zreo3TG3bjzz7Vy6Cs2nxKmAYC4pQ9uva12owxEEYYGt+PbDaC/geS7zLanXs//t9y/2YczJbdtqF/sQhGVA7BAIF7T6+no6OzuRZXnKY5IkUV9fD5y5MHmhnWtXobn4wA1fOePjD73tm3N6v7oVpaJ+QBCWMZ3Dge3STQSee2GxD2XJ8xUVEfyTh9hQVMSRuEyvd7GPaGZiOJkwWyIgEC5oFouFDRs2cODAgbygQJIkNm7cqO4gFCpMHt1/gOj4+Kw/S+twoNmwjsz+QwVrE7QGAxlHFaGYFiSJjNZC0LlmSewMnK2qhuLFPgRBEM6RvkQMKZtJtLUF3ac+SaPDgcVi4auXV/HBf3qDQGTpdmna3FYqhpMJsyYCAuGCV1dXR0lJCX19fUSjUSwWC/X19QXTiSYWJieCwWl3DQy1NegrK8nG42htVmxbNqs1CrV/8sfEu7rpf+ZZsuEIrtoa1r3jPqq3bOZn33iFjt+3L+w3fB7Fl/DFUBCE2REzCWa2+nOfofSK/H7+lzS7ePXQyCId0VSlThOrG4oothu5bVut2BkQ5kQEBMJFwWKxsGrVqjm9Zrp2ppo1qwnZbdO+TpZlLrvvXi67794pj227roXXL6CAQBQUC8LyZ9+6BfOa1cSOHlvsQ1mS7Du2TwkGgIKpqItF2Q2wW6a2kxaE2RABgSDMYHI70/b2dkInTkz7/DMVMresraJtfRXHDw7P6zEuFlFQLAgXhrb//BGHrr6e7KnObEKOfcd2mr/x1cU+jIJWVDtY21QsdgOEeSG6DAnCHNXX1yNJUsHHJhYqT+eBz95E2/rqhTi086ptfbUoKBaEC4TO4eCSl58HrXaxD2VJ0JWV0fK9b9P2nz9C5yjcdW2668D5sLmtlEf+6lo+894NIhgQ5oXYIRCEOZptofK0r7cZ+dO/v53OI8PseqGTsD+GrcjM9utaqWoo5mt//SQDJz0L/W2csxvuuWSxD0EQhHmkczhY8e2HOfnRBxf7UBZNfM1qqv7wozTfduuMz3U5Fqe/vygWFhaCCAgE4SzMpVB5Oi1rq2hZWzXl65/593t545l2fvr1V2DppKhO8cpTx1i75cy7IYIgLC9F11yNfcd2QjvfXOxDOe806y9h03/+aNbn8Vu31fLYa70LekxXrKugxGnCF0qIYmFhQYmAQBDO0tkUKs/WZTet4rKbVvFf33yV135/DDm7IB9zToZ6lkETbkEQ5qz5G1+l648/ccEEBXFkEkDaYKCkpASGp3YGUmoFdHNY1NnYUsKlbaXsOz779tRzFY6l+OeHFndwpnBxEAGBICxh7/74lbz741fSeWSYZx89yMkjI8SWSqvPJbx7IQjC2dM5HLT9548I7d7D+K/+h+CLL5P2+Rb7sGYUlWX+ORHlCqOJIklDSJJ406inU6tBo9GwZcsW7rzzTlZLGnRvvEnK40FfUkLJ2+/CtmXzWX3mVz66lU9/Zxf7O2ef5llRbGbUF5vVc/3hJXK+Fy54IiAQhGVgYnrRv336cU4eXfze19VNrsU+BEEQFpB96xbspzqsjf7+GXr/6vNog8E5vYe+vBzLJevQ2u3ET5wgeuToQhwqMTnL+3zjJLRa+lzFmEwm0uk0LpeLSq0Wi8WCy+VClmWOkeX6z316Time07Fb9Hzzz69gf6eHb/3mKIe6Zw6cvvihS/mLb71JJJ6e8blOm+Gcj1EQZkMEBIKwzPzh52/m+195luMHhxb1OG66d8Oifr4gCOdPxS03kVyziqO//g3mPXvRhMKkLGYOm01c0tuPvbdvymss27bS+s2v53Xp8b/0Mn1/9XlSY+45fb6hro5sPEbaPTU9p0+r5Wt2O8UWI4FAAEmSsFqtGAwGHKc+W5IkKitzXdFkWaavr29eUz43tpTwnb+4ij/+6utnTCHa3FbKhpYSrt5QxVNv9s/4vo2V9nk7RkE4ExEQCMIyM7FL0etP6qoD9AAABWZJREFUd7D/tS6Sicx5PYYVaytFy1FBuMjU1dVR8sBH6Lv5JrWZQo1Gw/Hjx0mc7MK8dx+aUBjZbqPmPe8u2Kmn6JqrKXr1JUK79+D97eOkPB7IZslks8TicTJWK4bWFizuceRAYEpKT2j3Hrr+4xHcJzvxZbLsNOgYsFooB0oyGfr6+shkMsTjcYqLi4HTwUBNTY16HNEFmrfwlY9u5XPf283eAkHBxO5Ad15eP6uA4LZttfN+jIJQiAgIBGGZUtKIPvDn16otTAPjEQa6PQS8CzdcyOYw8Yd/ffOCvb8gCEtXoWYKtbW19LW0EL3qyll3XJuYjjQX9q1byGg1HH75ZTweD6lAAGlsDFmW0Wq1VFRUEIvFKC8vx2KxoNfrKSoqoq2tDaPxdJvQ+UgXKnh8Fj1f/8Tl7O/08L+7BqbtDjSbgmRlN0EQzgcREAjCBWByC1M1QPBEGOia3wBh/WWNWGyL039bEISlZyE7rk33ecrNvdPpxGKxEAgESKVSuFwumpubWbFiBX19fRiNRsrKyvKCgdkMkDxXG1tK2DjDzfxsdxME4XwQAYEgXIAKBQg//MdnCfrj5/ze269rPef3EARBOFv19fWUl5czPDyMLMvo9XpKS0uB3M1+U1MTt956Kx6P56wHSJ4Ps91NEITzQQQEgnARaFlbxV9/653TFiObbQZis2hv17a+WtQOCIKwqCwWC9u2bSMYDNLd3a3e8EuSRHNzMzt27MBisWCxWM55gOT5MJvdBEFYaCIgEISLxMRi5F0vdBL2x7AVmdl+XSsr1laqRcpH9/QTDk7dSWhbX80Dn71xEY5cEAQhX11dHe9617vo6Oigq6sLgObmZlauXJl3w3++05kEYbkSAYEgXGQmpxMV+vp0QYMgCMJSYbFY2LRpE5s2bVrsQxGEZU8EBIIgTDFd0CAIgiAIwoVHs9gHIAiCIAiCIAjC4hEBgSAIgiAIgiBcxERAIAiCIAiCIAgXseVWQ2CY+JfOzs7FOg5BEIQFV+AcZyj0vAuUON8LgnDRWOzzvTRxYMdSJ0nSXcBvF/s4BEEQFsndsiw/ttgHcT6I870gCBe583q+FylDgiAIgiAIgnAREwGBIAiCIAiCIFzEllvKkBO4ZsKX+oHkIh2OIAjCQjMAdRP+/pIsy4HFOpjzSZzvBUG4yCzq+X5ZBQSCIAiCIAiCIMwvkTIkCIIgCIIgCBcxERAIgiAIgiAIwkVMBASCIAiCIAiCcBETAYEgCIIgCIIgXMREQCAIgiAIgiAIFzEREAiCIAiCIAjCRUwEBIIgCIIgCIJwERMBgSAIgiAIgiBcxERAIAiCIAiCIAgXMREQCIIgCIIgCMJFTAQEgiAIgiAIgnAREwGBIAiCIAiCIFzEREAgCIIgCIIgCBcxERAIgiAIgiAIwkVMBASCIAiCIAiCcBETAYEgCIIgCIIgXMREQCAIgiAIgiAIFzEREAiCIAiCIAjCRUwEBIIgCIIgCIJwERMBgSAIgiAIgiBcxERAIAiCIAiCIAgXMREQCIIgCIIgCMJFTAQEgiAIgiAIgnAREwGBIAiCIAiCIFzEREAgCIIgCIIgCBcxERAIgiAIgiAIwkVMBASCIAiCIAiCcBETAYEgCIIgCIIgXMREQCAIgiAIgiAIFzEREAiCIAiCIAjCRUwEBIIgCIIgCIJwERMBgSAIgiAIgiBcxERAIAiCIAiCIAgXMREQCIIgCIIgCMJFTAQEgiAIgiAIgnAREwGBIAiCIAiCIFzEREAgCIIgCIIgCBcxERAIgiAIgiAIwkVMBASCIAiCIAiCcBETAYEgCIIgCIIgXMREQCAIgiAIgiAIF7H/HzLcysmNxXYzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 900x370.828 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, Ax = plt.subplots(\n",
    "    1, 2,\n",
    "    figsize=(\n",
    "        mpl.rcParams[\"figure.figsize\"][0] * 1.5,\n",
    "        mpl.rcParams[\"figure.figsize\"][1],\n",
    "    )\n",
    ")\n",
    "for axi, dim in enumerate(range(0, 4, 2)):\n",
    "    h_clustering.evaluate(\n",
    "        ax=Ax[axi],\n",
    "        dim=(dim, dim + 1),\n",
    "        ax_props={\"xlabel\": None, \"ylabel\": None, \"xticks\": (), \"yticks\": ()}\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "guilty-surgeon",
   "metadata": {},
   "source": [
    "## Langerin (PCA)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "id": "million-caribbean",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-11T11:38:01.224864Z",
     "start_time": "2021-06-11T11:38:01.221805Z"
    }
   },
   "outputs": [],
   "source": [
    "scan_name = \"pca\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "id": "dangerous-livestock",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-11T11:38:01.754251Z",
     "start_time": "2021-06-11T11:38:01.743540Z"
    }
   },
   "outputs": [],
   "source": [
    "# The test data\n",
    "data_path = data_dir / \"6a5j/projections/tica_500_4.npy\"\n",
    "data = [p[::10, :] for p in np.load(data_path)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "id": "forward-kennedy",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-11T11:38:05.196495Z",
     "start_time": "2021-06-11T11:38:02.230031Z"
    }
   },
   "outputs": [],
   "source": [
    "data_concatened = np.concatenate(data)\n",
    "n_points = data_concatened.shape[0] \n",
    "\n",
    "distances = pairwise_distances(data_concatened[::2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 293,
   "id": "happy-diameter",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-11T11:38:05.500314Z",
     "start_time": "2021-06-11T11:38:05.198158Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x300 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(2, 1))\n",
    "ax1.scatter(\n",
    "    *data_concatened[:, :2].T,\n",
    "    s=0.5,\n",
    ")\n",
    "ax2.scatter(\n",
    "    *data_concatened[:, 2:].T,\n",
    "    s=0.5,\n",
    ")\n",
    "plt.tight_layout(w_pad=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "olive-brief",
   "metadata": {},
   "source": [
    "### Checks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "id": "hungry-share",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-11T11:38:09.788030Z",
     "start_time": "2021-06-11T11:38:05.501922Z"
    },
    "run_control": {
     "marked": true
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x370.828 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "_ = plot.plot_histogram(ax, distances.flatten(), maxima=True, maxima_props={\"order\": 5})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 295,
   "id": "mounted-jones",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-11T11:39:26.909458Z",
     "start_time": "2021-06-11T11:39:22.600662Z"
    }
   },
   "outputs": [],
   "source": [
    "h, binmids = calc_histogram(\n",
    "    distances.flatten(),\n",
    "    save=True,\n",
    "    base_name=figsrc_dir / f\"{scan_name}/{scan_name}_dist\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "id": "marine-floating",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T16:56:38.618112Z",
     "start_time": "2021-06-04T16:56:37.311551Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Min:  0.005043478\n",
      "Max:  6.638115\n"
     ]
    }
   ],
   "source": [
    "print(\"Min: \", distances[distances > 0].min())\n",
    "print(\"Max: \", distances.max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 296,
   "id": "professional-retail",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-11T11:41:35.104409Z",
     "start_time": "2021-06-11T11:39:40.361596Z"
    },
    "run_control": {
     "marked": true
    }
   },
   "outputs": [],
   "source": [
    "r_array, min_n, max_n, mean_n, highlights_distributions = calc_n_neighbours_per_radius(\n",
    "    distances,\n",
    "    highlights=np.array([0.33, 1.83, 2.62, 3.95]),\n",
    "    hist_props={\"bins\": 20},\n",
    "    save=True,\n",
    "    base_name=figsrc_dir / f\"{scan_name}/{scan_name}\"\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "id": "center-policy",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-04T16:59:44.663426Z",
     "start_time": "2021-06-04T16:59:44.318495Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x370.828 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_n_neighbours_per_radius(\n",
    "    r_array, min_n * 2, max_n * 2, mean_n * 2,\n",
    "    0.3, n_points\n",
    ")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "cnnclustering38",
   "language": "python",
   "name": "cnnclustering38"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": true,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "227.281px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
