{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Leren a.d.h.v. een simpel leermodel : K-NN \n",
    "### K. Verbeeck\n",
    "Data Science (Theory) -- OGI02i"
   ]
  },
  {
   "attachments": {
    "neighbors.jpg": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "![neighbors.jpg](attachment:neighbors.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Supervised Machine Learning"
   ]
  },
  {
   "attachments": {
    "TypeML.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "![TypeML.png](attachment:TypeML.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Classification & Regression\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "> __Classificatie__ is een ML taak waarbij een label voorspeld moet worden uit een mogelijke lijst van antwoorden.\n",
    "\n",
    "> Wanneer er slechts 2 mogelijke labels zijn dan noemt men dit __binaire classificatie__\n",
    "\n",
    "Voorbeeld : je spam filter : een mail is spam of ham - je lost in dit geval een ja/nee vraag op\n",
    "\n",
    "> Wanneer er meerdere labels mogelijk zijn dan noemt men dit __multiclass classificatie__\n",
    "\n",
    "Voorbeeld : herkennen van handgeschreven cijfers - het antwoord kan zijn : 0,1,...,9\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "> __Regressie__ is een ML taak waarbij een cijfer (continue waarde) voorspeld moet worden \n",
    "\n",
    "Voorbeeld : iemand zijn leeftijd voorspellen, iemand zijn jaarlijks inkomen voorspellen, ...\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Generalizatie, Overfitting, en Underfitting"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "Wanneer je leert aan de hand van een supervisor dan heb je __gelabelde trainingsdata__ ter beschikking en leer je __een model__ op basis van deze data. \n",
    "\n",
    "Een model zal je instaat stellen om een beslissing te nemen voor elk geval (instantie) waarvan je een voorspelling wil doen. Een model mag echter niet alleen goed presteren op de trainingsdata, het model moet algemeen genoeg zijn om ook ongeziene instanties correct te gaan voorspellen. \n",
    "\n",
    "Men zegt dat het model moet kunnen __generalizeren / veralgemenen__  van de trainingsdata naar de __test data__. De test data is een deel van de data die je ter beschikking hebt, maar niet meeneemt tijdens het trainen van je model.\n",
    "\n",
    "Wanneer je model extreem goed presteert op je trainingsdata, maar niet zo goed presteert op je test data spreekt men van __overfitting__.\n",
    "\n",
    "Wanneer je model zelfs niet goed presteert op je trainingsdata dan spreek je van __underfitting__.\n",
    "\n",
    "Zoek een punt waarbij je data goed presteert op zowel trainings- als test-data.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Overfitting :  een voorbeeld "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "Voorspel wanneer iemand een boot koopt aan de hand van onderstaande gegevens.  \n",
    "\n",
    "|Age |Nr cars|owns house|nr children|  status  |owns dog|bought a boat|\n",
    "|----|:-----:|:--------:|:---------:|:--------:|:------:|------------:|\n",
    "| 66 |   1   |   yes    |     2     | widowed  |   no   |    yes      |\n",
    "| 52 |   2   |   yes    |     3     | married  |   no   |    yes      |\n",
    "| 22 |   0   |   no     |     0     | married  |  yes   |     no      |\n",
    "| 25 |   1   |   no     |     1     | single   |   no   |     no      |\n",
    "| 44 |   0   |   no     |     2     | divorced |  yes   |     no      |\n",
    "| 39 |   1   |   yes    |     2     | married  |  yes   |     no      |\n",
    "| 26 |   1   |   no     |     2     | single   |   no   |     no      |\n",
    "| 40 |   3   |   yes    |     1     | married  |  yes   |     no      |\n",
    "| 53 |   2   |   yes    |     2     | divorced |   no   |    yes      |\n",
    "| 64 |   2   |   yes    |     3     | divorced |   no   |     no      |\n",
    "| 58 |   2   |   yes    |     2     | married  |  yes   |    yes      |\n",
    "| 33 |   1   |   no     |     1     | single   |   no   |     no      |\n",
    "\n",
    " \n",
    "      \n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "mogelijke hypothesen : \n",
    " \n",
    "   * _ouder dan 45, en minder dan 3 kinderen of niet gescheiden -> dan zal je een boot kopen_  (100% accuracy -> **overfitting**)\n",
    "    \n",
    "   *  _exact  66, 52, 53 of 58 jaar oud zijn -> dan zal je een boot kopen_ (100% accuracy -> **overfitting**)\n",
    "   \n",
    "   * _ouder dan 50 -> dan zal je een boot kopen_ (simpelere regel die min of meer ok presteert)\n",
    "   \n",
    "   * _bezitter van een huis dan -> zal je een boot kopen_ (**underfitting !**)\n",
    "  "
   ]
  },
  {
   "attachments": {
    "overfitting_underfitting_cartoon.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "![overfitting_underfitting_cartoon.png](attachment:overfitting_underfitting_cartoon.png)\n",
    "\n",
    "*  <font size=\"2\"> Hoe complexer het model wordt, hoe beter de trainingsdata voorspeld zal worden maar voorbij een zeker punt zal de accuracy op de testdata afnemen.  (er wordt teveel gefocust op elk individueel trainingspunt) </font>\n",
    "\n",
    "* <font size=\"2\"> Hoe simpeler het model wordt, hoe slechter trainingsdata én testdata voorspeld zal worden.</font>\n",
    "\n",
    "* <font size=\"2\"> Er is een sweet spot in het midden vlak voor de accuracy op de testdata begint af te nemen. Op dit punt zal je hypothese het best veralgemenen.</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### k-NN : k-Nearest Neighbors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "Waarschijnlijk het simpelste leermodel : er wordt niet echt een model opgebouwd, het enige wat er gedaan wordt is de dataset van trainingspunten bijhouden. Wanneer een voorspelling moet gebeuren voor een nieuw datapunt wordt in de dataset de **dichtste buur** gezocht (wanneer $N=1$), of de **k-dichtste buren** (waneer $N=k$).\n",
    "\n",
    "De voorspelling van het nieuwe datapunt zal afhangen van de waarden van zijn buren."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hide_input": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "#### Visualisatie van k-nn (classificatie) : "
   ]
  },
  {
   "attachments": {
    "KNNClassificatie.PNG": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "$k=1$\n",
    "\n",
    "![KNNClassificatie.PNG](attachment:KNNClassificatie.PNG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "Datapunten worden hier beschreven door 2 features (x en y - as). Het label (rode driehoek / blauw bolletje) geeft de classificatie aan.\n",
    "\n",
    "De nieuwe testpunten krijgen het label van hun dichtste buur."
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "$k = 3$\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "Wanneer het aantal buren $k > 1$ dan wordt het label hier bepaald door voting. Welke label is meest voorkomend onder de k-dichtste buren?"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "Beslissingsgrenzen bepaald door het aantal buren :\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "Wanneer het aantal buren $k$ toeneemt wordt de beslissingsgrens smoother en dus eenvoudiger."
   ]
  },
  {
   "attachments": {
    "testtrainingaccuracy.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "hide_input": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "Hoe het aantal buren kiezen? Hoe meer buren, hoe simpeler het model. \n",
    "\n",
    "![testtrainingaccuracy.png](attachment:testtrainingaccuracy.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "* <font size=\"3\">Wanneer het model gebaseerd is op weinig buren is de beslissingsgrens of het model complexer en zal dit model overfitten.</font>\n",
    "\n",
    "* <font size=\"3\"> Wanneer het model gebaseerd is op veel buren, dan wordt de beslissingsgrens en het model eenvoudiger en zal dit model waarschijnlijk underfitten.</font>\n",
    "\n",
    "* <font size=\"3\">Het optimaal aantal buren kan ook hier bepaald worden door te __sweet spot__ te bepalen, vanaf welk punt daalt de test accuracy. Dit is in dit geval wanneer $k = 6$.</font>\n",
    "\n",
    "* <font size=\"3\">Bij k-NN kan je dus zeggen dat de complexiteit van het model afhangt van het aantal buren $k$</font>\n",
    "\n",
    "* <font size=\"3\">Wat gebeurt er wanneer $k =$ alle punten in de volledige dataset? </font>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "#### Visualisatie van k-NN (regressie) $k=1$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    " In deze figuur wordt de data beschreven aan de hand van 1 feature (de x-as). De waarde van de target lees je af van de y-as. Voor een testpunt wordt de buur die zich het dichtsbij op de x-as gezocht. Het testpunt krijgt dezelfde targetwaarde als deze buur."
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "$k=3$ Voor deze testpunten worden 3 punten dichtsbij op de x-as gezocht. De targetwaarde van het testpunt wordt nu bekomen door het gemiddelde te nemen van de targetwaarden van deze 3 buren.\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Uitgewerkt Voorbeeld k-NN classificatie"
   ]
  },
  {
   "attachments": {
    "iris_petal_sepal.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "De classificatie van Iris species : voorbeeld uit :\n",
    "\n",
    "_An Introduction to Machine Learning with Python, Müller & Guido_\n",
    "\n",
    " ![iris_petal_sepal.png](attachment:iris_petal_sepal.png)\n",
    " \n",
    " petal = bloemblad, sepal = kelkblad\n",
    " "
   ]
  },
  {
   "attachments": {
    "sklearn.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### ML learning module in Python :\n",
    "\n",
    "![sklearn.png](attachment:sklearn.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "jupyter": {
     "outputs_hidden": true
    },
    "scrolled": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.datasets import load_iris\n",
    "iris_dataset = load_iris()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Keys of iris_dataset:\n",
      " dict_keys(['data', 'target', 'frame', 'target_names', 'DESCR', 'feature_names', 'filename', 'data_module'])\n"
     ]
    }
   ],
   "source": [
    "print(\"Keys of iris_dataset:\\n\", iris_dataset.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ".. _iris_dataset:\n",
      "\n",
      "Iris plants dataset\n",
      "--------------------\n",
      "\n",
      "**Data Set Characteristics:**\n",
      "\n",
      "    :Number of Instances: 150 (50 in each of three classes)\n",
      "    :Number of Attributes: 4 numeric, pre\n",
      "...\n"
     ]
    }
   ],
   "source": [
    "print(iris_dataset['DESCR'][:193] + \"\\n...\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Feature names:\n",
      " ['sepal length (cm)', 'sepal width (cm)', 'petal length (cm)', 'petal width (cm)']\n"
     ]
    }
   ],
   "source": [
    "print(\"Feature names:\\n\", iris_dataset['feature_names'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Type of data: <class 'numpy.ndarray'>\n"
     ]
    }
   ],
   "source": [
    "print(\"Type of data:\", type(iris_dataset['data']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of data: (150, 4)\n"
     ]
    }
   ],
   "source": [
    "print(\"Shape of data:\", iris_dataset['data'].shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "First five rows of data:\n",
      " [[5.1 3.5 1.4 0.2]\n",
      " [4.9 3.  1.4 0.2]\n",
      " [4.7 3.2 1.3 0.2]\n",
      " [4.6 3.1 1.5 0.2]\n",
      " [5.  3.6 1.4 0.2]]\n"
     ]
    }
   ],
   "source": [
    "print(\"First five rows of data:\\n\", iris_dataset['data'][:5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Type of target: <class 'numpy.ndarray'>\n"
     ]
    }
   ],
   "source": [
    "print(\"Type of target:\", type(iris_dataset['target']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of target: (150,)\n"
     ]
    }
   ],
   "source": [
    "print(\"Shape of target:\", iris_dataset['target'].shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Target:\n",
      " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
      " 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
      " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 2 2 2 2\n",
      " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n",
      " 2 2]\n"
     ]
    }
   ],
   "source": [
    "print(\"Target:\\n\", iris_dataset['target'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "#### Training versus Testing "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    iris_dataset['data'], iris_dataset['target'], random_state=0)\n",
    "#door een randomstate in te stellen wordt de split telkens op dezelfde manier genomen\n",
    "#wanneer niet ingesteld, zal 25% van de data als testdata genomen worden"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train shape: (112, 4)\n",
      "y_train shape: (112,)\n"
     ]
    }
   ],
   "source": [
    "print(\"X_train shape:\", X_train.shape)\n",
    "print(\"y_train shape:\", y_train.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_test shape: (38, 4)\n",
      "y_test shape: (38,)\n"
     ]
    }
   ],
   "source": [
    "print(\"X_test shape:\", X_test.shape)\n",
    "print(\"y_test shape:\", y_test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "#### Wat zegt de data ?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "Het is steeds een goed idee om je data te visualiseren, bvb. via een scatterplot, om eventuele trends in de data te visualiseren. Het geeft je ook een idee van welk leermodel je zou kunnen gebruiken."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from sklearn import datasets\n",
    "%matplotlib inline\n",
    "\n",
    "iris_dataframe = pd.DataFrame(X_train, columns=iris_dataset.feature_names)\n",
    "# create a scatter matrix from the dataframe, color by y_train\n",
    "pd.plotting.scatter_matrix(iris_dataframe, c=y_train, figsize=(4, 4), \n",
    "                           marker='o', hist_kwds={'bins': 20})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "#### Een model bouwen a.d.h.v. k-Nearest Neighbors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "jupyter": {
     "outputs_hidden": true
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "\n",
    "knn = KNeighborsClassifier(n_neighbors=1)\n",
    "#knn is een object waarop de verdere fit/predict/score operaties zullen gebeuren"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KNeighborsClassifier(n_neighbors=1)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">KNeighborsClassifier</label><div class=\"sk-toggleable__content\"><pre>KNeighborsClassifier(n_neighbors=1)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "KNeighborsClassifier(n_neighbors=1)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "knn.fit(X_train, y_train)\n",
    "#het model wordt gebouwd "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "minkowski afstandsmaat = $L^p$ = veralgemening van de Manhattan (p = 1) en Euclidische afstand (p = 2)\n",
    "\\begin{equation}\n",
    "d(\\bf{x_1},\\bf{x_2}) = (\\sum_{i=1}^{d} |x_{1i} - x_{2i}|^{1/p})^{p}\n",
    "\\end{equation}"
   ]
  },
  {
   "attachments": {
    "maten.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Populaire afstandsmaten in python :\n",
    "\n",
    "<http://dataaspirant.com/2015/04/11/five-most-popular-similarity-measures-implementation-in-python/>\n",
    "\n",
    "![maten.png](attachment:maten.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "#### Voorspellingen maken"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_new.shape: (1, 4)\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "X_new = np.array([[5, 2.9, 1, 0.2]])\n",
    "print(\"X_new.shape:\", X_new.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Prediction: [0]\n",
      "Predicted target name: ['setosa']\n"
     ]
    }
   ],
   "source": [
    "#nieuwe voorspellingen worden gemaakt a.d.h.v. het model\n",
    "prediction = knn.predict(X_new)\n",
    "print(\"Prediction:\", prediction)\n",
    "print(\"Predicted target name:\",\n",
    "       iris_dataset['target_names'][prediction])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "#### Hoe goed is het model?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test set predictions:\n",
      " [2 1 0 2 0 2 0 1 1 1 2 1 1 1 1 0 1 1 0 0 2 1 0 0 2 0 0 1 1 0 2 1 0 2 2 1 0\n",
      " 2]\n"
     ]
    }
   ],
   "source": [
    "y_pred = knn.predict(X_test)\n",
    "print(\"Test set predictions:\\n\", y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test set score: 0.97\n"
     ]
    }
   ],
   "source": [
    "print(\"Test set score: {:.2f}\".format(np.mean(y_pred == y_test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test set score: 0.97\n"
     ]
    }
   ],
   "source": [
    "print(\"Test set score: {:.2f}\".format(knn.score(X_test, y_test)))"
   ]
  },
  {
   "attachments": {
    "AccuracyOverfittingSmall.jpg": {
     "image/jpeg": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "![AccuracyOverfittingSmall.jpg](attachment:AccuracyOverfittingSmall.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Parameters van k-NN"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "2 belangrijke **parameters** :\n",
    " * het aantal buren k\n",
    " * hoe afstanden meten tussen 2 elementen uit de data set (Euclidische afstand (zie ook $L^2$ norm)\n",
    " Minkowski afstand (zie $L^p$ norm)\n",
    " \n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Pro's and Cons van k-NN\n",
    "\n",
    "**Sterktes**:\n",
    " * eenvoudig te begrijpen leermodel\n",
    " * snelle trainingsfase want **LAZY LEARNING** (verschil t.o.v. **EAGER LEARNING**)\n",
    " * voor kleinere datasets : snel en goede performantie met weinig parameter tuning\n",
    " * kan zowel voor classificatie als regressieproblemen gebruikt worden\n",
    " \n",
    "**Zwaktes**:\n",
    "* bij grote datasets (d.i. veel data of veel features of beide) is het voorspellen traag\n",
    "* k-NN gebruikt de euclidische afstandsmaat, deze schaalt niet goed bij hogere dimensies (beter : _cosinus similariteit_)\n",
    "* grote geheugenopslag moet ter beschikking zijn om de trainingset ter beschikking te houden tijdens het leren\n",
    "* niet zo geschikt voor de zgn. __sparse datasets__ (veel features die 0 zijn) (zie verder __curse of dimensionality__)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Hoe K kiezen ?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "* k noemt men een _hyperparameter_ : deze moet je vooraf instellen (tijdens de fase _model building_) en kan het resultaat van het voorspellen serieus beïnvloeden.\n",
    "\n",
    "* er bestaat geen algemene optimale keuze voor k. Deze is dataset afhankelijk.\n",
    "\n",
    "* wanneer k klein is (weinig buren worden gebruikt) dan heeft **ruis in de data** meer effect op het resultaat dan wanneer k groot is\n",
    "\n",
    "* wanneer k groot is (veel buren mee laten beslissen) dan wordt het effect van ruis wel geminimaliseerd, maar dan vergt het voorspellen veel rekenkracht.\n",
    "\n",
    "* Meestal wordt een oneven getal gebruikt als de waarde voor k als het aantal te voorspellen klassen even is - (dit om gelijkstand te vermijden bij voting)\n",
    "\n",
    "* Vuistregel die vaak gebruikt wordt : kies $k = \\sqrt(n)$ met $n$ het aantal datapunten\n",
    "\n",
    "* Andere methoden gebaseerd op parameter tuning : \n",
    "  trial-and-error in combinatie met berekenen van errors, i. e. **Elbow-methode** \n",
    "\n",
    " \n",
    "\n"
   ]
  },
  {
   "attachments": {
    "elbowcurve.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Elbow method : \n",
    "\n",
    "```\n",
    "\n",
    "rmse_val = [] #to store rmse values for different k\n",
    "for k in range(20):\n",
    "    k = k + 1\n",
    "    model = neighbors.KNeighborsRegressor(n_neighbors = k)\n",
    "    model.fit(x_train, y_train)  #fit the model\n",
    "    pred=model.predict(x_test) #make prediction on test set\n",
    "    error = sqrt(mean_squared_error(y_test,pred)) #calculate rmse\n",
    "    rmse_val.append(error) #store rmse values\n",
    "```\n",
    "\n",
    "![elbowcurve.png](attachment:elbowcurve.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Bias - Variance tradeoff\n",
    "\n",
    "> **Bias** is een fout / error in het leermodel die onstaat doordat verkeerde assumpties gebruikt zijn om het model op te stellen. Een model met hoge bias zal (te) weinig rekening houden met de trainingsdata en zal het model oversimplificeren.\n",
    "\n",
    "\n",
    "> **Variantie** is eveneens een fout, maar deze is te wijten aan te gevoelig zijn voor de fluctuaties in de trainingsset, waardoor ruis mee gemodelleerd kan worden en het model dus de trainingsdata te goed modelleert (overfitting!)\n",
    "\n",
    "\n",
    "\n",
    "> de **trade-off** : beide effecten moeten vermeden worden maar vaak is het zo dat lage bias, veel variantie inhoudt en vice versa.\n",
    "\n",
    "een kleine k heeft weinig last van **bias** maar geeft een hoge **variantie**, terwijl een grote k minder variantie geeft maar gevoeliger is aan bias"
   ]
  },
  {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Bias - Variance tradeoff\n",
    "\n",
    "![tradeoff.png](attachment:tradeoff.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Curse of dimensionality\n",
    "\n",
    "Wanneer heel veel features aanwezig zijn in de data, dan is het moelijker om datapunten te vinden die dichtbij zijn (ze zijn misschien dichtbij in een bepaalde feature maar als er heel veel zijn heeft dit weinig effect op de afstand)\n",
    "\n",
    "Dus in dit geval zullen er heel veel extra datavoorbeelden nodig zijn om goede dichte buren te vinden ! \n",
    "\n",
    "M.a.w. je helpt het leerprobleem niet vooruit door je data steeds rijker te beschrijven als je geen extra datavoorbeelden hebt. Bovendien bestaat ook het gevaar voor overfitting.\n",
    "\n",
    "Als je toch extra features toevoegt dan zal je dus ook meer trainingsdata moeten toevoegen maar deze zal exponentieel moeten groeien om hetzelfde aandeel van data te voorzien en overfitting te vermijden. \n",
    "\n",
    "Oplossing : investeren in feature selection methoden, zoals Principal component en singular value decomposition\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Curse of  dimensionality\n",
    "\n",
    "zie ook artikel : <http://www.visiondummy.com/2014/04/curse-dimensionality-affect-classification/>\n",
    "\n",
    "<!-- ![curse.png](attachment:curse.png) -->\n",
    "\n",
    "Classificatietaak : Leer honden van katten onderscheiden\n",
    "\n",
    "features gebaseerd op kleurverschillen RGB\n",
    "\n",
    "* feature 1 : gemiddelde R-waarden\n",
    "* feature 2 : gemiddelde G-waarden\n",
    "* feature 3 : gemiddelde B-waarden\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "Stel er zijn slechts 10 datavoorbeelden : bij verhogen van het aantal features wordt de dataruimte steeds sparser, het wordt dus eenvoudiger om een grens tussen katten en honden aan te duiden. \n"
   ]
  },
  {
   "attachments": {
    "curse1.png": {
     "image/png": 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"
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "![curse1.png](attachment:curse1.png)\n",
    "\n",
    "![curse2.png](attachment:curse2.png)\n"
   ]
  },
  {
   "attachments": {
    "curse3.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "![curse3.png](attachment:curse3.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "Echter de datapunten worden hierdoor serieus overfit. Wanneer de separator in 3D wordt geprojecteerd op de 2D ruimte dan merk je deze overfitting. Bij een gelijke hoeveelheid data loont het dus niet om features te blijven toevoegen!"
   ]
  },
  {
   "attachments": {
    "curse4.png": {
     "image/png": 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BE/4uVh4Pq1ReMO7cudZtrEtxyyE9gY3itKnY42tm5Flulk+p9y7kFWQR8zLEU6dNlYEHW+qy7kpilRhvFxPpy2g3/Dt+764wyGOmh1r+7idXFhfmuppFDz6jHjpHV6dTv/7VL37yT//w03/+x5gwTxnfslt8UAT5Or/79qvwxv/8j599/tlH7IqMZQvcH91tkuf2vPE7d26PDneC9pZ956cWbZr6wW79c3sIw98WVqm8WNy+dUtQEFTi9a2lLUAkUmrcxFD3zPiIvr6wMuSo5auWkX/xMw099noz19ITy8MknOzT3lqYJY9UnpoZacfpCw7hjW7l/MTQ37dXbt5cGOjWtT3w2l8acZXt6YP/9rN/ATdA+HrY82rwXeV/NOLCvTd+8Ba865e/+Pe9u7dz6NnLFlgeqpr+TvVze9Ts7Vs3wXktas7yr/30oqazuWniep/VK4+PVSovEDcX5q516emhJ/KcN5s9kXfhU3Fp5PUeI/TyoBxNdVZF4CHzq8vDaZMoz6dPXmkhiRXiRrdi/sYwfCCMQBenR6cGDJavEnnMgAHN7f+9cuvW4rWhDqOqViulr3bQl0HOiovw/mLrxj/+/jebN23Iz4hQNa31DsH1zFw/T4d933159NCu7JTQ+1Mco4KlkVTK+KWSxiJRQ4FMQOlpVz2fs/R3bt9emJvuMPCX/YSnHK2aup42GaSYkDfhb2blkbBK5QViZmJEyUgr8frGUhK0wB+6lHW3FhcWZiZ7tHxOknPR5a/uLnBf1Cc5mLj5lpK4P8bbRZN9usWZsTu3boI85scHls2sTHRKb85M/B0nK9BRzkyNK0SV3OoMPie7qT4P+nedrGrZHRsbWHnJsX6ebrYJkVdE9aW4XMo0VBdrU2LU4UHqsEBNVIgmLlybk2RgFxnFeCIahFRblVOYFVWSG6MU0gzy5Qc4yQVljdUZNfQEdkUckxoj4VMG+1rxl3vOQOeKmnTcZT/h6YdJ2zD7JO8M9oJglcqLwu1bN693G+mhx/MvbjUbIvfCJ+LSiLG+tsW5mcFWeXW8Q4Hb5+ZXVwx25CljdepdQ6wWJuH0UCt5bsrtm7M3bnTJLb0ybmqaG+25vTiHv9zfI3fu3JGL6XRKJKUwsKIkhE2LkwlKl50fvmIYBTRNTJj0632it7aI3tgs3vC5ZNMO2b4j6kB/PaNg2cIrhlFZLajNoZdFoJNUqMUhOlX99PN6m/qbi/OjI13Pw20CIFmZIC+zj7+ZlUfCKpUXhbmpMZOYaamHXKdNBa5be3WChdmpa116YUGQ5aurRVXwYS0j3qyHB4VJODfWR1ysZXFu9nrXPYcam4STveqbs3/n5zD3duu5tXmUwiDo3MsLg6Cj10p+fAeXoa5MYXte9JeNwp+/djd+8br0i+800SHLFl4tlEJKAyutsjS8vCiYw0jp7zHi7/T8sTg/M9RreB6uv9mqrh3ub1mYn8bfzMojYZXK8wgMcpeBX3gMRjq1vBxfSz0UXf6qMdNr8lrfzYXZViHtnt1iqwfVf6+qIvKuHh4Yk33ahclrd+7cvjU/RSQrFi9BsjI/Mfj3fc7K4uJ8e4uUX5vbWJ0hIe8O8oAT8cxhFFZqU6LF738OIjFLpel/P1RecNEz1zqTbyBuQlWlkVRqpVUjg+0Lz/HtuRbmpvvala3qZ3/9zRYVp7ddMTdjvbvwY2GVyvNFT09PVVUVj8eTSqVyEoUFyjWgWgmlTMKlJJf57L6rB6dNhV7f1ZSkycRNSi6jNs1j2QHEq0WZ9zey0mBLPTwgxtvFA20Ko16tUipMav5wM9/y1SGTos2gxl/xqQPrs6mpiUqlCoVCXLRmuFxuVlZWcGhwYHDg8gi5J/z8PRLjrooaS3RSxoONAq/iBWQsYwNFHRYoP3yy6ZOveRu/lB04pg7001NzjOK1nngBYVRUS7jUuGj/4GD/wOCAoOCgJxrBDwQW8PHxueJ75WrAVVy0RGJCjKC+fO3n6Kx7wGrXy5igfLWIphRVZqQl4G+2RGhoaEpKCpvNxq3UygOxSuU54vbt29DNubm5paen5+fnFxYWFllQbEHJKpSuRlZCYbAtiOSuHly25fqfKCnILS0upMR7FntZ+OaBUeT+hbjAz9IND45OdYOgnllWVlbHpnUo60Zb73plQM+Vclnl5RT8JZ8ueXl5MTExnp6esLZx0ZqJiY3Zf2j/21ve/nDPh5t+2GQZn/zwiWVsO771lMfhjNIwlaTywVIRswvkDWWGpb7VyK3Q5aUIvT2Ytmc12YlGXkWzxdvF1QUq3o+c1CIRlOcWR/5gv3f74S+27t96N/bdE9v2bbOMz/d9vnLsxfHF3i/uiT04tu/dfk/swfHlni8htn+//f0t72/cvnHbrm2ohIjvv/zq+69OnTtSRU1TCKk6GXj3qaoFtohaTBM1FvI4WQ3s9DpmajU90cnx9Le7voX4Ztc3O7/Z+fY7b7/zzjunTp2qqanBDdXKA7FK5TlicnIS0hR7e3sKhUIjqbSAfi+wJIJhAXMl6JUVRTEeOe47zWIocN1WHnKKmR/HZDLKC7MKA06ic+bXEgUXtzbl+pjF8KMxoG/Uimrga3Bq2O3aprH2u+dCjrYKDBJONbMSfc+nTE5Ojqura0REBEgCF62ZpKSk3ft2//7T339w6YOtEVu3RWwzx+cRn6P4IuILiO3h27+N/uZc5kmGOFOmqNArV+002dkxDaWpasE9l3LhVWQWBnsaZMun9+kpYXxa1rJCcxiV1WoVg87L8s2/dDDs4IHQAwdDD0IcCjlkjh9CfvghlIjDIYchjoQcgTgachTiWMgxFMdDjkOcCDlBRDDx78ngkxCngk9BnA4+jeJM8BkUZ4PPorAJtrEJIsI2yNY22NYm0OaEz4ntp7YfdD1oG2BrF2R3Pui8fZA9iisx7kxaErcmS9SQL+OVqJqoesIuP76f8PEDHCbmFjKo0ebLbpYXBUVF+ftd9fP1973kcem777/7zW9/8+6774aHh09NTeGGauWBWKXyHKHX6yE7yc3NnZ2dnZ+fX7Bg8V5uWnDLAsh1EHgqhmRqtJ+b5W1OU3KdNtFDjzfzym/funnnzu0OKYsZcdrsjB+NIvftD5WpjLUJp/p05NHDd24tzMyMtI9ZnAt5o0c1NzGAf/9TBFaLUql0cXHp6OiA1YtL10x7e3tQeNBb+97aW773jOrMWdVZG7WNrdr2nPqcndrOTmN3XnPeXmPvoHVw1Do6aZ1ctM7eukul6hSximq496hiczSUptQWJkIKYllISCXI4x6pKNh6KbMsyr+xLO1u4b2hVbFqDCW5pvSkzqTkzuSUrpTUrlSItK609O70zO7MrO4siOye7JyenNze3LzevPze/ILegsK+wqK+ouK+4pK+kpL+ktL+0rL+MsoApXygnDpArRisoA3SKgcr6YP0qqEqxhCDOcRkDbMg2MPs6uHqmpEazgindqS2bqSu/lp9w7WGxuuNEDX9NbmyXI88j0JVoXBU2DTaJBoTicfEkjEJhLCrllERQykibpFCKQyCLl7KLVrLYXJrDPDTaooipVLErIgBl4BX4K9XloX39jfP35qfnJ5Ua9VbPtvyl5f/EhkZCY0Ob3srP4ZVKs8RkH8kJydDZwdSmZubA6+YQWpBIK8gsFhWUQtw5/ZtI5dSGXp8yQqbKgIOtggqZm+MEj3r7duqqmSq/z6zM340KD67FGWhZiusJcAcizMT8Mcgbs7dmBk2mV8abxdNDzbD18Cr4Glx/fp1DocTGBg4MQFf7KGPg+jr60vLTHv181e/L/5+LVK5oL1wUefipbscrwllqHN0K+UrGmFlVVo4LSlEZzFx0lCWmu3jYikVSGUqk0Kqc2JldSXmQnOAsZTqqorm/CxTWnJn0nMilcr2Sr8yv1hObJWp6n6pNHXXsasS0C1SICpKQuuZKTrpCjdTeYQwyFm8mkIJl6KTrny9Tr2cCbmRhFssqMvhVmcI6wuGRzpHxkaoNOrmLZu3btvq6ekpFosfoZK8sFil8rwAvVtWVlZqauq1a9dAKsgrZrBb1mAXALsF2+WWID+w2HNntuPHeS5byv0PGLllk9f7oX+HPwoJBC/bp9hjxzJzPCDowT9oq+LMVlhLTHTK5sZ60YFe8BcXZyemBpuJa02Sr072am7NTz/l05g1Gk1BQUFlZSWsW1z0MICToNN56b2XduXtWqNUnHXOLjoXT93lcG1AniaRqyrRKBmW50LCaFpcXViTG0dPCQW7gDlKwnwyvS6kX3JgZUZxqRmNlDR2dkxFQhC8BAmN/t6rGutVbJmGXqsvKW3JTjelJHUkJXYmPg9SqR+pL9YVn4s/V6QuahhsuF8q4n4ul19Qy0whLr7JShPU5iiEFPPFIlHAyslOCXF1OuV24XRZfpxGvCbliOpL4yN99uz64vtvP48IuiQXVCxbAAV8OJqo10jopmaRsUWdnJZ87PgxOzu7AwcOUKnUkRHrrVYeAqtUnhcgQUlPT4cajIyCQEZBYKs8pFcABT2FFWNHDz9dn+6hqyuaGhtCt+MGryzOz7Bj7PJdtiwzxwOiLtG+rTHXLIy1xHiHZHqw5fZNvJcJ0pXFmXHIV0AnxP27BltuLcw+TanA+mGz2YmJiV1dXbB+cOnDMD09zePzfvXHX+3M2PlQUrmou+iuc/PVeadqo0o1qdXqPKGKolbh1MQoZ0lri9k5MSAPZkYkNTaAEuNflRbBzo6uyYuvyYtjZUWzsqIE9GxzNgNaUqmqhBpqjb6Y2pyT05qW0B6f0JEARnlOpMLsZqYKU53SnKo6qgTXBfdLRTrcJDVUy5rKwSUqUcX9OQp0+sK6ktPH9/75pd+98vIfbU8dvHv1gQcGk5q+7/uv/vM/fvYvP/3Jwb1fs6jpyxZYFkZljVrFj46NOGtz1tnZubCw0MXFRS6XQ+PCG97KGrBK5bkAkuu8vLz8/HxQywwJtgoJtgoJFgsJFsuD1XLz5nCHrkVIbxbQBlqV8JRMX4hJl1tE3z5ECzq8TBsQqec+jDjxnt/Bt6JObkiz+8hcnnfhU0nR1QEVc5k2hgwNRiGNS8uUcYq6FOxlr463N032qO+92NedW4tzC5Mjc2N9C5PXnnKaAnlGUVFRcnLyoxkFgHWr0+n+4xf/8WXSl6eVpx9KKq46Vze9m7ve3UvvEa4LzNbGMzQ5AnWZRFWhUFWCYHRKptGyp1OwNU2VTYw8EbtAyafqFEytiqlWMZRqukxd2aShsnWFBc0Zyab42I6Y2PbYuI6450oqRdqiEHpIVE0Up48DRrlfKrJRiaqvyahd9WqSkLWADz7f8tFP//mfwBAff/h2I5u4bfCPBr005evtn/7y5//+H//+//Z992V5QfyyBVDAGjYqWJCsyAW0uPjwvfv2+Pn58Xg8SGQTEhI6OjrwVreyNqxSefZA/w6G8Pb2plAo0N/BKBhAakFgt5Bgt6zHjMvi/OxYfys14GC248cQZnNAgE62v/ObX/7bT3d9+Lvgo+8slW8q8dhhqE4Za7vndBMIg6Ai0NP+1b/88eDuL6nZ0ctehZjokNxefF4ukSsSiWAQyuFw8PNHorOr8+e//PnnUZ+flJx8NKlcMly6bLgM4WXwDDb4p+ijirUpLE2eQE3RKJl6JcugZFsGyEapoDcpyxs0pUx9frkhK7c5Jak1LsoUFd0eHdMeA/G8SQUiRZDinuNe0VrBHeGuKBXpuFR+XWLQETcSRnFfp1+tFNIg1fjFz//9T3/4zZnje5vqLeaT5OxmGYsIOQTb8sBrSGhiw73efeuVD957I8Dnwgo7zRRsg5y4lZlaVCHhltJKk99449WU1JShoaGWlpaAgABQy/j4ON7kVtaGVSrPHlCFTCYLDw9vbGycnJycmppCXkFgsawhd8FWIcFWWQK7hQS75dathbmZsV4j9eqBbIeNRJBqQXY5v+Ov//PLf/2Xf/7HP//m39y+ew1JJffCp8Iczx5J+TJhQPCrsjd98BaMIv/0+18HetgvexVivF1EXAfs+bhKblZWFkilt7cXP38kenp7/vLaX7YGbT3ScOQxpeJp8PA2evkZrwQY/EMMAeHG4GhDaLwhIsUQk2GIzzYk5huScwxJoU1+fnzPGENEXEt0XGt0bFtUdFtUlCnyeZZKVWdVNCfau8i7cbiRf52/cqYyLpWNSnmCgjpWaj0rVVCXoxRRl52wAl1/bVV2VnJwWkIAn1MEWQUqNwpouvwUdVgAceXNmDBtZryBVUgIhnwVFpPxqBx6FqcqW9JIWaYrg5ypEJTV0BOryqMqy8ILcwKjI71qatgDAwPQBpuami5cuNDf3w8tBW9yK2vDKpVnD2QnkGUXFBTo9XokFTNYLCTYLSTYLWvYMwZgsdynloXZ6etdunL//VgqFmrx3PvGplf/+9f/+S+fv/Ub/0Nvg1HyL35GDzpk4uaNGOqXCQNC3VB2weaH11956ZsvPslLCFz2KgQhldkbz1wqkJ+NjIzEx8fT6XRYS7j0kegf6N/02aYtPlsOMg8+plQ8DB6eRk8vo5e30dvH6HOl+Ypvs+/VZv/A5oDg5qCw5uCIltBAzdWLfJeLQpfg1uDQttDwtvBwExERpojnWSrZsuwwRlhCfQIYRTBKTKisJBWZfEwm1FWxWEnErZcpkdX0BIWwfNlcvUHGUghpMh6+Cz2EkUvVJEZKv/hevPErCcQnX0u27ZLtOayODDbUlpkXWy30MoaEW4QuuwnBqEiUSngTE+PQNLq6uioqKuLi4qA94u1tZc1YpfKMgf69vb3dycmpoaFhcHAQKvFT88rC3PRoj7Hc/0CWw0ZzIK/Ent7guvu1g5/86fKeNxLOfgA5CtX3e2V5+LCWs8wWKHrVnDpKWtiVC/lJQSCYZa9CkJnK1DOXCqwWHo+XmZkpkUhw0aMyNDx08MjBLa5b9pTteRJS8Wv282/xh7jacjWwNdBd4u4scPaQe4S0hfytSKVuuC6CHRFMDy5vLv8RqYzLpQPCelFRVWUs9PLVlQnKpuVSuT8MXKo6NED4X2+Yr5BGXCTtf95VursT+cp9yy8L+HxlE7WRncGhJzZysg1a3tzcLDp0WCgUpqSkwL9QYdDmtrJ2rFJ5xkxMTAgEAgcHB61WC49v3LiBvILAYlmDWhDYLSSkWQiwWEiwW0gW5mZvDHdXBB3Ocvj4HqmYg8xacp0/LfPZxUt371eyusVVrQ1lzZzitgZKj5R5zdhoedmVB8R4h+TWwsxTnpBfBvQXsHpjY2MZDEZ/fz8ufVRGR0c9vT232m39JvObJy2VgJYAB67DRdFFP73f35BU6F10X4pvGDOsYbjhR6WimFBIOhv4kjJubY6MX/ajRiFCztIVpEg+3iH680fC373b9IcNolc2QbKiTY6GJGb5wqsEcTCxjNltUphvDQBtp7y8PDIycmxsDFJbVGhl7Vil8owxmUxZWVkwdu7o6ACpIK8gsFhIsFtIsFtIsFvWMOMCYLGY1bIwPzs1zoy2y3Hekmm/EcKslrt2IW42/I2owK9PzmjnVzDDfeOP7A/55quk44fYUX6dAhp4ZZk/VghT040e1TO/1eOtW7cgF7S3t5dKpY+/oxw2Cmy4L0588VXcV09UKv7N/r56X9s6W3epe3Br8N+KVCDSRGlBlUFpTWm867y1SEU5odQMiA3NP35jFWJ2REE+EFXpKFnyE2ebtn0r+nqvytXVwC42z6ngJS3euGIMdGtnp+/Oxre3t+fn5+fm5uLnVh4Sq1SeJTB2bmpq8vDwUKlUw8PDSCoILBYS5BUAW2UJLBYS7BYS7BYS7JZV7DI3O1OffrnA/UskFcsgvOL4MS3goLIiqk9RZawpivthz4VXXjn969+e/K9fnfn1bx3+/Jes86cM7MLlCrkvlp2n8qyAgWdDQ0NUVBSIHO3leBxg3TY2Nm7ft31b4LYnKhU/g99F8UUnvpO3yvtvSCq1w7U+ZT7RnGhqK3XtUlGNKbT9YuLwYtXyrt8cBhnz7gUFFGyjuMrAKamO9G9ICjPUU5qlTOQbCBWfWl+SsuwsUctoUXG6WyXTN0Ys7/YIiWxeXh6MPPBzKw+JVSrPkmvXrtHpdH9///7+/tHR0XELsFtWsQuAxUKCxbIGtQBYLKRa5ufmJOUxpT7fLTMK5C4Uvz2N6e46VnKvvGpQU9uUH3/uj388/LP/OPjTn0Ec+unPfvjXf3N9601+VvSP7gGb6JLPjfU981unwAg0Li6Ow+Fcv34dFz0GN2/e7O7u3rZj28eXPn6iUvHR+aA0xV/v/7ciFc4Qp6K94mLOxRRhCmeQ8xBSmVCqRxW6XpER8hX1ymeu6KUMSrR/EzPPspCZGVVXlGRZAi4RswsY6RFa0cqn37dpG/o7NVMTI7fMp+XeuQMNJDExsbCwcF0qyYuJVSrPEqVSmZOTA4k21GAYRwNYKSTYKk/SKyCV1qbKytATGec/QjrJc/283H9fTYK9tCy0XVA6pK8baeYOautERUnOb7x+5N9/jqQC8cO//rvXxx815cWPtvLIM1dWVQtx7a9nfegXGFQmk3l5eT3aFSTvBzogWKtf7vjyfYf3T0lOPSGp+Bn9PFQeZ6rPeKm8AlsC/1akwuhhJAuTvUu9CzQFjdcb1y4V0isqzbhK3y8xmPhGfV2zqmaZDPRSZkVCEKQgkIiYC+nJoTW5ceanEJLqQk5+PLc8HSRkWU5GTYeBP9RrmJ68fsdi1gQGCq2trbGxsWw22zqb8shYpfLMuHXrFpVKhbEzJNpmqSCwVZbAbiHBbiHBblnDjAuA1AJgsSwx0tNSn+FVcOmrYq9vQSfsWDtpWVi7sHTI0ADRJmH0ajjDzdw2bnmBu73nxg9t/vinE7/+7Znf/8H9vXepVy+1NVIgUxk2NnYp2KCf+7OWcVPTVL+BTFOe5Sz98PAw9BQhISGwunDRerDv4L4Pzn3wQ80PT0gq3jpvF7GLfaO9r84XjPK3IpXytnKPIo+4xrjKjspHkIr6hlp7Q6u7ptR3NxmNDc2aWku1GOSshrLU6pxYLiVdVlciqyuV15dSovwrk0LgqaKhDJ7Cg5q8uKrUcMtrcRoVxBRLm7a+09h0bcA0P7f8UvbQOoqLiwsKCnQ6HS6y8vBYpfLMAEMkJydHRUWNjIyAVEYtwG4hwWJZg1oALJa1TbcAyCu6+iJBvr+WldIjZwzo6pBOIPp1dQXJwTDiG9Q3gDagRFOVm+Fqd2XPzhi7E/qawkFt/fUWHoRJyqjIie6Usa6RXrFUy41uxdzYY51muC7I5XJICmtrayE9w0XrgYOLw+bzm78r+u4JSeWy6rId1+6S/NJV49W/FanUDNfka/KPRx0v0hfVDdc9slQIr0xo9ddUxnZhs/Yer0BAtaxKCcv1c4PIu3qpLNK3MMgj28elONQ7/+qlbG+XqtQwZSPFvDwYRS9naSSM/i7dzNQYuvzdMqA1ubu7QyWBJoaLrDw8Vqk8M5qamtLS0igUyjUS8IoZ7JZV7AIgtSCQWgAsFhLsFhLsFhLslnvtMtrf3q/n9ypZA9raQX09KARFv7YuM8avJC1MUVcCUoHoV3NqChLSgj0K4q4OaGpHjNxrzbxWcRUtN8bD6VSLiE44ppWHvEKGYGqwhbgI8TPl9u3bdDod+Xt9d2uERYbtcNjxZcKXT0IqvkZfV6mrTZ2Nn8EP7fv6m5AKtZ0az4t3zXWltdPQ5b8eXSo3tPobOsOY1nhd3Twgb+5oajHUt5Bz+HopUy2oUDRSUKh45UouBRIUKacIkhUIeNV8G00+p5hdmScWcGanJhYX5shp+eV5MzQEvV7v6empUqke/+DAFxmrVJ4Nd+7cSUlJycrKghE0kgoCW4UEi4UEi2UNagGwWO5VC4DFQoLdgpi6MTHUOdzSNKCtG9TV49DXD+jq+fTsmAC3nPiANgkDpS9cWiY8LUkLB8eMNHP7NLVV+XEh3o7MosReNQccg3IXFBPdyrnxgTu3bz3+0VaPQ19fX3FxcXZ29s2b63ywQFFx0X6n/Zv9Nz8JqXhqPJ1Fzg58h4CWgKDWoL8VqeSocvxp/nGNcaw+FhjlcaQCoZ/UGyYNxklj84S++bq2ZUjV2i9v7Za0dIhaWgUtRm6Lrr5FW9ei4ZAT+zVGJbtVV9/WzDO1NalUdcVFya7OZ/OykhWypuGhfmh4eMvdx+DgIFSSzMzM7u5uXGTlkbBK5RkA4yBwxtWrV0tKSqAGw/AZK4UEGQWBlUKCrfJkvDI1fn20t3lA3wg6AZeY1dKtqKZkRqZHXaFkRdLz4yXVBRW5Mcnh3pDBSGsKKvPi8hIDYwPd06N8QUJk4kLkLsgoo23C6ZEO8kR6DP79T52GhobCwkIej4efrx9CofCU86n3Hd5/ElJxlbk6ChwvyS8FtP7NSIU1wErgJ1wqvFTeVl47VLueUplqhmiZammdammbaG67bmgb1poGVKY+halHDtHeLWvvknX0yDv71R0DWp6kOj454rzDWVdXZw6nBloQ3mYrAfmrwWDw9fUVi8XQfHCplUfCKpVnAHTo0MGFh4dzOJxhEvCKGewWEuyWNcy4ANgta5hxAZBXACQVeDA5NjLcrhjUN0K+Ypmy9GtqITuJ9L/o5Xw2Oz4gIdQz0NMhyNM+Jdzrgs1h2+P7ksK8WkSVkLWYg/BKq2CiV7swPX576brIWCwkeEU8FSA7ycjIgEEoDEVx0frR09PjcNHhtf2vnVWeXV+p+Bp9nZqcIE3xNfgGtgb+rUiFYqKE14R7l3nXjdShfV/rL5XpVtO0qX26HaJjpqNzprNrpqt7trtntqd3thei80YnX8sPjAr8bu93Z86caW5u/tGJNKj/0CSdnZ2hMUJdxaVWHgmrVJ4BYIvQ0FB095ShoSHkFQBbhQRJBYHFQoLFsrpaAOwWEuwWEuyW1WZcpiYnx64NtUn6CZEQXrG0S7eyWl5bVJ4TFeZ7weHMIdtj+0K8ncqzIg2CiiEDMY2PAkullT/WKZ+fmbh5cxHSMgB5BYHF8lTUAn8OVmZERASdTsdF6wp8/mWPy3/6/E8nhSdtVaRUNOsjFU+Np4PA4ULTBXTtr6csFcIrjySVZHFyMDM4SZCELij59KXSNdUlbhUfOnFo85bNwcHBCwsLa6lpJpOptLQ0LS0NWgQusvKoWKXytIGBM9TgkydP1tbWdnd3g1TMYLeQILUgsFvWsGcMwGJZg1oA5BXA7JWJ6wMjHap+XSMkKBBmtcBj8IpJwtDzqar6UmVdiZ5fYZIy+zS1aK4FBeGVFv5Yl3p2cnRxYR5+LAKpBSC1gkFqQeC1s97Mzc2xWKy8vDzwNy5abyJjIjfs2bA7f/dZxVmzVCAIqWgcnDROhFR0y6UCcUlPSAUZ5X6pOIudHZscLykvXW29K5WQVsIoEGFtYeAVMEokuvS9KRp5JbZjJal0ElIhjNKVntGVkdGdgbyS3Z2d24ONQkil78ekMrCyVMAoSCrVQ9WBjMCrlVep7dRnIhXDkKGYVbz1q62nz5wuKyuDNrXGqtXQ0BAXF6dSqdblHKYXHKtUnjbgA9CJu7u7TCYbGBgYXAJ5BYHFsrbcBcBuWcOeMQC7ZbU9Y5M3Jq71X+vSDRh4IAykFjKW5y44lg4VgwCpjLQ1jfcapseGFhbm0QXGsFVIsFhIsFjuVQuAV9M6AT8zKCiouroaViAuWm+KS4t3nd21+ermM9IzyzMVjYOjhsxU7pMKkancJ5UAo1+0ITRJHxVmCLLn2YNXfAw+RKbSsiQVMk0Bo2CptBFSiWyPBKOYpRLfER/fGZ/QmYCMgqXSuSSVbkIq2d1ZBZ05ZR35pZ0F+T15OFO5TypgFEIq/fdlKkMWUhm6K5WS1hI/ml8EJ6JmsObpS0VoFEYkR+zau8vVzRVGEtB88Bb6MaCSUCiU2NhYeAAVEpdaeVSsUnnaGI3GhISE3NxceGApFQArZQ0pC4B9QoKVQoKVQoKVQoKVspYZF/DK9cFrPcbBVkm/rgGMgu0C+QoZ93mFUMuQkXe9QzEx0DY9MTI/N4uMgsBKIcFKIUFSAbBPlsBr6rGZn59vb2/38PBQKBTwNXDpesMX8O097d8++fZp8ekVpIJ2f1lIBWJFqUCakqSPpGmzajQF5dqMq3xPb7mHP7r0/ZJUgtsIr5ilgnZ/IamYd3+tLJWl3V9glKyuTEp7fk1LKddIbTBSyzoL83tWzlTWKBWcrAyxY3mxgczAdGk6ukrxU5OKacLEErP8I/2Pnjrq4OgglUmhFuPNswb0en1+fn5JSQl+buXxsErlqQJdG5fLhTRFKpV2dXX19/eDVxBYLCTYLSTYLSTYLQ9pF2wVEiwWEiwWEiwWC7VMToyPDnUPmxQDRmG3uq5DzrbIWu7uFhvUNw4Z+SOt4uudqqnrA7MzU8TVX9ZwNxcsFhLsFhIsFhK81h4VWDlsNjsxMbGzsxMXPQE6OjpCokL+tOVPp4SnHmei/qrRr0KbpVMRZ4AblewKaXqiJiKkOWgd51TSu9IyuzJKTXk8PVWnIs7hMCir2W2Uku7CZXMqjzBRz+hneJZ5RtVHlZvKn5pUTJMm7ZC2SljleMnx+33fe/t4Q+uAGoW3zRqAakalUvPy8jQaDS6y8nhYpfJUATGUl5d7eXl1d3eDUcxgsZBgsdyrFgB5BYHUgkBqQWC3rF/uMnnjxthwX7OCL2IX9Wk49+4Qqx3Q1w+3SUb7mqfGhuZmZ9D5+QDyCoCtQoLFsgR2CwlSCwK7ZT3s0traGhISwufz4cfioifA7Oxsdk72z37/sxPcE48jlXh9RJ26CJ2sh6JBU5xhiFtHqWR0ped3ZIt1lQbV3QvCNxlotM7ix5QKc5BZ1l5mn2mfLErmDHOemlQ0Q5pCVuEb77yxY8eOoqIiqGZ4q6wZqIoRERGQqcB2xEVWHg+rVJ4qIpEoLS0NhkUglT4LsFtWsQuAxUKCxfKQe8awVUiQVMxgt5Bgt5Agteh12tLiwpzMtInrQ+MjfWND3WODnfDv+LX+ybHhyYnrU5PjM9NTxKn5JFgsJNgtJEgtCOQVAFuFBFuFBIuFBIvlIdUCf1EsFru6usKahA/EpU8A+IYVlRW/e/N3e4r2nBaffmSp5OgShepyyFEMCpZOWmVUsLUqJngl0xAPRnl8qaR3pheZckU6GuQo8FfIG40QalFpGIz20seUCrWLGt0Y7Vvhm6fNQ5e+f9JSMU2ZWFLWRd+L7334nq+fr0AggIr9sJUEap1arU5KSqqrq4PtiEutPB5WqTw9oAaXlJTAsEgikfT09PSSYKssgd1CgtSCwG5Zw54xALvlIeddsFVIsFVIqqqqUlJS2Gw2qZgbkzfGJyfG4V9IY9AhY+hMFwQWCwkWyxJILQAWCwl2CwlpFgxSC0BqBYPUgsDrdHVg3dLp9Pj4eMi3cNETo5HXuPmbzduCtx2vP/7IUinXZshVlWoxjcfJqq1KljQWgVo0KgZ4Jd0YF94SGtIaHGUMS9ZEZYmjcsUxxeoUij6TokrLb4zMq48obkqgqjNpxtxyY06hMiVHk5TeCkbBUknrTCs25TYayvUqll7OlHCLudWZ/Noco4IFWUt1K6Wwp+BxpFLUUuSc55wgSKjorHjSUoFQD6uTi5PPXjh77NSx2NhYrVYL9RBvjIcBamlWVha0ypaWFlxk5bGxSuXpAW6A3hnaQEdHh1kqAPbJElgpJMgoCGyV9Z5xAbBV7vMK/AufBt85OTm5ra2NlMp9RyGTYKWQIKMgsE9IsFJIsFJIsFJIsFLWY8YFksKMjAyhUAh/Ahc9MdQa9TmXcx+c/eCHqh8eWSrVmnytkinllVSWhZcVBLJp8VJesUHOgnylVltUaEjNN6QWKZKK6qPKqyJpVdGNgjyJksoX5FeUhlKLg9lVCQJBoUxd2aSg0DmJJZzoQkFsgSqppDWn0JRV1pZXb6BoyXkUGb+0hp5YURzKKI9SiyrAK/Ut1JKuokeWCr2PnqHMsE21zdfnswfZT1Qq2lFtvaE+NCX0xLkTtudtQQlQgaFi4C3xMEDVgurt7e3d0NAAtR2XWnlsrFJ5ekCKDR10WVlZd3c3SMUMdgsJFssa1AJgsTzkdAuAxbIEvIoWhsdmx4BR4F+9Xg+pVW5uLtIM8goCu4UEu4UEu+Uh7YKtQoK8gkBeQSCvANgqS+D1awF8ckVFRUxMDPwEWB6XPjFgIyYkJ7y67dX9JfsfQSqeBg8fo1ejusSoqBY1FJQVBEBQCgMhmdBKqkADRiVbqaJD1iLmFlGLQ+DV8sIgYV2eVkKHf2FJKGFSY+C9ICFVE7WKEgklFSWhNaxksYbWqKeItZXIKKCQOmYKvAQLVJaGiRsL9TIG30ijdhY/slRK2kqiGqPci93LO8rRpe+fhFQgFIOKSlGlT4TPp1s+dXFxEQgEj7Nxoa4qlUovLy9IdHCRlfXAKpWnR1RUVGpqqkQiAalYgtQCYLGQYLeQYLeQYLesYcYFQGoBSK1gsFhIwCLwaldXl8lkgn/hY2EBs1dggeLiYvjOMJRDUjGDxXKvWgDkFQR2Cwl2Cwl2y5PMXeC3FBYWPrXbjMN6qK2r/c2ffvNd1nePIBUvg2eAwY+vLmu2kEpFSUgjO10lunsfKghRYwGlkHgVgl+brRJV8DhZlAJCKiASYV0uSEUhpNApEVAC+uFUJRoVbOPS2w0KllpMY1CjkYdopWFNDfkgFZGhkt5R+shSSVem+1T4JImSqvqqnpxU9OP67Krsbw98+7vf/66goACquuUWfwSgZUGiU1RUBM0KF1lZD6xSeRpAnwhd/5UrV/Lz89va2qDLQ2CrkGCxkGCxrEEtAPIKgKRiBqQChWALGNBRKJSEhIQrvlccLjicPH1y/8H9X3/z9ZbPtmx4f8Nbb7317nvvwoN3N7z79ttvvwG8+cbb77z9/vvvf/TRR6++/uq2z7edtz8fGxtbUlLS2NjY3NwMn4zdsobcBVuFBFuFBIuFBItldbUASC0I7BYS7JZ77VJdXQ1SeWq3GYev0dra+r9//d/tIdtP8k4+rFS8DV6R+mChmrj5B6QO1OLgGnqChFuklVSCJJAPUIgbi8qLg8EHYAVQCJmp5CJDgCrAEMT0voReVR5FOKMkrJ6V1kxMyN/9BPAKpDJ8TjZkNpVl4WApkIpMV8UylT2aVOj99Ghe9MWCixVdFewh9pOQiv6Gnt/Odw1w3bln5zn7czweD4Y+UCXw2n8koJLodLqLFy9CmgI1E5daWQ+sUnkaQCfLYrEiIiKYTGanBdgtJNgta9gzBhBi6evt7TZ1t+t7u9sG+vvALvCBcrmcRqOlpKQEBAW4uLqcPnv6yLEjx04dO257/LjD8ePOx486Hz128dgJ9xMnPU6e9jp99srZc/7nHIMdnUOdL4RccApycgxwdLzq6Ozn6O7j4OJus+37rYdsDp13O2/nYmfraHvW9uzJUyfP2py97HE5MzMTmjd8YXMSg92yhj1jAHbLQ867YKuQIKkgsFhI4L2wBkCBkGnhDfDkAYuDqre5bNtftv9hpeJj8E7UR4hVRFKibKJyazLlgjLo6y1lgELKKyZnXAIqikMhp4FlQEJIKmxanIRbDMuAh0AYUEIvi4A8xvLtKEA8GnGlpLEIXgV16WVMpZbJaSt/NKnkN+eH1ob60f3AKOjS9+srFcmAJJ+TD7X32JljoWGhwiYhbF9QAl7vjwqk4/X19d7e3jBCgjqDS62sB1apPHGgAUCP4+fnl5eXJ5FIOjo6kFEQWCkkSCoAVgoJVgoJVgpJT5epo0XRpuW1G8UqubCkpCg8ItzTxxN6/8PnDu8+sfuLH77Ysn/Lth+27XHYc/LKSacYJ68cr4DSgAh6REJtQoYwo0BZUN5czuhgsLvY1d3VnB5OXU9dQ089r6NO3MyRq9jCJmpERkBiWXwKNSU8M9wrwsvBw+Go7dE9h/fs/WHv2XNn3S+7h4WH5ebmcjgcGPdBJ25WC1YKCVYKCVbKY8znY6WQYKWQIKPAku3t7XFxcWw2GwrxNnjywA9PSk7aemTr13FfP6xUfA0+mbo4qaoCenyDnKmRVFo6wDLk/FIkjCpKJPgA/AH6QVLhVCXBY7RYNS2+vDCIUR4FuYv5vcsC3gtqgawFHmjVrPqWikeTSpwwLoAZkCxJRheUXEepqMfVNYaamIKYE/YnDh05lJKa0trWilf3Y2M0GiGXzc/PhzqJi6ysE1apPHGgc4QO99ixY5CmNDc3m5aAvs8MmMYMts0qvoEFDAaDXCHXqZpaNA2og2BQM06c2P/6+6++vfWtr22+PhF0wjXbNZgdnKxIzm3NzW/LL2grKDIVFZuKS02lFBOl3FRe0V5B66DRO+hVHVXMTibhla5qThensbNW1sLRaYhbtxqV1XxRhaClTtwnlvZLZf0yeb9cOaAUtAiK2EVewV67D+x+78P3PtnyyZmzZ6Kiourq6+AHgkEhd0GQCQwGyQaBbUOCZANg2yyBhUOChUOCfINAvkEg5cCHl5WVQWehUqlWtM4TAr6YWq3etnPbZs/NtgpbLBXzZVqWpIK8YpYK8oqv3qdAmyRT0dDWfEAoheUcehKFODYsTsYvhRKVqKKiOAS8Us9KVYsILUHUs9JopWGwjFkzqwV5tkq1QVXNNdLye8hTVXoLi3qLinvJK7X0lZT2kV7pp5T3k14ZqKAN0CoHSK8MVlX2Vfoz/P2r/MvayyBTIa4pOVzNGebUDpNeGamHINRyrZF3jfAKoZbrAuF10iujIgjxKKEW2ZgMglDLuEI5roSQDksZKoZfvN83e7/5dte3kBNDdcLr+rGBilFbWxsbGwtNCeoMbqhW1gmrVJ44YIKcnBxXV1eox1oLwDRm9EtALTcDgykz0FkDUCgSiVJSUuzsbApz4iy6hmqhuLxMmpWgjk/UJCZrk1N1qWm6tHR9eqYhM9uYnWPMyTPm5RvzC4wFRcai4ubi0ubSsuYySguF2kKtaK2obK2saq1itTIkOrZObdHpKKvFxjpueyO/nS/oEDR1NIk6ReJOsaRTIuuQQTQoG9KK0s46nH3znTf/9NKfnF2cGxoa0BwPQMztLEEcObAEOnwAIA8dwBBHDixBHpW2nDEL0KEECCQwRH9/P6zqqqoqSOaQwACsryWwxNYb+ENf7fxqg82G43XHIVmxV9s7qB0cNY7ENSU1Thc0F5y1zi5aFwjCKzo3dx1x+S8IX51PsTpVrlw1QTGHRkLnc3JAIY3sDKQQKKmmJVSUhApqcyDLQYtJeaXgngZW+rIpmQcEV1+R3ZGd05mT25mb15mX35mf35Vf0FVQ1FUEUdxdDFHaXVrWU0bpoZT3lENQe6hZ2iwvqldwdXBlbyW9l17VV8XoYzD7mBCsflZ1fzVETX8Np59TO1BbN1BXP1DfMNAA0TjYyB3k8gZ5/EE+hGBIIBwSNg03iYZF4mGxaFBUKij95uA3H2z8wMvbCyoPrFu8ltcDqHgw7AgLC4OhBm6lVtYPq1TWH+g02Wx2eHj4pUuXnJ2dbW1tDx06tHfvXhsbGwcLHB+IkwWw8NGjR3d+u/OjTR+9/vbrb3z0xmH7vaWUeK2ELm4shCGqUkjVyhhccWlGbbRd4Tm7fDuHQnvvUreYiqtJ9JAkZngmKyqfGV3EjClgxWYwY5IqIyJLA3xyLtkn20M4JDk4JDp4ZVwq52QoZVU6GXG2BJ+TTewbUbByy+O9Ei47Rzg7hzs7hzk7hzq7hLq4hLi4BLtcDLro5O9ke8n2iN2RXYd2bdy6EdTy7oZ3v9rxFfxqNzc3WAPA5XvxWAXPH8NrdbxJ4AH8uX379tnb28NjnyWu3IvvE+ODjz54fdfrX8Z/eVpy+rQYxxnxmTMiMprIEJIhOHNWcPYsn4iL/AsMWbZaQRw9/OAwKNhqcSX4A4yChAH/KoQUcUMhpCzoDHkIvYypEVdC9UBPfzT0ClZZY4pTuZMjxRHCieJERJmTUykRF0ouXCi+cKHognOR84XCCyicC5whzmWcO5lw8mzKWed8Z+c8Z5c8F5dcMnKIuJh9kYgsMjIvuma4uqbfDbd0N9c0Vwi3NDe3VCLcU9zdk90dIxy/t/3+tQ2vvfH2G19s/+LMmTNoC+JVvB4EBQVFRkbSaDTcYq2sK1aprD83btzQaDTgFai1JSUlgYGBR44cSUtLy87OhpQFkWtB3krASCoxMRH6ZeigX/rfl/769l/f3f7up8c/3em282DowdBinzpegVxQVkNPoJWE1jFSFMJytayqXlCYWROVUR2VXB6YUnglu9C/pDyCXZdVxUwqp4SXlYTQKmI4dTnMmoxCSkR8pkd4qltSaXAKPTq1KqaAmSTklYJRQFQ1lQmM8mgeJ0snY1Q3FuWyM9KYaenMdIhMZmYWIwsih5GTy8jNrcrNq8rLr8ovoBdkFGdEJkU6X3L+Ztc3r7322u7vdsfGxsJKqKyspK8E5BOWMO6DeS+s+2EyGXQarbyEWpJfWV6an5cL7gkJCSkrK6u5F84SkC/eT929QAmnhl3NpEHUsOicatb9y6wIjCR2Ht250WWjjcLGVm5rq7A9pzhnp7CDOK84f15OhL3c3kHuAOEod4S4KHMJlfpJ5FS9ck1ZBXl8V6VRcXdh8IpOylh7UnJ/gKvqxEWJvMhQUShEmCgsXBRORBMRkU2RkcLIKGEUimhhNESMMCaSG3k6+bRnuWcMLyZeGB8viE8QJiQIEhIFiUmCJBTJgmSIFEFKKj8VIo2fBpHOT4fI4GegyORnZvGzsvnZabVpbjFun+/7fMMnG9wuuWVmZUIdwGt2/YBN6e/vn5SUZD2L/glhlcr6Azn13NzczMzM/Px8V1dXcXExDLUMBkNra2vbEnhehQTPqyxhNBq5XC54JSAo4Iz9mS8OffHWzre22m49FHboAvVCgCwgXB9O1eTIVJUSbhGdPBaIXhYBJoCswqhkq1UMiMbarMrS8PKiYBYtFgat/NrsyjLyaQXxVNlErWOmwBuhRMAvlKqrFLpqjYbY2aWTVtUxU6lFwdTi4OrKBBjtagx18g6BpE8i7ZMScyr9StWASjOg0Q3q9IN645CxZaildbjVNGLqGOnoHOmUaCVp2WknTp/4dte34EW9Xj/xGJMreFKFhJxSIYAVOzszPTrU260X6bgUZXWunJGu5uQ3VGRFBXk3CQWjo6OL907pkyzeunnz1uLCLeJ+lDdvr3KOy51bizdnJ+bG+2dG2om41jE31rc4PXp7cQ5exAutQkdHx3nn828efNNWZrvGifpAvV+BJmmNRnlyoVGzeM20kp6i4rVN1NP6aLmGXJdClyRJEnOQie6n8sgT9bIxGcvIiimJsbtkd/jEYf+r/tBYYCvj1bp+wIYeGxuLj48vLS2FmoZLrawrL7pUoGeB3ufJ7VoFPUANBkM0NzdDO0FgsZBgsZhM8FitVsPyJaUlXle8Ptv52csfvPzO7nf2he3z4HkEqAOCdcGhutAwXVi4Lpyhzleq6IRUKBG0krAaeqKUV2I5VuXVZEIGU14UxKBGo8tJ0UrD0FNCKsLyWgYhFUphYFNDPogEvcuoIiZ+61lpICT4WMJAkkqtrlZu4ol7xUgqin6Fqn8FqbQNt7WPtINUuq91d490GzuNtudtD/1wKD09fXh4GE14ILBb1mAXALvlXrtMT00Odbdo6oqZcU5ZTpszzm/MOP9RluMnyQ7bwi7s7TQqZ6ZuELP2BAsLc7NTY8NjA53jQ90L0xNzN0bmJq/NT48vzk0tzk/fXJi7fevmHSyY23du3VyYvDbVbxgzNY21CXCYmm70qEEttxZnYRm8aVcCKpKvn++rO149zDh8XnV+LVKJ0AWxVLmGpT1XzzBUGia9s7RkaYr+wVIp7SwN5gT7M/1z9bksi9sJP6xUxNfF3D5uhaLiSsKVHd/vOHT4EAzCnlx7hAohFotTUlKgoeEiK+vNCy0VMAp0Yf39/dDT4aJ1BT4/Ozvbz89PIpGAVCDdRmC33GsXGNGnpqXu/Hbnz3/18z++88cv3b88X3HeR+Hjr/YP0AYE6YJAKiG6EPAKSKVWXaRRMkAkNVWJTfV3rWAOfm1OZVkEJCJsWjyZqeCnROIiqdSIaQ3sdCQVKR9shCd4UehlTAm3hMNIZlfGQaai13AUbVyQCiQrsj6ZvI9IVtQDau2AVjegMwwamoeaCa8MtbYPt0Oy0jXSBV7pGenRtmj3Hdh3/MRx+Pn3z6hjsZBgsZAgrwDYKiRYLIjp6eGeNk6aR87FL0An6XYfmYNQy4UtdZlXhjoN6JCw+bnZ8cFOeWUSO/Y8L8trpIU/0sKDuNbCv97WNN6lmBxqnZ8eBZXAxoIMZv7G8ESXcrSVD3FXKmSMt4umB5tvzf/I8DYnL+fL419uDdx6Tn5uLVKJ0YZwFcWQYlpugmcSOjJZofSUrEUq+S35dll2ieLE8q7yx5FKY29jEj1p0/ZNr73xWkREBGTqsCHwqnwCwIgEsufy8nLIKXGRlfXmhZYKdGdQwy5evHjlypWSkpKurq71rdCdnZ1JSUnR0dEgDPLorbteAZBX4IFcLk9MSvxm9zcffvHhZ6c/2xe9z4Zi41Ln4iX18tP4XdVeJaSivUcqXFWZTklcIF3ZRNXJGOjAUMsA0zDKo6nFIXXMFBBDU0MB5CjwFBIUwhMyBuQuxO6vwkBlE3G59WVvB69AykKeCcE0qGtULY2iXhGRrPRKsVT61Zp+DUiFSFYGjS2DhFRMw6aOYWIPGGQqIJXuoe6ktKTTZ0/7+Pg8+JAtpBYAi4UEu4UEu2V6+sb4aF+rmp3omue+I93+4zS7j1BYeGVjvvtX9Vm+7cr6QZNaVplYFWlT7LUr7+LnVWEnOpvKh/T1I81cIkAtrfzrJtFYh+xGn356uGPmWud4p3y0TYCkYo67XukQTw+13px90MUHRWLRBc8Lbx5401ZsuxapJGkjlIq1zqg/0TCo2DI9g9pd+qNSofRQUuQpNmk2eYY8xiDj0aQiGhWlV6cfdz7+2VefuV12q6+vh+Hdk9jlZQYSIEia3dzcIE0Bu+BSK+vNCy2V0dFRd3d3e3t76PcpFEppaSmbzYZqt15qYTAYCQkJoCt0WDCA1IIAnfB4vKTkpNM2p7/8/stPTnzyte/XJwpOXBRc9NZ4X9Fc8dX4glT8tf7glUBtoKVUhCoqmABccr9OUEASU10ZTysJ43OywT3mp7yaLHgK72pqyK8sC2eUR0HWsuy9KGAZtGSzqlrV3CDqEYl7xJIeiaxXpuhTqPpUIBVtv1Y/oDcMGJoHm0EqbUNt7UPtncOdkKz0DPf0jvRKVVIPb4/vvv8OxAkrdo1qAbBY7lXL5I0bfW2a+uyrORe3p53fmGb3oTkyHT/NcPjEbJeCyzsZMfacFPcyv71Z8BK5f6zsyvfKipgBTc2wsdEcSDDXW4Wj7RKwy/UW/rVmHvw7CnlMp2zM1GTpGPDKRKd09nrXrYVVuyT4mfFJ8b9997fH2MfOK88/WCqeOo90dfTzsO8Lwqiq1mrYtK4fl0pec15oXahXhVdZRxkY5WGlwh3kUtVUt3C3H879YOtom5CYIFfIZ2ZnLGe2ngRQrwQCQXBwMAzynvTfepF5oaUCHVlMTIy/v391dTV08ZWVlampqTU1Nb29vY/jFfhYjUYDwoAECDIheICVQgI6MRgMSqWyoLDA08dz1+Fdb3371qd2nx7NO+oscPZQe3hqPEEqPhof8AohFQ2WCiQrIdqQMG1YhC5cRJ59/YBQi4h5lOrKBLmAYpCziKc1xFMZvwxNvSiF5dyaTEFtzoqXA1kWKmNDU3eTpVSUfUp1n1rbp9X160AqxgEjSKV1sNU0SCQrXcNd3cNEstI73JuZk7n/wP6goKCOjg4kFQArhYQUCgYZBcBKIcFKmZoa6jHJmDk5F79Ms9uYeu5DCNAJ5Cul/ody/E5m+hzLvPRd+vmPcdYCIrH/GFxijgL3L2uTXXqVrCFDw12vNGOvQIBOUIyaxETucr17aqiNzF2E2CtthFdu9KjmxwdWm1y5efMmg8l455N3vo74+gzvzIOl4q32yJLHLlvbzzDAK4yOspLeB0mFNkBLkiV5lHsky5JpvbSHkgr/Gp9upMdSY+187PYf3X/R7WIlvRLqA153T5ienh5ojxUVFYODg7jIyhPghZYK5NpSqTQqKgqkMjND3A0XnkLWUlVVBUkMXujhaW9vj4+Pt7GxOXDgQEZGhuUpjSAVrVbL5/Ozc7K/+v6rlze9vOH4hsP5h91UbpdUly6rLxNSUZNSURNSgWTFUirB2uBwbVi8NgakYr707IoBr6rENAkX357WqCBm4CXcYniwVMICnRhkrOalktUCOhq1sV7UJRR1i0Aq0h6pvFeu6FWoelWaPg1IRd+vN/aTe8AGW9sGcbJCSGW4p2+kTyQTBQYHfvDBByKRCEbxxEmMD3mXMKSWGxMTekFVeciplHMfQiCppNtvyvf4VsbIyk6Nz0yJp6QEZDptIZOYZfvEiMhy+pTif6BLShvU14NX7lHLUsqCYrxbPTs+fOvWrZuLi9MjnWQGA+kLbyllEUz26W8tzPzfKqNdY7Pxss/lN3a+8UP5Dw4ah9WkAuEtv5wljlm2wp9yQDIK4wy9jAn1AXLT6pYySveDpELpoURwI1wKXag9VLTva41Sqe2tLVWU+qX57T68e+PHG6FpwOgNr7InD2xNtVrt7OwMbRBaOi618gR4oaUCQEZSUlKSkpICHT16Cl6B6g7DmUdOkBcWFqC15Ofnh4aG0mg0kAoCeaWurs7L2+s/fvEfb+1760D2ASep00XlRTf1vVJR35UKmlYxSyVGG1WpzlUpf/xEOYhlO8eWPV17aHW1UhOPSFa6xYRUeuSKHiwVSFb0fYRUmgeaWwdIqQy2dw51dg3hPWB9Q31VzKrXXn8tOTkZfr7l2fLYKiRYLCRYLEsgtYwM9vFLYtLOb0qx/ZAIUi15l7/hFkUMD/SEhIRkpKdq+FX5l3am26M9Y3i6xdIuea5fNNfn9qlrBvUNEEgtRBjvCgakMtohm77WDTkH9ESLC3NTQ6brrXzkFaSWiS7F7Fjf7dsrH6Q0OzsrbBL+/L9/vjN+p53MbjWpuOncvKSXskTRy9b2Uw6ttEouKBM1FEDa2lidUSPJpZoKHyCVTF1mICfwKuuq+dL3a5EKd4SbxEr6fM/n73/0vqeX58DAAAzpnuY+KKhvHA7Hy8sLHuAiK0+GF10qwMjICIvFKiwshC4POpGpqSlIXNLT0yUSCXQreKGHAZpKf38/jImysrIEAgG+EotOp1KpUlJT9v+w/63Nb23z3nak7Mh54XkXlctF1SpSUS9JRXM1QBNATKtogxM1MRIl7Smf1mBQ1aj1RLICUpF0S2TdMnm3XNmjVPeqtb1aXZ/O0GcgkpX+lraBNmIP2GBH52Bn91B373Bv33Bfk7jJ9pyt0wUnLpeLrsKCIM2CwW5Z3S5GMYce4wg6Sbb9AHkl9dxGaujZDoNcLGqKi4lODblMi7CF3IUUyd3pFku75DhvlZSGdkkqB3X1RJBquccuZPoyAuboUk6PDd5cXLh5c3FmbGCsU2HeOUZ4pa3pRq8OhAPb2gza+gAMTXp6er7f9/1njp8dKj20mlQuKC74ii7ncCOE9XlSbrGyqRxPYt23/p9QEPcV5hVXV8bTKZGVZeG00rCKktAqbmp5c/4DpBLBi/Bj+aUqU9coFU4/J0eQc8zl2CfbP3Fxc6FX0bu7CWFbrrGngEajycnJoVKpM9YL3T9hrFIhHNDX1wedPpgATaVApYfKFxsbe+3atUfwCtRa8MfZs2chTVEqlVqtFio0JEBX/K98c+ibj498/EXAF6drTjvIHJxVzlgqaPeX6j6pqO+RSqg2JE0T/0xOlNNriGRF3CUCqUi7pUgqqh6Vplej69URyUofIZXW/lbwCpGsgFQGu3uGekAqOoMuKSVp586dsELQZb4ALBYSLBYS7BYS7Jbx8bHR69yS6NzLu5JsPoAAr0Dkuu9syA8dHOhLT09LCnLN8DyYdWGr5c4xFJZ2ybqwpTHTs11YhqVyr1os7TLSwh/rVs9Nji4uzM9PT0wOtqI9Y0te4Y+1Sxemxm7dXIQ6QzrlLlAHYGhSUlry6e5Ptwdvd1A5rCgVO5GdH/9SDoe4rS+rIraGnlDHTBHW5apXOXRi3cMgZ8p4JUxqTHlRUBl54y+ISm4KpWVVqZR2l/qyfP1Z/mWdZWuRSoGswCPBY7/N/pO2J6NjokUiEWxN1EyeJtCK2Wx2ZGRkZ2fno40Urawdq1Qw0DVAmoIeQ7VTq9VQBSFffoQ2AHIqLS319PSsq6sDo8BH8Xi80PDQj7/++N0j736b+K2dxM5J5XRBdWEFqahWl4omMEITlqdOWdY1PJ0wqGuUzY3iDqG4SwxSgWQFpAIBUiGSlV4iWWnuayak0t9mGjCBVLoGu8ArvUO9HV0dtfW177z7TnZ29tDQ0P1SAbBSSLBSSJBRetq0tGiHFLuPLaTyYUWEnZZf1dXVGex7OdFtb+aFz5BRlnnFQiofZjpt5iRdaOUVD2jrVvaKRcoCXrkx0Do3fWNhfnZ6bOBaW9M9XmkVTg13LM7PQM253ytQhYaHh/fs3/Opw6cn2Cful4qr1tVGaOPLd8+suduhUwoDWRVxUl7J/fkKlBjkLIPF1VnWEnoZU1hXLGoo04hX2F8Kn6mV0AV1uSAzUBqLFsegRtOlmZT2VXd/pWvSfRg+4Y3hlnd+vF8qnEFOZXtlDD3GIcDh0OlDtna2ZWVlsGVhReFG8nSBbVFcXJyQkLC4uAhbB5daeTJYpbIy0Jfx+XwfHx+9Xg8VEUqgm4C+70d3BMOrkKb4+/tDrt3U1ISMEp8U/79v/e+Gkxv2F+23V9k7KB3ul4q7yh15ZblU1MQBYEgqsZpIijpzWdfwdMJI7gETtwtEkKx0EXvAFN0KZbdS3UPuAYNkpZdMVvqIZMXUb+oY6OgcILzSO9jbN9hnbDW+/PLLkPxBFkhenngEqQWBvIJAXgGwVcbGRoYHJYzsAu99yCgo0h0/4xVHdbW3SEXCWK8z8ec/w3MtS9Mt99sFItPxE0aUTXNDfr+mFryCY0W7EFlL40iLcGp0YH5+bnZqfKxHN9zMG1k6WuwaJCud8nkiWSGmXpBaEIRVSILDg7ef2v5V6FfLpALhpHCybbL1ErulNgZWlITSSsJopWH0sghOVbKMX2YpFbLrr6qtyqmipNQyslVNP34xYxTwrnpmbnige0yYF4OSphavejYM6ArsohCWi7lFVc1FpatM1EME1AYEcgLT1emrSQWC0cMokBcEFQbt2L/j611fR0ZFPs0J+RWBlpifn19dXY2fW3mSWKWyMtAjQAcXHh5OpVKhH4SeAvrBqKgog8EAXsELrQS8WlNTc+bMGaFQqFQqZTJZZHTkKxteeXXPqz9U/GCnsLtHKkpnFyWWiuUeMC+1l7eK8AqWihpLJVETzVDnLesRnk4YVdU6DUds4os6Sal0yeRdcpAKsQesR6PrIaXSaySSlT5CKu397UgqPYM9IJXW9tZ3330Xkr/W1lYYNgJILQjslpXtcn2gt5MSejbVYUvi2Q8gkFSo4bY6AaPZaExPjM1w/zb1/MdonxjEXbtYCAZJJd1+EzX4qKEuB6SC4q5aVsldxnoNMzdG52dnpkYHIXexnM+HmB7tW5yfhQEHeAWBvILQ6XQnzp54c/+bsLktpXJRe9FWZGsvtXdXuyfJw4R1eZLGIjm/TC2mQW6xLE0BN7Co6V9s3fiH3/36m6+2FGdHo4PCfzTYFRmOtkf//Wf/+rP/99Njh3ZVFCctW2BZGJVsnYr5gPNUyvvKHQscI3gRlG7KalJhD7Lj2HG7T+/+5a9+6eHlodaoFxaImSfcPJ4RWVlZMMjr6enBz608SaxSWRVoDM3NzdHR0RwOZ2hoqLGx8ciRI4mJidAt4iUsgB5kamqKQqGEhYV5eHh4e3tLpVJIWULDQ7fu3vrWgbcOUA/YiG3Oq85jqSidLihXkYrqrlQgWbGUSpI6hq0qWNYXPIWA7sagYGlkDHErT9TZJO4USzulsk6Zskup6lapu9Xabi14xdBjaO5thmSlra/N1Gfq6O/oGujqGSCk0mJqAalERES0tLRY3lsFW4UEi4UEi+X69YGeDlUDNcttZ6LNh0gqiTYfJJ/b2ERL7e9s1SnEMZ5nku03J9t+aE5izHa5RzCkWtLOf1xyZa+uJrNPU4vCbJf+Vewy3CK8Mdw1Nzc7OzUx2qkabuYTO8eWjhYb69HO3rgOUkFgsZBAlZieng4KCfrg+w/2ZO4Br6A7qUA4a5xP8U5BBbikv5SoiZDJKnQyhkEOOlnBFpJGiq+nw8t//sO//stPXnn5TxcdT+qk91xWZ7UozY3dvXPrP//kH3/yT//w5baP0xICli2wLPQqtsRAp3avfJmW0p7SVHWqa5lroiyxcqDyfqmwh9iZoswTHie279l+1v5sVVVVe3v7zOwznhWHrQDVDFJkaJsPHg5aWS9edKnAGMpkMsnlchhUwqjYckgFj6EWVlRUFBQUQI2Mj4//5ptv0tPTu7q68BIWwMKzs7NcLtff39/FxQWGRfCZlZWVh44den3X67uzdtvIbeyUdpZSQV6xlIq7yh1Pq6g8Camo7u4Bu6q+SkhFFV0ty9VK6Cv2PuseMGSWC8oEdTkN7PR6VmodM5WvqW4yCcQd5E26OmWKLgV4BaSi6dbounX6br2xx9jS29La2wpSae9r7+zv7O7v7h3obWnDUgFPg1TMILUgsFvutYtJK62McU45/0nC2fdRJJ/7uDz8XIuc29He1sAoSXD8Ksn2I7NRzLGiWlLtNhZ4fKNhp/eqOWav3KOWe3IXnLIQycrk+NzszOS13msmyZCh8e68S6twcqRrYX6OuHalxXWRsVhu3WJXs487HH/n2DsOUgdwCXGTLo2Lo9zxrOCsi9rlkuFStC6kQfWga3/J+NTYMK9X//rST//5n956/WU/L0fIZpYts2LUVGa5O5956Y+//ctLv7c7c6iyNHnZAmSw9TIG1Ci1iCaTlte0UMp6Vr6gZIGpwJflG8AJyDZmW95OGIxC66alC9Odo5y/O/3diXMnwiLCYAQGQoUOHTePZwdslIaGhoyMjKamJlxk5QnzQksFTADtv7CwMCgoKCEhgc1mKxQKGB1DIV7i//4PFFJeXu7n52dnZ/fdd9/V19dPTk7i1+4FmlB/fz+kMr6+vlCPQSqQ/m/6btPHlz4m7q6htCWkojxvr1xFKsqVpKK6K5UAdUCSLILBTeVxsprq8yTcIiVxg/E19S+PFgY5C/4WnRJJIe+CTikKalRUNbXxRR0i8ApIRd4pJ5KVLhVIhUhWunUgFSJZAYn0toFUOvo6uvq7evp7DC2GN954A+3+WvsdIft7OmS1pWlOn0OagoySYv9pod9heW1Zf3e7XCrKj7+aTMze301TLON+rxBS8dylZqeBVNbkFTJZudahuHG9n0hWpifH+1uHW0VgGrNXxnp1s5PElfYRhFJIkFT6+vpiEmJe+vClI5Qj4BWQCmz3c6Jz9hJ7V63rZcPlYK1/sTxJxC2U8koUAopaTFu2TbUSRi09G6zw7Y7PHG2PVBQlmfePGYWVekaBrixTT83RV+YZqouNgrtHjimbaJUlyc7nj7k6nirMjFQK7zmojJyqIS50LazL5dVkcWsy67jZlI6i4t4VLn1P6adk6jPP555PkCWUdpWapVLRXZHWlOaT43PK89Teo3tPnj4JremZz6CYgQYObouJiaHRaM/Pt/q750WXytzcnKen55EjRyC9ALUEBgbW1dVB/bM85xaSmOjo6P3799vY2Ky478tMS0tLXFxceHi4TCaDwdonWz9559Q7eyl7bZSEVM4pz60mFVeV66pSUd2VSkJTKLUqijxMKKCiJJS4LflKh59Cf7Fsv/wDgrx2ZKVGvMIZEtC7gVSYFTHoDIaK0nCuhi00CZram8TtYmmHFKSi6FSoOlXqLnIPWDexB4zwSk9za89SstLX2dENi0r/+te/QrYHkiZvNEyArUKCrUKCxTIy0qwUsNKuxJ95HwKMkmT3cYHvoSZ61mB/DyinjkmNdD8G5Xi3mMWMy7IwqyX1/MdlVw9pazJ7VDUQSC0PEAxSy1CzcKy/DaoEMH1jbKyvebiZj2ZcQCrX2sQ3hjoWlm6Sj8BiIamtr9389eaPHT4+yTrprHZ2kDmc5p12Vjmj2wlf0XjHigMoZSEgbzYtrrE6Qy4ovX9bKIQ0UUMpZC3mEqOoSleYpnR1lR87LT97jpin8/HWpsUZ6inNsh9PZHVShrixCLYsGjFQy0Jp9YmFfYVFK91PpbirOF4WfybjTE5LDm2QuEc9tYdaoCuIZkWf9j69+avNn3/xeXJK8sDAAHgUN4bnAFj58JWgaQuFQthAuNTKE8Y6p/J/kKPExsZKJJKpqSm1Wn316lV4qlQq8cvkBR4MBgMUpqWlQVeIS1eirKwM9FNQUABGgc9589M3Pwv87Iz8jFkqkKysIBXlklSU7peU5AFgS1JBXjFLJV4cSmFFmw8/ra6Ml/FLl3UWEKqmyjXudm9WVPM5RcU50ZWlKSu+BY1n5QKKqLGQV5/HN9YL2u9KRdYhk3fIlR1Kdada06XRdmmJPWDdxubu5pbuFlOvqb23vaO3Q6PX5Oblbtq0CdYMJHPQzhFILQjsFhLsluFhaXVRruceJBWIPO99PErS8ODA9WvXenp6aspzE1z3owwGxYPVApFmv4kWfkZXm9OtJKTyYLVAYLto60c61TMz07Mk0+PXxnqNaMaFUIuhYbRbA3kMdFtmsFtIu8CvKywu/Plvf74rbtf5pvN2Ersz/DOuGldCKrpLl3WXr6q8KfQISARhs5YXBTGp0fcnoEbF8rGCvjhDcdJG+Ku3hP/9JhHw4NdviV7dpHC6YKgpMS+2WuhkhFRgrICkUl4VVaHKXk0qGfqMq5yrV5hXijqKKgcry7vLE3mJe+33/val33719VeZWZmw1eBXwygNt4Tng7GxsdraWsiPm5ubcZGVJ88LLRU0lQpZRWZmZmlp6fz8/OTkpL+//8WLF+l0Ol6IBLqSvr4+6MhWm+uD5gSNKiAgAHLthoYGdjV7z4E9H576cFfurrPKs48gFS8lOVePpKLy81f5g1diFGGlwiR+bU5Tfb6EOAebuuxykNzqgrMn92/b8pGr0yl66Y+c0QI9lFJIO7T363ffemX3zm0JkVeWLYACFoM+TitjyBVMQUujADIVEyEVSbtE2i5FUiGSlU41SEXXpTN0GZq7CKm09bSZekwgFaFIeNH14okTJ1gsFkgFgcVCgrwCIKmYEVZmpV3YHnd6Q/zZD4quHhNWZna1GSCDgTQFtF2YFJzpsc9SKuYw22WZYNIcPuWkXjI2FnUrq81htstqggGvDJtkkxOjM+S9wsAuU2PDoz36QSOXkIqu4VqnanZ6EuoGQDoFg7wCb2luaT564uimI5t2J++2Fdnaie0IqWjdL2kJqfhoveLEAaX0MEZ5FKcqqakhfy3HdxlqS1Wurk2/eF3489dw/OJ10WufqsODDI13E5rVAjarjrxAS1NDQX1DNl2WXdyZv5pUYqWxFykX0zRpxR3FwZXB+y7s++iLj3448UNGVoZEKgH9P1cJipnOzs6IiIjq6mqoMLjIypPnxZUKGAWqWnp6OofDqaioyM3NhS6vtbUVjOLl5cXlcqEH4fF45tl7+BdazmpjMehNjEajj48PZDNisZheRd+4ZeOnbp/uo+3DUlHcIxVHpeM9UlGuJBXlcqlEqELz5EkaCR26A+h3LMetEFBCLUp46Y+//dn/++nmTRviwr0tX70/9DKWuKEMjPIvP/3JG6/+2dPNdtkClqFX1cj0dYJWrqBNIDQJRSaRxERKpV2uaFegZEXbqdV16vRdemOXEaTS2t3a1t3W3tPOrGZu3bo1MDAQ1gy4GcBiIcFiIcFuIQGp6MR11dnB9MRLNbkh8lpKR7MG+i+0Zww2XISnTZb7N+adY5YRd/r96JMbYk5uWKaWjAtbpRVxbaKKLgXbHEgt7VKmjlfeIWOhJGaZXYZaxBPX+qenp6BWEExPTo6NjA2YRrt117u044MdszPTaP8YUgsCu2VhYWJiorau9ovdX3x47sNDlENOCieQipvGDbxyWXvZU+fpp/HOEkZwuJkyfhlsX9iyKJZtBcswShi63CTF0VPid7YKX94oevsz6Tf7lV4eekYBvLRs4dUC/oRaXlWnLaWYCgp6C1aUSkFHQQg3xD7H3p/if9Tj6Penvz9pdzI4JJjNZsM2AmviNvCcAetfLpe7urq2tbXBY1xq5cnz4koF2r9er7exsUlKSgKFQJocHR0NSjh+/HhCQgIkJdARZGdnNzU1Xb9+Hb9nJSDXgV4S0p2UlJTQ0FAKhSKVSitoFa+989qWK1sOsQ49tFSUFlJRWkhFdTVYFZSijFVIK7RSup44AvWeTgckQStJ3vDO63/6w2+/+WpLUoyf5av3B0hIxqMePbTrww1v7tn1RULU8kwFPh/d0F4hLJdJaEJjPa+Vy2/jC9uERLJiEktNUlm7DLyibFeqOlSaTg14Rd+pv5usdLcpdcrktOQ33nijpLSkubkZSQXASiHBSiHBSiHp6Wpv1ckNMl5nq36gv5fcJTYMHVl7e3tISIiv/YEMl+3mnWNIJ/Ag6uR7jjv/emzLS+e+/EvIkXegBHklxW5Tgdf3hsaiDhnTUioQqobS8qzIIE+H5HBvaU1Rl4JIXyy9MmAUjvabpqYmYXMjrQDTU5OT49cmx4anb4whoyBIoWCQVOABLO/k4vTezvc2e252aHK4qL5ISEWDkxUPnUeENoiqypApaAY5NgqKZRtFL2VKOcV6UhvERH1ZpurypboDh4Xn7TXJ0Qbu3RxFJ65ScinmpyuGUVkt0ldWdpSAUVaUSnFPcVhd2Ono0zsdd+633797/27ni87UCip4HTeA5xWoP0wmE4YyY0/r0vpWEC+uVG7cuAEDZ6hzAQEBYA5oJJCp2NnZHThwoKioCLoA6B1EIlFycrJAIIB+Ab/tPkA/DAYDPgTeCAvX1dVJJJJyavnv//L7zwI+O1x7eAWpKBzQHrBVpaK0kIqSmKtHUglQBUTLw6q5GYKGPCmvWCVavvtL0kiJCfW0Obk/Ntybz1m67j2fZmAX6+n5+qp8A6OAOEaIX9FMHpYKfRa7IiMlzn+Fo4OIu7BU8GqyOFXJNVVJnLqcxuZ6bmsjSIVIVtqEojYiWUFSgWSFkEqHRttBJCsgFWOnsaWrpaWzpYxWdu78uW+//RaGjb1LYLGQYLEsgd2y+owLLIN2lEdcOpV+4XOzVFDEnt7gc+DNN/74Hz/953/4829+Zr/j5ZhT74FsQCqZLttZCc6tQmqnnG0OJBVKZuT+XV/880/+8b9/+Z+ZsVfbxAzzDrEeUir9eu5Il35q8gZIBUFqBUPMtJAgqZghtYKBKlRQUPDVzq9e2/7aoZxDF2QXXFWu7mp37BUt4ZVoTQhNlalQwIiBBWpBYSkYCBW/oiIuSNl4jy3KY65yKemWJRCSmiJOXjy8ZVk5CtCJXsVWaBiVpuLC7rz8nryCnru7v4p6i/I78tM16VH1UQc8D7z12Vtvv/v2voP72NVsyN1x1V8Ld27fuX2LiDu3IdnHhU8FqG8ZGRnV1dWwXXCRlafCiysVaOSdnZ1BQUEgEhqNBjUPegeFQuHj4wOZCiQxd8gDjiGPycnJgQwav+0+xsfHNRpNfn7+/v37S0tLwUPgKpDKS6+89InnJweZBx8sFXT+49qlEi4PLmqMpVBCyouCGOVR/Npsy14DHuukDLWIDv/icgVbHRog/fy7pj+93/SnD8SvbJJu3aUO8DVUY+VAvqKTMu8/kVstptXQE6jFIZTCQHpFTC2/qKGlobGlkdfK47fyha3CptYmYg8YJCsmmcKkgGRF3a7WtBNeIZKVDkNzZ7PaqPbw9vjkk0/Au7AOQcAI7JbV7YLFQoLFsqSWrq6uiIiInJys4ngfkAox42IhleiTG8599ZeXfv2zf/rH/++3v/iXfR//IfIEKRXbj0qu/qCtyzVJqjpkLHMgtSSHe338/pvwlp/80z8Eezsq6kqWzbj0ahuG2pWTNyamlsBuWcUuABYLCfJKXFyci6vLnoN7/vDBH86wzrjIXQipqN0vaUipaD28dJ5h2sBidapSQdfJmWavWKpF0UjJv3pZVnfPVPz9UoExAb8ikxoXsGyzmkOnYkGOUtZZkNuRmdWelmVKzWlPN0slpzUnhB2yy27Xr1/69S9//csjx47AwGt6ZhpaxGp7gFfgzp1bCzOLM2OL02M3527cubkAjsEvPWFu375Np9NhyHj9+vXnc77n75gXVCrQwtvb2yE1aWlpKSwsjI2NraiogNwFOguj0UilUqH9g1qgK3R3dwfxQLKC33kf0Myam5shR/Hy8oLlkVTYbPbJ0yc37NvwdcrXPyIVxZJUFKtLRenrr8RSCVYGRctCS5gRFWWhrIqYpvofu2oLjG2veIs/2C78xetE/NcbTf/zruLsOV3Zj1xDzCBnKoSURnY6pCk1Dbl1GmZ9cz1IhdvCBakIWgUgFXGbWNImAanITXLwisqkAq8QUunAUklITThx8oSTkxOsIpBBd3c3tsoS2C0k2C0k2C332QVKwPcODg60ivLaoti0C19AagJesYygw29//d5v3/jDf255/Vcee16LObUBpFLgvacx72qriNYuY7TLmCjMaqkvT/O5ePajDW/s+/bzyrzYNkkVymDMaiGloroxMT65ys3zEdgtJNgtpF3gJfhRkM7C4KO8onzvkb1v7XrrBOUEbHdCKupLlzWEVDy1nj5a7xBtQIo2ulqZJ1dUQsqCwmwXeQMlz/9SIyVdI6w032CtJNyn4d7jMsAo1dmxQnr2ijdhU2oYHF1RjjI6ovFiENs2kHEmsOp0MNMmsv5iaI2PXbTN50c+/2DbByfPnXRydnJzdyspKYEfi2s8Mb14e7UbXyIgNbk5NzkzbJrs1dzoVhLRo5rq085e7745e+PB710XoGoVFRWlpaU9nAWtrAcvqFSgqnV0dEBTgeEMCIPJZEJrB69AnwXtHzKY2tra7OxsUIujo2NYWJhEIsHvvA8YE0ml0kuXLkFCU19fDwM68AqXy83Mynznk3c+9vz4hPCEpVTOK84jqTgqHS8osFQuKi8ukwryyj1SURJSCVQFBquCU4QRtIZkYWO+WvQj9xWG0OWnyI+fEb25uemPG0R//Vi2+5AmKsRQV7ZssfvDqGCpRBUCEaVeSa8z1oJUGpobQCq8Fh6/hQ9SEbWKxK1iaZuUkEqbQtmmVJuIZEXXrtOZdKw61pHjR06dOgWJIBgFAV4xg7wCYKuQIKkgSK1gkFcg3YGN5enp2dhQL6hIy3D5CqSCwiyV2FMbLn3/2vmvXr6461VIU+LOvJ/h/AU7yVVTl2+SMExSHGa1QOj51DpKWlrUlbKMCE1jGd45ZjHp0qsBqWhAKjDyAK+YQWoBSKdgsFVIkFdGR0erq6uhOgmFwt6+3pKyki07tnxm/9nRwqMX5ReXecVb5+2v80vQRpSp0xuVJSo5MX9mtoumiV5fmladG1edE1uTG1+Tl8DJT8jxdaXEXG2kpInZBXxaFqcggZEeUV+SohXdcxFJo5KtVjOFOlqFIi1Z4BtUc+4K9ZB38V6vwu8vpu08dXXLztPvbdm3YdehL+ydbGJiYzgcTkhoSEF+vloq6Dc0GeqLJvqMs9e7Zq51zkKMds+N98/fGF6cGb998+5M+J1bi4vTo1ODzeMdkrE24VibYCmEE13y6cGW+RtDd27fhAXxG54ADQ0NeXl5jY2N+LmVp8iLIhXo+gH8hGR8fBwEkJGRAfkK5BZgkfT0dOiwYEwNnQV0ByaTqaqqClRRU1MDHR9+231ALwMJyrlz52Ax8BN8JoLH423fsf29o+/tytt1VnEWS0VhIRUFloqz0vmigpSKwkIqCk8vBU5WkFQgApSEVIJUQaHKkEJlmlBZ/oDLe0CHgva8G8VV2vQ4sb0Dd+8h6Tk7TXqcoaEcyg0yJiwA/5rfcn9oVNUCXU2dgVNrrK1rriOSleZGXjOP38wXthB7wEAqklaJrE0mb5ODVCBZ0Zg0coMcjOLs5vz9nu9Bya2trVgpJFgpJEgqAFYKCVYKCVYKCUhFJpOFh4dnZmaqVSoRIzfn8m6zVCy9giKemL3/AIxSGXVeVB6vqi7kFydXp4Zx0iP4RUlKdkGbmG62izlrgcBSsfBKj7ZxuEs/MT4Gm/thvQLAD4F8t7y8HPJjSFwGhwZj4mN2Hty5zX7bD1k/XGi6QFz2TX3ZQ0NIxUvr5aPzuaK7Eq4LztLEV6myG5TFIkW5Uk7sE0NZS2N5OjMjip4STk+NqEqLqEgIpiWGsDKj64qTavLjq9LC64qS5Ba7yHQqllxTJdRVcIylRZrkaO4l38qjlwu/c07beTZ066HLG78589bmnS+99/ovNr76c9s9m8ozo64NdN+YmIiNCKLmJEjp6Q1p7pQr37U15o0YG5Akxk1NE51SSEGmB5vnxvpALbcWZiEWJq9NDzSPmSx1cjfgXZC+LEyO3L61+IS8srCwkJWVBcNEqDO4yMpT5EWRCrTzsbExdPgj2AXaOfQC8BS6MHAJ1D+5XG40GmEsCQMcpVIJncUyCa0GvAvMdOXKFchOYBwKYKs0Nflc8fn020/ft33/SM0RG7nNOcWPSwV5xUPpgaWi8PZREFLxU/qhZCVQGQgRrAyOVkaUKjOVSrphFa+Iqwugf7n7lJ3PzolR8sqhw0clagENBrxqQcWKu92NRE9ULdRW1+qraww1WCpGMllp5mKptDSJWkQgFWmr1CwVmVFG59AvXrr4zrvvQE8KaRwkhZD8mcFuWcUuAFILAqkFgA4CnoL7bW1tQdjwObLaskL/I5CX3I177RJ/9sM0p230WEclO1NMyywL8Qo/tOfCe++4bvwgdP/ukquX5Iy8VjG9XXo3ZVlZLXJ2r5430mcaHx8j70J59xb6yCsIpBYEUgsCFjMYDGfOnIEqAe9FuQuUJ6Uk7di1Y8P3Gw5lHrrAvwCbnpCKhpCKt9YbecVX7xug94/TRRZpUjnKArGCKldUKhV0tbxKi9MXPOOikzDk9aWCymxZfalOxtCrWCASrYqpUTOVaoZAR61qKcxrz0w1JQbWObkX7ndM2XE2Ytte5/c3ff2nP//l3//0659+/MrP7b/6c8KZ97MdN7Giz+m55WoJvyzpSsnVI8WXvsxx/DjHaZMwx7NbUr7MExCgihtditnrnZDHTPZpl726PMBGXXLIZu7cWv/7ZUGzhaoSHR1NpVKtO76eCS+KVNSQ9jOZ0LvdunULGjlkFTQaDcaM6CnaNQEDSRAPPE5MTITHIJ61VErIZq5evQoJDfR0kKkgryAgB4fR+lub33r90OunBKds5bZIKvYK8qji1aSiWC4VtAcMvELsAYNkhZRKiDIkRhlZoEqTrnJ3YWFVDiMt3Pz0fqkouZTymKvKxjKjfLlUwChqFbtBy6zWs9gGdrWhmgPJiqGWkIqxgWskpCJoFgibhYRUWiTSFqmsVaZoJfaAUdlUOye7P/zxD0nJSWAUSPhgtSOQVBBYLCRYLD+mFr1eX1JScuHCBXgAHYeKz6BEno85tcEcy+yS4fJVTZqntqHYwC/Pcj9/6k9/2vdv/7HnX/8NYt/P/sP2ry8n2Z3UNVLMO8SW7ROztEuvXnh9qG98DEsFQVhlCSyWldQCvwVyWV9fXxh/kHkL3icGuXINp+aUzan/fuW/vw391qnRCd3300vj5a3x9tESUoHw0/ld1V8N1AeEGoJj9ZE52qRyTWa1qkCgpCgUdKQWNN2ilxHHXGgVDJmqUqAtr9OXsoxFFS35+aasrI709M60lLaEsKZL9qm7dtq98+pHv/rPX/7Tf//yn7a+9V+OO1+OOP5u6rkPM85/lO3wMfgjz3lz0aUvy/33513cluP0CeiEkIrjx4zQo6312cslgUMIaoG4J0eBxybzAhZhEk72am/OTOBWtH5AmgItHdojJLW4yMrT5UWRyvXr16HHT01Nra+vF4vF8G9xcTFkGNCjQfMeHR2F7KS0tBSdughQKBR4Fe2swB9xL/AuPp8P7vHw8Lh8+TJYCp7CnzCDvFJBq7jsfXnDtg1v/vDmIeohW5ktloqCkIqTwomQioKQiquCnKsnpXJZcfkeqSiu+CrukUqQIgi8EqYMi1FGZSgTGcp8mbISTGApBjG7gJEewS1P14mrDDJmXVFSQcBlSXWhXkrs79I0VfIqMsuifFU8YleYZeiVbKmaVa9lsPQQLLb+rlTqDHVIKjwjj2/kg1SampvEzWLkFXmrPK8879S5U9u/2h4bFwursaWlBdahGewWEuyWVewCILUgkFogTQH3Q2bZ1tYGjjHKeewM3+iT70EsU0u6y5fUcFteUZimNr9ZSOMWJgbt/Xbvv/77dz/5VyL+mYj9//6fTu++o4BkRURvkzAgVlQLYRc5u88oGbt+DcYcYAIz2C2r2AVAaoGqFRkZCQNn+M7gGOQVxPDwMFQV/yD/Vz5+5Z097+wK2XW++jxx4wMkFS0hFV+dr7/eH7wSYAgINgSFG0JjDBEJhugUQ1yaISHTkJhtTM43pBUZMooNmYXGjLyWtJzWtOy2tCxTWqYpNaMjNbUjJVIR6Vbmutdj15uf/el/3/zlhnf+a9cnv7P98s9e+14POfpOWcgZSUWimpVJDz2ef3Er8keu06Y8ly1mnaAocv9CQ48dbeEul8RKcaNbOTfWuzB1fXa0e7xDfO/8imC8XTR7rfPW/DRuUesErNWAgACwOKxbXGTl6fKiSOUmeQkmSB1gqBsWFpacnAyNHJKVwsJCGE2DVKDxw/gXvJKfn49mR+h0ekVFxWoXeIDeAXIayLKdnZ0DAwMhTQHAKwhSKxgQzyXPS+9ufvfD0x/uTt99hn/GUiooWQGp3J1WWV0q5j1ghFQUwaHKUPBKhDIiTZlAUWbVKUskSppOyUJ20QhpQkZuQ0lKfXFyXXFydW4sJC7VOTG1RYl1xUl15L98WqZOUoVcQmYnLImKyVdXcTRVDB2doWMw9UyWjlWN9oDpayHqDfWNxkaugQtSgWQFpCJqFkmaJWKjOKcs54TNif0H9wcFB8nlcjAKpCkIbBUSbBUSLBYSLJZV1ALlBQUFfn5+TU1N8Bgc09GqF1Rmxp79KPrkBuSVeJuN6Rd3QBfJyfAR05K0DSVgFAgxLSv6+MGD//lLLBUyDv/3r3y+3KaqLgSptIqrkFeW2QUJplNV29+mGrO4GSW2CgkWCwkWi4VaYDTD4XAuXbpkMBjgjWTqchfoAaHuabSa6NhoO2e7r45/9cnpT77x/+Z08ekLdRc8ZB5XNIRU/PR+/jrslUBDYJAxKKQ5BCK0OTSsOSyiJSK6JSquJSa+JTauLTa2LSZSH3lVcNWN6mabansk6Mg3zt98afPl9h8+/eLL17/c8Ov9m35/fsdf/A+9mXj2A/BEdZx9i6BifLBjYqirVUgr998HOrEUiWXAS+IC3wElw1IPK4dJODNiujk/def2rVsL07PXuyY6pcuWudGtmp8YXMeZlfn5eahs3t7eMKB5wLllVp4oL4pUEJBecLlcBwcHR0fHoqIiqH+Qr4BmQAMwioQaCV0VJM6gnKqqKpVKBeOd1U6nhyprNBpDQ0OvXLmSmZm5TCoAVgoJg8m44HJhy44tHx778MvwL4/Sj9rL7O+XCiQrZql4KO7uAcNSUfj5K/yvKiykoiCkEq4MB6/EKWOylMlUZU6tskSopMqVdI2SqZFWSTlFnPx4dnYsn5YlbyityYPH0aysKCgUVOUYlGydkq1RspRKpljF4Krp1RoaXUujaWmV2soqHaiFAVJh69jgFY6eQ0hFX99gaGg0NPIMPIFRIDQKhXohR8LJKM44evroru92gWLBKJBMIEinEGClkGClkGClkJBOIcBKIUFSUavVSUlJMAiFxeApkbn0dCv57MzL36U6fZHhujPXe19J8Clm8iUJPUXbWGoQVKgbykSsPAOfauBXUCOuXPnqc7vXXj3037869Ktfn/nLX3y//qI02EPPLQejwMI6HrW5qdJsF0uvdOv4g90t0PsjoyCwUkiwUkiwVZa8AmsA6tjVq1dhdAJPYeyCfbIEeAX+hZcgrw0OCT549OBXB77a4bRjp9fO74K/Oxh38ETWCZtSG0eGo1ujm7fE21fue0V65Yrkik+Tjxffy4vr5dXg5Vnnebn6shvdzanYySbN5mjk0YN+B/e77d9/fv/+E/u/3//9gQN7ju3Zdu7r14IOv51m91E2aYg8509LvL4Bo8yMw6D+zsLsZK+OVxF46AFSgahLdDBx85bpYaUQTg+33pyduHP79v/Bf4uzUwMGMl+xWMbUNDNssjxy7DGB1gpjwcTERKhvuMjKU+fFksrt27ehtSckJLi5ucXHx4M2oEeoq6tLT0+nUCiQyoBXBgYGoPOC/KOsrAxa+2rT9XfIu3LBmAi8AikLuAp5BYHFQoK8Ag/CwsO2bd/25w///InzJ8fpx88JzjnIHNAesBWkIl9dKop7paIIh4hUREYpoqIV0bGK2GxlKk2ZV68sEykrlEqGGuyiZGqJYMG/CkmlSl4FJSolU65iiFR0nopWraZS1RSKhlKuKadqqUgqdC2doWUwdUxCKrrqGh2RrNTp6xr0DY36Rq6eyzfw65X1FQ0VkcmR33z3zfsfvB8TE6NQKFqXQF5BILUgsFtIsFt+bMalsrIyLi4uNzcXOYaQSm+vUSVmZV6tjHWpzQkQ01O1DYRLUOj41AZaRmqUj6qh1CikaepKuIWJuV4XnLZsctr2abzDqfqcGCOf2tJUCS7h07OrS5JVDWUtZNZimbiYpMzeFvnIYB90WOAVM9gtJEgtABYLCWmWG1C7oDpByguLkZZ50NFi8ADSu/SM9EOHD32w8YO/vPKXl994ecPnG7Yc2bLj4o4D4QdOZpy0KbA5k33mVOqp4wnHj0QfORR26EDAgb1X9u523/2VzVebvt302ruvvfzKy1u2bbG1s42Lj4M8CVZXf7tOVBqR7bARdGKOoktfNmZ6TV4nDpG6OT873K6qjj1X6Pb5MossC3rwDxp67D1uWCXGTUK8g+vOHQhISm70qJYtM9WnW5x60GWQ1g40SahOMOxoaGiADYRLrTx1XiypAFDzoPGDP6CjDw4OLi8v7+/vh7oICoHqqNfroWE3NjbGxsZCBgN9GWgGv/Ne5ubmlEolSAWGRVCJ4S3gFTPYLffaBRaDP+fu4f7Khld+/davd0bvtGmwuSsV+SpSka8glUB5IEglRBFCeEVBeCVCEYGkEqOIiVfGJSoTkpVJqcrkDGVqkTK7XJlXqSysUhYx5IWxZYHZdUllioJiVUGRqqBYXVSiLi5Vl5SqS8s0ZYRUNNQKTQWSSpW2CryCkxVdNUfHAakQyYq+AaTC1XETchJ27dv111f+evz4ceg6YZ00NzdDzwhgsZBgsaxBLQjsFhKklsjIyOjoaJFIhByD1NLV2dFmUGp5VE1jqZZbpuOV6/lUc1AyIw/s3t7EzAXHGAUVeh5VVl0Q5esc7XexKi/WwCOMAqHllgd42Nsc3SNi5xmFRLJiDpBKh7K+v9MIeQZIBYGkgkBSQSCvIJBX4EFWVhZUM/iBSDPIKwjsFhLSLARQDh81PDxMnJRjaoNampOX4+vv+8OJH97f/P7vX/79r/7wqz/89Q9/ffuvb3301kefffTZjs92fL9jzw97jp05BlULhARvgTUD33N8Yhw+GSrq4uJis6CSHnaKkAoKUioUv70ditr5mUlIJPqNYk6CY57z5mWTKPcH5cpueVnIMjesFuMdktlrXXdukkddLs5NDRiXLTDRKZ291oHa1GOysLAglUptbW1htGE9i/4Z8gJJBZoWNFR0ADtUPnCJeRJFLBZDRwYOgEFlZmZmUFDQpUuXUlJSoBdYLVOBlg+5DqQphYWFYBRLsFhIkFoQ4BV4lUajxcTFnDhz4rXNr72x942vQ762qbNxkbsQUpG7usvdIS7JLxFSkXt6yQmpEEcV3yeVIHkQSAV5BUkFkpVoOSEVSFbiFHEJyoREZSKoJU2RmqlMz1ZmZEhSwxjBl/PcYmuj81S5eaq8fFV+AaGWomJ1cYm6pExdRlETyQpIhaahVWoq6Ro6Q8NgaplsLRsCpFKrq63T1bHl7JzKnCNnj3yx44ujx49Gx0SzWCzI/IxGI0gFgdQCYLGQYLeQYLeQILUgkFcAJBV4AK7y8/ODLQKfYM5dMJ3trWqhXlgFRjEHkgqrONHl3NEIPxduZSZKX5T1pTGBbrFB7qyiRDTdAhET6O5w5lCozwV4I6EZER1Fq4iQSk+Lcoi8J5gZpBYEdgsJaRYC5BUAKlhycjJ8bVgSScUM8gqApILAYiGBxAVehTeCIWBlQv7H4/Nq62prODXwb0NjA5fPFQgFIrFIIpXIFXK1Wg2LQX8KXwBGQlDbETdv3py+MdpUEpnv+nmWw0YU4JV8123Vic7TE9dv3bo51KYUFgQWum9f5o8Vo/jyV+ICv2VuWDVMwhs96vnxAaLN3Lk9O9oz0SlbtsBknw58Q2QzjwesKKJxxcTAmsdFVp4FL5BUoFVDz37mzBlPT0/wQVVVFfRr0OyZTCaFQoE0ArozWADtAb98+XJOTs5qc30wDoKu7dy5c9BlMBgMeK8Z5BUEFst9aqmrq8vNzXW+6Pzd4e827du04cSGnaE7zzLOOouc3eRuK0hF7uMr94Xwk/tdlV8NkAcgqQTLg0PkFlKRR0bJo8xSiVfEg1SSlEnJiuQUZUqaMi1WEHs+47xXmVc8Pz5HlZOrykVSKVQVFquKS1QlparSMlVZubqcqqZWqCsq1YRUqjRVTA2TpWWBVGq0NSwlK7My0+2q2+4Du/cf3O/m7paTmwNWBp2YIZ2CwWIhQV4BkFTMYLGQIK8gkFdgeXA/ugI0PCXzFgxpla7ONmOzvF7Hp0HOgQKpRczOL0wJdrU7FuzlWJQaKqjKUdSVRAe4xQa6M4sStVwKrzIrOczrgs3hEG+nmtKUFiEN5S5ILa1iRoea299tGh4aGlkCi2V1tQBILQCkbmAU0C1yDJG8kGCxkCC1ILBbSLBb7j1abNYCSEHMgEUQUGPNYKssLnZrBaw4h0z7jSiQVyqCjmhqC6AmL8xNq9lZkLWYd4sts8iyyL/4mSDb8x4xPDDG20VTA4ZbC7MglcWZ8enB5mUL3OiSL+Bz7B8LqIQwKIT2BSsEF1l5FrxAUoHGDyLZt28fjGUyMjKgtUObh14POq/q6mrIV0AD0GdBvw9eASQSCYzy0HshX4GaCv0FGjWDJ2CBvXv3wkcVFRWh5RElFkBXaKbMAugcAUhx/Pz9dn2365U3X3nzize3XNjyfcz3x4uP21XbuTS5XBRddBW5ujW5uTe5XxJeuiy8DOEh9PASekF4C7x9BD4+fB9fvq8f38+f73+VfzWAFwARxA8K4gUF84JDeCGhvNAwXlg4NzyCFxHBjfCr8jsYftCn3CeyNjKuMS6+MT6xMREiuTE5pTEltTE1tSE1rSEtvTE9oyEjsyEzqyErpzEntyE3ryEvty43g5kRWxjrG+N7wv7E5s83b3h/A+Rz8JNrl6hfCSxbEuRaBNKtGWRcBLGv0AJwMIwDkFQEFmcCkSeYYvh1DHEtRd1IWeYVOacoNsDd0+l0wGX7tKgrhSkhbvbHXc8fB7XkJwUlhXldcjgZduUCsygBZS1mqRgENBWXJuFx5FIJbHEzkI2ZgeTAjOY+oDAwMDA6OprD4egsgHGMGYMFWMhLICUDWMhLICsjsJMtWGZlAlMrtyC0xOd7s1QIrzh9Sot2UjbVg5g7tU01SS45TpvMUnmwV3KdPuGmu4628Ja54QEx3iGdHO7s7+vp7uzobVUNG+9573i7eLJPP9DX3dtL7NJ8NGBwAS0uIiICmrl139ez5QWSCgz6ZDLZqVOn5HI5DPS0Wi30U8HBwdBTwMBToVCAIUAtWVlZ0MdBCX4bCRgFKi50hXFxcZDr7CA5cOCAs7Ozx71A97ciXkt4W+Dj4wMv2dvbf7b1s9/8z2/+543/eefAO9v9tv+Q98PxsuOnKk/ZsGzsauzOsc/Zse3sWHbnWeftGfbnGeftq+zt6fb2lfYOlQ6ONEcIpwonJ6qTU7nTBcoFFM5lzi6lLkSUuFwsvuiU53Qm5cy+4H1OWU5u+W4Q7nnul3IvXcoh4nL25ctZlz2yPDwyifDM8PRM9/RK9/JM9bwUf8kl0sXO3+7Q+UMfb//49y/9/i8v/2X37t1+fn6w9kIsCFuJ8FWA9n8/kRZEkUAhJI7fffedu7s7PIYS6KYRsL3MJMTHlRdkiGuK1Q13vWK2SwM1IyXc2/X8sbNH93y/c+u3X27+/uttR/ftdDl3lJ4Xp6wrMQppKJBajAKaop7CpuanJCcn3guMhc1Anno/MFgB4AH8hOPHj4N3U+8lzYJ0C2Cgcz+ZqwMV9X6ys7Mhw75LdmZWSkym+65Mh4/vkYrb1zlhrnm5uXm5OWVRzgWXd6J9YssmXVazS32y07Cu1lIMD47rLfxebWNVRVlRYWENg9omr1u2wIiRV11VXlJcVPCowG+HSgVrDLdYK8+OF0gqd+7cgVQD+j5IUMAQAwMDkCscPXr04sWLkMEMDw+DSOCBg4ODE/TPVCp+G8nExAQk1wkJCWAFeMuXJLAkPPW1APrZ1fAngf7RkoCAAPgXyq9cuQJf48ChA+9tfO+//vhfP/3lT/+87c+fuX92OPfwec55CPsaewiHagdHtqMjy9GJ5eTEdHJiEHGh6oIz3dm50tml0sWF5nKRdvFiBRGuVFe3cjf3cnd3irt7mbt9jv3xuONnks64Fbh5FHtAeBZ5ehV5eRV6eRV4eed7e+d5++T5QFzJu+Kb6+ub4+ub7ese737I8dCGLRv++3/++z9/8Z8fbvwQOkoQIdjCsn9H4A4+JiZ2FUDJZuJXAtawGdSJw18BnZw4cQJW1AP6dOjHM9LTKEXZ4poS8IqmEQfyCpQo6kpkNYWS6gIxOx8CHkhrCiCP0XIpej4VzbiY1aJoKK+pLMrJzsrMvKdbRx33/UBXvgwQBowwHB0dYeCSey95FsAgZkVwT3kvUF3vxzJRRvmxJcV5WbnBjpnOn2ec/wgFkkpe0Lni7KSy0pLS/Mxcrz1ZjpsI01jMuNxvF0vB1Maf75PTl4nhwXG9lS/lsVlVlcyqSnhw/6taMaeGRYd292iAUaDOiEQi3GKtPDteIKkAi4uLJpMJGrNQKASvUCiUY8eOQcuEZgxdg0qlGhoagpRFIpF0dnbi95DcvHlzfHwcUuy2tjbIV2DIfPLkSfgcaLd4lxYJuVsLU24BrvgkoDQztCUqKyvhJfgmaelp0THR3j7eR04f2bhj48ufvPzql69uc952LOOYC8fFs8nTq8nLu8nbp8nnivCKr9DXX+gPcVVwNUAQECgIDBIEBQuDQwQhoYLQMEFYuCA8UhAZyY+M5EW6lbidiD8RygmN5cbG8+IT+AmJ/MRkfjJEKi81jZeWzkvP4GVk8jIzGjLCisPO+Z77fM/nr7z7ysbPNh4+dtjnig+MsuEbgndra2sfsDsL78MiwTuwSAQWoP1XCLwDiwQ6BTNgcQBWCzgeFMLhcGC7mJHeC+SgkICqlHKjRqZvYmu4VHVDmeY+u6BAe8ZQoCl9wit8fCxyi7SmTSdpMeogl0Xg/Vb37rkyg/dekeBdV0YjfP9z585BqgBfFe+3WgLvulrbMQuWmI9cWAaaXgLIGSYMVO/OjnaVkJPj/k2mwydmqUBURdlqeZV9PZ3tzbra3PD8S18j06Awq+Ueu9yrFk7cuR5JxTIx/GgMmeRD/V3XRkbGrw1MDzaPt4vuebVZMNTTOjw8BMO7h6W3txeaJDRhGDXiFmvl2fFCSOXWrVvQmNlsdnV1tUajgQ4Omij4g8lk/vDDD9D+QSTQ/mGsDT0XNMjJyUnQD37zfSiVShgTQW7BYrFgeQDNKCDqlsBTChagjhjA3fASuDMmgY4YSuCTIZH38/c7d/7cgcMHdvyw45NDn2w5s+Ubj28Oxxw+k3XGieLkUeMBOgmWBYfKQiHCZeERsohIWWSULCpGHhMrj42Tx8XL4xPliRAgFfdSd7sMuxRpSro8PVOemSXPypZn58hzcqQ5KQ0pkRWRfll+rlGutj62h+wPfXf8u+8Pfw8usbG1ga8BQ2/4aZazCGjaAIG73iWWdb64uyXBPa4FeN6ABPW5AO50W1vhLWDcs2fPwl+Hx8s6XOhkLSH6V/hfu6lNrzTIGrR8OngFhVktlnZZrhbIVJqq2lTczmZVb1d7/723cgEGLSDvFobBHRsJmsyHPg5kaWdnB9sa3kjO5WOIefwl8Gz+Gs6jBMiJfAI8j0+CZvIReCqfBM3kj/R1yBiZpFE2ptsROsm+sKU88IiBSx0b7l1YWBjt72DF2Ode3GYpFXOsbBdSMLUJ9v0Kxmgr39IKPxroIpLELoPbtxZnxqf6DePtFudCmoSz17uI+fyHBFo3WBmyWAaDYZ1NeR74+5QKau3Q0tDT+fl5SCPs7e29vLxgrA1NHbon6BpghAuZCkgF2ip4xdfXF1QB/Rf0C+iN9wO1FsbOPj4+0OmDpWpqapBXAEIpS2CxkGClkJBOIUA6MYOVQoLG+Aj42PyCfMgS9h/Y/9nnn23esXn7ke1f2X71jcs333t9fyDwwNGoo2cSz5zPPO9c6HyJeukK80pgfWBQfVBwXXBwbXAwJziEExJSE+JW4GaTaGOfah/GCgtnhofQQq4WX/XO8nZLcHMMd7T1tT3heuKg7UEQydfffb31i627du264HwhPT0dvg+RASyBlUKClUKCfbIEGtcjsFtWtwtWCgm2ypJXYNNkZmZeuHDBfIo+OZTHYLfcaxdy7N7R1qw1Kvm6JpaGR1NbGIWQSuP9KQtVL6Q3Q4KiFnaZmvt6u8EoCKQTM8goCFTHEFgpS1KBH1tQUODv7w9r7BoJVgoJVsqPneOCwEohQVIBsFJIkFEQWClLtKv5tAibdNIoEFlOhFGU1XnjIwPEgWJzc0OdhmKvb7MciTxmmVFQrOwVx00NKc7D+jqQymjbQ3hl3CScHx/AR3ndubMwOTLZp7PMVyb7tAtTK18V6QGAHSkUCqxwqJO4yMoz5e9QKnfu3IHhbXFxMfRuqAQaGPSPJ06cCAsLQ609JSVFJpNBUnL16lU6nd7T0wN9AXSgly5dSktLg94NvfF+oM1DmuLi4gJZDuQ9IBUzSC0I7JY12AXAYiEhtUKArUKCdh+BzKKiohwdHfcf3L956+ZXXn/lt7/77a//59cvv/Xye9ve23Jgy87zOw9eOXg25qxNrI1NtI1NpM3Z8LNnQs+cDj69w37HF2e/OHTp0MkrJ0/4nDhw4cCOwzs2btv48msv/+a3v3nl1Ve2btt67PgxT0/PpKQkWCEw0AbLIsiDnjBILQikFgR2y712wVYhQV5BYLGsQS0VFRUhISHgb/hkJBUzWCwk2C0k2C2Aqa3NoCZSFkEVqEXDpWoay4ngEqHlUrW8Ch2fphNU6puYLYrGjmZ1T083JBnE9ZCXwG4hwWIhwWJZSS3wADaWn58ffHn4blCvkFcAbBUSLJYlsFtIkFoQ2C1rOAoZi4UEKvzU5A1tAyXTcXOa3UcQGQ6fll79QUJLnp2empsjDkeemZ7s1osyHD427xZbTS0QlmrJc9nCy7x8vYVHSGUpzGJ4cMyMtN+9giR5jv1kr3rM1IRehcRlbnTVGxetCDR2WAkwHIQRHqxGXGrlmfL3JhWoZDByCQgIOHz4cHx8PDxFhSAAMArUPGiT0PLz8vI8PDwga4HhcGxsbG5uLvSM0IEePXoURscwjEOfdj/wakRERFBQENqZZgaLZRW1AFgsS2C3kGC3rGIXAKkFCmFh+Fj4cywWC5J96Lbgh0RFR3l4epw+e5q4UMon7//59T//+Y0/v/zmy6+8/crr773+1gdvvfHeG7/739+99NeXPvr0o48/+3jzts279+y2OUfs10rPSK+srISvDZ8Mfwh6w6amJolEgqYoAOQVBBYLCRYLCfIKAqkFgd1CgtQCYLGQYLeQYLeQILXAA3D/xYsXYZ3DY5S7ILBYSJBXAGwVEuwVeGRqaze1tOoVRqVAL63Xi2t0TUx9E8sgqWmWN7SoBCaDqrO9tburo6e7C8YWAHjFDHYLCXbLKnYBkFrgXTCmsbW1hR8FC5CpCwa7hQS7hQR5BcBWIcFWIcFiIUFeAZBUEFgsJMgro8P90qoM0igfQlACjyrYeePXh9GeMZDK2FCvtq4I8hhLqVjGMq+gAK+Uen8rKQ661swDr5hjjXaZGjAuzozhtgQN89bN+RvDN8ArSwuAde7cfohdWPBDoD5cvnwZauxq5ylbecr8vUllcXERei4nJydo1WVlZbj0//4Pmjr0njDSh2YPrRTSERsbm/z8fGiQ0OWhJODChQu7d++GQfr9UoFWCt2WQCCAzAYGoVlZWdCtg1cQyCsIpBYEUguAxUKCrUJCOgWDxUKCvAIgqSCQWhBk6sKHB/BG+ALQi5WWlubm5aalpyUmJUIkJSclpySnpKakpqXaO9ifOnXKy9srMysTIjsnG2xaXl4OPwH+BHTZy+a9oX2aQWoBsFhIsFhIsFhIsFhIsFjWkLsgqSBIp2Dgu0VHR8MKh2Us0xcAqQXAYiFBakEgtSAIuZhaTa1GU4vB1KI3Nesg2lsNHW3GDlNLZ4ep22KKG3kFIJ2CwVYhwWIhQV4BsFVIYKVlkhdl6OrqgsqG0hcEdgsJdsvq6Qt2CwlSC4DFQoLdQoLUgkBquTEx3qkT84ojufkhEnp6m7zh2kDXDJnEIK8MdeibSiLQnjE042IZUJJ6joiM88u9woo8Y6hOA6mYw9Iug/r6IX3DaoKZ7FEv3LC8Ij0YZGFxZhwSlJlh08xIB3EdsIc5tR7WaklJCaxw2Mq4yMqz5u9NKtD7FxQUHD9+3N/fH7o8XErueIXOCDKSoqIi6Nmhq3J0dIROGfwB/TWTyaTT6egcgs7OTvM5j2agPUPPC28/ffo0fDJIyFIqAFYKCVYKCbbK2ryCwGIhIc2CWdErADqeygxxQJUFsICzszP0cZDWgD/MoGOrEPDTHscrCCwWEiwWkkf2CiRh4eHhOTk5KHFBIKkgHsorCHLGZTno0CkAi4VkmVfMYLfcZxeslMFBWM+RkZGgeViGTF0IkFQQ2Cr3Ji4AFssaJvMBLJZ71QJgsZCMjgz2tml6mpVDPaaJsetkAkNAzLfMzPS1KBqyfEAeaP+Y2S4Qcaffd9v92t6P/rB34x/8D72dZPMBYRqcqWziZXl1SSpGmrkozGoZMXKZhQnBXo5XL9tRMiNWzF0mOqVzY324US1BTtzP3pybujU/dfvmQ1yv/s6dO1ABvL29Ib2GVYFLrTxr/t6kAm0pLi7uyJEjycnJ0IBx6dL1iaFTi4mJCQkJsbOzAzdAa4fMhkKhQEcAvRi0Z2i99xsFgKEfdI6JiYnwRugyQEIgFTNYLCRYLCRYLCTYLSTYLSTYLQ854wJgtzzwsF1YrKqq6uTJk7BO4PGKx+wikFcAbBUSbJUlsFtIsFtIsFUecp8YFgsJdgsJeAX+hSWDg4NBKvCrYdNgpZBgpZAgryCwWNYy3XKfXbBV7vOKGayUH8ta4JNhaAIKhx8FheAYJBUAGQWBrUKClUKCpAJgpZAgqSCwUkiQVACkEzPIKAiUtSCwUpak0mOU1qV7IKMs84rvgbe2v/3bf/uXn/z7v/7k8OY/hR17F6UvIJVir2+VlbGDujqzVJBXRpp5A7p6u5MHXvrDb3/7q18c2ft1v6b2WjN3uVdMTbPXu0AHuF09HvBboErDmAm2i/W4r+eHvzepQF4PPbubm1tWVha0avORwVD/oGFDrwGdDkjFxsYmPj4emhbUReg+YFAMI2J4L5qDWRFo3qGhoYGBgdnZ2QwGA7yCwGIhQV5BYLGQYLGsbcYFi4UEi+VetQCkVjDYLSTYLUt2gT8dTd5GDHIslLhAIzSD3bKKXQDsFhIsFhL50r/YKiRYLCRYLA853YIAo8C/8BM8PC7HxcXCE5CM0Xg3g8FuIcFuWcUuAHYLCXbL6nZBXkEgrwDYKiTIKwgsFhJSKwSwMmGFg8KRY1DugkBqQWC3rMEuAFILgMVCgsVCgt1CgsVCgsWyilpAKvWEVIgZl2Vqcdz513f/9+f//JN/+OlP/nHrm7+6cuBNUiobsxw/acy4ZBIUDxkaho2NOJobwSvDRm6fpnbLxxv+7Wf/8i8//cmmD97W8yuG9A1on5g5axlt45OzJusz+QGbD0aEMHyEH46LrDwH/L1JBawwPz8PvVJaWhokJTDsRZkHdEDp6ekeHh7Q6UD3UUDeQ7CoqAgaMyxPp9Mh/4AB+IppCgCJDnQ0hw4dgv4C0hqQCgKLZQnsFhLslofMXZBXEFgsJNgtJFgsJFgsq6gFvurp06cjIiLgB6LcBYGtQoK8gsBiWQK7ZfmZhhKxSCgS8MRNfEItS2C3rMeMCyycmZGWEBNRSSnSKqVatYJQyxqOFgOQVwBslSWwWEiwW0iQWhBILQDyCgK7hQS7hQS75V67wNAEaghkhyAY5BUEFssqagGQVxBYLKtPtwDYLSTYLSRILQAWCwl2CwlSC9BtkECmknruQ4gltWDBBB15Z/cHv/v5z37yi3/7ydkv/hx14j0wTbbTp2W+e1sa8we0tSAVFHfVYmwc1Nd7u5x97a9/eukPvzl/8sCwoXHZdAvyyvSw6aGm4h8A1HBo41DN7p8EtfIM+XuTCgJyDug7oGdPSkqCf6F9Qsft6Oh48uRJ6EdgmAbNG/pTGL8HBQVBygKZDQznoS9Y7ZxHaMbwCWfOnMnIyIAOGpZEYLeQYLE8gdwFwG4hwW75/7P33nFuVOf+/5+/7703N8nNTUIqkEDoYIwBG9u49962epu3995777333qu2a3vflbTFuGADAVNiiulJTAADub/PnPNIqy1ay8QEbM/79bx2pdE0zcw57/OcM5Ku1zOGpZBUHT9+HG8TS/HchUNuYXC1ABILg6zCgFTkctnoUG9rZXZJrFtesEVOgGmOv0lesHldVvhAR6N8apLE8i+M5wOulrOnZ2cm+rubSqWNxSOd1YqBlumh1pmRjtPy4XNnZi9coAEYcguD3KJFzxjgXgFcKhyyCoPEwiCxaFYLILf85S+YPyIiAg1nvAsIhucugMTC4GrhkFsY5JbvMnchqzAglbcuzgyWhnCpqAe8kuvwfKzpWs9jT3odX51iuT7fcRPSlPqQE6fbMt+a64Y83n1xmIfKLjxm+usk5WnNpSlT0ipVz5gquFquvvfqN998jcYfhwrYjYO3gDYTGkx4O+J9Xz8obk+pAOQcKM+otauqqiQSSUxMjKmpqbe3N8oq737FtYiKrLGxEeIJDw9PSkpCZaopU0EllZycjNmQ4qhLBZBSGGQVLbzCjcIhpTBIKQyuExXcKCqu6xUUObwpeBQP8BTNOlIKg5TCIKuooe6V0aG+jtrCskSfDB/DGAuhwz3McE34yacjjNcmOx0ojnburC1A4kJWYV7B35mZ6bG+jr6WyuHuJsXEkGK8XzHWpxjrn54YmpkanZVPzM3IXzg9t9ArZ16Ylc+M98n6Gsc7KyY6Kya7KhFT3VVT3dXygebZMekL0+Mvnj+31Cuc78IrnOt6BUvhCIeFhdXW1mIGnrhwqQBSCoOUooSsooVXOFp6hbPIKypw8V/+85mx2oQCp02qWGSXAkdhIhxT4rqtIUxvrDz0zZnOyy/0vTImOdNVhXhjRvrOeUEw6l55+9zgO+cHee7CvaKulg//PHn1/UvffP01NMAhtzCosGkHTjcKI442PRf5wXDbSoXz+eefo9IsLCx0dna2sLDIzMxEEkOvsb6yL7/8EtUTamdUoyirS69szI/iiqrfwcEB62lubm5vb4dXOCQWBomFQW5hkFtucDyfxMIgqzBIKQzuFUBWYZBVRkdLS0uRfsGF2ByXCoesooR7hUNKYeCA4O/oYF9zWUZ2gFmEybpQwzUIGIUHvIKIMtuA3KWzrnBqYmx6WviAi2xidLinrbuxtCY9sDDMqj4zaKSjeqyrerSjYrSzelxaP9HbPDXQKhvpnpkanpueOj03w9KXF05PyxSj0glpHXSiCu4Vsou0WjEoeWF64vy5sxeU94xxnajgKQuH3MIgt9zsERfAvYJNo3WSnp6O8wXHcKlwSCwMEosWKQsgsTBIKQzuFQ65hcHVAkgpDO4VDimF8e4bL890FHFzLOsV3htW4ratMUJ/rCLspeHaFzorh4pSGsN9i11sEB3J4WMVmS+PNL99dr5DDMGNsqxXPrqkuPrRW2jVkVIYTCgElbrrgTlRDJGC48qhSSI/GG5zqXBQ5ktKSgIDA9GuQZG7oRtFUN2gmkCWbWlp2dTUhEtZBYmFQWJhkFg0qAVwrwCyihISC4PcwmBmIcgt1xtxwQypqanwKPYTMwjdYUrILQwSC4PEolQLHoyPjrSUZ6V66ISefCbUQDCKKlRqCTv5dKTJunQv3e7GsonRoYmRga764pJopzirrZHGz0YYPZ3rb9hZkTTcWqKKkbZSHmOdlVP9LYrxgblp+dy0TDbYPt5ZNdZeNt5RrorFdumuQh5zZmYKXmE3iy1/OzJZhUFWYZBYGCSWGxxu4ZBblHbBg9OnT7u4uOACQ8KF6431hxHkFg12AeQWBlcLILEwSCwMEguDxKJBLYDEwiCxKNXywbt/eXGsVXAJvKIKdcE4by523VYXoiNrSLwkbzsrrcmxMrV/6GHjn//q5P/8AmH0v7/0WPNUW3zwa5Ntqg6xd1e0y8dvnv7sk3dRADlkFQaXCofKnma++OKL7OxsSOWq8quYRH443BFSweWLwobGe1RUFC5EFGltLlwORBIcHIxEx8fHB4/b1OBq4ZBbbkbPGCCxMLhXAFmFwb3C4V7hkFiGhxsbGyMjI93c3DCRJy4qyC0McstydhkZGpBUFSQ6HQ4zWhdisAYRqh7qdhG88lyiw96qtMC8EItE+91RZusjjJ7hqUyq8/7aFK8hSTFiqVpG28vHOirHkcF018IxMIoqllWLYJfuKnl/0wvTk+fZ2D5XCyCxMMgtDHILg6sFkFgY5BYGuYVBbtEid8EKcYKsrKxwvvCUpS4CZBUGiYXBvQLIKkpILAx4RQW5hUFu+Zdzl48/fP/PcyPFbjvgj3zH5xGL1FLisbs1wepMd+Hr0x0vj0k6UyNP/fb3Rj+/y/B/foHgXjH5xa+iD+4dyE949/yQECq1sFDZRSWYTy5f+MffPvpKCVcLh9zC4GoBVAgXgpnPnTuHvBClRtM8It8jd4RUAK5UFKczZ86gLVlWVqZQKNT7wVYAVUN6ejr/5WCJ8ovrySoMsgqDxMIgsWjuFgPkFgZXCyCxMLhXOFwtHHKLZrtgnwMCAtLS0iAYnrtwSCwa1AK4V8ZGhzsbK1I99cJNnuNGUUWowZpw47VR5s/HWGwOM3pGaZenw42fTbDbHWO+STXowiPOcnNhyKnBlmIEV8siwQhqaSsbaRdiVBnjXVWTvU2TPQ2Lc5dOQTCTXVXTI11nZuX8bjFAYmGQWLRQCyCxLFQLILEwyC0McguD3PL663K5HJdHbGwsHvDchcPVwiG3aNEzBkgsN9gzRlZhkFWUkFsYXC2ffPzRGy/N1YYbFrpsy3MQpKKKCt8D7Sl2k3Xx5/vLX5/ufOuFvpdGW1oTQrhOFkXIzm3SjOh3zg0iSC0LBaOulr++99oX//j7NQaJhcG9ArhUONwrHCqNjC+//LKqqqq+vh6nlSaJ/JC4U6TC4SMosALUgpoXhRPXLr2mAZRw/g2SaPurpAJIKQxuFA4phUFW+bd7BUsFBQXx1IonLqSU5W4S45BSGJCKtLWuOM4jzGitIBL9p0IM5iPOZldeqHVNVgQi1UMn0mxjqFrigpjvGWNqiTRZm+FxrKc2e6C5SPDKArXMJy7cLkJAKh0V8pHumcnh6Ykh2VDHGLzSUb4ofZnqqZuZ6D975jRZ5fvzCv7ilPn6+uKqwKaRqZBSGKQUBlnlh+EVrPnszGRlrH2B2y5IpcB5S6nnntoQ3bZk2+Gy0NNd+a/KWqETHq/JO0crMn03rj/1u7tP/uyXKqNY/eG+PNtTiqait88OvH1W8Mo754YQy9gFycpL43//8PKXX3zBpQJIKVqkLICXR8yA94IsHFc+8i0+UeQHxZ0lFQ4KJ2rz4uJiVL6oAj7//HN6YTlQIyckJERHR2v5W1sqSCwMcguD3KLFiAtgWhEgqzDIKgzuFQ6JZXCwrq7O09MzJCQEE+EY7hUOuYVBbmGQW5hdRoYGavPio613Bus/pQpmlDVR5psKo5y7GiumhC+AGavKCEtw2Be6sENsqVeSHPa0FET2NebzfEVTyqLyymhn1axiit+LPKuYnOpvVe8ZU3lFNiA5rZhg9yGv9Pl8FeQWBrlFixEXQGLRoBZsBW0U5LJzc3OYLnSHMcgqDLKKEnILg9zyXY64AO4VQFb5+GO897aWxvK0sMrQk7Whes2x5t2ZbqOVUWd6SqCTN0/3vjHX8/qsVN5Tc2FCsMvFkeam6IB43aP+mzfaPfqY2X1/Ct6+Jd3UYKQs/fXpbkjl8pn+04MNr8g6Lp8dWDZr+fD101c//QANOw6JhUFuYXC1cMgtana5evXqmTNnwsPDcW3gKZVSkR8Sd6JUwBdffPHCCy8kJSWVlJSgYOOqpRcWgukZGRlhYWEFBQXsJxwJEosGtQASixJyixYjLoDc8i+MuMTFxQUEBGRlZUEwPHfhkFiup5ZuSV1+pHOQ/lM85r1i+HRWoEVnUxVSmUnWRdZSnpnidjxU2S02HwsFE2e1tSzGsac2C8kKD5VdFgiGq4VJZWZqbG52RrDK3NzstGyip360o3xU6RUhOsonu2unR6Vnz57hXuGQWBjcK4CswiCrMLhXVJBbGOQWLUZccGCRy8bGxmKFvDeMQ25hkFsYJBYtRlwAieUGh1sAiYVBYmGQWz76CCc6MSGho6VpuC5trrPg5fHm12dhkR64hMelGenFybaEEHdpbS4co0pZJuvzU1ysXI8dON9f/+ZcDxSCeOuF/j/LO9OjffuaCt483cd7w3jiovTKyF+vvPmPq39D0QMkFgaJRbNaADOLAI5JWVkZLI4DSKVU5AfGHSoVtHFwNaN8whAoxrhq6QU1MBEF0t/fH82ihoaGZiXcKxxyC4PcwiC3fJe5CyCxMMgtDFtb24iIiKamJgiG5y6Ae4VDbmGQWxhcLTU5cYlOR4L0nqIgtawJM17fWlM4OjwIqSCbaa8rSXI5HGbMusjURlzmQ+mVKLMNmV463ZVpA02FA03kFY1qYbnLeHe9YnIUQhE+RTk7IxvpHuuqFpIY5aAL98pUX/MLczPwCv+cCyC33GDuQlZhkFUYJBYGiWWJWqqqqpDI4lzjJUperne3GIerhUNuYXC1AO4VDrmFwdXCgVc4JBYG9wqHe4VDYvnwQ8yPq9fLy+v1S5fefGnu9dODr013wyLcKyq7XJrpdrQ0qMiOeVXRBa/w9OXPsvaS1DBXS0M8hkv+ckaI82MthalhFiePNpelwjGsN0wIUsv54fdell3960f8p1wAVwvgXuGQWxjkFgbTCoGT5e7ujhbhZ599RgVV5AfGHSoVDq5XFEtc4ovyaFy7uGRRvFEv+/n5IaHBAw6JhcG9AsgqSkgsDK4WDlcLh9yiRe5CYmGQWBgkFgaJpa8P81dXV1taWqakpGAenrgA7hUOiYVBYlFTS39Pd164I/wRqLeaB1dLmMmGNG+j3k7J+NgYjNJWW8yH8ZU9Y6pYRjDhxmsTHXZ3ViT3NxUwryhDaZelghluK5voa1FMjghSEXKVsfGeBhp0UVPLhLRuZnLozAunl/1wPofEooTcol36Qm7R3DOGbaWnp0PhqOa4YwCJhUFWYZBYGCQWLdQCSCwL1QK4VzjwhApyi2a7IANEez85ORnzfPDe25dfmbt0uh8KgVd4KNUizU4ICvNxqMqNg3VgEXgFD8qyolxtjHjugnhpqr2lLPXQ3i0Zsf7T/bU8d5lXy7nB916a/OS9Nz67+rd/sJ9yUUFiUUJuYZBbFtoFOsS1GhgYiEOBrIWKq8gPjDtaKpr49NNPUUdUVFS4urqGhYUVFhaSUhikFM0pCyClMEgpDFKKFlkL4FIBpBQGNwqHlMLgUsGeoILz9BR+CRgpCymFQUphkFKWpCzDw0NNFblJbjqBek8F6K4ORJBXVsdY76rJjRvq7x0bG+torMgLsw85+QzSF+oZ06CWUBZhhs/EWGxqL0uEVJhXVMESF2XuMthcLASkwmK4vWJyoGNGzr4DZkYxOdg+0lHJ+scWftJloFX58cnvwSs4I2hzZGVl4bFKKoCUwiClMEgpDLLK9+EVXIrZ2dm49ihx+ctrb12QMZ3AKzykrzO7jHeUp0b6BHva5iYES+tykZG8IusozYxysTaCYDDnRFdFWWZUiJedj5M5ckcs8pczAzy4Wt65MPrBG2ev/u3Tzz67Cqn8K17BaaqpqamsrPzrX/9KZVXkh4colWXgDaLw8PBjx46hysB13KiExMIgtzC4WjgkFgaJ5WakLByuFg65RWkXPKiqqjIxMUlISMDuwTG8N4xDblkhaxkaGhzoy49yjbTYDqPw4FIJMVqX6m2INAXaGejtLk8LCTd7fplBl+W8wtUSYbJeUhTb15DHvaKKlbOW0a5a2Ugv/9pK2djAmLRefTxfiPaysa7qGfnE6dNz3CsqyC2a7UJiYXCvALIKg6zCILEwSCwMVM1ICnEeuVRUkFsY5BYt7ALILd/liAtWkp+fn5aWhvfLpfLB+1feeeOlN84MvzbTrQrmGCH6GguSwjzdbI2Tw72aS1I6qrNiAl1N9Q511WS3VWbkJ4XAKOG+DtO9NXAMEhfeISYE0pTzw1dem/vk/b8I37avhKuFQ25ZaBeyCoPEcu0apuOKxW7jfGE6lVWRHx6iVJYHZQ+Vu42NTW5uboMSEosSrhYOueV7HXHBgnl5eXv37i0tLcVTnrsAsgqDxMLgXplnoL+7oyXG4WCg/hqVVHjE2O0tTQ3mIy7N5TnpPsaLRlwW2WWpYMKN1zXmhktrc1BD8VheLWp2Yf1gpWPSxmn5lPBVYvKpiYF2GsxXBrwy2l4uG5UK3ySmBomFQW5hkFsY5BYtRlwAuUXNLniM+X19ffkX5bK8hSCxaFALILEwSCzaDbcArhZAYmGQWxjkFga5ZaFd5ubmIMKCggJc5JS5fPDBlXfffvvSi6/N9b463f3qdNcitbw81THeUZEe7efvaml7SvfEoZ07tzyne2S3se7BMG+Hjqqs12elqsF8Hlwq776s+PjdN65epa/cJ6soIbEwyC0MrhYOM4vARx99VF9fHx8fj5RFvO/rh4woleVBfREeHh4WFlZSUoJLmUNuYZBYbjB3IaswSCwMEosSrhZAYmGQWxjkFga5RSpFmoJ9trW1raur47kLh9zCILcsZxdpZ1tZemTYqa3+Oqt5cKME6j2VGWjZ1Vov9I8NDRZEuyNNUXaLKdWiZhd1tQh2YYIJM15bk+bfVZXR25DPQ2UXdcEstctQW+XEYNe0Qg6tTI32j3TWzA/pc7W0lY51183IxoVbxRgkFgaJRbueMaYVAbIKg6zC4F7hYFmclKCgoMrKSjylzEWLu8UAueV7yl1wnaCphAsDUlHnyntvv/36hUunB7lXeHC1YMor8s7zY5Izw02nBxtm++un++pmB+rnBhvOjba8Iu94g90wxgfzebz1Qv87F2UfvfvG3/76qfBV+wyuFg6JhUFiWVEt09PT2HOUJtEoP3BEqSwDLuKhoSFLS0uUverqatTRZBUlJBYGuYVBbrnZPWOAe4VDYlmilqysLHt7++TkZKyT5y6AewWQVZSQWxjwCv5K6srjnI4EGjzrp/Mkwl8IQS3RtvvK08MHB/qGh4aaynOS3HVVqQxXy2LBLJe7hBk9W5Hg0VGe2lOfh1hZLep2GWwpGemokU+OTSsU8qnx8f523jM2rxYJvFImG+2dnZGzUf2b/0uUKsgtzC6zs7NoNaempuIgU/Ki3d1iKkgsDBKLEnKLdukLuUW73AUvoalUXl6Od8ETF8ClAq2wfOXC62fHYJE/K8grKrXwUHWLIVS3iiG4V4SAUc4MXL449eE7r3/68YfCV+0rIbcwyC0a7ALILQwUyZqaGqTgOPJUSkV+qIhSWQYUVLSJrK2tKyoqamtrIZUflFdIKQxSSnc31hYdHW1ubo59w3RuFEBKYZBPlHCjcLramssyImEUWMTvhCAV5pXVAXprskPtW+vKYNmBvp7ccMcI863cKOQVtcF8ZSxIX7hUQk8+WxLl0FqaKK3L5V5R2aWvoYACXlGFulckJZPDPXLZpKCV0YHh9kryCg+mlvHeZuWtYgJkle/MK5g4NjZmZ2eHNAUtaFIKg5TCIKvcYMoCSCkMUgqDlMLgRgGkFAY3CoeUwuBGwRoUCkVgYCCuFsxMSmFwqwDmlYtvnJ96bbbvVXiFB7yiChrJJ7u8zmNeLb1vnRt559XT719+7ZOPP+JfXklKYZBSGGSV63kFD7Dz2dnZKIxYikqpyA8VUSoLQGb99ddfj4yMxMbGhoSEQC24jlVeAdwoKsgqDLIKg8TCILFoVgsgtzDILQxyixZZS0lJSUBAgIuLCwTDe8M45BYGuYVBYmFq6evrrS/LTfYyEnSiCkhF96kYuwM1BSl9vdKB/r6OlrpY+/2B+k+rS4WHKl9RCmaBVxAhJ58pjLCRFMdDKku9oorls5bmotGepqmJEeHnwqbGx/paB1vLuFfILpLikfaKqaHumZlpsgqDxMIgsdzgcAvgXuGQWC5cQJqCE4pmB04BngrdYQwSC4PEwiC3MMgtDHKLFiMugHsFkFUYJBYG9wogqzDIKgzsYVFRUVpaGoyIapp6xBjkFmaXK++9+85br755cfrSC0OvzvT8WbEga1FPXFQpi2AXGOWFgbdenHj30rkPr7zNvrVSgHsFkFUYXCocEguDxLJQLZg+MTGRl5c3ODhIBVXkB4wolXm++eYbXL4oYDk5OY6OjriIq6ur+Q8BqSC3MEgsSsgtDHLLdzDiQmJZqBYQExPj4eGRkpLCExcV5BYGuWWJXbq72ouSgwIN1/qeeFIV/rprQk03VeUkSDta+YhLZXZMmNkW3icmJDFL1ILQpJaQk88WRdlLShK6a3O4V7RRi9IuhYNt5ROjA3LhZyjlMuilu2FQUsYHXRBcLWM9SFbmfysMkFtu8DcoSSwMEguDxMLAAUlISIiLixsdHeW5C+Be4ZBYGCSWhWoBJBYGuYVBbvkORlxwTJycnHD5YW9Z6iLApcIhsXDee+ft1196/ez4q0hZpqWsQ2x+rEVNLdJLyFHm+t54YfDyy9Pvv/36xx99yL+yEpBYGOQWBrmFQW7RPOKC9aBIojThQFFZFfkBI0plHlzr/GdXTExM7O3tKysruVRUkFiUkFsYJBbNuQsgtzC4WgCJhUFuYZBbGOQWzT1jmMfNzc3Z2Rk7QJmLFneLAe6V2pLsZG8TX53ValJZHW6xszwjqqtdgkxmYGCgo6U+J8wh2Hg97xnjnWPaCybE8NnyBI/W0uTumhx4hYfKLpoEM2+XpsKxwW7Z1KTwU5RymWxybKS7cbClROgfU6pluL1qcrBrhsGlwiGxMEgsmtUCyC0McguD3MLsghOHKwSHHevkuQvgauGQW24wdyGrMEgsDBILg8Si3XALILdcvox1IivFtT0+Po7plLyseLfYe++9+947l5G1/OXPZ14/P/HabP+r0z2vssTlz/AKMpW5vtfPjLx1UfHOGxfff/cvH77/3kcffkhfLrbir7lwyCoMEguDxMLUgqfYSS8vL4j88xW/pk/kB4IolXmuXbuGEp6amooKOjQ0tIoBr6ggt/zAcheApAr7HBQUhMeUuWhxtxiJpaenICEw3HKXz/FVPCCVSJt9hQkBHa1Nfb29bMylv7W+MtHluDCMrxxxuSG1IFOpTgtor0jrqsnhoVKLul3U1aJuF8RIT8vkmPADnQBemRwdhFcGmovnh15aSkalTdNy+fT0NFcLh9xyg7+fT1ZhkFUYkMrU1FRxcTEUPjk5iSlwDFmFQVZhkFiUkFsY5JZ/Y88YDgt2OyoqCu+OMhft7ha7ArW8/Zd3/nLpnTf//M4br7z9+kuXX7tw+dIFPH73rVff/culK2+/+f6Vdz/8UPgaGP7FYhxyiwa7AHILg9yyxC7Yh6Ghofj4eJwI8b6vWwJRKvPgkv3yyy+Tk5ORrGRlZXGpAFKK5qyFlMIgnyghpWgx4gJIKVqkLIDrhIMd9vb2Tk9PR9ZCSmGQUhikFAZZhXlF2t2dEWLvr/+s9/FVCF+dp2CUvFhvSUO12qBLX3N1sdD3pbtmwbgLEwy7T4zsEsBjkVf0nwoz3VCfE95RldlZk41QqWWpXXrq8ii4V+rzhWjIH+yoGx/u41IRmJqcGO4b7qof4PkKi+GOWiQx0wrFd+oVHPykpCRUc1iQdYYJkFIYpBQG+UQJKeXfPuKCxzjvYWFhuFqwRVKK5pvEuFE4LGkReJ8ByUAziA/ef18IBvsMJUFKYZBV/gWv4JjgwkahwN5SQRX5YSNKZZ6vvvoKZc/HxwdN/vLy8koGiYVBbmGQWxjklhvPWgC5RYusBZBb1OyCx1jW0tIyODgYe8V7wzgkluuppburMyvCNdR8e7Dp5pBT22KdjxcmBrbUVfDhFk6PtKuuOMNf72nfE9RFtsgrK2ctwYbPxtnvbyqK66jO4lJZ2StLExdIpV9SMTrQjSyBpAImJyZG+oe6GgbbKgYlZQg4Zmp8VMGkwiGrMEgsSsgtWtgFkFvOnsXjgoKCkJAQnBo85h1igNzCILdotguJhcG9wuFeAWQVBomFQWJZqBZAYmGQWxjMLALYEC4PLy8v7BWm8w4xwNXCIbcwyC2aR1y4YDjcK4CswiCrMEgsDBKLZrUAcsvf/ob5cRI9PDxw5D8Tv0HyFkGUyjxoFqGm8PPzi42NrWBwr3BILFqoBZBYblwtgMSiWS2AqwVgftRxRkZGcXFxcAzLWwRILAxyC4PcwiC3dHfXluUWJARkR7jmx/m31Fd2d3XwbjE+4gI6W5vK0iOUwy3zofKKz/FVnkef8Dj6hNcxofdskVrCzTblhlhJSpMhFR4qtSDwtLU8o7E4pakkta0iQ5NdepuKh3vaJpU/oc+BWZCxQDajva2jvZKxQSmmQCoquFo45BYtRlwAiWWJWuRyOS4Pf39/zEOZy43ci8wht/wbR1zGxsZyc3ORYOExJS9a3C0GyC0McguD3KLBLoDcwiC3aLALILcwSCxMLdhbXKi+vr5YOZVSkR88olTmwYXLR1Oys7ORqQCuFg65RYvchcTCILcwSCxKyC0McssNjrgA7IOnp6e7uzuqDJ67ABILg8Syolo6O9rbW5vbJE34i8SFZzCAqwW0NdUUJfipRlwWhfexVda7H17/yG8evfcXu9bcbbXn4UW5S5TVjuqMkNbytPaqTB4quyCq8+J9XSy2bnz24O7NYT4O8MryuUt93mB3s/BTLgyyCmdygodyJH8ecosGuwByC4PcosEuAF7BeYyJicnIyGB5iwCJhUFiYZBYGCSWG8xdyCoMEosScguD3LJizxiuExgFl4GQtjBILAxyC4PcwiCxaKEWIFiFQVZhkFUYJBYGiUUJuWWJXXDiioqKUBbQ4KNSKvKDR5QKgWYRGrkmJiZo8hcXF3OpcMgqDBILg2lFgKzCILEwSCxKuFo4JBbNuQvgauGQWxbaBRQWFh45cgRtZ2yakhct7hYjtzDILRoGXQCk0tpQVRDn7a0cyV9kF4f9j+57+p5f/e+Pf/aTH9376//Z/+y9eFXVLRZs9FyKh25zSTJs0VaZiWhHKO3SVpmREunz1BMP/+qun//uN3cd3bc9MzZAvXNs3i51uQOd9eNjI/CKSi0cUot6z5gwmD8P9wqHxKKFWgCJRU0tONQAB5nnLoDcwiC3MMgtP4DcBetPTU1NSEjAXqlyFxUkFiXkFi16xgC5RYueMUBu0aJnDEAqmIJrFeUR7+LatWtUUEV+8Ny5UsFligIwPDyMihW1M+QRERGxb98+W1tbtP291PBeiI8aSMyX4qeG/0ICliNQjSANBCsJUQNPXVxcNm3a5OzsjMfIsUDYQsKXgLepTuRyRKkRHR2dGB2a5G+DjETdK77Hn+RhvefhLU/87kf/9Z8IeGXLqt9hNt4t5q/7VKz9/pI499aKDB7cK2SXqkxMiQ50vesX//vjH/0XFt+y4Zn4EHdlz5jSKzxqc2pLMrMz01KWgBpTRZoa6cuBJENF5nJkqYGcVR1MMTc3d3JyQqs/RwlyxEXkLSRfjQI10CBQB03yRaBxo07JcpSqUaYGbw9xsJO4QpDO4jE1jjRk3urwRhKHWkkLobYSg9pKC6F2kxJqOjGo3bQQakAx0H7CIjjOOKdffPGFeN/XLcSdK5V//OMfaAyimkCliVobLoFRDh48eOLECT09Pf3lMFiI4fU4qYbR9TBeCHKmpZiampqpoaOjs3v37kOHDmFxmmRmdup6oFrkWKyIpRoeTjYRrkZcKqpQ2cVx/6MH1/7ht7/8yV0/+/H9v/0ZHgvKYVIJNX0+O8iyqShRJZVFXkGmkhbtu27NE/fe/Zs/3vs73cO7cxODlVIRQpWyIArSYny9PBw046gGqn4O6tNFwMQr4KoBLIjziGsDBwQV9Mp4LAcaKyp4e2Up1HJRQo0XzVBDZiHUolGCSxHnHXtFTRsGtWgY1KJZCG/NaIK1cAhq4yyBt3KWQu0dJdTYWQiaOziheC9ICqnEitwi3LlS+eabb+AVZOh8VFAqlaKORssIbVW0SXkjlEPtz4UtUGp5MqjluRzUCl3YDqWWJ4ManAxqcCqhNufCVie1MxkoeNAJpIj1UPNyIdTOZFDzUrshH2pPKluU1aX52REuglRUoaYW/BV6wJ65d/0jvzm+4T7HA4/xbjE/nadSvAwq04NbytIk5emqWGSXuoLExFAP/WN7rU1OpEb6tFcuGHFZYJemiu7ONt4pp4KP+nDovgIG3bi25KszVQyqIfyeDIP9XBkh/BCmGtgWKnEcbRyfseUYV4P30XGok27JLQYqqJOOQZ10mgeB1KEOO823GwC86ubmhqsaO0Addlp02QHqsNPubmneXweot45BvXUM6rBjUIfdil12+ItiiIKDl6jEitwi3NFjKvybvmAXXN+o062srGAOLgBe4wNe3XOosmdQfc+g+p5B9T2D+hcYVM3f+AAMr+U5VNMzsE60MZEwYdlFXQeAD8Co4AMwgA/vs5EXARp7YdDYC4MPvahorq/Mj/f1OrZKFYvs4nnsCZfDjzsffMzt8ON4Fabx01kdab27JMGrqSQZUuGxrFrwuLEkpTI3riYvvqkkVTXcslQtva01Q4P9VMcz+E+8cKhqZ1DVzqCqXcMwDKCqnUFV+5JhGPyFVNDkx6nHqhbV6YBq9IV1Oo3DMKg6Z1B1zqDqnEHVOYNqdAbV6Dd+jzKWxW4jWcHFg6eL6nTAK3QOr9ABG90n+BgMhwZhGDQCo3mQH9AgDIMGYRg0DqN5JAZgb9HCw7X9pfh7XLca4kC9ANqwyOKR1CO3IJkwSCaadQJIJgySiQadAJIJg6lEgDTCIJMwuEhUkEwYsEhaWpqHh4eLiwtpRLu7xUgmWuiED+Nz2loayzKjvY8/qe4VHvN2UQoG4a//bKz9gaJY9/r82Pr8hNLEkFRvh2gbU/wtSQhuKEhUF0xrOdkFodYtRmqZFwyk0l4/MjxMDvkXLAIgpO7ubhxJnNCsrKy4uLig4CA3dzcrGytDI8MjR4/s3bt3165du8Ge3XgMtm3fdu8f7t20edOBgwcOHT50+MhhzHb02NGTRiddXF0SEhJwTpHrQDakEQ0iIYEwSCAM7g8OOeRfvlsMtktMTExNTUU2RhrR7m4xFeSQf+/dYngVVx0KI84sFVGRWwdRKv/32WefoWZxdHRENf0t0hRASmGQVb57ryBNcXBwQJVBSmGQUhikFAYpRbvP55NV1LzS3iapKkj1018Li3gefcLr6CohNHgl0Gh9vPNRGKU2LzY7xCPc3ND9wG6r9WuNn3jc6rm17vt3hZ0yyA72aCxM0tgtVjGvFpVdOmpz+zoa1aUCuFE4pBQGWUXpFVSpeO84iUnJSYFBge7u7k7OTnaOdtb21hZ2FqY2pietT+pZ6h23OH741OGDZgf3m+7fZ7JPCON9+032HzA5sP3E9ie3Prnl2JYDRgcOmx5GHDE9gjhqevS46XG9U3omlibWdtaOTo5IC+Lj43Eh4Qgj9VGphZTCIKUwSCkMUspN6nHCS3CnjY0NrhykTaQUBlnlB+kVgPXgwsY1jI1SKRW5dRCl8n8oiki0nZycUBFwqaggtzC4WjjklhvsBCOrMMgqDBILg8SihNyypBMMq4VR7O3t8YCNehDklhvMWgC5RVMnWHtbTUlOyKlt3idWQyqqUHmFq8XnxOpAow0Jbjolid6NxcmlyaHQydHf373zv386Hz/+6eHf/s5p55bSpJCmYqFnbHmvqEmFe6WzvqivS7JoqIPcstAuABaBC3FAcHzy8vMSEhN8A3zhj4N6B9ftXPf4xsdXbV713N7ntuluO2hxUNdV1yzYzC7BzjPXM6QyJL41Pmsoq0hWVDZTVjpdWqYoK5WVxkniLGIsktqSikeKy8fLy8fKy0fLy0fKy4fKc9pyIgsiHYIcTpideH7n8xu2bdh7aK+JuYmXt1d2djaOOXZPU9YCyC1aZC2A3KJd3xc2hLNvZmaGowHH8NyFrMIgsTBILDfY9wVILAzuFQ65hUFuYZBbNPd9YR68U19fX5zfL774gkqpyK3DnSuVf/7zn1999dXnn3+OaprfxKI+rg5ILErILTc4yiJYRQm5hUFuYZBbNNuFxMLgXoEFYRQUPJ61AC4VDomFwb3C4V4BZBUGWYVBYmGQWJRqqasoinI44q3ztLpUVAGp+Og8FWi0Mc3PrDwtBEapL0iItjczeOThHf/9Ux7qatn3818mudvW5MS0lKXy4RZNdlEJpqupvF/awYfQAZcKh3sFD4aGhvr7+3t6enC0o6KjLKwsNu/YfPd9d//m3t88su6RHcY7TMJN/Gr8EocTMxWZ2dPZ2Yrs3OncvOm8/Ol8RMF0QeF0YdF0UclMSelMqWCUmbKKmYrC8cLw+nCrRKuyybLamVpE/Ux9w2xD42xj02xT81xzy1yLZFbSNtfWOtta2l0amR1p7mK+9vm1Dz7y4LHjx9LT00fHhC+PmZubU7cLWYVBYmGQWLRQCyCxKCG3MLvgaCD5jomJkcvlPHcBXC0ccsuKA+YqyC03aBeyCoNLhUNiYZBYlGrBjuFSTE5OxrumsipyS3HnSgVZdm9vb0hIiKGhoaurK0q++n1cJBYGWYVBYmGQWBgkln8hdwHkFga5hUFuUbOLi4uLm5sbCh53DCC3MMgtDHLLvzzi0lhTnh5s56u/zuPIEzxURkH6EmyyKcXbuDjRrzo7CjppKEqqy4+PsDTSe+hBlVRUwaUS52RRnRXFpKIKssuygpG21g70SYU7tBjkFgZXC95XbFysrr7u46sef2z1Y8hI9pzaYxBo4JDj4FvnG9oeGtkTGTcUlzKRkiHLgFSyFFmCVBS5eQo1qSiYVKZLEFwq5dPliZ2JvqW+QZVBFbKKmukaSKVupq5+tr5hpkGQymwzgksFIVFIGscbawZryrvLY3JiTGxMnt/y/IaNGwICAzo6O/6dIy44+x4eHsjYsFqeu5BYNKgFkFgWqgWQWBjkFga5hUFuucHchcTC4GrBkYmMjOzq6sJjKqsitxR3rlQ+++wzFD9owMrKysfHJzc3l98fzCG3MMgtDHKLFnYB5BYt7AJILAwSy3JqwQOsECL08/PDJkgpSsgqDC4VDomFwb0CyCoMsooScguDq6Wlsb4sOyHAaBN04s69cvQJH91nwix2JnmezItyLUsNrsmLqy9MrC9MQtQVJOaEeVlvfG7vz3+5faFUMMXoicdzI7yhn+bSVB7L2kXplYzWyqyejpbBgf5BBomF5SV4I/Hx8RaWFgcOH9h5ZOd+y/0n/E6Yxpna5dq5V7kHtgfGDMckyZJSFamINEVauiIdRlFJJUeRQ15R5BcoChCQSvF0MUlluqxMURZSE+KS45LVl1WpqJyXCpKVmYbGmcbmmWZEy2wL0pS22bb22XZEx2xH52xn42hjfmN+WEqYrYetrqHu0WNHUcvjtPKUhUNWYXCvcEgsDBLLQrUAcguD3MLAhQ174Sr19PTEtjCF5y4qyC0McosWPWOAxMIgsWiRu5BVGGQVBolFCbyCpdBKcHJywj6LfV+3KHd099fHH3+Mgufl5RUeHr7ooyeAlMIgpTAEpTBIKQxSCoMbhcOlAkgpDFIKg5TCIKWsmLJgcdShxsbGaM3hKbIW8okSUgqDlMIgpTC4VAAphUE+UUJKYUAqrZKWxpqKcJsDfobrA022hFvvjXE6luRllB3mUJoSWJMfX1uQAJGUpEWUpkfW5ifAK9XZsTEO5s57tpusWX38vvt2/OznR+691+SpJ512b4u0Ma3OjmkqSUE0FidjcTzQZBd4pb2uqLe7nRsFDAwM4J2mpaf5+vmaW5ofMzm23WD79lPbj/kds8u3C+kNiZmKSVAkIBIVicmKZESKIoV7BVLJUAiZCkJdKiqvIFkpVhQjuFdyRnKQpnjke5RNlVVNVwlSmRakguBSaZppEqQy0yKZkai8wqXSNdslnZO2T7WXt5cHxgYaWxkf1ztubWONtHhsTPiRSi29QkphkE+UkFIYTCgEEpTU1NSkpCQ85okLIKUwSCkMssoNeoWUwiClMLhROGQVrb2CN4hrNSIi4n3xGyRvWe5cqXzzzTe4pl1cXPz9/ZOTkzV9tpGswiCrMEgsDBKLdsMtgKuFQ27RImsB8Ap2ydra2s3NDRUTS120uluMe4VDYmGQWxjkFgaJZaFaJJKW9FCnBE+jVH/zvBj38vSw6rxYrhMekEpCiHtMoEthShjPV2py4wrjAuNdrb1OHNx6z++td22Nd7EqjPVHQgOX8CjNiIzwc6rOjdPkFUlFZldrXV+vFHlJV1cXjgN04unjeezksWd3PvvY1sd2O+y2yrEK6AmIUcTEKmJj5bFxirh4RbwgFXlikiIpWZ6MSJELXkmXpyMy5KwHTJ6VIxekovIKl0qRooikoiiNkcT4lPiE1YYhTYFUqqerySvTJJXG6cam6abm6WZIRfDKTGvbjOAVLpXu2W7prLR3thfRPNQcEB1w8NjB/Yf2JyYmdnR0yGQyTR9nIbEwyC0MrhYOiWWJWjAF10l0dDRaA3jKusSuf7cYiUUJuYVBbtEiawHklhscz+dSQXMhKytLKpVevXqVCqrIrcadK5V//OMfKMO6urpIU77FJ+fJLf+uERcuFTyAS3bu3BkVFYW18dxFHXLLkrvFVJBYGCQWJeSWFUdcmhtqaksyqvLiq5UBqagCXvFxNkdzPNjDFoJRBexSkRWzds3jQe7WDUVJPLhRavLiw30dn37y0cwYwTQqr8yrpTxNUpXTK+3s7elBLYyzYGJm8tt7f3vfU/dtNd9qmWcZOhEaKYuMkkchouXRMfIYQSryuHh5fIJckIrgFbngFUEq8tQ0eRpJRZ6JyJZnC16R5yLy5Ewq8sIieRFC8IqixLPIE5lKRm9GhaJC8IqiqkZRg6hV1NZP1zdMN6ik0jLNkhUulZn2jhkhWeme6UZwr/TN9fXN9hU1FBmeMvz93b93dXXFEZ6emWYflNT4SUlAbmGQW1YccZmbm0MiGxYWhvmFtEW7u8XILVqMuAASyw0Ot3DILUvsgim4hrHbSFO+/vprKqgitxp3rlRwraO6t7Kyio2N5VLhkFgYJBYG9wogqzBILAwSixJyi3bpC7nlej1j2AqK3P79+9PS0vCUdYkRXCocEguDxKKE3HKDuQtZBbQ0N1QWVhckV+XGIVRqUdklMy7A1kzX4Ohe2EKVviDKM6MhlUB3a57BILhaogNdjHUPWpw8XpoRBcfwDjEeXC2SiqyOpqoeaXdqWqquvu6qZ1at3b9WL1rPocbBR+oTNBIULguPkEdEygWvaJSKTE0qMjWpyJhUZPNSyZfnF8iVXpEV5Yzk2GfaB1UFlUyWVMgrKuWCVKoV1YJX5DV1iroGRUOjohEBr0AqglemJW3TbYJXpts7Zzq7ZroEqcxIe2Z6YBRE91R3TWdNSFzIpq2bjhw9kpKaMj09rc1H8blUOCQWBomFwb2C8xgTE4OLljuGe4VDYlFCbtEufSG33OwRF8C9Mjs7izKCMgijiN8geetyh0oFlyyuYEdHx4CAgJSUFOEbaJVwtQASC4N7hUNuYZBbtOgZA9wrHBLLDeYuycnJ/OMp2A1IhacvHHILg9yinV0AuYXB1QJILAxyC6O5obauPLcqN74yJ5arhdmFBFOeFe3nanlk3zYbE52C5FCeviDKMqOeXfN4gJu14Bg2mI+/UQHOZgZHjHUPZcb61+Yn8NyFB3mlLL26KD0xPsbQyGDnwZ3bTm476HfQosDCS+oVPBEcJg8Ll4cjImQRPFmBVKJl0VwqCEglQZaQKCOpIFJlqYh0WTpCuAdMlpkly4JUBK/IcvNkC6SSP5Ef3hjulu8W0xJTJi+rkDGpyKuq5dUwCpdKvaKee6VJ0dSsYMnKtKR1uhVegVQ6pjs6p4VkhUuld6a3b6avf6a/T9HX3N8cnRptbG58/MRxf3//yclJ1Xe9kFgYJBYGuYVBbtFgl7i4OFwqnZ2d3DGsV0yAxMIgqzBILAwSixZqASQWzWoB5BYGuYVBblGzCxotKD6Dg4NUSkVuTe5EqaBgjI+Pwx8nTpyIj4/PyMhY9CXnZJXv0iukFAYphUFKYZBSlFLBlNDQUAMDA+wz1sBSl5vvFVIKg5TCIKUINDfWVtQWZ0AqQuQKIagljyIt2s/Z+uThvVttTHUC3KySwj0LUkLzk0OfWf2Yv6tVZXYMZJMc7u3leMpU75DFyWNhPg5cM0LuUiwE90pZZnRMiIetjclR/SPrj6/fYb/jZPpJD6lHiDwEESoPXSwVWRRCkIosFkHJikoqsmREiiwFUhGSFTWpZMtYsqKSiqygUFaINCV7NNsxyzGwKjCjL6NMVlYuK6dkRemVWkVtnbyuQU5SIa8oWiQK8gqXStf0fLLCvTIwM4CQTkrTCtJMLU1379kdFx83MDDwr3sFT2UymaenJ65YhULBpQLIKj9UrwAshaKHMgK7UEEVuTW5E6WC0hsVFWVubn7y5EmkKTCKCi4VDomFwb0CyCoMsooScguD3MIgt2iRtQByy3J2wRZRWejq6mI2bhruFUBWYZBVGCQWBonlxlMWQGJRqqW5saGhurQqP6kyJ47Uopa1IPKSQlxtjPfteP74gR12p/SCPGyDPW2ffOxBS6Pj4b6Ovs4Wtqa6eNVE91BMkCsfdFHvE6srSMhNDPZ1tTx4dMeq7avW6a8zzjX27PcMkgchguXBCHhlkVS4V+alIhOkEi+L51LhXllWKllTWdlTal6RCV7Jn8xP6U0xiTWJlkQXTRSpS6VSVlktY1KR19bJ6url9YJX5I1N8nmpINoULFlRdHQqBK9Ip6U90z29071900KyMjA9MDgzODg9WFhVqGekt2XblvSM9KGhIZVXOCQWLdQCIJWZmRmcOx8fH5x9nrWQVZSQWxjkFga5RYsRF0Bu0WLEBZBYVlQL/mLPExMTcRGKoym3OneiVN577z1Uys7Ozt7e3mlpaeyXmQhyC4PcosEugKuFQ2LRbsSFxLJILRr6xABXC0To4ODg5OTENcPTFw65hUFuYXC1ABILg9zCILEo4WrhcLUAEguD3NLc3NRQX1dRWJmXUJEdg1iqlsrcuOK0iHAfBzszXd0ju3dsfu7B++9FPP3ko3u2bThlcCQ1ygcL8hEXlVfwoCYvvig1zEBn3wOP/uGpI6tNC00D5YE8SCqyYISQrMhCw2RhiEVSiZHFcKkIXpHFJ0ypJStTyalTqWlTaYj0KcErMApJZSoHkTuVmzeVB6lkDmeGNobapNkkS5NLZCVcKoJXZBVVXCpC1NTKautlglQaZA2CVOTNLfIWBElFoZSKoqtb0Q2vQCrcK32KPnhlaHpoUD5Y01rz/Jbn9+3fh6QZ6QW8wiGxMMgtDHILg9yitMvo6GhwcHBqampPTw/PXbhaOCQWLdQCSCzaDbcAcguD3KLFiAuAUfAqLlcUDblcTqVU5JblTpTKp59+CiUgU0lKShJ+/08J90pGenp6WmpGetoitXDILQyuFkBiYZBbGOQWBrllGbsUFRXmF+RmFuZlF+XnFBXmFRcVklsYJJayMldXVwsLi/j4eC4VFSQWLdQCSCxKyC0L7UJWYZBYGCQWFY3wSlFVfjL3yiK78ChJjyxIDkXakRUfmBrli8iI8c9JCCxICcXMqhEX1Xg+POTrYvn0M489ueWxI6GH3Vtc0sfiGmYK82ZSoxThC6QiE6TCvSKM1U9FRE6RVKKnBK+QVKaYVKYSEUlTSZBKylQK94oglamMzKnMrMklUpkqSJQmOuU6BVYHZg1mlUyVlE6VCl6ZKq+SVUnk9T2Kpk5FY+0USYVHo6yxSdbULGtukQleaZW3tsnb2uXtnfJOwSvyLqlC2qPo6VX0IrhUkKkMKYb6JvsqGioOHDqgo6ODqw9tdkBiYZBYrqcWPOju7tbT08OJhpy4ZrhaAImFQW5hkFsY5BYtesYAuUWLnjHAvQLIKgyyyptvYkG4UCKRoMFHpVTkluVOlAqKX2xsrJ2dHdIUZpCU2PCgIDdrL4tj7maH3EwPupke8LI8EexuHR8ZkpGWyu0CSCxa5C5kFQZZhUFiYRQVFhbkZuVlJOakRGcnRWQnIyKzU6Jy0mLys1OKCvJKiotJLOzr2a2srGxsbLASCIalLgIkFga5hUFuYZBbtOgZAyQWJeQWDXZprK+tqyyuKkyDIcqzolVqQai8ospdEKpbxRAwCkUBU0t+QkyQ60md/Ru2rXn+1Aa9VF2PLtcCWerwbP30XNvYXGPzTFG6IiFYHhwkE7wyL5WpsPCpealETUUJUpmKiZ2KjZsSpIJYIJXJlNTJealkTGYIUpnMRuRMklRyx3MjWiJOJZ5CmlIwXgCpIMqmympklf3TTfLZjrnZrunZzp7p5kZZfd1UHZeKkKwwqXCvSGSSVllrm6ytQ94heEXW2S3vlsqlPfKeXrkglX5F/4BiYFAxODw9PDA1kJqdqn9S+HVRtDbQYOdqASQWBrmFQW5hcLWMjY3hUrG2tu7q6sJTLhUOiYVBYtFCLYDEooTcol36Qm65Xs8YlpqYmAgICBgfHxd/PeU24E6UCupcHx8fPz+/lJTkmPDAIHcb91NHbY9uMNv5sMm2B0y2/Ql/T+1+zO7Yeg/zo5GBHqlJCYukArhR0lOTUpPi0lMSsjPTstJTstKTszNSsjNSc7LSc7Mzc3Oy8/KEb3/hRuFAJ+x/fl52WnZKTGZ8MBrvGTF+7K9/Rqx/RlxAVlJoblp8QXZ6cWFeaanQLRYSEgKpeHl58awFkFW+Y6+QUhikFAZZBV5pqKurKqkuTC/PjhPUkh2NELySQyGohQ3mq4/nk1ryhcDE4vQIb+dTR4/u2HDwmc12m0zLTT3HPVOmY7tnKy6c7nnpdC9iZq6tfbYsS5EUJgtdVirkleWkokpWkieTEYJUJpU9YJMZmZMsWWFeEaQymZfSn+Jf7W+bYZszklM0WVQ8VVw2VVonq+ybbjo913WR7dKF073Ts13t8sa6qVruFUilcaqxaYqSlXmpyDpgFJVUyCssWemX9wtSUQwj+sb7ohOjdfV1jYyMent7v4VX2tvbo6KikMuOjIzw3IWUwiClMMgqPwyvYD9xGWdmZmLlVERFbmXuLKn885//vHr1KipoJyen6KiIqFB/d4vjlvvXmGx70Hjrn3gwqcyHi9GeCD/X1OREXPRcLSAzAzaJT4wOC/dxCnG3jApwSYuPSI0LTY0NTosNSYsPS0+MzEyOyUyNz85IzsnOyMvNzlemL4JP8vNys9IzE8PTYwLSo/0QTCrKgFcQMf7ZiWH5mUlFhfnFxcWWlpYODg5xcXEQDFmFwb3CIbFoVgsgtzDILf/yiEtjQ319dXlVYUZFbmI5S1k0ZS3qiQv3Cl7Nig/0dDJ7dtOq1fueOBh+wKnfyVvh7SP3qZ7Jkc9JuFF4nDnd2Tdbk6VIjpCFcaNoK5XJhMTJRETSZBKkQsnKZFr65LxUuFdyJwWpREgi3IrcAqsD88byIJXSyRJulHNz0otq+3PxdF+foqVxqq5usq5+qr5hqgFBXplqbpkSvAKptMvauVe65F3dsm6pTJmsyJlU5EIP2JB8aEQx0jPSExoVum79upSUlMHBQfZTwgt+S5jEslAtAFLBq7gGnJ2dW1tbISSWutzAXciA3MIgt2gx4gJILFqoBZBYlGrBA6QpgYGB/f39H374IRVUkVuZO0gq/EfpUdLc3d3dXF0ig7ydDHcbb3vIaMufECqpqAf3ipP+jnA/Vxp0wb/09MSYiCCXU/bH1pvvesRiz2MeJnsSQj2Swr1UkRxBkRLlkxYXnJkSn5uTxbMW2CU3KyMtJjgtyi8typcHV8sSwfhnJYTkpMdjicOHD2O3ISRhSF8NcosGuwByC4PEot2IC4lFO7UINDTUlhdW5iWpvLKCWrhd8Dc7PtDWXPdX9/zyObN15vXmnnJPL4UXpOKv8FNPU1Tx4mnp1FxLuiIhXBYWMsXG6qfCFvSAMalETyq9MhkXP7lQKhMkFe4VSCVjIiNzIjNrQpBKzmROzkSOd4W3XaZdal9qwXgBpFIjK++fbkJqsmhnEJPTHe2yxtpJIVmBWhomlVKZbEZIpiRtU22I9ql2nqx0yZRekfX0ynr7ZH0DsgF4ZVAm5Cuj8tGqhiobB5v1G9ZXVVfBDQq1H6vnXuGQWxjcK8hO0tPT7e3t8SpPXFSQVRgkFgaJRbNaALmFQW5hkFu0GHEB5Jbl7II5u7u7zc3NIRjxvq/bgztFKp999hkKT15enqurq42NtaPFSUeDnSY7Hzm55U8nt9zPvaLJLmY7H3HS3xkZ4JmenhYT5u9rq+9w/HnLfatP7XzEbPuDZjsedDyxMdzDIjHUIzHMk8cCu0T6pET5pcYEZCRGZqcnZaclpceHCaPWkT48VlJLrH96bGBidLCZiTESLKQs/FYxQFZhkFiUkFsY5BYtesYAueXb5i4N9XX1NRVQi5C15MSXZc3bZVnBJEf46h7b9+hzD+303WklsXQbdxWkIvdCmhI7HT44V7uoBkcgUTh/Wjo215irSImYCgudCg2dZMnKZHjEpFIqk0wqkzGxk7EISCV+QumViURBKhMpqROpiLSJNBhFJRXBKxPZib2J7sXurgWuuWO5BRMFlZOl/YrGs3Pdi/aEx+xsd7e8uWayRvAKl8pkI6JpUvCKZFLSOtnKpdIx1dE5JUhF8MpUt3RKyqXSL+sXvAKpyIdH5CP9Y/2FZYVPrHrCz88POQekooLcwuBq4XC14KzFxMQkJydjCs9dVJBbGOQWLXrGAIlFu54xEot23WKAq2VychJXKXb7gw8+oLIqcotzp0gFOQoucVy+x44dszTRtdHdYbrr8ZOb7xdiy3xoUsup3U846G71stRxMthpdXCN2Y6HkMGYbnuAh83Bp/2sj8WHuCNfUXllkV0QUEtabFBaTFBKlG9KhDcPlVrU7bJIMFgw0Nc9OSlBuFlMCbmFQW7RomcMkFi0UAsgsSxUCyCrMMgqRH1DXW19TWVNRXFSTGhyTHBBemxVQVplfkpVfnJVQUp1YVpNcWZVcWZUqN/hQ7vXHXpmV+AuyzZLtyk3T4WnEHJPX7lP1kzi+Fwjau0Ls92nJ1vG+8unhqpfmJK8NCdU5edPd/fP1hQq0iOmwgWpTJJUEFGTUTET0QkTscmTCWlTyZlTqbmT6YUjaaVDaWWD6YjSieziyZzCqZw8YRAlK2MinUtF8Mq4IJXA+kC3YrfguuD8ifyyyeJeRcPcbCdXyIVZ6fRYA/ZkdqLp4pyQRZ2fk/bJW2omamonausmBKmovAKptEy2cK+0T7YjOiaZV6aYVCalPVM9fVN9/VP9A1MD8MqQbGhYNoxo721383Tbv39/PGw4MYF8hacsKkgsamrBY9TLQUFB8JAqdwFkFQZZhUFiUUJuYZBbtOgZA1wtgMTCILcwuFo45JaFdmlra0tKShodHUWzj8qqyC3OnSKVr7766vLly2hM6xw7bHp0q9ne1WSUhV6BTk7tWWV58FmL/WtMtj+k7hVh9H7XY6bbH+R9YupSsdjzuIvBtrhg1/hQD3glIdSTB3klbN4ryTyEnjGlVJhpMuLD0+NC0qL9F3glSpm1RPslRwdmpycXFRaSUhikFAZZ5QfgFdYT1lBbU+Ps6BAeEliUl1VXVVpbWVJXUVRXWVJfXVZWlBca6n/o6IF1R9fuDtlt3W3tpnDzUHggYBSEn9y3fCZLPteCWvusvH24p7i9KaWrJX2ktwSC4fX7udPdvTPV+fK0CKaT+KmYtIn47JGE3P643J6YAmlszUhWm6K8U1HZMVnW3JPZ2J7S3JbS0p7WNVLcK6/una7tkle3TJSW9qaU9qWWDWSUDWeXjObmjWe7FDp7lHokS5NKJwq75HWzs518ZP7FmS7ZUHVfR06XJH1IWnhG1gav4KVhhaR+opZLpX6iHtEwIXiF94C1TLS0TrS2TbaRVCYXSKV3qpe8wpIV7pWB8YGGlob9B/fb2Njg+HOpAFLKcilLf39/WFhYeHg4Gv54eqt4BavFlRkbG/u++A2StxF30JjK669fykhPNdXZb7jjCYPN9xsqQ6UWo60PmO97ysXkgLedkaeVrs2xjcbbHlw2ceExb5ftD9oceibazyEu2I3nK6pYNmWZH3FBdhIrjLhkZ6ZnpydlJITDK5pSluyU2IK8bLUPuMxDYmGQWxjkFgZXCyCxMMgtDHLLDY64ABILg3sFE7GTurq6kZGRWBCa4beKgYrKiojIiO37tj+6/dHDyYfthuxcp11VUvGQC17xl/u2zBTPzrWjKkdO0NaY1Fwb21QTgwfDPUUvzlBP1Nm5roGZ2hxZSq4srVKR2zSW19qd2dpEM8NASCxQ789ONEMDmIJoqYsf7Ss9qxDWjPUg7WitT2xtTGyTpLZ1ZkkGCurGi4NLfKLrw8vHiySyytOzXXxc58XZ7pmJpo6mFL7yzuZU5CsX56R4aXy6rWWyvma8BlIRvDJOUmmaaGqeEKQimWCdYBNqXpns6p7shlR6Jnv6JilZGZwaRAxPDY/IRkanRv0C/U7onPD29p6ampLJZCQWBrmFwdWCawBSyc7O5o5h/WEEuYVBbmGQW7QYcQHcK4CswiCrMEgsDBLLQrUAEguDq2V4eDgvL6+goICKqMhtwR0kFblcZqh3zHjXk4ZbH4BUeKirxWzX4z72xrFR4SkpKYkJcWF+bmZ7njDe+gD3ika1MLtY7H0i2MUkJsA5LsQdXuGxrF3UBZMSHZCRLHxHMv+MS05WWkZihKY+sYy4oJz0BPqMixrcKxwSixZqASQWzcMtgNzC4GrhkFs02AUbioiIOHXqFI4k1wy8wjOYkNCQzbs2/2HtH4zrjZ0mnVwVrgg3+QKpBMj9+merz57ughKmR+u5D3h0tqTNjDXAFtwrqPHPnRbq/Yune6eGa5DQqOZEMnF+uuPCnFQ+Woel+MSWurjB7oIzslYse366E2KQ1MXzlyT1CX0duTDNjLxtVN40Nt1yZrZbda/XC7LWga6C5to4PnNrQyLWw3dDPt3RMdlQPVZdO15bN86kMt7QONHYON7YNN7UPN4sGZcgWWkdF7zSMdGB6Jzo7JroEpKViZ7eiV7BK5P9A5OCV4amhgSvTI509HTo6OkcOnQINS+kooLEslAtQUFBaO+3traqchcOiWWhWgCJhUFuYZBbGOQWDXYB5BYGuUWLERdAYnnlFVxv+fn5yK6oiIrcFtwpUvn444/bJY16+zcZbHlQ0Mmm+yiUdjHb+5S7hU5sZFhiYkJycnJSYkJUqL/lobXG2x9S7xzTJJhTux71MDsQ6WMXF+zOQ6UWdbssUktypG9aYlROTjb/7GQuHqWnpMeHLR1u4XbJTIrMy81By46rhUNu+Ze/W4zD1cIhsdxg7gKp4K1YWFgEBARgV7lUOP4B/tv3b3/y4JMna046jju6ygWjcKm4y90RKqmMzTa+eFqKWlsxUsfrcWVtnjDQlQ8f8LoecVEwipBMTAxWQgyqOQe68l6QSbCGycFKZBh8IqzQ2559ekq4U/mcomOivwK5C38JD3pas16c6bow13N+Torgq0XANLLhmla1leNxf2fehVkhZ5qZ6ZRONUIqNWM1tWPzXmkYa+BSaRlvEbwCqYy3tY+3d4wLUukc7+ye6JZOKL0y0dc/0T8wMTA0OYQYnhgeHBt0dnM+dvwY2hwTExPIV3jKooKrBRMHBgbs7e3T09MxGwTDcxdAYmGQWxgkFgaJRQu1ABKLZrUAcguD3MIgt6jZBTMnJAiNpI8++ohKqchtwZ0iFRSVpJgw/V1P6W++X3/TfYh5r2y6z2jbQ/b6uyKC/RMTEpIEEiND/F1PHTXd9bjR1gfUB1002cV0x8N2xzaEeVjGBrkJEey2sl24YFiyEpSREs8+ScnIzspKTUyJ8OFeUQX3SnpcSE56EmpqDpcKh8TCILFo1y0GyC0Mcovm9IXcwiC3LLQLpicmJh4+fDg1NRXz89ylprYmMDhw54Gdzxk8dzTrqOOUo4vChRtlkVS85F4h8kD5nARZApQgV0oFPuhqSR/tLZkZb1RlKuoxMVAhqSdDIFDpvzAlSGV8sEKVwWAlPW1ZXCpCpjJYtSBTac9R9a2pB1YyO97Y25atWj9m7u/M5VI5PdvVL2uGVFReqR+rRwhSGWtqHmtuGWtBSMYkkAr3CoyC6Brv6h7v7hnv6R3vRXCpDE4MDk0IUkGykpiaaGJqYmtrOzo6iuY89wqHxCKTIY9BY9/HxwfnblH6Qm5hkFsY5BYtesYAuUWLnjHAtCJAVmGQVRgklpdewuO+vj603pBdiaMptxm3uVRwvV65cgUXcUlRga3JCf2tD+tvIqmoe8V8/9NetkZoN6E2BJFhgR42Bqa7Vwk3HKsGXVb2yrYHzPc8EexqFsOlInjFHUFqCRFiGa+EeiaGe6fEBGWmJcMmpJXM9NSYwOQIb2HQRd0rET5p0f6ZiZEFwico6VP6pBQGKYVBVvmOvUJKYZBSamuxV0FBQQYGBtglnrhg/RGRETv27Vint+5gykH7CXvnaWeXaReVV9Sl4iP3jlKEzs61ob6+ONejGBO6v9oaEvs6cieHqs7IhenLxuRgFWbjlT5isKsAMwuZynB1R3Mqn9hSGwcZIIPB/EhKFKN1Kk+wHq3CF5knlgYMpBitH+kphpOwFcysylTOzkqH5ZKqsar5ZGWsjkulcaxR5RVIpXWstW2srX2MJSvMK5CKdFzKvdI33tc/3j8wPu+VuqY6Z1fnLVu29EI64+NLvYK/UqnUzc0N7aD29vZFUgGkFAYphUFW+f68ghny8vJwTWK7VFZFbhduc6l88cUXKDmoH90crI5ve0rv+fv01YPscr+9/u4QXzdIBcRGR3rZGZsfeEZ9xIUPuiwVzAK1bHsg0Nk4OtAlJsiVvMJClbJoHG4RvBKSmZaSnS14JTsrIz0pKjnSV+gfUw3pK9WSFhuUl5Ol/vl8DvcKh8TCILcwuFo45BYtRlwAiUWLlAXgGDo4OPj5+WGFkAoWj4mN2bV/16M7Hj2SecRu3M5p2glSEbyynFT85L7J09FzbJQeMTfR3NGUMiQtnJtsXjZBUYVsuKZTKQ/EsLToxemui3PS6bF69TEVTOdmwtqwTlWPWXtj8mhf6cqbuDjbMzPeMNhd0C1JH+wq5DO/ONczrmitGq2qHhWkUjNaUztaWzdaJ0hltBHRNNrUPNoMqQheGW1tG2VeGevoHOvsGuvqHuuWjkl7xpbxysDIQFhE2OrVq3EkBwcHJyYm4BUO98rY2FhDQ4OOjg7OF7IZaIZ1iREkFi3UArhXAFmFQVZhkFgYJBYGiYVBYmFwtXDILUq74AE2FBgYCBGKH0+5/bjNpXLt2jU0iyoqyt1tjfW3PQapqEKlFsMtD7pbG8TGCF+ahArRz8Xa6shGIYNRDrfwWNkuXDB+9gZR/k7cK8pYzi7L9YmlxkcgRRG+ViwrC4JJjgqAVHio1IJIjfLPSo3PzcnmUuGQWBgkFgaJZaFaAImFQW5hMLMQXC2Ae4VDbmGQWxjkFoa/v7+hoSH2Co+RuCQlJ+kZ6t314F16lXp2E3aO044rSMVd5h4g98tWJJ6e6+D1OFIE+Uj9ynU9D8hD2pbJDdFcGwNDCLf8zvWcnmrplmTw6S118eP95ecUfOU95xTtqpGSjuYU5DrabAiLy4drR9ndZXzK1HRb9WhV1QjzykgNAl6pH61vGGloHGlsGhGk0jLaguBSEbwy2i5IZbSre1QplbHevrG+/jEmlbHBofGh4fHh7Nzso0eP8i9fgVQ4JJbJSaQpWVlZFhYWEomEa4Z1iQmQWBjkFga5hUFu0WLEBZBbbtAuZBUG9wrAggMDAx4eHthh8WeDbz9uc6ngkkWykpmWZH58h+6m+3U3/pGHul2sT2wN8HSMi4tFREdF2OnvOrn9YfXOsWXVsqxdvK1ORPjYQyo81NSiIXdBKNWSGO6TlhSbxb9hLDMzJtQHr6qG9Mku4XQXck5WRp4aXC0ccssN5i5kFQZZhUFiYZBYNKsFwInu7u6WlpZ4CVkL1mxhafHI84/sS95nNWzloHAgqSicEctKJVgWUKpIf2GOhuJhhWXHOZbG7HhTX0cuN4SkPn58oAITsTgcIG0l2WD61FC1apwfD9pVdwm3pClG6/ldwisH26Wus/L2l9jnHxHy6faGsWpIRfDKiOCV2pHaupG6+hE1r4w0t4y0SEYpWWkbaesY7egcVXplVNoz2tM7qvTKKPPK2FBtfa2Hp8eWLVtwbMeVkFsmJnCEkREmJib29PRwqXBILAwSy78w3AJILAxyC4OrhUNu0SJ3gQ5xneCyfPXVV6mgitxG3OZS+eabbz766KOYII+Tu9eojKIKGMVgy4OediYRocGxsbHRkRHeDmZm+55WdotRzNtFTTDL2sXj1OEwL+uoAGceKrtEB17fLvGhHskxoempScI3jGVmOtpa+LvZcKmoq4XlKz5ZaUlIVnK/11+i5HC1cFDxhYaGOjk5BQQE8KzF3dN965Gtz1g+Yz5gzo1yXamEygNrp/POKKWifZyebBnqLuTyaG9Knhqq4tPhid72nKYawRyS+oTpsUaVpc7PdOElPqwibc14QSaBMPhL1w31OadnOiTjtYJUhquqh0kqtcO1dcN19cP1jcOCVJqGmwSpjEgQMAqifaS9Y6SDS6V7pFs6Inilb7Svf7S/f6SfS6Wtsy0mLuZPf/oTztcYg8QyPj4yMpKTk2Ntbd3S0oLHPHfhkFs02AWQWxjkFi16xgCJ5QZ7xsgqSvr6+lxdXfFePv30UyqoIrcRt7lUPv/884mxUW9rPb0tDy0yCkJ/8wPmhzcE+bjHxETHREeHBflaHd10cuvDC0dcbsArrib7QtwtVFIRItAFIXglyJUHU4sbj0VeSQz3TYmPTEtNheH09XTd7C0SwryEwXwe8EqYF4/0xMjszHR2G/INe4UbhUNKYZBSGKQUBllFC69guqOjo729fUZGBp6mpKTsPbz3WcNnj5cct5+xd5wRjLJAKnIXBJcKeUXmHi4PapouOHu6S1VlaxnISJCd8LSjpy1reqxB9dKQtKi1IREvdTSnvsA+Cc+nX5jtnhis7GhOwatD3QXIP1SL3FDMznS2T9RXDVdWDleSV4ZrVFJpGG4QvDLc1DzMkpURSetIK/cKpNI50jkvlRGWrIz0QSpCsjI62NPfk5WT9Ytf/AInenR0VN0rbW1t8fHxzs7Ow8PDPHEhpTDIKj88r2DNjY2NkMrrr7/+1VdfUUEVuY24zaXy6Scfp8VHWB7eqLPxPp0Nf+ShlMp9J7c/5m5jHB4SFBMTExEW7ONsYbD1Id4nphpxua5a1O3iZLgryPVUlL+zEOpqWZC1LN8tRl6JDIiPjXJxcdHX1/d0dUyM9FeN5yNUWUtyVEBGamIO+1kXrhYOuYVBYtEiZQEkFi3UArhXOCSWigo8zs7OPnXqFHYe82D9JqYmz+x7ZkfYDrtpO62kIhOkEiEPbp0pPnfjUoEqZsYbO5tTYYix/rKzaveJyUdre9uzhQH/7kL1zjQsclbejokD3fmK0TrV9BsNSKVzooFLpXKosmpI8ErtUG3dUF39kCAVwStDSq8Mt0iGJa3DrW3Dbe3D7Z3DnV0jXQh4RZDKSC+ib5h5ZWRgYHigpKzkJz/5SVpa2tDQkMorAGc2ODiYf3EWlwqHrMIgsTBILJrVAsgtDK4WQGJhkFgY5BYGuYVBbtFgF6Qp2HNcKh9//DGVUpHbi9tWKv/85z+//vrrdy+/6Wq8R3/rQyc2/JGHSi16m/5kuv/ZsODAqKio6OjoAC8Xy6Ob9Pi4i9qIy7xdNAlGzS72ulsDnEwi/ZwQpJZFgrmeWuJDvUMDPA8dOoT2fmR4aHJsmPpgvrpa0hIiszLThXuQ1SC3LIQko2HoBXDHADIMgyTDIMkwSDJLNIMpfn5+dnZ2YWFhWATJ1r333bvJe9OpvlP2s/YrSEXoBJOzHjAmlRh52PBs3Yunrz+2sTRenO6aHq0f6S1hn5mf756CSOQjdeP95VDI0g4u5CsXtRifXyFOz3T1TDZVDlVUDFWQVIaqEfNeGWpACF4ZamoeapYMSRCtQ63tQ+0dQx1CDHZ0D3dLh6XSIWnPUE/vEPPKcP/A0EB5Zfnvf/97XKJdUI8aOM4eHh4tLS3qpuFJDIckwyDJMEgy30cSA2pra3FtYCWff/45lVWR24vbSir8F1NeeuklXN+o/ry9PL2cbcz2rIIqTmz4gzLILsc3PXx8z0Y9XR3kBAZ6OoaHdxos6SJTqWWBXZZVC7OLzbGNfvaGEb6OCK4WIfzVBKOyi8bcxc3P1Wb9+ueOHTtmbGzkaGsZ6uuEDIarRV0wkQHuni4OFmpYXg+r5bDRjK0asIUKCG8pmL5v376jR48iWUGOsnbj2lUnVh0tOWo1ZWUtt7aR2VhPWdtM2iCsJ6xtxmwQtqO2NiM2NsMshmxsB21dhpxTxqPPKn9d8UYDwoA/zk93LhpvV5u+7Gq/zbbU49xM9+BwXVCWv1eqp2eKp1eyF8I7yVuIRG/vBCF8E3x94n184nx8Y339Yv2EiPHzi/bzi/Lzj/RHBEQFBEQGBEQEBIQHBIYHIoLCgoJCg5xcnCAVXA9QCFKTEIavr+9JRmBgYKgSaGYR4UuIWEjk9UCTSwXExkFmvyywhYo4NeKVYB53d3fs/9WrV1FaqdyK3F7cVlJBavLBBx80NDTU1NQEBAToHz9keXSL3uYHBIWs/wMPrpYjG/60d+Pj2zZv2Lp1y9atW/ft2HR8+5qFnWMLYnm7LBGMzdENvnYklcVq0ZC7LFWLv7vNzu1bdu3auXv37sMH95sb64X7Oqn6x1RqiQ50dbE1P3zo4N4loHJfyn4NHFiOgwtB5nRdsNT69et37tyJ+Tdt3vTz3/58Z/RO4x5jK5mV5ZSl5aSl5YSl1biV5Zil5ailxYiFxZCFxaCFxYCFRb+FRZ+FRa+FRY9F6KBvy1Sh+q8r3hJxYa5HPt4SlxtiE2pl7Gts7GNs7G1s7GVs7Gls7GFs7G5s7GZs4mZi7Gps7MzCydjY0djYwdjY3tjYztjYxtjE1sTExsTY2tjYytjY0tjYgoW5sfEp4+M6x++5555169ZB2CZKTpw4gQN+5MgRPDa7HtC8Jsy1gNosmlst1DxZiPVyYIvYHyhHvJP4NuZ2k8qnn346xKiqKA/zdrQ/9PSJjfcdUxqFS0V/26PGhzYb6x3VU3Foh962J1Q9Y4uMwuO6XoFUbE9s8nU4Ge7jEO7ryENQi58TD5a1OCMWpSx8MJ/3jEEqoT6OVmYnT5mZ8urA3tY6KsQ3NsSTS0XdK4Ge9tYWplT0lVAFwKBCv1yxp1K+EMpQGJShLIRnKotAmoJtwSWHDx/mtca2ndt+fv/PdWt1kabYKGyQqVjLrG2mbIRAsjJhYzMuZCo2ozaUqQwJYTdomzkeq5ihL7e/teLsdJekvTAyL8RLmal4JXkJaQrLVHwSfJCm+Mb7+sb5IlMRkhWkKSxT8Y9amKaoMpUwylTc3N3WPL0GLQwcamQqANkJEheca39//2UTlEVQksKgDGUhlJUshNITJZSkLGRpggIoPVkOXEJeXl6dnZ1UYkVuR27bMZV333qtpSTZctfDSFMgFR7H4YxND1ie2OHtaq9ewJzNdQ22PYo5VV7RRi1L7WKvv93PySQMUlEL7bMWBEtZXKOCPJOTEtKI1LSUlMSooLgQT1W+wiMh3Ds5LiwzI0P4aIuSbDVopIVBAyzfzd1iSUlJULOvr29mZmZ4RPhh/cOPHHrEtMfUbtYOYT8jjKk4zDg4TAvhOO24YExF7uIqc3WTuXnLPCuns75dx9cPIV6c6+kcr68eqqwYqKgcqKwaqKoeqK7pr6ntr60bqKsfqG8YaEA0DjQ2DTS1DLS0DLZIBiStA61tA20dgx2dg52IrsGu7sHunsEeRO9gb99gX119HRJKRyfH0tJStJb6+/slEgmaBTjmAwMDNMDCGFVCAyxKaIyFQWMsDBpj0TCeD2iMhUFjLFp8xgXwIRYODbOcPo2VwEC4cv76179SKRW5HbltpTI91BbpeBypybHn5uPE8/ebHlzv4+6k3nwLCwuxNzqos/GP6iMu6oJZ5BVVLLWL08m9AS6nIBUey6plgV2WV4tLTKBbSmJcqhKIJSU5MSEyMDbIXTWkT16J8EtPS4NX+KdbALmFQW7RYBdAbmGQWG78bjE8hZi3bt2Kag5PHZ0dn9r51Pbo7eaj5vNSmbbnRuFScVI4IZzlyhvAmFRC5P6NMwWLaupbK8ZkkuaRmop+QSqV/ZXV/Uqp9Nch6vvrG/obEI39jU39glckEES/pLW/tX2gvWOgo7O/s6u/q3ugGyEdkPYM9PQO9FbVVD333HM+Pj61tbWDgzBPZ2JiItr7OOxwzLASEguD3MIgsTBILFqM4QMSixZj+BxyC4PcomYXPG5pacGed3R0UBEVuU25PaXyzTff9DYUOB9/9uhz9/KAUXQ2PWhyYL23q0NwUCDvFgCQSoCPu5XODj7Wooxl1LKCYPSUgnE1OxTkZhnqbc9DZZcFglnWLotzF5fE2IiU5CSyigCylVjmFbeYhXeLpSbFZ6SnZah5BZBVGCQWBolFCblFc/pCbmGQW5bYJSUlxd3d3cDAAPuAxQ1PGv5xwx+Nuo2sFdZcKnYzdouk4qgQvLJIKnGK8M7ZskXV9K0Vs9OdHaP15f3lglf6K6v6qlReqe2rJan0kVSa+5tb+gWvQCpt/W3t/e0d/Uqv9M9Lpayi7MEHHwwNDUWlDKk0NzdbWFjEx8fjAevoFSCxKCG3MMgtGuwCyC0Mcst3kLvgKa6TsrKy8+fPUykVuU25PaXy7rvvFqdFmOx49Oi6e4V47g/6O5601N3j7mAJo7A7ZQS4VzwdLc0ObVANuiCuK5hFUkHAKIZbH/a01g32tAnxsgtFrKyWhbnLAsEwr8RHBSclxqMcqkhNSU5OgFeCYoM92GcnhVH9uFCvlISY9LTU9PR01OkqyC0McosWPWOAewWQVRhkFQaJhcG9giN56tQpX19fLI6UZf/x/Y8de8xKYWU7Y2s7awujaCMVRIYibmC2elE1fWvF+Tlp73hjRX+54JW+isq+yuq+6pq+GiF6a+r66ur76gWp9DUimvqamvuaW/paWvtaEW19bThHJRMAAG1DSURBVO197R19HZ19nV19zCv90p7+nuKS4rvuugsW6e7ulkqlyAV1dHRw8Ht6euAYDrlloV3IKgwSC4PEcoP3H3PILdqlL1wtAI+xOW9vb6RZn3zyCZVSkduU20oq/Jbi9957Dyl2kJfTyX3rDXetMdz9tOnhzXYmxzxd7IODgkJCQrhROJCKk7neyT1r1AfzNXpl/bxaFklFf/OfTu1/xsfBCEbhoZKKED4OPMK8EfZCcLWoBvN5qHklNsw/MT4mOTmZlEIkJyfGJUSHxof7x4X5IJC7pCTFpzGpfC9ewfweHh76+vppaWl46uzsvF13+0bPjTZzNjCK4JUZwSsqqQhG0SCVounUidnGRdX0LRfDky11g1XlfSQVIVnpqxbUAqn01i32Sm9TS2+LpE+ikgr3iiCVvm5EV09Xbn7u//7v/+Lw9vVhmca4uDhra+va2tqBgQFSCoOs8kPyCillZgYrbGpqCg4OxqvincS3PbeVVL788su33367v7/f09PTzNTE1sLUwdzAyfKkt7tzYIA/v3OG3eVPcK/YGh3S3/64ajCfh7pdjq2/99Dae3Y/9fsdT/5u39N3H1knaEaVtXDBGGx9yMFwt5+zWbCnLQ+VXVSCCXCzdrM1cTil72Cu7+1kjunLZi3cK9HBXgmxkZAKh5zCSE1NRcqSGBuRFBuRnBiLp8Jwfloa9wogqyghsTDILQxyy7824pKQkGBnZ2dqasqzFjNzs83Gm/ek7dEklUWZCvcKl0rNdM4M+xmVWzomZW0tw7XlveUIwSu9lVW9VdW9glRqe2vhlfpeJpXeRoRKKpJe5pXetvbedgSkInilt7u1vRUp6t13343zBangCEPbOOatra2QigoSC4PcwiC3MMgtWoy4AK4WQGJhkFUYJBYGiUVzyoIiCRdWVFS8/vrrVFZFbl9uK6l89tlnL774ImrG48ePGxkZBQQEBDKC1OBq4XC12Boe0N/22Px4/hK17H/m7mceuOuXP/3Rj/7z//3x1z/d+sRvVbmLyiuG2x71sjMIdLMK8rBFLKsWK+MTzz71+C9/8bPf/eaufTue93JcaUg/MsAtLjo8SQm5hUFuYbDhFgHuFQ65hUFiYZBYtBtxIbFcb7gF/raysvL19WV5S6GBkcEG4w0H8w9eXypyJ2eZMw8XmeAVyUzR+blv+e1bP5yQK9raR2pLe0rLesoqeisqeyoRVT1VJJWeOgS8Iqilp6Gxp7G5pxleaelpae1tbetpQ7T3tHf2diK6ervqGutCw0JXrVqFEyGVSnElIClsbm7u7e1FTc0hsTBILFqoBZBYFqoFkFgY5BYGuYVBbtFixAW0tbVZWlrCLlevXqWyKnL7crt1f3388cc1NTX8kxmQisorgKzCIKswrPX36219VH1If5FgNj7y67t/+eP/+s//9x//7//77x/9xxN//PmBZ+9R7xnT3/yg+aHn/F3MA91tEEEeCEEt6nZBbHpuza/v+sWP/vM//vtH/4UHFkbHMCcymOXV4ucUFxki/A5lYiL3CiCrMMgqDBKLEnILg9yiRc8YILdonbtgCv8AHTbKHXNU5+g643XHKo8tLxWFUiryZaTSNlP87b6d5QcVM4qOrtF6LpXynvKKHsErkEp1TzWitkfpFSlJpamnSfBKT4ukR9LaI3gFUuno6UB09nTm5OeYmpmeOHGirKysqqpK6K11cupCGqMGuUWDXQC5hUFu0aJnDJBYtOsZI7EsUQu2VV5e7uHh8dZbb4l9X3cCt9tAPaQCZ9jY2Li4uHCpALLKMl7B3yBr/X2CVGhIfxm1rH3wrl/97Ef/7//9fzwevvt/9z19N+8ZQ+hsvM9k7xrXU8cC3KwC3Ky5V1ShsgtizapH/uenP8Ya/uM//t+P/us/TfQOBbpb854xHiq7cMHERgQnKH/hmENuYZBbGOSWhXYhqzBILAwSixZqASQWJVwtgHslJibG1NQU1Rym8PRl36F9z5g8o9usq1EqCgekKYulMuXiOuXaMVN6y31I5cKc9Nx0xwuy1rnJlpnxJsVY/fhwTcdARUlPySKpVEmrqqXVNdKaWmltnVRNKtKmZmkzokXaIpFKWqWtkEq7lEV3e3hk+MaNG6OiopCd4ER7eXnhMkDKgkwFkFUYJBYGiUW7bjFAbmGQW7ToGQPklhV7xlpbW3GxQYriEP0dwu02pvLKK6/o6+tDKt7e3v4MEguD3MIgtwQFLisVda9seuw3f/z1T3/0X//vP/7j//ufH//n6vt/cfDZe1RSMdz+mK3eTj9nc38mlRW8snPzc3f/7tc/+tF//uTHP/rjPb+zNjkR6MFuFVPzijCYr4yY8MAE9mOU3CgcUgqDG4VDVvmOvcKNwsFT6MTa2hoHkRsF7NizY43JmpPSkzcqFbcptzZF8fmZLg1fz/WDC+hkbrJ5arh6tK90SFo00FXQ15nb057V05Ej6SookQpSEbwiLa+QVlRKK7lUVF4RpCJtQDRK1bzS3QKpCJ1g0jZIpaquytnFee3atUi+JRIJLlpXV1c87unp4VIBpBQGKYVBVrlxr5BSGKQUBimFQUrRImvB9NLS0ujo6PPnz4vfIHmHcFtJ5YMPPmhvbz9+/Dj/jXTAvaKC3KJmlwB/f0hFd+ujR9bdiyC1LBTM/mfuXvfQXXff9eO7fvajh37/s22rfqsacdHZeL/F0efdrfVhFFVwtSyyC6RibaqzZcMzD9x3z6MP3ndk7zZPe2FUXzXioq4WLpXosMD4+DhIRQWJhUFiYZBYGOQWBrnlBkdcALllxawFi+vo6Dg7O2MHeOICqWzaumm1yWqzUbMblYrnpHvDSKZ8pHZ2ovmMrPWsvO2couP8dJc2v+/774+Lp3vPKjr6O/Mk9Yn8Z8FUIWlMamrPgVRKpaVl0nmpVHYzr3RXI2q6ayAVIbrrG7sFqTR1NzV3C1KRdAvJSlt3GyIuMe6k8Uk9PT1c1RUVFe7u7j4+Pt3d3ZCKCnKLFnYB5BYGuUWLERdAYrnB4RaADeFyglTQ4BO/7+sO4baSyoULF3x9fY2NjdGgwwPA1QLIKgwSCyMwIMBKf7/OlscOrxWkoopFajmCWHcvEhT8pQyGecVo92on0yO+LpZ+rhTL2kUlGH9XK18XCx9nC64Z9REXlV1UgokKC4xT+4ZXEguDxMLgXuGQWDSPuJBYGNwrgKyihHuFQ25hkFsYeAk1xd69e1HNUebC+sTWPbdulfEqK4XVDUnFdcrFb8KzqDWsqSa2uTa2tT6hW5Le15E3PlBxekqyqEL/IQRUNzvR1Mp+MnJRtDalNHXkFXcXl3SXlHaXlnWXlXeXV3RXVHRVVHUzqXQJUdtdW9ddV99V39DVAK80djU2dTVxqQhe6Ra8Yutge+DAgZiYmM7OzsjISCTfOINSJVwqHBILg8TCILEoIbdol76QW/61EZfa2lpcOY2NjVRERe4AbhOpfPrpp5cuXcIVfPjwYaQpXl5eqOy4VzjkFga5hQGv2Bod0du+6vDae+AVHiq1IObtgqfK3AVxfMN9Btsftz95wNPeBFKhcLaAM1awS6BgF3KMqltM3S4hSruEejtGhwcLX8KnhNzCILcwyC3fZe7CpcLhUsF2+Z3E4eHhPHHhXnl+8/OrTq4yGTTRRipOMvIKpOI94VHQGsrr5eaa2Ja6OEl9QltjkrQ1c2Kw8sKsVj9T/2+MHmRRk4OV3a0ZkroFamltTm3qzCvqLiruKuZSKesqK+8qh1Qquyqruqq4VGq6amq7auu6yCsNnQ2QSnNXc0tXC0LSKSmvLj+uc/zgwYP19fUdHR02NjZIrHGFI1PhkFsY5BYGueUGcxeyCoOswiCxMEgsmrvFALmFAa/gSsO1gdYeFVSRO4DbRCrnzp1DeYNIdu7c6ebmhjYdHmvpFQdzPYPda5hUeJBa1O2irhbEiY1/MtrzNIziYWvkbmNsa3DUcOfmo889c+jp1UeefUrn+XXGe7c7m+n5OJ26bu7C7DIvGJVdQn1dosJD6Htf1b75lazC4FLhkFgYJBYt1MIhtzDILdfrGYuIiEAj2tPTE1uBY7hXwJ79e9YYrDlRd2KpVASvqEtFNi8VYUxl0rWgLYz/GPCCOrohcVD4ucZ/063GF+d6ZsYkL0y1L5q+NDDnOUXH9FjD5FDVWH/ZcE/xQFdeT3t2V0deY3dhUVcRoqSrpLSrtKxT8AqXSmUneaWmswZR21lb31kPo6ik0tzZ3NIpSMXd0/3AwQMwt0QiKS4utrS0xGXQ3t7exSCxaFYLILcwyC0McosWPWOA3KJFzxggsSjVgn1AOlteXv73v/+dCqrIHcBtIpWXXnoJ9Z2RkdGxY8fc3d0hFZVXOCSW5dTibGNqtG+dmlTmvaKSirpXdDY9aLzvWRjFy8HMzeqk2cHdB1Y/sfG3v13zk/958j9/tPq//vvZn/3vlnvvObruaRu9Q552Jtp5ZXHWEubvHhUeyo3CIat8x14hpTBIKQxuFA4WxyGFv6EWvMRzFy4VPQO95/Se25u2V0upCF6Zcka4TLoUdEZIGhLQ8G+tT0SO0t6U0tWS3t+ZNzVUrSlTOSvvHJZW1ZalNldnjfRUn1N8e/ecU3SO9tbkZUSGB7kmRPk2VGZCLdrcNYB54Lwz8ra5yWbFaH3vQGWttESQSmdRcWdxSWdJaafgFUilorNCkEpnVXVnNYJLpa6zjnulsbOxqbMJUqmX1GfmZu7es9vQ0BCnpqGhATkKrmocXm4UDlnlxr1CSmGQUhikFAYp5QZHXABZhVFRUYGrDpumUipyZ3CbSOXatWtoEOnr69vb26P57OXlxb3C4V7hkFsYXC3uTjYmhzcdWnsPj2XtwgVz9Lk/HH/+AZMDzzmaHvF2PIUwP7J3+wP3r/rPH636j/9SjycR//mj/U8+bmdwhPeGaaMWdcGEBXpHRYQJv1bBILEwyC0McosWdgFcLRyuFsClwiGxMEgsDO4VwKUCl9ja2hoYGGBbPHHhXgHWNtabdTZv8t90A5kKk4rzpHNBf3RnZ2ZfR85AV/6wtHi0r0w2XPuC8MPAi+txHi/OSPs7ykP9nQ7s2aJ/Yn9MuGdf+7f/PsqJgbqkWP8nn3j4l7/42b33/NZA50BXc5H6D9prExBM31hDaXdxYWfhIqmUd5YjKjoqKjsEr1R1VFV3VNd01NR21NZ11NV3kFfq2+rzS/J1DXS3bN0ClyBNQdUMu6DJX4PcRgmJhUFuYZBbGCQW7UZcSCzaDbcAcotmu+Al7HNVVdUrr7xCpVTkzuA2kcrly5dRgSJNgVG4VFSQWBgkloVq8fZ0PXV856G1wji8Si1LBSN8O8vzD1gc3epiroscxcvhFALaeOZn//vEf/wXYpFXEGt+8lPDnVt8hIEWYcRFZRdNglFXS3hIQFRkJIolILEwSCwa1AK4VzjcKyrILdqlL+SW5eyCI6ynp4fDiEW4ZrhaAF7adWzX06eevq5UHGWCV9Slki9PGp2pQ72sipV/6Fc+3BQf4f2/P/vpz/7nxz/7n5/ABz7u1ovm0T6aqrJ2b38eRvnpT/4bserxh4J8HE5r0Q+mHudmujuGags6CxCCVDqKSzpKSjtYD1iHEFwqQrRXClJpr0HUttcKUuloaGhvKK0p9Q30/cUvfoErExZpbm6Gqvfs2ZObm9ve3t7BILEoIbcwyC1ajLgAcst3kLsArNbBwQFbFO8kvtO4TaSC4uTh4YEGHf4CZhaC3KI5d/Hx9rYyPHRs00OQinqo1HLkuT/obnnM7PBme+MjrpYGHrYmnvZmCEhl16MPP/WTn3KpLFXL6h/9t962jUhoVF5RxbxdXJfaxSbQwzY8NCgqin59j6sFkFgY5BYGuYVBbrnB3IVLhUNWYZBYGNwrWMrOzu7o0aNYFZ5yqagIDw/ff2T/Q/sfWioVu2k7ewXzitxhWamkyKN7Z6oWVdMrhKQ2x9JUhzsA8au7fn7iyJ5zim/5SZea0tS1T6/6+f/+lK/t4Qfvc7YzmZvQmCctG3J5e/NAZUFHAaKwo7CoY94rpe2lZe1l5e3lFe0VCEilqr2qul3wSm1bbV17XX17fU1LTUBYwPoN601MTPLz85GmlJaWIl9BXlhWVgapcLhaAFmFwaXCIbEwSCxaqAWQWJSQW7RLX8gtzC5YFf94ytzcnPgp+juNW14q//znP69du4Z608zMzMbGhksFkFIYZBXNXrE3N9Df9fSBZ+5eJJXD6/6gu+0Jk4MbrfX3Op064W5r7GFvyoN75diGtc/96lfqUlGPjb/9rcn+HVwqqlhWLYJdVGpxtwn2dooIC1n0k67cKxwSi2a1AHILg6uFw9UCuFc45BYGuYVBblGzS1BQkLm5uampKXcMz104kAoWP3r86L0b7z01cspm2ua6UhG8opRKyJR/0/QN/EiXVFLs6mCmkso9v/+N6cmjL858y8+1dDUXmhkd+/Wvfo5V/c9Pf/zcs09mJoWclXcsmm3l6BtrqJSW5HfkC15pLyhsLyxqLypuLy5pLylpK4FUBK+0CV6BVASvtFVVt1XXtDGvtNVFJUbpGOjs2LEDR7KhoaG1tRUHHEcbZ7Curq6NQWJhkFsYXC0ccosWPWOA3KJFzxggsVxPLdjP0NBQvIW//OUvVFBF7hhubal8/fXXf//7319++WUnJyekKa6uru7u7mQVBlmFQWJhkFiUanGxtzI9up1L5fC6Px7d+MCJLY/p7VhttHetpc4uR7MTbjZG7nYmPNS9Yqlz8MCaVevuuuvJH/23yiWr/vNHq//7J+t/8+vjG9faGx33cTIXQmuvBHjYhgZ4RYSHsV8Kv/leIaUwSCkMbhQOKWVJ1oK/SFPQjsYx5FIBpBQlpmamjzz/yIGsA5bjlteXypQQXCoek+5FU8kz8pZzivYXZ7ouzF1HD9OjLXnpEc+tXf2He3/34J/+cGDv1qQYv0XzaB+Kkeay/HgD3QPbtzy3f/cWXw+bEWmVpo9eIhnCHr4gk8xNNs+ON06PNShG6/G3sbesqLMgvz0fRuGhLpXSttKytjIEvCJIpW1eKjWtNam5qfrG+rv37vbx9WlqakKaApFEREScPHmyoqKipaWFSwWQUhikFAYp5bsccQFkFc1ewUs1NTWOjo5IU8RvkLwDuYWlghzl008/nZ6ezsnJQTVnbGzsxoBXVJBbrmcXDzdXa+PjRzY8cHTjg7rbnjTav95CZ5ed8VEXK0M3G2M3WwoYxdHCwP6UnpOloUotVrqHjjz39PN33y2o5Sc/Xf3T/1l7111b//gHnc3rnU/peTkI4/lCsuJkjlW52gi5zrKCUarFKsDTPiwkKEL5E/pcLYDEwiCxMMgtDHILg8Si3YgLieV6KQvmNDAwwKHGalnessyIi5e3164jux4+/LBxlzFPVjRKhRlFJRWXCZfkkbCuAeEzj+yj9U0vyFrPKTpe1PwhlYmBuuQ4fwPdg9bm+tkpoXi6YIbp7gsjLRekdS921bzYXYsHF3rqLvTWXxhovDgquSjvXDAz+0jjeH9dZVFiW33e6UmNX8IPo2CvFKN1Q9LCvo4cqSSjszm1rSm5XZJZ0paT156HyG/LRxS0FRS2FRa1FRW3FRe3FgvJCpNKWWsZjCJEa2VVa1VFU0VmUabRKaPNWzebnTJDAx8KgVRyc3PR4nFwcGhubkbWwiGxMEgsWqQsgMSiOWUB5BYGuUULuwByC7MLtpufn4+C9s4771BZFbmTuIWl8tVXX6Ep5OzsfPDgwePHj1taWiJT4V4BZBUGiUUJVwuH3OLl5eJgY2lw0M7kuKO5vrOVoYvVSRdrIwQ0oAp45dCerds3rTtxcKcqcUHAFlgKWcuzD/1p8+rHTx7e7WJ50tPOlA/mq7xy/ODOo/u3W5w8tkLu4u9mE+TjJvx0vlIqHBILg8SihNzCILdoMeICyC1a5C7cK3gQEBDAv1qNO4Z7hUNiYYMuNnY2P/n1T44UH7GcEJIVSAVG4VKxl9uTVKbUpDLp7DwhSCVyJKCsW/hQPaKlLratMbG3IwfV94oZg/Scouv8dNeLs9JFoykXeupfCA2ePmyg2HFUsev49EH96RPGMyfN52wdz0RHvNhUqj4zD6wB21q0nkUBo4wPlGP3Fnyqpi6+sTOvqCMvtz03ty03r03wCpdKYasQglRaS0pbS2EURHlreUVrBaRS0VKRmp+6adumJ1c/6eDogKQECgHwCq4BtPdxpvAUjuGQWzTYBZBbGFwtgMTCILcwyC0MEssN5i5kFQb3SnV1Na4BqBFtPiqrIncSt3am8uGHH6JgHDhwAG1nFD9IRQW5hUFuYZBYlqjFw93V1d4SKYgzwuokD+4VdbuY6h3asHb15vVPq3IX8oqtMTy0bvVj2zc+a25wxMOOBl0QXg7CXycrw9VPPLxn20ZsQpW7zIfSLv4eDiGBfuxnjoXfz1dBbmGQW24wdyGrMJhTCBILg8TCYFohuFow0YyB5jPXDFcLh9zC8PP3e2bDM2st1urV681LRbFYKuSVyXmpeI27J/QHShoSmmqE+hq1tqQ+vrMlTT5ad/5GP/8423O+NEe+ds/Ugxum7l83df9zUw+sFx4//Lzssc2yp3fOGJw6X1OIbGbxgteLc9OdE4MVLbVxKqM018U1NyUXtWfnMaPktgohSKW1gBuFS2WBVyRl5ZLywtpCn1AfGGXrtq3+/v5FRUWoi5uammCR2tpaXLp2dnaVlZUQDM9dVJBYGCQW7YZbALmFwdUCSCwMcguD3MIgt6yYu+BvTk5OSEjI66+//uWXX1JZFbmTuLXHVN599100i44cOWJhYeGyEHILQxuvAA83Fxe7U85WRqj3Bbso1aJuF/tT+pufW7Nm1SNmBoddbYy4WlgIaln39BPIYyyMjqk6x6ATCMb+lB6mYymdg7vw1ItJZalafF2tA3zcQkOCQ5W/nw/IKkpILAxyC4PcwiC3aNEzBsgtWtgFK0FSaGtrizVzqXDIKgwuFcxpaW15/zP370ncYzVptYxUZMtLxXXcJXjYu6wztqFOWV/XxnU0p86MN97oR0Zemus5X54rX7938u5nJn/71NJQbDt8rjTn4o1/XvLCnPT0lGSsr6y3PaerJb29KbmlKbm2NTOnNSunLTunNQcBqeS15uW35hdIyCtFkqJiSXGJpKRUUgqjINJL0m3dbPcc2HPo8KHAwMDS0tJGBqQCMjIykIXD39wxgKuFQ27RYBdAbmGQW7ToGQMkFi3UAkgsamrBbuACwJXwxRdfiN8geWdya2cqZ8+ehT94hwxKINeJClKKFlkLEKTi4e7u4uBii6zi5ApeObx369qnHodaTHQPYR6VVwSprHli+/NrLU7OSwXTrYxPHNi1+bGH/nRg5yYbEx31DrGFXrHw93QMCvBlv3EsQFa5ca9wo3CYUAhSCoOUonXWgkV8fX3379+PY4inSFxIKQxuFA7qFEyJiIx4/MnH19ut12/QX0EqjpOOkIrglQnmlXEXrzGPuKHg+rbEztb0nras/s688f7yc4qOlbuklo0XWytmLeym/rR+8ndrFhjl92tkj2+ZNbN+saPqpW91txjrduuaHmucHKru7ylq6sgpbs/Obs3KbsVfwStcKnmSvHwJeYVLhXulqLEoMS/RwsFi596daBLhPNbV1XGjcCAS6IQfam4UDimFQVb5Xr1CSmFwqRQXF0OH2BCVUpE7j1tYKmgK4bLetWuXpaWlg4ODk5MTvMIhqzBILAymFYLEskQtro42TtYmjkwqqlBXi42pzr4dz9//h98/v+4pg2P74Aw7NnTvYmO0ds3jkIr5yaNwibP1SXtzPTODI7u3bXj0ofu2bnzW1kxXrU+MhltUgvFxsQr09QxR/sgxiYVBbmGQWBjcK4CswiCxMEgsDBKL5pQFkFsY5BalXbBpIyMjY2NjtKmFtOV6d4thBl193TW712zx22IxaAGjLJKKw5SDuldUUkF4jLuXjaQMjVXMTTafV9zYTb3qcWFEcjYnRbHjqOzRTVP3rZu891nE1APr5U/vnD1lc644c9H83yIuzPUMTzRV9RRltGZktWYhsiXZCKEHTJI7LxVJYWGL4JX8hvyMiozI1EgjS6PVa1ajPYRjVV9f37CQ2tpaU1NTeKW8vJzlLZSscMgqDBILg8SyUC2AxMLgauGQW27eiAum4MrJy8t77bXXqJSK3HncwlJ544038vPzd+/ebWtr6+joCKmoILcwyC0McsuKuYu7m6uLnaWjxUl4hcdSu9iY6h4/uPPB++/9/W9/9cQjD+zZvtFU7xCc8czqxyCVUwZHHMwNjHUObN+07oH77v3Tfffs3b4RNnK3m+8TW6QWTwczf2/XoEB/9nuUAlwtHHILg6sFkFgY5BYGuYVBbrkZuYufn9/mzZtx6LAGLhUOWYVBYmGgrsQ6t+3c9vDWh7eHbF8gFZkGqYyTVFzHXf3GvZoUhXNzN/aB9sWB5EbRdaGj+rSru2Lvian1e8fX7p4xOHWuIOPicMtLN+OXWqbl7Q39pRmt6emt6ZmSzCxJlhAtglpyWnJyW3LzWvLyW/ILWgoKmguKWoricuOMrI0eeuSh+/90Pw4mLmD4A1JRp6amJj09Hf7GmaXMRdknxiG3MMgtWoy4ABKL5hEXEguDxKJ5uAVwtXDgFWw6KCgIIvz666+plIrcedySUvnnP/+JNAXXPVxy4sQJOzs7PFBBYtFCLYDEslAtbs6OzrbmDhYGPFR2UQnG0cIAXjHSOXho95btm9YiZXnumSefeuKR3/zql7/99S/v+8PdDz/wxycfe3DdmiegE8Pj++Eb1ZC+h1ItKrt4OVr4ujsF+vsGBdHvUZJYtFAL4F4BZBUGWYVBYlHC1cIht1xvxAUrwfHcunVrQEAAnvLchUNuYZBb1O4W8/X13Xtk70PbH9ods9ty2JJLxV4meGUFqbiMubiPuUVNhDQpCs7M3UCmcnq0pb8q+5z6F0HO9Qpe6ak7W188khJTY2/9QmPJxfHWRUY5L++cG26a7q+/eCOmOT8nlQxW5Hdkp7emcalktmTCKFwq2c3ZXCp5zXnZ9dmRWZF6Znrrt6zfsm0LcuvIqMiCgoLq6uo6JaSU+vrS0lJ+lUItPHEhsWhWCyC3MLhaOOQWLXrGALnlW+UueJCbm4t9HhkZoYIqckdy60nlq6++euWVV1BIPD09Dx8+bG5ubm9v76CExMLgauGQWxjX9Yqbm6urs4OT4BXDebWo2UWVuFib6JjoHtI7sufo/h0Hdm3etWX9jk3rdmx+bvfWDQd3b9E9vNvS6Liz9Un1cRf1ELziaOHj5uDv6x0YGMCNAkgpDFIKg5SiBomFQW5hkFsYXC2ArMIgqzBILAwSy0K1wA0mJiZ6enpYM2UuSwZd1OFqAXjJzd1t9+HdD2x7YF/SvlO9p64vlTEhXEddPcc84icimhWFZ+c6tfzt+qnuqopw3xfGJUsHYKCNofr8Yn/Xs8t9AAUTxyQl7XkJ5xWLP7yybFyY65md7ugYrirszEmXpKdJ0vA3Q5IBqXCvZLcIUslpzkmrTgtMCjSyMdq+f/veg3tPGp30Yp8bhU6QkSBNUcHVggeomo8ePYpDDbvAMdwrHHILg9zCWOoVQFZhcK9wSCxaqIVDbmGQW5Ybd8HjQPaLL2+88QaVVZE7kltPKteuXXvxxRdTU1NRx+3duxdG4ZBVtPAKS1cIEguD3EIwr9iccrA8Oe8VpVTUvYJQjbiowmXJB1yW9YqHg7m3q72fj6fwG5RqkFsY5BYGueUGR1wAWeVbeQUPcFSPHDkC3WJOZCpkFe28gtk8PDzWPb9u1ZFVB1IOmPeaLy+VcUEqzmPOKqkgvEY9YyfCWxVFilnJi6evn0NMdlQU+7vJe2penF58T9fKUpkZbOgpy2hMCcdsi15aGudmu6dkkvahytz2TOgktSU1rSUtvSUdkdHCvNKcmdmYmVSRFJgcaO1pfcTgyLad23bu2uns4gydVFVVQScqmFAISKWsrAzH/ODBg2lpaZjCcxdSCoOUwiClMLhXACmFQUphkFIYZJUb9wophcGlwsFL2Ae08wYGBv7xj39QWRW5I7lVx1RwBaOm431fZBUG0wpBYrnB4RZAWnFzdXFxcrQ5ZW9x0t5cH6GyiybBLPKKKpYVjLu9mZerna+3p/+iXzhWQlZhkFUYJBYGiYVBYlmoFkBiYZBbGOSW69kFazAzM9u3bx9exVPWH0ZwtXDILQwSi1ItmNM/wP/xJx9/6sRTB5IOmEvN7SftSSqTJBWnceaVMfIKl4rriKv7iFvAiG+dLHdipunc3HXuKp4eqG9Oj+wqTpkbaVr0EpdKkd/yUhluLJRkxgw3FV643o3LMMrYVHN9f0lqa2pyS3JKSwqXSlqzEMn1yfGV8VGFUUHpQU7BTnuP733y6Sc3Pr8RF1VxcXFlZSWMghxFHXKL0i5ZWVm48nBV5+Xl8dyFe0UFuUULuwByC4PcosWICyC3aDHiAiAVrDY7Oxsn+uzZs1RERe5UbkmpfP3116hnYRRzc3NbW1uUQBXkFg12AeQWBrllRbu4ujg72VrYWxhwr2ijFnW7qKtlgV1sTbxcYBQP/psu7NfCBEgsDHILg6uFQ265wREXQGLRPOLCvcIhscTE4CCcZMAoPHdRwcxCkFs02AXTfX19125ce89T96yzXmfZa2k/Yc+NIkhlYrFUXEZdYBQe7sNu3iMe2ROJ/dPVK+crMMdEe3mOm+2opGTpS4N1+YW+LmcmFkvl4lxPa05cZaTfdQdULs719o3XlXTnJEuSklqSBKk0p6Q2pyJglJTGFP90/5MOJ9dtXfebu3/z+3t+v2v3Lh8fH+gB+QeMwqWigqzCILHU1OCA6+vr43iWl5dzqXBIKUpILAwSC4PEooVaAIlloVoAiYVBbmGQWxjkFqVdsIc4v1j23XffpVIqcqdyS46p8G+QhFSsra0hFQ5ZhUFiYZBYFqoFcK9wyC0McguDq8XF2dHZ3trBysTOXN/ulJ7KLpoEs6xdVIKBTtwdLb3cnX28PX19fbhUOCQWBomFQWLRnLsAcguD3MIgt2jRMwbILQvtwkdT3N3dUd+x1IUgsWj9SRfM6e3trWOgs2bLmvu33L8jeIdJs4n9GFPLhOMKUnEbdkP4j/jGjYaXTKYPT9ed15CyQA9nJlpbMqIrI3xbMqPH2krPTgqD9hBJd0lajqttnLHe7FCjasQFD14YkzSlRtTEBvVX56jWszRenJMqFG2SobL8rsyU1uTElsTE5sSk5qSkxqSQ/BCbQJsDhgdWr1/91HNPbdu9zeCkgbOLc3BIMA4CjAI9VCjhauGQWxhcLUVFRTj1ONpIa/CU5y4crhYOiUUJueVm94wBEsv11IIZsMNWVlbnz5//4osvqKCK3KncelK5evVqaWmpqakp/8yjCnILg9yiRc8Y0M4rzs4Odo425g4WRnCJoBY1u6irRd0uiwTjZHnSxfaUu7Otl7uLj4/wBclo3AFSCoMbhUNK0W64BZBSGKQUJSQWBolFC7UArAryxqHGSljeQpBYGFwtHHKLBrvgMd6CmbnZtl3bnjnwzNMGT2/13qpTqGPdZ+045riSVIbc3IfcvYY8Q4YDMsbiaiZze+SV8pmWF5fYBdmGvLemtzKzPT+xLS++NTtWkhUjyRL+Qh7V0f6NKeGwjiQTE4VozojCPEP1+adHWxatisfcdMfIREPbcHllb35mR2pCc3xEZYRfrp9znLOxu/H+k/t3HNmx69Cug0cPHj9x/JT5KQ8PD5g4JycH2QmAUVSQWDSrBYcIlxyuT0ynzGW5wXwOKUUJiYWhpVdUkFsY5BYtesYAVwu2npmZiUsLaYr4KXqRW0wq33zzzXvvvYdSh2oOLWhkKqQUBilFi6wFkFIY3CuAS4XDpcJhYhFGWJzsrBytzewtjewtDFVSuY5XrE46WJ48ZXDMxszQxcHGy0P4CX0YRQVXC4fcokXWAsgtNzjiAsgq1/MKHuA4HD9+3NzcnGctpBQGKYVBSmGQVTRnLZgf7/SYzrH1z69fs33Nc6bPbffbfij+kF6Bnlm9mU2XjdOQk/OIs8sI88rwvFSEGHT3HPQMGgxIHY2tnMjqlJUOK+qmZ1rPzXWr8g/EhZluRV9tb0Vmc1pkXUJIU1rkUEPB3EizoremPim0Ni6oNi64Nj5YeCk1QiatXjSUcpGNnchlkp6BysrmzMTiCJ9UD9tIW/NAcyNPIz1HvaOWR5GabN+3fcPzG3bu3Hny5Emc09TU1MLCQrR4ADcKh5TCIKss5xU8wGHBJY3jg8fIVMgq/4JXAFmFQWJRQkphkFK+1YgLEizsMx787W9/o4Iqcgdza0jlgw8+uHLlCnTy1ltvTUxM7N69W0dHx8LCAhk3x1INbhr85dPxV+Ue+Ia/xKeo9MOn86fkHwZ/FQ9IRABPbG1srcytTxnZmOnbmOnZ8jilZ3dK304QjAEbgDFgfWX6tghzQwtTg13btpw0NMCmuKWAcCsAu48Zf+Es/hjwD/YLH8NUPmVfo0zgJY7KTHigAk+5k1A94bGgKSYqspO/P38VD1R+4q4CKktxOfGXkKbo6enBu1xR+Mu9RXZicGkBdUtxaQF1RanAU2gJu6FvqL/qqVW/uOsXv3/w90/se2KL85bD8YcNiwxNqkzM68wtGi0smyytm61tWmxsJbZ2rXb2rfYOrQ6O7Y7O7c4u7c7enZ7xPeGVQ5l9E1UyefPcTPuZmc5zs8JvsWh5F7Iq4KRz012np9rko81DvVVNzbkZpdFusU4Grvp7jPZs2Lvh8Wcfv/e+e++666677777iVVPbN221djYGEcjJSUlOzsbqUkuAw9U4Gm+Ev5qXl4eHhcUFEA/+Mtf4k/xEi5CNJWwNj6luLi4RAkeo+7GX5WxuL34qypj4a9qBjzmxsJf/hKXGaawzrZqPFY9VamLvwTUBcZfAurqUpksOTkZJ/qdd9756quvqMSK3MHcGlJB0UV9iiodTWZUc08//fTevXtR2aFUmzJ0dXWPMfAqiiUwMjLCDEcYmGhgYIAphoaGeIwphw8fxsyYyIegMRFTwNGjR7EUpuMvWugHGZiI9WMKwLKYcuDAgUMHD+rp6Rob6pue1DM7qYMwN9a1MtW3OWVgbWZgYaJnbHhCX+fokUMHDh7Yv3fvnqeeemr//v2HDh3at28fHgBsFKuFHbEnfAp2ABPVNwQwEU+RmQG8ijUAvp94O9hVTMRTzI8dxjx4mwBr5hPxF7NhCt4mXmUH6Rg2ion8QPHVYllMxGw4mGZmZngVUzDn+vXrsQ/8OPPVYjYsggVxLgAmYk8wES9hQZgeEzGz8B7YkcRjLns8wD7wY4554HX4HuvB1rGfqKOfXvv0/Y/c/4vf/eK/fvpfP77rx79++Nf3bbjvkT2PPHHkiTUGa541e3a99frnHZ/f6r51T8CeA2EHjsQcOZF0Qi9V1yjb0KrEPLDJK6cnvm4op2e8QiZvgloWaWOFgFFOy9p7peXFJfG+gfY792763T2/+cn//PhXv/vV/Q/d/9TTT23cuHHbtm04FHjveI+4FCFaNDDwFvAU7wVpLm8NILdDQwTTAdoKvCmAxgFvzeAltCdYY0D4ai+shzdl8Bgr5BeeqjWDpdACQLMAzQW+OfzlE+Fjvi2hoePggE3whgJmxjwA+4MZhNZBcDAmYv2Ygk1jVWguYCJWgok8I8cMmMJbDFg/b/FgD3mjAfNj/ZgCsBXeesDMWD9mxrJ4DNuJPxsswrk1pCKTyaanp0+fPo0UG9cxaiWUEFzK8fHxqQwUBlZ4vXCJ46Ln5QTlAdc9QOsb6TlalElJSVgK5QrlE4UcDzAF7SwsgtmwOMpMXFwc5sSaUZZQY6IiwKqwOLs5NplvCNUHihyWTU1JdnN1sbQ45evj7efrHRYSlBgfm56akpKcGB4W6ufrg5QDZR519K5du3gSgGUBVoKmOu8Lwi6huGJ/UPPiJd5fhAoCj1ErYccwJ/YKc2IpvHfMhoOAd4eJ0dHR2E8sjreMV/FGMPOpU6ew25iCKgNgTsyG/ABz4rgBzI+6DA5AxoB3h62gGsJELM4zCRwH1ImoQ7dv345jhcwDK8FELIunmB+PWR4SjvXgKGGLeJtYP2bDSlBhYTaArbP60wfz8CmoK7ESLI53jTlV5wJV86HDh3T1dG3tbE3NTA8fObx73+7te7Zv37d958Gd2/Zve27Hc09teuqx5x578JkHVz2/6vHnH390w6MPrnvwj0//8Z7V99y96u4/rLrnwdX3P/HsI0+vX7Vh89P7DmwxMTnq6nzK38c+LNAlJtwrJS4gNz2irCChoiipIDsmNTE4JsI7yN/JwxUpLU7RMThX3/C4rt6xQ4cPwP1oOmx8fqPhSUO8New2pIi3icOCA4Wzg7eAU4OnsClkgImYguk4NZiZaVQ4m3w2PObSxTvF0eOL8zm5k7A49L9z5078xVO+OF8nwJnFccYU7nWsEEcYK8ehU82J84iJmBPChqQxJw4+Xxxz8g1hb3FV4HRg03gKgeEvFscuYVmAl/h1yP2HVeEprg1sSDUn5sE6ceL4fnLLIt+isipyx3NrSOXvf//7P/7xjy+//PLs2bMoPEjVBwcHoZkzZ86cZygUiknG+Ph4R0cHalvk7zMzMxMMvPrCCy9gtnPnzmGpqakpvApzlJaWYjom8jmxuFwu5+vEhkZGRrAtlJaBgQG+OOCLY2Z4DgtiCtYDVbDtLNgQ1snnxN6iWCK9gBExke8nXsKGMBv+8q2Xl5fDUhUVFdg04O8Ibwd/sU7Mhr/Nzc2oiNEqxNvHUpgC0WJOzDY6Ooo5MRFTUInk5OQMDQ1hIuATZ2dn8e7YL4iP4KXs7GxUQJiIPcE8w8PDY2NjeHeYwifW1tai/kLFWlhYiDXwN47Z+GrxGFNAbm4uNIYjiek4JtgZvufCbzYNDmJ+vLW2tjZUcHhr3d3dOJiYEzNgZwD2HLNhYm9vL2or2BQrwcSenp729vaWlhY+EtDQ0IBTlpuXGxAYAPFkZmUWFBXk5udm52SnZ6anpqUmQ+OJiTjvwSHBz6x95tEnHtU/qZeYHFdYlFtbUy5pqe/pbhsZ7JkcH5yRj80qxqsqihLiIutqK9hGGmpqqsoryioqK+rq6rDF1tZWnCxsFyIpKyvjB41/GQngbwo7iYmYBx6FIPGmMAXg1b6+Pv4Jc35U8fZxZtGkwMqxON4vZsN0LIKnmA0z4zGqZmSrOCl8WYA5MRvAevicWVlZsAuucEzBItiQak7sDM4LHmD/4QO0tPr7+4XTPzrKN4SDjzlxqDEn5sGhRiOA3Q8snBS+OFaLrfM5+cWGo4qDj8X53cNYJ+bhc2IeTIGfIDDsGJVVkTueW2mg/vPPP0ddhlbe5cuXNfXeYvprr72GYjA3N0eTluOll15CkcDarl27RpOW8Ne//rWkpAQV38cff0yTlgNVRlVVFT1ZjhdffBEtejQeL1y4QJOWAypCEUU1Tc+X489//jPeGlzy2Wef0aQl/POf/4RRUGuv8BNJeAlV1cqtSxxGtE91dHRQJdGk5cAxxG6//PLL9Hw5/vKXv2RmZl68eHGF3caJq6ysxEmh58uBM4Ljk5eXp2lA+Ouvv75y5Qpa0Gjvw3a4Tt5///1PP/0ULZJFX3GI04oj+dZbb63w1YdYENkhzssKQwW4NlDbQkL0fDmwD6iCMc8HH3xAk5YD1jE2Ni4qKqLny4G2BapvbFTTbmM6jhLO7MoX0jvvvMN3iZ4vxyeffCKRSHD2V/7oSXp6OvIVNHToucgdz60kFdRNaL1mZGRcvXqVJi3hm2++QZFDRbDy72OjeL/yyiuoU1boCP7iiy9gJmx05a+dQF2Jok5PluPNN9+EnAwMDGAymrQc7733Hnbp7bffpufL8eGHHyK5QSFfwYUANSY2ukJ1iZfeeOONlesd1Mjx8fGooNGspknLgWOI3V65ukTtjPwDdesKu40TAVliVfR8OXBGsFfIhFb4MASS2oiICFdXV9T1NGk5cFpxkWDHVrgA0IhB+x3nZYV5cG1AqLgG6Ply4HJ9/fXXV3YqQJqFNAX1OD1fDpx6HElsVNMu8e9axZnFgaJJywErX7p0aeVWDt4+9hmz4ZDSpOWA45HQo2FBz0XueG4lqaBRjAbRxMTEyj9TinKFSnOFigBoOQ+aqJgHD2jScmA9gJ4sB1qOqOX9/f1X/qI9bEibXbruPIDvNj3RAGZYoQEOsNuoUtEuRqZFk5aD7/bKh0h1JOm5BoTjuOKRxHquu9uoUjs7O2tra8+u+H0hN2u3MY+Wu33dzTU2NtbX11/3aGOXVl4P0Ga3+S7R8+Xgbw2zrby55ubmsrIyuIeei9zx3DJSwfXd0dHBc/+VC8wPDTRU0QaPjo5Go54m3QqgfYqcoLS0dOWurR8akMrg4CAy2pXzwh8gcCGu8D//+c/0/BYBu93Q0IDMj56L3PHcMlKBSFBNoJq7tYwCrl279v7778tkslvro2HY7Xfffff8+fMrDyn90EDj480333zttdc++ugjmnSLgH0Gn3zyCT2/RUCOgmaH+LFHERW3UvfXdRN2EREREZHvl1tJKiIiIiIiP3BEqYiIiIiI3DREqYiIiIiI3DREqYiIiIiI3DREqYiIiIiI3DREqYiIiIiI3DREqYiIiIiI3DREqYgI8O/k+Go5rvulID9A8F7ALfc5WRGR2wBRKiICb775ZltbW+lyvPrqqzTTt+KLL7744IMPXn/99ZW/BPMmAhFOTU2Nj4+v/KWKIiIi3wWiVEQEJicnPT09LSwsfH19gxZy+vRpmulb8fbbb4+MjHR3d6/w3dI3C6Qm2Mq5c+ciIiKSkpJmZ2fpBRERkX8XolREBCCV4ODgjIyMixcvvqPGu+++q/7N/0gCkHkAPKBJSlChIxf5/PPP1V/FRJlMhvq9sLDwww8/5F+0g9lUXWq8241P4Y+xLGbjK8EUPg9mwJQvv/wSM/AFl4Kl/vrXv0KBUVFRxsbG8IooFRGRfz+iVEQEIJXQ0FBU/R988AFqZ3V4zQ7w4NKlS5CEXC5/4403VNMB6npU6OfPnx8fH5+amnr11Vd57f/JJ590dXVBV/Hx8aju//a3v73//vt//vOfISq+OCQEb73yyitcG3iMTUA/CoXizTffxKuYBy+9/PLL2MO5uTl4Ttjecnz66ad9fX3W1tZxcXHOzs6JiYmiVERE/v2IUhERQJUdFhZWVFS07Jf7QgBXrlypqqrCPKiyY2JikAdUV1d//PHHeAmqmJmZ4T+5n5aWFhsbGx4eXl5ejloetoCo7O3t3dzcsPhbb701MDCQkpLy9ttv82wGDzo7O5OTk6Gf9957r62tDXkGngYEBFRWViJtgr0KCgpCQkKgJbyErWD+ZX82DZs7e/ZsR0cHNpqQkICtiFIREfn3I0pFRABS8ff3R90tkUh6lfT396PS//LLLyGPoaEhFxcXGEIqlSL5yMvL8/b2Rl6Cqhy5BQSDdARKGBkZaW1thV3s7OyQr2DxlpYWPz+/yMhIzAxjNTY2uru7YxHkH9guHlRUVEA5yJCgHKwWqUZmZmZDQwNPTbA/Hh4emAf7g/XjJfgGKdHSX1FEogMz8U627Ozs1NRUUSoiIv9+RKmICKAG9/LygglQ+yMn4CQlJaH6vnr1KjIG1Oao7lHLI2UBMpnM1dUVDnjttdcgBmQPqPThHjgGLqmvr9fR0UH6gqp/enoaSUNJSQleQnW/slSysrKcnZ2xIAyBHEgul0dHR8NJL7/8MmZ455134DnsBpSDtIbv+bKIUhER+b4QpSIiwDMVZBtILFiWItDX18czlampqcDAQMyAvAETQVNTU2hoaERExLlz577++ut//OMfSBFeeeUVrAfzIFM5ceIExPP3v//9ulIpLy9Xlwq2gqUwJ15FVgR1xcbGQlp8uzU1NT4+PhkZGViQ7fjyiFIREfm+EKUiIgAZQBL5+fnvvvsusgQVEAYyhuHhYSdGVFQUT2JQ0SOnQd395z//+f3330ft7+LiYm9vHxISgvQFlT6kAhVpkgrym2WlghViDXwMH7S2tpqZmXl6esbExKi2i32orKxc+fdrRamIiHxfiFIREYBUVhiox6sBAQFIVmAIWAS8+OKLY2NjeIoEZXx8HMtmZmZitosXL7700kttbW2QCqb/7W9/U5cKbIEUBwrht3thzZg/Nzd3kVT4RgFchZew+JkzZ/h2kRjBcGfPnl3592tFqYiIfF+IUhERWFkq8ASqaSQiqKaRfCCDQf1eWFgok8kwf3d3t6ura3NzMyp65CKvvvpqQUEBpILaHyLBIqjfoRwkNHgVvsHMfX19V69e/eyzzwYGBqArTVKBkJCaBAUFYQc+//xzLAK7IJ3iIz0003KIUhER+b4QpSIisLJUMBG1v6OjY15eXn9/P1KQ2tpamADJyieffDIxMREZGYm6fmpqChqQSCQRERFGRkaQDfKYCxcuYCk/Pz+IBE8xM78vGcoBMJOHh4cmqfCbx/BqWVnZyMgI5kfG4+3tjXxl6d1f6ohSERH5vhClIiKwslQAfFBXV2dhYaGnpwdhuLi4VFRUIBHBS3/5y1/gGHNzczMzM7wEK2A9SEcwEVZ455136uvrkbiYmJggs8EUPDUwMDh+/Dhmhn6gHE1S+ec//4mVYwbMqaurizVATh0dHSsbBYhSERH5vhClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiIiIiJy0xClIiJyU7j6cm2YlbEOCOi6QtNEbowrUn8dHX+pePhuaW4vqVx9uS0jOiwibGFEp7W+fPXr/7v6qjQnNiw6d+DS5zT7rcu5AtRdhefo2TxXugKEF87QU818l6X3fWmAToD0fXp2p3Cm0FBHxypDOjczd+7dazTxX0A4xQVLz/DtzbKX5blCrS7pZdBUTES+U24vqXwyl2MuNBUXYZYh++RrvFhohSdO5ef+RrPfuvzLUrl25fzc3PkrN6HyW8pbTQ53nlTYkb+J7/qaLFWUCuNzWdq3lconr8/NzVz6hJ6J/Ju4PaXiXTH28isvU7x66dK7V/GikKlEI1ORipnKd8sZtCxFqfyLsOpVlAoQEt/v+5IWuRFuS6kYRvcv0wa/9u65ga426eC5+de+vnrl/Ji0o62tQzo2d25uRIoHstcFAy2Z+donF4U5B+YuswlXL8uFmcfOX7ny1rmxHqly+v9dfRdPsUK+zkufLN2Pm4G2Urn6ck2olSEmAWMrh9DCuQ/5C4tKr9DDoJM9MFdKowKGVmHlc+otvKuXutJczYU1GZoH5AzWJOLRMlUeW486qnmuXhrIpZXrGJo5hOaMXaZXBFZ+VQ1ed9eMS9PczdjemLmmjl35en73dIxd07ouCaeQuHppMCeMjoGhmXvagNqal1ubVLnwJwMROjrm5S/zZxxWwS0ZMln8rpUzLNp0dM2iQ6phx/hJVINctdRbC6fwc9p27nxbmi/Wq7w8PpyriXVlb0+4BsJyB+aPztdXxlKVL+Gw+0ZLX13uehVaCTqF45fHSsMczA21encaLjzt3oLqsmRP1VG9pPHCXsCiYsK3peF0i9w07iCpLO7++vzyQIYDJiyEll3SV3b15VpXTOA9aSiNA7F0SXOsCuaufomqLdqMJhCG/jXnvoP0WzupXJNlGOoYohTNzc3MzQ02pQXlyChLW04qOobepQPCnDMD5b54d1blr9DLn4xEY0UOyW1jwqtjbckOwptfRiqfXMIMjWE6Og45/Wyjr/M3f0UahBV453SNCRPHpTleeBo9Rkdm5VcXwN+goX1iG3tTA7VhOE2GxoZWoTUDfN8ShAlpcjr/1+RpwqqL6X0VYs3mheeUqeqitY21JuKNqbZ8dSQaJ7z8InvCYFMW1IkM4V0P5OJaonfNx1Su9AQIm6ZDOjdQ7G2oY1Z45vo7hgYNpuQ46ehENLFXz11h0xfWvwILp7BzamhoaOwaXYvVsm6fz88V2s6/wbnxtkTb+fN+uRWXtFVaF39JWh4b3fYWe2ERTCpYsVlQjnRcm3en8cLT6i3MX5ask7Y/B0c2rJGtijpsV7iwF7CcVDSebpGbxe3a/SV7+ZVLl16luPw34VJc5IlPZnKEpzoOidUDsjlUT4nMMDcuFfOAtNKmgTNXPrs8EC20tQ0DcptQwcl6aqLthdcDmi/xonYT0U4qrIgu34WynFRSZfP7uaBJfnUMdalT03wT/+u5HMyvqXNmaffXh8LavDuUWwPvtnljph5WnFd+dSHsDTo0zdd9bN8MC8/hpHDYvhkW076dK8ZpUjtQwr4ZFp6nZ0vWtvDAfi5DxW9WqspV2Lbc25ZNohZWjuATaZCOjleb2rsSDrKWO7bsuVuyiUVT2CLmOXPqTe/zwu0DOXP0DNAirF0vvNn5a0AzTCoB6ifoOu9O44Wn1VtYtEvLdH9pXP8ilpOK5tMtcpO4Ewbql/XEtZcbUXHpGCaMUVLz+eU2lJMblIpVhnJxzMEXsS2cW7iIVTZb5KainVRYg848uunMlWuLd2BR6WVSUS+lC6SytKgvmV+dpVJZ2mukPmXlVxeytFZaUjMu3LfPr15lTQrO5VYsPl9DLb82tQN7rgAHsPxlfvTYiLFD4/Idc0tWdb2DtuKO0eILj/DSvV04ZekWyQfqNbL6IixTcS0cv3Sd63PJSpbblvq703jhfZu3wC6GhVtf4cJewHJSWbB1USrfBbepVGy9w0LDKCISeW/vQk8slAT4/LI0FBNuTCqutS+r2oW0iI6ZaxC/lTnAle3M/Cbmma9Nvh3aSUXY66Zo1lUldImMXab3AhaV3ttXKoxr756Tlka7mhsaGgsHQ3V8rl/LXCw3QwLB5xduGl7QzlVnyarYQVuKdjtGiy+ceeneLpyyXI3MfLAE5SJfX5HlegsbNjQLyJWeU1vzAjRJZSmqHdZw4X2bt8AuhoVbX+HCXoAole+FO3ZM5buTymKWkcrXy1SXN4S2UuFcu3KuKyfAXOiG1lB6b1+pfDjHxocMXWPLpWeuLKoftahlLjc56RhmCB2DL5eaLegDXMiSVbGD5tV06W/ISNRC1fW/4o7R4jdJKmnjC/fhb1cXNPC//uTSeE20K3bGqvD8cs0dTVJZ4d1xllx43+YtsIth8SXNWebCXoAole8FUSo3Wyrzi2jmmqaqSVtYYYgeW7Khy40OOjrebe/S0wV8/XK5uWqgYlHpvV2lcrnNXUfHXe2M3LBUWB+RYZrsc+HomVUsuBdMnSWrWq5+nOc6O0aL3ySpLF8jL0a420015LMATVLR+O4WonbhfZu3wC6Gld7Cggt7AaJUvhfuWKlcu8R6sVGw+c2I196VFTrNL0sz2xdSsf/66lyxMJC/glSuXiwX5jBPkynvbvxkriYxOjqnQ/g8/wK+XqYA3BDsNqRFY6dY7eUmVFWqMYDFCI1uDZ5YWSrLj8quKBUz1Z1jAjd5oH5JvbCgGlLft8X7eXVcuBf6hqSCyjYMVqnGyV34phayZFVL7m7AipIdXBu5lq6zY3SCosfUB93ZSV/Q/yYkTyvXyK+UY460SbXScLHGwSltuRueNH/cchmprPzuFjF/4V3vLSy90uhSjB5RPxKLUL+wFyBK5XvhjpXK/119tS1AH88XQctee0saxl71zqhpa21rKgjj9wqvIJX/+1CWJmxAxyG5pqm1ra21Jkfo39AJaF1699fSvbtBvn65xh4rNzQLSitsHpgbl9YUpwn9ADqGAT3zpetcsWt0qZTdB8xv+lTdJXxDUlHeP5rNVzVQw7uzl62AgFAL6xh6FQr3+H4ntxQvqRc0SoXfe+pdOMiOQG20q6sDTpFVhpR/zFq7WoZ9YAVotLXA0lXx+7CVNw3PzXXh6lDd63ydHQOstrVKbMUxoVuK/++TMWGNXsJ9vcJSxd5W5teTClrxtjo6tspbimfGanColTewXekK804V7lTES2Otidi96JHlDvpy6c6K707zhXedt/B/L1co37Xq6x5YIkJvQTlR84W9AFEq3wt3rlRQsD+5OFAYK/QlAzNXbyvBIsplv/7kXLVwe9g8zDErSeX/rl0eEe6pX4B9jmzZb4K6tlzpvSG+vjLXnBZmT59dEz68Fpoz8OqCpu3lkaa0UAc+h6G5a9qIqsK5MalgVWqfLrQKy03DqxqlIhzqmmj2+bL5/qIlH29csKsrv6rGDUpFWLM0lZ1i+qTb1XOleEo9hFrWMuwzJTqGmt8vWLoqcHk8Z/4E4biVzlFfK1hxxwTmj8l8P+fV801s8IOtrfbc5UE0/FUbXU4q4G/nmmK96dhiY+5pUjq2166ckZarXhJWqH4xq6GhD03zu1vhwlv5LeBl5acas+fvg7766kAOn0ip20rrV0eUyvfC7SWVr69eeZ19MGXZD7JfvSJ8bOWtK4s7ozifX2pDmYRUBlVCuvbJq3MDXeyz8RevfPIJW5x94wteunqZbejDxRu69snlc+NSJDcI6eS5K8sX01udJRK6vRE6kZT3gImIiKzI7SWVG+Tah5fOXRQMdO3qlZcHc4SBeJ2AtteXE5KIOlfHEnGkluvFvh25OpdttnLfl4iIiIo7WSrKsXo1XIvVOihE1Lg8Qp3v9CUuhmmy2zMJU+eTS/SdNIZpk7f/uxURuSnc0VK5PNNWmBxNn5FMyGkav7R8z5jI/10ZSKAubB0dQyvNX/h4e3GuUMfQzH7Rd2uKiIisxB3d/SUiIiIicnMRpSIiIiIictMQpSIiIiIictMQpSIiIiIictMQpSLy/7d3vq9t61wc/yv9xjAogUBZKIRCw7ihsDAwg5VRM1gKC6XkwpO+WAYLo2SwFIrD6KAYRgqjY+TCJVByGQSKYRAKe3SOZFuyZDvZvK5Lz4e9WGNbP46OzteWZIsgCKIwSFQIgiCIwiBRIQiCIAqDRIUgCIIoDBIVgiAIojBIVAiCIIjCIFG5IYJPnQZ+vdvwcfI/lJQvohfN7/ki8gq218IYP+NPEAtConIjXI9aLECtu/2zcKOh5IYl2JP1+AWnJbp3yrYZRYORJQUe4ldHVDSTLtBevw7Y5KOI+v5wOr9fVG7ItYhfAonKjaCHpG/T0Zk/kvbvgu3ldan4t1tJdu/59DzeAu/XMb8c4TeJ4bPETdhoudEVf4b7Oa6OqGgmXaC9fhnp2/oux4+n8/tFZTZmbhZtgkn8WZCo3AgL3OfCfaUuKhC4f/tABN7I6xvkrfDw1w0+l2igtQuo74+nQ8NfxM9wd0Ul2vKWYZdrzquR+O79p/aaZbnvlXtS2Do72qZJ3fu2+rjjf8XfAR4BvcmwDTutokjglqUSXDnksIXRWQYjNSYlIwJEYqyG/9nxwu1+YXfVo7G8+8fMb4vpgXtV57DX2jKpVxZZotJ857f5Vq/MFtvN02g3XEaWoZJMz9Bi/NRNpxN/bd4kKl/9zuOqaDzclVbes2B6Eu58DB+urzlHY9GW0Va1jHvlysNWWB7FpPntxUmUYW8QG53L7XDiHTQqJdsoTsZCakOOcWRX3bXROZdaWMsuNZ1UCyiYRCUYHzeFFyUbSGvo3cEkbg5u297ovOc+YNdzL8I2fT7wD8RVrEbK/gKJ+xXN08oP20rJcW9mtA444eBwR7mcuFnuqKjMz2G/+vLDDt94anDYgD/FhuqT7oZl7Z5KqnLRLllrB/zotL9tW/dq7WMxNNTasq1Sa/QND/LeYtt2qd488viIyuwf338He9dX9gZwiT5Gjw/73UeWtdHk5cEH/9mY/f9lg13HuhNcyAed1Ago/rTsytOeB9eKTaWck7CLfm6zqtkP2qKmBzXoesWJSmyK405j3bLWox0Ssw2lMDtxWJlr+2gfVoUnrMjVntiyRReVSW+TZbTTG0LK3usddnYcuCe9KmvKZ32eVP/Acd7whOanz1gm9Q5e5R93XSaBojCKSfPbi/Ft1Fq37PuiDP6wt8PqHlkVLcO8gAW4/tA0aJZSSBxyxMHGR108NJryEvLzn4RNDPaRgr6WXUo6GRZQ0EVl+rYODXTAG8gf7DMvWmt95PXiydZawg1acOzFKKwz2pYVDm5o2OV8TIvfMEUJ4rZvVrn9Ga9gmERF8rR2jUlR7GkzD9ynsvPag6OsLe6Dj5Oo/C7uqKiM9pnbNX3p9tZ/zpxcxM3Ja9aFHe8K/2DAxEa4RflXCC61N1JMBo+3W+f8D+wtf/WmUsqAfp+r/bLw8JdJVDa60qZZShSGZyzLlWLHtFfok4r8SKcEoxxDycz625a11YtPvfKc2DiaqGDKkumweNt9oaIGi3HwtMQTjyBh0gXa6xwm8pu++Ish6s5vn9EydbnuCVILyTCUc/YWE4/O54V5G943mLPT08mwgIImKloDYaPY+zwpXNQgJQueHHYlkWmp6Ss7Z2KbyvdtCfNijRKikupp6C2Vl1IP8JvK5cTNcldFBYY4lCip/IIu7pyIfgBT6KyTcJ3Qw43SAbQIyNGv0n75KVFRLlTKoNVUPz8XvCRFVOSuq3T1HEPJ6EViT2mjiRB1zaTX8+AqCKIIc+U3S9LleFNffeFp07x4Q11yuh+n84Tk6wXIba/suqfWNCS1kAwsTMKF5gGrclTs4KzJ7hQyCoPo6WRYQEETFb2BlEaZs+aI7lquJz12cuwt+rUMrU2zzZtt7SU8jbgJSFQE6i+zwSN4VkFVgV5hRx0APVgn9GASFaWr65i6enaRUkx6PRsPu+7Dsg0ol0/fN2F4BIfX+x+lVIOLrlOBkREYivFC0WJoBchtL6y7xsKiklFIXhi9vozZ2HvlNliN70GNE4XRsjOlk2oBBbOo6MiJX8+nH/ttmGRixWPHSFTuLiQqgsQvs+OGZTUG7EYSXDYc+2KgB9dejeFmWfoX3vqRqChdPd1QMtlF0k0ajI92YOKoVHdfschovnz2j9d5XGUBtLwfje8j8+noqFkvwexCaFgthdz2wrq7Q6Vqce0WDmqmQmJhEi4UjPs4Vba27XaHk+DSUBgtO1M6HIMFFMyistUdq5WNnk5mPk5yMKE66I/+S7icsXVIVFYZEhVB8hccqG0cz0BdorEvhu7BCiQq6V09lewiJU06/+CycOi8i07Pulw0n/hL4hoWX4TTEloKue2VHbaWDGpqIbEwigvxmXBnELnBQoXR01FRLKBgFpW0BuJDeX/HC/BIVO44NFEvkCfqEXx37FG360hjXwx9VvDrYGej2hULV35OVEptvsIsBrrHWrwqBkj0Ur3TqqKSrKl6Pp+fiCcojOAly4pKjqFkAjhVXmvw7dRlCYl4h/PAz+M58WTIux53NlJD3vw9S8kkKrjGL7S/ZsPc9vqsrTv/1KlsuB4v8pJBTS0kFkYMvXK04n3pVOTCmLPT00kgW0AB1wXUevHqcK2Bvs8GTyvVl+itydwD74nsLVrhgUJFxbwkZAn7E8VyR0Ulc0mxAO+IGdLYF8DXL4YLKM/8/rOyZUfLq35cVHDATSyrjedvZwP4dasF5cxYUqx0WqUMak29/p66pBi7n9bnE2AWy4pKjqEUgvfw8FF73scls/7gBdz7hkuKMaLxdLgF5PW1w37zQbVyn11d7/hi7W/jgdvlmeJKX9sRoX60D+MzIgtYFButYdVsmNte7DYf1k+HS4rPvM62bW2GRc4NaumFZFwcMMEq4wJZsaQYlyPyX3zvqFmrVmAsbLvj88XKKdnp6aRbQAUlEy0sLlTXfPv+kQtt+QFzZ3cA7Bh30bNBx6lW74PHuUfci3+9qLAsmPHtGiziZ2U47ji0pPi3ckdFhZF8+fHQn0kPLgD/AJQ89sW5nnh78JYZXpp4b+vHReX79cw/dPCFOOXRJCrnmtC85USFEb/8CG8gNh35vh67q9bnE/yYqGQbKony8uN99cxLz0ULRHejrEYwJRCledl32J/4NDP/b9Q/cGrha3pMTS/EvXowOem6Dysij1LVPYkqvbyoMK5G3cc18cYfK/Om2/8SPhWkRPmI9EIi8buE4bp25hsHdSy5eO9v+tZhf4o1zWnZJdPJsECC4ILdZsGF8TPuZNgMG8iClz0P4v4SfOm7MDEUvngbjNrsT7EE+QZEBWoavvwILtHcZUez7E/8Uu6uqNxVjJ2cIFaIPFEnfikkKncMnIFQZokIYrUIhjvKcwxxs5CorD7Beb8fDv3jR1yq3X/FIYJYCSbeq3C+Bz/iYu+epq9QIH4tJCorz3z0P3no3+nK3yIkiBXgv8GOPN+z50lftCRuGhIVgiAIojBIVAiCIIjCIFEhCIIgCoNEhSAIgigMEhWCIAiiMEhUCIIgiMIgUSEIgiAKg0SFIAiCKAwSFYIgCKIwSFQIgiCIwiBRWSmSnwQnlib66rv6ofvbAn1kenHQVvTt1BuHRGVpYIvGhKfqm23cBLApReL73j8rKlCRu6RJ+jfSP8IeOuVnff/MH2VugbUIBldZCkNzFCoqxTT3kkW6ue/SLycq0HdIrYuARGVZcJvhhKd+m46iGHRj4J67BYvKv93KnRKV2ZiJR7zPptGA2jkLY3KVpTA0R6GiUkxzz6fnvn+O224uwo/bc1mWE5XJywqJSiGQqCzLcp76C8HHo4JFBe4i75KoaPysARV+2lUMzVGoqKx4cy9nf3isJFEpglsvKl/9zmOxUSh+1HowDneHPd21rfX2RfSN62vYqtp2BmKX06txfzf85LtyISMYHzfFDrv4NfhOvHktOGJlfxDuwxpuWMuPQcSRCTukNvyV3Kv41SiIv8WNe6k+H/gHhiyA4KLzUBSOlbzysOV/FUdCsLfIhJ2Bx8TOsM/332VpVx93la1qE/Y8jAqGpZIx98aE6dyB2JYd4Ln3zkc9tLwQvHhTW7ii+rijVSckteJQtp3XXlhyde9eRnYW11NmarGrceKoMhSTtIBoUG24Rtn5WHGemFRXSRjwfqM5lCwYk9YcXFQ63pGLO08zQ1WdV0oLq77XaB5Ljh+Tlj7+/sKbDLGOUZBNdRtGQucwhQz3Vu2Z9FjWQLt9pcRf/bbwCubMnd5+TTJmArRt3DT1Wklx44RlOtEeEFgkmbi5sypOmLndovJt1Fq37Ps7Pb7H1LC3sy65b3Dq2lZZ7NwO3skkxePee33RZmeuhxcet2q2ZT875U/o07d19lftQOzqM9hnB9daH8VBHq/LDzsDODpoP2AOVW6dw9H55Yj90tywrEddvHY0/YYXqaIyP2+V4xT8wWED/gzLGfbnqAAii3Bf+vnpM1Y61s3gWv+46243T3kuMTjg8K5ZsazGSzwtHHzgsSyymHfUhIqHVmGP+L3N2Cze6x1WsLDYszFL52XDsirNd5jmP4ZYOf/ATG7X9kXJW1u2VWqNwuJh7jaDdX5WdxziAKW37tXax5imdolERsVDiz3ve+wQc4P7cGYYWbKzmHkOFLnFj3IX2uyJQK4EOLDAYI8ZVVjAOKcyO8HkhAW83hNmwmqYXEyaqwjf4xU58/rPsX1OdFOnNQf3T7vytGdMAX0vOppoYpm09NHUrAlL9eaRF/pVhtswTKLC6mh2b6OoSB77eqcC9Qk9lnfkqHFxA640UeFNE9V98GqHmSYWlUmvysrxRNgNGy5MB0fkuo8sa6PJ+2w4OpddccLM7RaVc5g1bfriLwa/r+mHd5roRriPIQvrtl1/G7a3duHF32vMk9G/Zv1ty9rqSa4B3cDel+4E5aM4dREeZeAJibt4VVRG+5i5dEfjP2dJ8NwZ2Ot2hcIByuWm9I3gVfEtFYL2qcgbO8JDvag4u+1KPFFhXtt90YMY0OHTbgMBrFpUEX6+3ToXf2Hua01fus/EHGtvJGOrl0hkVBwt9lxqTpgMsOpvseDZWWhHgxMnrqMa4BjCwWQLKOdoznPlQXLmQKPXSPe9aW9LbQIZyDrRHJjmRldSMTROmIvme1oTyxjSx9T+6k3l+/Ect8E/E6KS6t5Jm+d47Oc267fu+zix6Zu0JxWDbWX7z96qLctLxV0IMQx/5fYXwsTtFpX8Po/3oX+1Wtu2vS05hHYh3Dl+5scTfYAhd8vsowzFUwUJUZF7BaL+kkgwcTnesJec7sfpPPtBO1VUlC6nZH09D66CIOqhV36zpFbWEGVUvgXBVdzDJ69ZdokAoV6eCCgMrWlCMiqeabHsLPSj7Lb0fCIGMfIdLHGO7h7sln80uRJ/qOiuol+u/yJhaA79fMU4mu8tm75makaO2ySyyHbvpM1zPHaRBhKk2DYqyZy5bhC5VnDWZHIlOwbkmzBUbn8hTPwBoqKhuhTKijQYgmi+KIGupiOcT3fNRCdRPZWjdhutYyd+yet1wUXXqbA6wXD5oZcSsMRViTrmdFHO9Ww87LoPyzBQxbKRK2uIMgaYQvcPnGrJtu9BMTMCBC+kjrlpUiueabHsLBK2TbBIzFLO0d0jA91V9MszEzQ0h36+Yhxsbo0l0tdMHZHqNoki5bm3avObExXObOy9chusEvegErJjQL5GQ2X0F8LEHyAq7hBuMeR/yp0sc1nW0kxULsUPgOaLEuhqW92xmmYghuBzOq3ZU9Vuo8dx9Ze8XseZT0dHzXrJTuplBF6VqGOeqATjIxyzLtXdVyxqa5U1RBmVrz4OkdvVx+3+x2lugOCFrL0aK6ZOtGACQ8UzLZadhdG2EYvELOUc3T0y0F1FvzwzQUNz6OcrxsHmdj3VFNLNtoohfc3UQLbbJP7Mc+88n1E8dpEGEqTYNipJMO4/hUqsbbvd4SS4TDoG5JtsiLz+Qpj4w4a/NHDF13Y4/BWFqqwLsz1DP5roJKqnctRuo8ZxQP0lr9fJXF+0S8rIbwxelahjdhfl0+zOuygjrbKGKCOD85ab7VH0DJEXIHJiegZKxTMtlp1F9tFFYpZyzlJhRXcV/fLMBA3NoZ+vGEf3vSwM6WumznebxJ957p3nM0oVFmkgQYptRUn4MhBnEF2oOQbkqzZEfn8hTNxuUdGm6b5/6lQ23GgxE0zU82cU5iLyRL12IbzZJKbKA5haVaY6Z4OnlepLvjpL8xvjRL3jKcs0VQddaKI+o9cpTLobKYfwKudEKUh2F00evR53NtTKQh9eixfqJEmWPBjuyH3e0OFxHrvyUjL218HORrWbmkWEXHHNYvJEfXYW2tH5e9ae4VqPRWKWco7mPOgeZtU3uMoPTNQnmkOPa4pxcEGKKy8XvPhfpbIb9RgVQ/qaqXWbJN0mUaQ891Ztnu2xqUt15AYSoG2Vfo0FEyXR7PalAy4k9SzIt9SO1mgy8ipOmLndopJYGXzmdbbteD0ozqbUw4U9sFgzGjC5nnRhLWCjIxaSdp1SvKRYXRXq+0du2bLdD/wgOp9dg/WUcGG/CaM9uMAs5OKA9dvyzmt2wk8sKU7vdaP9qnPAl5zy5c7SckwZvJcXxlGWFKd3UXlVJVStWsG1uR0/fB16Nmiw2m+1oOSGJcX8dk8szx0cOtVqBar2rM+XYJo6vLqi98zvPwNja4ukgfSKo8Wi1jzuOFBs91RE6+ws8H2mqEHPBi1mAvOSYsBQBfWc4D0uqhZrgv3BC5acYUkxR3eVhZcUI4bmyBEVdjsFLSIWzrJW7rD8qq9TymdI3yAqeW7zK0UFXyqImh6WyC+6pNjr79Xh/ZKwJJPXUAlsC0ynWoFxre2OH34IY3YMxuBhQSwpzu0vhInbLSqMq1H3cfgOI7zQFL71dj0bMBdS1j7yobBwEEx9+bGmvlE1GUYvSeE7TQe+eGWS95BSrf5AvG9VfqC+Z8eIX7VzPD4QlOg2zEETLz8eRukzsntdMDnpug8r/GK7VHVPpACiEnwZNPl7YeHtcE4XhYK1YboCSoWvpF32HfantFo3KvlarIISAbNqFa/nL6kFowP2Z62HE1omUQGB9/bCdw+jfA1kVBwtVq2JJrPXKg/b6uuNmVmoLz8q1y4vKgzl5cf7adVBdFdhPyVefjS/nCjQmiNPVFgG511HeC/kkHyXUEVL3yQqOW7zK0WFIb38uLbpNB14wDCKimJbfMu1u1eJS3I98w9QZlgl0Aembx32Z/wYxE5g90lQzfjpLbe/EDq3XlRuGr3TEr8dc6Qj7iDmGxfiNkGikoBE5RZCokIIxoc4OSpNWBK3DRKVBCQqtxASlTvM1agv5sPER1yq8qIM4vZBopKAROUWQqJyd5mfd2rRDFGpqn6blbiNkKgQBEEQhUGiQhAEQRQGiQpBEARRGCQqBEEQRGGQqBAEQRCFQaJCEARBFAaJCkEQBFEYJCoEQRBEYZCoEARBEIVBokIQBEEUBomKGfj+9qIfa8Evu9BHRH6KP+nrOPqHcov6dO4d+wQvdZzVhETFzB8hKlDIFemTBlFJ7qtxayBRKYjlOg4Y5yduO26tO60eJCpm/gRRmZ/urrKozP7x/TOxBd+tgkSlIJbrOLAj+E+Iyq11p9WDRMXMnyAqvyvfX4FBVG4tJCoFsZwDL9Mlid/JColKvHUrbia6O5jEn8jmMavjHbm4XSjuVnuk7LIK+6qGm7Da5UatmuHBuGtptKHsZr1WUvpGci/h1I914xfdnw/8A1FsbatdbevZodhJAqOPTEokkrZirT7u9PZrypkJiz3uSHv0LmaxuJrKtrg8OPbORz3c0VnsHZvfQIrBlfEK3JJWJRrKUK206XRM+/vO37vSnr6MSW+TnS5v9wR7/kebKOfWbkFRWSpfnk5n2HdF1qzVuhey0b/6ncdVUax75cbeQGqSXHeSwD19m+9i9+A77Mak+saku6FsNT3/4LIU5L20gxNHrXLEUh2n0TkP64allYl2I069RCMx/BV86oQ+wy6sNF6kWYpYmpURlfnpM9uya61j2MzHP27VbGvtxWgujmLMsuzK054Hu/14vacVdrZzEjrS53aZHX7QHvC9gI7ajfVUUZmdOOzaMCl/8GqH5RX1jfl5iyVVftjhSQ0OG/Cn1AklMAqwQh8MoMxng/YDllA52h97+rYOVXre52XuP2f5iDLPL0fs/OaGZT3q4rWj6Td+kcT1RZvV4l6tLWzSrkGMiGIfbOkfHz0btLZsq9QaiXRyLIbVjI3gvd5h1YwiCwZHm8GCEbMDDjos0EAZovJtOsKM4N+HrrPGiuLxoggrCRv6g31IuPUxTDgCZSnekFyo1Fr7k/gBf7F5tFqgdouKylL5YjqWfX+nN8R8j5rY5KKm37+NWuvxUX/Y21G8NMedFHiYTvjGevtCSF2Wb4xe2NZWL2op+JPxaCAKyX8x9Z3sjsPUlt3IlZ+E/vYETC5MOhuz87uPLGujybuVGMbKuERDdadTpoT2dicsiVvfO9U8hvhBVkZURi3ZQbkPsftB8RfGrI2utGOcsu/TaJ9d3PSl5wm43Cwqs/62JXcqkXh6Uv5zuSQyWIZdyZsx4oTBy5BRb8uytvth71XyNfC5vWZZ7vs4+ekb6UnlK+RVeyMlD4HGbp3zP5a1GJ4flg2D41rTl28bF2igDFGRmL4BI4WxQ7cSlNPe169TbrHhbrrkuo76i+We8riZXzsleGWJyjL5YjqV7r94AFGMcA4mjPUpylc8Q2S7kwqKiuIbchUyfUN99oLHLGfXXVN/qRg2Z8zpOLO3UgEYvPBvI6kydMncS2QUS+KZ0eMOUSyrM/w1vwqC6G79etJj/hqHJD1mqSFSi1+6B4foSSl9w5yU+kuIUgZAiQIpGcW/KPkawMAh9xwlcOgRRzlfzz3bYsr5xiC7ZAOl2G3msdtdaUPZnHLKXPy9FsokrHGwX4ygnKFwgvY7HpfBZWtnrG/E4vnq6SglyW7QHHdS+RnfuPJABrkg/dutsKsu4Y5B/HLZq7HnMMPjkd5S+EtU4HkQXAXzUMiDsya7JZLLAKZQPST3EhnFkviksuZ0R5exrBJFsVoT9dfz6cd+GwadbRuGejJiFokK5KWzjKhohOfrwVGwRAMZ7Rac7trSKA0DL9QxmuUjC31YqmsWBHHECcZPqj2I7nB/HcWjZWuXWl/Owvnq6ShGwAbViM4vWFR0ZN9g0gj/Y1eBWWBs034GD0nw4KXMGEXoTYy/JFpqNvZeuY0ycw+bPZbJhQdTqB4iSL9EJuFOwaeuc5+dbtlVpzOc0BbFBbI6ojLzcVz4XtU56I/+S/iQ7tAkKpBX7dWY3evJ/8L7Pj133WKup14bBOK+zxhkl2wgg91wqiMxqoYXbnXHiZJEj0Qy7P6U32LDwCAfcYKxKTA43F/H407L1s5Y35iF89XTUYyADeoO1VLFTVawqKT7Bq7uhSetgD2z8JEuGBNDLYEHL3kILkZvYtWBg3Ef5+3Wtt0ui/KXycKDKVQPyb1ERncnxvxy1N+rr8H8ipoy8ROsiqjglF3173idlepDi4RIxeEMHizI6RvmpDRvRn6/qKT1QFPuORaTMQTZpRtIy+J60t207N1TdX2P4cJ0IAiyW+wxi4nhiBOMTTneBKY62tFqimVrZ6ivwqL56ukoJdEaVKVgUUn3DT5dV+//y8QyHOmCMTH2f5xiOVGbSKC3lOzAfB2HM4jqrpUBTKFcnn+JTFabfsLqyIvfiJ9gVUQl2UkC74nsQ3khEiZmxWQpR/PgCJxvDAfEEblvLD9RnxoFFpuoD4OUgbR5Xd4JcWRcmVD9OtjZqHbFaHiOxSAmqha7+F+lshuuyNKDbE4D6ZVNRgGYn7f1wA3xWm2O2eBppfoyCtQKcItdqtc3pcCH8bEejudwsmuH88O13iX+gei/JFgw3xxRgUuU2fXvnzqVDTdcHFacqOT4hnj2qm/X7VgRoSHW/qrDFEuyjTjZHUfzty+dilp4MIUkwItcIpMlKnxmyFxsYmlWRVT4GsGtFq44HHScavU+LOV1j/jiw5wQyborOztaUjw4dKr30kQlsTLS44/PUVJLLylOjwIZS4o5FwcsyJR3XnvmJcW4AtVab3RwYSisT4VpjKjz4JR3tMb3zO8/K1t2FEkXsli4mtP3hx1W1uprETEMopLTQDyOY13OpzxqKlEAC7v2uHvKs4N/4kLeHLV9saTYP3KhGh9MAzAMjMtK2WCeA35SgnVm7XgieDQ0u/5LgsXyzREVvkZ8PVxSfOZ1tm1rE6dmgOJEJcc3GKjlrMtI2WEKCdlQyO44k9ewPBidGX21WoGBre2OH86lz44bLEPe0Lztcy+RUS05alWd9hFcKBZMKxN1xE+xOnMqwZe+W4VuKl7TC0Zt9qe4+c0Lkcxl47eo7PLDZv/vRpqosKzit+3wvbDuXiUlKZZWzTn0Z2Z/zY0C2suP0it4QPyGmvFdM3hXLnq7bW3TaTpwJyfFtYm316jgu41whvKuXL7FgvNu9Loo2GG3HxXOICo5DcQOX3R4UZ+LZyslCmAQVInvOifD6JU6fCXwIM3gYShXWxbftEgaMKN2UFZ2rwBmjx5J9V9UFss3R1QYV6PuY3ifFGFt6va/RMUqUFSyfQPA88XrNQLMTn4vUiOz41zP/AOUGeiA8Cbm9K3D/owftdkJ7G4PihSOueVeIqFY8moCc/vxa5iul/6USSzL6ogKkYsx1hMEQRQIicodYnxYSVnuSRAEUQwkKivN1agvBo7hWyMV5bVBgiCI4iFRWWXm551aNC9QqqZ/2pIgCKIYSFQIgiCIwiBRIQiCIAqDRIUgCIIoDBIVgiAIojBIVAiCIIjCIFEhCIIgCoNEhSAIgigMEhWCIAiiMEhUCIIgiMIgUSEIgiAKg0SFIG4Y3FZA/kY9QawQJCrEnQa2A0jdOOcXQaJCrDIkKsSdBjb6JVEhiOIgUSHuNLAhIIkKQRQHiQpREF/9zuMq36AV9vTdG8T77+Lmtc138d7GfPPXmOupfxBuXosbzcpHk9szSx/w1/eyVH/hmyJ3vCMXt6ENdzLmB7UtiuPNcfPq0hpOPCxwuFmvuvHzptNRNt/Fo/HmtfVaiUSFWFlIVIgi+DZqrVv2/Z3eEDYE84e9nXXpCYCH73u19jEePW7X7lnWevtCaMPMc2zLrrX4UX7tZo/vJjY/b5Utq/ywM8CtxgaHDfgz3Ah9IVGx7MrTngeXe72nFZaTc4IRfzZmCXYfWdZGkyc+5kKwQF1s217bbvaH/uhyzn6bvq1DBQ4GcD4r5H7NttZaH+EQY3YC1QvL4A9e7bDDJCrEqkKiQhTBeYvFyaYv/mKI4M4fODAQu+9FkGUoof9rn/1RexMPQQUnTnR0tI8JS3uL+c9ZUG/xkLyQqGx0pd0uR1AUKaAbhr8WqEtdKi1Tjf62ZW31pJ8gF3uf56IfpeEvYpUhUSGKgA8KRcNHieCeffQ/EJVwHAlhzxDnEz7GBUHfEhLCkX9ZSFQUzVhAVJasS14u+lESFWKVIVEhigBDrcaPiorE7xIVjTxR0SFRIe4kJCpEEWCodYdBcKX8m/Nhqz9QVBavi8hlqztWzw++SUdJVIg7A4kKUQSGUCvxB4rK4nUx5SJDokLcLUhUiCL43F5Tp+K/f+pUNlyPr6fKFpUrz7Gsyst4Nn3+3oWjODGePVGPU/qV7r/4B3JxwAqypKiU2mIxGWfJurBSQAWU5QCzwdNK9SVPFSfqlaOqqFzP4bEmkLIjiD8ZEhWiCK4v2uuWtR4uwz3zOtt2tCw4R1S+B6e7sCK3eeThtYNWddElxWI18has7uVrecul5URldtxgGlXbh9XAYknxknVh8EXDPBH4d+SWLdv9YFxS7PX36vDGSlQGTDD9QYcg/jBIVIiCuBp1H9fK9yBCsjC9tun2v4RvDOaISvLlx4r6amTy5cdDfyY9uATnXaeKB++VG4ejyXG8HHkRUfl+PfMPHXw1cq39Wfy2VF04k2H0eiOW5EAupPRqJL7a2d2rkKgQqwqJCkEQBFEYJCoEQRBEYZCoEARBEIVBokIQBEEUBokKQRAEURgkKgRBEERhkKgQBEEQhUGiQhAEQRQGiQpBEARRGCQqBEEQRGGQqBAEQRCFQaJCEARBFAaJCkEQBFEYJCoEQRBEQXz//n8K1XPtgsCwMgAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "![curse4.png](attachment:curse4.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Goede tutorials :\n",
    "\n",
    "KNN Classification using Scikit-learn\n",
    "Learn K-Nearest Neighbor(KNN) Classification and build KNN classifier using Python Scikit-learn package.\n",
    "online @ <https://www.datacamp.com/community/tutorials/k-nearest-neighbor-classification-scikit-learn>\n",
    "\n",
    "A Practical Introduction to K-Nearest Neighbors Algorithm for Regression (with Python code)\n",
    "online @ <https://www.analyticsvidhya.com/blog/2018/08/k-nearest-neighbor-introduction-regression-python/>"
   ]
  }
 ],
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