{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# Usage & Examples"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Basic functionalities"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 1. Applying the style sheet: lizard_style()\n",
    "\n",
    "The package includes **a built-in style sheet**, designed to standardize and enhance the visual appeal of your plots. This style sheet configures various elements, ranging from fonts and font sizes to axis and grid settings, and even the default colors for multiple lines in a plot. Applying this style, which is also possible in the R package with + lizard_style() provides a **consistent look**, whether you're using ggplot in R or matplotlib/seaborn in Python.\n",
    "\n",
    "You can apply the Biolizard-look by placing `lizard_style()` at the top of your scripts after importing BioLizardStylePython. Please note that `lizard_style()` serves as a starting template and may not be the ideal style for every plot. You can easily customize individual style settings by placing your overrides after calling the `lizard_style()` function. Use `plt.style.use('default')` to return back to the default style.\n",
    "\n",
    "Here's a demonstration of how a simple line plot would look before and after applying the `lizard_style()`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from BioLizardStylePython import *\n",
    "np.random.seed(42)\n",
    "\n",
    "# Function to create random lineplot\n",
    "def create_line_plot():\n",
    "    x = np.linspace(0, 10, 10)\n",
    "    y1 = np.sin(x) + np.random.normal(0, 0.1, size=x.shape)\n",
    "    y2 = np.cos(x) + np.random.normal(0, 0.1, size=x.shape)\n",
    "    y3 = x + np.random.normal(0, 0.5, size=x.shape)\n",
    "    plt.figure()\n",
    "    plt.plot(x, y1, label='Line 1')\n",
    "    plt.plot(x, y2, label='Line 2')\n",
    "    plt.plot(x, y3, label='Line 3')\n",
    "    plt.title('Random Plot with 3 Lines')\n",
    "    plt.xlabel('X-axis')\n",
    "    plt.ylabel('Y-axis')\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n",
    "create_line_plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lizard_style()\n",
    "create_line_plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 2. Using the qualitative color palette\n",
    "\n",
    "The `biolizard_qualitative_pal()` function **retrieves a predefined qualitative colormap**. For instance, `biolizard_qualitative_pal().colors` returns a list of all 12 colors in hex code. Calling `biolizard_qualitative_pal()(0)` fetches the first color in the palette, while `biolizard_qualitative_pal()(range(5))` retrieves the first five colors.\n",
    "\n",
    "Here's two examples illustrating how to use this function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_46324/3626689180.py:6: UserWarning: The palette list has more values (8) than needed (3), which may not be intended.\n",
      "  sns.swarmplot(x=\"species\", y=\"sepal_length\", hue =\"species\", data=data, palette=biolizard_qualitative_pal().colors)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Example 1\n",
    "import seaborn as sns\n",
    "# Sample data\n",
    "data = sns.load_dataset(\"iris\")\n",
    "# Using the colormap in Seaborn's swarmplot\n",
    "sns.swarmplot(x=\"species\", y=\"sepal_length\", hue =\"species\", data=data, palette=biolizard_qualitative_pal().colors)\n",
    "plt.title('A Flower Plot')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Example 2\n",
    "# Data for the bar plot\n",
    "categories = ['A'+str(i) for i in range(8)]\n",
    "values = [4, 7, 1, 8]*2\n",
    "\n",
    "# Generate colors from the qualitative palette\n",
    "palette= biolizard_qualitative_pal()\n",
    "bar_colors = [palette(i) for i in range(len(categories))]\n",
    "\n",
    "# Create the bar plot\n",
    "plt.figure(figsize=(8, 6))\n",
    "bars = plt.bar(categories, values, color=bar_colors)\n",
    "\n",
    "# Add title and labels\n",
    "plt.title('Example Bar Plot')\n",
    "plt.xlabel('Categories')\n",
    "plt.ylabel('Values')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "following the conventions of matplotlib, adding the suffix '_r' calls the reversed color palette. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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y5csqVaqUWrdurfDwcJUuXdrR8QAAAGBnTllck5KS9MYbbyguLk6dO3dW9erVdebMGUVFRWnnzp2aMmWKypUr5+iYAAAAsCOnLK7r16/Xn3/+qcGDB6t79+629XXq1NHUqVO1YsUKPf300w5MCAAAAHtzyjmup06dkiQ1adIk3fq05dOnT9s9EwAAABzLKYtrQECApIwFNS4uTpJUuXJlu2cCAACAYznlVIEHHnhAmzZt0uzZsyVJNWrU0JkzZzRnzhzdc889Cg0NdXBCAAAA2JtTFldvb29NmDBB77zzjqZOnWpbX65cOU2YMEF+fn5ZPtZqtcpqtdqWExMTCzUrAAAA7MMpi2tcXJzeeecdGYahgQMHKiAgQBcvXlRUVJRef/11jRkzRkFBQZk+NjIyUkuWLLEtu7i4ZLkvAPN5YWeUoyPYxYzgro6OACALLnPfdXSEQpf61GuOjpAppyyus2bNUnx8vKZOnaqKFSva1rdt21YvvfSSZsyYoenTp8vNLWP8sLCwdFMJEhMTNX36dLvkBgAAQOFxujdn3bp1S7/99ptq1qyZrrRKUsmSJdWkSRNdvHgxyzsLuLu7y9vbO90XAAAAzM/pimva/FSLxZLtfsnJyfaIAwAAACfhdMW1VKlSqly5sn777TedOHEi3bYrV64oJiZGvr6+qlq1qoMSAgAAwBGcco7rM888o3fffVfjx49Xly5dFBAQoAsXLmj9+vVKSEjQqFGjMp3fCgAAgKLLKdtfo0aN9N5772np0qX6/vvvFR8fL29vbwUFBalXr16qW7euoyMCAADAzpyyuEpShQoVNHz4cEfHAAAAgJNwujmuAAAAQGYorgAAADAFiisAAABMgeIKAAAAU6C4AgAAwBQorgAAADAFiisAAABMgeIKAAAAU6C4AgAAwBQorgAAADAFiisAAABMgeIKAAAAU6C4AgAAwBQorgAAADAFiisAAABMgeIKAAAAU6C4AgAAwBQorgAAADAFiisAAABMgeIKAAAAU6C4AgAAwBQorgAAADAFiisAAABMgeIKAAAAU6C4AgAAwBQorgAAADAFiisAAABMgeIKAAAAU6C4AgAAwBQorgAAADAFiisAAABMgeIKAAAAU6C4AgAAwBQorgAAADAFiisAAABMgeIKAAAAU6C4AgAAwBQorgAAADAFiisAAABMgeIKAAAAU3BzdIDMjBgxQhcuXMh2n44dO2r48OF2SgQAAABHc8riOmzYMF27di3TbYcOHdKGDRsUGBho51QAAABwJKcsro0aNcp0fWpqqpYsWSJvb289+OCDdk4FAAAARzLVHNft27fr1KlT6tatm3x8fBwdBwAAAHZkmuKampqqpUuXqkSJEurRo4ej4wAAAMDOTFNc0662du3aVb6+vo6OAwAAADtzyjmuf5WamqqIiAh5eXkpNDQ0232tVqusVqttOTExsbDjAQAAwA5MUVx37NihuLg4PfLIIypZsmS2+0ZGRmrJkiW2ZRcXFwUFBRV2ROTC888/7+gIdvHJJ584OgKATJz/rpOjI9iFf5doR0cACpzTF9e0ua2enp7q2bPn3+4fFhaW7qpsYmKipk+fXpgRAQAAYAdOX1x37typuLg49ezZU6VKlfrb/d3d3eXu7m5bdnV1Lcx4AAAAsBOnfnOWYRhaunSpPDw8cnS1FQAAAEWXUxfXHTt26OTJk+rcubPKlCnj6DgAAABwIKctrmlXW93d3fXII484Og4AAAAczGmL665du3T69Gn16dOHq60AAABw3jdnBQcHKzg42NExAAAA4CSc9oorAAAAcDeKKwAAAEyB4goAAABToLgCAADAFCiuAAAAMAWKKwAAAEyB4goAAABToLgCAADAFCiuAAAAMAWKKwAAAEyB4goAAABToLgCAADAFCiuAAAAMAWKKwAAAEyB4goAAABToLgCAADAFCiuAAAAMAWKKwAAAEyB4goAAABToLgCAADAFCiuAAAAMAWKKwAAAEyB4goAAABToLgCAADAFCiuAAAAMAWKKwAAAEyB4goAAABToLgCAADAFCiuAAAAMAWKKwAAAEyB4goAAABToLgCAADAFCiuAAAAMAWKKwAAAEyB4goAAABToLgCAADAFCiuAAAAMAWKKwAAAEyB4goAAABToLgCAADAFExRXJOSkvTmm2/qiSee0IEDBxwdBwAAAA5giuI6Z84cHTp0SM8995waN27s6DgAAABwAKcvrtu3b9eGDRvUu3dvPfDAA46OAwAAAAdx6uJ69uxZffLJJwoODtYTTzzh6DgAAABwIKctrsnJyfrggw8UGBioESNGKDEx0dGRAAAA4EBujg6Qla+//lrHjh1TUFCQnn32WSUmJqp8+fIKDQ1Vt27dHB0PAAAAduaUxfXPP//UypUr5erqqrp166pnz546d+6cVq9erdmzZ+vq1atZTh2wWq2yWq22Za7UAgAAFA1OWVxXrlwpwzD0yiuvqHnz5rb1ISEhevHFF7VixQp17dpVZcuWzfDYyMhILVmyxLbs4uKioKAgu+QGAABA4XHK4rp//37VqlUrXWmVJF9fX3Xo0EErVqzQ4cOH1bZt2wyPDQsLU2hoqG05MTFR06dPL/TMAAAAKFxOWVxv3LiR5VVSPz8/SdLt27cz3e7u7i53d3fbsqura8EHBAAAgN055V0F/Pz8dP78+Uy3nTlzRpJUqVIle0YCAACAgzllcW3durV+//33DB/vevbsWUVHR6tSpUqqX7++g9IBAADAEZxyqkCfPn20Z88eTZkyRZ07d1bVqlV19uxZfffdd7JYLHrhhRfk4uKUnRsAAACFxCmLq7e3t95++20tWbJEP/74o9atWydfX1+1aNFC/fr1U8WKFR0dEQAAAHbmlMVVknx8fPTUU0/pqaeecnQUAAAAOAH+3g4AAABToLgCAADAFCiuAAAAMAWKKwAAAEyB4goAAABToLgCAADAFCiuAAAAMAWKKwAAAEyB4goAAABToLgCAADAFCiuAAAAMAWKKwAAAEyB4goAAABToLgCAADAFCiuAAAAMAWKKwAAAEyB4goAAABToLgCAADAFCiuAAAAMAWKKwAAAEyB4goAAABToLgCAADAFCiuAAAAMAWKKwAAAEyB4goAAABToLgCAADAFCiuAAAAMAWKKwAAAEyB4goAAABToLgCAADAFCiuAAAAMAWKKwAAAEyB4goAAABToLgCAADAFCiuAAAAMAWKKwAAAEyB4goAAABToLgCAADAFCiuAAAAMAWKKwAAAEzBzdEBsnP48GFNnDgx022DBw9W9+7d7RsIAAAADuPUxfXPP/+Ui4uLRo4cKYvFYlvv6uqqpk2bOjAZAAAA7M2pi+uJEydUoUIFtWvXztFRAAAA4GBOPcf1xIkTqlKliqNjAAAAwAk4bXE1DEMnT55UYGCgDMPQrVu3ZBiGo2MBAADAQZx2qsC5c+d0+/ZtrVu3TitXrpTVapWnp6eaN2+u/v37q2LFio6OCAAAADty2uLq5eWl0NBQ+fr6KjAwUMnJyTpy5Ig2bNiggwcPasqUKfL398/wOKvVKqvValtOTEy0Z2wAAAAUEqctrmXKlNGgQYPSrWvTpo1q1Kihjz/+WBERERo6dGiGx0VGRmrJkiW2ZRcXFwUFBRV6XgAAABQupy2uWenYsaM+//xzHT58ONPtYWFhCg0NtS0nJiZq+vTp9ooHAACAQmK64uri4iIvL6900wHu5u7uLnd3d9uyq6urvaIBAACgEDntXQWycunSJd24cYPbZAEAABQzTltcz507pzNnzqRbZxiGvv76a0nSgw8+6IhYAAAAcBCnnSowffp0/fHHH2rTpo3q16+vpKQk7d69W4cPH1bnzp113333OToiAAAA7Mhpi+vYsWO1Zs0a7d69Wzt37pSbm5tq1Kih0aNHq02bNo6OBwAAADtz2uJaqlQpPf7443r88ccdHQUAAABOwGnnuAIAAAB3o7gCAADAFCiuAAAAMAWKKwAAAEyB4goAAABToLgCAADAFCiuAAAAMAWKKwAAAEwhz8U1JSVF8+fPz7B+5syZeuSRR/T888/r4MGD+QoHAAAApMlzcZ0+fbqefvppnTlzxrbu3Xff1ahRo7Ry5Up99tlnCg4O1pEjRwokKAAAAIq3PBfX2bNn6+GHH1alSpUkSYmJifrvf/+rJk2aKC4uTj/88IM8PDw0YcKEAgsLAACA4sstrw+MjY1Vr169bMtRUVG6evWqPv/8cwUEBCggIEADBgzQ8uXLCyQoAAAAirc8X3H19/fXyZMnbctfffWVSpYsqdDQUNs6X19fXbx4MX8JAQAAAOXjimtISIgWL16s4OBg3bp1S8uWLdNTTz0lDw8P2z47duxQrVq1CiQoAAAAirc8F9fJkydry5YtGjlypAzDULly5dLNZ92+fbu+//57TZkypUCCAgAAoHjLc3GtUqWK9u3bp4iICFmtVvXq1cv2Ri1JqlWrlkaNGqUXX3yxQIICAACgeMtzcZWkMmXK6B//+Eem2ypUqKAPPvggP4cHAAAAbPL9yVkRERF6+umn1bVrV/3888+29efOndPixYvze3gAAABAUj6Kq9VqVY8ePRQeHq4lS5Zo/fr1+uOPP2zbly5dqv79+2vXrl0FEhQAAADFW56L67vvvqt169bpm2++0d69e2UYRrrtzz33nCpWrMh0AQAAABSIPBfX+fPnq0+fPurXr58sFkuG7e7u7urRo4e2bNmSr4AAAACAlI/ieuLECdWrVy/bfcqWLavLly/n9RQAAACATZ6L6z333KMTJ05ku8/u3btVoUKFvJ4CAAAAsMlzce3SpYuWLFmio0ePZrr9gw8+0ObNm9WjR488hwMAAADS5Pk+rhMnTtSKFSt03333qWvXrrJYLFq9erViYmK0atUqHThwQP7+/ho3blxB5gUAAEAxlefiWr16dW3cuFFPPvmk7X6ts2fPtm1v27atvvjiCwUEBOQ/JQAAAIq9fH1yVvPmzXXw4EFt27ZNMTExSkhIkJ+fn+6//341atSooDICAAAA+Suuadq1a6d27doVxKEAAACATOW5uB4+fDjH+zZo0CCvpwEAAAAk5aO4NmrUKNMPHshMSkpKXk8DAAAASMpHcQ0JCcm2uP74449q2rSpwsPD83oKAAAAwCbPxXXz5s3Zbl+zZo0GDx5McQUAAECByPMHEPyd7t276/7779e//vWvwjoFAAAAipFCK66S1LhxY0VFRRXmKQAAAFBMFGpx3b17t27fvl2YpwAAAEAxkec5rmvWrMly25UrV7RixQpt2LBBDz/8cF5PAQAAANjkubiGhoZme1cBwzAUEBCgjz/+OK+nAAAAAGzyXFwHDRqUaXG1WCwqV66cgoKC1L9/f3l5eeUrIAAAACDlo7jOmTOnAGMAAAAA2SvUN2cBAAAABSVHV1w/+uijfJ1k+PDh+Xq8JP3yyy968803Va9ePU2cODHfxwMAAIC55Ki4jhw5Mts3YmXFMAxZLJZ8F9f4+Hh98MEHSklJyddxAAAAYF45Kq4TJkzIU3EtCIZhaObMmZKkGjVqOCQDAAAAHC9HxdWRf5qPjIzUvn379MYbb2jx4sUOywEAAADHcuo3Zx0+fFiLFy9W37591aBBA0fHAQAAgAPl+XZYaX788Uf9/PPPOnfunAzDyHSfCRMm5Pq48fHxmjZtmurVq6fw8PD8xgQAAIDJ5bm43rp1S3379tW6desk/f83Yt39vWEY8vf3z3VxNQxDM2bMUHJysv7v//5PLi45vzBstVpltVpty4mJibk6NwAAAJxTnovrmDFjFBUVpS5duqhbt26yWq0aM2aMhg8frlatWmnVqlXy8PDI0wcVREREaN++fRozZozuueeeXD02MjJSS5YssS27uLgoKCgo1xny48iRI3Y9n6PYe1wB5EzZPp0dHcEurkSsd3QEAHaW5+L69ddf68EHH1RUVJQk6cKFCxozZoyCg4M1cOBAhYeHq06dOtq4caO6du2a4+MePnxY3377rUJCQlS7dm1dvXrVti05OVmSdPXqVbm4uKhUqVIZHh8WFqbQ0FDbcmJioqZPn57HZwkAAABnkefimpCQoNatW9uW77nnHnl4eOj06dOSJB8fH4WFhemdd97JVXHdv3+/UlNT9f333+v777/PdJ8hQ4aofPny+vDDDzNsc3d3l7u7u23Z1dU1x+cGAACA88pzca1WrZp+/fVX27Krq6saNGig3bt329b5+flp7969uTpuz549Vb9+/Uy3zZ8/X5I0cOBA+fr65iE1AAAAzCrPxbVXr16aNm2ajh07ZvtggB49euh///uffvnlF9s0AR8fn1wd18fHR82aNct027JlyyQpy+0AAAAouvJ8H9eXX35ZpUuX1uzZs23rRo4cKS8vLzVu3FjlypXTjh07uJUVAAAACkSer7iWL19e27ZtU9WqVW3rKlSooHXr1mns2LG6evWqOnfurDfffLNAggIAAKB4y3FxrVOnjp5//nk9/fTTKleunG3dX7Vq1UqbNm0quIR3ceRHzwIAAMCxcjxVIC4uTmPHjlVgYKAGDhyorVu3FmYuAAAAIJ0cF9ctW7bo8ccfl8Vi0cKFC9WxY0c1btxYM2fO1LVr1wozIwAAAJDz4tq6dWstWLBAp06d0nvvvaf69evr0KFD+r//+z9VrlxZzz77bLpbYQEAAAAFKdd3FShbtqxGjx6tQ4cOadu2bRo4cKAMw9CXX36p4OBgtWzZUp9//rlu3rxZGHkBAABQTOX5dliS1KZNG82dO1dnzpzR9OnT1ahRI8XExOj5559XQECARo4cqQMHDhRUVgAAABRj+SquaUqVKqWRI0dq37592rlzp0aMGKHSpUtr1qxZat68eUGcAgAAAMVcgRTXNLdv39bhw4d16NAhnT17VoZhyNPTsyBPAQAAgGIqzx9AcLf9+/fr008/1YIFCxQfHy/DMFS/fn0NGTJEgwcPLohTAAAAoJjLc3G9deuWFi1apE8//VS7d++WYRjy8PBQv379NHToUHXs2LEAYwIAAKC4y3Vx3bt3rz777DMtXLhQ169fl2EYqlGjhp577jk988wzKl++fGHkBAAAQDGX4+L6zTffaOrUqYqJiZFhGHJ1dVXPnj01dOhQPfzww7JYLIWZEwAAAMVcjovrwIEDlZKSosqVK+uZZ57Rc889p8qVKxdmNgAAAMAmx8X1wQcf1NChQ9WrVy+5uBTozQgAAACAv5Xj4hoVFVWYOQAAAIBscekUAAAApkBxBQAAgClQXAEAAGAKFFcAAACYAsUVAAAApkBxBQAAgClQXAEAAGAKFFcAAACYAsUVAAAApkBxBQAAgClQXAEAAGAKFFcAAACYAsUVAAAApkBxBQAAgClQXAEAAGAKFFcAAACYAsUVAAAApkBxBQAAgClQXAEAAGAKFFcAAACYAsUVAAAApkBxBQAAgClQXAEAAGAKFFcAAACYAsUVAAAApkBxBQAAgCm4OTpAVgzD0K5duxQVFaWTJ08qNTVVgYGB6tGjh4KDgx0dDwAAAHbmtFdcFy5cqPfee0/u7u567LHH1K9fP92+fVvvvfee1q5d6+h4AAAAsDOnvOJ64sQJLV++XB07dtTw4cNt6x944AG9+OKLWrRokTp37iw3N6eMDwAAgELglFdcz549q3r16unRRx9Nt97Ly0u1a9fW7du3lZCQ4KB0AAAAcASnvGTZunVrtW7dOsP6lJQUnTx5UmXLllXp0qUdkAwAAACO4pTF9a+uXr2quLg4rVy5UleuXNGLL77o6EgAAACwM1MU19GjR+vmzZsqUaKEhg0bpmbNmmW5r9VqldVqtS0nJibaISEAAAAKmymK6z//+U+dO3dO27Zt03vvvafevXurf//+me4bGRmpJUuW2JZdXFwUFBRkr6gAAAAoJKYork2aNJEkPfTQQ5owYYKWL1+ukJAQBQYGZtg3LCxMoaGhtuXExERNnz7dblkBAABQOJzyrgJZsVgsCg4OlmEYio2NzXQfd3d3eXt7p/sCAACA+TllcX333Xf15ptvZrrt9u3bkiQPDw97RgIAAICDOWVxrVKlig4dOqRt27alW3/jxg1t2LBBnp6eaty4sYPSAQAAwBGcco5reHi4YmJiNHPmTB08eFC1a9fWtWvXtHHjRl2+fFlDhw5VyZIlHR0TAAAAduSUxdXLy0tvvfWWIiMjtWPHDm3ZskVeXl4KCgrS2LFjVa1aNUdHBAAAgJ05ZXGVJB8fHw0cOFADBw50dBQAAAA4Aaec4woAAAD8FcUVAAAApkBxBQAAgClQXAEAAGAKFFcAAACYAsUVAAAApkBxBQAAgClQXAEAAGAKFFcAAACYAsUVAAAApkBxBQAAgClQXAEAAGAKFFcAAACYAsUVAAAApkBxBQAAgClQXAEAAGAKFFcAAACYAsUVAAAApkBxBQAAgClQXAEAAGAKFFcAAACYAsUVAAAApkBxBQAAgClQXAEAAGAKFFcAAACYAsUVAAAApkBxBQAAgClQXAEAAGAKFFcAAACYAsUVAAAApkBxBQAAgClQXAEAAGAKFFcAAACYAsUVAAAApkBxBQAAgClQXAEAAGAKFFcAAACYAsUVAAAApkBxBQAAgClQXAEAAGAKbo4OkJXU1FRt3rxZ69ev1+nTp2WxWFSvXj317dtXdevWdXQ8AAAA2JnTXnH9+OOP9fHHH8vPz09PPvmkevXqpePHj2vixIk6fvy4o+MBAADAzpzyiuvu3bu1efNm9erVSwMHDrStv//++/XPf/5Tn332mSZPnuzAhAAAALA3p7zieujQIZUoUUK9evVKt75SpUoKDAxUbGysUlNTHZQOAAAAjuCUV1wHDx6sQYMGycUlY69OSkqSp6dnptsAAABQdDlt+8usmB4/flxnzpzhzVkAAADFkFNecc1MamqqvvzyS1ksFvXp0yfL/axWq6xWq205MTHRHvEAAABQyExTXD///HP98ssv6t27txo0aJDlfpGRkVqyZIlt2cXFRUFBQfaICAAAgEJkiuI6d+5cbdiwQe3atdMTTzyR7b5hYWEKDQ21LScmJmr69OmFHREAAACFzOmL67x587R69Wq1atVKI0aMkMViyXZ/d3d3ubu725ZdXV0LOyIAAADswGnfnCVJ8+fP16pVq9S8eXO9+OKLlFAAAIBizGmL68KFC7VixQo1btxYL730ktzcnP7iMAAAAAqRU7bBb7/9VsuWLZOfn586deqkn376SYZh2La7urqqefPm8vT0dGBKAAAA2JNTFtdly5ZJki5evJjlG6vGjBmjli1b2jEVAAAAHMkpi+uCBQscHQEAAABOxmnnuAIAAAB3o7gCAADAFCiuAAAAMAWKKwAAAEyB4goAAABToLgCAADAFCiuAAAAMAWKKwAAAEyB4goAAABToLgCAADAFCiuAAAAMAWKKwAAAEyB4goAAABToLgCAADAFCiuAAAAMAWKKwAAAEyB4goAAABToLgCAADAFCiuAAAAMAWKKwAAAEyB4goAAABToLgCAADAFCiuAAAAMAWKKwAAAEyB4goAAABToLgCAADAFCiuAAAAMAWKKwAAAEyB4goAAABToLgCAADAFCiuAAAAMAWKKwAAAEyB4goAAABToLgCAADAFCiuAAAAMAWKKwAAAEyB4goAAABToLgCAADAFCiuAAAAMAWKKwAAAEzB6YurYRiaP3++Hn30US1evNjRcQAAAOAgbo4OkB2r1aoPP/xQ27dvd3QUAAAAOJjTXnG9ceOG3n77be3YsUPNmzd3dBwAAAA4mFNecTUMQ5MmTdKpU6f0wgsvyNfXV3v37nV0LAAAADiQUxZXi8Wi8PBwlSpVSvXr19fPP//s6EgAAABwMKcsrpLUunVrR0cAAACAE3Ha4ppXVqtVVqvVtpyYmOjANAAAACgoRa64RkZGasmSJbZlFxcXBQUFOTARkDu1Ozzt6Ah2EbtltqMjAMhEtVrBjo5gF3/+vtPREZAHRa64hoWFKTQ01LacmJio6dOnOzARAAAACkKRK67u7u5yd3e3Lbu6ujowDQAAAAqK097HFQAAALgbxRUAAACm4LRTBeLj43X48GFJ0vHjxyVJcXFx2rnzzmTqBg0aqFSpUo6KBwAAADtz2uJ68uRJvffee+nW7dy501Zc33jjDTVs2NAR0QAAAOAATltcGzZsqMWLFzs6BgAAAJwEc1wBAABgChRXAAAAmALFFQAAAKZAcQUAAIApUFwBAABgChRXAAAAmALFFQAAAKZAcQUAAIApUFwBAABgChRXAAAAmALFFQAAAKZAcQUAAIApUFwBAABgChRXAAAAmALFFQAAAKZAcQUAAIApUFwBAABgChRXAAAAmALFFQAAAKZAcQUAAIApUFwBAABgChRXAAAAmALFFQAAAKZAcQUAAIApUFwBAABgChRXAAAAmALFFQAAAKZAcQUAAIApUFwBAABgChRXAAAAmALFFQAAAKZAcQUAAIApUFwBAABgChRXAAAAmALFFQAAAKZAcQUAAIApUFwBAABgChRXAAAAmALFFQAAAKZAcQUAAIApuDk6QFaSk5O1du1abd68WWfPnpWPj4/uvfdehYeHy8/Pz9HxAAAAYGdOWVxTU1P1v//9TzExMWrfvr169uypixcvau3atdqzZ4/efPNNBQQEODomAAAA7Mgpi+umTZu0Z88ePfbYY+rbt69tfXBwsMaOHatZs2bprbfecmBCAAAA2JtTznFds2aNfH191atXr3TrAwMD1alTJx09elSxsbEOSgcAAABHcLrieunSJcXFxalRo0Zyd3fPsP3ee++VJO3fv9/e0QAAAOBATldcT548KenO1dXMVKlSJd1+AAAAKB6cbo5rQkKCJMnb2zvT7T4+Pun2+yur1Sqr1Wpbvn37tiQpMTGxIGNm6+7zF2V5HVOLxVLASZxTXsfH3ZXxyY4lObmAkzin/PzO8nBxLcAkziuvY5SUzPhkx93d6apBocjXz1iqUYBJnJM9e9PdPDw8su0JFsMwnGr0t23bpunTp2vQoEEKDQ3NsP3mzZsaPHiwmjZtqtdffz3D9sWLF2vJkiW2ZTc3N9WrV69QMwMAACD/Xn31VXl6ema53en+WeXr6yvpTkHNTNqV1rQrr38VFhaWrvCmpqYqMTFRPj4+RfZK382bNzVs2DDNmjUryyvVxRnjkz3GJ3uMz99jjLLH+GSP8clecRsfDw+PbLc7XXFNm9t66tSpTLfHxcWl2++v3N3dM7ypK60MF1UpKSlKTU2Vp6dntv9KKa4Yn+wxPtljfP4eY5Q9xid7jE/2GJ/0nO7NWX5+fgoICNCBAwcynSu6Z88eSVLTpk3tHQ0AAAAO5HTFVZK6d++uGzduaPny5enWx8XFKTo6WnXq1FGdOnUclA4AAACO4HRTBSTpoYceUkxMjL799ludPXtWjRo1sn3ka4kSJTR8+HBHR3Qq7u7uCg8Pz/S+t2B8/g7jkz3G5+8xRtljfLLH+GSP8UnP6e4qkCY5OVmrV6/W5s2bdf78eXl7e6tZs2Z69NFHVb58eUfHAwAAgJ05bXEFAAAA7uaUc1wBAACAv6K4AgAAwBSc8s1ZyGjBggVavny56tatq7fffjvL/Xbv3q2VK1fq2LFjcnV1Vb169dS3b1/VrVvXjmkdI6djlGbnzp2aMWOG6tSpo4kTJxZ+QAfL6fgcPHhQy5Yt059//qmbN2+qatWq6tatm0JCQuyY1v5yOj6xsbFavny5YmNjdePGDVWoUEEhISHq2rXr39442+xy+zMmSfHx8RozZowuX76sxYsXF3JCx8rJ+CQnJ2vQoEFKzuSji1u1aqVXXnmlsGM6TF5eP/PmzdPatWvVt29fhYeHF3JCx/q78fnoo4+0efPmbI/h7++vmTNnFlJC50BxNYHk5GRt3rxZFotFv/76q06cOKGqVatm2G/FihWaP3++6tevb/vFuGHDBk2YMEGjR49WcHCwA9LbR07HKM2qVav01VdfqbhM8c7p+GzevFkfffSRatasqbCwMLm4uGjz5s2aOXOmbt26pYcfftgB6QtfTscnJiZG//nPf1SpUiV169ZN3t7eiomJ0fz58/Xbb7/ppZdeckB6+8jtz5gkGYahmTNn6vLly3ZK6Tg5HZ/Tp08rOTlZ4eHhqly5sm29xWJR7dq17RnZrvLy+tm+fbtWrVqlkJCQIl9aczI+oaGhWd7D/urVq5o3b16611RRxVQBE/jpp5907do1PfTQQ5KkDRs2ZNgnLi5OixYtUtOmTTVx4kR17txZ3bp10+TJkxUQEKBPPvlE8fHx9o5uNzkZI+nORwDPnj1b8+bNU/Pmze0Z0aFyMj5Xr17VZ599pvr16+vtt99W9+7d1bVrV7311lsKCAjQV199ZfvI5aImJ+OTmpqqWbNmqXLlynr33XfVq1cvPfTQQxozZoxatWqlXbt26ejRo/aObjc5/Rm727Jly7R///5i8bOW0/E5ceKEJKlz585q27at7atNmzby9/e3W157y+3r5+zZs/rkk08UFBSkoUOH2iOiQ+VkfKpWrZruNXP316lTp2QYhnr27Gnv6HZHcTWBDRs2yMXFReHh4apWrZq2bt2qpKSkdPtERUUpJSVFjz32mFxc/v9/Vi8vL4WHhyshIeFv/8RgZjkZI0maO3eu1q5dq+7du+vFF190QFLHyMn4/PLLL0pNTVWfPn3k5vb//xjj7u6uZs2aKSkpSceOHbN3dLvIyficP39eFStWVP/+/eXl5ZVuW+PGjSVJly5dsltme8vpz1iaI0eO6JtvvlG/fv1Uq1YtOyZ1jJyOz59//ikfHx+VLVvWASkdJzevn+TkZL3//vsqU6aMXnnllXS/j4qq3P583e3ChQuKjo5WUFCQGjVqVMhJHY/i6uTOnz+vAwcOqGnTpipbtqw6duyohIQE7dixI91++/btU+nSpTP9U9O9994ri8Wiffv22Su2XeV0jCTpwQcf1IgRIzR48GBZLBYHpLW/nI5PcHCwFixYoGbNmmU4RmJioiTJ29vbHpHtKqfjU7FiRb311ltq0aJFhmMcO3ZMFotF1atXt1Nq+8rNz5h0Z17rtGnT1KBBA4WFhdk5rf3lZnxOnDihKlWqSJJu376tlJQUe8e1u9y+fubNm6eLFy/qtddek5ubW5Gf0pXb8fmryMhIpaSkqG/fvoWc1DlQXJ3chg0bZBiGOnXqJElq3769XF1d0/0ZISkpSefPn1dAQECmx/Dy8pKfn5/i4uLsktnecjJGaapWraoOHTrYO6JD5WZ87r5an8ZqtSomJkbe3t5Fcv5UbsbnbgkJCTp27JjmzJmjzZs369FHH83yZ9DscjNGhmFoxowZSk5O1gsvvJDpa6qoyc34nDhxQseOHdOgQYM0aNAgDRgwQBMmTND+/fvtHdtucjM+MTExioqKUsWKFTVu3DgNGjRI//jHP/Tll1/q9u3b9o5uF3n9HSRJFy9e1ObNm1WvXj01adKksKM6haL/G8XEUlJStGXLFpUsWVItW7aUJJUqVUr33nuvjh49aiuiN2/elGEY8vHxyfJYvr6+unHjhl1y21NOx6i4Kojx+fbbb3XlyhWFhobK09OzsCPbVX7G58MPP9TYsWNt73h+5JFH7BXbrnI7RpGRkdq/f79GjBhRLP4cntvx6dy5s7p06aKhQ4fqlVdeUb9+/RQXF6fJkyfrxx9/dMRTKFS5GR+r1arPPvtMklS+fHkNGTJEw4YNU7Vq1RQVFaV3331XqampDnkehSW/v6MjIiKUnJxcbK62ShRXp/bTTz/pypUrateuXbo5Pmn/Kkv711hO/oxSVP/UktMxKq7yOz5bt27V8uXLFRQUVCT/5Juf8QkPD9fIkSPVrl07LV26VJMnT870Fkdml5sxOnz4sBYvXqwePXoUizdkSbl/DfXp00dPPvmk2rRpo1atWqlv375666235Orqqvnz59s1uz3kZny2bdumS5cu6ZFHHtHo0aPVunVrderUSW+88YaaNGmiI0eOFLlyn5/fQWlXW+vUqZPpFK+iiuLqxNJesC1atFB8fLztq3bt2vL19dWWLVuUlJRku9Ka3Tu+ExISiuT8xJyOUXGVn/HZuXOnPvroIwUGBuqVV16Rq6urPaPbRX7Gp2bNmgoJCdELL7yg3r1769ChQ9q0aZM949tFTscobV5rpUqV1L17d129etX2lfYn3rTlonTVrCB+B1WuXFn169fX2bNni9ytw3IzPvv27ZPFYslw9dBisah79+6SVOSmVOTn9RMZGVnsrrZK3MfVaV24cMH2A5rdjZp37typkJAQ+fv76/Tp05nuc/v2bV28eFENGzYslKyOktsxKm7yMz4//vijpk2bJn9/f40bN06+vr6FmtURCvL1c//99ysyMlKxsbHq0qVLgeZ0pNyMUdmyZXXlyhVduXJFw4cPz3S/IUOGSLozzaJ8+fIFH9jOCvI1lHZhwWq1FlxAB8vt+CQkJKhUqVIZ7tohyfZ6KUrzXPPz+rl48aKio6NVq1Yt3XvvvYWa09lQXJ3Uxo0bZRiGevfunentLa5fv65p06Zp48aNCgkJUZMmTbRhwwb9/vvvGW49ExMTI8MwitzE7dyOUXGT1/HZvXu33n//fd1zzz0aP358kZ2nmNvxiYyMVFRUlP773/+qVKlS6fZN+59pUfvkrNyM0RtvvKHx48dn+i7577//Xtu2bdO//vUvubi4qFy5cvaIX+gK8nfQiRMnVKJEiSIzNlLux6dcuXLav3+/bt++naG8njlzRpKK1Bsg8/P6WbZsWbG82ipRXJ1SamqqoqOj5enpqd69e2f5J/5169bpyJEjOnXqlLp27apNmzZp0aJFtv85SHf+h7pkyRJ5e3vb5swUBXkZo6L4jvis5HV89uzZY7t/4htvvCE/Pz87J7ePvIxPtWrVdOXKFS1atEjPP/98umOtWLFCkmxvrigKcjtGZ86csd3P9q9+/fVXSSpS8/Dy8hq65557dOLECdWrVy/dPtHR0Tp79qy6du1aZO5Zmpfxue+++7Rp0yYtW7ZMjz/+uG2fpKQkLV26VK6urmrfvr29nkKhys//wy5duqTo6GjVqFGjSP3Oyami8RNSxKRN1u7YsWO281Ifeugh/fLLL9qwYYOeeuopPf7441q4cKEmTpyo9u3b2z7y9fTp0xo1apRKly5tx2dRuPI6RtKdP7tIsr2RJj4+3rYuMDBQgYGBhZy+8OVlfJo1a6b//e9/slgs6tWrl2JjY/Xbb7/Z9rVYLKpbt26RKLN5ff2EhIRo48aNunDhglq2bKnk5GTbJ2Z17NixSBWz/PyMFQd5GR93d3ctW7ZMDRs2VIsWLeTp6amjR49q69atqlWrlvr372/HZ1C48vr6adu2rSIiInT69Gk1atRICQkJ2rJli86cOaNnnnlGFSpUsOOzKDz5+fmKjIyU1WotlldbJYqrU9q4caPc3d3VtWvXbPcLDg7W119/re+//179+/dX7969ValSJa1atUrz5s2Ti4uL6tatq+eee07169e3U3r7yOsYubu767333ku3T1xcnG1deHi4Hn300ULLbS95GZ/jx4/byvzs2bMz3b9Hjx5Fopzk9fUzfPhw1atXT1FRUfrqq6/k4uKiqlWr6uWXX1br1q3tlN4+8vMzVhzkZXw+/vhj+fn5aevWrfr222+VnJysgIAAPfHEE+revXuRmmqS19fPCy+8oDp16ig6Olp79uyRm5ub6tSpo2effbZIfSpUXsfn+vXrio6OVrNmzdSqVSs7pXUuFqOo3icJAAAARQq3wwIAAIApUFwBAABgChRXAAAAmALFFQAAAKZAcQUAAIApUFwBAABgChRXAAAAmALFFQAAAKZAcQUAZOrcuXOqX7++2rVrp9u3bzs6DgBQXAHg8uXLmjx5stq0aSM/Pz95eHjI399fDzzwgKZPn64bN27k6bj79u3Tf/7znwJOaz9bt27V0aNH9cMPP+jw4cOOjgMAfOQrgOLtm2++0ZAhQxQfH6+GDRuqU6dOKlu2rM6dO6eNGzfq999/V+XKlRUdHa06derk6tgvv/yy5syZo4sXLxZS+sJ1/fp19e/fX35+fvriiy/k4sK1DgCO5eboAADgKF999ZUGDRqkUqVKacmSJerbt2+67YZhaPbs2Vq3bp1q1qyZ6+P//vvvBRXVIUqWLKmVK1c6OgYA2HDFFUCxFBcXpzp16shqtSo6Olrt27cv8HM0adJEp0+fNu0VVwBwNvzdB0CxNHXqVN2+fVtPPvlkrkrr9evXNXnyZDVt2lTe3t4qXbq0+vfvr0uXLtn2GT9+vPz8/HTgwAFdunRJFotFFotF1atXT3esffv2KTw8XH5+fvL09FSjRo00Y8YM/fV6wq1bt/Tmm2+qevXqcnV1tR0v7atZs2a2fZOTkzV9+nTde++98vb2VqlSpdShQwdFRERkeC4dO3ZU1apVlZSUpNdff12BgYHy8PDQiBEjJEk3btzINHdush86dEhhYWEKCAiQt7e3WrVqpTlz5uR4vAHgbkwVAFAsrVixQpI0cODAHD/m4sWLuu+++3T8+HE9/PDD6t69u44cOaJFixZp//792rdvn1xdXfXAAw/I09NT48ePl7e3t1577TVJUpkyZWzHioqKUu/eveXl5aXw8HD5+/srJiZGo0aN0sGDB/XJJ59IujNdoXfv3vruu+/08MMPa8CAAfr111+1dOlSGYYhb29vderUSZKUkpKi3r17a/Xq1WrRooVGjx6txMRERUREqG/fvho3bpzeeuutdM/p5MmTevTRR7Vv3z498cQTKl26tLp06ZLtOOQ0+x9//KG2bdsqJSVF/fv3V9myZbVjxw49/fTTqlmzpkJCQnI89gAgSTIAoJi5efOmIcmQZFy8eDHHj0tNTTUmTZpk7NmzJ936IUOGGJKMRYsWpVsvyShXrlyG49y4ccMoX768ERgYaJw+fTrdtilTphiSjN27dxuGYRjLli0zJBnDhg1Lt9+///1vQ5IRERFhWzdt2jRDkvH4448bqamp6c7XpEkTQ5Kxfft22/oOHToYkozGjRsb169fz5Dz+vXrhiSjWrVqeco+fvx4Q5KxcuXKdPudPHkyw7kAICeYKgCg2Lly5Yrt+9KlS+f4cRaLRePHj9e9996bbn23bt0kST///HOOjhMREaELFy6oX79+SkhIUGxsrO3rgQcekCTbm6LSbkPVo0ePdMfo3r27JOno0aO2dbNmzZLFYtHbb78ti8ViW+/j46N//etfkqRPP/00Q55///vf8vX1LfDsSUlJkpThHrCBgYE5OhcA/BXFFUCxc3dZjY+Pz/NxUlNTdeHCBSUmJkq6c8P+nIiJiZEkvf/++6pTp066r9atW0uSzpw5I0mqVKmSJCk2NjbdMdKW/fz8JN2Zj/rLL7/I399ftWrVynDONm3aSJJ27dqVYVuVKlVylDu32Z944gl5enqqf//+Gjx4sL777julpKTk+FwA8FfMcQVQ7Pj4+CgwMFBxcXHat2+fbY5oTly7dk2ffPKJIiMjtW/fPt26dcu2zcjhTVoSEhIkSa+88oqt7P1V48aNJUlhYWF67bXXNGnSJJUuXVotWrTQ0aNH9dJLL6lSpUrq06ePLZcklS9fPtPj+fv7S0p/tTkvcpO9adOm2rVrl9566y19/fXXmjt3ripWrKi3335bzzzzTL5yACieKK4AiqXu3bvr008/1ddff53j4nr8+HGFhITo9OnT6tKli1577TVVqVJFx44d06RJk3J87rSrpLVr11Z4eHi2+5YuXVqrVq1S27Zt9fTTT9vW169fX3PnztU999xj20+SLly4kOlxzp8/L0kqW7ZsjnPmN7t0p7wuWbJE8fHxioiI0MSJE/Xss8+qfPny6tWrV76yACh+mCoAoFgaPXq0XFxcNGfOHO3duzdHj5k0aZJOnjyp1atXa82aNRo/frwGDx6cqyu2knT//fdLUo5v7p92dXP//v1avXq19u3bpwMHDqS74unr66t69erp/PnzOnbsWIZjbN++XZKyvEpaWNnTlCpVSoMHD9aCBQskSevXr89XDgDFE8UVQLEUFBSkiRMnKikpSV27dtXmzZsz7GO1WjVp0iTVqlVLp0+ftv2ZvWnTpun2yeweqdKdKQk3btywzYFNTU2VdOfNXNWrV9eqVasUGRmZ7jHXr1/X+++/rxs3bki6c6U0OjpaiYmJOnv2rGrWrClvb29duHAhw3zRoUOHyjAMjR07VsnJybb1N2/e1DvvvCNJeu6553IzTBnkJntsbGyGN6ydOHFCklShQoV85QBQPDFVAECxNX78eEnSm2++qU6dOun+++9XmzZt5OPjo9OnT+u7777TiRMn1KlTJ3l6eqpz585atmyZOnfurEceeUQ3btzQypUrs7yKGRwcrI0bN+rhhx+Wv7+/YmNjtXv3brm5uWnevHnq1q2b+vbtqx49eqhx48Y6ffq0VqxYoYSEBLVs2VLt27eXv7+/Bg0apHnz5mW4v2qpUqX0j3/8Q1OnTpWrq6teeOEFrVu3Tt9++61+++03devWzXYf1+PHj+u1115T27Zt8zVmucn+0ksvadWqVeratauaNWumc+fOacGCBfLz82OOK4C8cfT9uADA0Y4cOWKMHDnSqF+/vuHj42N4eXkZVapUMcLDw9PdJzU1NdUYN26cERAQYHh5eRnNmzc35s6daxiGYTRp0sR46qmn0h336NGjRrt27QwvLy+jZs2axocffmikpKSkO2///v0Nf39/w93d3QgMDDQGDx5sHDx40LZPdHS0UaFCBWPkyJHG6tWrjW+//dZYuHChMWXKFKNevXqGJGPq1Km2/ZOSkoypU6caTZo0Mby8vAxfX1+jXbt2xjfffJPheafdx/XAgQOZjktm93HNTfZr164Zr776qlGrVi3Dw8PDqF69ujFo0CDjzz//zP4/CABkwWIYOXwbLADA7mrVqqVatWrpu+++y7Dtxx9/1H333aehQ4dq1qxZDkgHAPbFVAEAcGKXLl2Sp6enEhIS5OPjk25b2hzTDh06OCIaANgdV1wBwIlNnjxZ48aNU+XKldW9e3dVrFhRV69e1ffff699+/bp8ccf18KFC9N9UhYAFFUUVwBwcpGRkfr000/1008/6cqVK/L19VXz5s317LPPasCAAY6OBwB2Q3EFAACAKXAfVwAAAJgCxRUAAACmQHEFAACAKVBcAQAAYAoUVwAAAJgCxRUAAACmQHEFAACAKVBcAQAAYAr/DyWLOrFS9o5jAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Generate colors from the qualitative palette\n",
    "palette= biolizard_qualitative_pal_r()\n",
    "bar_colors = [palette(i) for i in range(len(categories))]\n",
    "\n",
    "# Create the bar plot\n",
    "plt.figure(figsize=(8, 6))\n",
    "bars = plt.bar(categories, values, color=bar_colors)\n",
    "\n",
    "# Add title and labels\n",
    "plt.title('Example Bar Plot')\n",
    "plt.xlabel('Categories')\n",
    "plt.ylabel('Values')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that you can also access the three base colors using:\n",
    "- blz_green (\"#01a086\")\n",
    "- blz_blue (#1e2237)\n",
    "- blz_yellow (#e9b940)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'#01a086'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "blz_green"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 3. Using the sequential & divergent color map\n",
    "\n",
    "When you load this package, it automatically **registers two new colormaps in matplotlib**: a Sequential colormap and a Divergent colormap: **\"biolizard_sequential_pal\"** and **\"biolizard_divergent_pal\"**. Both **strings** are now recognized my matplotlib.\n",
    "\n",
    "**Sequential**\n",
    "\n",
    "The Sequential Biolizard Color Map is tailored to depict underlying numerical values via a uniform progression in luminance. It employs the distinctive **<span style=\"color:#01a086\">BioLizard green</span>** as its base hue. The palette uses HCL gradients for better perceptual uniformity compared to RGB, and uses a triangular chroma progression to distinguish middle-range values from extremes.\n",
    "\n",
    "**Divergent**\n",
    "\n",
    "This colormap is specifically designed for scenarios where the color corresponds to numerical values that have a natural midpoint. It utilizes a triangular luminance sequence with differing hues in each \"arm\" of the palette. Chroma and luminance are balanced between the two arms, and the neutral central value has zero chroma. The palette employs hues **<span style=\"color:#9C7000\">60</span>** and **<span style=\"color:#01a086\">170</span>**, the latter being Biolizard's distinctive green. This hue combination ensures that the palette is accessible for all major forms of color blindness.\n",
    "\n",
    "Here an example illustrating how to use these palettes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = np.random.rand(5, 5)  # Example data\n",
    "plt.imshow(data, cmap='biolizard_sequential_pal')\n",
    "plt.colorbar()\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(data, cmap='biolizard_divergent_pal')\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The corresponding palettes with suffix '_r' reverse the colors:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(data, cmap='biolizard_sequential_pal_r')\n",
    "plt.colorbar()\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(data, cmap='biolizard_divergent_pal_r')\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "#### 4. Appending a BioLizard footer: finalise_lizardplot()\n",
    "\n",
    "The `finalise_lizardplot` function finalizes a matplotlib plot by appending a footer at the bottom and saving the resulting image. The footer includes a BioLizard logo and a customizable source text.\n",
    "\n",
    "**Parameters**\n",
    "\n",
    "- `plot`: The input matplotlib figure to be finalized.\n",
    "- `source_text`: The source text to display at the bottom.\n",
    "- `fontsize`: (Optional) Font size of the source text. Defaults to 12.\n",
    "- `pdf`: (Optional) If True, saves as PDF. Otherwise, saves as PNG. Defaults to False.\n",
    "- `output_name`: (Optional) Name of the output file. Defaults to \"TempLizardPlot\".\n",
    "- `save_filepath`: (Optional) Full path to save the output. Takes precedence over `output_name`.\n",
    "\n",
    "Here's an example:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "data = sns.load_dataset(\"iris\")\n",
    "fig = plt.figure()\n",
    "sns.swarmplot(x=\"species\", y=\"sepal_length\", data=data)\n",
    "plt.title('A Flower Plot')\n",
    "finalise_lizardplot(fig,\n",
    "                  'Source: https://en.wikipedia.org/wiki/Iris_flower_data_set ',\n",
    "                  fontsize=10, pdf=True, output_name='An_Iris_Plot')\n",
    "\n",
    "#Please take a look in your current working directory to see the result!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Examples\n",
    "\n",
    "### 1. simple boxplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=\"species\", y=\"sepal_length\", data=data)\n",
    "plt.title('A Flower Plot')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A violin plot is similar to a boxplot, but captures more information on the data distribution:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x=\"species\", y=\"sepal_length\", data=data)\n",
    "plt.title('A Flower Plot')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Simple density plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 655.25x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(data, x=\"sepal_length\", hue=\"species\", kind=\"kde\", fill=True)\n",
    "plt.title('A Flower Plot')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Simple scatterplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(data, x='sepal_length', y='petal_length')\n",
    "plt.title('A Flower Plot')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can use `lmplot` or `regplot` to add a regression line:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import scipy as sp\n",
    "\n",
    "g = sns.lmplot(data, x='sepal_length', y='petal_length', line_kws=dict(color=blz_blue))\n",
    "\n",
    "def annotate(data, **kws):\n",
    "    r, p = sp.stats.pearsonr(data['sepal_length'], data['petal_length'])\n",
    "    ax = plt.gca()\n",
    "    ax.text(.05, .8, '$r^2$={:.2f}, p={:.2g}'.format(r**2, p),\n",
    "            transform=ax.transAxes)\n",
    "    \n",
    "g.map_dataframe(annotate)\n",
    "plt.title('A Flower Plot')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7382218113a0>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 655.25x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "palette= biolizard_qualitative_pal()\n",
    "my_colors = [palette(i) for i in range(3)]\n",
    "\n",
    "# specify hue to show the three species\n",
    "sns.lmplot(data, x='sepal_length', y='petal_length', hue='species',\n",
    "           palette=my_colors)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that using the reversed palette starts picking the colors from the end of the palette. If you want to pick the colors you need, and reverse them afterward (eg yellow-blue-green instead of green-blue-yellow), use the regular palette and reverse the colors after picking them:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_46324/272072304.py:17: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
      "  fig.show()\n"
     ]
    },
    {
     "data": {
      "image/png": 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k5eXZypSq1Wr4+fnBbDbjwQcfxPnz5yESiTB27Fh88803+Ouvv3Dy5Mlynb/49wIAFy9erNC+l0ar1cLPzw9AUWnc2/+/EELI3aisuAQAkydPBs8Xhf4NGzZg7dq1AIpi0O0fxu/0Gu7w8fHB//73P5w9exYXL17EI488AgDIycnBBx98YHd9wL33+JKjM5KSkiq0v7e7evWq7d9RUVEAioanFSdIPXr0wMcff4ydO3fixIkTaN++vdvnrq7YVt3XJsTT3PNJEgDMnz/fNh/m2rVrmDt3rl37kCFDbP9eunSpw/EWiwVHjhyx2zZixAjs3bsXffv2xYULF2x3yvbt24eYmBiHc0RERNj+ffuCgc7WtCjN5s2bbf/esGEDFi5ciOHDh6Njx46VOsTv9vWNli9fbvt3nz59wPM8Tp8+bRsSMWnSJPz4448YP348unfv7jDuuywlfy+ffvqpQztjDEeOHHFIOos/IACuE9LS9uE4DoMHDwZQ9Lv/4osvHI7X6/XlTvoIIaRYZcQloCjW3H///QCAnTt32tYlGjZsmEN8uNNruKPk+2qjRo3w+eef274vjnklr798+XKn83hPnTplGzFRv359+Pj4ACiKo7evY3Sni/HeHtuOHTtmW7jV39/fNlqkOPY2atQIe/fuxXPPPYe+ffuiTZs2DvOtSvPggw/aYtD333+P3Nxch30uXLhgN4QduPvYBtx5XCWkVqrWshFVqKz1KHbu3Glr5ziO7d2719aWlZVlV856zJgx7LfffmMHDx5kn332mW1dhA8//NB2TFhYmEOFIqlUygIDA1mXLl3Y22+/zfLz8237v/baa7b9YmJi2O7du9n+/fsd1jtyp7rd66+/bts+ZcoUdvToUbZv3z42Z84cW2ly3FbZxp2Kb86UPK579+5sw4YN7MCBA+yNN96wlcjmOI7t37+fMVZUUrZ4/+joaLZz50527Ngx9tVXX9mtz1Sy8pCrn9NsNrNmzZrZ2vr168c2b97MDh8+zL755hvWoUMHBoA9//zzdn2+7777bMfMmTOHffXVV+z111+32+exxx6z7TNhwgT2/fffs5kzZ9oqTF2+fJmpVCrbzzd9+nS2a9cutn//fvbee+/ZSvdu2rSpXK8nIeTeUdVxqdiGDRsc4tPOnTsd9ruTa5RVGZQxxp544gmm1WrZa6+9xv766y924MAB9vjjj9uOe+ONN2z73n///bbt7dq1Y+vWrWNHjhxhq1evZn379mUA2LBhw2z7P/vss7b9GzduzLZs2cIOHz7M3n77baZUKu+oul1kZCT76quv2KFDh9jKlStZYGCg0wp+devWZQCYUqlkP/30Eztx4gTbtGmT3c9we4x19ft/6qmnbG0NGjRg3377LTt8+DDbtGkTe+ihhxjHcaxjx47MaDTajvnf//5nO2bQoEFs9erVbPr06XbV9kquh9WpUye2du1aNn36dJaUlMQYu/O4SkhtRElSCU888YRtn3r16tm9sRw+fJgFBAQ4BJbiL5FIxD799FPb/t99953LfYu/unTpYvvQnZOTYxeMSn6VXJPBnSQpNjaWyeVyp+eaNm2aba2Mik6SitdPuP3r9oULSwbRkl8tWrRgPXv2dDtJYoyxK1eusHr16pX6Ohcv2Fts6dKlTvf79ddfbfv8+uuvTvdZunSp3T7FiZKzL4VCwTZu3Fiu15MQcu+o6rhUzGw228WbunXruiznXN5rlJUk5ebmlrpQadOmTVlubq5t//T0dNa2bdtS3+Mfe+wxZjabGWOMZWRksKioKKf73X///czPz88hxjhTMklyFdseeOABu4XS582b53Q/rVZrd+OtJFe/f71ez/r371/qz923b1/b2lOMMXby5ElbfC/5NWvWLNs+iYmJTK1WO+wzcuRI2z53ElcJqY0oSSohIyPDtnAdAPbss8/atScnJ7PZs2ez6OhoJpfLmUKhYI0bN2ZPPfUUO3v2rG2/n3/+mYnFYqbRaNi2bdvYxYsX2ZkzZ9jRo0fZmjVr7O7SlFyr4sqVK2zkyJHM29ubKRQK1q5dO/bVV18xk8lke8Nyd52kvXv3sm7dujGNRsPUajXr2bMn27p1K2Ps1ho/FZ0kHTt2jHXv3p0pFArm5eXFevToYZd4FEtLS2NPPvkkCwsLYzKZjDVq1IgtWLCAFRYWsp9++olJpVK3kyTGihLMN954g7Vu3ZoplUomk8lYvXr12GOPPcYOHjzosL/VamWLFi1i9evXZ1KplEVGRrI5c+bYrXXBWNEdt+joaCaTyVhISAibOnWqbcG9YleuXGFTp05l9erVY1KplKlUKtayZUv2wgsvsLi4uHK9loSQe0tVxqXbzZ0713ZOV+sZ3ck13HmSlJmZyebPn89atmzJlEolk8vlrFmzZmzevHl2H/qL6fV69tFHH7FOnToxtVrNpFIpq1OnDhsxYgT77bffHPZPSkpiTzzxBPPz82MKhYK1adOGff7558xisdiSzvIkSWvWrGFjx45lWq2WyWQy1qJFC/bhhx/aErNiZrOZvf3226xhw4ZMJpOx0NBQNmnSJHbjxg129epVptVq3U6SGCuKVd988w3r0aMH02q1TCKRsODgYDZw4EC2evVqh7WzGGNsy5YtrE2bNkyhUDB/f382duxYdvHiRbt9/v77b9alSxfm5eXFtFotGzx4MDt69KjdPuWNq4TURhxj/y2OQCpM27ZtcfLkSQwbNgybNm1yaH/nnXds48vPnTuH6Ojoqu5ihYmKikJ8fDwAgP4rEUIIqQ3Gjx+Pb7/9FgCwZ88eh0JMhJDa754sAV7ZiteM+O233/D666+jZ8+e8Pb2Rm5uLg4cOIDFixcDAGJiYmp0gkQIIYQQQkhtRElSJVi0aBH69++P/Px8LFiwwOk+zZo1w7p166q2Y4QQQgghhJAyUQnwStC5c2ecPXsWM2fORMuWLeHl5QWRSARfX1/07NkTn3/+OU6cOIE6depUd1cJIYQQQgght6E5SYQQQgghhBBSAj1JIoQQQgghhJASKEkihBBCCCGEkBJqfZLEGIPRaKTy1IQQQjwCxSVCCPF8tT5JMplMWLx4MUwmU3V3hRBCCKG4RAghNUCtT5IIIYQQQgghpDwoSSKEEEIIIYSQEihJIoQQQgghhJASKEkihBBCCCGEkBLE1d0BZ5555hmkp6eXuk/Pnj3x9NNPV1GPCCGE3MsoLhFCyL3FI5OkadOmITc312lbbGwsdu3ahfDw8CruFSGEkHsVxSVCCLm3eGSS1Lx5c6fbBUHA+vXroVQq0adPnyruFSGEkHsVxSVCCLm31Kg5SQcPHkRiYiIeeOABqFSq6u4OIYSQexzFJUIIqZ1qTJIkCAI2bNgAhUKBBx98sLq7Qwgh5B5HcYkQQmovjxxu50zx3brhw4fDy8vL5X5msxlms9n2vdForIruEUIIucdQXCKEkNqrRiRJgiBg48aNkMvlGDRoUKn7btq0CevXr7d9z/M8oqOjK7uLhBBC7iEUlwghpHarEUnSoUOHkJCQgKFDh0KtVpe67/Dhw+0CltFoxCeffFLZXSSEEHIPobhECCG1m8cnScVjvmUyGQYPHlzm/hKJBBKJxPa9SCSqzO4RQojHEEy5sBrSYEzdB3AcZIHdwMsDIZJ6V3fXahWKS4QQ4r4kXT7OZqdjZ/J1hCnVeDC8AcKVaijEkrIPrkYenyT9888/SEhIwODBg6HRaKq7O4QQ4pGsxmwUXl4BQ9Lvtm26a99DHvYgVA0nQyTVVl/nahmKS4QQ4p4bBbkYsGstLuRm2rbNPvYn1nYfhoHh9T06UfLo6naMMWzYsAFSqdStu3WEEHKvsuRdtEuQihkSt8GSe7EaelQ7UVwihBD36CxmzD+13y5BAgCBMYzetxlJ+oJq6pl7PDpJOnToEG7evIl+/fpBq9VWd3cIIcQjCZZC6OLWumzXxa+DYCmswh7VXhSXCCHEPekGHX66Huu0zcoY9qXcrOIelY/HJknFd+skEgmGDh1a3d0hhBCPxQQLmCXfdbs5H0ywVGGPaieKS4QQ4j6zIMAsCC7b0w26KuxN+XlsknT48GEkJSVhxIgRdLeuhrp8+TLCw8PRrVs3WK3W6u4OIbUWL/aC1L+Ly3ZpQBfwYtfr+BD3UFyqHSg2EVI11BIpor39XLb3CK5Thb0pP48t3BATE4OYmJjq7ga5C7m5uUhLSwMAWCwWquhESCXheBHkYQ9Af3OzwxMlTqKBIqw/OJ7+/u4WxaXagWITIVUjSKHCJ53uR78dqx3augXWQZSXtuo7VQ4e+ySJ1Hzt27dHUlISLl26BJlMVt3dIaRWEymC4dPpM0iDugMcD3A8pEE94NPxM/Dy4OruHiEeg2ITIVWnk38o9vZ/FG18gwAAGokML7fojNU9hiJIoarm3pXOY58kkdrB39+/urtAyD2B4ziIVXWgaTYHrNHTRdskGvBiRTX3jBDPQ7GJkKrhJZGie3AE/ug7GjqrGSKOQ5BcBUkNeIJLT5Jqiby8PMyePRsNGjSAXC5HkyZN8Nlnn0EQBMTFxYHjOHz99dc4fPgw+vTpAy8vL/j7++Ppp5+GTmc/cS49PR3Tp09HeHg4ZDIZmjRpgg8++ACMMbv9CgoK8Oqrr6JBgwaQyWQIDg7GpEmTkJCQYNuH4zi0b9/e7jiz2Yx3330XTZs2hVwuR2hoKJ599lnk5uba7bd792707NkTWq0WWq0WI0eOxNWrVyv4lSOkduHFSogUQRApgihBItWOYhMhBAACFEpEenkjXKWpEQkSQE+Sao3HHnsM27dvx4wZMxAdHY3Y2FgsWrQI7dq1Q3Bw0VCb5cuXIz09HZMnT8YjjzyCDRs2YNmyZcjMzMTatUXlg9PS0tCpUyekpqZi2rRpaNq0KU6dOoW5c+fixo0b+OijjwAABoMBPXv2xPHjxzF69Gi8+OKLyM3NxcqVK/HSSy/hp59+ctpPQRAwYsQIbN26FaNHj8YLL7yAlJQULF26FIcPH8aBAwcgkUhw5MgRDBgwAG3atME777wDs9mMzZs3Y+bMmdiyZUuVvKaEEELuDsUmQkiNxWo5g8HAFixYwAwGQ3V3pdLk5uYyjuPY008/7bT9+vXrDACLjIxkKSkptu2CILCYmBgGgJ0/f54xxtjEiRMZALZjxw67c3zxxReM53l2/fp1xhhjCxcuZADYvHnz7PazWCzMaDTavgfA2rVrZ/v+u+++YwDYK6+8YndcbGwsE4lE7LvvvmOMMTZz5kwGgKWlpZXz1SCEWM06ZjXrqrsbxIV7IS4xRrGJEGIv26BnBrO5urvhNhpuVwsolUqoVCrs3r0bFy5ccLlf+/btERQUZPue4zhMmDABALBnzx5YrVb8/PPPqF+/Ptq0aYOMjAzbV69evSAIAnbt2gUAWLNmDaRSKWbPnm13DZFIBKlU6rIPa9asAQCMHTvW7vyBgYFo2LAhtm/fDgAIDAwEAKxYsQImk+kOXhVC7j0WXTIMKX8h78ybyDvzJgyp+2DRJVd3t8g9imITIQQALudlYcnZw3hk32Y8eeg3HExLQLKuoLq7VSYablcLiMVirFy5EpMmTUJ0dDQ6deqE0aNHY+LEidBoNKUeW7duXQBAYmIi0tLSkJ+fj/z8fAQEBDjdv7hs6uXLlxEREQG1Wl2uvl65cgUA0Lx5c6ftdeoU1cyfPn06du3ahVdffRXvv/8+hg4dismTJ6NLF9drwRByL7PokpF/dhHMOWds20zphyDxaQVNs7kQKanCHalaFJsIIbE56ei9/Se7hWN/uBaLN1p3w1ON2iDQgyvcUZJUSzz88MPo168f1q9fj59//hmzZs3Cu+++iwMHDoDjOJfHFRQUZfIikQgSiQQA0K5dOyxevNjp/i1btrT9m902WdYdEokEEokEv/32m9P24kCkUqmwc+dOHD58GGvXrsXatWvxzTff4KWXXsI777xT7usSUtuZs07aJUi27dmnYco+DQUlSaQaUGwi5N6Vri/ES8f+tEuQis07tR/DIhpRkkSqhlarxeTJkzF58mT8/vvvGDhwIJYvX46pU6e6PKZ4CETjxo3h7++PwMBA5OTkoG/fvqVeq0GDBrh48SIKCwuhUrn/H7xp06aIjY1F48aNbUGnNJ06dUKnTp2waNEi3H///Xj//fcxb968cl2TkNrOasyEPnGby3ZD4lZI/TpAJPetwl4RUoRiEyH3piyTAX8kXnPZviPxOpr7BFZhj8qH5iTVEqmpqXbfFw8ZKLlQXlJSEgRBsH2fn5+PL774AkqlEgMHDgQAjBkzBlevXrVVFCrp5s2btn8//PDDMJvN+PDDD+32KSwsRHx8vMt+jh07FgDw9ttvO7SlpKTAbDbb+lay/KtMJkODBg3A8zzEYsrtCSmJCQIgWEppNwOwVl2HCPkPxSZC7l0CYyjtua6hlLjlCegvuhaIjY1FixYtMHToUAwYMAAWiwXLly+HSqXCo48+atvv6NGj6NOnD8aOHWsriXrjxg189tln0Gq1AIAFCxbg999/x6OPPoo9e/agQ4cOyM3NxdatW7F//37ExsaiUaNGmDVrFn7++We89tpruHTpErp3746MjAwsX74c4eHh2L9/v9O+Dhs2DKNGjcIXX3yB+Ph4PPjgg+B5HgcOHMC6deuwfPlyTJgwAZMmTcLff/+NJ598EnXr1sWpU6fw7bffYsKECbRCOrmnCZZCgAngxF624Uq8zA+yoO6w5F9yeowsqCc4qV9VdpMQik2E3CMExpBjMkDC8VBLb/0daCRSdPQPxZGMJKfH3R9ar6q6eGequ7xeZbtXSq1u27aNderUiSkUChYQEMAGDBjAjhw5whi7VWZ1xIgRbPHixSw0NJRJpVLWunVrtnr1aodzZWZmsueee47VqVOHSSQSFhwczB5++GF2+PBhu/2ysrLY008/zUJCQphEImF169Zlzz//PEtPT7ftg9vKrDJWVIr1/fffZ82bN2cymYxptVrWq1cvu75kZ2fbzi2Xy1mTJk3YG2+8wfR6fUW+bITUGBZ9BtOn/MWyjjzPMv+ZxgrjNzKLLtXWbi5MYOn7RrPU7T3tvtL3jWHmwsRq7Dm53b0Slxij2ERIbReXn8PePXOIddz6Devzx49s683LLFVXYGs/lJbAZN+9w7hVb9t9PbJnE0soyK3GnpeNY+wOZjjWIEajEYsXL8bcuXPv2bs8cXFxqFu3LkaOHIn169dXd3cIIeVkNWYhL/YdmDOO2G3nFSHwaf8hRIqi8skWXSIMCdtgSPkT4DjIg3pDHj4QYmVYdXSbuEBxqQjFJkJqtuv5Objv9++RrLcv5z2mblN81LEfAuRK6MwmXMnPwdtnDuDvtAT4y5R4Pro9+oREIcLLu5p67h4abkcIIR7Okn/VIUECAEGfDH3ib1DVewIcL4JYGQZl/QmQhw8CwIGX+YMXSaq+w4QQQmo1vcWMRWcOOiRIALD6+jk8G90eAXIllBIpWvoG4vOYAcgxGSDmeI9PjopR4QZCCPFgTLBAn/Cry3ZD0h8QzDm273mRBGJlKMTKEEqQCCGEVIpMox6rr59z2f7D1bN23/vKFKin9qkxCRJAT5LuCVFRUXe0bgQhxEMw4c7aCPFgFJsIqdmEUv5+rbXgb5ueJBFCiAfjeDEU4YNctstC7wcvqTl35gghhNR8vjI5RkVFu2x/vH7zKuxN5aAkiRBCPJxY3RASn1YO23lZAJThg8HxNCiAEEJI1VGKpfhfy67wlykc2obVaYgGap9q6FXFoshKCCEeTiT3g6bl/2DOPAndzU2A1QRZSB/Ig3vbKtsRQgghVam+xgdHHhyPVVfPYGP8RaglUsxs2hFdg8IRqFBVd/fuGiVJhBBSA4hk/hCF9oPUvxMYBPASDTiOBgMQQgipPlFqLV5r2RXTm7SDiOPg4+TJUk1FSRIhhNQgvFRT3V0ghBBCbEQ8D3+5srq7UeHoNiQhhBBCCCGElEBPkgghhDgQLHowSwHA8eClvuA4rrq7RAgh5B6XadBDb7VAIRLBr5KfXlGSRAghxIYJFlh1iSi89h1MmcfAi72giBwJWVAPiGR+1d09Qggh96AcowHHM1Pw2ql9uJCbiYYaH7zRujs6+odU2jwoGm5HCCHExlJ4A1n/PAVjyp9g5jxY9UkouLAUeWfehtWYXd3dI4QQco8xWa1YH38B/Xauxj/picgxGXA0IxkP7FqLH67Fwmi1VMp1KUkihBACABDMBSi4tAwQTA5t5qwTsOoSq6FXhBBC7mXJ+gLMPLrbadvc43uQrC+slOtSkkQqlMlkgkqlwtatW6u7K4SQcmKWQpgzj7tsN6btr8LeEFJxKDYRUnOlG3QosDjevAMAvdWCVH1BpVyX5iRVoWyjHqkGHXJNBmilcgTKlbWqnjwAXLlyBTqdrrq7QQi5ExwH8GJAMDtt5sW1r8QrAQRTPgRzNpi5EJxEBV7iA16qru5uVSiKTYTUXGK+9Gc6El5UOdetlLMSBzcL8zD54DbsTIqzbbs/tC5WdBmIOqras+7JxYsXq7sLhFQ5qyETgBUcJwUv01Z3d+4YJ9FCHnI/DInbnLbLgrpXcY9IZbPq05B37j2YM4/Ztkn8OkDTdDZEisBq7FnFothE7jUmqxVphkIwAN4SGTRSWXV36Y4FyJUIU6qRqMt3aAuUKxFYSVXuaLhdFcg26h0SJADYkXQdTx78DdlGffV0rIS8vDzMnj0bDRo0gFwuR5MmTfDZZ59BEATbPitWrEDbtm2hUCjg7++PcePGITHx1hyFRo0aYezYsQCAwYMHg+M4cByHuLg42z6xsbEYPXo0AgMDIZPJ0KhRI8ybNw+FhfbjSa9cuYJHHnkEoaGhUCqV6NKlC3bvth+PevLkSYwZMwbBwcGQSqVo2rQpfvnll0p4dQhxzmrKhj5hK7KPPIPMfaORfXwWjOmHIZgr59F/ZeNFUqjqPQ5eEezQpqw3DrwsoBp6RSqLYMp3SJAAwJx5FHnnlkAwOX4gqWoUmwgpv5uFeXj5xB4027IC9TZ8jsf2/4Kz2emwCNbq7todCVV4YW2PYZDd9sRIyouwpscwhCor58k3xxhjlXJmD2E0GrF48WLMnTsXMln1ZNEXcjPRdPOXLtvPDXsKTbyrt7TukCFDsH37dsyYMQPR0dGIjY3F6tWrsX79esTExOCZZ57B559/jgEDBmDIkCEoKCjAsmXLwBjDiRMn4OPjgy1btuD777/Hhg0b8NJLL6FNmzYAioKSSqXCwYMH0a9fP3h5eWHq1KkIDw/HoUOHsGrVKrRv3x779u2DXC5HXl4emjVrBqvVihdeeAE+Pj7Yv38/9u/fjzNnzkClUuH06dNo37497rvvPgwdOhQqlQrffvstDhw4gL/++gvdu9Mdb1K5BHMhCq+uhP7GRoc2dbM5kIf0A1dJQwAqm9WQBnPWvzCk7gUv9YYifAhEyhDwktrz1Ls6eUJcAv6rZHhgnMt2367fQqyKqMIeOaLYREj5JBTm4/6dq3EhN9Nuu1wkxrFBE9BU619NPbs7ZqsV8YW5WHP9HI5mJqONbzAerdcMkSpvSEWVFGtZLWcwGNiCBQuYwWCotj78k5bAuFVvu/w6nJZYbX1jjLHc3FzGcRx7+umnnbbv27ePAWBjx461256amsq8vb3ZG2+8Yds2f/58BoD9+uuvdvsKgsCaNm3KFAoFu379ul3bkiVLGAC2ePFixhhjv/zyCwPA1q1bV2q/r169avd9Tk4Ok0qlbMSIEaUeR0hFMBfcZKnbe7HU7T0dvtL+HMIsutTq7uJdE6xmJgjW6u5GreMJcYkxxkzZ55z+/y3+MmWfq9b+UWwipPw2xl1w+Xlz1J6NLN9krO4u3jWj1VIl16HhdlXAWyovtb26x4kqlUqoVCrs3r0bFy5ccGhfs2YNAODxxx9HRkaG7YvneXTq1Anbt28v8xr//vsvzp07h1GjRiEqKsqu7ZlnnoFCobBdJzCwaBz86tWrkZWV5fKc9erVs/2bMQaRSITAwECnPwMhFc2qSwDg/EE8M+dBsORVbYcqAceLwXEUJmorTqK6q/bKRrGJkPIRGMPa6+dctv+RdA05JkMV9qhySKtolAZFvyoQJFfi/tC6TtvuD62LoEqacOYusViMlStXIikpCdHR0YiJicFHH32EvLyiD3lXrlwBADzwwAMICAiw+9qxYwfS0tLKvEbxpNlGjRo5tMnlckRGRtr26dSpE1566SVs2bIFoaGhGDRoENatW2c3Bh0AUlJS8L///c82Fl2tViMhIcFhDDkhlYEro9Ibx0mqqCeE3Ble4gOJXwenbRK/DuAlPlXcI3sUmwgpH57j4FfKZ0qNRAae46qwRzUbJUlVwEemwIouAx0SpeLqdp5QBvzhhx/GjRs3sGLFCnh7e2PWrFlo0qQJrl+/Domk6MPe2rVrsXPnToevdevWlXl+9t/UN66UP86Sbe+88w6uXLmC+fPnIyEhAY888gh69eoFo9EIADh8+DCio6Px1VdfoXv37li+fDm2bduGoKCgu3kZCHGbSB4ETuz8TrtY3RC81LuKe0RI+fBSNTRNZzskShK/DtA0m+0RZcApNhFSPpMatnLZNr1JOwTJq/cJcU1CJcCrSB2VBqu7D0WqQYc8kxEaqQxBHrZOklarxeTJkzF58mT8/vvvGDhwIJYvX46mTZti27ZtCAkJQbdu3e7o3I0bNwYAXLp0yaHNYDDgxo0baNiwod32unXr4uWXX8bLL7+MOXPm4N1338WePXswYMAAzJ07F0BRRSI/v1tFL+Ty0oc2ElJReJk/vFu/hZzjLwHs1rpCnEQDTYtXwEu11dc5QtwkUgTCu8VrHr1OEsUmQtxX18sbr7Xsijf/PWC3vXNAKB6v3xyiMtYcIrfQK1WFfGQKNPH2Q8eAUDTx9vOoBCk1NdXu++bNmwMAZDIZxowZAwBYvHixw7CCrKwsuwX6pFIpgKLgUlKrVq3QpEkTrFu3Djdu3LBrW7ZsGXQ6HUaNGgUAsFqtyMjIcNkfAMjOzkZ4eLhdEDp79qzDcYRUFo4XQaJtBt+uq+DV+BnIwx6EuvnL8I1ZDrFXVHV3jxC38VI1xKoISLTREKsiPCpBothESPn4yBSY0bQjTg2ehDnNYzC1URvsun8M1vccWWmlsmsrepJEEBsbixYtWmDo0KEYMGAALBYLli9fDpVKhUcffRSNGjXCiy++iPfeew/33XcfRo0aBZVKhWPHjuHHH3/ErFmz8PrrrwMAWrZsCQBYuHAhrl27hp07d2L16tXw9/fHl19+if79+6NDhw62MquHDx/GypUr0bZtW7zwwgsAgOXLl2PWrFmYOHEi2rdvj+TkZHzwwQdo3rw5unTpAgDo0aMHPvnkEzz//PNo27YtTp48iU2bNqFOnTrQ66t/3Slyb+B4CcTKUIgjH6rurhBS61BsIuTO+Mjk8JHJ0dK39iwIXS2qpIZeNfKUUquebtu2baxTp05MoVCwgIAANmDAAHbkyBG7fVatWsXat2/P5HI58/LyYjExMWzZsmXMYrEvxThjxgzm6+vLgoOD2YQJE1h6erqt7d9//2UjR45kfn5+TCKRsPr167OXX36Z5efn2/axWCzs/fffZ40bN2ZSqZRFRESwiRMnssTEW6XSc3Nz2aOPPsq8vb2Zt7c3e/jhh9n169fZG2+8waKioirpVSKEkLtHccl9FJsIIdWFFpMlhBBCqhDFJUII8Xw03I4QQlxgggWCMRPMagQnkoGX+YLjy1/aW7AYwEzZYMwMTqQAL/MvtZrW3RBMuRDM+QAAXqKmKnuEEFLLFJhNSDPoYBasUEukdzzXKNOoR5ZRD8YAH6kcAYrKWZKGMYYkXQHyLSbIeBEC5UqoJNJKuVZFoiSJEEKcEIxZ0CdshS5+HZilEJxIAUXESCgihkMk83X7PFZDGgour4QxZTfALOBlflA1fAqygM7gJRU3iZYJVlgKriL/3Aew5BWt6yLWNIG66SyIveqCq6LF9wghhFSe+IJcvHhsNzbduAQrY4hQafBhh77oHRIJb6l7VRStgoBzuRmYeugPHEpPBAC08Q3CF50fQGufQEhEFRcvcowG7Ei6jtnHdiNBlw8xx+OhqCZY3LYnIrw8+yYeVbcjhJDbCBY9Cq//iMKr34BZihaAZFY9dNd/QOGVlRDM7i0KaTVmIffkPBiTtwPMUnRuYybyzy6CMf0wKnK0s1WfjOwjz9kSJACw5F1A9tFnYTUkV9h1CCGEVI9EXT7671yD9fEXYf0vftwozMPIvRtxIC3B7fPEFeSi62/f2xIkADiZlYruv3+PqwU5FdrnP1PiMHrfZiToikY4WJiANdfPYdDudUj+b5unoiSJEEJuI5iyob+5xWmbIfF3COYct85j1afAkn/RaVvh5eUQjJl32kU7zGqG/uZmQDA66YQB+pu/gAlmxzZCCCE1xrmcDFzKy3LaNuvobqTqC8o8h1UQsOrKvyiwmBzajIIVH8QehsFiueu+AkCyrgCzj/3ptO1sTgYu52VXyHUqS41IkkwmE15//XWMGTMGZ86cqe7uEEJqOWbOBZjVRasAwZTj1nlKPtVxOIsxA8xaMSWBBWshzFmnXLabs05CsOhctpPyo7hECKlq+1JvuGy7mJcFnRvJTb7ZhN0p8aVc4yZyzU5uuN2BQosJcQW5LttLPsnyRDUiSVq1ahViY2Px5JNPokWLFtXdHUJILceJSh/XzZfRbttPFlDKRSR3VATC6al4KXiZn8t2XuYPjvf8SbI1CcUlQkhVi1S5nsOjlkgh5sv+WC8TiRCm9HLZHqJQQV5Bc1glvAgKkevyBxEqTYVcp7J4fOGGgwcPYteuXRg2bBh69+5d3d0hpEYRLAYIpizAagAnUoCT+YEX0YflsnBSLcTqRhB7RUEa2BUAAwcexvRDMOddACf1ces8Ek0DcCI5mNXg0CYPvd/t85SFFyuhrDsapswjTtuVUaPBixUVci1CcYmQu5Vp0CHDqIdJsMJHKkeoUg2+kip+1ia9QiIRJFdiUsPW6OAfArMgwChYsfLyaXQKCEWwXFXmORRiCWY27YgN8c5HOsxt0QXeMvduBJYlWKHC5IatsfTCMYc2uUiMmICwCrlOZfHoJCklJQXLly9HTEwMxowZU93dIaRGsRoyUHBlJYzJO4qGjvESKMKHQll3TLmqs92LRFIfaFrNh+76T8j79y2AmQFODHlIH3i3fsvt14+XBcC77TvIPTHHLlESe0dDVX8ceFHFrZEj8qoPZb0noLv2XYmtHFT1x0HsVbfCrnOvo7hEyN25kJuJiX9vxT8ZSQCAQLkSH3XshwfC6rldne1eFa5UY3u/MXjuyA68feYgAMBXpsCrLbpgZGRjt6vSNfH2w+J2vfDy8T0oWT7opeYxaOcXXGH9lYnEeKlFDE5np2Jf6k3bdqVYgq29H0b4HZYuryoemyRZLBZ89NFHCA8PxzPPPAOj0Qi5nP54CHGHYMpH/vkPYUo/WGKjGfob68GYGV4Np4IX09+TK4JZB92172FI+uPWRmaBIWk7mNUEddOZ4CWuhysU43gRJN7N4NvlG1jyr8FqzIRE0xC8PAgiWcU8RSomkmqgjBwFeUhfmHNiAXCQaJuCl/qCl5R9d5GUjeISIXcnviAXPf74AemGW3Mk0ww6jN23BTv6jUbfULqhU5o0gw6D//wZNwvzbNuyjHrMOrYb4Sq12yW1fWQKTGvcBsMjGuFQWiKsTECXwHAEK1QVnqiGKdVY12M4bhbm4VhmCoIVKrTyDUKYwqtCS41XBo9NktasWYPr168jOjoakydPhtFoREBAAAYNGoQHHnigurtHiEcTzNn2CVIJhoStUEaOAi8OreJe1RyCORuGpB1O24ype6FqMMGtJAkoSpREimCIFBV3d84VXqICL1FBrKpT6de6F1FcIuTu/J160y5BKuml43uwwzcI/vLKWdC0NjiTnWaXIJX08om9uC+wDkJKmW9Ukloig1oiQ0NN5Y8sCVSoEKhQoZ1/SKVfqyJ5ZJIUHx+PX3/9FSKRCI0aNcLgwYORmpqKbdu24ZtvvkFOTo7LYQ5msxlm861St0ZjxVToIKQmEYzOS4QCAJgVzOzZaxNUN2bOAyC4aoVgdh6kSO1FcYmQu7cnxXV1ttNZqdBbK6b0dG1VWjW4a/k5MNDrV6E8Mkn69ddfwRjDiy++iDZt2ti2d+/eHS+88AJ++eUXDBgwAD4+jsNVNm3ahPXr19u+53ke0dHRVdJvUjGysrLQpUsXiEQiHDhwAFqttlKuExUVhYKCAmRkZFTK+asTJyl9nC9Hk/hLxYlKv5PJi+lO572G4tK9jeJSxYj2dl2FM1ylgZirEUWXq01DteunPj5SOSRuVLcj7vPIJOnff/9F/fr17QIRAHh5eaFHjx745ZdfcO7cOXTt2tXh2OHDh2PQoEG2741GIz755JNK7zOpODqdDomJieB5HjqdrtKCUW3GS30gUkXBWhjn0CbxaQNeoq3yPrmDMSsEQyYEcy7A8eAl3hDJ/SvlWsWV/5g5H5xYAU6ihUhaVI6Ul2oh9m4GS26sw3FidQNwHvr6kcpDceneRnGpYgyNaIRXTu6FWXB8Uv9Kiy4IVnjm/EmdxYQUfSGyjQYoxRIEypXwq6RhgZkGHdIMOugsZvjI5AhWeEEpLlouoltQHShEYqdP3GY27YgQhXtD7Yh7PDJJKigocHmXzd+/6AOTweBYUhcAJBIJJJJba4+IPHxSGHEUHh6OmzdvguM4eHu7NwmR2BPJfOHd+k3knpgDqz7Jtl2sbgBN85fASz1vbQLBooMp8xjyz73/33A3gJcHQtPiVUi8oytsTSEAsBqzoLv2PfQJv9oWjZX4tIKm+VyIFMHgpd7QtHgVuadegbUgznacSFkHmlavV3jRBeL5KC7d2yguVYw6KjW29hmFkXs2osBism1/qlEbDItoBM4Dy4Cn6guxJPYffHL+mC256xwQhu+7DUY9dcXGguv5OXh8/y84+N+wOgnP45nG7TCnRWcEKVSoo1Jjx/1jMHj3z8gx3Xq/GR0VjUmNWkFET5IqlEcmSf7+/khLS3PalpycDAAICalZk78AICc3D5kZWcjLL4RG4wU/Px9ovT3vw6onoLt0d0+sCoe2wycQjGmwGtKLPvzLAjz2A761MB55p+fbbRMMacg5Nhu+Xb6usGIEzGqCLm4d9Dc32203Z59GzslXoW33HkQyX4iVIdC2ex+CIR1WQypE8kDw8gCISlm0ldRetTUuARSb3EVx6e7JRGL0DIrAmaGTcTU/G3kmE6K1fgiSq6CtoLV5KpLZasXyiyfxfqz9GnSH0hPxwK512Nv/UbcLJZQlWVeAgbvW4mLerTnFZkHAR+ePQi2R4tWWXSEViRDjH4pTgyfiWn4Osk0GNPH2Q5BCBV8ZDaOvaB6Zcnbs2BFXr17FmTNn7LanpKRgz549CAkJQZMmTaqpd3cmKTkVzz7/GnrfPxrDRk5C736P4NnnX0NScmp1dw3jxo2DXC5HbKzj0KLLly9DoVBgxowZAIDr16/jiSeeQFBQEORyOVq1aoXvv//e7pgFCxZAoVAgOTkZc+bMQUhICKRSKZYtWwYAyMvLw+zZs9GgQQPI5XI0adIEn332GYQSj9+joqJsd2eLMcawYsUKtG/fHkqlEt7e3hg4cCAOHTpkt9+2bdvQq1cvaDQaKJVKdOzYEd98843br8d3332HTp06QaVSQa1W24bSlLR3717wPI9t27Zh5cqVaNy4MaRSKcaOHev2daqCSO4HiXc05EHdIdE08tgESTDrUHj1O+eNzAx9wjYwwVox1zJlQX9zk9M2a8E1CIZ02/cimS8k3o2LXj/vJpQg3cNqY1wCPDc2UVyyV5vikkQkQqSXN3qHRGFYZCM09vbzyAQJAJL0BXj/3GGnbZfzsnC9IKfCrhVXkGOXIJX04bmjSNYXAABEPI8IL2/0DInE8MjGiNb6U4JUSTzySdKIESNw/PhxLF68GP369UNERARSUlKwY8cOcByHZ599FnwNeqSYk5uHOS+/jX377f/Q9u0/jDkvv42lH79ZrXftpkyZgu+++w5ffvklPv74Y7u2L7/8EgaDAU899RQuXLiArl27gjGG6dOnIyIiAvv378e4ceOQmZlpC1hA0bCTIUOGQKVS4Y033oBarbatTP/YY49h+/btmDFjBqKjoxEbG4tFixahXbt2iImJcdnP6dOn4/PPP0fnzp2xcOFCyOVybNy4EWPGjMHly5chkUjw8ccfY8aMGWjdujVee+01yOVybN68GRMnTsSJEyewdOnSUl+LF154AR999BF69OiBRYsWwWw2Y/Xq1Rg6dCiWLFmCWbNm2fZljGHBggXIzMzEs88+i5CQEDRv3vwOfgOECXpYCq67bLfkXQQTjOD4ux8Dziw6QDC5bLfqkyDxbnzX1yG1S22LS4BnxyaKS7dQXKo+hRYz8s2u48WF3Ex0CQyvkGtdyst22VZgMdkNTyRVhHmogoICtmrVKvb000+z0aNHs8mTJ7NPPvmEJScnl+s8BoOBLViwgBkMhkrqadmuXLnOIup1cvl15cr1autbsebNmzNfX1+718lkMrHAwEDWrVs3xhhjvXv3ZlKplJ05c8bu2Llz5zK1Ws0KCgoYY4zNnz+fAWDdunVjZrPZbt/c3FzGcRx7+umnS+1PZGQk8/Pzs31/4MABBoD17t3b4ZyFhYWMMcZu3rzJJBIJa9OmDdPr9bZ2q9XKhgwZwgCwQ4cOubzG4cOHGQD24IMPMqvVattuMBhYu3btmEQiYTdv3mSMMbZnzx4GgPn6+rKkpKRSfxZSNqspn2UdmclSt/d0+pV37iMmWM1ln8gN5sIklrqjr8trGbNjK+Q6pPapTXGJMc+PTRSXKC5Vt+v52Uz5/buMW/W20689yXEVdq2/kuNdXkfx/bvsel52hV2LuMdjb3upVCqMGzcOn332GVavXo0VK1bg2WefRXBw5S/IWNHy8gvvqr0qTJkyBVlZWdi8ebNt25YtW5CWloYpU6YgLS0Nf/75J7p27Yrg4GBkZGTYvvr27Yv8/HyH4QXPP/88xGL7h5VKpRIqlQq7d+/GhQsX3O7fmjVrAAAvvfSS03MCwIYNG2A2m/Hcc89BLr/16J7necycORMAsHbtWpfXWL16NQBg9uzZdneEZTIZnn32WZjNZmzYsMHumLFjx9bYeQjlYTVkwJx3GaacWFh0iRAszhcDLA0TLLDqU2HOPQ9zzjlY9Slg1qK1Y3iJF1T1n3BxJA9FnaHg+Ip58M1LfSAPvd9pm0gRCpE80Pa9YMqDpSAepuyzsBTEQzDlVkgfSM1Um+IS4PmxieISxaXSmKxWxBfk4nB6Io6kJ+FGQS4sdzAsu8BswtX8bBxKS8DJzBQk6W6tIxgs98KUxm2dHhemVKNBBRZuqKfWoo7K+ZPbJxu2RnCJynVJunyczErFobQEXM3LRoGZ1l6rDB453K620ahLL2lZVntVePzxxzFnzhx89dVXeOSRRwAAK1asgK+vLx566CGcOHECALBnzx4EBAQ4Pcftk5plMpnDPmKxGCtXrsSkSZMQHR2NTp06YfTo0Zg4cSI0GtfDOi5fvgwApQ4buHjxIgCgUaNGDm3FcwWK96mo4539jLUJYwyW/KvIPfU/CIb/5ihwPBQRI6GMGuP2HCfBaoAp8zjyzy4CsxR98OJEcnhFz4As4D7wEhXE6vrwin4BBRc/sw2H48QqaJq/Al5RcQGfF8uhqj8BgjkfprT9tu0iVQS8Wy+0lRy3GtKQd/YdmLNO2PaRaFtC0+IViBRBFdYfQqqLp8cmiksUl1zJNxvxy80rmHboD9swNG+JDCu7Poj+YXWhFEvdOk+avhBLYg/jo3NHYWFF888iVBps6jUSrXyDIBeL8WKzjkjRFWBN3DnbcQ3UPvilz0MId5HU3IlwlQbb+43G0D/X43KJuUmjoqIxt0UM5GIxGGM4nZ2GYX+ux43CoiqwIo7D89Ed8FKLGATKq//zZG1CSVIV8PP3RfdunRzGfQNA926d4OfvenGwquLt7Y1Ro0bh22+/RVxcHDiOw65du/D8889DJpPZytc++OCDdmO8i3Echw4dOrh1rYcffhj9+vXD+vXr8fPPP2PWrFl49913ceDAAdStW7fUYxljZbaVVkK0tLa7Pb42EgypyDn2Apil4NZGJkAf/zNEimAo6gwD58bif4IuCXmn5gG4NQmaWQ3IP7sY4o6fgdc2BS/xgiK0P2T+HWA1ZIDjROBlfuBlfhX2FKmYSO4PTbMXITScDMGYBU6iLlpbSlb0tyiY85EXu8QuQQIAc86/yDuzCN6tXwcvpTLApGbz9NhEcYnikisXcjPx+H77whW5ZiMe2rsRp4ZMQgufQBdH3sIYw4b4i1gSa////0ZhHnpv/wknh0xClJc3QpRqfN65Pxa07oZkfQG8pTIEyVUVVtWupCbeftjb/1GkGgqRazIiRKFCgFwJn/8KMxT3rWT5bytj+ODcEUR6eeOZJu3A34P/HyqLxw63q0203hq8s+gVdO/WyW57926d8O6iVzym1OqUKVPAGMM333yDlStXQhAEPPXUUwCK7mKJRCLo9Xr07dvX4atPnz6l3nG7nVarxeTJk7F9+3Zs3boVycnJWL58ucv9GzRoAAA4d+6cy30aNy6abH/p0iWHtuI7bQ0bNqy042sjc+4F+wSphMJrP0AwZpZ5DiaYobuxESUTJLvzXP/BNnyPE8kgUoRA6tMCEm1TiBRBFZ4gFeMlaohVEZD6toZEXd+WIAGAYMqGOfOo0+PMOachmHIqpU+EVKWaEJsoLlFcul2B2YRFZw46bWMAPjh3BEYni63eLklfgLf+PeC0LddsxKG0BNv3Wqkcjbx90SM4Aq19gyolQSoWovRCa98g9AiOQCNvP1uCBAD/pCfaJUglvf3vQSTrnMdrcmcoSaoioSFBWPrxm/hzxxps3vA1/tyxBks/fhMhIZ4zbCcmJgYtW7bEpk2bsG7dOvTo0cP2OF+j0WDQoEHYu3cvDh50fHNKSEhw2OZKaqp9adnioQqlDRF4+OGHAQDvv/++XUlWxhjOnz8PoKj6lFgsxtKlS2E0Gu32+fDDDwEAo0aNcnmN4uEcH3zwgd01TCYTPv30U4jFYgwfPtytn7G2sORfc9nGTNmAUHYgYlYDLCUWZL2dtfAmmNX5m351KR4S6IrgInEkpKbx9NhEcYni0u10FjMu5DovlQ0A53IyoLOYyzyPyWq1ldV25t9s5+uiVacz2eku21INhTBV0FIZpAgNt6tCWm+NR9yZK82UKVPw7LPPQhAEzJs3z67to48+wqFDh9C3b188/fTTaNasGVJTU7F+/XpcvnwZcXFx8PEpfY5KbGwsWrRogaFDh2LAgAGwWCxYvnw5VCoVHn30UZfHde/eHRMmTMA333yDXr162YLT2rVrcfr0acTHxyMiIgKLFy/G7Nmz0blzZ4wdOxZyuRxbtmzBrl27MG3aNHTp0sXlNTp37ozp06fj008/RZ8+fTB8+HBYLBasWbMGR48exeLFixEZGVmOV7PmE2tc36HkZf4ALynzHBwvh0TTEJbcovVOeKkfwIsgGIoCkMirLjiRZ63xwIlLv0vIS9RV1BNCKp+nxyaKSxSXSlKJJWihDcCFXOcjGVr7BkElLjs2yUQihCvVSNDlgwdQV+2DbKMeWf89qWnr53kFWdr6ub55EaZUQyYSVWFvaj9Kkoidxx57DC+99BLkcjlGjBhh1xYVFYWjR49i/vz5+PHHH5GZmYng4GD06dMHP/zwQ5mBCACaNWuGrVu34o033sALL7wALy8vtGvXDl9//bXTiaklffXVV2jatClWrFiBmTNnwsfHBz179sTnn39uu/asWbPQsGFDLFmyBK+//josFovtmMmTJ5fZv6VLl6JNmzZYtmwZ5s6dC57n0bp1a2zcuPGeu1sHABJNI3ASbzCzY1U3Vf1x4N1YXJUTSYrmLkk0kAV1h1WfDDAGkTIUpozjkPq1Bi92P0kSzIUQzNmwFiaAE8khUoRU+LwlXuoDacB9MKX/7dAm8esATqKtsGsRQkpHcYniUkkqiRQvt+yM9fEXcPtsMBHH4bno9pCKyo4HIQovvNW6O5QSCeqrfXA5LxveUhkC5Ep8ceEEOvqHlqtfaYZCJOsKcaMwFyEKL4Qp1RU+LK+9Xwj8ZQpkGPUObfNb3YcQReUNA7wXcay0GYe1gNFoxOLFizF37tx7ouILIRXNUhCH3NMLYC2ML9rAS6Cq+ygUdYaCl2rdOofVkAlTxiHkX/gEEP4bBsGJoWowEbLgPhAryp5kCwBWUzZ0136E/sZG4L/wyIlV8G71OiTaluBEZd89dJfVkI7880v/S5SKriX1j4G66Qt2ZcIJKS+KS4TcnQKzCbuS4/Dkwd+Q+V/CEChX4tv7BqN7UB0o3HiSBABx+Tn438l9+Ol6rG2br0yBDT2HI8Y/DDKxezffbhTk4pG/NuNwRpJtWyONL7b2eRgNNBVbACU2Jx0P791ke5Im40V4uWUXTGvcFgHyu19wndxCT5IIIaUSe0VB2/4DMFMumGACL9GAk/mBF7lXYhUABGMa8s+9b7+RWVB4+UuINQ3dTpJM6Yehv2G/JgizFCLnxFz4dl0FsTLM7T6VRSQPgKb5SxBMT4JZCsGJVeClWhpqRwgh1cxLIsXg8AY4MXgi0g06cAAC5EqEKtVuV3czW6344dpZuwQJALKMejy4+2ccHzQBjb3LHi2RYzRgyqHf7RIkALiUl4Whf67H7v5j7dY4ulvNtAH4s/9YZBj0MFgt8JMpEKLwgtzNhI64j15RQkiZRDJfQHZnd8MEix66+A0u23XX10Ds1QAimbbU81iNmdBd+955I7PAmLof4rqj76iPrvASL/ASGr5ACCGeRsTzqKPSuFyAtSw3CnPxyfljTtt0FjP2pMS7lSSlGXTYnnTdadv53Eyk6gsrNEkCgGCFV4Wfkzii6naEkErFLHpY9Sku2wVDKpjVcXy144kEWA2uz2MpcB6kCCGEkNtZGHM6t6fY5VIq6JVUvJitK6Vdg3g2SpIIIZWKk6gg1rie/CxWNyizmhwAcLwUYq/6Ltulvq3vpHuEEELuQVJehHpqrcv2jgHuFW7wlsogLmVR9VB64lNj0XA7QjyQ1ZgNwZAGS8E18DI/iFWR4OUB4Ep5I3bGokuEVZcEqy6x6ByKYIiVIbZ2QbBA0KfAWngDVkMaxOr6EMkDIVJU3BopvEgGZZ3BMCRuvVW0oRjHQ1l3DETSsuf58FJvqBpNQe7x2Q5tnEQDqW+biuoyIYSQ2zDGkKDLx6XcLNwozEUzbQAiVBoEl7OCW4HJiCR9AU5mpSLbZEAn/1AEypUIKzFsLsugR6qxEEfTk2EULOgcEAZ/mbLc1ypNXbUW81t1w7i/f3VoC1V6ob1fiJOjHAXLVZjcqBW+uHjSoa1/aF0EKlR33VdSPShJIsTDWA3pyD09H5bc87ZtnNgL2nbvQaxp5HaiZM6/itwTcyEYM2zbRMpweLdZCLEqAoJggSXvInJPvAxmybftI9Y0gqblfIiV5St/WhpO6gvv1m+j4MJHsOoSAQC8PAheTaa7VUa8mETTGOoWr6Lgwqe2suRidUNoWrwCXu4Zi18SQkhtwxjDv9lp6Ldjtd3wsZY+AdjS+2FEenm7dZ5cowE7kq/jif2/wlhi4dMREY3wQYe+iPDyRpquEGvjz2Pm0V2wlijAPK1xW7zcojPC73AOkjPdAsPxbrveePvMQeT8tz5STEAYlsX0d3uuk0oixbxW90HCibD80kmYBCtEHIeHI5vg3fZ94CfzrHUAifsoSSLEgwgWAwouf22XIAEAsxQg5/iL8O38lVtPeSy6ZOSdnm+XIAGAVZeAvLPvwrvVfDCrEbknX7FLkADAkncJhZdXwCv6BYikFROMBH0SCi58AkXESFtSxMx50F1ZBVWjqRC5mSjxEi/Ig3tB6tMSgjkfHCcGL/V2uxQ5IYSQ8kvU5eOBXWsd5tf8m52O5w7vwHfdBsNbKi/7PPp8jN23xS75AYCNNy6hY0AYZjftiLjCXDx/ZKfDscsunkCPoAiMqlsxcckiWLHq6hkcTEvA5zH9IeI4SHkRTmelYdDun/HXgEdRT132OltAUSGFxe16YkbTDsg1G6EWSxGoUEEtcb8KLPE8lCQR4kGYORvGlF3O2ywFsBTGu5UkMVOO7YnN7Sy5sRDMeRAM6WDmPKf7GNP2QVV/PFABSZJgNUEX9zOsupsouPCJQ7vu+o+QeDdxu4ocx4mKhgTSWkWEEFIl4gtzkaIvdNq2NeEK0g16t5Kkn+MuOCRIxT45fxSjIqOx7OIJl8cviT2MroFhdkPz7lSKvhCfnD+GHJMBu5LjHNp3JcfhKTeTJABQiCWoW8ocJ1LzUOEGQjwIs5oAZnXZLhjS3TqPYCko4zoGWEs7FxPAhNIr9rhNMMFqSHPdbMyouGsRQgipcGl6ncs2hqKS2e6IL8h12ZasK4CVCUjQ5bveR18Ag9V1jCwPsyDYhtg5cz0/p0KuQ2ouSpII8SCcSAFO4npst1jturpbSbzMv5SLSMCL1XbnEilCIfaOtl2bk2jAiSpm5W5OpCi18pxE2wKcmCa2EkKIp2qgcb1OnloihbdU5tZ5egZHuGxr7x8CpUiM+wLDAQA8x6GVTyDa+QVDxosAAB38QqB144mVO5RiMZqUsg5SjyDXfSX3BhpuR4gH4eV+8GowEfnnP3RoE2ui3S5OwEu9IQvsDmPaPoc2RfhgcDJf8CIZZKEDIQ/sAqs+CYIxC+I6w8CYAMFqAP/fcDZmNcJqzIQ5+zQEYzYkvi0hUoQWLTDrBo4XQR72APQ3NoBZb7trx0mgjHoEvKgowFpNeRCM6TBnHgM4CaT+7cFL/cBLKIkihJDqEqJQoW9IlNNhaXObd3a7zHWXwHCEKr2QpHMc7bCwTQ+EqNQYXbcpsox69A+rj6MZSTAJVvyvZdeiuUJ1GsBPXlQIIduoR6KuADuSrkPEAfeH1kOIwgtamXtJVJDCC0va98ag3T87tNX10qKFT4Dt+2RdPi7mZeGftEREenkjJjAM4Qo1JCKRW9ciNRMlSYR4EI4TQRbUAwBQcGVlUQU3TgRZUC94NXoSIpl746NFMl+oGk8DJ/WFIek3QDCBEymhiBgORfhgiCReYCIFFKH9kHNiLiAYbx2rrAPvNovAiyRgViOMmceQd3q+3TBAsXc0vFu9DpE8wNnlHfujCIa2w1Lkn1sCS97Fom1edaFpOhsiRVEVPasxG4WXv4Qh6Y9bB14EVPUnQhExDLyk7DLhhBBCKp6/XIlv7huEN079jW+vnoFJsEIrlePVll3wRP0WbicLDTS+2NlvDJ4/stOWcEWqvPF+hz5o5VN0Y85fpkSgXIVBu9fZHTu2blMEyVsBANINOrx+ej8+v1By/tJuzG3eGbOadYSf3L2REF0Cw7GuxzC8cHQ3EnX54AAMCm+Ajzr2s817ii/IxQO71uJCbqbtOIVIjN/7PoIugWEQ85Qo1VY03I647aOPPoJarcbSpUsr/NyzZs2Ct7c3Nm7ceEfHP/zwwwgICMChQ4cquGdVj5d6Qx7+IHxjvoRvl1Xw6/o91E1nlbtQgVgRDK9GT8K381fwiVkBn5jlUNZ7zFb4QTCmI/fkq3YJEoCiAguXvoBgLoTVmIG80/Mc5klZcs9DF/8zmNW9cegcJ4JE0wDatu/At+t38O36LbTt3odE2xScSAIAMGefsk+Q/lN4dSWshTfL9bMTQu4NFJeqTphSjY869sX5YU8hduiTODVkImZEd0CAmwlJsWitP77rNhhnh07GicETsbv/GIyIbIyA/9YTulqQjddOOY6C+On6OexPK4oFRzKSbkuQiiw+ewhnczIctruilcoxMrIJ/hk4DmeHPolLI6bi+25DbAUY8s0mzD622y5BAgC91YIHd69DopMnYqT2oCdJxG3x8fEoKChAfHx8hZ/72rVryMvLQ1JS0h0df+XKFWRmZiI93b3CBp6O40QQKe6+ehsvVoIXOw9glsIbYFbnk3FN6QchmHNgyjwOMMHpPoaEX6GMGFmuhWeLynU7zrmymnKhi1vj8jjdjY3QaBqC4yVuX4sQUvtRXKpaFVXBLVjhhWAnQ/TMghWfnT/u8rh3z/6DboF18O7Zf1zu80HsYXTwD4FS7F684DgOYSo1wuA4WiHNUIhNNy45Pa7QYkZsTrrba0SRmoeSJOK2Dz74ADNnzkSdOnUq/Nzr169HSkoKwsLC7uj4f/75B9nZ2QgODq7gntVegim7tFZAMDuss1QSsxpcJlDlxiwQTK6rHgmmLDDBQkkSIcQOxaXaxWS1Iknv+ulMhkEHk2BFusF1tb1Ugw5Gq8XtJKk0RqsVgouS5QCQ6qIsOqkdaLhdFRJM+bAU3oA55zwshTcgmFyXufREHMdVSiACAJFIdMeBCABkMhkFonISqxu4bOOlPuDESkh927jcR+QVBYgqpsoQJ/Yq9VpS/xhwFXQtQoi9bKMeF3IzcTg9ERdzM5F924KhnoziUu2iFEswONx1bOoVEgk/mQL9Quq63OeBsHrQSNyrtlcWjUSKkFKKUrTxpd9vbUZJUhWx6tOQe+YNZB0Yh+wjTyPrwDjknnkTVr3r9WOqyrhx4yCXyxEbG+vQdvnyZSgUCsyYMQOrVq0Cx3H49NNPbe3jx49HUFAQcnNz8eSTT8LPzw9yuRzbtm0DAJhMJrz77rto2rQpZDIZOI6z+3r99dcBAAsWLADHcdi6davt3D179kT37t2RkZGBadOmISgoCHK5HH369MHVq1ft+jl+/HhwHIezZ8/abf/rr7/Qv39/aLVaKBQKdOjQAd9//72tXRAEfP311+jSpQvUajVUKhWGDx+OhISEu39hK5lVnwpD8m7kn/8Eupu/wqpLBhMsbh8vkvlB4tfBaZuq4VPgZf4QqSIg8qrndB+vxtPdLiRRFl4kgzJqDMA7rk7OSTSQB3UHx3EAAKsxE6ask8i/8CkKr34LS0EcBDPdzSPkTtwszMPofZvRdPOX6Pzbd4je/CXG7NuCm4XOF5quKhSXamZc0pnNuJyXhSVn/8Gzh3dg680rSCzH/yWO4zAkoqHTeU4yXoS5LTpDI5VhenQ7qJw8KdJK5XiifguI+Ir5eBumVOPddr2ctvUJiUSYqiiBYowhviAXP12LxbOHd+DLiydxPT8HFqGCRluQakFJUhUQTPnIO/deUVnjEsyZR5F3bkm1P1GaMmUKjEYjvvzyS4e2L7/8EgaDAU899ZTL49PS0tC3b19kZGRgyZIl+Pbbb9GjR1GFtmeffRZz585Ft27d8MUXX2DevHnQaDTgeR6DBw/GwIEDS+3bqVOn0KlTJ+h0OixevBjPPfcc9u/fjz59+sBoNJZ67Nq1a9G7d2+cP38eM2fOxKeffoqWLVviqaeewvnz5wEAc+fOxXPPPYeWLVviww8/xP/+9z/s27cPffr0gdnsXlGC6mApuI6sf55C3pm3oL+5CQXnP0DmwQkw510Ec3MIHC/VQtNsDhSRj9ie0vDyIGhazoMssAs4jodI5gdt20WQhz0I/DfUTaSKgHfbdyHxjq7Qn0mkDIVPx08h0TYv7iGkAV3g0/FTiBRFd+ushgzknnoNOcdmQn9jAwqvrkLWwQnQJ26DYKYJtISUR7ZRj8kHt2FnUpzd9h1J1/Hkwd+q9YkSxaWaF5d0FjO2JV5B9OYv8dLxPfjswnEM+fNn9Nr+U6mLyN4uykuL/QMex5A6DcD/d3OsS0AYDgx8Ag28im7M1fPS4uDAJ2zrLnEA+ofWw4EHHkdUBc4R4jgOA8PrY12P4bbzqsQSzGzaEd/eNxgB8qJiE+dyM9B+6zd4bP8v+OzCcUz95w+0+OUrHM1ILnW4HvFsNCepCgjmbIcEqZg58ygEczZ4afWVN+7SpQuaN2+OH374Ae+++y5ksqLH1GazGd999x26deuGpk2b4siRIy7P0bBhQ/z000922/Ly8vDVV19h1KhRWL58uW17SEgIpk2bhg8++AANGrh+rA4A+fn5WLZsGR599FHbNo7j8O677+L333/HsGHDnB5XWFiIadOmwdfXF8ePH0dAQFGp6kmTJmHp0qVQKovuUr366quYM2cO/PxuLSjn4+ODadOm4Y8//sDgwYNL7V91sBqzkfvvm2Dm2+7OCUbknvoffGOWu10JTyT3g1eDSVBGDAdjFnC8DCK5/237BMKrybNQ1XsMjFnBiRRur5FUHhwvhkTTEJrWCwFLAcDx4CRq8P8tNMsEK/SJW2HJPe9wbOGlZZD5dQAvcW+tDkJI0dyN2xOkYjuSriPVoIOPTFG1nfoPxaWaFZcAIFlfgLH7tjgkBVfys/Hqib1Y3vkBqCSOowWcaeTti+/uG4JMkx6MMWilcviW+L8o4nm08AnEhp4jkG0yggPgK5XD2801ksrDR6bAQ1FN0CUwHDqLCVKRCEFyFWSioo/QafpCjPlrCzJvu6mgs5gxbM96HB80AeH/lRMnNQs9SaoCrIyhQGW1V4UpU6YgKysLmzdvtm3bsmUL0tLSMGXKlDKPnzVrlsM2q9UKQRDg72//obv4++zs0goH3DJ06FC77zt37gwAuHTJecUZANi+fTuys7MxefJkWyAqVhyIAMDb29suEFksFoSHF632feHCBbf6V9WYORfWguvO20w5EIyZTttc4UQSiBRBECvDHBKkYrxIBpEiuGifSkiQShJJNRApQyFSBNsSJKCo0IT+xmaXx+mTd1RqvwipbXJNhlLb80ylPxWpbBSXitSEuAQAf6fehNXFU5N1cRdKLbbgjEYqQ10vLeqpfewSpJJ8ZArUU2tRV62tlASppFClFxpofBGh8rYlSACQbtThbI7zCobpBp3ThXNJzUBJUhXgJKq7aq8Kjz/+OJRKJb766ivbthUrVsDX1xcPPfRQmccX3+UrycfHB/3798e3336LdevW4ebNm9i3bx/mzZuHevXqoXXr1nfUV7m86I1Qp3P9hnv58mUAQPPmzV3uU2zv3r147LHHEBUVBYlEYrtLV1hY/cmrM0wwld5uqTmTrstHALO4DjaCMafqukJILeAtLf1DpUZaMZPf7xTFpZoTlwA4PEkpycIEmCuqGqqHMVqtpbYXWEqP2cRzUZJUBXiJj8sJ8hK/DuAlFTP5/W54e3tj1KhR2L17N+Li4hAfH49du3Zh3LhxTgONu7777jv4+vrikUceQUREBHr06AG5XI4tW7ZAIqn8cs6sjLHAr7zyCnr16oVr165hypQp+Pnnn/Huu+9Wer/uBi/RgBO5WryPB1+OdYtKEspR9KE6cCIVpL7tXLbLg3tUYW8IqfmC5ErcH+q8Stj9oXURVM5FQisaxaWaE5cAoHtQhMu2aG8/aNwcaleSIAgQPLz4gZ9MAbWLn43nOESoaB2lmormJFUBXqqGpuls5J1bAnPmUdt2iV8HaJrNrtb5SCVNmTIFq1atwjfffAOg6M2ptImx7njhhRdgtVrx22+/wWg0IiwsDC1atLDddassxWPKz50753KfuLg4LFq0CI8//ji+++472/a9e/dWat/uFi/zg6rhkyi48LFDmyJiBHiJ1u1zWU35EIxpMCT9AUGfBolPK0j9O0KsCq/AHlcMXqKCqtFTMP1zAmD2CZ1IVbfUkuaEEEc+MgVWdBmIJw/+hh1Jt4bw3h9aFyu6DKy2+UglUVwq4ulxCQAivDToGxKFXclxdts5AEs73Y+gUkpp3+5GQR6u5mdj1ZV/YRKsGF23KVr5BCKqAhayrWihCi+83aYnnj3iOOT7uej2CFJU/2ghcmcoSaoiIkUgvFu8BsGcDWYuBCdRgZf4eEyCBAAxMTFo2bIlNm3aBLPZjB49eqBJkyZ3dc4uXbpg9erVdtWCOI5D06ZNsWjRokqbgNqvXz94e3vjq6++wuzZs+Hre2sezYULF9C4cWPk5OQAAFq1amV3rKcHI46XQB7cG7zMD4WXV8CquwleFgBVvScgDeoK3s3hm4K5EKaMf5B/dhGAojubxrR94K55w6f9BxCrnZf+rk5iZQR8On2OgktfwJx1ApxIDnnYICgjH3Y5n4oQ4lodlQaruw9FqkGHPJMRGqkMQXKlRyRIAMWlYp4elwAgUK7CqvsG4avLp/HxuaPINhnQ3i8EH3Tog9a+7o9wuFGQi5dP7MXq67eSybVx59E5IAw/dhvicYmSRCTCmHpNEaJU4ZUTf+FSXhbClWq81qorhtZp5PIpE/F8lCRVIV6q9qikyJkpU6bg2WefhSAImDdv3l2dKzMzE6tWrcLIkSMxc+ZM6HQ6GI1GXLhwAe+88w5GjhyJGzduVMpiexqNBh9//DEmTJiAdu3aYcqUKfD398dff/2FH3/8ETt27MB9992HwMBALFmyBDKZDGKxGBs2bIDBUPpkZk/ASzWQB3WDRNsMEMwALwYv9bWtJeQOwZSF/Nj3UJwgFWPmXOSf/wialvM8LvHgRBJINA3h3WoBmEUHcDx4iRacqPKHyBBSW/nIFB6TFDlDcalmxCUACFWq8WqLLpjUoCWsjEEplsC/nMM2z+dm2iVIxQ6lJ2LjjYuYEd0BfAWtg1RRfGUKjIhsgq6B4TBarZDwIgQrVOWKycTzUJJE7Dz22GN46aWXIJfLMWLEiLs61yeffIJLly7h4MGDduO8Bw4cCMYYZs+ejbi4uEpbkXzcuHHw8/PDwoUL8frrr0MqlaJdu3bYsmUL+vbtCwDYtGkTpk+fjtmzZyM0NBSTJ0/GSy+9hMaNG1dKnyra3VSas+RdBpjzNTfMOWcgmPM9LkkqxkvUgMSzbzgQQioGxaUaFpd4HmF3WPK60GzC8ksnXbZ/dfk0RkQ2RpSX9g57V7nKM6SQeD6OlTWDsIYzGo1YvHgx5s6de1cTPUn5zZgxA59//rnTu3LDhw/Hzp07kZycDLWaPuxWB33CNuSfW+Ky3SdmBSQamudDSEWjuFR9KC55thyjAaP3bbabI1dSHZUGe/o/inoeNuSO1E70JIlUmokTJ+LLL79ETEwMJk2ahIiICGRnZ2PTpk3Yv38/VqxYQYGoGom9XY/r5xUh4MT2c5uYYAYTLOBE8rsaQiBYjQAYeFHlTpImhJDbUVzybFqZHCMjm7hMkgaF10eQ3H5oqM5iBgdAIb7zYdeMMRRazJDwvN0aSOTeRv8TSKVp2bIl/vnnH7z99tv49ttvkZCQAKVSiS5dumDPnj3o0YNKNlcnXqKFLGQAjMl/3NbCQd14OsTKEACAYMqDRXcT+vgNEMw5kAV0hSywK0SK8g1HsRqzYMm9CH3CFoAJkIc9CIm2mccO6SOE1D4Ulzxf75BINNT44nJelt12X5kCz0V3gEpS9PQ1SZePQ+mJWHHpFHiOw7TGbdHeLwQhyvINeYsvyMUvNy9jy41L8Jcp8VzT9mii8YOv3HPn6ZGqQcPtCLmHWfVpMGUchi7+ZwjGDIg1jaBqMAkiVSREUg0EcwF08eugu/a93XG81AfajkshVoa5dx1DJvLOLoY565jddrGmCbxbv0mJErmnUFwipHRX87Kx7OIJ/HDtLEyCgCF1GmBOi85orPYFz/NI0uXjoT0b8U9Gkt1xvYMj8X23IW4nSlfzs9Ht9++RordfpHdu8854sXkMfGQ04uFeRk+SCLmHiRSBUNQZ/N9ix1ZwIjlEMj9bu2DMcEiQAEAwZaPg8gpoms0BLy77bpsl95xDggQAlrwLMKYfgrJO5ZTcJYQQUvPU1/jgrdbdMa1xWzAwBMpV0Ehv3VD4PfGaQ4IEAH+mxONgegJGRpZdJr7QbML/TuxzSJAAYPHZQxhbrxklSfc4z6qhSAipFmJlMMTKMLsECQCM6f+4PMaUth/MnFfmuQWLHrqbm122GxK2QDDlut1XQgghtZ9cIkF9jQ8aaHztEqRMgw7LLpxwedyn548jz2Qs8/yZRj02xF9w2f7Lzcvl6zCpdShJIoS4JjgvEQ4AYAIAwZ2TAMxaymms/52LEEIIKZ3AGMylxBSzYIXgxkwSAQzWUmKPwWq5o/6R2oOSJELKqajKm+vkgTEGJliKPvy7YLFYkZ2dg4ICx8f8FU2wGGA15UKwmsp9rDSgk8s2iW9bcOKyx33zYhXkof1dtstD+oKTlm9NDcasRT+TpfJfP0II8XRWQYDRaoG5lLgjMAazYIVVKCUxMBiRlZ0Dg6HsJzF3K89kRKZBV2p/nPGTK/Fo3eYu28c3aAmtG8PktFI5+oZGuWwfUqdhufoFAAaLBRkGHXSWUm4wkhqD5iQR4iZmNUGwFICZ8wEAnNQbvEgJTiS9tY9ghmDOL9qH48BLfcCJFOD4oj81xhjS0jPx/Q8b8OeeA9BqvfHU5LFo0aIJ/Hx9KrS/gkUHqy4BuuurYdXdhFjdEIrIURApQ8GL3JssLpIHQRrUC6bUPfYNvAxejZ8uWtTVDVK/9hCpImEtjLc/jTyoKEniRG6dBwCs+hQYknfBmLoPnFgJZeTDEHtH39XCuoQQUhMJggCjYEW6QY8CixFiXoQguRJykdhWylpgDEarBWkGHQotJkh5MYIVKshFYoj5onvlBoMR167F44sVP+LSpato0rgBnnryUURF1YFSUbHzclL1hTickYQPY48gz2zE8IjGeKx+M7cXiOU5DqPrNcUXl04grsB+qHZjjS8GhNVz6zxaqRzvt++LmN++dUhqHopsjEiVt1vnAQC9xYxrBTn4IPYITmSmoKHGF3Oax6CRty/UEirOUlNRdTtC3MCsJlj1iWC3PY3hRHKIFCHgRFIwwQxL4Q1AsH9Ez4lVECmCwPESJCal4IFBTyA3134uz9jRw/DS7Gnw8XH/Tbn0/pphSNuH/DNv2TdwPLzbLILUr4Nbax0JpjyY8y7CWhgPQ9IOCOY8SHxaQB7SHyJFMMSqcLf7ZDWkw5C8G4bE3wBmhSz0fihCB0CkCHL/HLokZB+ZDsGUbbddGtQT6ujnIJJWbKJJSGWguEQqSqHZhIt5WQ7Dy4IUKgTJVZCKRMg3m3ApLxO3f9oLV6nhJ1WAB7Bz935MffpllPxIyHEcvly2GL17dYVYXDH31NMNOjx/eAfWxJ232x4oV+LAwCdQX+3ee3iSLh/nczLxe+JVbLl5GTzHYWREY/QKiURzbYDb1e0sgoBr+Tl4/9xhbE+8Bl+ZArObdUKfkEgEKdw7B2MMu5Pj8MCutbDe9iJ/e98gjIqKprWXaij6rRFSBqvVCsONjSi8vNxpu7rpLMhD+qPgygro4392uo+23QcwyRvh9Tc/dEiQAOCnNZvx2KMjKixJEkyZKDi3xLGBCcg/+w58Yr6ASB5Q5nmsxnTknngJIlUk5ME9wYmUMOdfRu6pVyD1bQ9Ny1fB37borCsieQCUUaMgD70fAMBLvMHx7j9BEqxGFF7/0SFBAgBT6l5YIx+iJIkQcs+4UZCLsfu24GB6otP2k4MnIlCuQrc/vse1/ByHdikvwvlhT0GWb8CLcxbi9nvmjDG8OHchfv/1O4SGlm9dPFeu5mc7JEgAkGbQ4a3TB/B5TP8yF4VljGFj/EU8f2Qn+oRE4alGrcEYw++J17D47CF8320wHq3nejheSWKeRyNvX3zcoR+yW+kh4UXwlyvL9TMl6gow/sBWhwQJAKYe+gPdgiIQ5VUxsZ1ULZqTREgZmDENxpTdLtsNSTtgNabDkLzT5T76hK0wGozYuWu/y3127tp3V/0syWrIALManLYJpiwIphy3zmP6r7qdtTAehVe/RcGlZTAm7wIEM0wZ/9iGHrqL43iIZL4QyXzLlSABADPnwZDyp8t2Q9KOcp2PEEJqsnyLyWWCBAB/Jscj06h3miABgEmw4mJuJrKzc5GX5/y9PCcnD5mZzo+/Ez9di3XZtjbuPDKN+jLPkWnU4+vLp8EA7EqOw5zjezD3xF78lXoDALD84knkmpzHP1fkYjFClOpyJ0hF/dEhSVfgtE1vteBmYdlVYIln8ugnSefOncOCBQucto0fPx4DBw6s2g4R4lKtHrVKCPkPxSVSU7AKiksVdZ4yr1O7Z3+QGsijk6T4+HjwPI/p06fbzZ8QiURo1apVNfaM1EaMMTBTDhiY3VAwThYIWXAfWPKvOD1OHno/RLJAyEP6uRxupwgfBJNcjn59u2HP3oMYOqgXOndogrx8HX78eTcuX76O+/v1qLCfRST3ByeSgxMpIAvpB5HMH1Z9MgzJu8DxEvBSrVvnkQXEoPDKV07bpP4x4Nws3FBMEARkZuUAjMHXVwuRyP2nSZxEA3lw76I5TU4UD+MjpDJRXCJVzWi1IMtogJjnEVDiSYdGLEWXgDCXT5P6htSFn0yBemqty+F2jb39IOMN0GjUkEjEGPLwgwiOCEVyfCJ++XkbBEGAv3/FFcUZW68ZPr1wHK18AjEysgkUYjGOpCdh881LGF23KfxkZS9O7idTYFLDVnjuiPPRG1Mbt4W3tHzFJgwGI/Ly8iGWiOHroy3Xsf4yJUKVXk6fJinFEkSoyle9lXgOj06Sbty4gaCgINx3333V3RVSy1kN6TCm7oM+4RdAsEAW3AuK8EEQKYIhEokgC+oGQ9J2WAvj7I4TqxtC4tsGnEgCZcQIGFP2QjCm2+0j8e8EkVckvGRKzHv1Ofxv5sOQ5+8AX/AL+Doa9H1vOHKtUQgJDqywn4eX+kHTdjGYIaNoqJ/+L4i9IqFp/hI4qS94mb9755EFQB4+FIaELXbbObEKXo2muD0fCQCSk9Pwy9YdWLP2FwiMYfjQ/nh45CCEhbk31p0XyaCq+yhM6YccCzcE9oBIGep2Xwi5UxSXSFURGMO1/Bx8fP4otiVcgUYiwwtNO6B/WD0EK7xQx8sbH3Xsh17bf0ThbdXZXojuCB+ZHCFKL3zT9UH03bEa5ttKbX/UsW9RcQeFF77+/mMkMCOWJZ7DpYJkNG7lh9ceWIRwTobAAPtFxu9GfbUPfu/7CP7NTsOP12KRZzaid3AktvUZhYYa3zLnIwFFBSWGRTTCF5dO4lxOhl1be79g9AiKcLs/FosFN24mYcVXP2Lf/iPQajV4cvJYdO3cHgFu/tyhSi9803UQBjop3LAspj+CFe7HSeJZPLq63auvvgofHx/Mnj37js9BVYRIWayGdOSe/B8s+ZfstvMyP/h0/BQiRdGHeIsuEcb0Q0Vzcjge8tD+kPp1gLjEh3OrPhWGlD0wpvwJTiSDIuIhSLTNIZIXvdlaCq4j+/DTDvOFpIE9oGk6w+0nPGVhViP0ib+j4MLHDm2algsgC7rP7bLbgikH5rzL0MWtATPnQuofA0XYQPCKYHCce9Mak1PS8Pi453D5Spzd9rDQYPy85gu3EyWgZAnwv0qUAG9KJcBJlaC4RKrKxdxMdNr2LfLM9msWDQyrj6+7PogghQpGsxnXCnOx7OIJ7E+9iUCFCs9Hd0AzrR8i/yupbbRacC0/Bx+dP4rD6Umop/bGS807I9rbD95SOUxWK366HouJB7Y59OHbroMwum5TSMrx1L80qfpCjP/7V2xPum63XSOR4fCD49DY2/2ELKEwD9sSruLry6fBcxymNW6DvqF1EaZ0f4TDxUtXMXTEJOj19jH5wYF98NbrL8LXV+vWefQWM67l5+CDc0dwPDMFjTS+eKl5DBppfKGR0t94TeWxT5IYY7h58yZatGgBxhgMBgPkcrlbZYsJKQ9zTqxDggQAgjETuoRf4VV/AjheDLEyDOLIhyAL6AZwgNhJ6WqRIqioglvYA+A4EXjJrRKigrkA+ReXOS2oYEr7C9a6YyosSRJMWSi4tMxpW/75DyDRRkMkd+/JFS/VQubfARJtUzDBAl6ssq375K79fx9xSJAAIDEpBZt/2Y6pTz3m9tA7kSIYyrpjIA8f7PAaE1KZKC6RqpJvNuF/J/5ySJAA4LfEq7ian40ghQoyiQTRWn8satMD6UY95CIxgm8rfy0TiRGt9ccnHfsh32yCQiSGSnJrfb9kfQGeO+x86NqzR3aie3AEIiuoOtulvCyHBAkA8sxGLDi1H191GWjXt9KEqzSY0rgNHo5qAg6AjxtD9eyumZePt97+xCFBAoBtv+3GtKcedztJUoglaOYTgM869UeBxQSlWAKlG0/FiGfz2CQpNTUVBoMB27dvx6+//gqz2QyZTIY2bdpg7NixCA52fufZbDbDbL712NlorPxVo0nNJViNMCT97rLdmLwbyogREMlu3d0SK0tf14fjeIikjgGFWQpgzjzm+lrpByHxbuxGr8tmNWQAgslpGzPnQTDlup0kFSvP0LqS8vILsH6D4x3KYpu2/IFHHh5crnHvHCdy+hoTUpkoLpGqkmMyYMvNyy7b114/jy6Bt9apU0llUJXxxEJWYoHZktIMhSiwOI8XeWYj0g26CkuS1lx3Xd1u442LeK99b7eTpGK+5UyOiuXlFWD/30dctu/cvQ8tWjQp1znlYjHkFbSmFKl+HvublMvlGDRoELy8vBAeHg6LxYLz589j165dOHv2LBYvXozAQMcPeZs2bcL69ett3/M8j+jo6KrsOqlBOHAA5/puT9ETk4q6S8wBHA8wq4trVdxdpzKH0rk5TK4iiHi+1IUIJWIxeJ5WIyCej+ISqSocitbwsVgFp+2yChr+BgCiMuIBX4FPSmUi13FOwosqLNq6g+M5iEQ8LBbnMVkqLV+yRmofj02StFotnnjiCbttXbp0Qd26dfHFF19g48aNmDp1qsNxw4cPx6BBg2zfG41GfPLJJ5XeX+LZGBMgGLMBCODEXuDFRXeeOJEUijpDYUo/4PQ4edigChsCx0k0kAX1gNHFWj+ywK523wvmAjCrHuBE5Z5vw8v8wIlVYJZCxzZ5IHhJ1T2FUamUGPf4SBw4eNRp+2OPjnB7SEMxnU6HvLwCcDwHfz/fclXJI+ROUVwiFU1vMSPLaAA4IEiuhPi/qqp+MgUeq9cMX10+7fS40XWbVlgfAuRK+MsUyHCyRlGgXInA29YOStUXwixYoRJLyj3E7dG6TfHROedPb56o1xx+svKvU3SntN4aPNC/F37dtstp+/19u5f7nNnZuTAYjZBKJPDzo8XNa7oad/u2Z8+eEIvFOHfunNN2iUQCpVJp90XubVZDBnRxa5F9eBqyDk5AXuy7sBTEgwkWAIBYXR/SgC4Ox4m86kIe0sft4gRl4cUKeDWYBF7qmPAoosbYKs4JFj3MuReQe3o+sg6MR87R56FP/B1WY7bDcS6vJfODutlcOPyJcxKom70Mkdy96nYVpU2bFuh2X0eH7S1bRKNPr65OjnDOYrHgytU4vPTyIvQbMBZDhk/EF1/+gJTU9LIPJqSSUFwi5cUYw5W8bDx3eCda/PIV2v/6DRac+tu28KhCLMErLbsg3EkRgmeatEWkquJudIUqvPBDt6EQ3xbrxByPH7oNQeh/fUg36LDm2jn03v4jmm5egWF/rsfBtATkO5k35UqUlzemNGrjsL2OSoMXm8dU6VA1lUqJF2dNRYCTod5PT30CQUEBbp8rL78ABw8dx4TJM9Hn/tEY+/iz2L7jL2Rn51Zkl0kV8+jqdq5MnDgRMpkMy5Y5n5heElURurdZjVnIPT0flpyz9g28DL4xX0DsFWXbz5J3Gfqbm8EEMxRhD0Di0xIiuftvkm73SZ8KY/oBGNP+Bi/xhiJiJESqCIikRWspGDOPI/f4i7h9gVp52APwajQNvBtrExn0+TBn/AOpXA1j2n5YdUkQe0VCGtAFZpMR8oBOEJdz3PfdSkvPxJkz5/HdDxtgtVoxZvQwtGvbAsHlCERXrlzHoGETHCbatmndDF8ueweBgVWb/BFSjOISKY+r+dnouHUVsk3272WNNb7Yef8YhP+3ts6Nglz8lngVP8ddgI9Ujuei26Op1h/+8opNtA1WC67n5+DLS6dwOjsVrX2C8FSj1ohSayEXiZFrMuDN0wfwgZOnQBt7jcTQOg3dKmASl5OF3Wk3IBdLsD7uPPLMJvQJiURzbQAaqLzR1K/0Ob+VITExBTt27cOOnX/Bx0eLieMfQf16kfDxcS8RtVqt+OXXnZgxa4FD28wZT+HJyWOgVNzZvClSvTx2uJ0rmZmZKCgoQIMGDaq7K6QGsBbEOyZIACAYUXB5BTQtXgEvVkEk84UooBMkvq0BCOBFlfeGJlIEQVFnOOShD4DjReD4W8mK1ZiJgvMf4vYECQAMib9DGfmIW0kSM2VDf+Fd6MFBFhADsVcUrPoU5J58GZxIAZHXFxBLwss8T0UKDPBDn973oUuX9gBjUJQzaBQW6vDeB8udViI6eSoWly5foySJVAuKS6Q8jFYLPj531CFBAoCLeVnYn3oTY+o1AwBEeHljauO2eKxec0g4HrJKetIi/68C3nvte0FvtUIhEtmG/gFAmkGHD10Mk5t+eDs6+IUgTFV2bDqfk4EnD/0Of5kCg+o0QKhSjU03LuF/J/dhUGg9rOz8IPy9qrZiaVhYMMY/8TBGPTQIEom43HORUlLTMf+ND5y2ffLp1xg+rD8i6oRVRFdJFfPYJCk1NRWCICAkJMS2jTGGNWvWAAD69OlTXV0jNYgxda/LNlPGP0VzdkpUbeNFVXNXl+M4cGLHJIFZCmHVOV89HQDMuech9oos8/xWQzrAioYTGtP2O1xDMOUCqNokqZhCXr6V0Ivl5RXgzz3O544BwC+/7sR9XR2H9BFSUSgukYqQadRj0w3HZSeKfX/tLIZHNIK8RAlpryp68i/mRVDzjnM8z+dkOLl1VyRJV4Ask96tJGnjzaKfO8Oox6orZ+za/kiOQ57ZCH9U/bIOHMdBpbqzp3PZ2bnIzc1z2maxWJGYmEJJUg3lsUnSJ598gmvXrqFLly5o0qQJTCYTjh49inPnzqFfv37o1KlTdXeR1ASllK3meDkqrnJdBSmjKp2zxMrpfmVUyivvOkeegOM4yOVymExmp+1qDa2XRCoXxSVSEUQcV+oaOmqx1OMqfpa15o/Ezf6qxa6TPYVY7GkR2S2SMp7uyWRUJa+m8qy/whLmzJmDoUOHIi4uDqtWrcK6desAADNmzMCTTz5Zzb0jNYUixPWdXXn4g+Al2gq/Zn5+AZKSUpCcnAaTyfnaE4IpD1Z9GqyGdFsBCQDgJRpIfFo7PzEnhkTd0G6T1ZgFqz4VVmMmSk4v5GV+4CQap6cRKUIBsfM2T1BQUPjf65cKvf7WhGA/Py3GjB7q8rgRwx6oiu6RexjFJVIRAuUqPNO4rcv2Z5q0g9TJ05y7lZGZhcSkFKSmpsPVdPRkXQFuFOQiRV9gt72hxtdlotTWNxj+JarSWQUBiYX5uFGQiwyDzm7f4mGEzoyLbIpglefe7MrKykZiUgpSUtNhtd4qG+7jq0XdqDpOj9Fo1AgOKt+ahMRzeOztZI1Gg9GjR2P06NHV3RVSg/HyQCjrPQ7dte/ttouUdaCMeAhcKWs2lJfFYsHVq/F4+51P8de+fyCTSTHqoUGYOuVxhIUWLTIpWI2wFlxDwcXPYc45C06sgqLOMCjqDIVIHgBeooa66QvIPvo8mCmnxNk5aJrPAffforaCKQ+m7NMovLwCVt1N8LIAqOo9AWnQfRBJtZAoA6GIfhW6M6/aht0BACeSQxH9MpSaEHgaQRBw/fpNvLvkc+zYtR8SsRjDhvbHs89MQJ06oZBIJBj/xMP4c88BXL5sv2L7M1OfsL3GhFQWikukInAch5FRTbDm+jn8k5Fk1zahQUtEa/1cHHlncnPzcezEv1j0zqe4fPk6AgP9Mf3p8Xjwgd62RbwzDDpsT7yGeaf243pBDup6afFmm+64P7Qu/OVKhCi88FO3IRi5dyOsJRIsrVSOb+570FZIIkmXj68vn8ZH/8256uAfgg869EErnyB4SaQIV3jhxSYd8N4F+yUhGmt8MaNZRyjKWBC3OuTnF+DM2Qt46+1PEHvuEvz8fDBl8qMYPvwBBAb4ITDAD0s/fhOPjH0ahYW3kkKJRIzPly5EYGDF/j5J1amR1e3Kg6oIEcGcD6suCfrE38DMuZAF94bEO7rCK9dduXIdA4eMh9FoXw41KqoO1vz4GUKCA2HOOYfso88CzH6BQLF3NLxbvwnRf0mQVZ8CU+ZxmDIOg1eGQRHaH7w8CLxYASZYoE/YioILHzv0QRH5MFT1x4MXK2Ey6iEYUqFL2g2RMR6CohEUId0hVoZAXMbQieoQF3cTDw4dh4IC+zuPwcEB2LhuBcLCipKglJQ0nP73HDb/sgNabw3GjB6KiDph0Go99+kYISVRXCJA0Vyef7PTsOrKv1CKxHiyUWs0UPsiQFFxleusVis2bdmOWS++4dA2dvQwvDznGYiVcrwfexjzT+132OetNj0ws2lHyMVi6C1mxBfm4cdrZ3EuJwO9Q6LwYHh9RKq8wXEc0gyFeHzfr9iZbH8TiwOw8/4x6B0SBQBIzstBfGEeVl49g2yzESPCGqBTQBjq+XhmMrFz135MnvKiw/YHBvTCorfmwsfHG1ar1VYl7+jR04iOboihg/shLCyYFqWtwShJIvcUxoQKW/eopMJCPV6auxBbf3O+KN1nn7yFgf06IOfEy7DknXe6j7bDx5D6tCyzv1Z9KrIOTgSz2icTRXj43vcdxEr7SaKCYAHvwfOQTCYT3lz4Mb77YYPT9rdefxGPPzbSbpsgCB43bp8Qd1BcIiUJjIED3CqhXV5JyakYOPgJl+v17N21DvDXIHrzlzAJVod2GS/CuWFPoa5aa99nJ++/xzKS0XHbKqfXifb2w5/9xyJIYT+czioIEHnw+3hqajqGP/QkEpNSnLbv+O1HNG5c324bxaba465/iydOnMDYsWPRvHlzBAUFITAw0OErKKjq694T4kxlJEgAkJefj337/3HZ/uvWXRAsOpcJEgAYMxzLqzrrr2DOdZEgAYAAQZ/qsNWTEyQAyMnNx597Drps/+2PP+2GMQCgIERKRbGJ1BQ8x1VKggQAuTl5pS5oeuVaPNINOqcJEgAYBSvSjY7xxtn7777UGy6vcz43E3lmxzm6npwgAUWLxLpKkADg9BnHmE6xqfa4q09Ou3fvxoABA+wmsBFyLxLxPDQaNfLyC5y2+/pqwXEigJcBgvPVyUUS9xauK7muktN2NyvgeRKxSASNxgtwUf1cq/WGuApXYic1G8UmQopIy6ispvZSQSoqvUiEzM0iEn4y17FHzPGQVNJNysoklUjAcZzLQhdabxrmXZvd1f/YGTNmgOd5fP3118jMzIQgCC6/CKnN/P19MX7cKJftY8cMAy/TQhHmugKbNCDG7vubNxNx+fI1XL9+A3q93radk3hD5FXX6Tk4qRa87Na4bqvViqTkVMTFJyAlJa3a/xbz8wtw82YSbtxIRE6JdSV8fbWYPHGMy+PGj3u43GVU09IzEBefgITEZBiNzqsMktqJYhMhRXx8vNG6lfOKchq1F+rUCUWgXIkIlfMP+1Fe3giQ35ojZTAYERd3E5cvX0P8Dfu7WvcF1YHIxROxUVFN7M6j0xuQkJiM+PgEZGZml/fHqnAZGVmI/y9eGAy3bmT6+mrRs0eM02NkMhmaRjd02uaKp8VkUrq7SpIuX76MJ554AhMmTICPj09F9YmQGofneQwZ1BedYxzLur7w/JOoUycUHC+FMmqM0wRH3ewlW3KTlpaBzVu2Y8xj09F3wFgMHDIOi979DDcTiqogiWQ+8G75mmOJb14G79ZvgZf5AwDS0zPxxZc/YMCDj6NH74cwaOh4/LR6MzKzqj4gMcZw5Wocpj//Grr1GoluvUZiyrS5OH/hCiyWoup73bp1Qp/e9zkcO2H8KDRs4DwpdCY/vxB79h7EI2OeRo/eD6F3v9F4c+FHSE5Jq7Cfh3g2ik2EFPH10eKDJfMQ8F8Vu2IyqRQrlr+LoEB/hCrV2NhrJNS3LVirkciwoecIhCqLFolNSEjGBx+twKCh49F3wFg8MnYa1qz7BSn/vbeGKLzwU/eh4G9LlOqrfbCwbU+o/jt/QmIyXvnfYvTs8zC6934Ij417DkeOnoJeb6isl8GlwkId/j5wFKMfewbdez+EXn1HYf7r7yMpqWjYulrthdfnzUJoiP3QXLFYhC8+W1SuynW3x+TBwybgpzXVE5OJe+6qcEPdunUxZswYvP322xXZpwpFE2RJVUpPz8S1uBv444+98PJSYdDAPggODoS3962VyK2GDFgKrsOUfgi8zA+yoG7gZf7gxUoIgoD1G37Di3Pfcjh355i2+GDJfISGBIExBsGQCnPOWZizYyFS14XMrwN4eQA4Xoz8/EIsWrwUP67Z7HCemS88halPPlalC9zduJmEQUPHO6xKrlDI8fuv36Fu3QgARXfzbtxMxLbf/oRUKsXgB/sgJCQIPj7uDUUEgD17D2L8pJkO21s0b4KVX72PwADPrKBEKo6nxyaKS6SqJSal4OTJszh89CQa1K+LXj06Izg4EFJpUaVTgTHcKMzFnuQbOJ6ZjPb+IegZHIkIlQY8xyE1NQOvznsHO3c5VsB77dXn8cRjIyGVSlFoNiFJX4AtNy4hvjAP/UProbVvEMJVRTEwOSUNj4x9GvHxCXbn4Hkem9avcPnUq7Ic+uc4Rj/6jMP2Ro3q4YdvP0FQYNFNx6TkVPx75jwOHDyKyIg66NvnPgQHBUAud+/vNz+/EG8v/gQ/rdni0FYdMZm4566SpHnz5uGXX37BqVOnKrBLFYuCEalJ4uMT8NDoqUhLy3DavmXD12jduuwgcj3uJnr1HeV0HLVMJsPuHatRJzz0rvvrDqvVis+/+BZLPvjSafsTjz2E1159rkLKpKalZ2LU6Km4HnfTafuGdV+ifbuWTttI7eHpsYniEqlpzp2/hAcGPeG0TaNR45dNK10uqFrSjp1/4cmpc5y2derYBl8ue6fKlnPIzMzGo088i/MXrjht//G7pbiva4cKuVZc3E30dBGT5XIZdm2vuphM3Of2cDudTufw9fzzz4PnecyZM8dpe8kvQkjZCgt1LhMkAPjXSSUdZ0pbUd1oNCInO89pW2UoLNRhz95DLtv/PnAEuXnOC16Ul65Q5zJBAoAjR09VyHWI56DYREjlu3TbAt4l5eXlIy8v363z7P7zgMu2o8dOQ1di/m1l0+n1LhMkADh46FiFXSs5Jc1lTDYYjMjJqbqYTNzndrkotVrtsu306dNYsmSJy3aO42zzDgghrkmlUvA873Iyp/9t48pd8VKVvhihu0MEKoJE+n/27js6qqpr4PBves2kTXog9N6VJqCIgiiIqIgFLOirn4oNe+/11VcRsfeOioIdFXsBRBDpvYSS3pOZTL3fH4EhcWZCQiaV/azFWmbOmXtOBsnOvvecfXS1zjsuLga9LjKV67Q6LQa9Hpc7dKGGxP1LJ0TbIbFJiMYXFxtTa7vRaKzTdVJSwpfdj42NbtLy2Rq1BovFHHS8xAFJEYwXVqul1vamjMmi7ur8m0m7du0arY6/EKJKXFwMY08YRUlpGVPPmojJaEStVvPjT3/wzXc/07OOlXTsCfGkpiSxLyv4zKTevboRFxdTr3mVl1dQUFiMx+3BajWTlJQQ9POgpKSUouISvF4fUVHWQIAxGY385+Jz+ebbn0Ne+/LLzic6QmVU7fFxTDlzAu++vyCoTafTMuTo/hEZR7QcEpuEaHzt26Vit8dx3LHDGHvCKBRFwe32MP+TL/F6vXXeNzpxwgnMnvNKyKcql8w4J6jAxKEUFBRV7XVVqYiJtoWMbbm5+ZSWlaPVaIiJjQ6U7bYnxDHt3NN56ZV3g96jVqs57rjh9ZpLbRIT4klJSSQrK7iAUJ/e3YmPkwIzLVGdk6SdO3c24jSEEFCVJN1x29V8/c2PPPjwHAoLi9FqNYw/6Xg+mvcCqSmJdbpOclICr778BOdMm1mjWEJSUgJzn36A+Pi6/0DevWcf9z84m8Xf/4bf7yc5OYG77riOY0cOwWaruou/fUcmt9/5GEuWrgAgIyOdh+6/iaMG9cNsNtGta0euuvIi5j73Ro1rn3fOZAYN7FPnuRyK0Wjg6pkz+GfNBtau3Rh4XafT8tIL/yU5OSFiY4mWQWKTEI0vPT2FD957judeeItrZt2N2+0hOtrGxRdNZfJp4+tcECc1JZH//fcubrzlwRorJkaOGMyUMyegOcSZTQe43R7Wb9jCrbc/HFgy17dvDx57+Ha6d+uEVqvF4XTy99/ruP2ux9i5fxn28GGDeOj+W+jcOQO9TsclM85hxcrVrFi5JnBtjUbDs3MejOiTpKSkBF576QnOmX5VUEx+5ukH6n3jUjSNBhVuqAtFUZr1Lp9skBWtic/nY94Hn3H7XY8FtQ3o35tXX3q8zkvuFEVh374c1qzbyNatO+ndqxvdu3cOKmVam+zsXM6eNjMQYKp79aXHOfGEUezZm8Vpp19CfkFhjXaVSsXCj18JVCsqLS0jN7eAX35bhtfr47hRQ0lKshMTU/fKdXWVm1fArl17+HP5KhIT7QwdMoDkpISIFIcQbUNzxiaJS6K1KSws5ppZd/Prb38Gtd1y85VcevG56HS6Ol3L4XCSm1fAH3/8RXFJKSOOOZq01OQ6xzaAbdt2cfLE84OWVpvNJr7+4m06ZKSzevUGJp1xcdBTq7i4GD5f8Drp6SkA5OUXsnv3XpYsXYndHsfwoYNITLRHfAlcJGKyaFoN2gjQqVMnbrzxRq688sqQ7YqiMHjwYC699FL+7//+ryFDCXFEyM3N54mnXgzZtuqfdezbl1PnQKJSqUhLSyYtLRnGHd58Nm/ZETJBAnjw4TkMGtiX3//4KyhBgqp//4/+9zlefP5Rom1R2Pb/6dKlw+FNph4SE+JJTIhnsCyvOyJJbBIisvLyCkImSADPPvcGkyaOJT0tpU7XMptNdMhIp0NG+mHNxeVy88pr74Xce+pwOJn3waf832XT+e//ng+5rK+wsJhfflvGeedMBiDBHkeCPY5BA/se1nzqKhIxWTStBu2Q27lzJ8XFxWHbVSoVnTt3rnXjrBDioIoKB4WFxWHb12/c0nSToaraUDg7du7G5/Py009/hO2z6p91OCqarlqRECCxSYhIq61qaHm5g/KyiiabS1lZOX8uDx+b/liygvLyClatWhe2z08/L8Hn8zXG9EQb0uAyIrUtV/B4POTm5rJv376GDiPEEUFvMKDVhl+TnZJctz1JkXJgOUIoUVYLarWGjA7h7wYmJSXU+v0I0VgkNgkRObXtY1WpVE1anc1gNNRaqTQ1NQmdTkdCLfukMjLS67z/SRy56rXc7vHHH+fxxx+v8drDDz/MU089FbJ/eXk5LpeLkSNHHv4MRcQoioLflY/iKQWVBpXOhsZQv0oyTa2svIKC/EIczkqirBYSE+2HdSp1YWExhUXFuN0eYmOiSUyMD/oBmZ9fSGFRMX6fn5hYG0mJwRXcIsHlcrMvK4eSklKMBgMxMdGBggL2+FhOm3QSH3/yVdD7/r1Uzel0kZefT3m5A4vZRHx8HFZr7aW/QyktLaOgsBinsxJblJXExPjA3p3hwwah1+twuz1B77vogrOw2aKYcvoEXnjxnZDLGq68/IJaA5UQkSCxqXVz+bxkOcop8bgwa3UkGsxEG+pWUrq5FBQUUVhUjNfrIybGRnKIip+HoigKOTn5FBeXoFariYuLCVpO7fP5yMnNp7i4FL1eR1xczCHLcR+u4uJS8gsKKS+rwBplISEhnuj9xXnS01NITIgnN68g6H0nHD+iRhJVXFJKYWExlZUuom1RJCba0R3GMQ/hYnKU1cLMKy4Me47RZf85j+SkBGZecSE33PxAULtKpWLqmRPrPR9x5KnX/7UnnXQSubm5bNu2jW3btpGfn09FRQUVFaEfs1osFsaMGcNzzz0XkcmKw+f3VuIpWkXZ+v/hd1UdVqqxZGDreztaa2dU6pZ3R2VfVg733v8k3373C4qiYDAYuHjGVC6ZcW69yoRu3bqT6268lzVrqqqdxcXFcNft13LiCSOx2aLwer2s37CFWTfcx9ZtOwFITk7gkYduY9iQgZjNpoh9T9k5eXy96EeenP1y4PC9QQP78Ngjt9OtayfMZhM3Xf9/bN+Ryd9/rw28zxZl5Z03nw48ScrNK+C559/k3fcX4HZ70Gg0TDh5DLffdnW9njbt3ZvNHXc/xk8/L0VRFEwmI/936TTOn34m9vg4kpMSeePVJ7nksptwOisD7zv+uOGcf/4UdDotqalJPDP7AWbdeC8ez8EzZ6ZOmcgJx49o6EcmxCFJbGq9cisreG7jSp5YtwyH14MKODmtM88OO4kMa+SLujSU3+9n46atXHf9fWzavA2o2gP5wP03MfKYwYc8D+cAh8PBkqV/c9udj5KTkwdA1y4deOp/99KzRxe0Wi0lJWUs/v5XHnj4aYqKSoCqCm6zn7g34ns79+zJ4n9PvcRnX3yL1+tDq9Uw+bSTmHXNpaSnp5CclMCbr89m2gVX11gS3rNHF+6/90aioqwAZGbu5ebbHmLJ0pUAWK1mZl1zKWecfnKdK7iFi8mPPnQbQ4cOwmwy0rtXN6695hLmPPNa4AadWq3mtltm0rlTBgCjjxvOOVMnMe/DzwLX1um0PPHYXaSlSbEEcWgNqm6XkJDArFmzuP322yM5p4iSKkJVPCWbKFp2BVDzr1ulMRI7/FW05tTmmVgY+QWFXHr5LaysVpbzgJlXXMh111xSp0ple/Zmc+rki0Lu83n7jdkcO2oYO3ftYfyE6TWSAKi62/T5wtfp26fHYX8f/7bg00Vcd/29Qa8nJSXw4fvPBzay5ucXsi8rh/UbtpCSnEiXLh1ISU5ErVbjcFbyyKPP8NY7Hwdd57hjh/H0k/fV6cyKvLwCLphxHes3BO9zuuWmK7j0kmnodFo8Hi85OXls3LSNwqIi+vTuQXJSQo2AV1lZSW5uAevWb6aiwkH//r1IsMcTExOZ84+EqI+WHpskLlXx+Hw8vm4Zd/4dfIbawLgkvjpxKkkmazPMLLzM3fs4eeJ0ysuDDyBd8NHLDBpUt83/q9dsYNLpwZXXzGYTi758h4z2afz08xIuvHhW0Hvj42P5fMHrVQUAIiAvv4C77nmCrxf9GNQ28ZQTuO+eG7Db41AUhaysXLbvyGTP3iy6d+tEWlpKoPx3dnYeZ517OZmZe4Ou89jDt3H21El1etpW15hcVlZOfkEhq1atR61R079fLxLscViqHaZeXFJKXl4B//yzHrPZRJ8+3UlMiHzlOtE2Nai63RVXXMGIEXKnuKXzeyuo2PYG/06QABRfJa6sxWg6TUelarqTrg8lN7cgZIIE8Orr8zj3nMm0q2W/zAF/Lv87bCGEhx+dS69e3ViwcFHQD2OoWgrx1NOvMOep++p8d7A2u3fv48nZL4dsy8nJY82aDYEkyW6Pw26Po1/fnkF98/MKeG/ewpDX+fmXpeQXFNYpSdq7LydkggTw3PNvcdqpJ5GWloxOpyU9PaXW/UlGo5H27dNo3z7tkOMK0dgkNrUO+5zlPLZ2Sci2vwtz2F1R1uKSpG++/TlkggTw3/89z4vPPxZYohZOWXkFT85+KeQSZYfDyWeff8MF08/k4Ufnhnx/QUERy1f8E7EkqaiohEXf/BSy7cuvf+Daay7Bbo9DpVKRmppEamropzDbtu8KmSAB/O+plxh93HCSD7HSwe/31xqTZ895haefrIrJUVFWoqKsdOzQPuz1YqJtxETb6NqlY63jChFKg34rLi8vJysr65D9Vq5cyUcffcSePXsaMpw4TIrXibcsfFU0T/EaFF9wKc3mFO4HLUBlpYuK8rpV0ln2599h2zZu2kZlpavWCm5r122iIkLV2dweT63f18pVa8O2VVdSWobXG74qT05Ofp2us23/MoZQysorcDhC/yIgREsnsal1KPe6KfOEjz0bS4L3vzQnj8fLsj9Xhm1ft34LDseh44WjwsG6dZvDti/7cxWVle7Acr5Q/qwlttVXcVFpyIQNqhKT4uLSkG3/tnbdprBtuXkFOJ2uQ16jbjFZYpNoGg1KkmbPns11111HcXExf/75J9u3bw/q8/rrrzN48GDOOeccunTpwosvhj4DRjQelVqP2hj+7o3G3A6Vum6HwDWV2k66VqvVmMx129TbrWunsG2pKUlotVo6dw5/Fyo9LfmwCkWEotVqal2T3bljRp2uU30pQSh1eYoEhL0bCKDX6zAaW/bGaSHCkdjUOpg1OnTq8L+GtLO0rOW6Op221r1A6WnJ6OtwoKrBoK/1KVDnThlodTpSUsLH7a61xLb6shyi4E9dV1J0rKXSqdVqRm849Gej1+vp1Kld2Pa01OQjeomqaFoNXl+Vl5dHQkICw4cPp2vXrkyYMIG8vLxA+3333UdMTAyPPvoow4cPZ+bMmSxbtqyhw4p6UOttWDpdGKZVhandqS2ucENKamLYg+kmnDyG+LiDhRsKCorYvHk7q1dvIHP33hp3q04YMxK9PvQP5qtnXkRyUgLTzj0j7Drpa666OGL7alJTkrj4orNDthmNBoYPP6pO14mPj+W4Y4eHbOvSuQMJ9oPV5IpLStm2fRerV29g587dlFV7Atcho13YAhhnTD65XqefQ9WSwQ0bt7B6zQb27s3G46lZEc/v95OVlcu69ZtZu3YT+7Jy5JwK0WgkNrV8SSYL0zv1CdmWYrLSOSqmaSdUB1POmIA6TGJ3zdUXB6q8+f1+srJzWbtuE2vX1fx5FxMTzbVXXxLyGiqVimnnnk5cbDRXXzkjZB+9XseY0cdE4LupEhcbTf9+vUK2DRzQu84xsFevbtiiQi+PvPD8swJ7l6Dq4PSNG7eyes0G9uzNwr3/YFitVsP0884MG5OvvfqSesVkt9vDnr1ZrFm7kfUbtgSKZFTncrnYvSeL1Ws2sHHTNvLyW9YTTNF8IrIJZdy4ccyZM4err76aH374gRkzqv5hFxYWkpmZyeWXX85NN93EokWLSE5O5sknn4zEsKIedNE9sXS+GKrvO1IbsPW7G7WxbqdkN6XkpETefP2poH1Hw4YO4o7brwmUut6+fRfTLriasSefx6mnz+CEcecwZ+6rFBQUAZCaksibrz1FVLU7YSqVigvOn8LYsccC0L5dCnPnPFhjI6dGo+HG6/8vbOA4HDqdjjNOP5nJk06q8XpMjI03Xn2S9DquL4+2RfHIQ7cwoH/vGq937NCOV196nMTEqkC0b18O11x7N2PGns2pp89g9IlTue32RwJBIiUlkXffeiZQfvyAY0cNZdZ1l2Iy1e1JktfrZdU/6zlz6mWMn3A+p06ewdiTz+Oj+V9SUlJVwc/lcvP7H39x6uSLOOXUC5hw2oWcPPF8vlv8qyzrE41GYlPLZtbquH/gsYxLrblfJN0cxTdjzyG9hT1JgqonGS+/8FiNqqdqtZqrrryIoYMHAlVLxn797U8mTrqICZMuDPz58ac/cOzfazOgf29umHVZjaMojEYDzz3zEOnpKahUKk4adxznT6uZMNiirLz1+mxSUiJXnS0lJYnZT95L926da7zeo3sXnnziHlLrOFZqShLvvTMXe3zNG2ynnHw8F11wFjqdDr/fz7p1m5hyzuWcNGE6p06ewYknncvb735CcXFVBb/aYnKofbrhlJSU8cmCrznplGlMPO0iTp54PmecdRl/r1qL11tVibWwsJiXXnmPE8adw6mTZ3DSKdM457yZbN4S/PRZHHkaVN1OrVYzYsQIfv3118Brc+bMYdasWWzduhVFUejSpQtvv/0206ZNA+D//u//+Pzzz5vsED+pInSQ3+vE7y7EV7EHlVqHxpyKWh+HShOZ5WSNITsnj+zsXPLyC2mXnkKCPT5wpy4rK4fTzvxPyDtDd91+DTMuOhuNRoPX6yUnJ5/de/ZRUeGgU6f2xMfFYqu2udbtdpOTW0Bm5h7cbg+dOmVgj4895NK2w5Gbm09RUQlbt+8i2hZFWloy6WnJ6OqwTKO6/IIicnPz2bsvm6REO8lJCYED9goLi7l85m0h92RNOnUcjzx4S2AJRVZ2LllZuRQUFpHRLg17Qly9zuHIzNzLuFOmhdxo+/YbT3PsqKFs2bqDk06ZHvTkqDEqCArR0mOTxKWa8isdZDsr2FFeTKLRTJrZRrql9uIHzcnt9pCbm0/m7r1UVroC8eLAz9RNm7dx8sQLQv68++rzt+jVsysAFRUO8vML2b4jE71eR0b79Brn1AGUlpZTUFDVx2q1kJ6WQlKSHa22QXW3QtqzZx+5eYVkZeWQmppEQkJ82BUd4fj9fnJy8ti7L4fi4lI6ZKRjt8cSE1O1DHz3nn2cPOH8GqsaDnjxuUcZf9Jo4EBMziczc+9hx+Rff/uT6RdeE/S60Wjg26/fI6N9Gh/O/4KbbnkwqE9sbDRffvpmxIpjiNapwf/Kjj322Bpfjx49GkVR2LJlCx07Vt0dMpkO3nFJTk4mP79uG8tFZKm1JtTaNLTm1lOBLDkpgeSkhJBtm7fsCJkgAcx9/k1OOeWEwL6jtLTkWn/Y6fV62qWn1KliXkMlJtpJTLTTvXvnQ3euhT0+Fnt8bCDgVldQWBS2aMUXXy7mhusuDQT0lOTEep2t9G/ffPdzyAQJqqo99erZlbfenh9yaZ2iKDz7/Jv87793Y7FE7jwqISQ2tR52oxm70Uyf2NA/61savV4XtuKn2+3m1dfnhf159/yLb/PfR27HZDJisZixWMxkZITfy2OzWbHZrHTsGH7vbKSkp6eSnp4KA0MvgawLtVpNSkpS2Cddv/22PGSCBPDEky9w9FH9sNvj9sfkVNqlH97xJEVFxTz+vxdCtlVWuvh60Y9MnTKBJ2e/FOb9Jaz6Z50kSUe4Bi23s9vtQRWE9u3bh0qlwm63U1BQta6z+l2RkpISzObI350XR57aKv8UFZXgcrWsin1NKT+/MGyb3++ntKw8IuP4/f6wpdqh6iBfp7OSdevDV3LauHErDqcsuRORI7FJNBeHwxn2aAWAjZu21qkCXlv1dy1VXLdu2xW0l/VwVVa62bZ9Z9j2lX+vweut2icbztq14av1iSNDg5KkCRMm8P777/Pxxx/jdDpZs2YNt956K4qiMG/ePF588UVUKhW7du0KvOfnn3+mV6/I7fMQR64unTuEbbPZojDU4bDZtqq2KnoqlarGHq2GUKvV9KllqVyHjHSMRkOtZ1R07pSByShPkUTkSGwSzcVkMtYamzp3yqjzfs+2qE+f7mHbMjLSI7aMUG/Q0SEjfJW8Pr27o9VqahST+LcePRq22kO0fg36v/Ghhx7i22+/ZerUqYHXNBoNc+fO5cEHHyQ7O5sBAwZw7733UlZWxqZNm1i9erVsjhUR0aN7Z+LjYwNFGqq77D/nBfbntFVFRSUUFBRRUFBETKyN+Pg47Pv3a9nj4+jfrxf/rF4f9L6xJ44K7OuCqj1S+QVFlJWWk5AYjz2+5n6tQ5lwygk8PedVXO7gJ3c3zLqMhIR4Lr7obD6c/wV+vz+oz1UzLwoU4hAiEiQ2ieZiMBi47D/TWPjpNyHPHrry8gtqFH1oi3Jy8sjLL6Si3EFSkp14e1zgxtzo44ZjMhlDLtGede1/SNiftHi9XnJy88nNzcfr9ZGSnIjdHlejmENt4uNiuf66S7n40huD2vR6HZMmjiU2Npqrr5rBXfc8EdQnymrhqKP61efbFm2R0kB5eXnKddddp5x00knKRRddpCxZskRRFEXJyclRPvzwQ6WwsFB56qmnFI1Go6hUKmXcuHGK2+1u6LB1VllZqdx7771KZWVlk40pms7GTVuVkaPPUNp3Gqq07zRU6dBluHL7nY8quXkFzT21RrUvK0eZfsHVge+7faehyimnXqDsytwb6LN79z7ltDMurtFn+oXXKPv25QT6bN22Uxl9wlk1+lx59R1Kdk5enefidnuUpctWKoMGnxy4Rtceo5TnX3xbKSwsVhRFURwOp/LNtz8pffqfEOjTo89o5aOPv1RKS8sj98EIsV9Ljk0Sl9q2iooK5cuvvld69xsT+HnXs+/xyoKFi5Sysormnl6j8fv9yoaNW5RjRk0OfN8ZnYcpN9/2kJKbm68oiqJ4PB5l5d9rlKOHTQj06dx9hPLk7JeVgoIiRVEUxemsVL7/4bca8aJrz2OVN9/6SCkuLq3zfIqKSpSXXn5X6dpjVOA6AwePV5YsXaG4XFX/1vPyC5WHHpmjdOx6TKDPsBGTlDVrNyo+ny/in5FoXRpU3a4+MjMzKSoqon///k0xXIBUEWr7DjwJcTic2O1xNaoMtUVlZeXccPMDfPPtz0FtvXp25e03ng6ccVRYWEx+QSGlpWXExERjjz9YZSgrO5czplzKvqycoOvMuHAqt948s8537aoqGuWTX1CI2+0hMTGeBHtcjQNpD9wZzM8rxO/3k5AYT2JCzUpOQjS15ohNEpfaPo/HS25uPnn5BSiKQmKCnYSE+LDn9rUFe/dlM/G0iygsLA5qu37WZcy8/EK0Wg2KopCdk0dBQREul5sEexwJCfGBZYjhqqECvP/OsxxTxzMFoapIQ15eAbl5Beh0WhLs8SQl2WucdeVwOMjLLyIvrwCTyYg9PpakMAWjxJEl8jUkw2jfvj3t2zd+dRZx5DlQLe5IkV9QxLff/RKybf2GLeTlFwSSpLi4mLD7kzJ37w2ZIAG8N+9TLrn4nDpXFqqqaJRY6wnxWq2WtNRk0lKlWpBoOSQ2icag0x26qmpbs3Hj1pAJEsArr7zHWWdMIDU1CZVKFbaqqs/n4/15n4Y9aHz2nFfo3bsb0XVcEm40GmjXLpV27cLHMrPZTEZ7MxntW0/lX9E0GpwkrVy5kieeeILVq1eTl5cXcg2uSqUiJyf0L2NCiPopL68I+e/sgIKC4jpdZ8/urLBtLpeLyjBlvYVoDSQ2CdG0tm7bFbattKy8ThVnXS43GzeFr1y7K3MPlc7KOidJQjREg5Kk77//nvHjx4fN+IUQkWeLsqLRaML+u6utWk91HTqEr/xjNpswtfHNxaLtktgkRNPr2aNL2Lb4+FgMxkMvrTYY9PTv14vf/1gesr17185tvvCFaDkalCRdd911qNVqXnrpJSZPnkxsbOyh3yREE/N6veTk5LNz1x4qKiro0rkjdnvNCm7l5Q5y8/LZum0nHreH7t07ExcbfqlaOGXl5RTkF7F56w5MRiMdO7aL+L4buz2O0087ifmffBXUNmTwAOz2uv07TE9PoXOnDLZtD77795+LzzmiljCKtkVik2gNyssd5BcUsmXrDvQ6HZ06ZZCYEI/BcDBe5OUVUFhUzKZN27HZrGS0TyM1Nanee9kKCorIyc0nM3MviYnxpKYmhz2o/XB17dqRlJTEkGcPXT1zBkl1iCkajYapUybw6mvvh6yYOuu6/xAVZY3IfIU4lAYlSVu2bOGCCy5gxowZkZqPEBHldrv5c/kqLrviVioqDh5Yet45k7lh1mXY7XEUFhXzww+/c/udjwV+KKvVai6/bDoXnj+F5BDrpkMpKCzixZfe5aVX3g0s7TEaDcx9+gFGjhgSsbMxLBYzN990JQCfLFwUKKs9+rjhPPLQrcTF1e0XwqREO2+89hSzbriPv1b8A1Stoz9/2plccP5Z6HVtd4OxaNskNomWrqiohNff+pBn5r4e+BluMBj43+N3ccLxx2A2m9m3L5v/PfVSjRtiVquZZ+c8xJDB/et8+PG+rBxmXnNnjYO/01KTeeuN2bWe6VRfKcmJvP/2XK669i7WrtsU+J4uv2wakyaORaPR1Ok6aWkpvPv2HK657p7AvtmYGBsPPXALXbt0ith8hTiUBlW369ChA+eddx4PP/xwJOcUUVJF6Mi2a9ceTjjpHDweb1Dbww/cwnnnTmbtuk2cOnlGyD0LLz3/KCeNG12nsb748ntmXnNH0OtqtZrFi96nc+eMes+/NhUVDvLyqyrXWa0W4uNjD2ud9oHzlhxOJzHRthpVhoRojVp6bJK4JL7/4XcuvvSGoNdVKhXffPUuXbt04LU3PuCBh54O6qPX6/j6i7frlOCUl1dw480P8PU3PwW1pael8MlHL0W8kltBQRGFRcU4nZXExkSTkBBf50qp1WXn5FFYWIzf5ycuPobEhPiIHTYrRF2oD90lvOnTp/PVV8FLfoRoKb5d/EvIBAlg7nNvUFJaytvvfhK2EMILL71DTk7eIccpKCji6bmvhmzz+/18vCDy/04sFjMdMtLp17cnnTq2P+yNrLGx0XTp0oF+fXvSvn2aJEii1ZPYJFqyoqISnn4mdLxQFIX33lvAnj1ZvPzqeyH7uN0evlscusLpv+UXFPJNmGqoe/Zmha1w2hDx8bF07dKRfn170q5d6mElSADJSQn06tmVPn26k5qSJAmSaHINSpLuvPNOTCYTt9xyCw6Ho9Y/QjSHrdt2hm3Lys7FVelhz57wVd727supU0Uej8dD1r7wwWbL1h14vbKJXIimILFJtGRut5usWpKTbTt24ff7yc4Of4Nux47ddRrL4agMLOcLJS+vsE7XEeJI1KAkadKkSWzdupUnnniCqKiosH9sNluk5itEvQwfOihsW88eXTCbDQwc0DvwWvv2aXTq2D6wdrp3r25YrYde920yGenTp3vY9mOGH41WW7f12EKIhpHYJFoyi8VM3749wrYPGzIInV4XqBZn0Ovp3CmjxhlzRx9dt8OPo6KstT7Jqe38ICGOdA16drl582asVitWq1QaES3T4KMHYI+PI78g+G7ZbbdcRVRUFKdPHk92di4TJ5zI1q07cXs89OrZld+X/MWEk08IFEIoLSsnL6+AlX+vQa1SM2hQXxLscVitFqKjbdx0wxWccdalQePYbFGcOGZko3+vQogqEptES2a1Wph17aX88OMfQUu9LRYzp546lrTUZG664XLWb9hCj+5d2LR5G1arhXbpKSxYuIgh1ZKk/PxC9u3LYc3ajSQl2enRowvJSQlotVqSEuO55OJzePa5N4PmMXTIQJIS63ZkhBBHogYlSTt37ozQNIRoHPHxsbzx2pPcdc/j/L1qHQD2+Diun3UpXbt0qOoTF0PfPj24+NIbayxLmH7eGSQnV5UsLSoq4ZXX3mfuc28E2lUqFTffeAXTzp1MdLSN7t068cqL/+WOux8P7GPq07s7T/z3LtLTU5rmGxZCSGwSLV5Sop1n5zzIgw/PCewL6t6tMw/efxNxcdEA9Ojehfc/+JQnnnwx8D69XsfTT94XqLqanZ3HzGvu4K8VqwN9zGYTb772FIMG9kGv13PxhWejUql45dX3qax0oVarmXDyGO647Zo6V0MV4kgku+BEm5aVlcPF/7mB6dPO4IrLL8Dn9eGsrOS99xficDi5ZMY57N2Xwz33Pxn03nfe+4SRIwaTMj6Jdes21UiQoGqD7WOPP8eQwQM4+qh+WK0WTjxhFH379KC4pBSdVkvsYZy1JIQQom37a8Vq5j73BtdefQnR0VGo1CoyM/dy3fX38vKL/6Vnjy588dVivlv8a433ud0eZl5zJz98O4+UlCSeefb1GgkSgMPh5IIZ1/Hd1+/Rrl0qdnsc18y8mHOmnkZFeQUmk5H4+Lg6LSUX4kgWkSTpk08+4fPPPycrK4tHH32UAQMGAJCTk8PPP//M1KlTIzGMEPX21aIfyc0r4MnZLwe1ZWbu5YzJ43nr7flh3//sC28yaGAfnn3hrbB9Xn71XXr37obJaESlUpGcnFjns5WEEI1HYpNoiQoLi5n73Bus37CFW24PLlP/9jsfc+01l/DSy6Gr2/n9fr797hdOnzyej+Z/EbKP01nJmnUbA3uODAY97WRFgxD10qDCDR6PhwkTJjBlyhTmz5/Pd999x/bt2wPtH3/8Meeddx7Lli1r8EQ3btzIueeey7333tvga4kjR+buvWHb8vIL8Xh87K2lKl1eXgFut4e8vPywfbKz8+tUAU8I0TQkNomWzOPxkJdXELZ9775sfD5fyL20B2Tu3off7w8cgB5KVlZug+YpxJGuQUnSI488wjfffMMHH3zA33//HbQB8dJLLyU5OZnZs2c3ZBhKS0uZPXs2Pp+UUBb1c9yoYWHb+vfrhdls5NiRQ8L2OXpQf6Kjoxg6pKpKnkGvp3+/XvTr2xOdrupB7DHDjsJSx5PPhRCNT2KTaMmsVgtHHxW+Ot2xo4ZiMhnp17dn2D6jRg5Go9WQklK1aiEuLoajBvWla9eOgT79+/WK3KSFOAI1aLndO++8wxlnnMFZZ53Ftm3bgtp1Oh0TJkzg888/P+wxFEVh7ty5AHTs2PEQvcWRpry8guycPH7/YznZ2XkMGzaITh3b0y69aonBgAG9SU1JCnlg3p23X43NFsUpJ49h7vNvUlpaVqNdq9VwzVUzsNmiuHjG2djtcfTp3Z2/VqxGrVZx3TWX8NeK1ZwzdVIgYaqL3LwCdu3awx9//IU9IY4RxwwmKdFe4xDXnJw8tmzdyfIV/5CelsLQIQNJTkpAr9cd5iclxJFDYpNobjk5eeTlF/L9D7/j9/s5YcwIkhLtJCUlYLGYufaai/l28c9B5+fFxNgYf9Jo4uNiufP2a5h67hVB105NSaJfv14k2OO5587rKCurQKvVsnbdJuz2OHp078x3i3+lffu0Os9XURT2ZeWwes0GNmzYSq9eXenbp0eNsuNer5fs7Dz+WrGaHbt2M7B/b7p370yKLC8XbVSDkqTMzEzOPvvsWvvExsZSWHj4h5UtWLCAf/75h3vuuYcPP/zwsK8j2p6KCge///EXM6+5A4/HC8BzL7xF926deeXF/9K+fRqpKUnMe+9Z7ntgNj/8+DuKopCRkc7999xAr57dAEhPT+GTD1/iznseZ+mylUBVlaGHH7yFDh3aAWCzWcnOzmX2nFdqzOGSi8/BarXUec7Z2XlcPvPWQKU9ALVazdynH2DM8SMwmYzs2ZPF9AuvYcfOg4cFGvR63njtSQYfPaBeCZkQRyKJTaI5ZWXl8OwLb/H2Ox8HXps95xWmTpnIrGsvJTU1iY4d2vPBe89z+52PsWlzVSI/fNggHrjvJtLTqvYO9endnTdefZK77/sfmZl7UavVjDn+GO6+cxapKUn7+/TgkstuZNPmg8tJdTotLz3/GDHRUXWe8+bN2zl72pUUFZUEXouNjeaD956ne7dO+Hw+Vq/ZwHnnX43TWRnok56WwnvvzCWjHgmZEK1Fg37biouLIzMzs9Y+y5cvJykp6bCuv379ej788EPOPPNMevWSx8aipuycvBoJ0gGbNm/jydkvc/+9N2KzWclon87TT95LYVEJXq+XKKuFxER7oL9KpaJr1468+NyjFJeU4vf5sEVHYY+PC/RZvXoD8z78LGgOr742j7EnjGJ4/FGHnK/b4+GV19+vkSBB1Sbcq669ix+/+wC7PY4HHn66RoIE4HK7ufjSG1m86H0pJy7EIUhsEs1pw8ZtNRKkAz6c/wVjxowkNTUJg0HP0Uf14723n6G0tAy1RkNMjI2Y6IMHHFssZo4ffQwf9+pGWXlFVcXUuBii9t+YczidPDXnlRoJEoDH4+X/rryV77+dR/t2h05ecnPzufSKW2okSFB19MXlV97KB+8/j8fj4aJLbqiRIAHs2ZvFLbc9zAvPPVJj7kK0BQ3akzRu3Djmz5/Ppk2bQrbPnj2bn376iQkTJtT72qWlpTz99NN0796dKVOm1Pl9Ho8Hh8NR449om5b/9U9QgnTAF18trrHpNSrKSkb7NDp3yqiRIFUXE2OjQ0Y6nTpl1EiQSkvLeOGld8LO4+VX38fhcB5yvvn5hbz73oKQbX6/n59+WUphYTHffvdLyD5OZyUbNwcvHRJC1NTSYpPEpSNHcXEJb7wV/sniG29+SH7+wdhkt8fRqVMGHTLSwyYZiYl2OnfKoH37tECCBFBQUMxnn38b8j1ut4dV/6yv05wLCovZtWtPyLbtOzIpLipm9+59lJSUhuyzZOkKigqL6zSWEK1Jg54k3XvvvXz22WcMHTqU8ePHo1Kp+PLLL1m5ciVffPEFa9asITExkTvvvLNe11UUhWeeeQav18u1116LWl33XG7BggXMn3+wpLNaraZnz/CbH0XrlZcbvjqQx+PF4/ZEZBy320NRUXHY9oKCItweD2ZMtV7H5/PVmkzl5OThdrtrHGgbaiwhRO1aWmySuHTkqHS5KawlXhQVlUSsGqrX4wl7oxAgP69uy0kr//V06N/cHi/FxaETpMA1pMKraIMalCR16NCB77//nvPPPz+wJvv1118PtI8YMYJXX32V1NTUel33k08+4Z9//uHmm28mLi7u0G+o5vTTT2fixImBr10uF3PmzKnXNUTrMHTogLBtHTq0w2yuPWmpK1t0FMcdO5wtW3eGbB9z/DE17u6FYzGb6NO7O2vXhb67PWrkEKxWC0lJCeTk5IXs06d39zrPW4gjVUuLTRKXjhxxsdGMPGYIa9ZsDNk+fNhRxMXHRGQsi8VM+/ZpZGaGPupi0KC+dbpOfHwsWq0mqIgEVO1vskVZ6dK5Q9j3R0fbiLZZ6zSWEK1Jg3eADxw4kLVr1/Lbb7+xcuVKKioqsNvtDB8+nD59+tT7euvXr+ejjz7i2GOPpUuXLhQXFwfavN6qOybFxcWo1WpstuBH0zqdDp3uYAUwjUZT/29KNNjevdks/2sVy/5cRefOHTjxhJGkpiSi1+sjNkZaagqDBvRm5b/2+ADcdsvMwCF6paXlZGfn8vmX31FYWMJJ446je7fOJCWFXnb3b3qdjvOnn8n7H3xKRUXNZTLR0TZOn3xynf4/i4uL5e47r+Ps864MKknco3sXOnfuQGJCPHfdfi1XXRt8h/vYUUOlipAQddSSYpPEpZbB6awkOzuXb779mV2Zexk1ckigAmqk6PV6pk6ZwLvvLwiqmGq1mjl/+hmYjFWVTPPyC9i+I5Mvv/weg9HAaaeOIz0tmZiY6DqNlZho5547r+OSy24KahsyuD/packh3hXMnhDHfy45jxdefDuo7dJLppGQEI/L5WbihBP54svFQX1uuekKkpIS6jSWEK2JSvn3b2vNbN68eXzyySeH7JeQkMCzzz57yH4ul4tHH32UW2+9FYPBEIkpikPYum0nU8+9osbSML1exxuvPsXQIQPQaiNXnW337n289Mp7fPTxFzidlXTp3IFbb57JwIG9scfHUVpWzgcffMaDj9S8a9u7d3dee+lxkuuYdOTnF7J1207mzH2d3/9Yjkql4rhjh3H1zIvo1CmDuNiYOl3H4XCwes1G7rnvSTZu2orBYOCsMycw88oLA4G6pKSMZX+u5KFH57Jz526sVjMXTJ/CjAunht1PJYRoXJGMTRKXmp7L5eanX5Zw+ZW31VjSnJKSyAfvPkdGRnrExvL7/Wzesp1HH3uWn35ZCsCIYwZz521X07VrR7RaLbm5+cy68T5++315jfdecvE5XH3lDGJj65Yo7d69j+Ur/mHus2+wbfsuzGYTp582ngvOn0JG+7QaR0vUpqCgiM+/XMwzc18nv6CQBHsc11x1MRNOOYH4+Fig6viK995fyKuvz6O0tIz0tBRuuflKjh05pM6JnRCtSZ2TpIZuNDXX8bDNiooKtmzZErLtnXeqNs9Pnz4dq9VKly5dDnk9CUZNq7ComIsuvp5/VgdvGI2yWvjm63drnLsQCQ6Hk5zcfHxeL0ajsUb1t82btzP25PNCvm/mFRcy69pL61RS+6tFP3D7nY8xdcpEBvTvDVQVjpj/yVfMffoBjjs2/KG1oeQXFOGocKDRarDHx2EwBD9hy80rwOmsRKfVkpAQV+NOtBCiSmuMTRKXml7m7n2cMO5s3CH2qo45/hjmPHU/UVGRXTJWUFBIcUnV0ySbzUqCPT7Q9u77C7j9zsdCvu+Tj17iqEH9Dnn9igoHN93yIJs2b+e8cyeTnJSA1+fj669/5Ieffue7Re/XqzS33+8nNzcfl9uDQa8jMdEetO/O6/WRm5ePx+PFaDSQJDfuRBtW51v6UVF1r7f/byqVKrAc4VAsFgsDBgwI2bZw4UKAsO2i+RUVlYRMkADKyivIzNwb8STJbDbRcf95Rv8WrvIPwNvvfsIF08885NOkkpJSXnn1fYqKSnjx5XeD2l957X2OPqofFkvdftkCsMfHwv67c+EkJsTX2i6EkNgk6mbduk0hEySAH39aQmFRccSTpPj4OOLjg/eu5ecX8trrH4R935tvz6df316HvIFXWFTMom9/xufzcf+Ds4PaV6xYXa8kSa1WHzIearWaiC5PFKIlq3OS1K5dO1QqVWPORbQB4YLQAeXlTVv6trYqQ+XlFfjr8CDV6/VRVl4Rtr2srLzOv2gJISJLYpOoi5J/7Q+qTlEUvJ7gogWNxeerPaYUF5fi8/kOmSR5vT58vvDzLg5TslsIUTd1TpJ27tzZiNMQbUVMdBRxcTEUhjgzQaVS0aVzRqOMqygKXm9wUBl/0vG8+/7CkO8ZNWII1jo8/bHZohh34rFs/teBfQecPH5MxO9ACiHqRmKTqIsB/cMf+tu+fRrWqENXKD0cB5KY6sU6oqNtjDn+GN6f92nI90yaOBaj8dDLMK0WC106d2Drtp0h24cMHlDv+QohDmrQYbL1VVpayltvvcXu3bsP6/333nsv9957b2QnJSIqMdHO3XdcF7LtvHMnY7fXr6T7oZSVlbNh4xbuvu9/XHHVbcz74DP27s0OtHfv1oneIcpm63Rabr1lJjbboZfq6HRazp56KjExwdUUExPimXDKmHqd5SWEaFkkNrV9iYl2Thl/fMi2+++5IeJ7a/LzC/n9j7+4dtY9XH3d3fzy6zJy86rO9jMaDVx+6fSQS7TbpadwzDFH12mMhIQ47r/3hpBPUo8ffYxUQxWigZr0N7usrCxmzJjB8uXLD91ZtEoajYYTxozgrddn06N71ebllJREHn7gFq6/7tKIPnGpqHCw8LNvGT/hfN56ez7fLf6VW25/mMlnXsLO/aeHJyUl8OpLj3Pl/11AlNWCWq3m2FFD+WzB6/V6qtUuPZWFH7/K5EknodfrMOj1TD1rIh9/+BLpaSmHvoAQosWS2NT2xcXGcP+9N3Ln7deQmBCPSqWiX9+efPj+8xF/4pKbV8DNtz3MeedfxedfLubLr77n/Iuu5fob7yMnNx+Adu1S+XzB65wyfgxarQaTycgF089k3nvP1WvPz8ABffj4w5cYNLAPKpWK+PhYbr3pSv77yB2BqnRCiMPTpCXAN23aRM+ePZk/fz5nnHFGk4wpVYSaT0FBES63G61GQ8L+oBRJO3ftZvQJU4POHAIYN/ZYnnriHqz7D3n1eLzkFxSiKApWiwXbYR5853A4KSkpBVTExERjMsn/U0K0dk0dmyQuNR+/309uXgF+vx+j0VDn4xvq45tvf+KyK24N2Tbnqfs5bdK4wNfl5Q5Ky8pQqVTExcaErHRaF0VFxTgrXajVahLscXIWlxARELkDa4T4l8a+i7V06cqQCRLA4u9/o7CoJJAk6XTaiCw9MJtNmM2mBl9HCCFE01Or1SQ34sGn5eUVvPbGh2HbX3/zA447bhgx0VXLt61WM1Zr3SujhhMbG4M8NxIismQjhWi1KhzOsG1+vx9/LVV/hBBCiEjz+nxUVrrCtldWumqtSCeEaDnkSZJotYYPOwqoqj439sRRREVZ2bRpK0uWrqRP7+51KsoghBBCREq0LYrTTh3Hqn/WkZGRzqgRQ1CpVPz+x3K278jk1IljA0+RhBAtmyRJotVKTk7g8cfuxGI28fkXi8nM3MtRg/px+WXnk5AQR1xcTHNPUQghxBFEpVIxfvxoEhLiKCoq4ZvvfkFR/Fxw/hQSE+IZMKC37BcSopWQJEm0WjqtlpzsPJ546sXAa8v/+of3P/iUjz98sZZ3CiGEEI1Do1Hz1jsf8+fyVYHXfv/jLwb0782Lzz3SfBMTQtRLk+5J0ul0ZGRkYLE0zqFt4siSm1dQI0E6oKSklPsfnE1paXkzzEoI0dpIbBKRtGzZqhoJ0gGr/lnHL7/92fQTEkIcliZ9ktSpUyd27NjRlEOKNmzJ0hVh2375dRlFxSWHXepbCHHkkNgkIqWsrJy33pkftv3tdz5m7AmjiI2NbsJZCSEOR52TpOeee65BA1155ZUNer8Q/+b11F4hqAmPABNCNBOJTaIl8fuVWqvX+Xw+FCQ2CdEa1DlJuuqqqw7rMFBFUVCpVBKIRMQNHz4obNuggX2I/ld1u9LSMjweL9HRNrRa2TgrRFsgsUm0JNHRUZw1ZSIr/14bsv3MM04hNubgUyS/309xcSlqtZqYGKl6J0RLUuck6e677z6sQCREY0lKSmD6eWfwznuf1HjdYDDwwH03BZYz5OUVsGLlal5+dR7l5RWMG3ssU6dMpF271OaYthAigiQ2iZbm+OOG06VzB7Zu21nj9YyMdE4+6fjA/69792XzxZeLWfjpN+h0Oi68YAojRwwhKdHeDLMWQvybSmnja5JcLhePPvoot956KwaDobmnIyKsoKCIFX+v4fkX3iK/oIhjhh/FZf+ZRvt2aeh0WgoKCrnznif46usfarwvNjaahfNfoUOHds00cyHEkUriUtuXlZXLF199zwcffoqiwFlnTmDSqeNITU0CYO/ebKaeewV79mbVeN/QIQOY+/SDJEqiJESzkxLgolWLj49l3InHMuToAXg8HqKiLBiNxkD7rsy9QQkSQFFRCU/PfY2HHrgZs8nUlFMWQgjRxqWkJHLJjLM5ffJJoEBcXAxqdVVBYa/Xx/sffBqUIAEs+3MVa9Zu5IQxI5t6ykKIf4lIkvTnn3+yatUqcnJywm6Wv/vuuyMxlBAhhVvL/eln34Z9zxdfLubmGy6XJEmINkpik2hOarUae3xc0OuFhUV8suDrsO979/2FjBwxBINB35jTE0IcQoOSJKfTyZlnnsk333wDHNwIW/2/FUUhMTFRApFoFhp1+KPAVCo1IHsZhGhrJDaJlk6tDh971GqV7LMTogVoUJJ08803s2jRIsaNG8fJJ5+Mx+Ph5ptv5sorr2Tw4MF88cUX6PV63njjjQhNVzSFykoXJSWlaLSakHfBWpNJk8bx6hsfhGw7bdJYYv5VZaigoAi/ohAXG41Op2uqaQohIkhiU9tUVlaOw+HEaDQQHd16K8HFx8cy5cwJPPX0KyHbp513Onr9wfjTlmKyEK1Jg5KkefPmccIJJ7Bo0SIA8vLyuPnmmxk2bBjTp09nypQpdO3ale+//57x48dHZMKi8fh8PjJ37+Oll9/hh5/+IMpq4ZKLz+WE40e02k2k7dqlccbpJwctbUiwx3H1lTMwmao2TWdl5/LZ59/y3rxP8bg9TJxwAudPP5N26VIBT4jWRmJT21JWVs6WLTv43+yX2LxlBx0y0pl17X/o3atbq0yWNBoNU6ecyicLF7Fr154abaNGDqF3r27AwZj84svv8GMbiclCtCYNSpIqKioYMmRI4Ou4uDj0ej379u0DwGKxcPrpp/Pwww9LIGoFduzczWlnXEx5uQOAbPK49fZHOHbUUJ584m4S7PHNPMP6i4+L4Y5br+bUiWN55dX3KCur4JTxx3PqqWNJT0sBIDs7lxmXXM+GjVsD73vx5Xf5ZMHXLJj/ipQKF6KVkdjUdni9Xn76eQlXXXtX4LXc3HzOnX4VD9x7I2dPPbVVVghMTU1i3rvPsvj73/hkwVfodDouunAqg4/qR2JCVQK0Y+duJp1+MRUVNWPycaOG8eQTd2O3y1MlIRpTg5KkjIwMNm/eHPhao9HQq1cvli9fHnjNbrfz999/N2QY0QTKyx08/r8XAglSdb/8uowdO3a3yiQJwG6PY8zoYxhydH+8Ph9RVgsazcHDZJf/tbpGgnRAXn4h776/gBtmXSZL74RoRSQ2tR25uQXccffjIdsefOQZjj9+BO3SU5p4VpGRmpLE+dPOYNKpY9Go1URFWQNt5eUVPP6/FwIJUnU//7qUHTt3S5IkRCMLv6u9DiZNmsTnn3/Ojh07Aq9NmDCBL7/8ko0bN+Lz+fj++++xWCwNnqhoXKVlZSz+/tew7V98ubgJZ9M4rFYLMdG2GglSZaWL+Z98GfY9n33+HUVFJU0xPSFEhEhsajsKC4spKSkN2eZyucjJyWviGUWWSqUiJtpWI0ECKC0rb/MxWYiWrkFJ0o033kh0dDSvv/564LWrrroKo9FI3759iY+PZ8mSJUyZMqXBExWNS4UKrTb8g0WTyRi2rTVTqVQ1Nsj+m16vQ1VLhTwhRMsjsantUGtq//mr1WpqbW+tDhWTjW00JgvRkjTot7+EhAR+++037rjjjsBrSUlJfPPNN4waNYpOnTpx44038sQTTzR4oqJxxcXFMOWMCWHbJ00c24SzaToGg54Lpof/RWnaeacTHxfTdBMSQjSYxKa2Iy4uhtSUpJBtNltUYP9OWxMbG82Zp58Str2txmQhWpIGHybbtWvXoNcGDx7MDz/80NBLiyZkMOi54vLz+ennJUGngF980dmkpSU308waX48enRl/0mgWffNTjdd79ezKqRNODJySLoRoPSQ2tQ3JSQnMmX0f086/BpfbHXhdo9Ew56n7SExsnXtlD8VoNHDlFRfw089L2Lsvu0bbJTPOIS01dOIohIicBiVJb731FoMGDaJPnz5h+3z88ccMGjSIjh07NmQo0QTS01L4aN7z/Pb7cj7/cjEx0TYuvOAsOnVqX+M8obYmwR7PQ/ffzPnTzuStdz7G5XIx9axTOWpgX5KTE5p7ekKIepLY1Lb079ebb75+l/nzv2DV6g306N6Zc885jXbpKbUuSWvt0tNSmP/BC/z6+3K+qBaTO3fKaNMxWYiWQqUoinK4b1ar1Tz44IPcfvvtIdsVRaF79+7069eP+fPnH/YkG8LlcvHoo49y6623tsoyoc2lstKFRqNBp2u7ASgUj8eDz+fHaJT/V4RorVp6bJK4dHj8fj8ulxu9XlejAM+R4EiNyUI0p0ZdR6RSqRg9ejTffPNNYw4jGoHRaDgifxjrdDpJkIRo4yQ2tU5qtRqTyXjEJUhw5MZkIZpTvf7F/fXXX/z55581Xlu2bBnPPfdcyP4FBQV89NFHREVFHf4MhRBCiFpIbBJCCBFp9UqS/vjjD6677roar33xxRd88cUXIfsfWMl38803H97sRMSVlZVTWlaOCoiNjQlZ2ru4uISKCidqtYr4+Fj0en3TT1QIIepIYlPrl59fSKXLhVajISEhPuTTotzcfNweDzqtlsREOyqVqhlmKoQ4UtQrSbrmmmu45JJL2LZtG1u3buW8885j5MiRjBo1KmR/q9XK0KFDGTlyZEQmKw6f1+tl+/ZMHnr0GX7+ZSlarYbTTh3Hddf8h3btUgFwudxs2rSN+x6czV8r/sFkMnLO1Elcdum0sCVYhRCiuUlsar1KS8tY+fdaHnxkDlu27CA2NppLLzmPs6ZMJDGhqnJdYVExv/y6jCf+9wK792SRlJTAtVdfzPhxo4mPj23m70AI0VY1qHBD165dufTSS1v03TjZIFtl2/ZdTJh0IU5nZY3Xk5MT+OSjl0lLTWbN2o1MPvMSvF5fjT7du3Xm7Tdmk5Qkld6EEC1fS49NEpeqKIrCF199z1XX3BnUdsrJY3j4gVuwWEy8/uaHPPzo3KA+/3fpNK69+hIsFnNTTFcIcYRpUOGGX3/9NWiJg2h5nE4XL7z0dlCCBJCdncfPvyylpKSUhx6ZE5QgAWzavI0Nm7Y2xVSFEKLBJDa1Djk5edz/4OyQbV99/QN5eQXk5hbw5OyXQ/Z55bV55BcUNeIMhRBHsgYlScnJyej1erKzs3nzzTd59NFH2bt3b6BdURS2bpVfrptbaVkZP/+yLGz714t+pKy8gqXL/g7b59vvfmmMqQkhRMRJbGodSsvKyc3ND9u+bsNmiopKqKx0hWz3+Xzk5OQ11vSEEEe4BpcAf+yxx+jYsSMzZszgjjvuYNmyg7+MP/300wwZMoTdu3c3dBjRABqNGpvNGrY9NjYatVpNVFT4Pgn2tnmquRCibZLY1PLpdLpa22OibegNtfcxhyg+JIQQkdCgJGnevHncdtttXHzxxXzyySf8e3vTueeei9vt5oknnmjQJEXD2OPjuPSS88K2X3TBWSTY47nw/Clh+0yccEJjTE0IISJOYlPrEB8Xw7GjhoZsM5tNdO3akbjYGLp26RCyT2KiHbs9rhFnKIQ4kjUoSXryyScZOXIkzz77LH379g1qT0pK4tRTT+Wrr75qyDAiAo4fPZwTxgRXcpp5+QV06tgenU7L9GlnMHBA76A+D91/MynJiU0xTSGEaDCJTa2DzRbFg/fdFFQ9VafT8vILj5GUmEBCQjzPPvMwMTG2Gn0sFjOvvvi4FBQSQjSaBh3fvHbt2kNuju3UqRMLFy5syDAiAhIT7Dz+6B1k7t7LN9/+jNFk5ORxo0lOTiA6uir4JCcl8NILj7Fj+26+//E3YmOjGXvisSQnJWK1SvUgIUTrILGp9cjISOeTj15i7brNLPvzbzIy0jh25FBSUhLR6ap+RenWtSNfffYWK/5ewz//rKdnz64MHTKA1JQkOStJCNFoGpQkGQwGSktLa+2zdetWrNbwe11E04mPjyU+PpaBA/qE7ZOYYCcxwc7QoQObcGZCCBE5Eptal5SUJFJSkhh7YuhzrVQqFWlpyaSlJTNp4tgmnp0Q4kjVoOV2w4YNY8GCBTidzpDty5YtY+HChXJgnxBCiCYjsUkIIURDNShJuvXWW8nJyWHkyJF89tlnAOzcuZPFixdz7bXXcvzxxwNw++23N3ymQgghRB1IbBJCCNFQKuXfZX/q6bXXXmPmzJm43W4URQmsD1YUhaioKF599VWmTAlfNa2xycnmQghx5GnJsUnikhBCtHwN2pMEcPHFFzN27FjefPNNVq5cSUVFBXa7neHDhzNt2jRiY2MjMU8hhBCiziQ2CSGEaIgGHyYLsG7dOrKzsykrK6O8vJzS0lIKCwspLi6OxOWFEEKIepPYJIQQ4nA16ElSaWkpkydP5ueffw46rO/LL7/koYce4sEHH+Smm25q0CSFEEKIupLYJIQQoqEalCTddttt/PTTTwwePJirr76afv36YTKZyMrK4rfffmPOnDnceuuttGvXjnPOOade11YUhWXLlrFo0SJ2796N3+8nPT2dCRMmMGzYsIZMWwghRBvWWLFJ4pIQQhw5GlS4ISkpieTkZFauXIlGowlqz87OZsCAAbRr147ly5fX69rvvvsun376Kf3792fw4MF4vV5+/PFHdu3axYwZMzj55JPrdB3ZICuEEEeWxopNEpeEEOLI0aAnSQ6Hg3HjxoUMQgDJycmcffbZvPzyy/W6bmZmJp9++imjR4/myiuvDLw+ZswYZs2axfvvv8/YsWPRahtcd0IcBrfHQ25OPiWlZRiNBuLjYoiJiW7uaQkhBNA4sUniUstXVl5BQX4hFQ4nUVYLCQnxmEzG5p6WEKKVatBP86OOOory8vJa+1itVqKj6/cLdHZ2Nt27d2fq1Kk1XjcajXTp0oVly5ZRUVFR7+uKhissLGbeh5/yzLNv4HBUHdQ4+Oj+/O+/d5GRkd7MsxNCiMaJTRKXWras7Fzuvf9Jvvm2ah+aTqfl3LNP4+qrLiYxIb65pyeEaIUaVN3u7rvv5qOPPmLfvn0h2xVFYdGiRZx99tn1uu6QIUN44IEHsNvtNV73+Xzs3r2b2NhYCUTNwO/388VX3/PY488HEiSA5X/9w7QLryE7O68ZZyeEEFUaIzZJXGq5CouKmXXDfSz65qdAoQ6Px8tb73zMnGdexeF0HuIKQggRrEFPkjp37sz48eM5/vjjufbaa4Paf/nlFzZv3sy5557Lc889V6Ot+nKFQykuLmbPnj18/vnnFBUVMWvWrIZMWxymnJx8Zs95JWTb7t372L5jF8nJCU08KyGEqKkpYpPEpZYjP6+QJUtXhGyb9+FnXPqfaWS0T2viWQkhWrsGJUndunXD6/WiKApXX311UPuBOzq33HJLjddUKlW9kqTrrrsOh8OByWTiiiuuYMCAAWH7ejwePB5P4GuXy1XncUTtKisrKSgoCtu+bv1mjhl+dBPOSAghgjVFbJK41HJk54RfxeDxeCkrq33ppRBChNLgEuAqlSpScwnr+uuvJycnh99++40nn3ySyZMnc95554Xsu2DBAubPnx/4Wq1W07Nnz0af45FAr9djsZipqHCEbO/YoV0Tz0gIIYI1RWySuNRyxMfHhm1TqVRYLOYmnI0Qoq1oUAnwpqYoCnfffTebN2/mf//7H+npwYUCQt2xO3AmhpRabRiPx8NTT7/Cs8+/GdQWHW3j6y/eIi01uRlmJoQQzUPiUvPLyyvgnGkz2bptZ1DbiWNG8tT/7sFmi2r6iQkhWrUGFW5oaiqVimHDhqEoClu3bg3ZR6fTYTaba/wRkaHT6bjogrOYdOrYGq8nJtp5/525pKYkNdPMhBCieUhcan4JCfG8+vITdO6UUeP1wUf354H7b5IESQhxWFrkgQ6PPPIIbrebe+65J6itsrISqFr6JZpeYqKdB++7ieuu+Q979mRhs0WRnJxAclJCkyy9FEKI5iBxqWXrkJHOvHefJTevgPz8QlKSE0lIiCcuLqa5pyaEaKVaZJLUrl07PvvsM3777TdGjhwZeL28vJzFixdjMBjo27dvM87wyBYdbSM62hZ0104IIdoqiUstX2KincRE+6E7CiFEHbTIJGnKlCmsXLmSuXPnsnbtWrp06UJJSQnff/89hYWFXH755URFyeNzIYQQTUPikhBCHFlaZJJkNBp54IEHWLBgAUuWLOHnn3/GaDTSs2dPbrnlFjIy5AmGEEKIpiNxSQghjiwtMkkCsFgsTJ8+nenTpzf3VIQQQgiJS0IIcQRpVdXthBBCCCGEEKKxSZIkhBBCCCGEENVIkiSEEEIIIYQQ1UiSJIQQQgghhBDVSJIkhBBCCCGEENVIkiSEEEIIIYQQ1UiSJIQQQgghhBDVSJIkhBBCCCGEENVIkiSEEEIIIYQQ1UiSJIQQQgghhBDVSJIkhBBCCCGEENVIkiSEEEIIIYQQ1UiSJIQQQgghhBDVSJIkhBBCCCGEENVIkiSEEEIIIYQQ1UiSJIQQQgghhBDVSJIkhBBCCCGEENVIkiSEEEIIIYQQ1UiSJIQQQgghhBDVSJIkhBBCCCGEENVIkiSEEEIIIYQQ1UiSJIQQQgghhBDVSJIkhBBCCCGEENVIkiSEEEIIIYQQ1UiSJIQQQgghhBDVSJIkhBBCCCGEENVIkiSEEEIIIYQQ1UiSJIQQQgghhBDVSJIkhBBCCCGEENVIkiSEEEIIIYQQ1UiSJIQQQgghhBDVSJIkhBBCCCGEENVIkiSEEEIIIYQQ1UiSJIQQQgghhBDVSJIkhBBCCCGEENVIkiSEEEIIIYQQ1UiSJIQQQgghhBDVSJIkhBBCCCGEENVIkiSEEEIIIYQQ1UiSJIQQQgghhBDVSJIkhBBCCCGEENVIkiSEEEIIIYQQ1UiSJIQQQgghhBDVSJIkhBBCCCGEENVIkiSEEEIIIYQQ1WibewLh+P1+fvrpJ7777jv27duHSqWie/funHnmmXTr1q25pyeEEOIII3FJCCGOHC32SdILL7zACy+8gN1u5/zzz2fSpEns3LmTe++9l507dzb39IQQQhxhJC4JIcSRo0U+SVq+fDk//fQTkyZNYvr06YHXhw8fzvXXX8/LL7/MQw891IwzFEIIcSSRuCSEEEeWFvkkad26dZhMJiZNmlTj9ZSUFNLT09m6dSt+v7+ZZieEEOJII3FJCCGOLC3ySdJFF13EBRdcgFodnMO53W4MBkPINiGEEKIxSFwSQogjS4tMkoCQwWbnzp1kZWXRr1+/sO/zeDx4PJ7A1y6Xq1HmJ4QQ4sgicUkIIY4cLTZJ+je/389rr72GSqXijDPOCNtvwYIFzJ8/P/C1Wq2mZ8+eTTFFIYQQRxCJS0II0Xa1miTplVdeYePGjUyePJlevXqF7Xf66aczceLEwNcul4s5c+Y0xRSbXaXXS77LAUC8wYRJq2u0sYpcTsq9HjQqFckmK2qVqtHGEkKIlkjiUt34PWUoPiegRm2IRaXSNNpYPlchKD5Uah1qfUyjjSOEaPtaRZL05ptvsnjxYkaOHMm5555ba1+dTodOdzA50Gga74dxS7KjrJjH1i7hve3r8aNwdoee3N7vGDpHxUZ0HIfHw9riPG5Z8SO/5+4h0WTmhl5DObdTL5JN1oiOJYQQLZXEpUNTfC68Fbso3/winqLVqHU2TBlnYkw5CY0xPqJj+d3FuPOXU7H9TXzObLTWDli6XoYuuhdqncQmIUT9tfhdpm+99RZffvklgwcPZubMmajkiUWQXeUljPz6bV7avIpyrxuH18PrW1dzzFdvsaOsOKJjLS/Yx/Cv3uTnnEy8ip99jnJu+Ot7/u+Pr8lzOiI6lhBCtEQSl+rGW7aNomVX4ClcCYoXv7uQii0vU7r2YXyuooiN4/c6qNj5YdV1HXtB8eEt20bJyltw5f6K4vdFbCwhxJGjRSdJ77zzDl988QUDBw5k1qxZR8zdt/rwKwof7dxAlrM8qC2v0sFb29bgi1BZ2hxnBTOXfYsSou3zPVvZ4yiNyDhCCNFSSVyqG7+7hLKNc0AJjj+ewpX4ndkRHKsI584PQraVb3oev6sgYmMJIY4cLTZJeu+99/jss8/o27cvN9xwA1ptq1gZ2ORK3JXM37UpbPvHuzZR6K6MyFilHhfri/PDtv+Sszsi4wghREskcanuFK8Db2n42OQuWB6xsaoSrtA3AxVvGX6P3MATQtRfi/wJ/9FHH7Fw4ULsdjvHH388f/31F4py8PmFRqNh4MCBGAyGZpxly6BVqbHWUqAhSqdHG6GlIFqVGrVKhV8J9SwJYvTy9yGEaJskLtWTSgUqLSje0M26qMiNpTHWPhW1PO0TQtRfi0ySFi5cCEB+fn7YCkA333wzRx99dBPOqmWK0huY1XsIP2TvCtk+q9cQYg2miIxlN5qZ3K4bn2QG3x3UqFSMTGwXkXGEEKKlkbhUPypdDMaUE6jc902oVvTxgyM2lsaQgEobheItC26zdkCli4nYWEKII0eLTJLefffd5p5Cq3J0fArndOjFvJ3ra7x+WruujExKj9g4UTo9jx89hr8KssisOLh8QQW8MWIiKVLdTgjRRklcqh+11oil80V4itbgc+6r0RbV83rUhrjIjWWMJ3rA/RSvuBmUg4f2qrRWbH3vQmOIbJVXIcSRoUUmSaJ+kkwWnh46lmt6Hs1b29fg9yuc36UvXaNiSTRZIjpWx6gYfj35fJbm7eXLPVvpYInh7I49aWexYdY13rlMQgghWheNKZmYwbPxlmykMvd3NMYEjCknoDYmotaaIzaOSqVBF9ObuBGv48r9HW/ZVvSx/dHHH4XamBSxcYQQRxZJktqIBKOZBKOZYYlpjT5WO4uNdhYbZ3WQE+OFEEKEpzEmoDEmYEga1ajjqNQ6tOY0tB2mNuo4QogjR4utbieEEEIIIYQQzUGSJCGEEEIIIYSoRpbbicOyz1FGmceNQa0h0WTBXEsZ8oZweNzscZRT6fNi1mrpYI1Bq26c3L7YXUmBy4lfUYjRG0kwRm7NvBBCiMal+Dz43YUofjcqtQG1MR6VqnHKf/tcRSieUlB8oLWgNTXe3iefqxDFW4FKpUWlj47ofi4hRHiSJIl6KXZVsjhrBzf89QO7K0rRqzVM69SbeweMop3FFtGxdpUX88TaP3l922ocXg+JRjO39z2GMzK6kx7BsRRFYVNpAVcv+47vs3YCMDAuieeHjWdAXBJ6jZyxIYQQLZnPVYBj1ydU7v4ExVeJSmfD0ukCDCknoNHHRHQsb/lOyjc9h7vgL0BBY+1EVPeZaG3dUesiVyzJ73XiKVlP+Yan8Tl2A2r0iSOxdrscrTklYuMIIUKT5XaiXhZn7WTqzwvZvb8EuNvv4/Wtqznjx4/JdpRHbJy9FaXMXPotz25agcNbVdI1t9LBdcsX8872dVR6PIe4Qt3tqihh5NfvBBIkgL8Lcxi16G22lBZGbBwhhBCR5/eUUb7peZw730PxVQKgeEop3zSXyt2fofjcERvLW7GH4r+ux12wHKg6TNhXvp3ilTftT2Qix1u2lZIV1a/rx537C8UrrsdXmRfRsYQQwSRJEnW2z1HGjX99H7JtRUE2O8qLIzZWXqWTr/ZuC9n26Jol7HYGHxp4OBRF4ZNdmyh0OYPaPH4/D63+gwpP5AKsEEKIyPK7i3Flh45NFTvew++O3M0ud8Gf+N1FwQ2Kn4ptb+BzFUdkHL+7hPLNz3MgEavR5szGWxJ8qLsQIrIkSRJ1VuHx1DhE9t+W5e8L21ZfG0ryw7aVelyUuF0RGcfh9bBo7/aw7b/m7qbUE5mxhBBCRJ7PmRO+0e/C74nMTTW/z4W7YGXYdk/xehRfRUTGUvwuvCUbw7ZXPckSQjQmSZJEnek0Ggzq8Ptz0sxRERvrUIfgmjSR2U5n0GhrnXei0Yy+lu9ZCCFE81LrrLW2qzSGyAyk0qE2xIefhz4GiFS8UKPSR4dvbcRCEUKIKlK4oZXIr3RQ4HLiVfzE6o2khvjFfld5CcXuShQgRmegQ1RMvcfx+XxsryimxO3GoNESozcECjIkGc1c0KUv28uKmdGlH3q1Bp1azc85mby7fR1Hx0duI2mGxUaC0UxepSOobWxKB+KNpoiMo1WruarnUby5bU3I9lv7DideqtwJIUQQRVHwuwpQvGWg0qLWRaPW1yyq4/d78FfmongqQK1HrbehMcTVeyy/pxy/qxDF50SlMYI+Fu3+sdSGeNTGZPTxg9DbhwIKKAqunB/xu4pQ6WIi8N2CWq3GlHYKlXs+C9luypiC1pwcmbEMsZgzzqJiy8uhWjEkNu7hvEIISZJaPEVRWFecz8W/f8lfBVkAtLfYeH7YeEYltcOq0+P0eFhRmM3lSxexvrhqmVp3WxzPDx/P4PgULDp9ncbaW1HKj9mZ3LLiR7KcVUUYRiam89yw8fSJTcCk1XF73+F8sGMD1/z5HYUuJyrgpLRO/HjSeaRH8ElSJ2sMn46ZwimLP6TYXRl4vZstjmeGnkSyqfY7h/XR2RrLU4NP5Prli2us/r602wCOS2ofsXGEEKKt8HsdeApXUbZhNn5XVREBbXRvbL1vQmvNAMBXmY8r7w8qtr6G4ikBQBc3iKie16K11P1nq8+RhSPzY5x7vgC/C1Q6jCljsXSajsacgsaYQMxRj1Ox7U1KVz8Aihc0RkxpE7F0vRyNPnLVUNXGJKw9rqF841zAH3jdkDQag31oxMZRqTQYU0/CU7QGd/7Sag0abH3vRG1MiNhYQojQVIqiBO8KbENcLhePPvoot956KwZDhB65N6Gd5cUM+vz1GokCgApYcsqFDElIZV1RHkd/8Touv69GH51azfIJM+gXl1insb7cs5VTv/8o6PVkk4Wfx0+nS1Qsb2xdzSV/fBXUp7stjh9OmkaKOXLJi9fvZ0d5MasKc9heVsyg+GS6RMXS8TCekB1KmdtFTmUFv+bsodLn4djk9qSYrMQZIvPESgghDmjtcQnAXbSG4uXXBL2u0tmIG/YiGlMyzn3fUbb24aA+alMKMUc9gdaceshxvK4iHFtfpXLvl0Ft+oSRWHtejUptpGztIzWTif1MGVOxdLkYdaSW3AE+dwmKuxh30T8oPif62IGo9HFoTfaIjXGA312MrzIPT/Fa1LoodNG9UBniI/r9CCFCkydJLdznu7cGJUhQVe/mjr9/5oNjJ/PsxhVBCRJUVWd7av2fzBkylih97T9Qd5QVc+fKn0O2ZTsr+D13DyaNljv//iVkn02lhWwpLYxokqRVq+lqi6Orrf5LM+orSm8gSm+gSxOMJYQQrZnfXUr55pdCtimeUtwFK9HFDaRi2+uh3+/Mwle+s05JEp5SKvctCtnkzvsNpcsMUDlDJkgAzt0LMLWbjDqC5wpp9NGgjw48MWtMan0Man0MOlvXRh9LCFGTFG5owbx+f42ze/7tr/wsSjwu/irIDttneUEWRSGSrFBj/VOUG7b915zdOL3ewDK8UFbUMg8hhBBtg+J34S3bErbdXbAcFC9+Z1bYPp7itXUay+8pAyX4JmBgLp7i2s8M8ntQvJE7w08IceSQJKkF06rVdKvlyUa6JQqjRkN6LU9v0s1RWLS6Qw+mgtRartM5Kga9RoO5lmt1tIavxCOEEKKNUGnQGMMvLdNYMkClQaUNX6VUY06r21Ba4yGmYg4qFhHcp/ZrCCFEKJIktQC5zgrWF+fzd0E2u8pL8PgO3jWb0aUfqjDvu7PfCFLMUczqPSTstW/oPTRQnc3j9bK1tJBlefv4Kz+LHWXFgX6dLNFc13NwyGtoVWomt+9GisnCZV0HhOwTpdMzMP5gVZ8il5ONJfkszdvL2qI8sh3Bd/JK3S62lhayoiCbraWFlIU4+yjLUc7aojyW5u1lY0k+RSEOfY2ULEc5a4pyWVWYw56KUvxte7ueEEKEpSj+qr0wZVvxlG3DV3nw7DqNIQ5zx+lh3qnGmDIGtSEeY/qpYboY0MX2C3zp85TjrcjEU7web9mOGmOptVHoYvqEvIzGkoFKZ0Otj0djCr10Txd/1P7S3FW8znw8ZdvwFK/DW56J3xNcQdXvLsJbvhNP6RZ8zhwUvyeoj9eRhadkU9WcK/bg9wb3iQTF78XnzMFTugVv+U58rhAH2QohGoXsSWpmG4rzOe+XTwNL3axaPQ8MPJbpnXoTbzSTYbXxwXGnc/6vnwX2HamAa3oOZkxK1XroblFxPH7U8dy28me8SlW1HY1Kxd39R9InpupuX56zgsVZO7lu+eJAWe1OUTG8dswEhtpTMGh1nJnRg78Lc3h/x/rA/MxaHe8fexqpRit6jZarex7NupI8vtu3M9AnVm/kszFTAtXtdpWX8MiaP3h962o8/qr5jE3pwHPDxtPZFgvAXkcZNy3/ng93bcSvKKhVKqZ26MkTR48JlDffVlrElUsX8d3+JYc6tZqLu/Tn1r7DyYjgUyuPz8eKgmym/foZO8qLAUgwmnlh2HhOTOlwyP1cQgjRlvi9lXiKVlG27r/43VW/lKuNSdj63I4uuicqjQ69fSjG9NOo3PPpwTeq9dj63Y3amIRaY8DU7jR85btw5y8JdFFpLUT3vx+1oaqgkM+Zg2PXhzh3fw5KVaKhi+1PVK8b0FraoTElEdX7ZkpW3Y2vYufBoUwpRPe/J7CvKXrAAxT/fTv+yoMHy2qtnYnqcR1qXVVM8Vbspmzdfw8u9VPrMbWbjLn9mWhMVfPxlu+idM0DeMu2Vc1XY8LS5RIMKWPR6G34/R68JZspW/coPseeqj46G9ZuV6C3D0VjiI3UXwN+Txmu7B8p3/ISirfqkFqNtSO2vnehtXZApQp3C1UIEQlS3a4ZZVaUMPiLN0KeBfTeqEmc06k3AJU+L1mOcjaU5FPh9dA/Nokkk5lo/cElBIUuB7mVTv4pzMGvKAyISyLBaMa+/ynSrzm7OW7RO0HjGDVaVkycQc8YO5/v3kKC0YxJo2VVYS7RegPdbXF8t28Hk9p3I9Vo4dlNK3D6vPSNTWR7WTFxBhM6tZq3tqxhzrCxJBkt3LbyJ57bFHwq+VHxyXw8+gxsegMX//4lCzM3B/U5o313XhlxCiVuF2f++AkrC4P3OV3V4ygeGnhcxJKXLaWF9P/sVSp93qC2pfsrCAohRKS05LgE4CndQtHS/wP+9euBSkfcMa+itbQD9p9d5C7CW7YNlcaE1pqBWh+PSnNwWbavMj/QR62PQWNOR21IQq3V4fdUUrHjLZw73w+ag8bageiBj6DW2nDs+ghD8nEo7lJ8zj1oTKmo9DE4s37AkjEFxeugYvPz6BOGo9IY8LvyURuT8LsK8FZkYu50IficlKy8OZDYVGfpfBGmDuehuAspXHY5irs4qI+t310Yk8fgrcikaOn/ofiC9/pGH/UEhvij6vdh16Iy93dKV90Z9LpKG0Xc8JfQmCJzJpMQIjR5ktSMludlhUyQAG7/+2eOS84gxWzFqNHSMSqm1tLXcQYzcQYzPaKDTwPPdVbw4D+/hXxfpc/LW9vWcGuf4dy64kc2lBSg12g4ITmD3EpHoBhDjMHIMHsqj6xZQr7LiU6tJslooczjpsRTtUxuc2khAK9u+SfkWCsKssl2VlDp84VMkAAWZG7i4UHHUeR2hUyQAF7Z8g8zexxF9wgkST6/n7e2rgmZIAHc989vvH/sadjkaZIQ4gjg9zmp2P4OQQkSgOLBufszrN3+D5Vai1pnRa2zBpKmUDRGOxqjPWR1Nr87j8rdC0K+z1e+E39lLhgUHNvfwrH9DdDHobd1x122DVxVqy/MqSei+Cpx5f6CK/cXVBojKm0Ufk8J+N2g0mBuNxm/qyBkggRUJWEp4/CWbg6ZIAGUb3kFXWx/XNk/hUyQABzb3kRryah1v1Zd+VxFYQ6SBcVbhrtoNSZJkoRoVLInqRn9mb8vbNvO8hJc/tC/uNdXudfN2uL8sO0rC3Oo8HrYUFIAgNvn4+u922tUq/s9dw8un4/8/XuCPH4/exxlgQQJYFVhDi6fN2Q58gO2lxdT5A6/r0gBityVbC8Lv+660uel1OMO214flT4vy2r5e/inKIdyb2TGEkKIlk7xOvGVbQ3b7i3dGDZJqPdYPmet1/JWZKL43AQObXUXVi3dcx2sxOp3O/BXq26n+CqrDrf1uw+8gOJ14C3fEX4e3gpQ/HhKNoTt43dmofhceEpD3+AD8JbvQPEH7609LIoHX8WusM2eorpVBxRCHD5JkppR75jwJ2YnGS3o1JqIjGPSaGutPNclKhajRkuGJXyffjGJ6DUaonT6sH262eLRq7VoalknnW6Owqar/amMTWcg3RK+WpFGpSJKV4eKfXVg1GjpGR3+rl8nawwmTWTGEkKIlk6lMaA2ha88p7G0i1i1OJXGCKrwP1+1phRU6toXvKh1BtT62s63U6HSmGqvpqc2gEqN1tohfBd9HCq1Ho05PWwfjSkFVS3fT/1oUBuTwrZqozpFaBwhRDiy3K4B8isd5FY6KPO4iNUbSTRaiDHUPXiMSm7HKWmduaPfCBQUXD4fcQYjv+fuwacopJjqfjCry+sl01FK7v7le4lGM+0tURg0OlLMUdza9xie27SCS7r2R1FArVJR4fXwzIblXNZtAHFGE3f3H8G3+3ZwTsdeuP0+dGoNBZUOntm4gpPTO5FoMPN/3QbyxLplQePHGUz0i00kzmBiSkYPPtgZfEeuS1QsaeYobDo9IxLS+D1vb/BnkphOotGMQaOlc1Qs20I8UTqrQw8SDQdLy2Y7y8l1OnD6PNgNZpJMZqyHSMQO0KjV/F/3gTy7aUXIanb39B9FbD3+ToUQojkpioLflY/fXQx+D2pDLCp9HGpN3X4mqrUWLJ2nUxnVEVPKiSheB6hUqDRGHJmfYmp/xiETl+p87lIUdzF+dxEqjQGVLhrt/oNdVfo4jCnjUGkN6OOPRvG5UKl1+Bx7ce77DrUpBbUuCp39GHRRHdHF9EHxVaLSGPCWbsFdsAKVPgbUTjTWDvjKdwaNr08YjkpnRaNph1ofGyhEUZ0x7WTU+mj0cf1RaYwhn26ZO01DbYjHlHYSzsz5Ic9uMnecFigAofh9+F0F+N1Vy9DV+ljUBjuqOt781BjjsXS+kLJ1/w1uVOsx2MNXtRVCRIYkSYdpZ3kJ0375lCXVftE/rV035g4bR9r+6myHkma0cnf/kZzzy0J2lpcAVRXcru1xNFf2PAp1HSvXFLmcLM7ayeVLFgUOjrXpDMwdOo7xqR2xmyz0i0nglLTOXPTbF1TsL1WaYDTz+ogJpJqq5nt8SgY7yks4++eFuPcvmWtnsfHeqEmkGq0YdTqu6D6IPRWlzKuWBKWbo/jk+DPpbI1Go9Hw0KDjKNg/pwO62+L4+PgzA/uq3jn2NKb+tIDlBQcPGxwcn8JboyYRbzQTbzSzcMyZnPnjJ4G9TlBVJe+hgaOJM5oAWF+czxk/fhzoo1GpuLL7Udze7xiSTOHP6KiugyWaT0afwfm/fU7Z/mV8erWGRwaNZlB8+Dt5QgjRkih+H97STZT8cw9+1/4l1mo9ls4zMKadguYQ5wkdoDaloLNkULz8OhRf1Y03lc5GVK8bD/HUpqaqynUf4dy9MJBUaEyp2Prfg8baBY3OirnTNCq2vkrJ33dwYB+U1tqZ6H53BirXRfWYSfmGp3HseDdwbV1MX6J634xGHwv6WKL73UvJ6ntrJEq62P5Yu18Z2CMUPei/lKy6s0YFPH3iKMwZU1FrzShqAzFHP0nx33egBJIpNaZ2p2FIOh6VSoXakER0//spXftwoOIcKg3mDuehi6kqtuT3VuIuXEHZ2sdQvGVVXbQWonrdiN4+BLXWXKfPT28fjiljKs5d8zmw5FClsxE94EHUxsQ6/i0IIQ6XVLc7DLmVFUxc/CF/FQQXFji3Yy9eGDa+TpXXNpcUMvTLN2rs6zlg7tBxXN5tIGr1oVdErijIYsgXb4TaZssfp1zAsIQ0vtu3g5O+mxfUrlOrWTHxYvrEJvDm1tXM+P3LoD5WrZ6/Jl5EhtXG42uWcmJqJyw6HZnlpcToDcTojby0eSVX9xxCqtnKTX99T5LRylH2ZPIqHcTqjex1lDF/10beO/Y0kvc/Ict1VpBTWUGOs4Ikk4Vko4WEfyU2O8uKya10kFfpoJ3FRrzRFEhCd1eUMuSLN8iprAia8yODRnNj76Fo6vD5QVUZ8H3OcvY6ynD7fGRYo0kyWWo9PFcIIQ5HY1W38zr2UbjkEgjxJMTW/36MSaPqdB130WqKl18b3KBSEzv0RXS2Loe8ht/vxZn5MRWbXwi+jM5G7JBnURviKN/yMpW7Fwb10ZhSiT7qCVQaI2Xrn8Cd90dQH210b6L73Y2CQsW2tzBnnAl+F353EWqDHVDj2PsF1s4zwO+mZPX9mFJPQq2Lxu9zoNZF4ylaDSodlk7TUWl0KIq/6gmQKx/F60RtSkKti0GtOxib/F4XfldeVR+/G40pGZUuFo2+KjZ5yrZRtORSgotfqIgd9gI6W7dDfn4Hx3Lgdxfjd2aj0hhRG+2oDfGoVJFZji+ECE+eJB2GHGdFyAQJ4IOdG7hvwLF1SpJ+z90dMkECeGTNEsandaJTVO1nLpS5Xcxe92fIBAngv2uW8uywcTy0+veQ7R6/n1e3/MN1vY7mwdXBQQiqCj98s28Hp7XrxpMb/uLu/ZXy2ptt5LkqcO4//HZMSkfUKnh58z+B85rMWh2VPm9gKdveirJAkpRospBostC3lm+xQ1QMHcJU9VtblBcyQQL479qlnNepN+1q2dtUnU6jIcMaHdHzl4QQoim58/4ImSABVGx9DX1MH9SHOMfH5y7BseO90I2KH+fuhWh6XIX6EPuS/JU5OHZ+EPoynlK8JRvRxvSicu9Xoefh3Ie/Mhu1PgZ33pKQfbwl6/B7SkHx4dr3Fa59XwEaMMRXK+6gxtLuTPzuArzFaykrXguoQaMPfFYqjQlT+iloTEmoVGo0xgQ0xvB7htVaA2ptOliC9ycpPjeOnR8RsjogChU73sfW+xbU2rot41ZrzVVPnsxyFIUQTU0KNxyGLGd52Da/olAaJvH5t1WFuWHb9jrKAgex1qbE42JjteVo/7a5rJByj6fGkrV/W1+Sj8fvD7n/5+Bcc1AUhWL3wQCc6SgNJEgA64rzKPd4AgkSgMPrqbHXZ4+j7JDfU12tK84L21bkrsQZpqy3EEK0RZ7SjWHbfI49KPsPa62N4nXgq9gd/joVu6r2KR2K31ttyVowb/n2qiV4/vDVQ72Ovfg9FYROOPbP11OC31VQfYY1qt+BH8Xvwlvje/LXSCYPVWWvPhRfJb5aKun5KnaCPzJjCSEalyRJh6F6QQW9Wk07sw3t/mVdapWK6DoWDRgQF36/S7o5Cl0dlopF6wz0DHE20gE9bPFYdTq628L36R1tR6fW0KWWp1YD45JQqSBWH/7uV5+YBKw6fa3zrq1qXX31qVYdUKdWY9MZOLCLK85gwqSRB6VCiCOHztbz4BdaM2r9wZ/7Gks7VKrw1UkPUGnNaCztw7ZrLBmo6rKnRqWtdf+SNqoLqDRVleXC9TGno9ZZgfD7c1W6aNSG8PENlRqV2lDrWU4qjSmiFfs01mqV5zTGqj/7aS0dQC3FgIRoDeS3yMOQZLRwbodeXNnjKFBVLb9LN0dR7nGzIHMzidX21eytKGOfs4xCVyUZVhuJRgtxhqqiAyMT04nRG2s8nTngtr7HBJbaHdgvs7uiFKfPS6eoGJKMFqw6PVF6A9f1GsJ7O9YHVWdTATf1GUqKOYo7+43g5+8yg8bRqdVc3LU/GdZo7uw/got++yKoT5ROz7jUjiSbrFzXczD3/PNrUJ8Uk5VeMQkkmyzM6NyPl7asCurTJyaBNHPdK/YBZDnK2OesIL/SQbolimSjhXhjVYDuHZvAiIQ0/tNtIBatjlKPi2STlV9yMkkwmEmtR3VAIYRo7QwJw/GU7cTcfhJ+TwmKrxKNKQVPyUbU+hjUhhgAFJ8Hv7sAnzMHFF9V6WpDLGqNEY0+GnPH83DnLw0eQKXG1P70wFK7A/tlfI59qDQGNMbEqv0yai1qUxKmDmdTsfn54MvootHauqHWx2BKn4Az85OgPhpzGmpjEiqNAX3CMbjzgpeM62L6oNZFo+BHa+uOt3RT8GeSOBqV3oZGa0RtTKpRtOEAU8YU1Ia6F6RQ/N6qw2krc8DnRm1OrapepzWh0ugxdzgLxVOMKX0CitcJKKi0Fpx7v8bc8bw6L7UTQjQvSZIOQ6LJwp39RzDlp08CB7ACHJOQxpsjTw2cJbS2KI8J33/I7orSQJ/J7bvx7NCTSDFb6RwVw7djz+HcXz4NLHUzqDXM6jWEU9tVbYyt9Hr4MTuTc35ZGKi8plGpuLPfCGb2OAq70UxHazQfHXc6ly35moL9h73G6o3MHTou8HSoT6ydF4aN56YVPwSuk2yy8MaIiYEzlI5Lasc9/Ufy2NqlVO5fqtbBGs27o06jvdmGXqPhwi59yXVV8OKmVYFldb1i7Lx/7Gl0sVWNdc+AUVR4Pby3Y11gkcQweyrvVivaUBebSgo49fuP2FptGeCJKR14bcRE0i1RpJujeHLIiUz+4eMaSyDPyujBld0H1blogxBCtAnaGIzJoyj+63oU74GfiVWJjT5jCgB+rxN3/jJK1z12cMmZSoul2//tL2oQhcbcjqg+t1K+8ZlABTeVPgZbr5vQGJOrruMupmLXfJw734f9sUCltWDrfy/6mH6oNXoMSaPxuwqqkiClKqZozO2w9bsL7f79POaMqSjeCir3fceBCm7aqG7Y+t0RKBVu7X4l5YqvRuKmix1AVK8b0JiqVhTY+t1J2drH8BQfOGRVhT5hBNaul6LRV8W4mKOeoPSfe/GWb9vfRY0x/VRM7SajUtetSI/ic+EuXEXp6vsDlf9QqTF3ugBzu8mo9VVPtgyJIylZ/cDB5YRqHdZuV6A2hN/rJIRoWaS63WHYWV7MxO8/Yn1xflDbhLTOvHLMBNyKj8FfvB44t6i6q3sczWNHHY9RW5Wj7igrpsDlpNLnJcFoJtlkIXr/srZNJQX0+fRlfCH+mj45/kwmt6+qkuPxetnlKCWvsuquld1opr3ZhkF7MA92eNzsdZaTW+lAq1JhN5jIsMYElgq+snkV3+zbzrROffD6/ejUarKd5czdsIKFJ0yh8/6Eq9DlJLeygvxKJ2atjniDKajgQanbRU5lBUXuSqxaPYlGM3Zj3cqeQtWerGO/focd5cVBbed27MWLw0+mwOVk4OevhXwSd0e/Y7i730h0GqkAJIRoWRqtul35LgqX/CeQkFQX1etGTOkT8JRtp2jJfwi1zyfm6CfRxw0EwO9z46/MrTpvSaWqehJlTES9P5mozPqB0jUPBE9CpSXumNcDSZDPXYbiKcLvLkalNqDSR6M1Jdd4i89VXLW3yFOCSmNGrbMFzhvyu8soWfNQ1TlJsf1Q/G5Uaj2eko24C1cQ3f8BNPuLUfgq86qeoHkdqLVRqPTRaP71hMjnKkJxF6P4K1HpbKj1cai1prp/xhWZFP4xI5AYVhc94AEMiSPxlGyiaNnlId8fO+RZdDG96jyeEKL5yJOkw5DrdIRMkAC+2ruNfLeDLEd5yAQJ4OUtq5jVezAdrDEAdIyKCZwf9G9vb1sbMkECuP+f3xiRmE6C0YxOq6WLLY4utWz5Mev0dNXF0dUWvKwgy1HOg6t/J7OilI93BS9ZWLRnOzN7HgVU7feJM5iglkJwNr0BWx0q/IWzp6I0ZIIE8OHODTw06DhWF+aGTJAA5mz4i0u7DqC9VKsTQhwhKnN+CpkgATh2zkMXfzTOzAWEK4RQse0dtFFdUeusqDV61JbQFdx8riIqtr8ZehKKF1fOT2g7TQeoKoutj4La9jkZYmD/UsB/83uK8BQsw1OwDHYGH2OhuIthf5J0qKp0VWPFBvofjsp934ZMkAAqtr2JNroPjl0fhn1/xY53sfW9s16JmRCiech6pMOQG6bsNFSFnjKPO3A4bCiVPi9O76Err3n9ftbWUsFtR1kxLl/wqd+Hw6v4yay2LPDfVheHr8TXGPY5wlcQ9CkKHp+fLbVU4yvzuHH5I/PZCCFEa1BrVTpnNihefI5a+lTuQ/HXoTqr4q26Xhjesm2HvkYdVe3pCc/vjVzF1ENR/F681Q6r/TefMxvF58Ln2FNLn31Ql89YCNHsJEk6DOn7DzMNRatSE6Mz0CvGHrZPjN6IpQ6HlGrVakYmhq/I0y82AYs2Mg8DDWpNrXMemRh8N7ExdajlCZBRo0Wv0TAgNnx1wESjWarbCSGOKNronuHbrJ1QqfSH6NMVlebQy6JVaj1aa8ew7brYAYe8Rl2pdFZq+1VFrYuJ2FiHnItaiy6mT9h2bVRnVFoTWluPWvp0B408RRKiNZAk6TDYjWaOTQqdvFzQuQ/JJisdrTF0D7GsDeDWPsNIrWOVtzMyumHVhi7b+tCg0cQaIvPDNtFk4dFBo0O2xRtMHJsUfqlEY0g1RzHEnhKy7aoeR5FktNAjOo4MS+hk6p7+o0itJZk9HGUeF1tLC/loxwY+3rmRbWVFlHvCn/EhhBBNyWAfgkobOrZYulyExpSAKe0UCFmkQIWl8/Q6LQNT66OxdL0sZJtKa8GQMKQ+0z7EWLEYUsaGbNPHD0Wtj4nYWHVhSDoWVZgkx9LlEjR6G+b2Z4AqxE06lRpzh7NRayK3Dw3A7yrGU7YV577vcOf/hc+Zg6LISgohGkqSpMOQbrHx2oiJTGrXNXB6g06t5pKu/bmr/0hiDEZSzFa+Hns2xydnBN5n0mi5u99ILurSD626bgUFMizR/DR+Gj2qnYWUYDQz77jJ9ItNjOS3Rf+4JGYPPpGYamch9YtNZNGJZ5Ncj6ILkZBksvDh6NOZkNYl8Bnr91f+u773EIxaLWkWG4tPOpcRCWmB91m0Oh4eNJqzOvRArQp/tkZ9FbqcPLPhL3osfImzf1nIWT8voMeCF3lty2qKXXIwoBCi+alNacQc9T801Z7yqHQ2onrdgNZWVeRHY0oh5qgn0ZhSD77PEE/0wIfRmOt+M0xn60ZUn9tR6Q5uhNVYOxBz9GzUxvBP+etLrTVj6XwhxpRxVecqVb2KIXEU1p5Xo9ZH7uy9utCYkogZPLvGWVIqfQy2fveg3X8+UtVn/ESNz0FtSCB60H/RmFODrtkQvsp8StY8SNGSSylb+zDFK2+icMkleEo2ociScyEaRKrbNUCes4I8l4Myj5tovYEkoyXoyU6Ry0lupQOnz0uM3kCKyYrhMJaBZTvLKXA58fr9xBtMpJisES1x7VcU5m74i892b+GSbgPQqdTo1Go2lRTw/Ka/+XbcOSELPjS2YlcluS4HFV4P0ToDKSYLpn8tVSyodJDvcgY+41RTFPoIV7X7MWsXJ3z7Xsi2JadcwNBqiZoQQtSmMeMSgNeZg+IpBb8XlS4KtTEJtabmz01fZQF+TwmgoNbZUBvsqOp5Y0lRfPgrC/B7S1GptKh00YFKc5Hid5dQvOputJZ2GBKGoyheVCot7oIVuAv/Iebox4Mq2DUFn6sQxVOCoviqfX41Y7KvMh+/p5SqzzgajTH8kvbDofjdlG96AefuBUFtKo2JuGNeQ/OvSoJCiLqTTRsNkGCykFDt4NhQYg2miCyJSzZZ63XGUH1lO8t5bO1Sspzl/JC9K6j9891buL730EYbP5wYg5EYQ+0H78UbzYEDZhtDqdvFY2uXhG1/Yt0y3hp5alDyJoQQzUFrSgJT7U9zNMZ4NMb4WvscikqlQWNKRENkVzVU53eX4C1ejbd4NZV7vwzRXtQsSZLGEAeHGFdjtEc8MarO7yrCuferkG2Kz4mndIskSUI0gCy3E0BVxbjqB7L+2+bS8JXk2rpKn7fGgcD/truiDKfv0NUKhRBC1I/iq7263YHDbo9Eit9Ta6U8f2VOE85GiLZHEojLbQAAGDNJREFUkiQBVFWMGxgX/s7jmGp7q440Np2BYxLCV/cbldSOqDDFNYQQQhw+lS6q2l6kYGp9ZJf3tSYqjQG1IfyTqgP70IQQh0eSpDD2VJTx3b4dPLluGV/t2UpmeQlteftWgtHM40ePCdmWarYyLPHI3XNj1Gq5vvcQ9CGKbZg0Wi7rNgBdhPdACSHEvyk+Nz5HFpVZi3Hs/BB38Xp8rsLmnlajUuvjMKVPCtmmTzr+iE6S1AY7li6XhGzTWDqiMR25cVuISJA9SSFsLi3kxG/eY4/j4CF1doOJ7086j74RrijXkhwdn8LHo8/g2j+/C3zvY5IzeH74eNpbmraCUEvTOSqWH0+axqVLvmJ9cT4A/WMTeeWYU+hYy5lOQggRCYrPjbtoFSV/3wmKJ/C6Nron0f3vQ2NMaMbZNR611oi503RUWjPOzI9RfJWg1mFKm4i54zTUusbbq9vSqVQq9AnHENXrRsq3vIziKQHU6BNHENV9ZoP3nAlxpJMk6V/yKh2c+/PCGgkSQL7LyWk/zOe3k8+P+Pk7LYVNb2By+24MsadS7KlEr9ZgN5iJPUThhCOBXqNheGIa3487j0KXE5VKRbzBSIKx9sIdQggRCX5XflCCBOAt2YBjxzys3f8PlbptLvvVGOKwdLoQY/pE8DlRqY2oDPGoNW3z+60Pjd6GMW08evtgFK8D1DrUuljUuqY9tkOItkiSpH/Jq3Twd2HozY47y0vIcVa02SQJqu5MpVmiSKPtfo8NkWSykHSIioZCCBFp7qLVQQnSAc69X2LuMBXNISratWYqjQ6tVGoLSaXSoDG23VUuQjSXFr8nSVEU3nnnHaZOncqHH37Y6OM5faGD0AFlHnejz0EIIUTL1tSxye/Kr60RRZEKm0IIEUkt+kmSx+Ph2Wef5Y8//miyMeP0JgxqDa4QJ1WrgBTzkbv+WQghRPPEJl1sv7BtGnM6Ko0sixZCiEhqsU+SysvLefDBB1myZAkDBw5ssnGTTRZu7BP60NSLu/YnMcJ7UMo9bjaXFPLE2mXc/NcP/JC1kyxH+POKhBBCNJ/mik0aUxpaa+eQbdbuM9EYIrtJ3+8uxlOykfItr1C+9Q08Zdvwu8OfFyeEEG1Ni3ySpCgK999/P3v37uXqq6/GarXy999/N8nYJq2Oq3scTYLBzIOrfyff5SRaZ+D63kO4tNsAovWGiI1V7nHz8a5NXPz7FxwoLv7EumUMjEvi0zFTSD/CK8oJIURL0pyxSWOMJ3rQw1RsfYPKrMWgeNCYUrF2n4kupm9Ex/K5CinfOBdXzo+B1xzb38TU/gwsnS5ArZeKnkKItq9FJkkqlYopU6Zgs9no0aMHq1atatLxE00WZvY4itMzulPp82LQaEk1WdCGOCenIfY5ymokSAf8XZjDk+v/5JFBozFoWuRfkRBCHHGaOzZpjIlYe16LpfMFKH4vKq0p4k+QADxF/9RIkA5wZn6CIXEU+rgBER9TCCFamhb7G/iQIUMO630ejweP52DxBZfLdVjX0ajVtGvkJzlf7tkalCAd8NLmVczqNaTR5yCEEKLuDic2RSouAag1BmjEKm8+dwmOneELUTh2zUcb3bNqHkII0Ya12CTpcC1YsID58+cHvlar1fTs2bMZZxReTqUjbJvD68Gn+JtwNkIIIRpDa4pLKH4Ub1n4Zk8JKF5AkiQhRNvW5pKk008/nYkTJwa+drlczJkzpxlnFN74tE78d+3SkG1D7ClYtXJQnhBCtHatKS6ptVb08UNxOj4J2a5PHIVKY2riWQkhRNNrsdXtDpdOp8NsNtf401J1t8UzKD542YRapeKpwSdiN7bcuQshhKib1hSXVBodpowzUGmC56jWx2JMOhaVqs396iCEEEHkJ10zSjFbWXj8mVzfawgWrQ6AYfZUfht/PgPi2u7J6UIIIVoujSmF2KHPoU84BlCDSoMh+QRihjyDphH3QwkhREvS5pbbtTbpFhsPDxrNtb0G41cUrFod8fIESQghRDNRqdRorRnY+t6O4qk6t0+ls6HWyjI7IcSRQ5KkFkCv0UgVOyGEEC2KWmsBbWQPUBdCiNaixSZJpaWlrF+/HoCdO3cCsGfPHpYurSp00KtXL2w2SSyEEEI0HYlNQghxZGixSdLu3bt58skna7y2dOnSQCC655576N27d3NMTQghxBFKYpMQQhwZWmyS1Lt3bz78MPyBdkIIIURTk9gkhBBHBqluJ4QQQgghhBDVSJIkhBBCCCGEENVIkiSEEEIIIYQQ1UiSJIQQQgghhBDVSJIkhBBCCCGEENVIkiSEEEIIIYQQ1UiSJIQQQgghhBDVSJIkhBBCCCGEENW02MNkI0VRFABcLlczz0QIIY5Mer0elUrV3NNoMSQuCSFE8ztUbGrzSZLb7QbgqaeeauaZCCHEkenWW2/FYDA09zRaDIlLQgjR/A4Vm1TKgVtabZTf76e8vFzuZNaTw+Hgiiuu4Pnnn8dsNjf3dNok+Ywbn3zGja8un7H8/K1J4tLhk3/TjUs+38Ynn3Hjq+tnfMQ/SVKr1dhstuaeRqvj8/nw+/0YDAa5A9xI5DNufPIZNz75jOtP4tLhk//fGpd8vo1PPuPGF6nPWAo3CCGEEEIIIUQ1kiQJIYQQQgghRDWSJImQdDodU6ZMQafTNfdU2iz5jBuffMaNTz5j0ZTk/7fGJZ9v45PPuPFF6jNu84UbhBBCCCGEEKI+5EmSEEIIIYQQQlQjSZIQQgghhBBCVCNJkhBCCCGEEEJU0+bPSRL1s379eu69996QbRdddBGnnHJK006oDXO73TzyyCNs3LiR22+/nb59+zb3lFq9mTNnkpeXV2uf0aNHc+WVVzbRjNouh8PBwoUL+f333yksLMRmszFkyBCmTJlCdHR0c09PtDESm5qOxKbIk9jUdCIZmyRJEjXs2rULtVrNVVddVeMUYo1GQ//+/ZtxZm3PG2+8wbp167j88sslCEXIFVdcQUlJSci2devWsXjxYtLT05t4Vm2P2+3mnnvuYc+ePYwdO5YOHTqQlZXFokWLWLp0KY8++ijx8fHNPU3RhkhsajoSmyJPYlPTiHRskiRJ1JCZmUlSUhIjR45s7qm0aX/88QeLFy9m8uTJjBkzprmn02b06dMn5Ot+v5/58+djNps54YQTmnhWbc93333Hrl27gu7gd+3alSeeeILPPvuMGTNmNOMMRVsjsalpSGxqHBKbmkakY5PsSRI1ZGZm0q5du+aeRpuWnZ3Niy++yLBhwzj33HObezpHhD/++IO9e/dy8sknY7FYmns6rd7evXsB6NevX43XD3y9b9++Jp+TaNskNjU+iU1NT2JTZEU6NkmSJAIURWH37t2kp6ejKApOpxM5RiuyvF4vs2fPJj09nZkzZ+JyuZp7Sm2e3+/n448/xmQyMWHChOaeTpuQmpoKBAecPXv2AJCWltbkcxJtl8SmxiexqelJbIq8SMcmWW4nAnJycqisrOSbb77h888/x+PxYDAYGDhwIOeddx7JycnNPcVWb968eezYsYOePXvyn//8B5fLRUJCAhMnTuTkk09u7um1SQfu1J1++ulYrdbmnk6bMGbMGH744Qdef/11ADp27EhWVhZvvPEGcXFxTJw4sZlnKNoSiU2NT2JT05PYFHmRjk0qRW7HiP2Ki4v57LPPsFqtpKen4/V62bBhA4sXL8ZkMvHoo4+SmJjY3NNstXbt2sXNN9+MRqNh4sSJdO/enZycHL788kvy8vI4/fTTZYlDhPn9fm688Uby8/N59tlniYqKau4ptRnFxcU8/PDD7Ny5M/BafHw8d911V+BunhCRILGpcUlsanoSmxpPJGOTJEnikH744QdeeOEFxowZw+WXX97c02m15s6dyy+//MJtt93GwIEDA6+Xl5cza9YsysvLee6554iNjW3GWbYtv//+O08//TSnnXYa06ZNa+7ptBl79uzh4YcfRlEUTj75ZFJTU8nPz2fRokWUlJRw880307Nnz+aepmjjJDZFhsSmpiexqXFEOjbJniRxSKNHj0ar1bJ+/frmnkqrtnr1ajp37lwjCAFYrVaOO+44fD6ffMYRdGC9t8Fg4NRTT23u6bQpzz//PKWlpdxzzz1MmjSJo48+mvHjx/PAAw+g0+l45pln8Hq9zT1N0cZJbIoMiU1NS2JT44l0bJIkSRySWq3GaDTi8XiaeyqtWnl5edglIXa7HYDKysqmnFKbtnTpUvbs2cO4ceOw2WzNPZ02w+l0smXLFjp16hS0FyQqKop+/fqRn58vFe5Eo5PYFBkSm5qWxKbG0RixSZIkcUgFBQWUl5dL+dUGstvt5ObmhmzLysoCICUlpSmn1GYpisLHH3+MXq+XO3URduAX0uoHeoYiT5JEY5PYFBkSm5qOxKbG0xixSZIkEZCTkxP4gXiAoijMmzcPQA46a6AhQ4awbds21qxZU+P17OxsfvzxR1JSUujRo0czza5tWbJkCbt372bs2LHExMQ093TaFJvNRlpaGlu2bCEzM7NGW1FREStXrsRqtdK+fftmmqFoayQ2NS6JTU1HYlPjaYzYJIUbRMAdd9zB9u3bOeaYY+jRowdut5vly5ezfv16xo4dy6WXXtrcU2zVHA4Hd9xxB7m5uYwdO5b27duTnZ3Nt99+i6Io3HXXXXTp0qW5p9nqKYrCjTfeSHZ2Ns8++6wEokawdu1aHnnkEbRaLePGjSM1NZW8vDy+++47SktLueaaaxgxYkRzT1O0ERKbGpfEpqYhsanxRTo2SZIkAkpLS/nqq69Yvnw52dnZaP+/vfuPqar+4zj+vAMjL8iN5hDrGqbDihZChqItSFeamP3Qy2TZlCxSSppCtRlWyz9ybpUYMlmruCTDiowK2JJUWJvVTC2iTLI2wikhw6sRv/TS+f7Bl+u9oQ7xAt3b67HdP87nnPP5vN/8wXvvc889JzCQG2+8kblz5zJr1qyRDs8vtLe389FHH7F//35OnTpFSEgIMTExpKSk6F0fXvLNN9+wZcsWbDYbixcvHulw/FZzczM7d+6ktraWP//8E7PZzC233MIDDzzAlClTRjo88SOqTUNPtWnoqTYND2/WJjVJIiIiIiIibvSbJBERERERETdqkkRERERERNyoSRIREREREXGjJklERERERMSNmiQRERERERE3apJERERERETcqEkSERERERFxoyZJRERERETEjZokkWFSU1ODyWTCZrNd1nlpaWmYTCYqKiqGKLKh4atxi4j8V6guiVycmiQRGTSHw8GGDRs4efLkSIciIiKiuiReoyZJRAZt3759vPzyyypGIiLyr6C6JN6iJklEBu23334b6RBERERcVJfEW9QkicigqRiJiMi/ieqSeIuaJPELTqeTzZs3ExMTg9lsJiIighUrVtDY2Og6pq2tjfXr1xMVFUVQUBARERE88cQTNDU1ecyVlpZGaGgonZ2dlJaWEh8fj9lsxmq18sILL3D27FmP48+ePUteXh4zZsxgzJgxBAcHs2DBAn7//fchzfly8+no6MButzN16lSuvvpqJkyYwObNm/vN29nZySuvvMLEiRMJCAjAZDJ5fGJjYykvL8dqtZKfnw/Abbfd5trf0NDQb86ioiJiY2Mvua6IiD9RXVJdEt8WONIBiHjD2rVr2bp1KwkJCaxZs4bm5mY+/fRTGhoa2Lt3L2fOnCExMZEffviB++67D5vNRmtrKx988AFVVVV8++23jBs3zjVfW1sb6enp7Nmzh5SUFGbOnElFRQUbN27k+PHjFBUVAXDu3DlmzZrFwYMHSUxM5KmnnuLEiROUlJQwffp0jh49SmhoqNfzHUw+NpuNQ4cOkZKSwpw5c9ixYwdZWVmuvx+AYRg89NBDVFVVMW/ePJYuXcovv/zCzp07MQwDs9nM7NmzufXWW8nIyODtt9+moaGBzMxMwsPDAQgLC/OI9cUXX6SpqYmUlBRmz559wXVFRPyN6pLqkvg4Q8THdXV1GaNGjTLi4+ONnp4e1/hff/1lnDp1yjAMw8jIyDAAY/v27R7nHj161AgJCTGefvpp19jy5csNwEhISHCdbxiGcfr0aSMyMtIAjB9//NE1vmXLFmPPnj0e87766qsGYGzcuNE1Vl1dbQDG4sWLLyu/vnjKy8tdY4PJ5+677zYcDodrvL6+3ggICDDGjRvnGvvkk08MwMjIyPCYd9OmTQZgfPzxxx7jSUlJBmDU1dVdNO6BrCsi4k9UlwaWj+qS/JvpdjvxeU6nk56eHpxOJ06n0zUeHBxMWFgY3d3d2O12brjhBhISEvj1119dH4D4+HjKy8v7zZuTk+Nx9clisfD4448DUFlZ6Rp/5plnmDNnjse58+fPB+D777/3Wp59BptPdnY211xzjWt7ypQpREdH09zc7HoK0OHDhwFYsGCBx7nJyckA1NfXX3a8A1lXRMSfqC6pLonv0+124vOCg4NZsmQJO3bsIDY2lvT0dGw2GxMmTADgyJEjdHZ20tjYSFRU1AXnGDVq1IDWiomJAS79T7m1tZWOjg4AmpubLyeVAfFmPtdeey0ALS0thIeHM378eABXYevTtz127NjBhn3JdUVE/InqUn+qS+Jr1CSJX7Db7dxxxx1s27aNrKwsnn32WRYuXMjWrVtpb28Heq9kPf/88xc8f8yYMQNaZ/To0QCuYgPQ1dVFYWEhpaWlHDhwgLa2Ntc+wzAGm9JFeTOfPn1xPvzww6xbt44NGzZgsViYNm0a9fX1ZGdnM378eBYtWnRlwV9kXRERf6O65El1SXyNmiTxC1dddRVZWVlkZWXx3XffkZeXR2FhIY2Njbz//vsABAYGYrPZrmidvif09F1xcjgcJCUlUVdXR2JiImvWrCEyMpLOzk4yMzOvLKmL6Ltq5o18/slisVBRUcGdd97JY4895hq/+eabKSoqcuUtIiKXprrkHapLMlLUJInfiYuL49133+XYsWPs3r2bsLAwxo4dy6FDhzh+/DjXX3/9oOfet28f0Hu1DCAvL4+6ujoKCgpYuXKl67i+J+sMhaioKK/lcyHPPfcc06dPJz8/n2PHjmG1WomOjiYwUP8uREQGQ3XpyqguyUjQgxvEL1RWVtLV1eXadjqdnDhxArPZTGhoKCtXrqS7u5u1a9f2e59EWVkZX3/9db85q6urPbaPHDnC9u3bsVgsrq/3HQ4HAFOnTnUdZxgGH374oddy+yeTyTSofAbi5MmTVFdX093dzR9//MGkSZMwm820tLTQ09PT7/iQkBCg9353gL///ntQ64qI+BvVpfNUl8QXqQUXn3fw4EEWLlzIddddx4MPPojFYqGqqorDhw+Tk5NDUFAQOTk57N69m9LSUn766SfuueceTCYTNTU11NbWsmrVKmbOnOkxb0FBAQcOHCAxMZGWlhZKSkro7u7mnXfecb1j4t577yU3N5fU1FRSU1Pp6elh165dWK1WLBbLkOU8mHwGIjw8nGXLlvHee+8xd+5cj32hoaGsWLGC1157jYCAAAASEhKorKwkPT2du+66i88//5yvvvqKyMhIr+QpIuKLVJdUl8T3qUkSnzdt2jS++OILNm3aRHFxMdD7OE+73c6yZcuA3h+2VldX8/rrr1NSUkJBQQGjR4/m9ttvp7i4mEceeaTfvPn5+ezdu5f8/Hy6urqIi4vjpZdeYt68ea5jkpOTefPNN3njjTfIzc1l0qRJPPnkk2RmZrJo0SLOnDkzJDkPJp+BqKmpYdeuXaxevZr58+fT0dHBuXPnaGxspLCwkNzcXKxWK9nZ2UDvS/d+/vlnKioq+Oyzz3j00Ud1f7iI/OepLqkuie8zGXqMh4iHtLQ0ioqKKC8v5/777x/pcIbV5MmTmTx5MlVVVf327d+/nxkzZrBq1Sq2bds2AtGJiPw3qS6pLsnw0zdJIiOkqanpklf0LBaL6/0Qw6W1tZWgoCDa29sJDg722FdWVgZAUlLSsMYkIiLDQ3VJ5Dw1SSIjZN26dRQVFV10//Lly7Hb7cMXEL1PEFq/fj033XQTycnJREREcPr0ab788ktqa2tJTU1lyZIlwxqTiIgMD9UlkfPUJImMkNWrV1/ytomJEycOXzD/l5OTQ3R0NG+99RZlZWU4HA5CQkKIi4ujuLiYpUuXDntMIiIyPFSXRM7Tb5JERERERETc6D1JIiIiIiIibtQkiYiIiIiIuFGTJCIiIiIi4kZNkoiIiIiIiBs1SSIiIiIiIm7UJImIiIiIiLhRkyQiIiIiIuJGTZKIiIiIiIib/wE60vCt2NaCTQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "palette= biolizard_qualitative_pal()\n",
    "my_colors = [palette(i) for i in range(3)]\n",
    "\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(10,5))\n",
    "\n",
    "# regular palette\n",
    "sns.scatterplot(data, x='sepal_length', y='petal_length', hue='species',\n",
    "           palette=my_colors, ax=axes[0])\n",
    "axes[0].set_title('Regular palette')\n",
    "\n",
    "# reversed\n",
    "my_colors.reverse()\n",
    "sns.scatterplot(data, x='sepal_length', y='petal_length', hue='species',\n",
    "           palette=my_colors, ax=axes[1])\n",
    "axes[1].set_title('Reversed palette')\n",
    "\n",
    "fig.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Facets\n",
    "\n",
    "Facetting is a great way to lay out related plots side-by-side, with the axes either on the same scale or on different scales."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x73822114af00>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(data, col=\"species\")\n",
    "g.map_dataframe(sns.scatterplot, x='sepal_length', y='petal_length')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. Treemap plots\n",
    "\n",
    "Treemap plots can be used as an alternative for bar charts, for example when there are so many categories that a bar chart mey not be clear anymore."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import squarify\n",
    "\n",
    "# Sample data\n",
    "values = [250, 120, 280, 320, 140, 95]\n",
    "labels = ['Group 1\\n 250', 'Group 2\\n 120', 'Group 3\\n 280',\n",
    "          'Group 4\\n 320', 'Group 5\\n 140', 'Group 6\\n 95']\n",
    "colors = biolizard_qualitative_pal()(range(len(labels)))\n",
    "\n",
    "# Treemap\n",
    "squarify.plot(sizes = values, label = labels, color = colors,\n",
    "              text_kwargs={'color':'white'})\n",
    "\n",
    "# Remove the axis:\n",
    "plt.axis(\"off\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6. Fun with maps\n",
    "\n",
    "This example was taken from: https://matplotlib.org/basemap/stable/users/examples.html."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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G9B/96Efi008/FR988IE48cQTjelz5swxjIBMmWjPPfecWLBgQZqxWFFRIXRdF0IIsXXr1rQH2UknnWQECq5du7bD36WtoRSJRIw4hJycHFFXV2cs29LSIgoLCwXIOIJQKNShobR69WrhdDpFYWGhuPnmm8X7778vPv30U3Hqqacay6caoKnGSKL9iSDbRNAlyAzKjuKnNE0TTz/9dMZzkAh2feCBB9K29fDDD4svvvhCPPnkk2kB06nGfNu2zZs3T7z55pti+fLlYsuWLR2e285INTj32WefdvMvvvhiY/5///tfY3p3DSUh0q+71I/NZhM/+MEPxPr169OWT82s23fffcXTTz8tFi5cKN566y1x5plnGuu/+eab7dqTMOjuvfde8dVXX4mnnnpKlJWVGfP+8pe/9Oo8Pffcc2m/V+KeT30BP/rooxnXfffdd41lTjzxxF7vK8Ef/vAHY/6f//xnY/pgGEqJZ1tHn0mTJonKysq0dR577DGRn58vJk6cKBYvXpw275NPPjEMlNRz05mhdPXVV3faBo/H084I+Oabb8SECRNEfn6++Oc//5k2r76+XowYMUIAYvTo0Ua83GAYSuPHj08zzjra3mAaSmeccYaxzBVXXNGt48hEIqZx8uTJvd7GQJA1lLphKN1www3G8kceeWTavOrq6nbLP/TQQ8byDz/8sDE99YH9+OOPG9NTg3gvv/zydttLDeJOZAmk0tZQCofDaVkthYWFxk3YU0NpxowZAhDjx483DBshZPp2whOU2uNLNV6mTZvWLigvEbANiNWrV3e5/85oaygJkZRPAMTPfvYzY9nU1OBHHnlECCE6NJSEEKKxsbGdUePz+YyX8Zw5c4zpqcbImWee2a6dqanR//vf/zo8ns7OQSwWMzLiFEURy5cvT5u/Y8cOwwvjdDqNTLnUtk2fPr2dN7KnfPbZZ4bXRlEU8dZbb6XNT31ht81e6YmhFI1GxTXXXNOhx9blcqUFgyayVK1Wq/j000/bZeYkgmzPOOOMdu1pey0KkW6o7Lvvvj0+T2vXrjUyvdo+By688EJjelvPT4JPP/3UWObwww/v9b6EkFlWiU7aEUcckXYfD4ah9MUXX4jrr79e/PGPfxTvv/+++Oqrr8S//vUvMXXqVGPdY445plv7a2hoMH7LsrIyUVtba8zrzFDasGGDuOOOO8R1110nXnvtNfH111+Ll19+Oc3LWlJSIlpbW7vVjsT1pqpqWmbiYBhKiQ5fpnfFUBlKqaMuN9xwQ7eOIxOXXXaZ8VvsTGRjlLpBapxCfn5+2rzS0tJ2y0+YMMH4nirKl4jZAPjb3/5mfH/kkUcAGVdw+eWXt9teIoh7zpw5TJ06tcv2Wq1Wnn/+eSNmp6GhgVNPPbVP4pk2my0t7sFqtRrBpNFoNOM6xcXFRnxXgilTphjf6+rqet2ejjjrrLMM8boHHniAbdu2UVtbyz333APIQM7Ogj4TJIT8UnG5XMY57UhsMfX4EpxwwgnG94ULF3bnMNrxzTffUFNTA8CBBx7I9OnT0+ZXVFTw3e9+F5CBq4m4iVROO+20doHRPWH58uUcf/zxRCIRAK6//vq0WJpNmzbxox/9CICJEyca57w3mM1m7rjjDlatWsXVV1/dLrbF7/dz3nnn0djYSCwWM4I/I5EIc+bMYa+99kr7bNu2DZCxe5lo+7vNnz8fl8sFwLJly4xj7g7bt2/nqKOOoqmpCYDvf//7XHjhhcb8xHZBxs1lInV6Z0HwXe2rubmZs88+m1gsRkFBgRH/N5gcdNBB3Hrrrfzyl79k/vz57L///pxzzjl89tlnlJSUAFJkNRFs3Rk//OEPjd/yscceo7i4uFttGD9+PNdccw233XYbxx57LPvttx8nnngir776KkceeSQAtbW1PP/8811u6+677zZi3n7xi18MepxQIkYyJydnUPfbGbm5ucb3tjGcPSGRoJG4nncWsoZSN1i1apXxfeLEiWnzvF4v//jHPzjjjDOYMmUKeXl5aS+PRNAmwOzZs40shy+//JIlS5YQDof597//Dcig17YZGeFwmCeeeALoOIg7ExUVFTz//POGMbN48eIerZ8gkd20evVqbr/9dpqbm6mrq+Oqq64yDMg5c+Z0e3upAZeJDIn+RFEU/vjHPwLy3N1+++3cddddRnD37373u06DPlN57733+MlPfsKBBx5IcXExdrvdeEin/q5dUV5ebnyvra3t9nqppKr2jhs3LuMyqdO3bNnSq/10xMqVKzn88MONB9gPfvADfve73xnzNU3j7LPPNjL3Lr/8clasWMGCBQuMTyJYv66ujgULFqTdVx0xefJk7rrrLjZv3sznn3+elilTX1/PG2+8QV1dXYcGR1u6+3JRVdXoBMViMRobG7u1XmVlJfPnzzfO/+GHH250hBIUFhYa3zvabmpgduryPd3XRRddZMy/6KKL2Lp1a9pvknipeb1eFixY0KkieH+Tn5/PcccdZ/zf1b7vv/9+Xn75ZUA+K/Py8tKOZfv27cayba+5zjjnnHOM74sWLep02cWLFxuZ0AmV+NQ2pF7Tq1atYsGCBf3eIUw80zMZ76kd064C9VPnJ7KGe0vqs6ejzkh3SPxefenQDQTmoW7Azk5zczOff/658f/RRx9tfH/hhRe46KKLemT9XnnllcaN+eCDD3LooYca619xxRXtln/hhRdoaGggPz+fM844o0dtP+SQQ7j77rsNL9WTTz7Z7YyPBL/+9a95/fXX2bhxI7/85S+Nh0SCOXPmtEtvHmq++93vcuihh/Lhhx/yxBNPGDfdvvvuy+mnn97l+jt27OCMM87giy++6Jf2pHoku2ukdUZHHgFVHZh+z6pVqzjssMOMB/7JJ5/Mo48+mtYOVVXTXhIdpQYDvP7667z++uvMmzevyzIPqcyePZtXX32V7373u7z99tuAzORKlXkYO3ZstzwT3aGnv1tVVRXz5883yogcdNBBvPTSS+0e+jNmzDC+r127NuO2Us9l6vI93dfq1auN77fffrshDdCWxYsXM3v2bMaMGTOo5XxSjcCuOk6px/LOO+90mkmakFfYtGlTl5mzPWnDhg0bDAOlqqoqTSajLT/5yU8A6fnqzzJEubm5BAKBNDmRBCNGjDC+V1dXd7gNTdOor6/PuF5vmD9/PnfeeScAn3/+OfX19RQVFfV4O4nM6bYjN0NN1qPUBX/+85+NmlLTp0/nO9/5DiBv2rPPPpumpiby8vL42c9+xrPPPssXX3zBww8/3OH2vve97xkehv/85z9Gyv+4cePa6UoA/P3vfwdkD743uj8/+clP0m7ShIZQdykpKeHuu+9u96LIzc3lN7/5DW+99Va/vPz7m9tuuw2Qaf6J3vkf/vCHbg07nHnmmYaRdMIJJ/D3v/+d999/n0WLFlFRUdHjtqSm4HdX7qAtqT22jgyB1Om93U9bVq9ezWGHHWZ4wo4++mieffZZzOb0PpaiKIYOSndJDGP2BEVR2GuvvYz/S0pKyMvLM15227dvx+/393i7bfF6vYZh6PF4OvTqJKiurmb+/PnG/TVz5kzeeOONjMNmc+bMMc7fu+++m1GbLdUIaCsP0ZN99VRnpze/SV9Ys2aN8T01ZCETxx9/fI88DU6nE4/H069tmDt3breH+0B2IHqyfHdIGCCpHrQE8+fPN753VrPznXfeMUIxJk6c2GdD6cgjjzSkEUKhkPH87SmJY+qNkTWgDHWQ1FDQ3WDu//znP0bwbtvA1dTMn6eeeiptvTfeeMOYd/PNN7fb7m9/+9t2wal33nlnu+VSg7hXrFjRYTsTy3QUkBkMBjOmP3cnmDs1w+Sll14Sq1atEhs2bOgwrbwrZe7UAOrU/X/00UfG9HPOOafDY+1oX5kChFPVj7tqSyKQsq6uzph21FFHpS0fi8UM2YDU6yY1YPpXv/pV2jp+vz+tXEHbDJ5UugrmTmRiKYoiVq5cmTa/qqrKCK53uVxGynVq2zJdi52xZs2atOyvefPm9Ukxt7vB3F6vV5x44olG2ncqmqYZquCqqhpZpeeff36n91IgEBCLFi3K2B6gXeD+n/70J2PeySef3Gl7q6ur0+Qdpk2blpZxmYnUDMr//Oc/afNSVdH322+/Pu+rMwYjmPutt95ql6UohBArV640ni3jxo1LCzLvDZ0Fcy9btkx88skn7aYHg0Exbtw4ATJDOFM7e8JgBHMnSgiVl5e3mxcIBNLu2UwlnZqbm9PkF+65555O99fdoO8nnnjCWE5V1XaZgqltvOyyy9pd90IIUVJS0q1nxGCz2w+9RaPRNOXYUCjExo0befrpp3nppZeM6bfddlta7FEiCBHgueeeY9y4cQgheP/997nrrrs63eell17KrbfeaozHOp3OjOKQCW/S7Nmz2XPPPXt1fCAVqP/73/8ya9asHo+Xr1mzxnBHJxS7FUXB5XIxYsQI9ttvPy699FLD09ZbUns0b731Fk8++SRr167l8MMP71Vlc5DewG+//ZZwOMy9997brXXy8vKwWq1EIhGWLl3KK6+8wsiRI1mzZg333HMPlZWVna5/zz334Ha7mTt3Lo2Njfz+9783zvmRRx7Z6yrpJpOJm266icsuuwwhBEcccQS///3v2XPPPdm4cSM33XSTEadz1VVX9TnQc/369cyfP99w3x944IH84x//YNOmTWmxDSaTiUmTJvWrV/GWW27hf//7H//73/947LHHuOSSS5g6dSpNTU38/e9/NwLiL7jgAkaOHAnADTfcwHPPPYff7+faa69l8+bNnHzyydhsNhYsWMBf/vIXtm/fzosvvphRef7II4/kyiuvpKysjPfee8+Iv1IUhZ///OcdtrWuro7DDjvM8EpMnDiRp59+mrq6urShD0VRmDhxouER+eMf/8hrr71GOBzmwgsvpLa2loMOOojly5fzi1/8wljn7rvv7vO++pNYLJbmyUiNDUudXlZWht1u5+WXX+bkk0/GarVy4YUXcsIJJ1BSUsLChQu54YYbjGfLXXfdlebt/ec//8nVV19NYWEh//nPf9h777173eYtW7Ywd+5cmpubOfbYY7ngggsYN24c27Zt46abbjI8sZdffnmaR2nRokWcffbZNDY2cvfdd6fFMvWWnp6/TBx44IH8+9//pqqqih07dqQ9Ox0OBw899BAnnXQSQgjOP/98vvjiC84880w8Hg8rVqzgN7/5jTG8evDBB/PjH/+4z8cFcO655/LZZ5/x0EMPoes65557Li+++CLnnHMOY8eOJRgM8vXXX3P//fezbt06/vGPf1BeXm7EuG7ZssXwXPdGsXxAGWJDbUhItfq7+pSUlLSrxSSEEDU1NRkLG4JMEU/M66gXn9oDvvjii9vND4VCRhpoV2meie101St8//3308QQu+NR8vl8hkRARx+TySReeeUVIUTvPUq6rqdJByQ+o0ePTiu6mEpXHqWu6EgeILXwaOpn1KhR4qSTTurUo5RIw277GTdunOH96IjuSCT85Cc/6fS3OO200zoUnOyJRykhTpj4dCbkeMopp3Rrm931KD344IPC5XJ1epxHHnlkmuinELJqeWfrORyOjLpOnf1uv//97ztta6I+VXfOU2rdNiGEeOmll9oJa6beU209an3ZV0f01KOUqb5ipk/i3n7ggQc6bafFYhH3339/u/10JTiZiY48Sp999lmalyXT57zzzku7b4ToWnAyE115lHp6/jKxbNkyY7lM504IIZ555plu3UOdCbgm6K5HKcHvfve7Dq/r1M/pp5+ephn417/+1Zi3bNmyLvczmGRjlNpgtVoZMWIExx57LPfff79Rn6ctJSUlvPvuuxxzzDEUFBTgcrk48MADeeKJJ3jmmWf43ve+12k8TGrMSSZJgOeff56GhgZyc3P7LVh6/vz53Hfffd2OdQqHwxx++OEsW7aMM844gw0bNrBixQqWLl3K+++/bwR2a5pmSBj0FkVR+O9//8tpp51GUVERDoeDAw44gDvuuKPPGRk95YEHHuDaa69lzJgxWK1WxowZw89+9jOWLFnCz3/+807bc+2113LjjTcyYsQILBYLo0eP5sorr+Trr782vB994b777uPNN9/kxBNPpLS0FLPZTGFhIUceeSTPPPMMzz33XLv4od6wbt26tP87S4/vbkZYd7nkkkvYunUrd955J4cddhglJSVYLBby8/OZP38+TzzxBG+++Wa73+H4449n6dKlXHrppYwfPx6r1YrL5WLGjBn87Gc/Y/Xq1R3GUS1YsIC5c+ficDhwu93MmzePV155hRtuuKHTtvblPJ100kksW7aMCy64gFGjRmG1WikvL+fss89m4cKF7bJUh/I36S0//vGPWb9+Pddddx177703Ho8Hu93OxIkTufTSS1m+fDmXXXZZu/Wuuuoq8vPzmTBhQrfkPDrj4IMPZt26ddx9993MnTuXwsJCLBYLFRUVnHbaabzzzjs8/vjj7e6bc889lwkTJpCfn8/PfvazPrWhP9lrr72MAP+O5AzOPPNMNmzYwPXXX8/MmTPJzc013m2nnnoqL730Em+//faABE3feOONrF27lhtuuIFZs2ZRWFiI2WymoKCAGTNmcNlllxmliVJjyBIlmGbMmJEWh7hTMNSW2u5IMBg0xmI76snNnTtXeDyeNGHKwebll182LPwlS5a0mx+LxYTb7RaQrli+u9GXOKAsQ0dqTzlLluHEnXfeudN6X3rD0qVLjePJFGM41GQ9SkPA448/bozFZpIEAPjoo4/wer197k31hdQ4lx//+Mc899xzLFy4kIULF/L888/z3e9+19An6kkB3ixZsmTJ0nsuuOAC4/mcSMsfziSOobCwME0wdWdhtw/mHmx0XTeCvUeNGpUxsHRnYd68eZxxxhk899xzfPHFFxl1hUwmE3/4wx/S9KWyZMmSJcvAUVBQwHXXXccNN9zQZYLJcGDHjh0A3HTTTYY6985E1lAaZF544QXWr1+PxWLhhhtu2Ck1iBIoisKzzz7LqaeeypNPPsmiRYuor6/HZDIxcuRI5s+fzxVXXLHzjSdnyZIlyy7ONddcQ15eHhdddNFQN6XPvPnmmzz88MNGCaSdDUWIDGpnWbJkyZIlS5YsWbLK3FmyZMmSJUuWLB2RNZSyZMmSJUuWLFk6YLcylAKBAIsWLTJqt2XJkiVLlixZsnTGbhXMvWbNGvbbb7+hbkaWLFmyZMmSpYcMVUj1bmUoJbDZPZgt3VOnzpIBIYhEgpjNNtSdOGtvOKBrMbRYBIttcNXHd0ViUVk70Wzp/xpnuxXZ+7vfyN7f/YeuxYZs37uloaSoJkwm61A3Y9gihE400oDZYsuexz6iaVEikQB2Z95QN2XYEw62oqgqJpOn64WzdEj2/u4/svf3rsFuaShl6RuKopKTVzHUzdglsFpdWK2uoW7GLoHTXTjUTdglyN7f/Uf2/t412K2CubP0D0LoBHwNaLHwUDdl2BOLhgj4Goa6GbsEoaCXcKh1qJsx7Mne3/1H9v7eNch6lLL0CsHOqVOaVzByqJvQI4KBZnShDbt2Z6K5cfsQt0AAyhC3YddgZ72/hyPZczn8yRpKWXqMoqi43EX9vt1dwVjoKQ5nHo5dJH6hr79fXw0tuyO3T+tnkQzU/b07YrbYs4lDuwBZQylLjxFCp9Vbg9OZh9ni6HL53dEA6i6+1jpaGrcxYsy+Q92UIae710lHBlXA34CiqDic+f3ZrN2Ont7fWTomEvETDnrx5JYPdVOy9IGsoZSlFyjYbC5UNXn5ZI2h3mG1OnHnlA51M4YVHV1rFoudQKBpkFuzK9L+/s7SO0wmC1ZbNph7uJO9E7L0mLyCkWixCKrJjKpmdVb6gtlizw5z9BN2Rw52Zy4mkyVt+tDHTg0vFAUsVieKks316SuqasZizWooDXeyhlKWLmnbg9e1GJXbllBUugdOV8EQtWrXwO+rp6l+M6PHHzjUTRn21NdtwKSaKSrdI216Jg9U1njqGCEEPm8NDlcBluzQW5+IRgKEgi3k5I0Y6qZk6QNZQylLRjobSlNUlZLyKdmeUj/gcOZjKc8Ge/YH+QWjpTukG6Re31mjKR1FUXC6C9t55rL0HLPFgdOUfc0Od7K/YBaDnsQZaVoUs9AHsDW7B0LoaEMozb8roeuxXg0XJa77rMGUROg6QhXdtTuzdIhA6Nnn5HAnOwidhbyCkT0ykoSu01C7gUjYP4Ct2j0IBVtoqF0/1M3YJWhprqS1pbrX6/f0PthVEUIQDDShadGhbsqwJxYNEcwmGAx7sh6l3ZjevhQU1cTIsbOywZ79gNtTnA3m7idKSif3i97k7u5hUhQFT245Stad1GesNlc2RGEXIPum203pS89ZCJ3mxm1EI4F+bNHuSSTsp7lx21A3Y5fA11qLvx/LReyuHiYhBKGgN+tR6ge0WIRQ0DvUzcjSR7KG0m5G/zz8BeFQK7qeja3pK1oskq1P1k9EIgGikWC/b3d3NJa0WBiRjUHsM7quZWvm7QJkh952I/rrga+qZspH7tUv29rdcboLs1Xv+4nC4vEDtu3daThOUdSsCGo/YbE6s0NvuwBZj9JuQn/2inU9RvWOFYSCLf22zd2VgL+R6h0rhroZuwSN9ZsGfBhzd/AuCaHja60lFgsNdVOGPdFoEF9r7VA3I0sfyRpKuwH9/3BXsFqzJQ76A1U1Y7VmSxz0B2aLHbPZNuD72R2MJZPJkk3W6AcURc3qUe0CZN90uzgD8VBXFJX8orH9vt3dEZvdg83uGepm7BJ4csoGbV95BSN32WE4RVFwOPOGuhm7BGazFbPZOtTNyNJHsl2GXZiB6vkKXWPbpq+y+iD9gK+1lm2bvhrqZuwS1FavGVRNql3VsySEwNtcSTSaHXrrK5GwH29z5VA3I0sfyXqUdlEG8iGuqCoFxeOzQ0b9gN2eQ8EABiHvTuTklmeHi/oBRVGwO/OyQ0b9gNlsw571zg17sk+VLL3CbLahqNnLp6+oqmlQ4mp2B0xm66C/3HdVr5KqmrOCk/2AoqjZWM5dgOybbhdkoB/eQteprVqd1f/pBwKBJmqrVg91M3YJmhq20NK0a8YNDSZCCAK+emKxyFA3ZdgTjQYJ+OqHuhlZ+kjW1M3SYxTVRPnIGZiyQYp9xuUqxG7PGdR9RiNB6us3gKKgoKKioCgqiqrKHrBiMr6nT5f9KoEAIXC4ClBV06C2vTOkjtLge0F2tcBuRVFwe0pQdqLfdrhisTqzHuNdgKyhtIsxKEMB8aKZDmc+qtUx8PsbIoQQRCMBIpEAQtdQVBOqoqKoprhL3RQ3JEyoqoqimHo8XBGLhQkFW7D043kMBVpobtmBLnScthzszjxsdo/RtpbmSqIWYNY0iEQhHIVgEFZu6NmO6jZSPnJGv7a9L4RDPhRFHZIso13KWBIQjYawWOwopuygQ1/Q9RixaBhbNt5rWJM1lHYhBiteQggdb3MlZotjp3lJ9hUhBFosQiTsIxz2EY4EiIR9oMfLOJhMoGldb0hVUUwmRDRZJ6t0xJ4IXZe1s4Se5omJRAJ4m6vIyavo8zFosQg1VauJpWQreUN+vC1VADhc+TgceQT8DfC976Ic8x2EEPD5YvjH873aZyjkxWS2oe4E8WoBXwOqyYzTlT/UTRnWiHiJItVkRs2+4PuEpkUJh1qzEiDDHEUIIYa6EYPFokWL2G+//bA783bJjK1dNbC0vxFCEIsGMZmtqKoZTYtSXbkSLRqvyZSfCxNHwfhRMH4kjB2BYrMiYhqEI/ITCktvTCgMoQhEIvJvUwu8+F6n+1fMFnI8JbhzyjCZetZXCYd8qCYzFou93bzKbUvTjKQOsVnh7l+iOO2IDxfC4y+mz3c5IT8HCnOhIFd+z0/8jX+//ylYmZKKr6qoZguqasakmMgvGI3VtuvdY12xy3iVsmTZydC0CD7v0KicZz1KWXqMrms01G4gJ6982PSUZH9A4PPW0uqrIxYOAGC2u7BZnOixuAfoyIPh/47LOISmmE1gdoCrYy+aCIZgwTJoaYXDDoLyIsiLGxh5ORAMId74hJYPF+L1VpObO4JwqJXisknoWoxoNEQsGiQaDRGNhnC5C3G6Cozt19V8i65FMdkcOGw5OJx52O05KKpKSdlkqitXoXdW9f2Kc2BkKYozbmjtOxViMRhdLg2gPA+KxYyobYDmVlCU9E8kCrUNcMKhsP90qGuCr5ZBXRN6JIxOGNWRMyRp+s2N21FVEzl55YO+710JIXSC/iZsdjembHxNn4hFQ0TC/mw9x2FO1lDaRRhsb9JwcETGomGCwWaCgRZCIS/obYbOxo4gNrqc2NrN0BofYnvncznc9oMTe7VPxWGHP/4s4zwR02BHDTjtoCioqplYLEww2ML2bYvRoylZRjluUAV6aw0IgaZFsTtyyc2roKlhC1pFIb4mL77qGlBV7PYcHI5cHM48/K116Tv+7RWwrQoammHKOJQUQ0/JccMRs5NtDIQQ//offPx194/ZZEZRzQihY7Y6KC2b0mGsVjjUiqZFMZtthkev/9LQRfyTpa+I7HnsN7LncviTNZSy9BhVNVFSPnmom5ERXdeoqVxJNBJMThw3EvbdX3pOPvkGGuPFfDfvgCvPQcnPRfgCsHEbrNsKRXm92reIROGW+2FHLVQUwx5jpacmGoNVG2DNRohEUUxmVNWEFg3ji9TIdieMpBsvlR4fuw3x2keEn3uLcMALqgoNW1At8R5+KAx3XgM1DbB0LaElawit35qMqfrTNSglSU8Uo7vpZfn57RAM9/jYdT0mvygyayoWi6BrUcwWO6pqQgidpoZt+LzV6SuqKiaLDacjj/yC0T3ebyp5BaP6tH5/sCsEdSuKistdNNTN2CUwW+yYMwyTZxleZA2lXYDB9ibpWozK7csoLB6Hw7lzBM6Ggi3EomEsNme6kQRQVQcvvC2/X/kD2HMirFgHuo6SnwuA4nbCjMnyk4LYvAN+cz+ccTTKcfM6b4SmSSMJoLJOflKw2XPIq5iE1eZix/Ylcl8FObBgadI4+f2D0pt1+EEwfQ94+X046xg4ZF9Yuwl95XpYvg4qa6G6HmVkGYwohWPnymG/leul1yqvl0OiPz0HNldCSSE4rGC3yY8j/tdmhR/dlDTIivIRB82QcU3PvkFubgXe5iqam7cby6gWKwoKmh6F7x8P++8lY7kaW+CTb9CWrEHY+i6RUFezDpNqpqB4XJ+3tTsjhE6rtwanMw+zZddI1hgqIhE/4aAXT252OHg4kzWUsvQcRcWTU4rZPPQ9JV2P0dSw1RhuMtkcFJdNxmyxU7VtqVwolOIh+cu/0tYXE0bBhm3yn7uvMwwnsW4L3P4wxOLDdeHOxfdEJApX/6njBRQFXY9RU7kSmzMXocVgbAXMnCpjg044FN5bAE++Ams3weEHoYypQDx4c1IBPWHInQ0iGkOxpN++isMOs6bLTy9Rpk6AqRM6Pk5dl21uaYVzT4JR8UK0v/87qsmC11tNJNgqY70O2AvqGtFrG2W80/wDUMbEs/vyPNKwW74Oh6uA/MIxvW5zAqczf6dQix/+XiUFm82VVZTuB0wmy26Z1LCrkb0TsvQYRVFwuYtQe5ix1d9osQhVVavQY2E45wSYOh7tyVeoW70WuzOPotI9qK9Z1/lGEkYSwF2PI04+HF77GDa1edH97wPE7H1Qyos7aIwGwXjG2agyaPVL40BVMZusxKIhojHp6QoHWsBsAo8LSotgtlPG6RwxOy1eCOjwxd/WSBosFFWFK76fNk2sWAcbtqIDEacLrroIZfI4aQg57eB2yviohSsQb34qv9c3QZMXmyOHopIJ/RKnZHfkyIDzLH1CUaRQYrZuXt9RVTMWq3Oom5Glj2QNpWHOUEgCCF2jctsSikr3SMvIGkxisTBBfxN6IqX/yVfghkvgFxfCNysJ/fs1QrUbcLgKAUEw0AxC73yj22vgvqcyz5s0RqbKZ0DUNcK1d8ohvVHl0jOk6VisTqKRADGPBU45Bg6aAbc9DPvtCcfNRVFVxAdfwj//B4/d2utzMeS8/rH8e8RsOURpsyLOv77TVWz2HFyFY3G6C/vthVxftwGTaqaodI9+2V5n+FrriUT85OSUYrbYiUZDeJsrKSgai65r6Hps2HpkhBD4vDU4XAVYskNvfSIaCRAKtpCTN2Kom5KlD2R1lIY5Q2IoCZ1wqBWL1TlkFca3bvwyfUKOG66/GKVMBqGKcES+wF/7CFUxGwaVarJ0nj4/fiQcMEMGP48ul7FLHSA2boffPpA2TVFNeHJK0WIR/L56GFkmDaRIFPxBmDkVZXryRS6aWqCqDmXaxB6egZ0HsWAp5OegTE7GBonXPoLn3mq3rGq1YbM4ySsYnVELqi9Ewn5QFKz93IMXQicSCWCx2PE2VyOEhr+1XgawKwpOVwGRsJ9YNITF5iIaCYAQmMw2rDZX/DiHk6dLEIuFMZksKMrwLmOSUMbWtChWqwMUBZNp8JTbpdEc3SnCFIY7WR2lLMMOTYti7spDM5jMnGoYSQCKzQqnHIGYsx/606/BolUA5BWMprFhk1TaPn4ueP3SA5TgpMNR9u44o08IAff9G5ashf2mtZs/csy+KIpKNBIgEGxGbK+G/9ZJb5YQUk8pxVAiEpNtGMYoB+3dfuK8/TMaSkWF4+UQ2QCg67E+eacSJWt8rXX4vDXkFY7BbLaiKCbqqteQk1eBt6U66ZmcOBqavAQaGoxtRCeWw6w9wWpFe/g5gv4wUYtjyDyvvUXoOkIVw3AkUxCLReJD3WFESqcoGpH3mWq24nDkDpLBJGRcX5ZhTdZQytJjhK7TULuBotI9+q3gY8Kx2d1YlfzCMQSDLYRDXvkg6uBhpBTnw0/PQazeALc/gtdbhaKapKbRgmVw7Q/h5MPh0f/C4tVw9xOIC05FmTdLtquuEVoD4AuAzy//fiONLr5aLgM6hCAnfwS5eSOM9lusTkaOmgmKzMirq1kHh8yEY+emN3DVejn0lsnYGMYobidi0liobZT6VV4/DlcBNrt7wPbZ0lyJSTX3WARVCEFD/SaCgSYZZB+nuWELgGHkeJsrsdrcsrQNwPqtyY3MnQXnnoRiNiG2VcF/3zUknfrbwzXQiEQtR1fBsBo+DIdaCYdbZYfEYoaKIigthMI8Kc9RXAAWM/o3K4mEAzicVoTQEbo2YKVaYtFQvJbj8LoGsqSTHXobxgxVyRIhBELo8ery/dPl3LFtKQIdm9WF1ebGZnNjtbm6rE5fX7uegK/BMFja8bebURw2GVj8xEtgs8lg4hUpQd4/OVs+RGsb4NNFcMJ8mDAK3vkCnn6tw33nFowiJ7ccITTjhaJpUWKxMELX0HUNLRahqWmbzFa74v9QTOnHI2IaaJr0gO2CiIXL4W/P4nDmUVQ8YUADhIWux3Wcer6P6qrVREKtMGdfWRy4sVnOmL5H8lopzJOSBhXFUgZCUZPeJYtFTnc7YOUGTFY7FrM9biQNN7eMQAgRv7eHT9sjYb8UlhW6/K3Gj4Ty4vYB/m9+ihUrdkcO3uZKABzOAkAMgEGTOJfZwPi+kh16yzKsEEKnuXEbbk9xv6W+mi02woEWgtEIQX+TMd1id2GzuMjJH5GxKrzbXYyCIuOB2lJWBCYVUVkLtz8CpxwuBSdTM90A7n86+f3aH6LsMQaxcn2nRtKocQcYRqKimIlGgnhbqmQ72hps0/eAy85qZyQBMrvuq2Xw/RM63NdwRXy5DB58FqergMLi/sls6wxfay2KasLt6SAzsROKisdTVbkSUd8Md/xcSjRU14PHDVsr5fDo8fNg+iQpSPr5EnjqNQiGcDkLMFsdRBuCaHU+XEXjcHmKUBR1WMoECCEIBb1Ybc5BjefpK1abC2tcRy3c4kdfuEIaSSYTmNT4xwThCIrdTjjkM9YNBhoB0PQYdruH/jIQtViESCSIw5nXL9vLMjRkDaUsvUBWF+/PKu0eTynhoDdpZBx9CJQXE924neg3K4nUbchYGsPuzMXmyEEgpGcpwe0/h2Vr4Q8PwbgRUvfn8ZdSVrTKIrapnHMCTItrCE2bID1Ni1bLITYtWf5EBrnKdkTCflqaKwn6G2W6/xlHy+w3h12mxtutKOZObrMmL6zd3MOztfMjPl8M/3gep6uQwuLxA24kAUQigV4PFZnNNoqLJ1C7eo0cNjtkJrzyIazemFzoiZfhrl/ECyOHYWQprN2E31dPacWe5OZV9Mtx7AxosTDCOhwDkBUsVicWqxNNixCLRUBIrw6aQMQEWJ2oqlkaR3abvE+njIMdtUS2VIIQ2B2ZM1x7ivQq91zpPsvORXbobRgzVENvA0VrSw1NDZuTExJq2WYTfPw1+YVj8OSWdbh+bfVaQoFm+c/MqbD8W0Mw0ukqIBBsaV/v7dYr4YOvYOkauPUqFGv7WAXx3gL41/+M/12eYnLzR9JQv4lwoBmK8qW34eCZGdff3RCfL4aHnsPpKaKwaHCMpP7C21xJc+O2jhc46TCp9L5wBVa7R9bXc+RhtWUeshmOHqVdHiHweuNB+RNHy05Uk9d4VpgsdlyubBHbnY3s0FuWHjOURpKux6itWkNewah+63mBdJ273EU4nHkoqplwqIXgom+JhmS2SlPDFpyuAkwZhuAAikv3wNtcRSDUgli9FWGyosVFHqPRMOgadlc+JtWcLBy7cTu8+4X83tAsYxriiAVLpRcqRdnbk1NGXuEoIpFAMqi3pEDKE5h6Hocgvl4Br3+MctNlPV53p+Wh5wAI+BvRtRguVyEuz8DXDmus34SqmvtU882TW46mxWhtqcq8wMyp8PL7FBSNw51T0uv97MwIoeP31WN35OySae2RSCAZW7ZxOybVisnkRLWaMJvtXcZF9oRoNEg41Irbs2teK7sLWUMpSy9QsFpdKIoJLRYhFgsTDvmwWp2YrY60oameYLO707KiHM5c8pDj/AF/I+Gwr9MSFYqikps/glzSxd1i0TCV25YAEPI34XQXYrbYiUVD8MgLyQVv/Cti/EiYMh4mj4XXPsYqLDgLSuK6MlZy8ipQFAWbzc2IUfsQ8DfSuqmG6F+fhFwPYvbeoOng9Ull7lY/nHUsyoxJmRvtccGYXWfIJs1BreuEAs2EAs2YLfYBzXgDWYBU7aPuj6Io5BeOJhRskXpIqUwdDy+8g8nmwNXNOKjhWs5E3sO7ZgCyxWpHUfIxxaUfYtEg4bAPPRxFUU1YLI5+04hTFHXItOay9B/ZobdhylB6lISQMUp1desRsaROiWK3I0IhPLnl5Bf2rRJ8123QAaXbBlkk7Kd6xwr5T55HGjEJfnuFLEybUJhOobB4fJcvxXCoFb+vnoCvUYoQtuWkw1BOOSLzcehSXyljoPcwRWyplMOez7+dNr20YlqPU/d7tN8eSkx0ht/XQEPt+uSEA/aS9etu/TuFJRNxubs/NDP8DKXUV8LwGTbtKdFIgFC4VUpCFObJ2DNf0jj25Jb1g+Bm4lzuuudxsMgOvWUZVvha62iq3ySzyk45Ar5ZCScdhnj9Y/hscaeCgroeo7WlBrenBJO5Zz0tIQRC11AUle1bFyF0DVQVxWRGVVXyckYYQzwJ+QKh63i91bQk4k4K8+D6i2Vw9upNMLpM6idFo1BRCs1eCASNfTbUb8buzOuwVyiEoKZyVecNnzq+43kfLRz+JUxSEJW1MuajuADOP0W+eLbsgIUriEaCA2oo1Vav6bcSJi53IWazlfr6jWhaFCpK4Nk3sNhdw048sqcIIWhtqeqyhIkQQgo7RgNoWhS3p2TYeKF0PUYw0CSv06njwWGDtz5LW6a1tRaLxYHDkRtX2Nak5pJq7nD4vy2RsD9bwmQXIGsoZek2QghamnfgbdohdYbOPwWeelVmBm2uhNoG3J4SGZuiazhdBWm9+0jYT13derRIiFgsTGFxxwaEEAJ/a108nkBgstgIBVsIB72MHLMfTnchfm8t7LUHYtxItP99QEPdBgKBRkNeIDd/JC1NbXrzDc3wj+elQOCzr0MglJx3/Dw47SiIxqR2zisfoG6v6zSTSlEUKkbtQzDQhN9XL8toJHj092lDhSIWg3VbIccFZUXSizRlPFx4Wvd+gJ0coetwy/0QTvEymswoJhOq3Ym5n0uWtCUnt7xfX9Q2u4fyium0NO2g9eUPQOjklU0aVsHpvUFRFNk5UC1xz62IJ6MKEAJNjxGNBInFQklxR10j3RO186FpUULBFlTVlFTLnjlVGkkAx82FYFh+vlgCuk407Ceaek/HsVhd2B25XV4LZrMNe1YaYNiTNZSGIUMx7KbrOlXbl6LF4in1e0+Gf78K326WBkntdqw2N75W6Rr1t9bR6vCQnz/K8CI0NWxB0yJwxGz8735hvNgikQAOZ26bl5ygsX5Txra0emsoKByLrkUJLvsWlq415qVqMLUzkhKs2QhrNmJz5qJbFaKRuAfp1Y9gxXqoaYBgCFSVnPxRXT8MLTY8uWXoeixpKH1nP/jhjQinHU49Eipr4YulcrsAJhOivBj2nCAz+3YBFFVFnHNiWtyX0GKUVezZ73XdMmEyW1H6eYhDVU3kF47Gk1NKOOzD7sjr1+3vjAgh0LUY/rAvTak8DbcTSkvAaoWmFmhqHXJvkhA6kbAvPgQrJQFU1YTJbCMWDRnJFxqAywkFBUkjCcBsBo9Zxg2OHwXbq2XNR6cdnA7512GDzZVEV20gpoVxOvIwdVKdQFHUQVA3l6EQmhbD7shFVVWCgRYURRnSepy7EtkYpWHIUBhKzY3bDBVbi80le1mKQknpZOzOXBrqNuFvTRk/djkgPxe2V+NwF5CfPwpNi1JTvQb2nQbrtmANAwgiIR+K2UJp6WSsNpesXt5aS1P95vRG/O1meO5N1I8XUTFyHwD8rbUyYNJsxdtSTbjULTWQUuKNPDlluHNKUVUVFAVVMREKebHZPWixCNFIgEg4QCjkRRcaDkceDmceNpu70+Dxtggh8PvqaW7eYRThTaBabLidBTjdhei6Ft+nPymU+dsrUEaXd3tfOzPi/OvT/s/NH0lu/sAPPdRUre63obf+ZLjEKAldIxLxEw77ZVZYrhsmjJbyHKoqY3gammWCQiAk/0fWTrNanP0mPtubdse0iNQy6wiLBcoKYVu1/P/oOVJLrbd8thjqZaess/dJJOwb0KE3XY8RCDShxyLSsxfTMJvtxKLJ8AHFZMFqsWOJ60cNV7IxSll2ejw5ZdjjxkPCkLFY7NiduUQigXQjCWBEKZxwKDS3Enz2DYLblqJabCgoMiV+r0lEKuugoQkmjUF8uyXu5oegv7G9kQQy1uW730H/4Cv8rXV4ckvTdJV0PUZ48wY46xhZBHffafDuF7R6q2n1VmO2O3HYchC6TjgWJFobSOoqeVxQlgtbq2iNVqPrsR4Xb1UUBbenGLenGC0WJRLxIQTYHTntyr0ktu3yFNPQsBntN/cjTj4cjps7rAO7xX/eTP7jcoDJhLe1ZlAMJTmUu2sPiw0EmhYlEvIRjQZAVWBMOZQVQ0Eu1DXK0j61jcYwtWqyYDbbMLs88cyxwfQkCbRY1BCT1LSIjFVMpawI9t8LNu+QMXKjy6XRpyjymdAf+FMyIjtxNViszn6rh5mxGb56hFmVHmy3E5asIVZVJw1cocPG7QgtSliPEQ61ZjWieknWUMrSLUxmSzL4WggQuvEAaKrf0n6FbzfDn59IK+ehR8Ow9xQp7ritWipYB8uhvgmT1Y7VJtPHHa4CSsqnoJoscgivpVrGRG3cDovXgBDoQmu3S4czX/Z8P/4G/vgzFEVBHDITnn4d9p1KbON2WpevA48Dxk6EUWWyaOaYCpTCPHlo67fCrQ/K2Kg+ni+HuWvlclU14XYVogud1v++A9+sQlxyBkrFMNVd2V6T/O6XvVqrs2cGZ28Jh3woipqx1M1QsjNLBEQifinSarNKT+yYClnmY90WeQ83tqCYzJhNVszOAswWaz9kgvWOYKApKdmgKNL4KSySBl1+bvowGshabwPFATNkIgZgsXYc8K7rMWLRMLYBGv4yW+zynCTKtMycCmNHyI6fLg0lQD6HFQWTmh2G6w1ZQylLt5BxC1E0LYrJZMXbXInZ4sBidVBYPJ5AoIlwyEskFsJissmHb9tR3RGlsHQNismEJQwsWo9AxhN4citSaqcphpClpWA0uq7h37gdZXMViqrizCklJ7f9MJWMJxlD0+eLYeM2xBGzZQbW2s1yyOCGS+CHdhlsHI5AJAJ/exY2bUeccTTstye89hEIiIb9hEO+Adf+iUQCtLZUM3Lsfjid+dRXb0S76V7EGd+Fow4efoHDZxwlS8fEMVvsuN2DY/QFfA2oJnO/ltbZ1TGZrNLocDtlZyQSlQbuWhkf6HQVDngQfldosXByiLq0ECaNlRIfPRgW7zcaW+S5qW1EUU3YbJ5OPWqaFiUcah2wbE+7PRcdHe3DrzpdTlXNuDzFQx5HNlzJxigNQwYrRikUasXbvIOoFkWLhmQPBTBZ7eR4yuI3HoSCXsxmm9GzikQCMrstHB8nV1XQdWzOXNyuIhyu/H5Vv00lofHU6q2R6b+Kgttdgj/QIANTO7rcFSXe61KxOzw4HHm4c0oH3VDR9RjbN38j/7n+YpRJYwd1/31FLFkD9/yz3fSC4vG9Kla7q7AzepS0WJhAoEkOXdms0gjZKhXJFZMZl6twp4hpEUJPKqXPmCxrNw42tQ2ywxX3sNltnvjzbmfoyIhkQgqAkkhpUOLNU+Je1p2hrb0nG6OUZadEj0UIBVpk8c+582VNM7sN7b0FNH2zkubmbYAiDRBFwZ1TSl7+CKxWJyNGzCAWCxMKehFxqYDuao+komlRIuEAqqqiKCb5VzXFDS1FZtLFIvEYIBVFVVBQsVhsmHPKcHmKsFqdeKKlBP1NaFoERTFhMlsxm62oqhmrzRnfjx+bzYNqMg+agRQMNOPz1lJcJpW7016oG7bJ3vNOiohE4T9vJuMj7DapSdUGRTXjGIRssebG7aiqiZy8XSMofqAQQiMYaEkL+CUcMYwkm91DLBaP/RlyQ0l2bGyOXMLBll6VCer9roWs67d2E3jTJQJ0XSMUbMFmz+nUSyOz7fw42wmUCoSuo/RLh1Fmt2UZOIb6LsiyE+N0F+IMNBGorJUFX93yZhTjRoI/gMhxy9pos/aEpd/ie/k9AoFGigrHY3fmYjbb+uRFiEZDVG1bmnGeajJTMWomPm+NbEOOWw4bRGPyU98Imo7DmYcQgmgkgD/QYNSNA1ko1+EqIOBvIBwJEIkEUIRAIHWbzKoVs8mC1eYaUO+SSIkG9eSWYbd7aPZWyaDMnRARjkiR0cnjZJ28RK28DDjdhRSVTByslrGza/nsDLQzklKwO3KxWJ3EYp1kkA0A0WiQWDSEEDq60KW4rNAML7bBjhoZnD3QeH3w5fK4+Gz6fS+0GGHNCxAXn7TJYHgtLOUAFBVVNckOmcmcdn8nCAVbiYRbMVvs8ZT+7Kt4Zyb76wwzBlMaQNdjhMI+mDJBZjDFURw2+OVFacsKmw2WrkFft4W6uvWYLXbKK/ZECJHRwAj4GggEmohqYWwWF3n5I1FNyctR06LUVSdjXbCY4erz4IV3YP1WPDll0rtktiAOmYly/KHJtnyzEu79Nzl5FaiqmeqqldJAmjIOTjpcltd4/WMC/kYC/kYoyIO9xkBDC2LjNrCY0Q7dD62xmXBdE/4tWwlH/BQWje93Y8nhlFIExmFa7FgsdgKBJmKpgdE7E//7QMZydQPrIPZ0+1IMd3dBKtZnvobVeKcAFFzugS9inEo47ENHg7wcsFnkUKDVInWabBb53WaVekYDTUsrfLgwZUIbQ+fQ/aHFB5t3EGpqkdNsVhg9AqFpaMEQWk2DnGz3tCt3Ewn7iYRbYVQZsdpGfN4aTGaZEawoCopqxm73yHCALDsFWUMpS4c0NWxFV3S48NS0h6vwB+FXd8MPT5Xy/0+/LjNA4vE/wmUj5g9SX7uBgL8Ri92F1WQzAjKLyyZLj4lVgb0mEv1mJYHKJoqKJmB35CCEoK52vSxam0AXsj7b+q0oqgldixGNBFBNZrS1mxG+12V5EiHgubdwuAvIzR9Jfe06om4rXHU2ypTxssRG25puV/wfyriRiJZWuO7PchhiW5XM0HM6oLmVQHM9iqJSWDSuX8+xr7WOlsZtjBizb9p0q9VFYPN2xLtfwOEH7VxB3RmMpFHjDkAIDZ+3llg0jNXmwmb3DGogcF3NOkyqmYLi/v2NdhVkrE81xovfZjW0kCxWp8waTSznrcHpzMPcSQmTtG3rGj5fPQLZMVIUBbNqlYKHZiuxWBgh9A5LophUM7rdCofM7PNx9ppwRA6zbdoh/y/Oh9IiyM+RGXapsh25HhlQvnK9zJ6tKJXSCgmq6+HLZYRDrYRDsq6koppRVRNaLCwz0/aeLEspbdiG1twKMQ1iMWjyoihgs/cuWzQaDRIOtWI22zGZzKgmCybVnDW8+kDWUMqSkVCgBX9rHZx7kpE6b2Axw+EHQWUN3PeUvLkT0w6fDZ9+g3j5fQLmCJx4KNF3vyDqSxahrateKx+Y5WUol3wP0dSC/ucn8DZUYXfkoGkRIkGvfBDtt6dMcZ05RWqjRGKIbzfRumApQuioqhlt+bfSSxTH6syhsGiCPI5wKxw5D2VKvFzKB1+hqKZ07ZVR0pWv5HoQRx4Mr3wgy7Ks3pgW/O331aMLjaKi8f2WPWK1OnHnlLab7nTl09y4FZ58BRavRpx5zM4jSPmT/4P7n0qbVLltCeUjZ5CTVzFEjQKnM79HAqG7G1I1Pn49jyiVL+aaBhzOXCxpyS0KNpurR8NBkYhfDpXtMQahaYhIlEhVHRGfn5y8CgK+BkBgTpSZEYJoTHaELBa73JfPB6GwjHUbTPxB2dGLpqiQz5oOI7rI1sxxw+x9Ms8rK4IT50uja8sO8PoRegxNj8lQgRkyJhGTKT0O8dvN0OSNZ8r1zFBKVAZIKJBHtGiHy5pMVpnRqyhxmZesEdUZWUMpSzt0XaOhcbN8EMyc0n6B+iYZoxIP/uT0o+DoOSgWeTmJQw+QPaa9JklD4+X35XJup1GdOxoNGpo7Sn4u4oAZhF96HyEEZrONotI9aGjYjPh6JVx6Jkq8sKzYb5qMifpsMVabK03vyJVTQkHhWLlNRSEc9sn6atMmJNvucSbrPAFccCqKWfYUhaZJIwnaZ8eVFUF1PcHWBmqjEQqLJ2C29P2BbrbYMw5zpCWjrlwPN92LeOzWIfcsifVb5e9//cXwh4eM6Voswo7tS/G4i8nJLU8bRh0s7I6cbK+5A4TQZPkgkMPoMybB54uxWB1tjCR5Ci1WZw86A4JwJCA9K4kC0LqAukbMikzgUE1mdC1KJOzDYnXia62TgohAUDVhNllkPNLbn0uZgj3GyOG2gaTZCx99nT7tkJkyaaU/UBQZT1VWJIPQP1woDcGqOjl8fdJh7ddJKIeTLOwN0ghSUDoJ/hYyXjPB5HHyHGqafOZ+8k3a0poWkWEHgKKasFic2B0esgZTZrKGUpZ2xGJhtGgEIiH49X2Iay9AGZPiKXj+bdhahclsQ9PCsGoDzJqOsJilki/APlOMl7q47WrZaxtZimKzIuqa4Df3y4DwVj+KxyXVuePDaVabrNButbloqNtI+PaHEccfCsd8By7/vdEMuyMHv0/GAqhmK7l5I9IMiXDQK0sXpArPlRSSFnNQU5/8nogJOmRfOOpguPm+5Lzq5HLhUCuV25aQVzAaRVVx90GfxO+rp6l+M6PHH5g2PRzvFaZxwQ2y5UMpG/D7B5PfZ+8jy1nMmg57TkDc/zTezTvwNldSUj61x8rmfaW+bsNOWcIEhl500u9rRNcj8uVZUiDLkjgdRFsbsGlR1BRBRCHkS9fhKuhwqCyVaCQoFe7HpdxnO2ogFMHiKsDnq0ePezdSh6IAWZx6SyWxhIEgBKzfKj8TR0tR2v5ECOm1WdOmjuS+Uw3Pcr+yvVrWojzpMDj6EJlw8sYnHS/vcYEvgNliN55luh6TNTQVFZerQE7TYnIoMx4DGIullEyas68MQwBpoBXkyszUL5fJ/YMcTjxgL9iwDbF+qwwsN1u6PdS6u5HVURo0BOGQj2gsiMXskO7mXqi1DlYwtxBCBlTXriMqInDuSVJL5JtVsL0al7sIm8NDY13mwrX87SYUR8fxKWLdFnjsRfjlj1By3DLV/Me/JT9vZFpZEiEE3uZKWpp3yHiheOmA/MIxgCy0y6EHwDcrsUQVSsumGBpNdTXrpJZSXg4U5Mi4ArMJvlqebEhKjTUhhNRJSah0xzR46lWYf6DsaC1fB8++0e5YVKtNZvr1wjCIxSLEokFDYDNBq7eWlpbKdjXjEiiP/6HH++oPxI9/myzsm8rJh0OOC/75P0BmT5WUZ/BGDiCReP3BwQwg7w66Fou/7Oq7XniACIe86QbKXntARYmsWeYP4nIVphR3FcRiYUwmS6cq3LquEQ55pTJ0YZ58QSf4fIn0PArAZpZK1pompycYNyJZEDoak3GBjS1QVZ/MdsvkdekLG7cnh+mtFmk0bq+R3u+BUPIOhWVnolgaOHy5THa6RpWll1Np8sLHX8N358CSNVBdj8OZh8XixOerQ7fGlbd9bSoGKAqqajYMUQDGVsj4yrZsrZLyHalGYWIa0rtts3kyyLhIKQMUZUgFK7M6SrsomhY1Ul41LYIWi4BJjT+0vFhsLkyqGSF0TCbrkCvgpqIoUqSstGwKdbXrCP/jORSTGYcjF3uxHMqyOzxYbW5jTByQLv05+0J9M8Jpbx/flNj+HmPgD1cl/7daEONG4N1SDYrMupEptgq5+SOwO3IJ+BsxFxbj8hQR8DfRWLdR9pTOOwnmH0D0Dw9RV7uOktJJKIpKXv4oaSg1tchPJlJKhSiKYvTEREyDSBTl3JOM+aK4IN1QOvVIePszdF+A2qrVoCgUFI7F5S7qdqyMvDbaV2j35JTgySkhFg0TDDShaVGjKDGAWPYtSiLOYZAQmgaTx8oHeQomkwXtpffg4u/JANi6pozK6QONrseGXHlYCEFD/Uai0RAmxUwsFkLXNeNFlki/H+x22uyeeGaVFJLV1m6WHYc9J8KSNfh99WkeJKHrCFV0OpIZDDahiZg0Msa2EYGcNCbpXY5pSc9Gjlum3oOM37HbZIyOxQzjR8n7cUf8ZWgZgNfTyFKZRVdRkhymnTl14IZsNV1WAkiQ8Ey3rTkXL7DLxu3S07NkDcGtVYRNfnQ9BgfuAw471DTIoVOPS277203om3bImLOJo2VHMrcDFfDR5dJASz3WlLismEkQ89Whmq2YTVZ0PYamawg9Rag3npWnKio2m3unemcNJFmPUj8jhEY0EiIaDcrsBpDZJfZ4LaWaRti4TV7U67emreuIB6Ma4okocSteITF2PFAeJV3Xqd6xHLenpJ1gnxA60UgQi9WBoqjoWoztW76hqHQPFEVNT+Nvi80qezhHHowya3qnbRA7amT6/6JVKGYzHlcx7tzSjEUlG+o34ffWwkF7o1x6plx/1Qa48zGczgIKi2Uqf0PdJlmw94yj5UN66VrZmx5RCtuqUOYfiGjyQq7bMG5EIAR/ekSWPfnt5Sj5SW+PEEIWB61tgHe+gM8Xtz8QRaGwaByubmhItXprMg69Jdi+ZVF6bzHBcfNQzji6y+33J+Jvz8CXy1AU1ShgXFgyEaFreJsr09z/ZquDipEzBrV9NVWrh2ToLRYNo5pkRpOvtU4a8AW50juSCUXBbLbjcOYNiWEXjQRkByJDu3JyyxFC0NpS1eXQm89Xh15RKA2NTKzeAN9uQTVZ0M2KHHoSQqbWN7fKGKFctzSQEnz8tfSugPT4HPOdPhzpTsDmHcmhN5DH5nFJzzZIA+mzlGfIuJHJQO+V6+U7Yu/J7Q3RVMIRub2eFNMOheGtz5L/7ztNGpE1DXKfvoCMKU18XA5pmAVD8vnX1AJeP25PyaBpQA2lRylrKPUjuh7D56uTbmOPS7pcp45Pz2pIscyJuzP5djNsrpQXb0coCigqZqsdRVExKSbs9hycrvxeWfVCCELBFlpaqtBjEUorprFjyyIgWW4iGGimuXEbpRV7oqZ4SKQYnB436BQC/kYa6zehaxqdCv7947dGwHenbatrhHcXwNufgRAUlkwwAp71eLaaoihs37oIccoRKMfPk+v5g/CT3wGQXzgWT24puq5Jj1hAvrQUkwmhKHD6kbLnZbXAvf9O7nz6HrKXFa91xfhR8L2jobignXdMbK+GG//a4XEUlkxsp6HS7ljj4nodlXTx+xpoqF2feeW7f4mSPzhxQEIIaTyu3tit5V05Jf0updAVcniAQTM+opEguh6jpnIVIIs5h8KtiFnTYEGKUKrFAtG4sWs2SQ8Lso6aqprige+DGUQrh1ISxm5c1EOKJapmOV8IQIk7HzK3ze+rQyvNl8kVmVi5HmVTJRazg4gWhOPmdt20lKEgbFY5FDWc0WUB8Q6NmESii90mPUlt7+dgSHqS+pvEfq0WGY/ZEyML5DX8/peoUR23u4ieXr/hsA9di8YrJNiMSguJa08+E9W07WaH3nYBhNDx+xukW/c7+8mLOxxpn7mR6vZMGB+Tx8lPNCaD7WJxdemErkY0/jemERtTAaEw0eZWQqs30Ny4FYvdjdOZj9NVgCWD0RSNBPC2VJOTV4HZbCMYaKKlpYpoyBdvksqObUuMemeNdRuJRcN4m6WeSCjYLJWtg00IIXDac9G0KDm55VhtLtS4rhEelxR1zHFLIyQ3/jfHDQW5GY0kEY5ANJZU/W5ohpfek+vEjcpgoBmXuwghBDXVa4jFwuR4SuVQ0GeLZGbbzKmwZLVxPCIeZ2E22ygtm0I45AMFLBYHlduXoT/TPtYIgBXrIPVFu3Eb3PawbNuVP0BJ6T0rI8tkoPrvH4SjDoH/vpO2qYba9Thd+Z2+uCNhP35fAwVFYzPOd7kLcboKCAVb8HqrielR9GhYHnt1XfsH6wChKAri5+fLIPxE0PucfWHe/rK3++1meOQFaGzBbHeRPwTij77WWhTVNKA15YTQiYT91FZ/K4ckUgjmWSDghP87Tio6H7S39HiqKqKpBX52u2EkAQT8DcZ3T05ZP5Wz6A4ye0oh8/6EEAT9TcS0MIk6YWazTb7Q0ow6RR5nbYMcsm77so1EURRVZtsVpMfgdcjIUjk8VVUni1YnXujjR8ohvuFGs1cGtmdq++oN8u+IEpkQkYmBMJJS6a3HzmyCWXuif/INoWArNrtLPmOFiI+KmFBUqVKOohrSFIlKCeFgC1gtRAPxmCtVjQvrJzOSFZMFm9U5JEPVbckaSv2CwO9vQCgCDp6ZvLhtPaxtZjF3OS6vnHJEcq+hMCxbS/SrFbQsXUNL4zYsdhdOhzSazBY7zY3baPVWQ7xYrFBAi4Skl2t9AHQd4XHCEQfJoGiPC179CO8Lbxv7qa9ZJ49l32lgNtH61XIIRwiF/XjcRTjdhbg8xdJQbPXLYa09xsCEUSgdpPgKTZNu9hfegZiGOP9klIP2lsMVKa5op7sIZzzTw+etkcbd9D1oWbFOxni1RAm99J40rgAqShCVtTQ3bKG5YQv5RWNRVTNOV4GRRVJYNE4OFx64N2zYAvXNAJjMNmw2N4Ul49G0KELXiUVD1NV8i2IyI+79N+LXl6KkZPcoZUVw341S0buNoQQQCrYYQn6Z0GKR9CDbTL+5ohgK3kLX2bZ5oTTAB0OlOLUdZjP8/krpudF0FItZ/o4ffAXPv40S08grHDMkxYRBFmMe6GGAutp1hPzN6RN/8n8yu+mE+YbUBFefn7aIkp+LOGK2HIYpyJFxOCmBua3easwWB4qiYLE44tITQ5eqHYtrHDFhJLHGFmKJGD/VhFlNuaebvPDFUvncOHifdA2kSBQFRRpKmiazY2NaXMixMNlRTEVVpWdlRy1s2i6Hv0HG7tht8rkynAiGjedLGrqAb7fI7/t14JHb2SnIhcnjiKzdRCQqEymwWSESlh37VFQFdIHJZEkGi5cUSAOysUUalKoqva/xd4bYXk2oup5Q0IvF6uhVrdD+YrccerNYXTicufTlQRQO+4hFg+hCxMULhexhd7fn1AtSjaS2iHBEZnMsXCFd15EoJqtdGkWKIrWOlq6B0RWypzt+pEzzH1UG+0+XL8HU7X29Qqb0twagvAj2mmQYPSIak56XBUth0SqIxjDbXCi6jqbLDB+EkBf8736KUlooX66+gLwpKuM6ItV1WG1uGfCqxWQmRjQmPSVxikr3wOkqQNc1tm+Oa5789goZKPrYSyjBsCzKCzCmAuWWyxFvfwZPvYbTXSR77UJgcbgpLZ2KqqrJGnIzp8JPz5EP4dsfhkiU3IJR5LYRTRRCsG3TV8kJf7gKnA6UvPSgyUxDce6cEgr6aQhK1zVi0RDVO1bICQfshXLZ2f2y7baIuOfDePG3na/rMsX6yVegshaXp5i8glGYepHJOVzQYhF2bF0sM4qWxgPa7/pFhwkLbREvvps+IRKVMSyJ4czCPCMGRDGZsVldnfamdV1rNzzRjVbQ2lKDEBpmi8PohMjjC8shEV3DYrFLA350ubxPYpo0WuoaZbHmOG5PCUII/IFGmd12xMFJheqPv0H1BpLPg7bsO00+f7oikRFWXiyNqF2BRPbblPhowmDzvw/kb9KbrMJWv0zoKMqX3rCla+U7Zr9pSSeBEPL6DkfkX49Lvp921Mq4WxQ59Dtzaue1+0Jh2FIp75NQhKEyV3ZLj1I04kfTIthsbixWBz01mGKxsHQdFheAxymt6OKCQRsGyYRis0r37azpMtV+5Xq0hStksLEQMt6nxYdy/SXJlb733Y6311ngdSwG/3sfzviuLGOydA2xRatl70nX5XBVICQfrn96RD4jW1plrzKOarKgQ1rGnL0+iNliQ8ktw2SyoKpmI21eUZRkht1N98pzHosBGV4ihx0E739JoLpeel3OP4noA88QCbdid+RSXxeP+Wn0yiElTTP0RdLKpsSRbmOJ2eYkdv09AIirz0/PPMvgRbFYOk9VD/gb8TZXUjai4/MtdJ3qypUyDTuVs4/tdNt94pnX4d0vEH++Tl7Xr30EI8ugsRlWbZTegUAQq8ND/og9sdncA9eWbtJYvwlVNfd7zbdYNEzltiXJCWcfi/Kzc/u+YWtc4ysQ9/A64y+ZhmbEhm2EquoIhbxYrE5sNncbb5nA55XaQyazFYvFicVizzB8J6QERSRIJBpoY7AIWltrki8fXZNBu/4o4UQCQSIrymySXqDSQhnHFw809vnqsdtzZHSJzZZexmP8SPRvVmIy29CFhlCRxmAi82vZWmn8dGCMGyQ88229FMOBylpYt0UOUSeIxpLnYCiMJJChAinP425T05CMv2tskUPuIFXIU59/Ce9S6qjKrOkwJQBbqxDba2TlhbIuagrabfIcTRorEwCGiN3SUGLvyejbawg2NBEKt2K3eXpkMGmxuMJtKCx7RCNKMruRhwjFapGW+sypiB+eIq34uHiiiEQ7HA7rNqoKY0aAyyENtANmyA8gPvzK0ClxOPNRQgomsxU1x40Wi8jq4LqWMesmFGyGkIqiquTljcDlKTaGcBRFlT3TBPEaVYL4mPaYCjjtKLms2YT4/vFw1+Nw7Fx5g9pthEM+VNUiC+RednYyRTfuGrfZ3OTlt88qtNpcjBw7S8Zi6Rr+1jqam3YgHn8R8cefyXMAKCNKEY/dKr1tdz0OQFPDZrzNO3DnlMoYMmv6cJmqmrtMLPD7G9obSQDuAdQCK44PF159uzQ2A/Fq84qC1e7GbivAnpuDze4ZcrXwBGaLHbUT3Z+eIoSgrnotoWCb7LWeBr52htkM+7TRvCnMS3qXNu0gumk7Ua8fm12eb4mCzZ5DOORFi0npkVAQLDYXDkcemhYhHPLJTEShS6OsTW88Fg3J4Y88j4wPyc+RL66N26WX65CZHXf+9pwoM3eXfUuoslam/+/fZghpRAms34rWGkBVVERFsTzW9xaALyg7UvVNXb8sTfFna3QYGko2qzy/qXwY9053FAQ/GNh7OIzV2CI1sBLG1f7TpTG0vUYqqXf3GeB2yuzv1GoJ3UFRZNzqELF7Gkp5OTIAtbEFsXYTwdpGQuFW3K6ibgVU2uxuTGYL4aAPbdEq2bvaf3pSDXUnQjGbYUwFIqFf8vRriH2nyQdgXo40dnr6orNa4AcnZL45nMngw2CgCdVsQYmZ0MLxF63NmlSHBWng/OJC+RD/armMmdpaRdPHX9PqqzWC/AQCLYO3B5D6PbP3TjsOZa9JiN/8BEaXy2DaSWMJra+WxpbLAftOTQ4rzd4b1m8h/MFXRCIBHG3GwmWRT7msqprw5JZhd+ZRtWM5vPgenHVM2rLsNQlx57XwxMuw/Fs0LUpL03ZamrYzcuwsI1sQpL5N8uWXmYxGEsgXzgBkBYmPv4bnZIyayWzFacnDVFCMze7GYnV2mKE31HhyujGM0wNi0VC6kfTDU1HmzurXfXSKwy5fKJPHwdpNhNdtQVFUrDZpINvsHiLRAKIkX8Y2bq0iGgliMlkIBZrlNkaXy2ddnkemg8c7GJhN0tgZVZ40RBJMGNU98UWbVT73ahsNpe801m2BllacrkKCwZZkIHtxAfjiKuXbqnZtQ6kgNz0cIxyRHkSQsZw7M14ffPxNe8/TkbOTv3X5wCVO7EzsnoZSgoJcWYahuRXxyTe0eqvjPWSZJquaLB28FKQOitltR9OiBANN6ItWw/gRMhgtkfG1M3HuibKA7QdfyU8K4oZLpABkd2lohmvugO99F3HMd9INrVnT4boLwesHfwDdF5SxTuVF0stlNsMLb8P7X8rldQE2qzRaDktqCYl9pxFbukYaSqoqH5ZmE+wzVa5f05DUqXHaMxp7Sqr2yKQxhFesk5kZhx8g9xEMgcWMYjYjDtkXPvgKX2stDmdel6fAYrHj8ZTS+taniMMPQkl4YBL7LspHXH2eNJY+TJ7v7Zu/xu7Iw5Nbit2Ri6+1tlMdJSBe8b0Nl54JB/a/TpGoqoN/vozTnkdewaiMGlY7K7XVa/pNRykWC1O1fVlywgWnpitP9wLllCPS45Sq6mRG1ITR0pDpqMNiUqXBFIsR2rQDRVVT9I2E3A5xZWW7B7+vXq7jccHUCUnvQcJISn3RZSIag9c/lkZQiiBrh5QUtJ/W2AKrN2KxuWTNRaHBmHgsytTxMni3ySvjFSPRzuu6qcPYUNpSma6jFOigs7czsqM23Uhy2uUzuj89qsOE3dtQSpDnkUMNNQ3tMpAsNhd2e26HXpfE0Ek47EOsSNG7OeY7A1/UsQcos6Yj7v+1jDVZH8+2aGiRRs+tf0dc/n8dxiWJllY5Fr12swzg3R5/cf/nTahpQOy1h9QZGlMhRRundu5WFUfPSRpK26pkgGibnomyz5T2QxIJrvuRDCZeulZ6obrTM9t3Gny5HEaXwQnz4Uc3yekuJ+K0I+Hp17DYXBQUdi9mwO9roLUlXhTYkv7gEOGIDNa0mOH4eSjnn4w4/3pjfijYTCjYjMlso7h0EgXF4zvdl2qytBedfPBZqfGU6SXVS4SmwUPPYTJZKSgaN2CeI02Loqrmfh+yy0lUpu8juh6jcuuS5ITiApR5A+BJ2lolY1USStRF+VCUJz3T+bnpnh5NN4bOdC2KMMvOgRBCDnHVNxOLhIn5InK52TMze7gzeX7aYlJlpyavk5hLIWQihy8g29bql+0wmWQsSasPxWRG06LoelR6bRNlPCxmWeOtuyQMpUi08+V2Rory0wU5U4fhorGBUR/vL6aOTxY53s3ZiX+lAWTJaqgolTL7CWbtCa99LL+fOF9a/pW1RFdvJBYL43Tkp6Un6lqUcNhPNB4gaXfkoqgmgvGKzLzxibwJju2GyNogobgc7QK4xTer4N4n4b6n2gUni/+9LytepygMm0wWMNuSquMfLZSfQ/aFi07vXjtKCxGX/5/0cIEMEO3psaiqEYfVreUrShCXfg9u+Eu6Eq4/AP98GYdLqnl3ZRwIodPUsM0IpAXkiyH1pbJhGzz63+Q6IB/2iiKDXeM948Q57MproypqIhIryeRxsrZaHxB3PiZ7vD89B279uzG9qGJar4yk2uq1hALN5BWMxuUpMhTmtViEUMiLSTWDolBX8y1Wm4tIyEdh8fhuKZh3B5PZKtXs+0iaB+/vvzFi0PqdA2dIFeSVsoNlag6gNTRLI0RR5Eu1KF96qNduglY/ZrONSCRAOOTDanPKZXM9MG2izAwym+SQXUfZt22zhr7dIvV8jp2b8tJW5PB0R0HWQsisqbYkDL6U5XRiUjKlv8ISXn5fGllDmDjTI8wmeS4TKIrsFFbVSf2pnX34LQuwuxpKLfFMq1RDyWyWPZ66Rvnis5iNrBSxYRvBYAtuTxHRSJBwxI8ei8hlJoyCYIhQ24cEDAt9DGW/aYhf/xh+9zeZGZeaxfX5knZlGDQtitXmThpKCUZ0w0Wfut9Z0xFXnQs19d2ui9YTxG3/SFYIP/s4mDdLDiM47TL9OqUMR05eObn5o7rl4YiEA9JImjkVrvh+5rb/8+X20xJFPlM82S5PMeFwa5dDb1obYUMmjobTj0Kx925YTAghr/MV6+SEFCMpr3BslzFTmfD76o24mObGrTQ3bgMEZpsDXdfTi/u6nUR88h5MKK33B00NW/o89BYKtNDStKNH64iqOpkuvXK9HOZy2OHwg9KHfjuivNgwlHSh4XDmo6omtFiEmC9MrGUb6LoUiFTNMji7MA8Kcols3CaNFpMqr+vuBMjqcUNJCNkxTAytvP+lLDECctqnizoeelsXL73kckhjLxiWhks0JrMi455qEYvJdP7OPFPd5ehD5PW6o1ZKBST2P3fWTuW5b0d1ffrQG8h6iVV18niyhtKwYPc0lEDqA727QD4UJo2RNXYO3kf+/+pH6cuqKg5nHrFYJD1ba86+MhJfFzIoGUU+tFRVygYMl7HcxPDNinVyiCgR/3LWsbLHO2EU/OVfgFS2TiuCm2BMRftpXaB0NLTWH6T2YJ9+TX5SEELHZLaRmz8Sl7uwQyMpGgnS3LgNq80pDUQtKovALl0r40sSVbhTSdlWacU0o8QFxx8Kr34IyHIX+YVjQejY7Z2/SCpG7s2OrYuSE9ZvlcOlvfB2iH88l+5RQw7t5ReOib+ke260BgMtNNRuaLsnAGLlBdLYjoblvXL1efKvosAfH6KlqRq7My+jonxPKSweT19FGpsa40bAgTNQfnxWl8uLZi/86m5ACpZarHai0RDasm8Rf7hKenE7w+WQQ8HrNiPWbELXYlgsDkwmK1abGxDoukbA3ygTEVJ1Z/YYI6/BngTUCpFUu04lFE7GCplNcPhB6eKRqSQUpecfmIyFAtlxdJZJGYn+xm6T8Y87UtruD0rPfW+0gAaLEaXSK5hKomhtKJL0HmbZqdktDSVzfHyfqIIQCrFl38peYFmRNG4mjTX0IcwWO3ZHrlEDyekuIuCLa2AsXSvLlahKcvw9FJbj9brAqBCg6bLWUy89AAON4nEhfnhqcrjowWflZ3Q53HSZ1NRBpuhHo8Hkim4X/PVXENP6LjnQzygXnYG48DSZ6vz2ZzKWqQ1aLExj3QZ8vjry80dhs7cPwPe2VBHU/ASDAUj1NEybIAP3M3H0IbIy+kcLqa/dQEHxeHy+eiJxIym/cCxuTzGKqhIJBwkFW9rJBqRiMlvSDa4EPYhvECvXwx2PAuByF2F35mI223rlPWqLuTPF3Jsvk9d/XKtK8SSHC8WPTkf/w0NUbVvKqHEH9DlmKRzyoShq5+3pACEEVduXJXW02lZ374hF8jdRFJXS8imYLXZisTCV25bBc2/C+ad0vQ1VMX5Lq82FEDq+1lpZ29FkkdMQMn4pVZzPYu68WGpbTKr8LRJMHC0z3/xB+cxKGMl6PEC8vFimc3e2vaHipMOSBl9M61qLaagIBGVWYNtkmdJCmZDyvw+kxlJbCYHdmWBc0kIgjfe4qjf1GQo5DxK7p6Fktado1wgC/kZiXy6TAd2tAaM4rctT0kZpWMFstuF0FUrF51hMqmDbrTKDo67JqJcGwPHzpOEVf0HuzD0fZe4smDsLEQjBv1+RXoetVXDno3DmMaCA2FwF6zbLFSxm+MEJcujJuvNoSKWiqKp8GUwcjZg7C+58DLenRL6EfnaeVMVdt4XIU69RU7kSd24ZBYXJB5quawQCjdLjeNDeMlNnxXqZ9rxqA3z0NZzZXrRTOfQAOBTERwvjxthGXJ4SHPk5BAKNMn4n/lKKRAJ4m6vIyevcI5fRoLniVsR9N3bPwEhJwc4rGI3J3H+GrcXqwO7ITU+lnzoeLjlTts1skp+23q8Uhef+COwO+BpQTWacro5LxmRCCEFT49akkXTWsSjdzSjcYywAhSUTMFvs6Lomhx2FDiU9iL2rKIHl6wiHWjGZLHG1f42oFk3KQ9Q1SePggL16l5Z9/KGZp7sc6XE0ui6vcY+rc0NpsGkbX7XfnvDNSpmgogDHzN35gqNbfPJctjWUZk2Hd7+QmYgfLZRep4NmDJ9RiIGitkGWxNnJ2MmuKgiHw9hsg+l5UXC6CohEAkSa4rFHCVIK9KVittixO/OIBoKIQIOMszBiLRRAyEBbkylZz2cn9Sa1RXHa4aIzED86HZ58FQpyZG2zeH2zrkpbDAVC0+CXd8se7ulHwcypKCYT4pUPpcFnUqG+CZszN15DC5g8FsVmRVgt0tDN8+BvqUWLRcjNq8Bqc8UFLlUpvpcoM5HKGx8j5s2S9d4ycdcv4OnX4esV+FtrKR+1N7n56R4At6e420Vcc/NH0tK0PTnBH5SxRt15If/8T8bX/jSSEhSXTSYaCdLaUiXT01dvlArtbTwzwheAhcvlw/DbzTg9RRT2U4mX4rLeFU1tad6BLxHAbTGj9ESbKj4MpSgqsViYutp1RLUwXHYWygE9kG+w22DCKCIbttFu+HC/PaHVB5srZQ/7q+XdL//RG7pKQinIlcOprf7ksNtg0BpXyE8kf4wslZ76Zd9K70N1Xeah8KFkdHnSC9jklR7u7clrzaC+SYZ8dFXSY1enKF9qeG3cnjZZNVm6DFEYSPpkKIVCIY455hg+++wz3njjDQ4//PB2y7z88svceeedLF68GLPZzCGHHMKNN97I7NmzjWWEEPzpT3/irrvuoqGhgX333ZcHHniA/fdPyr4risJRRx3F66+/jqkDq/vxxx/nggsu4IMPPuDQQw/twZEoWK0urFb5ctRiUakm3UnmT2L5JAJNixKLholGg+hev+xNJMbzjzy4B+0ZehRFkaKSbaebTYhQGPHA03DsXJSJo4egdW1IGAxgZNKJ4nyoa8LhlNmKil3GIckgY+DTRdLAeuaNeDiNQABBfyPBQBMVo/bGbLYxaozUzhFCgBAIBIqiEItFqKleg/7LP8vVb7kcZUwF4t+vwjufy32ccjj8+Ey4UNZma2nc1i7QOBhoxuet7dZL3pNTmm4oXXYWSjeMJBEMd7lMX1EUBYvVIY2kBH99EjGiVAbcFuTAZ0tkxilgc+bhLpmA09VxfFhPaW7cjqqayMnr3otGi0Wor12fLgly46XdWleEwvDfd+Htz/DEZQmqK1eie5zwsx+ixF92YvVGqGlAOXT/zjcIsjTIuJHSwNxcKT07E0ZLg4BSKbuRGG7qRaZot4lp0lOzx5jM2XNlRdJQ8gUG11DaFjcwJo1NTkt04nbGWJ9mrwyK1zJ3uNN0oUaXSw/+4tXyA9KQynHJc+xxy99iVx+iU1VZKHev+PNQ0+HVD9H12JBWAOiToXTVVVfx4Ycf8vDDD2c0ku68806uvfZa5syZw1133UUkEuGhhx7iO9/5Ds8++yynnXYaAP/4xz+46aabuP7665k+fTqPPvooxxxzDKtXr6a4ONnbfvvtt7nhhhu47bbb+tLsTlFVM6q1+6dF12OEAi1SqTsSiI+tCnnhJ4QGD5yRXgNpmCFi8fiShOq2QD5Me1igUHh9UhzS3L+OTCXHjfjr9XIoJx50Tp0czy4q3cO4wZoaZKCuxeYi+uQrAHhyy3G5i2hq2irFKIWO21OKydRenVsWc5RYLHbKyqZQuS3uJv56BWJ0uYwjSfDie/DVCplRGYsRyFC2BRImWteoJjMuTzH+1njR4AeeQey/V9cPkF8nC/W63F2oIPcBRVEorZiGrsewWJ1EwwF8zfUEn3ldFia2u3Hmj8TtKRkQr5a8MLs+l7FoGCH0dEFJgMI8lE6SEoSuy9id+mZ4/EVo8ZFXMBpFUaitXiNf4Jf/X1ocFu8tkNfGynWybE5XuBzyJTFlfObyHonU8oXLpSTHQKF3ch5XxTt/g52iv7VS/m32tjfgdjYjCaTuXKqRNLJUap8lzpumyxqY+Tmy/XtOlGLA8dAPorF4BmHKkHZ5sRy2G8bvkx5hUqVA6jtfEI0Eu15+gFBEL8vx/uc//+HMM8/kl7/8JX/84x/bzV+1ahV77703hx12GG+88YaRTeP3+znggAOorKzk22+/pbi4mO985zscfPDB3H777QBEIhHGjh3LrbfeygUXXCAbatT8Unj55Zc54YT23o6uPEqLFi1iv/32w+7M67K+VvcQ+FrrpBigokjr/6C9pRu9qk66yK0WKT7ZR5RTjuiH9vYO8fsHYf1WlMf/0Plyi1fD356RL4S9Jxu/mdi0HW55IH3hi89AOXhm/7ZTCLj0FkOB2JNbTn5he4+XFotSX7cej6cUp7sgZX0dXdcxmcxpy4bDrVhtLkPvSAiBrsUwmS34W+tpbNqKiEVlNssB08Fqhdc+QlFUTFY7sbCMMSkoGoc7p2cyCpmOsaF2PYGEXte9N6S/mFOXDYbgiluN0hFmi52KUXv3af+9QYoOav2S2dZX/K11NNSlDKPOmCyzXfNzYNzITpMSxCffwCMvANIjVlg4hoC/iebGrdJjfOYx7YakRTQGF8XFTT0uGe9WUtg+pd3rg+XrpHHUlXJ2atbaQA7BZSISlZlmIBNZOtJrGgh8AWl4gszEnd53BfYBpzeerrWbpLTJ+FEwtkIaTLWNcnoqO6OeVDAk29rql8/DkaW9N2JbWqUxmeOWUgpbq2RnZQjoVRTuhg0buOiiizj99NP5wx8yvzzvu+8+YrEYv//979NSjl0uFzfffDPNzc08/vjjgBzCKyxMupKtVis5OTkEg+kW5AEHHIDdbue8885j06Y2F80QEAn7k4rJQshU0ITduSk+RDIAZSYGnfXSEyP+8i9EXRPCH0T89A+IJWvSl3M55IP0nn/CDX9BfLoI8dh/2xtJ0O8PdxGJptWyKige32EVeZPZQmn51DQjCWScSaqRFA75qKxcTn3NOiq3LmHHjmU01G2irnYdO7YuotVbg8tTxMhRMykpn4pbOFE/XCSDS5GGVywcIK9glFR4d7Z/qfha69ixZVG76R2hKAqFJROTEx5+XurVZEJVDSPJZLYNiZEEUqR0MIykupp1NNZlfi6Egl5qq9akG0kAB81AOWhvlMnjus7crJRaaYUlEykpnYQ5cUwmE5x6ROa4vWBKyYpWP3yzStbPassHXyWzet75ovNyHScdloxjWbRKGk79WVk9GpPGUHV9+3lWS1Kv6ZNvksNEg4HbmaxtuGGbNJx2drZXw5uf9mydhOuipVUa1wW5MvHk+HnpStmJCgtDSVs/y9crpabYhm3y2qxp6Nn2Wv0yvvGdz6XY8SffyOfp9poh9Rr2eAwkEolw5plnMnXqVJ544gn8fj9ud/u06rfffpuSkpK0OKMExx57LKqq8vbbb3Pttddy3HHHcddddzF9+nSmTp3KI488wubNmzn66KPT1ps6dSqXXXYZ559/PmeccQafffbZIAd+J9F1jVDIKx9Y22tkPMGqDUm3dILeBHELIbe3s2RAzN4HvliSHD//w5VwxEHtymcok8Yipo6XF3plLTz8fPp2zj4W9p2GUpy+Xr/wyAvw5TJcnmJy80f2KkW8LULo0lN0yhFQUYy2eiP+lRsgFIP9p9O0cAW6FsPmyMEe/+QLQSTsI+BvNBSeNS1G+YjM5WGsVifunJ6JzimKQnHZZOqq10qJinv+Bddc0H45mxWhqqDrySD2XRinM79D8dLaqjYv9HNOQDlidsZlO6SmAZszF5c72alzugqkR2nJGnmftMXjkt6PlAw/rGYZ2GuzJotIu53pL/6ahnhsUgfMnCrFYT9cKNdraum/+BVVlQG1HWlA7TFGDgG9t0DG1WytaqPsPYDYrDJ7b1tVWgHunRaP20iE6RIhZOxXwnPU1luUkK6xWuR9XzQAz9HOiMbkdev1yfjbllZ57U0cLQ24ylqZ2g/y2pkyrvuxdFsq5T3S6gdFwWJ2YHEVoqgqWiyKpkUxD8hwfffo8ZV94403snjxYr7zne9QUlKC3+9nzJgx/PznP+eKK64ApIdo48aNfOc7mYec3G43o0ePZuXKlQD86le/Yu3atRx33HEA5OTk8NhjjzFhQnul2fPOO49PPvmERx55hKuuuoq//e1vPT2EfiES9skLuyA3WdusqlZmYCSYtWfPbuYmLyxYmqxpNHcWrNkIMyYjNu/ontLvAKBc8j245HuIdVvgrU+hrFjWkoqX0BCvfCgL1ZYVQXU9VpubvIKRBPxN+Lw1Mt7isrNQcgamULDQNOmaVRTyC8f0W40yuyNHltr4ajnKrVfC/nsl9ykEPPsGLW9+Ck0wYsy+qKoZXdew2T3Y7B7yCkYTCfvbSEykY7bYexU3ZHekeKdWrEN89DV8Z19ZxmLVRjj8QJmWHHdVd6fQ73DH7sjpfq/zyVcQ+01Dye/B0FFVPZY25WbMFhtmm5PYivWZDaVAKN1IAlkw+uOvpWFxwF4y02f/6enFqitrOzeUQL44Dz9IDk/0p6aRqsjsMVsnLya3U5Z6em+BTKZ4/WOZrGezybaYVFBNye9mExTmy45lXzNmTWrP9KOGEreza+XwVr80NuOee4OOlNZr48PubQpxDyhenwxMj8YABdVsAV1HF0IWgF+wNN6u+P1XUtA94dFgCBathvomzBY7FldB3PucvI8T8aKaFulgIwNPjwylZcuWcdddd2E2m5k9ezbXXHMNGzdu5O677+anP/0p1dXV3HrrrTQ3NyOEIC8vr8Nt5efns3p1PAPGZuPpp5/mzjvvpLKykj333BOns2P9jvvuu49vvvmGBx98kDlz5vD973+/J4fRL1htLmksJYaf8nPki7S8WD4Ae+oN2rxD9hJSSUj1v/sFvPsF4qfnoHRXCG8AUPYYA3uMQfiDcO0dcPn/ycDCePXyhKs+Gg1SV7tOGjDHfEeW2xhI79h/3oRAiJKyyf1ayDUU9BIJ+yHY/jZRFAXOOhZRUQKP/pcdW5eAkKUmRo2dZSyTScQyFb+vvssSJplQFIWK0fski7c+/Ro8lqwvR2UtfJ5U4PbkDGIcyxBRX7ehhyVMuu/KF7ouMyudBQghkvF3QpflfDrQNVJcDsRZxxqirYwogR21OJx5RCIBtM8Ww96T5Ys/IUIIUrW5u/S38GNMk0MfHZUwSaAocMRsmaG3dI0cMkoEImeisg6WxzuSxfmyg7mzxdj0hmBIlqGpKJHXQaqxvr1aPtcPnCGfk1ZL8rOjxkg6SaO4QJ77joz+RIZvV6rv/UWrHz5dhKorOD0lqCYzoBAMNKFHYnK4TVFxOKXhFgw0Zc6G1HQpwGmJS7JsrYJla0EoOF2FyaHsnZAeGUp33XUXuq7z0ksvccwxxxjTzznnHKZOncodd9zB5Zdf3q1tCSFoG0c+YsQIRozouqdgt9t5/vnn2W+//bjkkkuYOXMm06YNrgGhqmY8uWX4vLWyZliTV17AHlfPhtuEkK7WtZvl/5PHyViFhub2y/71SURFKVx2puypBELyk+tBKc6XgaNm08CnUdqs8IsfGj0G5eIzEBedLtu9fJ0M6t5zIkwYJY2rAURs2AZvfUZe4Zh0L0t/bDuho9XcigiFM9ZWU+bOQkydII3aVz6ICwWmo+sxGmo34nQV4PKke48cznws5b17QJjNNkaPP5BI2E9z03aE3ZpMdU8xkvozBX9nJr9gdPc9St+dg9KTl7QuwG7F561F02IUlUw0ZCKEJtPpxY4aGUOTnyPv57Wb5DD0jprkdjxu8PgJ+VtxOPIIxBrkcP2YChlYvmq9TAaY0j/aUr3CZJIB7t31AI+tgLJCGSMIsq6iID1+RQgZR5WoL1jXBHVfS4/8d/brz9YPLqkCian1PhNDkfGYSb5c1n7dVKaOl57FPE9SIT0TXp8RdzgoMTutfvhkEYquxEs9JTuiNpvbEEM1m23J8l458biqcEQaUfVN8p2ROBeqKt9fXh9miwOHMw9F2TlFiw1EDygrKxP7779/xnnXXnutAMTTTz8tAoGAAMTcuXM73NbYsWNFaWlpt/cNiPPOOy9t2osvvigAMXXqVNHa2ioee+wxAYgPPvgg4za++eYbAQiL1SWc7kIBCHdOqbDZPUJRVJGTN0KYzXZhtthFTt4IgaIKmz1HuD0lAhBOd5FwOPMEIHLyKoTF6hKqaknkJCc/CoJZewoOmSlQFMGRBwumjhc4bIKTDhOUFQkqigXHzxOoSvq6e+2R9r+qmoVqsojissnCZLIIxWRqvz8QzJiU/P63mwQzpwr2ny6Ux/8gyPUIzjxGcNvVArNZcP3FgovOkN8f+Z3g8IMEE0fLZceNEBx9iODvv5Hzf3yW4LoL5fc7rxWcfpSgIFdw6ZmCPScO3D4K8+SyXR3H3FkCECPHzhLunFJhtbnF6PEHCqvNJTy5ZWLk2FkCRRGFJRNFSfkUgaKIilH7iNz8kcJktorR4w8UDme+cLoKxOjxBwrVZBF5BaNF+cgZAkUReQWj5Dk1mTo+jmsuaPP7p+8jca0BYtS4/dP3ASInf4QoLB4vUBQxatwBfToOuyM3w/WhiJKKaf22j47O1VDvw2yxC4erIOM+cvJHpp+T6XukX1d7jBFcfEan1y4P/05QXCCfG7llxj5y80dlvidBqCazKIi3N22eqia/z9tfXkv5OfL5kOcRTBglnw+K0r1nyUmHCWxWeU8efpBcds6+gn2nye8nzu/+Pg4/SFBRIrfXk30kjqc7+9h/evqzayCOY6DPVervaTHLa6SD6wAQlBTI60yJH3NFSc+P49i58tpx2PvxXCGYMVkwaWz6uSotFFjl+81q92R8D7pzSoWqmuXx7TFGtquD47fZPcJidRr/K4qph+9ac7fthf6mRx6lxsZG5s7NrNg6Zoz0HPh8PhwOB+PGjWPNmjUZl/X7/WzdurWHopDtOfnkk7nmmmu48847ufjiiznqqKO6tZ6qmlBVM3ZHbrw2lN2wlC02Jwm1HLs9B5PZgqKakvXeFNXwXFisdsxmK5oWRYtFMJmtRGMhhN0ie2Mmk0xh1TTpTk2UcEhotXy6CHSBzZ5DOOSV05avM9pps+fIcgZCx+HMI69wNIqious6kZAXmyMHVTXT2lJDKDU2yheQ8U2qKrWLQmHZW/G44KxjZFvcTvldUWQs1eSxct2j4z1ik0nOH1Mhe0ZnHSNdvdMmyuN48Fk4bl5S/O2UI2TPsr/2kejNxo+jw33YrKCqKIqK05VvlPrw5JZhMllRFIX8gtFYrU4UVSW/YDSqSf6eidghl6fY8Ljk5Y/EanNhMlnIyx9Fq79O7ueI2R0fx5gRskcYV+/Oyx9l7ENVTTQ1JLNTqitXkZM3ArvdjclkwekqwNu0g/KRM6RHBPp8HEWle+BrrcVmcyOEIBoJYDbbMKnmfttH23OVXzB6yPehoKBrsYz7SJNXOmjvuLaZKjMGD5kpY2xqGjq/dnXdiDkMBpqNfdjsbhRFwe9vJNqmYLSuxWhMZNqVFkEoBJGY9Bg1e6UMQK5bDtskCjlPGA0OGyiqfH7keuTw2vQ9ZCB422dJwrMwZbz0SNisclmXQw7xJNLou7sPVZVDt4k4oO7sI9V7NGFU1/soKZDn/bPFybjOiaPls7K/jmMgz9XSlHfbAXvJuNIxFXKd2gZZ6xHkdv1B+ZwcVSbPk90mz63HlfSydPc4LOb0YbnOjiMakxpuTkfyHFfXy6FSu1UKeDrs8t5YlhL28fliGaPW6jeGgk2m9u9BmyOXcMgnKxiMLpdt2VqFopoxmSzoWhSzxYauC0xmC1arU8qqmCwIIVBVk+FJ6s67tj/DKnpKj3SU9thjD/Ly8li4cGG7eVdeeSV//etf+eijj5g7dy6XXnopf//731m4cCGzZs1KWzahwXTbbbdx3XXXda+hisJ5551nSAokiMViHHbYYXzyySfMmTOHTz/9dBB1lNrjb62TQWeqIi/eCaOluzkhFLf3FPmyD4QMBWeXp4RQsAUtFsZscWC1OuNZSknXal5B55kTmhaTKsPBFvnAGVOR1BwBmDoe5bof9csxCiHkg8FsGtjYo+605dk34I1PyMkbgdlslXXU+smN29SwlVZfDfzmJyhdlEYQlbVw/T0AuD0l5ORXoKCwY+vidsum6hkJoRsPjSxdI4RONBIiYflYrA7j9xa6DgoZf/9YNJQUBzWZUB75nVTXvvUhmUEFkJ+Lcnf755HQdXkPv7fAiCMsLpvcLkA+6G+iruZbKRh5wF4yc6y2UcZiBIJwxtEoZjPixXf752QMJJomDabuDO80e2XdQ5NJprD3BK8vPYgd4LADB1fxuze887l8hh9/aOYYMU2X7wABiCHIYA6FpRHqC4CioqgmVEVF12MIXcNscaALDV2PoSomnK4CAr6GeNmm9jic+VisqXHDgmCghWjEL6/38SNl0sKKdbg8xe0Ee/sDTYvg89Z2veAA0KM3yqmnnsrXX3/Ne++9lzZ9w4YNPProo0yaNIlDDjkEgJ/85CeYTCauv/569BSRKL/fzy233EJubq4hJtkXzGYzzzzzDKWlpXz6aQ/1KvobIYzIfKvFiRoVyTH5RMBzfjyF12EzbjChazhdheTkVuB0FcSD2no2/mwymSktn0JJ+RTM2+rSjSSA1RsR51+PWLW+t0eXJBKF595KH5MfKuLxDd7mHTTWb8LfmkH7pRcIIfD768HhSFfG7YitVcZXX2stlVuXUFW1Kjn/jmvgglMB+dIO+GRPLRL2J8uqZOmSpoYtVO9YTvWOFVTvWJH2e/taa/H7Muu2mFKz1X5wotTdeuBplMpaikom4nQXQlML4qr24rksXAF/fsIwkgpLJmTMIjSCUR2ybpsyohRl5lSUkw5DOfu4flekHzA0DVZukNl53eHL5fLvYT1LSACk5/ikw2DOvknP8ftfymzfnZkjD5bt7iiQ3hQ3Mpu97SVjBppASGp1BcKy05ZbjsdTgstdhCenFE9uOU5XAW53MTk55bg9JaiqGae7EEU1YTJbsdrc2B25OF2FuD0lWKypgeMpRtKMuJEUjsDqjViszgExkoaaHhlK119/PVOmTOG4447jqquu4pFHHuFXv/oV++23H6qq8uSTTxp12Pbaay9uvfVW3nnnHebNm8ff//537r33Xg488EDWrl3LQw89RElJ31SKE1RUVPDUU091WANu0FAU3Dml5ORVYHfk4XYXYXfkYrPnoKhm6VVyO+UQzdufg6Zjs+dgttiNEhl9xe7IpbxiOrn5HXig/vRo32t/6boMVPV180E6gCgVJXDVufDDU2H6Hvj8/WMoKYpCadlUbLoZ7vknIlG/raPlD9pbKpdfkczA1LWoHJI7/CCpHTUm6ZWqr12PEAItFkmvNZalQwL+JoL+JpkdZrVgtjmxO3LRNNkLjkQCHZY5kNpTk1AtNvjny3DJb2D5OoqKJ2J35mGzxYd6m1vbq//OnArI4YfR4w9sJ+cghE4w0IymRXG4C6Qi/9cr+/XYM+KNa9n0N0JAQxNEupl5lyin0Rddo8I86Y3aZ4r8f+1mKbzZu8IROw/BsCx5M1j4AvDx1yjhKG53EWo7aRKlQ4+7qprx5JThchdjd+RitbkxW+zxbShoWoRgoAlfa13cSJqc1Ihav1Ua2NChV2o40+MSJs3Nzfz2t7/lxRdfZMeOHeTn53PUUUdx8803M3HixHbL//e//+Wuu+5iyZIlhqzAjTfeyJw5PajQTcdDb6nccccd/PKXv+S9994bsqG3TOh6TLo1rSY5xtwawGJ1YLE6jbIYXdHV0FsmREoas65rbN8clxs4fh7K6Ud3subwRHy5DP72DIUlE4lFQ1isDhzO/D5lfAkhqKv5ltCYQpTrLux6eX9Qpgo77TCyDKWNCKD44Et44mUA8gpHk5O7G1cK7yENdRuTde5SURRGjtmvW8OXuq7hb62TKuxmK+Ggl1Z/vRQWTXDHNe1EUcVN9+JsjFJUkq5tI4SgumoV0ZAPFIXC4gk01K6Hi85AOSRziZ4+Db21Hapy2OCoQ3q/vf5Aj8fndpat1RPihVABGX8zrxsFhbPEtY4Wo+gCl6uon4fzBa3eGoTVJONdE1IICRpbpChxTDO8Uf3NUA699brW23BksA0lIXQiYV+ax0BRTThdhZ2KEGaiN4ZSW6p3rJC6QAfOgEu+16GKcVeIYAj+9Aic8V2UjkTRhgDxzufw71flPxYzRGNY7G7y80f26cZtadpBS6geHvh1v6TZi0dekNL8KBQWj6fVW01ZB8rdWSRC6FRuXSqHtucfIINbXQ544R2sUen9a2rYjKqaOyxd05bKyhXERFQWam4NUDFiBtVVq9BK8+HXlxolTYQvAFfdRq6njNz8dPmSgK+B+tr10qv5/pcyKNZkgt9dIb2dmY6lL4bSjpq4bo0ivS2Tx/W/lEAsJuNbpk0cXFHDVHQdXvlQfj/psKFpQ39QWSuFXwfa2GvywueLUYXaLo2/P4iEfYSCLZ3Hj327GVZvxJNThjIAMZdDaSgNk0Hz4UcsFiYYaErT1TGZbThdBUOmGVFSNoWmxq34v1wGjS2Ic0/sMkg5I6oqM70GS/Csu4wskzfyAXvBxDHw7Wai/3mT2s1rsDlzycsb2aUAZCasVic0haT2S5uyLb3ik0StL4Fqsgyqd3O4Eo0Ek8q8X6+A806G+54CILdMFmA2W+yo3XxBCCFkseIfnGBof7V6a8nxlNK0bQssWIrYf7rMXlq2FnQ9Y0HjVl8tTB6Lss8UWb7n/S9hv2koJd0s3dBTRpTKz+qN8sW0dhNEozJ4tzLubSvKk0kj7o5FeztFUWTWlXUIXw/95Z0aamzW/ist0xFVdfDNSlTFHDeS+v/chSN+qRTfWZB9ntQli0aDWG09f87uzGQNpX5FEA75iEQCiDbjtNIdmUNPg7T7E9VkprBYFlX0r9sCv74X4bDDKYej9MR9b7XIF8xOJmKoTB2fXjRy2gTEzZfBotWEn3uLmsqVOFwF5OWPbBOc2DFCCFp9ddIo7O2Lpy23XA433wdAXfUaSiv27J/t7sJYbS7KRkynescKaA0YRhLI2CSHM69H6uO6HpMemahmGBhWi4NIJCBf0vvtCU+/bqjjuzwlGb3A0XBQtgdZW49jMpdt6ncmj5XX5OLVsHF7+rz6ZpnMMXV8Ur6jJ5hMUi18qCnM614ZjMGgul6qpY+t6Nl6BbnyMxDENKl0vrUKs8UeDzPofyNJCB2hxaAz4397tSz4DGhatOPlhilZQ6nfEHibq0gXbJE4XAVYLDuP9yUU9Cb/CYbgqdd6FucQCMFPfpcsYbIToygK7DcNMXMKfLGE4PPvENy+DKe7UOrsxFNnTaoZuzMvbWhN12N4m6sI+Zvgyh+g9FMRTmVMBeLn58NfnoRYjJrKlVgsDspG7rVbKGj3hFDQS0PdBswWe3rQ+8VnyOzLNRtp+XI5LlchDfUbu13CREvEJH2xBLXBS8nIvbBanZhCFrzNO+C2h2FHDTl5FTiceW1So+Pb0KIyYL9yCIYDVFVq14wslYG0pYXSCwRyGObjr6XXaWSp1NHpCdGY1JXqqoTJQDNn36HbdyqBYFJZu6ywZ5UXtlTKbMn+Hj5s8krPaiCM3ZGH1eZkoDrhhie3M8+YJhMg3Dmlu6TUSdZQ6id8rXWkGkl2R670WggGZLy2L5SN2BNFUZPB3T3FaoELTxs+hSlBxmMdsi/igBnw0UICb31GoLVWvhTi2RplI6ZjtbmIxSK0NO8g4G+QmlEnzkeJZz71W3v2moS4/P/gnn8C0l29bZMM0h05Zr94PaXdm1ZvDU31mwHQYm0ysB56Tv699ExYvo6W5kpycsu73aM2Hv6bd2Bx5MjhVaTn15Nbjt4cQ3EXk5NXbhQ79rfWEwy24HIXoqomaipXdbKHQUJV23uN8nOkvk9VnRQU7CkmVWb65e0Cddj6g0R5KUiKV3aXonwja7LfaGiWYsVIUeKBNJKAZBaoowMDUQjZ4Yb40Peu19nLPo37CavVSTQSlArDZplOCeyU10xCGTUVEQh132OiKDJWp6cPjX5A/OsVCARRLvler9ZXLGapsn3E7OQ2t1XDr/9q1Hbzt9bh99ZKddsLT+tZTbCeMG0CfO8Y+M8baZObm7ZRUDSEtb6GmFCwhdaWmmTtqImj4dQj4cV3ZWBsKq1+OP5Q/M++QSwWIjeve8a7JaUAZzjoZeumhShIVfBg2IvV7KCgaBShoBe/r4FgsFkGGOfnEqhuU7z66vN7fawDhkmV3qT/Z++84yQp6/z/fqqqq3NPT06bCbssLDnDkpWknJyYTk/lzp96YD49xRMUwSyeEbNwnhFBRYzknFkWWDbnMDn0dA5V9fz+eHp68s70TE/cfr9esztTU1VP9VR31be+z/f7+UwKoab1jLn1gDcrJFIDGmmVoeLLDQy99LWcPq+SZHAkmXSUbDaBy+XFtnMIIfB4Qmi6i0wmTibVp3SSimweGkzhoS2aGDqNaNsqiNzTAtkcmuGak/e7UrBAKuZmH9MdUIqkhsl8eLcIIWhYtGZgwTWfR95138Q2zmThSz9WhaQzhMzmkJ/7HjzwFDy1Htk7ARHIiaINPV+hcKPqkmvvnr4gCVRXlXRGLI9HO+jp2jNgynuIkUnHB4Kkk46GT/0/2LkPtu8lXLWERctOoa4x/5T+18fg4rPg2JVkUlHVmj8O6XSMeGzYdJl0kNIhrqewTz+GFCkO7FlHV/s2UpUmXPVa+Non4JZPwLv+SW1z1Ar46U2IY48s4aufA9i2ylh09c72kcwutgPrB1mVTKZAv62rkP0pGV63Mt09URnBS8cmm4ljWxksA+LxTqxcWk0LA9kxtMUmSqE2b7hmV2cvbNuDCxf+YC2BQC3z4d43GcoZpUMY0/RRWb10wIvsnoeQV5yvsi4Hw+uGL310ZlPzL2+B3QcGfn7iRTW9MA0IoeEP1pDu2IHsiyEqpqdrRe7arxTO+/nax+F7v4LdLcTjHUhpF4rvDyUsKy+IGgrAVa9FGDoynUU33YTCjaSSEaKRFrVOJIrQNOSienh5C7adw7IyBV+5wj5zabq7d5PNJFRh6nA+d62axlrcgBAC+YYLlZ9hdRjx3jcNXff809TXQsXQ4cLTi6vFWWjYjqpLGhws9ns8FkNzvZp+KzW6PrQD9/Alagp2fxu8vJVkYkCh3nGmWlwtELoLGckHSraj/i496mHV7Qkqb7YFzMJ+dWXGJVjRgOHy0N25Uz2BXP9t5L9cjjj2IF0vlq26bU5cPfa8danJG20KTcfrC5N85Hnk5eeWpvjZVFOIyUQvplsZnPYbrbJ1jypqnQ5MlyrCPeYIxL9eAYC85m0qnf3Tu0jEOg/JQCkQrFXCktG4eqJvrAXTQDoOuWyKzv6pr5XL4KIzARBvvgT54iZo7aRl73oCoXqqapYBkEz00NWetxJqroPKCjhiCSxpUtOf5DvWBiEqQ3Dd/5uJlzv3cKSqb+p3EjjUyFlK5iE9yMHgrBMm1+WbTCm/vyOWlu74+nGbcMX56nzpGkRiA+a3oIIpnweRnnpmWtcMrP5AaW/LwDhCOyQaUMpTb2Xw+sJ4PPnsUFvX0A/baOQs+MsjA/51M4CorIDzT0U6NqlkBDp7RtarTHbftZXwpouJ9bXS27MXKaVyy9YNNeUzTYjmepUV6++oAaW/0zG6X9mhwpAiaUNHPrkeXtqCdByswUXd73kTYnAQW10BRx8OR60gHusoGA5HIoMykScejfj41Yh/ulD5sLnNEUHSIY/jqM9WPDnbRzKzSKm6yf766ECQdMJRKhiZbFaoL16y69SoCDHgNze8K00TEPJjS3vkdkWiG6aqB3Skuv6jHrJVA8XCr2UrZ5TKAFBR2TyQrh1HRVb4vfC962fgqIbx1stg825ka76+5K77SvbULy4/F+k2if/iHnRNp683f3Od5voTsfYkWHuSKq7v6VMp7fyFaCoFmPOVEUYBd94HmQwub4BAuJnuzrzB6LEr4ff3IZ9aDx+/GnHMEXDt2+Gb/wtbdhOsaEAIje6OnUpYEuDjV6tAqszBcRmqBuZQYssu2Dyo5lLT4PJzpi58uaRRfU03jlMwbS6Qs8BxcJwSBEq6SwWSW3fBlt24TN8hESD1Uw6UygD5J4Z+rv82MhxU2Y7Vh42wYpDpjGrPvuwcxOFLZuwYhdtE3vRB+Mmd8PRLJS8mFxedgXx8HX2DaqHEUdNr0SJf2aq8u5xhhaMoU13byg49NwscIQT+/qk3oDLYiKeuotCl5vYElejky4NuCuEgsr0b/u9PhVbuTDpOR9tW0v1F4Q01KpgqMz6WDS+8qqaLpkssca4xuDOtqU7ZwpRCHbyjG3a3KLeA6WJ4kAfQL5PRFwfHxrFzU3rwKhR0b9mN4fLi9YUnva/5SDlQmgeUwudtPCI9w6aYIjH4xT0AyK99Qk1P9SNRF9NZsAkUhg7vfwvy6ZemZ4D/d5UKWLyeKddnSCmVanJ2WDHl4Cn9va1qnb4YVTXLicU7ydlpyFm4vaFDKkjqp7p2xai1WVLKvF7ZMD7z7YHvhUDXXWQzcXWzW3mCcjhfaJ1p041zyFiAKhY1TI8KuEQ9BE0HjoR7Hhr4+chlShDz0RfweivIZBM4lSHIWWQyiSkFN0JoaIaJpun4fJUs1O62sSgHSmUACIbqiUfbR//lJ76G/PwHEfkUsvC64WPvmsGjG4XjVhbaY0uJ6PfSKgW/v3/ohewgVNcdjs9fSU/37kIAmklFcWyrLD6ZJxZtH/IedXtCBEK1OLalfN40AyE0erp3YQc8iE8dosXYU8XQ4YzjZvsoFgb11eprOnjh1YHvX3++qknq7AHyMwTZOLhcsLSJ3I59eGRoShYngUANh1qA1E/5ClwGAJfppbZhJdlMXNXnnH6cmt7q54bvwO1fBEAmUnDd/8C//TPi+FWzcrzio7McqB0EKSU89RLc8xCmO4AvUI2uGWpef1g6P5noIdbXhs9fRUfrphFZuv17XkDXXVTWLMfnnyUn9zmCxxsiXLUYTXeh6y7cngCZVIzu7h2g6QiEMqEOB+F9bxp/h2VGJ2fB/U+pQuaGmtk+mvnNvlZ4dQdccnZp9+s4A9Y5550yoAVXyAQKdR2ybQh4QUpy2RSmeyoG3IdmkATlQKnMILy+MF5fGMNw0/3sKyN+Lx95HnHuyarY86LTh+p4zGHk//1JmYTW18DSRrhkLWJF6aczpZSwcYfSQkoqSf9sJq6mgQBvoIrauqF1Ml5vBUhJb/eeAS+za/8FNmyDR54DlKdYT9dOvL4TpsX0cr5gmj5M00c2mySdjBCLtuenAYDF9UjbVq3/17wVMRnrjjIKTYMVi0qvKH0oEgyoqd9S0tGtHsRA1ZEN1nnLqq5QIfLXo31tkK+qSKciUwyUDl3KgVKZEfiDtXj9VSO94G77PXLtifnU/AkQmtsfOtnTBz+8o1D07YtLsuu3Ye3Yp0xpayqVOnYpxspklW/bpp0DC885Wd1sljTC3x8nta8NKeUQ3RHD5UHXTfp68w7wl52DOOUYZeJ75vGqRfs7v8SxLTpat1DfVGLfqHlGJh2nvSU/5VBTSborX8TaWKu6IjVRDpKmiiZgcSO4D72uy5IT8Cm9tFKwt1Xp1/XjdRd0wACwLHh1B7rhVg9U+W43tyeE41jksklU0dShmxmaLOVAqcyoaJpOZfUyert3q86XvAorHT0Q9MMnvgYf+Bc4eZrEGKeIfHET/Oh3aJaD6Q0RrGjE6wuTy6ZoPbABPv1N1Sr+iX8rzYD72weCpNOPg6uvVN15jw4Em/5A7QhxtkS8q2D8CkBbl7KSGaW2KZOOjgi0DjWUAWie1YepKYjLzlF1ILfcrm5M17xt1o5vQWDZcN+TSmh1WMdrmSLZ36ba9v/pgslt//RL0D5MV83rUTVkwWEPqq/ugGwOb7COwcGQehhz5Yu5D91rx1QoB0plxsTrD9PbzUCQBGrO223Cf/3b9HSJTBGZzanMzsYdmJ4A/ooaEokeMukYptuPy/TStPhY+nr2k9i5vySBh9y4Hb76M/XDlRfBFecrG4x3XwlVYfjH4wAEQsNkFqRE2jah8CLi8Q7c7gD2pn1k1w/TQxm8jWMrIcxDFCE0ahtWkoh1kX12I1Y6qTKDb7gQ+eZL5peRazKlprlGswpJppVLfE9EtZcD1IThrBPH3293BKrD6nvLVsKwnT2qsNfrVma5B7Mn0XWVzQwFink1B0dKZTDrdav9Hyo01Ex+CnN/+9AgyeeB805VpQ/D6eqF3QfweCvydiIDtY65bBLdW0E5SJo8h+4Vt8y4GMagi6nHDRedgWiuR1qWcpLOjeKZNdvc85CqEwKy6TjZtKoPyqaixBNdGIYHy8rg5PLKu7/5K/KUNdBcr7r5ikBaFnzuVvXUCPDBdyBOGujEE34vvO0ypMuAPz9MNhPH7Rm4+UR69xOLtODxhlm05IQh+2478Gqhtqkfb6Cq3AHHQC0dQE/XbuL3PYk8fIkKOsbzKZxlpJSwa7/KPvZ/fi44TWUH4kml0p7NjZSUgImZsibTyoS1335k+16QEk13IZHK525/uyoAHot0BjZsV+bXmayqg1k9BT2xaFxphQ3HdKnXuawJjpudppBpx3YgM0mvtRfzCvWGrgLk4crbhTFsWLcRzTALNUiDe0KymTgulwfdmCG7qQXI3L6qlJk7XHE+ol+tN5NThqEf+JeBJ9e5wkVnKD2Rl7eqi/x5p0JlCA604/z0LrK90aHr/+MJ9QXIqjAsb4I3X4rIt/TKb/8C1m2Ea9+GOGVANE7e9yT88s8D+/nu9YjA6E+O4qrXIv/8ML3de3AcG8Nwk0z2kkqoVt50KjIis1XftFplpaQklewlk44RDJVItmABEQo3kmqPYn/9NnXew8Ep+2rJZFrVta05AmGU+BL5u3+MtAh68BmVpc2oQlzdcGP6q7By6XxdCROfuvHkdbciUWjtxDT9mJ5AwbQ0Ee/CPlhiob17aLcrqEzWZIklhgZJqspYfd8fDHoXcNF4Z4+aels0ic/uBaerDNx4wpfrN0Mqgy9Uz0DWaKh2UzabxFsOlCZNOVAqc1BMT0BlZS46Y2ChzwM//NycnOYQFUFYE4Q1QwUGpa4pH6dRqKhchKYb9PUeQLy8HXvvbcjPXoMI+JSi7rqN8L1fI/n1yI3fcini0rUjFsucpbZzm0PqjQpF24OPWTOQ0hliCdAfNAkh8Pmr8PnnR4fhTGMYbkLBenozu1W3oG9qhdzy9j+ojIxlwxnHI885GXFUCY2J//oooBTGTdNPLJrPRmYGPOxsK0PKyiC0/PvhpKMnvv9X8ua/qQy6y43Hp5S1M+kotpXDtjIQyYy+bSZbCJKE0BGahuPWDz5NNx6D/SAvXTu0sDmdAcOYk9eRkrGkCRZPskRhIlN2G3fA/na8vspCMAwqcyk0A48niONYmO4STqMeghy6vcZlJoQtLdWJNfgCl82pJ+MDHbN3YMXy7V8A4A8M0oV55xXQUEMq3YfbE1SWIbmsegr86V0AiNOPU752o6l0/+jGEUGS7OxBPvq8Kob9/m9UvdSOsY11/YEa/IFqNG0B3yymGynVU/fTL43MhhTLM6/gNYNKsO+p9fDNn6vuySkfokR+6huACu7cnhBC03GZ+ffVsuYRxqvSsZWo6kSzEakM7DmA2xMkFG7C769BSodEvItMOoblyV/ux8oC71NBWyDUgOHy4HYH1FTek+uLfLWDWLF44Pvh3V8e98IOkkBl9vKlACVn9wHYtge3JzTwPspjW1mkY5FK9qLr5iEtK1IKyhmlMmMipYOdSY/US3IcNTVx4jxqVe9Snl+5XEr9fOlaxAWnI1/dQbbtVXRt2Eehrkp52u1pgS/9eOjvPvYuxLErRwwhN2yDr99W+FlourrZBf0qQ5FS2krBigbcnhAeT5B0qo++SEvpXuchSDabVN1ZLR0TzijJnfvgp79XU0PnngIXna6ykc31OPt7qaxaSiYTI5Hswfm/P8GH/3VqB9kXh7YuADzeAf80r68SicTK+wv2BygSSKUiyHUbVY3PquXjF0HHEyBB1036p2CymSS2lc9W1YThwtPH3j6XU8KdQmBbGRwnX0M1FSNhQ1fZ6NFqrg4FUhnoipR+v21d8NIWXKZ/SN1jP7adU9nsigDJju6CRICUDj7/NCmFL2DKgVKZMRm4wA590hVeD9z0oVk4oilw5glo9z2N6faTrfIj3nIpctuegg1AZ0d+yuLtr1Op8h/eUahdKhAOwjc+OUJdG0A+87LKIAEul5dgRQP+YA0tLRuwhYBUmsrqpWrKZZDomy9QjS9QvnCNhm1lifQeIJ2J4vdVqakFIVQIIAT570hnYrD8aMTVV47Yh9zXpgqkFzcovzddhz/cD39/HJfbh+nyk/zrY8hXtiI/ew1ccCqZn9yF3WdRW3s4bneArhc3Ie+6F05YPXmh0laVfW1cdCyJ+NB2b5+3kpzLi64ZQ4xLg8E6MukYme17VQH2cSsPrpRdUwkug2SiG6+/CpfLi8v0YuXS2HYWjh7HFNjrAccm1teKphlqmq6mcvJTR/34vYeueGVznfqaCqm0Ojf9tHfDc69guDx4fcO72SS2ncOyslATVKUD6zeTyWcLgfw0fznDVAzlQKnMmFj9nWHDMkoylYav/hTedAliKt0wM8mG7XjMoJq771eyra+Gf34NdPeSfeR5VS9xxvHwm7+OXs90xfmjB0nZHPzfPbhMH1U1y3B7BrpTqioX09Ozl0DVYoIVI284yUQP0UgLDc1zU49qtkglI3R1bkeaLlhzGNGNO1R3jyPVVJuUQ81Gjz4c+fO7wedBXHUxAHLTDvjqz1Rmz7bU9FzAB7EkFeFmQuEmVQOWrKRz9xZ4dTvizBOQSxqxvvULurp20tC4Gn+ojsQ9D8M9D6um6x9/HlFEd52MJ+GXf0ZzmRguN+GqRUR6BtWqCYHLNVogIQrTKqlkBPuZl1WgdNzK0euGhFD1TE+/hGNb4AJNM3B7QyTjXarod1nTiAefAk11KvPZ1YvT3q06CJc2Tvh1lhmFlg7YtkdlLYtFSrX9869CbRUsaVDT+JEYuuHGO4o5bTaTJJ2KqB8qK9R7/ujDlVpAvjs3l02Wa5aKpBwolRkTR+ZvRMN1hjQNljbPr6fEhmpynbtxMhlkoB4BiFAA+bpz4d8+o9apCMAHbh7YxqXDB96hbsiLGhC1Y9xgHn0eEklqFh2LyzV06sfrq6TZN8Z2qBuZac5thfPZQto2vPZcxJUXjb1OPmgSmobsiw90fQE8/TK6y01T8xpsO0cq0Us2myTUvAKXOfDe9XgrcHkC5O68F7msGbGoAfm+N5O7+QfEom1U1yynItxMy94X1QbX3oR8++sQE7j5SceBD34BpKRu0ZoxnuSlqmHKP+kPX0fTDPyBanLZFKmOHnj2FaX6Phr11aBpSGkXFhmGidsTItvahTzQroKphpqR9UGmCw5fouqlXtmqbEwG22OUKR63OXZb/3g8vwFaOtF0F053H3T2oBkmHn81hsvNSF0kORAkAWzbDUglEtwbwzT96IY55L1fZmKUA6UyY+LxBlWQ9PLWobUNpgv+9fUjA6i5zNGHk3v2FRXkHb5kYPm9Tw583z2oaHdxA7zvzYhxRDWlZcEv7gGgdd9LNC85QRUCTxC3JzgkA1VG4fWF8forSb28VYl4joEQYuB9+JqBzkwZT0IiqYrzERiGe9SMXv8+KisX07lvG/K/bkG+7TI4+0S48HQiDzxNpHsv/lAdS1acRjabJBppJXnbH5BuUxX7HwzHUYHHrv1kMwnMIUW3UmUAMrGC3QQIPL6KUYJngcv0IZGkeyOQzg4NCgdzxBKyW3ZjuDwYhgeVmVLvsUw6qqabKwKw9mTQRwncDB1myex6wVFVob6KZeMOaOkEVNerEBrSsfM6ahO77hqaG2uzsvjpn4otMznKgVKZMdE0A9MdILt559BAKZmGa2+a0xYmIzj2SKU0vGr50KfxwdM3SFi5HK68ELFq7JZw6TjwxIsqDb5h25DfOY5NMX088VgHvV27WbLitCK2OkSQQHCUbsOx+Ppt4HUjqyuVdo9tEwiOXh8ipUMi1kUy2UtFuAmPN0RT8xp6e/aR/Old8Mjz6mFg5TK49Tckoh34fFV4fRVU164gk41hb9+r7GqG7Df/BL+/TU1lNdTAe98Et/6ann07iUZacHuC5LJJcrm0KvZvytexGAbsbyO9r41cNoVhmKpjSdNAgu3kyGTiakrsYN1iK5dDV4RkTy/BYF1BZmBIAN8XV/IVp4zy+c1ZSsagbGEydfa0KB2lS9eqhpKK4MQy8dv34jL9Q2qQxGhB7RDEQAMJyoYqEGrAcXL5gLnMZCkHSmXGREpHdYkNb082XfDvb1RPyvMEUVkB3/70yOWXnYO8dK1q401lEBO5MXz/N/D8qxhuH6bhQQvV4w/UYJq+UWuYDobHE6KqtoQ6PQsIW9rgLyJQuuRs+MP9iPVbCQbrCIYa0I3RDUnj0Q56u/dAwEeuayeNTWvQDZOausNIB2vo3rcH+8Zb1T5v/AD84Ld0tm7GML3U1h+Jnc0MKXKWe1vhTw+qepKDYOXSWLl8cW5dJRy1YqhVSF0V1FVj7zmA3RuDdGzoDmqrYPWKgwdKQqgg58FniMU68PrCuFxejOGZzs4e9aAw/D2ra3DCURAOHfS1lJkANZVw2GJlY+RI1QF7/qljZ+NtB7bvASnz56uYrP1Qw9uclc5bmixwCYYZoBwolRkTx7FVEezwOgUh1AXdPfEpprmMEEIVPo5dSgSA7O1TflnPv0pFuImKykl2QA1C0/ShVjFlAJWZsZ3s6PpVY/HyVth1gJqGlQWLk7EoWMG88wrsW3+DbWXQ8rUbHm8FTU3HEI200vf3x+Gpl6BaTZ9Y2RSt+/JaTdv3KkFKIdR01qAgqa7xKDpaNzEq//7GglzFqCyqV19SquytZanPnMsY2v10MNymqlfa10Yq0YMr3IyUg7KnDTUqGBo1sBcq67HQNY5mgt4o7NiHbriRwsFJplTXWlcv+LwQ8qtrj64VWv5JZzDdgaJriRzbQjoWLG0Cjxu5ZZfyhiwHSlOmHCiVGRNdd+H2VZB5/EVlBdJPJqu0hebT1NsUkIkU3PT9gg4O+siC28mSTPaWp95GIZOOKQ2vNeO0tOeRjgMPPIVhuMcNkmCQj2HeXkMVxw4ghEZFZTO+QDVtra8ie/swPQFcLh+ZbJxQsJ6ex16AmkrkZefA2pPg7gcBFWgN0bY5dQ286w2qay/oV9Y0f7h//BclxNQaJva1gdAI5s2YByu/E0+OFIDsx7aVOnl56m1y5DsHiSfh1e2Aer9l0vlO2mdeBk0fqEs7fIn6euZl1c0WrBsiEzFRCtnsbE5NGW/ZhWVlRohRlimecqBU5qAEAjVktu9A7mlBLG1SC71u+NJHD4nUvLRtuP0PA0ESYBgeAiXyXfP7q/F4Fv7fsVi6O/Jqxq4J3jAcByRoE8zOFQKlTTvxBqrHDHxdLg8+bxWJWAfZdJxw5WKqPMsQQpDJJEj84X5VeLtyWWGbukZVCF1dexjdnTugo0cZJM8kHT1gGPi9lUMCJK+vklQyfxOXcvQpIENXNYlTsS45lNm6W0kCkBcQ9QRJxAasXLy+SlymV3UxJnvVObBtEEKJQiLH2PHBkf0eeo21BXkTfRIBV5mRlFWnyhwUn78Kw+NXXmc/+z0yk1VPTC9ugr7Y+DuY7+w6AM9tGLKoqmppyeb9LSujLpZlhmCY+Smm3983sQ36z5GY2E1GN0zqm1bTvPREausGlKdzuTS93Xvoat9Oe9tmWlpeIRFTYpHhqsW4PcGCD19ldb57cssu+NOAn19Pt7pJZvsNbXcfUFpbM4ltg2WNCABdpi+vv4OqhxkNRyqPtvQYnnBlDk5/g4imYbg8WLk0LtOHbpgEK5ryGR4x8LnftV8JoV54OtLvIZnshaKDJUkmHVNTeFLCi5vQDNekMlNlRlIOlMocFCE0aqqXQ0e30gt64GnVFfOXR4YaXi5Ulo8sWC9lO39/u3mZodTW502Nj1iK3LZHKWc7o9/Y5YPPwG//jtAMXPrBsyBKr0jdhEx3ACuXIRHrLCxPJyPE+tpIJrrJHNmIVana9DXDJFjRWAiSQNWXeUfRyOrPHgSCtQMLd47t9zct5EUl06nogBXJcOQYN2PHURmReHKaDm6Bs3K58uhzGWRSMTLpGLlsEtvOkUx0Y1np/Ir595Jlw4PPqEz9iUchbYtsJjHuMMrHr5NUKkIi3k0um4TVhynLG8vG5x2n6LLMhClPvZUZF9Ptp6pmOT1du8Cy1TTC966f7cOaEYSuD3m2q204csjNcqoEgrVDb6hlAAaCor8+qr4ALj4b3nYZ8qUtcKBd3egTKfjro3h9lQQbjsTjCWJZGXKZJNlsklw2hS0tTJcPIQSxuApiTJeXnJXByavPd3fuxO0JUlN/JKl0lHSiF7bshlQaX6CamkFZp8GEwk0jMoL1jcoD0WV6aWg+hrYDG+DLP1Hvo1tvUNIBz21Q3mvLmtXUiyNhx17lVdcbhSWNQ7vhisVlwDFHYG3eRTzajm64MU0fUkosK58pGiPwxGXAZedMfuxDHZehOiIjMeUp2FCj3qvt3dhWhlxWxzA8hMJNSClJxDtxsjk1XdpQA4saSLd05K2Oxr7WZNIxbCurrKb6XQXqqmDDdtD0cjaphJQDpTITwh+sIZ7oIvvQs8izToRf3gOXnYMYLN64ULnlv+A/vwoMsnUpEalkhHi0g9qGI0u63/mOphtU165ACB3D5SGd7iPyj8eRW3bC7haEMSC85w3WUl2znEjPPiLde8lm4monbhMWNUDIT2bHPkik4dyTIeAjs78dqkJw4tFKwfj39yOEQNcN6uqPxMqliUXbyYgkoXDTmMfp9gQIVDQQ71P2EP5g7RAvvxGFtP/9TVX709qp7Cl27ofFjSpj2x0ZWC8cmlqgBKotfVkz7G/D3rGPVCwf0JkudUMdq/7LslUX3xFLJyeWWEaxegUEvCpwcRx0w53Xpht4TwghcOz8tKyVL+5uqoX9bUjHOWjHWiHgralUBuX9HZH7WkdKQZSZEnMqUMpkMrjd5QLCuYgQGjU1h9HasgF5+x/UPWqs1P1CI9/NBNDbvWdMhefJMtnizYWMEAL/oEyby/QSjbTi7G7BH6jBH6zFyqXxeEPYdo7W1lex0gnV7v7216mpj6qKQvZP5r3hhD7yxiMrQ/D7+/F4w4VlhstDZfXSCR1rVfVS/P4qLCszYlpWCMHi5acihMDKZejp2YOdTmH4q9A0nVSqD2fTTjTDhcdfjWVlVKA3zF9x0uiaahdf2qSc7N2uMSQBhuGU35NTRtchEitk7vyB0Q2NXaafXDYB2qCpONR1oT+fZOXSSmyUgeuFY+dUR2Vj/nOSSsMLGyGbQ4zV0VhmUhRdoySl5M477+S8886jtraWqqoqzj77bO66664R6959992sXbuWQCBAOBzm8ssv56mnnhqxv6985SvU1dXh8/k45ZRTeO6554asI4Tg4osvxrZtxuL2229HCMHDDz9c7EsqM0EMl5vqmhXKB2rtSYgjJnYjmfc8+nzh2/qmo0u6a68vTF3DypLucyGSSvSoG8OiBhLxLjpaN9HTtYuWfS/R3roJq7kK/u2f4av/iXjNmYjq8JApUiHEqEESoPSGjlxGX1/LQOdQkbg9QfyBmlE1sfqPw3C5qas/ksbGo3G5vOi6SSBQSyjcSCBQi+HyqBZvIaZHw8jrnliQZOhwxnHlbNJU6eiGva24TN9Bs5IFX77nNqiHsnUb0Q0TTTOQ0iGZ7CGZ6MYOmNi6xLGzOKYGlSHl+7djn/r/3icLWcmyNltpKTpQuu6663jTm96Ex+Phpptu4rOf/SyxWIyrrrqK73znO4X1vv71r/OGN7wBgFtuuYWbbrqJvXv3snbt2iFB1Y9//GNuuOEGrr32Wu644w7q6uq49NJL6ewcWih877338t///d+TfJllSoXPX6k0QG79DfLrtyFfeFW10C9AZCqDHNTNVNuwcqg+TgmIxzo5sGddSfe5EInG2tVU0Oc/AJ9+L3zhw3DDNcoH7l+vUMte3gp/frj4nf/xAdi6m4pwc0nrzybOwJi65lKZ2okWUmeykEyV9nByFvztsSGSGGUmQVQVZOeySRxn7GuklUsPXSA0PN4wjmMRi7ZjZfPnN5FS51uihEhz+SL9DduGNNZ4vOGydlKJEbKIR6gNGzawZs0a3v3ud3PbbbcVlsfjcVavXk1vby/d3d1s376d4447jgsuuIC//e1vaPmnmEQiwamnnkpLSwtbt26ltraWtWvXcuaZZ/KVr3wFgGw2y7Jly/jCF77A1VdfrQ4yf/ESQnD33Xfz+te/fsSx3X777Vx99dU89NBDnHfeeaMe/7p16zjppJPw+MLzyrE9XDV1BehSkk71EenZj+1Y2Lk0HLkMPvAviKnWVMwh5Kvb4dbfQDJNIFhLRbipKLPbiZLNJEglI1RUzh87mJnEtnP0dO8mFe+BD/8r4oSjxlxXPvkimC5EkSKo8rr/gdZO6ptWz5hBcaRn/6jLk4keLM2G1545sezPXx9VN8x/uqB0B9dvo9FUpyw3ykwOKVW348admC7vkKndwdhWhlSqD8NwY7oDaJquliX7cJzxZSU83oqCJ6CmzalqmpJi21ni0Y5ZGbuojNK2bds488wzufHGG4csDwQCnHrqqcTjcSKRCN/97nexLIubb765ECQB+P1+PvvZzxKJRLj99tsBSKfTVFdXF9YxTZNQKEQqNfQp6dRTT8Xj8fCud72LXbt2Ffs6y5QQtydETd3hNDYfQ13jUWi7WuBLPxmzfXu+IZ99GW65Hbd00bT4WKpqlk1LkASqFmas2oVDnWS8m9YDr5ByUvD+txw0SAJg9eEqaC+Wf/tnaKylvWUjHW1biEZaiUZayGYS407FOY5NrK+NaF/bhNY/+L4srFxKiVdO1DOwfzpxcwmviZpQBea+spHqlBD5v2NjDTlr7CYQ3XATCNYVfNkcxyIR7xozSBKajtANNN1FsKIB0x0oTNWVmR6KCpSuvPJKnnjiCZYsGdrpZFkWGzZsoKmpibq6Ou69917q6uo45ZRTRuzjsssuQ9M07r33XgAuv/xybrnlFv7617+ya9cuPvOZz7B7924uvvjiIdsdddRRfP/736e3t5c3velNZDJlMbTZQjo2LfvWk0714fGGqK09HFo7lE/RPEY6DvLdn4Zbf4PPV0Vd/ZHTPtefiHfRsm/9tI4xH4lGWunq2I5z7BHwpY8gTj9u/I1+dAf84p6ixxJHLFVTee9/C+mgTiTeSiTWStuBDbQceJlkomfU7eKxTloOvExv7z4ikf20HdhAT+dOspnEQadaxiKdjqqOtCVj17OM4Mzj1f9bdqn6lrsfnHqThWXDfU8qT7Iyk0NKePolNYV5oENpI2XH10YChorZBgd1yGk6vkANgWAtwWAdgWDtUFuaMtPGlELQtrY2Nm7cyNe//nVaWlr43e9+RzqdZufOnaxdu3bUbQKBAEuWLOHVV5WB5HXXXceWLVu4/PLLAQiFQtx2220cdthhI7Z917vexWOPPcZPf/pTPvKRj/D9739/KodfZpIITaOucVVhHtztCWJ6g2T/9hjymCPg87eqi/35p8Jhi2ep7mMSrNsIgKa78q3p03/cXl8lrsbyk/tgpHSIxtrgnJPh6isnfh7efMmki6CFpsHpx6kvQFoWbN6F/eeH6dmxB483NOSJ3XFsejp3wnEr4e2vh3AQ7ryXxL1PkIh3ITSNispFGIYbw/DgMr2F12HbuXwHk8Q0/fkWcUvVohxzhOpUmyhBP1xxPqzfDHvzwqWxxNSkBXRdBWALaCp9xnl1+4hAM52MIBATqB8SeLwVpFN9EFO1av5gXdmOZBaZUqC0atUq+vr6CAaD3HbbbVx88cW0tbUhpSQcDo+5XWVlJZs2KWdtt9vNr3/960KwdfTRR+Pzjf1G+u53v8sLL7zAD37wA84++2ze/va3T+UllJkktp3DGORGHgo20LV1G+xpgZZO2NcOT+SNNa/9l1k8UoXs6Ibq8JidTzKdgR/egTdQRU3t4TMW3EnpYNtjKCcfomTSMZxcFi44rbjzkEwrsb8SIAwl2CjrqnA+/U3271mH6QngcQcJhhoG6q/POQWRb+WXb7sMLj9HZRB+/Dsi3XsL+9PdXvyeMLZjkUh0q4yDlGRS0YFBTRcsKyKbVDhYASccpb6S6RJMmUnI5MYWpCxzcDp7VCcawAWnwivboFNpWI2pkj6CQQX+Lk85SJplpnRV+d3vfsfOnTv55S9/yVVXXcV1113HBz/4wXG3G2wj0E9zczPNzeMXtHo8Hu68805OOukk3ve+93HCCSewevXq4g5cqn+kdBBCyx+LRAgdmb/5q+U2IJTbd2FdgMHb9a/bv11+XTQQlGQM27bQdQPbtlSbs9BwHAtN6CDU021/K6mUDrruwsnffDXdwLZzCKENbKfp+et0/3Y2UjLhMWwrS3fHDqprV6D5KtF0A9MTQHO5ce59Auqq8EUdXKaXvuc2IFs71RO37SACPmQ8qZ5aPaZ6+vW4VV1EMg0BnypOzeYQQT8yoWrVhN+LjMaViKChqw4Qn0fpvaQzartMdmCM3j649wnIWuqm9OAzA6ce4Nq3QVVYHZfHDZalvJl0M39+SvO3Gu98pBI9RHr24fVVTtsYM/E6SjnGYGuHg57zoF/9nz/n3P0ABPzIw5eU7n1VWwU3/Ads2E52136yL28lGm0fqFmrCqnsU/8YHrdSZf7GJ5UXYjoLnT3YT64nun7zgOp1zoJYHJ5cD7WVqpalIqA+F9mcqlEydPWeNgz1J8lZKphyHFVwbboGOp9chlrX7VJTZx09qj29oUZ9zsIh9R53pNruYGMIoQQnTzhKKYQPH8PQ1bbZnFomUft2mxMfY7zXMV/GyFnK1gngrBNU99nOfKH+CUdBR28hSFIIpLTHvX+4TC9SOuRyKbzecP73c/ceNRNj9K8/K8gS4DiOPOuss6QQQm7YsEEC8pxzzhlz/WXLlsn6+voJ7x+Q73rXu4Ys+8Mf/iABedRRR8lYLCZvu+02CciHHnpozP288MILEpAu0yd9gWoJyECoXro9QYnQZCjcLHXDLQ3DI0PhZglCuj0hGQjWSUD6AjXS4wtLQIbCTdJl+qSmu2Qo3Cw1zZAu0y+DFY0SkF5fZcnGMN1+uWTFadJl+mQgVC8XLTtZArK67jBZ17hKArJp8fGyonKR1HSXXLLiNOnxhqXXVymXrDhNapouw1WLZeOiYyUg6xqPklW1KyQgFy8/VQaCdUWNITRDLlp2snR7KoaM4c0fNyCFbsiKykXq58vOkZx3qmR5sxS3f1GyuEFy0RmSH35O/f79b5H817+p77/2Cck/XyQJBdS6x66UnLhafe/3St58ieRLH1XrXvf/JJeuLYyJzyMJhyQrl0uqKwaWH+xLCElzveTE1ZIzjpdASf9WEzkftQ0rp32MmXgdpRrDdAfUufnYu0c/5//+RvX9T28a+r5aVC+54LTSvK/GGqOpTn2tPqz4Md50seSLH1Hrnn2i5Hj1+gkFJEub1P/nnSIJ+SXLF0led676/UlHS85U701ec6Zk1XKJ6ZL80wWSumpJQ4363mWo46oa5b3/unPVGOGgWvdgY1x0huTIZQcf48LTB17HCUep7684f+JjTOR1zIcxLjpd4vOO/HtfdIYa44ilo153ZvL+sVDGEJox4Zih1BQlD3AwvvnNb/LRj36U22+/nRtvvJFEIkF7e/uI9RKJBKFQiPPOO48HHnhgQvsWQvCud72r0CnXzyc+8Qm+/vWv87a3vY3Xvva1E5cH8FTgcnuxrCyG4UY6No5jY7g82FYGEOiGiZVLo+kGQmhYVgbDMPMZnhwulwfbziGlxDDcWFYGITR03SCXS6PrLqXGW4Ix/IEaPN4Q6VQUTTdwubykkhFMtw8hNDLpuFIotrJYVgavL6ycpBG4PQFSyQhGPn2bTkVxewJI6ZDNJPH6wgWdj4mOkculSKeimG4/Lpe3MIauu+jq2omVUfPqwjAxNIOcR4OPvBNyOcTK5chNO9XTd1Ot0r5Z2qSe1nbsU6aOvVHo7EGsORK5fS9oArFiMfLlLVBfo568122Cukr44o+GqggLwWjFrI2Lj0fT1OvQdRe9PXtwuwM40iER7YCrXqvaob/9i7xeUrAkf6vxzkesrx3LSlNR2TxtY8zE6yjVGIZh0t62Bac6CF/8iKr16D/nm3YqLaVMVtXjHLcS9rdDKq3eV7+4R2WZXnfu5N9X441Rivfupp2wdTfYthIJBJV9eFGVI3DWCSqTEfSrOpeKoMqM9UZV9imVUdpJddXQ06fe85UhtW7AB/crUV+vvwrHtsiko3D8qoGsUnUYunrHHqMqpKaLqipg+aLRx3Cbah9VFep19MWVcGc0MbExJvI65tMYvdFCjSPHrVTWMe3dah9dvWqdfM2S1181o/ePhTKGbeVG+CrOFEUFSpdffjmpVIoHH3xwxO9uvvlmrr/+en7729/y4IMP8sMf/pDnnnuOk08+ech6d9xxB295y1v48pe/zCc/+cmJHeQYgZJlWVxwwQU89thjnH322Tz++ONlHaUZwHEs2ls2UVm9BI+3YtjvbLo6dyhT0cGcuBqufdvY6shFIHv74KNfKfxcUbmIULgpn7ZV07rR3v1YVoZkoodguInKqsWj70tK2ls2kl1WC//5brj2ZioC9TOma5SMd9MXaaFx0ZoZGW8uIvNGrelkhEjkALK+Cj72LkRNce7n8rY/gM+DeMul03SkpUP+4X71zQuvqkCsf4oHpq6J1NYFz7ysGgVMn3Ks1xx4zZkTKxS3LHjsBVVYXjtBK5V+U99DRa1/NB5fp5Sxzz5RBVgABzpUR2ImC9kcbk9oxrS6FhrzRkfp6KOP5qGHHuJXv/rVkOW9vb386Ec/wu/3c+GFF3Lttdei6zqf/vSncQYVBCYSCW688UYqKioKYpJTwTAMfvOb31BfX8/jjz8+5f2VmRiaZtC4aM2IIEkhCxkljjkCAF+gWj0tX3MTcsuuqR/Az/5Q+LZx8XFUVA4oKgsh0DSNcPUSauqPYMmK08YMkvrXz2bi6mImJZywimRq5p5afIHqQzpIAuiLtNC67yV6e/YiT1gJ17+/6CAJQFx95bwIkoZw7EpV15QdpJkzVUXshhqoDJHJJgCJxxNSN+pHnoPte0fNuA7BMOD80yYeJO1thXsego07BuqADkXOPhEuP3cgSAJorlMZrPz5HWyIW2b+UFSgdMMNN7B69Wre+c538p73vIcf//jH3HzzzRx//PEcOHCA73znO1RXV7NmzRq+8IUvcN9993Huuefywx/+kO985zucdtppbNmyhR/96EfU1dWV5AU0NTXxq1/9Cr0EmYoyE8NxLNoObFDtqyMQA67Wr24HIJXqo7JqibpY3/8UcvBNoUjk+s3wylZcpo8lK07D5Zp6a73Rv48d++CUY8ilE+SG2wpME8lED20HNszIWHMR28oS7WuBC0+HW69HfODtCO/kzqn8+d3IO/9R4iOcZlwGnKz8Aw3Dg2641UPFVAOOI5biWFkS8W6lv+Ovxkjb6jP51HpVZO44KuPxxItqGrEfy1JBVecEHhhse2DK8OjDS9Z1OG8ZLk+xbQ/sawOh5bPe5fvUfKSoQCkQCPDEE0/wsY99jPvvv59rr72Wb3zjG5xwwgm8+OKLQ7JEn/zkJ7nrrrtwHIePfexjfOYzn2HRokU8/PDDvPnNby7pi7jgggv40pe+NEQFvMx0IjBN/6hKsJqms2jZSXj9VYUnV2lbRPpaCFctUe7Wn/++6jSaDCuXA8pNvlTU1h+pvrnj73CYElPNZSYmDjdVNM2YV9PApSSbTdLesVXVifzzayYdIBWor5l4FmQuUR2GUACJxOsLqyBpw7ap7bOxFk4/DltapJK96IaJz1+Fz18NXX3wj8fhL4/A8xtUDc2u/cp9HlQdT0UQzAkEPZms+j/gg8OXHHzdUiOlerjpP4a5yMYdICVeb5jBLf9l5hclK+aeD8zHGqW5Vp8EDJF2GEvnRkqJbWWJ9O4nGVdTCVW1K0BKerp2wbX/gjilOE+uwtif+gauvgyNTUdP7gWMQizaTm/3HlixCHbso2nJ8TPiwN3/t5w3opwlpK11E9mgC655K2LZ1GvC+i10xDx4YCrUKPWzrxXWbSIQrMOysqRTETjjeKibYuD3yHMQiQHgMv14fWGktLFyGRzHIptJDrjXVwTVeKGA+gp4h1qpOI6SQUikIJFU00lHLBswIi6l39x4OA7ckx/31DUqMJxrZHNKmRsIhfv1sQ69z3mpmM0apUM8T1pmMkjHZv+eF6ipPwKff/QLuRACw+XG5wurQKm5nmRvDxXhZjSXiXPrr5H/fBHi9ecXN/gjz0N7N3aJBdgCgVri0U5yeaG4mQiSAOKxDnq7drNkxWkzMt5cwXFssukYvPF1JQmSAPj6bSqzcc3bSrO/maS5Hl7ZTiYTVx2DuRT2+k3w2rOmtt/FDYVACfqDch2X6SWZ6C0ESYbLi0xksXfsh377FYEKnnRdBUbpUTI3M/2YLaWazqrK10dWVczNICmThb8P1M3msilSyV483gpMd1nxfL4x9x+9ysw5hKZRVbtiQlk5w5WfIjvQTjoZIZdL0dR8rCoE/+ODyH5xtonSop4o6hvHMUgtEqFp1NYfgeHyqCnCGcLjCalM2yGE7M8qSglrjizdji9dCxfMj4BTXHnR0AWaBisWkcsmsa0cbndAtZRPtbB72UBGWkpJJh0jm4mTTPQoA96TjwG/Ejf0B6oJhRoIhOox3X5MM4CRsDCiaUxp4vGGlddYqJ5QuAnNMJXMAagAdSZ4boOSV3jiRfVzXfXB158NWjsLQZIQGqY7UGhrt+3J12eWmT3KgVKZSWEY7glNcZhuH3WNRyHyRo89nTtJxDqpqT0M0/TBl3+M3Lh94gNbFi5voKQ1Sv3ohknjomMJhRtLvu+x0DR9xrJXc4V9u54lGe+Gf/tnRH0Jb3Th0Pz2JztMdWcm4p3ohlupfz/zsurInCyaUJ1Y4SBWLkUmEyOdjmLZWWUv1FwHqw/DtjJEo20kEz1Ix8HI66P11zWpTIgfw3DnaxMFgUCtqmcCiCdnxkT3xKOGTgeGZ7DVfn+7kgDI1x2NwHHUuXr2FQBMdwBfoIZsNllYZTquW2Wmn/LUW5mikY5DR+umg069DcbjDdG0+Hi6OraRSUVJJHsIVjRQV7+Szo7tZG65HfnBdyCOXzX+4CX0n3Icm2S8m2SiZ6CDT9PUDcJbSSBUhxDT+yyRTPYeUlNvhSfqiiDinJMPvnKx/Pov83fqDVTHWHUFdPchBPgDNaSTfWS37lbCj+Ykp5sNHc49BSJR8HnVfqQcCHKa6pQBcUsHVksHVqJLFSD7q3C5Dn5j9wdqSMQ61Q9bdystpeWLpm86zDDg9edBNK6+T6Vh9wFVyO+d5geOF5SRO90RNf0Hyu7m6MNVECVlIQPYXwebSvaCdNQUYSR+yD0ULRTKgVKZohGaTuOiYwf8riaArhtUVS+jt2cvoQqVsdE0nbr6I+hs30b6Z79Hfv0TiPFuBnlRyaniODadbVvyStODaKoj4zhkWvYQi3dSWbkEr280vajS4PdXK52bQ4S+3gOqy+2m8T0hi+bf3zg02zAfWbEYuvuIx7vw+6pwe4Nk+5IqGDhy2dT2HR70PhvePFAZUl+HL4EHn0GzJ1anp+smoXAz8VgHTk/+YaOqQgUuDz+rMnwnrR453mSJJZRuk6apYKX/WhDYp6Zdp6MpwrJUUHb5uapua/Mu2N+maraSaTUdmEczTPy+qkIG3XQHyGWT0NOH6fZTLuaen5QDpTLFIyWpZC9eXyVaEalkl+mlrmHlkGVCaFRWL6V1/8vKXPLStQffybJFWA89Sy6bxGUevC5CSkk2kyCdipDJJHC5PHi8Yby+Cro7dhSCpFC4GcfOEY91qAtgHiuTpLNtMx5/JRUVjbhM76iSCFPBsjKkU32HREretnPEo+1w1WsR0zFFtn2vypZUzuPAs6kO1p6E8+R6UqkIPn81muHCyZv4TjumC3xenL4YjmOjT0TJG3CZPjKpPgj5VUAXjaugJpZQlh6l0Ffq7FEmwqMRT6pszlQzWY6jAiCfR3WtvbSlUBdJ0A9LG+FA+5DCdt1w4/GG0DRjlAy0xHB5se3svOm0LjOScqBUpmikdIhGWjBc3pLc4A3DrRyit+8df+Uzj4c/PUhv737q6scuBHZsi9bWV7GzaaV8fNhi0jv2EYt2sHjZyVTWLMOdCOLzVRYEJ6tql2NbWbLZJLlskr5oG9LKkU70FixZKmuWEQjWlaydP5tNEo20DmofXrhk+7WpekYTKi0Bz7wMfq/yTZvP5H3HLNsGJAKhOtcse6SgYSnJWar+JhIFlLCsPsHuUrc7gADS0T4laJkYJNhaKjHgZ18BoSmrIsdRNVMuD4bhJhHvxN64Q9UsTUWPa2+rCo40TQVNgz/nsQRs2A5CoOum8ro0vRwsS2TbOaxcOl/3WM4mzVfmeZ56/qH8x7px+ltw5yGabrBo2cn4/MXbTIxGJhVFOvaEfKiEy4A3X6KCl1R0zPXSqT4VJH38avjeZ+C9bwLHIRhSQY5hmIQqGgdUufPohonXFyYUbqK6evnAL/LTHr1du9m361lSyT5SyQjpVJ8yf7WtSU0JBoK1LFp2UtHbzUcKQfWDzyA7ekq+f/GhdyD+/Y0l3++ssKLfdkcob7BYQvmvjdaiXyoeewF2H8Bl+gmFm8etTxqO6Q4oodnuKIYlBjK+pbjWtXeDZeN2BwiGGgiFm/B4KwrTg25PUGWV7n1S/T9ZFucbOfK1kP5ADaFwEy5X/rUIjUCwDn+wNv/6Dh78mKY//xBUDpLmM+VAaYaxrSxWLq3m9J356Yuk6nu2jqzvmSSFG+juA8rwdjxOXQNLm+jt3TdmcJJOR6G6EnHMEcqI92+PQzZHIDhx6xyfv3LAwLK/DTpPb88eOtu20NG6mdb9r7B/zwvs2/M83R07igqCU8kInW1bx19xAWAYbmrqlf8fudK3Scs/3I/MC/zNe8JqarLfld0fqFEBwOMvgF26hoYCtg2xBIbhweMNkox3593di8Pl8hKqaBxo8vB5VX3PZOmNKu20p19CN9y4PaNP2aou3Hzm6oGnh3rnFYOuqYYAoREI1aPrJulUlFwuH3xJh2x64q4CVi6tOjzLzGvKgdIM099SPx/Ugw9GKQXddcOkYdEatEgCbvw+8kD7QdcXQsDbLiOXjhdqjaSUhWmsaF8b8VgXnKbMZmUqA39XN1BNn/hFW0pJZc0yauqPpKH5GJoWH0fTkhOorFmG1u/ZtLgBPv1eeMfrwXFIxLtob9mIbU38Qi1nXLVv9rByGTUVMx1WI7ZT0q7IWSU/fWRZagpL1038/hqlir19T2nHisbhGdXS3j+VVIr3pKblu9Ime61IpuDJF9FiKbz+KvyBasbOzAiCoYaBH4uVVEhn1HFmshBPFmqOQCrT7CWNqtYKimpiAZA4WLkUtp0dUEEvM68o1yjNMKbpy2uR6MzXdKym6dQ1rhx/xSIwTR8NDavp6NiKdcN3kYcthqNWwCVnj+oBJlatQF66luTTL5Fs24xumGqqTdfV0/FRK+Cf86J+Dz1T2G6iNRcAkZ69xPoGirvrm45GSofert0DK+1rgz8+oGo78uSySVLJXgKh8bNXXl9Y+XsdInh8FdCzV3UOHVtCsUlAXPXaku5vVqmqgOowqe4eHG8FbncAXXdhugNkt+xWSt5TFXmUUk1pbdyBSKQxPSEMlwchNJXBmiK6YUJaqmnDYov3IzF49hWEA/5gzYRlOgKhetUwkCoiG7Zp50DGeO1J4POQzSSUzhsCw+XB2tsKe1uLrss0XJ58ucXAVHMw1DCQ/SozLygHSjOOKHnn1Ezj2BYt+1+munY5Xl9p6pQADMOkoWEV8WgnmQNR0jseQT7zCvIdr4PVh43Iwom3XIr859fAH+7HTqXhhNUqQIrEIBxE9Kf88/VF4eqlRR1PIFg3JFBKJSNUVDZTUbmIVDqKruk4jk1m4w78gVq8vgosK4sQAn9wYt038VgnfT37aF56YlHHNl9xubwIw0Du3FeyQElG49AVgXsegooA4t1XlmS/s4qmwVknwEtbyOxtxTR9CKHh9gTJ5VLIl7ao30+FrbtVwCoEPn81er7eR0qHWLQdny88oKw/CQoPJb3RiQdK/Ua3r25H0134AhMPkiBvMu0OkO1UzRek0vDsBpVd9owhdxAOQkUA+uKqTuuck3EefZ50KorHW4HXGyajxdF117jF28PJZhMqI1URVOPsaZkeCYMy08r8vmOXmR2ERjBUj2FM0e19FDTNKChj57IpOrt2YH39NqgIIs8+Ec46AdE0kKnpL+4eQu2w4C3f3lts8bnL9LJ4+alI6SDy3TaACpZQ/mRSStKpPjze0KTEKU3TRyBUX/R28xXLyiAtC/74APKPD6h29G98ElFkdkTaNtxy+5BMHjC+vMR8QggV5O9pIZdLYZp+hNDwesMku7qVVUYx7fCOA3taoSeiAst0Jm+UW8HQm7/A7fZP+YFOCA2hG8hIFJZOoKvTsmHzTtixb4zjmhhSSiVHEEvAg/ls8oPPwGvOHF2moLFWfT30DEQTKqhZtYLs5p0IoYrpPd7Jaan1q5jj86i/wZ4WbCs7oomkzNymHCiVKRohBP5ATVH1PpPBZXppbDyabCZOPN5F8h9PIv/yCHJpk0qRe9xKO2frbmiogXe/YYQ+j0yk4Ge/ByCdimJbWWw7h23ncLv9BEJ1B70hCCEQYuw0uRBiSlNnhstTkmmO+cII9+9sDj5wsxIbrSkikP3lnweCpOY6OPFolVH622PwlktLd8Czjc8D1WGyfcmCDo/h8qggqlhtpS27YetuNMPE0FzoPt+oGRIhlC5SKVTpdc2F1T2BBo3eKKzfBNEEQndNOkgCyGXzMhQPPjNooaV0mJoOMh1eV60CpXsegivOB8sis30vuVx6qF1LEShJDKkeCLbsAk1DN0pr6F1m+ikHSmWKRjo2LfvWT9jCZCr0P9G5PUGq5FJSiQjxri7Sv/wzSInh8eE2/KQ6tuF85tvIa96KWDXIZDabU2n/aJyezp2qC6ciCMEQqe176etrpbJy8YTqiaaDRLzrkLEwsawsiWQvNNcjvvBhAOSfH4E7/wEf/xrc/sUJ7UdKCTWV8OZLEJedM7D86fXQ2YvMWSrTuFBY2oSzbiOJWCf+YD6o7s+ajEfOUhnV/W3QFcFl+sadLpdSEo+2T8jCZDxcphcr1qO0s6rGyMr0RuHR5wHwBWpKavPhC9Sg6yaxvpbxuwWPPlw9eIE63qMPh6Y6nMeeJ52OTiqr5Nj5zuagH/a04PVXHfTBq8zcZAFdTcrMFELTqGtcNa4ydsnHFRq+QBW+QBW2bSEY6GKzrCzdXTvIfOWnyDdcAK8/H6FpiMoQ8lvXqTS8xz3EIkX2RpG3/YG+zXtmLVDy+ipxNR4aafjuzh04MgcffHthmXjduch4ElYfNvEd3fck3PF3uPEDQ5df+y/wzZ/Djd9D3vgBJQuxEGiqhXVg21mi0Xa83goQ2sH1gqSEl7eomhip1KNd3vCECpGFEPgC1UU1PoyFy+UhrRvILbvgjONHX6lPyYwEKxpLksUKhZuh0LUnBr63JiDHcswRsGGbsiW55Gyl8r60mdy+djwUHyi5TC+ZdE7tE0BKbDtXkr9tmZmjHCiVmRS2ncOQs9eKrQ+b9jMMk7r6VfRFDhD9wwPw/EbkKceoguEljeqJbpi2iqgMIY8+DPuVrUgpS6a2XQxSOtj2/NTTKha/v5pMVxR+cQ/yLZfAogY1tfnW8afKZDoD3/8tvLRZLXj76xDD616SaXVze26Dyh5MMlCS2/bAD++AK84vvXHvZNB1+KcLlBnr1t2kOnrQDTf2gQ6V9egnnlTr9PRBRw+kM7g9IVymL99lO3Gk4yA1WYK6Y4HHHSTV0aMCoorgyFX8vvyYNmKClikTGXfE9y9vhWXNagotnVEq58M1ng5brIKazCBhz6oK5O4DhVrFYjBcHjLpAWHcVLK38H0gVD/vG3sOFcpnqUzRSMehu2MHNfVHzCk3bCEE4cpFeDwhYj1tpO9+EPn7+4asIz//QcSSxoEFu1tweQKzEiSBUhDv7dqd14hZ2ARCdfR07VI3og3b4Dv/rQLYcZAPPQP/e/fAgjOOVwaow/nzwxDwIa7/j6kdaDwJXb3ws98jf/Z7+Mp/IurnwPmpDsNpx8Kzr2C3d4OFOk63Cc9vUPU1gKa7lMVGIFjoZCsG2e/l6K8qyY3cZXpJp6PILbuVWOxwAirLZTsW2jRlWjTdhWPnVAH8xp2QSEJNGE4/fnxHgLAK7mw7V/T1riDaKcQIPalsJo7HGy5qf2Vmh3KgVKZohKazaNnJJUmTTwcebwiPN4SUDpl0nM62Lcj+7NcDT8PVg9rHt+7G7ZrcFKKUkkSsk3Q6RmX1ErKZBB5vRVFBVyBYe0gVcxdYc+S4nlxSSrj6v9UPQsA1b0OccszYG3zknaVpvT5+lSqiTub9ysKjZEFmC01TwcbTL0FnLzzxYmG5z1+FnvdNHMrgaajxEULkp8FK9fAgcLuDpFs71RT48OC4R2Vc9GnMrgSCtcSiHcj2bhUkger8+9tjsOYI1ZG2Yy+0j2KtYyuRSMfOQZGBkvKD8xX+lpl0rOBokM0kyOZSBPw10xYglikNc/NOV2ZOI6VDpGcfuewUPJVmACE0PN4Qi5efwuLlpypto0eeQ/7jCSCvv9MdGbApmSC2nSOXTdHduYOerl0k410c2LOOzrYtdLVvK8qaJptJEOnZV9T485lCbcYrW+E91yMPpqT97V+o/5c2IW77wsGDJFAFwU+/NGSR3LJLyRAUgRACPvN+Nd11y38h3MUpMU87mgaOCn5cpg+fv5pgsA7D5c0HSRIpHRzHIpOOEe1rJdrXqm70E0BJXkSxJ7j+RDDdPtB02DqKqvi+NjTDNc3BglCq2O3KTkTJD1RiaCas36zUyTdsV51xMNR8OBLLb1N8YXsum8x7UgpSyT4sK4vpDuL25OudHId0iaygykwf5YxSmUkgyaRjJTPFnQmEEFTVLEfTDGK//osKkvKWBBOt37CtLN3du0kn8nUGo9xAU8le9u9ZR03tYZjuAI5jFVqwM6mouoFJB9vOEgjWYVvZknnmzQeal55INNIyEBzuOqDqQoYh97bCi5tgcQNieNH2WOxrU5mgwfztsUJQUQyiqQ6uvKjo7WYE21a1SIBlZ3F7gli5DFI6WFYWKzdINkAAAT/EEkXZDtlWBmmWsslA4HYHyOxvg9UrhmYTkyl0bQYyKv0WJUIUdM9cppdoJAUPPQtHLIFt+a63Nfmi7ooAbNqJ0F1Fd6tZVppUMgJCw0sY28nhWFlsK1MwEE4leoaerzJzknKgVKZoNM2gcdEotQZzHCEEFZXNxPpa4S+PKIf2JY30tO+l0RMcN2Dq6tpFhrSa+jhuJaw+HL74I/UUeuHpSr+nOwI/uYuuHdsL2+mmG5fhJZ2MDNmfYbjxBarxHQL1SYMJhZvIZpPKLPRPDyHf+yaEf+jTuljSiHzH6xEXnTHh/YrBU6r9yz7yzikf75yjv7i7L4Z8cr2y7OjHdCl1er8XTBNCfhVwxhI4joXO+NkxkTeELTWm6SOT6oPWLlixSC2MxNSxTXOtoxzUeNIv3KkQuD0hVXDdHyQBvLi58K3h8uDxF9/x1m+G259FHTyRmc3ECXmbcDyhWauPLDNxyoFSmaJxHIuO1s2EqxZPWrF2ttA0HdMbJJuKwXd+AZecjd36ND1du6msXoqm6fT17ieVimKaXgLBOtyegKp3SkbgrZchLjkbAGnZqpgWoDuipAcaa5Hvf4sSwQz5wWVgP/gM9obt6uZ1/qnw50fUJt27yKTiZDJRGprHmVZaYNTUHU7cE6Lnpc1w7U3In940op2/mCAJQP78bvB5EFddPHR5Ngfb9kBTLaJyfr1fD0pFEM47BQ50QH21yqYJDbRhN15L1dhMtBBZSmXu7PGGSqq+L4SmuvVaOwcCpSfWASqDlc3EMd1FesJNeOyBv4kKmiT9oYvbE8QwTHK5VF4gcgB/oGZSBfGJWOfAeI76+3s8IRLxLoD86xRkc0lwHGXtU/Z/m7OUA6Uyk0BgmlO3OJgtamoPo6/3ALlskuzfHwcgmesimb+I9ZPLxEnEOvH6q7DsjKoNWTaoJV3X4IilKigaZMEhaiuH2qgMFsAkL7IIyMYaYvtaS+qXN58IhOpwHJtIz1743T/grZdNbYf1NeAZJWPS0gFf+xkAsqoCvv6JEb6B8xavBw5fMvbvsznoi+My/UXdiHXdNS3NGi6XB7urVxV1r9+sgrh8R1g61YduuKdFY2jwtGMum8Tl8g6xEdENNxKGBEr+QK0y9i2SZKIb21byAj5/Nbn81JpuuDFcXqxcCsexiUXbkfl6xnQ6dkiZY883hCxm4nqes27dOk466SQ8vnDBDmCuE65aNNuHMILBb5n5njbeu/OZUZcbhhurv7W3n89di1jWPGSR7I0q1ePVh40qcCgPtMPv71ddXvc9oZ7++zl8SUEJ2Beopqp62bTbwsw1pJTs2/Ws+uGHn5tS4XR/YfhoQZDcsQ9u+v7AgvNOVYapRx8+a1pJ8g/3T/8gr2yFXQcIBuuLCJQG3xJK+/mW0iYe70LmtcM83grSqbzFSdCPlsoSCJRe/NWyMupByG2CZWManhGt+Y5jkUz2omtGvnu1+EDRsXPEY+ozHqxoGDLFJ6VDPNZZCI4AFdinswjNIHgIeT5OBtvOjrRAmiEWyGNVmZlEOjb7dj07RDxtvtK46FhMt39EVqeyZhkudz6YXtwAxxwxIkgCJVop1hw5IkiSUiK/9X/w39+CF16F2/8wECStWAyfuxb++33wr1eAgKSdoKNjW1EFtwsBIQSVNcvUDz/4LTI3BfHNr98GP/jt6OMcthgx2CLl4WfhmZeVVtLBOu/mM7EE7NyP2x0sKpskpSQaaSGXS5f8kITQCQRqcZk+3J4QpnvQA+uq5ThWbsLdecWg64aaQstkwbbJWRnVBTcITTMIBGrx+ionn00TGl5fJaFwE0LoZDMJopEWQEkDDAmSwiGl41RVkV9+aH325xML5vHVcRwcx8EYrrRapuQITaOqdsW8ycodDJfpLdQHpVN9dHZsx3B5cJle6hpW0tb6KrYQ8NEii4IfX6eKaEG1mr+0Gc44XnVTDUKuPgz+/SrYtJPsE+uIRdsJVTSU4qXNG4KhejKZBMkXN8F/fhX5/jcjVh8+/obDuXQtuAwVbHb2wr5W+NVfYFEDXP0GRDg0sO6NH8j7/gUWzjTccF7eitB03J7i6n6EEHh84Wmz2RD5YKIf0+0nS96TEdXJZ5Z4bCF0/IEa0qko2UwMaVvE+try3ndhSpE5k9ImHm0r/OwyfRiGG09+Sq0/Q+0yfQPSKg8/O+Vxy0w/czqqyOVyfPvb3+a2225j+/btVFZWcvnll/PZz36WxYtVS3E0GuXDH/4wv/vd77Asi8suu4xbb72VhoZD62Yz0xiGe8HdYDzeChYvPWnIssrwYrr2blfGncW42/f7cN3yX4jq8Nh1JF63qmc6oILOSPcesuk4uu5CIkFKhKYTDNVjuOaOCnqpqaldQa6ikZ6ePWS+dhvyTRfDpWuLm9rVdWVfcutvlC5OP90R+MiXh04oDbc/WWi0dUFXLx5/FZMJAjTNmLFpdcNwk00klBispk/ZiFchcRw738k68Do83iCWlcYJeaGpjtyr25FS5qVOpvJ6JalkX+GnVLIXKR0Ml6dQy+kPVOPYNrph4jg2dmTA2kT5Zs7vMoaFzJwNlBzH4Y1vfCN//vOfecc73sHHP/5x9u3bx7e+9S3uueceHnvsMY488kje//7388gjj/CNb3wDn8/HzTffzFvf+lYefvjh2X4JCxbpOHS0bqKm/gh8/qrZPpxpxelvKw4V2Y1z+rFw4moVJB2MFzfBz/8EP7sZ3vhaeOgZkvc/DcJWxeKaDt0RYvvb8AdqqKhchDGJAtP5gMv0Ule/kkjvPmJ3/B127ke+540Ij1t5vb2wEdq7lKJyIgnLF8Gq5SpAeuDpvNikwB+sxdfQjGn6EJqObedo3TdMiNKy1H7qq+d9nd0IHAde2aqMcF3Fd61JKUnGu/D6q0oUtBwc3fDg9VXiODYu01uSIvJsJlGofRK6ga678HrDCKFhGCbZVEY9vPi9WM++QjIp8E26qUKSiHcru5JjV0JcTXmmU32ITBzp2ITCzQiho+eFLH3+KjKZONl0DE13la1M5jhztpj7Rz/6Ee973/u46aab+MxnPlNYvmnTJk488UROOukkHnjgAQKBAH/605+49FJlrLlhwwbWrFnDzp07Wb58+ZB9lou5S4OUEiuXRjfMos025xt9kRb64m2IH904LfuXiRRE44jG2rHXyWThwWeUl1kiRU3d4QteeykZ76G7eyfSZShj41e2QSqNZroxdBNNaGSySaSl6ll004PfW4U/UI3LPdKSJp3qo6N184jl1NfADf8xQsdpJpi2Yu4tu2HzTvzBuklOn0kc20Jo+py1KRqPQvF2KKAytrsOoGsu/IFqctmUqq+87BxwGbBzH7yyjWCooegW/XSqj2w2ocQsPW64+CyVTX7gaQBlSuzyjKk67jjWiKxXmdEpF3OPwre+9S2qqqr4xCc+MWT5UUcdxdVXX80TTzzBs88+i23bVFcP3DRqapRvVipVVjudNvKmmbaVHX/d+Y6UkM0hh1ljlIyu3oFapjEQbhNx6Vr41HvUJh3bcRz7oNvMd3yBKhqbjiHkqcb18k4CrjBNS45n0aLjaWhcTV3DKhYtPoGG5mOoazyKpuZjcbl95IZ3KubxeCsIVw1MfxakLdq7lI5TLDHqdvOOva2weSemOzD5GiMJuVy6oP8zHzEME5fpV1OwiRQsbcK2MqRTsYG/y/68UGd+Sr3Yz5Rlpclm4rCsGc4+EV5zhioWzwdJSg7AfdCiePU+LAdJc505GSjt37+fjRs3cuGFF+J2j6zLeN3rXgfAo48+yjnnnMOHPvQh1q1bx8aNG3nPe97DkUceyapVq2b6sA8ZpHSmrStmrlGY5vJNU8Zhbyv89dEJrSoWN8LH3gVwSNieGC4P4arFNDYdQ1XN0hGCiUIITLc/b0chSMa7D9qJGQo3smTFaSxZcRqLlp3E4uWnDgimtszOk2pJOdABL27CZfrweEPjrz8GMm9RZBfhWTj3EHh9Ybz+KlWvZehw2GKymRiJRLfqgNuyS9nBFDmpogKuPpKJXqgOK7uT6rDSWescMNX1B2qw7dwh8Vld6MzJGqVXX30VUNmj0Tj66KML6912221cddVVnHSSKsI94ogjuOOOO9AWWKHxXELTDRYtmx3tmZmkvX0LmUQETj4GceyR0zKGWHsSrD1p/BX7WXMkBPykk31lgbph1DYUd46Upc0iVcsyQT84+Yf7wXYQV70W2dal/OU274RNO+DSc9T5nA12H4CXtmC4vFPu4hJCIxReGMXuLpcX2x0gu30vnH4cLF+EfOJF7FQaLJTH29Gqw9K2s2MKTPYbXferluNyweJ6ZRczuMatuV6pwEeVZYxp+idc5uE4FpaVmTdlIYcSczJQ6u1VT4XhcHjU31dWVhbWW758Oc8//zxbtmwhl8uxevVq9FGE/8qUDsex6e7YQSjciNsTnO3DmRaS8W4VJJ13CvzL66ZtHPnKVnj4OcQH3z6h9YUQyNPWEHvgaSwnS23dEdN2bPONSM9+NE0nFG6c8DbJRI+y/jhy6cQ2uPtBAOSfHx75u5/ehfzpXfCjG5WdzUyQyaqp2/bukrW6S+mQSvTi9gQmZd8x13B7glh2Fuep9Wqa7MzjC9NjJNPw7CuAqjdymb4RdVmOYxf89HQ9H0hdcpbKIA1HCCVHsXEHuWwKXXeRzSQw3cpfTtONwv4z6ShWLoM/WAOIwhjScRbsdXW+MicDpfHqy/t/3/+/EKI81TbDzNEegCkjpaSv9wDRyAG14J8unN6bnpQFL64Jc9Vr4YGnScV7oPQixvMYSbGifclEN1jZ0W96w/c+2nv+0rWq2Ly5Hj6UF7R872eRN30IsXiCEiW2o2KbYrPgHT3w/AawnJJ3qMkFJH4ohEYgUKMKr/e1qvN10RmqiHvnfoSmF+qxHMdG14eeh0wq38ZfX40diUFV1cHPVaWa9syko7hMH5aVxrIGlSkIDSG0IeKTzqDvM+loOVCaY8zJ+an+jFEkEhn19/3Lx8o4jYd0bBzHIpOOIqWDZWUK88i5bLIgBpZJx7DzCq6ZdBTHsbDtrHKaRmINMlHMZuJYuTQgyaSj2HauJGOkkr2FSv9YtJ1UMoKUDn29B8hmk1i5NH29B3Bsi3QqSjTSCkAi3kUi714djbSocewcfb0HsKwM2UyCvt4DSFn8GPFoB3WNK7GszLSNMROvY6wxopED6kJ4xvHgOMi9rci7H0Q6DnL9ZuQjz6n30UPPIF/eirRs9fv9bcjOHvV9IoXcsgv510eQbV3Ie59APvgMMptD/vVR5LY9qoB41wF45xUTH2Pr7oIVR6iiiXi0k77eA7P2t5pLY+iGicv0FTVGoSHhyfXIWEL9jbsjo5+PwXVMn7sGrrwIzjpBFQM/9Cx873p47Vnq9421yKdfQj77sjqPg855/xi0dsF9T6puxnsehqfWK2+23QegvVtNB27ZpQqSkyn1fc5SulCvbIWnX0Kzldmqy+Ut2fUK8lmY/N9mrl0TJzeGUF+2owLMlg4V3C5rLgRJpieIlUuNGMO2s2C64KSjYXkzHHP4yPORtyJifzts2ll4m1i5UZoLpFMIkvrNcXPZoc1HVi49b+5RMzXG8L/RTDInA6XVq1cDsHnzKO28wMaNG4GBWqViUSreNplMAikdbDtbOGG5XLrw5s5mE9h2DimlWtexcWyLTP5NYVnZguFhLpvCsjKFdR3HKskY6VRMTQ+gWqYz6RhSSmLRdqxcGsvKEou240ibbDZBIq5cq1PJCOm8AFo81kk2kygYMdpWllwuTSyf6i12jHisg/171hGPdkzbGDPxOkYbo99ugP94K2zcoYQmWztVe77M37ie26DWefYV2LZbFYQ++Iy6ufX0qe/TGXXxvOMf8KlvKIXon98N7/0s3HWv+l0yDX9/HD773YmP8eeHoUUdd7SvhZ6unfT17qejdTOxvjaS+QBjoZyPYsbo69lPpGffhMcY0mrc0a3Ox4PPjH3O77pvYP3a6tHPeXUYFjUgDB1e2qJkDQAeewH2tAwdY+su9XPhGHrUTfZAO/REQDoqkE6kIJVR31uWKhjeuR9Nd6HpRiHYK9X1ynEskvEu1dHF3LsmTnYMx7FAaMq6Zud+iMRU4JNnrDGkdFQAu6919PMRiammDFBdlNG4msLT9CE2KbpuIvLdli7Tr+qn8nYt1rDGGClt9TrScZLxbpLxLjLpKOlUH7lcakGcj2LHGOG9OYPMWR2lVatW0dnZSUtLy4jOt2uuuYbvf//7PP3005x22mkT3mdZR6k0OI5DrK8Vn78Klznz+jPThWVlaNm7Hhpr4QsfnrLyuHQcFdhs3dM/AGzeNbDC2pPgwtOV1cQV5x98X109ylz3yfUDCz/2bvjuL9VFfBhVtSsIBMfWZlqIJGJdCE2bsAhqd+dOErFO+OJHRljLDEc+/dKAj9zNH0Ismrryv3zf5zAx8XhDAwH6xWcpPZ6xsG149HmIpwkGaovW/ZnQcUlJNhPD5fKOqf8zb5GSRLJHZYlee6Yyye2OqM+V4+DxVqgAVNMLEhK2nVXvE4BLzlbbjEYmqyxJ0llcph/T7RvYbhiqnmyowGW/9pPpDuDxVuA4VqFuiWXNav+tnfj8VRiFaVZZ6D5W4qILV2pgNnWU5mSNEsCHP/xhrrnmGr761a9y/fXXF5Zv2rSJ2267jdNPP72oIKlM6RBC4A/ULDinezsvXsgla9UT/3iq2uORs9T03anHQl1VIfCSL7wK3/mlyjJUVgzpepNtXaog9JO3jL//b9w+8P1H3qkUmb/9CwB6Ondi6CaGy40xCXXm+YjHGxragTQOoXCT6mBavxkOEijJLbsGgqQvfBjRPHWXdxmNQyaLY2gkYl1q4clHHzxIaulQmS0h8E9TkATqTzhaUfOCQCgF7li0TQlzHnuk+pxffg7c92RBzRuh5T0XBbpu4nJ5VdYkEoP6McRet+yGdDYf6IQGpoqOWKo64fK4PaFR/fcMwz2021BKdTKkVGrfeYkS27YwXINENfOkhMDl8uIyvXkpjYUbNM00czaj5DgOV1xxBX/96195xzvewQUXXFCwMNE0jUcffbToAu5yRqk0OLbF/j0vLDgLEyuXoWXfevVDfTXiK/950PWlZUEmB7qGGHSDk1LC1f89coMffg6RfxqVqTT8x+cHfvflj8FP7hyodRiN/osmgGGoDBWMyIjId396yGZuXwWm4S0U6Hp9FXi84QVn3dHeugldM6ipn3gnYHfnLhLpXvj4uxErl4+6jvz415QwaDEF2uMgk2m45vNDF77mTNWBNxrRuKqDAnz+6mkNfqVUGeOZsjCZDTLpqKqVec0ZAxppf3sUsgNF1brLg9/fHxRJVd9WV6XOUXOdyvAE/FCRD3qeeRnauvAHatENF7FoO9JtqGm6PEIzCIbqGCuIyWYS2HYWIQSa7sI0fcT62tT03yC8vkqlGWboKhBrrFX1Ufta1Xiajuny4DJ9eYHN+f9Zn82M0pwNlECZ4v7P//wPt99+Ozt37iQcDnPJJZdw4403snTpBNt5B1EOlEqDlA6ZdGzQh3DhEIu209u1G04/DvH+t4y5nmzpgE9/c2DB685VbcH9mYd+Tl2jsgD9H7P3vkl1uXX2wj0Pjb7zwxbDBafBj+9UP3/yPYijViBf2Ajf+QX89/tU3cyd98LbX4d4zZlDj+1Xf4F7n1AX0HNOhkeeg1gSNJEfuwe3r4KqqiV5M86FQTaTACEwi3hNjmPT2bGNTC4BH30nYvXhI9aRd90L9zyMuP2LUzo+uWu/qln7z3chDAN5w3fUtE8iNVAUPhZPvojojuEPVA+oik8bEsvKoOsuhFiYUitSOsRi7cri5IzjVLF2OqsC4le3QzqD4fIOeRBMJPLF/8OCFgwdjlymahpRmUopJbG+VvWZ69foCvoglhwzAC0Eb4NwmT5V2DyaC4LfB+efqjwhB9PTB/vbVOCUsxC6geny4jJ9M/DemT7KgdIMUQ6USoOUDslED25PcIRa8nwmmeihq3MH1FbBf74bUTd2tkxGYvCRL429sxWLEDdco9bN5lT2yB5DBsDtgqMOU1MA73i90kpyHLj+2/DmSxHHrRwY13EQmobctge+8EO44RrEiqHvEdlfFLz2xBF1VlJKVWT8q78guvuoqz9ywbQip1N9CKEV/Xocx1HBUiYGH/7XEeKiUkqwbYQxtZtMIdN33f9DrFw+ca+3nj547AW8vsoZCmyl0gAyzHl9Yx0P28qQSPSAzw1nnjCQzXv6JfTuOP5Azajb5bJJcrkUbneAbCZRKGTWdBc+X2WhriuZ6B5RpA2j1yeBskRJxrvz056i0EkWCjeTiHcp093BjFfP5khV+L+/TTWASInPVzmovmkkqVQE28rh9YbmnIZWOVCaIcqBUmlYqFNvPV27iFtR+J9PFabIJoKMJVRgcuuvAcbMPMitu+GLP4KqCjj3FPUU2tYJP/8T4rYvFH28MpVGeCc3BSOTabjldsTuA/j9Nei6a94X509m6q0fKR0627eSNmz45qemXMg/6hi//Rv87TG48kLEP1048UDp6ZcQXX0Eg2NP2ZSSQ2HqrR/HsUjEu5C6poQow0G4/ylcOW3CyvfZfEeXqjsaOD+Di7F13VQF5IBmmAQCE2i0kBIpHYSmY9tZbCuHphsDdUmapuqlmuqgoVpNx49FzoIXXoX27lHPazYTxzDcxGMqEHF7grg9k7fBmQ7KgdIMUQ6USoPs/wALbUHVucRjnfR07oSvfvyg2aSp0J8RKvxs2SpbUURgVrJjyWThf+9WrdJdvWgImhYdl3czn39IRwk3TrYIOZOO0d6yEd5zFeLsE0t8dCDvfgD+8AAcuQzx6fdOLFCybPjrI7g9FbjdIwuApweJlDL/2V44n++xkNImkejBGTS9Zbi8eDzBfMPK5P4Gtp0jkQ88XC4vIt9JZ7p9k95n/oixbUtpC+XSOHZ/E8pBOvJATf///XHI5vB4w0ODrmH4g7UDKuRzhNkMlBZgW0OZ6UZKh0jPvoIexkLBsfOFnPc/pQKYaWBEpmLXfrjzH9My1rjH4jYR730T4ssfhZs+iGPlSPerEM9D4rGOglDlZDD7A5Gf3KmCyFLT/1CxdTdyrGnY4UTjIJnR4FVKSToVLWj8LHSE0AcVbSusXIp4rINopEVlnKQNSLKZhPrbWBnGU4HXdQPD8CCEnjcqrsB0+5l68CnQdRduT4hAsG4g89M2etAzsJmA41ZCdZh0KjJmkOT2BBdc7elUKQdKZSaBchcfLLu/EAhW1BMMNym15F/9eWYG7Y2qtuJZRjTWFi6g85VsNjkl9V4hBKFwXoAwNQ3iducMMpL+yV0T26YyBNVhUskIxdqzTAWlkuyMv+ICod8I2DAGTWUftgTWHImNTayvjWhfK+lUhKyVHKQef7BzInCZXoQQ09qlWJAaWL8Z+uIjV8hkVcNAIqWm6dYM1OD5/NV4fZWY7iBefxXBioZ84LXwM4nFUA6UyhSNphk0LlqDx1sx24dSUoTQqKxaTGXVUnjwGeSGbdM/5qlrEJ//4LSPMyHqqrDt+Rv8VteuoLJ6yZT2EapoQOiGqiUqMSIcgk++R/3w1HpVNzLuRgJC/pGdVtOIEBqBUP3QoOGQQOD1hweuazv2Kv0ja9B5WrVcFVGfcgy2lSEe6yQR7xr20Ki6BpESl+kjEKqjP6BS6tSlzdT1F30D8NwrKiAC9f7qjarptvufUl8vbxl4PUJDaFo+26VscBZql+NUKQdKZYrGcSzaDmwYEGdbYARCdbh9FXD7H1XdyzQin9+A/Pyt0zrGhI4jm4P9HRjG3KpLKIaerl1EevZNaR+abqhC2wefnvj0WDGsGqTV1DLBeosD/evNzFO+lA7xWMdQI9dDBCF0THeAYKhBZVqkgdsTwuXK1xVt3gV/fRRe3ASAY+ewrUyhuy2TiRONtJCMdxHtU9N2yj+yhWhfK7G+1nzdksSxc6STERLxTqKRA8T62ig+ayiHXocTKSUHkkyp4u1Hnx+6+p5WeHwdHHME+D3K/ufQKVOeNOVAqcwkEJimf8G2DgshCIcXKU2Vl7ZM72BBPyxtGn+96ea3f4NEEv88tj0xXJ6SyFXkrLSSiJiGzjchhNLSAqWk3k80rrziRuPwJaggaeZuaEpD6dC9PQitv64ojNsTxOuvJFTRgD9Qg9dXidvw53Xk8g8W+fqz4dmiIfpH+ayg2xMik4kTj3Uoj7P8OroxOWFIn78ar78Kn7+aQLAOYQMPP6d8CPMEgnWEws2EQg2q7X/LLjj6cKRjE+1ryWelygHTWCzMO12ZaUUIjcqaZbN9GNOK2xPA5QmQu+9JOOGo6RvoiKX5G+HsIV/cBA88TWX1sqLEGucawVBpVLMN3YRIVHnoTUM3ojjzBDjzhKFdb3nVbS47B1zDLsu1lfR7es1Eu74QYsKt8YcWAt1wc7DJKZ8vjOXyIjSNdKqvEARpuguvL4yuu8hlU0pVO4/h8iiPuUk9eI6sf/IHqsmkYwi3G9u28t17rsL6Pn8l8VgncuMOCIcgEiWdimDlUnj9leXpt1E4dB8Zykwa6djs2/XskA/7QiQUrIONO5QK93TxyHPwnhumb//jICNR+MmdePyV+VqK+UtH22a6O7ZPeT+higY1dfHkiyU4qgnSn71qHcVEtSIIlSFSiZ4Z6TSVUhKNtBTMVssUgwpcdN1UVjP5Oi+JLFiJDOgpufAFavD5x1Fbl5Jisj2aZuD1VWIYHjTNQB82nS6Ejs9fhUhm1ANBHsvKTKkZYiFTDpTKFI3QNKpqV8wbLarJ4gtUo7nMaSnsLbBqBfz7G6dv/wdBOg786HdoWZvqmuXzXhMrVNFIIDR1w1rD5cHtDRXqUGaEfq++0Vq8hYDTjgWU5cp0I4TAk89+lJk8Qmh4vCE83gqCgQGxULengkConkCgdtypYikdon2qximTjg1oJg2sMea2yUQ3uWxi1OBH102CwXpC4SYCofq8kW+/fEGZ4ZSn3spMCsNwT4t68VxCCI2KUCO9j72APO1YxDHFKz6Pi9edn1qZWaTjwD+egI07qG5YtSBuirphIkpQ8CylxHasg3uvlZr+gtqxOuHyn7WJfuakYxOLdeDxhCZ189M0Y94HznMBITQ17TXobymEQIjxb722nSWdHCjUVl5wQ3XOhKaruqRh9WRK9ym/XSaeV9wf7XwKNM1YcB3MpWZh3+nKTAvSceho3TTCwHEhEgjVqw64n9ypbD9KzYub4Ms/Kf1+D4LsjcK/fQZ++zeCFY14fQvjItnbvYe+3v1T3k9f736sTHKI3sy0E83r31SMob5tqLoR25pYa3kmEwPpkE5FkEVmoaSUJONdWKMZsZYpilwuNaaw48GQ0iER61TTdC5DWasctQLqqqFxoOFCOvaocgOp/gDryKU4dk7JFZSZNOWM0hxmLtqXgHqKaVx07Ii574WIEILqmuW07F2v2oKvem1pBzj1WDX9NpPsbQWUAu9cfY9NhuraFUy1hT4R7yYaaYE3X4KYziL+4dRXQywB3ZHRf19o4R6/ViWXTZLN5GuZdJ1MJoHHO3HfLiGEylLMUyubuYTL9E1ges3GsrJomp7vopMD9Z+VoaFCpf3sa4N1G9EN96j7L2QDj1wGu1uwctlDUBerdJQzSmWKR6oPsn2IPHEahhvNcEF78U+G49LVO7O1MAAplRmrbVi5oFrAM+n4UPG9SRCPd8LK5YjLzinRUU2Q/ixBJDb69JumQUWQiVhzqpusVN2aNeFC8fCEkZDLpYvORJUZieNYBy2KT6f6iPW1kUr0kIh1kklHsXJ5XablzbD2pNE3zBdhj9WdaDs5aK4DXQe/l2wmNvC+KFM0C+cqWWbGkNI55LpigsF6eP5V5HOvlHbHe1tVpmomSaZBiAUVJAEk491T6sR0bItMKgqnrinhUU2QqgolExHwDdVXGkw4qG6AYyKJRg6obxfVw5JGqKzIB0oTv0HKvEWRvcAsimYD286NWaKQSvaSzQyyHDlsMZl0jGQir3+Us4bUNhWwLNjdgsv0jdktpwl9wIZnUT1UhtQ0YGJhdypPF+WptzJFo+kGi5aNkg5ewITCTepCc+tvkGduhjdchChBEbZYe9LYT43TRSqN0BdesW5tw9RqilLJXjXFdeLqEh3RwRFXXjRUS+now9XXaGRzcKAdQx85zeI4FlYuM9Sn77hVyr5i8878OvaEdXr6fc/KTB3T9I/aHWzbuQGph0X1cNLRsH3v0JUWN46+U6FByE8uEkPXXaMa7TrSUdkkgBWL1dfmXVhb90zxFR2alAOlMkXjODbdHTsIhRtxe4KzfTgzghCC6trDcLsD9D37Ks5TLyEvPA1efz4iNEYB7gSQr2yFh59DfPDtJTzacUil0fSFV38S6dmPpumEwmPcYMYhm01CdRhROfF6npIST6qM0nAyWWV4ajt4/EOPLZuJj7QSuuA0Vfw9yKNMK6LeSEqHVKIXtyegVJzLTBorlyabSeALVAOqky0R62JIhq+/Fm5ZkzpnS5vA4x49mwSga+rh6qUtpPe2ks7EcZt+TLcPIXRsO4djZdX+BmMaIB2kdBZcNnm6KQdKZSbFRGolFhpCCIIVDfiDtcpN/MHnkA8/j7z0bLjiAoQxieBDSrBmuBYkmV6g6rvFCfMNRwht9nyv9rYO1Kr90wXq/3QWtu+BnaqTz+sNDztvkkw2AQ01Kgtm6Or4S6yAlwAAbBtJREFU+yUEsipQ8vmrKbbIXZZrWUpG/99SOjaJRDdD3qOrlg+cL8OYeGOHpqkAa8Ui2LmfzL42MukoPn+1KolwuaBhmB1RdSVoGqlkBJ+/auovbAaQ0sG2MiPUx2eacqBUpmg0TaeuceVsH8asoWk6FZXNBEL1RCMtxO55GA50IP/jrUUHS+LYlXDsDP8tuyKqhmGBEa5aPMU9iJkPWvtprle+go4Dm9R0GdvUNIlpBnB7AiOyAI5tIe18BqLf9mRwFqKjG6EZGK7iskJCaPgDNZN+KWUGMFyewk3esjJD68/OPhGqw1MboCKoAqbVh8ELr5LszNc3HbEUtGHBcUUAVizC2nlgamPOEI5jEY+2A+DxVsxql3U5/1amaBzbYv+edQvewmQ8dN2gsnoJNXVHwLqN8Ms/F70P+cQ65Ee+NA1HN8Z46zfDy1sILMAbYWf7Nno6d016e8PlhlgCua+thEc1QXQNXneu+j6bg627MU0/wVADHm9o1KmSQvv+WGa6mWx+yq3IbJJ0iPa1YuXKdhZTJZtNEOtTchwFVfWzTlBfUw2SBuM24bTjVCPC8atUoDQaQT849ryYERisGTYTivQHoxwolSkeoREM1Zd1OfL4/JWqK+7lLcVv3FwPF5xe+oMai90H0FwmgWDt+OvOM3y+SjxTEM/0B6rRXR741Z9n70Zy+nFwoAPNMMcMkPopqD73Rkf+0rahs2dcDZ8x9ozb7Z+kSWuZwfQXW+dyKaWqvWKRUnyfDtV3XVMyE4MzjMPJC5omE92j2KHMLVyml0CwDn+gpigdsOmg/EkoUzRCCPyBGjS9/Pbpx3C5IdKJlLK4brL6GjhjlALe6WLHvgUrFOrxhsYugJ0AQmhUVi6ma9NWNQ12/KoSHt04SAl/eggA3XDj81UykUyQrrtwuvtG/qK9GxyZt64oDiGUUGK54HfySOmQzSbJZVM4/TpWddUwHTZIxVARhFPXYL+yjXisA5fpw+OtKOm5tq0sCPLimVNDmyPWSuVPQpmikY5Ny771I7ttDmE03aWe4lNFWgU8vR7+6+vTckzDkS9shFe2Ego2zMh4M01X5w56u3ZPaR9eX1hZ1vzqz0hrBnWE8gGephn4A9UTUsWW0sGys+Ae5WbS0onQXZPKCkkpiUfby7YXReI4FslkD8lED7FYO5lUH44vf27OOgFOP3ZKgXzJaKyFi06How8nZ6dLXkKRTPaLZy4ci6tySqBM0QhNo65xFS5zBjMhcxytv3MlkwVfEVOSx69S9hXTjEyl4X//iMdfOW86XoqlsmrJlG9EQggqK5fQduAVePAZeO1ZJTq6CVAZgujE64LSqagyPx1uteI40NaJ6ZqcE7wQAl+gekEYJc8MkmwmQTodVVNepgHV9co+RNeUNc1MGixPBE1TAqcCrA3bSyoZ4A/UEI+2K5VxK4PfXz03AsQpUM4olZkUtp1DyjEUhA9BbDuffRirNmAsshZEp2a7MSHufxqicSoqmhac0GQ/jmOVxHbDdPvwB+vg9/cj48kSHNkEWX0Yjp0jl52I4r0kl0vC4UtHai919IDtYLiKn3Yr7N1x5kXB72yTSceIRlpUdn1pE1x0hvo64Sjwe8F2IDOHa4Ga6wFIxLuKt7oZA00z8OYfxmwrQ7SvBWeeq7yXA6UyRSMdh+6OHVP21VpIpFNRaK5HjCYYeDA2bocf3lHy45H7WpGbdiJ//DvkN38Od92LyxOYVM3KfKEv0kKsrzQda+GqRYicBX97rCT7mxA1lRD0Y1njB0qOY6u6pvAogq8tHQjdQJ9kDaHs93Kc48W+c4FMOl9If9xK9TX8QamzB154deYPbKJ43ODz4tg5ErFO5TFXAlwuL8GKxoJg6XwPustTb2WKRmg6i5adXC72zCOlJJ2JwZpTit947clw5gklPRYefhb+9+4hy10ePw2NqxdsNgmgrn5lsZ3wY6LrLjzuEKk9LaXZ4UTRBBMRzdQ0XU2f9PQNGOoCOBJaO3EZXib7x1DCqo0L+r1SCqTMZy/rq1U2aTSWNMHiOV4TeOox8Ojz4MiSZn769bjUtN78fi/N+UApk8ngdpdl9OcSUjpEevYRCNbmfYYOdSROLgONdcVvums/PPsyvP31UzuCvhjc/kd4eSvYNoFQPYFgLZqmI1E3/vl+sRqPeKwDoeklkz7QDRO6IiXZ14Swnbya9kTEQAWG7sZq7x7qD9fVC5aNyzuFaTcpSaeimG5fSTqXFiq2lZ+qOvbIsWtwIlE40A5rpuZDOK1UBOH158Mjz5GO9OE4Nh7v5GU2hrMQHqhL8gqklNx5552cd9551NbWUlVVxdlnn81dd901Yt27776btWvXEggECIfDXH755Tz11FMj9veVr3yFuro6fD4fp5xyCs8999yQdSzL4mtf+xpHHnkkbrebcDjMeeedx//+7//O+zTf3Ee5i8/3eedSIYSGMAyIT2IqsjcKW3ZPaXy5pwU+/U20DTsIVzRT27CSyuqlmG4/hsuDy+UpyutrvtLfjl0qDMNUN7qZoKcPHnoGUukJK2m7XB5VKNzfaWnbsLcVoelTLsS2rUy5BnEcCnWJB3uQT2VmNtieCmtPhpXLyWbi5Mpio0MoSaB03XXX8aY3vQmPx8NNN93EZz/7WWKxGFdddRXf+c53Cut9/etf5w1veAMAt9xyCzfddBN79+5l7dq1Q4KqH//4x9xwww1ce+213HHHHdTV1XHppZfS2dkJqEDq9a9/Pddddx1nn3023/ve97juuuvo7e3l3e9+N/fee28pXlaZMdA0g8ZFa0r61DHf0XQTovGitxOnrkF8/oOTHlf+5q/w2e/isjUam44hFG7E6wsv+OzRaFTXrqCyeknJ9qcbJqQzyGIlH4rBtmHDNnjsBbS0hT9Yh2uCRdiGK2+cet+T8Mhz8OdH4EA7puljKnOQQmgEyoKy42L065G1dIy9UnMdnH/qzBzQVNGE8p6rryaVjJSkMWKhIOQU0y8bNmxgzZo1vPvd7+a2224rLI/H46xevZre3l66u7vZvn07xx13HBdccAF/+9vfCu3UiUSCU089lZaWFrZu3UptbS1r167lzDPP5Ctf+QoA2WyWZcuW8YUvfIGrr76a3/72t7z1rW/lS1/6Ep/61KcKY9q2zV/+8hde//rXj3qjWLduHSeddBIeXxjTnPtTRuGqRbN9CKPiOBYdrZsJVy0uB0uA4zjs3/sCvOlixKVri9pWPr8B/voo4oZrJjW2fPenAWhafNysG0fONj1du9A0owSeb4p0KkpH6yb44kcQTZOYVp0A8r2fhWwOtyeE2xOg2ADHcSwy6RhSSgzDxDDceSHYyQdKUjok4l14vKFysHQQ4rGOAXXrfiPj4bR0KM++cydRvzhbZLLwwNO4hInXN3dkDWw7Szx6kKB0GplyRmnbtm2ceeaZ3HjjjUOWBwIBTj31VOLxOJFIhO9+97tYlsXNN988oDkD+P1+PvvZzxKJRLj99tsBSKfTVFcPaMuYpkkoFCKVUunARx55BIALL7xwyJi6rnPFFVcckk/TM4vANMsWB/1k0lGlXbNmEqq7QX+hEFQ6k5jqCAUIBOsO+SAJ8gakk7LsGB2Xy6syNus3l2yfI7DVOZ9MkAT5Vmyf0sYy3YG8kvHUr3+qpm3+15ZMJ449gdIDtzl6Z+Jcxm1CwFcuYRnElO90V155JVdeeeWI5ZZlsWHDBpqamqirq+Pee++lrq6OU04ZGVlfdtllaJrGvffeyyc+8Qkuv/xybrnlFo455hiOOuoofvrTn7J7924uvvhigEJx929/+9tR91dmehFCo7Jm2WwfxpwhnepTBZF5TZKiOGIpHL4Eee1NkEgN7Xd675sQ43XErTmS9AuT8JhbgARDpe0u0g0XgWAt8T89hFx7EiI4DVnouiq0zj5K1q5XAoQQeH3h2T6MOY8/WEsi1gErl429UlWF+ppvpDLlB+FBlPyRoa2tjQcffJArrriClpYWfvazn5FOp9m5cyerVo3unRQIBFiyZAmvvqr0Jq677jouuOACLr/8clasWMF3vvMdbrvtNg477DAArrrqKoQQ3HLLLVx00UX88Y9/JJMpy+3PFNKx2bfr2ZJL389XUpkoHLdycpnMR56D99wAiVGKJ49dOf72fTEMraygDNDRtpnuju0l3WdFZV5P6U8PlnS/BXr6MOZYZ5mUkmikhVyJNHUWKrruwjC9sHM/WGPU8+xpKXj4zSuqK8hZGSYiVXEoUPJAadWqVVx44YU8/vjj3HbbbVx88cVEIhGklITD4TG3q6yspLdX3Xjdbje//vWv2b9/P88++yytra287W1vK6x71lln8a1vfQuPx8MDDzzAlVdeSUNDAx/96Efp6ekp9UsqMwyhaVTVrpgXdV7TjWVlsNLJyU27AaxaAf31L9f/B+L2Lw58jSNeKbftgS27cZclGgAIVTQSCE0iq3cQdN1FqKIJHngG2dZV0n3LJ9dDJjvnTIqFEHh84bKFyQTweEKQs2DH3tFXqKkcaTEzH1i+CGlbWFZp1LrnOyUPlH73u9/xgx/8gOOPP56rrrqKT3/60xOa65RSjlivubmZU045BZ9v5A3jgx/8INu2beOLX/wiJ5xwApFIhG9+85sce+yxtLe3l+z1lBkdw3AjtHINg23lizmrwpPbgdetdFYAcdjEi5Dlvjb4yk8wDW/Jp5zmK7phTsvNPRRqQDdc8Nu/lWyf8qFn4Ed3YJhe1eY/x9A0o1zrOQE0zcBl+mHHvtFXMHRlZTJPKb8HFCW/073mNa/hfe97H4888ghnnXUWX/7ylwtZnkgkMuZ2kUjkoBmn0Vi0aBHXXXcd69at4/nnn2fNmjUcOHCA66+//qDb2VYOy8oQ62tVXSOZOPGoulklEz2FKaV4tJ1sJo7jWMT6WrGtLLlsklhfKyBJp/pIxNVTZiLeSTrVh5SSWF8ruVxqymNIKYl076WjVdWgdLRuItKzD8dxOLBnHclED+l0jAN71mFZGaJ9bbTufwWAro4ddHfuBKB138vE+trJ5dIc2LOOTDpOIt7NgT3rJjnGBjpaN9HZvm0ax5iJ1zH1MZKJbvWmuuU25AsbkVt3Iz/6ZWR3BHnvE8gblDyG/NHvkD/7vfr+v7+JfOBpZEc3fPqbhfel/OiXkbaNvOPvyG/8r1r2tZ8h77oPmc2p3//5YeT/uwGu/zaaZuDzVtDeumle/K2mfYyWjXS2by35GH29+9HQ4cVNyM99b+j5mMQ5lx/+IvziHtyeEHZOlQxM97WkmOuVbedIxrsKHUZz6Zo4F8eQ0lFZJcuGFzbCi+rzyINPK+mHx9fBPx5XmmkH2tX3UsKr2+Gpl9S6T74Im3aq4v5/PA6tndAdUd+n0ioQe+hZte7wMXbtV1P3pRzjla2AyqjOlfORTkaYLaatWksIwVVXXcUTTzzB888/z/Lly9m8efTukUQiwd69eznvvPMmPd5JJ53En/70J5YvX16odRoLTdPQNB2X6UcITT2FmiprNfjpzmX6CorGLtOP0DQ0kX+CQOlo9Be8uVze/FMYuPIdYYXtpjCG2xMsdDR5/VUqkyPAn+900oSGP1iHJnSlnxKoUet6Kwpqsf5gDabbh6bp+IN1hfH8wbpJjeEP1ODzV5JJxRC6Pi1jzMTrKMUY2XRcOYSffSLUVamOkXNOVh5KS5sKXU0cc0TengJlWbKkEbweOPskuPcJtfyck9VxHLlM7QvgpNUqfa9p6vf729VFGQiHmvPihGJe/K2me4x+b6npGEM33MQTXeSicThs8cD5KPace9zgcqFpBhWVi4j0qEzETFxLJjqGJnQ8vnBBR2euXRPn2hiGYWLlUkqctK5qQKV7cSNUBGDFYujoVu8TTQzYnVSHB7JNjbXgy3dZLm1Sy3VdfW8YqnOuf8ZlxBhB5TG3tKl0YwiB0JTMxFw5H7PJlHWULr/8clKpFA8+OLLY8eabb+b666/nt7/9LQ8++CA//OEPee655zj55JOHrHfHHXfwlre8hS9/+ct88pOfnPSxdHV1UVtbyxVXXMHdd9894vdlHaXSIB2HWLQNr69yQZusToRIz16iWgrxjf8qelvpOPBvn1E/vOufEOefdvD1d+2HG28t/Lx4+anl1PggEvFuhNDw+adH+6Wgq/TeNyPOPL7o7aWUcM9D8Pv7qW04Eq+vkkjP/tIf6FSRkkwmrhTdy3VKE0ASi3Uiw371wDSYvhh09Kju1gntSqrsTjQBfXFIJFXXXHP9SMPd6SKbg3ufxDS8c0onb17rKB199NE89NBD/OpXvxqyvLe3lx/96Ef4/X4uvPBCrr32WnRd59Of/jTOIL2YRCLBjTfeSEVFBVdfffWExvzoRz/K7373uxHLf/7znwNwxRVXTOEVlRkPKZ1yV0weITSwJmnlcmdeQV7Txg2SgCFBUtOS48tB0jCS8e5p7cT0eEN4fBXKdLhIpGXBT++C399PKNw8p4T8hiPzFkV22aJoggg8nqCaxuodZnnTF1eCk2ORzamps/WbB9TV73sKnnkZtuxCa+mGl7bA3x6D5zZAe/dA1qcf2x65bCps3Q22ndf2KgMlmHq74YYb+Mtf/sI73/lOHnzwQU477TTa29v58Y9/zIEDB/jJT35CdXU11dXVfOELX+BTn/oU5557Lu94xzvIZrP88Ic/ZMuWLfzqV7+irm589du+vj7++Mc/8s1vfpOLLrqISy65hGAwyGOPPcavfvUrXvva1/Kud71rqi+rzEHQdINFy04ef8VDAaEVpsKKpn9a5oNvB0BGoohwaNRVZTZX+L556YnljqRRqG2YXuNRKR31cBCJFbddLAHf/gVs30d17WH4gzXTdISlQQiNULhptg9jXlHQHBoesCxpVF/DyeZUQLLrADgOQnehawa6GUDXXWi6kfdnFEjHJptNkm3vQbZ0qKm8wV22f35EjVGK7rp0BnbsQ9NdCLHw/SEnypQDpUAgwBNPPMEXv/hF7rjjDn7+858TCAQ455xzuOeeezj22GML637yk5/kiCOO4JZbbuFjH/sYhmFwxhln8IMf/ICzzz57QuNVVFTw8ssvc+utt3LnnXfyuc99jlwux8qVK/nqV7/Khz70IQyjLJQ1nTiOTXfHDkLhRtyeeaY6W2KEEGNrqIzH2Sepi9xd96pA6Pu/QX7lPxH11SPXvV8ZRzc0rykHSWMQ6dmPpumEwqPcmEqAlI5yjF8xsSlxaduqePa2P6D1JahtXDUvPi9SOqQSvbg9AfQSKp0vVKR0yKTzwbNvWAdjRzfsboFT1wzeQBVY98UwTT9udwBxENNqoem4PUHcngDRvjbYuQ8aa1Tt4p4WtdLe1qkHSsk0PPYCaPqcznjOBlOuUZpPlGuUSoPj2HS1b6eismleXPink97uvcRyEcStB++0HAt535Oqw6SmEh58Bj78r4hhFzz53Ab43q8IhpuoLJGP2UIk0rMvHyhNXzakvW0zmWQfvP8tcNqx6qa3YbvqbOqJqOLZqgrVhfT8q5BM4fL4qa09fFSbmblYoySlQzLRgydfxF7m4FhWhmS8S9UhrT5s4Be2rd4D7d1gDnq4kRKyOfyBmuL/vlISj3fihLxKf+3VQQKrY/nNTZT1m2FfG4FA7cyqckuJxBk3gzWbNUrl1EuZotE0nbrGCahGL3CklCSS3bB2HJuRgyBecya85kzkw8+pBd/6P+Txq2DNkaqos60Lnn4Jb6CacOXcDJznCqUywz0YgUCtCpR+8Ft4+DnVYt0Xw3D7MF1e7JYIlp1DIPB5wviaD8Nl+uZVPZkQGv7A3J4enEvo/UFFW5cKkitDKlB+4VVIpvMP5YPOvwDdP8kgVAg0zcDpjY6sh+rshdpJZoIsG/a1Yrpm3sMzkejGtjJ4/VXKX3EOUg6UyhSNY1u07H+Z6trlh3SKNpWM4OSyU3IGl0+sg9/9A776cdi4HZ59RT3Zrd+M0A0M04vbV0Nl1ZJ5dbOdDTrbt6FrBlW1y6dtDH+gGp+/ilSih77dbZimj0DTEky3f8GcHykdYtF2fL4wxhy9cc0lhKbjD9SQSkVxnnm5sFzTXbg8IbKZOMGK0k0Huz0BJUcwnO17Jh8odfWCI2fFCNkwTGwrQyrRQ9blwe8fpfRglikHSmWKR2gEQ/UYxtxTFJ5JEvFOWNyAWDqFqZ7merjgdITpgmvehowlcO1oo75pNUJoC+bmOxP4fJUzohYvhMAXqMYXmHsX9NIgcLtnPrMwn9ENN4FADbadwxmkP2XbOUrtl6brJqFwU742Ko5lZXDsnJIhuPcJeO1Zxe904w403YU5C3ZIbk+QbCahagBzaaR0ZiVgOxhz62jKFJir9UmgbhRqfn1ueVTNJLaVJZWMTCmbBEB9DZxx/MDPa44kl02SiHWWg6Qi8XhDh3zNXClQYoG+gxYYlxkNga6buFze/BSSyFucHNyzcbJjCaHj8VYQCNYRDDWg6yakMqpzrViSKVwu7ywFKALfoCxSrK+VXDY5C8cxNuVAqUzRSMemZd960qm+2T6UWcFxbLq7dil15sFBzmR4ej3819cHfs4rPKsn0TLF0NW5g96u3bN9GPMeKSXxaDuWNYkbbpkh5LLJgmXHdCI0Hbc3/5BQbKCUSoPtzKp35/CH7oIempQ4jkWps3LFUs6tlikaoWnUNa6apieluY+VSyvfocvOQUzV8PL4VZCXA5BSwm//hsjZBOvqp36ghxiVVUsGrB3KTJr+qcWyDMXUMVxefPrM3GZ13UTohuqSPWWNsiTpJ51RwpUrl6vlnT3w5Poh28/2VGuwojHv7aZIJrqxbQvpWJjuIC5z9ko9yoFSmUlh2zkM6Yy/4gLEZeb9kqomJ+8vM1lVPNlYq6wKNu1E7m5Rarx7WqisWX5IT2tOFsex5lxtw3xFOg5Sk+W4c8pIZVU0Awih4fdXE493KZVvjxua69R16rkNaqW2LuVVuEN5DOq6ienJi1zOcqAkhABNh6UNEPBj7T4AwoBoHKHN7huxHCiVKRrpOHR37KCm/giMQ1BnRQgNl9tPrl/srVh+/id4Yp0ypLRV4afQdUx3gIrGo/B4R1fnLnNw+iIt6JpRrlOaIlJKUslevP6qWb95znesXJp0qm/Gsu+aZhAK1WPlMuRyKXK7DsCOfQhNRyDUNNaOfRguL15feM48WEjpqOk2x4ZFDSq487ph9wGIKrNdOYsP5uVPQZmiEZrOomUnz5kP2Wygawa5tq7JbdyqRNMC/hpcpg/T9C2o9vLZoq5+5RC5mjKTQwhBsKKx/H4sAabbPwslCgLD5cFwefAisW0LTTMQQtmh5Kw0puljLn1YHMfGyqX/f3tvHidFdS7uP1W99+zDLAz7oqxuCLggoCIKQsQYiTG5Xpfr9cZ7Y8z15qdfTEzMRoxRkihZxHhjjIrXXWNwN4pLoqiogIDIJsvMMPvSPb1Wvb8/aqZhmB6Yme6ZXuY8fOozQ9XpOm+dqT711nveBew2ME2rxMv7m9B0Gw5XLrpuxzDCKZNv8D7pFH1GxKSpYW/aRSYMFIYRIRhs6VXJgE7m9/ISHK4cikvG4HR68Pvq1EMpCfhaa/D76lMtRsYjIgQDLSqgIAkY0TDBQMvRG/YbGjabA00DEQNNt3VNgJliotEQIgY5eWVopgYbtlmFgkXIzS3B7embi0MyURYlRR+wqot7cwZnskl/a501z8yZ3qP2snMv/PQeZNpkGDsCPt+Nrd3B04iGD9aJUiREONymloqShBENISl0ns0WTNPASIPowUgkSMDfYOVKcnoRMQlHAjjsLtyewpTJFQ75YtHTus1hlXex22DHvvaM9umRokLNKopeo+t2KkYcf/SGWYogYJjw7eVW0Oqffnbk0Nr6JhDBtmkn5ifbcLpyyM2zotqyO3HhwDKkdFyqRcgKNE0nN19FXSYDh9ObHtHB7dH1psdB0NdsBaO4nUTCYVKlDouYlmXepoNhWkkzIVaaxZWXPi/iaulN0WtMM0r1/k2DNo+S+zBn4aPmHzGtWcpp95CTV0r50Ekxa1ybv4Hq/Zv6Rc7BRkPdLpoa9qZajIxHxMTXWkM0Gky1KBlPJBLA15qaQq6HYne0B9342uD8ObBoLkQNpB8yh/eUULDVUtjOnQXTpwCWVcnu8JCTW2JZmNIEpSgp+oCG0zl4Sxy43HkMH9WLQrhDrQKjgbZGfE1VVr6kdnTd3u4zoEgUu8M9KKMw+wPLr0U9HhJF0/S0yEdl/S3b/ZIMA7bsgEg0ZfKIGITDfitVgQCbd6DZ7LFain0qGNyPDM4nnSIhNE2nqGRMqsVIKaGQz/rl6ouP3thx8GtWeFhxW5c7T4WzJ4m8/KGpFiEr0DQNj7cw1WJkBXa7E3ua5ETLyS3BH2iAl/8R2+dIQfSbaURoa2sEXQOXAz7aDMEIOXmlaeOTdDjqlUHRa8Q02Ltr3cE084OQaKTdQTM/9+iNH3oOm9PN0BHHk1/YuYq4r7WGvbvW9YOEg4+a6q3U12xPtRgZj4jQ0lRJJKKW3hIlHPLT0tTHfGtJxmZ3kptjWbfRNLw5xQP6khYO+Wnz1+NrrcF02a18SZu2W8V8xURPUyUJlEVJ0Qc0Xae4dNygXjKKduT02LkXTpx45MaVteR4i9tzl3TG7c6nWDkhJ4X8ggq1XJQENE3D7S1MiyWjTMdud+FOI+ucrtvJLxyGiAzodyUUbLF8kooLYEg5TBwDb7wfO+5y56VTxoIuKEVJ0SfsdldKiyimmnDIb/1SXtJtG3ljHbz9ETS1YC+JH9mm6zblV5MkbHYnWjrPthlER4JCRWJomp6GvpzagP5t2/wNRCMBmDTWqjUHVkJJXxsebyGODHjhHrxPOkWfEdOkpmrLoMv/IyI0Neylat9Gwh3XXhB/6U3e2wB/fgZ3ZTNFJWPw5sZXqNraGqmp2tJfIg8qGuu/oLlxX6rF6BWFxSNSLUIXRIQ2Xx3RaOoyIWcLkUiANl8fM/hnBWIpSXBQSQJruQ3Szmm7O9JN1VVkAJpuo2LECYOucGs0Euzsb2DT0aYeE7/xs3/H4fJSWj7hiG9vOTlDcLtVbbdkYOVRUlaQRNE0jdy8MjQ9fX1GMgWH0zuoLcaHRvjy5odw7ChobYOtO9HtzjS0tsVHWZQUvae9aKYxyN44q/Zt6Lzj+9/svvF5ZxAJtdHSVGnVMOqGaDQ0qJ3ik0ko6Du4JKroO2JlchbTSLUkGY9pRge1U7ym6bg9BbjceeitAVi3EbbsxOHwHnQszwCUoqToNSLmoIyK6ZKteOwRlk3OnAGzT6a5aT+V+zZgdvPQCYfbaGmqSqKUg5c2X71SOpOAtJcoMszU5dnJFgwjMuhcFA7H6crF5c4nN7eEnLxS8vLLrfQTGeQDpxQlRa/RbXZGjJkx6Gq9FR+eO2rlw9221TTNyrG0cLZVv6gbcvNKGTGmZzXjFEemdOgEVcYkCWiaTn7hMBwOT6pFyXiczhzyC4elWow0QcNmc2bkkq5SlBS9xjQNaqu3Dco3pZLyYw/+p6n7quASjsAfn4AX3iKvoAK9m8kh0NZEbfW2ZIs5KGlq2Kesc0lAxKTNV58WxVwznWgkSJuvPtViKBIkMzypFGmHHMFKks24DnW8vuXa7huufBg+3c6Q0vHk5B15LV5SVGsp+xBSVbcq21D3ZPJQY5n5KEVJ0Wt03UZZxVGSLGYppnGIA3soAp7OES1S0wCPvgAbt1FcMvaoSpLHW6jKRSSJwuKRqRYhK9A0nZxu0lkoeofd4cbucKdaDEWCqKU3Ra8xjSj7vlg/KB1nQ0HfIf+JE/W3ax98+ClAjzLy+lpr2f/F+iRJN7ipPfA5DbW7Ui1GxiNi0tJcdTD/jaLPhMN+WpvVcnCmoxQlRe/RdPLyy7HbB9+bUqe3w1f+0emYRKLw6j8By5epJ8UwnU5v12g6RZ/weotwewtSLUYWoOFy5WRMjpt0xmZz4HSlf+ZpxZFRipKi12iaRk5uyaBLOAng9hzio7RmLdJyiIXp/U3w+RcUFo/Cm1Pco/PZHW61zJEk3J78AS3yma1ompUoMROjk9INXbfjiFPjUZFZKEVJ0WvENKjc+zHBQHOqRUkJnSxA1//84O91Vlr+poY9PXZ29/vqqNz7cRKlG7zU1e6gsW53qsXIeEQEX8sBoirqLWEi4TZ8LQdSLYYiQZRtVdFrNF2nrGLSoH1TOtyULi+9DR43vPNRbF+br/6ojtwAHm8RjorBt4TZHxQVj8qoJHbpiqZpeHOHYLM5Ui1KxmN3ePDa1GM201F/QUWfMIwIdjFTLUZK6FK76ZHnD/6uaSCCpvfMWCtiYhgqA3IyMM0omqaM5MlATBPRRemdCSOIOTjnyWxCzSqKXiOmSX3NjkFbV8vlziM3f2j8g0MKYVgZzc1VPVp+Cwaaqa/ZnlwBBynNTZW0NlenWoyMRzpqORqRVIuS8UQjwUEZHZxtKEVJ0Ws03caIMTPweAdXCZMONE2juGQ0FSNP7HqwrhGuuJBI0EdV5SZaWw50W+cNOkqYzOhHaQcPZeUTGVI2PtViZDyappFXUIFD5f9JGKcrh7yCilSLoUgQpSgpeo2ISVPDXiLhtlSLklIcDjd58eo4vb4O/uvrRKeMprH+C/bv/Yimxv1xzxEO+Wlq2NvPkg4OfK01+FW5iIQREYKBFmVRSgJGNEww0H2pI0VmoHyUFH3Aqi4+2IrixkMjjhPHu59YW44HxPJRMIw4ySmxJtLBWDOvPwiH21TunyRhREOIU1mUEsU0DVUzLwtI+1klFArhcrmO3lAxYOi6nYoRx6dajLSgsHgEhcUjgA7H7AhGNIJhhC0lKk+3kvd1E/nizR2CN3fIQIqctQwpHZdqEbICTdNVEtQk4XB6B210cDaR1KW3YDDI2WefjdPp5LXXXovb5tlnn2XOnDnk5uZSWFjI4sWL+ec//9mpjYhw++23U1ZWhtfrZebMmbz//vud2kSjUe644w4mTJiAy+WisLCQs846iwceeCDjC7Z2PHjTFdOMUr1/06DNo9QdmqZjt7twuXPx5hTjySnC4y3oVkkCaPM3UL1/0wBKmb001O1Sy5hJQMTE11pDNBpMtSgZTyQSwNdak2oxFAmSVEXpv//7v3njjTf4wx/+wDnnnNPl+J133smXv/xlAFasWMFPf/pT9uzZw5w5c3jyySdj7f74xz/ywx/+kG9961s89thjlJWVcf7551NbWwtYitQFF1zAzTffzOzZs/nd737HzTffTGNjI1deeSUvv/xyMi9L0QUNp1OVOEgGum7H6VQlDpKB3eHumrpB0SdsNodKtZAENE1X+aiyAE2SZH557LHH+NrXvsayZcu47bbbuhzfvHkzJ554IvPmzeOFF15Ab88z4/f7OeWUU6isrGTbtm2UlpYyZ84cZs2axe233w5AOBxmzJgxLF++nKuuuopHH32USy+9lNtuu41ly5bF+jAMgzVr1nDBBRegxUkAsn79eqZPn47bW5jWD6d0tygdesvEG2dFz+kYSzWOiZOpY9nUsC/VIhzGoY+EzBrL9KNjLNU4JophhPG1pMY6l5RXhh07dnDNNdewdOlSfv7zn8dt89vf/pZoNMrPfvazmJIEkJOTw6233kpTUxN//vOfAWsJb8iQg34bTqeT/Px8AgGrmvXatWsBulitbDYbS5YsybiJMtMQ02DvrnUqP0gS8LXWsHfXulSLkRXUVG9VOamSgIjQ0lRJJKKW3hIlHPLT0lSZajEUCZKwohQOh/na177G5MmTeeCBB/D74ychfPnllykrK2PmzJldji1atAhd12NLZosXL2bFihU8//zz7Nq1i1tuuYXdu3ezYMECgJhz96OPPpqo+Io+oOk6xaXj0toqlym43fkUKyfkpJBfUKGckJOApmm4vYVqySgJ2O0u3N7CVIuhSJCEFaVbbrmFjz76CLfbTVlZGXl5eYwZM4aVK1fG2gSDQXbu3MmkSZPiniM3N5dRo0bx6aefAnDzzTczb948Fi9ezLhx41i5ciX3338/48dbyeSWLl2KpmmsWLGC+fPn88wzzxAKqRDMgcRud/W4TIeie3TdpvxqkoTN7lQP9ySh63ZlmU8CmqYrX84sIKEn3YYNG1ixYgV2u53TTz+d//u//+Ouu+5C0zSuv/56vv/97wPQ1NSEiFBYWNjtuYqKimhstJZyXC4XjzzyCPv27WPdunVUVVXx9a9/Pdb2jDPO4K677sLtdvPaa69x0UUXMXToUG644QYaGhoSuSRFDxDTpKZqi8r/kwTa2hqpqdqSajGygsb6L2huTDd/n8xDRGjz1RGNxs/9peg5kUiANl9dqsVQJEhCztxXXHEFf/nLX3j++ec5//zzY/sbGhqYPHkyjY2NfPHFFwAMGzaMJUuW8Oyzz8Y917Rp09iyZQvBYM/Xxfft28eDDz7I448/zkcfWZXbhw8fzocffkh5eVcTfMyZ21OI0xUvt4VGZ+e7ng5NX9vG/1xBUVdnbk3Tepz24NC2ff3ckRARjGgI3eZA12390sfhbbO1D9OIYhgRHE5Pv/XR089leh+RSBANDZvd2W999Md1dFbukjuXHP1zXRGxUoBY3229X/rovm129SGmiSkmtiOkCMmE60iHPoxoJHWpFiQBhg4dKjNnzox77MYbbxRAHnnkEWlraxNA5s6d2+25xowZI+Xl5X2W5YMPPpDjjz9eALnmmmvitvnwww8FEIfTK97cIQJIbn65uNx5gqZLfuFwsdldYre7Jb9wuIAmLne+5OaVCSDe3BJxewsFkPzCYeJwekW3OSS/cLjoul0czhzJK6gQQDzeoj73UVw6TgAZOfYUyc0rE6crR0aNO1UcTq/k5pfLiDEzBJAhZeOlrGKSADJs5ElSUDRCdJtDRo07VdyeQvF4i2TUuFNF121SWDxSKkacIICUVUxOqA9Nt0th8UhxuvL6rY+BuI506SMnrywrriPVfdhsTnF7CjLuOvpzLunTfJVXJja7S0BLmzkxU/twOHPE6crJ+OtIhz403d5n/SBRElo8bWhoYO7cuXGPjR49GgCfz4fH42Hs2LFs3bo1blu/38+ePXs466yz+izL9OnT+etf/8rYsWNjvk7doet2dN2B21toJQl0uGPryC5XbiyS0+MtRLc50HSb5dyo29HbfwdwOr2YYlqf8+Sja/pBR0i7E9D61IfLnRdz8M3JK8FtWP0VFA2P5TcpLh3Xfh7rd91mx+MtxN5eyDKvYCgdLgZFQ8bgcHmx2R0Ul47D4XBjszv73Iduc9DcsIfc/KG4PXn90sdAXEc69JGTV0rAX09+YUVGX0c69GGzO0DTMu46cnJLMKLhfplL+jJfoWkY0TBOV06/9ZGO825/9GGYUcJBX8ZfRzr0kUpfr4SW3o499lgKCwu7ZM0G+M53vsPdd9/N2rVrmTt3Ltdeey2rVq3i/fffZ8aMztXSO3Iw/eIXv+D//b//11dxqKuro7S0tNslPpVHSaFQpCPpl0tJoUgvMjaP0le+8hU++OCDLuVKduzYwZ/+9CcmTJjAGWecAcC3vvUtbDYb3/ve9zBNM9bW7/fz4x//mIKCAq666qoe9XvDDTfw+OOPd9n/l7/8BYAlS5b09ZIUPcA0DWqrtyln7iQQaGuitnpbqsXICpoa9tHSVJVqMTIeEZM2X70q5poEopEgbb76VIuhSJCEbFnf+973+Otf/8rixYu59tprOf7449m+fTt/+MMf0HWdhx56CJvNBsDxxx/P8uXLWbZsGWeeeSaXXXYZ4XCYVatW8dlnn7F69WrKysqO2mdzczPPPPMMv/nNb5g/fz4LFy4kLy+Pt956i9WrV3PeeedxxRVXJHJZih6QgCFScRjSYwdIxZEReu5MqjgS6p5MHmosM5+ES5g0NTXxk5/8hKeffpr9+/dTVFTEeeedx6233soxxxzTpf1TTz3FihUr+Pjjj2NpBW655RZmz57d4z5bW1v5/e9/zxNPPMHWrVuJRCJMnDiRyy+/nOuvvx6HI34uFbX0plAo0hG19KZQHJlULr0lrdZbJqAUpeRgGlEq921gSOlYPN6iVIuT0fhaa2lu2Mvw0ScDYBgRQDtKOLEiHrUHPsem2ykuHZtqUXpNOilKIiatLQfweguxO7qmrVD0nHDYTyjQQl5BRapFyXhSqSip2VjRezSdvPxy7HZ3qiXJeJxOLzl5pfhaa/G11hJu9/saPvpklWW6l3i9RSpbfFLQcLlyVEbpJGCzOWLRg4rMRX0TFL1G0zRyckvQldUjIYLBVlqaqggGmqwsf4cQCbdh8xSkRrAMxe3JJxaPr+gzmgYOp7c92aQiEXTdjsMZL7mxIpNQ3wRFrxHToHLvxwQDzakWJWNpbTlATdUWguFWS0kqyAVNo2zYFEaMno5bKUm9pq52B411u1MtRsYjIvhaDhBVUW8JEwm34Ws5kGoxFAmiTAKKXqPpOmUVk9SbUi8xTQPTNGhtrqa1uQpsNohGQdfR/WE8uSW43XmpFjNjKSoepSxKSUDTNLy5Q7Jg6VeIRsOxBKGpwO7w4FWW94xH/QUVfcIwItjFPHpDRYzGui/w+2oP7jAM66dpkltQSkHh8NQIliWYZlQtFyUJMU1ElwzWOwW/vx4jEkLTbXhzirHZDtYANIwwIoLd7sTXWouu2/F4CtB0W9LlEFPNk5mOmlUUvUZMk/qaHYRD/lSLkhGICIG2ZoLBFmvHJQvBZhUc7XD0dDo8aJn7VEoLmpsqaW2uTrUYaY2ISTQSJBIOYBoR4uWdsu7XxvYIzMzENE2MSAgmjkHyPPhba2nzNxDwN9Dmb7D+76vD11qLaUSIGiF8/roenVvEIBoJEgq2EI0cuYh7NBIk0NaYjEvq6B2VK2zgURalNCPdUwMAaLqNEWNmqLf3HhCNhqmt2UYk6IdRFXDpIrQp45GTpyAPPEN4y05Kh07E017TSNF3ysonxmpHKToQopEQ0WiIqBHCjHZVfhxOL253fsyaomkaeQUVaaO4ixgY0Qi6zYHeU4tPh7W7IA+OHQNbdhBtaCGmZBSXwJBCzC07IaLDsFJk5z7a/PU4HF7sDlfc+c2yUrUrR5oGIrg9hd1GtjldOUdxURBL2dI07HYXHTewaUYJBJoxxQARREzLl7E96EOz2bHpDux2Jza7qz2dSHr8vbIRpSgpeo2ISVPDXnLzSlXo6xGIRkM01e+1lKT/uhRmHh97+GhDS5Cbrobv3EZj/R6lKCUBX2sNmm4jN6801aKkBSImphmlzV8PTgeUF0NJIQwptP7f6of6JiKf7yHScgBvTjF2hxsRIRhowenydlquGmgi4TZCIV+75ctCs9mx25zY7W5sNjtRI4wRCRM1w2iahoaOrtmIRAPgcFiKkk2H446N30lFKZgCkQi4nET3HSDa2hBTXBwOD3aHG9M0CIf8lpI0cQyMrACvGzZsI7h7P+FIGw67C7vD00lpMaJhwuEALncuoWArAtjtTqKRICKCIJjRMAA2u6tdYdXx++oQpw2GloHd1r7ZrZ+ANLUSbWgm2tIeUKNp2GxObLYO5cmJpnUolR0WKA3TjGJEwzicHpRi1XOUoqToA0Io2Io3RyWb7I42fwOtzQcIBVuguBCmHNPlDV3TNGTkUKKbd6RGyCwjHG4b5Ll/Di7J+DtqtXVYRcaNgImHJeJ0OaGkCMpLYO37RCPB9mrvYERDiHPg86SJmBhGBCMatr47ACdOtORs9iG1DURqGoi0NRz8UF4ODCm3yioFQxiBEBRVwNRjwNGD+0HXrLGYMMbafG1QWUN0/wGiLYcsmzkc1vGJYw8GDZw4EYoLMCtrCNU0WPUvdRs23YZgWYYwTSJhvyWLYRINt1kKnHXBcNwUMEyMT7dbPoyaBh4XzD4ZPN38DUa3/zQMaGyBxhaMhmaM+ibCfh9gKZWapmNGw+h2Jw67K1af01KUFD1lMM8qij6i63YqRhyfajHSGr+v/uBEv/w7aB5X/IZNrXhzigdOsCxmSOm4VIuQQg46L9vsroMFbR02iALNRyhg7XJArpewz0847Mdmd6HbHETCgXYfHN2y1miatRzV8Xv7ftr3Wy8CfbdSmEYEn6/WUh40zbLYjBwKo4dZ/8/1wvD2eqCBoKXQFOb3TBnqDbneg0qTPwDVtZbCMrTUUqoOZ+RQazNNqGuCA/UYodBBC5DdBl4PDC+3olzBUswOp3wI7DsAB+osC5i7mznjUGw2S4ksOeSltS0ADc1IQwsSCkNhHuaeKkI+6x5wufNR1qTeoRQlRa8xzSg1VVspLB6p8v10Q0HRcAL+Bjj9pG6VJKmug/0HCNt7MCEqjkpD3S503U5h8chUizJACEY0TCQSJBINIkYUcr0YbifUh62H+xnTLEXoSP6/Hjecc5qlFFTVYtQ2QH0TuFyAQDQMUfNglOYRcHsKcLpye3UVphklGgkSDvstBeL0Ey0r0ZF8pDzu7q0tySTHA+NH9aytrkNZsbV1UFkDn38BZ860/n+kpUxNO6h0JYLXY20jDjnPMaNg+x7YvINwJIDN7lCVFXqBUpQUfUDD6VQlDo6E0+nF5c0n1HCEpJwfbAJdx+XJHzjBshi7w42uJTu8e2AoLB7Rw3pvlnN2JBIgEg1aVgyHHUaUWf425UP6LkSOx3qgjh0OGz+3fhYcltfLMC2rSNRo3w75ff8BgtX1Pc7qbflPNRz0QSougMnjIL93ilZa43JCYRrkRtM0OHY0lBQhG7bR1lRvWQ4Pm8MdTg+6brOc/yMhbDYHLncug90CpZ50il6jaTpFJWNSLUZaYJpRwkE/4XBb+9v0oREumuVI2h3vbcTtLqC4JPOKuKYjefkJvokPMCImwUALbf4GDCOCrtu6fcs3oiFCIT/RaNBamnK7LEWmotRSMJIZoWazWb43cY/pllUknhG0KB+qatv9bHRETHTdjtdTGCc/kVhRXTbg5OOgtDj5S2jpQHGBtaULRflw5gzYdwBjxx4MwzxYPilqEPEdkiIh10vU10I0Gmqvo5iZLyHJIAvvTEV/I6bBvi8+pKT82EHvX1NVuRkjHLD8NJorGVoxBd1mJxIOWI6TJ86O+zmpaYC9VdjyStm7ax2jxp06wJJnHzXVW7HpdkrKu4lwSgMOVY7aAk1INGL5l3g9sKeqPfIpD5vd1R61ZqDrNvz+estnZ9xoqCizSt70F5EoPP8mzDwOhpX1/HNeNxx3LGZDc8w3x9h3gFZfLTneImx2aykvGg0fjCA75XhL2ctWvqiETz6DC+elWpLOjCi3tkMxTUveDid/pwNqGzHe30RrSzWazYHd5sBmd2K3u9pTNQwOS5NSlBS9RtN1ikvH4XQOvtQA0WgIXbcjpsGB6q3WZH/8BLj2a8jyVVTt23Cwsd0O0ybHP9GmbQDk5pfjUmVLEsY0jVgod7LO19pcRSDQQnHJGCvkPBLANA083kI0TScSCWC3u9H1Iy8zdascnTkLZh5v5dcCuOfR9sinuk4O2bH7Y/bJPXPwTRSbbt23hX1YEh4/0to6OHY0vPQOfl8dTlcekUgbYhrWdUw4JruVJLD+zt3NAemGrsPYw/L4lRbBOadCdR3S0EykvomIv8k6puk4nB48ngKyXWFSipKiT9jtLrSjPCCyCdM0qNq/0YoqcrpxOXOJmhErIqcoHy3Hg3z3SvjuL60PfOsbcOJENGc39bIqrDd1IxpuTzSn6AvRaIjW5gP4fLWWMzMQCDThdHhxuXJxunOx2RxEwm0E2prQdBsuVy7RaJCWlmoEDbtuQ9ft2GwOdJsDRGhtPYApJhTmUb1vY6c+NbsDm81BNNQGmobTnYvblYvLnY/LnWsp0u25iNr89Z2Vo7mzLCvKqK4JHWVoSSzyyVi/ObY/FGpPVjoQSpJ1hZa/kj0JSy2HXGM46resGKMqkr9cmK7YbdZYZjIupzXPjR5m/T8ShYZmqGsksn0PCHi82a0sKUVJ0WvENKmp2jJol96McJC2cBDmzkD7t6/E9mtDCpHvfxOWr4KC3O6VJLCS1uV6aW2uJhRsUUtvcYhGgkSjISsxn5ixnx2ZikMh/8FkiuedDh9tgeo6QuPLCe2tprWmCgDNZkMMw2pnHBK9dcJEKCkk2uKDJp8VQu9rglAYZp0EF823lpPe32Q55FaUgoC8/A7RukYrkqmukfC23YS37oJqqz+HO4doNNxZOZp5HIwedvRs14dGPtU2wO5KaGiyLDMDhWHA2+t7v/QWD5cT5p1qPVw7kj8OJqrr0nPpLREcdkuhLx8CXjeRDdswzAi6ZkPXdTTNhq7b0HQr+aem2zK+ioMmIkcKHM0q1q9fz/Tp03F7C9N22SgTSpiISCw5XY9LCmQ4IkLA30BdzfaDO//nSrQTJsRt25PyD/LAM+hvf0JZ2YTDnMAHLyImAX8Trb4aQm1HiBi02SzH1HNPtxRWjxupb4JIFG1oiXWuxmbYsdcK0R43EiaNtcLkv6gEXUMbFz+NQE//fod/hpoG+GyXFQ6en9tz5ajjHE+/2qs++w0RK1WA25Ucq9JgJhK1FO/cLP5+f1Fp3fvBEARC1vUeVgjY7nDj9hQkFCltGGF8LTWJStsnlEVJ0Xvai2Z6vEXogyDDq4jJ3l3vdz3wj48gjqLU44fszOMwX1+Hr7WGYteYxITMcAwjQmtzNT5/HWYkbCk255wHE0Zbvl6OQ5L32Wzxx3j7Hstq1K4oaUUFMCNOxNExR86L05caZ5qmHXzLnjuj159PK0yBqlrLgpbND/iBoC1gKREDaREcaA5dlusgaliKUzAELX6i23bjazmA05WLy52HaUSx2R1kynKdUpTSiEywJoGlOLQ0VWJ3eAYsFX6HFUvEjPmSDFzRTo2CouEYRhSbzUGbv55IOGDVzUqEiWPB6cDfWkPxIE63ICLU1W4nFA3AnJPh7FPQRlb0/kTvbbD8QTLFeTZdMU3LKpaXoxSlRGn2WWOZzYpSPOw2697J9VrLz6MrYPsea5k6ZJVYcTi9eLyZUQZLKUqKXqPb7IwY079vzVYIsY9wyEco7Cccaos563Zgc3koLBiON6e4X5UmTdMoKBpBc+N+mhvbkwKeOROWJOZ3oNlsyOknof9zY5+WezIdESESCRBsaybU1gLf+Ve0BJQc7frLkijdIMZhh0VzUy1FdjCq4mBU42DGZrNeDEcPgw3boKqWSLgNlzs/I9w3lKKk6DWmaVBfs4P8woqkh7Yb0TDV1VswwkFrR34uTBplLcWMGw5ut+V02+zD+Hgr9R9vwectpKhoJA6nu5PTYDQaJhoJ4nLn9VoJCbY109pqmYrd7jycrhzc3gIikQCBYAuy9n149xPk3y9Gm5lA3buSIoxwkEi4DacrPf3mkoGISSQcIByyknOGIm1EQv6DvgwnTYaTJiXWx9OvgtuFdv6cJEg8iIka8OGnlhUknZIlZiI19ZZD/imqNiZg+b1FrWAKhzPnqKk10gWlKCn6RH/FABhG1FKSLlkIp59o+Zl0x1kzkY+2EPrLs1Tvt0K4dacbu82JXXcQCDYhhoFmd5DjLcKbW4LLlXtEpanjulpaqgkSJODz0dywF3TdUppcuZSUjEPTNJoa9hF++R9WLpy+MqQQgHDIn5WKUjQSoq5+J+Gg76BSVDYEpo6HMcNi/g1aMup2GWYXJ1JFHzEHTYxP/yKoe/JQIlGobehTTcBUohQlRScMI9Ie3tm9pq/rNsoquilxkCC6rd0MW5B3ZCWpHW3aZGTKeMsPoK4Js66RcH0T4ZoGGDUeZk1DPtyM758f46vcjO50keMpJid3SHtNqoNKk2ka1BzYhmGED1q0OvjqAsLb9xD+bBdUV1p96zbYsRcJhtD6muOmoQl0HU9OZqzV9wYjGubAgc8wcp3w5fNhzHArf1A/5QPSlp7XL+cdKLSL5qdH5JvdZhWmVSROh4O/wqK+CSBpiWEHCqUoKWKYZpSq/RsRMfF6isnJG4LLnY+maYiYGNEINrsDMU0q921gSOnYpDvj2WwOdLsT84+PI396Eq7/V7Tu6k61o7mccNwRylYcOxq5ZAF8/gXmextofW8DrfursLs85HiL8eYMwWZ3UnNgG2EzCMcdA4ck/ANg/ulo58+xLE4H6mHbbmTbbqhvtjLa9gGJGrDmTTSxrjubMIyIpSR57HDzNWil/Z9vS367GnI9aFde1O99ZTWRKLz6T8spvj2CUNFH9lbBpztgYfxSRlmPCFTWWtF/wRDUNYFuywi/pENRipIiRktTNSYmnD8b/7sb8FdtRXe4sNudhA/xJ9HsVsRZS/MBgoEW7HZXrP6Pze4iGg3S1lqPze7A6crB6crpcf4MTdPJyy+3lrsME379AHL/8oQdnTVdt5wJJ45FvvEl2LyD6Huf0PzBpzQ37ke3OawCnTddjXbMKKS67mCiwbHD0doLdmqaZj08hpYkHgb+wSYIBMnJLz962zTFNA1CwVaCgZb2v10Zmq5Tc2AbUTvw/64eECUJgJMnW+kBFImh6zBuROZnlE4H8nK7lgUZLBim5aP1wSarFqZuR9d0HO48MiUtQAdKURqEdBTbNI0ophlt/z1Ca2s1nDsLbekC5OLzYMdezH9+TLjVbzlTV5RCiw+pbUCqagk1txJqaIHG2oPZjjvIz4XWEDREACtCzeXwUlA4/KgpBfILKjCjEVpbqq3lmiSj2W1W/qMTJiBXfBk++Qzz4y1w1ilo7Tl2tKElcMFZSe+7Ey+9g9OTT35BZkbFiGmyf+/HVjRiXg6EI7Q0V1p1ymwCN12Dlmhm594w5RjQM2sCTkt0DUZWgEspnQmT6x2cyvu2L2DLDgA0m528vDIyTTk6FKUoZTHRaIg2Xz2BYAtGu0IkRsQq5xCPIYXwpTOBdsvJMaPiJucTfwC+9VO47htoM45DTBNa/Ja/TV2TNTF0JGKsqoXdlRi799G2fgvB6i2UlU+MOS4bRoRoJIjd4UbX7WiahqZpRI1Qx0Ukd1AOQ3M6rAzKM4/r134OR7bvgV37cOSVUbn348wsYdJh5Vs4B7620MrKu/Z9jPc3wje+hHZ4Err+5t7HrAfTf319YPvNNqIGvPKP5JQwGezsq86+EiZHo6rWsiRh5UpyuXLJZCUJlKKUdRhGlIC/AZ+/nnCgxXLMPO5YK8w3xwNej/UwyfEctnmPXJvsUFxOuOnfYMRQoH1ZqzDP2g4vCzG83NrOmIYsmYd55/0c2LeV0rJjCYf8NDdXxvIjaXa7lcTS5rQSOgLsO2A5AJZkmbPzPz4CwOFwUzq0fxzj+xtN03A6vYTqGizF2uuG8+dYWyq4ZKEquZEMbDar1l1+5kQlpS1DSwbPEqYIfLodduy1Al1sdux2l1VoOsNRilKacKSs3JYfSAvhkN+KSLPZ0dsrnnf8Hg768PvrCbQ1WR+aPA5mnQfTpyQn9LoTYlmQIr2z9mh5Ociyf0d+9QA1n2+xLBJnnwJzpkN9E1JdR6S6jkhlDVS3QQS44Gy0bFOSAM4+FWoaaNr0OZrNTkHBMHLzyzLGyTESDuBrrSUcbrMKf6YDbUErWaIiQQRCERXWngwM0xrLwcDHW2GPVRhab39OZXox3A7UrJKmiGnS2lJNW6CZcLDV0ta9HsssHg7H/9DoYXDGLDjlBLTC5CaC7EQoAvc8Ctd9I5YHqKdoHjdy479Zpv2TJqENb3dkjuPwKKGwFdGWhWgjh8L/dxXy1CvIX1+nqWkfzc2V5OWVkpc/FJs9fa+7oX43vuYD4HHDvJkw77RUi2Txtzcsa+lgKxeRbAzTSjg58zjrb6zoO7UN1tLbiMwN2Ogx7UoSWAVsDSNMJNxGXkHPC0OnK5r0V+bANGT9+vVMnz4dt7cQpzO9kvsdalES06Sm5nNCoRY4YSJMPcZaPisfYoXqRw0r3NJ/yFY+JFY1vb8REQhHwG5Ds2WGBSRdkahhOcL72izl8fV1EI6SkzuE/IKKAaul1xtamqpoatgDF85Du2h+qsWJIeGIFV2T4ValtMilZBhW9FuGP+BSjikgprWcme08/xYOzdEpca6m6T2OeD4ahhHG11KTlHP1lsyeUbIQ0zSprdlGKOyH/7kSbeoxXdpodpvlP5AqH4JwBB5/yQqPV3WMEmPXPli3Ae1fLoBLFyEXnA1vrMP/0jv4923AnVNEfkHFUTOKDwThUBt+Xx3+QIO1Y/uelMrThTc/sPzn5kxPtSSZjWFYuX9GD4MC5aeUEE0tsP8AHD8h1ZL0P5EINo8Xmy19reF9RSlKaYRpGtTWfE4o4of/uQJtyvhUixQf04TPdll5axSJ0dgCn+2O/VfL8cDiM5HzzoB3PyG4Zi3Bys04PXnk5ZbhcHqwO1xJe0s7GtFoCL+vHn9bPdFgm7X8O/skmDUNxo886ucHlL3VlkO5IjFEoL4RKlSyyYQJtCdZzHba/VWzxSfpcNTS2wAQCbcRiQTbHbBtaLoNXWv/qeuARn5hBbUHthEyApaSNGncgMmnSF/ENK1q239bC9u/iO3XHU6GDBmLx1uY9D5NI0pbp8hJO5w8xYqEOu5Yy6Kp6DfSYulNoegNwRC89E7cGm6RSABEDj77dBt9SReglt6ynGCoFbHroJkQ9FtvbIei2/D76zA0E757JdrEsakRtIdIIAi//F/46sL0tXplCPLBJnj+TbQf/lfc45quw0mT4KRJSIsP6hqhpgHz7fXUbv6c0rJjk6os+VvrqK/fZd2jk8fDGefByVPRPP1Tny2ZyF+eBa8bbemCVIuS2USj8M5HVgLP0iyMOB1IKmusOpRnzky1JP2L2wXDywnuP4Buc2C3t88XIgT8DV3b67oVwa3pBw0Imq2TMmW5GqSHj9ygVJRMI4pV1rn//wimEbHyBJ3cnrytwxE6GLLMsoEQjB6G0eqHudPRDs9DlI7oOowePnjyg/QneTmWL0gP0Dr80saNRGZMhd+upvaTbeTmlVg18nQ7us2BzWZH19t/9jBEV0RoaaqkuXGftax2yQK0wvxEr25gKS8Bd/b5Rww4mgYFeeAclI+H5OJyWvnlBgMnT4ZQiLb6enJyS7HZHAjtRoGJY6znX8dzLxhCAiGMYAijLQjBQNx0M1r7/KVrqbViD8qlNwA0HYfDjdPZ7nymQbIUJxGTSDhAJBLAiIasJHjnzuo2lX06RQ71BBGx/JQ0zbJ4KPqMmCaI9Cl6UKJReOhvsG03tPqt6Mc4uW80mx3dbilSNs2GrZNCZf3e1tZAW2sdXDQflpydcsfxviAdtQgz/J5Mi6W3jsdCBt4HacVgG8doFN78EHwB65rN9ioQU4+JW+WhE6YJoXBMker0MxCESNSyqqeAwfnKMGMqNLUS2VtNxHdIsjzNCoe1ymjoaO3/Ou3T2v+PHtvXcdw0IoTD7coRWDmGRoyxNOlsqvfTFoyVMGHGwJb+yDrWvg9/+Svcv7zXH9Xsdrjyy7H/i4g1sbT6obWt/acf8bVhtPoxWv1EWv3Q7LOO+dqs9mBZCf/jq2izpiXpwlLAnfdnRQkT7aL5qVWWIlF4/k1VwiQZfFE5uEqY2O2WL+Nnu6xnXl4u5OdYlvOjoetW3q7ucncZqUuAOjgVpRyvVVZjynhoaLYe/NGolcwxaiDRqJXfJmpY+yPtP6MRa59hWPkx4lGUDyNGWxNMti4DOB1w9cX9UrB20DFpnDWWSUDTtIMTTdmQHn1Gogb428BmQ8v1JkWOlHH+HJWZOxnYdJg2GTJt6TUdKSmyxnIw4XbBiZNSLUVSGdyziqZZVp+ePVM6I3JQaYq0K1kel3WTZDuaBmXF1vq7IjE8rpQ6zGp2m+WPkg0U5lsPeUWCaJb/oYpuTBy7TflyZgFqVukrmma9vbpdllmxKL9PSlKm+ScB1jrybX+0zKuKxPhoC/zivlRLkR08sgaeeS3VUmQ+hgFvr7ciLBWJUV1njaUioxncFiVF3/C44LYblGk+GZxygrX8pkicqy+2/ByygJT6KdltcM5pg8M63t8ML7eW3xQZTXbMKoqBJWpYlpDm1lRLkvnUNVpjqUic7Xtg9/5US5H5mAJVtQcd/RV9py1gjaUio1GKkqL3RKKwZq2aAJLBniorwkiROO9tgPWbUy1F5mOaVpJEX1uqJcl8mn3WWCoymsGZR+nMmWmRBCwj/ZMUCsWAkBb5lBSKdMEwkedeT0nXyqKk6DUSDCF3P4SkW/X4DEQ2bkNWPpxqMbICefpV5IW3Ui1G0kjZi1TUsKxzDc2p6T+bqKmHdRtTLYUiQZSipOg9gjWZDh5jZP/RkWZCkTiGGTczuaIPdJcnTtE7BHVPZgEq6i1FZPKym+Zxwf9ckWoxsgLthIlwwsRUi5EVaEvPS7UI2YHdBqefmGopsoPyIdamyGiURUnRa8QfQK7/OfLx1lSLkvHIO+uR/74t1WJkBfLb1cifn061GEklJS9UkSi88JaVA0iRGHur4MW3Uy2FIkGURUnRexx2mH+alZ1bkRjDy2HeaamWIjs4eXJ21VRMFboO40aojNLJIC8Xxo5ItRSKBFGKUgrI5GU3oN00P80qdqhIjPISOD3Da6ylC1OOAT37qrQPePJJXYORFeBSSmfC5HqV8p4FqKU3Re8JhODGO2DjtlRLkvm8+zHcdGeqpcgO7n0MHnou1VJkPlEDXvkHHKhPtSSZz75qaywVGY2yKA0wGW9NAqsY7k3/BiOGplqSzOekScrZM1lcslAVck0GNhvMOgnyc1MtSeYztEQtYWYByqKk6AMCLX7L6VORGOGoNZaKxGkLWtbOLGRgX7AEQhEV1p4MDNMaS0VGoxSlASQrrElgffHveRR27Uu1JJnP5u2w6rFUS5Ed/O0NtcyRDAwTPvwUGltSLUnmU9tgjaUio1ElTAaQbFGURATCEbDb0GxqqSMRJGqAYaC5nKkWJeORcAQ0Dc2RvR4FA+bUbRhW9JuWfc7xA4opIKa1nKlIDFXCJPvJFiUJsJSkx1+C/TWpliTz2bUPnngp1VJkB29+AO9+kmop+pUBmUcMAz7doZaEk0FTC2zekWopFAmiFCVF7zFN+GwX+NREmjCNLfDZ7lRLkR3srYZKpbwnjAjUN0I4nGpJMp9ACOqaUi2FIkHU0tsAkFXWJIVCkXIGNK+SQpEOqKW37CUblSQJBJEf/w5RJuWEkQ82IT/5farFyArkL88ig2QZs1/nlWgU1r4PtY3918dgobLGGktFRqMUpX4kG5UkwHLyHD1c5QdJBnk5MHpYqqXIDspLoHTwlNXpt/lF06AgD5zZ6xQ/YLicKQkcUiQXtfTWT2StkkR71JtpWhFGutK1E0FME0RU9GASkPa8P4PtnuyXZbiOx4KKeksMNY7JQy29ZRfZrCQBVmK/q38A6zenWpLMZ+378O8/TLUU2cGd91v5vQYZSZ9vIlH46+tQVZvc8w5Gvqi0xlKR0SjbahLJegWpA6cDrr4YxgxPtSSZz6Rx1lgqEuf8OZDFOZSORFIL59p0mDYZCvOTc77BTEmRNZaKjGZwzir9wKBRksAyI5cVW+vvisTwuKC0KNVSZAeF+dZDfpDSMQclrjBplv+hqpuXOHab8uXMAgbvrJIktIvmDy4lCSAUhtv+aOVSUiTGR1vgF/elWors4JE18MxrqZYi5SQ8HxkGvL0e6lTUW8JU11ljqcholDN3Hxl0ytEhiGnCgXoozEfzuFItTkYj/gC0+NAqSlMtSsYj9U2g62hFasmogz5Zl0TAHwC3S1mVEiUStV4sc72pliTzUc7cmcOgtCAdTtSwLCHNramWJPOpa7TGUpE42/fA7v2pliKt6NN8ZYrlyB0M9Y9Qg4m2gHKKzwKUj1IPGfTK0aFEorBmLVSUwtCSVEuT2eypguffhEVzUy1J5vPeBssfRDnPduHQ+euoVibThM+/sHJ8KUtIYjT7rLE8dnSqJVEkgFp6OwJKOVIoFNmMKoWiyBhSuPSW9halUCiEy9X/fjBKKeo5EgzBvY/Dorlox4xKtTgZjWzcBm+8j/btf0m1KBmPPP0quF1o589JtSgZw+Hznjz9qrW0/uGnlhWkuCBFkmUJNfWwuxJOOT7VkigSIGk+Sq+99hoLFiygoKAAr9fLaaedxuOPP96l3bPPPsucOXPIzc2lsLCQxYsX889//rNTGxHh9ttvp6ysDK/Xy8yZM3n//c71cqLRKHfccQcTJkzA5XJRWFjIWWedxQMPPMBRjWRnnxJbu1c+R31AsCbTwWOM7D9ErLFUJI5hWstGij6jXTQfvnQWlA2BuTPU3Jgogrons4CkLL3dc889/Nd//RdTpkzh8ssvJycnh6eeeoq///3v3HbbbSxbtgyAO++8kxtvvJHZs2dz2WWXEQ6Huffee9myZQuPPvooF19sJd679957+fa3v833vvc9jjvuOP70pz/x3nvvsWXLFkpLSxERFi1axCuvvMLll1/OrFmzqK+vZ/Xq1WzYsIEXX3yRBQsWdJEztvT2o2+hqWSJCoVCkRBq6U7RH8RV0MNRzGt+MPDCkARFaf/+/YwfP54pU6bw7rvv4nQeTEJ4ySWX8Mwzz7Bjxw5aW1s58cQTmTdvHi+88AJ6ez0mv9/PKaecQmVlJdu2baO0tJQ5c+Ywa9Ysbr/9dgDC4TBjxoxh+fLlXHXVVTz66KNceumlnZQwAMMwWLNmDRdccAFanNo6SlFKDuIPwM2/hn/7CtpJk1ItTkYj76yHx19C+83NqRYl45HfroZcD9qVF6ValIymP77fg1ah2lsFn+6AhbNTLUlakJCFMoWKUsI+SmvWrCEUCnHttdd2UpIArrvuOh5//HFeeukl1q9fTzQa5Wc/+1lMSQLIycnh1ltv5Wtf+xp//vOfufHGGwkGgwwZMiTWxul0kp+fTyAQAGDt2rUAnHPOOZ36s9lsLFmyJNFLUhwNhx3mn2Zl51YkxvBymHdaqqXIDk6ebJXXUSRGP3y/E13Cy1hFKy8Xxo5ItRRJY7AuxSasKNXX1wOWwnM4eXlWZFltbS0vv/wyZWVlzJw5s0u7RYsWoes6L7/8MjfeeCOLFy9mxYoVHHfccUyePJn//d//Zffu3bHltA7n7kcffTTu+RT9jN0Gp0+D/K5/c0UvKS+B01UIdlKYcgzoqkp7wqTh9ztTH9ASCIGvDU2VKcpoEnbmPvbYYwHLmftwnnzySQAKCgrYuXMnkybFN+Pm5uYyatQoPv30UwBuvvlm5s2bx+LFixk3bhwrV67k/vvvZ/z48QAsXboUTdNYsWIF8+fP55lnniEUUsnRBoxACG68AzZuS7Ukmc+7H8NNd6Zaiuzg3sfgoedSLUXmo77fyUN9v7OChH2UwuEw06dPZ/PmzfzgBz/g0ksvxTRNHn/8cZYvX45pmuzevZuRI0eyZMkSnn322bjnOfnkk9myZUtseQ0s/6fKykqmTp2K19v5rXvlypXcdNNNBINBAAoLC7nyyiv5wQ9+QHFxfJOx8lFKDhI1YNsuGDEULT831eJkNNLYDFW1aFOOSbUoGY/s3g92G9qIoakWJaNR3+/kob7fSSSFPkoJW5ScTidPP/00s2bN4sc//jGTJ09m6tSp/O1vfyMSifD1r38dm+3o9YJEpEtY//Dhw5k5c2YXJQng29/+Np9//jk///nPmTZtGk1NTfzmN7/hhBNO4MCBA4leluKICLT4rQzdisQIR62xVCROW9CyhigSRH2/k4b6fmcFSc3MvWfPHvbv38/o0aO57LLL+Pjjj9m8eXMst9LcuXNjjtiHM3bsWAKBANXV1X3q+8MPP+Sqq65i48aNXHPNNdx7771d2rzzzjvMnj0blpwNI8ph7QdW6YgvKmHHHrjgbKvSs6bBGdPg2b/DpLFQUQYvvQ1nnQL+Nnh/Eyw9D9ZvgaZmOOd0ePkfUFoEx0+Ap1+FU08AtzM7+/hsF3zymdVmaEnmXkc69PHI36CqDq78cmZfRzr08esHIMcL//aVzL6OVPcx7xRYuRrGjYDLL8zc60iHPuw265xTj8ns60iHPuqb+HDlfUyaNCmu8aRfkX7gBz/4gQDy8MMPx/aNHTtWysrK4rb3+Xyi67rMmzcvoX537dolgMyaNSvu8YceekiwUoCpTW1qU5va1Ka2DNs+/PDDhPSEvpD0EiavvPIKy5cvZ+nSpXzjG9+I7T/vvPNYtWoVH3zwATNmzOj0mTVr1mCaJuedd15CfefmWuvpJSXxC7UuWLCAhx56iDFjxuDxeBLqS6FQKBQKxcDSXVBYf5LUpbfKykqmTZuGruts2rSpUy6kjRs3Mm3aNObNm8eLL77YJeHk/v372bZtG2VlZUft54YbbmDWrFl89atf7bT/V7/6Fd/97ne57777uPrqq5N1WQqFQqFQKAYpSVOUDMPg7LPP5q233uK5557jS1/6Upc2t99+O8uWLetUwmTVqlVs3bqV1atXc8kllxy1n+bmZk466SR2797N/PnzWbhwIXl5ebz11lusXr2a+fPns2bNGuz2tK/3q1AoFAqFIs1JmqJ0880388tf/pLvfOc7/OpXv+q23VNPPcWKFSv4+OOPsdvtnH766dxyyy2Wk3UPaW1t5fe//z1PPPEEW7duJRKJMHHiRC6//HKuv/56HI7+zc7b0tJCfn5+v/aRyYRCoVhSUEXPUePWP5imiWma6uUpCah7tH9R49u/9PnZPeBeUUnAMAw55ZRTBJAzzzyzy/FQKCRXXHGFuN3umAPY0KFD5fHHH497vqeeekqGDx8umqYJIDk5OXLNNdd0afejH/1InE6nAGKz2eSb3/xmsi8tKZimKTfddJMAcuutt8Zt8/e//13OPfdcKSsrE7fbLTNnzpQHH3wwbtuNGzfKxRdfLMXFxeLxeGTmzJnywAMPdGm3Zs0amThxogAyatQo+ctf/iIiIuvWrRNApk+f3q3Mv/vd78Rut8sjjzwS93gkEpExY8aI2+0Wn893lBHofwKBgJx11lnicDjk1VdfjdvmmWeekdmzZ0tOTo4UFBTIokWL5B//+EenNqZpyi9+8QspLS0VXddlxowZsm7dOhER+eUvfymAfPe73+1WjksuuURyc3Nlx44dcY9v2LBB3G63zJ49u49Xmp6Ew2G58847ZerUqeJyuWTo0KFy9dVXy549e2Jtmpub5corr5ScnBxxuVxy0UUXSVVVVQqlHlgG4h7tgKM44H7nO9/pr8tMKuk2d3Zw5plnHnF8TzzxxEQvfUDI1Gd3xilKzc3NMmrUqNggxhvsSZMmxQb4X/7lX2TRokVit9sFkJ/+9Ked2t59990CiN1ul8WLF8sVV1whpaWlAshJJ50Ua/fUU08JIOPGjZObbrpJTj75ZAHkzjvv7O9L7hXBYFAuvfTS2PjE+7Lff//9McXlrrvukpUrV8r06dMFkN/97ned2q5du1Y8Ho+MGTNG7rjjDrnvvvtk0aJFXSa/jRs3itPplMsvv1yeeuopueGGG0TTNHnttdfENE0ZPny4ALJ169a4cp900kkCyLnnnhv3+Ouvvy6ALF68uM9jk0y++c1vCiD33Xdf3ON33HGHADJ79my555575O6775bjjjtObDabPPHEE7F2q1atEqfTKT/60Y/kiSeekEWLFsmQIUOkpqZGtm3bJoBUVFSIaZpd+qirq4vd18uXL48rx6233iqA3HHHHcm58DTAMAy54IILRNM0+dd//Ve5//775Sc/+YkMGTJEysrK5LPPPhMRka9//esybNgwWbVqlTz44IMyceLEuPNFtjIQ92gHgJSUlMgjjzwSd1u/fn2/X2+ipOPc2UGHonT33XfHHd8XX3yxv4YlaWTyszujFKWdO3dKfn6+ALEBOXyw/+///i/2cDmU999/XwBxu92xfc3NzWK320XXddm0aVOn9uPHjxdAbr/9dhGR2FvXoQwfPlzGjRuXxCtMjIaGBpkzZ45omhb7Qh7+Za+urhaXyyWzZ8+WcDgc2x8MBmXixIni8XiksbExtm/MmDFSUVEhBw4c6HSeK664QgB55ZVXRETklltukVNOOaVTm4svvlguv/xyERH5z//8z25vzg6FwOPxiN1ul9ra2i5tvvvd7wog9957b6/HJdk8+uijAsiyZcviHv/000/FbrfLeeedJ4ZhxPb7fD6ZMmWKFBYWxh4ys2fPlptuuinWJhQKSUVFhfzpT38SEZHJkycLIB988EGXfu69997YuHX3RtkxiW/btq2vl5t2rFq1Ku7EuXnzZnG73XLGGWdIMBgUu90uzz//fOz4xo0bBZCdO3cOtMgDzkDeoyKWojR69Oj+uZgBIJ3nTpGDitKuXbuSd9EDSKY/uxPOzD1QmKbJ1KlTaWlp4brrruP666+P2+6dd94BYO7cuZ32z5gxA6/XGyt5AnDrrbcSjUZZuHAhU6dO7dT+iSeeAODOO606PcFgsEuSq/z8fMLhcGIXliREhHnz5rFu3Toefvhhvv3tb8dt9/bbb2MYBrfccksnXy6Xy8XChQsJBAJ89NFHADz77LPs3r2bG264oUs04m233Yau6/z6178GrPE5NMoRrDQNHSVpvvzlLwNWKojDeeyxxwBYtmwZ0WiUp556qkubNWvWoOs6S5Ys6clw9Bs7duzgmmuuYenSpfz85z+P2+a3v/0t0WiUn/3sZ7HoTrAKR9966600NTXx5z//Geg6bk6nk/z8/B6PW0VFBVdccQWffPIJ27Z1rs1VXV3N+vXrmTJlSqwmYzZw1113UVxczI033thp/+TJk7nqqqt45513WLduHYZhdBrbjrQhh5ZJykYG+h7NdNJ97sx0suLZ3WOVKg1YtmyZ/P73vxcRkZ/+9KdxtdKOpJKHv2E3NjaKpmmdtNIJEyYIIM8++2zc/nJycgSQQCAgK1asEECWLl0qb7/9tlx33XUCyLXXXpvUa0yEp59+Wt5++20REXnhhRe6NR8f+gZ5KNdcc00n68XVV18tgHz66adx28+cOVM8Ho9EIhH5+9//Lrquy8qVK2X37t2yevVq8Xg8sbX7cDgsBQUF4nA4pKmpqdN5TjjhBDnuuOPE5/OJx+ORc845p9PxHTt2CCCnn356r8Yj2YRCIZk+fbqceuqp4vf7pbW1NW678ePHd5tctbW1VXRdl/nz54uItTRWVlYma9askZ07d8r3v/99cblcsn37dhEReffddwWQmTNndjpPbW2t2O12ue666+S1116La2G57777BJCbb7450UtPG/bu3SuAfPWrX417fM2aNQLIz372MznzzDPl1FNPlQ8//FA+/fRTWbx4sUyYMKHb+z8bSMU9KpL5FqV0njtFMt+ilOnP7oxSlA6lu8EWERkzZowA8pWvfEVee+01efDBB6WioiI2gXaQm5sbG8x4HHPMMQLE1n87TLId25Gck1PNkb7s8QgGg1JRUSEFBQXi9/tFROS0004TXdclEonE/cyVV14pQMwn5Je//GXMYU7X9S5OyB3r/4899lhs32effSaA/PjHPxYRka985Stis9k6+T/cddddnUypqeLGG28UXdflzDPPjH0RR48eLXfffXesTSAQEE3TZO7cud2ep8MkL9LVLyI/P19Wr14da2uaplRUVIimaVJdXR3b37H8tHbtWolGo1JWViYnnHBCp34uuugiAeS9995L1hCknBdffFEA+eEPfxj3+O7duwWQr3/967Jz586YPwIgxx57rHz00UcDK/AAk4p7VMRSlEaOHCm1tbVdtkOXqTKBdJw7OxSl9evXdxnfjj4zhUx8dmelohQIBGTcuHGdBibem3XHjdkdHZPsoc6QX3zxhdx3333dOiWnC739si9btkwA+clPfhLbN3HiRMnPz+/2MzfccIMA8u6778b2NTU1ybvvvhvXz+iRRx4RoNPae8ffcfPmzSIisnr1agHknnvuibU599xzBbp3BB8IPvnkE9F1XZxOpyxbtkyee+45ueuuu2Jf7O9973siIlJVVSWALFmypNtzTZs2rdPbkYjIvn37ZN26dXEnvQ6n3EN9Qs455xwZOnRo7A33P/7jPzqNUSgUktzcXBk2bFhcR/BMpeMe+tWvfhX3eHNzswCycOFCEbEUzS1btsiGDRskGo0OpKgDTirv0cPn2kO35557LrkX2s+k49x5pKi3I0XFpiOZ+OzOusQilZWVTJ06laamJmbOnMk555xDY2Mjjz/+OLfddhtbt26N+cDIUVJIdRw/tN2oUaOyLuv3ww8/zO23386cOXO4+eabY/v7Mj4FBQWceuqpcdsvWrQIp9PJCy+8gGma6LrOY489xtSpU5k8eTIAF1xwAW63m8cee4xvfvOb+Hw+1q5dy6RJk5g4cWKil9pnVqxYgWmaPPPMM5x//vmx/ZdddhmTJ0/mjjvu4LrrruvRucR6Qem0b/jw4QwfPjxu+wsvvJBVq1axZs0arrrqKmpra3njjTe49tprY/4lS5cu5d577+Wxxx7jBz/4AWvXrsXn83HZZZehaVofrzr96O09qWlaSkoepIJU3qMA5eXlPPTQQ132n3TSST27gAxkoObODh566CHKy8s77Rs9enRvxU5L0vnZnTHO3D3l4osvpqmpieuuu45169Zx2223cc8991BbW8uQIUN4+umn+etf/wpYTolAJyexQ2ltbQVg2LBhAyN8CnjyySe58sormTJlCs8880ynpHxFRUX4fD6i0WjczzY1NQFQWFjYo77y8/M566yzqK2tZd26dXz22Wds3LixUyma3NxcFixYwNq1a6mpqeGVV14hHA5z4YUX9vkak8HLL7/MzJkzOz2AAIqLi7niiiuIRCKsXbs2NhYdYxOPpqamHo8ZwDnnnENeXh4vv/wykUiEJ598EsMwOo3b2WefTUlJScwx/m9/+xtAysct2RQVFQHdj29v78lsIpX3KIDb7Wb+/Pldtu5qb2Y6Azl3dnDGGWd0Gd9sCdRI52d31ilKn3zyCQDLly/vtP/QiKkHH3wQODiIr776atxzVVVVAXDWWWf1h6gp5+mnn+bSSy9l7NixvPLKKxQXF3c6PmXKFEzT5PPPP4/7+c2bN+NyuRg/fnyP++x4cK9Zsyb2UD+8Zt/SpUsxDIOnnnoqFu2V6gd+Q0MDY8eOjXus443O5/Ph8XgYO3YsW7dujdvW7/ezZ8+eLpEaR8LpdLJw4UJaW1t58803efzxxykvL2fOnDmxNna7nQsvvJBNmzaxdetW1qxZQ15eHvPmzevFVaY/U6ZMAeh2fDdv3gzQq/HNFlJ5jw42UjF3Zjvp/OzOOkXJNE2ATiGvh9OhhS5cuBCAe+65p0ubjz/+GL/fT0lJSZfQwmzg2Wef5Wtf+xojRozgtddeo6Kiokub8847D4gfml5VVcWHH37I2Wef3auSMRdeeCGapvHiiy/y1FNPMWXKlNjDr4MlS5bgcrl4+umneemllygvL+e0007r5RUml1GjRrFz5864xzrC8idMmABY41ZTU8MHH3zQpe2aNWswTTM2tj2lI03Aww8/zNq1a7n44ou73ONLly4FrLDYHTt2cP7558fevLKFUaNGMXHiRF599VVCoVCX48899xxAr8c3G0j1PTpYSNXcme2k9bO7115NaUJ3DmFTpkwRQL7xjW902h8KhWIJrzpSyDc3N4vNZjti0qpDPe0ziSM5JD733HPidDplxIgRR0y+FwwGZdSoUUdMmtaXjLAzZswQh8Mhuq536zD5pS99KeawFy8l/UDTUdbg8FIQ27dvl9zcXJkwYULMWXjDhg1is9nk3HPPjZvMr6CgoMt4Ho3GxkZxOBzicrkEkNdff71Lm3A4LEVFRbFxe/jhh3t/oRnA73//+y7OsyIHE06edtppKZIstaTyHiXD0wMcSjrOnZmeHuBQMvHZnbSiuAPBli1buO+++wB47733eOeddxgxYgSXXHIJAP/+7/9OKBRixowZGIbBMcccw+mnn05jYyOvvfYagUCAqVOnsmnTptg5f/Ob33DDDTdgt9tZsGABpaWlrFmzhtraWk444YSYOTATqK2tZe3atYClVS9fvpyvfvWrsfE588wz+eijj7jgggvQdZ1f/vKXlJWVdXJ40zSNWbNmMXLkSADeeOMNzj//fIYOHcq3vvUtiouLefLJJ3n++ef59re/zd13391rOZcvX84tt9wCwKZNm+Ka+B944AGuvPJKwHorW7RoUa/7SSbNzc2cdtpp7Nq1i2uvvZbjjz+e7du384c//AER4dVXX2XmzJmx9rfffjvLli1j9uzZXHbZZYTDYVatWsXWrVtZvXp17G/SG84991xeffVVysvLqaysjPvmddVVV/HnP/8Zh8NBTU1NVvrqmKbJkiVLeP7557nsssuYN28ee/fu5a677kLXdd58881B48B9KKm8RzVNo6SkhJUrV8Y9PnHiRKZNm5bwNfYX6T53nnXWWaxdu5a7776b0tLSLseLiopYsGBBIkPQr2T8sztpKtcA8Otf//qIYai//vWvRcRKSjd37lxxOBydcn90l2Dq0UcflaFDh8YK63m9XrnqqqsyLjFdRz207rbXX39dFixYcMQ2gNxwww2dzvvxxx/LhRdeKEVFReJ2u2X69Onypz/9qc9h5x2lJCZPntxtm8bGRnE6nZKbmyvBYLBP/SSbxsZGueGGG2TMmDHicDikrKxMLrvsMvn888/jtn/yySdl1qxZ4vV6JT8/XxYsWCBvvfVWn/tfuXKlAPKf//mf3bbpSLjYkSwwWwmHw3L77bfL5MmTxeVySXl5uVxxxRWye/fuVIuWUlJ1jx5tTkn3orjpPndmelHcTH92Z5RFSaFQKBQKhWIgyTpnboVCoVAoFIpkoRQlhUKhUCgUim5QipJCoVAoFApFNyhFSaFQKBQKhaIblKKkUCgUCoVC0Q1KUVIoFAqFQqHoBqUoKRQKhUKhUHSDUpQUCoVCoVAoukEpSgqFQqFQKBTdoBQlhUKhUCgUim5QipJCoVAoFApFNyhFSaFQKBQKhaIb/n8524z07v0GsQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.basemap import Basemap\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime\n",
    "\n",
    "# miller projection \n",
    "map = Basemap(projection='mill',lon_0=0)\n",
    "# plot coastlines, draw label meridians and parallels.\n",
    "map.drawcoastlines()\n",
    "map.drawparallels(np.arange(-90,90,30),labels=[1,0,0,0])\n",
    "map.drawmeridians(np.arange(map.lonmin,map.lonmax+30,60),labels=[0,0,0,1])\n",
    "map.drawmapboundary(fill_color=blz_blue)\n",
    "map.fillcontinents(color=blz_green,lake_color=blz_blue)\n",
    "# shade the night areas, with alpha transparency so the \n",
    "# map shows through. Use current time in UTC.\n",
    "date = datetime.now()\n",
    "CS=map.nightshade(date)\n",
    "plt.title('Day/Night Map for %s (UTC)' % date.strftime(\"%d %b %Y %H:%M:%S\"))\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
