{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c2886ade-bf84-4595-b1bd-c4a5e9288f44",
   "metadata": {},
   "source": [
    "# Trajectory aggregation\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "65df38ce-5330-4ce3-8b8b-cfceeb50e50e",
   "metadata": {},
   "source": [
    "## As usual, let's start by defining our environment\n",
    "\n",
    "The first task is only useful for the online notebook and import the local tracklib code source. It's not necessary if tracklib is installed from PyPI."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2d87cf54-3197-4086-93a1-8831a8e189da",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "\n",
    "# Import de tracklib\n",
    "module_path = os.path.abspath(os.path.join('../../..'))\n",
    "if module_path not in sys.path:\n",
    "    sys.path.append(module_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f98ddde0-36fb-4075-87ac-c44c38b5e19e",
   "metadata": {},
   "source": [
    "The following two imports are necessary for the tutorial:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3cc41b6b-d32a-42d7-b5eb-259bbfbc4f1c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Matplotlib to create visualizations\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Import tracklib library\n",
    "import tracklib as tkl"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35822138-6414-4c5f-98ce-25e1337e08b9",
   "metadata": {},
   "source": [
    "## Loading a collection of tracks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b159619b-786d-4adc-ad3b-f7c8ace24eb8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of tracks: 18\n"
     ]
    }
   ],
   "source": [
    "srid = 'ENUCoords'\n",
    "\n",
    "# ==============================================================================\n",
    "# ==============================================================================\n",
    "#   On charge les traces\n",
    "tkl.ObsTime.setReadFormat(\"4Y-2M-2DT2h:2m:2sZ\")\n",
    "PATH = '/home/md_vandamme/tracklib/fusion/DATA/0_ECHELLE/'\n",
    "param = tkl.TrackFormat({\n",
    "    'ext': 'GPX',\n",
    "    'srid': 'GEO', \n",
    "    'type': 'trk'\n",
    "})\n",
    "collection = tkl.TrackReader.readFromFile(PATH, param)\n",
    "print ('Number of tracks: ' + str(collection.size()))\n",
    "\n",
    "collection.toENUCoords(2154)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1c59fa3-ffb4-41d0-b41c-7aeabbd75cd2",
   "metadata": {},
   "source": [
    "## The tracks are segmented based on an rectangular area"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "872d4e2a-d468-4b57-9f76-3f0622d03827",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "18  tracks selected in rectangle area\n"
     ]
    }
   ],
   "source": [
    "Xmin = 991219   # 991208\n",
    "Ymin = 6478438\n",
    "Xmax = 991901   # 992778\n",
    "Ymax = 6478875\n",
    "\n",
    "ll = tkl.ENUCoords(Xmin, Ymin)\n",
    "ur = tkl.ENUCoords(Xmax, Ymax)\n",
    "bbox = tkl.Rectangle(ll, ur)\n",
    "\n",
    "constraintBBox = tkl.Constraint(shape = bbox, mode = tkl.MODE_INSIDE,\n",
    "                                type=tkl.TYPE_CUT_AND_SELECT)\n",
    "selections = constraintBBox.select(collection)\n",
    "print (selections.size(), ' tracks selected in rectangle area')\n",
    "collection = selections"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4a065bab-0c8d-4d18-9960-97b5bcafc1bc",
   "metadata": {},
   "source": [
    "An another segmentation is done at the point that minimizes the difference measure between the two the segmented parts of the track"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b6c467f2-6b33-4e74-9675-37d349bbb402",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of tracks:  26\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "collection2 = tkl.TrackCollection()\n",
    "for trace in collection:\n",
    "    SPLITS = tkl.splitReturnTripExhaustive(trace, verbose=False)\n",
    "    #print (collection4.size())\n",
    "    t1 = SPLITS[0]\n",
    "    t2 = SPLITS[1]\n",
    "    d = tkl.compare(t1, t2, tkl.MODE_COMPARISON_AREAL)\n",
    "\n",
    "    if d < 5:\n",
    "        collection2.addTrack(t1)\n",
    "        collection2.addTrack(t2)\n",
    "\n",
    "    else:\n",
    "        # On ne découpe pas\n",
    "        collection2.addTrack(trace)\n",
    "\n",
    "TREF = collection2[0]\n",
    "collection3 = tkl.TrackCollection()\n",
    "for t in collection2:\n",
    "    d1 = tkl.compare(TREF, t, verbose=False, mode=tkl.MODE_COMPARISON_DTW, p=1)\n",
    "    d2 = tkl.compare(TREF, t.reverse(), verbose=False, mode=tkl.MODE_COMPARISON_DTW, p=1)\n",
    "\n",
    "    # A l'envers\n",
    "    if (d2 < d1):\n",
    "        t = t.reverse()\n",
    "        collection3.addTrack(t)\n",
    "    else:\n",
    "        collection3.addTrack(t)\n",
    "\n",
    "print ('Number of tracks: ', collection3.size())\n",
    "print \n",
    "\n",
    "plt.figure(figsize=(7, 7))\n",
    "for t in collection3:\n",
    "    t.plot('c-', append=True)\n",
    "    t.plotFirstObs(color='g', text='', append=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f5897457-bf71-495f-8234-d86d9193678c",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "master = tkl.MODE_MASTER_MEDIAN_LEN\n",
    "represent_method = tkl.MODE_REP_BARYCENTRE\n",
    "agg_method = tkl.MODE_AGG_MEDIAN\n",
    "constraint = False\n",
    "\n",
    "# Aggregation with DTW distance\n",
    "p = 2\n",
    "mode = tkl.MODE_MATCHING_DTW\n",
    "centralDTW = tkl.fusion(collection3,\n",
    "                     master=master, dim=2,\n",
    "                     mode=mode, p=p,\n",
    "                     represent_method=represent_method, \n",
    "                     agg_method=agg_method,\n",
    "                     constraint=constraint, \n",
    "                     verbose=False, \n",
    "                     iter_max=100)\n",
    "\n",
    "# Aggregation with Frechet distance\n",
    "mode = tkl.MODE_MATCHING_FRECHET\n",
    "p = float('inf')\n",
    "centralFrechet = tkl.fusion(collection3,\n",
    "                     master=master, dim=2,\n",
    "                     mode=mode, p=p,\n",
    "                     represent_method=represent_method, \n",
    "                     agg_method=agg_method,\n",
    "                     constraint=constraint, \n",
    "                     verbose=False, \n",
    "                     iter_max=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5dcc6404-4d2e-4b0e-9ccb-be31664b5ee3",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([], [])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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zfbXX/7YiRYaNCLeiaKvKIPBOWZZ3L/D8PcCPZVm+Jl8gkiT9B5Auy/KCf/3caiRJeoLI2Kxv3Oi63KqkN8i6V8LtSZIkM5Hp5iWyLPfc4OoIryPR8nOLkSTpbkmSEiRJ0vNaP/Gh6HNGSZLulSRJI0lSFpFZW3+8in2VS5JUHW1aXUVkbZIrLu9mIkW6DcuI/IUkCMJtQpKkB6LdWCYiU93P8tpkCOE2IYKfW089kZH+E0SaOB+KzmyBSCD0dSLdNieJrB3xtavYVyyR7ic3kbEM/0Vk/Zo3ghEif/H94QbXQxCE19ebiHQjDgMlwDtk0QVy2xHdXoIgCIIg3FZEy48gCIIgCLcVEfwIgiAIgnBbuays7haLRc7Pz79OVREEQRAEQbh2jh8/PiHLcsq5j19W8JOfn8+xY8euXa0EQRAEQRCuE0mSFkxJIrq9BEEQBEG4rYjgRxAEQRCE24oIfgRBEARBuK1c1pgfQRAE4fYUCAQYHBzE6/Xe6KoIwnkMBgPZ2dlotdpL2l4EP4IgCMJFDQ4OEhsbS35+PpK0YCJ0QbghZFlmcnKSwcFBCgoKLuk1ottLEARBuCiv10tycrIIfISbjiRJJCcnX1arpAh+BEEQhEsiAh/hZnW5700R/AiCIAi3BLVaTW1tLRUVFdTU1PCd73yHcDjMSy+9RG1tLbW1tZjNZsrKyqitreXd7343y5Yt49SpUwAEg0FMJhP/+7//q5S5YsUKTpw4cU3r+eyzz9Lc3HzBbfbs2cP999+/4HMf/OAHL/r6K/Hoo4/yn//5nwB87Wtf45VXXll020s5hluZCH4EQRCEW4LRaOTUqVM0NTXx17/+lR07dvD1r3+du+++m1OnTnHq1ClWrlzJr3/9a06dOsUTTzzB2rVraWhoAOD06dOUlZUp991uN93d3dTU1FzTel5t4PCzn/2MpUuXXsMane8b3/gGW7duXfR5EfwIgiAIwk0mNTWVxx57jB/84AfIsrzoduvWrVOCnYaGBj760Y8qLUFHjhxh+fLlqNXqea95/PHHeeihh3jggQcoKCjgBz/4Ad/5zndYtmwZa9asYWpqCoCf/vSn1NXVUVNTw1ve8hY8Hg8NDQ0899xzfO5zn6O2tpauri46OzvZunUrNTU1LF++nK6uLgBcLhePPPII5eXlvPOd71SOY/PmzUo2BbPZzJe//GVqampYs2YNo6OjAHR1dbFmzRrq6ur42te+htlsXvD4v/nNb1JWVsbWrVtpa2tTHn/ve9/L008/DcAXv/hFli5dSnV1NZ/97GcXPIaFjnW2nE9+8pOsXbuWwsJCpUyA//t//y9VVVXU1NTwxS9+Uan39u3bWbFiBRs2bKC1tfVil/r6kGX5km8rVqyQBUEQhNtPc3Pza3fg+twuwmQynfdYQkKCPDIyotzftGmTfPToUeV+T0+PXFBQIMuyLL/jHe+QW1pa5M2bN8sOh0P+t3/7N/mrX/3qeWX+8pe/lIuKimSHwyGPjY3JcXFx8o9+9CNZlmX5U5/6lPzd735XlmVZnpiYUF7z5S9/Wf7+978vy7Isv+c975Gfeuop5blVq1bJzzzzjCzLsjwzMyO73W559+7dclxcnDwwMCCHQiF5zZo18v79+887BkB+7rnnZFmW5c997nPyv/7rv8qyLMv33Xef/Jvf/EaWZVn+0Y9+tOC5OXbsmFxZWSm73W7ZbrfLRUVF8re//e15dZycnJRLS0vlcDgsy7Is22y2BY/hQsf6yCOPyKFQSG5qapKLiopkWZblHTt2yPX19bLb7ZZlWZYnJydlWZblO++8U25vb5dlWZYPHTok33HHHefV+0rNe49GAcfkBeIZ0fIjCIIg3LLkC7T6QCQnpd/vZ2RkhNbWVsrKyqirq+Pw4cM0NDSwdu3aBV93xx13EBsbS0pKCvHx8TzwwAMAVFVV0dvbC0BjYyMbNmygqqqKX//61zQ1NZ1XjtPpZGhoiDe/+c1AZD2amJgYAFatWkV2djYqlYra2lql3Ll0Op0yNmjFihXKNgcPHuStb30rAH/7t3+74DHs37+fN7/5zcTExBAXF8eDDz543jZxcXEYDAY++MEP8swzzyh1O9eFjvWhhx5CpVKxdOlSpWXqlVde4X3ve59SXlJSEi6Xi4aGBt761rdSW1vLRz7yEaxW64L7u97EOj+CIAjC5blIwPF66e7uRq1Wk5qaesHt6uvrefrpp8nIyECSJNasWcOrr77KkSNHWLNmzYKv0ev1yv9VKpVyX6VSEQwGgUiXz7PPPktNTQ2PP/44e/bsOa+cCwVnc/ehVquVcufSarXKTKbFtrmQi82C0mg0HDlyhJ07d/K73/2OH/zgB+zateu87S50rHOPY/Z4ZVk+b9/hcJiEhASl2/FGEi0/giAIwi1nfHycj370o3ziE5+46A/8unXr+O53v0t9fT0QCYaeeOIJ0tPTSUhIuOI6OJ1OMjIyCAQC/PrXv1Yej42Nxel0ApGWlezsbJ599lkAfD6fMl7maqxZs4Y//OEPAPzud79bcJuNGzfyxz/+kZmZGZxOJ3/+85/P28blcmG327n33nv53ve+pwQmc4/hQse6mG3btvGLX/xCOdapqSni4uIoKCjgqaeeAiIB0unTpy/ruK8VEfwIgiAIt4SZmRllqvvWrVvZtm0b//Iv/3LR161bt47u7m4l+MnIyCAUCi3a5XWp/vVf/5XVq1dz1113UV5erjz+jne8g29/+9ssW7aMrq4ufvWrX/H973+f6upq1q5dy8jIyFXtF+B73/se3/nOd1i1ahVWq5X4+Pjztlm+fDlvf/vbqa2t5S1veQsbNmw4bxun08n9999PdXU1mzZt4rvf/e6Cx7DYsS5m+/btPPjgg6xcuZLa2lpliv2vf/1rfv7zn1NTU0NFRQV/+tOfrvJMXBnpYv2lc61cuVKeHYEuCIIg3D5aWlpYsmTJja6GEOXxeDAajUiSxO9+9zt++9vf3rBA4max0HtUkqTjsiyvPHdbMeZHEARBEG4xx48f5xOf+ASyLJOQkMAvfvGLG12lW4oIfgRBEAThFrNhw4YbNl7mjUCM+REEQRAE4bYigh9BEARBEG4rIvgRBEEQBOG2IoKfm5Asy4yOjhIOh290VQRBEAThDUcEPzchq9XK3r17+cMf/sCePXtobm5mfHycUCh0o6smCIJww6jVampra5XbQukgLsfc5J6XYnp6mh/+8IdXtc/FnDp1ih07dlx0u8USmP74xz/miSeeuNbVYs+ePUp6jeeee45vfetbi257qcdwMxCzvW5CsbGxWCwWJiYmGB8fZ2xsDIis6Jmbm4vH48HpdJKcnIxGIy6hIAi3B6PRuGhqBCVhper6/U0/G/x87GMfu+Zlnzp1imPHjnHvvfde0es/+tGPXuMane/BBx9cMD/YrKs9hteTaPm5CcXGxnLnnXeyadMmJcq3WCxK/prBwUH27t3Ls88+y65duzh79iwjIyOiZUgQhNtKb28vS5Ys4WMf+xjLly9nYGCAb3/729TV1VFdXT1v9ecnnniC6upqampq+Lu/+zvl8X379rF27VoKCwvntQItVM4Xv/hFurq6qK2t5XOf+9x5dSkvL+eDH/wglZWVvPOd7+SVV15h3bp1lJSUcOTIEQCOHDnC2rVrWbZsGWvXrqWtrQ2/38/XvvY1fv/731NbW8vvf/97XC4X73vf+6iqqqK6ulpJZQHw5S9/mZqaGtasWaMkEn300UeVVZQ3b97MF77wBVatWkVpaSn79+8HIgsjvu1tb6O6upq3v/3trF69moUWLn7xxRcpLy9n/fr1PPPMM8rjjz/+OJ/4xCcAeOqpp6isrKSmpoaNGzcueAwLHetsOQ8//DDbt2+npKSEz3/+8/P2vXz5cmpqatiyZQsAbreb97///dTV1bFs2bJrspijaDa4iaWlpbFt2zY6OjqQZRmDwQBAXl4eZrOZ8fFxxsfHaW1tpbW1lYceegi1Ws3IyAjhcBiLxYJOp7vBRyEIwhuN9PUL59K6UvK/XDjjwGx6C4CCggK++93v0tbWxi9/+Ut++MMf8vLLL9PR0cGRI0eQZZkHH3yQffv2kZyczDe/+U1effVVLBYLU1NTSplWq5UDBw7Q2trKgw8+yCOPPLJoOd/61rdobGxctPWps7OTp556iscee4y6ujp+85vfcODAAZ577jn+/d//nWeffZby8nL27duHRqPhlVde4Z//+Z/5wx/+wDe+8Q2OHTvGD37wAwC+8IUvEB8fz9mzZwGw2WxAJBBYs2YN3/zmN/n85z/PT3/6U77yla+cV5dgMMiRI0fYsWMHX//613nllVf44Q9/SGJiImfOnKGxsVE5l3N5vV4+9KEPsWvXLoqLi3n729++4LF+4xvf4KWXXiIrK4vp6Wl0Ot15x+BwOBY8Voi0Ep08eRK9Xk9ZWRn/8A//gMFg4EMf+hD79u2joKBAuU7f/OY3ufPOO/nFL37B9PQ0q1atYuvWrZhMpgu+Xy5EBD83ObVaPS+PyvDwMKdOnVIiY4BAIIDdbker1QLQ1tam/DWQkJBASkoKaWlpZGZmvv4HIAiCcI2c2+3V29tLXl6ekpn95Zdf5uWXX2bZsmVAJGlnR0cHp0+f5pFHHsFisQCQlJSklPHQQw+hUqlYunSp8r25WDm5ubkXrF9BQQFVVVUAVFRUsGXLFiRJoqqqShmfZLfbec973kNHRweSJBEIBBYs65VXXpmXsDQxMREAnU6njMFZsWIFf/3rXxd8/cMPP6xsM7vvAwcO8I//+I8AVFZWUl1dfd7rWltbKSgooKSkBIB3vetdPPbYY+dtt27dOt773vfytre9TdnXuS50rFu2bFHykS1dupS+vj5sNhsbN26koKAAeO06vfzyyzz33HNKy5bX66W/v/+q0q2I4OcWMzvGZ9++fWRnZ1NbW0tMTIzyoYbIm3JqakppGeru7sbhcCjBT0tLCyaTiZSUFIxG4w05DkEQbl0Xa6F5Pc3961+WZb70pS/xkY98ZN423//+9xfN/K7X6+e9/kLlXGyA9dyyVCqVcl+lUhEMBgH46le/yh133MEf//hHent72bx584JlybK8YJ21Wq3yuFqtVspdrC5zt7nUXJ6Lnau5fvzjH3P48GGef/55amtrF2wNu9Cxzj1Xs3Vc7JhlWeYPf/gDZWVll1T/SyHG/NxiUlNTufvuu6msrMRqtfLCCy/Q2dk5bxuNRkNqaioVFRVs3ryZhx56iLq6OiDSFNra2sqhQ4f485//zAsvvMCxY8cYHx+/EYcjCIJwzdx999384he/wOVyATA0NMTY2BhbtmzhySefZHJyEmBet9fllBMbG4vT6byqOtrtdrKysoDI2JdZ55a9bds2pfsIXuv2uhrr16/nySefBKC5uVnpUpurvLycnp4eurq6APjtb3+7YFldXV2sXr2ab3zjG1gsFgYGBs47hsWOdTH19fXs3buXnp4e4LXrdPfdd/P//X//nxK8nTx58hKPeHEi+LkFqdVqli5dyvbt20lPT1dmN8z9qyUcDhMMBvH7/UpTYygUQqPRcPfdd1NXV0dRURFarZa+vj76+voIBoPMzMxw4MABjhw5QlNTE21tbbS2ttLc3KwMqB4aGuL48eMcPXqUwcHBG3MSBEEQzrFt2zb+9m//lvr6eqqqqnjkkUdwOp1UVFTw5S9/mU2bNlFTU8NnPvOZKyonOTmZdevWUVlZed6A50v1+c9/ni996UusW7du3iSVO+64g+bmZmWw8Fe+8hVsNpsyqHj37t1XtL+5PvaxjzE+Pk51dTX/8R//QXV1tdL1NMtgMPDYY49x3333sX79evLy8hYs63Of+xxVVVVUVlayceNGampqzjuGxY51MSkpKTz22GM8/PDD1NTUKOONvvrVrxIIBKiurqayspKvfvWrV30upEttBgNYuXKlvNDIcOHqTU5O4vP5yMjIwG6309raSjgcnnerrq4mKSmJ0dFRTp48ed7z+fn5zMzMkJSUtGDCu23btpGQkEBHR8eCkfN9992Hx+Nh3759C75RH3zwQQwGA4cPH2ZgYABZlklOTubOO++8LudEEISbR0tLy1WNsRBuvFAoRCAQwGAw0NXVxZYtW2hvb3/DTIxZ6D0qSdJxWZZXnrutGPNzkxgbG+Ps2bMUFRWRm5vL1NQUKpVq3m02UNVoNMTFxZ33vEqlYmhoiOHhYdLT00lJSUGtVivPzY7vycjIwGQynfdag8GAyWTigQcewGazMTk5ic1mY2Jigi1btmAwGDh79iz9/f3o9Xq0Wq0yyFoQBEG4uXk8Hu644w4CgQCyLPOjH/3oDRP4XC4R/NwkysvLCQQCtLa24vF42LZt26ILGCYnJ7N27doFnyssLOTkyZNYrVZmZmZYuXIlycnJ87Yxm82LrhIKkdkEaWlppKWlAa8NvJucnFTWafB6vXi9XtxuN6+++ir19fXXdXExQRAE4erExsYuuK7P7Uj8Wt0kJEmiurqa5cuXMzIywu7du/F6vZddjtlsZv369axbt45AILDoTIDLrZvNZmPv3r0YDAZWrFihTPkMh8MMDQ2JwEcQBEG4ZYiWn5tMcXExRqORw4cPMz09TXp6+mWXIUkSWVlZpKeno1arAWhsbESn01FcXDwvUFlsamE4HMbpdDI9PY3BYECtVmM0GnE6nRw7dgxJkoiPjychIUFZk0EQhDe2xb4vBOFGu5zxyyCCn5tSVlYW9913n7IOgtfrVVZ3vhyzgY8sy9hsNqxWK729vSxfvhyr1Up/fz+hUIh7771X6WI7deoUExMT2O12ZdBzWloaxcXF5OTkMDw8TCAQoKKiApfLRWZm5rwFwwRBeGMyGAxMTk6SnJwsAiDhpiLLMpOTk5f1OymCn5vUbOBjtVppaGhg1apV5OTkXPLrA4EA09PTTE1NYbPZcDqdqFQqZmZm2LVrF3q9Hp/Ph1qt5qWXXlJmig0NDREKhZRVoZuamhgdHVVWPp01OTlJV1cXRqNRBD+CcBvIzs5mcHBQrAkm3JQMBgPZ2dmXvL0Ifm5ySUlJJCQkcPDgQTwez4IrXAaDQaanp7HZbOTm5hIOh2lra6O9vR2IrC6q0+nQ6XT4fD4A5d+4uDhsNhtNTU2oVCokSSIUCqFWq5XFE2NiYkhKSiI5OZmUlBTi4+Nxu910dXWJ2V6CcJvQarWii1t4wxDBz01Or9ezadMmjhw5wunTp3E6nRQVFeHxeBgeHmZqagq73a5sP7t+z9xxPeFwWJnyPrv4oVqtVvLQzCaa02q1JCQkEBsby/DwMH6/n02bNp03WwzA7/crrxEEQRCEW4kIfm4ioVAIj8eDx+MBIqtd2u12jh8/jsPhAKC7u5vu7m5MJhNer1cJckwmE/Hx8YRCIaanpzGbzeTk5BAfH8+BAwdwu93z9hUXF0d1dTV+vx+dToff7yczM5OKigr279+Pz+dj48aNCwY+gLJqtAh+BEEQhFuNCH5eJ7Is4/V6leCmp6eH1NRUTCYTvb29TExMzMt4GxcXh8vlIhwOA5EZXEajEb1ez/T0NG63W5lxZTAY0Gq1OBwOnE6nktaivr4etVpNQkICoVAIvV5PbGwsWq2WUCjEkSNHSEpKoqamhra2Nnp6eujp6aG6uprExERSUlIWPR4R/AiCIAi3KpHe4hrx+/24XC5effVVZmZmiI+PZ82aNcTHx3Ps2DF6enouaSpeYmIiarUam802L8XE0qVLMRgMSqb22fV7srKyGBkZUcbwnCsmJga1Wo1Wq71oMj+ILHCYnp7OmjVrLridLMsEAgE0Go1Y40cQBEG4KYn0FteY1+ulv79fSQY6mwF3lt1u5+jRo2i1Wmw2G7IsKwOKZxOPzqVWq5Up6Qtpbm5e8PG+vr4L1nO2C+1cWq2WcDg8L8AKh4L0Nu4k6N/CgWCQ9evXL1quJEm37bLogiAIwq1NBD9XaHx8nFOnTin3Y2Njyc/PV2ZazQZFHo9HGRx8bsAz10KJRDUaDbIsX1I23IWo1eoFX6tSqZRuK53DgfZMA3ttu3jK0k9vgsxvJtOIKS5mYGAAt9uNz+ejpqZmXhlDQ0NMTU1RVVV1RXUTBEEQhBtFBD9XKDs7mzVr1nDy5EmysrKoqakhGAwSCAQYGxtjYmKCmZmZBV8rSRJarRaVSnXBFBaLpaaIiYlZsEUnOTkZvV7P+Pg4gUDgvMBn8+bNdHd24tqzh9STJ2gfPcj/ZgzzpzIIRsc15zhVDPhbUSd3KlPdgfOCn5GREQYGBkTwIwiCINxyRPBzBYLBIFNTUwwPDxMOh5UZWJdKlmWlNehySZK0YOCTmZlJfX09Bw8ePC9o0jkcVI+MkPzss3h3/5lfF7v46QroqYw8rw7DHa4c7sq4j1Ub3oLT4QIiXWMGg4GYmBiCweC8RKuBQEAMdhYEQRBuSSL4uQLPPPPMgo/PrqNzqbRaLYmJiUoursnJSQYHBwEwGo1Kl1cwGKS0tJSYmBja29uVae9zWa1Wdu7cSSAQQA6FSO7tJevMGdJOnCCuvY2dhfD5FfCnD0EwkvWCdDmOOxK3cnfOgxiDRhISElhVt5qenh7a2trw+/243W4mJycZGhri4YcfRqVS0dvby9TUlBjzIwiCINySRPBzBeLj4+ctLAiRFpmLBT4Gg2FeN9dsFxmA2+2moqJCGcDscrmU7VQqFWq1msLCQvR6PR0dHRgMBoxGI0ajEZfLhcpmQ79nD+b9+0k5eRKDw8GIGX5cCz/dDj2JkbLUqFhvWcsG4waWJyzHqDfidrspKSmhuroatVpNdXU1lZWVzMzM4Ha78Xg8+Hw+ZVbX6OgobrdbyewuCIIgCLcSMdX9KoXDYYaHh2lsbARYsFUGXmsVWmwQMkSmmScnJ2O1Ws97rrCwkJUrVyLLMk899RRqScLS10f6qVOknThBfGsrkiwTluCVQvhhvY7nCwMEVZHrm6JN4Y6EO7gj/g6StElotVry8vLo6+sjIyODrKws4uPjMZvNlzR1PRwOI0mSSHAoCIIg3LTEVPfrRKVSkZSURCAQOG+As1arRavV4vF4SEpKwul0KuvxnNt6lJ6eDkS6r2YDpdnkoxCd+TUxgfzSS2z7/e8xHTiAds60eGuilsfflMtPC2z0yFOAHxUq6swr2ZK4hYdrHsZpdzIxMQFEWp1mBzT39/fT398PRFqwVCoVcXFxmM1mNBoNGo2GhISEeXl9xNo+giAIwq1KtPxcI7Is097eztmzZ+d1f8XGxpKamnreOkBms5msrCza29uVxQ+zs7MpLy+npaUFgMz0dNIGBxn7n//BfOAAyV1dSHPKDufl8sqbqniscIo/OY4SDEcGOufG5/Kh5R/iLYVvYbhtmOTkZCXJqUajQZIkqqurCYfDBAIB/H4/8fHxqFQqxsbGGBoaQqfT4XK5MBqNBAIB0tPTqa+vFy09giAIwi1DtPxcZ5IkUVZWRl5eHidPnmRgYACTyURycjKVlZUMDg4SCASUwMjn85GZmUlvb68yqHl8fJyCuDhWd3ej/utfkV58EcbHyY/uI6RWY6utZfpNW3iqOsRPB/5Ez/TzMA1qSc1D5Q/x4eUfZlvRNtQqNX6/n6m+Kdrb25XFFbVaLWvWrFk0dUV6ejomk0lpFVq3bh1JSUnX/wQKgiAIwutEBD/XmMFgoL6+ntLSUpKSkpBlmZ6eHsLh8LwWoUAgQENDQ2QgcThM6QsvkHP4MEkdHfNad0I5OfSWlzNUW8MrhfDyzH6OOb5H6Gxk3NBsK8/7l72fzNhM5XXhcJhdu3bhcDiIi4tTxiLl5ORgsVjOq7fX6+Xs2bP09/cTCoVIS0ujrq6OxMTE63WqBEEQBOGGEMHPdTKbDT0UCnH27FlkWVZaX2bl5OTg9/tx7tlD7RNPACCrVIxWVWGtqcG1cSPJd6/jl6cf53/O/g9jo5GZYZGxPHXcnXI3X3jLFzCbzEqZs+WrVCpSU1PR6XQYDAYKCgqw2+20t7fj8/lYuXIlKpUKj8eDyWRCo9EwMjJCXl4eJSUlxMfHv16nShAEQRBeVyL4uc40Gg133HEHx48fZ2JiAqPRqAyMdjqdrFy5kud7e+m+804Kd+1CCodR16/h6VUWXrH/nGO//HtCRFp5UrQpPJD5AJ9Y/wkCUwH6+/t58YUXqa2tpbi4GK/Xy5EjR8jMzGR8fJyBgQFSU1NZtWqVkirDZDLR1NTE1NQU4XAYlUrF9u3b0Wg03HvvvajV6ht5ugRBEAThuhPBz+sgPj6eO+64g56eHk6fPo1KpSIhIYH09HQkSUKj03Hswx+ms8DCsfan+Jnxp/RE1jpEhYq1iWv53J2fo0gqoqWpBVPYROmqUtLS0jh8+DAnTpygublZGcA8PT2N1+slJiaG9evXKyszezweAoEAarUap9NJfHw8S5YsUVqlROAjCIIg3A5E8PM6kSSJwsJCMjMzsVqtyrRxu91On6+P31t/z7GcY4RyIt1WedPw7s44Su78J/Tp5fib/bSp2jAajcTGxka2ycvDYrGwa9euedPsvV4vJpOJbdu2oVarlRaeqakpOjo6yM7OpqCgQJlePzMzg9FofH1PiCAIgiDcIGKq+w00NTXFK6+8wlf6v0KHuwOAalM1b1Gt44s/342uuZWA2UzDJz/JaDSx6OzaP6mpqej1egoLC9m7dy9ms1lZFVqr1bJt2zYGBwfp6+sjKyuLiooKwuGw0iI0q7u7m9OnT7N27VrS0tJe/5MgCIIgCNfJYlPdxUp1N1BcXBxLlizh4aSHMaoiLS+j/lH0ljwOf/u/GF69Gq3LxcZvfYvyHTtAlgkEAkiSxNjYGAMDAxw/fpzNmzezYcMGioqK0Gg0BAIBduzYwenTp3E6ncraPCqVal7gA5Gp7TExMezbt4/e3t7X+xQIgiAIwutOtPzcBOx2O3868Ce+dvZr9Pn60EgaPpD1Ae6I2UTtn/5E2e9/D0Dfpk0c//CHCWrO761UqVTU1NRgtVoZGRkBXmslysnJob6+ftH9+/1+GhoaGBsbo7KykiVLlojFDAVBEIRbnmj5uYnFx8fzd/f+HTse3sHbCt5GUA7yk8Gf8DPHLzj4pu00fPrTBPV68vbuZdO//AuGqanzygiHw7S1tZGXl0dZWRkxMTFKagyVSkUwGFx0/zqdjg0bNpCXl0djYyNTC5QvCIIgCG8UouXnJjI9Pc3evXvZb9vPj4Z+hCfoIU2XxqezPs2yEYl1//mfmMbHmUlM5NXPfpap4uIFy0lNTSU9PZ3ExERGR0dpbW0lNjaW1atXX3C1ZlmWmZiYUFZ/np0FJgiCIAi3ItHycwtQq9XExMTwtYe/xs637qTAWMCof5Sv9H6FJ+Pb+es3v8nYkiUYbTbuePRR8vbtQ5Ik1qxZw4oVK1Cr1RgMBsbGxhgdHSUtLY3q6mo2b95MMBhk586dtLW1Lbp/SZKUwGdsbOy8WWSCIAiC8EYgWn5uAg6Hg9jYWGUF6NnWltHJUT76x4/y7NCzANTH1vNP+f/Aip/9ivwXXgBg5J3v5Oy73oXN4cBkMqHX6wGorq4mNTVV2YfP5+P48eMkJSVRXl5+0TpZrVYOHjyodImJFZ8FQRCEW81iLT8i+LnBrFYrDQ0NVFZWUlZWpjze3NxMY2MjAK/aX+Wxkcfwhr3kxebx95a/564DXdT+4heoQiGsNTUc+uQnCZjNZGdnMzg4SHZ2NmvWrEGleq1xb/ZaS5LE8PAw4XCY7OzsRes2NTXFgQMHCIVCrFu3bl4wJQiCIAg3O9HtdRMaGBjgwIEDxMXFkZ+fTzgcJhgMsmfPHiXwAdiYtJGdb9vJ0qSl9Dn7+GrvV/nRCpndX/ky3thYMk6fZutXvkLi6CiVlZXU1NQwODjI4cOH5yVTlSRJaVXq7OykoaGBo0ePEggEFqxfUlISW7ZswWAwsG/fPmw22/U9IYIgCILwOhAtPzdIT08Px44dIzk5mVWrVtHQ0MD09DQ6nQ6/369sl5GRwZo1awgEAvzxz3/k8ZHHeWX6FQDq4+r5lPrN3PWd/yaxrw+/0UjzV75C7T//M62trZw5c4aioiJWrFhx3v4DgQC7du3CbrdTUFBAXV3donX1+/10dXVRXl4uBkALgiAItwzR8nMT8Xg8HD9+nNTUVAoLCzlw4ADT09NAJNAwm80YjUaWL1/O+vXrkWWZnTt3opW0fCjjQ/z78n/HpDFx0HGQf3R9h599+QMMrF6NbmaGmq98BedXvkJqSgrp6enk5eUtWIepqSnsdjspKSkULzJrbJZOp1PW/nG5XJw5c2Zei5IgCIIg3EpEy88N0tjYSE9PDzMzM6jVatLT07FarYTDYcxmM3fffTcqlYr29nbOnDmjjNdZvnw5xcXFtE+289Yn38qZsTNoJS2fq/wsXzgUIO7b/wnA2Nat7H/Pe9DFx1NRUYEkSXg8HgAqKiqQZRmbzXbBqe8LaWtr4/Tp02RmZrJmzRolaaogCIIg3GzEgOcbTJZlpZursLCQ3t5empqacLvd87arqqoiKysLk8nEK6+8gt1uByKpMLZu3YpGoyEUCjEyMkJSahKffunT/OT4TwB429K38fGmQur/43tovV6mi4s5/eijjGq1SvnZ2dnU19dfVfdVR0cHp06dIjExkfXr12MwGK64LEEQBEG4XkS31w0iyzJWq5W//OUv9PT00NPTg9PppKWlZV7gI0kSK1asIDU1FbVaTXd3t5KoVKVS4XA42L17N11dXRw+fJhXX30Vv8fPj+//Mb95+DeYdWaebH6St+se57FHP4orLY2Ezk5WffzjJLe1KcGORqPhcgLehZSUlLB27Vrsdjs7d+48L4ATBEEQhJuZaPm5jsLhMC+++KISxCQnJ7Ns2TJ27tyJLMtotVoCgQAGg4GKigq6u7ux2WzKej8AhYWFVFdX09fXR1dXFw6HA4i0EJWVlSlT2dsn23nrU2/lzGikG+wD8e/gX352gvTGJkIaDTPf+Q49mzfT0tJCSkoKBoOBqqoqzGbzFR/f5OQkTU1N1NfXo53TuiQIgiAINwPR8nODzA4MLiwsZPPmzYTDYTIzMyktLVUWGwwGgxw/flzp4ppdqFClUrFy5Uo0Gg1utxuLxaKUVV5ezvHjx9mzZw+Dg4Nk6DL44fIfsjVxKwE5wI+nf8Vb3hfHifu3og4GMX/yk6T/n/9DeXEx4+PjDA0N8eKLL3Lq1CklB9jlSk5OZuPGjUoQN5tQVRAEQRBuZqLl5zo7deoUIyMjOKIrMM/OmFKr1RQUFNDV1TVv8cGkpCQmJydZunQpJSUl6PV6XC4XL774ohJIxcbGkpqaikajoa+vD6/Xq7w+JyeHFk0Ln/zrJ3H5XeTH5vPf03ex/f/8ElUwyFhVFVM/+hG5y5bR1NREb28vGo2GmpoaCgsLr/g4z5w5Q2trK7W1tZSWll79iRMEQRCEqyRafm4Al8tFX1+f0lXl8XhwuVyYzWaSkpLo7OxElmWMRiPJyclIkoTdbqe8vJyKigqlBchsNvPmN7+Zqqoqli5dislkoq+vj9TUVHJzc5EkCbVajSzLqFQq3rfyfRz94FGq06rpdfbysO4JHv2PtzETH0fq2bNkv+UtNP7+96SkpJCdnY3FYlG6z8Lh8BWNCVq6dClZWVmcOnWKkydPXvW4IkEQBEG4XkTLz3U0MDDAoUOHFgwEEhMT0ev1TE1NzVvUUK/XU1paSkpKCuPj42RnZ+Pz+ZQur+npaZqbm8nPzyc9PZ1AIEB/fz+NjY3KSs1msxmz2cyEfYLf23/Pk11PArBBv4InfjlBfnsfAYOBI//wDwytXElhYSHLly9HpVLR1tZGX18fNTU1pKWlXdbxhsNhTp8+TUdHB9nZ2axatUpMhRcEQRBuGDHV/XUWCoXYuXMnPp+Puro6mpqayM3NJTk5mT179hAMBgHmDW5ejCRJlJSUYLPZGB8fR6vVntdNFQ6HmZ6eZnx8nPHxcSYmJoiNjWVycpJXHa/yU+tPmQnPkKFN42f70rn3pdMAtL7rXZy5/36KS0pYtmwZQ0NDnD59GrfbTXp6OtXV1SQkJFzWsbe1tdHW1saWLVswmUyXd+IEQRAE4RoRwc/rxOv1IkkS7e3ttLS0ALB9+3bi4uJoaGhgcHBw3vazwY9erycUCilB0cWoVCpljNAdd9wBwO7du3E6nUq5kiQRHx/PzMwMzaPNfHfou/T7+tFKWr4wUsvXf3wUlQyDa9dy+CMfQRUbS3x8PJIkMTMzg9vtRpZlqqqqWLJkCQ0NDfOyzkuSRHp6OgUFBYTDYY4fP648HgwG0el0pKWlkZWVdU3OrSAIgiBcjsWCH9EncQ2Njo5y+PBhLBYLy5cvZ2BgQBmsXF5eTnFxMZmZmczMzDAyMsLExIQS+Mzm75qYmGBwcBCv17toCgm9Xo9arcbj8TAxMcHu3btJTk4mJiaG2NhYpSVJlmXi4uIoLy9ns38zS/Yv4fvt32fH2A7+Le0oh768hN//oJfshgZMw8O8+tnPYguHiYuLw2AwoNPpkCRJ6XJzuVxKnWb3ERcXp9yfne0ly7Jy0+v1IvgRBEEQbiqi5ecaCIfDNDc309zcTGxsLPX19UpXkdfrpbOzk8TERLKysvD5fExOTuLz+Th69CixsbEEAgHKysooLS1leHiYlpYWpqamqKysZHR0VAmSFuoi02q1aDQaZmZmMBgMPPDAA0iSRE9PDyqVCovFQkxMzLwVnf/nxP/w9zv+npnQDJmShaeelFnbNIk3Lo6Gz3yGiSVLSE9PZ926dcpAaEmSOHHiBP39/SxdupSioiLUavXrdo4FQRAE4XKJbq/rZGZmhkOHDjE+Pk5+fj7Lly+/4CDf2dxYJpMJvV7Ppk2bkCSJoaEh2tvbsdlsQCSb+/LlyzGZTITDYfr7+2ltbcXhcKDRaM7rHpMkCa1WS1xcHCkpKQwNDSmzzIxGIxaLhaysLHJzcyP1mGjjkScfoXG8ES0avnkijc8+N4SsVnPife+j+667qKysJCsriz179pCSkoLJZGJ8fJypqSlMJhPV1dVkZ2eLTO+CIAjCTUkEP9eJ1+tl165dLF26lPz8/ItuPz09jd1up7W1FbvdjtFopLS0lL6+PoLBIDk5OdhsNkZGRlCpVOTl5VFaWkp8fLySKiM5ORmPx8OhQ4dwOp2o1WqSk5MZGxubty+1Wo1Go0Gr1RIKhcjIyGDlypXIssz+/fvxhXz8V/N/8dLESwDcN5nJb38yTKwfOu+6i/5/+ieWrVpFU1MTNpuNmZkZIJIiw2Aw4HK5KCsro7q6WgRAgiAIwk1HBD/XUCgUoru7m6KiIlQqFeFwWOkeuhCr1cqrr77KsmXLyMzM5M9//jMAaWlprFy5EqPRSCgUQqvV4nA4aG9vp6+vj9jYWO66667zAozZhQUBEhISWL58OW1tbYyOji7YMpSQkEAoFMJgMMwLlPbb9/OzkZ/hDXvJDSbwp1+6qB0KMrZ0KQc//Wn88fHo9XoqKyuRJInx8XGqq6vp6enBarUyPT1NamoqKSkppKamEh8ff0nnQxAEQRCuJxH8XCNut5uDBw8yNTXFunXrLnkw79jYGPv37yc2NpbNmzcTCoV4/vnnCYfD6HQ6ysvLSUtLY/fu3eTl5VFWVobZbMbn8zEzM0NCQgJ+v5/9+/dTWFhIbm4uarUah8NBS0sL/f39QCRruyzLlJSUYLVa8fl8xMTE0NXVpawEPZdKpSI2NpaRwAjf7PgmHY4OdGj4zk4dH9vvwZOSwoHPfhZ7tFUrIyOD5ORkZcA2RAY9h8NhJYeZXq/ngQceQKVSMTMzg16vF8GQIAiC8LoTwc81MDg4yNGjRwFYuXIlOTk5l/S6iYkJ9u3bh8lkYvPmzcrKzbPdWO3t7UpLTG5uLoODg8iyTFZWFuXl5SQlJQFgt9s5dOgQdrsdg8FAcXExRUVF6PV6PB4P7e3tBAIBBgYGCIVCJCYmotFolLJnc3AtRJIkDGYD/6/9/7FzeicAD/eYefy3LoySnsMf/zhDq1cr2+v1egoKCsjLyyMuLg5JkvB4PIyPjzMzM6PkLdu5cyd2ux2LxUJKSgopKSkkJiaKwdKCIAjCdSeCn6vU3NxMY2MjSUlJrFmz5pKzofv9fnbs2IFer2fz5s0YjcYFt7PZbExNTVFUVMTMzIzSJaZSqXjggQfmBUyjo6O0t7czMjKCWq3m3nvvnVfuzMwMf/3rX5WWnri4OFasWEFMTAxWq5Wuri5l2rpKpSIcDBIfCMDgIEabjT3ew3wzYT8+VZjSCXj6Sagag6ZHH6WlomLeFHyz2czWrVvRaDSoVCq8Xi+jo6N4vV68Xi9dXV3ndcElJyezZcuWSz/5giAIgnAFxDo/Vyk9PR2/309VVdVltVrodDpWrlxJUlLSooEPRNJdJCYmApFWGJ1Oh9/vJxwOMzo6SnZ2NqdOncJisZCdnU1KSgqjo6MMDQ0xODiIzWZjaGgIo9GIz+dTWnhUwSDBzk7OHj2KcXISbKPILitB7zhTQRtTOBhTe7CaZYZiYTgWhuPAH+2larfAu98MJx6TcI+Ooqqqmhf8uFwunn32WVavXk1eXh5Op5PDhw9H9q1SodfriY2Npba2ltjYWHp6epTjFARBEIQbQbT8XEBfXx/T09PU1NRc9msdDgdut5uMjIxFt3G5XNhsNoLBoHLz+/2kp6fjcrno6urCbrcvnP5CltHOzGCcmsI4OYl2ahy3w4rDM4otMMFUyM64ysWYzs9QXCSoGYoFh+HS6h8X0mIJm0lSxbPZuJq1aduQot1vc3ORAcTHx1NbW0taWhrBYBCPx4PBYECr1YpZYIIgCMINI1p+LkMwGOTkyZP09PRgsVgIhUKX1drjcrnYu3cvkiRxzz33oFarCYVCuN1uvF4vQ0ND2O12nE6nMn18rvaWFvR2O8apKdKnJvFPW3G6rEx7x7EFp5jAybjagzUmFAlq4mAsDeT0i9dNF1aREjRikeJI1CSRYEghzpxBXmoxuYm5eEY9JGoS0av0814XALSyPG/MUGw0HcbQ0BAHDx6ktrZWGQMkCIIgCDcr0fJzDrvdzsGDB3E4HCxZsoSKiorzZirZbDYmJibIy8sjFAoxPj6OzWbD5XLh9XqZnJwEIt0+s1PhDQYDHo9HKUPncBB39gQuxyB2zyj24BSTITvjOBnVebFGW2qGY8F/CSGqJIMlaMASNpGkjidRZyHOmEZcbCaJ2iSSNEkkahIxq82X1Rpz7qrSBQUFFBQUMDo6yujoKJWVlej1ehoaGnA6nWRmZrJixYoLdvEJgiAIwutBtPxcgmAwyJ49ewDYuHEj6enphMNhuru70Wg05ObmcuzYMbq7uwE4efLkBcsLh8PK+Ji5gQ/AM3v+iV+VOCDp4vWKDWpIDcaQLMWSrE0m3phKnDmDOEMqidokUgwpmDGjltSo1Wpln2vWrMFqtdLf36/k2jKZTEow53a7543fSUpKYmpqSrmfkpLC2rVrGRwcxOVy4XK5MBqNDA0N4fV6KSoqIiUlhZGRESWh6vDwMGq1mvr6+osfmCAIgiDcACL4IRL0zK6GvHr1auLj4/F4POzduxdZlpWp4l6vV1nL5lwGg4GMjAx6enqUbq5z3XPPPUiSxKFDhxjOSgIi6Sfy7FBhKqO0oJoMSyEGYyrp8dmYw2YmeifITc+lsLCQrKwspftNlmWCwSB9fX00NTXh8/kA5u334MGDaLVaUlNTMRqN6PV6Ojo65m0jSRIFBQV0d3czNTWFJEno9XoCgYCSyqKwsJCnn34aWZYZGhpSBjK7XC7Onj2rBHaxsbEUFxeTl5d39RdFEARBEK6T2z74sdlsHDx4kLKyMoqKikhPjwycOXPmDKOjowDExMQQDoc5deoUGo2G0tJSJElCkiRlheXZqd133nknfX19DA8Po9PpMBqNmEwmYmNjMZsjXU7r16/nqTUneMdPt/Cy4yTTevinF6fJ+MLbaAtrKM4oprKyknA4zEzVDCaTCYgEaVarleHhYUZGRli2bBl5eXn4/X56enqorq5mcnKS9vZ2ILKuTzAYZGRkBEmSSElJmdfSo1KpyMrKYmhoaN45MRgMJCcnExsbS3p6OpIkUVxcDEBWVhYpKSlMTU2xZ88e0tLSqKysJCMjQ5mOLwiCIAg3s9t2zI8sy3R2dnL69Gn0ej1r1qwhJSVFeT4cDmO1WgkEAuTn5xMOh9m3bx8A69atQ5Zl9u7dS2xsrLK6MkQCitLSUiorKy+6qrEv6OPhn9zNjom9GAPw1DNaSv72ayR+5CPz6uL3+zl06BBjY2PK2jx6vR5JkvB6vcpjkiQt2OJkMpmQJAm3262M34mJiSEhIYHJyUlMJhM2m43c3FwqKiqUNYwCgQAjIyMMDAwwODgIRNb12bRpEzExMQSDQbRa7RVeAUEQBEG4vsQih3P4/X6OHj3K0NAQGRkZrFq16qKtFrMzuNxuNzqdjszMTPr6+uYFE7PdPxqNhm3btmE2m8/L+yXLMna7nYSEBAD2HdjHv5/8Bi9N7UQbgl//AdbV/A1n3/lOwioV99xzD7Is86c//em8KeYQSV4qyzLhcBiTyYTb7QZQBlrD+Ss7V1ZWsnTpUqXuDoeD1tZWBgYGCIfDZGdnU1JSwqFDh5T0FBkZGYRCIYaGhpAkidLSUsrLy0XwIwiCINy0RPAzx2yC0aqqKqUL61LMjv/p7u5WUlDMNZuY1O/3I0kSS5YsobOzk/LyckwmE11dXdhsNgKBALGxsfj9fu666y4MBgN/+/jf8PuBJ1GF4bE/wwO+pRz97GcpjA5anpiYICYmRmnBmUutVlNcXEwgEGBsbEwZl6TT6ZQxPJmZmcTFxdHU1ER+fj6lpaVotVrGxsaU2WuTk5PzVoVeunQpRqOR5OTkeYOkz549y8DAAHfddZcSxAmCIAjCzea2D35kWWZqaork5GQgMvsqJibmsssJh8O43W4OHz7M1NQUZWVldHV1EQ6HkWUZvV6vrMy8EEmSMBqNGI1GwuEwGzduVKaK//fZ/+Y3I78B4D9fgr9vS6Lh05/GVlaGVqslLi5OGVuk1WpJTEzEYDBgt9uZnp5WurzUajUbNmzAYrFw/PhxRkdHCQQC81p/ZgdCj4yMzOsqU6lUJCUlsWLFCuLj4xc9D263WxmL1NTUpGR1FwRBEISbxW091d3n83HkyBFGRkbYtm0b8fHxlxz42O12JicnkWWZxsZGZVbVrLS0NDIyMti/fz/hcBiv14tGo0Gj0SzYTSVJEoFAQOki6+jowOv1EggEeFv629DLen45+ks+ezfYjFM8+ui/cOp976d761YlizpExvEMDw+f16Wl0WgwmUykpqYCkRlY4XAYrVarZF6Pj4/H5/MpY5VmZ2glJiZecvb12cBndrB1U1MT2dnZVFdXX3LeM0EQBEG4Ed7wLT/j4+McOnQIn89HbW0tRUVFl7XIX0tLC2fPnp33WExMDBUVFSQkJCBJEjabDa/Xy8TEBBMTE0owYjQa8Xq9C6anWCzDukqlYvfUbn5s/TFhwnz8CHz/BRi8cwtH3/teQjodAAkJCeTl5REfH4/JZEKv1yvJRWeFw2EmJycZGhpiaGgIt9uNJEmsWLGCwsJCJQv77NT006dPk5iYSHZ29iUHQRCZhdbW1kZrayuyLFNaWsqSJUvEeCBBEAThhrotW35aWlpobGzEbDazfv16EhIS8Pv9BAIBdDodOp2OmZkZRkZGlMcDgQB+v5+ysjISEhJISEjAYDDM68ryeDyYTCYSExM5fPgwfX195+1brVYzMzNDTEwMfr9/Xmbz2dafc8XExLBq1Sqqp6upGKjgU69+iv9eFcBmVPH4H3eyrb+fvu9+l/xNmxZtXQmFQni9XkwmE6FQSFmrKCUlhdzcXOLi4giHw7S3t1NaWkpeXh5nz56lp6dHGe+zZMkSqqqqLvk8azQaKioqKCgooLGxka6uLmVMkSAIgiDcbN7QwY8sy+Tk5LBixQq0Wu28QMVisbBp0yZcLhdHjx5VXqPVatFqtUpriMFgIC0tjenpaex2O2lpaaSlpTE5OUl8fPyCU8vhtcUGz+0mm63XuWa7yWZXmLZg4Uu5X+I/Bv6D31T5cMYbefKJDirf8x747W+Rt24FUFqeent7GR8fx+FwoNFoSExMZMOGDWzatIne3l56enqUxRpnX1dcXIxKpUKr1WKxWNDr9QSDQfLz8y//ZPNa8Obz+dDr9ciyzLFjx8jNzSUtLe2KyhQEQRCEa+0NF/yMjIwAkJ6ezpIlSwCUbq7CwkIl+JmYmECSJBITE1m6dClqtZqsrCxiY2PndYvNtvzY7Xays7MJhUKcPXtWGQMkyzKSJLFx40Y6OzuZnp7G6/Uqwc+5wZHRaFwwmencliGIzNTamLyR3PRcPnPiM/w518FdH41lx2OTmLdv5+w73kHRT35Cb18fzc3NSkA1u/jibJb4lJQUZFkmMTERo9GIwWDAYDCg1+uVrq3y8vKrPu9zzS4bMDMzw+joKD09PWRmZlJTU0NsbOw13ZcgCIIgXK43zJifcDhMY2Mjra2tpKamsmnTpkXH9siyjM/nw2AwALBnzx6lVcRgMJCamkpGRgbJyck0NjbS39+PRqM5L0DRarXExMSg1WpxOBxYLBZsNhtJSUlYrdZFZ3xdqtzc3EiurXR45PlHmAnPUOVO4NX/N02sHyY2bcLzi18wEh0InZCQQGxsLDExMUq9brRQKER7ezstLS2Ew2GKi4upqKi4KeomCIIgvLG94ae69/T0cPToUcxmM3fddddl/bjOzoIaHx9naGhISWsx99zExcUpY4aCwSA2m23RLi94rQUmISEBj8ejjKeZa+7CiHN5jV5OjJ2gy9FCr6OVTnkYr/Ra4PXH38FDrdE7hw/DqlU899xz5+0jNzeXNWvWAHDixAkl3UZMTIzyry46gPp6m5mZobGxkbGxMbZv367kKBMEQRCE6+UNP+A5KyuL4eFhhoaGOHnyJKtWrVp0W7/fz+TkJFNTU0xNTWGz2Vi6dClmsxm73b7gmByHw4HD4Zj3mCRJC24LkcDJYrEoY3BycnIoKCjAbrfT1taG1+vF5/Ph0/podbbSPtVI33QT7eEB7OpzpshLUDQFq4ZgQ7/EPfoKeO9KuOMOWBm5pvfddx9erxePx8PMzAwej0cZFB0Oh5VM7HPrW1JSwrJlywiFQuzfv19Zf2i25SghIeGK1kJaiNFopK6uTkkiGwwGaWhooLS0VMmnJgiCIAivhzdM8KPT6Vi7di0DAwPKuJJgMKjkvAqHw6jVarxeLzt27DivC2s2WeilSklJwWKx4Pf7mZiYwG63o1ariYmJweVyIcsy4+PjQGTQs9vtJqcohxH9CMflA5yxvspJewt9su21QiVADamuSKBTZ5VY6k+lwFSCobSGJZ99F6qaGoJaLWjmXzq1Wo3JZFLW35lLpVLxwAMPKOsQzQZIs9sGAgFCoRDj4+PMzMwoAVJNTQ1lZWVKao/ZFqPZACk9PV1ZR2i2petiNNF6ezweXC4X+/btIz09ndraWuLi4i75/AuCIAjClXpDdHvN5raabVHo6OjA4/EwPDyszLaqrKykvLyczs5OTpw4Me/1Go0GvV5POBymsLCQpqamRfc1d32e4uJipqen5y0+qNPpkGWZECGcRicDzhZaBg5zbPI03Vo74XPiA7MPVlhh5bBEpT+FopgSDFlLmC4oxF1YSF5pKV1dXeTl5SktJy+88AIZGRksXbr0mrXMzAqHw/h8PmZmZjAYDEow19jYqARNMzMzhMNh6uvrycnJYWxsjL17987rUjMajRQVFREbG6ssIWAwGOatHxQKhejs7KS5uZlgMEhRURE1NTWiS0wQBEG4Jt4w3V6yLNPe3o7L5cLj8eB2u3G73RQWFrJs2TIkSeLs2bPodDo0Go0y6NjpdOJ2u2lpaTmvu2p2ZpRGo6GpqQmVSqW0Io2MjJCcnMzw8DAQmcmk1+txuVx0dnYCEJbDuPVubMF+Tjfv5qyjhVb9FD7VnAHPOtCEYNkorLSqqPBZKI4pITW7hsnyXBx35RDWaLBGN4+Pj8dvt+PxeMjPz6eoqAiA5uZmZmZm6O7uZmBggAcffPCaBgsqlUoJXmaZzWZl7NDsNfD5fEorjsFgoKysTAmMbDYbw8PDZGdnExsby9DQEEeOHEGSJCWgMhqNSstSSkoKR48eZXh4mJqaGmUfl7MYpSAIgiBcqluy5ee5554jFAop3Tyz6RwyMzMJBoMMDw8zNjaG1WpdcFp5fHw8iYmJaLVaPB4PY2NjCy46aDKZiI2NZWJigmAwiF6vp7y8nD3H9jBsb2LE1kSHt4uTDDOtOf/1pROzgU4yJfpC0lOr8RSU4MjKQo4GDmq1Gp1OR0FBAcFgkPb29gWP+c1vfjNarZbOzk7GxsaIiYkhMTFRWY/oZjN36r3T6WRsbEwZizT776ZNm4iJiaG5uZnGxsbzypg9ZkEQBEG4Em+Ylp9QKMSWLVvmjW1xOp1KotCWlhZaWlpQqVTzppqbTCa8Xi+FhYV4vV7Ky8sJhUI0NDQQCATmbT+7Fo/b7WbcPsbgxGlGJs/S4W7n7MFRrMY5gU70DKY7oc6qosqbRLG2gGxLFXJRJfb1mciShAxML7DGTygUYmZmBrVaTWZmJmq1GofDoaStmB187HK56Ovro6amhuLi4ut2fq+Vua02sbGxF1zfJz8/n6SkJDweDx6PB6vVOm8dIkEQBEG4lm6plh9ZlvnLX/5CWloaubm5DA8PMzw8jMfjISEhAafTSWZmJm63O7I+DpEum5ycHEZGRpienl50dhZASrqFUMjKX3f/ijZ7C83aMTrNXuRzel9ifZEWncqZREo1+eQmV6HJq0JVVobD7V6w7OTkZFatWkVHR4eSXDQhIYHu7m6mp6eVliez2UxZWRmFhYXzAoi+vj4OHz7Mxo0bxewoQRAEQbgEt/w6P7OtMnv37lVmUc1lNpuJi4tjeHgYnU5Hbm4uqamp9Pb2KuN1ZkVSSfiYHm1iaPgY3e52WtQjNMXN4D+nLUwXhOpxFVXuBErVuRQkV2PKqcWTngELtExotVpCoRAqlYqkpCRyc3PJycm5YPfNyMgI3d3dDA4OKo8lJSWxNZrCAiItRH/5y19ITk5m/fr1l3TOBEEQBOF2dst1e81mJO/t7cVqtaJSqQgEAspA3JqaGsbGxnC5XCQnJ5Obm0traysqlQq/309nZ6cyIBlZxmttY3joCN2uNlpUVs7Eu3HogZjoLap8UqLKlUCZKpv8hAqSc+vwV2YRFx+PTqdjamqKgFqNKhRSZpjNLnaYmZlJbW0ter1+XrAzPT3N1NQULpcLt9uNy+UiGAxyzz33ACiBj16vx2w2YzKZiI+Pn3c+1Go1hYWFtLa24na7F5zSLgiCIAjCxd10wY/P56OpqYn+/n78/tcW+9PpdGRnZytjYk6fPg1EggKn00lvb29kw3AYydqDdfAwPY5WWqVhTse7sJplMBO5RWU5JaqdcZRJWRTELSWrYB2J66twud3o9Xri4uJITk7GYrEwOTmppGiYO5ZodgFDn8+H1WpleHiYmJgYVCoV27ZtQ6PR0NvbS3t7O5IkYTKZMJvNJCUlEQ6HUalULF++nLq6uosO7p0Nfrq6uqiurr5Wp1wQBEEQbis3XfCzb98+pqenMZvNZGdnK2vDeDwenE4nk5OTyrZSOIx2oIfpgaP0OlpolQc5E+ukPVmGOCK3qHgf1DjiqFDlkBNTQkZWHaYlxcSYTMTFxZGVlUVeXh6yLONwOJTp5Ha7ne7ubhwOByaTiczMTMLhMG63m4yMDAYGBl4LvIgM9J2ZmSE9PZ1QKIRGo6G0tJSSkhKMRuOCg3hnc4xdjMlkIi8vT5liLgiCIAjC5bvpxvxYrVb279+/6POS38/wrv/mtK+F07EOzqTKBM9Z5kYfhAqHiSXhDApiy8jMrCMxpYykxCRWrFhBQkKCssLx7OrPDoeD/v5+ent7z8uRFRcXNy+1RUxMDCaTieXLl2M2m+nq6qKzsxOXy8WGDRuwWCxotVpkWebAgQOkpqZSXFwsFu8TBEEQhNfRLTPmx2KxUFxc/Np4nXOMDR7lU3mHlPuSDGVOI0uCaRSay9i4/m3U192Pc9rJ4OAgKSkpJCcno1arOX78OOPj48pYobS0NHQ6HaOjo7S1tZ23L51Ox7p164iNjcVmsylrCp0bxMy27ExMTGCxWJAkicbGRlwuF06nE6vVSnt7OxUVFeTn51/1FG5ZlpmcnMRisVxVOYIgCIJwO7qpWn6CwSB9fX2cOHFCWeF3bv1iYmJwup08dezr/CmmjbAKjAF4f7eFO5d+mGBpDXq9nvz8fCRJIikpiezsbKanp3n55ZcvuG+9Xk9KSgq1tbUYjUaGhoY4ceIEPp+PFStWUFhYeFnHcvLkSbq6ugiHw/NSYsTGxrJ+/foLrntzMd3d3Rw7doytW7eSlJR0xeUIgiAIwhvZLTHV/fjx43R1dQGQkZFBWVkZTqeT06dPn5eI1Ors5s8t/83O2Mj08HgvfKQ3k/rlH8OfV4IkSZSVlVFWVsauXbtwOp0YDAalS0un06FWq8nKyqKoqIi4uLjz0in4fD5OnTpFaWkpiYmJl51yYWZmhs7OTrq6uvD7/cTHx2M0Glm3bp2SZPVSx/vM5ff7+ctf/kJ2dvYFs9cLgiAIwu3slgh+PB4PR44cUfJ25ebmsnz5cjQaDTt27MDj8Zz3mkF7M0+3/ZCDsZG1f1Jd8LGhQlZv+gy6kiXzko6qVCpKSkooLCzEbDZfdu6o48ePo9frWbJkyWWN3wkGg/T09JCSkkJCQgJ2ux2r1UprayuJiYlUVVVddgvO8ePH6e3t5f7770ev11/WawVBEAThdnBLBD+z7HY7L730knK/qKgIvV6PWq0mJiaGwcFBhoaGlOe1Wi2Ng/t5uv8XnDHbAcibho+NLqF0/cfxW1IAlJaewsJCUlNTL6tO4XCYo0eP0tfXR3x8PKtWrSIxMfGKjq+pqem8zPG1tbWUlpZeUj0gktLjpZdeorq6mvLy8iuqhyAIgiC8kd1SwQ9EVj0+fPgwPp8PiEwhLy0tpby8HJ1Ox8DAAIcPH543JkiWZc4O7eLJkV/TYYqkmVgyDn9vX07Oxo/ij49HkiRqa2spKSnB6/XS19dHZmbmJY/BGRoa4vjx4/h8PsrLy1m6dKnSCuTz+XA6nUo+Lr/fj9VqVbLGO51OHA4HS5YsQafTsXPnTqVcjUaDxWIhFApRUVFBamoq4+PjHD58mFAopNxkWVZSXOzatQuAO++885qcc0EQBEF4I7nlgh+ItHIcPnyYkZEREhISGB8fx2AwsGHDBhITEzl69Cg9PT3nvU5GpmV8F7/o/x8GYiLB08phiY9415F8xwdILixk48aNSr4siAxEzszMJCMjA4vFcsEZWbNjgYaGhti+fTsxMZElol955RWmpqaoqamhrKyM8fFxdu/efd7ri4qKWLFiBRMTEzQ0NCjpMEwmEyqViqysLEpLS3E6nbS2tqJWq+fdcnJyiI2NxePxEAgEzlsNWhAEQRCEWzT4gUhrTjAYRKvVMjU1RWNjIyMjI2RmZqLX6xkbG8Pj8SDL8rxZVQBBOcjBzid50vU8Y4bIgOnNfWo+IG0l962fYnJmhsLCQgwGAyMjI4yPjxMOh7n//vuVTOo6nQ6dTrdg3TweDzExMciyTHt7O6dPnyYpKYnCwkIKCwtxuVzs2LGDuLg4UlJSSE1NJTU19YJjdEZHR9m7dy/x8fGUlZWRk5Mj1gcSBEEQhCtwywY/s2YXDPT7/aSkpNDV1UUgEECSJDIzM4mLi6Ojo+O8WWEAPtnH3tYneNq/C7suMmbm/i4t74q5H/XGR1AbjVRWVpKbm4vNZlOyph84cACr1UpKSgoZGRnndY/JskxnZyf9/f3zVp4uLi5m+fLlQGRm1mLB00JCoRADAwO0tbVht9sxGAyUlJRQUlIiVnYWBEEQhMtwywc/AH19fRw5coSEhATq6+uVlZVn00jMtuJ0dHQwMzNz3utdQSf7Op/gqcB+PBoZSYZ3tOl5xPIIoXX3o4+J4d5771WCjMnJSYaGhhgeHlZWeE5ISCA7O5ulS5ciyzKvvPIKgUCAYDCoTKMvLy+noqLiqlpsZFlWFl+02+3cd999qNVqgsGgCIIEQRAE4RK8IYIfiKS/aGhowGg0smnTJgwGA5OTk3R2djIxMYFaraakpITJyUkGBweRZXle5nUANy5eavoRz8jHCKhBG4L3tJm4P+edaO94kLu3b2dycpKUlBRGRkbo7+9ndHRUCW5iY2O56667ePHFF0lOTiY7OxtZlvF4PDgcDnp7e0lLS2PTpk3X5JhnW4/C4TAvvPACiYmJlJWVkZycfE3KFwRBEIQ3ojdM8AMwMTHB/v37MZlM3HXXXcp6PSMjI5w9exabzYYkSVgsFjIyMujr68Nut5+3YvS4d4QdzT/kBUMbshRZLfrDrQlsW/IBXJV1mMxmUlJSsFqtynid1NRUzGYzPp+P06dPY7Va8fv9SJJESkoKlZWVBAIBVCoVaWlpStB1LcbtBINBmpublS6/5ORkysrKyMzMvOqUGYIgCILwRvOGCn4ApqenkWX5vLV2ZFlmcHBQSU0BsGTJEiRJwmq1YrPZzitryN3Lc63/zZ6YfiCyWvTHOlJYW/VhPEuqiYuLY9WqVQsuRBgOh+nr62NiYoLJyUnq6upITk5mfHyc4eFhvF4vU1NTrFq16pq11AQCAXp7e2lvb8ftditT3wVBEARBeM0bLviZq7GxEYvFcl4AMBsgTE9Po9FoyM3NRaPR0NXVNa8bbFaXvZk/df2Ew8YRANJc8A/d2dSu+nvcBcWLBhn79u3D7XZzzz33KI/Nzv6ae34zMzNZvXo1Wq32mhx3OBxmZGSEjIwMJEmipaWFYDBIcXExRqPxmuxDEARBEG5Vb9jgJxgMsmvXLhwOB6tWrSI3N3fe86FQiOPHjzM8PIzf71ceT0lJIRgMLtgS1DJ5jKd7f0ZjTOS5fBt8crCY0vUfo+KhN2O1WqmqqsJsNhMKhXj22WcpKChQZnjN8vv9jI6OMjAwwPDwMOFwGLPZTH19PYFAgJiYGMxm8zU7F7PrHqlUKnJzcykrKxNrAAmCIAi3rTds8AORIOPVV19lfHyc4uJidDodKpVKmZH1wgsvYDAYSExMxO12Mzw8DEBcXBxVVVW0tbXNywEGke6zU2N7eXroV3QaXQBUjMEnxirJ2vQRZlJTSU5OpqSkhEOHDrFu3TqysrIWreNs91hzczP19fU0NDTg8XiIi4sjMzOTzMxMkpKSrnrsjtPppL29nd7eXkKhEFVVVSxZsuSqyhQEQRCEW9EbOvgBGBsbY8+ePcr9zMxM1q9fD0QCj7lBxcjICCdOnMDlcqHVaikvLycuLo7BwUH6+vrmlRuWwxwaeoGnx59kyBCZ7VU3BB931JFw5wfxJSQAcN9992EymS5az9m6OJ1OTp48ic/nU8Yvza4PNHdhxyvl8/no6uoiPT2dpKQknE4nk5OTYtFEQRAE4bbxhg9+ZmZmePnll/H5fJSUlLBs2TKCwSBqtXrR7O0TExM0NzczMjKCXq8nJiaGzMxMBgYGlHV9ZgXCAQ4O/5knJ//IuC7SfXZnr4oP+Teg3/JuEgsL2bBhA5IkXVLrjd/v5+WXX2ZmZoaioiKSkpKIi4sjKSkJm83Gzp075y2ueLXdY2fPnqWlpQWj0ahktr+cxRcFQRAE4Vbzhg9+ZrndbmJiYpAkiYMHDzI9PU1RURH5+fmL/tjb7XYmJydpa2vD6XSi0+koKSnB4XAwMDAwb1tv2Mvu7t/yjOevOLSRQdNvalfzHs02Yh/+CDa/n6SkJOrq6oiLi7tgXQOBAKdPn6a7u5vY2Fjq6uqwWCy43W46OzsZHh7G6XQCkS66tWvXXrTMxciyzMjICG1tbYyNjaHRaCgpKaGqquqKyhMEQRCEm91tE/zMcrvd7NixA41GQyAQUGZ7FRcXkxDtqjpXKBRi586dTE9PA1BQUEB6ejqHDx8mHA7P29YVcvHXjsf5U+AAMxoZVRj+plXLO+IexLv5zYS1WhISElixYsVFp7iPjo5y9OhRAoEA999//7zuLqfTyfDwMCMjI6xbtw6NRkNHRwc2m43MzEzS0tIuu3vMZrPR3t6OTqdj2bJlyLKM3W5f9LwIgiAIwq3otgt+ALq6ujhx4gRxcXHEx8czNDREdnY2q1evBs4fCzRrfHycU6dOYbPZ0Ov1WCwWRkZG0Gq1yirPs2wBGy+0/5TnOU5QFVkt+v1NBh5KfxvO9duR1WpWrlxJYWHhBesaCASYnp4mJSXlosFIU1MTHR0d+P1+VCoVKSkpZGdnU1RUdFnnR5ZlJElSss9bLBZl0cTFugoFQRAE4VZxWwY/AIODgxw6dIjY2FjWrFmDVqslJiaG6elp9u3bp2Rgj4mJOe+1ExMTtLS0oFarGRwcVKaQh0IhJiYm5uUPG/WN8HzHY7ysakKWIMYPH2sys7XwXTjX3MG6DRtwOBzo9fqLDjru6+vj8OHDlJaWUllZuWAur3A4zMTEBFarleHhYUwmExs3bgSgo6ODxMTES549FggE6Onpob29HY/Hg9lsprS0lIKCAjE4WhAEQbhl3bbBD0S6lV599VWWLFmiTPuenp7m7NmzWK1WJEkiKyuL4uJiUlJSFmz1cDgc7N69W1k1ejYw6OzsnLdd/0wvf27/Mft0PQAkzMAnmxNYV/EBpmvrQJLQ6XSUl5cvOug4EAhw5swZurq6MJvN1NXVkZKScsFjnE146vf7ee655wiHw+j1emXA9KV0j4XDYQYHB5WVo++77z40Gs2iLWSCIAiCcDO7rYMfAJfLhclkQpKkeT/mLpeLrq4uenp6CIfDPPDAA2i1WqVLaK653WEA+fn5lJSU0NHRQV9f37zVnDucLTzb9ROO6a0ApDvhU62p1K78MPalkUHGarWa2traRburxsbGOHr0KG63m8rKSpYuXXpJx+r3+xkZGWF4eBir1UogEGD58uUUFxfj9/sJBAIXnJYvyzIzMzPExMQQDod5+eWXlTxiVzrgWhAEQRBeb7d98DPL6XRy4MABVq5cOa81JRgMYrfbSU5ORpZldu/eTXx8PMXFxeetkjw0NMThw4cJBoOYTCbcbjcWiwWDwYDValVSZ8iyTJP9BM/0/pwm/SQABTb4THcuxWs+jKO4hLy8PFatWoXP58Pn8523r0AgwNmzZ8nIyCAjI2PBoOxCZrvH4uLiMBgMdHd3c+zYMeLj4+ctrrhYmbOtULOLJmZkZFBaWkpqaqoYFyQIgiDc1ETwE+XxeNi7dy8ej4c1a9YsuCpzMBjk+PHjDAwMEA6HSUlJobi4mKysLKXFKBgMsnv3bmw2Gzk5OYyOjuL3+0lISCAtLY2enh4lnYYsyxyb3M8fBp+gRx+Zul45Cp8aKCFz80cwLF+upNrIyMigrKxs0e63xsZGAoEAVVVVC44Fuhi3283g4CDDw8NMTEwgyzIGg4Ht27ej0+kWDa68Xi9dXV10dnbi8/lEMlVBEAThpieCnzl8Ph/79+/HZrNRV1dHfn7+ott1d3fT1dWlBEtzc4eFQiFOnDhBeXk5TU1N9Pf3I0kSKSkpbNiwgYGBAU6dOqUEQSE5xMHRv/L0yO+w6iODpdcMwCfHq4m760O4o60psiyTlJREeXk52dnZ8+p06tQp2tvbL3ks0MXOw8jICNPT09TU1ABw8OBBAoEAmZmZZGRknNc9FgqFGBwcJCcnB5VKRUdHB6FQSCyaKAiCINx0RPBzjkAgQENDA6Ojo6xdu/a8IGOu2ezpaWlpqNVq2tvbmZycpLi4GIvFoowjml0tempqipiYGPLy8ujt7SUtLY2BgQGlOywQDrBn+E88M/UsU9oAAFu74GOu1ajvfh/exEQ0Gg2pqakLpuiYOxaouLiY6urqK2oFWkhjYyP9/f24XJF8ZvHx8RQVFVFcXLzg9g0NDQwODqLRaCgsLKSkpOSS0nwIgiAIwvUmgp8FhEIhWlpaKC8vv6zgobW1lZaWFgKBgBIcaLVaDh8+TFFREVlZWTQ1NZGRkcHY2BhjY2NotVrS09MJhUJKYlVv2Mtf+5/kT84XcWoigdGbW1V8ILyJwLZ3IlksrF27Fr1ez+7du5UgxGAwEAwGOXv2LF1dXWzduvWaL1DocDiUAdOpqalUVFQQCoU4efIkGRkZpKWlKefMZrPR1tamrIZdXV1NWVnZNa2PIAiCIFwuEfxcRCAQoLOzk7Kyskua1h0MBunv76ezs5Pp6WkyMzOJjY2lra2N/Px8VqxYgUqlQpIkjh07Rl9fH6FQCJPJxNq1a9m/f7+yYKIz6OTFvl/z55k9+NSR1aLf1aTmnYbtuO56K1JcHHq9HpfLhVqtJj8/n7KyMsxmMx6PR1mjqK+vj8zMzKtKiLqQ2XFANpuNPXv2EAgEUKlUpKamkpmZSU5ODnq9HrfbTUdHB9nZ2VgsFlwuFw6Hg4yMDDE4WhAEQXjdieDnInp6ejh69ChZWVmsWbPmkhf3k2WZqakpJEkiMTGR06dP097eTnJyMhs3bkSr1TI6OsrZs2eZmppCr9dTVVVFbm4ux44dY3JyErfbDcBUYIrnu3/Ji8EjBFWgC8IHz2h5S9KbsG15E7LBQFJSEpOTk6jVamVaPkRaal588UVMJhN1dXWkpqZel/MUDocZHx9XWoVcLhdbtmwhOTkZh8NBIBBQZo+dOXOG1tZWYmNjKS0tJS8v75p1zwmCIAjCxYjg5xK0t7dz6tQpUlNTWbdu3RW1oIyPj3PgwAECgQB6vV7JoK7X6xkZGaGpqYmpqSnS09MZHx8nFAphsVjw+/24XK7I+CL/CH/u/Bk7OYssgckPHz9l4J7stzO+aRsao5Hi4mKqqqqQZZmTJ0+Snp6ORqPh2LFjuFwuioqKqK6uvuatQHPJsozT6SQ2NhZJkjh+/DhdXV0YDAYyMjJIT08nGAzS2dmppAopLS1VFpoUBEEQhOtJBD+XqLe3l6NHj5KQkMCGDRswGAyXXUY4HKanp4fBwUFGR0eVVprZqeQjIyMYDAZiYmJobm6mu7tbCYJUKhVjY2MA9M308mzXT2lQR1aRTpyBz5yOZX3JOxlbu4mMrCwKCws5ceIEMzMzxMXFUVxcjMPhoLOzk4SEBO66667XrctpdvbYbCLW2cUU77nnHiYmJmhtbSUmJoaVKyPvQ7fbLQZHC4IgCNeNCH4uw/DwMKdOnWLjxo2YzearKqutrY3Ozk62bt2KXq/nxIkTxMfHK11Azc3NNDY2otPpMBgM3HXXXdjtdg4fPozTGVkTqM3dyh+7H+OkZgiADCd89kwiy2vfx9iKVej0enJzcxkfH8dut2M0GpWcYDk5OciyTCgUel27nGbzn/l8PnJzc5Flmeeffx6tVktWVhYmk4mjR4+SmZlJaWnpousaCYIgCMKVEsHPZZqdWj431cOVGB4epqGhgdjYWNauXcvBgweZnp5Gq9WSn59PUVERTqeTpqYmpqenMZvNlJWVcebMGTQaDaFQCL/fjyzLnHGe5A+9P6dNOwFA4RR8rjmN0voPMVFZRXJyMgUFBVitVlavXo1Go2FiYoLx8XEGBwfZunXrDQswQqEQ7e3tWK1WJicnkWUZtVqNJEkEg0ESExMpKysjOztb5BETBEEQrgkR/FyhxsZGOjs72bBhA8nJyVdUxmxiVYPBwMaNG/F6vXR2djI4OEg4HKa+vp7s7GyGh4dpampSUk+0trZis9kwGAxYLBalK+nIdAN/GHicPq0DgKpR+FxXPukbPoCttJTExETq6+sxmUy8+OKLSgvSqlWrFl3Q8fXk8/mUbPS5ubn4fD7a29vx+Xzcf//9aDSay07jIQiCIAjnEsHPFXK5XOzduxefz8e6detIS0u7onImJibYv38/Wq2Wu+66C71ez8zMDD09PRQVFaHX6xkcHMThcJCbm4vZbGZycpKGhga0Wi0Oh4O6ujpaWlpwuVyE5BD7J3byR+tvGdF6AKgfgE8PlhK39UPYc3OxWCwsWbKE4eFhurq6AEhPT6eyspKkpKRrdo6uVigU4vDhw6SmplJcXIwsy+zcuZOUlBRKSkquuNVNEARBuL2J4OcqzMzMsG/fPpxOJ6tXryYnJ+eKyrHZbFit1kWzs588eZKOjg5UKpWyVk5nZycOh4OYmBiqq6vJzs6moaGBiYkJ/H4//rCfXaPP8+zEM9g0kTQa2zrhHyZqUN3zflzp6SQmJmIymRgeHkaj0bBy5Uqys7MJBoOoVKob3s0UCATYs2cPDoeDTZs2ERcXx/HjxxkcHAQgJyeHsrIyEhMTb2g9BUEQhFuLCH6ukt/v58CBA9hsNu69916MRuNVlTc9PU0oFDqvK212plZvby/BYJDc3FyysrJobm7GbreTlJREfHw8vb29AJjNZrxeLw6vg5eGn+HP0ztwaYIAvKUZPuxZg+/ed+O1WJBlmcrKSsrLy1GpVDQ2NtLX10dpaSkFBQU3dA0er9fLrl278Pv93HnnncTFxeF2u2lvb6enp4dgMMimTZuuuOVNEARBuP2I4OcamM28fjXJRCGyPs6uXbuw2+2sX79+wQUJA4EAfX19GI1GsrKy8Pv9HD58mKSkJCoqKnC5XJw8eZKxsTFCoRCZmZkMDw/jDDp5fvC37HDtxqcOowrDe85I/J3qThz3vANfXBzZ2dksW7aM6elpmpubmZycRKfTUVxcrKTPuBFcLhc7d+5ErVazZcsWJcD0+/309fVRVFSESqWiu7sbgLy8vEtejFIQBEG4/Yjg5xrr7e1VsqFfycDcmZkZ9u7di9vtpr6+nszMzAtub7VaOXDgALIsk56eTlJSEs3NzZjNZuLj46mursZms3Hy5El8Ph9TgSme63+Cl70HCUVXi/7ISTWPmLYzec8jBGJiSElJYc2aNbjdblpbWxkeHiY7O5u1a9de6Wm5alNTUzQ0NFBfX7/oAPN9+/YxMjKCXq9XAja9Xv8611QQBEG42Yng5xo7deoU7e3t5OXlUVdXd0XjZnw+H/v27WN6epo1a9ZcdCzRzMwM3d3ddHd3MzMzg16vR6vV4nK5iI+Pp6KigsHBQfr7+5XXWP1Wnu19nD2hUwCYffDJEzruSXmQ0W0PEjYYqKurIy8vT5kVFhcXh9Pp5OzZs5SVlV3xLLcrFQqFlBadhWZ9ybLM2NiYMnVerVZTU1OzaOZ5QRAE4fYkgp9rTJZlWlpaaGxsJCMjg/r6+isaMzM7lkir1bJ+/fpLakUKh8MMDQ0xMTFBTU0NAwMDnDp1CoB77rmHwcFBWlpacLvdykyp5qlmnun5OYdpByDJA589ZmBjwduw3nk3aqORlJQU6urq0Ov1DA0NceTIEQKBACkpKZSVlb3uCUpnxzmtWbNm0f3a7XYlCE1NTcXj8eB2u7FYLGKqvCAIwm1OBD/XSWdnJydOnMBisbBp06YrGoMSDEYGKM8uani5ZQSDQf7yl7/g9/tJTEyksLCQgYEBEhMTGR0dJTExkaGhIfx+P63uVp7p/RmnVQMAZDrgCyfMrFj6ToY3bIZo1vjZ7rzu7m46OjrweDwkJiayZcuW1212WGtrK2fOnKGkpITa2tpLCmZOnz5NW1sbSUlJlJWVkZWVdcNnswmCIAg3hgh+rqOBgQEcDgcVFRVXVc7slO+srKxFp8Nf6LW9vb10dXXhcDiUx+Pj41m6dCnp6ekcO3aMgYEBZFnmtOsUf+j7Be3qSB6x4kn44ulESle+F+uq1SBJ5OXlsXr1asLhMAMDA3g8HiUpaW9vL5mZmeh0uqs65guRZZlTp07R0dFBdXU15eXlF31NMBikt7eX9vZ2XC4XJpOJsrIy0SUmCIJwGxLBz+tkamoKnU53RTnBwuEwR48epa+vj/Lycqqqqi6760aWZcbHx+no6MBisdDV1aUEAStXrlTGyQBIKomGqQM8M/AE/ZppAGpG4EstGaStfQ9jNbUkWyzU1dVhNBqVDPF2u52XXnoJjUZDYWEhpaWl120hQlmWOXToEAMDA6xevZq8vLxLel04HMZqtdLW1obZbGbVqlVAZJyVGBwtCIJwexDBz+sgHA7z0ksvEQgE2LhxIwkJCZddhizLnDhxgq6uLoqKili+fPlVjV0Jh8Ps3r2byclJTCYTRUVFyLJMU1MTsiwTExODw+Vg39Ru/jj8G0Y1bgDW9cPnOvMwb3k/k9EWl6KiIqqrq9FqtdhsNtra2hgYiHSf5ebmUl1dfdXrHy0kFApx4MABcnJyKCwsvKLXq9VqbDYbO3fuVBZNvJLrIwiCINw6RPDzOrHb7ezbt49gMMj69euvaE0gWZY5c+YMbW1tlJeXU11dfVV1CoVCDA0N0dnZycREJCmqwWCgsrISg8HA6OgoHR0d+MN+Xhl/gefG/oBN4wNgewd8eqgMtr+P6YICJEmioKCAmpoatFqtshDh4OAg27dvR6vV4vV60ev113TA8dxZX1cyLgrA4/HQ1tamLJqYlpZGaWkp6enpYnC0IAjCG5AIfl5Hbrebffv24fF4LmkNn4XIskxHRwdZWVmYTKZrVjebzcapU6ew2+34/X4SEhJIS0sjMTGRI0eOEA6H8YQ8vDj6LH+Zeh63OjIY+22N8HHnCtzb34UzMxOVSsWb3vQmpSssHA6jUqmQZZkXX3wRjUZzXbK0W61WTpw4waZNm66oaxEiM+y6urro7OwkGAxy//33K8chCIIgvHGI4Od15vV62b9/PzExMaxbt+6qypJlmfb2doqKiq5ZCopgMMjzzz9PIBAgHA6j1WrJz88nFAoxMDBAIBDAFXbxp6Hf8aJjJ35VGHUY3nMK3uevZ/r+dzKTmkphYSEqlYqqqio0Gg3hcJienh7a29txOp2YTKZrmj7D4XCwa9cudDodd95551WtRh0KhZSUIbIss2/fPlJSUpREs4IgCMKtTQQ/N0AgEECSJDQaDcFg8Ip//CcmJti9ezfJycmsX7/+ms2wOnjwIFarlfLycmw2G8PDw8iyTGJiIrm5uYyNjWG1WpkMTPLs4K/ZOdNASJLRB+GjxyT+RnMHIw+8HV9CApIkUVxcTHV1NWq1GlmWGR4eprW1lcnJSdasWUNubu41qffExAR79+4lPj6eTZs2XZNWG7/fz6FDhxgZGUGtVlNQUEBpaekVty4JgiAIN54Ifm6gQCDA7t27ycjIoLKy8orGl/T393P48GESEhLYuHHjNWmZGBkZYd++fdTX15OTk4PD4WDnzp0EAgGSkpKorKzE7XYzMDDA2NgYw75h/jjwBPsCJ4HIatGfPqLmgfjtDN73MAGzGUmSKCoqora2VunumpiYICkpCZVKRVtbGy6Xi9LSUmJjY6+47kNDQzQ0NJCWlsb69euvWdea3W6nra2N/v5+wuEwmzdvXjD3miAIgnDzE8HPDRQOhzl+/Dg9PT0UFhayfPnyK/qxHh4epqGhAbPZzKZNm656ZlU4HGbHjh3ExcWxceNGINIV1NPTQ0tLCzMzM0iShCRJJCYmYrfbCQaD9Hh7+EP/4xwNtQKQ7IHPHdZyZ+abGNj+AEGDgVWrVpGbm6u8ftaZM2dob28nHA6TnZ19Vekzurq6mJ6eZtmyZdd8IcOZmRl6enooKytDrVbT39+PSqUiMzreSRAEQbj5ieDnBpNlmbNnz9La2kp2djarV6++ohlLY2NjHDx4kLVr1151dnmAxsZGmpubuf/+++et1TM3CEpJSWFoaIhQKERsbCx6vZ6JiQlaPa082fdzmojkEstywD8fNlJX8lb6tm4jHO2OslgsLF++XJlaPjMzQ2dnJ52dnQQCAcrKyqipqbmq4wgEAtd10PLu3bsZHx9XxjDl5+eLQdKCIAg3ORH83CTa2to4ffo0RUVFrFix4orKmPtDf7U/+h6PB4fDQWpq6oItGrNTzH0+H6+88gper5eamhoSExM5duwY09PTnHKf4qn+X9IljQJQMglfPhpLee3f0r9xE3I0yNNqtVRVVSmrLQcCAXp6ekhKSsJiseB2uxkdHSUvL++yAkOPx8OuXbsoKyujpKTkis/FhYTDYYaHh2lra2NychKdTkdtbS35+fnXZX+CIAjC1RPBz02kv78fi8Vy1asi9/X1cfr06SteUPFyyLJMZ2cnzc3N+Hw+UlJSUKvVjIyMIEkSoXCIQ46D/GHwVwyqbADUWuHLJxMp2fYx2ioqIRpcPfDAA6jVak6ePElmZiZpaWnodDpaWlo4e/YsBoOBkpISioqKLmlwdzgcpqGhgeHhYdauXUt2dvZ1PRcTExO0tbVRVFREeno6MzMz+Hw+sWiiIAjCTUYEPzehcDjM2bNnKSkpuaJAyOFwsHfvXoLBIBs3brzisTM+n4/W1laysrKwWCwX3DYYDNLd3U1rayter5fMzEwmJyfx+XxIkkRQDrJnahd/tP6WcVVktej1ffDl5gxMm9+NddkyTGYzVVVVHD16lFAohCRJpKSkkJmZidFopLu7m9HRUTQajTKD7GKCwSB79+7FZrOxadOma9IleKlmk6mmpaVRVlZGWlqaWDRREAThJiCCn5uQw+HglVdeQafTsXHjRuLi4i67DLfbzd69e/F6vaxfv/6KZiYFg0Gee+45srOzlRxYl/Kanp4eCqKrPjc2NmK1WrFYLOj1es40n+GliR08N/oH7OrIatH3tsNnO3PhnvcxHk3cKkkSCQkJBINBnE4n99xzD7GxsfT399PT04PRaFTq5HK5Ljj13OfzsWvXLrxeL3feeSfx8fGXfS6uhM/no6uri8bGRgAKCgqoq6t7XfYtCIIgLG6x4EdMW7mB4uLiuOOOOwiFQuzevZupqanLLsNkMnHHHXcQExPD/v37cbvdl12GRqMhNzdXWdzwUl9TUlKCRqNBrVYzOTmJw+HA5XKRlpZGRVkF96e8ie8t+TFvTXwzMWENO0rhznv7eazx62R/72skdnUhyzI2mw23201+fr6ymvXw8DCjo6MMDw9z+PBhWltb2bFjB/v27WN0dJSFgna9Xs/GjRvJyMi4LjnGINJaNz09TUdHBwcPHuSFF15Ao9GwdOlSysvLUavVV7SityAIgvD6ES0/NwGn08m+ffvw+XysW7eOtLS0yy7D5/MxNDR0RYk/ASYnJ9m5cycrV668ojKCwSBdXV20trYqY4Li4+Pp7+/H7/fjCDr40+jTvDz9V2W16PefhL/31DH54LuYSk8HYN26dWRlZeH3+xkZGWF4eJiRkRH8fr+ytpHP5yM+Pp4lS5ZcMH1GMBgkHA5f1aKQoVAIALVaTV9fHydOnFACRKPRiMViYdmyZVe10rQgCIJwfYhur5vczMwMr776KjU1NVc9XmW2FaagoOCSXzObk0un07Fly5Yr3ncwGKSzs5O2tjaWL19OdnY2Q0NDNDc343a7mQxM8vv+J9jl2k9YAn0QPnYU3hVYg/Whv8WdlkZaWhput5uMjAyqq6uRJImJiQklGWlPTw8nTpwAoLS0lJycHJKSkuaNs5Flmb179xIOh9m4ceMlr67t9/uZmJhQblNTU6xbt46MjAympqbo7u7GYrGQkpJCTEyMGNsjCIJwExPBzy1gbuby6enpK549dPDgQQYGBqitraW0tPSSX9fR0cHk5CR1dXVXtAbRXMFgELVajSRJNDc3MzExoSxo+Nxzz9Hv7ufp4f/lVe9xAGJ98JlDEg/pN9P/prfhTUoCQKVSUVRUpKTNmC27q6uL/v5+pqenkWUZg8FAbW3tvBQaAwMDHDx4kKysLOrr6xdsIfJ4PMiyjMlkwuFw8OKLLwKRsUizU/Dz8/Nft/FDgiAIwrUjgp9biNVqZf/+/VRVVVFeXn7ZrQuhUIhDhw4xNDREZWUlS5YsuaEtFJ2dnTQ2NuL3+8nIyKC4uJjOzk6sVivdM908PfQExwMtAFjc8IUGFXen3sf43/wdk7wWFK5du5asrKx5ZXs8Hvr7+7HZbJSUlGCxWBgfH6elpYXMzEx8Ph9NTU0UFRWxbNkynE4n4+PjSsuOx+P5/9n77/C27vTA+/4e9EaCJECCFexVbJKoYlESJdmSJdmTeJLsZlM2eTd9r002mVS/u88+z/PuZndKyiaz6cnUZDKZlplxl2z13kiRoth7A0GCBSSIfnDePygcixZlS7ZkFf8+1+VrbAI4OMB4xHvu313UmUuJRIKenh6cTicZGRkPbImsIAiC8GiI4OcJIssyV65cYWxsjIqKChoaGu47eEkkEly5coXR0VEqKyvV46N74ff7SUlJeaBrHGKxmHocFo1G2bBhA6WlpbS3tzM6OkpXsIvvjH+NrsQIAAV++K/n9Wwr/FGGDr9I3GzG4XDQ1NREPB7Hbrej0+k4efIkkUiEAwcOqJ9vcnKS9vZ2AoEAgLpYdsOGDQwPDxMMBjGZTDidTpxOJy6XS2R2BEEQnkIi+HnCKIpCW1sbAwMDFBUV0dTUdN/BiKIotLa2EgqF2LFjxz293uv1curUKXbu3PlQupZisRj9/f24XC4cDgfBYJCVlRX0ej1HjhyhNdDKdye/zpAyDUCFD/7bBRM1NT/B8IHnkW8VLycXqNpsNq5fv85zzz1HRkYGPp8Pj8fD7Ows8/PzJBIJ9XPv37+faDSK3+/HbDbjcrlEdkcQBOEpJoKfJ5CiKHR1dXHz5k127dpFTk7Oh7qGoihoNBoikQh6vf59g6BEIsGrr76K0+mkubn5o9z+PWltbWVgYEAdcLi4uMisb5YLSxf47uQ/MiWtTove6IH/+7KNvM0/ycjefSjvCVoKCwvZtm0bra2tDA4Okp6ermZ2nE4nOp0OnU6HoigcOXKEpaUltFotLpeLnJwc9f0FQRCEp4cIfp5g8/PzZNwqAL69KPp+yLLMO++8g81mY/v27e9b0Hz9+nX6+/v51Kc+dc8t3MvLyywvL2Oz2bBarfdcMB2NRunv76evr49YLEZeXh5FRUVMTEwwODLIiYUT/GD6X/BJq0dYu0fgv7Wmk9Lys4zt2IFyWyD36U9/GlmW1UBnPd3d3XR1dVFXV0cgEGBqaopgMIjb7Wb79u3A6rFfamqq6OQSBEF4wong5yng8/no6Ohgx44dH2quTF9fH9evX8flctHc3HzXAMHv93PkyBEaGhqorKy8p2tfu3aNwcFBYPVIymKxYLPZ1PdZXl5Wu6rWC4ySQVBvby9paWk0NjayvLxMb28vK9EVvj/+r/xw+rssacIAvNgLv9/lQtr/75lqagJJwmq1kpKSgtVqpaGhYd3PFw6HOXbsGLFYjH379pGSksLS0hIAdrud5eVl3nzzTcxmM7m5ueTm5pKVlfWRu98EQRCEj58Ifp4C09PTnDt3DrPZTEtLizoN+X4MDQ1x7do1HA4HO3fuvOsAwHfeeQeA55577p6uqygKs7OzBINBAoEAy8vLhEIh9u7diyRJXLp0idHR0TWBkd1up7GxEVgNSvR6PYuLixw/fly9JqwOE6yrq+NC2wW+N/Ed3ph7jZAUQ1Lg33XCZwbdrLz4c8zU1an3I0kSJSUl6wZBy8vLHD9+HJ1Ox759+9Ycd0WjUSYnJ9UJ0/F4HJ1OR2Nj44ceICkIgiA8GiL4eUr4fD7Onj2LRqOhpaXlQ3UpjY+Pc/HiRQoKCtSjHoDz588zMTFBdnY2Wq0Wi8VCVlaW2l6+tLSEwWDAaDSqR0KxWIxwOExKSsr7vufi4iKLi4tqYBQIBNBoNOpAxRMnTuDz+TCbzYTDYRKJBOnp6SwtLSHLMvn5+eTl5TE8PEz/VD+v+L7PkfkjxKQEOhl+sQ1+bbqS+U//HEs1NUSjUWA1CKqpqWHDhg1r7md+fp4TJ05gt9t59tln1z3ikmWZmZkZFhcX1VUegiAIwpNDBD9PEb/fz6lTp5Blmeeee+4DA4/1TE9Pk5qaumab/IULF/B6vVitVsLhMJFIhMLCQhRFYWVlhdnZWfW5JpMJo9GI0WjE5/Nx8OBBJiYmMJlM6mPJ/7yXLrOJiQkWFhYIBAIsLS3h9/uRJImWlha8Xi/d3atzgMxmMxkZGSwsLDDqH+Vfp7/NyeUzJCQFUwx+/TL8fKCRyU//NP7CQmC11b2uro68vDz0ej16vR5YnacE3HMhuSzLaDQaUQskCILwhBDBz1NmZWWF/v5+6uvrP9I8nuQ8oFgshsvlory8HICOjg5CoRDT09NEIhE0Gg2JREJ9ndVqRVEUgsEgsBoMhcPhO65fWVlJXV0dkUiES5cuqUFRMjDKzMwkJSWFRCKBoihotVoUReHixYuMj48jSRLl5eUoisL09DSxWIxoNKrei9VqxSt7+Yeev+ZCaPXfzdQw/M4F+HFlG6M//tOE8vKQZRlJklAUhZKSEurr69cc+c3Nzd2xIuN2wWCQkydPUl1dfV9rQwRBEIRHRwQ/T7FgMMj8/Dz5+fn3/drl5WWOHDlCIpGgqKiIrVu30t3dzY0bN+54bjJoWVxc/MDrJoOI5L9fyX/WaDQoiqIGL8lW9OROML1erx6rhUIhrFYrfr8fo9FITU0NZrOZS5cuodVqiUajWK1W8vLyGBwcZGCxi6+O/TU9mtWMTuYKfPUHElktv8jQ/v1r7i+5lb6yspKVlRXeeecdysvL1Rqk91IUhRMnTrC0tMShQ4fUJauCIAjC4+tuwY8oYngKdHV1MTQ0xMaNG9XMzb1KSUnB5XLh8XjweDwsLCyox0JJer2eWCyGzWZTpybfzmKxUFBQgE6n4+bNm8C7QU9S8p+TW9KTkmsmYDUwisVixONx9fl+vx9Y3eTe1tYGgC4YxDIxjuztod/fyxF5gh7jAp0ZUTy3nQDOWuHrDQqfnZ5m6D33HI/H6e7uZmRkhIaGBiwWC319faSlpVFUVHTHZ5Qkic2bN3P06FHa29vZunXr+3yrgiAIwuNMBD9PgY0bNxIOh2lrayMSibBhw4b7qkuRZZm0tDSi0SgnT56kqendINloNBKJRJAkiVgshtPpxGAwsLCwwMLCAikpKaSlpaHX64lGo+rU5FgsRigUQlEUtbtrZWVlzdTl24McQM0GKYoCioJxaYnUyUlMk2N453sYio3Rr/NxIz1CuwsCTsC59rOkRCWqAlYq5CyKTIU0bdzF1dKau372UCjElStXkGUZm832vkXNdrudyspKenp6KC4uJjMz856/Y0EQBOHxIYKfp4BWq2XHjh1cvXqVrq4uotEoGzduvOcAKBQKYbfbaWho4Ny5c5hMJkpKShgeHiYSiQCrAYnf71czMUnJ4Ybj4+N3vX4gEGBmZmbNz9QMkKJgmZsjZWIC++QkCe8IY6Fh+iUvnelRrmdDVw7E1znRc4UNVMQyKNG7yUurJMfViNOci0Z6twYq+gGf3WAwUFFRQVlZ2V3b/m9XU1PD2NgYw8PDIvgRBEF4Qong5ymh0WjYsmULRqOR6elp4vH4HcdXd7Njxw5gtXh4//79SJLE7OzsHUdXOTk57Nixg6WlJVJTU++o5xkbG2N5eZmVlRWWlpYIBAIUFhZSXV1NLBTiwje+gXN2lszZWVImJ/BN99MdHaU1I0pbNlzPhpF1RulIChRHUinR5VFsr6LcvZXtJTuYH59XW9o/rGg0SmdnJzU1d88O3U6n07F37941XXKCIAjCk0UUPD+FYrEYer0eWZZRFOW+59PIsswrr7xCLBbDYDCsCTAsFgvBYJCsrCyCwaB6XBSPx1lcXESKRMhcWCBzdhbD4CDGoSHMUxNMRT10ZMlcz0YNdObXiR+MCS3FuCi0llCYXk2ptYyq9CpyM3OpqqpS5wUtLi7S1NREe3s7U1NTxGIx9RoGg4G8vDwkSWJkZARFUbDb7RQUFLC0tITD4SAcDhMOhwkGg+Tk5Nx3rRSgziMSgZAgCMLjSRQ8f4Lo9XoUReHSpUuEQiF27tx51+6kcDjMxMQEubm56i/x8fFxNZh4b2Yl2dq+MDpKutdL6sQEjtlZbGNjWEZHkX1T3MhUOJmzGuBcr4Mbz0J4nSRUKhaKjYVUZdbTmN1Ivi6f0rRS3PluTCYTqamp6PV6xsbGuHbtGkND75YtG41GhoeH2bZtG8vLy1y+fBmtVqvuF5udnUWWZV544QV6e3sZGRkhOzub6urqB/EVq7vS7HY7O3fuFLN/BEEQniAi+HlKSZKE2+3m4sWLnDhxgt27d6+boVhaWqK1tZWUlBT18bm5OTXDY1haInVigtJIhFhHB7aJCdKmpjD5fMxYV7M4b2dDWy5c3wR9DlDWiQNc+iwKTUUUm4opNBZSZCoi05hJfn4+tbW1eDweNaNz4cIFEokEO3fuJDc3F5vNhsvlIhaL4ff71QGM/f39VFRUkJKSQkZGBv39/cC7NUwFBQWYTCYaGxtpaGh4oAGKVqulvLyc9vZ2JicnP9SYAUEQBOHREMHPUyw/P5/du3dz9uxZjh8/TktLyx3ToEOhEMCa/VabN2+mtbUV5a/+is1f+hIJCYbS3z2uaqtb/U/POoOltWjJN+ZTZCpa/ctYRHlqOXpZr75PWloaiqJQXFxMQUEBfr+ftrY2jEajGrTo9Xo8Hg8ZGRlkZGTg9/tZXl5W30ev12Oz2YhGo5jNZioqKtSjq2RAoigK2dnZZGZmPpTMTHl5OaOjo7S1teFyue65xkoQBEF4tETw85TLyspiz549nDlzhnPnznHgwIE1E6HfG/xEo1F0Oh0TExO02of5rf8A7dmwvM6pmVljZoNjAxWpFbgUF43ZjaSGU4mG3lOELKNOiA6FQurwwvn5eZxOJykpKWzfvp0bN27c0RWWmZmJ2+2mvr4ev99PZmYmqampdxzj3b7ktbm5mampKVpbW5menn5oXVkajYbNmzdz7NgxOjs72bhx40N5H0EQBOHBEsHPJ0BGRgZ79+4lFovdsQojFAqh0+nQ6/UsLy/z1ltv4Xa7CYfD/ENmL5Opq8+TFDg4AGWaPMybDpPnrCVLn6W2laekpGC32pnyT6lrJEwmE3l5edTU1HD16lV1lxasrufo7e1VszY6nY54PK4+brVacbvdZGVlAZCXl6cuWL0Xubm5ZGVlqRkfr9dLKBSisLDwgWaBHA4HpaWlRCIRFEURtT+CIAhPABH8fEKkpqaqf9/V1YXdbicvL49QKKRmffr7+1EUhdHRUQA+k/8Zvjb3NW4s3kCRYMEs8fOvT1L/3X+i8yd/koEDB1C0qysqAoEAExMTwGpHmKIoRCIRTCYTZrOZLVu28NZbb2E0GlEUhXA4TDweVwOe5MLQsrIySktL77qtXpZlQqEQwWCQYDBIZmYmVquVSCTCwsICmZmZaLVagDVdbsPDw+p8ns2bN6/5Pj6qjRs3fqT9aoIgCMLHS7S6f8LIssyJEydYWFigqamJvLw8otEoer2e1157DYfDwczMjJq9kTQSJ+dP8o2Zb+CX/UgK/FIr/M9joMsq4tov/zLzZWVr3sNqtZKamkpqaio5OTlq9iYej+PxeBgbG8Pj8ZBIJCgoKOCZZ56hvb2d3t5eALXTy2w2U1ZWhsPhYHFxkTNnzqjHdEnbtm2jsLCQkZERteMrMzOT7OxssrOzSUlJUT/L0NAQHR0dyLJMVVUVVVVV9z0G4P34/X4CgcB9ZagEQRCEh0csNhVUsViM8+fP4/V6qa+vp6qqiuvXr9PX18emTZtobW294zVBOci/zv0rb8y9gYxMWljivx9X+LWrMPrsfkZ/9VfZuHcvdrtdzbwA6ioLgOPHj+Pz+TAYDGRkZGC1WsnNzSUnJ4dgMMhbb7215ugLoLa2lpqaGvr6+picnCQ9PR273Y7FYlH/0mq1xONxZmZm8Hq9TE9Pq8XRL774IhaLhUAggMFgIJFI0N7ezujoqBo4PSinT59mbm6OgwcPrikgFwRBEB4NEfwIa0QiES5cuMDMzAxarfaOhaPrsVqtjK6M8vcTf8/15esA1Hnhi2/CtgU7Pb/0S+T+7u/iys5mbm6OwcFBpqenOXToEHq9nunpafr6+pienlavWVFRQWNjI4lEguvXr2OxWLBarZjNZiRJIiMjA0mSOHLkiLpaw263k5WVRW5uLi6Xa917XVlZYW5uDrfbDcC5c+eYmpoiIyMDl8uF2WymqKgIrVaL1+tVM00fxfLyMkeOHCE/P5/t27d/pGsJgiAIH50Ifj7hEokEnZ2dLCwssLy8rA4rhHc7sWB1PpDdbmdxcZHU1FSWlpYA7ihIvh6+zj/O/iMTgdU6n3/bCX98FAzuWpS/+Auuh0IsLS2h1Wp59tlnSUtLA1bnCp09exaNRsO+ffvuaZ9W8v4XFhaYmZlhZmYGn89HYWEhTU1NKIpCZ2cnTqcTp9O5bsv53NwcHo+H6elp5ufngdVOst27d/Paa68hyzINDQ2UlJR8pKLlmzdvcvPmTXbv3k12dvaHvo4gCILw0Yng5xMuFotx+fJlgsEgqampapDT3t7O9u3bCQQCdHV1qUEQgM1mA1YXk5rNZkKhEEajkdTUVGKxGDPzM7wdfJtvT32bsBzGEoP/cho+c0WH7j//Nh0vvsjw9DQOh4N9+/ap141Go0SjUXUtBvChVnDE43GMRiOBQIC33nqLRCKhZosyMzMpKipat7A5EomodU35+fksLi7y9ttvqx1qNTU1FBUVfah6IFmWOXLkCADPP//8miNAQRAE4eMlgh9BNTs7y4kTJ3A6nfh8PjIyMmhoaODEiRPodDoMBgPhcBiDwUAsFkOWZSRJwuVyqYtLbTYbFouFmZkZZmOzvBZ5jbfG3wKgZB7+7C14LpDDyue/gObwYTIyMohGowwPD1NaWqoGFpcuXWJxcZHm5mY12Pow4vE4c3NzamZofn6e5uZmcnNzWVxcZGJiApfLRUZGxh0BSSwWY3BwkJGRETXTJUkSTU1NFBcX37HA9YN4vV68Xi81NTUPtKBaEARBuD8i+BFU0WiUvr4+enp61EzPexeYZmdnr6nNuZ3dbieRSGA0GjGZTExMTKzW9Fim+V9t/4uJyOpR2MF++PO3IHfrIax/93eMxGJcuXIFs9lMdXU1JSUleL1eLl26hKIobN++nZycnAfyGZMzjbRaLYODg1y7dg1YXUvhdDrJzMykvLz8jiOyYDBIb28vkiRRWFiIVqtlZWWFK1euqB1kLpfrrrvSBEEQhMeHCH6EO0QiEa5cucLU1NQdjyWPuZI7vpKStT9Wq5X6+npcLhfT09NcvnyZRCJBXIlzdOEo35n9DsFEEL0Mn7kAL181k/rf/pD5n/opbnR34/P5sFqt1NbWkpGRwYULF1hcXKSmpoYNGzY88GGB0WiU2dlZNTMUCAR46aWX0Gq1jIyMEIlEyMrKwm63q91pfr+fo0eP4nQ60el0zM3NqQFieno6O3fufN8iaa/Xy9jYGE1NTWL4oSAIwiMggh9hXdFolLGxMSKRCIlEgu7u7jWP5+fnU1xczPDwMD6fT51krNfricViasYoGSxJkoRGo2E+Ms83Z77JSf9JFBRyluELb8PPaBvhr/6a6cJCbty4gcViYefOncTjcVpbW5mcnOT5559fdwnrgxSLxdSsz/nz59UBjQaDgczMTHJycigsLKSvr4+uri4kSWLDhg1kZGSox2rJbe7t7e0sLy+rmaHk8d3AwACtra0PvKVeEARBuDci+BE+0MLCAleuXGFxcfGOxzIyMqioqCAjI4NTp06xsrKiDg8E1L9/7/HZQGiAr3i/wkBoAIAdY6ut8Zt/9NdQ/uf/JGazYTAYWF5e5sqVK5SWllJYWIiiKGpt0cchFAqpWaGZmRnS0tJobm4G4PLly8zPz7O0tERGRgb79u1bM9G5s7OTkZERNUNms9koLCykpqaGY8eOsbKywqFDh+65s00QBEF4METwI9yz+fl5Ll++rBb/3m7jxo1qRqS3t3fNfCCTyUQ8HsdgMFBeXk44HKa3t5eEkuDM0hm+5fsX5qLzSAr8yjX4Hx1OMv/n/4af+RlmZme5dOkSoVAIl8uF3W5ncHCQpqamR5I1icfj6HQ6YrEYb731ljpZWqfTkZubS0lJCRkZGWpBs6IoLC8vq0MWrVYrmzZtYmFhgbfffpu8vDw1mBIEQRA+HiL4Ee5bIBDg+vXrTE9Pr2mBNxqNGAwGbDYbZrOZ0dFR9Ho94XBYfY5GoyEnJ4fJyUn1Z0E5yA/9P+Q176vEkUkPwf84Dr9qa0H3V3+DXF7O4OAg3d3dRCIRjEYjkUiEsrIyGhoaHlnbuKIoBAKBNZkht9vN+Pg41dXVzM/Pk52dTWZm5h3HdeFwmFdeeUUEP4IgCI+ACH6Ee6IoCtevXyczM5P8/Hxg9Ujo/PnzzM3Nrfsap9NJZWUlFouFK1euYDKZ1JZ4YM3xGMBEZIKvz3yd9kA7APXT8H+Oatn9Uy/Df/2vxHQ6+vv7icViKIpCX1/fPRUYf1wURWF+fp7W1lYWFhbWfD6bzUZWVhY1NTUPvW5JEARBeH8i+BHuSSwW49VXXyUej5OXl0d5eTmZmZnIsszZs2eZmZm54zXJX/5Go5GUlBTm5+fVnV7JjNHtf5/cxXV5+TL/5P06M3EfAP/uBvxRr5v8L/wNHDqkXr+zs5Ouri5yc3PZvHnzYxEAwerU6YGBATo7O0kkEuTk5JBIJPD5fBw+fBij0cjo6Cjz8/NkZWWRmZkp6n4EQRA+RiL4Ee5ZMBhkcHCQwcFBotEoaWlp7N69G4PBQHd3N1lZWfT09ODxeNBqtRgMBkKh0F2Dndv/HlZrg2w2G4uLiwSjQX4490Ne9f2ACHEsUfi/TsNv53wa4//+P5CXRygUUouKNRoN+fn5NDY2PjazdoLBIG1tbeTk5FBSUrJmmeuNGzfo6+tTa6PS09NxuVzU19c/ylsWBEH4RBDBj3Df4vE4Y2NjeL1etm/fjiRJTE1NkZ6ejl6v5/r16+j1eurq6rh8+TLj4+NqBigSiQCr84KqqqoIBoMMDw8jSZL6GLwbGM1EZ/gn79e5FLgCQOk8/NlJEy/+h8/Cr/866HQEAgFaW1uZnp5Gp9PxqU99at09Xo+KoihIksTg4CDz8/PU19djNBqRZZn5+Xm1XkiSJPbs2QPAtWvX0Ov1uFwuHA6HmAgtCILwAIngR/jIZFnmlVdeIR6P43A48Pl85OTk8MwzzxCPx3n11VfVDfHJf6+S/2wymdSC6PdmguDdo7OOlQ6+PvklxuXV6dKH++B/j1ZR8cdfge3bURSFtrY2BgYGsNvtPPPMM+r29sdlj1ZXVxc3b97EYDDQ0NBAYWHhmiGHySBJURROnjyJz+dDURQ0Gg0Oh4OSkhIxF0gQBOEBEMGP8EAEAgH6+/sZHh5Wl5Kmpqayd+9eFhcX6ezsZG5uDp1Oh8lkIhAIAO/OvhkYGFiT+Um6fWhiMBLkyMIRvjf9L6xIUfQy/PYF+K9l/4GU//UnkJ7O9PQ0Fy9eRJZlZFnGYrGoC0lvn8HzqCwuLnLt2jXm5ubIyspi8+bNpKSkrPvcWCyGz+db00lWWVlJJBLh4sWLZGZm4nK5SE9Pfyw+myAIwpNCBD/CAxWLxRgeHqanp4dIJEJqaipbtmzBYrGwsLBAZ2cni4uL7N69m66uLmZnZ7FareTm5jIwMMB6/94lV2ckLcYX+RfPP3EicAaA3CX4/KUUfuZX/gLp3/97AisrnD9/HqfTyfz8PPPz86SkpFBbW0t+fv4jXymhKApDQ0N0dHSwY8cOXC7XPb9OkiQWFxe5dOkSfr8fWP1+MjMzqa2tJT09/WHeuiAIwlNBBD/CQ6EoCjMzM1y9ehW73Y7X68XtdlNeXo6iKKSnp6MoCufOnWNpaUnNBOl0OhKJBIlEAkmSMJvN6oTk9wZBA6EBvjb2N/QlxgFoHoM/925i8x9/A7m8XM2GdHd3Mzo6CsDzzz//2GRJbl+l0dvbS2ZmJhkZGff8+nA4vGYvWXNzM6mpqYyPjzM2NqZmhlJTUx95wCcIgvA4uVvwI6orhY9EkiRcLheHDh1ieXlZbe8eHh4mKyuLqqoqHA4HgUCAQCCA1WolkUiou8SSgY7JZFKDn9t/gTudTgxLBv5/FV/g1OJJvjX1dc65Q2zNb+WXf7+G/1L2KxT84Z8iGwz09/ej1WrZtGkTGo2GWCzG5cuXqaioIDMz81F9RWrg4/f7aW9vp7y8/L6CH5PJREFBAQUFBWt+Ho/HWVxcVAdJGo1GcnNzaWxsfKwKwQVBEB43IvMjPFDd3d10d3fjdrvxeDwUFBTQ2NiILMuMjIzQ29tLIBAgPT2dgoIChoaG1GzQ7SRJIi0tjeXl5TVZoBV5he9P/TNvLB9DlhTSQ/DfrqTw4z/5Rxh/9CUuX75MNBpl8+bNpKamcvbsWcLhMDk5OY/0uChZ3Ly4uMjBgwcf6KyilZUVZmZm8Hq9RCIRdu7c+dgUfwuCIDxK4thL+FgEg0FOnTpFMBhk27ZtuFwu9Ho909PTnD9/nqKiIkwmE+Pj4+zZs4dEIqFuc19PWloaqamphEIhgsGgOjV6IjLBPw39JW0MAdAwDZ+f3ULL5/6ZC+PjzM7OUlZWRm1tLUNDQ/T09BCNRikoKGDLli0fe0v58PAwV65cYfPmzZSWlj6090nWC0UiEbUWSxAE4ZPqbsHP41EUITw1LBYL+/btw263c+HCBTWoMZvN5ObmMjQ0RGdnJxaLhcXFRYxGI8FgEKfTecexjiRJxGIxbDYbS0tLahYJoMBUwOee+Wt+O+e3yI5Zac+Gg3VX+A//tQrdd7+MSadjaWkJrVZLVVUVhw8fprq6GlmW1cAnFot9LN9JJBKhvb0dp9NJSUnJQ32v5JHhtWvXOHbsGLOzsw/1/QRBEJ5EIvMjPBSxWIxz587h8/k4dOgQVqsVWN0TlpwerdFoOHToEENDQ3R1dRGNRklNTWVpaWnNLKDCwkLC4TBerxcAq9WKJEnqcVkkEeGN8X/h+8tvEtEqWKPwOx1pbNv6m0RqG8jPz8flcuF2u9XMSDAY5MiRIxQVFVFdXY3JZHpo34WiKIyOjpKeno7dbn9o73O7QCDAmTNnWFlZYdu2bXcEloIgCJ8E4thL+NglJxuvV2wsyzLLy8ukpaWRSCR4++23MRgMLCwsEI/H0el0tLS0cPbsWSKRCAaDQQ2MotEosDpfaGVlBVmW0Wg0TIen+U7f/+G0tg+Asjn4A08DzkP/majNRmNjI2VlZUiSRDgcVldmaLVaysvLqaysfOC7t5LB1qMQiUQ4e/Ysc3NzNDY2UlFR8UjuQxAE4VERwY/wSI2PjzMzM8PGjRvvaEEPh8Ncu3aNqakpALXtPTc3F7fbTXd3tzrrBla7mtLS0ggEAmRnZ7O4uMjc3BxmsxlZlmmbucA/j/wNA8YlAA4N6fgP9n+L0vwjGE0mJEmioqKC4uJiIpEIN2/eZHx8HKPRyOHDhx9Yp1Q8Huf48eNUVlY+sonN8XicS5cusbi4yIEDB0QXmCAInygi+BEeqeRm9vz8fLZt27ZuN1IgEGBgYIDh4WG1Hie5BsLpdBIKhdSCZ1gNgpxOJ5OTk3fMBoorcU4Of4t/CbzGsj6BIQ6/2u9gz5bfIV5Qql47Pz+f8luzgnw+n5od8Xg8ZGVlfaSuqfb2dnp7e9mzZw9ZWVkf+jofVXK0gNlsJpFIoCiK6AYTBOETQQQ/wiPX29tLe3s7WVlZNDc33zULEYvFmJycVJeBLi0tqY9lZ2cTj8exWq1MTk6qe8bC4fAdgVEkEmExtsArN/6M1809wOqU6N+a30zx3v9M4ladj16v59lnnyU1NRVFUVhaWuLIkSNYrVY2bNiA2+2+74GJi4uLvP322xQVFbFly5b7/aoemqtXr7K8vExzc/MDP+ITBEF43IjgR3gsjIyMcOXKFdLT09mzZ8/7tpwrioKiKLzxxhvqAESAjRs3UlZWRjAY5Nq1a0xPT6uP6XQ6dZN6NBpVj8Vujl/gG0N/wQ3baiDVPKXnlxw/i6XxoPparVaLRqMhJyeHzMxMBgcHWVxcJDU1lbq6OnJzc++pfieRSHD8+HFWVlY4ePAgRqPxw3xVD8XY2BiXL1/GZrOxa9cutRBdEAThaSRa3YXHQlFREc3Nzbhcrg+ctSNJEhqNhp07d6qZF41GQ1tbG93d3YyMjKhTjZPi8TgrKyvYbDYURcHj8ZCfn09lzhb+3x1f4Xekl3CGNJzLjfGL+q/w2lu/juwbo7S0lEQiQSwWY2xsjGvXrqHRaCgsLCSRSHDp0iW10PqDzM7OMj8/z8aNGx+rwAfA7Xaze/duQqEQx44dY3Fx8VHfkiAIwsdOZH6ER2pxcRGNRvO+w/hCoRDvvPOOOr14cXERl8vFyMgI/f39SJKkBinj4+PqhvhkvZCiKGg0GvXvg9Eljrb+Cd9O6UHWQEYI/mNgG8++9N+ZnV/EYrGQkZGB1+slFothtVrJycmhsbERSZJoa2ujsLAQh8Nx13teWFggLS3tsd215ff7OX36NIqicPjw4Y996KMgCMLHQRx7CY8dRVF4++23CQaD7N69+333XS0uLnL8+HFsNht79uwBwGAwcP36dfr6VlvbJUmiqqqKvLw8VlZWuHnz5pp6IUDtCItGo8x4b/AvA/+HcxmrnWR1c3p+s/hlMkubCIfDmM1mrFYrsiyzsLDApk2byM7O5tixY0QiEXJzc6mrq1Nn9yiKQiAQICUl5SF8Ww9eMBgkEAg80mJsQRCEh0kcewmPHUmSeOaZZ9Dr9Zw8eVIdYrietLQ0duzYgd/v58iRI5w+fZp4PE5jYyPPPfccubm5KIpCd3e3ujm9sbHxjoyGLMtUVVWxbds2du3+CX675cv8v9GXyF/WcMMR43t9f4lGo6G5uRmz2YzP51O7wbq6urDZbBw+fJja2lpmZ2c5fvy42mU2OTnJW2+9xczMzEP93h4Ui8WiBj4DAwN0d3dzP/9nSBAE4UklMj/CIxcKhTh9+jTLy8ts376d/Pz8uz53cHBQXY6an5/PM888ox4tJadHJ6c/T01N4XK5sNvtDAwMEIlE1MnRWq0WWZYxm80YDAaii2O81PUraBX4UsGfU9mwnaamJpaWlrDb7bz99tssLi7y0ksvqV1SU1NTnD17lj179pCWlsZbb72FyWTiueeeu+/usEdJURQuX77M6OgopaWl685iEgRBeBKJzI/w2DKbzezdu5f09HSGhobeN/tQWlrKwYMHaWhoYGJigo6OjjXXqa2tZcOGDZSXl5OamsrExAQ3b94kJSWF2tpasrKy1KMsi8VCNBrF7/ejS82nZTaFmBZu3vwXRkZGmJ+fV+t2Nm3aBLAmO+V0OmloaMBms3Hjxg0ikQhNTU1PXOAgSRJbt26lqqqKwcFBzp8/v2ZmkiAIwtPmyfpTWnhqGQwGWlpa1ExOPB6/axCk0WgoKirCbDbT29vLwMDAHc/JyMhg3759bNq0CaPRiM/no7Ozk0gkwsrKCqWlpQSDQWRZBmB5eZlnU3YDcDTRCsCVK1dYWVnh8uXLJBIJ9Hr9mu3zBoOByspKgsEgg4ODlJWVvW/d0uNMkiTq6+vZuHEjU1NTnDp1St2tJgiC8LQRLR7CYyNZnxOPxzl58qSaWVmvY0qr1WIymQiHw3fNtEiSRFlZGWVlZYyNjTE7O8vMzAxarZa5uTkqKyvp7e1Vn1+84cewd79OmyPC/MglKNpGa2srXq8XvV5PIpFgYmKCRCKhvmckEqG7uxur1Uptbe1D+FY+XuXl5ZjNZlZWVp64DJYgCMK9En+6CY8drVaLw+Ggr69Pzbq8l06nY9euXZjNZjo7O1lZWXnfOTxut5vNmzdz8OBBUlJSWFxcpK+vD51OR3Z29uo1TTZeWFitN7o68kNgdc2F0Whkenoak8mE1Wpdk5Ganp7G4/GohdtPg/z8fCorK4F3ZxYJgiA8TUTwIzx2JEmisbGR2tpaRkdH71qDYjKZ2LVrF7Isc+zYMd566601k6Dvdu3m5mYAdR/Y9PQ0kiRRXV3N3rKfAOBV2xBybLXdPT8/n+XlZTIyMtZkmpaXl4lEIgDMzc09yK/gsaAoCm1tbZw4cUJdOisIgvA0EMGP8FiSJImamho2bdrE1NQUra2t6z7PbrezY8cOJEkiFotx5swZdSnq3VitVoqKiigrK2P79u3o9Xo0Gg3Dw8Ok5G+jYkHHjFVh9OYPCYVChEIhYPU4LhaL0dfXh6IoXLt2jZs3b6LVavH5fA/8O3jUJEli165dpKamcu7cOQYHBx/1LQmCIDwQIvgRHmtlZWXs2LGDmpqauz7H5XJx+PBhmpubWVpa4vz58x9YrLt161bq6uooKChAr9eTkpKyurtLo+FQfLV25/TCCSRJYmJiAlg9AoN3t7XPzMxQX19Pbm7uUxn8wGoH3Z49e3C5XFy7do3Ozk4xC0gQhCeeCH6Ex15+fr66q6ujo4NAIHDHc7RaLVlZWWRmZuL1eu+aKbqdoijMz8+TlZVFMBjE5XIB0FD9k2gS8E7mAqH5CVJSUigvL1+zzqKzsxOn00lJSQlOp5NQKLRmq/zTRK/Xs3PnToqKitb97gVBEJ40IvgRnhgrKysMDQ1x/PjxdRdySpJ0X4tEJyYmOHbsGGazmWg0islkQq/XY80sYc9sKjEtdN78FsvLy9jtdnbt2kVaWhqwurldlmW8Xi8FBQUcOnQIi8XygD7p40ej0bBlyxa2bt2KJEkEg8EPPF4UBEF4XIngR3hi2Gw29u7diyRJnDhx4o6jpuSwPofDwejoKHNzc+/7CzonJweDwcDCwgKw2tmULGZ+wXUAgKO0AdDV1cVbb72F2WxeM1H69OnTnDlzhpWVlcd2iemDIkmSOiH79OnTnDhxQq2HEgRBeJKI4Ed4otjtdvbt24fRaOTUqVNqHU6SVqulubkZk8nE6dOnee211+5aj6PT6SgpKcHr9ZKeng5AfX09AOX1/5a0MLQ7oswNXyQYDCJJEh6PR6152bx5M01NTcRiMSYnJ+no6ECW5ad+OKBGo6GhoYHl5WWOHTt2x/JYQRCEx50IfoQnjtVqZd++faSlpa07iC/ZAq/VatHpdJw9e5bl5eV1r1VWVgZAVlYWNTU1FBYWYjKZiKPjRb8bgCujqzN/3ttuPzw8jEajYc+ePRiNRnp6eujv7+eNN95gYGDgqV4RkZOTw969e5FlmePHjz+1Bd+CIDydRPAjPJFMJhP79u1Ti5TfWwOUmprKCy+8wJ49e5AkiTNnzqgzeW5nsVjIy8tjampKzehs2rSJWCzGtrwXAHjdNowcC6tHaAaDgZSUFGZmZrhy5Qpnz55VM0eJRAKz2UxraytvvPEGPT09T21tTEZGBs8++ywGg4GOjg7RBSYIwhNDBD/CEytZY+P1ejl69OgdbdharZaUlBSKi4tZWVnh7Nmz6i6v223cuJHnnnuOI0eO0NXVRV5eHi6Xi8zS3VTeNvNHkiSsVitarZZIJILT6aSqqgq/309XVxewWge0b98+9uzZg91up6Ojg/Pnz388X8gjYLPZePbZZ9VZS0/7kZ8gCE8HEfwIT7zMzEyKi4vp6uqitbX1jl/AGo0GRVFQFGXdomSz2Yxer0er1eL1epEkie3bt6/O/JHrADg9f4KqqirS0tLIzs4mGo0yPT2Noihs3bpVLZoeHBzk6tWrWK1WWlpaeO6559SdX+FwmOvXr3/gFOonjdFoxGQykUgkOHv2LO3t7SILJAjCY00EP8ITT6PR0NTURGVlJYODg1y6dGlNhmfDhg0UFhYyPz/PxMTEusdQfr+fQCDA/Pw8sVgMo9GIw+GgPjnzJ2uBwMwIU1NTaDQaWlpayMzMZGpqisLCQjZu3AisFlGPjIzw5ptv0traSnp6ujofaHZ2Vq0JunLlyl3rkJ5kVquV3t5eLl68uG6WTRAE4XEgtroLTwVJkmhoaMBoNNLR0UFBQQH5+fnqY01NTaysrHDp0iUMBgO1tbWUlpaqr7fZbMDq4MPZ2Vlyc3MpKipibm6OvTdSOZa9xCuvf47mff9fRkZGyMrKIjc3l/b2dgKBAOXl5VgsFnJycgiHw3R3d5NIJNRMUzQapaCggIyMDHp6ehgeHmZkZISCggK2bt36VGxQ12g0bNq0CYvFwo0bNwiHwzQ3N2MwGB71rQmCIKzx5P+JKwi3qaqqYv/+/Wrgkzx+SbbAW61WDAYDra2tTE9Pq6/TarUUFxcDMDk5CUBJSQl6vZ49KTsBeCN+lWAwiCzLXL16Vc1sJNvt8/Ly1CAmIyODzZs3AzA/P8+rr75Ke3s7Op2OzZs388ILL1BRUaHOzgGeikxQckHstm3bmJube6rrnQRBeHKJzI/w1El2Xs3Pz9PW1sYzzzyDxWLBaDRy4MABFEXhxIkTnD9/Xm2ZB6ioqKCvr49oNAq8u10+tPzjpHe9QYcjytzQeRwlO4jFYnR2dpKbm4ter1ffu7W1Fa/Xy/LyMpIkUVRUhNFoJD8/n97eXgYHBykvL6eyspKGhgb1dcvLy7z11ls4nU6qq6txuVxP9NDE5MiA278bQRCEx4XI/AhPLVmW8fv9HD9+XM2q6HQ69Ho9NTU1JBIJzpw5oxYgWywW8vPzmZmZUWf0FBcXk5lTwOHFAgAujb6y5j1KSkooKipS/zkejxOJRMjKyuLKlStMTU1htVrZtm0bzz//PNnZ2XR3d3P06NE1hdlms5mGhgYCgQCnT5/mnXfeYWJi4okuHHa5XGRkZABw8+ZNvF7vI74jQRCEVSL4EZ5amZmZawbxzc/Pq48lEgk1+NBqterPq6qqqK2tXdORVVBQwPb8FwF4I3UEORZWX3Pz5k1kWSYcDgPgdDqJRqPU19eTnp7OhQsXmJ2dBVanU+/YsYMDBw5QX1+vdqENDQ0Bq5mnw4cPq1OjL168uO5soidNLBZjfHycM2fOMDo6+qhvRxAEQQQ/wtMtPT2dffv2odVqOXnypDoM0e12U1tbSygUor+/X11LkZaWRmdnJ319feo1KioqyK7cS9WCjlmLwvzoMTWjodPpePPNN7l+/TqKopCZmQmsDl3ctWsXFovljvlDaWlpuN2r06Pn5ua4evUqr7/+Or29vSiKQklJCQcPHmTfvn2YTCYALl68+MROjdbr9ezbtw+Hw8GlS5fo6el5ojNagiA8+UTwIzz1UlJS2LdvH8XFxaSmpqo/r66upqioiK6uLo4cOUJbWxuSJOFwOBgfH1czNhqNhvyCAg7GV2f+vD7xGiUlJUiSxMLCgvr8c+fOYTQaMRqN+Hw+jEYjLS0tNDc337V+x+l0sm/fPux2O+3t7bz55pv09/ejKIoaYMViMVZWVtSp0d3d3U/c1GiDwcDu3bspKCigo6OD9vb2R31LgiB8gongR/hEsFgsbNy4EY1GQzgcZmxsDEmS2Lx5M1lZWUiSxODgIL29vbhcLmKxGDdv3lRfX19fT0PNv0ObgLed83RePUV+fj7xeJz09HQURcHj8fDOO++QkZGB3W5X39dgMBCPx2ltbV13C7rT6WTPnj3s2bNHnZNzu2TmJDk1+saNG++7sPVxpdVq2b59O5WVlWpgJwiC8CiI4Ef4xOnu7ubixYv09PSoLfDPP/88+fn5dHR0qM+bmZkhEAgAq0FMYfUW9sykEtfCqVN/yfj4OIDa2VVQUEA8HmdmZuaO2TaBQICRkRHOnDmjdpO9V1ZWFnv37uXZZ59Fq9UiyzInTpxgZGQERVHIyspSp0bn5uaqXWpzc3NPzNTo5Dym5LHf9PT0U1HXJAjCk0UEP8InTn19/ZrjF51Oh0ajoba2Fr1eT0dHh9qiPTAwoL6upaWFvam7ATjCdfXnw8PDOBwO/H4/Bw4cwOFwcPPmzTUBSVpaGjt27GBpaYmzZ8/etXZHkiTMZjOwuicsFotx+fJljhw5wtjYmHoctm3bNnQ6HYqicOXKlSdyanQ0GuXChQscP35cDTIFQRA+DiL4ET5xtFot27Zto7S0lN7eXq5cuUIikSAWiyHLMjqdjo0bN5Kbm8vw8LAaqGg0Gn7yFz5Hegh15k9Sbm4umzdvxmQysWvXLoLBIL29vciyrP5iz87OZuvWrfh8Pi5evPiBS0BtNhv79+9Xl4ZevHiRo0ePqp1lsBos7dq1i+LiYkZHR3nrrbe4cOECfr//IXxzD5bBYGDnzp1EIhGOHTv2xB3jCYLw5BLBj/CJlFzFUFNTw9zcHLFYDIfDwbZt24jFYng8HioqKsjMzFxzTCWj47B/debP1YnX1J9XVFTgdDqB1eAqMzMTn89HR0cHb7/9tjo12u12s2nTJnw+HysrKx94n5IkkZ+fz4EDB9i+fTt2ux2j0QisHrcpioLVal0zNdrj8bC0tATw2G9Zz8zMZN++feh0Ok6cOLGmzkoQBOFhke6n5bSpqUm5evXqQ7wdQfj4xeNxdDqd2u4+ODhIR0cHZrMZnU7HgQMH1Lk+sViMv/vCb/Hr8b/CGZT4Yv1X0epN7N27V+3KKi8v58aNG/T09HDgwAEuX77MwsIClZWV1NXVodFoiEQiahDzYYTDYd544w3sdjsbNmxYMxE6Go2qR3ldXV14vd7Hfmp0NBrl+vXrmM1m6urqHvXtCILwlJAk6ZqiKE3v/bnI/AifeDrd6paXq1evcvLkSQoLCykpKSEcDrO8vMz58+fVYyS9Xk9x42Gq53X4LAq+4aMAtLW1cfnyZdrb24nFYmRmZqIoCuFwmH379qlHbKdOnSIUCmE0GlEUhc7OTnp6eu77ng0GAw0NDYRCIU6fPs3JkyfV1nyDwaDuCzOZTE/E1GiDwcDWrVupra0FwOv1qi3/giAID5oIfgThFrfbzdLSEidOnKCyspLCwkI0Gg0ej4dz586pz6uuqeFgoh6A1yffQKPRkJKSQjQaJZFI4PV61VZun8+HVqtl8+bNbN26leXl5TXFzoFAgI6ODnXK873SaDSUlpZy6NAhNm7cyPLyMidOnLij4LmkpGTN1Ojz589z7dq1D/sVPXTJzNTY2BhtbW2cPn163fEAgiAIH4U49hKE2/h8Ps6cOYNOp6OiooL29na17byuro7q6mpkWeaf/u5P+cXp30dS4Et5f4qrqEbtziosLGTr1q0MDQ2RkZGhtqTDu0dsiqIwNTWFy+Xi/PnzeL1eduzYQV5e3oe673g8jtfrVV/f19eH0+lcM08nkUgwMTGBzWYjIyODlZUVpqamKC4uVrNfjwtFURgcHFS//82bN1NQUPCob0sQhCeMOPYShHvgdDrZu3cviqLQ39+/5rHksZJWq+W5H/lp9t6a+XPj5jfx+/1kZ2ejKAqTk5MkEglKSkrWBD7w7hHb9PQ0586d4+LFizQ1Nal7wGZmZj7Ufet0OjXwicVidHd3884773Du3Dl1pYdGo8HtdqsB0fj4OG1tbbzxxhv09PQ8VlOjJUmirKyMAwcOYLPZuHDhAh6P51HfliAITwkR/AjCe6SlpbFv3z62b99Oeno6ubm5SJKE1+slHA4Tj8fJy8vjJfePAO/O/PH5fEiShCzLBINB4vE4k5OT63Z1ZWdn09jYiMfj4cSJE9TV1ZGSkvJAjnj0ej2HDh1iw4YNzMzMcPToUS5cuHDHIMTKykp1anRHRwevvfbaY9dtlVxNsnXrVrKzswHEUERBED4ycewlCO8jkUjQ39/P/Pw84+Pj2Gw2FEWhpaWFq5fO8eNvH2TeDH9l/E0cJTvYtWsXTqcTvV5PMBjktddeo7GxkYqKinWv7/P5uHDhApFIhM2bN1NcXKy+b7Jo+aOIRCL09fUxNDTEgQMHMJvN6157fn6e7u5uDAYDW7ZsUV/7UTrSHoZgMMjRo0cpKiqirq5O7cITBEFYjzj2EoQPaWpqivHxcXJycohEIoTD4dUOsECYw4uraxoujf4QWG1B1+v1KIqCxWLBYrG87/A+p9PJ/v37ycrKUje4T01NceTIkQeSBTIajdTV1fHiiy9iNptRFIXTp09z5cqVNRmpjIwMmpubaWpa/TNifn6eV1999bGbGm0wGHC73fT19fH222+zsLDwqG9JEIQnkAh+BOF9JLuPbDYbHo+HkpIStmzZgt/vR6PRsP3W0dfrqaPIsTBLS0t0dXXxve99j6WlJZxOJz6f731btpNToXNycoDVwCMYDHL69Om77gG7X8kMSSKRIDU1ldHRUd58802uXbu25jgs+XlNJtMdU6OTtUOPkk6nY9OmTezatYtoNMqxY8fo7u4WLfGCINwXEfwIwvuQJIlEIoFer6eoqIje3l46OjpwuVyEQiGcJc1Uz+vxWRRGbnyfgYEBLBYLiUSCzs5OnE4n4XD4A6c5J4OOWCzG4OAgwAfuAfswtFotmzZt4vDhwxQVFTE0NMQbb7yB1+td8zyLxXLH1OgTJ0480Hv5KHJycnj++efJzc1laWnpsR3eKAjC40kEP4LwAVwuF4uLizQ0NJCRkUEwGGRlZQVJkpA0Gg4mVicSn/KfRJZl5ufn1flADocDWN28fi/0ej3PPfccdrsdRVHw+XycP3/+ga+psFgsNDU1cejQIUpKStT7XFhYWFNQbDabaWho4MUXX6S5uXnNMtXp6elHmnExGo0888wz6lHd4uIiQ0NDIgskCMIHEsGPIHyArKwsNRBpbm5GkiScTqfatt6w4afQJuBY5iKh+XEGBgYwGo3IsszCwgLPP/88brf7nt/ParWyd+9eysrKAB7qklKbzcamTZvUoObixYu8/vrrdHZ2rjlyMxgMZGVlAatFx9PT04/F1GhJktQjvcHBQa5evcr58+fXLH8VBEF4LxH8CMIHcDgcaLVavF4vZrOZ/Px8JiYmSE1NBcCc4WbfjP3WzJ9/AVCLla9evUpHR8cdbeYfJHk8tX37diorK9V9YA8zyJAkiR07dpCdnU1XVxevv/46XV1dd8z/sVqtd0yNPnLkiLq9/lHZtGkTDQ0NeDwejh49ytTU1CO9H0EQHl+P11hXQXgMabVaKioqSElJAaC8vJzx8XEKCwtpamqir6+PPa0tvM0rHJHa2XrbazUaDYuLi1y/fh2LxYJWq0VRFHJzc3E4HB/Yzp7MGCVbvNPT09m9e/dDq3Gx2+3s2LGDhYUFbt68SWdnJzab7Y7MlVarpaSkhKKiIiYmJhgdHcVisQCrR2cpKSkf+9RoSZKorKzE5XJx6dIlzp49y44dO8jPz/9Y70MQhMefmPMjCPdJURQmJibIyclBq9XyzjvvYDHq+NE3nmXOrPCr44U8V/hTJCoaQZKwWCzrZn60Wi0ul4uCggIKCws/8D3ffPNNAoEAdrudPXv2fCwzeBYWFkhLS0OSJAYGBkgkEpSWlt51vo4sy7z++uvAapBYVlaGXq9/6Pe53n0MDAxQVlaGVqtV14oIgvDJcrc5PyL4EYR7FIlEkGVZzXAA6gDBWCzGyeP/nT9NW/3fhzkG/77XykuWZ4k/c4jQbTu2bqfVanE6nezatYuVlRW8Xi/p6emkp6ffkRWSZZmjR4+yvLyM0Whk165da3Z3PWznz59nYmICs9lMdXU1xcXFdwRBiqIwOztLd3c3Xq8XvV5PWVkZFRUVj2xgYjQa5e2338btdrNhw4YHMjxSEIQngwh+BOEjUBSFV155hZycHLZuffdg68iRI2sKkqfHz/GDiW9xIm21dVybgJ+6Ab84W4Fx00FmnnmGyK1fvjabjc2bN+P1ehkbG1uTHdLpdOTk5JCbm0t2drYaOMTjcd555x21vfvAgQPY7faP4ysAwOv10tnZydzcnNoOn5xP9F7JqdGTk5Ps3r1bXU/xcYvFYrS1tTEyMkJ6ejrbtm1T67UEQXi6ieBHED6ic+fOsbCwwAsvvKDW3CiKwsLCAp2dnUxPTwOrdTM9szd5o/fLHNPcRL6VaPhUL/zuFSN5hTsZaWlhrqICJAmdTve+83M2btxIWVkZsViMQCCAxWKho6MDm81GdXU1kiShKMrHNutGURSmp6e5efMmjY2NOJ1OYrEYWq123azK8vIyNpsNSZLo6OggEolQVVWl1lB9XCYmJrh69SqyLFNfX09ZWZmYDyQITzkR/AjCRzQwMEBraysVFRUUFRXdsbG9v7+ftrY2AEpLSxkcHGQmOsOb3u9zbOkUEY0MwK5RePks7F7JYeK5/Qxs307Q4cBqtRKLxdQWc6fTSW1tLR6Ph3A4zOzsLMFgEIPBoGaFnE4nfr+fmzdvsmXLlo81o3F7wHX16lV8Ph8bNmwgPz//rkFFe3s7/f39KIpCfn4+1dXVd3yPD1MoFOLKlSskEglaWlpE8CMITzkR/AjCRxSNRrl8+TIejwebzcbBgweRJIloNIrBYEBRFJaWlvB4PNjtdiYnJxkaGgLAH/fz1vxbHJ17kwCrbfD106tB0E90wUJtPUO7dzO5dSvyrSMuh8NBSUkJV65ced/7MhgMwOrqiqampvuaKfSgDA8P09PTw/LyMna7ndraWnJzc9cNLkKhEH19fQwODhKPx2loaKCysvJju1dFUYjH4+ry2bm5OQoKCj629xcE4eMjgh9BeEDC4TDBYJCMjAxkWeaVV14hLS0Nt9tNfn6+Wp+jKIq6oDT5Czckh3hn8R1en3+dhfjqUs7iBfi9c/D/uQ46vZnx7dsZ2bMHX2UlSBImkwmNRrOmJshkMpGWlobZbGZsbEw9+pJlmdTUVDZs2EB2dvZD67RaWVlhamqKubk55ubmWFlZwWq1UlZWxuDgIIFAgJqaGmpra+96jWg0Sn9/P/n5+djtdpaWlggGg7hcro8tI3P9+nX6+vooLCxk48aNaiApCMLTQQQ/gvAQxGIx+vv7GR0dZXl5GY1GQ3Z2Nhs2bCA9PZ1EIkEsFsNgMHDt2jU1ExRLxDjtP82r86/iiXoAyAxp+cw5mf94FdLCEM7LY3zfPsb37sVntZKVlYUsy0QiEfR6Pfv376erq4vOzs51702SJEpKSti8efNH+ozhcFgNctxuN2lpaUxOTnLu3DnMZjMOh4O0tDQWFxfZvn07sJoJcrlc2Gw2/H4/4XCYrKys9w1qrl27xuDgIOnp6VRXV5OXl/fQg6BEIkF3dzddXV2YzWa2bNmCy+V6qO8pCMLHRwQ/gvAQKYrC4uIio6OjjI2N0dzcjMPhYGlpiVAoRGZmJmNjY1y+fJlt27YRCAQYHx9n0b/IpeVL/HDuhwyHhwGwyTp+tU3H754Mk31raLK3tpaR3buZ2LYN2WQCVvdu5eXlMTAwsO49ZWdn43Q6KS4uxuPx0Nvbi8vlIicnh8zMzPedexMOh7l+/bqa1YHVgY1NTU0UFRURj8eJRCJYLJY7ApRoNMrRo0cpLCykurqa1tZWRkZGyMzMpLa2lszMzHXfU5ZlRkdH6enpIRAIkJqaSk1NzcdyjDc/P8+lS5dYXl5m27ZtHzh3SRCEJ4MIfgThY5JIJFaXnkoSra2tDAwMYDabcblcjIyMsGnTJnVvV3Jh6dTUFF8/93W+OfZNOoOrmRy9ouXfTDr5v384R+XsajdYzGRiascOhnbtYraqCm51VzkcDkKhkHo0tnHjRvLy8njjjTeQJAlZltfco0ajITMzk4qKChKJhJrZycrKYsOGDciyzJtvvkl6ejoOhwOn00laWto9DQqMRCJcv35dnfpcV1dHOBymt7eXcDiMy+Wirq7urjOKEokEExMTdHd343K5aGxsRFEUEonEXYcrPgjxeJzu7m4qKysxGAwkEgkxE0gQnnAi+BGERyAej+PxeBgdHcXj8aAoCkajkR/90R9d9/mKonCk8wh/ePIPOT9/HgUFDRLPBUt4+WSMvZfH1OcGsrIY2b2b0ZYWVm4tHU1PTycUCpGdnU1tbS0nT568684tjUajBl+SJGEwGCgoKKChoeGBBBmzs7O0trbi9/vJyspi+/btjIyM0NvbS2lp6fvWAyW/C1mW0el0TE9Pc/ny5Y9tarQsy5w4cYK8vDx1t5ogCE8eEfwIwiMWiUQ4deoUKysrfPrTn0ZRFC5cuEBmZiYFBQWYbh1nJd303uR/HP8ffLf/u8jKauZms66K3+jJ5CfevIl1bl597kxNDSMtLUxs3078tuukpqYSCATUIEej0VBaWkpWVhY+n4+RkREkSVqzBT25diMnJ4eioqKPFAglEgkGBweZn59n27ZtwOqxmCRJ6PV6JicnGRkZoba29n2HNc7Pz3Pjxo2PbWp0LBbjypUrTExM4HQ62bp1Kzab7aG8lyAID48IfgThMTA+Po7P56OhoYFIJMLp06fx+/1IkkR2djZut5u8vLw1x0vj/nH+5Pyf8A9t/8BKbLX+ptxUzs8FGviZkx4KLl9Bd2s2UNxoZGrHDgZ37mS2pkY9FktLSyMej7OysoLZbOaFF17A7/dz7do15ubm7rhPrVaLTqfjR37kR4DVYzm9Xo/T6fxIWZDl5WVOnz5NbW0tbreb4eFhrl+/Tjwep6CggA0bNrzvrKLbp0bbbDYOHTr00IqiFUVhbGyM1tZWFEVh48aNFBUVidlAgvAEEcGPIDxGkh1bya3vyULpUChEc3MzeXl5d0xNngvO8ZdX/pIvXvoic6HVgCXfkM+nUw7yU51QduosmT096nusZGYysns3I7t3s3JrtURyq3xeXh5FRUVcunQJvV5Penq6uperrKyMlJQUdW7R0NAQiURCXQ6anZ1NTk4O2dnZmM3m+/rcfr+fK1euMD8/j9PpZOPGjVgsFnp7e+nv7yeRSFBZWUl9ff0HXicYDJKTk0MikaCjo4PS0tKHMjV6ZWWFy5cvE41Gee655x5q3ZEgCA+WCH4E4TFy9uxZZmZm1GJip9NJRkYGCwsLOBwOtFotnZ2dDA4OqlvfMzIykCSJlegK/9D6D/zxhT9mYmkCgExDJr9Q9Qvsnsmn8O2TFJ06hdXnU99vtrqakd27Gd++nfhti1kB9Ho9sVgMWK0Zqq+vx+Vy0d7eTm9v7x33npwpVFRUxNatW1EUhfn5+XWXsa5HURRGRkbo6OggGo1SVlZGY2MjkUiEnp4e0tLSKCoqQpZlwuEwVqv1fa83NzfHiRMnHurUaEVRiEQimEwmYrEYPp/vrjvNBEF4fIjgRxAeI5OTk3i9Xnw+H4uLi8Bqx9azzz4LrC4QjUQiTExMMDU1RSKRwGazUVRURE1NDQBROco3b3yTz5/7PN2+7tVrmB18KutT7NI3U9I7RtGpU+RfuoQuEgEgbjAwsW0bI7t3M1Nbqx6LweqkaI1GQ11dHfn5+QSDQbxeL1qtFq/Xi8fjQafTYbFYqKqqIhQKqY9NTEyg1+vJyclRs0IfVI8TjUa5efMmkiTR2NgIrF2Z0dfXR0dHByUlJVRXV79vlum9U6NzcnLYtm3bQxla2NnZSVdXFyUlJTQ0NDz04mtBED48EfwIwmMqGo2qdTc5OTnIssz3v/99EokEVquVjIwMNBoNgUAAs9nMjh07ABgbGyMrKwuD0cCrva/y2bOf5dLkJQAsOgsvFbxEi6EFZ8RI/sWLFJ06RVZ3t/q+Kw4Ho7t3M9LSQmCdLMbtC1Nzc3MpLCzEbreTkpKCLMv84Ac/WLeFPllc3dLSgsvlIh6Po9Vq71ork3yP2dlZrl+/zqZNm3A4HKysrNDd3c3w8LBaqF1VVXVHYfh7v8uBgQFmZmbU3V2BQACr1frAanVkWaazs5Pe3l5sNhtbt27F6XQ+kGsLgvBgieBHEJ4QiUSChYUFfD6f+lckEqGuro7KykpisRi9vb303KrvcblcFBYWkpuby/mp83zu7Oc4MngEAL1Gz4+V/Rj/se4/sjCwgGlqioITJyg8dQrb7Kz6nrOVlYy2tDD+zDPE3nMsdjur1cqhQ4fUdRsej4epqSm8Xi+JRAK9Xo9Wq6WoqIiCggICgQDT09NMTk6Sm5tLTk4OLpdr3YyMx+Ph6tWrhEIhioqKqK+vx2QyEQgE6OrqYnR0lMzMTPbs2fOB32EyoIpGo7z++uvYbLYHPjV6dnaWS5cuEQqF2LJlC0VFRQ/kuoIgPDgi+BGEJ5SiKAQCAXQ6HWazGa/Xy6lTpwDUYYrJgXw7d+4kOzubNk8bnz/3eb7T9R0SSgIJiRdKX2AXuyg2FqPIMpk9PRSdPEn+xYvok8diej2TW7cy0tLCTF0dikajZoCS72cymYhGo2i1WpxOJ1VVVaSlpeHz+bBarej1ehYWFjhz5sya7FHys8BqwLZ79+47ApFYLEZXVxf9/f1otVrq6+spLS0FYGlpCVmWSU9PJxwOMzg4SHl5+fseba03Nbqqqgq32/1AZvfEYjE6OjqoqqrCarWu+ayCIDx6IvgRhKdIct+Wz+djdnaWhYUF8vPz2bRpE3Nzc/T19QGgcWr4p+F/4mvtXyMqr7bD11nr+Gn3T/OpDZ9iYmKCFa+X8o4OXG+9RdbNm+p7BDMy1GOx5dzc972f5B6xZBAQDAaZmJhgcnISn8/H7X/OpKenk5GRwcaNG1leXubGjRuYTCays7NxuVzo9XqWlpZoa2sjJyeHioqKO95vZGSEy5cvYzAYqKiooLy8/H1rb26fGu33+9m/fz/p6en39Z1/EEVROH/+PFlZWZSVlYkgSBAeAyL4EYSn2O11NclC4dunN0cNUS5rL/OVG19hOboMQG1GLf/Ps/8PBwoOkJqSSjgc5tw3voHryBGKTp/G5vWq15+rqGB4927Gd+wgdqt+RlEUtFrtmrqfZNG0Xq/H7XZTWlqKVqtlZmYGr9eL2+3GYDDQ39+P1+slEAig0WhQFEXNmmRmZlJWVkZeXp56/yMjI3g8HhoaGrDcOpZbWFigs7MTj8eD0WikqqqKioqK9w06FEVhbm5OrdFpb2/HYDA8kKnRsViMixcv4vF4cLlcbNmyRb1XQRAeDRH8CMInSPKX/ODgIF6vl3A4jMPhYHPzZv7L9/8L/zz0z/jjfgDKM8r5g+Y/4Gfrf5aAP7A6c2h0lNSODopOnaLgwgX0tyZAJwwGprdvZ6C5GW99Pcqto6Pbj8beS6/Xk5GRQWNjI6mpqUiSxODgIMPDw8zPz695riRJWK1WdY1FJBLh5s2bJBIJRkdH0Wg0VFdXU1FRoc7bmZubo7OzE71erxaD38teLkVROHv2LB6P54FNjVYUhaGhIa5fv45Wq2XTpk0fy2JWQRDWJ4IfQfgEC4fDhMNh0tLSaG9v50b3DU4snuDV+VeZja0WPuem5PLb23+bn6/9eTJsGXi9XoaHhzHEYjjPnMHyne+QeeMG0q0/M8IOB1N799K/Ywf+W1maD5Ksz3E6ndTU1GCxWJiZmWFycpJEIoHZbKa+vp6LFy8Si8UIBAKEw2E1sDIajUQiEaxWK1u2bCHr1k4zWK3v0Wq1LC0tcfr0aaqrq+9pPcftU6O1Wi3btm0jPz//vr/j2y0vL6vF0IcOHbqnhbCCIDx4IvgRBAFYnS49MDDAyMgIS4ElLixd4JX5VxgNjwJg09p4MetFfr765ynPLcfpdJKamsrMzAxXvvc9Ck+fpujUKVKmp9VrhhsaGN61i8EtWwje1oouSRJ2u13dNm8ymVhaWlIf1+v1pKamkpGRgdvtJj09nWg0ypkzZ1hYWFhz3xqNBq1WSywWw2q10tjYqA4dzMzMVIOchYUFWltbmZubw2q1UlNTQ2Fh4Qdmgvx+P729vWzYsAGr1Yrf70ej0XzoqdGJRIKVlRV1NMDCwoJoiReEj5kIfgRBWCM5mfny5cssLS3hS/fxzYlvcm78HAAGycC+tH286HiRvRv3UlNTQyAQoL+/H9/sLJqLFyk6fZqC8+cxhEIAyDodC7t24XvhBfqKiwnH43e87+2zgN5Lq9ViMpnIycmhqqoKr9erDoTMyMjAZrPhdrtZWFhgbm6OQCCA3796fJeTk0Nubi7Z2dlYLBamp6fp7OxkYWEBu93O/v3776vD68yZM0xPTz+QqdG9vb20t7dTUVFBXV2dWJEhCB8TEfwIgrCuRCLBuXPn8Hg8bN++nTdvvsnfdf0drYFWALSSlp+o/An+297/hiPh4PTp02g0Gux2OzqdjmKXC91rr6H/538mq6NDPRYLpaUxs38/w7t3M3Pb8dTtksdYACUlJUxNTakb5rVaLQ6HA0VRcDgcZGVl4XQ6GR4epq2t7a6fJzU1lYMHDwKwuLjI8vIyoVCIiooKFEVhZmaGrKysD+zGWm9qdE1NDQ6H4/6+YFYL0js6OhgYGCA1NZVt27Y98G4zQRDuJIIfQRDuKh6Pc+bMGfR6Pdu2bcPj8XD85nG+1PslzvvPk2A1U/Ni+Yv8ctUvU6gtxOfzsbCwQCKRYP/+/Xg8HkbPnSPv+HGKTp0i1eNRrx+tq8P34ov0bd5MZlUVXV1d6mPJP4N0Oh0ZGRlEo1H8fv+6BdSSJJGSkkJRURE6nY6JiQlmZ2fXPDc1NZUNGzYQiURob29Ho9HgcrnIzs5Gr9dz4cIF0tLS2LBhA7m5uR8YBEWjUfr7++nv76eiooKampo1c4/uh8fj4cqVK0SjUTZv3kxxcfF9vV4QhPsjgh9BEN5XLBZT62qSIpEI57vP85Wer/Cdwe8Qjq9mZbZkbeH/avm/OFR+iMXFRRwOBxqNhtbWVgYGBkBRyOjvp/j0aQrOncNwq+ZH1mqZ3baNxZdeYqiigsCtrM/7sVqtVFVVYTabOXv2rPrztLQ0cnJymJycJD09nZycHJaXl+nq6loTDOn1ehRFIX7rCK6wsFA9MktPT6e2tpbs7OwPDGSSr9fpdIyNjdHb2/uhpkZHIhHa2tqorKwU2R9BeMhE8CMIwj0Jh8NcvnyZhoYG7Ha7+vOZlRn++Mwf81dX/4oVeQWAMlsZv9X0W/ziM7+IyWBCUZTV+qFbwxd9Ph9SOEzdyAj6b3wDV3s7mmS3mN3O1J49zL7wAmNpaSiKgtlsRpIkQqGQOrkaVjMsmzdvZmVlhfHxcQKBgHpfWq0WRVHU51qtVrKzs1lYWLijlb66uhqXy4XJZKKvr4+hoSE0Gg2bNm0iNzf3ffeG3W5ycpL29vYHMjW6ra0Nu91OcXGxGIwoCA+YCH4EQbgngUCA48ePI0kS+/btw2q1rnncH/bzZ2f/jL+4+hf4Ij4AClMLeXnXy/zMhp/BarSuCQKi0dXJ0hMTE/QeP07erd1i9slJ9Tnh6mom9+/H/8ILGHJz1WMxi8VCOBxet0A6LS0Ng8FAQUEBhYWF9PX10dnZqb4uNzeX8fFxIpEIer2evLw8ysvLeeedd9DpdMRiMQwGA7Isq4MaDQYDTU1N99Tq/t6p0S6Xi5aWlvv5qpFlmTNnzjAzM0Nubi5NTU33HIAJgvDBRPAjCMI9W1xc5MSJE5hMJvbu3bvuL+RwPMzXrn+Nz5/9PMP+YQAcRgeHMw7zS42/RG1ZLenp6XdkM5aWlujt6WHl5EmKTp4k9/RpDCurmSRZq8WzaRPTzz/PWG0t8Vuv1Wg0OBwOFhYW1OOn25WUlFBUVERHRwfz8/NrgqXbi6ph9RjMZDKxvLy85ho2m41gMEgikcDlcmGxWEgkEuTk5JCdnX3XHWKKouDxeJAkiZycHOLxOIODg5SUlNzT1GhFUejr6+PGjRvo9Xq2bNlC7gesExEE4d6I4EcQhPsyOzvL6dOnSU1NZc+ePXf9RS4nZL7X/T0+d/ZztE2vdmGZNWYOpB/g3xT8G5qqmqisrLzr+yihEO1/+Idkvfkm2devv3sslprK2M6dzL34IlNZWciyTFNTE4ODg5hMJrKyshgeHlbnBiWnQ8uyTH5+PolEAq/XS0tLC1qtlqNHjxIOh5EkCbfbjcvloq+vj+XlZVJSUnA4HBiNRoaGhtSOsyRJknA4HLjdbsrKyt73exsfH+fChQv3PTV6cXGRS5cuEQwGeeGFF953YasgCPdGBD+CINy3qakpOjo62LVr1x3HX++lKApvD73N585+jhMjJwDQS3o+VfApvvCjX6AkvYSRkRFycnLuyCQpioLP52Pq2jWkf/5nCk+cwD4xoT6+VFLC8K5djDQ3k3A6icViq9fX67FYLASDQfVntzObzWRlZbFp0ya6uroYGBhYs4sMIDc3l7m5OTU7pNPp7sgumUwmtFotmZmZbN26FUVRaG9vx+l0qstYb/feqdElJSU0NDR8YE2QLMv4/X4yMjLU+qnb664EQbg/IvgRBOFDSe7JSi4fvZei3ksTl/j8uc/z/Z7vA6CRNPxYxY+xJbqFYnMxLpeLwsJC8vLy7lj9IMsy3ulpjJ2dGL75TUz/+q/obx1RJbRaPBs3MtLSgmfTJhK3Xmu328nKyiIYDDI9PU1mZibz8/NqvZFGoyEnJwetVovNZiMajTI4OIiiKBQXF1NXV8eRI0eIxWKkpqZSWFiILMtqDZFer0eWZcxmM+np6ciyzMzMDLIsq8tYs7OzKSgoWBMk+v1+enp6CIVC7NmzB1jt9rqXTNDw8DBXr16lqqqKDRs2fKhiakH4pBPBjyAIH5qiKFy+fBmdTsemTZvuuSupe7abL5z/Av/U8U/EE6vZlJ2unbxgf4FiTTE6nY6Wlpb3Xfuw6PUy9ld/heP118lpa0Nzq54nkpLC7P79+F96iX6bDa1OR+jWpGmDwYDL5SIUCuHz+dBoNEiSpGZ9ksdY8Xgcv9+PTqdb0w6flJaWht1uZ2ZmRr32exmNRiRJIhwOs2PHDvLz81lZWcHv95OVlYVOp1MDyFAoxBtvvEFubu4HTo2OxWK0tbUxMjJCeno627ZtIzU19Z6+d0EQVongRxCEj6Sjo4Oenh5qamqora29r9eO+8f50wt/yt+1/h3B2OrMnyZXEz9V8FP8+oFfx6A3MDAwwNLSEoWFhWRkZNwRYIXDYaba2oh8+cvkHD1K2tiY+thiQQEjLS34nn+eYGrqmpqd9PR0bDabujw16fZN9EajEUVR1G3xU1NTzM3N4Xa72bp1K0tLSxw5cgSz2YxOp1uznwxWM0ulpaUA6l6w4eFhNBoNWVlZZGdnk5OTg8FgoLe3l4GBAXVqdHV19fsGfxMTE1y9ehVZltm0aZMYjCgI90EEP4IgfCSKonD16lWGh4dpbGykvLz8vufSzAXn+IvLf8EXL3+R+dDqDJ4NmRv4g+Y/oEapYWRwBFmW1R1ebrd73WxHKBjE1NND+G//Fs03v4kxeSym0TDd2LgaCD3zDOFbf75lZmYSCATU7I3FYkGSJFZWVjCbzcTj8TU1QxaLBbfbTV5eHhkZGYyMjHDlypU196DRaCgpKUGWZTwezx1F0rCagZIkiUgkgkaj4aWXXkKn07GwsMDk5CQDAwPEYjEOHz78vjVVoVCIq1evUl5eTnZ29n1954LwSSaCH0EQPrJEIsGFCxeYnJykpKSEpqY7/ky5J4FogH9o/Qf+5MKfMLG0Wtjstrv5zNbPcCDzALNTs8zMzOByudi9ezewOi9ovQ6o+elpFr7xDczf/jbZ166huXW0FbXZ8B86xNSBAwxlZNDQ2Ehra+uaGiaDwUA0GkVRFDUT9N7Fq5mZmZSUlGC1WllaWsLj8eD1eonH47S0tJCens4Pf/hDdUij0+lUd4olGY1G0tPTKSoqwmaz0drait/vJzMzU51gbbVa6ejoICMj4wOnRvf09KgBmiAIdyeCH0EQHghZlhkeHsZms5GdnU04HKa3t5fS0lJsNtt9XSsqR/nnG//M5899nh5fDwBOi5P/vPU/84v1v4hVY8VutxMMBnn99dfJysrC7XaTn59/R4dVIpHA19XFyj/8A5lvvIGtv199zJ+fz0hLC9PPPUc4PX3N3J/q6mp0Oh2dnZ3r7hN7r6ysLHJyckhJSSEnJwdJkjh69CiLi4vqcyRJIj09HafTSSQSYXFxUd0+D6tTqXU6HbIsq3VGRUVF+Hw+AoEAKSkpVFdXrzs1OpFIcPLkSXw+H263m02bNom2eEG4CxH8CILwUIyPj3Px4kUURSEnJ4fy8nJcLtd9HYkllASv9L7CZ89+lsuTlwGwGWz86uZf5TPbP4PD4KC/v5+xsTFWVlbQarXk5ORQV1dHSkrK+he9fh3/F7+I8Xvfw3SrRichSXgbGhjes4fIgQPM3srOuN1usrOz6e/vx263E4vFmJ6eRpZlNROULJrW6/XqEZfBYGDTpk04nU4WFhYYGRnB4/GQSCTQarX8+I//OAAXL14kHo8Tj8cJBAIEb+06SzIajWRkZFBWVsbKygqtra3q9bdu3XrH0MNEIkF3dzddXV2YTCa2bt2Ky+W65+9bED4pRPAjCMJDEwwGGRwcZGhoiEgkQkpKCvv377+jjf2DKIrCyZGTfO7c5zg6eBQAvUbPzzX8HL+34/eocFQwNzfH2NgYExMT7N+/H7PZjM/nQ1EUnE7nHUFXJBBg/hvfQPOP/4jz4kW0yWMxq5XZZ5+l75lnCNXV4XA6mZ2dJRgMqoXKRqORhYWFOwqcgTXt/4DaRl9cXIzJZMJiseB0Orl48SJjtxVnS5JEamoqdrsdWZYJhUJotVpmZ2fR6XRoNBr0ej3BYFC9dlpaGlVVVeTk5KzJeM3Pz3Pp0iVWVlZ44YUXMJvN9/V9C8LTTgQ/giA8dLIsMzExgd/vp76+HoCBgQEyMzPve1hfq6eVz5/7PN+5+R0UFCQkfqz6x3h558s05Tap2RiAM2fO4PF41DqYwsLCdd9vZXSU4Je+RNoPf4i+o0P9+VJuLiMtLYzu3k0oI0P9ucFgYPfu3Wi1Wvr7+/H5fGsCocLCQgoLC7lx4wYLCwtrOsh0Oh1ut5tAIMDMzAxarRatVqvOHnI4HDz77LNEo1GuXLmCLMssLCysOZJL0mq1arCVzPDk5eWRnZ2NTqfD5/OphdDBYBCLxXJf37UgPK1E8CMIwscuGo3y6quvIssymZmZlJWVkZeXd18D+/rn+vmj83/E19q/RlReDRyeK3mOl5tfZl/xPiRJIhaLMTU1xejoKF6vF0VRKCgo4Jlnnrn7hW/cYOaP/5jUV17BdKteJyFJeOvrmXvhBRb37GFqYQGAPXv2cObMGYxGIw6Hg7m5OfXoSpIkzGYz4XAYrVZ7x6RpjUaD2WwmFAqRSCQwGAyUl5eTl5dHWloaQ0ND3P7nqsViwWKxqAtZk9eYm5tDo9HcMaHabreTm5tLbW0tHo+H8+fPs2HDBiorK8VgROETTwQ/giA8EpFIhOHhYQYHB9XW8u3bt5OZmXlf15lanuLPLv4Zf331rwlEAwA05TbxcvPLvFT1ElqNFlidBzQ+Po7RaMTtdhOLxbhw4QL5+fnk5+ffURysRKMsfec7xL/0JdLOnEF7qwA5arEwsWMHwy0t+KuryXA48Pv9ambGaDQSi8XUQOX2oMdqtZKWlkZZWRnT09P09fWtKabW6/VkZGSoXV5jY2NMTk6yuLioPm/btm0UFhYyNzfH8PAwU1NT67bTw2oAVlBQwIYNGzh//ry6ImP79u33XYQuCE8TEfwIgvBIJRIJpqenGRgYYOvWrZhMJnw+H7B6BHSvBdILoQX+6spf8eeX/pzZ4CwAlY5Kfr/59/nZ+p/FoF0b3Pj9fs6fP8/y8rK65qKwsFBdd3E7eWYG5ZvfRPr619HeKjoGWM7JYaSlhZFduwjdNpDQ5XJRXl6OwWBgcHAQm82GRqNhYGCAcDhMUVERBQUFzM/PEwqFWFxcZGFhYU0rvUajwWKxqJmxUCiEx+OhsbERrVbLO++8w/z86kwkg8GA2WwmGo0SCoXQaDQUFBTg8/kIhUIUFxczOTm5JkjKyspi48aNYkeY8Ikkgh9BEB47p0+fZnp6Ws2SuN3uey6SDsaCfKXtK/zR+T9i1D8KQF5KHr/9zG/zK5t/BZvh3YyHoigsLCwwOjrK+Pg44XCYAwcOkJaWRjQaRa/X3xF8xa5fZ+Wv/xrzd7+L8VbwoUgSM7W1LPzojzLT3Mz00hIOh4PU1FSGh4eB1QClsLCQcDiMx+NRW9klSSI3N5fCwkIMBgN+vx+v14vH41mTFdJqtaSkpFBWVkZJSQljY2MMDQ3h8/nUoEmSJD796U8jSRIej4fr16+v6SBLfpbbi7ELCwvZuHEjHo+HzMzMe9ovJghPOhH8CILw2InFYoyNjTEwMIDf78dgMFBTU0NFRcW9X0OO8e2b3+Zz5z5H58zqItJ0Uzq/sfU3+I1tv4HTsnZ1RCKRYG5uTu0Mu3z5Ml6vV50onZaWtjYQiseJvPYakb/9W2zvvIPmVjATM5sZ376dkT178FVWYrFa1wQger2egwcP4vP5GBwcZGlpCUVRiEQiaLVa6urqKC8vR1EUuru76evrIxaLrRmymJubi91uZ25ujry8PMxmM3Nzc+qqC0VR+N73vqcWf69Xc7RhwwZ1CWtWVhY9PavzlAwGAxkZGRQWFpKfn39HFkwQngYi+BEE4bGlKAo+n4/+/n6ysrIoKysjHo/j8/nueWaQoii83v86nz37Wc6PnwfArDPzy5t+md/Z8Tu47etPQ56cnGR4eFjNwKSmplJWVkZZWdmdT15YgG99C+UrX0G6fFn98XJ2NiO7dzO6ezeR7Gy1KDklJYU9e/Zw6tQpotEoFotFzUIB6kTo5MZ4WZZJT09ncXGR2dlZotGo2h2WpNFoSE9PV48Or1y5wvT09JqlrBaLhYqKClJSUggGg1y7dk19LDmrKBaLqZkhjUZDXV0dhYWFameZCIaEp4EIfgRBeKIMDw9z5coVbDYbZWVlFBUV3fMk47NjZ/nc2c/xev/rAOg0On667qf5/R2/z4asDeu+JhKJMD4+ztjYGBkZGTQ2NpJIJBgZGSEvL++OYyKlq4vw3/4t2m9+E8PsrPpzb20ts4cPM7JpE0FJIicnh0AgoK670Gg06hZ5m82mBkJ3Y7fbkSRpzQTppJqaGmRZpre3V/2ZVqvFZDKp+9Heu5Psdk6nk5SUFGKxGHa7ncXFRSYnJ4HVwCwnJ4eCggIyMjLumKgtCE8CEfwIgvBEkWWZyclJ+vv7mZubW1O3cq9ZiQ5vB1849wX+pfNfkJXVbMyPVv4oL+98me352+/6uuSuL5/Px/Hjx5FuBTFut5vc3Ny1dUmyTOLoUSJ/93eY3nwT6VY3WMxkYuLWsdhsZSXcajvXarXIssz27dtxu934/X51CKLX62V+fh5JkigrK8NoNDI4OEgoFCIlJQW3200ikWB8fJxQKHRH2/vtHA4HpaWltLe3rzs7CFZXexgMBtrb2z/wu5QkSV3LodVqMRgM7N+/H1jdNZb87yj5HKPRSE1NDQAej4dQKKS+Nvn6jFszlZIF2snHRIu+8KCI4EcQhCfWwsICAwMDLC8vs3fvXiRJYn5+nrS0tHv6RTm0MMSfnP8Tvnz9y4Tjq79oWwpbeHnnyzxf+vxdj9UURWFxcZGxsTHGxsbUX+D79u0jLS3tzhcsLsK3v03sH/4B/W0Zl0BWFiO7dzO2Zw9KURErKysAlJeXo9Fo6O/vJzs7G7fbTTQapb+//47FqIlEgi1btpCfn08ikUCSJPx+P6Ojo0xOTmI0Gpmfn1ePshobG3G73Zw6dYpEIoHRaCQYDBIMBnE6nbjdbrxeL5OTk2i1WhKJxJrCa5PJpK7ViEQiWK1WhoeH0ev16gTrHTt2ANDe3q6uA0nuKzMajRw+fBiAU6dO4fV613xVqampHDx4EIBjx44xNzenPqbRaHA6nezZsweA8+fPEwwG1eBIq9WSnp6uBle9vb3E43F0Oh02m42cnBwRQAmACH4EQXgKJDMyyeGJBoOBkpISSkpK7mm1gzfg5YuXvshfXvlL/JHVRaMNrgZe3vkyP1HzE+g0d+80SyQS+Hw+JiYmaGxsRKPR0NPTQygUorCwkPT09LVBVG8v8S9/GeXrX0c/Pa3+eKamhrG9exnbupW4yYTVakWv17O8vIwsy+h0OgoLC6moqGBkZIShoSF183wyKEjOGKqtrVWzJ7BaQN7a2srExISaFUoGNpIkqYXUJSUlNDU1cfLkSWZmZtZ8zuRSVo1GQ0NDA319faysrKirPCKRCKFQCFgNYDZs2EBBQcH7fu/RaJRYLKYGR7IsI0kSDocDWK27CgaDax43mUxq4XtrayuBQEANrGRZxuFwsGXLFgBee+21NcXmFouF2tpaioqK3ve+hKefCH4EQXhq3D4zaHp6Go1GQ15eHrW1tXdfdHqbpcgSf3P1b/jfF/8304HVwKQ0vZTf2/F7/Hzjz2PSme7pPlpbWxkaGiKRSKjHUm63e+09yDIcP4785S+j+cEPkG4d8cSMRia2b2e0pYWZ6mr1WEyv15OSksKOHTuwWCz09PSoGa5k2zugrtJwOBxs2rSJ9PR09S2TGSuPx8Pw8DCxWEwtcJYkCbvdTktLC36/n5MnT675TEajkRdeeAGdTsdrr71GJBK5IytksVhIS0sjHo9TUVFBbm4ui4uL3Lx5k5ycHLKzsz/2FRuJRAJZlpmZmaG/vx+3201JSQmxWIxAILDm+xE+OUTwIwjCU2l5eZmBgQFGRkZ49tlnSU1NJRQKodfrP3BmUDge5uvtX+cL577A4MIgAC6ri89s/wy/1vRr2E0fPBgwGo0yMTHB6Ogos7Oza9ZqRCKRtYXSfj985zvEvvQl9Bcvqj9eycxkZPduZg8dInirQBqgrq6OmzdvrgmuUlNT1eWu7x1m2NjYuO5xXDIw8Hg86h4xSZJIS0tjZWUFnU5HOBxekxmqr6/nBz/4wbqf2Wg0otVqOXDgAK2trRgMBlJTU+np6VEzMHa7nZycHCorKx/JTKFkoNff309bWxtOp5OysjLy8/PFkdgniAh+BEF4qsmyrBZCnz9/Hq/XS3FxMWVlZR+44kFOyHyv+3t87uznaJtuAyDVmMp/2vKf+M1tv4nL5rqne0ge3aSkpLC0tMSRI0dwuVwUFhaSm5u7tmOqvx/la18j8dWvor3VYQUwW1XFyJ49jG/fTvzWUZ5Op1N3mAE0NzeTm5vL9PQ0PT09BAIB9SjKYDBQX19PUVHRur/kE4kECwsLeDwepqam1nSR3b6Y9b1ufyzZdffeNnyj0YhOp1NrmgDS09OxWCw0Nzff03f4oEWjUYaHhxkYGFDXq5SWllJdXX3PU8WFJ5cIfgRB+MSYnZ1lYGCAiYkJFEUhJyeHiooKdSP63SiKwtHBo3zu3Oc4OXISAKPWyC9s/AV+d8fvUpJecs/3EAwGGRgYYGxsTC3WzcvLo76+fu2RUCIBJ0/CV7+K8t3vIt0KYuJGIxNbtzLS0sLMhg1rjsXy8/Opqqpienqa6elp3G43DoeD7u5uRkZG1Pogo9FIfn4+1dXVmEzrH+WFw2F1o3xvby9zc3OYTKY1WSWtVktaWhp+v594PE5GRsaaeUXvZTabSUlJIRqNkkgksNls7Ny5856/u4cheVTa399PIpFg7969AKysrGC1Wh/pvQkPjwh+BEH4xAmFQgwODjI0NERxcTF1dXUkEgni8fgHzgy6OHGRz5/7PD/o+QEAGknDT274Sf6g+Q9oyG6453tIDnAcHR3F4/Hw/PPPYzAYmJmZQaPRrN1rtrQE3/0uia9+Fc2ZM+o1VpxORnfvxnPgACs5OYTDYfR6Penp6eqyVZ1OR25uLi6Xi8nJSaamptbcR05OjrrX7G4ze5KdZv39/XdkdeDdVvTU1FRaWlo4e/bsHV1cFouFYDBIU1MT7e3txGIxdUnr4yKZJQyFQrz++uukp6dTXl4ujsSeQiL4EQThE0uWZRKJBHq9nqmpKS5cuEBhYSFlZWXrt6zfpmu2iy+c+wLfuPEN4onVKcqHyw/zcvPL7HTvvK+jk2QdCsDx48fx+XxYrVbcbjeFhYWkpqa+++TBQfj610l87WtoRkfVH89WVjLS0sJUczOR27I5RqNRnRC9d+9egsEg169fZ3JykrS0NMLhMKFQCKPRSFFREbm5uWRkZKw7MykejzM8PEx3dzeyLK9ZmaHRaPjUpz5FLBZTV3Yksyper5fU1FSampo4fvy4Wv/jdDrZuHHjnatDHrFYLKYeiQUCAUwmE6WlpeqMJeHJJ4IfQRAEYGlpid7eXsbGxpBl+Z4LYcf8Y/zphT/l71v/nmBs9Zf6joIdvNz8Mi9UvIBGur+MQSwWY3JyktHRUWZmZlAURW1BXyORgNOn3z0Wu1VPE9frmdy6lZE9e5iprUXS6dQALy0tjYaGBo4dO4bZbCY/P5/i4mK6urqYm5tTgxJJksjKymLDhg1rM1DqWycIh8MsLS1x6dIlIpEIpaWllJaWcvToUfV5Op2O7OxscnJycLlc9Pf3r5k6ffvzqqurqa6uVq//OGRaFEVRj8S8Xi+HDh3CZrOps4OEJ5cIfgRBEG4TiUQYGRlhYGAAgEOHDqHRaNYUTq/HF/TxF5f/gi9e+iIL4dWalw2ZG/iD5j/g39X+O/Ta+18DEQqFGB8fx2q1kpeXRzgc5tKlS7jdbvLy8t49ogsE4HvfQ/nqV5Fua1EPZmQwuns3Y3v3spSToxYmp6SkEI/H1WLoZC1P8uhqZWVFbYFP1uk0NTWtWyA+OzvLhQsX1NcnMz7reeaZZxgcHFQDp+QuMVg9OtuxYwd2u5233noLh8OB0+nE6XTicDgeebARCoXUmVFnzpwhEomoR2Ji39mTRwQ/giAI60gkEgSDQWw2G7Is88Ybb6jZoOTm9/UEogH+/trf8ycX/oTJ5dVurUJ7Ib+743f5hY2/gEX/4efczM3NcenSJQKBABqNhtzcXAoLC8nOzn73F/DwMPzjP64GQsPD6mt95eWMtLQwuXMnMatVDVBSUlJIJBI0NjYyNjbG+Pg4Wq2WqqoqrFYr3d3d6lTpjIwMbDYbsVgMv9+vzgkC1MAo2Y7/XlarlYMHD6rDFUdGRujs7CQajbJjxw4GBwfJyspieXlZPTrz+1cHTkqSpHayRaNRdeHro6AoCoODg+q0bZPJRElJCaWlpY/snoT7J4IfQRCEDxCNRunq6lIHA9rtdsrKyigsLLxrRiIqR/lGxzf4/LnP0zu3etTjtDj5zW2/yX/a8p9IN3+44XqKojA/P8/o6Cjj4+NEIhFeeOEFrFYrkUgEg8GwGpglEnD2LHztayjf/jbSraBE1uuZ3LKFkZYWZhsbkXQ64vE4kiSRmZmJLMvMzc0hSRL5+flkZmbS2toKvLt/DFbb2tPS0rDb7VgsFiwWC+np6bz55psoikJWVha1tbVcuHCBUCjEoUOHOH36NLC6eLWwsBBZlpmfn8flcqEoCqdOnWJmZkbdF1ZZWUlaWhrz8/OUlpZisVgYGBhYcz+7du0iKyvrQ32XH4WiKHi9Xvr7+/F4PNTW1lJTU6Nm1x6nGibhTiL4EQRBuEfxeJzR0VEGBgbw+/3s3buXzMzMNQXL75VQEvyw54d89uxnuTK1utfLZrDxa5t/jc888xlyU3I/9P0kEgnm5+dxOp0AnD17lsXFRXWitFq0vbIC//qvq4HQ8eNIt/58DzscDO/cycju3Szn56sze5LdW8kOuOQCV7/fz8rKCunp6cTjcTUjlOyKys3NpbOzk8HBQfUek79L3G43i4uLLC0tAauBS3FxMZWVlVitVvx+P0ePHlWXmybrj/R6PaWlpWrbeVZWFlNTU+rS1fz8fHWX2KOyvLyMwWDAaDQyNjZGb28v5eXlFBQUiCOxx5QIfgRBEO5TMvuSkZGBJEm0traysrJCWVkZ2dnZ6wZCiqJwYuQEnzv7Od4eehsAg9bAz9X/HL/X/HtUOCo+8n2Nj48zPDyM1+tFURTsdjsVFRUUFxe/+6TRUfjHf4SvfnW1c+yWubIyRlpaGNuxg9httT3WW0dkoVAIk8lEIpGgsLCQkpISBgcHGR0dRaPREIlEkCQJg8FAJBJR64gcDgcZGRkMDQ0hyzKZmZkkEgl1YWly8rUsy/j9fjo7O5menl53qertS09nZmYwGo2kpKQ8FsXRSZOTk9y4cYOlpSWMRqN6JPZxr/UQ3p8IfgRBED6inp4e+vr6CIfD2Gw2SktLKS4uvuvMoGtT1/j8uc/z3a7voqAgIfHjNT/Oy80vszl380e+n3A4zPj4OGNjY2RnZ7NhwwZkWWZ0dJT8/PzV+1IUOH9+tVvsW99CupXFkXU6ppqaGN6zB9/GjXDrWAzWHnvBaqF0cjGpxWJBkqQ1U5yzsrLIysqisrKSqakphoaG8Pv97N+/n2g0SltbGzabTW2JD4fD1NTUkJqaSltbG9FolLKyMrRaLeFwmLm5OfLz87HZbBQWFj5WQc/tFEVRd4lNTU1ht9s5cOCAOAp7jIjgRxAE4QGQZZnJyUkGBgbw+Xzrt6e/R99cH3907o/4WvvXiCVWC4f3l+zn5Z0vs7do7wP5ZZk8kvN4PJw5cwaNRkNOTg5ut5vc3NzVY5lgEH7wg9VA6J131GOxqMPB8I4dDLe0sFRQgMFgUIcc6vV6TCYTy8vLVFVV4fV6WVhYwOVyUVRUxMjIiNqqr9Pp0Ov1hEIhNBoNbrcbSZIYvlWQrdfr1ewRrNbL5ObmkpubS3FxMYlEgrNnz7K8vKwGV2azmfr6egoKCh7bIAhWC8DD4TBOp5N4PM7Zs2cpLCzE7XaLI7FHSAQ/giAID9jCwgJ6vR6bzcbc3Bzt7e2UlZWRl5e37i+8yaVJ/uzin/E31/6GQHS1MHlL7hZe3vkyL1W9dN+zgtaTXDsxNjamLj/V6/Xs379/bQv7+Dj80z+tHov19ak/ni8pWT0Wa24mevt2elBXdIyNjQGQl5eH2WxmZGRkze6xpGRtkdVqRVEUtavObrczMzNDLBZDkiRSUlI4ePAgCwsLHD9+nEQigcPhYGlpSQ3CUlNTaWhoICcn5yN/Rw/b0tIS58+fV4/EkjvmxJHYx08EP4IgCA+Rx+NRa4I+qC16IbTAX175S/780p/jC/oAqHRU8gfNf8DP1P8MBu37r964V4lEgtnZWTweDw0NDUiSRGdnJ/F4nMLCwtWJywAXL64GQd/61urmeSCh0zG5eTMjLS1MNzSg3MP8Hb1ej8vlUmt9khkeg8GAy+UiNTVVXZ2RvJ+enh4cDgfNzc1EIhFef/11TCYTgUAArVZLZmYmTqeTsbExiouLyc7OJiUlBUmSHuvjpeSR2MDAgLpqJDk8Ufj4iOBHEAThIUtOCh4YGMDj8WA0GvnUpz511+OaYCzIl9u+zB+f/2NG/asrLPJS8vidZ36HX978y9gMD/4X5eXLlxkbGyORSJCSkqIezdhsNgiF4Ic/XA2E3n57tY0eiGVkMPTMM4zs2YPf7V73uqmpqRgMBnw+HxqNhj179mAwGBgbG6Ovrw9ZltcUNaekpFBZWYmiKAQCAaqqqpifn+fSpUvIsowsy+h0OnQ6Hc8//zx6vZ6rV68yMjJCeno6sixTX19PTk7OYx0Ewery1MnJSSoqVovdu7q6MJlMuN3uRz7U8Wkngh9BEISPUSAQYGlpidzcXBRF4fz582RnZ687Mygmx/jWzW/xubOf4+bsTQDSTen8xtbf4De2/QZOi/OB3lskEmFiYoLR0VF8Ph+lpaVs3rwZRVGIRqOre60mJ989FuvpUV+7UFLCyO7djDY3E719F9k6UlNT0ev15OXl4Xa7mZ6e5saNG2pGCN49GkuuyPD7/WpLuV6vZ2VlhcOHD2MwGDhz5gxGoxGPx6MGUmlpadTV1d21++5xoygKx44dY35+HoPBoB6Jic3yD4cIfgRBEB6RUCjEmTNnWFxcRK/XU1xcTGlpKSnvqalJKAle73udz579LBcmLgBg0Vv45U2/zG8/89u47etnXT6KZGGx1Wplbm6O48ePq0Fabm4uOq0WLl+Gr30NvvlNWFxcvVedjpmtWxlsbmaqsfEDj8V0Oh2lpaWUlJSwsLDA+Pg409PTa4YpJut73G43KysrzM3NYbVaOXz4MIuLixw/fpz/f3t/Hh3nfd733+979h2Ywb4OiH3lCu6iFoqUREux48R16ji12+RJ21/ytGn6SxynTbr8kjZxfmn8xM7iJU6dtEmdxEtka+cibuICkgJBECT2fQcGwGAWzH4/f4BzG0OCEiWRIiler3N4JA7umbln5GN8zvd7fa8rmUzicDhwOp1MTU1huHFKrbq6mq1bt9717+deUFWVubk5+vv7mZhY7Q6+bds2Kisr7/OdffRI+BFCiPtIVVV8Ph99fX2Mj4+jqipPPvnkul2LVVXl9Ohpfv+t3+eVvlcAMOgMfLbls3xh7xdozGu8J/cYCoXo7+9ndHSUlZUVDAYDJSUlbNq0CYvFApEI/PCHq0Hotde0bbFYdjbDe/Yw/MQTLFVU3PK6VqsVs9nM0o3g5PF4qKurIz8/n/Hxcebm5ggEAiwuLmrPKS0tpaCggEgkQlNTE6qqcvbsWebn54lEIsBqYNu8ebM2uywej1NWVsbKygp5eXn35Du620KhEAMDA2zYsAGn04nP52Npaekdu4qLOyfhRwghHhArKysMDw9TV1eHTqdjYGCAeDzOhg0bVrec1uiY7uAPzvwB37n6HVLqatj4RN0n+OJjX2RX6a57cn/plYn0xPn0rK6pqSlMJtNq08fp6R9vi127pj13saqK3mefZWz3blK36X+UptPpyM7OpqGhgZKSEmZnZzl79mzGthis1gdVVlbS0dGhHeFPd6FubGykqamJjo4Oenp6tB5F6bEb6a7YD4vLly/T29urrRBWV1dLkfQHIOFHCCEeUGfPntUGjZaXl1NdXY3bnTkTbHBxkD8884f8ZftfEk2uhoMnK57ki3u/yDNV966x3tqRHq+//jp+vx+Hw0F5eTlerxenwwGXLq2GoL/9W7ixepNwu5n+iZ+gfedOVm4EEJ1Oh6qqrPd7p7KykurqanQ6HXq9nsHBQQYHB2+pD7LZbITDYRRFoaSkhJaWFgCOHDlCIpHAaDRmPCfd/DEnJ+eefD93m6qqzM/P09/fr60Qbtiwge3bt9/vW3soSfgRQogH2NLSEv39/YyMjJBMJqmvr2fjxo23XDcTnOGPz/8xf3rhT1mOrs7P2ly4mS/u/SKfavwUet29a6gXi8UYHx9ndHSU2dlZAOrq6ti0adPqBSsrq3VBX/0qXL4MgKrXM97aSv9zzzHX0AA3hTS9Xo/ZbNZmfAEZp9CSySTRaJSLFy9qk+QVRSErK4tEIsHBgwcJh8OcPXtWmycGq0HL6XSysrJCQUEBu3bteigKotcKh8MMDAxgMpmoq6sjlUoxPDxMWVkZRqPxft/eQ0HCjxBCPARisRhDQ0N4PB7y8vIIBoMMDw9TWVmZ0STPH/Hz9Utf54/O/hEzoRkAqtxVfGHvF/jcps9hMVju6X2Gw2HGxsbIzs6moKCAYDDIpUuX8Hq9lBQXY2xrgz/5E/je9+DG2Iyl8nL6n32WkcceI2m5s/tzu93s2LGDrKwsxsbG6Ozs1EJQWllZGdPT09jtdiKRCJFIBL1ej9Vq5cCBA4yOjjI0NERVVRVTU1M0NTX9eBjsQ2RmZoYTJ07Ilth7IOFHCCEeQoODg1y8eFHb5qmpqSE3N1dbxYgkIvzV5b/iD878AYOLgwAUOgr51V2/yr9u/de4zO98HP1umZ2d5cKFC4RCIfR6PcXFxXi9XgpTKXTf/CZ8/eswsxrS1OxsIp/5DGe3bGE+K0t7DYPBsG6n6MLCQurq6kgmkyQSCfLz87l69aq2SnYzm81GTk4OGzduxG6309/fz9tvv51xTVlZGY2NjWStef8H3XpF80VFRezYseOWWjGxSsKPEEI8pILBIAMDAwwNDRGLxXC73Tz99NMZzRMTqQTfu/Y9fv+t3+fy9GUAssxZ/NL2X+JXdv4KBY6Ce36f6V/OIyMjjI2NEY/H+fjHP47ZbCYaCGD64Q9R/uRPVjtKA6qiMLVlC1M/9VNMb9xI6MaprbVuHrKafqy0tFSbHXb16lUWFhZueW5DQwMWi4WOjg48Hg9+v/+WYHUns9keRCsrKwwMDDAzM8NTTz2FTqfD5/NpvZXEKgk/QgjxkEskEtox9KamJgB6e3spKirSegapqsobA2/we6d/jxMjJwCwGCz8/Oaf59f2/Bob3Bs+lHtNJpMsLS1phcZvvvkm4XCY8vJyNvh8OL79bdTvfAflRnFyoKiImU99imvbtxNZZxUj3QzxZkVFRezbt08rEl5YWLhlW2xtI8XS0lLm5+cJBoN4vV6sViterxeHw0E0Gn1o528lk0leeuklksmktiV2cx+pR5GEHyGE+IgJh8O88sorpFIpCgsLqaiowGg04vF4MJvNnBg8wZdOf4lXh14FQK/o+en6n+aLj32RLcVbSCaTpFIpdDodOp3unhYEj4yMMDIywszMDKqqkp2dTWNeHqWvvUbqz/4M3fg4AKrDQfinf5qrTzzByE1dj9cLQC6Xi5KSEpxOJ93d3ZSVlWG322lrawNWewotLS2RutGTCFbriPbu3YvVaqW7u5vOzk50Oh2pVIry8nJaWloeyo7La7fE0v+baG5uxuPx3O9bu28k/AghxEfQysqKdiw83ezv8ccfp7CwkLGxMc6ePct4dJwXfS/ylv8tkqxuIX2s5mN8vvLzMPrj11IUBZ1Ox4EDB8jKymJwcJCurq6McKTT6di3bx9Wq5WRkRFtovvan7e2tmI0i1r1vgAAYttJREFUGpmYmGBmZkZ7XKfTkUwmsVqtjI2N4fF4cDqdqPE4yo9+RMkPfoDt/Hntfpa2bcP/uc8Rf/ZZhkZHM5ogvpvs7GyMRiM+ny8j+KS53W6i0ahWVO7z+TJ+XlxczNatWx/KlaD0/yYGBgbYvXs3eXl5RCIRdDodpnfpvfRRI+FHCCE+wlKpFH6/n2QyqQ0ZXVlZYXFxkVQqRSqVYiwwxl9c/Qv+rv/vWEmsBqWtuVv5hbpf4LGCx1BQSKVS1NXVYbFYmJmZYWRkBFVVSaVS2j+3b9+O2WxmeHiYgYEB7fH0NQcOHMBoNNLV1UVfX1/Gc1VV5VOf+hQ6nY6LFy8yODiY8Tlco6Pseftt7D/4AfobnZxDeXn0HzzI0P79xJxObDYbiURCG4exnvQq0f79+5menmZwcJCCggLGxsa0MLS2nshms6HT6TK2zOx2O4cOHSIejz+UBcXJZFILpZcuXWJkZISKigqqq6txvctcto8KCT9CCCEAmA/P89XzX+WrbV9lMbK6mtKc38xv7P0NfqbpZzDq713BbPp3jqIoJBIJEokEyWSSxcVFJiYmmJqaIhaLYYtG2dPbi+Uv/xLb5CQAKbOZ6f376T14kNmSEiwWC8lk8pYi5jSHw4HVasVoNBIIBAiHwxQVFTE7O4vRaKSmpobe3t6MHkNFRUWUl5ej1+uJRqMEg0F6enpwuVw0NzdTUlLy0PULAlhYWKCvr08LfwUFBdTW1lJUVHS/b+2ekvAjhBAiQyAa4Jtvf5P/cfZ/MBlYDRgV2RX82u5f419s+RfYjB/+lk8qlWJmZob5+fnV7s2pFNe//GXy/u7vyL1wQbsuuHkznU88geHTn6amsZGuri4mJyfXLYp+J2sHqq6VHpgKaPVA6etra2upra19KGdvRSIRbUusqKiI1tZWVFXVumN/1Ej4EUIIsa5oIsrfdP4NX3rrS/T6egHIs+XxKzt/hV/a/ku4re53eYV7Jz3QdGJiAvvkJI1vvknJG29gvFHftOJ2M3jwIAMHDpDKy6OyshKDwcDg4GDGio7RaCSRSGjhyGq14vF4CAaD+P1+XC4X4XCYRCKBoig4nU6sViuLi4taOFpbcF1fX09TU5O2JfawrQalUikSiQQmkwmfz8eJEyfwer1UV1c/VL2P3o2EHyGEEO8omUryYs+L/N7p3+Pi5Or/1ztMDv71tn/Nr+7+VYqdxfft3iKRCOPj44yMjOCfmKD67Fm8L71E1o1TYkm9nondu+l99ln89fVsqKwkOzubvr4+lpeXb1kR0uv15OfnMzMzk1EQbTabMRqNlJaW0t3djaIomEwmbV6Y2WzGarUSCoVobW2lo6MDg8FAdXU1Xq/3oVw9CQQCXL9+ndHRUW1LrLq6mqKiooxeUg8jCT9CCCHuiKqqHBs6xu+/9fscGTwCgElv4vObPs+v7/l1anJq7uv9BYNBdDody34/I9/+NiU/+AElly6h3Agxofp6uvbvp+a3fgt3URHJZJKhoSGuXr36jkXSN0sPUU1br8Zo7WqQTqejoqKC2trah7KgeO2WWDKZ5IUXXsBgMGQMt33YSPgRQgjxnl2cvMiX3voS37v2PVRUFBQ+1fgpfmPvb7CteNv9vj0CgQBdXV0Erl6l9KWXqDx6FPONE1uxrCxin/scvfv3s5ydTV1dHXl5eQwODnL16lWtpgdWV4LSp9FgtX9QelDq2vofgKamJpLJJP39/RmPpwNCa2srFRUVxONxdDrdQ1cblEqlCAQCZGVloaoqhw8fxuPxUFNT89BtiUn4EUII8b71+nr5g7f+gL/u+GviqdWVj4OVB/nNx36TJyuevO8rA6lUiunpaS6cPEnRiRPUvfEGWTeO0as6HVM7dtBz8CCxPXuoq6+nvLycQCDAtWvXmJ2d1ba10hwOBysrK7eM1kjPWDOZTCQSCfx+P36//5ZrTCYTdrsdv9/Phg0bqKqqeuiCA0A8Hufy5cuMjo6STCbJz8+nurqa4uLih2JLTMKPEEKID2xieYIvn/syX7v4NULxEAA7Snbwxb1f5BP1n0Cn3N9fiKlUirGxMa51dWG6dIma116j9Px5dDdCTMDrpefgQay/+Is07dihPW9+fp6zZ89qjSLT0is377ZdZjabtYaIi4uL5OTksLCwkFFrlJubS3V1NeXl5Xfr435ootGotiUWDofZu3cvJSUl9/u23pWEHyGEEHfNwsoCf3bhz/jj83/MfHgegPrcer6w5wv8bMvPYjbc36aAqVSKkZERuru7qbRaMXzrWxS/9BLWpSUAVJcL5Rd+Ad/P/AwTVis1NTVYrVai0Sh9fX1cv3593WPz6RWf9bpGA+Tn5+P1emlvb6eiooL+/n7gxyEqNzeXvLw8iouL0ev1D10H6VQqxdTUlFYM3d3dTSAQoKamhuzs7Pt9e7eQ8COEEOKuC8fDfOvtb/GHZ/+QUf/qrAyT3sSWwi3sKNmh/an2VN+XVaF0sa6qqhx++WU8b75JxUsvkdu7eqRfVRSmNm+m/9AhrB//OHUNDbhcLlRV1QagXrt2jVAolPG6a3v/3MztdqPX65mfn0en06HX69+xEWNtbS2VlZUPxTbSzTo7O+nt7SWZTJKbm0tNTQ0lJSUPzGeR8COEEOKeiSfjfOfqd/jyuS/TPt1+y8+zLdlsL96eEYgKHYUf2v2lUikGBga4fv06kUiEvLExKn70I8rPnEF/I5gEiorof+YZ1M9/nq1PPZXx/KGhITo7O4ncGLmRlh57sbZmyGg0Zoz7gNUVI5PJRDAYpLKyEqvVysDAgPZ6JpOJqqoqampqsFgs9+x7uBei0ShDQ0MMDAwQCoWoqKhgx5otxftJwo8QQogPhT/i5+LkRdom2mibbOP8+HmmglO3XFeeVb4ahIpXw9C24m04TI57em+JRIKBgQG6u7uJRqNkJxJUHDmC95VXMM/MAJCy2dB9/vOs/MIv4CsoyCjuXVhYoLu7m/Eb/YXeq40bN+JwOCgpKeHcuXOMj4+jqio6nQ5VVSkrKyMSiVBQUEBFRQVWq/WuffZ7Lb0llm4gme4fVFNTg9t9fxplSvgRQghx30wsT6yGoRuB6MLEBQKxQMY1OkVHY16jFoZ2lOygOb/5nswai8fjDA4OUlVVRTKZZGl+HuPrr8NXv4rn8mXtupnmZoZfeAHHP/2n1DU1acfWE4kEKysrRKNRLl68qB2Lv1MmkwlVVYnH41itVqxWKwsLC8Bq9+l04XV6W6y6uvrufPAP0djYGG1tbfd1S0zCjxBCiAdGSk3RM9+TEYg6pju0Y/RpFoOFrUVbMwJRpbvyrh6tT/eyWVpaQqfT4RgZYdPp0xS8/jq6GyEklJvLwDPPEPtn/4wtBw+i1+u154fDYa5evcrIyMi6RdJrGyEWFRURiURYWlrKGPKqqioulwuv10tNTQ0DAwNcu3ZNqxUqLCyksbGRRCJBbm7uQ9M7KBaLMTQ0RH9/P6FQCIfDwXPPPfehBSAJP0IIIR5okUSEjukOLQy1TbRps8bW8lg9Gdtl20u2k2/P/0DvHY1G6e3t1Yp3FUXBEAzS2tVFyT/+I7qBAQCSJhO6n/1Zov/yXzKRn095ebk20iKZTDI8PExPTw/BG40Wb/ZOhdI6nY6WlhYqKytJJpNMTU1pp6kA7HY7oVAIvV5PUVERFRUVFBQUZASxB1W6D1MgEKC2tvZD6wsl4UcIIcRDZ3Fl8Zb6oZnQzC3XVWRXZASirUVbsZvs7/n9IpEIPT099PX1kZeXh81mY/u2bfD666hf+QrKa69p187X1tJ/6BCxF16gurExI4hEIhESiQRWq5Uf/ehHdzRWQ6/Xk0wmaWpqoqenB4vFwqZNm3A4HIyMjDA6OordbieZTGpbZHq9nn379pGf/8HC34clFotx/PhxNm3aREFBwT1/Pwk/QgghHnqqqjK2PPbj7bKJNi5OXtQaLqbpFB3N+c0Z22VN+U0YdHe2XRSJRLSTXN3d3SwtLTE7O8tmh4PyH/0I/uf/RLlR57OSnc3AgQOMPvccBz/3uYzhpqqqMjY2Rmdn5y3H5dey2+2oqkokErllZchgMFBbW0tjYyPJZJJIJEJXVxejo6Paz71eL263m6WlJcrLy8nJybnvXbfX097eTl9fH88888yH0hdIwo8QQoiPpGQqyfX56xmB6MrMFZJq5mgKq8HKtuJtGYGoIrviXUNCR0cHvb29Wo2O3W5nc3U1xceOof7Jn6C7dm31PvR6kj/5k5j+/b/ngsGA2WLB6/VqYy2Wl5e5cuUKU1NTqKqKyWTKWBFSFAVFUW67LWY0GmlqaqK2tlY7WdXT08P8/GqTSb1ej6qqpFIprFYr5eXllJeX37eTVjcLBAK89tprVFRUsH379g/lPSX8CCGE+MhLNzUMx8Ncnr6cEYgGFgduuT7Xlqttl+0s3cn24u3k2HJuuS7d7HB4eFh7rKCggMf37UM5cQL1K1+BH/5Qmyzvr6qi55lnGN2zB9eN2qDy8nJsNhupVAqfz0dubi79/f20t9/aF2k9drsdr9fL8PAwRUVFmEwmNmzYgMViYXx8nImJCRoaGjh69KgWorKysnj22WeB1cLs+9lR+vTp08zOznLo0KEP7Qi/hB8hhBAfaeFwmJdeegmA7OxsbDYb+fn51NbWAjA0PUTnQifts+1cmLzA+Ynz2miOtarcVRnNGLcUbsFqXP1lHQgEuHr1Kg6HA7PZTHl5OYqiEIvFcC4uwp//Oeo3v4ni8wEQdToZfeYZevbvp3r/furr60kmkySTSUwmE5FIhIsXLzI5OXnbz6UoitY3Jzs7m9nZ2YyfZ2VlUVlZSVlZGQaDgZGREa5evao1XjSbzXi9Xvr6+nC5XJSXl1NWVobDcW97Kq3l8/k4evQoLS0tNDQ0fGjvK+FHCCHER1oqleK73/0usHqkPBQKkZOTo22x/OM//iOxWAy9Xo/dbl9dfciGGcMMbRNtvDX8Fh1zHawkMoeb6hU9Gws2ZgSihtwG9Do9bW1tjI2NkUwm8Xq9tLS0YNPp4DvfIfHlL2O4cgVYHaMROngQx2/8BqNVVbRduEBRURFer5eioiIArl27Rl9fH4lEAlgNcEs3ZpHdCUVROHToEA6HA1VVmZqaoquri8XFRWC1Z5DRaNT+vmXLFmpqat739/1eqKrK5OQkhYWFH+rpNAk/QgghPvJisRhGo/GWOp70L99QKEQ4HNb+WVxcTFNTE4lEgu9///sk1STjsXFGk6MMRgcZig7Rs9RDSs2sw7Eb7bQWt7IxZyO50Vxyo7nkGHLQ6XTU1NTQ2NiIyWiEc+eIf/nL6H/wA3Q3Qk28tpbRj3+c7tZWQoqC0WiktLSULVu2YDAYmJubY3h4mJKSEk6fPv2Onzd9QkxRFJqamhgfH8doNGIymdDr9Xi9XhwOB0NDQxQWFtLT08PMzAyqqrJr1y7Kysru7n+AdaRSqfs260vCjxBCiEdGMBhkcHCQlpaWOzr1lEwmmZ2dzQhG4XCYDRs2kF+Sz6n+U/zNib9hYGWA/kg/c/G5W17DbXRTaa6kylrF5tzN/KsX/hUem2f1h1NT8I1vwNe+BtPTAMTtdvyf/CTjH/848243Tz/9NIqiMDY2htPpxOVyMTg4SHt7e0bzRIPBoK0OwWq3aLfbzZYtW3j99dfXbbQI0NLSQiKRYGpqiuXlZVKpFLm5udTV1VFSUvJevt47Fo/HOXz4ME1NTXi93nvyHu9Ewo8QQohHRk9PDx0dHWzcuJH6+voP/HqJRIKFhQUtGI0tjNE+2868aZ5ry9c4P3aexejiLc8rt5eztWAreyr2UGevozV/I54jx1G/+lWsb7+tXbfy5JNYv/AFUgcP8sOXXiIWi2kdn10uF1evXsXv9wM/3t46deoUoVDotqfD1lIUherqalZWVvD5fOzZs4e5uTkGBwepqKigsbHxA39H67ly5Qrd3d0cOHAAj8dzT97jnUj4EUII8chQVZWzZ88yMTHBE088cc+bAMZiMTrGOjg3do6Lkxe5PH+Z7qVuYmpmc0M9erwWLzW2GlqjubxwcZpt3z+BMb66kpPYsIHIz/88M4cOMby0hO9G4fSmTZtwuVy0t7cTDAZpbGxkZGRE6x20doTGzfR6PZs3b0ZRFDo6OrSRGW63m/LyckpKSlhZWWFsbIympiatv9EHFQqFePXVVykrK2Pnzp135TXfKwk/QgghHinxeJwjR44Qi8U4ePDgh37MO5aIcfz6cX546YdcW7pGf6Sf8eg4Kpm/d51GB5vCbnZemWdv3wo7JiA/Zmb08cfJ/c//mQm3G4vFgqIoRKNRBgcHKS8vJx6P09fX9673odPp8Hg8GAwG/H6/NjR1bWCyWq3E43E+8YlP3LWC5LNnzzI5OcmhQ4fu2xF7CT9CCCEeOcvLyxw5coTS0lJ27NhxX+5BVVXGx8dpb29nObLMjH6GZEFSm182tjx2y3OKl2HHxOqfrZ5m8vd8iv7yWtQ7CCYlJSXMza3WJJnNZm022FrpQmlYrSFKJpPk5OTw1FNP3ZXO0IFAgFdffZXGxkaam5s/8Ou9XxJ+hBBCPJJ8Ph9ZWVn3fRK6qqpEo1Hi8ThLS0t0dXXhdDoprium09eZ0ZDRH/Xf8vzaBT2NpgryS3fizW6iLqsOJbXazPBO6n7g1sGqWVlZrKysaJ2mPR4P2dnZtLS0fODtr4WFBVwu13393iX8CCGEeKTF43EWFhY+lIGa72ZqaooLFy4QiURQFAWv18uWLVswGo2k1BTds93844V/5NzASYamL9FrnCd206KPSWdkU+FmGrMaqTRVkh3OJl+fj9FgxOVysbS0dNs6oPXYbDbC4bD29/Tk+KKiovcUYOLxeMZ8s/tJwo8QQohH2sWLFxkeHubpp59+IOZdpVIprl+/Tnd3N8lkUusRVFpayujoKMPDw+Tm5lJeXs70zCS+S6/Qeex/cT0xQlsJXM+79TXtejt1zjq8ei9V1ipaPC04VEfG0XhYrffJycnBZDJps8Zull4l2rhxI6FQCLPZjM1mw+FwYLPZsFqtt9QHJRIJXnvtNaqqqj7UTs63I+FHCCHEIy0SiXD48GF0Oh0HDhy4a6eaPohEIqFNfY9EItrjiqJQXl6unZIKh8NMTk4yOTmJNx5H+fM/x3r0FTrdK7SVQFulmbYNJiaUW+t7cgw5VFmrqLHVsLN0J0/VPUVvZy9ZWVkkk0k8Hg95eXn09fWxsLCgPc9gMFBaWkpFRQXnz5/XCqXT6urq2LRpE/F4nEuXLmkrR6Ojozz11FPk5a2Tzj5kEn6EEEI88nw+H2+++Sb5+fk89thj963zMMD169e5du0ayWRSa1zo8Xiw2+2MjY1hNBrJzc1lZWVFG3Nht9tpbW2loKAA3+gokb/4C0p+8AO4ehWAcbeeiz+9m7N7vLwyf5mByCArqczQoqBQYiqhylrFM+5nqLZWr3t/a7tH/8RP/ARLS0tcv35dK6a22+1UVVVRUlLCyZMnCYfDqKpKWVkZu3fvvndf3Hsg4UcIIYQABgYGuHTpEs3Nzfesud96lpaWGBgY0EZYLCwsUFRURF1dHQ6Hg2QyydLSEoqiMDU1xdDQEIBWE1RfX4/T6cw4jRWLxZgYH2f5Rz8i52//luILF9Dd+L2+uGED/s//M+b/2UG+euWb/O2VvyWhZm5/VZgr+FLll9a9X5vNhtFoJJlM8txzz2lBMRKJMDY2xujoKPF4nGeffVabIh+NRjGbzfc1VK4l4UcIIYRg9dRVd3c35eXl2O32e/peKysrjIyMMDQ0lHHkPDs7m/LycnJzc1lYWGBycpL5+XlSqRSFhYU8/vjjhMNhzp07x/z86uT59DZT2vXr1+nq6iKVSmGz2VYLkycnWflfX2es7yjn8yOcKoe3iyBxU7F0kamIems9z7ifodJaCazW+DidTkKhEPv37yc7O5t4PI5er183zMRiMc6cOUNNTc09G4/xQUn4EUIIIW6SPn5usVju6msmEgnGx8d5++23SSaTuN1uotEoJSUl5ObmagNFjx8/zuzsLC6Xi6KiIoqLi8nJyckIG8vLy3R2dmpH2vV6PU1NTUQiEaanpyEbri5f5eTwSU4Mn6BvKbPxoS4Fm6fhsVFoNFWTt/EFki27We+3/+7duykuLkan0zE/P8/ly5cxGAw0NDRQUFCgrTotLy/z1ltvEQwG2bp1K1VVVXft+7ubJPwIIYQQN6RSKSYnJzlz5gwFBQU88cQTH/j1pqen6enpwe/3k0wmSSaTuFwuWltbCYVCTE5OMj09TSKR4OMf/zhms5nFxUWMRiMOh+OW10wkEkxMTDA2Nsb09DSpVAqD0cBQcIjr4esMJgbpDnczFZ7KeJ5RMVJjraHeWk+dtY6dkzo2v36c0nPn0N9obBj0euk5cICRxx8nYbFQUFDAjh07sFgszM/P097eztLSEhs2bGB6epqVlRWysrKoqanBbDbT1taGTqdj9+7d93x0yAdxu/Bzfzs+CSGEEB+iRCLB0NAQfX19BINBrFbrB1q1WF5eZnBwkNHRUe20lqIoVFRUUFFRwcrKCm+++SaqqmKxWCgtLc3om3Pzkft4PE4kEsHpdJJMJjlz/gyjiVFGGeVq4CqXfZdZji9nPMeus1Nnq6PeVs8WzxaKKSbbmU0kElld2XImuVRWzfjOnWz6X/8Lx9wcjpERtn3rW9S99BKv/dEfsWXLFqxWK6lUimAwyNLSEgaDAUVR2Lp1K9FolIsXL5JeAHG73ezZs+eebxveKxJ+hBBCPDImJiZob2/H4/GwZ88ebYvnvQiFQiwvLzM1NcXIyAjxeJyioiLMZjPRaBS/309+fj55eXmEQiEaGhooLi7G7XavOzoiGo0yMjLC+Pg443PjTBmmWM5e5uXOl7m2fI24Gs+4PseQQ729nnrr6p9ScylOh5PCwkLKSkpw+/3MHTnC0okT5E9NkTU8jHF8fN3PspKdTW5RES6Xi3g8zg9/+ENt7EX6GL7L5aKmpoby8nImJiZIJBJ4vd773jH7g5BtLyGEEB9Zy8vL9Pb2YjKZyMrKoqCggGAwiMlkwu9fHSGxNpAUFhZiMBgIBAJagbKiKCQSCWZnZ5mcnNT63eh0OtxuN4lEgkAgoNXjFBQUUFpaisPh0IaHxmIxIpEIVquVoqIiQqEQly9fpnu8m65AF93hbrpXuhmJjJAic1RFqbmUHQU72Fu2l43ZG1mZWsHtdqNbWcHY3Y3S2Un2yAhZIyNkj45ivKkfD4BqMkFjIzNFRcwUFrJQWorf6yXmdOJ0OrHZbNTV1TEzM8PY2BgrKysUFBSwb98+QqEQ58+fp7W1laysrHv1n+qekG0vIYQQjwRVVZmfn6enp4fJycmM6eXPPvssubm59Pb2cvny5Vue+/zzz2MwGBgbG+Pqjd45NzOZTBgMBsLhMD6fL+Nnra2teL1eLl26RFtb2y335VN9TBgm6Fjs4O35t5mKZdbr6NFTbamm3lZPvW21Zseld2Lz+ch9c4KW1FHs/f2Ez57FOjmJss4CxkpWFn6vl6U1fwLFxRhtNvLz85mYmMjo6JwOejMzM7hcLmKxGKqqEgwGmZmZ4dy5c8DqCtVHhYQfIYQQHymXL1+mr68Po9GIyWQiFotRUVGh9dMB8Hq92oyvdBBI1+VMTU3h8/lwOp0EAgF0Oh1ms5l4PE4ikSAWi5GVlUVJSYm2EpQeFnr+/HnKysqorq4mnoxzeeoynf5OOpY66Ap0sZRYyrhXs2Km1lbLtrxtPFv/LE+W7WLq1aNkDw9j7e3F2nsEa38/pmAw43k2IKXXs1xSgn/DBmy7dpFqaWHQ4WAymcwYZ1FZWYk6N0cqlaKgoICJiQkURaGuro7u7m6cTid2u514PE4sFiORSKDT6fB4PJw6dQqXy8XevXvXLcp+WMm2lxBCiIdaPB5naGiI0tJSbDYbc3Nz+P1++vv7icfjtLa2UlRU9I6vEQwGGRgYYGBgQAsONptNOwq/dhL6gQMH8Hg8DA0NMT4+jt1ux+FwoDfr6Q52c2nuEieHT3J+8jzBeGZoceld2orOpkQxu3xGyuYWyB0fx9Lbi9LXh3Kj5matRHY2yeZmFsvLGcnOJlxdDQ0NOHJycLlc1NbWaitciqIQDAY5fPgw8Xgct9utDVA9ePAgL7/8slbXszYDlJeXs337dqamphgeHmZycpLS0lJ27Njx0Nb3yFF3IYQQHykrKyv09fUxMDBAPB5n8+bN5NwIA0ajkUAggNlsxmQyoaoqkUiEUCiEw+HAYrEwPT1Ne3t7RvPBtVpaWpiZmcFqtWK323G5XNjtdrKzs9Hr9SxFlnhr9C1OjZ7i5MhJLk1eIpaKZbxGvjGfBksd25Ml/IJ7EzVd00TbLmC6fh3D4uIt76kqCsvFxfi9XvxeL5G6Oti0iU2HDmEym4lEIuh0OkwmE7B6xD4cDhMMBlFVVQt5p06dYnp6+paBpWu3ACsrKwmHw8zMzPDss89y/vx5jEYjTz75JMlkktHRUSoqKtYt0n5YSM2PEEKIjwRVVbl06RLDw8OkUilKS0upqqpiYmKCy5cvU1VVxbZt2wA4d+4coVCIcDisrXYUFxezsLCgHU1PTy+H1c7LpaWllJWV4XQ6MyaTTyxPcHj0MKfOrYadrrku1DWtAhUUKoylbIkWsmvWwhP9cRoH57CPnkWXSADfAVa3rABiNhtLN0JOrKEB+549GDdvRrHZ8LhclNpsKIpCLBYjGAoRW1yksLAQgPb2diYnJ7V5WgBZWVla+HG5XCiKgsViIT8/X6vbWRuGXC4XFRUVFBUVsby8zOLiIjabTRtRsWHDhrv5n+2BIuFHCCHEAy9dxGw2m9HrV2c1eL1ewuEwS0tLnDhxQrs23a1Zr9cTiURwOBxkZWURCoXw+/1MTk4CYLVa2b17N263m8nJSQoKCrQVFVVV6Z7v5tTIKU6Nrv4ZXhrOuCcDehrj+ez02Xl8MMlzXcvkTowDmcfKVUUhXFLCktfLQmkpxtZWbLt3Q3k5KAreggJisRihUEirQ+rp6WFkZIRQKEQ8vnrU3Wg08slPflL795ycHMrLy3E4HNrWW9raMRgTExMA5OTkZBRoX7lyhaeeeoqqqipeeeUVYDUIxuPxB2Li/b0k4UcIIcQDK5lMcvjwYZaXl2/52Z49e3j77be1ehabzYbD4SAUCnHlyhUsFgs5OTnaAM40o9FIYWEhVVVV5Obmro6fyHFzceoiZyfOcnr0NKdGT+FbyTzJ5UiZ2Lbk4LFhlQNXl9k1msSSyDytpToc2kpOtL6eHrOZ5fJycDjIycmhpKSE0tJS5ubmGBgY0Fal0isyn/zkJzEajcBqiMvNzdWCjd1u12p6mpubb/me0qs36deMx+OUl5fT0dGhDSmF1QaFZrOZmZkZTp8+TfJGgbTL5eLpp5/Wrvsok5ofIYQQD5xEIsHAwAC9vb1aX52srCzKy8vp7OwEVld2du/ezfDwMH6/n1QqpZ1YSlMUBY/Hc8uR9GgqiqHCQFegi2MDx3h79m2iauZR7vyIgcfGdDzZF2PfKLTMgH7Nr8yVwkIidXUEq6pYKC1lsbycOYcDd04Obrcbv9/P8vIyiURC21Z78sknUVWV6elppqamsFgsWK1WnE4neXl52r2uLbBOn0JLJpOEQiGmp6eJRqNEIhHcbjcOh4NEIsH169cz7j9dq6OqKnq9HovFgslkwmQyMTMzoxUxpwu8W1paMrb5Pgqk5kcIIcQDL5VKaTU4XV1duN1utm3bht1uJysri0QiwejoKIFAgGQyyenTp4HVX/QGgyFjhQdu9Nbx+UgYEhgrjZweO83h3sP0BntJ9mSeqqr1KTw2orJvFPaNQOViAgVImEz4y8uZ2lLD8oYNzBQWslRWRtxmYz0LCwssLCys+7Pjx49n/D29oqXT6bTtunA4fMvz0kf2b7a0tKT9e1NTExaLhUuXLmmffa10EGxqaqKzs5OFhQWt0ePt3vejSlZ+hBBC3HdLS0v09PQQCAR4+umnURSFcDiMbU3AmJubo62tjVAo9K6vt5xYZkQdoSfSzZW5i/RFRkgpP/59p0vBphl4fGQ16Dw2CgUhCOfk4Pd6CdfWEqqqIlBZyWJODpF4nFQqhd1uJ5FIUFtbS3d3NzqdDoPBoHWPzsnJwe/3k0gksN0oWA6Hw8RiMWKxGCsrKywtLRGNRrXAlq5NisfjtwSW29HpdFRUVGA2m5mcnMwIMbAalhobG4nFYoyNjWkn2tZ2pNbpdOTl5VFcXEx7ezuPPfYYxcXFd/T+DwtZ+RFCCPFAUVWVmZkZenp6tG2YDRs2kEwmMRgMWvBJJBJcvnyZwcFB9Hp9xnHttJAuxJXZCwwttHM10sOAMfMYuSEFOydXw84Tw7Bz2oCuwEuktpbA/kp68vI4W1ZGfn09O3bsIJlM8qMf/Qij0ah1PAYwGAyUl5dTW1tLQ0MDqVRK24IKBoPMzc2xtLTE3NxcRqFyerRFKBTKuP94PI7NZsPlclFdXY3H4yEej7O0tKQ1aczKysJkMjE+Pk44HNZqepaXl7HcmMienZ3N2NiYtl0Wi8XW7WAdCARIJBKYzWYKCwspLS2loKCAy5cv4/P5PnLh53Yk/AghhLgvxsfHOXv2LBaLhZaWFqqqqjJOWy0uLmqDQgcHB4HVwl41lSI018fg1FmuhbtpN00ybF9Tr2MESxx2jcMTI7Bz3k6dqZJY6QaWGrwsPeflaFERqsGATqcjOzsbq9WKO5FgZWWFV199lYaGBvbs2cPc3ByLi4vY7XacTiepVAq/38+LL764ei9rQlhWVhZ+vx+9Xq/N+TKZTHg8HoxGIzabDYPBoHVRtlgsmM1mVFUlHo/T3d3NysoK8RurTIA2aT2VSpFIJO54Zchw47M5HA5tC06n05FIJMjKyiIrK4tkMqmtPuXl5d12q+6jSMKPEEKID0UsFmNwcFDrIVNcXMyOHTsoKytDURTi8Tjj4+MMDw8zNTW1Wqgbi+EcHUU3cYX+SDeXdWOccS0y5lLBzOofwBGFPWOwcymLjXjxZjcRrqhiaW85lJYyYDCwuE5TwVQqRTAYvOUX/9tvv33LtWv7Aa19zOVyEY1GtfqddKhQVZVEIsHc3Nxt52Ktt4q1VrqpoU6ne8frjEZjRr1Tuoi5oKCApaUlLfjo9XpisRg+n0/7d4Dt27drLQAeBRJ+hBBC3FOhUIi+vj4GBwdJJBJa2AkEAj+u9VleJjscxtTdjWt0BNf8NToYpi3LzykvzOZnvqZ7BXYsOtmcKKXe0URhaSuRzRvAZCKVSjG0ZrZVPBS6JbSstV4h8Voul0ub2n6zVCqF6cZ7rqyZpq6qKslkUmusCLcPOl6vF7PZzMDAgHa9TqdDURQcDgcOhwOfz0c8HsdgMGivkz7Kn0gktF4+aUajkX379uF0OolEIthsNoqLi3G73et+RrvdTk1NzTt+Dx8lUvAshBDirkpPBA8EAvT39zM9PQ2s/kK22+0kQiEMfX1kjYyQPTKCc3SYoZUhzuaHOemFU+WwZM18zbyokS3RQhqt9Wwo2El+XiM6nf6u3G9ZWRl5eXkMDg5mnJ5Kr7iUlpYSi8Uwm81a4fLc3Nwtr7N3716ys7OZmZlhbGxMG6OhKIoWjKLRqHYcv7q6GrPZzNLSEl1dXe+6pbV2zET62pKSEqqqqgiFQnR0dGQMNAWorq5m69at7/ereehJwbMQQoi7KhaLsby8TCAQIBAIkJ2dTXl5OfF4nFdffRUAs99Pwego7pERPOPjOAcHMU2NcakwxREvnPTCmY0QvKmhcEHSQbOxmpqcbdQ5mykyFWkzum7+BZ+bm0tpaSnd3d3ayIp3otPpsNlsWm2O3+9ndnaWpqYmCgsLCQQCnDp1Squ1mZycxGAwUFZWhsvlIhgMkkqlKCsr0/r5dHd309bWlrH1tGnTJrKzs+nr6+Pq1asAWhGzyWTC4XAQCASYm5vTjunn5ORQX1+PyWRifn6e3Nxc3G73uoNFU6mU1sMH0FaB0k0L09PZ040RxY9J+BFCCPGehcNh2tvbte0WnU7Hhg0bKC8vx2Qy0VxaSvF/+A9knzhByAjnSuG7FXDyqdV/j97026dYn0+9o5kGewMNtgbyjHnaz9xuNw0NDQSDQa5cuXLLvej1esbGxm7ZvrLZbEQiEW27Kj3eIV3nkw4g6dqX3t5erl+/rr1Oa2srXq+X2dlZTp06RU9PD7C6AmMymXC73eTl5aEoCnl5eVqoMRqNmM1mrNbV5auKigrKysoIh8NEIhHtRNUrr7xCMBjEbDaTn59Pbm6udnILIC8vj3ei0+ky/p5+nnh3su0lhBDiPRsaGuLChQts27aN/Px87HY7b7zxBhUVFRRGl3nzl1/gnHWOExUKl4pVEpm/pykzl9Foa6TB1kCTo4mP7/84FouFI0eOYDKZtJWOSCRCLBbTpqpPTU2tczeZ0qsdWVlZWl+emZmZW67bvHkztbW1LC8vc/HiRS28pP+Ulpbicrm0uVvpVRuj0XhHKylLS0tMTU0xPz/P/Py8NjPr4x//OIqiMDs7i8Viwel0ysrMPSLbXkIIIe6aQCCAoig4nU58AR+Hxw/z/fnv03b2MP3KLOrB9JUqCgqVlg002FZXdeqt9TgNTmB1FcXlcnH27FlMJhPFxcWEQqFbxlGEQqFbmhtmZWVRW1tLZ2cnkUhEqylKpVLaltzaGp50AXFeXh5VVVVa8a/L5WL//v23/azpMPROEokEPp+Pubk5Ghoa0Ov1DA8P09vbi9Pp1OqKcnNztaCTn5//jq8p7h0JP0IIId4zv9+PqqocP36c3xn/Ha4GVmta0IExCRuXHZRXPEm9q4Vaay02/fqjIFRV1WZyJRIJIpFIRk1PTk4OOTk59Pb2ZjwvOzubxx9/XKsB0ul0+P1+RkdHicVi2jZcQUEBi4uL5Ofnk5OTs27tzPu1vLzM0NCQ1gsoXVtTUlKC2+2mrq6O+vp6bWyFeHBI+BFCCPGeBYNBrFYrKysrVFnKtfDzP/8RGut/muGf/CegKBQVFWmFvUajkbm5OSKRCE6nk9bWVs6dO0ckEiEnJwebzcb4+Lh2kqmwsJDHH3+cnp4ezGYzRUVF5OXlkUwmmZ2d5fjx4xnT3vV6PdnZ2cRiMQKBANPT0+Tn59Pc3PyBt5XC4TDz8/PMzc1RXl5OXl4e0WiUvr4+PB4P9fX15Obmkpubq01FT9f8iAePhB8hhBDvSbpg2OVyoYyP8/X/0cXyPnhzA/y//7SMw7/4FaZPX6SwsJC6ujreeustbUvK4/EwOTmJqqqcOnVKW+W5+ei4oijU1NSQSqWw2WzU19cTCATo6urSBnDm5+dTUVGhhR6Px6OdfJqenqajo4OzZ8+Sk5PDli1b8Hg87+lzpkdEzM3NaVtuBoNBK3TOycnhk5/8pPae4uEh4UcIIcR7cu7cOVRVJRAI8PiPfkT+4AjfDbnY/X+7uRYe4bM//Cwv/dOXMOqMXLx4kWAwCKAN+AS0x+DHzf9MJhNlZWVYrVb8fj/9/f2cO3cuY0ZWTk4OBQUFVFRUZNTP3KywsJD8/HyGh4e5evXqLdPe10qlUiwvLzM3N8fc3BxOp5OWlhaMRiM+n4/s7Gyqq6vJy8sjOztbO2V182kr8fCQ8COEEOK2otEoY2NjjI2NsWfPHsxmMxUVFRQVFVFaWorRaoXXX8czs8zfLfwsT9r/D8dHjvPp//1pft798xkdjm8e8WA2m6mrq2NgYIBQKITVamVyclJrCGixWLTeOllZWeTl5b2nwKHT6aisrMTr9WqrM1euXCGRSNDU1ITZbObixYuMjY1p4chms+FwOIDVUHbo0KEP9P2JB5OEHyGEEOuKx+O89NJLJJNJsrKyCIfDmM1mDAYDoVBoNVA8/zx8+9uon/88m3//a/zpv/44v1D0Oq9MvIItauOf5P2TjNdMj22w2+2srKzQ2dmp1fj4/X5yc3PJz8+nrKyMwsLCu7K6kp4ePzs7S19fH8lkksnJSV544QXMZnPGSSy73f6B3088+CT8CCGEWJfRaGTz5s14PB6ys7O1LaaxsTFGR0epqKggFouR/KmfIjQyQv5v/zaf/doPmfm3z/Jrnjf47vx3KTQXss+1T3vNdMPBtYXKLpeL+vp67HY7Fy5cwGQykZOT876DTzQaxWg0otPp6O7uzghY6c/V2NgIQEtLy/t6D/FwkyaHQggh7oiqqiwvL/PWW29pnZMrKiqYnZ0lGAxS8/LLbPnrv0ZVFH79/36c/+E4gR49v1n+m7TYV0NGbm4uOTk5OBwOysvLtdEPu3btory8nJ6eHjo6OtDpdOzcuZOysrJ3va+1J7Hm5+fx+/08/fTTJJNJhoeHsVqt5ObmsrCwoNUMSVPBR8PtmhxK+BFCCHFbiURC641z+PBhFhcXM37u9XqZnJzUamYafvADWr7zHVI6HT/7xS38nekSdoOd/1L2X6iwVVBbW4ter2dkZISnn34ao9HIsWPHCAaDPPfcc5jNZk6ePKl1ZK6rq6OlpUVbBUoPTdXr9dhsNubm5njzzTeB1ZNYHo8Hg8GgzRszmUwcOnQIs/mm4WHikSDhRwghxB2bmZnhypUrRCIRXnjhBQKBAG+88Ya2bZXuZROPx9Hr9RmFzS1///c0fO97JAx6PvWlVl4MnCfXkMuxnz1Gc0UzZ8+eZXx8nPz8fB5//HGCwSDT09PU1NSgKArRaJQ33nhDa3zodrspKSlhaWmJ+fl5IpEIjY2NNDc3k0gkGBwcJDc3l1gsxtmzZ4nH49oJrfLy8rva2FA8XGS8hRBCiDsWDodZXFxEp9MRDocJBoPa6ku6I3NaOhC53W5isRj9n/sc5kSCyhdf5G/+Uzs7fq2Ea4kJPvfa5/j67q9rqzCzs7NcuXKFzZs343K5tNcym83s3r2ba9eukZuby9WrV1lcXMRms1FQUKANAFVVlbm5ObKysvB4PESjUYqKiqiuriYnJ0e2tsRtSfgRQghxiw0bNmAwGGhra+Po0aPk5uaSSCQwGo1kZWXh9Xq1OVlXrlxheHiYnTt30tPTw9DQEM5vfIOI243929/m8B/Psf3febg8e5n/6+j/xX9r+W8AeDweent7yc7OpqKigpmZGS5cuKCtBu3btw9FUcjKyiIrKwuHw6ENGB0eHqa/v59gMEhRUREFBQWYzWZ27dp1n7858TCQ8COEEGJdZWVlOJ1O2tvbycvLY2Jigng8Tjwep6KiAoPBwPnz5ykuLqa6upqLFy8yPz9PfX09kWiUN599lmd8Pop/9CNe/0aIvf/SxtvBt/nayNf4jOszLCwskJWVRVdXF2VlZTgcDqLRKIcPHyaZTGK1WnG5XAwMDLBx40aCwSCvvfYaqqqiqiq5ubk0NzdTUlJyv78q8ZCR9pRCCCFuy2KxYDKZaG9v15r/BYNBDh8+zPLyMisrK5w/f57x8XEWFhYwGo0sLCyQn59PUUkJhz/zGXxPP03zZJQf/B8VIwZenHyRI+Ej2Gw2wuEwO3fuJJlM0t3dTTKZJJlMakNJVVXF5/Nx5swZTCYThYWFqKqKy+Vi586dlJeXy3gJ8Z5J+BFCCHFbyWSS+fl5Nm7cmNETJxQKMTIywhNPPEFZWRldXV3a0fe5uTlOnjyJyWQCg4E3f/7n8e3Zw/6eFf7y5dVC6b8Y/QsWixZRFIWBgQFOnjzJwMAAVVVVFBQUMDIyQnt7O0ePHiUejxMMBmlvb2fv3r3s3buXlZUVDh8+rJ0KE+K9kPAjhBBiXaqq0tvby2OPPUZ9fT0lJSXaKouiKPT09DAwMIDNZsNisQAQiUTYu3cvfr+fkZERSkpK2LR9O8d/6ZdYeewxfu7CCr9zenXa+S+++otYaiy0trZq/XxUVcVgMJBKpejr68PlcrF3714aGxsZGRlhaGiIkpISDhw4gMViYWxs7P58OeKhJjU/Qggh1hUIBLTC4g0bNlBdXU0ymaSuro7x8XHC4TDhcJje3l5gdS5WTU0Nubm5VFZW0t/fz9zcHK2trRQVFWH9yZ+EQ4f4j0dOMZRt4S+bI3zmh5/hbP5ZXE4XBQUFDA4OkpWVRUVFBfX19dopsKKiIubn5+nt7aWiogKn08nTTz+tnUALBAJYLBbtCL4Q70TCjxBCiHW5XC4+9rGPce3aNfr7+xkZGQFWuzQ3NDRw4cIFvF4v8XicoaEhwuEwAwMDZGVlMTo6itPppKqqCpPJtLoFBgz88R+T/elP8/Xv9zPmMnO4fIn9f7Gf36n4HZx6Jy6Xi+XlZbZt24bL5cLv9wOQlZXFrl270Ol0WuBJB51UKsXp06cB2Lt3rxaYhLgd2fYSQghxW2azmS1btvDcc8+RlZUFgNPpxGQysXfvXtxuN42NjVogGRkZ4eTJk8TjccLhsPac+fl5Ll68yKW+Pk7+5m8SKPPyvf8dZeO8kanYFF/zf43s3GxtBefcuXPE43FOnz7NuXPnSCaTWvF1MplkdHRUu0edTse2bduIxWIcOXKE8fHxD/+LEg8VCT9CCCHeldPp5MCBA/zkT/4kTqeTRCLBqVOnmJ2dZW5uDkBrKqgoCs899xw2m40TJ04wODhIZ2cng4OD5Ofns+vQIU7+x/9IKq+EV/8qTmnIwMWZi3xj7hvY7DYSiQSbN2/GaDSydetW/H4/XV1d2r0MDg5y7tw5bSUKID8/n4MHD5KVlcWZM2fo6OjQmi8KcTMJP0IIIe6YyWRCURSCwSB+v5/jx4/T1tZGWVkZNpsNWF3l6e7uxmw2oyiK1v/HZDIxOzu7urpTXs6J3/otnLYCXvmrBK64nu91f4/D6mFgNeDA6tbWhg0b6OnpYX5+HoCqqipyc3O5dOkSgUBAuzebzcaTTz5JVVUVPp+P9zK+STxaJPwIIYS4I2fOnNGKm7Ozs3nuuecoLi4GVre78vPztQA0PT3N/Py8FkAcDge7d++mpKSEy5cvYzAYiHg8DH7jGzSZSvne/0liSCn88cU/pt/dz/bt25menubYsWM4nU5sNhttbW0kEgl0Op1W/3P27NmMuWJ6vZ5t27bx+OOPo9friUajLCwsfMjflHjQSfgRQgjxrlKpFJOTk0QiEe0xg8GAqqrYbDYqKysJhULE43F0Oh0rKysZ22DBYJDFxUUqKyvxer2YzWaMRiPRwkI4epR9Sx6+8cPVoPTFk1/k2Ngx8vPz8Xg8dHZ2UlNTQ3FxsfaaNpuNnTt3srS0xJUrV2653/Qw046ODo4dO8bAwMC9/orEQ0TCjxBCiHcVCoVIpVI4nc6MxwOBgNaRuaKigng8jtPpRK/Xk5ubi8lk0sZRXLt2jTNnzrCwsMCmTZtobGwkJycHtaqKa1/5Cp8ZcPLbJyClpviZ7/4ML154kYWFBcxmM9evX6empiajm3NRURGbN2+msrLytve9adMm8vLyuHTpEhcuXMhYJRKPLgk/Qggh3lUwGAS4Jfzs3bsXk8lEKpXC4/FgNpsJh8MoisLc3ByxWEy71mw2s2fPHlZWVjhy5Ajd3d1cu3aN06dP0/RP/gntf/AH/Mc2G/+sA0LxEL906pdIOVNEo1ESiQRvvfUWc3NzvPnmm9rr1tbWkpWVhaqqGZPm177nvn37aGhoYGhoiGPHjhEOh+/hNyUeBhJ+hBBCvKt0YfHN4ScrK4tnn32WvLw8XC4Xzc3NOBwO9u/fT2Njo7ZNBaurR93d3doKUTQaxWKxMDMzw4kTJ2j+7Gc5/5//C3/+upmnhmA6NM3vDP4OKVMKnU5HRUUFer2e+fl52tvbM+6jvb2d48ePr7uyo9PpaGlpYe/evSSTSe1Yvnh0yf8ChBBCvKv0NpbZbL7lZ+kwsbCwwKVLlwiHw9jtdpqamnjyyScpKirSrgmHw4yPj2tNDxcXF7FYLCwvL3P69Glqfu7nuPKf/it/9wMjDXNwbf4afzb/Z8RTccbGxnC73dTU1DAyMsLExIR2DwUFBSwuLq5b/5NWUlLCM888g8ViIZVKMTw8LCfCHlESfoQQQryrqqoq9u/f/47XuN1uDAYD0WiUY8eO0d3dzfHjxykuLuanfuqn2LNnD0VFRUSj0YztsEgkQkVFBZFIhL6+PnZ94Qt4/u6HvPL3RgqCcHL8JN+LfY9NmzYxNzdHf38/drudixcvagXYJSUl1NTU0NfXlxGKbpYOYaOjo7S1tXH27Nl1t8vER5uEHyGEEHdNKpWitLSUcDhMT08PHo+HS5cu0d3dTUlJCWVlZetuOw0PD+PxeNi6devqVtnBg8S/+Pv88Ds6bDH4+96/50+u/gkejwebzaYFqP7+fu01Nm7ciNvtpq2tjVAo9I736fV62bRpExMTExw5coTl5eW7/l2IB5eEHyGEEO8oHo/zwx/+kOHh4Xe8LpFIaIXPTz/9NCaTCa/XS3l5OVevXuXy5cvk5ubyyU9+ErvdnvFck8mk1f7Mzs7S1tZGX309qU//O/72e6BLwX898V/5yomvEAwGtSP2tbW12mvo9Xp2796NyWR61/CjKAp1dXU88cQT2liMqamp9/0diYeLhB8hhBDvKBgMEolEMo6ZrycajQKrJ6xcLhfPPPMM1dXV7Ny5k/Lycvr7+1lcXESn03Ho0CGqq6u1566srNDY2EgoFOL48ePMzc0RDAaZ3LuX8ud+ha+8unrdb5z6dUb1o6iqSigU4sKFC4TDYVZWVoDVZoqHDh0iPz//jj5beiyGx+PBYrG8j29HPIwk/AghhHhHtzvpdTODwUB9fT1ut1v7O6wGm/HxcXJycrTXUBSFrVu3snXrVmC1FmftsNJIJILZbCaRSNC3Zw9P7fo3/PszkFBS/G7Xf2JGncFoNGIymTh27BhtbW1a8bJOp0NVVbq7u5mcnHzXz2ez2XjiiSe0++7r68to5ig+eiT8CCGEeEfp8ONwON7xOovFwsaNG8nOzs543GazsXnzZnw+H0ePHqW/v58333yTaDSq1f/odDo8Hk/G86LRqBagrj3+OP/fhn/LT18Dv7rCl3r+E76oD7/fT11dHTMzMxldnFOplFbUfCd9fdJH8oPBIB0dHRw5ckTGYnyESfgRQgjxjgKBADabTQsit5Pu3bPe8fHq6moef/xxIpEIV65cwefz8eabb1JYWMj+/fsxGo2Mjo5qs8HSkskkHo+HXbt24f2jL/PXTb/NrjEYSy7wh9d/i6y8LHJyctDr9XR0dGhBLV3/k0qlOHfu3B1PeE/3KAI4duyYNmBVfLRI+BFCCPGOPB4PXq/3Xa8bGhrixRdfvO3R8YKCAp5++mmsVivFxcWEw2GOHTuG2Wxm48aNALes0iiKwsLCAgMDAxw/fpyrzz7Pd5y/SNUC9Ohm+Hff/1kWlhbQ6XQkk0nOnz+vBR2n08m2bduYn5+nq6vrPX3egwcPkpeXx8WLF29pqCgefhJ+hBBCvKPa2lpaWlre9bpoNIqiKBiNxtte43Q6OXDgALt37+app54ikUhw9OhR3G43Op2OsrIydu7cqW2HKYqC1+tlZmaG+fl5hkdGuLDnIN+cOYAnDGd0/fzaX39GC1zhcJhEIqG9n9frZcOGDXR3d7/rCbC11o7FyM3NvePniYeDhB8hhBC3lUql7ngYaDQaxWQyZYy0WI/RaESn0+FwONDpdBiNRsxmM/n5+SwuLuL1ejl48CCKopBMJgkGgxm9gVKqyvxP/SJfH9yBOQEvKhc51v0/gdVC6e7u7oz327JlC08++eQtx+vfTXosRllZGbDai2hmZuY9vYZ4MEn4EUIIcVs+n4/vf//7zM7Ovuu1sVhs3fEXt2M0GmlubmZlZYVjx45hs9kIBoMsLy+TlZXF3r17MRqN+Hw+LVCl645UIPXTv8r/6GkA4Ovqa3SPvIJer2d6epq2tjYttBkMBvLy8rTPc6f1P2ulUil6e3s5efIk3d3dMhbjISfhRwghxG0tLy+jquodrZrEYjGt386dqqys1BoNDg0NAWj/LC4u5oUXXqC6uloLMolEQjuSjk7H47/5N/xWfwUA/335rxgdPE4gEGB4eJjr169nvNfi4iJHjx695fE7odPpeOqppygpKeHKlSsyFuMhJ+FHCCHEbQUCAXQ63S2nsNbT2NhIa2srsHpK6/r161rjw3eSl5fH008/jdPpxGw209PTw7Vr11BVFaPRyNatW9m8ebN2/eLiojYY1Wi1svHQf+PnhnOJGuC/+/6UxeG3MRqNXLt2jenpae152dnZeL1erl27dkcrWTczGo3s3r1bG4tx9OjRjPoi8fCQ8COEEOK2gsEgTqfzXet4YLVbcro+ZnZ2ls7OTl566SUuXbqkHUG/HYfDwdNPP82zzz6rjcNob2/Xtpdqa2t57rnntBAWi8Ww2WxcuXIFndnMC/v/kP1TDuatKr8//iXCYz0AvPXWW9oKTbqxosPh4Ny5c++rkeHasRgVFRXvevxfPJgk/AghhLitQCDwrp2d11NUVMRzzz1HeXk5Q0NDvPrqqxlBZD1Go5F4PM7o6ChGo5GRkZGMbbT0yIz0tlf6WHwymUQxW/kXu/6QlgUzA9lJ/uT6f0LvmyGZTHL8+PGM99i9ezexWIzz58+/79qd/Px86uvrgdWgd+XKlfdVSyTuDwk/Qgghbquqqory8vL39VyXy8X27dt5/vnnaWhoIJFIaCslfr9/3eDhcDiwWCw4HA4SiQTHjx/H5/Np20smk4kDBw7Q2NhIUVFRxnPdeaX825bfozik51xhnL859xsYFxdYXFzU6ohgdftr69atFBcXv6/PtVYoFNKm1q8dzyEebMp7Sb2tra3qxYsX7+HtCCGE+KhSVRVFUYhGo7z88stYLBbq6urwer0Z20cXLlxgbGyMxx57jDNnzhCPx7XOyzefJrt69SrXrl0DVrs6W61W+kYv8ttj/4WASeXfXnHy1PP/P2IOB9XV1dossfXu672IxWJ0dHQwPDyMoihs2LCBlpYWrRZJPBgURbmkqmrrzY/Lyo8QQoh1RSIRgsHgXTvWnQ4YRqOR7du3YzQauXTpEi+//DJdXV1acXRxcTGJRAJVVTl48CBWq5VAIMCxY8du6QBdXV2tTWNP9wQqyW3kvzf9PxhS8JWNAQb+4TcwhsP09/fz6quv4vf7tedPTk7yxhtv3FFhNqCtQBkMBnw+H1VVVXzsYx9j27ZtEnweIhJ+hBBCrGtkZIRXXnmFWCx2V1833cn5wIEDPPXUU3g8Hrq6urQC5Ly8PPR6PZOTk9jtdp577jl27tzJysoKR48eZXFxUXsti8XCoUOHyM/P1x5LpVIUGOv43cbfAOALO+aJ/NVvoY9ECAQCGbO+0sFq7VT49fj9fs6dO8err75KIpFAp9PxzDPPsHXr1js6CSceLBJ+hBBCrCsQCGAymd5T48L3QlEU8vLy2LdvH88//zxZWVkAvP3227hcLq2w2WAw4PV6eeqpp4hGo7z55psZhdBGo5EnnniChoYG7XpVVdmgbOVnrM+R0sEv7pnA9c3/B30sht/v58yZM0xOTjI9PU1LSwtTU1P09vbeco9LS0ucPXuW119/nYmJCcrLy7XgtLbrtHi4yH85IYQQ63q/J73ej3QTRVVVcTgchEIh2traOHbsGBMTE6iqitvtZuPGjaRSKY4ePcrS0pL2fEVRaGlp4bHHHqO+vl7bYvuk95+z39hKyASf2zlA+Z//PrpEgnA4zNjYGJ2dnfT29uJ2u7Vp82lLS0u88cYbTE1NUV9fz/PPP8+mTZtke+sjQMKPEEKIdX2Y4SdNURSam5t54YUXqKysJBAI8NZbb2nzumpra9m/fz/JZJLDhw/T0dGR8fzi4mLKysrQ6/Xa6/1y02+yUV/FtBP+xeYuGv7sj/D7fIyPj2O1WlEUhcXFRRRFoaurSzsZlpWVxdatW3n++efZuHGjVlskHn4SfoQQQtwiHo8TiUQ+9PCTZjAYWFxcxG63s3v3bioqKgCYmZlhamqKvXv3otfr6enpuWWQqdPpZMeOHdrfE9EEv1L1HyhX8unKh1+pusTmP/8TUjc+Yzgc1laepqenuXr16mrvIEWhurr6nm37iftHwo8QQohbKIrC7t27KSkpuW/3UFxczMLCAnl5eVitVgDm5ubo6urixIkTlJSUaNtV6cCSVlpaSl1dnfZ3h97Br1f+Nm4cHK2E/+45w9ZvfgP1Rv1OKBQilUpRV1fH7t27efvtt2lvb7/jU2Di4SLhRwghxC0MBgNlZWW4XK77dg/pJoRTU1PaY83NzVrn6LGxMRYXF3E6nVy7do2XX345oxC6paWF/Px88vPz0el0FFoK+fWK/4BFNfLtLfA3yTfZ+X/+D6iqtk3mcrno7e1laGiIvr4+XnnlFXp6ejKClXj4SZNDIYQQt1hcXCSZTJKbm3vf7kFVVV5++WXcbjd79+695ecrKyv09/djtVq17TCDwcC+ffvIyckBVvvy6PV6AoEAPp+P/v5+jowe4Q/H/l9Sispf/QC2V3yC5O/8Dr6FBVZWVti6dSvHjx9Hr9fjdruZn5/Hbrezbds2CgsLP+yvQXwA0uRQCCHEHevu7ub8+fP39R4URaGoqIjl5eV1e/BYrVZaWlqorq5m7969NDU1EYvFOHr0KOfPn88YpzE/P09nZyeLi4tsc27j84X/HID/z8dh6sqLqL/7u1RXV6MoCoODgxQVFZFMJllYWKC6ulo7Pg/ctaaP4v6RcbRCCCFukZ7mfr9t2rQJvV5/R+Mn0jU+nZ2djIyMMDExQV1dHXq9nitXrgCrW2lOpxN6YDY+y8sLL/NTPwNvfevvmftNM9m//MuMjIxgMBiwWCxEIhH6+/vJycnRGil2dnYSCoVoaWnB4XDcuw8v7hlZ+RFCCJFBVdX7csx9PQaD4Y7nbul0OhoaGti1axewuuU1NjZGeXk527Zto7i4mKmpKQoLC9mzZw8f83yMIlMRfgt87LOw4e//F4ZvflNbAYpEIhiNRjZt2kRxcbFWF6TT6ZicnOS1115jYWHhnn12ce9I+BFCCJEhEomQSCQemFWN/v5+Dh8+rHVWvh1VVRkbG+P69evaY5FIhFOnTuHJ8XBx9CJHl47y6e98mr3/sJdf7v9lpmKrxdSj2TDohm3f+hbxb32LDRs24Ha7icfj9Pb2UlBQQDweZ3p6moGBAbKzs1FVVRoePqRk20sIIUSGQCAAcF9Peq1lMplYXFzkzTffZMeOHeuuSE1OTnLlyhWWl5dxOp1sad3C4Mogf3v6b+kKddF7oZdAMpDxHKvOSqOjkSc3PEmNrgblwGn43/+bHV/7GrN1dWz6N/+GqakpTp8+zbFjx8jPz9eaHfp8PiwWC/F4/EP6FsTdJOFHCCFEBo/Hw/79+7VZW/dbWVkZqqrS3t7OG2+8QXNzMzU1NdrPdTod04vTXFq6xLR5ms6ZTs6/fZ5IIpLxOh6Dh3pbPfXWeupt9ZSZy7BZbfzET/wES/PzdLSNEczLwzE3R96///eMbNpE+b59NDQ0cP36daanp8nNzWXv3r20tbWxvLzMkSNHqK+vp6Wl5cP+WsQHIOFHCCFEBoPBcF+PuN9MURS8Xi/5+flcunSJjo4OpgJTvN79OpOGSTr9nXTMdJBSM7fFatw1NDmaeL75eTZ7NjNwaUCrH8rKysLjclHU08Pwc89RdPYsTwZ+vDLkLy2lfWCAS/PzWo8fvV6Px+PB4XCwf/9+YrEYnZ2dMtX9ISThRwghRIaRkRFMJhNFRUX3+1aA1VqeXl8vp0dPc2L2BEcGjzB1fSrjGoPOwI7iHbTmt1JpqCQvkocpYUKn07ElZwtlZWXM988TWFykfnqanL/+a3JOncK8vKy9RrCkhNEdOxjbvRt/eTkoCiSTVFRU0NDQgN1up729HZvNhsvlIhKJ4HA4qKqq+rC/EvEBSfgRQgiRoauri+zs7PsWfuLJOJenL3Nq9BSnR09zevQ0c+G5jGssOgv19npqzbVsL9jOHu8erAYrfX19ABiNRuLESaVSGIDQiy/S8u1vk3PqFJY1KzyBoiLGdu9mbNcuLfAYjUZYU8ujKAqxWIypqSkGBgYoKioiEonw1ltvodfrqaiokPlfDxkJP0IIITTJZJJQKERZWdmH9p7BWJDz4+e1sHNu/ByheCjjmgJ7Afu8+9hXvo/Hyh+jxlXD2MgYw8PDhEIhxofGM65PxWLUj4/TeO0a/Kt/hWFpCfeNny0XFzO+axeLBw4w4fGsrvCskUwmcTqdBAIBsrOzGR4eZnh4GIPBQEFBAbFYjDNnzuBwONi3b58En4eQhB8hhBCaUCiEqqr3tMfPbGiWt0bf0sLO21Nvk1QzZ2fV5tTyWNlj7POuhp0qdxWKojA9PU1vby+vzbyGqqqYzWYcDgcul4vJ0VGKurspPXuWonPnMK9Z4UkHnrHdu/GXlaHodLd0arZYLBQWFrJ582bC4TBvvfUWS0tL2s/j8ThOp5O2tjby8vLYu3evHHV/SEn4EUIIoUkfc79b4UdVVQYXB7Wgc2r0FL2+3oxr9Iqe1uJWbVVnb9leChwFAKRSKaanp0kkEhiNRhYWFlhYWMBsNhOJRIivrFA1OIjnyBFaT53KCDyBkhLGdu1a3dIqK8tY4VFVFd2NAKQoitbU0OfzYTQamZmZIRRaXX1Kd3r2er3k5OQQj8dpbW3Vmh6Kh4+EHyGEEJpgMAi8//CTTCW5MnMlo15nKphZnGwz2thVuksLO7tKd+Ew/bihoqqqzM/PMzIywtjYGLFYjNbWViorK1EUhXg4THFvL6VnzlB68SL6xUXtucvFxYyna3jWBB6DwaBtT2VlZRGNRllYWEBV1YwVoEgkQk9PD1arlebmZkpLS9HpdHR2drJx40asViter/d9fTfiwSHhRwghhKa2tpaysrL3tJ2jqirfav8W3732Xc6MnSEQy2wmmGvL1YLOY+WPsaVwC0a9cd3XikajHDlyhFAohE6nw263o6oqvulp/P/wD2S98QYfv3Dhli2tsd27Gb8ReG7e0ioqKqK4uBiv14ter+f8+fNMTk6u+/6JREKbA/b000+j1+s5fvw4KysrNDQ0YLVa7/h7EQ8u5b1Mp21tbVUvXrx4D29HCCHEw2Y2NEvBHxZof690V2phZ1/5Pmpzam87nyscDjM6OkoikaC5uRlVVbXwEw+Hye/qorajg9yTJzHeFHim9+1jeMcOlkpKMra0FEXBarWiKArhcFgLQlarlUgkQmFhIVarlZmZGRwOBzU1NRgMBo4fP45Op+NjH/sYi4uLmEwmTpw4kbE6ZLPZyMnJIScnh+rqanQ6mRL1IFMU5ZKqqq03Py4rP0IIITTt7e0UFha+p2PuebY8NmRvYGhpiL/71N/x6aZPv+P1sViM8fFxRkdHmZ2dBVa3ouLxODPj41jPnqXq3DlKLlzAfGMbDn68wjO2axfLN9XwwOo4Dq/Xi91up62tDZvNhtFoJBaLAbCysgKsri6lUqnV95uZYePGjbjdbrZs2cLy8jIWiwVFUTh+/DiqqtLc3ExhYSHz8/P4fD58Ph+zs7Nal+nr168Tj8e1UGSxWO74uxP3h4QfIYQQwGoo6evrw2KxvKfwoygKn235LL976nd5vf/1dcNPMplEURR0Oh3Xrl2jt7cXo9GI0+kkGgxiOXGCrHPnaLw58JSWMrF7NyM7dqwbeNIsFgu1tbXEYjGtA/Pbb7+t1TCl71NVVRYXF3E4HJSUlOB2u7WtrLUjM2ZmZgDIzs6moaEBRVHweDwZ31V6NWtpaYmJiQlt8KrD4aCsrEwbeZEuqhYPDgk/QgghgB8XO7+fgaaf3bgafr57/bv86fN/isVgIZVKMTc3x+joKGNjY1RWVrKyssLk5CRKIoHn8mXK1lnh8ZeUaMfSl9f0GyooKMBisWiDTm02G8lkUjudtV5Zhk6nw+12s7y8jNFoZPPmzbS3txMMBikrK2PDhg3aqS1VVQmHw9jtdoxGI6qqsnXr1nWDy9qaqN27d5NIJFhcXNRWhtJBSFVVXnnlFRwOBzk5OeTm5uLxeOSI/H0m4UcIIQTw42PuDofjXa68VX1uPduKtnFp6hL/eO0fqU3UMjo6SiwWQ6/XY7FYGOjuJu/KFbast6VVWqodS1++qcGiwWCgrKyMeDzOyMgI+fn5OJ1OZmdntePo6etgtWg5OzubXbt2EY/HOXnyJCaTiSeffBK73U5eXh6XL1/m2rVrTExMaJPiz58/j8/n4/HHH6enp4eysrI7nnFmMBjIy8sjLy8v4/FkMklhYSE+n4/r169rtUMbN26kvr6eZDJJOBzG4XDI6tCHSMKPEEIIYDX8KIryvsJPMBjkueLnuDR1ia8c/wr/rvDfAaBLJsm7fJnSc+covXAB080rPGtreAC32w2Li2RnZ+NyubDZbCwuLjIyMqKtpszOzmIymXC73ej1eqxWK1arlbGxMVKpFBUVFTQ1NWG32zl37lxG8AEwm83s3LmTsrIyLly4wJEjR7Db7QSDQerr63G5XGzatInCwsIP+I2uhqJt27YBq00SFxYWmJ+f10LV4uIix44dw2QyaStDOTk5eDweLcyJu0++WSGEEABavcydNu9bXFzk+vXrLC4uro7EiJehoNC22IZr/gJ1py5SfOEC5jWrM/7S0tUtrZtWeKqqqmhpaeH69evEYjGWlpYyuiuvpdPpeOKJJ1aDEnDt2jWuXr1KaWkpzc3NuFwuVFUlmUzS0NBAIBDA5/MxPj5OVlYWhYWFRKNR2tvbicViqKqqbfmlUil0Oh3V1dXv81u8PaPRSEFBAQUFPz4Z53A4aG1txefzMT8/z9TUak+kp556iry8PJaWllheXiYnJwebzSarQ3eJhB8hhBAAbN269ZaRD2vF43HGxsYYHR1lYWGBRCKh/UyXTNLSPc6+kIeTWT5GX/lDnru0+rPbBR6dTodOpyOVStHc3Mz8/Dyzs7PEYjFqa2spLCykp6eHmZkZFEXRevXk5+czPDyMz+fDbrdjMBiorKxEVVVmZmZIJBJ0dHQwPz9/y+epqqqisLAQo9FIbm4uCwsLhMNhGhsbMRgMtLe3o9fraWxs/FA6OFssFiorK6msrATQmi+mi6tHR0fp7u4GVo/qrz1mLx2m3z/p8yOEEOK2gsEgk5OTjI+Ps7CwoG09wWrgKerqovitt7QVnr/aBP/8k7B7ysQ3fB9nfPdulktLsVgs7Ny5k/n5ebq6uoDVLtJWq5WVlRVCoVDGa6e3npaXl5mZmUGv1xONRoHV3kDhcBiDwZARwCwWC7m5uczMzGAymfB6vdhsNmw2m7Y1ZjQaURSFZDKJXq8nHo8Ti8Ww2+3EYjEuX77M8PAwLpeLHTt2ZJzwuh9SqRR+vz/jmH08HucTn/gEiqLQ3d1NJBLRtsukCWMm6fMjhBDitlZWVmhra6OxsVEr2k2lUrS1tTE/P69dl+ty0Tg1hfoP/4Dn5MlbtrTq6rZh5hXOFsU4se9J8oyrr1VWVkZWVhaBQICKigrq6+tZWFhgcHCQYDCYsUJjtVqpqanh+vXrzM/Po9frtX49qVQKj8fD9u3bATJqfpaWljhx4sQtNT5rqarKtWvXmJyc5Mknn8RoNGI0rnabNplM7Nixg7KyMi5evMjRo0dpamqisbHx7n/hdyh9Ws3tdmtH8dces/f7/YyNjdHbuzovzW63U1payqZNmwA5Zn87En6EEEJoKyz19fXaY9PT0xnBJ3twkMd+7/cwLS9rj61kZTFw8CDju3ezcuPY+LaBOc4sn+G0/zSfzP0kAH19ffT19WnPSyaTJJNJlte8ltlspqysjK1btwJQWFiIXq/HbDYzPDxMb28vzc3NFBcX3/ILfWFh4V2DTyqV4uLFiwwPD+P1em8bCoqKinj22Wfp6Oh4II+kr72nnTt30traytLSkrY6lA6S6WP2drs945h9esbZo0zCjxBCiHWnuYfDYWB1C8pisWC6dg1DIHNul9Xvp/r118np62OxspLFykqe9W7lDGe4ELnAz9l/TjuObrfbSSQSRKNRxsbGgNWtKo/HQ2NjI0VFRcRiMe1UVGdnJ2VlZdTV1eH1eqmoqLhtYEm/Tmtr67rBJxaLcfbsWWZmZmhsbKSpqekdV0RMJpO2ugQwPDyM3++nubn5gau10ev1Wi3QWslkkqKiInw+H93d3Vooam5uvq+rWQ8CCT9CCCEIBALaFlJafn4+sLoqtLy8DI2NvPynf4qnvx/30BDuwUE8g4NYAgGKOjoo6ugAYLsevvJrCgMMYBu/SMjdAEAoFEJRFPR6PclkkpycHJxOJ8vLy9rJrY6ODoaGhoDVLR+LxYLFYtGmq69333a7HZvNxhNPPHHbz3fhwgVmZ2fZsWMHFRUV7/n78fv99PT0MDk5yfbt2++4/8/9ZDAYtFW0RCLBwsICPp/vll5EjyIpeBZCCMGVK1dYWlri8ccf1x5LJBIMDAwQCARYXFxkcXEx4zl6vR67zYZ+YgLb9et4Bgdx3/jzq08E+fPt8C9WtvGZp3/vlufW1dXR1NTE8vIyKysr5OTk0NvbS3d3N3q9HpfLRSqV0noPffKTn0Sn09HV1YXf78flcmG1Wrly5QpVVVVs3LjxHT9fMBgkFAplHDN/r6anp7l48SLhcJja2lqam5ulF88D7nYFzxJ+hBBCvKtoNMrw8DDLy8sZnZVdLpd2wkrrtqyqzE9dwT91lYbKZ4i5119pKC8vJ5lMMjExAaz2wbFarXi9Xurr61EUhVQqpXVABujs7GR8fFwrkrbb7bet8ZmcnGRycpJt27bdtaLfeDxOR0cHg4ODPP7443elEaK4dyT8CCGEuCsWFhY4cuSINigUVut5zGYzwWBQm6IOYLPZaG5u5vLlyxmPr2U2m7Vj7LC63VVWVkZNTQ2jo6PaFpnH48HpdKIoColEgmAwqM3hullfXx+XL18mOzubJ5544q4XLvv9frKysoDVFaHc3FxZBXoASfgRQghx10WjUfx+P6qqUlBQQCKR4MUXXySZTGrXZGVlEY/HtQLqtdJNDm+mKArl5eXE43Gmp6e1a3Q6HcXFxbS2tmIymYjFYhnBRlVVOjo66O3tpbi4mJ07d64bju6WlZUVXn75ZWw2G9u3b5d6mgeMhB8hhBD31NzcHOfPnyccDpOTk0NxcTHxeBy/309hYSE1NTWcPHmS6elpFEXBYDCQn5+Px+Ohs7Pztq9rtVqJRqO3hKT9+/dz/PhxTCYTTqeTgoIC5ufnmZ6eprq6ms2bN69bJH23pSfKh0IhampqaGlpkVWgB4Q0ORRCCHFPjY+PYzab2bZtG4WFhVon5QsXLmCz2Ugmk2zcuBGPx8PKygp+v5/p6WkmJibYvHkzRqORyclJbaVHVVXtFNjKysot73f8+HGKi4vx+XzMzc0xNzcHrB5TN5vNxONxpqamyMnJuadT0wsKCnjmmWfo7Oykr6+P6elpnnnmmQfuSLz4MQk/Qggh7orNmzffEjAmJiYYHR1ldHQURVGwWq1UVFRoPXTS/X6ys7NxOp3Y7XYWFxe1LbLFxUVMJhMlJSXMzs4Sj8e1106lUkxOTt6yIhSLxejq6mJ+fp6ZmRnt8XQvoIaGBjwez10NQ0ajka1bt1JaWsrS0pIWfNKDUsWDRcKPEEKIuyIdJiYnJxkYGGDPnj2UlZVhsVgIh8MEg0GCwSAWiwVYPUp/9uxZ7flGoxGHw0FTUxMlJSUsLi4yMTFBNBpl48aN2O12uru7uXLlSsb1y8vLGTVGaTMzM+Tn57O8vEwkEiESiWgnwIxGIxUVFUSjUQwGA1lZWXi93g9cGJ2fn6/1R5qZmeHSpUu0trZqj4kHg4QfIYQQd1UikWBqaoqOjg62bt1621/8Op2OZ555hlAopPXhCQaD6HQ6TCYTVquV/v5+YHVLLT2gNN2deGFhgaWlJVKpFFVVVSwsLNzST2h+fn7dgup4PM7s7CyRSEQ7adbe3g6snlzzeDxUV1dnNDN8rytF6dWf48ePU11dTUtLyz0tvhZ3TgqehRBC3HWXL1+mt7f3fXdUhh93JV4bjEKhEE1NTRQVFTEzM8OJEyeA1Tofh8NBKpXSegOtnfi+nvRR/dudOMvOztamzSeTSSwWC9nZ2eTm5uJyucjLy3vXOVmJREKrBbLb7Wzfvl1WgT5EctpLCCHEhyaVSnHy5El8Ph/79+/XCpfvpkgkwvz8vLadlg5Ie/bsITs7m+7ubjo7O1EUBbvdjslkYnFxkTv9vedyuTAYDCwsLKz785aWFjweD0tLS0xPT+NyuXA6ndofq9WqrRbNzc1x4cIFamtrqa6uvmvfgXhnEn6EEEJ8qCKRCEeOHKG8vPxdx0/cC4FAQOtGnQ5HgUCAXbt2EQ6HGRoaYnFxEUVRtG7Sa61t4nizdKh5p9+hL7zwAjabTft7IpFAr9ejKArj4+MYjcYPNG5DvDs56i6EEOJDZbFYOHDgwLtuDd0r6RWYm6mqiqIouN1uZmdnM4LRysoKbrf7tkXUaSaTiezsbPx+P7FY7JbgZLFYOH/+PCaTiUQiQUFBAXl5eWRlZaHX6+nu7mZhYYHKyko2bdoktUAfMgk/Qggh7pn0ya7l5WWmpqaoq6u7z3f041WbnJwccnJyMn629mj62NgYExMTRCIR7cRYWjQazThGf/Prp69N/3PttQ6Hg7179zI0NERvby86nU6bvi4+HLLtJYQQ4p5LF0Dv2rWL8vLy+30774uqqsRiMZaWlhgbG8Pn8xGLxUgkEhn9h+D2YztuvibdCNJoNOJyuSgsLKSgoCDjlJl4/2TbSwghxH3T0tKCz+fjwoULuFwusrOz7/ctvWeKomA2mykoKMio1VFVlfHxccbGxpidnV13G2ytdPfrtTPL4vE4Pp8Pn8/H9evXcbvd7Nixg/7+fgwGg7ZKdb+2ED9qZOVHCCHEh2JlZYXDhw9jMBg4cODAXZ+0/qBIBxmLxYLRaGRkZISrV6/e8fPz8vLw+/3k5+ezsLCQMRBWr9eTl5fHvn377tm4jo8SWfkRQghxX1mtVvbs2cPx48e5fv06mzZtut+3dE8YjUYKCwu1v9fX11NYWMjc3Bzz8/PMz88TjUaprKzUiqrT/YxUVWVubg6TycT4+DiANgQWIJlMsrCwIMHnA5KVHyGEEB+q2dlZcnJyHtnBn6qqEgwGsVqtGAwGenp6cDgcuN1uFhcX8fv9WlC6+cSZzWbj0KFDxONxOjo6UFX1lk7U4sdk5UcIIcQD4VHvcKwoSsYR/Lq6Ou34vc1mo6SkRPtZKpUiFAqxsLCAz+ejqqoKvV5Pb28vKysrBIPBh7aA/H6S8COEEELcZ7fbxtLpdFq/Iq/Xqz1eWlpKdXU1RqPxjjtWix+T8COEEEI8ZNauHEn9z3unu983IIQQQgjxYZLwI4QQQohHioQfIYQQQjxSJPwIIYQQ4pEi4UcIIYQQjxQJP0IIIYR4pEj4EUIIIcQjRcKPEEIIIR4pEn6EEEII8UiR8COEEEKIR4qEHyGEEEI8UiT8CCGEEOKRIuFHCCGEEI8UCT9CCCGEeKRI+BFCCCHEI0XCjxBCCCEeKRJ+hBBCCPFIkfAjhBBCiEeKhB8hhBBCPFIk/AghhBDikSLhRwghhBCPFAk/QgghhHikKKqq3vnFijIHjNy72xFCCCGEuGu8qqrm3fzgewo/QgghhBAPO9n2EkIIIcQjRcKPEEIIIR4pEn6EEEII8UiR8COEEEKIR4qEHyGEEEI8UiT8CCGEEOKRIuFHCCGEEI8UCT9CCCGEeKRI+BFCCCHEI+X/D76PYxOZ/kmRAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ----------------------------------------------------------------\n",
    "#      Plotting results\n",
    "#\n",
    "plt.figure(figsize=(10, 10))\n",
    "\n",
    "for t in collection3:\n",
    "    plt.plot(t.getX(), t.getY(), color=\"darkgrey\", linestyle='--')\n",
    "\n",
    "plt.plot(centralDTW.getX(), centralDTW.getY(), 'r-', linewidth=2.0, label='DTW matching distance')\n",
    "plt.plot(centralFrechet.getX(), centralFrechet.getY(), 'g-', linewidth=2.0, label='Frechet matching distance')\n",
    "\n",
    "plt.legend()\n",
    "plt.title('Two aggregated trajectories computed with different matching distance')\n",
    "plt.xticks([])\n",
    "plt.yticks([])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
