{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8f8ab356",
   "metadata": {},
   "source": [
    "# A quickstart guide\n",
    "\n",
    "**Load, visualize, enrich, summarize, split, and segment a GPS track with Tracklib**\n",
    "\n",
    "This quickstart introduces the core features of Tracklib through a simple GPS trajectory representing a running training session on an athletics track.\n",
    "\n",
    "You will learn how to load GPS data, visualize the trajectory, compute derived features such as speed and curvilinear abscissa, and use these features to explore the track. Finally, you will see how to segment the trajectory automatically based on detected changes in speed."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f3585a0f",
   "metadata": {},
   "source": [
    "## Importing Tracklib\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "65738cda",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Code running in a no shapely environment\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import os\n",
    "import sys\n",
    "\n",
    "# Import the Tracklib library\n",
    "import tracklib as tkl"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "285b6aff",
   "metadata": {},
   "source": [
    "## Reading GPS Data, Transforming Coordinates, and Printing a Summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d88dc651",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning: no reference point (base) provided for local projection to ENU coordinates. Arbitrarily used: [lon= 2.457019882, lat=48.830705099, hgt= 55.200]\n",
      "-------------------------------------\n",
      "GPS track #0 of user 0:\n",
      "-------------------------------------\n",
      "  Nb of pt(s):   190\n",
      "  Ref sys id   : ENU\n",
      "  Starting at  : 11/11/2020 15:39:54\n",
      "  Ending at    : 11/11/2020 15:52:00\n",
      "  Duration     : 726.000 s\n",
      "  Length       : 2412.144 m\n",
      "-------------------------------------\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# ---------------------------------------------------\n",
    "# Loading the GPS Data\n",
    "# ---------------------------------------------------\n",
    "tkl.ObsTime.setReadFormat(\"4Y-2M-2DT2h:2m:2sZ\")\n",
    "tracks = tkl.TrackReader.readFromFile('../../../data/gpx/activity_5807084803.gpx', tkl.TrackFormat({'ext': 'GPX'}))\n",
    "trace = tracks.getTrack(0)\n",
    "\n",
    "# Transformation GEO coordinates to ENU\n",
    "trace.toENUCoords()\n",
    "\n",
    "# Summary\n",
    "trace.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c7dccdef",
   "metadata": {},
   "source": [
    "## Visualizing the GPS Track\n",
    "\n",
    "The track can be displayed in different coordinate systems:\n",
    "\n",
    "- **Figure 1:** Cartesian coordinate system.\n",
    "- **Figure 2:** Circular coordinate system."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "89b029c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 600x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6, 2))\n",
    "plt.subplots_adjust(top=1.3, wspace=0.2, hspace=0.2)\n",
    "\n",
    "# GPS track in a cartesian coordinate system\n",
    "ax1 = plt.subplot2grid((1, 2), (0, 0))\n",
    "trace.plot(type='LINE', append=ax1)\n",
    "\n",
    "#\n",
    "ax2 = plt.subplot2grid((1, 2), (0, 1))\n",
    "trace.plot(type='CIRCULAR', append=ax2)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ebabaa3",
   "metadata": {},
   "source": [
    "## Computing Local Speed\n",
    "\n",
    "The *estimate_speed()* method computes the local speed at each observation along the track and stores the result in an analytical feature named *speed*.\n",
    "\n",
    "For the first and last observations, the speed is copied from the first and last valid estimates, respectively. For all intermediate observations, the local speed is computed using the previous and the next observations:\n",
    "\n",
    "$$\n",
    "\\mathrm{speed}(i)=\n",
    "\\frac{d(\\mathrm{point}_{i-1},\\mathrm{point}_{i+1})}\n",
    "{t_{i+1}-t_{i-1}}\n",
    "$$\n",
    "\n",
    "where:\n",
    "\n",
    "- $d(\\cdot,\\cdot)$ is the distance between two observations.\n",
    "- $t_i$ is the timestamp of observation $i$.\n",
    "\n",
    "This centered estimate provides a smoother approximation of the instantaneous speed than a simple forward or backward difference."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ad5a3ef3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "[4.55221497831179, 6.255327113366183, 5.896832339965242, 4.978192041525976, 5.334848802884135, 5.503904742096748, 4.541114070830664, 4.5655781449843715, 4.272215133699211, 4.3784508497879155]\n"
     ]
    }
   ],
   "source": [
    "# Compute local speed\n",
    "trace.estimate_speed()\n",
    "print ('')\n",
    "\n",
    "# Get all speed values\n",
    "SPEEDS = trace.getAnalyticalFeature('speed')\n",
    "\n",
    "# Display the top ten speeds\n",
    "print (SPEEDS[0:10])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5155f1d",
   "metadata": {},
   "source": [
    "## Visualizing Speed\n",
    "\n",
    "The following visualizations provide different views of the estimated speed along the track:\n",
    "\n",
    "- **Figure 1:** Box plot of the speed values.\n",
    "- **Figure 2:** GPS track colored by speed.\n",
    "- **Figure 3:** Speed profile along the curvilinear abscissa."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7b92d1db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5), dpi=80)\n",
    "plt.subplots_adjust(top=1.3, wspace=0.2, hspace=0.2)\n",
    "\n",
    "# \n",
    "ax1 = plt.subplot2grid((2, 2), (0, 0))\n",
    "trace.plotAnalyticalFeature('speed', 'BOXPLOT', append=ax1) \n",
    "\n",
    "# Display the GPS data, color depends on speed\n",
    "ax2 = plt.subplot2grid((2, 2), (0, 1))\n",
    "trace.plot(type='POINT', af_name='speed', append=ax2)\n",
    "\n",
    "# Display the speed profil along the curvilinear abscissa\n",
    "ax3 = plt.subplot2grid((2, 2), (1, 0), colspan=2)\n",
    "trace.plotProfil('SPATIAL_SPEED_PROFIL', append=ax3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ebc1d923",
   "metadata": {},
   "source": [
    "## Summarizing Analytical Features\n",
    "\n",
    "Tracklib can aggregate analytical features (quantitative measures) into a regular grid. For each grid cell, statistics such as the average speed, the dominant direction, or the minimum acceleration can be computed.\n",
    "\n",
    "In this example, the track is summarized on a grid with **3 × 3 meter** cells."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4d1825c0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 960x800 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "collection = tkl.TrackCollection([trace])\n",
    "\n",
    "trace.addAnalyticalFeature(tkl.acceleration)\n",
    "trace.addAnalyticalFeature(tkl.heading)\n",
    "\n",
    "af_algos = [tkl.speed, tkl.heading, tkl.acceleration]\n",
    "cell_operators = [tkl.co_avg, tkl.co_dominant, tkl.co_min]\n",
    "marge = 0.1\n",
    "res = (3,3)\n",
    "raster = tkl.summarize(collection, af_algos, cell_operators, res, marge)\n",
    "\n",
    "plt.figure(figsize=(12, 10), dpi=80)\n",
    "plt.subplots_adjust(top=1.3, wspace=0.2, hspace=0.2)\n",
    "\n",
    "ax1 = plt.subplot2grid((1, 3), (0, 0))\n",
    "map1 = raster.getAFMap('speed#co_avg')\n",
    "map1.plotAsImage(append=ax1)\n",
    "\n",
    "ax2 = plt.subplot2grid((1, 3), (0, 1))\n",
    "map2 = raster.getAFMap('heading#co_dominant')\n",
    "map2.plotAsImage(append=ax2)\n",
    "\n",
    "ax3 = plt.subplot2grid((1, 3), (0, 2))\n",
    "map3 = raster.getAFMap('acceleration#co_min')\n",
    "map3.plotAsImage(append=ax3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "027f5433",
   "metadata": {},
   "source": [
    "## Computing Speed Changes\n",
    "\n",
    "The speed change is computed as the absolute difference between the speeds at two consecutive observations.\n",
    "\n",
    "1. Compute the speed difference:\n",
    "\n",
    "   $$\n",
    "   dv_i = v_i - v_{i-1}\n",
    "   $$\n",
    "\n",
    "   This is done using the **Differentiator** operator.\n",
    "\n",
    "2. Compute the absolute speed difference:\n",
    "\n",
    "   $$\n",
    "   absdv_i = |dv_i|\n",
    "   $$\n",
    "\n",
    "   Then apply the **Rectifier** operator to obtain the absolute value of the speed difference.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "237eab4f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LL71EPvzwQ/Loo48Sq9VKxo4d6/faCfEtT0TLHUVERJDWrVurlu3q27cvefPNN8m0adNIVFSUrCzSnj17SEREBJk8eTL7vT///JNERUWRG2+88YI+V3mtTqeTDBs2jEiSRO6++27y7rvvkmuuucanLFKgMREIBHWPMDgFggamsLCQ3HbbbSQlJYXExMSQUaNGkdzcXNKsWTNVg3PlypXk7rvvJomJiSQmJoZMnDiRFBQUsOO2bNlCJkyYQJo2bUqsVitJS0sjV111Fdm0aZPscwsKCsgtt9xC4uLiSHx8PLnlllvI1q1b/Rqc//nPfwgAEhsbKyt9UxNbtmwho0aNIjExMSQqKooMGzbMp95hXV8bIe7akz179iSRkZEkNjaWdOnShTzxxBPk5MmT7JiaDE5CCBkwYAABQO68807Vn3/00UekTZs2xGq1kvbt25M5c+Ywg5EnNzeXDB48mERGRhIAbGzVDE5C3GWQ2rdvT8xmM0lPTyf33XcfM9wowRqcs2fPJoMHDybJycnEarWSVq1akccff5wUFxcHvHZq+M2dO5dMmzaNpKWlkcjISDJmzBhy9OhRn+Pnz59PevToQaxWK0lKSiITJ04kx48fJ4S4y2717t2bNGnShBQVFcl+76233iIAyPz582v9ucprJYSQ0tJS8sgjj5CsrCxiNptJmzZtyKuvvso2LhR/YyIQCOoeiZB6imwXCAQCgSAIVqxYgWHDhmHBggWyrk4CgUC/iBhOgUAgEAgEAkFIEQanQCAQCAQCgSCkCINTIBAIBAKBQBBSRAynQCAQCAQCgSCkCIVTIBAIBAKBQBBShMEpEAgEAoFAIAgppvr+QJfLhZMnTyI2Nla0FRMIBAKBQCDQIIQQlJaWIisrCwZDHeiTF1PEc8aMGQQAeeihh4L+nby8PAJAfIkv8SW+xJf4El/iS3xp/CsvL+9iTEXGBSucGzduxOzZs9G1a9da/V5sbCwAIC8vz6ePskAgEAgEAoGg4SkpKUFOTg6z2y6WCzI4y8rKMHHiRPznP//BP//5z1r9LnWjx8XFCYNTIBAIBAKBQMPUVfjjBTnlp0yZgjFjxmDEiBE1HltdXY2SkhLZl0AgEAgEAoGg8VBrhXPevHnYsmULNm7cGNTxM2bMwPTp02t9YgKBQCAQCASC8KBWCmdeXh4eeughfPHFF4iIiAjqd6ZNm4bi4mL2lZeXd0EnKhDoiSq7E1uOFcLlIg19KgKBQCAQNDi1Mjg3b96M/Px8XHLJJTCZTDCZTFi5ciXefvttmEwmOJ1On9+xWq0sXlPEbdaevadK8PPOUw19GoJa8tay/bjuvTX4ccfJhj4VgUAgEAganFq51IcPH46dO3fKXrvtttvQvn17PPnkkzAajXV6cgLgkfnbkHu6FMsfG4oWKdENfTqCIDlZVAkAOOH5VyAQCASCxkytDM7Y2Fh07txZ9lp0dDSSk5N9XhfUDefKbACA8+U2YXDqCKfHle5wCpe6QCAQCASitaXGsTtdsn8F+sBrcIpxEwgEAoHgoltbrlixog5OQ+APYXDqE4fH4LSLpCGBQCAQCITCqXWEwalPXELhFAgEAoGAIQxODUMIgd0TA2hzCKVMTzCFU8RwCgS6Y9/pUpRW2Rv6NASCsEIYnBqGN1aEwqkvnMzgFOMmEOiJfadLMerNVXhk/vaGPhWBIKwQBqeGsXHGisMlDBc9IbLUBQJ9QkuaHS+saOAzEQjCC2Fwahi7w8V9LwwXPcEUTrFREAh0BYHwTggEoUAYnBqGn/Bsismv2uHb1UmgHagiLRROgUBf0D2iQ1SYEAjqFGFwahjeyOSNz3WHCtDluV/xyerDDXFagiBgLnWhcAoEusJFPAqnQzy7AkFdIgxODeMvaWjn8WLYnC5sOHK+IU7rovkt9wyG/3sFdhwvauhTCRlOIrLUBQI9Qp9YUUNXIKhbhMGpYewyhdM7+dEYo/JqfbrVf919BgfPlmPlvrMNfSohg7rSRR1OgUBfECJiOAWCUCAMTg1j41w6/Pd0411p06fBSV1W4Rwj5XWph+81CgThiGd6EvHXAkEdIwxODeMvhpNOiOU2R32fUp1AbTBnGBtj1KVuE3FgAoGuoNOSMlFTIBBcHMLg1DB80DqvlFGFsEIonJpFKJwCgT6hIUsiHEYgqFuEwalh+LhNXimjMUbl1fpUOAlTOMN3QhcxnAI9Q+eYxgjdI7pIeHthBIL6RhicGsZeg0tdKJzaxSWy1AU6ZdHOU+j5z6VYc+BcQ59Kg8Ab2yJxSCCoO4TBqWGqHeoGp4uL4dSjEtEYYjgdog6nQKf8vv8czpfbsO5QQUOfSoPAT6nC4BQI6g5hcGqYmsoiEQJU2fU3ITYGhVP0UhfoFTrv2BrpveuSKZyN828gEIQCYXBqGH+tLXk7rUKPmepU4QzjyVz0UhfoFRp33FjVPV7hFDHYAkHdIQxODSNTOPnyOtyMqMc4TqFwCgTahap6jdXg5BVOURpJIKg7hMGpYXiXlrwskvcYPdbipBN6WGepu6hKJAxOgb5gLvVGWkOWf2LFhlEgqDuEwalh7H6ThryToB7bW1KDuTEonI1VJRLoF28MZ+O8d0WWukAQGoTBqWH4CV9Wh5M7Ro8xnIQpnOFvcIoYMIHecLDNUvg+n4GQZ6k3zr+BQBAKhMGpYYTCqU9cLsKu0R6m1ygIX+jm1t5IXeoumcHZOP8GAkEoEAanhvFXFomXOCvt+lM4XWGucDq5DYFQOAV6g24EG6tLnd/Qizq6AkHdIQxODcMnDYWjwhm2BqciwcsVptcpCE/sjb0sEve9zSGeXYGgrhAGp4bxV4eTjzESMZzaQ3ldohanQE9Qb0qjzVIXCqdAEBJqZXDOmjULXbt2RVxcHOLi4tCvXz/8/PPPoTq3Ro+/Xuqyskg6VDgJi+EMz8lcGZsqSqsI9ESjVzhFDKdAEBJqZXA2adIEL7/8MjZv3oxNmzbhsssuwzXXXIPdu3eH6vwaNbzCwBstLlnhd/0pnOEew6l0oQuDU6AnHI28LJJobSkQhAZTbQ4eO3as7P8vvfQSZs2ahXXr1qFTp06qv1NdXY3q6mr2/5KSkgs4zcaJzY/CyVMuOg1pDuV1CZe6QE+wTkONNH5RKJwCQWi44BhOp9OJefPmoby8HP369fN73IwZMxAfH8++cnJyLvQjGx387ppXO2UKZ7UeFU73v+GqcPrEcIpFS6AjGrtL3SUKvwsEIaHWBufOnTsRExMDq9WKe++9F9999x06duzo9/hp06ahuLiYfeXl5V3UCTcm5HU4vZOgPGlIfwonDcoPV1ezMjY1XK9TEJ6ITkPe74VLXSCoO2rlUgeAdu3aYdu2bSguLsbXX3+NSZMmYeXKlX6NTqvVCqvVetEn2hjxnzTEx3Dqz+AMd4VT6UEXKolATzgae5Y6hMIpEISCWhucFosFrVu3BgD07NkTGzduxFtvvYXZs2fX+ck1dniFweEicLkIDAZJnqWu46Sh8M1SVyicYWpYC8ITW6N3qXu/F94JgaDuuOg6nC6XS5YUJKg7lAqDN/mEj+EUCqfWEDGcAj0jeql7vxfPrkBQd9RK4Zw2bRpGjx6Npk2borS0FF9++SVWrFiBX375JVTn16hRTnZ2J4HVJHfZ6lHhJGGepc63tgSESiLQDy4XYRumxhrDKcoiCQShoVYGZ35+Pm699VacOnUK8fHx6Nq1K3755RdcfvnloTq/Ro1ysqP18fgYI33GcIZ3HU6lgRmuoQOC8IMv4WVzuEAIgSRJDXhGDYtQOAWCuqNWBudHH30UqvMQqKCc7KjiIO80pEeF0/1v2CqcPi718LxOQfjhs8l1EZiNjcvg5Bs3OITBKRDUGaKXuoZRurToYsB7bKsdLt0phWEfwylc6gKdojSwGqPCxz+tNvHsCgR1hjA4NYxP0pDn/0Rh0OitvaW3Dmd4LmYiaUigV5QKZ6BuQ6sPnMPcDcdCfUr1Dh/DGa5zlEDQENS6LJKg/vBNGqIudaXB6URshLnezutiaWwxnMLgFOgF5b1a7XQCUJ9bHluwHaeKqzCgVQqaJkfVw9nVD/y0FO7PbnGlHVEWI8xGoT0JQo+4yzSMUm2wsaQhOXqL43SFeQynckMQrtcpCD98N0v+792CchsAoLDCFtJzqnf4LHUdPrtOF8HGI+dRZQ+cUHq+3Ib+M5Zh8pwN9XRmgsaOMDg1jF3pUvdM/so5UG+Z6mGvcAqXukCn+MSN++k25HQRFvJTWYNhozdkCqcOuy39uP0kbnx/Ld5cuj/gcQfPlqHc5sSuEyX1dGYNw9ebj2P+xvAL/dAjwqWuYejkbzEaYHO6mOGijOHUm8LJZ6mHY9kVp+ilLtApyhJe/jZLfNx4pc42vDWh99aWxwsrAAAniyoDHldcYQfgXj/CcR4GgGqHE099swMuQjC6SybidBR6Fo4IhVPD0Mku2mqU/Z8oFU6dKQy8yzkcRU5Rh1OgV5RJQtV+FD7eyAxrhVOHExQds5o8SMWVboPT4SJ+x1nvVNqc7rbQBCgsD7PQDx0iDE6N4nC62MQXZXEL0V6XuiJpSGftLWVZoGFojCnHR9ThFOgFe9AKp1P1+3CA6NylTo3HmtRZanACQJnOvGTBwt+b/PUKGgZhcGoU3khhCqdDXeHUW3tL/vzDMY5TGcMZbGkVQois6LRAO3y1MQ+3zdmgu/CV2uIvblwJP+eEm8JJZBti/T2P1Z7xCFbhBICyqvC8r/l7s6hCGJwNjTA4NQofvO9VOP2URdLZIhjuBqfymoJZtFwugnHvrcG491YLo1ODfLz6MJbvO4tNRwsb+lRCSrAJb7xLvSrMFE55L3X9KZx07agpHKAxKJyVQuHUFCJpSKPwE12k2a1w+i2LpLMJn5/QG4PBqcz8VePo+QpszysC4C4zkxxjDcWpCS4Qqujp0cVaG5T3qrL5BKXRuNR1aHBW293nXJNnpaQxGJy8wikMzgZHKJwahU50ZqMEi8ngeY22tnT/Sw1RvXUacuncZVUTvi71mq8x95S3NElpmLq39AyNkw7HmGMe5b3qb7NU0ViShnQYf01jOGuaW3nFL1xDRXiFs0SHBqfD6UJplf7O2x/C4NQoNFvUYjSwLhDKLPVoq1ugLtdd0pD3+8agcAYTw5l7upR9LwxO7UENLD0aILXBX3czJZV2vixSeN2vfFkkPba2rHZ4NkciaUgRw6m/LPU7Pt2ES/+1DOfDJMNeGJwaxeZ0PyhmkwEWk7s+mkMRwxkb4TY49VYHT+9B+TXh00s9iGvcJzM4w2dHGw64XIQtXOGucAZrcIazwsm71G063GAEWxappErfBueSPWfw2dojAY/huy3pMYZzW14Rym1OHCkob+hTqRNEDKdGsXkUTjOncNoUnYZo9rrestRlCqcOJ/SauDCF0+tSLxEGp6bgDarwVzgVLvUg6nCGXwynzhVOOy2LFL5Z6oQQ3PXZJgBA/1YpaJ0Wo3ocf2/qLUudEMI2AjW1KdULQuHUKFRZUHWpe46J8bjU9Tbhh3sdTt9M38ATf4XNgaPnK9j/S3Q2+Yc7/IYu3LtGKQ0sfwofP+eEy2JIkcdw6m9+qnbSGM7gXep6i+Hkzz3Q/afnLPVKu5OJF3QToXeEwalR+KQhZnCyOpzumzCGxXDqa7Lgy/6EZwynorVlDRP//jNlMjeeiOHUFvyiFY4bJB4fl7ofhTOs63DKWlvqb36qZuEf/s+92uFEFWfElOpsDTlVXMW+D9SRs1LHLnVedQ6XTZ0wODWKjRmcBpiN7ifKX9KQ3hROfhoMzxhO+f9rUsV4dzogYji1Bp+Up0cDpDYory+YOpx6m39qQu8KJw2DCDTvKI0vvYkWpzmDM9AzqWeFk/d0VTnC4xkTBqdGoZOGxaQWw6lQOHUWwxn+hd+D69ZC4TPUAaCkUl/jGe7wGdl6jOmrDReUNBRmBifReeH3YJKGlCWC9Fbp5JTM4PQ/RrpWOKt5hVN/96EawuDUKNRIMQcoi8RiOHU2WTS2Opw1LVq5p9wGZ8uUaABC4dQaFTKXevjdrzzK6wsmaSjsXOrcn0CPMbu0LFKgeUdpfOnNpX66hDM4AzRj4O/NCpvT7/2sRfh1QLjUBSGFTxqyKFzqSoVTz4XflWpgOEBjVGlsUaC4P0II9p1xG5y9micCEDGcWkPuUg98v1bYHFi446RuFwjlguw/aYivw6nPa/UHPz8F0yVMa9AEk0AKp/5d6pXs+0BjpLw39aRyymM49XcfqiEMTo3CkoZMXNIQ6zTkPoaP4SREPztxl84VhJqgKpFV0SFKjbNl1ThfboNBAi5p6jY4RVkkbSF3qQe+X2etOIgHvtzKSrboDeXmqHG61L3f61HRplnqwSicRoN7V6y3ski8Sz2QaulrcOqngHqpSBoS1Bf0ITIbDTCblGWRPAqnp/C7w0V0tRMnjaSXeoSn9WiguD/qTm+eHI20OHf/9HBTOMuqHbLKBHpDpnDWoMh/t/UEAOD3/ed0ec1Kg9p/p6HwdakrO6HpaRwJId6koUAKp6cmZUZcBAD9FX4/UxJk0pBdvwonH+YgkoYEIYU+RGp1OOk8Ql3qgL7iOF06VxBqwqlQOANdI+0w1D4zFrERZgDhFcN5oqgSPV9cgqlfbWvoU7lgZGWRalA4uzVJYN9vO14UojMKHcqNqz/1iHfBOlxEl8k1/iBQGN06Cvup5sYroMHpSUzMTogEoD+DM+ikIYXCqafi7/w60CjrcM6YMQO9e/dGbGws0tLSMG7cOOzbty9U59aosTm8rS19yyK5JxKTQYLFY9ToKVPdFeYKp0OhcAaaEGmGerv0ONaqNJwUzj9Pl6La4cLWvKKGPpULRl74PfDEzy/4v+w6HbJzChXUoI703Lv+PCfKhTycSiMpo5P0VApLZnAG4VLPTnQbnOXVDt2EZZVVO2RzZMAYTj0rnI3dpb5y5UpMmTIF69atw5IlS2C32zFy5EiUl4dHn08toaZw0naX1EYzSBKiLe6FQU8Tvt5jpGqCudRN1KXu/xppDc52GV6Fs6TKrpvJvyaosaa3GDEe3riy13C/llV7F7TVB8+F7JxCBd0c0ba5/oytCsUCGC4LIiDfEAP6KoVVzbleXQR+wwGo4ZWV4HapO1xEZqxqGb4GJxBcWaSUGAsAfSmc4Vj4vVa91BcvXiz7/yeffIK0tDRs3rwZgwcPrtMTa+x4C79LKmWRvFnQURYTCivsujE4lYZUOGapexVOz7j5mfQdThf255cBADpkxiLOo3Dane7JnyqkeoaGeuhZta2Nwsm7Js+X6SdBgUINzCiLCYDNb8kZ5Xyjl/knGJR7PT3Fxytdrw4XgcXg24qHGpyZ8ZHstbJqhy7mHD5+EwguaSgjPgLnymz6Ujir+bJI+rkHA3FRMZzFxcUAgKSkJL/HVFdXo6SkRPYlqBlva0sVl7rnGIMkMSWiQicxOErbKxwVTqoqWGtIGjpSUA6bw4UoixE5iVGItphYKaVwyVSnxprN6dLtLr02dTh5VaJIR4sbhc4xURb/LnWni3BJje4bNpwy1X0VTv3MUcrx8leSjRZ+T4gys1wAvXghlAZnMApnRpzbsNaVwSk6DXlxuVx4+OGHMWDAAHTu3NnvcTNmzEB8fDz7ysnJudCPbFTwBqfFJ2nIMwFKVIkAynUy4Ssn88Ycw0njN9umx8JgkGAwSGzy14Mi+ObSPzHxw3UBFQbeWNNbYgKFT8iryfjgr1FvhaYBr4FCDU61e5evwZkU7XZV8qWj9I5yhPWUEKWmcKpBDa/4SDMTLfTyfCpd/8G0tsyId1cA0a3BqdPNupILNjinTJmCXbt2Yd68eQGPmzZtGoqLi9lXXl7ehX5ko4I+RFaTwW8dTpnCqZOkIT2rB8FCwwRYlrqfa2QZ6hmx7LU4Gsepg4nxv+uOYfWBAnYdavDZzHowotXg4xUDFfEHfK9RTwsc4I0TpzV+1QxmuohLEpAQ6TE4bfoxygDgqW924Mb316h6H5RhP/pKGpIbJv7mHt7gZC2SdWJwBtsNixDCFE4aOqCn55HfAFSGiUu9VjGclAceeAALFy7EqlWr0KRJk4DHWq1WWK3WCzq5xkygOpzepCFO4dRJWSRlfFQ4Kpx0jmcKpx8jZa+nBmc7zuDUU6Y63XUHinHjFU69lnviw1UCGR82h8tHfSmutCE1Vj/zHzWoIwOo83RMoy0mRHqUUD3V4iSE4OvNx+FwERw7X4GWqTGKn8uP15XC6QjOpa5mcOpF4VQmQvkbHz7ukdYbLarQT1y1vCySfp6vQNRK4SSE4IEHHsB3332H3377DS1atAjVeTV6bIFiOGnSECTm+tKrwukMk2xsHqpwRtSkcJ5xxzO3z4hjr8WxWpzaHk9CCLvnAi3IYaFwyupwBnettL6hnrJiAT5L3aNwqlwvjcuNtBh1N/8A7vAjqpKpXZ9yjtK1waky99gcLrZBiI80swYiejE4g1U4+U1QRrzb4NSVwhmGLvVaKZxTpkzBl19+iR9++AGxsbE4fdpdZy4+Ph6RkZE1/LagNtDs0ECtLfWocDaGpCE6yXtjOH2vsazagbzz7n7A7VUVTm1PjDani41loAWZd0fr1+CUFzn3B12wI81GpMRYcKKoUocGJ81S99y7Dt/rpS71KIuRKaF6WhB5o0PNWNF1HU57zS51/vpjI8yItujL4FRWNqmpG5bFZEBilDv0Qy8Gp9NFZHkZjTJLfdasWSguLsbQoUORmZnJvubPnx+q82u00IdIXofTN2mI1eHUSdC+j8KpI/UgWOg10rJIam4tGveYFmtFoifxAgDiIr21OLVMFRezFygOt0KmcGr7mvzBK5yBjGtqUMdEmBDvWeD0lqmuVDgDudQjzUbmUtdTWaRibhOgVntSuafQk8IZTJY6NbpirSYYuURFvcRwKofD5mf+qbR5N4AJUe55tbhSHzWOlcZ/uGSp10rh1MNAhQt0V11TWaQoz2Shl9aWRDFZhKXC6dNL3fcavS0t42Sv6yWGk3dXBYrhLLeFg8IZXJY6XSRirSYkeDYOeooZA4LrNFShonDqKYazpIaWgcp1Tk+JjcFkqVODk25umUtdJ89n0AqnzVtxId5zrXYnQYXNyTZUWkW5OdeTByEQope6RqE7b4vJf1kkCV6FUy+tLRtDWSRnEGWRaIch3p0O6NPgDOhS5+5LvbjsePhYVSBwpyHaZSgmwiRTVPSEstOQapa6x5sSZTEx17ue6nDKXOpO3/PWdVmkIGI4S7iEIcCrZpfpRLRQGtE1udQjze5YYyrc6OGZpHMlrctcZXeFheAnDE6NIi/8Lo/hpDOiwaBDhVPx/9oonDuPF+Pg2bK6PaEQQA1OVhZJ5RpzVUoiAfC2t9T4pFgZpJuZvy/16FKvdrhkLtZASUPMpS5TOPV1zXQsIy1BuNQtRkTo3OBUUzj1nTSkiOFUcalThZcanN4sdX3cqzRLnRpj/saHbhQjzEZIksSuVw/PJJ1LkrlwK720Hg1EWBucFTYHdp8sxs7jxQ19KrXGa3BKKmWR3A+cQWo8CudvuWdw9bt/YMIH6zS/03MoOg05XURWyoMQwlzq7RQGJ6vDqSeFUyWxhMLfl1pXbdVQxiYG41KPseo5htNTh9PiP+FNLWlIVy51mcIZZklDQRRFp3NLXKTb0PTGcOpjDOn8ysI+/Bhi1A1NVXhqcOpC4fSMUUqMt6Sa2uZIb4S1wbn6QAHGvP0H/v79zoY+lVojTxpSj+GErCySPiYLn8LvQRich8+V46F520AIkF9arfmuSsylbvI+XnwtztMlVSiutMNokNA6TV4DUC9Z6lVBxnDKFU79GZzKRAp/NVUB7yIRE6HnGE4a9xagLFK1kx2jd5d6MApnTcX+tYTyetQ29NTgpt4U1t1MJyEvTqXB6S9pyO5V4gF9GZxUhU6MssBA3ephkDgU1gZnepx7d3Ba0XtVD9j4pCGDe5hcxKOWcQqntyySPiYL38LvgSfzsmoH7v5sk8xYOV+m7UVcqXACcmWMqpstUqJhNRllv6ubGM4gXOqEELnCqZN7lEep3AWdNKTTGE467/AxnEqPQgWL4dSnwikzOINYxPXUnlQZk6oWAkLnFupNidZdlroiRt7P+FARhh7nNTi1vX4A3jGKjTCx8w+HxKGwNjhpd4GzpdW6S06xc0lDZl4pc7pAbTSJa22plwm/Ngqny0Xw6FfbsD+/DOlxViR6FvHzGleNXCoKJ2+oFHgM5kxPMWIeFsOpcYUzmKQhZfyj1lVbNZSLcFAxnFzSkB7ixXiUvdTdr8mfUZlL3bPh1YuHBZC71NXLItXeC6MVgslSp88h3dzG6ixL3VsFRB5qpqSSK98FAAk6qsXJNq8RZs7g1M/Gxx9hbXAmx1hhNEhwEeBcWXVDn06tUOs0xL8OhEfhd2cAxei9FQfwy+4zsBgNeP/mnshOdDcXOF+u7bFUUzh5V6x3MvEtzREfqROFU2Zwqo+h0gjR+jWpoXQVB85SpzGcZl2573joRpfOK4Dvgs4nDelf4VQxOBUv6StpqOY6nCVV8vknWmetLZlL3eK/CgjgP4ZTD5tAflNAhQuhcGoco0FCqifo9ozO3OoshtMkMZc64F4QXFxry2imMOhjslD2wfWnHvyWewb/XvInAODFcZ3Qo2kikqLdY1mgcZc6DRMwGySYPAE4vMJJJ/Zoi6/BSRXOsmqHppOjZDGcflxaSnVQLwoKTznrG05rqgYXwxkf6VZTSqrsuvKuUIOavzeVSWFM4TQbdR/DqdppyBMlbzTQ2Hn9jJ8yREDt3KkxE6fIUtdL4ilth0w3O/6yt/271LVvcJYJl7o+oXGcZ0q0rYopYa0tjQYYOMPF7iQsDlKSgCirN2lIacxpEd8YTt9zrrI7MfWr7SAEmNi3Kcb3bgrAWyLifLnWDU7vgmVSJHwBXkNMrfgwVR2cLqJpN2UwMZy+Cqf2J3oldCNHF+dgWlvGWk1scSNEX9dNDeoIs4GVnalWxAXSv0mUxbsYhpXC6RliZf1jPaC8nkBJQ3ER8iz1siptb3Ip1CsWqHQX4D9pSA+VI/gSa9RTVqWjWGJ/NAKD0x0np7fEIT5piP/X7nRxSUOSTInQw6QfTHzU2dJqFFXYYTEZ8NzYTuz1JJ0ZnCajV53mrzOQSz3SbGSbCy3HcQYTw0kVE2/pLqeu1D7AazTTxSpQ0lApVxbJYjKw69aDCw+gCYnu71Xr/3qQudR1qXB6lTzVpCFqcNJydDpa6JUxnGrPpm/SkEe9dxFd1Hp0KGLk/SnQzKXOYjj1UeMY8M4l7hhO4VLXDdTgzNeZwckXfnf/61XKXJzCySsRenCJKKcGtSx1uqDRhZtCDc4CjRucdEI0SF6Fk3fFlgVQOCVJ0kWmelAxnJ64YvoMAvpzq9N7kS7OgUrklFV5Ow0B3iQFPSgqgNw4MfMdzhRGCB37aCvnUtfRYshv5NRc6nRTzAxOHW2SlGWs1DZ43gxoj8HJiRZ6iOOk41NTDGelzY/CqYMNYCk3l0SYhEtdN2R4MoFPF+vT4KTdauRqg9egkSSJ7eD0oDIEo3BSl10kl3QD6MelTkMbTAYDTJ5xs6m41GP89POlC4GWXbFVQbjU6QYoIcrMFu9SnXQzoVQqXOrukBZ1A6RMMa7xOqvFyY+jySB5DS7F+NL7N9Js8iYN6WDuAdyLNm9kqil6dHT16VKvuYxXiSJL3WCQvF4IHRicysLvNYX0RCgUTl3EcFbzMZzu+1AUftcBabGeGM5SfcVw2hxKhZN3qbuPocpmlI46RSgXa7UdeKUiu5CiN4XTaJBgDpA05N/gdL+u5W5DwbjU6cYh2mpi8WJaVm3VoElDtCsL4L87Vpki+1dPCxwgv0f56hhKo0xeFsmrcOohhlw5FoEUTtaaVk8Gp9KlrlDkHU6XV7X3bIgAryqvh+eTesUiakga4nupA/raADIV2solDYnC79qHKpxndKRwulyEGS100jeb3P/anN5CzLQDQTTrNqT9yUK5JqkpnPyCxpMcQxVObW8e5ElDNIaTd6lTl6S6wRmng37qldzC5s+l7u1IY/R2M9HBgsZTqYjhBNTvWaeLMOOUXqveanHSjYNB8myW/Ch8FdyGkPdC6CH+T2lwqsVwsqShGmIEtQgdg0iurS4P//zxMeR6Kv7ucAbnUvcti+ReP0qrHZrfHJVV8TGcwqWuG2j82JlS/Ric/K7UrHSpy4ppuy1OVotTB24tn17qKpN5hSL2hkLLIuml05A8S917nTW71LVvnPEuVH+tLZnCaTFx5Z70YXxR6FjRTQCgvsDx8dNULaILnG4MTrbJdc81lhqShqKsJpnBqYc4Tl+DU+XeVSicenSpUwNSOXZ0Tok0G9k4A24lDdBZDCdzqQeuAxyhiOF0V47Q9nXyTSRE4XcdkR7rNjiLKuy62SHwD5BFZfL3UThpaSQ9TBaKZyaQwqmM4aQu9XKbU9Nj6Y3hlNi4yVzqVcHGcGp3PPm/f02t5aKsRl0Y0WpQNY93P6rFxdExtRgNrF0pUzh10EoPkJdiA6Aaw2l3upgbOtpihMEgMcNMDx6W4opgXOruf/3FsGoZakDTNUGZlKmM36Toqfi7stOQ00UChmbRdcRiMjC1U8vPZLXDyTbxfAynlte8YAl7gzMu0jtg+Tqpxckv4GoxnFQkNEhhoHCqZql76/zxxEWYWIiBlhOHVBVO7jq9dTiNvr8MPoZTu8pYcDGctGi6SRdxqWpUcLU1Kcq4OICLy+UW8gRaaFonCicN+2BhPDThjZuP+Nqq9Pmkngg9LIjKZ0o9aUiepR6oFJbWoGMVZVFXOEsURd8pMToyOJ2KpCFAfQ6qUgnN0kPxd35THmMRCqeukCRJd7U46e7GaJBYtwt5WSRPpyGlwqkDhUGZ4KuapW5Xd6lLkoTEKO1nqstiOA3yRYsQgjKbr3HCQxcDLWepywu/+4vh9LjvLEbEWLV/TWrwKq3Z6JsARilVUa29Cqc+rtnmoPVj5aXY+JAJOseYjd4sdlolQ8uNCijU0KDjpKpwel6yqFSY0DrUgI6htTX9uNSVCmeMjmI4va0tvdegNkYVdl9PmR5KI/EeMINB8pZFEklD+oDFcerF4HTIlQbAuwjYnYSV7aAKZ6SZtrfU/g2pVDiV/wfUd6YUPWSq09ZrJoPEGSnuMa2wOZnR7c+lroeMbllry1oonHqtwxllMfpsHnjUKg/oKSsW8CqcFhWvCsWbCOa9zggdFX+nBmeqp3qJWtIQK4ukQ4Wz2i4fHx+XeiV1qSsUTvp86qDSidKlDqiH9VQqyiIB+lI46ZwpXOo6Q28Gp7LoOyCvCac00vQUw6mcutUmc39JQ4D2M9UJ8cYTGTiFkyZkUAXBIPnGqFL0EO8YVKchz7VGWY26MKLV4MM71MIjKHwfdQpNGtLy4sZDx5Fep1oMY4WiexTg3RhW6GBBZAZnDDU4VVzqrPB74CxoLeJVOD0udT9Z6nH+Yjh18HyyTm4Gg6zlM4+L65oUqeJS17LXgRV9t1KD01P+SbjU9UEG66euF4PTM+FxBifv3mIxnIZwiOH071KPMvsqgDRTvUCjmer89Zj4GE7P5FfKdRmSJMn3DaCXski1i+H01vnT7jWpwSucZpUEMArNvo9Vcanrx+D0k6Xu4CsseDPUKXTjVKWD+YcZnJ41Qc2lTqcodv0aL6FDcThdTP2jmwB/ZZF8FE4dutRNAUp3FXJeBb7ChB7aW5b4UTj1UAWiJhqFwelVOLWpiilRUzjVkoaouaKnOpzKwu8Bs9Qtvren1rsNObnr42sZUndlTSWRAH1kqctiOB3qCzI1rqMsRq4sknavSQ2vwWni1BT//allSUNcHU5/3Ym0BFM4DfKkoeoaFE4aS6eHBbEkCIXTp7WlDuqLAvLQFm9ZJPUsdb6RAaDPpCEjF7KkDOuh+RrJ0RZZe2Q9hLkUezLoaWtcUYdTZ+g1aYgWe3d/z9fh9La2BPTVaUhpX6oqnLS1pUVN4dS4wemSG5xKl09NXYYA3qWuzV04764C/CuchZ4xSoq26DdL3eY1mr2bh+BiOBM8LnUHVxRey1Dlli7QZhWDq9zmG8MZaaZlkbR/jSWV7nFKC6BwKjsN6cWlzl8LVTh9k4Y8BqdC4dRjWSSjQWJhD8pxpN5MuvZTqBGnZa8DPTdqHFtFL3V9QW+6fL0YnA558D7/vTxpyP2vnhROZYcH9V7q1KWuv6Qhh8LgNCva49EYKX9dhgDtx3AqsyXVYhoB76bAbXBqX7VVYnO42EYhmovhVGt1qBbDGWE2MONNy4oKxeajcPoquhUqJb0idaTA+MZw1pw0pBeXOt0EmgwSM1KU8ys1uJUxnHpSOOV1jtW9DqeL3d5M2mmQEqeDLHWlwelNGtLHxicQjcLgzOAUTj25tsx+YjhdCp86VTj1oDD4Kpwq9dP89FIHtO9Sd8liOA3eXuo0achWs8LJyiJVO/z27W5IlNnIai71aoeTLV7JMVautaV2J3ol/HVGWox+ExQA70LNx3BKksRqcWp5gaM4FDGcagqfqsJp0c/8QxfzNM+aYHcSn00wnV6tOnOp06QSq8ngd3NUWu0nS11HMZw0PMnAbeiVBqdX4bTKXk/QQZY6PTe6DkTpKGSlJmptcK5atQpjx45FVlYWJEnC999/H4LTqluo+6TK7tKFS48+PHzsiYlLWPAp/O5RGPTgtgsmhjNQlrrWXer89RgkeTkrwFt2JBiXuvt47d2vyolPzeVIx8dslBAXYWKKihavxx8VdnnNSWqIqW0CSv2ESugpcUi50VUt/B5A4dTDgqhUOAHf+D+Wpa6Iv9Y6VK21mr01Y/0nDSkUTo17VXjUkoZsik2vP5e6Hsoi0c1pAjM49ePBrIlaG5zl5eXo1q0b3n333VCcT0iIMBvZjaaHTHX68KiVRbI5vZM6jfCM0lFZpGBiOCtVVBQKLYtUUKbNBDA+oF2SfOtwBuNSt5qMbLOhRUVQ6TpVq8NJqwgkRlkgSZLMpa4HLwPgjYmmBlVwZZHkylGCjvqpew1ORachTtFVUzijdFKH0+ZwMaOY1uEEfMvN+La21Mf9Ws2FYhkN6uEAJQr1jEILxZfrwKihiZnGAFnqNF8jwyeGU/sGp9KlHskMTm0/X8Hgf9Xzw+jRozF69OhQnEtIyYiLQHGlHWdKqtA2PbahTycgyomf/55XG6jCGa0jl5ayLFLAOpwqMZy001BJlQN2p0tmlGsBPqAdgN86nEqFQUlchAnnymyaVBwqbfLJXU3hLODiNwGvguJ0EVTanaqbCa1BDSi6Oaht4XcAiNdRP3VqWJkCFH5Xz1LXh8HJGxlJ0RZIktt9Xu10AvAaYMrWlnpJGqIGp9Vs8NnoUvx3GvJUkfBsCP2VbNMCTiefNOSrwgPA6WKPwhmvP4WzRGFw6mVDFwwhX62rq6tRUlIi+2oIqFud3ohaxutS907qrESJmsGpo92pcqkOnKXua3AmRFlYS89CDbrV+YB2AD6xVGU19FGnaLkWJ1WJWHFpFQOMFuaninS0xciS3PRQXBrwPk/0PvS3iAPea1Iu5LqK4VR0GlIzuALV4dS6S52WBIqNMMFokFiMJlU4C8qqcaq40tvaUncGp8elbjKwDS8f4kMI8ZZF8slS9yYZqZWK0hKyLHU/SUP5pZ6kIT8u9QqbU7VCgRZgCqdns0rrUTtcRLPnHCwhNzhnzJiB+Ph49pWTkxPqj1SF3nj0RqwtP2w7gZd/zq0Xd6A3S51XOOWTIwBv0hBVOHVRFkmuHqjW4QyQNGQ0ePupazFTnU2GktwtafcxOAMrfFrOVKfjE8eplsqNA3Wp00L9kiQxA1UPcdSA9zqZS92PmxLwr3DqwYVH8Sqcnk5DKl6VQAqn1j0s/srNUAPr6ndWY+Qbq9i4W4z+FW0twhROkxFmpsa7ZD+nY6zcGEVbtB03zuNirYMNXNgHf51OFkOujOGMjTAzwUKrzyTtgpSgcKkD+lc5Q25wTps2DcXFxewrLy8v1B+pCqvFqaJwEkJUVQuefy3ai/dXHsTOE8UhOT8e1daWJt8Hy1sWycR+pvXdODXYafa2Mkvd7vROimoGJ6DtxCF6PUYjdanLM5vLVbKZ1WAxj9XamxTppMdnuirvOzo2tKoAf7wW41LVoJu7CEUMp9pcwdrRKRZyPRSapvhNGlLJUo9W6zSkcYVTaXDy7lhCCE4UVaK0ysHuXbU5V8uoZqlzmyOqbhokuYEJuDO+6SZC65nqXoWT39B7rzPf0+DFYjIgMUqu5BoNEpt7izUY5uJyER+Xujth0T2eNJFRr4Tc4LRarYiLi5N9NQQ0lkMtaWjexjy0fuZnLM/N9/v71GV2tKAiNCfIYVOUJ3F/76s20DgbfgekdZWB2pdmPwon75ZTc6kD2q7FSdcmZbcW6q6srcJJ6+ZpCWpY8N1K/BmcSTKDU7uqrRrURUnr4PlrbUkIUS2LBADxUfpJGnL4SRriF/MK1j2KL4ukjyxaljATQRVOGqbk9Elm5H+uH4WTZqlzLnXu3OlcEmM1sbbIPDE6qSThjeE0qMYZn+ZKIqnFomq5+HuZzcHuRT6xi27q9NDcJRDayrgIIemerMQzKi71b7ccd/+79YTq7xJCmCGUVxh6g1NN4aTuPHkMp/tf2Q5I45M+7w4BfGM4qXpmkOSF73lYLU4NZqqzGnHMpS6f+IM1OOM0rAZ6Xeq8wqlwqVOFM8bX4NT6gkbxKkbUpa6epV5p9xosSoVTD3X/KHSjS59NtdaOXoVTrSyStpXAQAqnMpmR/7nWvUYUmUtdpaRTKYthNfv+MrhuQxrfEDrZGuKNw+WFmDN+MtQp8RqOqy72nJPVZGCeFYCrxalxQakmap0qWlZWhgMHDrD/Hz58GNu2bUNSUhKaNm1apydXl9COA2cULvUquxPb89xu8g2HC1Qz9OxOwhaUvPOVIT9XOsFbVFpb8p0xJHh/HmUxobjSrvkdECs5ouLyAeS9q/1lSmrbpa5MGpKrRMG71LWrBlZydVKNBglOFwlLl3pVkAonXaANkm9lBT3FcDoUG12Likvd2+pTrSyS9u5VHrqYq8VwqhqcRm8ijdYztwF5hzq1pCEaO60siURhxd81Po580pBaNywaNpfmx+DU8jNJzylBEQoQLrU4a61wbtq0CT169ECPHj0AAFOnTkWPHj3w7LPP1vnJ1SU0hvNsWbVMVdt1ophNqGdKqlUNSt7Ne7weFU55a0s1l7r3d/TS3pLFcJrUFc5AGeqUZE271D2ToSKGk7nUg6jDCXiNMy0m2FAlJYIrMK3MnqR1UmnSEACu25D2rkkNH4XTT0YsX/RdaZToug6nyfd66YaWVzgjdJalTrN/LSav10gtF5RvvKGHWpzqZZG8513KZemroZfnk691TJ9NXvmrSeHUcntLpQpPYWErGn/GaqLWCufQoUN1U7iZJyXGCoPkvlkLyqrZ7mfjkULZcRuOnEfT5CjZa9XcIOedD73BWa3a2tJ/WSTAW6ZELwon37WFVw+8Rd/9G5x6UDhrylJXul6V0PjIEg2qgTSGM8LsjqGqsvsmqynrcALaVm3V4MvMAFBVjQC+JJKvcpSgwzqcATsNsSx1/RV+981S55OGfI+3cgZntcMpM0C1CH+/spqxLt7gpH3UA7vUtbyGEEJkBmdCNH2+vPPk6RL1kkgULYe5+DM49fKM1YS2n6A6xGiQWHeJMyXe2L9NR84D8A7whsMFPr/L79xPFFWGvL817U1tNgU2OPWocFLXFW9M83/PQEXfKUmetnRaVDiVhd+9i5rbsKYxcIFaWwKQdebRGnysmLf9n3cMbQ4XO291l7r2rkmNKkWWulqpGcB/SSTAq6ZV2V2az+KmmwaTT9KQ+3WXi3AhLyqF3zV+fcoe1fTZdMfg+s7pURYjy3I+fK68ns7ywuEVeeZZ4e5Vb9KU+txDw3zKNFgZg8IvvSauRB5fk5m1tYwPHMOpJ4MzUkfNXQLRaAxOgCuN5LkhXS6CTUfdCufk/s0B+CqegHfhAdwqQKjbY9L2lWoKp42L4ZQpnBYaf6PtG5LV4eRqjPLGSqAanBRqxGix8Ls3htM9XlazN/a2yu5iPw++Dqf2JkWlwgnIVbBCTwkgo0GSTZxaviY1lAqn16Wu3p9aTbWOtZrY5kOLCxyPQ6FwKssC8QalWlkku9M3lldLFCsMLqr0lVXZVQ1OSZLQOTseALDrRMM0LKkN3o2ggcWOqyqcfmI4WdKQhhVOPgnKYJDYhqCwwtfg9KtwajiGs4jFGVtkr0eZ9REnXRON0uCkN+TBs2UorrQj0mzEpP7NIUnunWx+qdygVO7cQ+1WL6yQF34FvAlEMoWT+x0aU6WXG9KfwsknpPhDDy51A1M4PYkJdhdTwiTJO4H4Q8vuZ68hZlSN8/P2UTfLyq9o+ZrUoBtNK1U4VTJ/gcAKpyRJms6K5VHGcFL1mnpcaDKJQZK7m2WFqTWschZ7ygLR8fCGrThUyyIZJKBTlsfgPBn6+ssXC01IpMl8gPxeLakphpNWkdDw88mvFSaDxEoc0TWTEOJtaxln9X0D6FPhjLLqo7lCTTQyg5O61N03JFUzu+ckICnagvYZ7hqhGw/LVU6lKyyvMLSZ6jThgi8pQxUzf0lDVHLXcvwNwJVF8qNwel3q/hVApnBW2FgrSa2gzFLna/3RBSHaol4Hj0fLrS29BdENqrUa1WpwAjosi6RUOFVqGwJuhQzwH5eboJPi77SDkjKGkxqitJNZtKKChMVoYCXaqjS8ICoLavPPmFpeglvhdK8Ju+uh4cfFQhNasxIi/SQNqbdfpbAsdQ0/n7zBaTRIbI6hz1ZxpZ2JMsouQ5T4SPnvaImaYjiFwakjMhQKJ43f7N08EQDQx/PvRs/rlPpWOL0lZbw7NLWuH/ykr5sYTlr43W8MJy274l8BTPRMMi4iDxbXAr4xnN7SK8H2UQf4OpzaG88qTuG0KIwSACgopxnqCoPTqrOySD6dhnyNawB+i75T4qN8Exu0CC3HZmIGp6cCgWdsqcIZpbh/JUnyttfV8ILoY3BG0koQdr8KZxePS33v6VJNhwsAwDHPutQ0KcpP0pB6H3VKjFX7G0KZwSl5Xep0zaT5GQlRZlkdSx5tK5zu64iPlM8l3udLu2MTDI3K4ExjMZzum3LjUbdh2at5EgCgT4tkAMD6w3KDs9pH4QytwUldkrzCyVzqdlpYXP47eovhNBkkptCqudQDGZxmo4HFYZ0v11bxdx+Fk8VwugK6XpVQFaLS7tTcQqemcPIbIbZhipG7tGJ05lJXKpxMNVK41EtrGFeWFatxlzq9LhpfbVEU1abGpLItIqD90khOF2Hj5GNwVjrUYzghoWlSFGIjTLA5XNh/pqz+TriWuFwExz2et5zEKNU2rLTTUI2F3zVscDoUCid1qZdUOeBwulh+hr/4TUDrBietwynfrNM4aS1v6IKhURmc9CbML6nC6eIq5J2vhEECejRNAAD0buFWOHNPl8huRuUkejyExd+dLsICoHmDU7mwGxT1/qhqVqHhyQIAKz9ikCRmlMkUTnvNMZyA15ihxrlWUMZwRrAYTieLjQrG4OTds1qLqeIVTpZI4/CN4Uz241Iv1fg9SuGTMACoqkaAd3z8udRZDKfGSyP5dBpSqNfU1apUOAGubItGDU4+NCWOudRpT21/SUNu9bZTltutruU4zrNl1ah2uGA0SMhMiFAN/6AxnHGRgV3qWjY4XZwHSZIkWZ5DcaWdNXbxV/QdkCcNaa3EoyiLFEbwWeqbPOpmh8w4tuNLi41Ai5RoEAJsOeqN46SutRSPARhKhbOowsbcO4lRvgYnNWiUTS/0pnBKkqQa2B6MwgloN3GIXouawkldkjXV4ATc403/BlqrxVlTDOe5MnWXupbbdarhzcaXF36vTVkkwKtWaD1piHUaMsljOCtsTtgcLlkXMCWsvaVG5x+6kEdbvG0feZe6mt1BN42dPYlD/uI480uqQl4qryZomFdWQgTMxsB1OP0pnHqI4WQhS5K3kxvdOBRW2DmFUz1hCPAac3Yn8asY3vv5Zox5+/d6d2ErS3dRRAynDqEKZ1GFHasPnAMA9Pa40yk0npN3q9NJtE1aLAC3warsrFJX0NqSCVFm1bJIFGVHE2+WurZvSBdTONX7qVcGUYcT8BozWqvFSQ1qZR1OWQynyoKthlazupnCaVaP4Txa4I0l46HXo1YoXosoFU61RAyAL/xek8KpbYOTLmbUpZ6dGIm0WCuqHS58v/UEl/Tm+2xGaFyBUVvIWdKQv7JInn9ZaaSTvqWRft9/Fn3+tQyvLM6t4zOuHTR+MyfR/cyZFOEfThdhsdUJfssiucdQywqnUxEjD3hj+gsrbDWWRALcxht9ltXc6kfOlWPx7tPYfbIEy/bm19m5B0NRhbrCyepwatSDECyNyuCMizSxxWPxrtMAgF4eA5NCDVA+cYgusNmJkYg0G0EIcLIoNG516o5UqkMWpcGp+D2vwqndyQLwGmQGmcKp5lIPbJQla1XhdPpLGqqdSx3g21tqy1DxFpg2+CSWAMChc+5YtxYp0bLfi7F6n7+DZ7UbD0fxSRrybJDsCjXLG8OpvpArXXgzFu3FjJ/3asqd53C6sO90KQCgVWoMAPcm965BLQEAs1YeZBufKJX7l5b5qq8F8bO1R3DDrDU4VRzcPMzaWnILeTwXw6mqcHo29TRTfc/JEh8l85fd7nXky/XHGrSwP58wBPAGp/t8jxSUo8ruQqTZiBzFRpCihyoSyhh5wOtBKCy31Vj0HZCXKlMzOFfs8xqZiz3jWx84XYQ9Y/5d6todm2BoVAanJEnI8NyItG5Xr2ZyhbOvJ3Fox/EiNoFUcapbk8RIAKFzq9NdaEq03CXAlxEC4JOBxyR3jZdFIsQbEqAWw1kZRJY6oF2Xur+ySHYnYYteMC51wLsA0GB/rZSAohswdy913zg/minaMiVG9nsmowH9W7mfr/pWDni2HivE4FeW4+edpwIe5zdpSOlSryGGkxmcFXacKq7C7FWHMHvlIeR6DDwtsD+/DJV2J2KsJrRM9Y7bX/s2RXykGYfPlePbrccBqCucNOa6vsoifbn+GDYdLcQbS/4M6nhVhTPS24hAzSVOnUgtUmIQaTai0u7E4XPyjdLWY0Xu96h2YHluw93TeZ68AmpM0s0RIe45aY9HnW2fGStTB3miOZe6ljZDPA5FjDwAlqlexLnU02P9G5wAAtbGXfHnWfb98tz8ettI8KFGfnupa9SDECyNyuAE5Ddik8RIZoBScpIikR5nhd1J2GRS5XGtRVq8u8O8ECUO+athqHSpp8TIf04NNK0rnHQakymcTgKH092FR611nhpadak7lS51s3fc6NjW1GWIwsc8Tvp4Awb832/YzMUWNxQyhVORyUxbACZHW1g5IJ7hHdIBAMv2nqmPU1Vl9spDOHa+Ai8t2hsw9q66lmWR/Gepe2I4K23Yn+81WH7aEdjgrUvWHypAfoAOadvzigAAXZvEywySaKsJtw1oDsDbbUc1hrOey7JRJeibLSdwKAi1XC0Zgz5fLqIetkINTqNBQkeaOMR1HKqwOWSbhu+3najlVdQdNIYzR6FwAu7N4J5T7vPumBnn9z3o/Wt3ElmDkYvhZFEl/rVob51151NTOJM8Cuf5ChtOF3v6qAdQOAH/mepVdifWHnS3t46yGFFhc+L3/efq5Nxrgp5LlMXIKkRQaBiWVkNWgqXRGZxpXDCxMn4TcKugtDwSdavTQY4wGZBTRwqnvxi2cyolkQBfl3qKouQMNWK0vgNyuXwVzkq7A5e/sQrj3l0dVC91wPv3qcuySBU2Bz764zArvK/G91tPYJtncVZDGWPEjxsd2+Bd6u7jft9/Div/PItTxVWY8J91WLjjZFC/Hyr4ZJooRTmcQx6DU+lOpwzvkAYA2JpXxJKLgqHS5qyTVqalVXYs97jMjhdWBjR8mcJpVhR+99NpyG8MJ6fAHOAMzkU7T9WLkrT56HmM/2AdRry+0u8x248XAQC65ST4/Gxy/+ayDaBaHVmWNGSvn9hcmnXudBG8tWx/jcerGZwRZiM77zOlvgaRxAUudWEtLr2JQzuPF8PpIojw3B/Lc8/WaekrQkjQXg0flzpnkPEKJzWc1eBjy+sicYgQgscWbMcHqw7h9V/VlehqR+3WK7UYTupSP1dazTyE/oq+K3+nWFE5Yu2hAlQ7XMiMj8D43jkAgJ931c/G0F/8JiCShnQLH0ysjN+k0ALwGzyJQ2yBlSmcF25w/rTjFNr/YzG+3XLc52fUgFKWlKEtBCkpsXKDkymcGo6/AfikIQlGzy58W14xDp8rx84TxTjhiY1VU1F4kqLrvizSnNVH8OLCPXjuf7tVf74trwgPz9+G2+Zs8DtRemM4af9tA5v8qcJZ2xjOnzyu3xirux7gA19uxbvLDzSY24tPpolWZLYePhvY4MyMj0Tn7DgQAvxWCxfkte+txuBXll90hvvSvWdk6s0na474Pdar5CpaW/pJGgqmDueBfK8iduhcOfaeCr1bfd0h9zxWUuXwq+hSb063Jgk+P0uIsmBi36bs/2rPprIs0gs/7kHvl5ZixqK9rNXghZBfUoU3lvwp6wrjchGUcUrq/7afZPGn/vBXbqZ1mjt8IFdlHHjPs1ppJLrxHNYuDe3SY2FzurCoDo2TZ3/YjS7P/1LjtVXZncxgpoIIdakD7vs1GIXTYJBYuERdxHH+vv8c1njUwmW5Z3yM57eW7ke36b/it9zgvR2qSUOeDd2f+WUgxB36olw/lfhTOFfuc7vTh7ZLxejOmQCApXvO1EmSIyEEq/4867f+p797FPB6ELTuwayJRmdw8jsfNYUTAHq3cL++5VghHE4Xm0QjTEY08WQBXmh7S0II3lz6J5wu982nxFv0XW5QKl3qqUqFUwedPgA+acg7KW7kKgKcLXUb3JGWwLdmKJKG6KK7dO8ZVdcg7UxVWGH3G69F7xUzNyHSGMBau9Q9MWZ0kv1wUi/cPqAFAODVX/bhia93hKxagj8I8brbIsxGpnbRlqo0xo2PA1QyopZu9aIKG3JPl6K02sEy4C+UhdvdBsGNPZvAaJCw5mABck/7Zh8DfKwq3Tz49o2vdjhZwpT/GE73vVpa7WAGJjXQFtUQR1oX8Ork0YJyn59X2Bz484z7vGhNYiV3DmrJ1HrVGE5WFsmBI+fKMWfNYZwtrcbsVYcw6JXf8PiC7dh/pvbG9fM/7sZby/bj5Z+9WeBlNm+Sz4gOaSAENcZyUkVU2WWnfYa78sjeU773AF/rmGaq7z5RwgwnOl90z0nANT2yALg9IHXBpiPn8fm6oyi3OQNuigDgRFElCHGPCw014hXOUyWVOFtaDYME1r7ZH3VV/N3lIvg/LnP/XJkN2zwqOmX1wXOosrvw2IIdyFdRmNWg3gW1LHU6hmmxETW2DvYXw0m9H0PbpaFns0SkxFhQUuVgbvaLYeZvB3Drxxtw7+ebVcWCQAanqMOpU2j2WnykGa39LIpt02IRH2lGhc2JHSeKWbaqO4bTvYM8foEK5/rD51kc1ymVnX9BubpL3aR4gHxiOK3eGKoLVb72nynFvxbtvaDJptLmxN+/34m5G44FPI4v/E4nDVoTlSdQL3XAG8NZWGGrM6Vvj0e9qLK7VJNatnKu9K83qy8s1OXWOt17b9EYQOpCDlbh5BfH1mkx6NsiCc+O7YgXr+kEgwQs2HwcN3+0Hh/+fghfbczDop2n8Pv+s9iWVxSyQHdeHbSaDN7qCFThrMGlDngNzlV/ngvqPA+e9RpJF7PBKK6wY9V+9ybvniEtMaqT+zw+VVnQnS7CYjWpwkk3SLtOFGPrsULc9dkmmTLmr9xVHGeI7vbcY7f2aw7ArV6HWqku5BZVNbVs14kSuIjb++PPFZkeF4F7h7SEySChZzPfjTrfaejDPw6BEKBbk3j0aZ4Eu5NgwebjuPyNVbjjk40ylRdwb2L+b3EuZiySZ+6fLa3Gr7vdm5Ift59k9xg1Hi0mA54a3R4GyZ1NvPO4/8LsNPFO2TKwncfg3KNicPKV51qnxcBiMqC02oFj5ytACMGWY+546h5NE3F1N7fBuf7w+YuuYOJyEbywcA/7/4/bTwY0NPj4TVouz2CQmEK7w/N3aZESXWNDDbpputhmEwt3nsLukyWIsZowsHUKAN8NJg0/OF9uw+MLdgT1HPCd6ii0XjUVK9IC1OCkqCmch8+V42hBBcxGCQNap8BokDCyUwaAi89W33OyBG97Qj/WHirAUpX1JaDB6VkPHS5S7yJDXdLoDM7ezRORGmvFX/rk+N0FGQwSBrZxPyTfbD7OxawZmEu9oNx2Qe7rz9cdZd+fVgmkLvBTNFuSJFk8oFIBpYudi+CCA76veXc1Plh1CP/3c+1qyhFC8PR3O/Hfdccw/cfdAd0PfOF3OmmcU3GLB5s05M7+DjwOVXYn1hw8hw9/P+S3HE9huQ0nuQ2AWpzkNo+iAbhLZyhjPQkh2ORJ6uGrH1CFs7TWZZG8x/2ldw5bTG7p1xwfTe6NaIsRGw6fxz9/2osnvtmB+7/Ygls+2oBx767G8H+vrNEVdyFUczF6EWajt1i0Z6NzyGMctkz1b3B2yopDRlwEKu1OrD1Us3LAj1nBRcTs/rL7NOxOgvYZsWidFovJ/d1q8XdbT/jEh/IhE1ThpFnq5TYnbv9kI5bsOYNXfnE/K9EWo9/sX5PRwMbS7iSQJOCuQS1gNRlw+Fy5qrFzIZwsqsRNs9diwaY82et8nPM+FZVxW577nu2WEx/w/aeObIc9L1yBLk18j6PP64nCSizY5A4Vemp0B3x1bz98c19/jOqUDkkCluXm4/pZa7H1mDf57URRJWatOIjZqw6xkBoA+GbLcZaVXG5zsiQr+hzFRZjROi0W47pnAwBeX7LP77mzxVyRyNbB42JWSzziax2bjQZ08Binu04W41RxFfJLq2E0SOiSHY8miVHo4/GM/W+7/xjrmcv2Y/zstQHLOX279QR2HC9GjNWErPgIlFU7sHi3fyVcmTBEoUluNCGsY1bg8QUge5559p0uxQ/bTvhUaFDD5nDh37+6x+LuwS1xY68mAICle+RGViEXJrHyz7P4bO1R1AQNZ1HLUqcEqsFJUauNS71WvZsnsb/DFR6D89fdpy+4uL/d6cLjX2+Hw0XY5nPGor0+62QwLnVA3ypnozM4M+MjseHp4Zg2ukPA42jM0ndbT3jdvGYj4iLM7IY4rnCrV9ndKt88PypffmkVftnl3SmdKq7y2dVRBUeZFATIMw+VP+eTbC7EEC4stzF3/O/7fV39gfhkzRF853ElVdldqvFQFL7wu78FGqjZ4IwwG5lrT6l6OZwubD56HjOX7ceED9ah6/Rf8df/rMc/f9qL5/3EZ+4+STNw3e+5fN9ZmdKbX1qFE0WVkCSgTVoMHC6CH7bJF5a8827XldkooSu3KFsVCVBqSRdqUCPFYjTg+kuayH42rF0avp8yAJP7N8fV3bJwWfs09G6eiPYZbnX+RFElbpi1BmsO1m2GJXUzGzxJX94YTifOldlQWu2AJAHNktVr/QHuhZwmDwXjVpcZnAFidgkhWLzrFL7dclxVLfnRs4kY61GjejdPRKesOFTZXZi3UW6k8YY1Uzi5DR9VDWmMWk2lrhK4RbFpUhSSY6wY1s79N6grt/q7yw9gw+HzePaH3bKMdP75UNuEbM9zK2BqCUNKlNmzlEjuual2uNAlOx6XtnQbYD2bJWL2Lb2wdOoQ9GiagOJKOyZ+uB5rPM03+CQ86v0hhGC+Z0yo23u+x5D2usfdf/O/DW8Do0HC8n1nsVnFWwL4X8ypwqlmSyi7uXViiUMlzJ3eITOWXTs1fAO51T9efRjrD5/H5I83qsbylVc7WBH5By5rjb/0ca9DX230jfenKBOGKHRDv9PjdQkUv0mhhhY16l0ugg9WHcRVM3/HQ/O24f4vttTolZi/8RiOFlQgJcaKOwa2wNC2aTAaJOw7U8qMY0IIM/buHuyu9fqvRXtrDLsIVIeTkpUQWeN10ueRb3lKyyENbZfKXuvXKhlxESacK7NdcIWQWSsOYvfJEiREmfH9lAFIjrbg0LlyfLlebicEMjgtJm8uQIVdv3Gcjc7gBHy79KjRr2Uy2qTFoMLmZKoANRyoW12ZOPTRH4fx33XH8NS3O1ksCM/8DXlwuAgzRmwOl2wxcDhdbCFTKpyAPI5T6VI3GCTEeiaLHX5asJVXOzB5zgb8be5WnxIpy7iYxNp0Ulp/qAD//GkvAK+BtOWY/wfTq3D6hgnw1OT6AYAklUz1XSeKMfLNVbh+1lr8e8mfWHuoADaHiy1Oh876xrABXlfn0HapaJkSDZvDhaV7vMYQVTfbpMXg5kubAQCrS0ihoQGds+NldVKtikXaXzazkj4tkpEUbcGdg1qwOCWeNumxeP7qTnh7Qg98PLk3FtzbH4sfHowVjw1F7+aJKK124P4vttRpVx++VJAkeZMMyqsdzJ3eJDGSGWn+8MZx5tfoSjuYX7NLfcfxIlw/aw3u/e8WTP1qO17+OVf2vufKqplxeFVXdzKAJEmY3L85AODztUdk6g31EpiN3tAPs8r9Sj+iJtWaX0RoKM+VnvP4acfFu9WLK+34dovb0Km0O/HGUm/mNm+kq8UqUoOvexAGpz+UVSXuHtzSZ55tlRqD/97RFwNaJ6PC5sTkTzbi192nZZ4DanCsO3Qeh8+VI9pixKybe8JokLD5aCEO5Jd6WzR6/qbNU6JxY0/3huzffrKh/S3mKTFW1c09II/hBLgWlyeLmULbI8ebeHpllwyYjRJyT5eqGvaVNieb3/edKcU9n2/yST58f+VB5JdWo2lSFG4b0BzX92wCSXK7YY954pfXHSrACz/uYYYfq8GZKDe06PxKxzxQhjqF30Dml1Zh0pwN+NeiXKbM/7rnDG79eIPfxJfyagfeWnYAAPDQ8NaItpoQH2VmHfyWejaYlXYnW2P+NrwNhrRNRbXDhYfmbQuYue4tO+edU5VrZfMAm12KMoaz0ubEOo+3hW4EAfeaO6Kje666kGz1vadKMPM397M4/epOaJkag4cvbwsAeHPpn6w2MyGExYlm+jGYw6EWZ6M0OINBkiTc0q+Z7DU6qeawxCGvwXm2tBrvLT/A/v/I/G04zv3c4XThS4/yeduA5myS4+M46WQkSfI+6hRzAIUTAK69xL3D/vt3u1TjMBdsysOKfWfxv+0nMfLNVfiRc/0s5pTXKrsLOxQB3mqcKq7ElC+3wOkiuKZ7FutKEsjgJCxpSJIpnE0Uk2VNZZEAeaY6IQQf/3EY1723BofOliMuwoQru2TgxXGdsezRIVgydQgAtzGt5haibes6ZcUzg4R3q/OL8thuWTAbJew6USJbWDYzd7q8+oHS4Aw2aSg7IRKb/z4Cj49qF9TxlMRoCz6/oy8So8woqrCzGK66oEpRDJ0tUDZvUewWKf4Thij9WiUj0mzEqeIqpi7741AAhfNsaTWe+Ho7rnl3NbYcK2Lu79mrDuHVX/ax++3nXW6XWNcm8WiW7HX3j+2WheRoC04WV2EJt8GgizlvOAdS5GP89Kem0FqcgDe+d3j7NFhNBhwpqKjxb1ATX28+jkq7k21E5288xmIleSP9SEEFc7EC7r8fVe5p6Z8Lgd8gNkmMxOjOGarHRVtN+GhSb4zsmA6bw4X7vtgiq1/55xn3WM/b6J4rr+6ejRYp0RjmUZ2+2nScLdJ8bOyDw9vAYjRgzcECppzyBFKPqIKqRDnatOPQrhPFXPxmAvt5QpQFQz3GilpNzpMeN7rFZECM1YR1h87jsQU7WBLS8cIKfLDqEADg6Ss7wGoyIjshksVAfu2pavKXD9bh49WHMWf1EQCcwqkwtMyKurG1UTj3nirBVW//gd/3n0OE2YB/XdsFc++6FLFWEzYcPo/xs9f61NYsKKvGP37YhXNl1WiWHMXUWcC7waQGJzX0zEb3pvXVG7oiKdqCPadK8HqABDDWS52bUhMULnX++fYHrdN5IL8MxZV2rD10DjaHC9kJkaxyAYVmq/+y63StNoZ2pwuPLdgOu5NgZMd0Fuc7oXcOWqVGo7DCjnc9NsOagwXYeaIYEWYDru2Rrfp+4ZA4JAzOAFzbI1uWkRnBFE7f4u9vLfsT5TYnumTHo1uTeBRV2DHliy1st/Zbbj5OFVchKdqC0Z0zkem54fmSITQ+LTHKorq48W4+NYPzySvao0liJE54iu3yuFwEn3piZJKiLSiqsOPBuVsx5cstyD1dwhTZVp7YO76XvBrVDifu/e8WnCuzoX1GLF6+risuaeotJ6VWvqas2oG9HgPNHcPpvf2omxNwu5BNxppvTZqpfuBsGe78dBNeWLgHNqcLl3dMx8rHh+G9iT1xy6XN0Co1BqkxVpiNEpwugjOlvnGAVOHslBWHqzznsurPc2yhogZnj6aJSIq2sF3wN1xpK2pwKpMqlGpfsDGcgPvvFIwiryTCbGRds9YFEScZLMpi6N4sdYc3fjNAwhB/foPa0GQC/+WR7E4XW1ABb1Kdy0Xw4e+HcNlrK/DVpuMgxP28rnhsGKZf3QkA8N6Kg0zpW+jZXI3tmiV7/wizEX/1hM/QBRzw7aMOIOA9GVuTwsktim3S3AZOtNWEy9pfvFvd5SL4fO0RAMDDI9piZMd0uAjw8s/uODoaK0fjFfkkKWp8tk6NYWW4LgQ+BOaOgS0C/q0izEa8N/ESXNcjG04XkcVw788vQ1GFDT97NsAT+rhrId7Uy/3vt1uOMwOaT6rLTohkx774016Z29flIpyRGrzBqVQ422XEwmSQUFhhl80HPNStrhYDfqrIPdc3S4rCrJsvgckg4cftJ1k298s/56La4UK/lsksoQ0AbvRc+9eb8mRxhH+eKQUhxBvDmSg3OPk1JC3WitTYmpNp6Nz0+bqjyC+tRuu0GPz4wED8tW9TXNoyGfPv6YfUWCtyT5fi+llrcOhsGU4XV+GFH/dgwP/9xlT2J69oL/PIUYNz/aHzKKmys3syIcoCSZKQFheBl6/rAgD4YNUhv1nhTqevwhlhNsqe0+ZBGJwdM+PQLj0WlXYnvtqYh+W5Xne6cr4d1CYFURYjThZX1Wrz/r7HlR4facY/r+3M3tdkNODpK90hfXP+OIK88xV4f+VBAMD4Xjmq3k3AW45MKJxhSmyEGdf39MbOeRVOefH3A/mlmLvBHV/0zJgOeHfiJYiPNGP78WK85HE302Shm3rlIMJsZDusU9wukZVE8nPDlXKqpZrLOdpqwis3dAXgbv32B9chYeX+szh8rhyxVhOWPzoUD3ninn7acQpj3v4DThdB7+aJLHu2JiPluR92Y3teEeIjzfjgll6ItBjRvWkCYiNMOFVchatm/sGyRgvLbXhjyZ8Y8PJvLPA/OyFCNiGO6ZIZ8NrUoA/mK4v3YVluPiwmA164phM+uKWnjwvaYJCQGe8etxOK2FveHdwpKx5t02PRJi0GNqcLS/acgdNF2ERD3Y70vvhuqzuQvrjSzkIveioVTrNC4ayhxmhd0a9V7QxOl4vUWIjZn8JZYXOwou+BEoZ4lKqHmpvuaEEFUzUA76bs07VH8M+f9qK02oGuTeLxzX398cb47siIj8Ck/s3x9zHuCf3tZfvx/P92Y4OnpNWYrpk+nzGxbzOYDBI2HDnPqgzwxe0pZmMAhbMGgzOBd6lzCsqVnvu+Ntnq/P0KuBMujhRUIDbChGt7ZOOJK9rDaJCwdO8ZrDtUwDwnUz2uvB93nGRlaGjB94txpwPeOLr4SDMzDgNhMhrw2o3dMEnhRTpwphSv/boPNocLHTPjmOo6rH0aUmKsOFdmY+qhMjTlgcvaICnagr2nSvAil+XNl1GKU1E42/lTOBXDbTUZ0TbdG/OZEGX2cd8ObZcKo0FC3vlKn2x1+v/MhEgMapPK5urZqw7hya93YOGOUzBIwD+u6igzekZ2TEdchAkni6tYTV5KcaWdrQtNEtUVTiA4dzog975kJ0Tiizv7ok269+/TMSsO397XH82To3C8sBLXvrcGQ15djo9XH0aV3YWuTeLx4a292H1NaZ4Sjdae2PeV+7wF8vnnYmSnDEzokwNCgDs+3YjHF2z3abLhUInhBOSJslkJNScNSZLEOmh9uvaIrBySkgizEcM8G8Ngs9VzT5fgbc6VnqZotXlZ+zT0b5UMm9OFB+duxe/7z8FokHCnx0uohrf4u4jhDFtuudQ7IdIBb6Io/j5jUS6cLoLLO6bj0pbJaJIYhTfHdwcAfLb2KN5eth+/7z8HSfImI1GFk5+UCvy0tawN/VulsHN+8psdTGn8xKPe3NQ7B/FRZjxyeVt8f/8AtEmLYbvmiX2boa8n0H/TkULV2L/dJ4tx56cbMW9jHiQJeOsv3ZkrJ8Zqwqe390F2QiSOFlTgulmr8be5WzHg/37DW8v2o7jSjpYp0Xjl+q64b2hrlgQVF2FCx8w4ptrWlDBE4f9OrVKj8f39A3Brv+Z+FcFsT2yMciHIPV0CQuQqwFUeJWzhjpM4eLYMZdUORFm8C86wdmlIjDLjbGk1fj9wDluPFYIQd7KMUkngd99RFmONNeLqiktbug3OTUcKa4zJLa2y48bZa9Hrn0sDZtD6KJwWb92+YEoi8QxrnwZJcic1zFl9GN2m/4qnv9spM7xowhDdnJwvt6G4ws66y0z13MdKI//OQS0xbXR7AO6kNkLcoQ5qCQUZ8REY7VkgqfqnqnAafKdLalzXJmmINzgva5+GCLMBR4N0qxeW2zD2nT8w7LUVeHDuVpwpqWJ1Gm/qlYNoqwmt02LwF0+XlL9/v4s930PapqJH0wTYnQRz17s3yHRBDyZhKBA9chIwbXR7fHBLz6BDRgwGCc9f3Qnv33wJvru/P8xGCeU2J/67zu1On3hpU/Ysm40G3ODZ5NH2kkrjMTXWijfHd4ckAV+sP4YfPIYpNW6sJoNsA0Hp4MfVrDaNULc6vWblXBNtNTHXNe1UR6Eu9WyPQXTdJU1YuAxNiBrfu6mPcRhhNmKcx83K1xs9W1rN1P+0WKvPRp3f0AfjTge8Gd8JUWZ8ensf1TJZOUlR+Pq+/uiSHY/iSjuqHS70apaIT2/vgx+mDGAxj0r4DSbdBClDx/4+piN6NE1Ahc2JBZuP4/pZa1j9Y8CbAxAovCUY7xgAjOuRjcQoM44XVuJ4YSUsRgP6ezbpSmiIyOIg3Oq8K/3yjum4pnuWzzGSJOGZMR0gSd5ncEyXTJ9KAzzh0G1IGJw10CY9Fo+PaofbB7RgcYbUdXG8sBJrDpzDstx8mAwSW+AA92L6wLDWAMBiUoa2TWU3FJX9P1l9BF9vdrtlaZkdf0HswfLU6PbISaKu9VwcPFuGlX+ehSQBkzwKJgB0aRKPHx8ciKmXt8XtA1rgyi6ZaJsWi8QoMyrtTpn7YP+ZUtz/xWaMefsPLN2bD4PknhyUO8JLmiZi0d8GYWTHdNidBP/bfhIVNic6ZcXh3b9egiVTh+Cm3jkwGrwxnN2bJsJgkNjfN1iFc0Brt6vjL71z8OODA2vcxVNj44TC4KTX2ZmLYaNK2B/7z2GFZ/fbJdvbZ9piMuAaj/vs2y0nOHe6b/cqPku9Nu70i6VtegySoy2esSzye1yV3Ym7PtuEzUcLUVrlCNjj2xvbKFc4q+wu1rYxWIMzNdbKlDVa2PvL9cfwL64eIzU4O3vG9nyZDe+uOICiCjvapsdgyrDWfg34e4a0ksW/8mEbSmjy0A/b3RsMdp3c2KkZIHd7FImaDDYaw5kZHyG7B3i3ulK9UlLtcOKezzez0IUft5/EZa+tYM/2rZxa+NCINoiyGNmYxEaYYDEZ2HV+sf4oqh1O5lK/WIVTkiTcM6QV+rZUX7AD/d4VnTPRo2kiruicCbNRwqUtkzD96k74KxcDCAA39ZJXalALYxjcNhUPeubdad/uZDF6gHr8JuDeAKjdQkqXOiCfI5TudAptKLLpiDyWnSmc8d5Nz/1DWzERItZqwqMj26q+54093RsIXtnOK6xgBqeaocJXNQlW4bzukiaY3L85/ntHX59YRp6UGCvm3n0pHh7RBh/c0hML7u2HIW193dE8IzyVKZbn5rOaxMoyVdFWE769rz8W3NsP/Vslw+kizN0McDGcFxBmpCTCbMQE7h7r0yLJ72ZpaLs0WDxlzGicsT9mrzyIXSfcrvSXxnX2+zfplBWP63p472mare+PSOFSbxxMGdYaz471ujmoYVRW7cDfv98FwK1cKrurPHJ5W9mOiU9CGt87BwNbp6DS7sRjC7bjsQXbWZklZdF3JYFce4DHtX59NwDA3A3H8NiC7QCA4e3TfQLLI8xG/G14Gzw7tiMsJgMMBkkW+1dcYccj87dh5JursGjnaUgScHW3LCyZOgR3DGyh+vnxUWbMvqUn/jmuM0Z3zsAnt/XGwgcHYkzXTNnOlLpFengWu2zP3zVYhXNI21Tsen4UXr6+a42tMPn358tZ/bTjFF5Z7I51u4RLAGidFoP2GbFwuAhmrXBPeN0VXViu8yRp/br7NFZ4WqL1UimKzatk9WlwSpLEVE5/MVEOp7tVJm1/CIAV21aDKX8eQywh0syUY8B9rVnxviqiP6jqwbvE/vP7Ybzn+ZvTDPVenkW8tNrB1PppV3YIqHQA7md3+tWdcEWnDDZealzSNAE9mibA5nBhzNu/s6QVfuyUdfjMRgnje+dg4zMjMFFhHCmhDSfU1DTmVg+QrU4IwRNf78CGI+cRazVh5oQe6J6TgHLP4nNZuzRZskRabIRsAaNhOqM7ZyI11or80mrMWnEQJVUOWE0Gv27l+mTmhB7IfXE05t3dD5P6+3oqWqbGoA/XHU7NPQ4AD41oi34t3Znw93+xmSW3+DM4I8xG1U2S2p3Viatl6c9IpxnZC3ecxEs/7cGyvWdQUmVnCaK8yi5JEl64pjOmX90JH03u7Vds6Jwd5xNrerKoknXeUpZEAgAzp8gHq3Cmxlrx/NWdZIa1P2KsJnfMcKeMoOLMafx7SZWDhdEoa2gC7r9J7+ZJ+Oe4zgCApXvzWeKg09NpyFTDGhgst/RrxuYQvhySkhirCYPbuH/+3ooDqt6//JIq/G/7SeZ9ef7qjkiroSbo46PaMY9ETX/zKK6bl165IIPz3XffRfPmzREREYG+fftiw4YNdX1emibCbESax216yBMX+dAI352p0SDhrb/0QMvUaPRsloghbb1qYLTH/fzo5W1hkNxZph/9cRhAzS51fxMnT79WyUzxoDXjaMxKTVC3+rpDBZj61TZ8t/UECHEXwV380GC8PaEHWgVoXQi4J42bL22GWTf3xNB2aaoT0thuWWifEcvcRUzhDCJDnVIb93QTzqXuchG8vuRPTPlyCyrtTgxum4rJA+QGNFXEqPuHL4ECuBXPNmkxqHa4WK27Xs1VFE4uaShYd2NdQWshLtl7xqekkMtF8MQ3O7B07xlYTAa8fpN7k7LhyHl0ee4X9HlpKYa8uhxXzfwdf5u71VPn0W24UtekwSDhniFewyY7MbJWY0INTsC9+Dx9pdtL8Oov+/DF+qM45Ml879E0gW1QbE4XBrROxtC2/hcInkn9m+P9W3oGTIqRJAnvTbwE/Vslo8ruwqKdpz3X6Z0ilYtMXIQZkiQhNdZa4zWP7JiOv4/pwGJLeahb/dj5Crz26z6Mn70Wr/6SK1Pi31i6Hz9sOwmTQcKsm3tibLcsfHtff8y4rgtGdEjHtCt93/euQS2ZAUPnFIvJgJv7uucFmiHbOTvep3VuQ1HTBuKm3t740LhI9WfJaJDw1oTuSImx4s8zZXj+R3ft3UDzplrLRzWFs2NmHGKtJkRZjH5V7UtbJiM2woTCCjv+8/th3PHpJnSf/ivb9GXFy40Qo0HCpP7NWeF4NSRJ8omNtTsJ6+ympnDSv2WUxRhU5naoMRoklmz5uye/QFlDk6dlagxTRT9e7V4b6SOovE+mX90JkgTMvqVnrc4pMz4S9w9thXbpsbhaxfXN4w7xAH7YdhITP1yPn3acwqwVB3Hv55vRb8Yy9PnXMvxt7lbYnQQjOqSzBLJAZMRHYOnUIXj5+q41HhsOLvVar37z58/H1KlT8f7776Nv37548803MWrUKOzbtw9pab4Bt+FKTlIU8j3ZzlMua+3XSEyNtWLZ1CGqBpfRIOHB4W3Qu0WSuzam5/2UXYSU+NvZK3nyivZYvi8feecr0TY9xm98ihKqitFJwWI04Iu7+vrtPX+hXNM9m7mlAW+oQqhUQKos7D1Vgvu+2IxfPEreXYNa4KnRvmrZmC6ZePUXb/cSZZ9pSZJwfc8mzB0cF2FSbZfaUAonAAxs405i2HG8GJfOWIaxXbMwqX8zdMmOxwsL9+DbLSdgNEh476+XYETHdCzccQq/5eajtNohS1LbdaIE2O59X/6abuqVg2d/cC/qtS3Z0TY9Bk0SI3G8sBID26Ti7sGtUFLpwDvLD+Dv3+9iRmabtFgkRltwtrQakuQuG3Mh2fuByIyPxH/v6Iv/rj+KGYtyUWl3ysarY1YcMuMjmFIVbD1VwG2g+0sIiLKYMLJjBv63/STeXe5WdtcfPo9ZKw7isvZp6JAZh5m/uY3Dl67tzLqgGQwSJvRpKnML8kRbTXhiVDs88c0OtOcUrr/2bYp3lu9n5XK6NUkI+joamiu7ZOD5/+1GWbUjoAGZFhuBtyd0x80frmfVRALNm+0zYn1CGtRur0iLEfPv6QcXIX4/PzHaghWPDcUfB85h3aECVlPURQgMEtAiyKQ6JeN6ZGPGz3vZuAFub01ytAU3KBpDAF5PWPuM2BoN+fri8o5pssoeypJGSu4Y2BJL9+bj683H0Tw5miUmKl3qk/o3xw09m1zQhv7Rke3w6MiaS88Na5eG2Tf3xMPzt2HD4fPYoKjkYpCAtumx6NMiCVMvb1vn89Ow9mlIjbNedLx1Q1Lr0Xn99ddx11134bbbbgMAvP/++/jpp5/w8ccf46mnnqrzE9QqOYmR2Hy0ENkJkSwuyh813XiXtkzGoocG4bEF27H+0Hn09BMbRMkOopMC4F5wZk64BNN/3I1HRgT/ALRLj0WCp4Yj4Jb969rYVOPKLplYf/g8xgeR5XohdG+agDSPO/GX3WdgMRrwr+u6sGQEJc1TotE5Ow67TpQgM169z/S47tl4ZXEuXMQdv6mmdMmC94OMpaorWqRE4/2be2Lmb/ux43gxvtlyHN9sOY4WKdEsHuy1G7uyQP+PJvXCmZJqVNqdqLA5WLHq/fml+PN0KXJPl+J0SRVGcokBEWZ3Hb3Hv96Bh4a3qdX5SZKEv/ZtilcW78P1Hpf3oyPborDChi/WH4Pd6V6kmyVHIdljcF7Xo4nMtVmXGAwSbu3XHIPbpGLO6sO4hquJZzUZseqJYfh2y3E8+c3OiyojpOS5sR1RWGHD7/vPYVz3LJwtq8bqA+6ey7Tv8v1DW2F878CueyU39c5Bp+w4mcs4NdaKq7pmse5gNbW01BJRFhNeHNcJy/bmo3+rlIDH9m+VgqmXt8VrnmLwARVOj0GeFG3B+XIbjAb/5ciCeYaTY6yyDfXp4iqsP1yApGiLLIazNiRFW3D/0Nb4LTcfZqOELceK0Cw5Cp/d3scnVArwzjv1PecEYlAbuVeia3ZCwOMvbZmETllx2H2yhDUYAdSV8PrwHo3slIFv7uuPf3y/C0WV7jjy7jkJ6NYkAZ2z40N6DmO7ZQWMQ9cDtfrr2Gw2bN68GdOmTWOvGQwGjBgxAmvXrlX9nerqalRXe+selpTUTd/ghubq7lnYeKQQ/7qui2rmY21JibHik9v6wO50+XVvvXZjN3z4+yH869ouQb9v95wEfHf/gFqdi8Eg4dIWyVi8+zQubZnkN1azrkmKtmDmhB4he/8Yqwmf39EXN3+0HgYJmHVzT1Y71B/jumdj14kS9PXj7sqIj8DANqlY9edZ9GmhriDTzlKjOqXXuoh7XXB5x3Rc3jEd2/KK8NmaI1i44xQzNp8f2xHXcoHrkiSxkl3K9wjEjb1ycGWXzAuacO8b0gq3XNqMGXA0rq2kyoEft59E85RoRJiNuH1gCyzccQpPXhH6v2HzlGhMv6azz+tmowGD2qS6i5t3US9ufiEkx1jx2e19UFRhZyW9Dp4twxfrjuHHHScxvH0aHgtChVFDzTif3L85MzgvNmGovrm2RxPZPRuI+4e2xoYjhVj159mAG/XBbVNwY88mGNgmBTuOF8vK9dQFGfERMm/OhfLI5W3xyOVtsftkMRbtPIXbBrTwG/dJ16WOmdrZUERbTRjePg3LcvMxpmsmU+v9IUkSZk7ogfmb8lg2eVGFrUb3dyjpkBmHr+/r32Cfr2ckUovS+SdPnkR2djbWrFmDfv36sdefeOIJrFy5EuvXr/f5neeffx7Tp0/3eb24uBhxcdrZeQnkHDxbhq825eHOgS2DKhisJ6rsThgNUlBxaw6nC//bfhKD2qT6/TucLKrE99tO4Lb+Lfxm2J8rq77o6gN1xbmyany/9QRSY611sgiGCpvDhc/WHkH3nASWNCSoO2Yu2w8nIXhYJf48nKiwObB412kMb5/ukxUdzvyWewbfbjmBf13XRbXgfUNxsqgSq/48i3E9sutErBGEjpKSEsTHx9eZvRZyg1NN4czJyREGp0AgEAgEAoFGqWuDs1b+r5SUFBiNRpw5Iy+bcubMGWRkqLuXrFYrrFZtKDsCgUAgEAgEgvqnVrUwLBYLevbsiWXLlrHXXC4Xli1bJlM8BQKBQCAQCAQCSq0j/KdOnYpJkyahV69e6NOnD958802Ul5ezrHWBQCAQCAQCgYCn1gbn+PHjcfbsWTz77LM4ffo0unfvjsWLFyM9PXAWq0AgEAgEAoGgcVKrpKG6oLi4GAkJCcjLyxNJQwKBQCAQCAQahCZ5FxUVIT7+4str1W/bEwClpaUAgJyc0BT3FggEAoFAIBDUDaWlpXVicNa7wulyuXDy5EnExsbWeesnJdQ6F2pq+CDGNPwQYxp+iDENP8SYhh81jSkhBKWlpcjKyoLBUKscc1XqXeE0GAxo0iS4LhF1RVxcnHhAwgwxpuGHGNPwQ4xp+CHGNPwINKZ1oWxSLt5kFQgEAoFAIBAIAiAMToFAIBAIBAJBSAlrg9NqteK5554TnY7CCDGm4YcY0/BDjGn4IcY0/KjvMa33pCGBQCAQCAQCQeMirBVOgUAgEAgEAkHDIwxOgUAgEAgEAkFIEQanQCAQCAQCgSCkCINTIBAIBAKBQBBSwtbgfPfdd9G8eXNERESgb9++2LBhQ0OfksAPzz//PCRJkn21b9+e/byqqgpTpkxBcnIyYmJicP311+PMmTOy9zh27BjGjBmDqKgopKWl4fHHH4fD4ajvS2m0rFq1CmPHjkVWVhYkScL3338v+zkhBM8++ywyMzMRGRmJESNGYP/+/bJjzp8/j4kTJyIuLg4JCQm44447UFZWJjtmx44dGDRoECIiIpCTk4NXXnkl1JfWaKlpTCdPnuzz3F5xxRWyY8SYaocZM2agd+/eiI2NRVpaGsaNG4d9+/bJjqmruXbFihW45JJLYLVa0bp1a3zyySehvrxGSzDjOnToUJ9n9d5775UdUy/jSsKQefPmEYvFQj7++GOye/ductddd5GEhARy5syZhj41gQrPPfcc6dSpEzl16hT7Onv2LPv5vffeS3JycsiyZcvIpk2byKWXXkr69+/Pfu5wOEjnzp3JiBEjyNatW8miRYtISkoKmTZtWkNcTqNk0aJF5JlnniHffvstAUC+++472c9ffvllEh8fT77//nuyfft2cvXVV5MWLVqQyspKdswVV1xBunXrRtatW0d+//130rp1azJhwgT28+LiYpKenk4mTpxIdu3aRebOnUsiIyPJ7Nmz6+syGxU1jemkSZPIFVdcIXtuz58/LztGjKl2GDVqFJkzZw7ZtWsX2bZtG7nyyitJ06ZNSVlZGTumLubaQ4cOkaioKDJ16lSyZ88eMnPmTGI0GsnixYvr9XobC8GM65AhQ8hdd90le1aLi4vZz+trXMPS4OzTpw+ZMmUK+7/T6SRZWVlkxowZDXhWAn8899xzpFu3bqo/KyoqImazmSxYsIC9tnfvXgKArF27lhDiXhgNBgM5ffo0O2bWrFkkLi6OVFdXh/TcBb4ojROXy0UyMjLIq6++yl4rKioiVquVzJ07lxBCyJ49ewgAsnHjRnbMzz//TCRJIidOnCCEEPLee++RxMRE2Zg++eSTpF27diG+IoE/g/Oaa67x+ztiTLVNfn4+AUBWrlxJCKm7ufaJJ54gnTp1kn3W+PHjyahRo0J9SQLiO66EuA3Ohx56yO/v1Ne4hp1L3WazYfPmzRgxYgR7zWAwYMSIEVi7dm0DnpkgEPv370dWVhZatmyJiRMn4tixYwCAzZs3w263y8azffv2aNq0KRvPtWvXokuXLkhPT2fHjBo1CiUlJdi9e3f9XojAh8OHD+P06dOyMYyPj0ffvn1lY5iQkIBevXqxY0aMGAGDwYD169ezYwYPHgyLxcKOGTVqFPbt24fCwsJ6uhoBz4oVK5CWloZ27drhvvvuQ0FBAfuZGFNtU1xcDABISkoCUHdz7dq1a2XvQY8R62/9oBxXyhdffIGUlBR07twZ06ZNQ0VFBftZfY2rqdZXo3HOnTsHp9Mp+8MBQHp6OnJzcxvorASB6Nu3Lz755BO0a9cOp06dwvTp0zFo0CDs2rULp0+fhsViQUJCgux30tPTcfr0aQDA6dOnVceb/kzQsNAxUBsjfgzT0tJkPzeZTEhKSpId06JFC5/3oD9LTEwMyfkL1Lniiitw3XXXoUWLFjh48CCefvppjB49GmvXroXRaBRjqmFcLhcefvhhDBgwAJ07dwaAOptr/R1TUlKCyspKREZGhuKSBFAfVwD461//imbNmiErKws7duzAk08+iX379uHbb78FUH/jGnYGp0B/jB49mn3ftWtX9O3bF82aNcNXX30lJieBQKP85S9/Yd936dIFXbt2RatWrbBixQoMHz68Ac9MUBNTpkzBrl278McffzT0qQjqEH/jevfdd7Pvu3TpgszMTAwfPhwHDx5Eq1at6u38ws6lnpKSAqPR6JNZd+bMGWRkZDTQWQlqQ0JCAtq2bYsDBw4gIyMDNpsNRUVFsmP48czIyFAdb/ozQcNCxyDQM5mRkYH8/HzZzx0OB86fPy/GWSe0bNkSKSkpOHDgAAAxplrlgQcewMKFC7F8+XI0adKEvV5Xc62/Y+Li4oSAEEL8jasaffv2BQDZs1of4xp2BqfFYkHPnj2xbNky9prL5cKyZcvQr1+/BjwzQbCUlZXh4MGDyMzMRM+ePWE2m2XjuW/fPhw7doyNZ79+/bBz507Z4rZkyRLExcWhY8eO9X7+AjktWrRARkaGbAxLSkqwfv162RgWFRVh8+bN7JjffvsNLpeLTY79+vXDqlWrYLfb2TFLlixBu3bthOtVAxw/fhwFBQXIzMwEIMZUaxBC8MADD+C7777Db7/95hPKUFdzbb9+/WTvQY8R629oqGlc1di2bRsAyJ7VehnXoNOLdMS8efOI1Woln3zyCdmzZw+5++67SUJCgiwDS6AdHn30UbJixQpy+PBhsnr1ajJixAiSkpJC8vPzCSHuUh1NmzYlv/32G9m0aRPp168f6devH/t9WtJh5MiRZNu2bWTx4sUkNTVVlEWqR0pLS8nWrVvJ1q1bCQDy+uuvk61bt5KjR48SQtxlkRISEsgPP/xAduzYQa655hrVskg9evQg69evJ3/88Qdp06aNrIROUVERSU9PJ7fccgvZtWsXmTdvHomKihIldEJEoDEtLS0ljz32GFm7di05fPgwWbp0KbnkkktImzZtSFVVFXsPMaba4b777iPx8fFkxYoVsvI4FRUV7Ji6mGtp+ZzHH3+c7N27l7z77ruiLFIIqWlcDxw4QF544QWyadMmcvjwYfLDDz+Qli1bksGDB7P3qK9xDUuDkxBCZs6cSZo2bUosFgvp06cPWbduXUOfksAP48ePJ5mZmcRisZDs7Gwyfvx4cuDAAfbzyspKcv/995PExEQSFRVFrr32WnLq1CnZexw5coSMHj2aREZGkpSUFPLoo48Su91e35fSaFm+fDkB4PM1adIkQoi7NNI//vEPkp6eTqxWKxk+fDjZt2+f7D0KCgrIhAkTSExMDImLiyO33XYbKS0tlR2zfft2MnDgQGK1Wkl2djZ5+eWX6+sSGx2BxrSiooKMHDmSpKamErPZTJo1a0buuusun029GFPtoDaWAMicOXPYMXU11y5fvpx0796dWCwW0rJlS9lnCOqWmsb12LFjZPDgwSQpKYlYrVbSunVr8vjjj8vqcBJSP+MqeU5YIBAIBAKBQCAICWEXwykQCAQCgUAg0BbC4BQIBAKBQCAQhBRhcAoEAoFAIBAIQoowOAUCgUAgEAgEIUUYnAKBQCAQCASCkCIMToFAIBAIBAJBSBEGp0AgEAgEAoEgpAiDUyAQCAQCgUAQUoTBKRAIGpwjR45AkiTW47euef7559G9e/eQvHdDMXnyZIwbN479f+jQoXj44YfZ/5s3b44333yz3s9LIBAI1DA19AkIBAJBqHnsscfw4IMPNvRp1ClvvfUWAjWK27hxI6Kjo+vxjAQCgcA/wuAUCARhT0xMDGJiYhr6NILCZrPBYrHUeFx8fHzAn6emptbVKQkEAsFFI1zqAoEg5CxevBgDBw5EQkICkpOTcdVVV+HgwYM+x+Xm5qJ///6IiIhA586dsXLlSvazwsJCTJw4EampqYiMjESbNm0wZ84c9vPjx49jwoQJSEpKQnR0NHr16oX169cD8HWpr1ixAn369EF0dDQSEhIwYMAAHD16FACwfft2DBs2DLGxsYiLi0PPnj2xadMmv9dWVFSEe+65B+np6ey8Fy5cqPq5APDmm2+iefPm7P/UNf7SSy8hKysL7dq1w9NPP42+ffv6fFa3bt3wwgsvyH7PH0qXem5uLgYOHIiIiAh07NgRS5cuhSRJ+P777wF4wxq+/fZbDBs2DFFRUejWrRvWrl3r9zMEAoEgWITCKRAIQk55eTmmTp2Krl27oqysDM8++yyuvfZabNu2DQaDd9/7+OOP480330THjh3x+uuvY+zYsTh8+DCSk5Pxj3/8A3v27MHPP/+MlJQUHDhwAJWVlQCAsrIyDBkyBNnZ2fjf//6HjIwMbNmyBS6Xy+dcHA4Hxo0bh7vuugtz586FzWbDhg0bIEkSAGDixIno0aMHZs2aBaPRiG3btsFsNqtel8vlwujRo1FaWor//ve/aNWqFfbs2QOj0Virv8+yZcsQFxeHJUuWsNdmzJiBgwcPolWrVgCA3bt3Y8eOHfjmm29q9d4A4HQ6MW7cODRt2hTr169HaWkpHn30UdVjn3nmGbz22mto06YNnnnmGUyYMAEHDhyAySSWC4FAcOGIGUQgEISc66+/Xvb/jz/+GKmpqdizZw86d+7MXn/ggQfYsbNmzcLixYvx0Ucf4YknnsCxY8fQo0cP9OrVCwBkKuGXX36Js2fPYuPGjUhKSgIAtG7dWvVcSkpKUFxcjKuuuooZcx06dGA/P3bsGB5//HG0b98eANCmTRu/17V06VJs2LABe/fuRdu2bQEALVu2DOpvwhMdHY0PP/xQ5krv1q0bvvzyS/zjH/8AAHzxxRfo27ev3+sKxJIlS3Dw4EGsWLECGRkZAICXXnoJl19+uc+xjz32GMaMGQMAmD59Ojp16oQDBw6wv4dAIBBcCMKlLhAIQs7+/fsxYcIEtGzZEnFxccxYPHbsmOy4fv36se9NJhN69eqFvXv3AgDuu+8+zJs3D927d8cTTzyBNWvWsGO3bduGHj16MGMzEElJSZg8eTJGjRqFsWPH4q233sKpU6fYz6dOnYo777wTI0aMwMsvv6zq+uc/t0mTJszYvFC6dOniE7c5ceJEfPnllwAAQgjmzp2LiRMnXtD779u3Dzk5OczYBIA+ffqoHtu1a1f2fWZmJgAgPz//gj5XIBAIKMLgFAgEIWfs2LE4f/48/vOf/2D9+vUsttJmswX9HqNHj8bRo0fxyCOP4OTJkxg+fDgee+wxAEBkZGStzmfOnDlYu3Yt+vfvj/nz56Nt27ZYt24dAHfc5e7duzFmzBj89ttv6NixI7777jvV96npcw0Gg08mud1u9zlOLZt8woQJ2LdvH7Zs2YI1a9YgLy8P48ePD/YSLxg+fICGGaiFJggEAkFtEAanQCAIKQUFBdi3bx/+/ve/Y/jw4ejQoQMKCwtVj6VGH+COtdy8ebPM3Z2amopJkybhv//9L95880188MEHANyq3LZt23D+/Pmgz6tHjx6YNm0a1qxZg86dOzM1EQDatm2LRx55BL/++iuuu+46WXIST9euXXH8+HH8+eefqj9PTU3F6dOnZUZnsLVGmzRpgiFDhuCLL77AF198gcsvvxxpaWlBXx9Pu3btkJeXhzNnzrDXNm7ceEHvJRAIBBeCMDgFAkFISUxMRHJyMj744AMcOHAAv/32G6ZOnap67LvvvovvvvsOubm5mDJlCgoLC3H77bcDAJ599ln88MMPOHDgAHbv3o2FCxcyY3TChAnIyMjAuHHjsHr1ahw6dAjffPONaob14cOHMW3aNKxduxZHjx7Fr7/+iv3796NDhw6orKzEAw88gBUrVuDo0aNYvXo1Nm7cKDN6eYYMGYLBgwfj+uuvx5IlS3D48GH8/PPPWLx4MQB3MfazZ8/ilVdewcGDB/Huu+/i559/DvpvN3HiRMybNw8LFiy4YHc6AFx++eVo1aoVJk2ahB07dmD16tX4+9//DsCrYgoEAkEoEQanQCAIKQaDAfPmzcPmzZvRuXNnPPLII3j11VdVj3355Zfx8ssvo1u3bvjjjz/wv//9DykpKQAAi8WCadOmoWvXrhg8eDCMRiPmzZvHfvbrr78iLS0NV155Jbp06YKXX35ZNVs8KioKubm5uP7669G2bVvcfffdmDJlCu655x4YjUYUFBTg1ltvRdu2bXHTTTdh9OjRmD59ut/r++abb9C7d29MmDABHTt2xBNPPAGn0wnAnYz03nvv4d1330W3bt2wYcMGFgYQDDfccAMKCgpQUVERsARSTRiNRnz//fcoKytD7969ceedd+KZZ54BAERERFzw+woEAkGwSCRQqwqBQCAQhCWrV6/GwIEDceDAAZatLxAIBKFCGJwCgUDQCPjuu+8QExODNm3a4MCBA3jooYeQmJiIP/74o6FPTSAQNAJEHU6BQCBoBJSWluLJJ5/EsWPHkJKSghEjRuDf//53Q5+WQCBoJAiFUyAQCAQCgUAQUkTSkEAgEAgEAoEgpAiDUyAQCAQCgUAQUoTBKRAIBAKBQCAIKcLgFAgEAoFAIBCEFGFwCgQCgUAgEAhCijA4BQKBQCAQCAQhRRicAoFAIBAIBIKQIgxOgUAgEAgEAkFI+X/Shl1S8lXE8QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "trace.operate(tkl.Operator.DIFFERENTIATOR, \"speed\", \"dv\")\n",
    "trace.operate(tkl.Operator.RECTIFIER, \"dv\", \"absdv\")\n",
    "\n",
    "# Speed change according to the curvilinear abscissa\n",
    "trace.plotAnalyticalFeature(\"absdv\", \"PLOT\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91c5f7fa",
   "metadata": {},
   "source": [
    "## Segmenting the Track\n",
    "\n",
    "Once the speed change feature has been computed, the track can be split into a collection of subtracks. In this example, the track is split whenever the absolute speed change exceeds **1.5 m/s**. Segments containing fewer than **50 observations** are discarded.\n",
    "\n",
    "The resulting segments are then interpolated using spline interpolation. Finally, several speed-related indicators are computed for each segment."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "dcd6a6a4",
   "metadata": {
    "tags": [
     "nbsphinx-thumbnail"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rep 1 :  vmoy =  17.22 km/h   vmax =  22.81  km/h   vc =  16.67 km/h\n",
      "Rep 2 :  vmoy =  16.39 km/h   vmax =  17.7  km/h   vc =  16.18 km/h\n",
      "Rep 3 :  vmoy =  16.72 km/h   vmax =  17.94  km/h   vc =  16.62 km/h\n",
      "Rep 4 :  vmoy =  16.09 km/h   vmax =  19.18  km/h   vc =  15.92 km/h\n",
      "Rep 5 :  vmoy =  16.63 km/h   vmax =  18.02  km/h   vc =  16.78 km/h\n",
      "Rep 6 :  vmoy =  16.16 km/h   vmax =  18.6  km/h   vc =  16.29 km/h\n",
      "Rep 7 :  vmoy =  16.36 km/h   vmax =  18.45  km/h   vc =  16.3 km/h\n",
      "Rep 8 :  vmoy =  16.43 km/h   vmax =  20.29  km/h   vc =  16.36 km/h\n",
      "Rep 9 :  vmoy =  16.73 km/h   vmax =  19.08  km/h   vc =  16.4 km/h\n",
      "Rep 10 :  vmoy =  17.81 km/h   vmax =  20.48  km/h   vc =  18.2 km/h\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#  Segmentation\n",
    "tkl.segmentation(trace, [\"absdv\"], \"speed_decoup\", [1.5])\n",
    "\n",
    "# ------------------------------------------------------------------\n",
    "# + récupération d'un sous-ensemble de traces\n",
    "# + interpolation/lissage + ré-estimation des vitesses...\n",
    "# ------------------------------------------------------------------\n",
    "segmentedTracks = tkl.split(trace, \"speed_decoup\", limit=50)\n",
    "\n",
    "# Affichage\n",
    "COLORS = ['k-','r-','g-','b-','y-','m-','c-']\n",
    "\n",
    "count = 0\n",
    "tkl.SPLINE_PENALIZATION = 1e-2\n",
    "for track in segmentedTracks:\n",
    "    count += 1\n",
    "    track.resample(1, tkl.ALGO_THIN_SPLINES, tkl.MODE_SPATIAL)\n",
    "    track.estimate_speed()\n",
    "    diff = track.getLastObs().timestamp - track.getFirstObs().timestamp\n",
    "    v = round(track.length()/diff*3.6,2)\n",
    "    vm = round(track.operate(tkl.Operator.MAX, \"speed\")*3.6,2)\n",
    "    vc = round(100/(track.getObs(150).timestamp-track.getObs(50).timestamp)*3.6,2)\n",
    "    print(\"Rep\", count, \":  vmoy = \", v, \"km/h   vmax = \", vm, \" km/h   vc = \", vc, \"km/h\")\n",
    "    plt.plot(track.getX(), track.getY(), COLORS[count%7])\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
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