{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e558b634",
   "metadata": {},
   "source": [
    "# Plotting\n",
    "\n",
    "<br/>\n",
    "<div class=\"alert alert-block alert-warning\" style=\"padding:1em\">Almost all core objects in tracklib have a graphical function for displaying data: <b>plot</b>.</div>\n",
    "\n",
    "There are different ways of displaying analytical tracks, as shown below. \n",
    "\n",
    "You can create a set of plot in a same graphic with the *append* parameter: if the value is\n",
    "- True : append to the current plot\n",
    "- False: create a new plot\n",
    "- Ax   : append to the fiven *ax* object\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d75663f6",
   "metadata": {},
   "source": [
    "## Let's start by defining our environment\n",
    "\n",
    "This task is only useful for the online notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "dc630805",
   "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": "f94f1f99",
   "metadata": {},
   "source": [
    "## Imports\n",
    "\n",
    "The following imports are necessary for all of the examples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b81cb701",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import tracklib as tkl"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6400ab7",
   "metadata": {},
   "source": [
    "## Loading a GPS track for examples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3f3d09af",
   "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"
     ]
    }
   ],
   "source": [
    "tkl.ObsTime.setReadFormat(\"4Y-2M-2DT2h:2m:2sZ\")\n",
    "\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",
    "# \n",
    "trace.resample(50, tkl.MODE_SPATIAL)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e9054e3e",
   "metadata": {},
   "source": [
    "## Classics graphics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8b3061ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 792x144 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(11, 2))\n",
    "plt.subplots_adjust(top=1.3, wspace=0.2, hspace=0.5)\n",
    "\n",
    "# ---------------------------------------------------------------------\n",
    "# \n",
    "ax1 = plt.subplot2grid((1, 3), (0, 0))\n",
    "#trace.plot(type='LINE', append=ax1)\n",
    "trace.plot(sym='g-', title='original extract track', append=ax1)\n",
    "\n",
    "# plot first obs, plot last obs\n",
    "trace.plotFirstObs(append=ax1)\n",
    "trace.plotLastObs(append=ax1)\n",
    "\n",
    "# ---------------------------------------------------------------------\n",
    "# \n",
    "ax2 = plt.subplot2grid((1, 3), (0, 1))\n",
    "trace.plot(type='POINT', sym='g>', append=ax2)\n",
    "# ax22.scatter(trace.getX(), trace.getY(), marker='o', c='#C0C0C0', s=5)\n",
    "\n",
    "# ---------------------------------------------------------------------\n",
    "#\n",
    "ax3 = plt.subplot2grid((1, 3), (0, 2))\n",
    "trace.plot(type='CIRCULAR', append=ax3)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74de8d84",
   "metadata": {},
   "source": [
    "## Plot a track with markers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "112da9e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from '/usr/lib/python3/dist-packages/matplotlib/pyplot.py'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x360 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 5))\n",
    "plt.subplots_adjust(top=1.3, wspace=0.2, hspace=0.2)\n",
    "\n",
    "# Figure 1\n",
    "ax1 = plt.subplot2grid((3, 3), (0, 0))\n",
    "trace.plotAsMarkers()\n",
    "\n",
    "# Figure 2\n",
    "ax2 = plt.subplot2grid((3, 3), (0, 1))\n",
    "trace.plotAsMarkers(type=tkl.MARKERS_TYPE_WARNING, append=ax2)\n",
    "\n",
    "# Figure 3\n",
    "ax3 = plt.subplot2grid((3, 3), (0, 2))\n",
    "trace.plotAsMarkers(type=tkl.MARKERS_TYPE_NO_ENTRY, append=ax3)\n",
    "\n",
    "# Figure 4\n",
    "ax4 = plt.subplot2grid((3, 3), (1, 0))\n",
    "trace.plotAsMarkers(type=tkl.MARKERS_TYPE_INTERDICTION, append=ax4)\n",
    "\n",
    "# Figure 5\n",
    "ax5 = plt.subplot2grid((3, 3), (1, 1))\n",
    "trace.plotAsMarkers(type=tkl.MARKERS_TYPE_SPOT, append=ax5)\n",
    "\n",
    "# Figure 6\n",
    "ax6 = plt.subplot2grid((3, 3), (1, 2))\n",
    "trace.plotAsMarkers(bkg='w', frg='c', sym_frg = \" \", sym_bkg = \"v\", append=ax6)\n",
    "\n",
    "# Figure 7\n",
    "ax7 = plt.subplot2grid((3, 3), (2, 0))\n",
    "trace.plotAsMarkers(type=tkl.MARKERS_TYPE_NO_STOP, size=8, append=ax7)\n",
    "\n",
    "# Figure 8\n",
    "ax8 = plt.subplot2grid((3, 3), (2, 1))\n",
    "trace.plotAsMarkers(type=tkl.MARKERS_TYPE_INFORMATION, size=10, append=ax8)\n",
    "\n",
    "# Figure 9\n",
    "ax9 = plt.subplot2grid((3, 3), (2, 2))\n",
    "trace.plotAsMarkers(type=tkl.MARKERS_TYPE_BOWTIE, size=10, append=ax9)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e301df9",
   "metadata": {},
   "source": [
    "## Dessiner les traces avec prise en compte d'une AF\n",
    "\n",
    "Calcul de l'AF \"speed\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a5a5b515",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "All AF:  ['abs_curv', 'speed']\n",
      "Speed for the first observation:  5.533338627821578\n"
     ]
    }
   ],
   "source": [
    "trace.estimate_speed()\n",
    "print ('All AF: ', trace.getListAnalyticalFeatures())\n",
    "print ('Speed for the first observation: ', trace['speed'][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6f9199d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 288x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# -----------------------------------------------------------------------------------------------------\n",
    "#    Display \"RASTER\"\n",
    "# -----------------------------------------------------------------------------------------------------\n",
    "\n",
    "COLS = tkl.getColorMap((220, 220, 220), (255, 0, 0))\n",
    "trace.plot(type='POINT', af_name='speed', append = False, cmap = COLS, \n",
    "           title='Speed values', w=4, h=3)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5054bc15",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# -----------------------------------------------------------------------------------------------------\n",
    "#       PROFIL\n",
    "# -----------------------------------------------------------------------------------------------------\n",
    "\n",
    "#  Sample\n",
    "plt.figure(figsize=(12, 3))\n",
    "plt.subplots_adjust(top=1.3, wspace=0.2, hspace=0.5)\n",
    "\n",
    "trace.plotProfil('SPATIAL_SPEED_PROFIL',  color=\"limegreen\",     linestyle='-',  append=plt.subplot2grid((2, 2), (0, 0)))\n",
    "trace.plotProfil('SPATIAL_ALTI_PROFIL',   color=\"royalblue\",     linestyle='--', append=plt.subplot2grid((2, 2), (0, 1)))\n",
    "trace.plotProfil('TEMPORAL_SPEED_PROFIL', color=\"lightseagreen\", linestyle=':',  append=plt.subplot2grid((2, 2), (1, 0)))\n",
    "trace.plotProfil('TEMPORAL_ALTI_PROFIL',  color=\"lightgreen\",    linestyle='-.', append=plt.subplot2grid((2, 2), (1, 1)))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "529b2f97",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7tDqHOr43mt0HTUQxAHYIIRLkv2cDeFAIcZm953j9fdDmZunqKiC99yoQZ7Y1Cm+M2RnOHp+yvV8i0Hmo754XR/X1z4fW+Py5T6tzqOF7o9tAJUT0PYDbhBBFRPQIgCAhxO/sbe/1CZoxxhhzQk8JWuuxuO8BsJaI/AGUAliq8esxxhhjfYKmCVoIsQ+AzSsDxhhjjNnHI4kxxhhjBsQJmjHGGDMgTtCMMcaYAXGCZowxxgyIEzRjjDFmQJygGWOMMQPiBM0YY4wZECdoxhhjzIAMlaBbu1r1DoExxhgzBEMl6KqWKr1DYIwxxgzBUAm6vrUe9a31eofBGGOM6c5QCTo0IBRr9q3ROwzGGGNMd4ZK0FFBUXhu93MwC7PeoTDGGGO6MlSCDvIPwuABg7GpZJPeoTDGGGO6MlSCBoC7p96NlbtW6h0GY4wxpivDJejFaYux5/geFNcW6x0KY4wxphvDJegBvgNw64Rb8dzu5/QOhTHGGNON4RI0ANw15S68mfMmmjua9Q6FMcYY04UhE/SI0BGYEz8Hb2a/qXcojDHGmC4MmaAB4J6p92DV7lUQQugdCmOMMeZxmiZoIjpMRLlEtI+Ispx57tyEuSAQthzeolV4jDHGmGF5ogR9nhAiUwgx2ZknERHfcsUYY6zfMmwVNwDclHETvjvyHY40HNE7FMYYY8yjtE7QAsCXRLSHiO5w9snB/sG4OeNmrM5arUFojDHGmHFpnaBnCiEmApgPYDkRnWu9ARHdQURZRJRVXV191g6WT12OV/e+itZOniuaMcZY/6FpghZCHJd/VwH4CMBUG9u8JISYLISYHBkZedY+Rg0ZhSlDp+DdvHe1DJUxxhgzFM0SNBEFEVGI8hjARQDyXNnXPVPvwcpdK/mWK8YYY/2GliXoaABbiSgbwC4AnwshXJqm6uJRF+Nkx0lsL9uuaoCMMcaYUflqtWMhRCmA8Wrsy0QmLJ+yHCt3rcQ5w89RY5eMMcaYoRn6NitLt2Tegk0lm3Di5Am9Q2GMMcY05zUJevCAwVicuhgv7nlR71AYY4wxzXlNggaAu6fejRf3vIiO7g69Q2GMMcY05VUJOjUqFeMixmF9/nq9Q2GMMcY05VUJGvhplivGGGOsL/O6BH352MtR1lSGrONOTY7FGGOMeRWvS9C+Jl/cP/1+PLH1Cb1DYYwxxjTjdQkaAG6feDu2Hd2G/VX79Q6FMcYY04RXJugg/yD8avqvuBTNGGOsz/LKBA0Av5zyS2wq2YSSuhK9Q2GMMcZU57UJelDAICyfshxPbn1S71AYY4wx1XltggaAe6fdi48KP8LRxqN6h8IYY4ypyqsTdHhgOG6bcBv+ue2feofCGGOMqcqrEzQA/HrGr7E2dy0qmiv0DoUxxhhTjdcn6OjgaNyUcROe+eEZvUNhjDHGVOP1CRoAfnfO7/DavtdQe6pW71AYY4z1Y1nHs5BXlafKvvpEgh4eOhxXj7saK3au0DsUxhhj/VRhTSHmr52Pi968COe9cR4+LPgQXeYul/fXa4ImovOI6EMi2i//rCOiuS6/okYemPkAnt/9PBrbGvUOhTHGWD/T3NGMRe8twhMXPIHDvzqMX0z6BZ7Z/gySnk3Ck1ufRM2pGqf32WOCJqLLALwG4FMANwC4EcB/AbxGRJe6cAyaSRqShPmj5+P53c/rHQpjjLF+RAiB2z65DTPiZuC2ibfB38cfi9MWY9uybfjouo9QVFuE0StHY9nHy7D3xF6H90tCCPsrib4BcJ8QIttqeQaAlUKIOS4ej02TJ08WWVmuz1KVX52P8944D6X3liLIP0jFyBhjjDHbVuxYgTey38C2Zdsw0G+gzW2qW6rxyo+vYHXWaowIHYF7pt6DReMWwd/Xf48QYrKt5/RWxR1jnZwBQAiRAyDakcCJyIeI9hLRZ45s746UyBScG38uXtrzktYvxRhjjGHb0W14fOvjWP+z9XaTMwBEBkXiodkPofS+Utw//X6szlqNhBUJPe67twTd4uI6S/cBKHBwW7f9YdYf8PT2p9HW1eapl2SMsX7r06JP0dDWoHcYuqhorsB1667DmivXIDEs0aHn+Jp8cXXK1fjmlm+w8caNPW7bW4JOIqJPbPx8CmBkb4EQURyAywC84lDkKpgQOwETYiZgzb41nnpJxhjrt27/9HbcsuEW9NRc2hd1dnfiunXX4baJt2H+6Pku7SMjOqPH9b69PP/KHtY97cDr/x+A3wMIsbcBEd0B4A4AGDFihAO77N0fZ/8R16+/HrdOuBV+Pn6q7JMxxtiZmtqbcLLjJE40n8C/d/wbv57xa71D8piHNj+EQL9A/HnOnzV7jd5K0HuFEN/a+gFwqKcnEtECAFVCiD09bSeEeEkIMVkIMTkyMtLJ8G2bMXwGRg0ZhbW5a1XZH2OMsbOV1JUgKSwJ713zHp7a9hS2H9uud0gesS5/HdYXrMdbV70FE2k3nEhve/5GeUBEm63WbejluTMBXEFEhwG8C+B8InrLyfhc9sfZf8Tj3z+ObnO3p16SMcb6lZK6EowOH42EwQl4+fKXsXj94j4/omNhTSHu+vwurLt2HcIDwzV9rd4SNFk8HtLDurMIIR4SQsQJIRIALAbwPyHETc6H6Jq5CXMRGRSJdfnrPPWSjDFmKEIIbD+2XbP24eLaYoweMhoAcMXYK/CzlJ/h5g03wyzMmrye3iwHI5k0dJLmr9dbG7Sw89jW34ZCRPjT7D/hzs/vxGfFn6Hb3I1u0Q2zMJ9+bL1syfgl+Pn4n+sdOmOsH8qpzMGmkk24b9p9CPANcHt/5U3luPWTW/HFwS9w4O4DGB0+WoUoz1RcV4xZI2ad/vvxCx7H3Dfm4p/b/okHZj2g+uvpSRmM5Jzh5+C2ibd55DV7S9BRRPRrSKVl5THkvx1uMBZCfAOL6nJPuWTUJXj2kmfR1N4EH5MPTGSCD/nAx+QDH5L/lh//eOJHvJP3DidoxpguNhRuwMpdK7Fm3xq8esWrmDF8hkv7EULg7dy3cf8X92P5lOXoMndJI1lpkKBL6kqwNHPp6b/9fPzw7tXvYsrLU3DO8HMwO3620/vs6O7A498/jsVpi5EckaxmuG55duezKK4rxrZl2zz2mr0l6JfxUw9sy8eAB2+dchUR4crknjqi/yQ5Ihmrdq/SOCLvVt1SjSEDh8DH5KN3KP1eVUsVPjvwGT4u+hhbj25F7l25GBoyVO+wmBsKawrx9IVPI9AvEIveX4SfpfwMf7/g7wj2D3Z4H9Ut1bjr87tQUFOAjTduxKShk3D/pvtRWFOIBWMWqB5zcV3xWYl/eOhwvH7l67jhwxuw5449iAqKcnh/xxqP4doPrkVBTQFC/EM8nqCFEKhtrcXhhsM40nAEhxsOS48bj2Bn+U7suHUHBvgO8Fg8PSZoIcSjngpEbyNCR6ClowU1p2oQERihdziGNOPVGfD38cefzv0Trku9jhO1hx2oPYCPCz/Gx0UfI68qDxcmXYhrU65FU3sTso5n4YqxV+gdosNK6koQNyjOo192RldYU4hfTf8Vpg6bivMTz8dvvvwN0p5Pw4sLXsTFoy7u9fkfF36Muz6/Czdl3IS3Fr11+tyOjRiLrOOuD6FsT1N7E5o7mhEbHHvWuvmj5+PmjJvx849+jv/e8F+Hviu+PPglbv7oZtw//X7cOvBWbDumfUn106JPsalkEw43Hj6dlP18/JAwOAHxofFIGJyApCFJOD/xfKy6dBVGhKpzK7DDhBB2fwC8b/H4Kat1X/b0XFd+Jk2aJPQ0+7XZYnPpZl1jMKrK5koR+kSo2FS8Scx8daYYs3KMeGPfG6Kzu1Pv0PqsbnO3+OHoD+KBrx4QyauSRezTseIXn/5C/PfAf0VrZ+vp7R786kHx6DeP6hipY+pb68Xzu54XU16aIugREi9lvaR3SIbRbe4WgX8PFA2tDWcs31S8ScT/O17c/NHNoqalxuZzG1obxJKPloiRK0aK7498f9b6LYe2iJmvzlQ95j3H94iM1Rl213d2d4o5r88Rj33zWI/76TZ3i8e+eUzEPh0rthzaIoQQYsexHWLSi9rng+h/Rosnv39SfFz4sciuyD7r/HsCgCxhJyf21ovbsu7iQqt16ty0bCAZ0RnIqczROwxD2l2+G1OGTcHFoy7G90u/x+rLVuO1va8heVUyXt/7Ojq7O/UOsc9o62rD/Zvux7B/DcPtn94OH/LBGwvfQNmvy/DCghcwf/T8M0qemTGZyK48a8h8Q+g2d+PLg1/i+vXXI/7/4vG/w//DI3MfwdMXPY29FY7P6qOn6pZqrM9fj4f/9zBaO1s1eY2ypjIMHjAYoQNCz1h+8aiLkffLPAwOGIy01Wl4f//7Z/TI/rr0a2S8kIFAv0Bk35l9RoctRXJEMopqi1SP2bIHty2+Jl+8ffXbWJ21GlsObbG5Te2pWix4ewG+LP0SWXdkYW7CXADSvAoFNQWa3iZb2VyJ9u52/H7m73HF2CuQEZ1x1vnXmzO9uJ1Z55UyojOwvcwzN9pvLN6I4aHDkRqZCqIe71gzhJ3lOzFt2DQAUtv++Ynn4/zE8/Ht4W/x2HeP4a/f/RV/mP0H3Dz+Zvj7+OscrWtyK3Ox9ehW3DXlLt1iaGpvwpXvXomIwAhsXboVSUOSen1OZkwm/vC/P3ggOscdrDuINfvW4I3sNxARGIGlmUuxav6q0/eNBvkFYX3Bep2jtO34yeP49vC3+O7Id/j2yLc4fvI4Zo6YidzKXFyUdJFLHZ96U1BdYLe9Ndg/GCvmr8DitMW49ZNbsTZ3LZ6+8Gms2LkCHxd9jFeveBUXJV1kd9/RQdHo7O5UvfmuuK4Yo4aM6nGboSFD8Z+r/oObProJe+7Yg5jgmNPrso5n4doPrsXV467GExc8ccaojyEBIYgOikZpfakmndsAILcqFxnRGYb+/u0tQQcS0QRI90sPlB+T/GN/2g4vNT56PF7c86Lmr9Nt7sY1H1yD8IHhCPIPwjXjrsE1KdcY+sOyq3wXfjnll2ctn5MwB5sTNmPr0a3463d/xV+/+ysemvUQlmYuVeVWEa2d6jyFD/Z/gBf3vIijjUdR11qHReMWITrYocnaVFXZXIn5a+djetx0rJy/0uE2/lFDRqGyuRJN7U0YFDBI4yjta+lowQf5H+D1fa+joLoAN6TfgE+v/xTjY8afta1SW2UWZk1HYuqNEAJHGo+ckZAb2howO3425sTPwe2Tbsf46PHwMfng9k9uR25VriYJurCmEMnhPXeImjF8Bvb+Yi8e//5xpD6fisVpi5FzZw7CBob1+DwiwtiIsSiqKULECPUSdEldCWaP6P1czBs5D7dPvB03rL8BX/38K5jIhJf2vISHtzyM1ZetxtUpV9t8XlpUGnKrcjVL0DmVOciI6nksbL31lqArAPzLxmPl7z4lLSoNBdUF6DJ3wdfU26lxXXFdMWKCY1ByTwl2H9+ND/Z/gIXvLYSfyQ/XpFyDa1OuRWZMpmGStRACu8p3Yc3CNXa3mTViFr646QvsKNuBx759DE9sfQK7btulS6JzxP6q/Xhxz4tYm7sW0+Om48FZD+LS0Zfiojcvwr6KfQ51ylHTofpDuOiti3Bj+o34y5y/OPXe+5h8kBaVhpzKHJtVnFoTQuDDgg9x76Z7MSFmAu6bdh8WjFnQY01K2MAwhA8MR2l9aa+lMK20dbXhvDfOw+GGwzg3/lzMiZ+D+2fcj5TIFJsXDenR6cirytMklsKaQqREpvS6XYBvAB4971E8NPshpzrYJUcko7CmEDNHzHQnzDMU1xVj2YRlDm378LkP4+K3LsZDmx9CRXMF9lbsxdZlWzEmfIzd56RHpSO3MheLxi1SK+Qz5FTmYOZw9c6HFnrrxT3XQ3EYQpB/EOIGxeFA7QGH/llcta9i3+kEPHXYVEwdNhX/uPAf2HNiD9blr8M1H1wDALhm3DW4NvVaTIqdpGuyPlh/ECEBIWdUT9kzPW46/nvjf7HovUXYfGgzbki/wQMROqa1sxXr8tfhxT0vorS+FLdOuBU/3vEj4gfHn94mMybT4wk6tzIX89fOx0OzHsLyqctd2sf46PHYV7HP4wn6WOMxLP/vcpTUleC9a95z6vXHx0gx65Wg/7D5D4gbFIcflv3g0P9XWlQaPsj/QJNYCmsLnUpEzvZ+Tw5Xvx26uLb3Km6Fj8kHaxetxcSXJuKCxAuw49YdCPIP6vE5aVFp+LDwQzVCtSmnMgd3TdavOcsRPdYtEdFoItpARHlE9A4RDfNUYHrxREexfRX7kBmdecYyIsLkoZPx5LwnUXJPCdZduw6+Jl/csP4GJD+XjLrWOk1j6snOsp2YOmyqU8+ZOXymYQbOL6wpxK82/QrD/z0cb+e9jd+e81scvf8o/nr+X89IzoCcoCv3eSy2rUe3Yt6b8/DMRc+4nJyBny4sPKXb3I1ndz6LCS9OwJShU7D3F3udvjjIjM5EdoU+nds2l27G+/vfxwuXveDwxW96lFSCtuykpZbCmkJN7/lVStBqaWxrxKnOUzZvsbInOjgapfeW4o2Fb/SanAGpxiK3MtedMO3qMnehsKYQqVGpmuxfLb01/rwG4HMAVwP4EcBKzSPS2fjo8Zp/aSglaHuICBNiJ+DvF/wdRXcXITMmE2/nvq1pTD3ZVb4LU4c6l6DPGX4Ofij7QaOIHHf85HHMeHUGgvyCkHVHFjbeuBELkxfabcLwZKL7tOhTLHpvEd666i1cl3adW/vyZE/u7IpszHh1BtYXrMe2Zdvw8JyHXepvMD5mvC69z+tb67H046V47crXnJrsIDIoEv4+/ig/Wa5qPA1tDTjZfhJxg+JU3a+lsRFjVU3QJXUlGDVklNM1ewG+AQ4/Z0z4GBxpPIK2rjZXQuzRgdoDGDZomFODwOihtwQdIoR4WQhRJIT4J4AED8Skq4zoDORUeaAE3UOCtkREuH3i7Xh176uaxtSTXcd3OV2Cnhg7EYU1hWjuaNYoKse8tOcl3JB2A/5+wd+RMDih1+3HRYzDkYYjaOlo0TSuN/a9gds/vR2f3fAZLkyyvoPReenR6dhftR9d5i4VorPtVOcpPPj1g7jwzQvxi0m/wJYlWzA2YqzL+1Oq5T1t+X+XY2Hywh57PtujlKLVVFRThOSIZE2bsZLCknC08Sg6ujtU2Z8jPbjd5e/jj1FDRqGgukD1fedU5iAj2tgdxIDeE/QAIppARBOJaCKkntwTLf7uc8bHaFuCrmiuQKe506mr5fMTz0d9az1+PPGjZnHZ09HdgZzKHKdnbgnwDUBmTCZ2l+/WKLLedXR34MU9L9rsfW6Pn48fxkWOQ26VNlVrAPDMD8/gz9/8Gd/c8o3TFz72BPsHI25QHIpq1L/fFQC+OvgV0len40jjEeTclYNbJ97qdu/rxLBENLQ1eLT55p3cd7C3Yi+emveUS89Pi0pTPUFrXb0NSP+PI0JH4GDdQVX2V1JX0uM90GrR4oII8I4e3EDvCfoEgGcsfioAPG3x0+fEh8bjZMdJzeY0tewg5igTmbA0cyle2/uaJjH1JKcyB0lhSS5VBc2Im4EfjulXzf1hwYcYFzHO6XamzGhtqrmFEHjgqwfw2r7XsG3ZNtW/lLWo5u4yd2HJhiW4/dPbsXL+Srxz9TsOdRZ0hIlMyIjO8Fg79LHGY7hv031Yu2gtBvq5dpdoelS66hdvBTX274FWk5rt0LbG4NaCcquV2vpKCfoBADcKIc4TQpwHYA2AZgB5AK7RODZdEJGmHcVsdRBzxNIJS/FO3juajWRkz65y56u3FXq3Qz+3+zksn+J8xyut2qE/KvwIG0s24rtbvtOkvVGLKuMfT/yIHWU7kPfLPFw6+lJV9w14ru3cLMxYsmEJfjX9V5gY63rln7eWoAFgbLh67dC9jSKmFk1L0H0gQb8AoB0AiOhcAE8AeANAI4CXtA1NPxlRGidoB9ufLY0IHYHJQyfjo8KP1A+qB+4k6BlxM7CjbIcuk7dnV2TjcMNhh2czs6RVgt5dvhvXplzrVMckZ2gRd25lLqYNm6ZZZ5rx0Z7pKLZixwq0d7fjgZnuzVGcGpWKgmp1h6D0VIJWc8hPT7RBA9qUoOtb61HfVo/EsERV96uF3hK0jxBCaSC6DsBLQoj1QoiHAehz86IHaNm71NUEDQC3TrjV453FdpXvOj3Ep7NiQ2IRGhCKA7UHVI6qd8/tfg53TrrTpQFnxseMR15VnurjAGdXZmt61a4kaDVvA8qtykV6VLpq+7Om3AutpbyqPDy+9XG8edWbbs/AFuwfjJjgGBysV6ctt7O7E4cbDnsk2alVxd3Q1oC2rjbVmjp6Ej84Hg1tDWhoa1Btn7lVuUiLStN1BDtH9ZqgiUj5hrsAwP8s1mk31JbOtKribulowdHGoy5fLV859krkVOagtL5U5chsa2xrxNHGo27dK3jO8HM83g5d31qPD/I/wG0Tb3Pp+YMCBiEmOEb1C4vsymybw16qZWjIUJiFGRXN6g3yp4xXrJW0qDQU1RSp1rvYWntXO2788EY8Ne8pjAwbqco+06LSVLs/92D9QY9Nu6kkaHcv4Fy9xcoVJjIhNTJV1Wru3Mpcr+ggBvSeoN8B8C0RfQygFcD3AEBEoyBVc/dJaVFpyK/OV/2WldyqXIyLHHfGoPDOCPANwA1pN2DNvjWqxmVP1vEsTIid4Nawp3p0FHt93+u4bPRlbg0zqnZ1cc2pGjR3NCM+NL73jV1ERKrHnVuZi/Ro7UrQgX6BiB8cr+o9upYe3vIwRoaNxNLMpartU8120cKaQoyLHKfKvnoTHhgOX5MvKlsq3dqPMyOIqUHtdmhvaX8GeknQQoi/A/gNpM5hs8RPl14mAPdoG5p+gv2DMWzQMBTXFqu6X1c7iFm6deKtWLNvjabTsClcGaDEmqdL0GZhxvO7n3epc5gltROd8qWgdalDzU5Xlc2V6BbdTo0W5YrMGG1GFPv28Ld4K+ctvLTgJVXPu5rtoo5MkqGm5Ihkt2/F89QtVgo1aywAIKcqR9OLTjX1WgkvhNghhPhICNFiseyAEKLHm3KJaAAR7SKibCLaT0SPqhGwp2REZ6jeDu1O+7MiIzoD0cHR+Kr0K3WC6sHO8p2YFuda+7MiPTodZU1lqG+tVymqnn1R8gVCB4Rietx0t/aj9pCf2RXZGB+tXfW2Qs2e3Er7s9YXFVr0Pm9sa8SSDUvw8uUvIzJI3anr1Zw0w1O3WCnUaIcurvNMD25FenQ68qrVOd9mYUZeVZ6m/SrUpGUreTuA84UQ4wFkAriEiNz71vSg8dHjVW+HViNBA57pLCaEwM5y58fgtuZr8sWUYVOwo2yHSpH17Lndz+HuKXe7nVQyYzKx98Re1Tpc5VTleCRBq1mCzq3UtoOYQoue3PdsvAfzR83HZWMuU3W/wE9DUKpxy6OnenAr1ErQnqziVkrQavwvHqo/hLABYb1O0WkUmiVoIVHGefSTf9QfZV4japegu83dyKvKU6WT0PVp1+Org1+huqVahchsKz9Zjm5ztyptpufEeaaa+2DdQews34nFaYvd3tewkGEQEKp1uMqu0LYHtyI5Ilm1oUo9VRWoXFSodTH0ceHH2Fm+E09fpM1YSsoQlO4mOiGExxP02PCxKKx1L+6SuhKPDFKiiAqKgp+PH040n3B7X97U/gxoW4IGEfkQ0T4AVQC+EkLs1PL11KR2CfpA7QHEBMdgUMAgt/cVOiAUl4+9HGtz16oQmW27yndhWtw0Vao3PTVgyeqs1ViaudTlUaIsKR2u9lbsdXtfnd2dKKwpRFpUmtv76o2fjx+SI5JVqYL1VAk6JjgGBMLxk8dV2d/HRR/j19N/7dCMSa5Sox26orkC/j7+mt0Xb4u7bdDKLVbRQZ6d512tdmhO0BaEEN1CiEwAcQCmEtFZ31BEdAcRZRFRVnW1diVCZ8UPjkdjW6Nq4wSrVb2tUKq5tZj6DpCnmHSzg5hietx07C7frflEDmv2rVF1fle1hvw8UHsAw0OHa5owLKlRzd1t7kZBTYFHLiqUiyG1aqzyq/M1j1uNnsWeLj0D0vjnJ5pPuFw9r/Tg9vT89GoNsZpTxQn6LEKIBgDfALjExrqXhBCThRCTIyPV7czhDmWcYLVK0Won6Dnxc9Da2Yrdx7WZjMKVGazsCRsYhrhBcZoM2ad4J/cdzBg+Q9XRgdTqya31ACXW1Oh0dbD+IKKCohASEKJOUL1Qq6OYEAL51fma37qkxpCfhTWFGBfhmVusFL4mX4wMG4niOtfuUPF0D26FWkOscglaRkSRRDRYfjwQwDwA2tzsqBE1B/LfV6lugiYiLJuwDK/+qH5nsW5zN/Yc34Mpw6aotk8tb7cSQmDV7lW4e8rdqu5XtQTtoR7cCjXi9lT1tkKt0fvKmsoQ5B+EIQOHqBCVfWqU6PQoQQPujcnt6R7cCjXOd3NHM8qbyjEmfIxKUWlPyxJ0LIAtRJQDYDekNujPNHw91anVDi2EwN4Te1VN0ACwZPwSfJD/gepzFxfWFCImOEbVLzktE/T2su1o7mhWZV5lS2MjxqL8ZDlOtp90az+e6sGtGB8zHrlVuW6Nga71EJ/W1LoXOr86HymRKSpE1DM1hqAsrNUnQbvTDu3pHtyKlMgUFNYUujX+w/6q/UiOSHZr4CVP07IXd44QYoIQIkMIkSaEeEyr19JKRnQGcqrcT9AVzRUwCzOGhQxTIaqfDBs0DDOGz8D6gvWq7leN26usaZmgV+1aheVTlqs+tq6vyRepkaluX6R5qge3YvCAwQgfGO7W3L+5VdqOIGZtbPhYHG086vbFZn51PlIitE/QagxBWVDt2XugFckRyS735PZ0D25FSEAIooOi3RoD3duqtwEPtUF7q/TodFWG/HRlDmhHaXFPtDszWNkzJnwMGtoaVB0nGpAufjaWbMQtmbeoul+Fu9XF1S3VaO1qxYjQEeoF5QB34/Z0Fbefjx/GRY5zu53RUyVowL120eaOZlSfqtZ06Fd73LkX2lPTTNribjs0J+g+Jtg/GLHBsSipK3FrP2p3ELO0YMwCFNYUqjosqRYJ2kQmzBg+A9uPbVd1vy/veRk/S/kZBg8YrOp+Fe4mOk8N8WnNnV7RpzpPoaypzONtdWp0FMuv8WyCdvXWnwO1BzB6yGi3Z9dyxdjwsSiqKXL6DpD61nq0d7cjKihKo8h6lh6V7tatVt7WgxvgBN0rNTqKqd1BzJK/jz9+nvFzvLb3NVX219rZiqLaIk3iVXvAks7uTry450Usn+reuNs9cXfIz+zKbF1mznEn2eVX52NM+BiXJ3Vxlbsjiik9uN2Zfc0Z6VGuD0GpVwcxQBpHISQgBOUny516ntKD29MXm4q0qDSXz7cQgkvQfZEaHcW0LEEDwLIJy/BG9huq3Gf844kfkRKZosn0d2oPWPJx0ccYGTZS03+6jOgMt5o5tJ5i0h53Sv5az2Blj7u1FRXNFfAz+SEiMEK9oHrgzhCUetxiZcmVau7iumJd2p8V6dGul6DLT5YjwCdAt9K/qzhB98LdIT+bO5pxrPEYxoaPVTGqM6VEpiB+cDw2lWxye19qzGBlz5RhU7CvYh/au9pV2d+qXatw91R1b62yFuwfjLhBcS632el11Z4wOAHNHc2oOVXj9HNzKnN0mUwgIzrDrd7nnmx/BoDo4Gj4mnxdGoJSzxI0ACSHu5Cga4sxKszzPbgVyhjobV1tTj83p9J7ZrCyxAm6F+Nj3CtB51bmIiUyRfPqQrU6i+06vsvtGazsCfYPRnJEMn480eNEaA4pqinCgdoDuCr5KhUi65mrJbvO7k4U1RR5ZDQua0TkcvOMp2+xUoQNDEP4wHCU1pe69HxPJ2jA9XZovRP02Ajn74UuqdenB7dCGQO9oLrA6efmVObo0tTkLk7QvUgYnICGtgaXh/zUunpbcV3qdfjm8DeobHZvMvadZerfYmVpRtwMVdqhPzvwGa4Ye4VH2kldHfKzsKYQI0JHINAvUP2gHOBqRzFP32JlaXyM623n+6v3ezxBuzLkZ7e5G8V1xboOmJEckYyiWufuhdazB7fC1Z7c3tj+DHCC7pWJTG61fXgqQYcEhOCq5Kvwn+z/uLyP6pZq1LXWafrFcc7wc7C9zP2e3JsObsL8UfNViKh3rpag9f5ScKWjWFVLFTq6O1S/Z99R46PHu9wpU68StLMdlw43HEZUUJTHxma3xdU2aD0GKbHk6ohiev8vuooTtAMyolxvh9ayB7e1pZlL8VbuWy4/f/fx3Zg8dLLqA35YOmf4Odh2bJtbk3w0dzRjR9kOnJ94voqR2ackaGdjzq707BCf1ly5sFDuf9arp66rveaFEPqUoF24eNe7ehsARoSOQO2pWodHyatrrUNnd6funaxcKUG3d7XjYP1Bzcdn1wInaAe42g7dZe5CXlWex67cZgyfgYN1B9HU3uTS83eV78K0Ydq0PyviQ+NBIBxpPOLyPrYc2oIpQ6d4bCKH2JBY+Jp8nb4tRa8e3IrUqFSU1JU41SlPr/Znhasl6OpT1RBCeHwaxNTIVBTUFDg1BGVhTSGSw/VN0CYyYXT4aByoPeDQ9soIYnpduClcKUEX1BRgZNhITe5M0RonaAe42pO7uLYYscGxqswB7Qhfky8mxE7A7nLXZrjSYohPa0Tk9rCfG0s2eqx6W5EZk4m9J5ybG1rvarUBvgMwMmwk8qvzHX6OXrdYKRLDEl3q86FUb3s6gYQEhCAqKMqpjm2FNYWGKM050w6tTDOpN1fGQNf7/9AdnKAdkB4lDfnp7EDtnmp/tjRt2DTsLN/p9POEEJqMIGaLOwlaCCEl6NGeT9DOVBdXtVShrasNwwcN1y4oBzgbt94laGWaV2dL0fnV+UiN9MwAJdacrXbVa5IMa87caqXXNJPWXBkD3Vt7cAOcoB0SEhCCmOAYp+dQ9aYEXVpfikC/QMSGxGoQ1ZlmxM1wuaNYUW0RusxdHv8ydrZtVJliUu8qQWd6cpuFGfnV+brcFmbJlRHF9OggpnC22tUIbdCAcx3F9Jpm0hZnb23jEnQ/4MqIYp7sIKaYFjcNO8t2Ot2hyRPtz4qJsRNRWFOI5o5mp5+7qUTqva3H2NbOlESN8qXgTE/u0vpSRARGIHRAqLZB9cKVzm16JmhnStA1p2rQ2d3p8bZyW5y5F1rvUcQsOXtrm1H+F13BCdpBzla7aTUHdG+GDxoOIsLRxqNOPc8T7c+KAN8AZMZkutRWvrFkIy4ZdYkGUfVs9JDRqGyuRGNbo0Pb692DWzE+RiqNOnLBZpTRlpSYnaFHD25FWlSawyVopfSsd80KII3MVVJX4lDTXUldiSHaoAHnzndlcyXau9sRNyhO46i0wQnaQeOjxzs1N/SJ5hOazAHdGyJyqZrbU+3PClcmzjjVeQo/HPsB80bO0ygq+3xMPkiPTnc4cejdg1sRFRSFQL9Ahy7YPD3FpD1pUWkorClER3eHQ9vXnKpBW1cbhoYM1Tgy25IjknG44bBDQ1AapXobkEb2iwiM6PWzUddahy5zFyIDIz0UWc/So6UStCMXnblVubrMJqcWTtAOyojOcKqKe1/FPkyInaDLB2PasGnYUbbD4e07uzuRXZmNSbGTNIzqTK5MnLHl0BZMip3ksV7x1hwdUayjuwMHag/o1mnJmqPV3Hp3EFME+gUiYXCCw9WvBdUFuvTgVvj7+GNk2EiH4jVSggYca4dWRhAzSpKLCoqCr8kXx08e73Vbb+4gBnCCdlhiWCLqWutQ31rv0Pb7KvYhMzpT26DsmBbnXAk6tyoXI8NGeuy+YkC6Z3tH2Q6nJkbQ4/YqS462jRbWFCJhcAIG+g3UPigHOBq3nkN8WnPmfuj86nykROhTva1wtF1U71msrI0N770d2kjV2wqlFN0bb25/BjhBO8xEJqd6a+rRg1sxeehk7KvYh87uToe231m2U7MZrOyJCY5BaECowwMl6HV7lSVHE53Sg9soHOnJ3drZiqONRzWddc0ZznQU07ODmMLRnsVGLEH3di+0kXpwKxz9LuYE3Y8401FMzwQ9KGAQEgcnOlwlv+u4Z9ufFc7cD11SV4K2rjZdq2DTo9Mdahs12peCI1Xc+dX5GD1ktEcmH3GEM7da5dfkIzVK3+aE9Kj0XsfkbutqQ1lTGUaGjfRQVL1zqIrbQD24FY70nO8yd6GwplD3z4Y7NEvQRDSciLYQUQER7Sei+7R6LU9x9Fark+0nUdZUhrER+pVGnOkotqtcuykme+JMgt5YshGXJF2iazuY0jba23R3RunBrRg1ZBSqWqp67IFupOpt4KdZrRzpCGSUEnRvCaOkrgSJYYmGuQgCHEvQhqzidqAEXVxbjKEhQxHsH+yhqNSnZQm6C8BvhBDjAEwHsJyI9P0vcpOjQ37mVuUiNSoVviZfD0Rlm6Pt0E3tTTjScESXDk3OJmg9q7cVjlS95lTmGKIHt8LH5IO0qLQeLy6N0oNbERscCxOZeu0I1NDWgKb2Jt1HbEsMS0TtqdoeL4IKqgsMVb0NAENDhqKls6XHoTONMM2ktZTIFBTWFPZ4i5jRarJcoVmCFkKcEEL8KD8+CaAAgD5z2KkkPTod+6v393rfoJ4dxBTThkkDlvQm63gWMmMydbmqT4tKQ1lTWa/jLrd2tmLr0a263F5lrbcEXdlcqet0jfb0FrdRenAriMih+6ELqgswLmKc7j2MTWRCSmQK9lfvt7uNESbJsEZEGBs+FkU1ttuha0/VwizMiAiM8HBkPQsJCEF0UDQO1h+0uw0naAcRUQKACQCcH4PSQAYFDEJ0UDRK6kp63E7P9mdFalQqyk+W99rrfEfZDo+NIGbN1+SLKcOm9Hoh8c3hbzAhZgIGDxjsmcB60NuQn8r9z3onDGu9dRQzWhU34NhtbXoOUGItParnqSeNMga3tZ6quZU5oI32eQZ6b1bIqeIE3SsiCgawHsCvhBBnzYNIRHcQURYRZVVXV2sdjtscmXrSCAna1+SLibETsft4z6N1bS/bjhnDZ3goqrM5MmCJMrynEfQ2N3ROZY6h2p8VPXUUq26pRmtnq+7VxNYcKUEbof1Z0VvCMMosVtZ6StDKNJNG1NsFEZege0FEfpCS81ohxIe2thFCvCSEmCyEmBwZaYyRanqSEdVzO3SXuQv7q/cb4oMxfdj0HkunQgjsKNuBGXE6JmgHBizRa3hPW3obmSu7MtsQ77219GhpRrYuc9dZ63KrcpEWlWa4UpKjvc+NkqDTo+13XDILM4pqigxzG5ulseFj7d5qZcT2Z0VaVJrdnvMNbQ2oPVVrqB7zrtCyFzcBeBVAgRDiX1q9jqf1VoI+UHsAQ0OGenTQD3t66yh2sP4gBvgOwLBB+rWXTo+bjt3lu+3es32w7iBOdpzUvUbCUmZMJvZW2J4b2mj3QCuC/YMxPHS4zbbG3MpcQ15UJEck41jjMbR0tNjdxkgJWilB26pdKW8qx6CAQbpPRGKLI1XcRpQebb8EnVspXXSayLvvJNYy+pkAfg7gfCLaJ/9cquHreURvPbmNUL2tUG61slcdu/3Ydl1LzwAQNjAMo4aMslsVr5SejVS6s9c22tHdgeK6YsPed2mvRGq0DmIKPx8/JEck2y2VNrU3oba1FgmDEzwbmB3KDFUVzRVnrTPaACWWRoePRml9qc2LZKPMA23LmPAxONJ4xOYY6H2hehvQthf3ViEECSEyhBCZ8s9/tXo9TxkZNhJ1rXV2b0swQg9uxbBBwxDgE4BDDYdsrt9epn+CBoB5I+fh69Kvba7Te3hPW+z1iC6oLkDi4EQM8B3g+aAcYC9uI3YQU2TGZNodHEhJekYpJRGR3SEoC2qMd4uVQqlFs/6eEEIYcpAShb+PP0YNGWVzXAJO0P2UiUw93lNqpBI08NP80Lbo3UFMYS9Bt3W14fsj3+PCkRfqEJV99hKdUWawssdWT26zMGN/1X6kRaXpFFXPehpRzEjV24q0SNtTIRq5BA3A5q1Wta21EEIgfGC4TlH1zt7Uk32hBzfACdolGVG2Z7YSQhgvQdsZUay5oxkHag9gQswEHaI606wRs7C3Yi+aO5rPWP7dke+QHp2OsIFhOkVmW9KQJNS21p51C5vRZ85RqrgtmzwO1R/CkIFDDHELmy3KiGK2GGGSDGv2StBGT9C22qGVHtxGal6yZmuSErMwI68qz5DNNs7iBO2C8TG2Z9o50XwCAkK3eWltsZegs45nYXz0eAT4BugQ1ZkC/QIxZegUfHfkuzOWbyw2XvU2INWi2GrPNXoJemjIUAgInGg+cXqZkau3AemiIrcq1+asZ0a6B1phr0RntFmsrNlK0Ebuwa2wdb4P1R9C2IAww13Yu4ITtAsyojOQU3V2CVopPRvpinPS0EnIqcxBe1f7Gcu3H9uO6XHTdYrqbLaquY3Y/qywruYWQhi2B7eCiDApdhJ2le86vcxoQ3xaCxsYhiEDh+Bg3dkjRhmyijsqDfnV+WdcUDS2NaKpvUnXuyV6kxyRjMJaqwRt4B7cClsl6L7S/gxwgnZJRnQGimuLsezjZfjuyHenqwyN1EFMEewfjFFDRp3VjmeUDmIK6wR9qP4Q6tvqMSFW/yp4W6xHFKtsqUS36DZU7Ykt5yWch82lm0//bdQe3JZstZ23dLSgorkCiWGJOkVl26CAQYgIjMCh+p86XBXVFmFsxFjDdGazxVYbtJF7cCviB8ejoa3hjOYmTtD93KCAQchfLl293/X5XRi9cjT+9t3fsOXwFkO1Pyusx+UWQhimg5hiUuwklDWVnb5FRbm9yqhfatYlaKX0bKTaE1suGHkBNh+yStAGruIGgAkxE5B1POuMZYU1hRgTPkbXCWnssZ5pyejtz4A0AE+36EbNqZrTy4zcg1thIhNSI1PPGAPdGy46HWXMbz8vEBMcg9+e81vk3ZWHt69+G+VN5cirytNl2sbeWLdDKwOUxA2K0zGqM/mYfDA3YS7+d+h/AH6aXtKo0qLScKD2wOmmA6NNMWnPhJgJqGypxPGTx9HW1YbDDYcNnzxmDp+Jbce2nbHMiNXbCushP404SYY1IjqjHVoIgeJa41dxA3I7tMWAJVyCZqcREaYOm4rVC1bjxG9OGPIDbT2imN7De9qjVHO3d7Xj28Pf4qKki/QOya4BvgMwesjo01Wv3vKlYHkhlF+dj6SwJPj7+OsdVo9mDJ+BvSf2njEgRX51vi5TpDrCugRt5HugLVkm6NrWWhCRoW+xUijn+0DtAbzy4ys41nQMY8LH6B2WKjhB9wPjIsahsrkStadqARivg5jigsQL8HXp1/j+6PdIjUpFeKCxvxzmJszFlkNbABi/B7elCxKlau7cSuNXbwNSP4pxkeOwu/yn0ebya7ysBO0FCdqyHVrpwW30JhtAam5anbUa8/4zD1sOb8HaRWt1mT5XC5yg+wEfkw8mD518uveu0TqIKcaEj4GAwIqdKwzbe9vSvJHz8PUhqcRfUldi2IRh7YLEC7C5dDNyq3INfd+2pVnDZ2Hr0a2n/zZyFXdyRDJK60vR3tWOzu5OHKo/ZPi2XODMntze0INbcW78uaj4TQWO3n8UaxetxaJxi/QOSTWcoPsJpR26paMFRbVFmBg7Ue+QzkJEmDdyHj478JlXJOg58XOwo2wH9lbsxciwkYYd4tPamPAxMAszNhRu8IoSNADMjp+N749+DwBo7WxFWVMZksKSdI7KtgDfACQOTkRRbRFK60sRNyjOKz4bllXc3tCDW0FEiA6O1jsMTXCC7ieUdujdx3cjIzrDEAOU2DIvcR4iAiMwaegkvUPpVeiAUKRFpWF11mqv6CCmICJcMPICHKw/6DW9XWeNmIUfjv2AbnM3imqLkBSWZOhqTGWmJW+p3gaApLAkHGs8hvaudq/owd0fcILuJ6YNm4Zd5bvww7EfDFm9rbhq3FV4/5r3DXt7lbV5ifPwTu47XpWgAamae1DAIIwIHaF3KA6JCopCdHA08qryDF29rZgbPxd/+/5v+LDwQ69J0H4+fogfHI+D9Qe9YhSx/sA7vgWZ22JDYhHsH4y1uWsN2UFMEegXiPMSz9M7DIddMPICdJo7vaIHt6UFYxbgkTmPeEUnIMXsEVI1tzck6Dsn34k/zv4jNhRuMGxvc1uSI5KRV5WHkroSr2mD7ss4Qfcj04ZNQ351vqFL0N5mRtwMDBk4xJAD1PRkyMAhuH/G/XqH4RRvStBEhJsybsLh+w7jpoyb9A7HYamRqbh+/fWYGDvR8HdR9AecoPuRacOmYVjIMAwPHa53KH1GgG8Ajt1/DLEhsXqH0ufNGiH15N5fvd9rSqVhA8MM3VZu7U/n/gmVv63E/5b8T+9QGADjjZPHNHP52Mu9pm3XmwT6BeodQr8wMmwkhBAorS/lDkwaCfQL5M+zgXCC7kfGhI/BmBl9Y4Qd1v8QEWbHz0ZOZY7hRz9jTA2coBljXmNO/JzTs8cx1tdxgmaMeY3bJ96OG9Nv1DsMxjxCswZJInqNiKqIKK/3rRljrHd+Pn4IHRCqdxiMeYSWPYbWADDufIGMMcaYgWmWoIUQ3wGo02r/jDHGWF+m+z03RHQHEWURUVZ1dbXe4TDGGGOGoHuCFkK8JISYLISYHBkZqXc4jDHGmCHonqAZY4wxdjZD3Wa1Z8+eZiIq0jsOjUUAqNE7CI31h2ME+sdx9odjBPrHcfIxGlO8vRWaJWgiegfAXAARRFQG4C9CiFd7eVqREGKyVjEZARFl8TH2Df3hOPvDMQL94zj5GL2PZglaCHG9VvtmjDHG+jpug2aMMcYMyGgJ+iW9A/AAPsa+oz8cZ384RqB/HCcfo5chHnieMcYYMx6jlaAZY4wxBoMkaCK6hIiKiKiEiB7UOx5XEdFwItpCRAVEtJ+I7pOXP0JE5US0T/651OI5D8nHXUREF+sXvXOI6DAR5crHkyUvG0JEXxFRsfw7zGJ7rzpOIhpr8X7tI6ImIvpVX3gvbU1k48p7R0ST5M9ACRE9S0Tk6WOxx84x/pOICokoh4g+IqLB8vIEImq1eE9fsHiOtx2j059PIx8jYPc437M4xsNEtE9e7pXvpV1CCF1/APgAOAhgJAB/ANkAUvSOy8VjiQUwUX4cAuAAgBQAjwD4rY3tU+TjDQCQKJ8HH72Pw8FjPQwgwmrZPwA8KD9+EMBT3n6ccvw+ACog3a/o9e8lgHMBTASQ5857B2AXgBkACMBGAPP1PrZejvEiAL7y46csjjHBcjur/XjbMTr9+TTyMdo7Tqv1zwD4sze/l/Z+jFCCngqgRAhRKoToAPAugCt1jsklQogTQogf5ccnARQAGNbDU64E8K4Qol0IcQhACaTz4a2uBPCG/PgNAAstlnvzcV4A4KAQ4kgP23jNMQrbE9k49d4RUSyAQUKI7UL69vuPxXN0Z+sYhRBfCiG65D93AIjraR/eeIw98Mr3Eej5OOVS8M8AvNPTPrzhOG0xQoIeBuCYxd9l6DmpeQUiSgAwAcBOedHdctXaaxbVh9587ALAl0S0h4jukJdFCyFOANLFCoAoebk3HycALMaZXwB97b0EnH/vhsmPrZd7i2WQSlGKRCLaS0TfEtFseZm3HqMzn09vPUbFbACVQohii2V95r00QoK21Q7g1V3LiSgYwHoAvxJCNAFYDSAJQCaAE5CqZADvPvaZQoiJAOYDWE5E5/awrdceJxH5A7gCwAfyor74XvbE3nF57fES0R8BdAFYKy86AWCEEGICgF8DeJuIBsE7j9HZz6c3HqOl63HmxXNfei8NkaDLAAy3+DsOwHGdYnEbEflBSs5rhRAfAoAQolII0S2EMAN4GT9VfXrtsQshjsu/qwB8BOmYKuWqJKVKqUre3GuPE9IFyI9CiEqgb76XMmffuzKcWUXsFcdLREsALABwo1zVCbnat1Z+vAdS++wYeOExuvD59LpjVBCRL4BFAN5TlvWl9xIwRoLeDWA0ESXKpZXFAD7ROSaXyO0hrwIoEEL8y2J5rMVmVwFQeiN+AmAxEQUQUSKA0ZA6MhgaEQURUYjyGFLnmzxIx7NE3mwJgI/lx155nLIzrtD72ntpwan3Tq4GP0lE0+XP/c0WzzEkIroEwAMArhBCnLJYHklEPvLjkZCOsdRLj9Gpz6c3HqOFeQAKhRCnq6770nsJQP9e3PJF7KWQejwfBPBHveNx4zhmQao2yQGwT/65FMCbAHLl5Z8AiLV4zh/l4y6CF/QqlGMeCalHaDaA/cp7BiAcwGYAxfLvIV5+nIEAagGEWizz+vcS0gXHCQCdkEoWt7ry3gGYDCkBHASwCvLAR0b4sXOMJZDaYZX/zRfkba+WP8fZAH4EcLkXH6PTn08jH6O945SXrwFwp9W2Xvle2vvhkcQYY4wxAzJCFTdjjDHGrHCCZowxxgyIEzRjjDFmQJygGWOMMQPiBM0YY4wZECdoxgyIiIYS0Tr58Vwi+kx+fAUZZMY3IlpDRNe4uY87iehmtWJirC/x1TsAxvorIvIRQnTbWiekkdrOSn5CiE+g8UA+PcWlNiHEC71vxVj/xCVoxtxERDfLkxNkE9Gb8rIzSpdE1Cz/nkvSnOFvA8gloqeI6JcW2z1CRL+R57XNs/FatxDRKovXeJaIfiCiUqvX+x0R7ZbjetRi+QZ5gpP9FpOcgIiaiegxItoJaUo+y9e8Xd5XNhGtJ6JAi9XziOh7IjpARAvk7VOJaBdJ8/HmENHoHs7TI0T0W/nxvUSUL2/zrrxsDv00t+9eIgohomAi2kxEP5I0v69Xzn7HWG+4BM2YG4goFdIITTOFEDVENMSBp00FkCaEOEREEwD8H4Dn5XU/A3AJHL94joU0gl0ypJL1OiK6CNIQh1MhTRLwCRGdK6Rp+5YJIeqIaCCA3US0XkhjFwdBmkf3zzZe40MhxMvy8f4N0ohVK+V1CQDmQJqgYQsRjQJwJ4AVQoi1JA3f6+PgeXoQQKIQop2IBsvLfgtguRBiG0mT0LTJy68SQjQRUQSAHUT0ieBRl1gfwyVoxtxzPoB1QogaABBCODI/7y4hzckLIcReAFFym/N4APVCiKNOvP4GIYRZCJEPIFpedpH8sxfScIfJkBI2ANxLRNmQ5kMebrG8G9IkL7akyaXkXAA3Aki1WPe+/PrFAErl19oO4A9E9ACAeCFEKxw7TzkA1hLRTZBmmwKAbQD+RUT3AhgspPmcCcDjRJQD4GtI0wZG29gfY16NS9CMuYdge9q6LsgXwPLg/P4W61qstl0Hqb05BsC7Tr5+u1Usyu8nhBAvnhEo0VxIEwzMEEKcIqJvAAyQV7f10O68BsBCIUQ2Ed0CYK7FOutjF0KIt+Wq8ssAfEFEt8H+ebJ0GYBzIU3v+TARpQohniSizyGNab+DiOYBmA4gEsAkIUQnER22OA7G+gwuQTPmns0AfkZE4QBgUXV7GMAk+fGVAPx62Me7kGZxuwZSsnbXFwCWyVXCIKJhRBQFIBRSCf0UESVDSnSOCAFwgqSpVG+0WnctEZmIKAnSJCpFJM0iVCqEeBZStXsG7J8nyH+bAAwXQmwB8HsAgwEEE1GSECJXCPEUgCxIJfRQAFVycj4PQLwT54Yxr8ElaMbcIITYT0R/B/AtEXVDqla+BdJcvB8T0S5Iycm61Gy9jxAA5UKaFs/dmL4konEAtkuFdzQDuAnAJgB3ylXDRZCquR3xMICdAI5AmikpxGJdEYBvIVUx3ymEaCOi6wDcRESdACoAPCa3e9s6TwofAG8RUSik0va/hRANRPRXOQl3A8gHsFF+/U+JKAvSrFSFjp8dxrwHz2bFGGOMGRBXcTPGGGMGxAmaMcYYMyBO0IwxxpgBcYJmjDHGDIgTNGOMMWZAnKAZY4wxA+IEzRhjjBkQJ2jGGGPMgDhBM8YYYwbECZoxxhgzIE7QjDHGmAHxZBmM6WDPnj1Rvr6+rwBIA18oK8wA8rq6um6bNGlSld7BMKY3TtCM6cDX1/eVmJiYcZGRkfUmk4lnrAFgNpupuro6paKi4hVIc0Iz1q/xlTtj+kiLjIxs4uT8E5PJJCIjIxsh1Sow1u9xgmZMHyZOzmeTzwl/LzEG/kdgrN/y8fGZlJycnDJ69OjU+fPnjzx58qTJevn5558/qqamxkd5TlZW1oDp06ePSUhISIuPj0/73e9+F2s2mwEAzz77bHhYWNj45OTklOTk5JSrrroqAQCuvvrqhNdffz0MAKZOnTr2u+++C/T80TLmfThBM9ZPBQQEmAsLC/OLi4v3+/n5iWeeeSbSevngwYO7/vnPf0YCQHNzM1111VWjfv/731ccPnw4Ly8vL3/nzp3BTz31VKSyz8svv7y+sLAwv7CwMP+jjz46rNOhMdYncIJmjGHWrFnNJSUlAdbLp0+f3lJeXu4PAC+//HL45MmTmxctWtQEACEhIebVq1cfXbFiRayn42WsP+AEzVg/19nZiS+++GJQenp6q+Xyrq4ubNmyJWThwoUNALB///4BEydOPGW5TWpqavupU6dMdXV1JgD49NNPw5Qq7hUrVoR77CAY64P4NivGDIAepUlq71P8RezpaX17e7spOTk5BQCmTZt28r777quxXF5eXu6flpZ2auHChU0AIIQgIrK5L2X55ZdfXv+f//znqJrHwVh/xQmaMQPoLZlqQWlrtre8trbW56KLLhr15JNPRv3pT3+qSk1Nbf3++++DLbfNz8/3DwwMNIeFhZk9Fzlj/QNXcTPGbAoPD+9+9tlnjz733HPR7e3tdMcdd9Tu3r07ZMOGDSGA1Gls+fLlI+65554KvWNlrC/iBM0Ys2vmzJmt48aNa33llVfCgoODxYcffljy+OOPD01ISEhLSUlJnThxYstDDz3k1LCcV1111ejo6OiM6OjojPnz54/UKnbGvB0JwWMlMOZp2dnZh8ePH1+jdxxGlJ2dHTF+/PgEveNgTG9cgmaMMcYMiBM0Y4wxZkCcoBljjDED4gTNGGOMGRAnaMYYY8yAOEEzxhhjBsQjiTHWjz3wwAMx69evDzeZTMJkMiE0NLSrsbHR99SpU6b6+nrfYcOGdQDAypUrj8yePfvUL3/5y7ivvvoq1GQyYdSoUa0vvfTS0aSkpE5AmqZy9OjRrd3d3TRq1KjW999//3BISIj52muvTdi8eXNoeHh4V3Fx8X59j5gx78ElaMb6qa+//jroiy++GJybm5t/4MCB/C1bthx47733DhUWFuY///zzRyZPntysTB154YUXttx7773DmpubTYcOHco7cuRI3hVXXNGwcOHCUcp80Pamr1y2bFnNJ598UqzrwTLmhThBM+YtuhtNaPk6CN2NqvzflpeX+w0ZMqRr4MCBAgBiY2O7EhISOm1te/LkSdP7778f8cILLxzz9ZUq3u67775af39/86effhpivb3l9JXz589vjoyM7FIjZsb6E07QjHmD7kYTSpNTUXblGJQmp6qRpBcuXNh0/Phx/4SEhLSbbrppxOeffx5sb9v8/PyA2NjYjiFDhpwxKUZmZuap3NzcgZbL7E1fyRhzDidoxrxB2+6BMDf5Qpwywdzoi7bdA3t/Us9CQ0PNeXl5+atWrToSGRnZtWTJkqRnn33W5hzOZrMZRHTWuMBCiNNTTSrTVKanp6fExcV1KNNXMsZcw53EGPMGA6a0wjSoC2bhC1NoFwZMUaV06uvriwULFpxcsGDByYyMjNY333wz/N5776213i41NbX9+PHjAfX19SbLqSVzcnICr7zyygbA/vSVjDHXcAmaMW/gE2rGyML9iPvkAEYW7odPqNvzL2dnZwfk5uYGKH/v3bt3YFxcXIetbQcNGmS+5pprau66667hXV1Sc/KqVavC29raTJdffvlJd2NhjJ2NEzRj3sIn1IygeS1qJGcAaGpq8rn55psTk5KSUseMGZNSWFg48Kmnnjpub/uVK1eWBwQEmBMTE9Pi4+PTPvzww7ANGzaUmEw9f41cfvnlibNmzUo+dOhQQHR0dMa///3vCDXiZ6yv4+kmGdMBTzdpH083yZiES9CMMcaYAXGCZowxxgyIEzRjjDFmQJygGWOMMQPiBM0YY4wZECdoxhhjzIB4JDHG+jGtp5usrKz0ufHGGxOrq6v9TCYTlixZUv3www9X6XvUjHkHTtCM9VOW000OHDhQnDhxwre9vZ0SEhI6P/vss5BnnnkmesuWLSXK9nfccUecMt2kr68vVqxYEb5w4cJR2dnZBSaT6YyhPq+44orEZ555JnLp0qV1zzzzTNmsWbNO1dfXmyZMmJBy6aWXNk2aNKlNvyNnzDtwFTdj3qKl0YQfvw5Ci/dMNxkfH985a9asUwAQFhZmTkpKaj169Ki/GvEz1tdxgmbMG7Q0mrAsORV/uXIMliWnqpGkPT3dZFFRkX9+fn7gnDlzmt2NnbH+gBM0Y96gaPdAnGryRfspE041+qLIu6abbGxsNC1atCjpySefPGad5BljtnEbNGPeYOyUVgQO6gKELwJDuzDWe6abbG9vp8suuyzp2muvrVuyZEmDGnEz1h9wCZoxbxAUasZrhfvx6CcH8FrhfgR5x3STZrMZixcvjh8zZkzbI488UuluzIz1J1yCZsxbBIWaMXFei1q7a2pq8rn33ntHNDU1+fj4+IiEhIT2N95444i97VeuXFl+5513xiUmJqaZTCYkJSW19Tbd5FdffRW8YcOG8NGjR7cmJyenAMCjjz5aft111zWqdRyM9VU83SRjOuDpJu3j6SYZk3AVN2OMMWZAnKAZY4wxA+IEzRhjjBkQJ2jG9GE2m82kdxBGI58Tvk+aMXCCZkwvedXV1aGcpH9iNpupuro6FECe3rEwZgR8mxVjOujq6rqtoqLilYqKijTwhbLCDCCvq6vrNr0DYcwI+DYrxhhjzID4yp0xxhgzIE7QjDHGmAFxgmaMMcYMiBM0Y4wxZkCcoBljjDED+n8sXKJXO24ANQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 576x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# With AF\n",
    "\n",
    "# create two virtual transition AFs to visualize them\n",
    "stops = [0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,1,0,0]\n",
    "trace.createAnalyticalFeature('STOP1', stops)\n",
    "stops = [0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,1,1,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,1,0,0,1,0,0]\n",
    "trace.createAnalyticalFeature('STOP2', stops)\n",
    "\n",
    "TAB_AFS = ['STOP1', 'STOP2']\n",
    "trace.plotProfil('SPATIAL_SPEED_PROFIL', TAB_AFS, append=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "477443ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 2))\n",
    "plt.subplots_adjust(top=1.3, wspace=0.2, hspace=0.2)\n",
    "\n",
    "# -----------------------------------------------------------------------\n",
    "# Boxplot\n",
    "ax1 = plt.subplot2grid((1, 2), (0, 0))\n",
    "trace.plotAnalyticalFeature('speed', 'BOXPLOT', append=ax1)\n",
    "\n",
    "# Graphic values in Plot\n",
    "ax2 = plt.subplot2grid((1, 2), (0, 1))\n",
    "trace.plotAnalyticalFeature(\"speed\", \"PLOT\", append=ax2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2f9967c",
   "metadata": {},
   "source": [
    "## Résumé"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "db1261f5",
   "metadata": {
    "tags": [
     "nbsphinx-thumbnail"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 4))\n",
    "plt.subplots_adjust(top=1.3, wspace=0.5, hspace=0.5)\n",
    "\n",
    "# Figure 1\n",
    "ax1 = plt.subplot2grid((2, 2), (0, 0))\n",
    "trace.plot(sym='g-', title='original extract track', append=ax1)\n",
    "trace.plotFirstObs(append=ax1)\n",
    "trace.plotLastObs(append=ax1)\n",
    "\n",
    "# Figure 2\n",
    "ax2 = plt.subplot2grid((2, 2), (0, 1))\n",
    "trace.plotAsMarkers(type=tkl.MARKERS_TYPE_BOWTIE, size=10, append=ax2)\n",
    "\n",
    "# Figure 3\n",
    "ax3 = plt.subplot2grid((2, 2), (1, 0))\n",
    "trace.plotProfil('TEMPORAL_SPEED_PROFIL', color=\"royalblue\", linestyle='-.', append=ax3)\n",
    "\n",
    "# Figure 4\n",
    "ax4 = plt.subplot2grid((2, 2), (1, 1))\n",
    "trace.plot(type='CIRCULAR', append=ax4)"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Tags",
  "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
}
