{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0479e422",
   "metadata": {},
   "source": [
    "# Map DTM data on a GPS track\n",
    "\n",
    "Pour transférer des infos du raster sur la trace"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f1b31f2",
   "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": "f53f5e36",
   "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": "99ab0460",
   "metadata": {},
   "source": [
    "## Let's load the necessary libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4ebe4bce",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "import tracklib as tkl"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74494364",
   "metadata": {},
   "source": [
    "## Load the GPS track \n",
    "\n",
    "The GPS track represents an extract route in Vercors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3661714f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(901895.5667177888, 6435537.8661504565, 'E')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tkl.ObsTime.setReadFormat(\"4Y-2M-2D 2h:2m:2s\")\n",
    "resource_path = './'\n",
    "filepath = os.path.join(resource_path, '../../../data/XYZBRAVOSANSFIDOUTEST.txt')\n",
    "param = tkl.TrackFormat({'ext': 'CSV', 'id_E': 0, 'id_N': 1, 'id_U': 2, 'id_T': -1, 'header':1})\n",
    "track = tkl.TrackReader.readFromFile(filepath, param)\n",
    "track = track[400:900]\n",
    "\n",
    "# Display the track\n",
    "track.plot()\n",
    "\n",
    "# Display start and end of route\n",
    "plt.plot(track[0].position.getX(), track[0].position.getY(), 'ro', markersize=5)\n",
    "plt.text(track[0].position.getX() + 15, track[0].position.getY() + 1.1, 'S', color=\"red\")\n",
    "\n",
    "plt.plot(track[499].position.getX(), track[499].position.getY(), 'bo', markersize=5)\n",
    "plt.text(track[499].position.getX() + 15, track[499].position.getY() + 1.1, 'E', color=\"blue\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97000115",
   "metadata": {},
   "source": [
    "## Load the tile of DTM data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c02c97df",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-------------------------------------\n",
      "Raster:                              \n",
      "-------------------------------------\n",
      "       nrows = 303\n",
      "       ncols = 320\n",
      "       XPixelSize = 5\n",
      "       YPixelSize = 5\n",
      "       Extent: width = 1600.0, height = 1515.0\n",
      "   Bounding box: \n",
      "       Lower left corner : 900372.5, 6435217.5\n",
      "       Upper right corner: 901972.5, 6436732.5\n",
      "-------------------------------------\n",
      "\n",
      "<tracklib.core.raster.AFMap object at 0x7399d7ece680>\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ascfilepath = os.path.join(resource_path, '../../../data/asc/mnt_XYZBRAVOSANSFIDOUTEST_2.asc')\n",
    "\n",
    "raster = tkl.RasterReader.readFromAscFile(ascfilepath, 'MNT')\n",
    "print (raster)\n",
    "#raster.setNoDataValue(np.nan)\n",
    "grid = raster.getAFMap(0)\n",
    "print (grid)\n",
    "grid.plotAsImage()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8bf2f363",
   "metadata": {},
   "source": [
    "## Map on track and compare with the raw data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c6bbb551",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 576x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tkl.mapOnRaster(track, raster)\n",
    "\n",
    "track.operate(tkl.Operator.SUBSTRACTER, \"z\", \"MNT\", \"diff\")\n",
    "track.operate(tkl.Operator.RECTIFIER, \"diff\", \"dz\")\n",
    "\n",
    "track.plotAnalyticalFeature('dz', 'BOXPLOT')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32cef6a2",
   "metadata": {},
   "source": [
    "## Final result graphic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7b98be4c",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "nbsphinx-thumbnail"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7399d71a88e0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 8))\n",
    "\n",
    "# Draw raster\n",
    "tab = np.array(grid.grid, dtype=np.float32)\n",
    "if raster.getNoDataValue() != None:\n",
    "    tab[tab == raster.getNoDataValue()] = np.nan\n",
    "plt.imshow(tab, cmap='gist_gray') # gist_gray\n",
    "\n",
    "\n",
    "X1 = []\n",
    "X2 = []\n",
    "Y1 = []\n",
    "Y2 = []\n",
    "for i in range(track.size()):\n",
    "    if raster.isIn(track[i].position):\n",
    "        idx = (float(track[i].position.getX()) - raster.xmin) / raster.resolution[0]\n",
    "        idy = (raster.nrow-1) - (float(track[i].position.getY()) - raster.ymin) / raster.resolution[1]\n",
    "        if track.getObsAnalyticalFeature('dz', i) > 5:\n",
    "            X2.append(idx)\n",
    "            Y2.append(idy)\n",
    "        else:\n",
    "            X1.append(idx)\n",
    "            Y1.append(idy)\n",
    "plt.scatter(X1, Y1, c='blue', s=2, label='dz ≤ 5m')\n",
    "plt.scatter(X2, Y2, c='red', s=2, label='dz > 5m')\n",
    "plt.legend()"
   ]
  }
 ],
 "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
}
