{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "63186567",
   "metadata": {},
   "source": [
    "# Summarize GPS information in a regular grid\n",
    "\n",
    "<p style='padding:8px'>This functionality of tracklib reduce the full dataset of GPS traces into a regular grid of summarized features. In each cell, <i>n</i> aggregated features (such as mean and standard deviation of speeds, number of traces, most frequent bearing ...) are computed to produce a set of raster maps, which may be seen as a single image with <i>n</i> channels.</p>\n",
    "\n",
    "<p style='padding:8px'>These process has been used in works presented in (1).</p>\n",
    "\n",
    "<figure style='text-align:center'>\n",
    "<img src=\"summarize3.png\"  width=\"650\" />\n",
    "<figcaption><br/>Figure 1 : Workflow presented in (1) to produce raster images (5 meter-resolution grid)</figcaption>\n",
    "</figure>\n",
    "\n",
    "<div class=\"alert alert-block alert-info\">\n",
    "<b>Reference:</b><br/>(1) - Y. Méneroux and al. Convolutional Neural Network for Traffic Signal Inference based on GPS Traces. Proceedings of Spatial big data and machine learning in GIScience Workshop'18, August 28-31, 2018, Melbourne, Australia. GIScience.</div>\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd8f56ee",
   "metadata": {},
   "source": [
    "## Import de la librairie tracklib\n",
    "\n",
    "Il faut importer tracklib si la librairie n'est pas dans le python path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "36a31ad0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# -*- coding: utf-8 -*-\n",
    "import matplotlib.pyplot as plt\n",
    "import os.path\n",
    "import sys\n",
    "\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)\n",
    "    \n",
    "import tracklib as trk"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e0cf520",
   "metadata": {},
   "source": [
    "## Chargement du jeu de traces\n",
    "\n",
    "The dataset comprises a set of 11862 GPS traces, located in Mitaka city (16 km2), suburbs of Tokyo (Japan)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6d9cf29f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of tracks: 11872\n"
     ]
    }
   ],
   "source": [
    "PATH = '../../../../../PROJET/FINI/MITAKA/DATA/mitaka/complet'\n",
    "trk.ObsTime.setReadFormat(\"4Y-2M-2D 2h:2m:2s\")\n",
    "param = trk.TrackFormat({\n",
    "    'ext': 'CSV',\n",
    "    'id_E':2, \n",
    "    'id_N':3, \n",
    "    'id_T':1\n",
    "})\n",
    "collection = trk.TrackReader.readFromFile(PATH, param)\n",
    "print ('Number of tracks: ' + str(collection.size()))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd47d2c1",
   "metadata": {},
   "source": [
    "## Sélection des traces sur une zone restreinte de type Rectangle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fc9a7348",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of tracks: 3850\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of tracks: 3802\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "Xmin = 370250\n",
    "Xmax = 371250\n",
    "Ymin = 3949050\n",
    "Ymax = 3950050\n",
    "\n",
    "ll = trk.ENUCoords(Xmin, Ymin)\n",
    "ur = trk.ENUCoords(Xmax, Ymax)\n",
    "bbox = trk.Rectangle(ll, ur)\n",
    "\n",
    "constraintBBox = trk.Constraint(shape = bbox, mode = trk.MODE_INSIDE, type=trk.TYPE_CUT_AND_SELECT)\n",
    "selections = constraintBBox.select(collection)\n",
    "print ('Number of tracks: ' + str(selections.size()))\n",
    "\n",
    "for track in selections:\n",
    "    if track.size() < 10:\n",
    "        selections.removeTrack(track)\n",
    "selections.plot('k')\n",
    "\n",
    "plt.xlim((Xmin, Xmax))\n",
    "plt.ylim((Ymin, Ymax))\n",
    "plt.show()\n",
    "\n",
    "print ('Number of tracks: ' + str(selections.size()))\n",
    "collection = selections"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fdd47dc3",
   "metadata": {},
   "source": [
    "## Raster de la moyenne des vitesses et de l'orientation de la plus fréquente par cellule\n",
    "\n",
    "Les AF seront calculées si elles n'ont pas encore été créées\n",
    "\n",
    "Les scripts des deux AF qu'on prend existent déjà dans la librairie, sinon il aurait fallu les écrire"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3ea43d5e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# On crée l'AF speed\n",
    "collection.addAnalyticalFeature(trk.speed)\n",
    "collection.addAnalyticalFeature(trk.orientation)\n",
    "\n",
    "af_algos = [trk.speed, trk.orientation]\n",
    "cell_operators = [trk.co_avg, trk.co_dominant]  \n",
    "\n",
    "marge = 0\n",
    "resolution = (5, 5)\n",
    "raster = trk.summarize(collection, af_algos, cell_operators, resolution, marge)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "776857ba",
   "metadata": {},
   "source": [
    "## Conversion des indicateurs en 8-bit grayscale \n",
    "\n",
    "Feature values are converted on a 8-bit grayscale."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "775cb002",
   "metadata": {},
   "outputs": [],
   "source": [
    "# the mean of speeds is distributed between 16 and 255\n",
    "mapAvgSpeed = raster.getAFMap('speed#co_avg')\n",
    "for i in range(raster.nrow):\n",
    "    for j in range(raster.ncol):\n",
    "        val = mapAvgSpeed.grid[i][j]\n",
    "        if val != raster.getNoDataValue():\n",
    "            if val > 25:\n",
    "                mapAvgSpeed.grid[i][j] = 10\n",
    "            else:\n",
    "                mapAvgSpeed.grid[i][j] = 100 - val/25*90\n",
    "\n",
    "# The dominance of orientations is discretized in 8 eight values\n",
    "mapDominantOrientation = raster.getAFMap('orientation#co_dominant')\n",
    "for i in range(raster.nrow):\n",
    "    for j in range(raster.ncol):\n",
    "        val = mapDominantOrientation.grid[i][j]\n",
    "        if val != raster.getNoDataValue():\n",
    "            if val == 1:\n",
    "                mapDominantOrientation.grid[i][j] = 156\n",
    "            elif val == 2:\n",
    "                mapDominantOrientation.grid[i][j] = 218\n",
    "            elif val == 3:\n",
    "                mapDominantOrientation.grid[i][j] = 249\n",
    "            elif val == 4:\n",
    "                mapDominantOrientation.grid[i][j] = 187\n",
    "            elif val == 5:\n",
    "                mapDominantOrientation.grid[i][j] = 125\n",
    "            elif val == 6:\n",
    "                mapDominantOrientation.grid[i][j] = 63\n",
    "            elif val == 7:\n",
    "                mapDominantOrientation.grid[i][j] = 32\n",
    "            elif val == 8:\n",
    "                mapDominantOrientation.grid[i][j] = 94\n",
    "            else:\n",
    "                mapDominantOrientation.grid[i][j] = 0"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d005cab",
   "metadata": {},
   "source": [
    "## Affichage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "edbd146e",
   "metadata": {
    "tags": [
     "nbsphinx-thumbnail"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# make an image, just to create the icon for the use case gallery\n",
    "mapAvgSpeed.plotAsImage(novaluecolor='teal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "bc83d34e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(16, 8))\n",
    "\n",
    "ax1 = fig.add_subplot(121)\n",
    "mapAvgSpeed.plotAsImage(ax1, novaluecolor='teal')\n",
    "\n",
    "ax2 = fig.add_subplot(122)\n",
    "mapDominantOrientation.plotAsImage(ax2, novaluecolor='teal')\n",
    "print ('')"
   ]
  }
 ],
 "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
}
