{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6d5b84b1-9b3b-41fe-aece-3fff0dd6404a",
   "metadata": {},
   "source": [
    "# Aggregated Trajectory: position errors and shape deviation\n",
    "\n",
    "In this tutorial, we will examine the aggregation of trajectories using two matching distances: the Fréchet distance and the DTW-L2 distance, and thus see its ability to reconstruct accurately the common path followed by all the individual sample trajectories by comparing the position errors and the shape deviation.\n",
    "\n",
    "Our experiment will be conducted in four steps:\n",
    "1. Step 1: creating a synthetically reference track considered as the ground truth track,\n",
    "2. Step 2: creating a set of simulated tracks from the reference track, \n",
    "3. Step 3: computing the aggregation track from the set previously constructed (step 2),\n",
    "4. Step 4: the error (position and shape) between the estimated and ground truth track is then evaluated.\n",
    "\n",
    "This tutorial is based on the work presented in [1 SIGSPATIAL 2024]\n",
    "\n",
    "<div class=\"alert alert-block alert-info\">\n",
    "<b>References:</b><ul>\n",
    "<li>[1 SIGSPATIAL 2024] TODO </li>\n",
    "<li>[Ripley (2009)] - Ripley, B.D., 2009. Stochastic simulation. vol. 316. Hoboken, NJ: John Wiley & Sons.</li>\n",
    "<li>[Ménéroux (2022)] - Méneroux, Y., Maidaneh Abdi, I., Le Guilcher, A., & Olteanu-Raimond, A. M. (2022). Is the radial distance really a distance? An analysis of its properties and interest for the matching of polygon features. International Journal of Geographical Information Science, 37(2), 438–475. https://doi.org/10.1080/13658816.2022.2123487</li>\n",
    "</ul>    \n",
    "</div>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8093c8eb-2fd6-4d7c-8ae3-26f8c87d1945",
   "metadata": {},
   "source": [
    "## As usual, let’s start by defining our environment\n",
    "\n",
    "1/ The first task is **only useful for the online notebook** and import the local tracklib code source. This script is not necessary if tracklib is installed from PyPI."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "01662ea3-cf24-41fc-86a6-97a85d71c7f7",
   "metadata": {},
   "outputs": [],
   "source": [
    "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 tkl\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "378f59a9-c3f9-46e6-9eff-897f5bf4eee3",
   "metadata": {},
   "source": [
    "2/ The following imports are **necessary** for the tutorial."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "68d1ea1e-71c2-41dc-9685-4dfdf9433812",
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv\n",
    "import math\n",
    "import numpy as np\n",
    "\n",
    "# For \n",
    "from random import randint\n",
    "\n",
    "# For plotting\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.pyplot import cm"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e4b1038-2698-44b8-9445-bcc3dc1d93be",
   "metadata": {},
   "source": [
    "3/ Let's define a function to plot results: \n",
    "<br/>\n",
    "<span style='padding-left:2em'>(i) *visualizeAggTraj:* display the track reference and aggregated tracks</span><br/>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "288991ef-76b1-416a-9d3c-00cd0643405e",
   "metadata": {},
   "outputs": [],
   "source": [
    "color = cm.rainbow(np.linspace(0, 1, 5))\n",
    "\n",
    "def visualizeAggTraj(i, N=3, track=None, tracks=None, title=None):\n",
    "    '''\n",
    "    '''\n",
    "    ax = plt.subplot2grid((1,N), (0,i))\n",
    "    \n",
    "    if tracks != None and isinstance(tracks, tkl.TrackCollection):\n",
    "        for (i, t) in enumerate(tracks):\n",
    "            ax.plot(t.getX(), t.getY(), c=color[i])\n",
    "    \n",
    "    if tracks != None and isinstance(tracks, tkl.Track):\n",
    "        central = tracks\n",
    "        ax.plot(central.getX(), central.getY(), 'c-')\n",
    "    \n",
    "    ax.plot(track.getX(), track.getY(), 'k-')\n",
    "    if title != None:\n",
    "        ax.set_title(title)\n",
    "    ax.set_xlabel('')\n",
    "    ax.set_xticks([])\n",
    "    ax.set_ylabel('')\n",
    "    ax.set_yticks([])\n",
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5bef070-b4b7-43b5-8b79-f9c0d0783e72",
   "metadata": {},
   "source": [
    "## Step 1: Create reference tracks\n",
    "\n",
    "For this experimentation, we will examine the trajectory aggregation process for different types of paths to be reconstructed. In the context of mountain hiking, we identified three characteristic path shapes: nearly straight segments, moderately sinuosity road segments, and a zigzagging path composed of a series of switchbacks. To maintain shape consistency throughout the entire road segment, the generated trajectories have a length of approximately 300 meters.\n",
    "\n",
    "This three commonly mountain path shapes correspond to the reference tracks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9b61ebcc-fabb-41b8-9b02-268552859304",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated track from 05/02/2042 00:44:56 to 05/02/2042 01:44:56 [360 pts, 64.1m]\n",
      "Generated track from 10/10/1982 08:02:44 to 10/10/1982 09:02:44 [360 pts, 297.54m]\n",
      "Generated track from 25/11/2004 23:29:18 to 26/11/2004 00:29:18 [360 pts, 79.85m]\n",
      "502.22 m\n",
      "538.28 m\n",
      "523.73 m\n"
     ]
    }
   ],
   "source": [
    "tkl.seed(123)\n",
    "\n",
    "SHAPES = ['Almost straight', 'Moderate sinuosity', 'Switchbacks']\n",
    "\n",
    "# ----------------------------------------------------------\n",
    "# Generate the path 'Almost straight'\n",
    "sentier1 = tkl.generate(0.5, dt=10)[::3]\n",
    "sentier1.scale(8)\n",
    "\n",
    "# ----------------------------------------------------------\n",
    "sentier2 = tkl.generate(0.1, dt=10)[::3]\n",
    "sentier2.scale(2)\n",
    "\n",
    "# ----------------------------------------------------------\n",
    "base_lacets = tkl.generate(0.4, dt=10)\n",
    "sentier3 = tkl.noise(base_lacets, 20, tkl.SincKernel(20),\n",
    "                    direction=tkl.MODE_DIRECTION_ORTHO)[::3]\n",
    "sentier3.scale(2.5)\n",
    "\n",
    "# ----------------------------------------------------------\n",
    "sentiers = [sentier1, sentier2, sentier3]\n",
    "print(round(sentier1.length(), 2), 'm')\n",
    "print(round(sentier2.length(), 2), 'm')\n",
    "print(round(sentier3.length(), 2), 'm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "af669470-236f-4b08-96f5-9bddbe0f2f66",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
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8+XOeP3/+zuPSpk1LwYIFKViwIEWKFKF8+fJky5bNmh9RiBjrxYsXnDhxgiNHjnD06FHOnTvHtWvXCAgI+Nf7UqdOTVhYGIGB/7/BXKpUqViyZAnVq1eP7rCFBUhiJUQM9fTpU+bPn8+0adO4efMm2bNnZ/z48bRp04bUqVMbHZ4QwkIeP37MkSNHOHnyJKdOneLkyZOcP3/+X8lTunTpyJ07N+XKleObb74hU6ZMfP3112TKlIn06dPz5ZdfkjJlShIlSvTBukwmEy9fvuTRo0fcuXOHO3fucOvWLS5cuMDp06f5/fffmTp1KgA5cuTgp59+wtnZmbJlyxI/fnyr/hyEsEUvX77kxIkTHD169E0idf78eUwmEwBff/01BQsWpHjx4uTIkePN49tvv+XLL78E4PXr1zx8+JC///6bzp07U6NGDQ4cOECJEiWM/GjiM0hiJUQMc/XqVdzd3VmwYAHPnz+nbNmyTJ48mZo1a8qFjRAxXFhYGKdPn+bAgQNvHhcvXnzz+jfffIOdnR3Vq1enYMGC5MmTh5w5c765QIuqePHivZkOmD179v953WQyce7cOby8vNi9ezfLly9n7ty5ZM6cmRYtWtClSxcyZMhgkViEsEW3b9/Gx8cHHx8ffH19OXv27JskKmPGjDg4OFCvXj0cHBxwcHAgU6ZM/1lm4sSJyZIlC1myZKFfv340bNiQhAkTWvujCCuQxEqIGMLPz48JEybw559/kiBBApydnenWrRtFihQxOjQhxGcymUycOnUKLy8vvLy82LNnz5tpQenTp6dkyZK0aNGC4sWLU7hwYdKkSWNovPHixaNAgQIUKFCAzp078/LlSzZu3MjSpUsZPXo0kyZNom3btgwdOtTwWIWIKq01Fy5ceJNI+fj4cPPmTQBSpEiBo6MjderU+VcSFdW1iIcPHyZBggR8//33lvgIcd7du3fJmDEj8eJFz359klgJYcNMJhOenp6MHz+e/fv3kzp1avr160enTp0+qhdMCGF77t27x5YtW9iyZQteXl74+/sD5hvJOjs7U65cORwdHcmePbvNbxiRNGlSGjZsSMOGDbl48SLjxo1j1qxZrFy5End3d5ydnW3+M8Ql+/fvJ2/evHz11VdGh2KTQkJCOH78+JvRKF9fXx49egSYOzrKlClD9+7dKVOmDHZ2diRIYNnL6EuXLjFz5kyqVq36n9N2xcf5+eefyZo1Kxs2bIiW+iSxEsIGvXr1isWLFzNp0iQuXbpE9uzZmTp1Kq1atSJ58uRGhyeE+AQmk4lDhw6xefNmNm3axLFjxwDIlCkTNWrUoEKFClSoUIEsWbIYHGnU5MmTh99//52uXbvStm1bGjdujI+PD1OnTrX4Baj4NPv372fYsGHs2LEDNzc3Bg8ebHRINuH58+ccOHAAX19ffHx8OHDgAC9fvgQgZ86cVK9endKlS1OmTBly585t1U6CkJAQmjZtSqJEiZg9e7bV6olLTpw4wYkTJ3BxcYm2OqWlE8KGBAQEMGvWLNzd3Xnw4AFFixZl5cqV1K1bVy5MhIhBQkND2bNnD2vXruXPP//k/v37xIsXD0dHR0aNGkW1atWws7OLlaM5dnZ27N+/nwEDBjBu3Dju3LnD2rVrpQ0zQOSEKn369EyYMAFXV1ejwzLM/fv334xE+fr6cuLECcLCwogXLx6FChWiTZs2lC5dmtKlS0f7rJBhw4Zx+PBhVq9eTebMmaO17thqyZIlANSvXz/a6pRWTggbcPfuXSZNmsScOXN4/vw5VapUoW/fvpQvXz5WXngJERuFhISwc+dO1qxZw4YNG/D39ydp0qQ4OTnxyy+/ULVq1TgzBSt+/PiMHTuWb775hi5dutCrVy+mTJlidFhxxvsSqmTJkhkdWrTRWnPp0qV/JVJXrlwBIEmSJJQoUYIBAwZQunRpSpYsScqUKQ2L1cPDg1GjRuHi4kK9evUMiyO2iZgF0KxZM/744w+LbfLzIZJYCWGgy5cvM27cOBYvXkxYWBjOzs707t2bQoUKGR2aEOIjaK05dOgQS5cuZdWqVTx8+JAUKVJQo0YN6tatS9WqVUmaNKnRYRqmc+fOXLt2jSlTplClShWcnJyMDilWi5xQpUuXLk4lVFprrly5wq5du9i1axd79uzh4cOHgPk+bKVLl8bV1ZXSpUtjb29vM7vubd68mXbt2lGlShVmzpxpdDixSrdu3UiRIgWurq6UKlWKjRs3kiNHDutWqrX+6IeDg4MWQkTdyZMndcOGDXW8ePF0okSJdIcOHfS1a9cMiQU4oj+hHbDFh7RNIrpdvXpVDxs2TOfKlUsDOlGiRLpevXr6zz//1K9fvzY6PJsSFBSkc+bMqQsUKKBDQ0M/+rjY0DbpaGqf9u3bpytVqqQBnS5dOj1+/Hj9/Plzq9drtHv37umlS5fqVq1a6axZs2pAAzpLliy6RYsWev78+frChQvaZDIZHeo7HTp0SCdNmlQ7ODjowMBAo8OJtXbv3q1Tp06t06RJo7dv326RMt/XPtlc4yBEbHb48GFdq1YtDegUKVLoPn366Hv37hkaU2y4eJG2SUSHV69e6eXLl+sff/xRA1oppStUqKB///13/eTJE6PDs2lLlizRgPb29v7oY2JD26St3D7FtYTqyZMnesOGDbpLly46f/78bxKpr776StetW1fPmjVLX7p0yWYTqcjOnDmj06RJo7/99lt9//59o8OJ9S5duqTz58+vlVJ65MiROiwsLErlva99kqmAQkSD/fv3M2LECLZu3UqqVKkYNmwYXbp0IXXq1EaHJoT4D6dPn2b+/PksWbKEgIAAsmfPzogRI2jRokWM38kvutSqVYuECRPi6elJuXLljA4nxrtz5w4dO3bE09OTdOnSMX78eDp06BDrpvwFBQXh5+fHzp072bVrF4cPHyYsLIwkSZJQpkwZmjdvzk8//UThwoWj7T5FlnDp0iUqVqxIwoQJ2b59u9xUOxrkzp2bgwcP0rZtWwYOHMjBgwdZtGgRqVKlsmg9klgJYUV79+7Fzc2NXbt2kTZtWkaPHk3Hjh0NXSQrhPhvwcHBrFu3junTp7Nv3z4SJkxInTp1cHFx4ccff4xRF3G2IEWKFBQqVIgzZ84YHUqMprVm0aJFdOvWjeDgYEaPHk3nzp1jTUIVEhLC4cOH8fLywtvbm3379vHq1Svix49P8eLFGTBgABUrVqRkyZIx9j5P165d48cff0Rrze7du8mVK5fRIcUZyZIlY9myZZQsWZKePXtSu3ZtvL29LVqHJFZCWIGXlxfDhg1j7969ZMiQIU4tIBYiJrt37x5z585lzpw53Lt3jxw5cjBhwgRatGhB2rRpjQ4vRsuYMSN///230WHEWHfu3KFdu3Zs3ryZ0qVL4+HhQe7cuY0OK0pCQ0M5cuQI3t7eeHl54evr++Y+UoUKFaJdu3b89NNPlC1bNlZ0SN66dYuKFSvy6tUrvL29yZs3r9EhxTlKKbp06cK9e/cYP348r1+/JnHixBYrXxIrISxoz549DB06lD179pApUybc3d1p27YtSZIkMTo0IcQHHDlyhIkTJ7JmzRpCQ0NxcnJi/vz5VK1aVUanLCQkJIQvvvjC6DBinLdHqaZMmULnzp1j5P/L0NBQjh8//mZEysfHh+fPnwNQoEAB2rRpQ/ny5SlXrhxp0qQxOFrLevToEZUrV+bx48fs3r2bggULGh1SnFakSBHCwsI4f/489vb2FitXEishLMDX15chQ4bg5eVFxowZmTp1Km3btrVoL4gQwrJMJhNbtmxh/Pjx7Nmzh5QpU9KpUyd+/fVXmZ5jBXfv3iVr1qxGhxGj3L59m3bt2rFlyxbKlCmDh4dHjPq/GRYWxokTJ96MSPn4+BAYGAhAvnz5aN68ORUqVKBs2bKkT5/e4Git58WLF1SvXp3r16+zfft2HBwcjA4pSsLCwrhw4QKBgYFkypSJjBkzxripmXZ2dgCcOnVKEishbMXBgwcZPHgwO3bsIGPGjEyZMoV27drJCJUQNuz169csW7aMiRMncv78ebJkycLEiRNxcXGJFdONbNGTJ084e/YsNWrUMDqUGGPhwoV069aNkJAQpk6dyq+//mrTo1RhYWFcunSJo0ePvnkcP378zYhUnjx5aNSoERUqVKB8+fJxZsOGkJAQ6tWrx+HDh1m3bh1ly5Y1OqRPYjKZuHz5MgcPHuTIkSMcPXqUEydOvJmyGaFkyZJs3bo1Wm7CawnffvstADdv3rRouZJYCfEZjh07xuDBg9m8efObmzB26NAhTt8IVAhb9+LFC+bOncv48eO5d+8ehQsXZtmyZdSvX1+mqFnZzp07CQsLo0qVKkaHEiNMnTqVrl27UrZsWTw8PMiZM6fRIf1L5CQq8sV2RBKVJEkSChcuTMuWLXF0dKR8+fJkypTJ4Kijn9YaFxcXtm7dyvz586lVq5bRIf2nJ0+ecOjQIfz8/Dhw4AAHDx4kICAAgKRJk2Jvb4+LiwsODg6kTZuWe/fucf36dcaOHcuvv/7K0qVLDf4EHydi5FR2BRTCQOfOnWPIkCGsXbuW1KlTM3r0aDp16kTy5MmNDk0I8R6BgYHMmDGDSZMm8ejRIypUqMDixYupWLEiSimjw4sTZs+eTebMmSlZsqTRodi8DRs20K1bN2rVqsXatWuJHz++ofGEhYVx8eLF/xmJevHiBWC+2C5cuDCtWrXCwcEBBwcH8ubNS4IEcok5ffp0Fi9ezPDhw2nTpo3R4byTv78/e/fufbPu7fTp04B5k4f8+fNTr149SpYsSYkSJcibN+87/z+aTCZWrFjB3bt3ozv8z/b48WMAi6/lk//1QnyE69evM3ToUJYuXUry5MkZMmQIPXr0iDFD3kLERQEBAUyZMoWpU6fy5MkTnJycGDhwID/88IPRocUpJ06cYNeuXYwePVpGBv/DkSNHaNy4MUWLFmXZsmWGJFX+/v74+fm9eRw6dOh/kqjWrVtTtGjRN0mU0cmfLdq/fz89evSgRo0aDBo0yOhw3ggICPhXInXq1Cm01iRJkoQffviBBg0a4OjoSLFixT56avTu3bu5du0abm5uVo7ecvz9/QH46quvLFquJFZCfMA///zDb7/9xpw5c4gfPz49e/akb9++su2yEDYsMDAQd3d3Jk6cyNOnT6lTpw4DBw6M8QvGYyKtNd27d+err76iXbt2Rodj027evEn16tVJnz49GzdujJbbc4SFhXHu3Dn8/PzYv38/fn5+XLp0CYD48eNjb29Pq1atKFasmCRRn+DBgwfUr1+fbNmysXjxYkPXxgUFBbF//3527tzJzp07OXLkCCaTicSJE1OqVCnc3NwoX748xYsXJ2HChJ9c/vPnz+nVqxfp0qWjbt26VvgE1hHRyXPs2DGcnJwsVq4kVkK8w9OnTxk/fjyTJ08mKCiINm3aMGTIEDJnzmx0aEKI93j58iUzZsxg7Nix+Pv7U6tWLYYPH06hQoWMDi3O+uOPP/D29mbGjBkW7xmOTbTW1KpVi6CgILy8vKy2scOTJ084cODAm9GoAwcO8OzZMwDSpUuHo6MjrVu3xtHRkaJFi8q64c/Uv39//P39OXjwoMXX8PwXk8nEqVOn3iRSe/fufXOT5ZIlSzJ48GB+/PFHSpQoEeWd/EwmE82aNeP06dNs2rQpRu2E7ODgQL169XBzc6NWrVoUKFDAIuVKYiVEJK9fv2b69OmMHj2ax48f4+zsjJubW4y/CaMQsVlwcDBz5sxh5MiR/PPPP1StWhU3NzeKFStmdGhx2q1bt+jQoQPFihWT0ar/YDKZOHnyJAMGDCBfvnwWKfPRo0ccP378X4+LFy8CEC9ePAoWLEjTpk1xdHSkVKlS5MiRQ9YcWsC1a9dYtGgRnTp1irZOnevXr7Nr1y527tzJrl27ePToEWDe0r5t27b89NNPlCtXzuK7ng4cOJD169fj7u5O1apVLVq2tSmlmDFjBt7e3rRq1Qo/Pz+LrAuUxEoIzNMhli5dyuDBg7l16xZVq1Zl1KhRFr23gRDCskwmE6tXr2bAgAFcu3aN8uXLs3btWllDZQNCQkJo0qQJISEhrFixQjYy+A/x48cnZcqUHDx4EC8vLxwcHD76Ilhrza1bt/6VQB07dozbt2+/eU/WrFmxt7enadOmlCpVimLFipEiRQprfZw4beTIkSRIkIA+ffpYrY5Hjx6xe/fuN8nUtWvXAMiUKRNOTk5UrFiRn376yaqzbH7//XfGjBmDq6srnTt3tlo91pQ+fXpmzpxJgwYNGDduHAMGDIhymdLSiThNa83mzZvp168fZ86coWjRoixatIgKFSoYHZoQ4gO8vLzo06cPR44cwc7Ojq1bt1K5cmXpcbcBWmvat2+Pj48Py5Yts7mtwm1V+fLl8fT0ZNeuXSilyJMnDwUKFCBevHiEhIQQGhr6zn+vXr36ZiF+xHFlypShSJEi2NvbU7hwYYvvfCbeb9euXdSoUcNi28trrbl58yb79u3D19cXX19fzp49i9aalClTUqFCBbp3707FihXJmzdvtLSBkydPpkePHlSuXJmpU6fG6Ha3fv36NGjQgGHDhtGsWTOyZMkSpfIksRJx1uHDh+nduzd79uwhV65c/PHHH9SrVy9GNxBCxHZnz56lT58+bN68mSxZsrBo0SKaNGkiC+ptyMiRI1mwYAFDhgyhcePGRocTY2zYsIGHDx9y5MgRDh8+zJEjRzh58iTx4sXjiy++IEGCBP/6N1GiRCRLlozatWtjb29PkSJFsLOzi5ZNL8T7RXVd2suXLzl79iwHDhzA19eXffv2cefOHQBSpkxJqVKlcHZ25qeffsLBwSFaR4O11vTv35+xY8dSt25dli5dGit2+qxTpw5//PEHT548kcRKiE91/fp1BgwYwMqVK0mXLh3Tp0+nXbt2saJxECK28vf3Z+jQocyePZvkyZMzbtw4OnXqRJIkSYwOTUQyceJEBg8eTNOmTRk2bJjR4cQ46dKlw8nJyaK7lInolStXLtavX8+4cePo0aPHexOf169fc/fuXU6fPs3p06c5deoUp06d4vLly5hMJgCyZMlC2bJlKV26ND/88AMFChQwrBMpNDSUdu3asWDBAlxdXZk+fXqs6dC6ePEiSily5coV5bIksRJxRkBAAL/99tubxmDgwIH06dPH4os5hRCWExISwsyZMxk2bBiBgYG4uroyfPhwueWBDZo8eTK9evWifv36LFiwQEb/RZy0aNEi2rZtS9++fRkwYABff/01WbJkIXXq1Pj7+/Pw4UMePnz4ZjfGCDlz5sTOzg5nZ2fs7OwoWrQoWbNmNehT/NvLly9xdnZm48aNDB06lKFDh8aq8/vixYtky5bNIh11kliJWC84OJhZs2bh5uZGQEAALVu2ZMSIEbJ1uhA2buvWrXTv3p0LFy5QqVIlJk2aZLEtcYXlaK0ZNGgQo0aNom7duixbtkw2qxBxVurUqVm9ejUbNmzgyJEj3L59m1u3bnH//n3SpElDzpw5SZcuHenSpSNjxozkz5+fAgUKkDx5cqNDf6dHjx5Ru3Zt9u/fz8yZM+nQoYPRIVncxYsXyZMnj0XKkpZPxFpaa9avX0+fPn24cuUKlSpVYsKECdjZ2RkdmhDiA27cuEH37t1Zv349uXPnZuPGjfz888+xqoc0tggJCcHV1RUPDw9cXFyYNWuWJFUizlNKUbt2bWrXrm10KFFy5coVqlWrxt9///1mHXpsdPnyZYvtJmvcraCFsKKjR49SoUIFfvnlFxImTMiWLVvYtm2bJFVC2LCgoCBGjhzJ999/z/bt2xkzZgxnzpyhevXqklTZoEePHlG5cmU8PDwYPHgwc+fOlaRKiFjCz88PR0dHHj9+zK5du2JtUhUcHMyzZ89Inz69RcqTFlDEKnfu3GHAgAEsXryYdOnSMWvWLFxcXOSPvRA2btu2bXTq1IkrV65Qr149Jk2aFOXdmYT1nDp1ilq1anHv3j2WLFlC06ZNjQ5JCGEha9eupWnTpmTOnJktW7aQO3duo0Oymoi1bpZaby8jViJWePnyJSNGjOC7775j5cqV9OnTh8uXL+Pq6ipJlRA27N69ezRo0ICqVasSL148tm3bxurVqyWpslFaa37//XdKlChBcHAwe/fulaRKiFhCa82kSZOoX78+9vb2+Pn5xeqkCuDp06cAfPnllxYpTxIrEaNprVmxYgV58+ZlyJAhODk5cf78ecaOHWuxk0QIYXkmk4k5c+aQL18+PD09GTFiBKdOnaJy5cpGhybe49mzZzRv3hwXFxdKly7NsWPHKF68uNFhCSEsICwsjC5dutCzZ09++eUXdu3aRbp06YwOy+oCAwMBGbESgsOHD/PDDz/QuHFj0qZNy549e1izZg05cuQwOjQhxAecPXuWsmXL4urqSpEiRTh16hSDBg0iUaJERocm3mP//v0ULlyY5cuX4+bmxtatW8mQIYPRYQkhLCAwMJBatWoxffp0evbsyR9//BFn7hEYkVilSJHCIuVJYiVinHv37tGqVSuKFy/OtWvX+P333zl8+DBly5Y1OjQhxAcEBwczdOhQ7O3tOX/+PAsWLGDXrl189913Rocm3iM4OJhBgwZRpkwZTCYTe/bsYfDgwbHmxqBCxHU3btzghx9+YOvWrcycOZMJEyYQL17cSQ+Cg4MBSJw4sUXKk8UnIsYIDg7G3d0dNzc3goOD6dOnDwMHDpQb/AoRAxw+fJjWrVtz5swZmjRpwuTJk+PENJOY7MiRI7Ru3ZrTp0/TsmVL3N3dpb0VIhbZv38/tWvXJjg4mC1btlCpUiWjQ4p2YWFhABZLJuNOSipitE2bNlGgQAH69OlD+fLlOXPmDGPHjpU/8kLYuFevXtG3b19KlixJQEAAf/31F0uXLpWkyoa9fPmSvn37UqJECfz9/dm4cSMLFiyQ9laIWGTJkiVUqFCBL7/8kgMHDsTJpArM630Bi43CS2IlbNqlS5eoVq3am/vYbNmyhY0bN8b6XWqEiA0i1uWMGzeONm3acPbsWX7++WejwxIfsHXrVgoUKMC4ceNo1aoVZ8+epXr16kaHJYSwEJPJxIABA2jevDmlSpXiwIED5M2b1+iwDCMjViJOeP78Of369aNAgQL4+voyYcIETp8+TdWqVY0OTQjxH4KCgujbty+lS5cmKCiIHTt2MHfuXNmp04bduXMHZ2dnnJycSJgwIV5eXsyfP59UqVIZHZoQwkJevHhB/fr1GT16NC4uLmzbto00adIYHZahIkasLJVYyRorYVO01ixfvpw+ffpw9+5dWrRowZgxY8iYMaPRoQkhPsKJEydo1qwZZ86coW3btkycONFiuy0Jy4u8djUkJIRhw4bRr18/2aFRiFjm9u3b1KpVi+PHjzNp0iS6deuGUsrosAz36tUrAIu1eZJYCZtx8uRJOnfujI+PD0WLFmXt2rWULFnS6LCEEB8hNDSUsWPHMmzYMNKlS8emTZuoVq2a0WGJD9i6dSvdunXj4sWL1KxZk8mTJ8vtKoSIhfz8/KhTpw4vXrxg48aNMiU7kjt37gCQKVMmi5QnUwGF4Z48eULnzp0pUqQI58+fZ968eRw8eFCSKiFiiKtXr1KmTBkGDRpEvXr1OH36tCRVNuzSpUtUr14dJycnTCYTf/31Fxs2bJCkSohYaMGCBZQvX57kyZNz4MABSarecufOHRInTkzq1KktUp4kVsIwJpOJBQsW8N133zFz5kw6dOjAxYsXcXFxiVP3UBAiptJas3DhQgoXLsyFCxdYuXIlK1asiPNz9m3V48eP6d69O/nz52fv3r1MmDCBM2fOyIWWELFQaGgo3bp1o3Xr1pQtW5ZDhw6RP39+o8OyOXfu3CFz5swWmxYpUwGFIU6cOEHHjh3x8/PD0dGRbdu2YW9vb3RYQoiP9PjxY9q3b8+aNWsoV64cS5YsIUuWLEaHJd4hODiYWbNmMXz4cJ4+fUqbNm0YMWIEGTJkMDo0IYQVPH78mIYNG7Jz5066du3KhAkTSJBALvnfJSKxshQZFhDR6smTJ3Tp0gUHBweuXLmCh4cHvr6+klQJEYN4eXlhZ2fH+vXrGTNmDLt27ZKkygZprVm3bh358+enW7duODg4cPz4cebOnStJlRCx1NmzZylevDh79+7Fw8ODKVOmSFL1AZJYiRhJa82SJUvImzcvM2bMwNXVlYsXL9KqVSuZ9idEDBEaGsqQIUOoWLEiyZIl48CBA/Tt29diN1YUlnPo0CHKlStH3bp1SZgwIZs3b2b79u3Y2dkZHZoQwko8PT0pWbIkz58/x9vbm1atWhkdks179eoVyZIls1h5ckUrrO7s2bOUL1+e5s2bkz17dg4dOsSMGTMstlBQCGF9t27dokKFCowYMYKWLVty7NgxHBwcjA5LvOXmzZs0btyYEiVKcPHiRWbPns3JkydxcnKSrZWFiKW01owaNYratWuTJ08ejhw5gqOjo9FhxQiJEycmKCjIYuVJYiWs5vnz5/Tt25fChQtz5swZ5s6dy/79++ViTIgYZsOGDRQqVIgTJ06wdOlSPDw8LNrDJ6IuMDCQ/v37kydPHv78808GDhzIlStXaN++vUwDEiIWe/HiBc7OzgwcOJBGjRrh4+PDN998Y3RYMYalEytpbYXFRczr79atG7dv36ZVq1aMGzeOtGnTGh2aEOITBAcH07dvX6ZMmUKRIkVYuXIluXPnNjosEUnE7qoDBgzgwYMHNGvWjJEjR8qaNyHigJs3b1K7dm1OnjzJ2LFj6d27t4xMf6LEiRPz+vVri5UniZWwqOvXr9OpUyc2b96MnZ0dK1eu5IcffjA6LCHEJ/r7779p0KABBw8epHPnzowfP95id6YXlnHgwAE6derE0aNHKVWqFH/99RfFihUzOiwhRDTYu3cv9erVIzg4mE2bNuHk5GR0SFaltebMmTNs2rSJbdu2cenSJZRS7N+/n6xZs352uYkSJZKpgML2BAUFMXLkSL7//nv27t3L5MmTOXr0qCRVQsRAmzdvxt7ennPnzrF69WqmTp0qSZUNefz4Me3atcPR0ZF79+6xbNkyfH19JakSIo6YPXs2FStWJHXq1Bw8eDBWJ1Umk4mlS5fy3XffYWdnR//+/Xn69ClVqlTh/v37TJkyJUrlW3rEShIrEWVeXl4UKlSIQYMGUb16dc6fP0+3bt1kXr8QMUxYWBgDBw7k559/JkuWLBw9epR69eoZHZaIZO3ateTLlw8PDw969OjBhQsXaNy4sUz/ESIOCA4OpkOHDnTo0IHKlStz8OBB8uTJY3RYVqG1Ztu2bRQpUoRmzZqRIkUK5s6dy507dzh27BjdunUjLCyMHDlyfHYdJpOJq1evWvSm9pJYic/28OFDWrRowY8//khISAhbtmxh9erVsmhSiBjo4cOHVK1alVGjRuHi4oKfn5+sp7IhgYGBNG7cmHr16vHNN99w9OhRJk6cSIoUKYwOTQgRDR48eEClSpWYPXs2ffv2xdPTk1SpUhkdllX4+Pjw008/UbVqVZ4+fcqyZcs4cuQIbdu2JVOmTADMmTOHhAkT4uzs/Nn17N+/n9u3b1O3bl1LhS5rrMSni1gs3adPH549e8bAgQMZOHAgSZIkMTo0IcRnOHToEPXq1ePBgwd4eHjIvU9szJkzZ6hTpw7Xrl1j+PDh9O/fny+++MLosIQQ0eTEiRPUqlWLBw8esGzZMho3bmx0SBantcbb2xs3Nze8vb1Jnz49U6ZMwdXV9X+mokf8rWrWrFmUNkZbtWoViRMnpkaNGlEN/w1JrMQnOXPmDK6uruzbt48yZcowe/Zsvv/+e6PDEkJ8Bq018+bNo3Pnznz99dfs37+fIkWKGB2WiMTb25tatWqRLFkyvL29KVOmjNEhCSGi0Zo1a2jevDlp0qTB19c31t2yRmvNzp07cXNzw9fXl6+//popU6bQtm1bkiZN+s5jpk2bRlBQEL179/7sesPCwlizZg0///yzRUf+ZSqg+CgvX76kf//+2Nvbc+HCBRYsWMCePXskqRIihgoKCqJdu3a0b9+eChUqcPToUUmqbMyRI0ferHc7ePCgJFVCxCFaa8aNG0f9+vWxt7fn8OHDsS6pOnHiBBUqVKBy5crcuHGD6dOnc+3aNbp27frepOrs2bNMnDiRunXrRml92d69e7l//z4NGzb87DLeRUasxH/atm0bHTp04Pr163JPKiFigbt371K3bl0OHDjAgAEDcHNzI378+EaHJSJ5+fIl9evXJ3369OzcuZOMGTMaHZIQIpqEhobSuXNnZs+eTYMGDVi0aBGJEyc2OiyLefDgAYMGDWL+/Pl89dVXTJ8+HRcXl//cffbly5c0aNCAFClSMG3atCjFsGrVKpIlS8bPP/8cpXLeJomVeK/79+/TvXt3Vq5cSZ48efDy8qJ8+fJGhyWEiIIDBw7wyy+/EBgYyOrVq2XXPxu1cOFCbty4gZeXlyRVQsQhz58/x9nZmU2bNtGnTx9Gjx5NvHixY4JZcHAwU6dOZcSIEbx8+ZKuXbsyZMgQUqdO/VHHd+3alfPnz7Nt27Yot4teXl789NNP7x0Z+1yx4zclLMpkMjFnzhzy5s3LunXrGDZsGCdPnpSkSogYbsGCBZQrV47EiRPj5+cnSZUN8/HxIUuWLNLuChGH3Lt3j3LlyrFlyxZmzZrF2LFjY0VSpbVm48aNFChQgN69e1O6dGlOnz7N5MmTPzqpWrVqFfPnz6dfv35UqlQpSvG8fv2aK1euYGdnF6Vy3iXm/7aERZ09e5ayZcvi6upKkSJFOH36NEOHDpWbgwoRg4WGhtKjRw9at25NmTJlOHz4MAULFjQ6LPEBKVOmJDAwkJcvXxodihAiGpw9e5aSJUty8eJFPD09cXV1NTokizh8+DAVKlSgZs2axI8fn82bN7Np0yby5s370WXcuHGDdu3aUbJkSYYPHx7lmC5duoTJZCJ//vxRLuttklgJwJy9Dx48GHt7e86fP8+CBQvYtWsX3333ndGhCSGi4OnTp9SoUYPJkyfTpUsXtm7datGbIQrraNq0KU+fPqV3795orY0ORwhhRV5eXvzwww8EBwezZ88ei6/7McK1a9dwdnamePHinDt3jhkzZnDq1CmcnJw+qZzQ0NA328svX77cIreaOHv2LIBVNmCTxErg7e2NnZ0dv/32G87Ozly4cIGWLVuilDI6NCFEFFy+fJmSJUuyc+dO5syZg7u7OwkSyNLamKBMmTL06tWLmTNn0qhRI548eWJ0SEIIK1iyZAlVqlQhc+bMHDhwIMbv/Ofv70/37t3JmzcvGzduZPDgwVy5coWOHTt+VlLk5uaGn58fs2fP5ttvv7VIjGfPniV+/PhWGTyQxCoOe/z4MW3atKFChQqEhYWxfft2Fi9eTLp06YwOTQgRRd7e3pQoUYKHDx+yc+dO2rVrZ3RI4hONGzeOUaNGsWbNGr777jtmzpxJcHCw0WEJISxAa82IESNo3rw5pUuXZt++fWTLls3osD7bq1evGDt2LDlz5mTq1Km0bNmSy5cv4+bmRsqUKT+rTF9fX0aOHEmLFi1o1KiRxWI9d+4cuXLlssoyF0ms4iCtNStWrCBfvnwsWrSIvn37cvr06SgvBhRC2IYFCxZQuXJlMmTIwKFDhyhXrpzRIYnPoJSif//+HDx4kHz58vHrr7/y7bffMmrUKB4+fGh0eEKIzxQSEoKLiwtDhgyhWbNmbN26lVSpUhkd1meJuKbMkycP/fr1o2zZspw+fZq5c+eSKVOmzy73+fPntGjRguzZs0d5a/W34z1+/DgFChSwWJmRSWIVx9y4cYNq1arRuHFjsmXLxtGjRxkzZozFt5sUQkQ/k8nEgAEDaN26NeXKlcPPz48cOXIYHZaIIgcHB7y9vdm6dSv58+dn4MCBZMqUidq1a7Nu3TpevXpldIhCiI/09OlTqlWrhoeHB0OGDGHRokUkTJjQ6LA+y4EDByhVqhSNGzcmbdq0eHl54enpaZG1S3369OH69essXLiQFClSWCBas4sXL3Ljxg1++ukni5UZmSRWcURoaCiTJk0if/78+Pr6MnXqVPz8/ChUqJDRoQkhLODVq1c0bNiQ0aNH065dOzZv3hxje0DF/1JKUaVKFbZv387Zs2fp1q0bBw8epG7duqRLl46GDRvyxx9/8PTpU6NDFUK8x61btyhTpgze3t54eHgwfPjwGLme/e+//6Zx48Y4Ojpy48YNPDw8OHz4sMVuD7Fjxw5mzZpFjx49KFOmjEXKjLB582aAT95E46NprT/64eDgoEXMc/z4ce3g4KABXb16df33338bHZKwIcAR/QntgC0+4nrb9ODBA+3o6KiVUnrChAnaZDIZHZKIBiEhIXr79u26ffv2Ol26dBrQCRIk0OXLl9fjx4/XJ0+ejNH/F2JD26SlfRLhjh8/rjNlyqRTpkypd+zYYXQ4n+XZs2d64MCBOnHixDpx4sR60KBB+tmzZxat48mTJ/qbb77R+fLl069evbJo2Vpr/eOPP+r8+fNHuZz3tU8yYhWLvXr1in79+lG0aFFu3brFypUr8fT0JEuWLEaHJoSwkMuXL1OqVCmOHz/O6tWr6dmzZ4zsARWfLkGCBFSqVInZs2dz7949fHx86NWrF/7+/vTu3ZtChQrx9ddf07RpUxYuXMjNmzeNDlmIOGnr1q2UKVOGePHi4evra7VpaNYSFhbGggULyJ07NyNHjuSXX37h4sWLjBgxguTJk1u0rq5du3Lv3j0WLVpE4sSJLVp2YGAgPj4+Vt3OXvbdjaV2795Nu3btuHr1Kq1atWLChAl89dVXRoclhLAgPz8/atSogVKK3bt34+joaHRIwiDx48endOnSlC5dmtGjR3Pr1i127tzJzp072bFjB8uWLQMge/bslC9fnvLly1O2bFmyZ88uibgQVjRv3jw6dOhAwYIF2bRpU5Q2dDCCl5cXPXr04MSJE5QsWZI///yTkiVLWqWu1atXs2jRIoYMGUKxYsUsXv7OnTsJCQmhWrVqFi87goxYxTIBAQG0adOGihUrvrnY8vDwkKRKiFhm/fr1/Pjjj6ROnRo/Pz9JqsS/ZMmShVatWrFs2TLu3bvHqVOnmDp1KkWKFMHT05OWLVuSI0cOsmTJQqNGjZg1axanTp0iLCzM6NCFiBUiNhNq164dlStXZu/evTEqqbp06RK1a9fmxx9/5PHjxyxfvpz9+/dbLam6ffs27du3p0SJEgwaNMgqdWzatIkvv/ySUqVKWaV8kBGrWENrzerVq+ncuTP+/v7069ePIUOGkCRJEqNDE0JY2KxZs+jUqRPFihVj48aNcu858UHx4sWjYMGCFCxYkM6dO2MymTh79iw+Pj7s3buXvXv3snLlSgBSpkyJo6MjP/zwAz/88APFixe3+FQfIWK7ly9f0rp1a1atWkX79u2ZPn16jLk5++PHjxkxYgTTp08nSZIkjB49mq5du1r1etJkMtGiRQuCg4NZunTpZ91I+L+Ehobi6emJk5OTVcqPEDN+y+KDbt++za+//oqnpycODg5s27aNwoULGx2WEMLCtNYMGjSIUaNGUb16dVatWiW3ShCfLHKi1bFjR7TWXL9+nX379r15DB061LwQO1487OzscHR0pFSpUjg6OpIjRw6ZPijEe/z999/Url2bEydOMHbsWHr37h0jzpfg4GBmzZrF8OHDefr0KS4uLri5uZEhQwar1z1p0iR2797N/PnzyZUrl1Xq2LNnD48ePaJ+/fpWKT+CJFYxmMlkYs6cOfTt25fQ0FAmTJhA165dY0yviBDi44WGhtKuXTsWLFhA27ZtmTlzppzrwiKUUuTIkYMcOXLQrFkzwDyt/ODBg+zfvx8/Pz+WLFnCrFmzAEifPj0lS5bE0dERR0dHihYtSrJkyYz8CELYBB8fH+rWrUtQUBAbN2606iYJlqK1xtPTk969e3P58mUqVarExIkTKViwYLTUf+LECQYMGECdOnVo3bq11epZvXo1yZIls9426+Hkr3IMdeHCBdq2bYuvry8VK1Zk7ty5ciNQIWKply9f4uzszMaNGxkyZAjDhg2LET2gIuZKnTo1VatWpWrVqoB5V7AzZ87g5+fHgQMH8PPzw9PTE4AKFSqwe/duI8MVwnCzZ8+mc+fO5MiRA09PT/LkyWN0SP/Jx8eHAQMG4OvrS968edm0aRNOTk7R9vfl5cuXNGrUiLRp0zJ37lyr1RsaGsq6deuoXr261ZfISGIVw4SEhDBu3Djc3NxIliwZCxYsoEWLFnKRJUQsFRAQQM2aNdm3bx8zZsygY8eORock4qD48eNTqFAhChUqhKurKwD+/v4cOHCAhAkTGhydEMYJDg6mS5cuzJkzh2rVqrFs2TKbvzl7xCjRli1b+Prrr5k1axZt2rSx6tqjd+nZsycXLlxgx44dpE2b1mr1+Pj48PDhQ+rVq2e1OiJIYhWDHD58GBcXF06dOkX9+vWZOnUqGTNmNDosIYSV3Lt3jypVqnDhwgVWrlxJgwYNjA5JiDfSpEkTI6Y6CWEt//zzD/Xq1cPX15d+/frx22+/ET9+fKPDeq/Lly8zePBgVq1aRerUqRk7diydOnUyZK3uhg0bmD17Nr169bL6fb1Wr15N0qRJrbrNegRJrGKAFy9eMGTIEKZMmULGjBlZv349tWrVMjosIYQVXbt2jUqVKvHgwQM2b94c424oKYQQsdmxY8eoXbs2jx49YsWKFTg7Oxsd0nvdvn0bNzc3PDw8SJQoEQMHDqRXr16GjazdvXuXNm3aYG9vz8iRI61a18uXL1m1ahXVq1ePlgRSEisbt3v3btq2bcu1a9do164d48aN48svvzQ6LCGEFZ05c4bKlSsTFBTErl27KF68uNEhCSGECOfj40OVKlVIly4d+/btw97e3uiQ3unRo0eMGTOG6dOnYzKZ6NixIwMHDoyWnf7eJ2Jr9VevXrFixQqrTyVevnw5jx8/5tdff7VqPREksbJRAQEB9OrVCw8PD3LlyoW3tzflypUzOiwhhJUdPHgQJycnkiRJgo+PD99//73RIQkhhAh37tw5atasSdasWdm7dy/p06c3OqT/ERgYyOTJk5k4cSIvXrygWbNmDBs2jOzZsxsdGu7u7uzcuZO5c+dafYMPrTXu7u4UKlSIMmXKWLWuCJJY2aB169bx66+/8vDhQ/r27cvQoUPlRr9CxAHe3t7UqFGDDBkysGPHDr799lujQxJCCBHu9u3bVK1alcSJE7N161abS6pevXrFzJkzGT16NP7+/tSpU4fffvvNZjroLly4QP/+/alZsyYuLi5Wr8/b25szZ87g4eERbZu8xYuWWsRHuX//PvXq1aNu3bpkzJiRQ4cOMWbMGEmqhIgDNm/ejJOTE9myZcPHx0eSKiGEsCFPnjzBycmJJ0+esGXLFpsY/YkQEhLCnDlzyJUrF7169cLBwYFDhw6xbt06m0mqQkNDadGiBcmSJWPOnDnRkui4u7uTNm1aGjVqZPW6IkhiZQO01ixatIjvv/+ev/76i1GjRnHo0CGKFClidGhCiGiwZs0aateuzffff4+3tzdff/210SEJIYQIFxQURJ06dbh48SJ//vknhQsXNjokwHx/uWXLlpEvXz5cXV3Jnj07Xl5ebNu2jWLFihkd3r9MnDiRQ4cOMXPmzGjZ0fr69et4enrSvn17EidObPX6IkhiZbCbN2/i5OREy5YtyZ8/PydPnqR///7Rfi8BIYQxli5dSsOGDSlevDi7d++26r08hBBCfJqIzRa8vb1ZsGABFStWNDoktNZs2LCBwoUL07RpU5InT85ff/2Fr68v5cuXNzq8/3HmzBmGDBlCvXr1ou22Ie7u7sSPH58OHTpES30RJLEySFhYGNOmTaNAgQLs27eP6dOns2fPnhhxp24hhGX8/vvvNG/enHLlyrF161bZ8VMIIWxM7969WbVqFePGjaNJkyaGxqK1ZvPmzZQsWZLatWsTFBTEypUrOXbsGD///HO0rSP6FCEhIbRs2ZIvv/ySmTNnRkuMDx48YO7cuTRt2pTMmTNbvb7IZPMKA5w7dw4XFxf8/PyoUqUKc+bMIVu2bEaHJYSIRrNmzaJjx45UrVqVdevWyVpKIYSwMePGjWPSpEl06dKFXr16GRaH1pq//voLNzc3jhw5QrZs2Zg3bx4tW7YkQQLbvpQfN24cR48eZc2aNaRLly5a6pw0aRKvX7+mf//+0VJfZDJiFY2Cg4MZMWIE9vb2XLp0iSVLlrBlyxZJqoSIY6ZNm0bHjh2pUaMG69evl6RKCCFszLRp0+jbty/Ozs5MmjTJkNGgiCl/RYsWpWbNmvj7+zN//nwuX76Mi4uLzSdVFy5cwM3NjQYNGlC3bt1oqfPx48fMmDGDhg0b8t1330VLnZHZ9m8kFjly5AitW7fm9OnTODs74+7ubnPbdAohrM/d3Z1u3bpRp04dVq5cafWbIwohhPg08+bNo0uXLtSpU4fFixcTP378aK3fZDKxfv163NzcOHnyJDlz5mTBggU0adIkxqzBN5lMtG3blmTJkjF16tRoq3fq1Kk8f/6cAQMGRFudkcmIlZW9evWKvn37UqJECR49esT69etZsWKFJFVCxEGTJ0+mW7du1K1bl1WrVklSJYQQNmbJkiW0b98eJycnVqxYEa2JjMlkYs2aNdjb21O3bl1evXrF4sWLuXDhAi1btowxSRXA7Nmz8fX1ZfLkyWTIkCFa6gwMDMTd3Z3atWtTsGDBaKnzbTJiZUV79uzBxcWFK1eu0KZNGyZMmECqVKmMDksIYYApU6bQo0cP6tevz7Jly2LUH0ghhIgL/vjjD1q2bEmFChVYu3YtiRIlipZ6Q0JCWLFiBWPHjuXcuXPkyZOHpUuX4uzsHO2jZZZw69Yt+vbtS+XKlWnevHm01Ttt2jSePHnCoEGDoq3Ot8mIlRU8ffoUV1dXypcvj8lkYteuXcyfP1+SKiHiKHd3d7p37069evUkqRJCCBu0ceNGmjRpQqlSpfD09IyWta8vX75k2rRp5MqVixYtWpAgQQJWrFjB2bNnadKkSYxMqrTWdOjQAZPJFG03Agbw9/dn3Lhx1KhRAwcHh2ip811kxMrC/vrrLzp06MDdu3fp2bMnbm5uJE2a1OiwhBAGmT59Ot26deOXX35h+fLlklQJIYSNOXfuHM7Oztjb27Np0yaSJUtm1foCAgKYMWMG7u7uPHr0iNKlSzNr1iycnJxscsv0T7F27Vo2bdrE5MmTyZ49e7TVO2bMGJ49e8aoUaOirc53kcTKQh4+fEjXrl1ZsWIFBQoUYO3atRQvXtzosIQQBpozZw6dO3emVq1arFy5UpIqIYSwMc+fP6devXokT56c9evXkzJlSqvVdffuXSZPnszs2bN5/vw5P//8M/369aN06dJWqzM6vX79mt69e2NnZ0fnzp2jrd5bt24xbdo0mjVrRoECBaKt3neRxCqKtNasXLmSLl268PTpU4YNG0b//v1lUboQcZyHhweurq78/PPPrFq1SpIqIYSwMVpr2rdvz8WLF9mxYweZMmWySj1nzpzB3d2dxYsXExoaSsOGDenXrx92dnZWqc8oU6ZM4caNG+zatStapzEOGzYMrTVubm7RVuf7SGIVBbdv36ZDhw789ddfFC9eHA8PD/Lnz290WEIIgy1fvhwXFxeqVKnCmjVrom0BtBBCiI83Z84cli9fzm+//caPP/5o0bJNJhObNm3C3d2dXbt2kThxYlq1akXv3r3JmTOnReuyBffv32fkyJHUqlXL4j/LDzl37hwLFy6kS5cuNnFfWEmsPoPJZGLevHn07t2b0NBQJk6cSNeuXWPkIkMhhGX9+eefNG/enLJly7Ju3ToSJ05sdEhCCCHecvbsWbp27YqTkxP9+/e3WLmBgYEsXLiQqVOncvXqVTJnzszo0aNp27YtadKksVg9tmbQoEEEBQUxfvz4aK23f//+JEuWjIEDB0Zrve8jidUnunLlCi4uLuzZs4cff/yRefPmkSNHDqPDEkLYgG3bttGwYUOKFSvGxo0bZeMaIYSwUb179yZp0qQsWrSIePGivkn21atXmTZtGh4eHjx79gxHR0dGjhzJL7/8Euungp84cQIPDw+6d+9O7ty5o63eTZs24enpyejRo0mbNm201fshklh9pLCwMCZPnszgwYNJmDAh8+bNo02bNjF+9xYhhGX4+vpSp04d8ufPz+bNm0mRIoXRIQkhhHiHnTt3smXLFiZMmEC6dOk+u5xHjx6xZs0ali9fjo+PDwkSJKBhw4Z07dqVYsWKWTBi26W1pmvXrnz11VcMHjw42up99eoVnTt3Jm/evPTo0SPa6v0vklh9hNOnT9OmTRsOHz5MzZo1mTlzJpkzZzY6LCGEjTh+/Dg///wzWbJkYdu2baROndrokIQQQrzHwIEDyZ49O506dfrkY58/f86GDRtYvnw527dvJzQ0lHz58jFixAhat25ttQ0wbNWSJUvYu3cvc+fOjdb7tY4ePZrr16+ze/dum9owThKrDwgKCmLUqFGMGjWK1KlTs3LlSho0aCCjVEKINy5dukSVKlVIlSoVO3fuJH369EaHJIQQ4gP8/f0pWLDgR28sZDKZ2LVrFx4eHmzYsIFXr16RNWtWevbsSaNGjbCzs4uT14YBAQH06tWLkiVL0qZNm2ir9/Lly4wdO5bGjRtToUKFaKv3Y0hi9R4HDhygTZs2nDt3jiZNmjBlyhSbmb8phLANd+7coXLlygDs2LGDLFmyGByREEKI/1KpUiWWLl3KP//8Q4YMGd77vsDAQBYtWsSMGTO4ePEiadKkoWXLljRu3JhSpUpZZG1WTDZgwAD8/f3Zvn17tP0stNZ06tSJxIkTM2HChGip81NIYvWW58+fM2jQIKZOnUrmzJnZtGkT1apVMzosIYSNCQgIoEqVKjx+/Bhvb2++++47o0MSQgjxERo1asTcuXPJnj07Li4udOnShaRJk/LixQueP3/OkydPWLduHYsWLeL58+eUKFGCpUuXUq9ePbl9RrhDhw4xZ84cunbtSuHChaOt3ogpmO7u7nz99dfRVu/HksQqkp07d9K2bVtu3LhBx44dGT16tFXvwC2EiJlevXpFjRo1uHz5Mlu3bqVIkSJGhySEEOIjlS1blvPnzzNmzBhmz57N9OnT/+c9CRMmpFGjRvz6669xZiOKjxUWFkaHDh34+uuvGT58eLTVe+fOHTp16kSpUqX49ddfo63eTyGJFeae5549e7JgwQJy587Nnj17KFu2rNFhCSFsUGhoKI0aNWL//v388ccfNje/WwghxH/77rvv8PDwYOjQoWzcuJGECROSPHlykidPTrJkyShUqJAsAXmPP/74g2PHjrF8+fJoG4DQWtO6dWuCg4NZtGiRzd47Ns4nVmvXrqVTp048fPiQfv36MWTIEJIkSWJ0WEIIGxQxt3vDhg1MmzaNevXqGR2SEEKIKMiWLdtn7Q4YV2mtGTNmDPny5aNhw4bRVu/s2bPZvn07M2bMIFeuXNFW76eKs4nV3bt36dy5M+vWrcPe3p5NmzbJdB4hxAeNHj2aOXPm0LdvX/lDLIQQIs7ZvHkzp06dYuHChdG2YcWVK1fo1asXlSpVokOHDtFS5+eKc9uZaK2ZN28e33//PZs3b2bMmDEcOnRIkiohxActX76cgQMH0qRJE0aNGmV0OEIIIUS0GzNmDFmzZqVx48bRUl9YWBgtW7bkiy++wMPDw+a3tY9TI1ZXrlyhXbt2eHl5Ua5cOebNm0fu3LmNDksIYeN8fHxo1aoVZcuW5ffff4/zW+wKIYSIe3x9ffH19WXq1Kl88cUX0VLnxIkT2bdvH0uWLOGbb76JljqjIk5cHYSGhjJx4kTs7Ow4evQoc+bMYffu3ZJUCSH+05UrV6hduzbZs2fnzz//lK12hRBCxEmjRo0ibdq00XYz4NOnTzN48GB++eUXmjRpEi11RlWsH7E6deoULi4uHD58mBo1ajBz5swYkfEKIYwXEBBA9erVAdi0aRNfffWVwREJIYQQ0e/IkSNs2bKFkSNHkjRpUqvXFxwcTLNmzUiVKhWzZ8+2+SmAEWJtYvX69WtGjBjBuHHjSJ06NStXrqRBgwYx5hcjhDBWaGgoDRs25Nq1a+zcudOmdyESQgghrGnEiBGkSpUq2jZucnNz4+TJk2zYsIF06dJFS52WECsTq71799K2bVsuXbpEixYtmDhxImnSpDE6LCFEDNK7d2927NjB/Pnz5b52Qggh4qzjx4/j6enJ8OHDo+W+Vfv372f06NG0bNmSmjVrWr0+S4pVa6wCAwPp0KED5cqVIzg4mO3bt7Nw4UJJqoQQn2Tx4sVMmTKFLl26RNtcciGEEMIW/fbbb6RMmZIuXbpYva7z589Ts2ZNsmXLxpQpU6xen6XFmsRq48aNfP/998ydO5fu3btz5swZKlWqZHRYQogY5ujRo7Rr144KFSowYcIEo8MRQgghDHP58mXWrVtH165dSZUqlVXrunnzJpUqVSJBggRs376dL7/80qr1WUOMT6z++ecfGjZsSM2aNUmdOjV+fn5MmjSJZMmSGR2aECKG8ff355dffiFDhgysWrUq2raTFUIIIWzRrl27AGjRooVV63nw4AGVKlXixYsXbN++Pcaua46xa6y01ixcuJCePXvy4sULfvvtN3r37k3ChAmNDk0IEQOZTCaaNGnC/fv32bdvX4xaLCuEEEJYw/79+0mfPj05cuSwWh1Pnz6lSpUq3L59mx07dmBnZ2e1uqwtRiZWV65coX379uzevZvSpUszb9488ubNa3RYQogYbNSoUWzbto1Zs2ZRtGhRo8MRQgghDOfn50epUqWstqt2UFAQtWvX5uzZs3h6evLDDz9YpZ7oEqOmAoaEhDB27FgKFizIkSNHmD17Nnv27JGkSggRJb6+vgwdOhRnZ2fat29vdDhCCCGE4R4+fMiVK1dwdHS0Svkmk4nWrVvj7e3NwoULqVq1qlXqiU4xZsTqyJEjuLi4cPLkSerUqcO0adPInDmz0WEJIWK4J0+e0KRJE7Jnz86cOXPkXndCCCEE5k5HwGqJ1aBBg1i+fDmjR4+mcePGVqkjutn8iNWLFy/o2bMnJUqU4MGDB6xdu5Z169ZJUiWEsIjOnTtz584dli9fHi335xBCCCFigj///JNUqVJRokQJi5c9Z84cRo8eTfv27enbt6/FyzeKTY9Ybd26FVdXV27evEn79u0ZM2aM1bd6FELEHX/++SdLly5l6NChVvnDIYQQQsREQUFBbNiwgbp161p8Y7iNGzfSsWNHqlWrxvTp02PVTBGbHLF68OABTZo0wcnJiSRJkuDj48Ps2bMlqRJCWExAQAAdO3akcOHCDBw40OhwhBBCCJuxfft2AgMDqV+/vkXL3bt3Lw0aNKBIkSKsWrWKBAlseoznk9nUp4nYQr1Xr148e/aMoUOH0r9/fxIlSmR0aEKIWKZ///48ePCATZs2yf2qhBBCiEg8PT1JlSoVFStWtFiZx48fp0aNGnz77bds2bKF5MmTW6xsW2EzidWlS5dwdXXFy8uL0qVLM3fuXPLly2d0WEKIWOj48ePMnTuXLl26UKRIEaPDEUIIIWzKiRMnKFq0qMWmAV66dIkqVaqQKlUqtm/fTtq0aS1Srq0xfCpgUFAQbm5uFCxYkGPHjjF37lz27NkjSZUQwmr69evHV199xbBhw4wORQghhLApJpOJs2fPUqBAgSiXFRYWxpw5cyhVqhQAO3bs4JtvvolyubbK0MTK19cXe3t7hg4dSp06dbhw4QJt27YlXjzD8z0hRCy1f/9+tm/fTr9+/WTdphBCCPGW69ev8+rVK/Lnzx+lcnx9fSlatCiurq4UKFCAPXv28N1331koSttkSAYTEBBA+/btKVOmDC9fvmTTpk2sXLmSjBkzGhGOECIOmTx5Ml999RUdOnQwOhQhhBDC5vzzzz8AZMmS5bOO9/f3p2nTppQpU4ZHjx6xatUqvLy84sRstGhdY6W1ZtWqVXTr1o2HDx/So0cPhg8fHisXrwkhbE9gYCCenp506NCBZMmSGR2OEEIIYXOeP38O8Fl/J8+fP0+NGjW4desWgwYNol+/fnHq7220JVbXrl2jY8eObNu2jaJFi7Jlyxbs7e2jq3ohhMDX15fg4GBq1apldChCCCGETbt+/TqlS5f+6Pdv376dBg0akDhxYvbs2UPJkiWtGJ1tsvpUwJCQEMaMGUP+/PnZt28fU6dO5cCBA5JUCSGi3dWrVwGiPG9cCCGEiK0qVKiAg4MDPXr0eDMt8EMCAgLo2bMn1apVI1u2bBw6dChOJlVg5cTKz8+PIkWK0L9/f6pWrcr58+fp3Lkz8ePHt2a1QgjxTkmTJgXg6dOnBkcihBBC2KYvvviCxYsX8+zZM1q1akVwcPA73xcUFIS7uzu5cuVi8uTJtGrVCl9fX7JmzRrNEdsOqyRWAQEBuLq6UqpUKZ48ecL69ev5888/Y/X2ikII21e+fHmUUowZMwattdHhCCGEEDbp+++/Z8qUKWzZsoWaNWuyZs0a9u7dy+nTp7l58ybTpk0jV65cdOvWjaJFi3LixAnmzZtHihQpjA7dUBZfYxUcHIy9vT23bt2SzSmEEDYlZ86c9OvXj9GjR5MrVy769+9vdEhCCCGETXJ1dSVevHh06tSJbdu2/c/rZcqUYcGCBfz0008GRGebLJ5YJUyY8M0Nf2UdlRDC1owcOZI0adLQpEkTo0MRQgghbFq7du1o3LgxV65c4dGjRzx58oSAgADy5cv3SRtbxBVW2RWwefPm1ihWCCGiTClFz549jQ5DCCGEiBGSJ09O4cKFjQ4jRjDkBsFCCCGEEEIIEZtIYiWEEEIIIYQQUSSJlRBCCCGEEEJEkSRWQgghhBBCCBFF6lPu5aKUegjctF44QggDZNNapzM6iKiQtkmIWCnGt00g7ZMQsdQ726dPSqyEEEIIIYQQQvwvmQoohBBCCCGEEFEkiZUQQgghhBBCRJEkVkIIIYQQQggRRZJYCSGEEEIIIUQUSWIlhBBCCCGEEFEkiZUQQgghhBBCRJEkVkIIIYQQQggRRZJYCSGEEEIIIUQUSWIlhBBCCCGEEFH0fyHuyxRt243bAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1080x216 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ----------------------------------------------------------\n",
    "# Plot\n",
    "print ('')\n",
    "plt.figure(figsize=(15, 3))\n",
    "plt.subplots_adjust(top=0.8, wspace=0.2, hspace=0.5)\n",
    "\n",
    "visualizeAggTraj(0, track=sentier1, title='Almost straight')\n",
    "visualizeAggTraj(1, track=sentier2, title='Moderate sinuosity')\n",
    "visualizeAggTraj(2, track=sentier3, title='Switchbacks')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9252684f-5de2-4e95-93b5-8999b2ba64c3",
   "metadata": {},
   "source": [
    "## Step 2: Create sets of simulated GNSS trajectories\n",
    "\n",
    "Now that we have our three reference trajectories, we want to create three sets of N simulated GNSS trajectories from them.\n",
    "\n",
    "To generate realistic noise, we used an approach described in [Ripley (2009)] and also employed in [Ménéroux (2022)]: \n",
    "\n",
    "With a random generator, we sampled $N$ i.i.d. unit-variance and zero-mean gaussian values, compiled in a vector $\\mathbf{x}$. It can easily be shown that, for any positive-definite matrix $\\mathbf{\\Sigma} \\in \\mathbb{R}^{n \\times n}$, the random vector $\\mathbf{y} = \\mathbf{Ax}$ where $\\mathbf{A}$ is a Cholesky factor of $\\mathbf{\\Sigma}$, is a realization of a correlated random vector $\\mathbf{Y}$ having covariance matrix $\\Sigma$. The covariance matrix $\\mathbf{\\Sigma}$ is formed with a (stationary) covariance kernel with three parameters:\n",
    "\n",
    "* The **type of kernel**: exponential, gaussian, and triangular models are used.\n",
    "* The **amplitude** of noise: is between 0 and 5 meters, as it is quite uncommon to find building databases with more than 5 m error amplitude. If necessary, the output tables could be extended to handle large errors.\n",
    "* The correlation **scope** of the noise which roughly speaking describes how far apart two errors would remain correlated (in both amplitude and direction): between 1 m (white noise) and 1000 m (global translation).\n",
    "\n",
    "In tracklib, you have to create a Kernel and use the noise method on a track:\n",
    "\n",
    "```python\n",
    "amp = 3\n",
    "scope = 20\n",
    "kernel = GaussianKernel(scope)              # GaussianKernel\n",
    "# kernel = ExponentialKernel(scope)         # ExponentialKernel\n",
    "# kernel = TriangularKernel(scope)          # TriangularKernel\n",
    "tracks.noise(amp, kernel)\n",
    "```\n",
    "\n",
    "Trajectories have been generated with: \n",
    "\n",
    "- a noise generated with a 50 m range Gaussian Process and with a 50 cm-amplitude for referencement error\n",
    "- completed by a noise generated with a 5 m-amplitude exponential covariance process (GPS error) with a 20 m correlation scope\n",
    "- and completed by 1 m white noise process (vibrations, electronic noise, etc.)\n",
    "\n",
    "Which gives:\n",
    "\n",
    "```python\n",
    "tracks.noise(0.5, tkl.GaussianKernel(100))\n",
    "tracks.noise(3, tkl.ExponentialKernel(50))\n",
    "tracks.noise(0.5, tkl.DiracKernel())\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ac13e7cc-5ea0-48c8-b618-8a8c51579ba7",
   "metadata": {},
   "outputs": [],
   "source": [
    "N = 50\n",
    "\n",
    "# ----------------------------------------------------------\n",
    "# Generate 'Almost straight'\n",
    "tracks1 = tkl.core.TrackCollection([sentier1]*N)\n",
    "tracks1.noise(0.5, tkl.GaussianKernel(50))\n",
    "tracks1.noise(5, tkl.ExponentialKernel(20))\n",
    "tracks1.noise(1, tkl.DiracKernel())\n",
    "\n",
    "# ----------------------------------------------------------\n",
    "# Generate 'Moderate sinuosity'\n",
    "tracks2 = tkl.core.TrackCollection([sentier2]*N)\n",
    "tracks2.noise(0.5, tkl.GaussianKernel(50))\n",
    "tracks2.noise(5, tkl.ExponentialKernel(20))\n",
    "tracks2.noise(1, tkl.DiracKernel())\n",
    "\n",
    "# ----------------------------------------------------------\n",
    "# Generate 'Switchbacks'\n",
    "tracks3 = tkl.core.TrackCollection([sentier3]*N)\n",
    "tracks3.noise(0.5, tkl.GaussianKernel(50))\n",
    "tracks3.noise(5, tkl.ExponentialKernel(20))\n",
    "tracks3.noise(1, tkl.DiracKernel())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a09a100b-527a-430b-896a-5f8a3aa2d608",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x216 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ----------------------------------------------------------\n",
    "# Visualize one realistic noise track\n",
    "print ('')\n",
    "\n",
    "plt.figure(figsize=(15, 3))\n",
    "plt.subplots_adjust(top=0.8, wspace=0.2, hspace=0.5)\n",
    "visualizeAggTraj(0, N=3, track=sentier1, tracks=tracks1[0:3], title='Almost straight')\n",
    "visualizeAggTraj(1, N=3, track=sentier2, tracks=tracks2[0:3], title='Moderate sinuosity')\n",
    "visualizeAggTraj(2, N=3, track=sentier3, tracks=tracks3[0:3], title='Switchbacks')\n",
    "plt.suptitle('A realistic noise applied in the three path shapes')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d3689e78-257b-44bd-a934-8ffeffd36f3c",
   "metadata": {},
   "source": [
    "## Step 3: Compute aggregated trajectory\n",
    "\n",
    "We have two evaluations to do: compute the aggregated trajectory with Frechet distance and with $L_2$ distance. \n",
    "\n",
    "Each one is conducted as follows: we generate $N'$ random noisy traces, with $N' \\in [1, E]$ and $E \\le N$. For each generation, we are going to compare the agregated trajectory against the reference track (*i.e.* the ground truth). \n",
    "\n",
    "The computations took a lot of time !"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e105cdcf-bd7f-4247-8283-a815062b7f06",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sample size:  1\n",
      "    FRECHET\n",
      "    DTW\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.011198651436051836)\n",
      "Sample size:  2\n",
      "    FRECHET\n",
      "    DTW\n",
      "Sample size:  3\n",
      "    FRECHET\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.5614655106326288)\n",
      "    DTW\n",
      "Sample size:  4\n",
      "    FRECHET\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.0016083932966432476)\n",
      "    DTW\n",
      "Sample size:  5\n",
      "    FRECHET\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.5202396735991299)\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.0078455794677473)\n",
      "    DTW\n",
      "Sample size:  6\n",
      "    FRECHET\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.34890678946885384)\n",
      "    DTW\n",
      "Sample size:  7\n",
      "    FRECHET\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.3808974809043013)\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.18061162487346355)\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.7132671023921043)\n",
      "    DTW\n",
      "Sample size:  8\n",
      "    FRECHET\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.43373421020726965)\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.28755689791998357)\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.5570206540115176)\n",
      "    DTW\n",
      "Sample size:  9\n",
      "    FRECHET\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.5403723739655647)\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.14073407302744725)\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.522565049482862)\n",
      "    DTW\n",
      "Sample size:  10\n",
      "    FRECHET\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.27629012399375186)\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.462752635727296)\n",
      "    DTW\n",
      "Sample size:  11\n",
      "    FRECHET\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.31701651756979243)\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.5956418558767445)\n",
      "    DTW\n",
      "Sample size:  12\n",
      "    FRECHET\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.33557487971935174)\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.5553610627042874)\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.9418472824374541)\n",
      "    DTW\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.024012249123143384)\n",
      "Sample size:  13\n",
      "    FRECHET\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.47049293200846193)\n",
      "    DTW\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.0037039686918909354)\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.0020273592388316527)\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.02718411231672197)\n",
      "Sample size:  14\n",
      "    FRECHET\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.4549873844053189)\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.2519345099039173)\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.18086662623158994)\n",
      "    DTW\n",
      "Sample size:  15\n",
      "    FRECHET\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.26074900624923786)\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.23383492052503477)\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.19015423586919164)\n",
      "    DTW\n",
      "Sample size:  16\n",
      "    FRECHET\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.04089818268788508)\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.3901694439729381)\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.7049574774604248)\n",
      "    DTW\n",
      "Sample size:  17\n",
      "    FRECHET\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.24007209057552412)\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.014175845948179895)\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.48649742507264815)\n",
      "    DTW\n",
      "Sample size:  18\n",
      "    FRECHET\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.3597041273396209)\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.017351158341751886)\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.09969327110924221)\n",
      "    DTW\n",
      "Sample size:  19\n",
      "    FRECHET\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.3561464844409972)\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.27415351690020784)\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.1275775865170243)\n",
      "    DTW\n",
      "Sample size:  20\n",
      "    FRECHET\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.6075859218828924)\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.15868771609948992)\n",
      "WARNING: TRAJECTORY FUSION HAS NOT CONVERGED (#ITER = 15 - CV = 0.3956991194035766)\n",
      "    DTW\n"
     ]
    }
   ],
   "source": [
    "E = 20\n",
    "FRECHET = {'Almost straight': tkl.TrackCollection(), 'Moderate sinuosity': tkl.TrackCollection(), 'Switchbacks': tkl.TrackCollection()}\n",
    "DTW = {'Almost straight': tkl.TrackCollection(), 'Moderate sinuosity': tkl.TrackCollection(), 'Switchbacks': tkl.TrackCollection()}\n",
    "\n",
    "represent_method = tkl.MODE_REP_BARYCENTRE\n",
    "agg_method = tkl.MODE_AGG_MEDIAN\n",
    "constraint = False\n",
    "master = tkl.MODE_MASTER_MEDIAN_LEN\n",
    "itermax = 15\n",
    "\n",
    "for s in range(1, E+1):\n",
    "    print ('Sample size: ', s)\n",
    "    # create set\n",
    "    TAB = set()\n",
    "    while len(TAB) <= s:\n",
    "        n = randint(0, N-1)\n",
    "        TAB.add(n)\n",
    "\n",
    "    sets1 = tkl.TrackCollection()\n",
    "    sets2 = tkl.TrackCollection()\n",
    "    sets3 = tkl.TrackCollection()\n",
    "    for idx in TAB:\n",
    "        sets1.addTrack(tracks1[idx])\n",
    "        sets2.addTrack(tracks2[idx])\n",
    "        sets3.addTrack(tracks3[idx])\n",
    "\n",
    "    # ---------------------------------------------------------------------------\n",
    "    # Fréchet\n",
    "    p = float('inf')\n",
    "    mode = tkl.MODE_MATCHING_FRECHET\n",
    "    print ('    FRECHET')\n",
    "\n",
    "    central1 = tkl.fusion(sets1, master=master, dim=2, mode=mode, p=p, represent_method=represent_method,  agg_method=agg_method,\n",
    "                         constraint=constraint, verbose=False, iter_max = itermax)\n",
    "    FRECHET['Almost straight'].addTrack(central1)\n",
    "\n",
    "    central2 = tkl.fusion(sets2, master=master, dim=2, mode=mode, p=p, represent_method=represent_method,  agg_method=agg_method,\n",
    "                         constraint=constraint, verbose=False, iter_max = itermax)\n",
    "    FRECHET['Moderate sinuosity'].addTrack(central2)\n",
    "\n",
    "    central3 = tkl.fusion(sets3, master=master, dim=2, mode=mode, p=p, represent_method=represent_method,  agg_method=agg_method,\n",
    "                         constraint=constraint, verbose=False, iter_max = itermax)\n",
    "    FRECHET['Switchbacks'].addTrack(central3)\n",
    "\n",
    "    # ---------------------------------------------------------------------------\n",
    "    # DTW\n",
    "    p = 2\n",
    "    mode = tkl.MODE_MATCHING_DTW\n",
    "    print ('    DTW')\n",
    "    \n",
    "    central1 = tkl.fusion(sets1, master=master, dim=2, mode=mode, p=p, represent_method=represent_method,  agg_method=agg_method,\n",
    "                         constraint=constraint, verbose=False, iter_max = itermax)\n",
    "    DTW['Almost straight'].addTrack(central1)\n",
    "\n",
    "    central2 = tkl.fusion(sets2, master=master, dim=2, mode=mode, p=p, represent_method=represent_method,  agg_method=agg_method,\n",
    "                         constraint=constraint, verbose=False, iter_max = itermax)\n",
    "    DTW['Moderate sinuosity'].addTrack(central2)\n",
    "\n",
    "    central3 = tkl.fusion(sets3, master=master, dim=2, mode=mode, p=p, represent_method=represent_method,  agg_method=agg_method,\n",
    "                         constraint=constraint, verbose=False, iter_max = itermax)\n",
    "    DTW['Switchbacks'].addTrack(central3)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa71737f-16b8-4d78-82a7-61cc5317dbe4",
   "metadata": {},
   "source": [
    "The figure presents all aggregated trajectory for $N'$ = 3, 20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "126f2808-213b-4adb-8d78-f5cb0c2279c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "T = [3, 20]\n",
    "\n",
    "plt.figure(figsize=(15, 10))\n",
    "plt.subplots_adjust(top=0.8, wspace=0.2, hspace=0.5)\n",
    "\n",
    "for i in range(len(T)):\n",
    "    for s, title in enumerate(SHAPES):\n",
    "        ax = plt.subplot2grid((len(T), len(SHAPES)), (i, s))\n",
    "    \n",
    "        c = FRECHET[title][i]\n",
    "        ax.plot(c.getX(), c.getY(), label=\"Fréchet\", color=\"mediumturquoise\", linewidth=2.0)\n",
    "        c = DTW[title][i]\n",
    "        ax.plot(c.getX(), c.getY(), label=\"DTW\", color=\"deeppink\", linewidth=2.0)\n",
    "        \n",
    "        ax.plot(sentiers[s].getX(), sentiers[s].getY(), label='path', color='darkgrey', linestyle='--')\n",
    "        ax.legend()\n",
    "        title = title + \", N'=\" + str(T[i])\n",
    "        ax.set_title(title)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7727551f-b530-40fc-a473-6a07867a386f",
   "metadata": {},
   "source": [
    "## Step 4: Evaluate error between the aggregated and ground truth track"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b5e4844-6281-45ab-b904-34cf85dcacd8",
   "metadata": {},
   "source": [
    "### Position error measurement\n",
    "\n",
    "We compute the distance $pointwise L_2$ (*Root Mean Square Error*) by finely resampling both the aggregated and ground truth trajectories from 120 to 1,000 points, ensuring one point every 30 cm over 300 meters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "cbfdc5b7-d2dc-4e82-a36c-32211dc5f349",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def rmse(central, sentier):\n",
    "    central.resample(npts=1000, mode=1)\n",
    "    sentier.resample(npts=1000, mode=1)\n",
    "    m = min(sentier.size(), central.size())\n",
    "    \n",
    "    # compute the distance NearestNeighbour\n",
    "    return tkl.compare(central[0:m], sentier[0:m], tkl.MODE_COMPARISON_POINTWISE, p=2)\n",
    "\n",
    "TSS = []\n",
    "T1F=[]; T2F=[]; T3F=[]\n",
    "T1D=[]; T2D=[]; T3D=[]\n",
    "for s in range(0, E):\n",
    "    TSS.append(s+1)\n",
    "    T1F.append(rmse(FRECHET['Almost straight'][s], sentier1))\n",
    "    T2F.append(rmse(FRECHET['Moderate sinuosity'][s], sentier2))\n",
    "    T3F.append(rmse(FRECHET['Switchbacks'][s], sentier3))\n",
    "    T1D.append(rmse(DTW['Almost straight'][s], sentier1))\n",
    "    T2D.append(rmse(DTW['Moderate sinuosity'][s], sentier2))\n",
    "    T3D.append(rmse(DTW['Switchbacks'][s], sentier3))\n",
    "\n",
    "\n",
    "plt.figure(figsize=(15, 3))\n",
    "plt.subplots_adjust(top=0.8, wspace=0.2, hspace=0.5)\n",
    "    \n",
    "ax1 = plt.subplot2grid((1,3), (0,0))\n",
    "ax1.plot(TSS, T1D, label=\"Fréchet\", color=\"mediumturquoise\")\n",
    "ax1.plot(TSS, T1F, label=\"DTW\", color=\"deeppink\")\n",
    "ax1.set_xlabel('sample size')\n",
    "ax1.set_ylabel(\"RMSE\")\n",
    "ax1.set_title('Almost straight')\n",
    "ax1.legend()\n",
    "\n",
    "ax2 = plt.subplot2grid((1,3), (0,1))\n",
    "ax2.plot(TSS, T2D, label=\"Fréchet\", color=\"mediumturquoise\")\n",
    "ax2.plot(TSS, T2F, label=\"DTW\", color=\"deeppink\")\n",
    "ax2.set_xlabel('sample size')\n",
    "ax2.set_ylabel(\"RMSE\")\n",
    "ax2.set_title('Moderate sinuosity')\n",
    "ax2.legend()\n",
    "\n",
    "ax3 = plt.subplot2grid((1,3), (0,2))\n",
    "ax3.plot(TSS, T3D, label=\"Fréchet\", color=\"mediumturquoise\")\n",
    "ax3.plot(TSS, T3F, label=\"DTW\", color=\"deeppink\")\n",
    "ax3.set_xlabel('sample size')\n",
    "ax3.set_ylabel(\"RMSE\")\n",
    "ax3.set_title('Switchbacks')\n",
    "ax3.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b82cc37-1e3e-4e99-8474-6fdad5f43d80",
   "metadata": {},
   "source": [
    "### Shape deviation measurement\n",
    "\n",
    "Let's start by aligning the aggregated track with the reference track to abstract away from position issues. Then, we finely resample both the aggregated and ground truth trajectories from 120 to 1,000 points, ensuring one point every 30 cm over 300 meters. Finally, we compute the distance *NearestNeighbour* for all positions to estimate shape deviation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e212bcc3-d955-4cce-b628-1de1b8f24057",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def shapeDeviationMeasure(central, sentier):\n",
    "    # Align the aggregated track with the reference track\n",
    "    tkl.mapping.mapOn(central, sentier, verbose=False)\n",
    "\n",
    "    # resample to 1000 points\n",
    "    central.resample(npts=1000, mode=1)\n",
    "    sentier.resample(npts=1000, mode=1)\n",
    "\n",
    "    # compute the distance NearestNeighbour\n",
    "    return tkl.compare(central, sentier, tkl.MODE_COMPARISON_NN, p=2, verbose=False)\n",
    "    \n",
    "\n",
    "TSS = []\n",
    "T1F=[]; T2F=[]; T3F=[]\n",
    "T1D=[]; T2D=[]; T3D=[]\n",
    "for s in range(0, E):\n",
    "    TSS.append(s+1)\n",
    "    T1F.append(shapeDeviationMeasure(FRECHET['Almost straight'][s], sentier1))\n",
    "    T2F.append(shapeDeviationMeasure(FRECHET['Moderate sinuosity'][s], sentier2))\n",
    "    T3F.append(shapeDeviationMeasure(FRECHET['Switchbacks'][s], sentier3))\n",
    "    T1D.append(shapeDeviationMeasure(DTW['Almost straight'][s], sentier1))\n",
    "    T2D.append(shapeDeviationMeasure(DTW['Moderate sinuosity'][s], sentier2))\n",
    "    T3D.append(shapeDeviationMeasure(DTW['Switchbacks'][s], sentier3))\n",
    "    \n",
    "\n",
    "plt.figure(figsize=(15, 3))\n",
    "plt.subplots_adjust(top=0.8, wspace=0.2, hspace=0.5)\n",
    "    \n",
    "ax1 = plt.subplot2grid((1,3), (0,0))\n",
    "ax1.plot(TSS, T1D, label=\"Fréchet\", color=\"mediumturquoise\")\n",
    "ax1.plot(TSS, T1F, label=\"DTW\", color=\"deeppink\")\n",
    "ax1.set_xlabel('sample size')\n",
    "ax1.set_ylabel(\"Nearest Neighbor distance (m)\")\n",
    "ax1.set_title('Almost straight')\n",
    "ax1.legend()\n",
    "\n",
    "ax2 = plt.subplot2grid((1,3), (0,1))\n",
    "ax2.plot(TSS, T2D, label=\"Fréchet\", color=\"mediumturquoise\")\n",
    "ax2.plot(TSS, T2F, label=\"DTW\", color=\"deeppink\")\n",
    "ax2.set_xlabel('sample size')\n",
    "ax2.set_ylabel(\"Nearest Neighbor distance (m)\")\n",
    "ax2.set_title('Moderate sinuosity')\n",
    "ax2.legend()\n",
    "\n",
    "ax3 = plt.subplot2grid((1,3), (0,2))\n",
    "ax3.plot(TSS, T3D, label=\"Fréchet\", color=\"mediumturquoise\")\n",
    "ax3.plot(TSS, T3F, label=\"DTW\", color=\"deeppink\")\n",
    "ax3.set_xlabel('sample size')\n",
    "ax3.set_ylabel(\"Nearest Neighbor distance (m)\")\n",
    "ax3.set_title('Switchbacks')\n",
    "ax3.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0db575c5-9c48-4e61-9bcf-67824f8510b4",
   "metadata": {},
   "source": [
    "## To add to the gallery"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "3e6f2db1-9cf2-4761-be14-11df75e88226",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "nbsphinx-thumbnail"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x1080 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "color = cm.rainbow(np.linspace(0, 1, 50))\n",
    "\n",
    "plt.figure(figsize=(15, 15))\n",
    "plt.subplots_adjust(top=0.8, wspace=0.2, hspace=0.2)\n",
    "\n",
    "ax = plt.subplot2grid((3,3), (0,0))\n",
    "ax.plot(sentier1.getX(), sentier1.getY(), 'c-')\n",
    "ax.set_title('Almost straight - raw data')\n",
    "ax.set_xlabel(''); \n",
    "ax.set_ylabel('')\n",
    "ax.grid()\n",
    "\n",
    "ax = plt.subplot2grid((3,3), (0,1))\n",
    "ax.plot(sentier2.getX(), sentier2.getY(), 'c-')\n",
    "ax.set_title('Moderate sinuosity - raw data')\n",
    "ax.set_xlabel('')\n",
    "ax.set_ylabel('')\n",
    "ax.grid()\n",
    "\n",
    "ax = plt.subplot2grid((3,3), (0,2))\n",
    "ax.plot(sentier3.getX(), sentier3.getY(), 'c-')\n",
    "ax.set_title('Switchbacks - raw data')\n",
    "ax.set_xlabel('')\n",
    "ax.set_ylabel('')\n",
    "ax.grid()\n",
    "\n",
    "ax = plt.subplot2grid((3,3), (1,0))\n",
    "ax.plot(sentier1.getX(), sentier1.getY(), 'c-')\n",
    "for (i, t) in enumerate(tracks1):\n",
    "    ax.plot(t.getX(), t.getY(), c=color[i])\n",
    "    if i > 5:\n",
    "        break\n",
    "ax.set_title('Almost straight - realistic traks')\n",
    "ax.set_xlabel('')\n",
    "ax.set_ylabel('')\n",
    "ax.grid()\n",
    "\n",
    "ax = plt.subplot2grid((3,3), (1,1))\n",
    "ax.plot(sentier2.getX(), sentier2.getY(), 'c-')\n",
    "for (i, t) in enumerate(tracks2):\n",
    "    ax.plot(t.getX(), t.getY(), c=color[i])\n",
    "    if i > 5:\n",
    "        break\n",
    "ax.set_title('Moderate sinuosity - realistic traks')\n",
    "ax.set_xlabel('')\n",
    "ax.set_ylabel('')\n",
    "ax.grid()\n",
    "\n",
    "ax = plt.subplot2grid((3,3), (1,2))\n",
    "ax.plot(sentier3.getX(), sentier3.getY(), 'c-')\n",
    "for (i, t) in enumerate(tracks3):\n",
    "    ax.plot(t.getX(), t.getY(), c=color[i])\n",
    "    if i > 5:\n",
    "        break\n",
    "ax.set_title('Switchbacks - realistic traks')\n",
    "ax.set_xlabel('')\n",
    "ax.set_ylabel('')\n",
    "ax.grid()\n",
    "\n",
    "ax = plt.subplot2grid((3, 3), (2,0))\n",
    "c = FRECHET['Almost straight'][10]\n",
    "ax.plot(c.getX(), c.getY(), label=\"Fréchet\", color=\"tab:red\")\n",
    "c = DTW['Almost straight'][10]\n",
    "ax.plot(c.getX(), c.getY(), label=\"DTW\", color=\"tab:blue\")\n",
    "ax.plot(sentier1.getX(), sentier1.getY(), color='darkgrey', linestyle='--', label='path')\n",
    "ax.legend()\n",
    "title = \"Almost straight, aggregated track 10\"\n",
    "ax.set_title(title)\n",
    "\n",
    "ax = plt.subplot2grid((3, 3), (2,1))\n",
    "c = FRECHET['Moderate sinuosity'][10]\n",
    "ax.plot(c.getX(), c.getY(), label=\"Fréchet\", color=\"tab:red\")\n",
    "c = DTW['Moderate sinuosity'][10]\n",
    "ax.plot(c.getX(), c.getY(), label=\"DTW\", color=\"tab:blue\")\n",
    "ax.plot(sentier2.getX(), sentier2.getY(), color='darkgrey', linestyle='--', label='path')\n",
    "ax.legend()\n",
    "title = \"Moderate sinuosity, aggregated track 10\"\n",
    "ax.set_title(title)\n",
    "\n",
    "ax = plt.subplot2grid((3, 3), (2,2))\n",
    "c = FRECHET['Switchbacks'][10]\n",
    "ax.plot(c.getX(), c.getY(), label=\"Fréchet\", color=\"tab:red\")\n",
    "c = DTW['Switchbacks'][10]\n",
    "ax.plot(c.getX(), c.getY(), label=\"DTW\", color=\"tab:blue\")\n",
    "ax.plot(sentier3.getX(), sentier3.getY(), color='darkgrey', linestyle='--', label='path')\n",
    "ax.legend()\n",
    "title = \"Switchbacks, aggregated track 10\"\n",
    "ax.set_title(title)\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
