{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "396318f1-442c-4ac3-b364-1fbcb0d8d382",
   "metadata": {},
   "source": [
    "# white noise process\n",
    "\n",
    "# Create noise simulation on a track\n",
    "\n",
    "This tutorial is going to show how generate noise simulation to create synthetic tracks. .\n",
    "<br/>\n",
    "<div class=\"alert alert-block alert-info\" style=\"padding:1em\">\n",
    "    \n",
    "```python\n",
    "  amplitude = 2\n",
    "  kernel = tkl.GaussianKernel(50)\n",
    "  noised_track = track.noise(amplitude, kernel, cycle=True, force=True)\n",
    "```\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a3a54bc-1b96-443b-b7c4-68ec0d769ed4",
   "metadata": {},
   "source": [
    "## As usual, let's start by defining our environment\n",
    "\n",
    "The first task is only useful for the online notebook and import the local tracklib code source. It's not necessary if tracklib is installed from PyPI."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "09942818-c67c-43a7-af6b-5ebfe84d376b",
   "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"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad14902d-487d-4e34-8d90-ff06bafe9520",
   "metadata": {},
   "source": [
    "The following two imports are necessary for the tutorial:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8c9f4043-1f0e-4b09-81c2-5a1818a53d13",
   "metadata": {},
   "outputs": [],
   "source": [
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "from random import random, randint"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "987c2786-1d17-4009-9785-768d943b4323",
   "metadata": {},
   "source": [
    "## Three data: a building, a circle and a path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "397769f5-9956-4a5f-9a6e-64f4242275b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([], [])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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DKkZGsIKqcwVFBaQmsJOcARWjUklAUwRXUFRIMgMq/cq64D4oKqRWiceASi1Dl7gPigpJCAG5xH1QqWZogvugqLAUWbDESzN/5ApXUFRMihzv3XgMqJgZuuA+KCosucSd5KlW1iQ+xaPCUmTBfVBpVtYF90FRYSmy4DyoNDN0rqCouOSSYImXZmXNX0G5LldRVDyKzI2aqRZONNhrMqCoePxtBvG9HgMqZpxoQEUmlwR3kqcZJxpQUXmeh7VNO/oaiAMDKmaGzokGVExXbjexvOHgrReM2F6TARWzssYVFBXTB3M1KDLw5oVybK/JgIpZWefVU1Q8ruvhw7kaXn7KQF+ZJV5qRXPJWeJRgfzi5h7Wthx86eX4Vk8AAyp2vLyTiuiDuRpUReCLz8XXfwIYULFrPcXjCoqKwXE9/NcnNbz2rB7rEzyAARU7XQ2f4nEFRcXw6bU9bD5w8e5FM/bXZkDFTJIEh9ZRoXw4V4OuCbz6rB77azOgElDm2F8qCNvx8NEnNbzxvAFdjT9OGFAJMDRenEDF8LP/a+DBrovLF+N9ehdiQCWgzJErVBAfzNVgGgKvPBXv07sQAyoBZY1jfyn/mpaHH/13DW9eKENVRCIfgwGVAEPnxQmUfz/9ZR27DQ/vJlTeAQyoRJR5cQIVwAdzNfSbEl76QvxP70IMqATw6inKu0bTxY//t463XyxDLiVT3gEMqEQYOvdBUb795OcNNPaSLe8ABlQiDE3CnuXBiXGyIFGafDi3i4F+Cc+f0xL9OAyoBIQjV+qcS045VGu4+MnPG3j7xTJKUnLlHcCASoQRDK1jH4ry6Mf/U0fT8vCll+M/e7cfAyoBraF1XEFR/vzw410Mnyjh6bNq4h+LAZWAaOxvj8/jeZ6He/cdfHqtwWkKlIjtmouPf9XA5YtlSAmXdwAgJ/4RCii6OCHBFVTT8nBr2cLNxSZuLrZ+3Nrxg+kH3zyO73/1eGIfn4rpR5/WYDtI/OldiAGVgDivnvI8D3fvOW1B5IfRwqqN8PJiTRE4M67g9ecNTFVU/N2/bmHzgfPEH5tovw8+rmFsSMbs6eTLO4ABlYjHvbyz1nBxc9HCZ0udYbTbthIbG5IxVVFw+WIZZ8dVTFUUjA/LHU9T/uk/H3T8f4jisLXt4GdXGvjel/shRPLlHcCASkR0ccIhKyjH9bC0ZneUZjcX/TvFQqYuMFVR8f4lE1MVBVMVFWfHlc81UrWsS9itswdF8frokxpct3flHcCASkT0FG/Pw/0dJwqgz5Ys3Fi0cGvJwp7lr3AkAVRHZMye1vC115UojE4NlB77u5RpCI57odh9OFfDxCl/Bd8rDKgEaIqAJIB/+Pct/O2/bEW/frxPwnRFwW++1RcF0elRGVrMkwhNXcL9HQYUxWd9y8an1/fwu1/rXXkHMKASIYTAd987hs0HDqYqfp9ouqLiZL/Uk09uWZewtG4n/nGoOD76pA7PQyIXIzwMAyohv/+dk0f2sVniUdw+mNvFVEXB6bHelXcAN2rmkt8k51M8isfdezZ+cbPZ0+Z4iAGVQ6bhT1OwOU2BYvDhXA0AErsY4WEYUDlk6rx+neLzwVwNs5MqKsO9Le8ABlQulQ1ev07xWFy1cPVO80hWTwADKpfMYDMnN2vSk/rgCMs7gAGVS2awgtpliUdP6MO5Gp6ZUnFq4Gge+DOgcijayc4nefQEbi1buLlk9XzvUzsGVA5FJR5XUPQEPpzbhRDAOy8dTXkHcKNmLoUrKPag6FHUGy4W12wsrFpYWLXxHz/exYUZDYPHS0f2nhhQOWTyKR4dYq8ZhpCNxTUbi0EYLa7Z2LjfOUNs8HgJv/XesSN6pz4GVA7pqn9YmSuoYmpaHpbXbSysWVhc9cNoYdX/+dpWZwid6JNQPaXg5ad0VEdkVEYUVIdlVIblaGzQUWJA5ZAQAmVdsAeVY7bjh9DiamcQLa5ZWL3nRNNWAaDflFAZlnHhvIbqiILKsByFUZ9x9CH0MAyonDINiSVexjmuP+45KsNWLSwE5dnKhg237fuPaQhUhxU8fVbDV16VURlWghCS0W8eXQ/pSTGgcsrkVM3MWNuycWelVYYtrFpYXLOxvG7DbqvIdE2gOizj3ISKdy+W/QAKguh4X29G+fQaAyqnyobEEi8DPr3awB/91Wr0vzVFoDIs48yYgjculP1+0IiM6oiCgR7NE0sTBlROmbrA5jYDKu22a/7n6I+/P4BLT+sYPF7qyX1zWZHuDhk9trIhcZpBBujBDUCTp2QMn5QZTvswoHKKPahs0IN59I0mH2h0w4DKKVMXvBsvA4xgBVV/xDsUi4IBlVNlQ0LT8mDZ/IufZprqBxRXUN0xoHLKjPH6dUqOHgbUHj9P3TCgcso0ggPDLPNSTdf8L8HwIlfqxIDKqfCK9Bob5almRCsoBlQ3DKic4tjfbCiVBBQZqLMH1RUDKqeimVDsQaWerkrsQR2CAZVTnAmVHboq+BTvEAyonGKJlx26JtiDOgQDKqfKBku8rPBXUPw8dcOAyilNEShJLPGywO9B8fPUDQMqp4QQMDlyJRN0TaDBfVBdMaByrKwL9qAyQFfZgzoMAyrHOPY3G9iDOhwDKsfKusSd5Bmga+xBHYYBlWOmLrDDHlTqcR/U4RhQOcYSLxsMzQ8o1+Xnaj8GVI6xxMuGcKomJxocxIDKMZOXd2YCh9YdjgGVY6YhwbL9q7ApvcKLE9goP4gBlWNlTtXMhGgmFLcaHMCAyjEzHLnCPlSq8WaXwzGgcixcQXHsb7qxxDscAyrHWjOhuIJKM51N8kMxoHIsDCg+yUu38OIETtU8iAGVY9HY3zq/M6cZV1CHY0DlGEu8bODtwodjQOWYyaunMkHjNoNDMaByTJEBuQTs8CleqmmKgBDAHku8AxhQORZO1eQKKt2EENA40aArBlTOlXWJPagMMDhVsysGVM6ZusAOV1Cpp6sCdfagDmBA5RxnQmUDp2p2x4DKOZZ42cCpmt0xoHLO5M0umaBrDKhuGFA559+Nx7/4aedf3slvJPsxoHIuLPE8jyGVZizxumNA5ZypC9gOp2qmHQOqOwZUzpUNzoTKAl0TLPG6YEDlnMmxv5mgqxJXUF0woHKubPgHUbkXKt10zS/FbYefp3YMqJwLV1DcTZ5u0UwobtbswIDKuWgmFAMq1YxgqiaPu3RiQOVcOFWTPah04wqqOwZUzrVKPP7FTzPeLtwdAyrneHlnNoQrKA6t68SAyjlVEVBkBlTaRT0o7oXqwIAqAFOXeLNLyvFml+4YUAXgHxjmd+Y04+3C3TGgCqCsC5Z4KafzZpeuGFAFwBIv/aLbhVnidWBAFQBLvPQzuA+qKwZUAbDES79SyX/aWucKqgMDqgDKvDghEzSFI1f2Y0AVQJ8uYafOqZppp2sSN2ruw4AqgLIhwXWBPU7VTDVO1TyIAVUA0YFhPslLNV0T3Em+DwOqAKIDw2yUp5rBqZoHMKAKgDOhsoF34x3EgCqA1kwo/uVPM10V3Ae1DwOqADj2Nxv8Jjk/R+0YUAUQlXjsQaWaf7swV1DtGFAFwBIvG9iDOogBVQDhCmqXJV6qhfuguKG2hQFVAHJJQFMEDwynXDjRgBtqW+SjfgPUG2VDsMRLmd26i5UNG0vrNpbXbfz0F3UA/kQDXT3iN5cSDKiCMHWOXOk1x/GwtuVEAbS8bmN5o/Xz+zudnw/TEHhpVkNfmYVNiAFVEP7QOgZU3HZqbmcArQcrog0bdzdsOG1/5CUJODUoY2xQxlsvlDE2JGNsSMZ48OMxBtMBDKiCYIn3eGzHw917fvCsbDgHwmi71hn6/aaEsSEZs5MqLr/UGULDJ0oolcQR/ZdkEwOqIMq6hOU1+6jfRup4nocHu27nCqitDFu958Bty3W5BIwO+oHz1JkyRgdbATQ6JKPP4CooTgyogugzpMIeFm5a/iqovSHd/s/uvpXlyWP+KuiZKQ3vXwoCKAiiwRMllCSugnqFAVUQZV3k9rCw53nY2nE7e0Bt/6xtOWjfWqTIiPo+z05rHX2gsUEZhs5VUFowoAqirPtjfz3PgxDZWwE0Le/QFdDShn3giMjg8RLGhmRcOLcvgIZkDPSXIHEVlAkMqIIwdQmu5++xMfT0fXF6nod7D9yuK6CldRsb952O36+rIgqcF2b1jgAaHSxBV7kKygMGVEGYhh9Kuw33yEqYRtM9uPpZt7G84WBl3e7YQS0EMBSsgl5+qjOAxoZknDwmZXIlSI+GAVUQZT2caJDcVgPX9bBx/+Cj+KV1v0F970FnD8zQBMaHZVRHZFx6Wu8IoNEBGarCACo6BlRBhDOhnnSzZq3Rtgra1xNa2bBhte1kkAQwfNJfBb32rNERQONDMvpNroLo4RhQBdFe4j2M43pY23QONKFXgp9vdTmeMTYk4+y4gtefMzoCaGRAhiIzgOjxMaAKor3E26kf/kj+7j0bdls/WpKAUwN+4LzJ4xnUYwyogghnQv353693lGFAcDxjUMa5CRVvv1juCKCRkzyeQUeHAVUQIydL+NY7ffBcdKyCeDyD0owBVRCSJPCHvz1w1G+D6JHwWycRpRYDiohSiwFFRKnFgCKi1GJAEVFqMaCIKLUYUESUWgwoIkotBhQRpRYDiohSS3je5x9gJoRYA3A7ubdDRAV12vO84f2/+EgBRUTUSyzxiCi1GFBElFoMKCJKLQYUEaUWA4qIUosBRUSpxYAiotRiQBFRajGgiCi1/h/t4OZMUDnX5gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "param = tkl.TrackFormat({'ext': 'WKT', 'id_wkt': 0, 'separator': ',', 'header': 1})\n",
    "\n",
    "batis = tkl.TrackReader.readFromFile(\"../../../data/radial/bati_bdtopo.wkt\", param)\n",
    "#bati1 = batis[234]\n",
    "bati = batis[305]\n",
    "\n",
    "plt.figure(figsize=(5, 5))\n",
    "plt.plot(bati.getX(), bati.getY(), color=\"royalblue\", linestyle='-')\n",
    "plt.xticks([]) \n",
    "plt.yticks([]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8226a9af-aebe-410c-a6b7-45894c9a83a0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated track from 24/04/2025 02:45:54 to 24/04/2025 03:45:54 [719 pts, 62.74m]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAASgAAAEhCAYAAADMCD3RAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAfYElEQVR4nO3de5yN1f4H8M+eiwlhMC5jyBiGknELlbuKqZAS0v0kp9tR51edTqeTLkqqU0o3l3SlVMqtkoiEUjEYjLtGinE3hsGMGbN/f3zOPpowzNiz13qe5/N+vfbrOWeq1/4aM5+9nvWs9V0+v98PEREbhZkuQETkZBRQImItBZSIWEsBJSLWUkCJiLUUUCJirYji/MsxMTH++Pj4UipFRLxqyZIlu/1+f7U/f71YARUfH4+UlJTgVSUiAsDn820+0dd1iyci1lJAiYi1FFAiYi0FlIhYSwElItZSQImItRRQImItBZSIWEsBJSLWUkCJiLUUUCJiLQWUiFhLASUi1lJAiYi1FFAiYi0FlIhYSwElItZSQImItRRQImKtYvUkFw/LywN27QJ27AB27gT27gUOHACys4+98vKAo0eBggK+/H6gTBngrLP4iooCzj4bqFIFqFyZ1ypVgJo1gYoVAZ/P9J9SLKOAEvL7gd9+A1avBjZuBH79Fdi0idfNmxlIRTnrLIZRWBgQHs4rABw5AuTmAjk5Rf/3Z58NxMUBtWsDdeoAiYlAw4Z8NWgAlCsXjD+lOIwCyotycoDUVGDxYmDpUmDVKmDNGo6CAsqWBeLjgXr1gAsvBGJjgRo1gOrV+apaFahQgcFSvjwQcYofJb+fI6wDB4DMTAbe3r3Anj3Atm3A1q3Ali18zZwJvPde4f8+IQFo3rzwq3ZtjbpcTgHlBRkZwLx5wPz5wE8/AWlpQH4+/1n16kCTJsBttwHnn89XYiK/Hsxffp+PI6yqVfk6lexsYMMGYP16YN061pyaCkyefOzfiYsD2rYF2rXjtXlzIDIyeDWLcT6/33/a/3KrVq38OhfPAbKygG++AWbNAr77jr/oAEc8F14ItG597BUX56xRyIEDwMqVHPktXAj88ANvTQH++Tp3Brp25atRI2f92TzM5/Mt8fv9rY77ugLKJdasAb78Epg+nb+0+flApUpAhw78pe3UiSOMU92KOdGWLfwzz53LYE5P59fr1AF69gSuuYZ/fo2urKWAcqNVq4BPP+Vr9Wp+rWlToHt34MorgYsucmcgnUp6OoPq6685n3X4MBAdze/LtdfyexMVZbpK+QMFlFts3QqMGweMH89Rk8/HUVK/fkCvXpw4lmMOHQJmzwamTgU+/5yT8tHRQN++wI038nsXpuWApimgnCwnB5g2DXj3XY4MCgqA9u2B/v2B3r35hE1OLT8fmDMH+PBDTrYfPAiccw5w++18xcWZrtCzFFBOtHkzMHo0MHYsP/nr1AFuvZWvBg1MV+dsBw9yRBUI/fBwoEcP4M47geRkjapCTAHlFH4/n7y9+ip/gQDeut19N3DppfrFKQ3p6fwQeOcdrpJPTATuv58fBFogGhInCyj9tNuioACYMoUT25dcAnz/PfDww1zNPXkyH5srnEpHQgLw7LPA778DH33EOap77uGIdfBgbu8RI/QTb1p+PldNN27M+aQ9e4AxY/jLMmwY50gkNMqU4bzezz8DCxZwacKwYVxN/8ADXPEuIaWAMqWgAJgwATjvPK7iLlsW+Phjrpq+4w7ubRMzfD4+hJg8mX8f/frxljshAfj737kyX0JCARVqfj8feTdrxsfc5crxCd3SpcB113GyVuyRmMgR7rp1wPXXA2+8wQcUgwcD+/ebrs71FFChtGQJ0LEjVzbn5QGffAIsWwZcdZW2ZNiufn1Ooq9bB1x9NfDMM/za66+zY4OUCgVUKGRk8DaudWtufh0zhptf+/XTxLfT1K/PW/PFi4GkJODee3mdNct0Za6k347SlJ8PDB/OnkYTJgD//Cc37t5xhze3oLhJq1Zc9Dl9Om/bk5O5jSawcVmCQgFVWhYt4ojpH/8AunThXrnnnmPnSHEHn4/7+lau5C3fjBnAuefy7zkvz3R1rqCACrYDB4BBg7ieadcuPgn6/HPeGog7RUUB//43sHYtcPnlwCOPsK1NaqrpyhxPARVM8+axm8DIkQyp1as5Ia4JcG845xx+IE2axHnH1q2Bxx5jy2MpEQVUMBw+zK0RXbpwmcCCBVw3o9s5b+rdmx9ON9wADB3KoEpLM12VIymgztSKFUDLlsCIEdwesXw5W9CKt1WpArz/PpsI7tjBSfXXXuOEupw2BVRJ+f3AqFFAmzbHWuy+/joPEBAJ6N6dk+iXXQbcdx///86dpqtyDAVUSezbx4Zn99zD27rUVP4AipxI9erAF19wFfrcuRxxL1xouipHUEAV16pVHK5Pmwb85z9cB1O9uumqxHY+Hz/QfvyR+yw7deI8pW75iqSAKo7Jk/n4+OBB9mx66CGtBJfiad4cSEkBrriCG4+vv55tieWE9Nt1OgoK+Lj42mt5htySJZoIl5KLjuaG8WHDgIkTuT9z61bTVVlJAXUqhw+zy8DQocDAgVzrVKuW6arE6cLCuKBz2jRuQG7Thh98UogCqii7drHN7qRJwEsvAW++qeOKJLh69uSZfhERPGFm6lTTFVlFAXUyGzbwOO1ly3ju3P33a0W4lI6mTbl3s2lTTiOMHWu6ImsooE4kNZVzTPv2Ad9+yx8akdJUowa7IyQns9vF0KF6wgcF1PEWLuRR4WedxYMLLr7YdEXiFeXLc07q5pv5UOa++/iAxsPUlOiPZs/mEU+1avHTTAcWSKhFRrLFcLVqnPfMzeXZiB5dzqKACpg5k+HUsCG7I9asaboi8aqwMODFF3mQxjPPsPHh2LGe7FevgAI4Wrr6ap6wMmcON3qKmOTzAU8/zad7Q4YAR4+yJ7rHQkoBNW8eH/U2aMANvwonsYXPBzz5JEPqsce4xGXMGE89TfZ2QP38M3eXx8dz5BQTY7oikeMNHgzk5PB2LzoaeP55z4SUdwNq7VqGU82aDCdt+BWbPf00l7288AJQuTJXoXuANwNq61auNwkP5+R4bKzpikSK5vOx+0FWFvufx8QAf/2r6apKnfcCat8+7iTfu5fzTzrMQJwiLIwT5Xv2AHffzWUwycmmqypV3lpckZ/Pjb9r1wJTprBxmIiTREbyROomTdg0ccUK0xWVKm8F1AMPcI3TqFHqgCnOVaECe51XrMh51IwM0xWVGu8E1JgxbFp///3A7bebrkbkzNSuzW6umZlAnz6uPdrKGwG1YAHPqbvySj4FEXGDZs24LebHH9md04XcH1DbtwP9+gEJCcCECZ5biSsu16cP8K9/8Q7BhW1a3B1Q+fns+ZyVBXz2GVCpkumKRIJv6FCgWzfeJaSkmK4mqNwdUI8/zsMNRo8GkpJMVyNSOsLDgY8+Yk+p/v2B/ftNVxQ07g2ob74Bnn2Wi9luucV0NSKlq0oVTmFs2sQ1Ui5pdufOgNqzB/jLX9id4JVXTFcjEhrt23Nz8YQJPHbdBdwXUH4/cOedPPDgww/ZU0fEK/79b3aEHTSIoymHc19AjRvHU1iGDgVatDBdjUhohYdz9BQWBgwY4PiWwe4KqIwMrgfp2BF48EHT1YiYcc45wMsv8wHRyJGmqzkj7gkovx/429+4ovbtt7XeSbxtwABuin/4YWDjRtPVlJh7AmrSJB56+NRT7I4p4mU+HxduRkY6+qmeOwIqM5OTghdcwL12IgLExbEL5+zZwMcfm66mRNwRUE88wad2Y8eyf7OI0F13Aa1asZPHvn2mqyk25wfUihXAG2/wL0JP7UQKCw/nToqdO9nb3GGcHVB+P3DvvezR/PTTpqsRsdMFF3AeatQoYNUq09UUi7MDauJEYP583mfruCiRkxsyhA3uHnrIdCXF4tyAOnKEq2abNgUGDjRdjYjdqlblLd6MGewq6xDODaixY4H0dG4I1ponkVMbNIh90R58kCcVO4AzAyo7m+udOnXiYjQRObWoKH6gp6Xx4AUHcGZAjRjBpxLPPeeZE1ZFgqJPH06LDBnCho6Wc15A7d8PvPQScNVVwEUXma5GxFnCwhhO69ez24flnBdQI0dy5bgD13SIWKFXL64ZfOopIC/PdDVFclZAHTwIDB/O01RbtzZdjYgz+XxsbJeezqU6FnNWQI0dC+zeDTz2mOlKRJytRw92nH3hBas3EjsnoPLzOTneoQPQrp3pakScLSyMizaXL2f/fks5J6CmTQM2b1a3ApFgueEGIDbW6sNsnRNQr7wCxMfz6Z2InLmoKHagnT3b2j16zgiopUt5fPm992rVuEgw3X47g2r0aNOVnJAzAmr0aKBcObYxFZHgiYkB+vblYSPZ2aarOY79AZWdzVNT+/UDoqNNVyPiPnfdxQXQH31kupLj2B9Qn37KkFLHApHS0bYtkJQEvPmm6UqOY39AvfUW0KgRv4kiEnw+H3DbbUBKCrB2relqCrE7oDZsABYu5ESeNgWLlJ7+/bk2avx405UUYndABVpCXH+92TpE3C42FujaFfjgA6tOI7Y7oD7+GGjfHqhd23QlIu53883Ab78B339vupL/sTeg0tK4eKx/f9OViHhDr15cEzV5sulK/sfegJo4kffEffqYrkTEG84+G+jWDZgyxZoNxPYG1BdfcFNwjRqmKxHxjmuu4W3e0qWmKwFga0Bt2QKkprIlhIiETs+e3E42ZYrpSgDYGlDTp/OqgBIJrZgY3rl89ZXpSgDYGlBffgnUq8eGWiISWsnJwLJlPJjEMPsCKi8PmDsXuPxyLc4UMaFbN15nzzZbB2wMqJQU9h6/5BLTlYh4U4sWPInYghOI7QuouXN57dzZaBkinhUeDlx6KUdQhpcb2BlQSUmcrBMRMzp0ALZu5ZIDg+wKqPx8bg7u1Ml0JSLeFjiY5IcfjJZhV0CtWgUcOqTWKiKmJSVxZbkC6g8WLeJVh3KKmBURAVx0kQKqkMWLgcqVgfr1TVciIm3a8K4mN9dYCXYF1KJF/KZo/ZOIec2acV549WpjJdgTUHl5/Ea0aGG6EhEBgObNeU1NNVaCPQG1cSND6vzzTVciIgCnWsqXV0ABOHayaePGZusQEQoPB5o0AVauNFaCXQHl8wHnnmu6EhEJaNiQh5cYYk9ArV0LxMfzBGERsUNiIvuzHTpk5O3tCahNm7S8QMQ2iYm8/vKLkbe3J6B+/ZUjKBGxRyCg1q838vZ2BNShQ8COHQooEdvUrcvrli1G3t6OgNq8mVcFlIhdqlYFypQBMjKMvL0dAbVtG69xcWbrEJHCfD6gVi22XjHAjoDatYvXatXM1iEix6tVy+MjqEBz9urVzdYhIseLjQW2bzfy1nYE1K5dHEpWqWK6EhH5s8qVgX37jLy1HQG1Zw/DKTzcdCUi8meVKnk8oLKz2b1PROwTHQ0cPgwcORLyt7YjoA4e5K5pEbFPdDSvBkZRCigRKVrZsrzm5IT8rRVQIlK0MmV49ewtXl7esW+CiNglMpLXvLyQv7UdASUi9gqsUzSwFsqOgDJ8vLKIFCHQUdNA4zo7AgrQSS4itmrfnteWLUP+1nYElM8HFBSYrkJETiQwP1yhQsjf2o6AKlvWyCNMETkNgad3Bh5k2RFQ5coZ63ksIqcQeHrn6YA6eNB0FSJyIocP8xoVFfK3VkCJSNEyM3kNbHkJITsCqmJFICvLdBUiciL79nGCPCIi5G9tR0BVqwbs329kKb2InEJmppHRE2BTQAHA7t1m6xCR42VmsmmdAXYEVEwMrwooEfts2wbUqGHkre0IqEAv8h07zNYhIsfbutXYiUt2BFSdOrz+9pvZOkSksKNHuUnY0wFVuzYQFnbsAE8RscOOHQwpTwdUZCS/AQooEbsEficDdzkhZkdAATwD/tdfTVchIn8UaLHSsKGRt7cnoBo0MNJvRkSKsH49j4OrV8/I29sTUI0b83FmYFm9iJi3fj2QkHCs7W+I2RVQALBmjdk6ROSYdeuAxERjb6+AEpETO3KEv49NmhgrwZ6AqluXXQ0C/Y9FxKzVq9kLqkULYyXYE1BhYfxGpKSYrkREACA1lVcF1H+1agUsXQrk55uuRESWLeNdTYMGxkqwK6Bat2b3vtWrTVciIosXA82bc5mBIfYFFMBvjIiYc/gwp1sCR04ZYldANWjA1ivff2+6EhFvS0nhBHm7dkbLsCugwsKAjh2B774zXYmItwUGCW3bGi3DroACgM6duSdP+/JEzFmwADj33GPNJA2xM6AAYN48o2WIeFZuLn//Lr3UdCUWBtT55zO1v/nGdCUi3vTDDzxINznZdCUWBlRYGHD55cDXX7NRloiE1syZ3BzcpYvpSiwMKADo3h3Yswf4+WfTlYh4z8yZnBw/+2zTlVgaUMnJXBw2fbrpSkS8ZfNmYPly4MorTVcCwNaAqlyZCf7FF6YrEfGWKVN47d3bbB3/ZWdAAfwGrVzJfjQiEhqTJwNNmxrdf/dH9gZU3768fvKJ2TpEvGL7di7QtGT0BNgcUHFx3Ac0caLpSkS8YdIkwO8Hrr3WdCX/Y29AAcB11wGrVgFpaaYrEXG/ceOAZs2MdtD8M7sDqm9fPs0bN850JSLutnYtsGgRcMstpispxO6AqlED6NGDAZWXZ7oaEfcaP56LpG+4wXQlhdgdUABw++08fnnGDNOViLhTfj4HAd26ATVrmq6mEPsD6oor+E17+23TlYi40/TpwJYtwB13mK7kOPYHVEQE8Je/8Jv422+mqxFxn5Ej+dS8Z0/TlRzH/oACgLvv5vWNN8zWIeI2GzcCs2YBd97JwYBlnBFQ55wDXHMNMHYscPCg6WpE3GPkSAbTwIGmKzkhZwQUANx3H5CZCXz4oelKRNwhM5Mf+n37ArGxpqs5IecEVPv2QMuWwEsvqU+USDCMHg1kZwP//KfpSk7KOQHl8wEPP8zNw5Mnm65GxNlycoBXXmFro+bNTVdzUs4JKIB7hBo1Ap55hnuGRKRk3n+f6wstHj0BTguo8HDgX/9iQy01sxMpmdxcfsi3aWNFW9+iOCugAODGG4G6dYEhQzSKEimJt94Cfv8dePppTp1YzHkBFRkJPPEETz7VXJRI8Rw+zNFT+/ZA166mqzkl5wUUwB3XjRsDjz7KfUQicnpGjQK2bQOGDrV+9AQ4NaDCw/kpsG4dJ/tE5NT27mUwde0KdOpkuprT4syAAoBevYCLLgIef5xrOUSkaE89BWRlAcOHm67ktDk3oHw+LtrMyACGDTNdjYjd1q3jXtaBA4GkJNPVnDbnBhQAXHwx56OGD+emRxE5sYceAsqW5SjKQZwdUADw3HNAmTLAAw+YrkTETtOm8YzJxx5jl1oHcX5AxcZyHuqLL/gXISLHZGcD997LgxD+7/9MV1Nszg8ogN/4pCTgnns4CSgi9OSTXJQ5ZgzXEDqMOwIqMpKrY7dv51YYEQGWLQNGjAD++legbVvT1ZSIOwIK4L6iv/+dLSTmzzddjYhZubnArbcC1apxntah3BNQAPcW1asHDBigtVHibUOGACtX8s6iShXT1ZSYuwKqfHmuLE9PB+6/33Q1Imb8/DPw/PPAbbcB3bubruaMuCugAKBDBza2e+stYOpU09WIhFZ2NnDzzTyl5eWXTVdzxtwXUACHty1acHJw2zbT1YiEzj33AL/8woM4K1UyXc0Zc2dAlSkDfPABT4C5/np1PBBveP99HmH++ONA586mqwkKdwYUwHYso0cD8+bxL0zEzdau5eipc2dg8GDT1QSNewMK4D69gQOBZ58FvvrKdDUipWP/fqB3b6BcOR7LFh5uuqKgcXdAAcCrr/LUiptu0oZicZ+CAq53Wr8emDgRqFXLdEVB5f6AKlsWmDSJ7VmuukpbYcRdhg7l0+oXX7T+AISScH9AAUBCAvDZZ8CGDZw018Gf4gZTp7I//003cReFC3kjoAB+urz+OjBjhvVngYmc0qJFwA03cIvXm286or94SUSYLiCk7rwTSEtjJ866dYH77jNdkUjxpacDPXoANWuyzVDZsqYrKjXeCiiAu7u3bGGLlpo1gX79TFckcvr27gWuvJJr+2bMAKpXN11RqfLOLV5AeDgwYQLbT9x8MzB3rumKRE7PgQMMp02bOP/UqJHpikqd9wIK4JD488+B+vV5OsyiRaYrEilaTg5/VlNSgE8+ATp2NF1RSHgzoAC2oJg1C4iJAZKT2dxLxEZ5eUDfvsB33wHvvQdcfbXhgkLHuwEFALVrA99+C1SsyMMM09JMVyRSWF4en9Z9+SUwciSXFHiItwMKAOLjGVJRUcCllyqkxB5HjvAhzmef8cnzXXeZrijkFFAA56K+/RaIiOCR0CkppisSr8vJ4f66qVOB117zbANGBVRAo0bAggW83bvkEv5vEROyszkhPn06O3IMGmS6ImMUUH+UkAB8/z27ESYnc52JSCjt3MldD7NnA++8w8XFHqaA+rO4OPaQOvdcoGdPtg4WCYVNm4B27TgPOnUqe4p7nALqRKpXZ0h17cq2wYMHA36/6arEzVJSuHh4zx5gzhx+OIoC6qQqVOBizoEDgWee4arznBzTVYkbTZzIwz6iojjF4NBDNkuDAqookZHcKT50KDsVduzIfXwiweD382jy664DLriAOxoaNzZdlVUUUKfi8wGPPgpMmQKsWQO0agX88IPpqsTp9u/nGqchQ9gRc84c12/8LQkF1Om6+mrgp59469elC1f1al5KSiItDWjdGpg8GXjhBeDdd3l7J8dRQBXH+edzGH7ZZcDf/sZPQLUQluIYP55N5rKyuDj4H/9wbbO5YFBAFVflytwX9fzzvO1r2VIrz+XUDhwABgzgSUNt2nBzeqdOpquyngKqJMLC2DZ4/nxu5mzbFnjuOfU6lxP76SeedP3++5zPnD0biI01XZUjKKDORNu2QGoqtyU88ggfFW/YYLoqsUVeHifB27dnB8x58/hEOMJ7jWxLSgF1pqpU4TqWDz/kU77mzYE33uB5ZeJdy5bxVu7JJ3mS0PLlDCopFgVUMPh87NmTlsZR1KBBvKp1i/fk5HA03bo1sH07n9SNHw9UqmS6MkdSQAVTXBw3GL/3HrBuHecdHn0UOHzYdGUSCrNmAc2acT7y1luB1auBa64xXZWjKaCCzefjD+fatcCNNwLDhgFNmvCJn9ZNudOvv7J3U3Iyb+1nzQLefptPfOWMKKBKS0wMR1LffstDGnr3ZsfOFStMVybBcvAgJ8HPOw+YOZMfRmlp3GQuQaGAKm1duvBJ3+uvc6K0RQv2+Nm61XRlUlL5+cCYMUCDBpwE79mTI+ZHHtGK8CBTQIVCRARXnm/YwAn0d97hD/dDDwG7d5uuTk6X389b9SZN2B+8fn3uy5w4EahTx3R1rqSACqUqVYBXXuEEer9+bISfkMBP4b17TVcnJ1NQAEyaxNFv796cZ5w6lW2h1RqlVCmgTEhI4KrilSuBbt04j1G3LvdlZWSYrk4Cjh7lIZlNmwJ9+gCHDh37e+vVS3voQkABZVLjxjxSaMUK/sC//DJQrx5wxx18RC1m7N8PjBgBJCYC/ftzBBVYiHvLLVoJHkIKKBskJQEffMA5qgEDgHHj2DnhssuAadO0xy9U0tM5iq1Th8c8xcXx1i4tjQtxw8NNV+g5CiibJCQAo0YBv//OR9br1rEPVYMG/P/q5hl8R44An37KpQH163Pk1L072+osWMA5pzD9mpii77yNqlXjI+tNm3gLGB/PFel16wJXXMGnRrm5pqt0Lr8fWLoUePBBoHZtPrBYvx546ilg82ZgwgRuVRHjfP5irG5u1aqVP0W9j8z45Rcu/HzvPY6kKlXi6KpfP94KliljuEAH+OUXhs+ECVy3FBkJ9OjBOb+uXXULZ5DP51vi9/tbHfd1BZTDHD3K/tUTJvBRd1YWEB3NsLrqKoZVhQqGi7REYKQ0dSrn8lau5Nc7deKc0rXXAlWrGi1RSAHlRrm5bH42cSJ/AbOyOJLq2JHzKJdfziPdvfQ4fPduYO5c4JtvuHF7yxbOIXXowCelffpoUaWFFFBul5fHVc3Tp/O1Zg2/XrMm0LkzX506AQ0bumvSd+dO4Mcf+WefM4d9mPx+oGJF7n3s1YthHRNjulIpggLKa9LTuVH5u+84oggsAI2O5gRwmza8tmzJiWInjLKysrifcfly9oFfuBDYuJH/LDISuPhiziVddhmPB9N6JcdQQHmZ389f5PnzgcWL+Qh9xYpj66sqVuSi0SZNuP6qfn0uGK1XDyhfPvS1ZmRwTdj69ceuK1awrUlA9ercZhJ4XXABcNZZoa1VgkYBJYUdOsQuC8uXA6tWcTHiqlXHb16uVo3LG2rU4O1ijRp8RUdzMr5CBQZc+fIcsURE8GlYeDjDJje38CsrC9i3D8jM5GvPHnZ2CLwyMrg2KSAqioGZlMRmcM2b8xob64xRn5yWkwWUxsBeVa7csdHHH+3axdvDTZv4Sk/nwtGtW/lEbOfO4K5sL1+eK7Zr1QLateP/rluXc2WJibz91ON/z1JASWHVqvF14YUn/ucFBey8sG8fz3oLvLKzGVz5+bwePcoRTlRU4VfFiuw0GXhp/ZYUQQElxRMWxidieiomIeCi580i4jYKKBGxlgJKRKylgBIRaymgRMRaCigRsZYCSkSspYASEWspoETEWgooEbGWAkpErKWAEhFrKaBExFoKKBGxlgJKRKylgBIRaymgRMRaCigRsZYCSkSspYASEWsV61w8n8+3C8Dm0itHRDyqrt/vr/bnLxYroEREQkm3eCJiLQWUiFhLASUi1lJAiYi1FFAiYi0FlIhYSwElItZSQImItRRQImKt/wdaa0+OGISU5gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def x_t(t):\n",
    "    return 10*math.cos(2*math.pi*t)\n",
    "def y_t(t):\n",
    "    return 10*math.sin(2*math.pi*t)\n",
    "\n",
    "plt.figure(figsize=(5, 5))\n",
    "circle = tkl.generate(x_t, y_t, dt=5)\n",
    "tkl.resample(circle, 0.1, 1, 1)\n",
    "if not ((circle.getX()[-1] == circle.getX()[0]) and (circle.getY()[-1] == circle.getY()[0])):\n",
    "    circle.addObs(circle[0])\n",
    "circle.plot('r-')\n",
    "plt.xticks([]); plt.yticks([]) ; plt.xlabel(''); plt.ylabel(''); plt.title('')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b45581b0-aafc-4b54-a7dc-bb96d49eb7d7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated track from 20/07/2046 04:48:07 to 20/07/2046 05:48:07 [100 pts, 147.76m]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAASgAAAEhCAYAAADMCD3RAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAcA0lEQVR4nO3dd5RW1bnH8e87fYZhhjKAIG1ghi4gooGIIqAgRSmiUdTYEo0tGm9ubsyNmmpiYkkhehOz9Ho1amwYAUUU0QgoAqEIivQqvQwDA0x77x/PEFBpA+85+5zz/j5rsc4KkXOeBPnx7H322TsWj8cREQmiFNcFiIgciQJKRAJLASUigaWAEpHAUkCJSGDVKqBisdgkrwoRkeR1pGxJq81N8vLyBvXs2VPrEkQk0XYd7idrFVDFxcXMnj07MeWIiNSIxWJLD/fzmoMSkcBSQIlIYCmgRCSwFFAiElgKKBEJLAWUiASWAkpEAksBJSKBpYASkcCq1UryhFv1Fsx+EEpWQOPucPod0LyP05JEJDjcdVCzH4aXB8KOJdCoK6x7H/5+Lrz/I9A2xCKCqw5q5SR47/tQfAkMfhrSs6F8N0y9Ez76FVTtg74PQSzmpDwRCQb/A6q6EqbeAQ3aw+D/s3ACyMiFgY9Deg7MeQTqt4duN/lenogEh/9DvE+etmHdOb+2MDpULAb9fgetB8HU78Kmub6XJyLB4X9AzX8MCrpA24sP/9/HUmDwM5DVEN683jouEUlK/gbU1oWwcRZ0ueHo80s5BdD/D7BlHsz9o2/liUiw+BtQn71gHVLHK4/9zxZfAoVDYPq9ULbZ+9pEJHD8DaiVr0PT3pDT6Nj/bCxmb/Iqy+DDX3pfm4gEjn8BtWcTbJoDhYOP/9c07ABdrrd5q5KV3tUmIoHkX0CtfdeurQfW7tf1/okNC2fen+CCRCTo/AuoDR9CWjY06l67X1f3VJtUX/QU7FrrSWkiEkw+BtQH0KQnpKbX/tee9QMgDrN/m/CyRCS4/Amoyv2weS407XVivz6vFXS8Gj5+HMq2JrY2EQksfwJqx2dQVQ5Nepz4PXr+B1Tug4//kri6RCTQ/AmorQvtWtDlxO9R0BlaDYS5Yy3sRCTy/AmobYsgJQ3qtzu5+5xxJ+zZYAs+RSTy/Oug6reD1IyTu0/rQXaf+Y8lpi4RCTSf5qCW2vYpJyuWAl1vhM9nHBw2ikhkeR9Q8WrYtRLqtU3M/TpdY53Y/D8n5n4iEljeB9Sejfb2Lb9NYu6XUwDFo+HTp6GiLDH3FJFA8j6gdq6wa70EBRTYTpv7S2Dpy4m7p4gEjvcBVVITUHmFibvnqedAvSJY+ETi7ikigeN9QO1eZ9e6LRJ3z1gMulxnHyDvXJ64+4pIoPgQUJ9DVv2DhyMkSqdv2lu9hU8m9r4iEhj+BFSdZom/b93mti5q0VP2plBEIseHt3ifQ64HAQXWRe1ed3CvKRGJFO8DqnS9dwHVdjhk1LWjrEQkcrwNqHgcyjZBThNv7p+ebWuilr6sNVEiEeRtQJWXQnUFZB/HIQknqtPV9pzlr3n3DBFxwtuA2luzuVx2gXfPaNHXljB8+ox3zxARJ/wJqOM5ZupExVKg/eWwajLs3e7dc0TEdx4H1Ba7etlBAXS4woaS+vRFJFLCP8QDaNzd9ola/Jy3zxERX3kbUPt22DWrgaePIRazLmrtu7YwVEQiwduA2l9i14w8Tx8DWEAR13bAIhHicUDthPRcSEn19DEANGgPjbrBkhe9f5aI+ML7Dioz39NHfEH7y2w7YJ1ALBIJHi/U9Dmg2l1mV3VRIpHgfQeV4WNA1S+Cxj1gieahRKLA4w5qF2T6MEF+qPaXwYaZULLK3+eKSMJ5G1AVe2yS3E/tRttVizZFQs/jgCqD9BxPH/EV9dpCo+6wRAElEnbeBlRlGaTX8fQRh9VuNGz4AErX+f9sEUkY74d4aT53UHDIMO8V/58tIgnjXUDF4zVDPAcdVIP2UNBF81AiIeddQFXtB+JuOiiA4ktg3ft2srGIhJJ3AXVgC16/J8kPKL4EiMOyf7h5voicNI87KCA107NHHFVBFzt9WPNQIqEV3YCKxayLWvvOwW1fRCRUfAioDM8ecUzFo6C6ElZMcFeDiJwwDwOq3K6uOiiAU3pCbnMt2hQJqWh3ULEUKB4Jq9+E8t3u6hCRExLtDgqgaCRU7oPVk93WISK1Fu0OCqD5ObYn+tJxbusQkVrzLqCqazqoFMcBlZIGbS+yifKqCre1iEiteBhQVTVP8GE/8mMpGmn7o697z3UlIlILHn6LVxNQsQAEVKuB9snNslddVyIiteB9BxWEgErPhtaDLKDi1a6rEZHj5H0HFYQhHthyg93rYdMc15WIyHFKjiEeQOFQq0XDPJHQSI4hHkB2A2jRV8sNREIkeYZ4AG1HwPZPYftnrisRkePgYUDVTEbHvN1VuFaKRthVwzyRUPAhPWLeP+J45bWAJmcooERCIkDtjU+KRsCGD2H3BteViMgxJF9AtR1u1xXj3dYhIseUfAFV0AXyCzXMEwmB5AuoWMyGeWumQHmp62pE5CiSL6DAhnlV5bDqTdeViMhRJGdAnXq27RGlI6lEAi05AyolDdoMg5UTtUeUSID5EFBx7x9xIopG2HFU66e5rkREjsC7gDqwgjyo25u0HghpWXqbJxJgHgZUzTd4Bz4aDpr0OtDygpo9ogLa5YkkOe8C6t8fCQe0gwIb5pWugS3zXVciIofh/RAvqB0UQNthQEzDPJGA8n6IFw9wQOU0tiUHCiiRQErugAIb5m2ZDyWrXFciIl/i/RxUUN/iHXDg4+HlWrQpEjTJPQcFUL8IGnbSqnKRANIQD2yYt+6fsHe760pE5BAeDvHS7Vpd6dkjEqbtcAvSlRNdVyIih/A+oKrKPXtEwpzSE+o01TBPJGC8C6jUDLtWh+Bj3FgKtL0YVk2Cyn2uqxGRGuqgDigaARV7bCM7EQkEdVAHtOgHGXU1zBMJEB8myUPSQaVlQuEQWw8V9KURIknC+w4qTBvCFY2Ass12LJWIOKcO6lCFg61ufZsnEggedlAHJslD1EFl5kPL/rBsnPaIEgkADzuoA5PkIeqgwIZ5O5fDtkWuKxFJeh52UJl2DcsygwMOfDysYZ6Ic94FVFpNQIVt4WNuU2jaC5aOc12JSNLzdjeDlHSoCllAgQ3zNv8Ldq12XYlIUvP22Km0rPB1UABFI+2qRZsiTnkbUKlZ4eygGrSr2SNKwzwRl3zooPZ7+gjPFI20PaLKtrquRCRpeR9QYeygAIpH2nbFK8a7rkQkaXk8xMsM5xwUQOMeULellhuIOKQ5qCOJxext3urJUL7bdTUiSUlv8Y6meJTVv2qS60pEkpL3HVSYA+rUPpDdCJa+4roSkaTkbUCl50DlXk8f4amUVCgaDismhPdtpEiIeTzEy4HKMk8f4bniUVBeqq2ARRzwvoOqCHlAtegPGXmw9GXXlYgkHXVQx5KWCW2G2WcvYTjjTyRCfJiDCnlAgQ3z9m2zleUi4hsfOqh9tiI7zAovhLRsvc0T8Zn3HRSE+00eQHod26986cvhD1uREPG+g4LwT5QDFI+GPRth/QzXlYgkDZ86qAgEVJuh9m2h3uaJ+MbjgKpj1yh0UJl50GogLHlJwzwRn/g0xNvj6WN802407F4HG2e5rkQkKfjUQUUkoNpeZPusL9EwT8QP3gZURq5dKyKyXUlWfWh1Pix5UQd7ivjA4w6qJqCitJ9S8WjYtQo2zXFdiUjk+RRQpZ4+xldFIyAlzbooEfGUhni1ld0AWp4Pn72gYZ6Ix3yaJI9QQAG0u1TDPBEfeLyjZob9iNIcFGiYJ+ITbwMKbB4qah3UgWGe3uaJeEoBdaLaXQolKzXME/GQ9wGVUTd6Qzw4OMz77O+uKxGJLB8CKqIdVHYDaD2o5m2evs0T8YI/Q7z9uzx/jBPtvwGla+DzD11XIhJJ/gzxKiK0UPNQbYfbFiwa5ol4wvuAysyPbgeVmQeFQ+xtXnWV62pEIseHDioPyiMaUGDDvD0bYP37risRiRz/Aiqq64XaDrN9rxY/77oSkcjxJ6Di1dHY9vdw0utA24ttp82qCtfViESKD3NQeXaN6jwUQIcr7Ny81W+5rkQkUvzpoCDa81CFF9pmdoufc12JSKQooBIhNcM2sls2LhoHRIgEhIZ4idJxjO29vny860pEIkMdVKKceg7kNoPFz7quRCQyFFCJkpIK7S+HlW/A3u2uqxGJBP8Can+J549yruMYqK6ApS+5rkQkEvz51AWi30EBNO4BDTrAJ8+4rkTEjY8egA9+nrCF2d4HVGq6LWbct9PzRzkXi0Gnq+2zl5JVrqsR8dfOFTDjPtj2if1ZSADvAwogsx7s3+nLo5zrMMaun6qLkiQz9Q47ebvvgwm7pQIq0fJbQ/Nz4ZOno/v9ociXLZ8AKyZA73uh7qkJu60Cygsdr4YdS2DjLNeViHivYi9M/S406Ag97kjorf0JqKx6yRVQ7UbbRnafPO26EhHvzfqNHSAyYKx9VZFA6qC8kFXPdjj47HmoKnddjYh3dq6AWb+2fdFa9k/47f0LqH07fHlUYHT6Juzdags3RaJq6p0QS03oxPih/O2gkmnSuPUgyGkCi/7XdSUi3lgxEVaMh173Qt3mnjzCv4CKV0fz+KkjSU2HjlfZm42yLa6rEUmsir3wzndtYfIZd3r2GP8CCpJjseahOl8D1ZX6gFii56NfQckKGPCnhE+MH8q/t3iQXBPlAI1OgyZnwKKnXFcikjjbl8CsB2xRsgcT44fyt4Pan2QT5QCdr4XNc2HzfNeViJy8eBym3AJp2XDeQ54/zqcOqr5dk22IB7ZfeUq6JsslGhY/B2umQJ/7oc4pnj/Op4BqYNd9SbhPUnZDKBpu3+ZpTZSE2b6d8O5d0KQndL3Jl0cqoPzQ5XpbE6XtgCXMpv8Y9m6BC/7HNmj0gT8BlZFni7mSNaBaDYTc5vDxX11XInJiNs6GeY9Ct1vsxY9P/AmoWMzmoZI1oFJSoct1sOpN2LXWdTUitVNdBW/fDHWaQJ9f+PpofwIKagIqCd/iHdDlOiCuyXIJn3l/gk2z4bxHDu6Q6xMfA6pB8nZQAPmF0HIALHzCVtWLhMGuNTDtR1A42D4I9pkCyk9dboBdq2DNO64rETm2eBym3GrXAY8mbBvf2lBA+al4pA11FzzuuhKRY1v6sn1LevbPbKdYBxRQfkrLspXly16BPZtcVyNyZPt22sfAjU9P+C6ZteFfQGXWt7Pxqqt8e2Qgdb3JPiBe+KTrSkSObNrdULYJBj4OKWnOyvAvoLIbAPHkOMDzaBq0hxb9YMGfNVkuwbRuGsz/H+ucfFzzdDj+DvFAwzyAbt+xyfJVk11XIvJFVeXw9k1QtyV8/Weuq3ERUNt8e2RgFY2AnMb2t5RIkMy83w7ePP9RyMh1XY2fQ7wCu+5VQJGaYd/nrRgPpetcVyNitnxsAdVhDLQZ6roawNcOqqFd92717ZGB1vVGW1+y4M+uKxGxl1eTb7CV4v1+77qaf/O/g9IQz+QX2t9SC/4ClftdVyPJ7l+/s4Nm+/8RcgpcV/NvPi4zyLcdDdRBHXT67VC2GZa+5LoSSWY7lsH0e+wsRwefsxyNfwEVi9nmbQqog1qdD/Xbwdw/uq5EklW8Gt76tu366uhzlqPxL6DAhnmaJD8olgLdb4MNM629FvHbx3+Fte9C34eg7qmuq/kKfwMqSx3UV3S+BtJzYe5Y15VIsildB+/9p53MctoNrqs5LAcdlALqCzLzLKQ+e97mo0T8EI/D5G/ZZ1cXPB64od0B/geU3uJ9VffbbAXvfC05EJ98/Ffb4fXc30C9Nq6rOSKfA6pmiBeP+/rYwGvYAQqHwLyxULnPdTUSdSWr7HSWlv2h+82uqzkq/zuo6koo3+XrY0PhjLtsiLf4OdeVSJTFq+HN621IN+gJe1ETYP5PkoPe5B1Oy/7QqCvMeVgdpnhn3qOwdir0fRjyWrmu5pj876BAE+WHE4tBj+/B1oWw+m3X1UgU7VgG//wv2188oG/tvsz/gIqlaoh3JB2ugJwm1kWJJFJ1FUy6FlLTA/3W7sv8DaimZ8H3KmwFtXxVWiacfhusmgRbF7muRqJkzsPw+XTo94dALsg8En8DKpYSmuR2ptvNkJYDs3/ruhKJis3zYdp/Q9FI6HS162pqJdhT+MkouyF0/TZ8+jc7k0zkZFTug9evtH+vLvhL6BoEBVQQnXGXXTUXJSfr/bth2yK48H8DtY3K8VJABVFeS+h4pZ2fV6Y3nnKCVr1l+zx1vw1aD3JdzQlRQAXVmT+AyjJbXS5SW3u3w5vXQoOOcO4Drqs5YQqooGrYCdoOt72iyne7rkbCJB63k1nKNsOQZyA9x3VFJ0wBFWRn/dCO6dLpL1Ibn/wfLHkJvv5zaNLDdTUnRQEVZM16QcvzbclBRZnraiQMti+BKbdC875w5n+6ruakKaCCrvd91qqri5JjqdwPEy+H1Ewb2qWkuq7opCmggq55H/uQeNZv1EXJ0b3/Q9g8FwY9CXWbu64mIRRQYdD7PijbZEdUiRzOiokHlxQUXey6moRRQIVB83OhxXkw6wGo2Ou6Ggma3Z/bh8CNukHfaH0ipYAKi973wZ6NOolYvqi6Cl6/yob/Q5+HtCzXFSWUAiosWpxnc1Ez74fyUtfVSFDMvN82oOv/R9s6OmIUUGHS537YuwXm/M51JRIEq9+GGfdBhzHQ5TrX1XhCARUmTb8GRSNsXZS+0Utupeth4hho2BEu+HPodik4XgqosDn7F1CxBz76tetKxJWqCpjwDftW86KXICPXdUWeUUCFTUFn23Rs3lg7GVaSz/t32+6YA/9qHVSEKaDCqPdP7PigGT9xXYn4bekrMOch6H4rdLjcdTWeU0CFUX5rOP12WPiEbecqyWHHMph0HZxyJvR9yHU1vlBAhVWvH0NWfXjvLp2jlwzKS+EfIyAlDS560Q7YSAIKqLDKqm9DvTXvwIoJrqsRL8Wr4Y1rYPunMOyFUBy4mSgKqDDr9h2o3x7e+7692ZFomnk/LBsHfR+EVgNcV+MrBVSYpabbv7Q7lmg7lqhaPh6m3wsdr4Ied7quxncKqLBrM9Q2tfvgPijb4roaSaRti+07u8anh/LIqERQQIVdLAb9f2+TqO//0HU1kij7S2xSPDUTho+D9GzXFTmhgIqChp3sLL2FT8D6Ga6rkZNVXQnjL4OS5fbGLq+l64qcUUBFRa97ILc5TLnZ/gWXcIrH4Z3vwurJMOAxaNHXdUVOKaCiIiMX+v0OtiyAeX9yXY2cqLl/gPmP2bmIXb/luhrnFFBRUjzKTpCdfo/tsijhsnw8TP2e/T6e8yvX1QSCAipKYjHoPxaqK+Dtm7XCPEw2z4OJV9g5doOfhpj+aIICKnrqF9mWLMtfg8XPu65Gjkfpehg3DDLrw4jXQn0ScKIpoKKox51wylnwzu12pp4E174d8MqFUL4LRo6H3GauKwoUBVQUpaTCoCegohSm3O66GjmSir0w7iL7EmD4q9C4u+uKAkcBFVUFnaHXvbDkBVjysutq5MuqK+0U4M9nwOBn7EAM+QoFVJSd+QNo3APeugl2b3BdjRwQj9vvyfLXYMBYaH+p64oCSwEVZanpMORvtnf1pGts2w5xb/qPbdV/r3ug+y2uqwk0BVTUNewA5z0Cq9+Cf/3edTXy0QO2fcpp34av/9R1NYGngEoGXW+EtsPtY2JtEezOnEfs96DDGDj/saTcnaC2FFDJIBazE0CyGsLrY+zYKvHX3D/Bu3dBu9Ew+Cl70yrHpIBKFjkFtkJ526cw+UatMvfTgsfhndug7cUw5FnbV1yOiwIqmbQaAH1+AYufhbljXVeTHBY9ZW/sCgfbfuKp6a4rChUFVLI564f2N/l7d8G6aa6ribYFj9sxUS0HwMWvJM1JLImkgEo2sRS48CnIaw0TLtX6KK/MeQTeuhEKL7Tv69KyXFcUSgqoZJRVz/5G378LXhtpn1xIYsTj8MHPDk6ID381abfrTQQFVLJqdBoMeQY2fARvXAXVVa4rCr94HP75A5hxH3S+BoY+B6kZrqsKNQVUMiseCec9DEtfsT9YcuKqK20yfPaD0O0W+1hbb+tOmv4fTHY97oCSFTDnYcgvhNNvc11R+JSX2iEHqybBWXdDn19qEWaCKKCSXSxmn8LsWg1T74DsRtDhG66rCo/S9TBuKGxdaGfXdf2264oiRUM8sVXNQ5+FZmfD61fC0lddVxQOm+fDs1+zDnTURIWTBxRQYtLrwMgJcEpPmHAZrHzDdUXBtnwCPN8HiMHl0+ywCkk4BZQclJkHoyZBQRd4bRSsnuK6ouCproLp98GrF0H9djDmQ2jU1XVVkaWAki/KqgeXTIZ6RfDqMFj2muuKgmPvdjvc4MOfQedrrXOqe6rrqiJNASVflVMAl06FgtNsIefHT7iuyL3N8+BvPWHNFNsqZdATWoDpAwWUHF5OAVz6DrQ8HybfADN/lZw7IMTj9mH1c72hqhy+8U/o9h0tI/CJAkqOLCPXjkLqcAVM+xFMucX+kCaL3Z/Dyxfa8V0t+sFVc6BZL9dVJRWtg5KjS82wT2LqtoBZv7FX6xe/FP3z25a8ZCvDK/fCgEfVNTmiDkqOLZYC5z4Aw/4OWxfAM2dEd6uWPZvg9atg/KWQ3waungvdb1Y4OaKAkuPX/jJ7rZ6eCy/2s3mp6krXVSVGdRXMewye7ACfvWBnCl4xAxq0d11ZUlNASe0UdIErZ0HRSJuXeu7rsHWR66pOzsbZ8Gwvm2NrcgZ8cwGc/VPtfhkACiipvax6cNELtoVtyUp4pod1U1UVriurnR3L4I1vwt/Ogt3rbHuU0W/ZUV0SCAooOXHtL4VrF9kWwtN+BE91tq1bgr4cYddqePNbNpxb8hL0/D5ctxg6XK65poDRWzw5OTmN4aIXYcVE21PqtUvso+O+DwbvlfzWRTD3D7DwSQui7rfC1+6GOqe4rkyOQAElidFmqH0wu/BJmH6PLWxs0c/2m2ozzN05cFUVsPwftthy3XuQmgmn3QBf+2+o29xNTXLcFFCSOClptuVIhytg3qMwbyz8Y4S9ru9+q/18blPv64hXw4aZNtxc/BzsXg95reCcB6DL9bZKXkIhFq/FfEHPnj3js2fP9rAciZTqSlj2Kvzr97B+GhCDZr2heJS9BazXJnHP2l8CGz6E5eNh2ThbBZ6SDq0HQteboHCITvMNsFgsNicej/f8ys8roMQX2z6xjmbpK7B5rv1cbjNo0hNOOdN+5LeBOk3tE5sjqSqH0rWwaw3sXGad0oYP7MRk4pCWbYdkFo+yoWVmvi//8+TkHCmgNMQTfzTsZD96/diWJiyfABs/go2zYPmXtnRJz7WhYFq2DdeqqyBeZXt/79kIHPKXalYDaNoL2l9u3Vmz3rb5nkSCAkr8l18IPW4/+J/3l1hXVbrWDhLds8GGaFX7bVgWS4FYqgVP3ZaQ19Ku+a2t69LSgMhSQIl7mfnQ4jzXVUgAaaGmiASWAkpEAksBJSKBpYASkcBSQIlIYCmgRCSwFFAiElgKKBEJLAWUiASWAkpEAqtWuxnEYrEtwGrvyhGRJNUqHo83+vJP1iqgRET8pCGeiASWAkpEAksBJSKBpYASkcBSQIlIYCmgRCSwFFAiElgKKBEJLAWUiATW/wPAlWxO37SFZQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tkl.seed(14380247)\n",
    "\n",
    "sentier = tkl.generate(0.20)\n",
    "\n",
    "plt.figure(figsize=(5, 5))\n",
    "plt.plot(sentier.getX(), sentier.getY(), color=\"darkorange\", linestyle='-')\n",
    "plt.xticks([]); plt.yticks([]) ; plt.xlabel(''); plt.ylabel(''); plt.title('')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "069c4a48-4a7e-4470-8ed4-300307d09859",
   "metadata": {},
   "source": [
    "## Generate noise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2ae57a6d-b09b-4235-8307-ea865d838679",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "nbsphinx-thumbnail"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3/dist-packages/matplotlib/cbook/__init__.py:1298: ComplexWarning: Casting complex values to real discards the imaginary part\n",
      "  return np.asarray(x, float)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x720 with 15 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tkl.seed(123)\n",
    "\n",
    "amp = 5\n",
    "N = 5\n",
    "SCOPES = [0.1, 1, 5, 10, 500]\n",
    "\n",
    "plt.figure(figsize=(3*N, 2*N))\n",
    "\n",
    "for i in range(N):\n",
    "    kernel = tkl.GaussianKernel(SCOPES[i])\n",
    "    b2 = bati.noise(amp, kernel, cycle=True, force=True)\n",
    "    if not ((b2.getX()[-1] == b2.getX()[0]) and (b2.getY()[-1] == b2.getY()[0])):\n",
    "        b2.addObs(b2[0])\n",
    "    \n",
    "    ax = plt.subplot2grid((3, N), (0,i))\n",
    "    ax.set_title('covariance scope:' + str(SCOPES[i]))\n",
    "    ax.plot(bati.getX(), bati.getY(), color=\"royalblue\", linestyle='--')\n",
    "    ax.plot(b2.getX(), b2.getY(), color=\"limegreen\", linestyle='-')\n",
    "    ax.set_xticks([]) \n",
    "    ax.set_yticks([]) \n",
    "\n",
    "for i in range(N):\n",
    "    kernel = tkl.GaussianKernel(SCOPES[i])\n",
    "    b2 = circle.noise(amp, kernel, cycle=True, force=True)\n",
    "    if not ((b2.getX()[-1] == b2.getX()[0]) and (b2.getY()[-1] == b2.getY()[0])):\n",
    "        b2.addObs(b2[0])\n",
    "    \n",
    "    ax = plt.subplot2grid((3, N), (1,i))\n",
    "    ax.set_title('covariance scope:' + str(SCOPES[i]))\n",
    "    ax.plot(circle.getX(), circle.getY(), color=\"royalblue\", linestyle='--')\n",
    "    ax.plot(b2.getX(), b2.getY(), color=\"deeppink\", linestyle='-')\n",
    "    ax.set_xticks([]) \n",
    "    ax.set_yticks([])\n",
    "\n",
    "for i in range(N):\n",
    "    kernel = tkl.GaussianKernel(SCOPES[i])\n",
    "    b2 = sentier.noise(amp, kernel, cycle=True, force=True)\n",
    "    #if not ((b2.getX()[-1] == b2.getX()[0]) and (b2.getY()[-1] == b2.getY()[0])):\n",
    "    #    b2.addObs(b2[0])\n",
    "    \n",
    "    ax = plt.subplot2grid((3, N), (2,i))\n",
    "    ax.set_title('covariance scope:' + str(SCOPES[i]))\n",
    "    ax.plot(sentier.getX(), sentier.getY(), color=\"royalblue\", linestyle='--')\n",
    "    ax.plot(b2.getX(), b2.getY(), color=\"darkorange\", linestyle='-')\n",
    "    ax.set_xticks([]) \n",
    "    ax.set_yticks([])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "89c30fd8-1aec-476c-8654-74a49b388e96",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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