3.1.fitting_the_data.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c1f4a57e-ebd1-4d3f-a2d4-db3d9e83e511",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from hmmlearn import hmm\n",
    "from hmmlearn.base import ConvergenceMonitor\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import colormaps\n",
    "import matplotlib.colors as colors\n",
    "from static_probabilities import TRANSITION_PROBABILITIES_12UL, EMISSION_PROBABILITIES_12UL, START_PROBABILITIES_12UL\n",
    "from time import time\n",
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "12e90c2d-4adb-4310-8b24-41ca926f0da9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_matrix(matrix):\n",
    "    plt.imshow(matrix, interpolation='none', cmap=colormaps[\"autumn\"], norm=colors.PowerNorm(0.1))\n",
    "    for (j,i),label in np.ndenumerate(matrix):\n",
    "        plt.text(i,j,round(label, 3),ha='center',va='center')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b5bda526-0619-48a7-a9dd-ae927a189450",
   "metadata": {},
   "outputs": [],
   "source": [
    "from requests import get as _get\n",
    "from os.path import isfile\n",
    "import json\n",
    "\n",
    "TELRAAM_URL = 'http://localhost:8080'\n",
    "\n",
    "# Fetch data from cache or Telraam\n",
    "def get(url: str) -> list:\n",
    "    l = None\n",
    "    if isfile(f\"data/{url}.json\"):\n",
    "        with open(f\"data/{url}.json\", \"r\") as file:\n",
    "            l = json.loads(file.read())\n",
    "    else:\n",
    "        l = _get(f'{TELRAAM_URL}/{url}').json()\n",
    "        with open(f\"data/{url}.json\", \"w\") as file:\n",
    "            file.write(json.dumps(l))\n",
    "    \n",
    "    print(l[0])\n",
    "    print(f'Fetched {len(l)} items')\n",
    "    return l"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "62f154d0-b065-489e-8c55-f62a2f1a3cb2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'id': 479017, 'batonId': 15, 'stationId': 9, 'rssi': -95, 'battery': 92.0, 'uptimeMs': 554087, 'remoteId': 1, 'timestamp': 1650975012000}\n",
      "Fetched 2401946 items\n"
     ]
    }
   ],
   "source": [
    "detections = sorted(get('detection'), key=lambda x: x[\"timestamp\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "bb5dc5ab-4c4f-4ba9-a885-185b0905a57a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'id': 2, 'name': 'O', 'mac': '5a:45:55:53:00:00'}\n",
      "Fetched 22 items\n"
     ]
    }
   ],
   "source": [
    "batons = get('baton')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c5dcbb5d-9477-4657-bb2a-9c342cf0dedb",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'id': 1, 'teamId': 1, 'previousBatonId': None, 'newBatonId': 23, 'timestamp': 1651012254359}\n",
      "Fetched 73 items\n"
     ]
    }
   ],
   "source": [
    "baton_switchovers = sorted(get('batonswitchover'), key=lambda x: x[\"timestamp\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c6335c43-ef66-4194-b839-a8f7672270d5",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'id': 2, 'name': 'station 1', 'distanceFromStart': 11.0, 'isBroken': False, 'url': 'http://172.12.50.101:8000'}\n",
      "Fetched 7 items\n"
     ]
    }
   ],
   "source": [
    "stations = sorted(get('station'), key=lambda x: x[\"id\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "cc89b810-d395-4ad2-a9f1-24adfecb7206",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'id': 1, 'name': 'HILOK', 'batonId': 18}\n",
      "Fetched 17 items\n"
     ]
    }
   ],
   "source": [
    "teams = get('team')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "43cadbf9-595e-4e7e-882f-4e96ed659214",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'id': 5096, 'teamId': 7, 'lapSourceId': 1, 'timestamp': 1651039200000}\n",
      "Fetched 11294 items\n"
     ]
    }
   ],
   "source": [
    "laps = get('accepted-laps')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dab86dd7-7217-4b05-aeb5-ab96747ea904",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    },
    "tags": []
   },
   "source": [
    "# Processing data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5e2741b0-6735-4450-b555-2eb67877ba7d",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "team_detections: dict[int, list] = {team[\"id\"]: [] for team in teams}\n",
    "team_by_id: dict[int, dict] = {team[\"id\"]: team for team in teams}\n",
    "baton_team: dict[int, dict] = {}\n",
    "\n",
    "switchover_index = 0\n",
    "for detection in detections:\n",
    "    while switchover_index < len(baton_switchovers) and baton_switchovers[switchover_index][\"timestamp\"] < detection[\n",
    "        \"timestamp\"]:\n",
    "        switchover = baton_switchovers[switchover_index]\n",
    "        baton_team[switchover[\"newBatonId\"]] = team_by_id[switchover[\"teamId\"]]\n",
    "        switchover_index += 1\n",
    "\n",
    "    if detection[\"batonId\"] in baton_team:\n",
    "        if detection[\"rssi\"] > -75:\n",
    "            current_detections = team_detections[baton_team[detection[\"batonId\"]][\"id\"]]\n",
    "            if len(current_detections) > 0 and current_detections[-1][\"timestamp\"] == detection[\"timestamp\"]:\n",
    "                if current_detections[-1][\"rssi\"] < detection[\"rssi\"]:\n",
    "                    current_detections[-1] = detection\n",
    "            else:\n",
    "                current_detections.append(detection)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "141229c8-14c8-4530-877c-c41308115a48",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{1: 14615, 3: 10031, 4: 7088, 5: 12250, 8: 12208, 9: 8541, 10: 11384, 11: 9841, 12: 9495, 13: 9145, 14: 8939, 17: 5951, 7: 8614, 22: 8477, 6: 8803, 2: 8146, 16: 7698}\n"
     ]
    }
   ],
   "source": [
    "print({k: len(v) for k, v in team_detections.items()})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ca18db4-72ce-441e-9ccd-d9a8ac0aa64c",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    },
    "tags": []
   },
   "source": [
    "# Fitted Viterbi Lapper"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a9fb3494-d250-46ad-b3ba-d0461921c1b1",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Fitting HMM parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "087db852-854a-4e4a-8925-ec9df5cb2627",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ConvergenceMonitor(\n",
       "    history=[-232136.7089670681, -138009.67644158358, -132126.9133230959, -131222.2941249152, -131017.06538387935, -130925.98442776919, -130874.14486179927, -130842.21890781658, -130821.5507100981, -130807.63749877494, -130797.9116370544, -130791.03409869457, -130786.2368577599, -130782.88667240471, -130780.53132249678, -130778.86785807108, -130777.69108898863, -130776.85770985826, -130776.26541662289, -130775.84183811441, -130775.53672690819, -130775.31541683305, -130775.15385840432, -130775.0352089071, -130774.94756705887, -130774.88246029383, -130774.83381886237, -130774.79727010021, -130774.76964772631, -130774.74864784627, -130774.73258616078, -130774.72022565865, -130774.71065366703],\n",
       "    iter=33,\n",
       "    n_iter=1000,\n",
       "    tol=0.01,\n",
       "    verbose=False,\n",
       ")"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "station_to_emission = {v: k for k, v in enumerate([station[\"id\"] for station in stations])}\n",
    "data = [[[station_to_emission[detection[\"stationId\"]]] for detection in team_detections[i]] for i in team_detections.keys()]\n",
    "np_data = np.concatenate(data)\n",
    "lengths = [len(x) for x in data]\n",
    "\n",
    "model = hmm.CategoricalHMM(n_components=7, n_iter=1000, init_params=\"\",implementation=\"scaling\")\n",
    "model.transmat_ = TRANSITION_PROBABILITIES_12UL.copy()\n",
    "model.emissionprob_ = EMISSION_PROBABILITIES_12UL.copy()\n",
    "model.startprob_ = START_PROBABILITIES_12UL.copy()\n",
    "model.monitor_ = ConvergenceMonitor(model.monitor_.tol, model.monitor_.n_iter, model.monitor_.verbose)\n",
    "\n",
    "model.fit(np_data, lengths)\n",
    "model.monitor_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "cab82237-5896-48c4-88b3-9da630824ebe",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_matrix(model.transmat_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7684627f-653f-4f6d-b670-770aef6a4013",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_matrix(model.emissionprob_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "13bbd319-e85a-475e-b6df-33d6ef475fa1",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_matrix(np.array([model.startprob_]).reshape((7,1)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5973d2a1-d298-418a-9976-d0685a31550b",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Counting Laps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "00caf625-a4df-4726-9170-f41dfbd18b8d",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('Antilopen', 522), ('Lila - VDK', 542), ('Lombrosiana - VBK', 568), ('SK', 580), ('HILOK Ladies', 613), ('Blandinia', 618), ('VPPK', 621), ('VRG', 622), ('Politeia', 627), ('HK', 628), ('HERMES - GFK', 649), ('Wetenschappen', 662), ('VGK', 685), ('VEK - ML', 707), ('VLK', 764), ('VTK', 864), ('HILOK', 873)]\n",
      "Took: 0.12980437278747559\n"
     ]
    }
   ],
   "source": [
    "start = time()\n",
    "\n",
    "tranlate_path = [0,1,2,3,4,5,6]\n",
    "\n",
    "start_segment = list(model.startprob_).index(np.max(model.startprob_))\n",
    "counts = []\n",
    "half = 7//2\n",
    "\n",
    "team_laps: dict[int, list[int]] = {}\n",
    "\n",
    "for team in teams:\n",
    "    _, path = model.decode(np.array([[station_to_emission[detection[\"stationId\"]] for detection in team_detections[team[\"id\"]]]]))\n",
    "    path = list(map(lambda x: tranlate_path[x], path))\n",
    "    count = 0\n",
    "    prev = path[0]\n",
    "    lap_times = []\n",
    "    for i, segment in enumerate(path[1:]):\n",
    "        delta = half - (half - (segment - prev)) % 7\n",
    "        if delta > 0 and prev > segment:\n",
    "            count += 1\n",
    "            lap_times.append(team_detections[team[\"id\"]][i+1][\"timestamp\"])\n",
    "        elif delta < 0 and prev < segment:\n",
    "            count -= 1\n",
    "            if len(lap_times) > 0:\n",
    "                lap_times.pop()\n",
    "        prev = segment\n",
    "\n",
    "    counts.append((team[\"name\"], count))\n",
    "    team_laps[team['id']] = lap_times\n",
    "\n",
    "counts = sorted(counts, key=lambda x:x[1])\n",
    "\n",
    "print(counts)\n",
    "#print(team_laps)\n",
    "\n",
    "labels = [l for l, _ in counts]\n",
    "counts = [c for _, c in counts]\n",
    "\n",
    "print(f'Took: {time() - start}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "704afee9-2437-43bc-adff-dfaaa1703c4b",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Make a random dataset:\n",
    "y_pos = np.arange(len(labels))\n",
    "\n",
    "# Create bars\n",
    "plt.bar(y_pos, counts,  color='#1E64C8')\n",
    "\n",
    "# Create names on the x-axis\n",
    "plt.xticks(y_pos, labels, rotation=90)\n",
    "\n",
    "# Title\n",
    "#plt.title(\"Laps per team\")\n",
    "plt.ylabel(\"Laps\")\n",
    "#plt.xlabel(\"Team\")\n",
    "\n",
    "# Show graphic\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94f0b4f7-702a-4643-90af-4eb1976c7ab3",
   "metadata": {},
   "source": [
    "## Calculating difference"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca1920f5-113c-4ff8-b82f-1057f0761baa",
   "metadata": {},
   "source": [
    "### Difference with total"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "355a1655-945e-48fc-96fc-8f2b074b077c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "urenloop_count = [{\"count\": 875, \"team\": {\"id\": 1, \"name\": \"HILOK\"}}, {\"count\": 777, \"team\": {\"id\": 3, \"name\": \"VLK\"}}, {\"count\": 669, \"team\": {\"id\": 4, \"name\": \"Wetenschappen\"}}, {\"count\": 629, \"team\": {\"id\": 5, \"name\": \"VRG\"}}, {\"count\": 649, \"team\": {\"id\": 8, \"name\": \"HERMES - GFK\"}}, {\"count\": 553, \"team\": {\"id\": 9, \"name\": \"Lila - VDK\"}}, {\"count\": 626, \"team\": {\"id\": 10, \"name\": \"VPPK\"}}, {\"count\": 730, \"team\": {\"id\": 11, \"name\": \"VEK - ML\"}}, {\"count\": 631, \"team\": {\"id\": 12, \"name\": \"HK\"}}, {\"count\": 565, \"team\": {\"id\": 13, \"name\": \"Lombrosiana - VBK\"}}, {\"count\": 622, \"team\": {\"id\": 14, \"name\": \"Blandinia\"}}, {\"count\": 528, \"team\": {\"id\": 17, \"name\": \"Antilopen\"}}, {\"count\": 642, \"team\": {\"id\": 7, \"name\": \"Politeia\"}}, {\"count\": 613, \"team\": {\"id\": 22, \"name\": \"HILOK Ladies\"}}, {\"count\": 740, \"team\": {\"id\": 6, \"name\": \"VGK\"}}, {\"count\": 868, \"team\": {\"id\": 2, \"name\": \"VTK\"}}, {\"count\": 577, \"team\": {\"id\": 16, \"name\": \"SK\"}}]\n",
    "\n",
    "# eventual count with all sources addes\n",
    "urenloop_count = {entry[\"team\"][\"name\"]: entry[\"count\"] for entry in urenloop_count}\n",
    "\n",
    "own_count = [('Antilopen', 522), ('Lila - VDK', 542), ('Lombrosiana - VBK', 568), ('SK', 580), ('HILOK Ladies', 613), ('Blandinia', 618), ('VPPK', 621), ('VRG', 622), ('Politeia', 627), ('HK', 628), ('HERMES - GFK', 649), ('Wetenschappen', 662), ('VGK', 685), ('VEK - ML', 707), ('VLK', 764), ('VTK', 864), ('HILOK', 873)]\n",
    "own_count = {entry[0]: entry[1] for entry in own_count}\n",
    "\n",
    "diff = {k: v-urenloop_count[k] for k, v in own_count.items()}\n",
    "\n",
    "# Make a random dataset:\n",
    "y_pos = np.arange(len(labels))\n",
    "\n",
    "# Create bars\n",
    "plt.bar(y_pos, diff.values(),  color='#1E64C8')\n",
    "\n",
    "# Create names on the x-axis\n",
    "plt.xticks(y_pos, labels, rotation=90)\n",
    "\n",
    "# axis\n",
    "plt.ylabel(\"Laps\")\n",
    "\n",
    "# Show graphic\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "564abda4-5026-48d9-8545-17b03c1698f0",
   "metadata": {},
   "source": [
    "### Difference with viterbi last year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "5e6fa56c-b942-46e7-a533-47550911310b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "urenloop_count = [{\"count\": 875, \"team\": {\"id\": 1, \"name\": \"HILOK\"}}, {\"count\": 777, \"team\": {\"id\": 3, \"name\": \"VLK\"}}, {\"count\": 669, \"team\": {\"id\": 4, \"name\": \"Wetenschappen\"}}, {\"count\": 629, \"team\": {\"id\": 5, \"name\": \"VRG\"}}, {\"count\": 649, \"team\": {\"id\": 8, \"name\": \"HERMES - GFK\"}}, {\"count\": 553, \"team\": {\"id\": 9, \"name\": \"Lila - VDK\"}}, {\"count\": 626, \"team\": {\"id\": 10, \"name\": \"VPPK\"}}, {\"count\": 730, \"team\": {\"id\": 11, \"name\": \"VEK - ML\"}}, {\"count\": 631, \"team\": {\"id\": 12, \"name\": \"HK\"}}, {\"count\": 565, \"team\": {\"id\": 13, \"name\": \"Lombrosiana - VBK\"}}, {\"count\": 622, \"team\": {\"id\": 14, \"name\": \"Blandinia\"}}, {\"count\": 528, \"team\": {\"id\": 17, \"name\": \"Antilopen\"}}, {\"count\": 642, \"team\": {\"id\": 7, \"name\": \"Politeia\"}}, {\"count\": 613, \"team\": {\"id\": 22, \"name\": \"HILOK Ladies\"}}, {\"count\": 740, \"team\": {\"id\": 6, \"name\": \"VGK\"}}, {\"count\": 868, \"team\": {\"id\": 2, \"name\": \"VTK\"}}, {\"count\": 577, \"team\": {\"id\": 16, \"name\": \"SK\"}}]\n",
    "\n",
    "# Only viterbi count - without manual data\n",
    "urenloop_count = {team[\"name\"]: len([lap[\"timestamp\"] for lap in laps if lap[\"teamId\"] == team[\"id\"] and lap[\"lapSourceId\"] == 3]) for team in teams}\n",
    "\n",
    "own_count = [('Antilopen', 522), ('Lila - VDK', 542), ('Lombrosiana - VBK', 568), ('SK', 580), ('HILOK Ladies', 613), ('Blandinia', 618), ('VPPK', 621), ('VRG', 622), ('Politeia', 627), ('HK', 628), ('HERMES - GFK', 649), ('Wetenschappen', 662), ('VGK', 685), ('VEK - ML', 707), ('VLK', 764), ('VTK', 864), ('HILOK', 873)]\n",
    "own_count = {entry[0]: entry[1] for entry in own_count}\n",
    "\n",
    "diff = {k: v-urenloop_count[k] for k, v in own_count.items()}\n",
    "\n",
    "# Make a random dataset:\n",
    "y_pos = np.arange(len(labels))\n",
    "\n",
    "# Create bars\n",
    "plt.bar(y_pos, diff.values(),  color='#1E64C8')\n",
    "\n",
    "# Create names on the x-axis\n",
    "plt.xticks(y_pos, labels, rotation=90)\n",
    "\n",
    "# axis\n",
    "plt.ylabel(\"Laps\")\n",
    "\n",
    "# Show graphic\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e71ad7a-0171-47b2-9ae1-aa5c9e7f5aed",
   "metadata": {},
   "source": [
    "## Lap times"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "013c0d8d-eb65-478a-b771-ff4a6c5d5997",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "i = 9  # LILA - VDK\n",
    "relative_laptimes = []\n",
    "prev = team_laps[i][0]\n",
    "for t in team_laps[i][1:-1]:\n",
    "    relative_laptimes.append((t-prev)/1000)\n",
    "    prev = t\n",
    "\n",
    "plt.figure(figsize=(20, 4))\n",
    "plt.ylabel(\"Seconds\")\n",
    "plt.xlabel(\"Lap\")\n",
    "plt.plot(np.array(relative_laptimes),color='#1E64C8')\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": "3.11.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}