{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "880645b0-0935-491b-899a-35570b6ccea4",
   "metadata": {},
   "source": [
    "# Projet SAUT\n",
    "\n",
    "## HOARAU HANNAH & RAGOT CLEMENCE\n",
    "\n",
    "---\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6519bfb7-aa6e-42b6-a72d-0b59f98e3962",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import csv\n",
    "import math\n",
    "import serial\n",
    "import serial.tools.list_ports\n",
    "import time\n",
    "import random\n",
    "import sys\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "564f5cec-d9c0-42e7-8304-1d46709f9295",
   "metadata": {},
   "source": [
    "# I. Acquisition \n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "57f507d6-70c2-4fa7-b7c0-043b0bd554d2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.5\n",
      "[<serial.tools.list_ports_common.ListPortInfo object at 0x000001C7C331D280>]\n"
     ]
    }
   ],
   "source": [
    "print(serial.__version__)\n",
    "ports = serial.tools.list_ports.comports()\n",
    "print(ports)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a9ab76fe-7752-4277-8607-3590ba90f3a7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 \t COM3 \t Microsoft\n"
     ]
    }
   ],
   "source": [
    "for index,value in enumerate(sorted(ports)):\n",
    "  print(index, '\\t', value.name, '\\t', value.manufacturer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a50931b0-8138-4319-b89d-d9ad925c7445",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PORT\tDEVICE\t\t\tMANUFACTURER\n",
      "0 \t COM3 \t Microsoft\n"
     ]
    }
   ],
   "source": [
    "choices = []\n",
    "print('PORT\\tDEVICE\\t\\t\\tMANUFACTURER')\n",
    "for index,value in enumerate(sorted(ports)):\n",
    "  if (value.hwid != 'n/a'):\n",
    "    choices.append(index)\n",
    "    print(index, '\\t', value.name, '\\t', value.manufacturer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "63ac0c6a-9edd-431d-910b-7d7c5a95fd5b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Choisis le port :  0\n"
     ]
    },
    {
     "ename": "IndexError",
     "evalue": "list index out of range",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[4], line 105\u001b[0m\n\u001b[0;32m    102\u001b[0m     \u001b[38;5;28mprint\u001b[39m(i, p\u001b[38;5;241m.\u001b[39mdevice)\n\u001b[0;32m    104\u001b[0m choice \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mint\u001b[39m(\u001b[38;5;28minput\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mChoisis le port : \u001b[39m\u001b[38;5;124m\"\u001b[39m))\n\u001b[1;32m--> 105\u001b[0m port \u001b[38;5;241m=\u001b[39m ports[choice]\u001b[38;5;241m.\u001b[39mdevice\n\u001b[0;32m    107\u001b[0m \u001b[38;5;66;03m# connexion\u001b[39;00m\n\u001b[0;32m    108\u001b[0m arduino \u001b[38;5;241m=\u001b[39m serial\u001b[38;5;241m.\u001b[39mSerial(port, baudRate)\n",
      "\u001b[1;31mIndexError\u001b[0m: list index out of range"
     ]
    }
   ],
   "source": [
    "#!/usr/bin/python3\n",
    "\n",
    "# ============================================\n",
    "# code is placed under the MIT license\n",
    "#  Copyright (c) 2023 J-M-L\n",
    "#  For the Arduino Forum : https://forum.arduino.cc/u/j-m-l\n",
    "#\n",
    "#  Permission is hereby granted, free of charge, to any person obtaining a copy\n",
    "#  of this software and associated documentation files (the \"Software\"), to deal\n",
    "#  in the Software without restriction, including without limitation the rights\n",
    "#  to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n",
    "#  copies of the Software, and to permit persons to whom the Software is\n",
    "#  furnished to do so, subject to the following conditions:\n",
    "#\n",
    "#  The above copyright notice and this permission notice shall be included in\n",
    "#  all copies or substantial portions of the Software.\n",
    "#\n",
    "#  THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n",
    "#  IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n",
    "#  FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n",
    "#  AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n",
    "#  LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n",
    "#  OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN\n",
    "#  THE SOFTWARE.\n",
    "#  ===============================================\n",
    "\n",
    "\n",
    "import sys, threading, queue, serial\n",
    "import serial.tools.list_ports\n",
    "\n",
    "baudRate = 115200\n",
    "arduinoQueue = queue.Queue()\n",
    "localQueue = queue.Queue()\n",
    "\n",
    "def selectArduino():\n",
    "    ports = serial.tools.list_ports.comports()\n",
    "    choices = []\n",
    "    print('PORT\\tDEVICE\\t\\t\\tMANUFACTURER')\n",
    "    for index,value in enumerate(sorted(ports)):\n",
    "        if (value.hwid != 'n/a'):\n",
    "            choices.append(index)\n",
    "            print(index, '\\t', value.name, '\\t', value.manufacturer) # https://pyserial.readthedocs.io/en/latest/tools.html#serial.tools.list_ports.ListPortInfo\n",
    "\n",
    "    choice = -1\n",
    "    while choice not in choices:\n",
    "        answer = input(\"➜ Select your port: \")\n",
    "        if answer.isnumeric() and int(answer) <= int(max(choices)):\n",
    "            choice = int(answer)\n",
    "    print('selecting: ', ports[choice].device)\n",
    "    return ports[choice].device\n",
    "\n",
    "\n",
    "def listenToArduino():\n",
    "    message = b''\n",
    "    while True:\n",
    "        incoming = arduino.read()\n",
    "        if (incoming == b'\\n'):\n",
    "            arduinoQueue.put(message.decode('utf-8').strip().upper())\n",
    "            message = b''\n",
    "        else:\n",
    "            if ((incoming != b'') and (incoming != b'\\r')):\n",
    "                 message += incoming\n",
    "\n",
    "def listenToLocal():\n",
    "    while True:\n",
    "        command = sys.stdin.readline().strip().upper()\n",
    "        localQueue.put(command)\n",
    "\n",
    "def configureUserInput():\n",
    "    localThread = threading.Thread(target=listenToLocal, args=())\n",
    "    localThread.daemon = True\n",
    "    localThread.start()\n",
    "\n",
    "\n",
    "def configureArduino():\n",
    "    global arduinoPort\n",
    "    arduinoPort = selectArduino()\n",
    "    global arduino\n",
    "    arduino = serial.Serial(arduinoPort, baudrate=baudRate, timeout=.1)\n",
    "    arduinoThread = threading.Thread(target=listenToArduino, args=())\n",
    "    arduinoThread.daemon = True\n",
    "    arduinoThread.start()\n",
    "\n",
    "# ---- CALLBACKS UPON MESSAGES -----\n",
    "\n",
    "def handleLocalMessage(aMessage):\n",
    "    print(\"=> [\" + aMessage + \"]\")\n",
    "    arduino.write(aMessage.encode('utf-8'))\n",
    "    arduino.write(bytes('\\n', encoding='utf-8'))\n",
    "\n",
    "def handleArduinoMessage(aMessage):\n",
    "    print(\"<= [\" + aMessage + \"]\")\n",
    "\n",
    "# ---- MAIN CODE -----\n",
    "\n",
    "\n",
    "baudRate = 115200\n",
    "\n",
    "# choix du port\n",
    "ports = serial.tools.list_ports.comports()\n",
    "for i, p in enumerate(ports):\n",
    "    print(i, p.device)\n",
    "\n",
    "choice = int(input(\"Choisis le port : \"))\n",
    "port = ports[choice].device\n",
    "\n",
    "# connexion\n",
    "arduino = serial.Serial(port, baudRate)\n",
    "\n",
    "time.sleep(2)  \n",
    "\n",
    "fichier = open(\"données.txt\", \"w\")\n",
    "\n",
    "print (\"Enregistrement en cours\")\n",
    "\n",
    "print(\"Connexion OK, lecture :\")\n",
    "try: \n",
    "    while True:\n",
    "        if arduino.in_waiting:\n",
    "            line = arduino.readline().decode('utf-8', errors='ignore').strip()\n",
    "            print(line)\n",
    "            fichier.write(line +\"\\n\")\n",
    "            if \"STOP\" in line:\n",
    "                running = False\n",
    "except KeyboardInterrupt:\n",
    "    print(\"\\nAcquisition arrêtée\")\n",
    "\n",
    "    arduino.close()\n",
    "    print(\"Port série fermé\")\n",
    "\n",
    "\n",
    "fichier.close()\n",
    "print(\"Fichier sauvegardé\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "293a58c7-ddae-4ccb-898e-71f9e5a0affc",
   "metadata": {},
   "source": [
    "# II. Calcul Hauteur\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "f1f55135-fcb2-4480-baba-76efc877a719",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tension au repos : 0.456 V\n",
      "Temps de décollage : 5.707 s\n",
      "Enfoncement max : 3.67 mm\n",
      "\n",
      "==================================================\n",
      "RÉSULTATS DE L'ANALYSE\n",
      "==================================================\n",
      "Vitesse au décollage  : 0.999 m/s\n",
      "HAUTEUR DU SAUT       : 5.1 cm\n",
      "Temps de vol estimé   : 0.20 s\n",
      "==================================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tension au repos : 0.582 V\n",
      "Temps de décollage : 5.375 s\n",
      "Enfoncement max : 3.46 mm\n",
      "\n",
      "==================================================\n",
      "RÉSULTATS DE L'ANALYSE\n",
      "==================================================\n",
      "Vitesse au décollage  : 1.291 m/s\n",
      "HAUTEUR DU SAUT       : 8.5 cm\n",
      "Temps de vol estimé   : 0.26 s\n",
      "==================================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tension au repos : 2.071 V\n",
      "Temps de décollage : 1.104 s\n",
      "Enfoncement max : 3.47 mm\n",
      "\n",
      "==================================================\n",
      "RÉSULTATS DE L'ANALYSE\n",
      "==================================================\n",
      "Vitesse au décollage  : 2.096 m/s\n",
      "HAUTEUR DU SAUT       : 22.4 cm\n",
      "Temps de vol estimé   : 0.43 s\n",
      "==================================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "==================================================\n",
      "COMPARAISON DES HAUTEURS\n",
      "==================================================\n",
      "Saut 1 : 8.5 cm\n",
      "Saut 3.5 : 22.4 cm\n",
      "Différence : 13.9 cm\n",
      "==================================================\n"
     ]
    }
   ],
   "source": [
    "def analyser_saut_complet(nom_fichier):\n",
    "    \"\"\"\n",
    "    Analyse un fichier de données de saut.\n",
    "    Montre la phase de poussée ET la phase de chute/amortissement.\n",
    "    \"\"\"\n",
    "    # -------------------------------------------------\n",
    "    # 1. CHARGEMENT DES DONNÉES\n",
    "    # -------------------------------------------------\n",
    "    data = []\n",
    "    with open(nom_fichier, 'r', encoding='latin-1') as f:\n",
    "        for line in f:\n",
    "            parts = line.strip().split(',')\n",
    "            if len(parts) == 3:\n",
    "                try:\n",
    "                    data.append([float(parts[0]), float(parts[2])])\n",
    "                except:\n",
    "                    continue\n",
    "    \n",
    "    if len(data) == 0:\n",
    "        print(\"ERREUR : Aucune donnée lue dans le fichier\")\n",
    "        return 0, None\n",
    "    \n",
    "    df = pd.DataFrame(data, columns=['t_us', 'u_v'])\n",
    "    df['t_s'] = df['t_us'] / 1e6\n",
    "    \n",
    "    # -------------------------------------------------\n",
    "    # 2. CONVERSION TENSION → ENFONCEMENT\n",
    "    # -------------------------------------------------\n",
    "    u_repos = df['u_v'].iloc[0:min(50, len(df))].mean()\n",
    "    print(f\"Tension au repos : {u_repos:.3f} V\")\n",
    "    \n",
    "    # Enfoncement relatif (mètres)\n",
    "    df['x_m'] = (df['u_v'] - u_repos) * (COURSE_POT_MM / 1000.0 / 5.0)\n",
    "    \n",
    "    # -------------------------------------------------\n",
    "    # 3. DÉTECTION DU DÉCOLLAGE (PIC D'ENFONCEMENT)\n",
    "    # -------------------------------------------------\n",
    "    idx_decollage = df['x_m'].idxmax()\n",
    "    t_decollage = df['t_s'].iloc[idx_decollage]\n",
    "    \n",
    "    print(f\"Temps de décollage : {t_decollage:.3f} s\")\n",
    "    print(f\"Enfoncement max : {df['x_m'].max()*1000:.2f} mm\")\n",
    "    \n",
    "    # -------------------------------------------------\n",
    "    # 4. CALCUL DE L'ACCÉLÉRATION (pour toute la durée)\n",
    "    # -------------------------------------------------\n",
    "    df['accel'] = ((K_TOT * df['x_m']) / M_SAUTEUR)\n",
    "    df['reaction_sol'] = M_SAUTEUR * (G + df['accel'])\n",
    "    \n",
    "    # -------------------------------------------------\n",
    "    # 5. INTÉGRATION POUR OBTENIR LA VITESSE (pour toute la durée)\n",
    "    # -------------------------------------------------\n",
    "    vitesses = []\n",
    "    vitesse = 0\n",
    "    \n",
    "    for i in range(len(df)):\n",
    "        if i == 0:\n",
    "            vitesses.append(0)\n",
    "        else:\n",
    "            dt_local = df['t_s'].iloc[i] - df['t_s'].iloc[i-1]\n",
    "            vitesse += df['accel'].iloc[i] * dt_local\n",
    "            vitesses.append(vitesse)\n",
    "    \n",
    "    df['v'] = vitesses\n",
    "    \n",
    "    # -------------------------------------------------\n",
    "    # 6. DÉTECTION DE L'ATTERRISSAGE\n",
    "    # -------------------------------------------------\n",
    "    # Après le décollage, la vitesse devient négative puis la plateforme se comprime à nouveau\n",
    "    # On cherche le prochain pic d'enfoncement après le décollage\n",
    "    apres_decollage = df.iloc[idx_decollage:].copy()\n",
    "    if len(apres_decollage) > 1:\n",
    "        idx_atterrissage = apres_decollage['x_m'].idxmax()\n",
    "        t_atterrissage = df['t_s'].loc[idx_atterrissage]\n",
    "    else:\n",
    "        idx_atterrissage = idx_decollage\n",
    "        t_atterrissage = t_decollage\n",
    "    \n",
    "    # -------------------------------------------------\n",
    "    # 7. RÉSULTATS\n",
    "    # -------------------------------------------------\n",
    "    v_decollage = df['v'].iloc[idx_decollage]\n",
    "    hauteur_m = (v_decollage**2) / (2 * G)\n",
    "    hauteur_cm = hauteur_m * 100\n",
    "    \n",
    "    print(\"\\n\" + \"=\"*50)\n",
    "    print(\"RÉSULTATS DE L'ANALYSE\")\n",
    "    print(\"=\"*50)\n",
    "    print(f\"Vitesse au décollage  : {v_decollage:.3f} m/s\")\n",
    "    print(f\"HAUTEUR DU SAUT       : {hauteur_cm:.1f} cm\")\n",
    "    print(f\"Temps de vol estimé   : {2*v_decollage/G:.2f} s\")\n",
    "    if idx_atterrissage > idx_decollage:\n",
    "        temps_vol_reel = df['t_s'].iloc[idx_atterrissage] - df['t_s'].iloc[idx_decollage]\n",
    "        print(f\"Temps de vol mesuré   : {temps_vol_reel:.2f} s\")\n",
    "    print(\"=\"*50)\n",
    "    \n",
    "    # -------------------------------------------------\n",
    "    # 8. GRAPHIQUES COMPLETS (poussée + chute)\n",
    "    # -------------------------------------------------\n",
    "    \n",
    "    # Remettre le temps à zéro au début du mouvement\n",
    "    t_zero = df['t_s'].iloc[0]\n",
    "    df['t_rel'] = df['t_s'] - t_zero\n",
    "    \n",
    "    # Créer une figure avec 4 subplots\n",
    "    fig, axes = plt.subplots(4, 1, figsize=(12, 12))\n",
    "    \n",
    "    # Graphique 1 : Enfoncement (avec zones colorées)\n",
    "    axes[0].plot(df['t_rel'], df['x_m']*1000, 'b-', linewidth=1.5)\n",
    "    axes[0].axhline(0, color='r', linestyle='--', alpha=0.5)\n",
    "    axes[0].axvline(t_decollage - t_zero, color='g', linestyle='--', linewidth=2, label='Décollage')\n",
    "    if idx_atterrissage > idx_decollage:\n",
    "        axes[0].axvline(t_atterrissage - t_zero, color='orange', linestyle='--', linewidth=2, label='Atterrissage')\n",
    "    # Zone de vol (entre décollage et atterrissage)\n",
    "    if idx_atterrissage > idx_decollage:\n",
    "        axes[0].axvspan(t_decollage - t_zero, t_atterrissage - t_zero, alpha=0.1, color='gray', label='Phase de vol')\n",
    "    axes[0].set_ylabel('Enfoncement (mm)')\n",
    "    axes[0].set_title('Déplacement de la planche (poussée + réception)')\n",
    "    axes[0].legend()\n",
    "    axes[0].grid(True, alpha=0.3)\n",
    "    \n",
    "    # Graphique 2 : Vitesse\n",
    "    axes[1].plot(df['t_rel'], df['v'], 'orange', linewidth=1.5)\n",
    "    axes[1].axhline(0, color='r', linestyle='--', alpha=0.5)\n",
    "    axes[1].axvline(t_decollage - t_zero, color='g', linestyle='--', linewidth=2, label='Décollage')\n",
    "    if idx_atterrissage > idx_decollage:\n",
    "        axes[1].axvline(t_atterrissage - t_zero, color='orange', linestyle='--', linewidth=2, label='Atterrissage')\n",
    "        axes[1].axvspan(t_decollage - t_zero, t_atterrissage - t_zero, alpha=0.1, color='gray')\n",
    "    axes[1].set_ylabel('Vitesse (m/s)')\n",
    "    axes[1].set_title('Vitesse verticale (montée → descente)')\n",
    "    axes[1].legend()\n",
    "    axes[1].grid(True, alpha=0.3)\n",
    "    \n",
    "    # Graphique 3 : Accélération\n",
    "    axes[2].plot(df['t_rel'], df['accel'], 'green', linewidth=1.5)\n",
    "    axes[2].axhline(0, color='r', linestyle='--', alpha=0.5)\n",
    "    axes[2].axhline(-G, color='brown', linestyle=':', alpha=0.5, label='-g (chute libre)')\n",
    "    axes[2].axvline(t_decollage - t_zero, color='g', linestyle='--', linewidth=2, label='Décollage')\n",
    "    if idx_atterrissage > idx_decollage:\n",
    "        axes[2].axvline(t_atterrissage - t_zero, color='orange', linestyle='--', linewidth=2, label='Atterrissage')\n",
    "        axes[2].axvspan(t_decollage - t_zero, t_atterrissage - t_zero, alpha=0.1, color='gray')\n",
    "    axes[2].set_ylabel('Accélération (m/s²)')\n",
    "    axes[2].set_title('Accélération verticale (poussée, chute libre, réception)')\n",
    "    axes[2].legend()\n",
    "    axes[2].grid(True, alpha=0.3)\n",
    "    \n",
    "    # Graphique 4 : Force de réaction du sol\n",
    "    axes[3].plot(df['t_rel'], df['reaction_sol'], 'purple', linewidth=1.5)\n",
    "    axes[3].axhline(M_SAUTEUR * G, color='r', linestyle='--', alpha=0.5, label='Poids (mg)')\n",
    "    axes[3].axvline(t_decollage - t_zero, color='g', linestyle='--', linewidth=2, label='Décollage')\n",
    "    if idx_atterrissage > idx_decollage:\n",
    "        axes[3].axvline(t_atterrissage - t_zero, color='orange', linestyle='--', linewidth=2, label='Atterrissage')\n",
    "        axes[3].axvspan(t_decollage - t_zero, t_atterrissage - t_zero, alpha=0.1, color='gray')\n",
    "    axes[3].set_xlabel('Temps (s)')\n",
    "    axes[3].set_ylabel('Force (N)')\n",
    "    axes[3].set_title('Force de réaction du sol (poussée → décollage → réception)')\n",
    "    axes[3].legend()\n",
    "    axes[3].grid(True, alpha=0.3)\n",
    "    \n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "    \n",
    "    return hauteur_cm, df\n",
    "\n",
    "\n",
    "def comparer_deux_sauts_complet(fichier1, fichier2, nom1=\"Saut 1\", nom2=\"Saut 2\"):\n",
    "    \"\"\"Compare deux fichiers avec vue complète (poussée + chute)\"\"\"\n",
    "    h1, df1 = analyser_saut_complet(fichier1)\n",
    "    h2, df2 = analyser_saut_complet(fichier2)\n",
    "    \n",
    "    if df1 is None or df2 is None:\n",
    "        print(\"Erreur : impossible de charger les fichiers\")\n",
    "        return\n",
    "    \n",
    "    # Remettre les temps à zéro\n",
    "    t1 = df1['t_s'] - df1['t_s'].iloc[0]\n",
    "    t2 = df2['t_s'] - df2['t_s'].iloc[0]\n",
    "    \n",
    "    # Détection des temps de décollage\n",
    "    idx_dec1 = df1['x_m'].idxmax()\n",
    "    idx_dec2 = df2['x_m'].idxmax()\n",
    "    t_dec1 = t1.iloc[idx_dec1]\n",
    "    t_dec2 = t2.iloc[idx_dec2]\n",
    "    \n",
    "    fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n",
    "    \n",
    "    # Enfoncement\n",
    "    axes[0, 0].plot(t1, df1['x_m']*1000, label=nom1, linewidth=1.5)\n",
    "    axes[0, 0].plot(t2, df2['x_m']*1000, label=nom2, linewidth=1.5)\n",
    "    axes[0, 0].axvline(t_dec1, color='g', linestyle='--', alpha=0.5)\n",
    "    axes[0, 0].axvline(t_dec2, color='r', linestyle='--', alpha=0.5)\n",
    "    axes[0, 0].axhline(0, color='k', linestyle='--', alpha=0.3)\n",
    "    axes[0, 0].set_ylabel('Enfoncement (mm)')\n",
    "    axes[0, 0].set_title('Déplacement de la planche')\n",
    "    axes[0, 0].legend()\n",
    "    axes[0, 0].grid(True, alpha=0.3)\n",
    "    \n",
    "    # Vitesse\n",
    "    axes[0, 1].plot(t1, df1['v'], label=f\"{nom1} (h={h1:.1f}cm)\", linewidth=1.5)\n",
    "    axes[0, 1].plot(t2, df2['v'], label=f\"{nom2} (h={h2:.1f}cm)\", linewidth=1.5)\n",
    "    axes[0, 1].axhline(0, color='k', linestyle='--', alpha=0.3)\n",
    "    axes[0, 1].axvline(t_dec1, color='g', linestyle='--', alpha=0.5)\n",
    "    axes[0, 1].axvline(t_dec2, color='r', linestyle='--', alpha=0.5)\n",
    "    axes[0, 1].set_ylabel('Vitesse (m/s)')\n",
    "    axes[0, 1].set_title('Vitesse verticale')\n",
    "    axes[0, 1].legend()\n",
    "    axes[0, 1].grid(True, alpha=0.3)\n",
    "    \n",
    "    # Accélération\n",
    "    axes[1, 0].plot(t1, df1['accel'], label=nom1, linewidth=1.5)\n",
    "    axes[1, 0].plot(t2, df2['accel'], label=nom2, linewidth=1.5)\n",
    "    axes[1, 0].axhline(0, color='k', linestyle='--', alpha=0.3)\n",
    "    axes[1, 0].axhline(-G, color='brown', linestyle=':', alpha=0.5)\n",
    "    axes[1, 0].axvline(t_dec1, color='g', linestyle='--', alpha=0.5)\n",
    "    axes[1, 0].axvline(t_dec2, color='r', linestyle='--', alpha=0.5)\n",
    "    axes[1, 0].set_ylabel('Accélération (m/s²)')\n",
    "    axes[1, 0].set_title('Accélération verticale')\n",
    "    axes[1, 0].legend()\n",
    "    axes[1, 0].grid(True, alpha=0.3)\n",
    "    \n",
    "    # Force de réaction\n",
    "    axes[1, 1].plot(t1, df1['reaction_sol'], label=nom1, linewidth=1.5)\n",
    "    axes[1, 1].plot(t2, df2['reaction_sol'], label=nom2, linewidth=1.5)\n",
    "    axes[1, 1].axhline(M_SAUTEUR * G, color='k', linestyle='--', alpha=0.3, label='Poids')\n",
    "    axes[1, 1].axvline(t_dec1, color='g', linestyle='--', alpha=0.5)\n",
    "    axes[1, 1].axvline(t_dec2, color='r', linestyle='--', alpha=0.5)\n",
    "    axes[1, 1].set_xlabel('Temps (s)')\n",
    "    axes[1, 1].set_ylabel('Force (N)')\n",
    "    axes[1, 1].set_title('Force de réaction du sol')\n",
    "    axes[1, 1].legend()\n",
    "    axes[1, 1].grid(True, alpha=0.3)\n",
    "    \n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "    \n",
    "    print(\"\\n\" + \"=\"*50)\n",
    "    print(\"COMPARAISON DES HAUTEURS\")\n",
    "    print(\"=\"*50)\n",
    "    print(f\"{nom1} : {h1:.1f} cm\")\n",
    "    print(f\"{nom2} : {h2:.1f} cm\")\n",
    "    print(f\"Différence : {abs(h1-h2):.1f} cm\")\n",
    "    print(\"=\"*50)\n",
    "\n",
    "\n",
    "# ============================================\n",
    "# EXÉCUTION\n",
    "# ============================================\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    # Analyse complète (avec poussée, vol et réception)\n",
    "    hauteur, df = analyser_saut_complet('données_saut1.txt')\n",
    "    \n",
    "    # Comparaison de deux sauts en version complète\n",
    "    comparer_deux_sauts_complet(\n",
    "        \"données_saut1_1.txt\",\n",
    "        \"données_saut3_5.txt\",\n",
    "        nom1=\"Saut B\",\n",
    "        nom2=\"Saut C\"\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "3341f9e3-6453-4568-86b5-e698d48f935c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pas de temps moyen : 2.00 ms\n",
      "Tension au repos : 0.456 V\n",
      "Durée de la poussée : 5.707 s\n",
      "Enfoncement max : 3.67 mm\n",
      "\n",
      "==================================================\n",
      "RÉSULTATS DE L'ANALYSE\n",
      "==================================================\n",
      "Force de poussée max  : 828 N\n",
      "Vitesse au décollage  : 0.999 m/s\n",
      "HAUTEUR DU SAUT       : 5.1 cm\n",
      "==================================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pas de temps moyen : 2.00 ms\n",
      "Tension au repos : 0.582 V\n",
      "Durée de la poussée : 5.375 s\n",
      "Enfoncement max : 3.46 mm\n",
      "\n",
      "==================================================\n",
      "RÉSULTATS DE L'ANALYSE\n",
      "==================================================\n",
      "Force de poussée max  : 780 N\n",
      "Vitesse au décollage  : 1.291 m/s\n",
      "HAUTEUR DU SAUT       : 8.5 cm\n",
      "==================================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pas de temps moyen : 2.00 ms\n",
      "Tension au repos : 2.071 V\n",
      "Durée de la poussée : 1.104 s\n",
      "Enfoncement max : 3.47 mm\n",
      "\n",
      "==================================================\n",
      "RÉSULTATS DE L'ANALYSE\n",
      "==================================================\n",
      "Force de poussée max  : 784 N\n",
      "Vitesse au décollage  : 2.096 m/s\n",
      "HAUTEUR DU SAUT       : 22.4 cm\n",
      "==================================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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//JCJEyfi7+9PtWrV6NSpk/tcsbyoXbs2kyZNYvLkyXTu3Jm0tDRmzZqVaQr1dN26dWPx4sWMGzeO2267jcqVK/Pggw9y7tw5xo8fn6Hu9OnTadu2LdOnT2fKlCmYpkmVKlVo3749bdq0yVOcAQEBfPHFFzz66KPcf//9+Pv707VrV77++usME2Dk5IUXXmDjxo0MHjyYuLg42rRpw7x58y46BXuFChVYsmQJjz/+OHfddRclS5akb9++zJ8/3z2Fe175+/uzdOlSJk6cyMcff8ykSZMoXbo0zZo147rrrsvz/ho1asRPP/3Ec889x7hx44iJiaFs2bLUrVuXXr16eRSjiIgnDOvCaZ9ERMRxs2fPZvDgwWzcuJFWrVo5HY4UcVFRUXTp0oUFCxZwyy23OB2OiEixpenIRUREREREcqDESUREREREJAcaqiciIiIiIpID9TiJiIiIiIjkQImTiIiIiIhIDpQ4iYiIiIiI5MDnruNkmiZHjhyhdOnS7iumi4iIiIiI77Esi/j4eKpUqYLLdfE+JZ9LnI4cOUL16tWdDkNERERERIqIgwcPUq1atYvW8bnEqXTp0oD94pQpU8bhaOwesGPHjhEWFpZjlivFi9ret6n9fZfa3rep/X2b2t/u4YlNigUgNCjU8RFgcXFxVK9e3Z0jXIzPJU7pjVOmTJkikzglJiZSpkwZn30D+Sq1vW9T+/sutb1vU/v7NrU/JKcl898t/wVgbIexBPoFOhyRLTcJnG+2mIiIiIiISB4ocRIREREREcmBEicREREREZEc+Nw5TrlhWRapqamkpaUV+LFM0yQlJYXExESfHetaGAICAvDz83M6DBERERHxUkqc/iE5OZno6GjOnj1bKMezLAvTNImPj3d8VpHizDAMqlWrRqlSpZwORURERES8kBKnC5imyd69e/Hz86NKlSoEBgYWeDKT3rvl7++vxKmAWJbFsWPHOHToEHXr1lXPk4iIiIjkmRKnCyQnJ2OaJtWrVyckJKRQjqnEqXCEhYWxb98+UlJSlDiJiIiIOMRluGhdpbW77E2UOGVB5xoVP0pKRURERJzn7/Ln+nrXOx2GRxzNEKZOnUrTpk3dF6ONjIzkq6++yrZ+VFQUhmFkuu3atasQoxYREREREV/jaOJUrVo1XnzxRTZt2sSmTZu45ppr6Nu3L7/++utFt9u9ezfR0dHuW926dQsp4uLl9OnTjB8/nujoaKdDEREREREfYFkWCckJJCQnYFmW0+HkiaOJU+/evenVqxf16tWjXr16TJgwgVKlSvH9999fdLvw8HAqV67svumcFc8MGjSIc+fOERERkW/7nD17NmXLlnUvP/PMMzRv3jzf9i8iIiIi3ivFTOGV9a/wyvpXSDFTnA4nT4rMOU5paWksWLCAhIQEIiMjL1r3yiuvJDExkUaNGjFu3Di6dOmSbd2kpCSSkpLcy3FxcYA9g55pmhnqmqaJZVnuW2FJP9alHHPw4MG8//77APj7+1O+fHmaNm3K7bffzqBBgzKdt/Xaa69RqlQpXnjhhXx9rv98Lvnx3PJDeptm1e5OSf97KyrxSOFS+/sutb1vU/v7NrX/+dcgvWwazr4WeWkLxxOn7du3ExkZSWJiIqVKlWLRokU0atQoy7oRERHMmDGDli1bkpSUxIcffsi1115LVFQUHTt2zHKbiRMnMn78+Ezrjx07RmJiYoZ1KSkpmKZJamoqqampl/7kcsGyLPeFdi9lAgPTNOnRowfvvPMOaWlpxMTEsHz5ckaMGMEnn3zCp59+ir//+eZ+9NFHAfL9Ir/pf3zpr1/6m6OwXs/spKamYpomJ06cICAgwNFY0pmmSWxsLJZlaUISH6T2911qe9+m9vdtan9ITksmLi6BtDSIiYkh0C/Q0Xji4+NzXdfxxKl+/fps3bqV06dPs3DhQgYOHMjq1auzTJ7q169P/fr13cuRkZEcPHiQV199NdvEacyYMYwcOdK9HBcXR/Xq1QkLC6NMmTIZ6iYmJhIfH4+/v3+GJKMwXOqXeZfLRXBwMNWqVQOgZs2atG7dmnbt2tG1a1fmzJnDkCFDiI2N5cknn+Szzz4jMTGRVq1a8frrr9OsWTP3vj7//HOee+45fvnlF0qVKkXHjh1ZuHAhAKdOnWLEiBF88cUXJCUl0alTJyZPnuw+zyz9QyD99XO5XBiG4V7euHEjTz31FFu2bCElJYXmzZvz+uuv06JFC/fxd+3axdChQ9m0aRN16tRh8uTJdO/enU8//ZQbb7wRgMOHD/P444+zYsUKXC4XV199NZMmTaJWrVpZvj7+/v64XC4qVKhAcHDwJb3W+cU0TQzDICwszGc/PH2Z2t93qe19m9rft6n97cRp7dqSHDgIDzUNp1odZxOnvHwvdDxxCgwM5PLLLwegVatWbNy4kcmTJzN9+vRcbd+2bVvmzJmT7eNBQUEEBQVlWu9yuTL9waZ/yU+/XSg5LTnbY7gMF/4u/1zVNTAI8DufJCWlJpFqpmKlWRmO6Wn2/c+4r732Wpo1a8aiRYsYMmQIN9xwA+XLl2fp0qWEhoYyffp0unbtym+//Ub58uVZsmQJN998M0899RQffvghycnJLFmyxL3fwYMH8/vvv/P5559TpkwZ/vWvf3H99dezY8cOAgIC3PWyuz9z5gwDBw7kjTfeAOwhg9dffz2///47pUuXxjRNbrrpJmrUqMEPP/xAfHw8jz/+uHsfhmFw9uxZrrnmGjp06MB3332Hv78/zz//PD179uTnn38mMDDza5e+bVbt7qSiGJMUHrW/71Lb+za1v2/zxfZPTYX16yEpCdZ972LTJvt74Y4dLupf7uzrkJd2cDxx+ifLsjKck5STLVu25OvkBtl5Yc0L2T5Wt3xd7mx6p3v5lXXZn+xWq2wtBjUf5F6e9P0kziSdcSdt6Z7p/Mwlx5yuQYMG/Pzzz6xatYrt27cTExPjTiZfffVVFi9ezCeffMJ9993HhAkTuP322zMMb0zvjUpPmNatW0e7du0AmDt3LtWrV2fx4sXceuutOcZyzTXXZFiePn065cqVY/Xq1dxwww2sWLGCP/74g6ioKCpXrgzAhAkT6Natm3ubefPm4XK5ePfdd92v2axZsyhbtixRUVF07979El4tEREREckvycnQvTusXv33Cj+gA1xzDVzvZZdzcjRxGjt2LD179qR69erEx8czb948oqKiWLZsGWAPszt8+DAffPABgHsoVuPGjUlOTmbOnDksXLjQPYxMsmZZdm/W5s2bOXPmDBUqVMjw+Llz5/jjjz8A2Lp1K0OHDs1yPzt37sTf35+rrrrKva5ChQrUr1+fnTt35iqWmJgY/vOf//Dtt9/y119/kZaWxtmzZzlw4ABgTzVfvXp1d9IE0KZNmwz72Lx5M3v27KF06dIZ1icmJrqfh4iIiIg4y7LgoYfspCkkBOrWBdOA8p3h6qudji7vHE2c/vrrL+6++26io6MJDQ2ladOmLFu2zN27EB0d7f5CDZCcnMwTTzzB4cOHKVGiBI0bN2bJkiX06tWrwGMd22Fsto+5jIxdfE+2fzLbugYZh9KNaDuC1NRU/P39L2lyiIvZuXMntWvXxjRNIiIiiIqKylQnfQrxEiVKZLuf7GbGS0/McmPQoEEcO3aMSZMmUbNmTYKCgoiMjCQ5OTnX+zJNk5YtWzJ37txMj4WFheUqDhEREREpGJYFe/fC//4H774LLhd88gn07Ampposvf2sOZP4OXdQ5mjjNnDnzoo/Pnj07w/KoUaMYNWpUAUaUvbycc5TXui7Lhb9fwSRO3377Ldu3b+exxx6jWrVqHD16FH9//2wnUWjatCnffPMNgwcPzvRYo0aNSE1N5YcffnAP1Ttx4gS//fYbDRs2zFU8a9asYcqUKe5k9+DBgxw/ftz9eIMGDThw4AB//fUXlSpVAuwJJS7UokUL5s+fT3h4eKYJPkRERETEWVOn2j1N6V5+2U6aAPxd/tzY4EZH4rpU3pXmyUUlJSVx9OhRDh8+zE8//cQLL7xA3759ueGGGxgwYABdu3YlMjKSG2+8keXLl7Nv3z7Wr1/PuHHj2LRpEwBPP/00H3/8MU8//TQ7d+5k+/btvPzyywDUrVuXvn37MnToUNauXcu2bdu46667qFq1Kn379s1VjJdffjkffvghO3fu5IcffuDOO+/M0MvVrVs3LrvsMgYOHMjPP//MunXreOqpp4DzE0zceeedVKxYkb59+7JmzRr27t3L6tWrefTRRzl06FB+vqQiIiIikgemCa++apcrVoSxY+GCCa69mhKnYmTZsmVERERQq1YtrrvuOlatWsUbb7zBZ599hp+fH4ZhsHTpUjp27Mg999xDvXr1uP3229m3b5+7d6dz584sWLCAzz//nObNm3PNNdfwww8/uI8xa9YsWrZsyQ033EBkZCSWZbF06dJcT6f+3nvvcerUKa688kruvvtuhg8fTnh4uPtxPz8/Fi9ezJkzZ2jdujVDhgxh3LhxwPnpIkNCQvjuu++oUaMG/fr1o2HDhtxzzz2cO3dOPVAiIiIiDlq+3B6mV7Ys7N8PEybAhYOqLMsiOS2Z5LTkbE8DKaoMy9sivkRxcXGEhoYSGxub5XWc9u7dS+3atQvtWj/pF4ctyHOcvN26deu4+uqr2bNnD5dddplH+3CibXNimiYxMTGEh4f71JSkYlP7+y61vW9T+/u24t7+qalw7bXw3XcwYgT897+Z6ySnJbtnqx7bYazjF8C9WG7wT0VuOnKRRYsWUapUKerWrcuePXt49NFHad++vcdJk4iIiIgUvH/9y06aSpSAhx92Opr8p8RJipz4+HhGjRrFwYMHqVixIl27duW1115zOiwRERERycaOHfD663b5gw+gOP7ercRJipwBAwYwYMAAp8MQERERkVyaNs2+79sXbrnF2VgKSvEbXCkiIiIiIoXmzBl4/327/OCDzsZSkJQ4iYiIiIiIx8aMgbg4uPxy6NrV6WgKjhKnLJim6XQIks98bPJIERERkUIxYwa89ZZdfu01KIaTBbrpHKcLBAYG4nK5OHLkCGFhYQQGBhb4FOGajrzgWZbFsWPHMAwj19ebEhEREZGLW70aHnrILj//PPTpk/M2LsNFo7BG7rI3UeJ0AZfLRe3atYmOjubIkSOFckzLsjBNE5fLpcSpABmGQbVq1fDz83M6FBERERGvZ1lwzz32tZtuuw3Gjs3ddv4uf/o37l+wwRUQJU7/EBgYSI0aNUhNTSUtLa3Aj2eaJidOnKBChQrF8kJoRUVAQICSJhEREZF8snMn/PknBAfDu++CL/z+r8QpC+lDugpjWJdpmgQEBBAcHKzESURERES8wooV9n3HjlCqlLOxFBYlTiIiIiIikifLl9v33bvnbbvktGReWPMCAGM7jCXQLzCfIys46uIQEREREZFcS0y0J4YA6NHD2VgKkxInERERERHJtS++gHPnoGpVaNzY6WgKjxInERERERHJtalT7ftBg3xjUoh0OsdJRERERERytHkzvPMOrFplX+j2vvucjqhwKXESEREREZGLsiy46y7Ytcte7t0batRwNqbCpsRJREREREQuKirKTppKlYKnnoKBA52OqPApcRIRERERkYuaMsW+v+suGD3a8/24DBd1y9d1l72JEicREREREcnWkSOweLFdfuCBS9uXv8ufO5veeckxOcG70jwRERERESlU774LqanQvj00bep0NM5R4iQiIiIiIllKTYUZM+zygw86G4vTNFRPRERERESy9MUXcPgwhIXBzTdf+v6S05J5Zd0rADzZ/kkC/QIvfaeFRImTiIiIiIhkKf1it/fcA0FB+bPPFDMlf3ZUyDRUT0REREREMvn9d1i5EgwD7r/f6Wicp8RJREREREQymTbNvu/ZE2rXdjaWokCJk4iIiIiIZHDuHMyaZZd9fVKIdDrHSURERERE3I4ft6cgP3UKataE665zOqKiQYmTiIiIiIgAdrJUty6cPm0v338/+Pk5GlKRocRJREREREQAezKI9KSpffv8nxTCwKBW2VrusjdR4iQiIiIiIgAsX27fjxwJr72W//sP8AtgUPNB+b/jQqDJIUREREREBMuCFSvsco8ezsZSFClxEhERERERdu2CQ4fsC9126OB0NEWPhuqJiIiIiAgLF9r3HTtCiRIFc4zktGQmfT8JgBFtRxDoF1gwByoASpxERERERHxcairMmGGXBwwo2GOdTTlbsAcoIBqqJyIiIiLi45YsgYMHoWJFuOUWp6MpmpQ4iYiIiIj4uKlT7ft77oHgYGdjKaocTZymTp1K06ZNKVOmDGXKlCEyMpKvvvrqotusXr2ali1bEhwcTJ06dZg2bVohRSsiIiIiUvzs2WNPQ24Y+X/dpuLE0cSpWrVqvPjii2zatIlNmzZxzTXX0LdvX3799dcs6+/du5devXrRoUMHtmzZwtixYxk+fDgL089kExERERGRPJk+3b6/7jqoU8fZWIoyRyeH6N27d4blCRMmMHXqVL7//nsaN26cqf60adOoUaMGkyZNAqBhw4Zs2rSJV199lZtvvrkwQhYRERERKTbOnYP33rPLDz7obCxFXZGZVS8tLY0FCxaQkJBAZGRklnU2bNhA9+7dM6zr0aMHM2fOJCUlhYCAgEzbJCUlkZSU5F6Oi4sDwDRNTNPMx2fgGdM0sSyrSMQihUtt79vU/r5Lbe/b1P6+rSi2//z5cPKki5o1LXr0sCjo0CzTonKpyu6yaTj7WuSlLRxPnLZv305kZCSJiYmUKlWKRYsW0ahRoyzrHj16lEqVKmVYV6lSJVJTUzl+/DgRERGZtpk4cSLjx4/PtP7YsWMkJibmz5O4BKZpEhsbi2VZuFyaq8OXqO19m9rfd6ntfZva37cVxfZ/883yQCB33HGGEycSCuWYN1a7EYBTJ04VyvEuJj4+Ptd1HU+c6tevz9atWzl9+jQLFy5k4MCBrF69OtvkyTCMDMuWZWW5Pt2YMWMYOXKkezkuLo7q1asTFhZGmTJl8ulZeM40TQzDICwsrMi8gaRwqO19m9rfd6ntfZva37cVtfb/5Rf46ScXAQEWw4eXJDy8pNMhFbrgPEwh6HjiFBgYyOWXXw5Aq1at2LhxI5MnT2Z6+llqF6hcuTJHjx7NsC4mJgZ/f38qVKiQ5f6DgoIICgrKtN7lchWJP1iwk76iFI8UHrW9b1P7+y61vW9T+/u2otT+y5bZ9927G1SunHUnRHGXl3ZwPHH6J8uyMpyTdKHIyEi++OKLDOtWrFhBq1atsjy/SUREREREsrZihX3fo0fhHTMlLYW3N74NwEOtHyLAz3u+wzua6o4dO5Y1a9awb98+tm/fzlNPPUVUVBR33nknYA+zGzBggLv+sGHD2L9/PyNHjmTnzp289957zJw5kyeeeMKppyAiIiIi4nUSEmDNGrv8j7nXCpSFxenE05xOPI2FVXgHzgeO9jj99ddf3H333URHRxMaGkrTpk1ZtmwZ3bp1AyA6OpoDBw6469euXZulS5fy2GOP8fbbb1OlShXeeOMNTUUuIiIiIpIH330HyclQsybUq+d0NN7B0cRp5syZF3189uzZmdZ16tSJn376qYAiEhEREREp/hYssO+7d4ds5liTf3D+rDQRERERESk0p07Bxx/b5UGDHA3FqyhxEhERERHxIbNnQ2IiNGsGkZFOR+M9lDiJiIiIiPiQDz6w7x94QMP08qLITUcuIiIiIiIF46+/YOtWu3zTTYV/fAODsJAwd9mbKHESEREREfERK1fa9y1aQHh44R8/wC+Ah9o8VPgHzgcaqiciIiIi4iPSL3pbmNduKi6UOImIiIiI+ADLUuJ0KTRUT0RERETEB/z8s32OU0gItGvnTAwpaSnM2DwDgPta3keAX4AzgXhAiZOIiIiIiA9I723q3BmCgpyJwcLi2Nlj7rI30VA9EREREREfkJ449ejhbBzeSomTiIiIiEgxd/YsrFljl3V+k2eUOImIiIiIFHNr10JSElSvDvXrOx2Nd1LiJCIiIiJSzH3/vX3fsSMY3nXd2SJDiZOIiIiISDG3caN937q1s3F4M82qJyIiIiJSjFlW0UmcDAzKBpd1l72JEicRERERkWLs8GH7+k1+ftC8ubOxBPgFMKLtCGeD8JCG6omIiIiIFGPpvU1XXGFf/FY8o8RJRERERKQYS0+cWrVyNg5vp6F6IiIiIiLF2KpV9n27ds7GAZCSlsKsrbMAGNx8MAF+AQ5HlHtKnEREREREiqlTp+DHH+1yt27OxgJgYXEk/oi77E00VE9EREREpJj65hswTWjY0L74rXhOiZOIiIiISDG1YoV936OHs3EUB0qcRERERESKIcs6nzh17+5sLMWBEicRERERkWLot99g/34IDISOHZ2OxvspcRIRERERKYbSe5s6dICSJZ2NpTjQrHoiIiIiIsVQUR2mFxLgnVfhVeIkIiIiIlLMnDt3/vpNRSlxCvQLZFT7UU6H4REN1RMRERERKUYsC4YNg4QEqFYNmjZ1OqLiQYmTiIiIiEgx8vHH8MEH4OcHs2aBS9/484WG6omIiIiIFCOTJ9v3Tz0FXbs6G8s/paSlMHf7XADubHInAX4BDkeUe0qcRERERESKAdOEqCj48Ud7CvKHHnI6oswsLPad3ucuexMlTiIiIiIiXu7kSbt3acsWe/mWWyA83NmYihuNeBQRERER8WIpKdC///mkqWJFGOWdE9cVaepxEhERERHxYiNHwjff2Be5Xb9es+gVFPU4iYiIiIh4qenT4a237PKcOUqaCpISJxERERERLxQVBQ8/bJeffx5uvNHJaIo/DdUTEREREfEyf/5pTwCRmgq33w5jxzodUe4FuLxnCvILKXESEREREfEi8fHQty+cOAEtW8LMmWAYTkeVO4F+gTzV8Smnw/CIhuqJiIiIiHgJ04S77oJffoHKleGzzyAkxOmofIOjidPEiRNp3bo1pUuXJjw8nBtvvJHdu3dfdJuoqCgMw8h027VrVyFFLSIiIiLijDlz4PPPISgIFi+GqlWdjsh3OJo4rV69moceeojvv/+elStXkpqaSvfu3UlISMhx2927dxMdHe2+1a1btxAiFhERERFxzttv2/f//jdcdZWzsXgi1Uxl7s9zmfvzXFLNVKfDyRNHz3FatmxZhuVZs2YRHh7O5s2b6dix40W3DQ8Pp2zZsjkeIykpiaSkJPdyXFwcAKZpYppm3oPOZ6ZpYllWkYhFCpfa3rep/X2X2t63qf1926W2/+bN8OOPLgIDLe6918Ib/4xS01L57cRv7rLL4TOH8tIWRWpyiNjYWADKly+fY90rr7ySxMREGjVqxLhx4+jSpUuW9SZOnMj48eMzrT927BiJiYmXFnA+ME2T2NhYLMvC5dIpZ75Ebe/b1P6+S23v29T+vu1S23/SpDJACNdfnwjEEhOT7yEWuOS0ZPfospiYGAL9Ah2NJz4+Ptd1i0ziZFkWI0eO5Oqrr+aKK67Itl5ERAQzZsygZcuWJCUl8eGHH3LttdcSFRWVZS/VmDFjGDlypHs5Li6O6tWrExYWRpkyZQrkueSFaZoYhkFYWJg+QH2M2t63qf19l9ret6n9fdultP+pU7BokT113ogRQYSHhxdEiAUuOS2ZkiVLAvYIMqcTp+Dg4FzXLTKJ08MPP8zPP//M2rVrL1qvfv361K9f370cGRnJwYMHefXVV7NMnIKCgggKCsq03uVyFZkPLMMwilQ8UnjU9r5N7e+71Pa+Te3v2zxt/zlz4Nw5aNIEOnRwec304//kslwYfwdfFN4HeTl+kXjHPvLII3z++eesWrWKatWq5Xn7tm3b8vvvvxdAZCIiIiIizpsxw75/4AHvuWZTceNoj5NlWTzyyCMsWrSIqKgoateu7dF+tmzZQkRERD5HJyIiIiLivL17YccO8PODO+5wOhrf5Wji9NBDD/HRRx/x2WefUbp0aY4ePQpAaGgoJUqUAOxzlA4fPswHH3wAwKRJk6hVqxaNGzcmOTmZOXPmsHDhQhYuXOjY8xARERERKSgrVtj3kZEQGupsLL7M0cRp6tSpAHTu3DnD+lmzZjFo0CAAoqOjOXDggPux5ORknnjiCQ4fPkyJEiVo3LgxS5YsoVevXoUVtoiIiIhIoUlPnHr0cDaO/BDoF8gznZ9xOgyPOD5ULyezZ8/OsDxq1ChGjRpVQBGJiIiIiBQdqanwzTd2uXt3Z2PxdUVicggREREREcls1SqIjYXy5aFlS6ej8W1FZjpyERERERHJ6O8zW/i//7Mnh/B2qWYqn+78FIB+Dfvh7/KedEQ9TiIiIiIiRdChQ/DZZ3b5gQecjSW/mJbJjmM72HFsB6ZlOh1OnihxEhEREREpgmbMANOETp2gcWOnoxElTiIiIiIiRUxKCrzzjl0uLr1N3s7jQYUpKSkcPXqUs2fPEhYWRvny5fMzLhERERERn7V4MRw9CpUqwU03OR2NQB57nM6cOcP06dPp3LkzoaGh1KpVi0aNGhEWFkbNmjUZOnQoGzduLKhYRURERER8QvqkEEOGQGCgs7GILdeJ03//+19q1arFO++8wzXXXMOnn37K1q1b2b17Nxs2bODpp58mNTWVbt26cd111/H7778XZNwiIiIiIsXSzp32NOQuF9x3n9PRSLpcD9Vbv349q1atokmTJlk+3qZNG+655x6mTZvGzJkzWb16NXXr1s23QEVEREREfMG0afb9DTdAjRrOxiLn5TpxWrBgQa7qBQUF8eCDD3ockIiIiIiIr9qzB2bNssvF8St1gCuAsR3GusvexHuuOCUiIiIiUozFxkLv3hAfD5GR0K2b0xHlP8MwCPTzzpO2PEqcEhMTefPNN1m1ahUxMTGYZsaLV/3000/5EpyIiIiIiLewLDh4EEqVgvQJpy0LDh+GtDR7OX2ih8RECA6GpCR79jzLgocegl27oGpVWLjQPsdJig6PEqd77rmHlStXcsstt9CmTRsMw8jvuEREREREvMaZM9CjB6xfDwEBMHmyPSPezTfDF1+k13LRvn056tUz+PhjGDvWPp/pyJHz+ylRAj77DCIinHgWBS/VTOXL374E4IZ6N+Dv8p4BcB5FumTJEpYuXUr79u3zOx4REREREa+wYwe89x4kJ8OWLXbSZBj2xWsfeQQWLLBnxzMMCAqCpCSLdeuCWLfO3v4//7Hv/f3tW7lyMGUKtGzp3HMqaKZlsvXoVgB61e3lbDB55FHiVLVqVUqXLp3fsYiIiIiIXJKUFHvY24X8/OybZdlJzKUyTXsShw4d4OTJ8+sDA+1Eafp0+OADuwzw6adw442wcqVFz56QlmbQoIE9LK9GDdi4EcLDLz0uKVgeJU6vvfYa//rXv5g2bRo1a9bM75hERERERPLENGHoUHtGun8mTmFhMHEivP461KoFn3xiD4nzxObNcNNN9rlMAM2a2RM6GIZ937o1tGoF7dvbdbp0gWuuseteey0sWnSS1NRy9Ojh4uOPoXt3JU3ewqPEqVWrViQmJlKnTh1CQkIICMg4leDJC1NvEREREZECkpwM8+bBihUwd27WdY4ds883Ant43c03271F6Tp0gKuvzvlY0dHQt6892QNA48awdClUqZKxXmBg9heubd06hfBwe+KHe+/N+ZhSdHiUOP3f//0fhw8f5oUXXqBSpUqaHEJERERECp1lwf33w+zZ59fNmmX3CKVLTbWTnXXroEIFe8rvr76yb+kMAxYvhj59sj9WYqI93O7wYWjYEL7+GipX1sx3vsSjxGn9+vVs2LCBZs2a5Xc8IiIiIiK5MmOGnTS5XHDXXXDDDXDrrZnrffYZTJ0K/frZvUbz5p0fzrd3L3z7rf1YaGj2x0pJsa+vVK4cfP555l4mKf48SpwaNGjAuXPn8jsWEREREZFcSUuDF16wyy++CE8+mX3dChVg3Di73KiRfa5RupQUuydp6dKMEz1kpWRJe6a8yy+/pNDFS3mUOL344os8/vjjTJgwgSZNmmQ6x6lMmTL5EpyIiIiISFaWLoUDB+wLzT7yiOf7CQiAL7+EP/6wh/VdTETExXulJGcBrgCebPeku+xNPEqcrrvuOgCuvTBdByzLwjAM0tIvjSwiIiIiks8sy77ALMA990Bw8KXtzzDUi1RYDMOgZGBJp8PwiEeJ06r0SelFRERERArZyy/DN9/YF40dNszpaMRXeJQ4derUKb/jEBERERHJ0a+/wpgxdnnyZLjsMmfjkbxJNVNZvmc5AD0u74G/y6N0xBEeR5qYmMjPP/9MTEwMpmlmeKzPxeZyFBERERHx0Ntv20P1+vSBBx90OhrJK9My2XhkIwDdLuvmcDR541HitGzZMgYMGMDx48czPaZznERERESkIMTHw4cf2uVHH3U2FvE9Hl2y6+GHH+bWW28lOjoa0zQz3JQ0iYiIiEhBmDMHzpyB+vWhSxenoxFf41HiFBMTw8iRI6lUqVJ+xyMiIiIikollwZQpdvmBB+yZ8EQKk0eJ0y233EJUVFQ+hyIiIiIikrV16+CXX6BECRg40OloxBd5dI7TW2+9xa233sqaNWuyvADu8OHD8yU4ERERERE439t0551QtqyjoYiP8ihx+uijj1i+fDklSpQgKioK44K+UsMwlDiJiIiISL6JiYFPPrHLDzzgbCziuzxKnMaNG8ezzz7L6NGjcbk8Gu0nIiIiIpIrM2dCSgpcdRW0aOF0NHIpAlwBjGg7wl32Jh4lTsnJydx2221KmkRERESkQMXFwdSpdlm9Td7PMAzKBpd1OgyPeJT5DBw4kPnz5+d3LCIiIiIibqYJd90FBw9C1arQv7/TEYkv86jHKS0tjZdffpnly5fTtGnTTJNDvP766/kSnIiIiIj4riVL4IsvICgIPv3UnlFPvFuamcY3e78B4Nra1+Ln8nM4otzzKHHavn07V155JQC//PJLhscMTaovIiIiIvlg6VL7fsgQaNPG2Vgkf6RZaaw/uB6AzrU640cxT5xWrVqV33GIiIiIiGSwYoV9f911zsYhAh6e4yQiIiIiUpD27IE//4SAAOjc2eloRPKQOA0bNoyDBw/mqu78+fOZO3dujvUmTpxI69atKV26NOHh4dx4443s3r07x+1Wr15Ny5YtCQ4Opk6dOkybNi1XcYmIiIiId1iyxL5v3x5KlXI2FhHIw1C9sLAwrrjiCtq1a0efPn1o1aoVVapUITg4mFOnTrFjxw7Wrl3LvHnzqFq1KjNmzMhxn6tXr+ahhx6idevWpKam8tRTT9G9e3d27NhByZIls9xm79699OrVi6FDhzJnzhzWrVvHgw8+SFhYGDfffHPun7mIiIiIFEk7d8J//mOXe/d2NhaRdLlOnJ577jkeeeQRZs6cybRp0zJNClG6dGm6du3Ku+++S/fu3XO1z2XLlmVYnjVrFuHh4WzevJmOHTtmuc20adOoUaMGkyZNAqBhw4Zs2rSJV199VYmTiIiISDFwzz329Zs6dICHH3Y6GhFbniaHCA8PZ8yYMYwZM4bTp0+zf/9+zp07R8WKFbnssssueUa92NhYAMqXL59tnQ0bNmRKzHr06MHMmTNJSUnJNDV6UlISSUlJ7uW4uDgATNPENM1Lijc/mKaJZVlFIhYpXGp736b2911qe9+m9s/Z0aPw/fcuDMNi7lwLf3/7ek7Fgdr//GuQXjYNZ1+LvLSFR7PqAZQtW5ayZct6unkmlmUxcuRIrr76aq644ops6x09epRKlSplWFepUiVSU1M5fvw4ERERGR6bOHEi48ePz7SfY8eOkZiYmD/BXwLTNImNjcWyLFwuzdXhS9T2vk3t77vU9r5N7Z+zhQuDgbI0aZJKQMAJYmKcjij/qP3t7/y31roVgFPHTzl+KaP4+Phc1/U4ccpvDz/8MD///DNr167Nse4/X+D0rDWrF37MmDGMHDnSvRwXF0f16tUJCwujTJkylxj1pTNNE8MwCAsL89k3kK9S2/s2tb/vUtv7NrV/zn74wf4+16uXP+Hh4Q5Hk7/U/rZKVMq5UiEJDg7Odd0ikTg98sgjfP7553z33XdUq1btonUrV67M0aNHM6yLiYnB39+fChUqZKofFBREUFBQpvUul6vI/MEahlGk4pHCo7b3bWp/36W2921q/+yZJqxcaZd79DBwuZztjSgIav+iJS/t4GiLWZbFww8/zKeffsq3335L7dq1c9wmMjKSlenvqL+tWLGCVq1aZTq/SURERES8x4QJEBMDZcpAu3ZORyMFIc1MI2pfFFH7okgz05wOJ08cTZweeugh5syZw0cffUTp0qU5evQoR48e5dy5c+46Y8aMYcCAAe7lYcOGsX//fkaOHMnOnTt57733mDlzJk888YQTT0FERERE8sGqVeenIH/9dQgMdDYeKRhp1gWJk+UDidM111zD6dOnM62Pi4vjmmuuyfV+pk6dSmxsLJ07dyYiIsJ9mz9/vrtOdHQ0Bw4ccC/Xrl2bpUuXEhUVRfPmzXnuued44403NBW5iIiIiBd77TX7/p574N57nY1FJCseneMUFRVFcnJypvWJiYmsWbMm1/tJn9ThYmbPnp1pXadOnfjpp59yfRwRERERKbr27oWlS+3y6NHOxiKSnTwlTj///LO7vGPHjgyTNKSlpbFs2TKqVq2af9GJiIiISLE3YwZYFnTrBnXrOh2NSNbylDg1b94cwzAwDCPLIXklSpTgzTffzLfgRERERKR4S0qCd9+1yw884GwsIheTp8Rp7969WJZFnTp1+PHHHwkLC3M/FhgYSHh4OH5+fvkepIiIiIgUTwsXwvHjULUq9O7tdDQi2ctT4lSzZk3AvniXiIiIiMilSEuDN96wy/fdB/5F4gqjIlnz+M/zt99+IyoqipiYmEyJ1H/S55IUEREREcnGU0/BDz9AcDAMGeJ0NFIY/F3+DG0x1F32Jh5F+8477/DAAw9QsWJFKleujGGcv6qzYRhKnERERETkon74AV56yS7PnAlVqjgbjxQOl+GiahnvnEzOo8Tp+eefZ8KECfzrX//K73hERERExAe89ZZ9f9ddcMcdzsYikhseJU6nTp3i1ltvze9YRERERMQHHDsG//ufXR4+3NlYpHClmWl8f+h7ANpWa4ufy3smlnN5stGtt97KihUr8jsWEREREfEBzz8PycnQqhW0bu10NFKY0qw0Vv65kpV/riTNSnM6nDzxqMfp8ssv59///jfff/89TZo0ISAgIMPjw/XTgYiIiIhk4YMPzs+kp9PixZt4lDjNmDGDUqVKsXr1alavXp3hMcMwlDiJiIiISCbJyTBqlF3+97913SbxLh4lTnv37s3vOERERESkmFu0CP76CyIi7MRJxJt4dI5TuuTkZHbv3k1qamp+xSMiIiIixdTUqfb90KHwjzM9RIo8jxKns2fPcu+99xISEkLjxo05cOAAYJ/b9OKLL+ZrgCIiIiLi/X79FVavBj8/O3ES8TYeJU5jxoxh27ZtREVFERwc7F7ftWtX5s+fn2/BiYiIiEjxMG2afd+nD1Sr5mwsIp7w6BynxYsXM3/+fNq2bYthGO71jRo14o8//si34ERERETE+505Y8+mB/DAA87GIs7yd/kzqPkgd9mbeBTtsWPHCA8Pz7Q+ISEhQyIlIiIiIvLRRxAXB3XrwrXXOh2NOMlluKhVtpbTYXjEo6F6rVu3ZsmSJe7l9GTpnXfeITIyMn8iExERERGvZ1nnJ4UYNgxclzQ1mYhzPOpxmjhxItdddx07duwgNTWVyZMn8+uvv7Jhw4ZM13USEREREd/1/fewdSsEB8OgQU5HI05LM9PYHL0ZgJYRLfFz+TkcUe55lPO3a9eOdevWcfbsWS677DJWrFhBpUqV2LBhAy1btszvGEVERETES733nn1/++1QvryzsYjz0qw0lv6+lKW/LyXNSnM6nDzx+IysJk2a8P777+dnLCIiIiJSjFgWLFtml2+/3dlYRC7VJU1lERMTQ0xMDKZpZljftGnTSwpKRERERLzfrl1w6BAEBUHHjk5HI3JpPEqcNm/ezMCBA9m5cyeWZWV4zDAM0tK8q9tNRERERPLf8uX2fceOUKKEs7GIXCqPEqfBgwdTr149Zs6cSaVKlTQFuYiIiIhksmKFfd+9u7NxiOQHjxKnvXv38umnn3L55ZfndzwiIiIiUgzExMDXX9vl665zNhaR/ODRrHrXXnst27Zty+9YRERERKSYeO89SEmBNm3giiucjkbk0nnU4/Tuu+8ycOBAfvnlF6644goCAgIyPN6nT598CU5EREREvE9aGkybZpcffNDZWKRo8Xf5c0eTO9xlb+JRtOvXr2ft2rV89dVXmR7T5BAiIiIivm39eti/H8qWhf79nY5GihKX4aJehXpOh+ERj4bqDR8+nLvvvpvo6GhM08xwU9IkIiIi4tvSJ4Xo2VOz6Unx4VGP04kTJ3jssceoVKlSfscjIiIiIl4ufRpyzaYn/5RmprE9ZjsATcKb4Ofyczii3POox6lfv36sWrUqv2MRERERES934gRs2mSXlTjJP6VZaSzetZjFuxaTZnnXSDWPepzq1avHmDFjWLt2LU2aNMk0OcTw4cPzJTgRERER8S7ffAOWZc+kV6WK09GI5B+PZ9UrVaoUq1evZvXq1RkeMwxDiZOIiIiIj9IwPSmuPL4AroiIiIjIhSzr/MQQPXo4G4tIfvPoHKd0ycnJ7N69m9TU1PyKR0RERES81M6dcOgQBAVBhw5ORyOSvzxKnM6ePcu9995LSEgIjRs35sCBA4B9btOLL76YrwGKiIiIiHdI723q2FHTkEvx41HiNGbMGLZt20ZUVBTBwcHu9V27dmX+/Pn5FpyIiIiIeA8N05PizKNznBYvXsz8+fNp27YthmG41zdq1Ig//vgj34ITEREREe+QmAhRUXZZE0NIdvxd/tza6FZ32Zt4FO2xY8cIDw/PtD4hISFDIiUiIiIivmHdOjh3DiIi7KnIRbLiMlw0Dm/sdBge8WioXuvWrVmyZIl7OT1Zeuedd4iMjMz1fr777jt69+5NlSpVMAyDxYsXX7R+VFQUhmFkuu3atcuTpyEiIiIi+SR9mF737qDf0aU48qjHaeLEiVx33XXs2LGD1NRUJk+ezK+//sqGDRsyXdfpYhISEmjWrBmDBw/m5ptvzvV2u3fvpkyZMu7lsLCwPMUvIiIiIvlL12+S3DAtk53HdgLQMKwhLuOSJvkuVB4lTu3atWPdunW8+uqrXHbZZaxYsYIWLVqwYcMGmjRpkuv99OzZk549e+b5+OHh4ZQtWzbP24mIiIhI/jt6FLZts8tduzobixRtqWYqC3YsAGBsh7EE+gU6HFHueXxGVpMmTXj//ffzM5Zcu/LKK0lMTKRRo0aMGzeOLl26ZFs3KSmJpKQk93JcXBwApmlimmaBx5oT0zSxLKtIxCKFS23v29T+vktt79uKa/vbw/RctGhhUbGiRTF7evmmuLZ/XqS/Bull03D2tchLW3iUOC1duhQ/Pz96/GOuyeXLl2Oapke9SLkRERHBjBkzaNmyJUlJSXz44Ydce+21REVF0bFjxyy3mThxIuPHj8+0/tixYyQmJhZInHlhmiaxsbFYloXL5T1dlXLp1Pa+Te3vu9T2vq24tv/nn4cCJWjXLoGYmDNOh1NkFdf2z4vktGQSEhIAiImJcbzHKT4+Ptd1PUqcRo8eneWFbi3LYvTo0QWWONWvX5/69eu7lyMjIzl48CCvvvpqtonTmDFjGDlypHs5Li6O6tWrExYWluE8KaeYpolhGISFhfnsG8hXqe19m9rfd6ntfVtxbH/ThLVr7dkgbrwxhPDwEIcjKrqKY/vnVXJaMiVLlgTs02+cTpwuvCZtTjxKnH7//XcaNWqUaX2DBg3Ys2ePJ7v0WNu2bZkzZ062jwcFBREUFJRpvcvlKjJ/sIZhFKl4pPCo7X2b2t93qe19W3Fr/+3b4a+/oGRJuPpqF8XkaRWY4tb+eeWyXO4ZuYvC65CX43sUaWhoKH/++Wem9Xv27HFnkIVly5YtREREFOoxRURERMS2fr19364dZPFbtUix4VGPU58+fRgxYgSLFi3isssuA+yk6fHHH6dPnz653s+ZM2cy9FDt3buXrVu3Ur58eWrUqMGYMWM4fPgwH3zwAQCTJk2iVq1aNG7cmOTkZObMmcPChQtZuHChJ09DRERERC7Rxo32fZs2zsYhUtA8SpxeeeUVrrvuOho0aEC1atUAOHToEB06dODVV1/N9X42bdqUYUa89HORBg4cyOzZs4mOjubAgQPux5OTk3niiSc4fPgwJUqUoHHjxixZsoRevXp58jRERERE5BKlJ06tWzsbh3gHP8OPGxvc6C57E8NKnw8wjyzLYuXKlWzbto0SJUrQtGnTbCdoKEri4uIIDQ0lNja2yEwOERMTQ3h4uONjPKVwqe19m9rfd6ntfVtxa/+EBChTxp4g4vBhqFLF6YiKtuLW/sVBXnIDj6/jZBgG3bt3p7suDy0iIiLik7ZssZOmKlWUNEnx53Hi9M033/DNN98QExOT6cJR77333iUHJiIiIiJFW/owvVatnI1DvIdpmew5ac9xcHn5y3EZ3tPz5lGk48ePp3v37nzzzTccP36cU6dOZbiJiIiISPGn85skr1LNVD7a/hEfbf+IVDPV6XDyxKMep2nTpjF79mzuvvvu/I5HRERERLyEEifxJR71OCUnJ9OuXbv8jkVEREREvMSpU5B+VRkN1RNf4FHiNGTIED766KP8jkVEREREvMTmzfZ9nTpQoYKzsYgUBo+G6iUmJjJjxgy+/vprmjZtSkBAQIbHX3/99XwJTkRERESKJk0MIb7Go8Tp559/pnnz5gD88ssvGR4zDOOSgxIRERGRok3nN4mv8ShxWrVqVX7HISIiIiJewjRh/Xq73KaNs7GIFBaPr+OU7tChQxiGQdWqVfMjHhEREREp4rZvh7/+gpAQuOoqp6MRb+Jn+NGrbi932Zt4NDmEaZo8++yzhIaGUrNmTWrUqEHZsmV57rnnMl0MV0RERESKl+XL7fsuXSAoyNlYxLv4ufxoU7UNbaq2wc/lXYmTRz1OTz31FDNnzuTFF1+kffv2WJbFunXreOaZZ0hMTGTChAn5HaeIiIiIFBErVtj3PXo4G4dIYfIocXr//fd599136dOnj3tds2bNqFq1Kg8++KASJxEREZFi6uxZWLPGLnfv7mws4n1My+RA7AEAaoTWwGV4NADOER5FevLkSRo0aJBpfYMGDTh58uQlByUiIiIiRdPmzZCcDFWqQL16Tkcj3ibVTGX21tnM3jqbVDPV6XDyxKPEqVmzZrz11luZ1r/11ls0a9bskoMSERERkaLpwmnIdRUa8SUeDdV7+eWXuf766/n666+JjIzEMAzWr1/PwYMHWbp0aX7HKCIiIiJFhK7fJL7Kox6nTp068dtvv3HTTTdx+vRpTp48Sb9+/di9ezcdOnTI7xhFREREpIjYtMm+V+IkvibXPU79+vVj9uzZlClThg8++IDbbrtNk0CIiIiI+JBTp2DPHrvcsqWzsYgUtlz3OH355ZckJCQAMHjwYGJjYwssKBEREREpetJ7m+rUgQoVnI1FpLDlusepQYMGjBkzhi5dumBZFv/73/8oU6ZMlnUHDBiQbwGKiIiISNGgYXriy3KdOE2bNo2RI0eyZMkSDMNg3LhxGFlMpWIYhhInERERkWJIE0PIpfIz/OhWp5u77E1ynTi1a9eO77//HgCXy8Vvv/1GeHh4gQUmIiIiIkVLeuLUqpWzcYj38nP50b5Ge6fD8IhHs+rt3buXsLCw/I5FRERERIqoo0fh0CH72k0tWjgdjUjh8+g6TjVr1uT06dP8+OOPxMTEYJpmhsc1VE9ERESkeEk/v6lhQyhd2tlYxHuZlkl0fDQAEaUjcBke9eM4wqPE6YsvvuDOO+8kISGB0qVLZzjXSec4iYiIiBQ/GqYn+SHVTOWdn94BYGyHsQT6BTocUe55lOI9/vjj3HPPPcTHx3P69GlOnTrlvp08eTK/YxQRERERh331lX1/1VXOxiHiFI8Sp8OHDzN8+HBCQkLyOx4RERERKWI2bbJ7nAID4ZZbnI5GxBkeJU49evRgU/pAVxEREREp1qZOte9vuQU0qbL4Ko/Ocbr++ut58skn2bFjB02aNCEgICDD43369MmX4ERERETEWWlp8L//2eVhw5yNRcRJHiVOQ4cOBeDZZ5/N9JhhGKSlpV1aVCIiIiJSJOzcCWfOQKlS0K6d09GIOMejxOmf04+LiIiISPGUfnZGixbg5+dsLCJO8ihxEhERERHfkD4NeevWzsYhxYOf4UfnWp3dZW+Sp8khevXqRWxsrHt5woQJnD592r184sQJGjVqlG/BiYiIiIizlDhJfvJz2YlT51qd8XMV48Rp+fLlJCUluZdfeumlDNdtSk1NZffu3fkXnYiIiIg4JjkZtm2zy7rwrfi6PA3VsyzrossiIiIiUnxs3WonT+XKQZ06TkcjxYFlWRw7ewyAsJAwDMNwOKLc8+g6TiIiIiJS/H39tX3fsSN40fdbKcJSzBSmbJzClI1TSDFTnA4nT/KUOBmGkSkr9KYsUURERERyb8UK+75HD2fjECkK8jxUb9CgQQQFBQGQmJjIsGHDKFmyJECG859ERERExHvFx8O6dXa5e3dnYxEpCvKUOA0cODDD8l133ZWpzoABAy4tIhERERFxXFQUpKba5zZddpnT0Yg4L0+J06xZs/L14N999x2vvPIKmzdvJjo6mkWLFnHjjTdedJvVq1czcuRIfv31V6pUqcKoUaMYNmxYvsYlIiIi4us0TE8kI0cnh0hISKBZs2a89dZbuaq/d+9eevXqRYcOHdiyZQtjx45l+PDhLFy4sIAjFREREfEty5fb9xqmJ2LLU49TfuvZsyc9e/bMdf1p06ZRo0YNJk2aBEDDhg3ZtGkTr776KjfffHMBRSkiIiLiW/buhd9/Bz8/uOYap6MRKRocTZzyasOGDXT/x88ePXr0YObMmaSkpBAQEJBpm6SkpAyTVsTFxQFgmiamaRZswLlgmiaWZRWJWKRwqe19m9rfd6ntfZu3tP+yZQAuIiMtSpWyKOLheg1vaf+CZFgGbau2dZedfi3ycnyvSpyOHj1KpUqVMqyrVKkSqampHD9+nIiIiEzbTJw4kfHjx2daf+zYMRITEwss1twyTZPY2Fgsy8Ll0mW1fIna3rep/X2X2t63eUv7f/llWSCYyMgzxMQkOB1OseEt7V/QmpduDsCJ4yecDQSIj4/PdV2vSpwg83WjLMvKcn26MWPGMHLkSPdyXFwc1atXJywsjDJlyhRcoLlkmiaGYRAWFubTbyBfpLb3bWp/36W2923e0v5bttjfq264oSTh4SUdjqb48Jb29yXBwcG5rutViVPlypU5evRohnUxMTH4+/tToUKFLLcJCgpyX3fqQi6Xq8j8wRqGUaTikcKjtvdtan/fpbb3bUW9/Q8fhuho+/ymVq1cFNEwvVZRb/+CZlkWsUmxAIQGhWbb+VFY8tIOXtVikZGRrFy5MsO6FStW0KpVqyzPbxIRERGRvNm40b5v3BhCQpyNRYqfFDOFSd9PYtL3k0gxU5wOJ08cTZzOnDnD1q1b2bp1K2BPN75161YOHDgA2MPsLryg7rBhw9i/fz8jR45k586dvPfee8ycOZMnnnjCifBFREREip1Nm+z7Vq2cjUOkqHF0qN6mTZvo0qWLezn9XKSBAwcye/ZsoqOj3UkUQO3atVm6dCmPPfYYb7/9NlWqVOGNN97QVOQiIiIi+SS9x6l1a2fjEClqHE2cOnfu7J7cISuzZ8/OtK5Tp0789NNPBRiViIiIiG+yrPM9TkqcRDLyqnOcRERERKTg/PornDwJJUpAkyZORyNStChxEhEREREAVqyw7zt1gsBAZ2MRKWqUOImIiIgIAMuX2/c9ejgbh0hR5FXXcRIRERGRgnHuHHz3nV3u3t3ZWKT4chkuWldp7S57EyVOIiIiIsKaNZCYCFWrQsOGTkcjxZW/y5/r613vdBge8a40T0REREQKRPr5TT16gGE4G4tIUaQeJxERERFxJ04apicFybIszqacBSAkIATDi7J09TiJiIiI+LgjR2D7drunqWtXp6OR4izFTOGV9a/wyvpXSDFTnA4nT5Q4iYiIiPi4lSvt+1atoEIFZ2MRKaqUOImIiIj4uPRpyDVMTyR7SpxEREREfJhpnu9x0vWbRLKnxElERETEh23ZAsePQ+nS0Lat09GIFF1KnERERER8WPpsetdcAwEBzsYiUpQpcRIRERHxYTq/SSR3dB0nERERER+VkgI//GCXr7nG2VjEN7gMF80rN3eXvYkSJxEREREf9euvkJgIoaFQr57T0Ygv8Hf5c2ODG50OwyPeleaJiIiISL7ZuNG+b9UKXPpWKHJR6nESERER8VGbNtn3rVo5G4f4DsuySDFTAAhwBWAYhsMR5Z5+WxARERHxUek9Tq1bOxuH+I4UM4UX1rzAC2tecCdQ3kKJk4iIiIgPSkyE7dvtshInkZwpcRIRERHxQT/+CKmpUKkSVK/udDQiRZ8SJxEREREflH79pq5dwYtOMxFxjBInERERER+0YoV9rwvfiuSOEicRERERH3P8OGzebJe7dXM2FhFvocRJRERExMd8/TVYFjRtChERTkcj4h10HScRERERH6NheuIUl+GiUVgjd9mbKHESERER8SGWdT5x6tHD2VjE9/i7/OnfuL/TYXjEu9I8EREREbkkO3bA4cMQHAxXX+10NCLeQ4mTiIiIiA9J723q1MlOnkQkdzRUT0RERMSHpF+/ScP0xAnJacm8sOYFAMZ2GEugX6DDEeWeepxEREREfERiIqxebZc1MYRI3ihxEhEREfERa9fayVOVKtCokdPRiHgXJU4iIiIiPiJ9mF737mAYzsYi4m2UOImIiIj4CE1DLuI5JU4iIiIiPiA6Gn7+2e5p6trV6WhEvI8SJxEREREfsHKlfd+iBVSs6GwsIt5I05GLiEihOnUKnn8eDhyALl2gZ094800YMgR++gk++yz3+woJgccfh6ZNCy5ekeJCw/SkKHAZLuqWr+suexMlTiIiUmhSU6F/f/j6a3v5k0+gbFk4fRreew9iY/O+z6++gmXLoEIFKFMGypXLz4hFigfTPJ84aRpycZK/y587m97pdBgeUeIkIiKFZuRIO2kqWRLuugumT7eTJjifNN1zD7Rsmbv9zZgB27adrx8QAG+/DUOH5nvoIl7tp5/g2DEoVQoiI52ORsQ7OZ44TZkyhVdeeYXo6GgaN27MpEmT6NChQ5Z1o6Ki6NKlS6b1O3fupEGDBgUdqoiIeMA0YdYsWLUK5s611334Idx4I5QvD19+CePH28P3rroK3noLXLkcvdG7N/TrB7/8ApYFSUnw4IP2l8SAgOy3Cw62k6u6dS/56Yl4hZkz7ftevSAw0NlYRLyVo4nT/PnzGTFiBFOmTKF9+/ZMnz6dnj17smPHDmrUqJHtdrt376ZMmTLu5bCwsMIIV0REPPDcc/DMMxmXb7rJLr/wgn2D8+vyonp12LjRLluW3Yv10UcwbVrO286ZAxs2QERE7o9nGBkTMsvStXCk6Dt1yv6xAmDYMGdjEUlOS+aVda8A8GT7Jwn0855M3tHE6fXXX+fee+9lyJAhAEyaNInly5czdepUJk6cmO124eHhlC1btpCiFBERTy1ceD5puu8+6NwZbr+9YI5lGPZ5Uh07wqFDF6/7ySewaxfUqpW3Y/j5wZNPwsSJ8M478O9/24nfPfd4HLZIgTFNe9KVWbPs5QYN7PegiNNSzBSnQ/CIY4lTcnIymzdvZvTo0RnWd+/enfXr11902yuvvJLExEQaNWrEuHHjshy+ly4pKYmkpCT3clxcHACmaWKa5iU8g/xhmiaWZRWJWKRwqe19W3Fv/x9/tE9Ef+klAzAYPtziv/+1ALuXxrIK5rgBAbk7v2ngQOjZ02DPnrx1F6WlwYsvwqFDFh99BKZpcN99Fn/8ASVL5u5JWZZFQkIIJUtaGIYz7V++PNx5p32u2fm44PPP7S/XoaH20Mp+/SAoKOt9HDwI69fbdS42LFIyKsz3/lNPGcyaZf+Nu1wWY8ZYBfr+k5wV98/+3Eh/DdLLpkOfgxfGk1uOJU7Hjx8nLS2NSpUqZVhfqVIljh49muU2ERERzJgxg5YtW5KUlMSHH37ItddeS1RUFB07dsxym4kTJzJ+/PhM648dO0ZiYuKlP5FLZJomsbGxWJaFK7eD+qVYUNv7tuLc/mvWBPJ//1eOtDT7C1vHjkk8+eQpYmIcDuwCpUpBVBQkJOQtcZo9O4SJE0szZ469XVhYGseO+f093DAv+yqTc5UCNn9+Eh9+eAr/v78JTJpUkpdeKk2pUiblypkcPOhP377nmDo1NtNwxOhoFz17VuCvv/y4++6zvPRSnIYs5lJhvfc//TSYF18sC8Dkyafp3TuREiUoUu9DX1ScP/tzKzktmYSEBABiYmIcH6oXHx+f67qGZTnzu8ORI0eoWrUq69evJ/KC6V0mTJjAhx9+yK5du3K1n969e2MYBp9//nmWj2fV41S9enVOnTqV4Twpp5imybFjxwgLC/PZN5CvUtv7tuLa/nv2QNu2BqdOGVx9tUWXLvDYYxahoU5Hlj8sC959F3780aBuXYv777fPp8pLz5VlWSQmJhIcHIzhQLZhWTBvHpw7Z1CmjOVOnE6ezDqWsmWtTJN1nDtnb5+uXDmrQBKnUqXguecsVq0yyObfPGXLwsSJFp98YvDNN1CtGrzwgsUrrxg0bAgtWlg8+6xBSgo8/rjF44/bPWvjxxs8+aTFV18ZLF1q7ys4GMaNs9i1y2DLFvjwQ4vq1fP3ORXEe//wYbjzToNff4Vmzez3XP/+BomJBqNGWUycqC6moqK4fvbnRXJaMhPX2qfkjLl6jOOJU1xcHOXKlSM2NjbH3MCxHqeKFSvi5+eXqXcpJiYmUy/UxbRt25Y5c+Zk+3hQUBBBWYwzcLlcReYP1jCMIhWPFB61vW8rbu0fG2vPlHfqlD073sqVBsHBkLeemKLv/vvtW/rzGjMmb9ubpkVMTBzh4cG4XM68Nr162RNpxMVlPP4DD9g9cceO2UMeX3kFTp/OOsaqVeGOO+C11+DUqYJ5HidPwsCBF9/3yZNw221GhuUbbrCXV6+GC//+Ro0yiImxp6w/d85ONv7pwQfPr7vpJoNHHrm05/BPpgnx8SHUquWid28Xv/0G339/afucMgU2bbLLq1bBqlX2c7jhBnjhBcOxvzPJWnH77M8rl+Vy/2hUFF6HvBzfscQpMDCQli1bsnLlSm66YCqllStX0rdv31zvZ8uWLUTkZUokERHJd2lp9pfonTvtL9SLFvF30iRF0S23QJcudoKUrmRJe5bC1FRIToaQEHjsMThxIut91Kplt/HIkeevxZXf/vMfWLDALr//PrRpk/Fxy7JjXL7cnrhjzhx7MpLdu+3n8/doIAYOhIoV7STv1VftdemPG4Y9Tf6VV8Lrr9uTfqQ/vmVLQUz84QLsLthOnWDtWvv9c6kqVLCnHB840P4Ro1Ej+3n5+V36vkXE5uiseiNHjuTuu++mVatWREZGMmPGDA4cOMCwv+fKHDNmDIcPH+aDDz4A7Fn3atWqRePGjUlOTmbOnDksXLiQhQsXOvk0RER83pgxsHSp/UV68eK8TfEtzqhQwb79k78/7uF7YWH27WIqV7ZvBWH2bKhZ077AcXazMc6bZydL115rX9frqqvsnrLBg2HHDnv2xGeesSewKFfOntDisstg1Cj473+hXTu4+WZ7X2+/DeHhdlLYsqU9EciZM/n7nCzLIikpmdWrA1m92v7VvVkz+wcHT5UsaT+fVq1g2TL44AP417+gCJyRIJKJgUGtsrXcZW/i2DlO6aZMmcLLL79MdHQ0V1xxBf/973/dEz0MGjSIffv2ERUVBcDLL7/MjBkzOHz4MCVKlKBx48aMGTOGXr165fp4cXFxhIaG5mocY2EwTZOYmBjCw8Md76qUwqW2923Fqf3ffx8GDbLL8+bBbbc5Gk6RV5zaXvIuvf0XLgzn4YddtG0L334LJUo4HZkUBr3/i5685AaOJ06FTYmTFBVqe99WXNp/wwb7ujDJyTBunH1xW7m44tL24pkL2//AARfVqp3v4ZPiT+//oicvuYHeqiIi4pHoaLjpJjtpuukmyOLKDyJyEXm9ALOIOEuJk4iIeOS//4W//oIrrrDPqdCPpyIikpPktGQmfT8JgBFtRzg+HXleKHESEZE8S0yE996zy88/b19vR0REJDfOppx1OgSP6PdBERHJswUL7Gmqq1eH6693OhoREZGCp8RJRETyZP9+ePxxu3z//TqxXUREfIMSJxERyTXLgv797QunXnkljBjhdEQiIiKFQ4mTiIjk2tq18OOP9jVnPvvMvvCmiIiIL1DiJCIiuTZ1qn1/5532+U0iIiK+QiPTRUQkV/74Az75xC4/8ICzsYiIiHcyMKhSuoq77E2UOImIyEXt3w+ffw7TpkFKCnTuDC1aOB2ViIh4owC/AO5reZ/TYXhEiZOIiGTLsuDWW2HjRns5IgLmznU2JhERESfoHCcREcnWxo32LSgIhg6Fb76BKlWcjkpERKTwqcdJRESylT4ZRP/+MGOGs7GIiIj3S0lL4e2NbwPwUOuHCPALcDii3FPiJCIiWUpIgHnz7LImgxARkfxgYXE68bS77E00VE9ERLK0ejUkJkLNmtC2rdPRiIiIOEuJk4iIZGn5cvu+Rw8wvGvGWBERkXynxElERLK0YoV93727s3GIiIgUBUqcREQkk/37YdcucLng2mudjkZERMR5SpxERCSD1FQYMsQut28PZcs6Go6IiEiRoFn1REQkg5degq+/hpIl4c03nY5GRESKEwODsJAwd9mbKHESERG3lBR46y27/Oab0KyZs/GIiEjxEuAXwENtHnI6DI9oqJ6IiLgtXgxHj0KlSnDnnU5HIyIiUnQocRIREcDubXrlFbs8ZAgEBjobj4iISFGioXoiIgLA8OGwcSOUKgXDhjkdjYiIFEcpaSnM2DwDgPta3keAX4DDEeWeEicREWHKFJg2zb7Q7UcfQbVqTkckIiLFkYXFsbPH3GVvoqF6IiI+7PXXoUIFeOjv83RfeAF693Y2JhERkaJIPU4iIj5q3jx4/PHzy0OGwL/+5Vw8IiIiRZl6nEREfNCmTTB4sF0eMQIOHYJ33rGH6omIiEhm6nESEfExp07BjTdCYiL06gWvvgp+fk5HJSIiUrSpx0lExMe88w4cPgx169oTQShpEhERyZl6nEREfIhp2rPnAYweDaGhzsYjIiK+xcCgbHBZd9mbKHESEfEhy5fD3r1QtizcfrvT0YiIiK8J8AtgRNsRTofhEQ3VExHxIVOm2PeDBkFIiKOhiIiIeBUlTiIiPmLfPliyxC4PG+ZoKCIiIl5HQ/VERHzE9OlgWXDttVC/vtPRiIiIL0pJS2HW1lkADG4+mAC/AIcjyj0lTiIiPmDtWnjtNbv80EPOxiIiIr7LwuJI/BF32ZtoqJ6ISDG3fz/06wcpKXDLLfY1nERERCRvlDiJiBRjZ85A375w7Bg0bw6zZ4PhXbO/ioiIFAlKnEREiinThIEDYds2CA+Hzz6DkiWdjkpERMQ7OZ44TZkyhdq1axMcHEzLli1Zs2bNReuvXr2ali1bEhwcTJ06dZiWfiVHERHJYPx4+PRTCAyERYugRg2nIxIREfFejk4OMX/+fEaMGMGUKVNo374906dPp2fPnuzYsYMaWfyH37t3L7169WLo0KHMmTOHdevW8eCDDxIWFsbNN9/swDNwRkoKzJsHR47Ys2O1amX/srxoEezZk/U2jRrBDTdkHKJz5gx89BGcPm0P5dEsWyLFx4IF8Oyzdnn6dGjXztl4REREvJ2jidPrr7/Ovffey5AhQwCYNGkSy5cvZ+rUqUycODFT/WnTplGjRg0mTZoEQMOGDdm0aROvvvpq3hOn5GT79k8uF/j7Z6yXHcOAgADP6qak2PMCm+b5WFyui9fFvntgKHzwof3Q0y6DpSsD+PZbmDAB/EnByGaGkpdfghGjAt277Nc7hagou+5Lz8GaNXaC5RYYeL6cmmrHmp281A0IOJ/BFVTdtDT7lh91/f3Pt01+1nVd0OGbl/2apv1aZMfPz74VlbqWZf/B5UfdC9+fBVUXLv5ezq/PiH++9y/yvs9xv/+ou2ULDBkAAcCjjxoMGpTL/ULG93Je6uozIvd106WlXfx95OlnT1F43+szIvu6F773/fwu/XtEYdYFfUZ4Uvef7+V/fu+7WN2C+H5SBN73If4lwPz7tfDLYb8F/RlxsffdPziWOCUnJ7N582ZGjx6dYX337t1Zv359ltts2LCB7t27Z1jXo0cPZs6cSUpKCgEBmeeBT0pKIikpyb0cFxcHgPXqq1hBQZnqW5dfDnfeeX7Fyy9jZNMAVs2aMGjQ+RX//S/G2bNZ142IgPvuO7/irbcwTp/mbILFsk9MYmLO/9WccIXxXonz8wXfc246Fcxj9n4sqJZo8BQWVavCL4fLcd11j5KSYr9532rxHpXSjmQ49rlzsPs3g+h/lSDslVGA/XdyY+xcngnYS7ly8FeMwaetLL78+3Mr1QjgvyFPufdxc+I86qT9nuVzA3il5DPuct+khdRL3ZFlPX9/KPPiGO4Z9veBPv8cY9u2bPdrPfHE+ZMyvvoKY9Om7Os++iiULWsvrFyJsWFD9nUfeMA+6QNg9WqM1auzrztkCFStai+sX4/x9dfZ1x04EGrVshc2bsT46qts65q33YZVrhymacLPP2N89ln2+73lFmjc2F749VeMTz7Jvm7fvvYsAAC//Ybx8cfZ1+3ZE9q0sRf27cN4//3s63btCu3b2wuHD2O8+272dTt1gs6d7YWYGIypU7OvGxkJ6e/r06cxJk/Ovm6rVnD99fZCQgLGq69mX7dZs/PTxyUnY2TxY4y7bsOG0L+/e9mYMCH7uvn1GWFZlExIgJIlsQwj28+ILPcbFgYPPnh+xfTpGMfsz4gzZ2DVO/BYosHll1n8X/WymOaj5+vOnIkRHZ31fkNC4Mknz6/48EOM/fuzrhsQAGPHnl/x8ccY2XV5A9bTT59f+OQTjJ07s687Zsz5L1HF8DPCrFEDy7IwN27EWL48+7r/939Qr569sG2bPiOgeHxGXPDeN2vVuuTvEVnWvchnRKa6ZcvCo/qMgML5jDDXr6fk55+7P/sz1c3D9whv/YzwN/x5ouYd9mfEN69k+XN/YX5GWBfkCTlxLHE6fvw4aWlpVKpUKcP6SpUqcfTo0Sy3OXr0aJb1U1NTOX78OBEREZm2mThxIuPHj8+0PiEhAb8ssuLUuDgSY2LcyyXPnMHIJntOi4/n3D/rnjuXq7oh8fFYcQl88kkwBw9lbIYzGBxPMDIsl+D8soFFly7JNGmSQvzi0qQcsB8bPvwMt1eLw++vhAz7sywo8U0g67eFcPz4+f0E+Fv07JlI1appzJsXwslTLlL/Dj8Fg+Nnz9eNx+Asmd/g6Y6fO/9YXA51xzxkcODoGSpWNKnz8znCDmf/B7t5WhypQfYvKLV+PUulA9nX3TIjnuQQ+9eUGrvOErE3+7o/B8ZzrnQwAFV/P0u1PdnX/cUvnoSydsId8WcCNXZnX3e33xla3XKMwED4eXECVbdlX3dXagLRpcsSFhZHryonKZ2QQEoK/PGHf6YfjY4GxdOyXAyHDvmx57Mz1N16fr81a6YRFGTx559+pKYa/HEugctSTlCzZhp+J05QIiGB2FiDlBSDChVM9u3z4+xZgxo10gg8dYqUv/8u0+uaJuzd60diokGtWmmULGlhWfDTmniqVTlGyZIWruPHCUmw/85OnzY4fNhO/AMCLGrXTsM6fZrkmBgsC7auOE2bkwlk8TsFAMl/1wUwYmPtLxTZSImNJSm97tmzua5LcjKlLlL3n+/7vNQteeYMZ06lce6cQXh4xl8yL/YZYVkWiYmJ9nMxjCw/I1zZxGEGB3M2i7qpqfC//5UgLt6P8uVMrrvuLAkJfhnqloiPxy+b/VqmSUJu6/r7Z6gbHBeH/0VetzN5rfv3l6Kg2FgCLlI34dgxrL8fz1Xdv39ZDDx9msCL1D17/DjprZmrun//cBdw6hRBF6l77sQJUoKDiY2Nxf/UKUrkUDft79fN/+RJgi9SN/HkSVI9qJv+vs9OUhafEbmpe+FnRFYufN/npa63fkZc+D3iwve+eYnfI/L6GZFlXT99RmSoW8CfEf6nT2Nd8Nn/T+dOnCAtJATI3eeJPiMu/TMiIQ+Jk2FZF+tjLThHjhyhatWqrF+/nsjISPf6CRMm8OGHH7Jr165M29SrV4/BgwczZswY97p169Zx9dVXEx0dTeXKlTNtk1WPU/Xq1Tn111+UKVMmc2CFOFRvzGj47ySDkiEm8+dbVKliv4EsMte9cPhduXKQniOalsFvewMICfn7xO+LdJvv2wcJKee7witXSKFCeSv9EPz+jw4lKyBjt7lhZd+9ndu6kycbvPtBIPydWPmRiovs95tCgEd1XaThR/Zd1nmpm4o/1t/zqOSmbpWqBqGhsGuHmev9drsmlf99nEr37gZbt2X+IE3Fnw4dDX74AZKTLPw5/0+4XFmLOnVg80/2dmn4ERjsIirKonVLk22bU+nSxSAx0f7x5ttVdr0ypS1Wr3XR8IrzXexWSip3323wyUK7TlhFi7VrLaZMMXj9DX8aN3Gxdq1FqRC7O37TJuja1SAx6XzMba+yWP61i6AQP/79b4MXXoAr6iWzerXl/iEvAy8fhrN7ezIdOxrExhnMnWOSYdTwRT4jTNPk2LFjhIWF4cqHoXqWaTFkiMHcjwzKhlqsWWNRt27WdTUMB0eH6plgt3358rgu9vp68TAcDdXLvm6G976G6nlW14s/I8yUFI4dPXr+s/8idYvzUL2i9BkRFxdHuUqViI2NzTo3uIBjiVNycjIhISEsWLCAm266yb3+0UcfZevWrazOosuzY8eOXHnllUy+oAtu0aJF9O/fn7Nnz2Y5VO+f4uLiCA0NzdWLU9B27YIbb7QYPfo0AwaEZv0GKmaSk+GZZ+xzMIqjX36BQ4fscsWK9sQd2bEsi+TkZH74IZCzZw0qVIATJ6B8+fO93nY9WLXq/P/TRo3Oz47222/w5592OTQUIiPti53u3AllykDNmnDwoD0BSDrDgDp14I8/7GOljzACSEqy9+nvb6/fvx93XOmqVbOTd7Afj4uDhg3tY61fby/XrAmlS9uvR7qqVe3jFTeHD8PJk3Y5KOj8qImcWaSmpuLv7w8X6aHNreRk2L3b/t/x1VfQrdsl71IKiGmaxMTEEB4e7hOf+5KR2t+3qf0hJS2FudvnAnBnkzsJ8Mv5+3tByktu4NhQvcDAQFq2bMnKlSszJE4rV66kb9++WW4TGRnJF198kWHdihUraNWqVa6SpqKmQQPYutXi9OncdxF6u8BAeOEFp6MoOHv2QNu29nllS5dC69bZ1zVNi5iYU6xbF07//gYnTthfvD/7DK6+OmPd99+HwYOhaVN7Eo/Spe310dFw1VVw9Ch88gl07WonLu3b20nL9u12vYYN7URuzRp4+WX72j5t29pJV/qX/gtNmQLXXWfvO32o+91328c4dOh8cgjQpAmsXWsnaitX2kOHLxzyfscd8PnndoJx+HDeX1NvUKuWnTCtWHH+Nc+ZgT19Q/7673+VNImISNFlYbHv9D532Zs4OqveyJEjufvuu2nVqhWRkZHMmDGDAwcOMGzYMADGjBnD4cOH+eCDDwAYNmwYb731FiNHjmTo0KFs2LCBmTNn8vFFTlor6i7smRbvd/nldvKUlAT/OB0vWzfdZPf+7Nljn7eZxal6DBwIHTvavTYX/s1ERNi9S6dPn+85KlMGNm2ye3/S0uxe6Xbt7FEF+/bBZZfZ9bZvhw0bMo+yqFHjfK/J7t3www/2c2nSxE66LuxF8vOz951+/lK3bvZz2b3bXq5Y0T6/9Ngx+yKsxZFh2D19wcH265nN6QmZmKbJ6dOnKVu2bL796litmv2DjIiIiOQ/RxOn2267jRMnTvDss88SHR3NFVdcwdKlS6lZsyYA0dHRHDhwwF2/du3aLF26lMcee4y3336bKlWq8MYbb/jUNZyk6MvyPJ4c1Kp1fhKd7NSunfX6kiXPTxiULigIunTJXDc9aQIICbGvA3YxpUvbvVjpKle2bxdTvbp9u1BYWMb9FFfpE4rlhmlCTEwy4eFZz0grIiIiRYujiRPAgw8+yIMXTpl5gdmzZ2da16lTJ3766acCjkpEREREROQ8/c4pIiIiIiKSAyVOIiIiIiIiOXB8qJ6IiIiIiPiOAJf3zYYNSpxERERERKSQBPoF8lTHp5wOwyMaqiciIiIiIpIDJU4iIiIiIiI50FA9EREREREpFKlmKvN/mQ/AbVfchr/Le9IR74lURERERES8mmmZ/H7yd3fZm2ionoiIiIiISA6UOImIiIiIiORAiZOIiIiIiEgOlDiJiIiIiIjkQImTiIiIiIhIDnxuVj3LsgCIi4tzOBKbaZrEx8cTHByMy6U81peo7X2b2t93qe19m9rft6n9ITktmaSEJMD+Ph7oF+hoPOk5QXqOcDGGlZtaxcihQ4eoXr2602GIiIiIiEgRcfDgQapVq3bROj6XOJmmyZEjRyhdujSGYTgdDnFxcVSvXp2DBw9SpkwZp8ORQqS2921qf9+ltvdtan/fpvYveizLIj4+nipVquTYC+hzQ/VcLleO2aQTypQpozeQj1Lb+za1v+9S2/s2tb9vU/sXLaGhobmq55uDK0VERERERPJAiZOIiIiIiEgOlDg5LCgoiKeffpqgoCCnQ5FCprb3bWp/36W2921qf9+m9vduPjc5hIiIiIiISF6px0lERERERCQHSpxERERERERyoMRJREREREQkB0qcREREREREcqDEqYBNmTKF2rVrExwcTMuWLVmzZs1F669evZqWLVsSHBxMnTp1mDZtWiFFKgUhL+3/6aef0q1bN8LCwihTpgyRkZEsX768EKOV/JbX93+6devW4e/vT/PmzQs2QCkweW37pKQknnrqKWrWrElQUBCXXXYZ7733XiFFK/ktr+0/d+5cmjVrRkhICBEREQwePJgTJ04UUrSSX7777jt69+5NlSpVMAyDxYsX57iNvvd5FyVOBWj+/PmMGDGCp556ii1bttChQwd69uzJgQMHsqy/d+9eevXqRYcOHdiyZQtjx45l+PDhLFy4sJAjl/yQ1/b/7rvv6NatG0uXLmXz5s106dKF3r17s2XLlkKOXPJDXts/XWxsLAMGDODaa68tpEglv3nS9v379+ebb75h5syZ7N69m48//pgGDRoUYtSSX/La/mvXrmXAgAHce++9/PrrryxYsICNGzcyZMiQQo5cLlVCQgLNmjXjrbfeylV9fe/zQpYUmDZt2ljDhg3LsK5BgwbW6NGjs6w/atQoq0GDBhnW3X///Vbbtm0LLEYpOHlt/6w0atTIGj9+fH6HJoXA0/a/7bbbrHHjxllPP/201axZswKMUApKXtv+q6++skJDQ60TJ04URnhSwPLa/q+88opVp06dDOveeOMNq1q1agUWoxQ8wFq0aNFF6+h7n/dRj1MBSU5OZvPmzXTv3j3D+u7du7N+/fost9mwYUOm+j169GDTpk2kpKQUWKyS/zxp/38yTZP4+HjKly9fECFKAfK0/WfNmsUff/zB008/XdAhSgHxpO0///xzWrVqxcsvv0zVqlWpV68eTzzxBOfOnSuMkCUfedL+7dq149ChQyxduhTLsvjrr7/45JNPuP766wsjZHGQvvd5H3+nAyiujh8/TlpaGpUqVcqwvlKlShw9ejTLbY4ePZpl/dTUVI4fP05ERESBxSv5y5P2/6fXXnuNhIQE+vfvXxAhSgHypP1///13Ro8ezZo1a/D310ezt/Kk7f/880/Wrl1LcHAwixYt4vjx4zz44IOcPHlS5zl5GU/av127dsydO5fbbruNxMREUlNT6dOnD2+++WZhhCwO0vc+76MepwJmGEaGZcuyMq3LqX5W68U75LX903388cc888wzzJ8/n/Dw8IIKTwpYbts/LS2NO+64g/Hjx1OvXr3CCk8KUF7e+6ZpYhgGc+fOpU2bNvTq1YvXX3+d2bNnq9fJS+Wl/Xfs2MHw4cP5z3/+w+bNm1m2bBl79+5l2LBhhRGqOEzf+7yLftYsIBUrVsTPzy/TL0wxMTGZfl1IV7ly5Szr+/v7U6FChQKLVfKfJ+2fbv78+dx7770sWLCArl27FmSYUkDy2v7x8fFs2rSJLVu28PDDDwP2l2nLsvD392fFihVcc801hRK7XBpP3vsRERFUrVqV0NBQ97qGDRtiWRaHDh2ibt26BRqz5B9P2n/ixIm0b9+eJ598EoCmTZtSsmRJOnTowPPPP69eh2JM3/u8j3qcCkhgYCAtW7Zk5cqVGdavXLmSdu3aZblNZGRkpvorVqygVatWBAQEFFiskv88aX+we5oGDRrERx99pPHtXiyv7V+mTBm2b9/O1q1b3bdhw4ZRv359tm7dylVXXVVYocsl8uS93759e44cOcKZM2fc63777TdcLhfVqlUr0Hglf3nS/mfPnsXlyvh1zM/PDzjf+yDFk773eSGHJqXwCfPmzbMCAgKsmTNnWjt27LBGjBhhlSxZ0tq3b59lWZY1evRo6+6773bX//PPP62QkBDrscces3bs2GHNnDnTCggIsD755BOnnoJcgry2/0cffWT5+/tbb7/9thUdHe2+nT592qmnIJcgr+3/T5pVz3vlte3j4+OtatWqWbfccov166+/WqtXr7bq1q1rDRkyxKmnIJcgr+0/a9Ysy9/f35oyZYr1xx9/WGvXrrVatWpltWnTxqmnIB6Kj4+3tmzZYm3ZssUCrNdff93asmWLtX//fsuy9L2vOFDiVMDefvttq2bNmlZgYKDVokULa/Xq1e7HBg4caHXq1ClD/aioKOvKK6+0AgMDrVq1allTp04t5IglP+Wl/Tt16mQBmW4DBw4s/MAlX+T1/X8hJU7eLa9tv3PnTqtr165WiRIlrGrVqlkjR460zp49W8hRS37Ja/u/8cYbVqNGjawSJUpYERER1p133mkdOnSokKOWS7Vq1aqL/h/X9z7vZ1iW+oFFREREREQuRuc4iYiIiIiI5ECJk4iIiIiISA6UOImIiIiIiORAiZOIiIiIiEgOlDiJiIiIiIjkQImTiIiIiIhIDpQ4iYiIiIiI5ECJk4iIiIiISA6UOImIiFyimTNn0r1791zVfeutt+jTp08BRyQiIvnNsCzLcjoIERHxPYZhXPTxgQMHMnv27MIJ5hIkJSVRp04d5s2bR4cOHXJVv1atWixYsICrr766ECIUEZH84O90ACIi4puio6Pd5fnz5/Of//yH3bt3u9eVKFHCibDybOHChZQqVSpXSRNAUFAQd9xxB2+++aYSJxERL6KheiIi4ojKlSu7b6GhoRiGkWHdd999R8uWLQkODqZOnTqMHz+e1NRU9/aGYTB9+nRuuOEGQkJCaNiwIRs2bGDPnj107tyZkiVLEhkZyR9//OHe5plnnqF58+ZMnz6d6tWrExISwq233srp06fddaKiomjTpg0lS5akbNmytG/fnv3792f7PObNm5dp6F1O++jTpw+LFy/m3Llz+fBKiohIYVDiJCIiRc7y5cu56667GD58ODt27GD69OnMnj2bCRMmZKj33HPPMWDAALZu3UqDBg244447uP/++xkzZgybNm0C4OGHH86wzZ49e/jf//7HF198wbJly9i6dSsPPfQQAKmpqdx444106tSJn3/+mQ0bNnDfffdddFjhmjVraNWqlXs5N/to1aoVKSkp/Pjjj5f8WomISOHQUD0RESlyJkyYwOjRoxk4cCAAderU4bnnnmPUqFE8/fTT7nqDBw+mf//+APzrX/8iMjKSf//73/To0QOARx99lMGDB2fYd2JiIu+//z7VqlUD4M033+T666/ntddeIzAwkNjYWG644QYuu+wyABo2bJhtnKdPn+b06dNUqVLFvS4uLi7HfaT3RO3bt49OnTp59BqJiEjhUo+TiIgUOZs3b+bZZ5+lVKlS7tvQoUOJjo7m7Nmz7npNmzZ1lytVqgRAkyZNMqxLTEwkLi7Ova5GjRrupAkgMjIS0zTZvXs35cuXZ9CgQfTo0YPevXszefLkDOdi/VP6ULvg4GD3utzuo0SJEhmei4iIFG1KnEREpMgxTZPx48ezdetW92379u38/vvvGZKUgIAAdzl9KFxW60zTzPZY6XXS72fNmsWGDRto164d8+fPp169enz//fdZbluhQgUMw+DUqVMZ1udmHydPniQsLCzH10JERIoGJU4iIlLktGjRgt27d3P55Zdnurlcl/av68CBAxw5csS9vGHDBlwuF/Xq1XOvu/LKKxkzZgzr16/niiuu4KOPPspyX4GBgTRq1IgdO3Zkeuxi+/jjjz9ITEzkyiuvvKTnIiIihUeJk4iIFDn/+c9/+OCDD3jmmWf49ddf2blzJ/Pnz2fcuHGXvO/g4GAGDhzItm3bWLNmDcOHD6d///5UrlyZvXv3MmbMGDZs2MD+/ftZsWIFv/3220XPc+rRowdr1651L+dmH2vWrKFOnTruc6BERKTo0+QQIiJS5PTo0YMvv/ySZ599lpdffpmAgAAaNGjAkCFDLnnfl19+Of369aNXr16cPHmSXr16MWXKFABCQkLYtWsX77//PidOnCAiIoKHH36Y+++/P9v9DR06lBYtWhAbG0toaGiu9vHxxx8zdOjQS34uIiJSeAzLsiyngxARESkMzzzzDIsXL2br1q35ut/+/fu7h+bl5JdffuHaa6/lt99+IzQ0NF/jEBGRgqOheiIiIpfolVdeoVSpUrmqe+TIET744AMlTSIiXkZD9URERC5RzZo1eeSRR3JVt3v37gUcjYiIFAQN1RMREREREcmBhuqJiIiIiIjkQImTiIiIiIhIDpQ4iYiIiIiI5ECJk4iIiIiISA6UOImIiIiIiORAiZOIiIiIiEgOlDiJiIiIiIjkQImTiIiIiIhIDv4f8YWAvEwooywAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "==================================================\n",
      "COMPARAISON DES HAUTEURS\n",
      "==================================================\n",
      "Saut B : 8.5 cm\n",
      "Saut C : 22.4 cm\n",
      "Différence : 13.9 cm\n",
      "==================================================\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# ============================================\n",
    "# CONFIGURATION DU MATÉRIEL (À VÉRIFIER)\n",
    "# ============================================\n",
    "\n",
    "# Caractéristiques mécaniques\n",
    "K_UNITAIRE = 22.56          # N/mm (raideur d'un ressort, indiquée sur le paquet)\n",
    "NB_RESSORTS = 10\n",
    "K_TOT = K_UNITAIRE * NB_RESSORTS * 1000  # 225600 N/m\n",
    "\n",
    "# Masses\n",
    "M_PLANCHE = 4.0             # kg (à peser si possible)\n",
    "M_SAUTEUR = 82.0            # kg (à adapter à la personne)\n",
    "\n",
    "# Constantes\n",
    "G = 9.81                    # m/s²\n",
    "\n",
    "# Étalonnage du capteur\n",
    "COURSE_POT_MM = 7.76        # mm pour 5V (valeur de ton étalonnage)\n",
    "\n",
    "# ============================================\n",
    "# FONCTION D'ANALYSE\n",
    "# ============================================\n",
    "\n",
    "def analyser_saut(nom_fichier):\n",
    "    \"\"\"\n",
    "    Analyse un fichier de données de saut.\n",
    "    La détection du décollage se fait au pic d'enfoncement.\n",
    "    \"\"\"\n",
    "    # -------------------------------------------------\n",
    "    # 1. CHARGEMENT DES DONNÉES\n",
    "    # -------------------------------------------------\n",
    "    data = []\n",
    "    with open(nom_fichier, 'r', encoding='latin-1') as f:\n",
    "        for line in f:\n",
    "            parts = line.strip().split(',')\n",
    "            if len(parts) == 3:\n",
    "                try:\n",
    "                    # Format: [temps_us, valeur_brute, tension_V]\n",
    "                    data.append([float(parts[0]), float(parts[2])])\n",
    "                except:\n",
    "                    continue\n",
    "    \n",
    "    if len(data) == 0:\n",
    "        print(\"ERREUR : Aucune donnée lue dans le fichier\")\n",
    "        return 0, None\n",
    "    \n",
    "    df = pd.DataFrame(data, columns=['t_us', 'u_v'])\n",
    "    df['t_s'] = df['t_us'] / 1e6\n",
    "    \n",
    "    # Pas de temps moyen\n",
    "    dt = np.mean(np.diff(df['t_s'])) if len(df) > 1 else 0.002\n",
    "    print(f\"Pas de temps moyen : {dt*1000:.2f} ms\")\n",
    "    \n",
    "    # -------------------------------------------------\n",
    "    # 2. CONVERSION TENSION → ENFONCEMENT\n",
    "    # -------------------------------------------------\n",
    "    # Tension au repos (moyenne des 50 premiers points)\n",
    "    u_repos = df['u_v'].iloc[0:min(50, len(df))].mean()\n",
    "    print(f\"Tension au repos : {u_repos:.3f} V\")\n",
    "    \n",
    "    # Enfoncement relatif (mètres)\n",
    "    df['x_m'] = (df['u_v'] - u_repos) * (COURSE_POT_MM / 1000.0 / 5.0)\n",
    "    \n",
    "    # -------------------------------------------------\n",
    "    # 3. DÉTECTION DU DÉCOLLAGE (PIC D'ENFONCEMENT)\n",
    "    # -------------------------------------------------\n",
    "    idx_decollage = df['x_m'].idxmax()\n",
    "    df_poussee = df.iloc[:idx_decollage+1].copy()\n",
    "    \n",
    "    print(f\"Durée de la poussée : {(df_poussee['t_s'].iloc[-1] - df_poussee['t_s'].iloc[0]):.3f} s\")\n",
    "    print(f\"Enfoncement max : {df_poussee['x_m'].max()*1000:.2f} mm\")\n",
    "    \n",
    "    # -------------------------------------------------\n",
    "    # 4. CALCUL DE L'ACCÉLÉRATION ET FORCE DE RÉACTION\n",
    "    # -------------------------------------------------\n",
    "    df_poussee['accel'] = ((K_TOT * df_poussee['x_m']) / M_SAUTEUR)\n",
    "    df_poussee['reaction_sol'] = M_SAUTEUR * (G + df_poussee['accel'])\n",
    "    \n",
    "    # -------------------------------------------------\n",
    "    # 5. INTÉGRATION POUR OBTENIR LA VITESSE\n",
    "    # -------------------------------------------------\n",
    "    vitesse = 0\n",
    "    vitesses = []\n",
    "    \n",
    "    for i in range(len(df_poussee)):\n",
    "        if i == 0:\n",
    "            vitesses.append(0)\n",
    "        else:\n",
    "            dt_local = df_poussee['t_s'].iloc[i] - df_poussee['t_s'].iloc[i-1]\n",
    "            vitesse += df_poussee['accel'].iloc[i] * dt_local\n",
    "            vitesses.append(vitesse)\n",
    "    \n",
    "    df_poussee['v'] = vitesses\n",
    "    \n",
    "    # -------------------------------------------------\n",
    "    # 6. RÉSULTATS\n",
    "    # -------------------------------------------------\n",
    "    v_decollage = df_poussee['v'].iloc[-1]\n",
    "    hauteur_m = (v_decollage**2) / (2 * G)\n",
    "    hauteur_cm = hauteur_m * 100\n",
    "    \n",
    "    print(\"\\n\" + \"=\"*50)\n",
    "    print(\"RÉSULTATS DE L'ANALYSE\")\n",
    "    print(\"=\"*50)\n",
    "    print(f\"Force de poussée max  : {(K_TOT * df_poussee['x_m'].max()):.0f} N\")\n",
    "    print(f\"Vitesse au décollage  : {v_decollage:.3f} m/s\")\n",
    "    print(f\"HAUTEUR DU SAUT       : {hauteur_cm:.1f} cm\")\n",
    "    print(\"=\"*50)\n",
    "    \n",
    "    # -------------------------------------------------\n",
    "    # 7. GRAPHIQUES\n",
    "    # -------------------------------------------------\n",
    "    # Graphique 1 : Enfoncement\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    plt.plot(df_poussee['t_s'], df_poussee['x_m']*1000, 'b-', linewidth=1.5)\n",
    "    plt.axhline(0, color='r', linestyle='--', alpha=0.5)\n",
    "    plt.axvline(df_poussee['t_s'].iloc[-1], color='g', linestyle='--', alpha=0.5, label='Décollage')\n",
    "    plt.xlabel('Temps (s)')\n",
    "    plt.ylabel('Enfoncement (mm)')\n",
    "    plt.title('Déplacement de la planche')\n",
    "    plt.legend()\n",
    "    plt.grid(True, alpha=0.3)\n",
    "    plt.show()\n",
    "    \n",
    "    # Graphique 2 : Vitesse\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    plt.plot(df_poussee['t_s'], df_poussee['v'], 'orange', linewidth=1.5)\n",
    "    plt.axhline(v_decollage, color='r', linestyle='--', label=f'v_max = {v_decollage:.2f} m/s')\n",
    "    plt.axvline(df_poussee['t_s'].iloc[-1], color='g', linestyle='--', alpha=0.5, label='Décollage')\n",
    "    plt.xlabel('Temps (s)')\n",
    "    plt.ylabel('Vitesse (m/s)')\n",
    "    plt.title('Vitesse verticale du sauteur')\n",
    "    plt.legend()\n",
    "    plt.grid(True, alpha=0.3)\n",
    "    plt.show()\n",
    "\n",
    "    # Graphique 3 : Force de réaction du sol\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    plt.plot(df_poussee['t_s'], df_poussee['reaction_sol'], 'purple', linewidth=1.5)\n",
    "    plt.xlabel('Temps (s)')\n",
    "    plt.ylabel('Force (N)')\n",
    "    plt.title('Force de réaction du sol')\n",
    "    plt.grid(True, alpha=0.3)\n",
    "    plt.show()\n",
    "\n",
    "    # Graphique 4 : Accélération verticale\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    plt.plot(df_poussee['t_s'], df_poussee['accel'], 'green', linewidth=1.5)\n",
    "    plt.axhline(0, color='r', linestyle='--', alpha=0.5)\n",
    "    plt.xlabel('Temps (s)')\n",
    "    plt.ylabel('Accélération (m/s²)')\n",
    "    plt.title('Accélération verticale du sauteur')\n",
    "    plt.grid(True, alpha=0.3)\n",
    "    plt.show()\n",
    "    \n",
    "    return hauteur_cm, df_poussee\n",
    "\n",
    "\n",
    "def comparer_deux_sauts(fichier1, fichier2, nom1=\"Saut 1\", nom2=\"Saut 2\"):\n",
    "    \"\"\"Compare deux fichiers de saut et affiche les graphiques superposés\"\"\"\n",
    "    h1, df1 = analyser_saut(fichier1)\n",
    "    h2, df2 = analyser_saut(fichier2)\n",
    "\n",
    "    if df1 is None or df2 is None:\n",
    "        print(\"Erreur : impossible de charger les fichiers\")\n",
    "        return\n",
    "\n",
    "    # Remettre les temps à zéro pour comparer les deux sauts\n",
    "    t1 = df1['t_s'] - df1['t_s'].iloc[0]\n",
    "    t2 = df2['t_s'] - df2['t_s'].iloc[0]\n",
    "\n",
    "    # Comparaison des déplacements\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    plt.plot(t1, df1['x_m'] * 1000, label=nom1)\n",
    "    plt.plot(t2, df2['x_m'] * 1000, label=nom2)\n",
    "    plt.xlabel(\"Temps (s)\")\n",
    "    plt.ylabel(\"Déplacement relatif (mm)\")\n",
    "    plt.title(\"Comparaison du déplacement de la plateforme\")\n",
    "    plt.legend()\n",
    "    plt.grid(True)\n",
    "    plt.show()\n",
    "\n",
    "    # Comparaison des vitesses\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    plt.plot(t1, df1['v'], label=f\"{nom1} - h = {h1:.1f} cm\")\n",
    "    plt.plot(t2, df2['v'], label=f\"{nom2} - h = {h2:.1f} cm\")\n",
    "    plt.xlabel(\"Temps (s)\")\n",
    "    plt.ylabel(\"Vitesse verticale (m/s)\")\n",
    "    plt.title(\"Comparaison des vitesses verticales\")\n",
    "    plt.legend()\n",
    "    plt.grid(True)\n",
    "    plt.show()\n",
    "\n",
    "    # Comparaison des forces de réaction\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    plt.plot(t1, df1['reaction_sol'], label=nom1)\n",
    "    plt.plot(t2, df2['reaction_sol'], label=nom2)\n",
    "    plt.xlabel(\"Temps (s)\")\n",
    "    plt.ylabel(\"Force (N)\")\n",
    "    plt.title(\"Comparaison des forces de réaction du sol\")\n",
    "    plt.legend()\n",
    "    plt.grid(True)\n",
    "    plt.show()\n",
    "\n",
    "    # Comparaison des accélérations\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    plt.plot(t1, df1['accel'], label=nom1)\n",
    "    plt.plot(t2, df2['accel'], label=nom2)\n",
    "    plt.axhline(0, color='r', linestyle='--', alpha=0.5)\n",
    "    plt.xlabel(\"Temps (s)\")\n",
    "    plt.ylabel(\"Accélération (m/s²)\")\n",
    "    plt.title(\"Comparaison des accélérations verticales\")\n",
    "    plt.legend()\n",
    "    plt.grid(True)\n",
    "    plt.show()\n",
    "\n",
    "    print(\"\\n\" + \"=\"*50)\n",
    "    print(\"COMPARAISON DES HAUTEURS\")\n",
    "    print(\"=\"*50)\n",
    "    print(f\"{nom1} : {h1:.1f} cm\")\n",
    "    print(f\"{nom2} : {h2:.1f} cm\")\n",
    "    print(f\"Différence : {abs(h1-h2):.1f} cm\")\n",
    "    print(\"=\"*50)\n",
    "\n",
    "\n",
    "# ============================================\n",
    "# EXÉCUTION\n",
    "# ============================================\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    # Analyser un seul saut\n",
    "    hauteur, df = analyser_saut('données_saut1.txt')\n",
    "    \n",
    "    # Comparer deux sauts\n",
    "    comparer_deux_sauts(\n",
    "        \"données_saut1_1.txt\",\n",
    "        \"données_saut3_5.txt\",\n",
    "        nom1=\"Saut B\",\n",
    "        nom2=\"Saut C\"\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "549d443c-d98c-4968-850e-6df325db83af",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pas de temps moyen : 2.00 ms\n",
      "Tension au repos : 0.582 V\n",
      "Durée de la poussée : 5.375 s\n",
      "Enfoncement max : 3.46 mm\n",
      "\n",
      "==================================================\n",
      "RÉSULTATS DE L'ANALYSE\n",
      "==================================================\n",
      "Force de poussée max  : 780 N\n",
      "Vitesse au décollage  : 1.291 m/s\n",
      "HAUTEUR DU SAUT       : 8.5 cm\n",
      "==================================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "============================================================\n",
      "     INCERTITUDE PAR PROPAGATION (FORMULE)\n",
      "============================================================\n",
      "Hauteur nominale                    : 8.5 cm\n",
      "------------------------------------------------------------\n",
      "σ_U = 0.13 V → incertitude étalonnage : 2.6%\n",
      "Incertitude masse (±1 kg)           : 1.2%\n",
      "Incertitude raideur (5%)            : 5%\n",
      "Incertitude course pot (2%)         : 2%\n",
      "------------------------------------------------------------\n",
      "Incertitude relative totale         : 12.2%\n",
      "Incertitude absolue                 : ±1.04 cm\n",
      "============================================================\n",
      "\n",
      "📏 Résultat final : 8.5 ± 1.0 cm\n",
      "============================================================\n"
     ]
    }
   ],
   "source": [
    "# ====================================================\n",
    "# CELLULE : INCERTITUDE PAR PROPAGATION (FORMULE)\n",
    "# ====================================================\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "def incertitude_propagee(nom_fichier, sigma_u=0.13):\n",
    "    \"\"\"\n",
    "    Calcule l'incertitude sur la hauteur par propagation\n",
    "    à partir de l'écart type de la tension (σ = 0.13 V)\n",
    "    \"\"\"\n",
    "    \n",
    "    # 1. Récupérer la hauteur nominale et les paramètres\n",
    "    h_nom, _ = analyser_saut(nom_fichier)  # ← CORRECTION ICI\n",
    "    \n",
    "    # 2. Incertitudes relatives (estimations raisonnables)\n",
    "    #    car la méthode par décalage de U_repos est trop instable\n",
    "    \n",
    "    # Incertitude sur l'étalonnage (tension → position)\n",
    "    # σ_U = 0.13 V sur 5V → 2.6% d'incertitude relative sur la position\n",
    "    incertitude_etalonnage_rel = sigma_u / 5.0  # 0.13/5 = 0.026 = 2.6%\n",
    "    \n",
    "    # Incertitude sur la masse (±1 kg)\n",
    "    incertitude_masse_rel = 1.0 / M_SAUTEUR  # 1/82 ≈ 1.2%\n",
    "    \n",
    "    # Incertitude sur la raideur (tolérance constructeur 5%)\n",
    "    incertitude_raideur_rel = 0.05  # 5%\n",
    "    \n",
    "    # Incertitude sur la course du potentiomètre (2%)\n",
    "    incertitude_course_rel = 0.02  # 2%\n",
    "    \n",
    "    # 3. Propagation des incertitudes (en valeur relative)\n",
    "    #    h ∝ (K * x / m)² / (2g) → h ∝ K² * x² / m²\n",
    "    #    Donc : σ_h/h = 2 * √( (σ_K/K)² + (σ_x/x)² + (σ_m/m)² )\n",
    "    \n",
    "    sigma_rel = 2 * np.sqrt(\n",
    "        incertitude_raideur_rel**2 +\n",
    "        incertitude_etalonnage_rel**2 +\n",
    "        incertitude_masse_rel**2 +\n",
    "        incertitude_course_rel**2\n",
    "    )\n",
    "    \n",
    "    # 4. Incertitude absolue\n",
    "    sigma_abs = h_nom * sigma_rel\n",
    "    \n",
    "    # 5. Affichage\n",
    "    print(\"\\n\" + \"=\"*60)\n",
    "    print(\"     INCERTITUDE PAR PROPAGATION (FORMULE)\")\n",
    "    print(\"=\"*60)\n",
    "    print(f\"Hauteur nominale                    : {h_nom:.1f} cm\")\n",
    "    print(\"-\"*60)\n",
    "    print(f\"σ_U = {sigma_u} V → incertitude étalonnage : {incertitude_etalonnage_rel*100:.1f}%\")\n",
    "    print(f\"Incertitude masse (±1 kg)           : {incertitude_masse_rel*100:.1f}%\")\n",
    "    print(f\"Incertitude raideur (5%)            : {incertitude_raideur_rel*100:.0f}%\")\n",
    "    print(f\"Incertitude course pot (2%)         : {incertitude_course_rel*100:.0f}%\")\n",
    "    print(\"-\"*60)\n",
    "    print(f\"Incertitude relative totale         : {sigma_rel*100:.1f}%\")\n",
    "    print(f\"Incertitude absolue                 : ±{sigma_abs:.2f} cm\")\n",
    "    print(\"=\"*60)\n",
    "    print(f\"\\n📏 Résultat final : {h_nom:.1f} ± {sigma_abs:.1f} cm\")\n",
    "    print(\"=\"*60)\n",
    "    \n",
    "    return sigma_abs\n",
    "\n",
    "# ====================================================\n",
    "# LANCEMENT\n",
    "# ====================================================\n",
    "\n",
    "sigma = incertitude_propagee('données_saut1_1.txt', sigma_u=0.13)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a66caf3c-1b00-4086-bb97-090e63c31553",
   "metadata": {},
   "source": [
    "# III. Etude sur la tension et Résistance\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e5ca23c9-93cc-4dae-be8b-b24e97d7e8ff",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Lu 2331 points\n",
      "Premier temps: 49.806416 s, Dernier temps: 4.63914 s\n",
      "dt moyen: -19.39 ms\n"
     ]
    }
   ],
   "source": [
    "U = []\n",
    "temps = []\n",
    "\n",
    "with open(\"données.txt\",\"r\") as f:\n",
    "    lignes = f.readlines()\n",
    "    \n",
    "# Ignorer la première ligne (en-tête)\n",
    "for line in lignes[1:]:\n",
    "    if \",\" in line:\n",
    "        parts = line.strip().split(\",\")\n",
    "        if len(parts) >= 3:\n",
    "            try:\n",
    "                U.append(float(parts[2]))\n",
    "                temps.append(int(parts[0]) / 1_000_000)  # µs -> s\n",
    "            except ValueError:\n",
    "                pass  # ignore les lignes avec erreur\n",
    "\n",
    "print(f\"Lu {len(U)} points\")\n",
    "print(f\"Premier temps: {temps[0]} s, Dernier temps: {temps[-1]} s\")\n",
    "print(f\"dt moyen: {(temps[-1]-temps[0])/(len(temps)-1)*1000:.2f} ms\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "92ad7061-fd54-4bc4-b285-a00851ca1804",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "#calcul et étalonnage\n",
    "Vcc = 5\n",
    "Rtot = 10000 #(10 k car potentio test, à changer pour le vrai)\n",
    "\n",
    "R1=[]\n",
    "R2=[]\n",
    "\n",
    "for u in U:\n",
    "    r1= Rtot * (u/Vcc)\n",
    "    r2= Rtot-r1\n",
    "    R1.append(r1)\n",
    "    R2.append(r2)\n",
    "\n",
    "print(R1)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "cda38161-3e06-47db-8145-bef45ea713fc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ok fichier complété\n"
     ]
    }
   ],
   "source": [
    "# 1. D'abord lire les tensions\n",
    "U = []\n",
    "with open(\"données.txt\",\"r\") as f:\n",
    "    for line in f:\n",
    "        if \",\" in line:\n",
    "            parts = line.strip().split(\",\")\n",
    "            if len(parts) >= 3:\n",
    "                try:\n",
    "                    U.append(float(parts[2]))\n",
    "                except:\n",
    "                    pass\n",
    "\n",
    "# 2. Calculer R1, R2\n",
    "Vcc = 5\n",
    "Rtot = 10000\n",
    "R1 = []\n",
    "R2 = []\n",
    "for u in U:\n",
    "    r1 = Rtot * (u/Vcc)\n",
    "    r2 = Rtot - r1\n",
    "    R1.append(r1)\n",
    "    R2.append(r2)\n",
    "\n",
    "# 3. Calculer dx, Fressort, Fper\n",
    "dx = []\n",
    "for u in U:\n",
    "    x = (u/Vcc) * 10.2  # 10.2 mm (ton déplacement max)\n",
    "    dx.append(x)\n",
    "\n",
    "k = 22.56\n",
    "keq = 10 * k\n",
    "Fressort = []\n",
    "for x in dx:\n",
    "    re = keq * x\n",
    "    Fressort.append(re)\n",
    "\n",
    "Fper = []\n",
    "for re in Fressort:\n",
    "    per = re - 4*9.81 - 51*9.81\n",
    "    Fper.append(per)\n",
    "\n",
    "# 4. ENSUITE écrire le fichier complet\n",
    "with open(\"données.txt\", \"r\") as f_in, open(\"donnees_completes.txt\", \"w\") as f_out:\n",
    "    f_out.write(\"Temps,Brut,Tension,R1,R2\\n\")\n",
    "    i = 0\n",
    "    for line in f_in:\n",
    "        if \",\" in line and i < len(U):\n",
    "            parts = line.strip().split(\",\")\n",
    "            t = parts[0]\n",
    "            val = parts[1]\n",
    "            u = U[i]\n",
    "            r1 = R1[i]\n",
    "            r2 = R2[i]\n",
    "            f_out.write(f\"{t},{val},{u},{r1},{r2}\\n\")\n",
    "            i += 1\n",
    "\n",
    "print(\"Ok fichier complété\")"
   ]
  }
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