force_et_vitesse.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.animation as animation\n",
    "from matplotlib import style\n",
    "style.use('fivethirtyeight')\n",
    "\n",
    "experience = {'rect_horiz.csv':['Force : aucune (systeme isole)', 'Vitesse initiale : vers la droite'], \n",
    "              'rect_bas.csv':['Force : de pesanteur', 'Vitesse initiale : aucune (immobile)'],\n",
    "             'rect_haut.csv':['Force : de pesanteur', 'Vitesse initiale : vers le haut'],\n",
    "             'parab.csv':['Force : de pesanteur', 'Vitesse initiale : inclinée par rapport au sol']}\n",
    "\n",
    "import csv\n",
    "with open('rect_horiz.csv', 'w', newline='') as csvfile:\n",
    "    spamwriter = csv.writer(csvfile, delimiter=',')\n",
    "    for i in range(10):\n",
    "        spamwriter.writerow([i,4])\n",
    "    csvfile.close\n",
    "    \n",
    "with open('rect_bas.csv', 'w', newline='') as csvfile:\n",
    "    spamwriter = csv.writer(csvfile, delimiter=',')\n",
    "    for i in range(10):\n",
    "        spamwriter.writerow([4,9-10*(i/10)**2])\n",
    "    csvfile.close\n",
    "\n",
    "with open('rect_haut.csv', 'w', newline='') as csvfile:\n",
    "    spamwriter = csv.writer(csvfile, delimiter=',')\n",
    "    for i in range(10):\n",
    "        spamwriter.writerow([4,20*i/10-10*(i/10)**2])\n",
    "    csvfile.close\n",
    "\n",
    "with open('parab.csv', 'w', newline='') as csvfile:\n",
    "    spamwriter = csv.writer(csvfile, delimiter=',')\n",
    "    for i in range(10):\n",
    "        spamwriter.writerow([i,2+10*i/10-10*(i/10)**2])\n",
    "    csvfile.close"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\"\n",
       "href=\"https://maxcdn.bootstrapcdn.com/font-awesome/4.4.0/\n",
       "css/font-awesome.min.css\">\n",
       "<script language=\"javascript\">\n",
       "  function isInternetExplorer() {\n",
       "    ua = navigator.userAgent;\n",
       "    /* MSIE used to detect old browsers and Trident used to newer ones*/\n",
       "    return ua.indexOf(\"MSIE \") > -1 || ua.indexOf(\"Trident/\") > -1;\n",
       "  }\n",
       "\n",
       "  /* Define the Animation class */\n",
       "  function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
       "    this.img_id = img_id;\n",
       "    this.slider_id = slider_id;\n",
       "    this.loop_select_id = loop_select_id;\n",
       "    this.interval = interval;\n",
       "    this.current_frame = 0;\n",
       "    this.direction = 0;\n",
       "    this.timer = null;\n",
       "    this.frames = new Array(frames.length);\n",
       "\n",
       "    for (var i=0; i<frames.length; i++)\n",
       "    {\n",
       "     this.frames[i] = new Image();\n",
       "     this.frames[i].src = frames[i];\n",
       "    }\n",
       "    var slider = document.getElementById(this.slider_id);\n",
       "    slider.max = this.frames.length - 1;\n",
       "    if (isInternetExplorer()) {\n",
       "        // switch from oninput to onchange because IE <= 11 does not conform\n",
       "        // with W3C specification. It ignores oninput and onchange behaves\n",
       "        // like oninput. In contrast, Mircosoft Edge behaves correctly.\n",
       "        slider.setAttribute('onchange', slider.getAttribute('oninput'));\n",
       "        slider.setAttribute('oninput', null);\n",
       "    }\n",
       "    this.set_frame(this.current_frame);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.get_loop_state = function(){\n",
       "    var button_group = document[this.loop_select_id].state;\n",
       "    for (var i = 0; i < button_group.length; i++) {\n",
       "        var button = button_group[i];\n",
       "        if (button.checked) {\n",
       "            return button.value;\n",
       "        }\n",
       "    }\n",
       "    return undefined;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.set_frame = function(frame){\n",
       "    this.current_frame = frame;\n",
       "    document.getElementById(this.img_id).src =\n",
       "            this.frames[this.current_frame].src;\n",
       "    document.getElementById(this.slider_id).value = this.current_frame;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.next_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.previous_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.max(0, this.current_frame - 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.first_frame = function()\n",
       "  {\n",
       "    this.set_frame(0);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.last_frame = function()\n",
       "  {\n",
       "    this.set_frame(this.frames.length - 1);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.slower = function()\n",
       "  {\n",
       "    this.interval /= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.faster = function()\n",
       "  {\n",
       "    this.interval *= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_forward = function()\n",
       "  {\n",
       "    this.current_frame += 1;\n",
       "    if(this.current_frame < this.frames.length){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.first_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.last_frame();\n",
       "        this.reverse_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.last_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_reverse = function()\n",
       "  {\n",
       "    this.current_frame -= 1;\n",
       "    if(this.current_frame >= 0){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.last_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.first_frame();\n",
       "        this.play_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.first_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.pause_animation = function()\n",
       "  {\n",
       "    this.direction = 0;\n",
       "    if (this.timer){\n",
       "      clearInterval(this.timer);\n",
       "      this.timer = null;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.play_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = 1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_forward();\n",
       "    }, this.interval);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.reverse_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = -1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_reverse();\n",
       "    }, this.interval);\n",
       "  }\n",
       "</script>\n",
       "\n",
       "<style>\n",
       ".animation {\n",
       "    display: inline-block;\n",
       "    text-align: center;\n",
       "}\n",
       "input[type=range].anim-slider {\n",
       "    width: 374px;\n",
       "    margin-left: auto;\n",
       "    margin-right: auto;\n",
       "}\n",
       ".anim-buttons {\n",
       "    margin: 8px 0px;\n",
       "}\n",
       ".anim-buttons button {\n",
       "    padding: 0;\n",
       "    width: 36px;\n",
       "}\n",
       ".anim-state label {\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".anim-state input {\n",
       "    margin: 0;\n",
       "    vertical-align: middle;\n",
       "}\n",
       "</style>\n",
       "\n",
       "<div class=\"animation\">\n",
       "  <img id=\"_anim_imgae3f9cc9d14c46128c6c2a37c11f5f66\">\n",
       "  <div class=\"anim-controls\">\n",
       "    <input id=\"_anim_sliderae3f9cc9d14c46128c6c2a37c11f5f66\" type=\"range\" class=\"anim-slider\"\n",
       "           name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
       "           oninput=\"animae3f9cc9d14c46128c6c2a37c11f5f66.set_frame(parseInt(this.value));\"></input>\n",
       "    <div class=\"anim-buttons\">\n",
       "      <button onclick=\"animae3f9cc9d14c46128c6c2a37c11f5f66.slower()\"><i class=\"fa fa-minus\"></i></button>\n",
       "      <button onclick=\"animae3f9cc9d14c46128c6c2a37c11f5f66.first_frame()\"><i class=\"fa fa-fast-backward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"animae3f9cc9d14c46128c6c2a37c11f5f66.previous_frame()\">\n",
       "          <i class=\"fa fa-step-backward\"></i></button>\n",
       "      <button onclick=\"animae3f9cc9d14c46128c6c2a37c11f5f66.reverse_animation()\">\n",
       "          <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
       "      <button onclick=\"animae3f9cc9d14c46128c6c2a37c11f5f66.pause_animation()\"><i class=\"fa fa-pause\">\n",
       "          </i></button>\n",
       "      <button onclick=\"animae3f9cc9d14c46128c6c2a37c11f5f66.play_animation()\"><i class=\"fa fa-play\"></i>\n",
       "          </button>\n",
       "      <button onclick=\"animae3f9cc9d14c46128c6c2a37c11f5f66.next_frame()\"><i class=\"fa fa-step-forward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"animae3f9cc9d14c46128c6c2a37c11f5f66.last_frame()\"><i class=\"fa fa-fast-forward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"animae3f9cc9d14c46128c6c2a37c11f5f66.faster()\"><i class=\"fa fa-plus\"></i></button>\n",
       "    </div>\n",
       "    <form action=\"#n\" name=\"_anim_loop_selectae3f9cc9d14c46128c6c2a37c11f5f66\" class=\"anim-state\">\n",
       "      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_ae3f9cc9d14c46128c6c2a37c11f5f66\"\n",
       "             >\n",
       "      <label for=\"_anim_radio1_ae3f9cc9d14c46128c6c2a37c11f5f66\">Once</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_ae3f9cc9d14c46128c6c2a37c11f5f66\"\n",
       "             checked>\n",
       "      <label for=\"_anim_radio2_ae3f9cc9d14c46128c6c2a37c11f5f66\">Loop</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_ae3f9cc9d14c46128c6c2a37c11f5f66\"\n",
       "             >\n",
       "      <label for=\"_anim_radio3_ae3f9cc9d14c46128c6c2a37c11f5f66\">Reflect</label>\n",
       "    </form>\n",
       "  </div>\n",
       "</div>\n",
       "\n",
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Instantiate the Animation class. */\n",
       "  /* The IDs given should match those used in the template above. */\n",
       "  (function() {\n",
       "    var img_id = \"_anim_imgae3f9cc9d14c46128c6c2a37c11f5f66\";\n",
       "    var slider_id = \"_anim_sliderae3f9cc9d14c46128c6c2a37c11f5f66\";\n",
       "    var loop_select_id = \"_anim_loop_selectae3f9cc9d14c46128c6c2a37c11f5f66\";\n",
       "    var frames = new Array(10);\n",
       "    \n",
       "  frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAbAAAAEgCAYAAADVKCZpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
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       "dPGNzKtWrVJDQ4MyMjL07LPPdnqvWHfzTVcbFhYWauHChS5PE7ny8vK6/WX0klRdXa3i4mIdPnxY\\\n",
       "1157rebMmaMHHnjA1GsZP7Tm5mb94Q9/0NatW3Xq1CklJydrxowZevzxx9WzZ0+vx3PF7t27deut\\\n",
       "t3Y5/utf/1pr165VKBRSSUmJ/vSnPykQCGj06NFavny5qT8IIyJgAAB8V56+BgYAwOUiYAAAkwgY\\\n",
       "AMAkAgYAMImAAQBM+l9IbbgzdbhdRwAAAABJRU5ErkJggg==\\\n",
       "\"\n",
       "\n",
       "\n",
       "    /* set a timeout to make sure all the above elements are created before\n",
       "       the object is initialized. */\n",
       "    setTimeout(function() {\n",
       "        animae3f9cc9d14c46128c6c2a37c11f5f66 = new Animation(frames, img_id, slider_id, 500.0,\n",
       "                                 loop_select_id);\n",
       "    }, 0);\n",
       "  })()\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def vitesse(xs,ys,i):\n",
    "    vx = (xs[i]-xs[i-1])/1\n",
    "    vy = (ys[i]-ys[i-1])/1\n",
    "    return vx,vy\n",
    "\n",
    "\n",
    "def lecturecsv(fichier):\n",
    "    graph_data = open(fichier,'r').read()\n",
    "    lines = graph_data.split('\\n')\n",
    "    xs = []\n",
    "    ys = []\n",
    "    for line in lines:\n",
    "        if len(line) > 1:\n",
    "            x, y = line.split(',')\n",
    "            xs.append(float(x))\n",
    "            ys.append(float(y))\n",
    "    fig = plt.figure()\n",
    "    ax1 = fig.add_subplot(1,1,1)\n",
    "    texte=experience[fichier]\n",
    "    return fig, ax1,xs,ys, texte\n",
    "\n",
    "\n",
    "\n",
    "def animate(i):\n",
    "    xmax = max(xs)*1.2\n",
    "    ymax = max(ys) *1.2\n",
    "    ax1.clear()\n",
    "    ax1.set_xlim(0,xmax)\n",
    "    ax1.set_ylim(0,ymax)\n",
    "    ax1.scatter(xs[:i], ys[:i])\n",
    "    if i==0 : \n",
    "        ax1.annotate(texte[0],(1,ymax*0.9))\n",
    "        ax1.annotate(texte[1],(1,ymax*0.6))\n",
    "    if i>0 and i<len(xs): #if i>0 and i<len(xs)+1\n",
    "        ax1.annotate(i,(xs[i-1],ys[i-1]))\n",
    "        dx,dy = vitesse(xs,ys,i)\n",
    "        ax1.arrow(xs[i-1],ys[i-1],dx,dy,head_width = 0.3, head_length=0.3, color = 'b',linewidth=1)\n",
    "\n",
    "fig,ax1,xs,ys,texte = lecturecsv('rect_horiz.csv')\n",
    "ani = animation.FuncAnimation(fig, animate,interval=500,save_count=len(xs))\n",
    "from IPython.display import HTML\n",
    "HTML(ani.to_jshtml())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\"\n",
       "href=\"https://maxcdn.bootstrapcdn.com/font-awesome/4.4.0/\n",
       "css/font-awesome.min.css\">\n",
       "<script language=\"javascript\">\n",
       "  function isInternetExplorer() {\n",
       "    ua = navigator.userAgent;\n",
       "    /* MSIE used to detect old browsers and Trident used to newer ones*/\n",
       "    return ua.indexOf(\"MSIE \") > -1 || ua.indexOf(\"Trident/\") > -1;\n",
       "  }\n",
       "\n",
       "  /* Define the Animation class */\n",
       "  function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
       "    this.img_id = img_id;\n",
       "    this.slider_id = slider_id;\n",
       "    this.loop_select_id = loop_select_id;\n",
       "    this.interval = interval;\n",
       "    this.current_frame = 0;\n",
       "    this.direction = 0;\n",
       "    this.timer = null;\n",
       "    this.frames = new Array(frames.length);\n",
       "\n",
       "    for (var i=0; i<frames.length; i++)\n",
       "    {\n",
       "     this.frames[i] = new Image();\n",
       "     this.frames[i].src = frames[i];\n",
       "    }\n",
       "    var slider = document.getElementById(this.slider_id);\n",
       "    slider.max = this.frames.length - 1;\n",
       "    if (isInternetExplorer()) {\n",
       "        // switch from oninput to onchange because IE <= 11 does not conform\n",
       "        // with W3C specification. It ignores oninput and onchange behaves\n",
       "        // like oninput. In contrast, Mircosoft Edge behaves correctly.\n",
       "        slider.setAttribute('onchange', slider.getAttribute('oninput'));\n",
       "        slider.setAttribute('oninput', null);\n",
       "    }\n",
       "    this.set_frame(this.current_frame);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.get_loop_state = function(){\n",
       "    var button_group = document[this.loop_select_id].state;\n",
       "    for (var i = 0; i < button_group.length; i++) {\n",
       "        var button = button_group[i];\n",
       "        if (button.checked) {\n",
       "            return button.value;\n",
       "        }\n",
       "    }\n",
       "    return undefined;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.set_frame = function(frame){\n",
       "    this.current_frame = frame;\n",
       "    document.getElementById(this.img_id).src =\n",
       "            this.frames[this.current_frame].src;\n",
       "    document.getElementById(this.slider_id).value = this.current_frame;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.next_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.previous_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.max(0, this.current_frame - 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.first_frame = function()\n",
       "  {\n",
       "    this.set_frame(0);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.last_frame = function()\n",
       "  {\n",
       "    this.set_frame(this.frames.length - 1);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.slower = function()\n",
       "  {\n",
       "    this.interval /= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.faster = function()\n",
       "  {\n",
       "    this.interval *= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_forward = function()\n",
       "  {\n",
       "    this.current_frame += 1;\n",
       "    if(this.current_frame < this.frames.length){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.first_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.last_frame();\n",
       "        this.reverse_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.last_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_reverse = function()\n",
       "  {\n",
       "    this.current_frame -= 1;\n",
       "    if(this.current_frame >= 0){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.last_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.first_frame();\n",
       "        this.play_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.first_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.pause_animation = function()\n",
       "  {\n",
       "    this.direction = 0;\n",
       "    if (this.timer){\n",
       "      clearInterval(this.timer);\n",
       "      this.timer = null;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.play_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = 1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_forward();\n",
       "    }, this.interval);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.reverse_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = -1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_reverse();\n",
       "    }, this.interval);\n",
       "  }\n",
       "</script>\n",
       "\n",
       "<style>\n",
       ".animation {\n",
       "    display: inline-block;\n",
       "    text-align: center;\n",
       "}\n",
       "input[type=range].anim-slider {\n",
       "    width: 374px;\n",
       "    margin-left: auto;\n",
       "    margin-right: auto;\n",
       "}\n",
       ".anim-buttons {\n",
       "    margin: 8px 0px;\n",
       "}\n",
       ".anim-buttons button {\n",
       "    padding: 0;\n",
       "    width: 36px;\n",
       "}\n",
       ".anim-state label {\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".anim-state input {\n",
       "    margin: 0;\n",
       "    vertical-align: middle;\n",
       "}\n",
       "</style>\n",
       "\n",
       "<div class=\"animation\">\n",
       "  <img id=\"_anim_img52a156eaa47a4b6cb99c0d7ad608e16d\">\n",
       "  <div class=\"anim-controls\">\n",
       "    <input id=\"_anim_slider52a156eaa47a4b6cb99c0d7ad608e16d\" type=\"range\" class=\"anim-slider\"\n",
       "           name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
       "           oninput=\"anim52a156eaa47a4b6cb99c0d7ad608e16d.set_frame(parseInt(this.value));\"></input>\n",
       "    <div class=\"anim-buttons\">\n",
       "      <button onclick=\"anim52a156eaa47a4b6cb99c0d7ad608e16d.slower()\"><i class=\"fa fa-minus\"></i></button>\n",
       "      <button onclick=\"anim52a156eaa47a4b6cb99c0d7ad608e16d.first_frame()\"><i class=\"fa fa-fast-backward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"anim52a156eaa47a4b6cb99c0d7ad608e16d.previous_frame()\">\n",
       "          <i class=\"fa fa-step-backward\"></i></button>\n",
       "      <button onclick=\"anim52a156eaa47a4b6cb99c0d7ad608e16d.reverse_animation()\">\n",
       "          <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
       "      <button onclick=\"anim52a156eaa47a4b6cb99c0d7ad608e16d.pause_animation()\"><i class=\"fa fa-pause\">\n",
       "          </i></button>\n",
       "      <button onclick=\"anim52a156eaa47a4b6cb99c0d7ad608e16d.play_animation()\"><i class=\"fa fa-play\"></i>\n",
       "          </button>\n",
       "      <button onclick=\"anim52a156eaa47a4b6cb99c0d7ad608e16d.next_frame()\"><i class=\"fa fa-step-forward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"anim52a156eaa47a4b6cb99c0d7ad608e16d.last_frame()\"><i class=\"fa fa-fast-forward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"anim52a156eaa47a4b6cb99c0d7ad608e16d.faster()\"><i class=\"fa fa-plus\"></i></button>\n",
       "    </div>\n",
       "    <form action=\"#n\" name=\"_anim_loop_select52a156eaa47a4b6cb99c0d7ad608e16d\" class=\"anim-state\">\n",
       "      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_52a156eaa47a4b6cb99c0d7ad608e16d\"\n",
       "             >\n",
       "      <label for=\"_anim_radio1_52a156eaa47a4b6cb99c0d7ad608e16d\">Once</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_52a156eaa47a4b6cb99c0d7ad608e16d\"\n",
       "             checked>\n",
       "      <label for=\"_anim_radio2_52a156eaa47a4b6cb99c0d7ad608e16d\">Loop</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_52a156eaa47a4b6cb99c0d7ad608e16d\"\n",
       "             >\n",
       "      <label for=\"_anim_radio3_52a156eaa47a4b6cb99c0d7ad608e16d\">Reflect</label>\n",
       "    </form>\n",
       "  </div>\n",
       "</div>\n",
       "\n",
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Instantiate the Animation class. */\n",
       "  /* The IDs given should match those used in the template above. */\n",
       "  (function() {\n",
       "    var img_id = \"_anim_img52a156eaa47a4b6cb99c0d7ad608e16d\";\n",
       "    var slider_id = \"_anim_slider52a156eaa47a4b6cb99c0d7ad608e16d\";\n",
       "    var loop_select_id = \"_anim_loop_select52a156eaa47a4b6cb99c0d7ad608e16d\";\n",
       "    var frames = new Array(10);\n",
       "    \n",
       "  frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAbAAAAEgCAYAAADVKCZpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
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       "RK5CYII=\\\n",
       "\"\n",
       "\n",
       "\n",
       "    /* set a timeout to make sure all the above elements are created before\n",
       "       the object is initialized. */\n",
       "    setTimeout(function() {\n",
       "        anim52a156eaa47a4b6cb99c0d7ad608e16d = new Animation(frames, img_id, slider_id, 500.0,\n",
       "                                 loop_select_id);\n",
       "    }, 0);\n",
       "  })()\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax1,xs,ys,texte = lecturecsv('rect_bas.csv')\n",
    "ani = animation.FuncAnimation(fig, animate, interval=500,save_count=len(xs))\n",
    "from IPython.display import HTML\n",
    "HTML(ani.to_jshtml())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\"\n",
       "href=\"https://maxcdn.bootstrapcdn.com/font-awesome/4.4.0/\n",
       "css/font-awesome.min.css\">\n",
       "<script language=\"javascript\">\n",
       "  function isInternetExplorer() {\n",
       "    ua = navigator.userAgent;\n",
       "    /* MSIE used to detect old browsers and Trident used to newer ones*/\n",
       "    return ua.indexOf(\"MSIE \") > -1 || ua.indexOf(\"Trident/\") > -1;\n",
       "  }\n",
       "\n",
       "  /* Define the Animation class */\n",
       "  function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
       "    this.img_id = img_id;\n",
       "    this.slider_id = slider_id;\n",
       "    this.loop_select_id = loop_select_id;\n",
       "    this.interval = interval;\n",
       "    this.current_frame = 0;\n",
       "    this.direction = 0;\n",
       "    this.timer = null;\n",
       "    this.frames = new Array(frames.length);\n",
       "\n",
       "    for (var i=0; i<frames.length; i++)\n",
       "    {\n",
       "     this.frames[i] = new Image();\n",
       "     this.frames[i].src = frames[i];\n",
       "    }\n",
       "    var slider = document.getElementById(this.slider_id);\n",
       "    slider.max = this.frames.length - 1;\n",
       "    if (isInternetExplorer()) {\n",
       "        // switch from oninput to onchange because IE <= 11 does not conform\n",
       "        // with W3C specification. It ignores oninput and onchange behaves\n",
       "        // like oninput. In contrast, Mircosoft Edge behaves correctly.\n",
       "        slider.setAttribute('onchange', slider.getAttribute('oninput'));\n",
       "        slider.setAttribute('oninput', null);\n",
       "    }\n",
       "    this.set_frame(this.current_frame);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.get_loop_state = function(){\n",
       "    var button_group = document[this.loop_select_id].state;\n",
       "    for (var i = 0; i < button_group.length; i++) {\n",
       "        var button = button_group[i];\n",
       "        if (button.checked) {\n",
       "            return button.value;\n",
       "        }\n",
       "    }\n",
       "    return undefined;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.set_frame = function(frame){\n",
       "    this.current_frame = frame;\n",
       "    document.getElementById(this.img_id).src =\n",
       "            this.frames[this.current_frame].src;\n",
       "    document.getElementById(this.slider_id).value = this.current_frame;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.next_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.previous_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.max(0, this.current_frame - 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.first_frame = function()\n",
       "  {\n",
       "    this.set_frame(0);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.last_frame = function()\n",
       "  {\n",
       "    this.set_frame(this.frames.length - 1);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.slower = function()\n",
       "  {\n",
       "    this.interval /= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.faster = function()\n",
       "  {\n",
       "    this.interval *= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_forward = function()\n",
       "  {\n",
       "    this.current_frame += 1;\n",
       "    if(this.current_frame < this.frames.length){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.first_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.last_frame();\n",
       "        this.reverse_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.last_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_reverse = function()\n",
       "  {\n",
       "    this.current_frame -= 1;\n",
       "    if(this.current_frame >= 0){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.last_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.first_frame();\n",
       "        this.play_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.first_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.pause_animation = function()\n",
       "  {\n",
       "    this.direction = 0;\n",
       "    if (this.timer){\n",
       "      clearInterval(this.timer);\n",
       "      this.timer = null;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.play_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = 1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_forward();\n",
       "    }, this.interval);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.reverse_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = -1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_reverse();\n",
       "    }, this.interval);\n",
       "  }\n",
       "</script>\n",
       "\n",
       "<style>\n",
       ".animation {\n",
       "    display: inline-block;\n",
       "    text-align: center;\n",
       "}\n",
       "input[type=range].anim-slider {\n",
       "    width: 374px;\n",
       "    margin-left: auto;\n",
       "    margin-right: auto;\n",
       "}\n",
       ".anim-buttons {\n",
       "    margin: 8px 0px;\n",
       "}\n",
       ".anim-buttons button {\n",
       "    padding: 0;\n",
       "    width: 36px;\n",
       "}\n",
       ".anim-state label {\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".anim-state input {\n",
       "    margin: 0;\n",
       "    vertical-align: middle;\n",
       "}\n",
       "</style>\n",
       "\n",
       "<div class=\"animation\">\n",
       "  <img id=\"_anim_img2ddc89fdf4d24c25920663a93c8a4d66\">\n",
       "  <div class=\"anim-controls\">\n",
       "    <input id=\"_anim_slider2ddc89fdf4d24c25920663a93c8a4d66\" type=\"range\" class=\"anim-slider\"\n",
       "           name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
       "           oninput=\"anim2ddc89fdf4d24c25920663a93c8a4d66.set_frame(parseInt(this.value));\"></input>\n",
       "    <div class=\"anim-buttons\">\n",
       "      <button onclick=\"anim2ddc89fdf4d24c25920663a93c8a4d66.slower()\"><i class=\"fa fa-minus\"></i></button>\n",
       "      <button onclick=\"anim2ddc89fdf4d24c25920663a93c8a4d66.first_frame()\"><i class=\"fa fa-fast-backward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"anim2ddc89fdf4d24c25920663a93c8a4d66.previous_frame()\">\n",
       "          <i class=\"fa fa-step-backward\"></i></button>\n",
       "      <button onclick=\"anim2ddc89fdf4d24c25920663a93c8a4d66.reverse_animation()\">\n",
       "          <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
       "      <button onclick=\"anim2ddc89fdf4d24c25920663a93c8a4d66.pause_animation()\"><i class=\"fa fa-pause\">\n",
       "          </i></button>\n",
       "      <button onclick=\"anim2ddc89fdf4d24c25920663a93c8a4d66.play_animation()\"><i class=\"fa fa-play\"></i>\n",
       "          </button>\n",
       "      <button onclick=\"anim2ddc89fdf4d24c25920663a93c8a4d66.next_frame()\"><i class=\"fa fa-step-forward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"anim2ddc89fdf4d24c25920663a93c8a4d66.last_frame()\"><i class=\"fa fa-fast-forward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"anim2ddc89fdf4d24c25920663a93c8a4d66.faster()\"><i class=\"fa fa-plus\"></i></button>\n",
       "    </div>\n",
       "    <form action=\"#n\" name=\"_anim_loop_select2ddc89fdf4d24c25920663a93c8a4d66\" class=\"anim-state\">\n",
       "      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_2ddc89fdf4d24c25920663a93c8a4d66\"\n",
       "             >\n",
       "      <label for=\"_anim_radio1_2ddc89fdf4d24c25920663a93c8a4d66\">Once</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_2ddc89fdf4d24c25920663a93c8a4d66\"\n",
       "             checked>\n",
       "      <label for=\"_anim_radio2_2ddc89fdf4d24c25920663a93c8a4d66\">Loop</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_2ddc89fdf4d24c25920663a93c8a4d66\"\n",
       "             >\n",
       "      <label for=\"_anim_radio3_2ddc89fdf4d24c25920663a93c8a4d66\">Reflect</label>\n",
       "    </form>\n",
       "  </div>\n",
       "</div>\n",
       "\n",
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Instantiate the Animation class. */\n",
       "  /* The IDs given should match those used in the template above. */\n",
       "  (function() {\n",
       "    var img_id = \"_anim_img2ddc89fdf4d24c25920663a93c8a4d66\";\n",
       "    var slider_id = \"_anim_slider2ddc89fdf4d24c25920663a93c8a4d66\";\n",
       "    var loop_select_id = \"_anim_loop_select2ddc89fdf4d24c25920663a93c8a4d66\";\n",
       "    var frames = new Array(10);\n",
       "    \n",
       "  frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAbAAAAEgCAYAAADVKCZpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
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       "\"\n",
       "\n",
       "\n",
       "    /* set a timeout to make sure all the above elements are created before\n",
       "       the object is initialized. */\n",
       "    setTimeout(function() {\n",
       "        anim2ddc89fdf4d24c25920663a93c8a4d66 = new Animation(frames, img_id, slider_id, 500.0,\n",
       "                                 loop_select_id);\n",
       "    }, 0);\n",
       "  })()\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax1,xs,ys,texte = lecturecsv('rect_haut.csv')\n",
    "ani = animation.FuncAnimation(fig, animate, interval=500,save_count=len(xs))\n",
    "from IPython.display import HTML\n",
    "HTML(ani.to_jshtml())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\"\n",
       "href=\"https://maxcdn.bootstrapcdn.com/font-awesome/4.4.0/\n",
       "css/font-awesome.min.css\">\n",
       "<script language=\"javascript\">\n",
       "  function isInternetExplorer() {\n",
       "    ua = navigator.userAgent;\n",
       "    /* MSIE used to detect old browsers and Trident used to newer ones*/\n",
       "    return ua.indexOf(\"MSIE \") > -1 || ua.indexOf(\"Trident/\") > -1;\n",
       "  }\n",
       "\n",
       "  /* Define the Animation class */\n",
       "  function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
       "    this.img_id = img_id;\n",
       "    this.slider_id = slider_id;\n",
       "    this.loop_select_id = loop_select_id;\n",
       "    this.interval = interval;\n",
       "    this.current_frame = 0;\n",
       "    this.direction = 0;\n",
       "    this.timer = null;\n",
       "    this.frames = new Array(frames.length);\n",
       "\n",
       "    for (var i=0; i<frames.length; i++)\n",
       "    {\n",
       "     this.frames[i] = new Image();\n",
       "     this.frames[i].src = frames[i];\n",
       "    }\n",
       "    var slider = document.getElementById(this.slider_id);\n",
       "    slider.max = this.frames.length - 1;\n",
       "    if (isInternetExplorer()) {\n",
       "        // switch from oninput to onchange because IE <= 11 does not conform\n",
       "        // with W3C specification. It ignores oninput and onchange behaves\n",
       "        // like oninput. In contrast, Mircosoft Edge behaves correctly.\n",
       "        slider.setAttribute('onchange', slider.getAttribute('oninput'));\n",
       "        slider.setAttribute('oninput', null);\n",
       "    }\n",
       "    this.set_frame(this.current_frame);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.get_loop_state = function(){\n",
       "    var button_group = document[this.loop_select_id].state;\n",
       "    for (var i = 0; i < button_group.length; i++) {\n",
       "        var button = button_group[i];\n",
       "        if (button.checked) {\n",
       "            return button.value;\n",
       "        }\n",
       "    }\n",
       "    return undefined;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.set_frame = function(frame){\n",
       "    this.current_frame = frame;\n",
       "    document.getElementById(this.img_id).src =\n",
       "            this.frames[this.current_frame].src;\n",
       "    document.getElementById(this.slider_id).value = this.current_frame;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.next_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.previous_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.max(0, this.current_frame - 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.first_frame = function()\n",
       "  {\n",
       "    this.set_frame(0);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.last_frame = function()\n",
       "  {\n",
       "    this.set_frame(this.frames.length - 1);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.slower = function()\n",
       "  {\n",
       "    this.interval /= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.faster = function()\n",
       "  {\n",
       "    this.interval *= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_forward = function()\n",
       "  {\n",
       "    this.current_frame += 1;\n",
       "    if(this.current_frame < this.frames.length){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.first_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.last_frame();\n",
       "        this.reverse_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.last_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_reverse = function()\n",
       "  {\n",
       "    this.current_frame -= 1;\n",
       "    if(this.current_frame >= 0){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.last_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.first_frame();\n",
       "        this.play_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.first_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.pause_animation = function()\n",
       "  {\n",
       "    this.direction = 0;\n",
       "    if (this.timer){\n",
       "      clearInterval(this.timer);\n",
       "      this.timer = null;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.play_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = 1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_forward();\n",
       "    }, this.interval);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.reverse_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = -1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_reverse();\n",
       "    }, this.interval);\n",
       "  }\n",
       "</script>\n",
       "\n",
       "<style>\n",
       ".animation {\n",
       "    display: inline-block;\n",
       "    text-align: center;\n",
       "}\n",
       "input[type=range].anim-slider {\n",
       "    width: 374px;\n",
       "    margin-left: auto;\n",
       "    margin-right: auto;\n",
       "}\n",
       ".anim-buttons {\n",
       "    margin: 8px 0px;\n",
       "}\n",
       ".anim-buttons button {\n",
       "    padding: 0;\n",
       "    width: 36px;\n",
       "}\n",
       ".anim-state label {\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".anim-state input {\n",
       "    margin: 0;\n",
       "    vertical-align: middle;\n",
       "}\n",
       "</style>\n",
       "\n",
       "<div class=\"animation\">\n",
       "  <img id=\"_anim_img617dd1a621b24cb49d6784e0106f1577\">\n",
       "  <div class=\"anim-controls\">\n",
       "    <input id=\"_anim_slider617dd1a621b24cb49d6784e0106f1577\" type=\"range\" class=\"anim-slider\"\n",
       "           name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
       "           oninput=\"anim617dd1a621b24cb49d6784e0106f1577.set_frame(parseInt(this.value));\"></input>\n",
       "    <div class=\"anim-buttons\">\n",
       "      <button onclick=\"anim617dd1a621b24cb49d6784e0106f1577.slower()\"><i class=\"fa fa-minus\"></i></button>\n",
       "      <button onclick=\"anim617dd1a621b24cb49d6784e0106f1577.first_frame()\"><i class=\"fa fa-fast-backward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"anim617dd1a621b24cb49d6784e0106f1577.previous_frame()\">\n",
       "          <i class=\"fa fa-step-backward\"></i></button>\n",
       "      <button onclick=\"anim617dd1a621b24cb49d6784e0106f1577.reverse_animation()\">\n",
       "          <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
       "      <button onclick=\"anim617dd1a621b24cb49d6784e0106f1577.pause_animation()\"><i class=\"fa fa-pause\">\n",
       "          </i></button>\n",
       "      <button onclick=\"anim617dd1a621b24cb49d6784e0106f1577.play_animation()\"><i class=\"fa fa-play\"></i>\n",
       "          </button>\n",
       "      <button onclick=\"anim617dd1a621b24cb49d6784e0106f1577.next_frame()\"><i class=\"fa fa-step-forward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"anim617dd1a621b24cb49d6784e0106f1577.last_frame()\"><i class=\"fa fa-fast-forward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"anim617dd1a621b24cb49d6784e0106f1577.faster()\"><i class=\"fa fa-plus\"></i></button>\n",
       "    </div>\n",
       "    <form action=\"#n\" name=\"_anim_loop_select617dd1a621b24cb49d6784e0106f1577\" class=\"anim-state\">\n",
       "      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_617dd1a621b24cb49d6784e0106f1577\"\n",
       "             >\n",
       "      <label for=\"_anim_radio1_617dd1a621b24cb49d6784e0106f1577\">Once</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_617dd1a621b24cb49d6784e0106f1577\"\n",
       "             checked>\n",
       "      <label for=\"_anim_radio2_617dd1a621b24cb49d6784e0106f1577\">Loop</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_617dd1a621b24cb49d6784e0106f1577\"\n",
       "             >\n",
       "      <label for=\"_anim_radio3_617dd1a621b24cb49d6784e0106f1577\">Reflect</label>\n",
       "    </form>\n",
       "  </div>\n",
       "</div>\n",
       "\n",
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Instantiate the Animation class. */\n",
       "  /* The IDs given should match those used in the template above. */\n",
       "  (function() {\n",
       "    var img_id = \"_anim_img617dd1a621b24cb49d6784e0106f1577\";\n",
       "    var slider_id = \"_anim_slider617dd1a621b24cb49d6784e0106f1577\";\n",
       "    var loop_select_id = \"_anim_loop_select617dd1a621b24cb49d6784e0106f1577\";\n",
       "    var frames = new Array(10);\n",
       "    \n",
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       "AAAASUVORK5CYII=\\\n",
       "\"\n",
       "\n",
       "\n",
       "    /* set a timeout to make sure all the above elements are created before\n",
       "       the object is initialized. */\n",
       "    setTimeout(function() {\n",
       "        anim617dd1a621b24cb49d6784e0106f1577 = new Animation(frames, img_id, slider_id, 500.0,\n",
       "                                 loop_select_id);\n",
       "    }, 0);\n",
       "  })()\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax1,xs,ys,texte = lecturecsv('parab.csv')\n",
    "ani = animation.FuncAnimation(fig, animate, interval=500,save_count=len(xs))\n",
    "from IPython.display import HTML\n",
    "HTML(ani.to_jshtml())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}