simple animation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.animation as animation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support. ' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
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     "output_type": "display_data"
    },
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "\n",
    "def anime(i):\n",
    "    \n",
    "    x=i%100\n",
    "    y=0.5\n",
    "    if x==0:\n",
    "        fig.clear()\n",
    "    plt.plot([x],[y],marker='+',color=\"orange\")\n",
    "    plt.xlim((0,100))\n",
    "    plt.ylim((0,1))\n",
    "\n",
    "simulation=animation.FuncAnimation(fig,anime,interval=20,blit=True,) #appelle la fonction anime toutes les 50 ms avec un indice i de plus en plus grand\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}