Fresque-SETI/display_bench.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Script pour interpreter les résultats du benchmark"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib \n",
    "%matplotlib notebook\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "import cv2\n",
    "import json\n",
    "from random import randint\n",
    "from math import atan\n",
    "from glob import glob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "def carte(matched,positions,vt,meta):\n",
    "    \n",
    "    fresque = cv2.imread(meta['base_dir']+'fresque{}.ppm'.format(meta['fresque_id']))\n",
    "    \n",
    "    fig,ax = plt.subplots()\n",
    "    ax.imshow(fresque)\n",
    "    for i in range(len(matched)):\n",
    "        if(matched[i]==1):\n",
    "            #ax.arrow(vt[i][0],vt[i][1],p[i][0]-vt[i][0],p[i][1]-vt[i][1])\n",
    "            ax.plot([vt[i][0],p[i][0]],[vt[i][1],p[i][1]],marker='D',color='red')\n",
    "            ax.plot([vt[i][0]],[vt[i][1]],marker='D',color='green')\n",
    "    fig.show()\n",
    "    \n",
    "def correlation(matched, position, vt, d, meta):\n",
    "    \n",
    "    fig,ax = plt.subplots()\n",
    "    for i in range(len(matched)):\n",
    "        if matched[i] == 1:\n",
    "            frag = cv2.imread('./training_data_small/fragments/fresque{}/frag_bench_{:05}.ppm'.format(meta['fresque_id'],i))\n",
    "            ax.scatter(frag.shape[1],frag.shape[0],s=d[i]*2,alpha=0.5)\n",
    "    ax.set_xlabel(\"Width\")\n",
    "    ax.set_ylabel('Height')\n",
    "    ax.set_title(\"Erreur de placement en fonction de la hauteur et la largeur des fragments.\")\n",
    "    fig.show()\n",
    "    \n",
    "def distance_vecteur(matched,p,v):\n",
    "    \n",
    "    fig, ax = plt.subplots()\n",
    "    for i in range(len(matched)):\n",
    "        if matched[i] == 1:\n",
    "            vecteur = (v[i][0]-p[i][0],v[i][1]-p[i][1])\n",
    "            #print('{}:{} {}:{}'.format(v[i][0], v[i][1], vecteur[0], vecteur[1]))\n",
    "            ax.scatter(vecteur[0],vecteur[1],s = (vecteur[0]**2+vecteur[1]**2)**0.5)\n",
    "            \n",
    "    ax.set_xlabel(\"W\")\n",
    "    ax.set_ylabel('H')\n",
    "    ax.set_title(\"Vecteur d'erreur de placement.\")\n",
    "    fig.show()\n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "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 / mpl.ratio, fig.canvas.height / mpl.ratio);\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\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\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",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\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>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"639.8333333333334\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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 / mpl.ratio, fig.canvas.height / mpl.ratio);\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\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\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",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\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>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"639.8333333333334\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Benchmark de la fresque 0:\n",
      "Moyenne de placement trouvé:...0.86\n",
      "Moyenne de distance:...........17.416790201421296\n",
      "Distance Min - Max:............0.0 - 54.5\n",
      "Ecart type des distances:......14.262377749859073\n"
     ]
    }
   ],
   "source": [
    "results_filename = './results_bench/results_bench_f0_02-10_22-56_0003'\n",
    "with open(results_filename,'r') as f:\n",
    "    res = json.loads(f.readline())\n",
    "\n",
    "m = res['matched']\n",
    "d = res['distances']\n",
    "p = res['positions']\n",
    "v = res['vt']\n",
    "\n",
    "carte(m,p,v,res['meta'])\n",
    "\n",
    "\n",
    "d = [np.linalg.norm((v[i][0]-p[i][0],v[i][1]-p[i][1])) if m[i]==1 else 0 for i in range(len(v))]\n",
    "\n",
    "#correlation(m,p,v,d,res['meta'])\n",
    "\n",
    "distance_vecteur(m,p,v)\n",
    "\n",
    "# Affiche quelques stats:\n",
    "print(\"Benchmark de la fresque {}:\".format(res['meta']['fresque_id']))\n",
    "print(\"Moyenne de placement trouvé:...{}\".format(np.average(m)))\n",
    "print(\"Moyenne de distance:...........{}\".format(np.average(d)))\n",
    "print(\"Distance Min - Max:............{:.3} - {:.3}\".format(np.min(d),np.max(d)))\n",
    "print(\"Ecart type des distances:......{}\".format(np.std(d)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5 5\n"
     ]
    },
    {
     "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 / mpl.ratio, fig.canvas.height / mpl.ratio);\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\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\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",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\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>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results_filenames = './results_bench/results_bench_f*_*0001'\n",
    "results_paths = glob(results_filenames)\n",
    "ab = np.arange(0,len(results_paths),1)\n",
    "\n",
    "\n",
    "maxi,mini,moyennes,ets = [], [], [], []\n",
    "\n",
    "for path in results_paths:\n",
    "    with open(path,'r') as f:\n",
    "        res = json.loads(f.readline())\n",
    "    \n",
    "    m = res['matched']\n",
    "    p = res['positions']\n",
    "    v = res['vt']\n",
    "    d = [np.linalg.norm((v[i][0]-p[i][0],v[i][1]-p[i][1])) if m[i]==1 else 0 for i in range(len(v))]\n",
    "    maxi.append(np.max(d))\n",
    "    mini.append(np.min(d))\n",
    "    moyennes.append(np.average(d))\n",
    "    ets.append(np.std(d))\n",
    "\n",
    "    \n",
    "print(len(ab),len(maxi))\n",
    "fig,ax = plt.subplots(1,1)\n",
    "ax.plot(ab,mini,label=\"Minimum\")\n",
    "ax.plot(ab,maxi,label=\"Maximum\")\n",
    "ax.plot(ab,moyennes,label=\"Moyenne\")\n",
    "ax.plot(ab,ets,label=\"Ecart Type\")\n",
    "\n",
    "ax.legend(loc='best')\n",
    "ax.set_xlabel(\"Fresque\")\n",
    "ax.set_ylabel(\"Pixel\")\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "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": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}