Subject.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('test.txt') as files:\n",
    "    output = {}\n",
    "    for line in files.readlines():\n",
    "        line = line.strip()\n",
    "        if line.count(',') == 1:\n",
    "            output[line] = []\n",
    "            currentPoint = line\n",
    "        else:\n",
    "            temp = list(map(float, line.split(',')))\n",
    "            output[currentPoint].append(temp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "%matplotlib notebook\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"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 overriden (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>"
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     "output_type": "display_data"
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(187.0, -166.0)\n",
      "(153.349358974359, -400.25609082172)\n",
      "(242.804987980769, -232.734842023066)\n",
      "(98.7933193108974, -210.949567515617)\n",
      "(-59.4911858974359, -140.710837638155)\n",
      "(197.169471153846, -293.082556463239)\n",
      "(112.385379106571, -411.524336256607)\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",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"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 overriden (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": [
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      ]
     },
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     "output_type": "display_data"
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(93.0, -500.0)\n",
      "(226.654146634615, -303.349180081691)\n",
      "(32.7188501602564, -88.1256922753484)\n",
      "(135.077937199519, -182.653751201346)\n",
      "(100.092272636218, -232.234031114849)\n",
      "(96.289312900641, -286.572014656415)\n",
      "(220.519330929487, -377.970005406055)\n",
      "(16.3802083333333, -192.169158457472)\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",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"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 overriden (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"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(281.0, -333.0)\n",
      "(-3.58924278846154, -185.283008469486)\n",
      "(-88.1620592948718, -173.76435758049)\n",
      "(89.3719951923077, -463.859076165305)\n",
      "(92.7054537259615, -275.05336376742)\n",
      "(117.103866185897, -428.051096227775)\n",
      "(74.0349559294872, -367.452976333493)\n",
      "(-19.1766826923077, -431.556772585296)\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",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"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 overriden (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"
    },
    {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(187.0, -500.0)\n",
      "(97.1500651041667, -375.465950864969)\n",
      "(209.564302884615, -304.350801898126)\n",
      "(146.44769130609, -435.312854396925)\n",
      "(265.654046474359, -373.713112686209)\n",
      "(240.613982371795, -139.083202186449)\n",
      "(-87.9116586538462, -251.76565653532)\n",
      "(158.138271233974, -158.489624879865)\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",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"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 overriden (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>"
      ]
     },
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     "output_type": "display_data"
    },
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(93.0, -166.0)\n",
      "(5.98858173076923, -322.129589139837)\n",
      "(156.980168269231, -271.798092864008)\n",
      "(12.7493990384615, -285.820798294089)\n",
      "(224.838741987179, -439.820152570879)\n",
      "(56.8199118589744, -223.469840221048)\n",
      "(79.8254707532051, -246.757547453148)\n",
      "(75.6625600961538, -170.884694858241)\n",
      "(21.5760216346154, -226.224300216242)\n",
      "(-95.4236778846154, -198.053686629024)\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",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"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 overriden (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"
    },
    {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(281.0, -500.0)\n",
      "(117.777796036158, -318.874318236425)\n",
      "(244.432592147436, -495.910974291206)\n",
      "(91.3752003205128, -218.211325684767)\n",
      "(65.3648337339744, -474.376105237866)\n",
      "(178.952824519231, -269.794849231139)\n",
      "(239.925380608974, -334.149050937049)\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",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"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 overriden (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"
    },
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(187.0, -333.0)\n",
      "(181.018629807692, -199.556119353676)\n",
      "(164.805188301282, -499.416650648727)\n",
      "(-137.616185897436, -83.9940022825565)\n",
      "(-91.2920673076923, -241.248627462758)\n",
      "(-49.8507612179487, -268.292416506487)\n",
      "(-25.1862980769231, -104.026438611245)\n",
      "(-7.84605368589744, -157.613205790485)\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",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"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 overriden (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"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(281.0, -166.0)\n",
      "(-82.5280448717949, -267.290794690053)\n",
      "(172.724108573718, -391.241494473811)\n",
      "(33.5326522435897, -283.817554661221)\n",
      "(112.510579427083, -304.100396444017)\n",
      "(150.845352564103, -472.372861604998)\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",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"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 overriden (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>"
      ]
     },
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     "output_type": "display_data"
    },
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(93.0, -333.0)\n",
      "(83.2684795673077, -110.787385872177)\n",
      "(13.8762019230769, -109.284953147525)\n",
      "(94.6930088141026, -210.4487566074)\n",
      "(148.576096754808, -261.030658337338)\n",
      "(95.4911608573718, -231.733220206631)\n",
      "(260.39563301282, -268.793227414704)\n"
     ]
    }
   ],
   "source": [
    "count = 0\n",
    "for index, key in enumerate(output):\n",
    "    if(len(output[key]) < 5):\n",
    "        continue\n",
    "    fig, axes = plt.subplots()\n",
    "    axes.set_xlim(0, 375)\n",
    "    axes.set_ylim(-675, 0)\n",
    "    x, y = list(map(float, key.split(',')))\n",
    "    y = -y\n",
    "    print(x,y)\n",
    "    axes.scatter(x, y, color='red')\n",
    "    for i in output[key]:\n",
    "        pre_x, pre_y = i[2], -i[3]\n",
    "        axes.scatter(pre_x, pre_y, color='blue')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}