{
 "cells": [
{
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the 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",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"1000\">"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.pairplot(hepatitis_analysis, x_vars = ['BILIRUBIN', 'PROTIME', 'ALBUMIN', 'ALK_PHOSPHATE', 'SGOT'], \n",
    "               y_vars = ['BILIRUBIN', 'PROTIME', 'ALBUMIN', 'ALK_PHOSPHATE', 'SGOT'], \n",
    "               hue = 'Class', \n",
    "               kind= 'scatter',\n",
    "               palette = 'husl',\n",
    "               size = 2,\n",
    "               plot_kws={\"s\": 35, \"alpha\": 0.8})\n",
    "g.fig.get_children()[-1].set_bbox_to_anchor((0.05, 0.9, 0.18, 0.1));\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}