plotting.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-29T02:09:04.777917Z",
     "start_time": "2020-10-29T02:09:02.003425Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.2.2\n",
      "module://ipykernel.pylab.backend_inline\n",
      "nbAgg\n"
     ]
    }
   ],
   "source": [
    "import matplotlib\n",
    "print(matplotlib.__version__)\n",
    "print(matplotlib.get_backend())\n",
    "matplotlib.use('nbagg')               # Has to appear before import matplotlib.pyplot\n",
    "print(matplotlib.get_backend())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-29T02:09:04.901660Z",
     "start_time": "2020-10-29T02:09:04.790749Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support. ' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div id='507cb5ae-edea-4315-b5c9-d7c536486eff'></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig = plt.figure(facecolor=(1, 0, 0, .1))\n",
    "plt.show()                                    # Needed for interactive plot to show up"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-29T02:09:04.939951Z",
     "start_time": "2020-10-29T02:09:04.916017Z"
    },
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on function plot in module matplotlib.pyplot:\n",
      "\n",
      "plot(*args, scalex=True, scaley=True, data=None, **kwargs)\n",
      "    Plot y versus x as lines and/or markers.\n",
      "    \n",
      "    Call signatures::\n",
      "    \n",
      "        plot([x], y, [fmt], *, data=None, **kwargs)\n",
      "        plot([x], y, [fmt], [x2], y2, [fmt2], ..., **kwargs)\n",
      "    \n",
      "    The coordinates of the points or line nodes are given by *x*, *y*.\n",
      "    \n",
      "    The optional parameter *fmt* is a convenient way for defining basic\n",
      "    formatting like color, marker and linestyle. It's a shortcut string\n",
      "    notation described in the *Notes* section below.\n",
      "    \n",
      "    >>> plot(x, y)        # plot x and y using default line style and color\n",
      "    >>> plot(x, y, 'bo')  # plot x and y using blue circle markers\n",
      "    >>> plot(y)           # plot y using x as index array 0..N-1\n",
      "    >>> plot(y, 'r+')     # ditto, but with red plusses\n",
      "    \n",
      "    You can use `.Line2D` properties as keyword arguments for more\n",
      "    control on the appearance. Line properties and *fmt* can be mixed.\n",
      "    The following two calls yield identical results:\n",
      "    \n",
      "    >>> plot(x, y, 'go--', linewidth=2, markersize=12)\n",
      "    >>> plot(x, y, color='green', marker='o', linestyle='dashed',\n",
      "    ...      linewidth=2, markersize=12)\n",
      "    \n",
      "    When conflicting with *fmt*, keyword arguments take precedence.\n",
      "    \n",
      "    \n",
      "    **Plotting labelled data**\n",
      "    \n",
      "    There's a convenient way for plotting objects with labelled data (i.e.\n",
      "    data that can be accessed by index ``obj['y']``). Instead of giving\n",
      "    the data in *x* and *y*, you can provide the object in the *data*\n",
      "    parameter and just give the labels for *x* and *y*::\n",
      "    \n",
      "    >>> plot('xlabel', 'ylabel', data=obj)\n",
      "    \n",
      "    All indexable objects are supported. This could e.g. be a `dict`, a\n",
      "    `pandas.DataFame` or a structured numpy array.\n",
      "    \n",
      "    \n",
      "    **Plotting multiple sets of data**\n",
      "    \n",
      "    There are various ways to plot multiple sets of data.\n",
      "    \n",
      "    - The most straight forward way is just to call `plot` multiple times.\n",
      "      Example:\n",
      "    \n",
      "      >>> plot(x1, y1, 'bo')\n",
      "      >>> plot(x2, y2, 'go')\n",
      "    \n",
      "    - Alternatively, if your data is already a 2d array, you can pass it\n",
      "      directly to *x*, *y*. A separate data set will be drawn for every\n",
      "      column.\n",
      "    \n",
      "      Example: an array ``a`` where the first column represents the *x*\n",
      "      values and the other columns are the *y* columns::\n",
      "    \n",
      "      >>> plot(a[0], a[1:])\n",
      "    \n",
      "    - The third way is to specify multiple sets of *[x]*, *y*, *[fmt]*\n",
      "      groups::\n",
      "    \n",
      "      >>> plot(x1, y1, 'g^', x2, y2, 'g-')\n",
      "    \n",
      "      In this case, any additional keyword argument applies to all\n",
      "      datasets. Also this syntax cannot be combined with the *data*\n",
      "      parameter.\n",
      "    \n",
      "    By default, each line is assigned a different style specified by a\n",
      "    'style cycle'. The *fmt* and line property parameters are only\n",
      "    necessary if you want explicit deviations from these defaults.\n",
      "    Alternatively, you can also change the style cycle using\n",
      "    :rc:`axes.prop_cycle`.\n",
      "    \n",
      "    \n",
      "    Parameters\n",
      "    ----------\n",
      "    x, y : array-like or scalar\n",
      "        The horizontal / vertical coordinates of the data points.\n",
      "        *x* values are optional and default to `range(len(y))`.\n",
      "    \n",
      "        Commonly, these parameters are 1D arrays.\n",
      "    \n",
      "        They can also be scalars, or two-dimensional (in that case, the\n",
      "        columns represent separate data sets).\n",
      "    \n",
      "        These arguments cannot be passed as keywords.\n",
      "    \n",
      "    fmt : str, optional\n",
      "        A format string, e.g. 'ro' for red circles. See the *Notes*\n",
      "        section for a full description of the format strings.\n",
      "    \n",
      "        Format strings are just an abbreviation for quickly setting\n",
      "        basic line properties. All of these and more can also be\n",
      "        controlled by keyword arguments.\n",
      "    \n",
      "        This argument cannot be passed as keyword.\n",
      "    \n",
      "    data : indexable object, optional\n",
      "        An object with labelled data. If given, provide the label names to\n",
      "        plot in *x* and *y*.\n",
      "    \n",
      "        .. note::\n",
      "            Technically there's a slight ambiguity in calls where the\n",
      "            second label is a valid *fmt*. `plot('n', 'o', data=obj)`\n",
      "            could be `plt(x, y)` or `plt(y, fmt)`. In such cases,\n",
      "            the former interpretation is chosen, but a warning is issued.\n",
      "            You may suppress the warning by adding an empty format string\n",
      "            `plot('n', 'o', '', data=obj)`.\n",
      "    \n",
      "    Other Parameters\n",
      "    ----------------\n",
      "    scalex, scaley : bool, optional, default: True\n",
      "        These parameters determined if the view limits are adapted to\n",
      "        the data limits. The values are passed on to `autoscale_view`.\n",
      "    \n",
      "    **kwargs : `.Line2D` properties, optional\n",
      "        *kwargs* are used to specify properties like a line label (for\n",
      "        auto legends), linewidth, antialiasing, marker face color.\n",
      "        Example::\n",
      "    \n",
      "        >>> plot([1, 2, 3], [1, 2, 3], 'go-', label='line 1', linewidth=2)\n",
      "        >>> plot([1, 2, 3], [1, 4, 9], 'rs', label='line 2')\n",
      "    \n",
      "        If you make multiple lines with one plot command, the kwargs\n",
      "        apply to all those lines.\n",
      "    \n",
      "        Here is a list of available `.Line2D` properties:\n",
      "    \n",
      "        Properties:\n",
      "        agg_filter: a filter function, which takes a (m, n, 3) float array and a dpi value, and returns a (m, n, 3) array\n",
      "        alpha: float or None\n",
      "        animated: bool\n",
      "        antialiased or aa: bool\n",
      "        clip_box: `.Bbox`\n",
      "        clip_on: bool\n",
      "        clip_path: Patch or (Path, Transform) or None\n",
      "        color or c: color\n",
      "        contains: callable\n",
      "        dash_capstyle: {'butt', 'round', 'projecting'}\n",
      "        dash_joinstyle: {'miter', 'round', 'bevel'}\n",
      "        dashes: sequence of floats (on/off ink in points) or (None, None)\n",
      "        data: (2, N) array or two 1D arrays\n",
      "        drawstyle or ds: {'default', 'steps', 'steps-pre', 'steps-mid', 'steps-post'}, default: 'default'\n",
      "        figure: `.Figure`\n",
      "        fillstyle: {'full', 'left', 'right', 'bottom', 'top', 'none'}\n",
      "        gid: str\n",
      "        in_layout: bool\n",
      "        label: object\n",
      "        linestyle or ls: {'-', '--', '-.', ':', '', (offset, on-off-seq), ...}\n",
      "        linewidth or lw: float\n",
      "        marker: marker style\n",
      "        markeredgecolor or mec: color\n",
      "        markeredgewidth or mew: float\n",
      "        markerfacecolor or mfc: color\n",
      "        markerfacecoloralt or mfcalt: color\n",
      "        markersize or ms: float\n",
      "        markevery: None or int or (int, int) or slice or List[int] or float or (float, float)\n",
      "        path_effects: `.AbstractPathEffect`\n",
      "        picker: float or callable[[Artist, Event], Tuple[bool, dict]]\n",
      "        pickradius: float\n",
      "        rasterized: bool or None\n",
      "        sketch_params: (scale: float, length: float, randomness: float)\n",
      "        snap: bool or None\n",
      "        solid_capstyle: {'butt', 'round', 'projecting'}\n",
      "        solid_joinstyle: {'miter', 'round', 'bevel'}\n",
      "        transform: `matplotlib.transforms.Transform`\n",
      "        url: str\n",
      "        visible: bool\n",
      "        xdata: 1D array\n",
      "        ydata: 1D array\n",
      "        zorder: float\n",
      "    \n",
      "    Returns\n",
      "    -------\n",
      "    lines\n",
      "        A list of `.Line2D` objects representing the plotted data.\n",
      "    \n",
      "    See Also\n",
      "    --------\n",
      "    scatter : XY scatter plot with markers of varying size and/or color (\n",
      "        sometimes also called bubble chart).\n",
      "    \n",
      "    Notes\n",
      "    -----\n",
      "    **Format Strings**\n",
      "    \n",
      "    A format string consists of a part for color, marker and line::\n",
      "    \n",
      "        fmt = '[marker][line][color]'\n",
      "    \n",
      "    Each of them is optional. If not provided, the value from the style\n",
      "    cycle is used. Exception: If ``line`` is given, but no ``marker``,\n",
      "    the data will be a line without markers.\n",
      "    \n",
      "    Other combinations such as ``[color][marker][line]`` are also\n",
      "    supported, but note that their parsing may be ambiguous.\n",
      "    \n",
      "    **Markers**\n",
      "    \n",
      "    =============    ===============================\n",
      "    character        description\n",
      "    =============    ===============================\n",
      "    ``'.'``          point marker\n",
      "    ``','``          pixel marker\n",
      "    ``'o'``          circle marker\n",
      "    ``'v'``          triangle_down marker\n",
      "    ``'^'``          triangle_up marker\n",
      "    ``'<'``          triangle_left marker\n",
      "    ``'>'``          triangle_right marker\n",
      "    ``'1'``          tri_down marker\n",
      "    ``'2'``          tri_up marker\n",
      "    ``'3'``          tri_left marker\n",
      "    ``'4'``          tri_right marker\n",
      "    ``'s'``          square marker\n",
      "    ``'p'``          pentagon marker\n",
      "    ``'*'``          star marker\n",
      "    ``'h'``          hexagon1 marker\n",
      "    ``'H'``          hexagon2 marker\n",
      "    ``'+'``          plus marker\n",
      "    ``'x'``          x marker\n",
      "    ``'D'``          diamond marker\n",
      "    ``'d'``          thin_diamond marker\n",
      "    ``'|'``          vline marker\n",
      "    ``'_'``          hline marker\n",
      "    =============    ===============================\n",
      "    \n",
      "    **Line Styles**\n",
      "    \n",
      "    =============    ===============================\n",
      "    character        description\n",
      "    =============    ===============================\n",
      "    ``'-'``          solid line style\n",
      "    ``'--'``         dashed line style\n",
      "    ``'-.'``         dash-dot line style\n",
      "    ``':'``          dotted line style\n",
      "    =============    ===============================\n",
      "    \n",
      "    Example format strings::\n",
      "    \n",
      "        'b'    # blue markers with default shape\n",
      "        'or'   # red circles\n",
      "        '-g'   # green solid line\n",
      "        '--'   # dashed line with default color\n",
      "        '^k:'  # black triangle_up markers connected by a dotted line\n",
      "    \n",
      "    **Colors**\n",
      "    \n",
      "    The supported color abbreviations are the single letter codes\n",
      "    \n",
      "    =============    ===============================\n",
      "    character        color\n",
      "    =============    ===============================\n",
      "    ``'b'``          blue\n",
      "    ``'g'``          green\n",
      "    ``'r'``          red\n",
      "    ``'c'``          cyan\n",
      "    ``'m'``          magenta\n",
      "    ``'y'``          yellow\n",
      "    ``'k'``          black\n",
      "    ``'w'``          white\n",
      "    =============    ===============================\n",
      "    \n",
      "    and the ``'CN'`` colors that index into the default property cycle.\n",
      "    \n",
      "    If the color is the only part of the format string, you can\n",
      "    additionally use any  `matplotlib.colors` spec, e.g. full names\n",
      "    (``'green'``) or hex strings (``'#008000'``).\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(plt.plot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-29T02:09:05.320666Z",
     "start_time": "2020-10-29T02:09:04.964683Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support. ' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" 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      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()           # Initiate figure\n",
    "a1 = fig.add_subplot(221)    # Adding axes. Argument means figure with 2 rows, two columns; select subplot 1\n",
    "\n",
    "n = 1024\n",
    "X = np.random.normal(0,1,n)\n",
    "Y = np.random.normal(0,1,n)\n",
    "\n",
    "a1.scatter(X,Y)\n",
    "a1.axhline(y=1,color='red')         # Add horizontal line. \n",
    "                                    # Colors from https://matplotlib.org/examples/color/named_colors.html\n",
    "\n",
    "x =  np.linspace(-2*np.pi, 2*np.pi, 1000)\n",
    "\n",
    "a2 = fig.add_subplot(224)    # Figure has 2 rows, 2 columns; select subplot 4\n",
    "a2.plot(x,np.sin(x))\n",
    "a2.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-29T02:10:32.738131Z",
     "start_time": "2020-10-29T02:10:31.553814Z"
    }
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'sns' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-7-4e10ce23032d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     14\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxes\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     15\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mi\u001b[0m \u001b[0;34m<=\u001b[0m \u001b[0;36m6\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 16\u001b[0;31m         \u001b[0m_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mboxplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtrain\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"type\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtrain\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxes\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     17\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'sns' is not defined"
     ]
    }
   ],
   "source": [
    "# Some ways to loop through axes\n",
    "fig, axes = plt.subplots(1,7,figsize=(18,4),sharex=True)\n",
    "fig.subplots_adjust(wspace=0.5,hspace=0.5)\n",
    "\n",
    "# for i in range(7):\n",
    "#      _ = sns.boxplot(data=dtrain,x=\"type\",y=dtrain.columns[i], ax=axes[i])\n",
    "\n",
    "\n",
    "# For an array of plots, fig.axes contains a list\n",
    "\n",
    "fig, axes = plt.subplots(3,3,figsize=(9,9))\n",
    "fig.subplots_adjust(wspace=0.5,hspace=0.5)\n",
    "\n",
    "for i, axes in enumerate(fig.axes):\n",
    "    if (i <= 6):\n",
    "        _ = sns.boxplot(data=dtrain,x=\"type\",y=dtrain.columns[i], ax=axes)\n",
    "\n"
   ]
  }
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