visualisation_VOC.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "391b4a97",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import xmltodict\n",
    "import json\n",
    "%matplotlib notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "259179e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "year = 2007\n",
    "os.chdir(f\"/home/space/datasets/pml_deformable_convolution/VOCdevkit/VOC{year}\")\n",
    "\n",
    "def getImageList():\n",
    "    with open(\"ImageSets/Segmentation/trainval.txt\", \"r\") as f:\n",
    "        data = f.read()\n",
    "    \n",
    "    return data.strip(\"\\n\").split(\"\\n\")\n",
    "\n",
    "def getAnnotation(imageName):\n",
    "    with open(f'Annotations/{imageName}.xml', 'r') as f:\n",
    "        data = xmltodict.parse(f.read())\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d59e7709",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "422 ['000032', '000033', '000039', '000042', '000061', '000063', '000121', '000123', '000129', '000170']\n"
     ]
    }
   ],
   "source": [
    "imageList = getImageList()\n",
    "\n",
    "print(len(imageList), imageList[:10])\n",
    "\n",
    "imageName = imageList[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e1d0451e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "  \"annotation\": {\n",
      "    \"folder\": \"VOC2007\",\n",
      "    \"filename\": \"000032.jpg\",\n",
      "    \"source\": {\n",
      "      \"database\": \"The VOC2007 Database\",\n",
      "      \"annotation\": \"PASCAL VOC2007\",\n",
      "      \"image\": \"flickr\",\n",
      "      \"flickrid\": \"311023000\"\n",
      "    },\n",
      "    \"owner\": {\n",
      "      \"flickrid\": \"-hi-no-to-ri-mo-rt-al-\",\n",
      "      \"name\": \"?\"\n",
      "    },\n",
      "    \"size\": {\n",
      "      \"width\": \"500\",\n",
      "      \"height\": \"281\",\n",
      "      \"depth\": \"3\"\n",
      "    },\n",
      "    \"segmented\": \"1\",\n",
      "    \"object\": [\n",
      "      {\n",
      "        \"name\": \"aeroplane\",\n",
      "        \"pose\": \"Frontal\",\n",
      "        \"truncated\": \"0\",\n",
      "        \"difficult\": \"0\",\n",
      "        \"bndbox\": {\n",
      "          \"xmin\": \"104\",\n",
      "          \"ymin\": \"78\",\n",
      "          \"xmax\": \"375\",\n",
      "          \"ymax\": \"183\"\n",
      "        }\n",
      "      },\n",
      "      {\n",
      "        \"name\": \"aeroplane\",\n",
      "        \"pose\": \"Left\",\n",
      "        \"truncated\": \"0\",\n",
      "        \"difficult\": \"0\",\n",
      "        \"bndbox\": {\n",
      "          \"xmin\": \"133\",\n",
      "          \"ymin\": \"88\",\n",
      "          \"xmax\": \"197\",\n",
      "          \"ymax\": \"123\"\n",
      "        }\n",
      "      },\n",
      "      {\n",
      "        \"name\": \"person\",\n",
      "        \"pose\": \"Rear\",\n",
      "        \"truncated\": \"0\",\n",
      "        \"difficult\": \"0\",\n",
      "        \"bndbox\": {\n",
      "          \"xmin\": \"195\",\n",
      "          \"ymin\": \"180\",\n",
      "          \"xmax\": \"213\",\n",
      "          \"ymax\": \"229\"\n",
      "        }\n",
      "      },\n",
      "      {\n",
      "        \"name\": \"person\",\n",
      "        \"pose\": \"Rear\",\n",
      "        \"truncated\": \"0\",\n",
      "        \"difficult\": \"0\",\n",
      "        \"bndbox\": {\n",
      "          \"xmin\": \"26\",\n",
      "          \"ymin\": \"189\",\n",
      "          \"xmax\": \"44\",\n",
      "          \"ymax\": \"238\"\n",
      "        }\n",
      "      }\n",
      "    ]\n",
      "  }\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "data = getAnnotation(imageName)\n",
    "print(json.dumps(data, indent=2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "525898e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support. ' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Segmentation Class')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "im = plt.imread(f\"JPEGImages/{imageName}.jpg\")\n",
    "segObject = plt.imread(f\"SegmentationObject/{imageName}.png\")\n",
    "segClass = plt.imread(f\"SegmentationClass/{imageName}.png\")\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.subplot(231)\n",
    "plt.imshow(im)\n",
    "plt.title(\"Raw Image\")\n",
    "\n",
    "plt.subplot(232)\n",
    "plt.imshow(segObject)\n",
    "plt.title(\"Segmentation Object\")\n",
    "\n",
    "plt.subplot(233)\n",
    "plt.imshow(segClass)\n",
    "plt.title(\"Segmentation Class\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d87e4283",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unique sizes: 92 Total images: 422\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support. ' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
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     "output_type": "display_data"
    },
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Most common sizes: \n",
      "[(('500', '375'), 173), (('500', '333'), 52), (('375', '500'), 31), (('500', '332'), 17), (('333', '500'), 14), (('500', '334'), 8), (('500', '335'), 7), (('500', '281'), 5), (('500', '374'), 5), (('334', '500'), 4)]\n",
      "Number of unique depth: 1\n"
     ]
    }
   ],
   "source": [
    "from collections import Counter\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "# Compare images sizes\n",
    "sizes = []\n",
    "depth = []\n",
    "for imageName in imageList:\n",
    "    data = getAnnotation(imageName)['annotation']\n",
    "    sizes.append((data['size']['width'], data[\"size\"]['height']))\n",
    "    depth.append(data['size']['depth'])\n",
    "\n",
    "sizeUniques = list(set(sizes))\n",
    "print(\"Unique sizes:\", len(sizeUniques), \"Total images:\", len(imageList))\n",
    "\n",
    "# Sizes are not unique, we need to proceed them to be acceptes by the Model\n",
    "# Resize them to the same size? Pad with zeros?\n",
    "x = []\n",
    "y = []\n",
    "z = []\n",
    "\n",
    "mostCommon = Counter(sizes).most_common()\n",
    "for (w, h), c in mostCommon:\n",
    "    x.append(int(w))\n",
    "    y.append(int(h))\n",
    "    z.append(int(c))\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "ax.scatter(x,y,z)\n",
    "plt.title(\"Images size repartition\")\n",
    "\n",
    "print(\"Most common sizes: \")\n",
    "print(mostCommon[:10])\n",
    "\n",
    "# Depth of images\n",
    "depthUnique = list(set(depth))\n",
    "print(f\"Number of unique depth: {len(depthUnique)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "560e31f4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['sofa',\n",
       " 'bottle',\n",
       " 'diningtable',\n",
       " 'dog',\n",
       " 'cow',\n",
       " 'boat',\n",
       " 'car',\n",
       " 'bicycle',\n",
       " 'person',\n",
       " 'horse',\n",
       " 'cat',\n",
       " 'motorbike',\n",
       " 'tvmonitor',\n",
       " 'bird',\n",
       " 'pottedplant',\n",
       " 'bus',\n",
       " 'chair',\n",
       " 'aeroplane',\n",
       " 'sheep',\n",
       " 'train']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Get different classes\n",
    "classesFiles = os.listdir(\"ImageSets/Main\")\n",
    "\n",
    "classes = list(set([name.split(\"_\")[0] for name in classesFiles if \".txt\" not in name.split(\"_\")[0]]))\n",
    "\n",
    "classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ba4e7086",
   "metadata": {},
   "outputs": [],
   "source": [
    "def show(images, output = None):\n",
    "    # Show images by file names\n",
    "    # images: array, contains file names to show\n",
    "    \n",
    "    cols = 2\n",
    "    tot = len(images)\n",
    "    rows = tot // cols\n",
    "    rows += 1 if tot % cols != 0 else 0\n",
    "    \n",
    "    _, axs = plt.subplots(rows, cols, figsize = (8,8))\n",
    "    axs = axs.flatten()\n",
    "    \n",
    "    for img, ax in zip(images, axs):\n",
    "        im = plt.imread(f\"JPEGImages/{img}.jpg\")\n",
    "        segObject = plt.imread(f\"SegmentationObject/{img}.png\")\n",
    "        \n",
    "        ax.imshow(im)\n",
    "        ax.imshow(segObject, alpha=0.5)\n",
    "        \n",
    "    if output != None:\n",
    "        plt.savefig(\"/home/pml_06/fig_output/\" + output + \".png\", format=\"png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "9c2988c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support. ' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"800\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: '/home/pml_06/fig_output/test2.png'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m/tmp/ipykernel_2342714/2537757822.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimageList\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m6\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moutput\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"test2\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/tmp/ipykernel_2342714/318837956.py\u001b[0m in \u001b[0;36mshow\u001b[0;34m(images, output)\u001b[0m\n\u001b[1;32m     19\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     20\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0moutput\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 21\u001b[0;31m         \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msavefig\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"/home/pml_06/fig_output/\"\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0moutput\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m\".png\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mformat\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"png\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/usr/lib/python3/dist-packages/matplotlib/pyplot.py\u001b[0m in \u001b[0;36msavefig\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    720\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0msavefig\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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    721\u001b[0m     \u001b[0mfig\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgcf\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--> 722\u001b[0;31m     \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msavefig\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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    723\u001b[0m     \u001b[0mfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw_idle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m   \u001b[0;31m# need this if 'transparent=True' to reset colors\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    724\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mres\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/lib/python3/dist-packages/matplotlib/figure.py\u001b[0m in \u001b[0;36msavefig\u001b[0;34m(self, fname, transparent, **kwargs)\u001b[0m\n\u001b[1;32m   2178\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpatch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_visible\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframeon\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2179\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2180\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprint_figure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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   2181\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2182\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mframeon\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/lib/python3/dist-packages/matplotlib/backend_bases.py\u001b[0m in \u001b[0;36mprint_figure\u001b[0;34m(self, filename, dpi, facecolor, edgecolor, orientation, format, bbox_inches, **kwargs)\u001b[0m\n\u001b[1;32m   2080\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2081\u001b[0m             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2082\u001b[0;31m                 result = print_method(\n\u001b[0m\u001b[1;32m   2083\u001b[0m                     \u001b[0mfilename\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2084\u001b[0m                     \u001b[0mdpi\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdpi\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/lib/python3/dist-packages/matplotlib/backends/backend_agg.py\u001b[0m in \u001b[0;36mprint_png\u001b[0;34m(self, filename_or_obj, metadata, pil_kwargs, *args, **kwargs)\u001b[0m\n\u001b[1;32m    527\u001b[0m             \u001b[0mFigureCanvasAgg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    528\u001b[0m             \u001b[0mrenderer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_renderer\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--> 529\u001b[0;31m             \u001b[0;32mwith\u001b[0m \u001b[0mcbook\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_setattr_cm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrenderer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdpi\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdpi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    530\u001b[0m                     \u001b[0mcbook\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen_file_cm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilename_or_obj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"wb\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mfh\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    531\u001b[0m                 _png.write_png(renderer._renderer, fh,\n",
      "\u001b[0;32m/usr/lib/python3.8/contextlib.py\u001b[0m in \u001b[0;36m__enter__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    111\u001b[0m         \u001b[0;32mdel\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    112\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 113\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mnext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgen\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    114\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mStopIteration\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    115\u001b[0m             \u001b[0;32mraise\u001b[0m \u001b[0mRuntimeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"generator didn't yield\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/lib/python3/dist-packages/matplotlib/cbook/__init__.py\u001b[0m in \u001b[0;36mopen_file_cm\u001b[0;34m(path_or_file, mode, encoding)\u001b[0m\n\u001b[1;32m    445\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mopen_file_cm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath_or_file\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmode\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"r\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\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    446\u001b[0m     \u001b[0;34mr\"\"\"Pass through file objects and context-manage `.PathLike`\\s.\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 447\u001b[0;31m     \u001b[0mfh\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mopened\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mto_filehandle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath_or_file\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmode\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\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    448\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mopened\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    449\u001b[0m         \u001b[0;32mwith\u001b[0m \u001b[0mfh\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/lib/python3/dist-packages/matplotlib/cbook/__init__.py\u001b[0m in \u001b[0;36mto_filehandle\u001b[0;34m(fname, flag, return_opened, encoding)\u001b[0m\n\u001b[1;32m    430\u001b[0m             \u001b[0mfh\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbz2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mBZ2File\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mflag\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    431\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 432\u001b[0;31m             \u001b[0mfh\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mflag\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mencoding\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    433\u001b[0m         \u001b[0mopened\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    434\u001b[0m     \u001b[0;32melif\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'seek'\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;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/home/pml_06/fig_output/test2.png'"
     ]
    }
   ],
   "source": [
    "show(imageList[0:6], output=\"test2\")"
   ]
  }
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