Aula 12 - Processamento de Imagem Operações Básicas.ipynb

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    "Basic Operations on Images\n",
    "\n",
    "Learn to:\n",
    "\n",
    ">>Access pixel values and modify them\n",
    ">>Access image properties\n",
    ">>Setting Region of Image (ROI)\n",
    ">>Splitting and Merging images\n",
    "\n",
    "https://opencv-python-tutroals.readthedocs.io/en/latest/py_tutorials/py_core/py_basic_ops/py_basic_ops.html#basic-ops"
   ]
  },
  {
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   "metadata": {},
   "outputs": [],
   "source": [
    "#Accessing Image Properties\n",
    "%matplotlib notebook \n",
    "import cv2\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "img = cv2.imread('image1.jpg')\n",
    "\n",
    "cv2.imshow('image',img)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
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   "source": []
  },
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   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "newimg = cv2.resize(img,(600,600))\n",
    "\n",
    "cv2.imshow('image',newimg)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "shape img =  (1960, 1960, 3)\n",
      "size img =  11524800\n",
      "type img =  uint8\n",
      "shape newimg =  (600, 600, 3)\n",
      "size newimg =  1080000\n",
      "type newimg =  uint8\n"
     ]
    }
   ],
   "source": [
    "print(\"shape img = \",img.shape)\n",
    "print(\"size img = \",img.size)\n",
    "print(\"type img = \",img.dtype)\n",
    "print(\"shape newimg = \",newimg.shape)\n",
    "print(\"size newimg = \",newimg.size)\n",
    "print(\"type newimg = \",newimg.dtype)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
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   "outputs": [
    {
     "name": "stdout",
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     "text": [
      "[[58 58 58 59 54 56 55 58 57 55]\n",
      " [60 56 57 58 54 60 57 57 57 58]\n",
      " [57 58 58 57 57 61 57 60 57 57]\n",
      " [58 57 59 56 59 56 59 58 59 55]\n",
      " [58 56 59 59 58 58 57 55 59 55]]\n",
      "\n",
      "[[104 104 102 104 101 101 100 102 101  99]\n",
      " [106 101 102 103 100 104 101 102 101 101]\n",
      " [105 103 103 102 101 104 101 104 101 101]\n",
      " [104 102 103 100 103 100 103 102 104  99]\n",
      " [103 103 103 103 102 102 101  99 103 100]]\n",
      "\n",
      "[[158 159 159 161 155 158 157 156 155 153]\n",
      " [160 157 159 160 154 158 155 155 155 156]\n",
      " [157 158 160 157 155 157 154 157 155 154]\n",
      " [158 159 160 154 157 154 157 155 156 152]\n",
      " [160 159 159 157 156 155 154 152 156 152]]\n"
     ]
    }
   ],
   "source": [
    "N=200\n",
    "print(newimg[0:5,0:10,0])\n",
    "print(\"\")\n",
    "print(newimg[0:5,0:10,1])\n",
    "print(\"\")\n",
    "print(newimg[0:5,0:10,2])\n",
    "#cv2.imshow('image',newimg[0:250,0:250,2])\n",
    "newimg1=cv2.applyColorMap(newimg[0:250,0:250,2],cv2.COLORMAP_SUMMER)\n",
    "cv2.imshow('image',newimg1)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[58 59 58 58 59 58 56 60 56]\n",
      " [59 59 58 58 59 59 57 56 56]\n",
      " [60 60 58 57 58 58 58 56 56]\n",
      " [61 60 58 56 57 58 57 57 58]\n",
      " [60 60 57 55 56 58 58 57 57]\n",
      " [59 59 56 54 56 58 59 58 57]\n",
      " [58 58 55 54 56 59 60 59 57]\n",
      " [57 58 61 61 58 56 55 59 60]\n",
      " [57 58 60 59 57 57 58 60 58]]\n",
      "\n",
      "[[58 59 58 58 59 58 56 60 56]\n",
      " [59 59 58 58 59 59 57 56 56]\n",
      " [60 60 58 57 58 58 58 56 56]\n",
      " [61 60 58 56 57 58 57 57 58]\n",
      " [60 60 57 55 56 58 58 57 57]\n",
      " [59 59 56 54 56 58 59 58 57]\n",
      " [58 58 55 54 56 59 60 59 57]\n",
      " [57 58 61 61 58 56 55 59 60]\n",
      " [57 58 60 59 57 57 58 60 58]]\n"
     ]
    }
   ],
   "source": [
    "#Splitting and Merging Image Channels\n",
    "\n",
    "b,g,r = cv2.split(img)\n",
    "img = cv2.merge((b,g,r))\n",
    "b.shape\n",
    "b1 = img[:,:,0]\n",
    "print(b[1:10,1:10])\n",
    "print(\"\")\n",
    "print(b1[1:10,1:10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "blue: [ 54  53  54 ..., 118 118 110]\n",
      "green: [ 98  97  98 ..., 130 130 120]\n",
      "red: [151 150 151 ..., 148 148 138]\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, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the 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",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f537bd127b8>]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# accessing only blue pixel\n",
    "blue = img[:,100,0]\n",
    "print(\"blue:\",blue)\n",
    "# accessing only green pixel\n",
    "green = img[:,100,1]\n",
    "print(\"green:\",green)\n",
    "# accessing only red pixel\n",
    "red = img[:,100,2]\n",
    "print(\"red:\",red)\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib notebook \n",
    "plt.plot(blue,c='b')\n",
    "plt.plot(red,c='r')\n",
    "plt.plot(green,c='g')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "155\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "100"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# accessing RED value\n",
    "print(img.item(10,10,2))\n",
    "\n",
    "# modifying RED value\n",
    "img.itemset((10,10,2),100)\n",
    "img.item(10,10,2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Image ROI\n",
    "\n",
    "roi = img[780:1140, 730:1190]\n",
    "cv2.imshow('image',roi)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Image Blending\n",
    "\n",
    "img1 = img[200:600+200, 200:600+200]\n",
    "img2 = img[400:800+200, 400:800+200]\n",
    "\n",
    "dst = cv2.addWeighted(img1,0.7,img2,0.3,-100)\n",
    "\n",
    "cv2.imshow('dst',dst)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Translation\n",
    "import cv2\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "rows,cols = newimg[:,:,0].shape\n",
    "\n",
    "M = np.float32([[1,0,50],[0,1,-50]])\n",
    "\n",
    "\n",
    "dst = cv2.warpAffine(newimg,M,(cols,rows))\n",
    "dst1 = cv2.addWeighted(newimg,0.7,dst,0.3,0)\n",
    "dst = cv2.warpAffine(newimg,M,(cols,rows))\n",
    "dst2 = cv2.addWeighted(dst1,0.7,dst,0.3,0)\n",
    "\n",
    "\n",
    "cv2.imshow('img',dst2)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Rotation\n",
    "\n",
    "\n",
    "rows,cols = newimg[:,:,0].shape\n",
    "\n",
    "M = cv2.getRotationMatrix2D((cols/2,rows/2),180,1)\n",
    "dst = cv2.warpAffine(newimg,M,(cols,rows))\n",
    "\n",
    "dst1 = cv2.addWeighted(newimg,1,dst,1,0)\n",
    "\n",
    "newimg1=cv2.applyColorMap(dst1,cv2.COLORMAP_JET)\n",
    "cv2.imshow('img',newimg1)\n",
    "\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Smoothing Images\n",
    "Learn to:\n",
    "Blur imagess with various low pass filters\n",
    "Apply custom-made filters to images (2D convolution)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the 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",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"639.9999861283738\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib notebook \n",
    "\n",
    "N=40\n",
    "kernel = np.ones((N,N),np.float32)/(N**2)\n",
    "dst = cv2.filter2D(newimg,-1,kernel)\n",
    "\n",
    "plt.subplot(121),plt.imshow(cv2.cvtColor(newimg, cv2.COLOR_BGR2RGB)),plt.title('Original')\n",
    "plt.xticks([]), plt.yticks([])\n",
    "plt.subplot(122),plt.imshow(cv2.cvtColor(dst, cv2.COLOR_BGR2RGB)),plt.title('Averaging')\n",
    "plt.xticks([]), plt.yticks([])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "kernel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the 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",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"639.9999861283738\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Gaussian Filtering\n",
    "%matplotlib notebook \n",
    "blur = cv2.GaussianBlur(newimg,(5,5),0)\n",
    "plt.subplot(121),plt.imshow(cv2.cvtColor(newimg, cv2.COLOR_BGR2RGB)),plt.title('Original')\n",
    "plt.xticks([]), plt.yticks([])\n",
    "plt.subplot(122),plt.imshow(cv2.cvtColor(blur, cv2.COLOR_BGR2RGB)),plt.title('GaussianBlur')\n",
    "plt.xticks([]), plt.yticks([])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Median Filtering\n",
    "median = cv2.medianBlur(newimg,5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}