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    "# Detector distortion corrections\n",
    "\n",
    "This tutorial shows how to correct images for spatial distortion. Some tutorial examples rely on files available in http://www.silx.org/pub/pyFAI/testimages/ and will be downloaded during this tutorial. The required minimum version of pyFAI is 0.12.0.\n",
    "\n",
    "## Detector definitions\n",
    "\n",
    "PyFAI features an impressive list of 64 detector definitions contributed often by manufacturers and some other reverse engineerd by scientists. \n",
    "Each of them is defined as an invividual class which contains a way to calculate the mask (invalid pixels, gaps,…) and a method to calculate the pixel positions in Cartesian coordinates. \n"
   ]
  },
  {
   "cell_type": "code",
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    {
     "name": "stdout",
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     "text": [
      "pyFAI version: 0.20.0-beta1\n",
      "Number of detectors registered: 238 with 82 unique detectors\n",
      "\n",
      "List of all supported detectors\n",
      "Detector Quantum 210\t Spline= None\t PixelSize= 5.100e-05, 5.100e-05 m\n",
      "Detector Quantum 270\t Spline= None\t PixelSize= 6.480e-05, 6.480e-05 m\n",
      "Detector Quantum 315\t Spline= None\t PixelSize= 5.100e-05, 5.100e-05 m\n",
      "Detector Quantum 4\t Spline= None\t PixelSize= 8.200e-05, 8.200e-05 m\n",
      "Detector Aarhus\t Spline= None\t PixelSize= 2.489e-05, 2.489e-05 m\n",
      "Detector ApexII\t PixelSize= 1.200e-04, 1.200e-04 m\n",
      "Detector aca1300\t PixelSize= 3.750e-06, 3.750e-06 m\n",
      "Detector CirPAD\t PixelSize= 1.300e-04, 1.300e-04 m\n",
      "Undefined detector\n",
      "Detector Dexela 2923\t PixelSize= 7.500e-05, 7.500e-05 m\n",
      "Detector Eiger 16M\t PixelSize= 7.500e-05, 7.500e-05 m\n",
      "Detector Eiger 1M\t PixelSize= 7.500e-05, 7.500e-05 m\n",
      "Detector Eiger2 CdTe 16M\t PixelSize= 7.500e-05, 7.500e-05 m\n",
      "Detector Eiger2 CdTe 1M\t PixelSize= 7.500e-05, 7.500e-05 m\n",
      "Detector Eiger2 CdTe 1M-W\t PixelSize= 7.500e-05, 7.500e-05 m\n",
      "Detector Eiger2 CdTe 2M-W\t PixelSize= 7.500e-05, 7.500e-05 m\n",
      "Detector Eiger2 CdTe 4M\t PixelSize= 7.500e-05, 7.500e-05 m\n",
      "Detector Eiger2 CdTe 500k\t PixelSize= 7.500e-05, 7.500e-05 m\n",
      "Detector Eiger2 CdTe 9M\t PixelSize= 7.500e-05, 7.500e-05 m\n",
      "Detector Eiger2 16M\t PixelSize= 7.500e-05, 7.500e-05 m\n",
      "Detector Eiger2 1M\t PixelSize= 7.500e-05, 7.500e-05 m\n",
      "Detector Eiger2 1M-W\t PixelSize= 7.500e-05, 7.500e-05 m\n",
      "Detector Eiger2 2M-W\t PixelSize= 7.500e-05, 7.500e-05 m\n",
      "Detector Eiger2 4M\t PixelSize= 7.500e-05, 7.500e-05 m\n",
      "Detector Eiger2 500k\t PixelSize= 7.500e-05, 7.500e-05 m\n",
      "Detector Eiger2 9M\t PixelSize= 7.500e-05, 7.500e-05 m\n",
      "Detector Eiger 4M\t PixelSize= 7.500e-05, 7.500e-05 m\n",
      "Detector Eiger 500k\t PixelSize= 7.500e-05, 7.500e-05 m\n",
      "Detector Eiger 9M\t PixelSize= 7.500e-05, 7.500e-05 m\n",
      "Detector FReLoN\t Spline= None\t PixelSize= 5.000e-05, 5.000e-05 m\n",
      "Detector Fairchild\t PixelSize= 1.500e-05, 1.500e-05 m\n",
      "Detector HF-130k\t Spline= None\t PixelSize= 1.500e-04, 1.500e-04 m\n",
      "Detector HF-1M\t Spline= None\t PixelSize= 1.500e-04, 1.500e-04 m\n",
      "Detector HF-262k\t Spline= None\t PixelSize= 1.500e-04, 1.500e-04 m\n",
      "Detector HF-2.4M\t Spline= None\t PixelSize= 1.500e-04, 1.500e-04 m\n",
      "Detector HF-4M\t Spline= None\t PixelSize= 1.500e-04, 1.500e-04 m\n",
      "Detector HF-9.4M\t Spline= None\t PixelSize= 1.500e-04, 1.500e-04 m\n",
      "Detector Imxpad S10\t PixelSize= 1.300e-04, 1.300e-04 m\n",
      "Detector Imxpad S140\t PixelSize= 1.300e-04, 1.300e-04 m\n",
      "Detector Imxpad S70\t PixelSize= 1.300e-04, 1.300e-04 m\n",
      "Detector Imxpad S70 V\t PixelSize= 1.300e-04, 1.300e-04 m\n",
      "Detector Jungfrau 500k\t PixelSize= 7.500e-05, 7.500e-05 m\n",
      "Detector MAR 345\t PixelSize= 1.000e-04, 1.000e-04 m\n",
      "Detector MAR 555\t Spline= None\t PixelSize= 1.390e-04, 1.390e-04 m\n",
      "Detector Maxipix 1x1\t PixelSize= 5.500e-05, 5.500e-05 m\n",
      "Detector Maxipix 2x2\t PixelSize= 5.500e-05, 5.500e-05 m\n",
      "Detector Maxipix 5x1\t PixelSize= 5.500e-05, 5.500e-05 m\n",
      "Detector Mythen 1280\t Spline= None\t PixelSize= 8.000e-03, 5.000e-05 m\n",
      "Detector Perkin detector\t PixelSize= 2.000e-04, 2.000e-04 m\n",
      "Detector Pilatus 100k\t PixelSize= 1.720e-04, 1.720e-04 m\n",
      "Detector Pilatus 1M\t PixelSize= 1.720e-04, 1.720e-04 m\n",
      "Detector Pilatus 200k\t PixelSize= 1.720e-04, 1.720e-04 m\n",
      "Detector Pilatus 2M\t PixelSize= 1.720e-04, 1.720e-04 m\n",
      "Detector Pilatus 300k\t PixelSize= 1.720e-04, 1.720e-04 m\n",
      "Detector Pilatus 300kw\t PixelSize= 1.720e-04, 1.720e-04 m\n",
      "Detector Pilatus 6M\t PixelSize= 1.720e-04, 1.720e-04 m\n",
      "Detector Pilatus CdTe 1M\t PixelSize= 1.720e-04, 1.720e-04 m\n",
      "Detector Pilatus CdTe 2M\t PixelSize= 1.720e-04, 1.720e-04 m\n",
      "Detector Pilatus CdTe 300k\t PixelSize= 1.720e-04, 1.720e-04 m\n",
      "Detector Pilatus CdTe 300kw\t PixelSize= 1.720e-04, 1.720e-04 m\n",
      "Detector Pilatus CdTe 900kw\t PixelSize= 1.720e-04, 1.720e-04 m\n",
      "Detector Pixium 4700\t PixelSize= 3.080e-04, 3.080e-04 m\n",
      "Detector RapidII\t Spline= None\t PixelSize= 1.000e-04, 1.000e-04 m\n",
      "Detector Picam v1\t Spline= None\t PixelSize= 1.400e-06, 1.400e-06 m\n",
      "Detector Picam v2\t Spline= None\t PixelSize= 1.120e-06, 1.120e-06 m\n",
      "Detector Rayonix133\t PixelSize= 6.400e-05, 6.400e-05 m\n",
      "Detector Rayonix LX170\t PixelSize= 4.427e-05, 4.427e-05 m\n",
      "Detector Rayonix LX255\t PixelSize= 4.427e-05, 4.427e-05 m\n",
      "Detector Rayonix MX170\t PixelSize= 4.427e-05, 4.427e-05 m\n",
      "Detector Rayonix MX225\t PixelSize= 7.324e-05, 7.324e-05 m\n",
      "Detector Rayonix MX225HS\t PixelSize= 7.813e-05, 7.813e-05 m\n",
      "Detector Rayonix MX300\t PixelSize= 7.324e-05, 7.324e-05 m\n",
      "Detector Rayonix MX300HS\t PixelSize= 7.813e-05, 7.813e-05 m\n",
      "Detector Rayonix MX325\t PixelSize= 7.935e-05, 7.935e-05 m\n",
      "Detector Rayonix MX340HS\t PixelSize= 8.854e-05, 8.854e-05 m\n",
      "Detector Rayonix MX425HS\t PixelSize= 4.427e-05, 4.427e-05 m\n",
      "Detector Rayonix SX165\t PixelSize= 3.950e-05, 3.950e-05 m\n",
      "Detector Rayonix SX200\t PixelSize= 4.800e-05, 4.800e-05 m\n",
      "Detector Rayonix SX30HS\t PixelSize= 1.563e-05, 1.563e-05 m\n",
      "Detector Rayonix SX85HS\t PixelSize= 4.427e-05, 4.427e-05 m\n",
      "Detector Titan 2k x 2k\t PixelSize= 6.000e-05, 6.000e-05 m\n",
      "Detector Xpad S540 flat\t PixelSize= 1.300e-04, 1.300e-04 m\n"
     ]
    }
   ],
   "source": [
    "import time, os\n",
    "start_time = time.perf_counter()\n",
    "\n",
    "#Nota: If you are behind a proxy/firewall this can help you\n",
    "#os.environ[\"http_proxy\"] = \"http://proxy.company.com:3128\"\n",
    "\n",
    "import pyFAI, pyFAI.detectors\n",
    "print(\"pyFAI version: %s\"% pyFAI.version)\n",
    "all_detectors = list(set(pyFAI.detectors.ALL_DETECTORS.values()))\n",
    "#Sort detectors according to their name\n",
    "all_detectors.sort(key=lambda i:i.__name__)\n",
    "nb_det = len(all_detectors)\n",
    "print(\"Number of detectors registered: %i with %i unique detectors\"%(len(pyFAI.detectors.ALL_DETECTORS),nb_det))\n",
    "print()\n",
    "print(\"List of all supported detectors:\")\n",
    "for i in all_detectors:\n",
    "    print(i())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Defining a detector from a spline file \n",
    "For optically coupled CCD detectors, the geometrical distortion is often described by a two-dimensional cubic spline (as in FIT2D) which can be imported into the relevant detector instance and used to calculate the actual pixel position in space (and masked pixels).\n",
    "\n",
    "At the ESRF, mainly FReLoN detectors [J.-C. Labiche, ESRF Newsletter 25, 41 (1996)] are used with spline files describing the distortion of the fiber optic taper.\n",
    "\n",
    "Let's download such a file and create a detector from it. Users at ESRF may declare a proxy to connect to the internet. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/tmp/pyFAI_testdata_jerome/halfccd.spline\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "from silx.resources import ExternalResources\n",
    "downloader = ExternalResources(\"pyFAI\", \"http://www.silx.org/pub/pyFAI/testimages\", \"PYFAI_DATA\")\n",
    "spline_file = downloader.getfile(\"halfccd.spline\")\n",
    "print(spline_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Detector FReLoN\t Spline= /tmp/pyFAI_testdata_jerome/halfccd.spline\t PixelSize= 4.842e-05, 4.684e-05 m\n",
      "Shape: 1025, 2048\n"
     ]
    }
   ],
   "source": [
    "hd = pyFAI.detectors.FReLoN(splineFile=spline_file)\n",
    "print(hd)\n",
    "print(\"Shape: %i, %i\"% hd.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Note:* the unusual shape of this detector. This is probably a human error when calibrating the detector distortion in FIT2D.\n",
    "\n",
    "### Visualizing the mask\n",
    "Every detector object contains a mask attribute, defining pixels which are invalid. \n",
    "For FReLoN detector (a spline-files-defined detectors), all pixels having an offset such that the pixel falls out of the initial detector are considered as invalid. \n",
    "\n",
    "Masked pixel have non-null values can be displayed like this: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab nbagg\n",
    "from pyFAI.gui import jupyter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
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       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\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 toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\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",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\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",
       "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",
       "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], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.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,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\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",
       "        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.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\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",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\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(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\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(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\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",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\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",
       "        }\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",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\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",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.which === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.which;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which !== 17) {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    if (event.altKey && event.which !== 18) {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    if (event.shiftKey && event.which !== 16) {\n",
       "        value += 'shift+';\n",
       "    }\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, 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\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"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\";/* global mpl */\n",
       "\n",
       "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 = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\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;\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",
       "    fig.cell_info[0].output_area.element.one(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\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.innerHTML =\n",
       "        '<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 / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<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 () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\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",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('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",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\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",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which === 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "};\n",
       "\n",
       "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(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "jupyter.display(hd.mask, label=\"Mask\")\n",
    "pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## Detector definition files as NeXus files\n",
    "\n",
    "Any detector object in pyFAI can be saved into an HDF5 file following the NeXus convention [Könnecke et al., 2015, J. Appl. Cryst. 48, 301-305.]. Detector objects can subsequently be restored from disk, making complex detector definitions less error prone. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FReLoN detector from NeXus file: halfccd.h5\t PixelSize= 4.842e-05, 4.684e-05 m\n",
      "Mask is the same:  True\n",
      "Pixel positions are the same:  True\n",
      "Number of masked pixels 34382\n"
     ]
    }
   ],
   "source": [
    "h5_file = \"halfccd.h5\"\n",
    "hd.save(h5_file)\n",
    "new_det = pyFAI.detector_factory(h5_file)\n",
    "print(new_det)\n",
    "print(\"Mask is the same: \", numpy.allclose(new_det.mask, hd.mask))\n",
    "print(\"Pixel positions are the same: \", numpy.allclose(new_det.get_pixel_corners(), hd.get_pixel_corners()))\n",
    "print(\"Number of masked pixels\", new_det.mask.sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pixels of an area detector are saved as a four-dimensional dataset: i.e. a two-dimensional array of vertices pointing to every corner of each pixel, generating an array of dimension (Ny, Nx, Nc, 3), where Nx and Ny are the dimensions of the detector, Nc is the number of corners of each pixel, usually four, and the last entry contains the coordinates of the vertex itself (in the order: Z, Y, X). \n",
    "\n",
    "This kind of definition, while relying on large description files, can address some of the most complex detector layouts. They will be presented a bit later in this tutorial."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Size of Spline-file: 1183\n",
      "Size of Nexus-file: 42908890\n"
     ]
    }
   ],
   "source": [
    "print(\"Size of Spline-file:\", os.stat(spline_file).st_size)\n",
    "print(\"Size of Nexus-file:\", os.stat(h5_file).st_size)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The HDF5 file is indeed much larger than the spline file. \n",
    "\n",
    "## Modify a detector and saving\n",
    "\n",
    "One may want to define a new mask (or flat-field) for its detector and save the mask with the detector definition. \n",
    "Here, we create a copy of the detector and reset its mask to enable all pixels in the detector and save the new  detector instance into another file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No pixels are masked 0\n"
     ]
    }
   ],
   "source": [
    "import copy\n",
    "nomask_file = \"nomask.h5\"\n",
    "nomask = copy.deepcopy(new_det)\n",
    "nomask.mask = numpy.zeros_like(new_det.mask)\n",
    "nomask.save(nomask_file)\n",
    "nomask = pyFAI.detector_factory(\"nomask.h5\")\n",
    "print(\"No pixels are masked\",nomask.mask.sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Wrap up**\n",
    "\n",
    "In this section we have seen how detectors are defined in pyFAI, how they can be created, either from the list of the parametrized ones, or from spline files, or from NeXus detector files. \n",
    "We have also seen how to save and subsequently restore a detector instance, preserving the modifications made."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Distortion correction\n",
    "\n",
    "Once the position of every single pixel in space is known, one can benefit from the regridding engine of pyFAI adapted to image distortion correction tasks. \n",
    "The *pyFAI.distortion.Distortion* class is the equivalent of the *pyFAI.AzimuthalIntegrator* for distortion. \n",
    "Provided with a detector definition, it enables the correction of a set of images by using the same kind of look-up tables as for azimuthal integration."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Distortion correction csr on device None for detector shape (1025, 2048):\n",
      "FReLoN detector from NeXus file: nomask.h5\t PixelSize= 4.842e-05, 4.684e-05 m\n"
     ]
    }
   ],
   "source": [
    "from pyFAI.distortion import Distortion\n",
    "dis = Distortion(nomask)\n",
    "print(dis)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### FReLoN detector\n",
    "\n",
    "First load the image to be corrected, then correct it for geometric distortion.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:pyFAI.ext._distortion:Patching image of shape 2048x1024 on expected size of 2048x1025\n"
     ]
    },
    {
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       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
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       "\n",
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       "    var fig = this;\n",
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       "    toolbar.classList = 'mpl-toolbar';\n",
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       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
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       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
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       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\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",
       "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",
       "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], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
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       "    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,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\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",
       "        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.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\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",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\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(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\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(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\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",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\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",
       "        }\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",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\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",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.which === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.which;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which !== 17) {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    if (event.altKey && event.which !== 18) {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    if (event.shiftKey && event.which !== 16) {\n",
       "        value += 'shift+';\n",
       "    }\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, 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\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"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\";/* global mpl */\n",
       "\n",
       "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 = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\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;\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",
       "    fig.cell_info[0].output_area.element.one(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\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.innerHTML =\n",
       "        '<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 / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<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 () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\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",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('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",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\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",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which === 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "};\n",
       "\n",
       "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(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"800\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "halfccd_img = downloader.getfile(\"halfccd.edf\")\n",
    "import fabio\n",
    "raw = fabio.open(halfccd_img).data\n",
    "cor = dis.correct(raw, dummy=raw.min())\n",
    "\n",
    "#Then display raw and corrected imagesimages \n",
    "fig, ax = subplots(2, figsize=(8,8))\n",
    "\n",
    "jupyter.display(raw, label=\"Raw Image\", ax=ax[0])\n",
    "jupyter.display(cor, label=\"Corrected image\", ax=ax[1])\n",
    "pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Nota:** in this case the image size (1024 lines) does not match the detector's number of lines (1025) hence pyFAI complains about it. \n",
    "Here, pyFAI patched the image on an empty image of the right size so that the processing can occur. \n",
    "\n",
    "In this example, the size of the pixels and the shape of the detector are preserved, discarding all pixels falling outside the detector's grid. \n",
    "\n",
    "One may want all pixels' intensity to be preserved in the transformation. By allowing the output array to be large enough to accomodate all pixels, the total intensity can be kept. For this, just enable the \"resize\" option in the constructor of *Distortion*:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:pyFAI.ext._distortion:Patching image of shape 2048x1024 on expected size of 2048x1025\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Distortion correction csr on device None for detector shape (1045, 2052):\n",
      "Detector FReLoN\t Spline= /tmp/pyFAI_testdata_jerome/halfccd.spline\t PixelSize= 4.842e-05, 4.684e-05 m\n",
      "After correction, the image has a different shape (1045, 2052)\n"
     ]
    }
   ],
   "source": [
    "dis1 = Distortion(hd, resize=True)\n",
    "cor = dis1.correct(raw)\n",
    "print(dis1)\n",
    "print(\"After correction, the image has a different shape\", cor.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "/* global mpl */\n",
       "window.mpl = {};\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(\n",
       "            '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",
       "\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 = document.createElement('div');\n",
       "    this.root.setAttribute('style', 'display: inline-block');\n",
       "    this._root_extra_style(this.root);\n",
       "\n",
       "    parent_element.appendChild(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 (fig.ratio !== 1) {\n",
       "            fig.send_message('set_dpi_ratio', { dpi_ratio: fig.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 = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
       "    titletext.classList = 'ui-dialog-title';\n",
       "    titletext.setAttribute(\n",
       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "    if (this.ratio !== 1) {\n",
       "        fig.send_message('set_dpi_ratio', { dpi_ratio: this.ratio });\n",
       "    }\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
       "    );\n",
       "\n",
       "    var resizeObserver = new ResizeObserver(function (entries) {\n",
       "        var nentries = entries.length;\n",
       "        for (var i = 0; i < nentries; i++) {\n",
       "            var entry = entries[i];\n",
       "            var width, height;\n",
       "            if (entry.contentBoxSize) {\n",
       "                if (entry.contentBoxSize instanceof Array) {\n",
       "                    // Chrome 84 implements new version of spec.\n",
       "                    width = entry.contentBoxSize[0].inlineSize;\n",
       "                    height = entry.contentBoxSize[0].blockSize;\n",
       "                } else {\n",
       "                    // Firefox implements old version of spec.\n",
       "                    width = entry.contentBoxSize.inlineSize;\n",
       "                    height = entry.contentBoxSize.blockSize;\n",
       "                }\n",
       "            } else {\n",
       "                // Chrome <84 implements even older version of spec.\n",
       "                width = entry.contentRect.width;\n",
       "                height = entry.contentRect.height;\n",
       "            }\n",
       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
       "            // the canvas container.\n",
       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            canvas.setAttribute(\n",
       "                'style',\n",
       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
       "            );\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    resizeObserver.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.mouse_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseenter',\n",
       "        on_mouse_event_closure('figure_enter')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\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 toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\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",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\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",
       "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",
       "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], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.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,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\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",
       "        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.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\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",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\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(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\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(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\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",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\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",
       "        }\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",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\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",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.which === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.which;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which !== 17) {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    if (event.altKey && event.which !== 18) {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    if (event.shiftKey && event.which !== 16) {\n",
       "        value += 'shift+';\n",
       "    }\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, 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\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"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\";/* global mpl */\n",
       "\n",
       "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 = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\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;\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",
       "    fig.cell_info[0].output_area.element.one(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\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.innerHTML =\n",
       "        '<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 / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<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 () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\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",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('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",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\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",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which === 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "};\n",
       "\n",
       "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(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"800\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = subplots(2,figsize=(8,8))\n",
    "jupyter.display(raw, label=\"Raw Image\", ax=ax[0])\n",
    "jupyter.display(cor, label=\"Corrected image\", ax=ax[1])\n",
    "pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example of Pixel-detectors: \n",
    "\n",
    "#### XPad Flat detector\n",
    "\n",
    "There is a striking example in the cover image of this article: http://scripts.iucr.org/cgi-bin/paper?S1600576715004306 where a detector made of multiple modules is *eating up* some rings. \n",
    "The first example will be about the regeneration of an \"eyes friendly\" version of this image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Detector Xpad S540 flat\t PixelSize= 1.300e-04, 1.300e-04 m\n",
      "Shape as input and output: (960, 560) (1153, 578)\n",
      "Conservation of the total intensity: 11120798.0 11120798.01254736\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "/* global mpl */\n",
       "window.mpl = {};\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(\n",
       "            '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",
       "\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 = document.createElement('div');\n",
       "    this.root.setAttribute('style', 'display: inline-block');\n",
       "    this._root_extra_style(this.root);\n",
       "\n",
       "    parent_element.appendChild(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 (fig.ratio !== 1) {\n",
       "            fig.send_message('set_dpi_ratio', { dpi_ratio: fig.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 = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
       "    titletext.classList = 'ui-dialog-title';\n",
       "    titletext.setAttribute(\n",
       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "    if (this.ratio !== 1) {\n",
       "        fig.send_message('set_dpi_ratio', { dpi_ratio: this.ratio });\n",
       "    }\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
       "    );\n",
       "\n",
       "    var resizeObserver = new ResizeObserver(function (entries) {\n",
       "        var nentries = entries.length;\n",
       "        for (var i = 0; i < nentries; i++) {\n",
       "            var entry = entries[i];\n",
       "            var width, height;\n",
       "            if (entry.contentBoxSize) {\n",
       "                if (entry.contentBoxSize instanceof Array) {\n",
       "                    // Chrome 84 implements new version of spec.\n",
       "                    width = entry.contentBoxSize[0].inlineSize;\n",
       "                    height = entry.contentBoxSize[0].blockSize;\n",
       "                } else {\n",
       "                    // Firefox implements old version of spec.\n",
       "                    width = entry.contentBoxSize.inlineSize;\n",
       "                    height = entry.contentBoxSize.blockSize;\n",
       "                }\n",
       "            } else {\n",
       "                // Chrome <84 implements even older version of spec.\n",
       "                width = entry.contentRect.width;\n",
       "                height = entry.contentRect.height;\n",
       "            }\n",
       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
       "            // the canvas container.\n",
       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            canvas.setAttribute(\n",
       "                'style',\n",
       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
       "            );\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    resizeObserver.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.mouse_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseenter',\n",
       "        on_mouse_event_closure('figure_enter')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\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 toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\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",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\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",
       "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",
       "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], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.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,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\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",
       "        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.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\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",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\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(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\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(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\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",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\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",
       "        }\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",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\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",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.which === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.which;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which !== 17) {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    if (event.altKey && event.which !== 18) {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    if (event.shiftKey && event.which !== 16) {\n",
       "        value += 'shift+';\n",
       "    }\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, 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\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"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\";/* global mpl */\n",
       "\n",
       "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 = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\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;\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",
       "    fig.cell_info[0].output_area.element.one(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\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.innerHTML =\n",
       "        '<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 / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<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 () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\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",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('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",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\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",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which === 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "};\n",
       "\n",
       "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(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
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     "output_type": "display_data"
    },
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\" width=\"800\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xpad_file = downloader.getfile(\"LaB6_18.57keV_frame_13.edf\")\n",
    "xpad = pyFAI.detector_factory(\"Xpad_flat\")\n",
    "print(xpad)\n",
    "xpad_dis = Distortion(xpad, resize=True)\n",
    "\n",
    "raw = fabio.open(xpad_file).data\n",
    "cor = xpad_dis.correct(raw)\n",
    "print(\"Shape as input and output:\", raw.shape, cor.shape)\n",
    "print(\"Conservation of the total intensity:\", raw.sum(dtype=\"float64\"), cor.sum(dtype=\"float64\"))\n",
    "\n",
    "#then display images side by side\n",
    "fig, ax = subplots(1, 2, figsize=(8,8))\n",
    "jupyter.display(raw, label=\"Raw Image\", ax=ax[0])\n",
    "jupyter.display(cor, label=\"Corrected image\", ax=ax[1])\n",
    "pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### WOS XPad detector\n",
    "\n",
    "This is a new **WAXS opened for SAXS** pixel detector from ImXPad (available at ESRF-BM02/D2AM CRG beamline). \n",
    "It looks like two of *XPad_flat* detectors side by side with some modules shifted in order to create a hole to accomodate a flight-tube which gathers the SAXS photons to a second detector further away.\n",
    "\n",
    "The detector definition for this specific detector has directly been put down using the metrology informations from the manufacturer and saved as a NeXus detector definition file. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NexusDetector detector from NeXus file: /tmp/pyFAI_testdata_jerome/WOS.h5\t PixelSize= 1.300e-04, 1.300e-04 m\n",
      "Shape as input: (598, 1154) and output: (710, 1302)\n",
      "Conservation of the total intensity: 4.4436e+08 vs 4.4436e+08 \n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "/* global mpl */\n",
       "window.mpl = {};\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(\n",
       "            '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",
       "\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 = document.createElement('div');\n",
       "    this.root.setAttribute('style', 'display: inline-block');\n",
       "    this._root_extra_style(this.root);\n",
       "\n",
       "    parent_element.appendChild(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 (fig.ratio !== 1) {\n",
       "            fig.send_message('set_dpi_ratio', { dpi_ratio: fig.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 = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
       "    titletext.classList = 'ui-dialog-title';\n",
       "    titletext.setAttribute(\n",
       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "    if (this.ratio !== 1) {\n",
       "        fig.send_message('set_dpi_ratio', { dpi_ratio: this.ratio });\n",
       "    }\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
       "    );\n",
       "\n",
       "    var resizeObserver = new ResizeObserver(function (entries) {\n",
       "        var nentries = entries.length;\n",
       "        for (var i = 0; i < nentries; i++) {\n",
       "            var entry = entries[i];\n",
       "            var width, height;\n",
       "            if (entry.contentBoxSize) {\n",
       "                if (entry.contentBoxSize instanceof Array) {\n",
       "                    // Chrome 84 implements new version of spec.\n",
       "                    width = entry.contentBoxSize[0].inlineSize;\n",
       "                    height = entry.contentBoxSize[0].blockSize;\n",
       "                } else {\n",
       "                    // Firefox implements old version of spec.\n",
       "                    width = entry.contentBoxSize.inlineSize;\n",
       "                    height = entry.contentBoxSize.blockSize;\n",
       "                }\n",
       "            } else {\n",
       "                // Chrome <84 implements even older version of spec.\n",
       "                width = entry.contentRect.width;\n",
       "                height = entry.contentRect.height;\n",
       "            }\n",
       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
       "            // the canvas container.\n",
       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            canvas.setAttribute(\n",
       "                'style',\n",
       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
       "            );\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    resizeObserver.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.mouse_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseenter',\n",
       "        on_mouse_event_closure('figure_enter')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\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 toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\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",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\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",
       "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",
       "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], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.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,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\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",
       "        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.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\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",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\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(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\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(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\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",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\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",
       "        }\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",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\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",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.which === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.which;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which !== 17) {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    if (event.altKey && event.which !== 18) {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    if (event.shiftKey && event.which !== 16) {\n",
       "        value += 'shift+';\n",
       "    }\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, 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\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"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\";/* global mpl */\n",
       "\n",
       "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 = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\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;\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",
       "    fig.cell_info[0].output_area.element.one(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\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.innerHTML =\n",
       "        '<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 / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<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 () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\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",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('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",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\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",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which === 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "};\n",
       "\n",
       "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(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
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     "output_type": "display_data"
    },
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\" width=\"800\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wos_det = downloader.getfile(\"WOS.h5\")\n",
    "wos_img = downloader.getfile(\"WOS.edf\")\n",
    "wos = pyFAI.detector_factory(wos_det)\n",
    "print(wos)\n",
    "wos_dis = Distortion(wos, resize=True)\n",
    "\n",
    "raw = fabio.open(wos_img).data\n",
    "cor = wos_dis.correct(raw)\n",
    "print(\"Shape as input: %s and output: %s\"%( raw.shape, cor.shape))\n",
    "print(\"Conservation of the total intensity: %.4e vs %.4e \"%(raw.sum(dtype=\"float64\"), cor.sum(dtype=\"float64\")))\n",
    "#then display images side by side\n",
    "fig, ax = subplots(2, figsize=(8,8))\n",
    "jupyter.display(raw, label=\"Raw Image\", ax=ax[0])\n",
    "jupyter.display(cor, label=\"Corrected image\", ax=ax[1])\n",
    "pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Nota:** Do not use this detector definition file to process data from the WOS@D2AM as it has not (yet) been fully validated and may contain some errors in the pixel positioning.\n",
    "\n",
    "## Conclusion\n",
    "\n",
    "PyFAI provides a very comprehensive list of detector definitions, is versatile enough to address most area detectors on the market, and features a powerful regridding engine, both combined together into the distortion correction tool which ensures the conservation of the signal during the transformation (the number of photons counted is preserved during the transformation)\n",
    "\n",
    "Distortion correction should not be used for pre-processing images prior to azimuthal integration as it re-bins the image, thus induces a broadening of the peaks. The AzimuthalIntegrator object performs all this together with integration, it has hence a better precision.\n",
    "\n",
    "This tutorial did not answer the question *how to calibrate the distortion of a given detector ?* which is addressed in another tutorial called **detector calibration**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total execution time: 8.999 s\n"
     ]
    }
   ],
   "source": [
    "print(f\"Total execution time: {time.perf_counter() - start_time:.3f} s\")"
   ]
  }
 ],
 "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": "3.9.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}