{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ImXPAD S540 detector at D2AM\n",
    "\n",
    "This tutorial corresponds to the calibration the goniometer an ImXPAD detector\n",
    "composed of 8 stripes of 7 modules, many of which are defective, on a goniometer.\n",
    "\n",
    "This detector is mounted on the goniometer 2theta arm at the D2AM beam-line, French CRG\n",
    "at the ESRF synchrotron. \n",
    "\n",
    "The raw data files are available at:\n",
    "http://www.silx.org/pub/pyFAI/gonio/D2AM-15/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab nbagg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Working with pyFAI version 0.16.0-dev0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/users/kieffer/VirtualEnvs/py3/lib/python3.5/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n"
     ]
    }
   ],
   "source": [
    "import os, time\n",
    "start_time = time.time()\n",
    "import fabio, pyFAI\n",
    "print(\"Working with pyFAI version\", pyFAI.version)\n",
    "from pyFAI.goniometer import GeometryTransformation, GoniometerRefinement, Goniometer\n",
    "from pyFAI.gui import jupyter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "List of files downloaded:\n",
      "    LaB6_gonio_D2AM\n",
      "    16Dec08D5_1777-rsz.npt\n",
      "    16Dec08D5_1791-rsz.npt\n",
      "    16Dec08D5_1729-rsz.edf\n",
      "    16Dec08D5_1763-rsz.npt\n",
      "    D5Geom-2018.h5\n",
      "    16Dec08D5_1725-rsz.edf\n",
      "    16Dec08D5_1728-rsz.npt\n",
      "    16Dec08D5_1784-rsz.npt\n",
      "    16Dec08D5_1763-rsz.edf\n",
      "    16Dec08D5_1728-rsz.edf\n",
      "    16Dec08D5_1735-rsz.npt\n",
      "    16Dec08D5_1727-rsz.npt\n",
      "    16Dec08D5_1729-rsz.npt\n",
      "    16Dec08D5_1770-rsz.edf\n",
      "    16Dec08D5_1784-rsz.edf\n",
      "    16Dec08D5_1730-rsz.npt\n",
      "    16Dec08D5_1742-rsz.npt\n",
      "    16Dec08D5_1770-rsz.npt\n",
      "    16Dec08D5_1725-rsz.npt\n",
      "    16Dec08D5_1726-rsz.npt\n",
      "    16Dec08D5_1777-rsz.edf\n",
      "    16Dec08D5_1756-rsz.edf\n",
      "    16Dec08D5_1735-rsz.edf\n",
      "    16Dec08D5_1730-rsz.edf\n",
      "    16Dec08D5_1742-rsz.edf\n",
      "    16Dec08D5_1791-rsz.edf\n",
      "    16Dec08D5_1749-rsz.npt\n",
      "    16Dec08D5_1726-rsz.edf\n",
      "    16Dec08D5_1756-rsz.npt\n",
      "    16Dec08D5_1727-rsz.edf\n",
      "    16Dec08D5_1749-rsz.edf\n"
     ]
    }
   ],
   "source": [
    "#Download all data\n",
    "    \n",
    "from silx.resources import ExternalResources\n",
    "\n",
    "#Comment out when outside ESRF\n",
    "os.environ[\"http_proxy\"] = \"http://proxy.esrf.fr:3128\"\n",
    "    \n",
    "downloader = ExternalResources(\"pyFAI\", \"http://www.silx.org/pub/pyFAI/testimages\", \"PYFAI_DATA\")\n",
    "all_files = downloader.getdir(\"LaB6_gonio_D2AM.tar.bz2\")\n",
    "\n",
    "print(\"List of files downloaded:\")\n",
    "for i in all_files:\n",
    "    print(\"    \"+os.path.basename(i))\n",
    "\n",
    "detector_file = [i for i in all_files if i.endswith(\"D5Geom-2018.h5\")][0]\n",
    "images = [i for i in all_files if i.endswith(\".edf\")]\n",
    "npt_files = [i for i in all_files if i.endswith(\".npt\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Detector shape:  (960, 578)\n",
      "EDF_DataBlockID :  0.Image.Psd\n",
      "EDF_BinarySize :  4439040\n",
      "EDF_HeaderSize :  1536\n",
      "ByteOrder :  LowByteFirst\n",
      "DataType :  DoubleValue\n",
      "Dim_1 :  578\n",
      "Dim_2 :  960\n",
      "Image :  0\n",
      "HeaderID :  EH:000000:000000:000000\n",
      "Size :  4439040\n",
      "VersionNumber :  1\n",
      "Epoch :  1481327234.3919599056\n",
      "det_sample_dist :  0\n",
      "y_beam :  0\n",
      "x_beam :  0\n",
      "Lambda :  0.495938\n",
      "offset :  0\n",
      "count_time :  120\n",
      "point_no :  24\n",
      "scan_no :  906\n",
      "preset :  0\n",
      "col_end :  559\n",
      "col_beg :  0\n",
      "row_end :  959\n",
      "row_beg :  0\n",
      "counter_pos :  120 2689 156 15.3097 0 90.3692 15.3097 0 25 25 1749 5.65726e+09 0 0 0 174.925 0 0 15.3097\n",
      "counter_mne :  sec vct1 vct2 vct3 vct4 Imach pseudoC pfoil Emono Ecod img roi1 roi2 roi3 roi4 pico1 pico2 pico3 pico4\n",
      "motor_pos :  24.0001 0.077502 89.9912 -89.9921 -0.0032 0.0022 57.1197 134.748 -32.9504 0.16656 -5 0.47558 -1.5 0 0 0 4.53604 0.1416 1.04 1.04022 1.04022 -4.4 -1.10211 -0.543725 -9.962 -14.038 -16.865 -7.195 24 -2.038 24.06 4.835 1\n",
      "motor_mne :  del eta chi phi nu mu keta kap kphi tsx tsy tsz rox roy tox toy mono inc1 courb courbb courbf omega khimono gamma su6 sd6 sf6 sb6 vg6 vo6 hg6 ho6 rien\n",
      "suffix :  .edf\n",
      "prefix :  16Dec08D5_\n",
      "dir :  /users/opd02/raw\n",
      "run :  1749\n",
      "title :  CCD Image\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"639.8333142648146\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f1775a90748>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Definition of the detector and deplay of an image and its mask:\n",
    "\n",
    "d5 = pyFAI.detector_factory(detector_file)\n",
    "print(\"Detector shape: \",d5.shape)\n",
    "\n",
    "fimg = fabio.open(images[-1])\n",
    "\n",
    "for k,v in fimg.header.items():\n",
    "    print(k, \": \", v)\n",
    "    \n",
    "f, ax = subplots(1, 2)\n",
    "jupyter.display(d5.mask, label=\"mask\", ax=ax[0])\n",
    "jupyter.display(fimg.data, label=os.path.basename(fimg.filename), ax=ax[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2theta max:  179.17349767223402\n",
      "Number of reflections:  236\n"
     ]
    }
   ],
   "source": [
    "# Define wavelength and create our \"large\" LaB6 calibrant\n",
    "\n",
    "wavelength = 0.495938 * 1e-10\n",
    "from pyFAI.calibrant import get_calibrant\n",
    "LaB6 = get_calibrant(\"LaB6\")\n",
    "LaB6.wavelength = wavelength\n",
    "print(\"2theta max: \", numpy.degrees(LaB6.get_2th()[-1]))\n",
    "print(\"Number of reflections: \", len(LaB6.get_2th()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of hand-calibrated images : 15\n"
     ]
    }
   ],
   "source": [
    "#Use a few manually calibrated images:\n",
    "\n",
    "npt_files.sort()\n",
    "print(\"Number of hand-calibrated images :\",len(npt_files))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "filename 16Dec08D5_1749-rsz.edf angle: 24.0001\n"
     ]
    }
   ],
   "source": [
    "# Definition of the goniometer translation function:\n",
    "# The detector rotates vertically, around the horizontal axis, i.e. rot2. \n",
    "# Rotation both around axis 1 and axis 2 are allowed\n",
    "\n",
    "goniotrans = GeometryTransformation(param_names = [\"dist\", \"poni1\", \"poni2\", \n",
    "                                                   \"rot1\", \"rot2\", \"rot3\", \"scale1\", \"scale2\" ],\n",
    "                                    dist_expr=\"dist\", \n",
    "                                    poni1_expr=\"poni1\",\n",
    "                                    poni2_expr=\"poni2\", \n",
    "                                    rot1_expr=\"scale1 * pos +rot1\", \n",
    "                                    rot2_expr=\"scale2 * pos + rot2\", \n",
    "                                    rot3_expr=\"rot3\")\n",
    "\n",
    "\n",
    "#Definition of the function reading the goniometer angle from the filename of the image.\n",
    "\n",
    "def get_angle(metadata):\n",
    "    \"\"\"Takes the angle from the first motor position and returns the angle of the goniometer arm\"\"\"\n",
    "    return float(metadata[\"motor_pos\"].split()[0])\n",
    "\n",
    "print('filename', os.path.basename(fimg.filename), \"angle:\",get_angle(fimg.header))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Empty refinement object: GoniometerRefinement with 0 geometries labeled: .\n",
      "16Dec08D5_1725-rsz Angle: -0.003\n",
      "16Dec08D5_1726-rsz Angle: 0.9998\n",
      "16Dec08D5_1727-rsz Angle: 2.0\n",
      "16Dec08D5_1728-rsz Angle: 2.9998\n",
      "16Dec08D5_1729-rsz Angle: 4.0002\n",
      "16Dec08D5_1730-rsz Angle: 4.9998\n",
      "16Dec08D5_1735-rsz Angle: 10.0001\n",
      "16Dec08D5_1742-rsz Angle: 16.9996\n",
      "16Dec08D5_1749-rsz Angle: 24.0001\n",
      "16Dec08D5_1756-rsz Angle: 30.9997\n",
      "16Dec08D5_1763-rsz Angle: 37.9999\n",
      "16Dec08D5_1770-rsz Angle: 44.9997\n",
      "16Dec08D5_1777-rsz Angle: 52.0\n",
      "16Dec08D5_1784-rsz Angle: 58.9995\n",
      "16Dec08D5_1791-rsz Angle: 65.9999\n",
      "Filled refinement object:\n",
      "GoniometerRefinement with 15 geometries labeled: 16Dec08D5_1725-rsz, 16Dec08D5_1726-rsz, 16Dec08D5_1727-rsz, 16Dec08D5_1728-rsz, 16Dec08D5_1729-rsz, 16Dec08D5_1730-rsz, 16Dec08D5_1735-rsz, 16Dec08D5_1742-rsz, 16Dec08D5_1749-rsz, 16Dec08D5_1756-rsz, 16Dec08D5_1763-rsz, 16Dec08D5_1770-rsz, 16Dec08D5_1777-rsz, 16Dec08D5_1784-rsz, 16Dec08D5_1791-rsz.\n"
     ]
    }
   ],
   "source": [
    "# Definition of the geometry refinement: the parameter order is the same as the param_names\n",
    "\n",
    "rot3 = numpy.pi/2\n",
    "scale1 = -numpy.pi/180\n",
    "scale2 = 0\n",
    "param = {\"dist\":0.5, \n",
    "         \"poni1\":0.05, \n",
    "         \"poni2\":0.05, \n",
    "         \"rot1\":0,\n",
    "         \"rot2\":0,\n",
    "         \"rot3\": rot3,\n",
    "         \"scale1\": scale1,\n",
    "         \"scale2\": scale2,\n",
    "        }\n",
    "#Defines the bounds for some variables\n",
    "bounds = {\"dist\": (0.2, 0.8), \n",
    "          \"poni1\": (0, 0.1),\n",
    "          \"poni2\": (0, 0.1),\n",
    "          \"rot1\": (-0.1, 0.1),\n",
    "          \"rot2\": (-0.1, 0.1),\n",
    "          \"rot3\": (rot3, rot3), #strict bounds on rot3\n",
    "          #\"scale1\": (scale1, scale1),\n",
    "          #\"scale2\": (scale2, scale2),\n",
    "         }\n",
    "gonioref = GoniometerRefinement(param, #initial guess\n",
    "                                bounds=bounds,\n",
    "                                pos_function=get_angle,\n",
    "                                trans_function=goniotrans,\n",
    "                                detector=d5, wavelength=wavelength)\n",
    "print(\"Empty refinement object:\", gonioref)\n",
    "\n",
    "#Let's populate the goniometer refinement object with all control point files:\n",
    "\n",
    "for fn in npt_files[:]:\n",
    "    base = os.path.splitext(fn)[0]\n",
    "    fimg = fabio.open(base + \".edf\")\n",
    "    basename = os.path.basename(base)\n",
    "    sg =gonioref.new_geometry(basename, image=fimg.data, metadata=fimg.header, control_points=fn, calibrant=LaB6)\n",
    "    print(basename, \"Angle:\", sg.get_position())\n",
    "    \n",
    "\n",
    "print(\"Filled refinement object:\")\n",
    "print(gonioref)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cost function before refinement: 0.00030766121608429307\n",
      "[ 0.5         0.05        0.05        0.          0.          1.57079633\n",
      " -0.01745329  0.        ]\n",
      "     fun: 1.9855225530234952e-08\n",
      "     jac: array([ 2.40916227e-08,  3.04897072e-07,  4.13640063e-07, -1.75538242e-07,\n",
      "       -9.57392364e-07, -1.12132525e-13, -5.24435840e-06, -7.14899229e-07])\n",
      " message: 'Optimization terminated successfully.'\n",
      "    nfev: 178\n",
      "     nit: 17\n",
      "    njev: 17\n",
      "  status: 0\n",
      " success: True\n",
      "       x: array([ 5.20464974e-01,  6.34779274e-02,  4.46077056e-02,  3.03313918e-03,\n",
      "        7.46909751e-03,  1.57079633e+00, -1.74719084e-02, -3.84262987e-04])\n",
      "Cost function after refinement: 1.9855225530234952e-08\n",
      "GonioParam(dist=0.5204649744819361, poni1=0.06347792740436164, poni2=0.04460770564596157, rot1=0.0030331391768589344, rot2=0.007469097514563215, rot3=1.5707963267948966, scale1=-0.017471908444435618, scale2=-0.00038426298745148534)\n",
      "maxdelta on: dist (0) 0.5 --> 0.5204649744819361\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([ 5.20464974e-01,  6.34779274e-02,  4.46077056e-02,  3.03313918e-03,\n",
       "        7.46909751e-03,  1.57079633e+00, -1.74719084e-02, -3.84262987e-04])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Initial refinement of the goniometer model with 5 dof\n",
    "\n",
    "gonioref.refine2()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
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     "output_type": "display_data"
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width=\"999.1666368891804\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:matplotlib.legend:No handles with labels found to put in legend.\n",
      "WARNING:matplotlib.legend:No handles with labels found to put in legend.\n",
      "WARNING:matplotlib.legend:No handles with labels found to put in legend.\n",
      "WARNING:matplotlib.legend:No handles with labels found to put in legend.\n",
      "WARNING:matplotlib.legend:No handles with labels found to put in legend.\n",
      "WARNING:matplotlib.legend:No handles with labels found to put in legend.\n",
      "WARNING:matplotlib.legend:No handles with labels found to put in legend.\n",
      "WARNING:matplotlib.legend:No handles with labels found to put in legend.\n",
      "WARNING:matplotlib.legend:No handles with labels found to put in legend.\n",
      "WARNING:matplotlib.legend:No handles with labels found to put in legend.\n",
      "WARNING:matplotlib.legend:No handles with labels found to put in legend.\n",
      "WARNING:matplotlib.legend:No handles with labels found to put in legend.\n",
      "WARNING:matplotlib.legend:No handles with labels found to put in legend.\n",
      "WARNING:matplotlib.legend:No handles with labels found to put in legend.\n"
     ]
    }
   ],
   "source": [
    "width=3\n",
    "height=int(ceil(len(gonioref.single_geometries) / width))\n",
    "fig,ax = subplots(height, width,figsize=(10, 25))\n",
    "for idx, sg in enumerate(gonioref.single_geometries.values()):\n",
    "    sg.geometry_refinement.set_param(gonioref.get_ai(sg.get_position()).param)\n",
    "    jupyter.display(sg=sg, ax=ax[idx//width, idx%width])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cost function before refinement: 1.9855225530234952e-08\n",
      "[ 5.20464974e-01  6.34779274e-02  4.46077056e-02  3.03313918e-03\n",
      "  7.46909751e-03  1.57079633e+00 -1.74719084e-02 -3.84262987e-04]\n",
      "     fun: 1.9855093643189328e-08\n",
      "     jac: array([ 3.37489690e-09,  0.00000000e+00,  0.00000000e+00,  1.09849585e-08,\n",
      "       -8.71782191e-07,  7.70932331e-09, -3.46983076e-05, -5.59240269e-07])\n",
      " message: 'Optimization terminated successfully.'\n",
      "    nfev: 15\n",
      "     nit: 1\n",
      "    njev: 1\n",
      "  status: 0\n",
      " success: True\n",
      "       x: array([ 5.20464974e-01,  6.34779274e-02,  4.46077056e-02,  3.03313917e-03,\n",
      "        7.46909771e-03,  1.57079633e+00, -1.74719008e-02, -3.84262865e-04])\n",
      "Cost function after refinement: 1.9855093643189328e-08\n",
      "GonioParam(dist=0.5204649744811972, poni1=0.06347792740436164, poni2=0.04460770564596157, rot1=0.003033139174453971, rot2=0.007469097705424581, rot3=1.5707963267932088, scale1=-0.017471900847851926, scale2=-0.0003842628650156724)\n",
      "maxdelta on: scale1 (6) -0.017471908444435618 --> -0.017471900847851926\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([ 5.20464974e-01,  6.34779274e-02,  4.46077056e-02,  3.03313917e-03,\n",
       "        7.46909771e-03,  1.57079633e+00, -1.74719008e-02, -3.84262865e-04])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Final pass of refinement with all constrains removed, very fine refinement\n",
    "\n",
    "gonioref.bounds = None\n",
    "gonioref.refine2(\"slsqp\", eps=1e-13, maxiter=10000, ftol=1e-12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MultiGeometry integrator with 15 geometries on (0, 80) radial range (2th_deg) and (-180, 180) azimuthal range (deg)\n"
     ]
    }
   ],
   "source": [
    "#Create a MultiGeometry integrator from the refined geometry:\n",
    "\n",
    "angles = []\n",
    "images = []\n",
    "for sg in gonioref.single_geometries.values():\n",
    "    angles.append(sg.get_position())\n",
    "    images.append(sg.image)\n",
    "    \n",
    "multigeo = gonioref.get_mg(angles)\n",
    "multigeo.radial_range=(0, 80)\n",
    "print(multigeo)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"639.8333142648146\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f17aad676d8>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Integrate the whole set of images in a single run:\n",
    "\n",
    "res = multigeo.integrate1d(images, 10000)\n",
    "jupyter.plot1d(res)\n",
    "\n",
    "#Note the large number of peaks due to hot pixels ...."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4\n",
      "4\n",
      "4\n",
      "4\n",
      "4\n",
      "4\n",
      "4\n",
      "4\n",
      "4\n",
      "4\n",
      "4\n",
      "3\n",
      "3\n",
      "3\n",
      "3\n",
      " Size of old mask 198678  Size of new mask 198683  Number of pixel discarded 5\n"
     ]
    }
   ],
   "source": [
    "#Add hot pixels to the mask: pixel which are 15x more intense than the median in their ring.\n",
    "\n",
    "thres = 15\n",
    "\n",
    "old_mask = d5.mask.astype(\"bool\", copy=True)\n",
    "new_mask = d5.mask.astype(\"bool\", copy=True)\n",
    "\n",
    "for ai,img in zip(multigeo.ais,images):\n",
    "    b,a = ai.separate(img, 1000, restore_mask=0)\n",
    "    b[old_mask] = 0\n",
    "    b[b<0] = 0\n",
    "    print(sum(b>thres*a))\n",
    "    new_mask = numpy.logical_or(new_mask, (b>thres*a))\n",
    "\n",
    "print(\" Size of old mask\", sum(old_mask), \n",
    "      \" Size of new mask\",sum(new_mask), \n",
    "      \" Number of pixel discarded\", sum(new_mask)-sum(old_mask))\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"639.8333142648146\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f17689dd630>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Update the mask\n",
    "for ai in multigeo.ais:\n",
    "    ai.detector.mask = new_mask\n",
    "    \n",
    "# Integrate the whole set of images in a single run:\n",
    "res2 = multigeo.integrate1d(images, 10000)\n",
    "ax = jupyter.plot1d(res, label=\"Before hot-pixel removal\")\n",
    "ax.plot(*res2, label=\"After hot-pixel removal\")\n",
    "ax.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"639.8333142648146\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f17689775f8>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Integrate the whole set of images in 2D:\n",
    "\n",
    "res2d = multigeo.integrate2d(images, 1000, 360)\n",
    "jupyter.plot2d(res2d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total execution time 12.516671895980835\n"
     ]
    }
   ],
   "source": [
    "print(\"Total execution time\", time.time()-start_time)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
