10-NPDF-Fit-twothetazero.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fit n-PDF of nickel and diffractometer zero\n",
    "\n",
    "In this example we refine constant wavelength neutron PDF data from nickel powder collected at the PEARL instrument at the TU Delft, Netherlands.  The optimum experimental PDF is obtained with a slight correction of the diffractometer zero, which accounts for a slight sample off-centering.  The zero correction affects the observed PDF which is fitted with a PDF simulation from nickel.  Here we use the DiffPy-CMI to fit both the nickel structure parameters and diffractometer zero."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Initialization\n",
    "\n",
    "We start with some necessary imports from diffpy packages and define a convenience function for plotting the PDF fit.  It is safe to skip to the [next section](#Configuration)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plotting\n",
    "%matplotlib notebook\n",
    "import matplotlib\n",
    "matplotlib.rc('figure', figsize=(5, 3.75))\n",
    "from matplotlib.pyplot import subplots\n",
    "\n",
    "import copy\n",
    "import numpy as np\n",
    "\n",
    "# pdfgetx3 functions to convert PDF on the fly\n",
    "from diffpy.pdfgetx import PDFGetter, PDFConfig, loadData\n",
    "\n",
    "# srfit functions to setup nickel PDF refinement\n",
    "from diffpy.srfit.fitbase import FitRecipe, FitResults\n",
    "from diffpy.srfit.pdf import PDFContribution\n",
    "from diffpy.srfit.structure import constrainAsSpaceGroup\n",
    "from diffpy.Structure import loadStructure\n",
    "# scipy LM optimizer\n",
    "from scipy.optimize import leastsq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotmyfit(recipe, baseline=-4, ax=None):\n",
    "    \"\"\"\n",
    "    Show nice PDF refinement plot.\n",
    "\n",
    "    Plot observed data, simulation and the difference curve offset\n",
    "    to baseline.\n",
    "\n",
    "    Return matplotlib Line objects.\n",
    "    \"\"\"\n",
    "    from matplotlib import pyplot\n",
    "    if ax is None:\n",
    "        ax = pyplot.gca()\n",
    "    x = recipe.cpdf.profile.x\n",
    "    yobs = recipe.cpdf.profile.y\n",
    "    ycalc = recipe.cpdf.evaluate()\n",
    "    ydiff = yobs - ycalc\n",
    "    rv = []\n",
    "    rv += ax.plot(x, yobs, 'o', label='Gobs',\n",
    "                    markeredgecolor='blue', markerfacecolor='none')\n",
    "    rv += ax.plot(x, ycalc, color='red', label='Gcalc')\n",
    "    rv += ax.plot(x, ydiff + baseline, label='Gdiff', color='green')\n",
    "    rv += ax.plot(x, baseline + 0 * x, linestyle=':', color='black')\n",
    "    ax.set_xlabel(u'r (Å)')\n",
    "    ax.set_ylabel(u'G (Å$^{-2}$)')\n",
    "    return rv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Configuration\n",
    "\n",
    "First we define some global constant to specify the PDF fit range, CIF structure model and the text file with powder diffraction data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# global constants\n",
    "myfitrange = (1, 20)\n",
    "myrstep = 0.01\n",
    "myciffile = \"Ni-9008476.cif\"\n",
    "mypowderdata = 'ni_755tthM.dat'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next we use functions from the `diffpy.pdfgetx` package to create PDF-conversion object `pg0`.  We use it for initial PDF extraction without zero correction and store the results as `r0`, `g0`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "cfg = PDFConfig(mode='neutron',\n",
    "                composition='Ni',\n",
    "                wavelength=1.0989,\n",
    "                dataformat='twotheta',\n",
    "                rstep=myrstep, rmin=myfitrange[0], rmax=myfitrange[1])\n",
    "cfg.qmax = cfg.qmaxinst = 11.2\n",
    "pg0 = PDFGetter(config=cfg)\n",
    "r0, g0 = pg0(filename=mypowderdata)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We also define a convenience function `new_nickel_refinement` which creates srfit `FitRecipe` object for PDF refinement of nickel structure.  The resulting fit recipe will be adjusted for zero-refinement later."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def new_nickel_refinement():\n",
    "    \"\"\"Create FitRecipoe for nickel NPDF refinement.\n",
    "    \"\"\"\n",
    "    # setup fit contribution for nickel NPDF\n",
    "    cpdf = PDFContribution('cpdf')\n",
    "    # specify we model neutron PDF at qmax from the configuration file.\n",
    "    # also set the initial observed data to the initial PDF.\n",
    "    cpdf.setScatteringType('N')\n",
    "    cpdf.setQmax(cfg.qmax)\n",
    "    cpdf.profile.setObservedProfile(r0.copy(), g0.copy())\n",
    "    # specify independent nickel structure model and apply symmetry constraints.\n",
    "    cpdf.addStructure('ni', loadStructure(myciffile))\n",
    "    sgpar = constrainAsSpaceGroup(cpdf.ni.phase, 'F m -3 m')\n",
    "    # create FitRecipe to manage the refinement\n",
    "    nfit = FitRecipe()\n",
    "    nfit.addContribution(cpdf)\n",
    "    nfit.addVar(cpdf.scale)\n",
    "    nfit.addVar(cpdf.qdamp, value=0.03)\n",
    "    nfit.addVar(cpdf.qbroad, value=0.0, fixed=True)\n",
    "    nfit.addVar(sgpar.latpars.a)\n",
    "    nfit.addVar(sgpar.adppars.Uiso_0, name='uiso', value=0.004)\n",
    "    nfit.addVar(cpdf.ni.delta2, value=3.0)\n",
    "    # silence diagnostic output.\n",
    "    nfit.clearFitHooks()\n",
    "    # override internal calculator step\n",
    "    return nfit"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fit nickel to initial PDF (no zero correction)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "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\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        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": {
      "text/html": [
       "<img src=\"data:image/png;base64,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\" width=\"500\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Some quantities invalid due to missing profile uncertainty\n",
      "Overall (Chi2 and Reduced Chi2 invalid)\n",
      "------------------------------------------------------------------------------\n",
      "Residual       94.43444524\n",
      "Contributions  94.43444524\n",
      "Restraints     0.00000000\n",
      "Chi2           94.43444524\n",
      "Reduced Chi2   0.04980720\n",
      "Rw             0.18300906\n",
      "\n",
      "Variables (Uncertainties invalid)\n",
      "------------------------------------------------------------------------------\n",
      "a       3.52883975e+00 +/- 8.92290203e-04\n",
      "delta2  1.51797577e+00 +/- 2.01821920e+00\n",
      "qdamp   4.13514349e-02 +/- 6.33516914e-03\n",
      "scale   2.37591235e-01 +/- 1.13859715e-02\n",
      "uiso    3.98272111e-03 +/- 5.51846562e-04\n",
      "\n",
      "Fixed Variables\n",
      "------------------------------------------------------------------------------\n",
      "qbroad  0.00000000e+00\n",
      "\n",
      "Variable Correlations greater than 25% (Correlations invalid)\n",
      "------------------------------------------------------------------------------\n",
      "corr(scale, qdamp)    0.6480\n",
      "corr(scale, uiso)     0.5536\n",
      "corr(qdamp, delta2)   -0.5024\n",
      "corr(scale, delta2)   -0.4358\n",
      "\n"
     ]
    }
   ],
   "source": [
    "nifit0 = new_nickel_refinement()\n",
    "leastsq(nifit0.residual, nifit0.values)\n",
    "nires0 = FitResults(nifit0)\n",
    "\n",
    "fig0, ax0 = subplots();\n",
    "plotmyfit(nifit0, ax=ax0)\n",
    "print(nires0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Outcome**\n",
    "\n",
    "The PDF fit of non-corrected data shows fair agreement, but notable differences over 10 Å and an elevated Rw = 0.18."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fit nickel PDF and diffractometer zero"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We first define a new PDF-conversion object `pg1` to make it separate from initial conversion.  Next we define a helper function `gfixzero` to compute PDF when the actual zero angle is at `zero` in diffractometer units."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "pg1 = pg0.copy()\n",
    "def gfixzero(zero):\n",
    "    r, g = pg1(twothetazero=zero)\n",
    "    return g\n",
    "\n",
    "# add sanity check\n",
    "assert np.array_equal(g0, gfixzero(0))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next we create a separate fit recipe for a new refinement.  We change it to tie the observed PDF to the `gfixzero` result at a refinable `zero` argument."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "nifit1 = new_nickel_refinement()\n",
    "nifit1.newVar('zero', value=0)\n",
    "nifit1.registerFunction(gfixzero, name='gfixzero')\n",
    "nifit1.constrain(nifit1.cpdf.y, 'gfixzero')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we run least squares fit with the new recipe and refine also the `zero` offset in addition to structure variables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        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": {
      "text/html": [
       "<img src=\"data:image/png;base64,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\" width=\"500\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Some quantities invalid due to missing profile uncertainty\n",
      "Overall (Chi2 and Reduced Chi2 invalid)\n",
      "------------------------------------------------------------------------------\n",
      "Residual       6.98487268\n",
      "Contributions  6.98487268\n",
      "Restraints     0.00000000\n",
      "Chi2           6.98487268\n",
      "Reduced Chi2   0.00368595\n",
      "Rw             0.04956228\n",
      "\n",
      "Variables (Uncertainties invalid)\n",
      "------------------------------------------------------------------------------\n",
      "a       3.51861185e+00 +/- 1.42519701e-03\n",
      "delta2  1.42074502e+00 +/- 1.86036673e+00\n",
      "qdamp   3.58694224e-02 +/- 6.80088009e-03\n",
      "scale   2.40363334e-01 +/- 1.12413108e-02\n",
      "uiso    4.31031445e-03 +/- 5.40426791e-04\n",
      "zero    -3.73763834e-01 +/- 3.52450368e-02\n",
      "\n",
      "Fixed Variables\n",
      "------------------------------------------------------------------------------\n",
      "qbroad  0.00000000e+00\n",
      "\n",
      "Variable Correlations greater than 25% (Correlations invalid)\n",
      "------------------------------------------------------------------------------\n",
      "corr(a, zero)         0.7889\n",
      "corr(scale, qdamp)    0.6494\n",
      "corr(scale, uiso)     0.5607\n",
      "corr(qdamp, delta2)   -0.4883\n",
      "corr(scale, delta2)   -0.4285\n",
      "\n"
     ]
    }
   ],
   "source": [
    "leastsq(nifit1.residual, nifit1.values)\n",
    "nires1 = FitResults(nifit1)\n",
    "\n",
    "fig1, ax1 = subplots();\n",
    "plotmyfit(nifit1, ax=ax1)\n",
    "print(nires1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Outcome**\n",
    "\n",
    "With a refined diffractometer zero the PDF fit shows excellent agreement with a very low Rw = 0.05.  The zero offset refined to -0.37 degrees."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# export the results\n",
    "def myexport():\n",
    "    \"Convenience function to save nickel fit results.\"\n",
    "    nifit0.cpdf.profile.savetxt('nifit0.dat', fmt='%g')\n",
    "    nires0.saveResults('nifit0.res')\n",
    "    nifit1.cpdf.profile.savetxt('nifit1.dat', fmt='%g')\n",
    "    nires1.saveResults('nifit1.res')\n",
    "    return\n",
    "\n",
    "## uncomment the line below to export fit results\n",
    "#myexport()"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}