CH3-Resolution.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
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   "source": [
    "## Chapter 3: [Imaging](Imaging.ipynb)\n",
    "\n",
    "<hr style=\"height:1px;border-top:4px solid #FF8200\" />\n",
    "\n",
    "# Resolution \n",
    "\n",
    "\n",
    "part of \n",
    "\n",
    "## [Analysis of Scanning Electron Microscope Data](_Analysis_of_Scanning_Electron_Microscope_Data.ipynb)\n",
    "\n",
    "\n",
    "\n",
    "by Gerd Duscher, 2019\n",
    "\n",
    "Microscopy Facilities<br>\n",
    "Joint Institute of Advanced Materials<br>\n",
    "The University of Tennessee, Knoxville\n",
    "\n",
    "Model based analysis and quantification of data acquired with scanning electron microscopes\n",
    " \n",
    "\n",
    "\n",
    "\n",
    "## Load important packages\n",
    "We will use a Bessel function from the scipy.special package as well as numpy and matplotlib (installed with magic comand **%pylab**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab --no-import-all notebook\n",
    "\n",
    "import scipy.special"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Intensity  of the Fraunhofer diffraction pattern of a circular aperture (the Airy pattern) is given by the squared modulus of the Fourier transform of the circular aperture:\n",
    "\n",
    "\n",
    "$$I(\\theta) = I_0 \\left ( \\frac{2 J_1(ka \\sin \\theta)}{ka \\sin \\theta} \\right )^2 = I_0 \\left ( \\frac{2 J_1(x)}{x} \\right )^2$$\n",
    "\n",
    "with \n",
    "- $J_1$ being the [Bessel Function of the first kind of order one](https://docs.scipy.org/doc/scipy/reference/generated/scipy.special.j1.html#scipy.special.j1), \n",
    "- $k = {1}/{\\lambda}$ is the wavenumber, \n",
    "- $a$ is the radius of the aperture, and \n",
    "- $\\theta$ is the angle of observation, i.e. the angle between the axis of the circular aperture and the line between aperture center and observation point. \n",
    "- $x = ka \\sin \\theta $\n",
    "\n",
    "The electron probe of a STEM is in first order an Airy pattern.\n",
    "\n",
    "\n",
    "\n",
    "Below, we plot the normalized Airy pattern where we set $I_0$ to 1.\n",
    "\n",
    "Please, change the shift value to see the effect."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
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       "\n",
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       "\n",
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       "             * 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",
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       "\n",
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       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
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       "        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=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The x-values we want\n",
    "x = x1 = np.linspace(-15, 15, 400)\n",
    "\n",
    "# The normalized intensity: I_0 = 1\n",
    "norm_I = 4 * (scipy.special.j1(x1) / x1)**2\n",
    "shift = 2\n",
    "norm_I_shifted = 4 * (scipy.special.j1(x1-shift) / (x1-shift))**2\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(x, norm_I, label='Airy 1')\n",
    "plt.plot(x, norm_I_shifted, label='Airy 2')\n",
    "plt.plot(x, norm_I_shifted+norm_I, label='sum')\n",
    "\n",
    "plt.xlabel('$x$')\n",
    "plt.ylabel('$I(x)/I_0$')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Point Resolution \n",
    "\n",
    "The **Rayleigh Criterion** gives us the point resolution, which is the distance two objects have to be seperated to be distinguished (wihtout prior knowledge of the shape). This Rayleigh criterion is based on the first zero fo the Bessel function $J_1(x)$, which occurs at $x+0 = k a \\sin \\theta ≈ 3.8317$.\n",
    "\n",
    "This will give the well know form of the Rayleigh Criterion for the angular resolution limit $\\theta_R$:\n",
    "\n",
    "$$ \\sin \\theta_R \\approx \\frac{3.83}{ka} = \\frac{3.83 \\lambda}{2 \\pi a} = 1.22 \\frac{\\lambda}{2a} = 1.22 \\frac{\\lambda}{d}$$\n",
    "\n",
    "with:\n",
    "- $\\lambda$: wavelength\n",
    "- $a$: aperture radius\n",
    "- $d$: aperture diameter\n",
    "\n",
    "\n",
    "If one knows the shape and/or size of the objects one can determine features seperated less than the resolution limit. This is known as the information limit.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## In 2D\n",
    "Please note that I use quite a low gamma value, set gamma to one and see what happens.\n",
    "\n",
    "I set the distance (shift parameter) at the Rayleigh criterium, please change the shift value (by adding and subtracting a number (-3 to 5) to see what happens. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support. ' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"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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   ],
   "source": [
    "shift = 3.8317 + 0.0\n",
    "[x,y] = np.meshgrid(x1,x1);\n",
    "\n",
    "rr1 = np.sqrt((x+shift/2)**2+y**2)\n",
    "rr2 = np.sqrt((x-shift/2)**2+y**2)\n",
    "I1 = 4 * (scipy.special.j1(rr1) / rr1)**2\n",
    "I2 = 4 * (scipy.special.j1(rr2) / rr2)**2\n",
    "plt.figure()\n",
    "gamma = 0.0001\n",
    "plt.imshow(np.log2(gamma+I2+I1)); # please note that I useaquite high gamma value, set gamma to one and see."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Composite figure\n",
    "\n",
    "Let's put all the above together in one plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support. ' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"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=\"900\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shifts = [2,3.8317,5] # list of shit values\n",
    "text= [' unresolved', ' Rayleigh Criterion', ' resolved']\n",
    "gamma = 0.03       # gamma value for 2D plots\n",
    "\n",
    "\n",
    "fig,ax = plt.subplots(3,2, figsize=(9,6))\n",
    "for i in range(3): \n",
    "    shift = shifts[i]  \n",
    "   \n",
    "    ## image\n",
    "    rr1 = np.sqrt((x+shift/2)**2+y**2)\n",
    "    rr2 = np.sqrt((x-shift/2)**2+y**2)\n",
    "    I1  = 4 * (scipy.special.j1(rr1) / rr1)**2\n",
    "    I2 = 4 * (scipy.special.j1(rr2) / rr2)**2\n",
    "    ax[i,0].imshow(np.log2(gamma+I2+I1)[100:300,:], extent =[x1[0],x1[-1],x1[100],x1[300]])\n",
    "    ax[i,0].text(x1[0],x1[300],f'shift = {shift:.2f}', color = 'yellow', verticalalignment = 'top');\n",
    "    ax[i,0].set_ylabel('y')\n",
    "    \n",
    "    ## intensity plot\n",
    "    norm_I1 = 4 * (scipy.special.j1((x1+shift/2)) / (x1+shift/2))**2\n",
    "    norm_I2 = 4 * (scipy.special.j1((x1-shift/2)) / (x1-shift/2))**2\n",
    "    ax[i,1].plot(x1, norm_I1, label='Airy 1')\n",
    "    ax[i,1].plot(x1, norm_I2, label='Airy 2')\n",
    "    ax[i,1].plot(x1, norm_I1+norm_I2, label='sum')\n",
    "    ax[i,1].set_xlim(-10,10)\n",
    "    _,ymax = ax[i,1].get_ylim()\n",
    "    ax[i,1].text(-10,ymax*.95,text[i], color = 'black', verticalalignment = 'top');\n",
    "    \n",
    "    ax[i,1].set_ylabel('$I(x)/I_0$')\n",
    "    ax[i,1].legend();\n",
    "    \n",
    "    if i<2:\n",
    "        ax[i,0].xaxis.set_ticklabels([])\n",
    "        ax[i,1].xaxis.set_ticklabels([])\n",
    "plt.tight_layout();\n",
    "\n",
    "ax[2,0].set_xlabel('$x$')\n",
    "ax[2,1].set_xlabel('$x$');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary\n",
    "\n",
    "Here we visualized the Rayleigh Criterion.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Back:[The Electron](CH3-Electron.ipynb)\n",
    "## Next: [Image Formation](Ch3-Image_Formation_SEM.ipynb)\n",
    "## List of Content: [Front](_Analysis_of_Scanning_Electron_Microscope_Data.ipynb#Content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
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