UnderstandingDistributionsThroughSampling.ipynb

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    "# Practice Assignment: Understanding Distributions Through Sampling\n",
    "\n",
    "** *This assignment is optional, and I encourage you to share your solutions with me and your peers in the discussion forums!* **\n",
    "\n",
    "\n",
    "To complete this assignment, create a code cell that:\n",
    "* Creates a number of subplots using the `pyplot subplots` or `matplotlib gridspec` functionality.\n",
    "* Creates an animation, pulling between 100 and 1000 samples from each of the random variables (`x1`, `x2`, `x3`, `x4`) for each plot and plotting this as we did in the lecture on animation.\n",
    "* **Bonus:** Go above and beyond and \"wow\" your classmates (and me!) by looking into matplotlib widgets and adding a widget which allows for parameterization of the distributions behind the sampling animations.\n",
    "\n",
    "\n",
    "Tips:\n",
    "* Before you start, think about the different ways you can create this visualization to be as interesting and effective as possible.\n",
    "* Take a look at the histograms below to get an idea of what the random variables look like, as well as their positioning with respect to one another. This is just a guide, so be creative in how you lay things out!\n",
    "* Try to keep the length of your animation reasonable (roughly between 10 and 30 seconds)."
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       "\n",
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       "\n",
       "\n",
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       "    fig.ondownload(fig, format);\n",
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       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
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       "\n",
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       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
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       "        cursor = 'pointer';\n",
       "        break;\n",
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       "        break;\n",
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       "    fig.message.textContent = msg['message'];\n",
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       "\n",
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       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
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       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
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       "            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 overriden (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",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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\" width=\"900\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (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",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (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",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<img 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     "data": {
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       "/* 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",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (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",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import matplotlib.animation as animation\n",
    "import matplotlib.gridspec as gridspec\n",
    "\n",
    "%matplotlib notebook\n",
    "\n",
    "# generate 4 random variables from the random, gamma, exponential, and uniform distributions\n",
    "x1 = np.random.normal(-2.5, 1, 10000)\n",
    "x2 = np.random.gamma(2, 1.5, 10000)\n",
    "x3 = np.random.exponential(2, 10000)+7\n",
    "x4 = np.random.uniform(14,20, 10000)\n",
    "\n",
    "# plot the histograms\n",
    "plt.figure(figsize=(9,3))\n",
    "plt.hist(x1, normed=True, bins=20, alpha=0.5)\n",
    "plt.hist(x2, normed=True, bins=20, alpha=0.5)\n",
    "plt.hist(x3, normed=True, bins=20, alpha=0.5)\n",
    "plt.hist(x4, normed=True, bins=20, alpha=0.5);\n",
    "plt.axis([-7,21,0,0.6])\n",
    "\n",
    "plt.text(x1.mean()-1.5, 0.5, 'x1\\nNormal')\n",
    "plt.text(x2.mean()-1.5, 0.5, 'x2\\nGamma')\n",
    "plt.text(x3.mean()-1.5, 0.5, 'x3\\nExponential')\n",
    "plt.text(x4.mean()-1.5, 0.5, 'x4\\nUniform')\n",
    "\n",
    "#gridspec\n",
    "plt.figure()\n",
    "\n",
    "gspec = gridspec.GridSpec(3, 3)\n",
    "\n",
    "top_hist = plt.subplot(gspec[0, 1])\n",
    "right_hist = plt.subplot(gspec[1, 2])\n",
    "left_hist = plt.subplot(gspec[1, 0])\n",
    "bot_hist = plt.subplot(gspec[2, 1])\n",
    "mid_hist = plt.subplot(gspec[1,1])\n",
    "\n",
    "top_hist.hist(x1, bins=20, normed=True, color='blue')\n",
    "right_hist.hist(x2, bins=20, orientation='horizontal', normed=True, color='orange')\n",
    "left_hist.hist(x3, bins=20, orientation='horizontal', normed=True, color='green')\n",
    "bot_hist.hist(x4, bins=20, normed=True, color='red')\n",
    "bot_hist.invert_yaxis()\n",
    "left_hist.invert_xaxis()\n",
    "\n",
    "mid_hist.scatter(x1,x2,x3,x4)\n",
    "\n",
    "gspec = gridspec.GridSpec(4, 4)\n",
    "plt.figure()\n",
    "\n",
    "x = [x1, x2, x3, x4]\n",
    "\n",
    "bins1 = np.arange(-7.5, 2.5, 0.2)\n",
    "bins2 = np.arange(0, 10, 0.2)\n",
    "bins3 = np.arange(7, 17, 0.2)\n",
    "bins4 = np.arange(12, 22, 0.2)\n",
    "bins = [bins1, bins2, bins3, bins4]\n",
    "\n",
    "axis1 = [-7.5, 2.5, 0, 0.6]\n",
    "axis2 = [0, 10, 0, 0.6]\n",
    "axis3 = [7, 17, 0, 0.6]\n",
    "axis4 = [12, 22, 0, 0.6]\n",
    "axis = [axis1, axis2, axis3, axis4]\n",
    "\n",
    "ax1 = plt.subplot(gspec[0:2, 0:2])\n",
    "ax2 = plt.subplot(gspec[0:2, 2:])\n",
    "ax3 = plt.subplot(gspec[2:, 2:])\n",
    "ax4 = plt.subplot(gspec[2:, 0:2])\n",
    "ax = [ax1, ax2, ax3, ax4] \n",
    "\n",
    "def update(curr):\n",
    "    if curr == 100:\n",
    "        a.event_source.stop()\n",
    "    for i in range(len(ax)):\n",
    "        ax[i].cla()\n",
    "        ax[i].hist(x[i][:curr], normed = True, bins = bins[i])\n",
    "        ax[i].axis(axis[i])\n",
    "        ax[i].set_title('n={}'.format(curr))\n",
    "        \n",
    "\n",
    "fig, ((ax1,ax2),(ax3, ax4)) = plt.subplots(2, 2, sharey = True) \n",
    "a = animation.FuncAnimation(fig, update, interval = 50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}