diff --git a/code/url-analyzer.ipynb b/code/url-analyzer.ipynb
index 5cdc6f5..4a0719a 100644
--- a/code/url-analyzer.ipynb
+++ b/code/url-analyzer.ipynb
@@ -1,5 +1,18 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# URL domain regisrtrar variation analysis\n",
+    "\n",
+    "Author: Pekka Helenius, 2021\n",
+    "\n",
+    "- Analyzes given URLs and stores results into a new JSON data file\n",
+    "- Outputs associated domain registrars for each input URL as a plot\n",
+    "  - \"Phishing campaigns register domains of websites from the same registrar (than the legitimate URL)\""
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 3,
@@ -9,3184 +22,80 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Generating statistics: https://hoxhunt.com/\n"
+      "URL data: https://hoxhunt.com/\n",
+      "URL data: https://hs.fi\n",
+      "URL data: https://ts.fi\n",
+      "URL data: https://facebook.com\n",
+      "Generate statistics: https://hoxhunt.com/\n"
      ]
     },
     {
      "data": {
-      "application/javascript": [
-       "/* Put everything inside the global mpl namespace */\n",
-       "window.mpl = {};\n",
-       "\n",
-       "\n",
-       "mpl.get_websocket_type = function() {\n",
-       "    if (typeof(WebSocket) !== 'undefined') {\n",
-       "        return WebSocket;\n",
-       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
-       "        return MozWebSocket;\n",
-       "    } else {\n",
-       "        alert('Your browser does not have WebSocket support. ' +\n",
-       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
-       "              'Firefox 4 and 5 are also supported but you ' +\n",
-       "              'have to enable WebSockets in about:config.');\n",
-       "    };\n",
-       "}\n",
-       "\n",
-       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
-       "    this.id = figure_id;\n",
-       "\n",
-       "    this.ws = websocket;\n",
-       "\n",
-       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
-       "\n",
-       "    if (!this.supports_binary) {\n",
-       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
-       "        if (warnings) {\n",
-       "            warnings.style.display = 'block';\n",
-       "            warnings.textContent = (\n",
-       "                \"This browser does not support binary websocket messages. \" +\n",
-       "                    \"Performance may be slow.\");\n",
-       "        }\n",
-       "    }\n",
-       "\n",
-       "    this.imageObj = new Image();\n",
-       "\n",
-       "    this.context = undefined;\n",
-       "    this.message = undefined;\n",
-       "    this.canvas = undefined;\n",
-       "    this.rubberband_canvas = undefined;\n",
-       "    this.rubberband_context = undefined;\n",
-       "    this.format_dropdown = undefined;\n",
-       "\n",
-       "    this.image_mode = 'full';\n",
-       "\n",
-       "    this.root = $('<div/>');\n",
-       "    this._root_extra_style(this.root)\n",
-       "    this.root.attr('style', 'display: inline-block');\n",
-       "\n",
-       "    $(parent_element).append(this.root);\n",
-       "\n",
-       "    this._init_header(this);\n",
-       "    this._init_canvas(this);\n",
-       "    this._init_toolbar(this);\n",
-       "\n",
-       "    var fig = this;\n",
-       "\n",
-       "    this.waiting = false;\n",
-       "\n",
-       "    this.ws.onopen =  function () {\n",
-       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
-       "            fig.send_message(\"send_image_mode\", {});\n",
-       "            if (mpl.ratio != 1) {\n",
-       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
-       "            }\n",
-       "            fig.send_message(\"refresh\", {});\n",
-       "        }\n",
-       "\n",
-       "    this.imageObj.onload = function() {\n",
-       "            if (fig.image_mode == 'full') {\n",
-       "                // Full images could contain transparency (where diff images\n",
-       "                // almost always do), so we need to clear the canvas so that\n",
-       "                // there is no ghosting.\n",
-       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
-       "            }\n",
-       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
-       "        };\n",
-       "\n",
-       "    this.imageObj.onunload = function() {\n",
-       "        fig.ws.close();\n",
-       "    }\n",
-       "\n",
-       "    this.ws.onmessage = this._make_on_message_function(this);\n",
-       "\n",
-       "    this.ondownload = ondownload;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_header = function() {\n",
-       "    var titlebar = $(\n",
-       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
-       "        'ui-helper-clearfix\"/>');\n",
-       "    var titletext = $(\n",
-       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
-       "        'text-align: center; padding: 3px;\"/>');\n",
-       "    titlebar.append(titletext)\n",
-       "    this.root.append(titlebar);\n",
-       "    this.header = titletext[0];\n",
-       "}\n",
-       "\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
-       "\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
-       "\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_canvas = function() {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var canvas_div = $('<div/>');\n",
-       "\n",
-       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
-       "\n",
-       "    function canvas_keyboard_event(event) {\n",
-       "        return fig.key_event(event, event['data']);\n",
-       "    }\n",
-       "\n",
-       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
-       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
-       "    this.canvas_div = canvas_div\n",
-       "    this._canvas_extra_style(canvas_div)\n",
-       "    this.root.append(canvas_div);\n",
-       "\n",
-       "    var canvas = $('<canvas/>');\n",
-       "    canvas.addClass('mpl-canvas');\n",
-       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
-       "\n",
-       "    this.canvas = canvas[0];\n",
-       "    this.context = canvas[0].getContext(\"2d\");\n",
-       "\n",
-       "    var backingStore = this.context.backingStorePixelRatio ||\n",
-       "\tthis.context.webkitBackingStorePixelRatio ||\n",
-       "\tthis.context.mozBackingStorePixelRatio ||\n",
-       "\tthis.context.msBackingStorePixelRatio ||\n",
-       "\tthis.context.oBackingStorePixelRatio ||\n",
-       "\tthis.context.backingStorePixelRatio || 1;\n",
-       "\n",
-       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
-       "\n",
-       "    var rubberband = $('<canvas/>');\n",
-       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
-       "\n",
-       "    var pass_mouse_events = true;\n",
-       "\n",
-       "    canvas_div.resizable({\n",
-       "        start: function(event, ui) {\n",
-       "            pass_mouse_events = false;\n",
-       "        },\n",
-       "        resize: function(event, ui) {\n",
-       "            fig.request_resize(ui.size.width, ui.size.height);\n",
-       "        },\n",
-       "        stop: function(event, ui) {\n",
-       "            pass_mouse_events = true;\n",
-       "            fig.request_resize(ui.size.width, ui.size.height);\n",
-       "        },\n",
-       "    });\n",
-       "\n",
-       "    function mouse_event_fn(event) {\n",
-       "        if (pass_mouse_events)\n",
-       "            return fig.mouse_event(event, event['data']);\n",
-       "    }\n",
-       "\n",
-       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
-       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
-       "    // Throttle sequential mouse events to 1 every 20ms.\n",
-       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
-       "\n",
-       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
-       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
-       "\n",
-       "    canvas_div.on(\"wheel\", function (event) {\n",
-       "        event = event.originalEvent;\n",
-       "        event['data'] = 'scroll'\n",
-       "        if (event.deltaY < 0) {\n",
-       "            event.step = 1;\n",
-       "        } else {\n",
-       "            event.step = -1;\n",
-       "        }\n",
-       "        mouse_event_fn(event);\n",
-       "    });\n",
-       "\n",
-       "    canvas_div.append(canvas);\n",
-       "    canvas_div.append(rubberband);\n",
-       "\n",
-       "    this.rubberband = rubberband;\n",
-       "    this.rubberband_canvas = rubberband[0];\n",
-       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
-       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
-       "\n",
-       "    this._resize_canvas = function(width, height) {\n",
-       "        // Keep the size of the canvas, canvas container, and rubber band\n",
-       "        // canvas in synch.\n",
-       "        canvas_div.css('width', width)\n",
-       "        canvas_div.css('height', height)\n",
-       "\n",
-       "        canvas.attr('width', width * mpl.ratio);\n",
-       "        canvas.attr('height', height * mpl.ratio);\n",
-       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
-       "\n",
-       "        rubberband.attr('width', width);\n",
-       "        rubberband.attr('height', height);\n",
-       "    }\n",
-       "\n",
-       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
-       "    // upon first draw.\n",
-       "    this._resize_canvas(600, 600);\n",
-       "\n",
-       "    // Disable right mouse context menu.\n",
-       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
-       "        return false;\n",
-       "    });\n",
-       "\n",
-       "    function set_focus () {\n",
-       "        canvas.focus();\n",
-       "        canvas_div.focus();\n",
-       "    }\n",
-       "\n",
-       "    window.setTimeout(set_focus, 100);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_toolbar = function() {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var nav_element = $('<div/>');\n",
-       "    nav_element.attr('style', 'width: 100%');\n",
-       "    this.root.append(nav_element);\n",
-       "\n",
-       "    // Define a callback function for later on.\n",
-       "    function toolbar_event(event) {\n",
-       "        return fig.toolbar_button_onclick(event['data']);\n",
-       "    }\n",
-       "    function toolbar_mouse_event(event) {\n",
-       "        return fig.toolbar_button_onmouseover(event['data']);\n",
-       "    }\n",
-       "\n",
-       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
-       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
-       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
-       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
-       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
-       "\n",
-       "        if (!name) {\n",
-       "            // put a spacer in here.\n",
-       "            continue;\n",
-       "        }\n",
-       "        var button = $('<button/>');\n",
-       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
-       "                        'ui-button-icon-only');\n",
-       "        button.attr('role', 'button');\n",
-       "        button.attr('aria-disabled', 'false');\n",
-       "        button.click(method_name, toolbar_event);\n",
-       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
-       "\n",
-       "        var icon_img = $('<span/>');\n",
-       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
-       "        icon_img.addClass(image);\n",
-       "        icon_img.addClass('ui-corner-all');\n",
-       "\n",
-       "        var tooltip_span = $('<span/>');\n",
-       "        tooltip_span.addClass('ui-button-text');\n",
-       "        tooltip_span.html(tooltip);\n",
-       "\n",
-       "        button.append(icon_img);\n",
-       "        button.append(tooltip_span);\n",
-       "\n",
-       "        nav_element.append(button);\n",
-       "    }\n",
-       "\n",
-       "    var fmt_picker_span = $('<span/>');\n",
-       "\n",
-       "    var fmt_picker = $('<select/>');\n",
-       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
-       "    fmt_picker_span.append(fmt_picker);\n",
-       "    nav_element.append(fmt_picker_span);\n",
-       "    this.format_dropdown = fmt_picker[0];\n",
-       "\n",
-       "    for (var ind in mpl.extensions) {\n",
-       "        var fmt = mpl.extensions[ind];\n",
-       "        var option = $(\n",
-       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
-       "        fmt_picker.append(option);\n",
-       "    }\n",
-       "\n",
-       "    // Add hover states to the ui-buttons\n",
-       "    $( \".ui-button\" ).hover(\n",
-       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
-       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
-       "    );\n",
-       "\n",
-       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
-       "    nav_element.append(status_bar);\n",
-       "    this.message = status_bar[0];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
-       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
-       "    // which will in turn request a refresh of the image.\n",
-       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.send_message = function(type, properties) {\n",
-       "    properties['type'] = type;\n",
-       "    properties['figure_id'] = this.id;\n",
-       "    this.ws.send(JSON.stringify(properties));\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.send_draw_message = function() {\n",
-       "    if (!this.waiting) {\n",
-       "        this.waiting = true;\n",
-       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
-       "    }\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
-       "    var format_dropdown = fig.format_dropdown;\n",
-       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
-       "    fig.ondownload(fig, format);\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
-       "    var size = msg['size'];\n",
-       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
-       "        fig._resize_canvas(size[0], size[1]);\n",
-       "        fig.send_message(\"refresh\", {});\n",
-       "    };\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
-       "    var x0 = msg['x0'] / mpl.ratio;\n",
-       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
-       "    var x1 = msg['x1'] / mpl.ratio;\n",
-       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
-       "    x0 = Math.floor(x0) + 0.5;\n",
-       "    y0 = Math.floor(y0) + 0.5;\n",
-       "    x1 = Math.floor(x1) + 0.5;\n",
-       "    y1 = Math.floor(y1) + 0.5;\n",
-       "    var min_x = Math.min(x0, x1);\n",
-       "    var min_y = Math.min(y0, y1);\n",
-       "    var width = Math.abs(x1 - x0);\n",
-       "    var height = Math.abs(y1 - y0);\n",
-       "\n",
-       "    fig.rubberband_context.clearRect(\n",
-       "        0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
-       "\n",
-       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
-       "    // Updates the figure title.\n",
-       "    fig.header.textContent = msg['label'];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
-       "    var cursor = msg['cursor'];\n",
-       "    switch(cursor)\n",
-       "    {\n",
-       "    case 0:\n",
-       "        cursor = 'pointer';\n",
-       "        break;\n",
-       "    case 1:\n",
-       "        cursor = 'default';\n",
-       "        break;\n",
-       "    case 2:\n",
-       "        cursor = 'crosshair';\n",
-       "        break;\n",
-       "    case 3:\n",
-       "        cursor = 'move';\n",
-       "        break;\n",
-       "    }\n",
-       "    fig.rubberband_canvas.style.cursor = cursor;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
-       "    fig.message.textContent = msg['message'];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
-       "    // Request the server to send over a new figure.\n",
-       "    fig.send_draw_message();\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
-       "    fig.image_mode = msg['mode'];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.updated_canvas_event = function() {\n",
-       "    // Called whenever the canvas gets updated.\n",
-       "    this.send_message(\"ack\", {});\n",
-       "}\n",
-       "\n",
-       "// A function to construct a web socket function for onmessage handling.\n",
-       "// Called in the figure constructor.\n",
-       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
-       "    return function socket_on_message(evt) {\n",
-       "        if (evt.data instanceof Blob) {\n",
-       "            /* FIXME: We get \"Resource interpreted as Image but\n",
-       "             * transferred with MIME type text/plain:\" errors on\n",
-       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
-       "             * to be part of the websocket stream */\n",
-       "            evt.data.type = \"image/png\";\n",
-       "\n",
-       "            /* Free the memory for the previous frames */\n",
-       "            if (fig.imageObj.src) {\n",
-       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
-       "                    fig.imageObj.src);\n",
-       "            }\n",
-       "\n",
-       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
-       "                evt.data);\n",
-       "            fig.updated_canvas_event();\n",
-       "            fig.waiting = false;\n",
-       "            return;\n",
-       "        }\n",
-       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
-       "            fig.imageObj.src = evt.data;\n",
-       "            fig.updated_canvas_event();\n",
-       "            fig.waiting = false;\n",
-       "            return;\n",
-       "        }\n",
-       "\n",
-       "        var msg = JSON.parse(evt.data);\n",
-       "        var msg_type = msg['type'];\n",
-       "\n",
-       "        // Call the  \"handle_{type}\" callback, which takes\n",
-       "        // the figure and JSON message as its only arguments.\n",
-       "        try {\n",
-       "            var callback = fig[\"handle_\" + msg_type];\n",
-       "        } catch (e) {\n",
-       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
-       "            return;\n",
-       "        }\n",
-       "\n",
-       "        if (callback) {\n",
-       "            try {\n",
-       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
-       "                callback(fig, msg);\n",
-       "            } catch (e) {\n",
-       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
-       "            }\n",
-       "        }\n",
-       "    };\n",
-       "}\n",
-       "\n",
-       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
-       "mpl.findpos = function(e) {\n",
-       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
-       "    var targ;\n",
-       "    if (!e)\n",
-       "        e = window.event;\n",
-       "    if (e.target)\n",
-       "        targ = e.target;\n",
-       "    else if (e.srcElement)\n",
-       "        targ = e.srcElement;\n",
-       "    if (targ.nodeType == 3) // defeat Safari bug\n",
-       "        targ = targ.parentNode;\n",
-       "\n",
-       "    // jQuery normalizes the pageX and pageY\n",
-       "    // pageX,Y are the mouse positions relative to the document\n",
-       "    // offset() returns the position of the element relative to the document\n",
-       "    var x = e.pageX - $(targ).offset().left;\n",
-       "    var y = e.pageY - $(targ).offset().top;\n",
-       "\n",
-       "    return {\"x\": x, \"y\": y};\n",
-       "};\n",
-       "\n",
-       "/*\n",
-       " * return a copy of an object with only non-object keys\n",
-       " * we need this to avoid circular references\n",
-       " * http://stackoverflow.com/a/24161582/3208463\n",
-       " */\n",
-       "function simpleKeys (original) {\n",
-       "  return Object.keys(original).reduce(function (obj, key) {\n",
-       "    if (typeof original[key] !== 'object')\n",
-       "        obj[key] = original[key]\n",
-       "    return obj;\n",
-       "  }, {});\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
-       "    var canvas_pos = mpl.findpos(event)\n",
-       "\n",
-       "    if (name === 'button_press')\n",
-       "    {\n",
-       "        this.canvas.focus();\n",
-       "        this.canvas_div.focus();\n",
-       "    }\n",
-       "\n",
-       "    var x = canvas_pos.x * mpl.ratio;\n",
-       "    var y = canvas_pos.y * mpl.ratio;\n",
-       "\n",
-       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
-       "                             step: event.step,\n",
-       "                             guiEvent: simpleKeys(event)});\n",
-       "\n",
-       "    /* This prevents the web browser from automatically changing to\n",
-       "     * the text insertion cursor when the button is pressed.  We want\n",
-       "     * to control all of the cursor setting manually through the\n",
-       "     * 'cursor' event from matplotlib */\n",
-       "    event.preventDefault();\n",
-       "    return false;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
-       "    // Handle any extra behaviour associated with a key event\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.key_event = function(event, name) {\n",
-       "\n",
-       "    // Prevent repeat events\n",
-       "    if (name == 'key_press')\n",
-       "    {\n",
-       "        if (event.which === this._key)\n",
-       "            return;\n",
-       "        else\n",
-       "            this._key = event.which;\n",
-       "    }\n",
-       "    if (name == 'key_release')\n",
-       "        this._key = null;\n",
-       "\n",
-       "    var value = '';\n",
-       "    if (event.ctrlKey && event.which != 17)\n",
-       "        value += \"ctrl+\";\n",
-       "    if (event.altKey && event.which != 18)\n",
-       "        value += \"alt+\";\n",
-       "    if (event.shiftKey && event.which != 16)\n",
-       "        value += \"shift+\";\n",
-       "\n",
-       "    value += 'k';\n",
-       "    value += event.which.toString();\n",
-       "\n",
-       "    this._key_event_extra(event, name);\n",
-       "\n",
-       "    this.send_message(name, {key: value,\n",
-       "                             guiEvent: simpleKeys(event)});\n",
-       "    return false;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
-       "    if (name == 'download') {\n",
-       "        this.handle_save(this, null);\n",
-       "    } else {\n",
-       "        this.send_message(\"toolbar_button\", {name: name});\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
-       "    this.message.textContent = tooltip;\n",
-       "};\n",
-       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
-       "\n",
-       "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
-       "\n",
-       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
-       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
-       "    // object with the appropriate methods. Currently this is a non binary\n",
-       "    // socket, so there is still some room for performance tuning.\n",
-       "    var ws = {};\n",
-       "\n",
-       "    ws.close = function() {\n",
-       "        comm.close()\n",
-       "    };\n",
-       "    ws.send = function(m) {\n",
-       "        //console.log('sending', m);\n",
-       "        comm.send(m);\n",
-       "    };\n",
-       "    // Register the callback with on_msg.\n",
-       "    comm.on_msg(function(msg) {\n",
-       "        //console.log('receiving', msg['content']['data'], msg);\n",
-       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
-       "        ws.onmessage(msg['content']['data'])\n",
-       "    });\n",
-       "    return ws;\n",
-       "}\n",
-       "\n",
-       "mpl.mpl_figure_comm = function(comm, msg) {\n",
-       "    // This is the function which gets called when the mpl process\n",
-       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
-       "\n",
-       "    var id = msg.content.data.id;\n",
-       "    // Get hold of the div created by the display call when the Comm\n",
-       "    // socket was opened in Python.\n",
-       "    var element = $(\"#\" + id);\n",
-       "    var ws_proxy = comm_websocket_adapter(comm)\n",
-       "\n",
-       "    function ondownload(figure, format) {\n",
-       "        window.open(figure.imageObj.src);\n",
-       "    }\n",
-       "\n",
-       "    var fig = new mpl.figure(id, ws_proxy,\n",
-       "                           ondownload,\n",
-       "                           element.get(0));\n",
-       "\n",
-       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
-       "    // web socket which is closed, not our websocket->open comm proxy.\n",
-       "    ws_proxy.onopen();\n",
-       "\n",
-       "    fig.parent_element = element.get(0);\n",
-       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
-       "    if (!fig.cell_info) {\n",
-       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
-       "        return;\n",
-       "    }\n",
-       "\n",
-       "    var output_index = fig.cell_info[2]\n",
-       "    var cell = fig.cell_info[0];\n",
-       "\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
-       "    var width = fig.canvas.width/mpl.ratio\n",
-       "    fig.root.unbind('remove')\n",
-       "\n",
-       "    // Update the output cell to use the data from the current canvas.\n",
-       "    fig.push_to_output();\n",
-       "    var dataURL = fig.canvas.toDataURL();\n",
-       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
-       "    // the notebook keyboard shortcuts fail.\n",
-       "    IPython.keyboard_manager.enable()\n",
-       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
-       "    fig.close_ws(fig, msg);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
-       "    fig.send_message('closing', msg);\n",
-       "    // fig.ws.close()\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
-       "    // Turn the data on the canvas into data in the output cell.\n",
-       "    var width = this.canvas.width/mpl.ratio\n",
-       "    var dataURL = this.canvas.toDataURL();\n",
-       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.updated_canvas_event = function() {\n",
-       "    // Tell IPython that the notebook contents must change.\n",
-       "    IPython.notebook.set_dirty(true);\n",
-       "    this.send_message(\"ack\", {});\n",
-       "    var fig = this;\n",
-       "    // Wait a second, then push the new image to the DOM so\n",
-       "    // that it is saved nicely (might be nice to debounce this).\n",
-       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_toolbar = function() {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var nav_element = $('<div/>');\n",
-       "    nav_element.attr('style', 'width: 100%');\n",
-       "    this.root.append(nav_element);\n",
-       "\n",
-       "    // Define a callback function for later on.\n",
-       "    function toolbar_event(event) {\n",
-       "        return fig.toolbar_button_onclick(event['data']);\n",
-       "    }\n",
-       "    function toolbar_mouse_event(event) {\n",
-       "        return fig.toolbar_button_onmouseover(event['data']);\n",
-       "    }\n",
-       "\n",
-       "    for(var toolbar_ind in mpl.toolbar_items){\n",
-       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
-       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
-       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
-       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
-       "\n",
-       "        if (!name) { continue; };\n",
-       "\n",
-       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
-       "        button.click(method_name, toolbar_event);\n",
-       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
-       "        nav_element.append(button);\n",
-       "    }\n",
-       "\n",
-       "    // Add the status bar.\n",
-       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
-       "    nav_element.append(status_bar);\n",
-       "    this.message = status_bar[0];\n",
-       "\n",
-       "    // Add the close button to the window.\n",
-       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
-       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
-       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
-       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
-       "    buttongrp.append(button);\n",
-       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
-       "    titlebar.prepend(buttongrp);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._root_extra_style = function(el){\n",
-       "    var fig = this\n",
-       "    el.on(\"remove\", function(){\n",
-       "\tfig.close_ws(fig, {});\n",
-       "    });\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
-       "    // this is important to make the div 'focusable\n",
-       "    el.attr('tabindex', 0)\n",
-       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
-       "    // off when our div gets focus\n",
-       "\n",
-       "    // location in version 3\n",
-       "    if (IPython.notebook.keyboard_manager) {\n",
-       "        IPython.notebook.keyboard_manager.register_events(el);\n",
-       "    }\n",
-       "    else {\n",
-       "        // location in version 2\n",
-       "        IPython.keyboard_manager.register_events(el);\n",
-       "    }\n",
-       "\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
-       "    var manager = IPython.notebook.keyboard_manager;\n",
-       "    if (!manager)\n",
-       "        manager = IPython.keyboard_manager;\n",
-       "\n",
-       "    // Check for shift+enter\n",
-       "    if (event.shiftKey && event.which == 13) {\n",
-       "        this.canvas_div.blur();\n",
-       "        // 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"
-      ],
+      "image/png": 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\n",
       "text/plain": [
-       "<IPython.core.display.Javascript object>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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hK+88oq2bNmib775RrNnz1azZs30wx/+UFu2bKnx7VfnggsuUF5eXspL2rdu3ao2bdpU+5LRxHpdsGBB8lUMCTV9yWh1a6Qy48aNUxRFaS+/j3Nfq81LRhPn4txzz025/KWXXlIURbrpppsk1fyxcNSoUapXr57mz5+fcvn06dNVr169tFcDnHPOOerdu3fKZVEUqWnTpinF4tNPP1VmZmbKs8edOnVScXGxvvnmm+RlW7duVdu2bVVSUpLyjNSLL76o+vXr65prrtF9992nKIpSXhUh/Xft7Pg4OnjwYOXm5iZvrzaFcGe3KcV7yegDDzygKIo0ceLEKq9T01yQvsvIvLw8/fvf/05e9uabbyqKIjVv3lzr169PXj59+nRFUaQZM2ak3G5l51KS3nvvPUVRpAkTJtToewP2FhRC4Hs1KYTFxcXJQrh06dJKA0j67hmZzMzMZLAkgvLdd99Nud6FF16ojIwMbdiwIeXy448/XkcffXTKZY8//rhOOOEE5efnp2ykc3NzU65XVSG86667Uq63fPlyRVGU/OnymjVrVFRUpEMPPVQTJkyo9ie2O/rss890+eWXq6SkRJmZmSnH99vf/jZ5ve7du6tRo0YaPXq0Fi5cmPbyspocQ+KZ1R03W4lngi644AJJ0p///GdFUZT28t0dVVYIFy9erN69e6tx48ZpxeWVV15JXq+qEnXRRRepUaNG2rx5c9ozYs2aNUs+k3XnnXcqiiL94x//SPn8LVu2qH79+jvdMG3YsEG5ubm68cYbk99L7969NWPGDOXk5Gj9+vX66KOPFEWpv6tWm0I4fPjwlMs3btyYdn4rk7j/jRs3TosWLUqb888/f7cUwsQ7io4fP14zZsxQRkaGPvzwQ0l7RyHccQ477LBKX+Jc20JYXFysM888M+3yxL/R9uf6X//6ly688EI1bdpUGRkZKce1/bNN1ZWumq6RygwZMkQZGRkppU+Kd1/blUL45JNPpn2stLQ0+eqPXXkslKR+/fqpW7duKZcl3mRm8uTJKZdHUaS+ffum3UazZs10xRVXJD83IyNDgwcPTrteolwvW7as0stzcnL005/+NO3zEveLHX9t4K677kop67UphDu7TSleIbzwwguVm5ub9jvC26tpLkjfnevjjz8+5XqbNm1SFEW68MILUy5PvPT8D3/4Q/Kyqs6l9N1LSaMoqvRNroC9GYUQ+F7cl4y+8MILiqJIDz74YNp1R48erSiKkj+BrOoX+Pv376/8/Py0z99xU5j4HbAf//jHmjZtmhYuXKhFixbpkksuSdsUVVUId/wdrsqCfsmSJbrgggtUVFSU/GnpjTfeWO3vBW3btk3t2rVTkyZNNH78eD333HN67bXX9Morr6RtGD7//HMNGTJEpaWliqJIBQUF6tevn1atWlXjY7j00ktVv379So+lVatWOvnkkyVJN910k6Io0kcffVTlsUvphbCsrEz5+fk66qij9OCDD+qFF17QokWL9Kc//UlRlPrysKpK1Mknn1zts2Hdu3eXlH4/2V7Tpk1rtGHq0aNH8tnokpISjR8/Xv/5z39Uv359zZ49W/fee2/av0NtCmFl5WnH81sZF79DmFhXAwcOVPv27XX22WerZ8+eyevtzkLYo0cPtWnTptKPrVq1KuWZJum//9YPPPCAFi1apHnz5unyyy9XFEU69dRT026jtoWwXr16GjhwYNrlEyZMSDnX33zzjfbff38dfPDBmjhxohYsWKBFixZp6tSpaY8HVZ2bOGukMpdddpmys7PTLo9zX9uVQvjiiy+mfey4445T+/btk/9fm8dC6bvfCW7UqFFKgZC+e6aqfv36ac+eVnX/3v5xvLy8XFEUafTo0WnXe/DBByv9nv79738rOzs77VnfhKoyacfHhtoUwp3dphSvEJ588sk6+OCDq71OTXNB+u/vEO6osnNR2X2yqnMp/bdYXnvttdUeL7C3oRAC39tZIUy89CQRyrV5hrC2hfDcc8/VQQcdlPaL6hdddNFuLYQJFRUVevPNN3XNNdcoitLf+GJ7//znPxVFUdpPSxMvnamqMJSVlekPf/iD8vPz0958obpj2NlPghM/ba/tM4R33HGHoihKPruUMHHixBoXwr59+2rfffet9BmxRYsWJX+CvqvPEErS2LFjVb9+fb366qspzxQcf/zxuvbaa3XhhRfqkEMOSfkcq4Uw8eYymZmZKS8v3J2F8Cc/+Yn22WefSt80IvFSw+1f2lbV48rAgQMr/XfZ088QPvXUU4qiKO1ljnPnzq1xIYyzRipz/fXXK4qilDexkdwVwp09Q7i9OI+FkjRr1ixlZGSk/ZDn/PPP1ymnnFLp97WzQrhu3TplZmZW+wzh9s/Kbd26VV27dlXTpk114IEHqmPHjtq0aVPK59W0vCV+yLHjK0y++OILZ4VwdzxDuP2zsLtaCKs6l9J//712dj8B9jYUQuB7NfmzEw0bNkwGzrZt29SiRQu1b98+ZXO4bt06FRcX68QTT0xetquF8LzzztOhhx6acp1Vq1apoKBgjxTC7TVq1Eg//vGPq/z4kiVLFEXpv0v2i1/8okaF4ZxzzlGTJk1qfAx/+9vfFEWRbrvttpTrPPHEEymb8Q8++ED16tVTv379qr3tHQvh+PHjFUVRyrOWFRUVOvbYY9M2u+edd56Ki4vTbvOhhx5SFO38pXOJHyrU9ncIpf/+ftUpp5yikpKS5OU33HCD2rVrp6ZNm6ZtJCvboFX1vfhUCCXpkksu0Y9+9KOUN5HYnYUw8TtZO74hivTdpjQzMzPlzUCqelz56quvVFRUlPKH2aU9/zuEM2bMUBRFae8Qm3iTlu0fD37+858riqK0N9SIs0Yqk/idsB2fuYpzX6vq2CSpcePGKW8wlLCz3yGs7Bm47e3ssVD67pmqHV+OmHiTmT//+c9p169JIZS++wFPs2bNUr7fbdu26Ygjjkj7HcJf/epXyszM1LPPPquFCxcqKytLV199dcrt17S8VVRUKDc3N+0xJPHKg9oWwqrOUWUS95d77723yuvUNBekXSuE1Z1L6b/3pe1/dx7wAYUQ+N6Of0D6hRde0JQpU1L+MP28efNSPiexcT/99NP11FNP6fHHH9cxxxxT5buM1rYQJjahgwYN0t///ndNnjxZrVq1UuvWrXdbIXz66ad12mmn6c9//rPmzp2rOXPm6IorrlAURWnvlre9zZs3q1WrViotLdVf/vIXzZ49W1deeaUOOeSQlA3DmjVr1KFDB9188816+umnNX/+fN18883Kzc1NvuFJTY4h8W5yWVlZGjlypObOnatbb71VBQUFVb7LaJ8+fTRlyhQ9++yzGj9+fPJ37hLnYPtCuGzZMmVnZ6tbt26aNWuWpk6dqp49eyb/rbff7CbO65133qlXX301uenfunVr8u3fR40apWeeeUbPPvusJk+erP79+6e8idBPf/pTZWRkaNiwYcl3Gd1///1r9C6j0nebwsTL2rZ/J7/Em4REUeqbFkmVb9Cq+l58K4SVqaoQ/s///I+eeOKJtNnxma/tbdq0SR07dlRBQYFuuukm/e1vf9P06dN12WWXKSMjI23jXd0Pmn73u98pilJfdt61a1cdcMABlR7Xjs/qbe+tt95SXl6eDj/8cD366KOaMWOGevXqpQMOOCDlXH/xxRcqKipSu3btNHXqVD399NPq27dv8v69fSFMHPuIESP0yiuvaNGiRdq0aVOsNVKZxO+17ripjnNfq+rYEv+GxcXFmjFjRsoz8tu/y+ill16q2bNna+LEiSouLlaLFi305ZdfSqr5Y+GObyqzdetW7bfffrrllltSjn3atGnKzMzUZ599Vun3VZNCmHiX0eOOO05PPPFE8l1kd3yX0Tlz5igzMzPl3+qWW25JexyIU94GDhyo3Nxc3XrrrXr22Wc1duzY5J+3qW0hrOocffjhh6pXr54uueSS5HUT7zKalZWlYcOG6ZlnntHMmTN14403pr3LaE1yYVcKYXXnUpJuvfVW1atXr9LfDwb2ZhRC4Hs7vvlDdna2iouL1bVrV40dOzbtpSgJ06dP13HHHafc3Fzl5+erR48eKX8bSdr1QihJv/3tb9WyZUvl5OTosMMO08SJE5O3u73aFsLly5frwgsvVKtWrZSXl6eGDRvq2GOPrfQX53e0dOlS9ezZU4WFhSoqKtKPf/zj5KYvsWHYuHGjrrjiCh155JHaZ599lJeXp0MPPVQjRoxIvrS2psewYcMG/fKXv1RpaamysrLUvHlzDRo0qNIQfuCBB3TMMccoNzc3uTnYftNb2ZvKPP3002rXrp1yc3PVokULXXfddXrmmWfSNrtfffWV+vTpo0aNGiXfnCNhy5YtuuWWW5K3U1BQoDZt2ujyyy/Xe++9l7zepk2bdO2116q4uFi5ubnJv7kW5w/Tn3vuuYqiSA8//HDyss2bNys/P1+ZmZlp/y6VbdCq+l4sF8KqZmfPmv/nP//RsGHD1Lp1a2VnZ6tBgwbq2LGj7rrrrrSXklZXCDds2JD251+q+puQUbTzv9X20ksvqVOnTsrJyVGzZs103XXXVfp3CF9++WUdf/zxatCggZo0aaKBAwdq8eLFad/7pk2bNHDgQDVp0iR5n0jcTk3XSFW6dOmS9s7Hce5r1R3bm2++qRNPPFENGjRI+XdLnIs5c+aoX79+atSoUfLPH2y/Jmv6OJS4/yW+38S7/q5cuTLlej/96U+rPHc1LYTSf/8OYX5+vvLy8tSpU6eUv1f4ySefqLi4WN27d0951rmiokK9e/dWo0aNkv9Gccrb2rVrNXDgQDVt2lT5+fnq3bu3Pvzww10qhFWdo8R9YMfvfcOGDbrxxhuTa27fffdV9+7dU34loKa5sCuFsLpzKX13v67s3UeBvR2FEAAAOPXkk0+qXr16lb6h0p5Sk3eS3hWDBg3SUUcdlXLZpk2b1LBhQ40fP36PfE24s7Nz+f777ysjI0Nz5sxxfGTArqMQAgAApyoqKtSpU6cqn/3dE/Z0IUTYBgwYkPJupoBPKIQAAMC5t956S2PGjKn23SN3Jwoh9pQtW7Zo9OjRaX9rGPAFhRAAAAAAAkUhBAAAAIBAUQgBAAAAIFAUQgAAAAAIFIXQc9u2bVN5ebnWrFmjtWvXMgzDMAzDMIz3s2bNGpWXlzt746mQUQg9V15eXu0fWGYYhmEYhmEYX6e8vLyut9vmUQg9t2bNmuRiqeuf5DAMwzAMwzDM7pjEkx5r1qyp6+22eRRCz61du1ZRFGnt2rV1fSgAAADAbsEe1x0KoedYLAAAALCGPa47FELPsVgAAABgDXtcdyiEnmOxAAAAwBr2uO5QCD3HYgEAAIA17HHdoRB6jsUCAAAAa9jjukMh9ByLBQAAANawx3WHQug5FgsAAACsYY/rDoXQcywWAAAAWMMe1x0KoedYLAAAALCGPa47FELPsVgAAABgDXtcdyiEnmOxAAAAwBr2uO5QCD3HYgEAAIA17HHdoRB6jsUCAAAAa9jjukMh9ByLBQAAANawx3WHQug5FgsAAACsYY/rDoXQcywWAAAAWMMe1x0KoedYLAAAALCGPa47FELPsVgAAABgDXtcdyiEnmOxAAAAwBr2uO5QCD3HYgEAAIA17HHdoRB6jsUCAAAAa9jjukMh9ByLBQAAANawx3WHQrib3HnnnTriiCNUWFiowsJCderUSbNmzar2c+bPn6+jjjpKOTk5OuiggzRhwoTYX5fFAgAAAGvY47pDIdxNZsyYoZkzZ+rdd9/Vu+++q+uvv15ZWVl6++23K73+ypUr1aBBAw0ZMkRLly7VxIkTlZWVpSeffDLW12WxAAAAwBr2uO5QCPegoqIi3XPPPZV+bNiwYWrTpk3KZZdffrk6deoU62uwWAAAAGANe1x3KIR7wNatW/XII48oOztb77zzTqXX6dKli66++uqUy6ZOnar69etr8+bNVd72xo0btXbt2uSUl5ezWBBbWVmZXn/9dWYPTGFssvcAACAASURBVFlZWV2fXgAICplmM9MohO5QCHejJUuWKD8/X/Xq1VPDhg01c+bMKq/bunVrjRkzJuWyl156SVEU6ZNPPqny80aMGKEoitKGxYKaKisrU25ebqX3I2bXJzcvl1IIAI6QaXYzjULoDoVwN9q0aZPee+89LVq0SMOHD9d+++1X5TOErVu31tixY1Mue/HFFxVFkVatWlXl1+AZQuyq119//bsH+vMiRZcxu3XO+y5AX3/99bo+zQAQBDLNbqZRCN2hEO5BPXr00GWXXVbpx2r7ktEdsVgQVzI8L4sUjWR261xWt+EJAKEh0+xmGntcdyiEe1D37t3Vv3//Sj82bNgwHXbYYSmXXXHFFbypDPY4wtNueAJAaMg0u5nGHtcdCuFu8n//9396/vnn9cEHH2jJkiW6/vrrlZmZqTlz5kiShg8frn79+iWvn/izE0OHDtXSpUt177338mcn4AThaTc8ASA0ZJrdTGOP6w6FcDe55JJLVFpaquzsbDVp0kQ9evRIlkFJ6t+/v7p27ZryOfPnz1eHDh2UnZ2tli1b8ofp4QThaTc8ASA0ZJrdTGOP6w6F0HMsFsRFeNoNTwAIDZlmN9PY47pDIfQciwVxEZ52wxMAQkOm2c009rjuUAg9x2JBXISn3fAEgNCQaXYzjT2uOxRCz7FYEBfhaTc8ASA0ZJrdTGOP6w6F0HMsFsRFeNoNTwAIDZlmN9PY47pDIfQciwVxEZ52wxMAQkOm2c009rjuUAg9x2JBXISn3fAEgNCQaXYzjT2uOxRCz7FYEBfhaTc8ASA0ZJrdTGOP6w6F0HMsFsRFeNoNTwAIDZlmN9PY47pDIfQciwVxEZ52wxMAQkOm2c009rjuUAg9x2JBXISn3fAEgNCQaXYzjT2uOxRCz7FYEBfhaTc8ASA0ZJrdTGOP6w6F0HMsFsRFeNoNTwAIDZlmN9PY47pDIfQciwVxEZ52wxMAQkOm2c009rjuUAg9x2JBXISn3fAEgNCQaXYzjT2uOxRCz7FYEBfhaTc8ASA0ZJrdTGOP6w6F0HMsFsRFeNoNTwAIDZlmN9PY47pDIfQciwVxEZ52wxMAQkOm2c009rjuUAg9x2JBXISn3fAEgNCQaXYzjT2uOxRCz7FYEBfhaTc8ASA0ZJrdTGOP6w6F0HMsFsRFeNoNTwAIDZlmN9PY47pDIfQciwVxEZ52wxMAQkOm2c009rjuUAg9x2JBXISn3fAEgNCQaXYzjT2uOxRCz7FYEBfhaTc8ASA0ZJrdTGOP6w6F0HMsFsRFeNoNTwAIDZlmN9PY47pDIfQciwVxEZ52wxMAQkOm2c009rjuUAg9x2JBXISn3fAEgNCQaXYzjT2uOxRCz7FYEBfhaTc8ASA0ZJrdTGOP6w6F0HMsFsRFeNoNTwAIDZlmN9PY47pDIfQciwVxEZ52wxMAQkOm2c009rjuUAg9x2JBXISn3fAEgNCQaXYzjT2uOxRCz7FYEBfhaTc8ASA0ZJrdTGOP6w6F0HMsFsRFeNoNTwAIDZlmN9PY47pDIfQciwVxEZ52wxMAQkOm2c009rjuUAg9x2JBXISn3fAEgNCQaXYzjT2uOxRCz7FYEBfhaTc8ASA0ZJrdTGOP6w6F0HMsFsRFeNoNTwAIDZlmN9PY47pDIfQciwVxEZ52wxMAQkOm2c009rjuUAg9x2JBXISn3fAEgNCQaXYzjT2uOxRCz7FYEBfhaTc8ASA0ZJrdTGOP6w6F0HMsFsRFeNoNTwAIDZlmN9PY47pDIfQciwVxEZ52wxMAQkOm2c009rjuUAg9x2JBXISn3fAEgNCQaXYzjT2uOxRCz7FYEBfhaTc8ASA0ZJrdTGOP6w6F0HMsFsRFeNoNTwAIDZlmN9PY47pDIfQciwVxEZ52wxMAQkOm2c009rjuUAg9x2JBXISn3fAEgNCQaXYzjT2uOxRCz7FYEBfhaTc8ASA0ZJrdTGOP6w6F0HMsFsRFeNoNTwAIDZlmN9PY47pDIfQciwVxEZ52wxMAQkOm2c009rjuUAg9x2JBXISn3fAEgNCQaXYzjT2uOxRCz7FYEBfhaTc8ASA0ZJrdTGOP6w6F0HMsFsRFeNoNTwAIDZlmN9PY47pDIfQciwVxEZ52wxMAQkOm2c009rjuUAg9x2JBXISn3fAEgNCQaXYzjT2uOxRCz7FYEBfhaTc8ASA0ZJrdTGOP6w6F0HMsFsRFeNoNTwAIDZlmN9PY47pDIfQciwVxEZ52wxMAQkOm2c009rjuUAg9x2JBXISn3fAEgNCQaXYzjT2uOxRCz7FYEBfhaTc8ASA0ZJrdTGOP6w6F0HMsFsRFeNoNTwAIDZlmN9PY47pDIfQciwVxEZ52wxMAQkOm2c009rjuUAg9x2JBXISn3fAEgNCQaXYzjT2uOxRCz7FYEBfhaTc8ASA0ZJrdTGOP6w6F0HMsFsRFeNoNTwAIDZlmN9PY47pDIfQciwVxEZ52wxMAQkOm2c009rjuUAg9x2JBXISn3fAEgNCQaXYzjT2uOxRCz7FYEBfhaTc8ASA0ZJrdTGOP6w6F0HMsFsRFeNoNTwAIDZlmN9PY47pDIfQciwVxEZ52wxMAQkOm2c009rjuUAg9x2JBXISn3fAEgNCQaXYzjT2uOxRCz7FYEBfhaTc8ASA0ZJrdTGOP6w6F0HMsFsRFeNoNTwAIDZlmN9PY47pDIfQciwVxEZ52wxMAQkOm2c009rjuUAg9x2JBXISn3fAEgNCQaXYzjT2uOxRCz7FYEBfhaTc8ASA0ZJrdTGOP6w6F0HMsFsRFeNoNTwAIDZlmN9PY47pDIfQciwVxEZ52wxMAQkOm2c009rjuUAg9x2JBXISn3fAEgNCQaXYzjT2uOxRCz7FYEBfhaTc8ASA0ZJrdTGOP6w6F0HMsFsRFeNoNTwAIDZlmN9PY47pDIfQciwVxEZ52wxMAQkOm2c009rjuUAg9x2JBXISn3fAEgNCQaXYzjT2uOxRCz7FYEBfhaTc8ASA0ZJrdTGOP6w6F0HMslvg2bNigs88+W61bt1a7du3Uq1cvffDBB3V9WM4QnnbDEwBCQ6bZzTT2uO5QCD3HYolvw4YNmjlzpioqKiRJf/jDH9SzZ886Pip3CE+74QkAoSHT7GYae1x3KISeY7HsukWLFqlVq1Z1fRjOEJ52wxMAQkOm2c009rjuUAg9x2LZdf369dM111xT14fhDOFpNzwBIDRkmt1MY4/rDoVwNxk7dqw6duyogoICNWnSRGeffbaWL19e7ec899xz3z2I7TDLli2r8ddlseyaMWPGqFOnTlq/fn1dH4ozhKfd8ASA0JBpdjONPa47FMLdpFevXpo0aZLefvttvfnmmzrjjDN04IEHat26dVV+TqIQvvvuu1q1alVytm7dWuOvy2KpvZtvvllHH320vv7667o+FKcIT7vhCQChIdPsZhp7XHcohHvI6tWrFUWRFixYUOV1EoVwVwoJi6V2br31Vh111FH66quv6vpQnCM87YYnAISGTLObaexx3aEQ7iHvvfeeoijSW2+9VeV1EoWwZcuWatasmbp376558+ZVe7sbN27U2rVrk1NeXs5iiSnxb3bwwQerXbt2ateunY499ti6PixnCE+74QkAoSHT7GYahdAdCuEeUFFRod69e6tz587VXm/58uW6++679frrr+vll1/WoEGDlJGRUe2ziiNGjKj09w5ZLKgpwtNueAJAaMg0u5lGIXSHQrgHDB48WKWlpSovL4/9uWeeeaZ69+5d5cd5hhC7ivC0G54AEBoyzW6mUQjdoRDuZldddZVKSkq0cuXKWn3+TTfdpDZt2tT4+iwWxEV42g1PAAgNmWY309jjukMh3E0qKip05ZVXav/999eKFStqfTs/+tGPdNJJJ9X4+iwWxEV42g1PAAgNmWY309jjukMh3E0GDRqkhg0bav78+Sl/QuLbb79NXmf48OHq169f8v9vv/12TZs2TStWrNDbb7+t4cOHK4oiTZkypcZfl8WCuAhPu+EJAKEh0+xmGntcdyiEu0llb/QSRZEmTZqUvE7//v3VtWvX5P+PGzdOrVq1Um5uroqKitS5c2fNnDkz1tdlsSAuwtNueAJAaMg0u5nGHtcdCqHnWCyIi/C0G54AEBoyzW6mscd1h0LoORYL4iI87YYnAISGTLObaexx3aEQeo7FgrgIT7vhCQChIdPsZhp7XHcohJ5jsSAuwtNueAJAaMg0u5nGHtcdCqHnWCyIi/C0G54AEBoyzW6mscd1h0LoORYL4iI87YYnAISGTLObaexx3aEQeo7FgrgIT7vhCQChIdPsZhp7XHcohJ5jsSAuwtNueAJAaMg0u5nGHtcdCqHnWCyIi/C0G54AEBoyzW6mscd1h0LoORYL4iI87YYnAISGTLObaexx3aEQeo7FgrgIT7vhCQChIdPsZhp7XHcohJ5jsSAuwtNueAJAaMg0u5nGHtcdCqHnWCyIi/C0G54AEBoyzW6mscd1h0LoORYL4iI87YYnAISGTLObaexx3aEQeo7FgrgIT7vhCQChIdPsZhp7XHcohJ5jsSAuwtNueAJAaMg0u5nGHtcdCqHnWCyIi/C0G54AEBoyzW6mscd1h0LoORYL4iI87YYnAISGTLObaexx3aEQeo7FgrgIT7vhCQChIdPsZhp7XHcohJ5jsSAuwtNueAJAaMg0u5nGHtcdCqHnWCyIi/C0G54AEBoyzW6mscd1h0LoORYL4iI87YYnAISGTLObaexx3aEQeo7FgrgIT7vhCQChIdPsZhp7XHcohJ5jsSAuwtNueAJAaMg0u5nGHtcdCqHnWCyIi/C0G54AEBoyzW6mscd1h0LoORYL4iI87YYnAISGTLObaexx3aEQeo7FgrgIT7vhCQChIdPsZhp7XHcohJ5jsSAuwtNueAJAaMg0u5nGHtcdCqHnWCyIi/C0G54AEBoyzW6mscd1h0LoORYL4iI87YYnAISGTLObaexx3aEQeo7FgrgIT7vhCQChIdPsZhp7XHcohJ5jsSAuwtNueAJAaMg0u5nGHtcdCqHnWCyIi/C0G54AEBoyzW6mscd1h0LoORYL4iI87YYnAISGTLObaexx3aEQeo7FgrgIT7vhCQChIdPsZhp7XHcohJ5jsSAuwtNueAJAaMg0u5nGHtcdCqHnWCyIi/C0G54AEBoyzW6mscd1h0LoORYL4iI87YYnAISGTLObaexx3aEQeo7FgrgIT7vhCQChIdPsZhp7XHcohJ5jsSAuwtNueAJAaMg0u5nGHtcdCqHnWCyIi/C0G54AEBoyzW6mscd1h0LoORYL4iI87YYnAISGTLObaexx3aEQeo7FgrgIT7vhCQChIdPsZhp7XHcohJ5jsSAuwtNueAJAaMg0u5nGHtcdCqHnWCyIi/C0G54AEBoyzW6mscd1h0LoORYL4iI87YYnAISGTLObaexx3aEQeo7FgrgIT7vhCQChIdPsZhp7XHcohJ5jsSAuwtNueAJAaMg0u5nGHtcdCqHnWCyIi/C0G54AEBoyzW6mscd1h0LoORYL4iI87YYnAISGTLObaexx3aEQeo7FgrgIT7vhCQChIdPsZhp7XHcohJ5jsSAuwtNueAJAaMg0u5nGHtcdCqHnWCyIi/C0G54AEBoyzW6mscd1h0LoORYL4iI87YYnAISGTLObaexx3aEQeo7FgrgIT7vhCQChIdPsZhp7XHcohJ5jsSAuwtNueAJAaMg0u5nGHtcdCqHnWCyIi/C0G54AEBoyzW6mscd1h0LoORYL4iI87YYnAISGTLObaexx3aEQeo7FgrgIT7vhCQChIdPsZhp7XHcohJ5jsSAuwtNueAJAaMg0u5nGHtcdCqHnWCyIi/C0G54AEBoyzW6mscd1h0LoORYL4iI87YYnAISGTLObaexx3aEQeo7FgrgIT7vhCQChIdPsZhp7XHcohJ5jsSAuwtNueAJAaMg0u5nGHtcdCqHnWCyIi/C0G54AEBoyzW6mscd1h0LoORYL4iI87YYnAISGTLObaexx3aEQeo7FgrgIT7vhCQChIdPsZhp7XHcohJ5jsSAuwtNueAJAaMg0u5nGHtcdCqHnWCyIi/C0G54AEBoyzW6mscd1h0LoORYL4iI87YYnAISGTLObaexx3aEQeo7FgrgIT7vhCQChIdPsZhp7XHcohJ5jsSAuwtNueAJAaMg0u5nGHtcdCqHnWCyIi/C0G54AEBoyzW6mscd1h0LoORYL4iI87YYnAISGTLObaexx3aEQeo7FgrgIT7vhCQChIdPsZhp7XHcohJ5jsSAuwtNueAJAaMg0u5nGHtcdCqHnWCyIi/C0G54AEBoyzW6mscd1h0LoORYL4iI87YYnAISGTLObaexx3aEQeo7FgrgIT7vhCQChIdPsZhp7XHcohJ5jsSAuwtNueAJAaMg0u5nGHtcdCqHnWCyIi/C0G54AEBoyzW6mscd1h0LoORYL4iI87YYnAISGTLObaexx3aEQeo7FgrgIT7vhCQChIdPsZhp7XHcohJ5jsSAuwtNueAJAaMg0u5nGHtcdCqHnWCyIi/C0G54AEBoyzW6mscd1h0LoORYL4iI87YYnAISGTLObaexx3aEQeo7FgrgIT7vhCQChIdPsZhp7XHcohLvJ2LFj1bFjRxUUFKhJkyY6++yztXz58p1+3vz583XUUUcpJydHBx10kCZMmBDr67JYEBfhaTc8ASA0ZJrdTGOP6w6FcDfp1auXJk2apLfffltvvvmmzjjjDB144IFat25dlZ+zcuVKNWjQQEOGDNHSpUs1ceJEZWVl6cknn6zx12WxIC7C0254AkBoyDS7mcYe1x0K4R6yevVqRVGkBQsWVHmdYcOGqU2bNimXXX755erUqVONvw6LBXERnnbDEwBCQ6bZzTT2uO5QCPeQ9957T1EU6a233qryOl26dNHVV1+dctnUqVNVv359bd68uUZfh8WCuAhPu+EJAKEh0+xmGntcdyiEe0BFRYV69+6tzp07V3u91q1ba8yYMSmXvfTSS4qiSJ988kmln7Nx40atXbs2OeXl5XW6WMrKyvT6668ze2jKysp2+zkjPO2GJwCEhkyzm2kUQncohHvA4MGDVVpaqvLy8mqv17p1a40dOzblshdffFFRFGnVqlWVfs6IESO+e+DbYepisZSVlSk3L7fS42F2z+Tm5e72Ukh47sGhEAKAU2Sa3UyjELpDIdzNrrrqKpWUlGjlypU7vW5tXjK6Nz1DmHwQPu/7Bw1m9855e+aBmPDcg0MhBACnyDS7mUYhdIdCuJtUVFToyiuv1P77768VK1bU6HOGDRumww47LOWyK664wps3leFB2M8HYs6bf+cMAFA5Ms1uplEI3aEQ7iaDBg1Sw4YNNX/+fK1atSo53377bfI6w4cPV79+/ZL/n/izE0OHDtXSpUt17733evVnJ3gQ9vOBmPPm3zkDAFSOTLObaRRCdyiEu0lVvwM2adKk5HX69++vrl27pnze/Pnz1aFDB2VnZ6tly5Ze/WF6HoT9fCDmvPl3zgAAlSPT7GYahdAdCqHnKISGh0Lo31AIAcApMs1uplEI3aEQeo5CaHgohP4NhRAAnCLT7GYahdAdCqHnKISGh0Lo31AIAcApMs1uplEI3aEQeo5CaHgohP4NhRAAnCLT7GYahdAdCqHnKISGh0Lo31AIAcApMs1uplEI3aEQeo5CaHgohP4NhRAAnCLT7GYahdAdCqHnKISGh0Lo31AIAcApMs1uplEI3aEQeo5CaHgohP4NhRAAnCLT7GYahdAdCqHnKISGh0Lo31AIAcApMs1uplEI3aEQeo5CaHgohP4NhRAAnCLT7GYahdAdCqHnKISGh0Lo31AIAcApMs1uplEI3aEQeo5CaHgohP4NhRAAnCLT7GYahdAdCqHnKISGh0Lo31AIAcApMs1uplEI3aEQeo5CaHgohP4NhRAAnCLT7GYahdAdCqHnKISGh0Lo31AIAcApMs1uplEI3aEQeo5CaHgohP4NhRAAnCLT7GYahdAdCqHnKISGh0Lo31AIAcApMs1uplEI3aEQeo5CaHgohP4NhRAAnCLT7GYahdAdCqHnKISGh0Lo31AIAcApMs1uplEI3aEQeo5CaHgohP4NhRAAnCLT7GYahdAdCqHnKISGh0Lo31AIAcApMs1uplEI3aEQeo5CaHgohP4NhRAAnCLT7GYahdAdCqHnKISGh0Lo31AIAcApMs1uplEI3aEQeo5CaHgohP4NhRAAnCLT7GYahdAdCqHnKISGh0Lo31AIAcApMs1uplEI3aEQeo5CaHgohP4NhRAAnCLT7GYahdAdCqHnKISGh0Lo31AIAcApMs1uplEI3aEQeo5CaHgohP4NhRAAnCLT7GYahdAdCqHnKISGh0Lo31AIAcApMs1uplEI3aEQeo5CaHgohP4NhRAAnCLT7GYahdCdoAthWVmZKioq0i6vqKhQWVlZHRxRfBRCw0Mh9G8ohADgFJlmN9MohO4EXQgzMzP12WefpV3+xRdfKDMzsw6OKD4KoeGhEPo3FEIAcIpMs5tpFEJ3gi6EGRkZWr16ddrlH374oRo0aFAHRxQfhdDwUAj9GwohADhFptnNNAqhO0EWwqFDh2ro0KHKzMzU5Zdfnvz/oUOH6uqrr9Zxxx2nE044oa4Ps0YohIaHQujfUAgBwCkyzW6mUQjdCbIQduvWTd26dVNGRoZOOOGE5P9369ZNp5xyii677DKtWLGirg+zRiiEhodC6N9QCAHAKTLNbqZRCN0JshAmDBgwwPs7GYXQ8FAI/RsKIQA4RabZzTQKoTtBF0ILKISGh0Lo31AIAcApMs1uplEI3Qm6EK5bt06//vWvdfzxx6tVq1Y66KCDUsYHFELDQyH0byiEAOAUmWY30yiE7gRdCPv27avmzZtr2LBhuv322/X73/8+ZXxAITQ8FEL/hkIIAE6RaXYzjULoTtCFsGHDhnrxxRfr+jB2CYXQ8FAI/RsKIQA4RabZzTQKoTtBF8KWLVtq6dKldX0Yu4RCaHgohP4NhRAAnCLT7GYahdCdoAvhgw8+qD59+mj9+vV1fSi1RiE0PBRC/4ZCCABOkWl2M41C6E7QhbB9+/YqLCxUQUGB2rZtqw4dOqSMDyiEhodC6N9QCAHAKTLNbqZRCN0JuhCOHDmy2vEBhdDwUAj9GwohADhFptnNNAqhO0EXQgsohIaHQujfUAgBwCkyzW6mUQjdoRB6jkJoeCiE/g2FEACcItPsZhqF0J2gC2FGRoYyMzOrHB9QCA0PhdC/oRACgFNkmt1MoxC6E3QhnD59eso88cQTuv7669WiRQvdc889dX14NUIhNDwUQv+GQggATpFpdjONQuhO0IWwKg8//LDOOuusuj6MGqEQGh4KoX9DIQQAp8g0u5lGIXSHQliJ999/Xw0aNKjrw6gRCqHhoRD6NxRCAHCKTLObaRRCdyiEO/j22281ZMgQHXLIIXV9KDVCITQ8FEL/hkIIAE6RaXYzjULoTtCFsFGjRioqKkpOo0aNVK9ePRUWFuqpp56q68OrEQqh4aEQ+jcUQgBwikyzm2kUQneCLoSTJ09OmQceeEDPPPOMvvrqq7o+tBqjEBoeCqF/QyEEAKfINLuZRiF0J+hCaAGF0PBQCP0bCiEAOEWm2c00CqE7wRfCr7/+WrfccosuvfRSDRw4ULfddpvWrFlT14dVYxRCw0Mh9G8ohADgFJlmN9MohO4EXQgXLVqkxo0bq0WLFjr33HN1zjnnqKSkRPvuu683GzoKoeGhEPo3FEIAcIpMs5tpFEJ3gi6EnTt31oABA7Rly5bkZVu2bFH//v3VpUuXOjyymqMQGh4KoX9DIQQAp8g0u5lGIXQn6EKYm5urZcuWpV3+zjvvKC8vrw6OKD4KoeGhEPo3FEIAcIpMs5tpFEJ3gi6ExcXF+tvf/pZ2+ezZs1VcXFwHRxQfhdDwUAj9GwohADhFptnNNAqhO0EXwp/97GcqKSnRo48+qo8++kjl5eV65JFHVFJSoiFDhtT14dUIhdDwUAj9GwohADhFptnNNAqhO0EXwk2bNunqq69Wdna2MjMzlZmZqZycHF1zzTXauHFjXR9ejVAIDQ+F0L+hEAKAU2Sa3UyjELoTdCFMWL9+vZYsWaJ//vOfWr9+fV0fTiwUQsNDIfRvKIQA4BSZZjfTKITuBF0I16xZoy+//DLt8i+//NKbOx+F0PBQCP0bCiEAOEWm2c00CqE7QRfCU089VX/605/SLp8wYYJOO+20Ojii+CiEhodC6N9QCAHAKTLNbqZRCN0JuhAWFRVp6dKlaZcvW7ZMjRs3roMjio9CaHgohP4NhRAAnCLT7GYahdCdoAthgwYNtGTJkrTLlyxZwt8hrAEehP18IOa8+XfOAACVI9PsZhqF0J2gC2HXrl111VVXpV0+ePBgde7cuQ6OKD4KoeGhEPo3FEIAcIpMs5tpFEJ3gi6EL774onJzc9WlSxeNHDlSI0eOVJcuXZSbm6vnn3++rg+vRiiEhodC6N9QCAHAKTLNbqZRCN0JuhBK0htvvKGf/OQnOvzww3X00Ufr4osv1ooVK+r6sGqMQmh4KIT+DYUQAJwi0+xmGoXQneALoe8ohIaHQujfUAgBwCkyzW6mUQjdoRB6jkJoeCiE/g2FEACcItPsZhqF0B0KoecohIaHQujfUAgBwCkyzW6mUQjdoRB6jkJoeCiE/g2FEACcItPsZhqF0B0KoecohIaHQujfUAgBwCkyzW6mUQjdoRB6jkJoeCiE/g2FEACcItPsZhqF0J2gC+G6dev061//Wscff7xatWqlgw46KGV8QCE0PBRC/4ZCCABOkWl2M41C6E7QhbBv375q3ry5hg0bpttvv12///3vU8YHFELDQyH0byiEAOAUmWY30yiE7gRdq7nE4QAAIABJREFUCBs2bKgXX3yxrg9jl1AIDQ+F0L+hEAKAU2Sa3UyjELoTdCFs2bKlli5dWteHsUsohIaHQujfUAgBwCkyzW6mUQjdCboQPvjgg+rTp4/Wr19f14dSaxRCw0Mh9G8ohADgFJlmN9MohO4EXQjbt2+vwsJCFRQUqG3bturQoUPK+IBCaHgohP4NhRAAnCLT7GYahdCdoAvhyJEjqx0fUAgND4XQv6EQAoBTZJrdTKMQuhN0IbSAQmh4KIT+DYUQAJwi0+xmGoXQHQqh5yiEhodC6N9QCAHAKTLNbqZRCN0JrhAWFRXp888/lyQ1atRIRUVFVY4PKISGh0Lo31AIAcApMs1uplEI3QmuEE6ePFkbN25M/nd14wMKoeGhEPo3FMIUP/vZz1RaWqooivTWW2/V9eGgBjhn/gn9nJFpdjONQuhOcIXQGgqh4aEQ+jcUwhQLFixQeXm5SktLg9yo+ohz5p/QzxmZZjfTKITuUAi/9+2332rt2rUp4wMKoeGhEPo3FMJKhbpR9RnnzD+hnjMyzW6mUQjdCboQrlu3TldeeaWaNGmizMzMtIljwYIFOvPMM9W8eXNFUaRp06ZVe/3nnnvuuwewHWbZsmWxvi6F0PBQCP0bCmGlQt2o+oxz5p9QzxmZZjfTKITuBF0IBw8erMMOO0xPPPGE8vLydN9992n06NEqKSnRQw89FOu2Zs2apV/96leaMmVKrEL47rvvatWqVcnZunVrrK9LITQ8FEL/hkJYqVA3qj7jnPkn1HNGptnNNAqhO0EXwgMOOEDPPfecJKmwsFDvvfeeJOmBBx7QaaedVuvbjVMIv/7661p/HYlCaHoohP4NhbBSoW5UfcY580+o54xMs5tpFEJ3gi6E+fn5+vDDDyVJLVq00KuvvipJWrlypfLz82t9u3EKYcuWLdWsWTN1795d8+bNi/21KISGh0Lo31AIKxXqRtVnnDP/hHrOyDS7mUYhdCfoQnjEEUdo/vz5kqSePXvq2muvlSTdcccdatGiRa1vtyaFcPny5br77rv1+uuv6+WXX9agQYOUkZGhBQsWVPt5GzduTHnjm/Lycgqh1aEQ+jcUwhSDBw9WixYtVK9ePTVt2lStWrWq60PCTnDO/BP6OSPT7GYahdCdoAvhbbfdpjvuuEOSNG/ePOXl5Sk7O1uZmZn6/e9/X+vbrUkhrMyZZ56p3r17V3udESNGVPpmNBRCg0Mh9G8ohADgFJlmN9MohO4EXQh3VFZWpilTpujNN9/cpdupbSG86aab1KZNm2qvwzOEAQ2F0L+hEAKAU2Sa3UyjELpDIdwDalsIf/SjH+mkk06K9Tn8DqHhoRD6NxRCAHCKTLObaRRCd4IvhK+++qrGjRuna6+9VkOHDk2ZOL755hu98cYbeuONNxRFkW677Ta98cYbKisrkyQNHz5c/fr1S17/9ttv17Rp07RixQq9/fbbGj58uKIo0pQpU2J9XQqh4aEQ+jcUQgBwikyzm2kUQneCLoRjxoxRRkaG2rRpo65du6pbt27JiftMXVV/aL5///6SpP79+6tr167J648bN06tWrVSbm6uioqK1LlzZ82cOTP290AhNDwUQv+GQggATpFpdjONQuhO0IWwuLhYkyZNquvD2CUUQsNDIfRvKIQA4BSZZjfTKITuBF0ImzVrphUrVtT1YewSCqHhoRD6NxRCAHCKTLObaRRCd4IuhOPGjdOQIUPq+jB2CYXQ8FAI/RsKIQA4RabZzTQKoTtBF8Jt27bp1FNP1cEHH6wzzzxT5557bsr4gEJoeCiE/g2FEACcItPsZhqF0J2gC+HgwYOVk5OjU089Vf3799eAAQNSxgcUQsNDIfRvKIQA4BSZZjfTKITuBF0ICwoK9Ne//rWuD2OXUAgND4XQv6EQAoBTZJrdTKMQuhN0ITzwwAO1bNmyuj6MXUIhNDwUQv+GQggATpFpdjONQuhO0IXwvvvu0/nnn6/169fX9aHUGoXQ8FAI/RsKIQA4RabZzTQKoTtBF8L27dursLBQBQUFatu2rTp06JAyPqAQGh4KoX9DIQQAp8g0u5lGIXQn6EI4cuTIascHFELDQyH0byiEAOAUmWY30yiE7gRdCC2gEBoeCqF/QyEEAKfINLuZRiF0h0Io6R//+IcefPBBPfTQQ1q8eHFdH04sFELDQyH0byiEAOAUmWY30yiE7gRdCD/77DOddNJJysjIUFFRkRo1aqSMjAx1795dq1evruvDqxEKoeGhEPo3FEIAcIpMs5tpFEJ3gi6E559/vo4++mgtXbo0edk777yjjh07qm/fvnV4ZDVHITQ8FEL/hkIIAE6RaXYzjULoTtCFcJ999tFrr72Wdvmrr76qhg0b1sERxUchNDwUQv+GQggATpFpdjONQuhO0IWwoKBAb7zxRtrlixcvVmFhYR0cUXwUQsNDIfRvKIQA4BSZZjfTKITuBF0IzzrrLP3whz/Uxx9/nLzs3//+t7p27apzzjmnDo+s5iiEhodC6N9QCAHAKTLNbqZRCN0JuhB+9NFH6tChg7KysnTwwQerVatWysrK0lFHHaXy8vK6PrwaoRAaHgqhf0MhBACnyDS7mUYhdCfoQpgwZ84cjR8/XnfccYfmzp1b14cTC4XQ8FAI/RsKIQA4RabZzTQKoTsUQs9RCA0PhdC/oRACgFNkmt1MoxC6E2wh3LZtm+69916dccYZ+sEPfqC2bduqd+/euv/++1VRUVHXh1djFELDQyH0byiEAOAUmWY30yiE7gRZCCsqKnTGGWcoIyND7du3V9++fXXBBRfoyCOPVEZGhs4+++y6PsQaoxAaHgqhf0MhBACnyDS7mUYhdCfIQnjfffepsLBQ8+bNS/vY3//+dxUWFur++++vgyOLj0JoeCiE/g2FEACcItPsZhqF0J0gC2HPnj31m9/8psqPjxkzRqeccorDI6o9CqHhoRD6NxRCAHCKTLObaRRCd4IshE2bNq30D9InLF68WE2bNnV4RLVHITQ8FEL/hkIIAE6RaXYzjULoTpCFMCsrS5988kmVH//444+VnZ3t8Ihqj0JoeCiE/g2FEACcItPsZhqF0J0gC2FmZqZWr15d5cc//fRTZWZmOjyi2qMQGh4KoX9DIQQAp8g0u5lGIXQnyEKYkZGh008/Xeeee26lc/rpp1MIa4AHYT8fiDlv/p0zAEDlyDS7mUYhdCfIQjhgwIAajQ8ohIaHQujfUAgBwCkyzW6mUQjdCbIQWkIhNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhdBzFELDQyH0byiEAOAUmWY30yiE7lAIPUchNDwUQv+GQggATpFpdjONQugOhXA3WbBggc4880w1b95cURRp2rRpO/2c+fPn66ijjlJOTo4OOuggTZgwIfbXpRAaHgqhf0MhBACnyDS7mUYhdIdCuJvMmjVLv/rVrzRlypQaFcKVK1eqQYMGGjJkiJYuXaqJEycqKytLT/4/e+cdFdWdv38xm2Q3fn/ZdbNJXGOirlGxgohGE9EoiIqgooJiQ8WCxh5rorE37AViw4pGjYINewEEQxS7goIoCNgVLEgdnt8f7NwwgPmafNU773uf1zmvc5Y7M+vn5Dkz73nmtm3b/tC/y0KoYVkI5clCSAghbxTONO3ONBbCNwcL4WvgZQrh6NGjYWlpabKtf//+aNCgwR/6t1gINSwLoTxZCAkh5I3CmabdmcZC+OZgIXwNvEwhtLOzw5AhQ0y2BQYG4i9/+Quys7Nf+LrMzEw8fvxYMSkpiYVQq7IQyvM1Ds/ExEScPn2avgYTExNfeV7MjLnRN5PZ6dOcaRJn2svAQvjmYCF8DbxMIaxcuTKmT59usi0iIgIlSpTArVu3Xvi6iRMn5n/wFZKFUIOyEMrzNWWWmJiIv/7tr8W+9+n/3b/+7a+v/IsqM2Nu9M1kxpn2GmUh1A0shK+BEiVerhDOmDHDZFt4eDhKlCiB27dvv/B13EOoI1kI5fm6M2v/33+DvjrbMzORMjd5vu7M+pVQfwZozX6vJ7OXhYXwzcFC+Bp4mUL4Zw8ZLQzPIdSwr+mDmLkxM8rMxMvc5MnM5MlCqBtYCF8DL1MIR48ejWrVqpls8/b25kVl6Gv/IGZuzIwyM/EyN3kyM3myEOoGFsJXxNOnT3H27FmcPXsWJUqUwPz583H27FnlWPmxY8eie/fuyvONt50YPnw4oqOj4e/vz9tO0DfyQczcmBllZuJlbvJkZvJkIdQNLISviGPHjhV7ArWnpycAwNPTE02aNDF5TUhICOrUqYN33nkHFSpU4I3p6Rv5IGZuzIwyM/EyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWwleMr68vKlSogHfffRc2NjYICwt74XOPHTuW/yFWyJiYmJf+91gINSyHpzyZmTyZmUyZmzyZmTxZCHUDC+ErZPPmzXj77bexcuVKREdHY+jQoShVqhQSExOLfb6xEF69ehW3b99WzM3Nfel/k4VQw3J4ypOZyZOZyZS5yZOZyZOFUDewEL5C6tevD29vb5NtlpaWGDt2bLHPNxbC1NTUP/1vshBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWwldEVlYW3nrrLQQGBppsHzJkCBo3blzsa4yFsEKFCihTpgyaNWuGo0eP/u6/k5mZicePHysmJSWxEGpVDk95MjN5MjOZMjd5MjN5shDqBhbCV0RKSgpKlCiBiIgIk+3Tp09HlSpVin3NlStXsGLFCpw+fRonTpzAgAEDYGFhgdDQ0Bf+OxMnTiz2vEMWQg3K4SlPZiZPZiZT5iZPZiZPFkLdwEL4ijAWwhMnTphsnzZtGqpWrfrS/z/Ozs5wcXF54ePcQ6gjOTzlyczkycxkytzkyczkyUKoG1gIXxF/5pDR4pg2bRosLS1f+vk8h1DDcnjKk5nJk5nJlLnJk5nJk4VQN7AQvkLq16+PAQMGmGyrVq3aCy8qUxwdOnRA06ZNX/r5LIQalsNTnsxMnsxMpsxNnsxMniyEuoGF8BVivO2Ev78/oqOjMWzYMJQqVQoJCQkAgLFjx6J79+7K8xcsWICgoCDExsbi0qVLGDt2LEqUKIHt27e/9L/JQqhhOTzlyczkycxkytzkyczkyUKoG1gIXzG+vr4oX7483nnnHdjY2JhcIMbT0xNNmjRR/p49ezYqVaqEv/71ryhdujQaNWqE4ODgP/TvsRBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3mddwfKAAAgAElEQVQyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhZC4bAQalgOT3kyM3kyM5kyN3kyM3myEOoGFkLhsBBqWA5PeTIzeTIzmTI3eTIzebIQ6gYWQuGwEGpYDk95MjN5MjOZMjd5MjN5shDqBhbCV4yvry8qVKiAd999FzY2NggLC/vd54eEhMDGxgbvvvsuKlasiB9//PEP/XsshBqWw1OezEyezEymzE2ezEyeLIS6gYXwFbJ582a8/fbbWLlyJaKjozF06FCUKlUKiYmJxT7/+vXreO+99zB06FBER0dj5cqVePvtt7Ft27aX/jdZCDUsh6c8mZk8mZlMmZs8mZk8WQh1AwvhK6R+/frw9vY22WZpaYmxY8cW+/zRo0fD0tLSZFv//v3RoEGDl/43WQg1LIenPJmZPJmZTJmbPJmZPFkIdQML4SsiKysLb731FgIDA022DxkyBI0bNy72NXZ2dhgyZIjJtsDAQPzlL39BdnZ2sa/JzMzE48ePFW/evIkSJUogKSnJZPubMDQ0NP9D2KUESvSkr1yX/A/i0NBQ5iZFZiZPZiZT5iZPZibP15TZy5qUlIQSJUogLS3t1XxZJy+EhfAVkZKSghIlSiAiIsJk+/Tp01GlSpViX1O5cmVMnz7dZFtERARKlCiBW7duFfuaiRMn5n/wUUoppZRSqnGTkpJezZd18kJYCF8RxkJ44sQJk+3Tpk1D1apVi31N5cqVMWPGDJNt4eHhKFGiBG7fvl3sawrvIUxNTUV8fDzS0tJU+fVGksZfmtTYm0qZmZ5kbvJkZvJkZjJlbi9vWloakpKSYDAYXs2XdfJCWAhfEW/qkFHy53n8mMeiS4OZyYS5yYOZyYOZyYS5EXOEhfAVUr9+fQwYMMBkW7Vq1X73ojLVqlUz2ebt7f2HLipDXh5+CMuDmcmEucmDmcmDmcmEuRFzhIXwFWK87YS/vz+io6MxbNgwlCpVCgkJCQCAsWPHonv37srzjbedGD58OKKjo+Hv7/+HbztBXh5+CMuDmcmEucmDmcmDmcmEuRFzhIXwFePr64vy5cvjnXfegY2NDUJDQ5XHPD090aRJE5Pnh4SEoE6dOnjnnXdQoUKFP3xjevLyZGZmYuLEicjMzFR7KeQlYWYyYW7yYGbyYGYyYW7EHGEhJIQQQgghhBCdwkJICCGEEEIIITqFhZAQQgghhBBCdAoLISGEEEIIIYToFBZCQgghf4jc3Fy1l0D+AImJidi2bRuysrLUXgohhBAzhIWQEELIS5OcnIxOnTrh5s2bai+FvAQxMTGoVasWRo4cifDwcLWXQwghxAxhISSEEPKHsLOzg4uLC5KTk9VeCvkdrly5gurVq2PdunVqL4UQQogZw0JIRJOXl6f2EsifoGBuzFAOBQ85dHZ2hrOzM0uhGWJ8T40YMQIzZsww2W4wGNRaFnlJrl+/jrS0NLWXQf4AnGlEOiyERCwFP3T9/PywefNm5OTkFHmMmBcFzz9LT09XcSXkZUlJSSmyrW3btvj444/RqlUrlkIzpWfPnli7di0AIDs72+SxqKgo3hjbDBkwYAAGDBiA7du385xPIfCcaqIFWAiJeBYvXoy6desiJiamyGMhISEqrIi8COPgNBgM6NWrF7Zs2aKUd5Z488XW1hZNmzZV/nZ2dsb3338PAGjXrh3atGmDpKQktZZHXoCbmxu6d++u/J2Tk6PsIZw6dSoCAgLUWhophp49e6JDhw54+vRpkQLPPbvmScGZ1q5dOwQGBiqPMTMiCRZCIpq4uDjY2dnh/v37AH77cM7OzkZOTg6cnZ158QszIy8vD87OzhgxYkSxj/v6+rJcmBmZmZmoUqUK2rVrh44dO2L06NEmj9vb28PR0ZF7nMwE4xfRsLAwNG7cGIsXLzZ5/JdffkH16tVx4sQJNZZHimHJkiVo2bKl8veLfiALDAzEw4cP39SyyEuQl5eHFi1avHCmTZkypUjBJ8TcYCEkorl06RKsrKzw4MEDAL99ETpz5gwA7nUyR3bu3IkOHToofxf8hfXGjRu8AIaZYfwik5WVBRsbG3z44YfKYwUP+T116tQbXxv5DWMWBfdKpKamYtasWbC3t0f//v1x4MABbNmyBVWqVMHu3bvVWiophvHjx8PX1xdA0cN779+/j5SUFFy4cAGzZ89WY3nkd9i2bRvc3d2VvwseQvrw4UMsWbJEjWUR8odgISRiKK7cPX/+HJ07d8bGjRuVk/DXrFkDW1tbPHz4kIXQDCicQVBQENzc3ABA2aOUmZmJ9evXmwxSZqcuxi+l6enpePTokbLt888/Nyn03CuoPmlpaahatSr27NkDIL8UGovhgwcPcODAAbRs2RKtWrVCr169EBwcDIDvMXNi1KhRGDp0qMk24znxJ06cMDkUEWB2alL4v/3+/fvh6uqKp0+fKud9PnnyBBs3bvzd1xFiTrAQEhEU/CBds2YNZs+ejfXr1wMA/P390a1bN9jb2+OHH35AzZo1cenSJbWWSgpQsOAZi8O1a9dQunRp+Pn5KY+5ubkVOQyRqEPBC8gEBgaiadOmqF+/PiZMmACDwYDs7GxYWlqiRYsWKq6SFGbevHkoW7YsDh48CCC/FBZ3sQtj0eeXU/Xx9/dXzn1fuXIlrK2tcfXq1SLPa9++fZHDfok6FPeeOnPmDBo0aICQkBCkpqYCADw8PDBgwIA3vTxC/jQshMTsKfjFZf369ahZsyaGDRuGtm3bYuTIkQCA2NhYLF26FKtWrUJsbKxaSyUFMOZmMBjQs2dPODk5Kb+YnjhxAh999BE6dOgABwcH9O7du8jryJsnNzcXjo6OcHJyQkJCAlq3bo1Dhw4hJCQEdnZ2yvstMzMT5cuXx+nTp1VeMSmIn58fPvzwQ6UUGsvfoUOH4O3tDYPBoOx1IuqSkZGBhg0bomfPnso5023atEHVqlURERGBGzduICcnB66urvDy8lJ5tQT47XBsg8GAbt26oXv37ti0aRPy8vKwevVqNGrUCE5OTmjRogV69OihvI4zjUiAhZCYNQU/SA8cOIAOHTogIyMDAHD8+HF07NgRw4cP5weumVHwS2e3bt0wePBgrFixAtWqVVPOp0hOTkZERASOHj2qPJdXZVOf5ORkfP3116hSpYrJXom4uDh8/PHH2LJlCwB+yTEXChc8Yynct28fAODo0aP47LPPsG3bNjWWR36HtLQ0ODs7o2vXrrhz5w4AoFevXnBwcMAnn3wCV1dX9OzZU3k+Px/Vw/jfPi8vD25ubhg2bBgmTZqEzp07Y+bMmcjJyUFcXBxOnDiBQ4cOFXkdIeYOCyExWy5evIhFixYhMzMTT58+hbe3N0qXLo2oqCgA+Re5CAsLQ8uWLZWre/FLqvlgMBgwevRojB07Vtm2e/du2NraYvHixUXuQcjszIdbt27hiy++QO3atU22jxkzRjmXiXmpR3Jysskh1oUPY/Pz80O5cuUwdepUVK5cGdu3bwfAzMyBtWvXIjk5WTk0+/Hjx2jfvj06d+6sbLtz5w7Onj1rcrVlFgv1KHiY9aJFi9CrVy/lsZ9++gmenp6YOXNmkfu18v1GJMFCSMySvLw8+Pr6olOnTvDz80Nubi6uXbsGLy8vdOvWTTnvIjMzEydOnOCNsc2EXr16YdmyZQCAR48eoXLlyqhduzYSEhKULzS7d+/Gp59+isOHD6u5VFIA4xeXR48e4fHjxwDyv5RWq1YNbdq0wY0bNxAZGYly5crh+PHjai6VADh9+jQaNmyIIUOGKNsKXq0XAH788UdYWFhg69atAPjl1ByYMWMGLCws0KhRI1hbW2P69Ok4cOAA0tPT0bJlSwwdOhTXrl0r8jpmpx5z5szB5s2bkZ6ejpiYGDg4OMDa2hqRkZHKczZu3Ii2bdti165dKq6UkP8bLITEbMnMzMSyZcvQo0cP+Pr6Ijc3F9HR0Rg6dCg8PT1x8eJFtZdICrFlyxaULFkSa9asAQDcu3cP9erVw8CBA5WT7QHg7NmzKq2QvIidO3fC2toabdu2xdy5cwEAd+/eRZ06dfD3v/8dkydPRkhIiMqrJEB++Tt58iRatmyJb775RtluvMLhqVOnEBkZiXv37gFgoTAXkpOTYWdnh3bt2uHnn3/GiBEjULduXbi7u8PR0RFvv/02HB0dlfvqEvUZP348mjdvjp07dwIALly4AA8PD0yaNAnnz59Xnsd7ehLpsBASs8T4BSYrKwt+fn7o0aOHsqcwJiYGXl5e6NevH7Kysvhlx0ww7pnYtWsXSpYsCX9/fwDA7du3YWtri/79+yu3Lyj8GqIuiYmJaNu2LYKCgrBnzx589tlnmDZtGoD8PYV2dnbcM2hmGAwG/Prrr2jZsiUGDhyobD906BDKly+PI0eOKNv4GakuQ4YMQVBQEAAgKSkJNWvWxPjx4/H8+XMAwJEjR7Bq1Sp8/fXXJucMEvUo+J7x8fFBs2bNsGPHDgBAZGQkunbtivHjxyunsBT3OkIkwUJIzJbiSuGyZcuQm5uLq1evKifhE/PBWPB27txpUgrv3LmDTz/9FKtXr1ZzeaQAxvdXXFwcduzYgVmzZimPhYeHo0KFCpgwYQKA3/Y88cuOeVGwFI4fPx6//PILKlasyAvImBk+Pj748MMPsX//fgBAQkICatWqBW9vb5Ob0D958kT533yvqU/BHyxnz54Ne3t7pRQa33d8rxGtwEJIzILCw6/gFb2A/C+ky5Ytg6urq1IyiHlSsBT+5S9/UfIynptGzIfg4GB8/PHHcHBwwPvvv29yoZ+QkBB8/PHHuHbtGvfkmjEGgwEnT57El19+CQsLC15AxkwpfPXXxMRE1KlTB4MGDSry2cjszIfCpbB58+ZKKYyPj1drWYS8clgIieoUHH4BAQG4efOmyePGD+SsrCz4+/sXuZIXMT8KHj5qYWGB0NBQk/sSEvUw/ve/cuUKhg8frlwcwcnJCdWrV1cOYwNQ5BBfYp4YDAZERkYq5zGxUJgnvr6+RUphmTJlsH79epVXRn6PwqXQysrK5B6sfL8RLcBCSMyGxYsXo0aNGrh06VKRx1gizJcXDUNjZmfOnHmTyyEvID09Xcnk9u3b+OSTT9CsWTPcunVLeY6Liws+/fRTk1JI5MEvqOaLr68vypQpo5TCBw8eqLwi8jIU/A6yZ88eFVdCyOuBhZCYBTt37sQXX3yBzMxMAEBYWBjCw8Px9OlTlVdGClP48va/R8Evpiz16hETE4OuXbtizJgxyjlL27dvR8WKFbFu3TqT+9g5OjoiNDRUraWS38F4LqeRwjelJzLw9fWFhYUFzp8/zyMnzIzf+zGlcEb84YVoCRZCYhYsW7YM7u7u2LdvH8aMGYNGjRrhs88+w+7du9VeGimAcSAaDAY4OzsrxcE4GPkF1fyIjo5GgwYNsGrVqiL3fty6dSsqVKiADRs2FMmOX3bUw/jfPjQ0FEFBQcptXIwUPI+aOZkXL5sH78NqHhT8May47cYfqQnROiyE5I1T8Fc24y/eSUlJcHR0RLNmzZTDMcaNG4eZM2eqskby+/j6+ipXoDQSGxsLHx8ffkE1IxISEmBpaYl169aZbP/5559x6tQpAMC2bdvwwQcfFHkOUQfjF9Hdu3fDysoKmzZtwltvvYV58+Ypj7do0QLt2rVTc5mkEEePHsWzZ8/+8Ou4Z1A9Ch7t8v3332PWrFnYtm2bcu50YmIi5s6di4SEBDWXScgbgYWQqMaPP/6Ib775BuPHj1e2GYfj1q1bUatWLVy9elWt5ZFCGIvesGHDULduXaxatcrk8djYWHz00UdYuXKlGssjxbBv3z6MHDkSwG/vreXLl+O9995DtWrVEB4eDgDYtGkTjh49qto6Sf7tPxITEwHkF3k7OzvcvXsX27dvR8OGDZGcnKy8B5OSkjBo0CAkJSWpuWTyX3r16gVPT09cvXoVeXl5PAxUEAaDAU5OTpg1axYGDRqEWrVq4dy5cwDyb7/j4uLCvblEF7AQkjdGweG4e/duVKlSBVu3bkW5cuXQuXNn5OXlITMzE5s3b4alpWWxF5chb57CX2rOnDmDFi1aoH///kW+kB44cADDhw9HVlYW9xSaAT4+Pvjyyy+Vv2/fvo2hQ4fiyZMnmD17Npo0aWJyyXtmpg7x8fEoW7YsDh06BCA/p2+++Qbr1q3DF198gbi4OADAhg0bcOTIEWRkZCj3tCPq4uXlhQ4dOrzw8QsXLmDZsmVvcEXkjzBr1izMmDEDAODg4IClS5cCAO7evQsAWLBggZIvPx+JlmEhJG+c5cuX47vvvkN0dDSA/Ksf1qpVC56ensjOzkZ8fHyRW08QdTAeUpOXl4eDBw/i1KlTyMzMxI0bN2Bvb48JEyYoezUA4NmzZyY3VybqEh4eDldXV5w/f14p9qmpqQDyi727uzsePnyo5hJ1j8FgwJIlSzBy5EikpKRg/PjxuHXrFlq1aoWqVasqZfD48eOoWbMmIiIiTF7PL6nqsXfvXjRv3lz5+8qVK9i7dy/GjRun7GX69ddf8fbbb2PXrl1qLZMUwPg5mJubi+zsbKxduxbLli2Dg4ODUgyfPXuGMWPG4N69ewB4JViiD1gIyWsnPDwcP/zwg/J3586dYWFhYXKI2tOnT/HJJ5+gf//+aiyRFEPBw56aNWuGNm3aoE6dOvD09ERUVBSuXbsGe3t7DBs2jAPTTLl//z6aNGmCXr164eLFi8r28PBwfPHFF9i7d6+KqyNGrl+/DgsLC3z66afKD2Vz585Ft27d0L9/f6xZswY1atTgRbbMjMjISLRp0wZJSUnYsmULunbtinr16sHBwQEWFhbKe27NmjVYsGDBCy9gQt4MxjKYl5cHV1dXHD9+HJs2bYKFhQWmTp2qPK9jx47o1auXWsskRBVYCMlrJyUlBUlJScpFLACgd+/eKFeunEmRePbsGeLj49VYIvkdBg8ejGHDhgEAzp07h0WLFqFPnz4A8r8Q8cI/5onxy09CQgK++uoruLm5wcXFBXPmzMF//vMf7rEwE3JycpCWloYyZcrgrbfewpYtWwDkfx7u3bsXI0aMwPTp05XDSblHUH327NmDlJQUJCQkwM3NDY0aNULZsmXh5+eHqKgoAEDXrl2xYsUKAPnnhxovVELUJS8vDz/88INJAZwyZQr+9a9/YciQIXB0dETv3r1Nnk+IHmAhJG+E9PR0VKpUCW5ubso2Dw8PVKhQQTksg5gHhX/FHjx4sPLFBgCioqJgbW2NmJgYk+dxcJofxizv3LmDnTt3Yvjw4Vi3bh2OHz8OgJmpSXH/7SMjI1GyZEn8+OOPKqyIvAyRkZFo27YtZs6ciYyMDNy+fRsRERFFTnNwdHTExo0bVVoleRFbt27Fv//9b0ybNg3Abz+cBQUF4eeff8bmzZuV5/KiQERPsBCS10JxX3bi4+Nha2uLrl27KtucnZ1RvXp1fvCaCWfOnFFuBeLj44N79+5h1KhRGDp0KDIyMpTnOTo6IjIyUq1lkkIY32/Hjx9XDjk0wveW+WHM6+jRo5g7dy5Wr16NW7duAci/4Na7776rXNyCmB8BAQHo2bMnZsyYgdu3b5s8lpeXh06dOqFfv34qrY4UpPAPnImJiZgwYQK+/PJLHDhw4IWv449lRG+wEJJXTsEP0l27duHw4cM4cuQIgPxzZaytreHp6ak8Jzk5+U0vkbyAefPmoWnTpmjWrBkGDhwIIL/I29jYYMCAAVi4cCHc3NxMSj0xD4KDg/Gf//wHISEhai+F/A7Gz8fg4GBYWVlhyZIlaNSoEdq1a6fsZQoKCoKFhQVu3rzJL6ZmwvXr100umBUUFIRu3bph+vTpSElJAZD/g4ybmxt69OihPI8/yKhHwYuiBQUF4eLFi0hNTcXjx48xY8YMtGvXDvv27VN5lYSYByyE5LWxePFifPHFF/Dx8UH58uWxZs0aAMCNGzdQoUIF5RdUfuFRn4CAAOV/V6pUCZ9++qnJOS83btzA5MmTMW7cOEyZMkXZzuzMg3PnzsHS0lI5jDcmJgbh4eFF9l4Q9Si4pyIqKgoNGjRASkoKAgMDYWtri+7du6N169bKD2Q8lN58GD58OCwsLNCkSROMGjUK+/fvx/Pnz7Fx40aMHj0aM2fOxOPHj3Hnzh2Tc3NZBtWj4E3nmzdvjm7dusHV1RXe3t5ITk7GkydPMGPGDHz11Ve4cOGCyqslRH1YCMlrYdOmTXBwcEBubi7Gjx+Pr776CmXLllVuZp6QkIDr16+rvEoC5N+GYPjw4coADQ4ORqdOndC8eXNcvXpVed6dO3dMXscvO+pjLOSBgYFwdnbGhQsXMH78eDRp0gRWVlYm534S9bhy5QoGDx6sXETrzp07OHnyJEJDQ1GnTh3Ex8cjODgYH3/8MZo2bYqMjAzk5OQA4I8u5oDxx83Bgwejffv26NatG6ysrODt7Y2mTZviyy+/xIQJE5TD7QHmZg7k5ubCyckJCxcuRHZ2NiwtLeHi4oLu3bvjzp07SE1N5cW1CPkvLITktbB161Zcv34dS5YsQZMmTZCdnY3BgwfDwsIC/v7+ai+P/JeCpa5Tp04mh/J26NAB9vb2uHTpElq0aIGVK1eqsEJSHMYvm8bzOjMyMtCgQQN88cUXCAgIQE5ODubPn69cHZaoR0xMDKysrDBv3jzcvXvXpCj4+Phg4sSJAIBjx45h7NixOH/+vEorJYUJCAhQPiPnzZuHQYMGwd/fH3l5eQgNDcWmTZvQrFkz/POf/+RtCsyEyZMnK7fTSUtLw9KlS/Ho0SN8/fXXmDdvHsLCwvDpp5/CycnJ5B6sLPBE77AQkv8zBUvF8+fPlf/99OlTdOvWTblx+bx58zBx4kSTvU5EPQrv4bt+/Tr+9a9/wdvbW9nWo0cPuLq6omfPnm96eeR/Yf/+/ejWrRsmTpxoUgwB4PTp07C2tsbBgwfVXKLuSU5ORs2aNYv8CGb8IhoUFISKFStiwoQJsLS0xOHDh9VYJimGhw8fokyZMhg0aJBSFrlYl1sAACAASURBVHx8fODu7o6AgADlfMKMjAykpqYqr2OxUI/9+/dj4cKFsLW1VW7TAgDbtm2Dh4eH8rebmxvWrVunxhIJMVtYCMkrw8/PD7169cJ3332nbGvZsiWcnJywatUq1KlTRzn5nqhLwZPto6OjERsbCyD/Cmz/+Mc/MGDAAOW5xqsfAjxM1Fw4f/48KlSogFWrVsHa2hre3t6Ijo5GdnY2QkJC8J///Ic3MTcDDh8+bHKBkbVr16J3794oW7Ys5syZg9jYWGzYsAFeXl7Yv3+/iislBTF+PiYmJsLa2hqDBg1SHps7dy66dOmCtWvXmhRBgGVQTbp06QJPT088ePAAy5Ytg62tLY4ePQogf+97/fr1sXnzZnTt2hUjR45UXsfMCMmHhZD8aQp+kO7fvx+WlpbYsWMHypcvj169eiErKwtxcXHo3bs32rVrx0OhzISCJ9s3bNgQjo6O+OSTT/Dzzz8DyP8SVLp0aZNfVAEOTrUx/ve/ffs2Tp8+je3btwMAUlJS0K5dOwwePBgXLlxQHifqc+HCBVSqVAkLFy5EmzZt4ObmhpEjR2L58uX417/+pVz23pgt32PmR2JiImrXrl2kFLZs2VK5nydRlwsXLqBp06YAgNmzZyMiIgJz5syBra0tQkNDkZ2djcmTJ8PJycnkdiB8vxHyGyyE5E9R8IM0ISEB27dvx4kTJwAADx48gI2NDfr3768cQlrwUFKiPnl5eVi+fDkmTJgAIH/PRcmSJZVSGB8fj/79+6u5RFIMu3fvhpWVFT7//HN06dJF2Xt7+/ZtNG/eHP369UN6errKqyRGTp8+jZ9++gn29vbo0aMHLl++jKdPnwIABg0apBy2xj3v5kHv3r3h4+ODiIgIk+0JCQmoVasWBg8erGwznqdGzANLS0uULVsWY8aMAZB/yO/cuXNRv359/PrrrwCAzMxM5fl8zxFiCgsh+cMULINz585Fw4YN8c9//hNTp05FWloagPwP44oVK5ocekjMh759+6JcuXImV3oNCAhAyZIli5xbwV9RzYOzZ8+iefPmiIyMxOLFi+Hh4YHly5crV3+9desWoqKiVF4lMXLs2DHY2NggMTHR5IsoAISHh8PS0hK//PKLSqsjhYmPj0fp0qVRt25d9OnTB82bN8elS5eQlJQEIH9PYZ06ddC5c2eT1/HzUT0mTZqE1atXAwDatWuHUqVKoWPHjsrj9+/fx9y5c/HZZ5/h0qVLynZmRkhRWAjJn+bQoUOwt7fHnTt3MGnSJDg6OmLPnj3KyfaPHj3irSXMhMK/hl64cEE5tLcgK1asUM554tA0H+Li4tC5c2f07dtX2fbjjz+ia9euWLRoUZFbghB1uXz5MkaPHo3w8HAAvx2m/fjxYwQFBaFmzZoIDg5Wc4mkGCZPngx7e3tcu3YNAwcORM+ePWFnZ6fsDbx//75yVViiLunp6ViyZAnq1q2LkJAQ5UeXSpUqwcXFRXne3bt3efN5Ql4CFkLypzh06BDatGljMhynTZsGR0dHBAYGKodFEfUpeAGZ+Ph45Sa8MTExqFKlislhUMQ8iYmJwaBBg1C3bl2TIrFo0SJ07NhRuZIvUZe8vDxkZmaidevWqFixItavX6/8sPL8+XNERkaiQ4cOvPeZGWG83yMAnDt3Du7u7nj8+DEAoFWrVqhWrRrq1KmDr776Sin4AH8wU5OCP7CMGzcONWrUQFBQEID891nlypXRtm3bIq/jYaKEvBgWQvJSFB5+UVFR6NixI1xcXHDq1Cll+3fffYe2bdvi2bNnb3qJpBiMuRkMBrRo0QIdO3ZE6dKl8cMPPyA1NVUphd27d1d5paQgxtwuXryIuLg4JCYmIiMjA2PHjkXfvn1NfvFmGTQ/kpKS4ObmhoEDB5rcZuf58+fKzelZKNRn0KBBJreQyM7ORosWLTB+/Hh8//33sLOzA5B/OHZoaKiaSyWFMBgMaNOmDYYNG4aGDRvC2toaP/30EwAgKysLpUqVwoIFC1ReJSFyYCEk/ysFv7jExMQgJSUFWVlZSElJQZcuXTBq1CiTc5eMX3iI+hh/EXV3d8fQoUMB5F/o4uuvv8akSZMA5N/CYPTo0aqtkRTPnj17YGNjg4kTJ+KTTz7BpUuXEBsbi/Hjx6Nr16485NBMMH4+RkREYMOGDQgJCQGQXyJcXFwwdOhQXL58Wc0lkmKIioqChYUFXFxcsGPHDjx69AhA/l7Cf/zjH7Czs0NWVlaR17HImwdjx45VrlGQmJiItWvXwsbGRtn7btyLSAh5OVgIyUuzYMECNGrUCI0bN4a7uzsiIiKQlJSEHj164JtvvsGZM2fUXiL5LwX3IOXm5qJ79+4m53P++uuv+Oijj3Dt2jWT1/HLjnkQFRUFW1tbpKSkwM/PD3Xr1lXOE7x+/TpGjx6tHPpL1Cc4OBhVq1bF/PnzUapUKfj4+CA3Nxe3bt2Cvb09Bg4cyKMmzIznz5/DwcEB1atXR7t27bB9+3Y8ffoUT58+RatWrbB+/XoAKLYUkjdP4YI3dOhQDB8+XPk7Pj4e9erVQ5kyZRAZGWlydAwh5H+HhZC8FLt374atrS2ePXuGs2fPYuXKlXB0dERiYiLOnTuHfv364e7du2ovkwAYN24cLCwsMGfOHGVbkyZNTG6QDQAuLi4mN50n5kNwcDAWL16MvXv3on79+oiPjwcABAUFIS0trchVK4l6XLhwAbVq1UJcXBwOHjyISpUqoU6dOsoe+Fu3bpkcVk/Mh7CwMEyfPh1TpkxBkyZNsG3bNgDAhg0b8NFHH+H27dsqr5AUJC8vT7nAT1BQELp3725yL8jBgwcrt04ihPwxWAjJS7Fw4UJ4e3srfycnJ8PV1VW5OXZGRoZaSyOF2Lx5M8qXLw8LCwvlUND4+HjY2dnBw8MDFy9ehJubG3r27KnySgmQv6fC+MXz4sWLiI+PR3h4OBo0aAAbGxvcvHkTABASEoIGDRrgypUrai6XFCA2NhYRERG4cuUKjh07BmtraxgMBmzatEn5UYZ73c2HQYMGYfjw4bh79y4ePXqEe/fuwcXFBSkpKVi7di2aNm2Kbdu2ISYmRrmdATEf9u7di+rVq2Pr1q3IysrC4MGD4e7uDm9vb7i4uKBPnz7Kc7lnkJA/BgshKUJsbCxCQ0Oxa9cu5ZftwMBAdOzY0eSww759+8LX1xcADzU0J9LS0rBgwQLs3r0bH3zwAb799lsA+TdXbtmyJQYMGIAhQ4Yoz2d26nLgwAH88MMPmD9/PqpVq4aEhATcvn0brq6uGDFiBPbs2YPDhw/DysoKO3fuVHu5usf4fjlx4gRcXFyQkJAAAJgxY4byeRgSEoK2bdtyz6AZER0dDQsLC1hYWGD8+PHo0qULoqKiMH36dPTu3RtA/mkRderUwenTp5XX8fNRPQqXurt372LNmjVo3Lgxdu3ahezsbJPPTyPMjJA/DgshMWHPnj2oW7cuPDw8YGNjgxo1aijnw7Rp0wajRo3C6tWrsXHjRlSvXl05lI2oy8GDBxETEwMgf4gOGDAAU6ZMwd27d/H3v//9hReN4a+o5oGDgwPee+89LF++XNkWFRWFcePGoXXr1vDw8MDu3bsB8MuOORAWFoZJkyYpV57My8vD8OHD4erqipUrV8LW1pY3nTdDQkJCULlyZQwbNgyhoaH46quv0LZtW9ja2iq3SjIekkjMg7y8PKxatUr5+/79+wgICMCXX35Z7A9knGmE/DlYCInC/v37YWVlhWPHjgEAHj58iKCgIPz973/H8uXL8eDBA+UKh506dcLFixfVXTABAEyZMgUWFhb4/PPPsWLFCly+fBkZGRno3r07bt26hbi4OPy///f/TG5qDrBYqI3xv39GRgb8/PzQrl079O3bF7/88otyCPbDhw8B5B9WWvA15M1S8EtmZmYmevfujZIlS5pcSOvhw4fw9vaGl5eXck80oj5paWlIS0tTbi2xf/9+fPTRR9iyZQsMBgOOHz8OPz8/3Lt3z+R1fK+ZB2FhYWjevDl++OEHZdvNmzfRrFkzVKxYEWFhYSqujhDtwEJIAOR/6JYvX165lH3BYfjzzz/DysoKycnJyk18jV9QifocOHAA/fv3x9dff42+fftiyJAhcHBwQMuWLeHv7w8g/3CpwoWQqIfx/bVnzx5MnTpVKX49evSAh4cHYmJicOTIEXz//fe8OqXKZGRkIDw8HHl5eTh16hRWrFiBtLQ0tG7dGra2tibPzcvLU8ojC4X69OvXD+3bt4eNjQ0aN26MQ4cOAci/aNOHH34IPz8/lVdIClP4aqI5OTkIDg6Gm5sbJk6cqGwfOHAgtm7d+oZXR4h2YSEkAPIvRFKjRg3s27cPqampJo8lJyejcuXKyp5DYh4Yy3lubi6OHj2KYcOGoU+fPkhLS8OiRYvg4uKCWbNmFbngD7+omge7d+9GrVq1TG54nZOTg379+sHNzQ1ly5blOYNmwPXr1zF79my0a9cOVatWxaVLlwAA6enpaNOmDRo3bszD1MyQHj16oG3btnjw4AGOHTuGadOmoWTJkspVKPfu3YsyZcpgxowZKq+UGDGWQYPBgO+++w6zZs3CsmXLAOSX+NatW8PZ2RnOzs7o16+f8jrONEL+77AQEgV/f380atQIGzZsUA6vMeLu7s77npkRxgGYk5OD1atXIzs7G/v370ePHj0watQo5bYEaWlpai6TFENeXh5SU1PRuHFjnDx5EllZWdi5cye8vb2xcuVKAPk3x46OjlaeT9RlyZIleOutt9CtWzeTW348f/4cLVu2LLKnkKjLTz/9hObNmxfZvnjxYrz33nu4fPkyAGDnzp0YNGjQm14eKQbjjyoGgwH29vbw9PTEvHnzUL58eaX8xcXFYerUqfDx8VFex89HQl4NLITE5NftVatWKaXw8ePHAIA1a9agQYMGvM+gmWC8qqHBYMC6deuUQ0Fzc3Nx6NAh9OzZE0OGDFEukkDMC+MtJpo1a4YRI0agQ4cOGDJkCL799lt06dKlyI8xRB2MXzQTExNx+fJl+Pv749tvv8Xo0aOVi2mlpKTg7t27OHfunJpLJYVYs2YNvLy8ABQ9vaFjx47KofQFYbFQH4PBgG3btpncEik9PR0VKlQoNjPumSfk1cFCSACYDkNjKdy3bx+WL18OGxsb7h00E3bt2gULCwtERUUBABYtWoSxY8cCyC+EBoMBBw8eRNu2bbF+/Xo1l0qK4fbt2/jkk0+QmJiInTt34vvvv1durBwREYF69erxZthmQMFzPFu1aqUcJrpr1y54eXlh3LhxCAgIgLOzM+Li4tRcKimA8TD6WbNmoWHDhsr23Nxc5XDEHj16YPHixaqsjxRl9uzZ6N+/v/L3qlWrYGNjg5ycHOV9OHXqVOXoCULI64GFUIe86JfQgtv9/f3x+eefo1q1asrhNURdjL+GTp06FX/7299w/fp1bNy4Ufnl1PiF58mTJ7x5uRkzcOBA7N+/H8BvmR06dAg2NjbKrSWI+uzfvx/W1tbKPelycnJgMBhw8uRJDB8+HDVq1MCuXbtUXiUpiPECTA8fPkSNGjWKvd2Ok5MTfvrppze9NPICDh8+DAcHByWrR48eoXPnzli6dKnyncTJyQkLFixQc5mEaB4WQp1RsPRt3rxZuepacY/v2LED165de2NrIy/GWAazs7OVG8+XKlUKdevWRcuWLeHq6ooGDRqgSZMmJr9+8zAodTH+9y94pdDJkyfDxsZGyTQ+Ph7NmzfnfQZVJikpyeTCWf3798fy5ctx9+5d/Pjjj2jWrBlq166tZHn//n0AzMscmDlzJgYOHIhGjRphzJgxSE5OxubNm9GkSRP07NkTsbGxuHnzJtq3bw9PT0+1l0sALFiwAMHBwbh79y6OHz+Opk2bYsyYMQCATZs2wc3NDTY2NnBxcUH37t1VXi0h2oeFUKcsXLgQDRs2LHIvQYPBwOPyzYyCebRs2RLDhw8HkH+hCwsLC/j4+CAxMRERERG8N6SZkJKSgpiYGADA2bNn8c033yiXTM/KysKAAQNMfoxhuVCX3NxcBAQE4Pz588q507NmzUKLFi1Qr149zJ49G7/88gu6dOnCqy2bGV5eXmjTpg22bduGgIAAVK5cGV5eXjh27BhOnDiBBg0awNbWtsiVKTnn1MPLywsuLi7YvXs30tPTkZeXh7CwMHz99deYNGkSgPxzB7dt22byOcnMCHl9sBDqkMDAQNStWxfZ2dnIzc1FaGgoVq1apfayyO+Ql5eHZcuWYeDAgSbb58yZg//5n/9RDmsr+HyiDtHR0ahXrx6WL1+O7OxsXLp0CYGBgWjSpAm6deuGHj164KuvvsLUqVOV1zAv9cnIyMD9+/fh5OSEvXv3IiMjA8ePH8fVq1cB5F/5tXr16jyf2ozo1auXyQVIgPybljdt2tRkT+Ddu3dNrrjMYqEeffr0gaura5HtOTk5CAsLg729fbGH+jIzQl4vLIQ6ZO/evejfvz8WLVqEMWPGwNXVFe+88w7mzZun9tLICzh+/Djs7OxQu3btIud0jho1Cr1791ZpZaQgMTExqFu3brE/sBgMBkRGRmL+/PmoUaMGqlevjrNnz6qwSlIQYxlPT09Heno6pk6dirZt25ocwrt3715Uq1aN53iaEYGBgXj//fcREhICIL9QGC8qk5KSgtKlSxd7jid/fFGPmzdvwsnJSbk3rjEvYybPnz9HWFgYateuzfM8CXnDsBDqiB07diAwMBDXrl3DoEGD4ODggCNHjgDIv4jMnDlzVF4hMWK82EhBQkND0b59e/j4+OD69esqrIr8HllZWejduzeWL18OIP/LzqVLl7By5UqsX7/e5Bfu2NhYdO3aFQcOHFBruQS/fRGNiYlBx44dcePGDaSnp2POnDlwcXFRCsXcuXNx8OBBNZdKChEXF4dp06bB3d3d5LBCY9lo1qwZMzMzrl+/jvr16yM1NRUGg0F5/+Xl5eHJkyc4duwYnj17puyVJ4S8OVgINUzhQywWLFiAcuXK4dGjRwB++3UuICAAtWrVUm6ETdTFWAYNBgMmT56MqVOn4syZMwDyr8jWqVMnzJgxA7GxsSav4y/f6uPt7a38sDJq1Ci0b98eVlZW+OijjzBs2DCT53br1k05NIrZvXmM/80PHDgAT09PfPbZZ/Dw8EBsbCwyMjKwYMECNGvWDPv27VN5peRFXLt2DdOmTUO7du1w9OhRk8dat26NyMhIlVZGiiMlJQVlypRBQECAsi07OxtA/t5BDw8PkzLIz0VC3hwshDogMDAQWVlZAIDvv/8ew4YNQ3p6OjIzM7F161bY2NjwYiRmgnEAGgwGtGzZElOnToWHhwesra2xevVqAPm3KHBwcOAl782IvLw85OXlwd/fH61atcK///1vODk5Ydu2bQCAixcvonr16njw4AEA4M6dO2jVqhXfdypz/PhxVK5cGSdPnsSGDRswYsQIuLm54caNG3j69Cl8fHxw8uRJtZdJfgfjnsK2bdsqWbVv377IuYXEPPDz80OdOnWwY8cOk+3u7u4mF/0hhLxZWAg1Tnx8PN555x20adMGK1asgK+vL3744QflPLTz588jJSVF5VUSAEhNTQWQXy4GDBiAKVOmIC8vD82aNUOHDh3QtGlTrFu3DgB4b0gz5eHDh7h8+TK2bt0K4Le98EePHoWDg4NyYYu8vDykp6ertk6Sz8yZMzFo0CDl76ioKDRo0ACdOnVCQkKCiisjhdmyZQuePn1a7GNxcXGYPn062rdvj3r16sHb21t5jHuZzIu0tDRMnjwZH3zwAYYOHYoZM2bA2dnZ5CJAzIyQNw8LoYbJzs5GVlYW+vbti1atWmHPnj2oX78+ypUrBy8vL7WXRwrg6emJPn364MaNGwDyr2j4/PlzODs7Y+nSpQAAe3t72NjYIDQ0VHkdB6f58KIswsPDUbduXe7RNUO2bNmi7BE0MmLECPTq1QvTpk1DdnY2r25oBvTr1w9OTk4m2wq/3+Li4jBixAj07dtX2cbszJOcnBwcPHgQffr0wZQpU7BkyRLlMWZGiDqwEGqUXbt2YeLEiYiMjMTjx4/RoEEDHD9+HFFRUWjUqBEqVaqEe/fusVCYAQ8fPoSlpSUaN26MUaNGKecG3r9/32RPhbe3t8lN54m6FH7vGM/9TEtLQ2pqKm7duoUtW7agSpUqShnk+009jP/to6KicPLkSZw6dQqpqalwcnLC3LlzERISgrNnz6Jx48aYPn06OnfurPKKCQAMGDAA7u7uyt+Fb7FTEOMh2QCLhUSYGSHqwUKoEQp/0QwNDcWECRPQqFEjTJs2DevWrcPkyZMB5F/62XgjbKIuBoMB2dnZGDJkCOzt7TF16lSMHDkSV69exZMnT2Bvb48xY8bAzs5OuSE9wGJhLpw4ccLkIghJSUmwsrJCeHg4nj9/jiNHjuDXX38FwMzMgeDgYNSuXRvz58+HhYUFTp8+jdDQUPTr1w8ODg6wtbXFuXPncOTIEbRu3fqFhyiSN0OvXr3QrFkz5e8FCxagRo0aePLkicn7qfB7i+81GTAnQswHFkINUPBD9ciRIzh27BjOnz8PIP/y9l9++SXq1auHv/3tb7hy5YpayyS/w7Vr19C8eXP4+Phg4MCB+Pbbb5GamorIyEj4+fkpZR7gEDUnevXqBWdnZwD597FzdXXFwoULlceZlflw+fJl2NraIikpCVu3boWVlZVy/nROTg6ePHmCBw8eYPv27bCxsVE+Q4k6PH36FIMHD0bDhg2RmZmJpUuXws7Ojud2EkLIa4CFUEMsWbIE1tbW6NevH95//33Mnz8fQP7lnAMCAtCiRYsityog6uDm5obWrVtjx44dyh6mSZMmITw8HL/++iv69OmDkSNHFrnfIA+pMS+M9xNMTk4GAJPL3DMr8yIiIgJTpkxRzqW+du0aAGDjxo3KRZpycnLQu3dvlkGV8fDwwJgxYwAAvXv3RoUKFWBtba28z4z4+vrizp07aiyREEI0BQuhRoiKioK1tbUyHE+ePIn3338fGzduVJ5jvN8PUZd79+6hbNmy+OCDDzB27FhYW1tjz549GDhwIBwdHZGbm4ujR4+iU6dO+Omnn9ReLinEhQsXlHt2pqenw97eHj4+PibP4Z5Bdbl58yYCAwNx+vRp5Wqu8fHxsLW1RfXq1ZU9g+Hh4bCxscHZs2fVXC4pgLe3N7p06WKybdSoUahTpw5u3bqlbHNzczO5MiUhhJA/DwuhUAp/4QwLC4OjoyOA3y5usXDhQgwcOPCNr43871y9ehU1a9bE9OnTERQUhG+//Rbu7u7497//jUuXLgEA71Fnhjx79gzDhg1DmTJlMHv2bBw+fBinTp1Cq1at8OjRIxZBM+DKlSuwtLREmzZt8OGHH8LX1xcA8OjRI4wYMQJeXl5YtGgRdu/ejdq1a/Pqr2ZEnz59ULJkSSQmJgIAMjMzlce8vLzQqFEjxMbGokuXLry1BCGEvEJYCAVScPhFRETg0aNHePToEWxtbeHn56c8NmPGDHzzzTdqLJG8BOfPn8fnn3+OBQsWIC0tDY8ePUJgYCAePnxo8jx+2VEX43//Bw8eKIeBnj59GkuXLoW1tTUaN26M0qVLK4cZMi/1iImJQYMGDZT7dfr7+6Ny5crKRbTi4uKwevVquLi4YNCgQQgODgbAzMwB455BDw8PtGjRAnFxcQBMD73u27cvLCwseGsJQgh5xbAQCmbp0qWwsbHBjRs3kJOTg02bNsHFxQVdu3ZVvqwaD20j5sm5c+dQpUoVTJgwQe2lkGIwFoVdu3ahVatW/7+9u3dpZQnDAN6onf9ABAs/EAJiIKCIIkZx06RwiwQxKliI4DdiGgu3ELUSRFMogp+FIDYhnUYFCyMBUaPBSiyCkYAiJMGwBPa5xWHnuied93g24T6/Znc2KQaWgXln3n0H/f39UBRFlLfPZrMIBALweDyQZZlp2SbK5XJoa2szVKUEAFmWsbu7i8vLS8OxBHomBYNB8+3t7aGvr0+0PR4PHA6H+Ib6a9B3eHgo7hkMEhH9GQwIi9TR0RHsdruh4lo6ncbDwwPGxsYwPz8vCiVQYYtGo6irq8PU1BRyuZzZ3aHfhEIhNDY24uXlBV6vF5IkIZVKGYK/x8dHDA4OcoJqsru7O1itViiKAgBYXV1FWVkZnE4nqqurUVNTg6GhIY6zAvP5+Zn3rKenBw6HA8/PzwDygz+ONSKiP4cBYZHQV7H169raGvx+P4BfuxT6c1VVzekg/SfX19fw+Xxmd4Pwq/hIKBQSbUVREIlERHVKfREmFouJwGJzcxMWiyUv3Zf+vmg0itraWjidTrS2tor3FY/HEYlEDO+WzBWPx5HJZERb0zTDQktvby86OjpE+igREf0MBoRFRp+ArqysoKWlxVB1bWtrC8vLy1w5LXJMYTOHPhl1uVzY2dkRz2dmZiDLMiRJEse2BAIBuN1ufHx8AADOzs4QjUZN6Tfli8ViqK+vx/j4OID83SSOMfPNzs6ivLwcAwMDCAaDhnfydWFTkiQsLS2Z0UUiov8NBoRF5OTkBHa7HZlMBu/v7xgeHsbk5CTC4TD29/dhs9lEhUoi+h6Xy4VgMCja5+fnKCkpwcbGBgAgHA6joaGB1SkL3P39PaxWK3w+HzMnCoymaeI79+3tbVRUVGB0dBSLi4vidyIi+nsYEBYoTdPy0kQTiQTcbjecTidUVcXt7S2mp6fR3t4OWZZ5TAHRN729vSGbzQIAurq6cHFxAeDfHfmDgwNYLBbIsozm5mYRMHLiWthubm5QVVUldnapcCQSCVRWVuL09BTJZBLHx8coLS1Fd3c3FhYW8hY3OdaIiH4OA8IClUwmxf3XtNDX11dR2EKfwKZSKa6AE32TqqpoamrCxMQEUqkUbDYbrq6u8v739PSERCIhvknjBLU4pNNps7tAv9ErJ9iOUgAAACNJREFUvPr9fszNzQEARkZG0NnZifX1dXi9XsM5g0RE9LP+ATKCcosJMHMfAAAAAElFTkSuQmCC\" width=\"900\">"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
+     "metadata": {
+      "needs_background": "light"
      },
-     "metadata": {},
      "output_type": "display_data"
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Generating statistics: https://hs.fi\n"
+      "Generate statistics: https://hs.fi\n"
      ]
     },
     {
      "data": {
-      "application/javascript": [
-       "/* Put everything inside the global mpl namespace */\n",
-       "window.mpl = {};\n",
-       "\n",
-       "\n",
-       "mpl.get_websocket_type = function() {\n",
-       "    if (typeof(WebSocket) !== 'undefined') {\n",
-       "        return WebSocket;\n",
-       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
-       "        return MozWebSocket;\n",
-       "    } else {\n",
-       "        alert('Your browser does not have WebSocket support. ' +\n",
-       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
-       "              'Firefox 4 and 5 are also supported but you ' +\n",
-       "              'have to enable WebSockets in about:config.');\n",
-       "    };\n",
-       "}\n",
-       "\n",
-       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
-       "    this.id = figure_id;\n",
-       "\n",
-       "    this.ws = websocket;\n",
-       "\n",
-       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
-       "\n",
-       "    if (!this.supports_binary) {\n",
-       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
-       "        if (warnings) {\n",
-       "            warnings.style.display = 'block';\n",
-       "            warnings.textContent = (\n",
-       "                \"This browser does not support binary websocket messages. \" +\n",
-       "                    \"Performance may be slow.\");\n",
-       "        }\n",
-       "    }\n",
-       "\n",
-       "    this.imageObj = new Image();\n",
-       "\n",
-       "    this.context = undefined;\n",
-       "    this.message = undefined;\n",
-       "    this.canvas = undefined;\n",
-       "    this.rubberband_canvas = undefined;\n",
-       "    this.rubberband_context = undefined;\n",
-       "    this.format_dropdown = undefined;\n",
-       "\n",
-       "    this.image_mode = 'full';\n",
-       "\n",
-       "    this.root = $('<div/>');\n",
-       "    this._root_extra_style(this.root)\n",
-       "    this.root.attr('style', 'display: inline-block');\n",
-       "\n",
-       "    $(parent_element).append(this.root);\n",
-       "\n",
-       "    this._init_header(this);\n",
-       "    this._init_canvas(this);\n",
-       "    this._init_toolbar(this);\n",
-       "\n",
-       "    var fig = this;\n",
-       "\n",
-       "    this.waiting = false;\n",
-       "\n",
-       "    this.ws.onopen =  function () {\n",
-       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
-       "            fig.send_message(\"send_image_mode\", {});\n",
-       "            if (mpl.ratio != 1) {\n",
-       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
-       "            }\n",
-       "            fig.send_message(\"refresh\", {});\n",
-       "        }\n",
-       "\n",
-       "    this.imageObj.onload = function() {\n",
-       "            if (fig.image_mode == 'full') {\n",
-       "                // Full images could contain transparency (where diff images\n",
-       "                // almost always do), so we need to clear the canvas so that\n",
-       "                // there is no ghosting.\n",
-       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
-       "            }\n",
-       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
-       "        };\n",
-       "\n",
-       "    this.imageObj.onunload = function() {\n",
-       "        fig.ws.close();\n",
-       "    }\n",
-       "\n",
-       "    this.ws.onmessage = this._make_on_message_function(this);\n",
-       "\n",
-       "    this.ondownload = ondownload;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_header = function() {\n",
-       "    var titlebar = $(\n",
-       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
-       "        'ui-helper-clearfix\"/>');\n",
-       "    var titletext = $(\n",
-       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
-       "        'text-align: center; padding: 3px;\"/>');\n",
-       "    titlebar.append(titletext)\n",
-       "    this.root.append(titlebar);\n",
-       "    this.header = titletext[0];\n",
-       "}\n",
-       "\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
-       "\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
-       "\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_canvas = function() {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var canvas_div = $('<div/>');\n",
-       "\n",
-       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
-       "\n",
-       "    function canvas_keyboard_event(event) {\n",
-       "        return fig.key_event(event, event['data']);\n",
-       "    }\n",
-       "\n",
-       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
-       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
-       "    this.canvas_div = canvas_div\n",
-       "    this._canvas_extra_style(canvas_div)\n",
-       "    this.root.append(canvas_div);\n",
-       "\n",
-       "    var canvas = $('<canvas/>');\n",
-       "    canvas.addClass('mpl-canvas');\n",
-       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
-       "\n",
-       "    this.canvas = canvas[0];\n",
-       "    this.context = canvas[0].getContext(\"2d\");\n",
-       "\n",
-       "    var backingStore = this.context.backingStorePixelRatio ||\n",
-       "\tthis.context.webkitBackingStorePixelRatio ||\n",
-       "\tthis.context.mozBackingStorePixelRatio ||\n",
-       "\tthis.context.msBackingStorePixelRatio ||\n",
-       "\tthis.context.oBackingStorePixelRatio ||\n",
-       "\tthis.context.backingStorePixelRatio || 1;\n",
-       "\n",
-       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
-       "\n",
-       "    var rubberband = $('<canvas/>');\n",
-       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
-       "\n",
-       "    var pass_mouse_events = true;\n",
-       "\n",
-       "    canvas_div.resizable({\n",
-       "        start: function(event, ui) {\n",
-       "            pass_mouse_events = false;\n",
-       "        },\n",
-       "        resize: function(event, ui) {\n",
-       "            fig.request_resize(ui.size.width, ui.size.height);\n",
-       "        },\n",
-       "        stop: function(event, ui) {\n",
-       "            pass_mouse_events = true;\n",
-       "            fig.request_resize(ui.size.width, ui.size.height);\n",
-       "        },\n",
-       "    });\n",
-       "\n",
-       "    function mouse_event_fn(event) {\n",
-       "        if (pass_mouse_events)\n",
-       "            return fig.mouse_event(event, event['data']);\n",
-       "    }\n",
-       "\n",
-       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
-       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
-       "    // Throttle sequential mouse events to 1 every 20ms.\n",
-       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
-       "\n",
-       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
-       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
-       "\n",
-       "    canvas_div.on(\"wheel\", function (event) {\n",
-       "        event = event.originalEvent;\n",
-       "        event['data'] = 'scroll'\n",
-       "        if (event.deltaY < 0) {\n",
-       "            event.step = 1;\n",
-       "        } else {\n",
-       "            event.step = -1;\n",
-       "        }\n",
-       "        mouse_event_fn(event);\n",
-       "    });\n",
-       "\n",
-       "    canvas_div.append(canvas);\n",
-       "    canvas_div.append(rubberband);\n",
-       "\n",
-       "    this.rubberband = rubberband;\n",
-       "    this.rubberband_canvas = rubberband[0];\n",
-       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
-       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
-       "\n",
-       "    this._resize_canvas = function(width, height) {\n",
-       "        // Keep the size of the canvas, canvas container, and rubber band\n",
-       "        // canvas in synch.\n",
-       "        canvas_div.css('width', width)\n",
-       "        canvas_div.css('height', height)\n",
-       "\n",
-       "        canvas.attr('width', width * mpl.ratio);\n",
-       "        canvas.attr('height', height * mpl.ratio);\n",
-       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
-       "\n",
-       "        rubberband.attr('width', width);\n",
-       "        rubberband.attr('height', height);\n",
-       "    }\n",
-       "\n",
-       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
-       "    // upon first draw.\n",
-       "    this._resize_canvas(600, 600);\n",
-       "\n",
-       "    // Disable right mouse context menu.\n",
-       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
-       "        return false;\n",
-       "    });\n",
-       "\n",
-       "    function set_focus () {\n",
-       "        canvas.focus();\n",
-       "        canvas_div.focus();\n",
-       "    }\n",
-       "\n",
-       "    window.setTimeout(set_focus, 100);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_toolbar = function() {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var nav_element = $('<div/>');\n",
-       "    nav_element.attr('style', 'width: 100%');\n",
-       "    this.root.append(nav_element);\n",
-       "\n",
-       "    // Define a callback function for later on.\n",
-       "    function toolbar_event(event) {\n",
-       "        return fig.toolbar_button_onclick(event['data']);\n",
-       "    }\n",
-       "    function toolbar_mouse_event(event) {\n",
-       "        return fig.toolbar_button_onmouseover(event['data']);\n",
-       "    }\n",
-       "\n",
-       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
-       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
-       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
-       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
-       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
-       "\n",
-       "        if (!name) {\n",
-       "            // put a spacer in here.\n",
-       "            continue;\n",
-       "        }\n",
-       "        var button = $('<button/>');\n",
-       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
-       "                        'ui-button-icon-only');\n",
-       "        button.attr('role', 'button');\n",
-       "        button.attr('aria-disabled', 'false');\n",
-       "        button.click(method_name, toolbar_event);\n",
-       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
-       "\n",
-       "        var icon_img = $('<span/>');\n",
-       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
-       "        icon_img.addClass(image);\n",
-       "        icon_img.addClass('ui-corner-all');\n",
-       "\n",
-       "        var tooltip_span = $('<span/>');\n",
-       "        tooltip_span.addClass('ui-button-text');\n",
-       "        tooltip_span.html(tooltip);\n",
-       "\n",
-       "        button.append(icon_img);\n",
-       "        button.append(tooltip_span);\n",
-       "\n",
-       "        nav_element.append(button);\n",
-       "    }\n",
-       "\n",
-       "    var fmt_picker_span = $('<span/>');\n",
-       "\n",
-       "    var fmt_picker = $('<select/>');\n",
-       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
-       "    fmt_picker_span.append(fmt_picker);\n",
-       "    nav_element.append(fmt_picker_span);\n",
-       "    this.format_dropdown = fmt_picker[0];\n",
-       "\n",
-       "    for (var ind in mpl.extensions) {\n",
-       "        var fmt = mpl.extensions[ind];\n",
-       "        var option = $(\n",
-       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
-       "        fmt_picker.append(option);\n",
-       "    }\n",
-       "\n",
-       "    // Add hover states to the ui-buttons\n",
-       "    $( \".ui-button\" ).hover(\n",
-       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
-       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
-       "    );\n",
-       "\n",
-       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
-       "    nav_element.append(status_bar);\n",
-       "    this.message = status_bar[0];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
-       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
-       "    // which will in turn request a refresh of the image.\n",
-       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.send_message = function(type, properties) {\n",
-       "    properties['type'] = type;\n",
-       "    properties['figure_id'] = this.id;\n",
-       "    this.ws.send(JSON.stringify(properties));\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.send_draw_message = function() {\n",
-       "    if (!this.waiting) {\n",
-       "        this.waiting = true;\n",
-       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
-       "    }\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
-       "    var format_dropdown = fig.format_dropdown;\n",
-       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
-       "    fig.ondownload(fig, format);\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
-       "    var size = msg['size'];\n",
-       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
-       "        fig._resize_canvas(size[0], size[1]);\n",
-       "        fig.send_message(\"refresh\", {});\n",
-       "    };\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
-       "    var x0 = msg['x0'] / mpl.ratio;\n",
-       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
-       "    var x1 = msg['x1'] / mpl.ratio;\n",
-       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
-       "    x0 = Math.floor(x0) + 0.5;\n",
-       "    y0 = Math.floor(y0) + 0.5;\n",
-       "    x1 = Math.floor(x1) + 0.5;\n",
-       "    y1 = Math.floor(y1) + 0.5;\n",
-       "    var min_x = Math.min(x0, x1);\n",
-       "    var min_y = Math.min(y0, y1);\n",
-       "    var width = Math.abs(x1 - x0);\n",
-       "    var height = Math.abs(y1 - y0);\n",
-       "\n",
-       "    fig.rubberband_context.clearRect(\n",
-       "        0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
-       "\n",
-       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
-       "    // Updates the figure title.\n",
-       "    fig.header.textContent = msg['label'];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
-       "    var cursor = msg['cursor'];\n",
-       "    switch(cursor)\n",
-       "    {\n",
-       "    case 0:\n",
-       "        cursor = 'pointer';\n",
-       "        break;\n",
-       "    case 1:\n",
-       "        cursor = 'default';\n",
-       "        break;\n",
-       "    case 2:\n",
-       "        cursor = 'crosshair';\n",
-       "        break;\n",
-       "    case 3:\n",
-       "        cursor = 'move';\n",
-       "        break;\n",
-       "    }\n",
-       "    fig.rubberband_canvas.style.cursor = cursor;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
-       "    fig.message.textContent = msg['message'];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
-       "    // Request the server to send over a new figure.\n",
-       "    fig.send_draw_message();\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
-       "    fig.image_mode = msg['mode'];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.updated_canvas_event = function() {\n",
-       "    // Called whenever the canvas gets updated.\n",
-       "    this.send_message(\"ack\", {});\n",
-       "}\n",
-       "\n",
-       "// A function to construct a web socket function for onmessage handling.\n",
-       "// Called in the figure constructor.\n",
-       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
-       "    return function socket_on_message(evt) {\n",
-       "        if (evt.data instanceof Blob) {\n",
-       "            /* FIXME: We get \"Resource interpreted as Image but\n",
-       "             * transferred with MIME type text/plain:\" errors on\n",
-       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
-       "             * to be part of the websocket stream */\n",
-       "            evt.data.type = \"image/png\";\n",
-       "\n",
-       "            /* Free the memory for the previous frames */\n",
-       "            if (fig.imageObj.src) {\n",
-       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
-       "                    fig.imageObj.src);\n",
-       "            }\n",
-       "\n",
-       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
-       "                evt.data);\n",
-       "            fig.updated_canvas_event();\n",
-       "            fig.waiting = false;\n",
-       "            return;\n",
-       "        }\n",
-       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
-       "            fig.imageObj.src = evt.data;\n",
-       "            fig.updated_canvas_event();\n",
-       "            fig.waiting = false;\n",
-       "            return;\n",
-       "        }\n",
-       "\n",
-       "        var msg = JSON.parse(evt.data);\n",
-       "        var msg_type = msg['type'];\n",
-       "\n",
-       "        // Call the  \"handle_{type}\" callback, which takes\n",
-       "        // the figure and JSON message as its only arguments.\n",
-       "        try {\n",
-       "            var callback = fig[\"handle_\" + msg_type];\n",
-       "        } catch (e) {\n",
-       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
-       "            return;\n",
-       "        }\n",
-       "\n",
-       "        if (callback) {\n",
-       "            try {\n",
-       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
-       "                callback(fig, msg);\n",
-       "            } catch (e) {\n",
-       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
-       "            }\n",
-       "        }\n",
-       "    };\n",
-       "}\n",
-       "\n",
-       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
-       "mpl.findpos = function(e) {\n",
-       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
-       "    var targ;\n",
-       "    if (!e)\n",
-       "        e = window.event;\n",
-       "    if (e.target)\n",
-       "        targ = e.target;\n",
-       "    else if (e.srcElement)\n",
-       "        targ = e.srcElement;\n",
-       "    if (targ.nodeType == 3) // defeat Safari bug\n",
-       "        targ = targ.parentNode;\n",
-       "\n",
-       "    // jQuery normalizes the pageX and pageY\n",
-       "    // pageX,Y are the mouse positions relative to the document\n",
-       "    // offset() returns the position of the element relative to the document\n",
-       "    var x = e.pageX - $(targ).offset().left;\n",
-       "    var y = e.pageY - $(targ).offset().top;\n",
-       "\n",
-       "    return {\"x\": x, \"y\": y};\n",
-       "};\n",
-       "\n",
-       "/*\n",
-       " * return a copy of an object with only non-object keys\n",
-       " * we need this to avoid circular references\n",
-       " * http://stackoverflow.com/a/24161582/3208463\n",
-       " */\n",
-       "function simpleKeys (original) {\n",
-       "  return Object.keys(original).reduce(function (obj, key) {\n",
-       "    if (typeof original[key] !== 'object')\n",
-       "        obj[key] = original[key]\n",
-       "    return obj;\n",
-       "  }, {});\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
-       "    var canvas_pos = mpl.findpos(event)\n",
-       "\n",
-       "    if (name === 'button_press')\n",
-       "    {\n",
-       "        this.canvas.focus();\n",
-       "        this.canvas_div.focus();\n",
-       "    }\n",
-       "\n",
-       "    var x = canvas_pos.x * mpl.ratio;\n",
-       "    var y = canvas_pos.y * mpl.ratio;\n",
-       "\n",
-       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
-       "                             step: event.step,\n",
-       "                             guiEvent: simpleKeys(event)});\n",
-       "\n",
-       "    /* This prevents the web browser from automatically changing to\n",
-       "     * the text insertion cursor when the button is pressed.  We want\n",
-       "     * to control all of the cursor setting manually through the\n",
-       "     * 'cursor' event from matplotlib */\n",
-       "    event.preventDefault();\n",
-       "    return false;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
-       "    // Handle any extra behaviour associated with a key event\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.key_event = function(event, name) {\n",
-       "\n",
-       "    // Prevent repeat events\n",
-       "    if (name == 'key_press')\n",
-       "    {\n",
-       "        if (event.which === this._key)\n",
-       "            return;\n",
-       "        else\n",
-       "            this._key = event.which;\n",
-       "    }\n",
-       "    if (name == 'key_release')\n",
-       "        this._key = null;\n",
-       "\n",
-       "    var value = '';\n",
-       "    if (event.ctrlKey && event.which != 17)\n",
-       "        value += \"ctrl+\";\n",
-       "    if (event.altKey && event.which != 18)\n",
-       "        value += \"alt+\";\n",
-       "    if (event.shiftKey && event.which != 16)\n",
-       "        value += \"shift+\";\n",
-       "\n",
-       "    value += 'k';\n",
-       "    value += event.which.toString();\n",
-       "\n",
-       "    this._key_event_extra(event, name);\n",
-       "\n",
-       "    this.send_message(name, {key: value,\n",
-       "                             guiEvent: simpleKeys(event)});\n",
-       "    return false;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
-       "    if (name == 'download') {\n",
-       "        this.handle_save(this, null);\n",
-       "    } else {\n",
-       "        this.send_message(\"toolbar_button\", {name: name});\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
-       "    this.message.textContent = tooltip;\n",
-       "};\n",
-       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
-       "\n",
-       "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
-       "\n",
-       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
-       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
-       "    // object with the appropriate methods. Currently this is a non binary\n",
-       "    // socket, so there is still some room for performance tuning.\n",
-       "    var ws = {};\n",
-       "\n",
-       "    ws.close = function() {\n",
-       "        comm.close()\n",
-       "    };\n",
-       "    ws.send = function(m) {\n",
-       "        //console.log('sending', m);\n",
-       "        comm.send(m);\n",
-       "    };\n",
-       "    // Register the callback with on_msg.\n",
-       "    comm.on_msg(function(msg) {\n",
-       "        //console.log('receiving', msg['content']['data'], msg);\n",
-       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
-       "        ws.onmessage(msg['content']['data'])\n",
-       "    });\n",
-       "    return ws;\n",
-       "}\n",
-       "\n",
-       "mpl.mpl_figure_comm = function(comm, msg) {\n",
-       "    // This is the function which gets called when the mpl process\n",
-       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
-       "\n",
-       "    var id = msg.content.data.id;\n",
-       "    // Get hold of the div created by the display call when the Comm\n",
-       "    // socket was opened in Python.\n",
-       "    var element = $(\"#\" + id);\n",
-       "    var ws_proxy = comm_websocket_adapter(comm)\n",
-       "\n",
-       "    function ondownload(figure, format) {\n",
-       "        window.open(figure.imageObj.src);\n",
-       "    }\n",
-       "\n",
-       "    var fig = new mpl.figure(id, ws_proxy,\n",
-       "                           ondownload,\n",
-       "                           element.get(0));\n",
-       "\n",
-       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
-       "    // web socket which is closed, not our websocket->open comm proxy.\n",
-       "    ws_proxy.onopen();\n",
-       "\n",
-       "    fig.parent_element = element.get(0);\n",
-       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
-       "    if (!fig.cell_info) {\n",
-       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
-       "        return;\n",
-       "    }\n",
-       "\n",
-       "    var output_index = fig.cell_info[2]\n",
-       "    var cell = fig.cell_info[0];\n",
-       "\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
-       "    var width = fig.canvas.width/mpl.ratio\n",
-       "    fig.root.unbind('remove')\n",
-       "\n",
-       "    // Update the output cell to use the data from the current canvas.\n",
-       "    fig.push_to_output();\n",
-       "    var dataURL = fig.canvas.toDataURL();\n",
-       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
-       "    // the notebook keyboard shortcuts fail.\n",
-       "    IPython.keyboard_manager.enable()\n",
-       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
-       "    fig.close_ws(fig, msg);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
-       "    fig.send_message('closing', msg);\n",
-       "    // fig.ws.close()\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
-       "    // Turn the data on the canvas into data in the output cell.\n",
-       "    var width = this.canvas.width/mpl.ratio\n",
-       "    var dataURL = this.canvas.toDataURL();\n",
-       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.updated_canvas_event = function() {\n",
-       "    // Tell IPython that the notebook contents must change.\n",
-       "    IPython.notebook.set_dirty(true);\n",
-       "    this.send_message(\"ack\", {});\n",
-       "    var fig = this;\n",
-       "    // Wait a second, then push the new image to the DOM so\n",
-       "    // that it is saved nicely (might be nice to debounce this).\n",
-       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_toolbar = function() {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var nav_element = $('<div/>');\n",
-       "    nav_element.attr('style', 'width: 100%');\n",
-       "    this.root.append(nav_element);\n",
-       "\n",
-       "    // Define a callback function for later on.\n",
-       "    function toolbar_event(event) {\n",
-       "        return fig.toolbar_button_onclick(event['data']);\n",
-       "    }\n",
-       "    function toolbar_mouse_event(event) {\n",
-       "        return fig.toolbar_button_onmouseover(event['data']);\n",
-       "    }\n",
-       "\n",
-       "    for(var toolbar_ind in mpl.toolbar_items){\n",
-       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
-       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
-       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
-       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
-       "\n",
-       "        if (!name) { continue; };\n",
-       "\n",
-       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
-       "        button.click(method_name, toolbar_event);\n",
-       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
-       "        nav_element.append(button);\n",
-       "    }\n",
-       "\n",
-       "    // Add the status bar.\n",
-       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
-       "    nav_element.append(status_bar);\n",
-       "    this.message = status_bar[0];\n",
-       "\n",
-       "    // Add the close button to the window.\n",
-       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
-       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
-       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
-       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
-       "    buttongrp.append(button);\n",
-       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
-       "    titlebar.prepend(buttongrp);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._root_extra_style = function(el){\n",
-       "    var fig = this\n",
-       "    el.on(\"remove\", function(){\n",
-       "\tfig.close_ws(fig, {});\n",
-       "    });\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
-       "    // this is important to make the div 'focusable\n",
-       "    el.attr('tabindex', 0)\n",
-       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
-       "    // off when our div gets focus\n",
-       "\n",
-       "    // location in version 3\n",
-       "    if (IPython.notebook.keyboard_manager) {\n",
-       "        IPython.notebook.keyboard_manager.register_events(el);\n",
-       "    }\n",
-       "    else {\n",
-       "        // location in version 2\n",
-       "        IPython.keyboard_manager.register_events(el);\n",
-       "    }\n",
-       "\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
-       "    var manager = IPython.notebook.keyboard_manager;\n",
-       "    if (!manager)\n",
-       "        manager = IPython.keyboard_manager;\n",
-       "\n",
-       "    // Check for shift+enter\n",
-       "    if (event.shiftKey && event.which == 13) {\n",
-       "        this.canvas_div.blur();\n",
-       "        // 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"
-      ],
+      "image/png": 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\n",
       "text/plain": [
-       "<IPython.core.display.Javascript object>"
+       "<Figure size 648x576 with 1 Axes>"
       ]
      },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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\" width=\"900\">"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
+     "metadata": {
+      "needs_background": "light"
      },
-     "metadata": {},
      "output_type": "display_data"
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Generating statistics: https://ts.fi\n"
+      "Generate statistics: https://ts.fi\n"
      ]
     },
     {
      "data": {
-      "application/javascript": [
-       "/* Put everything inside the global mpl namespace */\n",
-       "window.mpl = {};\n",
-       "\n",
-       "\n",
-       "mpl.get_websocket_type = function() {\n",
-       "    if (typeof(WebSocket) !== 'undefined') {\n",
-       "        return WebSocket;\n",
-       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
-       "        return MozWebSocket;\n",
-       "    } else {\n",
-       "        alert('Your browser does not have WebSocket support. ' +\n",
-       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
-       "              'Firefox 4 and 5 are also supported but you ' +\n",
-       "              'have to enable WebSockets in about:config.');\n",
-       "    };\n",
-       "}\n",
-       "\n",
-       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
-       "    this.id = figure_id;\n",
-       "\n",
-       "    this.ws = websocket;\n",
-       "\n",
-       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
-       "\n",
-       "    if (!this.supports_binary) {\n",
-       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
-       "        if (warnings) {\n",
-       "            warnings.style.display = 'block';\n",
-       "            warnings.textContent = (\n",
-       "                \"This browser does not support binary websocket messages. \" +\n",
-       "                    \"Performance may be slow.\");\n",
-       "        }\n",
-       "    }\n",
-       "\n",
-       "    this.imageObj = new Image();\n",
-       "\n",
-       "    this.context = undefined;\n",
-       "    this.message = undefined;\n",
-       "    this.canvas = undefined;\n",
-       "    this.rubberband_canvas = undefined;\n",
-       "    this.rubberband_context = undefined;\n",
-       "    this.format_dropdown = undefined;\n",
-       "\n",
-       "    this.image_mode = 'full';\n",
-       "\n",
-       "    this.root = $('<div/>');\n",
-       "    this._root_extra_style(this.root)\n",
-       "    this.root.attr('style', 'display: inline-block');\n",
-       "\n",
-       "    $(parent_element).append(this.root);\n",
-       "\n",
-       "    this._init_header(this);\n",
-       "    this._init_canvas(this);\n",
-       "    this._init_toolbar(this);\n",
-       "\n",
-       "    var fig = this;\n",
-       "\n",
-       "    this.waiting = false;\n",
-       "\n",
-       "    this.ws.onopen =  function () {\n",
-       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
-       "            fig.send_message(\"send_image_mode\", {});\n",
-       "            if (mpl.ratio != 1) {\n",
-       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
-       "            }\n",
-       "            fig.send_message(\"refresh\", {});\n",
-       "        }\n",
-       "\n",
-       "    this.imageObj.onload = function() {\n",
-       "            if (fig.image_mode == 'full') {\n",
-       "                // Full images could contain transparency (where diff images\n",
-       "                // almost always do), so we need to clear the canvas so that\n",
-       "                // there is no ghosting.\n",
-       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
-       "            }\n",
-       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
-       "        };\n",
-       "\n",
-       "    this.imageObj.onunload = function() {\n",
-       "        fig.ws.close();\n",
-       "    }\n",
-       "\n",
-       "    this.ws.onmessage = this._make_on_message_function(this);\n",
-       "\n",
-       "    this.ondownload = ondownload;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_header = function() {\n",
-       "    var titlebar = $(\n",
-       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
-       "        'ui-helper-clearfix\"/>');\n",
-       "    var titletext = $(\n",
-       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
-       "        'text-align: center; padding: 3px;\"/>');\n",
-       "    titlebar.append(titletext)\n",
-       "    this.root.append(titlebar);\n",
-       "    this.header = titletext[0];\n",
-       "}\n",
-       "\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
-       "\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
-       "\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_canvas = function() {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var canvas_div = $('<div/>');\n",
-       "\n",
-       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
-       "\n",
-       "    function canvas_keyboard_event(event) {\n",
-       "        return fig.key_event(event, event['data']);\n",
-       "    }\n",
-       "\n",
-       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
-       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
-       "    this.canvas_div = canvas_div\n",
-       "    this._canvas_extra_style(canvas_div)\n",
-       "    this.root.append(canvas_div);\n",
-       "\n",
-       "    var canvas = $('<canvas/>');\n",
-       "    canvas.addClass('mpl-canvas');\n",
-       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
-       "\n",
-       "    this.canvas = canvas[0];\n",
-       "    this.context = canvas[0].getContext(\"2d\");\n",
-       "\n",
-       "    var backingStore = this.context.backingStorePixelRatio ||\n",
-       "\tthis.context.webkitBackingStorePixelRatio ||\n",
-       "\tthis.context.mozBackingStorePixelRatio ||\n",
-       "\tthis.context.msBackingStorePixelRatio ||\n",
-       "\tthis.context.oBackingStorePixelRatio ||\n",
-       "\tthis.context.backingStorePixelRatio || 1;\n",
-       "\n",
-       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
-       "\n",
-       "    var rubberband = $('<canvas/>');\n",
-       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
-       "\n",
-       "    var pass_mouse_events = true;\n",
-       "\n",
-       "    canvas_div.resizable({\n",
-       "        start: function(event, ui) {\n",
-       "            pass_mouse_events = false;\n",
-       "        },\n",
-       "        resize: function(event, ui) {\n",
-       "            fig.request_resize(ui.size.width, ui.size.height);\n",
-       "        },\n",
-       "        stop: function(event, ui) {\n",
-       "            pass_mouse_events = true;\n",
-       "            fig.request_resize(ui.size.width, ui.size.height);\n",
-       "        },\n",
-       "    });\n",
-       "\n",
-       "    function mouse_event_fn(event) {\n",
-       "        if (pass_mouse_events)\n",
-       "            return fig.mouse_event(event, event['data']);\n",
-       "    }\n",
-       "\n",
-       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
-       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
-       "    // Throttle sequential mouse events to 1 every 20ms.\n",
-       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
-       "\n",
-       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
-       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
-       "\n",
-       "    canvas_div.on(\"wheel\", function (event) {\n",
-       "        event = event.originalEvent;\n",
-       "        event['data'] = 'scroll'\n",
-       "        if (event.deltaY < 0) {\n",
-       "            event.step = 1;\n",
-       "        } else {\n",
-       "            event.step = -1;\n",
-       "        }\n",
-       "        mouse_event_fn(event);\n",
-       "    });\n",
-       "\n",
-       "    canvas_div.append(canvas);\n",
-       "    canvas_div.append(rubberband);\n",
-       "\n",
-       "    this.rubberband = rubberband;\n",
-       "    this.rubberband_canvas = rubberband[0];\n",
-       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
-       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
-       "\n",
-       "    this._resize_canvas = function(width, height) {\n",
-       "        // Keep the size of the canvas, canvas container, and rubber band\n",
-       "        // canvas in synch.\n",
-       "        canvas_div.css('width', width)\n",
-       "        canvas_div.css('height', height)\n",
-       "\n",
-       "        canvas.attr('width', width * mpl.ratio);\n",
-       "        canvas.attr('height', height * mpl.ratio);\n",
-       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
-       "\n",
-       "        rubberband.attr('width', width);\n",
-       "        rubberband.attr('height', height);\n",
-       "    }\n",
-       "\n",
-       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
-       "    // upon first draw.\n",
-       "    this._resize_canvas(600, 600);\n",
-       "\n",
-       "    // Disable right mouse context menu.\n",
-       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
-       "        return false;\n",
-       "    });\n",
-       "\n",
-       "    function set_focus () {\n",
-       "        canvas.focus();\n",
-       "        canvas_div.focus();\n",
-       "    }\n",
-       "\n",
-       "    window.setTimeout(set_focus, 100);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_toolbar = function() {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var nav_element = $('<div/>');\n",
-       "    nav_element.attr('style', 'width: 100%');\n",
-       "    this.root.append(nav_element);\n",
-       "\n",
-       "    // Define a callback function for later on.\n",
-       "    function toolbar_event(event) {\n",
-       "        return fig.toolbar_button_onclick(event['data']);\n",
-       "    }\n",
-       "    function toolbar_mouse_event(event) {\n",
-       "        return fig.toolbar_button_onmouseover(event['data']);\n",
-       "    }\n",
-       "\n",
-       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
-       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
-       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
-       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
-       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
-       "\n",
-       "        if (!name) {\n",
-       "            // put a spacer in here.\n",
-       "            continue;\n",
-       "        }\n",
-       "        var button = $('<button/>');\n",
-       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
-       "                        'ui-button-icon-only');\n",
-       "        button.attr('role', 'button');\n",
-       "        button.attr('aria-disabled', 'false');\n",
-       "        button.click(method_name, toolbar_event);\n",
-       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
-       "\n",
-       "        var icon_img = $('<span/>');\n",
-       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
-       "        icon_img.addClass(image);\n",
-       "        icon_img.addClass('ui-corner-all');\n",
-       "\n",
-       "        var tooltip_span = $('<span/>');\n",
-       "        tooltip_span.addClass('ui-button-text');\n",
-       "        tooltip_span.html(tooltip);\n",
-       "\n",
-       "        button.append(icon_img);\n",
-       "        button.append(tooltip_span);\n",
-       "\n",
-       "        nav_element.append(button);\n",
-       "    }\n",
-       "\n",
-       "    var fmt_picker_span = $('<span/>');\n",
-       "\n",
-       "    var fmt_picker = $('<select/>');\n",
-       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
-       "    fmt_picker_span.append(fmt_picker);\n",
-       "    nav_element.append(fmt_picker_span);\n",
-       "    this.format_dropdown = fmt_picker[0];\n",
-       "\n",
-       "    for (var ind in mpl.extensions) {\n",
-       "        var fmt = mpl.extensions[ind];\n",
-       "        var option = $(\n",
-       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
-       "        fmt_picker.append(option);\n",
-       "    }\n",
-       "\n",
-       "    // Add hover states to the ui-buttons\n",
-       "    $( \".ui-button\" ).hover(\n",
-       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
-       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
-       "    );\n",
-       "\n",
-       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
-       "    nav_element.append(status_bar);\n",
-       "    this.message = status_bar[0];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
-       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
-       "    // which will in turn request a refresh of the image.\n",
-       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.send_message = function(type, properties) {\n",
-       "    properties['type'] = type;\n",
-       "    properties['figure_id'] = this.id;\n",
-       "    this.ws.send(JSON.stringify(properties));\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.send_draw_message = function() {\n",
-       "    if (!this.waiting) {\n",
-       "        this.waiting = true;\n",
-       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
-       "    }\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
-       "    var format_dropdown = fig.format_dropdown;\n",
-       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
-       "    fig.ondownload(fig, format);\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
-       "    var size = msg['size'];\n",
-       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
-       "        fig._resize_canvas(size[0], size[1]);\n",
-       "        fig.send_message(\"refresh\", {});\n",
-       "    };\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
-       "    var x0 = msg['x0'] / mpl.ratio;\n",
-       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
-       "    var x1 = msg['x1'] / mpl.ratio;\n",
-       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
-       "    x0 = Math.floor(x0) + 0.5;\n",
-       "    y0 = Math.floor(y0) + 0.5;\n",
-       "    x1 = Math.floor(x1) + 0.5;\n",
-       "    y1 = Math.floor(y1) + 0.5;\n",
-       "    var min_x = Math.min(x0, x1);\n",
-       "    var min_y = Math.min(y0, y1);\n",
-       "    var width = Math.abs(x1 - x0);\n",
-       "    var height = Math.abs(y1 - y0);\n",
-       "\n",
-       "    fig.rubberband_context.clearRect(\n",
-       "        0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
-       "\n",
-       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
-       "    // Updates the figure title.\n",
-       "    fig.header.textContent = msg['label'];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
-       "    var cursor = msg['cursor'];\n",
-       "    switch(cursor)\n",
-       "    {\n",
-       "    case 0:\n",
-       "        cursor = 'pointer';\n",
-       "        break;\n",
-       "    case 1:\n",
-       "        cursor = 'default';\n",
-       "        break;\n",
-       "    case 2:\n",
-       "        cursor = 'crosshair';\n",
-       "        break;\n",
-       "    case 3:\n",
-       "        cursor = 'move';\n",
-       "        break;\n",
-       "    }\n",
-       "    fig.rubberband_canvas.style.cursor = cursor;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
-       "    fig.message.textContent = msg['message'];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
-       "    // Request the server to send over a new figure.\n",
-       "    fig.send_draw_message();\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
-       "    fig.image_mode = msg['mode'];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.updated_canvas_event = function() {\n",
-       "    // Called whenever the canvas gets updated.\n",
-       "    this.send_message(\"ack\", {});\n",
-       "}\n",
-       "\n",
-       "// A function to construct a web socket function for onmessage handling.\n",
-       "// Called in the figure constructor.\n",
-       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
-       "    return function socket_on_message(evt) {\n",
-       "        if (evt.data instanceof Blob) {\n",
-       "            /* FIXME: We get \"Resource interpreted as Image but\n",
-       "             * transferred with MIME type text/plain:\" errors on\n",
-       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
-       "             * to be part of the websocket stream */\n",
-       "            evt.data.type = \"image/png\";\n",
-       "\n",
-       "            /* Free the memory for the previous frames */\n",
-       "            if (fig.imageObj.src) {\n",
-       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
-       "                    fig.imageObj.src);\n",
-       "            }\n",
-       "\n",
-       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
-       "                evt.data);\n",
-       "            fig.updated_canvas_event();\n",
-       "            fig.waiting = false;\n",
-       "            return;\n",
-       "        }\n",
-       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
-       "            fig.imageObj.src = evt.data;\n",
-       "            fig.updated_canvas_event();\n",
-       "            fig.waiting = false;\n",
-       "            return;\n",
-       "        }\n",
-       "\n",
-       "        var msg = JSON.parse(evt.data);\n",
-       "        var msg_type = msg['type'];\n",
-       "\n",
-       "        // Call the  \"handle_{type}\" callback, which takes\n",
-       "        // the figure and JSON message as its only arguments.\n",
-       "        try {\n",
-       "            var callback = fig[\"handle_\" + msg_type];\n",
-       "        } catch (e) {\n",
-       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
-       "            return;\n",
-       "        }\n",
-       "\n",
-       "        if (callback) {\n",
-       "            try {\n",
-       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
-       "                callback(fig, msg);\n",
-       "            } catch (e) {\n",
-       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
-       "            }\n",
-       "        }\n",
-       "    };\n",
-       "}\n",
-       "\n",
-       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
-       "mpl.findpos = function(e) {\n",
-       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
-       "    var targ;\n",
-       "    if (!e)\n",
-       "        e = window.event;\n",
-       "    if (e.target)\n",
-       "        targ = e.target;\n",
-       "    else if (e.srcElement)\n",
-       "        targ = e.srcElement;\n",
-       "    if (targ.nodeType == 3) // defeat Safari bug\n",
-       "        targ = targ.parentNode;\n",
-       "\n",
-       "    // jQuery normalizes the pageX and pageY\n",
-       "    // pageX,Y are the mouse positions relative to the document\n",
-       "    // offset() returns the position of the element relative to the document\n",
-       "    var x = e.pageX - $(targ).offset().left;\n",
-       "    var y = e.pageY - $(targ).offset().top;\n",
-       "\n",
-       "    return {\"x\": x, \"y\": y};\n",
-       "};\n",
-       "\n",
-       "/*\n",
-       " * return a copy of an object with only non-object keys\n",
-       " * we need this to avoid circular references\n",
-       " * http://stackoverflow.com/a/24161582/3208463\n",
-       " */\n",
-       "function simpleKeys (original) {\n",
-       "  return Object.keys(original).reduce(function (obj, key) {\n",
-       "    if (typeof original[key] !== 'object')\n",
-       "        obj[key] = original[key]\n",
-       "    return obj;\n",
-       "  }, {});\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
-       "    var canvas_pos = mpl.findpos(event)\n",
-       "\n",
-       "    if (name === 'button_press')\n",
-       "    {\n",
-       "        this.canvas.focus();\n",
-       "        this.canvas_div.focus();\n",
-       "    }\n",
-       "\n",
-       "    var x = canvas_pos.x * mpl.ratio;\n",
-       "    var y = canvas_pos.y * mpl.ratio;\n",
-       "\n",
-       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
-       "                             step: event.step,\n",
-       "                             guiEvent: simpleKeys(event)});\n",
-       "\n",
-       "    /* This prevents the web browser from automatically changing to\n",
-       "     * the text insertion cursor when the button is pressed.  We want\n",
-       "     * to control all of the cursor setting manually through the\n",
-       "     * 'cursor' event from matplotlib */\n",
-       "    event.preventDefault();\n",
-       "    return false;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
-       "    // Handle any extra behaviour associated with a key event\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.key_event = function(event, name) {\n",
-       "\n",
-       "    // Prevent repeat events\n",
-       "    if (name == 'key_press')\n",
-       "    {\n",
-       "        if (event.which === this._key)\n",
-       "            return;\n",
-       "        else\n",
-       "            this._key = event.which;\n",
-       "    }\n",
-       "    if (name == 'key_release')\n",
-       "        this._key = null;\n",
-       "\n",
-       "    var value = '';\n",
-       "    if (event.ctrlKey && event.which != 17)\n",
-       "        value += \"ctrl+\";\n",
-       "    if (event.altKey && event.which != 18)\n",
-       "        value += \"alt+\";\n",
-       "    if (event.shiftKey && event.which != 16)\n",
-       "        value += \"shift+\";\n",
-       "\n",
-       "    value += 'k';\n",
-       "    value += event.which.toString();\n",
-       "\n",
-       "    this._key_event_extra(event, name);\n",
-       "\n",
-       "    this.send_message(name, {key: value,\n",
-       "                             guiEvent: simpleKeys(event)});\n",
-       "    return false;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
-       "    if (name == 'download') {\n",
-       "        this.handle_save(this, null);\n",
-       "    } else {\n",
-       "        this.send_message(\"toolbar_button\", {name: name});\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
-       "    this.message.textContent = tooltip;\n",
-       "};\n",
-       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
-       "\n",
-       "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
-       "\n",
-       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
-       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
-       "    // object with the appropriate methods. Currently this is a non binary\n",
-       "    // socket, so there is still some room for performance tuning.\n",
-       "    var ws = {};\n",
-       "\n",
-       "    ws.close = function() {\n",
-       "        comm.close()\n",
-       "    };\n",
-       "    ws.send = function(m) {\n",
-       "        //console.log('sending', m);\n",
-       "        comm.send(m);\n",
-       "    };\n",
-       "    // Register the callback with on_msg.\n",
-       "    comm.on_msg(function(msg) {\n",
-       "        //console.log('receiving', msg['content']['data'], msg);\n",
-       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
-       "        ws.onmessage(msg['content']['data'])\n",
-       "    });\n",
-       "    return ws;\n",
-       "}\n",
-       "\n",
-       "mpl.mpl_figure_comm = function(comm, msg) {\n",
-       "    // This is the function which gets called when the mpl process\n",
-       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
-       "\n",
-       "    var id = msg.content.data.id;\n",
-       "    // Get hold of the div created by the display call when the Comm\n",
-       "    // socket was opened in Python.\n",
-       "    var element = $(\"#\" + id);\n",
-       "    var ws_proxy = comm_websocket_adapter(comm)\n",
-       "\n",
-       "    function ondownload(figure, format) {\n",
-       "        window.open(figure.imageObj.src);\n",
-       "    }\n",
-       "\n",
-       "    var fig = new mpl.figure(id, ws_proxy,\n",
-       "                           ondownload,\n",
-       "                           element.get(0));\n",
-       "\n",
-       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
-       "    // web socket which is closed, not our websocket->open comm proxy.\n",
-       "    ws_proxy.onopen();\n",
-       "\n",
-       "    fig.parent_element = element.get(0);\n",
-       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
-       "    if (!fig.cell_info) {\n",
-       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
-       "        return;\n",
-       "    }\n",
-       "\n",
-       "    var output_index = fig.cell_info[2]\n",
-       "    var cell = fig.cell_info[0];\n",
-       "\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
-       "    var width = fig.canvas.width/mpl.ratio\n",
-       "    fig.root.unbind('remove')\n",
-       "\n",
-       "    // Update the output cell to use the data from the current canvas.\n",
-       "    fig.push_to_output();\n",
-       "    var dataURL = fig.canvas.toDataURL();\n",
-       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
-       "    // the notebook keyboard shortcuts fail.\n",
-       "    IPython.keyboard_manager.enable()\n",
-       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
-       "    fig.close_ws(fig, msg);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
-       "    fig.send_message('closing', msg);\n",
-       "    // fig.ws.close()\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
-       "    // Turn the data on the canvas into data in the output cell.\n",
-       "    var width = this.canvas.width/mpl.ratio\n",
-       "    var dataURL = this.canvas.toDataURL();\n",
-       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.updated_canvas_event = function() {\n",
-       "    // Tell IPython that the notebook contents must change.\n",
-       "    IPython.notebook.set_dirty(true);\n",
-       "    this.send_message(\"ack\", {});\n",
-       "    var fig = this;\n",
-       "    // Wait a second, then push the new image to the DOM so\n",
-       "    // that it is saved nicely (might be nice to debounce this).\n",
-       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_toolbar = function() {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var nav_element = $('<div/>');\n",
-       "    nav_element.attr('style', 'width: 100%');\n",
-       "    this.root.append(nav_element);\n",
-       "\n",
-       "    // Define a callback function for later on.\n",
-       "    function toolbar_event(event) {\n",
-       "        return fig.toolbar_button_onclick(event['data']);\n",
-       "    }\n",
-       "    function toolbar_mouse_event(event) {\n",
-       "        return fig.toolbar_button_onmouseover(event['data']);\n",
-       "    }\n",
-       "\n",
-       "    for(var toolbar_ind in mpl.toolbar_items){\n",
-       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
-       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
-       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
-       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
-       "\n",
-       "        if (!name) { continue; };\n",
-       "\n",
-       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
-       "        button.click(method_name, toolbar_event);\n",
-       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
-       "        nav_element.append(button);\n",
-       "    }\n",
-       "\n",
-       "    // Add the status bar.\n",
-       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
-       "    nav_element.append(status_bar);\n",
-       "    this.message = status_bar[0];\n",
-       "\n",
-       "    // Add the close button to the window.\n",
-       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
-       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
-       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
-       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
-       "    buttongrp.append(button);\n",
-       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
-       "    titlebar.prepend(buttongrp);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._root_extra_style = function(el){\n",
-       "    var fig = this\n",
-       "    el.on(\"remove\", function(){\n",
-       "\tfig.close_ws(fig, {});\n",
-       "    });\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
-       "    // this is important to make the div 'focusable\n",
-       "    el.attr('tabindex', 0)\n",
-       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
-       "    // off when our div gets focus\n",
-       "\n",
-       "    // location in version 3\n",
-       "    if (IPython.notebook.keyboard_manager) {\n",
-       "        IPython.notebook.keyboard_manager.register_events(el);\n",
-       "    }\n",
-       "    else {\n",
-       "        // location in version 2\n",
-       "        IPython.keyboard_manager.register_events(el);\n",
-       "    }\n",
-       "\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
-       "    var manager = IPython.notebook.keyboard_manager;\n",
-       "    if (!manager)\n",
-       "        manager = IPython.keyboard_manager;\n",
-       "\n",
-       "    // Check for shift+enter\n",
-       "    if (event.shiftKey && event.which == 13) {\n",
-       "        this.canvas_div.blur();\n",
-       "        // 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"
-      ],
+      "image/png": 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\n",
       "text/plain": [
-       "<IPython.core.display.Javascript object>"
+       "<Figure size 648x576 with 1 Axes>"
       ]
      },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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\" width=\"900\">"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
+     "metadata": {
+      "needs_background": "light"
      },
-     "metadata": {},
      "output_type": "display_data"
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Generating statistics: https://facebook.com\n"
+      "Generate statistics: https://facebook.com\n"
      ]
     },
     {
      "data": {
-      "application/javascript": [
-       "/* Put everything inside the global mpl namespace */\n",
-       "window.mpl = {};\n",
-       "\n",
-       "\n",
-       "mpl.get_websocket_type = function() {\n",
-       "    if (typeof(WebSocket) !== 'undefined') {\n",
-       "        return WebSocket;\n",
-       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
-       "        return MozWebSocket;\n",
-       "    } else {\n",
-       "        alert('Your browser does not have WebSocket support. ' +\n",
-       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
-       "              'Firefox 4 and 5 are also supported but you ' +\n",
-       "              'have to enable WebSockets in about:config.');\n",
-       "    };\n",
-       "}\n",
-       "\n",
-       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
-       "    this.id = figure_id;\n",
-       "\n",
-       "    this.ws = websocket;\n",
-       "\n",
-       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
-       "\n",
-       "    if (!this.supports_binary) {\n",
-       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
-       "        if (warnings) {\n",
-       "            warnings.style.display = 'block';\n",
-       "            warnings.textContent = (\n",
-       "                \"This browser does not support binary websocket messages. \" +\n",
-       "                    \"Performance may be slow.\");\n",
-       "        }\n",
-       "    }\n",
-       "\n",
-       "    this.imageObj = new Image();\n",
-       "\n",
-       "    this.context = undefined;\n",
-       "    this.message = undefined;\n",
-       "    this.canvas = undefined;\n",
-       "    this.rubberband_canvas = undefined;\n",
-       "    this.rubberband_context = undefined;\n",
-       "    this.format_dropdown = undefined;\n",
-       "\n",
-       "    this.image_mode = 'full';\n",
-       "\n",
-       "    this.root = $('<div/>');\n",
-       "    this._root_extra_style(this.root)\n",
-       "    this.root.attr('style', 'display: inline-block');\n",
-       "\n",
-       "    $(parent_element).append(this.root);\n",
-       "\n",
-       "    this._init_header(this);\n",
-       "    this._init_canvas(this);\n",
-       "    this._init_toolbar(this);\n",
-       "\n",
-       "    var fig = this;\n",
-       "\n",
-       "    this.waiting = false;\n",
-       "\n",
-       "    this.ws.onopen =  function () {\n",
-       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
-       "            fig.send_message(\"send_image_mode\", {});\n",
-       "            if (mpl.ratio != 1) {\n",
-       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
-       "            }\n",
-       "            fig.send_message(\"refresh\", {});\n",
-       "        }\n",
-       "\n",
-       "    this.imageObj.onload = function() {\n",
-       "            if (fig.image_mode == 'full') {\n",
-       "                // Full images could contain transparency (where diff images\n",
-       "                // almost always do), so we need to clear the canvas so that\n",
-       "                // there is no ghosting.\n",
-       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
-       "            }\n",
-       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
-       "        };\n",
-       "\n",
-       "    this.imageObj.onunload = function() {\n",
-       "        fig.ws.close();\n",
-       "    }\n",
-       "\n",
-       "    this.ws.onmessage = this._make_on_message_function(this);\n",
-       "\n",
-       "    this.ondownload = ondownload;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_header = function() {\n",
-       "    var titlebar = $(\n",
-       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
-       "        'ui-helper-clearfix\"/>');\n",
-       "    var titletext = $(\n",
-       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
-       "        'text-align: center; padding: 3px;\"/>');\n",
-       "    titlebar.append(titletext)\n",
-       "    this.root.append(titlebar);\n",
-       "    this.header = titletext[0];\n",
-       "}\n",
-       "\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
-       "\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
-       "\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_canvas = function() {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var canvas_div = $('<div/>');\n",
-       "\n",
-       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
-       "\n",
-       "    function canvas_keyboard_event(event) {\n",
-       "        return fig.key_event(event, event['data']);\n",
-       "    }\n",
-       "\n",
-       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
-       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
-       "    this.canvas_div = canvas_div\n",
-       "    this._canvas_extra_style(canvas_div)\n",
-       "    this.root.append(canvas_div);\n",
-       "\n",
-       "    var canvas = $('<canvas/>');\n",
-       "    canvas.addClass('mpl-canvas');\n",
-       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
-       "\n",
-       "    this.canvas = canvas[0];\n",
-       "    this.context = canvas[0].getContext(\"2d\");\n",
-       "\n",
-       "    var backingStore = this.context.backingStorePixelRatio ||\n",
-       "\tthis.context.webkitBackingStorePixelRatio ||\n",
-       "\tthis.context.mozBackingStorePixelRatio ||\n",
-       "\tthis.context.msBackingStorePixelRatio ||\n",
-       "\tthis.context.oBackingStorePixelRatio ||\n",
-       "\tthis.context.backingStorePixelRatio || 1;\n",
-       "\n",
-       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
-       "\n",
-       "    var rubberband = $('<canvas/>');\n",
-       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
-       "\n",
-       "    var pass_mouse_events = true;\n",
-       "\n",
-       "    canvas_div.resizable({\n",
-       "        start: function(event, ui) {\n",
-       "            pass_mouse_events = false;\n",
-       "        },\n",
-       "        resize: function(event, ui) {\n",
-       "            fig.request_resize(ui.size.width, ui.size.height);\n",
-       "        },\n",
-       "        stop: function(event, ui) {\n",
-       "            pass_mouse_events = true;\n",
-       "            fig.request_resize(ui.size.width, ui.size.height);\n",
-       "        },\n",
-       "    });\n",
-       "\n",
-       "    function mouse_event_fn(event) {\n",
-       "        if (pass_mouse_events)\n",
-       "            return fig.mouse_event(event, event['data']);\n",
-       "    }\n",
-       "\n",
-       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
-       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
-       "    // Throttle sequential mouse events to 1 every 20ms.\n",
-       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
-       "\n",
-       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
-       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
-       "\n",
-       "    canvas_div.on(\"wheel\", function (event) {\n",
-       "        event = event.originalEvent;\n",
-       "        event['data'] = 'scroll'\n",
-       "        if (event.deltaY < 0) {\n",
-       "            event.step = 1;\n",
-       "        } else {\n",
-       "            event.step = -1;\n",
-       "        }\n",
-       "        mouse_event_fn(event);\n",
-       "    });\n",
-       "\n",
-       "    canvas_div.append(canvas);\n",
-       "    canvas_div.append(rubberband);\n",
-       "\n",
-       "    this.rubberband = rubberband;\n",
-       "    this.rubberband_canvas = rubberband[0];\n",
-       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
-       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
-       "\n",
-       "    this._resize_canvas = function(width, height) {\n",
-       "        // Keep the size of the canvas, canvas container, and rubber band\n",
-       "        // canvas in synch.\n",
-       "        canvas_div.css('width', width)\n",
-       "        canvas_div.css('height', height)\n",
-       "\n",
-       "        canvas.attr('width', width * mpl.ratio);\n",
-       "        canvas.attr('height', height * mpl.ratio);\n",
-       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
-       "\n",
-       "        rubberband.attr('width', width);\n",
-       "        rubberband.attr('height', height);\n",
-       "    }\n",
-       "\n",
-       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
-       "    // upon first draw.\n",
-       "    this._resize_canvas(600, 600);\n",
-       "\n",
-       "    // Disable right mouse context menu.\n",
-       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
-       "        return false;\n",
-       "    });\n",
-       "\n",
-       "    function set_focus () {\n",
-       "        canvas.focus();\n",
-       "        canvas_div.focus();\n",
-       "    }\n",
-       "\n",
-       "    window.setTimeout(set_focus, 100);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_toolbar = function() {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var nav_element = $('<div/>');\n",
-       "    nav_element.attr('style', 'width: 100%');\n",
-       "    this.root.append(nav_element);\n",
-       "\n",
-       "    // Define a callback function for later on.\n",
-       "    function toolbar_event(event) {\n",
-       "        return fig.toolbar_button_onclick(event['data']);\n",
-       "    }\n",
-       "    function toolbar_mouse_event(event) {\n",
-       "        return fig.toolbar_button_onmouseover(event['data']);\n",
-       "    }\n",
-       "\n",
-       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
-       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
-       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
-       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
-       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
-       "\n",
-       "        if (!name) {\n",
-       "            // put a spacer in here.\n",
-       "            continue;\n",
-       "        }\n",
-       "        var button = $('<button/>');\n",
-       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
-       "                        'ui-button-icon-only');\n",
-       "        button.attr('role', 'button');\n",
-       "        button.attr('aria-disabled', 'false');\n",
-       "        button.click(method_name, toolbar_event);\n",
-       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
-       "\n",
-       "        var icon_img = $('<span/>');\n",
-       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
-       "        icon_img.addClass(image);\n",
-       "        icon_img.addClass('ui-corner-all');\n",
-       "\n",
-       "        var tooltip_span = $('<span/>');\n",
-       "        tooltip_span.addClass('ui-button-text');\n",
-       "        tooltip_span.html(tooltip);\n",
-       "\n",
-       "        button.append(icon_img);\n",
-       "        button.append(tooltip_span);\n",
-       "\n",
-       "        nav_element.append(button);\n",
-       "    }\n",
-       "\n",
-       "    var fmt_picker_span = $('<span/>');\n",
-       "\n",
-       "    var fmt_picker = $('<select/>');\n",
-       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
-       "    fmt_picker_span.append(fmt_picker);\n",
-       "    nav_element.append(fmt_picker_span);\n",
-       "    this.format_dropdown = fmt_picker[0];\n",
-       "\n",
-       "    for (var ind in mpl.extensions) {\n",
-       "        var fmt = mpl.extensions[ind];\n",
-       "        var option = $(\n",
-       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
-       "        fmt_picker.append(option);\n",
-       "    }\n",
-       "\n",
-       "    // Add hover states to the ui-buttons\n",
-       "    $( \".ui-button\" ).hover(\n",
-       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
-       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
-       "    );\n",
-       "\n",
-       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
-       "    nav_element.append(status_bar);\n",
-       "    this.message = status_bar[0];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
-       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
-       "    // which will in turn request a refresh of the image.\n",
-       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.send_message = function(type, properties) {\n",
-       "    properties['type'] = type;\n",
-       "    properties['figure_id'] = this.id;\n",
-       "    this.ws.send(JSON.stringify(properties));\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.send_draw_message = function() {\n",
-       "    if (!this.waiting) {\n",
-       "        this.waiting = true;\n",
-       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
-       "    }\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
-       "    var format_dropdown = fig.format_dropdown;\n",
-       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
-       "    fig.ondownload(fig, format);\n",
-       "}\n",
-       "\n",
-       "\n",
-       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
-       "    var size = msg['size'];\n",
-       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
-       "        fig._resize_canvas(size[0], size[1]);\n",
-       "        fig.send_message(\"refresh\", {});\n",
-       "    };\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
-       "    var x0 = msg['x0'] / mpl.ratio;\n",
-       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
-       "    var x1 = msg['x1'] / mpl.ratio;\n",
-       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
-       "    x0 = Math.floor(x0) + 0.5;\n",
-       "    y0 = Math.floor(y0) + 0.5;\n",
-       "    x1 = Math.floor(x1) + 0.5;\n",
-       "    y1 = Math.floor(y1) + 0.5;\n",
-       "    var min_x = Math.min(x0, x1);\n",
-       "    var min_y = Math.min(y0, y1);\n",
-       "    var width = Math.abs(x1 - x0);\n",
-       "    var height = Math.abs(y1 - y0);\n",
-       "\n",
-       "    fig.rubberband_context.clearRect(\n",
-       "        0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
-       "\n",
-       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
-       "    // Updates the figure title.\n",
-       "    fig.header.textContent = msg['label'];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
-       "    var cursor = msg['cursor'];\n",
-       "    switch(cursor)\n",
-       "    {\n",
-       "    case 0:\n",
-       "        cursor = 'pointer';\n",
-       "        break;\n",
-       "    case 1:\n",
-       "        cursor = 'default';\n",
-       "        break;\n",
-       "    case 2:\n",
-       "        cursor = 'crosshair';\n",
-       "        break;\n",
-       "    case 3:\n",
-       "        cursor = 'move';\n",
-       "        break;\n",
-       "    }\n",
-       "    fig.rubberband_canvas.style.cursor = cursor;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
-       "    fig.message.textContent = msg['message'];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
-       "    // Request the server to send over a new figure.\n",
-       "    fig.send_draw_message();\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
-       "    fig.image_mode = msg['mode'];\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.updated_canvas_event = function() {\n",
-       "    // Called whenever the canvas gets updated.\n",
-       "    this.send_message(\"ack\", {});\n",
-       "}\n",
-       "\n",
-       "// A function to construct a web socket function for onmessage handling.\n",
-       "// Called in the figure constructor.\n",
-       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
-       "    return function socket_on_message(evt) {\n",
-       "        if (evt.data instanceof Blob) {\n",
-       "            /* FIXME: We get \"Resource interpreted as Image but\n",
-       "             * transferred with MIME type text/plain:\" errors on\n",
-       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
-       "             * to be part of the websocket stream */\n",
-       "            evt.data.type = \"image/png\";\n",
-       "\n",
-       "            /* Free the memory for the previous frames */\n",
-       "            if (fig.imageObj.src) {\n",
-       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
-       "                    fig.imageObj.src);\n",
-       "            }\n",
-       "\n",
-       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
-       "                evt.data);\n",
-       "            fig.updated_canvas_event();\n",
-       "            fig.waiting = false;\n",
-       "            return;\n",
-       "        }\n",
-       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
-       "            fig.imageObj.src = evt.data;\n",
-       "            fig.updated_canvas_event();\n",
-       "            fig.waiting = false;\n",
-       "            return;\n",
-       "        }\n",
-       "\n",
-       "        var msg = JSON.parse(evt.data);\n",
-       "        var msg_type = msg['type'];\n",
-       "\n",
-       "        // Call the  \"handle_{type}\" callback, which takes\n",
-       "        // the figure and JSON message as its only arguments.\n",
-       "        try {\n",
-       "            var callback = fig[\"handle_\" + msg_type];\n",
-       "        } catch (e) {\n",
-       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
-       "            return;\n",
-       "        }\n",
-       "\n",
-       "        if (callback) {\n",
-       "            try {\n",
-       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
-       "                callback(fig, msg);\n",
-       "            } catch (e) {\n",
-       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
-       "            }\n",
-       "        }\n",
-       "    };\n",
-       "}\n",
-       "\n",
-       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
-       "mpl.findpos = function(e) {\n",
-       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
-       "    var targ;\n",
-       "    if (!e)\n",
-       "        e = window.event;\n",
-       "    if (e.target)\n",
-       "        targ = e.target;\n",
-       "    else if (e.srcElement)\n",
-       "        targ = e.srcElement;\n",
-       "    if (targ.nodeType == 3) // defeat Safari bug\n",
-       "        targ = targ.parentNode;\n",
-       "\n",
-       "    // jQuery normalizes the pageX and pageY\n",
-       "    // pageX,Y are the mouse positions relative to the document\n",
-       "    // offset() returns the position of the element relative to the document\n",
-       "    var x = e.pageX - $(targ).offset().left;\n",
-       "    var y = e.pageY - $(targ).offset().top;\n",
-       "\n",
-       "    return {\"x\": x, \"y\": y};\n",
-       "};\n",
-       "\n",
-       "/*\n",
-       " * return a copy of an object with only non-object keys\n",
-       " * we need this to avoid circular references\n",
-       " * http://stackoverflow.com/a/24161582/3208463\n",
-       " */\n",
-       "function simpleKeys (original) {\n",
-       "  return Object.keys(original).reduce(function (obj, key) {\n",
-       "    if (typeof original[key] !== 'object')\n",
-       "        obj[key] = original[key]\n",
-       "    return obj;\n",
-       "  }, {});\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
-       "    var canvas_pos = mpl.findpos(event)\n",
-       "\n",
-       "    if (name === 'button_press')\n",
-       "    {\n",
-       "        this.canvas.focus();\n",
-       "        this.canvas_div.focus();\n",
-       "    }\n",
-       "\n",
-       "    var x = canvas_pos.x * mpl.ratio;\n",
-       "    var y = canvas_pos.y * mpl.ratio;\n",
-       "\n",
-       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
-       "                             step: event.step,\n",
-       "                             guiEvent: simpleKeys(event)});\n",
-       "\n",
-       "    /* This prevents the web browser from automatically changing to\n",
-       "     * the text insertion cursor when the button is pressed.  We want\n",
-       "     * to control all of the cursor setting manually through the\n",
-       "     * 'cursor' event from matplotlib */\n",
-       "    event.preventDefault();\n",
-       "    return false;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
-       "    // Handle any extra behaviour associated with a key event\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.key_event = function(event, name) {\n",
-       "\n",
-       "    // Prevent repeat events\n",
-       "    if (name == 'key_press')\n",
-       "    {\n",
-       "        if (event.which === this._key)\n",
-       "            return;\n",
-       "        else\n",
-       "            this._key = event.which;\n",
-       "    }\n",
-       "    if (name == 'key_release')\n",
-       "        this._key = null;\n",
-       "\n",
-       "    var value = '';\n",
-       "    if (event.ctrlKey && event.which != 17)\n",
-       "        value += \"ctrl+\";\n",
-       "    if (event.altKey && event.which != 18)\n",
-       "        value += \"alt+\";\n",
-       "    if (event.shiftKey && event.which != 16)\n",
-       "        value += \"shift+\";\n",
-       "\n",
-       "    value += 'k';\n",
-       "    value += event.which.toString();\n",
-       "\n",
-       "    this._key_event_extra(event, name);\n",
-       "\n",
-       "    this.send_message(name, {key: value,\n",
-       "                             guiEvent: simpleKeys(event)});\n",
-       "    return false;\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
-       "    if (name == 'download') {\n",
-       "        this.handle_save(this, null);\n",
-       "    } else {\n",
-       "        this.send_message(\"toolbar_button\", {name: name});\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
-       "    this.message.textContent = tooltip;\n",
-       "};\n",
-       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
-       "\n",
-       "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
-       "\n",
-       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
-       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
-       "    // object with the appropriate methods. Currently this is a non binary\n",
-       "    // socket, so there is still some room for performance tuning.\n",
-       "    var ws = {};\n",
-       "\n",
-       "    ws.close = function() {\n",
-       "        comm.close()\n",
-       "    };\n",
-       "    ws.send = function(m) {\n",
-       "        //console.log('sending', m);\n",
-       "        comm.send(m);\n",
-       "    };\n",
-       "    // Register the callback with on_msg.\n",
-       "    comm.on_msg(function(msg) {\n",
-       "        //console.log('receiving', msg['content']['data'], msg);\n",
-       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
-       "        ws.onmessage(msg['content']['data'])\n",
-       "    });\n",
-       "    return ws;\n",
-       "}\n",
-       "\n",
-       "mpl.mpl_figure_comm = function(comm, msg) {\n",
-       "    // This is the function which gets called when the mpl process\n",
-       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
-       "\n",
-       "    var id = msg.content.data.id;\n",
-       "    // Get hold of the div created by the display call when the Comm\n",
-       "    // socket was opened in Python.\n",
-       "    var element = $(\"#\" + id);\n",
-       "    var ws_proxy = comm_websocket_adapter(comm)\n",
-       "\n",
-       "    function ondownload(figure, format) {\n",
-       "        window.open(figure.imageObj.src);\n",
-       "    }\n",
-       "\n",
-       "    var fig = new mpl.figure(id, ws_proxy,\n",
-       "                           ondownload,\n",
-       "                           element.get(0));\n",
-       "\n",
-       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
-       "    // web socket which is closed, not our websocket->open comm proxy.\n",
-       "    ws_proxy.onopen();\n",
-       "\n",
-       "    fig.parent_element = element.get(0);\n",
-       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
-       "    if (!fig.cell_info) {\n",
-       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
-       "        return;\n",
-       "    }\n",
-       "\n",
-       "    var output_index = fig.cell_info[2]\n",
-       "    var cell = fig.cell_info[0];\n",
-       "\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
-       "    var width = fig.canvas.width/mpl.ratio\n",
-       "    fig.root.unbind('remove')\n",
-       "\n",
-       "    // Update the output cell to use the data from the current canvas.\n",
-       "    fig.push_to_output();\n",
-       "    var dataURL = fig.canvas.toDataURL();\n",
-       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
-       "    // the notebook keyboard shortcuts fail.\n",
-       "    IPython.keyboard_manager.enable()\n",
-       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
-       "    fig.close_ws(fig, msg);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
-       "    fig.send_message('closing', msg);\n",
-       "    // fig.ws.close()\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
-       "    // Turn the data on the canvas into data in the output cell.\n",
-       "    var width = this.canvas.width/mpl.ratio\n",
-       "    var dataURL = this.canvas.toDataURL();\n",
-       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.updated_canvas_event = function() {\n",
-       "    // Tell IPython that the notebook contents must change.\n",
-       "    IPython.notebook.set_dirty(true);\n",
-       "    this.send_message(\"ack\", {});\n",
-       "    var fig = this;\n",
-       "    // Wait a second, then push the new image to the DOM so\n",
-       "    // that it is saved nicely (might be nice to debounce this).\n",
-       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._init_toolbar = function() {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var nav_element = $('<div/>');\n",
-       "    nav_element.attr('style', 'width: 100%');\n",
-       "    this.root.append(nav_element);\n",
-       "\n",
-       "    // Define a callback function for later on.\n",
-       "    function toolbar_event(event) {\n",
-       "        return fig.toolbar_button_onclick(event['data']);\n",
-       "    }\n",
-       "    function toolbar_mouse_event(event) {\n",
-       "        return fig.toolbar_button_onmouseover(event['data']);\n",
-       "    }\n",
-       "\n",
-       "    for(var toolbar_ind in mpl.toolbar_items){\n",
-       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
-       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
-       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
-       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
-       "\n",
-       "        if (!name) { continue; };\n",
-       "\n",
-       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
-       "        button.click(method_name, toolbar_event);\n",
-       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
-       "        nav_element.append(button);\n",
-       "    }\n",
-       "\n",
-       "    // Add the status bar.\n",
-       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
-       "    nav_element.append(status_bar);\n",
-       "    this.message = status_bar[0];\n",
-       "\n",
-       "    // Add the close button to the window.\n",
-       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
-       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
-       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
-       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
-       "    buttongrp.append(button);\n",
-       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
-       "    titlebar.prepend(buttongrp);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._root_extra_style = function(el){\n",
-       "    var fig = this\n",
-       "    el.on(\"remove\", function(){\n",
-       "\tfig.close_ws(fig, {});\n",
-       "    });\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
-       "    // this is important to make the div 'focusable\n",
-       "    el.attr('tabindex', 0)\n",
-       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
-       "    // off when our div gets focus\n",
-       "\n",
-       "    // location in version 3\n",
-       "    if (IPython.notebook.keyboard_manager) {\n",
-       "        IPython.notebook.keyboard_manager.register_events(el);\n",
-       "    }\n",
-       "    else {\n",
-       "        // location in version 2\n",
-       "        IPython.keyboard_manager.register_events(el);\n",
-       "    }\n",
-       "\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
-       "    var manager = IPython.notebook.keyboard_manager;\n",
-       "    if (!manager)\n",
-       "        manager = IPython.keyboard_manager;\n",
-       "\n",
-       "    // Check for shift+enter\n",
-       "    if (event.shiftKey && event.which == 13) {\n",
-       "        this.canvas_div.blur();\n",
-       "        // 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"
-      ],
+      "image/png": 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7jOG4guvODhjxCoaAdllbzsdnTT8Q+HDrkn5SDWeVPI9hF9TFDLs7ntWW+SvgD9vwxQxd7J8c+6xd72sMG/pj5hi+gbYr503AN1tND97A/Keqqq6sqv+sqivnaLIzQ/f26G3cN+v3Ah9kOAj7UoaemddW1VHzLP5zDM/z80bGHTlrWQfOsawvMBwYeSIj/6PWm3UAw/vhYobXxhEj07/P8CH1w/b878SGX0Oz/RPDsSKTegvwV215r5jnNXAcsDtDb8ObgCdU1YUM2/6XM/QAXMTwofgCuMGFG1e38PhIhl4GZg/P4TCG9+U5wGkMx9CNegVwKsNZXxcBb2U4XuQshh6Y1zCErrMYekhHP6cOZziG5DyG3UYHAFTVGcDTgf/T1vWxDKfJ/6q9Bx8HPLpNezfwjPZ/u07bLba2LffTLYS8Jsnn2/Rr2nzvytDLdzbD+xmGbczhDO/RHzF8cXrxPM/RhjyV4TWx7OWGuyslSYshw0XqXlwTXtBtgvk9C3huVf32LZjHA4GDq+qB44a18WW4sN+fVNWTFruWHizYJZ8lSXO7JWFiyv5mA8PaiKrqMwy9h8KQIkmaQ1UdP9+wNG3u7pEkSV3ywFlJktSlJbe7Z4cddqjddtttscuQJEkbwXe+851fVNXKcdOWXEjZbbfdOOGEExa7DEmStBEkmfMq3O7ukSRJXTKkSJKkLhlSJElSlwwpkiSpS4YUSZLUJUOKJEnqkiFFkiR1yZAiSZK6ZEiRJEldMqRIkqQuGVIkSVKXDCmSJKlLhhRJktQlQ4okSeqSIUWSJHVpaiElyZZJjk9ycpLvJXn9mDZJ8q4kZyY5Jcn9plWPJElaWjaf4ryvAh5eVZcnWQF8I8nnq+rYkTaPBnZvtwcB72l/JUnSMje1npQaXN4GV7RbzWq2H3BYa3sssH2SO02rJkmStHRM9ZiUJJslOQn4OfClqjpuVpOdgbNGhs9u4yRJ0jI3zd09VNU1wH2SbA/8R5I9q+q7I00y7mGzRyRZC6wFWL169VRqBdhxlx05/5zzpzZ/SZKWqjvufEfOO/u8BV3mVEPKjKq6JMnRwN7AaEg5G1g1MrwLcO6Yxx8KHAqwZs2aG4WYjeX8c86HA6c1d0mSlq7zD1z4L/HTPLtnZetBIclWwCOA789qdgTwjHaWz4OBS6vqZ9OqSZIkLR3T7Em5E/DhJJsxhKFPVNVnkzwfoKoOAY4E9gHOBK4Anj3FeiRJ0hIytZBSVacA9x0z/pCR+wW8cFo1SJKkpcsrzkqSpC4ZUiRJUpcMKZIkqUuGFEmS1CVDiiRJ6pIhRZIkdcmQIkmSumRIkSRJXTKkSJKkLhlSJElSlwwpkiSpS4YUSZLUJUOKJEnqkiFFkiR1yZAiSZK6ZEiRJEldMqRIkqQuGVIkSVKXDCmSJKlLhhRJktQlQ4okSeqSIUWSJHXJkCJJkrpkSJEkSV0ypEiSpC4ZUiRJUpcMKZIkqUuGFEmS1CVDiiRJ6pIhRZIkdcmQIkmSumRIkSRJXTKkSJKkLhlSJElSlwwpkiSpS4YUSZLUJUOKJEnqkiFFkiR1yZAiSZK6ZEiRJEldMqRIkqQuGVIkSVKXDCmSJKlLhhRJktQlQ4okSeqSIUWSJHXJkCJJkrpkSJEkSV0ypEiSpC4ZUiRJUpcMKZIkqUuGFEmS1CVDiiRJ6pIhRZIkdcmQIkmSumRIkSRJXTKkSJKkLhlSJElSlwwpkiSpS4YUSZLUpamFlCSrknw1yelJvpfkJWPa7JXk0iQntdvrplWPJElaWjaf4rzXAy+vqhOTbAt8J8mXquq0We2+XlX7TrEOSZK0BE2tJ6WqflZVJ7b7lwGnAztPa3mSJGnTsiDHpCTZDbgvcNyYyQ9JcnKSzyfZYyHqkSRJ/Zvm7h4AkmwD/Dvw0qpaN2vyicCuVXV5kn2ATwG7j5nHWmAtwOrVq6dcsSRJ6sFUe1KSrGAIKP9cVZ+cPb2q1lXV5e3+kcCKJDuMaXdoVa2pqjUrV66cZsmSJKkT0zy7J8D7gdOr6p1ztNmxtSPJA1s9F06rJkmStHRMc3fPQ4E/AU5NclIb9xpgNUBVHQI8Adg/yXrgSuApVVVTrEmSJC0RUwspVfUNIBtoczBw8LRqkCRJS5dXnJUkSV0ypEiSpC4ZUiRJUpcMKZIkqUuGFEmS1CVDiiRJ6pIhRZIkdcmQIkmSumRIkSRJXTKkSJKkLhlSJElSlwwpkiSpS4YUSZLUJUOKJEnqkiFFkiR1yZAiSZK6ZEiRJEldMqRIkqQuGVIkSVKXDCmSJKlLhhRJktQlQ4okSeqSIUWSJHXJkCJJkrpkSJEkSV0ypEiSpC4ZUiRJUpcMKZIkqUuGFEmS1CVDiiRJ6pIhRZIkdcmQIkmSumRIkSRJXTKkSJKkLhlSJElSlwwpkiSpS4YUSZLUJUOKJEnqkiFFkiR1yZAiSZK6ZEiRJEldMqRIkqQuGVIkSVKXDCmSJKlLhhRJktQlQ4okSeqSIUWSJHXJkCJJkrpkSJEkSV0ypEiSpC4ZUiRJUpcMKZIkqUuGFEmS1CVDiiRJ6pIhRZIkdcmQIkmSumRIkSRJXTKkSJKkLhlSJElSlwwpkiSpS1MLKUlWJflqktOTfC/JS8a0SZJ3JTkzySlJ7jeteiRJ0tKy+RTnvR54eVWdmGRb4DtJvlRVp420eTSwe7s9CHhP+ytJkpa5qfWkVNXPqurEdv8y4HRg51nN9gMOq8GxwPZJ7jStmiRJ0tKxIMekJNkNuC9w3KxJOwNnjQyfzY2DjCRJWoamHlKSbAP8O/DSqlo3e/KYh9SYeaxNckKSEy644IJplClJkjoz1ZCSZAVDQPnnqvrkmCZnA6tGhncBzp3dqKoOrao1VbVm5cqV0ylWkiR1ZZpn9wR4P3B6Vb1zjmZHAM9oZ/k8GLi0qn42rZokSdLSMc2zex4K/AlwapKT2rjXAKsBquoQ4EhgH+BM4Arg2VOsR5IkLSFTCylV9Q3GH3My2qaAF06rBkmStHR5xVlJktQlQ4okSeqSIUWSJHXJkCJJkrpkSJEkSV0ypEiSpC4ZUiRJUpcMKZIkqUuGFEmS1CVDiiRJ6pIhRZIkdcmQIkmSumRIkSRJXTKkSJKkLhlSJElSlwwpkiSpS4YUSZLUJUOKJEnqkiFFkiR1yZAiSZK6tMGQkuTwScZJkiRtTJP0pOwxOpBkM+D+0ylHkiRpMGdISfLqJJcB906yrt0uA34OfHrBKpQkScvSnCGlqt5SVdsCb6uq27bbtlV1h6p69QLWKEmSlqHNN9Sgql6dZGdg19H2VXXMNAuTJEnL2wZDSpKDgKcApwHXtNEFGFIkSdLUbDCkAI8HfqOqrpp2MZIkSTMmObvnh8CKaRciSZI0apKelCuAk5J8GbiuN6WqDphaVZIkadmbJKQc0W6SJEkLZpKzez68EIVIkiSNmuTsnh8xnM1zA1X161OpSJIkicl296wZub8l8ETg9tMpR5IkabDBs3uq6sKR2zlV9Q/AwxegNkmStIxNsrvnfiODt2LoWdl2ahVJkiQx2e6ed4zcXw/8GHjSVKqRJElqJjm75/cWohBJkqRRGzwmJcl2Sd6Z5IR2e0eS7RaiOEmStHxNcln8DwCXMezieRKwDvjgNIuSJEma5JiUu1TVH40Mvz7JSdMqSJIkCSbrSbkyyW/PDCR5KHDl9EqSJEmarCdlf+DDI8ehXAw8a2oVSZIkMdnZPScBv5nktm143dSrkiRJy94kZ/e8Ocn2VbWuqtYluV2SNy5EcZIkafma5JiUR1fVJTMDVXUxsM/0SpIkSZospGyWZIuZgSRbAVvM016SJOkWm+TA2Y8AX07yQaCA5wAfnmpVkiRp2ZvkwNm/S3IK8AggwN9W1RemXpkkSVrWJulJoaqOAo6aci2SJEnXmeSYFEmSpAVnSJEkSV0ypEiSpC5t8JiU9ls9BwK7tvYBqqp+fbqlSZKk5WySA2ffD7wM+A5wzXTLkSRJGkwSUi6tqs9PvRJJkqQRk4SUryZ5G/BJ4KqZkVV14tSqkiRJy94kIeVB7e+akXEFPHzjlyNJkjSY5Iqzv7cQhUiSJI2aM6QkeXpVfSTJn4+bXlXvnF5ZkiRpuZuvJ2Xr9nfbhShEkiRp1Jwhpar+qf19/c2ZcZIPAPsCP6+qPcdM3wv4NPCjNuqTVfWGm7MsSZK06ZnkYm5bAn8K7AFsOTO+qp6zgYd+CDgYOGyeNl+vqn03XKYkSVpuJrks/uHAjsAfAF8DdgEu29CDquoY4KJbVJ0kSVq2Jgkpd62qvwZ+WVUfBh4D3GsjLf8hSU5O8vkke2ykeUqSpE3AJNdJubr9vSTJnsB5wG4bYdknArtW1eVJ9gE+Bew+rmGStcBagNWrV2+ERUuSpN5N0pNyaJLbAX8NHAGcBvzdLV1wVa2rqsvb/SOBFUl2mKPtoVW1pqrWrFy58pYuWpIkLQGTXMztfe3u14CN9svHSXYEzq+qSvJAhsB04caavyRJWtomObtne+AZDLt4rmtfVQds4HEfBfYCdkhyNvA3wIr22EOAJwD7J1kPXAk8parqZq2FJEna5ExyTMqRwLHAqcC1k864qp66gekHM5yiLEmSdCOThJQtq2rspfElSZKmZaLrpCR5XpI7Jbn9zG3qlUmSpGVtkp6UXwFvA14LzBwzUmzEg2glSZJmmySk/DnDBd1+Me1iJEmSZkyyu+d7wBXTLkSSJGnUJD0p1wAnJfkqcNXMyA2dgixJknRLTBJSPtVukiRJC2aSK85+OMmtgbu1UWdU1dXzPUaSJOmWmuSKs3sBHwZ+DARYleSZVXXMdEuTJEnL2SS7e94BPKqqzgBIcjfgo8D9p1mYJEla3iY5u2fFTEABqKr/pv0GjyRJ0rRM0pNyQpL3A4e34acB35leSZIkSZOFlP2BFwIHMByTcgzw7mkWJUmSNMnZPVclORw4vKouWICaJEmS5j4mJYMDk/wC+D5wRpILkrxu4cqTJEnL1XwHzr4UeCjwgKq6Q1XdHngQ8NAkL1uQ6iRJ0rI1X0h5BvDUqvrRzIiq+iHw9DZNkiRpauYLKSvG/fJxOy7FU5AlSdJUzRdSfnUzp0mSJN1i853d85tJ1o0ZH2DLKdUjSZIEzBNSqmqzhSxEkiRp1CSXxZckSVpwhhRJktQlQ4okSeqSIUWSJHXJkCJJkrpkSJEkSV0ypEiSpC4ZUiRJUpcMKZIkqUuGFEmS1CVDiiRJ6pIhRZIkdcmQIkmSumRIkSRJXTKkSJKkLhlSJElSlwwpkiSpS4YUSZLUJUOKJEnqkiFFkiR1yZAiSZK6ZEiRJEldMqRIkqQuGVIkSVKXDCmSJKlLhhRJktQlQ4okSeqSIUWSJHXJkCJJkrpkSJEkSV0ypEiSpC4ZUiRJUpcMKZIkqUuGFEmS1CVDiiRJ6pIhRZIkdcmQIkmSumRIkSRJXTKkSJKkLk0tpCT5QJKfJ/nuHNOT5F1JzkxySpL7TasWSZK09EyzJ+VDwN7zTH80sHu7rQXeM8VaJEnSEjO1kFJVxwAXzdNkP+CwGhwLbJ/kTtOqR5IkLS2LeUzKzsBZI8Nnt3GSJEmLGlIyZlyNbZisTXJCkhMuuOCCKZclSZJ6sJgh5Wxg1cjwLsC54xpW1aFVtaaq1qxcuXJBipMkSYtrMUPKEcAz2lk+DwYuraqfLWI9kiSpI5tPa8ZJPgrsBeyQ5Gzgb4AVAFV1CHAksA9wJnAF8Oxp1SJJkpaeqYWUqnrqBqYX8MJpLV+SJC1tXnFWkiR1yZAiSZK6ZEiRJEldMqRIkqQuGVIkSVKXDCmSJKlLhhRJktQlQ4okSeqSIUWSJHXJkCJJkrpkSJEkSV0ypEiSpC4ZUiRJUpcMKZIkqUuGFEmS1CVDiiRJ6pIhRZIkdcmQIkmSumRIkSRJXTKkSJKkLhlSJElSlwwpkiSpS4YUSZLUJUOKJEnqkiFFkiR1yZAiSZK6ZEiRJEldMqRIkqQuGVIkSVKXDCmSJKlLhhRJktQlQ4okSeqSIUWSJHXJkCJJkrpkSJEkSV0ypEiSpC4ZUiRJUpcMKZIkqUuGFEmS1CVDiiRJ6pIhRZIkdcmQIkmSumRIkSRJXTKkSJKkLhlSJG9QApEAAA7KSURBVElSlwwpkiSpS4YUSZLUJUOKJEnqkiFFkiR1yZAiSZK6ZEiRJEldMqRIkqQuGVIkSVKXDCmSJKlLhhRJktQlQ4okSeqSIUWSJHXJkCJJkrpkSJEkSV0ypEiSpC5NNaQk2TvJGUnOTPKqMdP3SnJpkpPa7XXTrEeSJC0dm09rxkk2A/4ReCRwNvDtJEdU1Wmzmn69qvadVh2SJGlpmmZPygOBM6vqh1X1K+BjwH5TXJ4kSdqETDOk7AycNTJ8dhs320OSnJzk80n2mGI9kiRpCZna7h4gY8bVrOETgV2r6vIk+wCfAna/0YyStcBagNWrV2/sOiVJUoem2ZNyNrBqZHgX4NzRBlW1rqoub/ePBFYk2WH2jKrq0KpaU1VrVq5cOcWSJUlSL6YZUr4N7J7kzkluDTwFOGK0QZIdk6Tdf2Cr58Ip1iRJkpaIqe3uqar1SV4EfAHYDPhAVX0vyfPb9EOAJwD7J1kPXAk8papm7xKSJEnL0DSPSZnZhXPkrHGHjNw/GDh4mjVIkqSlySvOSpKkLhlSJElSlwwpkiSpS4YUSZLUJUOKJEnqkiFFkiR1yZAiSZK6ZEiRJEldMqRIkqQuGVIkSVKXDCmSJKlLhhRJktQlQ4okSeqSIUWSJHXJkCJJkrpkSJEkSV0ypEiSpC4ZUiRJUpcMKZIkqUuGFEmS1CVDiiRJ6pIhRZIkdcmQIkmSumRIkSRJXTKkSJKkLhlSJElSlwwpkiSpS4YUSZLUJUOKJEnqkiFFkiR1yZAiSZK6ZEiRJEldMqRIkqQuGVIkSVKXDCmSJKlLhhRJktQlQ4okSeqSIUWSJHXJkCJJkrpkSJEkSV0ypEiSpC4ZUiRJUpcMKZIkqUuGFEmS1CVDiiRJ6pIhRZIkdcmQIkmSumRIkSRJXTKkSJKkLhlSJElSlwwpkiSpS4YUSZLUJUOKJEnqkiFFkiR1yZAiSZK6ZEiRJEldMqRIkqQuGVIkSVKXDCmSJKlLhhRJktSlqYaUJHsnOSPJmUleNWZ6kryrTT8lyf2mWY8kSVo6phZSkmwG/CPwaOCewFOT3HNWs0cDu7fbWuA906pHkiQtLdPsSXkgcGZV/bCqfgV8DNhvVpv9gMNqcCywfZI7TbEmSZK0REwzpOwMnDUyfHYbd1PbSJKkZWjzKc47Y8bVzWhDkrUMu4MALk9yxi2sbW4HTm3Okm6aHYBfLHYRkq6XjPvYvsV2nWvCNEPK2cCqkeFdgHNvRhuq6lDg0I1doKR+JTmhqtYsdh2SFs80d/d8G9g9yZ2T3Bp4CnDErDZHAM9oZ/k8GLi0qn42xZokSdISMbWelKpan+RFwBeAzYAPVNX3kjy/TT8EOBLYBzgTuAJ49rTqkSRJS0uqbnQIiCQtuiRr265eScuUIUWSJHXJy+JLkqQuGVIkLZokWyx2DZL6ZUiRtCiSvBp4cpLtFrsWSX0ypEhacEneCtwdOApYv8jlSOrUNC/mJkk30n5odJeqetpi1yKpb/akSFpoFwM/nRlov5hOkp2T3G7RqpLUHUOKpAWT4Yc/LgHukuQAgKq6pk3eA9h7JrRIkiFF0tQleWKSW9XgSoYfDH1EkpckuW2ShwBvAn46ElokLXNezE3SVCXZCngDcA3wmqq6to2/HfBW4BzgN4F3V9V/LlqhkrpjSJE0dUm2B14EbMsQVK5p43cGLgS2rKpLFrFESR1yd4+kqUhy9yTbALQAcjDwS+Atbfq9gDcCtzOgSBrHnhRJG12SNcBTgM8Cx1fVFW389sD+wBpgO+CtVfWlRStUUte8Toqkja6qTkiyG/A7AEm+XVW/rKpLknwY2BH4kAFF0nzsSZG0USVJtQ1LkicwnFr89ar6SpL7AS8HXtgCy3VtJWk2Q4qkjW5MULkrcDnwRwy7eI5azPokLQ2GFElTMSaoPB538Ui6CQwpkm6RJJvNdQG2WUHlDlV14cJWJ2kp8xRkSTdbks2r6pokt0qyNsk9kuwy0mTLmTsGFEk3lSFF0s2S5G5Vtb79Hs8/A7sBTwKelWTrJHcGXtSuOCtJN5khRdJNluSdwAvb4O4Ml7Z/M/D7wHEMl8DfCqh2X5JuMkOKpJvjLODKJH8JbMEQRD7DcFXZ04D3AOcB36iqXy1alZKWNEOKpIklmdlmvB/YF9i3qk4FTgZ+DGwGfBD4j6q6qKqOXZRCJW0SPLtH0kRGz+JJsjnwLOCOwLXAQcCewCrg0qr65mLVKWnTYUiRtEFJblVV17aelLcApwBHAeuBlzH8ivGrFrNGSZsed/dImlc7zfjaNngkcD7wEOCtwE7Au4Grktx9kUqUtImyJ0XSnJK8Bzge+AjD2Tp7V9UnknyGoRflJ8D7gDOq6urFq1TSpsieFEljJfnfDLtxPlhVV1fVOuBfkzwX+DJwAPAbwFUGFEnTsPliFyCpP+3A2AL+qg3/McOZO2cBFwF3Bj4PvLiqfrBYdUratLm7R9INtGNQ1id5G/BLYGfgQcC/MASV04DTga2r6juLV6mkTZ09KZKu004zXt8GtwSOAU4FXllVFyd5JXCbqvr+ohUpadkwpEi6zsyPBQJ/znAw7GdmpiW5P7A38IbFqk/S8uKBs5JGryQLsBfwPOCMNu02SX4LeD3w9qo6esELlLQseUyKtMyNXKgtwA5VdUGSvYGXAn9aVeckWclwDMqPF7VYScuKIUXSTE/Kl4BvA3cBXsBwsOxfAn9iOJG0GAwp0jI1qwfl5cAVwOEMV5W9HFgL3B84t6qOX7xKJS1XhhRpGZoVUJ4OnAN8i+E04/czXKRtX4YrzP5q8SqVtJx54Ky0DI38WOBhwHZV9RXg1xgu4HYusBr4CwOKpMVkSJGWkSR3SbK6Da4Ebg3cDaCqfgqcDLwROMoLtUlabO7ukZaJJCuAuwNPAx4JvA34KvA3wA+r6u2t3fZVdcmiFSpJjT0p0jLQjkG5muHYk9XAOuC/q+p8houz7Zbkda35pYtUpiTdgD0p0iYuSaqq2jEojwWuZDj25HeAf2cILlsBW/hjgZJ6Yk+KtAlLslULKGG4Dsqdq+qLwHHAN4HnAl9jOHjWgCKpK/akSJuoJI8FLq+qrya5G/Bi4LUMx6CcB1wIfJnhKrMeJCupO4YUaRPVftH4miRPZDhr5wDgR8DpwHbAyqp612LWKEnz8VeQpU3MzIXaquqaNuqhDKcbv6Gqfp5kd+BjwKsXrUhJmoA9KdImZNaVZN8NXFtVL2xn7lzLcDXZZwLHVdVXF7NWSdoQQ4q0iWkB5d+AbwB7AT+oqlckeTPwC+CQqrpiEUuUpIkYUqRNwMxpxu3+TsBbquqZbfhjwPlV9ZIkq9uVZSWpe56CLC1x7QDZmYByJ+BnwA5JXtaavAt4UJJ3GFAkLSUeOCstce0MnlsBn2A4tfgC4AXAB1poeRjD9VCemWS7qvKKspKWBHf3SJuAJC9pdw9luILsbzJcB+UewEXAKuCdwCP8XR5JS4W7e6QlKMlrkuyX5KFt1KXAFgwh5dnAbYAnt4u0rQf+CHiWAUXSUmJIkZaYJAcz9JDcFnhMku2Ao4GnM/wmz7HAPzIcmwJwLvBXVfXdha9Wkm4+d/dIS0iS3wHeC+xbVT9I8j7gA1X1rSR3AP6C4cvHMVX12ZnrpixmzZJ0cxlSpCUkyVYMv2S8K3CHdv+/GS57fzFwCPCr8o0taRPg7h5pCamqK4HPMezK2Rf4s6p6PPBPwIMYfuXYgCJpk2BPirQEJdkSeDxwZ+DoqvrWIpckSRudPSnSElRV/wMcAfwEeFyS7dq1UiRpk2FPirSEJdka2LaqzlvsWiRpYzOkSJKkLtk9LEmSumRIkSRJXTKkSJKkLhlSJElSlwwp0jKT5JokJ43cdpun7W5J/niCef44yQ63oKajk6zZQJu9knz25i5jwjrekOQR01yGpMltvtgFSFpwV1bVfSZsuxvwx8C/TK+cflTV6xa7BknXsydFEkk2S/K2JN9OckqSP2uTDgIe1npcXtbavT3Jqa3di0dm8+IkJ7Zpd2/z3TrJB9p8/yvJfm38Vkk+1ubxcWCrOeraO8n3k3wD+MOR8bdP8qn2+GOT3LuNPzDJh5N8sfXu/GGSv2s1HZVkRWv3ulbTd5McmiRt/IeSPKHd/3GS149Zp98d6YX6ryTbbsR/haQRhhRp+dlq5EP2P9q4PwUuraoHAA8AnpfkzsCrgK9X1X2q6u+BtQyX4r9vVd0b+OeR+f6iqu4HvAd4RRv3WuArbb6/B7ytXYBuf+CKNo83AfefXWS79P97GX5E8WHAjiOTXw/8V3v8a4DDRqbdBXgMsB/wEeCrVXUv4Mo2HuDgqnpAVe3JEJD2neO5GrdOrwBe2HqjHtbmK2kKDCnS8nNlCx33aT9OCPAo4BlJTgKOY/iF5d3HPPYRwCFVtR6gqi4amfbJ9vc7DLuJZub7qjbfo4EtgdXA7zAECKrqFOCUMcu6O/CjqvpB+9HEj4xM+23g8Pb4rwB3SLJdm/b5qroaOBXYDDiqjT91pK7fS3JcklOBhwN7jFn+XOv0TeCdSQ4Atp95LiRtfB6TIgkgwIur6gs3GJnsNabdXJepvqr9vYbrty0B/qiqzpg1X+aZz6i52mSetlcBVNW1Sa4e+VXoa4HNWw/Nu4E1VXVWkgMZwtM4N1qnqjooyeeAfYBjkzyiqr4/wbpIuonsSZEE8AVg/5FjNu7WdstcBowec/FF4PlJNm/tbj/BfF88cszHfdv4Y4CntXF7Avce89jvA3dOcpc2/NSRaaOP34tht8y6CdYTrg8kv0iyDfCECR9HW95dqurUqnorcAJDj4+kKTCkSAJ4H3AacGKS7wL/xNBzcAqwPsnJSV7W2v0UOCXJyQxn/sznb4EVrf132zAMx3hsk+QU4JXA8bMf2H7peS3wuXbg7E9GJh8IrGmPPwh45qQrWlWXMBzrcirwKeDbkz62eWk74PZkhuNRPn8THy9pQv7AoCRJ6pI9KZIkqUuGFEmS1CVDiiRJ6pIhRZIkdcmQIkmSumRIkSRJXTKkSJKkLhlSJElSl/4/ACX3EXW8CUAAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<IPython.core.display.Javascript object>"
+       "<Figure size 648x576 with 1 Axes>"
       ]
      },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
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\" width=\"900\">"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
+     "metadata": {
+      "needs_background": "light"
      },
-     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -3220,7 +129,7 @@
     "\n",
     "######################################\n",
     "\n",
-    "%matplotlib notebook\n",
+    "%matplotlib inline\n",
     "import matplotlib.pyplot as plt\n",
     "\n",
     "from bs4 import BeautifulSoup as bs\n",
@@ -3901,7 +810,7 @@
     "    fetch_json_data = json_url_data()\n",
     "\n",
     "    for u in urls:\n",
-    "      print(\"Fetching URL data: %s\" % u)\n",
+    "      print(\"URL data: %s\" % u)\n",
     "      try:\n",
     "        data_parts.update(fetch_json_data.get_url_data(u))\n",
     "      except:\n",
@@ -4001,7 +910,7 @@
     "  # Get URLs from an available JSON data\n",
     "  for key_url in json_data.keys():\n",
     "    \n",
-    "    print(\"Generating statistics: %s\" % key_url)\n",
+    "    print(\"Generate statistics: %s\" % key_url)\n",
     "\n",
     "    fig = plt.figure()\n",
     "    fig_params = {\n",
@@ -4055,18 +964,18 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
+   "source": [
+    "## Analysis\n",
+    "\n",
+    "|   Website    |                                    Analysis                                    |             Top registrars             |\n",
+    "|--------------|--------------------------------------------------------------------------------|----------------------------------------|\n",
+    "| HoxHunt      | Great variation of different registrars                                        | `MarkMonitor Inc.`, `CloudFlare  Inc.` |\n",
+    "| HS.fi        | Average variation of different registrars, relies mostly on its own registrar  | `Sanoma`                               |\n",
+    "| TS.fi        | Great variation of different registrars, uses mostly its own regisrtrar        | `TS-Yhtymä Oy`                         |\n",
+    "| Facebook     | Very low variation of different registrars, relies on a single regisrtrar      | `RegistrarSafe LLC`                   |"
+   ]
   }
  ],
  "metadata": {