Nahodny_signal_sum.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Do `Kernel -> Restart & Run All` in top menu to run the notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython.display import display\n",
    "from ipywidgets import widgets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "n_axis = np.arange(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "Om = 1000\n",
    "s = np.random.normal(0,1,size=(Om, n_axis.size))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAyAAAAEsCAYAAAA7Ldc6AAAgAElEQVR4nOy9d3Rcx5nmXTO7+9m7Z8az3zmzM98Zz6xn7bVleZRlZdnKsgJFUaJEUkwiKWZCDAAJEEQGCCIHEjnHRs45NXLOOeecc2yg+/n+aAiNQoNEkwABGvP+zrmHRN3quoVG9731vPUGxgiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIB6VvzDGLjLG/sfyz6qMsXrG2N/u2IxknGeMdTLGfrbTEyEIgiAIgiAIYvP8yBjD8mHNGPsFY2yEMXZynb4/Y4yZMMZ6GWNzjLECxthHj3DNv2OM6THGEhhjo8vXPnGfvj9njPUzxi4/wnUIgiAIgiAIgthmXnnAuf/OGItjjP1/jLFCxth1xthVxtgEky781+LPGFtkjJkxxs4yxnKXf377Ief070wqOjoYY2nswQKEManoaWeM/c1DXocgCIIgCIIgiG2miDH2H/c5t5cxtn9NWwVjzGedvq8yqVC4vqrt54yxZiYVIg/Dz5hU9DDG2B/ZxgLk5eU+7z/kdQiCIAiCIAjiiefvGWO3GWONTOpmNMoYy2OMvbHDYz0K/5UxNs8Ys7rPeTsmdYf6if/DpAv979fpa8oYW2JSF63VqC+/5t8ecY6KCBDGpG5hdx/xGgRBEARBEATxRPI3TCoQJpnU7ecUY0yFSV2PntnBsR6VZ5h0cT/EGPt/1pz7W8aY55q2I8v9n11nrGTGWO067R8sv+aLR5yjogIkmTFW/IjXIAiCIAiCIIgnkp9cfb5+wsZ6VL5nUpcqMMYOrTn3OpNmvlqNwXLfv2PyVDPGhOu0/2H5NececY6KChAnxtjsI16DIAiCIAiCIJ5IfsMYEzPGXJb//4+Msf+2zWO9x6RpcC8yxn6/zvk3GWP/quAcbBljf2ZSN6ycNeduM3m3KXsmDSpfjxYmDVhfy6+ZVEBcVXBOa1FUgBgv9/sfG/QjCIIgCIIgiL8qfmDSBftPqWmf3qax/hdjLJsxJmHStLOi5deUMMb0GWNKjLGA5fb/q+D1hUzqCua5PNarq855rtP/QQJkp3dATJb7/fdHvA5BEARBEARBPHFcYtKYDX0mjWn4kDH2X7ZprLcZYwLG2P9e/vnnjLGvGGPBjLFhxtgMYyyRKR7A/r+Wx2OMsaeYdDcmevnn/708r7X85IL19+uc2+kYEGcmfQ8IgiAIgiAIYlfwr0y6u/DDDo21Nkh8s1xkjB1c9bMnky7031s+t159kJ+C0J9b55wZWz8L1i22PVmwKAidIAiCIAiC2FV8zqQL4XefsLEelSQmrbfxE//CGJti0pTAvmz9on4/xXOcWufca0y+DsjPGGNNjLH8TczzYdLw3tvEdQiCIAiCIAjiieI3TLpr0cUY02LSRbgaYyyWMfb8qn5gjKVv0Vhbye8YYz1MusNxjTGmt04fFSadv/MDxqlijPnd51wQk8aImDJpJfSc5Z//vKafIu+REmNMk0njTsAYC13+WZMx9g9r+v6UUeyDDcYkCIIgCIIgiL8qvmDS2h0zTBo83sykuwU/Xz7/d0y6EPbfgrG2mleYLNg9m60frP23y+ceFK9xjUl3StZ7/c+Z1BWrj0l/p0LG2F/W9FH0PWpfNd+1x7+v6WvMGOtg6+/aEARBEARBEMSu5TMmzVK1XqG+J4FPmXS35UGZov6J8a5Za/kHJnV3etRYmK1+j37GpILnyhaNRxAEQRAEQRB/NZix+7sn7SbUGGP1TLpj8rBs9Xt0njHWyR4smgiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIP56+RvG2C8ZY7+ggw466KCDDjrooOOJPX7JqCYQsUv4Jbt/QSw66KCDDjrooIMOOp6c45eMIHYBv2CMoaurCxMTE3TQQQcddNBBBx10PGFHV1fXTwLkFzu8biSILeEXjDFMTEyAIAiCIAiCePKYmJggAULsKkiAEARBEARBPMGQACF2GyRACIIgCIIgnmBIgBC7DRIgBEEQBEEQTzAkQIjdBgkQgiAIgiCIJxgSIMRugwQIQRAEQRDEEwwJEGK3QQKEIAiCIAjiCYYECLHbIAFCEARBEATxBEMChNhtkAAhCGLLKYhqwdKieKenQRAEsSsgAULsNkiAEASx5URYlWJuWrTT0yAIgtgVkAAhdhskQAiC2HICbhdganR+p6dBEASxKyABQuw2SIAQBLHleKnnYGxgZqenQRAEsSsgAULsNkiAEASx5ThdScdw99ROT4MgCGJXQAKE2G2QACEIYktZWhLD9pwQ/a10XyEIgtgKSIAQuw0SIARBbCmzkwuwPSdEd8PoTk+FIAhiV0AChNhtkAAhCGJLGe2bhqNSGtqrh3d6KgRBELsCEiDEboMECEEQW0pfyzh8NHPRUjq401MhCILYFZAAIXYbJEAIgthS2iqHEGZegoaCvp2eCkEQxK6ABAjxJHOTST+c1g/xGhIgBEFsKfV5vUh0rUZNVs9OT4UgCGJXQAKEeFJ5hTHWxhirYCRACILYQcpTOpET0oSK1M5tu6ZELIZofm7brkcQBLGdkAAhnkT+jjHWyBj7kDGWzkiAEASxg+RHtaA8pRMlCe3bds2+pgZkB/ps2/UIgiC2ExIgxJOIF2PMavn/6ezBAuRnTPrh/en4JSMBQhDEFpLh34Cm4gEURLdu2zVbSgsh9HDctusRBEFsJyRAiCeNQ4yxKsbYz5d/TmcPFiC6TPoB5g4SIARBbBVJbtXoaxlHbljTtl2zJjMV8fZW23Y9giCI7YQECPEk8W+MsQHG2HOr2tIZ7YAQBLGDxNhVYHxwBpkBDdt2zZK4SERZGm3b9QiCILYTEiDEk8Q+Jv0wLq06wBiTLP//vygwBsWAEASxpcTYVWB6fB6pPnXbds2cIF+E3NFWuH+GwOPxTYYgHjMzJaWYysza6WkQ2wgJEOJJ4u8ZY8+sOYoYYz7L/1cEEiAEQWwpMbblmJ8RIcm9etuuKXR3hJ/WDYX7e6tdfoyzIYjHy1hIKIbdPXZ6GsQ2QgKEeNJJZ7s8C9bCwgKqqqp2ehoEQdyHGNtyLInEiHes3LZrxt4zQ4CumsL9Hc4efYyzIYj7U11djba2tk2NMezhgQFra4X7V6V3bep6xM5DAoR40klnu1yADA0Nwc/Pb6enQRDEOkjEEsTYVUAikf67XYSZ6CHMWFehvhKxGBYHv4B4aekxz4og5MnOzkZFxea+G4N376FPT1+hvmKxBP4GBZu6HrHzkAAhdht/dQKko6MDLi4uOz0NgiDWYbXr1bYLEBM9hfrOz8zA/MDnmJ+ZecyzIgh5hEIhCgsLNzVGn8FtdKtcV6jv7NQCPNSyN3U9YuchAULsNv7qBEh9fT2srCjdJkE8iYwPzq5kv9pOARJuqq+wAJkYGoD5gc8xNTqiUP+mmTkMzIs2Mz2CWCEuLg5ZWZsLIO9RVUXHmTMK9R3tm4ajUtqmrkfsPCRAiN3GkyFASryA/hq55qYmY7m20tJS3L59eztmRewAOU1DGJ/561rsSSQSxMbG7vQ0nggG2idWChBu9w5IhJmBQm5Vgx1tMD/wOUb7ehQa26a9HxEDo5ud4q6no3oYg52TOz2Nx0pPTw+mp6cV7r8wNyvXFh4ejpSUlE3No/PiJXScPatQ357GMdieE2JR9GS6HIrn5zGRmLjT03jiIQFC7DaeDAGScAtoTJZrLij8Uq4tJycHZmZmmJ+ff+TLicVLKI4Jf+TXE48PrYgqlHeObWqMxZE5iOcWt2hGGyMSieDm5rZt13sQC13dO3r9zpoRVKR2Atg+ASIRixFuqo84G3PMTU1t2L+rtgpWR/ZhsF2xSu1GLb1w6hzY7DR3PSUJ7Wgs6t/paTxWhEIhWlpaFOo7NTqCBAf5QPGAgADExcVtah6d5y+g89x5hfq2lA7C/lIqpscf/Zn5OBH19KD70rmdnsYTDwkQYrfxZAiQ8ItAVYhcc1b2m5BIxFxbcnIyPD09MTw8/MiXmxkfQ/BtzUd+PfH4uOJfipymoU2NMSHswGy9Yu41W8HMzAwcHBy27XoPov3IzmZ3aizqR31+H4DtEyBzU1OIs7VAsqs9JoY2FgrNxflwUTqFnoZahcZXb+iCfrNiuyX/mcmLaEZN1u5+n+Li4lBdrVh66eGuTkRaGMq1e3l5ITx8cwawhxEg1ZndEOjmY6RHsZ2b7O5sjM+Pb2Z6D8V8eR469ry2bdd7WGYmFjDQvvNu6iRAiN3GkyFA/L4Dij3kmtPSn8PSEr+FHRUVhdjYWHR0dDzy5YY62uBx89ojv36n6KqrxuTw5hbnTzon3QoQX9W7qTHGYlswXbp9FuuxsTHcvXt32673IJree39Hr1+V3oX2KqlxYLsEyFhfL1I9nZEh8MBQZ/uG/WsyhPDTuoH2ijKFxv8qtgJHMhQTK/+ZyQhoQFnyo9+X/xoIDw9HcXGxQn17m+rXNXR5e3sjICBAoTHE4gXU1t6Ua/9JgEgkkg3HKIprQ6x9BXqaFNtZ1snRQXG/Yr9j+/A0zBPrFep7P2YzY9H2wQubGuNx0lExhGzB5n7HrYAECLHbeDIEiNsnQDa/gJNIxEgR/hoLC/xOR0BAAAqys1FTIx8zoihNZaUwOHVK8RekmwJzO28ByQ70RVNh3k5P47FyQzMdAcnNcu0S8cYP2p8YDW3EZNb2uSINDAzAzMxs2673IOqeex7iTbgnbpai2Db0tUqtp9slQPqaGpAb4oe80AD0Nm68UCiNj0KUpZHC36U33XPxYVjJZqe560n2qFmJ/9k2aqO39XKBgYEKB5C3V5RBoKki1y4QCCAQCBQaY35+ECWlR+TaOy9cRNfVqxArkMktK7AROSFNaK1QzHh1WXgZsS2KxbSVd47hgq9iYuV+TEd7o+XNP8ifmJ8CRHObGnsrqItvQ9ydzWUt2wpIgBC7jSdDgNi+Bgj5wPLFxUmkCH+N2Vm+gFKQgwPqLl7cVBrDwpRkGByXv6nfF//DwIhifr+Pk1QPJ5Qnbc53+Ennxo1UuIXJW5sfZjE7LKjFeGLbFs7qwXR3d8PQUN7VYruRLCyg9qnfY3FwcMfmkBXciLF+6aLop3ogj5u2smKUJkSjJDZCoV2NvBB/pHo6ozY7XaHxX7BOwzt+VEdhI2LtK5AV3CjX3lj4mOJClhYBp3cez9j3wdvbG8nJ8vGK69FYkAMP5Qty7Q8jQKamG1FY9BXXJhGJ0KWkhF5tHYj6+jYcI8m9GjVZPajLU2xn+XjccXhUeSjUN7d5GF/abi7F76TfPTS9/JT8iULXdV2zt5vKkEaEaubu9DRIgBC7jm0VIENDQ+tn/7B9FYjjqxjPzfUiRfhrTE01cO1hZuZo+O4wUlNTH3keyUFBuH3kgOIv8Pgc6FHMXeNxEm9nhZwgX7n2FLfNxx9kBjRAvCTeuONjRvVqCmx95MWGt0aOwovZQbcqjIY3bWoei+JFLIrlA9ln13mPWltboauruy2L7QexODKC2qd+j/lm+R2k7SLFswazUwsAgDjHSiwtPv7PVG12Omqz01GZmojGgpwN+6d5u6IwKhQVKQlc+8zEAopi5S34fzBKxhvuG4/7n51wy1KkessbD0LNiiF+iB1MhZkaAKyf3/pxH4CzkyOiIiMV6ludngKniyfk2h9GgIyNFSEv/y9c2+LoKHrUb2HA3AJz9Q33eaWMGLsKdNaOoDylU6Fr7o/cD+MC+QyU6yGs68drhpvL6DXupI/6Z38nFZSrybQACpw3NfZWUOxTC8H1zJ2eBgkQYtexrQJkamoKERER8idcPgTCeUvR1HQjUoS/xsQEvxiN1tVD46efITr60bfew5ydoXfkkOIvcHgLaM145OttFRFmt5HkbCPX7n7tPBYXFhQaY65hFPMd8n/vIKOilYXjTqJ9WQgLJ3l3F6cr6ZhXMD1vr2MJBn0VCxS9H04VTohvi5drP1XVKidC6uvroaOjA5FoZ9MHL3R0oPap32OmtHTH5hBrX7EiZJPcqjE/+/izkZUmRKOtrBj1uVmoTt94MZToeBe1WWkoieXvRcPdUytFFH9icUmM5y1T8ap95rrik5ARaV2KBOcqufa76lGYm30M95b+GsD437d+3Adw19QYnq6KFcItiYuC7cmDXJtYLIafn5/CAmRwMBnZOX/i2hba29F/xwjDLi6YUcATIMauAoMdk8iPUmwX/3TiaVxLUyxGMqaiF//nZgwWN/HdGLW4jtqnn4Jkcs1OWZK21P15h8lzroTbj2k7PQ0SIMSuY1sFyNLSEvz9/flG0azUxSmAd4kaHy9FRubLGB2V+WlLJBLEq6qi/rXXFQ7iWw9fM1OoHjupuMXa6hmgNuqRr7dVhBrpIMJMvgaKw5kjCmX/AYCJlA5Mr5Mq01M9e8V1ZqdYWBTD6HIqjKx5dxeJRALb80KM9imWxaX4biwaHTdX6OvbqG8RUCf/GdtT3Ij+NUXpqqqqoK+v/1D1AR4Hs9XVaHjjTUxl7JxYjrEtBwD0tYxD6FWzLak/c0P80NfciNZlV6yNiLK4g87qCuSHBXLtPU1jcq5+HcMzeMMtB2/aZqJ99slMY3o/lhRISbyVxNhVrOsqaXYtDH2DjyF5RmsGoPv/Atu48+hyUxVuluYK9c0PC4Td6cPcc2Z+fh4hISEKC5CenmBkZL7Mtc1WVmLQzg6jgYGYVKCeSIxdBSaGZpHhv/FuiVgihnPgXtyI/0Gh+QUVdeJlg2R0j8nXO1GUYb1zaHjxaYjb1xieoq4A8fIB+FvBQns7JGLFRFPG3TK4/5gmF4dY0l+CsbnNpYx/GEiAELuNbY8BkbvxTvRIbzQC3lI0PJyJvPxPMDQkc7VaWFhA8iUlVD//Avy8vR95Di7amjh/QgkzMwreNI3+DSiVd33absJM9BBmrCvXnvHqy+htUixLx2iYfIC2RCKB/QXhSvDwTjE0NQ/LH4XQN+LdXUTzS7A9J0RPo2LF4PKsI1Bnr5h//3p0TXZhX8Q+uFTKWzrfzq9FwzQfGFlSUgILCwuMju5ssbrpvHy07v8G41H8IlyyuIiF9o2zQ20FPwmQCCupO87E0KMvTBQl1cMJY/196K6rQUFE8Ib9w0z0MNjeiix//h7SVjmEcAt+EZTRMIj3gorwnn0W8se2d0G/WdqOPESc2xYQY1ex8vdfjYVSFKpaH0MWoapQQPd/SoOVt4mob/YjQPWGQn0zBB7wUL7A7U5PTEwgOjoaAoFAIQNYe4cL0tKf49qmsrMx4u2DifgEjIWGbThGjF0F5mcXkeS28a7w+Pw4Cp3ehFH4wQ37AoBXbhu+dcxFUdujpz0fUj2ClndewmLRGu+IoBNAqGLFFh+WbpXrCtdMSjEtQoByBuameMOTcYExOia2L+sbCRBit7HzAqS/GkjWlRMg/QNxKC09hv4BWTaO8fFxZJw8ieJ330GQvf0jz8HhljpOn1ZBd68CwbpiMWD4L0Cu3SNfb6vQtz4NR3N+a3xhbhaVTz+NxnzFfNSHPKoxnsQvRudnRLA9J0RbUdd9XrU9tAxOwfpyPHS0eKve9Pg8HJTS0FSs2C5PlmUIqu2EjzwPz2pPeFZ7wqLYQu7cf2RVoXic3+nIy8uDo6MjBgZ2tljdZEoK2pSUMLLmOzbf1IRebZ3Hck3x7CJX9PGnBaivdh5SfWoVrj2wLomaUgPFBsTZmGNuegoDbS1yomI9wkz0VlL3rqahsA8Bt/ndN4+cVuxNqMAnjjmIHNg+a+e6jHcrHIsmWVxE/ct/fMwT4rmfALG+kICMivytv2C+E1pM35O+L9uARCJBzBdfIPDSRblz/nX+cm3JrvYIvq2JmQmZYWdwcBBJSUkICgrCggJus83NZsjJeRfiVfFoE/HxGI+IwHRuLoY9PB74etHCEhKcq6RzVyCRR9t4G1oNDeDu8wOWxBtXTndMb8bN0EpElvPf087aEUyOKJbBql/pK7R8+S7mE9bEMgoOAH4P4Sr9EHScPoPZKsXcdOMM8hGjmiV3L9PJ0cHgzPYl/CABQuw2dl6AtGVJU/CuESA9PUHQ8L+Hnl6ZRbO3txc5hw4g49SHCDd99LSntjfVcElJA9X1bRt3nhsHbF4B0owe+XoPS/fYLLzz5C3WF22/ge7dHzjL2VhdLepeeBMVkYplC+m3KcVYJB+kPNo3DZfTUahNUCy18eTkJEZGtr7QX3HLCGyUI6B3M5FrHxuYgUA3f6XC9oOQLImRYuGHCtukR57HheQL6J7qhm4uv9skkUjwy7QyCIf570tmZiZ8fX3R1bWzAm4sPByeJw5hyMGRa58pKkL3NeXHcs3pwj5MF0kz8fy0yJFIJHBUSoPQp25zBbxCfgB6No5nCTfVh0Qsxlh/H4Qejhv2DzPRw/TYKBKd7nHtVRnd8F6T7eZWZBVO5jXiG/d82LXucJXvmkggTbHg4MXBQdQ+9XuIt8ktcGlJjCybUAjv8YH9CyKpcSMyN/E+r3x0xMLbcL5zHRjYXI2WzhHFXE9FIhHiPvkEQSflA8v3hO2R29GItTFHvJ0Vxvplmaq6urqQkZGBiIgITCngIldXr4niku+wuDi50jYaGIjJ1FTMVldjcIP6Q5Mjc0gX1MOl0kUhAVI2UIYuXWvEeCkrtLi2TGqAS2YLnDL4Z0qcTwnqyxUThp0nPkbG159j1k+HPyE4ILcuuB9isQRGcXUK9QWA1m8PYCpTMTfdEPVsxNzMRFcd/8y7kXEDUwvbt/tGAoTYbeyIABGv9r2sjQJKvOVuNB2d7njXOAQdnTKLZktLC/KOfowkl5cQr6evkAVpPaxV1aBywxA5RfIBk3KMdQA+XwPx6o90rUchuaoT6u7yD+xT9l/ihtP3mJ2SPYx6IyPQdsoZ+U62Co09YF+OkUDeHaKncRSCo64oFfBWSolEgtkqed/tiooK5OZufVrC5JIeOKoJcFuFD/4e7JjEOScV5EVsnN1paVqEcEsXFNvGQfIIGZgGZwZxM/Mm5hbnoJLO5/CfXFzCv6SVIbyfd7VKSUlBeHg4Wlp2NlVzp5MTLA7uQZ+xCdc+mZKCjjNn5PrPlA5goXNSrn09JBIJltaJ55hM78JEmlQYihaWkOBShbkp6aJT6F2LnsZN7Br4fgs0bezjHmaiBwCYmRhHvL2VQv3nZ2YQc5cPcC1JaIfbmmw3Rz0KoFvWimuBZVAt2+YaF2spcgdi5OtKrMdcXR1qn/o9FtYUbG2bnYdr19ZbbeemRGi8q4ESC0uuvW9kALbnhPBO3lw61eKYcIjmeYv6dJgy7t7RAjo2VxvpoJNi97KpqSkkffABQr87xIkNiUSCl7xfwuwi724YbmqALH8vDLTJ7gvNzc3IyctHbHw8hof5GlfrUVmlhOoaFczNy0TMsIsLZoqLsdDVhT59A/4FxR6cS9pgxyQSgouxN3zvurtTa0nrTEOvpivyPLRRPbTxDoFhbC1S6wagE8n3tTEKR1ySYul52w78CSFHv8e07ZqUxYID0kMBpucX8a2j4s+kpo8/lnNVvR/uqpkwMc5BQyGf8lhJqKTQLtFWQQKE2G1suwAJDQ3F7OyqG3WJl7SY1BoB0tJ6Dy/pRaKm0WmlraqqCrmn30WC7/PI1NR8JJ970fwcLG5qQFvXEvGpCuT276tEr/9BiMPOKzR+w2gDIprWyfT1ELglFkPV0oNrW1xYwFGnPbjodQTDXbJFRauFBdp+DEa6gd6G40qWxBjyrMaQF7/T0VjUj/Av9ZFrz6c2Fs8vYcBR/qGVm5u7qTTI9yNE2ArPW44wVOZrnfQ0juE1l7eQ7LWxYFwcnoWXlSWynMKxNPHwAjWwPhBJ7UmQSCRQSlHizrXPzuPV3Bp4dfOiLC4uDsnJyairU9wCt1k6aoYxO8n/fiV62rA8tBdt6nzg5lhICNoOfSc3xnhSO2arN14EAVJhN+QhvyAZj2vFWJRUGE6NSq2tg52T8FLPQYpnDTpqFBt/Xdw+ASoVi+kAANH8PKIs7jywr0QiQZiJHsTiJUSY8Yu3vIhmeKnzroz7XfIQHVQJgW85DqdvfTX0oeE0zr3mQSzFGmLRTf7vuB5TmVlo/PM7mCnhd5DyxqZwrW7r/dYnhmbRbqOCKjM+HXVNWyNszifDNtKT6y8WS9C4TjKM+xFqpCOXaGPQ+xRMDXWBhoT7vEox/myq2L1sZGQEqe++i6ivvsL8qmKf4/PjeMbzGfRN8wvUMBM9FEQEo6tO9r2pqanBnfwymKZmoadnY/fC8vLTaGw0xPS0TMQMWFhirqEBSxMT6L6+Jh7F/7A0O9gyHdXD8AqIwjsB7ygkQMIaw9CrHoBaV2MIOzZ2Y9UMr0Lb0DTO+/DFCK1uRSA0QrH3teWLV2HxgyomDdeIjYcQIAOTc/jEWvFUuQ2vvY4RL8XiSO3VMvCjTS7KkvnvzaWUSwpfbysgAULsNrZdgMSvtfxkWwNt2dIb55IsyKux0RC/04hGTrnMsl9YWIhspbeREPofKLpxA52diuU1X834QD9MtO/A1NwJQVEK3CDbshDt+R5mffcrNH5GVwasije2wj4I44BUKJvwriTTY6M46PY5jvt9i/ZKmR94w5XLaL8eB6HyxpbRxbE5jIY3YciTX0iWxzfD8tQlCI3j1vSfR5+FfJXb5ORkxMYqVin3YfCMqEOgphkMr/GWqdaKQTzr8Rx8HTa2hi90T8HRyggJTgKIFMyatRoloRJmRFKXjLUCpHxyBntyU3GvjS/oFRkZidzcXFRUbE/lbwBIF9Sjc41LQMLlCwhUv4bqi7wlcdjVDS179r/60lwAACAASURBVMiNMRbZjJkyxeJWREOz6LeST488GtqIYX+p8BrqmkJeRDNaK4YQZVOGJLdqtJRtwtpu/xaQ7yTXLFoT2B5moof6kXo4VziviJH7/h4L84iyMl553Woy/OsRcLsASyLpzplYLME+51wU64Ui2zIKn8RsfS2g8oqzmJ9XbCG+6PYDFk3flGufaxqFeIG3xI6Fh6PjzBlMJPI7qUlD4zhSsfU7dUNdk+i1u4BGC2WIVs0lp6oI5j/Gwtifj9mbmxYh6q7i76fgljK3kwAA7a7HoaerBVQE3udVGyORSPBbjTg59ymJRIKlNalluzo7kfXW24j//HOMj8viOprHmvGM5zOoH+F3lsNM9FCWGIuWUlmq3NLSUmgVVkInIx9tbW0bzq+8/DRaWqwxMSkzvvTq6kLU1weJWIzO82t2DTw+53YN6/P7oO9jje9ivkO0bfmGge/uVe7ovhmDJjtT+NX5bTg/5cByjE4v4JQHnw7Y+kosBH6KCcPmz/6IS6eNMa7G1ztZiQFRIFtV29A03jZRLO5PIhaj8Z13MXj33sadAdy9FgYlfWfkrCmySQKEIDbHtgqQMdEiXNOyeF/5ZF2Iu8ohCTsHzMgWVBXVt/ArtRjE5skW8+np6ci6/hqS4n6PiouXUFv78BbJ3qZ66OtbwcnJFx7+CmzB1sXAweltTLh/ptD4ca1x0M/Vf+h5reaGUxSU7/AuVSM93fjedg9O+h5AbaZMONUcOIB2tRSkX9o4b/t8+wQmhB1yAiTbuwzndL9DlBafUWW+exKplvLBoxEREQgJUdylIrF642q9AGDnU4nY20YwvMoX+irJbsIzns/grr18oOfimtSIs00jsLE2QJCjE+ZbNnb/GZ8VQS1EKhzG58ehnCaLlVgrQNJHJnE8ywP6jfxCKDg4GJWVlSgulhdrj4t4x0q5ysb+Jw8j2ckOxT+c5NoHzC3Q9NHHcmOMBNRjqkCx6sgLnZPo1pF3cRj2rsGQu3Rx1F0/irLkDlSmdcHNMAqxjmWbq4Jt9ey6sVerd+V+2tFIrEjDHT/bDQXI1OgIkpyktXTW9o21r4CXevbKzlLv+CyO+RWjRiMYFSaheD9k6/++ITpfYHRwY8s0ACze/RyLhi/JtY+GNkI0wMcxDLu4oEH1hlxCgtD+UXxUtPUZqXoaxzBkdwKdlme41MtxuWnQuxYDTTc+de344AyCjYsUHt9V6SQ6ayq5thqH76Gjo4PFXHmRqiizC0v4lVoMpuf5Xajh7inkhvEun7WVFUh/5x2kfPQR+lZVIM/rzcN7Hq+jsI9fhIeZ6KEmMxV1ObK02Hl5eVAtrsGN7GLU12/8dygvP432DmeMjsp267uvKUM8I/17rxUgA2YvYbZQlr2vPKUTyr5aUM1QRaxzGRbmHrzbdi/PBJ3qoWizsoB1ifWG87vgW4w50RInQBYXlmCqEgp3N8VcnMq/eBnv6hzHyNX3ZY2LC9LU/GHngNmNPR2qe8bxgt46cUYTvcAw/3dcmphA+9Fj6NPb2GsAACwuu+Oymi6SXfkd+LXPh8cNCRBit7GtAqRtdh5nsorR0LAqH3nUFQze0YDI7Rgw2rbSnFWkjGdvBkMglAWbJ0RGIkP7j0hKeBo1J75HUZHiD7CfaC4ugLqhE4IDImDnGsSd6xufQ+vQGqt5mQA6Ni9j0PEDhcYPagjCjXTF0jTej8t3A3HzDn/z72tqgLLWXijZH0RRVOhKe9VX+9CumorsMxsHGc9UDmK6qF9OgCRZ52D/3b8g4DpvSexvHManIUVyVrOHKaQ1s7CIjy0Vq0th5lCCRG0N3L4SyV0zPjYfzzu/CR07PuCydWYeGo184PdQWQcc7hnB1dli3fiVtdR1DOAzXennILI5ElHNsnovax8w4f2juJqiA+Vq/v3z8/NDc3PzY4mLuR+hZsUojm9b+VkikUBw7FvY6moi++Rxrm+vljZa938jN8aQRzUmM+UDRe3L7OX+5rN1Q+hSy4R4zUJtyKN6xTWruXQAtTk9yA1rhp2OPcKt81Gbs7GbyX2xex2IU5Vr7jWRLXbmZ2YQe88M3gExuG3usqEAGe7qRLqPGwB5ARJqWgxvjRyMD0oXd7nNw7gUU4VG1VA0GgbhTz5bn8nJ6cDH6CjbOJUqACyavwOR4Rty7SMB9Vjo4mN5+o2MEXP0oJyV17N7CC/mrONKN16KhQV5d7nBBcWKa7ZVDKHe+jgazY5y9YQCk2OgrJECVXs+achA+wQEOorHbtgc2YOmTN6iXmD7PQwNbmIqmY95WloSr7vQXs/6Pzg5j1+pxaB3nN9Vq6lsg48jv+NamJ0J4fsfIO3997ndi6jmKKjcexop7Xz/MBM9NBXmoSJFNu/09HRcLq3HpbxyhXZMy8tPo6tbwKWj7zx/YeV3WStAejSNMRot+1wLgyuhG22EO/l3EONZzGWmkkgkkIj43QXbGHU0admjy8wa6pkbxz2e8iiEZEmEc97FWFiOuRvrn8EtLXs42Srmipz+zUt403If+s+9I2ucHgLCL0rrgAxvHPtX2DaC36jHyv+NKwKBTF78LnR2oldTE11Xr8qNUzMlnzbcVMkBl5VVEG3FuzOSACGIzbGtAmREtIjjOeUoK1u19R54HK1f78Xs3YNAr+yGHJd1FUpaprCPkT1cIt3ckGb+RyRGvoHaM98hLS3toedQmZqIq8beECakwPyeF3cuoqwbN0PXPBTy7HHJ7ll02f5ZofE9qz1xLumcwvOZ95DP8nHV0hfqhvxNs72iDKq3voSq3TEkeUnds8QLCyj/ah+61DKRd+r6hteazO7GXOOonACJNEjFO26vwucKLypKSrvxRnQGxGuqWQsEAoUFSFX3OF65naxQX0OLPGRrX4HRlXBMzcoWPr6BsXjx3rdQstPkHjAlE9Ny7iQdWTWwNTeGmb2uQtb9zLIm/EldurNyLe0axuelrhWzlZXQ8fyeu5579xAMEk/gZDEvfAUCAbq6upCeztceyRiZhG/PJmIgILXEVqbJZ9fyNyhARoBMyI/2diPi2EFo3LiJlBNHub7VV8/DUXOvXOGtAftyTKTIxwN8Gf6lnD/7ZFYzOm8kQNTPC/QhT5kAqcnqQUvZIJLcqmGiaYgg47R1564QEgng/hkQcppvFonRpSl7n8cHpJmv7E2ioHvbaUMB0tNQt1KAcG3fQMNCeKpnY7BDupj3L+jAjYwGtF6PRLuuH950yd5UNfT13Hysvv0UNUmKJZAQmfwJC7fflHNJGfauwVwzv9vXpawCnyN70aulzbU7VDZiv7MfxGvm0thkhJER+aDhfaWNcm3r0VDQB6HpGRSYHOMyn7mEB+GsfipU7vIGlbaKPtw7KS8u10O8tASLg5+jOtJrdSPSrE/C0vQihsI1+LErh1CSKJ9FsLHiBmYn+cVs29A0fqUWg/o+XsAlpefBwoQvRJoWFwPhB1IBsjrey6PKA6Ehv0FIJR9TEGaih46qchTHhK+0JSYm4mxpA77Pr0ThBlXMxeIFVFSeR29vGPr7Y1baV4uOtQIkX/MeBr2vrPzs7ZCE4NJw2JXZIdo/H4Orkk5M1XVhOJF3g3MWXEWhvia6DW0VcjHSdA4GkrSgE1m9kk2ss24EF4y1YGsevsGrpcQeehF/ctiH7u/fljUON0sTv6SbAl0bGxrT6gfwK7UYzInWBIXnOQBRl7mm2coqDNrYovOcfFznlyXyn3fji1ZQvXgWkeb8DigJEILYHNsqQERiCQ7mV3GWYonX18g5dBJ9ul9LY0GWCU69AXVNPdwJlrlghJmZQej4MhJD9qL6yreIiYnBw5IfHoRLlsFIEsbgtgm/de+b346XDZKxtMqtR5x6B4ccnkaL9evyY61TmMy2zBaHYw4rPJ9Jrd9wPy+JJVC28MCt27wAaczPgbralzByUIKXjRYAYL6xEQXHT6BTNQOFp9SxMPfgom9jca2Y7elDv3cJJEuy3zFcMxEveD4PDyU+UDQ6vQxPJWZhcY3P/cMIkIiybvxOI06ufV4slrOu6hpkokzvHIyvBqGzX/beWrn54kWTqzjqdB7zq8RQ5sgk3i3gA78bEopgcecO9G00VrIz/YTPOqmNw9PL8ZJqIGZEM/hR+ONK+6CtLVx19mNuUWYxNG/tgUPKX/BNLh+oLBAIMDAwgKQkPvVvYN8IjFoUc3G6H63lg8gMkK9gHGichxh72eKhNisNGSeOoUzjBUR9z3/+0q8dhbLVX7A0yS+yuowKMBAq/8B92/9t5PTwv+NYdAU6fvTBXD0fdzLkIU1qIBFLUJLQjp7GMUTdK4WOti58dZNQmvSIAc+iWSDwuFxyiqWpBXSpZa5UJe5vaUJ2oACWeiHQ0HDcUIC0lhWjLEF631jb1083H+43stDdIHX5MIqrg1ZJG9qVo9Gl4YO37B69Gvp0ST9mKvl4mOmxUVy4+g5y/TXu8yoekdGfMG/wITDNi9p8rwqM1/C7fa2nTqFN5VfovMQvIh1jkuF++iJGRLxRobb2Jvr6o7CWF3Kq5cTKelRldCPB7DyyTE5w6UrNvD3wo240lM35OkrVGU2wPKxYte2ZiXE4Hf8MxV6r7olTg4i2Pg8Hm+PoEvC/Y2VaF/Kj5ONcShL/iNEmvqBsVfc4fqcRh8I1hfSCo5JgYODOtcUGBSD1gw+R9v77KC2RxUOZ5hshMe7XcE2Vud6KxUsINzVAb1MDcoNlsRRRUVE4VtqI/flVyM5+cJao+YUh1NbexMBgAnp6ZMkYOi9cREnHKLKbhngBIhbDVcsMLTYyA5iVUTBaRtrgW+uL8JAMdNXL3Jm6k6PQJuBFlr+LMgrMTqBLzx4XU+TrnazFxN4ZiFSCY3oz8lukn8vyzDacc7yBu4aK7ewFHXsB77jtRdt3bwMLywaO7mIMx9/AaKYZ0LhxSvXYyl789lYcBifXfD9TDQHvr7imnwo5rhUg82Ix3szj3bqXREu4c8EEeie+Q5gRLxhJgBDE5tj2IPQDhbVISZFtVS/efR9K+kGIu3YCqJctVD2ib0BbSwe33GVZbaJ1dSH0fBFFPu+iSm0fAvzlYwLWsjbXepqXM87ZRuKs435o6fLB4k4ZzTjskrdyIwWAuehreNtIGaWmb0itssuIxBJ8vI4vtXGBMfZF7NtwXgAwPzUHifY/YHFatjDsG5+DpqUrbhneXdnSBoBKYSK0VPbB3kEN5pbSB8NEUhJSz/+IhutxKDqjj7E+2WJ3dmEJgnx+8TfiX4fOVm80RzhhaVq2+A++GYVnPJ+B6yX+gescm4JfJedjqp2vkH4/ATLQ1gLxEm+BskhqwFvGQjnLVPrIJIzXLM51NNNQq38GJip+qKyWWc617GzxvIEhvnI+zLl3xLU24P8K+YdCZWgmTA0MoXFPFWOxfNrUj60y5ObhGpmDp2+EILEtEYH1Mhe09mPHEXvyEy4X/q26Zvgmv4GvstLk3o+xsTE5QezSNbhuxqGeqR6IJYpZ0muyeuQqGC8tiuGmk4hgM5kLS6qnM4rP/oAp7X+C/7GDnLU96vphnLU8DNGarDuterloc+b96kViEV4XvA7fWn6hNuSZhZZD+nK7SkMe1RgJbsDS5AJyw5ow3DOFMMtC3NO5Ci+NOBSt+RsozGQ/ZqJOQrImC45ocBodSiEQz0g/v20VpcgKiIaOuR1u3XLYUIDUZaejNjMV8/Pzcn19NHPhqpKJ1grpYv6CbzF06zrRfi0MXde98J59FgoesRr6iH8dJjP43aCuump8ZvIyfJy+V2iMhdtvY1ZvLzDAi+6TfjlITefbmo4fx9Stf0THGb6StI1/GJL37UfdNG9UqKg8j85O3gAhkUjwL6llGFsjVhanFjCS0Ma1lSS0I9L0ElJNTnOJB3QcHHFLwwcqd1wgEsvuOdmhBTA/dFAu0Hs9hrs7EXT2I+TY3JI1DtQiwOpH+HidQqPL91z/nNAmZAfLC+usxKfQX2bIteW3DOMdEyGEdXyskqmfI7614gVSqIsTUv/yCdI/+ACZq3Y71RLOIkX4a1hFyN7ruekpRFrcQZytxYrLHyCNF/s8zROfpQVBKOSDprvrarjv7fR0ExqbjDA8ksX9bTrPX4B/QQc8c9rQdeUqxHNSI4lkZhS2WmaotJAJsju63pBIJIhujkZARAKaS2VJJxr8bNHgxBf/i7ZRRZ7tAXTp2uFiysUNg9btbM2BwOOIKOtGRJnUnTM5pByqwTqwvL1xBjuIxXA+9RJecv8QDfvflblhNwuRH3YChck3gfKABw4BAEFFnXjTSIiWQf77uRB2Aou2L3BtE7GxGI+KkhMgA/MiPJ/N32tnR2dhcEEfej8cg59+7sr7IZFIcDn6AhZFirkobgUkQIjdxrYLkEMlDYiKklna5vVexluasQhQOs9lM7nnfx06Ojq4bCdzwYq9fh1pgldQ77gHFYZfIcDVdeVc37wIoyJ5v197ex3MzsrcRmLumuKCdSC+MHsLN9X5ol7mCTUIKmyGbpTsJjQZcBTPaLkj1vgjqVV2mY7ZebycIO/DrJWthcOxiu2A9NW0ATq/wGi9bPFQ3D4KQ3NH6OnYYGhSZn3PigqE/tWv4WGrCW1raZDxkJMzoq+qofxqEArPmqC7TpZ+sX14Gue8+S3jIY9qtLbaoiHeYmVXQyKRwE8lGG/4vAYnJTeuv25EJD6LEKCtUuaOs7CwgKCgIAgEgnULb60WQQBwSVACJb9SDEzwOfyD+kagWs/vUBioCVGndxXmN3yRnSaz7l+2vo1ndK2wz/EAV1ciqKYEvxIWYWJRJipKfJJwR88AaveUMRLM7xz8Tj0KrWseUGaCFPzmRgRU01UxNCuzIlf8+X3EfvMhWsZkltTzFVUICn8Ze9P4YEeBQICZmRmEh/MuB2atfetmHLopvI7OCcUyuBXHtyHqHh+kPD02DxfdaAQYy3YpQo10UKV0HNPn/xHux77B0pTsM29x8yLe07bDXAP/fjTr5aHJms9sNTAzgHNJ52CQx6eo7TOLQuNHJzGe2LbSJhEtYcCjAsOR9RD1TSPVtw5To3MIMs2Fv84ReKhHIy98Y//tdRlqQnXy+5gJ+JJrnm3vR92Lb2G2U/o5q8vJQJKLEBfdVKUCxEwfS4v3D7QtT4pDS0khsr/YKydA3NWyYKOSjvp86ef9pEchNCva0K7ki44fPRSqhi6RSFA3UifX1mdehPE4XoxVChPxsfnz0LdZJ8FF15qAd9Es5vX+hGntg9Lirav4OjAP7nG8f3r9d9+hQ+1ttJ3g44GsXLxR+vqbyBzhd8OKS75DSwtvkJlaXMI/p5ahcpR3u+st60aZJl+rJy+8GcEmlxFvcg71q5IjqFna4JaWK9T0fTgxH+UQC/MDX2B2YuMdpe66GiQp/QmpRqsszq2Z8LC8hshIZVTZ8/fb2LsFSLTkF/dLSzNIT/wNOnN4lyVhXT8O6dgjvJSPhVJ3M8ZeqyNcm5+5CYRf7kP6hx8iLkIW36ActhfCpKeg7y8zPE0MDSLKygR+mteR5Gyz0i4QCPBRoin+kuyAuDh+Z9jr+iWuxtPYWBHa2hwwPl6CtjZZFrHO8xdgl9YE+7Rm9GppQ9QvFRUzPbUw0zJCvrE0HnBqYQomen6QSCSw87SDR3QIarJkRog6J2vU3+V3plLNNZDldASdOjZQzVDF5MKD6wR53tXCgstnKGwbgX2a9Lse7JwN8wxrmOnLC4e1hg3J7DiML7yK57zeRfXe92TuVtXhiAs7ikShOpBnLzeO3Dxy2vC1fQ4quvjv56zPx5hzeJEzHo76+aHVJwYdZ3lX6frpOfw2k3fBHmubgN55DWheU4aHbjLmlg13c4tz0DU4Kve8e5yQACF2G9suQI6UNyMwUCY0WtVexfMacXBRUoEkV2aNueNyAzo6OjhrIdt2jz97DhmBb6PB4ipKbfcjxFrmVyyo8UVEi3waPgsjZXR2yhZeYca6UNNxxFs2L0H9Bp+tSi0gEtmVXjjqmr+yuB5x+xS/VQ+D+50vgEmZlSx7dBJPxcpvoV9Lu4azSWfX9fdeS31sNqDzC3QmyRa0UeU9MDK1h56GDRp7ZNvlMQEOMLr8DfystHHFRuqW0qN+C4Hqt5Gn5IqC89ZoyJfNp7CxD58b8tmkhjyq0dh0B7XJeitBq3PTIvhe88Q3Yftg96PLimsLAJwLD8XNACsUZcqs5KOjo4iNjUVwcDCXCx8AIswMOBEESBdxsScuo7Gff5DZdQzgdFUb12Z4IwXNWh5wvRGIhFCZhfGkpRpe1LLFl/bfor5IdsN3K8vGhwnxqF0VOFjgHAtDPQOoWF+Vq3fyW/VQxFfyuwC3nOPwnIofzkXzbhxVzz2PlM/fQtmATAgdKipCiOdz+DyFz+4iEAggEom4zzUAaDZ2rbtLdsLufVTWKRaYH+tbC9PbvDvUYOck7LSDILiTCYlEAvHSEsKMdVFy9SBaXv0N3E9+ze12qN+6hre1nDGzym1EsihGnX4e6o35HaS6kTqcCPDAxWT+/ejW8Ef9qx9iWCAT50vj82i6J0SDRyrmGkcR71SJieFZBJmnwlbnElxUI5AVtHEMweKSWN53u7sEpcI/YzKQTx88UdOM2j88i35PqUW4LDEWoaYZ+C70KG7dskewzW3MPaDCdEFEMLrralD8+osINzPgxIqTcgZ0rwhRltIBiUSCUx6F0MxrQttZe3T86IMvnXPh3PngtMWjc6NQEvKuGYsjcxj2rpETxOkeDvjY/Dmcvvs21w7xEuC4JuZsvBuzep9iUusEUM0L3Q/CCqATKcuSJFlcRO3BA/C75IHWw99w9x5LKwdUP/8Cwtr470FB4V7U1Wtxbe2z8/jn1DJ41/J9GwKz0KjELy4z/BvgaXAFYYYXUSlsW2lXMboHDS07aGgFcGlqBYa+MD/wOfpaNs6Q11SYhwKV1xGnuaoCeXUYXK2uIipEFUU2vADx14xEkBbvXjs5WYPysN+gWcinU48s7YKaqiG80vl7hZKDBj65y/f11NZE2uEjSPn8c4S6yYw1qgHvot7UDuoe76y0DXW2I/quCSyvHeEKXgoEArztfxnvhuoiYpWIWVpchMWhvehvlQn2waEUdHX4oOXORTQ3S4P4xfPz6Lp6Fbciq6AVW4MBc3PMN0q/Y70lSdDV1kW0rj6wJEJOdw4cjGMwPT0NM0sz2MV6rMTGiETjKDW2RoamTIQviZeQf+c2wgws0KLpAotiCzSNNuFBBJhcwPidZ9E1OgOtCGmWKE8zIfxrA2CsJ79Lvi9iH6ZFMkEr7muBqsrbeMbrTZR+8ZHMC6LYE16hB+ArVJW6UW2AXVoTLvgWI6eJd0Ws8v4a2f5HpUHtyww5OCBeNQCt53+EeFVNsvyxKfxLWhn3fRmoGoLe2evQ0DeBg1YYRnqlcx+dG8UdjSMbuj1vJSRAiN3GtguQYxUtK+47S+NjCL55BB/qJOHWDQssRkh9oSUSCTTvqsFY+yZOGFsAAMRiMZKPHEZmyHtouaOHQs+vEXlbdmPyLVSDb7V8YSGTmyoozZct8MOMdaFz3Qwet1+GurIa1/eihz/yyu7AKK4OlV1St6NG20/wK7UYmNw5AAzKFhAB7b341yT54DiVpKMwSN7HxQ4AQFZgI0bX1KUocgrCpOav0eAlc31yTG+GqbEdDNTsUVAvs8r5eRrBVOUwAk20cNJhHxZFInSePQcfDVOknrdCgZIDShNkC+OI1BIcUZK9PxKJBEMe1aipVUNl2nXMNUrFzWjfNLyuWuNyyo+4d8UWczOyLeXD4UFwCndAXFzaSltXVxcyMjIQExODsTHe2iTQUEFDnkwEicUSnHHJQfGfP5DzsdZp6sbXpfzDzfB6EprVBfBSDUaom8yd6aDFRbyv7YCDd09AmCyzDFvnC3E23B1JQzIXsTTrEJy7ew6nrX/ggu3nREt4SccLxtG8pfiCdQRev+ENqyTZgmVpahqFL72EoK8/R0aXTCh8k5cNf5tX8GlSKDeGQCDAfMeEnFuaUm079hTLL8C/snsDWQXyaYybiuUXt2bm+Th1kxfWHTXDsLzpDD/DeMxOLWCgrQUZvu4ovLYHtb9/Cp4/7MXccopP8dwcLmhp4HUND0ytchtZmlxAhX4eavX5Xbzs7my8YRKJM/F84GbnFQ/UPvMiBhxk77+obxp1NvGocovBTNkAYuwqMNA+gUDLGNjpXobj9VCkCTZONeqSnwvl8DXxXC1pyE99DaMhe4AlmUgYzi9B3Z/+gpYT3wMAckMCEGycja8jv8ZNdVv4uhrKFaxbTabAA0MdbTijoYVwc0PMTUvFypJIDEflDFxRSoQwsAGDk/O4EVwOnYRKtJ22RIeSL075FkOj+sExLe0T7fg+/nuubbq4HxPFPRj05NN4ht2+iUP6z+Erm1f4QWZGUK/FW9/RW44Znf0Y17wEFDhzp94NK8CpCNnfUTQwgIpjh2F3LgUtx7/B0qr7+11dI5R+8BG80/iMbSWlR1FZxQunwtEp/Co2B2qZvHCqtItG6xU+w1GyezWc9a7Bz1AZ5VGyz4iKnj00tSygrR7CxRW5qDnA4tDXaMjbuLhoZUoCyrTfQJjyt7LGAme4WF+GvdERZFmv2anQ8offLb6OUn9XMAZdn0ZDNC/2/LJqce9iMGxC+EQZP1j9iI9sPuXa3FRUkHn2HBL3f4MAc1lWr1u+r6JVMwI3XGR/x56GOnjZaOF96z9yO20CgQAv+BzHa4GX4bfKYDHc1QGfTz/gUqz39AajtyUYTee/RUOD1FgmGhhAr5Y29jln4Bu3dAw5O2NmOf13fZwvdLT1YKNmD/FoJ2xKbOBvlYXu7m7cMboDkwTrldTCw8PpyNLURcilEysL7tG5UVToWcFXywHNGq7wrfVFTjdv/FhL1O3vMGnwW4iWxDjrLX0euhjHQ9ghhJGur1z/94Pe53YIYxuLQwAAIABJREFUF+sLcEbrPfyH51vI2/OptDAxAGTfxe2g/TBNUQFi+BpXa5NpAIBZQj10IqsRX8ULWl+fazAMtgS6ZcaXPiMj+JwJQouyBmeoSRwaxz+nlmFulVtgV14v9M5cga6NO6w0PNG9HEPTM9UDEzU+2cfjhgQIsdvYEQHiu7xQm0qJhqqOEb7SS8E5DXfMu0otXEtLc7hurAFn3Ys4d1sahD4zM4O0Q3uRG7wHnTp2yAv8AgkaGhAt+2D6Zx+CUxm/Vbu4OAXDWzeRFCqzVoUa6cJARQt12r+D+hXeyvuprS/MMrVR1jkG0wTpTTLeYj+evRWKm4YnuGwcZlVNeDZUyN2sAEA74RM4JL2JgRl+EWRtlIC6Mt6SmHPHDh03/4SqVdWbtSKqYGpgDSMVRyQWyR78jk7qsFI/gVBjXRxy34OJoQGpAFE3g81VHxRc8UB2oM9KfyevcFw+IQsiFM8tYti/DhWV51GWeRYzFVJ3iO76UbheM4BpoSksb1hitEMW/3I41A9hwkD4hMl2Uurr61FcXAyhUIjeXn77+ZDhnxEfJHOL6xyZgZFHKipefAnJNbyP9cWadi7jiEQigaFKIppVQxFwPQQ+d2UL9L1Wx3HM2B3HTZXgHSJz37ueGI3z7jZwX1WZPNrEG+94Hcbnzuc4AdI/MYfntX1x3p0voHhELwAaZ10RmSkTGjMlpQj/9DMI9n+FmBbZwvjLzGS43n4Xnyb4r9QfEYvF8BP4ode8SE6AfF/ZgsPlLXJBvO87voSYVN5Cu7iwBHdV3rUGALS0M3HxCh+EWZvbA+tb9+BvHIqhrilUpCSgPi0FJVfeQ+1Tv4f/ib9gZjnDjqi/H4d07+CP6j4Yj5b9LqLBGRTp5qBKm19gRDZH4jntSJyN1uPcL9rOu6H66T+g/65s4TrXPAYPkzC4WgdhMrMbMXYVaCkdhMDcD3q6KrBTDkayu3zK17WcCXXGR45r3Cxqo5CZ+iyGor/hrJf98Smo27MfTd8dxNLUFBIcPJHsXoIfnD+FyUVLuHrdxlCnfLKBn0h2scNIbw+eCUpAqLEuJkekY89OLsD+SgL0LlrCy7oERW0jsE1tgpV/HtrPWKLjki90oqvxfe6DBVXFYAX2R/KW85HgBiRUxqLSll/kBty8hL2Wb2Gf9StcTJCotxEBl1y4wqxoFmJK5yjGNFXlaqPsC8jFl6sEyFxNDXJP/QDbc0LUnjmM+RaZG6CdsjpSv/gWrl78DkZ5+WmUl/MZx8I6h/CiXxT2h/NueqWGAehQ4T+T8XaFcNW9BvfbN1HmJzt3XdMZWlqG0FMNQ3SLzEBip2QG2wOHUBCVxo0zNDSE/n7+XlEY6guh3nMI+fELWWPqHThYX8Gbvv5ItpAtBJcWxQgyNkGwJZ+WvLVaBwsmz6JZ8DzX7hyTB7vzSTB05uMJj5ufxLsO72BxVZV6V6WLyFVVRdyxo/DTku4WzS3OwdD7ZXSqpUPL4dWVvm3lJbhnq4zn3J+F2x1ZhsIAV1c843sArwm+h6O/7G9Ql5OB/JdeRLq7zAugo8MVA3XhaDy8B7W1NwEA883NGDAzw7uGEfjUOBSjAYGYFEpFS66HPYx1DGCjY4yayGxcjr2GJI9q1NTUQEdHB7fitZHmK32utbRYIVP1HHxO7sHiovR73jLegjodGzjf8EPDLVckN8UjrPH+geRisQRCvc8wov80gOWUvBIJ7O5EoXywHEZ6PhCvqdP0iu8rSGqXfT6mcyJx0OB9/MHlz0j7bI8sZa7QAAdj7mB/sjkQzNc18tLWxdwMX/dGN6oa9mnNCC7m46wMPM1wIigIqJEJ5nZlNRy7HIuim6aYXZVS3aurBy8HZmN4QfY3b05uh+7Zy9C1cYORms1KXaPmsWaYq/PujY8bEiDEbmPbBciZ6jZ4CKRZQYZN1XHstjs+10rCt9rBmDOTWpzmF4ZwxUAHTjoXoKIvvdEPDQ0h6/AHKAj8Dl3qwcgM+xBZN26sWOGjUv8Ih7yb3LUmJxtgdfUyAh2l1iqJWAyBjibMVM5hUvufoHHxBNf/NXN/XEo3h1gswVFXac5/R6OTeF/dA+dvX4JkVYXZKwVV2HvPHYPzC9wYBvHvwyP5NTSPybbSFxeW8IF3AuwSeF/+PF1DVFw/hEp9WRHBM56FMNW1wh1lOwSkrMq0cu8SbLTOIsxED9/57EN3aRG6b9yAQM0c129EIudaABKdZDn/TcwcoXxctqAQ9U9jLLYV5eWnUZL9/UowcWNRP2xVVSGoFcBE0xg9hVJRIJZIcCTUD1mFibAOkj2cS0pK/n/23us9qjRL9/wP+vSZM2fOnJ7u6ursqkkyKw2Zic3Ee+8RTiDkvfchEwp5F/Le25D33iOPhCzyyIAkJEACBAgBcvGbi80oUPfznJmL7rqoJ787bUTE3qEd317vWq9hcHCQ5uZmxsc36xvOeu0mOtJ+4+e64RdkxRUwsGUL2Q82ax6Ue8e51aP4/x+W1/CwKKPWPpY0izSi3RXveSLwGg6hKai62eOZqOhs3snNQxQowWVMAezS3CPZlniIwzHqvIhTUMcGnz7jF3EiF/w3p/tes0rERyORnDJFIf4qNRVvbT2SLl0mbUhxHqdri/C/c5rzRdEbeqNPnz6RnZbJE9v6fwdAbveOYzQ4uemBBvBLzPfIijYXkfPTi4Ro17D8byyPra1rsTOoYumL/I2WwhHinTyQeabwpP8llZHBvBrop093OwNbtpBz5zCvywWO/sfhEU47+bHVJp3XX5g2fJp8y6AoimHR5slDXF8cf7QuxLQwjt45BR/6sUYE/d98yzOfexs0vQ9986hKHbnrL+JN6QTFob301EyR4B2FyMmKIDMZpeH/31kHJ+M82O0fvon6IO9KJif2R6ZKbm2aPM6k5zCkdI0JNzFv8vNJd06ku3EEkdsRQtTc8E9yYmZE0WH98OED6190TIsDvZnu7+FrmRKZjla8mhGmjAvPlwg2yMBP0wQ/xyayOqYp7p0lPqqOJ9oCAIm+94gzFZtF+/92NT1pIFS6WVsyF9tHymAaLYGKAlwulxNnqcruOCXuePzKk7cK0PT2YRvxupnw5oti6mEWbxx0mRNJoVhRXK/J5VxKa+ZcrgIYLjY0UK2hQ6h2DZ3aqrxvU9CzQrWMCLtmQIybooO/tvaRh30G/w6ABA5McjgslkOyzcC4UxTFpHkl8i9oc5XBdUSLzYh2daArRlFYW9nEY+rmhrNFHon9ChvdYG0JEXqXqYjZTFt88ODBvxNn18cGUuTyZ7L0FBOJlUIz/EIs+ENpM4Xeyhsc/zdzS+SH61IQf2nTa/S33mDd6R+Zjtyx6bh/chUh2jXY+G5uCFyTXuNgxD5evldMbuO1NGl3tqBYW410c6ErP/VuitjYX5m2bkAa8tvG7460NmIXqMUJv4NY+Cic3Irs7PiL7ALbki4izVA0WZrSk+j+7jvyHRVT+bExX+a7Chk5eYSHfYJD31JXF/MRkex0zOKAUzpvy8pY+Kw9K/IKJUrsR7CLM3mu5Zhn2NOUPUpzczNePr4YFRtTFilMnHp6tKg2uUX4rdMsLgrfr87nnTxyCCTUoJgBUST9I42E92wWqX+5lpZXaRPv4ZnkBwDUE9r5uLiCv086U++mcHOP59MXE/WV9RX2pO0htk/REBxI8ee01362hJwn59R5KP18/SUWnMqN4XBRnJCI/nlNfVzGw8yClp7NkzPr7F5yu6aJb9qss9JNjuV4Tik0K3Q4w8qaHLQspFAUxeIXTmQOA114GhYwuaSgFj/MHcVR2wj3yESczd3oqRaeY33zfQRY3t4wAPhrrN8ByO/rb239VQHI+4XXaDV1Ep6WgVwuZ8DgJiaBKewVlXFUXMwHB2GEvbQ0gYGTK95iCxydBK/4qakpGtX20ZWszYyNjLrcvTwwNGR6epq1tU9kJf5MbOpmwerUk0ri7qgQ4+MEwId3b4m3diLEQol1x/+CRPfKpg6Nuac1kWlqyOVyxAX9jL54h8jZlGsWftx0sWS1U+HqcbOhCz17d0bnN6e0eubvRJb9/SbtwOzoAjty69Aq3JwW2+lgxT1jI4YdFZ0UjZgmvOwDcDP2JUymeBA7BaoTIdYj10uCcvpVRlKTmQsJJcNSipZlMdXmueR5K4TDjiI3rJUVORYfH73mXeNTeno16Wq9y7t7QnHTUz2Fj50uOflhuDhLGC8Vpjxzi28xzIhjeKwTh3TFZKWhoYGG+nqyszIZGNjMmz4h3YGbn+bGzzGNE7QEBTD49Rbiqzb/7rEHw/zaOrhxfs8WPuBjWYK1nw4Bdr6EOCiK+eOBSkSlpnPHyQ/TKEWuwZmsfHw9zNHpf7xxLMJVyvakE+yJU2Y2VsHnbehv5bB7EAfcN9P0lE1iCdCQEZWh6MrN2jug5ikl+eJlonoFusu6XM6Jymx8lU6jlBWwYcf67t07ipPziLUPJjVlM+Xgdu84rmMzmzQqH1Y/sDP6R0IyNodVPmqfJUwrZyOD4v9d1ibV+OpV0jasmAJUJHZx76IKWYbODDTNkOPuyIfhYQZVf6R5+zZylQ8zlSRc5/v7bRwQh7LVNo3nUYoi68PwK4ZspTwSbdYTeN734byOK8ayHPJGFf82oRZG3zffMutRwtrnpPD3bc/Q8LVATWrKq8wRikN7acoeJUnqj72THQHmCeT/m/Cu+dLNRgeLy4vcDozlqEsOM4sKIPmpxZcYy0P059yBSUV3fyoygWE1FZ5kJzFtYECceTqPZsawFu1CbGSHJN6ex72K96xIDOHJoALI53k7U5tbyLeJO4g31eXFYwEETw+9IlA/loA7Krhb1OFbMUzf0zfk+JczqRfIpIGMwsZBjhVsvp5/u/Jas7iepgjMXHv7iVeZIxi25+ASrwike7/wmhi7O2yTaWMiOkj5Y8W/PbtXSZh2BfJJBXDgfgSv7OyYtU2GdEXH/8XSB+4kNXAps4nlz0BrISeXEi1TkvVqaNE34m2JYuoXqayB5S17UvUVIWwfPz1jaMju3wEQq5Z+VO3F7EqqZuWLSW+3RSCPdZJZfa0ovmoDiwlytiLQzYnuEGGatbK+go11Epq+briY524kay8vLxOiZ4GXRI9s780i6OrqapKSNn9HK/wlZDp9RYbe8Y1jb1LuIom141xmO2keKrAsdMSnh19THH+T4vTNwbF9lYdZdvye54G/bDruEVJEiHYNRpLNAORiwDlOhx3m0TNFkyRJTZU2HyVKLW+SqSeI2TuedVASfZhp6wbigw4o3q+2Em2/m2jaaHExWDgul8spuKvMD2kX+DnhGJIsxfcrz9OJga+3kKalsnFsaNiB+cZChn7eRk+v4LC1WF/P67Q0tlunsN06lffNzbxKFIBdikM4OQ7R+Do705DuR4hnHp3lTygqLsHINQjDIkOKQ3uRy9foua9Hif55klROMjMl3HvVk9U8cggmxKCYbrsInvc/QNLyBZhu9Nv0Gb1c/ESH425mJT/B+jq6KR1Mjy/gGhTJ0soSzj5RvP3Cwv31x9cYxZ7EqcVp41i2rz37fE/ylYsnoefPQJYaAGvZ6hxKLOW3tNJNVtwGg09wtbIiInMzBVBf1kXiwAxB1V9QXlc/cTE1g58LajcFmj68pMJPVgUkiqI2TYXvNFcSrp5P26svtJ6J/TjoGOEdnYijsS0tn0017k+3UKoj4kPf/1oj8x+5fgcgv6+/tfVXBSCLr16iml1EUE4eHxcWSDczRZaRylm7cnY6lPHBWhjlLsy0YCR2w0Nsg5vYjPX1NYaHh2nQ+5WHMZZMiwKozf2Nh2rqDA0Nsbg4jKvPdTwDr296v/7WSFJuXifSWeiqvJyeIsLInWjrcww5fIuvwRnefhQ6NHK5nGA3FZITbrKyskDz2DwhNSOoODpjZOHEOWdH3tcoHlJKVa1YmtvR8XjzyFea+xPZmd9u0g50V02yK7eaw4WKJOW5qXf0i7Up0bRnwuHshh2lVlQtXtaBeBg44xmieEDZBtwmytWEHC8ntHNV6XR24HlWFtnmAZgbJVJkUUSum0JEamVojejWrQ1x7/sOIYegp1eTrjZV3nxO0W7JHcVRcpMEe2PsPG3oT6kTzvlJP26yGF69nkEvSwFAysrKyIyPJcrPl46OzU49h4J+wtRHQZMQ5T5k2FEdLSdPwjI2d1F/bOpjV+sAi58drPonXuNvnYd2oDIuEhF+Vopi/njANUpL8rjjkIxKpMLq8lBWIdFO+ih3Kzrkjp7W7E8zZ0fCZaaTulj/nIic15TFEddg9rspKGIAGvrhBGnk4Bmp6EZOamhyNjqBzNPnkD4QNEhvVlY5WxBPgNJpbiW58/CdUPC8evWK8vh8gh18SYnbXDjd7h0namqO+i8ch2YXZ3HX/R6HsM336v3MbkJUvTdG/ADydTmOOkn433UjulLxYM0JbOHBsauUXVHjfsEo+T6uLHV20nftR2IvXSP/5lGGA4Ri4W1FBbscYthul8Cgr8L1ban7BUM2EsZtMzalRusUS7BUvotGYAp+HcJryOVyJlRD6frpZ546JLH8Oczsbd0UmlIDbvtpMRffT2n4Q8qj+0jykyByskVqEU2Oj+Ieka+u8FK8bdN110/XY+BTxF5x8Sa627s6K/y0z9EkuwtDigL6iU8oo6Z6TGQnM21sTLxeIj1zPYjMtmFtbopltDWP2hTTrPrr5xiM/CJLyEtCaFg83yV8h6+h2oZpwkDTDFLdIPxuKeFjVoduSgfvPq5Q6VbMgLYrjw3TaG3o5kC6ookwYyv6d+YSUaVR7K1K25i6LPW84P2D5yi3ZGGQVIr8s7X29GAf0ZIb/JBlg4vhCQI7FYYa47k5hGpX8alLQX2U17gwJ/Jl1jYXkhRuS71Pn6MXXYVOfC1jSwIgmI+KIl/PkQLDWu4ZOGwUqACxl5W5qi6l4MbtjWOLi8OMjvnQ06uJ/Asq2K3SVuq37+DnhHKGnimeEQ9NpIyr+PJhTEHXvCdNx9/NBm83F3p9Be3Zq4+vsLNMQcVXgptZDo7NQvNgZmaGYGNDPF2NSbTbPLVOSEjAx2dzanqBszl1J/9EutaRjWPTMdexTPCgyrWJIB9DeCdw//sbJylNPkdpvkKPIZfLeZx4kJd2Krzy/gH5F5oid/d8orTLMHaI3+SUdC7wFBfDj9AyoqDdpt5WpsHnOMXiq+SoCtPzrN4smiPPM2mbT27gCdbWhf2ssySfaz7nsNJ34VLAAd58esPy8jIRWpfZnqnEL/EHscpR0ElzLY0Y/HoLqcpXFJ9znwEvszMZ/OYv9PQKjZ03hUW8KS7mB4s0vrdM50NfP3NBQnc/3DqKNFE67s4SEnKvk+BWR3vxBNEJyRg5OmKca0xxaK/w924NIkvjBOXaR+i+J9CecodyGLYPJdg6gfuiCJY6OzdlI637/rDp7zL1aolOx11MOe+AT++QFA7Q2jCFXZQPec9fIwqIYX5asfdNvp1k0vlf0C9XuE8FOluz0/cC/+IUirnWET4kCPvix+SL/JZUzy8ZtRsTkJ53S1gMTeJuaYHEN2jTudxKfsCJ+0O4l3yR4/F2loPpxWzPqYZ0hU6o7ZQy/2JVSKB1JK+SFc+ZCzIZoZplpD9WNA9Lw7px0DUkIDoOewMTahKF1698WESbYSifJjfTBf8z1+8A5Pf1t7b+qgBkfW0NzeQ0gkormKmpwdY5mL66TPQktfxkpwAgzzpSsXJyRiJ2wEdszOvFN3R3d1Nvvp1+fxtGz16iNns3g8q36ejo4MWLMqxctXDw3Uypas13JP6OHhE2xqyvrzP2oItoiwCS7U5hHOZEqMlxpl8LheTKygJ5LqfIir7K27cPWV1bRzu6lvP2PrRZ7eKokxsvc4QJg1wu53JxHVZGttQ8VNA95HI5IdnfU5C2ZRPfuTT6IbuyyjiQ18TK54nLSPszRh1vkH9LwlOHQyy8WGLx0yomsdV4WwThqWODk6eCLmTud4273udwd9fAqcKWBo0bjJWVkm0eRvMJZfItSigQKx7mlup6mN3RYPazhebb2kk+PXlLT68m3R3qvM4TOjfVsb2Y+F4g1kwHax8TOoKFYq+oq4bYpATW11ZRzlGcR3Z2NgkhgYR6utPYuBlUuPj/ES2/vRs/q8W380jvIH8uasLB04GPH4UO9+LqGt/Vd3Og7v7GJKGxc5Yo20yuhZzH3FsXb1OBmiFfl3M0QIm2Bidu2BdxJUJ4GC0tLXEwu4hoR2Nudyh4vDpSDQ5lhbAt8SITmQ9YfSUUZXHlQRyRhHPEI3RT0KSRdjDBWqWI3IVJh3x1lSeqahyJlZF58iwOjWJAcAS6nBJEltlOVCMcaHwtPFifPXtGeVQejk72JEduzlG43NpHQFs3Wc8UNI6OF30UnvwLTuLNHdpiaQ3Sm7q0FSk6rh8XV3DVDMP/jh0mCYpCPsXtHr0HztN46BQloa20ZMlYrKum+9xWLM1FFF87SIdYoMK9zshgp30cOx3iqXdW3B9vm54yYmXOE9ukTdkqlxIcsLt5g0viCExqhS752sIC46qhNO7+lUlDbz70CdOYhdIJnBNOY5NwgufRD6lJGqQgqAuZrw0mLmb4WIaS4amYXiy/muOtwx83Fe3SB1L0nMo5YF+yyfp3vkIVrxvnSIlShy4FAB4X+9DvaMdYciyzslyKlcyonazFzvBH9ETaGIZb0H9PQZVsOHWELrFCC5XrJcHUP5TvEr7DzkSVxz3CdKS9aAJvLXek188TYlnP+ZAm5HI5zY5FZKkbM2woY6Sulb2JrRu6r7FTpzcJvAG8swP4saaE+QXhnnydN8rqq4+ca8xCKb2Ytc+2sw9rK4h0ucyf8z0JUruAYbXCHvZhsB8RRtksVCimRfICE57bxjJjWwTxCmewiv5RzMLLcAqtoOalcC7P3T3INfSk1rSCciM/XvgKIHpNLifxnBKntEI3AZDXr+/zZDKK/gEzVlYUhg6nEgsZ/HoLOxOKiG9WUFsGDP0YVrHm5RfZI3Ue0UhdrHBzcWbQW+g2jy+MY2+Rioa7De6mORvFbG9vLwFmuriJrYgy3cyjDw0IIMjPj/fvFYYduQ4G1B/8MzK1g6wvC9/nkfBrmMWH0e1Qj2OQCOYEbU5jzgNkCRcpKf2O1c9GIMvLL5n3O0TD2f28sN7C6hvFtXja5/PU5ldsHTJgQaDXrMvXOR90ipuhx8i5L+zjcrmczOvXqfT+jXz3cxTcEApln2ofukJuMSyKpcbvIgsfBUpwa3Yap6WH8NRKxER8jsKxQhYGBrB2UWVPzk22x+1DP1fYa1c+fqRIX4v+bduQXVE0cHp6NHgREsnglr/Q3SVkkrxKTWXhXj1brdL52UrG8tQUzz6bsYRYhaNpk43E2QnT5H20ljwi070daVg0uQ7nMcowoji0l6dPZTy7X0mG2kF6jH+kOkkwnIhviabfPog68XVabIP4UN+0kYb+cWgeuePfs/ZKcX8MTM7TI97NuPNeeDtDVP04+ZlDWKVIsByewiQsfiPUE6B/vp83Tv+ARaYw0Xj//j3OEgd+9lXij3YpXHXaS6GvsOe8jT/J9qRivsssRZ5yFblcjnLvOE9fvsXNxgYvK9tN+8jZ9AdsbezHNvcLiuTzfn7NqOK39CpWUm9sHC49q8mfLfNwMgtjLigY+fIyLwICuOMTS4h2DS7tikZIuk8rdgYGhCdHYm1sSkmYQCnNqU+g0yCSqbl/b7P+n7V+ByC/r7+19VfXgBjFJRJQ28CAVIqyewoT94swt0lmq00RH0Tfsbb4nsel7tg7OSEWi5GKjRl//pTmujruibcx4GRFz76j1GXuZvjuHe7du8fERAimjnqI3FU3CX6rY/QI1pESZ6jFmzdvqE0sJFUSjkxykh1ZhSSaH2JwVrj2d+8GaHHeTVnYGZ6/EKwA3VLLOWXvyxPLn9ln78t0gvAAnV9e5U5aIWYGdmQ3KWgSSytLxKd9R0HKt6QOKihEMaHt7M0s5mJyBd1vhWLvfsE4kw6nKLjkwIz9fp70v2Tk+TtcZTW4WHqjbX8De3H8xmsY+l5ij70Jt2y1iGwIpO7sITpqqsgyi6Jn31lKzQqQWVtvbMoWd7UwuqtL37hQ9L/OG2Xl1SKdnep0d+owJxO6PEW+99EIO0G4ljJWfgY0uQsOT5F1OZSmCgLEW18AkNTUVLLcPMgVu2xK/l5dWabR4//A2F8h8lSNb6dB5SD/o7YbR7cIurpVeP68iMxnr9DITMcszG/j8yiunUBml8KV4IvcDbqJh5EwkVh8t8Qx/+s0NxzmkkMZV8IvIZfLGR0d5Xh2DhFiY+7c72RlXY58ZZ0rwZfYk5PHT0mXGM6/v2E3HJTrSPi5a1zxcWfypaK4EWn7E6xVipmNYJX5aWyMcSsbToYnknfsJGqVtgB0vV3iepgXNcnfYhhgTOmcUGhMTk5SFJKOrcSWpKCYjc9/eX2dc3UPCK6qI3RSYUgQNlhJy29b8NXfzEXPcSrC99plyiIUdKEXT98h0pCireXBtUAFVzneqZr+/RdpPnCUVMcyJroe8C47mvtHt3MhMIqSqwepNxYcjeYjo9hrF8NVcSBpdsYbr/GybIJHVppM2cRsKhJOB7ngfOMSp638NpKQl3r7GLsbRNXBQ0zcMuFdo6CbeJU1gl/aPpxle5mJ6KE5e5QcaTtZXoa4mSXgaRVAsqtiEvju8TArjv+F9wsK6o5OlQ6q9uWcdShFq0JRhI9lXcRZ5SqRgarQrOh2jlm44KjlzGhMNAM1Y7QcPEnOoxx8jbaQJPkV7UCLTW5wjfv3cF9fQeHI9ZJwLdCf7xL3YGStxqN2QTtRlzKEp4YIX6WzRFs3st+7lg9r63SI8glR06TXMJlnFbXsj2reAM2D32zhw/DmzA/7VF/+WNPMwJCgVZqL7UMul3O2MpHLuVl8eCoUcA345w8SAAAgAElEQVSyBAJcz/CHojCCVa+gVa5onjQ52OEnkjGbJt04tp6qzKxtOjO2xchjT2wcT77fi31QEeE+RRtmDE/NzMkwCqbBOo08oxhmbIUAvzcrqySeucpZnVDybquy/FG4DiFpO5NHj9xYWlIU59c9Qhn8egtnYjO4HKaYKo0YBDGgqsV0quJYtbMfPq5WiF3dGfUQOtzN0w9wNE/FxN4Ed9OcjWK2pqYGqYUOLg52hBtvps1KXV0Jd3dnbEyhocsWadG241tS7+7nw6xwvCv4OhaxyUzY1GMQ4Q5Twj5cEllFePxlUrMPsPBa2OMWFh7w3uVXmnZ8xxOtLSw9UeRvBFhm8Mnh/0RiXwwjglviwscFzgedQiPgBJGVAp3s4/tFcq9coSLoF3L8j1J84QKrq6sYZxnTF6DLkKkLrdIbTL4UgNC95FiOSffjr1WGl64yZnVmTEdEcDPeiCP5KuyO3cPtnAIhI2Z0hDpdTTr3/EjWpdN8WhL2p54eDabt3ag9okNXuwDU5sMjmGrtYJu1jG3WMtbevGHGyooPi8uE2ARx3joXB2cx2ok76Sh7TG3KEI6eQTQ47kcvUY/C4G4GBixZaBomQ3UfM1Z/IMdboPQFFnnRaxfIS6c/cd/Gi8XicvSr9ZGvrDEf3gziv+N9paKhUNfWT5/LXoadD8GLIYp6Z4gP7cI014Yb3WPoRScy2q2YEGQOZbIs/m94xJ5mZW2F/v5+JA72fO+rzD/b5HHYfwemNsKUdj7mED8lufJ9qh/LqVepej6P18Qsr0emcXJwIFRPn5H3in1kb24H/1jXjYHsC4rkRAO/pldzPLGYp2kCgFv5tEbiFRN2myRiZhzCtIkpk6qqLJSVcSU8kxCtKvSLFM/uOOcaNOxV0EnRwdrElOIQQceZXBhAt37U/+9A2f+I9TsA+X39ra2/KgBZ/bSKdXQiPo1tVBmYYuCXTOu9KqzUTdluJuOT63Y+9PczkqKPWCJGLHHAT2zMg/Fh6jIzqfXdRq+RBS07DtKYvI8R/duUlJTQ3WeOsbUBNmI15r8Q/OZ7K+OvH4tMVYXHjx+T6hhFjrOUdPdTfJdXTb7Vno3U87m5Kupc9lMffJTxx0I3vOZeLWcdXCk1cmWvyI+JUMFvvvvtEgah8ejri4ksURThc0tzyFK/JT/+L4RkiAHBXcc7sZWthXUox+QS+TlHoCyyjxm7vRSdMGdW9BsP66apHX5BSGYl1jYOXPA+ir1IYbep63WOn5ysOWRvTH5bOlXHdlFVmE+2aTwD2w9Sa5yKt43XRgaC+V1t9FUNqLkvdGLnkwb49GGee6VKNFbeZSa5DoAC9wa0ok/jd+McVgHa1IgEsOFYmkJnTgMzI0PcypFtFNapqam02DvQJXLcFCi5MP+CYdf/hp3/1wC8+bCCUVoXmWqX+aeqNowlYayvrzA2LuVScyGu4V64+tpvdG3T8kcosovjYuA1boRew9UgF+RyRicmOe2ryr17P3DGsYJroedZWvpIfX09Z7LSCBWbYNzQyNTHZd7NL3Ay/Dh7suvYmnyFroI6Pn4urn3SDKjbthORRJf8boE293FlDQ8dX0L1UjAxEGwu3xQV0yUN4IJfFEUHj3ArX3Aoq3n5hrt+jtSU/Bm7gLukzQr3zdjYGJkB8TiIHQjy92b1c67E3PIKlytqiSxMRDyqsFPWakqgc8fXxN34YQMsy9flpNtmItJQIsezYeN3Ozpn0dX24YxBENelDax+7rxH25UxtP8KNecuk64ZxdLbN7yLdqD+wG62pRVTfnE/JWpCh/uZlxcn7cPQd/IkwFYBQJ5lDJNie4gaWxEjX6SbH/L0xvPaWU6beWBUY8TK2goLhRUMK3uTffIEI6eUWPg8pZlL7CcsZzvSzF1Mh3bzoGScDO9msjy18DSV4W7tT7xYoWOaaisG8d/xbFD4/N8tv8Ou0pYTdiWcFpWgX2HL4rJw/7bHHEHX0hR/rztQpeCMD+raceuOG6NhCVTFDdBy4iQJDQFIbb+nwO17tLwtuZ+XufH77Tu203RTEfSX6yXhRLgrv8RdRM1RY8P2tCSsFw81Y/xuXCDGvJqdbtXMLa/Qa51DivYpugzDeZ1dyMGwRtrfvEe+sszg11/zIiueL5dxog//s6aD+iYt1t6v8CptiLWVde4W+HOrLJSZXqGALvTzQOJ2in8uSSBQVQmLGm1efXwFb2cot/HA0iuT8XAF/349/jKzttnM2BYhjzoqZIUAfrXtyLycKXBKxfHzfTappU2aUQyxd/XIMExjSkug70x/XCbx1BVO6IWSYW7DzLBAXZyZyWBuroLHj8NYeKOYtJmZ2tH64w/cDopiq6RiQy83phvOyG0LxgIFo4O1tXUqnVxwdbPB2sOHMXdhn0zvK0NsLsPBXHcTAEmXZeBlpYe7tQVhxl84WwHezs5EODvT9IU4ONNKmYff/YVk5T0s9NXD+joNATcQRefyxPoeanFh8EjYhzN9CglIuIQ0/hZPhmM+X18WizY7uLfzOx5d38JCb8jGa6eYhYH47/ARFW9oHMZeTHA++DgmXifwyBUDsPBslsILFygK3U1u9D4qT53i3bt33IxXYsjHhqG7unT7qPNwXAAxlVHBHPXdh6tBMb6qGuhX6tGnpcbRLAuO56hwMGY/57NzWFlZ4WFtBS3qd7kd6kfupTM8GxP+Lj09GgxomxN7O47OBqGD/9zLm+LyNs6YBnDSOID1tTWmdPWY7H9JsL0Pu2zyEUnEeCTuozHzEbMTL7FwlDIo/hHtaAPygh/Q1anK6/JBUtX20u30T6SYC5Q+/xQHOmwDWBP/V9qsnXkpS8Ok1oRXFeN8vN8F4r9jIUxRnOcXlNLlcZJWyUmYaqfjyWuCXFswLjdFOT8H27AUuhsFQCuXy7mReZk18d+TEnycybeT5BQW4mNlwTe+mvyzdTH7pfsQWdky8+o9k2F72Jpkyw/JEt5k3kHtfhvvV9d4XNeFq40tkTq6JHzhfvhjUQf/WNOJWsIXuUYD+exJr+JGeDYP8mzh41tmh54ToObEeT0/LJQdeXTwEKuvXjH+Zhx1vyxi7mSgGR298RJhdkXccruBeqoyFubWFAYKQDciyZEe/QhW5xThmv/Z63cA8vv6W1t/VQDSM/qUk7Ji3Jof4GfmRlK0Pzkl9ZzyjeQH52w+SffztqSEvpDLuDg7YuchxldsSkVPJxWhodREbqNLxYT2H3dwP+4Yj2xuk5maSnOHCiZmepja6G4S/GaIb+JnkEHaTS06OzuJM/clx8SJeO9LfFN0j3rbbZT3CxOC0eFIil1O0BB0nI4BIY+krbmWa05m5BkEsM8mgDGp4MJS9GIBG7E3kfpeOKcqbArHF8bJTPqekpit+FjcYn19jccP57EvbGNr0T20QlLQ7BM25KLgHqZtfqXyoCYz1rtpTB8m5f4T4tJLMbI35XDwARxthO7b2uoKmp6n+NlezE4HEW5VRZQe3052cgJ5xkkMbf2VFr0QTG2iefl0irXVFUxUddFUNyOzWOhAz8f3s7Q0QYlMieKkW0ymCvzyfEkNOjEX8FU6jVWQBqUmAt1FoyiVp8UDZLrYcSs3jbVFYVKRmppKj8iRflvxpuC9rt5aXkn+Hh/pVyx//EDX5Gv8K/oIMdDhUF4aGi6C2HRNLudAayd+HiaEuBps0JNiUvqosY/maOA1rodeQ6KfCx8WaGjv5JK3DtU1X3HBpQy9oKsMPx4nPT2di5lJBIpNEJcX07qwSH9vD6fDT3Aoo5qtKSqU5Wax1C0APrdkNep2/0qU/kVciwRe94u3H/HTlRJp7oeFtlg45uNDaXwK191CqNhzgNsZwsMoeXgMwwBjqqu/wiv4EhGTAud8cHCQWJ8w7MViRAHmLH22hxxd+sjN0hRk+froDSgcjo4Xe1Ei+hP5175h+HMH7+3LDyTYRvGngiqiHBT3U27ZGCq67hwwDsEioJWRz2GOEdZFtO+/Qpa6HqUXhe72or8q5Qf281VJM9Vn9pJ6U6CqDdjaccUhCEsndxzsFX76k1EPybz1C6XqSnSXPgYE6skucQi+Sqc5ayTBu03K2MIYz4Pj6b3lQsjlM/QfOMzLFIEHPRfzkPiCrUTkbuNJWDedReNk+jci81DF2zADV2sp0XYKcXVHuglyh79jrEKg7tVP11NSk80PvpVsD63DoyF5I3eg1O8Q53388ZLcgkJFJskDNTMuqPrRHZBKQUAntcZ6ZLipIPY7SIX7txg42dKYJmgePn36RPuuX6g/f/jz92iVHE9n9sRacTRcmWvuGvRWCUV0jncHHiqahGvdJswwn4M+dQy9W6LfPIMak90Mm7kzF5HC8YgmCl8ssNJXz+DXW3giUYA6ALUoX77JryS7+jYf+uZZvD9LS+4oqqWe3CgJpf+eUMDkejph7HmcHyvS8Ve/QUiriJaZFqjzJMcqggonNfp9FJqutcgLPBOlMCMqYj361IY1sU1RPf3OJ+iw8Uf1oQAMJ9TUSTZIIej6FdINsphSFcDog5fvSD1+Hj1VI1I9pfSVCn+bJ08iKUv2pLPVh7k5oZCXy+UE3FSl5LedaLv4cMCnjnvDwndpQi+WCcMURhwFoPdxcYUKsYggO02cJPaMugoFrW9lNGKLdLxMVQQA8jncMilOhoetEZ6GhgQbXmVpSeGQ5+HkRJidHdnZ2RvnITO6xMDXW0i5sYeZuhR4/5KyAFXcw0pocshEJT4Fea+wF6V7ZuCbfBH9ICs6GgS3sLFuD+Y1thOstI3eU9/SGn+a7OxsqqqqKDZ1YdXxfyfSIg15liDCr++p5VrwSeydj2HzmZ40PTxA2ZnT5EYeIDtlL3VHjvDixQu0Yg8y6uLBwIWL9Hsa0NQtZDoVBnpxzGcfYoscPFW0SWiPJMH8LAfzbDmUcotjkQc5lJPB4uIidYlRtN64hn/VBdLvKNFdIVCAeno1aVA2JVi7nAcVgqvXrL09hpEV6OhYo65pxcsPy0zp6NJeMkGIgxff2BRgJZFQFH+aqrh+pp88xdzFh1nxv6IdZEBOeCPdHVY8l90nUmMvXtK/kKInTNTCw23osXHiqf03PLC04Hl0DEHVUqbjOpDPdIHfd7yLCdugtabFRtIkvUCK524YrWb2zQe8RPdwbBITEa1NlK8rjWWCxqricQW2qXd47/gXqr320/S0Cfe0TJL0VPjaR48/2mZxwFUJX5dLBJf1MBiwix+TDNmaaMk9mRr5fcLkpUtWgtTYmAhdPXT7FNO6r0va+XNZO3cSvwAgD+LYm1aFjr+M3KogeN5Pf0EPDqb+2F3WR0vdiyltHQDKJsowdctGdjUYfQ+FJXiARSZXfC6hFH0KQ3tXsrwqkcvleAbo8lA3gpUX/+tg0v/I9TsA+X39ra2/KgBpHWhjW5I2tkVVaDklMZxkil9mC4dD4vjeI5f3wSeYCwmhy+8Ybs72mEtd8BabI6utoVgioTZpF62XNOn87ie6ws4xLNUkMyyMsvu3MLIwwMRCl4YvBL/Jlsr46+eRfs2C/KwSUu3dyVJxIMj/Dv936T1aRL8Q1ypQXhrrzEl1vEqnx17udQhOHFlFBai5qJKkl8I+mxBG3XcDEDH1Ak8dc/IMgjALVlibVrZmk530GwWJB3AJ0WawsY77hePoVrXxl4JaVMMSUeocZW11jeLQXiatd1H72zUmzPdRGdKIV9kQSSkFaDjrsSviVxxtBOrJ0ts3qLsdZYe1O1vtvTCPjiP+2l6igoMoNU5hYOs2ujWdUbNOY6q/l9fPZtHQtEBTx5awBAFozMf38+ZtD7nRV5FJrzGRloJcLifPoQL96CsEqt/EOliVPF2heLtVlMHzsj6yA66hk5vGy/FRIfNCJmPI1oVHtpJNtrMZ5V48cf7fiPP5A6+fzZDVMU1GTTGONo7opom54SkI+FsWFrnbNUyYuwmRztqEfhbxBUV0UicO4kDwRdSCVBEZp8LcCFkV5dzx0ae65itueuYgDrhD+YNakpOTuZQVT4H4ItLsZLKfvSKjNJXbIdfwDqzneJwx0VnBLDYJXWFxhBpepmbkXT3C3RiBgjEw/Yog3WASnK2wUxc0E1O6egRlF6MrCqNu116Uk4Uiy7m6DtfY61RXfUV45FEkPcKDtbe3F3/3AMwc3VAPvrNhC93x5j1aZSEUFN7gdq9QGH5YW+dyshnR5r+Sb/UNqTPCFGWy/yVSOx/+R2035uIYJueEcw5KfchlfTe2mUfhF9BGbtc0K5/WiLTIpu7gCYItxTQevM36upx3bifIO3iMf6hup+7EHtzuCF3vMmMrNBz8cHB0xdhRoQEZ9+tAdvU3SpUu0pokXMurj6/YZRuK581zXDawIaY9i6onVYzp2tJ2W4L/1TP07D7EfLwwVXsa3EFc/k/E5//ESGgHHVmPyAiuIcHjNlL9PFysfQmzUgjIq6XHWDb/rwx+dknyfeDLRHk3fwqt4efoeuLa7hPaLQDVOOfT7EzIwM32xibXp3s39bitFUuRezqVsd1URwZRcXE/HgF7aHDfgpmNmJr4z/SnJ+O0HN5B07G9sL7G0ts3ZHt4si1Bm7sBWpz1vcv9fKHQTXVqxeOOCim2JgTryNBKekBG/wxDRinUW+xk2sqKZ+7hnItqIXp6jrexTgx+vYUR9dOb9jil8EB+jZcRXWrCi6IWZjqeU504yO1yLy6URtNaUIFcLifX04k7fsf5U3khHvpq5LW7EP8wFhLOkGUeRlvAcdpdnTdedzX4LHP2IczaF7IWdQ5eCNQvtaxKppx+pd/aneudAv1nTEWFRP1UfJVOk6afz9RtQdisXtBL7kklIjWcSAyPpzVM+E6OjnmTZp1CfmgwMzNCIf/y5UtST50n4uRJzKztMU7rQi2hXWiq6CfxxDSfUaN4AN7Of6Dc1ohQKxXc7M0YdBEAiEO4A2LLNCKMr+NqnoN5pTmLnxZJjs7AQ6RPnO9JAgzVeTIu7KHr6+u4OTriYW5GSrLQCPm0tIRM5wTdP3yH7MoeHsbaw9ww2f5aRPgXk+gm5W5CAR9q/ZGvy0l1SyQw7TTn3fyoLhKod4/TtZm6sB1H1YO0HfieZwVn+fDhA8+fP6fJ3IhZ2+3ITMNYShJ0HWmFUagGncbL9giGUQI1brC1mZpTRwhJvUpK9iHqDx1iaGgIz+hfGHMMZGDvAQbcrSlqEHRMSb62nHM7goVlPh539OgtSEYz7CTHCl04lqTChfDj7MxJ5uXLl+R6SUi7q05M9SESDe9SGRXC+voKvb3aFN4QEaxdzf18QfczbWTMXvt0zDWNMLqrR8OTeaZ0dCkN6yVI7MEfrYuwcXZjKEGL4qAORkZGMHN1Z0H8f2Hoa4gsMpfB3hSehOQSpvMrVv4/kaF1SLCo93Ng1EadUeUfeWiiTJdLII2+ZXQPt8NYLffF51kp8udtnQAYE3zFlPidx99rK2sPc1hdW8fZqgaPB6EUB12h0EOfipxOllaWUC9XJzbOmAX78zx02U5cVxyWpdUU3jnOn71N+couiT1iAwzdf+NWSCWdXrv4IUmVX+K08Uo2YPWx0JgoC4gl0EuNMH09bjc8QC6XI5fL+aawiQzvJq4mKwDI+2opB1IrsXRLJrA+CYbLaPQvR8c2ktjDF7hiGL4BQAI6AxA55JB32gELkQKA+BkncjbgNGcjTqDnGkCKey4f368gFt9kQCsY+ZrCivo/e/0OQH5ff2vrrwpAnk2+4MckJfSTMjjtmsd6yjWMYtrYE53KD945PI26yVNLUxoCT+AhEeGmeR0PsRVhmRkUmZlxL20/9aduULbrCL3SG/RGaZDj5U5Moz5G5roYWeiR/bmjvrr6jmhjTQJ1i5Bd8yTCL55MZyfSbngglurxh/JWmkQ7cSsT7PzKMm+SZqzEiP1PVHzm27rHp2Lhegl/kwQO2EbwyOk7AOwfTRN9WZl4wygM/BT0JF8/fXKTDpOfdBSjMl0ynW0pDunibGENfy6u51pkIqZdE3RPvqYx8xFPrHaSu+8GA0bHqQsowDiti6S4TG543OVQ8EnsbX1YXV1l4dks2g4HOGAeys+iQJpDAjGzMsbXw4MaozT6f/uBvrvW6Fmn099Qx1hHG9d1JegbiXEOSEa+Jmc+cYCXL+tJkJ4h3vUyw7JQPr5fociuANPIGzga62IRqE6WdjLI5dwqTGe0JBff9B+xz0tnqK2BpaUlsrMymbD1YsLWlZQUhTg4OFWZRK2z5Dt/zeOBXjzLhmgqdULXLYAA2WXOBArAxuHRUxxrq5D56BHtpIXdsJAs7ePXRoWzF79FHMHc1wxDqxDkEw1E5MjQ9dajuuYrdL1jCAs0IqQohNy8PC5nxfFQvI3oeH8CnzzHOdUR60Ajon0auB4lxiXNkTeVT5DL5Uh8VHC2tSXnymlOSoWis/7hE4J1IpB5q+Kk6ohcLmdSUxPztEKsTMNo2vYbV5KFbqRmWjrROYepS/2KlIRd6NQIqeIPHjzAxdkbTXtfbgff4MXnjlj5s5eYV7hSXHIG5c8ApPH1O4wDrhOqv58sz++xeyDQXXqqpzATu/DH4gruhmRhkm4rWJiGtXHKyJsfLBKI927HpWiAt/MfiDOOpf3EbqLtLGnbc4H3bz7xxmYbMSevsLWyhKpT+9FVF5zfYkzssbBzx9NSjL6DoqAdcW1BdmEXZSf2MixuZv3TKt3PBvnVKggv1cvc1DUjvTaPqN4oBi9pUXtXjK/SaTq27WM+XvDgH/JuJjbvJ5LyfqElsI77SQOkBhcS7n4Lf90SnK2khJgJNL137waoFh9lzkiFXmvhoa9TpcPL9CH+EFPPj3GNpLc/xqBG0K74W13gj8WNuJhf32TDWX5FneTIO0Tb5dFe3ElTRjLJN86TIvkz3a7/ipWVH2Vh/gCM1xRRe/EU9UcOwesnvH42Q4azlJ/jr2Ef6sTRwJtUxgo5Bwm2TXjcUabQz4NAzRji6ieQ5PfRrxfFoNW3zFgb8tTKg+tx93F+9JQXphfo/2YLA6d/2rTHnYiI4khAJN6ZvgynBZEn7eDT0goXK0M4WJFOTVIui69fURERyNnQ42wtzsXO0pCWVg9siu9AcxBZ5v4EZOygWvQ5oFQuZ0V6klcOEp7Zp7MSdgUmBKrexYwK3ou3MmIrRul+P+vLy4zcvk2Crgyp0lnS9HOZuHmZjol5jiW3UXFOkxr9cAxcorlnI0x6B4dEFIbqk+XtxePHwufR29OD7NR5/mKagbmBNfHNE1wOb2ZqZJjH+jKmLKoY0xWmg/PT7yi3VifaVAlfK226na+wtraOtb0OjtapZBhfQWyZjUuxK31TfeSlluPnokZu6i/46ZvRXi8Ij9+/f4+LnROe5vZEh4awvLzMmxfPyNDYT/P2n8g8/xv1TjfhcSPxUl0yvIq5HHYGndgi5jJMef/mE9G+0QSlnWKXKI7i3KMAPA+8wcihrYjUT9Gw/wdmUxVObA8tr9NrcZNCY0+eJ6rC2gohMWL0As/gb3oIvTDh3murKKH++D4kOVok5B2l/tAhamtrSY35ljHbQAZ3HWTQTUJ0gaCbCvAx5pLkOCelBrirWNNlY8X55BOcK/XnVKwq10Mv8HN2GLOzs+R6OiGyciCjYhvhIh0ynGxYXp5nYNCatFtehGhXUxd7g/X1ZRqNjfneOpMIHUdiNSVENw0wpaNLrnc7UidPtorSsXf2ZDTZmWJpEw3NrTi4WLIo+e9YepoSExHCeH8nI15BBBruRifwZ0r097AwO0GRpyvTopMM7v+RccOTTLuFkOhXyenQYh6WRiO9dpq1cifmYgShd7zEkBTvkzgEfM+n2iDW1tZxtKrCsyuDbp/DtLheIj+plcDOQOqn64kOuclLkT6PJT9iUWyBVksPVde28SdPG762i2SbgwMXvX8hWJZDpeQw3yfdZFvMLTyznTac8GIlvkSFXCHQ1ACH8mrGlz7x7OMyuzOqaRTXcjpFkYfTny7hTEIB7vbhWDZkQ1sUVTZpXLOLo3j3Xs4YRfFYUwCYBjWGOFllUXhMF0czhdulj0Ekp4KPcSXkAkbeMUQ7J/D62XtczK9TY+bL1Pwkf631OwD5ff2trb8qAFla/sDWxCvcCEvkgncRpCqhGtTAzyn5/OCXQ3eMPtMatygJv4Cn2Aqf62dwd7AkOCKAUk1NGrKOUXDqPAYWx+iWaNCWpEK+nQUutfYYmqpiYK5L+GfB7+L7R4QYmhGiU0aSchxS51ByPZ2Q3QlA11fEP1Q9oFb0GxZpAh+4IvYsXtZGxHvfpqjpBnK5HA2/RKSuB3Gz8eOQTQwDon8FQK1vgvyDp5C5G3A7KIVPT94y+2iYgARrcpOPk5t4Gt1iZXqqyogz92ZPdinqCU1cjs0ipnOKoPuP6a+f5rHlToouHadd9zIt/omoxbURE5rIGb8rXPXWxtbehRfP53g+Poqa/R7OmSWzxyaSJnszNNx0kEgk1BulM6EdzOBNQ1ytkshMz6cxJ4OzhlIs9MyxcIlg7c0nXuc8YmY2n3jJKWIdT9Cd6MqrmfcU2SbjGKmOobkpVt56pOsksfp2lttFObQVO3Eh9Vv8i3JpqMpnbm6OHFkqkzbBPLH1JiFKoVHxitxHxO3r1Nocp7mxCJ3kDsbjj3M1NJGizO85GJWJXC7nStcotilxVHneIk18E602oZh1d22mwFXCtpgduHi4oOrozEpjLO7Jodh4a1BT/BUiT2+yIz0xizekorqeW+nhPHDcTZqfCZbDU6jH3iXEz51s90YMQv0wTtbndf4oKytvcbK7i5OdPXF3lTnjKnDDM+71Eavrywen/06ohhnLz58xY2fH9eR8pCp+tP20m6OpJYLrWWIyWcW/UOn5F3LTf+BygSB0bm5uRiRxR8kuFF1/LfpGhIdz7PA4kmo7SkpPcqtbcBzznpjF3v4Q1QZBJNgexz9VsNvf+TMAACAASURBVButSx1GxcWRQyFeHEoqJKuoAt8Hvqh61nPQJIBfzCOIc65DPaGdqeF5ZLoBPDi3g3iRMa3H7jB7f5RXht/hfkWL8yWRlJ05xEVdLwCcLJ0R2zoRo6aFyE6RuTBgX0/66V8oPbyDNs865uP60E1JZ7+FFD/NO6hpGZCSk4ZNgw39Z7QoVnfE4/oFWn7ZxYuwLuSr67R75hGSuRNZ7k5S/bKpD+8lIUiG1P0uXoZViK3CCDQWJnBDw440WZ1hylxGv/Yh3i2/w/yeOU8iuvmn1Hq2JNcRVjeGfrU+q+uruJsp8bOsGInpjU0ApEjnApUVX+NvVkR/cxVtxfmoeXvRYvIPjDj/AzZW0cg8BerSw7ggslTsKTt7G8bv8Xx8lGSRPz/FX8A61oN9YZfI9BB0FrGWjXjduUFTejL+aoGMT79BL7SFHk0/Xtj+E6OWBkwb6GOW3YPGg1Gmr+ygY+suBvdv2Ti39bU19sWlcNZZinVMPC1pGkwNvmJ9fYXjFfEcK08kOzKT6YE+2vKz+C32NO3+27ARm9FWa49u0q/IF+dJFDmyLfE70q184dMifHzDR68LTNtZM2CVyqdAZegXqHpHM6v54PI/eeSkj0ZLD7NPZxjU0iROR0aMsioZ+hkM3L2Nmn8FpuVdVF8x4L5xEuLAVDIu3mJ1bZ2HD/UpjlUm01vCo0eCo1JBSiphV2/xJ4s8LulLuTc+//+w915BbaZ7uq/v9sWpml0ze8+eWTVr1uzp1dmpnd3ONgYMGNvYmJwzIgpFJCEJgQgCgZAQQmQJRM45Y5zAOefUDt3ubrvdyatz+7cvvM6ac+pUnaq5mFVTU/1U6e7Td/O99X7v8/2fgLDjAiMtrXyU2skj6RHuJdh49cvPvJho4KTKjbYwb+yJQZzWBfL9y58QZ0WgljUzlnUQhbwDQ3sZg2cGGeuapqr4MAPtyygVqJjpf+0ZeXD3IbmKAvKl+Vi0Sh5+9ICnd2/TG7WBia1b6PXazHimB1ztw1QupEvfw/r6tUiru7hT68/Hd55RbK7F3ObF++JOBnq28urVr3ypceeMxyp6kjcw67mCj61vvn5gP33HA/luprPkzAizudGVC5/fJL8sCZHJhwLBdhIq/QCY7WrlmNcWpANC7H2+HHXbQWuri+m6N7gjtnBjZwA3dSWUOl5LpaTFCfjle7Hdup/8aD0DkeGEdYexZ7SUIIM/8XofVnSVcOPqVUYrjfhV1LPY8a8YClOpS4vj5cu73L5TgDO6nhbBDAOFIl68eIJdns0yWRdtiTr6kstRtE5xOzGTvvLjlGpK8FMaUWgNLDZqGDbM4OoZwlIQzm31H9DkyyiryubBlc+4nJuNQbSBYMsajkh2c3vEwnGdkbsyT66tXs7j9LU8UVdx+vEprGeb6DPJKQnw4bkj7vWe+ulLXJpYjMU7SLO9y1clwXz9/DskinHyFtu5W7yLxQIfGivHEc69Ltq1Gz15oVDwIHcVh1sOE3TuFiOHlvJmQQ7L89QsVRcQUriRxXYdzTmHWO4MYX1NELLe8r8k4ZVI1bTU+1AuTaO5v5+Wj58z/flX+DQNc00+zY6Gf5N89tRKCLO00JSQR/DcEK/GVcwIa/FX1jG3fgPuGXXciPjzdHAqg/yMDgbc/clPq/2LubxYYGafeQ+HzP5klbswq8w8ufWCkvRIWrQGvv32/93b9B+J3wjIb/ivhr8qAfn47mVWNYWwy+QgrbIXXIHEFQ/zbs8UK8w9jNnlPI7YR3tDJCXKDEoDfNCrhJiMKiZDgjnet5emgx74lGzjnCidI22BjGTEkTJaSEpWCCmiJHR/bsV+/nyeskwlDUmT1MX0UpFfSW+hhp6YfIJKC3l7cA6H4iAy++uvb0ctO1DniMmuUtA+m8APPz4jsKCeKv1WdIoi9sjrWVS8/Zc4wNFtexhybsTH5uSLthsMlhXSeqaRHoc3XfUHSe07yMNr9ykP9Wfb0CwntfMoK8cZP/GQ8KlrfHLtIbfEOxiUxXEkIYar1VYSqxcxFVvxNPuQZQlDrFFx5dxNHl65RIBuM4eE7XiKq2lNDSTR5IVao+FYahv3RT3cChFSL7KTU9FGd0UZuzOqCE3JIVlexo+PvuHrqY84fi0frSkZTWkECw1iHl99Tr/EjMGeRoguH6kuDVeyg8d3FxEN9DA2HMAexzKaJ0fpHXDy4MEDuhrreSSv4VF2BQ3l/5ZOZDAvozzoANNZMXQOVRHdeJpPilfi1dCFocGPXTUdlNecJ6rrAkKTkUtaT4Y0BwiefO0HyFMdxVEoZ3nDSip1lRzSZ/J1kwxpbQGFxWEccbxJeaGMueZ2gm3+DE7Mk9BaRrMmkv7cECIu32NvjQ/dZU6mco+SV95AmCOM562ve2Jy02IpFedQmpVOaqaS73/6BWPPCVpT1VwuWMoD2XI+63LyRXML3k299HjGc375Gtwbe/ji06d4tboY7lyGQ7Kbsb632d35uqPlyJEjSLR5iMT1qA25tMy97gLJP3UR3WgKTb1uhJ27yQ+//krYpXvkCTZwIrWW6sQwhur28uKnnxm2XORQkZZYhYS1bUMsDt6jYLEA73wzm4VVbMsyk6u2E914motH79IXW8C5gNU0K5KYj9dxs7CZp9HvIY4Wk95lYnCfBzvTXssIElR6CmQ5dPgfQp/d+Jdp3RXZLPOREib8Q1gs7ufy4mPGdKN4ZhVgSspEEBePvtpKylgi1/en0R6rQBoVw9z69TzUn+DHpy+ZNVZS6txFe9cWjAY7k6VncVbVoy1IokzWRY7MgSmtn59+esmFi9GcSz/IubQm7kYtZf7xPK1XXExXnOQPPfO80TaLpv8ypnMmrj+/jiYrDGO4iHxB4F8IyKtXrxgp20y/y4dyaQuXjjupnpsnwl7AveTfcTH/d0jlTZTlvE5hWsyXUpQhojYsml9ON/DR5QvUK6tZ3bCP91sOsdm2n3rJnw9HWUcwRASyePQIZVGFfPnZSzKMxzgTqePL7N9xTZLMJ6khlE3eZP/sFe7vXsnsZn9ubHybH/7s+3l65xbrXd34yg3EVLqY7z8EwMuX9/EcbcBnvIZGSx+XZya4tXicVc6DfFr8z4iLxRzrjCGjZRtff/uSisI4NjuXkqfOgWd34It7/Ck/jGuJOu6l9/NVoQJOvSb/vq5pfsr9O27kRaA8ssjxC5c5n5pBfYKD3thsugTNzIZGcXr6FFHN08wGi7gk7sNUVMXA4TBEnRc5fyGWMZcvAyYhly69LsiszclHmZjBW6JedqTWcP7ZNyS3nGPCVMDDtG4eSyd4kGTnV5sbn3eXMCINov/AbhyRBzimC+GLxy9IkUahljsYFMYiVbgw2M1UjVcx2tVHQ6k7I73vUJKmZao9gR9++IyBllkytBmkaSUMuJz0NtVz/8JZRkJX0+Pux9CujUxkuvPjUQuaKiWOgjpWNXxAnrmV0zY3rp64RLrFhaXVk/fEXfR1b+VPLx/xPHktvRE7uCJ8k4nAlTzR/AGAHz59wEPFVqaKQ1mUxTLbaoYrPUgKDqMs90abtJmoytcpXUONNRz3/pCo4QJKe0M57rENg6WIE41vcDvDzM29GdzSVlBkeR1DHl0ciU+xJxtqtqGNN1OTmEBkVyQfDmqIzj1AksqbpZ06jk+Oc6q7DS+7g28Mf0tuRTJ1sTF8+dVZHjyw4UjoYi5jjjaphY4OGwsp6ayUtjOWJOVIuoGU0ibOpugZqhynWFNOt7wGpcpMT0M0wwUjlNc46S7eTX30DvK1MnTVKdxafMpZWQQ58o3sta7hpDqYxZJQruWYOZ16mAue3jxLf4/Haisfff0RRaeKOFaWRlmwD1eLDvDDR1/z5dh9ujWhZBu3EmN/j2cpa3hy6wtStcNIp1s4WbqdNlMgRTnVPPrmz5Itww4+k+dzX7sav4a9hF66hyVkK2/pNewyRPOOphS5ypuWEm9MmnhWNgWxuSqA4J46OP663FMnljM4sBqjMo3J+mpSrn1Exd1PCKgd5CPpETbZu/6yx5VZ5WQUWxgOzmDP9Cg/NoexIKnkkKKGi1u8cc9s4HyUH198+ZTUo3qKUlz073GjOLmeZ9+99lgVJBk4WOFBsDEAiaWNEkke1089wZ6agk7VwP1n/5ao+B+N3wjIb/ivhr8qAfn64xesa0rngworhto2XrkCSFE7eatvhg+s3VSVyvkk1pfahkRKpYkUB/qSn51OZX46MwE+LPaFUha6my3WDZyNEzLZ5cN0wmFCe4zESw6SJBWQsvg6p/vjjzsoydLRlTKDPX6UWoOZdpWMgfgsfC1m1rYPUKBIJNd4iF9//ZGzxg04NEHcKFxBV2ckX355jsO5VVhzfchVFrJP1sBkzir+9ORTgs/dYmKnBzP9b+BW4+LjurPMVFbhmDLRWbePjupA0to9aRKL6bc62Nw1zHn5OBbjBBmT13Efvsh3925yOcuLyfxZxmIzedhURKZ5gaKcEvZWumOs8yUtX8ns0AK3T5/Ey7CBgKxuojLM5AoOkVQfgS5HxUKKi/uyce6G5zCQaeFwbis1EglbpI0EpOmIExby3dVnvDz9lMajh0mtVpNkkXK8JYmr04/oEmqwGdPxNVYiyU7FKWhi8Uw/JX39dA7uZkfDCoaOTVDbZefq1au0Vlt5nF3Fo2wrjQWl/PJnDWx10TuUBx9gJF1EmUtKbNMin0nfxb2hm6XKDjxsLpSXHnDuq5dIykp4plvOCc12ArtfTxLyZXMUlIpYV72b1hwXnmURPNVHEG+VUlHgT3vz+7gKEznWcRLvqj24uvrJcBZgKZLRrgkn7MJtvOye9Jp6qFJPU57fw95GP541XuXZs1n0sXFYhXr02WIsEUHc+vQbZI0dNGalEFy1lpokFZ9EreVPJ4+wp66To+4eXFm6lD3VLZweGMKt38VE07uok+KYHHqTbW2vZVyTk5OI1XkUpLdQkm8hu+d1B0L67ByRvQmEd+wj+cxV7r38npjTt6mKXsHp9GZqoxI40ryMqedfM2Q6jVd5KZo8MVvqHLQ1XuHHX37EpzCanVl1HMioIl6jRtV3haG2s0yEKanKWIpFE8CswcmlQCGPgpYSm66jqGqcTv99eKSYefnNE/y1BZSIlZRFRaGTWfn5z/0llyRTnE0sZzBGwHmljdDaRUqc3aQJKjBFlSOMiSKmuBSVNZxbh+XUxUmISZIxunkjFxXzfHv2KcNWJeU13nS3uKE15jKgXcBpMyPVi7DmWcmVd1Ke1sPDj7r45JNuTgtCaAyP43HM+xQvGrhz4xplpiP8S+8k/7tzlsSGBeYfz9N8rhaxPJHYjDYK48L+QkB+/v4HRuvW4SrNpjyvFH1rDr5HzlApOcA94T9wSvePSOQNSJSHATiSFklwQRB7yrYy3RHP9eNHqShs4YP6nSxtWsHGmr1UJiXwyy+/Up0xjiYtFU3/Mcoicvj4zpcUWhc4HiRhQP975pVRfCYMpnnhI2J6R7n14QoG9si5se4drs2/Tvo62d/OqvYB9kmL2Gtr49KpdH748RmPP5vGf6iC5BEFxdVTzLsa+fT6VZa5AvlB97fITFksGLZjmZWycOMUOeW+KPreJtIYAffn4dFpvslN4kZyDbeTXHyW08Dzsh5++vQl6TWT/Jz7t1zXH6BscJKWuRMcF2ZTG1fNXHI53cm1zMZm8O3x4xwy93AkTMEdyQTFmTkMhUXRe+Yj2kf96avZyWhlOPNjCn766SdqE4WESQvYK66gLCCCGrOaU8W+PFVv4YGokRuV0TxIrud5Qy3nJx/Snx3MuMc22gO9mdDFcm1qnojcWNTZDQzmRiFRNaAvNZPTkUNfcw1tpo1Mdb2JIUPHtEvDJ0+GqS5oJ8AQjH9pMpfPn8ekVXF5epyZgBUsbF7H5Ob1TIn28LkjkczaAqxFRpY3rsBS6qS31puJphG26fuwutxZltVBT9d2Pj4/whP/5RRnHeKu+F/pj17Hk5Tfv35HnFvgkXod7VlxXNW50VBlhZl8UvT70JZ5oY1dT7DldUpXh6Wckz7rKXIKKGmP4ITXFpTFWSw6VnAzsYB7B1Xc0popKX0tyfMzBOJm2oWb1YesFDumpHQC2gNY1S8nOc8ToXoXy9pk9DgdzI+OEG0s5ufc/46+KgpHdDKfP5vmyZNWnMnDHMmcxJnWwYkT3TSm6VgrdXExM5Db0iRSJRpmhHUMV7RSqCnhjLyZ+uwWGmoPM6bvJs9kZ8qwHkuYB4bcTEQ1sVwae8BJoRdx2q1sq97EojqTsSw3HigqmAsN4VJUJl+kvs2jHCvf/fwdWXNZ9EiCGYhNZS7bh1evXvGJ9Sxj2sMkV65HUPc2n+ncuNg4S6Khi6huJ4bKjQTW+2KX/1ui1LBmI0/TNFzV7iS23hvFrUckJ/uzLU9Mhj6RNzVmygXBGApXU6wTkZ6+i8z0nezsav9LEp5GIqN99G2M+iQmcmQEXbxL8qX7xFu6eSw7yn5zE9/+OV5aZC1Eo9bRF5aM29ggL6v2M6cwE51t4spWXzyFjSwmBrB4aYT8Cx2UJDVxdN9WShMbufrstc9NnaIivMSHyKJYZHYn+nQJowML9AjUZCoa+NP/I3XzPxq/EZDf8F8Nf1UC8vKLp6Q1JfFeuY7m5mZ+dB5GnVXMivZhVtX0kq0U8mnyXsrt6ZRlRiMNjyJPJsCmjWM+aAfnetLQxu5kZf1KFgMymejdwbFQD/a3VRIr20u0IoXYwdeejpvXjRSJCxnNmMGWOEFngZ4GsYj2+FDc7dWURcYiUcgo17vx3XePOFmyhd78fVir4vlG9ztu3OkmWltISbaQ0jQV/rJaOjVbudvSQ8SpK8y47WJq+B087M3Ml9XwtPMS9kY1LtsBWs3hJNvWMFI5xrkHz9nZ0Ep3bDZOtQvvkQvs7TnP55eOcybrIFdUR3EIVHzcJKNa3IJeXoSXfQfZTVtI0Ysprp/l8twkniUbCBL1oxKUEZMVhsouRS8TcSbZyRXFMPfjypnMqGSPykV5TDzrlC14CQ1Ep2r59uTH/OnGcyondxBUX0aA3cix3lCmqy/TIhZik8cSWGhAJEqmMc1B90Qdjd1DNHbtZpN9BXPnxijsqOLUqVO0lBXwSG7jUbaVJk0RL1++5KdffqJF9R622Ch6BJmIK6NRds/xOGUdW+29/FHez8HiGjzmrvLd5x8hMpfzXPMWNzUrCG98PTHIk8yQYRKwyxRLv7KHXeYAbkgOc7AimsqKnai73mOoKIix3mt4WT0xNzQgbVHT2eVNgyaRgKNHOGDbT2v5ENHCeuRCOzsa9/Cs8SofPWqhOCyWuqwydBo5PfvcGLvyCZn2EipUAWyu+wBDgo3Lfl783HCQvTYHF3eu4vLa5SQr8ugoLMJ91MF04ztcSKhhauRNtrg66Xr6BXktHYhUesrSujFqqglteW1kDRsfIKg7gLCuXYgXFnA8eUZFy2U6w5dyRzxBW4yEY9a3Kbl8mXHLMXZU23ms+iP+BRpUzgu8evUKSVYNO7IaOSCswk+TRtuph9SWz3HssJDA0vfJKN3JZGsfF3b4c3P/avxUFVhM0zRGhBIdl8PIZAJ+OeWY07MpjgxCK1Tx1ZFbvPr1FWdlg9xK62BQoOFsopyuhYfEVzehjTVSl1CBLCYa77wKbKIA7gTnUhGbjldGOT07tzAnm+Xzxit018XRbdrJdP12FOZUuhTH6LCVklBSRF1xHrrsbsrTujh1MolffvmOyfhwbGGBPE3+kNiBOL49/ZQ4wwTuVXYCiy2EWOb56oev0HTEkqCXESzsoSgqgl87IuDHP/H5oxn6NN40qisoMWfR0FfAuvGjNIZs51zO77gu+weysisILw7j559/Zjr0AD7l/tRE5COo2YKhVU1unZPljWvYUuvBmjovTJFRfPviB6oy+jCrZYyVNGIMF3H7zKc4axaZ9E9BYfiQFnUcT9KjmT13DW1DGdfXrWQgLpnra9+lr/C15KujOIf3OsfZpyxiS0MvT5608+lno5y8WY22W4S5J4KMxmMMGAt4eus2K12HQPM35FamcEK+lqkHk9SNl5No3Up3x5vsrfKCSx1wc4yvtBJuCVq5Hd/Il3kafu5W8XnrNU5q+3mm/0cuF+6kvqkd/fAME1la6mMqWEi20pVg4kiGnq8GBjhcUM+xKD03xOMUxaTjzBDz4+PHDI8fokISR5s+jKF6I48ePaL9UBhb8+pJlOfg8tiLZ8UMevtRzpgSuZVTyak2T+4JmnicKmK+8QKdynCObl7PgJ8bXdo0jtmqCCxMRKWoZ1PnPFpVNbl5JlKdqTTb9AxUrWDW/jbFwlwmao3M9lhx1LThZgtgc30al44fp8ZaSbc+h+MHlnNh57sc3bSaCbEvDwp2kVpvRVuSzbKmZTQU1mF2RNCS18Ly0nFsLbv4INNFU9s+7riU3HVbxkFpLk+y/8BA0kYehP4Bfv2VawMN3MrZiTU0kjvqHRhNYn5wBRBXtJdCnTttHh/gV+nNq1evcBTns+C7holyL2xN4cwf2EyBLoiTTdu5EqblflABN7UWKoteS/Lcjb7sqnBjb0UAoXIz5fEZBDcFs3FIQ7LOHZnCnZUtyZQWlVIzMoFBkwCav6GiOoDm6BQeXHfy9OkArYIppjInaEsd5PPPzpEirGK9rIW7WT48lieQkZZEX1Y3wyU29Go95xWNDMv7qKoKZa64CkmRlZmCVRgDvTFqUylq9mWh9QZHUrdysGgb26o3YVMrcQk8eJJt4qi3D1ckNl4I3uChwsav33+PYFqAI8GXyqADdKd4AvCo+RTH1D5EVWwnLT+Fh2YvZpIriLbU4edoRlW1iQ8dbrRIXk/qfv3+Z+4kL+dmlJRLqsMo6/ZTc/MKXtI4wnNSyMrL4I/qamyHwzGUL6UoN5NI+SZiZJtY2dkHg+n8+v335EuycI29hd4UynhSLPK5k2wZnkdS1sFt2QyxxgbOn3m9f4ZV1VOuSsOZFs/2oX6+KNtLv8pMlqSASzsO4ClycCw1js7BAqrunMKUUIs6Q0J5gpPph6/LTCVCAWl5Qajywsm228hNFVJT3c1Eailx8jp++erfihn/o/EbAfkN/5mQvWTJkjNLliz5dsmSJZ8vWbKkf8mSJe/8O+/xVyUgN588onLQj/cqU+l01vFlcyT5gkw21bXzQUM/KRlSnia6UWgRYUwJJzJORq4kgXpNJPNRW7jYLkeUuoOt1m2MB8YxObCFUwe3sbepgjixJ2E5SSQ7LQAsHBFQJDbQnn2E6qQJuiTZVGdKqY89gF+5iePr1yPI1tKs3cSLz48yY3BjptCNyNoKHua/wyeWjeRoUjFINdSHxRImrqJK58W0QkPm8TPMe2ynp2sLnnYnnekxfF53mWpjNk1mX1pKI5HYtjBgOc/4J8/wcbbiiEimS1KDqfY4YfWnmZ9wcUQSwWPZUXTyUj5RueFKrCFXUYx33SZ8mlaQok8l2jzP+FA7noZNhEqGKUuqZE+2AH2FjgJhEueTHMxqOrmfXMdsejX+ikb00XFsUjWSHCIhKimbr8YecPnqWbrn97Gn2cFuRwdHhvbTlXOS2uw4iuMOEFCkQZweT4PIgaXbTE9XC0bLXlbXLOfU5Q7EHdXMzMzQmpfFR9m1PMy24VCqef78Ofe/uk9f1nqqMhOpS44ipzARy4iLC7H72GTqZn+ejQCFGb8j17g35yLF6eCZ+g98qvkDyZbXz0sumibeHI5vUR5dOe3sqgxkQRjCHrM/RY6VaAqSGDfsodlxmr2VXuTbTOjt6VwRvIVdk8qhYQeRlUk0GidJSXGSnmRic70nz5qucvlGMabgaHqkMoo0SroCfCjoXUBmEZGbt5vd9q3oU82c8vDgy+tjHM3bzvVd73PeczU1fkFUZsbhMdnMdN073E8fYHr4bTa72ul++AmtLT2IVIUYk9soUFkJbgrgp19/wm+sk5BON8I616OeHyHp4n2aSk7RHfEBn8pLGExQM52wguKpMiYaJtlfX0lF2G6EqeEEdF7gyz/9iDOhgM2iViIy+vDKyeDy468wqkdZ9E1kj3k54eb1jLc2c2ZnEOd2r8e9tJahvv1Yk5IpzQzB2pDPQZUZe5KEskgReRnpfGxb4NfvfuaIspUHGQPMpdu4EBDF41sv0AgHCU0R0ZxkRh0dw9bcCjrCfLkbYaAoJonl4jZcHtuZVYzyMPckHS376SxyZ65qN0p7CO3SOYatekLKqnGVSchTdVGW3sn5xddm6rbIEGrjg/g4wxdZdQxfDtxll36E1BwlCrGCw8bXL31N1QFCy/LYJx6iKCqOP7Unw1ePuXJOSEtoCtWZTdjq/Ensb2Pg6im69mxiUf877mb+jjSNhN0Ncu7evcvsPneWdVSjFrVwQ3MQgT2ajY4drKrfSZQtgpWNnpSEh/HZR19Tmd5KaUEBIapejGECLk4/YqT6BIMHY4gq202hJoNb8Zncn3PSbErk8qqVtFk9uLr6PUZ1qfzpqy9x5Ip4q2sajxIzax39vPzmHjdvabBMy7CW66k15hLYtkiHXsngmQtsavbmZeHfUmv3p0fpz6NvHiFqjibItoajFX8k3HKQ+9NaXp1x8kKTy73Mfu5mtPFMY4KOcB4+ecJRnZPb6q2cKlxPT2klCf1T9GToaYgp4UxCFd2xesYyrTyvqyc+W89CfDmns4Yoj0qnosDIyxMnmB4MpVAkwq4S4CpoYGFhgV6vg6zQtyPMluJy8yXIMYOxYoFThliu64tY6FnPveRGHiVJGc0dxZETw/HNq5ny2UK9OosJjYzDhhSUyhqWDyygzHWhUZmIdkRTXSpj1L6MIyXvU5wlpbson2ZdC83OZrbWebOqOYET/f24XC5q0+I47fM+Fze+y6kNyxnM8OWOZj2ZDU5Sy2LZaFuOI9+Ksl1IQ0knHxiHsTq3sVMipMQVyz3jIA0pugAAIABJREFUQW65L8Mtq4xnOf9Ed+YObvu8Ad9+zjlnAKel4QTqjTyQ76C9041Htg2EGr0pz9rG+Kb38K304otvP6cmX8PC/lVcKNxEXW0YM4EbqJNuYaFuP+cCFTjCS7iRW0mn6o/88vPPbKnYjbvJk23V2/DML6AsSkCaNY1twzri1FtRid1Y0xxFRq6WhM4xXIp9vMj/B5xVnnQlSjjXo+DhootWwTQjwhFGMga5emSK3ZI2NkkdfCzZwSfZkUgT4+iWDNKvM6NWqzmtasQob6OyUMq8PY60/Eom1KspDfLGpBKgavGkv6Ke8cQP8SrdxrbKVRxTijHHH+Kx3Mzi7s1cVfbypeANHihqeSKWIJhMwhGzh9LgvTTFesAvP3NtYJJzSjfCygIQ5tiYL3oHraKE7aZUfKrsJFRtwK2nnHLxa+nUV2PHuJ+5AmdoI5ckAsqq99N2qp+1BWGk5CQiz5XxRm4pRr8omsrfITsvniD1Rvzy1vF2Zw+0h/Fi/gTF0gw6xt8kt2YvbQf3YxsZZ+3sefLzXUSLRhAWO2ipruP77z/G19ZNveUQNfoI3Hq7uWUIoC67nPxMFae8BewRNXMkU0ytLYDaB7epirUTmV+OKb6ZxitNvPrlFRniICzqYEY0u8ixFaFKE2LU2JnKNBOaVcUXNx79f845/1H4jYD8hv9MGF+yZEnUkiVLli5ZsmTlkiVLRpYsWfJwyZIl/9e/4x5/VQLy/MkTqob2s7Q2mP6mCh42p5CTlMhBg5XVjf3EpuRzP24NOSUSShKC8UgpQyOKpVETwRHBRi43KoiT7cTLFIYrxJ/ZgQ8547cFX3spQoE7CZIwBNWvTZTTbQcolJRwQDVJpWCctngxFenZ2KJ8SMhRc3np+yTL1Yyr1/D5FRMtBn/OyNaRKxZSb4pltsSbG+p3qZFmYoz1IE5oJC83gGaxFO34DMd8NlNX58eeGgezaTt5IjXTnK+j3uBFc3EsBeY9dFctYLlxjwBXM1XBQfSmleEoGie95jT2jjLGslMZLDyBUNvIE/kK7IVHUCv1+NavZ03TMgT6FHJzh/HvaWSfzosYyTBFwj4+0GgoLCkgLyWKK4lNeEpHuJdYzbGMOrKFNhQx8ewSVlO76wCx8SK+6LhJ+TEjR44HscPRjVvLAJODnrSIjlKkPURRuC8BZWrEafHUKRpQuuxM9OWh1B7gg4alXLpkJKq7mcHBQXrUSdzPrua+vJoWWQaPHz9m7tEc3YJd9LatxZTpjV2TQ8+glOGERNbkd7NO2YFflpmY49eZrtcS0t7FC83v+EHz38kqKeLI869Ri6YIsPoRoC2jVe3A0xJBf0Ysu60HqHKuQKPJZqhsK6aKYUJNAUiri6g1BPNN+v/EpknhQG8ZqdY86gyzSFLakKe34V/gxbOmqyyczcAaFMWsxpc6tZi65EjicmsoKotBbtjNiKYaqUzCUTc3Lnz9J5oVAdze/Q5XAlcxvXELJcIw3MdamLYv5ZFklpnBd3HvaOKzB/cYrG5FojRQGW8kV2EhqyaVq8+usmeii/CWNYQ4P6Bwqp79vReYH5ugKXoL36u2MZemonX/NlpGA+l0dhNdlUZpgA+lEZ7s6DvH0dZ5isJicZO3IdFY2CPP5vNvvsQgGuT0nnB2Wjewz7qRvkYL834SzmzciFttA5OT71KSJadLsgOJxkZAjpm62ExM0VXkCTO4WzTF4wf3Gc9p4m5cHSdFLq7u9aNDfxp3XQ3hKam0JZZTEB3Lao2VyQBv7kRXoImMI0oyRKP3Li4q7NzKOU5n1zZGNL6cKXdH0+CDSzLNrDmbIIsDlzmDwpx2jOnt3Dx7np9/+onWqEhq0w7wICuGRmkCzxqvssEwjFySSW6WBG/Na19NackhIkvy2SEdoigqlc+cAn79+CxnTgTT5JeDOcZBu2Mr0d3djJwYo99zMyeL/5H7yb9HoA/mg04r4+PjHNu9lTeGBslQd3FJdABtoZB1zl1sqNmIun0Ty5ze6GJCuH/pc8ypdWTl1bBMOkRZeDzHu28xUzZHx/4g9pt3IspL41JEDi+aEziuc+fCytVsHW/j/LrlnDFncryjGaetiHc6Jthkq2WVo5+fXnzH+QuRKAdTqdFaqVNb2dF7CodWhHRmjj1OD55a/p6h2u1Y5Sn8+upXgmr2EGhbQVvCRgpKo7G6AvllvITP1CVcKyrhXKWAz5R14ArgyPkLnMqtpFfty0n9WgYUBfj3TNCSaaQlppjPClbRHS2nN9PJfYUCgUTDSYGNbmk31TEytA1tfOFqZswVRr5YQoUkC6e2ka6OTjq8D7JR04QkW4Rr514Sh/oI0U5zRi3gslHG0b53uS9w8KnRQX9cDTXKeI67reC4+zrMSgkzqnSCijNQqKr51/HTJJSMosmuINQVSrk2jQnbcmbzVlEmTqZRWsJwoxWr1cIhSxjeNgGDtbWMjY3h1GZz0f0dTm5eycW179GV7MUt/VZkdT2El/hyKH85NXoDSV15JFr68KvqoqxpK1sKDiB0KHksWcuQvzdRYgHHC7bQJ3bj+u63+OnBHJfqVzORLub3E6e5n70dky2L441v4Wf2pD5qA7Mb3mWv2YtTt49RnZvDyYOr+Fj3Li3WYKbjNjCUtZJFSxQnDonYVHyAq7lWZtP/he++/YYPzdvwLt/LFvtmNlXIMYYLUJYo2dKvJCF7C9o0N9Y4Q0io0OHROMCIZgeXipYyaN3MeGo2x+tjuV3jpFkwxbBwkOmsNo5UDbJa1sMOSR1fyNfySOmPOjaBZnU7HdoSJDlK5pTtRMmrqdIUM9bqSUxeFf3ijchToqlWRLHP4UdPUQ/dSR/iXbqZvUUfcEmRhDPtABdlFhb2bOSGfIznSW9xP7uWL1rbEJi86YrfRWmAD3WRnvD1JxxrdXJJuY2Q0mgyc9q4VLiKQcMJAsqCOGB2EFe9Fa+xOfIlFXz9w9fcD4jghmY11QmTXEzJodHiSWN/PivNe8jKSUKqSeXdQhk6vwTmS94mojwGv/x17Dau4p32FnAFsFBuo1SWSv/kH1E7t9MfGsLFT5/x/ugpypVO1IJJtIUtGHML+fSTQcRtOdTlhmIpjGO/q5mpCim6jGKsSUI6w+o5nNXBRFYudr0fQZ0t1EVZSFbpMcc50c3m88PX35Og8KZSEYs9OxBNtQZphpDKdBuTIgv+gnJenL3yVzk7wW8E5Df858bfL3m9OLf9O/7zVyUg106OYOnbz/LGACYai1mwCxFnpGOQR3PIZCYs2cj1+HeRFsgoiQlgldCBJjMSuyaOI6J1XKoQE6jbyYEKBRXRnhwd2sDREE/8KnSIknaTIAokqUzBjy++Z6jCj2KxkTXyEdTpYzSHZFOalk1dnCe6pGQmfDxQCFM5qVrBx85VlBYlcj5mFd3+e8mp06LJE3Fas4xb8nXsL1uLQJRFuiaRkuISVNV1nAhYT1lZAl61DsbbNvPF0TG6CrR0FgTTXSzFYtjHSO8CWWeuklTXQnVoKF1JGmo1PUyO3UPXqKRbrWLj4FlE+T2czXsfq76b7Bwta5qWs71pJfGF8RTK2tndks/hPAFxon4WY8y8ozYRmNeAPDmKS4JW/kU2zPkYA+cyXTRn2kiNTcM/roihDzeREJvBs8YrxI3HcWL6MDucA3i4xhjq20Gr9Bh+po2UhB0kzJSLNCUWa141SU4XJ4ZDkar2UDH8JgsnMgntaaWtrY0JVSK3pGXcldhok8Zy+/Ztmq420Rzrw/TYUioV2xlXVnKudz/1SWLey+ljs6ILjwwb4fMXqCkSkjw6ytfS/8U3mX+PqlCD75mbmMRj7LPtJVulwKmtYV9pOlUKARvtWxmqWoNGo6GjYiv5hQ7SSwUI6nT05O7nZ8X/oEqXhGdvPmprMVWFs6iy6tEIWxELfPi06TKzx4KpDItnvvs9ZlWRlClFiOIVVBtCyCxz50ROD9nCwwx6ezH06FPa4w9xwX81tyOWMfXhZorkUfiO2pm0bOCFKIC5/mX4dZu5ceIofTkm5IpS6vVJaLIrKLcU0HCxAc+pNgJqV3LYuhJ7exH7axcYLt9MTbQvv6j/wBGhlqpDe+jr9kNfX0louTvS+N1YQj1wbzmBRZBPfKKWAGUNpYY4vLOKOH53gdKMPs7tOsB222Z22TbRYi5iIr6cc6s3EuoyMj3zBqXZufRE+BAtsxCRU0Z9hABrooXCDCHjihLGnc30K+u5E1LIBVkfJ7ccYHHgHhv1JuKTk5kSGCmNTmKTrJTT/l7cibORExnPqHSGeh837sclczP7KM6eTTxSr+cjwxoMzW645GOcMiYTaXfQUphKidZBSUYrZybv8PDKJSaTMqiVenNdJGIoMISbNRfZUD5MSXI8xtQ0fNX9XLt5iwp1EBJdLgHFxRTGC7lXk8izKyYundDT6K9HHt9Ib8OHlDVpKLbV0uW9iYXif+R+wh9IKtnJis4GnE4nU+6b+f3ECWIKB5hJ24eXZRer25OJLQygeOAdljbvRZEUzIWpu5Qnm4mQd5GQNkF5VDxj9nMczZ+iea8v+yo8iC2K4mKknme6HZzO2sKZVetZMT3K9O6tnNcH0yQSYG+z875rmE2NJlY5+vj+wVecv5hG1oCIWrWNJp2BdT1HadbK2T86QFDTLm7W/Quna5aiE2Xx6tUr/GxuxFmXMtjyPoP6cKLrtvJTq5i7CjsXK7JZbPDjkbwZXAG0jMxyOk9HeU4Mi3mr6MnScahtiJpUE73xRr4t+J90RGbSKezktI87KZJcJrLqqVPYaUrQIR6b56Few2hdNDqZFEOWhI7SUtoLTFSExOOuqKZVuQ/Xzr0EtzYgyJ9lWKTiTGUkk6Nv8iDVxYueBToDDdhkCZzfv5oLuz7AIBezkJ9JRIEUqaaKFQMn2F83ToHERnBXMEZpJJOmlUxqNlEljcKW0sq9260UFecRZRTgX5FMSUUpFy9exJot4rrbmwxs8+TyqvdoT/DgeqkHuuphDpdsJyNjKQa9ksAeK5tqxxFWmyms3opX4TbCq6u4F/ouhYmpiCX7CHeaadQd5qL7Ozw8nsjlot04Mwr4h5nzXFPvIFnSz2T/O+yzeNLpt4yFVe+yt8KL7sUGbCo5R4PX8JnmLfpMB5nMXMtiyh+5WJ5OX7CAFTUbmM+zcC72DT5/cJf11o14WjzYUrOJDfZkSsMF5BbnsqEzA4loO7pUNz5oDuJwTTGH7a2czFvNQLE7RytXMidUstAUwdVWGy2CKUbFA4xKLPRkD7NW1oWnqIovFSu4o/KmNCaNnBI9jlw9iUodQxonIdlmzOpCRmqiiTMUU5vhQaRWRYM0gICWINpUs3RGb8bdtBWf4u0MaQMYzTrA6bRyhg55c142zGcxS7krt/JTvxKV9EMGErdSGuBDfZwHP9w/xXB5EeeVm4g0pCHN7udMwXsMV14kxOSBb4mTqKrt7BqeolZopbI1lY+zS7mp2khl4gyLUcWMGj9EbI9kRfUmpGoBucIgPiyOIyNAxC39W3jWxuFTtIYD+rW812oCVyAORR4GZRLjU2+gal1Pb1AQ45cus6xrFouklbzkKcry27DVtHLhaDz2YV9sSZGUShKQtihx1JpJTinBGRGNK8BKRnITBdl51KqD8B/soiVEj6t6B5UxTaR2ini2cIRg3W5KREKKkxNQVItJkyupTjAyI7ETItdy46jzr3J2gt8IyG/4z403l7xenMv+f675b0teL97/+/dPS/6KBOT27VnyDEFsbfVnzpFLS04imXIl/QFuVIeG4Jdo5lbqu2TmKTHEBBCS2os6JQyzRsCsdi3ntJnsK9rFPnMF6pTtHB9cT3dyMIFFIgridyJP30dirpCHZz+hWxNBicjEgGyWGOEYDUHFFAvS6E3bRqO/P90COca4MBZUq7jTso5iTRJnwtbQG+JBosvMAUUTd7X/zDGhN4ds75EiCSQiR05WQyuSLBknoz7AbI7Eu66Ri8b3uDMZQ1upkP7cBPoLNdQUHmRmcYHDc4tojE10JmbgihVhk7t4eO05lmoB9boS/mn6PGnGMY7l/wviYg0ZWikeTR/g07SKmMIolAobSXleeFpqiRc5OJ1iZbmqnMjiRnYIqziR3se70mGGYku5ltnFlLia4AQlaWFCGvfsJDk6hXv2k1Scq2Bu0IfNtkF22sfo695Cu+IIO62rKYoIILbIjCohnLwyE4kNHZwaDiCvbCOusT8yMBBIaE8bbc1NnFAmciEjj1siG92yEC5duoT2hAZH9EFme96kTvMhZ7IdfNy2GXlmEe+retioseOVamXnyHHK9GKaLhznq8z/xRcR/0hBvhTn7U+okvXhXbWPMmUcDboKgovyUOiSWFuzgXHLBjRqLU0Wd9S6SrQGHeGNGo7mu/Oz9u9wFgbj0SEj366jUjeIVmpDL6knWerHorWL8cn9mKMFDPau4lauG0U6DdZDkdTlRSIu38sF1Qz58dtoOuSHZeoYZ0PXYc+I5k7su0y4b6YqPoq4YQ1jBm9eSJdzrGslMf1qZlqa6JeZUMpNdDVuR5NdjstUQepYKl4zzQSblhFqWkZVi5iAjlFqB/zpSIjiV/XfcUKcQ0WAD326aOSuFCIKN5Ms3EZR5AFWt8/g07bI4XQtaVIdVoUPXpk2LEeqKUvv5dz2Pey0bWNn9VaqC7UMSRq4tGItwu5spqbeojJXTV/YfmKkRhJzDNQFxVMn01CcIaMmIZLZHAeT2U7OBWdyRdHP6a1e9FeOsznfQFpCPLdENZiis9iblsOlPTu4nViNOjqdBekc9XvduenlzQ35UWp6N/CV+l95rv9Xqlp30Kwc4HrhYVJrakgW1WLQ2SgUNjPadIr5lgYui3RUKH05l6Vjfs8hRpsusqW0m4rEOIzp6YTk9WGqcVCWFUS5NJeyjn2UyFO5ZIrl2onDHJ8Ypj6onNWiXvrsm7FZ4yl2VFBzaBPHiv+Z60nrSC/dwPrmMpp7e6mIOoh/lZWQslYiizejlcSxvD0BR7aOhrE3Wd7sQ2baYaabTlOaWIR/1gDilEkK0tLoLj7OUc0obfu98Cv3IrD0EBfjKniq3MnZpK2cWvchv59cpPXwPi5mbMYuiEJVb2FNcyfvteaytrGbm/Mf4RrKQd6hoaE4ny5bHL61E7Ro8jgwUENq3RZyS4o4XbkGqTCdn378hgCTB7KqpUxO/JFZvReh1Vv4yh7OOamTszUJHOvcyoUsB5cr3kdXYedoUQpClYzzug/ozDQQ7OihMtHCZHIlP+f+Da7wZNoyezi7axOSTDk9slqqlBZaUyqQnLvOjcRohqxx5MrlFGZJGKnKYChdQ1aGikMyM0P+u2j0OEhEZR0n+k6TIqxjutGH1qH3uJ/p5MuRa9RGF1AlSuBR2G5u7VhOgUzImeJ04vPUpOVX4900yfquGUzpLqK7wrGI9zOWuxGtSUS99BBVqXW8fHmHXL2C1CIpYWVpxNVa+PTTTykRp3Nzxx/p2e7DxTXv0xyzm6smTyorRtlfsoHiiGUo9Kns7mtjtXUYmU2KIW8rCdIdZOjbubx7KUeUweSJd+HR6qLaEM7Jve9zum81N7P3ohfX8U9dJzibv4tE4SBTlq0crN/E+PZ3uLD0XfaavKiZ1lAtFTEfsYZHmcu4pFjLqHIdZxP+NzcKNOgFAWzMkdNRYOB85HJOzfSwtnotHrbt7KnewfqaQIoj0jGWGFntiiU3Ywe56TtZ5TjI1rY6cmQ6rue/Q0+iO2cr3mVa2cZE825Oq2tpFkzSI++iWVSCK3OE3bJm9mcaaTMlkd1QQFWsjHhbOvZcDbHKUoZa95OuV6DXaDiWZ0dTn4AxxQ8vcxVN4gPE1CfglEzQFrCVLZWeeBoDMRfu5qQsgKMxesbE26lUGXkctY470lJenjlNqTGVoczNuErX4szaya2xBkakmZzRbCC+QIU+o4+TRW8zVHmREMdBfHIbCbXuZFfPMB3p9YQbNvCw9RSXxT541S0wH1rGQvEH7DV7scK2GYkmmbpIX3wNAQREF/JI80c2OuPwKV5DovhD3m/O5HvnIbTFVvJ0UYxPvYm68wPaQsMxOFvYVdVJRVYnJUnT1Gs7aJ06z9zYUg61OtEJ/FHFe1HXegBRs5M9WXaObVxPU5iDomg71WkmjkrW4t7SRGe4mKGBpVRH1hFbI+OJPQtvww6M8bFYAv1IsyWSpSqgKl7NpPT/sPMewXGgZ5omd2976Y3Wbo86RmqVVJZk0RQtSBA0AOG9995nJtIhvQHSI4H0ANIAyIT33oMgQU8WWcUqlbcqmaqS6Wm11KsZaXfUGz397KHnsBt7mJg51HbM1hPx3f7/O/2H94kvvj9Gh0nGP/zy028kO8G3AvIt/3r5Hw8dOrRz6NChx/+Fc+ZD//KA/x/1jX3D+/EHBCTVFK1WMTcqJtBWRVu3g7uZcSxnZ5LdMsDX5kvIzUb6mspwtO7S1VqNxyTjwB/PG50isvrSyDYvINBe4slaPGFLGzWmJgabEvG3pNFkFPL6ylvMKKX0KUKoPDJKlDuMVI/gbqzjQHuBhbw8VrsmmCjM52nXGT4deZVhVRUPyi6xWJlJ0dIEieoNfm/+DkNCCdnDh5EYrlJgdFK6tEdfbSWvC04wOpVGUSTC9GgNH3vTmRyo5EaXit2eXsb7Snn409fJ2L9PwBRi0GIi2iQhqFrk97/+I1u+AroGJvju3XepHbnDQ/vfUO9uRWySkzFxioLxc9T2VSI1uaiwxdPaHaFFEeZN8TAnDQO4Yy6qOuxsd96gSrVHpHWYLzo3WVe6yBT2YS2tZzwjEVG9gDf9m3zyu0/YXUkloW+No107zC9fI6ZZprX7IramatS6LWz15UjCboTDK7y/1sng+HE2bj5PbCyXyvVV1mN+3jO0syjpYFdnZVtbxJtP3kC1W89kfS23959nyh7HO7oh/hC7yhXtLPnuCEesPsoEbuImthgMObnxxhb/Xv7X/K79e4S1bcw8/JAhwzxpoQK0ejFhey8Ce4gKdzXXgils9V/GpvMQGcjHYBnE5wmSP23iA+8pfud6jr2+JArGhSgm/YR1o5g0IWyGAGV+IRMKCVsbSfjapETkS3zguI7DbmE5PZtBvQi9r5wvNQ+IFp3DXV2NbHKZnxYcptI3xBftr3A3/zRLOXnotwXctNXzW80LPJs9iWpbyKhCwpZtAr06yP7eC5i0fuYGnFSuVJJxd5Jy/zlKA/EszBVQubvM0GIaj8QN/IPhAu+qlXiqclisrKZ5KROH+jLtygR8Van0d8+RMPcmxRIzOrWSIU0SKbIpmmc6CIhXeXb1Otf+s4C4zGb2VCE+OHEOx0ozm6tXiDk72a4oRqRy0NHVR7i8kVCvlD5pF6G2Yl7vHOeZapGN2nw+0W/xNCkVj2KClF49mqY6fqZaJNRopLpNzluJF/lMGCXcIuAXmg3GM1N5++JFPtDdIrZyjv+9+7v80fxvmFy8zHj3Ap9ZCtBFBqmSTNJtimBTzjDnvcOy1cjXRitTxYm8Luvl/fwaAuNvcdW7yEB7K/1CIZWmGbYev0evoJIZkZWm5TOYPA08cFTw7v1UpmZv4asZ4QX1FvN96XiCTcS2nThbkrnjPMIb4iJs9jNcG5LRf+8x7V0ymt12Uoc0KLRpqA2lvDZXy4HRSyiWwunJFOr1WSz3HtDXbKRIto1FcIDK2M1M910eGTaZKk6i1JtDlj+D9wST/NScx0+az/EwIYHv3n0Xu1DAJ02vMqUWU9Xn4tr0KC/MS7gUmWbAcxtxwIR1xMvUUDN7i1cQ9uzhtYZpXNbQEzmFzN3PTqAAnaGF//D5p1T3JGIJHePg9vPcD5xH58nn9sB1biineGO6hEfz13m3LQxzFcz7d3ncW0aVvocfm84yIQ2gCI3jbxnhdWkETH/Bcn0Ds+I13slKxioQM6EP0m/0sdI5SffTd3i3tpwVrxirWoNDqeRWMJ/bpWIKe8LUyD20lBuJZpfQ5h7j7z97Qql8nsXpFDyrx/lCHea3U2/ikdkJS9v4bVs+P792DIdaytt9zUhNvTS5o5QM7/LK5kOConU6puqZVF1l1ljAK5sTjKsyGZIY+cc//0dUTgmiPj2NbhnpCzP80z/9E06NhE8vvcR0SiHPLp5msjqRt73JzLlvkuc6y2B1AlJbDRdXN7ncN4tmoBa3PAWjIBeTwct7ScfY1WsIyhOIX9rE7Rew13iMD/zH+Up3DaFphe+F7nHbnU2nbIkbwhpKpk5x59pRPjhymBxvJt61eqJKEfebzvF5Yxz/TvxDNnsu8qzpR3zR7aPCfIVbsgWWnL2sC+OxBLSci5wmO5hO4XASl8N5mBr1RHpCnJyuoEdRhVGXz4VoFoc315ktqeYnPS9yN/oyHzmeJ9Q9xOTkWTQ97ViUMbKDJUQ7gyzIt2lSjVAvNuIeMnFm9yZjbTba57wELVoEXQPcXknFEaqnu9vEE8MaYwvJ2DoqKRx0E1XmIxzsZFK+w3TuVXKc2TSry+n1nuFRVwO3qpTcGzjDaKuez+oS+Emnjb+/8yZuTQsbiovs773ITPcV7oYM3Gmo4Q3rOdpsXtyiLR44j7Iz8i5Viy3k6UOkjyZzdWGexcYQC95K+sfsPBM18aP9HzPTHuUt51EuRBJ5rT8JhbmNrfI0KvpKSBQO86XhBU5NtpDdewZL0xWOTxTxeTCP+qktut0lbO0eo2f1BKM1NcidTlLC8/hlawy03WbCsMTK3THurh/l2uRthN3JtLquEjFkodpbZCopn828DKINK4SrQ/hE/bzZkUBKdJp1YS23b77IeMUgVaF+vuwtI9V7lb76asJFOdRHyvHr+gm2dLKvHqezt5I//fmP30h2gm8F5Fv+9RI5dOjQl4cOHfr+f+Hc/6cTkPee3meotR7hVjWW/hJcwkYqHT4eZp5BZ1SgKZTxG38aar0nyQbXAAAgAElEQVQGZ1s1r8floGuppcek4mAsnocNbST3lRGv2qHSEsfrc1exB2W0qsoYakom3JhGs7ad5dgKY+JuTIoxcocyKNcvEKmfwFtTxn3DBeaLCtmz32c9NZVdYyI/9f+Qpc5cDgqusVqcTt7iNInGBT62/RuGO1q5EjtCh+0kGYZBUlb2GCwt5YH8BGWzJ6gZ8DEQzWO+x8/scD4/Ng9yv8fHtK+M21/dJnn7JjGFncTlLbo1RkY6N/ndr/7IM2c85dN7PLf7OmfmbTzufpkui4U2i5CM8VMkj52jtq8UoUXPmdF8uiWDtHf28VQSJU7nQxs1I283MqO8hUS9S5dgnp8r9vB1GrgqCeEuLKC3IhlxnYBb7jH++Z//mZXlZBJti1y3beCbLWTUMI5Ncp6u9kYsnbdxVxZRMepFGlzi87khJpcPM7v1PF5XKnVrm6wP6PmJQYzaVIGpt5nb+jxe37mPfbqA5eZG7m48z1xvHE8dbfzEWc9h3QbWqIKXHFbk7XoS++cZXJ/n6e0R3pTHM6JpYqGpFE1ohSHjOMmDJSRoh+lxmjEYJ0jrzyfHU8SKP5le5QgBfw1a0zAR1wyJ8zY+Db7MnekLPOs5gTDUStniGjG5HaN2EJVTSYe7j3GLkMVYEh6hhzGLlzWjgT5zJ3NlhejVCnpd7Xypuc9G5hXUje2UjkzzRcph4md3+Vh8jCd5x4lU1xGczONet5aPFa/xwfhRnHsVeAWtrNkm0avC3L79PCatn7Ggjra5elJuDlLaf4WigWT2F+Op/PEnzIZe4/POCj5QN/GZRoCjNpvRgnySZq8w2XaNNsVl+lquE+hQcH7uTfKFVhrUZqplXVxXTZEfqmBQssbDxKvkhTJID19DZ9KxIdPzJC6BuYFUdjcuMB6o40ZhMSplN9KuPgZr6wmbRfRIe4lJslhqUvOZfJ1wYzKf6vc4KMjFrZkm2yXBXF9BunqXYJODxlYhjxMu8Lk4wpqgmd/p9YxlZ7N/4SKfSp1MD5/jz13f4c9d32FpMZFR2xTbvR04A26qhDEE+gm6NfMMG1fYctj4ZbeUrUvx3BNb+aJOREPPLpcGlwm2tTDQLqDMNMqtD36JXVDNotBD7vxxdCPFrHsT+fpeLX2Dq3Q3jvOcZocRYw2DA+WM2OPpVmSy03OGe9JmYpoLpPWXod69TXIkgLBHRtxoNuvZbRR7r3Bmqog3dDbMRjXXQ+fIdyQSU28wIOikSrKLq/2AOvMAo4pdnqhXCNZdQ6IrIr0vlXfEa9xTlvK3wpcJlDfyw5uPqO528W71cXYDfaT6Y+RP++kMGrjuH0Zn38e2PEJf3zBLk9e4vfwyXYZtmiMrNM+XMBI8irTPx6hfSK+3hN+vLlBljaMvdILthSPcjh5lzCyjq/8sM+oxnszm8XSkhPtCO/+0LuSm4yZPnUl0GB08NCXSq+nF4/QRaJnkmc4Hpr9gs62UJfE6b2Rn421qYtjQT9gYYFe3gWNnnzeqS5i2K7GqNdjVKuZNZTxKKePk+DY1wh6OyBcZyStFah/hy1+uMSkYRTwoQ7NylM+MLr7u3SOgNBPp6OD3iji+SjmKUyXhHXsRBv0g1QMTtA/McHb1Ji7FIqY+KWvG81hMrbwyl0+vvYZRkZY//N3fIukVUB400dan4MLaOv/0x1/j1Hbw4YXDeEpqeHAliYnyq9zxpbPdc5OintOYGgqotpZwJrxGqj2CZTgblygde0s+TpGAD6tfYVQ5wrgsgbPrNzCGVOyYjvAz0St8pb1MpXuD77sPWPJV4pSPsdUiIX8okfvdL/PO8Vcp7s0nOHaRSWUD99ri+Lgknt9IXmDDd5H7DS/xuS6ErLuYr9UPOHD0Y7Km0earIi5yhgZ3HXVDaVwPpSFutzNiGOTkdClRjQFHdyvJ/dm8sPMGDxMy+Enfi2wuvoDH9xLXwinUT5zEp3UwKdwlob+EYdkEc/pZXMoJujpa6BwZoHkigMU0SUtogrBZgdQc5t5KJmNzyXQZ7YS6RrgdbccgbaDRqyesKEDW181M6yRjZdcothUjklcSdT3Pjq2TpfJ2Gl0GXlXPMtdczhdSLb+ZX8clrmdBG8/tO88z1ZPAiq6aZ/lZPHCcR64OEWhZ5pbtEnuzb1G5qqeo28vlmWJypodYLnXyd5EGSkcz2BabeO7mO3R1LfFWz2HOjsQR78lCYqlhuyaHFkcl52RD/EL/PCcnGymyn2W4JImTY9e45yqgYH0N/UAu01txBNaP45O2YtDouBydxCPZwi64RUy7we5iAvPBKiS9fhpNV2iOXqJfUMmMogxfbh2zNcVEGxYYqwhhFQV4U5BJXnCJbV02d249z3yxjfLIBK/bdKR6ruCqrSSam0ZNqJBFzSjB5nb2VDNkRq9y58M3vpHsBN8KyLf86yR46NChXx46dOhH/w13v9EdkL1bU4w2tmC9UUJjbxJmtYZ8V5gbOecpnPIxn5DJZ95kDEoZto4WPjl2GH1tHTaTljtzF7lZXEdibz2n1BuUWy/wKJqFelqJRJJLVJDIUFMyUmkroy47EVEfOsUcl2PxtJuieOqH6K8rZ19+nUhbC3d7t1lLTSOmLeHX7u9yoEjkRnYSK/mZ5E1Nkt0b417P3zDc0cy1iSO0+Y5wXTdM8vIG01U5bKjPcnbyVVr9DgaC7SxLNrk1UcrjmXwejQiZGyxl5sNl0lY3GRMo+dHNN+mw2Zno3ObrT3/Pz+1HOb/+lAvjiyTP7/FEkYDJqqHeWUvq6FkujJ1GbCuj3ikg3ZuNSjmFQGbgiSRGuspCXVCLVmhlUnmLKmOIlo51fqHYRdbWSZx6CntlMubaVFS1Lax7pvlP/+n/ZG45jQzjENq+XhTjjcyZhxiuP4VSKmZuuIVgSR7pUyGs3igfBteYXX+ZieUXWOs7zMeey3zkuMqv9BLEvgyMkSxe12dzc2KdIV82N9qLuDd+mBXPRXYHr+JUBTnStcn4dAEv9mmwiAQk2aewv/k2b4cbGZPVI9Na2K3LRKePMmweITlQyyuWXhQuFTbtIsmD2ZQ5q5j1ZuORzuF2CWhThIi6lrm6bGVvJJXymx5+bvkbrB4BGSv3GW6VotP7qfTX4rSFmVvRM20rxC9YYH37DDHFOPPdJYQk9YgVbYQdej7R3uZmbj4tnQJkEScfJpzk7NwNHnXG8X72YZp6g+wo43ii9vGR8jyfhU4S2svEabcwZhxBoxzkzZrDdGu9jPr12MY7uLqpo6Q/hYL+dKbnUih7+31WHUf5O20GszIfX2mrcVbn4K1I4epENmON12mzXaFXfZGe2mLipt4gReLjnHqSHHEfqfpxKtzNDMlW2MpIQBZopKm/mA6HmG1RB3vXK9nSX+XmjWPEonncyi5EJetC0dXHYGM9oW4RNmmQOUE207UifipZxduezie6PVYaSrA12clxt6BpauU5zQ6u1n6ETS28dek1PpVGWBSr+IMhkeGCMmIpmXzWG2DRdZV/7PpL/tH4l6zNpzHmGqdnpIvBXidVbSHq9aPodSv0dwS539vHl8ZaSpvNHLTq+KVYTXLnGGcmdgm1tRBpaqbMEmF85wmdXR1MmoJcnH4N7XQ66+Mn+fMNGTrrNB2t05yQL+GU65gKJBNxFiE0l7LiuMquTM2mJJ40fyaNk4u8Nj9DaaCYwrCDtaxOCv0XOTNZxCN5NaauLjIGz5HVd56AfJI5RSetHXt0t2+Ta5xipGOZJ7JpesXJONurqDWW80y2yZK0jL+XPEeZsZfF/m2SBqY4KD/HllLOhcgyLZM2fta5TaYzgMi5y/5jH37TJDcdL3I/+iJmyxwpc/dpm8llqf8InT19OAZMREeT+LrfTJntNN7QSdb9J7k19QpL2gCN4VPMq0d5xyfkE62TA7WY364buWO/xduOM6i6rdw2pSO1qgjIhfhbJnlisYDpL9iRZbAuXeNBTjGhmipGjP1EDG52uvdxhCPcEjUQMWrZGLlGxF7NuLqDB0mZnBm7Q367j9ErBYwUlqHV+3jysZkvWmIk2QcRzp/kmV3JZ5o1xjqdDAsl/G/Gv+FX2UfoU4p533Qdu3KM0qEZSgdGEI96kDsWCMo87PWcoqJXwLnhUzSOmJjusPLVxx8i6G0nZcJFm0tN/NIiX+034Va18MaV0xiFtewllTJVfIUNXxZ7thuU2E9jEOfQasviunuKo4ZFOgfqcUmzMDbWcFBxgbdNRwiqYix3XubY9h1kMTMzgZN8Vf5DfqG5TFZkh1fNy0y52vDrgyzkZlDSn89e5DjSkJ4aSwne2VPMt2XwQHCBZ9mJfKY7w477LAfVh3mmC3FHHubnqgOe2MM4rAUUj13m0uB5tDY10v4ssoNplCgdhMVuTk6V8UyzyoreT6r/Gt+7eZ+3Ui7xVuAIBTNHiPpfpLTbx/ZEHKvCFSaEm6T4SxmSzhPudRGTLhLqKKByZJJ79SnkTNxB0t1DzCRGYR5heSOfmaWrdBncCE09vO8YQa1pp7VXRUBehMrqYqbKx2DDdWqMZSiF5ayaTzCmn8NVI2JuPIVUUz1GkYSfiUX8fHAEj6CeWdMFDm4/z4znIjMN17hRnMya4wI2YZhw/Thbpmxmx9Yp2Q1T5TBzbqGFoYYKhuQx/ravFE//OXp1IxRNPqFi8CYP7GfICp/iuqsUkaWApZYmVKYmTnRb+Kn2Bc6NllJnjGOq/DrnRi4w6y2jbi6EdiiFnp08RjdPo7U0466rJ358BlfHLmrRPkH1NsOmUux2M5ljW1Q54qkdO89SqYRIeRqtHV0slxcSrZ9gomIErcjPhjyHOs8Ku+6rbK6eZblCQXlwjqhmgFx7Et7aKqbSk6jy5xK0L9BfU82WcpHU0fN89P4vvpHsBN8KyLf86+J/OPQv8vHrQ4cOvfTf2OMbFZA77z0j2tCO/0Yeue6LKAx2cnwjjIkTUTnbCaRV8ZbkEmZpO+YOEZ+8chh3WQnWbh135+NZyiskqUfCi5p1Su2XuOeuQLqhQNOaTlScyEhrEiphM+HOBgZEPrTKZU6MH6fL5qe73spoUwvzLTl4dFqeqgaZySvALW7g71x/xev6i8yX5DFaXkZtqJ98d5hdywuExS3kTB2mPvQy13RRMpbmuFWXQEQXx+nxE2jsA0z0+YjJJllbOc3jiVKeTlSzMFyC42CE8pkZvG1yvnf7x1QODDKrWOW9lY/42v4yJ9dfp6jXzbWlx9xXpNJj0lLqLSAtdpFzY6dwmGoo89RQYa9AoZihXSLhdWmUBqmUzIAapTzEumKfxZVjnFas845iB2tVEwm6cXRNV7BXpdNVXUfYucQ//uPviC4VoLE1YfVWIZ1tw+h0s5B/CqFWz+7aJSaLM4ifiRK19nHfNsrY6ktMzr6M05WAZXWV3b5K/p1OhWvyOO6F87yrTWeyP8CWUsDdjivsjh9nK3CRxeHj5KjWOWreYmQ2kRyJGKeymkvGGaoevcPnprMYJWZqNR6eKi7gFtgZtoVI9LRR0XeZZn89JuMCGf25NFpqGPOW4BMv4XJ1oBIGMXVPUL/ZwWisnqSDaX5j/i79rnYyVx4RrO9A3NXLhWA+YeMY46vpzEgleMRRlhdTmLBb2dfU4TYJadQXsWEa4OeKm+zXtFFmriPa38jTK/EcXzlgXJHHFxkvkrx4j6d5x3mrI8zPqxP40JrG9I2r9IyO4dUOopc5+PHloxi0bobtbsYmO0iaLKLSW0RhIAdPsIycR7dY6TzOH/SXEBlN/EafTV9FDu3qeOqcjYRrU8g11eA2ncTYUEWue58zmlnKlWZSxAHSTcNIuw2MSCdYqq9A6WnE5G6k2lXLB60thAr13CuJ5+DgBWITOdzILEQlM6Ixeulvq8dm0mOSRplrKmJHEOGt1mHam9Q81e0xryrHXdROlqeOMpGdcs0NuoXDTNan8PTKed6UxrgtFbMl9jNS0crC9Wt8MGglFi7lz8a/5M/6v2RzNothf4j2ZRcRSy+qmnYU3SaUuk18TT3cNzj5RFdAssjPXr2QX6kNpAkHeW1+n4Cwnf7mVmrNXkzecRq8RmyDzcSPXES9cIm1yROw1oZcFaVaOE9xYwCtYID1yFmimky6+rKZtmazJunlfvtFEgeTEfqCvLo8TWYwg+b+YeYK9Sit6cSNF3EgvY6pq4uk6BWqjcdwySMs6buQi/ZRt82SqVxitH2OJ21BtPpsAg0NOOUKnipWGWur4ZdNR2ke0/G++SaJ4xvMl1xmWiLkWGyX7jEtXyluUWh1U+Va42BXTtAyzN2uF7jvfhFHyEZl+IC6sTJW/RfRWm0II/0szJ/jfU0xpb1xhIdOsq0+y83Fl5lWTdI1cI5JvZ+POzv5os3HHWsVn0z1sdG7z7vWV+kymdjtyqPSV8VWhxBf2xR3e2T82f4/c0tzhS3JCndK6oiVlzGlDzGh6WPdtE+XUs6ArJUBtY6HC6+y5kllWmPhbmoyeb67pApDvH7iLEOlFRg7uth9vYrPBbMIgh2UD9SzEWjgQ+U6W5oo0XYRfzL9Fb8pOolXKeRtzWVcslkKY3M0W7qoivZTN7hCqH2cWwPHSfGVoRBc59pSiLEOB09WNmnvFVMQGqDTpCB1NMLEVg2DknL2s65j68phMbududwElvty2LZsUG45w4Hp+zQ7UhB7XZQM9lCnUVAr1aCsb+Hd1BfYj10iYDexq7zCia1bNE55kLpT+Tr/B3ygyCJhap9qvZ0Js5SgzcZKThy1njImO7Po3m2iXVeOffY1VmU5vC48z6PrKbzTfZVbppPcKTvCfcM4T5sDfKm+x3u2IfZUFZyPniNh8Dx+fR9mRy6F4QwuWy14BA5KhzrQaBYYUi+Q4rvKc3u3+Lw0EU/0BKaRV3gafJ50yxDbkxdZFW0xJlgmy19ARLyENdrIhGiPRVEiBbElPrueQNbMIzSdaiZMAkzWIUZ3C4lM5tHn0OMxSXjPZMPbpSMlNoxbWoJd42C2yoFJkEtbZxnq+hrq9AaeamJMFORzfy6eU5MW8vVuvhTV8KHNg1/cxLz7LPtbLzPjO89YQwrP6tIZdZxjoDnERLmXOX0bJqeLrLubiHo7uDApZrU4A0vPDL/QFbDibaejZw29+4DEqUfcNF1B6DlLTl8trZYUpttkWHTtvNor4DPNy1wOpdChimeq9jqp/nh0EzWYfB7UY5eR77Yysx1Hq7uGaEkJ6UMxekU3kHXcoE+xjV3bidEVImd4iRrvWdpiJ3l8KR2LqxZLax27haUEG/9FQKQiHz2WbCSOFXZG45iayGS5uQ2ZJYLSM4nAUMdwVQUTOZnIjSl0hjYIVdcyppwid+wsP/vg2wnIt/z/k/ChQ4f+cOjQoauHDh366/9b/U//FT2+UQF5+OYTZjoEBJeyyQjE0aGwUOYcZDFwhlhPEgUCN2+lnMAhaMDT2s6nR19hrDATq1HDvYUEYnkpXHFoeE6zQ2V3JnvmepS7Anoqk3FLr+MTJaMQNTNZco1+kQeVdpbL0QS6nRa6aiWstbcwX5aL0+Hj3ZJOXK0CIrVlfNL7fd6yxhEQtOERddDucpDjCbAjO0ZYXkvhaCbVQ4dJMEySOz3Os/rjGE1xJEYTUDn1WEcaGNPMs7d3mE+UCzydL2R5rADRfIDmkRhyvZPjN++QOj7LonKMqGKVr+0vc372Fs06DReWHrGlK8Vl0JHfn0ZyLIlT46cZNjVR5q2g3SRDpFpE0tTMI1kUU3sN8S4dss45XpfvsHHzBepVQ2wo9rE3CHjBv0+n8Ard9anYyivRWpb40x9/hn+pBmP/JWzROGRzejq9JhYyz9FssrO+dp7ZymQuTQyxpLVyd8SFa/YVgp1X8AbP491cJuyR85W6B8XKJYbXTvCpOhVHr4KNZg339GeZGD3BfiQOe28OesUqx+1bRHovMpOlwmCo4bxujgubt/n3PUcR6fsQu5W85TqORdrNqNVPXJ+Clv5jlIRy8RqXyQnkIu2qJOyuJSKaxe2SMNjUR9C3Ss+NfCxTWk4d7PEb+18z7q4hc/EhvrpO6swWjgbziepjRBYvMtHhpUdnYGmknunJMpYkXlx9QqpNl3lbv8Tb4mnuC3vI9OTz0H6ZnZQMfrR7jx5JFb9If55rK7d5XHGSd+u6+Tz3NE+kHazun8O2uo5F7cMsUvL+yaPodE4CuhEWVmooD56n0VlHtbsQh7qezLsTTNef4w/6BM6MnOeX3RdxVORT5DiLTVxBuCaF+eKjuJ2voGhvRiTx8JJmC78kmyuSCNm2ACalj6jIy6JOQ72tgBGriSJ/EW9VV6Op9/EoJ56DgxeZnk5nK7sIlcSIyTCAp6MZo8lMjmqGVoUTl/IGjysMbLb1cqC5xbyzkumMbLJdlVyVjTCkWcOrkDNakcnOtWzuSYd5Im9nRjjFvFDETNo1nsWkHLib+T+03+E/qv+Szck8hvpd5O0NETb4sFWWETBUoFRs4m928LYxwFN1GuflYyzXNvCxQk5DTRfxYyu0OB0kjo7TYupB3GkldbgKxUQyrX2tqGcvM2VP4J/nypEJw2SLF9AXKBAJRtkeOcFc81UGfZeY6KpiQern3ZZTXA5fQ27vIWkmSnooBZE3wly1l25tHVdjJWwokrEq5aQNJ5HuOsZEpYr+rkGUwhsYmsfIkq0zLlrljWo7YmsW/poqJkQWnqimGa0UcafwGsp1MV9qH5A3tc948TXmzWJenLjNWH87n13MpLHLS1b/CgtREaEBMw96X+TA8jKRxWLspkVKYiXEvDXobT3UDEVZmDzHrfrztPReZSp6nN2OC+wvvcyIaJdIXxbdLiGft5j4WXOY+4M5PPWFCQxscd8ah95kZrOriJzBTO5XVuFpn2Hf1cDvPd/hQfd5djvm2a2WMFZZy6Z2lCW5g7WuDfo0aho9/fg69dzbeYn9/ktMKgJs56RjkI9xVRblk1cOM1hejaVWyvpBMu8rFvDNXiPF2svYSCEfKjd5ol9gtKmRf+j+Lr+qSGBQ2cZDxSW84nkKJuYpN6RSP6KjeD1GWGTmduQYOb0pmOrSuLJgxi22smQLIOqRYxeIiNSWkxPxINq2MNWSxnxFCesTV1lobmMp/RLrjgLGrcM0G87yc/N3qHNeQe+w0TKrxSnPxWCvx9XSyHtXX2KmrwSfu4676ktcXlulYH4EibmMXxV9n4eSCk4t3GFIX864Uokn0M1I02XaemvwKOqx3a6hs7MSy8QZNsWpvN1xhoeXUnjdmM2G4xKvZx7lXd0W9zIq+KXmIV90rfCOvonXYie52n+BkM7FpOoyxUOpnHVrsLZ3MWuPkqicxKGaJ9eTyunlPd5vukjBxHFWfdk8Hn6BpJ4hNicusybaY0w4TZGvFL9kgd6pYsZFNzkQnSdndpofy85gc92itsfNZLeAgDOA6VYr+mE54WADEouD0d5W7hpHyF6doKejjGCHlMVmDeLOclRNpXTVVrJn+gGfymOMFxdyczibo0vDnHFO8GtRNq9r3Yx0ilgOv8bd8EvM+s8x3nCdL41V+FzniNYGmSkzEVNYUdiUpD56iKyvhnpzKUqPHlVfiI8Nnez0ZVPTf5Nu2wJJk4/Z1OcQsFyk3NlCqyme/aELeJRtHOkv4wPdq6QEErC2XmWqLpkG4xVyx9oZ0qtQT5+ndr+bmZ2rVAwUsZiVQZk/RI9wH5XwJlb5Lj2Sdhq6R6l29uPxvkys/4fE2u0UTfbjaslnN6eSu5IVpqtjSNrdVPgS0ZrX2JyOY3sokYXOBoJN3WSPzqFVylgpyiNSWcWA4CrqyDbR2mYM3W5aoxf4yZMb30h2gm8F5Fv+dfH/Wib/z1X/X9HjGxWQxwc7LItbGR9MITd6hQ6BCoHewerICRZ857jQNc4751+lt6mCxfoqPk44xnZuAjZtJ/cXrjFYnMAVezcvGKap1DYyr2vAsF/LYFESZtV1esQpqASN3Ex8DZcsiKJ7mKyhCiQeGca6djY62thIT8PpneXjq3lIu+0s56fxtuNHvNkTh7NTjrNTQb3VQu6gn53G8wwZ8mh1q2gKnuWydYraqI+3616lzRFHWSQLvU2CebCTSbuD1YVz/ES2zpP5PNancygd8SDr9VPhiyFb6+bc0jabSg8zvTN8aTtM/OgWElkHF+fvM9Hdhl+vIyt8hUtjaRybPEfIVU+luwqlxkKjehV9ZSWPpTGCzbmcstsQdW7xsXyV23eep8li4E3hCt5GOc9ZbyAXJWJqyae3tASpbZiPPnmAZUWIZPgUkpljNCz4WfDKGU1PpbXPyoBLxmxzOlejA2zIHUzHGlGPHMHfkMLg6CnCO1N4XXK+UgfQb1xkZvsov1AnE7HZmKys4c7AWdyx09weOUONQk5YEybOu8N0zSXePJ2EwNhBvGaaS48/4E9d30fj78QzWsLj/nMo9HaGLVZOObpoD71ETuQ6s4ZNSly16MyZ+Pra6JWO4Xd3MNugIqq+xeB+Kk3zPoqmR/hJ/w9Y68ukfOI2xg4jBRYzRwcLiXYFiU0UMS7ox2GRMx3qYHwxl1VpL163mKKe83yq2eKgyc97ikWuhdJ4W3mWoepGrs1PIdNK+DL1R8SvrLPbc5H30wv4yP4a99q72Ng/hWH3Fnq1F1dLPR8ePYJeZ8LbOUNsNx+p9xhiaxPtvQV0a6souuVkpSqRv9XmcWz8OD81n0IsrsAguU6oOYtwZTI3Eg5j8BzBXlNIjcDKq9odQsIUrkgiVNtMWCWzbHRXMmbupFlTyqZhmLTBVOZy83E0tHErN4mNtTgW5xNZyylALbPj0Yawy4SIrC4alWOE20X8QrXH/cJm7rbYuaO5ze5APftp8RRaJRSKPezr29ArXfiKyriZXMyeeJCbYgGh1j32dSImMq7zcKqUdx0a/qT8X/lT5//C+kg54UE1ifszDKoiuMpzGZWnohfO4W3381H3MHuK6xxWLqKVrIoAACAASURBVBFtrONduQRzfjMVPX6KB9w8d+MRgi4L6Y5M0kIlOMaLUdk0aKauMdSSzVcLrVjrB0iSLNBTUE69aJzN6Aki5deZ7z/GqFbEnMrJT1tf5VowmRZ7D5rgFGmDyYj7/OzJ1mjTCykOlDJjzKNH1khBMJPTQ2e4fTGNWt0cauEejuZRiiVbDCs3eFqiotJbgq+6kpiwm8eaKNPFOhwt7UgWe/iZ7gEtY3ss5l1izVjCj+buc8NQyyfHz9KlHeBKZIVRl4WBmVYejp7ivvkaq6unsOu2SJvIxO/vQmsNUBccIdDTyHjNa9j6rrA88SpT0kRuzL1CrGOFsK6bqkgGXzS6+aJlgruzSdwxTCIe3mDNkkqnycpiVxUloTRWC6voE82w6yvkpwPf5Zn1BHvCOZZa7Iw3S7inmGBb0M2Cfo76wDil4zHcShV3bj7P3cgZRjq9hMoKWciVEd85xievHMZV0YinoJG13au8YRrDPRtHsnGA8PR1Pu/c5Jk8xmhjFffFJ3lUnU1MXs8NWQJ+0QKZ08u8FjuB3FfIhZUDgtU13IycosJwHXtVBrnjBbRbBhjRmBE6ZQxW5TBWlkNexEra1jgbVRcYbmlmwuxlTV/PavJF9k3leLq0SA3n+UfTX1DedwGT1Yxw2YSvPROTv5pYYy1vpL7CQq8Ur/sajwzxpK9Nkro0g15Xx99WfY8dYSvHF+7yxHiesNREaFCGqzMBqa0JrVVG8CATpbwR/XAcGx2J/FhyhvuXUrirqSA0XMZ76Um8qdvgcWELv9Q85Gf6bd7q0nN26ARJgUvMGxS8r3yOwpEkjkck9AgMLJrHeEW1ikQZQ9cjIn1inUnja0inj7HYK+Zh5BVyvR7WoulsdOwzIQ1R3deIST7J4HQOYfEOTyU1ZC7Ncc+Rybp0iezYJNFuOTGPk447KqpCIWZn0lDYTeidLTwzTvJLxwnM4irCYiEr7QJquhowVhfhKs3DaTrGpx0xpqprWHcWcGxphaO+eX7bcYl7Mj+7eg0b06/yVPAS84EzzLZc4SNjDt3+c0xU97NSqSDSMUS7S875lYcIAmV0izIoHQvT0D/I22o3r9tfI2v0AZ0OA+WD9xjpkrFlOE+jowOZ9iTb66cIiVt5NZjBjw2nSfdcwF+bxFRtKnrBVeKn65mXNKGeP03jppeJ3Qyyh9JZTktD6OzDJrqFXryKQbaPVSajzjSLXK1hwvMj5gM/ICyxcCG4wkAolZmSer7W3OFmqxtNnYPUgWuYjSusT1/ktvcC892VbGYLeW15C5NYzKPMq3g6ZEzVXKfXP8dko5jaXind7kreuH/zG8lO8K2AfMt/f3yjAvL2G+usdTYw25VJ4UoxclEDXSIFG5PHWIueINE5xKPrJ/BVFXC/PItd7RUeZZ6mV9vOw6ksvBVnuWSz8oqtjwq9HK+hHsd+HpGS6ygMSXQrrqNub2S0KA6/yIjM5iNpUktjoB5Zi5HbHa1spqQx0LvIR3EXKQ+OczvpIh/YfsS+LY0ekZQeWSfZRhdZ01H2yq7hd6Yi7jUgCCRzoXcebVDH48qTNLovUTmUgd7cgt1tY8wpY33mEj+RrvJkLpetmVxSh0M0ahxcn9zhLauFlqlpPtJkEeyz8IX1BBdG1lELOkiYOqDXqsNvUJMyco5zY8kcmb6KPVxPfW8NKk0P5ZoVHDUa9kUTzNRkcsziR925yyPDEDcOXqDN3cyj9mVmmo38wL+Ppj0Ve1sdruICpE4bYxsDKFZUiMaOUzp2gtrFQe7Za/HmFyAMGQiY7czLGsgI2BhXhdmcS6TdfwJvVTqRmeMMbXgJdDfyC3WI8PprrG+/wq81WbyhXyFWksGNhdMYYlfYjZ6nVV6PwmInK7jJelYG7x07S52mi1xZiFO77/AH7Q/xjZcRmsrh9kAKki4nfpOKBIuJhtARciMXWTbNUGlTYXGcwdUjJ1rlJejtYKVJyMboNIademR+MzvpKdydOMvDnsu0BbcQav1kOwwcCVTTb3UwYXcwVCWl196Jf1TB6GIuD7UlBEweSr3XeV+9wErDBJ9ob5ISuc6tlsso1WasQ3JaB638Iul5MudjTK9m8OGFi/ze/APuy8Xs7J9AurSCTu1jqCaTpfRkTJpOvJJ5+vfzsTqO4zTnYOq9hjRQSONNBQ+a03hLV8ex8eN8bH2VKlMDtxoT2BXE4avI4PM6L+3eVxmoTOOibJQL6h36m9K4Kg4jNCvx9Mt4qjViNpUik5TyQDFLijeOpex0nHotq4JSnNNFrCzGs5WejVbZx6i8H5NCit6qp9k4iE+m4UvNPs+yqumvr+CJ5i53/TIeZJ8iWe9F06LgfWMyLaoFgnn53MqsYUniYLzJRKhlnifGNiYyr3NzIYmfmFz8B9lf8Tvpv2V9oJbxSD2Xtpfwy4borSkh3JqFrdlDn3iEzyzDLHRmc1yzhLe1lg8VGkLZ5ajkalJig5yZi1HoN1Oqz0HUZUUzlYrR3IU8lsa4II8bK0YGK7wkSWaIdjiplqyyOniREUE9B4EXCSuNeA06vu44Qq6nhIxQCG+vjyJPLlKnmzXDPk2mTmT6LKKWUvSyZqoCBZyIJGCo0JMhjKES7mISz1En3qG/a5oHeU2cmxki3CDCIdbxhn6cyXI/tkA1jWOLHPQc0DW8w372OfZU8fxw4QFP2sr46OgJBhQDnB3bINQ1gmW7jNfHEnjWncfN6Rdp671L4WAOzv4BBA4HLb4QPqUDi/wMs32nWJ96Fbshne3Iq6wbuhhoC9AYTuWL1mG+aB7nztJ13jSsUhibZsJcQqfBxnhXE/KBbPw1TVg7Z9nsT+WNkX/Lh45XuNEWZUowRFSs521RlJt1Sqa041RFd8hYmsJvbuf++ss8jh0jpDQzqcrj4FIO8fJxPnrlKN2VAqIpJawt5fK414tlJo50XYTw0nl+IdvmkdDMWGMZG4KLbNSUMtdRzrI4kYBggYSpTU6MHafAVsSZhQeMV2cyH7qEUJZKZ0cOpcHzpA8t4FRrqfeImc+9yFxBMqkxEwnri+xVnCEoaieqHWWup5H1pHgeKBtR6erQG+PA9BeU957BbrPQON3HoDgFrb+O7dJM1speY9hsQNVTz03LdYo3Q6QszmFXNfLbtr9muVXF0YU7fKJ5EbvMzaK3Do01GaOujcagnfBBOlK1HPnAJbYE8XwoO81kYRI7qgasUyK+aOgjpp7mnYYevlbf51PNMp/YI8QPnuRS6AK72nK+Ej5HbvQKR0frWFFN0thj57J8mHLFIHPdflKiMWoHj7G6eJjpbgcPe09jGGhhMZzHRsctFpRWmq2dyFTDjE8no5cvcVfWT/HyGAeDedxq8CAIeDDbbAxHbNQd2MgZmmNp8Sr6HiWKLiE7PUr+aCjH2lGNR6tiubWKnL52bOUF+IqyMTWkclDfxYRAwLg2m5c2DzgSXOBL0QUeSMM808jZWT7MrcoEFoOn2VKe46E6EWn/BaaqA+zWthFum6RuUMrJjQfURkqQqAtIH4+SPeLiYecUn5lfImn6MZXeRlTWWxjtYR5pExBaFdgkqcTmMhltr+d0fw5PjOdJ85xjqDKR6fpUXFXXODddzkZrOYalU0hmIkT38kkdSaRX3onCZsUsukm31o1aehOH2ojIsoi5vYEdz/fY9n2fgEzP+d41onMXeas1wt9pjbwjMeIs7yLRm4PXMsRK5ApF293MuUvYyOnk2Moa3SIRb6RdQOQMMFOaykBPkPkWDakDxdzQR7izvfyNZCf4VkC+5b8/vlEB+fDd91B6bUxKy7FvxNOiLiBQXcfOZBybk6+R7fexWniJUGk2b+YmcmPjBG+mnCCgq+JhpBhNezwX7VYOu6VUmHV0+IoY37tMpDqFVssVlLprqAT1dLdfJtgqQuq0cmFpgIrBIjrEEW5KbaxkZDFuneXjw0fJmt7mjfjX+ND8AhPdNfTVaegTmajU9ZGyMM5OaRqmQDJas5HO3mLOBJbQebq4U3KCzkAWhcFKVJYq7JYwfmc72zOX+UK8zJPZbHZm8rk4PkNml5IjG4ss6JepiezxhiKPX1lf5Evzq5yPbaFvl5IZ3KDVH8TT1cn1sdc4M57Ka5NJ1EyJEZvr6TCaydWu4K1zsdI+zVx5EcdMEXzSbVZtJt6OvIRssID7bbOsCV282D+JTpBDl6QNZ20JMqsRXVSKeEpL8/gxEkdOoljU8USdiqMuB+m4CpfJzoLOSJmtE6dxge25/4u9+2puw8zzPf8Ozqmd2ame6ek+7XaQbeUsUYkUc845Z5AAiETkHAmCCCRIgCAIggnMWUwiqWBJVnC2bDm1O0x7xhO2Ts1O1dSm2ov97sW8B190+fsqfp+L//NcpM13Dl9lHlPLb5OYlDMhK+YLbYj1jeMcrr3NS5OZdaWPRFEqO7tncNmNJGZvIVWkU+b0YHFMMFlZxddvv0ujYpCeRjPvJt7n35QniC5kM7GQznZ/Lb16H1aXhEa1lEDLRcSOC6zbYjSa+1F6j+NxqlnPNzLm78GvreNw1UDtWh82rZKPz11kPlTA7/reRemaQaCPMdhXQM5APWqHlqhigdGSWvweJdaEkvH5Cu6ZbuLWzNA6WMHn8hmmmxN8ZrhL53AhS1W3kXgcqCaMFMxN8IeUN5HP6RneauazGxn8u/JNnmur2L97GmF8BKMmgKqlgxzJCB5VJwOSRcx77Thdlxi1JjPoTEIQKkJ8t52vJOlE7A1cGsvgc+dbCPVK/lX1P9jV3CJQWcCfZdvU+U+i7BLQ0GUmuXeZwfpKUqUT6B2t2PxqvpIu0e0qRSGq4lAyzs3xJA6T0wkH5QwbZEgiQpZXrnEnpwiNtp/VbhcuVQ8rxhK6nH4Gei38oL7H0/QMBlpqeaDcYc8xxKOqs6TIRwm0iPnBcIFq9TKRgjzulTUwLzIT7xhiUDDEc42IRFYqe0vX+ME0xP/s+SXfKC6w56tjZraE5JUEXvEQA4JOBptL8DRJccjm+Z01ylhvNSnaaZwdTXyr6SNWVomnrYMr8zGyg7VcnVujt60VuTKIeCKfXm8vnaMlzKvzcG14iVUGSO+ZZl89RqFkhTlXOrtGKd85rzJuNhIZL+FH2ds025XcWtiiM9BEd18zSpcHt2mDUVuI/vYbjFjqyRgdR+Cr5OroWWRqPZnieSTCTYSmDUSiffy2Oey9TnKDahY65eh6xHyuX2W6ZoS5+SQ6ow9w9Q0x5J9nqSyDB73n+e3Se3xaUcqXJ04xKLFzdnaXYV0CzV4Vn5nL+MSQy+HYm5TH9+h0SlCEF0kN5yMYGCCmHqBpIIkPBt/iztRJWrwprLvOsTdQzUhjOWPOPF6JJ/i+fZInSzk8169ROjFNyNKORa4mYhIyFCxCqlZjVq+wGr5JwfQ7fO9+jbstduKiRcJKG980BbhXLSKmj2FzzXBlY59RfzXPF47xfPZtxtQ9LHpa2EwrIkMc5eOzt9BUK5hJLSY0quVpwIp2OokCzRjjm2f4ofeIo/Y2pttrWG1PY6axlnVBGVPCbEaEs1yIbHNi4hKZ7nRuTe6z0JWNazgLuTAbqbKZ6oGLXJ7fxarTUBTu5NHt6xxmZ5AyqSd7Zpbl1tuMyjqISDZY8Hayfvsaz3tktGtK8Fgu82+Ov6a2/wxBh522ATcx6y10bgkvMq8R7EjBaZJQpTew7i6i/a6FrOV5hrTV/E/FL5gQeDmZOOB90QnksjBPHXlURjrwigUUTYcZvZdNh9VBtz+Fh+3neSm7ijd+gUVfDoNjGn7fEWSmJcDXPVP8g36Tl6o4r5wRGgL5lPbncU+l40+1cvLHb3E2XstDzQapVi+NXTrylCMc6eOkRrT0Dp7l3spbxNTTPDBnkxhJJeSXsCa+x7pag8xopVPfz8JMGsXKWbZ6NmlbC3A4mcuDsh4mLV1UBiYYmbEg2jJRMD7L7HQuTn8bakUnkyPF/It+kAFhBW6LloXWMtKCAtxVRfgq8+hQ3+KgUcNQUzn+jjx+u/OI02MJHorT+UA+wQtpC3sbb7MvaGVt/AyHznPMyQqQua8x0xRkr6mXSMcMHaM9tB+9R/FEOdmDFaSPD1AQ8/JAvsG3xvNkJJ7i0swRUexTHjpgWWZHZ7QR7FKik26x2FpJpreCP1r/nkz/eSZrUphvzSBYeZvzc00sd1VjXTuLJBYjfLeIrPFb+JvakNmsmEWH+JQBND1HDOjdiJ2buNpreeb5BQ99v8SnUHPJeoeB8Ry+FSb4Q281f1IpCZfqKbA3EvVYmPNlcv1ohsVwIUvlFjLC/WilUj7MukzR9AbTpVkMm62sCa0kR/J4oVni+08++km2E/wMkJ/7y+snBchXv/snaseixNvbmdk/Tb09nfmyXI7m0tiZTUIWUhCvKCJSXcCnOVe4/+B1Psw4S0KbzsNgLd2917nidHFxuJbbmilKg73MrF5mtDmbVss1pNobKMRNjNakMNwtROxT0TqtpGa4GJnsDgvdQaLVdaxYpvik6hgFibt8lHSK7yxv4DXJGar3EeiaRajt48ZmnNWmYjSjBegNaqzqLs7HV/DYpdwtOMVgsJ2bPjGmoXz6NIuEYvnsJ5L5vWie57OF7M0Vcm2skRuDVWQv7PNAfReld48ZgYi10Sz+wXKK1Nl1TN1SqvsSZE6u47X0cHvqDNfjZTSFGri5okCvbafVpqJAs0mwOURCsMBCVRsnDPMsdS8yHujhP6x/i3/sBg/axthRDHLdrcHQVUab1Yqtu4kelQFjrB2JV0H91CkygucJLJbxQec1DJ0lWOe78VhczJm8tOvakfQvsT1zgfaBS/gq85hJvMvodCXL4jQOzX08XHuNDxOvca9fxXJnCesFKWzvn8BscrKwcAtTdyE5zgAbDRLCje188/Y7dImGGc5v49LQFp/JswknCpiaTyFm6saiHqXH142jqZr5govYpBc4Mi8g0ESpGb2Cx65lL0tCzCfB6GziYLOcvPlZoi0txBuUrHcV8qP7N5h1DmwaH/9u/QVaZzEii4tx7QTjpbUM+pXoplSEYgJW3Wl0e/3IPGJeieYYbd/gfeM2IY+Y+bwb3HVnkTMV5+LWNl/ePs7IXB19y2reK+/k/aYsvjSmcLB3DtFsH2JNiNIuN7VSN2FFLW7pAsp1DWrPLRbtZ4nbztM5VIzkTjX/rE6iIVBMuqeX531vEJObiLdlcM+UynBVGT9oHlPrPkt6b4jB+iJSpTHGGirI7x3Fom2nzzrG5x0RGvtrUYgbWRF6SY9eZy8ljflYNSaPgdnpG8wt3mSjoBylvo/tNiMejZjn+qt0eAfpV7v5QX2fzayz9EnkLPVEONSts9SWQnO7maE2FVvGcqo0y4znZ3BY385Sm4YZ0SR10gXuytSspd1if/EcPxoHeak9zx1jAw/dZUwsFVEyE8Dd5SQmNuBrqsDX0oVbus539gD9qnZKtEOY2xv5XjOKt6WZ0fo6Tq7PUdp3nSsL2/R0d2HTjiIYqcIZq6MpWMuSM4uSZT9DNSFKukN8ZrORLl0mqC0mob3JK+/fMuaWMb+Uwo+K4/T2uslZuk9mKAOXTY/NEaDbucw90yrh2mTcJgG/PvwQhbuC5NEriO0CMnu3EHUvkjL5CJVwH61jgczxFTp1OTySVOHsruOVbpflLgVL4zfQjT5F0+fEa/diF4hYMuZwbPEeX2bm8PTyNbxtbVyY3SNoH8MxXso3F67waddl9sNvkry1jkHrp2l0k8rhSrrcTmyBCdLDaXwx/Do78VMUh5JYkF/lIHKdu5JSHisyeN4b4/v2ST6MN3DfFqZleoiARchgl4phk5zFYAn19lY8hk3mouc4PX2Cbzy/5k6znTHJGhGNi1dVZvaruxnXBnEEdiidXScRzeLzqV/zYvENwrp2VhQyPPUdVHcM8+h6OdYyObOZxShsQ7wIKZHGkyhRhxhfP88Pynvs1bWw0NXJQsdNJltr2W4qYExYzLg4wvG+dU5MnuO6L41S3yQb0hRaR/KQC/MYrM6mwXaV9OgcSpuRW5MCnqSn8SQ1k8wxOc2eETzKVqaUVYS7D1jwy9hKv8JHXWYaNFlE7Rf4x+DfUOc5yaLDQ69GwezoFRz6AF/eOIuru4JuSx0tegkz3mp6DhXkrCSIasr5V/3f4JXHOBfbZL7pBgL5KN8ZrnNz0U2ssQXZrIGHG8dp8vhoc2fwQf1JPuxJx7tyhsnJS9xzjvOytJxH+V28kk7wO3eMjzWDvLRNo/d28aFqkxFzGy8Fk+SOJaMJ2HBaIlzRT2JsqiNDNcaivo/kaA7L7jQOV94lLFpnSy1iP3oavdPDouiIOZkGk8lCt1XIciybm+pp5kR76CbszIYbeJ5exrahltvBRTyrGhQzBvJm5xgaamV6IB99TytDkXp+b4kw1p3HiKmb8aYS0oIteKoKcQlT6e/I4+vmIUbsEpxNhch7ukgKTxCV1fKZcoIH4mL2t44xJtpkc+oMh6FzzApz0WhuMN06ynqri2jbDD2DIuY+us/tqRKSw7mkj5moj3i5K9vhkamI0snHvNQ8YFV4h+zpexwO3KbTpSbafYpe0SF3GvIptHcx0H+ebO85puqzWGlNIVyWyvEVDf2aSlwb5xAN2wnt1lAycRuVTIrB4EArPmCkZxaj+Igh4xBiywrWzjo+d/8NHwz8LZ7eXq6Zdll0efm0Q8Gqy8QPGgNTRQakmlZmh4UMeKs5+WCXpYkMpmt9aKRVSAw2HudmUBF/SLw4C5e7ghWVhbSRUj5U3mXvwcOfZDvBzwD5ub+8ftobkPVN8ucOiTUJmLmTRPnEFbYar/NwqpztaDaR0VIWUrKYbC3is4pT3H/wOk9KLrNpvMShr5Fay3UuONzkjeZyRbvIzbiZtZmzRDryqLMlIVZdRSVpYLyyCKdCQsuQgKXBVGqGizFIDgjXq+jvknKnz8nj+BsUzR7x7NZZnuuv0G+QM9ISx1NvxahzU7jgYUgpoDdWi1Yrw2yWcDGxjF8jZDv/BFsDLlqXTyLw5uBSrbO2epmDyWy+lkywm8hjdzGHmuAq9XYXqugWH6gf4LXtMNYl4F/7f8sfLSe4PLvPkKoBgS7EmZX36Ld2kz59lupINxu2ca4sd2BVC6npE5GnXifYEiPeuUKky8Yb9l2c/QfYJtr5f8x/zdroWQ4b3Wyro+T0F2EWVFHis2OSC2iT6BiJ19Or7aR88hQ1puv4l67zUfl5dIJKQss1BMw+omYPckkVyniY7dA1Ot1JeKsriEfOkdi4xI42mX13Ek9WX+dV7Deshgq4X3ueg+ostu++g8zgYy90lb7OcrIsIZ5mZDNRK+TVuydRtQZYTyskyTnPurEZz0gbM4lbaIxShpRx6oINjNTksZ16kWDLZT7QbSFURymMXsJjNXIQvcRUvwyzu5udxRpqF6a4k1eIS7/AvexUfvT+PX5RE98Ykoh58hi1ZqOXzzNhCjJW04JvuAfDiJSRIR3h8QqEI0YUZjNfd84z0nmX94xbHNjtbKefIx5p4Pr8GlfXt3mcdYHl6VxCgX4+FefwND2Fr8zXub91la5lO1c0yzzMOUutoI8ZYRF2xSyWQSvt/nSe2N9lzX4ekbcM2WQR/7vuMleiN6nUxLnb/zajohjDYhF3tZkEm9r4J80Tyi1dqJQyHPXlFIl8zLR3ka+YR9cqZdO8xN2Cbqr8+fSK2ol1GKkOZ7OQd5uN2WzkQ2ru3Xudhfkk3ruejFLrZKFFik8r4gf9G3T4h4joRvhWscpG9lnsqj7i3XZeaO7h6m7CXt3GWIeGf+n/FdmGKaZyknncqGO+RcJMVwxHkYIFoYOdnGtsTV3gR0OAR6YUZs1KPrDnElsqpmtcRV+nli3pIN7maga7lPh67vDKakGr7OG4zY2htYnvNVH0Ug3x6ire3lqgzHWROn+I3P4gUzYPIl87U+u3afK3sBpM4cyMG0tjlLb2Pl4GekiVruCUdrLpOcfXnl8Q8/dwZ+sSPypPo1VFaZraJGU0hSnbAH12P51DmwTsdrZbpPS4zfzi4edo7LWkjl1H6G2iQL6DqCtOSnwbjXCfNO8qE6VVyOV5fKnMxt9ZxjPzHnu+LAY9bfgH30PkNLPvXkJjsGBxCTmxeMBXKVkspuUyW5TLlZkDoh4NDzMv8qc6B582nGE79iZ5WyPY1DEqRzdYt0dQ9Tmpmt3gaiiPZ8PH2B49S07kGrOtN7mXOMmHWjmfNd7gSD/K71qjfObvZb2/HXFsgAGLiEjLKAGjhr1gMfn+UkZN+4zGjnN66iRPAr9irtlJUL5NXOPloFGERV3OqKYfb/ARTu8kG/NX+Sbyd7xYfQ2vpQOvJEihM0KeZgqlVY+vqIf53CKkBj8fjAtQ+C7y7Nwl7npr+bPyPlvVdazLc1gQXGexu4btmlxCogqmpV6OGec4OXmW88FMOnROdnXXKPVn0qEsZD31GgLtdRqtBsRuG1dm2nmRWcCz1DwKRoQYVGY6+l0sWUqIyFaY7zezm5nEp10+GnTXWXWf5Lvq3xKveIc/151htSyFh54TjHaF+Cb1HIGOem6Z1XQErhEYaqfpyEXB6hQTmkr+YPpbTKYZboZnCdVk0q4Y5s+qq5y4k2Chqo6x2Uq+nf0l4oCdur4sPi9/h/c7iwhsnWJs6gYfWcb5PDeZj9Kr+VBt4muPj49NffxRd8Ss1c4L5Sa15tscyLcoGEnmwJog2efgim4af2Mlt1VxDMYqykNlJMIlHCydYrh1mpmeAA8njyEwhUgI7xPqsWI2WxDailgO55OlChPv2WbI72J8uI2PbuWwamyhoH8M164E05CG3PkEZruOyaVU7F31+HwCvncOkujJZULfyEBLJYXucsYaMtkyvU2itpxPm/24fD1IFE0INXpa9DqUil6+Vke4o7rN3fW3CAnusTlznoPZM0x3ZuDpyCDeEcXbHSPeFEPrhqQAzgAAIABJREFU6sQ5PcqNeB43oqnkhHsQDrrZku4w7lDRE7zHD5rH7PRskhM/ZM1ym25rC0vd15npvcedplI6dRLag+fI85xjsrWXRFs3kbLbvLkxQJs7A9/WRWRWCZGNFtqnsinzquhX9iOX3GVItIpRdETQMo5e5kHd08wnfb/kef+vsavFlOj22XSM8Upchsu4y+9UQZarNATlTaxMVtAS1vObg3WGlyqItMaIV5fQPjDMVIWYZt0uEyU56F2ZeM0aagfa+EFbx/fv7/8k2wl+BsjP/eX1kwJkb3KCwoXHxJq6mV+6Rs7UZRYUl/g4IuEo0MFG6DquliZmhNV8LDjB3sZxjupusDVwjm1rI8V9Nzlt99IykskF3SKXZgfZmjzBqCCHOts1JPKLWET1uDpFuLrbqAjV8qjXRt1IJSbZDqNF9aj1fdwd7OTh5uuUzh5xmHWJHVEuXoWYaPMk1soO7BofqqiG7gEbPaPtKLUi1G4plxOLDIkbWM87waFrBP3aWYo8uVi06yyvXOVetJQVwyjzwVbuLmVjch1QNBgm4XRzX3XAlOEuepWRT+JJTPbVcGV2n23NTdRiB+9uPcNhE5AxfY72sJ6PDVukz+Vh0Osp9jZySztDoH2KsHATk2uedyy7rLWFGBos5z/Nf8vTwVOsNGrY6Z0nfygJU3cDRf5OFGoxrSIDc9MN2BUVpA6VUyOrRzN9hQ8qzmIUNBBbKmHIOELY6iDY2Yp5TcPBwA0Erpu4WjsZC1zGaSvj4/nX8XsreX/qLb7S/Zb5eCp3iy7yQF7Fxv67mAxBHvcnMSCpoMoQYL67nuViMd9eScVZ52E3NZssa4SYtxmXRcrizBVqrDKmVLMUjZShUadx/9oFZksv84Vmi07DAKXh8wyYrBztvMO0TYG7X8x4uJWmlXEO0/OZV1qZamnge8tv+Eh+ig1tGzZXL/eNt+nQjDJhG2C8qZOB0Q5cTgGDfQPYNjpQBXoYaxLxZfcKY62bPDGu8J7dxE7maVJWlrm0tEVuYo6drHRWwy10JYJ8qrnJo8xcXqpu8WQhmev+KTo0Yb6+9iaiOh2JtkK0qgkiUjVlQ1l8I7vAXu95xAMVeJ23+Q9dEudjVxiWrLDRd5EpSZgN2wgL6kxGpH18OxCm0DjDn8S/RdPQRWOXm1mBnhL5Gv3NrTzWrLFe0kvl4GUUkh58rVL0g/X4GtLYSNzCNt7G0cEx5jevsVhdjl8oIVFQxJCum//D+L8i8XhZ0cd5v9PBVvZ5rNpxhtqkvNK8R4PczER+IYkuNf+X83+h1GkjkZnDwxYHKx1drJeoeXLmKsOdER5UX2AldIl/0ZvZcdQQtgzwynSTqaU8+oINuNt7OFJM4mutJyjTMCTZ5blBTb3GwFi8DVVLK79Tj9HgHmSqtoY3tudpsiVhVik4Mb/PfZ8GsUfE2sEZ2j1drE8lcdWnQNI6iaZFx/vhOlLlK/S3ytiaOMVLzy+Y9zXyIHiaHzXnUXm2KIqbuT2azIbLi9OlRhy5S4M9nc8ks1SMRji3sY/W1EpqNIVuj4ga6S4iQYhmWz+67n0KtNMkMm9hEZTwL4YLRNtzmPBu8GD6Gj36YWL9O7Sp7bzXv0SOfQKZw8nFuS2+Ts7macU5DpNvcn3mPvcKcohZK1jqCvAkPYWD1TfpXO+l1zpMi3+JB5YETrubpJVl8gfzORo+yR3PBbLDt0k03+LewjtsaaJ8WZLOhs3Ll81+PjMMcOhNx+TV0W8VEG2ewGfUs+lsISdQzIT2Pv3jb1MaSWF1+FcsNWnwKddZVYUZtlUR7DtLWOtmw7RCzDrF7vI5Ppw8xuOtt1AFzFQN73O7f4Y2sR+h0UgkV8BCURFqbYBHs+WYzGdZzSnn2xv5POqYZL66gTlpB3HRdZY1FWxUZjMmrcKvcPKWKc6F6CVODedhEEjZ9Vyl2ppBlb2KO2XFKCTJiOXlCAbsFAzX8Ly4mRdpOZSEVJh61eSNTbERKCB/uJioo4/9rBvsi+JUWy7wzP4aX5a+gd74Nve6e1jNS+HL6mN8eus2j6tbGWqr5WQoD+3AGYwjatK23qdsZZppcxkf2n6NxLFMxWCATKWfNoWXH3qv8s72POtl5bw/eoOXs68T89ZT6MvmVd4x7rVUMLZzkkO/lUNPHl8U5/G4XMrH4g4+ss7xB8M6v9ffRag9wYF6HIdQyqZ6B5uzlQmng1NDA2Trhwm1F5CsjpPrvcCMPUBoror9+QsMNXkYE03yePxNmnXzzHQfMSDpx6q10GkvY85fTVOvBb9yjZg5RCjQxcvkLGb13RT0eQncbcZjFZG7OIfG6GBu/ToDXRW4x8T8UaJnXtXCnLoMS3sDreo89gRXeG59i82aFt5v8aAMttPTK0AvVqLvbKZS1s8f1KOs2q5ysHzivwAyfYWduTPMtqUwW5FLX/cCQsk6Uw0RnPZGfMMabo2lUzVSQ36oHrG/j3npFgZPmIG+PX7QPOJQtkGLdwO3q41uexkHwjqeKe+y0C7E2CslY+w85X1nmWhzEW+3cNRyltfXA2SHkhjZvoKlx8z4XCfK6WIyIkLCQh/dsn0ey4UYRYcMOhZwtwmRaBv42PUbHrveRGcTk9AcIRwWsSEOotE94gvlHA/a2whputiYy+bq3AR/d3hE+d4QVxeeUOcdoX10jIEyOZHcbsbL8rGo0ugdaMdm8PBnQwqf7y39JNsJfgbIz/3l9ZMC5I+7exTGd5ho7mJu5ia5oWuMeM7xwqfmscPK3uhZJgRFRKRCnutPsDJ2kbttSewOnmJVWUdhfyon7QGk3izO6xNcnZ1kPX6cke5MuvXXUakv420rQ6NyM1RZTVm4mgeCXNpGWlkzrrB6u5DakTkeRHJ4b/ENyqd3WC9OZrOukMF2FaH2EUyNvdjkLrw2N4XjIcQ+IWJTB2K/jPPrCbyNBaznnmDH50AxUUNpXwUy+wpzs1msTBai1URRO2zsr6QT0x9wY2qZI1EDa4oN1rSHdFo9fD16C09/PUkzO/yz+pc4WhS8fecDLI4OcuJXUAwP8A/qhxRN3UDk7idnsJjL+hhB/QAxyTgLLX2kyDYY74wS85Ux4UjnG/fbLDV0syvboCJwEUNPO3X96bSZlYjkJlYW6hlUZpPUL6FCqKIxnMQT+UnMXe1MzNQybIgQdBnY7jQQ3K3mofUqba5Kzi/sMOK8zkvFMT6ePENPrIiPpcd4deMYq7MXWM67wXNnJ/N3zjKqj/G+Kxe/ohJtm5Sos4WNoia+T28iVG5j/3YGIouJgdEmEpJKHiWOkdUnY121QP5ICfn+NLYyctjISOKFfIpW3QAV4SR8Rst//cKrF+LzdSMYyKVuJcLD1Hzu1TfRPhzim8o3+WfDr9GqoohVSXyrvc6VgS6iHilRgRZfrJpxUSU+YwzzbjctQ5U8v3GNT2V3mVSM8pFilHWXlPW8C1SORemOOfik7wp/6DjFd6G30EeSeOhMo3R1hvdLbuP1SciJhDBq3Hx74S2slT2MN1Qi0YRZFCgoCObzh/xzPGw6h8BXxrr+ND9qcrkUvYlHNs+GNZ9VtZVRUzsT8kwWdHNs3rmKb0rAd7pf0dNqw9qtYkIwTJ0iQbxzAFfvLNP1MSr7z3Ckv8meJIsxjxyl9BbheAWxuULuT59idfsCbmMDXRoPnqo6Itp2/kX9KwZs/azr51lpE7GbdQmzfgVfs4CvNO/RbLezcTuVdZGY/8/y3zD6ukmkF/Beu5c9YQsPbhYzndbISMMI7/ecZrn/Ev+qFbLi6cVrivF77TlWVm4S78/B09zKfXWcQEsdg3IRo5K73NHK6LLq+efh39Dd3skXvUHyoglizQ28tjOPxHAbR6+Q43MH3BnrpXtAxPeRv0fq7mZl7gqlJjcNgjmGGqQ81R8nrXeZ8RoJGzMn+cT9S7aNeTyrusqPxnM0xh9zaSKNzHAaCZcDz4CApvFtem0VPJIOcXtukzd23ketayctmoLW4aFTsoeo00Olsw2dcI9C6RRD5Sn0tVXwj5azTLWloJ/38WGghkrFKhHXEkKxiieeBc4HdkkemCV1doXPc8r4t8Zf8vjKVXIjhwwOtrFl6cDU4+foVh739t7EuFBDbTCA3DbHZ4Y7DFp9XJ0bwtqfwc7wGTZMl8mIFDPdcpMHc8cY183zVUUZW302nrVY+EQ0zoOxs8yKS7BZBfi7F/EZ9azopNQ5uhmWb6CNnMXla8Ybeo25xh76dVMc9E6x6Mog0f0OEU0fT+VzTGrjHKycZm0hhcd3XidhL2dCuEiuJsRuQwHXtZOsFZQTaW1hROTicDGLkCyJLyptfCyZ4cW1dFYqKznSXqZPcRXfQDpLZdlMK6vo6B3gtKOf5NBlTozk09/YykLsCu29mWQMdJCsnEQrvI2oN4PmgIUOSz5PGuR8lJGCwG+g1e6mKBxjZbCS8/HzDJm93C1JwSdJUOY8y1e9v+J557uoh95kzm7BKG1kLFxPTJBgXBpE3Z1LwUgjw8oUJBEPl3deULM8z6KrmCXXWzT6txANaNi+e4IetYYflFc4t+pnUGjhVegk7y2d4XHgOpnDeXyb8yYbreUkti7ywj3GY++v+bK8mpf1Dr5qaOcT7V1euh18a9jF1XmGu4ZsvNIECe0ujzRjqAeLOdk/QqPOxJgwn5vaKLneC9w3T2JeFrKXuMpIs5GQYJ7n3jeQ2qaY6V7HrfAw0GOiy9FE3N2KTiFC3LfGuGoGv0fC9zkZTGh6ueELE98rw622k76yhMroILaYxYQsE8+YmO/bxUyarKxoctCJOjB1ZnAkucwfzK9xp1nGQYuNAUUZQo0MZ4eIDp2WtiYtf1aMsuo/z378GlHhPFszV1gIlDLfepM7+UWIe7YRSLeYrg8RcuVj8stJDt3A4FWRH6qgLBxhrGeFtuE1lrVrfG64w3uqNUyqGeQePe3udJ53a/lOtku004NHLuVy7AISxwmiHaNEO0f4J8WvODWlJzVylcjuVQY7V5gMyzHNVpM+XstkyzCd8h2WRaOYRQcMOO/ga6hBYyvgmfNdnjrexdAvYU99F4t2kqcqARXDT/hItcUX0nS8GgtbcxmcXJnlNzvzzKzdJNA9h9BkJ211g8vxHQKVXYzW1BMVXKJ6uJhV2SZfGm/yxycHP8l2gp8B8nN/ef2kAJkMhsmLzDPZKmJyKJ/O0C2Gopd4ajPxXDXKnemTrHck4+/p4VHgBNOOUvYll9gbOcFyZxUFA1mcsgfQOvM5b5wgZWyS+eh5RmRp9OgqkLqK8TZk4zKMEippp2i0io3WayhGOmlwD3J0I4usmSOOZm8x7U+mfnKeWEMJR3nphOtthLrHMXRE8bQL8WmGSEks0OMU0+mso3ncxtW1KBZNJtvpZ9iKiDAN6miwiWnyLjE1lc1gIo2a3mm6LX3srWawqNnm2sw6q4J2FuSLbGgOKQ+M8b03nd6+Jq5P3+H/1P8VfS3dnF5/jravkeJYCnZ/hC/lC7RFCuj0DpLnL+CcPsp0qI0xq4Uh4QzF4lUcolkSfWU45DN8YT9FvL6VWd0sXb4LaBQipI5smk09KHRWltdLiZhuc8mpp1zgoCBwhXujJ7CIBExE2wlqo4QCYt6ThIjsF/HEdo4aj5q/u/cJzSENd8Xn+cJaRc/cBT6rfpsvU09xNH6MyeJUXg4KCC3eZkU3zwtnIwFdGbM5RexunGY/t4qnpV2sFOu5dyuZoLmd3lAPD4Q3eTn9a3L6pewr18kOFdDozGOyNkiiXMdz/SK1hhDNkRR8Fi33H7zOuqqFocFOirzXaIsGeJRdxkcpqWQvbvGHlNd5ZryASjNCojif7zXXeHeklISrlrDYS3i6kLnmYlzKFaY36+nvuM4Hddf5WHGfhMPEF60OvlJWEK9NQeY2khgqxuiXs1+azcvp39I56aVidZyy/RCR7kaqDENodyWYlVa+u3CMSJmcQF0zXfoAWx0a8gdz+V3SGT4sPUuDr5z3Hed5oi/idrAco3KMdV0nCUsrk6Y2wsIsjqyrXDbNM7PSyJPg67SIF0hI84l0jtGsCfBYtkqddpKl6j4qXGf51HyW7zWn2XYoabZeQjaoZWPtGo/7TzC3eguPu5xWpQ9DQyMhcxffiE8wanawalknKOzmbvYVzPodPM3dfK55SJ9zgO2bKdzvrQDLfyNsrmclLZ2HwigHnY3sJldga/KSKFDzzH6cBd1V/rW3inWXDZdumR90x9ifP8dsfz6e5ibeV3Yy3tyAX9hMTHLArLaLcU8z/+n5ayRdUp7JHXSOTTEg7uI3O3H69ClY1F2k+OYQLgZoCXbwo+/vMLgEJJYuIZHHyBcvc6eqnUfzxyjsTTBTLGBt8jQfun/NkTqZZxnX+EdzLnmzD7kYPUfJcB6D2jaCvhrKovPsGceZ6m3j2sohv3j4OVJDL2nRFEr7TKjEB0jbTeT3Z6AT7ZEjXcDWkYWvtYZv7KeZbL+BZ6+Wb02D3FbvEHRMoGjr4r4vzuXoA05671A9PMSYQsX/1v53fHH6NMXD+8gm3HwsldMhHWD7ViH3dt5kYOI2N2ejWFTLvNLtEbMMc3lGxbbzEpvD51lQXafQ30qs9RYPJ99ixWriq7Yulvrs7LXL+ah1isfjJ/Fbu9BaxPT3TuMzGth2VtLXs4RbO0zn6AXu2froirzNQnMjLv0oj1QLjA1cpyd8hlGdi6eKOcZsbh7OnUS+oWNv9xTbzhymFYukKBf5s+QY72rWOGjNwS1XsNw6w+5SGndbyvmmYZDloV5G1C28uHyZI/k55LokhJEbTJXlMKetIqU3RrJXQP7QZY6H8rG2ljIwnYSsK4/zPj0tOhdaYTpCQwalISUaaSqvBGV8mX0es03L5cQGSosB+6CI01OnGTD52G9Npl2+RLnrDF8L/gdGkxRz6DgBXQcKRyWD+iHCEilu1QCaljZSJ6+yoMilLRbjzaNn1CyvseAtY8h1isKxfWKJTL53awmG8vm+N4WsaTGC/jW+Gn6LncXLPA2dIyeQw3e33yTYWsCDUQVLM/V86HmNV3WtfFmr56vWHp6r9/nC6ucL4wZTNXm8bH0XidhLXLvPU8UQTSOFHLdOIld3EhHWccY8jEKZTsJtwj3rYGs8g0CHmpHOWT5Rv4HP10dcMI9L3cdEmwKpXUhQJ2BIXkXhxB3CsmV8fSr+2J7FuFLNpdEES3eK6B7dIW1lFaXRQX+0iV3HWUJDQjZlm8wYQ2ypbqOSiQg3puKTVvDvpl+zLTBxv7SFw7Tr5AxbCDS0kDMSxVDfwO87w2xET7PsLEEoCHJn5ioxtZrNrsus5zaglawjkmwz1Rhi3nmRgsAYKSMXmXT5KQqVcza2yVDPCgXxezwTz/HEGeGpfo2x1hjCATdNvot8Lhzh2645Rrqn8CsknJu4hM/6NlHBDGOdU3za/TYWWybZo7cI7SYx0nnAXJ8W85KA1PEcJlsmESjuoNQeYhTt4bIf4q8rw92XxFN7Ml/bTzBvHWdYukG/YYjHjkoa+9f4QHPEn5QnGdDbWJ3O5vRSlHdXI8Q2UxgSLuDo6uKBNh9Vsx6B3k2g3chK3TlKhkvZV2zwvfoCf/703k+yneBngPzcX14/KUAe761TMhRnoktOxNqEPXyTiZkkXmj9fCybZ3X+JLPNaYS7BNwbP0lUJWfLfJ396Lvcqckjz1fAKbsfq66cyxYvt4dmmBm5TkibjFzVRcdgLwN16UgM/di6/RSOVrHVlox7sJVWv577STe5sPCYtcUcQv0tlM3M4RV38zz1CuP1QaZ7/AwIwsyVlDFo0lI7tI/c3EOXN4/s5XHS5gapGrnMYeolduIVtHpqEekHKArNYFm8yO5YG2WqSRqMPvbWM4gblsmLLjHZY2JWNs+Wep/0sVm+t2bR6NKSFl3g/zX9d3wtrVxcfkqPp5byaCZB9wwftLnQD3Ui8njIHizlsm6c9eEsNozVxLrmSJcsUKPcZt1VQHbsERuWPMLN1fTbHWgcF1FqpBQOJiNSVSOy9jG1UEK8/zpnrS5yhAEK3JfZXzlOn7qZkSEVA7pJxsIt3O0N492pZ895kTJvP2nzh1xaXsGvLuQrSyvqiRt8nvU2DzKTeRx+g3hlOp+O1eKK1nBonuUzl4KArZTxigo2NpL4KKWMlZYeDvMVvEi5zIa5isoBF9+I3uFj/+t0DXTwQLFDRjgXtbKcQMco0cYwH2kWqdGHkIxlM+SS8+Dobe5Z6giPNNPtzqHXaefDkkJepZ5gKNzLP1T+lk8EZ5CZXWzka/lCeYnzI0UYrBqGxZNMzWfgkXdgUM1zNJ3HesZZvtFe4BPFIQmnhc/r9HwgluAWVyHrE/Oe7zoFoXoCzZ1kH0xSNzbFR84rGA4ENI65eb/mFs47HfhFPfwu7QTrpVpM9WI6jG42O52U+G/zbelNvso4TcVgIZ/1puLvy6XKqaFg/CZTxjYWHLmsmIQEW7JZdc3yG80uw55dDhJvoLEPsC+/zVCnF73CzoFsA7FsjfvFpRT3XeRjyzlGxDr+bL1ExcgFCqxjHO0c5z/sf0V4vIFooIQusQtHTTlhazd/lNUxapGzZdnFrpCyU3ALi/4QV6uEl+oHTBrm2Uu+wTNdCv9W9CvWW/PZu5HEE2mCRyXluGtsiK0h9m9VcRQ6zbz4Gv8kzWHX7seq3+BH3RsczZ9kWl/FQHMTn2ec5F5rC972GmYkh4zrGnnuT+b/dv4VDpGOA5mGQXcIna6XNzcCTBgy/uvBBWM/17Y3aIw18a3hTdz2Nkbnr+KU+kmXrPCsuJkHR8dolQSZzG5gbvgiTwOv8Uh0nY+uXOA7i43i6BqXopdoD9RjFTXSN9hMbWiMsLOfGb2aGwt7/OL+ZzT19ZM1lsGNPi0a4S6qdh3ZjkwUij2KelZQSQsJt1Xz1HWZxY6bjOzm8aVxnDz7IR77MAlhmK3BELmTD3gruI/Cruf9djFz7TW8KMigyrdIZXic70U+biuijGc28N7EMSbiZzi1voG7d4lDwxSr5nHOTTbw3HaNjfB5JqVpDFTlEW69xd34Ce57SvlaZmPabme2u42Pm+PsrdzEaxMjNWt4Ip8nYDCw5yzGIZnBqY5QFznPD9pFyqInWewsxWH086FlCkd/CfXBOsYM/TxRLzE4JOdF/F26wnqWd6/yxHmTSWeUqt5J/iR+g99odrkjy0OjkDAvX2BzJZkPy5v4Q3ucgeEG/P1pTDc1c5B7AYk6icJoEvGyApY01ZzrTZAzWMyNgVKOhwpRiNJomshC1llE2oydRCQZubCATlsRadF2gk0Z/JP8PF+XHGdIo+X1nceMqupoHBKSGcrFYfSyq06nUThBqfscn9SdwaQX4QmdoNrVSf60Gb90A6/hAhMaAfL2brJHGnikbqMqEeW1oxfULO0RD9ZhtyWTNrfL3elT/KP6kKW5W7xU5NEcLKVoJs6z/nOMhPLYnkoiN5TP79LfxNyZyafuIJHNi3zqfp1XLWI+aSrkS5WFr1oifKIP8cI8z1a9hG8yjlGsCnGoPeSoo42sYB2nzFNopHX4JF2ctASxy8pxBktYjPezHKjAZNAR7IzzUvQu68PtTHdFsesGMBhDKBxC+rtaWFKkk764zbBkhSG7hX8wJhGVKjk/vcPOWg63FidIWVlHarVjHFCwt3yMKbuOhGSbfeUEdxQ3UcnFzDTeolRq4N9Mv2W/x8NnSSloLO0kxwKM1paTFZnC2ljNU4GHO7Mn6FB6OK1cYzl6m5hawgPpBeKFcsLiGeTiPaZaR7ine53ToWVuhS+yaJmldLiC3yzt4u9ZITXxiFeCWWZUQj4yrDFbP4XI46XFf5yX4ileiKKMSWYYlIm5Gr1KXPMusa55xjqnSVQm89LwW0rCaQyvZRDqOGBRZcK41UPaeCrjbYs0aO5wdvUjdOI7OEwP8NWVE3Kf4ANTHr+3XOWBZheNIsqhvIyhYTNi/QiPtQ/4TnGZUbucSLSSCwkPyVN+wrsZDAnn0MrkfN55heGCDgp8kwx1+JlsOkd9fzcPNDH+1HWcR+9v/yTbCX4GyM/95fWTAiSxuEiTK0hYamRUKWVs/Cqriat8KpvkpWyFhbmTRJuzWGyu5e7EGSIyD2v+LPbGj/Ow8Qr53mrOOHz0iSu5apeR1hdjyp9M2HoDvUxP18AIrqYMxL1KpOZZakdq+UIxjb9fRJe9h3tXbnBm9SGPh8/wudNB63QQu1rPR6nnmKgfY1NkIyb2sJZXQNDcg153iFovI2usn2tbdyiMe0iJnOJeXgobszc5M3katTJGWjSOafUku4MWTMp+anUB7m7eZtA6jbpvkrBshCnZAiu962SOrvN7XTqlzhCFwXH+2fQa4eYqUqfeo2m4nepwJlOuVZ6VdRP2WOjtN5Ma7OCWJs5cIJ87hjymulbwNijJ713lwHOTYzsf47XImOlJo2ewBltvPj0mGWmjN+jtyaJkMMqgt4mZ0GXOWrxkSEaotVwhsXyGQVc5g/0O/Jo4Y8FuFrVOPAkzkeFs6h02Oh2DCO09FMxH+c4oZHTwPJ+nHGc/JZlH4TeYKU3l/dl8tB4ZT1wRPnRZCbnzkaoVLM7l8tnNfGIiC8+yu/gq710eukq4YZnkjzWv86zyHaL+fB70bpM5UohD0om6V4+3pZJ18Q4tJi+m0WLCAQGPNlJ4EqwiGm7A7mjFI5TyZVUaz8qv8XF/MiOmc3yRdQqZQ81Wnp4nkmsUDmVilLsIihdYXbuKv7YAi9nH06ZLdOmy+UF3mk+UO8TECd7r9vJ+k51GRy8CbzPvDd6g8UBJ2sQiOzPXmfBc4f7gTYJHRbQseXiVdoqR+UomG+v5pjaNjyvSETfpkOlsrHQPUOu+yhfyXL6/fZrioVx+VF+kJJSGUTbLhYlT+JylbDpvMCmZJtRQT39/lNOGNYbMuxidNUwvZLNpKKFP2sMwyHFPAAAgAElEQVRGbwS3eBmzcJcP00+S573KQ9sNrOIxvjYW0Dh+mjTdAu/tv85/6v6aYZeBcKQSb2kHntoSxu0Cvpf2MG8UsOm4h95gZqG8CIP+HrpuMy9VB+xodtnMu843te/y8vyp/5+d+2yKA0HQPP8VLu5uIm5nZ3qqy8kLCSEhhxUegfDe+yQzgSS9d5CkN2SSJD7x3hshhLwtlVNZlema7pket7M7F3G7dxsX9+Z/36JedNTvUzz/Nw/PCi9zeP0Gn0iivL6ZTqlkDpHRydH1fDamLzPXkMD3XWkc68NotDv8i/o97q6eJSxswdXYwvP4WL4V1OJqLmOu6y7D6hb+7PyIf1bP8Ug6xVqPglW1l44+PecW9GyYMunV1WCwiklZnaVmpZlocyoBdQ3GaCIhhYK0rlUelDZz/OB9Ap19+G63Mu28xnH4I55KLvFccppdxxxSk5P44etIHAL660tRWLppHPGRNVzPmGOdzLEFrm+9IS84RsFwHrEuHVLxIdpWFemmJtp1e5SLN+nquUO0s4z7jgQ2Oq+imutg0RZGMfCAPrOXb2RHzHv9NIwfcSJwhFkl5aeGBiKSZo4rWmhyeEkcmuePXQvESmcwFvTwwniC5dXznN7exaIdZlkZ5kAX5fJEAS3GfjZGLhIVZRMUpuCtSWPPf4FHoXh+UA4T0psY7K7ks8YJthdyCJjbEets3JdPMKjRsW+6g7drCpNslLqhS/ysWqYkcpmw+gZWvY1v+kfItzcTGyxkQRPmsWyKyGgz34Q+QCVpZHbrOp9ZYolMyomqGnnSGM/7ym2mVOW0asQ8bQ6zspLAtzkN/Cxcwe5sZVh3mUBXFxvdsaylX6TMcZVoSREmuYRssZs0fwamyVzOBAuo0qRyOViITJRDVnSQw+VztHZX0KOrJTWYzUZ+Mj+bbvBj+YeMdck4u7SILKgkc6iCHkUxOq2Zpb5qpI39JEUyeXv7NBZJM1H/7+iRpiEMGmh1HHJjJUzIUoOtWU6jyc1zVRmZ61Eu7e5QunxEMNyCTNVIxu4cX3Wf4s/Kp4z3d/OF9RZydxIpW3MsqjJxiItZWL1JwWA2P2Z8iFGcwlf9o0Q2zvKF/T2+blHzSnCBb1SD/JTXyxPlEI8t4xy3uHh3+QT5hhEeqA553NhIvKubm5Yg2rZChNoKrqnHMcvqEUTOcW/ExmxfKzqjFm9niNdtGRyMVqA0bmPSuKn1rCG21THQWsdTSRK31rbwiKIEu1V857jIuKCLc8uPuLuSQfp4MWe3D+jU25AYtRwtn2BSFmLd3cmnkjlmejLpkzSw0RTPTbmdd+rzvOwa5H5SPI2+Ym5EJxktz+WOfxhNZwPR+g425s9TKJukQeEjMHiH2f48doRNuMptzDeH0LdtM9fq543gd3w8vsCNSDzNml3yB9ScWJvHLV4hdfYJ3wkW8NYU8UazxGztLCK7hxZ/DF8Ip7jbE2ZaPUygq4eKUAwRQRwTgkVG22cYK87kieJj6kOJDE6VMlEVYVZoxbwjIH0khXDrJun9+7y//znyrmUsyvu46yqI2s6y2hfDp8phPMpxGowS/th6gcaJee4qVzhWPuB5dzWrznL6wmIuRw0UD1pxHdxmsHMUkb6P9eZcNhKLuTKxx2RVP7quDJqNNr5S6/G5cjEsj/8q2wl+C5Df/OX5VQNk/t5LCtRDeJQuxtvlzM2dZ3vmCj8Ih/lWNMXk2CUmRKncrcliZ/gSYdEim8M5HIyc5pP2E1xzNXGlz8XKyA1uDLSQZogw1p9M2H6d/k4nUuM6ptZ0TE11CPuj9DgL+Vq2j8tkwSop5m3sOS5uHvJIFcPXhijyCQUWrYGnGVeZL+pntdPJjNjJSlYuDqOMZu8S1l4Pd+Q75A4+pG7QTkngPMcFOQwvJHFhPAa5PELq6ARLW+fxDjiZkbST1xvkaPsGrr4Ii70RhnrneKPoYUMSotB3wDvVVfJtS1Q6PChGtEw25FE0dI87oxIqfQmsWQ94nF7MujWExiYlIWQkVTHOsLuaRWMBUx3bDFY1cEu+wIE7jvTjKTQWP1vaRCqHb2ES1dPaJyR+9CpyQQZXomv0G8RMT13kstFFpiSIVHgV/eQNRiYy8Pb3E1BMElSNEDYoWfX6qFswIOuVIJUbMPaUkbMyw6bdzI7lDIfp8Swnp3LPfoq1/ATuL92k29THVx4HK1YX064Uqh1Wpoar+TIhj4DEy2e3avip+mMOfcXEaZf4OfcDjnPP8DAYy55qkaxAEU6Bicq+EuTdN1jo3EGuczMQrCYyXM3xTCkvxyqZ9RWzdecOM0VVfClK5J9l7yMPhJG5FTxJucmAroXZChsHbQkI3YnYGvV4RQtsLlzBXZZLsFvJg+IY8r0C/qiK45Vig3FpM+uSEb6u9iLTWpD4b9OxaKVyU8lIYznfun7P/9T+FZujSSzcj6dse5CX7VfZFqSwXFrEj8I2/q3qb6locaDRqBjudiNWx3LfUcKPqRcpCGTzX5UXuT56k97eSbIGY1E607hvucqMJMiaYBXRwDDiTiMm9T65wyHMJhG7i9eYNEv4XnkXoXCZ7o41nqadpMRznam+Ugw9s0zLemkdPoNAMcjju7/ngeB3LOkV+Acb6GpQ4KwpZc7czKetHRyqW1mz3MOi0LJekc1Qex+KNhWfSTfYke2yUpHE9/EnmBQ18CTzOpsJWXzRPcqzxCJuqeaRG/pYS29ibeYqm3VXeSxJ4IV+Crlpl3/R/I7H82fwyNrxNop5ffECj3vqcLeUMte9jkOt5N8cp/nF5uSu2sEnsnm+l67R5g1weaqLu/23EBpLMTkFNA5bKNzrx1+Ty5CsmLbxdLymZtK7VnlW387xg/c5lOgxV3Qz13+Vw4lTHBtjORy6gD0yxJiom5ThFFQWMQJNL11aGa0hNz1zBYhGVigenqN78jWJs3uI3K0kuwZQde5hbFORojVR4dymSbiDtiGPTUkhu4NZbEsvI3epaQlFGBm4h8Xs4hfFY6acg8hHDjkZPCLY0crPtYX4pW2sVdlQD7ZzMbzMP0h2OStbor3KwrO208wuXeXc3h7avj4WZbPs6ya5MXabQmeIjckLrHem0mXuxNGawv2uCzwZPc0f1As4dRpMigK+bBrnRaSB4f46WlRD7GisjGh07BvzicjGKfJW0BGM41P1EhVDKfjsp7GatHxtnuSKp5kr4VT8mhF25cMsT9Xyo+MD+hqKmVm8xtuBGAzrF3ilv0i0PYerqkWc6nacTZN802JkaiGJd6kVfNOzjdvSyYzwIp7eHsbF17C3XWGgKZaVkmoqe/rpau0kY+gGoe3TxA7lc8FdSbE3mXZNJiUjk8gnniJTFSFTNJDlusTrtHhmdPUcZV9iqlXAjVETqRvzJA+VMNVzDYuyA3u/iW6pjtTxAr7N/ACFUsOK++/oUCXiVIzh0rqoGq6gM2LA39THoWKTp6oEru+tkboa5s7aAwbGu2k3GknfWeDvq2P5RrLOmmyaL8IxOJ2J5O2FCUgrsLcUs7ITx51ALt9lnMSizuC1w8fkygVe2z/gG0EfL7s+5gd5lH9vKeChwsR9u5s3omm+jz2J2hxlSLPG0w4ll/u0FPf3Ya3LpGYgk0RFFLOyncbIKXanlET1KvRGPa4eO26Zh/1II/MyNT6ZjYrAKvWOEqblpfzQm0bmxgoTXWbmxUKe2EuJtnRydfWQ7fl8csZu8vHODoWOEWQaCYdzF5lVulkN3OJL6RoOSSWHkmus1McTr3Hwh9qTfN47wkZaDJXheK5HF/DVFlPqGUTe3YC7uorp+euMtg9yxzePzlfPvOc6o20RnNVuFmt8WFrWme8I8k3VB5ydGyVh9AbZ6nWyjAEuzQboE29ye+IBXwmXcZff5olilJmGOXqtLroH63jW6mNBHuJQ62ZIKEfkv4Cv5hZTwiUmOiYYKynG13YDcegsgyEBS3kyptrcOHebyRvOwC/Y4dLgfRKiL+mVLGCQHuJsrmd1IIZJfRNv5esY3QUkqQP8R9cJMqae8KlyjyfKR+xLLByEM5AMu7kyoUQfqsBwUEqky47Q7MfSLuToRiHnZx+ykt9NtbWMMu00v6iqaRnqwuzR/CrbCX4LkN/85flVA2RuZ49U2QS12ijRJgkzS6fZnr7Ez8IQ79pHGXMns6KP53nTVZacCXja77I9lcndyCketp8lzd1OgcbAy+aLJDnLSNFMMqxPIBi6zGBjALXqCG1nGoHSfEQDIbTmbP6keMSn1jbC9Sk8SrxJ/M429+qvsdyqQT/eRb/BzHZxAeu3WpntDLMidrGbmMyItRmJ14pbuESifIsY/x5q7SpycwHPykpQzSVRbC2iXW8hbWSK7b0ztJvD3BWnk9Yd5sHONRzOAN8KJpiWrfPP2gSeyqU0DxzxTn2WPMcBzWYTf338KUPCYpoc66TMGij3Xuau+SF7udVsWYYx2yVke73cUkfwO1oYt1YSbd9moqqZJOUMc950Jh8k0zMwzSvjBcTuenSCCqpcjZyPpCDvTCMpuoJBJ2Nk+jLZ2gnypRM4qm/QEEhmbvMqAYuLgHSa0WgRA9oBjowrXN5dwtYuRCE142grJhDsIGvtgAfSkwwW5zCSm8WuKoYdYSLH4+eQmOx8NaSh3+xhI3CDbpOakf4e3iYW4O4N8VliId8LrrA7mcN1xQJfJp7lXtppng2fZVk/yh1fGf62MNeGL9Giu8590TDe7kW8/hYmp4rYGq/izVAtn2TEYtFY2cks4FvpRb7pTkFn9WP0WNiovc1OXSoOmY3V1kwc9mv0VQvo655k3luCqyyXFym5mPzXaPRKeSvJ5IFinXxlkHGzg59rvVika7jdyVzfW2XefQVvazU705f5UhdP/2wlh8cfkrM/weO+dF6lxLJVkMOhTM227HeUtXlwqcQ4etQYFXF4hgT8kBZPXvAW/02TSNz4DWpNerq1N6jxX+VzQzxRSZhDcYRSS4RXsVdpU+5zYXmdFXM2o5IBPnXb+Fa1i6Zzk+4OP/uZp2h2X8VgF6GTbuIRtVAbzuSd6TQP99+jwHeSgvBNHN52VOYm3M31rJvqeFEv4TO1iNG+DSwKPUs1hQxW19FfUcLrrigzXTPcy8jh88wLPFUm8DzhGispWXwjiLBZYiVJO4veYCRabmZn/DIPGy6w0ZPMF5plNMZd/lX3N7weP4FP10ioupW3Z86y0lNPSFjCaFcQq9LKD8MJfBNSM29pol8s4mthBPnQFhrfFqZeM+3GfFQDAiSOTm7eXcRVeZvB7gJqh3LRetooFs3zqlfG0b2PeGWwYJTIWdfFcW/+FHd9sewsx1E7N8yDmjKywukYtT0UjHgRyXsReG0MbmeStrRE2cg6c/ZHnNh5QoehilSbAqlojwGhDaNyjsxwlC7hPtbyAl7Kb2NaELGhvYJTJyRlcoOJ/i2MZgd/Vj5l0hbBET7gROQ+szVV/CE/Ebu8k8XqAN7xPC6MrvONdIWTiiXKW30cF13GE8nj8uEWSqeCpa41dgyj5AyV0jQ+xNrsBbYFN8kJjaJS3yTQnMWTkZP8UbHIgEaOWlvE161jrPu6mHXfplm2gNVkZEpt5EB/mwmdn6zBO1j8sRz3zNMeKGLcfh63p43Hyh2SBwtJDidQrQmzpZ7g3kQT35pOIje0Mjt+iU/8cTyZP8WovJmpnlpKVUso1QqmBHa+6tUTiabzLrGE+5pD/EYFO7XncMkk+NqSsIqr2UqPY6GqkXqBFkt7FdWzMXg8Ym4M3+GmO58WYypljmzaQoucuv+UGXMNip5aEoOXeJd6Hrugmu/rPma6phqdoJzuQCfXox72x07i0xZgsaxwPTqEwH6Dr7M+QKrvZ6vvQ1rNNxlQhQjbpBQH0mkadrEnnCbU4+cz3SViD3cpj5rI3LiPclqPekhA5swaX5dlc7/DzfPeXQ7td9j0X6RrU4ZGIcBRm8/G/nlKvHf4KuM0w6Z6NgZ7iUavcOyM5W23i1eCj/hFvsB/77rCv2tieOQy8I10mq+unGVWv0aPYYKnvU5iDC6aHXIc1VmUjMWQbbBjUPZQEzrF1Foza2ovIX8TM5pWRoUD7Hm70fcOEOyxUzG0SqmtkKihlgeCNsrWIzxVFrHcpWVLb8Ej0VIyv8DWRCk3p89zcWWc8+N7qGUdrIQK2fdWMqFL43P5LpquZr6XfshYaQLZqg6M0mt8KR/BWxmL0nqGpIkFHI2VVNld9PS009GlYGX6En7pMjV9fjTuJoZdaYTrgoTq/ayV9WFvXCLaOcJPtz/i8qyNWyMpZBibSTJqSRxVo5bt0uHZ53X3Eq6yXO5KnUy2T6M0OOgLONlpNBFRe3mqdBAWmmj3XydYVc28MMqsIMRETRvO6mTqh88RGjCymn6H0eYhRrcrKQ8VMSDa4XL4mKLgASLVApruA/okAu7azvG8d5+36l5GPRdIkozxZ81lqn33+VJ5wKfKx6zJRziauUFNeJpL02amAjdQ7tUyKtOgMPip6bTx8EYRJxdfsJdaTo47B7dygz9rkgnUlzAyMf+rbCf4LUB+85fnVw2Qo+0whi4Ft7QrdHbYiCyeYHsuhh9ahvmxOcS4rpBdTwyvxOeYMOSiE2+yNZ3NQeQMM/U3yXMJMLY08EX2CRIHc0iQzzIoSyI4eYndZikR+TBq8S2Cxbl0OQYQ6AT8g/SIrw1iVm5fYaShmqz9GUZLighV1WEJSujvs7FQKeJJfBoToghrYi+PrsYxFSlC3m+mv2eIVN0sH9r36BoQ4e92cdBsonT2Ej1SGSX2FjLDs2zsn6JWO8VaWyJp4kGONm/i8dh5JxpnR77NL7bz/KQrRGY+4nvdOco8R7RYDLx/8AzZgByZbozLKz4qvRe5b37KUomA2T4XLruUBvMQqQYPnn4BgYEW1mpGWazoIFM1hsPXzO7xGToDUzw3XUbtakXXVk7eYCmngiUoOtNpMJrptDvxR3IpVW5TKp9l/HYCJeHLzO3EM6QdYlgdYXgpC3d/N7Oiu5zcP8LTKEaiGSVUk4d3rImc5V0a3EYsza0EC2+z3BXPnuU6u1MXMBitHAxKaFCEOBq7xoBaSkjm5pvEQqxdPt4k5vN5VwHbM5lUSbw8uX6F3fTTbI9dI2qRUemuwd86RMbgFYrt13nYZmVIMouvT8fSbB4PZem8HilnfSKLxsFJDtLu8LY3mRGdjGGBBGFoFJtCxrfJJwgIIky1lrJsu4C+oQKlNMywrocqXSxPsiupn0yg31fNK2EZu4plrihnGTG6+ak5gsJsYcMey8W7B3xruIq1o5TAYAubS5cYXM1i6e6H3N4fY8TSzLOKqzxPiieoFtOou0F5m4dhRStGcQ1B/RU6x2y8LsiiMHiDd7oiLk2kke+twtaSTkHgIj/orhKRjPNYvkKlxsN3J05SLtvm7OoCrwxxhDpG+FK7wvf6VayCbXxtchYLz6BxXqTSNYBOvoehrQqRr51nro/5JvrXtFpO8lhXjc3dgWf9HGpVMYf6Br5uH+FHlRSfZRKTSs90QyW+ihKMDQIeCYeItg/w6lomT7ITeC68wJvsOKYKq/iheYhRwSqpuihqg5lRUYB7wYt80nqGZd0tjkw7SC37/Kv5P/FF8H2GTBUM1tTzacwFIqIW5qTFBIR6HKp+Po8W8l1IwIo7H0dHD18JQqRMDZFuX6RDuUKzMQu9vZkOTx2VK25E8h4cggJ6PLlY7GJaW8N8odOyuX2J5zYFVcphvlJ8yNHyKQ7GY1hZSiZ3cYZXzbkUBXMwqyRccs/SLRIi9pqpj+hJ3F0iZ+aQI+kM7x+8INRylbR+OR2iDfpae3lit3FjrB9F5yGmilL+XpWCfE3IpCqNSE8155eOGbZMo+938gfFI2ZM00z7d/lo6piDwgJ+SrmEWS5hubyP4cmbxExtEFb1kyhfIkfqYT8jGX0oi5tHK/Q59EwLl5kxexE7xQgGo2zN3CTS5qXJdozAksCEKJun/tP8ZBjC7DTT5hLyXfsE4/0u1odv0ildRSTvJay1cE+fw3RfH7m+Csbcsaw3azA5BURcZxkaz2NTcUTxYCZZoWTaNQM49Q7eDCn5SneS4HAJy95zPA3H8yfv76jqHsKjkKBQbtKitrLXU8PnJj3RoTreJZYyYj0krDXx6M4Z7KpuBtqTCbSvcZxwDVmHHF1TM8O9t6leOIuuZ47isRzifOUoerLJjWQgj8zwtw9ec6D2oRAVcTUcx3fJMWg1HfzYcYKlmnLUA90opfl0ScRsBWKwGq+TvPQKh6gEkyGezwo/Qm0ws6M6TbM9E0u/loXgbfICN2gaHePr7lVMjQ18ob/IuaND7ky2krm1TduCiy6XhorRKC9L69hq1vOJbJVRmZ4vh3+PfaYGvaWBGe9V1nbP0DxQxNuck6xZNVTM9pI0nULf4HWeq2x8UneCP8un+deiE3wjzeHP/Um804Q5vpXOsX6TRlOQB8pxLmg9NDt7cFZkUzJ7jgabAZVKQZnrLMN7BdxTLvLRvWfsmbP4XpbEgcGCTmtlrKuP4vAuNbZC+jUSprtViBZN/LP2Y+bFAUZlSkSOMKpxPzvBKopmYri45OL8/CFKmZCwWcuT2ViGW5t5o9pE3ynkj6r3CBXcokaVRovpJt8qI/R0xRNoP01SdIXBpmIaDUYylB5sqkaW/HH0Sw+oV2iwmisJedJZzGsk2LLOfrEQZ+MSox0T/JL6AakjrZQMFdLcXUC+po20oBC5bo8+0xY7klkc5XksiGVMiEex9ZoZ8Swz3SRjUG3ndW+Axe5emtzphGs7WWseZLnVwUyHCl9FGoUjVxnR+XC2pjPSMMr8dgGNgQZ0PXvkOe4idoxQ17eGSnyAzWbmD4YUvpDd5Ud1LRHvx7TIzbzoK0Wh3eQL1QFvlI/ZVk1xdz6BitA4F+Z9TPRdR7lVQ9jUi17tp761j93kWj5ceM5OciG3nencV0/wR/0FJgpvs+Sd+VW2E/wWIL/5y/OrBsjQigWzXI24b4oiUZBOdx17s5f5odbLd7X9zAk72B07zSvdCQLyRrp6Z9iay+HQe46p+ptU2svZKEzm31v/D25N3OambB6/OIXIQixvhbk8lHcgl97CW1WG2KXCoWjn75tGeCeXs5UZR69dS8XBEMayFrzlRVidCmweO+N1Xj6LiWVN6GZb7OL51YsYHd30DFgxSB3k9Ae54F6j3iZiQnKd3U4zJe56BgeUZPjzue0fZmH7Mkr1AvONieQJHSzMZxP0GnjR2cdTxQqfhmL5sz0et/aAh+p0SgMPKXe6yA5HyY+OYpHYObMdpSpwkaemB7yoy8bm6GVoQEWvcpIkqwG3TYDbLuBBnpLZGgnlah/dAS3HD96nc8LHkLYX12QWhrZK0kKFnPI1IG/Po6+lhMzIJP4BJZnqOQTyeUbb0iiInmNyM4GAJsC01YpvIQ//QDvbiigK031czT2orJMs3s7AO1aOWackYW6BDqWV8dxsxluSWI5cY2YlGY/ciNVppkIyyKOpBEa7ZQyKJvg2sYgOoZ0Xibk8VUpYHS/AJWzlftJ13qZ+yMxEKkP2Ato1CpytCuo96aSHrvOkTs6C3ktAMs/2QjbrJXd4MlvA5mQGVb5x7mUX8VhZiM1gYCcnj4qxNZQKHz/f+oCh6h58zbU8sZ5E3pZDh0FP1mAGiYNnCIi7yRtLYNTfyMOuNpblc7yn2GFYGeS79nFsMhnTgQKSDqNENVKcwjw67Sr0NiHL+7F4dj6i4CBCu32AT8WX+SL2PNOKMgZqqqhvtjEka8Xals7iQBwpoVk07XqqBi+zbynl5nAx2aEc+pUiSn3X+EEXT7A3wqZiEaFEx3cnT9LROc31WTNhWxuhDjffKff51rhIr3CBjfIG/HUXCNhPk+1aQKfYRdtcjcGhxh2+xX/1/G9sGQ18rsnH7hQyM3cdnbGIbVM1n3ZP8CelGavBjVGpY6i1hb6mclxNLex32HlS3svd5kFepVzhqP0Sf6j/iM2sXN41hwmJt8g2jCE3GQm5JNy3xvG2/SSzXZmIxp5SHH7Mvzj+E9863mOsL59AVRkH6bcYb6rnUF+Fq11ISGPis9EWxif13I/cJNzcwxtBgCsLE6RYolQqdmi05NNnb6Q6WIzbVcPNkXksrYX0O24jGdBiqDLyiU3N4lIydx3VSGQLfGa9yO7aee6NxTC1kk95dIgX8mRqAncwqnt5X7tFV6cQsVdPcXCYtOUZbs894EAU4Pd3X7KVd4H8PiV14jUGe2p5snGDse1rqMV76GrK+T9V19DsteI2lTInLuXkymNCxmEcjlE+Ue2yoN5g37nNibn7vMzL4ceUGHpNMjbvtLA3dpYLc1vYBAMkDxyQ6HSylZyOdOYyN+5uExwYYLxjjXXZOqO9i8hsK+xMX8HRVo+id53qgSRWait46onhS5eOipElssacfN82Qljn5XDuHN2yVXrEAvzaPu7q85h3qcj2VHNoiyNa28aISYfPdxKpu5N95V3EI7eQz14ipK1Aqnfx1uPgC2Up98I3OHKc5dHIFX6yf0hB7yAqtRV/5xGVSi/fq5L51Kdn3a3hXWIpUv8h42ovz3LPYNcIsTUVE2yNsJedSWW7GVdtGavB69yaisUh2qB9pJBYfx3mtgzyF9NQTY/x1w/e4LQH0XbkU2U/y9OUGwhDWj7rjmWnLJtQn43M+Syq7YtMtKTSMNrLVf89fE3XmOi9xtO6sxiNRja7L9Hou4XbZmJtOgbheBz39q7ySlWCu6qWz/WxnLz/kBhbgNLVKOVrwzRZzORP2Hla3cWsMsBr6Sqz0iHeec5w7NMyOHib/a1TeMZyaDVW87DgIi+NIS5v9NMzKcYeSKban8h+yUn+ST7Bz/m/56mogH/pi+cXk5K9SiV75hlk1iEiykXyu0yU+wREVAkUTV1G5JciUWjJdZ0nvJ+F33Wf/3z8hkzMPeUAACAASURBVBqfgz1hF4/U3dgtchZERozKQ5r7GtEqhdhUTiKBBj5RxLMgHsLV3Ub5+C6jQ1o2vDV0zJ/j4oKOs+tHKHqF2OQRnm98wEi9jBfmEYZaevlGf5Zw0S2MlkbGDRp+VAZp0CYwUXyJ1OgKj2TXqTY4uaaaYNKSy5InHnPPEif7xnBIChkfSmSotIxQ2z22iqsxtkzib4nyh5STpIUy6PB00NWZQ4W2jBRPF12WQ6bkG4yJhnGV5RJobmBUGmKoXc2W7QB/p5CoUsqXXSO8kOXTZC9iuF7BfpmRzQYNM6IBAuU5FEzcZEITQDIRw0jDCCubeQg9CkSKAwSqLZxGBTmDB6hEBxxZl/hCqeBYEuSdvJaw5yJf6G7iDZmIiOZYMN5jW/mQp+oFtuYyEdl1nF+aZFYah3y5nIBHjFI2iK6qh8VMAe/PPWawpJAmXQl/kg/yjeUDVkqq2Oy3/yrbCX4LkN/85flVA2RzZwqrUkWTYxJ/Yx0Cu5CpkQq+rLOw3yFju1bM+vxpnns+xC7U0SMbYXshg7vWC0Tb4+iWFPOiMJb/S/q/UzF3h+uyObxttxhfjeHPsjh+UqYjU2fgaKyn2dvBTlcbPxco+EFgZjMrjuZpDx17TnprBChEArRBFaZhG5H6UT67fJ0dkZFNsZtvb55E3dOKpE+DSRok1+Gize+jXLbAWIuNx6pycgKFbPRukx1IJNOvI7qazKRmhoWGRIrkdlzDVYz4upgTqvhKOcPRVDwvPQk8MY4zrpdzJ/yEav8AUe1tsuansfYYOLGzQHUoltfGLb7piUPsqmLcZkSoWCTDIWLM3IDX1sabxDJCLWpERivNIzbuH7+PYGmAYU0ve65cjG01JAYLiHd10NtWjFrSyoX5LXxGGxbNIvPKHUJDGaT54wmvpePTuVgNCrDNljDU30TAPohp4JBe9QwBn5aHCQmEPLcJVN/Bq6kjaXSFaF4+weoMtlfOEZq+zbRUi6LfRrXCxZPpW0y3SRhqG+XrtFoqZZ08TczieEBN1C3ied1ldguS+DHjfe754vC449H2hDB25CPpayQzlMyzCiF7Jj9+5TAbQwKc2bUcL2Uy5mmn1TrIs6J8trQNDOssPC6IJ2PmCINshH+q+hvW0jJx15bxxHKaSl0iqeEkrD0DlJlPI1IXkzOcyvRIMQ+lUsaUM/ydcheHJMJbYZTxhlp6p03U7pmwq/zM9yRRYVVwR+9jcT+OiYMPaN03kx2c4p3qHI9vXWegsgJnZQm9tXI8QgGqnkz2HefJMY7QInQj8J/D7CwixyOkNJCLyaClbSCTb40X8El9uIVuHJ2t/HT1Y1z1XloDrVQMTjMu0PJOsc9n6jWaewM8Si9CLrjBVN8pWuz7qJWb6BtqGLT2oZlI5MHC3/GLMpdPVZk4PCK84dtETFW80vVyqBvhH5UB1DoVJpkKT7sAr76QcPdtduuUfFVtZVoV4quUc5j7u/ln2d/xSexVPmuP4BJvUGQKo3LI8Xs72ddm8m3px0wKM0lbfk3K3Av+wfc3fKv5PVHHLSKlBeyOxrJWlc+bvm4cTY1E++Uc+T3E7t/n9dx5Qg2dPBN6Obu2SILZSaIxTKupCJurjYLRTOZ7Ujm/+BBNSzkjfXeotbiYyBfwxCNhciqf5UA2k9I1nnefY2ozhYeBS7jWhKgHpez3X0NkL0Wt03DBvoCoU4TSp6B00031rJui2Yc88Hbx/t1X7GddpNyko7JrkXFVLs9D7ZT0qdCJD9A0VfPfjZcZvZdGj0nMWmcuJ2ce4DP6Wevf4olyjG3FXY7t65xavMfb/DzeFcQgN9p5eKeQF6ETxCzucmpsj2z3IddG+1lKvo164SRxmwcsm0YJt65gsmmJagOUzwxxMHUaWVcDSpWPfG86+zmVvBxM5ulQA0nzR1yJLvBd+zB+jYsHyx/TYVjFXF+OXWtlV1fI8mAzqb5yvjZf4aDtNksqB8bBU2Sox3mm3WJk/SLh9bO4NfnIDAM8tw7xTjnFnCyTB+pzfD14mv7xbk4t3uOab4dg+zGtsgh/1t7iVUjEI7Of75PLaQ+tMqMa5VnmORwqIY6GVgYEcibK29GVN+CpLeNg+QwxY/H4GvpR9jcS42/C2JJG3WIO4lUfCcfT1AxPoe/IQ6U4zUF2Di0hNxu6PO4XJLBsDHMtmsl0c5CV7mREYTHCnlXUwnPsN5/hsCYeo9HIemca9ZFzDFvt7AydwTaWRHhMwicjMawMXecLw0U+vP+U91RrdC7aKF0bo0ffhzzcy/1OB7NiEwvKYYLKUb42xbK+Fs/i5BWO+s8RnbyMUVfARGUGn6uj5C256Yqa+Tfref6L9WP+vfuv+L91l/mT+D/zqi2Bp04R/2HI45V4mCnTAMpOFT3yDSpVTeSEm1gZO09J9AqKkXYEChNpzjjCu9kkr77g5N1nJM0tMtM2wpZgFL9NyOeyMiYFDxAY5SiV1XSZR3lqTWaqJZf5Dh0D0i7SFx9z4BWy5KpDMR3D5dkeYpYP6BfWodWO8Grt9wxL5Dx2allsMbBgK2Cl/hrDtl7WDG5+VFrp1BbiEDbQbXNg0SmJV89Sbbaw4L3B3ngK1lYtyc4k+hpymJm4SoXARqjtHuM1ChyiQWzNUzy/eZ0CfxyS/j40TTk0qHO5NqChw3afe8JlfG1aZhqScVYXE1b5mKhXsm/dY1At4hf9Ob7qmuFHxUU6+uqJNJg5qJFyUNLBlDCMvyqPsskkRlVBGsdPMtIywvpqNtIBD7Xqu6jEa8waKrg6/Qi98C4/q475TL5KQHSHiLyALUcy/8P4HiXRORS923Rr7uFT3+dbwzTz4/V4jVVcWJ5lSRCHaLIM92gnrdJRpnMriOTLeG/6MY2KSiyCFn6SejiyXeRr4TRPl49+le0EvwXIb/7y/Lo3vGtRPAo9FZ4J7B0FRPuvEvJ0sCCOsNnWzXJrI9GV0zwOf0B/e5DF/Fa2FzO4q7mEq/sS5obbvGi6wP9U/6/0TaSSohvG05LJ5GoM/0P7O/6b5jQKQx7alhoqA5U8bFLy1a0qfm4PMlN6g7IlL4pVG4qaZpRKE95QD/qIk4lKB3sZZawrtMx3h/hj2u9RCDuQarswKAPccfchP2zjpNnPTK2YlV4jVukoP8gfIfInkxSsJbKcxT2lj3tlcXQKVagcbUQDddgFSv5eNcricjIuq5hfjIMYrWGyxh9TNBzk/tpHCAeNdJocfLSzgSh4hbf6Zb5WBqmy32LB6qROtUzjQD0eazd+RyufJOQz0G2i3yWlYWaAnZ2zdG4Y8aiVfN51HVNrNYmeerId3XR21FDcrUQenMJhsbCs3uCV+hBZUyv5riS8y7fx6VxsTBdinKokbKmjeSjComkZoXEBl3+AZzdT8LTlMFWejbknndjZYSSSFrwVuTxef5++SC27DhUakwWB1czTmUzGGwVM13r5MrsDSXsBD1OyeDgowGNw8q74JMeNV3mYdYV/Uv4OvTcOl2iFTukFdEYVFd4CHpe0cN/sx9WnYko5gaSqld3lFIZsclRSC99WJzGtF3Ko8rDRlcOt2ft45HZeNpziSVws7sp8TJ5zJAZjGTeVM1wjpsx8mkZtCnmDmSxH03moNtOnXuJv3PeRi6f4tGuc7fZCUjdWUG83oTIPclcZT41Kh9nVzvRWPC3Lp9DtC8iemuUX3Um8pY1sp93EVXYbZW0HY8WVCC1lvHB+TK5imALxMBrvCQpCWRQ6ZMgclfTp5chNRXxlOYlP6qVSF2WxOZc3xVmslugYMLQQP/OI424R38m3eCTbwGQ28snVROpVt5g1xWDr20alWsXc2MCk1YxoPJHl9bP8QZnBA1UdFpcQuaeZqKOUz7UGnsnH+UU5iNYkw9bVQ39HB1ODuYQV5TysLeSlbImAVs0PaaewaDT8F9Xf8vZSAo86I2i6V6i1+ijWD+EfqWJN1cQ3qScJdd4hf+YlN1Ze8s7/EV/JPmQ+cJOx0iL2Ns9y3JDAa1sAe0M9085ewv4l/uboE56tnMHZ2M6R0MGZ9TWuOLq55OqirzUbq0NIyUwS0dZbJI48QtjTxbi5hBzDCI9zmtgNNnNfHMfi8A3u9e7yRed7BLYLeGmPp3vDQsRWzJw3EZW2AJGhH+NmHTp1DV12LZeX1qn1ehFEDni6kcrp/Zd46nNp0fZT3jXJuDUVo0eLSONBJTpAUdvEf1UlsXp4CUlAxJYghVR3FI/Jzwv9IV/JDByrt3k0sMK55SO+vX2HN83n0GsCPKrKwzQm5r3958SbJzEqZ0iaDTGZWox7+gRnF+Z4qtxnplCB1KZkQzVJ3bSdu5GzCKS16PUWEsOFPE7I502kmuOZTHICWk5G9XzdPoRL4+TByknKXes4y29jkSnY1JexOHqHm+E0/os2nj/LTnBfEqJt6Cy1siUe2tyMrV1kev0kWnUpA2Ylh+p1No0i5pozuSuK4T8G/grNiJJWkRahbBql6gG9PQu8URby+XAxT5RO3mW0UD46wmbPKPezY/GKbJhFdzB1KlB2hJnPvIm3uYKDwCUujcYTrCnG1lDPBU8dqo5U2sebqd+103rUw435WVSdWUTKL7FbJyV/fAabv4cXWZdZMoaJnSpir07Dk54YJmyxhOsG6eo9y+uyD9ksTqFPqWaus4K6kRNEbFZWrRcQT6aSHS3nj7p0xroKeGG+zAfHT4iz9uGY7aB0ZR6tUUFwrop7sgnuZxTgE+tY0Uzzs/4ix86z7E6e42XueVYWYvCpcgh1NPIng5o7q0HOLB/w0q7mkS+DT7NP8a8KP4LBj7hfHcOzgS5+0FfzLyo3AWEr9poaclRbKJWV5I6XMTkSQ9NMPKaJelo1Fm71ZeDbLuDjg9d4vdOc2n7CWuc8ix3zuAdE3OvRMNx+iE0fQGPIpNM2zB9MZ/HXFDDXUoddaePawl2eDbUx5qrBO/sxiVOdxM2v4esQozS6+WLmfSKeFu656tjt8NAd0PO88ywbZhf3DJOM6vT0qpuRarrpNPdTrHAjNRiocLjYGLvI3ckK+hoEmGtyqBF2sxKNpbTLjb9jm8G2UZw9TmyNE7zJS6WkL442iQVrTQ4tqiwuGFzUeB7xsm0Re0Mrr0RncFQWENC4Wa4ysGecwz4g5//R/hU/dE/ymeIMEpOQ0UY3i929HGWVMN4xzUBTPh3DJYQ1/fS6Shjr8LK5cBuRc5JizS4G4SpzvU1cnn+GWXjEc9UyX8i2SLZ1cV43whtzHv9gjCF5fpkV8QpN+lV6jPf4zuljOKjlsSKWuKU5RoQZCAaLsS+2Udg7w15yPvYSA++NP+GWs5KFOy38SSLjqb6f1YZ29vePf5XtBL8FyG/+8vyqARJ9/ZQpuYUy/xgBbSIrzlQ+UeTgkU4RbnPytlyKc/UkfRMnGGifJNSpYnMhmwPFFeRd17DXZvJEdoH/T/e/sOC5Qn5fP47GXKZWL/L/6v+K/6H7W9SGauQt5VQECnndNMCL5Dx+aQwx1pJJ/pYN3bANVU0DBoWa4aAUnS/C4h0xD7PLedTZz2jvOn/K+4B6cz9yuRi12YJkoJPwbianLQ5my8o59MXTNJLNPyqfEO5rI34ol8hSDvs9el4UnMFQ10mnsZv1UBGqNhf/qPIyu55KcXiEP2mCuKeEJM88JnNikuOj9xnRl5EbnuTc2hrq0B0+123yqeyAKmMc6+ZBSlVL+KzVRPw1eO2dHBfV4RWqGJtspGnZzGL0MqJNGV6Zh6faXIzt1SQO9JBqVtAkqkepTOCxZZ7qQTOPtGu8UR7S2WKgxZ2Fdroaj9aNfFWLcqKBoKWaxsEhjgV+BKZBVAOjTJTkU22KpdocR680kV6ThvLwCPbqQh5v/R7dYAdHLhPtNi/dPgNPZ7MINjaxU6blZb6QYFkRh5nZPA3nI+me4Ie0j/mkN4YnJUm8Ul1ks/8sY6IFqk2XMBo0tDlqOSyt4Z7JgatPxbpLha5Fx8pKIo8dagJ1Qv6x8xxTBjGPFCEC+nYyovuMtjcxV5nIQVIK2rZY5K5LtNri8JnaWM2Mp9ZwmuL+S1QPFHGwcIVHJi+d2i3+eu4ZDV2LPFUEeKMuIm57lzFXNvZuNRuGJFpbDBxH4pjauEB/nwHfXhF35id5pzvHancZo2X5+EoLETY3s52YQauvnLfu98jqCZMkncHu/IiMcDq3vS0MWFtxadowamt5ZfsAb+8QNWofezVlDLXt8iynDZV6gKLJZX5Ryngr2eBezxhTTg1fxF2iYSCVEe0NZsz3UKnnkbf2sGzQUDuewPxSIp9JO9lWidFYO1H7G5hzlPFar+ZtdSnfyt1Y9WJCTU2YhR0cDaUQbupl3ZjJM/UCQ1oRXxfGotXr+Nfe3/FZYjaPWgM0SmcRWAeo1LgYihawoDby6eUYZCYJ3Z6HpC6/4JX7Gi/7zrIycpnJxgJ83jaOum7wwrqEvbGWsEWHeHIXs3aPhe0UTE0NLHb3E7O+xQVvM5f8tUTrGjE5BQgWrjPalEGe9ykNGjMhfS3pmnG+KuhmM1jEvdrrHAdPc9w5x0PVFcbXcnjZf5mm+QHW+m/gCWRiEOVRa/KzPHOdgDsHqdnFmf2HiOxB9IPTHG0kcHX7GTWaXnoUASpFAcYDN2lyuNEoF5CJ59E0dvKDupSljasooiLWWhNpkRvxWAb5UrXPN4ouXupWeGyf5fzKEW9y6ljorsXR46MiEqZr2Mq16DKnlUsM6AfInd/BmdvMeOA8GcFxHqn32MksR2hVck+5gGRSwnrwKi3aagwGI6mhVp7fTOeroIr9lXRkgnxORoW8FHhwawY4nI7B0N1AuCiDgZY6FtVVjE7fJjGSyn9orvKu92PedI1TO3SOKekiBzN5WIdSWd34EImhgpC9i33lNrL/n7377IrDwPc8/yLm3J1754budpBl5SyBAImcc845FBWonDNUIFRRAQooKAooUpGjEEgoWpIlW7bbbtvd7Y6zc2d3Z/fOORvO7sPvvod50A/u8edV/L4P/ucfUDLXks1GRwJ/9P4nXGEJsg4FcukG1d4n2MTbHGva+Z0/j4dyG78plJIYKeG0w8dmVTbebhdDqjuYhSq6xJtsZl1jVFbHriKFhNBt4q3JeBrqKTKWIlAnoR2yUXk0iOqoijO7cfTSZFaz7jCjHODe8jodUS/vMq4wZR0mKyzmRXMPz4WXmDXd5mGelBbjJb7L+ZClyhLcfWo8wi5aQp8Q9At5qlOSO3eJ5EgJr9zFTDRWs23N5czjUxb2LzE7UU3J+haD1l5CARkvZFFeJtzH2VzJE906f1VfYE2dybH7PG9u3GA3fo6wKpMloYJvXPUUbEzwi7VnvB1w88Rzja+zL/FfFTbuTZ9npfYsTxydfKcR8CfNBu/7LuCurSRdu8WwRoxq5T42UwLqyVsMj3bSabPRYUmnYn+UuxvHvDTH+eXROw7FcaKCFUZdPUyItxjvPiamjyF156AdcPCN+RaOzhzGO4uwa2dImVrg89kWXCNVzEc+Jisi4fZ8DH+XHZnDyXeTHxCKVXBiz+OJOEJ+cIof1L/gxDzNQ3OYL2VSxOJsanyDDIu7yVSMMWKSkh+YZH/hPDsBJUbRMA86b3BHEWRn9iJDfSIs4k18giVcygH0HXO8qc8hPXCN25opbC15CNSZXNJ7qfE/47Puddz11TxQJuOsLyOgsHDY7GdP0U/A1MN/zvwlf1X6eKT7BLVZRrh1nDG9j72sVsLdC1jE5RgcGoaMegyDncwq1axHamj37pKvX2ewPcRRbj1ZS6+xCk94pFrliVbPWY+V845hJowyfmNPRhe28kS6Tqu/nR7nAV+Pa/EMjfEH5T+SuBRjrTeLPnsBgzvNZChXeJxUiLLOxfmJZ1yb6OTlvXL+LJPyVD/GQHsGsYnQ32Q7wc8B8rN/f/6mAbK8NYveYaPJP4ZPe5+dYCrftFQQ1uioky3zfZOdidELjMx9Qp63FqdGw/ZSHoeqJHSdScyXJPNGc4H/U/v3nBrOUT2gx9FSSGztOv+v8e/4/0z/E3qNHHVnBdW+PL7tGCNSUcmfmoPMykoo31bhNhno7RHT6xxmclCJeWCV3cwyjivEvG4ZJCp/yLd1NzCYlZjkZjSDKv53yz8S3U4gaUyKrlnJljcLeaiSv2qeEdMHueZpJbqaQ1wg4HHRTTwlLTSaDOzNFOETj/JnzRALW2kkLs3yk26S5eUM7i0dUxSZ5NGjD9hT3OPm8g5p8wsYJoW8MZ7wVvscofoqm/YAeboYwxYpe1tX8A32sGitY6G6k82VHHp3NMwPJ6DYEhJQeDjSJWAQNpGlN3B8J4HJwnR2MxL5NjODxcIivu+c4lHfNA5JBPVwBZKZVob1Hm5sHdAWVuEbbUHucHNSq6B5ZILy6UqmWhZYqUlBpTOzW5TGunCIwtgBtuYajnfPYBqRsjM4SqkjjHzUyvPpXALdjbwol/CkuJ0vFREOC/J4OZpNi9DPD0mf8J3pLCttZZzK77JnyudUZqLVnseAQYlsoJvp9nL2LQZGbDpEwxYuKnbY9CTwcmCE1cJq/rv6PzFn7mXb4sFi1iHW6Im01rJdn4lEX0Is9xpvUy7j0l1gUNfBwb1zCNxnyfBfQGis4cnyRZ6Zw1QYD8hzLFAsWWPHPczmsJKPD095VHuDaE0Dc4ZC+tp0HMfOEN68yLhshfm9+xTGZ3lnvsNufxnO9g4iBfl0dNezk5RFYzCXP3h+QbpkggplgGD/RxT4c0kPlDNolZARWaJ0coKjkV/iUw6TZ5hgqcnPqCjOu6xSajRLfDOQyBvNIp+LlthrH+SRT89XNy/T4r3LsKoAm9eNTR+iq3uAuKqX+nAqS/NFvFP4WdULMajb8YYLmR9o5ZGjkG/rC/m2XcNUVzMP01Pplwr5yXmFo5YmpmTlfGlaYN7YyBfNufTLFPyl5gNeV1fzomGATM0SBpuBt6abzCzlsKcy8eJGAsWhCfTaTbpmnjDvb+NwJJGt6BXiigwG7Gq2TOk8HjjA31eOR22iIXJKuPeEoRUhltYaxuVmbm7uczlYyY1gKZEOGwZPK5blBKbacmgceEaVI4Rb20ardpAfG53sjN5jwNTL1sJtXpXIOehTsB9P5lB9G19TGXuBaygC+QzVl7KVlcdJ+ALrUzfodln46PAVvb4Yo4EB5iOlFK4/Jd3jQSeboqnXjDtWwfn9zxnQ7SHtC2LvlPNK10Z88Ra2jWZW2u7RL5Ex7J7m15ptjuQ+Vvr2eKLZ5+7yK/Yr+gmpm2jwhhm1NxKRC8gMz/KRbhu3xk/Rymu0lTIWrdfRqjc4sG6wXpxJt9nES/U6/dNNzLkLqB+oxWKx0Gjv40V6Kj8MetlYz6VwOJ1kfyoHQjt+rYlFdyIaVy9b2ckMdTfilbQxNF1CViiTf9PfYlI8yWvZBI3jl4jZF9nfuIPTlc/m2odI3eX4h4W8VUVJHZpiq+c+a63JvAh9xIq/HJVUgVF8QNbkUwbEeyxrhPwXRwOHvVbeVmq4N1nOy1oTM53D9Iubmddeo1fVj1QUZ6buLmFhBVuCNHJG73DUeYOpvhYMrfmIBu8QNE+QcxxAs1/CRwfLjPYmEM++Q79Fze3NTfKWF/kq4xL2AR1Cn503bRXMNKQxIcnkVUIJlf2X+V3qhwTbu/D3LGLsldEWPMNkqJtRZxf6hU9InM4jNt7AlKAcj0vAheMjmgN32RnKp2DjkAlbI6MGD+/EUeQqM576PN7Il/mD/hKzwUKedZ9ntbSUbc8V1gbu8FDiYmk6i4KNEL+KHzFni/B08Fd8n3GdP/fKuTJ7CYGmAcF4Bb/WDPCV7pgvxOcZEZdRrltlSmtievciEmkyI/orzHQIaHNaMVrT+PjkGUGnnW+sc3x0+I5lwzYTogXG+7uZVK6wIJpjRL5Gg6eDQZuKTXUlJkEWns5c7KpNitxeXiyVUjSZQvPUNXJmddxaWCDQ5UPp6ucPI/9M6DCfb7TX+VyxTJ0jxPeGf+KlMcypJcSRpAdTbya54SCyHgXWRjlBhZACf4iDpU9ZdftQKVf4v41/R1BXzf7MeVYs1agkO4wKlhgTaBGLozyrK+Gy1Uq21oFRnI1Mns1Vq5mqkUc87d5gsKaU8+o4ltZafD1CTrsX2WtsY6+hhN9m5vOvGi1r9jvoDHKm2mbZKJOzUSDErRrGaBBhHbAQ19ZTE/ETNAmJhbpp9T6gQD3PSVIm31xNpCXyGRbRCc+UR0y6r/DR4CRXw9UU6cY4cbXgGxziK/USU1vX6AnEeB1tYdqywVv1L0lfmCUqakQjLsB7WEm+cpFniXnUtY1xIXjMpxE9XyYV8lfVPIOyDlZKFDz2jPxNthP8HCA/+/fnbxogoYUxhn3VCAIj9HfncxC5y3dlXQzaFegEozzri7FqOM/D6XPoFF7uTleytZTDvjYTd10ye5l3+E7zMd8rrvJe9DG1tj7szUUsLifwpfkq35vO4+ozoOkspsqfwW/bJ5D0SfhTo59VfQVFWz0Md/dRaxqmNhBmXteNzbjHo5R0DpumeFNeyoLiMV+2pzIvLmNAFmDWXcpfbR+wsHidpngjxQI/M44W3D4BX2kPWNNGuGG1M7+WylxHHY+ykgiUN1NpHGZ9IYdj1QDvtG5W1lMpnPHzuTZE3NFK2t4KtdMeFtcTODLfISm6TMXkNKpIP28NTzm2v0AjSyPq6kdttDJq7+Tw8ByxYAm+0TaO0oo5WLmHdl9AWJ2Cdbser0LNjD4fpayRli4d/soGGjTlrMltvFhNJjewzY4yxGFVMyuqfaz+KpqnmhnSeznj3CfLP0r/XCdGk4XHOTWUTUcReRpY6fQSL5eQGosTr83iVW+E7PhTTG31xHeuYR6UMTk0RqZtHonHxclYLhOSRj4v6uSwvJFnu3fYK8/hM0sxeqGRb5PO8oPpDN7uBj7rSECmd/A/6xKQjGAaQwAAIABJREFU2FrxRWtRDggwK/JYM5nIMswzMCilpmeepcoitofm2Mkp4y+6M2yZW5kacGFUaVDLFSxoDEw31NLpKsbRnMtmSwqP88/yIuEmx0lnUfo/JXn8AkM6ES8Wz/BKP0+G9SH2JiUZkjiBqXEU0Vk+PDjmddYlNnPzkPWp6Rf0sbb9KTMb1/HJVtjcuUHJRpQlZw0PR9NxtbQzUitmLjMFd6mA+mAKP3o+IV00jlElZVx/jmpnCUW+Iuw2GXmhKDnRGJGxFPx6ObXaKGu1NiZUwzwtqqVcvY3FNMLn2l2edc5wkt/F2yEX7+6cpyl4A0NfMy2TtVgMI3T2eolKa2gMZ7A81cC4ZYiYsRtHdw2LCwlELb08t13hW42AV1IhLls5hxkpONR9/B+mf2JN3oq3uYVvnZM8MmaypxQyXdvC7++f4bWwmec1ZpIUUVxmJf+P+e+Ird3nhbKH9dQKUufi9OkmsQceY5x0sWTNZ3vuErvWu5itOuYHSzi27rLsSsItUaH2nvKD7giLN8xIayX9ai331g65OlZGcqAcX9840rFShsOpTHXlI9IfUjgax6pow6US81vBBA+9l8lbiLIcT8HVIOd9h4/PZddYEabgK89lw3+dke47nNy5i9DVT3w9icPwRWq9Ts7tPqEhvE802sT4dCkdi8ckTkQw9s3QKunFstFDytY72kLP6ZMY8Qp07BjaicxeZX41kfmWNDw6PWbvCt+p11gUHvDWOMnuiJebW8/5bXoOdns6IquTyEAxw0I1NUEvH1j38YtWyVl+g7LVQLS3mzbrGHu2LdpFTSg0Q3ymWmN8qoBxQxPVw7WYTHY0ciHHNff5vS1KaKWMkqlcEsduEZMYCQq7mB/MZ8RezHSVDl9rLXOGNoyyPCr8efyb9ip+wQNOVX66/VeYm+kmEipmqj+Tg/lfoB3LxjvayTcaD5naMZ7Lr7Hdkcyb0XO8cSUgcA1gFj4gdWMPtWoLl8lFv/+YQI+LUcEIvc4oz0pVTPX40EvKeKK5SJYugl0YJdZ/g+2SXBba8mly3uG5IJd1Uy7qrlzMlkyWjCskn0QYWM3h8l4UtaKI5dwUpMNirm0ccWvtgG/TzyN1CfC4Rngmy8FTncd4Ry6vb92l1HmVn1I+YEyiIdi1g6VHTafvLO8GIhSOXSS+8BH3prKJhJpZUOYi9jm59SCOcvgcz5zJFK8fMOusY0bn5zPpAp6WTsYqs3jdO86fNVmsRpN4UXAJm1HOfuMNDqcv8Jl8Cs/CZfI2J7i0PE6te4vPHL/gd6kJnLQKuDx7EY/6NhdsQYL6BXaMW4SbmxBre5nVGdk02XAt3kBgukW04wrxgnoa3TaUgSY+fviCU2sDny1mkbj9Dqv/EaOSacJaMTO6WdZlTpzSdep9DcxZWxiR9jEjlrEpsdCv3qXE5uPZUi5dvhIaJq9ya9HMjVicccEgWreVrwc/pf9BIz/KP+WdJoZaNsJJ/x2+Mjh5bHWxIO5kVFHE3bkx8oSjfNE7T0iqpNIzzMHKWZYti/TLxvnSnMCx/g4PwudYDGRjly0y0hsnKAwjUkyg7Roh2dZJmUqCzXIffV8uV70iqq3rHHdtYK+r5LZ2HpFYiq+libfiHWZa+3ifXcAfe+b4q1ZA1F2ETSVlsmOB/exifEINY4JxZIYKBo0B1h05JC/voHYpWPFIkI5s4C8W4GlpYyUvm6aRQwx9JyzK9ugav8NV+wwlU3l47GW09UfY1m/zB+0Eq/tX6Zye5OFaMQ80jxmzXqdm2ktIZELbW45vvwiBfIbnifnkd09zbmyRM5EJfqof4U+aBpZLxRzcS+Lpo/jfZDvBzwHys39//qYBEl7dxjIhROJxMdRYwoPoHb6p1qL1aog3SNlXHXLQeoWD6AX8gnX+5egJ86upbJmLieQnslSaxvfGMzhUEn5s/oAGRx2W5kKW51Jx2ltx6LvZk7ej7cyncTSd37WFWM3O5Y9V/TwzN5C90YZUo6PUF6VweoV4dwVGyx7f3itntdHHu8xkJnWnvO0uZ7/5FkOSGN/2n2fI1cvq1AXUh+1Udo9g8DQw67ZypFvgoSFCgiXE5Nptoh1VHGekIe0zUqoeZX8xga80Rh6oJllfS0fjHmJLPsxXxiqSD9ZR+JXoFko4GblErbOfkqkVOmPTvNM/Yd39ErOsFcewCK+5j36HgP2HZ3g8dwX7gJInDXc5nk7DdViDvyMT934eJoWAAW0nIk0d2iopviYNImsBS30DPFn9JSJHnIjVztPU25yoH+GeLqUyVMeIzsfHtl0SnWF0+wJcGgPPU/JJX15GbhrlhbGcufowRZOLhLpqeSdZJ3PtKcO1TSyvpuMwOtEPzHDPtIpgZJT5sSrmNc28ya1nV1DC48cfstebzNPeRtY6RXyRc5Zf68+i7xPyrjIBg3KGPxvO4LR0MLmThHakkXpLHVnaFRz9g7y0ZCFrH0XXbWFBZWY/p4x3hkROTVUMdTcglTsw2sw4rFP4G+qp8xViFbQz1VnEev9HvLl+mS8un+Wo8SNuT53n0DjB67kP+Vwd51b/MZspeWQLF1GHV8jbPCZvaozHdZfZzEyjTuxhrq2Ohf3bLKzdRakPs7GZQNVGGOW4jc8C13A2t2HuDnJ66xr1XT6axm7wYvAeCQofY4Z8fIpblA2VYDIX0R5w4RIKGNQIGZhpwuTtxNK3wdO8bNbVPexXSKhV7WHt9fC5ZpsHLVO8uZHK19YpnhdepHXsCr0yGWXhG3QYQkjE40z3FSMI5xLx95ARymLG1MtoVw2bi9eI2Hr5XHqR7w0OnktaCdizWMu8j9Ms5XPrJZb15XgaO/nSusD3wX/G6XbyIC2d32V9wkuRlMPGERQNVrxmCVHbDZbjKXyrK8HZZqFqdBqh2ojds09LdJ1JZTW7cxfYGr1L52ALY4PNPNZNcuy/iEsgJG485i/6YwaMu3h7ylFYjVQsPOBGsJwsfzkD2jGap9IYdRcSFFUyppwkfeoQo7iZPUUhP8omeBw4z0cPnjK/kY6tppXPlOu8r7/IYsl9ju7eJlp2H0/LDbolRprmfCxvpXLkukzNzDCJG5sULT5hcTmFg4efYJ/Z5IJ/C6MkSoe0BtmOmeDwc9LW3yIX9TAlshG0CDjQ3eKx9FMizZkELANoA7t8odhgRXTEd0Y/s6N+0tae8ruyegoddtIHF/AP1TPW2oPAY+Ejxx4+4Q7JK8+xCYNMtc+QPSZgybLDh1MeGt0rnGpWmQ+n4pV30DTUhMEwhFMo5oE8hT8Y15AvFVM6k0FS4AZBhY55ZSf+/jbmTMkEW8ME6muZM/Ui8uYitRTzv2pvMdZ9yrZ2FP3gVaKLt7E6Gti2JvJg8l/ojyYwOtrIa52ZLq2R9+rzPBYV8dp6jt/Zz9Psn0QnesDMcTaWIQdjehubiwK2O7qYFTu5vfqcpfowYXEDBkERz3S3SDXPMCSaZW7lJs/vJjLRWozSeJeX3WIeDVxGLshjoKeAQ8sUt4/nWJzKJWfTT36gk1hBBiWRZkpiL7gf2+TbjPMInQ1sWGfZ1GYx3pJHqDmLo8Q8qhx3+GPqr5hS2BnrOma4p4/ZfhHjU3XUeT9hf/FjssZTsUVkbOvSqApPkbYbQtRfzjNHEiWbW8yN1DGu9/JCvsizhETChRmMOk38Xi3iaP4C28UZNEX8nKZc5WTlDE+VUwQmPyZzc5rceTFJ/iOe9n/A79MycHQKyPXfwGa9wGw0k259HKluk1i3lmt6H07VAH8yS1hxXKJ95CoH1vNsCO5T2e8kcW+VyvklvnDd4fHxr8iJP6N86TVDsiCzAhNRwxRLGimBvhWa3TXs9pdik/exKrHxQj6NTbdFrmmCp0vZtAQKSI1c5saSmMur+9SMRrix9YCS9Rmun+xyoE7iC+Msrk4Hs4Nd/NnYxbFNR0TWTUxfzO2pGSoEHgThJ+gHRpG6pGwun2VJu8+UTMYTfRUqZTunk5+wPH6NsGwct2gDf/c2vVo/5k43vZorVCsbGfYlYRfnciXcSrF+ke2OFRTN7Qzp22hVWQm0tvK+bw9/j4ZvS6r5q+IRf1FXM+3uYFQkYrJrgclmCStF3YQ7POjMIryaMMHZGoo2pun06ok5DfiMQcbyW9Fo2giW56Ky7KFWPsajmiI9kky2NsCU9zyLQ/9EnnGHnSE3n2sXePDgHL2zLuJbpbxTn9I+nIMiZMAr6Uchrse3XciAZJwXCUVk9cxwLuTm7vQBP3Yv8kdNApNVVYw2VRM5/fkI/Wc/+x/1Nw2QeZeBcreDvmEHoYZ69mav803TAFq/kUhTL6+VG6iaxewuX6Zfucx/fPI1zu0CNgaqeZB0C6eomoeme5xRbfG4LQHZSDqm5kJ2JlOROaVUaYf4jeY+uo48ulxZ/K4lyJY2kZ8K5bzXNHNvtYkejYrK8SVSYzvEeiSIfdt8k5TDXEOAd6k3sdsf81KkZL/iIlHpCE8cdxA6XRx6P8RxXM9wbQeV3l52rWOodKs8062QZw8xuH6Nla4S9nNyKByZJEcWYm/xGn/QmpjWTXOwXMqEboQFqZkfDC1cWz/GMl5A1+p5jkMX0IiaSYo9pHh9jy/1j3lhe4JPbEfn6GXfWIDLJWQ5foEXi2ew2PQcB6/wxnmP0QelWBprGN9LRmGTolPK6DRVEchtZNNbzIRejlSo4en6L/BYVtm2dfM8/SYrqofMRGqp8zYxqg1ybmiTK+YYxqN2fAoDT9ILuLmxjFMe44mzkKO0BpzyRbydrbzt26V46YipCgFza/cJepsxuAPcMq3SPeJnMNDKtrmJt+nl7FlSebtUzcORmxzVdPC2roWv6n/FM/l1OlQm3uXeR68ZZ8xQxIYlj+j6DbpGurlsmGJF72XbpeVZbwbOVjVlqiVO07LYL6tm31jMW2MO/YpGBMp5HDYdksE4wboa7s6WkbqwRkZkgbemi+zeu81C2ad8lfshBUOfEhnu5POpD/hctc2nrhM+v3SNAkEUa9BH8doTdGoZG/KbzGXm0idz8bg6len9LFZW0lEYRllZzqR2M0RmbJXvh87jaGlloXuBB0kJlHUEaR27wPpINZe0ATbMt7CI8sgI5uEX13N/cYnP7t7Eo+plcug6+oAVvWaF57kpvFGnslw3iFW1wLhkhM+VceLNUzxNSeLXmgiHkiu0jF2mTWMkOXKeYl0UjWyOSXEuhnAhI14hF2cvMmGSsCZp4XDxGhPuLt7X3OS3+mke6svZNyQxl3efUZuAAUMvXxuS6WsV8UYV5/X6L2gZD/Lllet8336Jx739LHevsJFeg9fSTV4wgbX4Xf6gTaZuZBN3jwJHZyfD5mnyV54QkNRxFDvLkj+D+uE6PK5uXimlfO3/BHd7O29Uj/lmzMCocwOvvI32QTsdMwfc8TVQ5G1BaxqkJHqdgKqYAXkbB71G7i6cYuyp5ztFKl9r3DyaOM/t+CHz8UysbR08l07w2pXOWEsVS3VVRCTJNBnuITT0I4pZWFrPZKMvGWlMRs78AkUrTxlfyuPx6QcsTEzwqfsBSukCnfJs2vd8GCyrhAefIJV0ExOPoLSpeJd5nq9SPmGmKR1P/zD1izucyPbYED3iJ20Az+gYZUtPWWpVkzgyi0Kuo8dqJ1rdjsSp48zwAaO9O9xZfcx43wFLFX2UB9rx6g741fYKpb5tMuPPqNgZo9uqpcPdg8Q2wWi3kv1AGn/S7JK3lE9p5A5ltgQGNSriqh5sejURbTpPZVtM13cTNkop89QzaKzhT6pUxrpPmdEF8A+eYzSUhNhRxqriDpOucwTi5wgM1fDQqMUhbuIPmmsc9Q3wRHGRn+znkTkjCGT7jDyo51rkIaPieZ76VbxvTOfp8DWmZtpZsFrYW76BX5pGm0uLa6GKCW0I0Vg3L+/cwtNeTL88hb3SHt45PkDek09rfxuLtgpuHC2wOFaMMdTG5RULkaIc7i4VIpo+oG5imd9kXyGkt/C99pgDYTuT4ibG6rOwlkiRqK7yl5xfMCwJE+raY1qo45kpSHnsApqB8+xEblPrSaVlzsKuIY3MxWWytz0UKSw8cSSTvblJyN9OkW+Ht6Iom3kFOJsqkHhb+M40wFP/J8y2V5C88ZDXiZd4GrjBmlPKwug/c289Rl+oiPzZY6KWTH6fXUFdnxTBdDJdE2c43b7IaTwX30QbYcMGaQNe9CItT5x+Ji1JiMY/4eniJxyPJ5Kn8fKrRy9xWSb5bvgfCO+eo2BzgYy1twypRgk3TRLVh9noLWZKskTQVsLCSAc6vYjDPj9fq9axmMPU66I8WcqhYSSRe+s2fnkY5+zWKR1qDeYhAy/0KaTuxJmxp/LSGiDY4SDoCvJvxhwe2tTEtL1sa9K5NrJKQOwlbW6X+nCccWM+y6tnWVQ/Yl1Zy/eqNZ6rl3kz1sCvB5Q8kUSJiDdRtWro040w0dGHresyzbIyZmZvMSjJ5makklRNjMWWORq7tOxJ82nUDTLRJeOdZJ2Vig7eiCX8XvuMP/TVEnVqiXaIGO+cp0kXRNZgJdxqZsBkxa8OI9k1INrX0O6zMW4JsqQwkK+OY+yrwVuRx1RfHLHhCQ6dg9xwOsVqDzXTFvr9v+DY0kO9I8C2ZYaTk49RLSmJbNbyTnVC4WgbvmAn2mYBbSYRvo18xjV+XiSWkSEJc3uqh9aZ16x2xvm98pes5uVT5BsnHLP8TbYT/BwgP/v3528aIC8GGpkuLEfuMDDZ18HWzBW+a/NgHXAx0m3hO3mcip4h4kuJ9A7Oc3H7MaKDNjY8tby+epmOATlTmjbsggjVUjeDnjvoWwt47r9L54iSG7pZ/jfTJ+g7c7Foyviu3onLouN9WQ8/SNtJWKpBqOijNjhPVmSLCXGMpvkNvrp7j2j9GK+zkrCYVziVjLFVdIuvdbkohoS0DozyyvkvhI4LeFaURKJjiKe6GJc1B5xqDhC4RjDHb7HZXkC4sYkby0fkCEPsxi7xR40Xn2WEJ3PNLOtCTCrlnJrc3I1vI41dRTR/icPJS/S3lXAzfkrO5mOem/d5Y9olJhzEMdCEWa/CP9SO35zMru8qNruapeE8HlnyCewXIemREd1MpG9ShqZPSLO9iNX7+SxNdbOhHqZJIGFt+SPi+i0eubI5rEjHL4jywG9ANaAloAty3rPHFesirs0KBlQOdmqqOL+9xLpkiH1rM0dpNUx1eYi2WjjtO6AqEmOyU01s+S7hYD2KQT939Ms0+aZxero5cNXx5b0iHozd5kfHJI+WLrOT08gPhVX8SfQPeHVtpJvDPC5po29Ag87cwqLtJuPOctKtgzQPNXFgGOGRW8RJQybz1RXcV26zWlrF6/ws5k0tfKO5jcrVhkG2gNOmpyawwXxtKUWDZWxIGtF1d/LeepXkyAqVfhXPheewdZ1ldvAWb8Y/4LX6gF96TniekEhTZxDVlAvVzBPmK8uYUKRhL6tnpEfK1w0XMW1VsLyaxnZjC7HZCvrWrKQsbvHGfg9TVxfiwXmihQUUi6fp9Z3BNariVv8gPwz+EoGoneSJJJx6NfdiS7xKvMO4pJ2o7T6Tcg/3F/dY6K5j2VNJpDnMiniYDeU87+RxBrrHaVHZ+Y1wmpOhCzSMXabBZMcx0kOmbhmjYp4JUS6O2Rws3i7uhVPwWGS8VNbxcD6ZcW8r7zPu8qMtzMPhAr7UXyVcnM6UvZ1MyzTfWlLQdcs4lm/yu9F/xhRv57P8bt4ZE3jW6ycgPCB+Lw+XtZPM8G02Fu/yTJtFSuw5hxnFTDb3cKpYIH/1Fb6eak4XzhAdLUBl1zDsEPFaV8Dn05cYbG3nveoEaaiKxcA0QeUA1f4hOibXuepWkuDUIbP0UzJ/hbHuAjQGNS97e7kfO8HSUc1P8mpeqaQcRK7SODJJaLmEgb4udnVq3gs7cSr6mDB0Ex68iqk1B8WQFfOikM2J+4y01zOxUEDdWIjSlceEFop4uv8xT4N6rvU/pEu5SLs+AeWMgQ3fFb7WniCV9LAgnqB9wMiXt8/yzc1PmGjMwG8donN5mlXxIQuSY36v9dPvCdE59wSVbJQqt5thaRe9/XZWcyroMJo479/F3TtPauyYYO8x25kZ1HvEWNxeLs/HsIqm2dMNEp7vIHk6xKWtB6TPHOHtNbC3cp8/Kne5viiiOnqJXmkKVr2EHZkMg66fCUkuP6oPWWjWEDBJKQgWsqJp59fyQoLdxwTVfuITH6EeuE6tM42H8jv0G68xuXaWUXMtcZOSibZ6/qwRMSuPs9Vzm9/bzzGkmaXAsE3tfoB/in/GsGiNOaeLH9MbObmXhrdzgXpvhHFFL8bOEhp0A8jH1MyY/PT5+niQmYSnrZChrgw6O4f43PYREnEuSU4r08G73NpfIOKrYXE4kXObs4TK87i1lE/Pkpo2T5gvS68yqG3iUL/CuCATj0ZJsC6Loh4n3tYL/GvVPzEiXCIk3uGlbBWzO4WcuQvYvWd4ELmGwJFLZszBQ8N9bm9sU73koE2nY8Fewq2tI0bHJdz0zPG+ZwqTTYe+t43K0Wy+8uh5Iz7DjKCVWxunvEm+yDtlDfNz6RyMfETyapx59x3y107wGBr5qaCNTI0C15CKTt85vtNJeWNdok2ZwxvjFPPrd3F01/G8fwahtIiysas83/uQZxuXueJa597DJfpsg/zX4X+gca6cuh0nxQtvcBp8eLs3ierDrDXdJSJe5Jk1AYfPicos4bl0lkOVl6DJgUIZ41GsgCb7TRK3d2gIdHFnfp2BhhZcg3L2++q5Mr+Ld7KQB3Ynsz0DLNm3+G/GqxxYrGyaFexJb3HBtsVn8gmyZxZIj5+wZE1kfeMTYurHnOiK2DCOYJNL2NTd4nA4iS/lao771nnXt4JLM4arR0+47DICcQE725/i7cvhylwhSdpZQm1z1PeaCHZ30W1wEOsd4FFviKdJRbyzqvjeMs1jpYUN+xDLbUqaxKu0GUbJ7ZpgulGKVzPGuN5L5bEP9YGI7lEnM8Ix1uxKKjW7DLSX463M40Grn8aBp0gtenpH8uhR6cmOLtIy8TFPHV30aYNER03s7VzFs1GJa1XBW+k2DWNuFocrCbTlUjhmxb+Wx0x7gNN7zSgdYkJeJ5nRN5wYAvym5xdsZWaTOLfGbujnPyA/+9n/qL9pgOzNTLOTko5OLsY3VceW9xrf9kziNIwxLArxvm+ejfpS/HPFlM4sUzERofrQwuxEGe8vnqd82IZF4aBf48bV147E1IaqK49vBi8jDIj5WB/jv5l/hb4rj4nuJh5027GYLRx3dPOjRMStWBUSmZhG/zT3okF84kfk7SzxbfI9Ig3j7DQW45N5eChbZaukjB8NtykYdNM47OUr64es7ObyReE1bjmGeK5Z4yPtNvuaYwZHpWiXs5ltyUahM3J55xU5ghBHy+f5QR1j0G3g5YyYHe0sAU03i9YNUuN+HOEk+uMfszh2k1B7DrnTD8jZeMlD2xZfGfYYMVh56viQDO0ik4EG3H2ZrPbfxuGQMmCWMT9fzvhOHs2yfpZXEqhdHEAv6qTFWcBmahZxzyw6WyeCnnY6Zm6wod/l1WAKMUE5Y2VSvnDMMGR0EjAESZ5c4cbgPPKpTuxyJwvCOj7dXmKzb5gVeT8rpQqOCu6x2bXGovQh1aFB7NYg0Zn7aCNmhEMB7uqWqAku4B7u5tBbzpeJWRzP3eInbZTHm5fZTS3it/fz+e/6/0DdopqbjiU2axwI/LWoLb0cWz+iwe6gcVhIr7uLLdMQzz1tHJeksV5SxD3VJkMdYn64fZlxk5CvZFdReUTMqBZw2YxkhTfYaq1EJC1mo6cAX3Uxf1T8kqe3L1I3Vs+N1Rgb2Wcx6K7xavIDnmkectZ7yHxtLU19IdpjfmaGHrFaUkh/WwX6pjKmGtv4uvdTpNNdzMSTeZiVSHSyiYGVXuqmJtjV1ZA/Ns2ZgxfohWKqNDPohj9G4bCSNmjgL56/p1amJnXsDh3BEB0uKw9yspnvqGFG1UJEYWdsoJbk1R3aV0YIt0X4rF3PsXqfd/IVesSTpOtn+L7Zw+vR61QEr1A30M+2dYwsQwyLapFxYT6e2H3k/hbq3VXoBwT8VpPF6XweYX89j1PT+KJ/kUf75/nJ+SvCpZms2Gu4ZVnhfX8aZqmJI0mUOV0TEwe5bKi3eGFJ40VvCLn4gJnKWoyWNooWrrAdSWZY0c7N+BuOM3JZLa3iR9k2tbGXOHubOZ0/z/RQKWqTnZEBEY/1aWzF7xHpMvJAEydvJomjYT9+RZTiiSA1oWnuWW0UmSz02MxULVwh1JqLWuHivbiOzMV9LO3V/E6q5lVrORuLd9AatxlaasJpEbE4WsSicoCp+mKm7J04LTeRi/IxGMSMzZUT9xagbVWzPX8D4UiArqU4m9F7rC19xGeTLaRYj6lVRalzXWfAnEjP3Fm+EUSxdjUzJ5mgvN/B+6tneX/9HKG6DCYsQ6gX3MwIHzIiPuZ3ujGkIxOYJh/x3KGkbCTEcH0JZpOcxbQyMjUBrk1sYWsdRux4gFYXJZ6aj2hYQmPIi2FkF6soStyo4fFEK3WWClQ2DSnRQ4akNnbj9/levUn2uApR9CIDbcVIrS0c9xkxqceYEZbyn9VP2WgyEzAqyAyl80Yq47G8heHeOOMWN6e+C/R6b1E7msPWSDn3Vw3M7X7IUHcNPrmAWGsZ3yuX2FM+ZrEzmW/tlxiTxLjdv8gvHn3OP+y/xSRZJTgQ4LdJpcxWmRltclM0EcGulaNsbWLenI/I3c+UcRzlRB8L1dks1mUy3JRDrVLOU901utS5XLeNMLF7m4zNSQIjHRyHL3BzNY63NofrSyWYI8V09Y/wuCmFcVkVy+ooE105eHQugnXZlIo0rJWe5UfZL/H2riKxe5lWDlPpv4xg/BKDcx8Ti2bQ7qzm5qKVz4x3uLh/hGDChcXWzZChmYs7T3Ga5hqKAAAgAElEQVSE9dTpQnze7kVl1iDUyKkZzOJNpJEvS84y3dpP0uohT5Nv8m13P/Obl9nwXeb22javbdfJ3HrIpjGHd+Vysk3duB2D9AQv8TtRkKc+G+r2Mr52jHG8eYZAUwEvdLMoewqpGr7I8d4Vnu19wr8sPse1VUdxKM7/4vl76txlqPc7qIy8wmDycqI6JaiOMtV5nxlRlG9tZzC5wkitAl71RRnTy9nSWvDLp3kYrabOdof72w8Z105we34Je0sn/uFuxpRi/sV/gmGtnVWrnnifnRPjCXOeZlQTcxxa7YyLSsjr3yWmlVA9FCArfsJCMJEHkXPMKx7xjbEIp9lMs2OUfl8z/mAFx9pOpvoseLslPFPtMaeaYislAZkgj1ebv8AvzeLifDGZhiEGO5fRi7t423kTvUlPTBRkrdPCi8RCfrBp+C+mDuYdOxybxxnsHCRHvkaXcYjrkmVmajoISZcJ9RtpPnEQNE4hHnTjk8+wPtRHq3oTV1MpI5X57DXqKBo5pc2uwjWSj03VQ9rCBs0TZ5AF1DzTTFNunGR39QbzeynoosO8km7QM7nMtj6fmDKRm+FpPEtFRFoHeZDZy/JwM1vuIbI3Y2y4LXxTdYbVoh5clhiRCePfZDvBzwHys39//qYBMrEaINgqxN7ehGu6i93+a3wlmcErXyYgjvO818+XwmwsgTaS1nfR2e1kPAhjnE3hiyvnaXbp0SjGsZpsfCc/T4HMhVBYyG8GziKf7OSaPsofzZ9g7M5nrV3MrEqPQ+NjQSnnR6me2wu1dJiMdHrGuBUz4e07IGd5nW/S0phpChDo6yIs6GNPFefrrmzmBqrJcPgoGQ/wneE8+2tZvCq5QpqvkyP1Hs1GF5uaR8Qm85EtdTFblUBJcIrE1UdkCUOcxs/yjXIbp1/IqwkVz7VrTKu7GHM+4daanrlQBg8EH+PyprIoSqRhcJa89TfEnRvsm5bx2M0sDP2KLG2M2UgJ7u5M5jRJ+AYFWA0OJpaLCK4VUKz1sD5/k/urEcyCZsTqTNbyc3g88JC8oXuouqspmcgirN/kC/dVRvubOU7N4p11iXG9hxFDkMnDLLoWVBQOuZmvk+Aw9HB+Y4kj6QJzkhCzrQaeptzlecs4E6JdKod7EYbWmA7lUL0wSefwGE29Luq9c9hcfRyO5/HuXhon0WT+ZLTzOJ7AUXYqv03J5v8y/gcqjixccq2z0BRG5c9GbG/nufkSubZx2qaMCNzdLJldfBas4zQ9md38fHLVERaK6vhr+TXG1L28VtzFNKRmT7/CsMlG7sQCk0YNqp5C5luymSrO5lvVp7xIOo967CKJy3FWC88hUF3nReRDjjWPaOwP4lKpaNMEyV9f5IV2hSFhF6bmOrQdhSyVVvDWdBbtsJaJlXvYO28yE+xibLWKnolhXEYDicvbaMxWcqZiNKlHsI+cJ1DWSJu3m5OhX1GstJEduEfO+iqe7lp2C/LZaCgm1DvJui2RI/VdtLYhEnZXCPWEeF+h40hzyGeqGHWyaW7pI7zsGOQLRybVvivUDPczrduk3jyOQ7eIr7uM0NI92scqkSgKELjb+Vf9dU5X7zPnr+Iwv45V+wGnC/f5QvMpkfIMdlwFpDgW+M6YQOfANM973fRp/LQGwqxPdHJorOUz0TQtok2mZU3ILA30LNxiI5RKq8VBXvglS0U5HKVl8axVhnzyFLNpgIexc8wMl6E32xiyK9k1ZxI8qOKBOMKo0cr5/SA7jlnk7hVS57a4M+km3+AmRTdJtVtN5UolLkE15d4YuSsb5C+uYehq5AfJGF9k3WRp7R4OyUPUKwp8g0IiUzksqAZZLbzH7GAtfZZcdKY8+jvriE1loPLraesd5EHoMpqhYfQxL6urybTMJrMfKSLffEK9YpmKkavkTt+kauVTPs+oYFjQzawkTLbdyyvhJzxvOM9EbS7LJg+D03YCkkd8vPOORf06wuEIvuADwv0xinxhppQVWHRKokVFXNQsc2Nmk0Cpgn71AbmjBgI51TgdUkpCy+wZ9umXxAjalbzwK8gbKsRs1JI0d4xTOcDeaipvlUt0qDMYnEkgIOigwV3CK5Ebi3ydjV4BP/XGeFKlwGdQkzGeyg9yNUsqGSbFDPMjKr7W5tMUuEKdNxP9jJ70zTDzex/i0IrxSQXstd/la/kmr5WnRHqKeW++hEu0zv2RKS5vP+bvT75EIpvDqZ7nN3fyGGufY6xOj0XeQ+OAG1l7B1vGewzqw0zpp6gcdBPqruFRzg2G6/OpNlWxI0+jx5xNgt3N8FEqVYte3M4+TpbPkReexdBTwdWlduzOFIRGD6uCYuYEZYQFQywKc3BqQ4Tqs9F25fMw8zxHpuu4+uKkxFYQmoVcn7mI1nmRqfWPGButQKmu4fyShvemq5x/8BDlsI+4IoNxeROf7r/BMOtELBvjabOD+uE62q1qmsylPF/K4JvSZKabQuTE4uzm5PHb7glG4+eYnrnP+a19frJc4v7WPt+brjHe5KbAWofT7sc6epU3iikeLRUR6bzPm6F+1l0ZhPvT+Lxvmv3k63SPXOTh7nXWDu7wj5svWY/fRzDv4Ef/h+TKNYzt5pA3/wqlPUBYsMaiYoVp9X1W+obYd1zFbB2n19LAY9kkekMjL5QeJvXjHIUbKB69Q9r2E8LiMAnRCSRKNbPDDYxolPyz84TWbRszaimHcgf/P3v31RyHYaBr+ifMVm1t7ZwJ9limKEpiJsGInAEiR4JEzqnROeeMRjeAzmigERqNnHMgEjOVKMmSLCfZsn3Gk87U2T17s7UX59S7/0IXLj2/4nuvvmfqE0RhB02xMc6MfmpERsZMh2iVfYjkSpomZuiff8hp51U8wkO+0ddiNBoZ7Gqg317LnC8ZnyDAW2kheoeCWXE936hd/LNEg6Erg//ueo+pnnQuT5WTZxdgal9hTZTO92k/x2UQsSiaY6aul72ih3xn0vFy8RpHUx0sj/ZQb3ViVYRpN1i4KlpgpKyOSM8WwWAfplUJkSY9ApcLp2KchWERarEPZ0Mpgapi4g9bSI8c0G4wouhvJKR8RGkshjh4gYfhTL5UHiK3DrDclcnW7mVkvjhPpRu0je9zIEoiIHvIxeAig1PFxFuVrD5Qst2vpd8jIW1niSOpgnh9mFiNjcBKNcvzEz/IdoIfA+RHf31+2B+QaAiH1IW3zsxgqIVdw1U+kkRZCPYxoRnloEPHW3UNM9ISrm3uYDTqydiLUTN5jTf3LyJy9KGXB3ApB3mizMLeXkZNby+vzAkYJx+Rrh1lTZeNoTOXswYVg3ot4S4/QaGG34nc3J6uoWBokM4BP9njCjzyeTr7V3lRUsJEQz8eYS+Rnk6WlKP8q+waqkgVadYA6ZMBPlYkchbP5GnrhxREMllXHDKtrWBCecTWaB6dC/0s5V/m2tounZYAGcIQrxbP8Zn4AE+gi7eDCk7kURZlNmzDezRPiVieSuTrW+9hN6SyrbxKk8FB3exHBAfXGTIO8sqopsh/lyLVBOMz+fSLUogKUxkbakLo6ME/0oA3VkiGboC12E3uzM1hbqvBXp/BQkM5I0On5HhSUHU+QOpQYddO8UXoXd76P+CLlKs8MYWZ0oSx6r1sxG4wuZXGA9cAJ5mliGwqri4t8USyyrzExbKoi+d3U/iyJYqrfZlWZS1lcycE/eUIB/tpGAhifvwYkVKP2qznIJrF6+q7nAyX85Wyh+NQJSctCfw2I51/1/w9uU8C3LBvMtMQwGmvoMZRTKy/iGBRDSFlBXWeOiJGG69Hy3makshhVhZVSgtr6WV8q8llRNzKoToPl8PCiX6JIamHh94wIk8Ece8DRuoKGC/O4KXsDm9y38M5nEh2bAGD6Cq2pou8iF5kXr1KvdmPp1eAt7WbqtkoX4rGEZsktHTIEPcUs5mdw1ngPWwOO7FYPhWOG0T8rUwvZdE+4SFxZheHqY/TlDxuLu3ToFXRP3ANQYeEkYE8/IMXyJW5yAmlkLm5yGhdMdv5+WxUPSLYPcKR/R1ediUwpLJxb3WdoMjFqwobS4oNVnVBHsimuKQeZ0Hs5kttNbWeG5QG7Kjku+j1Qwxo4ri7apmZSaUmXMRw0wN6+5v5i+Y6B1PZLIaLOKmU82m5jKfT2ZwIL7JalYjPWoVSPsMLVQ1K2ygHXWY+1tRyV77D1mgz2xN5fCKMUdo7z5yxmi5TJYaZu0x68ygZGUNg3me2rpRXt+9xWnEdj3sLkW+ezcV3mR4uxGRwYDVZmbGVoNhT8ql4i05jOe8dH/DEEaBqwkli/Ck/2VjmfecGHzrXOb+8TNGcEbeginCDCb3bSvlMDKFYxFfCOF+kfEB8LQ1F7xYNawOM+Vtw9ffwpsWCr1fC9b09rq4sI4yKERr0TAXTULmVFFsn2dLfxjPcR/+4iPnV27zRLzMbraDGcEyJdI774Yuo1sspmfuQ3ZJi5lqbme4b44HZx1Pn++wZLxOuL2VfN4wgsotDdUqK7oAmyyEiT4yYdxOP10v54BRT5iJUegOTxUXUtyi4PL2DvSmEwhPl4nAMfVMSiyobt6f3+J18D69wCYlVxyduO8mBHIw6K5nRLWxyK5PCck4lYzy2ZbE4VIlX1UVpfzof9w1hFG7ztNvE13VaThuHGRL3ke1P4nu5nHGFCb3WRcxh4TOFnEb/h1QPplC0HCV7fZLxjZ/jMrczIGjhC2EKT/TbTMhXWRYNsCdKxyscJ9sXJGVsg7/b/4ga1QQjghle3y3BW9tAvFpMuCafHGWAYE8BMUk2fuUU4+pRbukmWRabeJn+AQM1hZTaM5nrzUNtzyDZZkF7WEJ7tB+3sY+z5fP0WUy0mBUkRhvRy/uQS2ME5M0sNRfiq2vnSJaNShVnvC6Xse6rnKZdYlpQTp13h3N7L3GJzZT4bpAdvET70nsMaB/S3/aQCzNdfK6/xvuHx4htbl5KrjMqbOVn+2/piwfRCyNsN5h46C6nzi6jQ/+QZ+Op/Kq9lqnHQcojk4y19vHb5iBrC+9gXy3n0toBf9bfIHcxxhtHBe0dEUrMZfjkkwT7r7Km7+c4ms2IOYkjpYSF9h5mQ7fZNM5gaknD6L3DwfplJE+EXI9ssLSUyvxkPkcjSVyVTDKynE/SwksEznH6OyZZ6JvjcLCKl4rHaDylCGwK+hRVrEgGGanK4q10nCmLi9lIM4Wjd0lePWVEZCJ93EuJ28qquxiHXM951QqZm9NEZY94KQ9yJj+iYDxO3dwoJ8YQ2ZIRFs1rKJQyksfcPArbaN0w8LzwBvq+NT7TCDHpDYS7C7CYO1kO3sYnGGW9rYmTgUL2enPwa2RMN6p5KZ3gN24Ti+2pJEzUkD9YjKZzk0+EV/g+6WeMatrYlW6zmV3OeFkdv3Xo2VlI4nODm6awjYnBOiZjFays3abSbEH/UMpI1x6BuUbWNpJYSy+i2e/Hqhhhzi/A0SPH3lBKxvgSoaoKbsVGECoiNGiULCjL6BgfwuG7TtXIVX6lPCLmq+Xl9QQOVy6g1mxx2jdH5eQ+Y12PsOqUJDin8I2Us9jVzGqZmGPzOG7RHEnLpzzXlfCrnPMc1SfRHdaz6m7/QbYT/BggP/rr84MGyJRVhU6hIFjnYtrXzV5HIs9VEXb3rzDmsLDb1cJbdR/rNXmkbc8gsFjI2xmnYvImz3I/RG3qwqQaZE4yR1TbwsijdErEYmb0RQTiZVQrJujRytEJMnnT5GDQpGXjkQB/r4HfCwLcjTeTEB+h1+Wlc9iIyRbCKt1kvradiUYjHqEQn7yX+b4BPu2uxRDLJtEc4fb0IAfKCj6dvMOp7j1qQwXElIe41J30K/d4EqmnYSHAevYlzh+c4OhTUSge4PXCOT4S7eENd/GlSc5b0RQ+XTvykW2kET0vY+9x+Ogycw+vc+T8gAaDFl3kDeKRBaaNA/xaN8TFQCE16hAT0QyGVbcY7UtjNfKAXk8zg+F2vIEC3hqusDyaQNL8Aua2agLl5ay21OHRHdKjkaFtK2FEuYBJ6+L3/r/nzfgHfFN4ka/FZSypw5zYcvg8+FMitgp8iw94npyHzCwiYX6FE8ksm6pethTNvLidxRd9q0gbjNi6rRQsneHt78assSCRK8nsL0bb2Yzc5ORoOpUX4mu8MAmonotzolNyZrrIH8vu8BvjRa4frlCq22KuWcqAoY08VxKd03oWU/J4lXWNguBDLEYjr2J5PEtKYjMnjRptF6vJZcQNnUxJH3PcmULIMsiJfolQZ5BOl5tSb4A+YRb+xmqmunM46E3hk6pzBG3FVI/MUupPZCX7fU78ibj1w2TqJhirrUdkt9E+PMw37YPodH2kKsK0qB6zlJvFQegyA4N6xiKP8NrVhIMNrC7do3h5ioLAHPNt9Xzz/iXabENkh+U47Ekk2ey8tl9BMnCFVFU/iWN5CFc0RGtKWCsuYrrBy5BIxFP7z/ioJoEJsYPExRgDZhvP6sOMypeYVvko7RuiplOCX2PnF6oe2twJPIgMoKl3sCx34dNOYu9uYXkmlYehYoZaa3AYunlrSebMXs5GNIO3jxys1wh4GW5kpfM2Z49u4BRP0quNsqlQM63QEBfaOBEHUSpWqOu3MWtV8o0tTLdfzZYxnwZrBZ65K/g9eSQurTPQFmGzu4rXt+/z8sEFXLpBHsbPWFm6wGIgi5h2BLN+kJCzAeHmEK9EO7TrslHPaHjtltEw2kpi/Dm3giWUqPx0aU3c8HTgsFWw1JvK7EMLlf4OCubHadc7+Uwww9dF7zGzks03ikJKN2PEJ8oJDlVwUt2GwzqBa15At60X63QzN1YPyNyaoiIS5u7YNhM9ucz5HuAcrCG+epM/Kp8SG5bSoTuhQdFBSuQ60c08SmIf4BMV87Iilbm+EdrkLg7GLrM9ehdvVwvPtYMMm1cIdR9wU75H2+QzOgKrbA4uo44aqHN6WXTkojRYmSp5SEOrkYTYCpauNQShQS6PdtHbU8m2fIRb47v8syrEiniZdo2WL2wREkdK0GmsPAhMo1EbORjq5lQcpdKXx1J7DkNmMQ8N91lRaBFKfXzRN8pHtZU8b59gQNyHSnSLP8uFhKQ+wv4WQrIY2/oJOn0XKHbfIWd1luqlZYaXf05kqApPWw2/lXUw7Tqi3RDhU/Uisx0VjMrNZIyMUBEJcnHhjAxzjLHOTT6+X4q7rJg3d+5jaGymXGQnpK/E19dGwO5gTDqJYaCRHXmc3dL3GaouJNd/g/HOAkb7U2j0tdNz2IA0YGW0r5UXa+eIdHRQFBknd6gIvdSKSjyH0SBl83EertoyvtYm06raYKYpl0hrAi/TLzHUIeXWylOuLm+hUFvo193BpLtM/9Z75A/dwtqYw5V4Oc/Mibx/9IRmi5Zfyc7j7+7lHw8/p3luEr9klKlmHRJ7Ic2WDkyOAl5qU/lOqiPSHqRpyEfANMEvK9U8Gf9HtLv13J7Z4Z/1t2mImRj3m8kRTPPYlkOwa48pcyoBWyfr5gYWpi9j7jNyaesVD5f68dmnUEmL8E2ksrKWQM7xOPnOEJPzD/hs8l2Gom28J1vFPV3D3cVniK0zyHULzLaN8q1xnj9prlPlUVHpKcfaXU9EbuHsbgIfiUdY8qjweTuoiWZwf+6YcUUjDaEACTMmjlyZqOQGkkRBEta3iOnz+FI+y45sh4T5XUqXp9jXT2ORDqG3uMiJTHNltpO8sJSsvSki4nK8fV6eqkz4+oSMiwpwyzpYGbuFrzfOSZMJbfgQS2Mdem0/rW2NeCQP+V5zwHZnPtWhOnLdGSi6dvm+62d8e/08q31l7Ml2eXm3gMXaXL7w2BhfKOAz4TD5QweMtvupkS4ScLQiG2yjsWmAUOcBge1ijlev8qLuLjWRMfSaEHMBAbbmDkydNfyfZ18y8KiMq9OdKEWrlEtdbCkfoovqCAynURq+yDfybbbMabxMuMWT+fcxSE85UsyRNrPBK3s3RqOBG5YJop5u1gXFPG2pYkc/hdCs5M7KU753/CML1Xn8vug8M/JydLauH2Q7wY8B8qO/Pj9ogMidfSjUKlZzHhCfKOFJaRWvTCPMeLJYbizmad0DPhc5GG7qoX1bT7HNQ8Oak45YEaPdF1GoBFjVbvb6DhnVdjBUk0udqQStWsDkfB4tkhky1SFU0mS2+zyMyE2c1WkYUDr5fXeIxBkReWtyRI4hzOYBGkZG6BcuMN6hYaxJxaBAyJBQwHKvi7WHNgbnErltnOQft7eY1PXw68BFTgPvIhyux6/c5ppyAYdyme1oM/WxITazb/Hu7iQOsRaJQMKL+EWeilcIhAR8rlTydc84D715CEZPaB108tH4OZ4MfsBM4RVOgu/Rpehi0v0U0aSLp/oaPtOv8qG/jEb9MPHhRKaMlxgTp7A/mohqqAvvWAPDjiL+0/j3LAdukbscx9RexVheI+vNapzKA9pN7ZhaqjmSH+AVj/DV8BW8k3Uc990jXiNnVhPF7pbwueQd/iL8GSfrH3L4IBuppZd7M2t83RFhSfOQJbGK08RyPpFuoKrtYLBrnPyVE4LaHrRKFSKxlCvRWzQam9BojZxMpnE2+CEfiYf4h5NPsTsXeBp6j39vusDnrkISFrfok+0QFlTh0XaQY08hc2ea5cQcvsi9TL21AIfRyMtoJidpaYxW3qFXKWAkp4mwTsC6rJxPC64ybXfyxDDHeL0Lsd3OI5seufge/s4m4l0P2GxI5nXPPzGib+HhtJCM8Ww2M97Hr+1gQrNMvjZErKyK9IVVWpXDvG0y4esTcMsYp9bSwVhZDuvmUgZGu3CHenmt2cYXfMTKShJ5G7MY2sWsl1bzSUI6W9WpXJlXoTMVcd1i5zvHz4gVf0imVs218VLWFm6xmpfJ1GMrsw1DWBUiXtjO8dGDmwSlQVydjZi9Bt50reHWR5gUjyNtbEfQ2IpGJ+dztRWR6xbZ0SAryUU8b5IR0o+hErawMZNMTaAYs7CX+V4RE+GbfKYqZid+m29axtAohGyLWhh9mM1iswV9l4kOlZO4YIQTaSdBmZU1xTwLmgUa/CpsghE+Fi1hGm8iNppDtauKqdnztA7lc39lC1+Dk3lJN6cZhRylfYhJKqFw4QXL0ftsRtMZ105i0w3hc7RiiS2z1reJUpLH/2v6Pzh2teEKGrk5f0yJs4PHqiFUBjkfOlUMS+pYEmUQbvZzZyyDO6vztLimOWv38m37u8zPFPO/DH9D3bSD2ZkcQs4sFgoz6Rk54s7mBkJbF0995+n2ePDOF5I4Eufn6y+xP6pmL3oD48AjQvFMfq+eYdXqQ646IsVfSvZ4DpOLyVRFL2JTpPNtQwrLAieWDiM70QSWFvLw9sn4QmkkKN9A17tLiuaQgHWFR+OHHHuidE2EkJgU/Fr1LjKzA1dNBynCJe5OrWGoF3Nv0MKtiWqqlD0Ebas0Wkb4V7WKM8k8CoOKz8wxMoM1GNV6Hvb7UdqinA5Y2O1yURXKZ02QwrC7h15BCk5zO7LuNr4WjHMmzOLjjhhmpZj9tGv8UdqBXzTO3FwmPsEaQccGFs+7FHmSaZsepS+2g37ufVbGkhlqLOd38gn04VeUu6N85hhkuU1OWN3LvfE47v1yWoIb5JlmCHVs8mlmC9HcXD6/eJUMYRRVTxvNYQvOXhfhUDNRyRRTg/UcKsNEWq/iq8hGbr9OsDOXM/ttJtZuUrMrRukxEe9p5uXqOU7yS7ix9oRKSzZGUQidcBGRxcqTinTcNXn8xniPFXkVhx0ZBOqT+DjvQ5pNCxTEFrkxM41KFSAuuYfJdIH1o/cJPE6nXZLI7XgeS64SLj7Zp87cxnfyc1j6ZPzDwVvKlxaYl41i71IxMJRCna2RcCiJV1X3+aPCx0aHA4U7zHj/Dm9zajmx/xck+920TvXzR2Mm/kANovFZUvti1A8lEew4ZknVisKWxlPJAGMLyTw2O3G514g4HeTHd7k7v4p6tQ3XUSWpR3OU2V34pqv5buzvaIwP8I58C11YSNLcEUrdMtXBPTY7onynXudPqkv06ayk+1OItvUSlOkZbmpgv8vAYUiA3SNGNdJKytQJE7ISzAM2PljR85EjkQ6ljeJeOx+uHLLsy+Jr+TLz6mkurz6lcHmaJfUKv1BIUBoFnNt+QVYkjcfBNjJ34uR4AsxLBGwpXUzX1RFVlDDR1sba1E18PXN82z3NvGMDRU8TBnU/pfJWbNok3hpWORK3MuipIq8/DXXXFr/rfIeXCRd4XpnEjmCBvdxWXnXe4VnASnjtAc9kCuKOOJ2eDUoVMwxr2rGHK8juHsPfdcDEeha/8v6cf5P+FOewArV+hHigF3t9HTZlK3eWjtG11ZM+nYJauEuxdojXxkJcY70sWnIoHL7Ca/USL7sTCVbXcDx5AXvfMXvKcVKml/nCFsBo0JFmjDLuULMnTmNfU8eA0U6js527S2dEzM30y0WMN7TwzJDB8JjpB9lO8GOA/Oivzw/7A+Kp4YUumYPkdGYWMzhJy+DTfh/HGVlEjMU8b7rDN90hZDILgVgpa/VpiGbkCOd76bZfQiYy0q8e5Ex4yrKmDmfbYxTudBpVFsbmHyAUr5CliqJQ3WdM4STW5OUr0T4udT/fdUfImtWREZMhtXvxKkMkL83i7OlnrDeMo0nJUK8Ab2cP0z1+NoulBOdTuGGK8Q+7R+gdBv6r612OZs9jGRBg0G3yM8MuAdUg67HHdHuMLBeWUO5op1NtY0RUxXH0LoeKKcaGe3ipVHMoHKDUn039xBntRjdvIuc43XyHPs1NzgLncXdU8JVhlHur+3yqK+Cl6SnvB8vpNLmImRLZtFwjqr3LgS8Bu1vA8GwtXl05/9P4N6wGbtO8bkXXWc1qZi7R3iFWi3upHM5D11HAkXaVaU8Gpikpjf55tsbusJ9ZzpgmzPRwPVtNCTy7eZtX1iRe+c7Ta28hcXqN79oD+OS1RDvH2D2wINwAACAASURBVM0X80Ywj6y+E19PlPKFFYIyG0apmDyHkVRPG5mBAvQqNaf+NE4jH3AkjVG0HyFr8TnPh8/zf8n+njf9ZrJG5zD07aDX1zEiKeeBroD3d5+wlJjL7zrfZehRIla9mlfuNLby89F35qMRKjBWyIgq2nmhzCfWUchxWw07hhijjzQIBlwIJV3ITPewSaWMNhYyU5nGK/NP2Zi/w9qTC6RO5RKoy2JALGZRfUaF3ku8ooKk5U16G/vZ6jUTkhnIk/sp0yoZrs9ivkuJe6aAjqlB5pQn2EOVxFcLKVudwtncx1lqJkcVzeznlZE7UU21V88Ns4XvnP/ErfFbFJn1XImWs+e5xpHmMqNN65w9bECrUvGR7TzP8hPwyu18/f4H6II6vujbY0ITZLDbj6CpB0l9K+2WGj7VhFEbb1McHeHl9du8rmgipB9FpK1kczqJJm85ZqWUow4drRNX+F59m73pa7wRzFM47GC/V4fvUSOvW4qp1XnpsAwy1jnO5/JKxnqcTFgWmZX3E1+/R7lslDeiNSR6PR57JZ2RB2ysnKMs0kn55DiedhdhuZmToiZ2k2+ikYkomjtlzSZmZyaDbvUUHp0Xn6OJlYF9hsSLOHvy+Nhxj33bQ44Ho1xYW6JXEUKn1uCwdnHePMhQ+2O2JIV4eiPo+65ycX2dhuAOe48VfKV9n9Xxcv4/4/+O2SFkfeM2DlUFk8XplMy9Inl0hBqvkEJ/mHajh+hKJm1KFbenllE2tnI0ehHNaAOu0Ur+m6aLl9pZlKoN7kXGyJqoxjuZhtjehlOUxn+IcthrrSfcpGY9ksj8XDoBhYTXKjWTggMeCXbJtR3jFo9SFj/lmddF5+QyNmUzb0wpmKx6FA1SUvsWSYwdIuwU02RIJi22wG2rgJ7wIUtSI59JlXwuH8Gqt/CZMUbWQB96iRKx2oVwYJpdgxOT1krKcC1Gfx1eXyvmujzaPCUMtj7ibccgR/Y7fN0zhVHWi68lhd/kpxPsizEZz8QrWMHnXmS8/x3KPNmEBl0MhE/pnr7Oafx9fE2lfK1eRzL6huyxDZ4OdvJGMEmvSc7l2Barx9cID3uplm4QEg8xVaZnIymJrTuZJEviOFof0zNpwCGaIziVy5Tcz1qwlc/6G1BJ7jOVn4RMnoO8L5VvfT8nvPIhedsWDDYtYWUrz5fP81l2Fnc3d2lX5SPUG/EJVum09nNUlIirPpNvjHf4d+lP+F78If7HaXxV9i73pl/T6O3l2kIQg2qNua50VM73mD+6zmrxXWo1d0iZymTQ18m1J1s8NjTxneI8aoGQf9r/lOylNQ7kUSR9AvzD3ZS561mOXeVZTj7fK31sdtswusKsOU85SU7n696/o25HzcBeFd+bK/mF+RqZC8dkCMZoiKQS6jpgSa2jsf8iX6hnCEzmkToWJ89WxZ5IyS9kK3j1bup3LVw63adnX02Ny8Kkr5A/+/6W7PlR0i1BBG4HDybWkWt2SZl7zkn3FH/RmHgjy8YpsnM/eIfVNgVjfSq6XD4Wa5t4Hm3GZjXhDtjJGTtjrLOIgLCJ9zY8vLbfoVjq5Y3uJoWxcbxL5fxKvsm0Vc/ltTfkLC+xqInyO1U5SbPzJE8sUR+oQD2cT92SmxuBHZ6Y85lT9rNQ9YhRTTVfSyysTSXg7ZnjO9Ekn6iXeGTpxii1UaxpImi/w4FpmicqKcv2NMqcOZg6Foh3pOJr/oCX6bc4rnUSqpTxZ/kFDkaNdI328SdhMp8rJklafEWtJoxL2IMvlkdOZxi34ID9hVv8wfZT/LVNHNny0RgjRN29OOofY7GZuTdeRodcQpejFIXwgFL1MB85MphfvcOmJ52c0UtsGsb4ouAaFlEnJ54PcIm3WFT5yYyt8qU5hsRiplw1TsTZxK4hCY/RyKg2RL3eRmHsKUeue+w/SmK+qIK64ShHdsUPsp3gxwD50V+fHzRAQnMOfmW4zExeKfOLKTwty+Ejq4PTnAJm5/PY99/hG+UO1fFXrMzmsyZNxxIUUrfioTxwBYlokKgyymvxGa80D7FIehnx3SRXGSQ0X4i0b4MCVRS56j4RpYOp5jB/Vj5nQDPArzuHaBx3kB5V4LQ6mNIOcmt9Fm9jO+HuVQyNElx9QhbrqxjqnWSzsAH/9AM+cMxzbvOI7oEB/sXyLrsL7xFyyGkefsKFzWcsmOrZma1Aq5QxX9WDpqWQhj49Z9K7bIfy2NQFmHb1sqvtodlTglcnJH/2KXapkdcj53h+8E8UTN7gef+7/EF1j8/km3y49ZxfaLP52PCCd0cEiEwmotIUXutrCdtvsNV/k5Cjg6G1hwzpmvifhr9hdTiJvrgChaCOg9RMFtrG+OhmOj2OOuyt1Rzp4xxGr1K+FKXAN83ycjIvUtIY1nh5MlaEWHmTVzeuslLfx2owAU0wn7zZaX7fYEUtUbPYPcxOjYvn9W4aOwy4xKM8jodwaUNotDquB+tJDkyQEcxBYu5nUZHBif8Sy8YlmtadGIa3eaK+zl9c/4VT/SQVgWn0oiXEFhmLDXfJ1LZREe5nOjWPbzU/YSH3GnaViJfa+yyWl1EqM+BolyJt1dMvF/NL3X2c7kaezlzgINLOoLiXtogLlagLmyWNOqWVQGMJi7pbPFv5GVPOKgwb1yiezcaoUbCZX86E5pSHZi/Wnh5qp0YIVgsIicwE9SHuKia4pYzibskg1ujHt5RA1soGd5R79AYkzK8U0Dvjwd47yIvkJLZ6OniWnEOt/zo3l5ZoNAl4475ASvQ+Re4gtwIFxJ3p7IcuE+7e4XnFY2QaI7+wnedJ7g0iigZ+8eElLFYZnwv3eCWZx1IvJV/gRdDQicqSwQvdGEbxPRQBPVuZWXyWW4BfP4HSeo/N2H3aPCUYdAoOXF08Ct7iv2qu8mT0PuuqFX6yd8aw9IjRR6V80nuVamMIgWWYcHuEb+RFzIm62FLHsYd1nJy+Q64qzEvRFn59KwpbM6mOLnY2z5G46KDP42BYqkCpsfPmsYGD+7cx9XZQNrHG2NAZ05u5pE7uMKwL4LXV88y4j1TvJtKRhd2q4WNzKp87Jzi/NYNWuIhdo8Lv6uY98yDuxgrOpA2YJQFe3bvI5YUVqiefslhey761lK3xbHZ1DxgxNbG7dwlpVw+Rsmzurr1BqNHT4mhA4tVza3mXybV0Hg3aeGfzOfbaR6wO3cDvzcM11M5/1xTzhXoKi3KNhPktHsw0oRnJR2fU4BKm8R+qBLZkD5nr6mPKU8q8P4txezt7EgFzPSsoep7QpzxE0+SkLH7K3pgB+cQ2NnED60YJI+Yu2lrMZPfMkDZ5SpI3F50gjetLB7w30EPB7DP+JBDywlHLF2oNPrWP14ZxWvuVGFva0SsDtAbmWFIMkO+W0WFvJeQpxuLrwt7cQO1wPtPdIl7VSHg6foFfCOYwitsZFpXwTW4SY91j+MPVDPUtMdk/x67955S50/hEZyU+tE71VBbHE+cItlXy2riBOvCcu/Gn7PRo+ahvGoFdx+3pNb6Y+gmzhgipzl0munvxNo7wPOEqjxocCNoV9DdWs+EpRq3bYmImmUmNg63Jh7wZyqBXls5Kagae6nw2u2/y8eo5dHPXSd0M4FRLCDkfcbZ4gbd5KZx/8gyBtJJqTz2zvbtMWuvZzk9ire8u3xqu8bE8gTequ5jrqljsziM19hEVQ8VcXrSgMB4Qby5FMHSe2P4dtsoSKbPepGAshZ6ontuHKyhlbXyjuoKntZNzu59wa2WXjxWTWAWjeMUbVA2UsjV+mSflZXyv1PJSGWPCMMKu/Rk7SXf41cOfUrTUz+RxCn8wtfEvxp9zdfkFHWYZnYNVRCVzxHQ2at0XeTko55WvjrvTS+TZHjNiTGNR2MJn6nVGpsJ41ssJ7xTTOKhjcyiF/9D/LaXxflqDMuqsER4HZ2h1PiE39oIT+Qp/MeZwrG3HLXSSNnyX3U4rsXYJDqOLaFkWr2PVWNRe/L5ZCkNnjDSWsVRbwHt7C4wNXKFI7uWVPoXUYBzPei1/UQX5heMOdVNx7i5sc6bTEvQO0OA2kzsyjsUlwu1LoXPGROrMMV/032BM6WC2uJqQtp7v5BWsTd1kuGuKX8ktfKlYITPYiqVbTY2ignl3OqsaG8cGK8/0l6kbKsXSNYrnUTkz7Vk8Kcrm44wahA1K/tPyt2xFlFhWK/mT5J/4VrZKr+8p9e4g7k4Jo3M5tDb24xav8mz+BgvKVPS9cgaH5fRr3QS13Tga6tC7J7kUu0K7XIBa24tMfEC5MsBxRyLNoz6OIrdpH7tJVGPkTflFvIoCnmiu4hcH8auHyZ/d5JnNz2PzFF2yScyDySxEstgyRPDI4xRpZmmfGMPpbuZ52Q2Wi3O5N/2MxcHAD7Kd4McA+dFfnx80QA5GjPzaeAnnw3ZW43d4ZsjhRZeZV725nC4U8o0lwi/lu2TMv2TZm8Tc2B2ChnYyt+fo8CUgkw9xoFjljewpb5StWCQCNh1XSVROEJ8toFW4Rp5yEoOsgjWRm2HhGH9UPmNQ5+aTLjdWm4vciJQxg4XV0Rpubk0SrXhEsGeLQIcMpVTLYWU2rr5plsoqGBir5p3hZT5cmkLjVvMb82VW4ldZt+nIib3g4ewW0aFGDheLGGpqx93ZSoW+hPZ2MV+pL7ESeMyqxcKcU0yvtwKxvZolkZV7Ky+Z7pHzMvwuv5w+T3XsMp+Z3+G5pIoz6TJX18/42pDK57oXnB8bRWBRExWn8qXKSv/wFZb0d5g0t+PfLcapE/Fn7TusetIwTzQhkXSxmFbMQkOcw6QbuFWJeLvbWNBOcbL4Ph/un3E/HCIcauV5aRYD6kFezORwLXqRsdKbHOTX4xZmM7J6n/ypKf6HLAGpdoAjoYz91hCfFnRQKPViVwzRGLGhGJinz+nhykghN8bXKRl+RNPgMDFtGhum2wwEjzGO7/FSssikqISvIz9hRT2LIhxELxtBbDGyV3CBBJMdubiQ4INKvlf+lB7ZVeaqi3jSl0Hs8SMuiRYYqWlDr+lCq9Tyb/q7LC9k8kV9NU8MrSzNJBLdy2Jg4BGDhlJa7Eo2Z6+zrL3Np5afMKcrZfXwPIp4AX5pDU8zKglojqg3eGiweQj09zHS1M1At5yAYYlcpZ9MSZCB7nRmqgeYWLlKUvyYnyl3uT29zfpSFoZxLWaFh+e5iayJWnl9P4Nm/2XuxNYZMVXy1pdLbbCI+1Mr3B/MJarLY7u8mHHVGHulEnq0Tn5te4+NsmvMSlN4klxEqE/Ci94lXvQuYKltJ1kSo7ehm4g+iSNDFFtHOrPqMkwiMWNtzcidq9QN57MUS6K9vxCZWcvpYgbtA/n8UnmHTwar8Vrn6FPN0+jZYLUmkae99yk2jSI3D+PvGeILSTmvFY94JZogd2eSZ2s3UKsE7EsPmNeV0m3vILG/k73oB7y/F0Or17IofcyIaI5Tcycv065gaG+k3SDHM3jA9nwixSOb9JuihG0m9jRrNDlFzAgzcPq7+cZyk1cDEe6sztGodxBQOtkeaeGKU4a9qYwThRyL1McvLr9Pmj9CwcIrIiUPmLHK2Jq4yoBGyFeGW2zsf4CsW4K/PJ/zO58yqbIzFbiL39KJzqrEe1DM7bUFfrLxGq3MyqI2i4WhBDYEZg57qvlabWRKtcW1zX3KV1rp9Jeg0XTi6snmD4brPHFXsqJsx27rYEaXy7L/EfMdvTzpCVEs3qZVs81wuYnymae8DVeiGz1joK+KVU0/fqsITaecmq458kdWuDpRgKIrg3+a2SB1PIfy6TP+U17L/zL8b5waW4gqx9gzerGZrAQfPqTMvM7j6AxLyjDpI0UobEIkZjWNDit+lRyBs4x90SBPcys4jZ3jl+IZdKImFkWP+VhdxUytH/1AL27hPOvmBV5ZP6Bs4A7fK4dYc1rIna5n03uRQHcnL817dPsnuTX7irGWTrY6HHyhUnPozub/0f8ts9oQ77u3mK6vpL93hfW0ZB412XHXlOJqesiWsJfHoW3i07eY0Q2xNVHFZ/0XkPZkM52bi6cqn4g6hc9Hb2NduUTy5iRusZDwWC5HsUt8+fgm7x2f0mQQU+gvYVKwjdrkYq4oDZUul28015hTlPJ5wU1mGpJJjszRYnjK/cGHpE3aae9/Qqy5ge7we4wu32OpPY0S201aAok8mHWRdDjPrKybfWMOnuZ2Lq6/5PryLl/ItulQmumzjSL2F7BvvMJ6YxW/UtXzlXKXZ8pFlvufsZt6h2+zzlG+GGDuyW0+n8zm30yXeWfxFYsLtxDrRYxIlxk1eGgb/ICt8XS2+2cp8vvIcghwDOcy0pODJdSPYy7A07Euhjab6PbJOPDe5V9l/4BU2kev1UqhfoZud4TS8BN6Bp4yNLDLv5hv8XxAhVKrpNSSzrZkjFf5+VgNFjyNKbyafYBBEkYd3KHAd0TgcRV7lSmcP3pCZ/Aq1Ro349pHXHau0LDm4ktThHV/LVvuR7gDAr421mMPraASd1Ae9jFusDIWvIs46uLO2nP+1H+bkMJCLD8fv6aVA+ll1qYS8HT62G5q4HPpLIljlVibe2gTF3A2VMNnyixeGYd4oblMjS8fZ+8Qow9q8PRKeNms5dXdW4gtEp5p89ic6GFx9SZfKX7Gb0UrrEmPKB+ZwNsqIrSYjKdZyaykn8P5DKKdBchVOopnZ3Fr7Hh7W3HW1yIPeHDVf0C38AE1dhmdsn261UaitQ9JWHyNztNKRzCHIWE6J9KLjNoesCJOZrpLgtrgpHp2jYV+A+XqdfrVJkz2No6Dl1k3TDAgm+OWZhnDvITqIQfbxTnMe9LoNs4zapr5QbYT/BggP/rr84MGyJ6nh080eTh729mNXONZoJBXjzR8r1VztJjO6tx9zhRbVMy+Yc5axubeuziUt0jeWsU5mIVW7eJT9Q4vPS5OJTrsHbWsabO5oZxhOlZBg3yWXOU0dnkfp+1udJoxvjVMEdYPsdsVYFsipSwgYVg1Ss2hk2tbE8w+KMEnWmFC2I9F2cdxYTL9klEmmx5i9LXx09F1Lk8/ZiDQyC9NVxkdTeTYEeJe5BCtYwhh1MHRYhFTBRWoulso6e9F117NM2MiK4Eu1ky9zFl1VPhzWRIoWWq3cH3jFVsCBWfh9/m/+3+GKfwOYW0qn+ofciid4O7SIW8cmXyqf06RY5wes4QJWTJfKmbQhC8RkySxYG4gtPuAQU0vx8r7bLvTGY6WIJB0EiquZeHxBMO199iqvce4VM6A2cTSyn0y1pa5Hp1C57JyIKzCI3fyIp5FwvgNmpRZvLifi9Z5H9tEIUVzEf6H8kMGrE6+EJbyrHuS18kFZGoDmPU6hHoJrZFDOgec3BhoRGyR0GUT8dBrYtuXyELPfTyBA2KDr/lEsshy+QN2lq4xbJpDr1jFKjfTZXGy/eACHzg82B8X4qlp4g+qn1AYus9pcgIrbSVEmpv4qWKHxQcVeB25yNQ2/ps9kZm5TGYHi3jyoAJ3bR3N0zrC0SI2lhMYn81kSlbLWHEOXxnPsWhM4eDwAsHZPE6EP2O5WkZMuECX2EL61Dxz0scMCaSoO8VM67YIqWsQd3YypCxkOb+duaVr5A+eka4/JN+3xeZSBq5wNxq9kWfl99nuqeM0p5gexwWSzOOcmFJ44a2iNNzMvcV17g8UMyQpZKVIRlzjYbVdRZNmkN+ZLzDTfJnVzotMl+nZb5Cz1xFmodmGsN1BmiSOolHIsi4dSXiG1Mk5cmbiVATH0OhUFI4fk7AwRv5OlMuri1xZ2+V0JQezuZNDcTq/MkuQDa/SrJjGLR/koOoO23255OnH0Zq9hHQWngnb+EjVzGthjJ4dBev+KcakLczJn/BUk0yHoxvzfCp7gtu8vzOO1qxlXlNKrG+Ft3Yfn6YlYm6vxKKvomfyKRvxm1ik9ciNQTZN80zLZmkdrGEmmMbi5k0i9gbWfA5Kl0e5M9jEvCjCejSLrIFSdK3V+K1ygn3DfHz7OnUqC/mLr/BVFjPlVLM4dpOg4DG/U99jdu8Cpr4uWlskvLv1ig1tgJXxGwQsQiK6x0zM5zLoa+TS6C6tQzG8snqOohc41g4QF6RzKOjlULfKB4cnNK638thXgq0jG2dPMX82XufUf4t1Zx3Nej3+njL2YoVEH3fztleJsjeGVm0iWjtBxdwJL4IdDIaeMtxXSlg0j8LuY1lUgrJ9hfTxfj6YaKWr8xFX/M1c9E/SGTjhl7oEZqWlbFgqmVaNEbf0M6f0s5pfil8/RcXMDLOaCAljd5DZVfToHaQbRpnyCOnXNPFaPMlZSgYx+y2+1U2hFdayK2vnlbWSmCDAyqMM+sVT7OmWeGpPoHj4Gn+S+1ipbyN9Vs6MKQF3t5Zj6xFeo5WhgIhPJGXsdHfxkWKJascxv5HncBbN4qeOA5aqKhnonqe7z4y4Tk48/z6elhrG2vx0LZqRTnexqpxlKVzMW+tllB05rJXew1NVyNLUFV5rqwhuXSBrdRKzSopvOpX98A2+6rvI5aM9KjxeOvqbUOhsTGknGC/Nwup6wGeSG8gsGmaLK9hqv0Xm0gJxwSFXQ/lc8S5S4z0i0tGDfPw84fAd9rWNOE29qAbucXt5gNzdFeakpcTMj7F1KUmO7XJz+ZRfyNbJHFFT5erBPf6A47rrzLaW8bU6lV8rj3irXMDpP+VV/jW+Sn6PvNVRtmKPOTt8lz/YE7gQP2A6mo5aZSEu3SeoHcU2dI6IowxNcIkevZo8h5myYBUjwnSyt2ZwrZURD3UxPStEEhSwFMjkd8pz9AjlfKTaoVIzg84yREr8CT7ZMR0Tq/zWlMrbYRP1rgYSJgd43TfBZ5k38DjkaDUdvIinM9ztoSX0hKzBXbw11ZyV3+Dc8RmdgatItXJMml7uaqOkbU7x0aAKz4iH8vAxx65czgZq2ba5qHAMUxkxsSUNsBBNoH9wgJvrT/m9tZigVM9qfg8BVSsjopssjdzHKzWxIslnTucgL1yKvFWBqCeft0Ni/kP5U94aI6wb7lDlu0lUPMVMTh1WpZdvuuc4S76AX1OHR6Vna7aG7en3WdVf5PfdQV5LTmgfGEQjMzI9e5cJoY56yTwHsw8IN1Wg7ldTvRzGqnPja6rH01CLTdnIx9c/QNh7C5FcyCPVLlKNjGzfA67MtJAVzSPiaGSt4A7bgYt44uW4eh8z2dZMjdJPysw2tVYnxcp1nEY1KsM99mcTiOjDmKUL3NLN4wq1k+idYrakivnl+8zWq5m0hX+Q7QQ/BsiP/vr8oAESN2iJOHuY1xdyOHKRl8I64p0O/qQZ5GztQxYnc4k7nqINv8Rtbubk9B2ilSXc3JihcqQIndbOV/Y4LxaL2OwL46jLJ6xt5apyjlikgTpDhDTlDG6ZgqMWGwqjno99cqb1fpb7vLzu7kFgNTMQ1PL3p59yd3uYWGEZBuEOvv+fvftqagRB8zX/Kc7FiZlpVy4rs9J7EsgksYn33nsnBPJeQgZ5IQkJ4YQECCThIfGQvipd2e7qrmo73TNzYuecOBEbu7FXe/Xsd9iLupio36f4PxdvvOIgPmULW4WZWCReJqUNiC0ifhndpNichStUzNfam5iCGRzadsg2RfAO9pK9ssppopCZomKKTA5kGjsLg3dxGTvZ9sl4LC9n3mAiw1dCZGSI9VY1n22/4lSs5nD2Iv/Dko46cZ5OYxXv/OU8F0QoisYJBzp5bThFJnQh0XWxMHqXH0U7aIKXCQ/dJ25rYvLxI6KKWkK6Ds4sKczOPkQ20I+9oZ9kbQCb8C5vcj9jS+5g1NyJabmTkVkLNxcTSIMC4loxQZWYs4kcun0NVI018/ZGKv0TaQxo+mjcs/Jv6iusau38oecW74dWOLubRYnchs7ajaW1kaLYc1rdSlIUWv6g+oQtdT3FE/0cLdwkVJ+FevKApO0J70Rxfsg9T2wtHZF5FkdTD6buFsrMQbYKz3F1qoip4nJMoiqskY+wm4uI1N1lvaqY8f5ePpE/Jplfwbw8nX6Vi98tXcLg7GXMNcSblAwWuvvpcSgZMslxioxMCLsJdmjxV+fwWn2Np+Z7+L0tTOze5ZnuV/j7g5w1uhG2K8lLLONq7sbTL6ZBbGFHtce/KyZ5OqzCp+wjkVPIWuw6Jdpjet1PkSg32E4+ZHK8k37zGC/q7nAiKGa7fhCb4BxZKitPRu9Ts7LIjbUkTdNW0mzVOLoyWagZZ0clZFU3QLdojO+1nzE/dIndivPohod42+lgudNEsL6TGuEi91TrpCweUByboyE8jWNYzZeF5/Grevm8/gaukVnksmG2I7fo1zdyeXOVeFBDRK7HLy/m7yobDaENKqXLBDoFvC29TG/ITLY6isEQwGdrZ2fQwJ5siM+Ho2ytfsZ7/XP2hx2sSbaYVzRgnKxCvZTNlKSemwsqfIE2DjTZJAZ2+INxifcZWfg681hfvkTBxjEHiVy8M/Uohwd4K1rBMTyHx5FPYuc28VgqhdoJVr2DdKzMc8lowzEyz7h1hB5rCj39fbR4G4j32NjqzsTaJCB/5QXu+mpmxvuYnyjg26wLvJVXs7T7MZKBAcrlNm4u73Cgm+Qo+RmLxi7mbBUEo+WcZKfTJLGRuXiAQdzF0/BHfCueIqL7Db7WBr5RxDl38ozh3VbKfHmY+3OxC6v5V+MNngQ/ZWuymAKxj5mWek7imQTqhvhxpIapVgE33KssVemojT3j1biMJc8TnP31TPSeIByNMCNpw9yd5NKygHMLIuqVhRS4y7iR9LNncPG/pYPMtlewI8lhUTmN3aRiVepnoVyITi2iYDXOjHqCi3M38dpaGNTYSNfMkwznExsQ8mp4hv28Cmrkdn5nmUI1VMO+YohnlgrCKh871bnMtFg5kK+z6EqjyneJPwmtvM+/zaMlHdPDabgF/WxbnpBQt2FxiHEK1wn1hlkeDDLqeswP8hRehO5wL4vpmwAAIABJREFUIX7GSnElkWo1JWPrtEjtrGbfwNVVR6grgi+Zx/31JdalceZ82bwyF6DoyWW2PZ2dknsIggWs9RczufsxBckIIoMQTSSNHW8Kf1B+Rv7JFBnhDdTKOnL8RZxJE8yXZuG2V/Gl6DqF3ij6QTki4zByp5mAeJa0UDafuPYomD5hsl+OPvohy7rLvDcEWNLZsZsfcjduIHM7xoYsmxlJNQqhmnp7jDsrZ3yriXBzepHMiUKWYmkc5t5jqq2M7zWp/Fa+x3fKWfqmDvl95QXeZ57n/to8G+5G/hS8x+7OZdLno4zF6jGJJ/hKGWZcEWXB+ws0qiZyoptMd3cgViu4MlWPxtdCTdDF5NJtZqyjHIS0qEM9+Cer+av0IxSCIf54OwexPIxd5+Rm8pStgSO6o9OcmVL5g93P3bkKKswqvhLM8VXeeYJWMWJtKwdL94gNuqmeOME3NoC7uoj1gfucPzllxnURp7qLMUsfGeIAN7c3eTrdgnpmgUfuM145Mlm31vHMEKQl4KJkqpNvhKskotfQe0Xc3jwk6RglJNSwWDdHQNZJVHqZmDeXsE6It6sCvWGABl8JLSNBJP15fOfQ8f+q/jvfGaaZ0z+gy3+eBfECsfweVOJZ/twTYrH2Ek8F91gxmthfyWfZcROT4y5/6RriW/EZVrmIh0sJVmN3UCvnKZFMsj9fQ6Stgl8ff05L0oNB48HX1sLkQC3LJfexDhQyW3oBc3cd6dZDHAoJ2TOLXEts0job4J1Ky27uJRLjV5iI59Mk0LNVU0ixOkjt3C6VRhsyg45Xqhif96VymHxAUDmLSLpIv8OE21/LNc8agfoOBhfl7Guusqhs/Um2E/wcID/7r+cnDRC7U0vulJDPHdc5iX/C+8pepOow/1D6OVy9RtxbS2fwKV77Y4ZMQk5Of0MiIx/x4hYdkxYGLAIMwW4OH19nTrCEpSkXl1rAXUWY6YkuauyjlKumWO6WsNmhwTwqYsutZlNvY1nk46TfilbtRLnaw4XjU+4cTrJeV8iodBOtdJoZRSM7pfcxy6wsmKrpUuv4zco2E2UPcXYWcCrLQDmRyo7jmE6lFUdfM6mr25zE85ivbCTFGiakknAsukjdqIPH4ybOhHfRjEl4MDGIQz7CWquZT7Zf8FalYCt5hVVDANvWeYqtjXwRzeHrMhntkz7kERNvDRu4RPOYNdWExm/xt+FdJly3mROmE/E2Mr2Tw77yPjbDCG8M14mF72Ju7yTYqWCr0oxXnMbrkgs8k83gtufQvOJgwjTIrfgWqlARkwo/EXMDMdNDZs1WBlQK3l29QV0glRHxCFUrE2zGH/BKZuVZy32+FC6zldOIprWWmfb7mPq15K48p9rbS+pwkH+If8HfNZfJDbawv3yTpZYc5HonMbefr/tn+Y+qCyx70jDqWvAObaAT9PBI7WW15BzZzk6iOSVozRWsxT+i3nuTXlsqz9JT8fX24FDskyioZmqgiEHDGF/GP6PD2ovH3c/hgwJWBpVoxL3Uu0cwygOYlWrmaypxN+Sxp8xi1txKyF6D/+AOm9ZzWMUJXpcrkXba6It6mM+tx9nZR5VmkjP1Ln80XudzlYMJhZNwQTZbCzcoVRzyo/IFUvk+28kMFhydVASmeVN2A6NviOignVjlObr1HcwYqvnw4HM+OHiF0l7OA2sjlo5HzLTGeSUrZi1Qi6Wln7eKm0SVl9l59ClFM3f4bijKVHs/040aisRL3LQd0O+KsTvygIHxduIDRt5lX2J3NIunomuEOq2MC61szNxGpB3k1roXs3WPF8NzaLVN/LtigrqpNYrlEabaK/jdowtUrwW4aVjDqXYTMmeRGPCzMjDMG/E8a947vNUd8JV0k6/lHtr0oyxv3OKSSUOfz0ierwSHY4SkO5+vRvY4nevk9cNsvDW5LLnyyEg84XShln1/DTXJWb5Q7DA6PMmx7xz2rWqmQ5ncHF0i4a9FMx/ntiKKUKtDr7Gh1T6gYlhBk6uN7RYNW+N32CvuoThygLmrh+nJKlY8efxw4WPOhINsJT9APNRGiW2c/NAUh8Ygx2ufsjFaw2yggpC/gqOHDxivaebc1ivG1eWchT7hL0I3HtsFhkfMfDOywMdHzxjdr6HAfx+juBqfuJhvjXd46j/HbiSbB4JZwr1DPInn4q8T8DfZAzZymuge07CTV0Tj/Od87lCx6zhG1zvAqHAfpSKCQDXKiEjLsL+Bj5f1dLku06kf4Mr2Kn8T9/Pn/kn8jRU8FacQ0wTwd3dwKJ7F3W7G0lVP9vYmE+pxrs1eZ8pZSq/aQZo8STiaw/N2PY/7jCSq2snu9/DeFEEpLGdTIefFaCGTGg91ViszzVqelqsY86fS7LvIy/5BxjtbGZntYWIwgz2HhLDriKi7HpXVhG34kIioFHX3AM/GdviDqpPvRi9QurnASk45hzml9Mq3+OXuG6KFd7F0txMe9BGIZNE8E0VsMrNnyeVorBxpfw7thgzeFX5Gg60eV1c1kzvnyF9ZpN02REs4lTVHJj+azqM57CF18ZARdT65vmKCI3rWCjJwjvbyg+wSKeEXVE8sk7a4QqS7iy5LI7Xubj5y7XM/esrkoBFb7EOe997mrTHKkWaOydECPluTkZFc5lidSrirB9mIl36Vn7uLGzw3Rql3mMiYymQnepvHpQ9xt5Xzb6o6vpCv8L10jqqpNf7R/ikn+VdJX5nniTmP/2v0Br54PsPLYro25DiG5/HpTFikCc7cv2BAXcSD6BaLHU38Tp1DuXWYa/vb2EdqCM2nE9IEeOlyYQ43YXW38efsj1guauJ3OY14RT4cBgc3Vo95MnSMYUrDY205weA6t+Yr0bdW8O3gLG+bPmNBJ6RHV8xGPIWjoQnKfXu4lU1MVWfjs1Rx7Wif3bEPWdKWYnf3UyEKkZZ4xf5KFl3hA6rsOxw4qlnW1PGdYoaq2BJF/mJ6tUusRG7SGs6jc3Gb4ekE8wN65prjTAtbeSy/RNRexbq5FqG5hrTJ6ww7G3ikW0Len8tLh4T/Q3iH7/XThLQZmD0fYxRLWKrSIxbu8W2niY5+Bd+Wf0zUOc5h4gGz0jT6ZtL41+48fpCeEpT2URyfwbaQj9k4ScuInM2ZVoaMRhp2raTv7DCqsDHeM8yxKIXF4nvsmtbYengeX0M+58eP8SkUXN58xo21M8qiS/zQLWe27RKJ0ZtMx7KplDp4nX+HetMCNt86CpMDvUGC2NLPX5sucpbMZVo1TbsqwqJ2jJnxEm5719C3D3N+9Yjj8McsjrT8JNsJfg6Qn/3X89N+Qjc6uTNbxjeBTzmaO8/buhGU2gB/UobZTN7lsSWTh0tv2NLEaXQL2V35gNX7heinlxgJHqCX6XgUvUlz4jy1tiZkvQ/pttZSbO1GGcmmbrqaHo2Jlw1qFtpEbBikPPW08VrTglcS5ovBGGKjhq6khv5VK5dPVwl3dWDQxPDoTOxKq0mU1WGRmVly11IlGeP8cpK5gvuEujIJNBfismdzYt9AqxxGq9ORuRTnIPaQlRopFZ4gq7Y8fif/NbetMbZdLp6JrlLjqyZtOUizb4LpPhcX1k/5yihiZesWyUEZ07ufUuwp59ViNr+9V8SAc4yy2Sm2NUGisjW88gJG567yd9EWjw0ZROX3CIXqCKwV8Up3g2lTDX5dP8nlO0xW1xLptLPQrMMiibLZnsrbkWnmPffISS4QkvRwY22P4dB9bMMx4r5HaI332TWEcXZpOU69SqU/DdHIMAVzC0xsVfIqcYdDwQPeCMKEq+VsZNzC2ZuJTuIlJ3bEXHsbqxk5/GfPP/FUVIbBV8pWJIUtSTna/j629q7yfYOZrfqHLAoz6N/XMSHdQ6Y3IuzsIVx/jhFRN6sP8pGFyjhYPo/LcZ202aucPswg1tZHRe80kfJWZgTVBOdL+d6RyeBsOb7NasKl9RhVI7h6+sgOdSIyeBgTB3mWmoOhPxeHSsih+x4Leine/XsEPHexi9fZadCgH5xCP63iXVoBpuZOurTjPNMkWB/NIupKJ6jxMlGRw87cDYzqU36rfoZYfsBGLJ+Io4GS2XlWy0oYierQaNbZzbmA3ZpPk3eMD/Zf8eujN/T6yymyNKDueMRUxxbvJQ7Wl/KI55fzVHKfNeNlEnnnqVt4yLeSZQJ11Sy2zJMhiXFr/JRh6zSzgyVUTpTweGic44J09kyXObbeIFYrYFY0QWLiDkrTAJeSaqzjL/luaBmDqpN/VUwgcc8hGlok2pHHu+ybHMWv8oH1gE57Ny5DPjFBkFhnM9/Ip1kSV/F+eI4tcYA/aBaYTd5H4urknNbLw4UlmnW30KgtzIUq+KMizu7aQ04K8lioKiVuF1Iwv8nmvIh9pw754hqbigQjOj3PVj+lP6ZlbiyVNtc4tslBJoKrFCnH0cvdyFUuLINF5KrkDGit7FfLOFr7hFdVChp9y8hFWmbnCnlv/Zjfl50j3mLkNHIepyyblGiSrjEJO3oPRyuXWXMWMztTztbIAzpcY6w+KuBX268JWnN4bLvC7w0ypI5i2qUhvpN46LP5cG5Vkz9xl1DfLaLa25zp03k59imP5zPJF0SYlBh4Hq5joqeFv3VeZSezjNfyaywXldE+/YRXeh/Htl3UfVIKHEnEaisq8QzlYzkYgjV8kLAz5vsAgaid1M1V3o208dvuGY4qBvlSfptlk4WAfJDPxTH0vSrs0hZytncwGvWkTd6h16ilRjXBHcU6o1NNvO9ysNzajaenh442AxuaZQxD5SzJ9bwZzces8fMr+WNG5F6OG3xsVFxF6bhKVFBItTTEsj0TpzCLs3APdscCh6vXcQabMUk3iRkfIOju441lhh+kDv4k+g2qdR0bDwr5MvMzNKIdPn7ylGLPOH0KLQ6Hk0l3Bm6jiTqHineGQjbsmQyOZKMIXeWwMwtfZwlylYKxzZtUzM1Q59BQOvGQlbECfu86R2K7kIzIAY3GarpNIwyJSjh5VExI085vVSmUTh2TnnhCtcdJsLmP8slL9NtH+cy1xo34M4JDbnyJj/hdZxOrYwFeaGJMGtM5vyYgYyXBd4oLBDqX0Ir3EYp1pCxssGONkq+bZ8jfyr7jLmetqVjb6/i7YpADpZkfJau0euf5n8KPWSlM5cFCmG8VN/jRd41MY5C1/Zvk7U/gGVpAr9MhUST42nKFIk89le4Aq91Z/HlwhMypbS4f7jInzWYhnE5AGuHlWJC5QAr7Wbd4KfwVWl2Is+pmpoetjBkd3Fs55LnslDl3A9MrTeTFF+mylzHWWM17wTzPpNc40RTTa25kbf46Uwor+VOnKDqbmavMQh0cJPVgh6mxazzVpuIx6+ke3qZw6Zj51VJKYi/YGbcxPyYjYhnkb9JJShLbVDsK+UweZ2X+FkWLd3luHSc38YRY9xjTUjsLnfXEpA8Ij3azY0unxJ9P5dhtOjyVPDCEUA/lsuPq47i9nK/1AabkD3C7zjHWV8t6a4hCxRL1wwl2NVm8e/AJ0545DpOphIbuI4qn8R+CT/mz9JQZRTf2yV66lttx281ohS0sBgZJW1hn4TCNrtg0Hc4Q7uFR3rZdRCjJYl8bxtmVwnRZJtfMG5i0Tu7tLJO5u0rm0jY/FtViNV3BMFHD7OJDykR+3jy6QefkKuP2BHq1nRf6TNSjw2z0Xec4kUNUNUOjfoYTkZeYLZ+0iSStQyauL+yx13YOn0byk2wn+DlAfvZfz08aIGtTOkqjV/ky+iEvei6zO6Rj2qBl1XbIzMYjXljOkRp/x44qQflEB8nqFGK5VVRNeilbOCXSrcWwcZHl9asEh92Yuh/QqxhAoNYw6ullaLYUpWqQM4GLiZZeXmoV/Ls1BZ/CgEs+zVfCAwZtQgaWLbSsGLlyuo5lyEBIbWd8TMyX0gIiFVLGpKNEfU1kjfhoHNUSbK3kcdFt5oeaCXQV88oUZkAtR6fT0+gZY30ph1iXj66xMFvhdP6o+BUPVGts2gKcaa9SGCggJR4nJbaOXu7ldmyb9/Y+IptpSPQdJB5/RoO/nJfzj3hf0Y5GruLW+j5JjRav/AhTXxWySApPp1p5bU8jbrqBJ1CNZ7ma3+ov8lh/m1fq26zGbmEbHsEqNiGXiHD3H6LSqnnbYyPqTKFgJYxUauDm+h6tgTtYhXG2o6k4ZUUENTFWGwx4a29Q6c5iWDNEVSxI/uoSf/Lc5NR1j9PFTALCbmYKc9GFrzKiM/FoYZNe/xwDQjF/FfwTX2Sk89p/kSXvI3atbXTa/ESMd4lWVfNdZzbrpblM7tTQ7lpGprPQPChnquUagb58NlNzUS49IupP5Z31PBX+G8w1lvM0r5LWegPL5e1EFbVsr93jK/kY5vAiRTubBGobaPA4UPWXcyVaRv+YlifGXB4/vIdKP4hX0MBvnb/hwfoWhu0cLNMPcUl2sA6asQ+JmDTreZlfi6ZzhG7NOK+1M7wdvcW4p5QFoxVf60N2PHfY1z7D7jlCJzsiMdVCzFRP6cI87wtus2K8hV9uYLPgIkej6Xy0fEL6opsbOy/pDuTSbipH0FvCdOcW36r2WVnOZz+rnB1RIS+Ml5isvE7O5jFfKAJMV5ax0jDLQ/Eytyafox314OhpJD2QxXPhHAv1tZxOfche6A6P8yqIKicIT6QgN/VyIyrh9uwz/i4+JCiT8VbtYnp0DIfUwM5ACk+zsjlbvcBV/Tq3YiGGTfUsS02sdrXwjcHJfHMnB/0TrAkFvJsewTaTT9eohrtqPzWxAMMjt1HotQTNWl7PFLC3cZ/V2gLWquvY0tpotntxRlxMuLwkXEf4ZYtI3HVsrd1FNDPOpKEEr7WFwtkZEq55BKpRpqRTaGST2FsqeWhvpUMe5KRsgJlEFt+2uGhwzdJtcBKJ5vAfmv/GjuQcC1Va3sxcwqlP5+Otp0hkZRzqxRz1F7M8l0ckWsjL8qtULUbYzS3mV7EXjEYa2ZTk895XjV/lRCiZ4kedgDmpE9NkC8WBGyiHUlnRf8S2KZ/Xsk/YncqlY2ARp3qME5+EKU0pfym7iLO+ja8LLxFs6mZwZpP9kR2eWZLIBQZ+vbeNSrGBUhFANlBAtU/BR6tT7DhvI9f00hWZw2Gt5usWL98NrvOV6h5Jh4rVfiPvxAmUijijTjl5W/sM2YbIs1RTrpmgXb1AqipOh0PFd8NTLJTm02Goxlo/SEwxg0dYQVCu542hGIFqjnLpLOWyKNvCY+yiNJ7lXmJMmMYVdYJ99V102lyO/D6sFiMnW5eIzNei1k6xFsygbkjLsauWaztP+bPwY8IbTWzcL+APRR+jUB5y+XQfm6gCicRI2cY8d1cTZMQXKQht8UzfgGm8mlZ1EeGNa5jkI+xlXiHg7EaWzKHR66XSYuL63CUWjOV8EzjH8Woute4kBc5h9Codkt5HvCxsYk1cx6GqkE7zDJcev8XRVYOnqRuV9xOUVjkXzWtcjr8gMDzF3NrH/EXgYt4Y5qU6jNPxiIvJfm6t7/BH6UdM9OyRFX6JvF9ERnSLJc80D5XrhIJtnPak8EXPXXxt7byVStmRdPBOOMGwJch/Ss4xW/aQrNkwEpWAQKCcK/J1TvzlZJ3OMTEyh0M0xaByntemfFIiGsaV/az13OXHW/eIlNWyVvCQ44ob7Exdwdc3wRfScTamsinz1mPxnaff1YtcmoJbrEZlclK9HCNpPuK70EfsnF7E4JZiMdUz0dTC8/4AAWsVE7JSLPZalievsS8cJ33pFEt9KUtFuZgiYh7sx5FbCnivvYFTb6NdF2Rw6hBZfJjq1U3ehbsxGCfZtnTwB02ARys7dGsfUat1Mxu6T2E4le8tfWTHTwn3TlJnbyfeWIlfWMaMSkHSeZsbywqy5wJkTqaRp9EwKs9hydFOsKebA4ONGeEjZN7LLNSWMtM/yRX5FhWyOP+n5tecFF1j1hzhYO0a7qF0XKt3+Q/hef4oOWJaKyDqraZgbZQJ3zChoQL6FgIMqC2sr+fweCGPm4l9nMoxDorTSZstZcw/xLixl5XcFIpGPFQGN0k/jNC8bSIl8Ywf07JwTl6hPtnHZCiXUuEUX1Rfoy64wZRrHotSzLHgLglLAVF5G/tLWUwrZigzBlkQNzNrLuH+ZIL7qjka7VESjy7hNPwcID/72f9fP2mAzJp6qHRf49XGB3yTc56E2saeeRid+zmjyUb2nNe4G/+CmPqQ4okKXhXVMFPWglik4GbyCa97A4zvfsLi/CMWRvT4++5TJnIhU6gZNZnRznTg72zn6cgqlpZGGgPZKILniWcX4FD4+WYwybBdQHnUx4iwi9LDMfpMUY6U3Xic/fxBnom7zoljWM+0r5u0kUnM7Q28GVngoLmU4ICAp2PFnIyM02nSUT4dQWAeIRwrZ21kkXrdCifhNN5IPkUgmmNtbI6V4FV6rZ2kxpbJXYjSZp2mMhDltb8V10ox7fZWtncuMeJt4ZmvjZfqXrwdA2QsbRJzizhT7DLWV0bdgJFYdh6LDZkknNdw+itwhFv4o+EjNlTlPFHfZXXhCuGyAgLdk2g0TvQKF2LvEc86BVid1QxOG9ANh7izdkC5JxW7cJG9eArOmjYqVJu8anFSo0uhc6wC9Vonj+Zj5C4l+IfzAk+G+jiWtrEauMmp8xK+7fP061VUTkUQ+vbwyuv4SvoR213VvPOcY0ZfzXGwg/zYHvN9D/l9RTc/SHvYzckhkSymNhBGpjNxdXQeb302yc57JNMeYVjOxC5v4vXsR4jMt5jsrGEv8w5POmf5enCJtakqTgNt7CmMZO8nyNl6yZj6PiV+B6G6Bq5H6pGNKjgYy8El7EPgKCXYWsBXpsucO3iBeKuE0cUMxiX7tGuM6BQSgt12lh/loh5RUqeaY1vv5H+qruI3y5nTy/ELU3lsSmPD/Iyh4Cl2+TFzk0rWtW30RJ0c1t7HJ+tjXNnHbNM13vR+yi83nnNjqY3i1SfUzHaiMuXSIqwi3JlgR7lMYLaF/eZaVoTVvJVcQtWfSf/cHvuDItYKS1mvMFMynOTO3Csm1P0Y29u4PpHN26Eo3v5Bnm78hpOJW5ylZbFstOHz5dEhFVMxOcgvEs/5a3+Ebfk0U1Y/W+5uDpav8lJ2mRdZpezFr3FdG+P2TJg2l4SEoYutfjlfaI0k28WEBVs81nfzevkhXb4BOvRmBuwSrHNCDD1pyPRifBovn8cvkgy1M9k+xF51CwmlD5lMTENymS3PKM+MpxgkEebjNxldGUZnteIaE7DoTefaYpKnFjURvYZ5xTByuQ9PYy15/oc8ks3ztKydUWsrP3TPUO2KUDExQyx6l/8l/pAVwS7PhXG+8aQwYbvLr/Y+p0OZQ0Al5X8JSllRFxFfesBZaRoCf4Sd6iauOjbp3NAwJZPx+fw9nPIkoyNLvLA2cmpZwtpbRd3EJXR9D9gz/oIVRwlfjfyGTXs5msEoerWLXaOXRU8Wf8q4hLG1nFfXr6CXj6KYXOBIuscTSxiJbJzSqWFsg+sI9BpmS1Kot/RzPrnE1GgHDZNWnK4wKmcp+61iXgyf8F55m7nxQTb6p/lSuoFAsshMtIOCjWMa3M3k6uxItU4c8i2KlKsU6L18Jw2zlpdJniOdrkEbUbWZRWEtNoWKV7oaylXrqIZnyFHOszh8QvdEKce9tzh68BmDo3LiQwV0OgrZ9iwx7WtBtXKVhUQaEqOfzdh9sqUTeIRSfnH6NZGxOjY2i1lPz+eH2g9pcx5RszTJ2GgNrh4N4UQ+gYGHtAckNI8nONF0Ix+rpdtbin29iAtbZwSb00jYHiKOVdJms5OrmiQ3dJF5TR1vpj7l1WwlcqOLzIkxvAIp6q4K5hqyedZXybisnQ69m7tbrzH092JraaXPk82RJZUbmgXOJV4xLlogHr/CX4QettSbPNe6Ufk7uZQQ8uuDl/xV/Akr4RIqkjE8jd3kRfYITgbIl2/xRaSa3eIMnvcWEWkXsiPSczaYTrStFpXWwr9LL+JuqiRjbgXzQA1to3qKFHG2bIWk78+TDFfh799kVLTMtq6Hz9ajnI08wNPfwJe13Xy09ZRhzz2O166yEbmGqU/HqsnOTryURpOdXU8u7+XLvDB0MiaV4PX3I4sFsLiP+db2KWdnv2HAl09ytIv5lkHe1csRWU2Ih0o4cGcQHr/O+14/KYkTTB1CtvIKEMfUVGwHqbcM8K32Cn2uVqrtUmzOA/JiUwg2PbxYLkEii/PelMNja5Cq8Bze7ntoTHLs3hJaJrLZd6XSHlpDZdhG4nxEsqoYx0g7IbEL+2wZtxOLPAyv0GkooUDVhXc0j4nRXqzDYpIGPdGBGmpDd9gszMU1PE1CdIBR7uL/0fw3dtvrORYGOVy/gF6cijlQxB8Ft/lelCSoU7DjzCcvvkhgponoSDa3t48IV3WxOV3LwVweFb5puj3TJKsLuLFUhWq+lU1tJ9PVaShbu0jZOiG6/YDIWD6NwW1+n/OI6bnbNC6WM2nJp25whqeCm1ROJpkzBfHI+zjruUKyI5VttYudqVJmNQEe6vzMDl9lXF/P/ekkH5p2mewSMajKxGeo/0m2E/wcID/7r+cnDZAt+SAt7qvsr57nj9kfsqOaYM1hQ2A4oCZkxDtfQlUywpH0hCJ/NpkLB0zXtuGo6ubG6im/7woxv/UZrpli5mW9LA5m8lAUQixT0O9x4o2WE614xBPxPoamNv4m92DwfUSjsg+H0su3g3Ekjj7uzQVp0pahDDTQ6Dkk4hQQcHTyW2UqstYJxns1BFzDpMkWmKmp4Rv1DpvKYYb1Zr4xVzBrCnE7sc35nSeozT3YV5o5VK6TpdrgvfM6ayPXUEvtzBuXcK9cwTNi4d7CCjW2CJlz67TqnLycrUAVFnA5ucbG2m0c7mHOrDqeuEoI1XcwKtJRtTLPd4MxFkvvc5hzG+9QIdNl1awEr+HylmD3t/E3/S8YtBezMnaUTZQPAAAgAElEQVSBjehlxpta8fQtoVTsoNBKWZWts6zvoN+jYMrehGtwnbvJE8qtxViHwywmMjkruk2LfJXveyKkTKRjWLhN55iSoliUzoiDv5pS+FxjYKurhv3ULE6rstk5+IguvYR2dxBB8IwjQxp/kf8zR8YK9iK3mRlq5Vm4jqyVHVq0n/GP+kq+lVt5nJVHONKJ2q1i0DRPhmEZT1Mta3WpxB4UYIqmYusY5vP4b3CK77HVPMxMex9/qRvD3dDM4+Q1DkLnkI0pyN+Zoz7+hOBsJT1jGnayirg+X4N1dJwxnYiN6lwE7ipm27P5VvcZ0pljerfrsa2nEZAc4BmtpdPu4mlmAeN1LYhVRspkG/h0dv4wnMm0ysvcYC5B7R3OzLUIJw9pmT1hQnFG0j/A+mgXujkpRq0Yo0aLS1OJZ+QerpEWPp6PYTdIyVx/xr21WYKWe9RJOon3hLFofWg8anZG6wgPNHPal0q37Ao+7wLRlhpi1a0kS+S0D65xa/kJ712XMLW2ct1TwlcDcxhVct4t/ZIveq9y9iCHVd8Q5rEGOgUyJO4hfr1+wtf9Hs6kUVoj+xxE8jlaPc8L22XeZpSxErnPZd0ct43LtLrG8A80syG0cyw2stWhQSmZ5WT1Lv/bUEj7RBttWhdd40Z2/EV4mx7i1IlQamz8duwGK14h3jY7J6X1hFVOprvrubp/yuuQmJ3RE8yKELtrn1C6FsaoN+PrD5OIpXMzluRU385bsxaJpYNuvZhgSz2loSvclCR43lSLsq2HP3ZPU+dcIm9+ha3odf4qrCHYc8iicZiX2mK2AylcOHlGQbCSnlE733Sp2DKWsLtwnYX+SrytEjb6lTT1WMl5PEdI5+bz+ev0y9bxD20Qssr4UTePwihELrqHsjeDL4z/xLozi8+ln5BU1+AemcKiChCTPGY1epc/3/kEqzaNucJMejx+7PZJ3uj2OTG6kevmeTClwzCyQKd+lOfVn3LfKOFKfIl/VXzAtY01zmQhFg0jdBpzedo0xRtVKhZ3E4nBGF/Jt3ku3yEeb6J6+Rk5wXpcGhUCvQWrzkifYotS5QzvFH5OMx+R7rvB3dnrjBuH2entwKyQ80TdRaZuB7skQYtJz4TwBKm1jq+Nt7EMXeFJ6T2CLQ1kT5ezZFliceUWfRMlLK5k0TS+zOx8GVd1ywyYmqifP6UhFmEvUcZOShZfDF6lKLyLUuNFq2xltr+P2dUcVoYKafXUEFPI2RcN4panMrV8i/HhMj7afU6nQ8ip6TyS+VY6rUYq5E4uKieYkbXzZvI8r4zNTNmGSJtdRtZtQt3Xg6EvlVcd9+mXqUmfS6Ad32FQ48bQ3UyNvYlvDefJ1IzxQfwVNnGcs2Ab34rrOZFO89wsRRoc5VJCTsryCT+ILrC5dw3FloJgbT9Vs3tYwhMMydd4vZjFTG0J291SprqELI+4+XroIom2VFzyAZ5r87mztEFOaBJ3UyH1Eh1uTYR93zVylqYIRgYJ+CvQqxzYdEZurK0SkrahHpHhVqgon47j8zdytHGP9cXb9Cg6MXmFHCVKKNf6iE038L3KwNNkJu4RNVWOXhy+GO2TR/xo+xWnG58gj6Rw0jJAvEPNu8pelN4BCl0mDieyCdpusimZ49HiE+wiDUf306lf8yNI6iky6vlGe4NOTy0djlqmdcfcjG9h2Rnk5VIZo/IpvrJk4p5YoXnawov0z5hwNCF3tqL0ZzHreojOHOBR9Ble5032CgqwyoV4hPOk7K+wLCxGqLYwrFRSqawkaqnGqRGgkWmY1alZGeikKVjKRkEa/v4ZVotEuIST/C/dL9hVCvi6z8/2xgUE2tuIdO287ivha5GDKa2Jg7EM8mcPCMUK0bj6qIpGCTQo+UY/y5JliFGBgFvJQ2LqWm4s1bFn+yXvyq4zqHvEVGEBD+ZeULXkYWfmJhODet7U1jG1nkV3NI0JRT7d/bNs6dMpmk7wSnoPq3yEx303+Vz6EW9Gwqz7Gpg3WckR2zgVXMOslPJgOsEvR/dZqs6jyV1LWD/8k2wn+DlAfvZfz08aIC9nw2g9LeyFL/A/Ov6FE+00c841GpRr3HbMM7wxjDkh4Jn8hOxQIR8cvMUm0xF5UE56bJ/V5n6OEhkIA/eYUVSxNVjAHXEYvXAMgdNObPEh/tpUnotPkDd38IPUwZrpPGWWeswaJ+9FOxiNfaQvRAjMf4RjMI9W51Na/JMsm2v5VneTxyNLrDcqCI1pSFeusNjYxVPzKgfGCXJmYnyvbyVj6ZSmsJd70QQyvwhlop9j7Tb3VFv8VfchE6I0NCoNQc0y1o3LxFod3AjtMTci5WryCM2AmCfL2QgjPqRmC6GlQpZsZk40PvaCD1C3ynh94w6Nvgl2VWvMy+9xVpTOyeSHfJF1mTyDnVAwC7ujl39V/pqRgTymNBVshi8x2jeASbSARrWDRDfAK/Ehk5E8Cqam+VJ9E0/fEamrJ9SrdaiUE6wtFPOs8Dw+tY8vmz1IFjKwq9ppHDVSuDOFKihjtT+X98Ipvlg4z9mdu2zn97GdvIRoqgSR0UP9/HO+153nL8p/4h+qq2wmM5jub+f95D0yFhPMV1/l9/13+b1imsdZxeiDJgKhRlKjB9SPulCIdMyUFRDMryUQzMXfouHL8AX2uqpZ65ARk85yWN1GcKyWhDuPF4EPyY5G0C9JkIZWEK870Q33spFbR1qwAKXHx/xQGacd9xFZu1kZeci74QvYx1dpftxL4PFNIpLHfG24Sv7kEq/vpuNsrEWo8NIo2cestbCi7iGqG+NP9R9ic9/mrUVO+fgUQeUYa5JTNsxDbDhaMAd76fGOs6D04jDk4zemU+4NcdEnYm3ES1S/w/n9YyLONBrlcnYH5thXrqLRRdkMVjIuGOCryk8ps37G6cElnKJCLBIj8UcDyHvXubl5wN/tv8DYU80dVyVf94YY04v4znKRf5P+htP6Ah7bJegsvQg7xQjdXZxLbvFkxM5rSZzM5DFH8fus2++wEb7Elw8q0E/VcnV0lnKJnw6XG//cRZLCCTb6LGx32/GFy3nqGOD/1qbQ7KvCqJ2hJhLg2JjOcusjTBYBIp2JV5qHLFh1eLr62awUEFeH8CiHOb/7lDeRTqY1p8yEWnnvucHguAO3PISjb5fNpWvciu+gUIr466iLIccgLaZKJjvb6Zq5whVpgpOREqwVMn5odiDWWLiXPGJr4TInbb1s6wREjKOs29PYC1/mo+0Dbo7XUG/28PnQNB5rN6dz57HaBLzITiOin8TV3Mz9nQWWtdO88d1ELtUwL3iMXu3hL3o3Q34vA8oSSuxaXpn/hTPHNZ4ZzhMVNhGQjXGgMuIRnrKxdJvfZ93im4KPSdaVUuWawGeZ4b3+gH29BvVYgpIZFQrpJP0qL9tludwz9fBwdY4T1X2uJFf5emSOpdFpOvTZbD7K4bkiA4e+jYXBOC+Us0S1DmKL9ZTOvSJjugOzUUq/xsn81DUMig3E8mWOxTLeZtdw33eNZcsdRsfa2RxQYFVK2ZdJuDO6x57sDPF4La6hI5y6Nv7TcJca/3W+vncBd0MHtxbr8BrHWd7+mPmRGaanmqleDjHmFnLOuEWVQ4nYpKVqZYfVMTl7dx6QUBVyfyuBVDONTNDNuj+VqcVcTgR9FI4/4k+yFHwDdlzD91lYv4yrT86vDl5ybe0xu7PnULqH6LNreSScINg+TXBkmNdTF3g11Eh4vpzrS2uMtugZHTSx0NuJTVbEh2vPqJwY56RDR6vVh7W7nm5tGxFxEVuKan699ByNfJPfmvy8K7/M1xnpvO9uRxmc5PKahU7XHO/F1wjECwjsVzBbOURPaA/RwiQzohXOwg+Z7KtlucvFWHsLkyNz/GnkQxJt9wiZmzBMqRgTdFPocxJqyqWnW0jcNs+z8MdUTU4itq+R3LiGqnEIhWmTmuVhdLIO1N0i1AYTS5pxnOtX2Vq7STKehqi/jD5fCWeJUirlM2ytFPLVZC7u2CBegQ6pzk/tZAsPo0f8YfxfSARSGV+/w1m/gcddNr4obsKlyeROJMrCTDluyy1c4mVKlp4T6BllNzeHRzsLOOf7qNWP8kKdzbC9Ea2tEZv8iCubJ8ztlvDFfD2TWjWPHXUIw3tI/AreNVxmO3gDsX2YQCSdcVctQYmBi4/fEHOc59mDHCxqNdmzTzAlK/iq8iHrxVUUhzdoFRexbu1lVDrAiMKCX6MgIRjGbKklXHuLcM8MMzVS4r0WvtTdZcZcyRtFiOjyJ8isVxgU9HHQ18MXom5iWjfbriwaPacEEjlkri6itekY7QnyvWKd5R4TrsFW6nyzdAfd3Iz14jcU8Gron6keLyBYUsCQZI2ra0ckEqkcP6pms7OT0G4esuUbGPtbEHbPsem6T8n0PM6uZsIaGW+HLxM2ZfBGomPFlsa8TUH5oJN36mvohCoeTCX4pXYfy0AGPdY2vCb7T7Kd4OcA+dl/PT/tEbpGjdk6zOH0Of4m/YCnpinWrI+pGvFxy7lA6f4EUx4Bx+p9ri404fA/p3dmkviDQipCSUY0wzxfLKBlPJ0pZR7rQ02kSqbw9fros3vYWLpDoCmL05EztJ1NvBse47XlPNnjhUiNOp6Ld5kTSclP+jk6+A1OcSYj+iMK56KsjpbxH/Iu1gWLJMpbMRlMVAw6iHeIeWONsWNJUOKfRjkTJT+0jdXVS+m4F8mkDHlsiFPtNlnqVX7Uf4xBl4ZRI8eincG7dZNEnYEh0TjJwkYubD7D1dzJ6UYKiqk4KoMe22wnJ6Yp9pVuHkdu0jAwzmRlC0lfFY3R56wHLxPU9vHMc46jhgtsWq4yN5WO2ijhG8vHxHtteHXtbASuYB8cYtiwjFUeQ6Ee5LXkkIXEJdLDK/xF+RnOoSTX1k8oFSeYNglYnGxjqeECz1WXeFw5iNM1gl3QS63FyqODOUxKCTF1DT+OhPhc/ymbulvM11nZU95hbvciap2N/OVXfK+7xF+0/8yWrIcXi1fw93bwg/0K+YFJfn/9Gl9qfsmfVVscZpTR6fGxtJxD+uJTeoxmCsZDJAtTMFU3cuAW8PVwnD+aP+GVMYVQbx/P5Zt0yBpYWk1lpa+WN2M3+GzrEI9NjU1mpHZtD1d3J+phO/X6u5Q8nuBN832OFbcQW4fYNj9gp/s2Oo+WhsdKAnvXeSWP/H/svVdsHFia70f4wX414HvXwO71zuxMB3VLarUiFSgxSAxiEKOYc07FYuWccy4Wi8UKDEUWySJZzKRISqKy1KOOMz3TOz3TOzsb7u5dr+/1rsOLbRj4+WFtwL7ww9oPjYXdP+A8nA/4ztN5+P9wcPDht12iKJFhtq4RR38z9zUzCGQHGDV2Jg0udnxd/N3oHxKZrueJVo5CpmXHMciJ9BHbY0K2IvUoPFIE4QCPlDEc1gqWrTkUTqe46GtkVRhnQ/yIvI1Ntnw36VU4eDi+zlPlPpvSBxgXREwMDvHrgvdpmD/Dk42bBJcqEPlmWbvdgK1vk+t7G/za8j6WzjZyHU18OmDjMF7Bvukunyz+lOWOcR7bBtDYRxF0DNPj6iZ7Ls6iwson8nUKt0wcxO6TEV7lZPkcn99upyTSymVzCoFIQ687wPj8RdaFExwKArwUhNhJX+St0ss/GM/TEWxgSj1HaSbFgqyOT8Yb6XVWIzVYSGi7SKgmmBwrJdka5JF8kYqFFJdXjtlbL8WtOGJ1/Sa7mlFa5sMEx1ZZGF5ia+ECF9b36B9V8m91E7g9g4zqygkNSrkfreeCco4pVSf6gQRfNxiJqr288+A128mzzPdNsreeTWosSKB/jMzKDc6k1rg6cQe1McRLbRqHYpyHC6cJOQb4qv4DbMEtNgdyubfkJuLY4HPrJeLaKmJjO+jGo3zulhD1hvl408sHmQ2e2/+Yl8FTPAl8wFR3L261ieeqWXTyE1bnrvNJWwW/rvopT9d/SvligIlxBW9MB2yox5mcCjG/dZNhlYtRtQ9ti5IiTyXlawlcEQl3g0G+HJ/h6XiUWH03pa4PeS27REDezvToGp9ovKQdcoqcfrSREwriUsx2Bd3qAMLUKeyKZWKKXZb6Ovh5ZT9Fnkt8ob6BzNHAhiSIUylhR2rgY+s+G/ITlIH7uEQPEPuc/HeG69TOnOUk5zyW1l5uzXQx6VLwPPUBa8JZPC4FyvUxxNMaiixzFEcmsY0V4w8sobVE2copwmIYou6BD4ViBtHYGFuLF4ipinghClMUyuNbeTamkQgzvqs4526iUkd5ZzdD6VScxPYZxk1GRlxyCgQxYj19TIo1vEyc4ZdjJewvnuPa/AKu1gFi0g3KZlcojAfIia6S2r3BU20Tw0Y/c02VyMWduDRCvlTn8pPkE/TyDL/t9/Fw4CyHiTq+qq7GPLXGxZUZ2oNKXhuvoIu0E31wj9lGNdrgPo3JXZKj2zyO3CQxnCDW7cTSfh+7ZI2/kf1XNHptrHmqcZukOJU6qt12luvzEHQOoYo84tXMO/Q6ErSEV1leysbQ2U7N1COc8WJGFd1MVw2gN9k4EnsJ7b3PavIW6ZVClL0lNPjzOVmvYlCUYn+tmJP1j0m11TA1YCIp38Hl0HJ6c43Poj9B6Whnef9jXo2GeTwS5otbd5hqucHHiwnSC3ewWa9gHE9yb/klic4AS82tFO0nmYp0ItTL2Nfcx2gZRm81I1LscW73CQs7JXylG2SvvhNn2Mj91UPiDjlfOt9nNXgBk6GLtbVsIrZRpkRacrY/5cB2hufX82iKzFMzsUV68Sxf5xfw6no2OWtPGBWUsuJQoZIK8YxL8askbAo1rEsLsY+cYXE4inlYz0tBI4faCkYClTx1TJEJvEf9xE2UfR2kxqx8Lr/BnjbK5FQn4+aHiLYG6JkzYTOKkY+kea3eItQnY3a0BLtUzqXNR1xckmEyjPOd4V/RYi7F1VJPumSUH+/+jEi8hFfFVRi0OubXcrCtXUI62kxkWMlfWH9CbiKNSanloUbO7wwfELeN8rxhgBfeG8zo7tIqsPFrwxlsHR3kxDf4sXqfe75cJKYhZoK930t2gh8E5Af+v8f3OwfE60Cn07GWOs9L+XmOjGmeW1YxttXTodeQd7SET27liXGdC/NiXhueUrW6wkxlM0LTFHfnQhz5C0iqTUSU+UwLpdTKvES7g/TZA2QWrrJxv5rt8RMmR9o4GTWyMzxEuaOYbvc4u5It0oMaarbt/zRjRHsO8/g69cEwHlEbf6908MV4jL3SSow6O9IeBRp5D78IeJDHHtLsstKx8AC9woA/0I7ILGZgwYxzqocdwz9N780YCxhwXGNKpUNo05LcuslSk4bFVhMHN0s4v/WUUFsPh/tXiViW6PYYMIdlPDfPsGXUsbN4iabRabyNDbx25VKdek5qOZ8Zcy+v9FdZ7f2IT7veYXnpCg0KJ3vGi/yp+ICXqiSbrguEheO0+veZkqxiUQl5LF8jEqvhTnSON5YcipQrnN08wiqeYSXQQMAjwS4+w+d17+Ou7WTXFMVsrKHO46El5MKm78E3qeUvpHF+lneKTPwiczo5L5quMb5wjXC8hbtLz3ltqeGJv5iEqZvPJj9muqeLE18hStsY3106xV+b/hW/U+1zcquaHoeD9bV8lL4d6n1+bk8m+ezmh1ia6njp1LM2Kuav5V5exM4SHBvjRLGLJnAL82w1sTEBmVgJN5aWEKlmiDbcp2jzE8KD9+k2zzEivkhTJsPXlbeI+W4i8Ij5rftHzHbcxuOqo3rfh//gIt+pg1Q4rnFndhN/fSVShYbrhihaxR7DKj8zmgir0Rq+03/A7mw3M6I+ou29zEkCvBLvs1/XxebCXczmXupTM/yVegSjtR1zZJgOjZVWWSPukWks4n3yNw/4jeEdxNJpnJ4nHM91c6BNIwx7SddV8+2tU3gXb7FpHWN5Pw91LMHuzTI83avk7y/xWHcLS28DJYZOMr0OPvH082D7PA89Z4j2BjmyNSK3tiLu6Edn7CA3qseuNfNQlUG+VcWaeZy94cs8W/spz0rbuRge4oIhjVo6Sp/NS2G6nR2xhS3RMp/Y1Sy47vC1Ksi3ttO0B+oZUSSoySzRZAjx17Iq6uzXkOktaAxqIuIZEqMFHNV0sivc48byMq3RBRY3SokGlASj1fh0RkoOE/gHD/lE3EN6roAPMxk0ciXfaZ0cG2X4hjvxj9rp1/VxReulU+Hl64F5Pu+wMSEY40dHn7CXPIN3cJ7No3d5IWrD2z5EeLuGi5NL5Iavsi5L80i3iV8wwn7mLK7gCN8UX0cY2mZfd4XmgBR55BFfmi5w4MvGJUmREM2Qme9h1znDR7sxTmdm2bCf5lnifZ5Mn8IzKGVaZuNnih1G7cdE/cXsahv5TcW7PD75CbeXp5gZGeOZdpU5STfrq13sbuZg7BIiVHloGPTQEr5I+eIKF9OPaTGL+Wxsls+HkkxVjnErdIZl0ynCsnr8oxt8ozHjMs4TWb6HdmqVomgArcFMvdJJydKHWMUz7CseEWqo4Bf9IzS4rmA2X2fMUcWhLIJDNU5G7Oaid41l3SPGQgPYpbvIrHH+B/1Vbs2fw9J5lcnqGjoDw6zPNfM8fAOnyIJEbyO+W0pRaoY+s5PrCyvEhy/xVhnnfjTBQmEVbS4rPQcidNIM4jEBSXcZa57LbA1rkAU/4OfSSyhk02TSZzHEy2j3bfBexkOfWk3k4Axt/gmk5jGqRoOs1eUxKTVwMvMxv5fd4IXrAypCbkpCCUrWPuWer4ft+2e5nlFxTT3D9NJNNMoUUx0VGAZb8JusfNFzDZFYh9l6zL6rhwX3JXYTl/ms4jYzzn0ur67S72/nWfgiQvcI9vUh5ofdbCtOqFrZ5q3Cz0vbh+wN+gn1pnA31aCX7bJjf4crs+38XvRv6HEHcNnnaTIb2aq4gbStj8K1V7wKv4tCFefO4gbJ6euMuHvJXXnCM/87GPtrmK3tIqGUsyMPENp/D89UJUvJaoYUt2g15vIwU41xbJ39jVxW3Lc4KL1LtMfJjnCVt7JDzm4sspN+n1JPJ9tHZ3ghmubN2By79efZLTjL7P0cNpbyMFmyMY44qVh+xnpTlIBITdH+LBMTXdgNQ8wY6jHrVXhMYXrVS5zffop/tYmvNAM8NuTQk1jgbibDQ7OR4/QHDKlv0eG6QXophw2NkQmhFvHMSx4HCpipbeTa6hESpZnMwkf88lYxby5foCy+RZ+ig5TRwaBByFKimCl7K/siF0ed1xiXX2BBMMmI1s5v5JdoCyXoDfs5Dk3wSHeKs4lKbIMNxKRhXktyeaxOIp03ItM+4tbRIlOOUqzKQVSjW5zYkwS62zm4W4xVpaUuusn5TJyIspV51TlEmmKMvU0c36ziXPIp4wYVE2IpH+6cULIfxX9URte8iV8qc3CqGslLpDFpDHyj0vBbxY851k+wda+ZNbucw0AhprYmvtCextI3zNXEFn+s2iM7no9JN4jGMPC9ZCf4QUB+4F8mI1lZWX+ZlZX1P2VlZX2alZV15f9B7/cqILtSJVvttcSX8kko7/DKtMzWgAmDrgnx2AAFhwuMqufIONLcDlj5RrZHweYxvs5RzGI1RSuzHMov81w/z4Q0D43IjVihZ7InjKdrmORqLocNwywJHxGTtbPdJ2Wrz0uvuICqwAApaZrdPiNN+xoO1n/KvO48rpEUVbF51M4B/l4Z4rfSGMdltzFpnNjaBriSqOGzhXaub7/mxvIKnynm8amHiQQqmdA20LbqIeJpJurYZ9s8SihYjTR+jhW5jSZfK+nMHSYGbOxUyZmtbKZwZRujQMbB4UW2tSlqvTK0XgsvrdPM2AVkFq/TNBLC1t7Fp/Z8YvpFOvYDLDjreTaSz1HBVb4ofZfl1as41GXMqrp4KnlAUuHgpbeZebmC2vAT5uV6JqQKVtSTNLtWqHAGea3KQTjtpWQ7hUW6wuZsIUajiVHvOb758BSB9iaWzCGcwUKqokFG1BJczgrMngDfKd18k59DVFDK7uZV3hRfo8nbyOJmDpWLh7zUyDn2VxOLlJDS9HHYcRdffIxPTFf4bc89/l77Pr9Qb/Eorxa5Qc/GXCWPrVayF5dpcE/x9dVTyLo7eKyRs+LN49/JR/hktpiM1EhEPs/E3nv0OIeJSBUMbNhpjUlokq8w21RC4cYnTJtLGNS5GJVeZdOyz28aRLQlhtEFOvil8xzhzjLmxuXkHixi2TjHa6uXavtdchMLeOsr6FT5uaifwarJcEM7xZQmyKqnktehH/M41YRYLWGpqoqJkTRvpDs8yq0is3YLt6GcmvQCv1COobEOULaaolUgJdDYgkwU409FEUrXj/gz7WmU4gTtyykeP/oA+dw0nyr1ZGpL+c2t99lL52HU9hNYUrO00MxKQTWTzdOUbKywrqrDKq6gWtaPbSjIkc5D2tjD5tAQs0NrZKx19HprMDS2MNV6nbyYBKkjTMy6Qegwj8ioggeWy7xJ/Anp3tvc8EQ4b1hBpRHQZnJybcPBY2UvKeEWrxZqCfbW850qzF7gA5r9tQxrI3QtJ6nQ7PGdJoda63m0ajMyi4HI2AKzgjw+Kz1DVHDMrw1lDDmXGN2TkFkrwGYWYDFHaHngJTB4yJ8p8olE2jm/ukaryE1UreNb8wjR0QpsUgd+SYKMah2RYpXfDK8S14yx0lDNj49e8mDhLBpBiK3j93g0co1gywCyg3GqvD5yohf4RJpmQ73PjLGZnd1zTM008bBziIbZbXanL9I5PkrVygte6XN5kvgIqXySR7I0wd1GxpLHdCbucz2lxu6t43H8FE+m38esNDArmOZz6QF1kR1S+kZcoRZ+U/Au7asf8O7+LOOB+7yQzDM5UsvBdim7KwXoRmbQyZQ0i6bonjxLYzzN6cwxWsd13ormORkI4m8YYkzZSW3sQ9Lyu/hGN/m12suiaZ6H6WuIwkEKE8vItG8IqOgAACAASURBVE5axELKo5dwSG0cKh4zWV3CF+ZeZPrrlPkuMeKs4YliGodqjLQwSM2UHcnEPndnpzEpNvBoZ/lv9Ve5OnMRfe8wsXu3UVnVPN+4zr6vGps0SK9ZQfpBDqeXjmmzmbiRWicsvM6hzkLVzAKL9+9R6JzFc1CHSbiDTDCOOdbPyez7rA3m81B9nm8Up/E7hglFbuBL5XFn/gjzoIAxi5TJjVNcW9/FM97HqNrBfmsBCYmVw5mP+Et5Ni/Fp1GYOumye9ka2WVuMIfnpZc5s1iLetRLTaIQt3wDpXAAS08DIdkkn984T8XUPPrQK+LeIqZ8F3kycZntlhKeKHe59mCWcV8xBwtXEBiNuBWbJJVOls27VGfSfDo2yKHlY77oc+DttjDZEUYr22MsfIa8eCF/K/wjqsIJvIFjutVKMvfyMLR0kbv8lG1NOwZJnJvpA1KObKTzDdxOPeRb42nUA+UsVzTyStTGnNaCZfsDJOE6lhMt9Fiu0q3MY3u9hbhsmf3dC6THilnvr2WmPcBxX4jHkgNqE1Gmtj/i0tRd9nbPk7KL+Fy4wFx3NndDt9nTvcP2eh4O4zWUYxLqZvd51jKNR2rgzv4c675yYoZW5I4qlBoDm8Y49YYpLq09Q7Ao502ijEcP36U0fcydzAwv5+qZ0+RR675K6fQF4sFSHslDeMdU7LqjjKQi5M2uo9H7GDIIWEue5auiGj47e45KzSR3Q05m1GE6HH08ODhNxHuPfckkryvO0WUoICoMUxeO8lvlacRqDbKQhacTRh7aT1OrzSMwWkdcHuCxtJhPVEn6F2focZ1wby9A1F+ES9CGRbBNJnEPX/sIL65fx2QwoNPG+cnhY1bbKphR1qMStiMRlrNar0I2ZiZ1v5bViQFawn4mZ0uIrt7gueMjqu0rmHobKI4tY1eo+BulgzX9e7xVTrFU38m8xcHybDlPRNdYG76OQSgjN7zCj/T7XI8WYbA14vQIvpfsBD8IyA/8y6MhKyvrf87KyurKysr6MCsrK56VlfWPWVlZf/DP7P9eBWRuQMOn3eV4F8qQ6lr4WjdDtK0XiXiUdoOe5oyDWt8sAd8c3UY3L6UPKd54hEWoIjjaQeHqAg8F1/m1ZZHgeB6d4nliqhGM4/NslpQzu3mLx50OpseOmFD1k24bJDPkZaXsI0rCTUzL5ngxOEnH/jAz/gtseE9hVqzREQghsar59yozfyEP8azsKmaVB1tLNzdmq4hk+jh1+Ba7cYyvJCkS6g7m7QWEFFVUbMWIGfvRhff4S/t91PF2Qpun2FX4qfTWkd64g0ITYbtSjm5ATvnMCkKdm8ODDzlRr1Jnm8BiS3DiN2L1dDIXL0UgVmAYkPCJpYjtMR8VD1aYnajiq+yPeXshm1d9H7C6egWn5ionCinLkgfUjtt4aW4h7rbRrnjMPVkKgyKG2eCmIbyHQDHCX/Wc4e5Bijt7KxhlG2ync1Fq7XRPXeeLC2fwDRcybtOx4hqieCZGXjKKXi/DbPXxrXyEb9tLORIW4dNoeJpfwLBdxFCsmf7NACmTn8mJFtKLV4gPyljvqUMb1fHakM3fq07xZ6p2vpBnWKtoR601MOvRshqt5KPVFYZsHn5x+UPq1Wrme9p5sPgxfydv4DNdDb8yJBGLhpk4eAepScGJQEPdzjT+TDa3ZauExgTcX3xKNH6fMaWaZscNfiVc59vuSRoi46wEr/NIn8vCQBmTPTOULa6hXjrNk6CaQXk3ZcEJXO0NdKr8fKxNYtcmKdD6iOj8tOmdxIwidlfv0WZzslBewuLgHl/JDlio62Irk8Okpo3a1SQJUQqBe4ji5XWytXYO86sZHZ/k30mHGEjucWStRCWOEllsI70gxRZo5LfiJLvNZfym6D2epgsp817DHzjkePM8xvpR5qrVVKRXCQjbkcjLqBWOcl+SZE03wa63iS2dhdhIillrC/UTJcg7+qgIuDm1Iqdnah311DLz6Yv4+vs4ClfxXH+OOddHXLXtc9saR20eZUBmJScT57n5DknBOq/T5XjrK/kL9QSO+Fl63a2MuQKIo16syk1eWnOps13CL5BgdkmJj84wK8zn8/JTPJbr2REnEMj3qXwQZCbeQMLSwXAgiWhHR3Bkh98rr+IKyclZmadEFsenkPNGL2Ghpwu5Sc2EbIF6+xgvpHu8zG/Ba5Pz8O5VfnrwkJ3UFUwaAStLZzgZv4SvdZCWBy50tmay4xd5JUqSkG+SnqkjeZhHermAGbWP+ytptlKXWG/Pp2L1BavaWh6Fs/ErJDxWpPBtt1OVeUrEdZP82Xq6IzqOJz7kOHQak8ZIdGiNLyVH5C1ssTU2RnKukF8VfUDzwimuHM/wnTrItv2IWVUex8lxfp76EXFZOxq5gQPVPVo91+icWuKDzcesOM7zwLjGWqcEV38j+al1+udycNov4h3d5HPFMl/ZQ7w11NEVEVM09wCJzo6kt44uTzkBpZp5xQHhyjLeTJezKLvD+cRZhp2NPNbN41QJWBwNYVpoQi438CcPXmGWx0kYt/hUd4eiyXI0g73MVGbjsNh5k/mYtWgj7vE5WpyjLDw4z6nlQwpDanIXlzD355MS9RMweVA7Rzjn2mAhfQ/b0BJKgQrBhowvR9/BNdXOp5qLfKv5kPVkAQPmKsLr2VxbOWamWYYm1E0odZoLmSOc4hEmZWqOKsqY0U6zv/Ixf6m4Qqa7jGVvNo9GA0wOpXk7+S6P83K4sCxCaR7i5kQN08YEjZ4A1u56phpbOK7IReHzMBh9w6TtPo7AWb5Rfkisz86nwiXuPJxGFLxAaLkGvSyNyJ9iby6fA/0uZRvb/Kw/n1nnHX41EMLZ2cBEjwO3cJXG6DkKpwv5+9EfUZRYRB9+yrBknInW+1i6R2n3pZCYVzBIo9xcO2BeloNwo4My7z6/UNxGMVzCXmE9n0qaiBgVqFduIIpXsB5vocGWzYCkgLV0P4umGAuxVh7Lr+AzC0k2hXjcrGJTsINgysrkajnnPVLSsVzS4Xq+Es7jHyiiJZpD1PtTHmzcJmDJpV8roXE6xefDGSIDKvqmbXxhOs+OsZx6RysCnZlDwxyNxknOLT2lftbN053LLM9Xk3e8QdWajheLFQSllQxar6CJZeNw5nEkDWGUC/grfRU/efg57pF+7HIf94JjLCay8UnE1HkjDAwLuLSyyrw6hsHfz872eaany9lSTPCm7Cz3/CP4hDG+6z7FgeY0oZEY1piGRxEpe/HzbOeeY6O6kPXmQTbGavi5Kox1ap3La58gT9USThQTbKslIFrFYegh2DnCQVEhCZ0Pg3qKc1tLdAacTGt66O1S0a3OYWswxGTvEBFBLw/XK1iQV+FL3GNu8SaH1p8iHRbQbLVSMx3HI5byt0oPQdtdPh9WkugYY9YQZGKxhoy0gunu20x29VIcSPKuaYdb0RL6feW4p/3fS3aCHwTkB/7l8WlWVlb4/7T/T7Kysv42KytL+c/s/37/gKhDfO7TIUuW0evW8XNJgJhgEk9DM6VTMUQTInLnFrD6bKQ1Sg5kJ3QtpdErTUw1NZC/v8SXbf38XvmECUEeJfJlXqkrkKiX2CgvZzF9g6cjCTyCXSwyBcnmLpaEJp6UvUdJoh23fJIvhClGd5swus9xFH8frXUZsdGIzzHFP2h6+RullLdNZdgkbrRdQ1SEazi7+xjzRJoVrYOfSdZIaLvZdn3I4xuXuL23yHywg5HlJX5lVJJjmGZm5zSH6mkq7c0sbdyhLZhhudpKnyHI3egybrOVjcMzvFBv0mf2EzFscRIdZNRfSWCiDY+6DkuvjRNdJctCMzMLJgYmrPxs9Bpfnz7Hui+XneQ5ZkZv8FwZ5MX4LvaBDg6FF3jlVRDRPiWgH+ZQ7WVqooU7qccY+2v48+ZzbG1f4vrxFv22EzbWC5DqbAwFy1iru02Xspxcg4zniigFK3NcXl5GK5XgN0/wK0Udb03vcaS4TXjYzP6dGqRmHfnxcjRpHd6pKNPKVlLrt0h2CgmPSlCGrJgMjfyj5r/k13ILXwl3iLcOoFHpsVtS+NevUT1ppNk3zcu8bO67tGyODbDtucU3I2V81niOby3zSJw9OLZOI7QKMcz4mZpvZ3rnFLmiFBpDjKFAGvuSjRFLPw2JO/ymf4afSbcQ+nr4ue+nzCoHeTjWzFSnmimzi87JfF5EW2kzq6gKW7G3tSFUmDmvXUCt96AwekhrYiiU02yrtkhnyhlXi4hVljLZJuPzkSRWiZb9ravElSL6FgPE5HFKkxY6fJNcNIZ4dbOc9mE3P9e1Y5lew+3XM660Y54aY8I5wfTsZX45oONFXwu/7PqQl/EmrsU+Ju084SR0BaVjiMXKAZrnVugXiRhQltE4Os4V7Rq7TjvPN66wNF/I0uASIVs/hf4K2mUKavUqboTuUbN4giJjYHYqB3tXI4eKZTbbbrCVOsMZ8xFdVgtapwDJoJqKpQC7/rOsWax8NaXEW1/GX2sD9CfPIrH00z/lpWe6jzbHAAeGu9Q4rhAR6nA6xokNT5KS3+Sbmg/wDPazMHxEu2CDS7tbWIxanhoE3J9J49kUEhhPsa9qRRl0UbQ6RafIwpSwmbDGSqK7i2FXJUmDmX39HFul3QRlbmJOEUf3r3F+d47ZVBVKXSUpy1U2ZXnoe8QUP1ggbj5LXugGu8IA6d4IC4k+VlcHeL1cxoTewrHvDi+X3mGmtoX+xBEuh4RtZS0HxhKmdTaat8O4YvMcG9oYcRWSk57l2PkB6WA+drWR6aF9PpfscWP5kL1ePcfps3xVf5Zx8wUKHsf5K9UECd9TNqPZPPLOsJ4oIKO+hk5t4YmqkCZbDtrwIz7ces5byy1i7hMW2gYI9N+lYCHDYFpCw9QZjGMZPlOu8p0xwtPOceojrRQsPmVM5yRYc5uaqJ2RmUeoneuEK+7xMnmTLWEteeHL9Nk7eGNK41aNMjMaILBXztenP+TK0g4KjYtH6gwr2joGLH2IhwsJ9jaQnNLy5fSHbC5U4BpbJifYiH/7HMUrUzTMeuicWsDfXIa9t4KvRzzcWU1yyrnDRrQK69AUulEzY2kDr/OvsLKey2vtNVLqZl5MXKbVVEZwu5DbyXVCA0vok43MTb9P/uweAoeV5yV1PLxVjdmd5DBxkW8VN3hTU8HD5Zs4bSI2F6p4rrvBUU4uOesLXE1kM6oVkDS7ub22jrW3hWR9P2tN9zg22ymaf4PXKEXtLiSpGMCiTPCL4RkKjmfpmzpF/4oGnXQPlXWF/eQNHmp2KNh8xCd9ZwlOdHMk9GFWiPANqZApIrhUdkojefx64F1yUmu0xp4iGh9C3iNgunMUlcbN7cQWRmmU8oVlgpJ67h04qVBt8WK8DfFoKU9yalkfWCLmGMEQbsUQv0cm3kJT+DxjY3dILTWT8XrwiMMcTlxC7rSQapnkbeUgK/0buCODqNdGuKBL4zH0c7iYy9eCWWwjzaT9H1A5cYXHmRIi1lK69eP0uPx8K3nApCjBbEcrfyZ8hyfGPGqMw1jMXRwaZqnVxXhn5ill8RhPHnxE2jXAtb3njD/o4lNZEJvjJlbNZTJLl5h0nWFHHEBtK+OhUUD2zhveNuTjFgeQO5tJey/wvKcFt6mZWrGAW4szBHXzLMxWMjVRztxsESsqDyf15ykMhrGMx/lf9P85escFpvpTuGeNHMX7WUzkcsV3F+toP5v3Gpnvb+XrymYywgR3Zo5QRLrxLVbhFAzj0XgxDA6yXF2Lr7WHBbMZrSZE8ayH8+sZJjW91PW7aTFks9ynwCFR4RKJ2V6vIWMrwBOvZD1+HafsArZeAx9NbNM6M0GsZ4C/U5iZs0j5tKae6QETMVWc0HIplhExgdZi0lW13IuscdayTk60lMpAAYHkDwLyA///5D/Nysr6X7Oysqr+o/pCVlbW7j/zjO9VQHxWFcczMozOW4jsVt6OObEpVnl16Qo3lzewils4u/UApWeMr5xyVhRbDEUDyExuFooruf8gyCthgu9U86yMtJKrXuR32iuYxtzM9DWyPHedV8okGtks4mE/sZYO9DoFrwQ/pW5BiE5j5Qv5Adrtu/SGSjiOnEXpCyG2mNi0p/n3+vv8B001X/X3Yx/RIpCquDXn4r29lzxTxTlWR3kq2yKm7eWt6o/52bWz3DlIMukSo4tbeWmaodhuILSew75+mnpPB7ObdyhdOGSlxsu9yDp3IymOHWMsPLjOE80mOoOBHcVDHs3X0RrIR+8cJ+W8Qb19jW3JfaIqHV86jZTOJWnfCPLp+WxcU+0cBs+QGLzOW+Uyq2N+gq33eTx6iYy3nefKp6SNQp6o0rgCrdxOP8DbXcvP2wt4ETnN2LYZjXmelaVKBswumj1DZITFFLnqua1080oQI2d1lbzZJLrBIbYN8+zqmpDZ+9gxF7EglLJaNYhKpyR7/iZOU5SxPRdzsvuk1wtZbepnWmhC6ncidRTx32j+iF/Jp3kuOWJyaBy1WIXG/JDZnctYjF1cXdhjqek+nT45r01iEr01vBy8xJc9Nbx1qxHNVmJMlyKwDVN0mOI753u4lt6jeHSKe/EnCHVOBpe3GY4VYo8IeCyb47XmGIlrgH9w/AFmUZTX4iFm2iuZ6h5lcLycp+kyGr0BykIShvrcjMoMXDOHmUjU45fHeGNIYbCa8WkDpLbv4u0qYbqyhMD9HlYEFoxjPh5sZzMntaKMqQmbfXy0m0Ki03JLP82r4jZGWtS80HeyGJinJ5ai3z7CkDyOwrRAaOMsn1cU8E3rMJ9Yb3JiHyEvdJct+2P2xiuY2ihmvqaRzkiGQY+QNkU+HUMi6iwRHq3f4X80/ZjNtetsDscJ2ge4HByhVdmJz1vNnYkCKlZeEHpQz6KmG0vXfVKSA5ZaSnmx+B6nDHtYFF1oAwI040IEkyZs0Vz2Zuv5Rr+Gr7GMP1dMcG/xNGqtjJbFCaxOFdVTIuLGBjrsl2idnMFmkeHtD7BmvIFNPEjqXi6Hom3ahEecWztGr/CwJZ7gdnqLuZUeApIwW02tdIUmqc/YkQ32sSox8Uw2hV8qxGAZYUYVxiVV4BaIseosHAZL2V/6iKIFI+7UCHplEZuuWwTUTfRI9OQdZJj0/Qnjw7dJqly87PCQjEhIbrfwt/4/JGYcQB8UkJz/mLXqfszuFEPRSWJ9Bp6FPmI40EvO3h6KhQhfazSk9Lc5szXHgf1Dpt31hJUGZkQHfCGb53r6BbudOh6vneU70Y8wNjZSdBLna7cBv+8hB6mLPLNl0McFbITKiev60EgMDOoqiNlWKZpb5ktzFdOel6Ra+rD1VTBuddC8EGTZeIZRZZBPrNP8TjNDuk9JQ7iWm6tPGNB6iHbe49ryKssmP06xAvv9VpoyE8SUSloDVbSaxXxhXsGlGGFqzEnJbpyiZJIGR4hBs5xXyi0WjFVolErUI/cwqBU8XmzijekC28s5eEdTSEz3EaXPM5CRUDiXYsK+RmCklzFxDn81OEVOOs277l2mkjfp1lTjHXJSvj2L/94AC+5KPjVcZ9ji4DvNGWqt+Yxtiemc9pEYWMCdzmPH9idcXH/IqFdCpqqGh9fu0h2ZZWsply+lN/h57SWezjayuXYNp1PDnyoucHAzl/L0DKOOJpyyQeSKNe4cLuHr7mC9rA5fbxe/UUY5t/IGv8qFRivCJ5xD7pfxdniSmzvL9ETf4+78DEr5A9SyXTKB2zzVbXFz4ylPxR/i8w8QU9jx9ZQw3eqgzFdHwqBEYFZwPJZL9to6OcknKAS99A2reXS/DaPAw5XFNTRqP12RCSaFHVw/XqBUtMqmUIFkvJzHOWVUTB2SmmzGZ7IzFW1hwTeMeP48ysG7xBYKeDBpZKIrydxsOXqFkpXuCX6ZX89y3w4bkVJa1t2U6CO4pP0cr2Xz9UAI07iIt64fcWPyJs/Xy4gb2mixyOh3Jvm5/Ihp8SZinYmvbn3EU90twtbzmCwSMsYpCsxefho65PZyipO9KxzoI9w9WkIereZbiQuV7wpBYQFby9kcm/NZFlnpCt0gbhbyR4+/YEkgxScIEXDUkzFc5kBQx/L0h9TKe+melNE1sc3e+i2Mih62YtnE1Q72Ry4yJIyhE0/zt+b/AoGjifBAHOPsNCcz9zEFOvk42EKrw4Svb4SgepgX2irurn2KSu1nv+Mq8ek7TNaWMTnQha69j+fZt+gWBQhNNKDQO6n0m7iysknI0E3loJ9ubQ6+nkYCWi8KjZvZiVEWl+7gny3laegsqsF83H0W3o8c0p4MsF7VyF8pFJzopnh2K4cZlZkp+TzTq4X4+oRMDxawXVxK2fwDTrs2uB5opsZ3Ha9r6HvJTvCDgPzAvyz+MOufLuO1/6juzvqnl5H/O/6zrH+6vP/H+qOs71FA5sUittL9xEbyMamUPNfYcCmdpO61cS31EPtwC6ULUfp9nfzS7iGqjVLlDtAViJPJK0G+ryBpXOQ/iMt4JXSSr5vjC90FZhr6SCoaSU9m89oYZ8jnp0m4RLi5jVpHN7/Q/YQ+lxy5Qc2nyhO82zeReG9wYLmJISZkxOfitWGDz+x1/NZwkV+P23D2jNLgDZG9ukjhwgEn6jCPlQnWZWnmNZ18PvQOO7053NsN4zQreeAr4aF5n0J/P8J4M0eGafInc4luFNMzEWGhMUbu4gOKp1O8nGxndqOIx9oMWq2VZ4on7C4WUz+Rw6jBwkb0Ajfnn5AaaSBokfIbZQBHshflkpqNxjIMzg72Qh8T77jJ58otzAoJ0boKXg5fZDnegF63xdfaBV4b5xH7JLTMzxDsauGZqIGfjZ7GujiKNuxnYbqDDpOKEe0Yh/rb3Jm6i7JrDJ9Wxe2tfSqCYextTXwtWSFoGmfMoGI+0IDa3MZiixWTSs7l+WvMitw0bK9yMHcey6KCrepWFoVehAEvJt9Ffif/E75WKtiR7xIUSjGO9DOr3uHZejkr2kF+vPqcwOgIwsA4jwx6nvV2stqZwzcjGjasjQjWslkKDtPvFVO2H+W/tvwbhInTlI/6KYgc4u+SUrP2Cf2L2Ty0TXJiSPKVdh2lc5T/3vavMUmi7EtMbA/eIi5QcXGqmSfrd7kfSHB3op3z0k1apW5qEo1kMjmERSlO1Ms8mtSiVewzv12CTSTE39FDsm2YsFiHRLLK8WYOsxI/6nAvkkSAS5sepEYVldoor5vVWMr62Ozu4KHbT9HKEZ2BWnqES3TrlpjbOcdnd87zTXUTz2Zvsy8cwje8z1PtMTGRgLGkgLCqmYHAJoZgK7WGHEY7B0kv53NsCzFrb2LO38BuqIuwt50mUQsKwTCrU+cp9t2ifPU5iYMq1sdG0A80Yta5eFh9ny8D71Lm9WNQlOKZ6sZq6sVgMjC42MPRcjFfyY9IDFXxp9ow95ZOI9aaKM3McqJbI2d5CoepmQHHDQZ8HnQWPcYeDxFrMUF9M4flV0jIZzCNHFI0m0ZlMyIXpbm8+4C12TZiQiNffHyJUbWBoS0xhtZG1o0TfGsJ8gvxbb7QpFgaTHFyowixepzL/mW2Vm/hlHbQ5xlBuWLAJbzLc/d1ZOoRio1hbu1uYp7M4VnVefa7hjkYDbARG+bZzrv8xcQfY3MIMTjHMXpbiI4ocRps5K/uYlI5eDR3hntrekSxCDlHS/xeFeat6QJXVk1MxKoIyxtYE5uIanb4udbAzdW3rLcoeJS6yNeePyJedYGcB4vsxOREok52PWU8dy0gTNiJz1Qyo+tCrxAjVgwgs9ox+DS8MI4T97xgu6mfcX0NMqOJkQkXL1TX6THomTME+L0yhcbuY8jfRe72Ls2qEA7JAKe39nkjnybZWoK+SYDGL6NyOcOVzAbXk0vsuR+j0sqYFOgJiBuo2I7Q5nHRY+3jqXSflK0Ao0SCWj6M2qbkxeptZmwDbM1dYGJwgUetFylOXsW+U0fudhqHzkZEZcPUfZtvu2302Xz8NHGMb+4Uvco8JoZDnN/dQd9uJqlq4mXwEvfsAX4tOU+j6zpdsw6M02NY+4aY3v6YR7IzXFo7QuTrRe40cnC7lgLrArFEM89Gb/HZ2Dl+5ZxkItjJmCDK14rLHOTnUZX0MTXei0eho8WWpGEnwsRYF2vFRWisQf5cbuH02hvs4iRmiZtxazHCaT37Eju3VzJ0x96jbyqIqU9CqNPGnLaU16Y1SuZ3WfHnInLKmFRZCXWXM9E1SX6ogJVQF25pkLCsiqtra3yUfoxW0EXzuIOXpa14ekeo8MWQGK2MTdgYctgpPpogdzxJROjDPF7I4+sXWai8z9HSOZQ2CYuJJqaMRgLyKOau+wTXsjmMyYi1xPFO9hMakJIUTPKn18tYHjzgk+mz5G8uITC5CA2Uc7x4i18MqjFL3cQC17gWyeN1upoZpYw6tw6teZKAOsJL2VN0BjevO27wVdE5ZqW3CJhsbOgnue4R8aF7m8LNRR6sFvPWFaLg4SLywTL+wixmffw2y94C0pO3+dLczLRERd7MTdz2Aa6vrSOyxgkNBAgGq9kdv8qmvJjOuWyalI2EXWVkZ16wtnCbsO+YxHYJEbWdfe0N3IN+dJIpvtCs4I9VMjngRh9b48lCEXK7jHybji6LHrNMilcrxBbT4ph4hdClw6BqZS14iZXim6xrRKh6Yxzduk2FNIU1WojEbERqXaHN8xChL0TZWBihvBzDYDM76jBG9xLTynGWtm8wMXeXQ8s5mhW9VHhKOR3doDo5x3F+Jb9WTLCh1/Hw6i2SJjOTilmmVwsJ9KoJqUtZKS+jfH6L9yZ3qJH089LyAUvywe8lO8EPAvID/7L4fyMgxv+95/+yvi8BMTqDbG/UEG0uwyMREbT5mdN0E+qaImf5CLk8gm9Ag0rl5LV4gZDMQJvOy73EKhv5xUTm3Rg9Qf5W8S5fjy9y1zhN2H2RTGkdMd0Ai94CXjr8dAUnqZNuEWzuoMxRxJZ0egAAIABJREFUw74zG8NoB1KjnDfKE+Y2rnJD62dz7D7uxQrGA3a+UM9QE7+BcuI030lncLUP0xiaZsw+ijiSYUtvY1sRYEkcZlXdyLPWi4Ta6+jLaNGYNPy59n027U9pdN7hfrCf58ZJrk9nE1kvIyDyM9EZpsW5QH48yYv5cubmytizr/K5vJOnukfsz5ZRPZ1Hk2mS3ZmzFCZeM9XfSNjbw+/kC2wv36Z4dxGvWIjZ38bW0mUW6gp4oV5nwCJg5l4xb4ausrJchcqYYcnXTCKkonHag84vZbJziIylk5/fO4vJI0W9rCfuFVFnFWEUDfE7TQEFkXt42vuocI9zd+M5DRMhYvfb+POheRxOJWFTDy7HIPdDJcQHInjEMnIT15mXCKlKn/Bo60ME8wl2KqpZGw8iCPjxBj9iUXSLr/TXSWv2cMpVzLT1ENMFOF4r4Wu5hUvuDG7BGAbPOJ8rkvym8BLJljy+Fs4i1nfj3DlL3OCkeCnE4NwAvwu+w4j1KkXCIPnmWcakckpX39K5dIHn5llW9ClOLFOYXUL+0f4HTFj0LCpD6D2tKGwxah1yTlbvcS+2wG1vOU1KPxWKSaIHp1l2C5mVTbEyvsQvtXv0ahfx7TZwdOcOrlENVqWC40YpZtk6j1bKSWrsSP3V/OTRGwqT1Yyb5bQoErwRTLJ9I5fg/btsaETkrp/Q77tBnXiFNqWV2Qc5fF5wnq/u3uJ5+g77HdVINVaOlAdoRUku+5cxp3uRWFeYV9yhwpJNxHGbeHyUY1UGlWccmWmY3bU8ElMViFsbCKprSbmu0Om+R/3aFpZVHemBHgyCbnIjOXxR3MFz5QW0cx30OouYnb+H0z6ESmNEuD3Eo8k23soesD1WzktNmOrlMwj0Jioy8wSia/gCW+gsPaidN5mUdqGw2bD0aNBNj/DEeo6nFReoli/jki0xYlmkLRGiVLpB9tY2K1NdbPYMs1jTS4PTiyvVgL2tgV39FL/0O/i3yhTPlF5mm6zIJF20/W/svVd3I2ZiYKmzv2F35ozH3a1RSyrFyjmTLKYii2SRLIYq5ggwgcg5ZxA5AyQBgmAGmEMVK0eppG6po9XB7dC2xzu2Zz1nf8HdB7/s4+4+9PrM0X37Hr73e7+oM/Ou5wHhqBCDVIjdMsZQwYt/7Ca/tB9ldGKCz61rlK8t4PAP8d96fsTzigreqI08zN1Fv9bOZv4jlHPjpNI36Isd42mXlU3lJFeL+5gmN8jPlHN5e4WM2cX1wwV+p0nyB+P7DE73MrquIjXcwqPJOC91+3xtu0ft/Jek2xXsTZ8nM/M+sZZLfLRaxDPtYHWlgc2JYZ4GgojjMZ4tfYJM4yZqK8M4qSDc282CvY5HmjiLrmc8aGmn39iBWqtF7LdwYCxnQu2j3yrm94oik0kHOqeSS5sbNKrjKI1KLizM86UsylJTCUMDVjQqPTv+boZ8A+iE9/gLZwa9vJ/ImILVlipu54Nc3cozEK5mX1ngafoUcUkzWp0M0/w4X8brMZmn2I9UMjWRZNN2mZLURfxbtVzdW2Lrdh1ujQ732FUOOsaJKIO8W3zGaPJT5KJreEVZPlm6z0Olioy6i/XwZS6ap9kcbCTq/oya2QzT2dt4hDJS25/wUHCVawsriKaGWHaW05h/yd3cNHPJDg4Fl3iku8KB/CETk3ligiH2FDfZLq+kOWklMdpJSBbg1uIcI4kk5sQAuZoKiqpp3srbOb76Aq1ojW7nSXSeKwxnHeRscm7l1hlMHmHB1Y+1b4BgWxcucRtfOea5600TzjdRYwgTU9hIDPejkmi55WkhHRARF/twCG5wKznLp8VHKMWDdCndvLp6B8PgTe6Z8gidVhQ+HT/ef41wZ4iGYS/esQAzwxfItJbw4Op1ni78GIldzHKuDr1rkNj0bdxdXbgXT7KZHSJ5L4DNpiEhNjMtWePXZ28wN77Pr6Z/yInNXbRaHcHBBg5Ct/mpohO7PMikQ0tDrJYvcl0ENG5qQjYctgRl6lkEwQwZbYKHSiUPB67y0/OfMm8Ms6eZ5XxSwAn7KvU7SbLJEZ7sneF0ociorI2/1Ap5E2rmRfpDltVV/EY/SkQq48TcRaSOPu4t2+n0LjHf7cETbWZ/oJQFSwk1kTq6FfXsOC5TurWBfEbBge05LxariassHDpuExvXI1F5yDjsbCxU4+1z4ozusFs8yz2DmzGDDY1Bj03Qj86jpnsxymvRGlbxAGM+DbFiObuTJ/jm+g2eXaxhtqGFStke48kLiG1atM4ndDvl3MytUS3Loh/vQyfpZ1kS5DuZg/CklI29Y8zMlJETX0JtNDElMPL+9DrtqSS/GMryWirHar3BgzPXyGjDhPU+4isVBId8SIwS5upuIs4Y+SBbpH1Yxh9d/5G0auRP4k7wfYB8z78v/r8cwfr/dQfEoROwu3wVb/ttjA4RDouPfUs5SuUqVXOLvPvgDZHRMlrNE3wte0B4MItRnkCp2yHd6eOpYZvWbJ5fyM7xYiyM3hJEabxO/J6QqFZLxtnKE5+Fqpl5muXbeDsGuWHqYjZWQXCyHbVewXPlfeaWr3NEVWBmQEN67RwBt5Ftk4K2dBttqbN8K5/H1aFh1GFEYNeRca+RMSlZVDrIygKsalv5ovoUG6W30S4PIXR5+KP+Q5bdL2iavUz9VDdvjAm00hhzuVYWhAJc3SJsAwpKMhmerV0h56ljPrjCvCzDN7olnoU6uZ24Q5fWxvb05wzZnuLrbWMjUMNv1RusZ5rQzU3QHHeiz3axs3mc9eZmCvoknVPDzNwq5+VwKeur1eiNBfQxIdPF65Tmczj1vSR7RSzFS/im9XPMyiDyTSUxi4VqVx826Si/V/ejFVZyK7HOJYeTyuIrut02vj1Xyl/1eFAlnATdwwzZRExOdRKRThERTnAvehmrup9bS49xjE9RlzzgoLqadXGM4UgEU+o0k+Pt/Nr4GXnTAXa1nqcNQoI2K5HlS/yFKUDreBCTcBKPTc3LoSl+VfYJL+5W8GokTOWUkuXiZYKiNKeKjxjxlPL76EeoJus5GV/jtsROt8fC3cwr+md72Xa4GHbGmbOYmHEY+Efnh+xEb5LVhNFrO7gQ3kemnObBQg+VxTmqrSXk5LV4lkrpXG5l2uhiQ6EjIMqzKy0wMeUnsCrgVfkneAejLFaW8WW9kJRyg510JwsWDQL/DY4dPKA0fZwJuxKhLMlMTze7564RaWliydxI2cIjJvxnqZfnUPfdYXX9FF+WneVt/QVe5hp43VOF1qTH7XIhlG1zxVVkYlWLPGIhoRUiCB5nIX2GoD7JgmoRnynKnNTGdLiHleJJfLWNBLx1eNtvYrUPM7TlYyS9xExPFx6ZlOvhS/ystAvfUDPptTJuRS+zsXmWsP8OWoOR4F4Db0yDPJft8434NpsaPwNLx5gwmWleTnNrZ5Vtyy6j9klSjpMMmruw2lXoB2SMJ3V86f+E57UnuCBbJ6IP4hlb5OpygVrZKhdWN5jzd/OypQNfn4JPFpdJzVawXFfJikbNV0Er/2y6xV6rlnTbABK9kbP2EKX2aSqTOdSqQVJmEbe3kwQmatmy1yAaGObDqV1aM2EiPjF/VB4lNHKKLc0Mj5ZvccesJ7v1EdX7DlZyJ7lr/5QdUY4n0gFqZ54gsO3RnXAyvqBnzmih6kGeQ1OIv9VdJRdu4tZ+ml9KF3msX0c8lSIfbqJv9g2BXgPr/itYCh8T627k4lqI5tAMm6sVbAwLeRLVE/L6eLz6KQr1NDp7I+sTtazc6uGB6wSHil12bE942taIRNaHwOZEOj1JzNuPRu5gTGvnmTzN4b0OtF4vZ4u73FXG6Aj6cU1N81CqZaGuhHppnL7JKNtzNxnz3kAvbuY7Rwa1fIzQ2CRLtTWULOQom43R4W5ma+KQJaWKudFq1CYN01v3+LmqA7Vijj2LAJ/SwUysnPJIOYaVVkp35lkRt6O0ThIdbuEnJRd4JkpxZOOQ1sQptMM12JUxzgUOKHiEPFGUYrd2c06fI3R3iG8tf87VhQKLhRKmR22ktz9mYbiRxlgErXacjOc8lze/RhCfZSY8yP74Ff7J/kN+PRDlcFDBrqCSoGSIpfoWhB4Vyf5WYpIAp9aKGGwBRqZNJBur+Va8Ql4+wOWVQyTiAq3ec3hSXbQvRkiGumjIbiMMn0Dv0GKZmCR+T4u7v5+37gSDpik8q22cUi1hnfQRlCppc9ymxWEgOKUjJ5Vh761iwBng6NoDxtUipDIFry41YO0tQSdL0+e1oA3KObLznJnseZINLdhHvWx2XcE9fomN1hvsud9HapNQWKyiz9tLPn8VX3cf+mAFhflGLIo0Dr2dtMHKimiLX5wpJSNM8s3MSS4U72ObMOHrGuJAJ+KtpwyXPECzzUh7qoE36RHEjhlK016cBi/XNRluF0N4JXMU1DZemlL89MoJvh5LsaZJczYr4YIhx/CGA4XfRzY1wunFFYb0Jn6jbmDTKeGV4yN2u6/xDxIFfrGao3MnuTt1D/GuGIE1y1qrEb+jj4edjSz7r1IebGVk8ibP9OeRbGpp90e4vvKMR9NnmJbp2bXfZl4mZkzrwuwRkbEb0Io8+AMP2dw4RZ3aS4s2yohOg3p8hAvrO/xCeYKdIQ82v5uhaR+J9TJ2s5/yXLbMQpMFV88YFfJ97kYuI7ZrCZmT/B+GH3NyY4kmRRLvoA2NeozggJE/KvL4BQKW1q5SmDmFT9vIsC+AUuPgxMwuFk8cu9rCzPBZEro+npy7TFqyQNCtIb5cQWQkRUMwTqKhhuFQmE8Ks1wUx3it/ZigwfYncSf4PkC+598fX73zzjuR/9v4f3nnnXf+4Z1/p5fQAyYbe/PnsPa143ArmddOs2LroHNqg4q5Vd578BU+2TXa1d18od4nImlGrXJTM5NjTmDimXSW2sU1skNGFoQW9kxpcq2VqOUaItopshYx98NiKudn6ZXv4u4YYmJCTMBeS1Fbj1kuY0e5QWapmjPaFOGBOGurF1izmJEH7jCUdtCTbWZPliDV5WfcrqUlEOULfYqAZZAVsZ2oJsiisZ1fXf6ElVtjBJYaaE/E+Vn/GQLhVwhCHUQkqzw3h7nt6cC41Mqr7rM4ekYx94/TGU3wcOsMS7pW5vUPSGt3+HuViWd+O52hDnpUUoq+0wTlEaa623gbPMvP9AesxbtJher4tBjHvNbF44UjPO8e5pEwgNAhJFVXycOhm2wvVWHW+BlJrrC6dZEzxXWkGiHzA4PkfLW8tH5KZNDJxJaGqNFFra0Oo1JOYbIXu6QM66Scj5yLnNt6hsUR4Rdlbfyhb5TO5RV8NhEXgnfQm2Uk5EqmewQ4PTcYtDbRMnuIWrnNp+5NnpdWsS+P05GawTF9kYnxGp6omplxWbFo7HxbPUTabsOQvcRzexvzIzOMj8qxm00sN0hY6I7xqlfBk9E+RqRy1tZKUE95KFlM45HE+JWvBNtEFf/p4dcMD4k4uvKQu9P7DE7HWIgOslZfx5RlhEemJH+vqeHxbAlRuQ9bZxXHbEXsklVWk1rK9zMkY0fI+y6gWj7DrfUosfEE01093JUlGdUsI5m34ZyW8KSyAovYSfbmDQ7vDlJUbrKUGmbZN8wdTxuPPB9zevo0IqsOyaSeQ6WUpas3mR2q4f5yKe2xB9wJNFGrTqEZ7yHha2Gxr5Xnk5U89/fzq8nbhFXzyJ0TdFuTiE1uenIhMjMNLBoGyK9/iqG3kbB8EadrH5slT3IkikdvYPfBB+SrTuEZrWGqpYZFgwHlwTjtiS3iHR08sdzBLajlm2uttAtcRBZqaExdRpM5Q22+lXGDhdx2OV+Z6ngs2ePXiiEKCg/ypdMMe6foz4SofJilcWaaUbeBgv0zrnr6cNlkuLu6UVj0PEud4375Je6KV4lrPQz4j1OTmGHQtMj51AZJVyvfVN4mPKjnvbUtnJlWlu9eZbupnDdTXv7J/me8PVtBv70JuyTOEZ+fRX0t7zn2uaedZNE6zrW9PC7pHardUcb7hZwLrDAYceNPtfOVsp2yWDOrmiyPVmu5Kolwf/cTyu9nWM5/gkRWxXPpY3bG7PQG56maecyHhafszZzEq1PRvpdCGZrnr+URciYP5fsLLIil3MlvYtYrsMcnUCdeIpc5iWormN36AKt4mLpFJXejNvLhfopCCY/TA7y1T5BdKcGojjDqGOQPkh+T6TXyU+tnPNE+4an+gEJHM0qJELVnlPzyGfQuHT7lENahGV7e6eNgUEBYLOXi4jZi/SwF+yP2ZWp+2f0ZmfobNJoDNEzm2Vq9itF2Ab3/Or+2zWEVawmMj+FoE3DUuIoi3siFtRCFkYekxxNEhbcR6Bys71Xy66G7hHvNzFl8RGwi8o7zfJIbon1OQsuuD49uFKtjnCnxBF9f/Ji32hVa3DbKckI0A3eQGK1I9bMMTqX5jfRD3hqnaZfmsXUKKTpPIpm2sLBRQlgtIbrxMYHRfu76vcyorFi8Zzi1/TUKzzzxqUl21Jf47+YP+EWzlPmuIX4zcBSJyEyiQ4BNM0pmspag2s/ZmQQ+tY5xs4eF3nu8FuaZEZupW5tDIN/jUqaGJcdxqgtzJGINtGd3GbOWop9QkDV0kOp0keoe5LUqQJcrgH59kM/VOXonEoRkOur8ZdwK5XE5XOxKGjAJ++lyRDixuEunyYRtfIIHJdeJdpXiEmcQesxMZC34xQNMpz6jLBPBNmjlSUsFWvUxiuJSHFMfYtGpKSyX0xpqY2+2mkBPL+NTLRRypRgsadyyFDNuJVuiTb68epODu718uXSSs2u7CJViIv2NPBZ5eT19CqfayVVvB8bkXV5G5dTGN7iYj2OR6yjVT1OznyYkyuPXTZBxe/mJZo0/DOeIar1czLuo0MZQ5i1UBJN0G6ScLEQQGnI80l3joSnKG/cRfhJ7l78ST2Gf1HA8fYnyaCPWggqNJsbS7XHiOj2P7w5TTFyk2juEbKSKt+PHyC43cXVuk6kRFYmdGuZFSgpaASvGEYZMTkaneli3ROmx+Zl2PWFz5SLDGgUV6nnG1Aau5NZQ+g08H7hErF/GlnUOeTxHcr2UjfAJ3iiLBPvS6IaMVMj36PXeROpUs6E08N/kt6jLZWi3BAkO21FpRnEOyvijMkRosI9I9B7buc+RO6RIfUo8liT180/xhcbpcM/g6zyGWdPK86oLpMaKTIUmiC9WEB9L0uBPEW66SW8gyUcbeT7VLJMcrufQM/gncSf4PkC+598fre/82/8f3e+8887H77zzTuqdf3uG9z/+P5z/Jw2QXUeYjZlTyGT9RBxmdpVF/HoVZ9aecKL4mLMbX6Dzn8XcXc9j1QMmx9QYFHY6Ig62dQss9ozRupBiR3iRUP8UXxnW+PL0NdqnevAZ3Kyo7ezGOukOOJCqDrB1DjM/3IlL1MCsfRjv5Ag51SJLS1U0TEqJdqXJLpyhYHewab2BJmTjwlaUgkBMoS/LuE1DVWqJv1FNoLc1szvmIagLkDff47sLH7FZ2c/cwjluLs3ztK4EefolessUbnWSh1Oj3PPXo8jf4xvBpxiGBRhGXbQHl9jfPkVBOYTb5WPFFuG5ScIjV5o+r5AuzQBL+uusSlvwdN3ld76PeGN+zLKvD4unhw+3V/Bs3uFV+D1+IdLyvHEMq0pJvL6K9b5b7CxUMSXqRpg7ZGnzCheKBTr1InZGG0hp+yisXyLRZWFgw8602UW3qhyV2oyn/y5L1lPopvq54krwX/afseLY4WfNYh7IGuld3CduHaYsWsljiZ8lZS+zXWPsactomaph0L+N1bzPEfssX1yrZluToXluHvtMNVJhFdmxKYrWe9g1MX5Z2sGhKYbKf4sd/1nejq8yItegtnuYbvewebeFb0bT/ETXgL23k7nCeaqKeZpm2/FY68hPzKF3DfDu3ivEPYOUuQ+5kd3k3vwBxflbPLhZjskh5FvdHH+h7WA30M2AfhxLbwWXlHn0ynlmAlGqt2fJ6M8yWzxBp/oWalEfUcE0iSE7VW4nNZp1RFtWgu4xNmsHURoGiDbdJioW8Vi5RSQ+yUbiDiL5ODn3B1yInaVnQote6ealbRR/7V22RWdZ944h82wwlOmnURvAoJCwELxCfKKbQrqWuGOMWb0IrzqA1Cqlwr2AwqziVmGRTW8J99fOYfB2YO9sRClZ5qUxgl+7RHAsSkCvY2nvY+73naLLcRlb922eWCxId/qpy64R7Rzg7xw/ICO+xtsrTfRKllGGRtHNn6Y/eoVriQvo/ONszfTzhfsq98X7HKrSFMVOrLPXuJtIMJb00PvAxoHlkF6fm1Xrp1wNNOK1yPD0dDGkcnIwW06htBKdfIalsVHk4U8wjwqpndvjtGONiLOfby6V4pQF+GHhPtbIMJZoB8+unueLHhHftX7Mw8ZqugO3sUqX+cxnJKW5y482X3NZlqDg6efc/iIq0zCV7hS9QzJuBpKMu824lytZEwVoCTWyoE2zW6yhTZkgGa/CtSAhpvXgFrjYVj3in+THkNq8vLf/DUeTBzxJH2FO1YM0OcXthVUedXYSCvTSsuZhyKOmfj2PTFXBWMqMIbZPm96DbLKC1a0juJVi6tLjBLbuMKIcZ1ls4HfeCp64pnAv3EZpNjPqGeQnVZf5vfoiX5mu8LXuGV8oN4n29yPRyrCGGtnf/Aypx86GsJyZ1ghps5+IU8f92nKqMkVWbYc0Zx/y1ci7/F3XfyF9u4KJkJQqyQqbyyVMq2sw5o/zG10Ot9iLd0LIVesyt7RBesP9fLq9xOLoQ4JjXiLjbYwYText1PILVQnL9V2EtCtkQo3ELaW8uxrkwrwbcUGKwjiJLjSDXaXg9dWjvDanUTv7uTCfw9rbwT3nOPsyGyftu/xe9gMO1Sk00iyKPgU9CQEvXRXk18qYcrcSXziCWq1AOBVhUWJAGLjI5zvPULoXCTkU7Fov8M+GkzzraeW1IMLfT7yPUBDHPKIkOdbLZrYWgzdCldeBTzGBe0TF0wk7axNZZAYBo0su+rWH3PGeY1V7iepCluB8HcOZfWyCSmw9Q2xnSvF1u4kPqDgcMFI7k2ZyU0KdxszNiTQJuZxJcw+X5w4wG9K8HDyPYcJKiW+FM/Mb3LSGCfQPs1lxlnhnBV5RHpndzNCim7C+n7FiFbc2fej6tTxrus2Y8zj54A3aEh+R75JRXCnjTrSaV84Jgl19yHSt5PPXcRl9OMXzzLj0PBZtsNY4wM9vXeDF6nmuzxfpMWgZsJj5QpTm9cxJHAY9N4NNbCeGeOI1c2x1m3OrWRTjE1w1p6ncy7A8nsajVSON69mLO/hDu4MZgYKKfI57VgOajIHrySy3bVOcLCjos29jmTrDXyhTfCf7lH/o/wE/m4wQtfTimz/LuVwFnpgDhyzNQn0vKY2dx30SNjNnuWM3oByp5EvZR8yFezm79Bj/3TZ2QyfJqiaJGW0UPN302d20+zt4bFii2S9lw/yY+ZVr2I1S6tXbtE1luL68QFrdQ6Cnngn9KBXpGh5ZHzK7Vs68/ApvFUUCXVa6R6OUa3JI7I3YbCNY9EW+vXWUpL+P28ktguPjqGXdaEcG+Cv1XbZk21jNkzxY+hiLRkTRZeGBfosTS7sEY+1EhEEWa08zrrzGs96LJIQ7WKMDhLLVzIq8jKutBJtv0pRa4NPNIh8ri3hlbcyHJH8Sd4LvA+R7/n0y9s477/zxnX/7D+Srd95559z/i7l/0gDJKQZZjl5m3NDJoiVATD+L3Orn8vouF1YeULH2BT1zRwm1VrChfEiXPIZZYsRuE/HI+oDlqptIElZmxDcJjst4pNjidc0o001nmHS62RJPs52rRabXYtIdou2aIDY8jNo4iMnuIidtJaKZZnOpimrTEPbhJYLpSvbCUv7WVMsbfZ7F7DX8grs8G1pgwqSkJrXCH5U3GLdV8FiUJKALsmhp57srH/HluVNsJj+nbHmJXGczNkuWjHKO9dFpVswCbKFTiObv8UB7GYlyEstEmG7nFPd3j/LAfwezrJHvNE9wee/y2hxiwKmgw9TK/Hgjh+oTGIbH+Fvve2y7njJvHaM5WktJfgHnbjtv3e/xB2WQ/fIaogIhkdu1zPQ2s7NQSWKgjqriLumMmZa5CG2GMV7JzxAZl+LJdxITWelc9jFndiMbvcGoyot1qJGvjKcxrPfQrZHxn3Zf8kq+zk/GMox6y1DNbLHuvInYOcyLCQsp3SDpbi1fC89yJ1DKmGkNve8RR2MT3L9WS960Ss3CCo70bXT99biHExSMbYS0a/z8SiM/NeZxySfZSx9j/Y6MOXWGjtg83mEfib4RfjmWpSj20O6vIpYo4+LGNp3RKladF1hQj2BUb9HqCDA4JOaqchntiIDKwgs2N68TEXvQuIb5ThXlZfYaS2oLXlMrHsVNWicCTBpS+Jyb3NubYvZuGbLhMtSjLbTOZ5jV2IgPJGjymunWr6Dd1rCtF5K9bUfgK2dU7Sc50MlL5QZar46DuQrcwyomnMfpUl2nw2XBpvaybxxB2T3Ag47jZMfmCJoXaFmyMqYzIpUqKHhOsNV5iaeL5aw72/i99gavJWtcCt3m06lNivrbnN494FXVNebNOgYtd7GP9jM+FOIXzQK+6vZTbOhgQT+Bv3iUh/FP8C1Vcz5dz/N4L+2rAkqWisR61fzW/CGF8HFeXLmFWr5JuyVAofAx7fFTbPSfILFYxgujgle+a2xP7PNAvcDShIGA/yo1+TzDqQCOLTF5+SatwRjzxvPUhS5iMxhwDfZRI00ST3ewc6MEg8bP4uhRkvYSDkrP8dHuG0pdWcx2Ba/PncM9quUHa48ZndKyF+pmZfgeP7lRz6/rP+JnwrOoXUMoNQUuTMlYNN/mh/tfoh8aYTtSx+fbBQb8eiy9OhpEdqpDKQQ2E4HNG2THM9gcNaR1ITYLDSyIFrGIt1jwy7H517BcAAAgAElEQVTGrjAx3Mu+dp//rjyFXa/i7MJbarUrPLId42eWD9H4XYjTcZYHbpOLV6CKDnFm3khstYl+/Rk602G8sX1uOHVIRqqZ3/gcp13NnUA3qcNaugQSfi65wS8DF1jw7CCZHsTgFTLmEvCs9h4vlz7j/uppvrMu8tYQxSyWMeqwkPRXkPf3ozFoKNxrQCfYJOx7xF+o93ho9DEQWqQ/vEJlpsg/jv8H/qHlh6RaKvBmWqlULDEf7aWgrCG6+hm/Vq8SnUziFAs5Ytrlp7YPuGgNUpKV45M9Zbm1l7isG3e0i+fTExxMNHNQVoJHvcPCwjk82gZ+uLnDe2vTTG3cQa3sZtC7gFshYbehnDd2CZ7AJOdXloh5blIbqmFnIkqZNcsb1RESaicumR/poIczi2H+xnSF6XgzzkwlucSHDHg82ByzKIRCmsNXKF9fZiS8jNeqZjN0kf+qruex6iy/7/DzN7KP0ApSjMpszI+0khkfp3t+nlabGre8i62GTr6WLJGfaqNjzoQjI+Ge9QnNtibuqYz/FiBrd5DPbDFTdx1r/xh5zQAjgiwb4wYet0u5mYkxsG1ErZ7gomgWqeMuaq2CS7nHyDQbzDVexSSK02uLcW6+SJUthqfnHg9rqkm21zM1lsRkMdBQmKVqLk9fvgHB2iiKwUkeNw4gCB1jae0YjeGPyffq2Vgp41a8gp8opol3DBLpHiCxVolPH0SjjpKQLPFybImZVg1/qPiIR6tXuJmbY8in5czCJj8RZXgbuIDPP4bENcjr6R727V4+X0lyqTCHaGSQq9o0tXtptsat+FQWBiJ+Eqv9/KE3xG5tA+XzG4iDA2imRZyZL3AytcHFuQ7u+Q6oj57nr9Up/nfdD/nnjj/jxViMXpcfseQupxcriG1V4JFm2apoxq3V8mtxjO3sWe5arehGK3gZeZ+IUUtj+BE3Ehl2POc5MNeS0lgpxFvocES57RvkrXaZk/PDPNYdMr1SxrTewidTW5xcfYY93IbC0Im9p4X72hEuzlymYXGbx3Pd5KRV/FS0jq9jhDLJEtctFiLuE8imlNjVBRZGKnmrO87ptU3CGgfukSaUgmZ+Zb7EruUAl6KfndUTjOn0/NK4Sr87yonVfTyJdh7ck7N88yQ6SSvr0lskBLuo4r2EElUsqs1MCYYJtNzk+uoSx9a3OK1cwKaOknOI/yTuBN8HyPf8z8efNEAk7gnmOm/RGmjloT6DxGbi5swuwYCQHW8Dr6dqac4dJdR7lVX5Dp26RWwjclZ0JrzxfR6UXsXtUWPUDRKXDrKlF/ByfJ/U3TJaw3G2xRtsr17DrjbgND1B0qsiIaigZSaOxjDFfXUZTpOPzVwD1c469CMFnIEethd6+T8NZbTMLJOLXUc9co1vRtYQmK10e6f51/H/hERaxr4ii08b50DXznfXPubtlc95PPsZ1xeWKSjvsN3YzY5ii99LHxCQS4jPn0CQa8cR6Maq7sIgDTJmNbO7cYwXqX66zGf4e+VLfLZ61u1Whq1Gmt23SPUK2Jo5i2xCyz94f0Qq9IwDk5CJYB86T47h+xq+cb7P3ypC5G43s1R3nXDTbXy9I+zPlzHTX8353Q2Ms0XMcSGDlmG+NH6KXzBJZ8xHwqKndjnLstyDarSMQYkb2WQNfymvZG35En1SOX9efMnOWJhfap7xtciIK7bCavAiHqOO/TExUpOZYF+Yn7WeoCt0lQHFEsOppzSm3RSv3SLi3KZsoYAj3s6QzoKjs4OwaZwDbYKvLzfwC806XqGEnfxxNq/fYle7xVi4gETtZW3QyePRRTbNVRgTLdxb9CCfstETrGBfcQ3TcBMKkRCD0ECTaJlLyjyuYQk3is9YWGjG65pEZZ3kt/Yhns/WE5HGeek/hkU9QKfIzqg9jsX5kMltBeHJfm74OlhWVSKIrpKUjxMfS6BRmhD7Y0Q3BHwz0M5Me4KO6AlEtgLejhZeaHfot7l5vHiNtEJNg+0cNZ42Gl0egoow8yoJzqF6phvLSA+tsa7OUF6cQ6XX0iW3sCC/xGHPBZ4vVLMRa+KvtGf4K/EeZxz9fOxc5lv9WY4cPOVV3cds9bcR6dbgEomI3GrlTYuITe0DQqNyDlrqWBZ9xpbzMqvJK4zPdPF4pYyy9Agli6vEB8N8YzzGg9Uj7F2pwq/a45ZplkfrP6YtfpzHnfeYXz+P0WXlqb+EeckWX6q2mZtQEDXc5GphHeGci+JyLx3Z6zRHlkmrmugKfoZS5sU6OsI1aYZ2t4sHzVcwyXz4rf+FLb2Il2eO8+7BW4RpG0KpjZfXSjEO1PKjtWfcMQd5kOljXzPAw34Pb6c/4h9H38NtlDHgzHLbqmBF08z51U3CnQbeJI7ycXGHancYS/s9qixRrsysMGTtJLtRRkoeIj0+Q0KRoTDfxVOpl2OBXQ62jiCf/oQ7E16eaxb4V9U5POoJbjkf0KIqUFRd5yfe99Cl4ug8/7a6vhU+S0xbxmeFOeYK56kOl3FnNos/UeRa7BbWjm68K2cRp+RoQi1o9wdZHCwhKBNzmLzMM/0e/XE5U5G7CFwDPM2XsCi8S6d1hN9qdnmeb8C12okkYCSpLycrmOCwvISoXoB2bBvh7D5/p3zGzJSIHqOXtsA8g94k/yz+X/mbOz8k2VHF0uo1qrVzREwWdtTXya+f5gvNMrnJOayycW6oVvhy6V1aXKPccMnRaZ9TrG8kqetnrlDOz21+trr7WS+/ikm/w/rGp9hlPfxw9xU/3F4hvl/F1o2LTEr0xMe6SA5386WzmrzDw/CmEtWegKH0cZLju0w6zRSMVYQVRsxqG/LxeY5urPK1Rs59ezVTG+fZch7h1kwBhStKu87IjeQNxuZdtKYPcBsNzOcv8/fiYX7pfJe/qLrLT9VnCAsidFo8rPQ3ku90UreVoz0gQ2ae4G3dEAVZnpi3lVz+JplYN01TT7msTJA1VHF7MYJvux1zap1cVTnacTOykSSLXcNsySL8qk6IUC+hdceLWyngkihNS7iafrmJ5sgqMtUGXc5J9JNholIPZ3Lr1NrDSCbKeXCvmlRrB65xN16bmsr1Rb4sOUN1QY9ppQpln5D9JhUq7ymUhY9R6j4hJ3VTnK+mMnqFb1VzzPUImG1RkChWkdDNMWl2EB1+woHWQaLTzx9ufMDe8hUaE0H65y0MaLV8NZnlpaOEzEwrdsckX2TvUTDFaIt6uVbMMj7Uic4+Qu3ODM/G+olJ/Aw5s7i2ethy3OP1xatcX9pCnWxgPCrlzHyBHy8fUuut4nbqEaejlfydMsHvdR/wL4Ij7I+60ZqtSHu7ObXSTG/uImF1nOeXbyO12fm5cpa13AlazUbM0lJepN8nrDUzZH7Cjw6+YNtymUP3BRJqKxuZKqr82zR7pDw2zdIw6+GpboPschXTk1Y+WjtEpMkhCt1kUtFCpFvLX+kruDhzkbP7OySzbXzhNPNmJIu3a5grkgIh+1V03uv0Rd3MqBfZU5oJKju4Xkyh1+uJ9PShENzijec6mRENRUslC/kyRkwJHusX6bUEOVF4gC7Uz/PhLvK3P6fTEyCiGCQ+ssV4eIykt5R5g4Fsyx289+q4uWznZHGXq8oZbBo5geDUn8Sd4PsA+Z7/+fiTBohtNk2x/DpNsQZ+ollC5G7j0sJTohYhk+4oE4ltbs+d4LHqCD8VaQhprLgGRnmjztK6vsCrG+eYiAe5G/YQMw6yNFTPmuUQjWKRj7ZesK28z8baZXwaJxHTE4YGLIT6KzhbfIhRqcNracDm1rOT6uP6jBGJLEncoOdxoZ5/dJyg3+slo79GUnCWb0eX6bVHUeid/KvkP2Dsr2BJM4NdF+ONoI/vKj9GL27h29kPuTq3iNc2QbjrNq+l9/l2PM/mZI78+il65gfQhbp41XsEo9mKxDzDztLnHHoamJAf5++kexSUQ1inJExYzFSGyogNCShkziNTafk773u4koekHQaSRjcb2kUqD2f4tfFz/ih34u7v5JtPP8F1rwmXwMnh7DXSI7VcOVilqXjAlqMEiXWQLz1H8Ai6MY/byIRHuLCyyZrUg2XsEsIRE/26Gn4n7uFN7GNMwhF+uPSCnmSQF5ZXHOjmmJ7awz3dQMyoYkEwiMGqYXY8yi8rP6M7epY6cZZbCy9YtgU5uFZNr32fS3N5bKFhdIoNRMoRHDo5f6np5/Xlm2zbD+ny2tlYOs2Dq3UM2ZK8lq8xaXKTU6YJaSZxWbvQ58s4sb1IsrMWy9BNNkTXuJKyMJnbpC55FePIJo2yDApJiMbFddIuHbMz9RjUTr5ePsVr4wzJ8VV+NfUBx5TL3NK5kNkzjIcOsWwMs91bSbkyx8+Vn6C1bOMS3SElnmVL4qVjNsb6eiO/LC8lcy9Bq7+EJ+pWPL0dvNXk6NZ4eLl6Cbcqy2dzn3F0MUGpO0ZUm8citeHV3sLV1kqqK8R97TTXiutIdRPcMEwx21/KG9E1noQ6WXNO8gf9SV7X9lKjEHPUnOXn+tMcefCEdeVFnrd8SEgQxzakQii389OJOR6oCxi1NhaVbWRUR3lTcobD9GccWH3sLJdTEe+gNLdAdGSDL3Wn8RTaWL1STVRzSJ0+yBe5d5nIfM6KWosvc4eu0B3uh68T0y7ya+UhyXERLkUL1wpFlDkDuVwbiY3r1EdCODVSBkMfohN5kCm0fBrZo9IWY360nXCvifHIj8laLWxXX+bdvTeMbtgY6THw5HopMbOLHxaeUaae59HCbZ74FKwOGHi8dJz/IfqPjLum6PcaGdDbccq1VKXSJDuj/DTzIyryUc76FvG21FAdn+ZSdpM7kXMsr93EZI7w2nCFsG+C7OIQXyhSfGbdYtl9CkfiU1rl8/xUaudfNJcxSWXYnSr6PCHChkaep99nJjCFZDGIxSDmUeRz4pNnOVl4iGThPFWxC9TNLeOKhahKXsPc0YM+W4Zw2cZc9gZLsWMEu2u4qVhi13udoq7IcGyKdLYSsa+Ht/oIhv4xJNYefiPZ5bF8mcZcAkNITnqohEelFaQNPWTMPWhFK1Qt3edvtetM2UY4F5hFoHcTVUzwVfhHfOH7MTFhDVub52jVxzBKZyhmm1gulLNhTLEhWsIol2Dpi/Hs4F3GvCWc087jUTzCOTjEjK6H4vJZfqtJsWDU4uluxC+Y5fnM+zgnR+k1u/nBziqWvW4sig6+PnaC5a4SHAoRb51n2PPZca/cpry4wPT6EezjD8g4+gjb9Gz1SDHJ1YzLtji6vsGgIscfjJ+T3fqQ55Ofc3XtBcNTfrocOs6m68g571E2/xKnzka2WMJfj6j4a8+f85f1J8grG8iOhumL2VhraSIhyCPZVDLmGiEyLuB3XR7k1jzJASEHe8ewe0epjzyhZ0JNxlPD8KwXx0Envmie6aY2RrU2RMI8MZGCt8NhftPRx2BUR812kohymGsqPZOufgalIsTWAHL5Ep+v7DGhUOEd93Ams0m3z0Sv9jLL4zVk7gixTqrxubWMZ60k+ps4vzqHd/M8sl4Ba21eosoLXM19wkzvcRY1FlZnWrBPNvFCk2WlS0i4y0p6sRqvdQGD2UVmdJ3lmU4i/Rm+K/uQ9YWrCHUKbm/G0Am7eSvKMWWp4uHyTRx6Ey8WmkgaUwQtSUqKOUSDLXwV+JRbWzm+GS4jL3IgNQdR74iYFlp5WXGNmvwc/dO1DDo1XMws8f76LhPaK5TO71Pr7+KPyih/Hfhz/llWxqpAh1I/xqhAyLniGKetWnyqGR5fr2N4ys9DXQ9bc6dpNIqI+E7xwvIxaYWRy/NfcmbtkC35FQ5cx4mrHazPldJk8tHuMjE1pUE8s8YTY47F/C3aNTaq/FnuOHoY9ddj779LSJjlX3SnKUvd4PKDJZypO2yEuvlmcpmEoo5huZuHtk+I2o1kLPOsqef4WrfBPbkb8/QYnaE4vQYjyuFafqY/jrG/g9+FPyCVbmZPFCQ7vss9rYsThUOGPWKeqm8w3fsxk1ozaqWF+NgaXR4dy4YLzLpUFGpqsA3coS80wOniLtXKGINqG36b+U/iTvB9gHzP/3z8SQPE4RzgYflRhuJH+ZVqnbJ0kC7vCtO2fowmBxJHjIFgM3ZfKYsjZpzaKTI9bfxclad/x8zbxtPI9HYaowE6cxEEdi9Dcw/onj7gcv41xshLVtauEFCHySof0CZwkFBc42TxOVaZlhtOI1NhIRtRE//54RtGFHGmdQES90v4m6lPMZrGSApLKUxc460gxa14AYVazcvhT1AJr5PSxtBp3XzRIePbxlOI3GZ+N/0jqqIpxAEbvY5OvpnY4SeiPGviJWIbdxiYlTFruMSrqtMMhuPozEtszh/F7j/L/Yn3+K9D3SwZ3Ax6BUitBioj1wiM9jBtKscR7+K3vmO4UotsW7JYtSo2tNNcerjK7xU1/LVeiGewid2So0xMVBMbneFJ6hxz8nquP1jkytYuP7PcQGsR8jzwMb7OOuLdbvILbRxfOSSndFG8eRL5wBgtjnp+bhzhtxPvkq9v5AfLz6nPDvLC8JjS4kMWbUuML6rYNQ5i0fcz6bCxrdDytuQz2mKnuTPhpnrhFb+VuTioKOWc4YBz00ls/nHC43kGHUJGbR7+h+Y8Ty+XIJl5w7H1PXLzLTysKaHKGeBnE3nsqiLPJfPcN5xlKFzNyJaI6sVR/lFXgipczaHzLO9urbHk2aE1cQT32Awy0TRNmml6Z4M4nPMUts7gsyn4JnuCLySHyMc2+Mp0mh6HngpzAqslR0N2F19OwCvxJ1TIUjyXn8Nk3MRvOkZakWBeG+XK4iaH65d5NqBlscVOjbWbL+1/hn1ygq/EQQakfl4UL+KULnFi9gTDRidV1hiPRHnsYgkP05UENTmCrcMcahJcW9li0HKPK9oIs803eO2qZMkgJCt38QfjcR5Wt6MbG6RR72TdeIsT+3uk0i2k5j7ApBagGPQiUxqYH9vmrWQXnc7GvLEB8/xZkoIJnng/4WtPI+H0EFWxepojQRyqJxS11Zza2mDxSi0O3SM6JmU8iHyIb+UzdhOVmO1CUhYVndlqnJ4If1S+ICwaxagfo3JpEV9GxHimhV1lCeezGcw6PcLwB/iGdYxo7Pwg9QxVUIJfMclhTTP98Q+IOMS8vNnGD3ZXqdrPE2rqZ6mqiianjHdX9rihKPIoV8JL9xRznSM89R7jXyX/GyVz27SFWtHJU9wRH1CnC5LsDPH1wnu0zsopXZ/H3VZPizfH9ZkCNdNHWV+uR+MI8zPjcULRHlZnRniq2+GKYRG/oBrvXCkK5Qy/GBrm77XVWMbEvDZdJhdowhxt4Hn0fV6JW+jaDjEV0PAkfQS1soqS/Atq85e4mT1G9comg/FmJgODaLrakYVaaN2NcDDzOXWrdwn0VGHQ+hnQmpAYs/iDK6ztfYzcKmJJ42a2f5S82cV3Y0usypc5dX8Hm0nGXNN1lsNXmDX2sO2oRaeI0bA2y9ugGI9JxPGglQvz+7yuv8Dh8gc8S71PZuwGU6vddBqC9EyusL93jExuhJjNzcFkAaNChk8Q4tHD95jZ/ojcyk02FmtZzp9nd+UUmVwzv9B4mVGHSDe3k7uj58vlC5jVEqQKFe+vzjJUlDORF5O808iztqPodRr23SfZL5Zz1+6jvZAisXYanSHKc2MjZnuA34wtEZAbqdNsUZpbpV6e4pups6Q2/y/27aM7DjNP2/tn8MKec2ame9RSSyIpiaQYwAwSiQCISGSAyDkVKueccxWqCoVKAAqhgELOiTlLVA6tVufpnuTXnrFXXnl1efF+Ay+0mKPfZ3gW93X+53mH3zeeI2f1PlqbnonhW5yOVPJcm0tu9iVOnZ2NxWt83aPnf7f9PX/y/RLb2CiT6hgNKQfrd9uxKtaZmW5G7B4g3jfCn4fnKJ1+gKazh96QjoVUCSXTDyjWJShaneOJWYLxsJdoIMxUpxCVeAzZ4DwWrZbfd01wJBlCFJNya3ueKUk7ec5aNBoPfXo9YmMQqzBMkdNGv/oecqGPq4ld5JPDFE/mMNNVyEKNDINMgiVoZ8LXyC8Odyjzu4jsnkXWMchSywQHXWe4OnOSxbZc1i1y5uN9pEbFLOpEpLtbcfaaiKUrUPuThLQT/Enq5sHGx0x0z/JdzQk2Jm9hHO0jd3ULh3iALwf9VEebebFegFse5clyGUbnFA+ls+RuZJD0V3OUyKVheZ4fet/nUNaLXu+gd9vL3Fia4+GbqM1yaiJNNOhtlAfC/HpjjfHu85xf22VYr+C3ygDPLVX8u7KLmSEZClEtUtUQZ9dcXHWK0EiWWCotx6gxMRHsZDN1gzZLM4uLpzgWXSWgslIx+YqexCbjulb2/ReZVLtYnrvJbWOQDkec5mQz12br2PHa8WSvcC4dpjDYR4dxFJ21GVvvPXzCJf5v1QXagt3cPPRjC7Yyn6jkQa+Tz5QT/E5l4Ug3g9ehoGZ6mZDJwbR3Hp1mCVtUSuHCMtaxQZT91SRGb+FU1PJ98hQToVbum7PMFxcz2dzM1cVdqq1mNl3nSQlPslJbTZdjmZg4RZXNzaHgPInJIbZKSlDKBpDoK7m+skatJkqVKozHr/9JthP8HCA/++/nJw2QtHuYp6UnaY1W8xvlfU6vHWPWJzicKGLaqKA6McTgeC3GidukxoykFNOsD4Q5VNoJbdbzXfdp7N0jxDuL+Exxmdcl5SyGTMz7jui3zzAy84qF9Tz86iTT4gPuDtlJma6Ts3iMT2XgtH6dWLKZdCTG3z/8jD7jLnFtANNuJb+dOIHRWEeyKx+TsZEHXSZuLj3DIxwhXH8blfAGAV0As1TEF3VynrfmE/f38Of4P9HgctEWDzHoEPK5aJvvhmaZK6xmvbKSFdF10pYrRA0D3J7dxOv2sJM9x5CxjP9o+Ef+X+X/wrE8zF23GKldxZ2Jy1gkwwR77zK7lsdXvuvYJu3smw+wqBVM2HVUHEzzQifnR3814dZCxjw5yEda8AvneT3xAUlTFUXHU1zc3+NLUydWywCP3SeIVRXgEO6xvHqHMyuPmZNZUZny8DWU0uRt5I3zLr+//i5DFhtvrT8mN9bBK+k6d2cniLlC1G3G+FdtKSLHMINuF7v6Rl7fukhF5BoZhZWyhRd8MTbHWm0RxZ775ARi2H1jWARLiKxSyr1z/JemitfXrlG+8gaLpp2m9Sz3289SYQux2uPjM/UTnkhmWHTnU5Qq5ubxIrr4Of5qvIRzqoBEIIfzaTMPzct8aHcwphbgHsxQYogiSAgYjB+z8+AUC8uXeaZuZVf4GNdAgq9tOQTnaijVLjBuWuDy+gbj41ruh05RLwmQlPYhH5/jG/NpFpWTTKh9XFs+YHPlGlM6N2vVI/RpRMx6f01c28dLkRWhIMXz9av4FCmuxXNReCWUGBM8HprEppTxzcQAP6ieEm8WYha7aZleoDHYQa4iwXL5LZ7PFSDRmZkYCPMX00fMd5qJq2tx6buwuDu4vr+KfbUPX/IEFu11jAMLDA1LmdaO83JsB4POxbSrDfd0Dn61mkeNN3j04NeInCbKg4WMOnQo7c/xuLopjE8xk3cXoekhxrYegp58slsnOVo6zaGqiKwmTtncLfSTAv5N+YLYmBCZS0fj9CTZ5F16x9u4f/Myp1cz2DV6NMF3iHaM0a/z8AvrMYHxASJyIV+Vn6Er+hECbyPP7kn49fZDbh/OsVtRwmi/ilOTdt7NJKmTb/JwNodvdHPMN7XzwHCWf5H/I+3JWRrD1dikM9xU7tE/4ibcreGTlbeQhLu4vZ6mR2ul0zpLoy9C5fRHbC9VIfYG+VyfQyRZw9OwhH3LI/qVAXpE/bQ6pCyYgnzeVcOP+jrcfQOcNy2jisuRxyt5rnyfLzs/ovhohvvJYZ7E32PUMEZj5IDSjRaaFk9RuL5JZeIa7ROLyDsbEOvF5D3K8FB2ndyVKkIDt3EaLIwqTVwxzHLoOmRh4yxKiwyvxMmLfhOfadN8PzjFqtNP7uIKE4JBtldOE5XdJdJVy5amAL3WRUt0ir3tizgNYt6d8HBi+w1vFCfYst/giewU+4YchFM2ho0uGkRZ7h98zGZSgcnq4IFkG6dcSMLZS3b2GrlTH7MrOUY0lsEwImVO2cay28RDtYvZtglUAjmpRhGv5+pwWvu4vrzC+7MT3JscYzVyHYWojD/V/AqRxUJi6jKZpbtINNuMJ8XUJwxMZ0t5qOpi3BTmd81W4moPl43ryENrSFR69tfPIY29zW8rb/LxxmM8eglDgmEu+Sq4b7hBbvYJDq2O3cV8njeL+TfjP/JX8z8g7jXic4S5NRlluU5Dt3eHfU81Ik8/Wz0Kvuu1UT3/CkdPHQ/ShQQn6inMHnLRdsArxWlWrELkO0IidhszYyFSteVolRE8cgl/6Uky6NJhDvVzeXeVRGc5ueO59EjnaQ7EUY84scg8VElFCGV5jEn85MT3saUbaJwoZ6HnJstVagwKMc6Ik7D7PX6194IBaQPR7Q8RdgpYujfJn+rfJi9+lsRoE8fuVtKRISwGE/+P9B0OhgswCFSEJu8yFPHxUDTFv8vDPFs5SWwwwlfdJ1i35RIQi7ia2Wd5tJ2XXRre30zwcrkajSrJdracoegUT7tt5GUXkA7eYXK+ka65WX4cfoc9bSV2hZum5QRTihRZbTErzWUM2DSUqS20G3S8uxplrSaXU1sbWHrHeap28EKn5G8SHfFhIabuMnyuNt6ZXabM3ceC3sROfSF9Qi99AS/L4WsIrCVsbL/HsqKSlvAMbsERK44g7ZM+MtPFTCt9pOfyuKKPoNYc4Y/uUb90zJbbx3zsHh+sb2Mauot5IIlOM4BeIsUiXuTfJecIubtoXupi23WLp3Nn+Gfxe/ybqgeF2UazoYHG8TJK0zuEbBryF56yoT1G4Ldze2UJg2QUTV89nvYS1oKXuD9/kRXTGAtmH+M1pdvM7LIAACAASURBVPSbdRRPLVGiCjCpOUF64CRfXThD3fhD4korBcYIzzrOEs708iyvjB6nAdVYMbWZBC2WGLWqILGJnwPkZz/7/+unvYA4OjB03mA41M6G/SkFUwe8VGf5Ivkhj/X3uJWoY3DiLoHlEzwWOngqWOaNeJ2AZIzESglfyi+QvlvHeEcZX3We436XnOC8mAfW+1gMUhqzr1lYzyeoi5AaSHFbEiEqKeFqehOfTkKO4YDpdBW+iSz18UMq46v4tRHEy318Pfsus6ErzN/Lo8MmZ619mPzlV7hFo8w0XcY3UoRbF8AhHuTTSiGb/TV8GznDb6KnGdTJKF1IYdZ62TTd5xthltyJJcxxHfPJTpLBXJwmKbkr60zHO9iZv4G7t5Y3fSc4arnKD4OT3LDrkTpl1E+cR6YeI9BTx8xaAc/9hbgnhexbHxNUDWIIDCNd9xIKpvls5gqB9uuYpPm4u7QYZSle+08Qi1dwZX+Fypkki5Z+PJY+vmh6F11XCf6RVVZXiji7+pgZqQ6BtwlrRwlDxha+LT7NH0dO0un18Nb+U874JMiUBq4tyAm4Q1zePeT/MpzH6xTQGprgD8pi9kvKqbLn8YVkn97wfTL6HSJtTTTOPOUD4yIu/xj2Xh1yi4rL7i3+rHDzoKWN9tQxm8NSKtNxou5y7poThAcybMrm6YluookJOLM0xtCujtTcR/xN9w7RzFV0EzkMWc2sWRw0Jsr5wGIh1L9Fj9XDUKifqsUnJLcu4Ju+wvJIgJWR+6z12dmw9LOTuUKpYp2keZ6Te1uE9RHW58/jlUlxi/2Mzfv4d/vb7KinsGnjtCa32Vm8iF9rY6OiimeSEr4yv4VfPcoDo5HJXivH61eZ1PnJCd3FNd5DsW6ahU4RPtsY33hMZBV7fCZYxySS4BmfpnRmlELxJIdFOTxfLEIiFBLqneNPlg/xjARxeZs5Mt7AGuzkzlYc4a4GbeoiHsNVOiVZDJ3DxHUBFgfUTGqjfGZK88aU4AvVOr/vT/GZ08l4ezf3LAW4dQIGQs+pd/ppNdqZLqii3nqfmeZh5M5+1tdO8GrmPV6LbxLTJojPXqcqeZW/Kp4TG5PTGfHTG/XwJHaVMUMb9u5KypMpAkoVjuC7hNp66Tf7eU+7x1jAQVoh4JPqX1M8eZnR4B0eDrs4tX6IZFOHVtjPdWWSt+IRTszbGJZvsz9/ge818+yWt7JqPc8P4ndJa2V0BuuwKMPc0mxg6vbjl/TxbPNtPL4qilZT/N3jr+nXeOmy2qibPc3ufCO1SRPHxttMzxXwtdPCnvUxVpmOG0oLN5QRPvNZ+aSvhJeWe3i7uriizmCOiLiXKuNx1Rk+837EzeMMG6sdPJs8gVofYcCW5vJalOblE9zI6tEFyri49Bx5dw2N4xMIdqw8qCzl6mIR0dF8nHo930mr6YtImfIcsbieg8YspzmU4neDU/xOOcU3YzMcRNtZrLhL1DzK2voN5tIVpIdHibcXYZaq6NHOkko3odEreSuT4eO1F7xYfZdnN89xXHOeB6kPGQ57CRr7aRmbZylq50XYzKhmnOfSXULiQdYyuczaBdxIXeC59AnWYSP2URvjtmGeOvV81taJS5ChXxtituYeB0kRE+O1VM1MUTBhojLVw+ZyDt/ePMUnRR/SMD7OyvZp5vwjLCkfoQopOL+wjX+phPtOPSr/PF+KN5hXeikwL7Nl2mN2phjVeC3R4K94XV7AyZ2XhBQC8kUp7plLGDfWUZHax6iScbxcxn59O3/SvcNfxP+EoX0MVSBOZXSS2XuTNEYzpAwSxvwdfDviZb+1DlX0BUntAAvKQi4Glylc3aNSmeWflb9kJVzN4IYGv1rJqnSN9eIrKHQuVrpG+fPAHPXeNnwTbVzY3yDSc5sm820qpHPcmd4kXdqEWemmYUSFS1DCsNLF+6kjrMs3EDiHmZfXslxlwKAU450UsqJ5n0v6KeSjLUxuvYewS0T2npO/NZ+n1nkHpdrNo1Ax48E+AkYT/2ffO3wz9jFGmZyAt5muhIm/SA/4jbqCxfgd9izdfCo/xYyqiN0hGZczm6yN9fOyZZCzi4McTyvp8TiYy1bQnF4g2CWnYH4Ggeg2xtlhhlITfCM6RdJyD78wRHMyii7cis1Yy4PSXAx6G6UyDaaeJj5OdXHQn8d72yv4u5eYNQv5q2aUP49NEB0axtV+m6XkTX4Z3uaeQ0DALOaw8C671nLuOcKEvSWEwjlkNk6gDWhwCxSEBw/4SlxE7tIqsc1qluUhxhOlXDH7SUgfMDz7iPa5p6wHdcyGxriyesCUPQ/VYBiDahStMYhZkOb7jhN8ai+iY6aIRWs5q4vXWKtrYaJ7nvMOHQahiMrJMm7NPyBgV7Cm6+a+KovM6WB01oHQocA5UIvCfJ3f+n/F8vJ1fqNI41UpsTV0Mmiz0eKZ4Lx9DlP8fY71v+Lz6wVMN1rYrW5mrrCCV3fOshUr4dviblomvagHi5DPmOl0TaJVK/DNBn6S7QQ/B8jP/vv5SQPEGFDRI6lA5Rula+5TxvRzWO02/mj08r3xCi3Wdkb8AyxNVzI7uM7XonVeSRbwiNpJzZTwyJtPtqAGXVsj35SeZk+dpWl3kk3jLJs+McUbr5nPlhKy2Am3C7liW8Q+1EDZRJZ+jZfCwAqzC2Wo4vu4h/1cX72P1Ogjs5nLg/QJYo1FpBqqKLMHmeppoG7hFU6RALm+iqmhe9i1E4yPtvLkdhdToiH+lvg7HkVKUSn6ubi+il0RIuw5JON5ToUpiMAgYX26jKnEbTbby7iyvMnq0jWW5yqZ7e3mmfpjMq03+GE4xmWjD41bTlf0LIbhJqJjjXhnGziYvok7JuK+9TlZbT3K1BDTU0baF+7zYvUEWtll/M3l2Pp02CXzzAROs5q+xqn9+wxGrEi1I0TNbWRcZ1EMlJIc0bOYusPFlQeEVRJSxmJEogosojYeuwt5LS+iJ2Tlnx6+5D2rh6aAlo+WOrjfq+Hyziv+Zv+YdLyeu/Fp/kV5mrnaIQbE+XwxOM62YIru5CtsvZNUZ15wUT+FyaPAK+hFatVx3jbHJ6IDHFYrEdMi+wNmPPIWinan0Eg2kSlc2AfGyNY0cGNtmrcOVthdymFt6QP+bPoFxsU6hqLniOgWCNnbOAxe47QhRHxgA4vFQZVdRnXmgNaAlH5POYtDETLD9/lsLIlf62Y7WUiRfJt1c4Z3DzYwaxfYXL7OM/kcE4IdlBkR3wvfYUOVoN9kw+iN8HLz14QVVg7bC3klaKTYXYtNJWDXbCPba2Zr5QpZs56b7h5ck63UykNMdwyQCHXyxDpOVLjFjnKToFjBljnB+VUnVcMBHjdd5Xm8Dm9zA97RHX6wnSYmdSF0yXhjOs34RCNDC0bq9qcQxgrxW69TbYrgbR0mrEmgNVsRWJKEp6oxhMpYUGt5eCuPozEdewVFDMvzWZDLqZ96wQV7FtWokLmicm7Zj9lv19IyLmE9/AH/6f7f+EZcjl/nY3PyBOqJy/yofER8UEX5zCwit5VvIu9jEvfQZupjwBcgoxbgj3xAoLWdUXeE28NJRj1eVo39PCz/NeeSF7HGK9mXb5KbXiSZaaIhnOS0zcwvJre5kFJjkG3yaO5jPrfEeXSzhLQ8h3Sigt+1X0DsuIfOqOeuZolwZ5yIsY6j3VPMBK5zc2WGXx1+SbfWSou3i4HZs+xP9dI85eDAUsFqNofX1jS7hn10mg7e08coFXv53jHBZ5Lr7Nrb8XR2UCZPYBsXMmD8mIPrORzOnKXkKM3K0SU+cZ4nqlxkyGjmxPo+xZlTXJivIWXu4OzSa4aFLZxf2iY0sstxSSV50wVMivIZVyr5D0ULRWMJws4ddlcLMWqkdI1P8IcGEd+KAvxgSPDgdgl3EnOs6Md4tp5DarKV+KCMB10ncChUGEVSGsYn6Nbb+OBgl5ub23ySOMtiXzHbjVd4En4PXVjF41AOosE4Cf0RD1Ur5OuyvJHtMGlqZy5RwoCnhzuTBdyXP2a2vwGlOER3MkD+1mP6EitIZUvIZTOYB/qYtxuILFRwMbNNgd1J4VQzmc3rPGq5zJPLpxleFxKYusP/0HaxrXxEnT7Eu6sviHpN7K7kcTOzxzPJMgtiKXLTElsuK9mZfIpdzSQtuRz21fPWwUtcoyLMfUradMXIDAJ6/LMoLVoeLVaz2lDG97qT/Ch/n6m+Wrom5hn0TTLbEkbmt2OTWZCGG/njaILZznym7U8wWWJYRC2cj65RvLJJl26Gr/TvsD1zjpZVK87RQR7ID1iquMKg2sbj8kZ+FK5RFLpFON7A+b0tNLqrmIaqKBJPUTp3gK+sBbcgzqhYRGyoky69i5OJY7SrVxl1DDOuGWah3o9BKWQxWMk34ve5pk1iFhbhy55ENTTEXquIHzvKabRUolVNsZa6QzhyiYxhEIHPz6f6y5hUSgIWIZKUjL+KN1nw3sWtkfJm8jJPXaeZHLnDd/WdFCdmiKhNfFNdj3Jciy8QwzPVSSpbQcv8LkWqJAXpCEPqW8gmFcinVLzRXMBpFREdsDHkttO1+BHlidsE2s8jUVdRJ+7C3lVBbriUhPUSb29v4BvaZyTUwn9phPxhdJrx0SGWKi6yvHKNdxwbxCVR+i19eNsucSiuQx9UMekpZW/7fSKb5xgOefn6XA7RoV2+6j1BWSKJ67CFbfEErnA9hQ4j2dHH3Fp9ROf0C7Yj/eiTNloXJ9lauoCxV4baMIRcv45K5OaTqrN84g1zKVON3iNiajGfrYZaEh1pzns7CI/aqZ7oJC/zEI9DTkKvIKmxMe4w4XGPMJi0EmippzF2gf/w/D1zy7f4g3SXsHKUVqOdNm+Qfq2FHMscPdmTfGs4xxcFHehVDxGl1RQqgjhEwzycusWP/TO0zoRQDxTiiitp8yfxqJXYLdafZDvBzwHys/9+ftIA2drZpU1dgdVloir7BrXSy9XJZnYMbv6iu0CNtwGJ1cX28hUOh+z8Rv2AZYEBf18VkcE7hAariVWWoWrv46vcs2y71sg7XCWutvIbdYaC9RdMZ2uZdGrwdAopiMyiGOilxb9BnjLLvXSUTLaIjpn7pIajFK49oNXkJNF8h0fz75MaLqHJJOGKYx6vuh3VxDPcowOM6MtYHBxDq55mV1zMw5u1hLUefj/9SzZCTVjVPZzeWMGs8mHzr7Fg2cPY00bfmJxs8jSz6RLejF7n0so2G8sXmZtq5PMxK1lpAemmfL5URLmlDGG1G7AI8tBJypkztWNeKOVwLYe5cCtH9md8pTyLJdvFok/L3ZUnvFp/l3v+S/jryzCNafGNbTOQ+Ijw2l1uZBYRp01oetUsWGrpn5IwKu6jc9mJZ6KZKytHWCzdpGRDtOvuYPZ1seQUs6Lqpjdh5YNHh7xrDVEzcY3TmUo+aRLTPb3PQbiMw5VzFO3O81flewTarXjabrBaV8LfxEfcWXqBctiDSfUEiSxOt9mPW9fDiMPMLbOG+6Pb1M2t87pNzRfFtQS6G+naNdPpPKJ4PMVuSTHblVXcmxjj1OEi65lcMpPnWEzl0LzkpiH2IVvqA4TuPHaSI9xWhdkcWcSviZBn1NEbS9M7PoHKV896v4yl4fv8QbZGh2KeZ+P5FCk3eKOb4+2DNcSeJDtL+URttwjINnGu6Phy8hpxTYD8qWFGYhf4ZOtdotIEPtEYiyNDtNgaUamG8Gv97PWHWJvPYTkooE3XhynVgqR/lB2jmJRtmGXjOEnBDkLHBM/H4uz0iPjVTobBexoeGKt5YG0i1teGVXnAl+aPmXG1MWgws2+6gmyqHevMCBW7K3RE6hn3XUPo0uBtHUQhStIaX6V45oDo3B1GPe2syS3slJcTFBnI1NRi6ClgdczN7cVXXDQtIeqUk628y2n7Ia+HI7R6+jm2nuFN9EPuV0sx64Lc973Lf5p/yeeqY/TqFNeyWyj9ch67r+EbHKTS50Rmc3Bs6Ccwcxl/azsCb4QqYZhBj4etQB37xe9zIVSNQxkmaj+m2xcmG6iiPJVl1CHjH1OH1AXUeEVzfBf7gJc+K9s3CokKbjO+VMO/jp4kIL7NkGeIAWWWRGuErL6CjYML7EROcn59BXVojDp3mKpQOdr0WY6jYgQJP2v2CvbXzrBp28fndGJXd1Gq9zLYr+Ib/SzfW66ScbZh7+xkUGjCHhhjp/Ak5aNmHo+fpX43wqO193ipOM+n8iOaHUO8v7pL5/IZbi4ZmTV2kRc55lwmQ6vMycTwHntl1TR68/HLi1gU9vOvuhHyxFNkVQvcX2jC6pBisBn5pvA9nilV/K5mlCFjhNzsJofGej5ZzSPikhLsGeFB7zvEXXIUGi8qjYpusZbC9QzFh3M80pWjCirJ9tzgUHyF9NIdfnSfxdgTIiDb5plyk1OqPb5RbLI4l49f3UnxeDVV47XcVxwQ76rEqIhRmUrSkzmiPPkUuSaKSj5Ds1PNxNAIs5tFfLjyiGvmGJdSDVhWGkk6evj80lmiRwVIXP38p/YaM+pDWrVRylLPMYQnmEs20r3qYFZlYkLYzKQpwfpaLosSIzeDhWy1tbLobuGtvVcke7pYEpTRraxEoNZhsVoYDth5lG5hraeAl4rzHGpucjxcQuX0GmbNLEt3pdgi/Sh1JhLBEb7vUDDdXcKReod39z9BEhYy0jVC8coqEuU0U8lcDjIf0TQfwNTfyKeKY/zd5SiHe/n8ehGvdUdUeG4Qm67k491t7sZOE2iv5LYoSs3MIaJ7g4S65zBphvENWKi3e7ge2kOaraLV34RdK2GqI4peNsgb00V+K36PKoWPTqERz/QF7NIW9rpa+aq/jVpHGW7REp+kT+KInOWhoZ7maJQj4x0c0jG8Rj2u6QH+WRhEHtER6tXwdeIUD2MfkWy5w/eFRVTGXYyb4/y2vJE5e5QyTYa17QImFhrpiW5wyb5MUWKSMctluk0BXJlqXhuvENDpSHX1IzcZOc68Q9+yGaNIzGpdDYOjFRQHLlMQbePKgpRfbN7HKjumNl7Bv6j8fD2cIDDSx6cXTxJereKkZZ3YWArNQIy9O8XYB26i8Q5iDzVxuPsulcdO7D4xP350juTQBl/WnkJikNF/ZGBPEMbp6aHBK8Eh2+PK5lMGoy94EKmkIZvCv9TFRvYy7rZm1JYRFLpdtAPDPKq6Qmbay/X5cvQ+EYnFIjZaiphqneHieCURmY+qyBB5cws4XVLceh+TjlaWDDECXY3UrKRwdDVRO5nDH0JvsTp/he/F0+yMahiaMFEfnGBULOK6YYaqzBl+r7rNq1utTI48omgnxTVNnNupDM+Xb/NQsY4mmUQ6mocroqI1PItE7WYwOvGTbCf4OUB+9t/PT/sHZDpESziPnvgKfs9jhAYVBcF2EiMJfqe+SY3vKtXRCEdrlzkSapiyTbCs6CZqqWTXnY8rPkr2djkNfUGel14mEk2g2NBj1Zv5qyBLwcpzQqstzLul2ERO+mf0CIYFNDvX6dTFKNmaZ3P7IsWrD1kQbNMzuUqH2sD9vj72dj6m2a7mvDHMh44NFAEJcdsDdLIueg3lzI5pEKgWWFTcZT+/koQpw+5MKWuBZkKafs6vZDFonIyG08Q0KSKdZQwNCEl48pleKOR7T4Cc9V3mMxeYjnXyiSjG1MAdDuqu8UIToVFoxS4YwzV+nqrgDVaMLbg3znO0lMtLz3V2nS/pFGlxbreyp+9HMb3B6votbs3k4msowyz3YhTtIfFeoObQR6deya2tNT5ce0jWUc9IWIJ8oISMO5eBmJnr2QOGg83YhX1UOEtQTvbgN+gJ6Qx0znm4dTzH+8EQH8XLyVvq4KhDhtN9zEzqHsaVMYZ3TPxW/hGCkWnW75wnUZfD14oNNMFd+sb93M4+wyiZxCiZx2LQ0RTwcMveypLsEc2zh/yxtoU3F88zUdvE0lIZH62/4NT8Pi9uXuNFRSEntjJ0p0WoN4UMhEaZO77KUEpLXeIMa+pDGjw3eR220iMP8Eq0jE+6QJdiiDrPBMOJdaZd9ax3DLMwdMyf5Ls0KZb4Z1Med+TLfKed5a2DDHeTGbbnyoja2zDaZgjF+/mjMcuE1sOlhS5ap25wtH2eiD5Btq4Ct1zCsLGdTkMrc7I4L/tiLCVz8MYasPYoMUw2o+/o4mihktiwhkm9j+ToNiNOH/v9Jp71ufj1boa1W7d5lCpnU1bDlKIXh3mGV7pcDoI3sGkFhA21VC2K0cYGKV9fp3a8kVTsClFfB56OfgxDG/TOvsblipFYLKTHJGRN4iXT0sQp5TqBwQGCjfnEx1IULb2mW+hE2ixisbGNk/Y9vhIt0OKs5ZnjDPGNIj5vNKDWjSONtPDv9g/xm58gN6a5kt1BOicgZukl1NVHUWwGtdnCS2cvztkyfO0djHljjCod9GtsPAvmsXXnBJciZfgFa8hDz7DrZayoK5CaYpgiEn6xmkJitbI/0svzQBPPogKWbpUhVw8zNXeb/9B+xGb5RVqCd/EO75JuUPJSksvc8U32Ur/m3Oo6AlMxhbEFaiK5RKeucN9nwBK1oxi/zYO1Uyw5D3gwnOSgS4XWLMPb3cUXygX+bL1KyN6MqbsLt3SYCVUXiqFSrivtvB67jHJHxOP0+xyOneNb6UMGPSOcnZ3EtFdP08p91vWN3Erskxd10DIU4MjUSraqHpm8CKO6mCNRJf+sNZIrT/K6Xkx6roVwcIQNfQvbHbf43ZCab9sdXMo+ono6zWNzKd9OiPEYdPjbBtgZeY89VyNiRQqdyUjfsAjPRAMVm2nmhR0M+31kem6SHa5le/sC/+b7J2ztPiSSDZLqA66qd/hWtcDqcg7ekR567GM0uvvYVsXwd9XjUQY5u7THD+okF1df4zGrkCtT3EjpmL1bT2S/gg+XH6EwZrgxWUfnipLwdD6PdR/SNydDGmzmW20xCu0aC8otEvaH3Mj6CagDpHcLidl7abOOsLxQjc2j5KVohhLvdbbKavGlh3lv4ylLbfWsaPIQScqRSBysGVq4NxHjONnFqiyPB/1X0EtHeKW5xI2lfYKCDVbKGnCPtyMzqXhhCvGwqpapripWtFNsDJjYVJxB3NFH8eI8DkUcTayF17MnKZufQiDq4XP5MRqxlFhDKd9cK+bQtIlAXUJioYQTu9ME5nKY6CzmrthFd3APxUgj4a4UAdEQrsEwxcEADZ51RhcFjMkrsciFhAf86CVdvJCe40fF+/SPGiiVB/AGbjGpu4NO2MrzETFiswCXcJVPMu9y4PoFj/UdWK1K0ppBwoOtjBut+DKN/FUupy9qItFh5KvAWZ4uvsds6R0+Lc7n1swYTs8mX9fUUu20Yhe62d7OJzrTx0eph5xbecHlRJYhTx6NdgMT6TzemC6REThRKG+i0/p4NlpE9e4ko7own9+4g6KriSGbiPWGK9Tb83l3+T4R4RpNoRv8oFrn2VCQqLCFr86eoiVl5V3bEt7+BaT9c3xWVM2rvDYMrkE6g/mkI+cpPRon4O3nt+euMzcwx5elp4n11VN8lGZrNIDbJmI02EHyXpLi6R2U/ic8jeeRt73CYaaIdOgOoe46jEY5Gt0K5q4h5utqaJxfo3i+CpF3lGimnGznVR5cLeWSvwyfwUn5hJpiXwy7V4RGMo/JIWdJM0usvZ/q5Rk8shoGA9fZmfqAnfkSjqVCvh6dxGDVUTQ1i9nUxm1tjNLMBb7U1LNRPkZ66DE3d+Y5Z15kfHCAV5nbzI+mWPCnGZPk4vDL6IilEWkDmFLpn2Q7wc8B8rP/fn7SAJkMt9GevMqN1Rc8EO0jMmko8/by6VgJr1WVNATPUzQ9yfHKTR4oheQHcnmuqCDpv8On5hwUYRXjLZ1Eirt41lmDecbJ0kwbTrOW7+QBcrZfYlwbYtsnRGzyE1msRD7URfu4iVisj5vb6+ysXuBm9jF7/RF0tgneml3nE5WJhbV82gMyPjDEeM++S9NckB3xBip9Dx3WKiaUVhqVWRzqQbZKb7Nr3GUzU4Iq5sZi7qA4NcWYzUN9Is6o1kdqqARR7xAeQxfx7C2e++1c3dgluHCRJb+CzeF59uXlLN9tID0qRTk0gm/IQyr7IRcTH6P1NxFfv8HKRDdvYh+w43hFj8iMe7+RP+nq2PB70W4L+GCpBl9TFT7pHMOiLXziSnIfpFC3trBnL6XDY2XffBOtqx9VXxEbU2comF+kMLND62Q3suG7FAWKGZEEsCuUjOvt3F2OU74f4lQ6yXvBXhSzbWSGNWwYHmJfGGEi3UF4YYBPtZeokKzyMO803s6r3Jxq4algisLVLW6uPMck0CB1+DDoLUj0y9zwdiPxvSTk2uWvjSXcv3mD+XoVK8u3KJ3c4VfbL/jqUg47fVW8vbuAI9XKp47TXFuY48bDRfzGEm5P5+JXziG2dfCNewKDMsJTyQZWzTiTLW186PZSt/CUY1s+C6160gN7/CA/RCFd5UfZE4oVG+w79nl7d4L8hV22os3M2ccQxRKEw328sHqZNhq5NNvIRKCD0OpFwlIXx6JqUvfqMOh1tGh0xBRJvh2cIjFZhNx3i6kWLyZlI5phA1vLhUz3mglpfQQ1IfqTbsJyLb8dSHIlO89m3m2eLRaRUvUwa6ljyixmX93OvquENW01M+p6zq8bUc4Mcnd2i4KJOpbmLnDfU4CzewzpSJag+5Bpp43k2nU6NBbS0jiOkTHeVu1gE42QrryOTZKkZOE1XaIg9soO5jtHOGnb5DPZMlW+cr5N/CMb6zf4uncCqS5IY8DN39zv0e1+gEnrIW9uFcXqEIKYnWGzi6poCr1Wzxehdrz+FtzdfQh9YdQaM/fGwjwOXmb3zkkKwjfpM2mpT71gQdXF2kAJkz0hOpaifLA+i0Y1wV+U77Fn8/J4poFwWQutXgdL89f4g+kSGoeMZvslvCMp4k2N/E5+lfiDYjbTv+ZSdgW56C55Nq0BlgAAIABJREFUyWVaAxfYnahk32YkFJXTMFHHs7X3STmWeSlY4auRGZZ1Cby9Yl4L0/wP42VCgRJ0fb04lErSgw2c1U3SpSjkRW0V0yslPJg+xUbvdTZGDzk2pLkaG+PeoY3BpQOy1lbOrD6mWV9N62CA/1QVELvXibe7CpHhNs91l3glTyMfbuSbi7mMLVWzFO1iXmBmtfcuf+z28Jlyk5zV+/RGxnnkqOT3+lu4NHLGW7VMavN5bc9FLN5GbrJwPpBla/ksDakIaqUbgcfDbH8+C8pWFmeq+DHxK6ytLmolGzSoj+gfifN5WIQvUoJrsAOF2keLa4RJhYLEYDEWXZgzM3s8U27SFj5mLBGgTxvhVmKM+ao6+vfVXExvMuqcpme8i8LVBBsr53g0eZpqbwvGaAlb+mZa1Ak2FQ/wDym5uLGJWxIhFq7FmOqhaWmQ9Hwl46oVZmUahKo8jm/k0zgf4vzmPtmmGtKuWsYNBSTEszzR3KI6ucROvJMVayWPay5Q2RfgE/8HXFw+Ijy8x3JZJSZfJ3KTlK/lS8w215PsbmTRJuWRNMSz2x9QMeyhdHICny5OgcnK/2H6O/Lm5+nWWXij2EcqmeHR1fN8UzXKgiWMSVhNcu0yH20tEZsvYG3oEoNjUgbMm1gGigm3eZjpSmASWbicGkdgXqVtMYhKUIHEMoZ/zINR1MpCx00OR6+i6+7lmjaBXV/KouM6fdoRNsYctNtqcIhXeLr8Ed/Y/le0omm8Jh0OnY75zhJiOj+RbBm/MdagCZoI99r41naOhxvvsp2Xz0xbOXKLGGn0iGzveXK1C7y628aj5TvMxURUSHdp3fRyMTCLznsO1cg9bFONfG88w7QgQ8X4WTTqGVY77lK0ncGrSfHVrRqMHU2cmkyyUXEV2WABHy4c4dPN0+qu5QfVQ/b6TKwo7/DiZg63xqf4wJ7BPLiBt2OSL+928snVYlwmKZp4J2PSfqJrufgDrfyx6DZrfUH+nPdrngzeoPBgnmmxh6BJidtfzvjgNteSqwTtx6xlyqjfDrPmGyIiqmVVXYlFb0Spm8PSLcTZN0Snd4K2TAvNgWGcM20sjVxmpqWG67Y2THYdtyed3NPbcISG0Auz6Bx6gnoX+8MRhnwOQv4uxl2nGF86w8NUJ8sDd3khUOCxK7i+s4pd0kC92EXJ/CWeaLtwyZLMDj+gfcnEO8FtnlXk8nz5Nh7BIi9Mi0il13A5BumdSiLTu5iNmn6S7QQ/B8jP/vv5SQNkxhsiNzlKT+IJR4J9jDYl5yYreSGsZ1PVzGDwNDdmYxxmC3itbuOOI4dv1DeYixfzB/2HSMwqpAo1X35wmqRNz1JExO7kCEG3mDWXhH84fsO9NQ8PQmL6nUE21i6g6OukSJrEPlCDWCRgc/5jrmaP+VbygKjWzz9s7nFfpcWbbsKTKeWCU8Xb1n1KVmc46p3FYxQyamglonJSpUyjlclYai7hwHrI1nIe0vFZOoNFdPjctAXC1CQSKDVOYro6ZP0DuFQjTK7loVm8Rf7mKnPTVWw5nMwMbPJ7cwO+tlpcQx20KUJE23Wsrn1IXuQqd+K3mV6/Rdqj5NnKSZY9rzCpHASPqtkxJvg3XSPFRwmKFovx9/aRFK9QKd2k02lFdtCBYSiXF/or9Hl0bJoKkTmEyAcL2Zo/S1l2jjtzm9Ql+xENVdBkryRflsQiFhAyOLi5nqVzxUjJopO3nLPMOUuZFGv5Tv6Axo0wf/b9ki8nP+RF9AwF0lUe536MbuQaJ5fu8cfeGNfW71O0dB/XgBld2IrRaCRvcgeldIqi9Kd8IVzhL3dzWWhqZa51ksRqHmOOcX5x/IanhcX0xn18uDRKKFvNvi6fbeU5Oq0aJo2XyJspYVAtJa518NDjZEWaYV22yXCwk3STgncMMfLWXvCdMZd4R5zVgQm+kD5kUbLJc1mWJmmGmYlt3t+0c27lPnv+GhZcGjpWY6SmhGwa3ATCSq6l7rLhGEW5lIN+xMZLcz57FbnY+tsQeQbxKGf4cTCFbqqSiOEGwf45XJ0d+NV+pgOjZId8ROUT2HQOlBojCYGRHyrbEEX3melv5tl0JR2aGIv+ArKGOuaUZvaNVXymu8oL9Q0+2PZjXu6mM7hNTqKO7EIOb9xXMfYrKJMmmRLvIElPkdzModybJqhYolPuJMexgmZklNnGS9gFERoSr7hs32a66A5+1TgnLSscKuep8ZXzeuWfWF/5iB9GFxHoApy1rvNH/9sI3Sl0rgQ10Smiq3d4HfwYpcHMsNOFRSzji1Qtfm0f1qFBBD4dZqEJt0BGMHaTbN15ulzn+Nhi4vriax6rG9mrLSDeHqd6fZ6r66tEFTo2tO9xpFzmaDEPT3cvMouElflLPHDd5ZXjGk32S0zVV2Duv8Z/Gm8QOi5nMXuKW/MZFKJmCuNL1Idz+MwzwJpaQzLZx2DUy8uV94naojwfW+M3ggwHyiTpIQsPR0L8lyGHxYUc1MODGA0GmoxOqo1CxuTXWG0eYCdziaPUGQ4qK0kPH+PydOBwGri2v4FybpWKlQV6HSHqzfUIei08lg7j6RUQuVdPu7WAhLGO3wkT/OX22zy6dZ2axbtszjQxO+Zjs7mcP/ZN8VKV5ePNB8hdNg68HXxuvIJNJSPcNY3S3c8Phg+RS44p0aaoybp5k3yfvnEbowoLbqMYz1gDU7ZupD43n669jb7Nwx3pBuWqI+ztFl6uFCG11BMYamHIKqXTPcRjQTNJcSkDvnlG9X6mVAeEpBlurB/RYPJTFOrCPCjibibBrViaO9EIdzwj5GYTPNk7z3ZHMXXey0QmLxI3DOCQqzkhX+eZvJvbmSXanTbSKgmpw1Ii9/OQW7TsK+8jVZWQGekj0thB/WKKopVF4m1NPFLl8aPtHs/le3ynWkAWWmN9soVMoJ3Nhlt0t5v40vc+BVPH+Ef/Z4Csrp8nHe3hZU+YuKSJeFcfB8Fr/Kia5aD2Cn0dKsoDbkzGSS7p4/zV8db/fCuqCR6rsijEu8Tqr/NFX4SozYJQW0di/SLnth/ina3h27Ffoe7vplO1RrAxj3CzgkTPHhqZjtOZBDrDHKVLswg87ej1UhxyO57hZhItRSwIizEIa7lsnMI+WsVW6Cwt9hBLY+M0Oe5iVszzbP0U4663GJBmCRodWPQmljtL0Ju6iWZL+cFyk1nHFtYRF9/rz3N48D6f5X6MfPAOyYYiWtKPkYzcw6wKclhWyWcTSla9bqo1bu6sJrlkmyfsewftQC01mQjf68+gVTfj0V1k2LhERDVG3voyO+plntUM4G+u55QzxOPyd+mSFnFnPIHV6mFUN8xLxSaL/XLuWy6SHOzioj2NRZ6kQLzLXIuPL9uVfH7xMm69il3vNWyqJh4HzrNvK+JfW4tYuefnRX4+f5WdZCzz/7Fvn8ttIIaapu9gt2pnajwn2KejWjlniRQlZlKMYhRzJkiCRM6RSIyIBAECBAGCAWDOUVROLXW723bb7dC2T/KeNGdmaqpmara2auvdu+gfrn6u4nt/fDpEoz78Bg3xkduM9BxyNrhO3L6Dab0X22ID4T4nrqZyDkfT0WoGENiGMHWaMHYLma6sRDpbReG4ENV4DzH5Ney6XDIVffQN95EScSKR9jAQaEEum0BnsTCs7OSleBFHRxs90w7WLMcZnrvNoUfEZkkGU9p7vLUNkbUbw1pdRZeii5KpVKbtfYz0JQmKFlGFW/jUv8KTqvu8WMjFKN/kpW4SkzQNl6qapulJ+gwDTMZc38t2gh8C5Ad/fr7fE/qYl4vJZTY0+6z1LDMWLOWSv4A1sYBxTQX2kRPcnPKxOFfJz80ZVGqv8432AsnpDH6nPY1Co6VmfISdGzcpmIvxhaWAXaeGCbeAnSEbn209JnNlmkeBHoTWQVbWLlPbqUfYKccheEDK/CpzyXTSE6v8o/IFdrWVT5eWiBjkiEckLO6c5K67jA8M22Qtx1ip8zOvH8Kg7CagHKVKHUDTJWOqvZTo6CqP53LQWY0IfdfoU+vJDQV5MB7gqT4LjVOKrq8bf28FgeW71EwXULAeYHqymM/tfiKCNX5t7mXDrqXerqNP5cNfIWB95Qzl3nyKbAOElu8xMaDnXew40+4V9ENzjO6VsGHd4Zeme9zanaZ1JheJZoQpdRiZTc6NxCKPlo9RPXyGUWc13RYN20O36Lb2oZfdY2/qHDdmliiOLpEb7qRLmEevspg7sij9oh5cRitnN3aQ+8RctUT4G90mFoUAt0jB72SPuLOd5F/6f8Tfuz8gMXGXcmmMzZwb6Hquc3ppjT+0BWn3zpOxtMWgwI/Rq0BuMpOX8JHiKeP6/Fu+7DvkdXEDsU4vz/KzGYo/QDOi5uTaHg3D49xdmeHidAOuhfvsS1P5R8OHWGuzmei/S+ZkBbeHc9hRzhJ09/JStse2dpnyiVvYe8Y5pouRsvCIX+hqCTZMstfVzFPREV9K9nmuKqdbPI4jvMOFRSWnkvvsWTJYCJRQsjrH/oSIKb2SitkgaeO5rDubGRmvQWVP57Uti9371yi2FTEWz0WqmubbjhCCmdssOG9j6MpHIRMzYbUx3rXNoWiXid4FXMIh7FIFkd4hftnei70/QP+kl0NLFaXiAFP+DOKye4ypvLwwpPJcd5efqS5yajOIf6mCVrOfs5PlJGLX+GIwFUWbnAyZF49ohoylNQJrFym1hek1bpNrDCIUGZG3CpiUXMXX7KXO95gL3kOCxZUM6YOcMc8wI5+iajiP9Y1PCc2e5lc9Cbp1o9w0zvFL1wfYbVo6/TFaB90sz13mC/8J3B0CdEY9o21tvJ3NYaSvC62oG81QPkOdfbzqzUM2eZWh9lKGVac4oxvj0tIb3lnK2SjKYLIuiHZykNM7R3ytu4laf5Pn6kUez59DrxKTNzzBYvw6f1Sc553lGjWOdHZSTiKSp/Od5RLB7XyCa9eo9HhpNYsodk9RHLjON/0GnqjcxGLlVMVdvJw9icmiZrNrnG86Q8RFclaEbjbaTfyr8RqLw1X0q2pRG0wUjhkp0mlRKu7gFsk5dF3jYOYUB+UCQp17FI5fZs3s5uzmG2rmN9AFTciMRqrMtYg71Zhkcfq7ZbhqqigayOKl5yI/kyf5vPMajwtPcH+qjeVELnMKH4elafyqO8G+JsL5tUN0JhNzTgPzlgrMchljrVvU++z8RvEZWtk2H2sWCOzm8req44wMd9FuGMLSXI9PXMpTfSbdziF2N89Rqx+jXraBXrVPTK3j/UQ9Q9pShrsrqbEL0ZudrLXlE1BVcD+yQ7JZjl65Q0gcQTES4XZsilRXI2cX9qgZ9JHr9PDQP0q2pZ/bCRmuulzC1TXk+y4THT6Bz9DNXl8HJdIx3mjy0LutXImPolJ4qFwd487WMAqjjmXFHjWW2/yyfQyvo5WHmx6q4mPIZVK+aTzH32qmGOtdJteXgXt4nXWXmN1ILfbGBvrrW/nKcpyGwUNs4h22s9JZTl7mcPkeR/mt+J0VBBrEPBs+yQtbMe9U0yyn5VAwZkRgdHBZF+MLwwnSZ+LYxDGmtcNoVIsU+ss4VMQZtWjpsDQyNZfC5bVDtOEO/mT+zyi62ymWzrJYmInvQS1rBQZUAgmnFhcYtVjJmtriwDjBTs84FqWRUEsZ0bos3L0PEPT3caM/wHDDQ3YmjlNgcDIv9KNTdTOgjvB6+RME9s9QKT2EDW68GiexhjKUQ6cZT+awZ8niQL+GSTrEe8NltrZO8Ku04zzQ32Wj5gyFs0+pbbDw8xupfH7lEt91BXktC1FgGuZU7DG55ghzg3+DurOYq/M7vDJcoHzkNu9ar9Kt8WEzmrm5sEJEtcRifQ8z+fc5r3USbjhBjq6NMv8eMoMcS1s7T/sCBLqkJC13iHRUkqJdxiOKcFq5wFylm5/2+PjplfOMqoxs++/xd8ZbzDpzMAfu8lV3nPVCNVsZ1Xwnu8ikq4K8uXmiSj0zE/eQ9G1SMPCINcc2pftBNuYv4K8bwd3Uydp4OlKVhxpnLyaZHWOfALM4G3c0i4xwMz0uJSHzLfpGz1DcPUCNu4nLMwH6lXXYJxvp01mxqvzY+1oIq8NsVvVwb3GRdWsa8WgJczYZR1l3CNnP8404yo3kHgMV1QiV5VSG87CMiXB2r2FVjSH1t/NZeJ6Dtib249lYekwkdCpmJS34O4qpSExRrh/H6R38XrYT/BAgP/jz870GiH9YypXEAa/Fu6x1TeJ01nPLW4JVMI9ZmU9o8DRZPjORpIRfDFxBIbnIb/WnWZrO4lvtOYxSOUXrYxQbVFxcP+AP+iusOKxEA3V80e9DNBzkxvoWB5E6RP1WVjeuckOxQY85gM3UR+5ClOhMMwWxGX6qPECo01IWitDjtVBvM7F6cJxiZx4/cexTNudloXqYPV0IvV7OnNRPq9bFSGM3oe5GjOE5ns/nIxmVoB18gLZbzq25aWpcHv5Bd5KH40HMSgnT7emEVlO5H+qmettMeCqbl8YYm727HKn9fGe0kGGzolG7MdQK2Zg/S9V4Dp9oZplYvkfUaubbwfMsTQpRBB8zulvCc/0qEWczhSv99Mx00mrSERXuYp1qomzVyevFD1EOHkfnr0FilPN48jwdVhGegTT23We454/wILJAnkdIhywToayaFFkMi0yCz2zng+1XhAYqMSYqyBkcJkUexdUl4jvpAVm7Cf7J+iP+q+1DRDYxOrmdhcJcbK2XKQlM8l2rD7c+xIX1I0b64ui8CopdAzTOabkzaSTLn+QPoj2WKobZFql4n3scxUQX9vF60ienuDG7SctsO5fjGtzJAkKWB/xv/Y+4GjjLojmTUlcz58JX2JKtoBwv47fyJzw3JcjzXcMqMnFdNcO98DZL9hHGmnxMt5azJTzid9JHzKqb0YtcSKaec2u6mxOLq2xrslhMnCZvfZ5fDPST0LZyam2KypFidsdrmLHaSQ3c4Y22mcdlFygNKlhYukmbMsTnfSFaguUcLl7D0ZJPpcnMSrQcf+ceLxVL+NvncTe3Mt7YSlQe40udiamKXFpWo6y2VjFmaqVlSI1d04BH7uZfdD9mSlPHM0kqp9ZXCC+lUtIb4US8msh4Fk89xQx2tFDS62BAHaJg6pCx9fO06V1c8D0hNZBgT5aJsqGFactdwrUeckYPyI3sEaqoRmmd5po5hEsaRjDwgKj/CqrIBX7bM0ebcYA2sYmXY6cIWZsoia0hMjiIKLR8Ez7GXHYxeqOReEUpr5PpODvb6dP0MWc8S5bnDv8gvUBV+DwStYhk90k+Uq1xdeklnw+Vs1SaR7zKwbTVwb2NJdZ1D1gcqOa9Lsle+CKlziAlTjcLkXReS6/zre4UQm0q+a4btJtL+XLoM+KrOdi379OrM1Dkc9KhHyR/6hJ/0E9zKPIST2TSOj/I49gVJAMtPBWM88vOMEFhL/vSKMlmEf9ivMZ8sx3/SDoas5rG+TIU2lbUGgEzDXU8607jIHiaww43wc4tbgSy6fReJWv5Pbc2HvNOnY3EqKfB1IJApqFes4emQ05/RQ2lrrt8OXaCV6ot/h/DfyBedZlbMS3zK5ls6CZ4k3Odd4o1FjQ+Lq7tozFY8Xh9LDpyGervZLxjjdxIlF92fcqQdIFU2ziRzfv8vewU48ZaajxLyMRSnIoG/qQ9yaOWPF7MHyNmbuEr0TYB+Tbb0XJ+p3GQ1BVj7q3k2LCQGUOM+aYM3Kpmbiae8abORLNmhxm5k0WhkzPbq5zztnJ+dpnLc7uYG1qQutTcNUySM1vMYN1DRlubyQ/fYrPzGAF9O1viBhwaATu6Ij7XtfLh5iwjPSucXFvi1NI0cpMSjWKRQX0bbztHiFtl3FhapiM0QHV4hG+ajRyJpwmLZ2lTuOkOLjLsqePlbAUHslWWOtW8NN9CoTpErT7gTfFZkoF7HPnkPJbeJDTeiKfFzAv9cY78pxjTD/GqN4pd00r9oJ8smYv13utkJmaxi2ax9Yvx6NxUjZUyrx5COdSFWiEmMXuNK+u7CMM+3pk/pcNqoKnLxu6Dcvqrutm+U4e+ppFzy5uMeZqpdB+xbQzxSDCDSaNlpeo+wdoiHIJKJHIJ96zDjNY1szvxGdWqIeb7xggJ7GwbpGysXkRjOUlQISBqDPJeucVAYw3bho+ZmM/DbuvjqTKBXTnE+4FTJJOXeZ9zhmrHBSa9ueTPPKaxV0mrN8oLYQ5/Uof5vdBBWccQH8+9pMw8waHtx8i6CpEOGZE7L+LtTefbm2coGh6nXzfMvegcIeUagdoattPzuaz2o5SeIFtvROh9hHLWyECzlPmSckb7FAyYOok1nkLSu0+j0se6LpfZSj9fyIJ8dfMkHskQ06FCHnvluIfrkIWu8l77hIOMNpL5bRwIatkz5nJ9bY15xTCRSDE3lQv0aY7YtO+ReTjNk9gZXPU63PVGZoP5SFRTFAXKsZgGcTRXkuNLJz51k1vRCtTibuKOG9R7jjMtFpHnq+B0IopT9wBtpB27Q4xNOY2lU8jDYRlftfpIja4hdUk5iFURljl4XlbOnP0czwVhUpOPGaito1WZTZX/IVp3P87uDRQWJ60jcs5MONDZQ6xECtAaBhFaijjqHWGysYDixRmuaRM4vb7vZTvBDwHygz8/32uAODwi7rsaeSU6YEfkRqWqIdVdT09fByLZbUK228isAlxJO1+5TvA/9P8X3+lOsDeZxgt1KlZJH23rRn6y9orUxQ3+Vn2WNZOPuegDvrJkYe9TcHXtBbvzBQisJuY3U/E47Bj6ncgHrDTODjI83kBxcIYDbRcyzSADGh15MxGKPWbiu5cQBsv5SeCImuAo81X9vFBGURi7WRdNItI6iJfX4+2S0Z2M8DaZR0aomA1TCQN1XVxdWaJ5eJT/pv+A+6FZHPJuIt3ZRFZvUeIfoWVbTHwmk3lNjA3RBjuiA/5NPcrFfidm9Sg9rWr2I9cpn7hN2nATUyspRC12vlXcZSdxB1XkGcPbFTzuX+arrmwexmsQzA7QYRhlrnef1Ik1PAtFvEp+xHvFRzyMXKXfKCAxk0GnVcRE+CYrxgsU2UapCCfI9emp1d9CZFBwUxGnUB6gxBDi453XvLZfRbFSTYdHTL4ySFvnCN9JdmnY8fKr0Q/578bTFPQ7iak7mC5pZezhOaQOM79psuAcWuXC0j42g4cSl5eiSCcF5iHSN70IzdX8TvaYt3dyeCZL533pMZpG+xmL59ButpDqmaUhfouCqX6c0Tp6wnr+X/2PyAif4MBylwqDjNOxi3j7llD6KvlSM88bS4RrE+fZ6iikSRbnhmMJ2cQOg50DaGtFLAsP+Vb6GIHKhbtvlMaZz0kdr+XU8gxxQyUhczqmvSZe6ZwkdCWcXbbSbavlcKqEGX2AorFyxvQdPK85w2PradaXLyE16FjRuRDZHexvXCIaLievf4RnIwo8nXu8k2/iEsxhEYmIFpeSVG/wwmAiUXWZzJ0Yc6W9OHR6ciwepsSF+FVqMP4fONS9LPY84NryEqMLqdwRz3EmXElPxMxhoJ6AtJr6Di1aY5gazz6+9Qv06ob5xH5IT8TJr7RnkTW1M2ssxtfqo0A8RsX8Luu5d6h2r5FhCGBSujDb2/HWZ2AZyuO3vRHaNSbaFMMsjN9h0lZLWuIIicbCtFLAisnAano2YssA+3m5vFpKw9PcQJ1dzjv5MdqG7vNtXwalgXOI+tuYFWRwUZcgN3HAO3M+4bpKgg1iorIwv3GcpVnqJtnr4r1+id3BS5RMTzAvLyAxXsWa8ia/V3zErOo4WeN36NeW88T9GZGl28j2WtH0ibg5u4BEqqAzlsIftUmGG5uYXkpFPy1nOZaLajCHVz3TvBdEiXXIeKpIMtMg4E+mKyRqXLi86Yy5shFECggZKlHIG1kszuKoqJyDtuu4bJtUeI74aCPBp5tT5M7vsmmT8UpZRq9JTYexiw6VmtuaPapbHIyX3qfWl8W25zhPjcuENa1YO1PIcvcR3chjzTjG66xsvlTtobWOcGdhCZVxAFk4yV7yFJFIEQezqYzv5PPC/xHJkR5GFosZDLXwO/lJFgzpVIyvUxCNM2oR8auBK/y+7iLb0cvsR2/z674txhVTbE2X8o8SB1u2BxjFD7noLuOpaolk8x0sWgmZ0495L5iiRb1KTGVmTThCx2onHyY8FPfL+GDrc1buZjBqbOW2dom78WyCcgGGnjpaplPZLD2FS91OWFFL7tg9pg3tbOsa+GBjkuHefY4vO8iI+Oi0dfFQ6+aJ1ENQI+SRPsCJzTXaPSNIQ36+6d3iteEuS1YFxu4dPCNzSDw9hDdOU6qcICnz8XNtmOfKpyypH/OF9Bbb1ma8ZjtHodNM2o2Mtg/yRHmWxyufEJUO0myT8FgSoiK4iaa5nlBrBhkLCTSSCBKbgMM+H83eCqwDEtxqIxqljPWZi1zY3KR+KsT80C1aI8NoWlpZr+2lo8nMZkoJ5upqTi9vMhguRmB9woohwFJ3HI1ezrOCNFw15WgNQlxdZYiNMoZrO9mdOEazfoBluYtQxzy/t93Cs3kXm/0Mj7tSUJtGUJkGMdYL+JniI/zTxUjtJiJNAp4r5znwniE0kcnLh6eRGU6ikxvIj+0TrTvNL1RXeNZfwoF6jd8YTfQ2K7gc2eLBSIJ35o/oEucwYqjiwdgVnqVe43cN6XRE1YgGfIgtUeKiGUaqC9kv6qJSYKV84BRFqiH6fYv0rRgZEcwyUVGOQ6Zj1PoAW08zDYptbPVCOgzDzFYFedlt5qu0E4RFQ/jHK9ibrGLUJqA5coaXjgWe3y4nXtzDQp2EPW0lxckxxm1xJgP1HFeuINEdEnAe0vbIyJRNiLehj7H6fibHylEqFykI3cXs1mKpf8iD4UrWw+e5Gq+gx+Bm3neF/VsnSIrMZHrLKVwM80R/A3WkhZ3dk/T7Bhno8JHtb+BXbROkDSUfRCg8AAAgAElEQVTJnZ1kP5lNuHWQow4LO7azzEgipCefMdZYToUhjcpRIU6DF6N4AYNDR0W/ifsDxZTM7DEfKUPlcVDnusl78Rzu6vtkziS5pp7BErR+L9sJfgiQH/z5+V4DpC/soMbWzCvRES+tNgzt98kdFlJs6qDGeJ1hSwlxcwXGRJB345/yB90x/t34F7z0pLCiKMQh60C31MaPt9+ROb/EH1SnWNdMsZDI5ZX4HvGeVq6vvmdzOQuFX8DgXBP/YjmO3WylxzmMeFqFLNBJlTdITFvJgElIpEfL7eUFMqMKXGuluKcb+UniCYUOP/FKJZ/LgoS62ogYhui09LKTV4y/dZzx1XLeBTvJmMzmO+NZhhr7uLC4SbdjkJ9rb1LvCTDWXYq9t57YSgr5MQfS1VaSyTQceg/R3nVmhXv8VrvEBcMEVvUofc29PAsX0zh5hebheiYXU4kYnHwpLmJzMp1QNMjgVicHRh9/bMmmNniV3NVlRtQRwtJ9zi0dMD+VxqvZj/mZ7SNKp88x1l+JM/oQgb2P6eQFQt3plGtHKJ9MUDpsotx6mXv2bspUPjpUg5ic3Xy8+4bn5huo1quRq8Q8VLtIES3wlXgD1YaB3Ymb/N+aHDJNYyT6SwnWmEnmnWFI18c39XIGfI+o9Huo8cc46whwIXaBTOko13ZW6ek/w2/lz3iWlo2/t43fVn9AmdXD5NwdFL0yrgVmuTqVizgox+SXUj8m5X8Yf8JX9v/Es4E08lSDnImdp1s4w9hQH0/9zSyPmLjjuUCgrwyDaI5UxSi5C2/QyIwoq2SEejf4RvqUBtEac+IQxcnPuTnSwNk1H6ODPfg0D1jbTGXBpqA12MbdsT7Uxi4O5/KIqqaxucQUugp58/AUR+5z7MydReG+T1I5gN00yer6JY4ijeTaR/lcHsEt2OEL2QGj3TH6pRqCRUUsaw9YtZgIWK+QuzzFbvMIeZoNRgIPuS8exmpq53/p/zNDmk7GOwbIXIgiWrhLpSTItZFqrq7ucBhpYd5SSk+TmCZHEJUmgW/tCr3aUT4aOKQwucTfyv6Gvk4xQ5pO7H1+HMV1lCwcsZudyt3gHvXGYZRaI+NWDat3brCqb+Rb0SR9vVI6VT4mAoU8Nd8gJfkEodZGQlbH9mgbc1U2sq0x3mbk8nI1BV99LQUuI+9Vn7BuLGG5S0i1+yKqkbsE2mpoHXUiiCzwXpxCsKYGtaSd8Z4ZlnRyspRRRnRJPtct8URygfb5QYI6IfOubma1N/mt5lN+qvqYQm8mCUU7m+PHCCzeoX1fhL5LwMe7r1DLurBO3+WZyYOms5LplZs4p9uZjDYwPHidz0VxnnTOstg+zVvlCiutzXxrvslCpQmdNY+ZoWvohnORmHQoO7IIVdxjo6iW5dwydK7HaLXz3HTXcXnyHP+s/5AvZS08UjTQbutGaFSg6hbwwH2ItaGNieJcBN58gp7j7A9P4ZIO0qZNR91VyPjGA2ZHJHxdqeVrzR5drnEqJoPIzG7qk3OshS9i0A3xStpIyswam9JT7AzW0JG0kKqZ4H9Jf0TMcZWS0A7Fs1NYrRL+aLnJP7UdIxzP5ih8g5/LAiQ8jUyYB/gXqY69wSockgZS/ed4Joxx0HWFtiEnXcOrfCVap14Rw61WkhSO4Imn8debS2QM9HFq6Tn1Eh1P8m+Sol8kM34XuXIUkbQYy/xtFIIU5pvz8GjbyfVnsKBvQdNfzOl5FS2DjxANDCKx6akerKXGrOFtXxCftZ2vNCt8uLNMn93Dtm6Tbx+U8kyXy8ZoO0rxEnHlDMpRHfGNc5w0+WmY6ifYb6DOsY1Ptc8bfyY/VfnpNtSy2ZPBwkQT5i4P+7LLrK5e4JmqictjubzuaqAwdoRdUI9HWEzWzCx20QJ7uig/U67Qo8li0tDPgnwMtV7Mo+hZzi2tUh5YwhUuReqyMNhaTaBzmIetcpZv52KuLuPjlVXMrocodE8ImccJ94YQ2rp5k36d4do69AYdgZZc7GoxAw3dbDuPIbHq2VM5CHZu8lv9Dezr9/ANneaL6gs0ajw0SCcx1nfxTnwK32QRwlEHtp5WXiimeOTLxzGUzhPJCRzC8wwJh2jwJXk6eJa/vf0pctEOQwNP+E4nR6mVcGzmMWv5lbw2nKHGdB2pOgWruoiZ1ltEtGLMS/WkxxawKsPE2+xY6wvY7RjHUdxKuesqRSoXI+F+WpZdhOt9HKZcpV9jQDtwj5Huaa4NJlnLzKd6KMRszRRP6oX8NPMkcyIHTk89c8njjFh7qI+c5fmYnbfXcpi538STmiYWVWIcoVqEoX28nlaOK5d56F5DFH6O51ExXmMn8cY6JlvMBEdrUSk3qHPdRRJuwNjUhFBZy8HEGa7PtSPTBRhbusaj6yd5WuMg1VvG2YUNJo2lTCykE4vnEJ1/yHDnHMU+IV+U9DCkipG/uIFrvYL4gzzGRHP83HKdqRY7eYmXzDXlUWi7RrFliBFXB72m5wyP1pNmCiJUZZOXeMxkuJT+MQkPPak8E8eZE1SQM7fMbVGQMaPme9lO8EOA/ODPz/caIB5XGLtwlM/Fj3g5NISmPYN6q5QrHgHl1ktILR28HbxJdyLJm8hH/Ex/hV/qP+Mbx3kC8gas0maC83nctiyRMb/Mr1SXWdV4SCzkMdOczXtlGrdX3rO8nos7mYdxRMn/Z/w/8fX30Ts+iCXSTvWUgQduA2KjlkPjfVZkIR7MjnE9bkIYTpDcvs2HmwdcM0wSrxTyhcTC7ysthPsmKXYXsZp9CafOxN76OSTuAsy+FL5Q3sfSLeZqco0+m4MVZQNi+yAjndWoJL3MLl2nMOnFEmtiMZmGwjLAnHiLOeEWmdGHXNfG6VePYGjsIjFRjsHZiFY/yEQinbDSy/O+BlbN99ldLcK7qOJAKeeb3hbqxs6RvbbKvNRPj/MJxYEwiWgKryKfsqm/TnPgBgHHXfTeDjqHOplPnmOk7j4PdZOURJKUD5jJ9t3i1mgLVr2ZQUkPov5ePt39nHF9LRPJPPqlfeSqJ1F1RxHJ1/DN9uKeaeIrjYAK0yDOgTwm2j2sZJ5hTlzGL2pbGfU8wewXcz15yGVnKymz17hudJM9eUjF1Cm+UzzlIC2LqZ4qjnpOMWLsJDZ3G11DF9emZjk3VcRQoB7loINOyz3+rf8Dvhs8wXvnVe5oJ7gVO81DmYNds4dtgwKJ/yEP9de5Lx/EpLThFNZRNf2Wi4YEJW0uNL0LfC15QkXfKs+lW+QmX3HT0cO5rSGUrn7mp+/zi9EOVuayubI8SK06H7NWx8F8PlGTk0mXgaqBByQazrEXPcebiU8pmbjMTquPgHaR5NolXs88JMPm5r14nlDfGs+luzhbBxjoUOIuLWNVv8vYkIHZ+FnKQn6WlXOUa/ZYnrjHbekErc5qIjItMW0Va0YnuQsRKufvIdJ4ueeop25sCvnqEM8cacjqBVwKbKNTzOJZuUFO/zyn3Qc8iK2yIM9AIZLToRxEqfCQyLhN0cITDjJucyWwQ6/ehdTaRMIyzH7KNZ51KfmZaIZ2aS89ihF0M138wf4ZmdOPaDOamels593CZ6xUyKhWHvLlgxJeLacxXldL5ridJ5qf8N8Vf4Fc0k+P+Sb6yDXmKovpiekx+3x8WXuFWHkV9QMtTHYmWdfMcFc7S1zr4aeyOPvtKaiWRRyYG0haFcxYrvPGfI5fSM5S4LrHO5WIxfAp3CuZtK8LsTfW8qMnX6NR1RCczGPNaqBDfp/EymWi0+UMRpQsWS/yQjbPi5pe9lvH+UKxwX5PA6/NacxViEj0XMCqqMZqEJDZb8dcn4W3Kovf9qyyeF/Mk95dhg3j3O5v4FL4KlFxLnOCFrZk3dQMV9NrtjFcW8knu88ZfviQcGE2bWN56PyfsTU+yqYsQuFwJlNFt7EutRIOVPMH4Sq/VG3yMDRFj9OOxOJGvKFkzprOpMKASxwiO7KMU3yT513tyOXDzPQU8j97/xOJ0c/Imn5E88QEk9Yq/k2bwn8RfoAtXM2BOZPXnga251LwCHb4d4WEg/5WxiWtZLiustHu4L3oDLlT84xJQnwl2aVb4UehMKNTGxkKF3IyJuTHWy+4Mr9NhsnFo4abSFu0FMbS6VEZadJkEkjc44qziLc5pwjomugeFPCFrgCROJXUQBO3Zp9hl3WhMWnoURfRahVxWKvB5xxm0xzgyvJjNCYvjweX+TLjNG+NBSwHaxlSxIn2LCAecbCzdY6rhlmuTBeh1se5FY5jUSR5NHma6bIC+nrTmaxvZCORg1Y5zJbwOg9DD/ij5RQP3elEdblkTR+yoe5iwlxD7eQ20307lNnLeGGcZaD+PusKH2GRCXm/iJeh49yOxcmcWEG2IELjFTMvrMLc0U9fQzXxtDzkTZV8srSEfqATseGIflsQt8RLvauZl3dvMNjQyJBMxeOuc/iF7Qw0drFmPYV0WM60cZSlnjG+FF7HMptOxHmOrzPP0KMZ5UHPAgNV9Wx0pTM9kUqv24XRYGBVJuX1RCOLPRksGU7hrEtnunsYlcVNvbeVRH41A+0rdHif8CtFD2FLFX+ZfEOkRc0fGj4hw3cOY0cag2IBy5pb/HLkARZnDR/tvKbfaGG8yYlM+IB1zTart7Ooc3ZTrBrFMCZkvLWFR3fzsSg6MWoGUOm1qOQOsocmeZySRpE3wmzjPM+LKnifd5otiZzB4XYmtj7FYemhLnyZl7Emvrx8l6X7At6VZRPuG2Z/4iS5i6+wD3eTq7CQGZvn/sJr1g7Ps20SEW8q5JUslTFTOyrDOiJTBu2xTFRtPZhayzmaPM2tpBGVxc7Y8g2W717kSWeAQnseZ+fXKR+0MpoopGtJy9ZKKiqFF6nexdNbKRypl3luDZFyMMNwyzVGxXH+Tp+DXjLMw/hLthvvcH8whRy9H5+3Ep1ii4C3hJv6afyN2YhDu1hn2nFMNPPQmcuixMkrYRe586tcUSewj3u/l+0EPwTID/78fK8BMjahwStw85Vsj9daL5aeQhSaXs75qyi1nkNk6eLrgUtUzh/ydu5v+L3+FMuWLP7O+DfopHIGxFXE4nnkmqOUTsZ4rcpkU6sjkcxhpimP32hSSF/6nNntIkIraUyY2vlXy98QNzbQ5RvDP1FC/swEZc4O2gc6eGS8h0oTwuFt59PZAKXRbbpjZm4fznLX3ctSZRsve/v4e+E6DvEsOr2F59npxNbPIwmfI30yhd2Rmxz2dqFUtZMx46VrcASZWYXSYmeiMZMuiYhEIpWs1QDesTZWkncRDvvYkGyzKdxC6e8lRzWHSePE02TAKYngHOqld1DAmCrEWKeXLZECi1fE0d5FNnxqHqvK2dY46HBdpCU6i9a0R9rCUyz93awEr/N58BNmtZkI+8qxuC4iNkhReauIT1xF0VJGuzFAUSRByaCNW/PVXB4twqk04e1qoHpIyOntd5i0co4mL+MWd3BLNUO0b54G5QKRUQFla/PYTBP0G3tQu/OIiL0sZp1horOVrxvK8XmeoLcauTW7x/nJOvJWajkxNYVMPUuF/xa/1+yxfyeHpe5sPP1p/NxwkXD4LraeWnKW7VybrWEylI9YP0Gf9Rz/pf/H9MWH+YXhEnckCS4HL1LQaeepNsyicZje8D1a5Smc1UwxZs4mLFcxPLTPg4kY6gox96Ur3JfvcFG2zTeyLbITz7lvknBus5+2MTf/0/ofeWyZYX4mi8oNO22KS5hVQXbnCjFoAhyNqRmUtdKiP8/h+jG23B9S673BWtM4i8o95laucrR3ihRdiFeSGRbEa+wpl3DWy3E26LBVtbNoWEHp1rO1+hkF4QA+1y5C7S7WqUZ6FULSbRKapQuMaxt5bZ2kcCXI3Xg2Wb4imvqUSAxj3Ntb4MVACpLGDu7YN9ApphhJ3uWYbZd8fZxx3RRKWSeD6j6KZDN0aYexN9+mNrLJ+v17nPdtIhUv0etMZ63fz8vMIl50uvlaEmZEUkOvaoD2eTP73mzKAjs02KREmtr5PHGMt2VX6JPu8aK1nReJewTr67kbHiGh/pA/iT+h3tyFSJnHQOIKjwpuc317g7GBQb7KP892SS2Z0W5igi121TKa5LMsjSh4J/AR66xiYPk+Nsc4s0ozC+NX2Nde4nXzDQpct/hG1UZk+iybC1fQu8qwtlXyV4++oElzg61AA7/Wt1NuTSO4lcXC4j0MI2O8NZ7kSJFks0bOTxvtvFOs80bWwrYxg+m6Rr5++BGWthqsyj4au3qw1mbhrM/hO/lTTMIpdoX76IeC3Opv4eJEKrK2KvpbeljrqeaBO48+iwt/WQF/9eg93gdFhAuzaPIU0DxxnJ2whlXTBtmuNGLZGWhnOwlMVPOb9ii/Vq6TMb/IiK4Nef8Qgc08VlSlhGQDiPoXaHRG6TDm8HVXCS+6Kvh36Y/554aPeW37CWlzzwkq+/mV6STfae7wr6KPsQ82sKnK5MnKZfacNUwJ9vmv8haeqm1EpO10aAXEG/v4nfhjri1ss1Vv5UvZEVJVhFaZH4tSxoC7gZTQXf5i4y23lpZI13lYiKewl5pOra8CXU8bZeYsphbSOeUrZa/iJGuaPIwmLX8y3MDWeId8Tw/nl44Y0mgRWYWsZlxFYBUTKutmdWATmzpA+twbrFYf+rifZ23neSGsJRl9QFI5T0xhQGtysr17ivuqJN1uJf3qVY4ntIgNGhZjl4mW3mGgOh2HqJOopZ/YVDnLnbdRekv5ZvAko0NXEem6uJ58zNPYdaaixVSOJbD0LnJjsIgdUxjdUCHP5DOYuutQOAS8mzhBgW+MM4sH1K06iJs2WNIb0DcKGK5IZSojjzphGxfmE4hdRQhsSRTWOAPKIcr8VbxIu4W9pY3FRjm/kH7CSGMnww9VLOiuIPYKsVlsLMrNvHDnoPXcZHH0Mu/uXCRDFueUZIFAURFTrS1sB06jc1oYUcV4Jq1hLZ7C10IHtv6zzJeks9rto1+hoXZUQ2N3jLUyM3kqN78rPc5L803+MvmG8R4Xj4X3MMg/I1R/B7lKyZH+Nm8St3AKH/CjJ19jNSoZa3TSbOhhS77Aclo+3YoBnC0dHN1JQWIeICDy0mYtw6gcxKB08UA3QrPBwdr9AsarGplrXeFFehpvS8/yTNaAw97D2uo5BEP11E+k8Hwxg59eSWc3v52v8y8y2eDiefxjihLPkY/osIvLyY8eUbj4hJm9NF5Y9ESbcvgn+zGcOimqwSj9kmwaYpfoE5owdDXwaPo06QtTtI+2E1xIY7QqlQVNHKHoGpfjy1ijTbQ7ZTQf6ticLKQpKMPRt8iTq5fY0ST42ubBuVDE7ZiLUaucQ6kRmcmHIPKcJ433uT+YQ6M0gl8Wpc0iJerL4qouwfO7d5mzRmlZseGO5tI40ECwR85vpA7yYgnStUsYve7vZTvBDwHygz8/32uAPLfoCHdG+Ua9ws8FYyRFJozyXk5NZFNqvYi0v5t3g9cRRud4tfgB/9vwH5keSuPvdZ/hlgtxCstJhAqp8vhpdXnYUZezo+sgOZnDqrSKr/X3KJx/S2C/GP1UIzvGArZH7rNhLKE6NM3sWCqpiXnKBptQmpVEDE3UKed5arzMj5c2yEkckBNc4dJmHPfmOfara9nt7OYfZEcoZTFaDS6ej15k26LA7c/hfuI+ylA3q90W2u2lVASMFAWiSC0aJM4w4YZ7aHpbmEwWcnp7m2VzCxvJLDpcIR7Jdngk3ERvciKQJLApxhlrDWJQ9DC1dpzySApji2k42kcJdK2zJa7g86kOXlrsvFbewyefZVQUZNA7TPXsSx4kkujCfWwar/KF/xNWTbfRNbbROH6WXp0SZyibcXsuXT3ltJnMVIxNkuEbIXWmlyujeYTq7xCSPuDOeA8XNz9HrjXyxeh53H0CbinnWJRtcGS2UKEeJ2f5iIdDw2wbMjFEcoiKPATKzjJTXsGbplwm3E/Ra+0Uey2khIPcCpr5YH2FULWR1pEKfmNc5llmEY+rr+D1ZeDRtLHluYzTUUTahoTr8xrmZtIQyaM4xo7z34x/yY8fveeP0hOUSKY4F0qhWtDLqtLNG30SiyOLJnkexw0RFlQXmO6eZk00xa35Q6Zzy5jpm+etZIeA8IiXukWKo4/pkHZzaV3Jg/AE/2w7S2ggQpOvnumdLGqM51CKVtmaLaK3M8FXww4G5B3UGi+xsv8xLWOncKoKiLUPc6h4RHThFtt7J8mVJtiVTbLXu816vwtnTQ3e5gjqFjtBc5iOYC+7S5+RPjeBfvwQk3qd2pCBiCmbS2o/pYooEq2eI0eEqtVhzkevozWNYq5X0m2bpH+tg74ZC9KmFgpki6jUXoRRESdt2zRp/YzIAxiFzQSNneRJ1mgymml0laI0e4k113B2ZB2zcJ3W8XMsGIK8LevmfU+EN7IJVuT36FXZEfqNOKc6aXAtUzciZqKxk8/njvFF/VnajSPMdkd4FMok0NxFZtiFU/0ZX9Wmke2sQKXIYzJ5jnf5F/jJo8+J6Uf5Mv8cnxe1c3tFz3T3PsuqbAzdyxz663jeMYRepiO8cp021xwhwQhzq7dYEt7gS8FVqp25PLFk4J0/yf5iOoOyXB7atOSMz5DnTuW1S80vtPXcCtZgWathY+syA7INfqX7jIR6mtkWN79pG+edNMnP1e3M6HKY6i3mSdEx3E3F2OvLqO8UoW+7i6e5jl/LH+MSBlns3kcyEOHqQBdXxjLQtBXRoAmw0FFBmfsGeks/YxWFtLiGmczPYrIwm/qhWpqDx9gKd2MMPKFo6DqhrAIsc02EJh/wtkLFN8pFbixvEhbUUBWcJb6UTkxlIqjw0OLewmwcJ99Twu+6UvlSXM93gov8uug8b6wfkjL3imWJln83/BVfa1P4k+QEo/IG1sx3eNyRRZUyiqtjg3+TFvFOtcikogNX1xCRBgFfS89yd26Zw1ozL6WP0ej2kYsjFA9XYrT3kj91mR/b9yhamiBP4yK5cIORrl7iZZl4qzO5b60iNJvH6bESHIqLfC09i8uk5gvzTTTdmVQN9XMtPkm3cxpLVyGOljR6+hUM1PRyZHiETjdNVuIIn9HDnaU4O/6LrLUocIx280S5zKTnATqjk+X16zSrZhgT1SAdXOTc4mOm1BLC/lzCDy4TKSxGYhYS7JlkcaaAxb5bzHhz2XaW8Mj+KQVDg9w9mOf5YBa+pTJqXXOoZWHOBW9woI+hDzfySrmAUdKMeqSR33ov8XBokPMLO+RuRXimHiMom0XTKGDm/lnimZmkK7QUBgNUjV+i1+5BbljBrrZTHijmRXoqjlYFsx1K5rrzGa2uZrRKypziHpLJBlQWHVGdn8fLN+gaucyTgevsZ6XQ3Kqlr76NxjoNxmYLbzwfYfHKEeiP+Jk8laWlyxw1qxnpb2M7O4UnPWEcfXWkeGYY6wjyvGeE3Tu3eVd4np+ZzvPX86/xNVgIWDvx2s6y13OZHrGUd96L/Gy4lan2LP7i4B0DGhHTTUL6lGMctozgqevm0ZU7TBRVYFW2k7nwmJjaRJe5C7PcT//4PfIMY4ilamaqqvjqzCUSgk2e3rvD28qLvJIXMGARkYjfwzZaTXr4Ko8S1/jiWjb7ud18ffssroYIT5LHMHuXqAhFsFkGKZ+NoY5H8Sy28lbhJN6Uzn8d/JhBgx6L38ywoJDS2BnaDPMY5GIO5k5QnHhMTuAegdlikuJWwsYx6q3FPBibYHwhh9rRdizrDbi1rcSWStApAqxnNmAxWtkP1fBi8FOuTffTEbExJ/JjGIgjDe4T7ZzGIpxA0DvLTDiHYm8BC/6bXNYs8dO0Yub6XRQsTzKfOEebtY+FvAL+URmmZDxMhXUGky3wvWwn+CFAfvDn53sNEHfExWTnGt+aorwU+9mvEKBRd3Pen0WZ7ToKs4gnhnTGx5UcLh7jT/K/Zs5/nV+rrxOSCvF1lpH0FmOIGhGZLcxrWjjUl7PiLCQ23MWKtZSWqVf0P2pAMOLgK8NVwpYWXhjTyJpZZ3vsPGnJObqUcnRGHQF9Gw8VC3yr+zF/tfyIC8v7nJk8In11gO65O+y7b7PQrOb3XfN0ysOYXe08t97mC2U3osl+rCvpXE7Ostw9ykPfXdptIlJjS/TZtESGzISb72JtryRvO0xu2M6isJGd5P/P3n0+t2HneZ7/D66uZm9qd7un3dN225IlUZkSs5hzFHPOCSRIEIHIOYMgQAAkwQQSJEAwZ4qiKCrZkiyHdttuu9vtTtPbE3b2aqrm7rZq766u6n0P7j+4B37Q5ddf8Xk/+P2+JfS7fDwbPeRMeMjY4CFW4RZexRTWnj4EUjMnR++Ss3IXT6wQ1XA34YEwm4NWPh0952PxA9YHvGi0bpzWHB5FUnn70efExjtxLrWxrUzniSeOR46bSHrk1E9fQaxVsx66hdVajbwnjwFdH512FzdXZxGM1nLXXchEYw6zhmJSZ5Tc3n+FTO1h11qOySAlV75OWHbMZ65B7Eobt4LPyVVt8pX5Mr6NVMLdThzdNznKTuV5bzKRsWcYRkPk+XK4tf6Cq5owb+8v4+mQYXCM8Il6g9cNWXyaFsfsSh4l8hBfO99mciGfu9utpKxOEo1mYlNaOYr8Pf+m/AmbziP+2HeBJpWTa9O5JJs0+AVOPtVPY5bkUqNs5JLZyp8VP+PR8DBbg1rSY8+YLa/ns/4Vno/s81qww4Ztk+rpxzjaarizM0Te6iLrumWMY07uLRlYX21CNRWHeSTGQbiGUNs4X9umqeq1M1uZQsPyZerHEwn1VTI5IuPl6BPm1zNY2s6lR7LHmnyGl8Nn7Ex1429qYqLFhl64gcNqRxEp5nT+GgUrbjrDz7AptigITLDiTqZ5RMJt+Rrp+ghzYw7u7OopCNbRbXMxUSdiwLnCzG4JxbtLSHs6uC+MIDWYyBvfoWw0hkTtRtmrZMXQhd80SJn4kBcMZ5YAACAASURBVBanhIGtevx9I1hECq5Zt3EPbtMwf5VFjY8P+8b5TfcMn90r4PPUK4yMmjgsyqUj4GbIvESDd5RAWx8fL1zic+Fl1vrr2ZW7WDN0MNmtonJ2HKE6nr2iIdL95ZQZGjmK/ZxPCm9iC4lYG/DwuvoaX1UrSD6YYGN4kT1VKU7BAc8n2vm8qIcWxyTRnWQ6NGJiAyai+2n4Osv5nfgSY8p2mqZuMLuWyPJuIuOGLFKWQ/zq/Us0+K+xYrIR0Ot452AD93w6h8c3MTq9/F4Rj1c3yW5flD8ObfFSNMMf1O1MjZYSsmRxmB3HSvM99C21DDYPoxamMScc5FPxA3aEEZb7T1ErN0h39JPkKWa0r4Qy7TxTwzZaPbcwaNR4G2vYK8thpTCXpZJcNCYpI9M/xzczxPzEGsWORKIZ+cxvFrO8ks957TCfyqMk7+4y291J/7oV8cYINo2BFdEW+YsnzEomSVqs5p8EcTxqlfKdIJ4Ps1J5YX6H1NgzTkQy/l37E77S3OG34lRm2+rY86byy3ulPBxcwN21yZ8U9/hMdsa8QkCwQ8ZK5wiz1la6J8d53qznVPwUteoY91CI+65WJOYRKpav8VP9Pt1LVsrVbsLLaZgdcjYLi3mScIkSZz/u+QauT5cyqLnLv/T/iG/0bayabtKoz6fX6iFhYYDspac8SL9FmaeYEa0WzcA0q8YtxL5FWpafM60PkL52wOHKbRZ6PJhUBl4otgnFslHYLWzFCtEYx5kXTFAV2iVt5Yh9RykRXRdfpscRyy6nxzWCZ2iFoNHNg4U4Ppi5jn9czYu5t/FtF5K09ZhtuZixvUYanA+osfdxx1HPQ3kIz2IFH8o30CplmH3lfOC5S6/dzfXNEwqO1rAN13I+20l/v4uV4kQWi3K5ag7QFnByf+oqCrUBq3gfk9pO41Q5zwsScHUOsdAvZqKulvH6Wvy1vcxJi7CsltLiGeZz1TFPDq6SP5fPl7IbLLSWoGhqo7lLjKOqgtFOCc88P2d8thWx/CHfyuM4iN7E1pLNmS7IcUEFr4eW0QwWcHXhmFDfMl8qFlhsSeEXXVd4aU7iZ8sv6O+bQD9hZUcZxy+VF5H2tfNq6yK/GV4g2pbL1e1j/KJWgn0iZKNRTus0aHQ+UsROyk0aDrU5ZK59QHRMgE45hkxtZWkpkSqLG03fIPv3i3iZkENMcMjT7DQ+qb/FA2UKDr2c4HQNS5NlSOcKCU/c4KO0+xwXSvn01l00w7M83rzNQ4WNhK1HSL2DFG5ts7EwxNSMnK/M06x0ZPFvY29j15iZWm7C3V9DeTiOQfUqHtEQJ2sXaYk8I23hJq6FTtZHe3GaLXR7mlDHhhmwiigNFxALVmAdquN0qxS5YZTF+mlGVAI2N1P5WPwuNdYr3Nk7ZMXZx5DjFKH9ORtDFnpFaRTKvOwux6O1ilifvcsd1Q7fFArwW2y0zBgJH91hyChlqbyaf1b8fze/picdOG2a72U7wQ8B8oO/Pt/vG5BpHyHBQz4xLnKkmeF5SgpibT8Ftgyq7OmIbBaeSUp57i5iO3qdjbZk9hYTeDrayESXlmlBNSFvGa2bkxglIwRVI7zUZnNg72MiKGHaNIxq+ilD5xKG7X5+r7uOSy/jV6YrJK0/5Gw2juLNEOYeARKDFpFCiX10m3/T/w1vhY94d3+dn0afkrveRoOnl2N/Kuumdl4J7PQaTUSjqXxQ28nvVfcoWDxAe1hAVmSf7YFxuidvIB1p58bGEff94zw1NbM0kIpALaHoYJYKqxq9KI/DaCGdYz5OVBvsifYpMfuwj6wQHvVjGxyhQeHl7ODnVEVuMuuIp8lZT1Cwx2+VF3muPuNL8RF/EF+kwt3HtLaV59Gb+N3PWLHW8dHYBVZ1BXiDtTyfuEKP2cqoN45hVTvHqxdRWTpRdWYj0fcgUch4+3CZDr+YgaEinDUlOHzVJMzZid/+kGH5OjOmbiw6CdWKbezyfT4yt/OJWsi7phMaVRv8UnudseVkVs0jmMwJfHzzCk9H49i1P0OmmqfAl0X2wjk/nntO3OooSp2IOZOTE/UCz9pr+CzhGuHVQvKVYR4OJXAUvcn1tXLuzwYJRwpYCpbhn36Hf5L/jP+qmOfrzjj6DFLiJsuImxLR2uPg8XIpxr57ZJmk+A3pPBekEelMwSlpZDjwGKlIzW86Q0QHwvxauc+4Z5Mm9wMClQXcW+/g3l6MU/0q8nE9V/eOeal3Etm7wLLIztFcF3O9U3xtm6Gg38fjpHtkBOIZUUgJtVThNLTwmewJwbVclJF2NJIDAoogn46csxkuYaqpn4maWqJDp6htKiZ3b/JsLIHGWTH56y9R6nZIm1skOJeCpaOWgGqAG5YNMpc66dlQIzZ2kO8XMVk7hHRsE8tWB6YVAb0qGSXCObq9aipVh8gEi2iVNlStnTzTOnBbRqgUPaDUKce3XcJitxCBdZpb2k2mRhaoXLiLX27nY9k2T3VzRJQuXnQnIZIbGXDaSTuNoZZ6afBYcHT38NH4Xb6QX2avr5FXgXqm+3RMCFxIfBbqrUmEGk1k+qq57W7k4dJFXlUk8Q/qn7LbruTJwBX+0DZG3XaAF5JhpmVmHJJV3rjEfJxVTb07xsZ6Mmq5hIBSQegwF91gH/9V+BZurZhj400md26xFbvObCiDGzurfHH5IrWuGyzpx7k/N0/+ZD/uiRw291KIORr5jSyVca2dF8Itfidc5YMhO/9FW4VHWEXUl8qD1Gvsiu4j7q1nuqAMuSqV8Kiac+Eyr0VnzPU9ZqL/lAJXJ1nj6fQpM8hWRTBK7EjdaZgkIlwt9UTLCgiXFREuyWFSq8A19S4iZyuHdjeJrvscJt1jd/MeG+spnHXq2ddHKNxexDcoZOywltxYlFhZIYuiMZI2TlmRRUifr+W/9b7F1n0n/+vQzzlOu0fE+j4Zq484GxnhT8o7/FFzlU+lrayVlHA4m8BhlZ0nvXP4O+f4R108b0QPmFeNMlFXxfaAlo5ZL+MaAR90W9kdfop4dIvpoUXuOYSY9XoaV67zM+M8LXYHVZox/N5i/MFW+iVBHqS9T9f4MLKAkMTZLDQjKfyl/e/47+p41gbeQzlwl7X7jRR67pEceY5WkE/mVCYmySSSkVmCoVo8/g9oXzxjwBtgwf2YQ2sKsQ4bk3IZr1QLaAId6G1qlmJlzNj0LAiipOxt0RIIcjqbwJzIyuuU26xlViGyiFEqd/C7TBzNXOcXq28R3KvkKPoe1ZogqZHHeExjGHa7aLCckzhRRoqhhzWZi2ioig9H15EpZHhm7/HSUoHcoePS9iPKd+Zxaqv4dErMoCzCRHUZc6VZXHYsIgjqKZ++TqNrApMygEo/QVugmIfFCUy2dTDf3cVR3xLj9Q2Eq6pwaQuZ2k6jalzJrmWJ8/14boWr+GzkLnJJHbaaSobr+1gsycZdX8mk+xbR5UzG+w/5tfx9ns5cQN2TTbf/Hl/0hPhkaInG3hFy59cIa/W8me1ge/8CT7YuEHLUET9/RM7wAsOzYV6OXOQb/Xvo+qr4YuYGH0uiRBtLWRfnMNlXw9igCGP/EOHOJRzaKCm6WRKtMvxj10iLfMiyxo9D7udQu4jP302Dx4axq4sPkxJZHAgS6VvjtDyTLxpvsKe7jFNlwOIYxr9USjjYQEh0l83yGvZLdTy7V0REoeF88x4vhWJu7D+nKazi3uEpL3yl+PxGXhrGOepN4JPgLexqJ3PbeSxWl1G1chWVQE2kp4WjrYtURNfIW4hHNzXMmk6A2CHBNDbG9FEeRf0eBqzFTOw24Bkpw7zSw9J0NctVRozDUna27vJZ73vUOy6isZlIX3tCo+cpY9ZD9sxtjPbn0DJqYXP5Dnq9juBCGimaLb69r8bgciG0lyA+bsMx3oNZYOSflF0MOMbxzjtYnDd9L9sJfgiQH/z1+V4DROOeZWXolEf6FY7V8yw2VqCRDiAaymNIUY1uaIDtrg5+ZUsktJbLF/I7PJ25zoZUwlSrgcBgPaueCkr3l3AL+nAoTXypucWueQxPaASzwodnNkz7mQGxx8OfNWno9Vq+Nr9F0vpDYsu59Gw4cDfXIFbbyJIE2ZMf8SfT33LBE+WnR2F+vPUhCSsZmBdbWe9v5iCUw3NnNiub6Zh7e3neLuIr1W2KZs4p2munZyHC+qCW6NhPUXY3cnnvIfGr+3yiyGBGk8md1W00i1106xQsCCpYixRR7xHSOlHLvHyZLNUaIUkI/6iFkEhLoWKBs533UGzeQGu9Tp09E+/AIX9QxrFi2uLJ0Bz/uyKZe/46olIVL1cvIdIH6LXbeTX5DueaNLQuKV/N3+AD3RyTppu06zP5aP0njFr7UXdkoNAPohf28JOTNUzGdlq0xThrihlcauP2wjTXt57hlu0Rc1XgNQ7Rq4oxoNrkmbiRp1o5KVMbDBi3+Ugbj9yWw2pnL/qJfL65eJGt/gIObS8o9QpodzSjUkT4j49/QYa/gmFPN8eaRcJGF6vtRp6lFrAYrSBPtcRWYQZPNy+QFC1E7FPhXWhkeSkDr+cdfiN9n38cVfCyK5E+8zDXvM3EzTdS0ufh9OG76LpvUqob5GP1O4S7e/GM5GIeKiWmPyMrGOOzZj9TbU6+UzxDO/2UKcsjHglctM20kb57RsQcYGhGycWjZ/xSNYZzLoGTUBbHUyPMCJb42jpFscDHo8Q0xMI+hk3TLFdVYpkp4Jej5/hjJRRYvLhEmwTki3w6cs72RDneFjkzFfWsiU/Q66yE9i/zmTWVzqle0tdf0+x9SMpqjMlYOr7O+7xUV3N9ppLaWSmesJ35zmruzNYwUdeHzhLBtdiNakNIr1lJ9oib1MUwI4o1HINLOPqFVAnd/E6pZ1wvokl6Sva4gqXNBIJSCSWhI+4od5iVG8meK2B62MKXo8ec6afxasw8qcxHrNDQrbeR8GQLpcxBszuAcriFF7o8vtZfZKevl1fhUuYH2rEPh5l3DlM0kYlGZiPHKeBKoILH0+/ztDaDX4gv86S2nsfad/lD5yQ1G1MoTet4Bk4JGNV8qbLyIj2fEVuMyFoG3Q4ZJ9Jm5g7z0YtH+b3sPbwqMd9prhLeicexHMdSuJBrezPsZN2gdiaTKc8Bww4rYm0FM8ZmljbTmdcX85noHmtSB2/ED/h6YJJnomH+WZeLu6uOzdkiTpOvY2wZZ3CwkpWcXEYsmUQ0ZnYEGn4rPWey/wFjw6ukTpST502k1pxJlmwdocLMuDMZr1KOo7mGYEU+czWVhCpy2ZKImA9cp9lewpbLjNQl5rMuOx+MS9iKJbE7PMbYWIyuVQMe0RDTDwrIWDnB1trNZK+LhO2HeKwPKPVX889tf0esaYp/7XuXWGEuhrHLdC0HWZWM8WRkmH/VXGRDqmYrv4i9hUwWO7aY6p5noc3JXyw3+VK4zYLairumiEciDRmxTTa6SvlwyM+G4Jz9sh7CA0Fu621oDBa6V26SJDeRrFmiTOXHpGtiKZZHjXyVcm8V8sk+mpwmihcTWRps4p+68/h/tH/Lk/uXEIpvsdg9QuFkHcXBc1LndfTptIwL5qlRe9gNXaNn+TX5oQg18wEW3U84FXaxLJzgQCnmg3EtlXIXFpMMa6SGeaWHqMzC7cNj5FYtZ6HrTA3OMtndi7dBiE6nQym1MbPYxuJgIYeP4phYbMY2lohYHSJ/bQ69bQ7Jtogu0wlZ1n5SjW1My0fZ8Q3yXLrKiFLJYjieF7YqzLMDvLf3hKZFH1POEn7l8mBULGFvqMdXmUtccAPpnJTKwA0yFhbR6hwIrQt0BApZqshjubaGufZm3oif4alvYaugCOlYOTN7dyhxO0kPV3Own0XSfCnH2hKMfc0sF2Qxl1vAXn0Rwab76EfyOF6/zmT3Hl9qr/B46jJdomIK5i5x1GzmS2GYYCCR/AdhNmYq+MLsYnHsMifhK9i2m2iamSROto7av83Xkit8rruC3VjAF5IMtvXr7FdVEuu4h6pHhFUqY7sgk2BvmPnRA9JcGnKkW8ideciVjzhTrGNQ2el0tyLWRqmfXcTW3conNxPZ6j8i0jXDQXsuX7dd5LH+Ik6pG5tFyl7kLjvzWax0JLLYVMRWrZtYcwsP7XK2tzI5EQqojeyQvrFJ9e4uH7ozcU2PciQe4NnQbaLRfGxqL3N7RRynZdC9cgP5YCNHraXs7b1HWsxB9fx9Bv0DnLuHaBvvxDvfSd+KhNtWLWc5dwjvZ+BzlHMzep+j9STWiyqZEAQ5WL/Ox123MEjNeIe8jGypePvkQ7YU95lwtKES3EehFTM3l4lTqceyUEy2Lsq3jS7GnIs0OW+TfuRhebEYs2yCb5Tl6Mx+DLMejgO272U7wQ8B8oO/Pt9rgAg8Dr5SLrBpWORAPY9e2cVSfQOdmnzko+0ItEbeyAV87swgtNSAW1HKL3wXmZJpmeuyMzbcybKxiKLDeVzCAUxSN99qLrOtWWN5uQmbOsr86gg1j8YZnx3lQ3UFJpOc3xj/E0mxU+xbnaijUiZ6q7D2d1MinWJftsxr808o0jn58dEuP9r5gOvRGna381ka6WC5fYzHexdRTojxV7TzUtjOqqqA+/5HXNjRow4GWJD185Xlb5F0dHB175i3H7zk5UgCJWsBRiXdKGf76bOKiImr+HRaSmcgyqTVyqgqRP7oIavKecQqPQcjTu7JYzxee5fpnTs0TV8lVJ3EuHCT38nv4LVMsNw1zF+GblATqOHhyAIfxd5GqTRQKQ/yev4dvlLoeKqa51X4Ih+rjTwcSaB9IZFv5n+E2CZE05GBVjeEUdDOWw+2mWks4nasHl1TDaUbPdwIr/De5hnrsmOO5pMIGIbwDbkp065y2FDLmdpN//Q4Ul+QbW0OytF8dobK8Bg6eRX/PlOSXk4tL7gzX8CoSUqwx0eeI0yDoZWGQAsvVRuM2RQsDHg5zakluNRMjnqW45J0lrfvIAom4RlrQTnbw4iljYjrp7weucEvJTWsjlTRbxWQ7BwgLlhJac84Dx5cYGQoiVVrAhmeasJKFwphK0udmZzIz7i+fspBi5Wpol7+Iv+AqqUzvEM+1stbyFjJJ/7oBJ1NTdeSnNTVLY5NZhzO+zyJ3mI/oGNJGOMrg5EhoYHThGR0XW1c2z1nsbIWVyyVz0fPsIcb6VWKCA5H2JHt8YHkIQfCasb7lgkVCdke3SdotjC+eZ3fmNPp9TWTEXlJUeiYjLUN/BtZbA/kUOrNImNSTk1sjPCkl9OKDG6GKpioqWXYscTaWCWSQxFrymzypWNcCqzhkofxDEQZa2kmSxnlO9UAKrUKgfoRiR4Voeg1ZlQaEvc/IkFxgM/URfJMO6E+Cy8V2xxq5nBpbJxmlzJqkNKplpF4us2ozkiHPUK3rJrH4lq+cb3L5nAJL9ezme4tQy874kCroMCXSbdxhCydlcuTFTyzv89BewFngjyeFJUwb7nG77qmqA77abNrCfSesx4o4VtRgAcZWfgkPqIrJTiceixKM4HdfIK9Bj4XXGZrtI3fKC9wGE2mbDkO+1Qed7eV6HrzaYrUkLf9km5nC3bVIIuyXqaiBdikxbwaKmXOUMVLyWNeDyh4Ki/lX/SJTDS1sTnbwMPUO5ib7Ki7sgmUFSOwlTCr1zIpE/BH2TM8Q3v4RqZI85VRMJ5IlqWSQskSLRoZ66Z4Flu7sHS1E8tOY7yrhamaXA4HazmcSCRvLo+uUCEdk1UcSe/zQqtiN5pEzLxP78w6uuk+ps0tqLd7KQg9xCWUoBuaJGnrAcPBF7RYy/lt/c/4bKiUx60jrHYlY/f+lJFZP7bRA3w9D/l37dsYpGNsFhQTNumJ1LTj71hmu1nDd4Y4/iA9JaQ2MNPQxMORAbIj6zyvuMsbySrR/jMWZVqWRF5uKAPMtnQgWEikVC9E7JYQJ99ENdTH9mE81col3PIH7IU6ODJE2bEEeDis5Q/VmfwP7d9wYrzKrfk7BNVScuZkjCpnyFo45PbaEe7eAPV6J+uLaVzdnKFkZp660ASla4/5ciTCkszL5woJj2fbuC8IYNQpUIU72F3N4chXzu2DB1it3Zz7ruIXRnEOi9BLtVhUTnoNw4RjJax0VLMYKeTUkoQqfAOvKkL+qpd+xz4tq3YUljmalE7yzf3o9b2cmj08NfjoV+jYWbvGA1MFy45xfnz2CXUBD2vTaXxnDuFU+RnpVmCuKyF3LoIu3E+7+ybl0zZaxjepnF5GOFGGvaWJh4Xp+FuaeCx/hrexg4eZmVQ7xcweXaHMPsmd1UqWj4ooGs9l2dCBu6OKw/Q7bKWl8mqggVBrCX36Ip6tX2C2x8JzawKH3ptUagsoDGTiLqvlJL8Uky6OzJXHzIhE/FK0xQvbz9kKpFA3O4b+oIf3FZv4Lbv8i/ZdHulT0c+mcthdyCdaE69KK3HVFOPoH8UiV+Lta8ArFjI3+IgbJhfSoQf4hSGKIk9YmezFIpvA7B2g2uigYvWQsxE/5/cq2B08ZLLXT3SknC/6f8Zr5SXGRrzYbSOc7Maxv3KLhdabfJWdS6x1gcUhLS/1PqJL1WxL61h2u3nr0Rtc4SCvJm7zyneHmT4jL0fz8C83YdYGmF1vIFxZgnoyDoGxifPWFJZ236M4bKF5UU29r4XPZoeo9NewspvCJesWt6Yq2Brt4nX3dQ6WbzJ9fJW99ZscOtKYEno4jGSw1u1C6MhEqs5nabGYpI1lvqq7iMJTj1HUicvUinO6FH9jO+pgE8VaD7/tXmDdtE258w63NifZ3EzBK/XzTFONXx9kZHqSX81MfS/bCX4IkB/89fleA+TDeR9/UE2wbJxkWxlEpe9kvrGNett9xBoRskEpr+VyDt3V7E3VMK+6x3eun2OT2Zjr82GQiDDL22ndteEYGcIiUPO15gpPZIdsrxYzpj1ma6uYwtMFVpfrmVO18dwQ4k/an5C+fIzoSIllto8ZWy3tXVLMKj17snGeGn5Or9bBj/eP+NHmOVfWHJzFKvFp+og0BehVmqg1BFnLqeIbeS56rYBq9z4Jaye4rHOsmCt4ZP8Riq4Obm8ccid2iNkyQNuqCX9HPkq/AJF7iC11Oad+NZ6xPfqNYzTJjng28owl9TS9Wi0PZAEyFQuchi4xu5VJ+VQ8p9nJeIejfCdPRmHoYLW1mC+H00nxV/OReJ+PV1OYFrcy167jTbSA57JhLEN+nscu8FxSw4fiWrSxa/zB82MGHSOoOzIxqsVI5G385OQIR+88N7f6qNZYSNzq4Up0i7c3TjgcPWEjms6SrpPNnlEKDEtsF1dzpPaz5GinNjyHR1eFc/geEUUWswoFRyXvM26RcWo6IT7UhsIkZ0Lo5atLV1CMKsj0NfFavY7UOcDcaIi16ko8873kqydY77qPZzOZLdcVDv0p9LvNNGu7ObP/Z7ZFqfxOkozVOEy/vYdyo4I7zgYqul2sTSQitN5EbWrhmlOG3hxguq0WU1szEfkx2YuHWMVWVtIqeaN5RtraB+zXDTJR10tyNIlrDx6jMeqojTgYtCiZHhtlydbHVzIfTluYzeFNPlcM4ZEMcpKQhLuujtS1bVZKKwlGEvlM/hDTXB8dSgmR4ShvpI/Zl69xcr8aj2CDsTIJR6odlkKVOKcb+KOhgKapKkpnP6BkZZmauUkmt1KQu25Qr62mY1JF0UmQHa2LXxUncSPciLe2mLLgBp8ZE7GeNPNSdY3qAQ3XLbOMjS5j6BPh7VVSr13gY3U1rcox7OI9boxrcYRSiap13Dp8TZL8EJOrjpSZIZY6XBxrVgjr5vCqvJwnZ6N19tGg11F6OInUpGfAsomiM4sH/Z18GXyPQ0EKLzeymegoR68+JjK4ScFEOhXuevLks1wJ1PCB7BLR4SKedmXzQU4SW6obfN3pQOy2UzVWh6v/jOhyMr8ZnGKjsJSNdgV70+XM+kSI7CXID8qZEXfwsCeVj2S5vNJcYjt6g2gklcLZZDLW6qixVpOx7WLKc0TuVCYB5Qi+HhFDHhfavmLOBxsJ227xWvKYeZmUj0wJ/Nlwi5nGTp5q0tjPzsBfrWC2/C7W5goE1nbsJiELagm/kpzhlO7iHw6T5rtPvjuReP0w5Yopim2DPDHGE2kV4mpv5NXt29j6O3G0ZfKL1mp+oc4hZymFm04Bulga2yuJxLob2ZhLpzfoJG91nSldD5HZXOoXA5TMPWLGpKHPuETh8g6Vq68ZkWbzsu4i/6fyb9ho9bExmkr2zDUckxpGDWcEeo75d/1bCCVuFmpbWZBNsn8vjUiVjp1OC1+obvEb8T5LahHfio+Iattp8fv5NCmOj6XHRAYesT04QXDUzm3VDGMqG8LpLJoc9cgmhCSpIvT0Stg5vkGHaoqP5E+YXC0jVzlPXjAB53AaX6df5N8V/wuHzjjuzCbhNIhJCQfpNEnp02m5PzFEZugR6QvrLEwXkRSZoiwYomneRdH6M87FTk4ky3xrNBPxtNLaa0OqtCJbFHD88BJb4Vxub58w47vP+eg1JoTr2EUilKNWxkbHqXc0shhqJtJTz7k3iTem92kK5hEWxyhatlPvOaNsZQG/TUK2fJZsaw1trnJeyzdYkTpolVo5XrtGTNrAgn6E//j0lxRNznIUvsu35gB2pZ1y6TK97d0MztlwxNoRGeNp9g6SEH1N7vIsGncNkuFhXmdeZby1mTn9QzzNXTxOTSbb7MF5cJM6l4fkfSfBkwKarcVYNRZ8rSXspiUzVZzFbyXDLLfnI/Wmc7Z+id3uFFZc+QTGSimwJ9Fuq8daX8rDpLsE+65TPPeIsLSbc2mUfzD9mOnxGvICUZZmaih0utnQTfNvhr9nyVRBffA2y22lTI0t8U1FA/aG+0z0KXGPyNCMGRGP3WNp+CGagWMiQ8eUy6PUx05weAbRKzysTvdQr7VybX+Zp8MyvumN8qRvj3DtKEqtmC+G3+Zj4WW8ot39SwAAIABJREFUwx7GDAK2fHc52opjufYKDYE5IgMnbGjtPBzeJxiqZE2Vxz8qVLz16GNeuqx8FrrArwLvY+8z80rRzZytH4U9yOJCPxLNAAv9V2ieqOJZzy1sm5cYmvLRGY5S5C/mxXIjPXM5eDcq+XvtMTcXb/DcY2K7rpNxeRuRkls8rLvO2fpltifTOV65w1d1cYxbCmizpRH2VSINX+K/lP2EjkAxAXEP47p6NFPNeBqKGAwMUKk18+1AhDHnGg2OHLIWpYyv32fGpGbZ2MWScpzWySWOF344RPiDH/z/9f3+ghUM87VWzIZulj2Rh1FTG96uARQjHQzqzehbuvhQYcY90cnL8Rxi/ni+s72Hu9/C3EAQqVTD4KiE8UgVNtkI1q4BPtPG80axyt5qASuOGZ75s0g/2eBk9R4ShZ6XbjF/0t2iKTBH67GTYecoDyYTKZePsaU1siNTcaa+QqdmmZ+sbPJ34X3itjfY9qsIBSqINfp4R35IlWGWR+nl/EUXh0RnptEWIm7vUybEy2wv3sDofY+goJS85TlqQtOkxDb5wHcZf3c+Gkcb0sAg2+YSnHYleaoj9KZRPhaf8afRF0yqvAhlEvb14xQqZjkMxONZL6JlrJB5cSuTvVN8o8hivKeYk9ZM9pWVFIz1MyVc5NOlRL5Rz/DxiIrX89c4H0nBIdjm6fpFng7e4Y1aRWjjEueO9+hxD6PsK8KkktJib+InDx9R51STvD3C4JiYm+t1XF7d4+3YEXvyB0RDmSzqO9hRtVFsnmalvJYj9SSf6u+Qux1DqO9jof8OBnU+83IndY5M3PM21iyLJEc8KMxKnGIPr/IKCIo8xPsr+MwYptEhYMF1RJWrCevkKGUjJoKyHhSriUx5q3iz8i6L+k56pbV8YP87pmTp/KvsEp1BE/32Hgbkeu5Y26nttLPcnU+3L45Us55ck5MW8wzh1hKmBJ0Y5Q8wj29QNz7LZmo5U0UCUjdeclrVhnxAS+ZqPFdOnzAybid7M8LSSCu6iW5WbTaOS6pwtQs5Hdzk08F6HnUm8emVOA5Sk0ldWuUwI5Ol5RQ+UOwyNiWjxqpjX7zOZ9InRLU+HhQ34u3fRFxn4FC7SmwrEc/oAt8ZyimfK6Pe94ya8DRypwBNLJ5eXwK61hZM/nryzkMcNo7y+8ZqbkTkmNrKKZrd4tf6eCZO7/NGH0dP1yD5XgXmkTDajgq8Ix6GdQFOVfk0Kd14hNtc9tjon6rggUXB3e0PydDuIhmvI3VWxVzbJFHDFAumKWaGlnmSmIDZ1UrFWIC0DQsjJgOj+n2EA6nstHXx2cpFnjTf5uVmNu62SnS6fTaaxqlwl5I5mU+K1s41Tx/nvdcJqYp42ZDEBwXXOe5K4nmfhmmlgRx/HeWjG+wuXuPrgSBTja1sNA1zZqthZ6aaOVM2/Vs5bA/nsNRbx1+UVzjQXCW2dYuPQzVUT97h3nI8F9YFCNedHOumSJov45WkGrNChcAXxNJZTniol6fmOJ6OHhMaWOSP4ny+M15jpWWQE0MnyxU5xIq6OUy/gaWnjFGDFImlmaixg9eiI0zKPbyD26T7y8gbSyFV5KReayNzvJ4vjbeYVAbRDvax0irAMNCFRpDJ1w157JrklIZv0+a7Qdq4m9MHF5jpbmNtPIeuqIXk3QPmOnLYWYun2r9P2fQLlM4FGr0hWqaiFG98hKY/ibX6W6D/n3hRWIldEKQ0mMjchIAexwtmu/b4b/qfYhcpmOieZEvTzLBCi27QxV6vnWcjqXwojbGs7uPP8hcIpsZQ6xW8upPCG+lDosIH7A868WiHyNLMIBcHEHjL6QsU0D6hJMMQpk2gZS6WjtlixCs/YWo9jyKzlG5HAaOqNL66d4m/9P6Y7Zkr5PqLMVr7KJ9ZIiWYy93ZRBRqEet1Vsr9CyTubhC3e0715BwtM0YaV57gkbbypfiEb+0z+OR9CAVqWuQzSEIiDk8u41tuJ2H5iJ1QOg+bb+AWRWj0+BlWTWFT2Wm2VzMXbGJeVMeJtJkTy2UMM0ns2vUkT49ROP2c7Mgu2/ZiUuWLZDqyyZ64zu+kj3BqVdQO2zlbj2Na0s56bwvvnHzIvYVNnqzc5Bv7IHKFmVLVNjlyO6JFG1Ob1aglqXS5a0iMvaR9VovDUU+LwcQn9y7gamsiLHPgbm3nPPUumWo/yp14WscdZB1u4T8qoN9YQ7dknGB3MZrKVsar8vhtl5yV9lwC1rtsrsfz2prAjjsDp72Z674islU+FJ35PExLINZYS3lglyVlKzHZLP9u+CkKp4i84CYHY7lkqaeZnm3lL/Z3cRnbKQneJjxYjVdr5evaAcbkQgJdUqb7hUy4xsmau8WmZJc0+RKfSA4pkx8hCLkwW/RMDQdYCfSiVg7z7mGEY00+r7O7OWtZZL+oE5upiSNDBs874wkOWZkY7WFRnYF1v4eN4qucxeJZHzomIg2zJDjCtJxJ1JTMv4y6kU5q+ZPGzpvVt3kTTEA9JONM6mVarqJ7MsyMe4iBSSHP896nbDaXZ0NxiGNX0I576Fl5QsZkOluxDAI712kOmPmZ7ogboZucTslZae8m83iGmxv1GFureOi9wadZ11gP3eVNfQKz+jhaxi4RMrYwufEuf6p6i8aZXNYGB/GpKxEGBMz0ZFA/rqVVbeRbYYz6cQsiawft7hbKd0xE5qqRWbWEhmSUz6yyNTv+vWwn+CFAfvDX53sNkG9jM7w0dbKk97M8qENu7Wa+V8GQ1kWf1o2v/D6vlF7knh6+ct7lcOMyv7JcZbFawvTgElKpkeHhQXYW4nHKe7H1SnmiyODXAxYOVvI5XujmgbWF9MNNnq3doEoxy46nkG+M1ajdKkqPQgglUs4nEmgzadnVTLMt6+NEnoBIOcnfOyP8zBXm4uEeFrOD/fVUYo0+bskf0Kif5E1GCd/qb6LXjtFjsPCfH39OQDjPauQy/b7rnA4n0OwzcPHkORZlJ5+6L+HryMesb0c514fd30KDJYDPs8W4QcNHLhdf2aeZsKgZHe5kxeKkXelh3lZO3biOYUcNGreAcIORT2VVBFsLedWSgNfSSrtZh21oic8W3+bTgaucidJ447/KN+L3cfQfcbZxmXN9Kk80FnbWLqF136PbO8DoUCUmuZTs2WreOnlGyVIX6WsSWpbbuB4rIS62yzure8wqdoh57+OwDjKnFWEx9aBuEnKqmuKV6TKGBQn3vD62O65Ro61mXjlO5mQexrCboN1LweoaQocah8LNXFMrS5IYNwKFfGVdINMgY8O2TdVENyq3lZo+FVPqXjoXkzl2xLMXvUtI3ssfhW/xnfxHhDvS+D8Ub1G8Mkansw1NXyeXvQ3Ud9j4bvgC6RP53Btrp061SLZhha2eBvblQlrkp7zSbpIa3uYwuYi6VheZGx/ysKaOTvUEBdFbXHr8mMqNMBl7j/ilaJDBiSIC3ime1aZwkJXFq8FNXnSWsGQqZiclk/H6UvImF3iccJfl5Rz2tSFCXhM1Hj3n0g1eSZ6wpwmyXN/PQkuAhnYvh04nM+EC7CYHjxUyihaK6XY8oTS2iErRRP3SdYzWLtpHDEx053Pv8SpbWY38w4COO8teZH1l9DkW+IUxGd/pfY4siYx2tCCJFKDt0aHrkzM35GdKJ2JEpaVPpcc9tE3BuIbMmS4OZhq5FXtOsTNCn7eW9HkH023z7Onn2TEs4O874oP46yjNLeTMRkmZamTIaMSk3iVvvIbV+jberF/gZW0SH67l4G29j8q4Q7RVRJNtgEJfOUlWEXfdMpZ6Coi6cvn83lUeNsTxsDaF8IiOo0EDKbM9JCsXOZ++xacDfjy93azW9vJM3MvpSjprpjIaYnd4IE9CIxPzf2v/hvWRm6w8SOFVsAfH+PvcDV/h1mI6nwRFPJU7SJ+t4JfyCsb6BPRMzjHf3kCfoYuvDO/zRLHNS1k1ZyNh/kGTTKTbx7pEiKvrPrsZiWzk3cLdU4hb5aHDXsK0Qsji4CQazS5W2TxFrmoK7QXUdSto19hInbjPd6brCMTbyEeGsUpcGHrbGZZl8+uqRJ6oPXRHrnFv/gYpoTCn87dZm89kVV+AaEtG6sE2iwMVrM/eo9EfomzmGR3jD6mfDyIbC1O2/hpHZyJj7Wn8j5H/wHFaIYZBM70uCauuNuonPmStJ8KfDW+z29PEWP82UUkhefMrpIVOcertPOot5ly5R0zVwe/l5xRFV5ju7+Cw0s5jRYRt0RargiXcvmRybJN0CEOIzJ2MLCTT5tJwx7BK7YAdsbuLeX8/afJdFjYyyAvkoVfV0GjN5DeF7/EP7W+xtHiZHusgAl8+ApePhLkKbs3fZnxIzEazEpHeglldgXhUy4DLTd2civ6FJ2ikvRx3LPOdMkREWI9eLKNCHkY2J2bzwW00kVHSfVucblzncc4dXJJ5KidmUGi9OEe9KAzdWKdLmNSX8onwLmFdFWGrkIOZFuKtUyQvviQles6jyXgaZXZSXKXkum/wK8UROv0o1QIzzzbexyUb4GlBBX1LDlIWN3m+eIPPnVmMqox0aHaINy9RvhZmaysbR28WHa4c0leeY/C24bW00Gq08jrrIq6ONqICI67OTl5k3qVGZGBo/Q4Cv4aMvV18m9moZd1UDVjYlOSQoJxg/f5tvizvItqaTaQlielIJv+X8X9m05/CqrWIkrHb5Cgm6e/owH2/gmiTicLxZXyGHqYUHv5ivEuz2UbGwjEnjkSEKiX6oTn+7PkZKpWE8uBtbNYm3II+vupU82oggfmmLlTKQWaMDlIWbrA8HKVDOcc38lMS1EtU2/xorA6iJgNS7SRzij5+crTOl6prvLpbxEHBKA9zq5i0lbOjKuG8Nhm7fgyHQIp76j6D23aOcy9yojaxPnTAXN9DpkVOeqLxrDrv8o+yaY6duRyobJxvXuC5pxzFcC8bQ7tMK41ULUcIGPWYw7W8rr5MhT+eHcslrEu3ULk0NMWekTuVwtrOXaZ2r5FsC3FFt07jaCHuwQr2BGLuHoxzd6sfbVcD47oGzr0JTERyeNSYx7bqGi2+C8yPdrJ58HPeTP+UyulcHgvkTMpLaZlQsWu5ToHDjVap42vhOqlTWfgUWjwKCZe3V9ndTKVAt4Sjq4mcxR2ebu98L9sJfgiQH/z1+V4D5IvQDJtGCzarmtlBHUazkB3BGEP6cQZVTlayc3mlnCdgL+OlO5s3u29xas7hMLeOKWEEicaCoq+DFUkxk9JiDMNudlUlvND0cRSq4Xw7ndmgmMz1VZ5uXaVEscKMvZRn1n78U4NkHGwjFIpR6IfZ8aZzKl9hR1TDsaSYQbWWn5pjvO2c5p3DZZQ6Lccrpaw1TpBmO6JHM843mek80KYxpvWzoAvzk0efMzfkZcKXhXD6NhviLLyiSvTTSuZFRfzCcYXxpkJsyk5MS80sTJcwoJ9HvurH7xjl6XwHe70efFY5HkkhwYlhTEoDessw5U47etMQbYEaJkUCXg03E+kq5qu2a8jd7ShVAYZHwnw69y6/Hvh7nvhyeWm7yythFh5JiIdbV/i99gJTtj6eLyVR5ctAYGtCLG3ALBUTHy7kneMXVK0Mcm9BSep2DzejeVxb2+VCbA21Zpld2wAT5kb2dOPs6Uvp61XyTDHJE+sFPrdd5d3VE07r3yfbUYVbayNjOpPGRRkLpjAN4T0afXqsaieTLRLWZbvc9hXzuWWBJoWSLesqsmATA7YJBJ0SZg0VVPiLOQhcYzuaTNPIJistd/nf9P+BKcUN/rv2R6RFrHQaKgl2VXJ/Mp4vFXGEWyqIC1RxwyEhTrrDzxX7lI6ukqNeJ1l+zInyjJxglLX8OpLkMYpjLzirL6HKHaZo5S6XHz8g8+iAvGiM/c47NPuSmZp4wK8qr7Da38IvJHscNxWw7MlmK60AS0c1+ZMLvLl6jblwHQsWG7vOCTonJZzIHvCB7JznihjaYRm7xQO09s6yG2rA8P+yd19NbSDovu6/wql9s9bUmtDB084BGydMBpPBgMk5Z0lIQjlnFEFCIJAIAiEQORnjhFO7293tDtPTPR1meuJKZ6+za2qfOqv2xb55znfYF32xqn+f4v9cvPW6exG7RESFUQrDJWjNG6RvJ8gNZvNq+gJ6Xw/nNavMa9LIvr/IUnY5f1HNcGc8wshAHQWTZazb8hk9aiVgL8TUWYFvPRljcxdSmY1nqgrGdUq03RKkGhNu0QYyp5iLkS72lwu5tPScyskwTf5KcqNuJttmOTCG2TfOMt6/y+ukS5R6SrgR36PM2YbAZMajWiEz3EusppHXS2d50VHA8Uwh8ZYiFNZ1ZGoX/XYRza52bnibyPdpGBEI2JpI5beXT7MvOsu9kkysGiMfdY9yc0HENdkUT0O5PO1zERluYr2yjiOBlofxdEYmhhDZrxHzX6Hd4+e/K/+JGcENlo8y2Ay1cmArpSx2geurt/l6zMqqzkijt57fqEtwtfXQ5Pax3N1Jj2WIrwwn2VAv8a37Bs9H+/nEdJmV3inG+qL4RAs8yOrE1pnOxMBt4oolqtzZjA3pGRc5UGl2kOl8VFsaKLI2YGvMY1A+xfWJMr63n0ciWWNApUE4bEXf20ansYDvSpP4WDGLdeUMl+eu0rxj4cVINVv6W8SUZVg2Wym+N8uar5R5XT193gAlkUd0z3nJW1nF4Fime+4V/pZU1ENZ/D7p18Rzi+hXpOEeXiFm7qN8+gWPBz18ajrHh93V9IuXafZ7mRHUYG2P0BieQenyc6xYZ03ZyMeqXWqiYdwiC3udK2xofexIE8z0HqCInaTJ4SNfFEVs6WBgJYlqm4PC0ALjI1rUxnZWF6pIUiUIxnKpCCfjEdeQO5bHd9Un+GPD2/jmLiI3qqmcucGwzcnNSDNXw9eY7upls0uExGRlSNnKxxfO0+f2UTs9Rv/kIUqtnMVaN+/n5fO8PwOnUkKuIoYmKCF2kE5vwkWFdY7jjbO8zr6GXT5BizOE1uDAI1jBrldQP5XJlO82nw6domO0mrhNT9zgYkRwQErsA1Jjr3iydIlQbz1JFin5zpsca5cwqDR0dgl4vnoat3yI16kFmHfeo2hyge3p26yNnsCgUKHXb5IxOknWxgYP128Qa0yl3n2Lgtljxpx38Jm6MQ708yz/HJ7eATx9ClzdvXyaX0Bfj4j2xRTk0wLu7M/gWM7AMmSlq2OYR7oMRGoJH3XfYNs0xUJXMZvKYrTRGv7d+jM2Iim43Zm0mW/QJLdibM8jyVVPnnidYtskI3YDAaWbT6yt5OmnuRp9xrPRU2xrC6kXLjM/1k+33IrEn0pN5C7O9gY+FXr4t9ZfsNDQRmmgGr1FRt9EHqGhab5QPGJVP8l1wziNhnGkjgDPFptpNAYxaOL8ci/G79Xn+eBGAYlKG/sFuezYCrAYR/g8/zLhURGeVjVHiRSaZkI8zElmSbBIpO8BS/1HDKo6EYQLSPiT+dvINFOyWjYUdu5tXSZhE6IVtRMf3mNc4SBndZOEwM1kIp/dkVs0ms8RmDvJgacA5egQpWuPqQlmE92+xvBEOmdMm6Srpsix1jK8WsbLSD9Xto3krckwddTQZenlcPE8gclKYj3VHCvP0eN/D7+8haPtd3k++iuq/WV8NuAgIiqk3OPg/Zm3SbVMExUbeSNK0KWuw6gZxqGWkxsKsrxSQp1xGk1PGzmLe+xNzv4o2wl+CpCf/NfzowbIxkKYCcs8BruUwJAVr0nOsXgRvcaGTGElVlvCB6plts03CU+I+Nv0PzBp6OR1TioRUZiBUR/qrjYsQ+0Eh24jlwex+gU8tZVxf2KAD8JtBBMtVM4E2NhNpVSzis/QyJxzmN1wGxk7+1QZXJSrvPx+/Je8L11jfyiPXXEHzZY23nKFOOlU8O7uJHqNhuWAktWmcXI9UeRSM78vuYrNdJuwfppl5STJiY9ZlygxSW8zHLpGSFLOdvN1vlZfIGws5gvTGbwdxdjk7bhj1RxEMqg2TrD0IIN5l5Z9cYhXvRv4TXrkok42tm6xE6pmR7NCg3MUi0lB+0Q1vtBdng0MstNXzg/dp+nw1+GSrNAuneOTidN8ZnmXVytpzKmbiYok7Nva2Vm9yP/U/yPhyVS+nOig1J2KWFWJSNOBVS7j2lwB5/efUbBs5rLLxq83BVxeLOVKPMH5+U269GGODBZmtWl8Zg6hU2t5qbrJR/IJFjzv8jfTP3Ji/SmPqs6R66vCozNTMnuT9IVKpjWHCCP3KJ72YNJZSQjdrCjXyHDV8cIQY9hXw5Ylin/uLvXGGWztg5idmeRbB7m3dIHlaA6t8m0Mfbc5cp3mifVX/G/9f8MVLOR7xa94I8vkViiNSoGJqlYX5yaquOruJ3swxFnVJg9HYqhtC1zTbvO+8pjb5jluja5y2rRNx9wxLxozKJ2JUxxN48Kjbd57+Jwuj4V7PVdp8N/ksXWHvaFCHvZU8sXIDustdaxOpbKbWYGmv4sqp5/nl68Qm6lj1C3k2DKHKtTJ4cgBD2THPFPuMah18TwlF9HAAjsbtxCpjHTrpSyrNZT5Kwjq3by3HyNi1vBiIonZUBVJ+iUWJrJJfbiJp6qSDyUaBrUOeuVyDG4ThTNXkR20MeJqZ7SrkAlnKoM9bgIjal5YczCpAsy0tqJUeHANbzJjtXJ1qhLzhpBLkWOKoguUT+VzM2Eh2BbhiTHEQ8M8/q5lPkq6wg1PAUkbR/SaLAyZzIwrlkhbkhCtqeaDSBIfdxdw5CoiKqhHMLqGVONlSjeGU+cgOVhKfdBA3kiQ+zNJfJ56igeOs6wUlyA1K/i6Z4rrixYqBFqOp+q536HnvjaP/aJCtgc8PFjIp2TZjmCgi6m1s5RPRflScgaJ4RbLR2loI2V8pVNxd/kCfYcjfOcMILdXo7Ro+IMyHWOPBvGwgPU+GePDK7wxniWid/NytJFnNglHlhtsDWgwdwsYD7WzWapHpBAwNZTLzsgmJeOZ+Hud+KQuDPp5Smd0tGnqKDAPMdpTjFQU51LoNl+7LzElnqPW7EIrkqEdaKPZfpfv887xjTLMQuI0SfP52PYb+KxTzUpmLsuKMiLbeXRtW9hfScfTJ0Vud1Gw8JjqpQjXN+4hG9tDO/6cUHMuopFU3iTdJFJcTqv+EiZZmBnxNHmLz/h4WMk9UzpvBmtJMe9REprnaVcyru55/tB4kebQHMOTD9mVVjPlWEUetGIRWnjSMcmc3saGYpH5vjXal0+hMdm5Lo3jnSygPX6OIqOf20tx7MZRwsNqNtdyKbT4sS3lYYqcYqy/khszhXzddoI/3n0X/UQlUoOCmlAuXQ4D6TNSboXSWK6tZ0/Uj8JmpEUl5nlyEl2+cdqCHtp9YbQOE6tVJh5l5fBH0a+xahSkKFfReRTM7hZSvRlh0G7j5eIZPrl9BYvaxaDeg0lvxyNYw6sX0+SrJjiTw7O+ZJKCBTxaKWFPpeKqZImr8Qekxl5xnEjiw9JkLqrD3HZd50iyg1ahQ95fy/ux04wrBnieWop/9yydNi/jwS7GZq7iHB5g2pCgNmAndXubFyu5/L7zBHd81+hy7hIYzWNUN8RqWT0PcysY7xVj72nD0d3PVxWNqNo6KJ8uxbpYh3RFgWYxE0WfiZHWdp4Z0tlV5/PH4TwCbitzXXfYE9QjirSwJk9lK5aFKnCBAU0ZWqkQT3MBnZo8PP1uLuvi5AaXCUv9PHEIydTNcnblfV7afsbn+suUCOP4xOM060ZZs+eSNp+JZqCTJxI/P6S9w3xLP9mTWQjsAzwwqpjol7EgNqIdFZNtcKIx66gxz/JyvYhymxuTOc6t6CHfq6/zQcpt4q2LrJZe40NrKj2OAJ9lXWV3upRgzwZRzSTu3mnuF+YSGxwnMbTBpmCTcmclFmc/mzNX+LNsir+1/5y/DfnY3rqOWeXBIahl3ryGSzVK8fo6z+utTCdycaua6DOcxbH+Hh9ou9DY+shcO0Q0VsPtQB0mSxPv2vbINLtJt/QxtJvJZEBO8rqA1kUd1va7VIy1E5JUMq1txyrr5438FHL3CUy6Sr4aOcW6/AT13rt8L4qw2JtP3qiPV6u/4ppxngeDLh4qEvi7JAxYWlHqBciGhzEtKvBN9iMe6Kcwdkh06qcj9J/85P/UjxogT3Y3+NQkR2YR4xHZmdWbOJJNY9aaMYrVbAoLeF+d4CPNRUZmp/nfpv8LsdLO16UXUBqiCO0eRAMCLL31BFXlmIw6PIYiPrek80Azw5eaCKGDEoRePVPbFaQ6ErgMg+i8aj6aKSNz85Cr7jgWRS8/mE7wwfAqT/tvsi5Wc3uimXeCfk75JJzbWsCoUlKzHGK9dZQhuQlPr5Tv6i7R7cpmTT+PcLiKO1Mv2FdUMSi/RtdEEavGPFZaUnk9cp3o2G0+GTmHU1CGWdLBePwO92IpxDYzGd9pwmWOMa/28mz4CJ9Vjmi4D6VTQsJrRRwS0uVw4zdqcLklWBbz2Bsy8rozm38ZOkl18C4Twl2q5dM89VzlZfw9Xq0lYVSrmdM4eKosYm0pmd8b3+PJ4q/5yu6gTZ3JoKcUiX4Iu0rFzXAJqbvHXFud4aQpwPl4PheibdxcjJIc2qfcOMkL9QxRZzNvHD6kwxbsykH+IPehHz/Jt6ZfcD20gX2klW77IHGJk/LoNTIX+1CptzBPPiB7cQ693khUcMCYcYY7ll6OtHHMG+nsmqPEl8opVi8z3dJD18RVyrQ2jjbPEArW0K3YwTN0ixXHOa5Hyvly5CY+UxadmiwcAjvXQjmkycewlnaRPFFJ3vhd+tpUXNKucCy7R70+QYV5hY+UT5hqbKYqGGHG14Ji4hGftlyhZmGKykgBKUdh/uH4c8zyXh70XabRf4tvNAsMhRzsCyr5UrnKQq2KrflkloubMHR30GjyspeewlbgLrJAFZ9qN3DNVnMk3eWF4oiQcpuukR3mCmvwSoLCWDf0AAAgAElEQVSsJFIRKs10SCTMuAop81VTHaji8uYGn+u7mRvNJ75ci3OlnJmt26Qd7jMk1LHYXYejp5ehkRG8AQcO913atqroXsjF2Z/F+FAu9hEvKyIL6eNb2GRzuCRitCOTWOQbPFUFuDZRSsF+nCsTR6Su7VI6nUNxSEqw1c8LTZRHunkm2kK8uJZCo1xO0sYDrPYOBkxWfNIoBasGwnV3eH8+hY/lBeybi5mV9VLn2UemnGBfskVCtEnyZBHtswZOa7d4HDrLy+vJPNp4j0B/IwLnIN/0THMtOIm6t5FnE0PcqxPwTJfJi8I0NvrGuD/WSOWuns27Rcxsn+fG8gJjg/2UTOWwej+NptlMflBPURc/j3Wrlu+cAcpmrzApWeJ3ynS8bVqsDZWsD3iYkC5xaLhAyNLHms3AB2YpCVM27gE7oeY2FuM1hEvzsYqihIWlxKWbFATSCXRNYZdNYtEGSF0cQSiqJdekQSQfQixe4PxMBp+OJTEnCVI7GsAiHEAz2EKLs53vM8/yz2onK4kbnFrXMreTzded4+zdzGBxsJqte1cYnW9id/k2lkElZqOZ9OWnpK/ukLxxRGf4mHHLQ2ZbKuizZDLfrSZSWEGj6TxylZep/h1y4k/4RtFJbETItz3XuLD0gsnWBh7JkpnsnOVfmn/Ng/YMRIFj2qcn6ZrZIGDuY1SwyOtOLz6DjlV1kI2BENVLFwgaTFwfibIcu0r14iWyddOUxJdQecZ4IoqwvpmJeHyEkaU0VjdP4uuuJjOYzdO+U/xQ/A4qu4ARswiBs4ZqZwcFMzvkBvPZLyjiSNWJYVRNm9rAWkEqXd5xROM+emxORN4ZNu4qeJaewZ8l72LWqEhWrKM0WZg+LKZscxFboJffuE/wcWkyZs0oGkUEu9rL/LAHr24IrVlKIJZGsPcuKWPl7M5k4W1sZaBNyIX1PVLi77O8doUv8s5xSRUl33aLTUEYsUqHVZrPh/NnCEs6eVBYRWIlF5vKjHjahGs+H/NwGxvmeWYTPaTsbHO8WMv/EPycIt819Jol7K5CXMMS1iuURJtymTLm426sY7Snk09aC/G3dZMTaCG4dpvJmTqG53Np7TUw1NnDC30aq/oy/iprZ3JiiNnOu2z0dNAR6mZafZfdlRJapi8xKO9hXN7BTHMuB3kionIhE7p63l09RiJaYt0hI0c3y5nV93k8+jNe669zVzDLcpsDqcrAY08eFxeu02aRszqo48OkCyz0G0kL59DlauV7ZRCPpJmp3i46xxq4a9BhtKhJ0a+wu51OrcWB2zrJlYUFEoIpnuflEW2NEKu/zjfmi5QGV3hz8ypP9i6yNZrB8/VUFssq2Ws6y4xshFlhnEnpDHXWYpwGFXtLSfxBNs7/O/hP/G1wnIf3ziLXjBKQVKGbjeI2GBFszPOmTUEoVkCXWo9s+iRz2yd4ptDgsAxyY2MTrVPJhZl0ZIZB3g4ckD0q4Y5mmPatNBwBAddWGjD4jDjaykmbE9DeauVeaQ/tBh3fKE6gd/yaAUcpH/fcZNR2nTZrHd9Lo8RbisgdHef54Vtc0sf4sG+SJWOM+W4Nalk9XkEf4wN93FldYWM1B0H/EFUrj3i6OPOjbCf4KUB+8l/Pj/sHJDTGQ4uTFUMtTqGRDZWPiMqBSe1kdHCAD5XXea5O8HvZWeqWj/jfhv9GrSzOHxveJX3+ITqtlXaJFlddKUa5HrdziCHHbf7VcI3H0l1+J91kfi8HVUSCZaON84FVLFoNXUEvH8xnUZh4wHvmPXZHcvi75h94JVrho/6LLIndXFnSciZm5+RcLddXtzEr5Jw+XGKjw8yssI3dploe96TitIrZ0y3SPlLEoP6QZ7rL5PiSqPL18ZH/PKHmXA6FeSTCqTyR3MA1che5aIDI6m3CiWwyNDEK7JPcMGwwqPbTKN+kV2ejvU9Ok3IbpWqFW9o5Ymo593VjPDZ7aY1msCT08+91b/NvkjPcDVYzJdwhSx4lZivjg/V3eb36HpapPia653mpTicaSeFDSxIfrf+K42EjXvkgTbZ0JGYJVr2WrFALBVtHvLe5zTmri6ToBd6bVZA2N03W2BH5xgCvVDF2Qx08dBppFDrpV4/yz3Iz+rEU7ltPU2H1UxSepcM+yPrQDM3hbAricdRaD5Njjylc2URj0BHsPUZl9iLQa0gYZpndu8GmJcKDlVLK5DvMNNRSO32FRrWHnfkr2J1D9Cq2mRVfZkF/llNrgwTa2hEPlZEyeQ3HiIGMyXze0y/wtmWbNH8VpZ4e9C2d5Jr9BOSPyFTvoLKGeaa5x3iniLzpNYwhKV7nId+3nqJ3UUvrZC3ZhzZ+dvwp4b4uDkQX6XXn8FfFJEWJFVa0fXysiLBYbWZn7jK+5l4mqkoRjWhI3M4jNlfBQDCLrxQPeRC9xX3xPofGabzaMfYEW6SJImy4BbimihFJdQz19GIaT6NvLIOSUCHt4afs+rKZEFUxv1PB0cF7zO7kcXtzjwq3nzVrEwvtA4z2CvH7B9F5GqnZSaCLltKrSCU8lsJ32lu4heO8u3TMqHgVg16PURxGo1/nsWyOq4EKWqNz3Bzb4ub6Q0pmMrErhgi0OvhQHOeRfJW5eh27OfnI3Dskr94jPJdFt9nBlCBGRTzIWGsBz8bzebBYyKa8gIBGR5VzC4V0lrBomfGBGVImixmKaDmh3+N46jSJonyOZs9zb+EC+3eT+UN7kGuWGILxND50Gdi824rOZeOH+pMkusc50A8zcL+X17k3iW7e4GJMwFR7DRWRMjYPb1IXSucbrZXh+SymV27zrcvN9ekUFgd3+EhdwkS7FWtzDWtDASxqF8c9SUw5CljSh3ljHGTaWIVYOEy4qZXNrQrc9ZUIdX2EB31YFCvkBrOY6JzFrFxkTGXgVrQHVV8zJQYbzUYxA4oxzs1kcc97i3WpjXpXBMdgHwphMwN2Ad9mnuV/aAYJLjSQfRxlK57CV4JJnl2+znx/FZtr15gfzyU+3oFRJMNrMJG6+oIzuy9JW97nTvwDoiO7THZ00+RsYEZdxFJOKY3mc+iGA1iFCTKXX/CZuoZI/ySfiC5zef0l2/m3eaRPYq5tin/uOs1X2Sd5MpBg2O/j1MFLQqohRvum+aIvgtk4wpLByIthBRULV5nUWciTBBCOi7mzcIV07SwtiyGE46N8NLxKbD2P4GI5PYtXeXD4Dp72RjJDhYRl5/gs6yIjVhFGdy9GzSCF3jwyow/InSziUWY2z4wNuL0j9GocDBoy6fSNo7J76dDq6feuEOk0cJyZyeeiizjUYpJla0iVPsIPCrizscR09A5/GvwlH9TcwKSxY5RFcSom2VP0IzeomTT2YZktQ99ehKWvkLi8nsZ+B5niOCd3trmWeIElls6blkvky/ykGZvZHdLSqTTj19/i1cxlVgbqWa8qZ2sli50RM5VLs8SmMxCqW0lovCxPKbi1u8X9cBvfVSVR57+AZHQOua8Is0TCJ6mnWKnPYM52C09NMYH+Wg6Gsljs1lNq6WV6M52F+XJ6w4V0dMsoHzLwUpuJx9rF70ZGWZu4y0xLHbGWLqon+oi61GxtlFEZukmTTMeMooPdtpssNARoD2Yya7vOpe0d2oQJ8jRLVOsnOb3ykkX3Oxzoc5EITYiHwnhlar433uJUvJy0eS/h9h4S7bmsCce4MZdCt6eSV+pJEspKZpVOWscrEZgECG1GGrwTVHuN6G19DPnmOLE4yqFYTbQ9SKgtxE5fJt+aLlAT2eKT5Gs8OTzPbvgGL+cqeZySxm7fBWzGflyiVcwyP1WOPHyaUQ5WLvM7qYn/pb7Cn/qtPD46Q5NwCrdGSHMiisVpwXQo4fnyDfzxEpp9arbuv8O9++/wVOZjefE2ZzfjKA1znIueo0Fj5OdLD8ibukO5TM/dtVsIZ7VcWy4lJNXjbC/j5LaLwt4JPskuoMXi4/eKX6MxnqHWn8vhYDF9nlz6lA18o5hks7aCbEeAR0/e5Yp2kd/0RxmzTrHZN4pYUU24rY1FpZiCjTXWYzn0iYTciR/xG6PkR9lO8FOA/OS/nh81QMZCfcw75vhYn87sUAsPFGFUKg8anRrXQAOvlNd5pk7wZjgZQXSDKVcnVSM7/DB4grOr72MfMdChsmHvbkEtCeJ2DlEXSuc/dUm8lN3jK9k2s+spTITbGNqWkOZdw6RSUjq/xF48j6boAy4Yd4mLCvgP1QmOhHE+HzrNjGSaU1sLJK/EOZ0YpjgcxyYVc+reAokOOy+ERXxWkUpouJwXqii7+nm6pKWMd8zykennZExeomDUyrcTJ3A2lLDQ28ThYhLLmkq8yiqGJALuLaWwu5yJXu8lFmnk1uIe0yonTxVrWEcHWBbZsVmEfGGYI0s5R0Tew9eqFb7VT5K/kMLUUIy/DlzkS80FmsdbCQ2vkyFfQWYY5uXhW7wfPc3SQJRR4RLjI92sTd8kZi/k07VfMKGf5YEuRunoFUS2EfQ2FTlhOXfXtvjF7kOuOpVkRs7xzuw4meEJCkePyNVP8FwZ54NIB3NWPUVqBwMyOw9EDv5qvEzEnkKb1UBGbIMrwWYWRItsytXcWfkQpbWDFecxDYll1AY1wd5jJDY7TrWXSYsX/1ox+y4jzxPFlMl3CdTepjuUQot6lOBEJcPaUbpVm2yLTzIzcoETWxrGmxtIDRaQ67uJU6OgZKyW9yw+TtqXKPDVU+7UIh/ood2poFVxj0vKPbbsQQ4Ns7gFbroN4/x86wOWddv8pfsEqpV2Bry95B4oOfnkCfdFKhZVV1FaSvizwo560oXJP819kY+lKivbC8l4WtoJVZZg7hkgWpxHIlZE/UwyX4884X1vG4/W8nkUqWRYZ+Zz0QFWpZDH8SJ6bc0oZVa0bS30T13lI0sZKqcc59hjRqer2O5MZfqwjINAIVMbFTROx7i1GMNvbeQ72SqfilZZ9NUg9Q5TsvyEiXgFnzjf5f31E9hlMXQj4/x8/RiPcA+DXk+oLYzUkGB7wEhGoAqrIkS13cfNtafcCaVhdYnwdWh5ORhnZ/getn4n0zW1LMtWyI4kGFsqp9nmxdkXpG5+GZ04jUeWKp7s3mBlMBebKUS1YQm9aBm5NECH0kJJoALVpJgT+j2eBM5gFPfwZPIM48PNLO9d4st2CyW6OPL1s3xsmiJWUc7V6AP+PvhPLLe52RfpGT0q403OTTa3r3FhsZL50kuUx1rZPbhBRTCLbWsDc74hwgtNfO0eITl8i0jfIp+oe5juGsfa2cy01INoxM2zxlQWHcks66J8ZWjHoB+kXZ3GXHMX9zYqMAxIGLblMNs/j0ieIH0yj2DnHGblGn61guxQBfaePpqVE1TZG2jTGTgdaOAwcpp9hZx61xLe3kFEshbkZjnfZp7j75paPJNSrEdNvA5l8pXEwZvzF5noriGxmMJW9AIzSgWLGjkzBjVpiRf8+uA1pTPrFK69Zk60gXMgRJM3i7A8k6XsEursF5hon0ImmyE7/oT40DTBdiXDESNS7xLjla080V9gqWWCf+14j+3ebPZ7XCxLnUS1jXhUJoJNA3zeP4fDPEDYIuQP+rvUhDNx6Lw0DZlIMa1QEMwgWbXK0Kwfo3OMw4Eg8a3bHNw/h2Aqg72Nk4z3NHN7shSF5gpr3XfptjYTmGjEohRT4E3l2soBBRN3uJeTxwfWMsJjIoa0Tpr0GXT6xjHKVBSPjSH2LDMutHI/L4+Dniy86j6yZPMMq8YIPyigbC1OfD2DP1e9xX5XIQa1E9PILGPSCEu6XqQ2NR9q7qJxDtLpLGB+NYmXullyxBNUCqZ5Z3eZSxs7jAVq+FB3C2NbP5e0JsaGBdTKHYSdN3kRyGCvpYyFljKW7AO8H+zlzvICOzNp9Ds6WR3R8pHbSNr+Gi89LXyWdZvewElao276/PmYBEK+yDjNzt1M1jVX8NQUs9aVx0F7FhZBkC5JP6Gtm9xfaKB2Jh9tcxMXpQt8Is1A65LySr7MK18K/sYu5hr7KRnvIx5uJbFdRmUggzK5h/mhbl70Xma110fck4XTe4G3dmPUj9VQZTGiMZk5ufKcgOcyO4Y8wiON3BrZICrT8L0uiauzeby9P89ihxCzoIkj4RRX5pLw6G6zrfHxRlZJQumnY+wuetMglWYrg/NjnNctMePI41Jcz6kZO1tyEcsDJUTrZ9iTZ/OlLpmM5R0+vnqL4/3zHCau8Hy0j0e30jkYuYzE1cj00D7R/gjlrtuMG2zsrybz+bCM/9RU8l2fnAeHF2kfsPNQnoPQ50Lr9BKcn+ULWQ06t5ThcSmP1t7l+P7bfCiNsDJfyru7SzQqNrkYTiFfOcGvNh5yZzadQqmXotXr1CwHuB4rZqHViLurmGtbU1R1u3iRnYJRF+EH5RnEqsuUB24xp2qjKpCFcrCZL9UqHtZ0ccs6w8a9S9xRe/ltf5Sgw8wDwRQdhlrmGuq5rx+gM+7AEx5G62yiYH6PR9GfbkB+8pP/Uz9qgLhnplm3zNOrsfNnxbu8kK8zYBrAplIxIyphUVbKE+U6h4J8jJFpFqvaqZOsMeHt4ObYHm6RHrHGilZvwDwUxGGWo9+4wH9qr/KBYp8vlWuMLV4mNnmXhgMv6dOraEVK8mMJIpvVlE0/pF4VwyTv5C+KdJaGlvjd8FnGRmY5vb3KzfgWZzd9dIxO4Bno59K2g/nOAJ/0FvL7wtPcc3TyxFHG/flmIuE0poeDvLb+klJ/ManaFX7ruoB/MI9Qax2P42cI6MW4NA1o1T3sLlxhezmbMYuJh5NtXE/cJyjV8kS1wpzcgsZsoNLVzRf6FfIV02hVSn5QrfGZYZLi+UwsomW+11/mwH6FIacMryRO+0icGpWL48dvszqex73B+7h7nbQMungdPMvO2CU+n/0VEe8xz8z3KHUk0+sUIh0VkRsLUr+8xM93jrnuE1A8fZG3FxbInRqnwrBBqm6KNeUcvxtzotWMcsetRNCmwi+zMT7aSretHalFSJ/DzollEyHJOlsDfu6sfEjraCMHtmNaZ2OoTAr8/QcMjdoJqaex2yz0R5U8C1fyIlFMuWIMbdd1vGMltCvN1KgmqZGuMqhe44XkLbzi67y3IWbXtIvXZWHKZOJAHaLdIeSye5jzpmlKvA3UGlxkh5cwuBpJle9yXrnHx7YwixYHAUUUe6eEf3j6BU/FcX4YPoVzrYSRURm5uzLSHy/woLsXt/EKJkUxf5YJ2NUoMAe3cOrDRNqCzG/kslBRxERtFf7GViaqithcyaEieomvRx7ypeSQh9IEj0JZLG+k8yLUw5hdwpO1QuqM/Zhlo5hb62mcuc6/m4qJa+ZZshipWJazJ7jC1P1SQoo1Ju6X0+yPcHozjl3fy1fqJT7WPeXQmU/blJPS8AOmE6XYDU0srqZjlOwxO6Tj3OILfEP3MRhMGKRzCJzLzPdLuWPLQiicp0+rIXt5n5rxEiwOFbZeGU9711gUHhMtbcPaXYVft0y5N4zMJ6BydApb9zQ9Ewn6bcncUzbx5NF7xHsyUVvWqVVM4+hLIFKNU2qT0hmoQjKl5ZRui8PRK0jH5DyYuoBCo0Mz38zngn5kI/N4ds/zoWYJf0sFp9cf8+8db7PSaORwQE14N5NX5bmsb6SQP6fkjiOZupU+9vZTKJzKQevO47k5wEa4g1fOdq5Gsgm3j/FGaSTav0Sw8y4utY2BbjUHdbc5sp/ksW6Zrwx3UTnktOuusdDSy8PlOxTP7GA0ZLEvsGEbukfueBXBjiBGzS4etYTbgSxsAgEScZxibwk1ViHveY1MR87xWDVAgzOBr6OLPk0zZoOO77PO8Hd1GlNuB/cfneSH0Qb+MNLFl2fPYu1oIhouZjt+kSnBCIuaBWKGATITx5zbekXXeJTSxGsCQ5u4BhLUua8SGs4kVFhKiyWJxdoArWYj+YkE/v4j/E0dVK9OMqc0ImrS8Fh1maWWAP86mES8o5zt9hES0jBLglbcKjMrxeV8OjDPpKqZgK2P35gb6A7cRaKZQt0+xDnLHgXBDC7qNtCMBYhZ1oi0q1nczObJ8TtYnS047b041GL67QLaTDXYZWJqLUXMBmtQauXUGzK4vDLGnbFKlspreO3MZcmtRKh106YqoCkQZLS7izuzkwy7Ngn1DvNJUhKJtmJ86g6qZeMMacaYeVBIQ2yW+FomH5efxdE/gFLlwS2dY0IYQ+owIHEqCat6GPa1oY2Usr5yDqt8DeNAGw0DHs5sr5G0tYvULuODyXwOCvI5ox2jVj9CucTJ8kQKx64yHtVns9yRz3irm5fruTQtTLAVzaR7rJ2AYJivtOtkHMR5rK/lN/lVDDqTmAsU0DZRjE7QzTdFp7lXmsnR4EWcDeUctqayX5FL1UgCQ3c345vXeZAo4vZUMZaGak7LEnzdm0q314bf8oAv3efx1Dcw3ThEkaeXnZ0M5vZzaXEUcVfuItraw3NRDs97B/mT6Tz/ps3gdGQPq8lJi7+WQW8Dv159yqI1jSeGG7xSX+cd+T77Ch1fGC7S7E3n3HIrS6oIjoZy9iQebswm8bjrMnNaF/8qree1ZA2dsx6DUUqOxkTN8gp7xmz+YHqXzIUFsl0TrGilfCE+yzcnT3FoyOClPJPkjSOe3sjhWfwyj+6f5umgnMP0bI6M12gJlLI0eI942zxl3hyCNhc7iWQ+HO7n72oJvx3o5XDvGqIeGb9V3qJ2aQrJ+AzT04t8p8pAqvBij7TzOHaGZ/fe5pORCIHJbt7diVCo2uGqc5A68QRvbz2i3VdMjnSKgpXrZG0scTNWTKTJirunhLo5G+I2Efdyr7GkmeePmosMyW5RO34Vp3GE8smbWLoa+Vxfy8f1Cq6Z5xlPFCFWy/hNf5Rti5EPRpboUtczX1XOF/oGNAtNNM2sEV69Tep0nNiLD36U7QQ/BchP/uv5UQNkdXWJQ8M8ouFVNrtL+U4+Rb29gnmxiyfSc3gU/ewpNoj31+APWrAPaukQLlCamKdJ6ccrNCFTWlDpTbh6AziNWsIHp/kPdQofK7f5yDyGPXyGHV8VufcXSNnYZK6xhpSNfWy7vaR4DlkWJah2engtamViIMQPI+dRWBOkLAW4vrLByd15ZFoL/q4ebsb78YvCvG6q4duc0xx7RbxqvcW+y4JdaGfJ08yH9p9zN3qOO4o1PjNeYtaaynxHGy+XT+CT2tBbRYyba9mOnmdtOZ8Z1wibwTbSF7cxSwaIa0IYdYMIfErS7Ao+1a3SpHQh0Vr5vXKRY+MKDZG79OkN/M54kkn3DaQmJ1LZMnbxBk0qBy/uv43BOsCq4JhYVSv1HW5+M36Ol1tvcey8wJ79Ke7AOv2mIlrc3fR4usjb2KVhYZJfbD3l6lQ/Jf5y3lqOUzAxTod4iiuaCG7FJH9RP6BVMUWdX4y/uAGbwo7BqSLd6MFkFDPWWM0v9+KMKjdY6I9TufKKclczR+Yn3HXtI7dI0Co8NLvdrKqWUFnMZEVcPI3n8kEijyzFNF2yK6yPlRFQSSlVzFEs30aqivOV9OeYhDmci9dy8v773Jkspt/RQEznZshoIDlYTrHJR5m7mZ4RAxmLm3jcZZxT7JGs3OUzawSvTUnMtEWwpoO0tQ2+6I/yO+UlQolb6Kw6stekFD7wo5QWoRm9zKigmD+P1HCg9vBCM47IEaE2eA/nbi3rd1IZa2hj8c5dND1lbMTTqVu8yBeye/xF/oJnIwn2fek0q33sGS3cW83jyeQwDQY5IcUo1uYaymZu8XdjGm9kD3itv8T5zVn2ZOeY2ivFbN3F9bCBprEAF9d30eiGeWEwcM90xGv7TSoXZrgTXGBmvYws8ThT8SJGh9dZkojI8h/jFR4gMdmxyhYYdM8RUthp8XZRJolQJp/h9kKY4ul+9qMdDCqURJtnGevfI5FThn5Igcg5S5vORZvGQrE7wmh/HIl7laZAEpvCJp4enWelOw2NcZcmmQdvdwKhxkuutwlFsJaa+Uku6NaImXOZdNfxwHMJq16J2O1kb6CNiDRCcP88rxSrKIT1nI8/4PPKm7zobuG+YJilpVTud1cRX09neMLH5cglOlcH2Nu7xc1IGsMmJR+a/DyeUDAx2kFWqJyFBhObOhvLA4uExHJmpR7UjUI2Got5Y3mHN8oDvjZmIZ42ohdeZrF9iAcTDWQureNVp3Ms8jKi2GNQ48HZNcqYcgWfdpi8sQwG1Ca0gl1yA4WUepo4NxpFMZ3E+5oWGhxruBuraDfWMqnW86f89/i/ZafYtfhZu3eFf9Hp+ZMsl9+dPY2urQV3uJPpsWoiHV08068xY6qiYOkel9c+ROqdo3vhJeN999EKXVTbb7Jou8F4RQ7dxgxiVR5GJRZKVqYIGuRU+vfZcGYxN9JLnTDA4/5rxFrG+X/6T/GgIp1YxzCP1E5G5V78egn3i2p4vyfAWmclDkc3r22dSFx9dKmmCTZ2c9J6wLVgMafNOzi1UxwZDgm0qlDOp7F6/xSJ5VMErSmsqYtodHVT66hBP1hBmauEaVsr/aMGhgV5XIy1Ueesxd4j4KU/k1WLHaHWg2ikhuqpafyd3QgDJuSWHcxSOW+SktiqKcKk7mdIaaLXME7kfj7SJT3TsxWs3i3BNCDEqHbgFy8SEMZp9owjH5VgFNch9PTjG+tmytpEo3Kexbs5dPbquZ7Y5tb2Pe5og7yI57NZVUGXQUOvQUfZgJGt2Rs8NDbwvOcWhwNpTDZL+NQnRxYbIRCrRecT4hEIeWoOkbefYEdUytd3uunT5vLY+Uuag2XYB+v5U/UZHhbk8qTxPEZBN09rk9nKL6ZDdY/RzjZ0azc5uneZPGcDwvZOcoST/KnuBpoJLd2BI/5gf5exphaCDQKKR3s4evwe3v3rNGvaEMuVzDa28VjSyCtRA/+f4Rf8Vl3H5cAaevUMcYuNO1M1nInd42PpJX5nOMlTTSp5sjgv5EreNyIWkL4AACAASURBVCajsdzhQjSTR+ZZRmQapowasmcu8ts7p5jV+vgPWRtfyQ+J2KrQWSSkS0e5vXqf/6X7GX8yneVyIkqrdo4p8wjf60/wu5OneGG+wSNhCRe2H3GYeYeXoWs8fvRrXlQOcZiew31XCg3BAiI9u8y0zXPHd5sZW5CNRDJPxU38d0WAT4ebONjIwNDRx280FTRt+rh1/ymLvn2+1qRhbXMSipexMXuTF/ff4vVwlOB0NacSQSp0CfIVCSRSC7/aOEDmqyBXEiJ/5QbXd+dIj9WhEHpx95dQ4bcw2lbBfEUqj/RR/mi8iFiQg8xxHoetnarQVVztjXxmTua3bR7Om1eRzHYzoDHxedcYnyhjvFEtky+zUyV28c/6QuThVDJWXrK4kUODwkbw6dMfZTvBTwHyk/96ftQAeXYQ5YEuylhXHFNnL9/KprA4rrA36OUbxVtYdHJiijVmO5pZd/UhMAdo1szSHnFjkOvwCRzIhwyolRZcfRM4TRrcsVz+arrGa52dhwEx31jeI+Ho5OrDDTLvrTIrqefswTHCfQ0C2zhvhu+TOpsgMWDF32ngT7KrtIf2qPSrSV6J8/bhJga5En/bEIXTZeiNyzyr7eA3WalMSKr5MDOPmGkcX98qzulrfOT/OYUzV6kV+nk1morXWcpKn4CPY28h1c2htVmYstzhYO0CKwsVhCfa2RjroSC0TJu+H7Neh0TdjjggI91k5LV+BYVKxaDKwV80s3yp26RqqpMibyPfG06gHE9DpZyjXrlEVLSHQSPi0c5ZhGo9YeExcWkXwmoFjx1FPHnyNlFBMa+MjyhYmWfCJKPW00i7r5X87SOqFq28tfKESwtSKn0a3lpfpdgfRNtp4rRqGaFikh+Uh9QpFyh0KTm8nY52eBKrRUeJbgyPoQ1NbQ9vb88waFllURSmY+EZue4WHhsfUe16hMQmQmqW0mQL8Ei1hsRg4mpYxVGsiIfRarKVE5SPXmRnKp0X6kGyJIuUyreRKaP8TfozZAMFXFnI4R+fvCY7dI0idxpTegditZcLkat025XUuDqRDQvptFoYiks4r9glV73GZ7YQYquUA9t95srriHXU8pu+eT7QpbMaS8ZhspAzL2QmcZ087w2GfBcZay/le1kuL5QhPlPOsVJaRs3kA4p2pllruIWrpYODrFy6dRWszafQsXCeT2Tb/FX+gpcjMfZmkmhSBggIgrw/ssxD7QKtWiPziiDepgryZ1L5n8YbPJTs8a3p55za3mZVfYnQcgV9q2Z0DwbwiIa4vbhKj91A1JGHYmyZTy3XqIhHKBlTML7STKPBSmDpLk7xLDNqCfXmI9ySTdTqGRzyGD32aQIKMz32YW7p/WTINyifGeVGXMXL5WruOgyEW+bx9W3xOPsWEYGFrKkE0kEF3VoHBb453LIdbPp5yqcLWey7y/ONNFa7MzDo9hmRyzH1xhnQ+EidKMYdqSVleZ0r2lU8hgY2/RkcmpIJWMSYpBqs/V08FM8S3cnhpXSZKn0XN6Y2WG7s4F/F53ksrmDVms6yrYWZrUI8Y3ryA4MoVvrZ3UkjaeEmclWYQ0cf32v3GXGWcGeiGa9Ig8VgYGLEh09tYkHswlbezXZrMV+Yf80bSZzvjEl0x80kWs4R6eznvmmQzLUQXlUhcWOC4rF9bMIN3F1q9oVOjDozed5U2kb9SId3yfCXUzBexS3XHL1Tt/jEUEyHeQ13TQn1tnLWFVr++c47fD/8T3ykmqfTr+Evykn+/P+zd5/bkRjmnebvYOecWe9YtkUxk51zA40G0I2cc845V6EKqJxzQhUqF2IhFHLOQAd0YrNJNtnMpBhEkZRkekTZ8njGxzNn1zs759kPcw/8oMPfVfyfL++ruMiXZ06iq29gcMiJUqJhoaqGT7QLqBxplE6vY3JsIAouYAm+gVOwia9bTqUtgTl1GsPV8fTrGpitDuGTOslfDiAfbyZ96hZPBwtx6XPId27yJDeRhRY3P/a/xHt55/AK1dw3enBodQzbBbxZ1M1xi5WdqgIU7jbesprQWDSI5QGizTJO2g8452/ipGOLOdkywaF5uhVFiMLJjFjt7O6cxTWYyWNTEtW+QQo9FTTqE8jzVRCRdtHjsaLpLuFs7BqN9kZMgkEm5ptY1Y7Qqw1hFPdRPjZJWGLC5RCj0e3TYbSxn5fDnfwMOtQGQuouumwBgnulGBZ7cfta+CjnPG55P0aNjdDAHH7xMtX+cYasbfgFNxjShZk5ep0xQz1ydQSvoBe1UkvR2AJFS0sIdUPsrqWyVV9Gsa6M17XjtDf3c7B4kS1VG58LOnlDc5XVFgkfBjvwLTYgXxnklmUCr1jEZEhB1d4S8/0lfFEjRSXJRxHKpDZSynhnLj82neZJSi4Pi87i0LXxVvEF1nJLUapuY+9vQBK7wd7BZZpVdeQKbfR0avh9dRbjYRF10wt8b/gl080ygrW91Dkb2Ts+iXrnDGVyCaPKfibqajiSKLhvK+PfDb/gbY2AvFCQJvsiHyjmyRlv5tzsMj8of8W3phcJqRtZUvbxoVzEvjkZiUbC2dkE1p3DGMeOkbnbqQqd4UnBSda1Y3ytlPGFeI0lcx0yl4BrMj83Vx/wP43/kfd1mZzcWUYtXsXh7ON31hd471oCH9gv815+IpfWjljNa+Adewr37pzkXmEzd5JTOfAm0RDJZKx1HXd3kPqhIqZNSywtXuWOJp8fZAe8qytldykHR1Mbb+rEmJfFnDu+zxvm2zzQ5LNR3M/kSh7ecCn3d17lvf5ZgtJCzk1NUOOIIFRs06sx8vL6EgOjQlIlk2Qu3yBux0HWvIBayzBDghJSh8JY+nKJ1OfwyDrO147L6LqymDW+xOTwRapH4/C2NfO+7SW+7p7kFcsuxcN2avSTfF4v4UPFBkfqfUrENq5JZ/mzIZG6yRyyl9/EH23FZGwk9ubhT7Kd4OcA+dlfnp80QN6PrfCW7Ba+FitysZyHgyt8aP5b3hYZ+Ez5CjabjDH5LPZ2CU/NeVTElkmZ2sZo6WVO3UJANIyxRYFRYMDdF8Zs1DFq9fBt4BS/13bw9kQjPxqfZ0Ej49y9fUqOJuh2e3jh1mOqjoLs2mp4ItynfGKHu7JtQg2d/E5xnYzlhwjNAq4sRfnV7UPMajXedjV1rkSaR3bZr5DwOCMft6qAuyUVjKjHGRYEaB5P4d3550jz3aBN7OCuL4ey2QDrxlGezb2AWj3JsNLDuDmf/bWLLI1XEItW856tj/zIHCU2KUajEflgI4NRFQ16HW8a5wmpu2jVePheu8YXxlU6JipIDxfxkf4qdWNXMAxuUW9xsiTeZ1VXTZnei0cpwyd7wIcSIZqqAaLKfh7feoHF+jK+0hxydneVe8YJbo4kUzFaSd72HXLmJJyYu83JJQt5ARkv7KxREIoyXj3Ia8oNqpSjfCReolK9xnW9lbeyLzHQO4rTZEagd7CsuYytQc65WAdp0V3WVBbk43dJHm7gvuEuSv8xXVYdeqOeVmOY99TbDKq0XJxsZcPZRSzSSb7KQYHvHKGxS3yraea6ZI5c1QZKZZQfZX+HsL+YqzPp/N2dHcr9yeQPJRPRhFHLJ7kwdYWb3ia6nQMMSTsQmMTULdlJVm3SZZrlTZ0DlVjILccRy3mlDHQ7+KhzjEN7PusT6biNTm5EhIi9bVSoC2mKnCZSU8r70qt8oojxiTxGoLoOtfY2g9EBuoYsmLsFPEhIQDTcyKIvGeHcKR7JYnyteMRjRYyD6Yt0qEZwDgb4ZHCNNaOfdo2TTYWB3fYb5I/c4I+my2zKpKx5zvDywR0CumvMBfOx7IuRHBlZaq6iPjJGW2iISfc5kmMTfGy+RtlqlFJnKaY5ObNBDb7ZZqxSBya3kQHlAU7FIq6BLRyqdVr1Qcw6M71mNWkmNymSI8pHBklYDfDGei5ZIQ+TjdP4u1bZL0rnUGgjfW4RbZMAid5OnncSt3mHsCxKwYSIkb4C7kVzWOvJxKjfxyzvRSUaoVU9SkI4l9GFEi6s7pOonWfQION4+jQb2huEhyWoO/VUDSj4QBRDMqLiUV+Y6x4ZuY4oBqWT37W8wq4ulZ3OFNYn8/Cu1TMX7Oa1vUcMrTaxup7KlflyhIYRZtzX+VZzm9JADkkzFRzkt+OwOJkbCLAm9uFSWQnkNHCrJY8PLSe4J4vwa/NpOjcMPC17HX9HA7sSCUaXljFBIXc6bRjNXuTSUbzd02z1ezFpXGT5biB0eOiUb5EaqCAnUE5BYJjOYDVP7Zfp16/iaKigzJ3PPYWYH6pe5x3hc3yhnCBRvcJ3inE+k17ly/MnsVfWIHPZkcsVbBUW8ZXahchRQcNYDJ3zkNqJPWZsD5APzrJW0UuVJR5FnxBtRzwKuZyJhklsQisXV9d58dZ9IrVNrPWFaHAnkz37gCdJ2Sy0u/mHwed4lnaWcEc/dwxRjEYjw8ZentYY2K0Vsd1cTNtwHfsOPTPaSUwiFYsdVm6a17nuF3PaNcW0xUdNWIa/243bVUTU6mJjJRVnVz7PTHEUj5ipcDeR7y0m11/BtLgRv9JCp76cSzO5NFs7Gertwr7dw6IkRo9mErVCTulIFKNrhJCpF53qiCqHE6NJwcPUm5Srh3hLnUznUJCRuUpm1tMIGzv4Lv1lnOpBTDobQdE2HskM9b4xxjXVTPTcYFSzSLleTpUmxLLMxnh5KtKOHirt8zhCBtJUcxyt5/JJfRyG9ou8qNpEWVPD8epZZvu7+LVBxBdWEw96fHwQu0HE2kfNhp9FvwyvTIV3VEb9no/7KhVftOjxdOWRPVJNTbicqZZk/rnnIu8kF3I//yKKaRlPC86ykleORXkbnb6ZgUAqMzsJqHqqKZHHeFO8xB+EQ6wGGhBOW/le+hwLHRICNe0M2stYunWRjpWTpEttvK0UM1lXyaZ4mE+GrvA/DX/DjkaBICwhLbjNZwNr5IxJODM9w3/X/RXfml6gS6Xjf+n/ik9kbayZ03HIxcTPxKMKKTgyT1AdKGBk+EUeZJzkgXaGN9Q2PpWGiOoVtATKiVP4ubl2j38xvcCeRMgr+4sY+zcwGnv53vYSLq2cbyynuFPZwnh1AyO1Pbw7kMfDvXgijT0cJyazHbxBazid0bZl9GIrAks1m9p9Fpcusm9N5gflm7w1lM/2dB72pg7mdU5Wp8pIvbPGF9oDRtUC9vNLmVjKpVDpYHv1PE+6Q4TEuVwZmyM/ouXvFY9J8czxwsYMV7YPOG3b4cJqN1nr5VRM62nRGTFL6kn3+mix1TLU28xdn4ZPh24y1J3BbeWvEIyeoS2UjL+zkw/sL/NVd5SXzPuc0q/Srl/ly4oaypQ73DfP4Whro1g4xJ8MSchGk5GM3KIvEmQ6eoO9452fZDvBzwHys788P2mA/H5ziju6WfyNAwjUVnbkawicifwP3cvckiShHxITkAaQCMz8Vn2V63v3uL60S6vGwRv6DEIiL56mfhQCNUP9YaQ6M9GBLT6LXOI7SyK3l6/yR+OrbAgcnD2+Rfu+h9NTu7y0/wZZt2Pcspaw0RJj0rbHfdUDvNXlfK9IIGXxCUq9lEtLIZ67cwuzRoOzT0+nNYnChQM2ig2M1Ndhttay1VBHSLSOV2qk3VHGk63nSRpOp9EWZDlUR8XiBJu+Jd6NvcxkdSu3RbNMGHLZWklgeqSBjdky3hPUU+6PUmTRozEakIlbkM1L0KrF3DfNsKeqpFY1zHeaA564HRgDvZR72tkyZdA8kopBvE1JpJT1gV0+1BbwgnKfcbkVr3GH30g9jNdV85XxIrG1sxzWVPNr/RoXdneYcmsoDGbRMNpHwfZdbsQ6uTS7x6n1Ea443by4s0TuyBKLRT28Kt+hQDWDv6GcCt0q8fIAn5S+hqrJRtQQpEbnY2/gNNEmE2mRm5zYvMeSWI4jcky8v5q7xtu4Q/vUGMLojHoGDF4+Vx0hk0q4OFHAXIsTo2qUIm0/jb6zyEOJfK0rJlOxQbpuHZUiwo+K5+iQNZM0ns6puSu0OVMptacTVI+hH4xxefIaN4JlCK1K7qmc9NsHaHXoqbWuYndMcCCSoqkVcOjaYr2whm5BiA9b/cQCtex5KvAYHaQGuqh3e6lvl1M/eoKx2gqOxfF8OrjAR8IYLZ4IZsU6C/oknKYGtP0K7iVcxO3rYdaSjnDxJPsKL+8Y7nBLGeRw9ioyVRSrzM9xf4gRq55ejZMxYQ/fSE5T5r/Jbw2XeU+bSPtoBldW1mn3lLOnSmb6OIuu/RCbVUXYNErqp0ZYcV4gaT7GZ8YEqpZG6Zem0D/jZXmmBftkL0qlmLqZUcziHSzqKOHue1jU+8h1VnTacSwmB/kWPSmSW5SGqkjemOP+RhYZoyNMNk4Saokw1dHGsaiXrOl5LM2DGI1G8pzjTNa2MimaIm96mGFBFo+1ChbFxdh0W5hF3XRLfVQrpkkIFTG1ls+llT0KDBOUGgI82H+JqLoI+6iKVukK8aogn/dF0U7aedyo48SwjRq1n7LwBu+mXEFi62W1uIjN5ZushMrZmCnlzOYdxjbKGFtK5dKqjjabG6vvPMsjnWRHirg5VcX9zGLchiC7Ije7/QGUOjubyTnsNlfywHKVUX0Hz6yv0Luu5GnpCSztRaz2iBn29TDZXcVeo5igeQjVwDT2Xjcr/X40Gg0Fw1n0u/0UKSfI8VeRE6ikKminKWTlHecrqBUrGNobKPLn87G6lC/rk7jb/hK/VwXoVQT4Vu3ksSiRL+LOEC4sQWE1oZFIOMrM4plGSECvojswRo//Adlzb7Gqn6NfOc1OtoAqSzwtCiNd0hSMgmZGW6YYbh7k7NoOr+/e5t71BD4WJ2FVBMlfesh+Xj0L7WF+VP4dj9LiOMzK5J5xEZNRz7igno+aQxzklbAsrKJlqIf82dO8pdxnolPIWu8wbbIYZ4fGOD9k4pnyiA7bBKGeCayaCjaWC5h1q3G0lfK+Po4bsRAVw/W0GjvJCZWy7C7iUXEpndZGUkZaaTL3EBisZWEnG5dim25lDI1WR8H4HFXRMUb0PeiUR1R7rUjNRu7fTCFX6+WPmhfoGA4zMVLB9v4lNjRVfJP6KiatEqPeQUC4x5AiQosnzN5AE7MdN5k0TlGm9NKpibAqGkDXm4aqrZlC9Q63Lc0UqmdZXy7hc+V1lrMvcMLkwluazsO1U4z1CbnrS+HjsJDfyg75KHaCCY2YvLUY0e2zjGiHMIxp6djX8kzl53OBjcXqHG5Gcmj11zBXFce/Sq7wKKueezlXcW/W8U7OeZYKq3Co79DlEiHTZTK0kYS2rYlyzSxDVWW8XdvO8VAWwbF2PpZcJNLfj7+mDbc1h9m9y9TMnSJBFuIb1QAz9aVsirz8o/VX/LvhOfY89Ywo6rgwc4fPhasUR3zExTx8pzrDe8ZTtKgs/L/6/8QX/QVMGAsZ0qjJm71A2WQTz7SL3BxL5DPX3/DludN8ol1gXevgdwofMd0QNZEcLqmDpGze4lN9LjGpg9d211APLKITivmN7XU8DhHfWV5nV+hGKxxkOzOfZ015vLVSiFhu4PaNJOZGM5AEMvH3jSNWSTEbmtjUHLC2dp4tzyX+XvEGj0cy2B/JwNbcjkY3wRfBy6h3lHytHcGnCPHxufN4pmooMtnYmY/j7XY3o/Js4v3zXFoU8QfFG1z0jnJqzUJHIESZyEP+XBP5y2fJWpxkYKCfHt0ANWMm8pcGETpsHE438rmzkHBvJo8kvyJ+5gyDrjRcgi4+tZ7g0zY/1wzbPK88wKne5kFJGYcGFW/7rIy0Sxhs7+cf9CmYxxKYs6ySM33A8ko8Cxv+n2Q7wc8B8rO/PD9pgNzdjHKkn2W4oYcuvZN59SoNznw+VqkY621A7xkkNGigWzrEt4rLvHz7GYMuIzfUa3ypu0lQFGCkqQdNvxrXoJ9ujZtJwR4P3SV8PfIiB6vP83vDGR42Kbl+sEP3kZ1frj7h1OIhOUcLrOtELNX6eKja41h7j6HKcr7SXacpfAeDRsuFJScvHG5gVmvwNDUxYEsmf3GBtRIbWlEXUr+IWLsCnyyIX+NAZsjjycKLpAUyKfUEiYwIGJzysRiZ5On0S2zlFDHdMUFUnc1hrJBpn5DdpTye5WVR7RunzO6i1CFDKu7AvNyG0y5kzxrmibKTaW0NStUhW9FqNmxBeg0utK4c2sJ5aAR3KIudozpQzafaWq6pYkQlY2w63PwoE/F7yctoB4M0DJfwTnUX7ztGuLx9i66xPFwONWKfhsLteyRP13F1ZodzO0u8pJ/jpZ0lbk5ucTungVdlOxSolzG35lOkWyBpIMyn9a/gK+7kQLPGNe0U+22niXYMUx5KJ2FqFmFgk9HwEZeD5dwzHuINbdOpn6bbZMRkdPO18i5CZRcXx/JYqLIyKN4gz1KFduQ0VfYKPtWlkaY8It28jlIxxA/Kl6i2yChwxXMmdoYBXRbV5lyCshh6ySTxE0mkhPMQGAx8qp9E6ZTTotRhGNWz5vVyNFBFR6eEVW+Uo6peLINh3m12MzLawrq5FZ/BQJqvmZLwDAU9TppGTuFoL2KzO5nPB2M87ZsnbeOQgMDLoiKLNV08rvZejm6cYzbUwZKmgO7YKZY0GqaG7rChUbMbvsykcgmT0otFoaI9UIZA48Db3cx/1b9C3VAKX+uv8J3+dRKmyxj0zHJtWs5x1zXu3n+F2q0Y6xXFvNOWQ8L6Om9YrpC2OMPHxht0zLoZbrxC1ewKK9s3MY5KkOjaKFmcZki0hlYbIdL9AKP6EJlSjU61h9/kpMTeT+HgEXkjOWRvrHC0lUrG+CxTdR5G62QYtU52zSkUjEzR3aPDaDRSqB/hXnoBsZ5R8mLT2ISp7MmbiWqacGo3CMtEVCpC5KqiJHlamNgp4PriGk22IInqOe4fv4RN3YZw1kqHaoJL+hCfd49ij67yqKKbMxYHbaphri095tnVy3TpJXgr+ljZSuUb80UO1m+QPjnH/FYmQ3PZXF13Uz+kQBqIQxt+gdxgAxmTVdxLS8evnGZnwMqGKESPYYi34+MJ1faxZcrE7krmXevLqKZ6eVxxEntrKbG2LiZ9Ccx0NLNSUcORfhyNaBGhtJT5ARcSXQvl3jJ6gzGu6CYpHG6kcLiFOreL7MV53nP+EuvAKrK+TnIj+fygvcLjumr2a0/wo1bNI6GC32kGudWbxuc3LrGSnoXKoMcoGeTNG4lMGHrZ1Ywz4PZRPPaY9NW3WTT7qJUvspctpMoaT7vcRZ0xE1drMSPtUywX13F5cYV6p52DG8l8I34Bi85PS/Ae0yVq1jtn+KP6lwS7mnj/4mkeadfxGQdYLc/hy44ZttMSmRLU0O4cIH7uDFZNgA8HljkSjmHqmuUF/SEt5giPZIfIdQF84llM4iq27p5nTBHG1l7JI0U2N1fGKAyUMSiXUxyoYH6ujA9ybmBSdFAjVpAxvsx2dxL3Ns+iUR5h7gpiNBrJmd3myvoEUW07etkBneN6ruoWWM0oJN/g5J8Nf0OrL4Iz2MDMchaPlRl8kH2JAYMOncmJS7iPS+ukxR1mUtRDrCOFdfMYzysPeaw1cCCsoNWQgryzgVz5HlvaZprVMSZn6/nCncBR0kWuhy4zV3CWN1ZPMNon5k/W53lj7QqfeZN5bzyORaWcotgsm5snGDVa6B8dYmBngDv263yjWOJ+Tg4J49cRDjWwm3eZ/669xP1iIQcFyewuXeLtjAtMVbZj1x5R4NEi7ymkNphLd6+IF/ULLOZmc7e1m48s8bzpu8aSspaxvm78NW0smNLJCLfQEr1IoiTIk2AGK82l3BrQ8/8Z/wP/j+F5dmLpzBe38OriIz7umaM4uETSsowatZd5ZTpGjZDfKeP5eiCJneZUOv1hChczSZrJ41vlfa5NxPG94xd8mXKJ3+ijTOkcvKP0cFc9Q33oJud1XlK3dwnLZ/FKZzmzsYdUOom73cAz+xWW3JV8Yz7JoTBEhcvLRFU9Hxam806smh6tjb30REJTRdiGM7HJ3LSa2hm1dLCg3WVn4zSbwYv8bvCIR7Fk7ruuYm1tp1S7wT+5TnNvO4EfFRVsDm7y0Y08NME+hAEBG0tpfNLkw9VXQbp7ghObSr6UbPFKeIFLy0oa3FPUiCwUT/VzIXaauI3buAQlZKrCaBdEtK9V0OuIML9YxDe2FiZF2awLT3Bj+hxGdQ4GaQdfWs7wpNlMi3KN55WHbMgOmaoo5BNLAu9GVCx0Wwh2tPOxvhxr5Carwh3iVh/j9Zdg3PH8JNsJfg6Qn/3l+UkD5KOH73CoXMLWIqPHaGHEuIrIXMOyPka4oxurS4NbrqVfbucNcSYFs/dZFZeSopvjK009PlmY8eYuzCIFDsUwMtk4e/1Wlm29fDv6HPuTZ/lKn8DbUhGlS+t03Lbz13c+4Gp0ifyDVeb19eyUG1kST/GW7j6B2nbetabgcs5gVhu5sGjgta1pbEoVIpMDYyiXohkLsdow3QYB3REzHtE6Q5pOIjofPkEK94dfpj2agVTUjH1Mz/CIg7nxYR5PvI67S8x2hYIJaRY70xWMDQ2wv5TLs+RkGoc81Ll8nIrkIx7oY3KjhOFgB0t2J2+rdPxeexmd6oC+oIQ75mmk8jWSRlMZGBYiFx7RuXiCEW2AmkgKT43nGBOt8ztbIf+mzeFOvYZWcYwSXwW/btTzTkjL9c273Jy9wBequ4QNAYq3HpAzkc+lxV0SNxd5XrPIa1tLJM/s8FZ6JSdlu+RrllkWS0nVzpPWH+ZZy2k20rK4pdohXhfldvlpQuIwfY4iOhX1vHz3AxaDq1wKlnPPuEM4tE/YtEylNoLN4uRL1V1aDR1cDFURrRmgV7xNmjuDaOwkeeY+fq1LIEN5SJpzC4tCycfayzQ6FBTY4zkzewaZLJsWUwUB2SI6qZ+ksVSSRzKRqYa5P1XMjiFGtdzBvbnXeW8o/taO8gAAIABJREFUxHullxG3tbHgc3C700xY7OOtJgejo/XMabuJ6JWk+WrInFzh9ak1ZMELyPqymWtJ4WOxm13pNg3zi4x2GliVlLDlvkaspJKt9LNszVRyICunL3KOSXMPD41HLJq62DRfZVt5gF41jFnSQP1EEgKNA7NSwp+MJ2g3Z/G54QLPjHFcm8/HoxvmxpSbN8qvcHz/ZdI291ipKOEH4RVe3dvnY9N5ChciPLWkI5i0s1B0hbTZ+9w+fh11UIPM2ED5/CSR/igSzQjBvttotUcYNHKM8iPCJhf17lYM/YfkjmRTsr7NxtYNMqOLzFSKiZXm0x1YIDSbS5fJTpXIg0ZvRlc/QKDfwnJngMylJVSSJGY7ixh2CXFq1ok4S6lUBqiwi8m0STEdtlMyGmTQ7uGmOsbx1muIdEqa5mIUWozEWw181GRm1f2YewXlXDT4UKrNpEQf8fBGMhpRN6p2PbPbecxJndzdvUS/SsT6znV2xq4yGsmke7iGXl8WudETVHmUZE1UspuezcjgLJuDeqaF09Tqh3nv5iUkdToW1KVMeF7nbdsJgt5K7pWeZqSykGhbGzMLccy2tzPb1M7b6iBq0SptmnyG++fpMRbSMtyCOLzORc0SlUNtlLjFNFj9XNnd5kPXcxgl0zQY9RRGSvgn3QkeNTSxV3yGPxta+V4/zt9rSthvjeezjHiOE5JRaXSYpVI+TjyPQtvPA/U6YrOHjKW7ZK0+IWCxU6pYZKtgkEbjNbrlbkqd6YQ6GhjpmOA4NZvLC6soZAo2MlL5w8BztIZr0KqPGeue4E7/Mt9qz1JnDfDJ2ZO8pVziU+NVbqUl85v2SVZKcxlvLUfgkJI8G49R52S2o5cvZbew9Wzwin4Xq26KA+k0fo0Rp3wSY1cV3sNyxkwC7J2dTBvaaYm5yIrkYhQ6qPbV413s4YmhiM2SPK5a1HQbh9GPtfBg5xQS3R41phn0BiMFC8e8vhtjW1WOQbqPKGrhimEeV3knFToDD32pdLpDaHz9eMcb+Ep6mYflqehtg6itTobFK9hMBlpdIax9Yub6brBnCdNvMPC50cdvZa9jcZ2lo7eVbOkeAfUAWvUcgUgPH0VuspWRSLvyLKHqC7y18ipBsYrv7Sd5MpPGpyu/5J4vi7tyM70uO8GlDMLhOppHw+jWO/hk6K/5UjvBR4XtXB+/itLSxL3MeP7NcI6jBgNzlRm85XmZB9mJjDcOYNdskOIYRi4oplmZRr9cz6+Mu+xm5jE12MgP2tf5z6a/w6zVs9ZRg7+mmSNDFifdMhqDRRSIzWz6E9ntrOQ9WRP/pvu/+Hfj37IZzWG+RsnLS495v22SnOAhZ2bELCwk8ajzNPO6ckIdan6tuMCDnARGuxX0rGZwbSaLXcs4CWMJ/M70N3zcmsBXRg+zWhcLqiG+lG/Q74zjskVL9tYyLvkWDt0s1+cOkckDBHrd3HXe5IuhU7xnvcqxIEKvTEVpKMpnCYl86BCg7ZeznpOIJ9rAxFAqKr2GcncFYfcgLv0yh8un2Ry5yPedszxYi+eR9Cz6rh7SNPv8i+0iTxZv8Ed1EndUd3iaVIHQocUfK2F1vooPGv2IBf1kOUO8umPj0FzNCxMrxMf0VJhXqBPpqIzouDR3hvapJbw9+VxQrDKyV4l28TxKZYjIZD1f6QaIyfII91ymauIq3t4c5NpGvjRdYKtFy7BkheeVB9xSHeBoTOczy2nejYjY6R/hSFjPHVM9Yq2Z+5IYSQuPEelVbB4e/CTbCX4OkJ/95flJA+TX737CrmwSWY+LAY0ar3sJk6YLn2WY4b52/FYXQlsnUoUZb3cnQbWfw54c8nSjPJWKCSjDjHQJcQkHsGtc6IT7fCrKZNXexQ/217jlSuOhrpz3HRJaQls0Hjv564cfk7s4Sc32Ig9tiSyXG/G0eYhathDZZ9gIVpI6v8+A3ce5JTXnl304ZQp6XMNMT1RQNNLMZPM0VUO99Him0WjX8KibmdGNMdNxncOB13CtJjJdmIJz1MeO20ZsSsPB+GVa7FHeulnCuDibtfFqwg4xt2dTOSouRGTW0OAPEzdyiU61kp2tNFzBHsZdWt5WBniobuUb7TZFHiNh0wQWxQEZwVJ0NhuDA2vULp9gUzbNW1IvX1p+wZIowD+aS/iNtYM7TSJKB6cp8pXx284R3pytpWjpiKsLKRybNhiTGqlaP6ZyJIMLy/tkrc3ygtvHhaUZkmI7fJBWzEX5Hhmaeb52BYjTzZLdH+Kd9ht8kHKWA+Ue14xj3Mk/Q8TgZrImlSxzE5cPP2DXE+NiqIwHuhXGAscE3OsYjWZkbi+/Vt+m1KUmzt2Do6uG1oFdbvgS2Vw/RU+why908SRpN4j3rxNQdrLkrUYkk5DnjqMjfIl+WQY9hhY8ujH0MhcpIzkkj2QgUwY42jvHY/0a7fIAD1df5jPrOO92n6C3q5sxu4z7kjHme2w8qjczMVnJ3GAz8yo1KcFy3I1VXHIMoYtcQ9pXiVKcyrNBOUbfG+wbBxhvkzDd08rOeBxPLl9hMe8SeytZvCspQWqLwztUze+Vj4g5ytkUJxKQb6NRe3H2FqDyJCBS2+gMhfnKdBmhup53TBdZcuSSOpePW9BG5liEt3Ivs3f7Khe3j5mtLuYfpa/z6u4+b1ouUD3v5I2hLLpHnOykJ5A8/4jNw8tIvVaEwz00jYXY7NcgkM9hNG6iVx1gUjsxqucJ6YeoC1Sz0r9D7kg2PfNbeDfyyZhbZKY4n8dp8RQu7KKY7MHaK6Ba6MEll7J/PYuK2APW2r1krW4xqEnAV52HZsyAXb1GdDabbHc1ua5eytR+Wo+sdLuVOI1mCrWjrK7GIzCaKJzbp02yw013D+9WCfhG/QZrRTfJ09kZUhspHLrNbk4msbJiOhXDuDZ7GTV4ubN/liaXkd39KxgjDZzYWyc70k2XU8KZ2BmaHQEyxisYz6tjQjjNplTJeM8eRTo/b1ZfwlY+wKSohnccv+S2/SLrphQ+vHia8bpmwu0NHM4UsNDZw8aAhz1pLxLxEnXmfOwCLc2mDOxOHS3BIGdVG3T7cikM9tJi8ZO0sMYXQy/Sa9Txwv4h9YF6ftSd4e32Jg6zLvBfDLn8vfIhP6oucFh7kffzk3jnUjwqpRqHZJAvU05RYHKzqLyF2qTmxOETGmffQGrXU6iOsVCmpkubiKtZQrEnA9PgEOFWP/dvZnJ+YQdHj5CF3Az+LPlbWkdSyZ/aZ6T7mNvCKL9RXaPKOc6n50/w7sAcGP8PDlNS+bZlhCNRK8G6AiR2OXFjhTgMBoIt1bwpXeWO5AF5Jh9z6gV8/VuMKn1symX4O/NxH9YQsefi6rIgHLYzFOwlbTQHkUZPu7sdyZKNo7kyHiVfJ0fXwk5OMel7szzYOY1KvUDc7C5Sk5PKhYec2YnxWJ6OQbrDwOgI2fYIvW16bKZ6PLMCeq0B6lVhug1ufhx4hc2mcpZ0A0icbox6E0qHnjZHAINYw8JAEuvWIe4NpfK5KUKkLpd79ueJSTPIlGwjUVmJ6mbxumW8O5vBbFUeU8WncHbE8XT+VUz6IB/ar/OBP/t/nzG3V/P+4DBG8QC69XaGR0uoio7hWKrj751/xWNzLt91x8gLJGPRtfA0PYn/bH6dVYEbf1MGT3tOsJOfxWS7lgafgUTzFDJNCZaGXMwuJc/ZbnOQls+wros/G37JPyp/gV7jZK+xlEBNAw91+Zx26Sge6qetT4xHVMCesJ5v1am8N5DN/235T4waBjlqV3Ji/gH3W8e4PnqXm1M1TM6c4XH7Sd7UJxLudPIb7as41a28dT2VhbkXuT6dRslYLmnhG/xB+yJPh5L53KJkT+0nqLXzg/QA1+B5rgx1ULA5iUl1iMayRPb4ITapixFRiGVHAf/q+CuO7Gk87Iugb+8ieW6Ljy/E836rB39TBzOFqVjGeti1X0fg6CPPn0vA5UCgW+BB9DRb0Qt8eeYS93cvc7vpMv19YrI0e/xX8zXur5TxW20Ww6Z5Pi6W06l1crR5jcPJJoyCGBWDDnIsLl7eC3F1Mp5fzaxybWyYUs02jSIVNW4PqUvnmNsqQt/WyBXtLKNHJfg8vYiVEdz+Pp4playr87F032Rf3clEQwED9hI+08cR7FJzOLjB85oj7ip3UfUmEjUV8mkkk2PJIu/Kq4kNlVAs2eZbvY6y8B7VoTHu7i78JNsJfg6Qn/3l+UkD5LOP3sPV0UWzZIIhSQ/OyBR+uQyVVYZSWsucYZKmoVxEahtN3Q6G1TIOm/Oo17pY7BIQUY0SEErw9wpwaF1IxPtsFzWzbLHyo+Ek7xkT2NeIeGoJ0GbbofbYy1/f/oCmzQiC5Rjfu15D1ejE0zGFs7qI5U4NG+4yRrU2nBon8bMy4metDIvl1IXGeDPWToEvFWf/BpkjnRiU+0zLugiqeljTxhAGX2Gh7zRjWwn4qrKZH5rgU8MsYwv1RKdzERo3eXqjhAlRNlMKDT6jhAejcUy2teFyiqgdj5Lqv0y92cbtvSvofAq8w1KeqCeZGzTxG/0aqrXzVOhnWFQc06NzEFAu0SOd56xtCKNsg0nxJj+oEvAptURG4/j1VBzv93rIG5iiOFDEd4JF7q8n0Tm1T9xyJSs2IeaeSlqWb1EeLOPs8l1q54Z4YdpLyuQoSbPbfJJSwmXJBsnaGH9QznFOHyW/38+9ngq+zH2NffkheU4rh7nnuC2rIFZdxxVfK/vOx9w3e7gQLuGhMsiU7xGd0XWMRiNtoSk+UR+SGgmQbFYhlOdQJV8kayiJtfXLeJeL+EIXx0XzKteCy0RV1VgnpcjkerI9V1nX59KlyEBiFGJwWzEprOT7q0gcS2FA5WFv+yoRj4ZNxQYP1l/hK22EncXzlEiNuCRNPNascr9Wwe1GExOz5bzdeZ2NQQfpoVIstZXEGwdZd8Sh6+jhfKwMXUBD3OpD9gQ2oi2deERydmbiee/CORYLUtlfzeC2OgOFMgF9KJPfKx8yF7jJdkMaY4L//WBTIStHZSpDrDRTurjKoT4XhWQAwVAlhkARZTOlTPa3kRqd553sOKaizbx28CZb2Zn8k+Ys12eiPLTH0z2r5shfRIUvwt30BK4t3SW6noPE5aFpSkOre4y3hFWIBtdoCDxAp9jHqFjGoncT1LupDpcxJ41REi7EOrZL/0YD+atTTJfk81lSJkmrqzSGLcyXlVEiDHEnL4OZnGbKYg/YardQurjGgDmOQG0u/dMB7IpF2pbiKHGWIpSFqND4yb0VRadrZlKrpkbvZSAsxqDTUBS9S5HskEJvLQ/Lq/hO8YBAbQI1zhZqfWXEjzQw3FLD3Rs36TEM0bsVZMYvYu/gHD1WN4eHF4l4yzi1d4e0kRoEFhtnZ8/S6loma6QGd1kvUz2TLMqURHs3aFK7eCw4x0F6CSMtDfyz6a9Yc93kndyzPE3LYLhbhrerjnsGMXNdnTxWbrDeXU/n4CyVjlxMIgHljpvsGCe5MlbHOfUGfnsFTUN6mixhyr1+fjv8OiXeOl7dXKDP08HvjRf5uL+a+zeu8N+MF/mDbp0/qk/zRvEZ7ldn8P75ODRSGa7BAfbyszijWSUmG8VjNPLq0VuYwg8osTopNUYYqXUwqLnBfEkNRf502mUzRJpt7OQWkROaZrSxhWhhDv9F/reIQl2kLq9yq3+VuwIHn6uv0a+N8iztHM9E8/yr8XmOM4r4ps7FrrUKb00hKrucM+4B/MYBAi0NrEvG2JE8IGLwc9sYwNy/zbR0B4nZiq+9gO3bl3HrCjEMjFLnnmPPlkXyZD7Nzi6Ujg4qVuY4WM5loa6U7Yw0dvOKSdmzM75ZjkG1xIWVDbKtizTP3uHi2iSfDSail6/RFdpgcqqRygEPc+J8mlfDSNQuujQ+unVefhQ+T7Svjc1BMz0ePyajHoHLQastgEJpZUGRSMym53golU9NIzhasiny5PFUHUeT3E+RMsqaMYzHZOCNtVTGemv44OwJXNJEnk6eQOJd5XPTBb62XuHe7VeZMXbyjkCFtbef1h0LA95cCmOjBGaL+bPjP/LmwMt8U2Oh01vJkKKNTzLS+dF4nnHlEJbOmzxLO81SYTlLXS5So41cNa1h8hYi78pF4ZXwvP0Ohzfzcel0/GnoF/xJ8BzKgTmOK7MJ1jbzUFXEVbuVZIsDbUcLlqYStgWD/Gg4ze3eXv6H7a/wdRp51NVPQmSHob4o56PHFI5U0uWP51nlCZ7przIumOAL/YvYTD0sdzXzpPEVLk9f5fL0Jaq91fyo/BtuzZbxkaOFdxUTbCv9/H5wh4X2eOL8pRSujKE03KXPO09BaIug2MaUZIKQo5L/ZfwPzDrKeCAIY2/s5PzmXT48e469jGwWispx1ZWgCot42xxHk7eBAl8WE6ZpOtRhng6fYXv+HL8+dZ7jwwssl9+kVaShUL3Hn/XZfOWUck/bQZ3PyjfdMwgGnRwfnuT9UD3ePhdxslmalFJe2Zvm2lgWzy8tkuibJF+xR9uAlFJTFMFOHLblATo7pRTZrURulTAxOI9YPsFwpIudAQlv6EvRdWTxvfwMI00liD1pPNMmoZbZeHNgncuOY3akCwxKEmgcHOSPvud5U7nD17pSRq0CchXrWHzlGA3LJC4fsL6z9pNsJ/g5QH72l+cnDZD7n+ziaWmjRhFlU1aBairK9KCVdkcjLfpCDtWbaJTX6Dbaye8KY9H0sV1bgVorxdbYxahyHO+AkkinALvGTblmmTuZNWwZY/zJeIo/mJ7j0NnJU/UacrGbkrvj/OL4Gd3bIYzTUf556FUKe0YJd64xVFXAiM7BbX0G0zoVi0oPhYEmCoIdhIRy6gNhPpkbIM93DbnhDUp8fRhVG8SMdYyphBxoltAPv4pzIJ6hxTyc4kLeky3xucHH0kI21vkWdKoNjhvMTPZlMj0gJ+zs4LHjCq7+fg48FZTE1si3JVHhDnB0cBFxQI451M+buinW5R6+MizStHIah1vAtuIBw713iQrvY9aZyV04yY5KzW7/Xd6V9DImWEUxfgbvyhk+E0cpEI5SHMzju/4VjjcvoxzZImlDjCiSg7avFNHMDsWuDl7ZeIJgup/nNqOUe0NcXLjLpxmVJErXiNfG+FT5kJPGEWoEdja6K/lN1WvcHdyh1a3hMOMSn2SfJSicJnu4gz+oHrCj1HAhXMa7Uhmr7kfcWF/FZDDSFY7xsWqfK7FFSpQayqzJZBvtNGpTmV+NJ7ySy5faOE6HN8gMRFhTFeBzCmlSBsh2x6OXtNGizMZoUiOcUOBQOKhx9ZI4loJA5WRrI5HlqXL2lGu8M17K53orobV0hGIp7vYq7pl2+TK3m402M+NLJXzX+gp73RNkhcowlzSTZGvmiTkeW1MP9aZr9I60k7x6i1iHlq3OElwyA1szCXx49hRrhTXsLmdRH07A052DcPIKnyo2WIvGs1NURKxjCIXKT7uxFpVEwKDcSE1kgkBrMTaJnZpgMaJwNj2TFcQU/WROLvMkM4Fhj4BXDp/wdmIKn2muIgp5eOhMxTAuYX6kjnzHDO/kXyF+6RBHrAmZNUjxRpBq7Sy/7YtD3r9Lk+cJcvkOBsUBRqsHj8FJXbicsNZLnb+a6PA+ZVv91G64mSot4pPUEhIXQxRMjXI/5Tp1/WGO0lJRdIRoC22x06Whb3wSnTOFQHM27TOzSLUmelaScPdU0q/wUKMb5uqdbQLiHFaVcioMQc4o94jq+uiIPCBTcUSTp56dsky+E60g67uGyFWN1iymWjyLTqJiqayCPqOd4r07rM2UsrETh9Y2w+1b54hOpnJm9wnJY4WItSMkRa9T790iK9yEp0HBRqedKbmeOeEUYomRI0Ecv70Zx1RVLz+Y/o5ZZxkftr/Gs+pBwnUdDHfUstupZrqtlQeaHVbaJFTLxynxZKOXScn33mRLO84pfw2XzBvYTX3UmV2UuEYZlMj5yneWgkARZxcDKJ1Cvjdf4BtpHg+Tr/Mvpr/lHyxKfqe6xPuZJ1nsyeH989cxi4W4hULUNYOU6kZwaYZY1oe4tP2AWddtEi3DdPYb8TSH0WnTiJbdpCSYTq1onmirilhJMVqVktXCEsIVRfxR+Tz2oJjMpQk+Vt/jVo+Kz1TnsIk2OOzI4eO+Wf4kvcib+c38ulbH2mga/toCjHYZpXYvEUM3vqZWZgf9OPvv8rnFzR1PLwrhJmuSW8hMVhRt9dy99Qp6ST1io50G820+0Z7ncqyESl8VIWsjBTsxjjZSGR7s5f3zF1krrce7lkDO4QRG9SrXJ8X8cvg+rTObXJ9x840oAb1qgdLwPd6fTuSGbJo7dclUrU3hlCuR6B10ar38qfsFRvu7GRmYp9/nwGjU0+wO0Gn1IzO6WNZdZ9Qu4YGjnA/MfvpF2TTZG/BJBxHKHCQq1pi1OPHrHdzaSmdBUsPx9ROE9Td5ErmAxhXjM91ZPnRcYn64jxVDB497G7EIhOTuR2kNZpK1PMbIaAZ/dv2ffNT+Ip+nV6J3C4gMtvFFUS7/zVmKTzeEoSuBz06eZL64nC3hKP8/O+8VHOd95mui9mL3burMzp5xre2xrCzmAEYQJACCyARAgCByBhoZjQbQ6JwzGt0NdDdSI6MbOedAgCQYRFEkRVISSVE5WbJkj8c+8swZjz3jZy9cW7W1tXX2zMXRmQs9Ve/d9/6u/l/V76nvq39Ibxa7dAv4huPIdsaR7tRz1LDOzNkEeuwVfKn+GZ8WP49ENM3txFN4c0pYFV/ktN7GAa0XZ2E21oKLzFaZ+brlOR5oE/i98cf40srZ1qu4ZOihQDrC7qEtyg1yytVFPAzdx131cXrrvDzW/ByLtpo1aTnb1bs47tuHXlOGqLmWb8SHuDNexV1LLF82jPN1YyefCGeZTj7DsY5w4voGqDNtkd85TFRrL+1CFYGGXnS6AtD+FTZjOYuVbVjzBeyf3+be/oNMxyYwGZ+EUVBMXWsD7+iOkOpJJtl+hhnlHBKdhKfm15gf2cc7xyLZWDtAd1Is6fUmyuVzvK8u4FtFFm0qI3XeCt6vm0JeqWN15hAPXOXsCNOIknaQX9nEqzPDHG/P4rlpP2H2HiKbVqhoEBIpD9C3dY6InnkSqu0UOMU0r+QxYZajlntwjuThFQp5rDmPsjSWvxf/BE9BGipHOMuaBKo1rbwh9JNjvsJktQepPJQImZxfOX/CTeUI36ojaZZ6aNR2kdQiYLmxjz0LN9heWvpeuhP8ICA/8B+HnwcFBfUHBQV9GhQU9M9BQUEfBwUF6YOCgv7Xf2fO9yogq+/s4CluIEfawQNFGCUBP6MiLxcs0cTZotmSzuITRVGu11CSayRV1kpfRhltyhKseQV4RAaaG1UMpZdjljuJ1PWxczaTq4oZfqXdxxfaH+GXxvC6yI+9wkT0xgg/2r5P6UIHHR4fv3McIKPchk8wiy0jGYvLwjuCMN5UdbEpGaLAkk6e5RL9tRKUzgae+hXEtZ7EKNtCKm1DZnZi6mhgWFjJsnKEfs1uqqRnaeyswObL5v26Oe6Z0rg8cIh6fx1K5TAzmnX6SiMZ9aQwqkviqi4WS72Qx+bjxI6ukNOYTZLXx8J0GDVdRYh7hFzV9LAl7eJdbQ9JY7sxWyvpkm7gqNqio3KLtvp+VDI3g9Wj9FRsM1I1RmfNDI80r9EwuQ+LSUBypZc0dzgfC8fYnDyC3TVOyLyTyL4jiKWZKFv7KBYV8fPFNxEMpPLj9U0ERgfRI9tMx+YS3zDJQaWfm9LLvKzppEKgpLe8iLfLDnClxk+jo5E3gvexY9hDoHqaFc0I7ytn6RDKOObO5r3GdFbNO4RNj9OklKNzBHjYNMvBqXmK6oXE2k9xuqUEhTCCgemTKHtLeE9xjFfn/KQ5DGzKwpisLeRcfTfRjpMY66rIU0Tj1pkpHtPQ0tRGsUFOpDeBiiYjk2PRXB0/jlKq52P1HDfcdcgHM+goz8QqrmLetsxHSWI6a610+JP5oH4Xa1nNJHhSqbso5pwtiQ+VJzHml9FaFEle234KOkcJFMYxUh+Opc5G79Re3ji0m6W0MiYGLuE3RTBenEzhwF58deXMDh5iPrGY5WIlYqmHUp2A2mox0kYlyqpSWmxldDRaudgRQ743HH1XOoMqMWnefmYunEep07Bveou5nFJ2NMlMm0RcaYmk3VuKvacGgdHKjbRjnBhZI0ozQUXjFNFLkySJ/Py64ieoq1epNuygEC1QYFvlvkiKXWsly5uK2aCmyFnMrGGeqHkTFXONdF+8wE5KJplOEZFjft4K2YO+SEFkdS9NtQEU5m7mGzSYHQ70rWnYG8JJ7htB2yRGOyugv/EscdJuinUmDmyu0FkfyUSjkVhtL89Ll5nT5qJt3SFetk6VtZL+7DCeRWaTK4thS1GNTi3mgrCPYkc7ZpkCgc5I3NpD5scjGB5OwG3uYGNtH+1zB9i/eJuTvkSaJGNUOUtJ9Y4R6SplqFzHWnED7iYr/rpWtBUSAnnRfJ11gv5sB491+xjSinlQ9Bp3y+2MxSTgzM+gN7eQ0eJ6fLpBBkuaiVZYiW+NxlRZSpI7ilalllctcoIds9SrlaSpXZxr68ZUUMV9dwhVtjxSXGkYjFI+MAbzleQkV09H8I3+f+f3lr/mgTSGR5GvEDBXc/dQGLaqEtpKS3FfrKBYMUB5m50rimEuDi6wqV4kwXiROHU75pJBTMoEbPn7uNgWR1bdEKPFtbjTUxnJyWA9LBxvziU+kb5Ef0suSQEX28plZsureSTeh6V2ki5lFQ8EndzMLuHNVBGP8oQsDEbgyY7DZCnH2JNJu6YMV34Z3gY7TuE6o/1nGPEUUVkzxWT9KkKjjpqyAmbG9yMRlSA1i5BItviwaRd7RwqI9iYyYswkf3KAzaVgWut0jKal4SsWsjH2KiXTXWgVsxzuPcEu62Uu9QeI8pl5WhMK0E+gAAAgAElEQVSFQd7DWd8OG7J8TkiHWM6NRjTQyqQ4h3q1lUJFK9+UvohHWI27ah2pU4tWqyHD1YVQZ0ds8TClDsFpKee2vp7rBjXpyrM0aavob1BQWOPjnHgVt05Nj8bO7MxZVmVx6It3M2g9xab7FMaJZe5ID3Ol5TC31Vauqy/xoL4AS5WAuIU+8jtCiZjpwes+xW+sf8O98ld5GJ9LICuPxbwSnmXG8A8tlbjUbrRloTx99TUm4hPxaG2EtKt4XrfCmD8Rk7OGkzYfKapV/DEJzI6e4fPCV3k/5+coxQPcjzlCZ24FU/WZnJI62adtoyO/CGfRRRaqW/il/QAfdb3Ab3XP409M4/pQD0qhkrO2JV4NXEVsrCHaeZJ3Q/dxRZ7MrLKIB+qXMGtF3FPF0dK/lzjXXiQVobTaI/hS0sYHC25uGw7zhXiBr5oCfFTVx/vVZo76jhHpGqWsZYvUvmlCWm2014hYFHYjbyrjG/1zWNVy/JVdWIvKOTaxwq3go/SnpDMTk4CxppoqaxOPDYeI6TpLrj6YefkKXW0lPDHuYW5kP+/U9LO+to/2i+dJbHKhkU+yo27kX9QvkKMeZtRVxs1GF0OlVsaHz/LQ1kCvpJgijQlpeT4/m9jiiEPGc/OjnG9xcVq6Sr2sinDJEK97jYS0TxFa10V+mxrFWiWXR49jc1VhWCpE1yDma10MckE834n/FmdhBo6WMEa1WRRYu3m9zEGX8irjRRqMpnDS21L5oPUMT9RCfqs8S54nlUvtaaQqe7mptHFg5g4Da9e/l+4EPwjID/zHITYoKGgwKCgoOigo6IWgoKCkoKCgb4OCghz/zpzvVUD+8V/+EbdonlJpC5/KjpI17Ge+PkBc80lOuyK5Kg3QIy5DYBRjSJfzc8kyjjw57U0FODOTaKsRYpEZmUsowiK1I64opycllcHiej6Xh/OO9Hm2jHnM6pcYrB8hZj3Aj64+5NJqL7NmH7/vDMNWVEi/YA5tTinmThWP817l9eYsHsqWadCUU6cpZUSkZX7sKDPSAmLaTtFfPo2qqQ2tTUX+jJeFwmKWVH6+uPQ8qbo4BC4DgfmLPKmf5bbtJNf9uxD0KagcuEq3fIn+4ijGXXFsNJ5izViOW1HLbXUq4ZNbqMoEJHb3MjGYTpUvnqpREdvaHu5Kh7lv8JI0tguDpRqtbIGx6m081ZfxeZKIHNrD+9I2xqo3eSidpbt2jg1JCPc2TlDXfJ5zBgE5bcf5sLafrbEE+i0BDi6NcnRwP7XNRei1zVQLSvj58huEDx/nR1cfUi83cG5kk+3YWC5Vj7JHOYJfPscrml4qirXoq6v5oOoV7pY0MyQqYOfkIdZaL/KocYuz7kzeFPYjq5ES4SzlU9lp1k3XiRsbJsNqpcM8yptNMxweW0IozCPGEUFwZzQdlafpn4ygqM3O+/Jj7Bs1kWtRc1txjMXiTE41DBDtCMEgridTE82g1oZsZgCXxEONspnE1gwq61VMjyZxde4AcrmQO61qVgbSEVhrWamLxGhS4u1Y4JPCTiTWLlx9GTy2HuVGZDEXPCmkF1iIc53jW/Ep9Lkl+HJjqbAd4Lw3gQTHYcos4biqOhjxRfBwfzALglLGvBX4DalcLskka3AvipIY5gYPMp4u4U6BELHciVAupqJahqZORpbdh8HdykpTFYnd4SR1hjDQdYlutZS6QT2Okkq6ezI455vEYO1k3VzHx+rTLLclsOxMoipgxtrRxExePMfGtglXrlLTOM7ZtWUuCP38pvTH6GpWkCqvYK5aIqZristNJsxmCxneFMS2WkpbhFyVT3FqsRfpcj7taReYLk1D0phJvH+QhzF7mEtI5XnJMobacVxKPRM6Gz1aE3p3LSf695LXMYaxxk7JlJ5x2wWipT1UWLQcXl+kvTGanjofZ3V+jsinWTVlIzVtka27jMQgoVUQzuNdrxFtjueJMh+FqpFzDUMUdg9S0OMnzaCj6OoTZifO0uMpJWDTsrG2F+/iboLnXudofwoS0Rr5bTkkdPcRahex3ehiI7cce5OLwXorrflVuFPS+K0igoFcHzfMp+lTuHiUspvtSgXTUUk4cjNwpCewXeVGZ/LQJejhtKGBaHc0zXmXSPUmUt+SwYs6D2e8E6Rp3WQqm9mxhPBu4wGeufbh0dQQ3L8fu87E25ZQ/l6+iytnonlP/5/5V+1fsdmUx7uRL/LG5CR3gs/RVpbDSGYq8gwVcskEVR4La+o+JlXdbMunifZGEW11oy2bxiK7hFC0m4SWC5TWDbIoyEcpELIREc5WyEmGizJ4INnPii6O5JE2xlSTjFQXcF98BHWDE5m+gzulLnai4rlV4uJGbgE3Apl4s2OwmgV0D53Dq6/EVVhHi8RCu2iNgYFE+lwNVFf5CYg2yfAoqBSW0td+moa6csQ2I7nmy9yvj+e1iTqO9Zxl2XQRqfsy25uv0CluwdIoxt6gZWv0FZa8ZUjV62TY86l1XmWvaY4cRTlvVyVjVbZyfPg6zTIDx1V9tAlL6XI1c0cSSaXSQYG8jWeCQzirhLjEE+TbW9Hq1aS19WDRSul2W7gqPYzNnMtjlZtlQx3nrSexGTQE6s2UVTnIbVzHopIyo/XgH47iji6EJOtBFlwHWXSeR2l3MCzNYM4ZyoKym6fK0zyVltJu1JEXaKZg4Awnlrvwuo/zD4a/4c363dxNzGQsIYGN3CI+KAnhPYeRVnU/1uIIHu3ZzUR8AlUuAZk9XfxMt0bvUCYjNj2v6ZeIsqwwURTJRE8kH0ac5GniblSKFu5EHaanoJJAbSEHZf0cNaroyi+nvTiJ9Rod36pi+LVlL7/U7mUsKZZHM32MZmSyr2ubV0auES/vJsx5iscR+1kU13FFEcY19V4s2nq+MoZR2b+PKvernDefZtJ5gM+VxXzWvsgd3TG+EC/zpXiB9ws0fGXY5FTfQUIt0+R5LhM1tMFeVxMtonJ2qrpQVlZi0TbhlWjwCsexlpUTPjTBVkgoznwBYwnJWGvrqDJoeWLay/mOGAqNB5iSr7LYm8QtQwhzgX18oJ1ifW0vbemJXJI78Sp7GVLZ+IP6J4Rql5npCjCuy+DN8l68nRm8Y5IhkFiRWBvRV6Sxe3yOnysmeWHRT06rkaOyVVRaAeGSXt5UbnHSNExkjZuWjnwaLwvZWNhL53AcjUsiGiRa/tEUjag2gc/qnsNanMmQLZoBVSHpbYPcyBHzWLrD9EUBnq5o8oeO8kgm5mvdCX6niuDMwEE8XQ3EKEa4p5dQZL/C6+8++F66E/wgID/wH5umoKCgT/6dO9+rgHz6609QiNYQSg18WXOKtMF+NsQzRLcc52RbFLfFgzilLdQYGnBl1bGrYQZHVjnu4jTa81Po0Iowya3MJFZjVmkpNxoYy1UxLR/lmf4CV5wvcl9ooLv7FguiALFrAX66dYPwrTHMrRP880wJG5UnGCidxZ1vwddayb3CQzzrPsg7knUsEhnNDVJ6qsV018SzORjBeU8k7nIvZdZsrFYZcevjXLmYzaJ6mK+L/46ztvPU9dnYnEnhSpWSm80hXJ94jcoWJzXXnzHZtsNgeRJLslCuSQ6xoFcwbKxmUGojcuwylrJcLnb4CHRVUD0QSs28jMs6H0+l86xbmymc3IXBXI1SM8h49RUcNZsMd0eQ3RvK55J2Rms2uS8doLd2jv62XHZmzrBQf4F4SzH5LVF8IOzkireKWZ2XXUtrhA0epKK3Bmt9E3kyDS8uLpDXe4afXH4dlaiBkKllHp46gqC8n1eUAZSqcV7UjmLObmKkoIwPGl/inYIG3omOYzEni/c0Y4zXTHDYm8hSiZQMVQWpzfV8rQ5m3bhDbu8gUT39jOumuSKdJnxgAVnNeWKsGRztiKKv/hQ9/ixqnO08kYVyYjCbck0TT9R78OVc5KgqwDnHabRyKRcN0Uwr7RjHl3BqbIglHWQ2l1FbLWZtKoethT1YFcUMjZzGP3yaS/UG3lUdxGRTohiY4PP6dTIGxzC2l/CF7xyvn0oh3Z3KkdoBUlyRfNl4Gn1eMT258UyWnKSzUchUUQhNUjGesgHGnNHcO3KSBUku/mYNA+pSbtdEkza4F1NJDDO+QwwUWXhcIKBGrULSaKBUpGNIaiHD6MPc3Mf7sjDifaeI6wxhrucCvc0qmqcLqJfosbZmUqJvIyOwwaRRwXea5xjpyOSJ9QgXxruZnY5HWSMkfHiFMPUi5ZIAIRvrFFe086u8l9HWLtIsXKW5apl8i412UzvKZhW57nRy3OmILGo2JYOcXBzBsnYea14WNms16saLJPf28faFYF6POM2LkmW6q/z4xTV0NXuYFGlo6HEwbz1MkzOAQu4mbqSXad9FipucFLeaOLMcwNN4AVfNOKcME6Ro21i1F5KtWKFZMopRbUbbFMabB/ZxxpbKV6okZAolIZIxbDoPUlM3UUYVijsfMjKYRY+3jEl3ORtrezFMHub47G0ODaUhFm0T2xnHif5sDrQnY7XmMZSTgVjqoVWqYCAtE0d6Ps+sjSwnVFExrEepXeBB7FHW0uIYvVCFOT8TR3oCO8IeXPI+OgV9RFlKiPDG0ZIeT0zvBYrsNbyk6Sbe1cFJ8yiH9JMcCYwiKdWz44lhRVbPoYF9tKtbect2ln+Qv8BmZAo3Nf8n/6b5KwINQp6de4UP7rzF9RMpDKXFshUWgixLSUvDZSqcBjxWI+vKADNKP6f8hbRPptJUtYK5sZgU8z6irRdprO5npzIBTaWK7ZMn2D5xnOWyi2w0hXJHfoILI20YLR56ahO5W38clVRDmneFmwITb59K4HrjFNsFqVwfU/9FQPQCPF2pdJkKaC2RYZUZ6Glcp727CLvdhrG8n6GGy4SM6KgRV+GpOEdDYwUJ3V2USw3MVNkIGRFysP846/ZE7MYtrk4fZdhYh1GhwiFScmXsZXbsAhSqJTKcNoTdO+zzTREp7+DNylzaNRoOj+2QpHJzRu+istnCZZ2Pj2SHKFB4yZO08UZ5OObSejpk3aRb21CZNWS4u5nSZrLTI+GOeD86UyqfyZbxa0tIsR3H43Iw2mCjsVxKi3QNm0LOttpHT0cS9+3HyFUd43rbK8w0F+G4coMhRR42owivupkvFC/xgSKHyaEBlO4ayoZyOLraS2fXMf5e+7d8oH2Vt0JPM52Wy05aLp8Ld7Pt9GLXz9CRE81K+HEm4mNJa09FFmjm7/TrOHpL8BtaeEm9zl7PCstdh+gW5fHB2XiepezDqHTyVmQ43aX59FUKCFb4iLSU0FVQTW9REleqJfxCFs4/q3bzseYU08mn+UWgka2oaF703+CVkasU6o1EO47w6MJJButtvK96jXntcZwaIR/rg0nvO4in63kO9B3ieutrfNz2U77UrnPPmsDn4mW+bFzn6cVCvu1/h8ihvRw1jJLRt0TI+DYHbdWYJNXcqhvEUFSHVqvFLzLQXLeCs7KYpPZuliPOYS2poistHUedGLm1lUfW3RS4L1HQEkmnbJU7vcEM6nOZHdzPe81e1lb20paZSJbazrTGiErTzy80JzmmX+Fq+w2s7Xt5r3wQgayFz2s7SGgaRO4swVhzkcOBcQ70nuSVRT+VXjn75StYjQLOStppbb1GpNhHepmGQVs8desNLKwcYXQ6hII5I+X1Fn5nOUNNYyrrJcFoKjOZscUz0nCBnNZeriQX8LH0OjNxafhHzpE0cIiNMilfmA7xlfYsJ/oPcG/yOgXqYfq0elSyLZav3vteuhP8ICA/8B8bU1BQ0P1/5873KiBfv/UhRaI1JHIF36gF5PV3sCld4KzzKCHOaB7V9GOSjaFuFGEorcUVnY9coKFPqaa3NJEOTRlmuZ3+HCkmvZKGZjM+iY9haQ/3dFqG+l7laWk3DYP32Kkf5tJSLwfW54lZH6Oqe5nVOQ03JQcYKh1DrJplzZjI9dLTfNYm4m7jHNYmKS5hA+0iHZdXTvN0JpusrhhE1ZEUtkXhalaQsDHFndgURnVdfNpwgOOuBLQLbdzpbcBnC2HTepbrs6+ilHVhfPwFDy5/xkBNPttlB9loOc6cTMmoQ4q3qYPo0XWMpXkUeHoYdlTSOHEc+Y6DLV0PH0lX6HVpaJzZhbW5CIXZwGDNNuraFfr7Q5mwGvl1QxIjNZvcVxQzVDuNe1zIUtc5xhQh6GpH8Je38EziYaWpjA21mleXtkkaOkzNtAZ7WQlpHT5eXZ4gxSvj+NRNdJVFnFtd5uqZkygE7bykHGVXs5h9qgB96Y1M5JfwoeIV7haVca9Rw9t1A1zWFzFXN8lRbyJ+oY4IWy4lFjm/tpzksuEqle1DHJrfYE09x7xqjoveKRR1YZzTiTntKGBIehxXp4xWr46HsrOkug9Rp2jiQ83LTJULOWYa5JwjAnljEeetsaxK2sho3aTdI0UrCmCrmUFSUcXt6Qo2lnfjVaWjbcujs/UCSVUtfGreQ4e9luqxbr6U3iBheoImp4g/DCezEF9PiSuLF2TjZLae4+PGUMwVZfjyzjNSEIavIIPb1ftIbanHIxhiShvHG6cjWGpOxG/spEMu40FDOKl9++gSRzBhP4anUIg/O5UCcwWKBgclTWbmxQ5ytL2Y1bN8p36OZN8RorpPsz4QxcpCHh2WErKau8g1qVEJ1UTNXcEjquSfDD+mo7uUr40vETc+yI2lPcQ191HW0sVRwyyZ+lHOza+hypPzy5yTKBrG8JRfRl83jr2slMquAFpnPQWuHCJ8Ydi0dgLKAKcWZnCvhKIqK0FpqKXRnU+Oy8vT1FBuXzjDi+IF1gtcbJZfRKl2MCM0kR0Y4p71FCbzIHatjdjuYaYnIqkTtpPe4yJxzoNLkUdrzSQnjbM8M+1lpL2Rw7oVyvpvIdYGqDWH448J56SjkF+pzyCRNHNCMY5d4UWltnLMKMH99ud0dcvo9eWw0H+etaVDNA2EcWb+Lgf8WdRINtAq5zgzoCTYJuHNtgGunE9A3uRnn2qC6fMxuPIrWVX08dbRI4RuTlDvDnA9MZvL54LxZekwFOfSmZXJSK2ZsdIuOsr6yDSnEdIej7kwmVPDGcQ4qtmtHCHfaGa3cYnd+kUOj47QVGNnoKucDVUlmc0C+rQOHtnO8Rv5z1iOK2RB9jP+rPkrOiulfJa4l3/4+pesRZQyey6M24cPoc2W0lu/Q0qzh5KOYh7JVulS+wgLVLKzfpLGqjUa6oUc9e0lxpyLvnyA27Un6SqXMBMdxXL4Ga5WJtInS+T9pj3k9NqpdavprY3hrvAEZqWaw7M7vFHcwLPTF7kuWeSXjeH4vM2050RjVVfR7CimX5uCu1JFi9aKv2kTm6cBncFHX3kvfuk2u+ddiOQinDnxSMR5nPENENvZwXjVMOm9Ak74IhjyZNGh2OJ2XxKzPecwKE20iqRcHX+ZFW0xbkkHB6Y2Celf5sXFKbKknWiFViaNpRwZ3yJa5ifSrCKpZ4C3xf38UvYq1Yo2miQ6lqsvYC5VMqowkmN0ILYYyXB2U61zM/fWL9isDUeqT+BL6Q3cmhRKNaEEhv0MSEzoi0vxK+dokStZbbTj9JTwVnswLVlnebPzBQKmJu78/e8Y1RYw6E7ioaqCj5Qv8rEyns3VVVr16eSPyzm+0ou/M5ivdT/hG8Uu7p0+zqM0MY9jM/lG/mP8Jif6lmsMZaRxzlNGe2Yktc4axP42/s64jrJDyKCqm33yNU53jrAWOEB/bhZPErK5l3MMq9zO25GpzItL8ZWWE6JuI9uSTHdBKf2l2VyvquFT6Un+VfM3vK1MYCQzhF/bo7h6JoKXx27xysgVcl0q8pXBDFTmY5Va+KPmrxnWnWNAXcTrpjAyu8KY6X2O/QMHeNf7HA8H9/OdPoMnrWV81rjMF+JtniQn8rutz0j17+Oo0UXS8DJHJjc5ZqlAo2zglnSK5nwVCp2C+ZoWHHXrdFZlUGLWEUhMwZVXQktePu31amytA9xx7KbRUURtczEt0nXe876MRiNluvMQtztErM7vxZuVQLK1izf0JVzQLLNk7OGEcYF7nptUT4bydqYch3SEjxubudA4QaM7G6M8jVN9g5zqjGbP0iiyDhG75cu4LdUkN1n50dp9QkUD1BTXcFHjJG2ghZmNYGaXD3FhrI3sahdfG4MRyvJoT4+lUXSJJWsCKw4JFQ4HG+cSuSbdZj4mlYmFoyR4jtGR0cDN1mRum+LI9IZw+cZTRLYpChS9dFWt8sW9HwTkB37gpaCgoP8SFBQk+P957n8L+svh/b/nJ0Hf5y1YgTmi6lfQKMR8d3UbRbeGTeUi0fbjnLNk8VZlB/YiKZqaekqlnbx+LARBYz9etY/hsgTciiqsshZclSqMejWG5mbs9jl6G128qQsw1pvLh+V9FA/e5UaDj4rpVsJWRoldH+NGo5e3bw5g7K2jq3qA2N7Xeag8zGZ1PJ9bBrkm7MfeIMVdVYtH3svkSC7vjV+krDueCmUUJe44fE45pWsD3IpLoNvYwkeKMIJbz9MxFuBOiw/59Bnm9DHszL6KTOFh+LNv+ejBt/TVVjMjD2VxKIwdcRUzfh8d4mHihubRC/KpbRtjUFuGcTEE6/1eLut7+LhxAl2HEMfKYVpbLyJxldIi3KK4fo7hvhjWzS4+7XyV0doNrskKGaubYKyvgLtzdUwbTuCpHqS3OsAzTRsTVflcEdezb+Eyaf5gKudbaRbkcaLVwMHlRcL6W2lvGkBalUXR3XeYjY3ElqPmFcU4L5lNHFCNMJdWx3JhGZ+q9nA7J513mwaZF0RxS5HMetMiJzzJdEjtHGm9hMoo47euMNYMG6hd47yw+TpXlTN06iep03gQisOIUziJkXYzIDuK2t7JiF/IHWk8FY4QRHI1n2hfYFblJLSlmyhnFE2CCGIcsVyu9/Dk9a/oHBOgbxigpXoBS0URj33lrK/uxqc9T55BjVOTS1xDC5+Y9rDUmkXRpJXPpTvELg5RZNPx5/5Y+vO9iGwFHFKaqWpJ4mPhCVo1YjryUxgtCKMjK4Y7tYcI667FW97LhLySW+ciWe4NZ9w0jUtp4SP5cVK79zPqOMqQ8hQ9VRI+rKogz1GKsslFqczGTbEbZUUtWuUS/6h5kbi+PcR0JbDlP8PVK9H0lBcT1zlKtbIZe0kD2QuXkUpr+Nz5Gi09NXxm2k3UeIA35l7i0OgGkyUVhHWtcMk9QaJ/g8G0Cn6RGYtS7sVTvoVC5uZyTDTnptbodeVQ4ijkcP9h+pRd6B2TxE5P41o+jbi2Bm1VHnXTJZxrG+RZYhivV5wmq9DFwwuNvH38IBVzq0zWtpI4MclmWywO9RAdOguFzi7GZsJwCyZIX/aQP6FBrxLRWj1OmHWeX2iex9Rv47Bikc35p/gaxqlwHMKancQZey3fqkPRiH2ckA+hUvYi15g5YJIy8v4vsXf20x+IZXUxmOWFY1R7LhK5dJ8DIwKKVbOYGq4SMqzjrNHG1yO3uBt1FotoiqMaP/NR4fgarGxrfTw9tIs9G5eRBJpZvqAgUBOBt8CCoTiPa+Wt6EWNTBU0017ZiVh3lsOdCSjrUjkTKOaUVUOwehyBWsQe/SJ79Isc8Q/gKpfQ0S7luiEDiV7NqFHDfXsK38qeY/ZCDYP1L/5FQIqa+DLjEH/6p39hKkHGZkgIdw4ewlCmo69uhzPWPk4HYvlMuoNC30L8ZCVvLUUgq1rknNzI3qG9xJhEtJQOcq3xBCMlAtqKKhhOusANYTxGbSGfiV4m3ddORacSf3U49yqPYzcbOby8ye2Cat5KKOV18Rzf6aPZuTaKOzcBu0qEydzIiCSS9joN/c0+xmTbGFoMKGTjzNQOMaLZYe9iD2W6BhzpCRgq0nlxZoXgjRUu17Yjs9US5U3A1lPLYP0mT/1C1icPYZY5cTc0cM3/KhPibMZkNvbOXGPfxBY/nV9iQWomrX4Qn6GIo5ObnJaOE91SQ0pPL4+q3Pxa8hJihR2DrInhukJsZS5WVeWUa5upsbWQa2snU9fPO7/4HTv1F2jQnOUL6VVk2lCaG+NYHZqnQ6FDWVKASNeHU6ZiqKwWtUfBnf5jbJ2N487Qiwxo7Xz8T39gdrSbcXcC/2j9TzxV7+Ub+WHuut14ZcnEL3QSutLLquc1PnO9wufJ+1grDeeD+GqeRCTzG+3f0qswYu64wWxGBWc60xE2RdBh6UI0uslz5jUq29R0Sgc43rSGfqyM6z4B42lxvJ1awUZxDJ21zTxMLGHHJKCrsByJLQaxIZqRogt0VIl5U5TLF5JjoP0rbstyGC4P53P9eW5FnGPX+C1eGrlGk7wAteAITVohBm0l36h/Rqc+jTV1Ip2qE2jt59nx/5zgnpN83PEjPuvexR8cF3nq0vGZZJkvmq7yNLeQ7z78kIKhwxyxNBI1scr+6SVCTcUotdVc1czjLGqmxFrGRk07jtp1xkrPoG0qwZ1bxGDKJcwlxQyLTHT3THLLvYvLcjt9Ki/2+gBfO35KkcrDlCOY7eELLAYO0FqUhn5snY/N54hQrbKovEaUZYr7/dfIXojhzeh43pBuclPsQNAwSn13OmZrGlHtnUS589i/NIa5s4JX5Ut0WSUUV0v5+fgmx0R+xEXlPBo9SbBrirHNE8xv7Ce230O6wMWnur3ItSJa0hMoUySxZorjQZ8TraWJtagkouTDLESnMLu2h1LlCXJqlSyMpKD1lFJti6T32efIfFcplPfhq1jh04W176U7wQ8C8gP/47EF/eWA/bfmtf/Xzk+CgoI+CgoK6vvvyNf9f2V+b79gzS0Q2rCMVdXIv/3hD7S3VrKpWSDeGE6ioZ6dcgddhVKE9W4Ecjc6UTuCpl66lX7GqxJoltRhlTmxNuowarV4LV5kHdv4qrW8K1/junKU98s6KR68y3VJO9IRGxK/h/NrI+w0OuHhKG+a9hMR2OLYxB0+VbzITUkTn4wY2Kxqww+cNa0AACAASURBVFXbRFdpFSZpH58+2ubW3H4aOtIodCRQ6k0m0N5Ey4Kd2cJLtJj1PFZcJLjtPPcNcwzaF+laDGFClcD2zC7KzGZWPv6cX37yO3qr5fTZ41iYiOSxNIX56SU66ucoNLqpVSkRe+fobiphYT6V5vsdbBq6+Ug8RKUvD//Vc3R0RqBsy0NSv84F8Ti3W8w0d5/jrX4FY6JVpsUtzNQPc9URz3efbDLXcoT+EisO0TzvW9uYMjRxO7eUI3PrpAWCyZ330VifSpbDyK6JbQ6P++kQuamry6XurUeM517Al1LLq/IpXtZ1Eqwc5lqGkGvFpXylDmY1bjfd+SGs1ZzhI0UMV+y3ON2Whk3ZyvHWLNp1FfzOcZIF4zxO2zQ/uvqQO/J5VI45WitV5CvOkqS0EtfUhU9yhFLNPKtrBVwXZ2A2nUUm1vDMsodu6xCpDjexzvM0pycQ5YpnpcnBgze+on21Gr3YR3PtNN3CHJ5KMlhf3YPfGEm00oNaUE2SQc3bxuPc7zxH5YiWO+oNLi27yLHb+VfvIQZK3ahMAk7pyjBZsnhPeIIBtwVX3iXmikMZzj/LtOAsxwcFtFd5GW3UMmauZCUQyoJrgS6Nnc8Ux0n17mdxbC9z5adZUahYNFfTZBWjlDmplFt4T9aO3bZClXWJudJwYjyHCO+vZHXxGHfupNNRmkNs5ygN0la82RU4l7ZJ7lPT5t2LubeeJ5Zgzo2NcnfkFY7MbfNGbCynAjtED8+R7FlnJ6WST5LisGrleMu3Mejk3ImI5vT8ZZa8BVQ2lxHac4qlxj4ShicoHp9BtZxItViMqjKfssV6QhzTfJASz13FEW6evsjjw6d4kHKc/DffZaK2g6TJcfq6CmiVBOhQuFFanHimLtIr7uTsxiiSAQESvY226mES7dNc14Yh6u8irHGa3371HeOiZYrad6PKu8hZm5xfqUIxS0cIlXoRqwepVbVx0Kpg4xe/Qeu7QmA6hM2NV1mcP46gRciF1UccGBGRawrgrrjCIb+ENKOD36w/5UHMaezVC0Rq+lk8exK/bp5f9Gl4emIvYTMT6KeqGb/kRtSdQWu1B3NBNp1ZGYjkCgZLXbTXe3HrjrCnK5lcTxbxQyUE67sIVk1RqLrEa8Zl9mnnOdPtpKdQQFebk3vWKHQyLzNmEXfs+Xwifpn5TBGe6l38QfWfGMqq4LPSk/zTO79i5KKFeweO8mDvYZTaIXrrrxNqG+HU2FnuyhfJsynIXqrk47kYVJVTHJe52Du0l3CjDW9RLzOKJEYKL1GvcqGsEXO7Pobq5iq+rnmemN4xCrs1jNSEcl9wlPruHhKnxrmZJWCj2smOyM8/tyby29++hSs3GYdchskgZ1wYhq9Jx1L7LGOqq+TLZmkQrnNL2YlPP87hpSFSLJW0ZJ6nzBjN8xOrHFlf5a54iGaZjVTHBUSDRkaql/hsJsDl5T00Swy0yyrZGdjFiKSUJbWFkKF5fnT1IT+e2OSawsaEwEay0s3hwAYnpJPE9gipazHwbrGebxr2o1Ca8UoF+EQCjMU9rGoyqNdaSG/vo8TkIkI7zXf//Ece6SoQqkJ5XzFJofkEK8IsbrUu41RpaSrN4ohFi0uqoLuohNp2LzfHj3M5OZab4y/Tr+vlt3/8E2+8/YQt52neGvo73tEd4WvjSd4pK8cgLSBmpY/w1V5udLzAR+5DfBITzKL6NM/O5vBuxHl+oXuB6XY/LlU/61lq4lvCuNgcykrzNoLhe7zUskRacyutkmGOSFYYmY3iw7U5lhPO8LDSRn99GUuCZnaya3nQWk57noCxlp9jUSUwWxxOu7iNt5Rx/FJ6iH/T/jVXGytYqTrOswEHb8QmcnR4h9eGr6AQXSKQeIwsZz52UyZ3lEex6wu5rYoguy+Eq7lHuD3xAgmWCr7o/Fu+9O3juxtf8kRRx6eKBb5ousbH5W18+skSdX0RBDtyiJhZ4OW5SSINGWhcAnbUczhL2hHW5bBVN4i9boXJimCconQMFULWwiIwCgqZqNWzPLzOTtcr3JKbWJNOYdf4+NryYzJlPUzqj7IxfZI57wFMZQVM3nrAp/ZDRKhWGJBfId88zZ2FJaInz3AjOpobkjV6RL2oxD00jmRj8V7igr2F4KEKjiwP0dJRwSvyJTosehrzKjnkcBFe201teQ1fvWvH05xP33oEM5cPcWnQQHGFk081r2E36GnOPE+OIY4rprN8NDJAnz6PxdgUDGYxyzGJ9I4cwF1xktNaCTcmkmnuzUGuSUD9/pc0T7yFX9mCtXaWdzaffC/dCX4QkB/4H89/DvqLYPy35v9509WPg4KCPggKCvIHBQX9L/8d+f9Tv4D88dtPONWwjFvdBMCkoYgN/RKXGnKwVVSzWWNlM1dLnWiAaoUDS808dVI3AfUk85XxGCVNqJp6MGh1mDRaBg1+ynpfp6+kjqfSK9yTrPBOmZXS4XtcV3fQ3KujbryXvKVOtoUmuN3Oh4aXWMiRYxHP80vFT3mqGuXtKwKWy8w466S4qxtokvbx3Tfv8zRwGqMvmajOSArbLzDdV8vKeB1ORSVam5QdWT1nXMk8UW2j7/bTMxvLqjSWa+O7SOxwEJif44N73+CrMjFoi2JpPIobkkpGOufpUc+irCwmrWcSSVuAVlEVN6dTsN6wsG7o5LHURN5AKnO3s2kdCsboKCJKukSCbJg3mx3Yh16hd3OS8YZ5BuoDzIu7eWgJ5Y//5VsWAyfxZ5cjqx3jcYuFRaeRx75+zk4skTMewpnFPio0F6g0tBAyusrhiRnC+mKpbixGee9NXncImYpI4zXZLLuUkxyTDvOoRMr9ijK+kIewGrOL7rRgrorD+a3qFPcWPuSsowCVrpVTrnzmNGn8viueSX2AbvMcP7r6kLelK+R5Zli6WEyqMZpChYTUJgeupmOkKTa4fjOX9fpKfNpQLGIpr7eFoXPMIDc7iXOmYcqJJartPPOqZobXPqBnS4e6yYtB3MOoIoUnsnw2VvYxbT7OQckYtZlyilwVvGGL4aEnGlG/nKzhcUoXNIgHbPzR/lMmRE6adTWkGELoMxRzz3GexUAvtrxcrlYc417NPlxFCYT2ZtJVb2alopCZvlxWh0+y4l5gwtzCZ5pTXGzdy9bWC6xeDGdH34i6uxC/3oNa5kSoMPFE3EGv5XXy/LN8oTxGkvsQkaMKtpb28fSpjM6ybFJdveRau+lJz6N33s9r863c7S7F0iPiK91ekkaGGR+5QP78JK+HR3Jy7BYhU6tkNK/xIF7Ak8hYBkzptJdfodVUwdtn4kiYWmauV43IUsu5zkiuNE4THJhA5x2gdKkMgVJOqUnKxWUnedYh3i4W8JZkP09DL/IwOpdHGSeoevIZI3U9pI8PIRtW0y4K4JZ56NBKEU/KCBjKOLM5gbEzC1Wzn7aaHnLtAQLaHC74prhQP/qXd71ujcKuXTTJ4kkx6fi1KgKXcpYwrYsq7RC5qn6CbVru/fb3SIduMzx7grXlw8zNnaDCqSd/612CAwouuXx4yq+wJ1BNjc7L79/8mkdxEbRULJHcOMHc2eP4ddf486qEp+EHKPQ66erMYDzdTdVINSb5AM25mbRkJdMoU+ITdDDVPs2sfg+7vRmccpeR2pdFiDbAXsUCKaZoXjSvclg9RVSblv4SAT3OHt5tPkGzaJQVSym3m2t4W7SP1cJq2koPM1d/iIWUND6QJ/CbiWcMZrt5a99RHuw9gsi9QW/jDeI9s4QFwlEaVES4KqidSOHRUBrqaj+XGiTs7TvOMW0Xvvwu9LZsRgvjaFC5UFeJuCc+R56nhm+rnuPQ8BYZXVYm6k/wZvEJzk8uUtE9yOWMEu5qp9gud/EnfxH/9b9+jq8gkWZVHTaLmBFBBMMKHRu+q0xor5HbtIm0Zp11xRXau+8QujzD6dZcbIWZxHec5LW+FfZt3OSmeJXRJhPmJh05Ix2MVI7z3uwdtlZ34W7KYsh+lhut+5hpNbOl1ZHg6eJs7wwvjXRh0MqYLm3llvEULxtXOC6bInpEh1su4HFuDe/VnMalauA96TH6astwVI5zQe4hTdNFcscwFUYHwbo1/vznP/OOJQmx8hST1iySnEf4WNbEs8X7tKi0KASZnLLIcAvrGBFpKOvq59rUSfxlGdyYeJWOlkn+7c9/5srKOm/ZDnJ5+DUe64/xmT2WZw9uI9WWkbLoJWapl5vdz/Gs8ADfNhVxxXCcJ2EpPIiM5q7uDG/MXGN28yHXCjzEtewj3xLLZtdtSobustc7z1lzHy2aLo7oR+hsk/JPv/iMKxHHuKmcQaFyca9Qz1Ktnre9pXhyClm3/YzuxkTGC8/Sb5jkHctRfik5yJ90/wdrwnoeVu7l2cd3eLMgmaT2DXb3raMtT2YhIYfk7hQ6jElkSqzIdSI+Uu8jZeAgH8nKuDX6PAVKA597/paHS8X8/o33eVKaywcyH583bPKlbIPtbRGOyQqCPbEEL2zy0kw/McbzaH0ydtSzOMr7aMm8yLWGScz1i0zIjtFRkYy0XsZb+/ZjEOQTqDNw13+Dy72vcF+mZKNpmblOI183v0h2hYFJ6XFWl3czaz5MY7WQJ199w2fOlzinWkWm3kJrWuLW9R5OjZ7geuIlnPWj1AkDGKVt6JarafZlkq3X8+KMjNNLHTjdlbyiWKBbrEZbkE+wpIOsMj1VQiF/+tPvuWyNxPt/sfdewVFe68Lmrpr7qZqp+f+9/3P29t7b2za2CTaYHIXISAgQQiihnHNqtUK3OqlbUqsltUK3pG6plXPOOSOUJUAgQIDJ2SY4gDGgZy445ZqLmYszU+P665Sfqq7q6ovV7/rCWu+z1rfW136I2q71eBVFUF2zi+vyT8lUxSJxO45t4iHOJmzjQVkZnZL91B0+QU5yGC1HLWm0X8VQdhybkj0Yq7RCarIgOewYbhe+pbjnKtfi5NjGFfHs5pXfJXeCPwTkD/7n4t//9EE+Kv/0pz/9L/8vy/hd14BcvXaX/aHN5ItiePv8F0YzJNSrmjkepCIpWEZ9XDIXHIUIg+oQxCaS7dNPbIyaJmkTw0d2EBSrJCE2E0m8BJVERJmiHrfCKapOe3FZ2M/5qA5Go7XENlxgNNFIcXoUu9raCatLoctbCJ3R3FauoOOUFwt2Er6P+YzF7HL6a5xpd48mLTQGbbAQD6GRF4tX+UljQWbRAdbnf4Nrpg1NJW7cLDmNT0YiEclBVAnTkSujGJWPYCpKRJMfQVnGETrKzVlfXU5usoLewosYAtMoSthDa8V+ZobVzM/PY5LlESYMx7F8kii1AXlsGGcb91FpyqJToWdSkoJTxWH6zwmQlK8hQePFVmEz/sJ6yip2U1q2Ar/xceoEheQFN9IYk86SZgtXLl+md8iSiuN7cXFPYzpJwnh9Fbfnr2BT0oBn/QE+ay1AqXLFL0yBR3Up+2s6WV28A1+hL8rxAb7vz6V78x6+FNbzD2ELmyKKuBWp4LokniXBdroOfE6ZxWr6JRb8LNrCt+efcCjJD4FUw9Z0R2bFO/hlRE9RfBbFCS38rXuSy4Iu9poamdp3kkMaK8IFXjhESZHEbMMitovhs27Uh0VTKtqELjKMllxrfFLbqYpUsT/dlnjnwxzMPEJHSjrBhdOUdWcjiMokLi6Z6iRLzjYepKd9JY3Ja9kgKMHFS4Ek/Tij2c40JTsj1EWxorOfyIYQMlrSeZP43+mTpJElFrIrYx1tIj8Ga92Z7OlAdtqNbyO+4JXor0hdjnIgw4rcSA3dfqdoad5Ee942OjIa6M/OYElxCDv1Kro6/0XfPnOGMpTYFxxkIqaa+P8QkNnANIxRo5zoquJu4m6Ci75gX6uWszXb+OGHi+h9rPGNU/JNZQeGk9Y4lFiztqOJO1N6pAUCbitWY2/KI6JWQVGXmM5dh9lSOcr22jZECW3M7rZmbqc17aqdKP160Cfac3nbYTyLysmoKEKiEGKVeYRRYS1fNJWjSUjAqkWKZV4O+6r07OkoQ6PU0BipZDZwFRMuWsbsorlgv4WUbx9SICgnokCNeXMN+SFGMmN1VEXbcby6kLKsrezpKiIt1Yq0tGbSg7PxTyogVJHN5sx2XMOKef/+F+oiWnHNXcmpvJP4yGN5IjqOTtzFDk06jollbBW1sFWTwLc//0JA+RS6cnPamzdSUb8Z/8xMQoevsK1IhqUhA3VAP1+UuCEVF/D66jMWDu8j06eR2KBKqg6forV6AvrkXD6yAXF0JPWBB6k9GYmxKp0IZTlpDrZobC0Qh4Sj8zJw89IdhmSrWKk9zZa84xzJPoVDQiXr4hox0xxkhbSZzaIyjicEYPLxoTCxlKWU1WT4t9Od6MC4WsCZwA0M+TljctiGb8RRBg/v4UqmJ09NC+S6G5lZs5mZ1ZuIyuqnIO4MriXD7Cw0w0xrz0a9MzrDOqbDjyIJysU9UMhm41bWiQ0YnHNxN9pT6WZGZFwGUt8gZoVmHDEG8p3v3/ikZhRLXSY1kVs547qN3Y3dxKU20njSlW9je+l1imK5S8zbtz9hcrEmOcaHNE0ARe77qJJJadefpUQxQEB4B/H+zbTGDhJXOodVSxebdMdQp7qx1biOb/Ia+LhjmiFBG/0Sa8pDEzhUVU2tfw5nK87T1/4l+cJd1JvWMBa/jsHmBkalMZxSK9lUUs8GUyiCOH+qPDO5qNjMJkMzu8Vl7Kg3UOd9mJmTjvT6WmMQ+XJDuJFKD2fyw9sZkpgTptJyMt1IkDSJb+Q9vHx5nsWc04hidrAnfzuH09bzODWNl4+fkSySIPc9xYmU02S4O9OaUkx4QTU9NTvJjXFgpPpz1HmdAFQlyrmk+pKQkiiuS79mSh/Ew7EqxEmBhFVHYNOg5UzGR1yxXsuzTD0zsq+4sHUP4xZ7aJad4s7YEpcevGDUt4IdWStJEgQwWDqOR04vW3Pq2CwvRZmYzP6UdFRhdbz68Q0jO75hKLaVuNh0Fu3DaIgr4Hy6IxmOrkyqPqIhYD85TsfoKJlgPnUV9wXf8Eb232n2E7IoXE/VpD+zjh44JzazNqcRuasF5ScTOZpujkluxjahiViZgNH4dYiy/8UNg5qR8o9xiFVyM/0vXGqQcE8QzW1NCYtxKm75V3NPOU5rqwUNZ0ysz9rNlw2jfFqVgbXCnBOKLDokjSSF5qCxtWA4soX4mDpqUreQ52VBWJSYvq07UHk6YIhK5KpxnHrjGuaFITRFdjGXf4qH2tWEBsio8N9KT8+/qIreiGeomDe//sq32k84IW7HMr6bMnk3mQMenGw+Tv+p03h6Z+DjnIgkTklWt5q0PHvcYmP4R3MGB1tTSEkN5ktRHeUnPVB62/F3YRvhrn54RsYBMJhkjaztNAUdezgel0xWrobL0Z+Sk+iHW6wltqlWzCVt5ml+Pudla6k8chKVPIEmO0uy3dbytK+bTVorRsutiCjeRb6bDU7nb9A+c5ebcSm4S/TcOj/xu+RO8IeA/MH/PPz7n/70p2t/+tOf+v7j+1/+L5//DL+rgDx//DMBARWUSON5YrzA7TNjFKU14+GvpdRXRVFyMg8TsxEFtBAvkpPt048kOpn+uDoifOIIF4rRSFTIxApSZFFUJHbgXjhFq7MnC8I+Lkf10GGsI6t/iUl9Od3yUP69fwZlWQJtrkFQYcdd9Vo6bW25ERHFD7Gb+O7cDLXKEwy5+qCJUJAikGEfk8vD/EmWS09SUmzBqqJVuKedpqniJOe0X7CjqISAJC8M0aV0i4rJyxyhtzWdhKQKCiu3UVd2kLUtg/TXVlOtHMEYqaNQupumouMs3ahkaWmJrEB/fNM0bG2eJlZhIDZJyHjFVkaSqmhTpTMmycenYS/nr+fgX74GVaonh4V1xAnr0TZ/ymDjeuzGp+iMlpMX0EG1IoFbOebU1dUxMedNrc12jntpGZWLuDk/Q3tzGwH5DQiaT7O7uY7ETB9CPINJb0gnvGuclUVf4R0bSlpfO8tXexjbuIWVwgb+Lmxja2ghD5P0PDUYOBexg54Dn1N9aCVDEhteib/h4cggxxMiCBInsynTlkfiVSzfnkAfJ6M6oYtP20dZEvRhVtzItHUA5non1P5WRAvdCFXu5rCom46+aMqE8VSLtlIu8KOw2B/n9B5mPeMwyzpBhF8IVpkWjJoKOKUbo7mlgsDINKJj0qjVWHC9a57+1i00p69hR2Q+RyLSKEnfRrchikJVIHGpMfx5YB5xhS/Vg4m8Sf0nc2lJGGMkrDGtZkYYQFndKa7PTiF18eJy2BqexX5OvKsF1uqj5IgyaAv2obVzJW1Z+2hLqWOxtoBZlR2espXUVX/BmLk5zUVG7LO3MOGpJT46lZBYBeNeiRjCh/E/U8xQ2immy/6GRXsBsx22AOT4WxEXGMpf+mZJcdpHR34mewe7GZzLxatETXvqUXyzEznRUsLEGVcad1myo+oshyoaaBa3M2l+kBmzkwwmbsVXVEBu4lGubD2AJM9IaGMvungV8dJY2qWVHCwrpColgV2tRvbUFbO3MZu9XTXUqxXEyUqYc1vJFSc5He5yLtpvpf7RM7Il9WRkRPFJzxmMwTmYUoqoE+9lV1knWbUWWLenkyffS35iF+qgVARKI5aJ7Xyd2E54VCEPHtTTEt9FkH4NZtl2xMmCeShyJT9+kG1ZCdgkm1gf18zBTDUv377DqWoaVe5xOtu/QlezGX9dIYqJ6+w3JLO7WEl8aD9fFtmjjavk10c/sXjkCHqvSnS+TZjs1HQt9MNoGkuu5nQf3cmM+RoqfWxoK6zFWVtPtu2HbXjTXd3J9irl3dv3XJSu4cs0d9aadrIz1RddaheH4yvZkHaSdXFV7IgzYa0MotDHlwppNbc1n5Lt089g8jEmEoV0+u1iLtySuuO7cJJaM2W+kcvVUn4YuktuQAVTX21l4uvtyDLHKFBOkNw1y2bjQVbrT7E+1w5NjxWPfQ+REpCCm38ye4u+YYvISP7pDFzqPWn13oxMkI7Sy5f52C2YVYbz1PMj1pZ1sifPSFXMbhqCrPCobiQtdYRqa3vuCkfoO+UA4zksLy9T4mZPapQDumxnTO4HqFPF05Q+iU7djzi4nSTfGprjRgisP49Tcw+bcq0I1O1gQ/5aNhbW8Y/WSUbi2hhWbmdGvpZdVd30e8XTrj9PX8taylRbaKn6krGgjVy+dIlJmQDXhCj+0jfLTv1psuV7KPLMYSphL4dLq/BJyWFXQzF10e7UHbClPTwQk9iLaeFuWk7ZUh0zSI/sMEnZabhIMwiVqFif0Mv8OQ+e9beiEOzExmCGbeJmvi8tY3l5mRSxFHWgI6HK42S6nmakrhdt8RCNpRZMKNYyWL0KUd0YPz1/RmNqIjcUn+BUq+OBeCWdJWn80CEnKSsCrfEkzs1KZp0+5qrhMN8bu7kq+YyzZtvpdPyKYpkPr6494+2794yEdXEkaSVNAXlM67R4aCqwMZawTl6JpsCdPWmZhMWVMNN5kzM7v6E3tgltTC6Ldg7USds5n2JFhoMr9zX/RrvPdtIdHLg0cIfZ1BXcidzEc+U/aXITMF10Eu2wG+cco4kPLeVIfCYqp4MUuxYgrAkhW7WJrTGFRElikSeZI03fT3pCGJ6JAk7HKbiW8hcu50h5IBJzv2SCWaU31x1SuJ40wtDwCaaXRtmYtZNVVWf4rCwBB/kOEhs15MZ2kizUkmJ3nMHIbqITqykv3UWepwVBIjmVFkdRe9iQIddxM2uCovytzMV4oBd0cDN3I89ztiDyDqPGcwd9/R9TGrgNhyg1/PiEyzlfEiBu4e/iDrqVfTg07EBxVka7nzcJ9nEYjwQiEsdT1FZBZq4D7kIh/2it5WSrhPhEMZtkheQc8yHVy4Z1keXIXOxwlWYDMFGcRlhrGCmtpzgRmkJbny/n3VaTnxzIlryteCWf5nLqJh6pVFxK/op8WxdkMcm0HD+Mo3E3rxcX2andT0+RLT5lG2ly+CAg49efciUum8kMZ27P9fwuuRP8ISB/8D8Prn/6f14j8p/hdxWQ7358wtFQHVUJCfxy6yWP82fIyG4l2U1Jn1sCBZlJvGhvJyawFYkkgUyfPqJik4j0kOArjkcSa4daokARl0S6IpLGrEH8ymbodfdhStjF5ahuahtGqJ25y3xlM6PRMXzcP4bRKKHV1ZflEhvuZe5k0Ho/C7GlvBR+zbuXLynyt+S8ty0p0VmoY1Nxik/l16c/QbUzDUW2rC38Ct8UP0banFmudOCL6n4CFKcZiu6kTJpNeGEPi1N1iGWjVLeupqx0D+s651gcu0F5fBEmUT4Fcbupz3Hj4aNOli6cJy3Am1htNv/eO4NMbCIpW814yUYyiqQ0qpOZiK9G3mnO3dkSHEtWoc6242R0AQHRGSQ2fcrksAuBU32Mxbmh8+klP13Mg4LDVFRUcGUpnSrH7Rz3yaQnJprnTx5TVlaGRFdLSHM0h5uaEOvjCfcIoLQpCePUIiuLvsZLEo2urhXuzzO/24zVgkY+jm5mZ7CJ7wpreNHczFSYOd0WX9CyZxWTIid+Vuzh+zxXHKSxuEuUbMo8yfeSNbw8V0Z6bAgNyn7WV7eyJBhkX1E9Z/207M4PIcfNHGOQGZ66I1hIeiivTidfFkNr7BZaok6TXq3COb2fa54CtuRZIgo3YaM9xLmWRqKrzlFT1oJnqBS/mDQa0vexeOY+Z9pO0JK9mj2ROeyMzmEi9VMaTGmMZjgjUYv5qH8cRb43PaMevC08wJ2cSIojVawxreZ6uDcZNce4d2URiZsXPT5mXI3YQbz7YZwUx8hOKqBREEZL81qaNTY0yuv5YbqVgSRPwmJXoRNtoX/3flQFSpKztnIjTI80SktkrIxB10SKRWMkzRZj0vlyKeuvHK8rZHE8BICSGC9SPTz5rHmYEg8PmlIUxFw4S9yYEY+iVJL1IQTopEQ2Z3LuvC/1wwGmogAAIABJREFUOw9jVTyCdX4F88J2Zg8f4sw+ezpSDhMvE5OTdIjLW/ZhyNFzonMKoyQRmURMZmoxkcZSGpKk7Gyt4nCzniPNSix6G+jOyyRK38O8/SpunJJSFaZk0Xk3cy9/JlnTTpUykK2tzWQH5zNQO0pjwg72FbUR3BCOa4uMwuidNGhGkQWlIJYWsCGpl6/lrahU1czNuzCQNo04ax1f6y1Jk7pyTxJCSfwZjho92Z+Yx0pJHQ6GbJaXlzlWM0NcsivdvZ8grFmPl6EK44W7WGdnsLksht2KXlYV2WEQNfDu1a9ctXXB4JpHjnczBQ6ZlC2WwaSBG1G2XNjzOQsWn1MQt50GTTfWRT3oTzqQcsqS4qPHyfauAOCeciNfaPxYVfQ1XymUXDHM4S8xsCY5kL3hBvbG5GCdGUWxtz9tsTXcS/uYbJ8+xpIPMikKpT7QihtxW+k6aMaxJHvO7V7Lta4c3j59hSmohsm1Oxj7Zjca7SQG7QxNc9fZoLdhXY4DG/Ksye47Dv0KTKJUnAPyWFXwDeaxRgpdNPj0ixgMXEtWaDLJ7p7MiTayqy2GJ67/xCrHxPbiUirFB0lVBKAvKKa8cI7ik7bcEg5z9sRGHkzHAlDl60JmkCWVtVvJdz9EQ7KMlsw5NJoOtEFN6H3KqZacQdB3GZ/GTjbnHWVb1l625G1lfU0bn1cMU6YdpEZpxV3Fxxwt6uW8t5DWrHP01ZvTmL+OjqYVnHHayt27d5mWh+Arj+KTlkH2a4/QLjXH4GlgSHkEp+IcbPTl2FSmk1dYQY/5YUoTkigU+dAec5xeyxMkqsqx02/nYMExAsTJBMjUbFW1cePbTF5dWEATuZOtBWsJEpvxsrsbgDSpDG2QB4qgExT6Czg/NktbxXmKDS58m/FX+srXET54idn2JpamznJb9glRpWKei1ZRWV3Nmwon8orldKWspqhiNxf2f8K350Vcyh3igeSvdFruoNXrM8rlfry5/yMAw5EDjG3ZQH9oK0uXn+JfNktUZQVfyupIqTzKl6mNuCtyaEqf46zZRtpja2kX1nHJdi8NKRPMJx1E6+DKE/VfaPQ0I83BhQcTNziTsZqroQd4pvwHbadCGBy2RTWhZME9CaNjNuJYGUpvZ1qD9RiqEpBr1nBMlMnOWBN7M46QaJRSrnFmNHkNT5L/G1c0/8YlVyvePnnCQmoLExmOLJ5KZFxdwcJCBN+9eMzWdDNWVvTweWE0BxUnsM8uoDjDRIbQiDIwlMHIXiJ1JRi7DpLrZYmXMoUsJ3fSPSzJyG3mtm4KXd5h5uLsSBC281T7EW/bQpF7+FB+ej99/R9jct/FyZgseHSRadMmxPENfBzXTnVqO2FtezAtmKiND2PQ7Ahnze2Jl8ZSVdVDpt4dZ2E0/949inubgLCEFE7EqAgOykHrYYM61hG5sy1eaZUA3L5wGZtqPbZ1mRwJzKDnrA1zzuspy/Fnd+4uQhICuZO1mbvBIVzQ7kDr4ofGS0qNzRGCKk/x7vlzjiUfxJh3Csfyrxlycybs8m2uPf6R+dgcFnP30j/Q/rvkTvCHgPzBfz1+VwG5tzSHbbiOBrUGgDszD5DnttBzKphzp2VUGJT8PDuLW3Qz/ilaEn178YzKwj4gC40qhoIka9RxCahi1OgVoQzXzKFovURrZDwjwmYmI+vIbZrmzLWnXO4f5mxYChv6G2nKENPu58cveS48NFhy5thmbgr7+S7077z99VeK3A4xLXZFK8wlPSYDvyTVh4Bbw2gvsWVL/iZCkiKZ6rVjuTWML0v7CRbbcEs4jCJZjF9pPj8+WECYOk52w1oya79gVdssfcWL1CemUKE2kR9+kLrUcK7fb6MzLxONNJ5EeSF/HphHFmOgpKKUmSZLknQnaNAomRbVY+rZwdXQEzhUrSct/xB2sVpCYmRIGj6jdSaD7BkjFxP2ke3TT6ohhqfFNszNzTE5ZaTMazu2obl0BIbwqMCRu20pZKVVYVOfzoH6DkJzNET4R1HTlELRpUVWF23CUynDUNABL+5x2c6OtRENfCxsZndwAS+6BvhpfJyJsP20Wa+i3Xw1i7F+/Kxz4+ciV7xEck4lSNicZc0t9Sm+bQ0kI86ftoRBQiVyFqOHsckuZEDcxl6DlGxncwxeu3Esc+RoQj86bQU6TSi94k0MRR9D1lSBu2aQW94hrCvch0CYyenUw9ydnqZ99h7xGT14hkVxMMJAa9ZB5ntvM9MbRodxJUcitOyOy+C6+iMaCzN5WeuFRCnhq/524rMCGZ88Bh1R/Gy0pyJMi5l+E9fCHUltsOP+zSXiPbxo9NzPdMh+RF6W+MbboctvoTpGRH31ZuqUvtTGNrJ8d5oWjQBJzBpMgVsYOGKNYiSJxrwDfOsjJyEyi6hoCc3OmXTmXaD8Ugnywni+lazlZK2JG1eTAWjLVGN0c2FbcSN1fuE0JEkZ++4hds1N+Boy8cuX41yRQXtbPDduaGnfsQ83wyB26RXMBZuYP+3E0dxqRlV7kUgk6BIPsbhtP/UlxRzvnqNYoiZRIkaYU4uppIqGJCnmbS3Ytqk40S7DZ6CG0coSKoavMGe9hmsH3CiJF3Ml9Dgvfn1LTO4APbE+2NQUoQ0q4frsDTqS9+KQXcqO1goiGgIxhe5juOISYkEGCmExnyq72SRroTC/kGvX1YzlXSAlfTMr8zdQHX+Cm8kqSsVniao+xFZpAZ8oKgkrK+XN67ccq50hMj6M7r5/4Vy8A5fCRtq/fYJrqoG15UH8NbmXr4pOUaDs4NdHP3HdJZRix0RyvZops/InZSoFzlVyX+3DOddPuWi/gtTkrTSoh/DumkF30gW1ozXllifI8a8B4JnWjJUp/qws3sYaiZbvq6+gkGWzUiHFwVOFlSAFj+wAKnxDGQrL51bG5+j8OplWmzEeGkBttA+Ppavo37uHYxpnFnev5ubZegDKQxoZX7+X/h3HyU4aR2uYY+7mUzbqHNmqt2dTvgWZQ54wrqe9rBkP/yK+MOzmmDCLcv9MpFN6xsK+osE/HoOrCxOSLeztUvLY+XOCEhVsLqugUmxFUI6SAa2BtsqLGFycGJYO0Wu1i2uzoSwtKWkMdyfL6xA1NWsp8LKgIzuVtuxzqDQNFHrVUeRZiEk2RsHF+wiaO9lsOMrGzMPs0h1gTeMAx8uHCS47S06CK+eT1+Gr72bJJ4T+4kX6qh1oKVtDZ+tnTNju5+n9+8zJfQiSi/GSRWKttuBs3BFyfTNQy0KJzhOxrqqPhBwvbLMHWTpozlBWFUWxgRhEXozsOUxoWjqZKX7ICluIjFfipdSyJ7mId+9+5td798iJMGNV0SqSIyx4NT8PQEZCAoagMDT2R2iLzuXurTtM9d4gJzuM2cKP6Srajv/0NeqUYt69/ZW78Ssw5drxXLSWsqoa3pVY09RhpF39FSOaT1kI+xv371ZSm1rCd5K/Un9yL+2BX9Ov8uXti1+ADwKyeMiL0cg+nv/4C+KmBfLqSvinrJXD2al8kdmBp1LPwvA9zu7eS310KRej+rhov52h8iuMyW3QOjhzV/kpJpdjpDv58dPYOP35ZswH2vBG+n/QecKHV788Iag/iIv+2RTaa0j3CyTdU8GlvAqa8lLwyfgKkSSOeFkYNvrdPLzRz1n9Vu6q/sIP6v+Ni6n/xq0oKW9ev+JMvJHBwt2MWYQxXpLOnTtFvF9+z/bUXXxRUcEqfTinZfsoqYvDVJBBTmQNUrGCkYh+IisyKBp1Itf3IHZpmURKFaR5HEBXP8q90nPkpXsxGr8XgbCB56l/hqUelJ5e5LvY0NP9L/Ls9uAlzYTrAwyWHyBBVs5GUQcSnYb2CUdarrdgyo5mcv12Bve5IU0QUmsYJUvvj71IxJ8H5olo88NDpifOzZcDsk7S3B0xlW9HftqJ0IIPj9i9e/WaA1WlHKyr4GhAJqVjp7notpPqglD26/bhJZfw3LCdOz6+LJhOofINI9/WH4PfIVI7Y1heXiYq1pJQnQ1HS9YxHBqO9uYjXvz8K+NxRpZyNnB+cel3yZ3gDwH5g/96/K4C8vLCJO6RebRl5QAw/vxHIo2t9DsKueCeRqsuhu9v3+HLmjPIJSpiAjrZIahgVJtPfqqSHuMp1EI5mtBccpVhXBq7Q8Hot1Qk5lEhNFEblIa8bo7rT37kzvlzTIcaCOmNYlQlpVfgx4v0UB7V+DFhvYaSxCgeBn7EoxvXqLXfw0B5KrnCAnTROuKypR8CHlDSV27DJv1+opPiOD/gwg+NQjaa+ogRHkeQkExicjxFSc7cDQ4kKL0XRf4J1NUr+ax+kpbMcyxNjlGVlo4h6AjVKimRrTYYhIHo9Xq0wgr+PDCPXJhNZ2cnl6cENMfspzRLxqi0hNr6lby8MYlT7WayyrehEkWRFhtITP0KlOe76JwJ5l7aZrJ9+lEVh/KsMZjXr19TXa2jOnQzsdEacqPjqDOm8m6+ivqkYk5WadhT34ejVk+YSEtFVQqGhXNsNmzGIyWZ0txmln95xb3oGDaFVvP3qFYOBBl5dX6BX65fZyrMkia7r2mw+IorIgGvalS8HUgjIjoJq8RotmQd5WqZjssFZpgkIXQphvFM0DAvGiVQrqY1YYLDOVrS7PdQcMIcm1p/7NVDJMb2kpvjyRnxemZj9yBoHyRGPcJtL1/WF+/DUS7DP+UErx884vlPv3BM1kdgRAj7I0oYKHVlvOk6l6fz6C9ZgVWcBvNENbeS/85YpYb3IxrkahER3SGEpIm4fiMNZot5r99JfaAB2/RDLIUfRd8bw9S1UaQ+HlS4WtLjfxxBkBVRMc4Udp2nLDYZU+hpqkRxNMRUwcv7VGckohZ+RVPwN3SfdMG724fSWgk33YJRR+QgE4op9Sjl0th9zlwvw69Wx22RhJO1Bdy6lQfAWE0ZJR6e5FtZ0B4WT2OinKf1VzFr6SdQL2ZfgZGDbdU8H0niyZNuus3NaY1tIlNRS49rFNroeAr9xExKDiKRSMhXWXHR7DCDVZX4dE1RIMskO16BW2EXg+1dNCTLsOvowqFDxqlOGfLRcmY7Wrj93U9MHVnLpXUb0Evdua7wAiCo/CxDYYH0qrxID6jk55c/Mab3wk2Xwf5qE851CgoCLFmafoRaXYQmrJyPpJ0cVDTRXB3E69f3mS6/TF7KLlYWfsV4/H4Ws8uolE+ia1nPhugiPpMVoWlp5d6VZ1g3ziGKi6W8+2tsCsywL+vkwnc/EJRYzupyD/6e1sc3RTYU6Uf5aeoh3/rLqbQVoPPuosHyJOGD4bDYyrP8KBY8P+aS1WfE6LYxXDKNZugyOlsfkr3dKT7mTkFkAwCvC61ZneLH50WHMJNLed56A708m2/Eidj7J2EhSkGQ5UJToJiz/mpuZKwiJ7iB85qtnPH1oSUtkeeyjxk0P4Cjwp8re7/k4aUxAFqk/fTvsKNtvwd58WNIima5//wVO3Jdscz2ZofpIMlDcXC+htmhc/j5lrBaZ4trRBod4gJMi3VMRn1Fs2ckla7ujEi3Yz2YyUPnr0mOCWRDaR2V0uME6JIYTcqnvXCBfG8HPNIrGDmxDZ7d4uHDZrqrN5Prvp+S7B0U+lkxXGaip+AiCckVGIM6KQkoJ1NyhvlnP6LpHWRDvjUWaRbszbBhZeMwZWevsadpCrU8ivaMwyg1vdwNj+TC4F16SkW0131JV/unLHh68/LaNc7JXYiUqRC7HcA50Z7J6OPog5IQyeNIT/Pmf/TOUJN0gKKxm9w6uo8HpgGMgji0ohCmzU7SUFxCmjGJ0PwehBIFTmo9TrmNALx/9YrSEHPWFK6iyu8kv96/D4AxXU1BcBxaV3sGRRW8evWKO0tPSclQc6b+EzqMh/CfvkRfgR6Am+K1jGvW8zR+A2Vl5SzXuLIw30F10lbOCj7jguZ/8OTJOIWaPL6Tf0JyvAvVsv0spoTw/s07APojB5iObmYksp/l5WXSe6/S0FLGR9IOPhM3sj63jQi1jl/fvGN4rx1lYbmMR/Wx6GTO1cmHdMWFkenowkTiZrId7dC6CHndUcvZBjfOejvzSvZn2o+5A+Df588lQTEltkrSnD3I9sjh58uXaUiWcTpzPfESMVFKV/xyT/P+/TsupX5KT9oXzNf8lbnUv/Hj5B1m2hq5XjPCSNURRnwKuTAo5fmLGQB2p27j6zxP1ie74pqwl1xjFLnlqRgiWlCHljAWMYCwSUT1jICMADO8EpWEJCSQ4m2O4exFLhWcoyhdzLR0A9rocr5P+2/w+iWJwaFo3ZzoaP6MnOP7iUvJhfPVdDY6kZqgxzGmE4fCIM5f8GX8wThZhVFMfbOVrsM+SNQCarUTFJgCOJqg4m9d4yhanbCNNVLscZiN0m7UHu4YRfuQO7kgaxz/LedYX9bEjtpajoZlEdvnyC1fS8oyA/FKcueYKodX5Zbc8fHlalMUCUHh1B60Ji1yF23zH2ZRCoNtsM22wrJoAx0JiTQ+esby8jJD4kJuZ63h+bmz/z9kSv/3/CEgf/Bfjd9VQJ7MLeEryKWvqAqAkvtPCTG0Muiu4FyAkRGpD27nr3MkpZak2EQCoyXIBCm06g20l+ZRWeCDOkpERoCRXEU09689p+viQ/S6euKjpWR6BhBQNstPv7zl0bfXmQktYKBtA1PSVEbjPXkcH8Z3fYnM2X1BXqY1d/w+ZbajhS7bHUxM9GOKKaYwJgdNYcyHgCdyGa2yZXfWUZRJEq4MevGtKYT9pmFihSf4OtuSqFwNTRmOvPvxJ7yqJxDI1fjl7cLCNEFv4xLv3r6lIimavIBjlEs0DNTnIBb7oCvQYQiu4h/9YyijshgaGuLWLQMjITvIN4kZVRlo79vC27c/4NW0A0P9KuTiWLLFXoTXrcBr9gzz57z53mBOnm8fsvIAfuhPBKC2tpr62PWkCFJQKRIYGBgAoCu1gX+097CnfhBrbQmCzDqKjSq0cxPszNmOc2oqzUYTv9x8weP0dLYHl/N3YRun/DL59cED3v3wA7OBx6h33kDNiXVclEbyy9lmlntlSCPT2ZcSzNYsS24MTXExYyUNKXI6E4bpN9gxKh9FHiWiKWGS47pCkh3MMVru4VhVFCHZYyiFQ+hN7syL17Ek2kRA+zyZqWPc8fFlZ5EVn9SEEpXoyPtfPow6Wkj6EET5cSg8l4XxVIbKr/Dw1hQj1f/CTizBOj2KO8mfca1WBhcbySwJpbllLU7JKl69egBLvSxnbaDdu5yKODVLgv3kjRdQeaEMVYAnhc5HqfWyxV94FGmUJw2X71MszKbv6AnKYpJoiy2Ad2+pKSpHJ/yKUp9vqHHzRTAkIHakk9unbDCFG6iSiSnwrOXld6+4fb+eEx01XIsL5lRdPnfvlgGwODJAubc/GlsL+mNSWIxv5fWV7/lmoIkIfQxrKxqwaS/i3dU2Xr26R//B7TSF1tIn7SA6SsaIIZ8Fa296404ik4iokNtwYd8RzlVXkdA6TKqqGKNYy4niLs7NztKpS0M8MIBfRyCOnWKMg8VcHhsG4IzVJhbWr6BEaUejzIJ379/h1zpHe7CYe7GbSf+PGYOr7fkcKivkmEHHvnoTBh9bfvj+NZU1naSF1PBPZTenZc0M9voDcL7lBmWJB1mdv4mr8duYLz5DW84g6qatbBIUsiJeR/nwGDOdN7FpO4dcLCGqYRtW+n2cqO7nwas3CFJaWVlmj7luhI0ma0obL/Csbok7UTqarFwwORtpdw4goC8AbgzyqlbBJbtPuLRnBcGF27k+8S0FrVfQ24WS5+CA4VQk1couAJYb/Vmf4s+KXGt8VD68HLhNpVzHjphkXCNkWCoVxKQ50R2Wwhl/GUsZaylWKVhM3Ui/mwdjteV8L/uEYbPDRESGsmT1OS8eXP9wTEsW6NjjQ9PBEEzRowSYpnj96zv2m7z5Rh3HnuJ9qAZT4Xo/D7/9nkjvYrZrhIQFa5jJrqX7Vj/TojVUunp9EBDFdnzGTDxw20px6Ck2lbVRkWyDUhnDhKKYhvQ5KgKs8Y9TcsFhLbz9cM906VwwhO6iXrWNoqDjzLQ1Mt54ncSEEvIih6gIqiVJeoZf3y9TNj7NepMTasVezNKdWdM8zLXHP7CrcYroBB1O1VkUJwzyWKPh4Y0XtOWU09X6Gd3tn3I/OY2f5uaYVzihkGQREnYQf5UPk4ITmGJ0mPRWFCtP8m+904zEb+Ltu/fc97DhkbaO3HAVphhPpnee4kmHjqDaAhyyeomWJ3AyxYC46cJv/UlD8D4ssr+mx9OO5TdvAKgrzSNPmEhWeCTj4g8zUG9+eYcgp4S+nn/RonPCp6WLB0sfdi+6KDXjuex/555kK+Xl5TCaxs+Xu8nMPUJPxQoupv4bU1PDjJX08jRpK8kJHuRLnfg+XcTy8jIArYIB4hUxjET2f+jXxm/R0lrHR7IO/hnTwj5TE4rMD4NuIyfdqffJoCG2jauuFrx8+op6QSrZTq50R+8nw8GBDDcpryrSuTSaTK+7D88l/6TuhA8AgT0BLMhqqbQWk+4qxmQfw/tffqEhSYpn2i6iZFF4pR5EW/xhHcSofi192i8Y6Pkn47n/4PW9F9TIY3i19D1na625EtfL/IQX7969AmB/6npW5X/DdoUTnooD6PVRGJoyMAnaSIwwcjaiH0m7Ly0XtcRGmBEli8RblUhCgBmFi3foTZykMSOda6oVjEnEPNL9heXlZbRiKQpXD0plm8g9fpDM/HIYy6K1R4AuScWSsJ8TnWlcuSrhxvMbKKvCGdlxgNajQURrQ2nOmqWiMgCLJDWfN/aR0XIUixAD3cZ9rI3vQu3tQ86BE8hPO5M7fPW3a2SlsY2vqus5LVQT2B/A40gXalTOeGQHYKU28rrBhTv+AdybKCA5NIiRjVsQSTdw89mHe3fUy5W9uj0cKthESW4Bsy9/AqAvvpxHaV/w092x/0wK9P+JPwTkD/6r8bsKyI3JBQKiMhhr/NBQi5fuEZ9ZyYB/BlPhZfgWFNH46Bm+qmKSojVU+vmTIkzHlJrKxbF+FNkSkqLCSQ2RkiNV8NPzX1i49wJVfi+KaDE5Xn64F04B8OLxQ6ZDTQw07GIqVs+c0o47vt68nCnlguMXtBSYcdN7FW1pifQ77OTegyUqoquoEhZhrIr4EPCFWqZr7AmVKshKUnJz0JuxRHccSiYJkDqyxbgFm2ojIynWALhOLCEWNSLNDSI6+SwpjRcBaCuQkO3ihSnKQLk4nIrKcmIyYsgOKWVTbxMpAh2Tk5M8fNjMaPoRSgvDGE/X0zdqxvLye2K7LChoWoFMHIdOcprg2hUEXrjEjRvpvMg3oyigm7rMNN5MFwKwuLhIk3IthtBUQpQpv53fM8YOPm7vx7JqgJiafsQ1k+SliFBODHEwaw92qekMFSfwovsm3xeXsCu0hI8Frfi5q3j/+vWH7S+9rWlx3cmI/ZdcivXk7YPbUOOCKsLERq0T5hlW3LrwmAvaz+nOzaAjYZiJpGjaVAPoRRKaVFPYZtYgdzXDaGWOdakCiWEKiXiEjDJvzsev44Z4E75VczQUn+OOjy9HTHZ8XmmPVOH+W6cfoBpBHOfF4VAtjx5002Vc4NXPPzLa9DHe8aEE5LhwXb2e72rD4f48dX3eZGefxjNL9OHc3p2BnG20eFVxK2qIb2N3knluBMmZeDTB3mQ7nCDLxRFHhQVJcSGMPHpBkVDP1YOHKBZmMab48BhhT/sAhVFfkeuxAVWMBzVXa3A+f50nrhtpCK1iQKYl37OG5eVlnjzt43hvM2fjTuJRm82Dhx9Gc+9cPE+5bzAaWwumokycLf4gJg7jTXgVJPBx6yBZdWHw3XWWl5fpt95ObUARRap+mqxP8XR0lAun/GgQepAuCaZV4sLMoWPcLisjr6aZuLR6SkQ5nNZVcPv2bYbLTBSNjxHY4cuxzmSaO/K5vXD+wzVivZMpi02Mqp0ZMIYRPRJN2MhlKoNSuRGzi8z/EJDHd26yraaafRUlHGoxkOPpzPLyMufnF0gNquHz7AEiRU08uDcCwJWhuzQlnGRt3g7uxa9nouoKA/UGwivtWBddzKcSPYML1+jIvYBLzwKKhGS+LjDjSOoRLBtGef3uPYLsflaV2RE5cJ5t+TbUn73FU9MCD1Pq6dt/mOpjAQwJlR8E5N4MP5p0XNv7GYs7vySwZAs/P39Fae45cuyjqNq/D51TAn1F//Em4+44dicF8a/EePLSnPhx4gEdcj27hel8Xp3L1/Ua4pIcGBbo6QuO41zmZlrK97KYtolWF2euT4/zSP45I+aWZHqEccP+U96+/rBG4NKZezQcjqT2iACTYBR30yQAxysD+ZdSwaHS3ST158GD8/z0/BekHoVYSBqQ+KVyu6GPmUcz9Ek2Uu7qQoWrC51Je5APl/Aw5Didfvv5qm6EynRbyoQBTCqr6TYu0Bp6CLW7Hzfc1/zW/g4aYjG67KMmbA8l4TYsnhni4sg90uUlGCOHaAxuRKH8kFANXrrMumI/wpIOskXjz5reKd69X+Zw6TheWY38rWuc1vgBvi8v5+2bd9QmDdPd+QldrSt4VlXDD319zCY6kyXO53T8PqJV0UxGnKIttZmw4i10S8z5e90QV2RfAPBU7MsDkZ78sESaI04yZu7GcrcYQU8HO7L6ESSoOKIuwjhy47f6dARZkOW/mwl3599+G+lvRS9So42VMCNpBeDNm+/xLKunve1rGrVCfAqKf2tHxhJOgOR/5bL84AcBud4PZ3Uk62xorPuGSwkrSU5OpjDTyPmE/aTL3ciVuvFDVspv/1kXPcjpNA+GBB8GejouPKCmuZWPFJ38PbqNUyUNZOcXALAQG0apvRa9oowbka4sLy9TFVGAztmNwQBLtA6u6P0TeaT25em1bupcg3kY9xW17kIAEgZkDGWWUmsVRaZ3JVVWlgA0JMuISbDDK9mD47rNDLd9mAX6dlDsAAAgAElEQVSoaHDgnPpjRtv+znDR5yz093C+r5NfH//MRP1J7iacYW7a9be6HNRuZJVhG+YSJ3ySLTEaBeR36imJ7iAhooDxiF5Se07Qfq0eH6kFSWJ3TutTiA3djansIrdmHjGaVMJN9d+4nHCSh4Z/8OMPP1Ciz0Xk4kmW9QFyTlhQ394PPfG0jmvRpErol5QSOlHDzVu5vHzzEkG9H10HT9BsE06EPogu4wL19YEcUSexrrKF3JKDWPplMzrjxTpJNxrfANRH7ZCddqVt4cFv9fk6q5GNJhPhSim6eR2PE4SMKK3YVeOAQ1oSrxuCeCCR8MODaTIivFlc8Tk+mjW8e/9hduucQMjuDDP26bYjr2/nuzdvAeiKr+G5cjXf35ni9+IPAfmD/2r8rgLy+NF9wuMymB/58PIe5ws3yE3JYyjcSK+4GWlGLgBxGRUkCzPQx6lIF2agVSXw8sljTidmohYEkR3sgF6UyvL7ZZ799IaQglGSBEJyvX1/E5DXP/7IdGghfWXHmIkqZDHpOLe9vXl7fZDLLiuYKP8XN/y2UBMTRnPUMX54cZmWqDbaBY3UNAd9CPj6ABdqnRDJZBg1Ch70ONOnCiCydh7b9GBWFa1iS2cZzZlhAHhfvIkgdpCVNWMkq8ZxNE7w/v0yF6fLSHPyQxcRS02GhitXrlBaVopEmI66IoxcgYGFhQW+f3aW8W5f6pR29Ou0DJ/dD0DmsDN5TStIEEWiS7AhqPZzCu485rvvhnhp2Igo3YMZRQXvzn0YzX379i1NGeuoC8jCMTnvt+N/sWGMT9oHsS3rpf3cLVK6rmCUC4ge7SFY441dXgE9eYE8NS3woq2N/RHFfBHZQoyT+Lcyrvo40RBiQ2fgYX6O+YTllw+h7CSaqBbW5BzkSOoxrs7MMpO7ieHyQlqUw5yLy6FE3U1dejrdWfOc0rQR7beTXGtz7AszUOVNI9GMo6iIY1Gyjm/Fm/DRjjJ75g53fP1wLXBnVak5KTK/3+LISptCLnXDMiiZH368TJvuPMvLywy3/YtEqQ0ZhTs5l2rJ6wpnePWc4clgXMVa4krCPxTw3XUotKDRq4RbUUM8kG0jZuEyfr1+6KKCUZ86gczBkcPafWRIorn60//J3nu9R3Vl+d//Qc9M/97fdE9PB4/dTmOMc8AmGRswGRMkspAACQWEhEIpl3LOOedSzjnnhHIGFEESEkgoSwil+rwXh66inn6f99IX/XjdaWnXOjucs/f6rrTXiDYOoe+2KjGiQPrcrQBob+4m2fhTvK/sQM1DibHFMYx7h1kT/YUs/SzyDSWEqQuAYn6+hbNVeeSKfkA/1Z3paSFx9sXEGPEad3BXOkaVSwhdpUIMc+hAHb8kBvLHslb6w3fD1gYA5df2k6UdgCQihOZDR1mbnqbtkhYZJjrUiH+kxkKbhl/O8dzPj7iYOG6FlFBukY2how+Li4u05mVS0tzI2UJb9hbFUJEQwMzYYwDaLhxEX2xBi/gkC/WlVI5Vcrg4khDdSNpEZwjWigUg++k0N32s+KowD+ViN0Ju3ABgZX4Od+0kvkuvxto4me3tbQBGO6YpFt/ix+DdPLP6hsq4fmpKddAMs+RTs2jetfZhYHKOHN8O7lU+wNYrmE9D96Hkeo6jWUKYg2FEAx/HKXO2pZn9IZeo6HnGi/h+ZmKqqDv4IwkHj9AbEMfdirusT/Uy7ZJK/54P6D/wKToxuwBI8Goj+JIlkuOH8bvuS2/NuPA+VLtx0VadtyxiqQvWYLV7mmrbMPYaB/NZqjWHsq2wtL3AfZNocvWMKfM7TEX6p/R4f0eKyiVW5ucYtd5J9c9nKDitzujNv8ve1fEHs0Rc9CTwqjOx5vWyPepCpoj3XEScSNiDd2EoLD5lc2MLV7VIPhTl4XbLm7n7HQzODZJs/z2S65dIUr1CovdRwktieOGoR4v6N/w9r5VMz1OkGehQ6ZJDX91TSo0OkvrzCZ7ofiHrR0OyE6FXDpF4+yAJJpd40tPFk74XhDumEmVYSbZ+Dh6uQlnR4ckpPo0XcdHzCF+5GPJlvWBMuRDZyInYcv5WUE+1SRlLr72r6e7NFBf+nYLMD1mqqGAuMYkWV1WiLeM57nkERxdnau9epym2Fr2YXTRZfcs5Bz2mXD4GYDHUhrHb1sTquNN0+yA1P+tA+i2qBkZ4N6kBfScXfnJJoKz/mWw81bpn8bh4hN6bN2S8oYFeAixc8TQV0+4g3FI9Nh6LUlohaal7yXN3wD5Hfnt1rpsWiH9HvdMlAYCszkK6OtbeF0iL3kmb33vk5eWx2v6c2UgrImyUkVifZyEgVCYjxaoGGyc3iowEw9r9kVmC0ov5m0MhfzXPRyM+lbgk4T6csQhfEs4bE2/vwbi7UC42wzSCgOtqFN4+i9clNVIdQpmzP0tnXQmhKgbU6OtQZukFQFRlCMnRAaSfuIufRjaZPwvrWxLqh52VJWe9f+F04BcMtIwCkNgZwlP7/6JR8haV4Z+TYmvG5vo62y83aUm9xohTBr29BrKxHAzYxac+xzhseRFN7zOkpxsRkeNPslkRHrrpVBkWElL2AwXj7dzyUsJf/xza7ubcMzxJpLcQxtVil82wx38y4fglzyW7GBvspaKsHMtrKnicP4qP8mlae4cgU5Oi/kyc/U3wsXfBuTWCqalspFIpmjk3yDqrQv5FI/Sj7tCUPUxejiHn3W35JTgIH+0jHL/jz4MBZ762LcFd8y4WyhcQX7tB0/AL2Xi+cktmr08gFqFW1E/UMxPgw6jLAb4LD+B2wEFepoiYCQpmc32BWOML9L//ASqBH8t+/8jbh6OOB/jR8TDq1S0y4FogzmDefB8by2v8WvQbAPmN/tXoVwUgM48fYGLhwXDvFACXu4bJ8Q4ixymfVNdKnmhpA+AdlYGTsR+OFvb4ijzxtLNmbe0VVxwCcDXSJfDuVUIshA1ZKpWiGtGEzx1dwm5pcCNaONy3t7do0YuiLXw/7cZxDHspMWFkxNZIG8O3/k5r0DsM6R8lw1CXuEBN5ubuk2iUSZphGsUlgrubqW4epl7B2kaMxFfMZNJRmiTBOOT3czjGUbituCiR+BjBvW45MIHIvIrjQfV4pPTiUfKI5tFZZqar8bx8B+9bl4gKD2Nra4u0tDTS9eKIcbYm0jyYoaEhVlaG6ew1JUfjC9wLL9HQJFi3UltFBKZ/gJOJFn6ux9BJ/Yje5ZdsbCywEPwRn0Z9TG6QHnOx8tjXtKjvqNMN5LxPqoz3rGGIndlFqEQX0Tj8gtDqYRIdTdEsz8fPxYmrKVlEWKnxIr6fpao6zosi+V+jHFwvGstkPNZQJ9PsDBHmakxqn4WoYxB5FH+zUnaEf4OSqxL3i/1pT79Gc3Ya8a5V9OoX4eZZQENWGveTHqHkUIqu/vf4Ke/nZmgsbgHNeMZ3YZjoz4DV5wxZ7eK6RQnz8y+ZMDJCFKHPp9GfEmh1V9aPHL8OPO0uY6d6no2NRfICBAt+ZcE71Dv+ldLYv1LjqYo0/hwADx468pYoh6Cc14ftyguIP0/2TT8e3StlwW0fVzsHuVN+h3ALI1yUTmBzUYkDgQcJdbJhaXOLaKMIWu6dIcY4mIlAPQCejk+RLfoc52sfcjropBAfnGPLM/sT5OllEqeTi5+REE+8vPwI9fp0YpyVsUxxYHa2DoBXqyvEaGjjrnSMCo9ARjuEg/zp8nP2ZCbx55JGFoM+lI29+s4pWs3vUJOiT+ehY0ilUhqvaVFjrgvi39FlbEr15UtMWloRHx/PhagiChxqcTUVs729TX9tJW01lewvDGNPkYSiIC9WFxeEebp+ktOuTnTeO8DakBCG4P6gBUfDRKoN1Ym+KwDaGz0jBOifYl9+GjcKrYnSFJRA6fY2HlqJnIiIxfVOgqzPTwfnKbI0INLhMi/Eu8gPaqe9VRNjXx8+twzmPVs3JsaWqJI8xL52AJtgCd8EH+Sq0xWOZwtKsVlqJ5/GnOfrqmIOB6rQMTrHUtU4L1I6aDl0kOQD+3hRUInTfSdG+hqZ84yhe8//0n/4OxkAKYjqJeCaG7Enf8ZPLYqpEWHcNIchslTiPWdb2mKMWRuap8U5gX3GwRxLP4VVnQ1iC2U6TJNJ1btLQoASTdn/Q7fXHhLULgPQKd5D/S+nqNl7mpG778rGvjDzEo/bqYgNokiwaZLtUcrZTnzmo8a55D1EZbvKQqW8r4fxjigXf9UA1icmeL76nGDX3WTcuEzGjasEB52gMDOC+Vh/Bm59xF+K2qhy2E/qPT2y7QtZnlujyuJnWj79jAnz72T96CgJIPzqQaJUD5JspcqL8THmplZIds4nxqSSDKN8okI6AVhbW+OTJAcO+h3iKw9rDrcIIUvGaZ3sS6nj7bxa6ozzWHso8IvCuyjKfY9sySe87O5m2s+fZq9bJFmm8m3Ibnw8/Ki4o82j4k6yJEdpsfsYA+/PWPA/IDyvOIrRC9qk3wpiXGkX1b+YgkSZ1Vcb/E9KI5puXnzrmM7Y7KpsPG1al3FXOsaQxm0Zb2lpiUALd9zMxHT5lgnj7rjOsdxakkJUyHMIIWPosax9QrADUqvfk++pLQAQgPhz6DqpEuz8DdUee5iammLt0RxzyfFki49TZPMD88HJMhmpTg1IrHPIFgkAZGh6GfvECv7mUshfLfMRxSeQm5cFwHx5MblKh2kNusF0guAVqff0J0DtFik3VfC8eJ3y6EReOR8hIz0NfzU9/DXK6ZMIuUrFpVn4pzqSdVwbX21/EpX3ANCUmYKbOIJvwr5C1/srZsbnAGicbGTK/o88MfwzJUF7uJ8lnAdSqZT2RC16Am0ZG4uSjeVo8D72Wd7gmOUF7oRcpL7BmZAkF3LNi4nXKafEOJfw0m/JnZpER6JDtPphAs2UsNaxprhPAIet9oWMev6BGaf3WCzSoL8qnd7eXiyuq+Fz5mfsrl5hfvklSJSpe9qOa4QhYltbQttcmZsTvINaxbcJ0rch6Y4reom6PGycpCjXgiueFmTpf0eYw88Y3lDnyVgMP7hU4KJpiIq6HpYq6jycWpKNZ69VJMetvLmdImJ5fZm55GSW3HfztkUeFkEnqA1XYj4zE6lUSpHlj7R9/AmqEXIAMpmaxl39H7lkup9rrfJLB3NtM3lh/iNLz6b5teg3APIb/avRrwpAnjyfx9zSjRcTy6xsbXGrd5S2kHBKnPPIditiUiwGICmrBLFxIGIrMT6mLgTbiemZWMDBwx5P4zt46t8i0sJHJlctqpmwWxoE6BhinNol4zfoBdPqtocOo1jG4415ER7OSl0VYzpv02r/AQ8MzpCrrUlqmTvPp4sIN84gwjiD5jr111/8U0ZSLuJqJyY9xJSnAd/wpLsT/4pBDmQF82XoDq5m+xCeI1gB/R4/Q9+pDkvjKkL7njI8vYxpRjcLC+14XTPAV/c6hYWCdbuwsJAC80gCNAuJtfXn6dOnbG4u0dNzl9RrO7HMOEJzy1lWW1roVD9JZOj7uFqdxDf0S3TSPmHrtSVmNnwHx+K+oiTsDHOJnayPCZtvQf5pWo1CuRQst/atDc6zPzkbrfB8inqnSGp+Qk2MH8r52YR4uHI5p4gYM1Wmyx+wkH8fDaNA3rHMJ/yinkzGhL4++eYnSDC/yJi6Oiw/B/f3KRE7sCP8G646qlKZeIPhJj+6K4oJ86hg0LgSU99cHtRX87BqnMs25Vy0+RqPG99wNyAHd/dGEmtHuZGYyZTVx3RZH+KCWTGbs2s8c3LGJ9yKnVEfE2OqL+tHnn8nnq7q+N46jFQqlQGQqsJ3qXf6C83h/02+rwnEnxf6PZHEx5YJ5NUJ7xhbm5CgTPFNazr0SnkZfJTLXcP4tPkQLtbHWekktheVOOJ/DEmwH1KplDiTcGoNfyDaMJzlZEMANjY2yDbZg7bB/3ItRA0WnzIRcYq6FAnFOumEaJTg5i94ptZeTWHZFIlTuDEu6dYsLAiVe6RSKVFamrgrHaPA3YPZp+Oycf6YHcO7ZaUsh34m490Xa1KndZySED36Tgjhf7U37/DI1IBN8e8YumNLqboqY1raJCUlcT4siaPJTYTeMwLgcXcHrXmZfF0oYW+xhExXO6SvPRVDd68QnOxGz809bC0Iynnn0iq2Rllk3PUk1SKQ6fUNNHpHkeic4kJOILq5IlIM1WX989aWYC4W46GVKOPNjC+RZy4m0+Ekc9YHSPcsZXw8DmefOD639eR9e0ceNk3xoHGSoOZRrKKz2Bd0BHWHm5zMFpQSx6KHfBl1nneKkjjle4uxFyu8GlngRUo/XT8dJu2HA6x29BDdG01FahrrMca07PqCfqWTMgDSV/cUvxuRRJ05ht+NWJbnXlswu1OJER3hQPA5elPt2Zhaodsti/3GIVwruIZvuy+Ookt0WaSRcE+PgIDbtKX9mU6vfSRqqABQbXOatksHaf/kW4bMPpCNfX1tEw+tDKxF0WR6taMZLwDM8zmBHI3dw/WMA2SkW8vaB6oE8plJJiHXAtheX2dtcw1Hz70U3r5MrvpVHCKP0xEXxFJpPmNa7/HfxW30mH1Ksq4haQ6vw4Acr9D//gc89Tgpk/uoPYXIawcJvHyYJOtbrC0vs7m+RbJDOQV2VcSKSyhNl1f1+SzFh8+Cf+C7AHdUuoTQp+j6US5E1fBBdg0N+gnyd6TsCbnJH5MW+i0bk5NMWlvT6KdJhkUmO6J3EOYTQbG2EVMdIyzm6FLi+j7BLh+xmXhF+Bwf1TJ8VJnUW1H0nzpLg6oLSJQB2OFTwVuFDXxml83G1rasfw/v6eJ58SgTpqYynlQqJdLcB3czawYk91ldHeHBA3OOlt+nxiyTXLt0WhZWZO0lsSFsWf0XGQGmpKa+NtYkX0XXRYkIx2/Id/9FWMOnyyymFzEkfode2w+ZjSiWyUjzaaXZtIpUM2HuF1Y30I+p5h2fQv5qVYB9dBR1NQI4ednbS+np3XS7HGOpqgqAiVQ/fNV0iLyujufFG7Tm57Du/DObm5v43dQn4FYRs/eFUMHu3Fqscoyp+OEwIRqXidUV1vdBfTVezpGcDH0Pid+HrCwJYUgzL2docXuLJfP/Q5rLPl6tysfeFW9EU5IS8/MtMt7Z8J+5qGbNCZuzWKboMjoqwTfMlkLLQqI1y8kTZRJe8jWSpzNYFlsTq3qQtDsHsDBwpPX1vDa45zHk/Weeub3NRqMPbSmuTE1NYaqmQcDpQ+jf0hE8CRIlBuYn8Ii7g6WdHcktxrx8OQaATpkOfiIbYgwsMc4xZmpkgeIsO254mRJl8yNuHpe5e0+PigQHlALrsdU0RVv1LiaqWjxblHslzmq6clbNCZVcXQCWyst55fodb9vmExqhjm/AbnqqhFyhPuePqfr2O8yjP5H9frmhgfBLB7BX+xi1nhEZP8c5h2dWJ1kem+DXot8AyG/0r0a/KgB5NvcSV0sXVhZe0bW0ivPwJFOSBMody0jzymUmUKhMUlt/Hy1RIGKxGE+xA/GOYqLqRigNM8ZfpI2LsS5JDi4yuTeiW8g7eQZvA1s8S+QJaNX6ftRbHKPNIJyZykiWa+uYjYlhTO8dKvR20al3jsLLV6gbzmLiaRLBpnn4mObT3fZa4d58xUTSaTztLcmN0WXccSeb6+vENz1GOTeEz6K/wyZBn+g64XBOnprFIPg+VkaVpD8TLFDXIu4zt/gQn9su+NiaMTkpHAy1tbVUOIfhr1GGxNWXuTmhukZn502cLb8i5eIX1Ed/xnMvLx53SbDN2oG901d4x37I3YwvZWN8IdmNZsJ33A/8ma3Fl0xH9CDdltLZZ0qvawDXI0plh/bG81XOx2VgHJJNSssYhT2TDNaXcSojlRhfL5TzS+iOMqZRksCLuFZM77rxV8ciMi/oyNfQ0Ykyi5/JsjzH+B1hU6fCgafW+/g0ZA+qdsZUBe9hbaqLwZYmAnxKGTapQScohyc9nTwfnOe6RRm7wr/jhN8uDL0q8HNpomHoBefiGxi3+JIaWyWuOFQwnz3ETGgoaRGu7IjaQZqxPFQgL6CLmHBz/LR/lv0NUJv/Ia1Of+FB4B/JCnGB5KsAzM7W8b1dCH2PfOUvpESJGnVtcjSL2Iw5i2r3CIWjJQRYaOCsdAKbS2c4432O/BTBki8xj6ZU/BPRBlFIy+xlYrIsTvBt0Ec4RftDujpND5tIqGum8nYKSRq5OBcKQGNr6yV+Le7cTPUnINuK5RW5shelp4nPhbOk2Vuysf5Kxr+TYMIPReEsJRyW8fqDvKm48g051rcZVBEqVZVr6zJ015gxx/9i5LYVRXc0GNO4TUlJCXreQXyeWEyYgeDJmnkySrUkim+L07lYGkqGi41M9qiVDo8bPOi5tEsWbrC0uYWVSSH+GuWU+YYS+OQ5JTMLpBiocC/HDFG6HkV2d2Qy/O9GY2rhhJe2HIAsTL8k29SVGqe9zNlfJNE5iZcvJ4gKLuYzR1s+dBBTk/SI+WerpHSPY5ZQwnH/Y+g63uOXXEFBCqgb4fuwy/w1x4cLHlqsvdpie32L6fBu+g6fJHPfT6yPP6VoqJC4CH9IuED73t303dXGOPZ7AOafreKrnk7gxXP430xga+O1QjtYSrPoIN1H3meowJetxVc89CjiB1Eod4p1iOyJxFt0g3bLZAL09fHxM6Mv/k80eR8lWUdYgwpXDfpvfE/f+x/SbyfPvZBKpXjcycbOOp786F4ss3oAuJEbxsH4nWjknaM8zUTWPvSaP0fEQYRdC5LxjL33UnVHmSLNSxjEnGDU24213l6m7rzNe2n3GdF7jzh1PaoThVCprGAR/e9/wKREvi4TI9VEqhwm6PIhEsTqsvVNdaoh3aECT7tyeqrlCtUX6RHsiPiMvVEhWAwIoPj+yCxerjX8mNJMq3agTMbk4Dyx9j8QYfELr1bXGNe5Q2OYEZnmWeyM3InEP548LTGL4y+gypVMn0+4b//fkC+AYmZHGPrpJKm3c2k+JaJDFC4DIN85lfFeTg2f2WTzJk3Y2ROkdp7n3t4K/ESzILzNHJiqGGRo2IP5+RYuVbfQb15Jgk8uw6vy7yslNYEll89JC3MkLy9PYFa54uL2I1m2e6hOELzhWwuvmE+qYcrmPxl3fI+5pFaZjKzIbsZFNSSKq2TrrRZWw/8G5/NXcQFOwSH0dLcBsDE1ReXPu+gR/STzHm01heGrZkTg1dt4XrpFb1UZ687CvmZtoE3o9TTWX58bUwndaOapU7NvPxHXDpPgKhR5mBx4iJd7AEUOfybbUoW29ivMztYJF1D6f8iyze8pcD6jME+9sbZUFu1ka0vuVboWdw7380c45fo9PhXOzM7W4RskptC6gDitcjLNU4gs/Rqfx8/wbPImVuUg6bf2c8FPlf5lIZG91D+TAd+/MxDwEfTn0hysw/r6OqbaxoSc+An1O68Bo0SJpfU1fJJvYu7oRN59Nba3hWIC+pX6hJqIiDDRx7HKkbWVDYoS3dD0NMHN6yTGbrroB1mT6WGKyDcdE01LRCo3uXvLkLWNLdl4Lmg5setOJLYNdgC87OjglcPXvBtfQV6sEiOOt1DLusza5hpTXu+SeegHAhO+lv1+/fFj6g4coeuTzxAPyr+NPK8iRqxV2Rx+wK9FvwGQ3+hfjX5VALK1vEaElQNbG9ukTc2S8WyOxYICKuyrSPJLYz5NsESMDA1xShSM2MoaF1s70p3E6CS0s5BjQai5NvbmIgp85QqgaUY3Mde1sRX7k3j/iYxfbuBFveEtmvR9WRxoYXN6mqdmZjw2eJ/aW9/SoHma3AtXmJq9z+jjYBytytE2K+RBr4VMxkzScfwdzClKVeOpjWAZye+e5E5OIH9P1SIh4jI5nUIJyKrZJW7n9XA1tImKF8KcRtWNUNTVjb9pPO6OdrIDu729nWq/cPw1yon38mVtTbDadHbe5FbyPhxtvqa9TQWAxcUuLLJ2Yu/5BT5JH2CSu1fWv8WcK+Rk7aI1UDiwlmonWGl9xuMnYQx4R2CeXs/ojGCZ2n65yb2QNJz8MwmrGaZ+cIbF6ef8nJTEw4ZafiksZaMugGQbU56FtOOmYcXfLPKpU7sne96L8AgarA5RZn2KKbvXa9CdSrOLA58HHuKmtS8d3h/B1gYTD/rw8S/giagG1agcph+P8Gp1gxsmpXwev49P475Fz6WaaK9WxudWORHVxJD5frIcNLgZ2MBMdC9ziRnUhHqzI3oHxa8t+ACFId1U5wcTbHiS7a1t8gMFANKU9xndLn9m3Ps/qUz0hxIhf2V1dRSvpONMPcuRv5ASJZp0bxOhkoRUooTVwAT10yM4W17DUekU4qunueJ5k6Zy4bbbWNskslwvEWMUCc3hMjGp1tfZEb2DmtgwKBDRv/wS594hGm7FUqyRjudD4eCSSqWktpryXUEekXmmrK09lcmIMb5D0KXLpNrL3z2AyOhfuJ5lx3KRPMxkMreM8tOfkaV+kaf2rgAU3bvL8A0DBrK+ZVhVRLGJAWMat2ltbSXIwYMbtubEvp6/1cUFCgO8uFoSibjSVwGAjHuKeZRnQO+l3Qr9MLUsIkCjhLaMNJQ6htjclpIh1iMrZTcS33NUeZvJ+2wSjb2pJ7668hCsl0vrZIgC6HPYyazHPSSO0QDU5T7gKw9tdrjok+PbiVQqpWJoGsO0GnQtrmDi5Mjl/HYAErsm+ClIlf9JN0XFTf5OPg/r5sGhs+Tv+Ynt1VXu11fhk+cKEmU6jh2l284cu9i9sjXwvZ2Hp/JlAm5J5AMcb6Xd8RQ9p99lqjYG6eY2wx4VHDUJxKLEnsyBTIJFOrRaJ2KrJyLKw4bR8P+m2vMsOaYCMK6PcGBY5xO6dn5BvYP8GwXwvVeKj10RBVmD+JQJwNMgP4avYj9Gu1SbthS5lzHkeiCXPK4QoRIs42n576fL9DztIlXU4k8xYW7G5swMz3Xf5oP4OsZ03yH0xl2e9Ls5a88AACAASURBVAnx79kpwfR/9D7Py+TK+cKLQcJVjhB7/QcSbbVl/Az3JiKdS7G3L2Wka0bG/yorlR3RO9iblETUuBBqsri2QalxOXbe9XRqyROxN15t4aNyHb+b+nSNzzOmcZvmBEcyzVPZFbKH7OAE0m+7s/lqE1qjaY46zqr1v0Pt6/6tLTD04wnS7xRTf8KEwYAsmfHgsHc1qtY+fGmlCECmA4NI0lBhViJR4OeYRhBk7sZyz3Pa2q8glUrRqW+nzq4M79RG5jY2ZW0z83JYcnyXlGhfysqEkC0eFZPs/gX14j087RXCpKSb28xGN/HY9r+YcvmI+Tx5Mnxh2kMei6pJdJaXZFWLqOe78FT+YleEpVcgE+PCubS9vk79j1/RrbaHrfl5oXFPGn63LPC6dB3vK9oMNVbwyv0M2+tbeDlaEXU5Bumm0OeZqF5uF2tQeeBHUk98R1a6JyDkXnm7OTFj+CGx9xzY2npJb8sdenNuUHL6Q/r9/8STRDuFeXoQ50VtnuJ7qpN2A/er33DS41uSexNZXX1MaKQJJTa5xGuXkmabQGjpbiwGxonsiSTq6kFSVPZyNO4aY2sCeMiLzuBRwMe0Rn8LE210+VwEwNrclZCTP6FqYAdSqQxg+mVcx9TVneJmFVk/HJscCTA1wtv8HmEdYa/lBnDH3QSriAuouojxSjJmYe4BHnp66KqbYXHtOpraYoXxXL/jwpd6ceQMCfv++tgYa9af8XFVNQ3RR5jSV6V6uAz7Rnte+L/LbcfD5GTKjT3br15Re+AwPV98Q+SE/NsoDa0i2NWR7aUlfi36DYD8Rv9q9KsCkM3xSSKsHABwGp6kZ2mVlcYmcl3KSQiQsFwnxMQvLSxw0CgMGysb3J0cSXe24WrEfaj3JdpGGxtLcxriHGVy/SsGcTNywsApjsqHz2X8YmN3GvXF1Om6sL4iVKQZU9dgRPQRD9X/lyqtC8Tq6LOyMsjAoBNmtpUctcxlYMBJJmMx+TghzqaUZV5kxmM/APWDM9hkBfOH8maqQy5TNyhsTP3LL1FteMTxoi46lwSr0szyK3QT6gj0sSUsSlcmd2BggMrwSALUS4jx9ZUBk87OmxgUnuRS6hf09gmKzdraU0RZn+IY8Cl+Ge/hXn5OJmetxp6G1L/TFXwMAOnWNtOhXYyPJPLQI5Cw6l6qHgnKg1QqpcwugWLnBDxKHtEzsYBUKuUnSSK9VWX8UlgCXSk0ZSTT7Z9N2E1T/ibK46GRPDxkISeXGZvPeWH/JTMhrxMxJ9oY8tTjC5/z3LWK5YGvEEP7YmIMj+AsxkU13IxLY3lWUI60RGV8Ff8TO2K/5LpNOaVJD9nalnI4pI5e0+OEOlhgldHN2sAc02FVdPl5siN6Bw168lyUsph+eutzSLC9zMvldcpi+gFoz9/LI9c/Men1f3mY7QUtggKxvf2KsvK3WVzskb+QEmXarE2JvRoBEmUiJ2YomVnAUqyMg/JpTNROctNVj+EuwYMR7ZpNgocBcaIIeCC/ATfZwYrDgTtZ8joEL+eZ29hEp/8xAzd9eHAjjPBxeZxwXbsWfyxvI6HgHhsbCzJ+krUJfhfOk+4k5k3qi/qGitAdrLbKPTfL3cNUHfqKfKXTzCULseFFVqYMXdKhsmonQ5d0qXS2ZfyOLsOPHpHoEoC/tiYZ94T3Sbq9TYaLDdal3khqvRQAyLNofzqjf6H/yo8K/TBwKCZAo5D8xiZsBgXglOVgQmnYPrKdlWmKcJa1TXdJws4wmGBDuQdkc2OLVFE0k3ZvMRFqQqqHEO4y3DHNXv9zfOV/SgYiuyYX0MlswF5HHWMPP3SKhdKrpaMvOOWtwbvJatxysZLJnssc5MHhC5QcOINUKuVRdB1WNZYgUWZIS4veSG+8436QtffRycfrsj7BmknyAb4YYsD/CmUq37DcKSi6o141KJt6E1ySRMtUCzFGhnS4pmMkciLJzpopvz9T5nKFSjdhL+otSmHc6D06vtlFut0vCvMXaVxLnEUDWQVDxDcJOQjWRXF8EbsTjSoHBpO1ZG1DbgRyyfEssdfka64SdoQBy8MMWCpzJkmJsduaSLe3mTZ4n13mKYzfeZtA1btsvr6boqQkn6Hv3mG+Lf2NNXhJuMox0m7uJtleDnjyAzvwdMzGyaaI54/lZ8H3+aXsiN7BNzmF1M8ty/il90qpMammT1OsMEbvK7oE3LIkpmGUMY3btGUFk2mayBH/05SFRpGi8Tps9mEhy9l3eGX9H9DxGjxIpQwfPkG2Tg7Vh+4wnV0M+UKYo1p0MxfFoeyyyVV43lxyMo9va7JUWqrAbzRJJNckgpn+JoaHhVxBcUsPLd71WJf0s/16rwUoqKxiS/wfJEkiqK9/XVJ16Rn33d+l2fZ91pbkYTczUV10O77LlMcuFivHZPz6klF6jatI9m+X8dSi7nMiJpq/OBdzx8mflRW5l+H+oa/pOrdbtuczWEbEXQvclc/ge02HycZc1gK12XzxkgxJAtEXA9/oQy/aZdoUHz9GxfefUdtR+Hr6pPg7mDGu/zXJN+x5cuMmk9bWDJfakZnzIWXlb7PSIM8HBBhOi6Y1Q1WBZ1FkjLn5EY77fk/lWCXb2xukpmtTap1FmG42aS7xBJUfRqN3lNRHqYSrHiX60gEOpWky+xrY5WXn0iA5Q3nONaRLUwx6HAHA1z8Bd6VjaJo5w8s5SBfCNoPyrmHs5UPFG9W4wrrD8DI3wNXKgOwh4XssiIzhnpsI06jrnLb3JL1Yi83NJRJLWrG+fBnbq5e5peeiMJ6794I4qBvF+JLgwdteWeGl2cd8X5FLX8QBJm4Lz3RrdiMjYgdaXh/RWaGiIKPi8DHad++l/IX822hIbsXC3ZZfk34DIL/Rvxr9qgBkfbSfCGsxICSxvtzaZu3hI9LcC0gMCOfV4CAA29vbHDAMxdpKTKivD9HunphldEN3Kolu2rhainhY5CeTm9UxgalDBDc9MhUS0ArNXWm9G0iljo1ssx/T1KLPfBezOn+iwlCLMK9AXq3P0NcvwtGtjkt22QyPyA/+l0mnKAjUojrrCEvxQqJt79MF3NOi+XNBIsVRVvQ9FeZvdmMTtY5hrjY94slLuZtfPbaZxIwr5JRryHiTk5MURkURqxJPbKD8gOnu0cGt8grqaTsZGBDA2tbWK4yzP8c5YicBOe+S3iwHMtLuFBqTPqM/VB7rvTYwx0RKCQ/cfSjvnyKmYVT2vxbbbCq8UxBn98oSOn+SJNKWn8XZwkIYqmBlfo4MKzEpV+/xliiXKTf5XK803WfRfhfLTl8xn5n5epLmeO6pzC4PFWwsEngSKiRGri4u4BIqYdikGp0YCVubQhUnA1EZuyTH2RHzBWctS+lvEBTaE6ENNIouY2YXSljNMFKplGdeDQw5uvBx1A66DeTegZqkRwy391Mc4sX8s1XqUgWrcn/xaZ66/4nnnn9gOtdGKKv5mqqqP2VjY172NxJl+qMjSbzqCxJlKl4sEjY+jYXjJWwvnUNX+wS6Dsa8GBeUjXj/YqLEnkjMI2FCHoKR6BbGU5s/Mpkq1N6XSqVc6Rpm8JYnfWoBpEzNytp2dt3i/dJ6Mou1ZeEGAPn+HviqnCfHUw5+AaYzTvLc9y9sPKmR8TZnV6jb9zVlx35mtU0AR+XebgyevUlZ2TsMnlWnLsSfKTt7Zh48IM4jiFBtQ8pEIpmMDGdrehpEDHb6kOfjKuPPZqfS7PYlj64fU+iHkUcBfhqF3G1/wKMVwVtX5OtEk+tPlNudoSNFbq0vDs3F5V4sMVYpMp5UKiXFJJk1m/+H3jhdSqKF8SxMr7Lf/xe+9ztPc56g7E0sraGWeR+xwV30fEMRlwthDt1zy1x21eUDyTE0neR9Xml9RvtPl+k+eI6N6VVepD1Ep0wHJMo8c3SkIyOQ8MTjsvY+xvn4XQ8jQv8Nb9jKC8bCr+JrqIJ0uBKAMd8Gbpi5YpsSReVYJUmGZlT5FODqE0OSqSULrn+k0PY6rbGRAEwN9DEl/hv9x78myEZemQkgxqyeGNM64osHKXpdhMO9JI49kq+4Vh3BdJbcoxOu4Ye26UWSb8i9F5eiTzMq3s0T8SEOp19l7HXi9azZxxzSDmFc922CbspzpBpaWli7+3vWRpsU+hGhepJ8ze9Jc5K/C3WpA6hZe+NrU8jKgnzfOlLSwEdRn/BJST0Lb3gNcu4V0WNUzWNTRYt6wHVDIu/ao5fUwZjGbTrLUskwiUViWEhhsB/J6q/3kYlWyDMA9w+gT+7VeHJemcIbkVTtV2OtoRiqBQ+LfX4/B60SOOhcqPC8pdJSBg/8yMuuLgV+o3k8dSbJPGixZXVVeKf8ux9RHlTHvZqHCm0r7reD+HckpSTR1tYm4w/5vEWDy38qtJ2J7mXadRerXodYvi8v9drXOEmuQQW5sX0ynlpUM+oSf/7qUcIN+yA52ADajn9P5+l9csETrWSLjXBXPkeQmhZz9RLWYh14NbpAb/cQOT9dAEC6JWUmpg+7Rjuyzh2nctdOhqfk44lwMqNS7y4+uv4K/U5NPUVp2dusD7Qo8KdLm3ick6DA8270QMf7LEf8d9MzIxhryirVybdOxsMwkXTfCCJrr3C1a5jC0UKCNM8SevEgB3INefU6j6y0tJS6+OvUFFqwuDDPpKdguEvLrcP1wgnMHb1g+hEUCV7TsNIriIJDqW+X55FlDWbhZm2Eg50R9RMCMCyNz8bEzZg7IVocEIfQ2CSUMa54+BzNWyLsLyujZuz35nDQ9k1jn1mEbP6lUinLRp/xS3EkYyG7GdMQnrmxtcH1mE84G/IRY83GCjIqjp+icd8BhlbluSUPSwewdBXza9JvAOQ3+lejXxWALC0t4e8UBcCV10mNG8+fk+yVQaqXD1tvuDN/MAzH0VpMSlQUdl7RZLZPwON6Unx1cDG3Za5Lbr1sHp3lelorZyMbWXi5IeMX2XnQo59Cma7cWvrM2YVOy8NsGP87Bfp6ZBULVp6uLg18/JrQdEznyRN5eM1G4jnq45WoTN3DVrVw98PE/Etsk3PZFfExoTFRsqQ3qVTK1a5hNHpHWdmUx6FmdUyQkLePskZDGW9xcZGMyEjaP99DXIi8VO7DRzZIGjUwytzB6GiAjG+Z9y3uyTsIyH2Xtofu8kkdKmc4/To98YqWrKeRVTzw9GN4ehnbXPnB2OtaQltMKfpJHSysCnN1NDmJAj93zhfkwpRw6OR6ulDwyy3eM8lkNl5uyX41MsKq7X7WXfay0iAPOZjzPI793VRizAN4lils6ttbWzgHBtJiVYPFG2O0Matkn0SZnXHfctKsmOnXifNKYY3Y6BVy1q6cgm7hgF+qeMgT0xC+iPiMUXMHmYzGrCGejc4yM/aYqeEFWgpGARir1uKpz38x4fsn1jJ0YVYeKtHfb6KgCJB0mWfdPUTreYBEmdGXrzAfGMcj4C6WKqe5aXAIkZWxLHEzPa6UkLvJJFlFwaI8fCo1uIRem92Mdsm9b1e7hhm85UK3qifFM3JPR2fnTQ4V5VHwBhgF4Tb0IPUrVMVFKPDnCq7xyuE/kL6UAyfpxhb1331Pw4HDbM4JuUZ18VEMHLtMZeFOHp28SktaIi/CwlhpbibcK4AQPVPuW8jLKWc4WzM87M3wozgqouRrs1xbQ9O9dxnSvazQD/ugPLxu56HcLs9bqY4JYdLuAN3i0/QXysFGY2Y1/vpppLsphsykmmeC+HfUSTRofh3CIt2WcshXiUPe1xjrF4Da2tYW57NbMDEVoRMci0+NYJiYXt/ghqM5O6K/QM9RDtpr2yZoPXabR3uPMJ8/zPr4knAXiESJlfp6ahqjSE5TlrUPcinGX72UePM3LOdbm0yHniHYVkO4IwaYCGzmrpkDehEh5AzlkHHPmhivMopLa0nQM2HD+vfkmasyUCoUGXi1usq4/dus2/8bDrYmbL6RMB1v1UCcRQP+JY9ofSysWUhFAodTjnC+OpX1EvkeFa0bgKWOJjl35d+/iuQ8QzZ7mLT6nkM5N2QAZMH2Ky5cd2Fc9x2i3vAQ9g0/BvHvkM7LLfUA8epnGDLbRWGQHMB1VYwTomNJok0p29vy7+NSTRsfh+/h44o2BRk5BnkMGVUzHRCowA/RNkEidkcl8j4T+vr01RSRYRzJhGUdOf6OJKm/VowXxiFLG4J2KxgIJm+oUH7Fjbrvldhqy4D2OADS2sbZaZbBeb9yheettrbS//4HbExNKfCb7GPoMculo+2mjJcy+BizkhrZuSNr2zcM4t+RkJlNf3+/jD/i/z4dLv9Xoe1MdC/bcefZDDjJarc8HGekcxotvVKqMgdlPL2kDpyT7HknVAAgb1Kv8kFaDr8R+vRiiFZfTTwuXCZC6yar1YGs5USz2jXNzMIqnlrCvrc5v8Zc5iCxfbHEXT1GytHPeLnxUiYm2UWMz+0iXMyCFZ7XmG9BXsnbbM8/V+Av359kPn9EgZfUn4iq288c9vuOqRVhXtvab5BpHUu0KIuMMD8SWwy50jVM3UQdLuZaBFxT4kCBfG+pra2lMVmXBw2RjI6O8sLvJwCau4a4fVsfv6AQGK2FOgFgx9RexqCtho5++TdQP1GPk6Mh1o7GPJoT8jrvFzRi42HAdT8RP1iF09Ym3A7fNT6Psq4PptdvoWIZqTAek6g8fnGOUeAtGnyLZr4n0yG7GdOShyK2pf3EnbAdTPYoelFKrqiQdeqsDGABPG+exNbFml+TfgMgv9G/Gv2qAGRubo4It3Q2tqVc7xY2Pun6OrVO3rSaGSsoh0cMgnBz1aMwLQ1Vt3TG51ZhdoS84Fs4mrmzOS4vOft0/iU6KR1cimhSkFHmG8CIUSnF9+Sb43xmJu1mp9kU/TuFqjfpfyYcJJ2dNwkPa8XEPZmJCblVSJqhQXX6AWoSdkOnAHpWXm2iH1fLqdD3MIgq49UbYONK1zBXu4YV+rG6vkli3tfUtskthltbW0jCwuh//wPiI+RK5+hoEKXtetjm7mR8PE7Gdyvaj0faB/jlvUvZozc22aftTMcq0ZEht2gCvBhtoivehPXNbdRj5Zavmbg+FksfczOmRaZsKKUlEHjnJsp5mbAkHDpjvV2UHD7H54aJLL4R4rC1vMKSyV5Wbffx6nWZVoAF7xM46KWSYW7M+hv5Eb6+XtiENOHlJ7fm+tnU8mOsGl9I9nNUVCRLBNZPbkekX85Juwq6xwWlfWtllTHDNPaH7mbKWQ682ooe83RQUMpHu2dkybPzrW6MBf6RweC/IU24KLs74/+TsrTZXpxkauAhJF5iY1uKSvcwkiQ37mof54TjbizNjGRrWZZfjr9GOZn2wi3o/6DS5FZc7bzlJV0R3oMJS1+adT1onJeHr3R23UK9MImKmlsKXekqKyJJbEx7YY4Cf65clw373yvwpFIpDd/voW3fIVnf2vKzeXRYmZrsPTw8okRPRQkLOTks5OURExRBnKU7D+zlAC7DxYb5uRYe91XRlCEvKfqyu4f2Kx/xxPaewjNDJMXY6RcT80Yc9P3MFMZ9z9HpcpHhhgoZ/2FjN4Fa2RQGFynISBMXgPh3VCba0FcrB3BnvW5xxl2DVy/lc3omtxVDsRj1iCTimkYB2JJK0bR3Ykf0DkSOwrextS3lUlgjA0oiBg6cZjq8G6lUinaZNtLXFdBy24MpyJEro/GSRgJvFpDlKfcqAcyHnSbVWQ2eCx6XqdA2LEzEqPoFEd8dS56+I9Yu5byYfEqcxj0Q/45MAxWeP5Inog7ZfcCqw79j5+lN/6R8X012aCbOsgFxdi9PXgieR0l1MifTznC+Kgfq5FX9Ek1D8LhpQ7WtXHG6m6pGv8N+Ji2+4VTuTca0BcVpweMwoqv3GNd9h2Rr+T73fHGVLfG//dP7n6B5jhGzn6lNipLxRrpmiDLyI8muQqGtbksf+0POsKOqQ4FfYpLFQ6NquQf0NUXaWZIVHoxeUgePre0YrCwjwzCUcVENaR6mJKm/BiybryDpMlQ5wxsXuc0YqlOrZErT9+eQNobAoLDvPJxa5C1RLjoxDQrPezU8Qv8HHyLdUBxjt08sg2YFjI/Hy3jVE8/QKKr+JwDSMzYD4t8hyS5iZESujPfG76XT7Q8KbWdi+5DGnmHD/wxrQ3KDwNiDWcz0y2kvlecf2uX2ERNvxuHa3H8CIMMaV6k/JA8JZHWWqQhV3JXPEK9/jY1SO17Vl7FcN8H2tpS8LsEY82p0gcXKMarGqghQ/5mAS18pyC0NC8BbsxBPO0UvwHRzOhlFb8MbCjTAy74XLJY9UeBVjlVy0Wk/BwN3sfH63enrMyLJNpR8UQEZ8fbk9XpzpWuYzulObN0NcL+hycFieUh0S0sL3QUhLDzpobW1laWQowBMzS3xd1EWWZmZ0JMOHcI5G9+ogXpDNMOjcuA0MDeAjds9zN3uMbsmGCYetYzg6afFGQ87frAKp6NT8DKOz62irB+EzSVlrjvIDSEA2d3V+FYnK/Dm7+1FnGPNQuBuJq3EMv6zostsOfyBZ0OKIKbAxIJQVUWD0erDWVwdHfk16TcA8hv9q9Gvm4S+uU1hcDcDK2sKFSXGbmvKLHr/oLP3vImNdqQkNYnTzrmCorWxRm2YMi6Wzkhn5YfF1raUG9Etsgu+/kE1cdGMi2ooEMktFWsPHtChf5ZX935PzoUrsnK2nZ03SYzrxDkwnqmpNyy3RWaU531Ca+oPMPxGlZPI+2T4ffhPz7zSNfxPhxxAVsl+2vt8FXjxkZH0fvAhkhi5ojE5mUb/AyvKanYr9CO88ihumR/in/ceBk0xrP7Dujo3ypLnp3SUeirIXlrqp7nlLACqb/RxLmuQpdoJhX5r5iZge+08F3JTZAqLVCql7PARjt4OZLWtXUH2vP4+lkz3sLUsV6znAy/ibRJNleVVeCIHh5GeLvyhooNod/lmneTayNEIXX5MO8ZRkVxJ9SsfQM+gnGM25cyuyMOTxu54oBR4iud+8tCC7spxHvcKOSUPm6YYaBFq0L98kMhI2B/pjHwPJEr8/1KxBUw/hLUFWTzy5a5h6soy0DI+yBHPXViZy63K7fcbCdQsocQ1REFMW+kILmI/5p/L47y1+h4zERZOloUNfctyK2VPrx5TrfF0vRHvDDDUep9YY12GWhVDZhYarFnx/ts/df3+7h/oOiAPK+qvreThz0q0p2jQf+QcQ61NrDTd50V4BAnR8UTae/P0jWpBhQGerC4uMNjcSHe5vKTo+tgY3T/tYCrYQ+F5RWVNGFlUKYTidJUVMuhxjvvWvzDRL8+tmX7yFD/1EqokVQoyMh0q2bT5N2rTsxl9I9lZzVvEJRc9hbZn89rRCInkemwmuZ3yveKubRA7ondg4yLkA8Q1Pia+6TGjqo4MHLzEcqOgrJnVmjEffxa2t0lscKS2WF5BrbB+lMSzPlQkdCs8cyniDGXuV+G112A6tgc3kRlnXAMJqvch/54P9v51bG1uEnP9NvN2fyJZ6wprK/LvoMduJ8uOv8c7LpWkZrlyVxTWQ5LdfbQlbay+vk05qz6dsxmXuVBdJM+FAHKdJAReD6YnRP792+bq0+X4I5MWX3A5U4jvB1gKVyHsvDKP776nEEq3tS3libW8FPA/SKJznm6Tk3QU5cl4M+PLxJrFkeKouF72D0e57B/KjhrFEKc2+3S6DStYabqvKNvDmaLEOKLrR2my8+BxUREZhkGMiapJcdQn/dYb1aokSlBiBc/lXocFBx2aTqjTsucclNnIvLFrG1u8K8rCOb9H4Xlb8/M8+u77fxrjsCSDQct0NjbmZLyB+UXOFVTJDF//oMcvVli2+k8k2cVMveFJ6SnTpN7vLYW2c2kDSEMPsh5wnfWn8jWfGl7A37RWAVQHVg4RH2nGufpcbjgoeiQmrcQ0X73E7NPX7/X2FuuxF3BXOkaisRrSHF3WBwZYKBxV+N1qx3NWO54zvDCMuflRDA0Ux34/KxV7fQnBPoohWJsTj6jI/ts/zdPWygYbz1YUeA9nH3LS7TsOBctlD4/4EuviTZuomMw0PepGs1DtHuHh3BBWsSZ46OlzuFS+tr29vXR2CvfJFBcXsxZ3EdZX2Nza5i1RDh0dbdAkB5jJrSL0qywVzrv5tXnMAw0xCtBnWyqcddNji4SFqPCNOILj4kC6ugRQsLq+yXnDCNyUjqHtJ9/LQDjHFLzewKz+IepylVnz+15WeRPgWe1dEP+O6ck8hfbF3v5E3FE0yLx6soivgxu/Jv0GQH6jfzX6VQHI6uI6FbH95E/PI3kqv610TOP2PwGQa/dciS1qID027v9t78yj2rjyfH973jlv3jtvpmd63pnpN9M90z29JeklnU46ne50Ot3Z4ySOnTixHS9x4g0vxPuGN2zjBWNsMMYYb2xGGGz2HbOD2fd938SOEEKAJIRQfd8fBSpdFSBhMMbkfs6pY+vqVqnQLVXd7/1tWHdZ8P2tufM+fOwP8RVrjfjaM1ckBnLDAtG0PwGRx4SVX71Wi9KvlmBo1/cR/KXgp11cvBHVcY1IDHRHT4+Ra0baRSRE/wq1oYt4v9Ux1nvmAqX3RZ/5dWkjVhbXw5S8/M8pywoA+Hp7o+g3zyM4MNDQ1tubhsrKg8jIfAu9vcKEIDTrCzhH/BKuUb9AQnMyjo8LOE0/9Cf+GSXZd6ljq9UthhWi9Z65BmuHMrEFQ3ld1Hkfjb8P2y1fY1UkvVJUuHkbol57B8ON9ENbvutdKPb8hbqx9/ra4MYpW5TbvscX+RsjwMEOP0opRrCDELCXfL0QH149jOVhK/HJIeGBEVrUhq37EvDeiQTq2FKr7Qiyu4xeT09DW1VWB+ryeZeC4gSpwX1H1/IQVd4/QLrkRfMCJM0RaMnm3aki+Anw2pIG1BflY7PN23jf+S84dVSwLLXWl8JzayKyXekHT01uJ65ui8ewSliJPVXfjqrwnmZ3OwAAIABJREFUSHg5uqBVI4ip6mpbqNWtKC6hLSBdDXW4uHIxelqaqPaBwstQ3n4JphS89iYqP1ppeN1UXIDK9z9Dta8zyt//BG1VFdA2N6Pr7FnExsbC2f48em/eNPRP9fWATNqMkoQYSvSMKpWo+PVz6AumA1ab66U4ZUNbZ2qzM1B27lOkHVlqqKQOADrtCK5sfoC8SPq3EXYhG0P230NmSDm6moR7jsN9d+y6cZLq+3lkEXa438YXvhHIqBFcRw6clOC3Hr+Fw+UU9KtGsPpmNkb1HFptbqD23Q3Qa/jJ/ZXCK6gMWAlolLiRdABFKcL1V1Qtg+fq28g3Wf1Ve32GPKflfIAs+OD22wcP4107dzg+OIX7e70REc+7oEnWbUbTuWfhu3Etda0m2b0BucO/ISAhC4eCBIGTEVSHyKsl1O8uMTccF9IlWJOSBNQIQjz9ejiubQiDNEKw0LgknEKa/VJIj7+CPZ4bDRMndehhpCz9M+p2/RoJt2mXKE8XW5jiu3stUg5tQm12hqFtWK2Dz+EwBDk8pPp6tPbgA+97+GNWBdXedCUUZTujoG2hv78H4WEoyM5CSasC/ievoj0oCKH7XNB8PAP3ba0RvsVI1EqWA5F7DGIPANS3D6Pwnc9Q+NdlQMg2YEgQqT+1iUJALv15nF6PxmWfwZTOuGQ0OgZSbQMjOvw55iF2V9HH6BvSovbYcwgIiYRCIVg1ejpiUJxE3z/6Y5ugv7UU6qs7oDOKleltG4SXzUPU5gpV2gPypAhwP4q9pdXYZH+LOk7P5cuoOWOH/LHihADA+S7HpRUfIODwNsBvJUaVKsjv1VD7KZOlGG7qh3ZUi+W3F2PJ9Xep96sz03Bi/y34edCfx2mH0Ob8H6LvaSIGhgfwhuvLWHTzb4a2jo5geLjZoulgMkLCV6BWXon91VKUKdpwJPEYrgX64oMkYVGmvr4eWVn8IpS/vz9Gow8BMt497cVDfpDL+4BEO6CDF7ZhJfZwTllD1SPhOA77PPZhn6fgtjwyPArP26vxrE0g1to5orJKqP/y2aE7cFz+IQ770qJ4IuSHV6It4F0MX3oViqBgQ3t34WlwJ/4JfXJ6ESj5XjAkR2h3q5GuIVw/7Uy5LD5umABhLDTmVIAoulTIDm+Ac1MXcozcUppXr0H7ATrwa/veM7CXPIDDFR9cDEg1tHcFvI2H4c9QLjAAsOpmFvYEFFNtJfExqNkXhYjTtKm0eM1K9O34TwSeFNqLizdiMLcTtUmXIJcLD2cUeCMj8Y/oCPsQ0Ajf0/hEwlSA7K+W4tPCOphSVPw1urrolRWJry9y/vSqoTghAAwOVqOsbAeyst5Df79gecgu3Y8rUb/E1ahnMDhUi52VLSjoHwI4DvoT30NVZTJ1bJ1uALV1fEDzoaBSdPbzcSqamj4MNyup8z6fGoqzpw7jyyh/6hjd3j4o//XzhmJjhvYdS9G78z2qTRZ1E/6X1qP5JJ3WMcThFN7KrkDMVcFCUxVUgyX212ETcQYbjgl+3fnNfdi4PwHv2NG+3lKrLVAmJKIvQBBIDYU9qHjIrzhmhzegp4WPI+FkdUiM+xmiw97m/cynIvcWP/GT1QJxRwAAB6qlKK4ox7aD72DZxQ9xzs7W0F3bJ4VkexLKb9hSh5FWyHF1axI1Eb3Z2oMUWT+si2uhNHLRq2+4iIGBCpEAGZDL4Lj8QwyrVFT7cEsShmK2ik699v3VaNkiuNx0NdSh/P1P0CspR+l7H6O3TQq9RoPWnbuQl5cHN0dH9PkJAjg/MgQtZcXICvJHR60QyMrp9ah87jkMptOT0RGNBg8DaAEtLS9B3slPEH9gCQZ6ZdR7rpsjUPmQnrhGOBdC7vgcUiTVGJALAZ0FdaWIyH1A9V0RWYz9Lm5Y5h+HaqkwMTx2MhIv33oZLrdyYRtWjpxGXnjKbkWicbmwShlYE4iEwFWAsh0XY6zQkCPEU3R1DMJtY6TBamb42yXLMSJZDeh4wdgf14RAmxP4y/GbOBm8D5L9oejp4K8zv683o8TxD/D8io69Cjq7Aiq7f0FimRTrPITJUH5ME1L8qqnfXU5xLFwyY7A2Kc4QdwIAFSEP4WqViL5C4fvzyrgCf8eVyDr7Nk7bfwnFWNE8ffZN1H/8c1TveQkP/X2oczEu2jdOwNHNCDmwHW3VlVT7naNpSPCiLUIxPQq8FJqIjwtqqXb5vRjUrOOLJBrT1NSE7u5uaHV62B27hS4vL0Tsv4DGM1kIsdmGuG+MrLSS5bzVUS1YKUaCz6Dq7Y9R+dZngN9KymXo5dPxKGrpgynDtbWiNmV2E7q86Psyx3F47kEO7OrbqXbdqB4Pjr6BgHv3MTwsiAqlsgTVNbQoHkhvw6jHagxdOQK9VvhN9/eocW17MmXVS6zqgu+VY5A1VWC/s0lcl38A+mJjEGK0KAPJClxd8wHu2e4DfD8Hp+cg8yqn9wuuNQiflb5LsdJzMfV+R101jhy4jOhQ+j4OjsOoE+2uNRkcx+GVG7/DR15vG9oUijx4+W1B68E03It5B/3D/Tjf2IGcPhn2p+xHWH0YPkoRrr22tjYkJycDAHx9fYHMqwbvgU9OevD3ybBvACVvrUyovoH7ya9BrRYKsALAXp+92COhLQ++XivxG5sA7LA/ifoGQdCutL0P+xVLcDnafF2OPvtvoLq7AcPn/0LFMcpqb2Pk9PcwMEgfo7K2HmGhUVSbTjEMbzs3DCmHMVcwAcJYaMypABlne0UzlYtdutkK3RdpFyKbg3bY6RqMTed8kZojPBiVAR+hIOJ5mLLbvwgXYukMJ9WZaSjbF4RYZ/rYpTt2IvmdvyLpnuDDXFa+C0ONbajNv2CoUA0AqIpEfsobkN9/n89dPsYGL96qsMGLzizi2NiJjWVNovMrK9uB3t5Uqu3+/ftI+3QZUlOFdq1WjqLiDcjKfh9DQ4IrV32DM65EPQO36GcwrJVBPqLDZ0V10Or1GDr7IzS103+7MddS6pHd0Eu1GU+ErmXFICg9DNsj71B9BhITUfnLX4lM2G1796FlPZ3lR5aViGT7FWg/Q6dvjb7iiPTyCiT7CKtyssQWLDmWgOD7lTh0Tljl7R7QYNmhB3jTnvZFl27fDkVICPojBQEnrZSjOIFfPU29WwOlbMzNSSVHYtzPkBSxyJBFZ1LKAvm4nvYiIJkXa9dauhFfVQObPR/ja4c1uGQUu4LhQUTvS0HLXXpi0tMygNv76HiCyB4F/Dp68WVpA5X2s6XlFuR9mSIBMqrTwXX9SkwIJ15la1i2FR12NwyvlT3dKHl3MbqcClD8zodQ9fOTdqnVFjQ0NODO5cvoDxVWXCvTk1GZnoxET3f0d9NBvDV/eAWaKvMP8p7mRqQf/QSRuz+GVqOm3nPbFozWKjoAOsqtBB0uBYh2LxUKAE6CVXQp9jlfweLAJPT0CaLshEMy/nbtDTjdLsQuf+F3quvrw2CuECyd0ZYB3+CVQE8NToStQnepMClTD2rhapWIthqTCa3/asBHSJ87kN6G6KMOeO3IdRzwsULQgShwY0XOgrfsxFlPW/h8uZ46hI/jTgyf/B5ym+Sw8smHemyiWpbahoLYZup3V1mZAru0KHwZHw70NRnaOzLKcHXzA4z0CBPakCIJLjuthe+1Vbi4ZzkGx+8ZFaFoXfnfqDn0KvIihNXcyQhx2Ik7u9dA0UWP+d1TOYZEDuOUDKjw70lFsCqn2wdS0lH3wdopP+fg2QB0OTkj+sBp1DvkImL/VqQaZyi6vx7wWkwtJI0mXEb13xah6oMvDTUixjkTVQmlZop4LiNUpTL0hYoXgZ6Jz4VrS7eo/bUzsZBIJNR9bnRUg6Eh+hiqwm6MeG7CgMt5OsZPOXY9VQvXU7FUgcuXHVCfF4cz12lhyI2OguM4hF44LfxuJCvguXM97tkdMVhuZZ60AJF5lYMbW3H/wv9TbJbQiSJUyn5Y7X8XpdnJ4i+lwFvcNgkveryAz+4tNbzWDHfCP+IztB5Mg++DV/lq820yxMv6YZ1gDb8qPyxJFyymcrkcMTEx0Ov1kEgkQHmIId5DMe6OeneVwd03rzkQDxJ/RmUFBIBtEduwI3oH1RYg+Ry/PyzBKad9kLYK3+vqMxGwX7USvum0tX4iFO7nMHL9U6hOvY7hBqG/vCMO6rP/TNVnmgy9Wof7pzxRVd9htu9swQQIY6HxRATIapMYifZDNpD7+lJtDrZnsPqsBIuO+0PeKfzItWGb0XD/BdExL8RW405WM9XWVFyAvMO+SLhNBwHWurkj8o13IK0VXKWqa05ArZairt4Bg4NGpu+WbJQkvYVBf3q1aaN3HmSDwyKry532XhyopideAFBZdZgWNgBiYmIQtW0bcnOFSQnHcSgs/BJ5+csxrBUmIK1tElyP/gVcop6DXs/fuMO7FXBo7EC34/OQDU1eECm6tAMBecI5jYzSgem+hanwTA/G/igvaj91cTFq/kwXpAP4TGJte/dRbfK6ZrSfeRPtjquo9iSvGyhPSUBOqPCAGsrpxIdHHsDFJQ/ObsIqMcdx+C+7WLznnkEdo+PoMfRcccVAkiBMOhv7kTeWwSXuVjm04wHM+lGkRT2DotgVQCntRiSiLgHIugY0PTQEAcf09MOrphGOO1Zj7/l9cPc1mjxwHNLsEiGPNom3kWsgsc2i2gr6h3CpqRNrTa/19vvo6opESSntcggAce6XRW2T0bzuAGReguVsRKNB4bsfQGqTjIK338PoWOEyqdUWDA0NIevmLSgfCFaG5tIi5EeGIML5PEY0GurYde++i5Fu8UTNlAG5DPEHliJ4x8cikeqxLwxKGX1NxntWQFklR6Qr/ZuZiENxFdh72Q3vhqRDZ1TZ+JxbLvadOoytp9PQrlBPun9jfyMuBH8OtOVjX+DHUNcL145+VA9Xq0TIO2j/d4RuB24IwcFDhd1IPO6CP9u44+vLuxF/QKhDEb/PFl+6SxD41WbqEDfdndB14keo7hzAlcRa5DfzFpr2OgWaq+TY5C387loacrA9ORrbo/2AYcEirKxtwY2vgsGNCn93Um0sTjl9jQve1nDe8qkgEBtT0bb5J6ixfQulSbT/+0TE3DiCa9uWisY88moJKjPoyZRseATfTyrCOROrgbqkBI2ffT7l51zwTUfVPhs8OHgctU75iN5jjfzTRpaAGBvgyu+pfbhcD9QuWoGaZdtEAmQ6aGr7RMHVAPBiXCb8OnpF7Z9fy+QnyhYcV+uxC8qrdEyHVqODq1UiVUOltU+F485uyI/xhuudANNDAQCKYiNRmzu2Au+3Ev62BxF8xsZQgFEkQIxeH47fj5MPjlDvcxwH57WfQlpBW7Kmy4s+L2JjnJC0geP0CIl/Dy02abiT8EcAwgKLdYI1rpfcwLJMYXFIpVIhODgYCoUCERERfKIB08UgI/fY5u4UxKSILTQ7k3bCNsOWagsL/AyvHr6Da9c3o6s72tC+9kI8Lq1Zj8hi8+JBGegN3YWXMHDoNeiNLM7K/mIoL/wLdDrzxQW5UQ4xZwOQ0yQWuo8LJkAYC405FyB6jhMJkK7zDqJiUrccHPDeUR98cNSXdktJOgtcEd+sUmp6UNKqoNo6aqsR5ngGDwNocdORnIKC51+A3ugB39B4eczsbgu1Wgh6hawOzQ8+gc5vGXWMvfeKkd8sx+lI2s0kTtYP+wbxqkhb210MD9MuH2lpaQjx8kJZGR1cWVy8ESWlW6kVoe6eWHjF/ByXo35laOM4DpvLmxDosREjU/iiVrQr4RArrGj3Dg5j3z1hEhhamQ/7WC/YxtHfk7a1FQ0f0cILAHo9PNF13oFqG+hVQ3PiR2i6Rlfyzgq8izQ/LyrQWVUqw+Jj8Th4NAX+fnSA60/OPsBav3yqrdvJCe0HDmIoRxAr8vYhZATxN/9I12JqAlwU/Tu0Jn1JubVMSFs+b/moiTNUNq8aUuNUTQs89mzFaedLkETRpvfEsxHQZNBZUka0owhyoD+rXaPF/mqpKCFBd08smltuGopMPioy73yojNL+chyHnA8+Qss3Ich9f5GhXbp1Gzi9HnKfO4ZCnwAgkzYjVeJJFSEcp3H5ckPl5akY0Q4jfM+nCN6xRPReQ1G3yD86xY93vbJEgDgkVOPgDS+8H0q7grncKcWhow447p43yZ48ap0aewI/BhpSYB3wHrh2Wvxf35ECzaDJinrcEcDlReEY1XKk2d7Aawev4YNT55FjI1iQcs5cRtA3RxGzZTd1iNv3Q1F6/EW0K9RIrenBLaMV2S6lhooLkbeVYUliPA5H3KSsXFpFP7y/pH+LhZ0FWOGyDy/Fh8DV6hMMtIwttnSWoWf3j1Fr9yFqc2jhPhEpdx3h8pV4vFL9awxV1MfRcxy+n1RE1bEB+FTcrd/QK9OmRBZIkbVqPeIPH0FrXguidu1B1RWjiXi6E+DwM3qnilA0rbRG04bj/Ar5I8KNjGJ0SGwt+UtMOpUSexypXGWRANG2D0Ll44i+63R6aU7P8S5znYKgVWtHse2iFxL8LkISGmF6KABAf3cX4q6PJSYJWIu6rFTEndsFxBwCAMi8K8CNCteFsQDxKveCZ5mn6Jiee7aip9m8FWAqXpG8ggOptEt0aOrbaLFLw+0EvsZTjmIQLs1dsE6whkPeJazLE+IV9Xo9/Pz80NDQwBd37G8DIujfibEAGRgoR27uUphil2UH1yI6oD4+6ivsPHYOfj6r0acwSqTilokzGw4ho05mehgRg6nJ0J/8Dyj20O7CKlUTSu/+EBw3tXV2nCq3FPSoesx3nCWYAGEsNOZcgLSOTcyMGUx/iJEOetIees0Fzx4MxqajbvTqar4ncJN285kMeXsr7hzaKXJNGO7qRsZSWlBIW73R25uKior9VPYUqPv4h2Eg7XJkF1GBe3lSXE2mV0AUIzpUDU2+MmtMYWEhPDw8UF9PB60XF29EcfFGqk3Rnw+f2F/AJZp2P+saHsHLmbQIMmVwWAdrPyGepFE2BDuj2iBJTdXYHXYTDkl0CkO9SoXmL9eJjtcfGQm5F20tGVaNQG77Imrv0JPzorgohF44jbpcwUKgqVPgkxMJ+OZIEh6E065jL9gn4EwM7f4j9/ZB0xeroC4THsADcg1SJPy+phPa8siX0RmxhAqGnxB5AxB9ECgPNqRYVo/qsaGsEV77tsPO6SKis+iARL3Tn4CqSNGhWqvoSZpuLNW0qQDp68tCdc1JVFUfx0xQRDRguImeTGUsXYKmDbeRuVjIjtV+5Ah0PT2QXXOHqlC4BlTKfsRcvTShAFHlmxFuRgTv/hzBu8WBwBORGVyH3vZBiwTI7bR67PYKwIehdOpVj5Aq7DsQhITM1kn2FNge9DFQFQlrv7eoejAA4HMkw+DOYiD1AuD6B8NLrXQA+Wf88PZ+Z7xk44UKWyEIv+rGXXitXY+0vfQ4eiUVI+LEYgxoRqBQabHjrvCdl7X142KccL1rexvx+4R0nA+j06Zyej3Sv7Ch2hoUDVjjtAF/SroHz62foD5v7Lrsb4PK5t9Rf/4zSMtpMT8ReVESXN/+hahd1jpIpUEe5/8lFaF0gI5L0mu1UBUUiPoa065QI27JKsQfOwJpbg3CvzmC5jtGSQyKJICziSttYxqkG4+hdYcDEL7T7N8yXT6ITkVmr1iAALBIgIwqh9EXXCuyTACAu3UyBvvoeIANjn4IdDuGqKQUUf9x7p8+aoiJGO5uQNbF7UAGL0r6gmoxquQXofRqHeR3hftiRW8FCrrEYxB0zhZK2cwmxX/1/ysu5NEWi8iHi1Dr9ADuiXzsX6NqGMdq22CdYI0jGXbYXkwvCEgkEuTm5qK6upp3szMVlEYCRKNpn9AifL3kOgKqaetRVtoe2NoeR/C9zw1FJgHg+J0CfH34AcrbJx5fYzSVldDb/ivku96m2rVaOVJSf2d2/3Emug4eJ0yAMBYacy5AxqtNmyPR1xPPHAjGuZP0Sjtq4gAf8WrJRAwp+nB1wxci1wSO40TFqzo7w9DZGYbS0u3Q640eJHo9vyoaR5u7ryTWwj6mikq1OV1qa2tx/vx5tLfTZuOS0i0oLFpHtalUzfCKfQ7XYsUZkTQTBJuaYux7XiRV4HKCELyZ192JlcG3cfVhuGg/Yx/ZcfRaLUYHafcVvZ5Dg80iVIbRD9vqzDR47tlKBb1q2wbx+alEbDuVgoJk2m1ukXMaggvaqLb+yEjUvPYalY1LMzSCBx78A8B0Qlsb/if03H9nwtgJCpUcCLbiC55VCn/76pIG3D99FGcuOSLPRBzi+l+pKuhTsXasJowxAwOVKCndgro6e4uOMRnajiHoh0eptrTly9D09SWkLxPiGHpcrkBdVo7ui5egqRZcCzm9HsHnT04oQKZD8L4vELx3ktgVE/KimtBaJUfszTKzfUNzmrFVEoLFYbQADEpoxJFDKSitML/SuT3kU6DYH9a+r1MZlQDebU9E7k3KBUvXq0bZ+VAs3nsWbx68jJozQqaqjpiHuLR8MQpOOVGHCMiT4qc2EQbrz1dGgejJ1d3wzmwSOg/J8NPEHFwPEccqDYwF8Y4jU8uw9dybWJnsiFDrFUi/O+bTP6KG/uS/otp1A7qbxOm/Tal6mIK7xw+Y7TfOfyYXQ60bNd/RBI7jEP7BSsSfPIqahFwEW59Bd5RRcom6eMDNJIVuVzm67O5D5p4IJM/s9zERm2KSUSWTi9o5jrNIgHA6PWRe5ZD5iBd8bu1NEwm49Zfu4eb5PcgomFxwp9y5zY/bg+MYrH6IcpdNfGwa+CQI2jbeNU/bMYT+2Caz59heU0lZ9h+F9wPfx50KOh4wJmcNQhMP4lb6GgDAoG4UW8qbYJ1gDevkgzhcSS8aSSQSxMbGoqdn7Flv7FI3PAjcE9KQc5weKhX9HACAjPYMlPTQorq85DxOnz6IyIgllKuUc2gF3jkci7Yp3DLHGenqhu74DyHb9SHVrtfrkJHxt0n2EsMECIMxM+ZcgFyXdiNFbt7HMjs8CC8d8IPfGZNqo52lQMCXFn2WTquF4/IPUZP90Gzf3t5USKVeKC7ZJPJnx4WfA5m0KdgnqxmbffIQV04LmenQ3t4OW1tbKv0jAFRVH0VO7sdUm043CN8Hz+NO4quP9FnGtUBSa3rg+VCYzFcNqvFGeCC8TDIRTRePnZEoT6VXpptLi+C0aomQ8x6ATq7B6rNJsL70EM0FtOWrW6mB3qRg1lBWFl/x2CguQT+qR5Qb/3AyFSDSkL9BEbAIZtGP8tl2st2pisyrSxoQbH8Cp07Zor3f5Lfh/THvUmABXxTXY10pPSnUaNqRk7sEjY1XJtnr0UlZsxLN608i9QvBP78vIAADiYnotDsNbSt93kFnjyPEwc70MNMieP9aBB+YOiB5nOJEKcrT2pDmX2O2b3pJB772j8aScDqbUXJOGy58k4Q2qfl7yM7wL6DNvgZrn1f54nfmKAvkA6PH0Kt1qHaIxardNtiwezcaHZMN76kqm3Fp+WLUuppM1Mo68RtbQajsvFsIhYpfxb6f34qoUqPrfUSN5xIycDfY/BhoR7VY7/g6rNPO4OGOtQi2N7ov2n0fZS6boJSZj9tpLMpH+KVzZvuNs7jA/FhNRtRHX+DBmRMouBeHe9udMGBsTewsBW6/T++g7IDsvD/6PBN4S/csk5mZiaoJkisMDw/j/n0z8WJjdLkWQX5f/J1422RAb7IQtN45CI6221HRII4JHEdaUcoXAk2/hL6cIDS5rjbUURrMaod6zLKqruzFYPbcBDyviVqDh230MzOp5CB8kt6EJI+P/eM4DmtKGmCdaI11cdtwvp6+70skEvj5+UE37sppLEDkDUC05SLYmOZmT5w/vxPxDz6intN3kuvx7KEoDA2bdx3ltFoMH/gheo9+JXovv0BsHZwMJkAYjJkx5wJkX7UU7Rqt2X5lKQk4snsPguxNBMjwAFDoO/FOE+C0eimaS4vM9lMqS9DQ4CzKTgQAcH3FsCo1TnhxO965lIK8JvGKmqUolUrY2tpS6R8BvvBTXj4d5MlxHHzifoOAFNpsbCm7/YsME6GIknYEFwoPjDaNFs/FpeB+aeZku1uE54F0Khc+AHQ3NcBx+YdQDwoTRr1Gh43nkrHWMRXKBoXpYURoampQ+cyzIqtL5NUScHoOkVdNXE8C1vIZjSxBshxIuwhIhZXqnZUt8D9rC9sjB8WxNbk3p66ubsTXpY2wrqRX9nS6QaSl/wEtUo9J9np0Ujavh/TQYaRuWGdoG0xNhVwiQbvNYej66KxPkqN7EXvN8sD3iQg88BXCDm8w3xFAZUY7MgLrRNmWJqKqvhdLg5OwNpR27SirksHVKhEDcvMrnefid0CadALW3n+y6PxQlwD4CRMQjuNQ75CIU9uXwnHLCrReFybQOsUQ3FetQWcgLdoz6mT4s70gZm+nNyKlhl8FFmWj4zj8IS4BMWFnYAnrnV7H8fSjKNm1GcH2J4SVbsdnkXdhgyiF80S011Qi0cPdbL9x1BZYVycjea0Vwk7bIemaP+5tc4amwshyMNgN+Jq47o1oID9/A4rboUB1DGYbtVrNp4U1ob+/nw+WtoDOi3lQRImtwgFnckVtG6+E4dDhPWiXD4reG2dUp0PQOVsgzwOyeHd0uS4FFLxVXV0mw1Auv8A1mNkOdfWjP2umg2pEJVqEy6lzQ1D8cwgrF7ICrilpwMG0g1gavhpuJtnFJBIJ/V0HrAVGxhIftGSbz1A4CR2dIbh4cSvS0+jYxOjCNvz0YKR48XAShr75Afqcj4jaNRrLRR4TIAzGzJhzAbKmpMGim0RdXjYc9u1CqOPpGX2e26bV6KwX54o3Ra2WorrGdmIB4vEB0EwHeKbV9uDnR6LR0DP5w8Uco6OjOHXqlDjNbdtdUQwIAPg9eB4xWZb525viFF+D4rF6Cr7ZzUioFITCgG4U308qQnSdedeYqZB16LgsAAAaH0lEQVTYZqGplHZ1GeiV4eLKxeCMrBocx2HXuRQsOp2AkW7zkyZdby8qn3mWOgbACxDN0AjiPUxcIsK+AWIPW3jSy4GEU4aqywDg3NQFzzO2OG6z37JjTIJNTSuO1NIrgxzHITHpF2hvnzgzzkxI378bNWvW4OGubwxtmupqdF9yQuvOXdCbCN3As8cFV55HJOzYFsScnjogeZy6/G5EuZUY6rdMRXfnIN6IzsOeCNq61d02CFerRGg15lc6vTLP4mHkNuyyVIC05QOB9O+u6VIqzmz9BFc2rkVPgDDh4PQcYjefw0AGfX5lbf1431lIyZzf3AeXMXdHu4gK1JvcL96MCkdGLF11fjLWX/oLdkVvQctJW6RJPAWXK7dXkX72a4vuq8MqlUX3w9mg6JAt/I7bIdreHfe2XoZWamQJ0OuB6mjRPgpHZyhv3AHaC0XvzQYxMTFoa6MtgZ2dnUhISLBo/263YiiTxRaNVD9xGvQDt6Ow4sglQyrmyYhwPo/hPAm6QuzQ7/KWoQ7NcIvSkM2rP7pRVLV8Lqlqj0FC4k+Q3iQE4K8taYBdlh3eCVoCn3b6vn/37l3arS36ICAfE26VEdNKC2yMTJaEoMDXkJ3zKdWe3dCLF4/HTrKXmIHtP0G/33XzHac6F6O0yHMBEyCMhcYTESCW0FJWApf9O6eVmnQibu/cjL5O8xMenW4AZeU7JxYgAWtFQaxlbf340cFIg1XhUXF1dRW1yWSJKK/YI2pPS/8Tysp3i9otIbiwFWFjKQrdkuspy814tpvUdvOBvVNx71yeqLbCiHYYbpvE1ohjDml43TbOEGQ5FdzoKKpf+r2oPfJqCfp7VEgLMHGJeHAMyLkh6j8hkuX0wxFASFcf3C6che2BR/uux3Fp7powI1pq2kvo6rJsxXU6ZJ85iYq33kLOCSETma6vD+0HDkK6Zatoghpz9RIKokJNDzMt4twuIdnjmvmOAFrKe+F3MlskUidiZFCLXz8owuloWlyqlFq4bEm0aLIdV3YHnoGf4aiPOJX0hMgbgYhd9Dm7ZMB+y6e4uXGTyAdfuicGmlo6BqylV4XP3QVLomZkFFY+fMzQLv8i9Ktp69mSMD9UpFj2/W249Dq2BK2B7No11Odnoyh2LBmC54dIObt56p2fAB3XrsN9/3GEHXVEwBYXkQVuIgaczmHg2hVDkbrZpq+vD4GBtDW7qakJDx+ad9MF+MxUgzmWndt5/3j8+fAds9dqWXI8msOc0em7C4OuQoIVXZ/GUM+k168Kegvcix4X3QMNSEj8Cap7BRH+dWkjLuY74fV77yGoix7bkJAQRBlnEHx4mU93DgB5tx/ZwtXfX4jEpGdRULiGaq/rHsRbFycP9jel7euPMZiear7jFPTerYLegoWQ2YIJEMZCY04FiHxEJ3JJmYzO+lr4nrBBmsRzRp/pa7MLKqX5zBgcx/HZpyYSIJ1losrrUrkKP7GJEqUanS75E2QcUg6UobrmhKg9N28ZGhqcRO0WfU5zH64k8iuf56KrUNNF+9D/NCkf+QrzfvVTEepUaKhIboyvzS5Rm4PjQyw6EU9VFJ6Kho/FqUMjr5agq0mJ3EgTl4hMV8Co7sOUSFYAYdbAoJAYoUipgoPzRRw5ObNMVfc75bg2QeGzjMw3IJNZeH7ToPDaFZS/8AIKnYUVdY7jILXaAqmVOMtMqq8HKh9a/tCeiFRfD2Te9zPfEUBHnQLu1slUvYTJ4PQcnosrxNV4emV5VKfHjd2WTRxKpWmwkbyJ8z5/tag/OA5Q0y6BbW45OG+1DN6bvsGASXyTdHcodP20RUOh0oqKk67zyAHHcdjglSuajK4K80ZrrmUupeudXoeV3+dQBAZBpexH9BVH/g3/NUg4t92iY8wlipAQXNtxBKH7z+GelQu4EfOui0NXbDF4xU50v51NAgMD0WckhiorK1FgJqvXOH1BtVBZIKAB4FZUOv5w2N9svyFFH9Kd9qLjxjqo3N41tHMjevTe4QX4XLv7mDIyOoK7sT9Fn0b43vZVS+FUdANvBi5BrEl649jYWGRlGdVGKr0PlIxlWUy2N58ifRJUqkYkJT2H8gqTOlRDWixzM5+GepzWb3Zg2DTByDTpC67FaD+rhM5gPCpzKkB6tTpkKixzWZK3t8LXZhdyw4Nm9Jn3Tx/FqM4yn/1JBcgEDGhG8JLdzIK2J4PjRqkihONUVh5CZ2fYBHuYx7j2h01wKbqUdCGy32WUo3LQsvTBkxHtXgpFl9ilaqLCWNcuZeKLU5atZANAr6enqC3yaglayntRkmRiudGPms+ANU7AWj5FpFZwb1CM6HDY1RUHLlnmGjMZPdoRNKjED6jc3KXo68uZYI+ZUXnvLiqfeRblPp5U+2QCpCoj1aLMSVORE3ofBdGWXZOyVt59arBPY74zgD9FFMAvRTxJuHsqe4LeE3yeshWfeb8MtztvWtR/IjpuFsDR6nP4W+03+OOP03Y0WnT9chwnSgVqE1yKNoUaG7zEcQJn7p+HqkKc1nkiNrm8iQ23P8BgWjoAPokAACB8B18/Yp4xmJYOyTcHcX/HJYRsPm/RPjqPjRjxeLzWnLa2NsTECCvwhYWFqKiYOpX5OP2xTdDUm49bA4DQtAK8a2uZuIw+sxOdzh9Cc4tOPjIuPJ60AAGALwNfpq53+4YOXCq+g3dDvkB6H73wlJqairo6oxT1zZl87RcAiNxjiHOZLlqtHBmZb6K+nr436/WcKCX+VKgKCsBpZ+a90B/daJEL8WzBBAhjofFEKqFbwqC8F1c3rkJZ0swm+UMK82b/cYqKN1gsQDiOw3tOMzPhTpf6ekf09j7aZ3IcZ0jFu01SIPJL/kt2FZrVM1vNSZZUQz1g2U39jnM2tp5NntHnRboWoyanEzU5j56JDGHfANf/xvukG7HF/QZsbs1+oDgAFBatg3JgZvE2E9GYnIDKZ55FXSSdTllqtQXSLVtn/fMAoCQhFuUplvnPK2VquFolYlRnWWDzB6EFiM0UW0yzwy0TTXr9KF7xeh537jxa4gYA6LlbDtetXyJkuy3UZfSigKbOsoloQK4U0aUdEwoQ3H7fkPXIHLtdPsBKt9cN6ZSjXS9C1a8AN9hNZ8WaJ2iqqhC/Yy/8tt9G1KZTlu0U8CWViexx4evrC7WaX3DJyMhAY6M4sHwidP3DFltt08ub8bmDZdm1su/eQPfxX0AdQC8UyDzLwY3qIfO2TCA9TjbE0skmPNpkOF8SiPfD16NQSU/ER0ZGaHHe1wxEjcXU+a8RAtKniV6vQ1LyryBtnVns2tMIEyCMhca8FSBajRqOyz9EXZ5lq52zQWHhWpSWWVvc3ziT1FwwNNSAkRHz7mSTMS5A1nuKXUE+yK+BTDsztwdLrRkAEHotHzZnZ+b+E3O9DAVxzWguN1NwcCoeHAOcfytqXns3CCej4ibYYeaUln1DFdGaLTorylD5zLNozaUntG1796F5rWWpq6eLStlvkYsjAKgHtbi5x3IBvTqkELmF5uO3pmKR5wsIvfux+Y6ToIhswM2tmxG987zFK9+mVHUqcTqyQuSaBQC4swyQWRYUbuv6Gb5y+KMhlqL4QRTqcrMwMqxBuNPs182YKTqZDKXWO3BzSyjiN4kzDk1IxC5xdqzHQFVVFdLTeUtSYmIiOjpmP+akskOJzT4TjPkEdNZWQX3kX6B9QGdEk3mWQycXYkGeJGodbSGP6FbAriQSiyK3o2bIjKDQaYXMhEZFCB+FlNTfoqtbnMBgocMECGOhMW8FCMdxcFzxEdqq5m7lp6TEChWVB+fs8+aabb4F0IyMTrgSu6KofkYpN6dLjqQc186lz+gYid6VSL1bg66mGVy/6Zf4Oi8mbClvglPTDCwrU9DWdpcqojVb9Hd3ofyZZ9Fr4lbV5eDw2ATIdBgd0UNia9lqPwAcDSpGS41l/vaTsf72C0gIWmW+4yQok6UI2HEQqfvdoG1/tIx3o3oOS1wfGlwgKQI3iuJOJuOi+zpsPfaiQeh3NzUgVeKJQXkvHtyY/boyM4UbHUXTZiu4W0UhbZOFdR8STgGhjz+eRa/Xw8vLCzqdDpGRkaJaTLOBQqWFc7xl4pLT66E59n+hK6BdtuR3q6Cu6MVAytwudllCtmIQh0sSsCh6n0Wp9Q21QGYoQB5mvI4+xQTWxAUOEyCMhca8FSAA4LLuM8hnmJlpOlRWHkJ1zcwqQ89nxoPPJxIgOYrBaVkwZkp/bBN6bpSY7zgFaQE1hkxYj0yex4QWEPuGDni1zWzyO9eMaDQo+PWvRBYJubf3hDEgTwJLqqCP0yupfORJ/ziHb76A3IhH/9uHcjoRtusk8o76Qmdh7MpEfO6eCfsYcRG88ZSrlnDjtjX2HXrZ8FqvH0Ww/QnIpM1InWGyjsdFi9UW3NwajJzNey3bIdMVSJxZcUxLyc3NRXFxMQIDA6HRPPrYzhYjDs+Ca0yj2hSRDeiPbYKquGeSvZ4cDaph7C7OwqJYW/SPWGA9nyUBkpO7+LFYkOc7TIAwFhrzWoC4W6212L1jNqitO4f6+kcrkPQ04JfTgrjyzol90eeYgdRWyHxmZt3KDmvA3VM50AxZlmRgQsqDAbc/i5qT5UpkW5gwYb7AcRwyX/ydUKBuDGVsHNp2i9M6z3cUUQ0YVc4sLink1qtoS3j0bGbqMhkSDjmj4nTEjFJuno6swK30mU2a/H1scOroG1Rb8PmTkJaXICfUsliDuUZqtQWe2+6iaNs+850BoEhieQrtGaLVauHt7Q2JRDKniy+Tcv2vonTvA6mt6LlZimELMsfNNQO6UWytaMa6kjroLMkGeXcVMDzIx4DMgMLCtY/FgjzfYQKEsdCY1wLEY/cW6PWWBfzNBk3N7mhqcpuzz5trMupkuJnWYIgFeZIM5XZCfq/GfMcpKIhtxs09qTMrBlWfBNx6Z0bnMZ8IWbtC1KYuKkLH0aMT9P4W4L0EyLa88rcpww39yLC9hZozsTO6znIa5chtmlkl69h7Drhst5Rqe+jvg4x7viiJn/3K4bOB1GoL7mz3QdXeY5btoOkHVHNT8RsAkpKScOnSpTn7vCnxWykKzlYVdaPNNmNO071aCsdxWFPSgLUW1vZC5F4+G1bEzOorKZUl80MwzjFMgDAWGvNagIRfPDunn9fW7g+p1GtOP3MuaVOosSegGNslluW8f5yoy2RQhM8sD3tZSuu0gponpL0Q8Flqvt9TQlFclKhtVKmEMu7xBNTPe/xX86vqj8hI1xAK7PxRZx8/iyf1aMijo9BsZ0u1NRTmwtdmF6ozZxZP9bhoP3AAntYSNNtZloZ3rhkcHISb2zxZdJrAHU9Tp0Dr4fQ5rbg9HdZOR4CkXQSy3IDkc4/3pBYoTIAwFhrzWoDMNYr+/EdOc/s0MKrn8JFLOg4Hi+tyzDWaegX6H1hWlHIyqrM7cedopvmOU9HXxLsGMBYmwVuAynDz/SZhdECL8rNhaLgw+4Ujp8tgWjpk7tepNvXgAC6uWIymksIndFZT0+XggGCbEHS7uD7pU5mU4eH5Z10YZ6RbhY7zT95iPRnTEiDF/kCwFZB76/Ge1AKFCRDGQoMJkG8Zb19MmTgYdo7hdHqMDs6sEFRDUQ/unbMszeWkaIeAVIeZHYMxf4naDzQkP/LunE6PmnOxaLr05BcmOK0Wo4NDonaPXVborLcs29Jc03vbA91OTpB7LVzL8uNErxpBt/vMknU8Tr4qbcQXxRZashvTANdXgIpHK6b7bYcJEMZCgwmQbxlfeeTg2gTVpZ9GpFVyhLsUPenTYMxnEu2Atpm5HDY4JkN6ZYaWtsdIoqc7lLL5lyUJAPrDw9G6cxcUgUFP+lSeSjiOm9Nq29Nlb5UUiwssFL+99cCJf7a48CaDhgkQxkKDCZBvGbZh5ZBktzzp05gVuhqViLtV/qRPgzGfGR4UVbmfLj03S9HrWzlLJzT7zOeA3KGMDDQsWQpl7Lc0BmmBY9/QgeVFFi5ojagB2+/yQoQxbZgAYSw0mAD5luGd2YTo0tmv+vskUHSpkOo/s0xaDIY5uq8WoS9ofro4zXc0NTWo+u0LGMrIeNKnwngM3G7twfqyaaSXtv8xMPztS6E7GzABwlhoMAHyLUOr00M3hxXPHyccx2FkeO7SNDO+nfTcKoUi+ttX+Gw20MnlqHzmWahLn3ziC8bsE96tgHXlNJKJ3HoHmMcWu/kMEyCM+cjfE0KKCX9hvjDNfZkAYTAYjCno9auCMln6pE/jqYTT61H5y19huJEJuIVIlmIQB2taLd9BrXh8J7PAYQKEMR+5TAiJJkyAMBgMxqzTF1qHwayF4bb4JKj9y+vQyWRP+jQYj4Ee7QhCuvqe9Gl8K2AChDHfWEQIqSKE/JIwAcJgMBizTv+DZqiK52eWqaeBhk8+gV6jMd+RwWBMChMgjPnE9wkhbYSQ3xNCfkwsEyB/T/iLd3z7AWEChMFgMCZFVSqDtpUFzj4qvTdvzutMXQzG0wATIIz5wncIITGEkKNjr39MLBMgJ8b6URsTIAwGg8FgMBjzEyZAGI8bezKBQDDZniWE7CCEPCSE/I+x/X5MmAWEwWAwGAwGY8HBBAjjcfOvhBcYU23/kxASSgjRE0JGjTaM/es9jc9jMSAMBoPBYDAY8xgmQBjzhf8ihPzaaHuX8BfmMkLID6dxHCZAGAwGg8FgMOYxTIAw5is/JiwLFoPBYDAYDMaCgwkQxnzlx4QJEAaDwWAwGIwFBxMgjIUGEyAMBoPBYDAY8xgmQBgLDSZAGAwGg8FgMOYxTIAwFhpMgDAYDAaDwWDMY5gAYSw0vksIQWtrK5RKJdvYxja2sY1tbGMb2+bZ1traygQIY0HxA2K+8CHb2MY2trGNbWxjG9ue/PYDwmAsAL5D+Iv5u3O0jQueufxMtrFxZBsbx4W8sXFcGBsbx4WxPc5x/AHh520MBmOafJfwP8zvPukTYcwINo4LAzaOCwM2jgsDNo4LAzaODMY8hP0wFwZsHBcGbBwXBmwcFwZsHBcGbBwZjHkI+2EuDNg4LgzYOC4M2DguDNg4LgzYODIY85C/J4ScGPuX8fTCxnFhwMZxYcDGcWHAxnFhwMaRwWAwGAwGg8FgMBgMBoPBYDAYDAaDwWAwGAwGg8FgMBgMBoPBYDAYDAaDwWAwGAwGg8FgMBgMBmM+s50Q0kwIGSaE5BBC/vBEz4YxFTaEkDxCyCAhpIcQEkoIecakz3cIIacIIZ2EEA0hJIEQ8vM5PEfG9DlE+BSRzkZtbByfDn5ACPElhMgJP05lhJDfG73PxnH+8z8IIXaEkCbCj1EDIeQYoatbs3Gcf7xOCIkghHQQ/v651OR9S8bsfxFCrhL+9ztECAkihHz/8Z0yg8EYZwUhREsI+ZoQ8ktCyA1CiIIQ8m9P8qQYkxJLCPmKEPIrQshvCSFRhJAWQsj/MepzkBDSTwhZQgh5nhASRghpJPyNljH/eJnwE58SQgsQNo7zn+8RfvHGk/ALN/9NCHmXEPJToz5sHOc/hwkhvYSQDwkhPyaEfEb4RZ4dRn3YOM4/FhFCThNCPiETCxBLxuwaIURKCHmTEPISISSLEJLxWM+awWAQQniLh6vR678jhLQTfkWWMf/5V8LfeF8fe/0dwq/27DPq80+Et26tnNtTY1jAPxBCagkhbxNCUoggQNg4Ph3YE0LSp3ifjePTQSQh5LZJWxDhLVuEsHF8GjAVIJaM2T8RQkYILzjHeXbsWH98bGfKYDDI/ySEjBLxqoE34VcKGPOfnxH+Zvnrsdc/GXv9gkm/VELI5Tk8L4ZleBNCnMb+n0IEAcLG8emgkvDjd5/wLpFFhJBNRu+zcXw6OEx4S9Yvxl7/lhDSTQhZPfaajeP8x1SAWDJmb471+WeTPi2EkN2P4RwZDMYY/0H4H9+fTNodCG8ZYcxv/o7wK3cPjdpeJfyY/rtJ33uEkIA5Oi+GZawkfLzAuDtAChEECBvHp4Phse0sIeR3hJDNhPc1Xzf2PhvHp4O/I7w1iyOE6Mb+tTF6n43j/MdUgFgyZqsI74JuSi4h5PxsnyCDwRBgAuTp5hrhV+1+aNTGHpRPB/9J+BXW543aUggTIE8bI4SQTJM2F8L7kRPCxvFpYSUhpHXs398QQtYSPiiZCcmnByZAGIynCOaC9fTiSvgH5n+btDNXgaeDpYQfp1GjDYRfeR0lfBAzG8f5Twsh5JZJ21bCx9ERwn6PTwuthBBrk7ajhJDqsf+zcZz/MBcsBuMpI4cQcsXo9d8RQtoIC0Kfr3yH8OKjnUycAnI88G6vUdt3CQuWnG/8I+Hjdoy3PELInbH/s3F8OvAj4iB0JyJYRdg4Ph3ICSFbTNpsCJ8gghA2jk8DkwWhTzVm40Hoy4z6PENYEDqDMSesIPwPch0h5DlCyHXCp+FlebDnJ26ETyv4V0LI/zPa/rdRn4OEH8OPCe9OEEpYusingRQiTsPLxnF+8zLhYwYOEz4hxCpCiIoIwcuEsHF8GvAi/MLbeBreTwghMkK74bBxnH/8A+EtHC8QXjTsHvv/f429b8mYXSO8xeMNwqfhzSRit0oGg/GYsCb8D1BLeIvIK0/2dBhTgEm2r4z6jBdf6iK8uEwgQnYXxvwlhUxciJCN4/zmI8InExgmhFQROgsWIWwcnwb+kfC/vRYiFCI8TXg35XHYOM4//kYmfh56jb1vyZiNFyLsI/ziQTDhF/UYDAaDwWAwGAwGg8FgMBgMBoPBYDAYDAaDwWAwGAwGg8FgMBgMBoPBYDAYDAaDwWAwGAwGg8FgMBgMBoPBYDAYDAaDwWAwGAwGg8FgMBgMBoPBYDAYDAaDwWAwGAwGg8FgMBgMBoPBYDAYDAaDwWAwGAwGg8FgMBgMBoPBYDAehZ8SQkAI+YgQkkgIURNCagghrzzJk2IwGAzGk+f/AzeBEusqCjHwAAAAAElFTkSuQmCC\" width=\"800\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7f739dbb4748>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,3))\n",
    "plt.plot(s.T, linewidth=0.5)\n",
    "plt.gca().set_title('$\\epsilon$, $\\epsilon \\sim \\mathcal{N}(0, 1)$')\n",
    "plt.gca().set_xlabel('$n$')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Souborové odhady"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_bins = 50\n",
    "pdf_all = []\n",
    "edges_all = []\n",
    "bin_centers_all = []\n",
    "\n",
    "for s_n in s.T:\n",
    "    pdf, edges = np.histogram(s_n, bins=n_bins, normed=True, range=[s.min(),s.max()])\n",
    "    bin_centers = edges[:-1] + (edges[1:] - edges[:-1]) / 2\n",
    "    pdf_all.append(pdf)\n",
    "    edges_all.append(edges)\n",
    "    bin_centers_all.append(bin_centers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "fx_all = []\n",
    "\n",
    "for i_n, s_n in enumerate(s.T):\n",
    "    fx = np.sum(s_n[:,None] < bin_centers_all[i_n][None,:], axis=0) / Om\n",
    "    fx_all.append(fx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<img src=\"data:image/png;base64,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\" width=\"800\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Widget Javascript not detected.  It may not be installed or enabled properly.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "efb10abdfb3c47e2a78fa930d291d7a4"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<function __main__.plot_time>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f = plt.figure(figsize=(8,5))\n",
    "\n",
    "ax0 = f.add_subplot(2,1,1)\n",
    "plt0 = ax0.plot(n_axis, s.T, linewidth=0.5)\n",
    "ax0.set_title('$\\epsilon$, $\\epsilon \\sim \\mathcal{N}(0, 1)$')\n",
    "ax0.set_xlabel('$n$')\n",
    "\n",
    "ymin,ymax = ax0.get_ylim()\n",
    "y = np.linspace(ymin,ymax,100)\n",
    "plt_redline, = ax0.plot(np.ones(y.size)*20, y, color='r', linewidth=2)\n",
    "\n",
    "ax1 = f.add_subplot(2,2,3)\n",
    "plt1, = ax1.plot(bin_centers_all[20],pdf_all[20])\n",
    "#plt_scatter1 = ax1.scatter(s[:100,20], np.zeros(100), marker='+', color='g')\n",
    "ax1.set_xlim([s.min(),s.max()])\n",
    "ax1.set_title('$p(x,20)$')\n",
    "ax1.set_xlabel('$x$')\n",
    "\n",
    "ax2 = f.add_subplot(2,2,4)\n",
    "plt2, = ax2.plot(bin_centers_all[20],fx_all[20])\n",
    "#plt_scatter2 = ax2.scatter(s[:,20], np.zeros(Om), marker='+', color='g')\n",
    "ax2.set_xlim([s.min(),s.max()])\n",
    "ax2.set_title('$F(x,20)$')\n",
    "ax2.set_xlabel('$x$')\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "def plot_time(n=10):\n",
    "    plt1.set_data(bin_centers_all[n],pdf_all[n])\n",
    "    plt2.set_data(bin_centers_all[n],fx_all[n])\n",
    "    #plt_scatter1.set_offsets(list(zip(s[:,n],np.zeros(Om))))\n",
    "    #plt_scatter2.set_offsets(list(zip(s[:,n],np.zeros(Om))))\n",
    "    plt_redline.set_data(np.ones(y.size)*n, y)\n",
    "    ax1.set_title(f'$p(x,{n})$')\n",
    "    ax2.set_title(f'$F(x,{n})$')\n",
    "    plt.draw()\n",
    "\n",
    "widgets.interact(plot_time, \n",
    "                 n = (0,100,1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Časové odhady"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "n_bins = 50\n",
    "\n",
    "pdf_time, edges_time = np.histogram(s[0,:], bins=n_bins, normed=True, range=[s.min(),s.max()])\n",
    "bin_centers_time = edges_time[:-1] + (edges_time[1:] - edges_time[:-1]) / 2\n",
    "\n",
    "fx_time = np.sum(s[0,:][:,None] < bin_centers_time[None,:], axis=0) / s.shape[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<img src=\"data:image/png;base64,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\" width=\"800\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f = plt.figure(figsize=(8,5))\n",
    "\n",
    "ax0 = f.add_subplot(2,1,1)\n",
    "plt0 = ax0.plot(n_axis, s.T, linewidth=0.5, color='0.5')\n",
    "plt01 = ax0.plot(n_axis, s.T[:,0], linewidth=2, color='r')\n",
    "ax0.set_title('$\\epsilon$, $\\epsilon \\sim \\mathcal{N}(0, 0.04)$')\n",
    "ax0.set_xlabel('$n$')\n",
    "\n",
    "ax1 = f.add_subplot(2,2,3)\n",
    "plt1, = ax1.plot(bin_centers_time,pdf_time)\n",
    "ax1.set_xlim([s.min(),s.max()])\n",
    "ax1.set_title('$p(x)$')\n",
    "ax1.set_xlabel('$x$')\n",
    "\n",
    "ax2 = f.add_subplot(2,2,4)\n",
    "plt2, = ax2.plot(bin_centers_time,fx_time)\n",
    "#plt_scatter2 = ax2.scatter(s[:,20], np.zeros(Om), marker='+', color='g')\n",
    "ax2.set_xlim([s.min(),s.max()])\n",
    "ax2.set_title('$F(x)$')\n",
    "ax2.set_xlabel('$x$')\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}