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eval_logs_SISDIR_ALB.ipynb
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eval_logs_SISDIR_ALB.ipynb
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			{
			"cells": [
			{
			"cell_type": "code",
			"execution_count": 1,
			"metadata": {},
			"outputs": [
			{
			"name": "stderr",
			"output_type": "stream",
			"text": [
			"/Applications/anaconda2/envs/py3/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
			" return f(args, *kwds)\n",
			"/Applications/anaconda2/envs/py3/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
			" return f(args, *kwds)\n",
			"/Applications/anaconda2/envs/py3/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
			" return f(args, *kwds)\n",
			"/Applications/anaconda2/envs/py3/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
			" from ._conv import register_converters as _register_converters\n"
			]
			}
			],
			"source": [
			"import pickle\n",
			"import os\n",
			"import xarray as xr\n",
			"from visualise_spacetime import plot_map_year"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 2,
			"metadata": {},
			"outputs": [],
			"source": [
			"import matplotlib\n",
			"%matplotlib notebook\n",
			"import matplotlib.pyplot as plt"
			]
			},
			{
			"cell_type": "markdown",
			"metadata": {},
			"source": [
			"### ALBEDO"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 3,
			"metadata": {},
			"outputs": [],
			"source": [
			"filename = '/Users/alinawalch/Documents/EPFL/data/meteo/datasets/2001_sample5M_ALB_4D/1_summary_merged_log.pickle'"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 4,
			"metadata": {},
			"outputs": [],
			"source": [
			"with open(filename, 'rb') as handle:\n",
			" log = pickle.load(handle)"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 5,
			"metadata": {},
			"outputs": [
			{
			"data": {
			"text/plain": [
			"{'cputime_CPU': model_train val_pred test_pred train_pred n_ens\n",
			" 20 463.152133 32.910427 40.963614 160.556522 100.0\n",
			" 50 515.263039 50.195907 63.349397 244.756080 100.0\n",
			" 100 471.055926 45.595958 57.078463 196.783500 50.0\n",
			" 200 530.859131 72.478438 89.005552 299.297947 50.0\n",
			" 500 1046.942517 127.502715 158.706209 520.711879 50.0\n",
			" 1000 839.141500 99.805108 125.040179 400.896482 20.0\n",
			" 2000 2205.081343 205.193702 253.337298 843.567885 20.0\n",
			" 3000 1948.542583 215.177444 270.610340 633.313673 10.0\n",
			" 5000 5258.639727 457.752603 574.140476 1637.397440 10.0\n",
			" 6000 6854.308907 544.199025 682.287813 1988.633943 10.0\n",
			" 7000 4481.256432 325.596447 404.349038 1286.573054 5.0\n",
			" 8000 5652.335442 372.220962 464.635809 1491.109683 5.0\n",
			" 10000 1626.308608 87.380069 108.887716 348.891066 1.0,\n",
			" 'mse_CPU': validation testing out-of-bag training n_ens\n",
			" 20 0.339978 0.343108 0.341110 0.338851 100.0\n",
			" 50 0.175478 0.179982 0.175758 0.174673 100.0\n",
			" 100 0.143500 0.148397 0.143371 0.142583 50.0\n",
			" 200 0.126700 0.131019 0.126127 0.125815 50.0\n",
			" 500 0.113322 0.118483 0.112718 0.112551 50.0\n",
			" 1000 0.106184 0.113118 0.105776 0.105429 20.0\n",
			" 2000 0.097808 0.108371 0.097406 0.096977 20.0\n",
			" 3000 0.092807 0.107665 0.092800 0.092018 10.0\n",
			" 5000 0.087338 0.105441 0.087353 0.086539 10.0\n",
			" 6000 0.085580 0.104303 0.085538 0.084702 10.0\n",
			" 7000 0.084517 0.105563 0.084756 0.083593 5.0\n",
			" 8000 0.083259 0.115486 0.083450 0.082262 5.0\n",
			" 10000 0.082709 0.228896 0.081589 0.081589 1.0,\n",
			" 'walltime_CPU': model_train val_pred test_pred train_pred n_ens\n",
			" 20 4765.87 723.87 900.84 3507.57 100.0\n",
			" 50 7133.92 1104.12 1393.50 5327.11 100.0\n",
			" 100 6235.64 728.41 911.93 3138.87 50.0\n",
			" 200 7299.81 1157.92 1422.78 4775.55 50.0\n",
			" 500 15528.77 2037.31 2536.68 8314.92 50.0\n",
			" 1000 12972.07 1594.70 1998.22 6402.97 20.0\n",
			" 2000 34828.89 3279.02 4049.00 13477.63 20.0\n",
			" 3000 30931.23 3438.52 4324.64 10116.16 10.0\n",
			" 5000 83748.40 7315.34 9175.96 26165.56 10.0\n",
			" 6000 109185.35 8696.90 10903.93 31776.51 10.0\n",
			" 7000 71413.11 5203.35 6461.88 20559.41 5.0\n",
			" 8000 90096.88 5948.81 7425.08 23827.23 5.0\n",
			" 10000 25927.34 1395.38 1739.97 5575.56 1.0}"
			]
			},
			"execution_count": 5,
			"metadata": {},
			"output_type": "execute_result"
			}
			],
			"source": [
			"log"
			]
			},
			{
			"cell_type": "markdown",
			"metadata": {},
			"source": [
			"### SHOW ALB:"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 6,
			"metadata": {},
			"outputs": [],
			"source": [
			"mon_idx = 0"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 7,
			"metadata": {},
			"outputs": [],
			"source": [
			"ALB='/Users/alinawalch/Documents/EPFL/data/meteo/raw_data/2001_mmh.nc'\n",
			"ALB_raw = xr.open_dataset(ALB)"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 14,
			"metadata": {},
			"outputs": [
			{
			"data": {
			"application/javascript": [
			"/* Put everything inside the global mpl namespace */\n",
			"window.mpl = {};\n",
			"\n",
			"\n",
			"mpl.get_websocket_type = function() {\n",
			" if (typeof(WebSocket) !== 'undefined') {\n",
			" return WebSocket;\n",
			" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
			" return MozWebSocket;\n",
			" } else {\n",
			" alert('Your browser does not have WebSocket support.' +\n",
			" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
			" 'Firefox 4 and 5 are also supported but you ' +\n",
			" 'have to enable WebSockets in about:config.');\n",
			" };\n",
			"}\n",
			"\n",
			"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
			" this.id = figure_id;\n",
			"\n",
			" this.ws = websocket;\n",
			"\n",
			" this.supports_binary = (this.ws.binaryType != undefined);\n",
			"\n",
			" if (!this.supports_binary) {\n",
			" var warnings = document.getElementById(\"mpl-warnings\");\n",
			" if (warnings) {\n",
			" warnings.style.display = 'block';\n",
			" warnings.textContent = (\n",
			" \"This browser does not support binary websocket messages. \" +\n",
			" \"Performance may be slow.\");\n",
			" }\n",
			" }\n",
			"\n",
			" this.imageObj = new Image();\n",
			"\n",
			" this.context = undefined;\n",
			" this.message = undefined;\n",
			" this.canvas = undefined;\n",
			" this.rubberband_canvas = undefined;\n",
			" this.rubberband_context = undefined;\n",
			" this.format_dropdown = undefined;\n",
			"\n",
			" this.image_mode = 'full';\n",
			"\n",
			" this.root = $('<div/>');\n",
			" this._root_extra_style(this.root)\n",
			" this.root.attr('style', 'display: inline-block');\n",
			"\n",
			" $(parent_element).append(this.root);\n",
			"\n",
			" this._init_header(this);\n",
			" this._init_canvas(this);\n",
			" this._init_toolbar(this);\n",
			"\n",
			" var fig = this;\n",
			"\n",
			" this.waiting = false;\n",
			"\n",
			" this.ws.onopen = function () {\n",
			" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
			" fig.send_message(\"send_image_mode\", {});\n",
			" if (mpl.ratio != 1) {\n",
			" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
			" }\n",
			" fig.send_message(\"refresh\", {});\n",
			" }\n",
			"\n",
			" this.imageObj.onload = function() {\n",
			" if (fig.image_mode == 'full') {\n",
			" // Full images could contain transparency (where diff images\n",
			" // almost always do), so we need to clear the canvas so that\n",
			" // there is no ghosting.\n",
			" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
			" }\n",
			" fig.context.drawImage(fig.imageObj, 0, 0);\n",
			" };\n",
			"\n",
			" this.imageObj.onunload = function() {\n",
			" fig.ws.close();\n",
			" }\n",
			"\n",
			" this.ws.onmessage = this._make_on_message_function(this);\n",
			"\n",
			" this.ondownload = ondownload;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_header = function() {\n",
			" var titlebar = $(\n",
			" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
			" 'ui-helper-clearfix\"/>');\n",
			" var titletext = $(\n",
			" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
			" 'text-align: center; padding: 3px;\"/>');\n",
			" titlebar.append(titletext)\n",
			" this.root.append(titlebar);\n",
			" this.header = titletext[0];\n",
			"}\n",
			"\n",
			"\n",
			"\n",
			"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
			"\n",
			"}\n",
			"\n",
			"\n",
			"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
			"\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_canvas = function() {\n",
			" var fig = this;\n",
			"\n",
			" var canvas_div = $('<div/>');\n",
			"\n",
			" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
			"\n",
			" function canvas_keyboard_event(event) {\n",
			" return fig.key_event(event, event['data']);\n",
			" }\n",
			"\n",
			" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
			" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
			" this.canvas_div = canvas_div\n",
			" this._canvas_extra_style(canvas_div)\n",
			" this.root.append(canvas_div);\n",
			"\n",
			" var canvas = $('<canvas/>');\n",
			" canvas.addClass('mpl-canvas');\n",
			" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
			"\n",
			" this.canvas = canvas[0];\n",
			" this.context = canvas[0].getContext(\"2d\");\n",
			"\n",
			" var backingStore = this.context.backingStorePixelRatio \|\|\n",
			"\tthis.context.webkitBackingStorePixelRatio \|\|\n",
			"\tthis.context.mozBackingStorePixelRatio \|\|\n",
			"\tthis.context.msBackingStorePixelRatio \|\|\n",
			"\tthis.context.oBackingStorePixelRatio \|\|\n",
			"\tthis.context.backingStorePixelRatio \|\| 1;\n",
			"\n",
			" mpl.ratio = (window.devicePixelRatio \|\| 1) / backingStore;\n",
			"\n",
			" var rubberband = $('<canvas/>');\n",
			" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
			"\n",
			" var pass_mouse_events = true;\n",
			"\n",
			" canvas_div.resizable({\n",
			" start: function(event, ui) {\n",
			" pass_mouse_events = false;\n",
			" },\n",
			" resize: function(event, ui) {\n",
			" fig.request_resize(ui.size.width, ui.size.height);\n",
			" },\n",
			" stop: function(event, ui) {\n",
			" pass_mouse_events = true;\n",
			" fig.request_resize(ui.size.width, ui.size.height);\n",
			" },\n",
			" });\n",
			"\n",
			" function mouse_event_fn(event) {\n",
			" if (pass_mouse_events)\n",
			" return fig.mouse_event(event, event['data']);\n",
			" }\n",
			"\n",
			" rubberband.mousedown('button_press', mouse_event_fn);\n",
			" rubberband.mouseup('button_release', mouse_event_fn);\n",
			" // Throttle sequential mouse events to 1 every 20ms.\n",
			" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
			"\n",
			" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
			" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
			"\n",
			" canvas_div.on(\"wheel\", function (event) {\n",
			" event = event.originalEvent;\n",
			" event['data'] = 'scroll'\n",
			" if (event.deltaY < 0) {\n",
			" event.step = 1;\n",
			" } else {\n",
			" event.step = -1;\n",
			" }\n",
			" mouse_event_fn(event);\n",
			" });\n",
			"\n",
			" canvas_div.append(canvas);\n",
			" canvas_div.append(rubberband);\n",
			"\n",
			" this.rubberband = rubberband;\n",
			" this.rubberband_canvas = rubberband[0];\n",
			" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
			" this.rubberband_context.strokeStyle = \"#000000\";\n",
			"\n",
			" this._resize_canvas = function(width, height) {\n",
			" // Keep the size of the canvas, canvas container, and rubber band\n",
			" // canvas in synch.\n",
			" canvas_div.css('width', width)\n",
			" canvas_div.css('height', height)\n",
			"\n",
			" canvas.attr('width', width * mpl.ratio);\n",
			" canvas.attr('height', height * mpl.ratio);\n",
			" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
			"\n",
			" rubberband.attr('width', width);\n",
			" rubberband.attr('height', height);\n",
			" }\n",
			"\n",
			" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
			" // upon first draw.\n",
			" this._resize_canvas(600, 600);\n",
			"\n",
			" // Disable right mouse context menu.\n",
			" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
			" return false;\n",
			" });\n",
			"\n",
			" function set_focus () {\n",
			" canvas.focus();\n",
			" canvas_div.focus();\n",
			" }\n",
			"\n",
			" window.setTimeout(set_focus, 100);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_toolbar = function() {\n",
			" var fig = this;\n",
			"\n",
			" var nav_element = $('<div/>')\n",
			" nav_element.attr('style', 'width: 100%');\n",
			" this.root.append(nav_element);\n",
			"\n",
			" // Define a callback function for later on.\n",
			" function toolbar_event(event) {\n",
			" return fig.toolbar_button_onclick(event['data']);\n",
			" }\n",
			" function toolbar_mouse_event(event) {\n",
			" return fig.toolbar_button_onmouseover(event['data']);\n",
			" }\n",
			"\n",
			" for(var toolbar_ind in mpl.toolbar_items) {\n",
			" var name = mpl.toolbar_items[toolbar_ind][0];\n",
			" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
			" var image = mpl.toolbar_items[toolbar_ind][2];\n",
			" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
			"\n",
			" if (!name) {\n",
			" // put a spacer in here.\n",
			" continue;\n",
			" }\n",
			" var button = $('<button/>');\n",
			" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
			" 'ui-button-icon-only');\n",
			" button.attr('role', 'button');\n",
			" button.attr('aria-disabled', 'false');\n",
			" button.click(method_name, toolbar_event);\n",
			" button.mouseover(tooltip, toolbar_mouse_event);\n",
			"\n",
			" var icon_img = $('<span/>');\n",
			" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
			" icon_img.addClass(image);\n",
			" icon_img.addClass('ui-corner-all');\n",
			"\n",
			" var tooltip_span = $('<span/>');\n",
			" tooltip_span.addClass('ui-button-text');\n",
			" tooltip_span.html(tooltip);\n",
			"\n",
			" button.append(icon_img);\n",
			" button.append(tooltip_span);\n",
			"\n",
			" nav_element.append(button);\n",
			" }\n",
			"\n",
			" var fmt_picker_span = $('<span/>');\n",
			"\n",
			" var fmt_picker = $('<select/>');\n",
			" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
			" fmt_picker_span.append(fmt_picker);\n",
			" nav_element.append(fmt_picker_span);\n",
			" this.format_dropdown = fmt_picker[0];\n",
			"\n",
			" for (var ind in mpl.extensions) {\n",
			" var fmt = mpl.extensions[ind];\n",
			" var option = $(\n",
			" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
			" fmt_picker.append(option)\n",
			" }\n",
			"\n",
			" // Add hover states to the ui-buttons\n",
			" $( \".ui-button\" ).hover(\n",
			" function() { $(this).addClass(\"ui-state-hover\");},\n",
			" function() { $(this).removeClass(\"ui-state-hover\");}\n",
			" );\n",
			"\n",
			" var status_bar = $('<span class=\"mpl-message\"/>');\n",
			" nav_element.append(status_bar);\n",
			" this.message = status_bar[0];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
			" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
			" // which will in turn request a refresh of the image.\n",
			" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.send_message = function(type, properties) {\n",
			" properties['type'] = type;\n",
			" properties['figure_id'] = this.id;\n",
			" this.ws.send(JSON.stringify(properties));\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.send_draw_message = function() {\n",
			" if (!this.waiting) {\n",
			" this.waiting = true;\n",
			" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
			" }\n",
			"}\n",
			"\n",
			"\n",
			"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
			" var format_dropdown = fig.format_dropdown;\n",
			" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
			" fig.ondownload(fig, format);\n",
			"}\n",
			"\n",
			"\n",
			"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
			" var size = msg['size'];\n",
			" if (size[0] != fig.canvas.width \|\| size[1] != fig.canvas.height) {\n",
			" fig._resize_canvas(size[0], size[1]);\n",
			" fig.send_message(\"refresh\", {});\n",
			" };\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
			" var x0 = msg['x0'] / mpl.ratio;\n",
			" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
			" var x1 = msg['x1'] / mpl.ratio;\n",
			" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
			" x0 = Math.floor(x0) + 0.5;\n",
			" y0 = Math.floor(y0) + 0.5;\n",
			" x1 = Math.floor(x1) + 0.5;\n",
			" y1 = Math.floor(y1) + 0.5;\n",
			" var min_x = Math.min(x0, x1);\n",
			" var min_y = Math.min(y0, y1);\n",
			" var width = Math.abs(x1 - x0);\n",
			" var height = Math.abs(y1 - y0);\n",
			"\n",
			" fig.rubberband_context.clearRect(\n",
			" 0, 0, fig.canvas.width, fig.canvas.height);\n",
			"\n",
			" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
			" // Updates the figure title.\n",
			" fig.header.textContent = msg['label'];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
			" var cursor = msg['cursor'];\n",
			" switch(cursor)\n",
			" {\n",
			" case 0:\n",
			" cursor = 'pointer';\n",
			" break;\n",
			" case 1:\n",
			" cursor = 'default';\n",
			" break;\n",
			" case 2:\n",
			" cursor = 'crosshair';\n",
			" break;\n",
			" case 3:\n",
			" cursor = 'move';\n",
			" break;\n",
			" }\n",
			" fig.rubberband_canvas.style.cursor = cursor;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
			" fig.message.textContent = msg['message'];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
			" // Request the server to send over a new figure.\n",
			" fig.send_draw_message();\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
			" fig.image_mode = msg['mode'];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.updated_canvas_event = function() {\n",
			" // Called whenever the canvas gets updated.\n",
			" this.send_message(\"ack\", {});\n",
			"}\n",
			"\n",
			"// A function to construct a web socket function for onmessage handling.\n",
			"// Called in the figure constructor.\n",
			"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
			" return function socket_on_message(evt) {\n",
			" if (evt.data instanceof Blob) {\n",
			" /* FIXME: We get \"Resource interpreted as Image but\n",
			" * transferred with MIME type text/plain:\" errors on\n",
			" * Chrome. But how to set the MIME type? It doesn't seem\n",
			" * to be part of the websocket stream */\n",
			" evt.data.type = \"image/png\";\n",
			"\n",
			" /* Free the memory for the previous frames */\n",
			" if (fig.imageObj.src) {\n",
			" (window.URL \|\| window.webkitURL).revokeObjectURL(\n",
			" fig.imageObj.src);\n",
			" }\n",
			"\n",
			" fig.imageObj.src = (window.URL \|\| window.webkitURL).createObjectURL(\n",
			" evt.data);\n",
			" fig.updated_canvas_event();\n",
			" fig.waiting = false;\n",
			" return;\n",
			" }\n",
			" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
			" fig.imageObj.src = evt.data;\n",
			" fig.updated_canvas_event();\n",
			" fig.waiting = false;\n",
			" return;\n",
			" }\n",
			"\n",
			" var msg = JSON.parse(evt.data);\n",
			" var msg_type = msg['type'];\n",
			"\n",
			" // Call the \"handle_{type}\" callback, which takes\n",
			" // the figure and JSON message as its only arguments.\n",
			" try {\n",
			" var callback = fig[\"handle_\" + msg_type];\n",
			" } catch (e) {\n",
			" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
			" return;\n",
			" }\n",
			"\n",
			" if (callback) {\n",
			" try {\n",
			" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
			" callback(fig, msg);\n",
			" } catch (e) {\n",
			" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
			" }\n",
			" }\n",
			" };\n",
			"}\n",
			"\n",
			"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
			"mpl.findpos = function(e) {\n",
			" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
			" var targ;\n",
			" if (!e)\n",
			" e = window.event;\n",
			" if (e.target)\n",
			" targ = e.target;\n",
			" else if (e.srcElement)\n",
			" targ = e.srcElement;\n",
			" if (targ.nodeType == 3) // defeat Safari bug\n",
			" targ = targ.parentNode;\n",
			"\n",
			" // jQuery normalizes the pageX and pageY\n",
			" // pageX,Y are the mouse positions relative to the document\n",
			" // offset() returns the position of the element relative to the document\n",
			" var x = e.pageX - $(targ).offset().left;\n",
			" var y = e.pageY - $(targ).offset().top;\n",
			"\n",
			" return {\"x\": x, \"y\": y};\n",
			"};\n",
			"\n",
			"/*\n",
			" * return a copy of an object with only non-object keys\n",
			" * we need this to avoid circular references\n",
			" * http://stackoverflow.com/a/24161582/3208463\n",
			" */\n",
			"function simpleKeys (original) {\n",
			" return Object.keys(original).reduce(function (obj, key) {\n",
			" if (typeof original[key] !== 'object')\n",
			" obj[key] = original[key]\n",
			" return obj;\n",
			" }, {});\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.mouse_event = function(event, name) {\n",
			" var canvas_pos = mpl.findpos(event)\n",
			"\n",
			" if (name === 'button_press')\n",
			" {\n",
			" this.canvas.focus();\n",
			" this.canvas_div.focus();\n",
			" }\n",
			"\n",
			" var x = canvas_pos.x * mpl.ratio;\n",
			" var y = canvas_pos.y * mpl.ratio;\n",
			"\n",
			" this.send_message(name, {x: x, y: y, button: event.button,\n",
			" step: event.step,\n",
			" guiEvent: simpleKeys(event)});\n",
			"\n",
			" /* This prevents the web browser from automatically changing to\n",
			" * the text insertion cursor when the button is pressed. We want\n",
			" * to control all of the cursor setting manually through the\n",
			" * 'cursor' event from matplotlib */\n",
			" event.preventDefault();\n",
			" return false;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
			" // Handle any extra behaviour associated with a key event\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.key_event = function(event, name) {\n",
			"\n",
			" // Prevent repeat events\n",
			" if (name == 'key_press')\n",
			" {\n",
			" if (event.which === this._key)\n",
			" return;\n",
			" else\n",
			" this._key = event.which;\n",
			" }\n",
			" if (name == 'key_release')\n",
			" this._key = null;\n",
			"\n",
			" var value = '';\n",
			" if (event.ctrlKey && event.which != 17)\n",
			" value += \"ctrl+\";\n",
			" if (event.altKey && event.which != 18)\n",
			" value += \"alt+\";\n",
			" if (event.shiftKey && event.which != 16)\n",
			" value += \"shift+\";\n",
			"\n",
			" value += 'k';\n",
			" value += event.which.toString();\n",
			"\n",
			" this._key_event_extra(event, name);\n",
			"\n",
			" this.send_message(name, {key: value,\n",
			" guiEvent: simpleKeys(event)});\n",
			" return false;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
			" if (name == 'download') {\n",
			" this.handle_save(this, null);\n",
			" } else {\n",
			" this.send_message(\"toolbar_button\", {name: name});\n",
			" }\n",
			"};\n",
			"\n",
			"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
			" this.message.textContent = tooltip;\n",
			"};\n",
			"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
			"\n",
			"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
			"\n",
			"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
			" // Create a \"websocket\"-like object which calls the given IPython comm\n",
			" // object with the appropriate methods. Currently this is a non binary\n",
			" // socket, so there is still some room for performance tuning.\n",
			" var ws = {};\n",
			"\n",
			" ws.close = function() {\n",
			" comm.close()\n",
			" };\n",
			" ws.send = function(m) {\n",
			" //console.log('sending', m);\n",
			" comm.send(m);\n",
			" };\n",
			" // Register the callback with on_msg.\n",
			" comm.on_msg(function(msg) {\n",
			" //console.log('receiving', msg['content']['data'], msg);\n",
			" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
			" ws.onmessage(msg['content']['data'])\n",
			" });\n",
			" return ws;\n",
			"}\n",
			"\n",
			"mpl.mpl_figure_comm = function(comm, msg) {\n",
			" // This is the function which gets called when the mpl process\n",
			" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
			"\n",
			" var id = msg.content.data.id;\n",
			" // Get hold of the div created by the display call when the Comm\n",
			" // socket was opened in Python.\n",
			" var element = $(\"#\" + id);\n",
			" var ws_proxy = comm_websocket_adapter(comm)\n",
			"\n",
			" function ondownload(figure, format) {\n",
			" window.open(figure.imageObj.src);\n",
			" }\n",
			"\n",
			" var fig = new mpl.figure(id, ws_proxy,\n",
			" ondownload,\n",
			" element.get(0));\n",
			"\n",
			" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
			" // web socket which is closed, not our websocket->open comm proxy.\n",
			" ws_proxy.onopen();\n",
			"\n",
			" fig.parent_element = element.get(0);\n",
			" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
			" if (!fig.cell_info) {\n",
			" console.error(\"Failed to find cell for figure\", id, fig);\n",
			" return;\n",
			" }\n",
			"\n",
			" var output_index = fig.cell_info[2]\n",
			" var cell = fig.cell_info[0];\n",
			"\n",
			"};\n",
			"\n",
			"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
			" var width = fig.canvas.width/mpl.ratio\n",
			" fig.root.unbind('remove')\n",
			"\n",
			" // Update the output cell to use the data from the current canvas.\n",
			" fig.push_to_output();\n",
			" var dataURL = fig.canvas.toDataURL();\n",
			" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
			" // the notebook keyboard shortcuts fail.\n",
			" IPython.keyboard_manager.enable()\n",
			" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
			" fig.close_ws(fig, msg);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.close_ws = function(fig, msg){\n",
			" fig.send_message('closing', msg);\n",
			" // fig.ws.close()\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
			" // Turn the data on the canvas into data in the output cell.\n",
			" var width = this.canvas.width/mpl.ratio\n",
			" var dataURL = this.canvas.toDataURL();\n",
			" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.updated_canvas_event = function() {\n",
			" // Tell IPython that the notebook contents must change.\n",
			" IPython.notebook.set_dirty(true);\n",
			" this.send_message(\"ack\", {});\n",
			" var fig = this;\n",
			" // Wait a second, then push the new image to the DOM so\n",
			" // that it is saved nicely (might be nice to debounce this).\n",
			" setTimeout(function () { fig.push_to_output() }, 1000);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_toolbar = function() {\n",
			" var fig = this;\n",
			"\n",
			" var nav_element = $('<div/>')\n",
			" nav_element.attr('style', 'width: 100%');\n",
			" this.root.append(nav_element);\n",
			"\n",
			" // Define a callback function for later on.\n",
			" function toolbar_event(event) {\n",
			" return fig.toolbar_button_onclick(event['data']);\n",
			" }\n",
			" function toolbar_mouse_event(event) {\n",
			" return fig.toolbar_button_onmouseover(event['data']);\n",
			" }\n",
			"\n",
			" for(var toolbar_ind in mpl.toolbar_items){\n",
			" var name = mpl.toolbar_items[toolbar_ind][0];\n",
			" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
			" var image = mpl.toolbar_items[toolbar_ind][2];\n",
			" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
			"\n",
			" if (!name) { continue; };\n",
			"\n",
			" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
			" button.click(method_name, toolbar_event);\n",
			" button.mouseover(tooltip, toolbar_mouse_event);\n",
			" nav_element.append(button);\n",
			" }\n",
			"\n",
			" // Add the status bar.\n",
			" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
			" nav_element.append(status_bar);\n",
			" this.message = status_bar[0];\n",
			"\n",
			" // Add the close button to the window.\n",
			" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
			" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
			" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
			" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
			" buttongrp.append(button);\n",
			" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
			" titlebar.prepend(buttongrp);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._root_extra_style = function(el){\n",
			" var fig = this\n",
			" el.on(\"remove\", function(){\n",
			"\tfig.close_ws(fig, {});\n",
			" });\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._canvas_extra_style = function(el){\n",
			" // this is important to make the div 'focusable\n",
			" el.attr('tabindex', 0)\n",
			" // reach out to IPython and tell the keyboard manager to turn it's self\n",
			" // off when our div gets focus\n",
			"\n",
			" // location in version 3\n",
			" if (IPython.notebook.keyboard_manager) {\n",
			" IPython.notebook.keyboard_manager.register_events(el);\n",
			" }\n",
			" else {\n",
			" // location in version 2\n",
			" IPython.keyboard_manager.register_events(el);\n",
			" }\n",
			"\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
			" var manager = IPython.notebook.keyboard_manager;\n",
			" if (!manager)\n",
			" manager = IPython.keyboard_manager;\n",
			"\n",
			" // Check for shift+enter\n",
			" if (event.shiftKey && event.which == 13) {\n",
			" this.canvas_div.blur();\n",
			" event.shiftKey = false;\n",
			" // Send a \"J\" for go to next cell\n",
			" event.which = 74;\n",
			" event.keyCode = 74;\n",
			" manager.command_mode();\n",
			" manager.handle_keydown(event);\n",
			" }\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
			" fig.ondownload(fig, null);\n",
			"}\n",
			"\n",
			"\n",
			"mpl.find_output_cell = function(html_output) {\n",
			" // Return the cell and output element which can be found uniquely in the notebook.\n",
			" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
			" // IPython event is triggered only after the cells have been serialised, which for\n",
			" // our purposes (turning an active figure into a static one), is too late.\n",
			" var cells = IPython.notebook.get_cells();\n",
			" var ncells = cells.length;\n",
			" for (var i=0; i<ncells; i++) {\n",
			" var cell = cells[i];\n",
			" if (cell.cell_type === 'code'){\n",
			" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
			" var data = cell.output_area.outputs[j];\n",
			" if (data.data) {\n",
			" // IPython >= 3 moved mimebundle to data attribute of output\n",
			" data = data.data;\n",
			" }\n",
			" if (data['text/html'] == html_output) {\n",
			" return [cell, data, j];\n",
			" }\n",
			" }\n",
			" }\n",
			" }\n",
			"}\n",
			"\n",
			"// Register the function which deals with the matplotlib target/channel.\n",
			"// The kernel may be null if the page has been refreshed.\n",
			"if (IPython.notebook.kernel != null) {\n",
			" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
			"}\n"
			],
			"text/plain": [
			"<IPython.core.display.Javascript object>"
			]
			},
			"metadata": {},
			"output_type": "display_data"
			},
			{
			"data": {
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\" 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			"text/plain": [
			"<IPython.core.display.HTML object>"
			]
			},
			"metadata": {},
			"output_type": "display_data"
			},
			{
			"data": {
			"text/plain": [
			"<matplotlib.collections.QuadMesh at 0x132775c18>"
			]
			},
			"execution_count": 14,
			"metadata": {},
			"output_type": "execute_result"
			}
			],
			"source": [
			"plt.figure()\n",
			"ALB_raw.ALB.isel(date = mon_idx, hour = 10).plot(x = 'lon', y='lat', vmin = 0.2, vmax = 1)"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 19,
			"metadata": {},
			"outputs": [
			{
			"data": {
			"application/javascript": [
			"/* Put everything inside the global mpl namespace */\n",
			"window.mpl = {};\n",
			"\n",
			"\n",
			"mpl.get_websocket_type = function() {\n",
			" if (typeof(WebSocket) !== 'undefined') {\n",
			" return WebSocket;\n",
			" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
			" return MozWebSocket;\n",
			" } else {\n",
			" alert('Your browser does not have WebSocket support.' +\n",
			" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
			" 'Firefox 4 and 5 are also supported but you ' +\n",
			" 'have to enable WebSockets in about:config.');\n",
			" };\n",
			"}\n",
			"\n",
			"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
			" this.id = figure_id;\n",
			"\n",
			" this.ws = websocket;\n",
			"\n",
			" this.supports_binary = (this.ws.binaryType != undefined);\n",
			"\n",
			" if (!this.supports_binary) {\n",
			" var warnings = document.getElementById(\"mpl-warnings\");\n",
			" if (warnings) {\n",
			" warnings.style.display = 'block';\n",
			" warnings.textContent = (\n",
			" \"This browser does not support binary websocket messages. \" +\n",
			" \"Performance may be slow.\");\n",
			" }\n",
			" }\n",
			"\n",
			" this.imageObj = new Image();\n",
			"\n",
			" this.context = undefined;\n",
			" this.message = undefined;\n",
			" this.canvas = undefined;\n",
			" this.rubberband_canvas = undefined;\n",
			" this.rubberband_context = undefined;\n",
			" this.format_dropdown = undefined;\n",
			"\n",
			" this.image_mode = 'full';\n",
			"\n",
			" this.root = $('<div/>');\n",
			" this._root_extra_style(this.root)\n",
			" this.root.attr('style', 'display: inline-block');\n",
			"\n",
			" $(parent_element).append(this.root);\n",
			"\n",
			" this._init_header(this);\n",
			" this._init_canvas(this);\n",
			" this._init_toolbar(this);\n",
			"\n",
			" var fig = this;\n",
			"\n",
			" this.waiting = false;\n",
			"\n",
			" this.ws.onopen = function () {\n",
			" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
			" fig.send_message(\"send_image_mode\", {});\n",
			" if (mpl.ratio != 1) {\n",
			" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
			" }\n",
			" fig.send_message(\"refresh\", {});\n",
			" }\n",
			"\n",
			" this.imageObj.onload = function() {\n",
			" if (fig.image_mode == 'full') {\n",
			" // Full images could contain transparency (where diff images\n",
			" // almost always do), so we need to clear the canvas so that\n",
			" // there is no ghosting.\n",
			" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
			" }\n",
			" fig.context.drawImage(fig.imageObj, 0, 0);\n",
			" };\n",
			"\n",
			" this.imageObj.onunload = function() {\n",
			" fig.ws.close();\n",
			" }\n",
			"\n",
			" this.ws.onmessage = this._make_on_message_function(this);\n",
			"\n",
			" this.ondownload = ondownload;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_header = function() {\n",
			" var titlebar = $(\n",
			" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
			" 'ui-helper-clearfix\"/>');\n",
			" var titletext = $(\n",
			" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
			" 'text-align: center; padding: 3px;\"/>');\n",
			" titlebar.append(titletext)\n",
			" this.root.append(titlebar);\n",
			" this.header = titletext[0];\n",
			"}\n",
			"\n",
			"\n",
			"\n",
			"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
			"\n",
			"}\n",
			"\n",
			"\n",
			"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
			"\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_canvas = function() {\n",
			" var fig = this;\n",
			"\n",
			" var canvas_div = $('<div/>');\n",
			"\n",
			" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
			"\n",
			" function canvas_keyboard_event(event) {\n",
			" return fig.key_event(event, event['data']);\n",
			" }\n",
			"\n",
			" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
			" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
			" this.canvas_div = canvas_div\n",
			" this._canvas_extra_style(canvas_div)\n",
			" this.root.append(canvas_div);\n",
			"\n",
			" var canvas = $('<canvas/>');\n",
			" canvas.addClass('mpl-canvas');\n",
			" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
			"\n",
			" this.canvas = canvas[0];\n",
			" this.context = canvas[0].getContext(\"2d\");\n",
			"\n",
			" var backingStore = this.context.backingStorePixelRatio \|\|\n",
			"\tthis.context.webkitBackingStorePixelRatio \|\|\n",
			"\tthis.context.mozBackingStorePixelRatio \|\|\n",
			"\tthis.context.msBackingStorePixelRatio \|\|\n",
			"\tthis.context.oBackingStorePixelRatio \|\|\n",
			"\tthis.context.backingStorePixelRatio \|\| 1;\n",
			"\n",
			" mpl.ratio = (window.devicePixelRatio \|\| 1) / backingStore;\n",
			"\n",
			" var rubberband = $('<canvas/>');\n",
			" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
			"\n",
			" var pass_mouse_events = true;\n",
			"\n",
			" canvas_div.resizable({\n",
			" start: function(event, ui) {\n",
			" pass_mouse_events = false;\n",
			" },\n",
			" resize: function(event, ui) {\n",
			" fig.request_resize(ui.size.width, ui.size.height);\n",
			" },\n",
			" stop: function(event, ui) {\n",
			" pass_mouse_events = true;\n",
			" fig.request_resize(ui.size.width, ui.size.height);\n",
			" },\n",
			" });\n",
			"\n",
			" function mouse_event_fn(event) {\n",
			" if (pass_mouse_events)\n",
			" return fig.mouse_event(event, event['data']);\n",
			" }\n",
			"\n",
			" rubberband.mousedown('button_press', mouse_event_fn);\n",
			" rubberband.mouseup('button_release', mouse_event_fn);\n",
			" // Throttle sequential mouse events to 1 every 20ms.\n",
			" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
			"\n",
			" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
			" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
			"\n",
			" canvas_div.on(\"wheel\", function (event) {\n",
			" event = event.originalEvent;\n",
			" event['data'] = 'scroll'\n",
			" if (event.deltaY < 0) {\n",
			" event.step = 1;\n",
			" } else {\n",
			" event.step = -1;\n",
			" }\n",
			" mouse_event_fn(event);\n",
			" });\n",
			"\n",
			" canvas_div.append(canvas);\n",
			" canvas_div.append(rubberband);\n",
			"\n",
			" this.rubberband = rubberband;\n",
			" this.rubberband_canvas = rubberband[0];\n",
			" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
			" this.rubberband_context.strokeStyle = \"#000000\";\n",
			"\n",
			" this._resize_canvas = function(width, height) {\n",
			" // Keep the size of the canvas, canvas container, and rubber band\n",
			" // canvas in synch.\n",
			" canvas_div.css('width', width)\n",
			" canvas_div.css('height', height)\n",
			"\n",
			" canvas.attr('width', width * mpl.ratio);\n",
			" canvas.attr('height', height * mpl.ratio);\n",
			" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
			"\n",
			" rubberband.attr('width', width);\n",
			" rubberband.attr('height', height);\n",
			" }\n",
			"\n",
			" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
			" // upon first draw.\n",
			" this._resize_canvas(600, 600);\n",
			"\n",
			" // Disable right mouse context menu.\n",
			" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
			" return false;\n",
			" });\n",
			"\n",
			" function set_focus () {\n",
			" canvas.focus();\n",
			" canvas_div.focus();\n",
			" }\n",
			"\n",
			" window.setTimeout(set_focus, 100);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_toolbar = function() {\n",
			" var fig = this;\n",
			"\n",
			" var nav_element = $('<div/>')\n",
			" nav_element.attr('style', 'width: 100%');\n",
			" this.root.append(nav_element);\n",
			"\n",
			" // Define a callback function for later on.\n",
			" function toolbar_event(event) {\n",
			" return fig.toolbar_button_onclick(event['data']);\n",
			" }\n",
			" function toolbar_mouse_event(event) {\n",
			" return fig.toolbar_button_onmouseover(event['data']);\n",
			" }\n",
			"\n",
			" for(var toolbar_ind in mpl.toolbar_items) {\n",
			" var name = mpl.toolbar_items[toolbar_ind][0];\n",
			" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
			" var image = mpl.toolbar_items[toolbar_ind][2];\n",
			" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
			"\n",
			" if (!name) {\n",
			" // put a spacer in here.\n",
			" continue;\n",
			" }\n",
			" var button = $('<button/>');\n",
			" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
			" 'ui-button-icon-only');\n",
			" button.attr('role', 'button');\n",
			" button.attr('aria-disabled', 'false');\n",
			" button.click(method_name, toolbar_event);\n",
			" button.mouseover(tooltip, toolbar_mouse_event);\n",
			"\n",
			" var icon_img = $('<span/>');\n",
			" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
			" icon_img.addClass(image);\n",
			" icon_img.addClass('ui-corner-all');\n",
			"\n",
			" var tooltip_span = $('<span/>');\n",
			" tooltip_span.addClass('ui-button-text');\n",
			" tooltip_span.html(tooltip);\n",
			"\n",
			" button.append(icon_img);\n",
			" button.append(tooltip_span);\n",
			"\n",
			" nav_element.append(button);\n",
			" }\n",
			"\n",
			" var fmt_picker_span = $('<span/>');\n",
			"\n",
			" var fmt_picker = $('<select/>');\n",
			" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
			" fmt_picker_span.append(fmt_picker);\n",
			" nav_element.append(fmt_picker_span);\n",
			" this.format_dropdown = fmt_picker[0];\n",
			"\n",
			" for (var ind in mpl.extensions) {\n",
			" var fmt = mpl.extensions[ind];\n",
			" var option = $(\n",
			" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
			" fmt_picker.append(option)\n",
			" }\n",
			"\n",
			" // Add hover states to the ui-buttons\n",
			" $( \".ui-button\" ).hover(\n",
			" function() { $(this).addClass(\"ui-state-hover\");},\n",
			" function() { $(this).removeClass(\"ui-state-hover\");}\n",
			" );\n",
			"\n",
			" var status_bar = $('<span class=\"mpl-message\"/>');\n",
			" nav_element.append(status_bar);\n",
			" this.message = status_bar[0];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
			" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
			" // which will in turn request a refresh of the image.\n",
			" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.send_message = function(type, properties) {\n",
			" properties['type'] = type;\n",
			" properties['figure_id'] = this.id;\n",
			" this.ws.send(JSON.stringify(properties));\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.send_draw_message = function() {\n",
			" if (!this.waiting) {\n",
			" this.waiting = true;\n",
			" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
			" }\n",
			"}\n",
			"\n",
			"\n",
			"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
			" var format_dropdown = fig.format_dropdown;\n",
			" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
			" fig.ondownload(fig, format);\n",
			"}\n",
			"\n",
			"\n",
			"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
			" var size = msg['size'];\n",
			" if (size[0] != fig.canvas.width \|\| size[1] != fig.canvas.height) {\n",
			" fig._resize_canvas(size[0], size[1]);\n",
			" fig.send_message(\"refresh\", {});\n",
			" };\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
			" var x0 = msg['x0'] / mpl.ratio;\n",
			" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
			" var x1 = msg['x1'] / mpl.ratio;\n",
			" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
			" x0 = Math.floor(x0) + 0.5;\n",
			" y0 = Math.floor(y0) + 0.5;\n",
			" x1 = Math.floor(x1) + 0.5;\n",
			" y1 = Math.floor(y1) + 0.5;\n",
			" var min_x = Math.min(x0, x1);\n",
			" var min_y = Math.min(y0, y1);\n",
			" var width = Math.abs(x1 - x0);\n",
			" var height = Math.abs(y1 - y0);\n",
			"\n",
			" fig.rubberband_context.clearRect(\n",
			" 0, 0, fig.canvas.width, fig.canvas.height);\n",
			"\n",
			" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
			" // Updates the figure title.\n",
			" fig.header.textContent = msg['label'];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
			" var cursor = msg['cursor'];\n",
			" switch(cursor)\n",
			" {\n",
			" case 0:\n",
			" cursor = 'pointer';\n",
			" break;\n",
			" case 1:\n",
			" cursor = 'default';\n",
			" break;\n",
			" case 2:\n",
			" cursor = 'crosshair';\n",
			" break;\n",
			" case 3:\n",
			" cursor = 'move';\n",
			" break;\n",
			" }\n",
			" fig.rubberband_canvas.style.cursor = cursor;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
			" fig.message.textContent = msg['message'];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
			" // Request the server to send over a new figure.\n",
			" fig.send_draw_message();\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
			" fig.image_mode = msg['mode'];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.updated_canvas_event = function() {\n",
			" // Called whenever the canvas gets updated.\n",
			" this.send_message(\"ack\", {});\n",
			"}\n",
			"\n",
			"// A function to construct a web socket function for onmessage handling.\n",
			"// Called in the figure constructor.\n",
			"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
			" return function socket_on_message(evt) {\n",
			" if (evt.data instanceof Blob) {\n",
			" /* FIXME: We get \"Resource interpreted as Image but\n",
			" * transferred with MIME type text/plain:\" errors on\n",
			" * Chrome. But how to set the MIME type? It doesn't seem\n",
			" * to be part of the websocket stream */\n",
			" evt.data.type = \"image/png\";\n",
			"\n",
			" /* Free the memory for the previous frames */\n",
			" if (fig.imageObj.src) {\n",
			" (window.URL \|\| window.webkitURL).revokeObjectURL(\n",
			" fig.imageObj.src);\n",
			" }\n",
			"\n",
			" fig.imageObj.src = (window.URL \|\| window.webkitURL).createObjectURL(\n",
			" evt.data);\n",
			" fig.updated_canvas_event();\n",
			" fig.waiting = false;\n",
			" return;\n",
			" }\n",
			" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
			" fig.imageObj.src = evt.data;\n",
			" fig.updated_canvas_event();\n",
			" fig.waiting = false;\n",
			" return;\n",
			" }\n",
			"\n",
			" var msg = JSON.parse(evt.data);\n",
			" var msg_type = msg['type'];\n",
			"\n",
			" // Call the \"handle_{type}\" callback, which takes\n",
			" // the figure and JSON message as its only arguments.\n",
			" try {\n",
			" var callback = fig[\"handle_\" + msg_type];\n",
			" } catch (e) {\n",
			" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
			" return;\n",
			" }\n",
			"\n",
			" if (callback) {\n",
			" try {\n",
			" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
			" callback(fig, msg);\n",
			" } catch (e) {\n",
			" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
			" }\n",
			" }\n",
			" };\n",
			"}\n",
			"\n",
			"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
			"mpl.findpos = function(e) {\n",
			" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
			" var targ;\n",
			" if (!e)\n",
			" e = window.event;\n",
			" if (e.target)\n",
			" targ = e.target;\n",
			" else if (e.srcElement)\n",
			" targ = e.srcElement;\n",
			" if (targ.nodeType == 3) // defeat Safari bug\n",
			" targ = targ.parentNode;\n",
			"\n",
			" // jQuery normalizes the pageX and pageY\n",
			" // pageX,Y are the mouse positions relative to the document\n",
			" // offset() returns the position of the element relative to the document\n",
			" var x = e.pageX - $(targ).offset().left;\n",
			" var y = e.pageY - $(targ).offset().top;\n",
			"\n",
			" return {\"x\": x, \"y\": y};\n",
			"};\n",
			"\n",
			"/*\n",
			" * return a copy of an object with only non-object keys\n",
			" * we need this to avoid circular references\n",
			" * http://stackoverflow.com/a/24161582/3208463\n",
			" */\n",
			"function simpleKeys (original) {\n",
			" return Object.keys(original).reduce(function (obj, key) {\n",
			" if (typeof original[key] !== 'object')\n",
			" obj[key] = original[key]\n",
			" return obj;\n",
			" }, {});\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.mouse_event = function(event, name) {\n",
			" var canvas_pos = mpl.findpos(event)\n",
			"\n",
			" if (name === 'button_press')\n",
			" {\n",
			" this.canvas.focus();\n",
			" this.canvas_div.focus();\n",
			" }\n",
			"\n",
			" var x = canvas_pos.x * mpl.ratio;\n",
			" var y = canvas_pos.y * mpl.ratio;\n",
			"\n",
			" this.send_message(name, {x: x, y: y, button: event.button,\n",
			" step: event.step,\n",
			" guiEvent: simpleKeys(event)});\n",
			"\n",
			" /* This prevents the web browser from automatically changing to\n",
			" * the text insertion cursor when the button is pressed. We want\n",
			" * to control all of the cursor setting manually through the\n",
			" * 'cursor' event from matplotlib */\n",
			" event.preventDefault();\n",
			" return false;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
			" // Handle any extra behaviour associated with a key event\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.key_event = function(event, name) {\n",
			"\n",
			" // Prevent repeat events\n",
			" if (name == 'key_press')\n",
			" {\n",
			" if (event.which === this._key)\n",
			" return;\n",
			" else\n",
			" this._key = event.which;\n",
			" }\n",
			" if (name == 'key_release')\n",
			" this._key = null;\n",
			"\n",
			" var value = '';\n",
			" if (event.ctrlKey && event.which != 17)\n",
			" value += \"ctrl+\";\n",
			" if (event.altKey && event.which != 18)\n",
			" value += \"alt+\";\n",
			" if (event.shiftKey && event.which != 16)\n",
			" value += \"shift+\";\n",
			"\n",
			" value += 'k';\n",
			" value += event.which.toString();\n",
			"\n",
			" this._key_event_extra(event, name);\n",
			"\n",
			" this.send_message(name, {key: value,\n",
			" guiEvent: simpleKeys(event)});\n",
			" return false;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
			" if (name == 'download') {\n",
			" this.handle_save(this, null);\n",
			" } else {\n",
			" this.send_message(\"toolbar_button\", {name: name});\n",
			" }\n",
			"};\n",
			"\n",
			"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
			" this.message.textContent = tooltip;\n",
			"};\n",
			"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
			"\n",
			"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
			"\n",
			"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
			" // Create a \"websocket\"-like object which calls the given IPython comm\n",
			" // object with the appropriate methods. Currently this is a non binary\n",
			" // socket, so there is still some room for performance tuning.\n",
			" var ws = {};\n",
			"\n",
			" ws.close = function() {\n",
			" comm.close()\n",
			" };\n",
			" ws.send = function(m) {\n",
			" //console.log('sending', m);\n",
			" comm.send(m);\n",
			" };\n",
			" // Register the callback with on_msg.\n",
			" comm.on_msg(function(msg) {\n",
			" //console.log('receiving', msg['content']['data'], msg);\n",
			" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
			" ws.onmessage(msg['content']['data'])\n",
			" });\n",
			" return ws;\n",
			"}\n",
			"\n",
			"mpl.mpl_figure_comm = function(comm, msg) {\n",
			" // This is the function which gets called when the mpl process\n",
			" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
			"\n",
			" var id = msg.content.data.id;\n",
			" // Get hold of the div created by the display call when the Comm\n",
			" // socket was opened in Python.\n",
			" var element = $(\"#\" + id);\n",
			" var ws_proxy = comm_websocket_adapter(comm)\n",
			"\n",
			" function ondownload(figure, format) {\n",
			" window.open(figure.imageObj.src);\n",
			" }\n",
			"\n",
			" var fig = new mpl.figure(id, ws_proxy,\n",
			" ondownload,\n",
			" element.get(0));\n",
			"\n",
			" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
			" // web socket which is closed, not our websocket->open comm proxy.\n",
			" ws_proxy.onopen();\n",
			"\n",
			" fig.parent_element = element.get(0);\n",
			" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
			" if (!fig.cell_info) {\n",
			" console.error(\"Failed to find cell for figure\", id, fig);\n",
			" return;\n",
			" }\n",
			"\n",
			" var output_index = fig.cell_info[2]\n",
			" var cell = fig.cell_info[0];\n",
			"\n",
			"};\n",
			"\n",
			"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
			" var width = fig.canvas.width/mpl.ratio\n",
			" fig.root.unbind('remove')\n",
			"\n",
			" // Update the output cell to use the data from the current canvas.\n",
			" fig.push_to_output();\n",
			" var dataURL = fig.canvas.toDataURL();\n",
			" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
			" // the notebook keyboard shortcuts fail.\n",
			" IPython.keyboard_manager.enable()\n",
			" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
			" fig.close_ws(fig, msg);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.close_ws = function(fig, msg){\n",
			" fig.send_message('closing', msg);\n",
			" // fig.ws.close()\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
			" // Turn the data on the canvas into data in the output cell.\n",
			" var width = this.canvas.width/mpl.ratio\n",
			" var dataURL = this.canvas.toDataURL();\n",
			" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.updated_canvas_event = function() {\n",
			" // Tell IPython that the notebook contents must change.\n",
			" IPython.notebook.set_dirty(true);\n",
			" this.send_message(\"ack\", {});\n",
			" var fig = this;\n",
			" // Wait a second, then push the new image to the DOM so\n",
			" // that it is saved nicely (might be nice to debounce this).\n",
			" setTimeout(function () { fig.push_to_output() }, 1000);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_toolbar = function() {\n",
			" var fig = this;\n",
			"\n",
			" var nav_element = $('<div/>')\n",
			" nav_element.attr('style', 'width: 100%');\n",
			" this.root.append(nav_element);\n",
			"\n",
			" // Define a callback function for later on.\n",
			" function toolbar_event(event) {\n",
			" return fig.toolbar_button_onclick(event['data']);\n",
			" }\n",
			" function toolbar_mouse_event(event) {\n",
			" return fig.toolbar_button_onmouseover(event['data']);\n",
			" }\n",
			"\n",
			" for(var toolbar_ind in mpl.toolbar_items){\n",
			" var name = mpl.toolbar_items[toolbar_ind][0];\n",
			" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
			" var image = mpl.toolbar_items[toolbar_ind][2];\n",
			" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
			"\n",
			" if (!name) { continue; };\n",
			"\n",
			" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
			" button.click(method_name, toolbar_event);\n",
			" button.mouseover(tooltip, toolbar_mouse_event);\n",
			" nav_element.append(button);\n",
			" }\n",
			"\n",
			" // Add the status bar.\n",
			" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
			" nav_element.append(status_bar);\n",
			" this.message = status_bar[0];\n",
			"\n",
			" // Add the close button to the window.\n",
			" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
			" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
			" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
			" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
			" buttongrp.append(button);\n",
			" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
			" titlebar.prepend(buttongrp);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._root_extra_style = function(el){\n",
			" var fig = this\n",
			" el.on(\"remove\", function(){\n",
			"\tfig.close_ws(fig, {});\n",
			" });\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._canvas_extra_style = function(el){\n",
			" // this is important to make the div 'focusable\n",
			" el.attr('tabindex', 0)\n",
			" // reach out to IPython and tell the keyboard manager to turn it's self\n",
			" // off when our div gets focus\n",
			"\n",
			" // location in version 3\n",
			" if (IPython.notebook.keyboard_manager) {\n",
			" IPython.notebook.keyboard_manager.register_events(el);\n",
			" }\n",
			" else {\n",
			" // location in version 2\n",
			" IPython.keyboard_manager.register_events(el);\n",
			" }\n",
			"\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
			" var manager = IPython.notebook.keyboard_manager;\n",
			" if (!manager)\n",
			" manager = IPython.keyboard_manager;\n",
			"\n",
			" // Check for shift+enter\n",
			" if (event.shiftKey && event.which == 13) {\n",
			" this.canvas_div.blur();\n",
			" event.shiftKey = false;\n",
			" // Send a \"J\" for go to next cell\n",
			" event.which = 74;\n",
			" event.keyCode = 74;\n",
			" manager.command_mode();\n",
			" manager.handle_keydown(event);\n",
			" }\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
			" fig.ondownload(fig, null);\n",
			"}\n",
			"\n",
			"\n",
			"mpl.find_output_cell = function(html_output) {\n",
			" // Return the cell and output element which can be found uniquely in the notebook.\n",
			" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
			" // IPython event is triggered only after the cells have been serialised, which for\n",
			" // our purposes (turning an active figure into a static one), is too late.\n",
			" var cells = IPython.notebook.get_cells();\n",
			" var ncells = cells.length;\n",
			" for (var i=0; i<ncells; i++) {\n",
			" var cell = cells[i];\n",
			" if (cell.cell_type === 'code'){\n",
			" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
			" var data = cell.output_area.outputs[j];\n",
			" if (data.data) {\n",
			" // IPython >= 3 moved mimebundle to data attribute of output\n",
			" data = data.data;\n",
			" }\n",
			" if (data['text/html'] == html_output) {\n",
			" return [cell, data, j];\n",
			" }\n",
			" }\n",
			" }\n",
			" }\n",
			"}\n",
			"\n",
			"// Register the function which deals with the matplotlib target/channel.\n",
			"// The kernel may be null if the page has been refreshed.\n",
			"if (IPython.notebook.kernel != null) {\n",
			" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
			"}\n"
			],
			"text/plain": [
			"<IPython.core.display.Javascript object>"
			]
			},
			"metadata": {},
			"output_type": "display_data"
			},
			{
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nLOR7IAAAggggAACCCCAAAJlFfDhOcNtw0vPjIjMFOBtxy0w15IpwGXt0pwMgdAECABDo6SgQgR8uDEX0l72RQABBBBAAAEEEEAAgdIL+PCcQQBY+n7CGRCoRQECwFq86hFosw835ggwUgUEEEAAAQQQQAABBBBwBHx4ziAApEsjgEApBAgAS6FKmTkFfLgx52wkOyCAAAIIIIAAAggggEBZBXx4znDb8OIzI2T99evLapjpZB980C3bMwW44teBCiBQjAABYDF6HNtvAR9uzP1uPAcigAACCCCAAAIIIIBASQR8eM4gACxJ16BQBGpegACw5rtAZQB8uDFXRo6zIoAAAggggAACCCCAQDYBH54zCADp3wggUAoBAsBSqFJmTgEfbsw5G8kOCCCAAAIIIIAAAgggUFYBH54z3DY8/8x6kZkCPHbcQnMtWQW4rF2akyEQmgABYGiUFFSIgA835kLay74IIIAAAggggAACCCBQegEfnjMIAEvfTzgDArUoQABYi1c9Am324cYcAUaqgAACCCCAAAIIIIAAAo6AD88ZBIB0aQQQKIUAAWApVCkzp4APN+acjWQHBBBAAAEEEEAAAQQQKKuAD88Zbhuee3rdyEwB3nHnReZaMgW4rF2akyEQmgABYGiUFFSIgA835kLay74IIIAAAggggAACCCBQegEfnjMIAEvfTzgDArUoQABYi1c9Am324cYcAUaqgAACCCCAAAIIIIAAAo6AD88ZBIB0aQQQKIUAAWApVCkzp4APN+acjWQHBBBAAAEEEEAAAQQQKKuAD88ZbhueidAU4HFMAS5rX+ZkCIQtQAAYtijl5SXgw405r4ayEwIIIIAAAggggAACCJRNwIfnDALAsnUXToRATQkQANbU5Y5OY324MUdHk5oggAACCCCAAAIIIICACvjwnOG24amnh8vI9esrfnHnf9Atu+z8oakHi4BU/HJQAQT6JUAA2C82DipWwIcbc7EGHI8AAggggAACCB9Gg20AACAASURBVCCAAALhCvjwnEEAGG6foDQEEEgIEADSEyoi4MONuSJwnBQBBBBAAAEEEEAAAQSyCvjwnEEASAdHAIFSCBAAlkKVMnMK+HBjztlIdkAAAQQQQAABBBBAAIGyCvjwnOG24QmdAjwyAlOA53fLeKYAl7UvczIEwhYgAAxblPLyEvDhxpxXQ9kJAQQQQAABBBBAAAEEyibgw3MGAWDZugsnQqCmBAgAa+pyR6exPtyYo6NJTRBAAAEEEEAAAQQQQEAFfHjOIACkLyOAQCkECABLoUqZOQV8uDHnbCQ7IIAAAggggAACCCCAQFkFfHjOcNvwzwhNAd6DKcBl7cucDIGwBQgAwxalvLwEfLgx59VQdkIAAQQQQAABBBBAAIGyCfjwnEEAWLbuwokQqCkBAsCautzRaawPN+boaFITBBBAAAEEEEAAAQQQUAEfnjMIAOnLCCBQCgECwFKoUmZOAR9uzDkbyQ4IIIAAAggggAACCCBQVgEfnjPcNsx+el0ZEYFVgBfM75YJOy8y1/Ldd9+VUaNGlfW6cjIEEChegACweENK6IeADzfmfjSbQxBAAAEEEEAAAQQQQKCEAj48ZxAAlrCDUDQCNSxAAFjDF7+STffhxlxJP86NAAIIIIAAAggggAACvQV8eM4gAKRnI4BAKQQIAEuhSpk5BXy4MedsJDsggAACCCCAAAIIIIBAWQV8eM5w2/DIU9GZAjxxF6YAl7UzczIEQhYgAAwZlOLyE/DhxpxfS9kLAQQQQAABBBBAAAEEyiXgw3MGAWC5egvnQaC2BAgAa+t6R6a1PtyYI4NJRRBAAAEEEEAAAQQQQMAI+PCcQQBIZ0YAgVIIEACWQpUycwr4cGPO2Uh2QAABBBBAAAEEEEAAgbIK+PCc4bbhH0+tF5lVgPfaZaG5lqwCXNYuzckQCE2AADA0SgoqRMCHG3Mh7WVfBBBAAAEEEEAAAQQQKL2AD88ZBICl7yecAYFaFCAArMWrHoE2+3BjjgAjVUAAAQQQQAABBBBAAAFHwIfnDAJAujQCCJRCgACwFKqUmVPAhxtzzkayAwIIIIAAAggggAACCJRVwIfnDLcNs54aEZkpwPvussBcS6YAl7VLczIEQhMgAAyNkoIKEfDhxlxIe9kXAQQQQAABBBBAAAEESi/gw3MGAWDp+wlnQKAWBQgAa/GqR6DNPtyYI8BIFRBAAAEEEEAAAQQQQMAR8OE5gwCQLo0AAqUQIAAshSpl5hTw4cacs5HsgAACCCCAAAIIIIAAAmUV8OE5w23DA3NGyHojG8pqmOlkC+d3yX67MgW44heCCiBQhAABYBF4HNp/AR9uzP1vPUcigAACCCCAAAIIIIBAKQR8eM4gACxFz6BMBBAgAKQPVETAhxtzReA4KQIIIIAAAggggAACCGQV8OE5o9YDwHnz5snVV18t9913n+jfm5ubZcyYMXLooYfKSSedJAMHDuz3b0BPT4+8+uqr8vTTT5v/nnnmGXnxxRdl1apVpsyHH35YJk6cmLN8rZfW75FHHpHnn39e9Jp1d3fLOuusIzvuuKMcdthhcsghh0hDQ+VHb+ZsDDvUjAABYM1c6mg11Icbc7REqQ0CCCCAAAIIIIAAAgj48JzhtuH+OSMjMwV4/13nmw5WylWANVSbMmWKLFmyJGNn3mKLLeT++++XTTfdtF+d/bbbbpOpU6dmPTafAHDatGnyk5/8ROLxeJ912GmnneTuu++WDTfcsF915SAEwhYgAAxblPLyEvDhxpxXQ9kJAQQQQAABBBBAAAEEyibgw3NGrQaAL7zwgowfP15WrFghgwcPlrPPPlsmTZok7e3tMmPGDJk+fbrpR1tuuaUZuaf7FLrdeuutcuSRR5rDGhsbZdttt5Wuri6ZO3eu+SyfAPCYY46Rm266SQYNGiQHH3yw7LXXXvK5z31OBgwYIK+88ooZvaj1000//9e//tWvuhbaNvZHIJcAAWAuIb4viYAPN+aSwFAoAggggAACCCCAAAII9FvAh+cMtw33zNkgMiMAD9r1fXNdSjUCUMM+nVKr02Znz54tu+22W1o/uPzyy+XMM880n11wwQWiI/EK3XTa75w5c2TnnXeWsWPHmtDu/PPPN+XlGwCeddZZsvbaa8uJJ54oQ4YM6VUFnQr8jW98Q+644w7z3YUXXijnnntuoVVlfwRCFyAADJ2UAvMR8OHGnE872QcBBBBAAAEEEEAAAQTKJ+DDc0YtBoA6Yk5DOd2OP/54uf7663t1Gn1/n47Y01F2w4YNk4ULF5pRfMVuhQaA+Zzv448/lvXXX9+8W3D77bcXHd3IhkClBQgAK30FavT8PtyYa/TS0WwEEEAAAQQQQAABBCIr4MNzRi0GgOecc45cfPHFpl/pCL1ddtklYx+79NJLzdRg3WbNmiX77LNP0X2xFAGgVmrcuHHy7LPPmqnCy5YtK7qeFIBAsQIEgMUKcny/BHy4Mfer4RyEAAIIIIAAAggggAACJRPw4TnDbcPfnhwl646s/Eqyi+Z3yRd3e89ct1JMAZ4wYYI89thjJixbvHhx1tVzn3zySfOeQN10CrCdultMhypVAKgj//TdgjpNeOnSpcVUkWMRCEWAADAURgopVMCHG3OhbWZ/BBBAAAEEEEAAAQQQKK2AD88ZtRgADh8+XD766CPZYYcd5Pnnn8/aST799FNZa621zPeHHHJI6j17xfSqUgSAixYtkg022MAsMKIjAfXdg2wIVFqAALDSV6BGz+/DjblGLx3NRgABBBBAAAEEEEAgsgI+PGdEPQDUMGvkyJF99oFRo0bl3Uc6OjqkpaXF7H/AAQfIvffe2+exuvrv8uXLZddddxUdEVjsVooA8IwzzpArrrjCVE0XL/n+979fbDU5HoGiBQgAiyakgP4I+HBj7k+7OQYBBBBAAAEEEEAAAQRKJ+DDc4bbhj8/OToyU4AP3u3dvC9cPB7Pe98PP/xQ1l13XbP/1772NZkxY0afx6633nqiI+x0QRCdYlvsFnYA+NRTT8kee+xhRv9pEPraa6/JwIEDi60mxyNQtAABYNGEFNAfAR9uzP1pN8cggAACCCCAAAIIIIBA6QR8eM6otQBQ3ym44YYbmk5x+OGHy29+85s+O4juq8dsttlm8vrrrxfdmcIMAHVl4p122kn0GsZiMXnwwQflC1/4QtF1pAAEwhAgAAxDkTIKFvDhxlxwozkAAQQQQAABBBBAAAEESirgw3NG1APAsKcA+zIC8LPPPpNJkybJc889Z/r4JZdcIj/4wQ9K2t8pHIFCBAgAC9Fi39AEfLgxh4ZBQQgggAACCCCAAAIIIBCKgA/PGW4b7npio8hMAf7q+HfMNQp7FWAf3gGobdh///3l4YcfNkann366/OxnPwulT1MIAmEJEACGJUk5BQn4cGMuqMHsjAACCCCAAAIIIIAAAiUX8OE5o9YCQO0U1bwKsL7r78tf/rLcc889pn8fc8wxMn369JL3dU6AQKECBICFirF/KAI+3JhDgaAQBBBAAAEEEEAAAQQQCE3Ah+eMWgwAJ0yYII899pgMGjRIFi9eLA0NDRn7hK76O378ePPdtGnT5IILLii67xTzDsCenh6ZMmVKauESXcTk9ttvl7q6uqLrRQEIhC1AABi2KOXlJeDDjTmvhrITAggggAACCCCAAAIIlE3Ah+cMtw13PLGxrDuysWx+2U60aH6nHDr+bfN12FOAtcwf/vCH5p15us2ZM0d22WWXjFW59NJL5eyzzzbfPfDAA7LvvvsWbVNMAHjsscfKjTfeaOpw4IEHyp/+9CdpbKz89SoahQK8FCAA9PKyRr9RPtyYo69MDRFAAAEEEEAAAQQQqC0BH54zajEA1IVFbOh3/PHHy/XXX9+r4+pou2233VZeeeUVWXPNNWXRokWhhG39DQD1PX+/+MUvTD332msvue+++6S5ubm2fuFobVUJEABW1eXyp7I+3Jj9uRq0BAEEEEAAAQQQQAABPwR8eM6oxQBQe5+dBqzTf2fPni277bZbWqe8/PLL5cwzzzSfnXfeeaLBnbs98sgjZhVe3Y444gi59dZb8+rU/QkA3WN0SvKsWbPM9GU2BKIsQAAY5avjcd18uDF7fHloGgIIIIAAAggggAACVSngw3OG24YZT2wiwyMwBfjD+Z1y2Pi3TJ8oxRRgLfff//637L777tLe3i6DBw8204I10NOfZ8yYIb/+9a/N+TfffHN59tlnZciQIf0KAIPB4F/+8hf561//aso666yzZMstt0yVO2bMGNljjz3SznPNNdfIqaeeaj7bYIMN5I9//KMMHTq0z9+XLbbYIpTRilX5S0mlIyNAABiZS1FbFfHhxlxbV4zWIoAAAggggAACCCAQfQEfnjNqNQDU3qUr6X7zm9+UpUuXZuxsGv7pVFsN5oJbviMAY7FY3h0500jCiRMnyqOPPpp3GbrjW2+9JRtvvHFBx7AzAmELEACGLUp5eQn4cGPOq6HshAACCCCAAAIIIIAAAmUT8OE5o5YDQO0o77zzjlx11VUm6FOLpqYmE/gdcsghcsopp8jAgQMz9icCwLL9mnGiKhUgAKzSC1ft1fbhxlzt14D6I4AAAggggAACCCDgm4APzxluG37/+GaRmQI8Zfc3THcp1RRg3/oi7UEgagIEgFG7IjVSHx9uzDVyqWgmAggggAACCCCAAAJVI+DDcwYBYNV0NyqKQFUJEABW1eXyp7I+3Jj9uRq0BAEEEEAAAQQQQAABPwR8eM4gAPSjL9IKBKImQAAYtStSI/Xx4cZcI5eKZiKAAAIIIIAAAgggUDUCPjxnuG347eNjIjMF+PDdXzf9gCnAVfPrQEURSBMgAKRDVETAhxtzReA4KQIIIIAAAggggAACCGQV8OE5gwCQDo4AAqUQIAAshSpl5hTw4cacs5HsgAACCCCAAAIIIIAAAmUV8OE5gwCwrF2GkyFQMwIEgDVzqaPVUB9uzNESpTYIIIAAAggggAACCCDgw3OG24bbHt9c1hnZWPEL+9H8Tjli9/+aejAFuOKXgwog0C8BAsB+sXFQsQI+3JiLNeB4BBBAAAEEEEAAAQQQCFfAh+cMAsBw+wSlIYBAQoAAkJ5QEQEfbswVgeOkCCCAAAIIIIAAAgggkFXAh+cMtw03/3PLyIwAPGqPV407IwD5BUSgOgUIAKvzulV9rX24MVf9RaABCCCAAAIIIIAAAgh4JuDDcwYBoGedkuYgEBEBAsCIXIhaq4YPN+Zau2a0FwEEEEAAAQQQQACBqAv48JxBABj1Xkb9EKhOAQLA6rxuVV9rH27MVX8RaAACCCCAAAIIIIAAAp4J+PCc4bbhxn9uJeuMbKr4Vfpo/io5Zo9XTD2YAlzxy0EFEOiXAAFgv9g4qFgBH27MxRpwPAIIIIAAAggggAACCIQr4MNzBgFguH2C0hBAICFAAEhPqIiADzfmisBxUgQQQAABBBBAAAEEEMgq4MNzBgEgHRwBBEohQABYClXKzCngw405ZyPZAQEEEEAAAQQQQAABBMoq4MNzhtuGXz+2tawdgSnAH89fJcft+R9zLZkCXNYuzckQCE2AADA0SgoqRMCHG3Mh7WVfBBBAAAEEEEAAAQQQKL2AD88ZBICl7yecAYFaFCAArMWrHoE2+3BjjgAjVUAAAQQQQAABBBBAAAFHwIfnDAJAujQCCJRCgACwFKqUmVPAhxtzzkayAwIIIIAAAggggAACCJRVwIfnDLcNv3ps28hMAT5xz5fMtWQKcFm7NCdDIDQBAsDQKCmoEAEfbsyFtJd9EUAAAQQQQAABBBBAoPQCPjxnEACWvp9wBgRqUYAAsBavegTa7MONOQKMVAEBBBBAAAEEEEAAAQQcAR+eMwgA6dIIIFAKAQLAUqhSZk4BH27MORvJDggggAACCCCAAAIIIFBWAR+eM9w2XDt7+8hMAT55wovmWjIFuKxdmpMhEJoAAWBolBRUiIAPN+ZC2su+CCCAAAIIIIAAAgggUHoBH54zCABL3084AwK1KEAAWItXPQJt9uHGHAFGqoAAAggggAACCCCAAAKOgA/PGQSAdGkEECiFQOQCwKVLl8r9998vzzzzjDz77LPy/vvvy4cffijt7e2y5pprytZbby3777+/HH300bL22mvnNHnyySfluuuuk8cee0wWLFggw4YNkx122EGmTp0qhx12WM7j7Q4zZsyQW265RV588UX59NNPZcSIEbLnnnvKySefLLvuumte5axYsUKuvfZaufPOO+X111+XVatWyejRo+WAAw6QU089VTbccMO8ypk3b55cffXVct9994n+vbm5WcaMGSOHHnqonHTSSTJw4MC8ygnLJq+TBXby4cbcn3ZzDAIIIIAAAggggAACCJROwIfnDLcNV88eG5kpwKdOeN5cOKYAl67/UjICpRSIXAD44IMPyj777JOzzeuss4787ne/k/322y/rvhdeeKFccMEF0tPTk3Gfgw46SO644w4ZMGBA1jI6OjrkkEMOkXvvvTfjPnV1dXL++efLueee22ed33jjDRP0vfbaaxn3Gzp0qNx+++0m3Oxr09BvypQpsmTJkoy7bbHFFiZA3XTTTfssJwybnBepjx18uDEX036ORQABBBBAAAEEEEAAgfAFfHjOIAAMv19QIgIIiEQyADzqqKNk0qRJsuOOO5oRciNHjjQhnv5DeNddd8mf/vQn6e7ulqamJjNScPvtt+91LW+88UY59thjzeebbbaZ/PCHP5TttttOPvjgA7nqqqvk4YcfNt9pmKZBYrZNv9dgTjet02mnnSbrr7++zJ07Vy6++GLRYE+36dOnyzHHHJOxmGXLlsm4cePk1VdfNd9rvXT0YUtLi6nHJZdcIrqPjtzTUXmZ2qPHvfDCCzJ+/HjRkYSDBw+Ws88+29RJR0fqCEWtg25bbrmlcdF9Mm1h2RTzC+TDjbmY9nMsAggggAACCCCAAAIIhC/gw3MGAWD4/YISEUAgggGgBnv19fV9Xpu//OUvcvDBB5t9vvzlL8vdd9+dtv/ixYtlk002Ef1Tp9U+99xzoiMG7abn0OPvuece89Gjjz4qEyZM6HVO/XzixInmcx0t+Oc//zmtbh999JEJKXUark4tfvPNN8005eCmIwR1JKJul112mZxxxhlpu2jop+fv6uoygd5DDz2Usf363SOPPCINDQ0ye/Zs2W233dL2u/zyy+XMM880n+n5pk2b1qucsGyK/eXx4cZcrAHHI4AAAggggAACCCCAQLgCPjxnuG24cvZYWWtEc7hI/SjtkwUr5TtMAe6HHIcgEB2ByI0AzJdmq622MiPqNNjTdwS6mxuE/eEPf8j4rj/9R3XjjTc2IwkPPPDAVBjolqNTdnU6rQaSb7/9towaNapX9XTk3de//nXz+RVXXCHf+9730vbp7OyUdddd14SRWueXXnpJdNpwcDvhhBPkhhtuMB/ruw81WHQ3HdG38847m4+OP/54uf7663uVoaMkt912W3nllVdMILlw4UJpbGwsiU2+1ynbfj7cmIs14HgEEEAAAQQQQAABBBAIV8CH5wwCwHD7BKUhgEBCoGoDwJ122smM7NNprp999lna9dx9993liSeekDXWWMOEgzpVONM2efJkeeCBB8wiGjqaz50yq1NyNVxcuXKl6H5tbW0Zy9CFPIYPHy66eIlOz3388cfT9vv73/8u++67r/ns0ksvlbPOOitjOXPmzEmN6NPpyhdddFHafuecc46Zcqyb7rvLLrtkLEfPoVODdZs1a1av9ymGYRPGL48PN+YwHCgDAQQQQAABBBBAAAEEwhPw4TmDADC8/kBJCCCwWqAqA0Ad4abv89PRexoE6ug4u2kgN2jQIDOdVhcImTlzZtbrre/e07BNN512q1Ns7aY/77XXXuZH3e8HP/hB1nL0PBq26dRcfT+fO+pOp+H++Mc/NsfqVN9sKwZrfXX68PLly810YJ1+7G76ma5krG3T0YR6rkybnkODSN303Hbqsf4clk0Yv0A+3JjDcKAMBBBAAAEEEEAAAQQQCE/Ah+cMtw0/n/1/kZkCfPqEf5kLxSrA4fVXSkKgnAJVEwBqsPb++++bqbr6Hj2d3qrbb3/7W/nmN7+ZMnv55ZfNNFjddMGOK6+8MqunvtNP3yGo27XXXisnnXRSal/9+ZRTTjE/635f+tKXspaj57n66qvN93r+rbfeOrWvriCsC5fo9umnn2Z8R6DdeYcddpAXX3zRjChctGhR2vn0Mx2lqPs8/3xi+fVMm55jrbXWMl/puXWVY7uFZRNGB/XhxhyGA2UggAACCCCAAAIIIIBAeAI+PGcQAIbXHygJAQRWC0Q6ALz11lvlyCOPzHq9vv/975swMBaLpfbREX+tra3mZ30XoO6TbdN37enqvLrpCD8d6Wc3/fmnP/2p+VFHGOpIw2ybvvvPLuyh59cRgXbTEX9PPfWUGbmn04r72vRdhPfdd5/ZpaOjw0xNtn/XFYN10/cS3nvvvX2Wo1OZdSShnltHBNotLJt8foH0ptXXNn/+/NQ7Dfl/kPIRZR8EEEAAAQQQQAABBBDIJUAAmEuof9/rIiCMAOyfHUchEBWBqgwAx44daxbByPQevDvvvFMOPfRQ4/urX/1KdHGNbJtOJbaj9XS03zXXXJPa9eSTT5brrrvO/Kz7bbnlllnL0fPY0YM62u8rX/lKat9tttlG/vOf/8h6660nCxYs6PO6f+1rX0uN2NPRfmuvvbbZX99jqAuJ6Kb76MIjfW16Lh1BqCMh586dm9o1LJt8Oq8byubanwAwlxDfI4AAAggggAACCCCAQD4CvgWAlz+6U2SmAJ/x+WfNJeD5LZ+eyD4IRE8g0gGgvuvOjiRrb2+XN954wwRkOiV3s802M9N7ddScu+mU4G9961vmo5tuukmOOuqorOpvvvmmKUe3o48+Wm688cbUvvrzzTffbH7W82666aZZy9H9dH/dglOStXw9z+jRo2XevHl99gCttx4f/EdV/4HdcMMNzeeHH364/OY3v+mzHN1Xj9Fzv/7666l9w7LJpxsTAOajxD4IIIAAAggggAACCCAQpgABYJiaq8vSEYAEgKWxpVQEyiUQ6QAwG4IGWUcccYSZ+qsh39SpU1O7hjXKjRGA2UdH5tM5mQKcjxL7IIAAAggggAACCCCAQJgCvgWAP310XGRGAJ71+cTim4wADLPHUhYC5ROoygBQeex0WX23nv4DNGzYMKMW1nvueAdg9vcjhtE9fbgxh+FAGQgggAACCCCAAAIIIBCegA/PGW4bCADD6xuUhECtC1RtAHj77bfLlClTzPX7/e9/L9/4xjfM31966SXZbrvtzN+LWQX4l7/8pXz729825RSzCvBXv/pVufvuu005lV4FOCybMH5pfLgxh+FAGQgggAACCCCAAAIIIBCegA/PGQSA4fUHSkIAgdUCVRsA/v3vf5d9993XtOTiiy+Ws88+2/x91apVMnDgQOnu7jar8eqIwGybrvr7wx/+0Hz90EMPyaRJk1K76s977bWX+Vn30xGB2TY9z6xZs6ShocGsvtvU1JTaddq0afLjH//Y/Kwr8urKvJm2rq4uWXPNNc3xEyZMkEcffTRtN/3sscceM6sJ67sR9VyZNj3H+PHjzVd67gsuuCC1W1g2YfwC+XBjDsOBMhBAAAEEEEAAAQQQQCA8AR+eM9w2XPLILjJsRHN4QP0s6dMFK+XsiU+Zo5kC3E9EDkOgwgJVGwDeeuutcuSRRxq+q6++OjVaT3/WAEyDsDXWWMOsoOsGcq735MmT5YEHHpDm5maz35AhQ1Jff/bZZ7LOOuuYQFH3a2try3ip9Pvhw4fL0qVLZbfddpMnnngibT8NBjUg1O3SSy+Vs846K2M5c+bMMcfrpmGmhprupkGlBpG66b6ZVkC257BhqLbNhqS2rDBswuizPtyYw3CgDAQQQAABBBBAAAEEEAhPwIfnDALA8PoDJSGAwGqBqg0ADzjgALn//vtNSx5++GGZOHFiqlWXXXZZKmj7wx/+IIcddliva67/qG688cZmpOD+++8v9913X6999HMN/nS03VtvvSWjRo3qtc+MGTPk61//uvlcz3vGGWek7aMB4brrritLliyRrbbaSl5++WWzeElwO+GEE+SGG24wHz/99NMybty4tF30Mxv6HX/88XL99df3KqOnp0e23XZbeeWVV8xowkWLFkljY2PafmHZFPtL5MONuVgDjkcAAQQQQAABBBBAAIFwBXx4ziAADLdPUBoCCCQEIhcA6sg+DewGDBiQ9Rr94he/kNNPP918ryHe//73v7QpsZ988olsuummJnTbaKON5LnnnpO11147VZ6GfgcffLDcc8895rPg9F+7ozsN+Itf/KL86U9/kvr6+lQ5H330key4444yb948E7i9+eabqcVI3Mq704AzhYQ6WlGn+Oo04M9//vPyyCOPZGy7nQasgeTs2bNTIwbtzpdffrmceeaZ5sfzzjtPzj///F7lhGVT7C+QDzfmYg04HgEEEEAAAQQQQAABBMIV8OE5w23DTx7ZVYaNyP5sHK5e9tI+XdAhP5o4x+zAFOByqXMeBMIViFwAqIGeTr/9yle+InvssYdsttlmMnjwYPPZ3LlzzYIfjz/+uFHQqb06cm/vvffupaKj6XRUnW5axjnnnGMWB/nggw/kyiuvNKMGddPRe7qgSLZNv9dRfrrpOwK/853vyPrrr2/qctFFF8kbb7xhvtMReToyL9Omdd9pp53kv//9r/n6uOOOMyFnS0uLqYdO9122bJn5WacQjx07NmM5//73v2X33XeX9vZ2Y6LTgrVO+rPW8de//rU5bvPNN5dnn302bUqzW2BYNsV0RR9uzMW0n2MRQAABBBBAAAEEEEAgfAEfnjMIAMPvF5SIAAIRHAGoAeA777yT89rodNybiFvoggAAIABJREFUb75Z9tlnn6z76ig4XYAjHo9n3Een+OoKvX2NNtRwTVfytdONgwXV1dXJueeem3G0nbvv66+/bqYa62jFTJu+r1DDzQMPPLDPtuuoxW9+85vmnYOZNg3/NBQdM2ZMn+WEYZPzIvWxgw835mLaz7EIIIAAAggEBXb/6hVSvyous/+W/joRpBBAAAEE8hfw4TmDADD/682eCCCQv0DkRgDqiLoHH3zQjIzTd9ktXLhQPv74YxPSrbfeemZ0nIZkhx56qFntN9emI+quvfZas4KulqVTdXfYYQezgIh9d1+uMvR7HSWo05NfeOEFswqv1mXPPfeUU045pddU3Gzl6Qq/Wpc777xTNBDU9wOOHj3aBIOnnXaama6cz6YB6VVXXWWCPr056EhIDfwOOeQQU598XPQ8YdnkU+fgPj7cmPvTbo5BAAEEEEAgk8D4Q38msZ64CQAbl3VJV0vilSPdA+rMZ7GuuNSv7JZ/PHR2RsDWLX5gPm977VKAEUAAgZoW8OE5w23DhQ/vFpkpwNMmPWn6FlOAa/pXjMZXsUDkAsAqtqTqBQj4cGMuoLnsigACCCCAQJ8Cnz/ocqlb1SP1Hd1mv3h9YsGwnoY6qe/okrrOHuluaZD69i6Z9eS5aWW1bnW2SE9itgMBIB0NAQRqXcCH5wwCwFrvxbQfgdIIEACWxpVScwj4cGPmIiOAAAIIIBCWgA0AGz7r1BXaRLrj0tPSIHWruqVuxSqJN9abz3R74N8XZA4A43Fp++9Pw6oS5SCAAAJVKeDDcwYBYFV2PSqNQOQFCAAjf4n8rKAPN2Y/rwytQgABBBCohMCeB18h9e3dZvpvTEO/lZ0iySDQBILxuMQb6iTe0JAWALZ+7kyRujqR7sTIQd3aXr+8Ek3gnAgggEAkBHx4znDbcP7Du8uaEVgFePGCDjl/UmIxTqYAR6KrUwkEChYgACyYjAPCEPDhxhyGA2UggAACCCDgCuw89efS0B6XAZ90Sv3yLqlb1ZUYAVgfk1hHp0gsljbKr3XMGYnpv3Wx1DRgU15djCCQroUAAjUp4MNzBgFgTXZdGo1AyQUIAEtOzAkyCfhwY+bKIoAAAgggUIzA5G3OkfjAJlm20SBTzON3fd/8uc/uP5G6FZ0idSLxpgbpHpCYCtywcIkZ6df21s/TTtu6aeI4G/ylAkENC/93WTFV5FgEEECg6gR8eM4gAKy6bkeFEagKAQLAqrhM/lXShxuzf1eFFiGAAAIIlFrALNgRi0k8lljkQ+pj0rnOIFkxokna166Tlo96pGlJt7QPb5D6zrjUd8Sl6bMuidfFZMB/FyaOaRkgbf+5OFXV1o2/u7raWm5Dg0h3j/ms7c0rSt0kykcAAQQiJeDDc4bbhmkP7RmZKcAXfuExc62ZAhypLk9lEMhbgAAwbyp2DFPAhxtzmB6UhQACCCDgr8DkHRKr9s584cdiA0Dzgb7bT0Q6hw+WT7YZKLFukfpVcYnHRAYu6pK6rrhZ/TeWXPyj8Z0PRQa2JIK9YACYXAVYmhoT7wNMlq2jAdvmXekvLi1DAAEEAgI+PGcQANKtEUCgFAIEgKVQpcycAj7cmHM2kh0QQAABBGpSwAZ+0tVjRvjpiD+zdfUkVvjV/zSwS/69Z40W+XjsUOlqiUnLJz3S8mGnxDp7pGF5pxkpWL9khfQMbpa6D5ck3u339i/SXFu3/qHIivbEqD89l4aAuiUXBglOGa7Ji0KjEUCgZgR8eM4gAKyZ7kpDESirAAFgWbk5mRXw4cbM1UQAAQQQQCAokBb+iawO/HRHu1iHBnV2hJ5+3tggKzYbJsvXq08sAPJxlzR/3CF1ny6TnqE6MjAusU+WJk41oFmkvUPa3r0qderWLX6Q+HtPj8jKVYk/GxtE6uvNx6wKTD9FAIFaEvDhOcNtwzkPTYjMFOCLvjDbdCWmANfSbxRt9UmAANCnq1lFbfHhxlxF3FQVAQQQQKAMAjnDPzv6T+tiA8C6Oulec5As/dwgicXFjP7TUX/Ni5ZLbFm7yKpOiQ8ZJLGly0SGDBL5bLlpSXzYkMSqwKtWiTQmR/x1diZaaQPGpqZEAPjmFdI66tTVAnZEon7nBIllIOIUCCCAQMkFfHjOIAAseTfhBAjUpAABYE1e9so32ocbc+UVqQECCCCAQFQEJm//o2T4Fk8f9WcDORv6Oe/mMwfU18nSseuZ9/3FenTRjx4ZMG+xdK01SBo+WS6ybEUiLLShXUO9xIcMNIfGlnWIdHUlFv3o6Rbp6hZpqE8EgHYUoBsI2jqYg5NTk3t6pO39a6LCSD0QQACBogV8eM4gACy6G1AAAghkECAApFtURMCHG3NF4DgpAggggEAkBTQAjOk7/+xmg77gdF936q/u2xOX+KBmWbXuEOkeUCd1nXEZ8O5i6Rk8wAR/dZ91mCm/JtCzAZ5Z6bdepLMrMdVXf9bwT8NAnfar50i+/09XDDbf6fG6n3n/YLKsurpUdQkBI9mtqBQCCPRDwIfnDLcNZ/9jYmSmAF+y1yPmijAFuB8dk0MQiIAAAWAELkItVsGHG3MtXjfajAACCCDQW2DydueIaL5mg7Vs7/pLjuSLD2iUeEODxFZ1Sbyl0QRzHcNbJN4Qk+ZPVkn9Zx0S+3hJ+nsC7Wk14KuLJUb5aeCn03+1XP27HSnohow6OlDDQt00CLTBoN3HvieQUYB0bQQQ8ETAh+cMAkBPOiPNQCBiAgSAEbsgtVIdH27MtXKtaCcCCCCAQN8CGgCmRv/Z8E//1EAwMOW3Z+gg6R7SJB3rNJspv10tddKyqNOM/mtavErqVnSaKcTxxnqJdSYDu1hMYu2rEiMBbein7/uz4Z+GenaEn1bVnlNH/GnAlwz5TCt0P91f93E+ZwQgvRwBBHwR8OE5gwDQl95IOxCIlgABYLSuR83Uxocbc81cLBqKAAIIIJBVYPI256we+Wf3yhL+SVyHCdaZabvxhnpZNWKIrFyrUepX9khDe7fEOnsS7wLs6pa6ji6JrewU6ViZeMefBn76d/suQHe0X3BasdbD7hcMAJ2WtM27kiuLAAIIeCfgw3OG24az/jFRho5oqfh1WrKgXX7KFOCKXwcqgEAxAgSAxehxbL8FfLgx97vxHIgAAggg4IVA61ZnJ9qhgZ9uqdF+zrsA9TsN/kwoV2cW/egcOVTa122W+s7Eoh9Nn3RIvKFO6hevSO6XfFefTtl1R/3pir/63j67mrA72tAVra9zFg1Jhod6jB6rgWAs1q/Vf1s3+LY5C6MFvei+NAIBbwV8eM4gAPS2e9IwBCoqQABYUf7aPbkPN+bavXq0HAEEEEBABUwAaAK+QABoFtqwnyWnAeuIvMZG6dhkLVm1RoOZ/tuwokeaP1whdYuXS3zQAIktXS7S1CSyol2kuSkx4s9uOgJQAzz9b1Vn4lN9F6A9TzAA1FGDJnRMhompRUm6pW3BdQVfwNaRJyfOrZuuHDz/2oLL4AAEEECgHAI+PGe4bTjjwS9EZgTg5Xs/ZC4hi4CUoydzDgTCFyAADN+UEvMQ8OHGnEcz2QUBBBBAwHOB1s3P6h0AapuDi23U1YsMaJKegU3SPbDRvANQp/s2LO+WxqUrpe7DxYkwz77Pz07xte/p0wBQNw32bABYXydxfSdgcoslRxia0E+P0+/sCsEaFprwLi5tH17fr6tiQsDkRgDYL0IOQgCBMgj48JxBAFiGjsIpEKhBAQLAGrzoUWiyDzfmKDhSBwQQQACBygq0fu7MRAUCi32Yab/uu/nq6qVr/WHSsHCJeQdg+4ZDzbv/6jsSq/fWtXdKrKMzEQDqyD+7qm9wym9yRd94Z6fEGhpSAWAq/NO66OIgOl3YfV9gMvxLBXh5hoAm9HPbkSyTALCy/Y6zI4BAdgEfnjMIAOnhCCBQCgECwFKoUmZOAR9uzDkbyQ4IIIAAAl4LtI45Y3X73PfxueGfnaKr7+XT6b36Tr/6OukeMcy88697zYFSt3ylSHdcYu0rE8GdBm52pd5MU3w1BDT7JN8taEf32em+OkowOAIxEADmEwSmRvzZdw5q+TZU1HcBMg3Y6/5N4xCoVgEfnjPcNpz+970jMwX45/s8aLoFU4Cr9beDete6AAFgrfeACrXfhxtzheg4LQIIIIBABAR6hX+2Tjb8Cy4M4r4nsGWAeZ9evKXJHBX7aPHqwE7DOxvk2RDQfaegHqCBnx6fHAVowkD7fkD9vrvbjAw0owLN4MQeiemU4AyLhuh3Mz/6dS/R1hEnJT6zdTHlJgNHDTMTBUvbwl9F4GpQBQQQQGC1gA/PGQSA9GgEECiFAAFgKVQpM6eADzfmnI1kBwQQQAAB7wQyBn92ld9kKGYa7S4OYhXsSLrGBpGubokPG5KY9rtsefp7BDXM6+npFdjZIC/e3Z2a/muCPTf801xu5cpU+GdOrYGhG+TpPuZdg4mFSmZ+Mr3XdWpd78TVn9lRfxoA2tGG9ltnhGK2MNG7TkCDEEAg0gI+PGcQAEa6i1E5BKpWgACwai9ddVfchxtzdV8Bao8AAggg0B+BVADorvLrBn+2UDtazg3/7H4a7rW0SM+wQRLr6JLY8hWJ9/7ZUYI2rEueQ4M1u9lRfaLTgLu6xfypIaAGehoE6p/uuW3459axJ25GBdr9Zn56Y+8AcPgJ6Z/1Efwlik7UMdNowv44cwwCCCDQXwEfnjPcNnz37/vIGiNa+ssR2nFLF7TLL/b5uymPKcChsVIQAmUVIAAsKzcnswI+3Ji5mggggAACtSNgFvvItNCHJXDDOw3g3Cm/NtAzU3l1FF1d4r8BzasX+9AwT1f61X2TI+3MKD13SwaCMR1BaEcJ2vf9BaYJp6b96vHOe/u0XqnRf/G4ZAr/9JDJw45JnNkeWxdLjCrUIDAw6s8d7agLk8jQIYljk/u1vXlF7XQUWooAAhUX8OE5gwCw4t2ICiDgpQABoJeXNfqN8uHGHH1laogAAgggUKxA6+ZnJYqw03fN1N7VI/JS37lhWV8BoAnGMgSEGpytXGUWCLEj89yRf/b9fakQTgNAW6/AaMO08M/dz+7vjADMFgBat8lrHZv4q4aRjQ1p7xVMjTSMxRLvGGxukvjQIRLTdph2JqYYEwAW2ws5HgEEChHw4TmDALCQK86+CCCQrwABYL5S7BeqgA835lBBKAwBBBBAIJICJgC07+MzAZoT/rkjAp2FMdwRcqngMNg6OxrQhnLuAhvBEYB25J95318sUZIGe/qzjhp0Nzs6Lzj1147kC4wUbPvw+rzdJw89KnFOWwc9V3LqcUxHMzY2JsqyddI6Jkc/tr1/Td7nYUcEEECgGAEfnjPcNpw6a7/ITAG+et8HzKVhCnAxPZRjEaicAAFg5exr+sw+3Jhr+gLSeAQQQKBGBMzUXzOiL8OoP7uqrlq4AZv+7C4CYoNCa+b+rOGibu5nganG7lTgxKIfiVWAUwFg4F2BqVGCWqfA9F9zHjsCsJ/v7Ju8znGJOts2ahvq6yXWlAgAdQVifRegWUk4FpO2+dfWSG+hmQggEAUBH54zCACj0JOoAwL+CRAA+ndNq6JFPtyYqwKaSiKAAAIIFCXQuun3V4d/Gp7Zd/RpqXYkXGCF3dQIQPc9gG4t3NF/ppzkdF4bBmYKBDW009V/7fv/nNF1ZveVK1NnMCGhbm4A6NbFDS6dv5vy9T1/Om03w8hAMwJQN1u+raett9ZNt+6erO8WLOpiZDi4NbBYSSEjGsOuC+UhgEA0BHx4ziAAjEZfohYI+CZAAOjbFa2S9vhwY64SaqqJAAIIIFCkQOsmp6eP0HOn2QbLdhbISFsIxO7nLuxhgz/9ro/wLzUCsCeeCAB1qq19z56d6qthny4k4oaSbt1seOmMLjTvGHSmF5t3ByYDQP17cEXfyWscmQgVbQCYKst5p6GOKlx6S5Hi+R2uIxFTqyJnOYRAMD9L9kLAJwEfnjPcNpwya7KssV4EVgFe2C6/3Hem6SpMAfbpN4a21JIAAWAtXe0ItdWHG3OEOKkKAggggECJBVo3/m7a6rcm3LPv/TMBXmLBi9RmFw2xH7grALv7ucFfMgh0A79gs9wAUKfaah1SIVhDfeapxIH6BRcX0RGDbhiYChGTx838ZLqY8E83Xawk2Cb9OTjNORaTmUtuLslVMQuT2KAzeYZcQWCqIoHj9PO2hb8qST0pFAEEKiPgw3MGAWBl+g5nRcB3AQJA369wRNvnw405orRUCwEEEECgBAImANTNXaxDf7bvwXOnAWeb+qv7a2inI/90H1uWhlLOe/nsir/mfM5oQzO1107r7emR+KrO1SMH7ZRgnflrp+K6x5uMLvm+QS1T6+GO5nNDPft39/2B7v6BdxiaqcO6CEhnV2Kasq1LXV1oU4FTqxHbumUI8tzL3mcgSAhYgt8QikQgOgI+PGcQAEanP1ETBHwSIAD06WpWUVt8uDFXETdVRQABBBDop0DayD87qi/T4hpavjvqz071tcFgWmiWHD2Y/Mxd5MMN/HoFWiZk6zTBXVz/7Ozqu1W6MEdyum4q/LOho9bPBnzZpvTq94F3DWY8oZbV0GCCRxNK6haLJc7dUF/0IiCThx2TvphJpkokQ9Tg6EX7c8ZAMBAEMhKwn78kHIZAxAR8eM5w23DirFZZY72BFVdeunCF/GrfNlMPpgBX/HJQAQT6JUAA2C82DipWwIcbc7EGHI8AAgggEH2B1g2/s3p6qwZ27nv7bOhn/3Tf7+eOArQj7fRPDe4C04XTRua5JMmAKrWoRzJYMyGbO6U4OI3YDRt1yq4NuoKBod3PXdRDz9HdLfGeHjOST/80pw22W/PO5D7mnYD2mMZGiek5dUXg5LHFrAJswr9ku1M06mzrYwPW5HTs1DsMzT6JkZWpzXom33MY/Lyv3kg4GP3fVWqIgBXw4TmDAJD+jAACpRAgACyFKmXmFPDhxpyzkeyAAAIIIFD1Aq2jT0u0wYZlNnjKNM3XhnLuSEDd3743zwZ1Op02UwiYIayygCZUiydWAjabnXpsy7SLfLh1tcGZDfjssRne15e2ErGeJ1CueU+gHu+exw0Gk0Gc7lM3cKB5N2HPsuUpuweW/6agvpAK/oJH2XrV1UnMhIxxM8rQhI26OIoNB7uS05FjdavNbFnZgkD9vo+pxYSABV1CdkagYgI+PGcQAFas+3BiBLwWIAD0+vJGt3E+3Jijq0vNEEAAAQTCFGgddWqiOPedeG7QlmU1XDMyLvW+Pyc807DKjlxLhn66Wm3ae+7qYmZxD3c13tYRJ4lZ+MNubggYDPXsPu40XhvgJb9LjeAL/uy8zzAtCHRRHYvUO/80J3XP4ZRTSAA4eehR6SMt3TBS66CuuviJGWnYlBhtqKMidRSgju7TUZbmHYsJ89S0ZDcAzLCSc69pwlneFajXwW5tC65L62qtI09e/bM7StHZq+29q8PsnpSFAAIBAR+eM9w2nPDA/jIkAlOAP1u4Qq7f736jzRRgfu0QqE4BAsDqvG5VX2sfbsxVfxFoAAIIIIBAwQJmRKAbtgXDPztCzt1HgyD9T4OswOrAmUaV2SBQV991t9YNvp0Itbp7Vgdttkw38LOBnrsgh35m3zmYZVpvKuwLTPk1n2cLGLXcZBgYnCbslvfAstuyWpvAL9sWPG9To8RaWkQGNEt8QOPqgNVOz47HJdbVk1hgZdWqRDBoFzBJGsQ7u9LfjZjPNGE91g0Eg2Gw45BqSnDadIZjCAML/hXkAARyCvjwnEEAmPMyswMCCPRDgACwH2gcUryADzfm4hUoAQEEEECgGgXMiMBsgZgb8mngk5y6Gwz/7FTemR/9umCC1vVOFA2xzOZOO3bfy5f8u8mlnBWCzYg4JwB0RwFmCgAzjgDMMHouODoy0zsDZy69JdXWPkM/G9TZdwzadyhquDewxYwAjA8ZJNJYL3H9r6FO4jr6T7/v7JGY/rmyMxEEfrZ8dehqr42Gg8l3Bib8nKnVwaDP5Jt1q69RcFRgoUFgcH/n57Z3ryq4L3AAAgj0FvDhOYMAkJ6NAAKlECAALIUqZeYU8OHGnLOR7IAAAggg4K2AGY2nm/NOutTf9fOu7tULYdhRfxo0xROLamjoFBzh1xeWOV9PT2pF3dbhJ6x+t50TArohnlueu6BH1vPYUDPLVGd9t5+pv4aP9n2EfYSBmULA1LkznCMtgNRpvlqf5PsTdYVhs7UMEBnYIj0tjYmfdUVkGwDqysNd3RLrjot0JYPA5R2JEYB6PfRa2f/sSs7utXEXcXGRnNAvFQaGGQQGLAgCvf1ng4aVScCH5wy3Dcc9cGBkpgD/er97zVVkCnCZOjOnQSBkAQLAkEEpLj8BH27M+bWUvRBAAAEEakFAR+WZTQMxDYc01NGpuvGexHTTQPinu/YnANTjdFVdfddcfOWq1bR9hYCZpiW7F8V5V58N1dKuWfL4ukEDE1Nu9T9d9XdVp8RXruy1oElqqmzwPYGZOoIGeMl39cWamszCHlquWeAjGNLpzwOaVweAye/jZoRgTGKd3cnpv8kQUM+nwZ/W366+bKZQJxdSsfWzIW6Ga5RW5XxWEe5jhJ8pK9u04EzTgxkRWAv/dNDGEgj48JxBAFiCjkGRCCCgsyT6eqkLQgiURsCHG3NpZCgVAQQQQKAaBUwAqAtS6KbvnguOjLPhkvO+uXwDwNSiE8mQyASA7jRgPafzLsLUSsHu54WgZhidpwtumOm37rsMNeBctSp94Y9MKxlneEdgr1WGNfwbPGh1OKf1TQVzOnIvudqvrvSr4WByWnO8oV7iAxpMWJia9qtTfN3/eas/a3inZfR0J0LBTCsi637OZkY7BlZrTn2dXKQlU0BoPiskCHT3zfL3tnlXFnIF2ReBmhbw4TmDALCmuzCNR6BkAgSAJaOl4L4EfLgxc4URQAABBBCwAjolNzXyT/O45Gq9/XnHX1A1GABqgJUKp4L/P26Ps0BIPpfHDSozTed1ytApwIlMsSe1QrH5QIMzG1zpyEB3JeA+AjRbtAkXh66RmO5rRurpIh7JUXrJd/RJQ3JFZT1Iw7/mplQImKxU4lgdbWmPtUGgWR1YR2Xq6MVYYkqwfucGjM5UYNvGNL4c7cg4NTjX+wHd0YCZgr/g8ckRiG1v/yKfK8s+CNSsgA/PGW4bjp55UGSmAN80+R7Tr5gCXLO/XjS8ygUIAKv8AlZr9X24MVerPfVGAAEEECiNgBkFaEfpLbgutJOYcDG5yIV5510yXDTv4rOBmA2zEulV2rl7reKbLcxyjwq+484NB3W0nQZt+p+OhNNReTbM0gDSTk3u6jKLlej7+2LNzb0C0njHSrNASUzf66ebHUGp7QsEcqlpxXYKsp0ebNtrRybaNrgG7r52unNgNebUIi2uX7LNqfc22rIz+fX1nsBiRwPa44PXRKeDEwaG9ntGQf4I+PCcQQDoT3+kJQhESYAAMEpXo4bq4sONuYYuF01FAAEEEAhBYPI6x5lSCh0VaBb8sIuHaAH2PYPJxThMEGcDQPu+PyfISk0Jzif4yxQCZjquvi4VApr39WkIaM/Z2ZlYpVgDwO5uMe/20xF7yVDO1MeOwKuvT5Sj3+um32lbbNCp59bj7PlsGKZ/2tWN9ftVOvovuVqv+07DXqPo6lZbZbumNjy0ow+Tox4z7t5HGNhrVGBfQWC+owGzLD7S9tbPQ+ihFIGAHwI+PGe4bTiy7YuRGQF4S+vfTCdhBKAfvyu0ovYECABr75pHosU+3JgjAUklEEAAAQSqRsAGgCbAS4ZMMz+9MWf9ewWA5hVzdYmRgO4qxFlWsU0bAZhPCGjDxuTiJWkVdL/Teui0XQ3xdBSf1sWu3qsLhJiFQhILlZiQz67k6xRoPrcj9JKLi6RWGHbfyaejDt3jU1OOEwut2M2Ul2nLNB3X7ueGpvpZr2nVgRGVwTDWlmPfM+j+nLxW5iO7OIxbP7de+YaAtiwDG0uVRgiY81eJHWpEwIfnDALAGumsNBOBMgsQAJYZnNMlBHy4MXMtEUAAAQQQKERg8lrHpu9ug6fubpm55OasRZkFP5xwz44sS3vXnh6dJQA0mZY7QtCeKRgGusGWCZeSI+rs/lm+T03x1RF4bgCnAaCGlDo6z47Y05F8GhrqCL/OzrR3CZpQU89hgz93WnO2YM+224Zn5jzJUMy+mzC5YId9d2FG6GB4l9wp2zF5TQt2gzobBOYKAc0xzkhGW1l35KP9zLaTELCQX0P2rQEBH54zCABroKPSRAQqIEAAWAF0TkkASB9AAAEEEKgtgcnDjklvsA1tzDTT5Ai2eFxmLr2lF4wuAhLXEC0Y/JjwK3mslpFh+m9a+Gd+0PM5I9qCoV7w7G4ImG1f3Sc5RdeMBHRH9Wm9tO66iIcGfzpVWFfi1W3lKhMCpi0ikqqjs5KvO0rOtjEeT4Wa+h7BXqvuBkf1BUfX2fAs0yIo7rGBKbepab0Bp1QgWMhiIdlW/y0yBNTDGQ1YW/++0Np0Ad8CwKn3f0kGr5dYhKmS27KFK+TW/f9iqsAU4EpeCc6NQP8FCAD7b8eRRQj4cGMuovkcigACCCCQRaB1k9N7fVPNYYYJ/jQEcxbJMH/vY9EOBQgGgcFRgCkkDQAzjPxLjfizgZo9wL4/0AZVuQLAbD1VQ79MIwI1CNT26bRgDfw0+NPNTBV2RrZ190h8xQoxC5lkem+h6+PWIRjs5fhNMnXRra8pwJnKyDCiMFv4l1a9PkZhpkYmuqMBg3XLNSU4U2jISED+PUUgTcCH5wy3DQSAdHAEEAhLgAAwLEnKKUjAhxtzQQ1mZwQQQACBvATyDQBbN/6uKS+Kq6D2Gu2XKcyy77uzAVDgvXMlCQDdxTH6GgWYKdzr6+rZUYJuIKifJae7mlWCNRhsaVkdCLZ3SFz/SwZmGtRlnKac7bwFBnqpIDCvXugEhnZ0YXIasRuNK71nAAAgAElEQVTimVAxsFBIahpzjpGAicueNCo0BHT3z7RCsF2JmoVB8r3a7OeZgA/PGQSAnnVKmoNARAQIACNyIWqtGj7cmGvtmtFeBBBAoNQCNtTLdB4N+sz37pRN3bEnLm3zrpTWDb+TOkx/rtSWFv5lG8XmjgbUijrhnw3BHlh2W6oJOvrP7GZXz3Xfc2dH0DkNTgvSgkGZM4W2oKnAuUCzvS8wEAQmFg2pk/iK9rT3GqbCtFznseFXsh1ucGhDvrTRj/mUl9ynV0jorjScLQC0168nbt5fmAoAk30z4+mTI/b6XCU410hA6+D+mWEkoH5dzSNoC7h87IpASsCH5wy3DYfff3BkpgD/dv8/G2emAPMLh0B1ChAAVud1q/pa+3BjrvqLQAMQQACBiAmkBXw2qHLf1WYXatBgTcMwHVmWZatECGhW+XVXrjUhUPIdfe476GydAwtz9BX+aVhnVtQ102uT01o1DO3qMiPnUuFVU9LEBqXJ79NWtnVW0O01jTcbaD7vAgweGwwF7feZ3r9nA7PAO/fMIcn6Zgr7UlN7gyv3uguf5NHPM44QtE76TkMNALMtRJK0zjsADDhkHAkYDG7zXSGYEDCPq80uvgv48JxBAOh7L6V9CFRGgACwMu41f1Yfbsw1fxEBQAABBEIScEfvmaBKV47VLfkuudRp9Dv7n33Xmo4oyxSuxePS9u5VIdWw72J0dV8bDqWtzJtP+KdFJ8OrYABoym1sMKMczSIT9v19ekxw5J9xSK5+a8M0/TNpaUJCG2AlveLt7fn72DBPz9HXe+4ylZgtCHSDMNs2J/gq+P19yYVBMoV5uUYFph2TmlabfFejDQDdKbuBKb69VgV2r0FfyplGA2Za8df+PtiyMu0TnA4cCBEZCZh/d2fP6hbw4TmDALC6+yC1RyCqAgSAUb0yntfLhxuz55eI5iGAAAJlEUiFf+5oOHfqrAZbJkxJjqSzf7cjvuxIQd0vGHiUMQA0dXRX9E2FW8nRevbnbIt/uKsC677JQM8dHWbfl2dGGSZX/U2N/rMj/2zw5E71tWZ28ZHAd70WDNFwK/k+v3hPXGLmXX5OO/JZOCT4XkD3+Byj/FIdr8D3/GXtsIGAVfdLCxdzLRTSx6rAvc4ZfPdfhpGJ5pheI/wS4W3atGDdp78jAbUwFgcpy79hnCR6Aj48Z7htmHKfTgEeVHHoZQuXy+8PYApwxS8EFUCgCAECwCLwOLT/Aj7cmPvfeo5EAIFqFpi8w7mp6s984cfV3JSK1L119GnmvDo6z/49NapPv7Cjy+z71zSc0RDFHXVmRwG6YYuGHU1NqdF0be9dXbb2TR56VPq5tH46asyu/munsDY2SLxj5ep9s4VDukdDQ2LEXnC6bPLouI7s03LtnzpS0G7JlYFNYBgYUZcKDG399JhMK+vqaDo93k5v7e5OBIG65RMG9hUAahFqoaMYkwuF2KqbYC5T6OWOpnRXVdYDg6ssZ7ryydGBpvoDmhMrFLubGui5nZDUGJswNL56z0JCyb6ur6mIM2JTf842GjDb+wCDZWQaFUgIWLZ/BzhRdAR8eM4gAIxOf6ImCPgkQADo09Wsorb4cGOuIm6qigACBQqkRqU5D/AmsNrqbIk3JYIDwr8CUUVWB37uodlG9tkwQ4Mad7SfhlLOyqtptdBRcM5Iurb3rym8kv04olcAqGVkel9cMMR0zpUK5rT+jcnwT7/Ptpps8ti0qaf2nYBOcGd20xF77hTeZHCU9Z12QQM3DAyu9Ovu29fIwOA0YPsew+TxacGfDeFs2e4U776CwGC9g8Fgsh2xlgGJANCOGrWLqtQlA1d17OlOTLPu7pb4qs70EDDfPhJcBCbTVPXktUgV2dcCIe7UZHtAMEQkBMz36rCfxwI+PGfUegA4b948ufrqq+W+++4T/Xtzc7OMGTNGDj30UDnppJNk4MCB/e7BPT098uqrr8rTTz9t/nvmmWfkxRdflFX6nl0Refjhh2XixIl5l79ixQq59tpr5c4775TXX3/dlDN69Gg54IAD5NRTT5UNN9ww77LYEYFSCxAAllqY8jMK+HBj5tIigIC/AiYADI7e0QfrQS0Sb6iTmXMv8rfxJWpZ66hT00c8uaGeO/3XHY2mIVow4NBRWXahjWRYoiPVzNRJDZXsyEEdZViuAHCtY1ermcVJGlJTOVPv7nOnBwf6ljsFN9bUtHrkX5bwr1fopyGVnldtzMi+1VN4TfCXKZizXnY6rLrlOdIttRpxPlOBTcCVPg3avNewr6mtYfbBDKMDdWSfhp8aBJpRozYAtGGcNdSHQbXt7Ez0uWyrOvenvtkW9dCyCAH7I8oxCKQEfHjOcNvw9Xu/EpkpwH848G7jXMpVgDX0mzJliixZsiRjr95iiy3k/vvvl0033bRfvf62226TqVOnZj22kADwjTfeMEHfa6+9lrG8oUOHyu233y77779/v+rKQQiELUAAGLYo5eUl4MONOa+GshMCCEROIDi6L7hQhAmqgpuZGhgTqauXtjevKFmbWjf4dlrZboCV9l2GaYjlnPKaD0CwLWmBjw2agsGfDbzstEU7JdMGM/pnMpBJBX7OaECzCqtdGdgJWMoRBJoVgHVLtmHmJ9NFF/HoFSQn393nGpoAMGkSa25OLPzhlKV/dUO/eHvH6pGBwRAuOD03EADad/qZP1OLgvSxwm2OKa+pMDC4WrN7zRINSJyvr+msfXWsXNN8s42us8cF3r1op0eb6cA2DHXD5+6eRKhqg9tc03nz+aXI931+WlYxIaB7njRvO4V79dRjFgbJ58KxT7UJ+PCcUasB4AsvvCDjx48XHVU3ePBgOfvss2XSpEnS3t4uM2bMkOnTp5vuuOWWW5qRe7pPodutt94qRx55pDmssbFRtt12W+nq6pK5c+eaz/INAJctWybjxo0zowl1O/bYY+Wwww6TlpYWU8Yll1wiuo+OVnzyySdl++23L7Sq7I9A6AIEgKGTUmA+Aj7cmPNpJ/sggED0BFLvnUtWzQ0Ae4VWmao/sEXa/ndZSRpmzh+c4mjPZKdFZgs6yjjiLVfjMzpqu7q6E4fqSD0NgzRgsaP5koWaEM+utqrhRaaptLpvV1cioHEWTjAjAevrTVhmpng6x5YjBNS6tK53YvpqvfqhruJr3ieXCPpSi3kER91pW3RkWnNzL2I7kjBuRqUlF0TRkCif0X7Wto/pxKmFPurrVi+Q4daikHff9dVB+ui/5rAs03bTinSmeZtA0VnUxFz3vs4RDALdQDbYxnxDvz5seq1InG8I6CyUkrYwSKLDrw5Sg23NFv6lpg8H3juo/268/Ytcv9J8j0BVCfjwnFGrAaCGfY888og0NDTI7NmzZbfddkvre5dffrmceeaZ5rMLLrhApk2bVnDf1Gm/c+bMkZ133lnGjh0rAwYMkPPPP9+Up1u+AaB7zGWXXSZnnHFGWl009JswYYIJF7VdDz30UMF15QAEwhYgAAxblPLyEvDhxpxXQ9kJAQQiJ5C28ITWLttDvhsU2JFoOmUwFpO21y4tSbtaR56cX7nBqZplHu3WVyVTIab6ZQqczEjK5GILdpGFZJBlR7mlBYDOlN608/b0JKZm6jlsEGZ3SAZCseamtEPa5l+bn68GeXot3HdALrgu57Gtw09I1SVt6m9yiqm2KzFirjsRCCY3E1raICoWk7qWlrRzpcpKBp6pANGOfgyMAkyt3OuUop/ls5kg0E6B1QPqAqMDSxEEZgr9giMlYzETTNqQ1/zqZpuSa6+bHmMWUuljJWYtx470ywaUIag1u7rhYx+4fYaA2aYC5woA7fn7CgDtPu6ftp6BlZgJAfP57WCfahHw4TnDbcNh935VBkVgFeDlC5fLjAPvMt2gFFOAdUSfhnK6HX/88XL99df36nL6/j4dsffKK6/IsGHDZOHChWYUX7FboQFgZ2enrLvuurJ48WLZaqut5KWXXpK6DP/n0wknnCA33HCDqd6zzz4rO+64Y7FV5XgEihIgACyKj4P7K+DDjbm/bec4BBAon0DG6bzBh/lgAJgpVND/UadBggZK8f/P3puAS1pVd7/71Onp9EQziVFAAn5GogbzqMHZGCPQit4YRfFGMEaDOCQmN1ECxilGJBC/qAmKxiRejconDomKDfpcJ64GjSM4RMSJ70ahQej5dJ+h6j7/tdd/1dq79ltVZ2i6unrX8/jQp+p997v32vt9y/2r/1r/Tthy82X7ZRA5dBr6Ig7KLARyDd3+Ag60MUClxpp8dO1FO4wlDTHwGdItM4iVqJ6aFF1zCtJKaY64PgCQNwaB2kkh4OZ7vlhGtaUA9mQMAIwzs8Egoq6TLbe93aIBtZ8BKQfYOvv2deEUU3uZ/irjb4nKEWo+MZhwABN16STFl065UDWqEYq55rIHXv0nQKwjTr05ABwW/vlpTtqhIlMP6EnlXcD6sEMLUK6bchuhrlxH4yZp0XQkhgpSFbESf23LgKC7pwlXLTXc93WYmn7OPXihwxwa/LHh0jp2CldzhOZxpurLAGcOaQelBOv1KwRc6AzX40c1AuOwzzgUAeArX/nKcPHFF8uygkLv1FNPLS6xSy65RFKD8frUpz4VnvjEJy55KS4UAH76058Op512mlwX/bnggguKfcA4qGK86KKLwhveUGtIL3myagNLikAFgEsKXz15sREYhy/mxY69nlcjUCNw90WgCAB5+X7gz39GCAGQBNCAzXS7vV/SgCV9tAQD8F6/dESfEugg190X6e6VCM9Mmec7gfgBqKgJg8TTA8AGlZrAnxIEJABsGigADx11GSNCnzyNNGtDwJwaeuCjJsdcU+Np3wU4iXPsTHfO9FrmdMu5FKVdBI027TCa2T2d9gaAkOCaMVJg6uEeawcKKBTvjQgDh3kNc2xU03XryCXOvflFvJNvP3MR7zDs2pb+r1wZAS7TejlnmgZtKkqdU5sLf7/42JfSyYeBgNkzo1F5qMctKO1XBurSmHmtYRWAdnyFgMOs83rMoRGBcdhnHIoAEOmy1113XVi3bp0o65AGXHohtRZ1AvFCCjBTd5eyuhcKAHHd17/+9XJJ9OfhD3948fJI/920aVPYvXu3pAN//vOfX0o367k1AkuOQAWASw5hbWAxERiHL+bFjLueUyNQI3D3RqDRiGIY+Idj+H8+sUEX51I1AwFkW0YVINVofSHfIJDD1Nq7CQBKn5EOnaXVGsRE3Tun6hMVGzimpv0K2HG123KQFg+O8IrniqJQ3ug61rI9gXWEhHkdRcwdoFirZW0l6cZok5CNfSSUE/iktfagSlM1nvSDY8zmBiCus3dfHKvrq4eIVr9w9WpT/MnQAAB37e7WSJQ3ddzoB5WTeiv1qP7U9GNY8NfvjixBQW8c4g09JD3XwbQeCMYLaTzkWF//sQAWYdAh9yDOWTEZW2CsAVn37eu681KpVwLlhIBmeuJgWZ7qPwgIuvZzEDiU4s+nOw8Af92QuflvUvPJGu4DAfupArN04B6H5onWfjU/unu/FerVDoUIjMM+w4/hrI+fNTIpwFc95SpZQvsjBfjoo48Od9xxRzjllFPCN7/5zcaletddd4UjjjhCPj/rrLPCBz/4wSUv64UCQFz3Qx+K6dDoDyBf0wvjueGGGwLGt3Xr1iX3tTZQI7CUCFQAuJTo1XMXHYFx+GJe9ODriTUCNQL7PQKiQvMKpNLmWGCCming3w5GRefPTggAELpx3nLLm8PmE/5U+r6cqXIC0ni9PpHxwMqMMvLjJ1vFlNblDLgBPirqkBKtabQYS57S2lOfL+8MoBrq93g1X56mrSmzBgAdSJTm0Abr69G1lbDHAzO66zrFnQd00pYHVKpCE+jG9jxIEfXifKwhR8iEsRBUor1ZNSvhHOMzrjWuO/wXqaxr1xoMbB22IXT2wfBD23fj8NCP4cxTf3sAYO4W3D2xcXlIPUD3stTiJmMWFz9Jv25I3bZ6h7nrM89ZsSKmXvN8xJZqUcYMMZyZtZqKoiwtOCzng0uUnD6FdhD4Y0MKAPvCvxLY61n3DtYVUn8tBZ7n+blYLATk/Pi+FK5t90HTGtG+LOePIMv5jKpt1QiMwz5j1AEgjDR+6Zd+qe9iO/bYY4dejHv37hX3XLye/OQnh0984hN9z4X7L1R1UN5BgbfU10IBIK775S9/WdSKcPrt9zrzzDPD1VdfLYdgnKsLRl9L7X89v0Zg2AhUADhspOpxyxqBcfhiXtaA1MZqBGoEli0CA400cpVY6co0sFgx2aNwW7aOakPmGtvQcF4bLz8sdwj1NeryYw02AmK6WnbDjsmfL4DUgy6FWkUAiAtY6monSXmMdd4iDBHg5eEf1VIAgKyhpyDNFIMEYx4WMXWXdQg1JTbWH2yZGlDAXg5rHOBhiqup9VTlBmApBiT+peO3enQAeqtWxfYJ8bw6DfX6oBScnYv/1Vp/ULXhvIlNh0VQ2OmE9rbt0fU4Vxq6FF+Jj08Lxr+pHGQ/lwIBVVnoVbBFeFpYTDkI7FH/4RzMscJTUVkiboDCzhXap/jaHGCOaY4yBACU7jnoZX0jZGT/cyDYAP6kOZYGsDhr2jWv44Gvj89CDEBwXgkC5so+OS5TAmZj7lX4Zc7AWSp2jJlrswLAYR+Z9bgDFIFx2GeMOgAcZmo7/UqXZA3cfvvtYqqB17Oe9axw5ZVX9r3EMcccI2o6GILceOONw3Sn7zELBYAPeMADwne/+92Aftx6661928Z4qFKEwvHII49ccn9rAzUCi41ABYCLjVw9b0kRGIcv5iUFoJ5cI1AjsOwRYEpqT8P5/wHlRt+n4uGkggJofxpqJPX+snTZYnCaHHWz+nRNYK+YZuwBBS+KtN7MGMPOxTGatmlQjAAPCiwo66jW05RkgXp4FeZBatYB+sxSyeUUmS6NV9KFZY4iWEkcdvN5Q3+Qeqv9otlGcn32meo8hTgAUwJz8DmgHf7Wmn4WHgdXDNrR0ZdOtS69VcbIWn/ebZYGHpOTYQJqAMA8mH/gGE0zBgib2LA+dHbuiunE0qduTT9z7GXnsI684nEQBPRQx8NB975cg3/zGA8DcW0PjDLIaQpQhbx08k0cotXwAwYoMr8AtqqulDe8Ug/rC/GhcYwCwEb1X64y1PsliVMOBHNwl63d3GyEqkKuH+/o7O/lBDbygxwClmr/+UaGgYCDAKC7163pHCQWr5OCxS0/+ttlf47XBmsEliMC47DP8GN4+seeNTIpwB9+6v8aeooWAgCRUnz88cdL2+ecc054z3ve0/c6OBbnnHTSSeHmm28euk9NBy4UAOK6P/rRj8Jxxx0Xbrnllr7XP/fcc8N73/teOWZ/pE4vefC1gUMqAhUAHlLTPTqDHYcv5tGJZu1JjUCNACLQAwCbfnnul56XnVNyiF1KtBPox4aa4N+gmn8GEGL6q7yozCmo+3pSjZugDdrxMaJ6ydVrE3jC8/k+AI/+WwDNZEuhVXTjNQCnijjpL+DXqpURHHY68d+EP/J5bFMAYB4nxIdAzfcX8IMpu6oclDbzY9G+gKR56xvBjij3ADRnZwUICuhTNR/MPQxilRaDh0ce1mn6cU/6q0I61LsT4xBRJcb5lBp4gIoAY+12aN+1LakHGOMM5R9S1ttdSOghYK4CRMMe5JX+5nvsR14jzjkOJ4pAnOf6b9eRweiYVPWYhM47/mIcfq6osOMJjC9dgfXYgQDQ3S/SHU1jLoHAIqjzHXbOwHntw8Y6nk2qQ+tXlhLczwTE94Xt9gC8ASrAPJ6lvxvTjrttVwi4lG+Eeu7+isA47DNGHQAudwpwVQDur7uhtlsjkEagAsC6Ig5IBMbhi/mABK5etEagRqAnAklNOtnZO9jUL16EfaUUukLK3mJhYJLiSzMJ7Zel9w4L+/oYHLAOXpImyPGj/ezaFprS+9z4u34lqcge+omSTdOB8T6AFeGKGH60u/UY6SKL4/R9qfWm6kEq/ehiK31U+NYTK6+my4EI47RqZde9VwGiKAIBwNgHuARr/UABcFhCSMGdnAztaXXjBZyESk/6OWPpyF0XWo2vX39Dz6mqHlUJKCpA9G9yMrQ2bogjQ9xWTIbOjl1ifGFGJIj1qlVdsxWMcWZGgaq2WwKAjFeWEpyYlFChWDg/rw0Yg6ZQKE8zpnGOV+LxnuM6KgDG2GZMTU1SiKGKJERkajUOagL+fh7yte6MX4oK1X61DvWaiRqQ91nTc6cEAd04u/ekuo3zDY1PDvp9jHr+jTcaajAOTAFuUgMmtQfjfFcA2O9Lpn52oCIwDvsMP4anfezssO4e6w5UOO26u7fuDh99akzNXW4lW60BeMCnt3bgEIlABYCHyESP2jDH4Yt51GJa+1MjcChFoElJJzHoBxP6qQI9RCA0gPOonjMIAOYpvd45NlEZ4ToeSpRA5DB1c6huAwjzbqqS4qyutVl68ELXSE/9Qaru1E3XlFq5625ej89ARitMrF8XXW4lDhF0Jc6yYggyF9Vszok3T8Vliqip9vw1ET+69zLegHh0dQYvAlg0V9iJ0N69J1EptqamIkzT9F45V2u9EcJBmYfPBdrl8Cdz642ARmsQMmWYcVEACbAlQA/XRW1AKONWr5aYmakNzoUqkQYhc3Nd4Kq1Djtzs3ItgrrlMARpWjtFGOjGRRWnvJWnJDvVqHzuDFKYii1QOAeGUJfumU7TnTnPObwuwOziWErHuRqXiXkIG/DGIznwHQA1fR/6pgZ76Ja12QMES2rAJggo6zGr/dfv73w8euyWH//PhT5W6vE1Avs9AuOwzzjUACAWxcHkAvyMZzwjfPjDH5a1XF2A9/stXS+wjBGoAHAZg1mbGj4C4/DFPPxo65E1AjUCyx0Bg20FlVXulhv3uWoyAUMBqcemddTyYve5IolGF6iL9/PLG4fRAySZrlpSgZXAkG85dy/mZ/n7ohiL6jlCSgFygEB+0++MNJIBDFIr+YOp8hPI4ur0+b751F7/fpKOOhEB4J5pgXEC11Bnb+1UBHaoBUjoR4Ufxoljqdrz/dI6fQlM0Zp9uYGHrIOVK2M6sb4MArY7ovaTNF+0CaiG/kBptndfoi6TY9AWYo8XrocafRJ3B1Sa5pn18wqrSVx2AQFXrxalH81DZM2uWBFaRxwez8IcADzum9H+qeFHR9Nn+8E/f90mUxAe0089KDxT6wMS3OG8UvoxgXQOAEvQTVV50RxG1zigMN5H3b/paXNKbrwh87U9rBqzAXLJfOdGH+7iiRI0uZczwBYfRj3dThSOCfBTVWUDBEycgr2asaRqHlYNWOpjHwi5nI7ojfNZP6gRWGAExmGfcSgCwMc+9rHhuuuuE2fdbdu2hRXuRzu/BOD6+8hHPlLeevWrXx1e97rXLXCF9B6+0BqAuO7rX/96aQj9gStw6TU3Nxc2bdokjsUY3+c///kl97U2UCOwlAhUALiU6NVzFx2BcfhiXvTg64k1AjUCS47A5qPPL6a0FhVrUFEx7dOBv2TzDKUfnX/z3vmNNVLecoOMY14Uz2iCfiUzg/waTDn2yj9R8ikAUGMNAjM7XV1tLeWW9fMI6ahw0xpxyWVzxZyMoQD3eFITmGRaL512qb7DeYRBblySSosX6v1Jumt0BRazjImJCABVISemCgBuBpC6BhjSRgEA2hi9slL/TZAm13IvXFPq/aHmHiAT0nyRBqw1CZkaLEpLOhID1OnmpA1FI/rcZKrBazEd1lxrM0MPHoc0V4BF9EtAaJyXiRUr4/W1n6KYm5kNbUBKBXJe2WjK02HdgEt3ZnauVxVKPHl/MN55yi3bVChnSk5COgHHJais6b9Ta8yIRWAsjs3uycb0X70vu/eLwrdBQDBPDVZzF2mH95S/V6Re5Fxv9EoqwMUAQJlcBw7zlGC7R/UYHDtMTUBbl0OAygYIWAFg6aap7x3oCIzDPsOP4Xc+9uywdgRSgPds3R3+7akfkOld7hRgtHnRRReFN77xjdL+9ddfH0499dTiUrrkkkvChRdeKJ9de+214bTTTlvyklsoAPzUpz4VTj/9dLku+nPBBRcU+4BxPOIRj5DP0OeLL754yX2tDdQILCUCFQAuJXr13EVHYBy+mBc9+HpijUCNwJIj4AFgD/Rj6x72AaZ4cwk9xlJCBwFAHO83wALUeuvqpQ6s0ZihCCdYp7D0X6/UoeMpQBMUX2qWkais0DetdWeutARr+AzAoqTOI7Dh5zg2r6vn6ymqM24yeTzXQ069JhRykqaKNpjyCkUX0lmpWkR81DBEjpveG1NqFWhJ2KH+AujyKkR8oLG1GmzsWJ5Snf0NtRXdZlkvEnHDNQHW6BqM91rr1kYIC8CDfu3WmoC4FsAylIlMwc7VbSV1Xab+y1NzBY5p+m4Lxh+aYipqQPeS49qd0Nq4XvqdfK7qP2m75Ow7SPXXdHdSVahjELWiS6HuAU796lV64Mc029LxTWm1OdwadG4JxA2CgIyDB5xOWShjd/0w5Woevz6qQh6aKAD9syZ3CNZ1Z+d5ONt0nZKisDTHJdXgoBRh/CByy5uX/DyvDdQILHcExmGfcSgCQBiLEPq98IUvDFdccUXP0mi32+GBD3xg+N73vifKuq1bt4aV+P8JS3wtFADOzMyEe9zjHmH79u3h5JNPDt/5znfCROE5ev7554d3vOMd0juM72EPe9gSe1pPrxFYWgQqAFxa/OrZi4zAOHwxL3Lo9bQagRqBZYiAAEB9bbk9/h/EM474w3LLVADmdddEUYW6bqq0m5tv7tmQAMFq4qGlfqm+Hqzh2Pxv9oQmD6xDB6jmVHMGFwkjCKW0PpwNyKuWCBUIJ6k05P9x9XHieeLsqiohD9RUgWiGGlQyQh23Zk0Ef4BkSJFFzT05PoITASjr10bVHI6jSlGUmG2pyeePl7GYykxTXf17GseiQ6+PL6+tDsRU/AnwQ90/ALLZOfNJ81EAACAASURBVOuvKBYBiMEcd+7qwkxV80WlXjQPkVdmhiGgjOsng6geAMaU1+h6DAhocI3p6wCDhfblLc6Tg3Mx3hMCChvr9PVJR+4ZT3Z3SJuqVLSPVCWa3Ad+3fjUew/gPAQswb0SnOJFS8pD31emFOu673ELLoHAHJy6mpo9DspNtTgLfWh+wDijkyblntynqVKvJwXYPTe681dQ9y2kLiCfT6W2KwDsN6X1swMYgXHYZxyKABBLhmnASP/9whe+YOo5LqfLLrssvOIVr5A/X/Oa1wSAO//63Oc+Fx7/+MfLW8997nPDu9/97qFW4kIBIBr1acCXXnppePnLX55cC6nBGA/SgB/3uMcF9K2+agQOdAQqADzQM3CIXn8cvpgP0amrw64RGNkIJAAwS6WNyipN0WNNPOdWi421qc6y9NDGAecwQ2uUAV5ZGqb2I1epecVPj4mFeCWkKZFyPN1PoQLUvosqbVbBkIIgnzJLMCX9yX8hL6kTHaDyfRCohnRc/hdtoQ9HbJIU1M72HYmBhijsCDI0HkyfFSUf+rNmtcBMP35T5mlNPgA/M99whhF04hXQ5ICJpMbipW64XWDoaj4yFZWmHs5JtrUWir9ooAIQyHRVA2yuX1GRGE1M+sLehgXkwRzVelFV1nXTTRSCDkpZGjXaztVvui5F1agQ2gCgV+9Z/ct4PYGFTcYlmbrRp/7Kv9EHB3YRO1NLekBG5ayPSV6H06trpWMFgOXH3KTky9r1piJWK7OfiYfEtltbsTiNOldSV7IpDRgnOjORQQ/QvvUA+6UB53Fsil0Se11reacWoAasCsBBM1o/PxARGId9hh/DU/8dKcDrD0Qok2vu2borfOz/2H8pwLjYN77xjfCoRz0qTE9Ph/Xr10taMIAe/r7yyivDO9/5TunT/e53v/DVr341bNiwIenjsAAwB4P/9m//Fv793/9d2kI67/3vf39r9773vW949KMf3RP/nTt3hoc+9KHhpptuks/OO++8cPbZZ4epqanw2c9+VtJ9d+3aJX9/6UtfCg9+8IMP+BzWDtQIVABY18ABicA4fDEfkMDVi9YI1AhIBM446rxwzR3x/wTK31T/lVIBuflG2qF3q6UCEA0QAFLBRkUVoaEzjpALlqADNuCqHBt2mgjUSsfnnwlogbKOTrJaqy6HNpLiChMJwAv2U2FQj5FBBihNcefSawkkeqAkFHQb1kf448CRKBT1RRhp6dcAf2unogkIHHTViVdAIF15EWuFhIlTL0ETgSKuQUAI+ILz1bjD0oVxrBiNZLUDdc7zuZQUYBqr+Bp1ei35j/Y1OVfgb6YgVWdfHBchmULdTCEobRImIs2WtRCR9pvVFBTwN98ObdQo9O7JA1J9fftJWrBfeEwdLpl4FAAg+kk1ncRd+yPgEX2H8hBz6e4lOT6v9+dVbZKq7uB3CQ76+88r8ziWrD5gj8MujUXESXlfNM0hCCyZAPkY5XFmbUbMSwkA5rUKh3gwNKYDy5rNTEFU3SzNLgYA+jaLD6EBLsFQAP7vtwwxqnpIjcDdG4Fx2GccqgAQK+XjH/94eM5znhN27NhRXDiAf1dffXUAmMtfwwLAUrpu0yrtpyS8+eabw5Oe9KTwgx/8oHj6xo0bw/ve975w5pln3r03Qb1ajUBDBCoArEvjgERgHL6YD0jg6kVrBGoEJAIC/Ajr+F98kAHAxD3Wq+ponkHAMtnqOov62nhokyoznIN/5650AEwuBdeUhKVadIU0WgN9bjym8NK2qXhjrT8JAlRq+JzABgYaVHyxbp4eJ8cXICDTchO1H4ENwulgkCgIPXzzrrqIidbC6/ZhRQRvjK1CFgEcMNdAzT1VZpoxRJ6qm9RDjGm4PX2ASYhPW0Y9RDV9wX/be/ZoDcQ+Bie8ryZbSd0/WU8YG/sFxSVVix58ajowQKdPtzWV3wBzEK/0a6mKEa7EPQBQ4NVqAUFIkaZCLZknp+zL+4Ljea08PdiMZGw9dZWIEh7nLCz9grIPEA3pz3ktOsBYzIubC4HjTTCW8W+ot8f1PtTjL0v59fcmQbAoTVW5SVgp46D6kGNjLDxALtVQpFM160FqRwlz5U//nMoHUvrhwh8zIC1YfhTIAWC/tOn8+gtJCc7arQBwqFVZD7qbIzAO+4xDGQBiufz0pz8Nb3nLWwT0IRarVq0S4HfWWWeFl770pWEtFPuF190NANEFOPxefvnl4aqrrgoAgqgPeNxxxwkYfNnLXhbuc5/73M13QL1cjUBzBCoArKvjgERgHL6YD0jg6kVrBGoEJAIGABkPD46yFN9o0uDUWQp1cgMDqNJkn66g0Ke9Ft8HvCJwEzfUCEVEAVeq8UcIgP8OYWIQa8LFenkCAFk/j47AHkQQUIgKabZ7bB4fB/AsdZNjVkDhFVMeKE7AEGNuLsDxlg65HmqICQJNRBSIAAAhLp0dO7swcUjYUVRCKYRN0qYJH6Gcm2936zpi7JrKa+6xpfsnV3UBAk5NddM2MVeEvgCAqK8oqdfO9VUVgB6uxTWj9fdcrb38mJ4uIdUbgA9GKF55R7UZYov+zc8HQMLcSKS1alVXIejUdflxuti7l+9XD5CprqwpSPdfcWEuOBlLfcVVERICxu7bp2Ypeh/mrsTshQeAfG9Ysw4c78Zrjs9QdPp1j2vjPQJ9pLDPzESDHVeLMBqtOBMfu8cKIJnKTQ/NfYkBf+/z/l8MECwZemhtQKsH6FWHGVDv+/VRIWD9dh2jCIzDPsOP4cx/+72RSQH+xO+8T1bK/nABHqMlWIdSIzCyEagAcGSnZrw7Ng5fzOM9Q3V0NQKjH4EzDn9BcydZI08NHSLscGmgqkyS97Hp73SiokqETlH51OMuq58ZFHBqPoN1AIBQtrGNJJ1yIu0DAQFVVB4M4FpQeumL6iS7jvbbmwBIyq+mOYvSyrVvDbE+oTPjILTLx5UrE622IMAX6yR6J2SviNN6hQY6CSKQtswUUXYK/UQMelJo3ft5rLwbK0AT51HbZJo04iAqQKjpmN45hDuvKNq8koxAEwAM4wcARH9d6m5JhdcPACaLl3BvRXQ8ZjwAAb0yT9J+kQZO92HtBx15fc2/XH2YwGp/8UHxKMA6KgsTmJkDRDOeaXAjLt29TfUAh30c5eo/glupUdiKsWSauIDcCFFZn9LqZPqU9hwCNsUL6bhYi/wBwvdZQGnZEdycyPMxlkB5PyUgztf4mSJwmFp+/roVAg670upxIx6BcdhnVAA44ousdq9G4CCNQAWAB+nEHezdHocv5oN9Dmr/794InPHgV4cwOx8mxOG0E7Z8/5IldWDzcS+z8w/VFCzUAUxcMAnLWEuOahyq0nzECQBdfUCAAAEAdNt0TrBigKGgSVIG8fLpvM5Z1uAQoVee1sr0XAApqPtYLw011XzKLa7Hc1WVKECLYEVdYwUgsJafUx9a/bxcBYRNPscI9RNTo/OUZcI0Nf4opVfbdV0b7J8ATLgW79wldf8AW1iXEGOO9ezmY+00wrS8Zprrk8FPmlt4QwmdR1EmEk66cQvcRbwb0jclHtnnRWWbzDuAcVSBFVV1aqhRusHt+KymHh17ZY0RXs/MRiVfUiMv1gjknEvKMdJZCX/m22F+x067tJyrtQh7nIA5jgFOwBOAknk6uHcXdunAcpzU1BuQbu1S74s1/3h/lUxD+j051QVbALXA2Y4AOYkR5hduzrj/oEhkLUeawqxeLbGV/mM9UiGo93mSbp/3gY7QBI4EaR78edOg0hi8mQ3vOfeDRHJKEwhk3LwSkrEu1SNsShNuAoH58YXzD9XvoyV9odeTlz0C47DPqABw2ZdFbbBGoEYA/7+i0xmUi1PjVCOw/BEYhy/m5Y9KbXEcI3DGr/1lhC0CGObDxIymwFENAhj4o79d0NA9/Is7807Y8v+9dUFtjMPBAIBm7uCL4bvBmSouU+IR5gkQAIDSNEABSArWJNVTjULoCOvdZRPFmgOAiVoPDSCVEE69ABCq7pLUWLzUyEOuA/hDuIXUUUAMwj6sH1V7GQDEezReKBh+eGBn6ZBM3aRCcfeeovIuqa/oYUy/hUOQwj5DBbhqpaQMS0ot3XVVnUjzEEul9YAih3tI7UVtPAIHxMKDS86vXlvmUVx+o4mBwJ4mMJUr3AbAvcYQKNTrAW05KCwYdhAASp09NQGhqYR9pu20AABVHSqfwbiENQixfjBWpLT61FxX19GnFfvr9oyL4+FalZhrSrM7WAxnWPMPfQTQLrkJ+wv4mDt3ZzvEQ0++mafV93H/tXuE50pKsqajq2t2khaO5wdBKlO7vSEQU76bwCYhqHfa9u7XfuylsfEe0+O8CrknFd7HI2nXOfryPtHnojy/PHRN5qLgslyVgOPwFXlIj2Ec9hl+DE/66HNGJgX4k0/7V1lbNQX4kL7F6uAP4ghUAHgQT97B3PVx+GI+mONf+75/I3DGKa/qSfWUK861wwTqTPnfXZhCKBvAVg8MNNjnz/HKM6EbmtraboctP798/w5uP7UuNf10Y+zdfftdLkkBTmpjxQ2t1B4T04F2VPMQurp0TqlPp3BO/ovzAFQA7WZmY6olNs80gsCmHrXZeB5BFZVHeh2pJ4YX3gcggcGApqCaM6pTv1lqIgAOa5HB4dZMHya6JiWi3tPxAAYJYIxOphyjpRuqCYe0A8ChBhMCTqf3pqmxOZjIFUt+3fWBL6JgUwUT6wzKtbUeX49DL+EH4sM+sH2FQ4Q3PbUVca4HLc5plyAN80koZmYVXoGHOdJ6jpZui/nSV5PKr2ltFk1APARsgEiEazJXq1bFVGkFeT7lFgCQYBjz3kJsnamNnIe5Vadg/I1z2lALZiAwAXoNIJQKQJsbMcVxsEnXvqg80Q/AdCjsGEOXTi0xy12A+93kTbDMn9PH4VnGy/sFawlrkP1y/Uigq/txRi6Tz1fBxVnALQCje04XHY99v5sgpx5jjt39fqfvpwTU8fI5xGei/zv+280l+1d6LzdR8tfO/r3lljfvp2+K2myNwHARGId9RgWAw811PapGoEZgYRGoAHBh8apHL1MExuGLeZlCUZsZwwgkANAVep+Ya8vm2FRr+eaSG8s2a4u5mnXcBOYgMFfaQA1469ssqpuPeVH8t27Q/GejFHoBgHx1OuGau97Vt3tnHPYHvRtXprVyA00A6NNovfsvNuAeAIqbaYRB3BibikxVnFAFJm6hrpcCAGROYcQx160hR/dchYLJcc7BF+nHphREO6oWFICo9f1iKi2gpjoAc265zkTNOJMoI2VMUMTBxAMvADOkCpeMLORzXXesmYYYCfRUUAYQQHiiqr5ksgoQT9R7bFtrBRog0RqMyX2Rx5VAQpW0plDk/Lm1Y3X5WEfRzbHUe2SqrzNuEEWmGogg1omTs0L6HhDoYWMDqBKVqLrnJum/PmCaoou3YOAhL+1nZw4p2u45ULgrCARlrWrqqxi1KByWGneyThzoUTfg3Ak4P0ZO07qEPm7x/lBlM44BtMQcK5jG9W0+EScFcbLG/fr086yp25YOzs+GhYB+LXogL2nJ0Rinp203hzamRC1cgGO21jTNmem/quD1U5SoW/mBq19ZmM4egyADgfps6TmnlMbr7xcXx8QohO/zfN9OE3RsuhZV7vyeqQCwOLX1zbsvAuOwz6gA8O5bL/VKNQKHUgQqADyUZnuExjoOX8wjFM7alRGMwBkPemUI3B8CyujGaGJanT2xIfbqPwdwZDisX5VvxEobs7y4fJ/i8aMIAItmHm6jec2d/5jMcBH+CalwqWyEBlTGIR3Vq58IMAiH9DhfqF+OR61AnStCOAIMqRfmAJ50Qd2ADSABomldQaoA5TynprEUP58qrLCN6iVxAQZk2bghAkY4FhdMM6yentvcS/sYB+AL0pqd4q3JHVcUUawtCGDoFI3duoT9wZTEA+0ArhF6AL75umicsyZVGOPnVwD7w7p/iDlikt8HPj4EUDLf6t7rlWv4HMezhhvUoL42Ia5PxaamEguYGwABu+sjhW82HIVySQqwd+51LrtUKeaPu0mAXarcFHZT5SZKwr37RA1o61Pr+QH+CdyjsUkOw5zrsAA8zqG7z0RdSaMSKFbXTkXVLdaLHhdVuJ247nRNNUE+Mzch7PLwcxAIzI5lSq+scZ9S7kFhacyZutGex3ngnYrUFITstx5rPwTw3EHwz1/Dx5l1O/PvCXef26m5es+lA3cPTxWcjV+hTfHP1X9UWupzmArAzSf8qTS95Sd/N4Lf0rVL4xyBcdhn+DGc8dFzRiYF+JqnvVeWTk0BHuc7qI5tnCNQAeA4z+4Ij20cvphHOLy1ayMQgc0nXyi96LRa0fiD/yZ8wBuipNKagOyzqJOiY2VXQaOgBe8zzdOPsaQOlPa7gGbL7VeMQFTKXWhM5bWYzIdrtv+z/CVKwTxmudqFda8AHvCi0Qfql+UQkEorpFp6gw2qBgkAYdbBOoFsg4BIVGkxfdWnHBICQvFnEETVbmZowetwvl1tu8RJWGsCCgBUFSKdfmXPrSmsWB/WB42fN0Do5DX/cnWZwhFLuVWolgCbXOGXT6trw4xIWHtQAaDcD4Sg3p3XmynIfaBqTO+sCgCIuTX4GtMvI0RTsIH5wudZ3TpLs0UNPTV5EFUl0mi1jpu8z3tNOorU6o4qL9uxTSgoVRkJlR6Vc3n6b7zxYfYyGAAyjDTuoDpPUnihLlPVnnf6TVKXxXlZDTs0rX1i3ZQ0296+o1u/zysOmU6MdUhn43w+VcEo62z9ulhLDm7XWIdMm1cFIA00pM9TCgNZ11IaUCfshrRdq83JdefVpuxXPxDo0tZpMmPwGuf7OpNOCSpND9Mu++DBISA1lZuqbk0ez/nzahgzEKcc9231TQtOfgApKBf5IxSeFS6tuWikRPhbgqE2D3DKVkMhzq3/b2JeMxG2/Ph/jux3UO3Y+EVgHPYZFQCO37qsI6oRGIUIVAA4CrNwCPZhHL6YD8Fpq0NeQAQ2/49XxKO9Gg8bQW4UAQKZ6pvsFhXyYbNG6OFhRK5yyq+hm0u/wRu2pt4Chrdshxr8K6WWEXYComotPgExdPUlHJI0y2iI0VNDzitmEDukRRYMCKRmGd2D0RaPg0kI6/pBSeTrYFF1VgJYThHTdQ3WTbl36CS44+Yc6wMgUdV6vnagpAQD8GTOoqZ0osoL6b5Sc09hMmPL+oVYllKLMnNqpeJPlXCs45fUbCPM8hAwA1wGDxPgo3UY8R77L/92zryso+bWNCGh1ebj3OO/aoAihzuDD6tr52vPwWxF5xdQbGLjxhBWrwyBjq84lvUi3bqTuVfIFdaviyBw565odEEoDADIV15HTzqXxdm77yb3ftvSfUWdp+vbDDYIz+bnpZ6fQEFNE7c4SYq7qhnVzEZiPD8f5nfviY7C3hXY9dfXGSz1meY4Pv27tXZtF6rpdQXOcm6pSGQMc3VyBgKxdkRFiHtNX1azbxA4w/G5Ys3/zVj5H2H440D+HO0HKtkxzBGdunk+n0X8cWBQn/C53ksG7vlc6fOUbTQG4T3nzy2lAw96gtNUicDU1p6r08m0XxmDA45WQkEV2UwLrgBwUNTr58sYgXHYZ1QAuIwLojZVI1Aj0P2/qtUFuK6GAxGBcfhiPhBxq9c8eCIgANCrQagiQp0sbDqxCaUhCDfFBDX8G5tJr7CgksRDKB+SAvzDx6MMAPMZFYUfx++AnQBNpkVnabddUqCKR4IsvxnWWEoKotvAC8QBsJidi/9lGi/gEpRhBgKg/IqmDD2poX4Q6CeugXpyvqZZyRXVAze0AQUXN9LqWirmFTiXxguFenkAWpbKy7RWAEBCL3WVlba8ck4GG11nZVyElk7NmKj0AAPy+mhMp6RjLNOifcqnX8MlN1U6qPo0R68QhKqRqaPOnEPCThfkdttqvAEGWm07Ux7OR+dc/q0pzQlgVFgc462OzVqXUdKvsR7w9549ZjAjJh15n7geGswiGp9iqvCz001pGhWEMb08zgEAoKX+NjXojG8wTlGwEnLnqsR8DRcgZbc2ZjS2EdCLdYZYEnyhndWrxGAGsQI8tTRYXF+fXQKy9Tlo6liZTx2npimz1qPB6KbadOx/U73ErD5gUi6A5+bP4T5mJYkjNc4nNPbwrintOJ+vzEDInn+Ep4XnPc11ilNf+jFF75XkByl/clY+gaUM5FmGeULpgDmnVucPAHkqMNrkfWzPMqpysx9A9PMtN/3NwfPFXnt60ERgHPYZfgynf+TcMHWP9Qc8/tNbd4Vrf/c90o+aAnzAp6N2oEZgURGoCsBFha2etNQIjMMX81JjUM8f7whsPvHP42adahivXqFqBBs7hU8SjR51jFMOcTOPcxrS5/i+qf/0uLyG3qhHXlSBVD8SwPlOc0Ps4+WOA2SwDbJT4hVrAHoASHWZGB9EQwXW/5M6aYRfClKSGo7oHxVnehydXE3JxfnuNwGEYVgjWBuqMhNFFpVd2fnRZVgdjKGgosoUSwpKNbynfaNDLIANjxMoI9eKqZ1msCFDcsYJXslGQORVmFpn0adSy1xg7QoUne9J3aWCLQ9JUs/P155Tg5XEvIJKQM4lQbikBKsyFKYpJQjrLkyFm6kjmfpKsxDEUeGu3K7qtispwOry61V0cQ1q+j9SuFV91/f+yyAgjzVFoK4BUQBOremu8wwWeUBEsxUaiuRpyjARSYxGsrp41m+tFdjCjxiIgzpcM3XYFGymxkWK6ESE61iHAGqSLj8f7y2oMHfvFnht0HWYh1NTqm4T/PNtsm5kyeXWx9A/W7j+tP0e+If2WR/SP5v6qRHZJwJPV1bAICjXswOn3fUQYZrdX01xG5QWbA2qWk/Vx2FqKgSon/HavceMh3rSpNl+03WoEkRbBOJeVajXrxBwmIVfj1lIBMZhn1EB4EJmvB5bI1AjMGwEKgAcNlL1uGWNwDh8MS9rQGpjYxmBzb/8f6XF52XH1nVYFYUMXixS7wCUKc/wud9cORUGQV9ew+lgSf/tN+mWGuxrv+EE/p2l4uZtJSmRiJ+qUhIIqDDAVHau7pbV6GMqHC6g4KEHWJTUVFQCAqz5Avl+DYiiUevDOfBjhgKqxIsps7G2Xw6x5FiCLYAwqW03EY0ZAGoABgnmcC3AGE3/tfRFOgeznxqHvAZhT1qor6fItGH0EbUURTmkqagYM/6dq/+cMYefPyjGzBTDt6HqTV/TjdDO95UmHwa6CvX3EkdeV+OO6bGcl3y94DoWY60JyfTjJPU4S/vl9XogdOkm4FrIU6sJOjvtmAK8ZnVcE/m9ANdngFsHoxiTpvqBJTgagZ6CJkJtQkznEC3KSE3JtuFgHa5Z1XWLvnNb9/4BmEW7TK/HutBnoBm09Hs45DUovbqvdJ6r+1dMnfXK60w9J3GhAtUrWfPrENbzXvTqv6axMM2bqmQCVdzT+G6A6g4KSu88TpfyhjThxvE1/HjQVevFsgMCdqfWhM6alWHirp3xeSs/EECN7k2WUKNW1c6lH2ny7y2BwgDCqmL16cMwCakqwLH8/0AHclDjsM+oAPBArqB67RqB8Y1ABYDjO7cjPbJx+GIe6QDXzo1EBDYf/yexHz61jHXZaDQAtZaoYzS9yhd/9+dhA8eNmDTZVQcSAPr3GICDKf2XfRaXX/8quVo2pQISerBuX6b6wibX0oDVAKQ9PW2qN4I/ASudtinnpDuq6JHj87p/XjXl0oC9S2yPGURhlRr4UkXZMAvZK7okJVadX82UBKmaaA+QhTX3CAQ07VjSWKkA1IsyDZBGD0lKu1fzeJDpnHkFMOLagCNInd27N5pneGDp6twRdHLMSd0/cHC0pfPuIR+VljJGV98tSQNmo7kij8o9AZeulh9jsAIGLvq+jtmn4gogKkAyr6hjP4SJDKkClLFQQebdZjG/ALyqaJQ6gHl6K01h+Kyhgk3jDniIFwBikr7s037z9cyx0xRH70lLkwfMw3UwR1hnG9bFCAL0MEVY6/oJQJf1pjX0pDOoedqJ7/dJve2p8VlIie+5Z4ZQ/dk5Hmr7hkqQUNN+CQlluIT0Q6oR7YcGlh6AaQvORc1EpG1jzhSIWzq0KEvV9VpVunG9xO+EHgjI7478mepdtPEZ0rkBc/HauburXrd7B/VXAf0mu3AfMWA6N2LEH6hoasTnMYEf5hmQ0QHACv+GecrXYxYagXHYZ/gxPPHDzx2ZFOBPP/3/lumoKcALXZX1+BqB0YhABYCjMQ+HXC/G4Yv5kJu0OuBFRWDzcS9LU3t9fTtsorHhAhQBJCmpRrBhIgBDDTrWwuOmnwXkUdifn7meHizpvwb98jpcTnUjm2UABmwqHcCSmmOEDKpYMddauupS1SZ11LQWFZRIq1cHA4AKLARcOaVmAlhRVw+Qwm/wSy6v2OQyrdZBpwQSuHlKIJ57P0nN9Mf72nYAfqwTqMck9e60dqL1m7X8CP80BThRsKlhAl14BQLq+jSFIudADQ8AVqE6jIq4TpjAvCjgbiONEC9nxmHuzPpefoMlJhi4ljdsUEjUlNabpOJizXiolCvscpMO35FCHT+Lkx7Hv5vmqmdcVj+t4NTaoBxMu9Q18pD15Nqzf3uQ5daqpC1rajQVoNHQpCVAUFLOsZa0dIEHnHYtpkQD4AlEjLAKDsFyntTObEl6r6mc0TZqUO6Z7sI/51xt9wUB7pCqviRF3QfJq9VUEcmPk/RyvumPySFgXptVQLPeDzjfl3fIj+0HAp2KMsLQCLhlfgSY7zOXZV8eIikpIGAcSss4r+k6cQ69fJ4B4K5ZE+9LlqgguMW4Vq8KE9P7IoAk6MOYAG8xt3h2op+IEb63qAKUex3wdyaex7IC/r5jbOQ7bVKOq/BvUf+3op40RATGYZ9RAeAQE10PqRGoEVhwBCoAXHDI6gnLEYFx+GJejjjUNsY/ApuP/ePuIFkoQRfFiwAAIABJREFUnu9AOUGFFE1BcnUf1RJUg+QbyhwAcsOlm62DEgD6lF010ojF6BUAMn5UX4lqaD5ultXxVA7JNuO28Xfvw8VUjByYtkrgqKYhUo+LcJW1uAhqXfquAA8Pb3xtPLfMBRZlabvetKIIi9S1teczqMHUdMNUjUj9hEIRMA7ri+l5TJ1GnGZmEvdSM2Fg/2lGotCNdRDbe/ZYqqdcD+mwq1ZGc4mZmSCOsBvWR3iAOYGiaPd0wHmJMo/wUufBp/QOBF0a10Rp1VA3T9qCihPpqF4xqqBEgF2udJN1UwBzpUeVm+8c/iWOug2PuUY14CAIWEg5z9Odre2sj5YCrGsHcWzv3Rda69bGtaLgTdbV9F75rGfdUQWID7DekG4OZ2VVkGI+AX9FcQqwBTgEOIhUVqyF6b2ilJs4bKOsVVGF8oU5wT0HqA0wWXre0WBGU8gTE5GCGlL6kKVEF6eEEDBLA04cbvkcbvqxBg3rGJI1VwKBXoGXuOiq6zni5UGjdtoMcdR4JRlbNjBRA/oUXdzbnGs1NJLx4X7mMwJzhzmT+Q1hYnom/sCC49V5Wu4RqV87G6Egn80E9XgOc179jzqEfzr2LT+4dPz/T0Ad4QGJwDjsMyoAPCBLp160RmDsI1AB4NhP8WgOcBy+mEczsrVXoxYBAYBe9SdQQusAYmOGYuvYFEEhhfdVASKbSNaIwuZVUsLi5/Lyago/aHfMNXe9a9TCUezP5qPP7yrYFA6ZoQCg0mpVcO3cFVPMNKW1W1OuEzevWV0s2fxmdeq8+mdCTRTau3bHkCrUkj+YusYUVaYmatpwTz08P7IMIFlar4eEzkSjlLbK5gQWarqnTyW1z1U1ZPHSDwBPYq26FGYRKIhqSMfi1X0yLq0ZKDUEBVKvimYNAA6AfarSAvwzxZ8CU0kJZeopFYLz7dDeuTPWMWQKLOuyYT1rjcM0hDHNtUkZaenKTGlmyqyHspYKG+8Zq7+nCsieFFsP1kp1HfvdTZnKc5gbrwkA+jRw384wCkPfZg4hvUIMxh8GRgl6XVq31GEEwFG4StArcUT8sppyE3iOTUYYyGcU1pisIbz0x47OndsE7AkAPOrIEAAAoQp0JRBknlRBSwMTi0OuDMzrAeJAr/7TE61Woj2L9TmaH+uVgLmxBcEx/tsEJv2E+bZLAFDvgaQupEJ1jL+zc1dM683KHSRj6VO/0J4R/hkgCup4z/HZIMpDxBvPixWTob1xKrRRA3C+HVq794WJuXYIe6ZjTUKJrz5X8fwAGJS/oQxc1TUOwdrBZ/Y9pccotGXfKgAc5klRj1lMBMZhn+HH8IQP/f7IpAD/P894t0xJTQFezMqs59QIHPgIVAB44OfgkOzBOHwxH5ITVwc9MAKbT/hTrbPmYB3O8oX68W9ujLAxxv+g2vIpvkxZJeximmQOAPMNLwFgux2u2f7PA/s7CgcIAARgAxTwhgLqQtlRQCfqPiryaJjijQ58jLnxpwJGgYUV9Vf4J6BDUiCjSihRyxD+UVnIYJVUYwMC2QOzMthim3UFoAbZvFpOHXBxrDcEgRusOffqurG6ZDQN0I27AUBAPp86THjqagQCEIlaSNVAnW3bo9pLgFE0+ABElX/7edg3E2GqpN5CcTgblV8eAGbpvN6cYqg16WsQutTHnjRIjFFSkrU+mgCIqNZMAKAENVP++Xke1KlBqr3C+UWTErfG8v55UDQIBiZwsaBUpIGIXE6Br9XhQ2yQrkvQq27YXg2YuDAjdHSiVnAqcHjtVFwvWAfqfN7ZviOqbQEHsba8wQWgl6r+BHwrrErqAubALnPo7akRaOnRqgLMnaCbUnSZnov44J7i88PXVfRzmoPIAoQsurfjOnj+u9qlrKsoANCec/EHoUTNyHqxpe+EbL3J2tF73GoEsgbjeqg/W6Gzfo3V5ps9YkrA38rbdkYlH2v9YX5kbhT27dgVoR/uM6wTQD8eL/eUGofgGJqd1Pp/g54m9fNliMA47DMqAFyGhVCbqBGoEeiJQAWAdVEckAiMwxfzAQlcvehIR8BcfwWiOADITSNTsfAZU3sxIkkJbYsZCOunyUB9XSitq9YTAK8QYf0uPejaXbFQ86i+aJICOCTAiCmrGBMVj3CkROqpM3eQ8WSqGF8AH/+2tDiCVIV7BgBVAefTD5lax9hLeqOHf/1qxTHITuVnzq9q2iBT6hVweEPVfd3TozGCpCUrnMA58h4hgdZno2Ot1G7LX7rWRE1G1Q3GA9BKNRzAD1P9AJ9xTedEzZp+ovARV1KYNyDNWsEf3ofyCy+mA6IdHKfXtVqMVJJRkUkFIM7NagA2qv56xpg61NrH3iAH86zjJcDiHDTVDyypOxOA2wQKs/4NgnTJesjHVgKU8QRTRTbWh9T1Voojz4F5iNVyVMAnXdD1SPWfQHl1Gmaqdo+pSd53GtHMzkalH+tCYs4B3NUxt3XYxq7LLJ5dWFu4tQGZZKwKj3JTEF//NK+/12AgIinNBTUdx5wMgSrY3HzI/4igsTIDFg8Ah4V/GCKe/YgvnjNaz0+AKaYCP3z4VGOnGPT3ae/Nr98dLu3ZpwknABDPjk2Hhc7qFaGzakWYX7sytPbOh4l2O7T2zMSafow3IB76ifVPh2fW9qQJjKYld2uoau1OnOPveZ3bWgOwOHv1zWWIwDjsM/wYHn/V80ZGAfjZs/5FZqgqAJdhodYmagQOQAQqADwAQa+XDGEcvpjrPNYI+AgIzOJGyVQi6tSb1B+L75nDLJRQSHMFfNkLh1Q9R+sxCaABIMGm2W1gDQZpJ3pqXPn0tU4nXLv7PcmEbT7mRTEVrDURttz29kVP5unrn5ucOyx0lOsj5QwbRk1zFbUYUs0QEzMDaKXqMoV7EsNM8WcbW1U0Scx8wX6q4ZBmB7WRKp1k450X/s8iEs0QJrouuvy8lNYrDWY1Aek2mwNAtCsAIPbVoAz+EAOTWKfO0iLj4ukqFcV5cy5x8DUlIw4lAKSS0AEYcUQ+bENsC4YDUGNp6rClHkOtBUgwNRWgAJT5UkWUvE9VD96bm4vQAtdVmJMvrJ4UYAKfPI7e3KK0OjlfGp8eGOYUf2JOgXsIKlvn+iv/9oowD3gVtHmVJJ134/QqnBryzukHA4upwHldw351/wqO0blCj+P2a51wzupHsv6oT/PGvenuJ6nZ1+50DUMwzw6YyT3J9ehj4+Ol5iFyXShIvWJMawqaO3FB4Wf3Ku5h1rFDmzDOUMAtl/bnspxCPuel+ctrAGbH8P7i88U+9jDSnzPIEVhjk6T2+nMcOEtMT0prMKtj6Ne3lUSQlHt9pgD+Au7jewbGHKrw60CduUIVsYCzkxOhNT3bfS7zhxH+GOG/4wzya9ovYuHVf7IIo5oRry3fv2TIu6geViMwfATGYZ9RAeDw812PrBGoERg+AiMJAL/+9a+Ha665Jlx33XXh29/+dti6dWtYuXJluNe97hUe+chHhuc///nhMY95TN9Rvvvd7w7Pe97zhorEv/zLv4Tf//3f73vsnj17wuWXXx6uuuqqcPPNN4eZmZlw3HHHhSc/+cnhj//4j8Pxxx8/1LVuueWW8Na3vjVcffXVAf9evXp1uO997xue+cxnhhe/+MVhLUDAEK//+I//CG9729skRrfeems4/PDDwymnnCLjOPvss4doIR5y5ZVXBoz/hhtuCHfddVe45z3vKbF9yUteEh7+8IcP3c5CDxyHL+aFjrkeP54RkJRfvLhhc6mQHtjJMarmELde2QO1IqABoMBngDAELKrgIqgyIKYbLQ+/bEPq1Ft6AVd/sBOunX5vOOPwF0RlIaGbQsstt18xcIJOX3duCp4azhgGAgIAytgBAVm/DyDA1xbLVH68XM/Y8YGojqJyRkItECMqkAAYxaBAN9KycQe4AHgjMMicQpNrEbi5enMxvg7yZcCv5BTLNnucWqkCZPok+skNs14zAXkZ3GUNPZnTuLBiOrOPpRo30LFVXHqxyad6ECmfqPGFuWB9OLQlcdL6Xrq2O1D9qLmDANssfbhkiGEgAmCNgADturTmOHFIj4/gwUM2H08CKKb2FuGag3kwJ6EKTVJbFfr1pMnifpyLSix7ecdbrBdAWafOzPs56CZqVO2VAHQ/cxO90CCzkcQN2QEjzoHUgsRa8/cagI8aOAjkVXAu942ayIgSkesNfVGnZTpNS81A/ywjZNdzpGYgFdH8cQP3gapQLWU1r7fnVWS+TdwnoiKEIZD+iJJPhj+XyrpcuecNM3h+pjIkhCM4lXH6ay5AAWhdZN/yfvF+9o7JTaDR3fdxvbu6sXzWAvTNzga4csszAs8FAEDUVsX9qFC/s3Z16KxeGdqrYw3S1sxcmJiejSm+mC8cr/U7LX2ZzyVn4iRzTDdhHYspOysAHPS4qJ8vIQLjsM+oAHAJC6CeWiNQI9AYgZEDgI973OPCF77whYFTds4554R3vetdYZWm9+QnLCcA/OEPfyig7/vf/36xX4cddlh4//vfH570pCf17Teg3+/93u+F7du3F4/7lV/5lfDJT34ynHjiiX3b+au/+qvwute9LrQL9a5w4lOe8pTwwQ9+MKxZs6axnb1794azzjorfOITnyge02q1wmtf+9rwqle9auBcLOaAcfhiXsy46znjE4HNJ/55hBXcOHMDWEr9dZtrAyFM78SGTCGVbcKQRsnUKu/iivARRvlQYiPnTTC8QowqGGyWobZBP9XJsqXKKDTVBAAF+vnXAHVMcqim0Fl6rqjQVBUCxZtT/kkMqCYpLJMetR/UPkybW7O6C5VUpSdpqPqMNNWMxiBxHfUb/tLYcghJ51imgQ6TFqzj6QFjWb0/Kv0MdhECAjoRWtEgoXQrIX56jofCttHHdwIgH8watKD/BFx7CZ+h9oMDKFxcWedLN/viHAyoQGUfoRDG792Rqajzxf4VFPRAQJqQzCmopdvxEAYcSHv2tf2Khh4aI6k3h5qPqFOHdbFLDU0IGqmO5L3izB78nEkq9goAE00nFWXubJKq3fSEazI08Wnecq5LL25MUW5QIJbgYhMA5LViPUcCV62BCdhEB1515JUxaxmCCNnmo5M0z1f3bZsTrTFpilZ/b+GZR9iMNlQ1yPRyecx5h1tc16f9cl5Zi1LNKEyl6+/ZXH2ntf0S5+DkWarKTg/ZcuDGZ4aOSZ4vvkTBYgAg+sAx8t+yHmJ/RB1Yej7SLErjzRqIlnqPNavuzAL3qPTls1NLI5iaF/c9yi4A/q1aEVr7ZkMH41s9GVo790lqsP3YhTnCPKKPTenVhIGYo0INQPnuqQrA8fk/RiM0knHYZ/gx/OZVzwtr7rHhgEd479ad4XM1BfiAz0PtQI3AUiIwcgAQajgAN6j9AKigRoO6bn5+PkD19qY3vSn893//t4z52c9+toC30ssDwGuvvVbaa3ode+yxYdOmTcWPd+3aFR72sIeF//qv/5LP//AP/1AUdlNTU+Gzn/1seOMb3xhwDJR76N+v/dqvFdv51re+JepFKAnXr18fLrzwwvD4xz8+TE9PiwrvH//xH+W8+9///uE///M/5ZjSC9ATfcDrpJNOChdddFF40IMeFH72s5+Ft7zlLdInvAAa//Vf/7VxzPicsUM/Xvayl0mMbrzxxnDxxRfLHOCFfr3gBS9YyhornjsOX8zLHpTa4EEVAav3h17TeMPDP7zvnC1lcFC4+PpkWgdQlGpQ/4raBQqsWBSe6qqYeqqujd6d1hd/F+VIN+U4AY10rnUbzIl1cGuNdQqh1imlAZ8+dU7RUTMxylDVSQ7omiazx2hDD+x3PlN7SxDQVH9ULTXUBuxJm807SOWNqtIaF2MOBhoAoDe8EPWeQgEDPh46EXgg1XfFyi4IYF/UJTdXzkkfffwBCBS82bGsgQhzFQAANVKBq6f0C1CQ646qQaw3XBspgc6ltbVurZg6yHkK1SK8mY/rWtOLzSQEbTBeXjnnjCJMAYixQw3q0p7j+DJjDp0YgiuBLwBS3tgjmxNJdUV/0T6UadN7xZWYr1gj0V3HAZy8FmNSl1HPQzzSVMuFpQf3rDUHlxuhXlZrskkJOBAA5inpDmqhX5xrQkJJpQY8Eli8OipvVdUHVZnVrNO6lWLaQ5UvTXawTrEu8beD3PIDCOoXUgktHVC3Xl3r/m8BkPqctWcDj3c/fNga5LwylX+x3zg5jLQfaRqchfPrDJkSLEMmSKfKNh+fg5FWAgEnsr6nd+ylQzPaUoWnXANKYLTLGqyYkzWrJO13Yt+c1AdswyAEx87Ox9Hge2PvXJjAvb96RZjY68w/+F3l0nxFBejr3goY1BTg771xsTNRz6sRaIzAOOwzKgCsC7xGoEZgf0Rg5ADgmWeeGc4999zw9Kc/PUwWUmLuuOOO8KhHPSrcdNNNEg+oBUvpwB4A/vjHPw4nnHDCouIHFRzUdnhdeuml4eUvf3nSDqDfYx/72DA3NydA7zOf+UzxOvjsc5/7XFixYoX0+RGPeERy3GWXXRZe8YpXyHu43qtf/eqedrZt2xZ++Zd/OeC/gKJf+9rXwlFHHWXHAZI+7WlPCx//+Mflvc9//vPSt/yF93/zN39T3oZa8KMf/WgSa8T4IQ95iKQoI7X4Rz/6USMgXVRQQ60BuNi41fNGJwIGAEupv+gmFRGZGkVACdxQXUoXHVOxKZMNH0ANNmmsCVhSqXmVCQEkr4v/+lRhv2nUEIqiByAHmzJCFLRDd1aAItamEofPmbjpE7OOFbJJL27O+ygE80L0SSqvrxuldfFiaqumS/uC/LwGDQokBS9CKasJpjUCEzMQjL2Q6tsDD5qWGa/r41kAgD2GEc5NNkk/xZh1/cR0SQWAuD7nQcGkzJWYxSAmETT4lF95gy7JVEap+seuiTRNSfeL9QYFFgKiKNARIMM1pKpS1gXEdWHaILBr93RobdoYAY7GVP4rkE/NDKhs1bXY3r6ja/bhAaCeJyml6J9dV9Phpf1eCJikUWd1FG36Eti+UtpnSivgOkxBCGd7ICAaIbRVdReOhXkG04Q95I0pq+0YnwzwNNULbDIWMWhXaCuGQwFjpkIdWGewsK4NFDtXZd7jVHZKrUim9BIAzrdl/QncA9xRCCxgieOnslCNQGRu8ayBupBrlQAa8E9f7enpOE9Um9IdmK61VJSijh36hs+ZnuyUaPaMzRR88r5X7PlnHoBlrujL45Yr/Ajhc4fhpueIDdTBTbfe+DHnJnk+lRSNavZhaf/oD925qbzDs2Pn7nivYw7Vdd1+pEJdVNx/Mp8wJmnF54RCwc6alWF+3WozBxEwOLUqTGzfFb8HoASk8lznWX4oQjteDZykCXMdT4Qt3714ULTq5zUCC4pABYALCtfQB1cF4NChqgfWCIxsBEYOAA4TKaStAlzhhfp7UL7lr+UAgLOzs+Ee97iHALeTTz5Z6hEiNTZ/nX/++eEd73iHvP3Vr35V4Jl/QdH3G7/xG/LWC1/4wnDFFb21tpDO+8AHPjB873vfE+h22223Sd1D//KQ8AMf+ECx1h++8AA7AQMBUwkDfTtIZ0aqMQDrT37ykwAFZP6CKhEKS7z+9m//NvzZn/3ZMFMz9DHj8MU89GDrgWMZgWLtPwNDzsgDoyfkIZDIU8oI8FQVIaos/JtKGBawJ6CjWs2UY24j6VWAvh6h60ficorNudYAk02xpvzJpBVUhS2kjKopiSiBcoWOAAp1Z6Vhh3e5pArIrwqqWworJVG1uNpSVP4xlVWAK9vWfke4U3CKbaj3J0POY9aUIqwQQrpccoVtUK71AECdFwOABKFM2zPY4aBfZhDgQQddRQWgCJRyhiEYG97HdwvmjhAE5h8KUAQcyMYdqjiosfZG2Jsp80zll6mfbF5Y/40Qq6DKo/pLgFDBNMXiypRgB1LN5AIQyhmR0Om35OTL9F1JBWb/2u3Qhss03XUdCOtZjlqrMalN6KGPnusVn3FNpaCnCASduy+vm6Q18023rthOe3ZOoGC/FGAbSyl13ddc5LrjfQwlGeCRzjOeEd54o4VafuIAC6iEmnP6X72gQEKsKT6rNI14AopUvI+1hfWoKtRoAjQZ3anRlqvZaPCe65NzyBqGWtogmbeCYs7SaakS5H+pDJRUb4WK+TFs3D+LfSqwdyC3icxA35DfiCVTEKvt574D+Mw2mAtACbCPuPLekXqA7nsJ52OMqAUIuOtc5uUehkPziskwv35N6Kxohcnt02Hizm0hQC2IOdNSAvb8p9rPl3lg3VV5RnZNP+TfXo2JNOAKAIdcFfWwYSMwDvsMP4bHfvAPRiYF+AvP/GeZhuoCPOxqrMfVCIxWBA5KAIiU2w0bYh0EwKxSHbvlAICf/vSnw2mnnSbXueSSS8IFF1xQnL3rr7/eFH1IyX3DG96QHPfKV75S0mrxwrGnnnpqsR1cA6nBeH3qU58KT3ziE5PjoHz80pe+FDZu3Bhuv/32xvqHZ5xxRkDaMwxGoObz6cSIHVSD+/btCzhuy5Ytxb7A5OToo48OO3bskNTlL37xi8u6csfhi3lZA1IbO+gikABApv56AMj3MlgjA+XmkfCEajtubEUZpvUF81qfrgaTqAm1pl8SQK/+wwe5AtCDFEkLnZdNvRTmBwBELbZc2Qbot3dfVP1g495qhfbOXd3LMtVU1UJyWWwqXT21xU6yqYEUAEbVIupOxY014ZVsLGlMAFCRK3I8DMuUij1pxlA7KowTKMgYeuDla9VxQ8trepDkVX4aBIE3qgAkMJL/+nRUp0CzzT3OdzXbkrRorQEo6a6ArqIo7BqDCHADeEEfdRPPGIlyS0Ez5teDHl9rr2cOPVBSiFWsXcfPBHar0tGrHLlOeL+UUqsL8EtSHZ0SkbXdkj44R2A5nqoxKPb27gttTYdsmYmKGsZwsF75mSuw1KijNObcxMSayxV8fk0UbhI6QdtHDSYpg/qQNJ3NW9I3BTeyjgCDFIxZXU13LzANVyAS1p8AwtlyPTtcZGIiABrKWke9SZQ/wHOHtSaRWoxrAk4hTd39yGDKRKaxq/GH/6HC7iH/DPTPVwWbEisP9wel5TY9vPK6fXlJBA/qfBt8dhTUhD3Pcg8h/YdqHEIYL3HjD8cYG55bWutTnpf4DGAQbtjoF+po7todpA4oFJjy3RJT+sUVGM8K/AiwJpakCP+9NcJgUUjOJsZK8ixjfVeBffpjuQd9HgI6Q5YO769WCNfcmP7/58V+Z9TzagTGYZ9RAWBdxzUCNQL7IwIHJQC88847w5FHHinxgBLwYx/7WE9slgMAIg339a9/vbSNVN8mV1yk/6KG4O7duyXlFim2/oX34Na7bt06URMiDbj0wjUA2/DCtZl6jL8B5HA+rnX66aeLS3LTC3UJASLxQkoy0o/5wt9PeMIT5E8c9xd/8ReN7eA6AJHoL2oX5orEpSzIcfhiXsr467kHfwQEABqsiLX0uoYg3TpJcox3eKRhB+tfYWNFZZtBJAVOVMXQCdNDKB6L9r3bplPk9aSOOfBH2CMbPCiwsDFG+hcAn6s7JdBIARiBHw0VTGEGV8mduwQ2TRx+WNxAAipquhlNR5pm3RRsfZaFgAZf446mBD5miIO556Z12RKAh+tonFKwpkomDw69wtH3T0FWz0a3pO6U67VFoeWVWpY2mr0vc+FKYJiiDO9puqsp8AycKQwmFMBmXw0PJK0P40DaH9adglDMj4A/bcOUcXQe7gfjfCxyVVkBCspa4StPpRYYEx2Vi6o3CUiqvvcpwMkcUmlGZ2WNvV2a9QABsdudgHRTriumhUp7Hsx4WOyBjgfA7Hvm3LsQZV5TqjD73mQkYp87iDqorXjDq4t1DlYJGAF7cE+rWzZNKJK1Z/BGDUT4LOIPACwjgJhqKq8HeaL0UzWaASg8k+jUDbCIHx4AnQjItU/JHOlalfRhpzIW0OcAoD1rSq69JQjoAV/T88k/i/PSDN3J665h/xxuAoEyP9HNu5gC7O9zHAdYRwAH5TgAv7vfZM4A+nAe7nnvAo/nNc7HC59hTkVVqfVoocrE83b7zm5ZCCpF7btLzZ36wT8dk1xH++/hX1yTE+GaG/66zzdB/ahGYLgIjMM+owLA4ea6HlUjUCOwsAgclAAQNet+93d/V0aKmnyozZe/PACEszBSa++66y5Rz8Fo5Ld/+7fDi170onDve9+7MWIwIfnQhz4kn+PcJqMQfH7KKaeEG264QVRzW7duTdrEe1Di4ZhvfvObjdfDNY444gj5HNeGky9f3/nOdyRFGC8Ydrz5zW9ubMfH5/LLLw8vfvGL7Vj8/dKXvlT+xnG/8zu/09gOrvPWt75VPsf1f/VXf3Vhq6vP0ePwxbxswagNHZQRKAJAjIRpszk4ylNJuelF+lyuMMJnrNUkBdVhAqLpW5lyravucyq1UiorgZWmJAogoHoKG3xsnAkAAY98qi76gw3kzEwERr4UgqvTh+FDXSUvVS76NFw/0Xltvx6DD7/x1RMFAkpfokoxhtu5UjoX3Jiy2jVFkYP9HPBvpjpSPQhwpPUOc7OTJN2Z8cxr1XoAmMVcLslacQ429BiEyOZYgRfBodT1c26t7m8zZmCNRs4XwABS9vACFMC48GLtNswdUiwRK0kB5BpTMCQdduCtAC5y+JbczLm6Kb/TGwBjIwQsPClM/YQ17NWyiAHNUzQ9lgAJKqYWTHfoQqxOxvNIh2S6fZ6+yGt7J1YPymXNR3XjMCm5PTCvoOpb6IOxRyk4bAMluArFpgOAAkqxvvCM0PqTApkIkry6VtV1VALKHKH+IubIGXwIqGP6LuvWidpw3lyqBc4qZBKVMtuiUZL/cQTH6X2fqEKpSGTqPwAj6wtiMIR8uZoPYB6qOgJz9KVJjVeKdaldeWjhRx8FZrlCMAeOOYjmjyD6/KIZj7k227pvd0Eo7nfEC7EG+MYxmDcaeNy5Q2o30XlYAAAgAElEQVT/ddavEZMPpPzCBbi1ZyaE7Tv1md81tpFnL/pFgxGp+edTfBvUf3zmOlWgAEA+YlQheM234g/v9VUjsJQIjMM+w4/h0R98flhz9Ai4AN++M/y/z/wnmZqaAryUFVrPrRE4cBE46AAgauXBQOMrX/mKRA319R760If2RNADwKbwrlmzRkAa6vKVXlD8ffnLXxblHVJn+71Qb+/qq6+WQ/bu3Svpt/w3HIPxakpX9u0iXRdKQlwbikC+oPjbvHmz/IlagH/+53/e2B3UIYRzMV5Q+EHpxxf+/pu/+Zu+seOxqP1H0xNcH4rAYV/40ur3+vnPf251EesXyLBRrccdyAhsvt8FmiIVN/kR9DnVnwd+hIDsMDfH+Jvgj2o1AEC+j/YAaTT9DW9b/S2k4HrYZecotNG/LV2VG1W87xRtAh6wGVeFGOu7AfC11q/rKsTYd6fw4SaTIKmnPp+eY/XVZADOEdXHYcBkNjn/SvqgQQFNA2bsAYAI5NxGOAF3/ro5TC31yasu/RznSj+eWwCA3izC16bLIZD8TfUZYaVzABYYoSpAgaH4G3XPAFUAjMEyND6WuqnARFIzoeQx99aWxJG1zgQEegio44l1yHTN25qAUYKDlE1z6QGIPyYHf5n6ryd1tpQOrDDVaioydVoBnrzvFV1q0MFaf3DdthjhtkQqsPuet1Rsn8Lo71OmL/txZdCf8fTOwQSqSS3IUvwKNQGHef4NBQF9vcUM/tkU6zqkGthAPkEe4juD9N01lmqPZ4o8T1iLj0YfVKMCQPE55hV4ztlcFIGykFsRTgP6rVkt9wVchvFcoPGI1P/0oJ/zk681B9FsPB7mZc86Dw+lST5vfFmAfH3JgQr2PChn2/6zPP4D0t0TYKjqXAOITGnOS0XojzFmrIN+aAmA9vrVAvrg3NsBHNyxK3Q2rRfo116Feo8hrLhtu6gBzbBFQN1E/OEFax9/M+03v0d8+i+fsXn6r343GAB0x1UAOMydXo8ZFIEKAAdFaHGf760AcHGBq2fVCIxQBA46APimN73J4Bccbz/ykY8UwwkAiPRdKAUBDI877jg5Do62H/7wh0XZ19H/sw4Dj/POO6+nnQc84AHhu9/9bjjmmGPCrbfe2nfanvWsZ5liD2o/piijVh+MRPDCMTDX6PfCtaAghNrvxhtvtEOvuuqq8MxnPlP+fvvb3x5gPNL0gtqRaj2o/f7+7//eDn3JS14S3va2t8nfOO7+979/Yzu4DtWDiBecmYd9TQyzsdbGKgAcNqr1uAMZgc3/4xVd6IeOeAiIv7kB49pnai8+I4Bj+i/eoyKjrSlqVBbxPKhUFOr0pMgSPPradEx9zGqp5QX8cWlRQB15RFTa7NqdqmFwgEtZlg0z0wBFKeaMP1yKWuK26xSNESCpGiVXJmbPCdvc64aSKh2pN4W6bagZBsMK/M3NJ0EZTUC4SJwCsQgA8zRUnocxOYfmZM15BaEHrP4gPyaXSmtgrwS/dD0lcFbblHirAUcL9RppyoC1tHFDVGVug8NuTH+mQkpO15pelgaJjTtAIFK+kQoLeEM355JZRyG1twf8NcC5Ye7VHIzRCCWNeVcJaUYdCkFjHTenVsTaXuFSn2EuIymgLsVY/41YCkhijbt9M5IOjDXHlOsEAi7gO61n7AqjoQzs96L6EHFJjEQWAQP7qigboF+yjAl4c3jmUoJlDflUUvxwodCOP5AIvBNQrXOhBhvmUg4DE6jSEHdRt0F5CKfqWJdUnleoVcd1StMiqDrxHoE/1q+mCHcNXtR8gyBaHX79jxKmBPTKu8yBWzrhFG5RxduJwLyUIpwDQIV/4rxOyJ6tW1nb/JzfL1Ta5XVF+bkEp9eYTmKIZwUVjOrcLsfS8Rvn4nm6cV0I8x1x9+2snJT/tXZMh85d21LVOZWx3uGXUG+Q+k/6qQrBAeo/HFoB4DBPz3rMoAhUADgoQov7vALAxcWtnlUjMEoROKgAIGrrIXUXdfAA1ZByC2BWem3fvl3SfZtAFIxDAAfh9Lt27drwwx/+MNzznvdMmjrppJMEGAIe3nLLLX3n7dxzzw3vfe975RgPtPDv448/Xt4/55xzwnve856+7eBYnINr33zzzXYs2sY18Pqnf/qn8Ad/8AeN7aDPOB+v5z//+eFd73qXHYu///mfo3sTxnziiSc2toPjcDxeuP5znvOcodduBYBDh6oeeBBEYPOv/IUz5fCOu05lhE1+SS0mDpnRcVFeusmVY1mgHe/zXE0rhPuqbODUzCFVM2kfvNKGAFD2hGVHUIZaAODRR8YaaHfe1TW70PpdUqOLSjPWhpK+u7p6VN7kqc5uPpmeSZBpjrR+vN6Rl+Ye+BwpeqIYmo/paoBpLt3Y6nx5qIrzmJ6cpSYX5yZbez2g1X+epw97dVmepsfzFPzIn1TO4N9UP+X1wgAKADgINfSaourUOmasnxYVnFE9Kso+wA+oApnipzXAoimGqkQ1VgI9FEqYcYSrUShtal3CJARU2fk3FwEA81qIMTy6Zn17DenHXUAbFVc811J8NT3aQA1Tn3VcOI4AUBRnWGdQUe6DknIudOZm4/gxF36OOC+FOo9Wn87Bc0shz2Gzh/SuZqCYkFAlp0CLsTH4uYjn5SA34aYmE9hLAOR+DDBYhwYccBcwp2ucP0BIfDRtF/eorGOsVZQU4H9XxBRhMRTxqb0Acog5FKuA3nhucl6w5pnezvXt6hAmY9N54LqI69zVztR5FRCXK/wILnES5gn3EH6kYY1Bu+dVBZjfI3r/yw8lWI9ZnUym90vcGgCiNFmCk74WpR5jP6bgb3wHcY3TZAVxxKPoyPUhoMtORd36xY5Y748vllzAtZn2XgB69pzrUQSqClxVhPG4iVBS/+GjCgAXcZPXU3oiMG4A8JH/6wUjkwL8pWfFfWUVcNQbr0bg4IzAQQMAUYPuMY95jNTiQ3otXG5R228pL7j1/uVf/qU08dd//dcBbr3+VRWAi1cA1hTgpazMeu6oRcAAYF44nsoMvK8qF9m8oag6N/0e/DEFVlQYWtuPqVRU8xH6MEWNwZBagNgIZym/qiryKYW24VewwiYIXuC6ObFpo7zduXOb1tXrGmC0UDcO6ihxhISTbzvCkVLaGxtvgGBWt08Veky7ZJF/UWFpLTbpD66TpbNR7WcgUa/pi/3bmmGMdEM7sA7gQhdbbhSQb3Yt2EwR1/lSsGfAgWokPZ4qSYEDrjYjDVgY++j0mRlJ0RVV1FJrIjQlrAWopZIK5SjU8Xlgqmgf1Vmi3LP+d8F4k/vtUKEuAMAiHPSNZe7DpgLUOpYGPBUA0oVYHK2x/qCWwmfbd5hikHX8vMJQ2u3eTPEcGrhQZcg6j14V5fua1crjPOC/AiUJddXFOkkVXoQSMLm0V58uRAXowTQBIJ2VsabwPBMzoajYo6mQXRuQXxW8opxTaCYQUACs/kgCGAi1H+qRon9Y66zrCYXgvn1d1SYaZ+1K/Jup34CBqqbuAfquBqApEKFOZsybavy5VHZJmWf/6XyM6+fPhQKUk2vmar7MmMlixvWEa3ulq6856o2IGiCgGIlA6QtgCQiLtQ5ounYqtDdOhfbqFWFyF4AtfsxSEAgVpweAjK/70aGk6JO+l2pn5um/+t2YAEB9r8K/oZ6S9aAhIlAB4BBBWsQhUABWALiIwNVTagRGKAIHBQD88Y9/HB796EeHn/3sZ2FycjIgHRbpv0t9IdUWqj+kAj/xiU8Ux1v/qjUAF18DcNDcjMMX86Ax1s/HJwKW/sshldJHsYHKFUKyMYwwhmogr+wT8IVzNFXTNlWAN6w75VLb4u66Yym1hEmWsohC7pJKF+vBAVhMrFN3x9m50J7eG1pQ2+CzwzbKprmD+k+os4UNOjbk2IwTolFhyM2tV/2VHDMZH4ViAv9k86oF46kAUfWMfM4aW0xPdfUKLdxM980NR1TtZ4YiPI79ZgNNdfyWukR9GnCTQjAHWg4YUiEpkINqJFHorIoOoKtWxbqPokpTAwI6++IEHb/MGzb2qvaTNEMqyABv52Zjaqxzqk2GXkpH9EDXHezhss3PAMXpgsKcKwqdws/aKRyjARQgJ0o6r6R06fEGPtEu6tmtWiWp5ZIOCcMDwFKkq+IecnGxdlmvkCnTbnBUzMl/Pajx6cN5PVBtR1SJ6AugF5VshO6uRmKPKrEwd01xapq7uPacslkbyNWPrJ9nY3PpvALFFFrK80Vde2Udu3R9SfeVHxbmZW0nSkAaCCFeSFOn6Q9h/q7dsWdU+ep9nqiBTV2ZmiLFh1501fWmS/7HBgOGdA0uwX5v3uNAvIF9v9gzRW9X1eh+xInBMoBpzwHfh9IzxMO/eFJvOrBXC+Iyq1fHlG2F3qj/BwOOiX1zsfYszZ/4w8+e6ZiyTKjN7wbOAZ/nVr/PmX/4Nd8EACedMhDuv9X8Y0GPynpw/wiMwz7Dj6EqAOuKrxGoEViuCIw8AAT0g/IPaa1IK0VtP6bCLkcQkEqMOn2omQeVoX894xnPkHqBeB1oF+Bvf/vb4UEPepD0ZSkuwP/wD/8Q/uiP/kjaqS7Ay7GCahvjHAEBf6UXDUC8+ovqDm7cJJWrEzebWsvP6kbR3IP1lOhIqUoT2SjS7dHXtmK6mm74ktQ+BQGWPgpTD6T5IoV374z0oX37HREuATKgDxs3RjUZlDfqBmuusaIIacfNNjfrEy2pk0ajCdYD9Kol1soSsKLXEQWhq3Fo/6aRg3frdRtH26w71VSuDvTT44/vOa5PqnJxjvOab03nEwISAOZwOE8V9inPVHtmykqr28jU5wxoGlCRSdTi/KwpqanoosICDCaUcRChRyE60eoaOWjttwT+aIAsXbjgGlsCSAt5NvRV+eUQsAkSKkwjADTgw/6rytYUkQDkTgUI5ZlALAfR460W4Zi0y1hlfcjrGfZAwDwYfn3Nt0MbEF6AWuyTrF/eM6VrUg2YK/lKIEj72jRHTSUDetaApn8mQI/psoiZxtdUcnrPCLRkKQHAaoyL6cBUgyGNXSCVmoDgvy38ODIfwm7UZpwxF2KD4vyxwKsq+yy6ntT6/McGwkr+KNHvRw5cp5SO66+vKlAoqqU2oqU1F9y2pT11hOe8azq4NOnXG52TCQFVMWz3Z6nfWFsAgACwgLOb1oeJ7bujAhOxxzysnQqd1SsiELxru/0IZfVL+X1FuD2s+Yd7TsVJdum/SPm98Q0LeVTUY2sEhorAuAHAh1/5hyOTAnz92f8oc1BTgIdaivWgGoGRi8BIA0CYaSDNF0YceAFewcRiOV9HH310wHVKAPDVr361GIngBUdeKAJLL9Qk3LRpk7j3Pvaxjw2oVehfeO+6664TN+Ft27aFFUwJzBrDNR75yEfKu7j26173OjtiZmZGahXOz8+LGy9ceZtecP296KKL5OPPfOYz4fGPf7wdir+f8IQnyN84Dq7ATS9cB6pI9BdjW6VqneWI/zh8MS9HHGoboxuBnrp/3IAR/uG/rE1l9fta3fpugH6aMmxuq7rhFKUJa7Opoi8xqvBqMvxb1IAO0mBDjVQ5GEA451a024Kyb9NhIUAtA8We1t5qo6j7ihWhhc+wkQMg8ooPqjQwFk3pi/BvzlyJTWmGTaMqfnCsQCa0h40nFGoK/2zTi2n2Krymvz08y0EgzmHNrdKyUQhQrOM3DPxTxV00L2gLGJXxaruos9cFYKpcce3asUgL1Pp70k1f78/DP3xmilEFpNm8S800mpJg/XFjT7WpAmNzBwYohEkKlGNYG6xp1qDQKxp6ZGmmkgqrpigJEOoHAfMaZjLfDnpw/vq95+e4KV01V0a59ggtEuiDNgE/4PhL4Ia1ivsJ6llJ7YzqW4LTHIIZ7PbuzEwhldpz7W79QHXS7fuUIwTOHJij2i4qw0yxBpCu15A2myBg0wUbIHDp8BIAluMIqXi/OaVf7FKrW7uT6b6iRobaLKrvBPLhM/zwwGcBIJZAv1ZUqGHcu/eEgHIESOtFTVT9ocRMhRi7zAwpGQ8BPZ9NVA9iSXoTD3cvmYmIPnPsHmbDeO6rI3BPWQRCQVcDMTmGgJbwjBBPlODqtt0E/ngf6PXj80XNf6iW1Fjb94uriyilHfDCcwXxxzObZQOgINYfe/DdIHPjnqnyXYd+Naj5rKZhqf6fe5Zv+f4lfW+H+mGNwHJFYBz2GX4MFQAu18qo7dQI1AiMLACEicdv/dZvha9//esyS5dcckm44IILlnXGfAowzEU+/elPJ+0DfgGCDbr+9ddfL07DeF144YXh4osvTtoBjANswwvHnnrqqcVxYIw4Hy/UODzttNOS4wAHAQlhbgLVYhOQO+OMM+R81ErEcRs2xGLPeO3cuTMcddRRAUARx23ZsqXYF3wOOLpjxw4Z25e+9KVljf04fDEva0BqYyMVAYF/eHFjyY0Z3svTSZHe6+vz4RxslNRNVNpxBdblb2y0mBoLuILaVuqWK5+zEHyW+ie1y1C/D5s1HL97T2jv2hWVHYAYCumh0pP00T174uUVPLbWru06ajJ9FsoaBUpMSZWNuINTScod6nypOjEBXW4GqfzrUfp5xU2WMmvphdpfg6TOaXiYRWJuxP7gJgCY90Hre1m9MpoTINZwSwZMZdrtxg2hvW17BAGASBvWxzQ6gFmkktIt2SkE5VymfPtURE2tZt/NpICKK001NMMBKjM1bdpShZG6ik29M5AYpMyL14pwztJcNXa4Xm7Y0QOGSgq0fKIKbsKJoqlk9uHbKABAUa011VNjyiKNF5hayjbn50XJKi91XxVAxXtFwTkPTxSTvC+caQrvPYmXgjyJJX80a0injtdXmKxOz4yLzAtrQepxpgx297R85GsT5sYypZumDwhsBH9sh3ORjcnuX9xrVP6a+lTTi7UWIJXFdPOW59ZkS6CTKAU3bQydVSvCxJ074lWx3sUUaFIMb2zeS/d1noqPv6nKztS3Uhcvc/E19SXTmL3qWp7dCmTn29GsRKEkHXz9e9J3Tdk3t2HGnjVBM/Br0NfX/fNzmBkE8dntDWfkeYQ4Mj5SBzTWAOwBuB5Su5IGcjzVxUzh9gYgC1X/hRAq/BvmG6wes1wRGId9RgWAy7Uaajs1AjUCyf+t7qAA3oi99uzZI/Dri1/8ovQM5hww6VjuF9p81ateJc1C6UdDEF4HEAwpwoCRJ598sqQIl9xtzz///PCOd7xDTvvKV74SHvawhyVdxXuEfi984QvDFVdc0TOUdrsdHvjAB4bvfe97oiYEnFyZbVouvfRSg6Af+MAHwtlnn93TDr4sTjjhBFEKPulJTwpXX311zzF4H+APyj7UVzz22GN7jrnyyivDs5/9bHkf1335y1++rOEfhy/mZQ1IbWxkIrD5Vy/qqrY0nVI6ZxBPH5mAYFSLMYVVavnFz62+lX/EQsEGZQVdMBViEKTJJpppn+q8yE2/mWUASkFhhuL709OhvWNnLPKOFDPdTAoQgsKJdd/UIRaQA58BfmCDl6f+WQ0z1iFTSGnggYqk3AVVIQbhmGwc6ZTJ2nb5V00G9kypBeUdgBvGk5mB9CySHMa6DT7TEeUcDx6cKonwxVRdlnIZ65YB6gE4TBx1RGivWxNaSKXG2Kl2VKWMpE0DAALI7ZsNYc+eLqig8ogbd7S7cb1C3o44oHa23hGHRjCsfZY6doSxUPapQs3ioGMhvJJ1p+njUO5JM4McofXzpH4dmAuUf33O9Z/Z3EkHsvpmw9zZeR272PHethwIJKiS8eaAUc9nGi7BuO8K7jmrlamwzVL0m8bQB1QSnlv9QPbB1wKUOVbgxzlmp6gWdgo/SQfGvWjQsWPq0i4EUyfkPC3TD7YpldU5EHOtDJwuH4NsLAbHoaZkDdN+buG+Jh+fF6jLiNIEqDe3e0/8cQR/t+elXmlUQ0/01kJ16cYWGw7Gga3khwaWXvCDJrDzhiCEin1SguVHGQVs/ocRM+3RdHwDjrjOypXdHwq4jmn64fuUA3BCSKrR3bGS0o5nitYBlbWPZ5M+k+xQgXtas48uv/q9FZWIquZWiC7nqSI5Pqtc/T7er3yfUDv7bwWAA++uesAyRmAc9hkJAPzAeWH10V1BxzKGakFN7bt9Z7j+2e+Uc2oK8IJCVw+uERiZCIycAhDQ7SlPeYoZcgyqd1eK5E9+8hOp2ffrv/7rjYH+xCc+EZ7+9KeLEm7NmjXh5ptvDve+9717jvdpwCUQBkUeUnyRBox05c997nPFazINGNDtC1/4gikGefBll10WXvGKWG/sNa95TXjta1/b086dd94ZTjzxRAGS97nPfcLXvva1cOSRR9pxgH4wR/n4xz8u7+XpvzzQpwE/9alPDR/5yEfEXIUvpEQ/5CEPCbfccovASNRfPPzww5d10Y7DF/OyBqQ2NjIREACYb6xyEIiNY163jvAIG0FsvnAMYB3T2pheuHOXjFUUYzTJwLGEbvgQkBAbYNRmgqoLyj9sxGBUsGNnPJYKDcAaVfoBGJjab83q0AYoZMqZ/nfy8MNijTMAEJeSbKmLCuDQDZ9ebBPkXB4T8MPNnipK0F+p1YXNpKvVlUA9v2l39cNkAwvgRRWdrxWoqXemnGKKm4IBQghfj4zGKUmatbZpqZ9UfdGxFEo+xM+lJctmfmpNmD3+qNBeORlW/2hr6OzcJYBi30lHhVW37QoTO/fIe2aIoA69osrRVFqDADRRgPIQ6Y4EDUzr01iKGof16xTscV5pAEMlm6T+arxLbtC5IpAgzc+lOeBm5hAG3dT51sCbv3sL9eZMVVaCegu580sA0KtzfVsuPdZqKuJzKl+Ruo645mnIGfyLylz3O6m/nxqux/k1IxEFsUmaJOea64up4oByTtnIvpuy1UoQdEErIajVaivFtA8EXMgUxIeXM3uQvyOQY7q6wDAF30wl7Zc+L02oAhr1ReXZhxdS2vFDhThfI7V+bzQUwQ8pWjNQlNDqcm3p8lZv1M2bQjNvAmLGOhlQY8xNtSfrxoHbPJaTrcD02jYgJV8u3dfS6HGv58pDnxbs13NJbelVfPKQVrdx10d7zmhZAxqvSMzyUgw0y8GPF5xH/kii4DSuK5cC7ONhkE/T1bke/H+h/rvpbxa8zOoJNQJLicA47DMqAFzKCqjn1gjUCDRFYOQAIKAcgBReSAF+85vfXFTdcUBIg73f/e6XjA8QDnXvkLoKmPjgBz9YlHwQOwJmfehDH5L/UfzYr7YgUmYf+tCHhptuukmucd5554nybmpqKnz2s5+VdN9du3bJ30iTxbVKr2984xvhUY96VJieng7r16+XGn3oI/6G2u6d74y/pmAsX/3qV5O0Xd8elIZQHOJ10kkniToS5iAwS0Gs0Ce8oN57//vf37jy8Tmuixf68Sd/8ifhXve6V7jxxhvDG97whvDDH/5QPoNaEarF5X6NwxfzcsektjcaEdh88oXdWmtetUYIyNp32Phgo8qanoB2UIJhIwWlmKjE2qFzzJGhMzkRrv1at6YnRioGIwBMgFysj8UQuNQt1uETYAfFWbZB9ConMTFQmE8VIJo0J8eVK0Lr8E2ykcZG1aBPXo8qnwoH/RJjBY5dN//YJAuozIrj2+bfgUDpV6F2lympcECTmy/716dmoIHGfMMrF1ZzFoWJUPABwPUoh/Q6ogZEXTIoAjeuDdP3Xh/W3nxnCNu2x808FDT4XEwiFBQAsu7cZSpGS/9lTT8oNFl3C3HUmpGWNs3jXK1IXwORa4FKPKbyMmU3xrcLQJpSd/P3cQ6h4jDnF+9ahWgGIgbd2sOCwQIAtHEWjEHwmd0fTF9kX7QWIFWAJRVhourztfcaxmPHu5pnrLOW1OvL1VP+vtf4ezCZ1Gr092ocfPeZoOnMxe71M7RYrGqzMA5zE8ePH4DRSNltt+OzhvedQju+5+Eg7hO5l/hs1R8q6NQsz0qk40OZC9MK/FCgANBD7AhFFUzmafh4X1XGcu+yjqE8czrRkVfrf/LZmcTUpQ3TSVqmAj8i4JlOFaHW2COcR99lPVD9nKf/Ika+TAIU21SFo320rfVgk9qQBSWgjEFTq+U+lB+DuqnYMh7+WLNmTYy3xkUMobQ+o0HlfgYgJSAsN198Flb4N+gBWD/fHxEYh31GBYD7Y2XUNmsEagRGDgCWUmz7TROUcFD8+RcB4KDphanG3/3d3wnU6/eCOhBpsz/4wQ+Kh6Em3/ve975w5pln9m0HyrznPOc5Ulev9AL8Q8rufe97377tQCGIlOWm7G30Fe7FUDY2vQAe4XL8yU9+snhIq9WS9OiSEnFQXIf5fBy+mIcZZz3m4IqApf8S9nkAKAo+Vd3wfahSplaHztpVYWLvTJiY74TOiqiOueaG4coWnL7uXNsoyUaNqWdOaSRQByoYACtsjr1DMDbXa+DuOCV16mRzObUmzG+9XfoBRY2kqIpxRzu077jTAI9AD26AqWh09bJwvlfUGeAg6KNrMRSKvj5Unu7r0qdNFajp06ZCxCacQNABlKFWkAN6BuAGnZj3seF4Ue6tWR3mjzsmdFZNhomZ+TB5+7YQdsX0RK9oFPgBqKdOpjIfiKfU0mtLyp8pR2VyNP6Yu8M3hInZeWlX5hf9Y1qoKim5PgR4QAWlCjYP/YqqvGxsBg2zOm4EfiUQWqwNNyB1N1fPJXX7SvEGwNKahAIhkcKONGQPShQ2JKpCtOVBGNumClANFsyV2l27LWYHva6sPTBP5iPWRJRXE3AELAYIlpqcK0MbYNkpDVPArWmWXPtol/U/mc7tjT4IpuT6nbj29PgE1mrNSBumV5bmafwLhX9ZCnCiArY095b8ECA1EcVspRVVy0grp7IW7sF790VI5Z8FWlPT6pJqDAnQBcxt2hjCth2xfRpZIN5QDlPZXFDGyfOMzynEnMpBfODNQjTOiUJQTo71BK1OIL8PoADEPazqWw+pESAAACAASURBVAGKGCtrdxKA6j0vymaem98HfO7LsbHeoK0ZPrO0XqKZAvkfXHwNRJ9izXPlx6YI5uR5hGcVf4BCPCQ1fq4LQqn+IwDks9nD3z4AsMK/QV9E9fP9FYFx2Gf4MfzGB144MinAX3l2LHtVU4D31+qt7dYI7N8IjCUAhGrvYx/7mBhmQE3385//XJx+kaaLVNYHPOAB4oT7ghe8QJSBw7zggnv55ZeHq666StKFkTp83HHHCRhEmjJA5DCvn/70p+Etb3mLgD482KFgBPA766yzwktf+lJx+h3mBbUh+gN34dtuu01SdU855ZTwvOc9z2r3DdMOVILvfve7w7e+9S1xKD7mmGPCYx7zGOkLjU2GaWehx4zDF/NCx1yPH/0IJABQN9m2IbfUOwUAG9bFAXFjNTsXttx82aIGecbhL0idYwHUUMePLpXYC65fFzdq3NzDfISbPWzOZmZCW9OL4fQ7f/svJC1NlDNQ48zNBzgBs/afKQW9MopQQcflN8uyIUd9rlJa2iBg5zbjOQA0VZCL5cDaf6Uo05XTp2bLLtel7g0J/ZKageKSuTqmazOdG1AHyiZs5PVFECJA47ANcZ7uuCtCBn9dzhnr+6FtqHPUMEKgoTue6Y9UBhEeGLxwhh/SFZ0fAWiutEMT9POh9OrSvuq/hlVuILJQk28hakCCQqmBB2CEmpU+LTapPafpqLJ+XPqsTQwUXroGEHOqVpkK7GoB+mF5AGgKMQJAD2n0uqxZGO+ZVphYNxVhPQxHYAozp2vFq/QA9h2s47pPUk/1WqYCdOAlUa45OEnVY1wPbv176OTNL4aFgCUzFhp+YM0aXIsKOnOSRTdoSgE4BiMhvGieJGn3KyLQozOw6ztTUCfkvlppCkCqZbm2pMapph8LjHP1Ars3qgI1rbcp68rXNHU1O2PNzXbXKERj39qw3p61du2pNRGoYRni+dBuW1qwvKnqPxlfrsb064lzoetUflRAjOHujhhD/ahGTFRWWkoxY8bnbV6jUdWEcg8YyFM4i+8TcRFXN3dA0MT0Aym+miaM61QAuKjv+nrS3ReBcdhnVAB4962XeqUagUMpAiMHAA+l4B/KYx2HL+ZDef7Gdezi/qvwJVcubD7hT2XYW37yd8s+/M3H/rHU9pMNHdR8K1bIBrN1xOHiKhvVYPNSE7ANQIQNtcIFmm34en+o82fKI2R6HXm4AMD57TtUTaJpbwrLDHZ4mKSqOp+6mtSuo5KoBP+oyJPdsAJTt+kVCIiNNRV/LvUth39JTb9+kffQjLX2PADxKsH8/axduCWb4QZBwQBDEtYWEwAoqprJCPWQBgzAl59PsxfADyg0ESqkcBPSaB1A6xrXAN7QFErvOCtDUuDXVVVCQdQFZP0cXnP1X2Ly0eBiK8APUI1mNoXagAYiFwKZmEIMAKhp1aK2dIYfPQpACaBLh2XgVEFncJJpla4WIGJugE4CqdCQ9dGoxmNtxSbjEbeOEJfWhg0hrJuKqluqAPsAQJ6ezGsGGy0lU9ew1QbMlIBJ3UNrWOvFlerZDTM/BQAoqaYERS5eotwE7KLZBNY/1ZGEgGJ4EZ95sqb3xtRTex6p27UAMDzv1k1Fhdqd2xInYAFadNXlOvGQjTX+3D0CmNXj1O3NQtQRvEepR7UfQJlCfP7wItCTTuEEzazZh/RgX7/TrU+r08r3tL8tQD+A0Y3rQpjvhAnUCQX8U4W6qAwnJ6OjdabczuudJkpC/1xmqQHWaxWQ24qg3ENC/Jv/w/n9AKB8Hp87VQG47P93oTY4ZATGYZ9RAeCQk10PqxGoEVhQBCoAXFC46sHLFYFx+GJerljUdmoEUA+wc9e2qK476vBo/LH1jmgUgnQvKIhUSZanQ1paJcACFHpQjKA2lihF9klwJwC0cD4NKTJQZPAIsEVNO2wjy829B1BaK6qUUtlTZyoDgAL/8PLmIBlkMzfhwtLoUQcmarlVEgPEyGqvKSixpnIVoDf5oGIO6bU0ErCNulNS5f1ywDNxQvY1vXIVINN/MecAHFBIoUg/QQFNSbT/MTVW0z7dZ6X03wQAyvlOJce6eG4Mvu6fHxqhYBM4xOctSeGM4M0MSSxmBSffIW93pg8LYMSc+vqXBHQNbZmSMUsXZqxibbTJrrGKmk14EGPmKDiW68ErABnX3EQE7xNgrl4dBOLMzQm4j6nbcH/V+4zwLBuHrHFxz4Uba3T5jZej82o3dd/XhfTpwBGipfMujfh1WKoL2A8ElgAg2tQyAkx79mAq+QEBMAwmQ2gHqmRJYZ6P3QIk71Gzxhp+BIKx5h/qps5Jui/AG2udQpUn7dAchCnyjG0ea86pxkAUiAR0iDXWnC/7gFgCVuIZC2CJ+3XXni58y64j5kKEkXze4b95DceeZ4mCUgBP9ANxwnpBXT7Wn6VJh69xqPMQ10mc96QOqnNITy7pIZ8+a6yWK8GpV4nTOXiQArDW/xvySVcP218RGId9hh/DQ99//sikAH/1/7xCpq2mAO+v1VvbrRHYvxGoAHD/xre23hCBcfhirpNbI7BcETjjAa/sqjtQ3wrpWArFwu49oa31rlpUygjM03pkCggk3RefQ7kBeIDzpMbWStm4YvPI82Mtq3kDSkyxMxdNn7ZKBY/bnMvx2AhT5cJA5CmGvh6VbrQNAPpNsexWoU7qOpvGHaxz8fQbWh94PUZq9UHpiON+cVeSnisQAfXBVJGEWEEhWXIFNvOAYSeXfcyUkN5t1JqyGl6x4L6HDol6T5VRViuM6ZouxbUnRdfDGSrh3BgSIwl939fky2HfIPjHps15ulBHj2mx1o2sj40hJvBy9fQs9VnNOJLac9YZBV6F8ftrIe6J6pUOy+Ym64CbmkEk9xsa62dcop+xhqFAnJnZCIsIAFUZVhyHGvfIWsxTgDkQ71zrzXA8iHVAu2cN8o3cRblpXE3wD+2wVh1TRN09QQWowDukzAOy0XwCZQ3w0rRfuSf5ogLZmYdMHHlErI8JpZ0Y8MxImi3OE/dgQEDEC2AOzujO/CNfa5aS7pVzrlRB7gQsz1GNp4xFHXUFXPr7DLCOz2DWaPQHKEik0Yj80ECVIFW/+kONjInqU/0BpmhKwjmQdTlhAFDOLSiXkx9YSgBQ2zNDJ34H8L+8nqZLy71QMITZ8oNLh32K1uNqBJY9AuOwz6gAcNmXRW2wRqBGAP9XodPkJFHDUyOwHyMwDl/M+zE8telDMAKbjz4/hMMPC2HHztDetr0bAS2mPwklEdLqABIEXkVYRqUJlEaSOoyNMVUtPtUPqY9QMxXSOUt1/aw2FsEcVW5M88NGNlMTWWov+uWKzUtHcwDIFGA/14Sefea/WB+QKiEFjkylFsUO+gEwumFdmNu0NnRWTITJPbOh9b9vi+mGUBIVYGCxdiCBZq68YX+phMImHNc8YlPorFoRJn6xXYBskvJMdZZXQrpxU31kEEhdfful8cYFEVV3HhDm4fTpvYM+66f+w2cCuXQtNhpk8CJq8uHHlFzfwydV+cHcRpRsVKbCXRn19JpUjdn7Tc7OAsOzePc1G9Fjk7iWarfpHFgdQzGnmIqGIDt2Sd/lPmQacR8VoK8F2FMD0GKqwEcVjYkxDAGgS4FNB60pwXjTmQ4V56QfAMQJDWniVk/Tu1+jvinqnELlhvlELFTVivR7eVzs2RMhLX5ogMEGyhcAvAHy33a7nDeB+2vD2jAx1w5h93RUPVPp7GscckAOmnIOzEgFtw5SjNEfVQLSeClxK29yU/ZmSk0GHzhGaxTmRk5dg6l2BIg0QwHAA1R0/er79ehhbL8DHdRL0sXxPq7p6yJS9eeVgGxb6x72AMCJiZr+ewj+/5hRGvI47DP8GB7yvheNjALwa7/3dpnqqgAcpRVf+1IjMHwEKgAcPlb1yGWMwDh8MS9jOGpTh3gETp86J0ZAlF/zpiCJKXWrpDacpBK2O1LHTxiD1rkjzEnq/MkmsAuCRPGEzTbde0vxbqrzhtplDnwlab9MRZMdu6r1VFkoG3cCCKiSWGNKYIPWNGQ/MqOOBZuAZPX/BDqsnQrtHTvNRXPisI1h9oSjI/zbuTem1KE+n3MCtVpm2seB/XCKoUQFRYMPgB6mbrv0vaS2lp8LqoOQkioOqrMJXBumhp9fF9a0d8NVdZl85kChNwkZxgDEQ2aBgPpKaunl68zV42ty0WW/uMYBQ8RcQVWriEnTNWjAkVy2QQ0pAEguomm1upZLKfYxVHF9cw58eq69R6MSd3/iPgRslPWoZiAGANlRjJGQxXVejCwccLK0Xq47ugK7c0Vlp+nD3vykrzu2T9MvpQATzA6CgOx7Zj4R46bqTL03RU2HmIsLc8fuQ6TyQhVntQBx7j3vEQKee3iO3PPIMHHrL2IKMVS9KJWAdF1V9ybQVI1FpFuMIyE9VXo+7ZcOxXwWe9dgrm8+33yb+Dfv3T7PVjyDDbbBQR7mNiVTEF7f1SSU/ufmMy7eef3PXAmYdIslHOgAjA8J8qhIdE7AVvvPm4CwHqCZ6jA9vVsqoSoAS4uhvnd3RWAc9hkVAN5dq6Vep0bg0IpABYCH1nyPzGjH4Yt5ZIJZO3LQR+D09c+NG2TW5kNqG9Lj8B7UGFqvShQuBBGrVga4/bK+GAxD2r+4U9QrNAqQf2MzLkCqDwBsUu/kkS0o35KafgR7OI5plkxhswL4WsdOqErHAB3VhHndqgVNbl7fjyerIk/iAnAwvTeq/vQldROpWETM8W/AF42ljBHgyZumaP9NHcTUu9wUxfVJlImcZ1HgRLdUpmhbPTTdhAsEpLFGQyASMOUcgFsKPyJ06AI6cfrk5l7nxqvkcnVgPwUgukTwYLBXVKrq8ur67CFhk1mHHe4glEE9KqwQE6ylBlBVTKnNFIo2JsJF5xwtMfftN5ioJHEX9V2nx0iku75WBCjb2jth9BNr2rFeYlKXMJvjHABKvBO4prUAMb86BqaU9qyLUj1Afz2q1kpKwGHBH8FVKR1eOo81H51kJ/B8Q408cWGeiz3B+0jlV6CH96W238YNsT7m/HyYP+Geovhr3bG9awaSK+6o/lPFnaXp+hRfPAdcGQRT4OXKQaeos/sfBiLePXjQQwr9cA68BikBPgFsvdPwoLYYY3+cqivt+8LVCExqkvpyBUyvx9oBSEWKM6Zm31xcS1Qsc978/JkiEKm/k7EnWQpwhX/DTGQ9Zn9GYBz2GRUA7s8VUtuuETh0I1AB4KE79wd05OPwxXxAA1gvPlYROH3duREEsTYWAQE23ismQ2ffTNf9l3WoANi08L04aG7fEdpIaVXlHf7Nl6Q7YoMne+xeYwBfly9JB86dNNHA/8/em8bYll1lgvsOMb+IN+XgNJkGD2Ab8KRiHgUIkQlICGRAiIbugm4Gg7tpoOyi7TJjUYCZCqpoGnqkGwkx/EFAGiQQAiTAgGxjXIaqxFA2iZ358g3xYh7uva1v7fXtu866+5x7Il7Ei8gb+0qp996955y999r77JPrO9/6PtUYS47A+M6YYFT+rozDMSgxHB+b087jdWp09SYm3bZrf/SGG8hPUUp69XIY3biZjAeEXUaRfeiKLc3HckJoMLIUTsoKkaRHs4KKyYkCtLGkVc0KmCjTsMP0K+kCqgFIAh08eGOYZHUL3TPwUlmsMt4SAKgsUrI4U8mjccz15cKtHYDJNCUQCMMaw1qsYBRYowp+8fsJJh/Xpgf3HINxwizCxljKFDPmFzJ3RmNSdcuSFiCvoQCg1d+rjEPHnIxWaLZhTVtkDUQnYTFKwRqDWysdvB0AiMN9SfKE8Yh2wjI10zjJaqPmm3cE1pcAU1mAvrw1Z3DSZue1zsD+nsG+hXsR94cpi7fam9D1g4P28NZt2Rexz40ur4bOcBiGi/Ohu3cQRh+5UdENnWD+AWxXQySRVCCbji9QtAQ8AXDoJx1+FZBMQDbWLdmE+ncZlgcBM2XHwvjDPahjCmD9bW2PtfkseGnB15o1TJd4vpTgOiFwKv2CCZJlNhv2ZdqfCcTiubC2Goari2HU64Xexk7UZITbsOz38QVUhbVcAMA2d0E55owjMAt5hh3D6/4/lACvnXFUQ9i7cTe8678pJcBnPhGlAyUC9xCBAgDeQ/DKqcePwCw8mI8/+nLmRY3AEy94w5gFwyCI3lIEJiiYL4klNK5Un84nt10wYsDcODgQJ0z+ThdgsNsSUABAUJxatUSXbBFtP5Xmut+tnt8EcGCBN4JVtoTRCs9rokkXY2nWmoNYAwOWTmaE65vWDIA1W64rOlvUFtPxDl/+MaG3vh3CrTsRDGW/wX65tBQC8tydvYAEXcAJJMBqDpGYS1qa68s1CQQISKAsP8sWSmMWkCGWPsZE/SAOiwL/RwX+cC3oPu7sBgH8tEyQrLIK4ObABa6POo08xnta2XF0J4bWIkwSutGkgeBIbtKMwUe2lDdnQqHagXI5LZNv7DcBwxyI4kEtsrNqymhzLrwVdp3qtdWaM6ijLMAosk4FFKL7rWH0TrAXhSF2GIEm85lgATIuvLfwJ12EyRrM6bf5+bEl7feySZM1x7Wu5bYChOHvl5bFqCMyUWO5e2IDqz5i58HrkeG3txdBQDXeEMAegNXl5dDZ3g+dZ29Gww98NJbdtUsCIIbdvUmXXrkH4Zge90TZl9TMQoBHMKUHgzDEPqHHJoaelKEPE3O3Mi+52CnDt4P9GufCwXg4yjoHp/2IaxZ9RJkwGYI6xywjlmeF6sPKPWfLerGWleUr5dQHB5F5bDVM6UKOOQLAKuXA3dDZP4xGLYgJroFxoQ/WUIaAIFml1gQkhPDkU2+/l9VTzi0ROJEIzEKeUQDAE1kK5SIlAiUCLgIFACxL4kwiMAsP5jMJXGn0eRsBMflAwoRyXiRkSaA/lvlCCyqxNmwpJ3SpUIoK5gwSSSRuKGFVNhFBQyknVb1AAj8UsUfQUvkpE0VlISUgwuqXETC0AJiNPJLCpO9nWH08hgCXKXmtlIX6MtnMrBJkm9Dhy7D+hOmDBBYJs8aFzpoCBi4uhIMXPRD6t7bCcGUh9J7bkIQXf+/uH4bO3e0QtrcjkCrASdWNmACjBxoFb7HlgGQAaTlc0hT04CjjkytnbQKtNE5krdGFebC5lQDAaYDeUW6gqeAfGW4AtAQsiaWw0axmsgy40jaBQL1GYuf58dPsxjD7Kuy8DFuw1jnXlAJbfbxY/m1YgyyTdk7btv8VPT4eZw6wWoE4FutQNN/IgiSQSQAQ97d31SaQasC8uObGGp8VtqMtV9Uy5gmwsmkBsBQVx9SZXbRZQE4DUO5luikD2FpbC0H1NxP4RxDu6hVhyAnQB3AeQJzekyJ50O2GwQuuhd7TN0K4tBJGN2/FEnq48RowVwBDtJEr1SUAKODYYQSVMS9Li7E8G6XJNedVXqTwxUMG/BOQV4xFluP+LvMRtU+t8UgqnbUahWTtYhrwQoIsQezxKOnHXkd5iMNBAlDle+x33Z64JLPEOXZEy6/FfEb/LvdsNzIy+/FlgvyJ3yUuKkEBABAvRDwIiPMRO5QB65wX8K/NDVKOuR8RmIU8owCA92OllDZKBC5eBAoAePHm/FyMeBYezOcikKUTz5sIPPFRb4zJH7SswEADs+fwMLr40rmSrI/9/ZjogckiGnGDmORub4uTqORz1NiTZHFOwCtJgsHGAhBoDAQqQI64ki5G8XnjRFpxfSQA4LUBlUFimUoVsMxr8CnQJ+CH9G3MQjyJiRPgD7GcmwuDxx4MI3Um7u4ehO72vjCADh67HuZubIbdx66E/vZh6OwPQu+5uwmAEBZQjnGYMfhIfeZvdYYJyoxJRhMKYAi4gL9jvtvqqjnQikw7y+gZbG2PGYDspHfmbRnwOg3AnBahN6gg6DGh0WfHqkxEz2KrOAPXgIApZrnSVP8d27FOuDRS8I7KYAyKBpqypBArMaiIgJ3/WACuzm25AgAaHU4A9+l8aSc6Nst3YLqxv2keR9EQhs60puy64rxrdeDwkgFsM88ynFYKbM1A2qwXB3jLKdY9lmW33AeogwegHoASy6YN+CUsPDj94gPga2s7DG9HNp4wAaEdiP3rxk0xBxkt9EP4x6fH+pwwXLl2Nb5sgTMwXNGN0Yd8j3J9MP0s89b3Gw1y/7O/kQWo8bGlwTxegFx9URG1HlXf1bIdncFHMleigdDhIIJ/1EkF41sNomSNAOgD4IcPGYC4b7DvE/i05isSwLFBh5xHFiDOQ1x0fsCCHM33QmcwCiOsq/WN2LZlkerLLN6TT37gx9usmHJMicB9i8As5Bl2DK/9f99wbkqA3/11PyfzWFyA79tyLg2VCJxoBAoAeKLhLBdrG4FZeDC3HWs5rkSAEQALEEld9+oVSbhGt9eTIYOU74L1gsQOySEACfwp4OBAEmYChXIsWHpgawBU2t4RcFByPIB/ChgAVBB2hybPMCEQbbKVpTDa2pmYGOpVkU2TDqgz17BXsOCgmpYkJ0pX5ovTpjrstlw2AgJeXo2le0j2qdeHGC0uRubKg9fC4bWV0Lu7Ezoffi4yfJrKjHNAiAcD6sA/6p9puWPSPyQYcwzwL8ZLQSJTDivzPBgI+MdjxnNWZTH637M6f7g2SokNe8y7A1dccLUxAlr2XD99Alqo4QlBGKvL1goAzKyJ5H5qwD0LFCYTEavP5o0udNzSP360PLSutNcDpRPjNSw9mTuY9iwtCXM3sXZTWzpXOQCQLEC8ANA1lABEZfwlkIgAJv407FLvYCzxqTMFsfd6GxZgzkDIn2cMIkSLUxiiB7G81bPnaNzx2COh++EbInEgRiB4iYCSYABqytjEi4XhCx4InQ98SEyHRDYBx15eFXfg9NLBgXbClsZ+gQ/iRBMSp3kqgD32CcPAk3PMcRUAkDG1ph5kZQKYhM4oxs0XPnZPsccBIIU5Ckt3+ZIHY6eREcbEvQ7t4VkANmBmb0uSBcLQ1bVmGK9Rf7YbZSUW5qMkAj4Hg9BRoFYYgROlvxFQfPIffrLlbl0OKxG4fxGYhTyjAID3b72UlkoELlIECgB4kWb7HI11Fh7M5yicpSvPgwg8vvYvYy8BTIGhcndDtJfCnbsBenvi1IrkeDhIJb4pATUlgL2HHojJninJGt68HQ0OkLCSKQSGIEBCgH9SFtYVl2BhGUk5YmQARnfgcfmjdaUUYXkkhEYPb8IJMwPu0eXUMk7IWJvQMyPjCQm8gDimTI4ltjVgHZk1UmYnzrnDSgIspZfQt7p+OXTubgkjMAGpfs1MAz5ygJ+9hjWVUDdTGSudRg2Lq/VyzbRZAQIz4EuFkWbOr7D1fAmpskZj/CMjzYJNjU7EVm+vSZ9PgUsBmcmAZdm5Na0gOGccb6ltmI2bA0Rt+W80llAH1rqgkymIfrkSXAI1bcuqfcm0dwqWew36cjDrUe3EyrzUlAELG9GzAOXGhgursrosA1DHKvdyrnyY52ZAwEqZextGYBsAEO0R4FLWbh0AKC83rl4OYXkphLubYYR9Utya+/E72bciGCovTLD/4HswjLFP4O/K/osvTvZEKw8vXtLYBsN4rqxXAHxjhqWEzoP9/M6bIjlzkIklprIMqTQZezwMnfCyxpmSCCipILkwtMEUt/qUotHXj+PV+0UYeXgxdHdjrKMocxvXRFxjKteA2LCkV8aje77sVZFFHQHAuTC4sixagN1NaKLuRg1AgssiITE+F5cqAGDrHb0ceB8jMAt5RgEA7+OCKU2VCFygCBQA8AJN9nka6iw8mM9TPEtfzn8ECAB2rl2REjYAfwHAlegtHcTkS5Mt0fcjOGJF4VVLTHQEVa9OQD8t/RWghiACXR5VLyqVhSFxVpagMPS8GL5hSiUdKwAXTPoMY0eAy+XlmECj7Gw4DF3ocikYNx5DZ5yIUgMLOSiAUCS7i3NhNN8Pnd39MOr3Q/f2XYkFxsVkOMfYQ0IPXURJlp12nzCNYDaAWANAeea5SX0/z2ycxniqAwGVUSUJtymrq7D/lK13pNJfa4hhNPNyq90af1R+rykFFnYojDsMuGGBrkbjCQJMjpVYYfHV3JICymLNiRHLcKwVSPCRLDdTCtsKAOS6NSW1PC+Nk33KADxkv1bKJKkR12RqotdM4J9xMq6U9irwJQxAaHpSg9PESeYEscloZEYwuYEFSMAH978xh7BsTgGFEmCoII4DASvam21NQXIgIBrzjDp1Ooc+nwChG5tVdh0ddrEvYZ+ETMLdDTEAgd6fgGcPXQndnQMBB1Ea3F1eDqMXPhiGC3Ohg71t9zCEDz8bX27gGpvbSS81hVqlFmRPU7OLtN6n7QF2DaluYZI28ABhpyP7YXVNmdJexsiCo4gRXrpAB1GZzSM4wWN/ROny5o4aiuyLqYgwBclgZN8QP3U5prYh9ueo0RlfFFW0DAGuYo9fXAiHD62FzuEg9G5uRlAV17al8QUAPP//s1F6KBGYhTzDjuE1v/RtYf4cuADv37gb3vP1/1FiXEqAy81WIvD8jEABAJ+f8/a87/UsPJif95NQBnBfIvDEx705MvY2tyODQ5huwwgAIvFbWUnuqQKiQSNMALeeMkK0dFKSRegA7oydIb1+GMX2ATYBIFStQGEyGYMGluZOMJuQOFo2IE1AbGLJZBBAA1mLGAdASwAGGM/WViq/S4xBTTotg7DzwPWw/YqHwv7lXujtj0J/ayA6fd396Ho60r701ndCeOZGvGaLD8C/0SMPhM7GdhgtL4XOxpbEFXFILKA27Ca21cT+AzuJMTOlepZZ1JZB1mJoYwDHHJzAP2o6+gs5ELCiQUfnZWEqRvaf/dgS4MnLjpJmnb1mFgh0AKYAx1g3KIk06yzpB5JZqI1mQUDvDoxj1ZAjlegCpDYGIhXdPA6I2mrKmE3jJGgrizEyU+WvNSBRxZzDlm3rGhG9z729MASwrSxMuzbkOzrlZhZDIcnR2QAAIABJREFUdHSNLstyb5PJSQCJ9z+ARICA1Js0JiVee9HrCMbrGlftNiBgHQAoe9Z4PcnLCYB5Ul6tJcC2vFaP7V5Zi6A+PgD58VJh7VIEwaCbensjvnA4PIzlwbgGS1hXVwQ4HH74mXg+r8+gaV+l7JXmNWjXlgK7fsd+jJmWqT22yzZUX1BiqDqsstca7UOU6SZjDwNEA7AT0A4vhTCP63eFIT68shJGc73QvbsrAGBAXMD60xLhBORJo524J+NPvPgAyE5jI+6diCdKka3zMsuKAQA+GB2L+x+5EwFAa7rEEmDGQ4HqwgDM3KzlqzOPwCzkGQUAPPNlVDpQIjCTESgA4ExO6/kf1Cw8mM9/lEsPzzICj7/6raFzOBRdJgKASFpRrsrktZIkQvfp4EB0wkTcnckWxdeRiO3vh+HWdgWMkDGqdlhK6ix7kIYUBqSSc8h+mWDBqauvC16TZp4w8ZC4CtuwJ86cSfxeE1O5nBpuwM0TZbn7D62E/bW+iM1390ehtzcM8zc2Q2f3IIKkdKtEooxkFEkvxp/7IOkFGICkHiApGEDXryVRfDlFQVELOB3J7ZTggbLT6HRLjbcJ8NSUX07TjEtDMiWwfpgWvLGAWHKWtUClN97Qi00AfASaZX7GhhRScqqADNlqjSWuZCsaBlzt/UfgTtemALYAqQE8HUAjDdpwCtzZfmccfxNLlXMC1pgYL0TApqK3Z2NiQStlciXTFna8wSTCthFDpxqNcm9F8N66etuSU2su4kuBEwhoDRdMIFE+bD9pTqxDq2ED0mzIAqPpfJYQW0Azpw3YVB7fBP6xIW/yoWWsdDKXwwzzuDJA1QTsQPrg1p0whCGFrlV5qWFAbyllfdEjsp8E6KtCugBgKPZW7Al6/7O9KH+gwJ4FAY3pRzJlUfd02cNUm0/AWAv6YR8G8AcDFrLwqOeKtvEiSMxl4PgeX9Bw3N1HHo7yDwCJl+Zl/+ts7oawOB/3e5wDAyjDdLZGQCItoWW8oyuXQudgEEZgRd5cDyOAibo+ZJ8W1rdqAWI94TywDFeXw2B1MfRvb0usZf+1pjTWKVvj9uQ//lTtbV5+KBE4ywjMQp5RAMCzXEGl7RKB2Y1AAQBnd27P9chm4cF8rgNcOndmERDGH5K8pfkIAN5eF22/EZwsVcuO4JgwgpCIienCKLI2wEzBcQAOBUyIzqSi54UP9NmM4Yccr0mpMFNsIk0wid/xTyTVAFsSUGjcIWucfHMBFQMOlLiBdYO2ldkoDBfrQKmJOoA3SVqRKF9eDYOHrwRh92Gs0PpCyR7+DobL9nbSJxQdsJwRCUva+Jvoh10JI2gi4vNRDwlbSK6HpJzmI21YTXbAGq84KE2KycZiIk2GpZ5XMWww18qyx+qAOxf0BBbl3F0tky8Gf3x2pgy4wuyzTDo9dmhdZz3A5dqyQKEAdygtBpjI9ZVdPLF/sSSYpcjHAACl7FpZVgTdjIah1QSsxMQDTphjzwC0epTe+dmWZxtWoDVESUw/lLXjPsFxYL4BzDGxmTBkoZ6k0ySU88XkYZKlmUJMpiVdjaXN/bhvWBMRv0bsHCmjMHZ40gXZl/bmpnfiO4KsZBCrrmHFNZhgntm38LKAmpGQShDmm97LqY3Elu6H8MhDUgIs9wpKaFHCursXy42N7l4q+baAJ+YGfeBxap4kLESdCym31TLaSj84PmXgyZrEXGAeWNINABBl3NgfhQGJ8tq49woAiJcX2P8AyuFYPA/wb+ytmHeMW4HKBDJD4xDHoV2Yoqwuh+HSXOjuHYTus3ci+EdNwKuXw2htJQwX5wUg7O7ui1OyzDHKjhfmxfRjtLwQwUf00wLLtjS92wkF/Gu18stBZxSBWcgz7BhejRLgB9bOKJrjZvefuxv+upQAn/k8lA6UCNxLBAoAeC/RK+ceOwKz8GA+9uDLiTMRgS/6F98relMdlOXOIbEbxRItMFSQkIFBtb6RtL6k/BRJGhl5cKjFh0AAE2MkYBYcQGIG8I9aVZo0JvaKfp8YHijvMoCSlAIieVT3TGGeqAsmmSrZJJ9Joy0H1JkTEA9g29paTGCRFDM5RKkzNdOoTaUOwfIDBf0RIyTzSHbbuAz7VUM9RIrjA+C4tBg6dzYjQKpledF5cz+xD7N6XZKBGxCUbbEkmkxElvPBREW03KLJgow3UxbqGXN1xyU2Dg6wwJ0ZM4GlIcbiPr6kNzH5LHvHlfcSTJxwyR0NQwX8o56c1Y8jIJgzsmBZahxs873uDDrEURX3U4YBmNaUvSLPZwksy8zVfCULlDG+bQBAtEXG1TEAQJbeA6CRex+f4TAMYW5RAwDGJdCJ5iUERu2YBezHC4N8ubYcmnP5tUYrtny4boYIAtYBgHXMPwsSTTPWwTXIcGY/GBdl0wljTV6IHErconFHNHdJ4K44fi/EfRft7+wK4CegnfYhGsKogQa1FmmMAfAX63xf917OtXP0ljWo97vsK9hXDYhH4JDmSdzvqAvKlzVyHErBAc7pPiUAscYczEUZt9mHRCdW209ao3D9RUk0zl2YD4MH18L+5fkwf2cv9J6+OQb/CJJfvxYGV5dDF8+tnf3oME93X7zEwV4MpjWZlXb/4Lyy7PeDP918b5dfSwTOOAKzkGcUAPCMF1FpvkRgRiNQAMAZndjzPqxZeDCf9xiX/p1uBAAAdp+5PU5gwR4CYwJJJZJ9AAfGPVdKwqB/RSdGmxzjePybSR6SMiSs6oxL5oc4ZKLEDMAKnCwN2BeBHKNTpTpbiRFo2hMwUjWqJEnWBFFYQqqTl66F35D0AnAD2MbkEAk3zqWWFBJZAHromy2189OQcQ0+0kzhfGiJgRkEJhU0sah5BfAIMTf6VhUAwDaUAThtCa8df3SuNeYMAHeRLAOUoJ5by0FMAIVHYP+NDqGX18D+IvjDUl6bwAt6MAaNCE4m1pvRzmsLAHYFsIvMslRyOxwFfh8RixYgoGrfUS9NylxdCXC8VHQplo/VFNS1z3JNAXsywOwEUGrnjMYQ3oBD11Jihvn5ck7LFZMNw2TDfSYg1dycmFewJDdhPN3OuOSapeZTDEEaQUATozRMwwTN9pMHWuawX9fe6CJzT03cCpZxy2vbebQGQ2Qpgh2NdUVQl9qHrkRedAUB/C0vRb3P9Y0YX64VgqFGa9ACg3Kf0zhF91XrhF7R8ANIyH7ndAPNwIXZSmYe9g+8NMCLIixdgG9ichSNjpJOIYFs6AFah2c8HxAXPDvkuaDPF5Qig/X68PVweGUp9HYiO7G7vh1Gzz4Xe4NnBmK4sBCGD18NXTD7EEvs0XyZACOVpYXQ2YHrrzICCZ7a+8FoAD5ZAMCWO3457KwiMAt5RgEAz2r1lHZLBGY7AgUAnO35Pbejm4UH87kNbunYfYnAEy/6jsiYwEfZRJKwAhRhGVkOOJMMUIE6gnJItlDmC307MmBYNislZ6PI2sNx6jJrS8FSCSRLBgFCspRY+ge3y2ggEoGHqPOXEmGy8sjUY//QB7CQkDCCIbK5HcvXFHxEUiugn7j+KsPmOGy+ljNGZ1A6J0f340yJorleRe/PmZxMuK1S40oYf1pWurISRisLofPsrXhVOjCrQUQyW2mhhTYBYLUF/5QRRgBwQgtQx2tNKJIuoI1thgUo67WGUSbDJaPPAXnUvBMAwujfWUAwOd26ctnKdNPsQwDmhegOmwMA9RrjsnUtIbbgodwbURfOAnYWNK0FAXMlwOiogFdazmyMQBIDrbLW4lqstOGAru7K8ljH05XlTvRziiFIK1MS9s/MQUWvMHfv1Wkl8lijkcd7YuotXFd2r/dZ0hgVNrGWryvYB3bcUFi9yvwDYKiMRuxz0JCE7ICwLDH3up4n2LSYY8sS1ftZpAxY4utBQDK2cR4BdV0TIr1AwFJBaOvIK6AvQFzsk/gP+wpe8uB8asNiDcDQBHuZKb1OUgkAD1lWjNjICxuND643Px82P/6BsPxPW6F7ZyvqnyqrWhikuCdUm1XKitEOS6gF/JwT8FRii+cPnx1+Qu3eqL8VEHDqqi8HnGEEZiHPsGP4xF/69nNTAvw3X/8fZGaLC/AZLvDSdInAPUSgAID3ELxy6vEjMAsP5uOPvpw5CxGQEuCDgfyXdJtQvktNP+pSqYafJGL4j2WxCAIBO4BoWraYkkqCfpp4CjNvYSGy8PABKKFMQbK4KpprYCASiMTxNSWuY3zAOH8mbTZNXpEkGmffVvPnmVQ86agAoYKSnetXw+jypdC5cVvKbysfd82KYQmATsuOxIkUxMefD1wNoxs3I3iAsjuJdzeydQAYPnMzsgqZ9LMM0DDm2sSjMjfOKCMZDbgLeW09Aoi1LECCZMa8w/fNl54KBmI0+1KbykgDmIXfLfhYAaq0DFiuIbFRrUptWL5HPLWsNxcrHCMsS+pZ7kQTFymDdSxG+V6BoYoBBsFdMpcIdBsjlvFajyW2lY+WxWfn0rEAvQFIWtqMu4KSBNjTvY3xAAjSD0vIfcxtP+XerruXbKm9m3s/jlw5euO6rSlFn7aPyHqyZhHU3XSN1R5j72X3MiTp3hHgU1algGdJbsDNq+59EahWgyMHYMoaA1NOx0yGtcyP21t4HQKJsuapbYprgLkIdp/RKUzMVHsc1ilKd/HMwHpXl15xA0ZfVbJBwob+4f4A6Nnvhd2PfTjsXUV5cwijfgiX33cndNY3o0kIzgNg+oJr4eDKUhjOd8PCczuhe3szBOggYi2hbZh+rK1EnVrIVqg0hLTHl0eUpZBJNRIJ5u8FBGyz+5djziICs5BnFADwLFZOabNEYPYjUADA2Z/jcznCWXgwn8vAlk7d1wiI4QcSN5RSaVKUyscASAjzQhNSJKgEASUpVTBQdZyEeeEYJakEjuWqAA/kvKj9JB/PJgTLhUAK2Xk2KlaPrwFYGIMQmYTaX69N1JFI27bbnMNxr62G0dXVCP6BxWg/0wBFw2YURgwcQcF0oUi/OnNKkg0GGj5I3ukYbIFZAghHBf9s6arMGUxYMpqDdTEBIGBKIBu17XCNJmZhRjsOJbvoE9ZbArdYYptYT1EbMOdmLOWOuAaaNuYhCcRjKbsDByvLCNdYXo4MLhgk4NgMAJjMRWwM8XdtX8ALxFbdgKOGX03ZtGO6CQOx7kNWIZln7jiy6hK7jhp+0NAUpmpk5VK/LWnIaRmmPT8uEV0fDSxAdiGBupahaPpnAcbKrWOdi3PjzoGA7JcxyuA+JMZCBLlq4phzE/dgYFzCUeagspb5woT6nvNzY6Atp+3Ivto90jgSS3+pqUq2no2blpKnPuvLBI6R3ye2HvYX7NHYn3d3o/sw9mB1DU5saswpXjaI9IPu+3At1pJnAYn5rFDjKBhJAUjfeuWDYfvBXugdhDC3NQwLtw7C/D88G0uKcX+i7Pjyatj+mCth4bnd0N3aC52NrfiM4ouQxYUwuLYaegAFwRZUt+T0QoraiPb5Yv/unhsFBGzzMCvH3O8IzEKeUQDA+71qSnslAhcjAgUAvBjzfO5GOQsP5nMX1NKh+x6Bx1/7ttC5uR7LYvkxYIOAEijxop4ZwUAkYmQLCjikAIW6S8q/yX5hsgUnShiCsCRY20tlltQNo6YfgA/nNloB4BrAv8S6agLXWoCHlQk5yrV4LAHAy2uR8QgGi//Y62b6JLqLq5fC4MpKTHjhKGwBIQKABF+pFcbEG9875lAdAyy3ACtlv2bOWi9WV/paazZiGGBZV9kq8lPRm0tGIMa5t1LaqwCkH7cFlsj0S9p7ZPDRyALup2Tv1QyeLMIKyDdNx5DAD52alcEp4FEC7VD2ngEBXampAC9NzFWyChtAQA5NADwCLq50WLQ8oQmH66kGXColNVqAgrnoeOpYorn7wQJWaa1n9B8b12AdA5AnWXCN4L5n/2UA/9Q3xpCOx5xnc06lfF8dea2+o3TF9tOWW+cAdsP8E6DMGyvBrIXae3psXLMwXlE2oHuBIuAfXvZg7QBAlpcvyjTEGMEAV4dg2dfF4XwnAnX4tzI86ewu65alytT+wzhXlsP+Y9fCc69ZDAt3RmFuaxTm1w/D4j+th/2HLoX5Zzaio+/CfBiuLYVRrxfBP4B7APnQby35HTx8OfSe2wgBTGqUIiNWVjIC7VkWJ+8J/6ccF4Hq4gjcekcvB96nCMxCnmHH8An/zxvPTQnw+/7bn5VZLCXA92kxl2ZKBE44AgUAPOGAlsu1i8AsPJjbjbQcNcsRECOQm3dj6ZVLOCWRRFKIBBAJmGGeUDdOEsAE8CnjBwmgBSEcGJbOMe0lV0gCDmCdWEdLOwk1AAcS2eQsDIMNsOQANiIJFXONvagF6IG8owCBU8C62rUCIJUMOB7k45KAibE+lrhjriyFcOdu1Lai5hrLeV2pYmrfgn/W5VOZfxF3aM/gy2rQ5Vh63jCDJYkZ84/KlFIj0DjL5n6331nAyZpnsK9kBXJdy3pyjDHqDEosyM4yLrUJWMQ9QCbeNFMQtwjSNcz3BBITKEbQBkCM6rnRjEZApGmGICwpZhlybiESBMJvCbAfm5JMZWXKeWpgkuQBoimEuAWbteWbF6MLxvcIGyrBqxMFAf26N/d/YvL5PcHc9xVwEmMx+2K8r1THkaC7jldYd0aDLzEEsba8viC19Ox+Y8G/+fmK5h+1RGmIFPdTvb/1BQ41VyMIHtmyAvypu7OwizFHAAHpVMyXCRgD+onfASTieWD3HrSHNYr+4nu7t+mefvjYg2HrsaWwf6kT5jdHYeH2YVj4yEYYrC6G3p2d0MF+3emEwYNXwqjfDftX58P87f3Qv7kZ93J8lhbD8MpK6GzvCysQUgqp9N7uHZi/JgBQJkrjY+JUmIBHuDnLoacegVnIMwoAeOrLpDRQInAhI1AAwAs57Wc/6Fl4MJ99FEsPzjoCAgDCcfHOeoVVJkkVEkGUACNRQoJvmT5M8CjmruwWYQwJYDGoOP0KSGDF5sFaY4LGRBntaCIpzD9TIpySarJXaNhBIALMQrBSRAOvGwaPXIsMERXkH11aDJ1ddY0kq9ADcsedDLoiS5IcDRzkY7+3f7ft+CQVJXqMuTpmRoMSBV4MsJcE/W25W47150C1qQYKmTiwFFbyZtXMS4dZt09bKixrIQJMFf3AujjXMAB5eI5BZst9ySS1bXXBTiIAoyCkNyCh4QXLgJOhiGiYwYRAmUdc82TltV0vbXQALQCoemkyHpRxG1OICSBWJsSUuNc5AcsNGFm5dew6OaSNQ3M8MLZrDTDIkNS4WFdlsgkntCxbxjABgWYtt1rHTSXAaWGNgfAKAOj3J64jvcdYLixf64uQtE/x2pRF4DkCzEVDo/QihMxdq+vnZREs+Ee9PzWcwd6AlxsJ0GMbWAuZ8SdGoMo+sM+yd9p2MSbqsMI0iUxYArn4N9h3yixM+7tZyyJXcG0tHFxfDvuX58Kdl/TC0s1RmNschu7hKHQPRmHh5m7orSsDfTgK+x91OXR3B6H/wWdjjDAesA0x9wQ29YWI3P+Mg9wL7qVGxvgjHZN78dPvhyc/8OMtV2U5rETgdCMwC3lGAQBPd42Uq5cIXNQIFADwos78GY97Fh7MZxzC0vw5iMAXve57Q2f/MHR29sLo9h3pUWSRxLIwAnIVYw/22zL4RAsqlgJLIuj1tWgIguQQABcZbLgW2HkqIC/nE8Qi2IRjwCBCMrm3H0vP0Dcknvju8moYLcX2R/P9sHcVrMVO6CGJ3NgP3Y290FnfiOW3lrGYi38dUKdAI8A4KX1E29CrAkPSgCajh64Lk0UYlbYsuo6phyR9cTGEtUsh3LwdwvWrIdy6o4YTpqzaxkWvm8AU/S0BEpZNVMdWU7Bt2hJM5b9eT8+eqA7SlWspQEQdvIoOWq5R059cibCsS7r52vO1LDSBeN1O1PlTkBLXSvqAGQBQsBvDCiTgl/TtvBmJBTNbxjDeU9FgJH1YzsrS+jhAUzrZj8AGtARFUxAMu6gnlwUB9fyKjqCPswUALQMwBkGO9lp7jeXaPA+lmjBtQDmmYwFaELAyh3SoPgr7Vtoz+4ud+7qF7DQSK4fxZUITA9CCgDzZs4D9vc39yxpQ5PrHvcjuhXptX7Iv86r7MXVAZY8GU9rKJHBvIEinEg6pecosQC9TzZ4ScEenXu3PNNBezF20vFiur6y79Pzo9cLByx4JWy9cCP3dURjB+Hi+EzYf6YalW6OwdOMw9LcHYdTvyD59uDofRt1OWPjwRujcuhtGD1wJOy+8NNYBxL5IMyMC3bom0vjqAEAekCsFFpARYHZksxYAsO5mKt/f7wjMQp5hx/DK//t/PDclwO//735GprOUAN/vVV3aKxE4mQgUAPBk4liucsQIzMKD+YhDLofPYAQef82/EQAw3N2cNKegGQcYJkgWLTvIJJKSPBn2TyrHBLjBRBOxA9BCBgfL0lTnLGIJynLLxLmiU9XpJHYgTBeG1y+HAZLHXjd092NZW3fvMJaJPXdLDQxMqfK0eSQICNDx6pXIfITj5PJS6IA1KExIZfmRNTMaiW5V99ZmAlInmvHaWwBC11bDwcOrobdzGLYeWwlLH9kN/X++GRN7Zf7lnDyTJhcTYAKu3qwjJb4oyzPxbQFetSoJ1bmvA6aaQIScEy+NPHzsEmuvjtFkThDXX3FMjWCRMPugS1djfGLLgNPfBdjVsnFem8Y03iSkbj2ZGE+UAVsgz+i+pVJZrD0AwwAnAAKS4aXrrpYJaHUEc+CalDFX2We2vDbeh6NKebgFBSu/cXw0+TCl0znTjok+a2ko720J4zSAXo9Je4V1JJ9cNONvyOK0bTggb6L8lwCePW7a3uHNJ2y5cWb/rOyp6V42ZkrWSR0mH9gzANTxuliLuj7IPvbGHrJXeZDSsANlbWX23lpjk5oYyH0GUBB9Q3tzc2Hjkx8N/a1B6O0PQ3d/GIb9TjhYmwsdYG67gzBY7IWNF/bD0q2h6AH2tw5Cb3NPnOm3X3o19DcOQm/7MPQ2d0O4cSvez2AessRXZBGc5EQTCGh/434sbPQC/k1b2uX3+x+BWcgzCgB4/9dNabFE4CJEoACAF2GWz+EYZ+HBfA7DWrp0nyPwxMe+KTKLAAyAIaeJYTL9YJJktec0iUpgHv6tJaoCFPqPZwPq75XyNGWRJd0/dw1pizp6ZLxBK215KYyurIXRYmTIoJwZzEBoQ9EFt9YUwfeTwJ+alcB4A8CfgJtzfWEXdlCiC3bK9nboPHhdtKoGq0uhj3Lj9buRuZf5IGkdvugFobO7HzqDyOw7vLYSRr2O/He41AthFMLS0xthNNcLnZ2DEJ65EZ1gCXK48sxKM01Mv7o11aBlVwH/yFKrY1P5kli62xpXXnTBs8HYrYlSUf2hlgmYMdUQ7IRsPQMAApgkGEiQ0msfelCLeoAAM0Q3kqCqlncTJLTaglNv26Yy4BgcuURqW3UAK+A67lHRsKyyAG1sKyzCHAPNOgF7LTwDHueYgBPGLHbQAH+WFiPYblyLc7FO827nkYzA9OMUfUpTRmvdpSvzwPVqzD4mNPhUs68Cmln9uJwWoP3Og4NybrXvlZcgpoPZ72mo5B3VAaxxb1ZQWy4FQBD7HXU+sU+rK7OsCzCkwVa25iZkdquL+AQT0K4bx8iuW+eiI6hjl30d++bVy2H30cuhv30Y+reiWcdwdTF0dw5kLz1cWwjrL1sK/Z2RMATn1w9kbxz2u+FwpRc6hzAKOQxzH7krxkci8WDdhdEZMhD9PNl/57QAORBxKo4l/k/+w09OvY3LASUC9zMCs5BnFADwfq6Y0laJwMWJQAEAL85cn6uRzsKD+VwFtHTmTCIgDMCt3cgi2diMDBPqzVl3WZpnmLK5JBqPBBRJKdl+Vq/KgEaSaNIgxJYPUzOK4vma1ElJoXflzEWJQIIXgbfH2iSwjmloyv0E/DGJ9gQDkmVjViTfgBfi3IvkeXsnlpdhHKuXwvDKahiuzAtDcbDUD92DYehB5B5aWtvbUetqczuWUdO9kyXVfuw5Ew5/TB0DqQX4R8BnovSWuo8sKTXMuoqpBUC5KeYfKWTOOTbOe6fZ+daO1YFiKPtl+XJipJIR6ACaBHYlY4uuMJnAxgOgKwAK5hn90fJiltrSyEFKnXMfrn8AkQ1lwADuUhkzgG58wPjC37EuoakJExN10PbMygpDEsAOS0AdmCMgDXXdcmX6aDdTDjxVbw/9B2txYSEMsY5rSoHj5TNuxuOFkHQFG4F7vVctuFUBAi34p3vWeG0qQJdj9hH8I7NVFmKnamrRAPrlNPcqgGADiF95eYLjCNbaUmHtjxge4QUF1gf2Dur1qWZkWorifn2QzEdoAJLcnR0IKOdxH1S9yIr2JqUQCLzB2ER1NmVNEshdWhQd1uF8L/Tu7oXuc3eiZAPWZacThg9fDVsvuhQGC50wvz4IfbABF3qhezgM3b2BAIF4uTJ3Y1OkEfhiRdY19WN9+bG//3IgoGVoyvNmrJ9ZXIDP5H9BSqMNEZiFPMOO4RX/1/kpAf7bf1lKgMvNVyLwfI5AAQCfz7P3PO77LDyYn8fhL10/oQg8/qq3iDlG0v9T1lYS9yf4RJF7JJSWgSJVe5nyYCtoj7668jdJKpHMEYwDg0ScVgexxG1vLwzX76ZR1rpz1sWhTnOvTdxyDJ86rTLGBWDRA9diifD2Tth75QtDf30/dD/wT6GztBTCpeU4NmhYKZAjCbyanQhwMD8nel4CHKqwvnQ3BxpMc/AluGPBCzv2GrfdXOlmMpnwZhiJFWrcTV18ocfX5pMD+3LnNekAjjEkBXgsq06BJ+scLMcb4xExDAGAsbAQgXB8ALxJKfYglhATAFxZEpBNfgNISMfqCRBCAQa69Dr2It2ALQAoTC8cJyWVqh3IEvsaFuAEAEg3bQ8AynpSU5YceM3+N7AMawE8lgKLK/BBhanYxAScCJmnAO8hAAAgAElEQVSMXWPQ5v7WPSSBokYjU5x34Xirf2aBL3uP0WjCtkuNy6byZCuJgHPrnIbrYu6A+rSnEqzl/gMGMteGaqnKfqzAWgKre11hY5IBmBh6WgKeXNfhAqxrMgGQRpZBbhFoUVITFl/ovs29KoFyjE+vFwYvfCCypSHDgD1vc0vWhLBxP+qhsP7Ky2Fuexh2rvfCpX86CHN39sJovhe6O/uhs3sYBleWQv+GsqoxJ9hHeD8QpLUAoHTUsUZze7Y1BeHfCeiCBfjBn26zXZVjSgTuSwRmIc8oAOB9WSqlkRKBCxeBAgBeuCk/HwOehQfz+Yhk6cVZReDx175NgI3OxraUzKakEEkamGs04dDkNDFsfHLLpJZsihpWnIArSB4BtOBPex2UDqremeTjOzuSuGdZQEcB93IAWFMJX91kZJPJTtQ1fOBaOHjksuhZ7V7rh6VnD8LNT1gIV546CIvPbofuNhLg7Qjs7exUDVJY8pe03VSfrancl320umYJuKmyqxC/aIih5gk8ju68qvdWqylnQT/bpzYGDNoWgZlcG15frs29MOEGnDECoZZgcixWkGOoZjMekEK71jCkA4BPXYwTGKPArAAZ83OhC2AXJYkA/3Z2g1zbMyuV2ZeAxzoWoA684parQFjENmKpYmIkmjJbxqwCjhJAq7tXrBsw71c6+8ZgyGXryrD9PFXiqUBg1JZTPUGnOTntuqkU2pd7p7VvnI8nOpMpH84A5lmHXDt/vDf1HhJZBOt4XbdYc/cu9sbcWKjH6K+lRj5ceyzr5b1s9f5Eew/rEOxhmmSg9Bd7DYBYOpNbpjT3M7JeKcFAljb6Q9d2AIAo775ySfaRzvqWvKCpGD3NzYXDj34ojUJ0/CCVgD7wJQBYi/NzYe8TPzoMFrph/s6+aPtB7y9s4biDMHr4uraxGWUcsDYRI/aT7D9q/02bewOcyrNEdTyTQRPOd8+ZAgK22YXLMfcjArOQZ1QAwP/zfwpzD6zdj9A1tnHw3N3wt9/w7+WYYgJy5tNROlAicKwIFADwWGErJ91rBGbhwXyvMSjnP78j8MTL/lUIcMdl6RYYaUg8oTsHvSWwj2jWYd1QWRoMVhL16ZJWYEYDUBOsVM4o7D9o+s1JOaIkeQALFJxJZWpNDA4b+jp2Xt30NIn6113LsIDADhs++lDo3t0Rth/cKrdevBZ2r3bDtXeth+7tuyEgab6zHmNrP1ral76i66c97ojg34T7L9lIZIGxMTNulq7KT3VgnrrSjt2MFVxsKB9OTRk9vtgEHKLHa6OORdYKGHJGILlyWClLtCYgYGiqm25dOWsyAJnrh+7ycgTcOC+isdYVZqYAgDwG6xjaZjs7ifVWmW/b15yWYs7VV0Gm6KYKg4JOBJ7A6iLjEPdohsU5AQLiHst9HPCUnLt1Pfh5bLPTeRAwxd+6NzesAd9GZLrVMAHrgM2m+9c0kC3V9R2oY/HZ/cMbe/hyYfaHJdm2DVyHDsB1exKBwBqjDlwO7L4OzIhYDow2wSAGexVAHQFAMuesCYyWwSZg05oz8bj5uchiBojJ/cvKKPT7Av71NiKYN1yYiyW/AKmtYRJK2tGXa1fCcHkhdPDy6dlbsqbx/fCxh0N3YzfuqQAOCf4BOKQzvYDyCgp6ljljW7cGCIB6oxYc714KPfmhCA6UT4nAWUZgFvKMAgCe5QoqbZcIzG4ECgA4u3N7rkc2Cw/mcx3g0rlTi8Djn/AWEWHvIvlCySmSSIB9ApoMw2h3d6zVZ8reEvMKx1otMiaxAh4Yt11qLNH9lyNSLbUk4K4OwBOuk0zKcsn+UUG/o0STYF9CQeKYxOTg+uWw89iaGHZ0D0dh/tZO6N68G4bXVkP31kbU7/MAGRNZxsc6HteBCU39VVZe1j01V6bogT+9to13YnfiN2uaIKDXuIw3grN5gwZvHCLriuWFzmCibckvr2HBrgkGIOLJfinjDqXHwozS9kXPD2sb5bpkNqVxVh2SAR4KACilrPuRPYkSUhoqEPQWjb65WB5MQK6OAcjxezOQDNPOmuvI9enYSrdt4whcW45rQcQ6sMyAgBVAOK37dizAilakW7eVknKjhzhuwjFWzfkVTUR/vx8FAGzJ/pN170Gl3D5jXdEJztKZVhZsg4FJ7jcCgbxPLbimv0lJNYErXENL0uUeTgzApfhiBeAfjgcAx/PkvlbNO+5HomMaQVZ7rxK4JTgpYDpL0S2jDueCeQhpg4W56I5OEyQ+HwBAMiYEsxUM5csjWe9XLkdWISQRKDtBgBvjoxYmzV/Qpv3UgbV+H7XPFP49Vzrc6xZTkKM8M8uxpxKBWcgzCgB4KkujXLRE4MJHoACAF34JnE0AZuHBfDaRK62eZQS+6F98r2gsUasOYJ+ADEisxHjCsPrY0ZQ0dcYgCMvjeEzOgMOwl5IBCPXHKom+K+ezCdlJg39N2nlepxBxQbI6NxcGD6yFjZeuhN7+KHSAi4xGYekjO6H3T8/FsjuWSXsmH40ymNTXMX0s8OBZRbkFY7S7GtcTGYYEe+rYhdbYQy8oel1Ww6+h7DcBUQ4As2CdPSbH9POgIP4N4wwabHi3Xj/uHCNOsAcaE9S4EieNQ46v1wtdMKowzdRiRLzpCowfOM8G1MrGwOgQVkxJGkpiKwAg9d4AgAjwE/X7hNnljDY41gi46D2FsatJw8Q6qQMAsZYxPqOPOG3Pag0CugtNY3ymMZE9hi+aJADqSvXtfuMYpBN6fX7fs6CXcTtPbre2hDQHJvng+T2I9ySBQFl4CozSDRgsOWpOqh6evIQBO496qmhbALnDWHZLvUhq5eFYYV0P4ksKU5przTAk5jR0UuarvCASx9wIOKIcuLO5q6XAyuyVvW441oTVvY9yDxOux4glwO2FhbHbNmNlXyqRpUg2q7ZTCetRAUCuI8/+w78V7HzyqbdPW/bl9xKBU43ALOQZdgwv/z++49yUAP/dN0a9z1ICfKpLuFy8RODUIlAAwFMLbblwUwRm4cFcZvhiReDxV781YgM31yPTD+CGdQL1oB4ZJyzD63TUEMGU+ebMJGypmSazwjByHzLQkkC/T7x9sn9c1l+dE65NtGPWG5mQSKIF/OuF4cpCOLi6GMIwhM5gGA7W5sLKez8cmS6I4QNXQvjwjerIqKnG5H0a+OcD08BCqtVFrFvKBADBZEvxrRpTEADxzDqaXoxPq2c2NQE5ZAwSAKs7dgIABPNHy3CzTDcP5Mh8DpOWXzKroSadlABHt94KC9CV6SYtQKfZJgDg/n4EAp3eX479GG82ZVfR0ZhlwJn5mmDLkekp5gfRoCSV5Is7cbUMeIKZybaxnnMfa55B5mgCnsYl221Ausl7O66VrLakOzg3t3UAsRhS3AP7b6pLbxsAj/33mn5tz216CYFrcx+2JcLyfWSwJvBZ9yz5A/p/+A/MOJSpU1rB7LtiOoTYUYvUgvs2ptYYhPuGNeDAesLawm/C1tO93b1cEJDaxsqV2cq5LI32gJ+Ol/p8wgDkscounFjSTSBg7qVSbr4wNgE64ZY9CE/+lx+r21nL9yUCpx6BWcgzCgB46sukNFAicCEjUADACzntZz/oWXgwn30USw/uRwRQ8ht6MSHv3N2Khh/Ud6O7qGTrWr5rWGp0IU1lWb7clwPIgHN5jbIIiBAQnCj7tQEhkDgN+Ktj1ZHVxhJkgHtIJFHKuTgXOofDaM7BBBZMlCUkgAD7RlImPZrridbf4OpyGM73wtwzGxVtPwIKieHIxFXLRuNg68scJ+bfuvcKfhQdTGXu6gwRcovIl/0iaXasMzkta0ww7q+w75ybbra5xGJSMMC66yLmRgewLaCUyocNyGxBLjICbZkxQb/03aE6j9KMQgLZjSw6UzZcGVPOVIR6ijBBYKm8Ot3y3DoGYNLlw3WVWdfazVjbFZ03Nc6RaygASMAzDssAtJxrlByTveUnTkuX5eukcTk5fye1R9WVjqe1oQ35OfbtJ9MLv1f4A9uU/lZiNsVF1oFkleb8HoV71rrUkmXdhqlmQVjuJwq0USe1sq8oO1UAQDgDg5FMDUC57zuhc2kl/kYNSZg84Xu6XWO/wnncC1V3T9aaaMTG8mFh611bE4OPpMVnApEYw96hl8cgThyf/bssYBd/jfeE/p8v/+W1c8CqvaYt//VrB20hFjgGMYAjcAH/TurWL9c5ZgRmIc8oAOAxJ7+cViJQItAYgQIAlgVyJhGYhQfzmQSuNHrfIwAAsLO1PS4LA/BBbTaCK6YMLSVcTIb0N2GVeNdKJlXqNEt2So7xl3JAz+DJJYJNybaNoAXXmNAi2Z3rixj9cGU+dLdQohvCcHEudPcOoysvPmDqgcUCJgz6AP0sgDtSXqluvP1eGK0sR83EzZ2YXKtuogAXKKWzxh5HAf5ywKaOpwL22cQ1w6RM4fDlvvzBg3PjiYh/8yCIcYWtsNIaVm5dCbCc4pxwJW4tjE6kBDnHMHX96GYARnwnIJ8F/rQvcroD+SqXNL/JPND5VdcpS2oTGKNMvbhmIgMxGZ5Q84/sPQFGhvH+8wzGnCEIAUCWAiMmWr4pbDBzTh0DUIAbawZC5h+1DCUuCsyw9NfFqM18+RhOjE8PmKYh6X/PsgFZzprW8nTn3wn232mAf4gpASpcX0tmZW/xn6YXGx4EVCBONFv5GwBhziHisbgYX3Dgd/Rhbz+C3MvqVo1r4HuUBu/tR9agdQYGqEzGnzEHSSAgWIC4FvoNgNF84locjQFE6gt6PcMakC/pG9qLkomIFzl8GUSZCjoy+5i2YQHmnj/6YkjGoKXJBQBs2PDLT/clArOQZ9gxfOz//j+fmxLg//Lf/5TMYSkBvi9LuTRSInDiESgA4ImHtFywTQRm4cHcZpzlmOdvBETvb/8wdODIqNp7ye2RZZBe947MQJRCKUAWE0BlBnmtPzJFDDjYVO4r0WQyp39PQA+ZJoaFklghTOx8mTKSxCuXw2hlIYzEKbITRv1u6O5CB2sgJbzdvQNxp4xlu8puQ8KH9gDoad8n3GRRbogkGeeIsD4YMoYdR3aMZ9sJeGJYf5r0Zk1OmtiBvpTaL8Wac7POwxlzinS5XIn0FKdfD6xlS2Ct6YP+nay7NiXDEkYTb1sinAwiTN95bBNoWClHJiCVYUHaEuEExuq9IQAggF63HiwYJ5dGDAkAko0K8IUswBz7ss4VmGX4BC9YDmpMRLLAGvucbWukfVHwzINOplT6uLtgNt5TSmAnQNtcKTENWLif1HVQ22os/Z1WujuN+aegH81/ErtaQdsJgL1tMO39jZcUVqMVwB5MiYw5iLy4uQQ34Lm4X6kOYMALEXy0fBiluQIWYtzc+3Cs37NUO5P7v1xfnOH15YiOY6LcmPGia3AbBrQ1IuE9b4E/xoz3D+/dnAxAWxCQzxlKPhjwD0Dqk//ph9vOVDmuROBUIjALeUYBAE9laZSLlghc+AgUAPDCL4GzCcAsPJjPJnKl1fsRgcdfpU6/N+9Gd0YAeBYskZIyA1LRKAHJI9lAdJEksyMDagnjhKBcndYdwYeKDpNj7FinXBsgJpOGJSiJ6MpSZOJ1OmH46EMCdEq57vZ+GAGUfO5WHMfaagh3N6ImlhW3N21YcKCSxFtXUBxfYXEp28Uy/homtqLdZ0CciVMmknBQFyf1E+vKigV89Qm3nWcCezZxtgw2AlcNY8mxAidAN+/4agDAaetf2HtDBadqDk7GHgQh6hiFDsjMssnoFEydPo1BBYgyQN4EADilDQHB1MQC65BlktmSbgcAyprF+XQ05j2EdSegzdip98gAIAE+gvuMtV33mf7YKcmVZMfwjSolyfx3G03ApvWRrktgk/sVTxIQB8zP6NocXzaM95oKEMjvc2WiKRbOoMh2DveaMzVKL1hwj8sLCXN+HeOP9wr2KMow2PPA2sP3HJuW6gqDDxIOVqcPYB+defk9DG0IBvIlC8axHxmC6eVO3CAr4achDdaa6PBBB3b/IJaV0/BDjUKSW7W5gjV/arzvaaRCV2WyJ/m9jj21WbN/V9poM790MsaJiIVqvxbwb9ouXX6/HxGYhTyjAID3Y6WUNkoELl4ECgB48eb8XIx4Fh7M5yKQpRMnGoHHX/u20NnZD6P5Xujc2YxMEIJ/SO6Mi2UlkUfiAw2kbk/ZIygHM2VdHlTyekqaaIvTo2UJGgYOksHkBMmyWSa8Pgo51g3015DcXllLICVKc6FrKGAgQBFf0ozrehaQZROyjJcae2D9aXKcEmM9PgIuY+AvAh1jcK7R1KTJuZRj90AfzjkC+Cf98SWzTaW2ninjj80AW56FV6d7J0OqKbNtZOj50vSau0N04DgvtuRWQAwYHUT23cTHAGb8rZZNaMtr0d5cX0p3RQdNTBYGFRCO7U0wSQFqqHkFjHdoRNJGB7DSRwKVKAMWjblYcsxPjjknv6kJSt1GE0v7qy8D0r9rwM1K3xlTWz7sNQlN4xYMbNIFbLsxptiSkcmXGQDgrBad0XG0QBeBrToNumw/EH8Ac3YvsYCTSAoYAHAa+IdGyKLGsbZkG+PiCxDR6tuLgB6NOejcThOj1UthhJLgnb24PhYX4ksRAIfY08W8Q/UorR6f3LNV5nICAB1QCABQ1jn6gfuCAD8lEXit3P7V9AJE9utY8pvmxc6bYwDK7Z67z82+X5lXPw9LSxGkJcBYAMC2t1057j5EYBbyDDuGl/3i+SkBfup/KCXA92EJlyZKBE4tAgUAPLXQlgs3RWAWHsxlhmcvAgIAwuUXSU2G+cfEPjHdkFyhpJFMGZb9suQsFyLL1kCSi/9wPgXl1WlSAIqhltmK67CWsSkoUSmNa5gKCxpCzB4mJgkYUU00HuOTwQqjT08iECn/JPuNF7QJMFloCqo1l5aqTpUfRxvgz5/jQTzDfpy2Yo8NANaAf3WlurnSTumbA6QkQVdmHUGjvDmMYWkp0DW0LqVu4JYBSK2/ptg0gW05ADAOxWj5YRzz81G7T8pP+wLkjXZ2xs1SK1C1B9MaBSAFoEEA+IGAh4kFKOvPAZV1IGUMZhV0qgMALQjK8mEbIGWuWpOZBCj6NtK9YZionuFJ8Nkazaj247Q1e0+/+9g1lX9qQ4mNS6BJSnV1DvyLDd85DyClsmkwrN08CggIrUdvLlLDKiQAiDZxHl7G4IOXOPg32tI9NIHIYOKJOUw3Hoc/odMH86B+L3TIHsSzgMYgBOk8+Id1itJgcQk2WoOy7hSQ4x5KRqBlkdI13u5X9u/297pJdy+ahO0tsdD9VXUMua+ne2xaKXAOgKUGIoFrxAVrAeW/7/9397Qsy8klAicRgVnIMwoAeBIroVyjRKBEYOJ/x0ajNgIjJXAlAicbgVl4MJ9sRMrVzkMEnnjxd6rWXSxPq2X2oLNIesmusHpQZHvkGGmq6yTukWQNImFcmpfhwz03lZshWYUQPRgnFIWnsPsRgyWgERiA/b6YIFSYhCwbM9dsLOX1bXsQ0LJjciW1ub5XypsbyganjduUFCZwRlmSjY7JTMybSoB9STPOcWzI1D0LQjk2XRb8q9EM9ACiAGg1Za5Wa6/i0ms04CoMRMMCJFjY5CBbBwImECGnBegNPcB2EmZXLzKxLFjLewkAn9MuFJYaflf3YTFiYJnsUQFAzpsDKLMMQAXzoumIAaIsW9auSfY7p9PXwBDNMUGP5Fo97b6wv9cxvnjMFBCwch8hJmpgJPNq98Vp93mlTxpbxpj3oZbNxs1xyr5gDTgA7PHDuONlCl6qgEUqDNToVit7MTVbsVcAMFtaDPsvWA1zt3ZC585GPJbOxLLXD9I+iucArkcmZWKNU4MP9x/Yg7ruUpkzX5AYINHOeQLprG4rXzRNMwHinkdw1t5b1rxGY9So8SixNzqXnHNh5Xbi81JKjnshLM6LlMQ73vODR1mR5dgSgVOJwCzkGQUAPJWlUS5aInDhI1AYgBd+CZxNAGbhwXw2kSutnlYEYPrRvb0Vwva2lqqaci7bqBVXt4kRGE02ubIAoE2SBfwD6w8AIhhJ3VhyvLMfwubWmD0iyV48JiVoHnCaVoaq/c4x+eyQKowQJJdWSwoH6neV2NuxW3MPgFnURdNEXjTFrB5h3SS2ZfxlSuNqGYZSdhzHJLmsA6omTFdy78S8DqBleTE++NOzz5xmoAXgKiHIMP9yIZpwn3YHsbS3jtVXBwAydhOgmoKX1tSjtgS1hrFmmYBkAEq3Ky66cNqNABLYfX4uu2QbUcfNHDMBTNbEslIum2Pg6RxPHIf7jwwq6WDcF8hCTFNgSyFzpiH2PuJ6yrAV48XV6fikNrtp4BnayYGWcsOow7H+fQIAlHPpNNuJexU16Cr7ZsbJl9fncQS4GKvELKwB/9hnAGy8b8HIzu2L3Jek/Dg6+QoACLBweTmyrbFvzc2FwcOXRRdVHM/B/uO1FUCUf2PMlBkAUxD7OkthuXfLOKKuKFmHlZcG+lIm9yKh8qKmzTqo7FGjODZh3BoGIFiMAB7dC4epAKBdBzkAEGXS4gQc5/gd7/6BNj0ux5QInGoEZiHPsGN46S+gBPjyqcaszcUPnlsPf/9NpQS4TazKMSUC5zUCBQA8rzMz4/2ahQfzjE/RhRve46/5N9Hx12t62UggmZIEPSZY8lE2SGKJ2OMJ4CnrSdgyUnKG0kVoVfUj4w9GGygbY6KlpgWp3LYuOWdb0xghepxP/FJXDXPJOh2n3x37yZZCZ0EpMmZMqWQCEnLlZG2BP3TImKVUwLtUTjgG+yrMFQf+5dyW09zaOXRgTZwjU0oqfaqWu04w98z81Tr4tjCMsCy1CUMIGm2wrHDK9WAWwo83DWliAvqNIR3bULI6AQJaViLuCQDOyiCL2pnDCguwC4YWQTVlAdaWATfp7tnO23Jbx5KsjBEly5n1KcxcbwbDtYA/m+5ZByg3rZd73oingX9tXiKQxWrYvhOAvgFJZU/wBh4WRJ1YRIYB6M0nppWnMuYAt/ChlAL3UrsvqPakMEmxznAro+QXRh9k+LLf1H6lAQhAPnxoBMJ9jDqJWL/+5YE1OvF7dM0LiRzrPD0HCDITeLRgngcAAVxTXsIC0gA/HQuwFQDIOZPSbDgaR9a6AKdwVF4Ysy47ezG2pRT4nu/ecoF7iMAs5BkFALyHBVBOLREoEaiNQAEAy+I4kwjMwoP5TAJXGj2VCAD8kxJZ6P/VAYBktWhpcGIpWR0rSfzH5hNiuoF/IymlVqAkTcPILEFbABBRDqmskVRKZxPhaUoNLQFANJ0DAa0IfWrfR5pMOhmjKYc0TECJiTEoyTL/jgL2MVax4xOmIVnTEtvvDGBRC/xpG5VhE9hzYFECo3hwDQCY2Gk5VpotDW4B/kn3HEst5wpbCzC6+azoADaUp1ZArppSZbn0FM26CqvPgDo0SpB1BzYsjXesiQhLh+06MKXCTSxAxm2aYUbOnVnGlQEArYNwCqsHhZt2quMAgH4NttkJa8qjG4FLG3fcPwCP3PpOADhYZryfvVu5ZRGTNZYD/2XtOAAw/dsx/5pAVZaTsxTZxof7J0t/UQZMBiDYpfgPY1ycD2FbdSnZZ/s84Isfy0DG+EUHzzAl2bZqViZQzwDdcsg0tjGeH3jphJdD1CrEOfwPrHNrHGKuGUvtycx0Go2QljD38lQjkMqe2o3yFWBOAkRdmA+j5YU4fmU7dnbVPAt973ULENjmXi3HnHgEZiHPKADgiS+LcsESgRIB/G9X0QAs6+AsIjALD+aziFtp82Qj8MTL/3UYLi+E7sZ2TABR/svyVdPUhG5exezCiPu7RKkDZomURkFsvhdGSJiReCr4JywUMkqs2YBn3PG6FjiwyfA0AJDsloYyP/Rlgrljx4O4GF2rykxI6dswJpU4jsl4bhx15ZF+am2SbcG/SuxryrRxLa9N2GbpWJBTkunM3OaAHgVIspp95jqV32sAwLoyYa8d6Fl6dQ7DtdczGoBtQuOPOSprbULnjoChlsKnMlvq6zl9wKTDZ0twPVhVA5LVOvzae9zcQ5bVyHVkWYBg/1WuSaDNs9eagHttL+pzVl2XJ8qQm4DXpsmbBho26CeyJDsBW95ch+0qW5kvMORr3vdWX5QvUHJMQLtPWOYgr+XjayUJ/B5TBzLiWvrCRXQAsd8B+EN/AFRhjwbLj0xCliPPzYXR4lzobO3F48D8pDmIsOGUFc7v0l6tpb8KIFbcku26yK0RGkFdWolA28ZWBP3wEsmWMlsgLzGVR1X2pfZHQD6yI7UUGGvbAvMTQKB/xmBuACySPYwxLy9JfOSDl2gHMK46iMfw/MEwPPmff/Q420w5p0Tg2BGYhTzDjuElv/CdYe76OSgBvrkePvBNPynz8qEPfSg8+uijx56jcmKJQInA2USgAIBnE/cL3+osPJgv/CQ+jwPwxCu/Z2zwgcQKDAuKyHs9O4zTJlfy7xrQzybFNPpAEkT2BhKm7e2xzp+Wyk2YDGgylUJMsIDJn9HKEkOPwSCCdxbok/LjXkx6Wc5mdfs4LhWxxxhFD8sm8GSa4DvP3ANQQ3YMy+DM+OWvnimTWzM8xjAnmUwmtl5b0I/X90DMtLVqywTtsRZ4yZV78tgpAOyEPqHTBpzQDnT9tU7AOYafBYywDnIOwJYll7veNIbctBC2+b0CAloAMAfWEowlOGa1+BxIOAHGHQMwqwU01UChAgCiLDTHlGsCnxggu9ZwDbqoquNzJY52zU1hX8Z7xu1LHgBkmWodmGeP9+e69S8MM8yDxiKxAhWcS3qPLHXNgaT2ZYBlAXL/w3dOg3DsOKxl+LmY575T7T/ZC7nXLy+F4fU1CV33zpaYLsl+qXvn6PJK6GzuxP3TMu+4t1Fjz4N//N3ubdxD6eZr90dcm7FA22D+Ady7FvsmfcD0Li+EzvZeZN7lXIntuE3ckwYsjDsYU7MeR7tRfmIqAH83EucAACAASURBVEiglCAt2Otrl0LodcbAH9Yg3YexNsDqXeiHd7z337bZIsoxJQInFoFZyDMKAHhiy6FcqESgRMBEoACAZTmcSQRm4cF8JoErjZ5IBAQAFBZedMdN4u3e3dPrKrH1HABoADJh/qn+X9ILRDtI6ra2x+7BYMhkHEalGQv6GY0++xu7I8AdE0gp2RvGZFaSTlNeRyAQ3yNJQ7Lb6SQgT1gqZJ8QqHDAXyrRZNkbO9G2tHcaeEqGl9H6y425cSEchf1XB/75BhhHyz5K66GeiVgB/+oYhTXOvjlQqu67SrmxgsJNMbIlwCdyU7W8SE67MK3THGPUrn1TcprKzT0Q17If/rBaYNUBgNIuSjs9Y9AzW5vAQGHMDhL4Vwu+1pXw5sbYBBYqmNdZWhqXWOMaxwBKCfQJAIj9Asxf7KV8+aB9k72EgKNnBJINyJLaicnQ+4m/c48keMX7m2xcD2rl4oO9Xo0+sAd3AFyBvTbXC52Nnfjb7t7Y0dey3NIeYYBA6utJHDP3v+r/JbMQvuAgAxIgmmWb499kIc71xRhqsLYUelv7obO1K7EezfdDZ31z7BRP1rVjhifwVV/QVLRkLdCqa3YqAMjrEwCUeYWZSgQAOwKu6rMU9wfGwZig3/1uGPV64Xff9f3hiz75+2V2fvcvvveYd2o5rUSgXQRmIc8oAGC7uS5HlQiUCBwtAgUAPFq8ytEnFIFZeDCfUCjKZc4gAk987Jti6RYF3lEKhiR2c3usjVQH/iXQx7FtNLGTxBcJEK6Jj7pICvCH5IisP5u88poGjErltGBm9PvSL2H78U+w/gjYUWMQSRj0BEWUfR4aD1HTyhqM4DskcGTtaWKaXE1ZtsfSNgJ70JsCc4ZJeQ7w84wXO7fTgD9NpCfYctPKm20bXpuwDmCw57RhF/rS6Zal2GOdyAbGaI0ZBbroy3dz5byWzSfnMKl3IJW/zaYCgDnzheMARpn7uxEElEEoaG1Lsg2QDTaeBQDvdQup000UYE7jWTG7UQZdxTXZr5EpAKB1EW4EAC2wdoz4d+bnRTsTeqR82ZCkB4BdqenK1BjadQpdROxxygQDAFiNT5QLSPOke5i0YY2RzAsX7m2yJ9s9CuegzJiAIvcdsqC7ajgyjX2Ja1JzFQAgymvRf8yvMurk5Qb6urg4XoMZcDM561o2X91eR03C5GjcCaPlpdAxZcSQoZC9Wl+qDJfnw3ChH0bwibq5FToD9B3Pjq48o4T9p+BhZb/k3o1nD66HUnXqspr1KUw/lvMibiiJPjxsxwAkuw/jNQDgqNuNY8IzgkDmwpyYg0D6In36UY+wAIBT77hywD1GYBbyDDuGF5+jEuB/KCXA97g6y+klAmcbgQIAnm38L2zrs/BgvrCTNwMDf/y1b4ujUPZfBxqAALgAnuFzVPBPkkY1/EBCCQAOulHrKCvbiwwZm/wyAWMsHQuN4J+wbCi2DkDOgmhkvSCRpQA7hgQwsKelc+jXzn5MypAwUt+K7bK8DkwSU8Yr7RIAHOpvWs41Mf215YQm6Zu2Zqjx1waMa7qWZTsSPPKaYv5836ZjMsV5M2NJ5eAK6llNQPfbBJjp286wtiwY1QV4oxpxdQy1bOmqltfmSoHT1BPY0rFN6ORNAQAbS1dTI91allnFdMOXh+J8W/pJ1iW/45/enGLaOsv83mSaYgFA9EcALdwP0I+rgM1qstC29BwGJlr6WzEw8QCfGpBkzW6sMy/GxZcLiA3AHOwLuGdhoLK8nAAhYfzipQBeKhDQr7uHc+vV6hUCcIIuneqXIi6JIWzvG1fGC/CQcgPJ/VwIicOs47J0A9fAWAAukUXHPdDuV35vs3ssAEAyv7Ffc99UmYRUKot7Q0CsScdc6QpBPQEh1fTJvhDhPo3r0C3X6KcOrqyE7u5+BMewVwPjfOZOnC8cP9cPhw+AWRc19To7B6EDkBKsbu7lZm5kfZBNDvAP18AcG60/GStBQ7xEkpipEzgAQF0DtWXAvAdRRoyxKCA5Wl2OPcH9cQhzq/347MDv0BgUKYyofxv30vjH7/5VZAKWT4nAaUVgFvKMAgCe1uoo1y0RuNgRKADgxZ7/Mxv9LDyYzyx4peETiQCcf8WtEMw8JG+aWNW5KkqjnsWmSZ8kU2RdsJQLCc/t9Zhkk/XiWX8e+CMIh2QKwB8SOSRxSEbxJxlt+DcSWPQdx5FtiCQayRbK2vYOonYU2H88zwCFADn9WMHiYTIZx6usFEncnCOnOj7iJ++smwwd2syUB/8848+W3uaul2NeWVBvGjNIBmBK+OraZ9t17C/Ek0k0El8PFOb6ninxrACAKJ/LlZsaR+D8ZWOy7Zl2OddgMrektLNO85CNsNy2rpTZsBZ9SfJEP3MGHjzIz2ndOmoT4ylrsBUAqGuoFgBEGzlGb13bCgBGRp67r/wc0BzIAk3Q7cR9LfvEfNxjBkMxtegsL0WpATCEsS+gDdxj63cjwIZ7HGCSgDiHbe7Q6jG2v+gb9iiC5ixrdvcU9QLla/QLwKYChzIOMv7wJ0tjuddqmXHaf/FvAGMs0cUP4ngLsG1urHHny8lxbQBoeMlDMAv7qBppCPClwJWwrBcW5IWQB8RSOS3Zg571jH/zeUCGJIDj5fkQDoehs38YOgDnyJKTuUN5smMJYx5HozB46GroQZ9QNf/kTwKPfG7J+gNAGs2mUgkuxktgWMDAoYxdxiDHjgFAmYMc29rfizpvAvBhfwKbEesLa5Hu9sIw1/Hg/Pk5KV+2IGABAI9+65UzjhaBWcgzCgB4tDkvR5cIlAi0i0ABANvFqRx1whGYhQfzCYekXO4+RUDYf3ArvLsV2SCaFNHtU5Jjl8B6M4vEAGFyZDWPkIRqKRQT7VRyZa9rAThNfAUQQNIOlgXAPSRzKHEDoLQcGYadW3djkmz0ooaXFoR9IYAmEly0b5N7JsNMMtk2hd8NyCagIJgo+HhWS0briuBfMkloA7iZOExlyTUlpTmwzrLFjrKmHBgbx++YfwrOVNhrork4Bv/YpJTm0uABCTeAlxx7UGIxTv7ttQnI5oC7JnBP8AB1+SWA6EuFcX5XQZRkIiMnGkDKudMmx1ofV2cekWXH5eaiRvtwAhSr01+8RwCwCfxL86gl+zE0kQEYtTM1TtbQpaX2JPeYBL7yvIwDudXwFOacGArpuiTwBRCJoJCUtCrjF0tL2G2qN9jEmPQAsJ2vHBtU7w8AefKywpRtA9RLbD6sQ+0zyp4BVsraJACI/nG/kX0QoCiYdZ0IvpH5DMYi9jYbI2UWSvtkBpIN6Pchyj1YBp3eo9I/HA+2GvqoTPBorASzEWX5uWdFCpFlAi4thbAAYPEgjFaXAkpju2CC70Qjjwm9QAXeyD4UcJOGTmyA+zDjg+cD4kYGJ8BCC0AjRoiblBXrejUAoFwWMSNYiX/rCybZCyyrOd0InbETMRl+eA6hbWGXR2Oc9CEYid/AmkV70ALUsUAPsHxKBE4zArOQZ9gxfMz/9l3nxgX4H7/5J2Tqigvwaa7gcu0SgdOLQAEATy+25coNEZiFB3OZ4OdnBAAASlksmCeqjWdF0pM2VwKETFLDRIysHDIoEArDBCGrJSXrjo0SjQTG15XyYfyHNlWYniWQg9VFKRPr396O/cZ5KB2bh4nHMHRs8owkDv9mSZ9t1zNMCJ4giWMSSgZiTtvKlAlaxt+R2H4uAZ4K/klc6w02KivQ6//55enByxxQmQE4K5ehMQuSZOrDZcC/dE6OUecdgCUmVfaPlOM6AK/ubrNgWwUUpCkFQTwDthH4i03DBCcClBPAGxu1wGeG/ZfATW1rQtOuDkDKXP/I52bid5SdaRoIKHFRJtdpAYAAsPyeIGNgPAGeKFM2gVLoE8Fu7Anck3AeynzxIkNfAtC4pHVcps2XvRBZgJa9Z/dDlO1Cu1SddwVgwj4KFiAAN0oMkG3Me1DZjQJU8cOXM8o4tLIFwobE9ZL7uinLxrWxL6oJiMSSzrdkwrFEl0w47IEsMZbvFEjDtawcA49BH7FWpBxX27ZGRrYMmvugfREjjsIKRLJ0l+P2LDxcH/2mEZMAgCi3jc7M8iIIfVTwjdqHyRGee74w0xVwxRjpGI926zQtybTESyZ8JN79pHWbgGDIYPShC6h7G2Qmlubjsta9t4CAre/IcuAxIjALeUYBAI8x8eWUEoESgakRKADg1BCVA04jArPwYD6NuJRrnm4EUPaLRK5z4/YY9FJAg6yHRgAQoIwBBFLCp90Wtg2S1Pm5qrsvkz+K3hP8Q/IMxghAv6X5MECZGIgWmjjhz+7OYdSBQukYNLagLYikiskdwUQmqTnwz5fEeqCLGoA8t4H5VwH/vPNp3fSxBNm0K9dhsp0r+WwL/OWS1bbLqC0IWNcX9LvGbCMZdlgWnQfPPItMAbmcKUQTUAVAD79bQJXsMvYjAi+xNJngoiTjVouO7dfNa64EWPUGWUJcYUdyHtoASm0MLnLlsk3MtRbrYCoACHDDrxPLQjsqAxB7wMFhBJCVaSUmP+6lQOq6sgPJsE33DQ8w5bBxLqOzuJQGo9QYwFtbpmSbeXIxFfYdmJEH0EWMDEkahCRJAewvNNhQ0CnpmyZWMo5RAxBT/ivrmDp62F+TaRFKWvXlgGGIStkzjZioY4o+EwTEfGH+uNfZ+bVuw3KOHpd7MbCljD6vGWrdffmb11M1MUxsO2FJZmQWWC5uDKAEnMM4wQ5fnA+H11bEgKOzB/AxhO6mas6S7Yj+4z8PLBL0VLdmgKKp5LkOAMS9gJdViCFBX5yP+AJgxQfrmVq0OtbO3qE8uwSoZEn9aBTe8e4faHGXlkNKBI4egVnIMwoAePR5L2eUCJQITI9AAQCnx6gccQoRmIUH8ymEpVzyFCPwxMe9OSbySDI3NlNLqfRKy2ErrBLLmqOOH8vCNKlKoIuCAon1h+Nt4mgcL9E4NKYAII4ur4TB2lIYzvfCYLEXdq/3w7AXwup/3ZXvenuD0F/fTUlT9/bdmGzx2kzujCZfAixYuiZIj5bX2RhLSZsm3i3AP7mMiUkqYfTzNoVJl65hdaL8NdoCgG314nJrq65cmYAlzpFE1xh+xCAkIE3+OcVEIZUD2z5kDED4cwLRRL8ttj0NqBIQMANGVrT4DMDIEmBr5oG/CzuwjQGILGKjG6hAYK5cuZZZOLFuGtyS/bFs+x4BQB/ziWamAYDjC4zZVE37mILtCaDV68vLg7o1bw0/bBmvjQHbVPfdpO8mZaCDCK7Zj13TNMohIF/Xf1cSDx2+dC875p6wGskoI8sPS0bdg2WfxPqmIYqWrUs/7V6E8ZAZR4adXq+y/wgINQyjvVhiLAAZvkM5rv0IEzCyXmVdkg2XdPU6+XmwjHBjmJQuzT0ZxxHIo/6e7CMRnK04XPOaNDWx+6ZjIBKcE7Y6TUqoO2v2n+G11RAwNAD+23vJ4TiVA9tyc/xd2ZgxdkbzsA4AxFhooGJeZEkc8G8FJ/HySj4E+w6H0fCEY9XAFQCwabMov91LBGYhz6gAgD9/jkqAv6WUAN/L2iznlgicdQQKAHjWM3BB25+FB/MFnbrn3bAff9VbYkK0oULqkhArqGJZR2DSIGkFg88mexyxBQDxHRlXogemDpVkkOB3TaaT0YZj4SF5Hj76UBhcWgh3P2YxDOY7ob+HxDSEIfLW9WFYuBP1CLv7w9B/9m50dvRJohzQjZpOqkcXBePHbJl4kW41+dSkVMZbB/5x7DTqMLOfLf1tC/xNOa4ChHgdvtwKvBcQ0F4PSbwFQ5i485gc2ARmTgMAWGEC2uvIGlEQIsN+s668/HvO8Ze/sQzX96W2RJiuoZKkO+ZR3V1e08+6w1trAfoLHIUN2ObYFruWj3cMS2dslGCv4bX6PJhmAWTftj+31w3dpaUw3N5uX+5ur2kZprwP1LFYADCAf03goq6DtG6a2K4t4hgZe3NJR46svsQApAOwsqJzgN+E+RDLmwEe4kN9U+r92VJoBbJk/uB+nAMB9w4mgcHc2GoB2YwsAV/EkMlpmYH+72TPSSdVW89oKE48f/hcsSAdWIUA4qj3ivYZDzDwluZDZ2tPzUMAeiq4rkBp0r5NerKHkcXJvaBJUoFGIHyWou9kPuJPlP+qu3EF8LTPIX0GvOM9P9hiVZVDSgSOHoFZyDMKAHj0eS9nlAiUCEyPQAEAp8eoHHEKEZiFB/MphKVc8oQj8EWv+97QpROu0TeyrD9p0paSsbTW98WXxaq2Fc1D0uEspxUAEIwIBVdMgoQk6/DjHg0Ha/Nh1O+Em6/ohxHIXv0QFp+LV7r8D/th8UPrIWxuj8XemTDyz9VLYYDyrwH0m4bixijOvzA3MYycibCq66Qk/WDE+NIzC2jlElSvZ9UwbxMMoWlz7E08CKaQXcLzffnftOvW/W7HwrabSiY960oBmDoQkCBYxQDEMecqXTOMP3vuxHXceJJmoALTCXzLgHuVa7EE3moAguFIR+M6bcCMgQe7lOt3BWS0ph5N89YE7mXKp4+7BHLnCSBo9edwkLJBp7ExxaHWsUtZwjvc3UsmD1F3EeAJnHnHxh2tx+HLT1kujBJggENYC/v7eQAQwJ+WnVbKhNF47rptO0XwUV5GKOhE/UJq/2lck05hHRPXa65aQw7LgNY9PL1s0fWVnG4BHGJODEAqw5n2IoLPBh8PxsKf3/RvCyb6dV15qWPARQsqok1lQApQR81AMr9tDLGerq6GzoaCyixlFqMUyBaoniHAQwMAJlCQayDd0Go6Y/dKzwJkjCAzsLIcz7TvFdwcv+Ovf6jtiirHlQgcKwKzkGdUAMD/9btD//rlY8XiJE86vLke/vFbf1wuWUxATjKy5VolAvcvAgUAvH+xLi2ZCMzCg7lM6PmOgJh9oAQKbDgw52jg4Fh/dJuU5LEO/LMJH8XpyRRjIklGIIE/SYCUdafJkQAD16+G/YdXw/w/rwt4t/6ylbB7vRMOF2MjV54ahJWnd0LvuY3Yb5abMYFSDaYRdAOX52OZ8NZ+NAgBiEChfFwsl1gT/GOpXU53yiSkyc3TX28a229KWawM1oJ41pRE4510z4yuoeiMyRic/tdJLsdpAGBaD+PSYGrsjX8aJ/KJBWj7aNdhTcmtZ/7Z6/i/E2CraP3lmJEGfLSsN+kayngBHsiaG48tlRFn+p8Dw3i8j0kWBOQ125Z8183zUZmAbUqHrckPSlUb+lhxWdbzkjO29jmV4QJ8A4vKsr7A7rL3btN6zs2ruX+SBuDeXvVesdcEq25xIYzwssCzEi1A21QKWsN0rLCD7T5BbUmW9QKDI+PamCj5oScg1plr1LIWEd9FlACrizrBP78f1u1huRcoZB9Ou8ZJgoAW5LQvlKAFi1Jguz4ZNAWURTcR48fzz5bq4jqWNYjjVQMwAoAR/E/l1Xa8FgDE9T2QTxAQpcny/Islz6L5BzDQnP+O9/7bk9yxy7VKBCYiMAt5RgEAy8IuESgROI0IFADwNKJarjk1ArPwYJ46yHLAfY8AGH8dTWIEz7h1dwygGcfF1LEE9ChY451ycaAv3bXlTwQVpexLBdB5cQussYSt2w2HL3kk7D64EJb+eSfsPrIU1j+mHw6XI/Pv0tMHYfGZrdC9uxPC5lZs2yfZl9cksRqJE2R0nZRSL4B/OdafTeAODmLCbbWpciXFLokli88DGrVYzDTwzwIpDaVmyXXVx0CSYWhtKTPluCstx2T0IE/OuENYNG6+bR8U0MuyAm3Z7xQm4ARARyAJ7DQ19Eh5Pw0+NCZ1wFyutDh1XQFA0TissEAjMJj9OCag1xycOCdXYugPuhcwcBoQWFfu7M9z5fzJuMP3VUvAE+OSRkGZYJH9J4AWSzbN2oYGW6Pr9bT1TtYijTLqSn/JkINRCMAu+8kBfnVsYvN9ZW9w7L/JNaCSCQDVdI9LpcBWD08Z1DQaoWbguERWS/a5x1E3T/VWBSATUxDIIxgJhLr9YheGKYMIkAnbUPcXKw3Ac2lM4p8R/t8eEKxjAnoWoP23/TvmFPHFPm7lCuwLIjIlxWVZ9Q55DWoVAhjk2iOQyGNwbc+WlAcq9BGV1S4ajk46AL+TqY2/U2MRL23m3f4xDOEd7ysg4HEfXeW86RGYhTzjogOAH/zgB8PP/MzPhN/+7d8O+PvCwkJ42cteFr7qq74qvOENbwjLkHk4gc873vGO8Au/8Avhne98Z7hx40Z48MEHw6d8yqeEb/qmbwqPP/54qxb+7M/+LPziL/5i+JM/+ZPw9NNPh4ODg3Dt2rXwmte8Jrz+9a8PX//1Xx/m7XOj1VXLQSUCpxOBAgCeTlzLVadEYBYezGWSz08EpNR3ey8MlxdCl2VPSJTE9RCshpEwJtLHlnrmADAe6NgryeCDwJ8k2M64wDPqNDET9t/yUth8zSNh/u5hOFzpC/g36oSw+vQgLH14N/TWd0JnR8E86lwx8UJfkMgioWWbOAbJal2CbsE/MDt2dqeDf5mE9igAYAKO6sqEPbhTwzCqAxsT+28aGDJtedrSZp98152LNUQjgqbrs1RPHXdpGpJOyZiKTIIkkelYYZZlzECy5bbuOH8NmWIzD7ZcWBiAh1F7svIhOOi/9yXLbZh1sqYNwJKL5b2AgHGA+Rmqa5dACc4y4J+A0ADX2efM+BOoqiBpDiz1rNXoJj4GRUQjDyX8+l3leLTZZr2b8vkJpiz7zTJhdeMVjUAyaj0YT4CoCQBkyS/3KcYvAU7qFjuxnjpBHHsVVKq4IAtjTMEkLBWUm15ZE3f00Xw/dHcOonSBZeqRIceXJrrnJxCQ+nh2T7R7J4ArPi8k3gpu4XqIDwGvHKuaAJr9rQ7Aw7WpE8j40ogE82efJ7nrmf6IMYgydlM5ucSOzPNuCJeWRY9PpCGoPWjdjckAtPs+X6L5sdo9nevXlP7K8wnPJPQRJle8pjy7IHMBANEshF4nlFLgpgdJ+e1eIjALeYYdw0f/3PkpAf6vbzj9EmCAfl/7tV8b1tfXs8vg5S9/efid3/md8JKXvOTYy2Q0GoVv+ZZvEfCv7gMQ8Od//udDJ7f3C0dgFL7zO78z/PRP/3RjP171qldJfx999NFj97ecWCJwUhEoAOBJRbJc50gRmIUH85EGXA4+8QgA9LMfAIABDBqW8RJAy4F/9kQmjtYxl7/jNwUDJMHSZCeK6ptMxoN+PJ/gnwrjjx68KqYfuw/Mh7sv6ofFO6Ow+NxhWHp6I3TWN2NS65ll9n86mLSzz5mkOn3F85gwHg4ikEHQYYKZYsbjf2s5e1Y3Lst+8xp7DeWFif03MVeO+WfH2bKfEzHybfjr+HLjaew/MgQVDMuWjloQcBprzfSnrgy1rjwYp2ZLkGlykdZqN5pegNGWAwDVpbXJITi5F9eBVR4cnAYCom/3AgT6GNv2cv8zL/dVZJWl8nPc59xL7PmW/cvYkFmXYUtGgAtOsBFYkhcC/jgCTVr2P+Hcy7mqu29M/+VQ/tueZ/YkKQFWHVDZ03L7SQb8q8RG1lF3XEYKQBBjs5IIuC5dcDFm3ZMSAKj9TDHqRuffWIqu80FQtg5kk6BGPcU4bsybsnQvqRkI+mU/ZEPjmcH5YcwUKE1xJFBGZmDd+qmLYYX5NxqXw+b2Wn7nnysENy2DG+3R8Mm2Lc8rdTkGgArjE7Ab0Q87VpxDl2X7LKS5lb2mZVoKA11NWXSOBPQTl+VBSCXIZnzCWseH5cAhFADwqM+scnzrCMxCnnFRAcD3vOc94TM+4zPC9vZ2uHTpUvie7/me8Hmf93lhZ2cn/Mqv/Iow7fB5xSteEf7iL/5CjjnO5y1veUv44R/+YTn1da97XXjTm94UXvrSl4a///u/Dz/2Yz8W3vWud8lvOO6HfiivW4rj3vzmN8txq6urAgZ+5md+pvTp7/7u78JP/MRPhL/5m7+R31/96leHv/qrvwr9nHzDcQZQzikROGYECgB4zMCV0+4tArPwYL63CJSz7yUCZPxJIoOEhqwD/mmTOAKAE6WdLcp+Uc4nQvlgLoxiQmrBHySqKOerYbUxgZdjlhbD4AVXw/YLl8L+ajesfnAvzN3YjELtZLLYpDKXYNYBjQimLQFjcBEHlP0SWGRybIOfK3vG70cEAZPZh2270o5zzsyxjcw4Kvp/uXJfC/zVsQ3rFtm05N0Cfr5c2TLF6q5vgR2uGw/EtQQAPag2zYDCd8mbh3igMFvaS+AyaS8qaJXKAh17rw6ky5VPN934dcDhvYCAtr1cWaP5fUKzT5hSYLCpWzNBIe4vdnz2f+gHQwHBkn6mrreKxp8x4ZAuEJhT8Gy4o4wt/KYSAqIbiFsTeoTUdvNlmHrfCoBmS4DZHvY0tKHlt8P1u/l73d5T7JvbfxIzGNeiGYXdiwjkUV8Vw3zgWmxvYzOWH+cYtVpGnVjbZNL6+Pu1lJMTYDnw6iUBpUbQxUM/BPxT1h9jyesrK1EO9OA/vgPQRTCOL4nIhGOf/Fpus4bJzCODz7/EsS9vCALimL396AJvY89+CCjaFWOOjmjK6osetoU/CeTxfheAVo/LlU6zDNiaitBoBefiRVO3N3Za5lpSPUCYVZENWMqA7+X/hMq5TRGYhTzjogKAAPv+8A//UICyP/qjPwqf/umfXpnqt7/97QLW4fP93//94W1ve9uRb4annnoqvPKVrwyHh4fhkz7pk6SdpaWldB2Aj5/7uZ8b/vIv/1L68bd/+7cCDtoPynwffvjhcPv2bSnv/fM///Pw2te+tnIMrv9Zn/VZ8hs+v/EbvxG+4iu+4sj9LSeUCJxkBAoAeJLRLNdqHYFZeDC3Hmw58EQjIOAf2AxWr8ky4sjkY5IC5luOsVXHosP3LKOidh9BHMOKEPZKBeiJjBObtMrAkXiDVfWC6/LPu6+8Fpaf2QtzH14PYWs7b/LhI1YH/FnhfAsAYgwKhk4F/6YAVMA+AAAAIABJREFUfRbYa9IAnAAAOQZ7fZ9MZ4A4Gggk9s+Jrp4aY5S6vuaS+qZEnoAQwSBnHFFh4jUBgA1ltB4AbGL31ZmIZE09NAZN7sFyiAXDcnPD+DSBf1ZbbWKt1+g6tgFQ6taKLVPEMbZsNXOOrGXuA3LPK+BpAZlcyXCORceXCNqO6PyJRp5hGipzLZYFR7B1tLc/1ufDPqQgDV4m4N5I5h3TAEAzPnmZYQHAvf0gQKPfA3Ks2kzMBOA0LxWyUgFoD+W76xvjMmZrtqSAZ3Iexl5N5hr7TgAQ4N2VtbEzuvldYubWHPZdft9BYodyWN1LOwDN0BZYggCsMB/W9Zl7q31BwhcRiCPLeLG2yMzmCyj8jnGxxBjxzL2gQeekD2DNmRckBCItM8+z/pRFKew97DOHh3GNEDxkbGy7dj/DuAB84mMBQK6Fipafuyd5b1gGIF2B0R71aGkGoveczAXWkbYBELCYgZz0A65cjxGYhTzDjuFF//FfnRsX4A9+29slzKfhAgxGH/T38Pnmb/5mKb/1n+FwGD7xEz8xvP/97w9Xr14NzzzzTJjjftTyFvi2b/u28HM/93Ny9J/+6Z+GT/u0T5s4E7p+BB+//du/Pfzsz/5s5Zi//uu/Fo0/fADqAdzLfX7zN38zfNmXfZn89F3f9V3hx388llCXT4nAWUWgAIBnFfkL3u4sPJgv+BSeyfCf+Pj/JSYQYG+QNUcgD38iGaLI7va2JLZZx9g6t18mNkbIX5JKsgwVGOxcWhknjS4S6XjDAIEj5ejaWjh4YCXM3doJnTsbVf2quuQQ17bgXx1bzwKRTAwHauTAxNEn+bwWYlR3XTs2jY0FAaeeVwf+KZjgAQQ0l8CXk1xhOcafv34bxmMOhKIuINqwbDEAMwYA9Ew8NJ/AO68JGAMxEYEc+BcPdezKTNmv1QEkMCj6YY7RmDTF+jBoUOZbZR0YNlxujiqljmYM1nyjiclVxwL0bR0FEDTMv6kgtgIfyQ3Zsk/JZPIgJ+8/U+KL2FWcfnkfA7wDI1fBGGHj4YM9BwAUAZ3dvbErMF4iUF9QQRVcQ0r6uWdpKW4qw19YGP+usaPuIN1jhUlIfUPGF/dmcoLWlyE83+5FYHOJRmW3sn9MxBfjWpiPY5HSeMNA4/5mQUzrSCz7bSeysK9eFv0/0Uk8BHh1GF1uoWtqtQBZmm3uHwHGAFCh5JkAIPoDENCaJ6Ed+1KFWng01fAAr5WN4DrBn2gLY6LDMtcfr2P3exyTA8TxnbDPu6lkeqJkHPEjYIq/Y0yeCej3PjIXjVlWKgFmyXUd+Mfxcs1ZgBLjRZzJnkSsCEim56rRVcS+1e0WI5CTfM6Va1UiMAt5xkUEAG1ZLgC4T/3UT82u7B/5kR+R0mB8fu/3fi984Rd+Yes7ALp9jz32mJh1oIwYQGLdB7+jlBfafTAisVqAYAd+8id/spz63d/93QHMxNznfe97nwCW+OSAxNYdLweWCJxQBAoAeEKBLJc5WgRm4cF8tBGXo08iAk+8/F/HhI2aTQbEkuRoeSkmIDgGDBoRdVdwhEmWTUBNUi79UyZORXAfiaZhBUoyq4mgMEx88qaC7pZ1KAnownwYXl8L3Y/cGmuKsc02AJUPoE0+ja4Wdb+kjzkmD65jAT8DAFaSd1MCOBXo832bABvdHOi4yfaT09mPJiDOliU2LajjxLMNACixc2CbZ8TZthUQ9G6+FQOOBLZEYCSBL258ns0nx+raayoLzpmI4Lsc+AemWzpe1lTsk7Tt9eo8q479bQPMab8rIBvPbwsA2vjUtemuVetk7IDnGBst/1WwMplq2DVAkMkCgOwXYgkwJsPeTc67Jg6yfynjuALupetFFhZARYKGANUA4Nlxyb7T6YTu0lIA29Ca8kQdU+PcSgMQ7kPUMsRxAl6PAVwCfZV7FnFTEDDtn3ovp+lxbGoBP3mv8frUV2Vs7b2ImKB8F8dsbMbL2nuMgFMG+IuHdqNxEsCqxXl5gSTfS6mqvkgiE47MPrvP4B4WmQeNBVh92OPt/WA1+HAcDTAATlqDD94zBDzRDq7H68vLGwOasx3Las/pRpL1xzEBGOU8e2Y4Bk+gj3EmMElQkPeTlkunucRxZNPLelW9RVwHv2EcbA8xRRmwMDzx0kBZhIytlhY/+Z+i/lb5lAicdARmIc+4iADg53zO54Q//uM/DisrK+HOnTu1enlg7UEnEB+UAKMUuO3nAx/4QCrnrWMZ8lr4nSYhOO/FL35xagYGJWAgAlBsywCEq/Eb3/jGtl0tx5UInEoECgB4KmEtF50WgVl4ME8bY/n95CPw+KvfGjp3NmMS4stfkWgIG3AU/wSDhuw9C9KRMWi7l0qalI2DazBJYsJiwUEkaSYJrTh34rpa9itNaBIHA5DOrbvRqAQfn8S2DZcHFFjqzJI0vU5K/HPMP8MaSsCbnpcYPfaYtn3LAX91gA5LCpVJdFTNwWyXjgP88UJtAUAeXwc6MblPa1ETelPWmwBBlijWmG6krtUw/OzvdWBgjvkny8+z/wz4J+w1MgAJAGIeWbrqmYG5OfZ9zh1TB1C3XW91x1nWHo9pKPsl6zTdxwT/9F6eANIta5LMRrvH4P4nEznXRzhykxGXzFVifGk2JL9b6QKAK7rvCACI+wYvOQwAmMZBrUB1FuZ+k8A73UPoPOz3MpiDDCFPQIMP2cd68YUKv+PceYayAvk5JqCcbF/a8BoKAKaSXe69aAsvTh57OHT/8cOyn/OY6vadd3yWFy80D1EdvLQccH8CfKMWHsA6ux6ViSkxl9hHYDWakqh7sy/L5XyBAYjrEVhLe4YxJuF3FqzDdxw77x/sJ2TaMXZ2n5NxgA0Z14T8nX02az/1nc8/+xKIkgX4DjEhQ9e2w3lmebxqSKaYLcyP44NjCapiLXJvxVgIcAow3AlPvv/f3evdXs4vEchGYBbyjAoA+B/edH5KgL/9xyTmp1EC/OCDD4bnnntOSmvf/e53165u6O5du3ZNfv/Kr/zK8Ku/+qut7wQ4DH/pl36pHP9TP/VT4Tu+4ztqz8XvMPbAB+d98Rd/ceXYr/marxFjEmgAonwZRh/2Aw3Az/7szw5gM66trYnByAMPPNC6r+XAEoHTiEABAE8jquWaUyMwCw/mqYMsB5xKBJ74uDdH7TwyS5i8AJQguwTMGCZjZF1UylE1YSSjgUmiMDA00aM4PZJtC/h5oEgTmQob0I58ZSUmQy4Zl0OOA1jlAEAACg4AzAafyZv58cjsPn/howJndtzHObdpVR0nnrherh85tmETu82CYoltqq6v/M3+iXaFcRRNJnwpbmWYxk3Ym3gkV15ew5yY9Px8zAha+dJj8+/kCKz3UUU3MFeyjDZypYz83gC+0h0X87QOT2JNWNDeglguDpVyc1OWnkAKW6psz21gHLLMtjp/GV1DsO9cSWnS6AOYgo8wsozrNcAU7CPLyzHWm1thuLk1dizmXNFBl3Fm7Pv9ankv9w27ZpQlWAH7lBlXYTVT984OFGNSYCkLAGJerNGEA5hSaTJNQ5T9d/jINWHs9Z6+GYE1/VT2eP0uAYSGiS3fXV4NI8aVx+J5AcALL2UIyPJFD1l9XI8e8PTOu4gHroE2+ILKaIFOgIHTno7czy0LkM8nnJuTfcDvbBN94csIPt+4Hvgc4EseAfYV/LPsRLl3DWOU55FJin/j+Sil04blzfsPY7DgpbnWk//5R6dFoPxeInBPEZiFPOO8A4DvfOc7wyOPPNI4TyidbfvZ3d1NRhxf8iVfEn7rt36r8VQ47W5tbYl+HxiBbT/QFfzWb/1WOfzXfu3Xwutf//raU3/9139dAEZ8cB4YgfbzkY98JDzxxBMCVgLgg8YfmIl0AQaACFdjGIz88i//cvjyL//ytt0sx5UInFoECgB4aqEtF26KwCw8mMsM358IPP6qt8SGSKQC+CcsBWVGIGFhqe/O7pj1J8lLdO+VD5kPtnSW3yNJYXJFV1+W5yHZVp2oiounBf7Ylg0J2qUukiRXh/HXk2L+SUyiWQGYQOmTA67MsbaLWefeo4BoJwHWnNQyOkq/K0GY1M/LdqlNaasHAa1WHBmAzuCjEfhjRxwA6PtHNl8sx+wkTcBU6pszwbH98H8nK0002wDqZEqAcyBgAwAowBhBe94HXD9cxxmA+ljLw7L9ataFNZmpZf7lGm8qN1awLjqHd+sBfpZuQ/+NexD6rBpqUjpMPTXsbSsA/LphtLwQOjfX4zlw99YS4Eo3a5i7AsgBAEQ5LOZUGYY5UA/tgwEo5xjwyOsFpt85n8peo/txckHm71ZDzu+FRndVQoL9kiZM6LOWk44W58JgdTH0P3gjjKDzqh/PDExsQbLOoCEIsIp4FkjcogEILcC9MdBqAUBqAmJd4kUO5g1lyGQH2r0W3xF0s0Ac+kdWHwGw3Bz5Fzs0BiEA6Fl/lsHHUlyW8OJYYQNqubJ1qGZ/LIOezwc+syzYSYY5j/GlxbJGdJ1wn2F7Vksw3euj8OQHigD+sfa1ctKRIjALecZ5BwDbTAjKY9t+bty4ER566CE5/Ku/+quFWdf0gQPvs88+K/p6733ve9s2I1p9dBF+8sknw+OPP157Ln4n6w/mHQD4/AcgJMqEf/RHf1QMSewHmoHf8A3fICzCj//4j2/dx3JgicBpRqAAgKcZ3XLt2gjMwoO5TO/pRgDAX2cwippNSNqQsCHB2tyKybEk2Z0o5I7/wUBCDEYHP3Vlvx4AxPGpRKkXBecvr1YHh3JiJMRg1jAxtaYGvk1JlhQABGvHAoA89qiAldV5kuuDHTSMY7YJZe5/tmzZnbaf0/eqXKfN9B7hf+zaXO7Yxxw1lr6ho4yjCQBiAoxy2rn+WEeOMc8BcbL+8iWME90kEJdh7lEHsAIAKkuIwGD1/0phLuDKk82aju6uw3HZb25y7Pl1pd62lFGv4XXkeOms87MHPuoWCY8z90JdO8kcCECnghUVBu1R9A2ppyisrzFbr0MduNzewO8A4CnoKf2Y68cSV7DIAPrpWAB6DZfmQnd7P3Rub8gLCbnvodOnjGVvxpG2GQvYAGTDdbFvgElnNQDJlJyfkz6IOzDeocA9F6Ay+mpKgBPTj0AlGzQgoJ2qrPmKBZrUfERuByu/wDWDEuSHrofRYj90b94NIzwH3CeBgHYtck4ur4XRAiUeFPzDXo7nhy2tJUjNslq0gf7A+AnA7M3bEdy1WoA8lixCCxxaNirmk88fv2dZcNyW4uJ4y0L0zD8cy+94HFnsZJCizLiOMUiwMBcDG1+C84lxr0k9zpcy5rFmqJzmtQrNvlkAwGM/6cqJR4jALOQZdgyP/ez5KQH+0BtjCXCbz1EAQJQUv+hFL5LLft3XfV34pV/6pcYmcCzOeelLXxqeeuqpNt2RY37wB39QdAPx+f3f//3w+Z//+bXn/sEf/EH4gi/4gnTeW9/61oljURr8Az/wAwGMyNwHoOY3fuM3hu/7vu+TUuHyKRE46wgUAPCsZ+CCtj8LD+YLOnWnPmwB/uDyiA8YMki08LEJimhgkfk3FOZFVu8P55H5h79b8A/XsIAhEmCIzUNb68ql2CYS5hu3o6g7ku2cCD2ZgjktMIrPswSY0asDrJqYIUwkmYjB5dezCpvAP42FZ/1VNP9wTFsw7Sig2Wmumrb9ndaHNuMhmDCtFNiXlGvbtWYdFgB0DEHbbTLxBOSTJF9NOyxLT0uBU8lu5t9y73jQ0QHaFSBRhPzJpM04A8u9lSlzZee9Jp/OWQKF9N8TAOBR51bvH39dP/Vsh+CfAIJ05rVAYk5LUPaicbnjhGGIaUxAwExcktYdgDwFu3CsgK4rS2G0thJG2HtGozCc74fuzl7o7A8iExksZ8feswYdlRJcD56CAUh2IdpW91x7DvoBph+ZgQIA9nuRZUygyxiEZEueEQOj45e99SwwpiwyyihUjEII0l67Ekb9XujcvD3e98i4zL2MsY3+/+y9CbRsV1X+O6s5fXfbJCQBjIQmwFNBCIn8gb+QRxKFZ4NIo6KIICI2ID0iNkhCbwREUDNgMERAHyIgN/HRaBg8IiHgo0kgQCBAQtrbnHPu6avqjW+u+a2ae9XaVXW73HvO3XuMjNxTtZu1V7dr/fY354c22LldOo1uH9VcsqqyIwQ31RyfE6hjbMz/BwXh2IjUbr69eDuExdiPCkDcm1foDZp7eE33jAJs1f6Jed7GqtYPjTn8CyGG2vrnHZV7/H+qSMUxeLZ6ow+v9ksViXx5QfMPKitxDCFgOq94CFgBwGF6QbXPUayBrbDOONEB4NEOAd6MCsDLLrtM1X3tdltgYPKqV71Kzj33XBkfH9d8f5dffrnmGWy1Wvr9xz/+cTU4qbaqBo5nDVQA8HjW/kl87a3wYD6Jm++Y3noEgKpQCSGuBQWEJlZHaCLAH9QbnbhAigVLw34LFMWSuGPR4hRZNShE5qa6zoa2sMFCvH7rnWGxjM0vqsvgH68HoIhr2EK75/i0XPzbK2P8PraoVCVOYkTSk8cuswD14X6FRkzzXA1q4WFg2aBzHM73KdA4VEA0zDX9vRFSFNrAhbMkxg+6m4E5DYuz/H66Lh82hDhXxkyIrnZFu357fUPhEcEgTUYKjsL9Qn5d6LIHf/4aWqycCYgPs+8HAbP3VYv562hScKQ5KUtVf3b9HvjHcNN0bA/RxxnWnFUuMowaYMhtPlQVYIcQTgEgXMwnxqWjkK4htVW61JqyGeCN5iAZ9+6Cqpd52vyLA5QJ18CxOE+SgxDH16cmi2q/8QAme5yJCXEJhHiPvg+g/w8K6zblWwibDikbCrkRoQycnJD27u1Sv32vOhvrlsA/QrLQjAbKoHY8sBCgqoZRh0MVph6YD+MzNbzQVBAGBQnHNlrSOut0aew/GPLPetDnQZzPu8dzQyFJGJqGxHoI6hWA1i6q3HXhtDGsmWX2gK0fBORLNCoBme7CKxJRMYR+Kfzzz0p+Z0Y0IXWGQUDmD0SZ6QKMuQX7AIa3WrLnW2/omQkufuArwsu4Vltap8zK+tyY7rM6FxSb/+8He0PuhpnKq31O7hrYCuuMEx0AHm0TkM2WAxC5/R760Icq/LvgggvkiiuukEaqfhZRCAgFILYXvehFGoJcbVUNHM8aqADg8az9k/jaW+HBfBI33zG9dV0MrKx1TTOo4ONCC4sRLJA2Wv3Bny4SXWhlBnIhH5aGwiH0bnZWOrOT0poclQZC7RaXdbEXYRvvWhdqtaIbJRe9Hhjh33RAZG6msppLYUMJ2BoK/KX3zWs6YFAoRk51OKiFh4AjYaVtrpmDzjfs98cC+Plrp3XR7z4Z4p32K+2vFv7tACAuQzCXC9fVYqQmIVqHXZWf/umBiwHsXB7BmLcvPacDgdEJ2NWBOsxSUZgDevxxmwLNNP/fMDAwVQJaOQ4XAhbgX868QKu4HXLtIQw2AWDDdkNtBxcKmYL1IngNkLMQEuzqJqr5DL7FMOJEiRiv4dR3oXt0TRpizj1CNYBE5A7ECwhTdwGmMfw3Z8SiIHlivGsuYvnucoYpOr79Ygf1ic/Qh7ixn5QpAu0cBfdjO1brGI66M1PSGWmIfP/Wbl5XF6at7amOv3WdcxHqq3kCb/hB+GwWBiAu/JepJHwePIKs8THpWPhzVCSi7PfYHVzccSzBoJmoRODoFXSAblCA4zOGyOK8HjDiPlE+wj8zhsH5FPalYeTY38K+o+mUh3ZpXj8+C1gugkAPPbV8rr38cy4dEHwWc3++5OA9cH/Me/47PAehWh6FkrgtV3zlLwtnTgFgp1GX+sq6qmDXt42J4F3deF2u+rcXH8oQrfY9yWtgK6wzCgDwr0+gEODf39wuwDAXeeITn6gj5EhcgF/wghfIX/3VX+l5PvvZz6r5R9l2v/vdT775zW+qczFcjpEbsNqqGjheNVABwONV8yf5dbfCg/kkb8JjdvsRAGIxSTdFXI1wxhZQXvERC0PlRgr+/GKai8vZmXB+LKAsxDeqDbHIYhJ2Xhv/T+Gfhxwp7MIiCeeFEqIfaOgHmXhOwDu6QqYquLQlcqFnOfiXU7odyg+SsnIPKt+h9pxDKRPbNlWwGPiJa1v7PpsH0aBKAXikZbZ2oXmEfm2u0dpOPlQ4F2rrHHtTxV0uL18M+dU+GIBgVONp/zQXaOfuG1WAACKaJ7I3z2CtOSKdjfXuOd198njvMhy/phLQq//wZU4R2a+9HQD0xhGH2kVCtTiQ4kEMvjR32gCZoMw0t9phQXZSoGhokuarYwgyoBVCN+n8zfs0NZ0/nfaX9ZDLT0GW3/ycQvWvQd8C7LTxXagDU87pvSJ8F8cB7iGXneZLXQ8wy7YIDxUwB2io9wmY513VvZuzDys1VZmex4BPPLndH9updupukaXlkFLBKQDDHGcpHwBNDQB2dsxK7ba7gmrR52dMQrH1XJOT0t45I+2RhjS/+YOwv4YPB1Cq6SUARAlFtd9anj0LtyWAKzQFQqNXV8OLH4NbCukIQJn3z/qXquKgACcIQ31TRc4Te8ddHGftoedFX8jMY3TrjWHBTDdAiEjFZaoOpNrPP0c5b+WeITieId/shz6HqSrxbcyl51SoW5fO9ITUVtbDM1DruSGdiTGpYT4CPJ0aF9loS20ZgNraXRspLIw7M5PSHh9VCNiaqMvGWF3Wp2tyzeUvPJwpojrmJKuBrbDOOBkBIMJkP/OZz2iY7P79+6WZe0Ehoq6/BG7I5/dnf/ZnQ/fwG2+8UfMGYoOrL9x9yzZ8D4MPbDjurLPOirvCPOTKK6/Uv5eXlzXst2x76lOfKh/4wAf0azgHw8Ck2qoaOF41UAHA41XzJ/l1t8KD+SRvwqN++wr+sGFxoDnzXH4mLDCorFIWGGBGIZyOCpMcADM4Q8ULwn3131ioMwk8E+rzzrC49Oouqv6onkhrIAVqUH/gM38f/hi/fxmIYHgzwWYOrvlcTyWtUlAoDak27NvAhwlOBnaaw4B9uXNmDQf6XLxUcebbv+SeCw6yuAb38znz/LUdpCt0h1yIsHcV9mG6Bml4LZrfePWeAqVoDpCBfwoO6jHXWwFmEhaaM2sEiD7XWgr7HIyxwRlubxhQPLBj9CrdilVqKrhM6E0MQXVO3xHupv2tbGy4flBwvjUFmDfPAbhhOGuE9twPc9boaMjDxw3QSfOxbQRDENtygK/nOwIighlCIO4IF92RkQgAa5jv8FICeQQZSpvAcZ1XLUk5+hPcgHvakBCQ8Int7EEr6oxhvZpfESrI0QDo5qakBrj0vR+GknqQxDpA38P+AJYAnDDfsBcweoypzPQZgPqEmntiVDrIc7i2ITUoxO+4K7geT09p/sAYAgx1N5TfbFe+EFhdU/Meb+aiOWH5MsieAdpefB5MTXTneLYHVXpYDKIuUdfMU0v1qK873A+gLMYsAaNCdguf1UaB8tz6ORXl9nyIYzcFhmV5/NheuYV1xoBF25HqP/YtDwDZZnjZMDWmhl0awr5sBit0qScotH4BAFg7uBLAJ+YTGIlo2SzPKKAg6n9yQlrbJmRtRwgNHt27Kv/PZ3sT8Q8xjVS7nEQ1sBXWGScjAHzFK14hl1xyifbUq6++Wh7xiEdke+2ll14qL3/5y/U7QLjHP/7xQ/duGJOceeaZcsstt8gDHvAAuf7660uPPeecc+TrX/+6nHHGGWo44pV7T3jCEwQGINgWFhZketryh2fO9qQnPUk+9KEP6TdQAO7cuXPo8lY7VjVwtGugAoBHu0ar8w1VA1vhwTzUjVY7DV0DCgCxQEDeKyZnp3LOLcwJs+KiB4sgLoDTRQoXoSiFV+FhkbhzewCNWKAdmO86CKcQAItoLMrKwJ8uWFxeOPxtjp49EDOtDQeLehSNHkDyuFRliM/7JZu382dz/6Uw8VDh29GGgId6/T4961ABIE8VAYxXtOTq3A4owL9cfWgbDnD4JZw2uBbyybljGAIMB2Dtg4RdQbXk4ZzCC2x0d6Va0MJ+e0JVmyNBPWjwTs9vxgNQ8KgKCecCwKGSydd7WZhvRnE7tLlMpl0HtmcKvthmDiaF0EtT/pX1HbZ7bpwCelnosAcxfu5RuIf6o7IL+wPsYO4xx1+G2Ool/LzmXHZzxSvUAe83VWalkMhUdDq3tNoCAKjKPzqH24V8v9c+PToScxMWykLwhw9V5WXAxvqc9kcHrRQkoi4wR6+taX5BmHG0pselM1KXxldvDKf3YIsXRFqGmemgIkPuP6dW1L7ZbEr7jN0aGlxbb6ljvAInzOW2bxwPUAA6GFYDkIKLcAYAKtgDuMP9ARrSdMX1dW1j3j+gKvIMenMOAEDk5QS8xL5quLKidxZdnv2zCvW2sdHNXehAoh5ERTGhG+d9H4Ks9WhGJumclfYLXDsFkHESDOPECttV3lPZ6Odpjgd8hr41ORaAngd+qB8oHz2MZL2jbwD6YXxw7kmfdS50HIrA1lxwx66vtaSOnIwRKjZkz/UBGlRbVQOoga2wzvD3cOZlL5Xmzrnj3rgbdx2QH/zB67QcRzsHIM4JYxFCvzJ1HnLuPfjBD1Zwt23bNrn99ttlJFXQD6ip5z3vefKOd7xD94Ka8Lzzzus5AgDy/PPP18+x/9vf/vbCPr/3e78nb3vb2/QzmHtcfPHF2auur6/Lve99b/nhD38oc3Nzsm/fvioE+Lj35JO7ABUAPLnb/7jd/VZ4MB+3ytviF7747BcHRQDDf7lY0AVT131Tq4EKOZ9nytcPlSU+/xQWsViYzU4HF0QsiLHISxbFusgk+MM5c4CqDILhhwj2zwBMLV6iEosOxix7PxCRtn8ZACT8S1Uk6fFl1yrrZ0cb/PE6RwkADoRFfcZPjxKw370aDCmE/Fqf1EswVDF1+I1tbCoXLILZBqoCC32cocEFN17k0QIIpALQcgwWPuM5GJ5oBg6lIcAMKTX2mn74AAAgAElEQVSYo9CE4cwI5/Q55nwIIKFEP9jH+nNtG12nh5zHhmpPl4+vB4g79e/h5hbU9vCLC94PQavdizrmoj0JV1CXUKBhnplfiHn1NLcb292OZShwoVrS0F5+6cGbgU39yn+OcQ+IhjIZhFQ14JLloeOclqQHyOZHtPtNQ4xjWb160Y0Z7adUe1n4a337tgDLoBb74W1dZRvnMYNTalYCQ5LxEZFbbu86tuOeUH/4D+fB/M28lqpsXNO61Wuzj+7Y1g0rxbjF8wX1QOUZ7g9KM5QRx05OBnU4NuSBpVqQ9QCQafeg4dv7D0RzFZ3el1eCehHnQNmWlrrhy14BqPNFO+azDSHXZhqCPsPcev7fHqSlqnVrkBjq7p81qTq2bL7F5wzZTccowSKPZVms/uJLAtwTP/PPF0JSmqH481P9l75U4LOdz1J8j34M2Li0WgCAqgpF2THn4XsAYc1LGV6a7LnxjUPOOtVuW6EGtsI642QEgOh7DANG+O9VV10VIRz7JUw0XvKSl+ifr371q+VP//RPC132P//zP+Wnf/qn9bNf//Vfl3e/+909XfqGG26QBz3oQbKxsSEPe9jD9DoTeF7ahpBelOMLX/iChiFfd911ct/73rdwnv/4j/+QCy+8UD/7sR/7MQ1dnp2d7bmWVzU+7WlPk/e9731bYYhV97CJa6ACgJu48TZz0bfCg3kz1/+JXvaLf+QFYdFMlQQXh1xUaAiUuf9SKZeAMA13s8VYhHeaA6wmNSxCcW4sYLDAQ4gWnQy9wUe6GOmjBot1mqo0PERyELMH+vVrlBREDaH603tXR9qSRMMZODOwXxwH+DcsMBoKFA28wbBDVgmYHhtVZuhHVsdcrFIBlpiARFCBc1HJh/5mwMgrl6CY0n3cuRE6qnnIoKxqNqWztBQAS6ejUATf+Xx/yPGni3IHBfU2qAy0Y1WtZHkFeZ5gEGIhiFER1DWciNUBYAKjiQQkxv7HHRMIyI9zUK5vW6b9OZOHTs/twxbRb1XZ2M0vV1A5caxk+oeWpSQHUVRaokp9fj8Aih2zsnTWnKxP1WXitnUZvX1BavsWpIOQWubJIwRMX2Ro5XWKJjqq4uqO5UL6AyqmcVyqpvPAyNqzYBbC/KI0mAEIY75RU5QVwB+uQeUZ+iEhaO4FDRWDSfi1KiURlrv/QHd+iqqwRnD9PW2HqvtgCNH81s0BoKkKsxlU28gxt+9AUDWa+27BPAOAkIo41oH93cF5kHcOYwzAsNkI4BB1sGtH+Bv7oL7mF8P4wQsifI+XR8zHiLZkmTAG1tf1pZGq+QAJAX8XDwbVZfLySiGmh+e4B4Qyo255HkB8rz5nP/b91AFE/3GEgK5ee54F/V66lEFArQT3TEmVhKrmg+oTDssuT6D2zeDyHP/PAqfqep9qIB2TfKHiwSL7nvYzGJA0nIrRzVkjTdnzjUuHfApUu232GtgK64yTFQB+6Utfkkc+8pGaVw9htQBoAHr4+/3vf3/MyQdjDQC6mZmZQncdBgDiAIQQI5QY20Me8hB56UtfqrkBv/3tb8vrXvc6QTm432tf+9rskHjc4x4nn/rUp/Q75Af8gz/4Azn33HM1H+C3vvUtdQCGOzA25DW89tpr5f73v/9mH15V+Td5DVQAcJM34GYt/lZ4MG/Wut8s5b74Xn8YfsTb4i4uOuj+a0qokJ+pGGYZ4R+OdcoSzQeFxSNcJZv14Oq4uqbhabpo6Af/hqm4krA4f2hUjHFBVFjMJaHEOeA2QPHH05XCv8MBfzjpcYB/w1S5rkdzyfKHPdj2I4iKwHGA+s/npOy5FBe0JS7AEQQ6wKdQz4At/l0Ia6cpgzqUroS8ZjouGgEWqHKoKZ2DUHeFsRBzAJqLKz/T+lIFYUP/H/s+ro3QeO9cTTiUW7TbTQPIKFDK5d9L1WVeMXQofaoMVMQch1AHG6xM901zuqW5FhMVn2/LLPwjhEPbMucdXX6h+rJwyI1T50KIdrMurfGGNBfWpXnLXRoO2V482DUtYTsQbHhjC3ODZZlifjgPjrxBkJ8bCGGSeo7wTztCcOlO4W1hjjLAG3PQ+XyGZnZCIOiVzToHm9My+zbnJKgAOwfmQz+1MmtoNI7REOqGtHfPqQtsY2FZZD9SNBhcYz2h/k3lqOHNAOI0z6Ba06sxFUaZ0g/QDkAPL5ngzEtYhTGPsOPxEYW1CvAYzopyHQTMg6GOqXSZ4xDQFPtZfWqOR+sHcnA55Kzl80rNXpq9UNlMWrRPra0H0AhFo4eA/uWS76iWo7CQG5dqOz+PMXR52LkR5y2bB/048/Mv/o36Z45JD+jjw8k953qAPsOYk5cNuXQDTLGQg8/6fA2GNn6ubp06JxuTI/KpT75s2Fqo9tukNbAV1hk9AHDHCRACvPfYhgCzu330ox+VX/3VX5X5+fCsSDfAP+TfO/vss3u+GxYAIpT42c9+tkK6su1Zz3qWAsd6ye9MhPMiv9+nP/3pviNl9+7dqvy74IILNumIqoq9lWqgAoBbqTU30b1shQfzJqruTVfUi0/9nVDmNG+QhQ4VFqh08vX5vrBYMMVIvHmGjiGsbGI0LPA0v9NaNwn9oQJADxM0ibkpHnw4Gw08aF5CmJK2SgomjhT+4fzp4sqrJg61V3CRRRWHtk+JunDYc2fAzrCKP17icOGfB35pcXtMItK28Oo/1kPaF/C5D5ntFrhXMcjvCFsA5ugYagpBVQyhD0FdBNiBxTnA4MHlAASZd8xUghpKDHgAFSBCh03lVzAHSSEgwAgBoFe7ekiW3KdCRJ8zzFUmw2ZVAeWdensqPAHfvu/mAII/niphfpa2FcOly/pkAvIK6jh7KdBzKOrAQhJ1f6j/0D4jTWmdsl06ow1pN2syesuBoCaDAy0gIUIWFxZVBVi4Di5AmGljKsI+bXRTMJbdAw0mUhd0rwa0sa/t7+o05Jw0oEUlapkCkGVh+xCu2jm0j+Ez9B3LR6nAmkrTVks0BBgiwn374/ykikCGzEI9OQYjDpHanXvzuQgJtUdHCkZQOh+hHXA/Oj5CqHEMpdUXNHXpNKBEkxAKjDoDBEQ1Mz8iw+HnZqQzOxWcaulabEpAvT8zN9HqAPRjuZgCwnIIRojmgGtU9lFdimcGrku14NyMqdPNmMSrUPl88e3rwWxUv5rajvMs/l+mZu2nFO8XEsw+6eE+xyT7GZX7ZeM+BwHZx/wzi8pAmIO452rhtKhz7Id9DCYr4MU91BuyetYu3X30jkW54suvKRtR1edboAa2wjrjZAaA6II33XSTXHbZZQr6UBejo6MK/J785CfL85//fJlEuobMNiwA5KHI3wfId80116hBx65du+ThD3+4OgSX5fUr/gzpyEc+8hEFfDgHXH4RWoz8hAgzxjl+67d+S3bs2LEFRlZ1C1uhBioAuBVacRPew1Z4MG/Cat8URY7wjwsALg4s7DesQUNS+558X1S9lIAuzSs1OxPyP62sBojC61AZFRc0feBWzrGVahNd3TJ0sqtMjCG/ZUoGXvcIwJ/WTQmMOeLGTwHgJoV/ZXngciCxEArMCkxz/w2q2FwOwNR4w9x4fb4/f1p8zrBfBSW2sO4sLHYhubV7e2U15g9UAMg8bOgbzkiBTrQK8AAVCUpoVsEFPcAGnGoJAZL+WQCAhUKH8RNDERMDDv0819dTFW2/+vXwr0ypNAgA4vzeYILzDQ1Vctd3+1P9qIotwNeZSalttBUy4f+yGMJEBe2GOQth2vbioTSnngsLj8q7YcI1aYiUqwuAv6lJaS8sFtSaKQCM8NsrERnm6UM7fUiyGpjYXIqyT4xLbXZWOvPzCvBU0YoXLQhVB3TeNiftu/bG0HfNVYi8Sevr0t61TWrf/l4XkKZ9inO7ax+FaeryG8Ld45yOcjPfIuGfvqSxXVrm0g71HvL8Adbi2WCbmpDMzYRQYNwfnhkYc9hwHwDvXnUJ8Ef1H8qJMuK8VBFan9ecgthQVzjGvehSYGrmIZpbUCGmuUanDr3aBnYzGF8YxwYvveEPUwxE4xIPBPuNLz/HQy3pjbTcfBhPQeDn9+O1Yhg2Kz+oT2Nb+RdLVjfdhkBeQuTyY6oFCy/2/Rx1jTJiozIV/yaoBRBEnwYAnjFoYMdf8ZW/7KmFi37sj0VgLIOxbvvt+dYb+tVW9d0JVgNbYZ1xsgPAE6xLVcWpamDL1EAFALdMU26uG9kKD+bNVeObo7RZ+McFVprzD7eUhsP6BYW/ZahvkJMJob9jI1K77a4QspUsQHxere6ixvIWDVooYYFDqGEKmujsm1OHafn7hPwOmecPp/HOm4VFky/zIPXfoO9ziosjgYD9gMYQ3fVoKP9SGFgwvPAqTpTHytsTIpyDwSx/6gBMN96edi+6/urlDPqxbamugppKAQHAHWCOwYE28pEBsEAdaOYGMbefz/Vnij2f80+vh89RXgOAUWFDRRrOa+oxb3yi10tMdtLmY8ixfk5ol1PqFcIKB6hL+QLA99sc+EoAYMwTR9dlthFDOyPsqhXVZXZTIT9eVzXH8acOt9ic861MTViYqQEflM9CPPW4tbVu+LrPpUYlMk0gUhWkryec09cpYK2FnMb6NnUbQVwM17b6iqG5yMsHpZuDeewbPgRYz8syqRN1gCRRyQfTjbV1ad98azDVgKoP9zo2FswyACJ/cEuAgRPjERK2TYlXMFyxeb6gXDX4F+E26wP3QzhLRTbAKzbcE4CdqTpVlYl+DwgI6IfweUBEpJiwlBC1U3d1oROOR7oIhC4DWOI8uBe0N4CeXq8R8gpiAwTD9fAfvvfqTHXWNlWsKXu1fmHWgvBfqP9gLgIYaOM7pLoIir5CXkBCQDMEIZD3IDACQM5jaW4+Dth+8zmuzb7vB3iPes/y/8U50EM+B//cnKq7ou7T8evV8oB7fLlFtSyVhRwDPE9q2EN46Z73nW3TXeXralBTr502K835FWmPjUhjcSUodjUtQwgfrwBgOrOf2H9vhXWGv4cz/upl0jxBQoBv/sOQN+9YuACf2L2qKl1VA1ujBioAuDXacdPdxVZ4MG+6Sj8BC3zxPf8g/Ajngpo/0MuS4vMemLOJkIZv+eNCxi1CGM61bU46MxNSmz8onQMLveoDZTwZk4NB9cZ8b1h08F5cnsJCwvNU5ZAukvC3Cxst5OtKypGFftjHu7NStYfPubhL4UHu/tJ9cpCrbLHoQ0f71d3dCAB9PeagXy4cuKd+c3WSa8+YI87UKD3tlgl3BbCBMQfzUDI3H2Cfy9fXhumHLZzrc7Ohr6DfmcurKovcglUBICAL8vRpuGKt278sFJDgSsGD5VEjRNE6KAu1S8BggQlYTkKFGK4/F0Cg75NpP6Gxj/Zng6NpTru0n6VKo/i3AfwBsJ+5RFUJmdkKuUZ9WWzfCKjwsoEqMJQB7QOQp/kgzdhDwxHNnEVz0SWqtRTypLnbUlCK+qLq2KmPI5i1uvKh2IUwd1PmxfZ2c4VCcZ/fkeHghFEAXICOa2tSRziWQUso/xT6+fDfU0/RPHrIgRjz5TGEXM00LHfegBcLUfHny4W6JSTz7cf5me2P8qJMUGsS6qMNzJwFh+rLIcBu7It7gjIQbsRQhAGQ7p+X2s7toV6YY25+MagHaYbDfLO4p/HRACAVWrcCSFxaDjkPCasA8OhgjGtCKcoxibL4UHvfP9A+gLDYF+Oc1+d5adjizURYP4TOzBdYNl9zrHljrvTZlY4/jl0P53iMqjFNsckxQdjtx4kvj85FzsQH9+3LzXBsqiX9tdAv/DyGc3kVJEA9hMAGAOuLqwHaapnCdfbc8LpBvwSq7w+zBs79jTdLG6k/V8MJ/vu9LzzMMxUP2wrrjAoAHpWuUJ2kqoGqBpIaqABg1SWOSw1shQfzcam4LXTRi8/4va5bIH6M48e9hfD0KOe8MiCFfy4EKqpUuPjA/6HWmJmW1qnbpHHnQnBlZFiPhwRDAsBCUnYqELgQtXvocfgtU9cl9xXzc/nk+D48jIv7wsLIgJJ3WPSAwC98/MJ6EKjj92UKt3SRztBYJvV3zrCl3fYIIOCwCsAU7pUBwPR8BQCYlrPQbhmgpxShaEwTPurd14f9Ahx5Mw26m9YnJoL7L5x+12Basx7gAeocaqGlZYkKQIYAGnwLobbtYPBRr4uGCBOKa6ic5cqiiox92f72yiNtx6TfFBSAdH0lGLH8eoX2p2JJ/59R17Ic/qBB6lTu6/OQxc9MSehTBijUMuDK/cpyc9r3UfVoZg2xnewe1IHZqXajKzAhoIKnRgALhBU6XxgkZc5SKuvSXICENZxzUC4/BlMIyJxwrs/Vdu/Ua7dvu71nSMa8krnQX+6taj+DlfZZDfAEL2wY4ot+Nj4mbbjnWh3rvAYgdfqpIt+/pced3INhQnDtZ+wraWlTGE+Ayja0/+uYQJfFtem8rEYjjQABVQmHZ09bczMqoEU9b2zoeMK4UxUnzSTwomlxKbgXY6ziHAoTR8NnKIfPTzg+HkJQcX2Gp5rzsIbr0jQGbYWcn9b2qoqkMz3vnRCZ44/919yHw9AMbtwxbNieFzHVBZ9xhKK+Xgmq+83JBIB+/ktTTrjnlUJp3jevibr25iycU+icjv1ZBq+C9+o/e1FSmI9wXub/S8e+/h5wcy9zCHJewXHjY9LaNimN/UshbF9Ds2vS3j6tZ7vymldvoV9fJ9atpACwudyWz/7Li464kFthnVEAgG85gRSAL6gUgEfcQasTVDVwHGugAoDHsfJP5ktvhQfzydx+R3LvCv7SzSk3+sI/HOcWQqp4oFmCLoidgs+SqkOpAdMPVW9AYQFlCvM8JRCrnwIwlsvnNfNJznEPUP6lxg9piGIOvDk30QJEwOLOL4KcQrJQhR7+pXVbBjbKAKBXEA5Qf8UFGA0esDBLIGUWpA0LdEo62rDwD4en9Zl+putPV889YcBp+3ExWabmZJkzADBcuwgBVS3mwIpCQJgiAAIAVmNBD5MJKFEAVvbtVzABNaCGVDrYxr4X4EFLr1WHc7CqAi3nlgG/qCjyKlGFJRbqS8WRA0KF5iDsy9WxD2fF9TBOPCjw49SftCTsmoYSuohPx1faRxKApu1rYKQQugtlZKoWKpvYcnWQgBJVb7mxSuilkAhz1o5t0p4clfqdBxRGwOW2vrSmDrd6HFXPKahEPRPKEpJApYj+BxgHcAi4SJDlFVd0h7U68yHH6Tyl/cErPj0gZagw4R/nYNStAUDtb2ZQgxD1NoBYqHwFbPXZaXXYRViwGoXoXA7DBgO0BJ5UrqV9JAfhXVgsmw7qwjpC5Gs1VRqq6Qjyvu3dHxR9aA+68HLsqBvwSgjfBSRHaL2DcTGsG/UOAxf8B1diqiNRNoOQCukN1mvuPoQJo01pNoV6wvPHnk8xfNu5VWvI9OpaVATrvMEQdfYHQjSa/zC0H+dh3XHuoiLdKkn7U9qnWb+o/5wikMYafCbwWZSEw2eNp3AMYGfMhQhlneUv5P+jcrr3xUk0dcE1fc7EFIBzfFDJj7pI5wtVFxuYpBLQqwH5mQsjbs9NSQ0q2YMrsuebrz+Snz/VsUkNnP+0N0kN099IeD6NLob2v+rfXnzEdbUV1hkVADziblCdoKqBqgYyNVABwKpbHJca2AoP5uNScVvgogoAvYrPFr+6yCE04eLEKw10wVgP+c/wgx1KDF0AuhDBuAoMn2Hfzq5tYX8oQBaRkN0AIBVIA+qUOcO4WyHhvIdoyJ3GxUZa7qims+TlOJmDHQxRLZhOcFHCRVwK/9LFz4CwuZ7bzAFAvyi0hXvPcYmKMJo50F3SLQhTEw1Chmh+APDVL9dhSdsMAoC50Glfx4OchgsQMAecYnsOr/7jrRAARqWTdtQAEKJ6ByoqQMDRkQAxoESangy5yrAhVBdushamqJAJyibC7VotjA3CPixmacLRCq61qthiG1sIckG16MPhvWLI+qFvyx7I6vLoRWjnQ3DxPcGgHwu+vQlgmLMN+zM0eJg+Yw7Hsd5xvA9HJkTrN/77qaHS47QNATsD0NIXEzZ2NawYdb5jVmrrLemMNqW2ZvAOAE+dXwMEjOVN5zabryIMBDA0J+g4JzJ80s+DCQTUr6g69HOAB9MIMWXoLoG+7/MpAMQ5aQRSr0kd6RaotLZ5uw5DDYAz9Fmq7zJzcMz/5+sDdZq+3CEwBRizkPkYvg3Xa6t/XBdjSMcT+hJAFBWAXqmqZh1BhdeeX4jtoMcB4nFfjDEa4jBfpu2NskPVp+G9yO0HAEiwZ+cO9d/qGll50Io2QNlwLYaJEw4TMKrq0MJnmU/SXkaEnIiNbs/ks8M5BJd19/jyi2CRbs5pWgzMFf6lQTKuegCg3a+OCZgSecOW7kO1t3398w/7oT7wGcEcQ4YJJvniCmpNAmaqiVP1H1WJNA7hfOJBoJr2BLfhzvaZkA8Q9zA6Ild8rdc0pN80Un0XauAnn/MWaa50FPjV1zuaf7OGrAjIw4lhMVmX0QMt/a6+1pJP/ucrjqjqtsI6owKAR9QFqoOrGqhqoKQGKgBYdY3jUgNb4cF8XCpuk1/04nv8brgDtzDRv+0HejZ01u5Z1TpYSJuSAIvJQk4gXzeAfVi0bZuV9vioLrZrWCjuO1BU6B0iNNPFCxYetjiOEA8LLKpjIqgzMKkhmJajy5cxhYTewRf7lQG6NKdVTp00IJyxpxuloan91G0OBnXDIK1eCGgcaMkp8Py9DQKAhHHZ85SMh0Fhv1q9qbrSnasUAPpFaVm9E2Jz4eyUgBH+oQ69CgfXtlxiqtKyPHTqpqoKMnMzPXgwjAHADQA/gJyDS1JDPkAsjPE91EMALQB8VkaqCjX3GoADYQrAybLBCs0jtlbM9+bVoBy3NAwxMBSVYxynCkoAKIJZQYT07O9UiZbNZVS7+e+Z84wvCZIw1NJpkWYNtkNhjKIeCK0PZ14dAAcVEnnVFg0oUG+Yw2hqQPiQjME4F2bmCS2uXV/VdFNTxZBzAhrOO4SAZg5CJSCBcwrqNbSc44OKL86VaYgw5mV8Zko0tDsAoJqAoL+h7aBUnZ2W9m13dkOvfTvHvhEMQ6KSWkNy63kzFqjsUKdQ3EGxB9B3116p79wh6z+yW0ZuW1Cg177jrm5uQirIHADsNBvh2aCh2cHMBOG/OgYdlFcTKUDcAwtBOYq+g9ybmtsPuTibMdRYw4exP0KD+ZxCbkjCOw+w2Y8YOuxVkcwLiP0ThWAhhyQBIHNPmopNFZkxNy2oSy3mAk1fbPkhUHjO+ZyY6UsnvmTwyt3cuPCqVHzPfXJmJL6fpYpg/M0xS1BqfU/Lj2NpqoJrEtTy5jAnY45De+GlCkKB0X58Iclxxf6Bc2N//JbAufDiZWJUrvjyaw5nxjjpjwEAHN/bkvpGR+rwUUJXgK/NGqCySGuiLvW1jjSWuzlRP/nplx92vW2FdUYRAL78xDEBecEl2i6VCchhd8/qwKoGjmsNVADwuFb/yXvxrfBgPnlb7/DvvAAAnaLNh9cWcvX4hSF+2DP5PhZGDP1NQ8UI/6YmpTM9EZQ2CweDOgoLFr9AOVQAqAqLZjfM1RbaBRdUVA8XLh7+eQWUgymF8Myyqk3UObGOCJdSaFIWtpk7P0Oi+B3PlULB+H03zFoBIBa+AD3eeTRRQkZFXqrqSMJHy25/kOIvPa4MKg5S/nXXid177DmXBzK+nqNqNRh66JbAP5/vL3evDI0M5gnBPALhjBoOSBUSDlSAtKFmBABNGuaIRSsUSVBeMSeag3XRAdbGC/MJxvBjqgANEMacd1xYe/DH/mvhiNF4gCGRDMXLOfXmzDxYGQzf9ZUDgKRA0cwOcG/RpZahhM7ow8MVb8ihrrsB8ITwQzvvMCq/YfbJhDVrKLZBQFWE0TAiB/d5z5lxF5VTto/WN1V6loMu5gPkeMZ9UhGo6sl29+WHdzzmfEU1LuEhy4rzOcWfFoHX5lxBRWEbTsAjUjvtFJG9+zVMHRtz/GnYLNsSX6gbri320e8s1B33i/md6mL2RR0fBshgeLNx/gOlNdaQ9mhN2s2azFx3lxo5dJo1Gbt5Xtrf+b6GKDMHoBaGIa5Qio2PqhFIbRmmD6auZf+Mz5qWwJ04hhUvLApUhXHzalYq8ixsn2HI3tVYQSKfQ4R9BGT6IsncgZE/EPUKMEmTK6tvzR3Il06Efwz99S+jUPc+zN1SDRTUxznwzFyBlhuPLriFZ6f2L8vby/Ln8gF6BWk66XnYmT5fmG9QO1DiCI6/0SfRlggr5phmeDeOUbBnpiF8MYVj8G+qFrE/y8y5R9WVZu6C8YP2wHGq7q0HVWe7I3tufGPZ46r6PFMDj3jGm6W53JHmSltqG6b+a3WkPVqXxmpLVYD499pMU8b2mjodqsDppmyM1Q4rJ+BWWGdUALAaTlUNVDVwLGqgAoDHolarcw6sga3wYB54k9UOhRpQ+Ed4Ugb/dDFqYXAOtHARE9UWugjNO/bGcLiJcWlPjkl937yqO9Lk9YXC9QOBpoJSVYRLZF7IoZVT+HEBmSp4Mov/nryBfWBALHeqNKNqz38+CHD68FZCK80lhpxxAC4Gs5KwX7RjCDeD6sXyeeVymKGwfe5/kPrPt9GwEPBQzpkO0bJcgH6/AhgrG+NpW5QYgOjaFqGqUBY5OAJVnoY1mouvqqoAHRDaC3USYNLUhMI+NW8AIERoPNR/d+0NpSI0cOMkhF4GWKZwhioyP5boQEwVmF/U+7bMQLFCTrQ0NxjKRPVfhHA2htOQXpZHnWFp1mB5BBGSZ2UqGHHEsGeE0ro8YoCANFswt9Rg9mDKskEOqLk2LsthmIMVuCZzvhksL8A6qLL8/TAM1AAeX44wRDOGiftQ1rSMOEcKP1AnAKDJ5pWGCp8IAJ0KGPOvlhFAhJ8TFLu8gQr/oMqDIhXKKUAT/H90VNp37g35Jf3+ULFaO3gXZi0TTED3LAQAACAASURBVGzW1qWOHK5zMzFsen33lCqG6qvr0poeUxVRa7wh69MNWZuty/i+tgKE5oEVqd12VyEsW58ZVOERFinkgQvwwaJRhD5jatHUw5vsQG2odclQXOwL+IfnTKvVVf/NL4T6QN/ECyu8nCI8ZAg8YCDLxRdbyXig4Y/WPwAUQaO1ZSH0F+HF7kVX+l18hhUmNW+Q0YmpOMILHssJmDpR83g6G2sdILfeRnfOV9Du8n/yGH7uxxHnBP989MrB9FgqTxkazHbFfuh36P+5F2deFUs1Iuc1qB09MCVM58tG1IcpIisAeGg/cB/5S28Mob+tjjSXWjqGa+ttqTHnov1WgCIXMB/fd0bqsrZtRFojNYX8n3vfHx3SRbfCOqMCgIfU5NXOVQ1UNTBkDVQAcMiKqnY7ujWwFR7MR7dGtv7ZLj7teeEmHfzjXRdy/yXASAEHFoRpcvyeRW87LLY0NLIlnZ1zmm9LDiwEFcWRbmn4U0EJ5vIQFvJqWb6kPtfOAisuwrW+MknR/flyOZrwfS6U0h+XKv8IOLFPunCi4YO/N4ArQAhsgDJUABIQ5ABQUg+HA+tSkw5Cu0Ehvf2uVTiHA15l0DEC27SeWHcJAEToL9R/oTkzTsB0/yVMtbxmMazSgVgNr1SlHYB0yBUWwoCDG7ACIvaJZiOaCaiKDIt55CiDQ6tBMC0UwRBAjymvCsAH+7i292G/BWjK8N9c3kTf9jEEmQDQmXt4+GehxKnyqADMvKqUENCHCAMAYk7geV2oqtbTsEYgg+aPnEqQdbYK5+Y1PYOGlrIvqBuwudB6x1wfHk5A6ENv6S6bU1DZeNR5A23MEEfm1MuE98exa2O2xwwE9cccf5l6UEiLlwFQt6F/TY5JbWVd2lPjUj+4Ip3xEel886YAAK1tVFFH+ErHVYbr2jXU6AY5+DQfm8HH2RnpTI2rcq8z3pROoy7r001Zm2tqGOHsDQekdmBRc8RGoxwz2tE+oO7ZAIEN6QDIQkGG+8YYoAoshURU+RFcUWEL6GRjhy7Qmq8T11gPIdB1wFCMezyDEJKLOtLjgpt3zNOJ+sBYNthUCBdmqKzOL20d03GjAhB1ZM8kfSFgLxVQb/oCDWWnA68WyJSwvj3tuRMVpziO94rjUcYc/GbfortuCgF5DTe2e7qRKXwLpjB+riQooroYc1+YUItmMhxzhJHx2k5FyO+sHcLArAUzHc6dhOF8kYc+Ys+7Pd99y6DZoPo+qYFH/19vCPn+EP67EeCfhv6i6rX/iHSa9fBvNKv2+ZqsbR+VtZnwnDjpAeCbT6AQ4BdWIcDVIK9qYDPXQAUAN3PrbeKyVwBwEzfeYRa9BwDqYqarNogJ/t35VXlCOOHz9KRlwHcAUoAgWEBBCYWE+wcWNT9UAWgdZvnjYamizYf7cmHFnUtASCmM6jm3ORba+Qo55HiNFADi80HKP+yTqv+4kCqDf4QNplyJajLmLnRKSYUdicFHDqZlHYKHaJ9cXsD0sFTNNwg2FlxxuSC0k5aWPW1vXwgPWE1NmYN/3WZEQqR6CKGEAzBUY1iUmtM1wyFrszMh7A0LYSzIsdgGXMC+UBeh/2Mhi88AWMy0oDZrqizkJbtrbwgpZk4tVXwiP1hQiCmssPaMt8SFtQNdaTsw1LMnN6cPA/QQoB9Et35ccObm4t+r1FIVj+Ws8wZBeq+8LtRTVn8KRPup+cr64qCQ4PR7tIG5wBLGFFyDDTxFB2aD8YRl0ekZ51XlWggPz26sU8ybmu/MwBl3xrVogsB5xYfvW5/WvuDy/zGEnP0iKoABRQC8kDtv+6zUF5eD4ppQenlFc+pF+AT1MI01AJgIjdFH9s+HcFtANNsIAem6qwANhiJjTWnNTEhroikL9x6VmZvWZPT2BakdXJX27XcE2AbYCjBpIbNadwzFZhgpgCT7tp/7CFD58oj9DLkRkX+Q6SCQ6xCKXVNF6/jEGML4RRnwN+ZCzYdY74byA/ZhH5wH+wHsow4Ai72LcPIsCf26+xJB7w3taf2BYe58ORP7OnPnoSxUnHpVe7xOeJlDE5h4LZx/EvDSOTcTInJ8MyRYVZ4WfktoGic6B+LYV/0Y5tjR4xJo540/cs85fyy+Zzm8UQg/9xCV4cR6bwgTttyANi8qLEX9TU7InhteN8QTqtrF18BPPeVNMrLUlsZSK7gptzrSQRoBKNEV+nWkubgmrckRqW2EfIBQ/6HeV3eOyfpk6AdX/+NJrgCsAGA1sKoaqGrgKNVABQCPUkVWpzm0GqgA4KHV12bfW+FfBm71M/1gnq6o/CtbqBsYVJUPFo5YjJmaIub9K8tnN0zFpuWOK9NimGHhVD6EK3N837xyaZlsIdUD/3LgL7coyt2jOsKGRaQq07z6j+G/Fu4cwywZvpicr5C/Ed9ZfrEc3EtBWjb0eRBcKWmzQwV+/jQFV2K/6NMKcoYIZh7ij806N/tQSexsKk5f51lDEBp0AFooYAgKPqr1ojqIAGVmKsAALGABKgA80PcAF+YX1XiBIWvtmXGpL652818BEi4c7JoUGLAtgFCvrrObLqj/LMdlwXWZYb5eTaXqIwMCZWMuBYM58wf0SSqFeJ60v1jYoPatmF+uEUMx9TCGX2buj86fUaXn1cMGZGlUofVOMA5gBjDny4N/G+hRGOUApralU+kWwpnN4VdhIdrJm5Wk94u/Od8w9BPj2Ye0Epyg7jJhwLFJnDoQwDKqQLkD5wS43TabQWGHkHHUJ4GxB8UEiDje5YUE6FQwhjytauZQU8WgwNnaDGyonOOlUV8aEnzabunMTEpnpCGruydl6dQRNRWYu2FR6t+7VdoH5sO8NjkZlG+EVPg/2gf1SQWtjk0YmLQCVLcXF9qGBFfY18NQFsjMoDorKwrM1bDHFLaqiAbwY8ivmXlovk48oxqAiDDpgTpvNAA/CyuO7t14EQBYaaHXBVMY6wOqvGRZUS4o35E/VFWOARarCQn35ws1D97SXJgGCLU/+hd0qFPmmyS4LUyEVo8MvaWKEuX3c0L6Is8DwtyzliCwp99bSo50PknHH74nCMe/cf04Tmw+YX/gsZg3XB5VvYSqiBtV7r+y+bvP5wCAY/s21NkXY7W2Zs+CRk1zeGoOwPWWAkCoADuNmmxMNjRkeH0Sfx+6+g/F2QrrjEIIcAUAD6P3VYdUNVDVQK4GKgBY9YvjUgNb4cF8XCpuE120kPMvruJMucCFRRmYi2HCLrQ2d+9cTAAWqLLDHHd1MYQf8a2iOcWw9VcG/biA8OdJwWQf+HdI4C9Ro2RDR6mQ8DBwkPoPde9gTAEAEv65BX9Q+oWQ06jGSq4RczN6I4F+C7O0Pwyzb0nb9UDFNJ/cEG3eA718+ycAkKdLQ5H1czVdcGCYeRQzob8+JFiBCKCfhu3BubMZwZ2el66/5uyrYb5Qu+L846MiCOnlglXDDzdCfkBVQJlxDVRwgCOAFNgAMHBeBysVMiDUM61DVx85ABirWFVVjS5gS81AGE6Xtglhoet3+GfBZdrAXtYQwJ8P+zFPIPs5zUB47336BIBOBIdpyC6hYjo/EBzwOnQiXV0NY82blrBu6VAM5eXaeoRVUZ2FcYcXGbHDJUYI+BxgivMEz6vgp6EhsLGdabxhYchDDImuuy0VY2bwERXZAEfoXwZo1AiIYf+EgAWVsd0n4R+UreiTTSgS21KDGg6QT/tkq5BfFGOig5yVUHkDtCEEenxMWjtmpDU1IiO3L6qRR2ff/mh6oXWqDtpBSaTlhIJNjUSQlw593RSSBOg6Lqz/El4Cdqlq0txiWd90ocXLFEA2c4ZX+IYwXYTS07VeIWMw9FDzHctxqEpfAFkoAPE5w8RxDjOoiMY1mTlSVX4e5uF5h7kBkBMb1IooW6q0TZ9ZdMRmCDDOobkGTQ1IRSo+11x7TQPTARLGvJCEfjoXmkEIc/T58nMesJcccU5CGzn38njeZF7Q1AdpKDufSamyHccyNBn/9vNIBL1ubAEGq7ux5VskpEebiFQKwGEmj2Sf/33x60POP4SjtztSX0EOwA2FfdJC/xHN8dkebcj6VFNDhZHTE/k9tckQ3V+rFIBnvOkECgH+oyoE+DCGQnVIVQMnTA1UAPCEaYqTqyAVANw67X3x2S+2xZHL48XFqF94MGxPf4MbJMkBwNziuh+Qs9xZccGD/Edu8aKfDwKNwzQH76mfEpHnceUtzfGXXvNwVIopbCossjLAwCn//K4RgFERyC+x8KMqLX5mqgmt15BnrKD2G6Yu++0zhAJQ4RsdHJNQ47JTxzx/VCxRzQcAQ3BRqJRacXHtlUSqaLP8RczbZ47GUYmoICpRvTkgGFVddl4aaGiII1RjAIHoxwhnh5rINl30WziaYHGvihZT/kBFBFUgQikXFoOrKmAJlIRQBGIxC8gIlayBvgJkA7hg6KQre6mrsgfuKJ93NU0cgru5PxOonyr9ItQ2FRbhlcIuO9YrtNhffBsyJyXzhgI6qZmBGdaUdBKqtsKq015W+HuiOtTmAIUhaI+yOcGDcg3JRviuqbZ8GZC70fIB6jkBcHL5/fzYQPnQLwg0/PikIQLvX8NsMyHDBksVJPqNIIhmHAqERruGP7kxWoBM3RBV5m9VuEWXYDWssXBc1BHuHfAP9UAohzBUC+FlyK2ODVV6j0t7bCSGG+scBNiKnHtwxObchP8zfx7rlEDwIMaAqWsJpDinoN5o8KG5AS30mmCTKkrbxztvq6kPIR+AB8qMDTkBDy6pAhAhwzG3ocHFCAypKnVGHzrm2cc45wJwUiUMeGrwWQGqQtbZAL6gNOSLMHP3LagJddzWu7DdXhAxX2M0edI6DSk79EUQ7h3zTa5f+WcZ+qgfozgPVJA+lJh9L315xfOoqtxy/VGRyfnYh/cyFNmPhXSssywR2ts8w/7LMWPKSy1nlfvviJ7qFzzmtar+05zMCAFeb0lH56SabMwGsLoxjpycNQ0N7sDcvdWROnyHRmuyMW6/ZfCsron893tfOFR5tsI6o6AArADgUO1e7VTVQFUDg2ugAoCD66ja4xjUwFZ4MB+Datl0p7z4rBeGhSoWRP7tfwoAc/CPd6u50lxC8kR9pbuVAUC6hNqP+ZgfKTXsGLZm+4FGnIOLhlRRwfMnxw+t+Dsc+DfonnJKwDIAyDBgrWtCFgMGFvYX28Et/nvy5qV54waVsez7FDAkfUJhji5IHYAc4lo4jnnudPEMhQyTvbvjPRDVjwn8nAOqfk6VkIOkhTY3CNgTbo1jsXCGKsigCPp4fXIyqoPoJkpnUQ1FNhWKql0BUfbuD46fDIPHgnwVbqOdABkQqmm5/gBXEGaoeccI96ju8ipHOjwb7Ihq0aRNfNh0rLoEABbcbv04tpyd+D66a/MkfoGOMNNd26R++95QZq92IhhEPdLowmCYwjQ/Hw0DAJmnz5fTKxo5RwG09AN/uXGXA2aDcnemoYwEfS5sWOYXulA0Z0iTzlf8G+dQYwgb46b8LABrQkBVp5nZT3ofgDGuL/FFSwTqTkka5+ZGXdQAhOGyOCfGoKlRFQAC0gOYejOdWl3qUL2y3acng8rR+n9bjW3aAQD65wnKgPFijsNaRowRC8EtjG8zvQCoU0AHaMh+x1B7rxB0kJChu3Rp1rB4jj+7R4bwRydnwEIzUClMXwDxcAVXBaMpEm0HBfSoO+ZxBNw3ABgBOfo7FfFUoXoY7JWxdAZ3z2MtHxSa+L/vb/6ZzX/v2NZVWaZzcPpcQ71zrCrUNDBthg8xD3Dsp+yfQdWrwNbPEwTYuZctKZRPxxMNaNxvk3hujjUqbM0oaM/Nbx3iKVPt4mvgsY+7VE0/AACh9muPN6S5f1naU2Ma/ovnGsJ99THLnx7tjjSWN1QpuDEzKmvbmtIaMzgIFoh3c1AN1kWuubwcBm6FdUYFAKvxVNVAVQPHogZOSAD4xS9+Ua644gr5zGc+I1/96lfl9ttvl5GRETn99NPlp37qp+RZz3qWPOpRjxq6PnCud73rXfL5z39e7rjjDtm9e7ece+658pznPEcuuuiioc6zsbEh//AP/yD/+I//KNdff70sLi7KGWecIRdccIH8/u//vjzwgQ8c6jx33XWX/PVf/7V8+MMflu9+97vS6XTkrLPOkp//+Z/X8+zcuXOo83zta1+Tt771rfKJT3xCbr75ZpmenpZzzjlHfuVXfkXrpzlA6cCLHI26GarAyU5b4cF8OPe9lY65+EdeEMAIFiJcmPtFt/+MRhHpAiIu8HqdUVPnz566w7Vd/qI0OXrP/n5RWNYQOQDIMONDgH/HFfzx3g4BAMY1lSq6khDWtK5y583Bh7I6dm6m2V1MOZaaiOi+hFN2oK9nVd5RoWXqvsLfUBMBgOridqRHvehDW3mtsCphHFKnV0nKUELs5w0qUqWWz7loCsSC6tIUq9qfx8ZU+acKPoQIQqnk8jFGk4Ft01LbO6+gREMLofbTHF0jUUml55qdlg6csH3+Maj/qH5C2X0YH6+F+vTmHa6xYvgzFVG+nnwuPwI+qn4J+w0ABgibKFU1R5s5fI6FnFC1/YsBEnF84hpoQzr4Ah4xBJpQ07uGA4hACdnH8KOD8GgPtBCSbQYsIQdjIygyGfbab5zFAZVR4abgL73/FFSYMUQ0NDBXWa23hYMBUKXKSD+PeefXdMChDn1YtHcO9urVMjUi3V7TFzwc4/Y8KOQSRJ9gGK8C1gBwoeBTOMQ6Zzg9r41rNRoKyWX7nLS2TUnj5jtC/8exVt6oALT5Qm8ZwFHhnoWlQgGbSxWA8bOxoe69Ua0IqM76pAEH4FEM5UaorD0DoTxF7kRT0Wp/wTn1Obmh4b6aow91buVVhSAViLwOXyzgOqpuDKY/OmcgtBhQn/DLAKCmD6ADOMOWsQ/DWTEGvaMvxyYVke7ZHCEm1H45AMg5A//HeAWM5ZZ9hhp0NYfjCHH5TNaXIQngR50BElIxizqxlxuFkOM0Vx/b3Y+jdNwz55+fj7A//8M52I4Ky0MqhT3feXPZU6363NXAY//PS6Wx3JL2SF0VfXUo/jR/ay2AvaUAcjfmxmVjsin1Vie4AyMXIBWC9bpszI0qHGw3YRgSwoCRH7CN1J71mrQQAQ8QWKvJtX/3gp422ArrjAIAfCNCgE3hfBx73Mbe/XLzi6oQ4OPYBNWlqxo44ho44QDgYx7zGLnqqqsG3tiv/dqvyd///d/LKB7MJRvg2nOf+1yFf2UbIODf/u3fSi33ht4OArT72Z/9Wfnv//7v7GnGxsbkb/7mb+Q3f/M3+5b7mmuukZ/7uZ+TH/7wh9n9ADj/7d/+TR72sIf1PQ9A5O/+7u/KKn4MZbbzzjtPPvaxj/WFiUerbgY2VMkOW+HBfLj3vpmPU8Vfurj0f6cAMF0Y4uZTWIQf9n3Gn9ZXblHhAGDBTKIsrHjQNfpdh43GcpTk+Tsm4G8QkCvrUJlwqh7TDZzbAQku9nQBmFUy4de2hWLxuml9p+rLNFeTL2/mGn7BObA+VQEaVH3x/7q4C8oCDR1MgY2BBC2Ggrm2RDWbAaAeUwNvZlBWfq9+TAGgLjTb0XglbTJVAcW8Z8HhNTrxYhE+MRHgHja6rkIhBSCweDAAQM0bOBIgCkEWjARgBABnUdQRVE04Bqog9mHn9JrtSv2UfwSA3CeBfzifKvxwP1QJ8yIEvQk47Zy2K4aJyQrCFze6oZruWNz76gPPkJUdIzLz7YWwqDyw0DVNoDKSefz6hOpq6K8HCR54Wfirgg5uZXk2y+aYQWq/UFHF6sffVGv6+QZusbw+VG/4ji8pVDnm1I807mEde5jNttNQPFNi+XKyPsrulS6quCZhFvIA0lE4eRbQ0VhBFvohVYUGvzRXHTb0VxqvsO8DbgF8QcE6MyU1gM+1NWnvPxCPUQCuIbHNCPf1uYHzb5sN+wEyERazzqj2wvcAc6trwdXXxkUdC24qVpnXztRjOqagtHMgPMDIdrg/wjN8j7kG7Wkvw2LIP924cQ22jz7bgvotglGD0ASP0cUboF7zDZoBDa6JMgHwQ/WIuqTzNRXzqWELLmTzeHxG2LxdCAF2c34MBcZLCrRJ7hnNz1bXRSyHI+e5glM4+3cKmgkI0S7IdZpCQO/kq5VlkQSApoCw3uXY1WlsF14X51FA5Ux9cI6VldCn0Ea2VRAw+5QofEgAqNNaq61KP5h/1A+uSc0MWDa2TUgbn6+2VOlXwzyLEGE0Y6Mh67smpN3ozomN1ZA/cGOiIa3xukJB/L+Fd3nNsF8KAbfCOqMCgIP7W7VHVQNVDRx6DZxwAPDss8+Wb3/726r2e/KTn6xKv3vd617SarXkc5/7nLzpTW9SxRu2pz3tafK+972v9K5f+cpXymtf+1r9/iEPeYi85CUvkfvc5z56/te//vXypS99Sb/Dfq95zWuy58F1H/vYx0Yo+Yu/+Ivy7Gc/W3bs2KFAEMdBodhoNOTf//3f5cILL8yeB2X+yZ/8SbnttttUnffCF75QnvCEJ+i+gHVvfvObBSrDU089Va699lpVF+a2K6+8Un7mZ35G2u227ouyP+IRj5C9e/fK3/3d38mHPvQhPezRj360fPrTn5Z6ieLhaNTNoXe37hFb4cF8JPd/Ih170Y/9sVzx5Xz/1/x+Uc1hyjBCvUThVwi546KKiwoPsWzxoSCCi1VWSNkCOre4cLmHfBhhXGjynMMo//y++qs1WYz76x8J/CvNRehUd/06R5nzb9kxXLx7AOWhXwIXPQCMTWLn0FBVni9XjjR0+FA6uYMMCqwUQJoCzZ8n7QdY0ALwYVGBBTAgkym1YugszSS8kshcdqPjJoGhV8Xxuv3Cs32IovabTNg0Ple1Ttd5Oa0aX6+1qQld0KuJgQEENQkBgNKF8Jgg919wkQ1mBvpvUw/q5Sx8UkOKVXm0pn26DrWRqZwIOVWR5Ova13FmPEZAm2kLvS8aeiThvT3j0pt8UIWEY+EOa9CCId6FFwCqGmtIZ+ecLN9zVvbdb0TqMOBd6siuq+/UsGhVTWFu8aGOqiYyV1ioCQn0Di53w6gNFtKMQfsS6qygJsqAurK+frjgD+cDLLIQROZMVRUjcjxyo/mLQSCtL4XJbb13hVPcnFpV4Q1Dafk94ceg6AG6vHpFppmuFOYPr/7DNRxo1v0Ap3E/Br5jKC9gLIEiQKG5Beu9YVzMLwQoVqsLxoqCcQ930rybljNQn2Os06g8MyWfU/N14ESMsQewpZC9HkJ5mXuTikuq9nBvLAPHOp8hNu4Z0uzVfzqeWdc4p1Pa6f2hL+LlBl3ADSJq+yI/KFWACqrsZTDC01FOqBbxmUGsmK+UkNA/73KGXIR/OYUujvW5AHdtlw5zYuae09gf9ahzlIWMe/ice9YSuFKRh/OmEJB9im2Xph3xikc6GPMZwDHCFBKEtlQU0/jK3JsVghoErADg4Af748//C6mt4EWUSG2jHVTcaxua1w8KvtbshBp+AA4256H8bem+HAOaFxDP9nUcW+sCQhwPl+CRoIxd3Tkuq9samiewrfkDYR4i8pU3BjXgVlhnVABwcH+r9qhqoKqBQ6+BEw4AAoo94xnPkCc96UkK1dLtzjvvlEc+8pFyww036FdQC+bCgb/1rW9pSCygGhR12G8CiYdtW1paEqgNv/CFLyiQ+/rXv65wMN3e/e53yzOf+Uz9+HnPe568/e1vL+yC6wDszc/Py33ve1+57rrrsuG3v/EbvyHvec979NgPfvCDCjf99s///M/yy7/8y/oRrnf55Zf3lAX3gnvCNWdnZwWh0mmZoQyEGhEbroe6TLejVTeH3t26R2yFB/OR3P+JcuxFP/6qmET+iq/8pRbr4vu/rJtY3in4VPlV+Nty9+VUfzhRAv96HGSp9BgG0JVBCYYAJ1Cjp369Ci2nSMuo5eI5DkX1l1sA9QNIHsAdTqcYFgh69ZkHde76tabl1XPh2gBT3n04qwocVO5BZYxQMYAVhQNpn/BGHyV9QZPvM98dYBsXxQwbNpdOvYaDHCE8MYQGR0iBndhP0r7j+rYWuKwNvZolQvOguIyKKVtgq+GHuaoybFkhhHcHNhMJBQdQXQFmEHSxDLxHAgUXbq31ynxiXrGUJs5ne9rC3MPBLPxLF/BeBWjnUtifqSc9Hxf5psjqnLpTQ7rqUA1BAYjjcO+zM9KenZCle07L4ukNaTcC9Gsud2T6+ysaIta8+a6wLzYLx4zdk8CGOfwQtsi+BAjI/GL4nmGZPDg3P3jFFvYrcxjOKmkzEBFlQZ9F6CEBGM7JckO9NjVRUCOp4hHwGwAQOR5P3a1Oz6q2pAmLKl4NTFuIrda7vYjRvmdALoa1Eg768FCv1FY1muVe1PFgKkTOHTi35rc0da3/3NVHHXCPueww11hZ2gsLUpuc7MIsqHlvvzOY12Cz8tPtNqrf2PeYCoDAHH0M/cKbfvA8DN/FPSHnJELBoeADAGSUhdVVzF1I0xQ18AC8cO3JsUWVHcOKkVfQVIo6N2Fewnxlv3NVhcr+iHPY2I/hv3heMpyXIfSAfeb8q+czdXBndkpqS6vhRQEAIu6RcDA+z5x7r3tRVAj/pYIuk7Yh7rdrR98nQA31g1yVOle6fL+Etj63J+vTn5HKPMJ7zH84D1V7uYgCF5quY4Eux/byQF+iWBuEuQImSi7FANXJCK+mqVizKXt+8NeDnnbV9yJy4UNeHRR9G8GgShXgo00FdwoDN9rSHh+RxoGlAAUB9cZCWg6AQvy7hvkf4x7P9VZLWtPj0hmpS30Z81lN6svrsnKPaT1+fSZAQJiFrOysbVkAePobTpwQ4FteXIUAV4O9qoHNXAMnHAAcpjKhmHviE5+ouyJv3mWXXdZzmAdhUA4iLDbdrr76ajn//PP14+c///maUy/dHvSgBynU2759u75NmkT+mWS79NJL5eUvf7l++i//8i8K4uoYoQAAIABJREFUL/0G1R8UfVATQiGIvHu5DfkIofAD+IRiEAo/v3lIeMkll8jLXvayntMAbJ555pmyb98+efCDHyxf+cpXjlndDNNWZftUAPBIau/oHHvRT/xJIVE+fkhFAOLfppt6LC5OmDcHxaDCgf/m/xPoFcOFqCajSqMfHPO3mYE++lbeHAu5a495A74oC2HzIZv+Wr5MfeDfwPDUI1X7DdPMg+Aaz2HwJcK8BMYEEGPhvd6p1haAVG8dFgBEGfoooSIEsr7DevV55qgI1F0ySg+9RKJciqFsHgAyB6Cp1KAeVIUcF/QEdR7+4eR+AVzoHwOUmywT+1GiAgywM4QGFwAgnThRDiyADOwReCgcnJyI7sBh8Wqh2akCCkopGg0AGJoba+m4KFHhZk0/tOIzee6oAvR92MYhXwTonAAFmH+BMDIiCw87U9an6zJ527qM3rUcQnsB88aacvBH52T+3k2Z+UHIKTU6vyHz9x6VyTtaMvndBanfuT9AHtQf/m+5viK4xN9mpBKLFtvGTAagmktfEkSlJ/JABnVd4WUITkb3VuYXI2zwdZCrK4Bc9EFCP68mo2KK/RKAZ3ZazwhIWgMARN8lADztFOnctTcoYR3kLSoY6+Ee6F5NWMgwxz55ErNTksI4ezmE/s08eRbqp8cwtF7rjkpyc9Gmys/aRUFfux2MQrbPKTgAFIDhB/I0BjVrPbSRge6odETYJ9RvLA9+rwEsACYw7x+VjrwZg2MxzBchwIsHQ0gty+7CnOs4P+ob6QVsXPrUCoWwU6sbDW+G4pHh8BrWbuHDY6MaaqptFh9kAQBqOD+GmEEvHeeEf/ie4dMAp1T+Wd5AQe5Q9A0AQobD03SE4zZ9YcXnqQ//TQGbzYc6fgEld263eso/sGqLywG+oj8SmnvFpr/vsmcexhaU3igvlY+4N/Ql/wKJYNBAYzQx4UsGnJ+5Q+OLglbMZaz15JSyVKNrdY2OyJ5bw8v1autfA/htqfMTnr0HQ9t30F8bNamthj7dmpsML3nsZV9rakyhnoYIc+PLj0ZD2qNNaU2PqIJwZP9qcBLWfiSyMTsuqztGZHW2Lqvba/LlN29NBWAFAKuRV9VAVQNHqwY2JQCEAcfMzIzWAXLzAQj6Dfnt7nnPeypEe8ADHqCmHWUbvv/GN76h0Ox73/teIRfgN7/5Tbnf/e6nhyKX4Dve8Y7saW699Va5xz3uod89/elPV6MQvyE0F7kGsb3//e+XpzzlKdnz4DuENWND3kKEGvsNBh8MeUYewdNOOy17HpT1ne98p34HpSSUidyOVt0caQesAOCR1uCRHa/KP/4gB/hDqAYBIN/Se9USLhf/NsMO7ucVRKm6AMdxAcFwRYCKspxqZSHA/nZN9RfztPWrijL4V3ZMDHd2piS50CIfBsy68efMwb9DVPsNpbw7BACo50vDdN3fEZ7qwi4sfgu5AA0MFkKBc/Xow2B9++PfhEA+3M31Hx/+G+espK4JBnvyGeIA33+oIsQixEBchCwEVAxxs/7IUNpoiuHVPK78hbB4D0zT+vBQ0sNyBZmdkI8vqr0sx59BQoWtVMi5e1D4gLBdhih64JeWxYADF1n1iYmQ/0/DGK2PJ+qlXOj1IcE/rSdTnCXjOSq1tC7aIQwXpiWAIBMjsnIqDBFq0oD740RDE8OPzq9La6Khf8P9EfmeJn64oonll86c0rCvyZuXpLH3oKrftN8SajFfYlnIOuCbGadk84yyjhj26cBCdCx1+cuCytLyiKEOcP3cnIbPoECCgYXlzIuGKGkf9nMJ6glOuLbVlqHyOqhQA5AJECgaPVgYsO+SBbhO1TRUN4BwdH2l6rBsjqS6zoNC/ht1AaML3BPTOwB8oZ87eKXKVfRhhOID/FGpBxC6d38IXd4+J+2pcanvR15Hqs8tTx7GyPp6UPm6nJ5qLoJj2SZQGKLNDLJqW1BhzNBjzhMEga1WMAGBChB1gvuAgsznGLTcfB4AEu7FMYv6QxmRn5NQmWMDUA7qQty/AkA4dwNmGZy1/+sLCs1BaaHrBNs4j+V3ZHsrACQkw7kIdNHHABhpiuPhvAPdzPUXQ/Wprs8AQK9Q7ezKmBJ4Hynka1T1sjNOQRkIt8t+C/j+hzFFhS2Uu1CV4bg0TyXaip/xBR/HE6Ej3a/VUMQUaja3ax/Fhuv5F518wbR7h+y5LqQVqrb+NfD48/5cIR1f4MS9UbcAggD7q+saPt6eGZNOsyGNhZVuHkAL9cU54BgM2LcxjXQPFha81pbG4qoqCVd2j0lrtC4rO+uyNiPy1ddXAPBY9k+YgFQKwGNZw9W5qxo49jWwKQEg8t3RLRdKwI985COFmrrxxhtjaOxv//Zvq8lH2YbvaRKC4+DIyw1huHDUxfZP//RP8tSnPrX0PPe///0VtiFf4U033VTYD2G4733ve/WzfuAO3yH3ITYcw5Bhngzn/v73vy+4FkKWyzaUFSASG+6BIcz4+2jVzZF2zQoAHmkNHv7xCv+48Y08XNiozohgj6BvQOgvoV8O/uE6XAjT6RGfJT+uC3dTplzRc9W60CRZmFB5kQVD/gIpnHPhT7qbV0UMgn8ZBUVPywwB/jzsC2WwxPreoIMLsvQCgyCg5fzrbDiFCc/hgFGEfsl+MTSYCrNUOUmw6BOumwtvuBVT+hgkiM6ysQ8WHaCx2O3XhlEZyHMTTFv/iMonlMtCGKOSg4t9y68VQyNxLMCFKW56+hn6SAoDfTswryL+D7BCB9MSAEj4VwgftvBc9gVVBFoON60PBzT10gzxpPpPPzMVJ/9t+cs0tMrUjjQ+KYQb2r2k8C+CP95r2t/Lwn97+qipBL0KEP+emZalc06Rle0Nmbx1XUbvWJL6wlKYM7wyj4t69I3pCVWVbJw6p1epr25I/Y79ISTQmWAoWELaj1zIPyCoOYpquK+ZOmQhIHMJQoWYMbjQ6zAHn0KGMEfF0GaG03rQCijj+locjmaiEdMl+HrE8YC+KK/euL20Qc5DKs0Y7glgPDUZwBLDGc2JGWNBFW5uPKorrc7L7W5YKpWZbAdCe1Mrxtx7BGoeAtq54nxKJ+JWO8A11BHGBiCWwrEABRSYIeRSnaANIjO8mCo8tANDgdHlcTyVbVRPEu7RYIPhtVQr8rnnFLrI/afqwbX1UEYzKwFQ0lBdP5ZhquMcchXS0QwEN22mG4CcCt0d5I/tbvWq7r0AlAxNt1BoDelF3wLsYv8EOKSylWOP5yEA1LyRUHjCgdj6oYJSC8VEH0mP1Zx3YYz6XJ1U2cduaGPJ56TsbO8C6diPEfpJaEsjG86fnMfQFgaLs/2d8zlhIecEzZ3YEFU4ch/CQP52sfmxMA1xHCrgtpBw9CkaiXCeYLj0Kbu6YeM4P/rG+OhJCwAvfNifSn2/mSW5l0d7vvuWdLaPf1/48D/TvghlH1XJnfGR8LIZG/rz5Ji0x5vSHmtKY35V6kj7gH5oIcMIF25Nj8nBM8Zlbbom07dsSB3wb7WlABDhw6u7J2VtpiGrc3VZ3i1y3Wu3KAB8/QkUAvySKgS4tONXX1Q1sAlqYFMCwH/9138VmHFge/GLX6yGHn6DGQcNNt7ylrfIH/7hH5Y2Bb6HIQc2HAeDDW449xvf+Eb9E4YhP/ETP1F6Hrj7AkTCTXhhYUGmprqJuh/+8IdrrsG5uTnZv39/326BfZBPEMd8/vOfj/tC9Yi8f1Dw4Vof/vCHS8+Dsj70oQ/N1s/Rqpsj7dsVADzSGjy842H4QZChuVXwg3m9NRj+4XL8Qa+/ziwUjv/28M8XzcKoNFzK5T7LLrRdGGdcaPtz5RbyqdEAF1oJFCvkH+sXdnw3wb8s8HMgTdVfCN3EYpD56bDmz7melwHA1HW2zKSDC1nfPqz31CXYyqXNjkUvwwj7hY3auQrgL1Wf+TbxecdwLBeO7hoKqnB9KIt8WCHLzb7CcC4f0gsgovmwxqJSKYYt4njLxaenci7B2ev4evI5/wgA/WdxDBXDhj0M9PCvEJLNcEecw5RbMQzSA1gPmzG+CW2sDgtg1T6Lxg0lSsseVSXv2be5Vy6VTU2+/dSxeFTWzj5NNqabMrpvTWprWNCtiMDYgmpJrw5CW0IVNjkq9fnlkFcMMAD/AYJZH1L3T4ATgjJfHgAHuJHSpRXnx74smwe9PI4vLvxLCx+Gyfag8jC9f3/u3NyTqJRjCGnuRcXO7THsLTYDgCkgBtsa6jrATaqZoDLjPOzznGGuBFCFg6yFxRJmamitGXtwrlZQinsk0MEfAHgAKk7RG2/fK1NRpqXlqDzV8vBYHKCQr/gioCdnpCnYqNLSuQdjGe1PdRfnClwb4b/YB30JfYXqP6ryPNRbD9BPw3s7nQBIcU/qoL2qc4VCQL8xbQBfiGBOYlgqc3D68uDfLqyXQF8BoFcJ+hcNDOdlH/Iuz1YWvjDRdgAEpOM3oe72OQ2f1usxv6Q5hUfFNZXQSa7GmCsymVcHAsAVhB7DhMfydxJgsq3ZFoMAoFfTEhyqmU8zAECv3vSho+kzA/enIdONAP+wr5mrRMdp17Y6DhDajPHCXIE2Z+k1LXz4ZMoJiLx+qsYFSPZz2tiY5mbVuaFZl9Z4U9ZnmrJ4elN2XLck9TW4/G5IbX5JwS1UvWoIYgrhzsSo5vdT5TdyAq6FnJoAgO2JAAth9rF02ojM3ris59PcgvhpAHXg2Iis7h6XjYm6po5Ym6nJ/7y1AoBlj+Gj8bkqACsAeDSqsjpHVQPHrQY2HQCE+y3y9hGOXXPNNWry4Tco/n7nd35HP0LevF/6pV8qrWDk7KMhB46DIpAbFH8f+MAH9M877rhDdu3aVXoe5BCkQQjUeVDpcUOoLvIAIp/gV7/61b6Njbx9X/va1zS8F4pAbjgnDECwIb/h2972ttLzwChl9+7d+j3uAYpAbkerbgb1WAC+fhvu7dxzz9VdoGpECHa1HfsaUACIxRgWhbbI1h9ThHse5HnTD75Z9+o8LtJR7BQAGrjSO+oH3Nwt66KQCg1/TlN4+QWhXyQX8i8BCDH3VC78tzSXWybk15WhkO9vkOqvRPFXBv0I+bQqDPpFowg7F1R4pfn3UtiparGQV44bj83lSOxCorpkVYLdk4QQ4j6KQ16nJ0yYpgNpF0/VlzkAE6+fd2aO5bf9etSDaQibAUDd3YciJ7nx1F04LsbbIYTRb75/+QU/4V+iiNRD/XeJA3NBDehznKV1xrr0bZGeKylnNjemGa70QEGqN1OoO0j9h2v2yx9XAIY1qW0LCj4dZpNjmvi9DgCIkEHCIyhEOAb6KV29agohsqkhx37LHcfQSssjFsNlLRxb4QD2AdSjcQb6DxR7Po8a2gDzFUMIHbRmeHUASBb2iHv3qisCK/Qp78zqwaeHHwabOrst35rOFd3xUJuHMieY2cQ28G1BFZ3rFwqrqEKkczbK4144cHd1jza37TYNHTiOcCwdclku9hUL02Uoq6rXLLTWg/2Bqu0IekJYLoGfQrm0n6Kd0H4oM44zY5UYmktnV+yD9sH/AcaYpw7PEHUZrgUXXoI+dG8oSnGvqGeal2i/B9wb6cLRdKyYujfON+zfnH8Y/gvVIZVq2hfsZQGfp76fmsJZgTf6OwGguRhrU+BcAKRQvDIk2/cde5GnwMvPn7gOX+6UhADrMxjhy1AA+r6I3xNQcVGJGEG0M3fCdZ0aU1/m5MY32od1RAWg3qulSwCMdnO0tkuEU6Yqxd+qhDRFKccx+gH+zTHA+QvtjjybOA4QfPuMID9d8wd3hnsy4xXsfjIBwIv+j1dKDS8bommPtT9eIkyOKvzTKlxe15cUq6dOSn29I63xuoweWJfmHQsB7MHgAwY19sIJALA9MabKvxrAMZ4HY2GMI/S3NdaQA2ePy9y3V6U5vxLgn7ZNS9rT47IxOWImIHVVAK7PyNbNAVgpANNfQ9XfVQ1UNXCYNbDpAOCb3vQmedGLXqS3+wu/8AvyoQ99qOfW3/CGN8hLXvIS/XzPnj0Cc42yDd9T9Qe13x/90R/FXZFf8OMf/7j+vby8LONIWF6yvfSlL41KRKj94AzMDWpAmHM84hGPEBiP9NuwD+Dm9PS0Kgm5AXQSmOFaMB4p21BWmpVACfnRj3407nq06mZQf4MSctitAoDD1tSR7Uf4VwytwlvUja47Hy5BRZGBN72qKpBsMZL+4E7hH3O8uIVTDgJ6cKPhVPhhTyUIF9+4dloOU1ykecw0BAuKgkLyeeuHVGn4/7M6j6bqbwj417PYTY/hQsUp84aCf4R+qeGH3SdVhR40AdTVbTGlSkMzo9BDCCNdt+uBmAO6ZCx3GQDk8UkeuqxCNJ1TvDrMwKEPD9auw/yCHvz6xSqghvXt6BqMA7EQx4LTFFKx7xP0WD9SBQ1ND2zxHg059DwWgsf7JAC0+i11EM59701aUA4qXvzCmWHaHtQbqCnNmcj+b/XSE/abGydaPob1ulDNHABM1Tiuz9TmZgSOpVhgN5bWwsJwYTGE8joFWQ8ccOBYAaH1BX2JABWX7yt44XHHXYX8agyt7AJAy79m9xVdcQka4BJs9a2wi0AH51YlrLn16vxpKRMSU5qeocL7Yy40zYu3HkJjZ6als/9AUJ0x/+A2GGIk/Yljey+ca1vFSzCstuxZjHY3lZbWtXPtVbWfuduqOg3lAOBaPFg0zOH1kXsPv498v8N3Dki29x+IzsN6mE8l4P/txyfDlKnsRq5CD0zTOqYynS7OAI50A/dgzRSJei6Dwhr2i7FiirwYYp/Uq6oEcV083/hsQn+kq30cl7XuizGqRGksgvv154UimfflnkcFN2dVZTrAa/OUAlXWg+Wc1BBpc22mM7BCbIa7cq4iePPjyZTV2dB5DyJR3tkZQUin36DK0jpH/0Fd0CXZq4QzADAMvTCXxPBqhnQTAONLQluMTV7Hw3W/r4J2B9+ZF5N1z7B+7avmZI22QB9QgNkRzFF6DxjjgKtMx+BdsOt1uWLf3w94Gm7er9UwDv3iwMFufk20A9JKTI7ZS+W6tKZGZeQOzN94ydwINzzS0M8b88vB8RdGIAB9lhYA/aczPir1g6sBxiI/IPoUlLgTY7K2Y0xG5teDQQjaFv0L3QTpG3dOysbUiLRHarI615DVbTVZnxL52qVbVAH4uldIc0cm5+bd3LVUAfjSkAuzWr/dzZVfXa6qgaNUA5sKAP7Xf/2XXHDBBbKxsSGnnHKKfPnLX+5xykW9/MVf/IX8yZ/8iVbRJz/5SXnsYx9bWl2f+tSn5HGPe5x+j+P++I//OO6Lz/F9+B3bknofdQOuh+OxfeYzn5H/9b/+VzwPXH2hXHzUox4lV111Vd+me/SjH63H4xjcJzd8hu+wvepVr5I///M/Lz0ProXjseEePvGJT8R9j1bdDOp/FQAcVEN3//cx/BeXRq4nmn54E48c/MP+zhlPFz1UqvDfXiXQbMRFoob9Mm+WC8OMCdNxbvxIRxmYlF4XvBmDAqd+UDUDw39RNjhGIvTJLXxKa9gDj8OFfzlVYx/45800BqpdrOCHovrTQzz4Yw5BVoJTFhb2A9s1yNGGkyQWeKxnZYAhFDk9ZtjeG40sfJhq7uAEAMawVAtFLDg96oRc4r6byZMYQXEaakmFn3cu1dyAFlpoCfipiGKYZFQEMa+ZlYcmCnp7vN8UAHLc9FP45erH709jD68m5DE+9NkUQKq+stA/hk73XMLDP47JdKcyBSAX9tg/fUZyAW4wIp4S7TQ7G6DTtuBqW1teC2F5pr7yqmK6iPeE8rsyKQSBkskbb2AxuXdfUemG79XEYc0plzP9CSBAwVcz5KqCk6vmnAtGGzWowZCTb+++YhisBxAEDfyMdUUgZCBJ4SKBDdRHWEAjDBUgS11vayJzs0EZE8c0X260pQb3Yw9LytoQ8yzAhoE6HRvR+MDgInNPalhwPZhyaJ7EZigT88URnMF8BGCOefsSoBwquyPtfUn6kxQA+v7GcQyl+khT2ggLR/eiAQqukao8Cf9oKIL7BCAiYFUlGJzjnZEI8g2aEU9U/SGUF89HC4v2MDqGSuN5w3Bflht9D4pHU6XpuKMZCkN/LdS2YIqCUGjCSa8qRLU51WkMd7X67IGtgHpqaIMw4NWuYhlQE30e/62shnMSGibpFiJw9Oo/nz4B/ZKmNWhvAHxTfsVuCZdXjGECQIIejBneJ3d2Ct/QZcPvhfj7APfDsZNCQOY4hJMs7imOseTls6pv7Rmm0NtAqp/PDOTG+naAUucAlpOQMJ0bbaxccee7crP3pv8MAFBfzqBvs54JACdGRaDKa9Y1PYOaMUFNSyiuIdsN6YwENbSagqDNdEDXgvp7pBE+t/BizHOIUukgN+BIXZrzqxGYK0S059XGrinZmGxKe7Qmyzsasry7Fg1AcPqtkGrI38PpFQDc9GOpuoGqBk6UGtg0ABBhsQBo+/btk7GxMbnyyivlMY95TLYej5bKrVIAlqsjB3XgKgR4UA3dvd9H9V9U70k37x9zf3n4h+Ix5xXfrntDDEJDr87DMVgwOhc+OlumYbq6eMkpiKDMoKLKfiBqTWXyYdWmpzQhvr4Vxg9OLG6ocMhVL3/wM9zK73OkZh9l8M+p6gouvH2aPxgIhPx/2a3E0TSq8xIloJ7DjiHg8+f1ADAu4lyuPx/W26NYS8oSy5yq0ronLt5Skpuvu5s5BVJtEb+wOunnHGnqUW9yoHAlhYwM78v0YSi6NLcW4QhBFvuiV/lwoW4hYwWnZV4zUaT19OlcCG+as5F15c1Ych2EakiXEw67xTGYqAMLda59paTfpWDHcgxqWGe6mfqsoPL1ylzbXxfXABZoMzPxUJUTAIsqfNZCeObKSkEdVADAGqpp4IOhfqZC1mMPLJgpguWrU6ODEP6qYd5UG7OPEGJi0Q9oAegE8JHmDkQ9U6lH+EbVHe7PQgx97lMtpwI0U3AqEHZqRwUP9QBomHMO9QHQOGPmH0n71KD+s5yEdBVm/rrYLGxzKKSpJNNO0QmqNyphGf5sc7neN5SIUFejDKgDvCBA+0Clibx+MLrA3zpGzN3Vwxqca2VV2ng5U3jhUsz5F8tK+If+ZQpbqnMVAOI6ac5Bwj98buHd2p/QzvjMf48L4WWR9dsegx3CcMIqp0ZVJ2BGgphCLJYbfY9qN99GBGDs3xhigGc2hynwonEQx6mvJ7YdAJ+fVxn27tX5hIAA38jtaPWn6kK9RujTVF/FVBp2EzQAiS9gqEJ3ynnmXhW48UIpB7Dj5g3kd9PnMerCKQ7jHOxeEmAc+nvqgX84L1WP/M3AujEAVXg5SYCKe+Tci7x/bRcazPlec8eauRIbkYpAhgVjX6o2M6HChVzIMVS5Jh4EwjwD25Vf+FO5+KyQb3zPd96cm7lP2M8ef/5fSGP/Usglyd9KlgZBTZkABzlnAO5hbDB8GwKIyTFpzY5p/r7GgeWuQzj6KUKAp8ZUAVgDPMZvyNGmrO2elMbBDWlAGQhDHCj/2E8BFEebsjEzJhuTDWmN1WVle10VgF95U1D/YasA4LHpUpUC8NjUa3XWqgbuzhrYFADwO9/5jirqbrnlFlW2Ia8fwn/LtqOV567KAVieH/FIO+lWeDAfaR3cHccr+MPGBRncfvFvW3hGNR/hH/fF/wnduD8XUX4fB0/SpO1ZVYNPBp7mqOJimDm/oBDShO3B7Y85h/RH+8iItHfPaT4YVQ5B6cE8R7mK9fAP36fXjr8sw6L0qOT8M/hnJxzY3APBH8+QAkADfmEhm1EyudDRAsyz86UAsAAePThMQwy1USz8M3N3QwHMBJAx/DTCqpz6g9fqBwG1jYPTaAAeSb2kuQd5Tgv9jQYhWBBikYrFDtU7frFO1SUW28w/maodfTh7Wd+MY41h9gApUMY6SOLDj/15/H4JUC2YpWTbL8C+GDrtobw3BcnBPyjVAFKgCkk3U8RAJYccWqunzcj4d/eGUFwCDSqToJwCSGjWuwng8e9FWyhiPDoAqOOTIaHMB8f2QR35sFDk/jPwqCoo2/RFAfoHVETpvfFvtCcUbzBRwIYQSoToAjCZeYG/bYU4vLaF7UajGlM1RwDoQxYtj2B8cWIqQyq59P8zU13QEueBoJxWAGhqvB6DDgIgGvx4owScxyCbKie5AewYwIEzrrrT4p5Rx2trXYMM1D0AOe+FuQAJAbVjWRisHVc6CbKfN+ohzx76sZ2nfQDhzZb0H6HGbEeCPZyUL3VoCAIAoW1sQDI2fACeCiQBM31dusLFMHgz9qA7NsZ4rAuCNIasoty5vuSePRE8I4wYdYrnluXK65mnCLYJvvjMSsx6dDx4NaJLRaBqVXP9VYWye6ER5rTgtl1w/rV5Lqrsmb4hzUNoOTBjXkqCUw0BNviK+3MvBcsUgD0h/sx/6V9WMAdg+hnGHPqirxdV6hn0wxj36Uh8J2RIsI+CsFD8nnyC3AfXh2qT0J/GLPq7JCh0Y+7F0dFokFG/HW7d9rxcW5c9N7+1dDicaF9c9OOvCpAP7ekBoK97Vf2Zezv6POrC5nWE67a2TWg47/itSwrzFBSD786Oy8qpEzJx80FVAQIoQ0m4sntcxu5clToMQ/Afc1WjH2KfqTFZnx2VdrOmIcALZ4a6/5+3bV0AeAYUgNtPgBDgffvl5ioE+EQbplV5qho4pBo44QEgoB+UfzfeeKM67L773e+WZzzjGX1v8mMf+5g88YlP1H2OxAUYuQaRcxDbkbgAw6Tk2muvPWIX4JmZGS3LkbgAH626OaReltm5AoBHWoODjy/AP6yfkHslNfzw6qec6YeuLgxCeIDQT8nBXEb4ocw8SQy/SotNqOjgn/6wnpuV1o4paXznh2GBco/d0h5vBte38RFp3rnYDUsGgIDSx7+hZ7n9YgGfUSmTAkF3n6Xwb8iwXyjxugArAU8lyjiE++rCoUz1x3plD1m2AAAgAElEQVRz+QG1yAab+oYVl6n07PgcAMwZiAzucW6PDBjM3luiaGHeLfa5Qlvk+o62KYB2BnxSoZa6BJfBP4b/2nXitaE+SBVH2McW0Ar+oD5NTUJ0H1vwpeMlpwz0Yy0qdfOh8FrEFPx5sGZKtAiVPHBy6qQe8KfnTaCuWxxrKChgEe4ZOd3SMcc2wgJ5ekrau7dJ/bZ9UT3nm1BVSVCVbZuR2sGg4NVz758PuzngwHD/mE6AYNinAaCpAxb8uEcAO4TtEvRZ/cZcfqYAVXUb5jarP1X9Weg24AkVgDrH4G+6C6MMUPkhN9bkpN6jggwoRxECCaWcAZgIWzgPsvw056DaEKpm5KLTyaAbutmZC2HSqTpT6w37W34+vQ/0e8IeAEJAMcyhgNQIS0XZFN6Y0QMX8QCNKA++W1wK7UtASIMmzSO3GkJkUc/mkq3NBdhr39V3OLMSm3c1B6Dv4+5+CmpdPpMM4MfyA7ra80RdeX074Fx2n1oHDP0lGF1YDODOAC2AsqoKObZTVSzqi2HAOLeFPbN9o4LTh+zy5ZYHdQYg9SWWc95dftiPysR394W+jranEq0f9Mu9MGN9qqLUnccGWoSlLtddYS7js8qPJ5vr8Dwt7Js8m6LZzdRkrxEI+yXnUowphvcyLQLq3NVfGuYf69r6j3e5LsxRLDvnWg3z7oiMO+CPevUvPZlrWOvPnh0MWWYUAl8apS9ORkcC/EvzT2IuMHdgBYQEpygX+ibUsqhTgLGRkU1jIPL48/5c550Y2kvlpM4bI9KZmZDawnII+87MUZoncGJM5h+8Q0YPbMjI4oZ0kF1gIcC+5TMm5baHNWTiDpFd/7MszcU1/Z2HF0LI+xdf3rk+CiOR9mhTWtMj0kbo8Vhd9v9oAID/32UVAPTP2WPx740KAB6Laq3OWdXA3VoDJzQAhJstwnyvu+46rRQ438IBd9AGWHif+9xHd4OrLxSBZRu+f9e7Qt4OHHfWWWfFXS+//HJ51rOepX/DSReKwLINrr833HCD3Ote95KbbrqpsBuA5Xvf+179DO63cPjNbfju9NNP169wzHve857Cbjg3Eq7iWnAFLttQ1qc//en6Ne7hmc98Ztz1aNXNoDYY9H0FAAfV0JF9jze2XXUfVmfhfAUAyEswlxgXXlT84fsy1R+PxY94v7hgfjJ8zx/ISchaBIr6gzyE4ERFD46HOmJ8VNZ3T0tz/7IuSlv4kdluy8bUqNTXW1Jfb0vje7eHUiQ53PQzD1zKqjKjcDpS5R/y6MWNLq1JKGfB9RdtchjwTyHjRuJK26/LWEhxzsQjNQHxpyl19R3UPfsAwAJc9GAtDV1lvjRbjA+6ZEzIzx1dPsAeOJyq69wx2fyThUqp6eJOjSS4wAeEpntqTrXH431uS7+fT1Tv+2+aC5OheDbuCmHNbkwqnKEyKB0L3gVZJ4WSkF8PMuwctdNOCXmgELoFqOFDpF0dKbRBGcxxtWc8QqU0MSHtXduCumPhYARoEfL5dnTmAAVlMoEJ87UBwjA3HBL2G3iI9aTjZqOb5P+MUzWUjJAyKpSg/MKCFqG4DG+FGtmURLqfqQexn+YzBCBcWg5mDqqWs3Bbui3juviOuSdV+RfCMWOoMSDVvgMx51jM6QYlDZLto01de9XhygnowJxtUGQC9BGOmSMugFcEkjQ3YKgs868yfFpdZC0/Iq8FoGGQM6r+cI80DjE1nkIzjI25WTcPhnyGek7f1wbM0YSwClMAj0zhHcK9R0IORmy4R/ybeWrVaTiAUL2eUx/G0FY390e1H/bn84iA054vej2AYh+GairPgkrXg30LIY55aXEuC9Fd+fF7y8j8mjRu3RfBkA5FU9/56YbuvdHog6DL12UurQVO4p9x7gUB58oIHvU5hND07lxQCAf2L03s3xEATk5IZ+dcV+2JuoN6F+GiDMXPmfpQfWhGJFm3b6o9vRKcqQQ8SEzm50LOWD6LOMeaOjnOXV59jee3U+/qaWnYYmWI8771fwVUGDs4rw+xj8Aq5NLkeXRuxJyC65jyds/1l+ilLvzJV8uV1/7ZwEfd3bXDOX/yFrnnfyxIYx4vaJyzMwqg6QJMGe9fflEJiXpD/1OVdj2AQqhDAarHmqr2htnH4tlzIhDmQjQ4vyGN5Q1p7oPZiEWqcJ6wdgM0xH+tyRFpjTfVVGRjsi5LuxryxXd24R+KuBXWGf4ezrj0BFIAvqwyAbm7xmF1naoGjkUNnLAA8MCBA2re8cUvflHvG663cL8dZut0OnLmmWdqyPADHvAAuf7660sPO+eccxSmnXHGGQrXvHkFgB5gG7bnPve58o53vCN7nltvvVXucY976HdPe9rT5H3ve19hPwBGgEZs73//++UpT3lK9jz4Dsdje+c73ynPec5zCvsB6gHuYesHElFWHI/tG9/4htzvfveL5zladTNMO/TbZys8mI+0Do7l8T0A0C5Ww1tuLgqwIPB5cHIhvzguCY+J5TYYoQoY/shmCJ7/8csDeB6fb8/DQ3ujrKqgkaa05iakPd4I0BILfYT7tjth0YQf31C+8PhUnZcuLnnNXBiV23do9V9GcVaAf4Mal2HOhwr/Yo6ookvqoMvp9yVQLibBzykckxMPVCimBemTe1CLlCrr3AK64EabthEXY5aw301w4Z/WNwsL/lTt2id8uXAbaZnwpS0+VWFjIWBUfcVjy9R/ZY3lIWBUqHa6i3LcU+6c/nyEe4QZCAFNYE5W9cdzcNzib684wqKOyhdb8BZCfxPVoKrmLGS2ACEYGjw7K+3tU1LfuxByd/p8aq4MWeWllTUq+dT4wNxcOf+gvACVPncZzYig+jKXT4VIgJkI9WV+PlPlRUMEhZnIn9YummAQNCoYdOA/HTN2XlUH4dpUSDP3Hz5DPwI0owEK4Ak+c8owvFABMI0b0mQilO6uA938e5aXT/fBvEzYACUk7gt/m6NxzbvZYn+Adu7ngQv6lEFQbXOGEZuRCedM368UADpo1DlgodhJX405CH1eOLrQ2nUVHlKViePZDwFSCfoIipj3j9ehmo3urT3zWcg1qpu1cXTnJfQjcPImKzn4p2MG4aGmQOUYBpRlGDrKMz0py/c/VcZvng+uquj7pgAt5KMksCM8sjYqhNCjLxFAZUKDCSd70nMwJJz14c2T7Dng1cM6Nty86s9b271TITrLpaGdMG0BFPLzlXu+xFx/pvKNZmHeCISAD9dNQusjdGWocKpaTl9qJPlf9Vk4ZnXnVZyYI0wZqvdrz4wep3Ezk9F5S+8zhFPzxQtTrETA6lXUAO+Yf+amYxgsVW7tmXH97Iqv/GXZU+Ju/RwA8F575qV+wOYP9GOMMYPbVMZqeygMrHfzP9L4hiXG3EOzFqo0mw1pbZtSd/P6wTWp4YVCsyl1AGT/Gw6KcxiD4P8wBhltKPhbn27KxkRdlnaHN9w+/Bd/b4V1RgUA79YuX12sqoGTpgZOSAC4tLQkj3/84+Wzn/2sNsQrX/lKec1rXnNIjfK85z0vArvPfe5zct555/Ucf/XVV8v555+vn2P/t7/97T37PPCBD1SAuGPHDgWEk5OWiNvtCTj58pe/XD/54Ac/KE9+8pML5wEgBGCEO++FF14oV1xxRfZeLrroIjU3gdvwzTff3KMUxLkJDy+55BJ52cte1nMe1B3gJ8xSUHaYp6Tb0aqbQ2qQZOet8GA+kvu/O44FBOwgfxMWT3D89SEwDL8hyPLAgQrA+Fm7+2PM7+dvgjmb+MMwvUEcxx9//kd1VD3gLbm9RVc3yZogzAM/8lpTo1r++uqG1JbXpaZhUyH0rscchD/aef1U9cDPPYS0z4aGf3qN3pBTDwBzZht6GYI/XdyEH60DoZoL+y0YfeRyug3qWJlwYECWYeHlwLLmrt9HfRgBj+UxLJiIpI6+aEunOup7q37xYFBM29dDwEF1xe8tp5Yey0WpT0xvEEJBG8PGymBev2tSAemhZnIfoQ9lzBPcPTI0U8GWB0i5XH8sT0Yl2AMA6chJpZWD6gqwJielvXNG6vsPiswvhBBLbG5xHsL7Z6Q9MymqXgOYATzLXb+kriLUJZhBP8FzWeegRliIIncdDRkIzakoQT1AeWPgNvZBhnASxujgrAWIRgAIx1uXSzCGJTogpLBK4V0Ip+3smO06rgOy3bm3G5aMcgCqoc3NtCEq2WwejNWAeoIj7k6nrrMy1m/FOU1pxAOgRqIjLQ1FsI+FJ2t9TU2F+kJdmWKyB9gCyMGBWF+4dBPx673zb4xNKnRWVkVDgD10Qd0DlB5cKobWujaO4xN1TvWcqQbVZRifMVdhDJFvi0CZhw053wgndJzD+MdyAJo7r5/jCyDcQjYV+npYA0jq4ZJ/jqUKXmsLBYA+JQX7NuaRsTFZfeAZMnr7waCGAhQ2UN0Tru8UgVEhz7BSb+qjY8zyWXJ+yM0R8dnnUlTYZwR8MQ+hD4nm/Kd1XHwhoS//dmyTztS4tQFy74nU0Me5r4Unh6KZwy//bffjw3+9E3Dcn2OuTHXJZwPbCn/TAIaqzTS9BoGuT4/A3IE0L+FvIbt3LQ/aF9eB4hv7+TFgCs4Y/mv1GwEi9oWzNRS6+nvMVIA4J16EzE2FKb7ZlCu/dPyVgD/yt2+UH/2/N2TsB5buAW2q8wfG3ah0ZqfCfWD+qtelDpUg5n3N/dgILxxYR+amHoE75p1mUzZ2z8rGzIiMf9+Uz1AHwvgDG541ODeA3/io/h5U+Iew35G6/P/svWmwbVlZJfrt5vT97ZPMhEQ6U54iIurzVQhl84hUAnmCPJ6C2MAP37MKSyswqsQOSkvKMp76gz+KiBG8sAHFFyoIzwJsIEQJsAArDKAgKyG725177j39bl6MMb8x97fmWXuffW/em3nvuXtHZOQ9e68111yzW+sbc3xj7Bxr286xpnVmrWL+oaF+FOKMCQA46qVp8tukBSYtcK0tcNMBgHt7e9Tve//73897ev3rX2+/9mu/dtX3B/bes5/9bOt0OgYNvr/6q7+yOaWMQM97e9u+5Vu+xf7hH/7B2u0204yf8YxnHLhOTANG+jHSkOPn85//vH3d132dbWxsMO0YbEKUV35iGjBMTF7+8pdXDsF3r3jFK/jda17zGmodlp/9/X0DYxHXXF5eJjtSqc46FnV861vfyj/f/va32w/+4A8eKOd6tc1Vd0o44Sg8mB/L/T8e577ouT83AP8ETOiFVmm/CigkmC2ApI6th0oXuj35JU2sh/IlW0G3Mw2j0D2L00s4X/Y8eEewCnYMdodX5hLzD2m/0BVCsIRgbhj4h3IU/AxLN7sa8A/ljaH9NxJAK8BCpPyODaTVgX+BBXjV4+gxAoDss8N0CmOlombhEAZiXVoyr6N0OLmUxnIpXO8p0KG/JdbPQyPYF404rgYEDI6kOXDxVN8MtGleKFVZbrLl+IvpvDWaY5W+LNN0/ccMkoRrRkZQYphNJ+OSgh2ZAQ9dKAS+pdZiPlYMTa0H7iSa5r27q6JtT5+0/dOLNv3QBlNYs/GAz2mBgWAGUhdwAymCm0kzq5yvYp+png5uyOGbjFXMKbSzUoAB1KhN8D3Sk6XzJbfUOE5UL6XDIjgVWIS1JbLz6FSczELIFFQqqK7nY01ptuwDtBPMNDAMVxatuzhD3Su6YH75fGL34bfzF1O1XQ+xMga0dob0QQTUvZWDbsDNyztmYO/pIzAToML2TgI8nbXE9hZ7EWUD/IsApoM0Yo6SKYi6Spsw90sCQbIrL9YFB3PJAKwzv3HTGAJHDtYcAP6iyQtcd9FXAl107QjMoO/wN64tIFLzX32OuYD6e8oy2xzXrwBdAdDM7RjAGgE2cf0Q0K/nmFKuMf70zGWdkiFR96l32NYdc7b0yYfZPr3FOWueWydgWAHMJH+AcQKmo4x2xHiM/cXNCDcMKlJ1yczXWFBblKYfbqTDZ7PrVhJ0cfCYdc/rwEEA0O52SRu2T9+YZbB+KWlj4vq+OVjr+FsCgGJ/ar0TYChmbzBeqcwVrkfNAfsSc1/PB4GDGhul/mqZIqx3I/w/modkINddjwGwS/fuQGVqvuC9upkNtD4hHYDvsJ6gHPQ5xjlAMxhV37Vq/+UvD27yj3Op63nM//K9v2qLX7yS1myC1QB5kfbcTiDgwqw1dgJwLhCdqcB+P7g/jIvslO1mTVNt23vSik1d3E5p4w6QcrPYWZpM+XXmH+QP+lPNlPY717KtU23bW2nY3NmezZ7v2IfeV80SOwpxRgUA/I8/ffOYgPy7xFIFMQakk8ln0gKTFri1WuCmAwBf9rKX2R/90R+xFZECDPAvpuWWzTs9PV1JcY2/g5UHdh4+z33uc5lCDMAMANpb3vIWGnvgg+N+6ZeSnkH56Xa71CEUGxH1e93rXmdra2v2sY99zN785jfbo48+StYeDDbuu+++2nKwSD7vec+zs2fPEiD8yZ/8SXvxi1/MY3EezEYAVp48eZLA3rAF9c///M8JkIJNePr0aXvjG99o3/AN30DG32/+5m/au9/9bpYJ1+QPfehDdE2u+1yPtnksQ/0oPJgfy/0/Xufed++/q2qp1DEDxBJSpfgC7IxBgQQ4BsEIGDZiWuCFDt9R/wZggLPiFCCJhSG2XrjpnDIs5mAU8G+n9A6lFZH1d+myuyX2U/AfPxGge5zBv2zCMQZImDStmuMBaHVmH7hnZ8rx9uuML4YNrCHprgDzriYFuCx+JBgo9+GDJ7ENBPxV/o20O3fTpWA6xoez7gi4FaldBCniuIqphDF1HcdEpseBlPHgvqvyPGhnYIbAQ9cSwBO1CTXuokZfmGtq42plBw68FWBPdQ1AWAnmqZxh38ff666Zv/M65jROMK0W5q13cX3gfOzrA52RlaIKnTcEqvNz1j2xRFbG1P1nE/MD7QyGC4AFmEm4AQJMGOAY2riyM3D3hsaedPGU8oogE329tJDK89RbNotSOp11w7+Zyup6bxgvSD+MTDUBHmpP9auDP3T2jQBgbjx3sEUwKudfgGn4N9Y06V65EUlO89T9zM4kB1Cwr4GDQNDeXXP7F9eTviCAOaaRO2Mt1lsgUGSgNRrWO3Ms1TDMhcbOnjXAqFQ6qObeficBOSVbODKlUBaAFwDHBD+rLD8amThLMY8bgXuRERaYnBwbADYEkBEc6ll/4/LAkd61XwGM4doAWWEUQoMPtCHGQEx/5Zrn7Fc9n5S2G59XYjnimSKQWu3lOo0Vg4/KAhL0MMEKnJ1N7RylMlRWTAnGGJGjtMYVdBfRHzE1dGba9p98wqY++2ACfJYXbe/0kk2t71jjobPpWmgLsdfwLFxesCvPWLX2Zjc9F9sN2zzVttXP79j0f390kLIqph3aHGPUTSfycHYQG2ON/Sxgj2vbPucz5+f6ZWd7JoBdBjwlo5MAH8bG6eOpX7BRJ4kR9HOhV1qy/FSvqP1XpwPI8wjYu+u0n3jgWKVfsy4JzOQnAn4ZBHTwNzK1cawYpgTFCwBQFcZaI9kCrQGBDVtJiRfoF0xlpJNJd21JJWBdAct2bck6cMtdTRsEndmmfeQPfrKyhD8Rf3zHv/hFa5+9nDYZtNairbC+zM8kJ3JJA6CNgzwC053n56wBJiD+0zrsoC4BRKSN+1pf6S9seCATBFp/ZHJamgPNhvVmWnb+2dO28oUujUXw+S8fqAKmRyHOmACAT8SIn1xz0gJHvwVuOgBwFNhX1x1PecpT7Itf/GJtTwEkA1gHFt+wD0w+oNEHAG/YB2Yk3/md32l///d/X3sIQEgwA3GtUZ+/+7u/s5e+9KWGlOC6D8xB3vOe99g3fuM3jiwHQN+P/diPGdiSdR8Agn/2Z39mJ06cGFrO9Wqba50iR+HBfK33/nifd98zf6oK6In1oGBKAV/+21/8Y0WlsaVACy++AAMQaJRAjwd7fCF0fZ0I2lXAPwQ7kY2CeYiX5RnXFALDBy+XeOEeBnhF7ULU2YOWilkAvo8aSQGcuSrjD5QT6oEgaBiDLTafgItD2XNDXIIrzsJFHQ6MpzrgbYQpB8Gp6Fw8YoAKrIv/H3r4CACQ58gkpSgAwT+BLQQXzgjJ+mw6NuqLhXWwZPXUughHsE7l1dUlsv+iwUdkNkW2nwf76d6KNF2l6NakbWezAwGKdSB2aCOBfhUG1SGLygEtvQL4w+lNgHZiZSHQE3NGzKd4DQCAS4u2+6wz1p1q2tyXNgYA1OyM7Z9ZtqlHLieWn8w07jiVADAEgUqRRBsDZFletN7clJHJhnkqHS60O84R6Oqpg1njEedyDXLgJqapRoYjrhkNQ9RHriGqlNN8i2IPAuDY2eG9Uqdte5vmE9TKUyAbgUUYZSCNz9fY3txM0rfa2SeDpn/h4gD4I6vNmVsxKHa3WIJAYqkp6O50BwCgVxaBcaPbtebZSwcAN63Bid0FMMpZbhFc1LoonTemQYZNFh3LQZKAE85HrBnSlyznMAFgvz/8hnaGDmChU8cx7Dp2KKuJVO4y9XmYNqlSfLXRlNd+mDHsZVArgoBMQfb14gAjFudjXKM++Ih1OAz882dK1naETiI+zubLLFU3/uB4gSYnjG8eOZ+v0b3zuLXOX6m4X+fmxDhaW7H9U0vW3O4QSG7sdm3zqUu2v9i02XMdmie0tzq2v9C2qSv7NFFofunRxMJln/lGg6fwZ/OOwLAmAIi/11YG7tleiczELvQ0uSGwumzWBovUwT8ByNCw1Kcw+0hTL6UCx5Rgfq+0fq935V1B/evMyoquoq6FeaL3jzgmS9Y62jWmAAsIjO8iuE7UB4zlbcPRd6D/R3ajzg3ziWxhByN72AhRm2oeAXSFVqoD8I3ja4lRB13PpQXrLs7a+z/2s8Xsevz/BADYurhFsya279KC7d65bO1Le9a6eCUxA2Pf5RttJL1DAIBY17Cul2sL5jt+w8ZyTht34gLAv6mW9ZD+i9RfhGmNhnVnWrZzom2bZ5q29tmOtS/vcx78fx/+95XGOQpxxgQAfPzH++SKkxa4HVrgSAOA6kCw5gDyAcADmAdg7PnPfz6NOYYx9srOBzsPwBsMPqAJuLm5Scfeb/u2b2OaMtKNx/ng+r/+679OoE/AJZyHv/u7v9t+/Md/3I4fPz5OMfbpT3/afuM3fsP+8i//kmYnCwsLTA/+/u//fnvta19bm4ZcV/D1aJuxKlwcdBQezNdy30/EOQQA9fKc3r7T3xHw49+BwacgUC9rMuiIKUYRNCnZf0rBwYu2guwy1UbpIQrUGfhilxc7yJ5GD02Zra0UGNR96th/pWi6zqsBAA8ARCVwM4LZJ12mUQAgAb9xtP5KgC4y/bxvcJ3MlhsGhh7CuktFDcApMgBhRILrBXBqHFAzv+NfTUowxyFA3oLFOQKgRF2aSmHE+XVp5s4yzWBaHN+853C9EgAsXJorw8yDV37nJhyZzefgX4WVFlMKy/FaahH6nMzgnHSlCpBk1Jox0FDsZ221WpAlsh+9wMxU8cAVYv7UxUP6HvTooplBBC5xH+iP5SXbfvoJm764Y82tPWts7RLM2blrJX0HLUAAgNK2c3CBKfzOnCGQtLyUWCTbe4lh4gFzdgNGfwFE8TGi73luZJrhvnZ9YyLOeQCrJQDobZydTj0NspL6i3sEKIJA3xmASlEDkEQmoAJ8jEmMh6WFpFO1OJtAS6REwqgD9QIbEinEAJgwlhbmBuxsBy76ly6ntsV/SpkTOOiM697aYsUJmMNIAKDGK8BzpBjK7EH9J8ZcbB+x5ODeKhZgnD9xPDpAlsGlIpjPzD1tqHrfAfTtXb6S034F2EbdOwLQ2BCqSx0O+o0Vowy1jeohhheAY+hAgl0ogBi/wUkYY68E4iObEsdHB/vIiozli/3l6wn7DZspAs+9jcnyEiAGluOZYwTo+InXQXp00Mjj72gLzBulN3uZW888QdZT+8JmclOdTm6seQ5F8M831fTMr+gJ6vksRiAAdYyB9Ut52ckAoK9X1LjE2rC2klj6AK/2nDmqTT/p/ZK15eB8ANPqAMAMmDpQXdm0kO5oWAwzW9Vdoketk/m3OjYg29kNLPR8EvMcfyvNXc8N9DvWhLiJCADMN0UIACvzZnkx9f3UlPU3NpJLsDtMUycU32ONjO7iAWTvnzmR1pGtXXvv535lrFu8EQf9yxe9xWYe3EjjC8/T+Rmm5VKWJazZZAdWZF0Gqb6JJQoX4OR8njU60Q7RBIrsXzddgvEHQHM6/zatszhF9t/2ybbtrDVs4aGezZ3bS+tst28f+Jufrtz+UYgzKgDgL91EKcD/fpICfCPm2vUuE4aq73rXu+xTn/qUQUbs7rvvJqHpa77ma673pSbl3WItcNMBgLdY+02qe40tcBQezNd460/IaUwFxicGUtopl56WdIX4hhdAQjGBFDziBT07ZiJVuABXcA2VBdaMgpr48o1AD+wasL24+4vddgf5EIDgpR4vi2D04KX5MPaf6jwsZWwc9l+8b/XSEABwXPDvAPOq7P0a4CsZNxQpqf63Uo5ZzDCwT9fQ74do7zXRF/3eVRmBVMDIOl3Asm5FSnOlGQSQInguAvPMmERwRRD6oL5qLsvTK/m3g2nxOpWyOQ/CuB2SIj1yssb0scjaKxl8EVQOQEMsOxoSlG1Qe5yDmgeckgMAmdMcBVoUKdH6HSL+ALjIJHv0vIGpwnEb5SMiCxBz9vgx237qmk2v7yZ9TqS3drq2d+cqtZnICAQgCOYuwDKwo9whkqCbp80yYMRvYIYAGFTqXgHEs++dLZcBQASKy0sDwAh9Ck1B3adrVWW9UBklABCM4I1MDsBoi8YiAEOkuYZxhyAfc8WddhnAA/SB/MFsMv2gU+V0ClibV3YSexnrV7GBQVBKDq5iAaJcsA0BKoqFJh02MOMALMAd/WTVCZhLQadnzUfXB22Ba0pfMax9TM2NwEVwcCczDvMmpvdGdqGEUkUAACAASURBVJ2AFtwz+rVg/5ElGQHwzISC22rXepc28lDmuMV839+3JrSZ0QaufVaZcyE1miwrgQv6v1iAWjfEmHQGIMETtLXGMu4Hv0WnV10Q49pdoXMddP+6F5cjYFp71PgLLFDq6Ild5+m8Vcfq6TROcc/upKxnc577kbWHMtDWmCc0OWkyjbh9aScBMhgjmEdK/wbQHLX0CifeyvMY6b8A9BworpiBOBsr6/j537ns1RXrz02n9E3M6Qj+iUGrse0NOhT4w++ReYr1Xun+JSgqFrCct8Ox5XqdU53j5mNlQXWAUvqfyh4gcDnQL8ySKKwnQCyw1fz54VqAAvaiVizn5umTCSQDEAx9VEoceHr58qL1Hz2XDZPyeo70YPQ3+t01OJ8oAPCF9/0na+10rbnfYxow1jiOO/W3zJ7kyEx2ZQACkcbuGwJ8p0O/EfBzkx5opaLvVQ4Yg3PTZJUagL92M5l+TLdsf2nKdtfatrvSsOmNvi1+eTdpRAMA7PXt/R/9mcoQOApxxgQAHPkWdtv+eOHCBXvb295myCzc2dmxJz/5yfaSl7zEYCaqz5/8yZ/QBwAeBeXnVa96lf3Wb/2WTYm5fNu25O174xMA8Pbt+yf0zo/Cg/kJbcBruDhBQL1kk9UQtP5UntgC0bFXvym4wzEIAgXyREYV/q3/HLirpPGgDNd7okMmQAemBPqOOn/3FCzuLAc9qhBEKGCqNENkJ+KHXK8a9lfJCovHx0JrtOIqIFzBqMtN5cy/Q1N+GSFU5Qf6nf2KVqDScyP7T2m7g0A1AIajGG0C66RFKFZVB8yEGnfZYpwNdTceZQ4yJK2ZRQeQsukAQEr5RBp6MwWyrhdItiIC9BqGUGaHRaClBvAajIkAAMb6FQFr7fgaNvdK9l8w8qgYHdSYc1Q0yQq23lC9sjKQjamaGZAopC0qLM8e0377d5xMQTw0wy5dTgYiUW+xkAgA0LP3jDus2elb69IW2W6NnY41ej3bedKStXa7NnX2SmIFwQ0Y5R0/ZoYUUAcbGCBqDSEg43ppCgrVBgJCgllATv/FdwAv1e4IIBWYc0MhbT5ICiDr/MXvxdwLDCOCTB7MkkXnqZ3ZAATtDLBSLCs38QBbB+BfZ2namjtda/T71vrCQ4PjHFzILqLSZMP3aHswJQXQubQCtALJIMMH6/XsjHWPu+FJZZ0yaz2aDEWyVhpSC7W5E41GcD0xyhwkJRiHPhCognICaMY2UXol0hahyRrHhdySows257dreAIAjCYiPj6xjhE4VIpzBH71rMJzxMFGsVabOCdq7omlxevBnCRtKGWmJp45vsaToYdx6OmXec0Wm1TPAj3HdEBgSmZwlQZFUzlNPY9FgMoYNwBzfdyn5gjzMQCAGfgr1mABcqyCHFXbbdt72mmbOr+Z0u7RZwKqwaJ0zUeOT8kY+NpQYf95/3BOoj2dpZjnjED6+FyNTLylResvzycwSABg2PhjncVILe4rApS8Xhx3YsAN0a9m95BFVjWgqbSt91kEtQ+0vcZnuWGjzQ9t8DjoW3l2KF3V2aGoT3Y9L5+ZWOd8LBOMFnCI+8T6e/Z83vgSMI75xnvU5sTcrL33i//3sCfPdfn+f/4/ftV6Uw2u6yv/eIG6e92FaessTBFcmz6/TSZzZ23epr50MYGT0ZRFYwPthnuThifG/Izr96KftTHh74L9hZlkIiJ9wKkp660s8HlC5h+el1NNgn9bZ6asM9uwpf+xb+3tBEoScAdYaHYgXfooxBkTAPC6DO8jVQhAP3gIAAQsP9/7vd9rv/d7v0ffgm//9m+33SFGRZBbe+UrX2nvfOc7j1TbTG5m/BaYAIDjt9XkyOvYAkfhwXwdm+NxKeq+p/7EwBk1Ah1K04qAIFloEtFObI0cpMUghvpefqz0+wIIk9kDuEP8rlRiOTdKE6Zg/FREvEPrVJiAMagYBv7h3Gtl//HcAIopLXcIG7GSWovAdlhq7BC2mZh/Avci4DcOODfOIGLAXVevOhCyLHAIi09swHGuX3tMo2kE/8T40AtLZMu5KyvrD+DEWR8HUubEDsGFBCAIDIsuvREkdUAxa+opGK3TjQplVe6lJsWW8aWCR0atgzTdeO4BgG9IWaXb74Hr14F+pd4SNStTsETm1dqKdY8tWOvCZgIqEJzho3oLIBOY2mpZ7yufklJ+L2+T+bb95BXrzLdsarPLQLE73bSZ8ztJ10zmEZ4Cx/UADA+kxqF91v2aJYNL4AMr6jp5oW8JSIH9J1AK81ROk2R5OWvY528yEXBdKQCA1NyaMoNmH9IdlcYp8wmmq7mxw1Sb6aQVAIHgpac2irmHgBegj1h0ZI8lVmJ/yw06vNOy6y/KQH2QGoygH2wnluGmSmi/BdeWw7n7+wbNuNIMh20JFiD0uACgo32Upqj6iNEUB47WalwPAX1IxcusxXIMCZRA+2Ne0tCkOwAMw1jJlwrjTnqOTJnFvI/zXGmCzrKqAD0Chpii64w3gb8Cjlvu9uv6obo+AUMwNsFc9HTNzBRFGWBkAayrA5287EofAvgD2CbGOVKLfd3QuGIdkYbs4011GaT8NxJAiHZ3mYwMVjuDsJKiLrbg3Kx17jxuzS3onvWtszxjU//tgTR2Aos6syUDkFlhBnrb8Tu0D9oMIHAwdsl1LfX/4GK74nMYTF+AN0qV1rgvtVLjc9wZimLoZQDQx2oJ5kVmJNmKYp966m5FHiBqseLfqJdSreO6Uj6MtM4IwNIaiPsQI7C6cFc3HDBOcFx4VvEVImj/cTlD221BS3S2mo6OvsN9hY0kPu8w3leW7b3/nAwNb8TnBd/5n2gus/70ti083CMA2MAaOj1l3ZU5az90gRty3RPLydBoc9cacK+mMcveAMBUm0kblwsTTGnmrT83wzIJAGq9iFIBGDf4G5khSDFGejmeme2m7S/P2KWnTVujY7b0wJ5NQfPPgT8w0PWO977/+h8qzXMU4owKAPiLN1EK8E9PUoBvxFw8rMz19XXKfT3yyCO1hwLYA7MP7MCPfOQjNEn90R/9UfvKr/xKGo1CCu2tb30r5dBw7Ic//GGahk4+t18LTADA26/Pb4o7PgoP5puiIa+yEhkE1Hl4UdMLZ0zzi+lb1MfydBi+0Tp7CucKMOCbbSMF1jF1JtZPzBoEm/gg2IyMLYGACiBq7i0DgKPAP5x3tey/eE68bpEqWrL/qvFAAgvlrJt/u5r0UgcZCf45KHLdwL/s+piYdfwEIKwCDAZmIO+JL/YFmyymJZd9FQG2UW7FzgDM5QtcUH+4iyLNVqQbh1Q9MHpGBXMCi2JaWR0AqNTiCBKSxRIcJEuA4rA5F46PKV0CHA6w/Urwu+56ZI81B2lTpYaZtxPHfQliBAAnM4CQYjY/Z727T1vz0lYCRqBFFQ1VUI6bPSRh/S5Bj+7dp611NrnYIljbffIxMkdgRADmG00vtveSoQfWBwSwAMGcAUaAxJlhZGNFRoxYcmXKHtJzfRxxfQFwhNQxfaTr5hpT1NQKfRhNPvRb48xJBpkQ3M8pnQB26HYOI4n9dA0xC+UQirLFbBvCBkwLQWK/VVx4vd0J+EHbDcegbaRRiDbHvdGwwddXjHX0N8AiMA9XF8m6pCtm8QFrhmAu6iwm9WHjVb+jvQQa6lkQDRe49g/Y1Kw/QC9PgVQxtcY7XBfT+sEx2GhY89halc0rsAblCUzCCZij6pOYolw+u8T+c5AP9QDIDQAGoItA0Qxyq8I+tzgu3Wk2byyoz5EqCxAX9+H6d2Sbor1Ub4GQmDMY8/geYKMMrCIYjYIANKGsqMuIMrDWgTVLELDJsaGUYj5fZ2etd3rNmhfAwuxZ7+RKMv3QmgBgRK7WkcUYgL0MurpDNkEmjC1f+yq6fzpP6cIA80+sZoflBnTgNP+UWcB+c/d03IsbflQkSPA7nN6xIZDTSHHPjQrYXo4FtlvepEkp65XyBS7xPcKzHLQmFuvLMGkRgqf6KN0c9dW7CzdGPItCz6oMAPqzVeu1AGD0qyQG4ppPFul0Am/FbPR5wu8xBiWTgPPm56xzatkuPmvOprbTc+qj/8+1OwX/i+/5z9y8gZHGxtPmbfZChwAbnapjivrcnK1/4x02tdWzuS9vWvPLZ5Mcgo+7DBa7TELl3Q4SE4tziRWOZ4JrHmaTI86HgV5gf3aKa3MPkgqthm2dmeF9zp7bJ8McqcRM/d3dT+w/n1slSHoU4owJADjuA+z2OO5XfuVX7Kd+6qcI3r361a+2N7zhDXbPPffQUwC/veMd77BnPetZ9s///M/2tV/7tfbXf/3X9AiIn/vvv9++/uu/ngxCGaHeHq03ucvYAhMAcDIenpAWOAoP5iek4R7jRe+759+kEqQFiBfiqJkV02GYxoHUL38ZFhimNDs3XqgsKAjO8aIshgx3ddNLPV8I8W+kz0j3Ty/PKmQE+JcO9QA0AjQ6V9/Fl+tx2X9lPXIb9Q6mxo4CtHBekV47Tpcx7dfPReAvJkcJ/gmkuxZQsGL4EYBNlVVx9i1ThMnyTGm50djkwL0JFCwBqlGNoDIh2B8DIfQdAjc58GK8uREK2TquB1ib2uVjoRI8KnUsgrrSjxIbppKKFgTsS5COfdWodfutzAcxHBSAesAUNf8yWC1ARzpmNSAfx4XYL7q+wEGOWZ8fSleMlVF5AFA9fRZAEs06Ll/J7D8EnD3o9tUAgPaUJ6VhevZiuveZGdt7+mnrtZvW3txPrCRP3QJL0C4koLDsB/ZrGciPAf7x2gBNVpfJDDEMSdQjOkzWrUtBmJ4AIMCZpzwppS9eWM8afdnEAoAc1jBcCywuAFBxjRKrSP2rlODYZwD7wKzCdwKuqGXYZNpfTu2F+QOAItybWHG+TvYvuhkDypJJRq9rvRMrKT1OY0ZYIJbbvQ4ZOklnzpmEArirg7PeUAdzmABgMIXCeZiH0cUzlDlSt1IaQ5pjcPtFu0jzT/3n6cgA+gmAoc0wVqHFSI22AHhWmNn9qvP77m4av2zztH5wvcCmijassNZgLoE1Gued5pDYhm7UQHAMKdpgJ506Zr35abqiir2X06FxHlM3sWHiAN/mZnJMDunoGeTSPUXAydcW6kHi3t0cRF3H75YWzODIyjTSucREA5tWILmDhzxHa0IJADr4p7qULLvIvM1p1agvTHsWEgAN8xlqfQ4DAMVsVOU1piLoH+uotS/OtZKBSpadZx04AzDdp8uP6Pi6NTsysuM14rwIgGLeONBYCkzCfM1cjs8b1QX/FwDroG4GiyNzEe9LKpeGRbsDjUq0sa/D7Hd8agDAjbub9pm3+LtdvJcx/g0AcO7hHeq4NmFWtHElPVshS4B1FTqaAMeXFm3/zrWk8Xr/enKtLvtR6ywZvJ10X6g/5s3sFLX6shN8bB+lDFM7EIYfSv1t2d7xWdtfbFlrt2fT63vW2nJXeOj+Yf3WOtRq2nv/6Zcqd3wU4owJADjGIL6NDnnhC19IUA96f3/8x3984M5f9rKX8XsAhO9+97vtpS99aW3rvOlNb7Kf//mfp4EpDEImn9uvBSYA4O3X5zfFHR+FB/NN0ZBXUQmy/5TmK+AP52c2WEh3lbg9Xvjxcq9gPWhr8cUUgZV22nEcXmYR2CHoQ1CiYBKBqPSAJNSvF8D4Ih5BlVI36GrBvxhYFMFALUulAhzKBKUGAIwv/Ph3NLw4DCDD8WUg6w68lVRaL7MOALxm8M9ZfNIYpPOvWCmus5duxwXQA9B5IM03aPcJGBxmXHJgiKqNXD9R12sgkFWAqJM82Evp0f2cZkdXYDGcPPDLRhHxgjJ28EBF5WQWqwBrjcXAdsnFxHQm/zIL1GvulKy/0qSjBPUi0K5rlyy/yn24YDo7yIHHMjCOx6s+kQWj3wGqLC9TZ6l5aTMFamJ+wYAHTCelkWqsIpDHMfd+hTUfvpBZTWjz7j1nrAkNwL1OAgU8bYv6ZGA/RdCobr1S29RpjkXQX+AfdLMgEq++2O0kxltgjUXTDQLEnv7Le6AJSdPsSaetsQHgczul3+7tJw0+fHD/GI/OcOPapeAWbSunz9CvBJPEOAWwjFS/1UWapLB+YsoBxAbjymUQyIz0cc9AG2uqM2+Yesy12BmJ0ANE3aAFuApjlQZdMfMHWJiDDkzBFsMa5WVAz4H1CISLtV23/modwPm4R8ypyNArgECxXivMIAHXDnI2YGqCNpUrqHQZMc6chcrNAABw8VmFOtNtF+Av0M6UQq2U4NSWKc29ubKczEfovOwsSoAZMzPWu+s0gWqyPyMLVQ2pVFS0G84FSxNaeeif42vWWZ231qXtlNJIDdvkjsqPNrHE8HOdtAoAmK+T+o5rVwnSOsOW617QceJ4xtikxp9v0knzUG6yAVA6uP5W01QPAJN5s8Lbl2twL6UYz81Z/9gyddk4ztCG1ABMJkDZ/MvXn2gwcqAeWpvwQzQYiweKRRf7pQ4QVPqugMFRmzMqU5skvgFaMU3S2iJXajF+lQ0R+y+kR1fuUfNGYHpOt/eU4rq1EN9hAwPgmzNlKyxygJMak3Oz1l2Zt/PPSRqhH//NqwMA/+X/+habPr9l3cUZbuDMfOFc2ghSenbUZsR65q7re/ectOn7z6U1TaxHsDixLs8nkyQ+I/Q+iDZEnWen0/PB3yHFKue6FNZXGMBhXeNGSbtpnaUZ2z41bc39vi08sJnWU9QRzD8xlP158L5/fHOlVY9CnFEBAP/DTZQC/MZJCvCwKXwjvz916pSdP3/e/vAP/9C+53u+58ClAP4BBAQAiDThEydO1FbnQx/6kH3rt36rLS8vG9KKJ5/brwUmAODt1+c3xR0fhQfzTdGQV1GJDACWO+RiADIScWdC/BvBl/RaIjMP3/OlrsVdXQU9jUcvBK0dF4H2F1oGagAB6fLpujxl3cny8DTHmF7jxx0IoOoYIWOw/1DcsDS1HLyNSm8d0uY5hXZYym+pKZcZi4M0GhbtAFkKAJoVt9pR7rslSFf+3WhPWWQa8kU/1GlsLb8hWoC5WYakCh9oNj+OYJ5SfV2cv0zpKgFABOIERhyYInjTbKSgv/iIxZDTlUaxTCX8rjJiMF+aenAgOftIKY7DAs/IbImAe00aZ6X6Ok/Bcl1ArBPitYcAgASe0G6elssACuCGAue4FpCt5uCSpzk27rqDDBEy1pzhQZBGLC/XZ2RAB1MBubGifcACcaZbnucCG4aAf4Nu6KXAF1pSCwP9PQaBuI7ax1PssutqALaYQu5svMaJY8mB3M0syO5C+WL6AVxB+i/XP4Cvvi5GIBdthfsGYwflAixUuuraivVmpqx5ZZtO5pl16KzWBjQQCSTuJz0wF/2P2oAw2uDfdAPdTzqBAADRZgAJVhZ5DTIhAwOQwAzYMd3kzozfc7CsdsrAtTPrtNbE8V8yqHSPGvdeRgny5HRVN4bQWpuZTIG9y7EXWbeeJsljxe5yFlJuW6XlivGF+ng6KQFAgHxYB3zsoW3pbO0pho3VlcQGhIPtxcvJeRnsKvQH2lUMUcx3gBEAxQES4nPHKTO0J/QvAfoBMNZcwO9iHkcmXvEdTQs8tT6moFb0cvUsRh9wjCWAMTP8UF/8Jp1KT3mvOPyWa4XKFBNakyswA7NmqcBin/8ChXpPOpWAv3xuLzEAUT8929UO0GOUw7AbWqQqeCq4jh+1prGsYOIVF0exb0dtduiedazStB1cy7qsSrdWaqpfhyA0QT+f/6VZTVy/y+difA4GM56Ko7CPOT6b5I4+M5MAQAHhAM8BtGr8SgMTQPb8jG3dkwDAv/7jf5tb55u+/1dt7aMPEXTbvWPZurNNpvVunZm1mfWOzX7pUt6sAZuVqbR7XTKT2Y96lgj41PoMw5vjK9bY2BxkcThTlwAwN7ESYJzT46WhCObodCuxADWGMPYiixBjBuCfb4b1YKq0Mm1XnjRtCw/t2/TFHWvs7FkDmz4CH6HRyjWwYRMA8MDrzw35onNx3b48AQBvSNseVuj09LR1u137+Mc/zhTf8vOJT3zCnve85xEAxHHDPmD9Pec5z7Fms0ltwMnn9muBCQB4+/X5TXHHEwDw8e+G+57844N03/LFGi9xeljQqCOlgGQ3txgAe4pGb24qMX8ubKQXOry8eVCKVBIGBiGYOvDiK5FwOTSK6YGgO7rLjZv6myKk1LBl0DAOAxDnkSE5CDgOY9vVpsOWQF9dV8cU1ZhSfBi4dtiwKQDDEkDMOn6HpTEPu85jrZ/KjeX4vyl4zt1/N/oQ04jMv6QXSZASvyPwRhBP5pcDNAA05+dTGfGjcti/A3ObA2mLJRgXx4z/ltkY0mhyR98MWGgMxqAU3ykwKtPUVM+6YL2uD2IgG3+PAKPPxTQPPNjCfaPdVpcTU8fnZXbgLA1KHPyrALFyCy003zJrDveI9OGTq9a84mYCYsUhZRHzGoAPU1MH2l2s57D0Tt0jGE8IjLXh4N+TfSRGcXiJzVqkvsZQYw/smeXlnDqeWc0A6AhG9NO4QlsJ0KwYaSRNNrad2htjcnsnMcxwLs1sHOCYaiWgCJIHuG9pWKJtcT+bKcjnuQRR29ZXWp2n/PbXlngtMNUIsuA8pfWiDWZnrHNsYZDGCvBLjFgE2gAO9sDOFDvL18do0DAMEB8Fhhfzi3+6REDWLvS5kNiCzvJBG+Ne0QZgh0YQyFP9S3deTp+ZmXQe+kVjReAB+gLjF47Tzl5qAGxwt1/Mvcbpk9ZbmU9tsbGZTF3WVlMdNi5n3UymBcdUXa0BGDswzQH4qOcTftO8DRqVtUtnZIkBTFFqZE7PLTaBNL6xNkozU+CtZATc8CPPUWm1qk7eLvmZmNfeAaMvfxV1Q72uaksyseC2PeXavXFdxHjDHMTYFAtQbLwhz5A646Y0VIYAfUUmQBprQd+vXGu13nJdCWy7eE7YBMSaPtRpHWXDIAbtoz7D/XE98TRv1UfPl7iW498AvPEh+zi5h/N5Rmfu6QT0CXBtNZMzOwxZlK6u9sS4mZs1ANgwyYAbb3e2RXBvZ61l05d79jfv/rf2zf/7r1qvbRUAcOah9I525SuP29xDWyl9/dJGuqelBes/cq7apmpDrdO6VzL5fA7gOzD/nLFHWQim8fcTIxfHku3njGuk/eMdkaxVSBPo2dRPrHGCja5162MHLsSbd85xg2Px/s1kPgLHYLSXjORQJgxDzCYA4JA5d72/ngCA17tFxy8PgB3APQB4X/VVX3XgxM985jP21V/91YcCgOMeN37NJkfeai0wAQBvtR47IvWdAICPf0fed/frgx5QeNmOL8l84Z0yQxqgv+z1VheS4PJeJzGu5qYN4F8PYv+7He7oYgeZrJOoN+TpYjm9owQ58NIHFoZEnJXOJZHo8OI/VPuv1IJSs14LAEjmzMEds4q7r6fK1rL9xgH+UL/A/GPsoFS8EhS7WpCuDpx7rGXmCLHKRLyq0StGY7jP0ok4pyK7NlwOuDy4OgAALsyRSYL0PgIOZBCmlDUK/kcwzwGOnLYYwW4FgoHJlwPMfO+epqd5IhBOLBIdp7qL4RJZdflcZ0eU41Nlcnz43CxZK7HR686P9xxBEo1rT5muuGiGumfdNYEB0p9ScO4AVqXvccypEymYQyCNYBnOpGvz1rqym9YMfBTgAqSJAGAEHuLcyPVKTGIBYZVrA3xA+Z5em53DFTAH8C+n1uI3ly1g4Er33G7SAUSKI5hVCM5l4iAAMACCg8Dc2cpeKTJSXeOPgB7aWynBYsR4eh+0AQlQuZss7w91QXArthnqgODZTUKSPuBcupoAvE7HuqdXuRbzfAydAgQkGIv1GZ8AJlRYPrFhIyBYrml1DNdyMcA89FTC/JPGIO7XTU4AwgmcIkuw37cmUoMlBQCgC8fgvuQWLG07pQBr3uJZArdVgNMAPdFfYS0HANg5vWLtLzzMfgHQyjEBoPDcheod1NwjwUcAGAB+ovGVy1pUNhPqACu1vRhwSm0WmCaJgxomBvULi09MCY4/Zc06Md0EslQO8jUo1Ik/ByYgxgbZe8eP8RktrUmll0dQkQAg+kkgbwEol8CeAMuo3ToSFIz10n3gu/isjut3XFM03suNQRlChXbJmpFqOw481+BDPwsEw7ocneoDm033kZ81WA+xpgDkByN1J22AEGiGAQpAf2ZEOEDe7WWXe6ay+8aE5q6ei5AX2H3WGdtbbtvMhX3KAHTnW7Z1omVTW327cmfT7vx/Hxyw+TBmBd5pTXHDtv6dp8y+9HBm02d9WqWlA/zGfML9YyMHGoEC9fCs1XzAeqpUeTGvNa7QfigD496ZvWD69WcT+1DpvtD+w1oGnT84/27dMW0deKA82LHZh66k9d4Zwf2Z6aQ364Di+z75pgPz5CjEGZUU4De/0drYuHiCPwQAfyY5Lj/wwAN21113PcE1un0uPwEAb5++vtF3OgEAb3QLT8qvbYGj8GC+1br2vrv+9WCXV5WPYIbSjbB7i0Bnddm6q/Pp5R8ZMBc2kzObg39Iu8CLGndlEQQodQRloywxCf3lli9q2JCHQL2cNKVVBJaMXhbjjrjXc2j67zgAYMH+060fSAMu2H9D+zem9owL+sXCqFEV0qjGGUh1YGBdqnEdmzCWf7Wg4jh1qzumThdRmn8OlDG4cmAMgY5SAQkOypwDx7qml8wkELjD3ZPDBewtZ/3wC9xfu00WRQkC5jTNMvirYfpVWDMKAutAvJDCisvHNL58vXKuseIF2yUCgHXtWaRJZWAJx0YAn38X7rAKlofMA14OYIhSLQWARKH6koUbgAqCM0i5xLoB1jA2CY4tG91BAc5hriP4A/sFIKIC7Oj4XIAPOeVubpZsl9oP+h2AWc2GQZIcSBpzBwxI1F53eDrj5U2ywGjYIXaf0kxRtsA/sMXA2MNxuFf8nVk6iWlEoIj6lNPWb7cSuKh2x7/xgSkE2hNtA4Bg5O7FIwAAIABJREFUfp6urr2pljX3u8mUBfNhfs4a5y4kbUKUKYARJ0tgn2zPlnVOLlkfVdCwchCQazMAQAGG6tvIXsNaL8ZOXUOPGjd1x2O+gskYABoBfBV3Vc1DL5/plieOpbqsb1gvAIS6DI+RfiLWa4He2JhBajr6B/0VU9kxL5cWrXv3SWt94aEENrh+GccuAGawAONcCvecGYv4rjCYyemskTVYtkmdWzn6sq5d5cQbyuA1MD/jGlBjdJPbSON1WOpsTO8s6+BMRl4TRjtu9pHLFqAYgMVsCOTl1hnCZLAP4zDovB5IgR7FBIztqudn1PyL63N5bAGsZsYfgThn45Ht5qw+X0NZb4F/uRHAPHdpgMg+VAp5kFghWx3PIqwLmP+7e0xHJ0jvIGCuquZo1MF1RmB2yPUxiDHbO3PMtu5asPkHAL72bff0vE1dgQHQnjXBxsM4B8vPxzXnHpiceGZynXZWuL+DKU1ebcN55gZO2RwJ9+iSBxWwWWOqYMJWDLoEAmJ+hxT//ZOLKe0XmK4zGvcWm2QxTl/pE+CEViGBQjyjvN5YO3uzcGw3+4uP/0LtI+IoxBkTALD+8X+7fjsBAG/Xnr/+9z0BAK9/m05KHKMFjsKDeYzbvKkOGQoAxpdomnd0+PLfWVuw9tkN27t7zZp7PbL9AAZCx6U31bTW9r5RaB7BlAICvAgypc1NQAgK+ks0jpFWUF3wE3bSY8NV2H8MeFOKXWbS4d+xvEPYfyq7AgBGgfxRvSbQbRjwVwYEZVkOMtaxCq9lsMi5N58rgG+YDiHbakiq1bVUIJ4TQD+5GOeYSS/8pfaYp0FlkC8GanDqFECI8zwFuIk0KE8b721tJSaFgDhpbwkoiPVDMMPU8mQSkPUe4zEaWxpPAaTkNaWJJfCm0UzMMZksOOPkgKZehZ2n8evGHpFxclgfRBCgZAoqzVhllOB4nBfF/APLSG2Tq6D0tzpGY5xzcmpF/3j/0eQBbYFUNrFlpPUmsDMCgLoodfjApEv6ov2SIYjxQoZRL4F/CGRd/4xFlAw3b3ek3ZFtI9YNNP9OHucp/fMXB/p/KIsi+1NpXfPrM2AWUAUtw9PHk/SBNMOwbmLjAv9HWhxYU7PT3BxBcCvdq97CjDW/9GgCDpXqDkOPU2vUumpf2rPWpa0U6KK+5y8QIEzphz5uZGQiVly3Z71jiwa9rP6UHwM23U6XjsAEYgX45cXPtStRFjQUEZQDVEf7iaEpIEmpwGJZVdZapPEld3D+33XAwNwjsFKu8xH09+cOQTikBh9fcwC5yzTJOE85vwCWSj9QaapgI2FMQFMR4IMAj3J8A0g+fdzswUcHzw7pQSIt3jUWCbTkRStpAOZ0coFTcV5Fpm05dyOIpOO0DkSTDteFrJzuzr95Q0HplJp3rgOZ3YXDyRlkjc/Tw5icuidnyPbB9Iou015+hQGo+YB5IMMHmYWUz8kIOhbOwDGF+bDlr/J7lFOoA/8y076G2e/zWrqkFZ3KMu0VFw2saDlCR/aqWHP5uRIqSlarbyiApZo3DbxNsu5iWFMJwnF9gOv0cWtsp80CrAvbzzxpzW7fWtvQ+Nyz5mWw+1ppnYGpE5iGWIcxpp2lnvUDsXa5YVIG5bXG+TU53qem0maGGH5Tbdt/8gmb+u+PJPDT518l/dyfhZzLcWOMG8i+IaN/a8Oh3SKIt3dynk6/kC/ozDetude3mUsda+52rbXdSbp/yBSh0Yyc7ptpnW217C8+MQEAr2ruPMaDJwzAx9iAj+F0AYCf/vSn7d577z1Q0ripveMe9xiqOjn1Jm+BCQB4k3fQUa3eBAB8/Hv2vjv/lQc/wVE0aKJlPaNGw/buvdumv3iWx+PFb29lyqY29vmC1tzrWnNrbxCAx2BLJgA40YXLc6pZFAkfdfvSxytdf3HOMK2wawAA+b6N+68AJSPAsXHBv/LeFDgX4J/SYKP5xlUzA921d2y34OsN/tUZfsSUXzZy0abS/COw0EwpTx7cZOAM56FfIiDnzMkKAKgU4DL9mWYMM6nswHoiy9C1xioAoANHOSXL+2wQyLj7ogBAT58aOBFD+8h1vBSYahwMY+Lo98PYf+V4iuUp8NUYi/ND6acBzKwUVc5bdyMl4wzAB4AggHshsMuushFwmJ+z/qlj1liHOcgWAzQGjwh8wWhCSquA3xCoHzA9EPAGRhbGwzAAAm0PfbvL7mAsZp3E5rUZofHD9PCw5iEwBlPsSacTQHn2fGLYAeAVWxEBqth/TN1ztt6xNYJanZPLBp3TJsA6sVQhZwCtPWhSTbVs9/QiRevB7KNjLM47tmDtBy8msFBMlulp660t2P7qHIPd1uXtdH8XL6VWlkkO/g2gRQ7EAQDsL83REKQ772nNIGCvw6U2yTZkwfwIxHCO9ay/nq5DZiOmq6dzEkhy92QCm5pLWNfVnkqDR7/KCRebRACwgokBNfrKlHmwoADygz2KsjFO0HcC6iOLT6nD1Gj09QT9ArMEuI4CvETqsDQmyzmD8mFg8cj5xDR2EJn37e1IkNfnohzF8/NhBNBXcQQvzWxwAbRj2e4RTK3bsNKY5TPP9XlLMBXfByZevuW4CVUyzevYwThRLqwAklaSQY3SftlGai+BfhjnGoeYqxcKF8m44RH7IqZXS7v1MP3EYe8KEeDTPcRj3bgoDe7EKqd7LJhtcOi+uJ6eMb5pIdAts88FfLNs1z/UsW6IU3leDaknxzi1QZN5T4/rYc/gep9Tgalp63qFPq7JKF5bSXMSawG0v+bnbPur7yIAyPTf83s2/eX1BIRBBw/A/8MXBiYiAurwPDxxPDnxPnoup/tmgF7AvDMis84u6gwG4/aOde86Ya0vPpyAfT3jynHtbZBSlb3NmPnhm8AEAP3fdPlt2f7JBdu6A8ZOZv2G2dy5jk0/umUNvi9i/HsqNow/4vsaWL/UE20e0P5TVxyFOCPew11vunlSgL/0s5MU4GFL0438XgDg9bhGH8/gQ8xCrsd1JmXcnC0wAQBvzn458rU6Cg/mW62TKgCgKl8XQEjrCPHhiVXb/Iol6840bOkLW3SVZCoGU/tCIKWXPLzgxcBN/65j/NU1YAn+Hfbyz7fjIp22DnAZcv2KAyXLGgIADgP/hgU6Zb0ZQDlbRqmwApOuNh04lB1BRH1d992BZhwFBJbuhaMGuoN90Vwkg5FD0pEzqObgnth87EcEngBnXJg99i3ZWxRCn0uMLYxPAk7JLZmglUAI/IhUYAc1UhTVd5YbHBednRSZL+7OqRQ21pOpd0lbkICVghrU1QPKDG6UASkrOAJQHgb8xSC5do7U6HcGADADds64y6YKEXTQNXQPAPqOrSXgDZ9HziawSQCgNgoQQCNYVQqrHFfBGAKTzDWgeN/udJrBlmHgn4JzD5IRFCKoo7Nj/IBoBl0yBIJK+y3BTWlpBdCXwWeQOiAbEP0KN9j1SynFFqAAjsG4AOCG83H/+M5TfxmAAzhYW7Lu8hzHU2tjO6X+7icHTEokTCcdxN3js0zJbW9irJm1NnetszJr7Y3dtIbiQ/2rZDQAJgyNlZAGfGnL+hcuJiaNgD43b2F9wcyRYzHaYHrKuouzGQBE0VNnN62Be1C/48vYLt62fYA36EfMFcwRgOqZqesmCABzcT2UhTLB6nR3WjJgA1OTYGlwmsUcTFqdxTrdaKRUfQCAaHe08/7+IDVSac5ilSJ9McxXuCQTbAWbEwAHU4OnBvUXSw79g347uWaN9ctMFdZ6kIHMIUBGBEjiUKyYhfjaUJGpiOw/pTyWzwqCnSFFXBeI/eXrVu0SrHE97HmnZ46AcbSHNuVQoMBAAN8wgkD9MO/CuiQQhgCguzpnZ2yVofcFrL2HPQ/rftc7CH6L6a/hpocahHCNDeMqArXO8FSdMpsT9cWcOov0+r005r0NZeaU0luduVYBa9MzhK7deL5hAyFkUGRTjzDWmbYuMB2SBM7Q43PP2ejYgNA4JtMVcwv1Un8Fg5wHf+BeO/M3l7lRoFT55uqK7X/FaTv3NfN28hOb1v7yecO8zs7CYtDSiCNtbmCex7pzeYh9j/mEOioFWpkeYhbG9o1jFvOB7YfnpYPfUUNRLMBWk+vd5j1L1ms3rLnft/kHt5KkDADmoI1Ix3asO8oQcBAR3+Pzvs/8Yu0UOQpxxgQArO3a2/ZLAYAA767HZwIAXo9WvDXLmACAt2a/3fK1PgoP5lupEwj+BW2aSt3jg4SpjF2+IIP5d+HeOZu90LP5h3ds6qyn+yIQ1YsYQZLp5HSJl9VRjIRhDabrDwHCal/+h2n/MSCoAV2Kh+XQFNAchHkZUcz6sODGX6Bz2TGgOQxwu0pmnliDZSoxq+/peHXHjDVmldLH4NPT+8p28b8rgb+DBgyOBXYGMJHpytLrcwAPgQ7BOGeDkC2BtCdpailIRlU82GrOzgxAqO0d6wEAcDZhvj+vNw1BBNr52KiwAIuAMweJZDC4+6ML/SvdrsKIi+PqWsA+VfiwsTXsOgiyoqae0nU9OCVoBUALTC+0E9o2Ctgj2ERfzM/b3lOOW3O/l4NHnhsCXYJECJwXFpLJg6dT87vlpYFhBQK1KNBPoCAwKMt7pbnFLFlzBNEIbDhYlcdd35pXdoPen+anB+neBnksSY9P64FSLqWdBjADfYx7kiutNi9QFuqEgFfnRRbg3Jz1j6+k4B1gH5zQkaInAERsKoEIrlVH6YS5GessTdvUpR3rzU5RVzWnzc5OMSAGANp+5FJKTRbrTuxSMIdQNzniqs7YxV9btO5CCohxX2AGpfWg0IT03/kb2HZgQomNiGPj2q521PVwL0hjBFtOAFtIZ60A8N53zdOnEogAnb0AyFPEn6ASgn3XR3Pdv7SGDNbxJoTvZfyBuQ6G4dY22YNKNxZ4kZmMAIkFWIvdCaYgjVgSC6vCDEV9kZYOxmsGGpC6iE2tKsgkncHIEByVypoBEbSZwEbNEc3twwK6qJM51kLuB+E8jBkZNzio3J9pD4BxDBkfJwT7MGwATuM/Pds1lyJYimPR/wByMSbi2NH4x/UJ5tSAnaPWvQju699F+nClX7jOeF/Fa5UbKljXUV/MaRlKAHjO0gSpjxIY6CxLbUxSq9aPDazCyATMICDby8eNHHx9bHGexP4cZxMQZQBMRKo86nHpcgIwkZVx4phtPvcua+30bPb+i2ljAyBfll1I62ROBYYRDvpK66AbjhCUDJtw+Rmo8QaGaGQAOms8g8nqzwj8qZ20AeQMaax1u8dmrd9uWKPTt7kHr6QxF1zq89ol/UBqqvq64KAmnhvv+8c3186IoxBnTADAq1nsjv6xL3zhC8nau56fD37wg9ezuElZt0gLTADAW6Sjjlo1j8KD+VbpkwrzLzOFPK2oZIQcW7X+zBSDgcvPXCZzZfbivk2f3bLGleSymAE2vGTrRQ//jlqCo4LO2HCHgH86tAICXi34NygkXzkLlY/z4u2BYV1/xx3zfBmluomBcZXg3jWNqxGsvWtJKx40VND3qnEUzmBfpU8H4GkE5nKbR8YQAiJqDiWmAIMuDyozy8YDdZ4P9gWCILHQwEaAqDoj1sAYcwAQxxHgiWMAQSSCP43XGIiF4DYzE3UugksBhmUabqnHF9sjpp9qXpTMtVGdXgIDsTxdF0BekY4NoA+sKDJWxJiILAqwKhYXkv4cQKmN3ZTSurmV0kAdABXThWAZgD65PYpdBtDE2WMEZqRRF+9pGACI9nCDCzL+APxAED6uH2CKwcgCzC3cb2xrAsRJ2xFgmQwzCHbKaTX3XxofTG3m3EwsxYrOGoJUBMZykXVWYNbsY2oy0mEh6t9J6x/uV+CKUt2o2YZruPEHgNeZNnUBO4vT1gJouN8dMAEbDTIA0QZkAF68QgZPrYaeGIGqC2+qb90TS9adSwxOphJDn9V/i7pZuW1x/5g/0M0rx5jAb7IT/X4RhOM+wdQTW09M3Zo1llMSafinTxi0D8GMRJrf3rEZmzm7fZDpc/kKGb0p/XYAbGdjlcjWBbghHUc9kwCKgN0J5hI+uDeMC4xNZ3rxe9c2zLqOEexxbVEypLRZAcAiuLFyjcLYciBEmxUlKzAO/4qZhNaYyJRXP13T4j/iJLXZ4nzeZOkD/ALYrjkQ2JssCfVCmyB9XHMOwEtk10V2HPoK7QF9RrG2wgYE3ws0L1B+0HAjADVs46SOIY1jwaKLz9Q4Llj/oPlXB6qK9aw0a2cASm9WqbgZAPQ6Vxh/3uQZ2JWsBDBIsE2lfRo3AR3AY1dr02vc/vb2JvDsn1hG86470gYs2hpMeICDJcsd56EOmNt4LgjIQ9nO6suO0xEAj+NDz8DwDOJ8dSZeXluw6aY13NmABJxx72BJz07Z7vEZ6840rb3ZtdlHNikrw/GgjWT0P8qV+zyuo373MnsLiY1+u2gA3vULN1EK8M9NUoDHnb6T4yYtcDO2AAHAX/7lX7bXvOY1dscdd9yMdZzU6Qi2wAQAfPw6tZb9pxdjBVp4acZL2/KS9eZnbP1/WrHpKz1rb3Vt6tJu0vxb9wBcwYqCZQUNfMEM6Xa6xTqNoxjwCIAZAcZVjEBi09WBI8Oa1o+tCHUfBgBGHaCi3Drwj7elwC6nhNaAaOnAVGJ0zB1W92EA31Wk6z4mILDS5kW9S/093Y/SgxlopfTnA+nB4RjpITFIIfsCIuhT7uKagJ/e9g6/o+aXsz16l93BU22ptsX5HuxUqu/BVyVAUsoeGG9iMjq4kUHJyHxRgWWQGoErBdhiPjyWKR/T0FCOG2hkPTMxl6IbqVy5BagCGJE2mzMD+8dWbfueFZte37MWNOPWNxJDkKL+zoAJWlrUkQIQ5O6+BNwQpAFkQUqZAlvNeQWPHnhWmgBtJfYdgL+Y+ltsIDQfOl9lFQYgNafJQcQeAA7GzJXNxJQTo1n1AEgUNzG0/vnaxdRapS+7oQWBEjkY07TGATFn32TWG3UnkTLn6W8OpOAeqVU1BcH7tvVbTWs/tJ7SaHEfC/PWW5yx7sI09VVbXzo3ENqPQLHaUGl5HAfOmkQK8Mqc9WaT7hYE86ceuZwCaoCQ5TqnQB5AeA1jk0CAmIwKxMUOBOs2pPQixVdlVJhQmHt3nmFqcuvKzkBTDtqOMCwgAJrSuZV2jPOZFsybgChYP6Vr8hmTUvEJ+AK0BIANZiA+YKQ6AEJ2F+Yu2pdaa/O1qa957mg+4Z5xTd0n+l+pi9GlXACg5rezMyvM4EJrL8sHRDBFGxCHMf/UFhrzcc0JwOSB5SWm+MqEAo7acS1RmWE+MZ2dbZoMJfIHzLDo/i3mJw6Q87IOLhnA+l7gLv6W4Q7qE9fKw9ZJPV+lK+nHs/3jdVWmz+3SGVrrm1LW2cz+3MnPILVLNJCK1xCrLj738R1MNLCWYNxgQyUw8XLqr/TsIphaN08LIyq5CMc5zTWJZjhLKXWY1xww6ytMRMxLjAc8D3C/ziRMmygpXRn/zkxHjdlhQK3WvdI0SNkTmIuzSaIA7FJsUkBTurnbs6kr+9ba3EtrAUydxP5D3wlYlpEc1jGNOQeUsWkyDPxDexyFOKPCAJwAgIetDpPfJy0waYExW4AAIHLK2+22vehFL7If+ZEfsRe/+MX8e/KZtMCNaoGj8GC+UW1zPcsdmvpbw/iwlSXqeHXuOmG7J2dsaqNjrc19a8KBTY6bqJxezjwwTm+eLrJdAiC6mTL9+ABwN1zPYmz2H6417CU16Pwc1Awccu0C/BsG+JX9dWh6cZlSFl00Y2HDnHxLbT2VNwbT8HqAgAechzkmilRhBWVB5zABaQEErBno1Phzp8/G7KybAnQH2n1g+wE0RBqwp0cyWAEghUBB7A6UjUAHgZgYQRofCNgd9ChF/qMuU0U7Ld+PC7XHIFxARXSnVpAt9ovmCIPRIqVw1ITXsbmPa8ZqCf4JWFBb+JzkvYnNRPODOdt/6qkESG3sWPP8RgJipO0pABBBqdoWxhlogu29lI6LdgS4BQ3Aze2qBqADnxUmTWV8Q/F9Lm08oF6RAZjXDbPmxY0EOMY2FGiAoQcQUi65SCW+sJ6BwApbEO0AIA9lAQBdmE8GJVgzEMQChAQ7FXXCsWK5CABUyhzOBcjodeL4QtAM0FEpuwIBERSDkTMNgLNt/ZkWDT6aDzySxqDAbrgwLy1YAyAWAnLvQ96XmIxcYz0lMQIp3lZgw+wfS+w3BNrTX1pPaY7o0yJ9tJLmKkZSkDAgwI57EXNLwT3ajxqBA9MbMp6cWUojBQcM6SwN3T0wyaSniMpB+2sWhikdayBt9MoWwTqei+tIG1QO23L+1ZgAA8z7jUYuGHdyPoVOKIAXgFU4RuYhSv2ObLG48eTzNQPA0oPUPI/nC4jVOzLYX3KD5hoz0AzVsyuZIrgeWkxPHQf8033r2RpSriugltYcMdtk3CJwHfO200vzDPel47V+dXoplV3svXhPgcmW70lmDr7BcCDtv1zX6jZQRq59wS1dx8V19wDY50YzBx7IYc0M7PysjVpZm5NBBfurBvxLjzrfABvRd9SkBPAMQO7CuhG0C8zHvKkUjciaDWOqO9YZgN4wuJER0/FjZBAbzIEeePCgeRnmLtjMp09af34mOX8DqHeDHzaJxqU215BKjPYEmxcpw2C8grFLLd39aqpzvNf4jufrA+ctU3Kdoah3J4B/c9Pc3OgsTlmv1bDubNNmz+8R+KODMdpgLukhUvsPwD0Zp4lZit+4USDTGVzfDURGGYCg3KMQZ0wAwFGLxOS3a22Bz3/+8/a3f/u3PP0HfuAHrrWYyXm3cAtkADA9A1Ne+YkTJ+zVr361/dAP/ZA9+9nPvoVvb1L1m7UFjsKD+WZtW9WrAv7xLasAD/S3B5P91UUGp/snFihe38QLGjRZAAhIAFqFKzgQ8KcX83gN/XvYC3M8dggTbyj4V3c/fMk9qP83jlNfnZB41Le7mr4emV58NeDPsItG5iCOGVbmEECwDgQcyzhkiONwWc1hZTHNVx8Fb5ldMDBIEXCX9bgCqw3MIwZXAABDai+ZKe7uykt4cMpjAQjEj9g8Cur9txykizkSxeE1vj34qNVViylyup6C7Hj9UWMgModKgKJufDtwxekQ0/DFfCvmCcEqDwD7x5Zt58yCzZzbtub6Zkr9BQAllg/XBU97RtlgXB0/Zt2VeTK6CADiP5g4uClHhQEoABABpViVAg0URFKU3o0HZECAFGC4WSIlDCmIMaU+spfgHoqgUOnFnuYIdlhm/0UmIkX1EyuMQ+Tk8cRCQt3Rfi64z8A9BrkCA8UCDCnIbE8AZSh740pKTcc4x/8RxOLeW8kcBOBL41zS5avUA+0MEDS4GVdSTqNDKOrga29jeTmBZQ7mACCAy3BvOgEnM1+6lIJ+gGwI8l2zsXJvIf0xGyE485UGOhgrYhyi7d2FWPVD+2cA0NMPWa+4Rs1O5zYWYzHrcqJeYO9Rx9NT/lzrM2+4oP2lVUk9y35KUQdgeOZU1p5juwAMlpsxAVlP/xfwXWcyEfo6OZKn/ozGMdR7jGnA6GPUl2mJ/cSs1ToV2MQVE5EAGI40Bxq27msNqmMRiu0q0B796oB6BLIbMI7wMQNWlliWHJcRmBRAGJ7RFXad2HKRQahjZcQT1z45/paMw7p7DeA+6xf7DG0bswxCn1zVu4LkS2SuIcBe6eCBlSfN2PL9aRgQqOcI1pHeqdVk6HP2/GD8KBVYacMwn4IjMEyJwKLGWHraXXb+Ocu2+tltu/T0OTvxVw+llmq1rLc8Z80vPpRYuPwugbk5dR4AJtmH3TS35OouxiF+18aYg400DHEGNTc3tKkmYxA992J/xdR5bUiINeybFb3FWZoh9aeQ0t/n++X0pT1KOhDsU2o+tIBnp5wF6NqEWBOnp61zatma23vWdMMl3i8AfjeJet9/TamodZ+jEGdMAMCh3Tv54TG0wDve8Q5iPCCAdQKz+zEUOTn1FmsBAoCf+cxn7G1ve5u9853vtLNnz6aXY39QP//5zycr8JWvfKUtLS3dYrc3qe7N2gJH4cF8s7at6nXfHf9X+mcdKBcrr53WpflBoLoFJkAKbLKxh1Jv9IKvl76y/AqwFwC5uh3zuu8kuF2n8xPrXXtu9XqVdN9xOkxsqTK1szw3AgShjStB0jjpxYcdU1fnEmi6SgCwLFJmIbwNvKTDrGNEvUqALx7P3wILb6hZSUwb9lRd1SsH2tI98kCbYI8cQaUDWDBOKXyetbuQetyrBQCT0Lk7sfo4YuqT6wxGA4Ks86RryRGYU8vH2zBB9zoAcNg4LNIG82Hqiwiaolxn/rHfArhDR0kci/sT68aBCgaJayu29fTj1kDW/1bHph66lEAUpQdXNgacrejpxATWEKg6SwtBWOPi5aTDKFMFVGgIQzK3pY6BFhWACAcLaUQATAtahNh00D3LwTmn0iWmDlM8AcLhuPl5Mln4/gJwOIK2Dm5gfOT0NweTeC6Bsq201knLDAUhCI3trzGjQFegNoAsmFIAcMI5ZMa0zBYSmxBC9Y1HL1QF9KOWYQShnInI9vR7HIwFH29i3mAeAfh0oKt7bMH2l6bJAJy6sJ2MU/ABww6Agdc/M/Wc0STX7awxpuBehiMoQ5qGAOgAVGhMMFV/OoGeYPetLll/tm2tdehJblefP2JVAmSbmRq4kQoA9Bsle1CsQJ//7FP8h3pgnkPjUg7CBO0TIEzwA+AKgF0Hy+Tqmud8eskdzESfp9yk0HNNGo84yvUFdUJmtYrVJ01RmSKM2ijAtSLYNs5zKdZXDD/NIbQP+gn/pzkLgFR3b/V1CYxLMPnZHz52yazCc14s2LJN9FxDu4IZ64zM3AZ1WULRpKNkW7K+Lu9QsgF13jjPQ5QhHUe55A5bZ+MmZDwm/juuVSX7r2gD3jvlLFxDVJtE4V0kpxFjLGB9wzjmWoZdVTfjwBx2NgxaAAAgAElEQVSPYyDet9oIGy5kxLbI5MMc5VoHxu35iznFl4w9rIteNti7KlsbMgS2UVcwZDHGI1Pe54Gem9zEwLG+MZKNQPR80rwREI2/Kd8ABiDYzm2aGXVn29aZb1uz00/6snD3RSYJnxOeZo77BnAf10tshIjxPTdrvaVZ681NJ8MkM3vvP/3SuDNmwgAcu6Wu7sDOxXX70kQD8Ooa7SY7WgDgxAX4JuuYx7E6FRMQoMB/+qd/am9/+9vtve99L1FhAYFzc3P2spe9zH74h3/YXvCCFzyOVZxc6ii2wAQAvPG9SgBwHPAPQRlF63spwGLAGLR/9BLsQRZf9pTqUVd+fOkub7ME7cq/w4vwVe3ox+t4YK0ANf9UBxjG84KeT23vlKBfPGhUirGChuvB/isZYqqD0k/VR+yzGjfkMYbdoeBfAfBVmpBBiJstDNOBCidklqVSf8U4Y5shYBqkgTF4DyLgTFeS+LiXmZ0N8TfOBQBIYCJpo/ETAi9pM6ke2RzED42ACL9ScOZ9OlSbUtfSmBs1dmIDhv6tdRsmsJCAC5l+sA5omxiQ1wEMGN/Q+DxzzLbunLf2Vo+BWevRjeTsGtl/sb3IwvGADReW5pOnWmb9NQXF5RjLzCVPrYsBN1JNYTrkbA4YELGZI/tP5YHRAoDH2U4EgMD2QrBIUwa4u26n39X/qaESgEOQ1A0OMCakc4d6owwAddvb1ph3Dbo6wCD2J5koYN/00rU3t1KA7oY2vBaOx3qJ9UGpuGrLMLYjWAmgi30R1ysBgfi/QFD1BfpBOnmtpu3esUzWIYxG6NwuwAIMTwT1gdWZWX9iQAlUxjFMq/bAnud0U1phYOHmwB31FTsLqeV3rdnUwxhXO1XTKNwT7lup3wDyNjzlWWwjzOknnUqAqbN6lRpMWQAsbQCtUFcyXZMJjFh1AADZ1ugHsT19bpQahZrT/D/aCdfW+uap4Rw/AHjDHEgsL28bnutzUO02bL4H4OgAI7+cN+XfAs1kygIQJQJ9qh+OE2vVx6LSfgn4YSMF7aH5HlnzBQAXn8GlxiHbXvML9yUQNo/vIVIHvoZWmPKj1sma56ZMoyqbODWArtpYunaVlOm8oePPmMho4yDzlGJsivl6WHknieZUfnxuDx/LdKkGWC5AKzxDajcnI2hKvdHpgZafM/cuf/u91plt2LEPfM56ly5XNgmYBgzwXIC0xr8/J6nzp3sJ40VsW9SJGpwuacD7Efs2gtoRwHWH3j6Ygw7+gYUM1l9jv2dTF7ZSCm9kqMfNIo0/jCetYwIfVTZShJ2VOszxt276HIU4I97D3dAAXHXd08PWixv4e2d93R6YAIA3sIVvfNETAPDGt/HNfoWhLsCPPvqo/e7v/q79zu/8jv3TP/2TP9dS4PHUpz6VQCCMQ+68886b/R4n9bsJW+AoPJhvwmatVOlQABCBhIJifzHNBRQvojlAEvgXX8r18l7+f5j5hy4yLvin4Cze3TAwz1mKkcGVTxt2TmTf1DH/xgFvvOzKdYfW0cXs4/3UsSXi78OAPx0T2HKsA8GHawMAGcsMYWLUsf8OzAMHRWIZw1iFTNEVIwEBDkCZILjPsnFvAFgiAAgdQDj81gGAMWXMDR2yu6ECF5pcuA6WbgBMF2cd4auckhjAtsx8U8rEOIyVcRaKCiOlBuDz60TAVHMygh8HBP4rIFKLAFXnKaetswQR9q61YfBzbn3A4Issw9LIIwJ8roNHEE1uk84wyWChA7CpD6Wd6AwgzTOlUKLsqbb1Tq4mQfgLG5Vyc5qr6/Bl12EAbjgXYwbBsLNupOvHL/C7M8IIDmLdw/8d0GKgL2MQBLsAmSLzr2S+xP7EWMe1PR2P7DOMSQBUYLKgHDLSesmoQkBVBP9UHkG4xG6iAD/KFpiJcQuwzHWwKgAUAVEHuBsN66zNU2+rieD7kSvWQD9i/OB+nVXJNEM3eMjsP6+TtPg4t9C/AnoAOG0CKHa9PqTho63EjnPAninU0t1EII97Vnoz7hV1BQCIrtnYGDBHlc5+Ys3OfdNJO/F356z/8NmB/qSMb5zd2oDzKVIX9QyLjEoHB9OaUUhf+BrA+xPzqFzjUSbOkxacAOSg75e0K8PGgkx39N2wDRCBZeOsC7FeEQAk6yoxrrJmGr6LepHxXLC6ea+NBMZgvMa0L2f51VUpuovHNOcMAPpJMUW64hhcPrfDJkZO7y3qWmpWZhau9yXZoFpvYv+qnLLP6/oi9h3qWLL/YvnxXUZrNc7X2lIjc8Jn2+pKTlevuM6XzN6y4eOa48Aq14bpaTv/v32VbZ1u2JPf9ZD1Hnx4wPIOGn9kHnK9cJ1RAMXY4IAEQn0n52+TvMZMdkvnPNEaEFnVejbjWDicw1m62bT9ZbBRzaYu7lhje98amoNk14Nt7U7u6iMxWrkxMJt1CSvp89NT1lvxjRm4/n78F8aZPUeOATgBAMfq9slBY7TABAAco5GO+CFDAcB43x/72Mfst3/7t+33f//37dIlT7FpNJg7/h3f8R1MEX7JS15iU8Gi/oi32+T2HmMLTADAx9iAY5x+35n/c3BUXRCE+epOlgeKq2OrKbVIvw0D/lRY+dKs7+uAsWHMP5xTB7KMAABLraIUaQ4x+igCv7gTzn8fwvpj2XE3vCYlaIyuqj9kGAhbd3RMC5Z+0WMEAcvLlKnCvPWQLixwkM0twMp/z78Fp8YM/kmo34G7HGR6oEVzBjEaFLQWRiC5n8ASi4Gt9192Z9VNKVgP4yLqHvHeEAjJiCAI3mfjkFGslcM6vZxfdUFsSDXOxZVpwgjcA/upclmM38gKQkC6smQ7zzxN8A8MsdbGjhnTyZyhUTdPIvMDF4jBNAAzrCO4FthaAJ2dZZfT5GKlpNcnd9Xit/7xFWtcSWYiCBSZwgYGDgJDrCdiAbrxRtJrgyvs5VQvZ30R6AsBfn9nhyAyATqlebo+VjYBwfcoD/crRm3ZjxVAxplDqKMzxAhmq0/IuFy0/spiMk25tDFwtNaaEdYPjlFpueF7gIjSJnTwle0ghqL0/wK4AwZldx7pdwmYmn50K6V+ah0FAIC6AgAEyCina/9/ebtNpHsLXHSGpfqfQJ/3B1P/ZIqCPgZwCFMpjE2Ahr4ZQTAJgAL6AXUhc9ADfxw7PW0Xvum0dWYadvzTV6z1hYfI6sxAnDNbYXbAsqlJuD9Ip4yGLoek2WbjGKXxxudTPFcOt9Kb0xwUeChACOfomeHAUH72lM+RYc8j1UHHgwEGcxg8VwDeQTfNU9b7S3NkSeZP1GsUCxA/lmvG+kZVK/cQ8K/CevNxVGfsUwsAxgElJmp5jzVr2oE661kYAUAxP8vyOGk8RVeAVVwH6zb56lJ/vZxybczp81wnWplRXjL60vhqmd11mpsacFXuXUwaoHk+6lmd6xzeU5zxx80LZ/1i/u98w9Nt7gsXeY8EAKNUAIxEsD5ABgKsbk/5lhYmQf9Dnlt0AsY6ozkQ5weBZxikQP+yRfmGzuoctf16U01uOhhIz0j/l1wC+92fC1zDO4M20AaQsk90Lc0fsagBXq4uJpARz+Zu3973yTeVy9WBv49CnDFhAB7azZMDrqEFJgDgNTTaETtlLABQ97yzs2Pvete77A1veIM9/PDDaSH2F5Xjx4+TFfj617/e7rjjjiPWTJPbud4tcBQezNe7Ta5neWOBfwhcS1H0YS+k44J/4xh+1O3Sj5v6qxflIY1FwACC2EpzqatPDL7TIpZLU0DMr2OgUBPAVQKB+FJ9PUHA8j5LMLQMniTOTmdPf9EuTUNKF+FRTMGo1RfqEsHAuq6o/Z07/QOnRoKCAPIKFh/LKwLkHFzFNDywGqCTFAMUgEZB+ys7iioYi30vJgLa1BkZpe6Y7k0OsTlwqwPsxp3ANX12YB6irKDxdyAg1rVi8F4CxjHNCvWFK/KZk7Z757K1NuHwvWs0Bdjy1FCVKUAj9oPGv0A1Bdisp7OgwnkMIPEBOCPdxqVF60NnD7p9Mr5QmreAEwBoYuMJXBKrzwFNOThnLT8wXZQy5nOWqbhhneHvDhAyxRdgG74DEAbNSJk6iPEVWUp1mwClQzcAahhTiPWoegDQQ5oy0lwj21qpvASRPJV1bcV689Mp/Xl9IwFf+OgYgGpyxI1jKNYPaw/AvPlpiu9PXd635hZYOJ3EBMSa4LpbFd3GAJQoDZB6iWQAJoMSOJnSGETAF9Za/57rpdKIMQfRpmIvhnHJYzBvoVt47uJArxPuzauLtvkVK3bxmW3bXzI7/qmerXzk/tQOPu/Rr70zJ5I5lYN/KfUYdUxOoZV2BggrWQuCCp4urHVAIEtMnyeDOqS8a32JrMD43BDwh++ibMEhACT7VkAd6hafIQ4u9deWEiBOl1U4SSfTlwbuH+AOQFSVQSDen2VoD4A9AGn9O+lQxrW1Ys4z7JlaPh8C06zilBvbrG6NY/s4wBXXT8wFLzOvr6pLXaYB+lTGQnp/KeZA7oc65l4JAHp58V7SvBu8F0QQMJrl8Dgx2Oqe+yBKAOzG2gfwj+66rtenOYN0W/RVfBdrNa0JfctGIzn5OguQKb7LS9kFO7uFAyhWmnFkyjo4mOeiwHLeszv2qq0BNEIyAxtfZJcWv/szCSw9aEr2FqatBY1RzPVu36Df2sCaDTMPuBAL+FNfu8xCHn9YBzA3wUZFn3ANxjsCNnLciIdpwy6lAFBTqcBmtycA+PM/c/OkAP/8mzlyHnjgAbvrrrvGffuZHHeTtMAEALxJOuIJrMbYAOAXv/hFw4DBf/fffz+r3C+CNICBs7Oz9uY3v9l+4id+4gm8rcmlb/YWmACAN7aHKum/cZ7iRQsvXXipGsb+U3qK9JBiUJMmfqp8+f86sK1kOpTg3wjNoatl/tWx/DJwVAYIav7DGH7ZFdDZPgryil30zDqsA09ubFcPgqqYBuwskZGXjsBgGeQB4IhaTXqZl+ZZXcH6zc/NAUBxbAYHHfzLBhbDKhvL47hzF9c6AFCMKYE9LrZO4CEGNBHACkFiz1lXuEzFBToGjTGojCzR2PfD7kUBbR3DNs4pVmCg9zcYrj4OR6WlxmvHtFzU7547rbs4S4YGAzbowslptwQ1YwpvLLO855h66cfltDG64SZXR6bJOpjFw6SthXUmMpYAIAHYAGMPwBCAKOk4igUILSsEqUpTBbDoTEUerxRUfCdHS9wvvvc67N993KYeXE8BqANDLDOmUZZAhoAjBKr66Biw2cRURZCv9PbI0hRjUkxGjGGAA4uzBP9an3+wmuaLsqVVKHBSjDxdP4IqBHpbZMrs3Lmc12k4b7YuOaDoYALXfwACAEI5TvatubZqvdNryRVagCbnTnuQvoe/3Y1Y7r0AJQgUAlAFw1BOxRorMjAAcLM0zxTvCOwl5+8222Lja0/bzMWOzTx4yexKMoOhCcXxY3bpOSdpKjBzcT8xWM9fSUxJgBcABAU85rRll0EQoEB5Ad/48vmVQck4/0rwrs7wQu2vY2MqI37T9+WGUx43LkHg4/aA8zS+x7jfuJyARTHOlHoKEFVzt1xv0Mc4F/MHgPB0OzFBL7gLdZESG9N8UzOMkI+IgK7aRXp5ArHEoBWwV/6f7eP35GshN1nqQMQa5iCPFYtb/aZ2duMn6oHS0MUNn8p1O7BFZaBB7c14nOvwsYzAki4lRnK2QJ0pCBh1S4vWu5BYe3ktx5hfWzE68GZzowbrzHUKafIA2v7HlyvgoFLXCRrinrs9d+JGWn9K+Y2AKpn2nlqb56X6Lbozi0kYN0HQj5R5SJuJ/eX5DPiljRq/H5l6YF3kJo4DmpF5KbMPtYE0/wDwU6rDQT+N9fis0LgCCOimUXh+/cUnRqcCH4U4o8IAnACAI19pJz+O3wITAHD8tjqqR44EALe3t+3d7343TUE+/OEPE/AT6Hfvvfcy9ffVr361fepTn6KLMNiB+9SuaRAofNWrXnVU221yX4+xBY7Cg/kxNsENPb3CAMxvnI3BSxa+kzaTWH9icOA3BUkIhqMe1mHgXwyiDgP/HARQ9epSjQ40Ulkmy0iME3wqrD13uMy6aLFuw1q/hh1YcS5VYBfatAL+he8jm/CqBd/HGR1lUOVgZUVraFg5h+kDitVVMjPqgMLyGjgmnh/Oia7AB/QEPX1yXO1CpjWVDEAZBHiwjGApC5/XAYBhPKPdKmLtfl8jmaB16WQciMFhNLZPHfAXx3QE04pANBfjWnHpMgmozZ+66yo439sne4T6bChbwFedLpRACRVc1qW877rfwUQB+4Vab1cSIBJTJGXQIoaV5h7Apd29DPDlQB5gH64jzT4A1AiSwz2DhUfGVzQpAugDUNDHC8emXIzn55heaRcvpb53BkxOBS5BWA+4eVMOLlSGPwA1gJFk+RSbBgIEwdaJmoFLC9Tta5+7Yv2HH03rmMwdNJagnSVQBdeN7DqlgOM+yBJMgCqA3v21Ges3YQjStfbGjjV2nAm4uz/Q3/M1jSCB3FUBqunedS9hndVaS7Yg+gDnAvzc2iaLKK/FYR4mDbK9BEaIGSqAAG0zO2O9J52wvePzNn1xx5pXdrIbaB/9tL1rnTtWrbnbIQOusX4lgYO6f5kVCIgDyArgUKxDdVQw9Kg18xDwrboJ2BcwQiZhdwDIcbPFjbTifIlzOTL8wjNCoHVmP9FFFSwoswbAKKyJSNnVGlHqpYnZWvdclNYlWGSLSNPsWuOR82k+FgDgOI+bfIwAucicA4AeQdOazQueH58nAQDkOgbgOpqPRamR2JYB6MvrSbwB1EOpufg+/lvHqY8xZtSvuAfXxUyN1M9rC+ejgERnypVtFp8TMR04pdO6nEEEALkOJXmLXC1oBp5YtcbD51JbrSxZ/9FzA4AQB8b1XmxMgIx41vl8iOtHGuNu2OLrJ/+Om5jxuRH7rt223tI8wePewgzPobO4+iM6+mqtwrjDWuoM4bRWYkz30rPH5z/fP6MZTayT+ofrh0uxaIxQqiFtcvzF3//cyKF7FOKMCQB4VavT5OAxW2ACAI7ZUEf4sFoA8KMf/ShBvz/4gz+wy5eTsDaAv/n5eXvFK15hr33ta+2bv/mbDzQLWIJwCv7EJz5hz33uc+3jH//4EW66ya09lhY4Cg/mx3L/N/rcCgAoYE/MEQYwSAfbTy+4aytBnLmfvscLnNJ+VdkS/NNLMl/snTFQd8ww9t310P0bAf6xemUK0LgN73XOO/tlMO87/RnkU7AQgwYwLx5LoDVOXYu0TzIegnthpYhhrLN4UJkeHIONvJvvzqdKg6xjtdWdF64zMoVY4CGOH9V+dKN1J+AIAgm8kFutwJPI4hEDUIG5t2MOYhVEqs6xHrpWHfg3DPir68u6oD0Gtwz2gg6l6qDvvI6V9ORoWCJg3xlfvDcFXfH+6xhKkZVUF4jniDWAXGEdyCnASLfFOoKU1myc4mtFYKZkEM/TLwkEiIEK4BKgnsAPZ3mSMQbAC6YUYueIaaa+wX3K8MLHVdYvc4AE4vLNRy4OjFCUYuipyEyfU0qzwA+skQ4KMG0ttjXALYKrhXMyri/zAjjpwq32xKp1Vmattd2xxuceSOegXZAWCPAqOmr7eMnMR/QRwFJtfuB+AMbRVCexvnZPLSRH4N1u0n1c37YG2grAEQA7piTuJ+dPAUPS4gwageruii4q6oO6Mi3YTUqUig0WE4GHAfOWKdIlcOZp3SwHdVhasO2nrFpzv2/deeir9W327LY1HzzHKuw/7Yy1L+1Y45KDf876Y1qst1l2PcYJAqmk7aj57nqVeXNHa04Ej3Ss5gf+r39H8ET/jmMuzm2cg7WnXMvUPqgn6j4znfoGgBDGNdmurnOIf+tZpnpgLHk6dzJWCPpx6A+ZhOB4pG3OTFnzobMVFlrWMx2WsjvsGSQ3bYHpwww56p45upYYZ84EjgYjvGxktpYsY/0dnxXxfaR0yy7vwwGmDJTpmRkdtmMfu+kR2wvHiOnnm45lWnAFAHQArjTgYGpwr289bBjkCdaobGI2Tp0wu3Q5HROf9XHzj88J1/7zdH3OOz0n6t6/NI5xTN0GEu692bLeykJijvrGR7/dSsC0MgLEzFNbab6D1ScwVxklzmZGqj/n5eaO9dYWrXn+Ml3oK/UFUIi25jPLzZRwn2AAAvyD2/B02z7wkTeOfEs6CnFGBQD8uZsoBfgXJinA47yi36zHTADAm7VnHr96ZQDwoYceousvgL/Pfvaz6WXQF/XnPe95BP2+7/u+z5aWlkbW7gMf+IC96EUvsoWFhQwePn63M7nSrdICR+HBfLO3NdOA40sggiC9jIEVs7qY0gHvfyQFGuULJgKMGNTEF+z47xsJ/tWBJGr4GkZK7JMDTsBlWXXAR3gRZ/wYUthy2WIhxfsuywoAYikOXhk3ejm/mrrFAiKjIur6gKVAZoo7Dtf9n33oYEyp9Vem3erY8nsBH/i90DCSblGu7mFag6EstfvI9GBPISZAE8E4accBVABrTIFmBADFRnNAoqK3Ngp0rAP44rWHAYAKskoNLGdbJE28dgq0MBcdGMmMmFHMwJiqq7po/Ikt6H9nrTylEYoREse9QGwf+2SWyMlxGCtR5yuwBmBGp91eTmPM2mwBUMkpuWofBHtiYsrJVSnAGK5KcVOKrTM8I1hAICnOK6x1qr/09sgsSXp0vbUFa27vD1iAuBetk7hfOR4D8EPbqDxfAzn+4jV9LvSh3YUPgEymKycWEdlASOvE+oIUzdPHGQz3z57PrCMAE5kZJJBDAKoYSyjA0yCzu7ECepw/1bbO8XnrzLetgWVgt2tTZzep00UQA8ApDTacqenmIAIhlS5YWQfBmNIagDZ0bToG6Tu7SScQwEbcdMIx0ECUpqHuG32i8a4UYJqczKUU5jsWbfahK6ltkLqKdlxbTW16ZXOQylv3II7rcdT509h2oJmn1rSn5l9mgY16Dg17EdCa6wDcYB1M4EoFeFG6I9oRwAnWLaWjRmZdnKcaUwBPHACsmK1E3d6pKestzxHoTiYiztgrJDgqtzIKFBQQrvmEuRndmPNzM6SjFptVlWdTvHAJGsb1WOtbCQBC9xdthvkEtrE2ODj/oDHoz7l4vua1j5XsBK66hE0+pV/n1OMhLMADQ8HHW05vLoFhX0NqhxD0A598ZzJ/efSC9Zw1TOkEgPzFBic0/bj2ccI6WI22lK5eHDuS69A7oVy6va2QZttve9o4NoNjvTHu9L7o6yF/11qA38EE3t1NawXGIX7DOfj/wpztn1qy9vp2Sk2PAKDXvQ8DIewtgQm7vZvOddYzHYen29bH873fH8kCPApxxgQAHLbA3p7fv+lNh5vfjNMyn/zkJ+0973kPMza7N5qoME6FJsc87i1AAPC7vuu77P3vf7/18FLgC/3q6ioBv9e97nX2nOc8Z+yKfe5zn7NnPvOZk0E1dovdngcehQfzzd5z9935rzwQ85dAADBIs1qYsb1jKfVt5vPnktYTPmIIKp1JgWd8+dO/y4AoAgORqRAbSeccxvyLL+86v2RbHZb2W3ZO3M2PL90jADiCUGIdRYZI2P2vpBeHwKE2BbSONVLWcxQoOWrACfwT8Idj64K7OrbeuGm9fDl39p/aw5kBsWoMTpDuFwPXkaCaGyEINGDdB4xSsrtKZqIuiADU058OmD7QjdRBG7Fw1L6qj7MDlbpIRlAM/GLQVNf+5bgcBgDGsYF/y3WyRh+OqaiqZ5xXCmTHASMCyJY3AeQqjFQ2CcbHMsu61wGACi4RcNNYpZnS9jD+ELQB3AK7DUCOglGw5WTYIH0x6PtJBF7rjsTeAbChTAem4PArI4dKiiCGo9JwFcRTA84NSPQdgKcQiIsd019dzu6qBPn2u0y3O2DIIhDQAeSccup9TxATx2DsyGFYawzTOIM5Q9RDVKovAltp0zm7KPd/CU6FoL9iWOSpuwRBwB4DEDLT5lq/vzRtfUyxHQcAUVeYSOzuWu/ShtHpF/W+skUAL01zZ3bG6wvI1HeRPeRGLGwLsHRWl6xxbj2BTWCYQwMSbYuPWH+4zszMAOiUPqK3V395wRo7+wk8FJsI4wzjKgIPWusEWIU1NK0dyeSHpgcCvuM6G8e9jD7i72LvCTws53KYE5UUVx2H62KsY5wr9ZzjzeuG76XJq3O0aSFGZbmea7NEqeB+HM1X5Fyu1E/8f3GeQBIBFThmU8MxuLGOYuqV617U5IvuuTEN2OdMTiOv0wD051MGx+ImSVzj6tZAjaNQN64R3m6lKVA+LJQV02Q5p+vYf5UHm28aoJ7ucCsjsAObjcUYoZmOv9ewjwDQ10kvFG3NOvIZ202MYTiXyxEY8heeXszTBPgyZdaBt/K9R+sSN778Wa7nOtvUAVs8bznunYWKdhPrWSxDzQc8SzQeuZHl41kyMqgPXb+dSQi26+IsZQ9am3vW3AjapK5JCDYsq8V5njYXMgsbz5x2MzsC/8XHh+sAHoU4YwIA1r143b7fNfHsOOw9c8zmAd4zAQDHbKwjeBgBQAwofb7lW76FbL+Xv/zlNPS42s+DDz5I4BCD6oMf/ODVnj45/jZpgaPwYL5Vuuq+e/5NCkBaTbvyrGM298iOtda3sgsmX7DiC2Tx8so/60BAHVeyiMqGqbzMhzSlKDYux1K9VMYX12LXf5jeH6sJDS+k3vr/+V1OXR2iyxbvT8ypyPyLIGEAsoa+9D+WgTEOuDOs/BIEHMXuqCtjGMimY2Nw4CAA21pMQ7zoe/0ZuACkFWMrAoXxOtjFD2BiDsoCm5DafBIVLxiLdEWMhg+oq66LeoFZJCMK9GlkASJAUco0AisPDgkUxDE96mVrHPZfOX+8jrkLIkOltl9ci0pjQ+1VN+8EiMFpVwGxXFDRjkiP1jECIHRNATtFqjHb14Gt/nwKZBsbmwSa4MrY2Niy/txMcpkFEIFxt+DafEoFA0+RM6QAACAASURBVCtTWm3SwlN/CADEOuTAjthEYLZRAxCAlgfdBJiD+3ECIlvpOL/XQbqxu6sKqMA1kSarID6M2bwOYs0QaDhirvGnAtgWAJY1MHEM7hvBb2wDgX+4Lzi9wo0ZdRLbBn2l9E+UgTGIF3+k2wJsc8CwAgKS8TqdAmXcF8puNWz/5KJ15lpMq515+LI1OjCAclAWIGA0vvFUWcw3Moo0VrQZItBPJiiYj6gP0qyRMgwHUaR9o/4AOMBWAkvz9HGzBx5ObeF6f3quyISEIAn6D2VJuw/3AOYTxpRSnXGPJ49Zd2UuaZJd3k1AAVhHOrZY03PadwTzIripTaeS4Yr7jQAuGYv+vIzHAniNTCmtGTif8wQs5aAN2gUL0OieakixpF6aA4Ka51oXhm3kiOWF8byZ2khp47n90A7OLMY4I6vr4kbqM1+3Uxp0ejbmtdxB0zT0mlVTkMj0jiC8z5Wcjo+/xWzEOMA6IuDRr8eyycYOz+bSvTyM/wqTrwRxS9BQ7VeyBlGe2OHs935V+09zftizWFp1Ph75ruFrcq3kB9mJ08kVW+8VKHtvPwPulferYZuAxWYlzT0wZ1Au5rvmJNoyyy3g/txFV6Cs+kUSMLF99HzE8zY48WYdXQGZAvdct1EscW5AiFXoax7rtrxk3dUFa0HXE88dnDczRRAPDuX5vQFrE9fVYEKDdsZ6xfRfAIzNZGwzlYyY3v+xnx36xnUU4owKAPizN1EK8JsmKcBDB94N/CHiNdfjMhMA8Hq04q1ZBgHAM2fO2Gte8xoCf894xjNuzTuZ1PqWaoGj8GC+lRr8vrv+dXr5lOMmXhARsOTUj0YCCUtGXPkSHNl55Yt13QvzYeBfCOxqjTI88GVbD0v5jYyPAPzl9/ghAGCtSQdANN2Xrq02icF+ZAFer4EwCvwr+yVe0+t8APQsA8eS5VHH+siNFlKDEeQr7c9BNYJAAF2YSuei/9QeayUgIDg65nYmw6twlxSQCLBBY1PtIJAnCqgX90QAEICH2gf/xzhxcCvrpaneCiaLPuuD+QRdMI0fMT8ZFQ/E4HnaMNZfedxhgWTs08iY0TUVuJV9j3YKnyzyjiBpcd56x5aseX7D+gvzKd0zur1KAxB9H9lmKg99qABcGoprK9ZdnrXubHLUbF9OovUAl5qbu9bY61oXOnp7HWtsJxfNPtgp0jMD+8tdfdV+2aij1CXFAQAJxMgRy05pyIE5mUEDB6cAblIHTsFvbCMFphgrAPfimuDpkyxPumkAK2QMUjO/K9dBnebmmNbLIB9lqO/A9JEpSKyPdAXbbdu/c83a5zaTtlaUYiDQAOaNM7UQdCM9Fq6hYAQJ8AOjE8ArxomnBhIYAFOu3aLMw+7JWWtvd60Ncw2w/zBWsP4HfUQxd1nN6A5KnTcHiWLqquvPYe7QDVjAnoxEwCzHnAAIDzMDMM+8b7LhCPoadRcgIzBG7N3AcMusVRk34B5ZV9e2xLlluiz6BmuX1hbNrfKZgHqWbCkBhHEDQFqUeg5qPuFY9FN0QyUo0yQTUx+Ar3TfRvvLJMFB7/SMK3T8/LsKsFca/+C57YDM0ONwD5gbJ1aT0c2FjYFGW5RxiG6+fP4lYA5gcE4Jj+CM1q3IaEbbxk0EZz3SsCcYsGS2GddUBwDj+0CcdwQkwSxLmzqVT+y3EgSM63VIAxZ7WTIVTJ2ODECNE/wf7QZAPK77GE+FFiBS33OablF3gXXdpz3JWl86lzZi3LQLazbbBY7scVweshlIt2AZ9xCs8+c0/q813OdDlkDwdyVurLjpUZY4EEsT4wn6oHo+oN3EzlX6LzYzfA3imEPf+rrN5xHqJfYqysMHaxccfDGe9rt0Pee/8dwQ8OfPFQLjuH/UQWvizDSfKwQA200bxfxT8x+FOGMCANY8gG/jr2DIer0/L3jBC653kZPyboEWIADY6XSsXT5Ub4HKT6p467bAUXgw3yqtf9/pH03BIV7EwMzZ3E4BA17UFCyT6REE/WNApBvNwEyNnk4EP3TcYeBf3U6/XysDMR588WXTmX2qTun4W9cfWX8vMvtGmINkR8AYOJQ78h7cX1cG4LCX/QhIFq7GSletsI2Qeiu2XF2DjAL9GPQUAN2gsQfpQfoOQZ8YgF5PpvRpTEW2ZAwKY+oRI4A07ggAxnZ3wLditBI1D/3fTRlNsJDGIJCPTJqY+lfH6AOjCgERU6MGQMqBdFAPinOaXTRpKHX+4rzJjKB6FqrMHganeD8o3S6y/dBOp0+SAdWfalofmOdMyxq9vu0vtKy107PZBy8zyCLIA2aU2EmR5af2iWBndFKdnzMaZGzt5fTB7uqc9aaa1p1r8xoZNNH890CdQCDaEqCWgn78LaBHLJEKCOpBX0yH9aCfKXOdTmKkAYQRewXn+zEVB2eBFyHNkOeJZVXjhJr1qqTF6MBMmXbMYYZjEOR6cAyXWnvwkeoGCoAWrzePiynDOJ6gTIvBLANgGpk4SC4QbS4xaRsXL6djN64MwAg3C8nuqWhfgWOo38I8GTMYJ3vHZ6y527Pps1tJ1J8agA44ktXna3/sD80lsYvkQox2EdDmazgBXoBa0vLDOgSgVWX493kcAiBGhgmZgj5WNPc9nZop5QIcrmwNGKShrnL5rhhGhDmaQV3VQ/Oobr3FWJHjqOrifSR9M/QV0mjJ5tN6w3WzymyvSEDk56YlliwAWACF0vgLzL1U1MD8pfy7/I11CAxaaQDmZVvarryfhtnCgvWOLaa0SwA0mkfsU9cF1P0EALDuUZLbPIB92YhFYJoYgJozGBe4Zqk3XJf+G9dpAa4OKA9SVb3dlRoeAcayTwQAao6grZVOiw2rUSBg2QA1LEAOhwiUhnPIpj2+Zv2FWabGI/U+fwdAH8/sUN+4gVa5tEBD6RcqvRzjKerLahPF9QLpDhyex3Duxpw9wHpH2wBYx7zU/HWDnSgRQ0BR71RYfwXUS1oCoKbO13jCu8HSguEZ0tzZt+7CdDI/gvQC7itueGHNAwgYNz+w+QCHczN773/7j7VDsvzyKMQZEwBwrK6eHDRpgUkLXGUL1LoAX2UZk8MnLXDVLXAUHsxXfdNP0Ak0A8EL7vGVlG6BF18EnQgqJTiutEK9rJUvzyX4x4CiOQgEI3MhptXhuDrNv5jyW7RLHfhX13SHAYAV840QTAxj/vEFXik6ur8IJKgNxhUAH9XfsX1LgJEVceZFGZirzAJwPeB2fLXpv7GudZqAAvv0Qi7GhwMpYhSg/RhA6HuMO7AJxNKJTMLU4FUjkugYWIwdMJRyn4YA8gAA6KzWnCqOsa002DrwD9cR6CQXXQdKxXLIKXK6/1EBf2zLEUL62eFV7V3H2ERZMVUXoM/8nHXuOc053Lqyy0Bp7/i87S+3be7hbRpaNLZ2E/jHlDtnfKEsgX1x/GisU5Nt2von16gd19zpWOPKtjOFO2lMLi2mNCykL26m8glu4bfYtgAlnL0RATQCZwgWNa/qAEAEq25uIdOMzLjTuHOAjOUo2HVn0v+fvTcPljS7q8RuLm9fq7qqF6klJBAjxOIZAgIBgQIIAo8a/gEkFARCwD8GDIw9iwdGiBEGg8wAMzYoAisgHJYsgSBQsDlAGg22CUYyiwgzGrMJBFoaqZfaXi1vqfdeZjrOub9z83w3v3xLVTXdepUZ0VH9Mr/lfnf9fuee3zk0i6gdqjUnRR0XoGRKnZe0dLHKNC+qbVEOpONGmi1SKzt/+/iRMzzZOnh+gIIrqoOcNs95WWAv6hTBsxjZFNXfKUBZ7TjK8QZQOFKkGaiDkRMpdvsPRQrw/jAtPrmd0sFgzAyVQzbbr3J0FqMI11M7ieXmYEOkdhcWIvro+moaXQsTFPQXlE3gM44XAKix51p3mENkqiKACvNJaGNm3TPIAhwUUxWv+Gyok9MDi+ZfzQw8bi0m8NcnoDpaXcpHo5vTpCOY80qHDsOVBI09fABclH7SyUC85jKlM8YmTcO0wyUx4nxPv52YL3SMtP4whzlL3fp2SfPdWKcZCFOnr+/kdlHqOQBAZ89WACDrFcf4+lAz9vQeIcBObSAmoTF0y7P5po6N4VJnONc3C30zh6BbmCfh2qb3WQA1T9WW5AR05OQgrblQ7GdtAtVjvu4znk4u+RHMbWA8ezvovQIs5hc/P3X+6mOZPRfvGhOsVUl5oP7VbzX+ZMKD/s3+GZtmkldAH5DOaDD0+O6H/maOxQIqyyaing3zGDdKQnYj1gYx6Yu2IuYsrBVyaMdcGOsMzT+k+af5RcCtpQhj/eI6s3vAlF6k8VOnEuXE2oNz0XZaS6I/v/tvf+q40Vt+Pwtxhj/DC//1cycF+OP/wywF+MQd8Tl64Ac+8AGav775zW9+jpZwVqxnsgZmAOAzWbuza0+tgbOwMH8qNO9j/+D7884yXq6WF9L+xVXuuvafvp4SUrLwcn1U6m+DxWfssKJPNJw0m3DQ4yjwzysw7lMHt8VMon4Zr5hxdVsUQEzlrwC1BjMwAoAG+Bcvvg0R82C+3BPm3zTGH99+xywxDxIagGcAORPMyEZ7VayU49h/jfawFGC1J8oVKW+lrhSQMNADIBznic2HtFq6puYAJAuaWypwm9tw3ZgB3mQdr15OMY20oEYKMIPOSAN0VgrKIr25owYtrql+bccVxoqD4M6WnQYqHgH+lXpScNoGKDoor0AwgkgOB6Xggk3xwCqDqL60PTGm4TQr3bm2lEeVW2wSsDnPb6bh+mLqXd1muhbcJ0uqGIJnGEagLQW8KYh2vS2wN8BwY1rkQT5fLBK0hWmOjc1OlPJ1MDYVQeAqQAJ9IACyAiIy/Rzphk1QorjUqr+pX7QBrUeNQ/UBASHq2wD/wF5DGt1qdqztXruVXXz1Udup3pmqjjrJ2nwERzWeMAYANM33Uuf2YU49BsgU+nt83mBOEQgVWIb2ku4eAm7Uj5iGoQs2XJxPe4/AlbeT5q7vU3Q/A1mHTN1ugLexTmRnYehlhmmF5nCy14KpJA0wzpMZ/C2MIQzzjfXQBrxdUvTdBZhMwdDuZDpksP4IhuJZ0MckAQAWE8CGuGdxOjU9uYYzsWv7oXxog1rbT+3UtlGC5wYIAsYS2gTsTLLlwNAMnUqfp9k/wjAKdaE0afTfhX5Oi9f6Zam/bWw+/24indfnpOjLfG6V13T96vRayQRgExDaa+kQDKtBNlkB0BJOwsUYRACe5jml8aJO3LyiDQD0edIZe+gXaFt8XO8T9eoMwHqdinVXOpgNmZJgxBGUFIDu49YBNAP/OGeIdefzN0DAWhrhqDnCNlQaG5cxNktRtDGGDYOt64V5V/oF6kb9VvMjdFyVmaU0bc/UkNkH2H8AHdH+ziQ0hl4BHCXRUdo10qq1CYlxiTVGhh2oP3NLxvcF+JO2br+fho88kDrYeLp8dawBqzlOIL42flCGZej5YS1PZCSTzY55FWMdGxTSBdRrSLTBu//8TUet4BO/nYU4YwYAnqrJZwcfUwPoT29/+9v534c+9CEePXMBvj+7zQwAvD/b/Vl/6rOwMD/rlXhMAR572eups9K9tp0GD66nrc9aTet/u5vmPrk1Bv/aUn913WmsP/0ewXeObSJtqSUNssG2UUDswFwF/rU+VsV4a7CN3LXS03uPA//8RgIUFcwVcCTAuErv567b/oQMskb6awSdxaRChXDQStqEpe0qELCt4NO0AcUAKv0hO53KqKNozyl1R6CHggkCfwdNgfW21C+l3oWuIPsTglP1TUt/LbpD0Y/Afiquw2JAVc/D3xWgRx1ObT+BIDiA2nDDsWMuvjtK/6++tpdDLBZdtx5j+NsZJTUrNP4maHJ+c8yIkWMwUvuVfhVABYGV+uPXRZ8HUIjrdTvp4MG11L+6nZl90K1DoAbgw/W8BDCZnhZvoetq3KD9ECDi+nh2F4QXu8rPQb0bk096kI30WzueLBW4y165lp/QTEGmtq2DPZpPTgIAIjAlqyyYZXiuG7cY9CKIRfoam+8jT4xF/j0lDvdgujCMKnYKYCnwhvp5uPbmet6o2bqemVkK4MNBVscRgBHwECyiIr4vowFcZ2meLNHh0nzaPweH1FGa39rPqXYeWEe6HdPwAvgh6CUGDoHFSDEEm9dSAzOgn9ua34PZJ809mangdxl8CIwLsxFqjeFZUQaVPfTFGgwuN09Ae+B604B3gVfetgECy4WXDeZrivow0qaRdo0urToAkK5PC2DYAPIE1KBseEakQmIMoS4BrOLZPMV3mmzAMWzAiWEdhg3aGJkGAKaNNbKutCnYvbkXWmtwhc76nW2bKGWMg11bp7kCGK83GLx+DfAncI5xruO9PmsQMMa1jGMm2lvtp7m1noNUBk/9FYsRbaEyaN0SCI3zxEDWNaZOKsEyjWsVEDA0AltNQVquNZHy63231iVG38RYEfMXbFiYWIUOKNflADJ9g1DfSyqB7xEaQwJZUe5ozwmHbrlLow2lfak2WF/lnKi2LZsdkp4Is5LhGoyJeqm3tV1AfvZFzOcAHrk2dNNgZSH1dgI4Tym95z/9yFEtMPW3sxBnzADAO2r62UlWA9vb2+ld73oX2X7QEIT7b57aZi7A93NHmQGA93PrP4vPfhYW5mex+k5068c++wfS4bllsj5ufcZ6mr9xmBY+di0lvCyGUUNmmUTql146TxIUC5RxQfAW5l9rulDL9aex6lxjrjx0HbgZADjB/FNgFydPAGq6qIJtfynW88iE4kS1Xh3UUtZWsxM/TWWJdqnrptWltgJIG+nPx6UDKz3SgwEFX/UzKwXTnVyd/UJmWNYXy06ug4Yzs0TXS4Ba3ZvMQom9q+2kVQmWkbkbAvQggBXt5CmIzigpDqBiWEwDDjzYQ33GvQRQsCpqAFD1I2DMr+0BrYNoVXoYLxFsLwVfpdrjegoku2BWKQUOB4HxIXYj6z4zeorjbgmSwaAL1EffSY9vdSVrU8GJlqmJof+kQghg9jaPexTdRgBwYJWF2QKBO2m5hSFMBox7xRiiUZc4VsAAmC8C0Cy92DX+eB8x6dw4owU4aXRhsYTqvl73c9sAIGgBgGtxLo3m+6l79SYDbqYA44M5EKAc5g6BWGgH1DP6JxmQHWqvlnbR/aRxiPNwPaQ/A0hTgC3GLRhw0qiM/lLSlDGGIl1VDpwEJhfm0nC+l/Y35lN3MEr9mwfZhRPPFv0Vz0PWHcAuMipHARCG/haAPzJ283hQu3LcybE3tBlplID+qbFjZjwECfF8tc5s9FmO3WCJjse4ac1WgHgBPFE/zpRlexhLzzcccA1nB6IvunMq5heAf6iDXTgYh4amO5JP00i1/lNYedKrxDPTcGWsw9ZgqbqjdZ2GbZtrtb4fbxnps4XhF87LEwCgmIIwqkBKM7UMh1kLEPUisyCxKgWi+rgIIG8CrDoNAAgGcWxMFFMRv0cNCJIdCL2Bdu3UiXeCsvFl2Qr4zrUpZTDk8xvrMs7x9cfXhGnrv80lJYMBc+XDD6bR05fH5ilTzhezf0LGo35me2+iAQjGE+YNzNdhsFM2zuSULuZ96BNi3MD1m/cU24/rdIC40tzEb66LKHMhN9TBNUJTev/TH0zzH72U1328WwLwE5tSYKoMklAP0h/F/6O+QxMVjNvh0kI6XJsnG3AE06nt/fTeP5ju9DutWfD9WYgzGgDgDz6HUoB/dJYCfFTfe7Z/A7j3O7/zOwT9fv3Xfz3tYPMxQD/8++ijj6Zv+IZvSK961avSK17xime7uLP7Pws1MAMAn4VKn93ybCzMz+V2/Mef/0N0ewQDhIHgQp/sHu7S6oXPTReOA/+c8VOnLdaAXq2zpYryQMEqbwLgktmHs3TqgL0lIGiAe378ES/SpRhHAYDhDjsRbHgH8LK2dYwqgJ3adwz8a6sXnhfXmggY4rcSUEzRg5q4t8T99YPYMi2FJDBjbswQEycQILF3nBtBAIPTFuDLQVqmNIrNJ/AvWEXlmihHaO+5XhJYRwJB8P0EsyEYeEX/iuyC0Iua1gA2DghKeEBZg381G871r3AvB8SP0LwsqW1oB2Oa0jlyfS0DL3CIDJZUAYAFujnQAEYVgiv/qD59nAI8PQfmX9agw6ZAQ/dJ6XJMaQyTCD5T6H7iWQV66bqYVwSgy5VU2lQ0eQmw1ttZ40I6cu7ebGBeaWel5wGIxr0kxq9y1TpoXg+uiYaU2zY9R4nsC1QDSMT7hKYc0uykbaf+oHMASOK/W9t5jsXvSHnk31kHrrD38Ic2UZQOi7rAf7gH6lZOo3oG09IrAJjmNpQx0ojpPNvvpsM1pNl1U+dgmLr7QzJqqA1p8yECbk4bAADVR8XIVbovykmNzAzocw7QHCSmIvrJwWEGAN1AQMyi0K4sLq71fGhuxI05I55d8w7nFLSNgDwzdWn0eenKqU4FIuFfzFdhvlLmUzbOKKdgh3am2Hrt03lTL9HBuaI/iXKCLbe+mh2e1a7SGa0u3ArwHfeSIQAwxkHp0xX7uBjcLC9Tf3K0mFmOXQDC+KDtARZFenmDudZi6FGKhftrU0bzg/dttZM0AAEAop9Cg/jmThphbNhHKa/cdGG5srENP9M2snxeq+e6KJO7/qof5wqwdnQmu/6/fo+Ytjlq/RnzdBcalkoDrt8f/HlrYzO580ZKMFKmye7zFHb00/n5nEIPoG00zMcEA1ybaGBJw5XY5TpYhwLkbI5vmEThXpAsWFxMoz0wwMH8DzdtZ7guzKfDRy+k/scvjdfJ0NLlpgnaTcxXrZXaBKKWqAH8ZAjPUcaCH7y3EqTsFl3AOwEBZwDgcRPInf1+uLWVPj4DAO+s8p7hs/7sz/4sve1tb0u/+Iu/mJ544gneTYy/F77whekbv/Eb06tf/er08pe//Bkuyezyz/UamAGAz/UWOqPlOwsL83O1aV75eW9IFKVn4DbMYsoSHxdDQODfNHBML2z+Mu/H+ouw/38b+KcXdxcYj8qbBnI1GGw41gPGFpBsKvinc9VYdbDgL+PSmGNgEIwDgCy2i14AoRqQPKoz3APwj48hwW8E2C5Unlf4iRJwB9/B2mkBlIJF1/prA3U9JRipYEq/1Z2rYKkEcapPBeX6N1xDS0BSgvQQAjd9QGkb8XkUkCwu5HTDKH+D9ca2zLpxhSmF41SHdb+oa0+uwHWqq45rA8Q9mPS6MP26AvroOgKwBBgaSM4UWgTMYTqglF5qNEmPDP0Cx+G5BLqJpTTNZRv3QoB3bjONMA88dWmsexUgZmG3+VhQmaP+S5XV/Ur9ydyoyUwxsX72VzEZA2AqqYdtQXbUD9tS9wMoJ4ZgmGuAtVWDCiyng394ZqTIurlK9AeWUfXZ71GbqveJK/maPidqXsS/YkYBDMdQhJ4aro0AG0AAQFmlZ+MAARpyIF1eyqwZPAPGrDvq6u96DgGASyflMOhAH4MZxQK0BPtpuDiXBst9gn+929B6g6h+mLqI0ReAOAAhgDFFQ837rtKyC/AazySmmACaYMkVXT+wGA3gLPMp2J0A4FhnwUoVmCjA3di0BbwXaOzzeG3WoLRoH8uqnzBNAItTLr7UQERfC9asdC1LGmwL269hLmP34XzsbENpuqFNkR6J327cHDvgChAzxl8biHgkKGj3KwYdZcMltFbVr5WGC9BocSENVxeZbolNQr4joM7lThygTTHJ4BwA0LUyidG4EqDk85/KIWYz01YX0+j8OlNAu1eu53pH/Wu84fpbN/IGhtJ6NXdGfZbNophLWEbNFxoj6r/OBNV4cU1UAZYOrmktFQuwDQCsGYLV2tFIA3704dR58jJZvW1ZDg1DsspFmBtAAAQBHNs6zjGB58F8gzkATNXdPTL72NzSGwTIjXEY7VKMlHy9Vko35ifb0JLMR9ECBOgoAxealIQkglKGNYeLLYsxLlMVrtkx1jTuXW9XG0zqX2Izg5Hb6xSwGsX+9x/4oYn3nKO+OAtxxowBeKomvy8PvnTpUvqFX/gFsv0++MEP5veQmBc3NzfT1tZW6nQ66Z3vfGd6zWtec1/W0eyhJ2tgBgDOesWzUgNnYWF+Vipuyk0fe8F/m1kqeElDqlq/n1/u8YIsxl9oEPG4trSaOn1GAZrYbX7vNsbgUeCfmCCu0WfXq1+Eiz7TFDBg4ngPDNvqqA6gWwC8omln7IlW8O+ZaPjQ+TkqFVrMnQldodJuowKGsYgO6CmwmQbW2PECDkv6tQI9BwDBCACjy4OvqBelelIwXKAPfnPgCACMgsTK+bEIn6uNpAkm4BPHC4AMwIqBsqejMxLKLDy5TRZtMl23Br91DhmQwwzEOPulrd1rpogz5MRG0VjTGEBgI9ajWHEAKhGco17AxkNg9dDF1MH9ESjHvw3WGq6hNF7eK8wwlOaqsnm5pft38XxKe/vZXRZBooA/lEHBPq7pbrr4W4wr/cZAvcUYQe0dZaAzZAFjgoWJawgEQN2IjRgM1DZ3TPXp2hG1MJxQn2Ix1W6lcgwFKwvP7B/0EwSecDmGdh6MPZAeCdBGbCTvTzWzkRpWcM88zO2ngN2DYN0vRPWLOQrSe1FmtCWugz6A8smRE/WhOtF9LR2T/RysPACAi3MJxh+D1bnUBfB3MCyi+kxrJdiVtejE3B1trIQZRHwf/ZQpmtb/S7o3+sitnfHGCMoCcBFgJ567NuJpA0yij5EppPVFLEDUEwBqgb2RVs7jos+XPhfMx8Z6oQ0GjWesiTQCStn4BMC09A2978Y8N+EQbUzeaQCgG5Zo7i19EqxIfBwArPpePbWUegF7LDQDJ+Q0Sn/q5HTNGoTUfCiGKp4Dbbe0mAari7k+kO68D0OYcKHGNSgRchh9DnNtpOA6o7msCdEmAtNUJtfXk4FISVkd0gSic2MnjVYhPbCT+y+YtT6HaU3SJk7onFJqAIwx1I3u4+8oNSCIYxwAxN8OWrYBgDXwp/UzUomLEc8RVdvI7QAAIABJREFU7wKYz/c/69E0958/0nDhJciPsWUfgnZoGzw/UsXB9taGpD2jUnwz+w9M1uywTQZgXLMAh9UGR2Hba66LemIdapyjTD63RBk5B4bJlxyBOe8AvJXcQzgQ83cxwQXkat3QXCC2fIx1rt24nkBArDtkYfc4nzFlfQYAphe+4TmUAvxjsxTgI4b/M/7T7du302/8xm8Q9Hvve99LIw+BfgsLC+lrvuZr0rd8y7fw36WlpRkA+Iy3yKfeDWYA4Kdem52JEs8AwLtvxsee/0/GYvD+8qTARy91ejHTS5VevlpAsFa3xBoArME/A5VaNf8MSDzSQbcN7GurpjbgRi/oNdB3kmrmjnYIYrtuG1lCB9xRn2AknuS6JzkmnmXaPYoRhq4lB1y/tge8bSw/ufN6WlhdNqX2SE9RIuaVvhrSjarIJf+JoELMBGfZCfTRSepLYgxMa0uym8Du6+WAXZqCApTAKGM6ETQsTR9K4JfGgMompmCI5TPYmAYAqqxKp62ZX9YW/N+63+q6DqB7paFuIy0M/Y5tvLSYhg9spO6Tl3nk8PkXUxci6AiMCgh40AwQcX0EtgiGo51agVADKZlSjGAbYIQE2hHUArxRfTNFL1JeVe6K/APgIAMyoR3Heo50Yj1/gEHsM3KEdBYRQJi6HQJ8lQELq1fAhupZ16j1wsS6AsC3t5eBXwGt6Ct4bunY6Vg6aUZquAwpvK08JRjfI0DHNfEfmTZguoQeIVg+SJmTbhkbshovUU8I4CcAZhlhACCOoJoge2zsyHDDjVmK0crqMtMqUabhfD8dbsynua3bqXP7ILvQ4not/ZlAgpxZAXgLNEJdx7rBTaRgI9GoBO12azuX0dMJ0YegYeiMaT0vWKsuSYDvkTIMUCjqkm0dBiPcOPB5hH1gmMe72EOUHgjDg+gTYAzVH/bVWzBfiXbTmJ0mVcF2y5spDjQXJnEZ/8G6dra43GjjGIKmcmgOA5h8+2ya1QAbHWhcXs76anCEduZ8ywZOuY5vpNTzoEAfXJcAcQYAOU2CAQgAEGAgHYH3crqy9EVtzDb0/3APZ3Z5xbcBgAB7dTzG6Pn11Lm8ladQbBB4fagNNH+j3NSJ7IxT9ydaOr7QGmMbmmVzRRuifPCQNGgbo36NGgwMwHva7RvTB1yTNf9pLICBiU0C+xAAvPBABl81pvB7tH15/wBrE+MMc75cgDGuMZ9j/giwFvM8mcgOAmNM4XuwYJ+4NGas2sYUq8WlGmKOL2WSrIbGpzaFZG5T1mTIWQTIKfMkrRVaFzWeuek0zrgQCFjGMpmA0AacS//h//nBk1R7OeYsxBkNBuAMADxV+5/Fg9/3vvcR9PuVX/mVdOPGjTx/hpnHl33ZlxH0A8tvY2OjPH4X88uMAXgWu8NdPdMMALyr6pudfKc1cBYW5jt99ntx3mOPfM94Z95edGM1KLdQ8FBSJZWm4+k6OrptJ1wvyjrmNOBflfL7jIB/JwUNj6j0AiRFsCGdHL1QtxqL3ItGVN3WAYuuLXBQgbC09/yZp6X1evn85XoaCOgAoMBQ6akJVGVQKftQQ4SUzhaMhcIQUKqj2GI4l0wvGEEMc0BH4DoYqQE6sOgoQ2h1MRhFCmakxyoYKgyJArhF2lsN7CmQr1OA675d/41gNRg4E+zCNnad17nqLNh+LKva2QNIACtgKD38AOuic+1mGj58PgM3exFAIRA/gAFDZiSO0+BgggJmU2j0qawK/lUPzjY8v5lGV65mZjA+uD/NGSI9GuDfRP21dHYcI8OImnkpxlq5P0DCAPvqS7X1ZZ3fAANHY7BEQIeuVTO0et0w2xgDNB0ACNghD3Ygm1oi9369aqywL+M5nNkWZeZvwdgTa6Zh9KG0S9xM41TnIuhFe7l+Wg2QcT6KcSYnYoCY6APxHBkAnEsjGDvgeXqdnP672E/zl25lTTsAkrgPmEXhuMu+COBXuoUYq9S+G7ujOkuSGnwPnCNwRCMRAGq4noPIMEoRa1ZABOeEDAw3zHTi2Qg8O1gE0EBzAvtY1k4sQGqkSWd20JjZ1xh6gxH7MB2NBfiEC/VESu0RsggTgN9Rc76MPCpQmtcQA1DzXQCRbmjES3s/1nkA5La3x3py6kuWQsxn8jGvOd6ZcNqgQRutLKfhmrkoD0apSwYg5EKGKQGEJQCIDYdBBl2r8uU2Mf0/31QUoBTziwCdRvo+5i20vbRH640lsP7QJwFGoa2lK+tjCf8vRqi3jX+nuQ8grGQdUD6yS4PdGO89AL5OJPdxik1GamLieMzhuC8AQWPrNfotNoOg+Xc9B/X41Hq5ZUMAPyIFWO7cSAEG4KeNDc0beofA89KJPKfjki1Yb6CEnifvQcMObL7lPlBSrV1Wg+m/YTglXUvX5xQAqPGsPuLzuoyTsE5Cj1SgrNYA1AHmtTnMI5303t//10eNwonfzkKcMQMAT9XkZ/5ggXli+332Z392eu1rX8v/oPHX9pkBgGe+W9zRA84AwDuqttlJd1sDZ2Fhvts6uJvzH3v4u8e6eAIW+MaI9MXMXmC6iJhPfDM01lMtfl0XxoOH8jYaAXVL0N5gMngAUL/Itj10G4hX6SmV02pw4l4AgHjhdRCpzfTjbhrrTs+tnrVh7nES4A/3VTB4FPsvjisBr4J2B9yoG2ZsJk8Njb7F1CMFbPrXXJXxgk9QC88lTTQBjwgyJURPbTc4qM5ld1oEp9KGQhAX4FtJKfV0du8PHvyoDXBtTz/SuNDvdf/CvaB3JsBMx03TjRIjIoI3MWaKcYfSPwXE4G8EfWDDPHWFbKHRwnxm4uCDABasKjDL6jLgXkiVDG0mMgEVkFWgFu5B9hqB1EgdDqF6BtgABupnZ7+oOm99DFMIQ4dL7SA2VqRtiSEJJhaBGU9N03wlcLgBNgfL0ANGZwSqaBVw4qmQ7CNyFEY9GiOwMNIEjvB5K0d09EuAD2IuWX8hQFEF0Q22okA7rzPOjcMMHFoQXubPmlFZ6iOE+dHGYpCCNYW/0XarS1ksv9tNh6vzqbs/yKZPGGfoS+jDu3vsa8WkQ+xRAAOoJ7QL2ERyIY7+xUfGOAZwtLGcmam4rsABgGtyB0d9hPkFr6W2djDPuhTL40BMPZZV7yxLsII1p7iRB/qh6lbjRm6vBlLk5gvm3bQ1JspX5hetq/g3gL5WF98a/JPzLliTAExRvmjziTRjzdV+b7B18QlTkqxxaqC2P4feAXyebwMAwTxdXmoCgKgTpAGHEzRBY5gOVQYdLIs2dVjHoe3mc6jm1ka7BYCoZ0O9rC5nYPHGzVKn1UyTOuvrGfwEMAdwq17zdA8BlGqnGgCMfl60NQUyVXM5WbnSwtO16vlOz+fA/VHvIKHVNzq3lk1Ptm7k8VetH2QAor3Rp5EKHdec2OzS/BXjnnNBpPRrjWgwAUNWgm2lFGqtIxXDtaQBS1ZCbFuxntVHox00/4nN2mDii+Wnf3EtPbM2rFwmQSZG0PwLM5DOwYDAX2Y2d9Jwvpv+z//r9XU3OfLvsxBn+DN82g88d1KAP/amWQrwqTrjPTpYYN7q6mr66Z/+6fTt3/7tx155BgAeW0X35QEzAPC+bPZn/6HPwsL8bNbiYw/91/n2HsRUqbhFg6jesW4L9D3I8eN1rF5yp4F/nnJkTJZTsejaUllr3aE7AQD9uhNRRieDVvrUKTd/H418HKNAQBbSpqSZdlIAsHppn/o4oalXGDfRHxq6UvyuYgAq8Jeml/R/ALogdRp6lHM9Bpf8F06kCEDwHDRuQAAzoHkBU/XAkkF7oA+BFbA0n1MYLeWwADehm1iMEBiUBnDmQIIFOoXp5hXhfaptbCBg8/RIjrtgj8T/Z5OLYESIUVI7PCJ4BGDnqakIOhEcXt5iSmVnYy0DMag/gX/uxhqBPu9XADdjF0pzCWXAvRAorq9mR8VPPlXqlYwuAD943pOCf3jWaXPHcb8d8zvbuE7RVIqw6lusSwWk9dxQde7MRI2xDbaa61zFuOAcqRRbpUALjFSZaWgRDERnOyq13oDmAhSGUD7bSaCBAl9cV4xQMgvjv5gHGiBi1c/YbkqbVSC/sJCGGyvUyRosz6URMpq3wSDdz/pqYHPJcCT6F3UKlcKMOgIgibkPmx8AfsIFtLj9IqUaKZwAFPCRU67aBv/SkTTrZ7prMI8XEBAphkpVLwxAtJXmBF1DLCCcq3kFAFS0O51kMWeIqebmJgTaIl07+kVZD7XWqU3FXjLwjKCG5AvqNa+SHCgMPO9/Ya7AekW7Yl5zIKWeiGv2H1I1AR5dudaeAixtUwfaKvmKcgsCXpHOjDG/upxTgAG2RN8lAxAgKvorAECklIapRKOoLrlQA4DOOotNQK7/Am7VDugnkgvA3IbxF+BtAZNQb1husPGB9sEmR70B4qmyDnZ6e5mOJgHU4lpduf8C9AI7+tKV8eMKVK3/1RH1xmvdpvpbc6YxvwUAalOPh6K9z59LI5gyacyE7q10ecsl4QKMtVNjF/2d6ffYrMou8HIDVv2xPn2OjTWbv2tN0uaQzJDQ3txEyJqQDZdpjv1mqnypgmD9lvVC2n+qCwcBtdEQm4YY14P1rIe79+Bi6m/Hmp5S+r/f+/3Tarn1+7MQZ8wAwFM1+Zk/GGBeHrM5bf5zPudzmPb7zd/8zenRRx9tff4ZAHjmu8UdPeAMALyjapuddLc1cBYW5rutg9Oez7RfvRiWwHHS/ZXHFDFl07lpY/XxrXDKNfIqM/59GvjngbUdM5Hye9R9jkjFmqinmlFzVEXWaS7VsQT/Jhg64bJ72ga60+OPAgDjN6W78uX+NODfSctkLKipzsGVCzBTViO4K6mSCBjgXIjgpN9NQ+zmg/l3OBgLzh9k0XEew/6cAQKyA9GXaJyQNdYYHMKsIrSRCgAafbMEOc6U8meONEx3CyboqDavAa1pABddT6u0qRg7bYLu8YY2Zpwx2BqbPLANF+bT4HkXUu+T2SUSz0yAB30SDJnt3ZxmaYL8NdBYAkixWoxZwvTOtdU0XF2itiACegKCqFMBE6HbeNK0XwK5YJodVW8eGGsOmdIP/b5gcHV2wqiiTivG+QKWxISqU39DW43OzwqOcQwAZgAJNUPLxeod2PBND5xDN+NsdFJYWMfMmYUd40whjTFcH/+pDQoLUrqKoXfXAjpKLzLrGWZmH11dN1fScKFPlkz/Rtb+45i6fiuPNYF6TIUcZHAH9Yk+CVBPzC6yTbMjKPvP8nIaQWdI7r1k6oTjtNYgsgcjpVwGIFpXWvTVeF2BIQGasy7cKVn9RkCBGEJIE8QeRBhYkFkX/aKYDLnBUPS7AuZV61mDJV/mEFsPa+a0g2zW3xrdW+2MscaU7YNsmtKW4q0TXUYh0nRp2oJ5r8XMpqGZhv7juph133QAEPVMBuAi52Z94AJMLcCDQWZc37g1NspRvaD8mrNxYhsDUJsSDuL6OXilCKZycbx2x+RaD7Bevz2V3uvTx6zNOezbSCEVg1rzpDdYgOx0V6/7YNs7E76L+YLAmdJ7T7jWToB/obfLcYH+gnkfGRxiLNdlwDwpuQ2253IGxcUUBQgY2sXjzIYAPGvpCtUHNvIEAkZ/Kq7kF8+lTrg2N0BYzy5wEF39Rf8K7HWpD63vOkbagWQP9zPzDxtoSP1NKb33j954wtptHnYW4owZAHhHTX9mT3r/+9+f3va2t6V3vetddPfN0x02eDrpFa94RXrd616XXv3qV6d1MKjjMwMAz2x3uKsHmwGAd1V9s5PvtAbOwsJ8p89+J+eVlF+crNQMD66c5SbdKrxc4RgFnLErfyTg58FDG9BWsQyLCcCdAn8M7I8AIKsAaQKsKxFMiEgrmD5BJRNs8WeUyyzOPSrAP8G1Y1VuuuTai3xJ5w3h7iODQysjmQACFep6Oy7N18vtYF5bam/bMzr7DwEDNItkggBQCQzFYPxBt6cElQgoAxRiOk8Iz+Pl/nBjMXWAQ9y6ze/JEgTghyA/gKbOje3srNqWmi0QUuX1AKcKbniIAngBD2L55Leoyaf2gB9Bi3QR1W89CGXgZOYZMmxxpiLqbXUlDc+tZ7bNpWs50EPABlbH5kYarSyMjRuU3hUuxzwumIQESwF2SPzdS497gl148VxKn3w6M19a9P5Y563P3awKgrOeBu5BKeYbgX5+rQAeyD4EYAOWn+Yi6PQBHOYx1b0ARAgMLu0KUMzYZQYC1uYBBBiUnivg1jWqVEZp+OFvpt6ifcPRWMw7B1blZGlpoA32l49vubKq/zigGfeXW3Yxu9B8JM0+9jHT7IprcMwFg5PjqddLB+ehBzZKvb3D1Lu2Qx230fpq6gBYloP03u3MdgZAj5TKMCvh9RScm/s1wROAhTL1AKAoQX8AiWC1gcElIEzmJ22gn55NdSQzngAhCXrDJCMMccr8GeMSDOFG9wZLjazgbB4hh9LCINNYV39TXVbrBR1lnennAGHpe1PMPjQHqO8LxHMWNPpMOE5n9lWsx1PYq6xfADoAQvB8BqxGRWetUPUv1Wdos5VjqrmgMAABNkGHbnUxDVcW8viLaa8DkDcAQGiR8oP0dzmsHwcAav5TWcROBLNN5dU4jE0YMfwmJ94xu6zxfiDgSDIQGOvqf7pIMAU5D6DfqU8rvb6011hfs2waYA1DWrI+be8BDnBhTr34QEpXtyaAwMa8bP3KU3R5G1xjfXWsc2gSCW1zewEQsf5yHgDIGaYb0rpE+n2wxD0Lo2YcjoeD1YXmKunC1uy/OImbHJjbMWfqWK6R8bfXE86RFAP+X/NsvfbgbzyLzI9SSu/+8ze1do+TfHkW4owGAPj6N6b+5uZJHv0ZPeZwayt97H/8Ed7j8ccfn8o8e0YLcZ9ffH9/ny7AAAPhAnyItSzGE1yAv/Zrv5ZgIFyA5/FuOTMBuc97zOTjzwDAWZd4VmrgLCzMf98VRxDQxbYrk41SHmni4GVMwXmDvVc5U+I3vRTX/+a363zpGvzDd67n5aLVR71A1xV3UgCwDaio2UYeaFdsjcZtAcQoPTDYCg2dr+p5G/o208rfFtQ5eBcpocXxt66j4zSpELiRjdTiLHqSzuign44vgvGW2jut3nS+GC5IrwJIAMbK0jzFujt4CdmHxly3AEvUfCNbCKw3MAKzsUIBnhB7RD1Bv6x/az+zUcBiwn8IZpSOFuBCI9XSUywJ5oxThhigiN0QzptsS9fA1Hip+1fdngKgXERd/c/cUEtTSHvMXKYZCD/vIgPtdP0mddnQpgRT11bT4aMXUv/yzQyuyBABIAwBrzBREYsm2DKt6WS459pqrrdIp6bGVBVccXhPPPe4M7Et2X4BXvgmggI8D+za+qFAj8JKhikEgJBuGq0vZ0Zhy4dgBIDAAMF4iIJ4pmXvNx2gxSQKUIC6dwJMZR7hbQozGqWq4Vqo72ljq0r7zNNiNQ7r9GAwEUNPswHaK01bDsNKgRS7Dsws9DWl6yFYVh3gHtLYwxjbWE3D5fk0WOgR/IM+X2frVj4XoAIYcmISARBA+rDYWQbucS4MQ5Ni/qEUZ4F0ON9dieWoXNYHqw+l/KGiBBxGWmdZawpAFIAmnhPsH7H8cK6zTWOdYp8Q+CgXZ/UfuZEKFLQ5tlUTV/WpjaO2ObySppgAfTV+ihN6ODejrgKkJMCEZxNbvuU+BDJlyoLjdnYmGad2r2L8wXrqjo1AuHaZREEA8bw+2gDzNdhuy/PUVxuhLOiLAgAx7qC/9vTl8Xjz9wexZdVHfQ0OxnXpv/gtGIBki4vRie8FLk6bMxxIFrhYM9iwBolhiOcE2CegG9/j75gDWPcNRm44gMezEQjHuuQ6gHXZvB5QZwDTH3qAY47mHW2AIeYl1LnYhfU1VlfSwUseSXN/+XjTpMfvXQGI+An3JsgpVreYsNL8JCAPA5KDvEkU2plab7Qu8jZixZOBGKxagnG9mIea6fQ8R87S2jzAd7Fhxeu5tEEwzcvmtb83iiHIh4q1IDYU8dW7/+rfnOTtpvWYsxBnzADAO27+++bES5cupXe84x10B/7gBz/I5xYYuLm5ma5duzYDAO+b3nDyB50BgCevq9mR97AGzsLCfA+rY+qlXvmP3phTcsJ1sbxAtzEVxFbBC6ZSRePlvnEDvWQJ+KvvLiBKwbF+j+8bgvWV3l/jUlNehice9jgAUMFSC5g2cb8aRJt27QoAbKSWtp0zhbEx4aRXP5zXtb/g6rhpDAP8XgUKPB0MhTpNqa33EGSAjl4W0OaLte/s+znUb6wAQN+913kOALqDqLGHGADgeh6UAVhBUBJaazC50IdmF1E+AEFghVGQHgwfgZ14DrA6og0YyImtqXQoXbBNt8sDYByntnTgzwFBP6atbiMttCHKL2aKQC4ZqAh8k/4fTD42Q/MPQvuh6dhdW02DFz6cutBtQxosgEHpDgrUFNtP14IuFoArA0ULw0P1gPYQUCutO0vJm8b+Y/2TpTEc62YB8Kk2HcS+I3NJqZcAEgi4RYDtdeuMLJVnrp+GS5GO6GAkQZnEOskgJP42JqABCIUFJoaa2GhoP9xH40BlETMa7YQ2iPlyKhPX093amLe4z5R5g4G3j3dpaVWbF4URiPEB4wPo8Ak4F3ghDVBccw1pv3NpuDLPuu/d3MvgH54F9WgsPQHIYj1P9N0AFKjbiT7VAqKjDZQWrLRo9t8CagUTD8cFKFxAt7ovCNyRZMCi1VG9v9GDcUxmFoFhTHZatH2jbtkGY6Ci0SerceysweJS7HqN1ZonM6WG426ZxAK0ACACNlakK7MOwRZFCjXn2NEky9jWlVKmSO/kHOAOv1o/fINGa0S9zjiDNeYz9i+ZxiwAaFWqZYcgPPQUuxj3mFMxB1+61tQtDDCJoJDAYfWTAIuKs7aDg2AAYvyd28jPv3W9jJXGu0TM06WujkqZjrpnf8R5MZeDUVi0P6XdKt0/pZ3jXwdIlQIstqA5YTe6jXQsvc4jdR76mK1GTbpA1EG9kUP2n1iv2OiScY2v/3qvi2tpzaDpFoycZOYU/b/ItpANeFhYpGwb6WUK3FPfkKlXOPsWIA6bRmBE6pnj32KmJLYr5lilhIeOoGQTWGw9Yz2H43oCADlPm+RMp5Pe/ZF/17YCn/i7sxBnTACAG88BBuD1GQPwxJ3w7/nAP/3TP01vfetb0zvf+c70xBNP8O4CAx955JH0qle9iinCSBeefe7vGpgBgPd3+z9rT38WFuZnuvIee9nrxy9EAAAR2IWWWP2iVF7IlTIWgTpfvPWpgbQ28GkaC60G//wF/06Zf3xhbUn/ncZUUwDUVvFicMQLbTlkCgDo6b8lxc2v4fc4KfjnTBGVdRoIWrOupj2TfQ/2zVQNQGcjiREXz16CcTDNnEGqgAJ9RcGWAhIT7R/rnkVkjmOWFnNQ53p6YhbhXwZToU2FoCOAKAagApY9wBOIKKAA4BP6u9iDShkMlgcAgCHSGL1+pD/lBiAKuiWC70AO+woAUqU/RfrutPau22h7d4IFpvEmsXUBZgjyGKwioIKuV6T9MtjGs3/a8/KL2vZYcB3MLT2jWKN0i1Qdqi6GIx4nUxCyUhToIfCURhQYb4tmeDOF/UfwT0CTs1bAjgHzykE06jWaG6iPUTkeC1hR6qwkCnAdakXm9E6mjwc7tK7qzu5BdkZ2VpxSctV3GNR2c3nwr0BQgY5qe847KHOk/aItpqXVHzfJV32lpDpq7AksIWsKZcvPMMEIjLmjgBeol9DC4lwPBg/YmACFxZRbW07Dxfk0WJlLc1d3st4ffkPgH6meBaiTkUwxVMipu/xIVDxA2wJCiM0VgC6ZQxvrY33OSDNspBKrT2qdcrBE8wPuifFMnca57PKJcQBDD7SJa6qx7br5O/Q1zCtXt8brBkCD+oP7GLOvwbpTPQsQ9nm6NgUJlqevoQUgtucau6dDv2yu4TqteY9M3KM2e2zdKkw9MFgDRMwDJNbKmu3nY07HtDEAlV4MFjY01gAI4d+5boOFCwdpAK7dG7s5fTk2dVgWMZ1rMCz6OevCtSstbZgmMlxrhpw3G6n7AuyZyhqSEXouzTcONsYcT9ae+pPYgcFaa7j+qp97vXi/ifUY15sAwNv6l77DeQDql5ZyWr2MSkLvVZp5LOfKchoJ/BSbNuap0YXNpl6nrl/aPPq5A9xgjYOBj//qTV29i4iRF2OPz1ZnjgTAWDZtfKNQcyeA7TDWaQB71OntczOCWr1aN1B+pa/j/wUACuAT+1dGTyhfmIDoWe6G+afqOwtxxgwAPG4Rnv3eVgPD4ZCpwWAFIlV4N96XBQY++OCD6eu//usJCH7VV33VrBLvwxqYAYD3YaM/Fx75LCzMz2Q9PvaSf5kDWAR8Yvlo11Y7pgI38L2C4WDhFEHnCFBLEHMUuGEBEN+9KyCpkfJmejqnMvuoK00AnUC/Oq2OBQkWW8sLe/mqBgCPYRUSjImgqgCA+Psk7L+jjtGLt+9k18DgaTqOX8fdEGsNP6XqKPXNA1QFUGISiGkR5SCoI8ACQbZAQMScAQ6yjaUB10H69FwOSAVwyElQabYIeEyviQ63YmuovyoYE1AT4N9odanJAEQ5EeRgLDBlFqmaA6Y11Z/ijOti9Pa8pU+rrTEexATE9Zim1p6SOnEzBC8R0E7GiLm+CltjYSGzNRDAIS3QUtG6K8tp8OJHUu/KrZzaqCA5Au5Gii8APbLcsmsqXR+V5op6JPiRU6AZHCKoYsoz2D9mfqK2r4DojthfYFvBOKK0UdZ8LOmhMXbyjTJrg8+nMqBcBVSrUkOd9aS0V6UVAmRcXsiuxWJ+RTsTIGKdR72z/wXLUA3geoSR/j0hYSAgkM6sla5jXEemMWKwlbnPx34L+MdqQXCvjRcxQkN7j+l1BAFBbRybqaAdqamlFFuAIKhXsgEDsOl2Uxcp8eGUPVxdSIPVrIE29/TNzBLUkCiYAAAgAElEQVSPPlF0AlFXAjijLAQr1LY42ceKABjMAbhvaPzJIIEpxJF6XcCpGOe8p8ZSDXYpjRiAXfRF1wNtMDz17AJ8xIJE2cBqpFHJXk5p9H7YNq8G27LBTPPNANSx2kIuqXYdNw9q9IF6Y0H9EEAJxhnaCOC5wC652NYswPpvlQ11KYar2IMaa+q/9bleF9NSgFH/0o8E2I6s+hXIN0Qa8AHc2jMg27++l3U7wVTG8+jjAJLmbrLTQ6dR7xEot47VvIVNLGg9+sePq9Y7OuPGWCKghw82U3AvHCsZD6xHqG/05QCeylzlAKLmu5rxrfKo/3v5sJGxsZZG166PvzVgrrO5nuUMrgGYjrkuHNhH+A3Z2SsLqXdjj+Yqxe0a6yFA/n43HTywkno7h6l3+UZK29s5FTk2zlwz0BnK1IzFeHAzIQF+2gxB3Um+QWzASraF9ag0fY0BzOc2J3Ne17PVayv6lDb7VC8YU2p79VP0O83P7HghL6E2x3WpKZz70d1o/6mhzkKcMQMA2yb22XenqYGbN2+mX/7lX05vf/vb0/ve9740inEq8xDoB84+918NzADA+6/NnxNPfBYW5ntdkY89/5/kSwpUwQstJmqxR/SCryAf/wbwpeCkCJoj8FAA5SCgpw9VD1AHuQ6WTATAUYYGCDMR9LWw+9ru3wb6ednaWIz6XS+PNXOxBukUiOPFVs6/taFD3aBH1NXUtndQ4BgQslyjjfHYVhYFq1UqLoMIgRk4LwBTPWcJlgQACqQRWxSGAUjbW1nKQTXaMdx9xe4RsJBTisDQyBpu5ePPLW0z/OhMEQVfcsP1FFwEcAE4Q09wuNinnhmBpduH1Bgkw4nXDDYEdjSp8XQ4FmAXk0PgtUAgAZQNDagM9GVTjXhujBmNt5MCgQREwFIapykLUMUYBMDcBegyyvpU/EQ/JKACx9+b27neEfRHoMa2MMYHrlEYlzgGba7gSv8i8MR5noIrELAC+xoOvHAc1TgM8K84SUpnC2AK7ql+hLoDSCTR/WB5MMB3Z3AFw2ATCQhyECOuU8AvpUBC4w4ukKgruA+X4D1lgJiNZ2AtnDMRyNq8qDRMPpvPT9L/Q98XsFA7WfoYrObZifFven9keSJtTkwazT0yd1A94CJqXz8/gHelsOa27KW0ssQU+eF8n88I198R9kb2Bql3NafFUi8TYCLOWVnKAFToZ0qDjkCd+ktopmUTkE5utxg7bjhEZhSuC9YY6rI2/AjAsLAug3FUAn46Ty800v3RpgQtpW+pSq3nTZwrqQBcw7UdYzOskdIsbTLUI8rMtMbMOuO4dADQQL8CNMU4aLDn3fHXNld4LdQX63s51yueB/1KQK/WKGdpqe+2zDEF2Aw9w4bWnzYzajMRBwlroIZzZsx1YihCkw7sPzi1g3nb73KM9bb3Cfpll+B+6hxkYxACzwCvMO+I5aZ6NBC+4YjelgYcbextURjEPpYdYAOjOfQ52ZZoc7ml650IYwr9H3MG/r8xL9g6JZagzWF5Pot5xOctXBtzF+ZorDFwEsZHx8QYorYqrhF6rmzacHKHRmfn8lbuF/Nzaf/FF1nPc49faTIdxYhD/8YY1qavZBUMGCWbXM8v8E8OwMr8wFzj4wTn4zsyiA/HzFI8txjcDvJJEgD9WmULh2/pmpaxrnErUDXmnYYMDesy2k5MUtUjyqb/UB5sNLGdU3rP//djE1Ptab44C3GGP8OL/tUbU/85kgL80R+fmYCcpi8+V4796Ec/SlYgNAM//OEPMz14cAK5hedK+WfluHc1MAMA711dzq50iho4CwvzKR73yEML8KejCPRAGw0pReNd9SLebi9k+f03NLc8wGgBAPliGik6zdjWGDoVw6WRplPYeuHG6YyJGvxjcHsCd18+wAlMLaaBTW2MnJpVGA9bgLB4UZ2aTlteaJF6d8Jn8HOOe/badfc4AFBMIWN3EXyDjmGk2jH9SJ9g8DEIiRfqEhDhJZyafFnjjQAVQJ3QRCRLT6LiDHYO8os7AvDdXQZXYgUWto/uqz7gjMcAA1kWBGcBklErSyxBsCfWltL+hZU0fzkDYYO1xdTdO0jDpXnqUiFA7T2VGRjDB9ZSd2s7By4BHhDkQP9XcCPnXXwnnSZjkpYgloNCQTxAEDAmkEIaekQCb04y2KUd5WMB6bk7O8UFUymiTKGGeyQ+2whewwUZ7REgoQB4tBHBPwV7COxMpw0gPFiEBNAKSGasP59X7DkEqHUE/qE+b8OROABVzReWClocSMX0RLCH4+HGKpaT5q4IrJmyTIB0v5gg+LMJjOL4ZGpopPVJEyqCc6S70iUaenAom0Tm2SlSBv5kmIE+6MYlvsON4wQiiCFnY7LMkQIFxLgWiFT1BZ8jCbxB6wxsIbG/PBUZaYAri6nz9NVijFMDU42NGwGDqAsC1f00PL82Bm0Ohqm7e5C6125k8Bh9R/WOgB8AQp1+iv6O/oJrBrChdP7GRgLaw52CwUoCuKIxonnVU/cEAohNi2ME7ssYCKRNaXw6syzGYhOoDfBGACDuJbMWmacE0CedvgLKKeU8wP0CEtZyAGboUoN+46kt1qjK6KWk67oRjrQ9Bcr5uuzpuzZWGwx9zdHOpHPQMS/6pZ3zpBibgfz/KKuYWvhOzxxp1zQCmetRe3OEuX84ygYy28FAhuHUQj87BYs5ejhIvU9cyenYPqdosygkERpAqsAlscl87FRAWjE40zonZhqYzJhT8LdtbBBc27pZ0t4bTH710Tamn9dPsOq5CYO1zfV1Af49cD6NrmCshlRDv1fASNYzjlleTsOLG6n75NXMrI1NWzKwKZuwm1mMa6tp+/MeSit/fimlrRtsE65DVXmyo+84DbowwGPjjmNXKfRiPN7a4UYT2cfBDORGTOgfcv31uVpzkgBGBz6VXi2WfwB/ZZ421n8D8BeI1++lwcXN1N29nTq3dsfGdbietEw1T5cxEPqh8V6DDT983vOff/QkK+/UY85CnDEDAO+qC8xOPqIG3v/+95MV+Ja3vGVWT/dhDcwAwPuw0Z8Lj3wWFuZ7UY8N8E8vgniBjGCvvNh7Ol2AUgT+GJxHkBTMl4ZuULz8j9/Xx7vhEy6WDvAZi2uC/ScAUtp/zzT4x8DQdvGrZyognWt8uamFAiAxixwocoDvOCDuuAb3+zNIOwbYxDNNS3lWWYy52BDmF5jFwK+ZYsk+oZQr9SMwnkrqIxh/WbxfbroMGhgcIgVnju6sNJ9RehxTD3cJJkhTiywEc9iV8yMC7awnFOwtSw1k6p7cLhF00WhiRFDkYHMx9a/fTqnfTYcrc3Q13d9cSHM3D9L+5nxa+jjE41MabC7RsfJwbT7Nf/JmBoLATlGAcXCQhgF6FEYsQFEBWQY0NNI1PR04+kgZh8e1fc1eMSF5Mvp297J2XzCjOg9eyHUbYCwBvYpVW3T/4PYI/ay4BwGdmA+YHobfAfZoXOA49fWKmdl4DBdtB1iF4DXGttLOSvApUE7sKoE+uCCCZrSjdPfEssFv0vsL0EbaXw1DFx+fYl8WRiPYjNl0AG630C1j8xHsG6YOAl4AgpIkUDphsFtZp8Hem2jCMNuA22phiIkF6AcbE7gwrev5SMcbSMt+rXRsBwGRFggAIFJbG/Nwm1yAg4CLCwUAZLVBr+32QepcvTFmZ3H96OY+g2lIzCVjSZPVhLoW00jtHim/BQRX+bExAID3ZrBw43k5B9QmJ1rHcH3Uh4AoAIBgmqG9AHq7XpgDAZ7ar/YDkIJ5BWMIxwbbK3eGcH8Fi1kMRUkaCHz0tGsBg7YZ5u1a+qj1gWlmHCwP7kFdRjB2LeVaYKGz9mzuKZcXYCtNVfyAFPraAETnslFjY8rBRXxfp/7aWpnXhXkyjjWWmIYNXA2bK5hXcIzWd7R5bCKBWQvXYLJxYRCC/sZrh3MxzpUxi61NfAbNM2Y+VMarxrnmZ4K50jru5jlb8yb6z9oyWbAoR/fmHvVUyaJ1IE3l8jFsDLoJwA3HYbxoA0PpzAHElmsLGIs+xrYHSB66m3xW1wAEO1pprgAKz23mdqMzdICoPleqvFWbljkEMhK4X4xF1n1o5WJcEuDGexvW8uUljtVyLvQCMVYxHgXCoW0b+qcZ0CygP+rD3vUarEptDkkDWIxf/CtAmO0QurMyYpGMiABOAw3LhiL62lJ2qP73f/zfT0zbp/niLMQZMwDwNC0+O3ZWA7MaOGkNzADAk9bU7Lh7WgNnYWG+mwp57NH/Jp9eWFO1TlYAXgpkXQepfvnXdZwxUKeiehqwMR7KMzj4py+d/VSz/8KRtMHW0HmnYc0dB5Ix6DkC/KsbwQExAWxiyxlYWlx/awCtvt+dgIIneaaTdB6BBjhWL87HnReBFIMTAm85PQ3OuwRNwLgB8Cdxdz5vaADJkAEpxWvLWRcIGlAMcG6T5UWGBAINsQyhQSSGFPoEgg4w0vA9QbRB6JjNZwbYzm4GGpeX0+DCemb2Xd8lqLf10uW0sDVMC9cO0uXPW0zrjw/SCAS+W4N0sNpLg4VOmr8BwDClvQv9tPJEDqKgDTf/ZHYqhIkEXXQRGA6GY3MM1ZvSWfXc+t6ZImIACnSn5l6L2YC3hQOA+l6GBgJRMT7BlAMzpB6zCPjbNA0jmHOR9+HW9cz8xLOjnRHYEfRDMA9R9mAv1umFKiPE2nn/mHO8P3igrDqy+YZMEoE6ATR52mipEpRFYJ4Bi/ydzOZIbwY4JYBLbFWfF6ULhXHa76XhxnJOBcbjQ0Zv+3bqILgUKwx1GKYFxw0V1pfMauQ4HSdNAH0nkQPAMSsr7Ne9x59qOtK6G7fXq8BJn2tdx1XpqAyqgwF4YSMNlvoB/g1SF6wtjDvobBoARrAAbcA0eehmDsd9DywiPDOAiNDVIxgQZhtkNRrTi8zgAAwLQxHgQBgCNeqaTK3Q+kOdBHAymu9l5l+kK3LtCEC3gDJqezHYlWIrABBlMB254pzr6b4OvOL46Gu8h22S1Wx4B2Ibxh8aJ8ayyzqcIR2AtsMzyXU5dBgbYwF/OEuv7pzacBMrelr6r4+NetOhjfnH8Wbpv+c2MosW7OplaLJ1U/fWXgZmpfcXGnquf8jigtn1aQ+lUb9HQ5rezd0MxmET4tYeN4hKqrY9X0mFZh3EnFMA/v6kMZXmS80TIRUx3FhJHYDAKCf6DdYyrUmaV44d9C0HWD1yzOC+0prEM9VpwSErwf4DJiXnN6SXm8xArKnlO6XIk804TKPrYACGfqltujQkHVRUseiV9iu2KeY5zH1YO1APAuuxZiBtOlL/81Sf651McoD/AKrxAWgrVi/ug7W/BlNrSYBgsebU99CUjI08zsNiakY9UdOX7xHh5C6wUPMgjovxBNYpncjx30IvvfcP3ngnLVrOOQtxRgMA/P7nUArwv5mlAN9V55ydPKuBZ7kGZgDgs9wA9+vtz8LCfKdtV8A/XcBBQGfT6cUUL2/SS6t2jIvQvgIMf+GXeLZpH7WWuQ38E2tBJ1QpRhNuiH7/k1bMSYGykwKAbWAeXzKziQiDtvg0gpK6HDUzr77/Uay94579qFTm+roOAAooOK7OKJA+l0E2AwGpjYYXewT8CBaY9mtAEYIcsBTAGkJQs5gBB7IAcR7AAbEMgqVEpsHGWg6wI310eP0GAzrqIrFPRDotAtvQWyNotb6atj/zfDpY7aaVv9tLo24nXf6HS2n+5igtPwnmXy8tXj4kC1CulIcbi9RP6iCWGY5SD+DPwYBpbAgahvNZ06p/eTt1ENQA2AJjkeLwkeaLMklYvgb1HARUClmAHNl9uwKiva3bAED8Ljde/D8CP6T6igmjcYe0XzDZFAiBMaiATUwtAXMAF/BsbvKBP5RiV6X9lSI6+Kc+FHPNKLS9eE24vJJhFQElymjlK+Y5uA/TjoP9BMAC6YIAm5FauNgjMNu7uZc6WwBjI+BkgB3mRpHCy2cXOC+ReJmriFGHv/EbAtuVRZoWgA1IABB9mkygY9L12zZFVOdKJ9ZGi7dtnQpc5uu4n35H2uTaSrr96Hpa/NO/G7unCsQT2IX6VSqrgBBPna11AamfB+DV0jK7HabI06kV/Vvp1dHPydLF/2Oshc4f5z/0J/Rj3Dc0A1kWPDeABIB+cjDFdWP8UjcwGL2sGrWngA6vL5xDUDqPGep5ibV5HdqIkc4JYILOomJpAtGNFHyBLGKQBiBWDHDENos5vbhtS8tT8yWBSANajHVZ0vGDCTgVAHQWFB+kkw2N1JcBEuF+qFuxu9SuAsnrdVTj2dbZCfffmDNy5ZnWpfqfpxMfwfzj6XhGlE/gTmzijC6eS50bO+nwkc3Uv7bD1HWxw0uTGvOt9B9srjywlg5X51P/1n7q7OG/MKipBeXDiKXBYMfFsSaRRR6sQ89mUB9dXspsxbkeN4rqFFKCb/hobOH/o37I6FNZcD1P39b86WZFaNf11byeAQh78lJhbHNM4Ds30ABrEGNS+rvaFOUrR7VWoP20vmIOl75zfM8xoHm/2uDlOktzjNB2pW5fME0xDuSaHX2KGoEAGg8HWX5CGzECCDc38rxN8HA/r0vBupQ+aAETazantHQ1Z6NepStJQDY2l7RJFG7mCRkE0vpse8eNzQpp/6G/o91nAGBKMwDwuJfq2e+zGpjVwJ3UwAwAvJNam51z1zVwvwGAj73wn+Y6U0qT1+A0AFDHy7FWqRuWAlwuMy34De2fqem+uoC/lOk7AR4t7D8WzYVjjwu+6x5zHJDlxws0q9MZqxf6XL/tabdZgy4HGoVpNY1Vd1xq7nG9X+Wt05DjvJI6C7ZOBGQNQFLPAbfd0K9ruPAyogtnZAc98eKPwAMAFwJ/pAGtLGaGBtLu0H8QoAYoxXKEyDfZQzIOQNC1NMdzGNQhSEegBAAw2BAoF+8hQCFe/ofQO0KwhO+VHgXdJOg1PXk5B2EwFDi/nnZevJG2H+qn/t4o7a91yPZb3BplPaqDlBYv3U5z13azLhUCC6XYKU2S7RcgTJgMDM6vpN7WTjYXCODPTUJKSrCCWmlsKhVJgZuACAHuDNSmOARPA/80fiMdeHhrO7dPdTxTG5WCDeYDAL4AEFiPKhuAHJhLoJ0xJyjoFfMP/zZATAMNdE9prmkuAbMqgkimEq+v56AwgJmsmxbADII+gcrz82l4fpWALB9zrseU7P31Phmc/a3dzPqQhmSAiiUIx3URMAcrJKf6hYZhaFmxm2OMKHDFvZmWCN2yThouLaSugAcAgGCh4HNU2jPKIRaSpcSWIS02a9vcgoPOb2bmEdpHrENpdKJ/IPBGO0AD0MEmMOqkmyhWnPcFlCvqpJGOLAabGJ6LC+nw/ApT4Al+3syGKwSWxaSke292oOUYRz1jfIPVhHKrzwd7iPWFcgPkD21JphAKnBOQWLNDVWnOPNN37viNe+LZUD/ov+qLAPXa3AfFhpO5hPqJ0rMDUJTuJOtLgIRA/ZpdqHXXnO6l3ehMwLYU70YaJDtlJwMsqEcYP2D8Yj7GZoj0/2qTjlJXMV/V622wrzgft6X/1gCggMOaVajjxPojSwusSQE+kVqsukSZ0QbdXho8tJF6f/vJPMe7jqeB9xz/+OC6q8tpsLqYhkvZLIRalGAXK73b10ml6fLcbq4vSS6gr+AeYmrGM9AMKjQIoQOLVHemIGNNCgY7gTQD/xop4CF5QeBOKeC6v7sya35DucCQk66syThMmIHILEdsNgP/Gq8uKpuBnZzfnfUnwFDPLcCZfQJrucC/aEuBbLj3/n6Wu4hr8Dk7nawJG5qdlHMwQ6kuNnm0CRXPKAkKbhziWPWjMm5srRWgG3Mt6wyf2ETg//PdwljzaG+wDh3sj7GUC4/FP1Kqg8kPABDs1LsxAjkLccYMAPQRNfv/WQ3MauBe1cAMALxXNTm7zqlq4CwszCd94Mde9M+a7BS9/HsQYC+S5brcicaLO3Zp8fKUXQwbQYp03eKFv4ByDsj5MQJPasCubVfWH9BAykZANA34a2PV6XqnAf/ym21xjyxFEsPjJNcMVlxx3NSzOIA5DfQ7aSO3HafUY7JZguWg4+SEC2Ay0phKvRZ2TTAXLcBRoCsgDoDnKAJ/pfwxoAVTanOVKVpkzYHJh+AMOn57tzMwIJYOwYIcjPNlHi/uZCjBKCSCwf2DBACLzYHAVxqDAqIirQ/BCAFAXBsgwvJS6kgf7sq1HIwGEDFcWUzX/uFGWtgapOVP7OQAb5ADZOhN7Z9fJBg4f2mH4GER8Y+xQlBX5ghgAD64mXaft5IOl7pp5RN7ZEgxGAJLCnUKhgUA0L3bTIUiICeNMDEE0VYCZhyYZ7Bjafn4WylQRwGAam8ABQGu1Km+BP8EmKCMAsUUjOEZHewUMO+BWl2Gmu0m5+ZIF5PIvGv9dc+fGwMFDJhDn1H9AM+Cdl9dSaP1FRq1DBb7BKOGC7007HfS/NY+672zh1S92zkt0D8CVi3FsZh/4Dj0w4ODMUCA7zDHIAhGf5KhCwCF0CXrwLxA9xIY1QZWOchbs7o0L6qNBSZ62aHdF2y74QsfzlpoN7bzOBFgQsYdDHPCMVTl13Ug/C+wSuUR6zHmeGfflLk+Ul8BgB5eWE29W7dzqnuk5EtTjP1ZqboElucyoIP+DXavyon+hn4G4wafBwW2KuVXTLa2tcC/8/R1zXcEL/tZWw7XBSsYqY/O1gqAnX1ezsIyZjB3WYK7cgPGfallFumG7Ddj1/sCYojV2QL+cR4LULZ16nb2fIDBZJSpfjCHheNyAesBDgMAFEDDOcOcxm3tbnP2FUhT1niBJfXYbtus00MYADj1+QycVBrr8Nw6r9B94lKYPEVKq8YrfsSmDzeMYpNNaf6UBZhL+w+vp97uQV4jDoepez3rAvJjrM+S+h0AYNZ762en4cEwDZDmP5cZ3WXYHAwJ+oNVTObr5es59VZ9Zho4HX1pImOh7q8A27AxFdq4E+71APBiPqamprT+LL2Wz405qZJyKK7O0hlUX+dCN9YJLWZU5vzb5UZajGkcD/Yg5lQ39+h28loW44rzC/QCMfbBuq8AQIKKALAFAmIuxhgV0K93FYHzzsrV/BjPXwzo9D6md025NeeB1nx/U7q05j9nPMZ6jDRzyjzACOQunIDPQpzRAAC/741p7jngAnxwfSt99CdmKcBta8fsu1kNfKrUwAwA/FRpqTNWzrOwMJ+0SVoBwPolXkGYghW8aCMd5eZYmH9CVF5ghV6yxG4BiOCpKm3sARV+WjAxLehQeloBR6ak3Z0W5DuuMiNdtfGCfRJdPLDo9DJKcAHMI1iGTjHgOK4cJ/3ddHMau+11ahsZH9m9cwxwBahHZpG5/Yp1ibbxgNePA4srUnKGm2s0yCD4h+cmCBXMIBkgIIhDcI1rhvZT3r2HGDjSdgI4w7ly8JUYOe5D9oaZWQR7rWjTKUUI9Qb2z8JCGj50Lu09vJxur3fT8tMHae7qbureAlgEPbhgGoC1sbKchuuLqXd1u7jkIqAc3rhJxlz6tOcxKGTgurOfwfGFfk4NBdjZ6ZAtRUAKwSWASbAJ8SxKR66cc4t5iTMg2tId8bsYDicBAJXyVem7kQkjENPHZAGHkKZt6WRim2nMe39sKwfqU+ME9450XwF/AB7ZrmK/oO2l8xgu0UqfZhANsFmMFASYYOksLaTB6lwaIv16+2AMTiH4N6MHAsyebolrSaeOfdrAP/UblAX1s7Y6Bv/QJ1GW+bnMVAXYGGnqDYfStrHq7Xrc78a0JrPowvnUuXItA+VyxmbnC6alQAiMHWe21ZsxMY4VsBNsUJCNebXFbZj9EvdcXU6H51YIltAEAWMG833o/3HshiadxivBJgT3MIpBvaGu0IYYuwBR1M4108v7k/pjQWTMId2fP9pXxi1k4mpewf1huFL3WfRLPEfMjdKUFJur1JPKIHA2mI5FBzCYSUXHTZIPYrGiHgSeV3Xc5v5bTDiijQuQg7+pqxhOrVFPnSkAoOsUlrZ1cE8gYYBrDdMtB2DrTToHTlAm/7vW/2SZLdWazxRrC4DNB89zs6j71LVxWqg2AdReSoMVCOobc2h3ztdLdKiGRiA+PYCAZIAOxuMEc/t8Pw2hH4hl2FjLkA6Axic2fmBO0t0fpv7TN/KcjfehXicN1pdSH27EWDNDDqGxOeOAleZJr7sJsLqbOkiLBcPd9e8a9RnpymDW4bjavVr3AQAoDcUAA0s6sMYT6hGbGQDdBIA7CB/1zVReMelRv5Gyy7VLbUBN2/lxqq/WF3yPTUDUmwBAXDfmTfZlmXWgHbcjlRrAoHQFdQ/XFdWGWYyBbFw1zOxmjX0Bw2XDxeYKvd/63OLp2WSxh7YgMgfiuPf82Y+d9M2rcdxZiDNmAOAdNf3spFkNzGrgmBqYAYCzLvKs1MBZWJhPUnET4J9enHSys4z8JRUvfvgoXSRe8BvsEWnmaIcVL83YIXZdJb2Y+v2m7ZYrFUb/1sFyDf4pqKgr4i7BPzLa6gDG9fB0v+MAQIFn1Kgz8O8kDXfcMUelCWPTOxwAyYaDaH24IRbxeGlboVwFmMtBE56fzcb2Ne26KFNOZ4p0Rx4YqcJhzCG2FIKxzu5BZkexTwRzA4ABWAJgBIXLI5kaCJQFDCJgC4daMSdHSO2iu2i40iLQwvEhRq40ROgJFR1CXJ8swUiLpA7ZShpsLqeD9fk0fwWpogc0KCHD4/ZhGl29llM/H76Qbj+8mvq3DlL/8csEAZnuhNRGsFHOb6bBw+fGbBMElrjG9e0cdC4vkU3Su3pz7HaK+pJoutKZPahRMK5UN40fBjpj7bIC2uj3o/QBcYxAUvx/rQ+Fv+WkasYLxUiB5xjI5H2zDagXG6Meh2BxSqNRDC8ARmR/BEt1ZSmDSgDecO1aW8tZIQgw1yINcKGXBou9NH9lL9c366o7BgDR54w1w0dA35a5BUq0YqMAACAASURBVBma0afdLRTnrCCVPbscd8hGBMNuN4OCAHzBHgLgC5AXAHdbWqnq7AimUL5B1HPNMAY76Nxa6lzeGjMUp80RaCv0e29LnytD34xj0FMhZdYR1y0pqgKJMXYW5tPg4nru85evZ2AfY1fMGzM2GYW7MR8r9BMFFhZGYDBOqWUGg5qYM4s+qAN/dR/XHOZACf5fAEyAk6Ve0dcEsHjaMABIaQ9KZ01MRZUdYACYoQL1jHEEII5zZQAJrFcAy9IDVDsVncfMoi+gn8aWS2sYaFsARa1/U9Y96qEqjVr3rNaxGgAv4yBYoA0Gf82+1N91fdfr9BGbdwVkdTAQc+naKt2lux9/aswIZR2bLmMYTBWmerx3lD6Dv9dW0+CB1XS4PBdSDsPUu7HLTRnO8dw46aaD9YXC8AKrD8ZO0IFlX0V6+z7+OxyzCAUczfXznI/fnt7K7zvoU14nWhvrebZi5lGDUEA42k2al1yEbWMz9FUJxgHswriSq60zJON6XM8dPNN8JKBYc22kutMlPjZKuO5FOYu7O+4PVjHGOuZwaU7qHYFSIiHhgaKHpATHg4yncA1JoHDtX8hsfzw/nkXjinIf+800cF8Dlarum8/atNM6p/nP+6HqU/MDxxA2YsO8SuMNZda7HsZ8tOEMAHwBx8aLZgzAaavu7PtZDcxq4JQ1MAMAT1lhs8PvTQ3cNwDgi//5OGVGL7H+gqmX0np3X1o0xqDhS6mnqgkAVJBBt9b9/PLp1/MXuPr/6+Z0MfGW34pm01GafycAAGuQz/9uBQCNbVBYgEdp+AVTqqTFMEho1wc8aY+eVuYasPNUHrLOAGio3XAzBabQ6Il0IrzAl+u0MP+8jEOk8BZAKNxgpckn5tTcXBqtLWW9JAGGqMNI6WWwr9QiBAFK1cJ5SwvZREPOfgApFSABAETKqphbCoBwD6Ug4VwcR4bgEsXiu1vbGczGC/9cP4GdeOsl62n5ib2cQjrXTb1tABnd1H38KaY0UatIgM3hYU5Bjnqky/DCQho873xO80XqGfShwHbEMWAbojw0OMiC6Y3UtXAILmMK5QVjA8HR0mIGRx2cd4aWAhsFQSGoX7TVpnUopT6hTPWnjbFTH9PG8Ku/Y5tZPxf7JgA2BI+sO7CxwMBh6nakeqO91lbG6atIkUQfQp2i7Li2BOehE7m+lHWm4CS6d5gO1xdS/8oOWacJTMMGmJbP59zUlm6tTQuxKjH/IdAOUAGpv7yuxORpppLBZbAQOa2hr6t8nrZ80gHedlykbRaDBurpBVDWdry3o5iANeiI/ok5QfO0yTJMAFMNAC4zYwiAHAxS98qNPG5Vr1EezjcA2wIwyIBAMH6CLUhdUByDPo/5RM7UeibdV2m4mn99bXGmo2vRaZ3zTQpqsHbHpjgCs9B/Iu2SafAEpIPhFOOPII1cfl2zE30y0oILAwnXE1NZoIatt57uXJiFdWqutWsNLE4dt9i0AgB4a6eZUu0nhB4v+r/YtBwLAl3FSvS61OaeawpO0/2r13y/d5mzAuA2jUuAqsNPezh1n7gy1h/01Fr0ac1dDqq5dl4BbbJLM5ywyQqeG7OXe3uxwUUDn07qHI4493P+hsYfdGrp7A2Dqu44+0HPIWkGbOxABxNjAJsNMloKcKlsgLaw6kqViP0YwHd5PvUVH7MClx+6mDpXtzJQqPUuQPHCHMf4wlopAFAbO2GkVO4PIE11GW1TjGyC1VccdnF/gIqhPSpH78LMxlgWqKj7xDWhBShZDpn4EEgHWAlAE2NOoHwwF/l8fE/pF5C8odWpPllpcvIcOf1q3qgAUh6jdnS5Bk7gkSosaQsYCHGNbU8D/i+/+EfS3kNLaTDfTYdLnfSH//s/nxieZyHOaDAA/+VzKAX4J2cpwHfzajE7d1YDz3YNzADAZ7sF7tP7n4WF+aime+wzvy9emk34WC+XDizoIr67T5AkAkRPDfbgTOCfXrTwwk72X6QlnbRf1bvi/rJdX0Mvl3cJ/rEaguUn0KsRq7SBIZ5uVOpPguphRCDmYBwrwwe+vEY9+v0mWIZRiAYQZwXz7+ty81rVfcuLrgAPBWFK3w1WGU0qFDAcA/7hODJe7H4EHKHrI7H3AAAgoF70//CSj+BZgI/MGRBAh2YYHxVMp6X51Nm+ndlU4Qxa0pMD2MsBTzDXnM2D4AdsBAT8KMfKcjq8uJZ6MIUAOA0H17leGizPpVsvXEqrH9+lftzhci/1dwZp/untlB5/MlICs3NzQ8AdccLKUmYvrC43QErWP8A+ACIwhRDDg0Br6BwOBhkAwweBfzCPXO+uKydIMWC8c9ZBtlhQYjIcNe48lbc+bhoA2Ab6oe2QJuUaaXwepPsaMxTpl6EDVdifqL+LD6TRwnyTGaogFwAMLrU8z9Tag4srBOy6e4MxIwd1gPTblWwwQY1FAGMynIHrL8oi5ktsXBTwz5ljPu8JGMO5KAcAYxy7sZbTAtGHpdFF44JuPg5MxDnoJI6y3iTOx3FKuz6qTVrSc+vDy9hEmiA0JGX6cJI2bGNj6Tl1PgH6SKMTGITfzECAYECwxAYX1sbgh4CZSJ9mijbGORis6NtYR7AuePo1AevMDioadTS4qQxqyNaKFPQYVw2mlUASgSHe99rWM9xTqZMGAMqlmICDzAqkq6i008K4yumEAub4XOH2Wth1bgiiucnZfWJOKRU75u0CyqHujXnd+L6sj2awE3MJ631lJY1u3Cjzy0TXCzd6B3sIfJjzM8/RPOPpkQa81BqCbpbDNnUTG5mq8LJZR9jbkSYZD55PnWuZKS22egFkSj+NjYWa2SVWWAGNe5QvwfyAeb4w++K+vZ0syUADGwD4mKchdSJAWWsTNsWMzVtSTLGu4LzlBd6jmOHEBkV2fa9ceP09J5j1DdBPz+isS/2/NvGwIXXjZl5LjJmqdzUy4OP9y3UA2adVZ7XTLy9kfQnt5ix7GWmJlSd5F2fjYuMrQENuJFqddZeXxy7BYlZjTR8OqYMrU6WiJWqu9VzD9U4UGzdaN8sP0g30ju4MbN/A0DECi9XHMcc4A9ABQMzrWL8BEoPlHf0aG0LDtQUCgPurXQLKAyQjLHXSf3rzPyulOQtxxgwAPGoBn/02q4FZDdxpDcwAwDutudl5d1UDZ2FhnlYBj332D5iBQmiaeQoEA4aKpVNfzE0jHHSw9JHCjsK18FLXxvw7SSvVZXGGk5W1BmIalz4Fu65m+7UVcRo4N6GHxqDCNPPkhBvBqafLTgMd/V7HgX9HVacYJQyolMaj9vIXfQUBwWCcYP6JvVgFMXICJkstAMCGIQf6jBgy3R6ZfEi3AkMLzIoOgmUEXUq1VDoOGDbORkKgIDH7SBcuOmJiJ+AYgEsw+UDwpsBDL/IRGMDt99Y/OEfx9vmtg3TtpUvp3F/vcde+tz+k/h/dYuWsGoGO0omV2sjnFCDiwQ+Ak2A05IAVzzosLCB+p2BYaZJqxAjGnblXRO5xLK7lASHOw3eqKwU3YgK662F7p57efVpB7wpkUKqnADS/Gpl+h2PGJH4DEBpumQKP6AQL0EyOs+gnAIr3B2m4upAGK8G26nVTD9p61Nc7JPsOGmFK4esgGIu6Zso1PiiD2KSmu1ZAhwBVGiys0NIrzDe0LcwiwmyDbQ5AlvIGSHeNFF+BTwhSqXk5n/UgqUM1ZCp5PjYAUT2v1VlOFYVJRhgXCKCdkhJKFh1YMwABPH33yEmhakOxuNmXoo+pPTEGBPQJXAdDb75HzTSBGgqGO7ey/p+0OhuprwD9oowF0LFyipU8ZirF9Z2VpHVg2iaRP3cbc9zZ7ZqbpPUX/aWYf+Bvkzwoa43LUVQsec4JNt/weQMMLECodFPtOBXbTTLaUnPdVKHhLO1sbl0sviPYg00UsZV9rtH8BXAWzyJTE7ShmeI0QFaffwRKirEYgBrnLM3hMg3TfQWYaH1uYw/GXD18+HzqfuLS2JhCzzTNLEXXMoCxbEqgTEuL6eDh9dTdH6Te9d3sDqxNCgPXWNRgKLMNUU+oQ7DjHciswFAyRrEGrS5lGYBrN7IjtnQBS9uckvmvOV7nx+ZI6S9mCsNNLsxPmK+gzacNWMyX9XysjbrICGAf1/oa9+Kzw2hJ8hyS7pBsRQG3s86owGmm9K4sj3UFlRaM+RGbM9qUQx3GhiPlSViHMNPKWsTcLEC5zJCnvGdqztX6a/1D6fdlnPgapXXU5wiNZYxhtTHOoR5uBm/J/sO7Cz6Y0+E4Ty3JLqUfAP7uXVxM2w/10xBJFsBZhymtPDlM7/+Vf8HTzkKcMQMAj1pgZ7/NamBWA3daAzMA8E5rbnbeXdXAWViY2yrglf/FD+ZURASgJvyf32iCsXYc+IdjgxVQXr70nZh/ujmuKeaf3+O41jkuqKuBDznT1ey/UwB/LF7F/AOQ1cqmO6r8YgMG+MdDnX0X58rwo431dxKgrw0YbCtWIx3XtNpKWk4NWOFF24BLXXOC1WcAIME/MQaNASONwezoC8ZOv2lygnpBqifup2vw/zPriOdA943GD3Kazg6Q1DIKnTyWEYEi0n8RbK6upOG51dS9cjPrsYUoPoGFYDhCWP32iy9QC6q3fZAOzi2k3YtzafXxvWwUAcYWwD8EbGGEwmAlXEtLcO+VLgOXKE/rMSqrAm4HtC0VriHOXxgag7Ggec3e0t81C1BjU2Bvmx7g3bL/lCKLe6GOa9YI2hPtGvpTdLQM12HORwCueF6Y3wD4WpwjsAT2HBw3wczJOoyDNFyeS4crc9Rf7N3ay+m1+Ei3iXWcwVaCtz5fiQmG3xysULojzlUdAZAEWKI6xXUQlPrcCeads/p8fiT4gVTWnFrOOQZgGZ4ZAJn6i5zUre3EiisgmAEdbgpRA5hieRX9vjKAO/k5HCBqYwCyHk1jTGCfAHkC65GeC9Agxj3XFLBhwNDdgs5iOLWKFRT1O8HyivoiSyxAiQaDThqDYgAK2OazBHgSLMViaKS+gN+pURZacdR+jHqonx3jkezVCOq1xoQGIFOSdW8HxAz4Kumz0AENbTaBRgUA3D9omstE/TU2ArRGiHmttrd2Kaw667cCqv3fPC6iPXEsmFWWBtpI86VjbjgYM60ekgXhYKxrqF60YWF/89qYK1FuAYAEodYyeALWL8ed/st6h6WMPs78uZ53kXXfuXQtA0ua96tnb6x/bSzD2LxinwBL6/waTUH6MHKCLACArChPYehLGzTKJtOukupaMw5tvDF1HYDQxkouP8b89nZTb9QZ6i1MQNfaLGNnmoyK5j3XprywmXVn49pF1kN9q9J3JFtPKfdY75ihkNuogLkEv0L7L8xOtAFI/VukLhuAyHUZ7uyYS2Nsih0LYJ2yBdIBjA1Ivp8AbESf0uYVNyVHAWBHv/GNyGgLge9l48Y3TbwPxD3KnCjAz9l/knXghkgYgATbVRqAnAO1mdPrkqGOzardBxfS9sPQCkypewjwb5B6e8M0f30//Yf3/+DZAwD/u+dQCvBPzVKAG/Ph7I9ZDXyK1cAMAPwUa7CzUtyzCAC+8h+9Me9UAtSIXf0S2DpocBIA0BtaAYAYTg5EKH3stOy/GgDUPRz4izKXdBZnr6h8dwAA+qPdEQDIN+UMZDR0+YL9x/LyJbfpUOxAXWHRWWGmHd+Wptx4BqUU6eXYWTShNcTj8XJtZiQTwGSLziFf0hH0eztHCpt0+LKQ+VK8+Aew52wJvNy7/pxcOQMYKLv3wTYQi6FoAaGNI22HTINguZTUYbG9LDjiyzpEvC9spoMLqwQAu7u30+3nraf5yztZ3B11gVTdqJsRgMTa8TaCoiO1JxVwRKOozgrQYAGkjFUK0FD6sbkZqh0ajVyZcBwFAgpIcSDwtACgB73SZ0QfQACFIEnPzHaNNi9O0sN8XATWYIbwI3YeAubz69mps9dNg42lrKGIupbeXwRZ++eX0vyVnew4i/6hfoQ+hXLg3iif6qNiabnraXF1dcAJgbADgGKB6Jq4HsBL1AeARpRBQLdSzSo5BDCCCAaAMSKQAgCgpbfxYWM+U2ryBJjsrExnuwBwEWjhx7QBxPV39QYKx0xIPqyvZhaj5hFootHxOICi0SgNL2ymLsAGaR1WDKKaMVW72+ZU/gzWFXd0B/5UL96OYeBSJAY0LsK0hN8H6Ec3YgCYkClAf9N1gpnJv+VUKn006iru5/4nh+k4jteNNneghAcjVdJYmw0AUCA55kWxRmutP2u7wu5ypqCAXAN0G6zBmhmnPmIsxJJijeeXJqHSOgniVSC5r79tjGWZE1m703Ed+oP4gI2tcaqUX3zv4KLXXdTB8IUP51R+aKcKkIx01LxMdItxSsMduQ1QxDVDjgIM8dEydFiH2bQD4KXGjplg5MYP4Fj/r744DQCM49hnIAOAuQQbGJAgkBmaxj/q2TTtNH821hUHvHXvtjUgxkthKm6spc7WjTFwinXNjD9KWru9o6HNGjq6/o6nOQHzK+oLzEIyZyP9HWsw+hjWZaXzIj0Z7R06u5S2iI+A7Gy4lBmAPBZyGEtLmSmMOsR/6CdoOzgd+ztltMF7rv58euWF78hgojnaezWVzR18GUxQgrRk943nt1I+1ylWPZgRSElZjw2S7Dw/lw5X59Kt582n/XWkCKe0cH2UFq8N0sKVnKLd3TlI/+v/8V+lF7wgG2g8/vjj6dFHH20U9VPhjwYD8D4EAD/+8Y+nn/mZn0m/9Vu/lfD/CwsL6SUveUl6zWtek777u787LUPP+B583vOe96Sf+7mfS3/0R3+ULl26lC5evJi+6Iu+KH3Hd3xHeuUrX3niO4xGo/Srv/qr6Zd+6ZfSH//xH6cnn3wyLS0tpYceeih9wRd8Qfqqr/qq9K3f+q2ppw3qE195duCsBu5tDcwAwHtbn7OrnbAGzhoA+I+/4Iey3hrAP7JNYve0LTA+CQCol+Ea/IuXXrHBxLbKb3QGePnLdFubTGMA4qVOTDE/T9fzAPYuwb9pXWVq+m/FIHTwsIi146It4B+rzQI+AodYgOMZjgP5jixruPA2dH9qPS2vVwQIbeCk6xxGe5Y0NKZOZaYInyMcfyXkX4xFxHaRnpLAyJrB43pdZNKYYyuABrA1WAawBMNlOFKXisYYGDtyTsT15PKJFOiVZQqm06kVjCUASwhipCuENEoELwpsyBwKZlAYcrTWec0q0kEtLIUSfNeg4rRrGMBdWDNx/WIY4OyoenxMK4vAsmmdSP1SKWMKfnA8gBEE5Ht7ZH0Q2EMZ9PKoc2A+IHCnsCvAFJnPKdIEYDLbhIAgQbReGjy0mXrXdsZzh4EHDYMNtB8CR2fmqR4jfS932WCyuM6TAS8EbCLNdbS+mtPHvS8KXFPwKcYU7qV0ZgGA9aaH6gWgQ0mFh6uo0odjbvZ2cDDKTErawMACNkV64oSLrOZmXb+x6dPcjCipkuq3kfbIdUPzarBxCpsL991YTZ0r13OdBeu2PI7WCk8VrYJ4yhNEmiIBQE/V8zVHawDqJ9qcrCUBeQjoQ/Os6H1GmqJS8Tk3aV0KLUL+JsafjEGwwbGzm9MRdZzmLzGCC5DYHTsBy/HUmZtgO8ndm2A5qEHZfKSknjtTUkYG3ncrJmgBiMXQ0jwhMw81gABAlEEMPWe94ji5NBPYDG1agYAuLSDwz/4l6II6kt6v0tDl6C3Qie7tmcnMTw3+KWXXmFqDRy9kLT3oAAbb2EEssRgb8+JR11W/QhsvzqfB6mLqfRJO7qFRVwPjbSBfPU+3bbo4a871bLUORj0U9pvSUZU14XOPg5n1u5QAc/TVqOcMAGYN0nTteq5v6fnGWHRzDraFNvNCt6/o1Kq+al1Xsf+C1Yp3DOr9iuEd73FlrHFc7uexaf01g3wL4/PUVzTfYvMUz4NnwRjc3c2gPJ4D63Gvl9791P/Caz528btyP1ZWiDQ1fQ0WO1wMQACWuBcNYAIIxMWQBQCJCbZXaNgqs8P1UHFsuAIDUD7YXKBu8M7FXjpc7JD9t/rJw9TfHqTe7mHZ0Nrbv5F+78//Z5Z7BgBOewE5/fcH17fSR/8eGIAA/V772tem69evtxbypS99afrt3/7t9Omf/umnf4g4A4Ddd33XdxH8m/YBCPiWt7wldaa9O8aJAChR3ve9731HlufatWtpc3Pzjss8O3FWA/eiBmYA4L2oxdk1Tl0DZwkAhObfcGEuMzPExlHg4/+qlgS+TWMR4TjXocGi4y9XOr9OHapbYcoLMw9zAFAvazrfXuzIpIl7l6CmHHc6bZ020Gsa8ObgnD/WNCOOAgAa+DeNXVhYg8YiPHUHjhMExuHPkjLmdVaDqZa2PMEA9JRVpQThpVntEcAh037DhbcE8Qp4FJzKHRMBjqWSMRCSLpaCUwVO0qJSalGAjnw2OOMisB1F6h3SjWAkIaYOAq1luAffToMHVlPvyi2W++D5cCwdpv617ezuGWwv6a5l3ToE6ZkZcBR7jwVv08pTW0xj7k0DxmtgSi+EBEszi6MAf2QnLYxTV9vYKt6JfLziezH3pnU0F073dCowQMSOQrqsWIViEwUAOLqOlNBw/0Y9AqyJoErBIG+NlC8FVmCN4F4yZlCaOK6j6ys1DEw0MESoORfABfoo+qfrRKot3K1VIJuYeghSN9fTYHMp9S+DrQNWWqQ0ojzO/kM9IijFuUpvE9Anxk49z0nXCi6SnDvBbAxdqzoVWIY80celo1hYSmovjBW6Jy+lw83l1H/6emYBItD2lF8OFmO5KLD1vqvyOwMA9e2O7zhe7SkmFlhOANYBzjNN86AJ7gjYkYYW6pHPP3ZxJcimIEabFAIOVY9iMOG5KtYS2zvmNLmSoq8IaJYJAqstvs8gAljIOT24kZoe5cG1CCRqU0FzlNo4mNSavyaGUQVGSEaAYzaYisU8pNJ41Pw4AfrXrDeBhRoTMfcVYNH7Qd0nfI4KE4sylgjcj9rdgx1AhFQDPrEpwP9HW6IOJd8gQMsdhTnhBwAd/aHMa0glPbeWjTgAxGzvlPFXjJ98DDjrsbEZOMrzt9jwmj9iLIwe2MjpxQ7EnmbRPepdBtVATdr5XB/ciIKeXWa68cPNvqyTSkD7qHcwLxeeSYZWMtYp+qldmlxpHmgYsEVf56WU9oqyyUgNYzr6IesMY4UA+JhNyw2/6zfyhqzMQWhIMs9zOUeZmc/oBY/wHXR0bSsbf8R6StAwUoo7YBlfv1l0T9mFOLZ6kSLcLc7A0uFl3aaU3v3kz5aaeezh724yAMX61NwXz8p6BqAoZjdAPM5/HUpPAAzsIgWYIHgaA4Ea96XvddNwbZHvwcO5Htl/+xv9dHujQwBw9YlBmrs1SN3bg9S/tc/NeNznrAGAL/4Xz50U4I/822c2BfiDH/xg+tIv/dK0s7OTVldX0+tf//r0lV/5lWl3d5fsup//+Z9n7/isz/qs9IEPfIDH3MnnDW94Q3rTm97EUz//8z8/fd/3fV/6jM/4jPQ3f/M36Sd+4ifSn/zJn/A3HPejP/qjU28BgPnLv/zL00c+8pHU7XbTN33TN6Wv+7qvSy960Yv4DB/72McIDP7ar/1a+uu//usZAHgnjTU7557WwAwAvKfVObvYSWvgLACAr/ycN+QXFnzwAu6uk/q+fnE9iv3nzB+8DILx0sbUE/CH+7allHkjHHV/HOeBwRHn3WvwL794NvX/jmL+saiuz2TnFhCOL51iXo6dges+WbT2IoX4pH122nENDcDYGT/ymi0gYAmcWDHj52A6nQd1IQKO70tgwpTnQaQJZ5Hs8qmdm2XEgKCAO/G9nP6DD/4OF0gGzvsHabi7Ow4eQt8PARYYI9dfspIWrx6mUR8v4d20/MRe2t+cT8N+J639xZW085LzqXM4SotP3EqdTzzNaxWNNGmzmdummEMCCppBa+Xq6DuxbQG9KiB0shrBafSjBkNG9QRmRoj0F6dj1MvhYRpu77DOGiBKW0PX4J/K6v+6vpeuUe8uQ89PbBOBBn4/BlvhfIxgEfWrtF8AgPhOqaI1w8YZOLHBANCQQR/01Tx9M4BSAofsA5HiVs89lQ5UARq1gYE5LYAcGtMoTVcAFMYugnYH6fCbQEABlb4hUs+naCszwslsw16uNVwfzxcAY0kpVRAdICDASaT0EeCKDwH30FmDxuDB+eW0vzmXVv/8ckpbLewEAUACQjhXm6aWyqj+iedUar6nqur+fK5w6kXbiA2pNcDS4P25sqnAfNakA6CNcx14jHRglg1zCPXIzElajD/UjXTLMBejDnGsmHrBJKI2ma7hQLQBgNzQUN0iLZOGBQECCEAS+KiyOhCoOdLXrwA9xXRltTlYGSAbv3dNwajfNvBPbT/xm9haZSMudPaOSAFuDlvossacG+zZRlqtH4yywhBCdR/svnKIxkeAWw3mn/qGxpc/O8YQ+tPqchquLuZquXy9mDEVExYByOqHbWnPdXm1ERPAEscf+iDaXG62bfOmvvPU5xqcnnYe+hrqlNqDkeqqTTGcI7a5bxr4Jo7evdqkVASOIc1a/QjXwXOFidFwYyV1n76a5x5p50bZi/am3tvsnasAcziPZhwBVMZ8XsaJbY51zm9S69FTdPns+P7mdt5k0yZObM6Q/Yfy4zylB2usBSP4PTf+t4nafeyF/5Tj5d0f/Z8mfkMqcB6KsYEXIGNhN7umsJi4GKdIbQYTmfXXSwOkiOM6Aah3DgZ0OQc7UB+YUKGfHq7Np8OVfjpc6KT9tW4aLHTS0pVh6u8MUn8bDMA8jxAA7HbT7uhW+o8f/He8zFlgAN5PACDAvt/93d9N/X4//d7v/V76ki/5kkYf/Mmf/EmCdfj88A//cHrjG9941KzS+tuHP/zh9LKXvSwdHh6mL/zCL+R9kK6rD4A7gHpI5UU5/vIv/5LgYP0Bi/ArvuIreP7a2lr6zd/8Tf7d9sG9kP57HJvw6GYKTAAAIABJREFU1A8zO2FWA6esgRkAeMoKmx1+b2rgUx0AfOyl/4ovMB1qNGU3t4m0X1TVNACu/l6sEJyDXVIwPaAr07ZTXe/uT2uSk4J/J2jShhnEKVN/WQ0VeKdbuinIBACo1E27X2vqrDPncGFLozvKYORO036nVVcBFnFAzVSrARgxPpRiq5dxXbwOJvF9nEMQCjpASrGzwL3hhCkg0dvLNLMKAIhAGaCXAAhoroF5IIZB1Cnvh/64tJhuf+ZDaeeh+bT+N9t0eMRu+wi6POsLaefh+bT60d3UBwsQbsJyc4yAq4i747pIL0IQJVaRMyZNj6swf2ombNs4qhmtYg/Fs5eAPvTsigkEmGnQqgKrQ/dB6hL08hDcqZ4RYBgYcuzwqdPBdYL3Cfy/jXUBcTxUwa00mkLPinMLAt4AbKinKI0+MYgFlnmwK9Anrl0YYioPWaMV4BplLtpTYqUplb7Syyvi8OhbcKeEqYWeD4EdLo97QDYBgFC/m41GMJ/K+VJAlEA9/GbaWiySgxv1ZkYBIPp0xEYQSZOE6OeF4VSZZ3QeOJcdPY3dx/4HBiD7bC8NNpbTzqPLafWvr6XO1az/NfGhnha0Elvq0hkyGts2TktQLfC1pAgGmCJgt94gkgO2xlZoxjXSdVUmALlILQQwi6oEQKOUcrGWpBlmGwUcv9JxE7Cnfjo/PwYApzAAeTOmtd/OGxDh5ltS2OXuq/bEM1bzY94w6eb0dgHTYpeJWWWSAq6NWJxmXSOvaryieSfWaoA3BdTGnCUGYKRbFoYhmKcC7lscdHkN1HkwjV0ns+5DfM6lxTR8YCN1t2FqkzUU+cE9QidO7x+tab/OzNOYj+tiXMLdm6AL+vHt2xPGT+PpKtxZfT1p24AUwKrxB7BnbTkbdMhp1th5hTmvOQabXtI9DXZfg13XNuGK2UhH8GAM6zhsaoHZqPlE9WdzpzYmuKFqY5nsuZh/MAcMn3+RrLUONuLAmFTKNJ41DFrksF7MaYIxXUDVmu1OVl+UG8+BeS5MsbQGa60ubH7XGWQdzef3AYDp2BzARhbqUZvS2DCsHc8DbHRm37FrWXUA04HxsXTyLFHRjfew6Kuqc62FTAfuFTffkdaPWKeQNYA1gexAzheJjMHB6lw6WO2ng9UumX+926M0f2tI449sWJVTn8k07nfT7vBW+o9/8m/51QwAPG3rTj8eKcDPJAMQjD7o7+Hznd/5nUy/rT/D4TB97ud+bvqLv/iLdO7cufTUU0+lOenKnvBRv+d7vif97M9mZuvv//7vpy/+4i+eOPMP/uAPCvj4vd/7venNb37zxDHveMc70ute9zp+/9a3vjV927d92wlLMDtsVgPPXg3MAMBnr+7v6zt/KgOAZP7hJY277khdC6F2tGgNSPjfbew/BwHEFsHLE3aD8dIqQMSu00g5OqoXTbu3ldN16xqX0u610n89neYUAGAbyHYc0y+/wMWuctEZmmT0tQJuOF4sPGOy1K6/tRuxnr2hK9jiUFzqqA1Uix/rcnkaKateKabBBOTvU9JXS3BE5kJOEyvsP2OyFHads3cMeK0ZhiWooUvwfN6RX11Kw6WF/NL9iadyM4RzIFP0mFo5x+Nufea5tHB1P80/fSuzkfBBoLqykG5fWEoLl3dT92NPZl0kgEShPZaBrWAYIfAR8yL66tjdMmsP8qP2VEqT9LXqvq/6ENDoqU/GLFKZxI4TuIgAioBIpJMB+GMQ8fzVtPT4rczwCJ0zAoAC15xFpTKRfSLGV4jis0InRdB5igv3VyyUov2Fa4LJhTRsgFGFURjOvjEnKQAsJgkKxqQvheOMMSZdt6L5VAZDNj5R/y3zDr5UamLteBxAZgFZVlbSwQvOp8Fij+Yv0OMrabnU5lNf6DB9vGykMCUsnK9xP8yHYu94ep3mMmc01v0CbQ9QF2VF397ZyUfERkr9fB2IiiPAlo6W+qi0Mufn6IC99/ByWv6rK8XFutzWgOtibODtbn3D2WVlLMQzFWBaIBTuXzHHGgzxAPQEinK8CqBT6mNsljgricABro2+vQ8Tj2AiSWOQzEEcAyassQTDCEDjuTiTco6Ka3j7OFirZ8TcoevEOGLfxrHQaStAY9YhI+NKADWOg2kFXXXBHD3IwJv6pDZRAML5vFjr8ll/KcB1fMe/xbxUnxQjFfcMxvR4yOR1q7SdbTo0XMdRP9o4dKfsqu/ymVeXqdXZ3dnPIDlAHX30XMZwbLhAa1z4eMV3NI5apGM2DBV6N/ayjp2nlRuoX/Qu1QdcX9AZe5obvM9iQ3N5KXUA6gVz1O9DoAp9TCnXAKrMWIjsNgA6/tx6ft/MiPmVGqc0nIi0c4xzjHltjqgf4nfNKQKm8Cyh4wd2XgEAg/kNU6tLX3Q+LV0dpLUP/F1uwwCeCWTH+l7W7QAUi65yvJ9IVqUw8OWAbaZF1PLTMwvUlvkG+p63T+hpOpgK5iiBT6VIa2Nsfj69+/GfrmfJO/r7sUe+p5mlEu8LhRmMq2r9louvAEKmBgMEnMtO9HPZ3ApGSDD1QJsjpXc4303dwxG/39+YI/MPWQa9g1Hq74D9h//yBkx3dz+vMZFivHtwM73v//0p/jYDAO+oiVtPeqYBQE/LBQD38pe/vLUcP/7jP87UYHze+973pq/+6q8+8UOCtQeDmE984hNMIwaQOO2D3z/0oQ/RRAY6fzV7D8DhH/7hH6YXv/jFTB2esftO3AyzA5/FGpgBgM9i5d/Pt/5UBQBf+XlvyFolCEzE+nOgbdr/o7FrNl/NzvHULLxIkYESQXAAQHzBDFDl2P5zJwCgsWiK9p80aHjz0+n+HVvGtgMcDFMqXZtxBl/gozw1W5Cpa2BLNIFDgY/uHtwKUvq1o4zluGl1YGYTBQQUwy3av+Hmi+BS4B/fXsNpVnUi5kYBDccmINzxR1CuNDcE5mBvgDlQsTLIGERwQoH8g8KaIosQ919bTfuPnuNLdv/STWqtFfAD9xBTaHUl7b3skXR7o58WrxxQbBupNocb82nhY9dy6tPmatp90WZa/uAnxi/+DPrG5csRSRiLWJkaQVNbv/BAswae8sBoniU2AdKfYmxx7MiN2dgdLJL6DP4Isf7hhQ1ely64ABtkxOIGA21lDbCgdrxUehSZS9RFiqAxWBsTl6IG1VwGPgD+RcDP9nQWYuhZsg7A5FIgRtAvgNQ2/UQbIwRRABRJ+1CglcBZAxl4f2ctswLDxVNACdJBz68zxWv34cXUuz1kmhb6GcZmbxuAH7SwMsODAIHPqQrOFbCL1Wjjo9QXgksBnDre+wNYrZGeVzQPXZuQ4zMAdqRCn1trsnvwTHg+phj2E/rF7QcW09LfXh2n4+p+tRacCtkClJTy69pkAKEdsolDMU1B35RWZ5S1sfEUBjCFZYTmwDOjTiKVnABLK1NxSHCfv8G9V2YfMmwIAwHeX8w9PKsDd/8/e28aLVlWVY2uiLg3bt9mXx1NFRRQKM+hSPdEEAWSZgxFQWy+D1F4QonCJwJSNqD16IQhUB+NKCqCAgMY8oMmC30izRN5gIog0lhVdEVVZXvz3szb34h4Y6695op1dpyIG5l1k7xYEWPkyMyIc/bZZ3fnrLnnmpNgCsYnGU3or7wvjOGk1yI4xX9znaIZCFmYSEnHtQAU7Z2VytKyjunm3ISCYjqfMX9o7JBNIp0/nLd8xoZ09Qj68d8FYJasMm74sZ9zB2amQxrg7oY4dO7FGMJ9kNFoAGCvDT0FccGgRao07pFGCXyfYF3i2Ct7R8gBQIBss5MKAOqjB+sbWd9xvIa21OcNPlHzM2PPpsIqvnHkzDpqT8L0B8+obBPHU9PxfAKYhXFmaeLef1y74/znGuF1NndrGy8KAuJdjcYoNk8K8hKWhq6MUqxBJgfhACBMN5QBnIBYZbyDNQnGJO4lZH8oQzpu4Oh7iz1zyPwjo5DaeHyW0e1bnz+1NJ6Nwedl8D5tjLmTNxmQOM+kCjQd2Dbn+AzZKeCP1VAAEH0Q3hvben/2jKAjPfohHkfdQGyoAAQcgSYg3IKrAkYgpEWaAPLw7+H09+a4aQXDPKQhMrwK5t+WDJ3BxmJLy6iubaVNJmzeNc4MGIBl7yd38rsLDQA+/OEPl09+8pMyMTEhp0+f1vTbsg9Ye9AJxAcpwEgF7vdzyy23eDpvN5Yhy8LvNAnBeQD6+AEgeLe73U3/+4IXvEB1A/FZX19XcLFer8vBgwe73kO/9R0cN2iBnW6BAQC40y06KK+vFvheBAA17beOtN9m2oWnSyPuOAcf2Ar+Yh6AMwZFGqRbqoS9wCloxWBTmSLGkIlBOMo+F+2/PE2MZXX5HsVH1lqBldVX797Jg6KrLtuPaY5dUon1igRB+G8Vv0/t19V1t0QHMGoEJnZUAhK3BQB5Xbv9qE3IYMJdm5n6q0FBliIY0mG8HwysQCoUwBdP+UEQAeCPTIQMAFTwj3qBeJE2cEiZPhaIyGUHpVkfktqJFNB4ChQYcbNTUrnjRGLGTYzL+r0Pyeb0kGruYBd+fbYmE7dvSHWtIUO3nkjC4GDOQVQeANupJdckKgR95izIND6fP/m4NkfgghA67jkwW+Jo86AR96Z9l9IHCywvNYpppjakFhsLiamy+LcFo0zrUpCIwG2Xl9I0FhMYVkjlDd/rMUG3rJBiH9YTAh/J9GGrU8wfddDgOmPM9tJFjA0WGci8rjJUg4s51wkEcCiXek68n1gG1ywcMz4mTbBKx4dlc7ouW+MpbWv0FPSaDEAGI0+DeNtUIRMyBpX5OhXXWweREqvRmYcEn1hHsMUAYGH8B3aR3mcEgxTsqqd0X4yNtQ2RZZg7IW25DQA29s/J6iVjMvmFo2mjJgb9cQyTacn2RH34XZ6uhPukIUR0UybzUJlotkmgz4lkqtF2z0ybRQo6IwWQzD4ACQQpQlsquGQuv/pv04z09Hbty2Yaw0znJTBDkI/tQndUrBNkC+bPRDczCuxOvbfANMU9AoAdGUrPWWgxrttahX7hb2dXFRRX4yGkxqJPCcZk7a8bC9EZ2Ma/jhVjB+oxBFxzN2vUEawy6u+hzVWnstl22uWaT7Zo+I3pyq5Nh2Opj1ZioFOYngAvwUgdSRsABOnz9TLXKdQy4rNS18Nk9pD+pCyD5vSYVNY2pAIDMwVQzVimZLNAwWiMKY4nMsSDkY4vo5bi6QCgOnPXpLJ41liAplnLE+iKOzGWnK7RpzCrQB9xjUZ/G6NNpzX1cfFMROo5te0sa0GZgHSdp/4s65pvLtgzwsE7AndMr7V+aE2Pp7rRKZnMQm3v9rOGG2iReco0Xl3TMZZ1HYX0gwFoGL/UcKVDt63FcePKN/JQN8pn8BmHfh0akiO33iCHDzy7uG7ByOM7nemL5/u2dvjSXzfzDm7CGrsdbUsdRj4judGUAdUch63R9EwHcw9gIFh/reGqNIbxd0XfNRQIxGMVRMHNllQbIvXFTaluNKW6tpl0A1GGgX/K3t86I//v516tt/jfggH4m7vIBOSPL5wJyL59++TEiRPygAc8QD7/+c93HaJw052fn9ffn/zkJ8t73vOevoczHIaf8IQn6PGvfe1r5XnPe17Xc/H7b/7mb+rvOO9xj3ucH/ve975XnvKUp+j///Zv/1auueYaue666+QDH/iAbNiaBIOSw4cPy0te8hL9ffAZtMBuaIEBALgbeuEuWIfvNQCwkPYbg1T0XTfwL/4W2X94QWHwF9Ib3QGRaU8IpGLKJAOonQb/8vpHF9vzTP095yFN8M6ADN9JZ0Gm69ctldfjCKSbMlDfTgswSw0jA80BQAbqGiycAwgYbr4j/Tem/cZGykFABKN0NTTmE4JYAhyuAWjmH0hxykHOKgEAsnJG6u0Aj4AFgsFLDsj6pdNSP74iVaRhrq6p5hS02TRgMyZG8/IDUlnZkJUrZzXNBmwufCDKPXp0RVkkzW99R7+rwm2QoKQCV6bjZYANA5fIWEonpoCIzAZ3LcaLFEBFBBTUPsQ8RP0BXpw5m66Ha4XULnxXNVFnDaJCGwLg8bRLAiBTE7J6txlNKap/80Q7vZksTAIJbNtCH2YMOLK6EORHR1aek89jNSCpt/WvyP7DtQngABAFy8T+r+2BNsN6Yu6Q2869mC7LOpCFYuwzbVMDgLTv+G9uVPAiETDFdygPa9bERAIt7FoI7LbmJ2RzGnqPLVndNyST39mQ4YW1pD+2YRp6TBMrAwK93QI4GQFApJMBLELwHOuFtsEf1Af9h/EcN1YI1pKVROMFHY9VB3t8fOIfU5PSnBlPzCnqi+XBLftFy7U6E8zTiQP315Qiz40gT5knU41ASgDKOlxgUVbsU01f3kggIAFibvpELTS7Pze7MXMOTeVFn/M5hOOoIUaWJo0RAGSAKYg+p2MqjQyygUg2kn4dWYK8V2WUJuAYYJHqQ4LBRMMQ3Av7lW1NoFfZdAYqhecZDY4Krs4EHAP4l88ZZ+8R9LLUV+2vTH+tPRUAsBnrMab1Rrd1brrQSXsbQy+kQ4OpV1lHujEYs6aDac+kDs2/ksmfp6bqmJ4Y1/GrLqwAAMFmw30FANDX3sAa1XVbx25iqOqnhHGuzHTTXlWdQjC7xurpPjj/ckdg2xj1FF4YVuA5ODYmjUv3SPVr3y6k7CrD1cadjnfOMab+YowByAdwBOfsTB5D656/+xAcRf9hk8yMLfQ5ERzRHSi0DI0opaLHZq7UZEvr2hTXAIL+jWYyyeJGAdZ5gpcddcSatFlIa3dwEfNxdKTUtGPb58I5HKDgHzeKmL7M81FfTcWHtEmQvCAAHVnnunZZ2jyefWCkmj4sALzmcFWaYAZWKwkUxCMW02y9pRkI1U0D/8z0w6swUpNmvaYuwP/0/yVG1gAAPIcO3uZQZQAaAPiZz3xGDh061PMMpM72+1lbW3Mjjsc//vHywQ9+sOepANeWl5dVvw+MwH4/0BV89rOfrYcDxPuZn/mZrqe+733vU4ARH5wHRiA/YB2+9KUv1f++7nWvU/AP5iFln5GREXnHO97hZfVb18Fxgxa4EC0wAAAvRKsOyty2Bb6XAMDD97vONIkQsBnzIjJkut1tzv7j/xkERCBQX4Qq6YWWoBtSseDohg/ZGNul/8aXxR4Mv4L2Xzwngn8xTedCpv5G8Cu4wipLy3R4aOxRlrobNQX9d7xka2qZ6aNZHxUAxAAAEvRrM4jarJTIgCyAbP20Sby3LF25oIUYjvM0Twu6teqWlqQMwPpwArVMbB6sN/0+d0YOYCpF9DWoAwuC4AOCpOlJ2bj7Phk+viwVAARDQ7J8zX4Z+9ZZqYL9h3RVOFGCUbG4lAA4S+XbuNdBGTqzIdVvH1V2IZkP/vLPPlC2QkpD9o8GnKbZZaYSnnaF9GTUn2mHygQxoXQAYAgmwRAioGOAmKfwWZoZznHjCtNj0usTwCDIOzYqW5fMy9bEsAKhyl48cbooCM+gHcAhU2x5MwVQLbgyx3S4zKSgsGzQTAN9SuDFznWzCjJz0c84JlwzpROb1h0KJjOLgB4NXgiicL1hJXgcwXNqHEYmno1DPSUyDjmuyYgGWEtAksBitapsIwRlieVRU13AkeOrUj2zntJ/CUqjnAi4xIbKN1K8/sYANIastw1/RzA9MVYEAA1wSPPLpAKoWYlxGpi4BT1HHD8yIo2D8wpeVk8uJkZQKZhAHbKUGqugCAEy6taVmX+wf0wny1nCYP1ZSn1Bx5FjgfMLcwvgGcYqNpLQnzgPc5QGImTIAiiMRiBYdwAChmePloGxiTI5dwDAYCzCBdlSUwvsvzgnwMzB2mL1c2YrAReMJ9xbtSaN/dNSWbd2pQlJZGxxLWeqepBIKMypwDLWlNIS7VDf9AnrUkEHUAFJsv8MpI6gnV3QTVsimMzK2FzscMXG75HxWbKxp2CYGo5YGinnI86LIOB2m4KsJwHl+rA09s2mTZ71TamcPltkAHKtYYYC7wXjpIxpid8DsKoAIMEflFGFsdmIVDZsk0bBzPQ+5Sw5zseg0ehALDc9yJZD/Wan287eKIf6j1znMU7RfhgfOfBdGCjeiW5K4xtTNHwCCLl/WmpHT9scsvlO9/hYXjbu9bllGze+BuAYrGVMs6d5T0gHpulWXP855x2IZbqySROofimYft96Xdkd7th3CgCivWn0wjT++HzhWq0bYQBQDcDXDjGN3PhOhDRgZUWKtPR5ljIjGmND0hgdkirGDsYYXsHrVTX9UOYf3gNQpDnLp+dTMgFZlrPyqU8PAMAd63grKAKA/ZQNvb1+P8ePH5f9+/fr4T/7sz8r7373u3ueeuDAATl27Jgagnzxi1/s9zISXYSPHDkij33sY7uei9/J+nvNa14jz3/+8/3Y5z73uXLDDTfo/wHwIfX36U9/uvzWb/2WXHXVVVo3gH4ACcEIxDHQCwS7cfAZtMDFbIEBAHgxW/8ufO3vKQDw6t9OL2sqIg02R9A84YMtZ8LwJSfX/cP33NllGgi+M/0t10xCsIKXaAT61BPjDnavl/1uAGD4vsP4IzImLBDq0JzpB+zqdzyXperiXAZKoQ6uQ0hQ1FJxO8Auu3YBAAzMvVi1CAKWuhNz55oByZ1gAPp1M4ZfKVjHewDYhSBIhb0NMEOAYGmgBWYfAFJNR+tMdU6sgPQSre0YnAAToyHpaimbYHZaNi6ZUjBvc2ZERm4/k9gap04nTbh9e5JGFEEwsPHglgpQb+msgwUerMQXe4K64V7IkCgwJAMgoXWlxiEYI+gDSw9sTiXX0uqpM+15w/lm4whsCk3xtdQ+PYH6WQq8G/tPGwfMo5o0D+3RoEGDPBxrQImmP1sqk4OzBph0AE0a2JhRQkzBQzsp+JqcV9MNtNM53QmVczykRRK40LYCSwKuysaS9LJwXQSZyngx8ApBL5goQbtP2xHHEcBj6ibnngZeSefOWcqFyWNrH4N7MtiMXalAGH9jwGdSBwBtwfBgoIagbnhhNZl/WEqlXoogB8pBe0QX3S7pwFHbzh2jY70xl2igQbfb/L64BuXrGOZIrp2HdMSZqQRc0i07itxHFkx0ZI7PCaRSBlaSs1GVZQntRguc0Z9oXxpP5Vp3vrFkjtpkINlmko4J3IPWqSHqFp3fO1J8YdQDsx81UYApyIb+DSCQbCQA/D4vOUbgVo9u42/GlHKHXluDlJ2J8sDq0rXH+iSOpUolMSsXV5TVW9BCDHUuGF10e+4YWxUMsqifSQMbLyMzBdFNII4VtOXUhLtHl2ooUvuPwG5gf2nVuA5EgCykhvfS9NUxoe6uJhOBe0IqsM27fhiAsXnIQIOWImQfFAAEA/f4Que6FXUDI3itDD4DVEPhvpZTi5NSAcbsVCdgPFOMGa7jEWCiP9sNJMgANF2i0R8c5/x7eFjWrrlURv/jVtclVKdblWcxLUq0HfqDRlW29qdlvy29EftA74PPRYzV+bnE8sW8wN+6+ZUAWKy/rqubj0NuptrcSuB/YLFC01U3rkwn0Bi7BB/VlCpq9nIztMv7mm52GeCJFOAL+XHzDzyjsU7w2c2L2prv78poM77vYiOhVklgsDEova629kFqB8+KxkQygNHHJY6350MLbO9aRWpL67pZp7qB+r5jz1T0Ta0qK00AgK/S0/47MADv+b92TwrwLa9NKcD9fM4FAEQ/XXHFFVosnHXf/va397wEjsU5V155pdx00039VEePuf7661U3EJ9/+Id/kB/7sR/reu5HP/pRedSjHuXn/e7v/q4f+4xnPEP+/M//3P8PZ+E3vOENHWW9613vkp//+Z/X7/thNvZ9I4MDBy1wni0wAADPs+EGp925FvheAACh+acfC5y6uv0yqIvBHV/S8hccvkiT2cFmZGrR5Fh6MQL7AgEWAZcSvaEOHcB8ly0Gy90AwHgOXVajaHUEG3cSBOR9R0aYfeeBMI9x7ageen52rAOAsVzeQ4khSKk2IAFA9j1TVgJwqS/pZey+smmRp/eGY5wFmJuYBJMMPZysEwjiWzDPwEkD1hLH4oIGobFOk5j5RErDMpBh8+77ZGhpXZbvMS2jx9d1V716+8mkF2gARWV6SloAAHEtC5CcTWjOxMoAtICGDEAFHgloYCoFt1vcVmQFKjhAHSey7Gamk/kGAUD2CdliHL9kIjAd0VhKCl5SmJ0gDgMy9gPm4vSkrB+aluGldaneAbffDe+lQvogg9E4RmKfWyqiVtPaqpDWGdLI/BgERhD6B5OKzD3OBbJUmZY6PZl06VSPrB2EKqiBOtHAAeebhpa2swK+pv+FL6z9OtiFPIZszQi+xfWNDBYyB9m2OD6YOuhtEPwEwDSMwA0ApajW09BJMI+S+YgDf/nayfHTTQsQ6wNBBDIu83mIa1pwrGOfjMiSNZvacF5EiR4aGICemklQwMBfZ7+G4N0DZAM3I/Cn/UO2K8cVQRQf76YPyPPJAI0bUOhTzBu61jIVGOs60/9RXtSSpEYXwAdoqgEAhIkAHUNtPikj0PpYmUnqHJ7SQVsLpxMIinmFtSndUNuAAGOSQLTptSmopYzeeipjqKpAlOrEgdGDTQU1vbCgHwehbRwgz3RTY38bwO1anQApsDZlKaC57l9q6sQm0jakjllI16UGaLxczv7zY+JczkFAtLttLPU09cJ4Rv05D+09oXAuK5NfL9cB5do1OqImNtBKq0AiYXWz7QCMsspSerEuoM8AQgczorI5UmA68n0HzycAgAR9sMGC+WGu5s6wzeetaf1pX+T6hJWKrF9zhYzcfDRt2KCsyG6lARc2gQh6x/nCMY7NLBot4Xe42c9OSPXU2QS8G+DJ9VqrGCUEON75TDLASp99eA5hrhD4I7iphl0ZeIj+ME0/muToGLVnWJS20PnEd0teT43B0nw6cvsbS1py575SfcEIZqKf0T8EfdnOfN5R5sA2l9SlF+sF7g1u8Lp2tl2emgs/AAAgAElEQVTfoQnYnBzVFGD8XgVwjDUKawPufbgmjckR/V5NP8z1F6CfngNGaK0qqxtL8s+feqXe+AAA3Ln+BwOQAOBOpwB/rzEAn/Oc58gb35jm29jYmNx2220yOztb2tgPfOAD5XOf+5xUq1U5deqUzMzM7FynDEoatMA5tsAAADzHBhscvjMtsJsBQKT86stxEOr2F5QUJWzfCPpyHxx8jWWkJ3KHmaXYCxxS5LDrWTu+lHaa+YJaknKkpxbAuaxO/YB/2b0UHOw69Ml20P03S/ltu4cmof0CABj073IH4lwPUG+HGoCRxVcCAEY3YO8GGnJQxylvYzswDyR7OiP3AP80bvA0wyygNfOLUvDMzE0K7EVl/ZT0EdP1bNxVZmdSwE6GxNysbFwxL/WjZ3TsKRtrKYmv04GQ/aFAWEjRVs0vBPdkoyi7zVw5TfPP+xLshQj+BVYgxx2DHS2X7EUw7QhYGBO2wKiJgbXpNmk3AXRimj6ZZMp+qyX2UQR18P+ZKdk4OCX1/7qjAP7pmML1yd5RUCCkMcc5bKwvtpP2b84yse+ixpgCFaOjzuyLdYsmBUhhbU1PJBdUsFyoDYgxT5CNKX64ZxgoKIPOXDmZyhhAhFIGGtOJySRk0BrBQFwcZZv5gq5VAAjIsuT6w4CQYIrpggH825oblfqtAI84ZgKzmu0ayykDAHPdN6baZWur1o+uyWQA8r64DkZAJus7LS6mBI+Py9ahWRk6tSxw20yATDuAdbDKNm7KxoGPj2gKEoE/ZZwHgX26p2rbmyuxMTp1ThCUIOhAwJ3gKI0OCJJgntH918w7nMU3ibTXrZQ6aYY5BfYfQCmMOVx/YbGtAUhmLK5NB1K2O0FB1APfGdCCFNTmeF2BKAT2CrwsL3uau64L0eCBgAfZvb6+t5+BrgPJ5y3BGYJk2brB4eLzhWA6wT9q3pUA9J6KbeMnDSfTdiSAVWYKEll8PVj9fi/G7PRUedaFIDZ1B+25pYzOmPaMdcBkFAoAINiWyytt7dH87YZrNc41l/CuJmSR5UjNN2oBYqwBbCOTFX1KYJZZFWiTCHYyhR3fcc0jSIu1ldegSVIE4QjsKZt1s90nPEbfF5LMiD8XUJ6mXCczK6RGO3iYv4eVbZ7qxmDFtQN17dX0eXtm4BwwePEszV2k+dzjuq6A7YjLavjGG928bW1wVjoYgFiDoQH49T/Oe3FH/68AIO7L7tclG3CVCPpxfdJnsBkuUQMRTED0kW1quAEe5CImR6Q5OiyVzWZiqCqLHWuwMfbxPlGrKEMQWoC6eQAWoP5JbQ3jEGgAfuqfBwzAHe187CEFAHCngdXvNQ3AF7/4xfLKVyaQ+ZGPfKSALdjtA+bgy172Mv15O9bhTvfZoLxBC+QtMAAAB2PiorTAbgQAlfEXXdkUAMwcMWNr5YwYvsjo20cA/xgEaxBpIuF4SYFz3fiIgo2NqboKGtcQUOai8mXsP3vJ9+rEl9Eu4J8GJj1+04AUQRUZgPFed4L9V+Z2G9N9tAKmvReZY9SK26YOBUAMwSnLdr3GtpNvzpgr6PHxvnNn1YxBqIfFVNd+2yi0QykASEDANd8MHEQAAuYAQc6cNajtV9Q8VFYOAyp1w9zUF3F1BgbTRx1kKwn0Q8BOZkEwUHGmI+6P12SK8uUHU8Bz9GQ7qAlsLAfz8MJuAZzrGCnIV2u7PFo6asGYA8cgUAIjNqbeW7DUYVZA4JDgSQwmlY0SHEc1WBnSQK85NiI1MP+QNmmfGDwz/bZ0seQ40yB0M4GXfWpydZRn608ZQAiWorL/UEfMUVwHDC0AiG50YalyCDARnOmf5FbqaZeRRYQKRJAqD9rJ3GCwbVqN1IAUiF1jDJHRTAAwY1sV7hNtDobHRNKSrJ1eaTuc5im/PLEM/MN8iGw2pjYzXRLnMvDGOKCLLu6JbtcdrOng8hz7MALGw8PSuGSvBpvKYMS8yZhZPoZyfT8Dh3SM8LlAgIRruoI29vyIG0fUC7PCaZQTGYcKLFgbFgwwwnfKLjIGoRopYNwCFLW55un3aF/cW2RKzc2mOcQ0S2PuqPYnNUvJ9mOqO+a4pWLq+oJrWSqmpieznZk2uLKaQI9guBNBjgJAROYRwa8A+lPXUJuLwOTZZU+JT31gLqzUEYyMszK2XQAAI6irj4Ksrwspxlh7DYzTfiOb0Zi0ZfqEfB47oAIGK89DG+bPcvRFeCcppNYqi7bNJgR7tTUKUw7T/6OT/HZAJO5D158gBZABYdreBA2Z9sr3HWUYJ7MkZQNifMU0YDtXy4gAeL5QAhjEhoYBakzH1cMiEG/zx5mp0YnaUm9dow9rHHRCVSfTZBqCG3B63mdpyiavEdl4NOSI7U12M8c1GX5xMzlJflTTepyl/qZXjbQm8Dhdz+n6zQ09MxnZSbffsmfe4cufm+qKDSCwDgEGYr6ajmdrDHqPm0XWJqUMuC7zHY/tauMXzwY1A8EzfsWY+GD46bMdG/PNtEHfbOrGQWXNtDkNHFSWORintYq87Z1Pk8svv1xvYaeBqtJ3gQvwZYyVNAV4upxddgEu3bXIzaU2A/BCtOt3wwUY5iJPfOIT9R7vjAvwm970JkHaLz7bpSy/5S1vkWc961l6LFKCn/rUp343u21wrUELFFpgAAAOBsRFaYFdCwCSyYEX3Kj3lweKEbjK08hy5l9kmjDIqdcFWmZ4qdmcG9EXlpE7lqW6uNwO8CNDoKyXujEAz4P9l16czY2SL2QZc+68B0o3FlwAuvRFOIJ/uJj9X4OjXIOrS2WcFbgNABhPLzUR6ZHe60BjZuqhYCABuF7pwd0AwMgwwos+wQumQJJhx+97gSy8wVxvkcw8pAvt36up5gjyPeDYDrjiPQNYhFEHykAwijJiml1gpzAg8vQs61u/P6YtYm4g8AEogeAP4BLNGchaih0XUwLJ+PSxG5gkPIemAHE+4t/miFk9upCuH4Bj1wPrxvqL9QGzAylNOXDMYyLYEFks9juZgAT1UjNVE3inOm71VD8yKQAIAXAkOIcTAHQwrTO63VKfju6+zrowwxJcg+VE0IltwTUuroMI5gEEUTMQGxpDNaloIJg5hOJ+eS4CQczPjQ1pHJyT6tk1qWDdiymzuJcI3ubznSATmXA5c7hsfcC9sx+xnqDugbVVOCU3P9D6mDYfAMy5KamchTal3Sd12ViIAVK6oRLmqY+NwILxtZfPjQjaknGKeoLFxHRAnIQ6ajquucUbYKYgg7WLywVgLGDOwmEXGpIEAO18ZTkRYEA74Q/Gl7H4cA9VAFDYNEA/WR+r+ypTg7mZACA/6LABkFQwDmMIv/EcpgzH5yfnMUBJAzMVPAQAsraewA+MO2woQHNQZQNKDFgwdzgPoBe2b04qZ1bSOhWd7dmv1m+++cBzCcZGswpq42VgfT7kOHd1HpuJhfY/06QDK7FbGrC7xnLu5MxaWw+icUlBFzACVmQCoy57LPUMTstwyGVarzG2OE5jW5GB5uOr2wsBwUamtZP9S9DbWK6qA3d2NV2bKfmBeVuq8xjuX8cFnhWQiKCxVXwm8rlJHdzsPYTPI26K0vGXhlult5eBrHoMmXsG5Ce5BbDMA6vfNod0DkeAMlwEYwTjW7V+8bzjvIjPK+r54jwcD/DN2Kl+XaQAf+d/d+udHfteQUBz+4Xm4OH7vtjBfIB4mk1AEzADBvXifA7G9x1b7/X5gbVdn0EG9oHVB1AP8gBgAyJlGOsBjoHxBzYqsMlgY6M5MpRSgqsV+au//p8DAHDHerxd0IUGAB/+8IfLJz/5SZmYmJDTp0/LENfj7F7g+vvQhz5Uv4WeHxx5+/3ccsstqhuID1x94e7b7YPf//RP/1R/xnn3uMc9/NCPf/zj8ohHPEL/D42/v/mbv+laTgQLt3Me7vc+BscNWuB8W2AAAJ5vyw3Ou1MtsJsAQHX5xSeyV6LLbw7+4dj4UsbfYxpYGWDI4GZ8TME/pMGt7xuRzfGqjJ3YTO6jSysiq6upPt1Sf/W3kPK7E+y/UJ6mDsUgqV9mWz4iysAwHpODf4F96Iw1BIsWDOtpfdQjBwDVVTYzEInVLAX/tH/t5T1e0+5Hr5GDf1Yo3YT5e64x2NlECIrtWmyTCIYy7cuACw2UuoGh0A204LJgxhH7gQCgpe9o+xIEiQy/2N5lAG61IlUEX2RUBCZW1GPT4MhMbxLLKJiShABNhfrJ3GKqF9lMPmZMTzDOM4JV+RwIzEKyOZJzrzFwjX0FYEADCZgPHrN0VAu8FPyjKUZHx5nYOL/HOWhLS5NO89cAdbZv1OQKqWucyw4A4lxj9ulQRN9HXTa0j2nvuesxADwch36lgQGOYb9wHtHBmewm22Tw2yPIlaf7OqAX0szRr/yeKcjK+EE6umk6GcNJ68s1lRfDuTgP5VCXL6a8cnzk7L9obGLC+QVH3G5PJpSn9181Zorp6kX2FwGauO7ENYuMJtwfmXEKZhpjKLq6Zune3pc6DgP7zDedUspvgXmKviQLFsAZyqRDM/5DIw6AIPG5RKadmd2QKQkguYXnixqXmD7ZuOlPcl0Bkw+AM4AFAICm6ahsQVxb1yCM9Y2kGQhwD2OdqX80XeDcxPko0zTDdA1je7GPuX7SPVZNRTZS+rGNWbIUNd0dv0cdxDLAlhtKOB51pLGPPevKQDdn5+Ec3KNuPjXaIG5Mcc1Yf4VncmSMmmGPVpoMWm5ekN1ftvHClF2cR7aoscB9Y8DYxh2yFNpA4R2BbYHjofUIB10sp8vJgIfGQsoww5jjvA1txQ2CDsA1ArhhPXTdUa67CgDbsw7pnxgTaGMA1tbXenpce8gwxbMpN3ECsIjnBjZe8qwJjivWLaTHd7y7GSDXYY7WbR3Jv7fntd4vN7PihhTKB/DHFP7wfPeiuI6Z7rM/l8N7pr7L2FpIsFL7Cs+GRkOO3PTqfmu8Y8fBDKRMb/AxP/ASqS4Hlqo6BgfpjAj+2caAA4MYG3hvIBDI1F57B1Kgz0BAmn7Q0Abfg5kN52B83v5XvzgAAHest9sFXWgA8LrrrpNXvOIVesFPf/rT8qAHPaj0LpB6ixRcfD7ykY/Iox/96L7vFsYkl112mWr23ec+95Evf/nLXc+9733vK1/5ylfk0ksvVSZpJczLlZUV2bt3r6yurmo9Ud9uH7gH//Efp/T8T33qU/KQhzyk7/oODhy0wE63wAAA3OkWHZTXVwvsFgBQdy35koiX0RiokiXDxb7sxY0v2vqiamBKWQswBa1Wlca+WYHL2crBEWmMVqW+1JDRO1alinSck4tFgelzNf84H/ZfFnwoAMg04D5At9IO76V9lzHd9HzuooegpbBTHkG3fkaYvYA7AGjuwb1OdfCOB5XcezdAT8+lsHsMiDSFqLtmpF8z3w3nTr8GeCZ8HRlC8UYCwOemGkybxnGmGVgwLSkdo21X2m2bGAAggIOgdaWphBx/ZKlFABCBHvWRGCAxoJ6alNb4mFQWzyTwiwEbx0MU9jdWnIJbIT1R28nTnaspnZ0AmNbDDApQJsxFrK5bB2dl6LYF1R3z4NCAzZQeFgKXHPgnEMSAOReqzzXH0LAANKCxBvdUAnBkRcD5cXoytQNF1XEfe2c1KKqCMYN0aGqSRZagBvf1VD4/CKyZCoy6YoyCycUUQr1+W6+sFEiLQILpZUW9OXfqxW8EH+2+G/NTUjsDMwdzVba57gBQZDQh+FXmmGlF5UBAXH+5LiKdPdd05DW4NrMtGGjGVGCmfMc5ivbLzGq0CPSRaah5+/EaZK9GHTZe18omg0rHKAErArEGEnvgzzWRzplkxGEeAIjD9dBOAN1opkA2KAFNpgWShQj2IM08DHzVtsP9gr2LMYHxBLAM8wO6cMYOrgJowXV5LRrcbGy0WXm8X4xNsPPANmS6MYFLX1uNxRMBak3xMydjgB3m/u2pzAS0c3CaDDs+f9G2lqKqc57gJOpPZiJZlpGdqQC6zR8DWxVcoot2N/CvC3jncxAAoAFvvnmDdqcGHNNpwzglczONFXMiXrZUc66PcT6UbVLmi7iCYikNGABgBaAZmZxxvHONi0xHmzsK3ub1De3tlyTbmvXHOA1sXQWDRoaT+QtSgbke4XiuVygM8xxsOKaL8j0L7De0y9xMSiPmhkmUBCAIyFRfA9A8/T6uPX2CgG5qpetBYp9xEwzlqt4fAVSuDab5R5Z9QePY+k21CLF267M6pQBzI9RBP24CqulX0C1E2jJYf9947baP7e/WAY/9P35f08v1ecqNPGrLckOW4yz8rfp9liLumn/W983RIdUMrG7aezZAQOznYX2rp2c0AGWUsTGTnvV/85af/+8FAD5vF6UAvy65AF+IFGAYixD068bOazabcv/731+BO5huHDt2TIbNmKrfcX7ttdfKm9/8Zj0cbMIHP/jBHacC0CNQh+Np+BEPfNKTniTvf//7pVaryde//nUfc/EY1Pfe97633HzzzTI+Pi4LCwtSt83xfus7OG7QAjvZAgMAcCdbc1BW3y2wGwDAguYfXuToRBlfcONLdtlON1+8jSmgDVCW2soAoF6XzYPTCv6tT1dldKEhY8fWZfgogA/bCY+tGAJ9/7of9h9fPu2kntp/eQBjBhQJPDkP849e4B/bJ94j2QlRE4a/R006vac+6hNYBlqM6dn1BcT5ddN1tmPw4Ri67br2D74MgYG6QppTb16mO/VqQSYezjpE4AlBTAyMLM2UwURiZQAQSDvfDFQcUMC5kWlYNlPjOAjpqm5+kP2uAQtByQCSO4PJ5oEep06tKVXP24mabajL3IzqYVaOL7RFz62+Mb2tPSwMtMJ9keVEja3QbtFN0dl/KGR4WFozcDuVlFJ06nTRldMuBHOOAmMktpsxO7R9cI9kAUaGZlwzyAhUAKemTqcOhLFclDU/K5v7JpMmKPTxWAbOR9BOcIJzyUTu9f7wb+qd4TwCHuwntA1YXHThjABUt9WbfWsMFwXBaKRBd04co6lvtQKIinbZ2julBg/VlXVpjQwlExMGgZFZiDKQArey0k6j5vqVAzWYU2znAA6X3YJrtUWQnS/eZQCggkYZMBrbmu3B6wdmY9SB07pE8I/9g3WOrL9oBJAzJAmG2Vqu9wsXXaY+YhygLuhvMADxrCBYwv4mOBrZUwagaTn4N8YDNEAJAOL/YAACADSHY2UEYj2MaeUGgHg5UfvPDEacIcyUZKYsetuZy69tdCSH4ZFkvEBQhKxdmweuJUqjnwCeuPN2xuBUEJFjn8Y1GftON772z0tlNZlTuH4mxx4Bscj845oY18s4l20MuEkPQUrTOy3TCnXTD7QvwHqmqmPMsK+Zksz3j7hJ2WMeaz1s7atoOySdNmVb2jgrnB6MKbDO+doerutp7hzTMRU2MmZ9vpr+JZypx0fSM8FcXvVeafjCe4wbq/lmLJnemM+WxuzmJ8YQTc9eMg+Tk7Sbf3B9CRunCuQZGOcbUQbiOuMadQpgnT5zYcKB/op1NCYu042Z5stnqm9Qkelqqe66Ptic8PpjXYrgoK252qf1uhz59uu79fx3/fuf+D9fJrXFldSv3GAaGU5tQzmKqNVqbYY037Ru2nseQFvV9MPfyd23shEMQdBe9SFp1pN7eAXtM1RTAxAc//a//G/GALyLAIAYAkwDRvrvJz7xiQ623Ktf/Wp54QtfqMPlJS95ibz0pS8tjPOPfexjasqBz9Oe9jR529ve1jEPvva1r8k111wjW1tb8kM/9EN6HTj58gNWH+oB517U4z//8z/lXve6V0c5EbB8whOeoGBgnrZ8/fXXa5oyPtAMfMMb3vBdn5eDCw5aILbAAAAcjIeL0gIXGwBU8I8vrIU0SGNr5S/W8eU4e8FT4JDBPY4jawsvMTiWLAu8xIzVZeEBcwo6TNy2IbXlTalubEnlhDmz5r2RA4A5WBd3/vth/5UxBXoxAFmfMr27spGzHfgXzyGjImdYRYYHRbiNIdMXAMg+YD9tAwB2MP+0r9uGIb0mSAKzkHpbL5hZxNRYddSFy6ZrP4E1kMr3a8fUWF4wAllM/QXzgbucBhAoS0eZqwnk0+tYKlHB1APldgtUjbFVABSpq6bXTGnhLgCf9aPr+QWxcmd14j5UrDwBFs6iQKAFYAHfz88mg4szZ11M35kSBEaYNmtaaBokGPjn1YnzUEHHrbajcJzDe+ZSWpaBjq5BGRl5aOfI+MP5Dsa100f9OwJvFK+PelQYv9D93D8r1TPQYIOZx0Zag+Jag3/Pz8r6JTNS3WpKbWk9aRsxSCYAyLZAXwNMQ1lM3yVLDfU1FpVvbvC3mHIXQIm2Th9yoi1oJpMGIAp1/8joi1ppcd7GOT0xJmuXz8ra3iGZ+c9FqSwmzbGo+6n9Z+mv1EtzcCSuWWz/fDMm6nwZUFHQYowpmVyTySbKgTcFqdopywVzBwVB0ebGhMrTQKlhFtP5I0jEMUXttow1rvfOdEdzNHZjD7YpAA0CmOwT1dVrpHOZGsv+yHXRCJrgdwBuGLeLZxLohvnJVF8DBfVaOA4Ai7F4fb5hXJrLL51NPbWYY810RgHu0Vm8AJKQJYyxpWA2UlLX09yOrGq7aCE12FKBC+n9cW0iUIy2BJiP+8CcwbyIuo0GPuuaYhuBUcqAIHJH2nAOCuabKDqu0zuFg4CxfnmqeXSBjuOe/+barwzvwMbTOdqWJaB7eG5aoWsq2MdMRVYGc031VtuyEV0Y6xFoD8C2j9fIqCMDEP3HzTBqRVIb0DYrdFNgzaQtAA5hnPF9A9cpW5/COqCgsWlWegq9ae0xbTYac3gqcWaKRiAzptpqv9k8UtAwPhNsU6uQjsv7NWCfLHQ8+5x5GLVozVmZgJdLntizTYcK0/Xj2kB2L1Pma7Xviu7fuQQLj/mhl0oVKeYE/KDFCcbnlm3eIdUX6b1M7WXKLy9im3M4Bo7AzXo6t7phOoC2Oa+/KziY5hqAP2gA4vNXb/8fAwbguXRan8dqCvAFZACiGv/2b/8mD3vYwzS1dnJyUpAWDEAP/3/3u9/tmnxg1QGgm5qaKtS+HwAQJ0QX3x/4gR+QF73oRaoNCKbeq171Kq0Hj3v5y1/etYUA6kHjDx/oEj7vec/TcsBMfMc73iHvfOc79TeY0vzrv/6rpg0PPoMWuJgtMAAAL2br34WvfTEBwMP3flGbrRPBP/RHHpCzj+LLbTwugn8EC5gagnPwQghGw+SoNPBnLAkU19a2FASsnV2XCrRS8JJHNg7KRxmRHeL16KL9h9/PBwAsSV/yHXQtM+jdpbfh3iy8flJ/s3FfSInhvcd2p87cuaQBRw2eHgBgh/tv1PnbZn5qQGfBq/6bAbenMTWToLeBd5oeZHphCqZZYO4swB4MQA2ITcRdA3Kk/aAMpD/lICnBELCpaJ4RQYiysWTulwjmmwACbIwrY+HAPg3KmqcW2umZsbxQ75i27UEXd/eN2cH0JQVO4eQIBgpE+o+dclaXi+XjXIAbmhpk6Y6B/dWR/pkBRGQEOUjHex8bldbEuFTA/CNQj9+YftoN/OM8I1uYfY4y6OIYGXtsf/wGoARB+lmk3plxAY4lwAaQdWJcWuN1XSMa48MytJSAMhU/R+CE1GAL/lTvD4FyDmRgzaFOHDXcuK6hHgSw+J0Cx8mZ04EZsnHVcCGl6+mH4CaZhfH+43wxvTdtWzAy9s7IiR+YkY1pkb3/sSGjXztaDgKaq6XOp5BO68E50r0K+nEpZS61Yebw3Gv+ot6sO9dwXXusP5iSmzGOXWcR/Voiz5A7wyork23LNQn/j6YLVk/fIIigFe4X5hcAz/iMwPEMmuEMjXFgGmjOjougH9uBjCGy0Znyiu/pAq7u4NOiLp7HTibmMkBGahMGMMKb19YbB+YMMITRhD7byC4kyw/rEkFOzieAkraZEtM+mf7rmnSoK9rdUpALrN6w4ZMbYWg5AIkARozAgGtcqlFug6ZRANOxHpWwidOSGNLlqc9J59aS3wrafNT00/Y04J/rSBxvMQMhjms8mwB22XtCAbAjU4/jzd4ftI84j6hFSPCY8x5zPMifpHJLTJRwDaxRfG4xtZxrAgdEtZqA20zn1NnoMT0YbBtlcpp+qmZSmAFM9g5QOp3JNMVGEp4TnFdBjsIBuqgdyXelkIKrrze2WZXrBPbSB1TmH/qU4Kyl/Lo5DlLhzbDJr+GMRGsr9DM3QChxwRvGmKReJ47hOkCAHOm/dyTgYTd9Hvv9v5ueWQTqwHodHVIGH959afSBtr7x368vVB3goX4UoE5A4dbksDSGqzJ8FpvmbTMQsP+2JoaVMY8/AAob9ap87MYXycWMM3aqL+I9XPnc3ZMCfPPrL1wKMNvuAx/4gPziL/6iLC0tlTYnwL8PfehDctVVV3X83i8AiNTcZz7zmfIXf/EXXbvsV37lVxRwrMZNzuzoRqMhv/zLvyxvf/vbu5aDesJ9+Oqrr96p4TEoZ9AC590CAwDwvJtucOKdaYGL+WBWAFDZH3iZb3Rq2jAw9oCikQKunPnH3Xu+6FI4nC/1OB7pNnNTsjU3Lmt76jK00tCdyvrCmlRWNpIODxkoTDtjw55L+q++6FvaRMby65r+W6ZdZECQBxesSz+pt/p2G5zv8gESU6O93Fab5aHnm9Mmf89Sab3IXvWhC2vGAIzVcbOQyAyyA/pN+02OlIkd51pNKMPSwREsOuMFtzYy0mbSAUDQIKWcBahsA4w5AxOVyYbdfk1Pgvj5aNLtMtfZJoT9yZIkc49aYKGf3RXUAtzICMRvYP+0ELDbWNJ7PLRf5LajCUwsAxINAPRxljsYk7kUGRNkTs7OpDIxZ8AuimMS8wpBFVk59punflpw7OxDAwecCWNpds4iytN0Y/oqx4oyLzLmH3/jAGIqdvyec446RwR9yHTjuUz/jKw/XE/NFaBpaE6p9WFpTsO4oKUMYeOgpgAAACAASURBVHVSPW1OrSgLYwBgwJnlNN4498luQyoaroHrE2w0FqLrz3Gdy4N9zkENas1wAW6LGMNg6uB46jrFTYd4jwQ2eY1aTZp7ZmTpvtNSW2vJ1BeOJtAKwENkPaGMaLqQrSEYo56umGu/2bGlmoC6PobNE2p24nsCitm1OtJ57Xr6LLCNo0K6u69Z7eukOWxrGvscwAmdekOdtSxLK9Q2NlBM5x2C/dHRZNZg2pd6n9SsQzlMbaVBBkFA689kaGNrCo5XQLqa2KhYS9Y3UnoxU6C4EQDGGNZUsMTIKGWZZCBhbnOsE0ScGksAIPUFyVwMJjEFWQNLHSXIrGsP03/JlEK9eS2uhfZdGqAVY0O3pSL0vlFP/AH4jjIBGIFtTDArPDOi5l908u0YP1i7CRzGTSrUg8+VCOZR8iC6AGN80DgmB21ztn4A+RLj2+6R38e+LVuzUB7aEcdx/to7irYdgCs6POs9BK1Ka9uCjmpM0c3mvhuARFMbMm7Rb0xNB3iNMYd1gCx3nIMxnjOocQ3OvTBXdWONawjWDrLhrc46d6K5j20y0HnYN6Ti/I/yFBH4zRi7Okc5Dw3EKxh+MDUY6xY27JjeHJiFWn/2nc17gofsZwdU6XbszsMVOXI0aZjtts9PPPT/1meXpvU20iaWfrAngn9jrgLcG6nJ3306pUbGz6Mfcn0y+4DU4gjSfKvy0b//bT1Ef9P3HVFwsDlak63RmgytbEmrBkZgZQAAXsABAQbgdwMAxC1885vflNe//vUK9CFuhG4egLQnP/nJ8pznPEf19Mo+/QKAPPfDH/6wgnyf/exn5cSJE8rQe+ADH6gOwYcPH+67NW+88UZ561vfqmYgx48fV/Yi0ox/+qd/WssaBRN98Bm0wC5ogQEAuAs64a5YhYsKAF71gvbLZe72m7906wtLALX4EovvmS7IlEvuorMMnDc1Kc2JUVk/MC7VzZYy/6prm4nRs76leiWqxUMRbA4GAyi7aUrpYXldSwDAntp/eg8WrMb0IQNszskJeLvU3wz887QaYyFE518X/GYAYKmcHfOkGwiIukR9Ge/jdlDowJsV2g/ox+u75h/SftH3ZBOR+amsv602g9Ne1hnQKiuQZge5yzADXrIRPKBtJLCR+kQIGBjEIsCOTNZcg9LSe3Uoz89Ja3HJA+VCuqUJxIPNgPohQKrOzUoLKXwE/5hCHJhSGpzYeHQGoAWgzqiIqaIYtzF4z1lkXYBpvURIB6MbqI8LgKIANY6fcuDAnXwxBsZGNQUX4uSVxeUEfBjDwMsgANhtpxfHR42/yJrjv9U4xNYMzOt84wAX43f4GyCOifHrWAL4Nz+laU9VrBHVajLSgGagrUdqFIJzAKLFjYMIAOJYBdmg5WnsPvYD1w8ClRGwQx3QVuMjsrl3TGorW4mpTPCPayAF98sAxHiP6gBZldb8tGwcnJLVvcMycrohY1+5Q9NOHejO17482GaZvJeytZrtauO0kJoOp+S4TjHoto2cMsCv7NnM1OKoD1aaWh/bWPsNDKrEpHSmXgjkndnI9iT7iwwgrMtMxcW9oC9RnqbaIm3ZzBSwXtIV1TYetH7U1lOgvCEVuIfi3xirBPY4h9C2GG8AK2cmUt/TfIbzButRMNZRcJDpvHMz0pwek+oK0vqX2/psZEqhPmBFmeO3M84CoFwAAAGScCMA7cd0UqYI++JcaTNEOQYA0mGjgTqJNDDh8yWCdaHDOXbKHHb1vmnCYu8C0XDIgVz8lqWnJwMXOAwHsxsH480chWzCsjFu1yNA5/OHrN04j2IaP8/jesD5FJlrNFphGbYBoO8JHL98N/FnTluvjUzcQtuRIVjY9AigHPrWxkMCQ80JuwyYt41YTamNph54nqjTcwIACy7JeCagLKQFW7vyfJdrsboVtAEjUBnXcGNUusQA2w/HmJ4iwcX2O0Na1wup2dQiVFkBS3fHCdz0wvdhriX9PGNHWjYAvitz4S1bty7mdz/+oyl18v/5+HX696N/+A9V2gLPtr/7TCf4F+v6qEcmN9h/+Mfk9soPQUAF/MACnDT9402UW5GPf/iFAwbgBer07yYAeIFuYVDsoAXu8i0wAADv8kPg4jTAxQQAcceH7/6/isw/voDHl2s2DdNCGPgS+OPvCCTxodZJFJufm1H9K6Q8wL2sstXSYB4BVXN2IoERZ1YSU4cfe8HGf/sGAEvSfzvSVmIwEUAhvy5BG3uxdoaBVmQb843tmH8oI6a4GvDgTLMIuJCBZPfUAW5pH2WpyXEY5wCg7hRT27Ft7hHTf3u5++a/4bzK2FhK+8GH6Y46BgD8GQuBKT3GKCNbxLWyAO5ZypOWQ6ZcdMpVNo+J/ds9Rg0917GMDJScaUkAlCnE0NtDnRGwA1AwsX8NYHGMMeXcfRNgYAQA2Zdgt8KtkIBxAGxjX7t2Ep1PcZyBmSqqrsyk5IqpbRBSMgupfNlSxTRR/xoBIAJzpMnG1Ms0kVz8vjE3LtXVDaneeqwN7jMNmCyZMgCQ7CwwVThGGQTH43EPTJ0lGyVnyhHE4nlsO6RHTk0kd0O0EdKlcC7WB6wvOG90RFMY9Tey6HLjEYA7+AD0iIF3fl+RKYQ6IzV6qCqbeybk2A+Oyf5/WZXhk8ttkX5Lp3e2qTF0CylzBBXZMaibA3PGvmq1pLFnUqr/9W09qgACsr7ZehXTRl0rL46JbsBxpo3mp3CeaGBt+nnZGOv2Xzc+yK8ZwSSC5XYfzuLBcKTpggGAHSmxBHNQBg1TIvsXgAbZZ5RlwHEAO6AJSgAQ5WOjwHRIC+A1AAnOPQLAWNPI5HNNvs3UDGSImcagsgUDMAIAUE0QsC7MTsrW7Fgyt8I6g/VDAUvbLFA9QXOotrWPYCKB0Miuc4Ys5p6tP/p3DpBhTQ1t66AVgdPM7TYCxGV9HTcc/HqWCkvDJWeDsp9iv8fUXEuBpryHVj8yECMTluMxYxBG1p/eG1nifHawTeK6FNvIngVcVxXEMjmJgukJ1yOmZqNcjA2WSyZaXNeMMVgAyHPzGW74kd2JfiHjGuvbuulM8jzT6YtpvL65FsFibowxRZpzA2UaY5nP2oKrLk3GwhrEZ5qbbxjo6CnqcS2LGzkGvLuDrz0joqNvYexyw5DPgpgGH9flkAngz0ZjFX8vgH99LqnndRhAQIB9kMwAENgaqjhLEAVe7DjjvG4qO6mQAvwbuygF+IYLnwK8E+03KGPQAoMWKG+BAQA4GBkXpQV2w4P58OXPTfcewT+2Bl4aCeyQ9WPAX+HlGcczkCTQgsDJWByNyw946oO6l0EEGYYfCNQoxB9TXTJwsQAA5sFmIUAOAF3YzfbOzcE/1jtnADIgjbpY5wP+laTWFgDAPIjLQQOreNSUKwzUDNDz30IqV0HMmyDgNvdCZmAZIOiAIYMNE+n3QNDGiacv8cWeKUjUiiLLIaYq8QaCgzHYQs6Q4e8M+lCHvfMKNLWOn3QHT21WBixg4Zw41U4Vq1aU0bdxr0P6ooz0mcZ4Tca/eFv7OAMJW/e6QqqnzmraXxPMnyzQTileQ+3vqUOYrSYOVpqmmwaQOSuF2m0Uh7fgVwNJgoYhWC5ovSmbqZmATPw5bVoxEYRnnXAP42PS2DcrtWMLCZigaDvne2TRlI1hlIWgkvdBcCsGhUzj0nWglVLbvP+Qz5SB6RwnERREPXA/KMPYpFoWhOCnIeKfGMTaL6hDTDVGXQAAov5oj9h3MbCM90omIjS+6kOyOT+uwuqjty6m6+fzx/+fGQZwLY3XIeMI4CZS1WOwfWCPyK13aDt5gN3tiZSDPd2OC9qBaZkJDO6cHevrfauw2eJjD/dBRlI4Vv9JoMf+rWAa1zHqAwYDmw5gxNZABxP5LCIDEGOfJghh/ChDlymcAShUdqEBeM6QMzYRHX4VIGcKMcqJjC9udOWpqHk7k+XHuRk1AAnuz85IY++0mgC426yy3piiicUH+oKWvhnnaGSlck4gzQtyHTTOYVv5uhk0LA2ccsCVjFzcN1hgZABmmn0+LvnsIdjFdFC64DIVnMBxYCUXmH/G4ISmItZRzkNnCpa0q6cOl+jq6fOTQB/HMUFFtgc3guK402NsfEcwGd9jPCi7Eim47fbx9Nu4Vod12oHRLM1cdV2pYRdAPPSzpr1T+oHPaVwbY9bYc6rhxzRkA+cc/LNzdV0k693Gsl4X/Tw7nZirTKsOjD/tX86XWHaoU8FFOugIth/PeCaZ8ZeOK9v85Tph7ujOJMzfayKT0Oa/Pg/5TChrbz5nA4B+5Buv7bb63SW//7FHvVLTfvGB9h8/uyHOuLMdMgAA72wLDs4ftMCgBcpaYAAADsbFRWmB3fJgPnzZb5Sn0jKtQwNdcwaMovR8gWX6Z0zpIbtuaEiaB+dVCFnBP93hNtYDzstTcRg8B6CvKwBYFgxnKcBRk807uUd6pR5jAt3npAGYs/96gH8djL8Y7MWRiPZhigwZiXnQl4OArEcI8h0E7BMAzCdDBAKjY6+y5EIajr/EU7+M40bb1ATuGVhGANDAENfCsnHlBhpoA4ytANSqMQecOqcnpXXH8aJZTKUi1dkZ1Z2UW023L9xU9dJDsnlwWoZvO53GIhhfR497Sp0HmVccksrxBTUZ6UiBUwbMcNILI5upW7CE/iXrBwczAMW/I8vJ6qj3zflDwwpokSH4pkYeQZ08zRuBZGS7ATxDQBZTjAGMoT4nFyz90QK4wMCLbpqF8WABv7OoOIfJnrIx60EhAZWYohuDvY7BlplwIDjXdEHTKoUZx2hdxdMrCgDZ92QGko2H68IcAp/lZBLTYRCUs1jQJsbEadVr0hqty9r+MRn7xmJKNUbZeUquzz8DAeN98t5RB66Nmlq+lupl52raXhT9V3DJDEdi+2wH/kXAkXO9sJ6YuYfWJwCwBuJ1OP0yVVr1yNqOv7HIqKfpgKFd280iCGBx7TJQiCCcrrcW4BdMPmzdSFq1ZtIS51GeHkl2oIEESNuPbqeafkggyIAYd+VlHxVuzhxly9odfRRMSbQP7f54D/odtZksjVFByAiWqd6s6fzF9onXxHxhqjPAHILRkVXKc7lu0EQF9YQBw9yUVM6utnUOo5tqyT07o1kZyQnQci1CjnmMUQMTO1y8bSw6WGcmG4V1lPcY0+fzf3MMhLZxbb3IHC4bc3wXsM2nDqdePpNQt+As7GmyXKtZT84HsqDjuwbuV1lqFQfb/XmG85n6Sgdpq7vOH2oA4nrYxIADNMG90DfU6cNc2br6cpVGqJ5YTJqO2k7VNN7Ilse8xfXMDZhFdTj8KphnbvRBg9bNu7I1mgCijm+2Cd9hkNKOMvxi1i5kZxsjkK7IBeOlsueCMSpRnDN1Yfhx6w1ZrQb/7dYCuyXOuDM9NAAA70zrDc4dtMCgBbq1wAAAHIyNi9ICu+nBXAAB+ZLGl24ybILjozNKaP4RGRMM+ACsTE9Ic2xYdZAqZyGGbkYNCHoozK9vd8Ze8KAg6ADF3jkfBmAewPULALq+T49U2/ZbdXEMdQEAC7FWzgIrGYWegmO/FdiAve4jT4FlnzB98RxGfIdZiAVOGgAQ+CELQNN5DbDDvy0ocnYTrkvAAalOYKKoGHq1mGLrumCJGZCnQOPadBTWQJ+BqAUKlf17k2vvwukOcLt6xaUJGECgZUwJD0zpaIwUYQRjFtDE33W4GnCnICSOYYAP45I8xZQ6SlFIPYJ0DBrRnuasqm0EhmytJlv7Z2To5u8UHGHTlMl0HsnGObRXKivr7TmFdGAEmgSnoAUGEAGgYgSaGHyTqRjT+GhaEAI9BxUjAyYy+MgoRGUZLBPIKUsvzlPpUA+0SWCAtQCgYT05s5bKpG5bvAb+HR1PCRKSKRnBQAKwuBbZawZQNWbHZX1uREaPLqcNDGjAKRBYYprEtZJtkbcDfjezDzdw0Tqnda4CIJuAlWrWWWr9dqBf2TzOgUCur6xjxg7Mi3CzAK2zOXV3WWu0nkxZx/F8RsS0zZwBxPqgrQDOAHwxU4ICO7YEDFLAHWsFHZhRVmQgmUabpsAynZ7pqlxDjTmojCzMNxqNELgI81WbLKaW6z2m9P0I5EUAUJlmKDeAF+4czfpyzpet02wfPodZDsBvAIAY8/yE8ZEAp+QGrU61TFPG2J6ZTvMFph8wU4KuIQFEq0vhPmNaNpipmIdo58jkpVFFCcBbllZcAIQ7B50xbM15NzBAO9ir3HDknGdWgj+vM3YxAUCyzTkeyRLnOmP6xQVmKfub9Y3Ab3zniSzE2O/sA7wL4RkVdPu0m7GJhHWejuXoW00NX3cTKr+0llvTFPP1+14i6zNDMnZ8Q4aPn9V1qTUxKpVTS+1niI3dXIvPy2PaMVmNYGnifc5c070dYgqyjUk3lYlrDZ1/ucbjQmwLshRz8F/XZBpjlDDDrQxnsjoIW5Uj33pd2eo3+C5rgd0UZ5xv58R7uOrXd08K8E3/e5ACfL59Ojhv0AK7oQUGAOBu6IW7YB1224P58KW/nnqBAVUX5p+/QMa0mpB2qaAQUjchnL7VlOZ4XfX/NO2XQUcMbHPwT1/sLyIAaCmmDrblWnvUm4pjdjsGYHxRtvM8FafX2I9AUTSACG1UenoeWMaAsVfq8HapzjY+1M0XwT+BHAIp6mJoIuR0ObS6qtadgVa59pVWD0y/qCFlLDv/zdhdnt6LoBZtokHtpps8VCfGpXVon1ROLiYAUA8KrqQwLoEmGMANAgUW5Gi8MTsjG/c+JPWvH1d2RROpaz7oLQWNguXQ24LWWGEsGJiN74z952LpZOYwwLWASO9JmWAAUJEmPyStPTMiAJ7A1IvgOxmC2hdgiZqQPscEmEnz0zrvaouryRCEACDKh94VU++Z/ssgHv9n2iWBf5RrTEe/TbKQGMDxfPzN9UMb00BK9mue+psP3jCeoKHWnByV6tKaVAAQ1YcS888CTLqrahF5uUiDwwcBNfXQUK88tZPjVt2sU1ob1h5oJC5dOSFjJ7ZkaHlL2TYKUlWrWpfqcaxlpkfIfrYx7IAY+iXqMNIwAeALgmxuEjSSBqSDzMHBWocudSlju7Ldemn+ZUBgmZFD3vx6K2AkMU21RN/P0xvpAMtxi5MBhucsybL+IdvHnH1VWy9qwMaKRfYqv8+eH2QjR9DC3UnDZkzhd50/2ZgwVlthcyPo2jpDMb9+1AK09YaGIM6MjqBwMD4paEfGtSp/ZmDNUh3MrdQKYVPHwTyrl48nuJFjTmOjgo6/QaNRNQYBhGKNi32t89hSWdW52IxW6ESM+Zb3tTNqjTkZy4ubCXHt0zWi5Hj7vrDJERm7ZPpG3dc47sjIQ1vp2mcyASwjPFeT6/Oop1a7Pi3HWg5gR/CXcz8H6g1EVjYc+hoAoAKQiU3LlHdnkeNZijWIACA2p7K1yp160S+jo9I8tEe2JutSv/loqinW/ZEhfc/S56FdK06lyP7DnFGg2Nj1OhYoUcBNFxtjulFnaeR8/jr7j+Odrt4oL2ws0fSDbuAuD0I2L1O9ORe5aajrBjZfbSzie9ssVOOPAQBYtnx3fLfb4oy+Kp0dNAAAz6fVBucMWmDQAtu1wAAA3K6FBr9fkBbYjQ/mw1c8rx1c4CXb0qwK6WFBo60ATDAlGC+yytxBAJzSYjRNJbIHGLzEl+uM/ZfeK0uMN/JAhb0TQQArqyPoLQuYcY0SAK9D5D4el9frHAHAguNvZFD0CgAp1l3STh0DNKaG5j8qsNsHq7Fs1FeqGgxqwI2XfPYfg3QGHgwaI7jL9DS6+gbtIgZoMdXX3YU1EGizAB0ANPF0AHBkOaBdC6nBCJbm5xIb8OSpdEdM352bFVleTgALg4zRUQXPKsdOuTZYZMbg2goOACQx8LEAKpUBvZYqrScAAMz1sqydHSREkINgf3EpuTka8ENtJgcMCDCVjQeAWdTAO7GQwC0cRxAKc4VBMucNwT8GXuhL9muekkph+cjgiEFwBKsQ6OV6Xjlgh+sEN1UFQMdHpAlnV4ibI60bhh8wDNpotFkuMUhmmbg2TERQN7oG5wE6xyX+jimAlYoacyxeNSHLhyoy97UtGbtjVaprlgLcaklzIhk/1E6ebQPLYFPa2Gpeuk+qiyuqPZjLFziQggA/pHMzJTexYQ0QIeCfa+iFeVkwiCHIEvUk7diu7r5lAN/YWDK7KHMgZcq/AdI6Ns1hVMGOmFrM/ihjOrPfAABiLtEVnPdGMCADzXyu5WON/UnWcQTW2Qb4LQLXBH8NcKejtoOEZsqjDC1saNFNOtYR/8ZaRzZ07JvcTTaup5wfoc8cWClbr1FX9AvaOKZT2lrua5Slj7sJCJY71N8As1zWQn9DXxfmkYEuQQtXx+3EhLQmRhSUr504o+Y6BQMPgFgEBeNzrPQ5Uimky3Ycwg2sMjZrAO8IqhVSSlEYNx4whiMAGJl6Nrb0WYZNEYBvWJ9jCqvN6QKImwOAWeVV+w7XwboHZh7Gx+iIVMbHjeWbmPHKBgQDkOAfnmfYGGB/ZCYgWhVLB0f5zSsOyPr+CRn78u0JGOZ6Dk1cYxNH9h/NUvxZiWtjowTXxDpg2Rwd81g3ITb1ma9zhAzMnP2HOuA3m4OF5zeeF+hTtB2YkHiu2VrngCA3BaIRCN55bPPIU79x3tioHPnaq8pG1uC7rAV2Y5xxrp00AADPtcUGxw9aYNAC/bTAAADsp5UGx+x4C+zWB7OmA9tudXqPTyCcu+0xoMOLnLG6nN01M5VAP7KicGzZC3W+Ex8Dhm76f+yBqLsVAcSoyUNG13ZgGYE8AngB2KMTrDJ/GCAFjSUfEHkZGoC0g/jUeNn/+TLfbVTlxxPQJPMB5/Vi//CaObjI650PCGjsPQ1mqEkVgRTUzYKXAnNDQeBquw2Q3kRWE8qklhTS5ixtyfX/WF/qAFq7KBC3Zz5dD0CZ9b2zFOZmZWv/tAg8I249kViCVj76ogpQEH0EdtjQkGzc66AMLaxJBYGJaWXlxh96TbAO1byG6cEb7dS1sr5kMMOAFsAJAcAA0jqrKiujI5UuzpsIviLAYiCJFNWxUQ3UN6dHZOTW0ykos3bW1F8FviyNEdfEvyNIyLnEaxjg6dUzDUf9P1Mio4OxpdclYNU2AXAsWXMEDjEuwECaGpPKKtIx4WJohhUWEKrRB0DjoVpyAz7Tacii9SCziE7IuDYAQL1Gvb2mod2Z/hbXHbqDjo3I5v5Jqdj82pwckpHja1KDhEEAMhWgHK9LY6Qmi1eOShVdcLohoyc2pNJoJvOHpeUUnBuYpPVUtuGQmiIAqNG5xE9gQ3nKZLc1IhoScA3i+tTtnPh7r7Reba9GW6+QqaXoS7Qf06XRxjR6AagZ3WetDu5UjfoifTc63wKwx3zC/DZWqrKlCD4STGDKKsdbGZvT6uYpo5xzXDux5kTw3VLdyUzyJovs86jX6X2U1jJlT7FMAJkc87Htmdqcp7cToMzT+LNz/dmBewCgH82IyoAw01N0YIzGEGAAYv1bNj3TnFXFzToAeBhL1t809FCWHO4Pf9N8hX2E7zD3o/Yr76OEcefOvfkYLXlG0njH3zPC2klmWUGXU9vVnjU8NgKABNgDI9AZgGibmCYc9Cb1Wnx+2Jrh+sKWyqvzwvT2CNSRzV3ZMyctbJydOJWYrjTg0DFr+ntYt+gWHVPpTVuWz0SdLwrCVaSxf05qt51IwGvsNwXO2sZLujFmOpWqLwiQkgzAvfPKMu9IdSf7ju8+0TE7H+Nm/FHoUvQFU/zNiEd/5zuCrXs61zsYlKYLimMCQJ1SgRNb/shNr+62yg2+Dy2wW+OMc+mkAgD4nF2UAvyGQQrwufTj4NhBC+y2FhgAgLutR+4i9dmND2ZNAw7utw7ske3Fl3S8lFoqiwNROIYgQwTj4ssdzudLegSzYiDeLwDIcaJgVhcH4H4BQJSVp/YS8MoNOAiK5Km0udNmt3EcAh2m5JARWHDOi/eXA5r4bTsAMF6/jEkR61+W1twRoMFl0Bg7EUSJougcO/g9sjynJmXlqj1SX9yQoVtuT2MHL/MAQ0z3DmONaYAK5GmfpHTajmAGgNS+eZHFM9JcXFImhbMU9sxJY25Sjv/QlOz71zNS+/ZxPYZBhrP4pialOTMujckRGf72KWmNjUgFwDVYIAAVMz03Pe/g/sTMQ9AS09q0P2wMksmA7wgMFO7FUvjsfGWa0o2TGmZoH3OSdBAwBNOekkXQy67P75sH90pzoi6bU8MytLwpQ4trCbS4/XibKUIQjg6hZAhG8I/zMgcAUV/Tt9L1gg6l0Ckzl9tCKjBAItafLCy2mbH/WlPj0hquqWO4/g3ZgPXNBPjxY2YCHQEjf8c1ECDjOIAYAEysHwqC9VyHCMIi4B4dVp2/5jh05hKLCMxDAJIbs3UZu3UpaSsSWFAQfEhZikv3mZbNiYrUl1oydcsZBf82901Kda2hKctIX4YJUhXBurUvNdsKAKDdRwSJke5HZpWDVVHHj/O4THc0rhPx9x5rB5hKvoEBYMFYvWndThsZiY0zlNoa7YTUw4Uzng5PNl1q+2Fvs4LjLn4DMGFMXoDqmP/U+XNdQKaxRhfsPN3TQB+fKxn45w6wBH5oCJKtcZEJRyCxsA7YfHOTFjLGWF4XEIss45zh6WtcttaXpgXTaAQgOsGdsAFD0FTrhnGLNcRckRUouv1kW66AbQqgF3MFH5ZLlrL2T3IYTyDZmMjIcNt0gjqH+B7/ppFN/rwP464AzubPp/CsLjBbA1vUDZSo66e6hyEVH2VinaZLtLE7C3OWzytKCaBdcX8AAA3kc81DG1fKqGP9sGYYs8+XHW4oEKwj4IV2pr6faSZGIFFBOPQXAFqUj+cP/iaz00xfnGlpgKFeF88KbGThWICKAMpMEzWan+mcwPjEM9L0ah0QJCMvAw+1/OBq78xDGiXFvqOURtT+4++Y37gGxhlMBdqShQAAIABJREFUmZAJQp1bfJczjcN4dsZfaA9nEdZqgxTgbO3q9t/dGGf0WXU/bAAAnmuLDY4ftMCgBfppgQEA2E8rDY7Z8RbYjQ/mwwev9ZdPvmR6oMeXM7xs5npNeCnmDnZZup2/KdsOfcbW05+7gHUd6Wt58OrnNb2Mgvtvt7TfQgACwMpSgWN6Lx1p8RLLFFzWNQcA8X104S0bMVmAGA0jOtyBs/MLBiD4rRcAmIMCZYzCbufn9x8Yjpr+S70r6sKRKYB+IHPU2D7apzPTsnb3OWlVK1JbayTNIjDoDPzzVEgEVUx5zfTOYoqvBsd3vzS5Sp9IzAWtk42DjftcJgv3GZM9X1yWoe+clNap04UUN3UQxvGzM6r1VrvtlDIEmQ5FhoZ2czT1MEdNZbqY6YeCXAThcgCQwQ+BQgNFXefQ+rcAABJcwW/Kttlw8w9n4OL6YN6SOYb2wLXRDwpqTkgVQBXYdPUhBTiHji6m9gH7L7K3cB0EdQoGogybQwTIeG+oO8A9BvMA/3i/DLJdv69iZhkm6J+PPa4jHN8GFCP1usV+Bwtwq5nugyDedisw66xMyGQs4SnA+I2pvkiRGzbQQ+dsRTbnxmT49JqOKYB+AAABQLZqab06/X1zMvPVMym11xg8Wj7KHBmRrX1TcuL7x2XPl1Zl+OY7EigxNamgIq6FP+v7xmT8ayc1dbLAlqLLajSJMSBYxwDaRJlBidFTAEc80O5kGOtPxvjrYJiWpf6SqYv2Y5+B0RSNVng90yHT/yrTBxpxQwqOuyblxERaUw2gcFaa1qsNlmsKpAHIMOXhfFAdO9yzMUujM7Kn7aOs0H4+PlknsooJOhvzqavLdQS/jCXnac152jquTbZZTLveTn6hDCSMc6HbcwMMQALguC/0S7YpoGCdpUhqG0MXbqwurZFhqR47nVJDue6gv+Zn9TcFts1YRftb7w3ripnUqKnOWFpbFpYSWIgxDr3VybFkPgEAN6aNx37JxqlLPQQzFP+OG3ra/ra+aj/X2unPWMOxcYI6xJRoO05/I5uPbFEaeChoaFp8YLNj7GKenV3Rdd2lFghO23iNdY4AoGvzmUxF3Myrjo1Ja/8eqRw7mepKJrut8w5+mxN4weGZIH8XLT+kzjcvOyAb+8dleGFdat+8PbU/gTtbVxVknBh3zVtPPTbJB5+XIQ28wG4kSzGyf+MYjQAg14Oo28nnINZklGHGO1rPyP7L5wW1UFlWnG/DQ3Lk63+83RNh8LuI7MY441w7ZgAAnmuLDY4ftMCgBfppgQEA2E8rDY7Z8RbYjQ/mwwee3b5PDZqHUhABVgx2s5Gmx3SPGEQiQMALZwwAch2f+CKXA4ARNMyC074AwLL0X9xJ1KSKPVimLRgZfBkIpsFnDgCyPAXALKDtBwAkM67LiOpwkS1j/203GiMAWMb+i3Xfrqzwu6b/kg0a03oI6pABiEDV+nvrHge1hKFTyy5yrr/RuZd9b4GLBmRlzDYrTzXDRkdk6/J9MvTNo6rZp+y2hTPSPDAnzXpKqRy67aQ0T5wqGoAYaKbp3WAQLiwmfa/Ti4k1Y0GQBmb2cSYQWXo546QjcDE3QzBR6KirFTIdvsjuoJuvXYtMQD0PQaGl7EVmkwaoZAcSzKNOE9hiZCBC0H1yVARMOqTCksmlZhdWFwW7zKgj6voRVER/kt1CZ1rUlUAvQV+9P5gNTCT2HtJ2AXTF1O9u44z9j2PHx6Q5nTTLqqubBeCr5zBlmjHXLKbvwQEZHwWEwNgbVtbnxtyoMiNh7rE1NSLVjYbUzq6n9S1jnGDtW73bjAwvbsjwieUEKhKkQNkjdWnumZa1gxMy9o1FqeCaTIU1VnRrfEzB2GMPmZWZWzZk7Eu3JTYW14LMCEFNaoxppG0IpgzLZEN0Y/zh9zD/HSjpxfrTFHDT91LjEtsQ6QUAAqAz8MUlATBvMM6o74kxjP+bzpinKdJoBl2De1VjGrA9LVU/XyMjw4/s4m4DAnM7blZxbrGuuZ5l1OXUtgts8ghkxOvlupY23jqcuXtthhWeR2ZSxBRtXJfMXB2/VdXfE+xR0cEb9TQ9VW4GOKAC8G16WppzE2kD4NRy0jUlaxdFoh0gaUDXV7KOFXBNZjgcn7oeTU+lNFamcGOMmEGSawuG8eyapmE8FpyALe3YNU6DrICbuuS6jSiLwCCBVoK73BDhvIgbGjgP6zHeZaz+uo4CHMO6Zs+c1prpAEKfj9qt7BOY3mSgo28QWYo/9f+o+yeXHZTK6TPOLoz6rwUDEGyu4H4sldrXagL+ZBwS1IN+X31YNq65Qtekytk1aS0tFTcFyUbkPdJ8iJqX6H+mGpveYAH4c3A7PR88/TZ/3kXmZ5w7XJOt3bBOtmam0vhBGjI2AeMYY9uG9c0dyXFN9AfkLexZM0gB7vlE9B93Y5zRX83bRxUAwF/bRSnAbxykAJ9rXw6OH7TAbmqBXQkAHjt2TD7zmc/on89+9rP65+TJk9puT3va0+Rtb3vbtm2IY57+9KdvexwO+Mu//Ev5pV/6pZ7HrqysyBvf+EZ573vfKzfddJNsbGzI5ZdfLo9//OPlN37jN+SKK67o61rf+ta35IYbbpAPfehDgn+PjIzIVVddJU95ylPk2muvlXGwAfr4/PM//7O86U1vkk9+8pNyxx13yNzcnDzgAQ/Q+3jqU5/aRwnpkHe/+916/1/4whdkYWFBDh48KD/yIz8iv/ZrvyYPfvCD+y7nXA/cTQ/mAvBnL1jUWoH2Vmu8rmltCv6RERKDFbxEL6+mJugF/OH3knTdbuw/HH6uAOA5s/9ix5Wlwka2QQxM+e8ykLFXcI7r9WKBZPqAhfvpZ5D1Yv/lASnL6wYOxOthRx7gG1kbBLR4PyibjrQEYioV2bjqoAwvrKorL5mjuTkCXUc7tP8M2NJLMCABEA02jOrcjcnK3SZl4ubTsrl3UhojVRk5uiLV249rsIvAtUmghQ6n+HvfniRib6wXBtJ6uyqkb07BdCc19p+6t8bU4LwvI8hNF83gfuzABE0UDDB2nU06fSJ4mp6U1vGT1uZVaTG11vpEA7I4jsyt1MvCOgoABowLpF5RhD2y+wiMse8i8IpAkePFNgJ8ODAwxxfRQGByQvukehzOxRaskdXXC/iOIODUhDTHhqV61tYbAnJlYIppYRXYsLhPMtII1qGelgoHdiDKh4D+mcuHZX1G5NKPLUllbUMqWOMQZGIcs74YZzPjmgpcPbuW2E5xDKAO01PSnBqVzZlRGfn6iba5jOqDWar71ISceNBeOf7gptzzPVsy8qVvtRlTgW2lQ2rvfEoHDBsqCh5st64Exl+cul31BMmysXTmAssT/W+6fA4cBU0+1MVdcQ1E1vRhbgZxbGFcUhM2Y38SBHAWbDTpSIt/0Ulb+9E03rTvTS8S/c1NGMoHgO1KB183VEmgT2S3advE6zqIZUB+rzWX1zcwykGvnOXK9TVnB3JMxzVbUybB/ITWojFVLRVdwXzUNRiSgA3pKdc4zsaMAltzM5qKPnR6VSpHTzqIrOAf2oEGIQBpAcpEzUMF2lL76roMcH5+SiprW2lDgUY27CfrG0/z5bsAmWzOmA+SHRw3ADhtY0Xrlqem5u8MHFu4RgAAC2BiXJdMnzHqNlIuQddRsoPpYl+mW0zgke8wcT1DGnw0OcNrEOYwNpfgRG/agHyOKVCIzTRz3Nb7VSY2xlzD2JgJiCaTsZAGjPsHoInnGNb3laTtqG2PfqemJsE+A+PIENTr2nHKRjZJh5iFEOVIdM5w46i4sKS1EM+zqAvLY7gJhv+TmYp/07iLDFNjF7oOYVzHKDeCTZTRJA1y479f32tWDn4LLbCb4ozz7ZgBAHi+LTc4b9ACgxbo1QK7EgCs9AAILgYAePPNNyvQ99WvfrW0LWdmZuSd73ynPO5xj+s52gD6/cIv/IIsLi6WHnf11VfLhz/8YbnnPe/Zs5w//MM/lD/4gz+QZllajog88YlPlPe85z0yCkZMl8/a2po8+clPlg9+8IOlR1SrVXnpS18qv/d7v3dBZtBueDCr4Udk8RC4wcve2Kg0psb03mtIfQPwF1NuyFLAi110J8xTNrq1XjedQHsp7OlcWQZk2Qt/IVU2AltlrL/tejakABecEvOX4DIArVew3mV+5+y/uCPfVfes5+qWpQbeWQAQgQA+dIgEuEXxezNLcRYMxs+BWXVQVfAvOp8aQwjBngadUTsJ5ROIynSIYoCCIAbpVeuXTksFoGCjpZprQ8dDGuLGpjRPLbT1/0L6b9KtahT1/nhvps1UMCxAMIOUN7BEcldb9kEABFyk3gJoTdtF4KVaUEnjrziMUhqvgpZXHEyOt9BV2zOjLBKk7+k5AOSpv0nWC9sMfYCUaBwHQx7OWYLUmNeWzs5+dL28qP3HNYFARs4CxO9RBoCsSGhZ4RrQ7VPAKgNR2D5l4z8DARX8MgDK26nbczEf1xrgDhcNQ3RtMy3Cel1W7zEny4eGZX2uIgc+syLV5Q2pLi4nxpoCogZg0lyFlYhusJz3SL2em5DN+TEZXliT6q3HCumQOkf2zcvKPWblzGXDMnaqKdNfON42Z2GKL+YBAnloewFsprh/DuqzLtyECQMpjquoLdkhGZDrwMUUbwvqHYAjMELdt5B66hs6mB+zM6kmOF5ZVY22AQrGnY1HZ6p1S6uNE0NZqpU0piktQNYW2av5GgjAmwyj8Jtr2vp8Taxflq1rPNmLIf1d53JMNUU9IlgWmYKmT+cbYcoWNYafPkxNHzXWGb+bC6vOGcosYK7r/dumEQFAgJvUksQ8wWZDkE0gYOvgM8oDu9JYpEwTbhycV81Nptp3pHuz3EpFmpftl+odp0Q3QaL+aeyfkmcRU19dEzRfF8woydnPBJDJTsvBWVuj3VyIbrnKYK1IBWm3nKMcpwaAaVo5GYA0wiAjlM82PKfo4BxZ/9EIjesiAd0A8Gn1kPYKdiXKwm+2pvgGF81Z0NeUUCBrGfdDUxVq84XUYW76KIMQa3w0t8GGj80z7UsC9pZi7IC9adN6WnNgtXewANE/aCMC6+xjB6+TdIQb4pBdzuPMMAf1au6flyoYkQCbubkRNyHMWK59qrHT0d6c8/bjkf/6o15vPoPfrAV2Q5xxZzsj3sO9rt09DMD/etOAAXhn+3Zw/qAFLmYL7HoAECy7+973vvJ3f/d32k7nAwB+5CMfkUsuuaRrO1922WUyOztb+vvZs2flgQ98oHzlK1/R35/5zGcqw25sbEz+8R//UV7xilcIjgFzD6y87//+7y8t59///d/loQ99qIBJODk5KS9+8YvlkY98pKyurioL78/+7M/0vPvc5z7KeMQxZZ+3vvWtWgd8rrzySrnuuuvk+77v++S2226T17/+9VonfAA0/vVf/3XXe8bvAC3xQT2e+9znaht98YtflJe//OUC0BMf1OsZz3jGjo/R3fBgVgAwCorzBRIgxHhdmhDGR3rciSVltVBTSl9CkRKE35HuB20h6oeFFz9naMTAPb444lgyfHheCJZKQUD8HoOIEHx5ig3K6gP8a3EHOoJ1BLSsPq7pQ0AAL7RmDKJ/R6ZBP0BgDJ5xDStPmyJqzjH1l+3SDbzrNTJzJkr+/3huLxYgWZ2RiYdzcwZH1O3RILaaTCHIMmDfkT1huk563www0J55G8V6WrpVBWATjh0dkbWrD0p1vSFDZzdkc25UKptNqR87K607jqdUI2vnKrSQwHoBeIV0sNNLHpzlrEytD+oRU367AVAB2Mo1/bzqZFDiC+q5kdXFcYgg0NgvOh7C2PK0YMxR0zUspEghWF1f1wBY7xHnIh0VfYfglvMMdWX7k8VJphTHB9YEMgyZBowKRX04BNIckyzb0vpcq0zBjxJzlLLUYJalKeZIgUwBfRK4N+OUfldhMnpy/ToCRnGNmZ/WtHHd5MBYwbW4luUMLVyfrtXBeVeF/ifGZf2yWQVrRr65oOnlhZQ/FcKf0nsCm7A5NiK1Ywvpjqippkyg4bQmB/3H/LYLYBjXULJvmdKasQq1DN4PU/pwLQVFDVzTusAtt+nsL60b+tqclMkiinXylHoAv2vr7VR6zG9oITJ9FeM2sG59HLJuBuKk6Wp14pwjCIDU9pEhTYdVYIwf/l/nbEsqmGNk7EYQjkwm3cwy9hPX+tzICW1pzCZNVTawDeCTriuhnVxnMTDC3fSD98DfIhMwrnVMw+Y9MR0bep541m4ZWxF1opss5wbXXrAA0V8E5sBC2z8vlcWzSQMQOoHYeDm0Tzb2gNlakaEzm0lOwdbKqBmp6yDWWrC2Ytpmicafu/VSLgH3EZ+PtiHgKb4Er3Ac5jv+T3Aq6DYWNr8cfLO0WQKAdKm1tU0Z4ExDxfqH8bt4Ru+BqbqohzOmud4pm9TWLYK+Ng5ylp+O07jhacxEB5QD+OfMcpOFoH4h6qLPpehMDuY5rh1chf1ZoICaPZvQ59zkxvF45uJeCRBzg0CBz/Y66ixYBSBtDlh7F95ByJxE2/E+w3uQf4f1EuWwvTg2ohkYN6tsc4lsU5qUJFmQpHmrH65ffPdAXYIJyQAA7O9huBvijP5q2v2oAQB4Z1twcP6gBQYtUNYCuxIAfMlLXqKgG/4cOHBAvvGNb8g97nEPrf/5AIBf//rX5e53v/t5jQCw4MC2w+eP/uiP5AUveEGhHIB+D3/4w2Vra0uBtI9+9KOl18FvH/vYx2RoaEg+8YlPyEMe8pDCca9+9avlhS98oX6H6/3+7/9+RzmnT5/WdsDfSDn+l3/5F9m7d68f12g05Kd+6qfkAx/4gH738Y9/XOuWf/D9Ix7xCP0abMH3v//9Ugs76CdOnJAf/MEf1BRlpBbfcsstXQHS82rUXSDOq46/BDcspUSF+CEKvtXUIFXT3s6sS+U0hL+32tpKeJmbnFCBcQQWGiTiJZDgTT9Mn5wBGLR22KalaW85iGQHdwX/8HsJ+w/gX4XAXwg2Ce4x6FDWQGinjhd+Y775OOgHBIyDJgMA+x5PDOa7gWVl3/cCAPu5sJXpbaBBpqXkkVHEtDWUpy/1mynIImsO31Hvz3R/XEgd5+T6kHm9GGTt25MMFkaGZfHqKWmB4LXalJHFLRk+sSrVY6ekCW0/+2gwfvdLRb5z1AJ5OMUmlleBacnjqcEVXWvxWw4C8v4jiJyPAZoEGAOQqYkaMEU2JViNq2sppQ/XCf1V0FujYQNAAKb2om5kbkFTDR+k5QOwikFqHDe5qy6up8GczXU2XmR/UB8R5eS6dGTOMa2Ox0QmIP8d1whelwCimReoSyzYo/mnGxjOvkH7aaAZHEJRdp42bWDB+tUHpX5sWSrLJnHAIDdcx1PwTH8xbjAg3bJ5yV7ZnB2T+vGzKU0Y4woAFD809sB9c8ygn8iWdHDONBrjhgrZaASkCdhqmiiAk8026MZ0Sl9ELY02thlNPNBO4bmXGN6NFIhz/GGTw4whNK0UnxjsU8cPQBN0yAhIAchBSjD7EiD/8YVOU5HAIHZDDwb9TI2MwBjagptW+B5zjWYjWKvH6npPYM5VwIbFBpWOS5jSmBYk7pEMVq43BmJovzFtH2CtsQIVLDLAPjIGnVVmawPTcaNRSdJPM7SSIGDYVNE2jWszAXp7LgP4ULMNAICoOwFAgjco09YRBZhjWvDwsGze84AM/9dtbj6j/TgxLiv33S+bY1WZ/sqCVE6ntF4HZTlebMOF4z2uWe0hZiZEYaz7ek9GWNgIUC0+9CGf5TgPYxEAK0HgPGWYbRLXL64l+I5OzBwrKB/XxpoLJl7U98N5vA4NQWy9V3CN10K9zNzD53tk4/FZQaMMYxNSE9HNouwZr6z16OzLZybmCsF/znE8Nw2sdACUfWz1K2glUuKCQBo3egAIohxj2vtYi9IMdp/xOnFzz9PuI0ucYzYAgwWjH7Ic+ewga5Ypw/ZOpgAgNrXAQOYmM+dK4VlladLG1Dzy1Vd2PhcG33S0wAAAvDCDYnPptAwYgBembQelDlrgu9UCuxIAzG/+YgGAm5ubsn//fgXcwEL8j//4D0FqbP551rOeJW95y1v068997nMKnsUPGH0//MM/rF/96q/+qvzJn/xJRxlI573//e8vX/7ylxV0O3r0qAxnaQcRJHzXu95VqvWHBx7AToCBT3jCExwMjBdEOjNSjQH6oW3BgMw/YCX+3M/9nH79mte8Rp7//Ofv6Ji8mA/mw5c/t8j8Q5/Wh2Xr0LwyAqqbzZQaBE0svDjSPZAvxngJw0sbXggRSOXgXzemFFrQWTXGDIosIuoF6QupiZDj33wh5HcZ27Cn7t92qb/c5bZx7SnETJ9BMKn3F1gxMR0oBgmRaRJHy3mkA5/zYMsBQbZ1DCzPFwAkSEnAr6xyZBURzMEx1HIi0y2eFw1jGOiyzjmbNL8eUnmnJ6Wxf07OXDkhmxMV2fex26U1MarusRUAL6tr0gQTAp9KRar79yWgZHHJnR6VuQUAFylJxr70NGMyDiIA2A38Y/1y1lXodw10sJ4RZCG4YMG7VhM6R2sAALMglOUzGOX4w3EE4XgtjOOoyUkNpQgAObhTaeukRcAx6v/x2mQRkg1CcC8G5mSA4BzUDQAXNg/wUfadOQl7nQ085jXI7AUYYMYZAI3Yhz4M8jWE5bN/AGxSxy/ed8mzC2sXwLsmnIEhrQW9tJPttPHC0IsusfwBQTw2Q6YnlXWmmyIALZHOmzMXCQRjwwH9wjbl+skyAZwpIJLS1D0lOeo8BqaMsk7za+UgadSp05Q+MCytPwiioc1oOEKQgfphNg8czMK8MRCNGmEOeBqg0dozJy3oOZ5cShsBNJCKmxOm/1Vg/JGZyHR1puZyIyYfyzbHdYzh3gAwwUnargN3acgE6PICZ2fgZVYWpAMKG1j2PIuaawXX4TggeB/5vMeYoFmS6aMV2IDdnhNl66qxWVtTE+keCNCiP2LKJM0WCAASWBkakq1DszL0reMJCEPKM1jCoyNy9pp9srJ/SKa/uSEjt59JIGCci9yI0HTSZlunL0gPFIw92A/5fOb/8RxRsMc0TePznAzAOJfRrnHjCL+VPRvs+aFtPj4uR255jWh2Az6YY8vLrlep969prXVlrKmcQmD0a/14H2jDCMTFOc/3ArIA8UwCUGtj1ccPwX6mOlsf+AYjrgHwkvp9BDWR/k9ANjcCI6AISQoysQkOYp4zfZpjAoxPYwAWWOXZeujsP74T2dx0N+ayjZf4TpA5+2p/UG8Q/ZtpSCvQjmtgPIEFCRdxfDi+0Nf4g2vgO/SlMcOPfPkVZbNl8F3WAhczztipzigwAJ+9i1KA3zxIAd6pPh6UM2iBi9ECAwCwR6v//d//vTz60Y/WI175ylfKi170otKjP/3pTzujDym5L3vZywrH/c7v/I6m1eKDYx/0oAeVloNrIDUYH6Q8/8RP/EThuIc97GHyqU99Sqanp+X48eNSp25LVtpjH/tYQdozDEbA5ovpxEhXBmtwfX1dcNyRI0dK6wKTk3379snS0pKmLv/TP/3Tjo7Pi/lgdgCQTCK8YNWHpbFvWjan6zK8uC41uLbiAz2dmAaJFzG81JGFoewK08viyy5foPF3vnPfCwDE8QYCuoYaQYEIvlh9OgwycuZVN7ffLL0kGkw4AGiMxIKLZhRFz8EEC0wKGoTbjZheQOl25/bxe0EUPQbdvc4tAQlT8GpugNG4IrZ31Oni9xaM6OXwb7DHkCII8C+OqZh2HcdTWT0RaCFYQFrc7JQs3m9Gpr+6JNVvHU0Mn4mJ5OpruoIYf4ldMZQACxt/GgSCkaFBy4ZeyQNBOkYS/ItpTzgwstfKgFc9pqi/qKAe2TARKONcoTEIwb84h+I1UV9zW9YACwEr7svYQMq6UnaNMd7Iqov9rwFzChR9frLfcT8KUNhv7AOCVdQRxPFoNzKayA6h8zHYWFNjyVmXv+H+Qypawe2ZzBdlF48ndudwTaoLy+kc1o9sOAJYIcU7daIxJ3lN9l0ALfQ49lujIVv3PCS15Q2RzYZILTlKO0OshNmZgx46Htmnlp7XgkPqNmn1urbsnU8M69jeaGsCt2hj6mTyXnqVm6+31s+u48W+13ayzTwy6DCGotGNjTs9N6TDajMzfTJq5uHa1AwzlrjeF0wK2O+sHxlIUTYA84pp8ATKo7lAj/su6Pux7fR5go2bmoLRcGJuce7i1mnejjptNqTCDS2AbEzDJNhu1+7QgsX6Yrp1pUAhGb5gI1JvLq6xZL5znsV5yt/wvEX94bCNMYr5bnOejD8/nSCU6YniWd24ZF4q6w1lReu6Ozaqm33NelU3+6orcMTeVHBUAVGszwDFKPGB9F+yWW2dd1Z3vkYX6g/WJR1kDZBVUMfAWGWDBbMgrv0cQ5im3CiKm4AwgjiVJGPweexckmi5ceGthdocPnht2uDJ13FbC7Du67PfWI58n/jI2b/Scg4f+jU9vwn91cylVkHvqAvJ8Ww6ngUZC2sTdZcHoBjTom3NUuMpmrPoeNxM9x5AUD8PY86AwwiQ+jwN7aqAJtZogoCZXmFsMH8PMtDfnX95UFyjIpOVrGay+/hsp4Yk3x8oOcGNBswJvY96ejfAhh3unaYjkbVINrAx0AcAYD7xyv9/MeOM/mq4/VEDAHD7NhocMWiBQQucewsMAMAebYY03OuvT45bSPXt5oqL9F9oCC4vL2vKLVJs4wffwa13YmJC2YRIAy774BoA2/DBtZl6jP8DkMP5uNZjHvMYufHGG7vWHLqEACLxQUoy0o/5wf8f9ahH6X9x3G//9m93LQfXARCJ+kK7MGcknvtwa59xsR7MujPOF1AK3ENsHAE3XvpHalJd3ZTK2manth9eZJWdYcYfeVDO4Ds2TL5r3AcAyNM90GZKYgTdyIby8oLQ+nasPzJwck279oWLjLAAGvmLfRmbyM6zQBgDAAAgAElEQVQvaAVFgIjB73kMHNciJLDRRxkKOqGdYkpnt138cO950QQANcDgfVsgF3Uac2ML14JDEEPNPmNUaFCCcUgGAQPHGByxvXDN8D0E1psH5mR9L4Liqox/8TZpLZ1VIC8P1HAv/l1ofw92goOjBiNsH/yb9Yv9VtbvOZAbAWbqmTFdExVCubEfy4Dg+J0BK94vlq6ooIcab9h6SlAOqb9Rry/vWwNzFViKc1YZRltt844IJsXNAqaCksnH+4FOGspGuaP1pMGGD5hm1PTD/xnYkd1GUI9/M7jFeNNgOBnFaF1ZDxyLzQkG3mXzgUAmfmMbEeDUeiVQevXKPTL2zdMi65sp8J6flsqxU6VmLTgtd9WNY47p2wRpu07TCHwp8GEpqgQkzIhJvwcD20DfwrV76fzZhQkK6HigCYpOigD+cS4CXLZ039J6k53EvzlHwsEKcpBFhe8BXp1ebKcgclwz7RHHsE+jJmVkoRIwCrqLvRyRnU0Yb4KsQqQqw03U0oR5iLLrwAJGyjDGM8a2GRe5llyvNVcBbOvDqDGZgz3OHjegOg2oVDLLoHYay7E2bY2PaN3UrRoAM6+nbulJJzOmICswOVKX1vSErN5tRsZvOqXMyK25cRk6uSKVVZMQwL1yQy/XKQzMP6ZodwX/eA/xGY9+BuOQzDccE+U+cgAQ85rnoP5kcTP189uv79UL/tvhfc9qz1MDFqn9x3TjqAWI8XTk6JsLZSuACAOUM2cTUIhxyjUqf/cp2wDMN92oH2z3rOnjQQZC7xuafpxfABPBTiegxms626/m66ICknQNxvgh6AkwFWvf3jllY2MTjO8nuelYe3010x3MR9aF41TniQG4MY03vBfkbGQdk1zXpibSeIf0AcYd1rCxUWlNjKeNENwr6osxz3GJ+8Z3qI+xe2/8YpFk0NeguAsedLHijJ1s6gEAuJOtOShr0AKDFgjvfWUR8e5qoDubAvyjP/qjmlq7sLCg7LmrrrpKfvzHf1ye/exny6WXXtr1ZuGS+773vU9/x7ndjELw+wMe8AD5whe+oKy5Y8eOFcrEd2Di4ZjPf/7zXa+Ha8zPz+vvuDacfPn50pe+pCnC+MCw43Wve13XcqDp96QnPUl/f+Mb3yjXXnutH4v/P+c5z9H/47if/Mmf7FoOrnPDDTfo77j+/e53vx0bGBfrwazaf/gghXJmTJr1mlSwKQ82wFpiQdRuM6ZADjZpugZegi1gicwovuzmYAanVwy8cX2WHadfBuY5uITr0SnWQJpS9l8XrT9czvX+8B+muPQA8Uo7ugyoycvIX/pjG8YAGsdlTLAOB75YCWoxddOss3pEp1yCI2Xi5bFoBQq7OO7yOHU2RDAfd/FdQzFzG0b70jwCL/dIizyzkpglAAAjq4f9gb8jYEOWkQuxB7YaAqXJCVm53yEZPbqsKYYQuPeUxKwtyvpSgx8ATNSAIpDUC7CNDNd4XLwAQRljrmrwhY/qj5l4uwWknt7kjVxpM/LAxkKwb+6QruuFOvDaZA3Oz0ljdkLnbuUbt6UU4m6MN1yLOo0M9jlmFVjMDDdQDoMysscI/ADAw3c0DYljnf+OASTbTxkfpieHewHoFPUEyQSr16U5NaobEprSSRdUNaYwVmCvFbmEPdyam5LmxIisz49qym91qyXVjabUv3myCKqgDtYH7kIbrpWDgMX5NCQCF1CmvGZmE92q7I7a01Ppvs+sJZalrpfBUAUgJQEfjuHQb55uinPQ1xEMjkYXcOklG4es3Lxy2aZLGsvG5srBerBzkVaPIB9g6upqAhsiS9TGs7OLWH6+JkQ5CNYpjtcITusa0ilNUtrOZMYRVMD1sUbVzSHaNhtgfqVtT8fSDNTP2Z0FkDB/Blj/eVpoYOlxbegwPQlAi/Yh0j0hcQDwB6xapodijIV0cI4VXTvQ77PTurnXmBqV9T0jyvAbWmlI/daFBAhFw44uA9OZ5OFYBZaZapqvI+GZ7k7vXN+1LRIzUD/ot6gFCMAKDvKX75Plyyfkn957ftIrj937f6VxZ2PUn4sAgC3tl8YcqMORO97UcfcKAFoacHN1tW34wdRY6u7BeCW6I1PvztJ+la3OlF4D8bip5g7BmDtk/uJvtJGxAHmM6zySZR0yIaILtLJzme6NOsB8iO1OaQK+TxHYjNkNOJabLfg3AUjOySjPgkMJzqHOdn8FEJDSB3wu4W9lNptbOObD9ERiXvNZgmPUkMgYojpWUrr0kZte/f+z9ybAtmVVleg8/T3nntu+LlvapBMpoIBvhZZYSJfPUn8Y2EZgQ1NIFVqgIVDSJOAH6aoEChuglFL5NhGoFaXgyxSlk6AQ4YOAAkmSJJlJNi/fu+/23el+jLnmWGfudfe5777mNuTdJyIj3z1nt3M1e8+xxhxju1m/+M1FYL/yjMvZCFsAwIl8w8rLec7zHauzNC9fK0qAzxem4vciAgc6AoeCATiqBcbGxhRIgy5f3geMv3/4h39Q5h1KZ7f7QG/vgx/8oG6yvr6u5bf8NxyD8YH23gc+8IFtj4NyXTAJcW4wAvkB4+/kyZP6J7QAf+VXfmXkcaBDCAMVfMDwA9OPH/z95je/Wf+ENuETn/jEkceB9h9NT3B+MAJ3+sFDa7vP3XffHXUR77jjjlwdwp2ea6fbKfsPL+d46Ws1ZfOqKRlAM6hSkvJmT2rn1qS0uBKAmjzwDy935gYZxd7JIMoDx3BheQCfZwiM2EaTpYQpkFd+pfceBcOtpssCkjH6YJDM8MO/MO80flsMILjjKBAw/j4EyDxLLgNw+pd5Ho8r/jiOW/3XsianWedX8jMadgRLye7IudGQuDpjDkvuvQaW7mYsNAJaseSOYFIKFIBhMzUhnRNtqZkxQnSR9C/1Kajm+p0mLsoA6wzLd3G9D7hStf42rpkM5ep3npHB4tLQRZlJiB0rjQ/BPwr4a0JobMlMf2XcfXswhgQg0piyZIull3kAIPchy8kDBrx2Y3zFwxtjLE2stP2mp9QZtbS8HoTUWXIV+7z1P447Jt3pPeQBgFa2rf0PMaJ5AcYR+pWyllyS5oE/gn8pCI6SWbCOUZKJuef0fBZ4NHB20GpKCUCX778sW0Z8UtCW98tSNZ/E4l7rNVl75BXSr5VkcyIAEBO3rUkVcgdgTQLs8YsIXmfPA2ecXzwjjUxT6lpNTwUAkEBNHqCV9B2dGwj2NOpB8w1MGTp8YnvEA2CCL7MbGwsAhGtfZV3hQ2AMLMz04xNsAPMEGzkmmbiTqUQ9NtwrQDOAtr5tDbxBn1DTBW7PfqZgA0tCbd4h8Ofik3HURRt6UN2zDsnYZZlvntYqpRy2kS7QYQ7mlQHTAMz0u6U1BYWxYJFx3Oa4TTVrsVMqheANDZxDc5S48Nv7eYBSGLhHjDswn8AARAxRrkzAHP93MYzTk2nd6fMaizvHZpQFuHK8IlPf2JD67XMqlZBhbVucM89ZxpSgDwBIAxZleXXo+pwCsrwQLwPh5obITMX7h3/fwEJTq6m6nPjc9I+vyXlqnf+r62f/wxYpgy3PTNPeO3XfVk3qZ7Z/NrjzslxYgeChVISvBNBnIgBRsqfBhJ5flO7Dr9H5rXbrvTJYWs6aiRkQyWcrJSl0/PNZBJDOxlhkCmI+TsaVZ/hHfUPvdqymK2aGw7JcvDatrA6ZjfyeC0ycW9Oy3jT06A/O/ET7kzFYM+9wtl8E/ikjA3B0ohUqTrhYQJkJXAtlJtAPMQ+h79UqcuPng/5a8dk+AgUAuDs9pAAAdyeuxVGLCOxlBO7XACDKd8GEg+Putddeq3GFo+2f//mfK7NvYAkDDDxe8IIXbIn7ox/9aPmXf/kXdSK+5557tm2Xn/iJn4iMPbD9jhw5ottDqw9GIvhgG5hrbPfBucAgBNvvi1/8Ytz0/e9/v/z4j/+4/v07v/M7AuORUR+wHcnWA9vvne98Z9z0RS96kfz2b4fVXmz3yEc+cuRxcB6yBxGvZz3rWTvum6VRgFjOEfYUAERyBsH6jU3pT49Lb7yu7L9SdyD12+4bCqKn16kAANxJLfH34AHvNa8kDcfxLEACWaNAQGM+xESc7AItc+pkAcVtNP8A/vGTAfsMwNhS/rLjls1xgsW+24GA3gwiBRJcguVFyUdejgcFczbyQt7KvsALvNP9iS7Htm8sE0bCSDYAXXrxt4JJVt4WA2qAEssYef+MAf7fbinTqjy3HNha1K5zIIIejmBD2h8AJkwZc2F5NSRfYP41GrL5iKt01xrK2ABYw/ADOk2RVRJKtZQFkwCMMT4pS8cbDvj79PuPahQyzfC7T3idM6fuinOkgLnv0ywxw7ZeK8uYN8qu8s69uk0/lFdDEwzJIgEHzwDkOTlmU/0/jlH87hmAZHbg2AQVFQiGky1ibAyydK7zcwOuzwOEBDPUgbY01PmjDh0BPoAxjVq4L2/o4Vmio9hpOJ+xfIeTQEk2Hn6lVDbCwkK3XZPeWFnG7luXyrfOxkRz25L2pP0z2yKhn52W7pGW9BsVadw+HwBATaCNKenAsnQxI5rE0MCEDDX0DwJzOL8Crv2hs7aCV41Q0rq6FsrdAUIC0GLJr59zGGfeS1w8gfYb3FI3go4f2od6lEjWMYbJHjJdTTpTR2YSJQIA7qJ0k6CDAbGRJYd2s0UHXczgYo8HqHF9NDYhkGxGOZGZaWYbNF6Ic0nK1kvHrV9Y8gAX5jMAp6ZBqXp7AIbxYQk1+iJdmAkE4v/4DmAGdds4v3Je4Rgha5fGLQQAPYOR26DdaNiC/oX5vF4N7sZgKOq86sy00D6mq5ZhDDfqapi0dnVLlq6pyMxXN2XszgWRc85hm3M/gCO2R858p204MyWyuJQxBslsmrOgEYFigsDQKkXbU2OYbaxM87rI7LSc+pegG32xHwUByQC0Z4Gf/3Xc1Gpy6s5Q5YEPSod1+l1bkzL6AnUbWY7rF6hs/lFmPNqG5fNo02NHpHukLeWVTdVexNjUZxieCbWasuaUped0BPV8BABtLtb9XAmwf17rdAC2n9NBpaZhBCttgU8XuQjQI+54J7Dv4nj3CybxGdQP4GFays5755gnW5ol7h4EpAwGg6xah4FBqh/GGM8vLjBzW2zDsYE4Y4xVy3LjF15/sd3iUO1XAIC709wFALg7cS2OWkRgLyNwvwUAFxYWtNx3FBAFJh7AQTj9tlot+frXvy5XXHFFJvYPfehDFTAEeHj77bdv2y4/8zM/I+973/t0Gw9o4d8PeMAD9Puf/umflj/8wz/c9jjYFvvg3LfcckvcFsfGOfD5vd/7PXnuc5878ji4ZuyPz/Oe9zz53d8dikPj7/e+9736G+75IQ95yMjjYDtsjw/O/+xnP3vHffPAAoAT47J5YkJL35Q5B4LFZk9Kq5tSAtsEL54pYMe7RlLI5AffeeBvVGQ8SOdKRDJMKzJ2eAw7v774OgAwlqn68qi4z5D9lwH/wDBA2ZcCf4H1o259KcMx5/q3BQnzAF4PSKS/jwIBE9ZKNMjYcU8bsaG5EiobB4mJYw1iD58IRaDM2DVbkiQDHXQ/loExceXpWRpMhilAKYAXTIq8lpQvAcuwXhyDkwkG2BQ4JvoC9KymJ6Q7NSa1b50L/W9pOQv+sV+6hFIv0TvomuujbsrEl7pJaTg1gTLA0/dlz3jxrDeCa8ZK2lIayCSLoJxdm56W4JYDPAh26HEAqk5PSGmzGwwLUGaJ9sCYBHDjAXgmTWTupeAKxlUKghKsY6myAgHWJt6ZGMfGWCIA6OcC3oePI/qBM7YYqNFDORgy4FBduxYaMeB+VBsLZbjGXOG85OeKPKCB52WcFbCsqGZkd6IuleVOiB3afqOjIDUYpMoyTZLcLZqWOUMtMx5gKnNkSo0a1h40I81b54YMFsQM4BAZk0lZsAJ2KJ31ruuIGdoU7COW/Fp/zIBmYO8AUGH7UapB+5grjSX4x3JiLibwvgFKQG8wGZ+l2emQpOMaoCEG5pArAY26ZTT5oT4dj+OBcM6ROqbNWdb3ffzbs49sLFDjjOWUWxjq3C8F4/Pm9VI5gKTJYgwBXdXVBMMRphubYKB2VcZArwugIPssS+Dxf4wFDGGNX87ik5vndb7lNRCoNiA0sh8JpGDcYbygHL7VUPBPXYwRW2Ot6onJ3uN9mct4LCvHGDg+K92ZMenXytK4czGwa8n6LVdkMN6Q0txiVm/S4heZXegLYP6RLZuW/6bx5rwT52UwCEN1SEYOgvM9AFO4hzfH5FKNHlQH0NiR8RnH66DRSL0up24fysmgdBj3qiW/MOawslMFv8lUtGdpnGoIrJnjs55ivCXdBxyX6plgKKQMQAMAwSzU8UzDELsmAJLBsMqkIgAQJhqAcQHP4qqA/w7eZTLPOvzh5Fti6THHnf8d9+SYwbGk255/kf1Hsxbri1H6wvXrCO55hjrfCTE/YhyxoiB1NefzkgBpt6duz8Vn+wjc3wDAh7/wBqkdkBLgm99VuAAX46+IwLdzBO63AOBOGgVuva961at009e//vUCt17/KRiAF88APGglwOr8W6tJ98pp6UzUpLoatL4qa10pL6yGZncuqdv2H7yMeeAqBRLSnV35UAZcxHae0eOBR/yWas6ARZayExLdv5Hgn96s6TztZHC4bUYCgbsBAjrALl4CmWE+mTrfPZhOEctct6zgp/srUFQNIAU/6pTrtNo8AMZSUIKxvj8gmUP5FFb0kfx4nan0HtiXPNDrExqw/lotBXB6LbC2KtK4d0VKZ+YDyyhNxjwIS/aiaUjqbaVtZjpNuaWfrqxT900BQB9DXrMvUaQDZjpWeA24Pl+O69l3vA9jXambI0rjJpvSnRyT6uJ6GLcsLaMWk2lW6aWxlIrXyVj78aj3ZfqK/h4cMyWOm7Sc1LP2fFzTNgYAiOsCQDYZmD8KyNar0ochQ6kkG0fq0ji7qYwZBThjaaMtSPiFCYJo240HvdeynnPtEcf1nCVUAZ9elRIAGICONClhmd1FAIBhCjNAUdszlLaCZb1x9aTU50JpLnQMdTEDbB29t14WTNcyQhtrBM2p30cAkEk3HUnd/Ss7lNpgHJva3w0ANIBK+7BqCELmIbiJxvJCutl6IxDVEGuHHqTmT6ZJiG2xHeLsNAlTHc8Qj1IANjj+rC1jWWIKYLDvQ+aA+mUGQqTlosFEqBTGJuNBYJP9lSwibuPZdglYx7kK9wxdMv2g7/QGyjwaIB6YcwAOAoBXINlAalwjy6Ixj/syfl/qa+NRQSkPAKqjcil8R/a1sW0H7TEZNGpSXl7X61AGIPoFwFb7pOYn8fheIxB9DAzHumsPAzWVCbYIcM+Vk+PYCkLWdOwqQOhZglwISRdJ+Leb17UPYB7D/zFv5WjBKqBkbX7q5iDVcqmf6yefE0EyjS0ZrucxFkEZcHTn5TPYmNkKirlnT6bKAP0F9wkg2Z6BABTDcCyH8nlj1aXsvlAia8x7vO9gf773bBOI1CQsvrMk83KmDJqxQMzZD8k29CxjAvlYaAB4i/kNQDfLfz2Qj2tkH+a52QfQJ3R/jFnTCfaLXqn+rB7L5i8eiwtaIgUAuIOBUQCAOwjSRWwCBmABAF5E4IpdiggcoAgcagAQpbZg/aEU+OlPf7o63vpPoQF48RqA5+vje/lgPvmAl+hLZe/YtGwcg8tcSRpn1lX/r3puNTA7tDTTtLxYIuWYX/F+fHKZd5NMCPibcyqMm/uyM5/E899MCK1UJa6UpyW/OKAl3x74Cy/axtoyzb+R+n3nayj3ey4QuEsgIMv8YjKI6wBo4kFaJrrpPfCarHxVk3xqkeXdrzkFxoQsru7XA/OHAJFPsHEcJqo+kTPmFTSnSgvLCrJsKfHzMUuTd7tPvPiDETE4Pqtlvr0T01I5vaggx+AeMxlKACC6Oka2h167AQNpOS7j4HW5UuMM7V/O9dADRGlJ1Ki4egZhXl9Bck1AAgwIz2DSjjwEWBSUmGorAFCeWwpMHPZzska4Tx7Qyvthv+H1kAWE353ZTGxfbo9z8ENmHv/eDgAkM83cHbtXTMvmJO67JN1GSZqnN6Q6vyal1VAqHj9kGeaNe3/NvGf83yWMcPPVj7Yh7g0sk37Q1gPQHUt0A4CXAYEvYF7wm0YQBmDndFs6R8eDBiaMG3AfGIeqvWdlvHZvCrQDNMdvK2tDUNFirkBAyqZiX6EuGzUafTx4/+hbpqWYAdGS+9SySDpj47ng+q8m/wS1UPLIEtSY6Lu2s7ZQQMctEOVpu0anUWNlZVjQWAAAW46l1Dspyc/r58oENcMJ/4wCWAENRWgWWqlidLklsxKMNHxY/ovnJBh5Uy0ZIPa9XgB46WptxirR0MA0G6Ohj/XxCP7Z9SoohOsB6xkxQ/8fqwfgEYAdzrXRCeA1+m9a9u+BFvRnnodsQzA8j80okAj2LViEm7NN1cTU5uoMpLrckcrSmmqy9WYC8NtrVaV234qUUK7rwfJkXLL8fDglBKYlWfwKbk3bmLTFG13k4/ODCybjTdWFu5xOrwABg45pNYDRzTHpH5mUmz7z2pEjHQCg9gkwAQHocTFGpVCsFB/gnCvRj5ITNADBMwzgX6KfGUvfwS5NFx5QIgxAn0xw0+fMMPU5ppQpPdR4TdmAGVkMP04xBlglQGkKD/75ZzrLtqkrCsDf5CY0lgQAXel9xtTGPUM1oIgJnNZXzPwp1ShO3l+CIQl0irMaz6d26Ah9kVP5/WK3vcwzditg/h4KBuBuRbk4bhGBwxeBQw0AormhzwedPmjmwenWf370R39U9QLx2W8X4C996UvymMc8Rq/lUlyAf/M3f1N+8ReDE+5hcQFWALBRl+4JmH6IVFY70m3XpTa/bompvaSn+lDpfBBXYXMcF/2+KTCVAh/pC6EH/lLwj6vfycufAn9IkM7DANRt8kDLUeyhPJDGxWFHIKBnoWkG4Vxyk5LfWIaWx6jcsm+Iu66+7/TjE2a/wu5fspkYa7ZnSTySMdWfMnFzxov6XZEVYC6jLB3EcVGOiPtBkprHFuG1e9aIZzehjM3pIXWPTkj19ILIwpIeN2ot4VyMdQrIKTvBGFU43yjgGudN28vHlvedapV51pJnKXhwgffEhHHUeCLLEgk174O6cSzLIvMKYAQ12VACCMBm1CcF+rYDBX35KAHfFPjzACCTNpd8xrJMvz+vTQGY4GbaPT4pq1c0pHXPhlSW1kOZZZ6baebYaKcgBK/9CscjCOlYVEzyO9cekdo9i8MSdBtLcAFWMA5gDdhTNhddDvCPt6pjGm061pDesUllbZVWgoaeti8S+sR9VQEGskfplK39O2iGKWOQyT5ZMwQZWBaX9vE4r5q+H/tQXsmgGwOxrE/LygGaBddWBSXs2iMox2tJ+yDBHMfCy4B4nD/wfw/y6QTnHI/JahzVd/P6vmefAcTLKfVV8A3jDXMc7snYeJHNCdAMenoYX5iLeB/erdq0zHrtsQAqd/tS1rL8wVC7kmCJSU9EMye/yObnFrQ35k8Fy+tqIqFmOdD+Q4k8/oNhAsBXLgbRMITPOrSZKzGP98r+gWO3moJ5tdesSnW1o320N9GUzmRNastdKa9tSvkcypntecA5h+zV+Jww9qXNsbll1cbA1FJxmgqx3QCOEmwiM296Ssudb/rc63b6lNvRdtAEVKDdni3nYxgSAKQWoJbxgpVqizYEcNXh1+bDCAASNDt2JLqcx20QB7Q52jAPAEQpMOLt5z8FGmFWZeBj+jwy3V4fCAVkU+1DsuKpy4e5w5f+mo5kBCxtIU77NOYo9Dk61CdyBDwfF6Vi2Xgc0zaH475Mf1FZ2JlFH/dM5/1Te9q9v/iy7R01/iHd6H4HAP78ASoBfndRAnxIh1Vx2/eTCBx6APDYsWMC0448APCGG24QGIngA0deMALzPt1uV6anp9W998lPfrJ87GMfy2yG7/7+7/9e3YTn5+elmse0sXN893d/t+6Lc7/udcMXwM3NTdUq7PV66sYLV95RH7j+vuIVr9CfP/zhD8tTnvKUuCn+fupTn6p/Yzu4Ao/64DxgReJ6cW91Dyhc4gDYqwfzyQf/crhSiEXXg7thb7KpQvW1MyuhfMkn7J4JmIJhTKQ8WJUpi7RSwlH7ebCOWoIETMhOIcME36elL3mmH+cDAclgSUHJnbTfNmDgFiAw3XaHIOAWF0Zelz+eB+vs9wsCAfPulQkK2TXxJd1W2Vn+i/gZYyn0I2OB+ZdzjGe+yENr6sojUj6zEErURgnKp+Cfv0Yk7WDlUGsMjqpgEkJ4ntfJpMW3q+/HABX8NtgP21oJVwYQ9LE2Mf+YFHlA2vdNXq8rJ9yS/CpDy0r6eH5eP85JAFPL/SrmeBxK83WzjY3AVrHrVmF/gDDQigNgdj4AMO1LBFFSYJDgX/o796dmE0u3yOqhfhO24zFiXCrDxI7tgESuXJHOtbN6r2DGqY4hgbwtY4gsXvs/gT6CMLhezh/YlwLyBMyaDSnNLw5NOHCZ1xwPpdNoZzB3rBQ2NEuWYTIMnzlboqxzG0ftzPZm3gAmkzb9gumrmmFELP2zfqHABK6b5bl+wYN9zNisWtYPcAr7kIWruoxuoYGLLBYjNVtIQWsDGDPls7aNmgt48xEP0vkFmxHzaNQV80CFT/S9ziUXG8gGG9Vv03Ol/dj/roCzMf7c9wpuesDYdGZTAFB36fWHEgg0xGG7UKsMfWp6IpQEG3CJcuHSsgEbAHjoiEynVT9n4d+uhFLnLBqOoA2aeG5XQ9kvwL+1jpTWNoJhC0xfwMREXyA4j31diXlkYnmXZZwDJb0Aw2kmgr491ZbVB05I885lKS+uidiiTqZUmSC1Mfsz83uqC8t5zIGFep2IJecLp5unDtGY98386cZ/fsOI3nVpX/+760Np8UdvfPnIA10/9dwInumcWypJH6xF+0Sgz54zUdMPACF1ZdXwIzUHKqMAACAASURBVGj64Z5KZ023ljGAwzRLfDnuCLRzLHtwzo073S9MWlnDKzgbUyLA5DygaalyGX5cEWzl84W/UevQLwQenQ0LAQY6Z9h/GN/RrKcUwHYYdRhYty0I6NnmNg/qZXCRETEg+9Y0E3mZp25726V1gkOy917lGbsZzgwDsAAAdzPUxbGLCByqCBxqANCXAD/taU+TD33oQ5nGB/gFEAyfN73pTfLyl+e/MH3qU59Sp2F8fvVXf1V+/dez7m0A4wC24YNtv+u7viu3k+Ec2B+fm266SZ7xjGdktgM4CCAS5iZgLY4C5K6//nrdv9Fo6HYTE+YmKiJLS0ty9OhRAaCI7U6dOpV7Lfgd4Oji4qLe2yc/+cnLOjD24sF88iG/Ehhy9lKmhhCNwCboN2pSATMF5UQsXcILVwTmbD/edcJcywQjlvTmAICefREZO1bOgWTagRv+ZTa+3PoTXQAAqCXAPtG72NY7yCAgNcx4b3nMnvS+vdi6CcVntO1SBqC9pMdyMk2EkdSYntM6ShP7QzbKRFtLxyqnz4XScmPXZC7DEsWR2oCMOdgLNEJArgP2ARMEA0WiaL7XAPOJtj9xkqzofedciyZtTEK4vwMKvP7lSAAX+1l/VcMB3xfxvQdsNCE3TS41FDAgiq6rDiyNGlkLi1bS5spyR/VxzyRJQSL8beL0EUzDcZBYMjn0QAuTNrK0EBfqY5Hlh9ghycVxvattGyWuPRnAzADlvgrAGeDJ6yIwqu1sICn+ray62tBZmqYLEy3pHG1L/d4lkcWgCRk/YKwA+PLfWRlyWo6b7SbWXrz/8Zb0ZlpSObus2mUsRRsJGHoNNzBdkKwjeUZMEC86ZjrAVcE8jjWCkh5owzEJMOG+8DENr9gf47hxQKa2QTULANi+0cjDgOoIBHotSJYZ57GE8/obFxYIQqTano4tGxlKagpTDYwo6hJi7KPcn07C2gdK2bbk+fPmaFeOyHEex7vqrNmY01LGSiwBDqex0lU/p9j5dW7g/MdrslLdfrMW5g1oPi6tDw1gwIL2+n7+uj1ASuMP9AXTAIQxR78J99OSMmXLyxsB/DegOC5ycL5in+dzPH1uky3IcYD24fgHY/X4jAKZ5bNLQ+dnB9wqgIfrQ8yxwJOnc5j0i9wyYDy7aILBPmIAoJjm5KW6AF/sIx/7XT/z/DBWAZSxLB5j3/ogS21V08907ehGHUt1bYFHAUR8AMgRzEefs/6ucXDAu/YxMkS5WB6Z4U6uAOBpsiChTr8osU0X3mxBNcYE4KS6yttzh3N+CgAC4JycDHMx5lJjIlOr0Le/zmHsGyb9sQUA3G7MIl7sl47xTvYrXcVP3fLWS2naQ7XvXuQZux3QAgDc7QgXxy8icDgjcKgBQBh/vPrVr9aWB9OPhiDsCgDBUCIMR+FHPepRWiKc5277whe+UN797nfrbp/+9KflSU96UqY34TuCfj//8z8v73rXu7b0tn6/L9/5nd8pX/7yl5VNCHCy5kvOROQtb3lLBCH/5E/+RH7yJ39yy3HwsHjQgx6kTMEf+IEfkA9+8INbtsH3AP7A7PvGN74h11xzzZZt/vRP/1R+6qd+Sr/HeV/60pde1hGy2w/mk9e9dGhawETakuuBln0EtogCgMj3wTBAaRFZNend5iVZPrHWZGkHACATSjJhyCbKKWHJXAIZLf7LqB9nCW8eQ/FytVrO/V9wObA/hkvMtriNRv1Cx+jJ7OuEsanbY+BthlmU97JNlgb6gDci4LauTaMgOfXKaDSBc6GMKgV0kcyCVQK2kyU3aamjnsaz/7ZjAmLbFNR0zMWMEU3KcPGgF39Ly8h1AICBMyx7Vp0tgnE+OVLm4NC1dEvpthfaZyxztOs0OSTAyO1wT2RW4hpZ/qtlhd0swwLABZhBcKk0QfbMmPXMUw/ceXYfQTucHwkkWXTQHgO4gHYl608nBwPVMB8DeGOpMhmXLBMnCKEggbnGxhLmDS0h6xxrh9JcgLlMXn0JNQFAPwa4gIG4sbwS/4dzKcwR6lUp3zOXLR3VfoaFBqdLx/vk/RDMTNsJrKqj08rqUiAH/bpRlX57TCq3n851Sc2A6GR90sFVtQaD5h/7DRky2gW1lNTK1RETL8CPDbxDNUtrAUoowJCwJDlPGsMKbB1lidHYwzGKvMFPTOR9vMj28jICnHNTNh/HEsc3wbN0/Bojm9phem+4d/b5dD6zUulg3mDMIoIjOj84Fqifw3zf93OMXV+Y2yoBlPFzYfq88G7Z3JdaaH5MWRm29hMwT/t9Kc+vhOMDrEN/59yic04/6prF0m72G449HBNadQAB0RcBAKI/AjwDA9DchDPzIPtRXCxJHMyt/TKlzjSxwTiD0/jsxPA8VhKacS0GcMTyY+tv+twZwQAMU4jJjADk4yISwSbGkb+1x2XQbsqNnw8ldvvxQbmwzoMpAOgWO2ioETTqKgGwRhysrDdTDmzjgzqJQZcXY93co22cqEMwjbgQD2qA2rygsWD5fLKvngLzA8xHDJiN7wNpmS2uF5qj/oN2QF+l2zGrAPBcsHkXrFM9jz0jvaanynYAgDaAOmr28f3Tvy/6+YLXgNia1mJciMYYgGEIxn4ryF1AW7hgAO5sVOx2nrGzq7i0rfw9POIFB6cE+KvvKUqAL61li72LCOxvBO6XAOBtt92mmn2Pf/zjR0b3Ax/4gDzrWc9SJtzY2JjccsstcvXVV2/Z3pcB5wFhYOShxBdlwN/3fd8nH/3oR3PPyTJggG4f//jHI2OQG7/1rW+Vl73sZfrna17zGnnta7eKM8/NzclDHvIQBSQf+MAHymc/+1k5cuRIPB9Avx/5kR+Rv/qrv9Lv0vJfbujLgH/4h39Y/uIv/kIqLjFCSfQTnvAEuf322xWMvPXWW2VmZuay9tTdfjCffFiIZRATD4miCn/rSjAcOCvR2ZAAAEqM9KXtfC9qfAnF/yMDyABAJjb+pY4lpCbkrKLYBBHSc7kojxK01u8jO8bACe/suM0x4+F90r8du9G3+uUGAXHsPCDQX48/5ygQkNeYty2ZWh4QQ0IP1oeLQWQzeYMW6zeREUPdILLXCPhQm2dmKlwJzClwXktSR8XcA58RKEzbIimFzAjnp/ftAR6W1fH+80ZvUoYY2Rm2rZ6LLDB/HA+S5xlUuHb1yVQcZx7s0wQHjLlQHqsgOllPvs0AkKPUj2AYzXVwfcZOVBCRTLE88I/zAQ1heHwkma2mglyl03NZ8A/7pOPJl/sS/DNgUvtzpSKdExMqM4ByyO54VZq3zYdyQ9ybmkckhhEEPfw4pqYZ5xmbu7R52AYGCEf31byxwO/y5oXxcQHLSks2AfRNtWXlIVNS3uxL6+YzAWxhwq1lkhOhrJgJdqLlF0+P9gQYg/YFC5aGGXFeHBpSKCDCPoFzeYYgSgqNBasl4GSHGZAW53jGxAAxnWPJrsRvBubpsXAuMlp5/duME2VAjZsj7sqKGXIEQDzz8eBzUm6sZcsEmgBce11MgkmIA8Al7EsgGk2dsgC9y2hippI3zCPAvc08z7Lq2H4K9Dg2qf2gYxD3gjHE+/UaidYu/WPTQRNwfimAgDSQMCDTP78yTrAsAVZQKYCjKAPut+raPysLKM1dDQsAfGchoIj7I7BJdhlvKGF7Z1xrLS4KKKJtAEKN1aR0bsmuuxNZkVHf0hvZ4ByOTZ3bBowfAV2CZX5fK43tXR3e6f7mUzdsd6hd/W1bANAvGqVzCow1yH6156JnC0bZB87P9i5DAysdp3yeEoDDGLA+FMe7B5/dv9VABmPLqjoU+PegOk1Q0tJfHBjPaz/WdN6A9mcr/EZg0sZfNC8x1q6y/7jowm35LPTPo7yW03eNxPGXzyv+3zQ3o3s7nICLUuBtx8Fu5xm7Ogjt4AUAuBdRLs5RRODwReBAAoCf+MQnFJDjB4AUGWjf8z3fI89//vMzLfVzP/dzmb8BwkH3DqWrP/RDPySPe9zjlMkHt1+AWX/2Z3+m/+FvfGCM8aIXvSi39VEy+8QnPlFuvvlm/f0FL3iBMu+azaZ85CMf0XLf5eVl/RtlsjhX3udzn/uc4NrX1tak3W6rRh+uEX+Dbfee97xHd3v4wx8un/nMZzJlu/54YBqCcYjPQx/6UHnlK1+p5iB33XWXvP3tb9drwgfsvT/+4z8e2aPxO86LD67jJS95iVx11VXyxS9+Ud7whjfI17/+df0NbEWwFi/3Z7cfzCcf/vJsmSHBEWr3NGpBfB8vl2ADouIX27B0yN/wKPafbg8XOjPjIHjo9JGisD2SPLzcetFv//LMc5Btkgc66MWGPpsBAf31bQf+jQJr/L2eDwzcCQiYbrMbeoC45u1emPF7jGnCAtESQyTwJsqNbV25qoYjL1ZkeBCkQRKhoEwvnAvJBz40BHGsvMz48ckiGUXGEskkpilIy/tJ2zvtR9SV8kBxmoBwPDCOZFM5Jp8mu3QxjYCzAz4YP94n//baYbgWJONsD0vAlPXD7VjKqcAqBPxNl9MHTUu6HANRgT8DYJj4p+w/tLNnMfIaWPLH8YSSsam2lOYWAyvPOwp7tqCPM9mfBABxLIKAMC+AblmtImtXtaR1y7yUAKRhDsgrUydoQY1B3rdnbpF5mGoNEoT2DBlfOsxj5c0LjYb0j02p2UHvKMrcRFavbsmZx1Tk2g+tSPVbZ0P5LsFG9BGwa3AudU7vBdDQA212PmXIAEzhHIm2sxLACKgbuyw65TI2dKYmKIc+Qwdedfq1RDld9CAbDiwetI+WnZqJB9l8BAAINHgXVsfOi+wkMoVwbTnmJXq7BOT8HOKBezLfwO4xF1nqHcZxge2h94UY07GYsU3bzsa/zhUYn54l68eMB0l8KXPOwzwCW3r+rs1rWzUhFfhD29Ihmcd1860ywY7OKnOvAhYg+j0AFLAxta9b+/FZlgCcUdsR1wL9uGZD+hMNXcCrwpgDLtEwsGHJMO8H8QcIA5CXc7w3fnLOwOFyzSDLz/dgi8KhtTcI4LcZXETmKlmsuAeWLyfx3MJoT36PmoJ+nKNfT7alNxnK2/cT/MP5T574j4E1C0AP/RYLMNBcbI4NAXBsmC5k4DuCgF4rlXMt75nPMI5L9AUu5nhAz0yeqDGYMQaxc8VnMMbq8aMikIcACEnWr5kHKfiPdzMP/nFuo/lHUvau/RXjcn0j6BVyUZAgJ5/lnPtxPKermpFx8M9cPo/duAlzSaJlmj7zrd8xDqe+8Rs5o7n4ihHY7TxjLyJdAIB7EeXiHEUEDl8EDiQACEDvD/7gD3bcGgTyuAMBwPMdAKYab3vb2xTU2+4DMBJls1/72tdyN4Mm3x/90R/JD/7gD257HDDznv3sZ6uuXt4H4B9Kdq+77rptjwOGIEqW0/vmTrhWuBeD2TjqA+ARLsd//dd/nbtJuVzW8ug8JuL54rqT33f7wXzyEWZuklP+pNcHNgsSMy/krwlnwnrIA8R8eZf+m5plBgT5xJTB8CwYJropcJO+/HnQhcfxAKAP9CjgbyegX16DbQcEXioI6PdPznOxpiAxMfDHHgUAEhhj8hLjPMgaIeT0hZg0KvPKjB64P8vPlMUUAK5UJ02BDAIJaRKaBzRbX80dU0hAqUHlmZQsr/KlUppMV0WuuUJK3zqdNThI+x1PRgdWsurwfYydAwdYVgegj+AESzSRdK+tC5gZMG6hMzENFpSxgQ8ZXZEZ4pxQ/c0jEe10IsskshRTkBn7IDZIrNOxQfYSzk2wHoYiBAYpvWCgY9TS9GPQAyVsI38eMJcmxmUwVpXy3FJgdDHJtXJqzkOakLpSr9iX2Y843zBZJaMFB2A/9EY1Gs8AUMSPA3b1O9NY039jXzPhANvq3GNnZeYL5wIDikAKD4TYEGBhuW4OCBDBKfYX9FUCgMYuY+mnAj4O3NVTqRmTM+RhuZ4fI85hNzMVUqvMg1M8FkuIcU4D7/W6fNkyvnfanVGTzI0LDxKfuuMdW4anMqg0ziY1gTZGf8NxV1eNRWfl59TsxNyA7TCOfAlj7uAPX9I0Q402fBt7JrPf32sZ8toAhHk3VPbtnMUwHbe+NJrHxrPUGHkKcE1PKahcXtuQ0pJppwFQGwxCybdvx6Tkm6YTsY/WqqpBCQBQdXvJzLPy7kw/x3HptMvnuZsbWbKZ0V/08zw0XE9MBedqXLdz5/Yl7HF8JYs85wX/HAMw6qwC+JtoalXChz7xym1ae+9+OnnshWHhBqYafGbhb4BstqgSFnHsnSeZG9VEx/9O8ItzEhdm0DYp6873Kcf+jcxAFwZcmz5jDZAuzU7LYG4+jDvHJFcWL46VLp4R7B4Btudq/bGfk9GLvzEvwpwKYLdJHsTxnwf25T3r0wUsbJMzXuNzAwzAHQKAT/3+N6rcDUrpa4sbctM/vmbvOtM+nmm384y9uLUMAPgfDlAJ8P8oSoD3ov2LcxQR2K0I3C8BQLD2/vIv/1INM8Cmu/vuu9XpF2W6KGV99KMfrU64YBKCGbiTD1xwf+u3fkve//73KzsRpcPXXnutAoMvfvGLtSR3J59vfvOb8o53vEOBPkzsMPIA4PdjP/Zj8gu/8Avq9LuTD9iGuB64C997771aqvvYxz5WnvOc50Ttvp0cByzB3//935d/+qd/UofiEydOyPd+7/fqtdDYZCfHudBtdvvBfPI7XhEAPibNeRcIEBDi4ljtHwWg8UUtTaYVHLAEW7VyyuGFE4nUlpfM3tAJMQ/800zOTDv8izT+7RlD7hrS8uDc679Y8I/XMAoEvBgAEMdMX3BHnCcXBMwD9kYdczsQkOdEbMimSvtIHhvQJ8vK1DIWC0t+CO4gWQI7JQGTNXkka40lZyhpBFhHVknK3PIMnrRP+YTFWAnsj3pMJl9Wcqesq+NHtHxzi4Myy0g9aEBQgmyJFEwhYAMWHxNCJIjUlUOXBnMEY4wsHLKGNDb9IC4fE8Gh06w2kQeA/Jgw4fwIxHqtPo4j3564t3Rs03wHzL/J8WDIAdYmtiMbEf9mcshzpIsFiLtP7gxQ0uPg3lDOiWSQ5Wu+nJox4bGpl0dGqJaoWsmwjz3LnRkTzDsEZHI0Hj0AHWNmbCM5t5Bl9+FaAEa0x1RvrXR2YcjG9OAS7hnJNMCgtASVsaahgWduGpBJAIgldQocsUQzbXdz343ldTrmnTao77MGeGv/doCfzs3uuNov0T7YNzWAATAIto8r4YualWT5GPB46mtvGfnYu/7oCwIgNjtt5bzWnio/0AksKtyHazMFQhlXzh/JYpK/Lj05gEvMOa6kOZbzuoUqNUbwZYmcM7gIgXiwv/Oukv6k10xGrPVJXw6s7co+Xq1I/8hkuESw9nBsYwFmtAAdMBSOj5JvOw7npVpN+lMt6TeqUj2zrGPVG6YwDnEsxngEhmrmQ3Zpyh7ERpWy9K8+JmtXt6V5x7KUIQfgY2bbCN7RVMYjsMi3LPJ446+kh8QycPSNqclwjHpN9tPwI68TxxJgAIBgYWLOVAA/vN9EgxrOTXw+2eKEAnPeRZvtjJPFedaNy7z3L+2jxojj3MqLtd9U3zMFED0oaS7FW8A/HMf0X+MiWt41eAdyjjey/+xa9PmHORXzCkBuMgA5T/EZwRj5Z3newhWfKzi+MSCVOZxKo7Cfod9OBqOVmz77ukxzPu3Jb5D1Yw1pnOtIZa2r78RlSN0MBnLTZ7bKDI2c0L5Nf9jtPGMvwlIAgHsR5eIcRQQOXwQOJAB4+Jrh8N3xXjyYr3/01tV0BQTTl3IChTnfx/dNggp57D8wJfDShhdPGihgR2wLxhL1r0aAeRldHL4g6/6OZbUH4N9Na+/bs46oLoOZF+FhUn9BLEB9KTcwDv/Oe8nmd3n6erFdLdYOPIoaP3nJYl6kCOb4ckzbLsMeAUgMAM2XTjoBea8HSHAtU/rEEt+8ayDrj/0RjCeURRGgXloOpUw+SSL7zpU/xVI9X+bM+CLedLBEUogkUZ1EN4YOjF4vEde7CTOG+jApRGLmyzmZ6LEMmKwOf4+WBBJQ1P0tIY2lpizfJXsvZQD6ElrECMLtXpOPAAa309i4JNSPz1Gjhecm+IjrJlOP+1tZmiam1L+LSTQ0Ps2dnOXQXCAgAEigkGC0GdoQ5PN9N85h1E+EVqWWZZoIP5NzsqdKZelPjUv5zHymHNQbJ8RSOgDRYJ+l4CMBQEuGY58GO8xcfBWQUjDAjV+bM2PpLvoJmOxMij1I7vVaESfMwwC64NZJVqIx/iJ4lZqI4NzoIyxr9tfLcU+3UJtnTn31TTuaJ08+4CWxRDdqyzpmsILyjoUctRD1OeJYcgRaU8ayjccM29JKmzOgBsB2aFxy3BuwljG2QJuYa3l2yJl5BZ9HHAt2LZ7RS7fYOCYnxoNrNcqAFQA0LUich8DMsHMOS2qhqUY9T5wPbTpWU5acGoHcey48G3E8jiPMn5yr6DbNY/vnKAFA534epQ4qFdm87oQuCjZuOZ1lcvFYHKs8r43n6BKfB/4lgHV0RcfYt4WAU3f/1o761F5tBACbJfTarhjnVgKs1wBQ0Fin0RCD5hkY04gT/vbzlgcB1fzHPQ+2vJTZYoxvQ7cgpv0OxhhYYGGZP7flGMc1jGK3471M982C8HoIguM0wHEyHZnFCpqCARDmwu/i0lZ5kXRBkv2Tz+r03jnX6UKL6ZX6xcA4Xw+lEAgAlleDtjHYpINGTbqTDdmYqcn4N5eD5A2fRdZvb/zC6/eqS+3LefYiz9jtGysAwN2OcHH8IgKHMwIFAHg4233f73qvHszXP/bVgYVULet/+Hd5zTTg8lZ88yJDk10tyaNRiDPioB4W2UzGcFIx+0SDKJZQ8jwEMPg3r2kn4F/e9V8E628vgb+ddDxlz/hEKl359kmje+mPL+/p73lAowJkOQAr28uxOzLGE+kN+GvzgA9X/ZP20OQPpYDQsWLp+Ig2i3qACegRkvut+lyZSyMoakmGOh5Sf5LgH7dhfFyCFlk4OCiZQbxOls32+9JfWVXnRU1U7PfSFcdEFpZC6S++R/KIf09NygAJEhI0snzStmIpLL6H7p0vQ/Slrz6RMUAygmwegLNkVRMfuu561p4PGpNVsk382PTnxnZ+rDNp9Kwzz1hJk1AyRNTltCkyBjZdMEqIQJGbQ+IlYnsr+45sUmpHej2zmDQP2UmR/TfRls5V01K77b6hAzLHgTe3AeiF7xV8MiaVZ/uxPBxxAGMunefo4GntR6OHjOEHrj0xGQnM2X7oIwAe2AbaNk47jtdswF8sKQeQBTAaLEACAZ6JQ/OYel16Vx6R8gpKVFfCPboxdbkAmZOP+tXQGgTXyP7F9eW5cjNuCm6XA1BLUxRL2jOsU+t7WjYL7UOChDp+TJ+U4w3PQYAe1Dq0UkbVagT7kIYJNvf5oRFdbFnSjfYgiAfAwbO9DNyBXmR/th0YY+ubUppfDgsH1MKkHmPCDiOjK8MENJOe3sSYlHr9YAbCsv20vDydU+Iz1cYDTRsAIG12hq7nAKRmJ4eu2olR1PmeXRmAHBsTOOK4YvuRve2eHTeeCRrQB+WjJcD2nFHA3sYUAV+9TtwXxj+dc7XPhbGrH/wbJcNg6ZFJ6UHs9N2HYJyfR9PnnPW5aC7FgHGOxbyEBQOvw8yxwPjbfW1h09o9RUDYFrfINo0yAU5LsjQ7E01qKmeXAwMwmUsyC52Qwmg1pLS4kjUp8u8ofJ6kC5fpc5pzfqmkDEBUspQ28G5rAGC1Kt2phpS7A6ksw3UerGMLmB0LAOD1j7thXx2nd7PP71WesVf38IjnH6AS4N8tSoB3s92LYxcR2O0IFADgbke4OH5uBPbiwfzMxwedE4jxKwBYK0tnvCq15Y5UFzfyy34dqAbNlKgTiAOxjIy6a2SLMWnlvj5RTkE6JlB8yWMSxpdTvjgzahfC/LsfgH9pZ0Eiop/dAgF9nM05MAjxGxgTEwwYxWyjD0lQiCVyYCiAWZaUkEX2hyuN9UycLYYKjqmiXcbr+yXBKk20ZQD9M8+IBPsHCVyrJYN5K+mMiYVzHWQSTiai1+kiKwrsLfRXBwAqsIdyLxp94BonJwJQBc0/irhju8kJvb7IFBpV/kQtRdyflWnFW8V1EmzyCRE28CLyODaBQXzvxx0PlgKBfv80OSUI5pkYHLsEVHkeju28mQ/bop8hhogN2gZ/A2zQxQUHRNFghKAV+p8HFWyeiQC1P58zKMjoVoL91+lq0ho1/hKnae3/NEaBi6u7LmqoxRBaCXseAzBejmdNAxAAWMWPN0Xid9hGy20Tww+2F6/XWEkZIwKAXXBxBTuJTDNzV40s2HJZ+idmpLyE8myLO+dfYyduV957IY90SFHoHADQi3IB5mitMfN90JhHdKLVawNrz9idcf5JnykADQEkU5OR5gu6yNELIAwANMaEACAXWRp1GcxMyKBalTJ07xR0NLaQM/ihXAGug6wvlvyr7p8dLzJ00b8b9VAKjIW3szDZAVOzG9iIdHgmsGuxoEGQAodkAuL/tZr0ZsdlYEB4ZX4tOFLbwhwdilOTEW1aHVfD+VuPa+6y8V4Qo6m2viuU75nLmDlkGNw77QDp4pBnU7NNHVP61D2/vdMj7/p2CgAq2zhUNSjbmkY+1k4K5k9NhMUeummzJJggPhd6WPbOdyV9ppeDq7fXgNwO/PNgoge6cSwPJpv0RGhga3POGekYSZ+hWJxrt2I/1WsDo5jPRZt/o6QHnlVjMKkJetu6uIwFBc/c9s+bmSl9H9W5199DyhLkM2TUe4/+biY2Bsbradxc3m81pHO0KfXTuB4aZiVVEu68N34+ADr3p89e5Bm7Ha8MA7AAAHc73MXxiwgcmggUAOChaeqDdaO7/WB+5hNeo0lHv16V3nhVb37pmrpM3Lkp1eWOCiIPXw7DS2IsDzZgT7ch6KcvrvjPEgm+qHrwz7aJL8MMuU/Y4aK7GAAAIABJREFUPBDhQYZ0G//yStdf34SXyP47aKy/nfROOBPGD19cM+y+nFJgvkj7/+ubupUcx+OY+ywBFjLG2O48sS+9TF/awbJjSRJ+IyiWwwIc5gRlEYAyi0tZja40IA6g2wIEIJFGmS/Ke3NKopS1AfdGuCPqvSdxIkjgwWiCL2RYGaigSZ+y9KwMGGCB9VXoUgIkABCJ3wE4KpgBfTdcF44J3UOfoKUgIOJmwu96XJaVcTwYeLJFbJ8sGzJQCLZ4pmAyphS8IFMvD0xkG3jwD8dFMkzDEwI4PA9j6IFCfxyCfzgGkl98rDySOm6x6Q0YicCGgXoKjvG8KXOE9+hLHVnGrDpvvXB4Gp2Y4USmhBHnRRu0obtWkzK0AFkS7bQfM100j5GaB/BinvXaj56Nw7YDoKX9xgHUNDVhgmvXE91+Kb2A/oXjo/9Z34yusgB4xmoyAOOy25cy2DIc3wbiDuo1ufGf37CT6ei825x80C8FUBp9mEA2gVmCoh4AxH1TTyyWJYdrzABs7I8+XmA9GbicYevhKjEm1YBkMzAulU1pICvmM8Qa80O9Epx7wa5DPwFI53QeY7+z/RXAxjnptsp74zOTYG+rqQAJnqelheXoIE1XVT2uLwMH6OLBJ8SEfXhiXHpTTenXQt+o3b1gGovdMH+6UuAU9IsMLi7WAHwGI5vjaXZautMtfV+IJcDumR4Xakax0/MWiNCHOWc6JiLmjzjmKDtQLsupb73zvP1qLzZQF2BtAzPjMSfuyNhF29LpG9t5gM9fIM1hsKCguommt0yAEIsBeeCgP4ax+/S5odIZkC5ITIJ8yXjK/tM53t73uOCQBtHm0dJkW/rHpoPe5NyKMvoGi1hUKw1do20hZnB8VkqbQcsT5ba98bpUVjYDCw/7+DJxztN4R8C1kolrsYsSB0nstrynZH53ACCOn3kXGr7fYBFbP579596f+PtNn8vqB+5FP9vtc+x2nrHb14/jFwDgXkS5OEcRgcMXgQIAPHxtfiDueLcfzM/4N78m/XpFuq2q9Btg/pWl0yrJ5Dc2pdztS2+sEt6JOn2pABDs9IYAIH7QBHMgpch+ScC/lPXnGDcZplgeA1BPbLpibI2YHOxA9+8Qgn9ppz15xX8afnU+EDBvdT1vZT1N7PACb4wVbdNUQ9C/dLMMloACkhRN/jfDdbrkMJaKaeldQwXlNRlOPwT9+H+nRZgBmU1XTUG2JHECGAJhe7AOUO4ot30rGzenB4YfItOFACAZE+acq8wZx64DY1H1/ahrRABwbT2wAqvVwFokYEamhgewUqCIyRzj5lmAZMjlJdtsDytLU3AnTYz82PHgi48bvuf4JEAYghOOh0QU/07jzXHtgVTu50tkp6fC/so4NQdLzzg104otBh557uJ5fcYZEwTNKgMhtLTTSvSQiILZYt9FMMKBhWRuIaFVoxTEXLXyQgLudfW2LUm3PhadOgF8+hJqAlfGiMmYSRDYZQLP9mMiT21Lzw6C0yxYbRy/+G2yLQPcc60ivVZd3d91zscij8YAQFlJLqcmlgKA1PmkZibbywOA1keiCQjig34GABPllSwZZ19K25x6i/jesXUJQHABQPVowRCmkQO1PwH2QtOtCeBUAkDa70t5cS1eg56SQBYYv2OBQVda7wQwHNdKsEzbsxtKf23xQcHkZi0wpACOqDaulZcTTPLztNc5JTBK4A7Hao9Jr1XTssfK4looqUQpOo7p3aHNRTUyCT3Qb27sUWoB14p+06hLCe2GWBHYtjE10uXXWIkZJiz1OclAZbvhext7GRDQjCRO3fzmrc+CPf5Gn68c4zbmMuY9GGPoD2qmE1zvM4Ah+hYXlgAUktWNNiK4S31OsgfTdyC3ABBNR9L3JTMk0fHiDGgy4UJbst0BINKRPQHMtG3bLVl/2AmprnSket9SAM1HAIAw+Fm9blbOXVeV5pmBNBZ60rptQUrL60MjsPT5o2B2OTz38cG/cfy8dxR9niTAHm+M7yr83QF6abWEAnxuzS8+E20faF52Zpvy4Q/9lz3uZbt/ut3OM3b/DrIA4CMPEAPwK0UJ8F40f3GOIgK7FoECANy10BYH3i4Cu/lgfvq/fYP062XZnKxKuTOQ9dmqbEyXZOrrHRlUS9IdC29D9aWe1BY3VVOIjEB1BLaX/sgABPhBYAf/JyjAF1bHEthSJpoHAF4K+DcqCdxB+e+3I+tvJ6NIk5W4yn0JLEDNaOnua6vmSGTzgJ7MC7eBua2mlqiprhgSY+7LvmM3k2pFZVwkfTumYBUBQFeGRJ0vLf81UfZYtnVkNrCHGlUpLaxooq7Jjwe4khLjmF/QeMEDgNT2IgOQ4BHL+sgABKsDDCzTYdPzsdzJA4AAwJise9AMCWM5OMPqB/t6wxSWJ+I3xotAERNPXJtvozRx1LYu5csAMD7ch4wrJplqClGRjIsur4WuvPp3YiyDa8XvABA9sxjzgStNi8YvvjR3VCLo78uVa+rtIY40piGDj/dNwJblqHYcBXIBBk2h1LIq5fUgKk8mWGwT6v75dnGDVQX+mdg7Vm0E9wg+seye4CSOQQMMxAr9AKxrAoCe5ebOraw/7WdDwxmdKjF3s4QRpcHjY9IbbwQAkCxwNFN5q4PmTuae7bY5+eBfzhqteMdYtq32NevnKK0lOMrybzLFnEGPNiFZjhhjHkBLGYYEYVCqibJTaHCS8ebL/cEQNBZk9/ikdMdrUj+7KqX1blgEQ/vQ6ICACgFslrDz/jw7y5hj6ohdDcYEygI0Zq+Cm94UhGPWg0/UkkN/xu9WHj5oNaV7dFxKWMRbWJPSAsrVrbwYQfLAIfbhoh01Fd2CzlBv1aQDMEYNgI1t7OdmZwyh7aeMaGPXYge/WMQxSM08/E4DHjKatZw2uCbzs1OzmUvtp3n7n7z6F62M1XQT0aZ0hrfSaQV4EVf0RdNLpNZnnFuxD82H0KcJANpiSuzv/nsuUmQWiUyCI3mfiox0gtN+EY9GSnR9t/euaFpE8FDbKzz3B8dm5OwTZmX6q6tSnV/Vcl5lLrJU2wdrPJSMLz90SsbObqq8TGNuXTJagJxvuR/f/dCXwYqsV4Pb+oUAgOlCJUFGHoNsaQJ8HgBMtgU4CGAenw998lW70ZX29Zi7mWfs1Y35eygAwL2KenGeIgL3/wgUAOD9v40P5B3u1oP5ad/36wr+9atlZQeA/Tf38KpM3NGX6npfAUEVSx4MpLLWU/BPmX6WHEQAEN8hMdHE1LH/CGQQFEB0fWLHJCGPpceXQZ88XAjzT99Qt7oYawNvAwDeX4G/7Tq2JjDpy3ceIJRXChxf1i3pQHLjDSTSExtg1HvA8cAqWutIaW0jMGOiqUiO+zRNQPzxzgMAZsrYfLJP7SUei8kT+i+ScDiOkoWHPsSyO5wvOmmWlW0E8CaW6RozTcEclFeyPJcMLj8OmBim2kaewWjujdR90uSQgCITMVw7k0BNnp0mY9r/8TeSaQJvLLHndj6x2q7DIB64V89G9OfCv8F8mhoP7KOxqtTvWohlk3BfLN19JlwHY0/tPgIAvqzTj2XP2PO6TjuZuT3rym2v4B8dkFnK5xmeLJPzBhM09gAAON0OILaf/zzYB/aUsULz2H+xzJflfZHdZ67H1PgDY8svpLAPqOaYA/5sG+3DvA7co+noRU03Mimt3+vvACFaLdX925wdk/JGT8qbYEKWpNcITPAP/93lZ7+o/h/0wLhoRCCcZdQj5m0FVcgC9GzLTJ/pS4l6jgAB8aFjsrIGg9aeMnAB/qGU0ZcbEognM0sZqd0wL6AcuBnK05U5DCagArAO0CZwi40IItN0xI93AIts60olLJBgfgSjFOXI3kCCgJIze8mwymjqQiBtrCG9oxMyqJSlvNmT8gIAm+Uwh/myYTLUPGBM7cpkjMVyYDIX6erq24oAC77Tku1qAP88U9Mfl88YMnFZ+s/yaS4QYUwiVuzXInLq9rfvZBbYlW30GWpzhzeXiaYebr5QANCXgPOKCBpyDiQjnnEzc5wMoz2Zu3Uus+diNBOKQDlAYU9vsxMr+xcl4eVhiTGuF8w7jD/PuCcQ3qjLxqOuUt3n2vyGVM4t6+KfAoZ5ACC+BPhp0gJzj5uR9dmSnPjHVanedS6wAMOO4f+UnFAQO0hJREMQHb8BIM3VO07vcct7izEF3fex9FfnVIuLAwD5+2AsSOT8zf959a70o/086G7lGXt5TxkA8HkHxwTkK79XmIDsZT8ozlVE4HJHoAAAL3dEi+PtKAK79WB+6lPeqCw/lHShtKHXLMvitVWprQykfVdHSmBZdAda+qti5pacKfAHjSJ94bXSX2XNYDvT/UvZf5755xME/DsFKiJDLTGT2GUA8DCCf74DahKTB/z59uAOcbuEBYjvwZxLnU5jkmOGBUhmDCiKpZK+HxDc80LiAOZSIDAFAT2IZS/4kVXhAaDMuRKXYGrikUHj7wWGJARorJRZEyVs60pTFXyp1wLrg2XAHuxz/V6Px3hEZoLpRlGfDmVkqRswjk0Qj0w8E+yPQLxn2uCcLAvWRMc5xW43ExGkY4LGcm3snwJS/jj1uvSPT8uZfz0t7W911GFx/WhVpr50LgCA/oO2UjbdRGBRIX5m6sDNcp1D80BL37bu2qlzFtrE5hZLLiNTmSCeAYB6y8YCoxNm1GEj+268KaIaeTYHEiAyZqXu50FnrwFo5bjoP7F81bbNMHbUadi05vz9AXwhe4ffW8IeywdxE9Sxw78JnoABhmvTcTF0JC3NTMtgsiXrV7b1GQAQsDQQ+duPvWJHz6uL2QgO9KUVc90l+EYmJp1rtc8OGYAK8LNkFO2soJKVW/MZY/emWpsA686ei2CfHovmIt1uADzAVAJIiLhw/PM8vDG2H36nA7HqAlbDPfgSdZzfA/+8Fzduo9EPnZzR95p1Bc+h31dZ2pQyWMmrq6G9OI8kbEadUghgczGD4F5zTHqzMC8JY756ZimU7XKBw5i11NDMOP768e/nf4KXBoRmWIDJ/B3LM8nW9GMgxtUWfsjgxbVryXUAXRQENZ3V2Mds3uBCwqk7//vFdL9L3ufktS8OAC36kTN4ieX1mEdwP2RL2jwTWYAG5Oo2iDdAu8getbJcxJnu1Z7lms7Pbn7QvkWAXJ8XFmPOGU63lucm4BefN5AQYJ/jM3VsTPpXHtH+pDqYaBtjOo8s/ca+YDtPt+Xsk45Ir16S4586J6XF1SwAiOvlAhBYzTZnAQBUgzqcE/3Xm4Z5yQfv8p4+HwjqcS6x37cAgDngn04p43XZnKzJx/76ZZfcZw7aAXYrz9jL+ywAwL2MdnGuIgKHJwIFAHh42vpA3eluPZif+v1v1PvU0oZaSTrtiqwdrSgAOH7PpoJ/WvILwA+SXgQAAf51oF3U1/Kw4HxprAevP+WTH65KE8AZxd7yCUYe+0/fwhy7wrUUjBUynxRYTBMN+/uwA38MSwYAxJd5YOD5WIDaPtB8WxuCQxFAtJIxljAygSQQRXYdkpYE/PHtugUE5DlHjVovSm7b5gKJDgghK0vBAOtzyvQz9ltkDQHkM6ZERgPLkn5qQel+TPqT64xOnlZWqD+TiejAg4ymILZhCS/ji+unhpxn16bjgGXBPhnSiWAEY5bJmD9ntkFCwoZEHUmZmlUMAuAy3ZZ+qy6b0w0594i6VDZFjn16Xsq33zs8AkE4tDvnDGMJRZfUPDOBNLnbZrz7ElsFjQjM1o1ZMrc4dHO1vq/nzpunyL5iOSP08ghM8PoRTgLHLPP0jEkD3DTphjC+ArMGFrH9Cd7gPtH3ANytwByALpXlwI7h8a2vRD0/HMfrVnqwk4C1m08jwDk1Id2rjmj77FWpG55Ftbk1Te5VR3EDrDzEJIDj1OykmYKOyzh/WHmlgqEmO2H3RwddHU8z0wFAmZsPfS8Btkqz+L0bzD+sHDiWcnKsEGA0ndMI2DSbCpoqmKEAoHOo5jWRverBfpb9mumP7ov7UCffqnRnUF5ekuq5VSmdmQ/MMeo1sp+wTJkLHNpvwea0RQT0gWZTescnlY2L/la7b1lK86anhn5BTUDTq1MjFUoN5JXUM3YESVXfbjDUc/NyA2T3EjBlPDKlxm6skaGsLMCKoHxZ3zMAstPtWfu2gfgEAcEC3E8A0M+rasDRjQ7Q8d8AorFAxrGKvoDnE2ONuQkgWXssMD+xHc1o0C+gs+fnJYLYOjeXw0Ity79Z6ov/e+BPFyiCa/EWdh+Y2ybjEd3FyQL0ZeCNhvSvmFUzj9qd58LzPl1s8s8I9iH0gbGGbDzkuJx+QkNmvtaT9pdOBzBa+3NNBrPBCbu0iXEUdEfVkKgOjeqarF05Ju2bz0lpzXQxOe/rGM1ZkOR1aF8tywDsWFxr0q8z+n95ACDC26jJ5pGGfOyvXjrqbePb9vvdyjP2MiAFALiX0S7OVUTg8ESgAAAPT1sfqDvd7QfzU575Zuk1yqr3B6bHAAvQC10t/VIAEPkmEgNlBALwgyYU9I6M8UJ9I01+zUGOYEqa/DCyOwEAua1P7D3I577fAv5tB2jYcW9a+cMD1c77fTFbSoE9wBJBPGPgMIHW/7uyIiYJKM8hoEcggjeYMuE0eQnMwMHkeHjxRzlgjtlHLviXF7jUOMASxsjOcExCOlZG10Ukv0jUkEjhGlTTC6VrBkSgJA6lc7VaYHWAsZAwfRQgxHFYxutjmQBVMaEj2IdtPVjky/2YKDpAQm8f+7Jsyic8HAcEfAia8P+8Lh43KVOOZXvOvVQPn3c/+A4gCoTaqSXVaqlhwvq1k2EeAQnk9KqU7zQAkGw0avuRfemMgrTNUuDZt/lOgD/bnjpcg5kJ6c60dA6rzMMYwZkYMPbU2sqbhywGW0pQnQtthoGXjgECNABJwXZkf7X5LZYFs53BAMQHYACBXvQ79k/8xnJWxEqBhTAuVTuMYwzHQxsr0FDLMlfRZpjLj85Ib7q152VuT3nGm6Wy0ZPKajCaEkgE4D6c67eC8CgjBJOPfdj6uLr3tluhNBDliL7EGWAYyntx3zCVwAdgtZV3wwW5ND0ZAED8jhgB3PeabCwxJsBn4JcCLs0xgRGMltbq4oUBmI7BHE0vDFzUuSMydoellgr0K+Bb1bLH7tSYxqR899kscOSZog7M8IzTUN5bVtClPzMpnaOhH1UXNqWiBgxmXkJJAgJKBibpxnQLxr+VcWmsLLQN/k3WGuYIyj94ANADNH6e0QsBIGm6np5ZSfYfrms8mEAoKEx2OY9pZet06j51xzv8zLBn/z553UtDu/M5QADQ5COUUYl/gy2MayZIyzhxHsRiAuYDbMPxbZqBEfDk4gKeC+gnZMIZw05LbWtVXdiFWY/GTsEyOy/6DZ5lOZqkylh0z12yALeU9lbK0r/ymGriKZt0YXGrtArLvw0sj4tEADirFVn6jlkZv3NVKvfCnXot9INGQ4Fq7XZLG+HaMacC/GvWZP34mKxPV2Tqa6vaf3WeyLxzOhapzdER6AfLGoY82t96AVROGYCYMh34p1OLPo9Dif/G7JheU8EA3LOhdUEnygCAz71B6hPTF7T/bmy8uTQvX3lvUQK8G7EtjllEYK8iUACAexXp4jyZCOw2AOhP9n3//i3KBqxsDBQAhAtw0PoDADh0g4wvXlpyBIfOsE1kOXl9se3Yfzx5msT7BOQyAYAF4Dd6YJ288kVD0CkP+PPf5YEx6co7EjXPVMKpPXPTs2/wb5gOtJtB5BvtPUIjatsSYEtW9S59iRRvW1/kS0Hjz4OQ3tyDLCwABieOBjABmmAEwKjn51mFSIrxIQMETB8DPyMbw4N6eUxArwnlQW5qeXntP38/HBvU9ktBQG7L++XvyTmoZxa0GG1Mm8FFabMnQiakB3X92MX9oczwxLRUFtdFYIiBY1UqqienrsosacPY9iwszbIscfMaoc7JOWSCDnz2++R1a5ZO+2OwzHhmQq8LDre9ZlVqixtBuw2XgQQRcx6AEWjyEZwzlg5Zcl7LT5Nw9AGwczy7i4sg3siI39EkBqA3E372C/Q9snfIVGSZsWovhlI6ZUN5YxBcP65bx0FZj6FO1QRoPDtOwYiWdI9OSPUsjCYIXvQDa3O8IX/zqRv29En85P/7rVJZ6ysICJ06yEuUwQY8uxDvS2MNIA9tgz7kng0lgKT4D2OVZYsEZBQIbYR9CfCCDVQLYJY+z/CBkQG07PAdzoV9yJDjnOSOGd17G3XpH5sJRjAKhJmuIPohY8toGigUNfTMjCV0QJibhFJkBRXHQ9ljv1GV2l3zAbCzMt/UIZaMJl/WHRcgUI5/YkY6042g27a0GUo35+aHQKmNMXUiV3BxKMERy96xDUE79lHMka5cO74LYFuvAZg3b6ULGZRLwP9p3oIxibhAZxPnYok4j0cn9EpZTn3jN/a0z/Jk1/+rV4UFUczDxvCL5cDG8I1ai2h/6vtxHsP9Yg7R0l8D4vle5fVr7YTaHgYSZ3TwAPyhzNvLO1CmBcdD/Dg2PKPPnonRQdjanixAnaO8tl+lLL0HXSGVc6sBUM97XqNdCO4aqxXGQip3UCnJHSen5aqPr0p1cUP/BngOwBuMccjS6FjCvY/VpTPZkF6rIvf8X1WZuG0gU7duqDRBBSZiHLsAAo1RGTuBX0irVpTBJ2AZY5HRPwPN3CgX/BORmz73un3pV3t50r3MM3brvgoAcLciWxy3iMDhjkABAB7u9t+3u9/rB/P3P/1N+gKGVU81AVHGHwDBrr446YuuMpys7JfgH5NbD/TwN6epNaqsLiZzo8A/tMAIBiB+unHxf+5bG327nzgDAFoiGO+JwMt2IGAKAGJnMm14IP8y7gE46mh5NhP3SQxbRroAY3uX0OQCgGmC66+BunDYRs1uAgNIj0ODALJX0nN5Awnr79FRleV5mgwbc8YDgJ4dg2THmIOZ0k2WmubFMcYplEpFvcG0QypwlAjAj7ekP9GS3qQxbLp9TcQqK9AcWx1uj4QWY5KgRto/EC8w2SbGZfOqCamsdqU6BwanlQMj2fUuvSxFJbPFG274f+eVHjJhTvuHtX1ktVCryjGJaNigyZ8HdFFmCG0pKzGrrAbWZ+nc0rCkVDXVamE/AEdei23U4Pd9yvdjZeBVlRG0Rf/RmzcoUBScQwfYHuAPy7EJ/LkyY+1z7GcEqDnvegMQHG+ipe2ryTb6nTdkGexd6a8PHTRpa2dXFPgDc0mfM4vLQ1CTbs2z0wqM6e+33x1BQGUAEoiiiyrjw5JrLDSsrw+1OfE9yhmPTKmmbWlxRcus+2trgeEby9JNWxDMKbI08TuZmZDRuCI4iZeX1sM1ATRXuQNbEMhjPqN/styYjD4tp7WxjNLdE1OqBThA6e7ZldAvjWmn/ZDbos/SUdqVnSuLC9/PTkpntqUlxTD1qt63FK7RtCCjxIDOb6h39Gz+RJ8P22DMt5sK0AA0Ly+thuPxmc/xO4qhO2rcaNk6GOF1kbH6EKQFAEjQG0CWasUNjS1O3fpf9/UxrCxAtgdiSj1AAoB2T4PJtpTAcPdl4ugH7VZwfsb8tGygmnNhjo7neA5rWW9g9Gl5Mdq4Pa7O3QC11WALx0GcvFkS2gIA4MpqGAPOBTfKLXBesmjqdlhM2NgIjFjOtVceC8xCXSwxB3T/DG41Ayt2cU3gll3e6OrzpTtel43Zmnz/DZ+Q933+u2Ts1oYc+3xP6vMd6bYqaky32S5L+1sBdNycqsn6dFk2J0oyc/OmjgMY1rXuWJbyfOi/6oDuz52+sxj7r9duSBkMY8QmPk95o2YOYouTOjfeTw0/8gbKXucZuzFYCwBwN6JaHLOIQBGBAgAs+sC+RGA/HswoxwL7D9p/MAGBZkoJYvAKABpDyJcL5rH/mKznOf+mibyP7E7YfwD8Ft67L+1xfzupgn/xZdhAosvJAkyBp5QJiEQOfYoMOh/g8wGAZGalK/95DECWXTLBMSAmglMUEk9ZXGRk5TW805/y168lX6bvprv5Ult//wBoNjbjtjGh57mcScQQIDcgMRMn0+IkkMOYa5LYGzrucp9qVXpXH5HOVEPqc+tSWt+U0rKVl9IYgexe7uMTed6P/w7nBAiDpNOBexnjBhwLANqRGSmdmcuWjfkEzsfMn5/lZPjOGw3Y39EoxJJWBXHpounjgAScJWC4bjCunFvroFGXEvUM9ZorWTMHNSrZzLr7chuCJzQv8O1EYIbbpn2KZh0szwWjhxpouF91W7eyN1w/nYM925D9OBkDWgoMUAVlsuh3AD0rFWXZKctsrK6LPEiSGVsF2ZAEf3r32YDPfMJrBA7R+tFSz+AWq6CulaaqqyrKdB94lQIdlbvPBsZeon0ZgTnub+CaHjsB4rDt4PhscPFd64gsLAXGL/chwIa/zQSoRFYn2gtxnQBrckzKGEMsS8X/FfwODHkCQhFo4fyAY1pfU/YfAKO19cAERFtOtKVz5ZT0GxVdiIOjtgddIvCLe2Of80xmfFcuy2B2WjrHxmVQK0up05f66WWRcwtD8xmW+ka5B+fS7RfecB7VFRwLjK3xhlTuORfGPVmmfpzmzZv++cKFEbKLyXoF6xnAJRiA1IQDKwzbcVGCYDbeB774hn19NKuRDQBka8toFuXMqwKz19yQORfgqlGiPT0emMhkVHpGuUlWKBhHdnMyX5ampwIgCwAQ72kwpAEgS/Y5FySw/+pqAPOOzoRYKrOyHxnDsa/yvJE5bkAw2HRXHA2gOYBfHCMFerHPZFvWHjQjnfGyjJ3tqKQMdChv/YmSXPOAs/LrD/tf8rMfe54c/3BN6st9Wbq2IqtXiPTrA2nfXpLF6/oymOpIpdaXyq1NueYjG1JZ6Up/rCK1e5elhEVGGoWklQkeBISL+VRTmbTQ09RFBu3H1mWSst8+3X73mAW9nx14P/KMy32/GQDwOQeoBPh/FiUA+k99AAAgAElEQVTAl7uti+MVEdjLCBQA4F5GuzhXjMB+PZjBBESigJIsZQHipVK1mUaw/+LLv2MOJIl5LvuPd8qy0Dx9MT3O0OSjAP8u3wDJBQBx+DzmX0wOt9ECxIu4N0VIL9Unk0wsyNTJY4s4ENAzADUZglYfEnaWrPlz5YGAlXIoAUZiA+bERDswjCh+b99HfTFcT9XYWvjNJbaRDZHHAExF9BlPTeBsfOA773CaJtkEg5AIa9khhP0di8+uTW9ZNac60YFyS++gbhcSd9Na3Dw6rptpCeyZBRvXKP0zBo4vXUxLtnmCPLYPY5SW7JIFqIykWiit9nHyfc4f3+aQkLAlzuBM+lzJr5Z5AzxBiRyBITIryaqjzhuOqWChOWQSFESbgtmE+zMgStsezCuCqwBuUpYrFy9SMJN90UCkTLLMBJ1ajyz3xnVBkwtadHoNcM429jXjAwYQmbMeaCdoZe0WHUgZe9P/0mNT8wu/oT+q02ZVBg3EJJxoLwBAlFGqq/ya6YfiHrwDqesTpSuOaUKvgOEd92S7O+I42Q6ABrTFPNCC9kRMHKCrfQXzwGQrlCLimCiNhY5gMibLMPtAOSSlALSUuxbmIcSRoKGBV7G/uv4GvUHt6nRoxfVBbxLjjUY6uAdj8+H6BtOTsnkFXHxLKs1ROw0TDzOuocQG9rc5I5YHeyOQmalwDBuX9dNLUrrv3NAJWsdCmB/1w7nGP5c5X+O7dkvbQB1ZnbFFnCMJhPvW4ZyA8eUBeM41BGJYXgyAr14Nxg14/0CMAbChDVg2C/AeEpjH2vK3H3/llqlvL76ILtam/6hzMRchaNrh2Hba/9DWAOTRHzBXccElZRczZmZAE3UpDbDTvoR4AYSebIbyf5TOgzG5tBwAXpbAm0HIYGk5XB80W9H/0H5ctEHfpUmGLd76cnXt02APX3FUBmNVKUOLD8A3r5usdwOJTz/5hJz91z1p3VGRo18KzLu7nr0hr3n8B+SnH/Ypedj7Xy/jHxuXXkNk6bGbcvWVczJW7cjfPSWUcz/4/32jlGt9OfaXY9I805X62TUprXXCPIH50DMc2djpu0ulLN1psJ5LUgG7na+S1PzTZ8vw2coxchhKfxmy/cozLuf4LADAyxnN4lhFBIoIxEfKYHChtQxF8IoIXHoE9vvB/PTvfr0yIwIAaNopKfuP4B+ZKI4JcEFlm2mC74ecJWMF+Hfpfcof4aIAQH1hNhAwvmw7cMqzlPzJXLlaNK0g+Ift0ikWx3bloxkAEIk7dmE5Zwq64EdfespElomtZ2M598toXoJroV4XdQPZv6nhRgYgdcEcIBaS8ADaxQSKACDvlfpf1Gxz4yoK+KfGEr68lewZODqi5MxiooHhsZhUM8lBojMxLuvXTkl1uaMlUcpc8u6nWrpoIuke/COAwusn2OcZPynw57fFv5GwG+Mk05N9f2I/8Cw/XkcOK5S6jiHpNmMClGeyvZiE4xxItllihwsgIETGDeKDhBr7Ry03A219XNj3ktLwCKD48luCvgT7cF6CS+b4HMcTGUJgtoABWAfzy1xQVWvLStRxb7hWlAmy/JfMNM6j2ofLQ0DUz9vaHyqm32Ulp4gdtB8b1aD9inuoVRSA2e1kGCAKzqOlpDQRciCHXoy1PfT5etce07ar3Hkm6vZpPACegYmqLqdmqMBYY5wZi1B/N6Me7TftlvSnJ/Q05QWUAq8MAWrTpgNwoscHeEfXYYLHAAyhuajgjumCoq8RYEW7QidyHfqo0PqrqzsvwCydw8iA8+W3uBgsQNj9QgsNRjoAAet3zAX3VPYB5/4bx79bRFAG4PF2HHIKIp41AJA6qBnjpqCXGgJi5ZH4N4x9xgPzr1+vSO32M84Aw5AVOvlybueiAkt2CTJpBzOWspW06ngkAAgQtFkPACDaCiWnZACib4+PK1APbbfeRH1/AcAlK4WlHh7Nd3C9BMU4/hKQTMFWBeFcSTcMQTAOrN9sZ4pVQj+aGNc20SkN72pwEYaBDuKGdkTM0W/x0fHVC2XU6Me4Rg/C0rnZz7/Wz7QvVKvSeegVsjFbl8a5jtROGwjM+dT6P9ib61dPyjf/fUX+81Nvknf8/dOleWdVvvxrvxT74YPf+d+kPl+WjWM9uea60/KJp70l81h42BvfJs3TIpPf7El9qSv1+1alNL9kZh2JQVSGWereR0olBQDBHKwubSrjPQTKvcPw2VYqSWc6mH383UdfkbmW+/Mf+51nXI7YFgDg5YhicYwiAkUE0ggUDMCiT+xLBA7Cg1lFruHCp8mnaf8RXCHYh+j4BNPAkJEAYKpTxej6BN8BQjee+919if/9+aQnT/zHrDacZxH5l+k8NmAKAOoLtWeomSi6B5D40j0xHkCYtOx3GwAwU945ORHK8ebOZVh5sa08IOUZQNzAs1OQlCIhR2kwHT65HXWS8DcF/c1YQgX2LRlKWX26Ldlapve2hVEJYM/rHpK9g0SMWnCJhpuGjyCXZyxAn0kdPyshqcnTG+M9mblHvxkMBqB5B8aIuvem+6Vg3sWugREYNbdLukr6sZVx+7V46+/eTTJnMEZDFysHl8kJZc2B7dS4ezGW5EUmmJZ+B9OOmASmrsNgdQFMJaiSlONFN2ljXRG8i/fA9mcpJk7kGZsOSKYeYNRvRMyRqKM/1s2kAnMvDRAILOOYBsxoCak3s7G5OTL/qOHoAQj0FQKKnHMBCAB44PXhGlCCiRLLf/p/dnUqVBYVWEtkkxG0JSOS5c7Guhscm5HeRDO4gZ6eCyAaxw3MPjC26OTMfpuU+Uc9P+yH+4Yu5lRwh1adMM4dFvM+5hvVIqwF5h8APjNkGaDcMtXew1gj4McSTALy6IPYf2FxqCnpzFv0RObmrOeanpJ+uyGbR1pDN+37zgWg2lxYvTGIzkkEAMEkNQ1AuqLW7ltRADCOAR1zYBJ3h/qU1sdiv3YMPRxPDXPAbuQ85tm/uF8CigRLOZ6hu9hqSBllqlh44PjifEOmLhiArWBcogAg+gf6LBd9rKS9NxkAm702ruGAuP5xN0hp0XT7bP7WOYZgvc7NAayPi1y60ID52p6ZBOBUSqEl/fZY0PIDkOcZpNQW9KMRcZpsy8B060qY0yFz4BfH0DY6r5RDP1Vw0RZL8H+WHnPRTYFtA3Sxr/+7XJbNR1wdAODFjYw8DOYs1ejsQVu0JL1mTToTVbn3SVW94q++egj+8Rae+pFfltnGmmz2K/K//+1vZuaZ73jF26R1eiDjd3WlDvfqxbVQdpxX+mv9Ey7DOk7t3RTX051sSKddlfr8phqP6LOO/dn6HZl/OhSaNfnQJ1+1q3PeQTr4QcgzLjUeWwDA9gFwAV6el68UJcCX2rTF/kUE9jUCBQC4r+E/vCc/SA9mFbrGR4GSYUlu1P5JmYHe/INNaGCLb9GRIOFgIAXwt3t9//qjLxgK4muyl101j2fOAwNzRbcTowkkax4gxvHJluPBPajkS/RYpucBD+wD3SIkNya07sty9ZAEMyKLbCiOD6YEEnVlAVkpnl6PY9Jl7tlraqlJh5VTAQCghhfLAckOs2uI7p9WQpwpqcM2OB4TNN/Erg2UJYTYg+VFR1fuS2YHQcjzdRNfFsrSWDAbwRoxZmJpbjEaDGRcd30beUbhqHP67Vm6jISYgBrayBxwtwB/CI0rDY4MluRcOmeQEWYMLk26qxUtTVx6UEvad6wHl1s6syorzIA/HA/sOEvU6fAbQTP8bgYm1G3bcruIqfUR3oeCMCz5dcyzGE+y8whYetDDSvRUX61eHbqfAghSR2JjItrY0HthWbtjfNL4Qa9XdfCsJJFsRzuOalV61iRZhWRwGQDYG2/sejJ88mEvGzL/dAwZKxGgBQBOAIBsczB2J9qqY4mkvfKVb8byWx0zZOCRaUYTHIBlKIvE8TwIi+PR9Rfuu5NNKd91RpTxpyS1vpTb49LH3OH1/wDMgRHXbGhJLpl8HljEvzXGfr4jixAgM9qN14djm5OxShNgHJC1hT6Fe2s1VROwN1ZRfd7Kckcq55aj6Ug0lsH5uPhQq6lLMQx/BqiAhoMqdPtUS88BdSlD1ZlQ4HCe3apl/DqGHJDMe8RxPMjuBw7mS8QaH9w3y/MJkBMYMxYggDA1V0FpNrbFHKzmFsYUbDWle6S96/1zu+lV9Suh38e5RctkLS64L4xrtCOZdywR5zzJ8lsC1AAKbX6Kruw272u/RR+heRb1PBs1XdBR4zZouoLFSq1E7mvzrl7PyloAAwFSw5gEIKN/JpK16RfpuJiH/7da0p9ty+ZsU5avqUnr3q5U13rSHavI+pGqlHsD6TRL0pzrS8nm6Y//b3t/PN+zKvn9ic/7DRm/pyu1pY5UF6BZG57DAPq0FJgMVT6boKMJN2SdR0T6Ew3VHuy2YBojehyYXSmzOgH/ABqqDEK5vCfSBxcYil3b/CDlGRd7kwUAeLGRK/YrIlBEYLsIFABg0T/2JQIH7cEc3e748kqAh8kp2T4WrQy4Z99RzJoBHQUA3jj3P/Yl5oflpAAA+dHkjkmdvjhbAp4CPgQs8gBA7OdZgAR8COw5UC6emN/xuEwQkRT5UlGcDwkzkmAk2ykAlLLleE5cEhhBSB6ROCGxprZYCkZ6tqJn/5kxSEzsTcMp6jwxXgoCDoImIcvfWEZMEID3yfLGlDXExAtgFcvJDDRSlqLdtwId/BCUwLEJOuHfSLS9OL9ncvp2LFdUA02F4wlKKpBlID+BIy0DMwdFF98tpdvDgT0ssSWgi98M1FVQ0zlLhoQtsCcBxEUnTTcg41zBhQQmzVOTw63AZGrWpdcek+q8idRTnB//5zzEvobyTbKVAAYhtkjY8T0BirxJwYBUr5Gl1+dZpwR0FVzJKav0umo0PlDjBpHSiunhebCK7WburXpZ1hbR2TNuY2Wunn1mCzdx/ND8gfM27t1KgcGG67ZDP9vtcriTj/gvAXBFf/BanLh2lMkSWLX7BcjZv+q49Fs1qd49L4Ozc1kzENzXkdkADlDHEf9HbDCuOP5sbKtxiDHKwBhSXczl1eAIbGXhAPUR48j+BQhDoxYwaFHia2WcClxzXLLM29hXWppsbF1lHmKcwhwHDMClFTVpIPsvOnCT3Wjs1N7xSTXxAbhSm98IABRYiARKcV9kADbHpHvt0aBxuNmT8tKGlKCdCkdkyhtQWoDjkf3WDEx898/oBCJmZJL6+SgFACO4XAnzMD5oD8hFsNReF1WgQVrWuV7LfwFqqf6fVSBouao5jI+PS38qaJnudon6Tt8J9P2Iz0wugIHxODEW2gjfAeCvYK7GGIcm3SC7UOZlMTink5mHdoJmJZiR+mwpab+JhhZ4bK9sSGlufvgMR1z5LMaNsDSdoCsY+QAEfTtSBoHl6X6+x7VgfgR4OFaTxUfOSL8mMv+wstQXQ6S+8BtbmX47jeGo7dScDqA3JGl6A+mO16R+p2OxOgBQKwQAAuL/6nhek/XjY7pfbbEj1RVzA/aLm5hKKyW56bOvu9RL/bbb/6DlGRcTwAIAvJioFfsUESgicL4IFADg+SJU/L4rETiID+aTD/ql8PLO5NODf/gux7iB5guRDZFn7uC+K8C/XelOWw568upfjKWfeYCLAm74ePCIRzkfCIhEl/t5VpgX1+f3SDhQgtdqDAXfkdAaMBHBImNSZEo/aexBRhgSTAeQlI7MhL+n2poUlZZRerYaknV8PFhHsXWW+AIwARhHJk8K+hDYcwxAgkYRBGACRjF2JPsOiFITEgABLMnC9dBpFkACQAZzQ41OkriOvJJdgEdIvg3kyDAwfTum/wYjD7FHyRnOp4k33G6DaYF+PHsuMUjYwhj0bBGWJkfGS2BzxVJaaqfR0GAEAOhBXwXTEFfovTE5pvYkwQbHoKRg/GBxcchepl4c2gOmCrzmlBnotSv9CGJfwHUQUGLZL8GfUYw/sq3QVxFX05NE+TKSeu2jXhPVA6/W15QBmEopkJmdJLa5s0mObmZpbEz1xDRxBrhQre4JuKIsKrjwQp8L7YiP6pP1wlhlSTCfOfj/tVcoyFtZWBO58+4tDGaMGwWbnDOr6qUZM1BNXIw5qQxAOAJPwim3EgBAtKVp9On4JygG85RWAO603BBjZWE5stn0Wv34dmNNz4O+YmYiGPeDI1PKZCyfXQjnI2gf++OwHDOCjwCVjk3J5tHg6qy6gPcuqYEJ2fmRSTvelO41R6W8tjkE06APl15jpm8PjZ7is9sv7uhJgyFE0CG0hQF8TzkCGltwPBprDTHWEmuCTv4ZgGOhpLUB/cugRalzkte+pBYxYtcMz6f9dgFOx9czn/haKS+ZmzQXF/Dswj37BTEfNy6msr9wLJPljb6M/ob+AwdmuNVinGIeiwuxIpW5pQAGe9AV/8a5yFjnswM6ixPjwWgI+/B6sAAzOxnKbdNFEMznykKsqv4izEA2ZhvysQ++LHeauZxffs+P/lepdAbKZK0vdIMhDuZBgn/OvAb9B6W8KKXujddl9URDamt9qZ/dUPdzLVO2ebIz25TKWujDh6n0l21zEPOMC+03/h4e9XM3SP2AlAB/+fcLF+ALbcti+yICBykCBQB4kFrjEF3LQX4wK3hEIMC/vLpEPrzLutJQJp15AKC1641n3nOIWnj/blXbT0sAqwHoySnhVlbgxbAAWTrkmaK8VQ8eEUCzMqnu7LhUltZD0rewNDQbSfpU2q/IvNLyRysFDcBKWROZARIVmAxsdgMTBm6ABmipWyi0r5B4gkGDkkkkawbmEGxU7S+W/ka2AUuNhu7Xmlh7cM5KbPWaraRPywUJApGlSOMJLVntuKTGtP1SJqUHVXmsdiuwHPHxOp2MfR4wxOMAABmDM6yJwiv7yoT3meQTBMkDAFNWILWjcBz8hrgAbPNJL+eH1ADItvMgod4CmX8UtSezkDH3jFJqjxEMRewBBLPUDYmzuXFqH3Dl42QghnMaG9bfM+MAsNDYijHmxvbzIzsybBMgfTAzEUp9kYyCsQKmF/q+gpowkjHdMJQUUqPS+lYsZfVgK3UirZRar8Gzu5LpJmOsg3maOmFkY4nIqZvfvOuT1DP+za9JZXE9AIAsdyZDE+3FcmyLCRh70AFUvbFuX8p3nw0luyxpJcMOYDZlBADiQT8UfQB9wtyQNf4A5oxRBjCldM8ZdQjH9/2V1VjGS1BNx/EU5hU4JtcC2OOcs1UT0Jso4N/Qb7PyVx3/YOgdnQ0gDsB3AIDQLfTjw8Bo7bO4fvRpfmampHekreWN/XpZQZHmLWeCZpyym/uB1d1oSPfK6VD2COAN981SaOsveUz94ZQRnNMj05VjDPMs+p5nl2EnAoBeAgLjBeArABrsg1gBdCLTGN9584+xWgAAoYOHa4ZOKZmhOJ+VrnbhZj4YSO2+ZTn15Tfuej+9kBPoQqlnA2Ou8YsonFs4fhk7feYaE9YMOQYTreCIjD4DViaZf8BpYW6t7Y15pCfl0/MhvhzDaCed3yBZYItDOi8MDY9UkxHmGuiXOJZqxU5ICft4oBbXCib6kSltx76CbEHf728/tjemGU98fnAInvzmpjRumwtNkrL/MKYMAMTY6DWrsjFTkea9Hamsd6WMMmIQ3NEdMffWKtJr1fbsHi6kH+3Ftgc5z9jp/RcA4E4jVWxXRKCIwIVEoAAALyRaxbaXLQIH/cGsLrIeiGApmdP/y7gJ6ktvcJjkh8lHAfxdtm5z3gOdvPbFYRuwpNAepm8XGWNe046aWikLcDsGIJJ4av7hPKMYgDBtgJZPv6/abeX17pBN4zWVeEdJ3wmHHoqVk1EjncAi0sSIJYBIqnBdxhDUZIdaSlb6GgFAasMZ2JIp/UtBNIJvBtbE5N6z+lByh3OzzLrnylypW4b/U1BfE2IH/HHc5LEnsS2AARWaN/Ygk0ofdyZK/v86Xs31l2weMkdSDUcPNOUdl9+xjRSMrQbAgaWJDvCL+n4O/NvCDEzZndRqG6sH5guAPwNMM2WiYMbRjZIAYN6oAMAyNqZgj5uQhqAe4+1LmMnuww7GRMww1FLAjUwpJOTaVqafVi5Lb3o8sncAdij7DHpnAMI8iG7C9uzLygg19+p43RyPHHeci72L63DSHTqE+rigDwHcKpXk1DdCor1XHy0D1r6yOdQKRbwwLsy4QNsY940YTk5EACzo4W1I6d6zQ2Yb+zbnH4AnMMTgGGN/BaMPzEcwkKH/h9Lr++Z0vLLsvwz9UM+GtWMBBIw6ftS24/hC3zS9umAS0tsKANKJFe7YALlQ/ksXVtw7Gc/U68OxEQOcH/PYZFv6rbp0psBGLCkYVJ9bC4AkzlmvSfeq2agPV71vKZiGWN/QMWhGSH7s+TbPfK9tYfIABGgRT2+qg+vG2PMANgG+2J5W+uulBjCHGbCvYFcNbLdBcCmn7jDnJBxnom2LKIGteNAAQFzTySv+0zCUZEJ7Ni/ihPsG69XuP+rXuQWV/hjm93CfylrjWNeF1/CcA1BaPrs4NBtBbMFUxQf9inMYn188PjQij0wFB270M8x52Nb6Vnne9AQ5F1ar0j8xI92Jhpx7eNBz/P/efflLfs837/y7k2+R5q1zoS8TWI7xkQAANmrSnajJ2tGqVDZFmqc3pLzWVWDZl02DxYjP3/yfV5/vtPfL3w96nrGToBcA4E6iVGxTRKCIwIVGoAAALzRixfaXJQIH+cGcYQAyycoDAL0IOrYrAMDL0jcu9iAnH/zLIckkm40MNSQGeMlnuR3+TSYaS4dSNiATEQ+KqSupMeNScBgXTYAC+7Rb0p0ZD0wDCPrPrYQEVZkleEkflqLp/fq+Y8BRphxY2X8AnUwonPfiriOaa6Dc11hpyuIiI5BgqAVYmS8U1Md3PoHyf9v2yhyanQ46VmDUnVtS85FYgsUEfhIlyab/xKSOQu0oySXARbH8PNCNQCGSR4BYFsfg2uiAdk0UgQ6YezGZfXnt40qWc/uYb2uCFYyDG/8KdBnwl5b7Rlal9r1wndHpGUCtYwBG3UMAFUj6LX6apKIPnFvIloiy3XB+tCvi4tmJnKvsmhUUorEAvjOgJgJFBPw8u1D7ceibABqVUYZYWDtGthSTfmXOmLZZo6qgDbYtAfAGwwnJPRg86PPGdsuUPZLVSr00KznW83A88Vy8P0ozsL1Mo5KxDv3agBrem43zU3f+94udXi56v5MPf3kAzBBLghWIB9mey6tD7U+00YljMtCS94p0pwIQgeS+AsACTLr5hSHYCoZvezyAeAaeKohmjssYF4P2WABgz63I4MzZcB8EvbEtmZ7GCI2GI2x7mqdgTlFGYVN1BDOlxgDtvAEQTIJmp6V7YioAmGB/ckyhXVmqS0Yx2bRkAyogDuOTqpZDd2YaMf6Ne5a1b21cNWUgs0j9nkUtE45gOQBsMPNSxjbvm5qcNia1v+iiSjfEhv2HoBafD7gmlurqvG1jA79jYQQfsnbZTzE3Ycxi7qtVQvnmRi+4BfsFKsQHf5sOHZ816ppdKsmNX3j9RffBy73jyWv+c5hzsUiF+4UeLcB99BWAbWCdo4wZjDUAntSuQ7jQT3Q+Cf1wYEC+6gfaGNcSaUpfdHoBAOTCFuIKpiwAbjg+c0yRuUnwFfMXmcgAATnmSmXp49mMc8AgCtvbYhO+x2e/9PKe+aTXBQMgGOCYFEOMlY1bzLFwKl4/2pBeoyT1xZ7UFzpSBsMdBiDes6xUkps+89rL3fzfNsc7yHnGToOYAQB/9gCVAP9BUQK80zYstisicBAjUACAB7FVDsE1HdQHs4J//ORoAMZkPtX/0mQgywA8dd+7DkFL7u8tXv/oV4YkkAACAQW7LAWbuMLvXUxZPqfstUQPMAXnCDSoXp0rjbVkJRMBngsJ0EQrlD4iydBrNJdOv4MH3dh/TFSfm0UgcBTrLWUEKShj5answwZ+RcOPtOw3uZeo14XvCagCbECsAFYBvGC5G8xHTBdRf0e5Lo/HZJr3idgi0fVgEG+U2zBJT+8X28EwhYYU+NszZ3gctJFnFOLfXiOKoJkHvgjwKcA4ZF5GJ0Ycm86/XsPKxv2WklMD/qgzpiW+xpCjJmVmLoGeI0rDWZaL+0Q5I/qplxcAI0ZLfnsZgw8P3kbHXwDBBAkteYxdT49rZYsxbqVhOSS+Q0mcltCDOVMOkgfUztTSxwBO9duNUNaIEjQtabQyTcZXywWNGaU7GDMz9i0zSPCMXbI24yAwoJf3oYY05iJNwA+/ATjjwgyNF/oDOfXVN+3bRKUAIIEixASsWbJ747NmEBhr01PBpAXAOkCsyUkRsH0ATNjCgGoD3nXvEDDmMRATAG9oIzD7Jpqx/BpspwHAEnP9pku0hhN6k3QGt9JOOv9mgsbxiW05Bsj+A5BD4AtzHuYIzAMG+gG0UC3E5dWhqYgxPUMps+uPXEhAOwJstMUDNcCBgQtcT8mCBt7R6UkNOoHLKxk2YyxPx1jSxQaURw5dtjP3hjmXQB3nYZ3fAiM1goLYjkxLfwCWpbJvcxyjD5p8A0BdZQA2KmpYEqc9BR4xPoxZyR+URWdsY9OuPGiagNc/9tUK7qp5Bxy+8QEIpTqb9qy0fqNAH16RgPOhzBbMTvuU8L1JBgD4Q/l7aXVTS+FV1+7MfJSWgEYkSoYr980PzZ1sMUt1GOeDy/Wp29+eaeLrH/PKIAOhZbQVWXrEjLTuWpfK6qaUNjoqpXHjP79h3+YJnBgAoMp4cJ7DgpE+z40lqQAyAMCyrB+pq0nJ2NmuVJc7aoTDeQbxI6C6X2DmvgbSTn5Q84wLiU0BAF5ItIptiwgUEdhpBAoAcKeRKra7rBE4qA/mCAASOMFdJ+w/TSwoyuxBCkscCuDvsnaVkQdD8sEVb7zwcoUfL/IKSKD8diI4E+J31Ypagxi/OZoiuQPAQeaAB6liZuKYekzUPMCUgkkeeAIDBYk+kigBsaEAACAASURBVLtUT4rHR+LoAREeewSb1AvXp2WlGW0uHN9pgQ0zLRO4J6DDMkrrx0jGqSWn7rxI8O3/mpOMNWJZoTIy6DTL+0byDzaI6f4hMdQPEjoABHQAJnMvBaJYWstx51ufJVwEPBE7gGEsc+U1eFYcz3O+Lol4s6Q1BQCZjBH0wN95DM5yKQB27pMBAJGkgpXH6yXTDt/DeAGgD0uJzThFWVbJR0skO50AuBAstf8r+MdyRoA9LDePzCcrgyPbkMem6QZLco1tGkuA+Tu19OCwPA5Tg5om+urQiTGIPqcsVwNONFYEi4ffRaYk51JL4COw5EFgtnfCVFRNS1ynutbCZMQAzUr5wJRN6hwFVhu0ucgCBMvR65JikcJAOwClAwDBnItsfABQ0/LE8Zr8/+y9CZCl2VXfed+ee2ZtvahbAolVYpEUYAUCjBBa6PJEmMHYzGBmhmEmAghgDAgBFi2EAamFJBYDM0DA2EHMgI09xnhwQLUkhBYEapAGIWEQSMICNTS9Vdee61smfuee/33nffmytq7MfFX1vYiKynzvW+537v3uy/v7/uf82xe2UvOpC3m7ibp6Wc0HNOPhA/CEemAtjFeAjjJQMPVV04A0Y8jGE4oq6vWRQgiki/d1dY6bHOA5/VfqP3/40LjrxDjdm+0X500dCtxAwWjfoQ7bNY6tPVIFy2HYnF2pEzjK9zq1Cxfn0s5xd9zlfhmMUvfvggIwKlZ1nqqiL9YxFGzGgOToUjYUIWaChhp3+p4QSIwPLIi7HvKYetnT4qWQZXy3WmlwNCvMmuc3U2ODchIVJbhKHeic5qTcyqYsrdlSAXIdACvre4thGBg8Q2k1rEZdfggXAL7Pn6bAG4SHpt4ngGJL2wUSri5kIMac6So9nKI5X/uJ8zkdnFcAgMxHe0Evux9pb6eVzj131XZ96JdfdaVvhwP53B5mWqaCw3C+TxRXV6BybcO5jtXH3DraSYNuSouPbFv9P7t39V2lBw6oGWsFoIXl4YcfTvfee++B9OWNPEkNAG9kNOtj1RGoI6AI1ACwHguHEoGbFQDmv94bu9Mleb8GgAc6luyPef3BG1Vw8KYjC2lnCTjRSPOPXEqNjZ38xzWLQ7YFjEh5Ehds6t94JVro8Z5UgBEsTUBgV4/xHgtW4IcKlaut8dgydGDhZ4olhyW7wOKkuvRygZ5wlZ2mGhTMmQKxhhsbGfIJ+lUhIimDKIZKDa8NW8yXGma8T0rhylIarM2nhkMzS3mj5lV08fX6VwYyDeC0xpc1Tf0X4aq2VB01gZAAIsvB4rGmHtdjq5p9VeOOCiSdiL2Dw2rqb0z7jf1htRxZtBqEITXdjRpQpYR6fZbGGl2Vw3iwlE8ZIlQAYFHq0UhALKqoKXXWSrqxj/eScqt0OgAG6aZBqWZ95LXdUDMBmEadZmqd3UgNxon6luvSuLF7C6OPrHBSjb943xq0QukkRaJUoqYkdLMQPYTRgxcOwNjyNNGi4nXFzGEreTRGTCFFKrTVcxy76BpYB+5IpUic1jcyfFcKuL5TfMw2jqylwZ2radBrpfa5LXPXHa27kQeKOwAaCjPG0lzbai42SDOlH+UMDIzxWohmiIARCKmrgLXlOVMXWcruxY00MuddrzmqWpymICTVMINeU/y2W7ndDuiLSzHn9RRXS8ddXrTaZc0nzmTFIeOJsgi8OA7bh9qk1rcqXyB3bWI2P5eVgMtj45AeAPD8Rds+qmbLuOYaaWMErw4u7Xsb2LK6lLbuWjI1lRk2AQGZu6MC0L4DXEkopbVS1WO6cEyRNyjfMVhu6b88DNnczlDY4ujkLCp9BR+tr5qWxs1rltKAaQ8mN7qXTeHHy2v38fvmifwAqLkzSq3t/N1o0G84Ss1+/l8vq/eH8c2jT+W4cO38o199PswAuGcPHVqPnsl9yssfBIzme2nrnhWrFzkNfL3iS99g50RBd+meXnroV777cl+lB/qZ1QoVuGMeU7YBw8PnRu7t4ULHHgRs3NFJ7fVhmntyK1Er1ACg3JP1ANvB4Vvf/4MHei2zcrJZXWdcS3ziNTzvf5qdFOA/+7/qFOBr6cd62zoCsxaBGgDOWo/cJu2ZxS/mqem/9gdt+EO1Wni+AhROPfZzt0kPHv5l3veC11kjdtbmUvviti0ecO+zlGBKMR2ZS5vH2mnlo+ezAUFMAZYySuo7KTZstRJUGUXl4Ys00sL8j+piLDINAHIcFi0sYKLyRmHTAlE17QRNXJ1TzEWKGs3BpfafBrL4LCyoCniKQGsv+Of7WnrqkbW88FWtQmKDMpAagKTTARvkXMnCRAtiU2LlNLDBnWtp68S81X9rr/ezaumM1wuk7TiWmptxowBEW6zLnVn33eWGmRY5glYGT3ONxKLmi8epphZX1ZYAlK2tSXfvOB40FkLspZC000xR/1XfN3iHq6sAIAti4Ijgh6CgDAwqSjGLF+Am1vabNhZQeC4sGCAy8BThqtoZgJv1a6xvSfsCADRIZ6CuazADY5tRC/fpQVbocF/E2mgC5ILrpkbM6cSWCu0p2QY9aavuh6gEjPXbVLNN1xENWQTSBGrarXTqzx44/AkqpWRph6TmER/GptfulLu3NTJCXKu9CDBy5SxKPBmEoNRz8wtqgDW3Bqn96Fm7F4fHVtJgsZvrmvUHucbcORx7c1qwgbTt7QyDpQAEELuyTjUHTc1Jf5J+LudUgS7apvtTsfYoG+iTIhV1IQ8B4thlX9q/umwQDGVi88z58QMVKVrZB/WfzTkVpaTGicPO7buWs7psNErtM5up+fhTGaI7JLZjMP9SB5Fjorgj/sCVhflszoTajBTWdittfMpq6j21mdWsUbGpPgJIyuE3jm+ZpAiCap4wkOtKx2434UgLmC2p8kr7VW1Z2h1LFXA89mcsYJZBWuuMjGvdXC9/yQMG0wad/P3YAkQNRmlgDrWM0WF5rwkAnGJ2ZeEdDvN3NBCQkhlKodaJ4pwx302b96yk+b86k9KFS/nvM9XL4wEL4+smVL5ZqQBXMVv6rv7O0PhzIxADgEuddOnuTpo7M0id8/08DzPPsI1qKfqzSKu52G7elkYgs7jOuNYvphoAXmvE6u3rCNQRuJoI1ADwaqJUb3PDIzBrX8xW1DqqrgQXLgf/IlzwCNUA8IYPlT0P+JUvzE+1+YO4uZ7Bz6VnL1uNIeoLtbaGae6JLVMkUDfLFIAsQKQEZAdToVXqoV0JALLfNDOQCOvUarZTYXm9FxWH/MGvMeZ19GyzqDqsmjXoOPEpf1Qk7rHIqgZSKcQTdeZICaQenZSSAMqdfoZWqheGyQeLV0AF6YKcOy5eG4107oV3msKjd3YntdZJ6cIIwKFiuG9Gm5sZuMn4REofGQ/Ea41xjwvEqPoTALRtK4soHauqCFT6rxmmhNpccuoNDr8xhtNUf8UZPGxYQAiwYmUpjVC0KGbRbEPtiP9znDg+WSC7YYjBDsGjOGZ8HjOoxoIQ+FQFgIKfrjYzCMmxOJfXTDN1mVIoBTNQ4Cz1LA2NBacpmQBNAtghJXUiPqoRR/tVR9BjZGmfxAH4UQWAfs9OGKlEpRQ/017dR1xDp5NOffRNBzcRXeZMBQBqXAFJvf5odPkuIJzxb/2b62SWunrhHHw+eOYJgwCN/ii1NnbSYL5jQLAFvEL1B7yjFIKrTQ3coeplzKhWILGmTp/DNgNji3O5TAImHQJaE4Oe/gvx1j3p809UB+4KC+phAA3zB/Xh/vYxg98jHjYovV4mIDLPiXVXNUYYPwvz5mzcX3GF2fYwtf/68UlojVnR2oqpUw1wqiQdqeoAZUwqRiMDklvH5sxIwYCqUrV1T2m+Vv0/3tf8w0MP6hSyDfe15nrNMcTY06tRP5py7cJGauDIrBf76B7lvpQ7PWOG0gB+v8yKqrXar1/yj38sNfkK7Y/se3foQu7GMKXOxUHqXNjOdey8bqN+tqGzA6zOdUOtPp8AdXyYIhUxanofo2ZoJEgrAKh5od1Opz7+lpm4/6+lEQKApvwD4vnfGCVergQc9toGVy88E8f4lBb/rp861ADcCQ8JFW93YKcdt6MT8KytM65lPGjbGgBeT9TqfeoI1BG4UgRqAHilCNWf70sEZuWL+eQzvyMvxiuLHPsDP0IVfR7BDO/VCsB9GR9Xe9Av/ZofSyw02pcGqekLO/4QNjhBLSfVxYkgV33G/wa6PDWYPlcNNC3+7P9Y3MhbhrKGl2ANP0sdosbzB3xFFWYfCXIwlpROVx2DV4J4FVVfcUydMibVHAMycgrlzaoxiC84GsePZaDDYgylHlBN6X2+gB+uzKXW2XV3XW7ltCw3XGle2Ew7d63Yadukh5ICySLPXFC9TptgOwonoKNMCBTTYKKRL8nTx1gcC75qsa17UrA19kms9RUVFXYeBwFAF9WS41wAiSmvAiq9jUX9F4FUZb+ogsp13ubS6KynPUqppBTqMm5yarC9bNy6lEMQL/a9K6Z21c4Laq2SAlx9wKGxaCpEXFfdYEXnRTUWlKqmmlqjrqUDdSmqBCjZD2jF7zHuoXaijFAMwBQlosMBQUYprTxF3OKguob0vwxkdK+qjSikHv6pxEJ6VgAgKZKozGwe0nwj8xwHccUJ1oDcYt7OIZQp6zyW3CMANhtH9q+X+seWUn+5k1qbwL/t1HzsTEkPN8UdbtWAJI6t7zTNbSj1UPteupRrfTLPUavvyEo2c0FdhQoUVbCn2htM1vhw+GxjR/cWxjPVOU/p4JyPNnk6bqlJqHsRQAik5F6PNeOi8la1SwGXnU7avmfNmkONuc4jZ3MatcHPRr6nFxbcrChDZpvzNNcyvlDTHlt1E5ttS3222DOXK908AkA3SbFjST3OmOS6pOizB0yuvGSMWsryvKV0WorrhisM9Z1k45nzZbfcrFIM5RA4NmN7RqB2dWrkO5jvX1J8S00/S+etpPfyfUytOtW5k+ux5iV9NxDPafDZ1JQokVsZ3gKLefjAy+q35rqkvGbNLGXK18mutywFWHX/XAE4kQbs9xgAcGepndbv6qQRIdkYpd6Zvj3w5CFAcVnm+Rf3kddZfNsf5oyJ2+k1K+uMpxPzCQD4P85QCvD/XacAP51+rfetI3DYEagB4GH3wG16/ln5Yt4TAFbSl/Iqo1Kwm/cCuKnVf4czmL/kn/x46p7r50LYvuhACSOAa+YEtmALUEV9p0WYai5JnRT7ugoAWWzE4vu6bBaAAjZVoBdDw7FJTeOl2mnx82oarxRolwtvrI0Wz+2pk7YrCy6pf9yR1hbAqIRI8WVBxeLrmXelxnneU9zcTRbAx2KfNMR7juVi6kpVGo1S54mLxQRi5xlrqXV+K6chKlZqF9fP+QFMBkUGlg6sunfWVo7tUCKandh+esV0XynhIngKfW7HCKBonGI9MuBg8EO10VytNTWl12GfIJdUdtWuKeouxRBwgcqOxWsFAE7sKwMDvamYOYCVUjKqlS3dMo5HgRm5j0YjEY1rQRoHDcWEgnEkAFEAK2mInTRcmsuGHwCt9a0MdAU9aKenilvqpkMcOy7bcN2YdjC+6FtPhTXwG8Es7XHVaanXJqCr7RQTGX+gDHK156mPvflwJqE9zvqVX+C1t1BAAoBQPHGfkXY618mqJ+LDAwW2WZrPKcOaG8wAI7smT9RP5BirK2m0tpS2Tyyl1kY/u5mePpehHVCJODEGBK0EzgNQLopU1d5zQGfmC6RkAtPYn3ni7LnJBxpBRWr9qFp4PqdOuPtyPdwDQGbOAahDjSglHX2r2o/RBZ2fKw9D7J7z+nAFAI5SBoAoFx1ACyba9ns9UGGsLS6kwfHlPK6Z95SqrT4N4Cn31XCsluVavS5homaiXYc/5OBnFGurS2aAwgsAZv8Dw6RE5389ZNFDI/URG8vYp9mcSQj4Fa/4UaubGF9R5VfeD0CK+6AppWoArKNuJ9cT1byineknzTHNphnBNPh+oL8soA1L6+4fyw70PAB820M3H/CqQkDcjk25qnm7kY1VcMLeOtpOOwtkOqQ091Q/tTcGub6kwCv3kzkrKxfYnYSbjfT233vtTM2T+9WYWVlnPJ3rqwHg04levW8dgToCe0WgBoD12DiUCMzKF7MBQL2k+Luc+i+m3MX9eEJf1/87lLH04q/7cXsCboYEmyzQSEcaps1j3dTeGKa5Ry6URVdRlpS+zvXoijpGSrS9AKDUXtMAoD1t9wViZWxMBEbmIKqj54Xyp9bv044VY4pd4CnWptQCXMrGoMgxgLe4mK+ZfVCk/e2jBv9s4bS2mkary6lRTFJwdt0pNedsf5RIKAGpZ8VCFmDBOYEOxMBMQBZyKqJUXNOAqKvFSr0vKfF82+gUO2EUIsjqaiOl3e5KEw2ptOUzpcUGuKgQG5zgHzCG6+8PxoYCfqzo6jvRp6plKNOMCmw24wUAILE8f2HS6IEDaXspgXRw/a7/YxwF+oi3+rpcTAYqBgeBC1LZaBwphgKAVl8uGzoUpRrQrpfBDuYSKE9a5zdskWnO2qilpOIJwKIoI5XSG1WMtA9VmrtLT6TuCp5wDwpaaS7WIlamH6bYzPUmZ60uWhwXlgKMAof2A4NajTRqtw1emDJHaalyQ43gg3sNGCI1oENTPWRorCyn0dGVtHXnkqVZmrMssBcjDN2/cR5y044CZ4GDR1bT6NEnxipTICUxPrJq6sIm6cDMC6fP+4OCABPUr9TXC3C9OPlKUczxBG+4JuoLRiUyJ4jfq/qZ9jIuZewRxrDNGUuLqX/XmqWdNgCAj19I6ez5Uls0HzYHeGJusAvy8gDLS8mgk6kuc51Em8NV/1TQ1JVnBQDGcg/cN7QTQxPabiplf1jYbpuTrcxZLEUbNajGt75nOJ4MLaIaULBxxlWAr3zxj5Q0X4s7IMofEFErFNUwpTniq7EzTK2nLuS5Vq7nQHG+T4iB6vTymcyyAH22bTbJsAdMmnOp9dhupeFyfrh2MwJAxefk876/zBU2RygduNWweZi6i1trnbS9TMp1I3UvDVPvqX42WsFghXRge+jgpiuVv8xqAHgof6pe10lrAHhdYat3qiNQR+AKEagBYD1EDiUCMwkA9Ue9gEkVWlQVKGFxVcO/QxlG5aRf8E0/mTqXhqmzPkqDTiO1N1mApNQ9s53aT3mh8GgCwp7qZynjeO9qAWCsNacFJceZBgaj8o3FoaWheYo5C02HZFHpNuHkG4+vK5biT2BKKWO+eJ6oxeVKoOK0C7wD7uAUeubSWNnjKYGD4ytWpypd2hjXIUNJICUKCzAzjchGEVFNVzpESkoZOcSUPjYC/ik10HfKjp2+MJcy06/dgJFqY1Xqwumcpf7eZVJy4yiNDre2aJU6SVBrShunjnKBCT6cBjqlnBTMABTEFL84FvmZzwRXZKhQreOncxKXuV4GlVIPToGE1m4DQJ0xELRzZUBi6kTgTBhXo27LwV920861HN3NVotuzuVp7AXqcB53ljWggkIPqOrppEqbj+DX2mDqP1cE6vo0fniffqedc91iJPHWD/7Q4U48Vzj7fZ9z/1jRRMxQ0kn5V1KgXTHG78wreogAvF1byvXiZLQD9JZ5DvXzVpay6ykmGGwHxPIHGla3M6r+BOQAf9QZJN6X1iccgtleZh1SDFtdQNL4qfcpxR4gW4BGabk+dgwAyv17bSUN15YtSphtoCgsqb9R/RdjoXIDtBNwfmmjKFxtzHB/21zUS4M7VhKGKIxtKzeAgUTFvXrX/KD5lIcfiwsGjAxYoc48A5Dy+nxVZSrfDVIAxvIDBvfnUjpzLp/KwLeT3V7PahWinM0x2M7qWc0VQdll9zzHZU5lruOYZjpFTbhmmjV1a3Xov+KLX2/Qz2K5tWPqVlJ1R508nwGuUKNZWqur09pPXvR6ld6nUgRzH+g71uvBcqz+kQVTuxoEazdS95FzpZSDxRx14FIGgG/9/2Z7bthr6jD4Z6rIZh43rh7W9sO5lhkw7ay008bRVhp0ediTUufSKM0/QSowhiDEOaXizOzjjJRgpWm//b33z/TceSMaNyvrjKdzLfEaPud/mJ0U4D/95ToF+On0a71vHYHDjkANAA+7B27T88/CF3NR/5X0wZxqNbX2n61QA5yo9NupR3/2Nu3J2bhsAGBra5QWHtuxp+C5ID7OpLkmTgYq/r8WWnpP4JfftQApq8ZQ/y+ag5iZyJRaZxEAKhVMig47th+PfVX/zx1kLWVNC+FpKWuCIhE4CZxoUevttgL+ct6kHebe6WqY5fm0fcdi6j5yoSiGbGNAEimIqJFYfLHABzxIfQX4E8BUmp6UZxG6EU+ulXYCf/hZjqKchxihrlOtL8UaxZrqwMUUuPI56am+n79X0vumQT9Lf8xgrAr7po1aA4g4o/Li+j3FdVdNs7jzNOBXVmpIUfPiHfdfU7GQ+uiGKrvaoJRKfUBNNK/7VoxAlAqsbQCAgAKusWpAUD0BYK7XtVTcUruSBSFxom2LGVRIoWaqv7lcZ8pcJkmxj6pO1f7jeKh9qOXoteIMXmCOwDh0d1gMXzhvSfWupnlLMajaahFeoVrlnsFNdXkuQ4UZV/lgUmQKWXPg9TqafIcI7KhkgOYJLsjUZyiSuXcaY1DHODt3Ps8P1AEEOi0uJmB9f7Wb72VMKFAZWkr/OH1fsNnmF+r5sS/jkX4TXHMYZ2NBqbwASHP+7qbRiSNlNAHKRk+cHqvYvHZfVI/aWGTcU2MQgDHXsTqhrcfO5ZqDrgC0Y1cfpnCt7Lu2ag7qUcFalM/MP8DUoytpwHiAk/RHqf3I6fzgQvOgp/6XGoe8zxj1tN7RfM/q86Go6jy1nhoXcLR2t+Y476hGqEAs/cA94/ECTjUeOz2+44gx8et1E/VSbS7mu4h/rqosKsMIGpknpfrDLEXX0WrcFHXtXvmiH05NjIG4Rle96rsXtWbb68bqHsaciznRxjsPJ3rdcY1AKeMN+ua0353j82l7uZ221ppp7aMbqc140ouHWu1m2jme4/aOd75m2jR/U7x33+e/NiuvXekopTD3EsAb8w8g4GChlbaXm2lrtZkag5QWnhikzsVcCsVSf7n3UF7q+3GEItDnhpTSb7/n1oaAs7DOeLoDrgaATzeC9f51BOoITItADQDrcXEoETjsL+aTz/rO8XULEEXl317qP/aqfFbDv0MZQlNP+rKXvtEWcrluVt6kAEB+EViL0M/AIOo9L/xeVBl7wL945ggCVcNK48kWmbJE9GNxHhaYKsovGMOCUcqVveCfzuv1sqLjbFEPBhAmR1vUWMNnHM/OrZs7qb/cSxc+ZS6tfGIjdR67kOuLUVSdWF1U2q7XIYu1MJXeZht6HT8+B5wJBEq5xsJYgFVppzH9VDHCZKSYBDgA5PhuUGJmEarf53GZqAlYSY0uCx2OwQKddmrRroV2BLMlrdD7BzjDi+uSGYADWnvft5eTramgps0Veg+QMTc3ri9I+mMVeDjEs2MJxAggkC6sVxUQ8r4rBG3xDDy4wstqtREXpRsGqAsMAVaY+qQCu6kvZ86bqlmHMimkrsvsxECnHKGlaHOgpX6MQHUXwOXcLFBplxRi/A8A5D3BJK+pNsvOlih5TJFnILk//cFSSFOPTtjlVlf9OqCVUmFl2rK0mHbuXE6DuXaa+/O/K7U8yxAIpjHF5EYPObwWo9XME5z08TQxhAIYNAOSbicN7zmRU4LP+dgELIcHJyUFWOnlfLa2mpVZPidjMgJgtjRyjgO49PvC7i3uf1SGUhPGuoByAzaDjfk0uHO1KJ3af3d2nMar+1XAY9pDAjOPaBoQHRxbyum5cHtqKaIEFISmTRqb+u6gX5eX0vDIko1V1NRpfT3fX7QXx+z5Tr5OK5UAmKGkQn9c003zh9JcaTMAlxcuxsvz6cEP/ciVbuuZ+tzq2DE/yF2aa+N35lbMZQD5XFu7lRoYCfG7K39NHasHUH5vjBayom/r7uW0s9RKl+5qpdX/upN6T26k5vkMewerC2n9mQvp4t35+/aP//fvmqmYXEtj7nv+D+TNLd05qAB9XrYyAkA9+z5Ladhppov3dFJ/Pr+/8Pgw9c71LQ3YjLl4OGTqyOS/ZzhIhoQUgjczLL1cbA97nXEt/b7XthMA8OtnSAH4K7UC8Eb0b32MOgKHFYEaAB5W5G/z8x72F3MBgAIR9lek1zLTwkF9FJ/QVz+jBlWt/puZ0UzRfVtk0a8sJKhVpt+nmYCURaKnUPK7uRFeBfzTVQsCChxGkCg4puNNgwHsD/CRgyrHrYKB8NRei4NS5D64yJY0WkErFtXUHFtbTf1nHLHFAosGUoSotWTF2C1tEGWRK8OsOL0DQL8/DNJ5nTsDMQAEKezs3lFKs4MOFsGKrSkBWX0Et23rn1xrq9T6iynA7vY6ob4LdfiKGYb6gIU8+8TajXKVjLGLKcaKM//rffrJQK4rNHV8jEowsdDnXJ8ARQC2ptizFM6s4CpOpEAQFsECb9HJmG0BDIo/8bXxsJONEgLwnaid58pGS41mf3dUnrgZYzzkDMyxpT5T2i0AZr6b3Zz5WbXp+iNzhLV7COMJ1eeyFL3tMaBRmrNB4pAq6Wo+jZ/xlOpw3NO5S5sFaUhRFQjhQ+KNQpVjd1oGVmYV/t33gtfllFli7E7aRVUexsqeqtT4AMABd3HHZeEuN+nlBTMAYWHf+9hjE0DO+AGx0jzCGIlKXBlbENMnn9rtNB3qhlrfKH2Yhwl3HjHDjHT6TK4NGmsAAi0Yx4L6rmK1lGMBNBmUoHA6tppTYnn4QX9zz9xxPB871gmMUJoYqCYf7V9eSIOlDO5pV/PM+Xz+WOIhzhPVbytLtV5JgyMLqbnVT80zF/PY07wlBXUsWcA1AviOr+bUa4x9dE8TZ465OJeGvU7+DkL552mxxdWb7W2MbOQHQgAyQX7ue0o19No3hfKvGtKTz36VTT1uUwAAIABJREFUqcltHPI9zHeMygboO5FrVh95TU/6sSgIbWdSYVsWx41nLVnK685iI63+dT/1nthIrfP5oQcmK5t3L6ad+Wb6/X//3TPz98j1NAQAOJH6a8BvXECRcgwG7nyu5LPN4520cbxpABCwt/KJHXMAxhmY73sz6+Irmv/9Rb+YS7DFOaV3/M7Nq5jcK86Hvc64nv6v7lMDwBsRxfoYdQTqCFQjUAPAekwcSgQO84t5KvyTckmQIsKKKgAkYv55Df8OZfjsedJXfOkbDHK1L27bgiu74IUU4NB3BUiVVGAv/h5TdW1VOcX9udqCKgSMn0eFnNRo+ryicJtQ8vFZXIhXUn8FwZTaZwtLLcZtVTRKqACtphfQZ2E+bd+5bH/055pXue5VAYAG8RzksdjleDFVV/cI56AWmxYlep9zKgWaenpRWWt1D70f2A6gplRHj3FJ7/OUrwhEo9pxV+cL/nkheftcqk4Bu2kj5krb6HNrr5cH0Phh8SoFnN6Tqkp9JmMEuQuzvcaC2iMQR9vNeMDJG3BV7r1RsRjTRXVeTzO2dM6qCUlQSBb1n4w+bOGXwSmgwVx+g5s0MCR5Mf9iPAEAtHHhtcoYH6SVMsaUuqtrUz9KMYXaU+YftBmQpXTNqBJlP2CI4JmpTT1FGaCSUnrwj7P6YNZe9gCCVGm5e0tdp7EfVawaHypBwRgTiPa+LTC5KFVJ48415wZHl1N/mXTWlHofeSTX8ot19SrBKRDR22D3GyYY58+PyyMoxVzp+JqD9H3oar/SLj+Hja3oAm2p9yiqW6lx7Eiue4jab6eflApuww9l4JHF1Ly4lcxFl/EH1COdWfOuUkl1Pf67tZ9x126bi6+9BqPUeuJscVePqb/VudW253wLC2l4bDntrPRS72/O5vvO7lVcfLPq1MYf4LK0YWDqQ/Zr6nxcryt3eTgClFLtvwZ12fg+ilBTD0WK4q+ba6vyog3EYaGXHvzw62dtmF9TeyZS4YG+fH+Y2tnT3F0pD5y6+JlH0sLD67kGreBUs5FGvU7aOTqftlfa6Xf/0/ekLz/55tR7Yj01ANE8W2q309adC6YQ/L3/8Oprat+sbUz6r7n/mmFQNjsxAxX/vi21/VwBCAAECp7/lG4a8LXLlL4+Skt/s2MAkM/sFTMi+BMWMC3zIVKmawA4a0PB2lMDwJnslrpRdQRu+gjUAPCm78Kb8wJmAgDGNFD7A8nhBz9HAKhFeQx1+LyGgLM5BnEmLKlXcuJUUyOMuhwAnAb/oqoqjpMIjHQegA8pTrxkLqHzhbBNqIGmpQBPS6PVmI2uqUoJdedLWyS7+ge1ytaxOVsUWE03VwCaAkdKrD3MSWwxFmEk55GSjP/ZH8Waan+RCsr1atEsdZ7XFCxOpNEMQ7E2J97sPhydkaeOMqn8VHif/y0uvriMOwm07DVcp/Vr7AvBTfoPiKZUPu0X4Y0UnwYnvU1Ricg+cf7h2IqR3rdUcQeCsV5cVDHG65QKU0pmASWuVzCDtlCXkZcfB5dSiupH9WSjPwjK2eR1uQDGIZXVgZOlbkZTGo9vAY52blc7cZ3qK65JDqCMAze3AOqMVhazig4IyPtutIDyj9esFvgv6j+ZGHh9RGt05b7fZUJj7rHe33KrJqXUanku5FhI/bfQS4OlXhr2qAfWSL2Hz4xVdJqTYgq11LW6N3QPAPpWVvJYkDuvt9VUdupX6jWq73UfmaJvkBrAMfZne80BGnO0nbqa5v57KbcxzCPUr0QFOJzrZnDHdqjFqBNYUSFOOHDLlIg6k41GGpxYK47KrcfOZpgul3GlUcc5lDYzFqlBuLiQ+scXTf3XevRMjnO8ZwSrY6o0/Qo4P7KcGmcvjrfnHKS3oqbtcq+5Iy4KwE03eLHvgkG+33mh9tMDAMxzeHFvAXaOrc4s7N5rGt3rfaW27hxdSJ0nL1qtvs6ZDYNcVley3UxPvGgt3fF71Jcc5dId/kIBuH1Hjs073/p99j8P+yyVdWdgsd460Usbx1rp/f/6VdfatJnaXnEC/I24vxl/jCt3VS6NVX0/6gJ2mmnjjk7aPJLTgFEBrv5VP7XWB1n1x+4BItrwtgeBHmNPD37n23Jsb5XXYa4zblQMJwDgP52hFOB/U6cA36g+ro9TR+AwIlADwMOIen3OiadaDz/8cLr33nsPLCrF/EMQyBcyE4owtWaa+o/PIvgJLa9h4IF141WdyIqSb2x5CmMlBTWqPat1ACMkiWNh2lnLgtuPD/CrwiQ5BFdTHivHm5YWWFW/qd5aUftwDNIzgW7U82NByUuOnkuLqX98KW2vdVNzZ2S1gVg44aZoaWksTKNaT67IDsQnanpFVY6fV0YXBRKi8ABYsAB3p1CDhZbytkfNP8VBi23Vw4vxmQZG3SHSlDr6ea+RIVCqdtsqyI19BKl0bwumVWGtFHZlTPjiLI4RLdiYJqoPD0JmednF0muz8YHVbBJo0XFMjel1Kt0R1NotswDgAeoid38tly+TjgKVaKs7LWMIQTH5XsdqQ1ZftrCmXVIAMr7sd1fJUh+NNtCfsaahp4ln12avNxiBEfG0elStnPqoVM5ovLC4mKhHSKqvwWkgMkq05UV7b1bVf8TQACB9of4QAKwqyjXOApSeSIW3FHulhbupDvuQWrqEaQWOqoM0NNDUNIfm1t+eHpcRUAo6/azxJJgnEM1Y475ZW8kQyvvTzoFhi5x8zUDIVUSknQd1n91ClkbOuGqOAaCn7No8AKRzB2GrS2pjGTeChsHB0epSGix2C8yxhzYGy4YZSvo9Z8pHAKPMgxhrnv4+PLFW0iRbT57P94KrrYvqNJZVIBarK1aHjrR3QJ059FL7T2Y6qtOqmoRuXlTqitI/AEtcvQVBm600WpozoCnjBtKSrbag+kHlBVAv8gL2EWM+BwCq/ijxXJxPpz7yxqv6rrtZNnrx1/24GVY0B6P03l97dcLA6+ifXkqDhXY68xm9dOd7T+fx0WrZuOBBFa+3vv8Hp14ixxt2GmnQTekD/+fNDf+4wFd+EUYqfRvPAoDAUCvN4Cm8BvPCdw5zQH++mS4+A3fknNLb3khp+ZPbFmdLIQYCoqbkO6h8j4/s8+R/utQAcPbuohoAzl6f1C2qI3ArRKAGgLdCL96E13CYT+Z2AUDiF9V/1cW8FDnVOE+DgKNROvXYz92EPXLrNtkc9azejYMWLb4jAOQ9d4y1xYcZDgS4E4GerXr9L/A4BpQSGj+LP0cFYDXcMTUw1h+8TLfYQthq8zWtOP/ojqPZpIHadMsL9jOQZ+sZK+niMzpp8dF+mv/zR+26Ros9W/jaopd9tKjnegQrHRzZol21BKVmi+nJIc3UFEGeljcC8GjRDVCijUFFFOsVFoWalErmhhmAbYxDqdfnBfyVAluFtoIrSpvVoseUE6EW0i4QXDmvto1zhM4Z21UdIwDA6nsRAMbPpqkPIzwM58ZUQOPPaosBS6xuo6dwa/xEWOngcEQfzHeyOkkhMJg4qbix1HmAH/cNfWo/exo0cDaOF5s/HewFZ18WmQVqMeYwc5GbKuDGnFzbWRkG5BOMJS2VWopdXFRb2X34/Lqlp5/6xE/M7ET1lV/4L8yd2JxNAaXUx5OKjWuTapR+BWaqRqBclH1bA12qI4cBAgv0Tlb62dRDyjV9zn69XuofW0rDuZb1Ufv0enb2Vl8pjV+qUJlpxPEWVc7uHGq1LI8fTemxJwqws76rqE8t/Zv3Qw1L63PgHEq4tZXUOH1m0olbKbyMibuP+5zVz6Ybrloc3nU0u6A2Gql19lKGbF4uoQwAn1MsbbbVTMNjKxkqck+cveCw2hWrUSm7umJ9sXNiKddSG42sZARzoRmSRADIyZiT3ISlQHe20bzisAoYCFAczbVzCqe/7AEUc6yAvWokAg/ZDvjK/cD1M3cybjimqwFP/cWPzuyYv5ENe/4/+8nUGKZ04o8upVEHoJVj+K4Hby1V2rXEjJICUgWjkDQHYLsHx98tGQ7muoD8u/BMDEHyWbrnR6l3bpiarvTjAaD9+WNp064WpPIANYFHY3XltbRxlrc9zHXGjYpLDQBvVCTr49QRqCMwsWQZjfaQMtVxqiOwjxE4zC9mA4AxBbSaCmyrLIcLtrj14inVeFRvHVdMnHri5/cxcvWhrzUCAMDs7riHAtD+IvYUVym/bMEeFrzVk1bBDot5pfpOAUHFZGPadLsX6LrMhRYVDKAGqHP8qIEdFrGkSZIeSI2//lInnf6cbupeGKWVT2yn3l/kWmHsY+oVFp4Cl1yDYqF0V9LcUAOpAH6sMWj3xjjVVm6+pkRkUQIAjOBPx5byKAC5rOBzFR8L4MspJQUhlDJbgKDTtQgpdB+H2nbWDMGUKvyLc4H6UWCKHaelhKufrgAAY0qbtcFSs5zC7QEDC0DcCxwqVc6MR7whnnZYUpSBEtSS6razKYHNb+PBhdqPfQ2QC5oCSVsNM1Wwe0f3BX0T01qrsBsFajSMceBUnJzZHjUocKibVWONS5um9LIXSqrlxdxe1GukwLWaqXV2Iz34p2+41lv/wLYnHRGHbQCgDZOLmwXG53g3x4CLMcd1Wp85VBVA5R7g3vS6jI1zDkflLMuxbK7xzmb7pYUCs6zw/8WtXIcQaC9Y6+cp9yixFRSc9jADtdGz77H6dmbOIdUgrtZ6MKIadrSJuVIuxTE9Fzh39tw4nTcex9SHqxmAyQGdUPV6aXjH0dSkZiDbkwYd0ucnlJKmzssxFwBkDDefPDcuuRC/vxXnhYW0/anH0rDdTN3T6xn+yThE848pcP0f5+Hlima7B9SHqv3HmJ7rlLFr9zvKWfpC+0VzISlkpaZVSQH2W1my0536swcObAzXJ5r9CFDWRBAwG4F4m93gY9hupGGvaU7J1APsnRml9gZq22zG0gIA8itAsNVIbM93dWszzycc892/9b2zH4irbOFhrjOusolX3Cxew+d+3eykAP+Xf1unAF+x8+oN6gjMcARqBeAMd86t3LTD+mI++anfNV7MxlpJ1RStqvpmr86I+9UAcCaHrBUhp59QhqiWmv21G4BgNMBgQczvLMRt8R5pyR6GIKaiCk64VUWXVB3TInQVAHBXjUBvu6ntGKtzvTRcyynA/D6Yz3Xndla75py48omN1NwcpNYnH80pwnJgNCdfBz/eNjMLkFkD6Xu0D1Uh+6nGYBWEoc7Z3s5pyG6QYem/Digt3F4rrph9KLaCrarnh/qvmnqruAnuWW1Dr2eH0i2qJkPdMrappuEKxFm6rcaAAJdgQShAP5EmTDsuBwH5XPt6mmMZF9UakTLJALa0Zbs7hoIT6sFpADCMsWmKRtXVKoXk1b8T4x5g5OmeHlvFxWBhu5ma5ze8P4YZgOi6DK5m9aC9oipQ86cZm/g9w1jVfeVKUtIb7/u8+5OBLl4YH/TaVtSfBepbP/AvZnJOqTbq5V/2htQ+t2kp08SMmJtTLvcMMZASULEXaNU8RAxlFkNdum4nQyPuBaW96qSoNaVKA0SZAq+X+netWTqw3Vas7y9upea59axoE0ADtLnCzdyEAbbc637/SL1nxwDOcZ4I8JS+CwiUyk217ACAOjb9e+xIruenNN4wz9i+SwuWGjxhXINyEIMhHk6cOWfXUj6vpi5rvuCeBb4dWS7uqc0L1I7cKrE3B+9Yb3RlOfVPrKQm3wmooFFNCtLZPexzovYBZAIaVR9QD0304IIx3u1a7T9TrjK3mCp3lEGm+p399aBDKb+oX6XYtPklG+Sc+tibb4qxXzfyYCNgELCT5xgAdnmYA9szJWD+f2u1lbbWgHwp9c6O0qDbSPNPDVNrm79TcpsBgDw0aG6Hv4VajfTu//w9B3tR+3S2w1pn3MjLqQHgjYxmfaw6AnUEFIEaANZj4VAicNBfzCef8+qxw2mEQFdS/2kxcKUoyS0Vh8onf+FKW9efH0IETAlIKlZUfwpmFBjstdYsDXjSGGECBJYZNABBHVfwSimYLPSkqNOCX6qyK9QEnFgAB7BE2l1JAfZFo6n6VEPPVvCutuJ/FuLUa0NphSoF9YpBOQc6cXEs906Ox8KX31GEATOUpqiaV6EfAXxW6w/1klQ7ARQUqBj7XgobLYqtxpyny9m9FxYm1dRfq01WKapn9eXGqdu7avAZHKmk+Kq/BHCrQNaUFiy0Ql9X0ybVr9W+1/sCJ/HaBdBIXY7OvCj2UJL5+XIReN+xqjKM6czV+oLaP6gdTY3EOOi2M6CS6rM6LnVf6Dppv4+LiVtXAJDtY8qruzwXtRiQiBRJQfVmSg/+yaSi7+Tzvt8OfbOqngxkmnMybrDU73MTE1eC5RsuOGFXxwL3lKn/2nlflHd6sMAY8O+qAuwAx+6kbTCv102DO46kocN/mwL6w9QChrnbZwN3Xfp/azurgDWeAIEAeh+TMtxoLC9lMAmM89Tdck7NGaq96W2JDysMIgIAVV5Bx7dU/2YCzNlLqcc8fLjrWDbWYDz5q4DFME9NuPoaoGun4epiNt5AGUsaMOOWuMlQiLbq/l9ZTsOl+QzoOFdMQ7e5Jz9MyXOqA0A9yHETkBK/aP4x186KWsAq9Qy9LENRbtK/Ul5z72u+U3kFNzKqAeAh/JFwk5zyFV/8enuwAugbmEo6K/lsilGdwHYjbS+30uZaI23cmVL7Ukqt7ZRW/mpQ6v5RO5F6gigD+b/pSQA1AJydgVADwNnpi7oldQRupQjUAPBW6s2b6FoODQDqSXtclGlhpvgpbTDGc680YN/XFij+qgHg7A7Ekg4sxVcVBgn+KJ1X6pYp6Z27gKBMF7TIjy6WnE8pf1pUmkLE0ysvE7KY7qsFuhbjZTcBGt7wOnpWm4uX0vMC7Cv1vKrndSUfEKIxN1dSo4sRCNtXVYBSMyl2qLiAF1ElZAvqKc68xEJuoyyGWVhXzSzifal7UzX4DKQ68IvvkYLsKrRS+zGaILBgV8ofx6+CRMFbHbuaqqvfpXrT/oybCPsEcDTHaEzQR4LA/B9TlBk/coQ1t9DgbKxYuGoQUFjqjU1TCaqGHwAItZNDnuHiXGqSeqsxKKdUqSnlBu311aaaHgmumOornNwUZ656Y9wTa/oYd19q2vGQ5EM/MruTxHW27L7PuT81NlCd+UMGwFlRswaH+TiXCGiZChYQ3M73HKBJijTix3hwJZ/SqQUCi0kG96urgRlbO3culysh5c9gIGpPDDmUxs35gpFLqcvpNT6Lag5YiIITmBcVhdw60YEbFSBjJ9T5M3Mbh4PZ3CGnEU/Ma3YPZlOS0TNOZPOZx0+Pj6WYeXrxhJMw9wfjlFIIS/Mlvb955ny+ftU0FezWgwRgyYkjqbGB6/D6pOpP8E8R5NppQzRL0XeD94+l/851DcAYgLT7rZ/rp2qe73bS4OiyqQPNgAnQ6fUFh3ceKUrgtz30uuschfVut1MEKD3QX8D4Iyv54t8kw24jDQGEc4105rOoqZilwXe8Pxt/UBeQlN9BByV8fjghAPi7v/7qWyKMB73O2I+g7QKAi2v7cZprOub2pbOpTgG+ppDVG9cRmLkI1ABw5rrk9mjQQX8xmwIwLs5Ve0kL8xj2qIbS+3sBwKD8s4Vtrf67aQYwRfubFJifqA3otbWk5JKqbtpVVaEgQEmwhu2tAP8YDJsCRLBHYESKt71SXq8imsWVc69tpR5i8cxCeY8U1hHQodXK7q2hNqAdX4DRlXC2jS/ai0oJaKDrrdb5q7ZN8MuVQAWAEQelTEY4G0FJ2Vdps0DEXD8wKv5UHN0MLHjhzCqwZf3j6iA7Z3YnbpB6KJAoYCA4o2sAdmku0XuCCnrAEBRHBZjEum2kOpZrdwVgBKQxBXla7Cz2zWx+APTAMXcwSJb66Oo9gEQxH9A8pxpoqt9Gm1TXL56Ha0aRJpdeVIlKmTZw6mO7+iAlHkPQQ3CT9HAUfh9/y1WM6ptzk5PP+s7phlLx+4PYc//E+YO+1NikjyxV1Me3wVkHiG6yYt0viKzUWEASx5ShxMpSGizPZ6jk9zz1Hq0+4ZkLGUqRbru+buo/Ox7znbs6T7jtoji+81hqPHY6973SxbUfDQJ48iLN2OsLGhxERSgVYFSMsq1MSWJtQVKHURxGdaoPB7uX2MfToKtu06QBx7iaeQz3anVOkcIV4HhsNYM4QWvFm//Zzs04TCGocR/hH9cIfCT1FyDfbnoNRq/DyDHoT/oGkMjPnU7aeebR1Pnkk/lBBG7Ex1asdutvvzsrYetXHYErReDlL3nAlHuDOVTjmObk9H9z+mWOYNrg814zPfb3mmn4zI109B1zZg5iqb98tTO9dLKxiLkz97M7863wOuh1xn7ErAaA+xHV+ph1BOoI1ACwHgOHEoGD/mKeAIAl1S/AHqmYbFEydvCbCE4VAlbSN2vzj0MZStd9UmoDNi01NqjwogJKC2stbHWmaWpAPmOB6Km1tqlSz4J6ZWLRL8DF+ZUKdxX1AKsXXIr5V8en6rDp/b3q91lbRwm3XwNgXANtpoaWavcFeDXVvdfBn6UR2j0UaoRVGxzhn4BojBEL4iowiWo5jheNPwAC5tqc3X0N/PE/cL7bGjumSplX4t6fVCaxj2oqqj8ZAxxbC36dO5YRsPe8Da70NOfkqATUnKP5JQIPqf10bO+Pos6L/SgoISUkYGZpLo16naw4QtWn64sxlfkAn8llVtcolZr6mjgIUAE3ACCCUXK3jenuHEfOqZpHVWOS7Ygp+1HX7BaGf4RhKgCcNpYVM90bzDFKL6V/pNblXmR8yPFbdegMIgLrHEqZo7LXLCXmMqlYWrCxkR1Es/MzZiWW/o37Mn1zPjvmFpgm9R/1M2XoQn+yreoUoiLc2Cz1+UqqN20nnRjjIAyApEJmbAnexfmgohRMS4um4uPVOH1uPA/JdZz7XvvIyIRtuXbOxfXKJdvHaON8MDHhPe4FxqOP6dExVIBbKWFapHuZPjMgSvw9JVtztDXOywFY/cUcX7Yfkv7Lx1uD1Fx3F2iZrfCBt93m26MrWZXrBkvD1QXb963v/8HqjFn/Xkdgzwi87CveaGnAKP5M6YuvEKm9ngoM6AMCbh5ppbP/YD11P7CYVj6Z//bFFTgDQ1KJx2nED/3Kd98SET/odcZ+BK0GgPsR1fqYdQTqCNQAsB4DhxKBw/hi3rU4m1b/j2jsBQD5LO4TnAkVxBoCHspwuq6T3vf8H8gpWqbqGORFdnxJlScHSEGo6tmkqDPDg5AKyf6qKzWthVL/8ZktTPdwmw6F8FWsf6KZUWVYTV2LvwvsTGuLTDwAgCps7wDToJ4viIvyT8cwgOd1rGgni9lg/GGbRbiuhbPUS6rXVwWAsY2qv1dVLkp5UwWydIGHciIlU4t/Nz4ogE7XZo6inoIJRATiCWKodp2uJ5o6KAZSWiqlMi784/X49gZSDV66mjLULrTNGQ9Vx12BvwAAARSD1QWD2Y1NVI4+lgSzlZJLP7pZgRkwcHwzmdjOADi4wpa2AVaWs6tzgRfAnwi1TOnqxaOCoqsoxagD53Pn7VDX7OS9/2zSKGUvIEtspRL2VNwyTPg9GHwAoUemzG3llFUzF/FUY0Fq7RMVgQBDfqcu59JcGizN5fRTwBP1IGV+Edybc1+5u7jPLQXwMT/oIYVD7glXXtXCowaoH8fmA0C1lUhoTKT/TjxMIB4rS2nneHaBRrnbPruR1XnARrVF7ux+/AkVIHMQKkDdp0w/AEDN5XooE+el5aU0XF5ITYxoaHf8/ld6MW1XSrbmGxl/sA3mCwBJAGBI/zW4V+1/zu2pxEDAwXKOKQYu73hXrf67ri/z23inl77yTeb8a6o/soAHI1P82RD3exUY2J9rpMf/m62UHptLxz+E0i9/juqP/QCIvB765VfdMtE8jHXGjQ5evIbP++9/IHVnJAX4T341l/F4+OGH07333nujL7s+Xh2BOgL7HIEaAO5zgOvDT4/AYXwxFwBIk2LqWkw15LPLAUBbdPCIlX8VMwHS2574+brLb5IIGAAEmCjFNaaHRmjF9cixdZr6Lxol6NqlkLKUUE/91bjjGKoJqNpY2k/OltofMDMaFpfOGFrV2sIAoNTYEpiKqrFgIGAmHfEV0k6V6mvmAChftrezMYCMP6r7chzVMwR6abtquq6uW+cVMJum/qu6YRromuK8jNoPRZJesf4dBfhNBdXPi3bVXgTqxVpkUdVoYGOcZmlATLUIPSW4QJAqLAMAWB20lqkmLZVac4pAZ5xzQvqhAVX1lWKpa67WLrO5yZVeip2nEQ+OLWWoQ10xTAd4AZAADVUjlcVFUy0ZtMMURmmlwE5SGUnrVOo7KaKck2PRHmAgx4wqTR+rpf9VN1H3TaedTv3VT94ks8KNaebJZ35HPlD8bqHPBOsZL0XBx8MH/y5hG0F7/o81SAHUjBGZ8YQ5ojiWu2OwjVW2F/T29N7RymIaLuT3UQE2LmzkFGDdF0pNV6r4YFhq9ZV6gA75iqGJp7sXkx9zFh+MywHYd6Zfn+5lKeFCKjMpxlb77+x5A4Fbz1hN3ccvpMYTZ2zsTTgMezfZAwebhxpZbci8tTifSwGggPJ53CAgL91TijHxYR93n7Zzxe9/fmZu4EXceen+pGYpKsmuG5qQAkz9vx3yKn0OCkpZwEwZE1LSct7FuTSgT5qN9Pb33n9jBmB9lNsmAigA+/OMwezIPqn+y06/wEFcgB+/byvdefx8evLDJ9LKxxupeymnAhsETCn9/r+7NZR/6vzDWGfc6IFXA8AbHdH6eHUE6gjYnzKjUZV+1IGpI7D/ETisL+aizogKlmsFgIRHqY6VUNUAcP/Hzo06gxmCkKZV3HWnFOqXcqSq1PJF50RbgktvWehpAR4X+FJTMQajSoyFpZRADmWqir9SYJ/JGyBH6l40zVD9OlunNnPKHnDOHTUN7HiqZ0nPC4CN7ey4DilCyDiEAAAgAElEQVTLsVUbUBcsQMriWSq1qsmHQB/7uJNwcdOVmjLCvWhkspfqT8cEVEUYq5pHAF0po+SwubOT3UZj/8T7P5psxH6q9k3s7DhntNsZmKGyIo1QbqpuxrJrjOi4rgCc6GMZQWgnrkV1Rr3uWXGK1XhpNNJgbTErAOVybXPUtjvzZjmkzCMMeKAABJ6gAPPxSF8bAKQWYoSaMX15ZckdUz3OHNj73QCQwJYgiQOs20H5V52X7LsmPkiIY4Z6iMTfUnh99U3s9HCJg6k+HUAJ+ATwlvpSUFtjmnFjCmSH5byPatDTVrNRh8MsFKPL8wbJm0+eK6nH1v9VYK2L8gcRqr3HvDK4+1hqPX4mq0il/lWtwQXGV3aZnnAFDuYfNsamGQNxsLXVNDi6mFoPP2HHsQcRsaxASAm2+0dOxD5vjADVzAk+RzQwP5E5SZx31T9S1AoM6n2OZ2UBMlzJim4/nyt2zbG72UzDeU/DV81R7gfmI/tL2/slPtCgJqmpPHOJgVGvvcsZ+0Z919XHuTUj8NKvfJOp9wDPo3ajwD5Sek156+nAQ7x+5hrp4r2N9OX/8I/SQ49+atr6g6Np+ZMZ/gEBb5W039jTh7XOuJGjrQaANzKa9bHqCNQRKMu4GgDWg+EwInCYX8wn7/nfJlPY4sLsaaT/Ko57QcCTd32rbXLq0Z89jJDX56xE4ORnft+kkrMUqHcQqEVbNTWXxeY0NVwETBpTAohRXRjboTpxOpcvmuMmpRi/vymVlswe8urb3TUZv1YPi8re7rpLUX5PX7NUPBaxrEkBQREYNBs5hZeXXHL5uQr/olKN88YU5PLN4qnBMpuQ6k2LYS2EpTSSYs/PV9oAxLNUuwD8gtoPVY1AYINrBBQU9V02C1AtRimUyjVa31T6WunMUg71emMn0ggxleoqeNPtpAZqOWCFnEKJGxCnmloulSPnV8qxA0mDrxpHnMPHz1TXU09NH813swkIKZ1KxeV4QF8HiMRwQqGJCjA4Lkv1p9igKp14KaZSQ7kytKRlSvUHLJmfy3XYMEX64x++LecdDIZyeYFRri8nIwrdB8Av+lpO1ICxpey6bWO63bR03aY7yVrar5vcNKjdF5RlFuCQvl2UhYo840kp7Pzv/ZPHzHZqXNwY1x/U/cd9oDqEfhy5Dtv92Omkwb3HU+uRp3J6bkjvzdOR1/9TTVQBd8Yc6t2q8llzmMoUdDppePex1HwM9R81+zQvcU9n9X1xPzbTDlfXqV4nKc2ryxkCMtdtDyaNVbgHfR7Mij7fMKiCy8Clr7gO4q95OiqOm9l8iPRf+tyUuDxYEkRU6rDmPvqddvLiPkK1ubaU75cPv/62vF/qi76+CFj6L+CPFGAYdTuDZlx++T3XxQUQZki4vdRIq1/7N+lrnvHBdOrxz00f/b1n2/Yfe813XV8DZnyvw1xn3KjQTADA/26GUoD/XZ0CfKP6uD5OHYHDiECtADyMqNfnTIf5xXzy7m/Lf/BXawBK/TBNFBtVMII601I//b1Tj/3cRC/bOf116u/+j3oEHHIEDP7ximl0Bs28eFxUeFb7GTAT4ZmuZZoCsLjiBpfPva7dFSamxAGoTHnFOm35L/2cTmzmFXoxjgE4KHNiPTovZg/4KzAouhaHGn5ZAUihfHcFrrYlmhBU7xep+zw9tcQ4qmDUdgCfHHWJfVQG8jOwoqr0o4tCnT8OZbW2ZIig9qimnhxApSokPVEprar/J7WeUn917QCTmA7sUC8PHRScruIEXADHWHABAAX3Ys0zdorpuIKHFgufj2INSXc7LeNUaibaujhfDGeGi9RtbKQGKZ0qTaDacsQlGMwUFaAUYaR5O4yx9nsqd0n3DGPbAJCMINw5uEAhq5+YTRNwHyYOD34oLxBuxxcAEPhnRhDqA801SsedByplp1kAUn9tzorx49Sr2l2tjX5qrG+nBmNKc5LuPYDUfDennHKv+4MKYFLjqfNjuM37jGPNC4zRXtvMQein5rls6GHjxO65+XwvWe1ITwH2TsxOwV0zsDDIdfHSWGUI7NYDBN3fXkvQ5kvS4zXmq+UzwhxiasVe1wAjZhqp3UzNR57M5jXU6FM6cLw/gpK4MZfvQ0vrdfBZHg7QLhna0FYzJqFOopdp0Byh7wbdmzxUsfT7nOZrL81V3NbEknsQAEgaM2Y8AoBee3O0vJAa1BnkOALpqsPJA46l+dsWmN+Oc8TTveYvv+9NNsZI+aXmX3T+teFrADA7AqPyo8YfSsALz2qk7edtpB/9e7+W3vgXJ60Zf/QPbk3wfJjrjKfbv9q/BoA3KpL1ceoI1BGIEagBYD0eDiUCh/nFHGHcxMVH9V8VasTUrKuJWKNRlH67zudF/089/FNXc6R6m32IgAFAFcj3vgZc2GIaYBRVG1cLANXO6P7qBgtT69jF7cvP2UHzcgBQcKYsplENHTsybrPqhlHbSzX8Qjpqg4U0EGxjM6f7xpebgUgRo5ThiW0szTinvckpuHxeAB6rDlfWTAOE7KBi/gIbUkdZGmk7jaSSiScXF4UVqsC+6ixKWSfIIKAvgGiprg7/6CMW/6Tv6r73fjaIwTE67dIPRW0UwGxRZkp9hQqQVL4AAIuZRgWkGAiMANBBUAEL02IWIQcplvRdq5mGKMdY66Hmos6YHlDIKIIPHWwX8EuMPd3cxohqvzmInAA5If4TANBjaQ6s/BNkYvtmI536yBv34c6d/UO+8kU/nJqo/zDbQLnHXCL4Z7HJCuLRQs+Um4P5dhp2WqkJONrJDyCASLYpQIljGaBzYGUbuMIWkDQaJRxkMaEAjJvDL0D6sdNjcxbVdNS4WlnK0Aq4RnqsatIBp4DybuJR0oKl5JVxiQM2AGBRIvMZCtiquo+x5U7XzDmTc4k/wECZLKWsoOH8XOrfcyz1F9tp7mNP5DYBS5Vi7/UDdR+SUmzp6zIyYsyvLGVHcPZRGQApa6MJE/eCqRgDiNf8ZfeKK/aIH2q/Ho7K1FbDxKc5dlxV/T8e4tCHzEnswxhw5aT9zIONdisD+43NNDyyYmF56wd/aPYHeN3CQ4/Al598c74XWg0zj6G+n4E+hhvPGj393SCgKwL5f9BppJ3FRjrz4q30P7/wfelLFj+aXvHsjxz69exXAw5znXGjrqkGgDcqkvVx6gjUEYgRqAFgPR4OJQKH+cU8FQDGJ/+KSFyE7+XoOXE3VcwKonJJC7+QbnTqk//yUGJfnzSlk5/1z20Rp0UahdxJW7TF86arXwiUp9ZazEqaWQZU+S/r0OdSfGhb9hUAjEFXqrFt5woyfpYbrNRpe7n/+v4l7Q7Fy6LXdFN7SPvddGgQ0tsaK8u5NhjmDyy0Y/07pYm6imcXHKSNAg+6X3ACDUqYHBOHf3p/mqI21sJS3PzYo0r6KbXKogrQwB/bKkVRwJXzqP6f2hnboJRf1SWzumKtXLeuajRSUShdyYilqCUxZOG4ES4qXdjHQAGHak+17EBJRcfSUSu4MM7oN5R49HmzMQaAKMWiopW+iYYkcQyrZprMGjxd3FKWUfo56CyQWYDQ4WxJrbb0zEGuKah0Zm/z7Vj3jxAbALy0ldOx3Sk3p/u6kcrSgtWLs1vl4lZW4wEAz62bos8crFGT9Yepv7aQWuc2MsCiL2P9Ou4z1HooaO1grTQ8smjHtPFIfUfaAPyLEJxtF+ZNHTeiHdQCXM9O0DbfcZ54bzEeq/tz7uWllM5fGKsGGfNcr8aZg7YCnefnc41Mv7ciHC+qPM4jFbYrgAcn1lLrb5/I8F4p/n5PWaq6HhyotinvCVRaunMngzZiIZUj+wio+nkmSioI9AP+bC4ZK7JtLnLXX/vflMY8kHDzD8Avtf9i2rPqkZq6sZOBLn0AnATUuyLw1J89UH891xG4qggAAVH/kfY7mMupvsX0Rn4zfD8whHlgxsO9ZiMNuiltHs3fJ//lLbdm6q8CeJjrjKvqxKvYKF7D53/t7KQAf/jf1ynAV9F99SZ1BGY2AjUAnNmuubUbdqO/mE9+xvfmgOkpfwU6SG03tf6foFwV2KkLXDk04eg4rXu0/zTwp+35zBcVpz7xE7d2J8/g1ZnyD6BE3bRWKzWtEHsGSiMUX0oXjW6xWvxFJ0tS2qpwprpI1oJaJhmqZyfFWyiSXxxmBQEjcI71rrzWmi2qUZewgGTBu5YVJCxGS40wIGBwsjWgp5TDi5fGNQDdMKCoxFxZt0v9p9p/AnwCbgYfYmG+AAz2GgNaVCuV2mM3ke5b2dfglpRKxElxtQuv1POrAv3YN0qLVvofMYyGHdX0xNiOUJcvn9bdwDkWx0HZJbDgYNH6Fgjj/T4BADnItHlHEHCaAzK7oOLEkAMDEGrFSSnG8ZSWrBqAmgtjbUG2A5LIZATop3qF0ZhBxiNypy5qSa9PKHWT1H9yKQYyd1pWy87S1FBMpZTe/nuvncFZ4cY26eUveSC11ndyOiguu72OOe8aZNvpW6qn3GItjZY+4D4QrGU8EE/eV6oo8xQvYB/bacwA4YB1guJA4Vj/kZ8Zh9reTCfcEAS3XPqIWoCo1QSupOpz1SrjVwC8gHDVQbXvs3YaLs2n5qNP+gMTVweHsWXDfHFhDAAByoxhu6ZhLlnA7wDEqL7udVP/3uOp/ZePTIJB7j1UdoxhAUD7nh6OlXZS83FeV/AZCHRDpAJUib1SfKvf4QF+2tykaY7vC+pc8r/DWqv3SJtk/CHHYT0AsFqm3Zy2fe5ivl7eoz3KCvjYm2/sYKyPdstH4O9/9Y+Zsm+YnynY61Y09LiejrzR64zracPT3acGgE83gvX+dQTqCEyLQA0A63FxKBF4ul/MgJxTH32Ttd3gX4R0cQGvxW9MwYoOoLr6aQrAGBnV0bpctCIEYbt4zLjI98VIDQAPduidfO5rxilZqg+nmlUyozCQ4/X6ZKhQBYCCHHsBQC4rQpfqGJSKhfprrrbaZRQRQhMX4PnQObXMgJ7GGK6XLCRlWMIYN/dbd/ZkWxbZbLPldd/MCCTXuCsul9OAkz43oBVA317Kvr261RbQ7nSM8jDcE1XwZyBWbQF+RKdjji+lUKzjGc1apHBjW6/zV9L7UBJJTaVrAN7JsGCv9odU8In+EnBzV1+DMTHlWgYZ9J25t7o8o3qeGPsI4aa0x+qcLS9ms4jVhdSS6suUHq52ol3MW5q7ADqMN2JvqYtYQ+ZU1WL+gSpMNQHVR3pAEttRjTtzGuOLGAL/uqRwN9Ow2zZVorlS3iYAMIbpFV/6htTc8jp+UoZqnKq/Nc/EeUMpt4wXKSv5PKapWi3IhewQLGUb73Gvo/5TTc14XN07NlZ9W2oJAgJRwzI+SFtmDKBSi3DN7qVsvlFchWmnFLuAO+67UEJBKmVTGwcAWIC74GS3m/p3raXBYju1NgYWs9QfpuFiN7UubKbG6XPjaweKClKyP3OY10AsqfpKcRcE9FRgU+pRhy+4rVv7pzy0s1qW/lDFfpCrcHhYYYYflXnQoG6YVwzQdrtpuDyXBovdNOy1Uu+vz+T+4X4jjdPT+N/2vh842C/F+my3RARe/E9/3K7jff/mu2+J67lRF/F01xk3qh1P5zg1AHw60av3rSNQR2DPJVntAlwPjsOIwPV+MZuCiz/AtTCJRcVlJhAvSOCvCiu0wBI4lPJqr2BogaXPq8ejTdMWynp/AgBmNcyp//pjhxH62/acEwBwAtC58Ufs0+jOW03JlCoE1YigVnUBWQWAEUBL4SIAGF0sY+/EVGF/f0KJY26/DtKUCqeaf1IIyhWTzzmvHDujwYeAlFRq08xtOI7UX1Wl457fLpWUeKvN5enBlX12pfgCEbifVUNrom9Q+cgN1PsuqCQ5tAEGLfKlXLQ455RrMwFRH8sAINT8K82LSjyvcVYcSKsPGjg20Iw+COq/opoihko/jvu6UYgBT2KreoF7gFlTFGICQnpjp5X6a/OpfW5z0tlcdeQAI1I8VQGgzA8AgFPApIHCqB4zGuLwUuOL92SKo9qN3VYaLvb8WkYZAGKc0Gik2xFwYAhi6j93fJ1QksdxHecQzReM3aoDrsYhn6kP9T0oJZvUZwK1+r5je46ne4Jz+oMESz8GhAMAZXplztrZNdxeAoCMQUF2qQy5v0kJnlLv0saS6mOGe98eQHCt3Wz6sbPSTZ0zW5ZiO5gDIjdS+9x2aqGkdPVk48mz+Rpo+5HVlM5fzOY1HieDk/ouVm1N2gaYZhwCyQGkUmT7dRWTj05O+53q+OvTjc0xAqzUYFXMAHrt5mT9P1cmbn7GCUvD3DjeSUuf3Ej9pQwY3/lWN6S6bb+Z6wuvI7A/Ebjedcb+tOb6jjoBAP/JDKUA/z91CvD19Wi9Vx2B2YhArQCcjX647VpxrV/Mu8CfIAVqG1vIe7HtuGjWgjXCF/vL3dNw2VY1lap1uGKPCBJa2qIXA59WE7AowlwlNQ3+0e5mq4Z/Bzziv/KFP5ia1PaLCrldTpRhDGnsRPVfVQ0j+Kdr4Xel7Gn/qEpjIc02UvxUAWBVAVaJkam3AHkxDZMFNItrVHICZtFNF+gk5Z5SBR1+2YK51RwbjnBsd/4sp7bxSo2rAO6qoGJaX8Zt5HpZgaQT0I/Yci8DHAQfBPqril31A+cVUFMbVMvOivpnB9MCAyP0B3pxLt3Hrt7bZb4iZ+jSlgzAdik2g6mI6v+ZsYZSFGmzj7eSAqw2Kx3SlXfRDCHWJrRjqW/NBAQ1UScNVnqpfSYbJDS2cW5u5tpiDnx1jabyYxuZGgiOxDqAsU18LkMZvW+g0JWEQCCNLwdJVs8OQ4ceajKvKce1Y5zQaqS3PfS6A77zD/90r/yiH07NC1tjIwrNCfZ9ElPnuc8q0FzfbTKsYAwL1Mf7hPcd6tsVC8opzV1hsHGY033Lfc3PZkoyb+BN6lpLZaWt5q49mHRM53hKh+c6NE5kAmJtGCtdy7wFqGNc+lygtHNLB+520vD4ajYl4R4jNZm6etzmRxaLOrD9N0/mOXQ0SjufdlfqPHI2Kx5lEBLrVRokdbUrJiGq12cKQ1cZW/vbeX9P67Xzl+9zrsWBX2U4mUGL/gbhM0H88kAQ4Oi1YFutNFxbTJt3LqTtlVZ637+t1VqHf3fWLbiVI3Ct64xZjEUNAGexV+o21RG4+SNQA8Cbvw9vyiu41i/mAgB9cWupPFqgCP7FSGjxUYV/bKM/zvVZXDhNi6bUBlElKCgRnTyjArAKA7Wws3M3awB4gKMW+GepbSz6qum4WqhqDFVAT0mNnZbuOu0aXGmSV7C4P4baXYLTAgAshnd2xi60Ol5U2YRzGABcmE/Du49lx9f+MC+SUZ9I0abt3fWTuobJ0vsaBmQaZ7NCxxQzW9ul9l1ODe1kKKAahVLrTaunp1S/vfpR6bSM+0q6b9zFQBX30qWNDBmqUCOmmiqmStd2mDrhxusLfqVNK73Zri1CfoGIy6n/tKBXzTQDIVkCVDUFsTZI+ecGIAYAARsaU9s7E06nJQ4ChVLiaUzq/L5hA8MHQWfUVHP866b+Yid1zmCuEFxnpcqToQPHcAWgTYGq2ecwaML1V4pEwT011CDtjqcRd7IBRc8VT4BHAAqQhfRfhzdKj5RxAko4fn7wT99wgDPA4Z7qZS99Y2qf38wGQ6oPKWVrjG1R6aFudXg2kcoeUseldtf45ThSCuqYBnCDijOm9Qrq21jzOoEGAHM6sFyLJ75jlcIc5in7kXFiJicZ4O9Kj+caZFzD9ipBEB4IZEjfysYius/0QIL58OiKpc/aWD+/lVrnc3ryqNfJ6cEy/wnq2XJMQfilhQIA7R7g7wdzGx9D2OLcG41PqjAwPtjjnpNzvCD/xHe9A1XdO0vzaef4UtpZaaf3/L/fc7gDsz57HYFbPALXus6YxXDUAHAWe6VuUx2Bmz8CNQC8+fvwpryCa/lixrGVxbQ9vW83c4rNZj8rXKISTwvtuICepv7zBUmBDbbQDkqMakSV2if1VqytFBddAoDxWFqwa7FTw78DHa8v+/IHUvvc1qT6T4vevRSAtjr0NHONpasFgK6EKqmu1OdSqqmOG9JQi/lHGLMGlwA8goMODq2e38J82v7Mu1NzO5tPtM+u5/pXLKCtmLwrVFVQX/XobIz7YpQ0YKUhA+BYBJu60IvymzuuK/6qY1kL/qhkrMZG4EhwvKqKjEpA2i4oUh0Z6oOgnpvYJKbUAlRiumPsP1SOqgmm9wFZMl3YS/0XT8a5PJWvvC3XZPWd1Faq2wZI47yCI542O6EAlFoJYOqQoKQYV+LRWFnJQIfzylxjsZeGnWZqXdg2kGpQg/ponEupojpOBIBcs9V/zPUCrf/dAdjApaBn7H+2FRzmmjg+7eFcxJKfqXW21MuKKQwRBu7gzHDaHhQzhtsJACr8r/iS16emucOm1Ly0mRVoAnnxeyqOXVdP2v1Iymr1pQcXUdls92Y/b0kf0VfcZ7z0MEvqTx1PkN7VoVLK5X4kFR+3534G9XopPV4KO+oRMvYYI/HeoG1SGvuYs/lH84Zfr0FpwTr7zu3k85KOu7psNfi271hOjcHQgLfV2tN1xbT+oKIsBjxcH/MoSkc3pImhtIcoNkdq3hsbGVXNP8oDRAeDBrm592gPr/hQ0Ob84CC8NJd2ji2m/kIrvfs33bhsd6/W79QRqCNwAyJwLeuMG3C6fTlEvIbn/+PZSQH+0H+oU4D3pcPrg9YROKAI1ADwgAJdn2YyAlf6Yr7v8+53Z8JRXjS6WyF/jJvjJX+wqzZRTAmMMELgJS40IvzTH+pRDVHtKBY9S4vFLbOkT03rUC0eIuCIC7dmI536+FvqoXCAEXj5l70hdZ4EiHh6bxwLaoepoDyNvFqgvwrvpilKteiLqbnu+GinEGiKY9MXrKZSKe1wM45izhDMOWxx2sjOkXqxnafnWU27mG6sbdzhVvWxYugN8sQ6gwJCUgTZ4tVTEvk/1gHUgXRt/C5Tger4jyediAHKv/XdC2a2j/d0UN0VRZ9qkKECUj06gfoIAzE2kNottisqANV2wfrQ3pISHBVBXKdAWNUJWDXZVANQtQgVSwMpgwmVlI0BwWiBk/B73rVpTs+q0wagGc530qjTTI2dYWpRY44XpgTnLkyqwYiRp/8KxJiDKnHxsTahAOR8Uo5pTlOpBPWfxprcanV9S4vZ5ZT0X1LuAVSCOnK7VdqrH+vUR954gDPCbJ2qfM9pzOqBFmMRKIwr7rQ6mLofXVFuVxWV8J4ia/OFUnhtDgmpwuwbvwPpY1R3UrqTtk1dTPqJ48l1m7HkatYyf7EP35MChX7+Ee3XKxoX8Z6Zz4R5K5Yj4HNBdwAmMeh10+D4cmo98tTY9VsKVtWwFFBXfUT7bg9p1apTqTp9ipPmBsAk2wBmY2x7nbHTMvcTTs42X4wvzx5K6j5jrHc6qX/Hihn0GBzEsfvIQto6Omc7vfu3agA4W3dj3ZpbLQJXWmfcDNdbA8CboZfqNtYRuPkiUAPAm6/PbokWT/tifuWLftjSaairY2mBpP6YmqiZ08qAGTs4BO7kBXj1SbsiI3ggxU6EPlJXVOuKTVMA6jhKRdJiobqvzhsBoGBCUG3Uph8HP3Rx4Ww/FQAgTZC6TeNDShxblDp0s8WxQ0PBDcE/V3zsuppqHcm4+NTxNHa8aL0toMuYHOUagsDBra1xbT6HQgaBpKbTcUyBNUwjuWI68DMeoPp308JeAU6lTp5SCgXF5fAZ4ZmOJ3dZgxHuLBsX29P2MZWbF/Bn/6gEqsL76LprkC/XA5NaNwLM7FzrJhxcm0BKBHGxnh2LeHMO9dpm6mMbH60CDSZqAqrmmY+TiVRH1QCMANDa2hj3Yxx7AQIW5V1VkerXb22gH3D95UFIr5OGvXZWZjUaWQF4aTuneAMaLlycqNcm12iDfz5GR9s7WeUHwGO88TvncEfgCQCohybRDMegUD/fI7EWHMYkC/O53l2EwxHoCl4BdjBDuo0BINdvJQpsLhrktH7AG+7JQFo58kYgXFW7xodMMTWYgzM/WI06+qk1vocq6fD2meYUPYCgf6ReA4Bxv7ga0MCdwLTGNdvrO1L3VbXuJTUoSTXmZfOc1wOsqoj9+9NS9wGLKKl7vTRamsspvyoV4Nck52prkyt6bV61e9kpHefgeFwLn+lvCK8XmssouMtHnLs0Xom7lTTI6ff20v2EIpf7j79dBAEHwzQ8tpx2VnqpteU1C5c7qb/YSu/9tVcf/JdhfcY6ArdZBG45APg1M6QA/LVaAXib3U715d5iEagB4C3WoTfL5VwWALLwIV2s6+ooUyLknxtbO5O1/1igoHyY9pqm+tJCIy447En/OOWnHIoFAYtiS6ny+mRXCnA1hcgXUDX8u1LgbvznX/GKH03tC9uphUECL4cQNq5IbbPUUxZmFdCnbWOxfo0XFdDXNmq2Fpv6XduTFielDcDElTSmWtNilR8EHlHs8Jmn0ZXDkf4LrMH8gQU/cEUpv57iZ4vpAHnKvgJn1OEizRMwyLh0wDRR/08AkHFfNYCodpGgTlVlMw38EUupmbTIBgQALpVSb2A11DkL58sqP4r2u/uv1bHrli3K5wAPXlUVoLuQxksYbQIAsyvwxEsAoXK9VYOQCbMOBzgF5grscgyBPMEIKTdtADikQFFl1zdpAlGgL2ANgw36D4ONPu12QxLq7RmQG+ZU94vrGc4B84JS0RxeC2D2seLGIpZe7gYzxMUgilyu1U5LC3ZX2vhwxdRX3FDuKMs5Lngasl1/MEWKMbW007oeavW2MtfgC7nGnb2igljjXw8NtA3zBmMnqmGViq7UdPsew/inkkqs+0oN0f0gYKaHDppzppkVRfVwxZHbDhuU1AKAI6CeriMGITzEKPUFgY+630nf9wcHRcVaHqzkdPYyt0r9q+P3umnU7eT7RaUTaJtKJ3CNmgM1j8X5TEpgwWH89PsAACAASURBVE4f2/adYsY7nnodHhJtPue4QT8A/Xt+o677Vx3v9e91BPYrAjUA3J/Ibl86mz5UA8D9CW591DoCBxSBGgAeUKDr00xGoPrF/L/8o3+d/yj3otr8IW21esIf4RgZWCF1FrVK2ZxY0Y/G2+tpfTUtsgoA94J/UQkg5deVOtFUCw5WHGSc+uS/vNJe9ef7EIGXfcUbrU5e68JmBsaCf5bGmpWkWc0C/KsAZMENgY+o/LPFrDtoVsGRUuciXF5ZylfHuVhcmvusq/uqC2l+Z7HN2GFxGhVwQDtqwKHwUQqeFrpSbknVFRWDIUW1KM083qby4nPgj9WWc1CjunW6/mr/AMYBiF6PbuJj3a8Ca1UgodiwHXCUFOArAEADbVyzHD05odc2LIo2B14GBZVGqzaw4K8CLY7hLswFOkaIF1SAuj4BwKkOwNpXMYuQRSpAGXNIOal4mxmMg4MqAMQUAfiH8q/bTsNOy+ZAU0j7uagHOOy2rTQCULCJChCwynGjoQu8cW4uv+/qPYN+niJsYyCqUYEnvASS+EzqLasd6ApAKaf43BRbCxkA8orqK65fD2UCVDn18E/twwxw8x7y5HNfk+9/KWuJr6s9CxQcD8r8k2C95gcZigj6cU9Pg21ScsbjCTLyGfMR/wDL69lptxxH352C3XrAEdPiK8q+4kDNNqpDapOQH1eGOLRX866uQQCQ+5Zx7ccux3R3dd2fph4UtGZO5T5y0Gd/a3CMCPkUn5juHDMDqqnEUUU93zX3a1MAxu8PN8bZuWMpveOdr7l5B2Xd8joCN2EEagC4P51WA8D9iWt91DoCBxmBGgAeZLTrc5UIVL+Y/9ev/ldj50FSaUh9qjgS2nqXJ+z+h/4EuIkLDampohOwzlxZkExV/unpvRYH1X2qi6/4u+9Tg7/DHewAwPaZzZwuHur6mZIUpYY5SKNc8tp/cRGqBZz6X+lmbCPwEtPpND6qyhoAl+pYocpSvSqlz01Aoua4hh4LY8EpD6M5wLIQ51ybW2m04eYisd2q3Wbt9Np4oRui+k9GFGYAIgAogGNuwHuoYqtjf1rKb0z/VLyqEF1qMa51CgAsRhmKracwRmhJLFj8F0BIvT8V+4cpqB4ZABBgGV1tOb/q2nnaazb5cDWgoEY0FJBJhmIQ1YqaM/g/qP8majwCwEhnBO6ohlqjmdsf5izbR/E/ulZcdQX/mjg5m/qTumsLaTjXTcPFrqUEW4kEHpIA4FBKCfQp3Ze2k3ppwDQrQg2YGmBtjI1AXJ1a1FSKH8AQkNJs5hRkVJ3sq7gJRMklmv6IgCjW2AxOt6c+8ROHO2HM0NlPPufV4xqOSsctc0woOkf8lPauNFYAIDFmrKtfiiodtbyrCvW5j4cJsKd0YIPm7TzvyAFYJiDxvpcZjLYxxfMwj2vvbwPNFWWwmfDYl3oed9ZmtZWfmRv0Xa+aqj6fWPq+oGFlrNohOR7nFMz0BzFWt4/PUR9qDuc4GremyHVQHcHrtHlO6dF85u22+pcyFAl/N/D+gx/KKXP1q45AHYGDicCtBgBf8I9mJwX4j/9jnQJ8MKO4Pksdgf2JQA0A9yeu9VGvEIH4xfz3n/+qNN9edtOPoae3ZYVLSde0xbo7fU4svEP6poOP8ge8HWBKSqHeq6YuVk1DrqUXBf5qNcu1RG1ftsX5l5pLzfObRSllrpa8AIBWZ9IVJDHdzRejRaWk2mdVIMx2UtgAUgS3pADUVaGWUkrq+YteIN8NIBz4lFRcFqAoXJTey3iXemt1OY163dRQWqUDSVPBuLqsmtZrANAdPwuE0iLWlS4Gd/xeslQ6XqQY2/VVAGBl8V5NVc1pzsNcq0tgrcC7yj2oY0vlI2dS3a+qG6a6foq30psFN2m/10BUjbOiCBRUC66nE1DA5gqUhTtZTVRVcxoIUAkChwaCdZpn1M8aH/pdEMPjWPrYzAXyHBZjX+LtxzWIubiY57+VBVP/Gfyj/AEPRwQABUA6nTS4+5gZgjS3B6l55qLXa8uQTwYwpeZfAdFBdQgMlAsrgFnqUqsR6DAHcAKIxkkV0EEaMv0t0BTaY0rB8xcypCTtcqGXwUisGRhiPjixlt72h6/bl/ngZjvoyWd956Q5j0Fld6cN5jd2XXqAoblHima2AwYC0Kr1bTkecMyU9K4k1RgWMON/zQlysZYLsO5f3d9RqVhJ4S9wm/qGHCcoQqMTeamV6c7eqispBWsZu2GuYH97AKB6g6bAd5jIeRQTc6x2tTOwkXabwrKZjU04ptX59Vi5KtbufzNQ8dp/+n6IA0r9ofc4jx4g+YMN1Qt88E/ecLMNxbq9dQRu6gjUAHB/ug8FYA0A9ye29VHrCBxUBGoAeFCRrs8zEYEJAPiCV6Xu8tHUoIwUToG46bFgQO2nxU+s5xdTmaqpwLaQceCgJ/kCC7EFUmaVRVSAFBEa6lxVAELx+hr2zeSoxvijudVPDdLWeLVa5pjKuCL919IkL3lBexsbIQU4qv9kehDhEItCLYwFjuIC1BahDhtRzggAokTc2MiulxH0lIVjx8CKjd0IFd0owd739L7irCmIaIqd3aB76sJ4yjgunaj6gnojpsfpvWraMvAHFZhUkn7vWF1BKWTYN6Qz5z4JC/RoJhLu31LXz1VqsW6hdVtUnnl68ESarh4YFDDVzsogQKuuDaUlSiPV/eLzCDYACqTNen3FEitBMT00iKYEU2CptUvXDHQMdRknbiLVCwS0LS+mwep8NhcYuLLP4r2dY665i32OrqX+kUWDG6QhNnEFPnvet/FagABUU3d6HUXVLwOGRPME4kOf2AOSZlab6nP2RwE4n+svmpI2pgMzdq2/874WS7ZfnDPwboZO/FMq83Y/DZazKUQNAMcj4eRnfp/XnXVFqkx25KAsxWi8VzV3CaLpvpICszoutb3cfTlWrLMZ1ZzMZYw9Sy0PtSojKPd0/2g6E+8XA4B247oBTxVM2oDyOob6TOUWohofiIdy2VN4TV2oMadjsL1UvssZppeHFNw7mHOptIDuRZ1TCkipAeN9xn7TSjfE8xJ/zT3tlt3Db3uohtvj0V3/VEfgYCJQA8D9iXMNAPcnrvVR6wgcZARqAHiQ0a7PVSIw7YvZ6rZtDlKLxSsqLVOquCur0p10hAjpIvwAklQXRVU4wr4q+i3gME0peIX+qgHgbA7ol3/ZG0wJhdEHpgimoJrrpAYqJ7lMK01LwMIWcK6aqaaQs0BUWiafAQDlXitYFxegCgvpnhpnvOfmDMVBM6YAA0lWl9z1k7YP0mhxIaeqlZR3h3xuuqC6cSVlNBTfBzgVABi6qTjnRrinOlksbgUYIizQz3HhK/gWDQoq59+lElQ7FF+DdigyvRZX5Z4u7ff0312OurAEqQQDAJzqzsu5qdElgKtUYWAc55faMqo4BeNkmILRwtZYHVeMDaSiiso/Gw+N7LQrABmPLWhcrsH7Vue847hBa0w/mAdt3DJmiTeqpKCuNPXn/Hwa3Hs8jVy1Sj3A5rn1rNBTLUAAIGBRgIJz4UaMGYocXRnbwB4pOonPxsY4hZr4oQBc6FnbVE/T2kYcq6YqxHlhPg17nTRY7ub2NVKyeq7bWb0NEOT1jt+pa6TpFrnv8+43tWcsX1Bq701zJ4/3s9KCY7p1vPf4Od5rSnWdSMUf5gcSjDcAG2OXviQFWNv7GC8wPY5Jzau6NxhfqEKVwqv03wj6NIcK+ul/tT0+0IsPARnXNoe5o7piwf6UYYj7ce/4XGBzONcS94vwP/4dobmPORIXYV7EtwpD7YGlK4e9/YOji2lnuZve+bbvm80vzLpVdQRu0QjccgDwq2coBfjX6xTgW/S2qS/rNolADQBvk46etcu83BfzfZ//WlvwWp0pQUD+sBa4iw6f0xSAcXEQfyYIUR0Yg1I1C7lCwOoaf7M2osbtQQEocIwSUJAB+NBc38mF2i3902uXSamGIkTF9s1R09PLBXCkYGFMoZqK8FCnjwtIFDQseuN7pEUCXVDIRdMFVFdzvbR9z1pq9kepdXErQxIgDotlM1oY5bpa8QXUlMpQde8E2IKLsQxAJurLSa3o8MwW+VLOTFMKopwx4xSH7OwHXAoKyaL6q5hZ7BotAqmejjphPiHlpcwE2DmYgExV+V0OAAq2AdO4RgCY1E0oAOlHGQJU6zgKclh9xU7uO6UXC6RUAWAEhwA12mb7ulpSc5L6k35S+iJjcW0lDVfmDVwbBMLdF2MPrkNjweeymKo7uuNoGqxkNV1zcyc1Hz/r4yYrAO3aMegQ8CAONo5JFXXlniv8rD0YtGxtj12jLUWYlN5eNlNAyReMSayN9JPq0DHuF+YTAIS5fGe1m0awPu/fYaeRWluj1J/PAPC9//HVszupHFLL7vuc++3MxVhC34My0FC6arxf2cZSYF2Jpn3o45h2L+DP59U0eI5HX9OfVSWcAHRU5YXv1qIA1Jiu1Do14C7TG8VV54px5vu/20mlVqANbE+F1pwK/BOg1/zFfUJcVFJBx5S5h1R8bKc0aHvA48rtaRCwPBhppuHRJYPWzUtbY4MpnaOoCL2OYKORdu5asU9/+93ff0ijqD5tHYHbMwI1ANyffjcFYA0A9ye49VHrCBxQBGoAeECBrk8zGYErfTGffJ7/sSyIIQjjqpWogLEjV8GITreXsq8oJkhTGxcr39VPU0DGqb/6ybo7ZzwCL3/JA1ajzBZqG+7MaClvOZ3S6pexCBX4YBGpcSAAFRUx7Ct1FAtJwIlS7Gz8hRTcCJlRAep3g4oDU2UV0wUtXhmPLFjn59JwqZdTOJVeWgBgrh1n6r4IoWT+EYFS7J+wUM9KGV9EazFtxfdd/ScAaIvtRkqkLqtOlqcMlnqDrqyxNkkhebXjgmszR+agAIxxrKgwR0CHaWm+ipEW6NXz63NXcZZaYoISchQNtQKnzQElhdcVwxMmJVMAYAGhi/MOxYblWkv9vwgaotnIiWNpuDSXMCxobmxlkwTVzzMIm2FdTpHONQUbqPaWl1L/xEquBbjVT61HnipqLYOcUgByXoCLjCNsTs31Aq3PUToyvjELkWO10pcFT72W33BpPg0XsiKK8g1NyjfQVldaDY8up521+WSwb5vPBwazRs1G2jreS42dfN8Mu400/9hmetv7fuBqR9Bts52lA/u9Z3NUVK2rlAXgNijwrB8N0Dus1/dj3IYIKn1WSl49DNB8WL0n+V3jQiDZj2lzmn9PF1dxfW9bJzvojrBS9w5zl9R5MufotA26lxR9tS3WT2Vcqh3etmz+4aYicV7QfB/Tlg3K+9yi+TDWSo1/R/h+pLPvHJlPnTMbeazrGvRARcpFxnmvnQarC+nt780gt37VEagjcHARuNI64+Bacv1nitfwgttQAfjJT34y/fRP/3T6zd/8zcTPvV4vffqnf3r62q/92vSt3/qtaUF1q68/xLbngw8+mH7hF34h/eEf/mF64okn0okTJ9KLXvSi9E3f9E3pvvvuu66jf/jDH05f8AVfkPr+N9s3fMM3pF/6pV+6rmPVO9URuNERqAHgjY5ofbyrisCVvphPPvc14zQ0/oiPgKWaEjml/tlEI6o13gxyBDdFbYxypaoYrCiharfKq+reQ9/oK172owYampiBUA8Q4Od12gr8i+pRLXjjApntVQ9NaaiWDtcq6bzFAETgzFVxEzBF0RBEuYAhiBtBqGi9gBgLeVRaABZbUPv/Ma1Ni3ClrYZjFPWNFqFRIcN+Ur7xs9ps9cXGTpbWXOIgleMephVFiSc149X2uu4xUxl1MiyK4FHnF1gAdO2lAIxwda/zBzAB+MoQEEjQyI7Kci9lf8UizilutGKpr14Pr0BdgzGuypT6J6r5AIDE0Y8XnVFLc+WCCmBuNNLo+FoazmEYkgwAmgqQNtq/bEpQTe+2OmjdbhodXUn9lZ7VU20/ciZvj0rTaxjatdM+/U/7GZdSRakf2I+4aYxp7Mb6gWbw0UmDtYU07LYM6pF639gZptbFTVMHbp9YSMN2M7U2B6nz5EW/D0n7baXNZ66YyhUw2L6Ya2O2Tl9Mpz76pqsdSbfFdic//XvGDyriuIyprWZi4SpO+lTp5tpepTHi95tUuLxnAJxxgDu2jwnmOcajga+GpXw3nzybx7sbEE24jXOfqMYkPaP7QhAwpvRK2R/nRt33cX7Q515z0x40xLm2OgJI+RVotDqU2cDHXsV12N/nmqVoVu1PQTy2l9lJMQPyvxnardRfW0j9pU7qnl5PzfO5RuZItWF5voLyvNW0e2Pr+Fx693/+nttirNYXWUdgliJwpXXGLLV1r7ZUAWBvYe3Qm721fjAKQKDf13/916dz585NvebP+qzPSr/1W7+VnvOc51x3TEajUfqWb/kWg397vYCAP//zP58alfXg5U46HA7TF3/xF6c/+IM/KJvVAPC6u6necR8iUAPAfQhqfcgrR+BKKcD5L2oW1/whnlJje2CLxgaL0ujOWlX4VdOSiloC9YGrvKrwD8gS00Djds1GOvXxt1z5guotZioCpAEbXCDlF/dUAGA0hZgGjVkQagFsKqlOhn0sEllAa2Gs2lj2foA/SmeVWoeIRIWKpeW1zQzEnGA9DS6m8FoQgVOcm+0sfZT6W51x7a0pJhLlGNEhl5RXpQdzHCljpCISCPeFvp2b66dWIQBIx3IDiJJ+XIFjbDehAOS4rtzVPlUDjzJYSJEGkAkSsG+oG1ZcbCtAc6ItIeV24v04NyhNmTqAxEQxpqYfqjpBQgEGgYOoNmKBv72T1ZexZMAUAFicl1eXx6m7nvo9YYgSlM2NhYU0PLaaRsA/Yr4zyErQCP9QFSltkRRJXFC3t7MCkFe7bbUAB3Pt1H3sQko4RwsA2kHdKVWwR+nJGqetVp5naRfnCennZXzYOPGxzPEW583ooL/YTaN2w0CgXp0LO6l5aTs1LzCmsmv1aG05bd25mIbdDAZb6/3UurSdGhczSOFVz7m7p9OTn/pdef6wecpr0UVIq100pizd18eqYFbchmNojsLspedweNpMHhY+jdPn8v0a05C1j+4z1Q3kaxzDGCC35mDNM/wf5xKvV6k0+wnDGj30i/vyM/MHY1m1VuMCLZQSKHUzY/pvTH23OHg8dJ/oWDF2ft/gys5rtEBdS+asZMrb7VWc3Bupe3orNXcGqb/YSe94V536O21I1e/VEdjvCNQAcH8ifBAA8EMf+pABtPX19bS0tJRe85rXpJe+9KVpY2Mj/eqv/mr6xV/8Rbu4z/7sz07vf//7bZvred1///3pgQcesF1f+MIXpu/93u9Nn/Zpn5b+8i//Mr35zW9OH/zgB+0ztnv9619/1adAtfgd3/Ed6Y477kiPP/647VcDwKsOX73hAUSgBoAHEOT6FLsjsNcX830veN1YqYXyxf7KJmVsrNizxSkv1WgLf6iT8jkBe/ZSB8bFQbV5lcV/vRi9uUYwZjIsLDEZaAL/trMyBohscImxpBpU6uuSCoxDQSi+z8LSVIByNyVVtzOGiTKw4ARSknkqbkkbVcqZoAmLctKAlcLprpbWSMYrgBEgAxjTPu1WGi3Mp8b5iwbngIfmhGnKuAxcBJ3suHyuGlhSfAUXztKjUrzofgg1Cks6X1gYV1OP7TiV85tqSMoxnUgqRf0uSIjaEcgUC//7NiVVViYs4Vyl/UpbdROLifYJRsRUW08rzHDXYUo1Dbhq5qHYAq/MgMXrkaoRlRRg6wcBNRRJ1NLzFNsCREltlGmGTAzmemlw15Fc+xQ3X2r/oS4CUAJbXDVV0qFplwNAxonSm0drK2nnxGLqnL6UGmcuZAAJfIyGKTZgGlZjrdRKU31E+o95FBWTVKiaa6NjrB/D9l+cT9t3r6RBr5VaW4PUPr+VGhvcezv52gVMu520c8+RtLPYNlOe3unNXOdSqi+PZT3n7p5zTz77VRl2mRqzZWniNj6iKYzmGs0l06ZuKeJ1rHKPUrfOU4YZ48wv3VYupWDptw52GTdPucO0fz8Xhb6pWL2N7O8GL/rc1KzVh3bV72gBTJsf3YBJ18ODGKkbq6phjUftz/86l6X5Ar9l0OH3cUz31UNApcTrnNWU4Fi2gX5Y7KWt4/NpMN9Kv/vr4zqWqNB5/c47/vnN9QVat7aOwC0SgRoA7k9HHgQABPa9613vSu12O73nPe9JL37xiycu5i1veYvBOl4/9EM/lF73umt3Wv/4xz+envvc51qK7hd+4RfaeeYxSvMX8PElL3lJ+sAHPmDt+PM//3ODg1d6Me6e97znpYsXL1rKL+CPVw0ArxS5+vODjEANAA8y2vW5SgT2BIDP9xpQ/WGuFeVP121HGGDFA8G2CSlKphakDhULz+pC43ri32ikUx978/XsWe9zSBEAAJryzw0UBIwZJ1b/b2eQa9tF0KtFcdVhk8W21FWkoVndugwJDSgyxqQQBGRF582oRrW0U4dOQBTgHmzbzSeKYow3OQcKExw3lXrZaSfqqTWfumD7AnMK8HMIOPE71wnwow3USFHdP/VJVLcIaJ07n4Gi7hulD+/RjwW2KUU2KL8KKNO+0wAg51FsBTu1aI9KRo4xrcZggH+liREmKD1XQECKSIAVoAklIEAAgILZRdXcoJrSSxtiKq/iFlMbPa4TbsOCdwIWnqJoQM5r6eHOO7zzSBp2czq21dMDoJ29MIZ/Gi/e9olakJ7KaxBwfi71n3HUUt/NCMRBio011ULkWlSDkXho/PO+gZ/22ODAVYM2zlFpyVQlgu1eN20/62gadJupvd5P7bNsN0oNrj2A2NHKYtq6azkN243UPbud2k9eKGDT7keHzaf+IsOT+jUZAYOApjybTw36I47ZaGRhgN1LWtgObgwSU2+lmougLJZF0H4cy0sHFJUgc+mF7DBdzrO4kFWEOpfmEf3v393lAV55P9RP1Tn1v+7dGIbLpWEJJGt7XZtSlmOqO9voWBrj2l/GPF42YsKkyP4WcRjqitnRfMfu3bf//mvrIVtHoI7AjETglgOA/+1r08ykAP+nrIZ7+OGH07333ntDexxFH/X3eH3zN3+zpd9WX6TYfu7nfm76yEc+ko4cOZIee+yx1Iklbq6iRd/2bd+WfvZnf9a2fN/73pe+6Iu+aNdeDz30UIGP3/7t355+5md+5opH/qqv+qr0G7/xG+kbv/EbDUw++9nPtn1qAHjF0NUbHGAEagB4gMGuTzWOwJ4A8PPuH6tB4h/6wJxYtq/iBojSANdMc+Zz59cbFe8aAN6oSO7/cYB/KFZaGH8A+rSAC+OlgVtpVInYQjmYgEhhQnNR3gGKgH6kyRVwRn021WVz2OxpsxNgUYtF9sMQhHa4gcgEAOL8AEKZUag2nrUhQ50McoZptL5ugYyKP/sZaCaVl2rdAQEBPLaDL1qj+pWfgaGkwl68lLeTmqzaXRGY+mfFzXhKWnB0BzaoVU2xEwAUSJOaMhoD6Hqu1mRkLwAoB2CBUOCJQOv/z96ZgElWlXf/vbVX9T4ruyKyJyqyK0IEhRnQaKJo1MQ1GrfPGFERQVFwwS1+7lE/jcYnhqjxMRGYGQQXXEAWMVFAUAiICMza+1bb9/zfc/633rpdPdM9Pd1TXXPu88zT3VX3nnvOe8+9NedX//f9Iy6oBQhYZZWgxtFT1ZzecMHF2KiLLAD0cdaxAuIi/tgXx2C8vK5I46bzMOK6drXUegsCp2rsp3UroV4dmxLB9cZ1p0kCry2BIEGnveZw3+0tSPqRHU5h6VOHFRBiw1yD2Qc29s3AZgWAuH+M+jqCIQnTx3Ec4oVzozZiT0mm1/TolzbZrWMSIeXX1mvzUKi8tkfKPVnJjlYks2O8YW6i91hKNtzpUnHC1joCaghC8yECNC56CPQwL3APU7Vs73s2y/uEgIw1ANE2yx4o4PX1d1n+oIg5ihq6/h/SerlR7Ye/k/APr7UCgK3Uf2zPwj+r4t3Z5LBfuug5Tb1Cvmdr+s0WG47bpvon05B5LL6cAQAs5oLZR7hxQwTaKAIBAC7OxVAF4CICQJuWCwB38skntxzIFVdcoanB2K699lp55jOfOecBo/bfwQcfLA899JCmEQMkzrbh/bvvvltBJ4xIdlYL8Fvf+pacf/75snLlSlUMQgUYAOCcL0vYcQkjEADgEgY7nKoRgVYfzOccd6kqtOLFg03x4ULFv6YLHOu+5xfBsSprDwY7FKXfg8FcxKbOfOYVqvpD6i/mAQAG5kgMMrBAhXIFAJCLN1X8+RqQhD8AN6ydBwCS9cXwcxl59OReSVVFen5fluIfRlzbqJmHuciaWGaM6phLENLb441tqpoW2pQCSgBIUIn7wNeb01pYWuS/KvVJbyhhzUOYmuqNMjStE+PzrsJxd2xBfCodcb7hEQe/sLVQ88XHUx1jFu3x+AgI/OI/VgASNqJdrUlWbw341ZG26gCpeQbEadJoN7lYT0JHXfAbNZFVAAIA0mSD6mCm3qoCDjXvpqUOOKtqIO+UbGNCeMj6jUmFsXEcjWsednW5ucS+QL2JlF4qjPw1qT/2AKkVslKHP8F0VVIj+CLDm6P42mis/aep3ZgPhIgeQOr4NFUzrcB4+qABZ7zBdE3MJw+YdV+Fxt6dmIYJmGvZjFS7C+7+wfzXdGDU0oRRhFeWoW8Etvmc1LtKUl7breA9NTwpEWoPYsN5fCqopkquKEh6qibZ7ROSQs0/jYt3Hw61/3b5dFx3bMNNVj//cM/nsvrFBNXwVM5rKQyaeOD2SSr9/L2q19GCLrsf5y7vLQBtfCliIaD9HOZ9atvQY93QYvUfz528X5MRSN5j9jnQKlr2S0N/T8e1W/VYbwDC/1uwfUBPxIBGIXge0TiF56QC2DoLIxa5jGz878t3ee3CDiECIQJLG4EAABcn3osNAE8//XT58Y9/LF1dXTI4OKjpt602qPZQJxAblHZIJHDYDQAAIABJREFUBZ7rdt9998XpvLOpDNkW3qdJCI4j0EueC2YlSCl++OGH5Utf+pK88pWvlPvvvz8AwLlelLDfkkYgAMAlDXc4GSOQ/GB+1XP/n4MpXBhY+GfD5gECU4N1EeTThWek/BJYmEWQpgib2oK7uiIb7vrgrnYJ77dJBAAAszucoURcawq/Y14lF7jsMwEEa0thweuBBMAfnC+h/tv+hF6pwzx1si75warkt0yq06lLicRC3KScMzWy6uquNQwhehsQC2ou1AEEjAKIsotLQBhAJoAiv+F9rfuHn4CKUaphRoHzEexAKdjX2+x+iTbMwlhhAe6bQVfHq44xAJBRZZdMsbOQJgkBE/WxdDwW+qGfSZdgtoGTU2WHcxBIJSCgKhsRrwSUs+AoKhSc2YWtPWgBoDf/iNNg2Qdfr0+Px3NiaLgpVhogf141D/GATWOWhBMKDn09xrgOmnd1Ru1GWweQhjRQ7eXzUnnsWgfaKjXJbB1VKKsptzat2pt/aGq3KkLx7PMOvx7cUgGqpiB9vVLer1fTcTVdEypPAE6CVtaexHxDm0bxWCvkpNqTUxipbsRQVgM2YZ7jJyEt4tfbLeXV3WrkoaYleJ/w0jsFo17d5OqipMs1yYxMS2rSKSKjSZ+WHODfnJ+i+KJs0+3vlXUol2GVdjZlnQDOvx8/DwlbrYI1WdfRqgOpKuTzkwAfXzqgviXrAiZ7z34ZgeAM+IdjkvU07ec/f58tMsnnFPfDeKjWI7RHfzhv/fNV5zvjBDWsNUxhnPgst6AS7r4ru105CJGg+pvzzA07hggsbQQ6DQAe95z2SQG+/T8XLwV49erVsnXrVnniE58ov/zlL2edNDt27JAVK1bo+1DdfeMb35jzBIPD8LOe9Szd/+Mf/7i8+c1vnvVYvP+Wt7jyGzju3HPPbbkv3IQ///nPy2mnnab1BKEUDABwzpck7LjEEQgAcIkDHk7nItASAEKxYNN+TLCYekkVA4uSO8MPt0jFZuu9xSnDhIk2PQjnIQj057ELlJCKtvxm6jNOf7+aD6iqCfXHuLizC1oOyy6cWWgeKb5wrDT1J6Hu2HZcn0ysjGTgd1XJDVeca+mId66FyAYLS9ZGQ/tciKtSrOzmJetzQQWIDX0cGY2BlXXxVdWUPdYWp7d14NAOF/hYwGJB2tPt0vb0pA031jh1WfsnEg2NuZRfwjrAGMAaOl566DcjjZdgywJVny6XrPtHWKkuwVRU2nuQC3CCPxs7Ks2s8QXfN0pA6y7MviocJaCiOonnZ9qtiZ0zw3BGFnWCOgsXkqnA6ZRT0tkYcF7542KYyvRruiozpRn7e+AKhWf58APUPTc9WZH0jnGRwaHYcISx0/qMAMqAe4AYgH9oj3UbDXiG6g51BesreqXandf5Gg2OOghI8xlvIhKnKtO8BNMzDzWhU27FJjrqOOsBH+vL5XNqXFLLpTX1l7UtNTaYSzApKeak2ltUh1TUB1RzEqgJfUo1DXaC8cf8nrnnnPCexv1f9bVwrdKPzwa67/KZh3nC0gj6LEI6u//stV0gREuqADH/u4vuOddKoWfvrdmUf/F5W9T/m+X/ALNGh/cq0319jU06XsdqWzXD8SpW+3ykQpvu7gT5MOop5pypmMJDP6ejSGr9XdqdTbdcOr+LFvYOEQgRWLIIBAC4OKGGApAA8Oabb5b9999/pyeaT43AycnJ2IjjvPPOk6uuumqnbcP9d2xsTOv3QRE41w11BV/3utfp7t/85jfl+c9//qyHMq0XO+A4KAKT209/+lN52tOepmpFOAcfe+yxuksAgHO9ImG/pY5AAIBLHfFwPo2A/WB+2pPeIsVUd5PBh01XUthn6/9hkVOtS63g6lQxxTMOLVP4/OKk6Xiv/LEKMT3O77vxV+8PV2iZRuCZT3mfpFEzjYpQXtfZVCZ8nwAQqXQwYfCL43omoyqoh59SkpV3VSS3Y9rVFkTNPABGD5dUuYV0RmugwRgi7RIKOMIVAEACuuHROB1UUzIxDbEv04ETaroY3FhnTKoHAZrgqLsT6McuRRPTIkMjTTXltO+ARjZFDnXnVC3mQaIHqdpXLobRqHc9jtNvTRoxoaAeg3uM0MAu2vX+Tt7g3o2Zqrmkgy3Oy4U6Aa+tbRgrkDzYYPqxNUYw970qIL1Lsqr7uFlVFV4zqdcK37jFqbReAQh4sKLfzZEdQ66GHxVGZl+N90CfTB/QJxFEkONl54oLBaCv+6dwkmnemBNUM3K+EXKiLALmsFc6Rag5WSxIdUWP1LMpyWwZiR2JafYSuwADxgEqUmGdz6i7aTRVldQkjDygNoS7NBSADmprbcpSUSqre1T9p/eABaOxyUhWqn1Fme7PS27HpAOcVCHiXvCgKdRa3b0H7zknvrehZCNwM4BPARZVvPxSxM79+AsS8wVcK9VvJiO1vlLzl22ce+y6BYI7g3/+uRGP2CoWWZPVfhmRVPuxdANTdpsMe8yzRNOk/XzlnMWz2MJQxgKv4V7jfY25mctJta8k6cGxhiIXNf9KOdl029zTzXbvyoajQgRCBBYSgQAAFxK92Y+1AHAuZ0C9vbluW7ZskTVr1ujuL3zhC+XKK6/c6aFr166VzZs3qyHIr371q7meRqyL8IYNG2TdunWzHov3qfr76Ec/KhdccEHTvtPT03LcccfJnXfeKRdeeKGgNiG3AADnfEnCjkscgQAAlzjg4XQuAjMAYLrHL1ISdYIARVTZ0lAzxTH0i4KdfQt/zvGXNsMFqgtiowF3vo2/vCxcmmUegbNPucwB4WnWKnP/6YhrRWKhS3UI3TCxyOSCE/WcAD66C3ocDBkqXRmplNJSeHTSwUXUFFR3YV+r0oKrMWfO4Q72/+HxacDaD3UCdkoz3VAnzbvPEvIQpmFfpg/Hzrxc1HsApG1hkerrtulpm5Rr5oISfAPSoA4dUkFZDJ8urdb8g7XpfNoxzQA0DZkAEM1TDWfquCnUYhg8QIzr/9mUX/ufQqp0k0YhPj2RUCtuOJnuaJWFdh4zZkz55ZcDFlxYFSUMLaCM5PtU6REg6oWMnHIz+Z9awFhcC+yL8xQLUuvOS+rRHW6OoYYjIKCHrdpUPi/1/l4pr+mWVBnOv9OS2jEmMjbm4CvrOmI+eDffCCpPqLI8qIwhK/pK9ej4hESlolPgQQXYU3AqwG1DjdqBTAGGelRrTHqgiWMKMDXI67MR6b8636H+I3DB+FD7r6/b1dUEFGeKpXXCTqWlXsxLZWVJavm05LaMuxqcvA9xHf3vodbq/B/A+szD88jPV/wep/jzs86r3fU5aFN57XNKn43GNRj76ZyvqeNwveTrZMZg3fVVv6hrBQFbpf7a+wUO55hPrVS0aNiUEdB+WMUiw8R72d+TrkP8ssKlx8dfShBGM6XZ3IN6HM5haoPqa3AMxvcbA12N1HaUYMi518OXhfOfr+GIEIGljEDHAcA/b6MU4P9yKcBz2eYDAOEqfMghh2izf/M3fyP/8i//stNTYF8cc9hhh8nvfve7uXRH97n88su1biC266+/Xs4888xZj/3+978vZ511VnzcJZc0u71fdtllcumll8pjHvMYhYClUiluKwDAOV+SsOMSRyAAwCUOeDidi0ATAHziW6SY7W2oGBgks4gQ4zAYpwP7hcemW9+z07BCIcGagQoSddHSXBR9V22E69b+ETj71MudMo8qL/w+XZGIqWw27Zd15pj+pgq9tAIb1P5zkM9PwHTk0sCgzmM6HVUlTB9DeLDgxLmwCKWjLwAf9mUaLNI3AWawwTwEMA4LYajv6OQLSOTThmMI5BfzCgq5mFXA4xaj1p04vlIWBrLe2uiY1AlxqERkPTqtb5dyKkDj/kkFo8IrjINqPhp/GKVgrCCkKhCd4TE6KH//zfaNMN43SjS3iHfnJQBrmolJEJicpoQTVvFjoa2FFwCg3V1Sn/BqTrZFAxGAN2y4ZqwBmDg+rueIcyAFF2YaqBUJoEEDEMAH42qMVN3px++n9fYU0sG0gwYfOB/ms4I95yasKcA0TcFPzC+qKBE/pgZXa07VWMhL5YAVkh6ekGgHlIXV2PRFryXao+KLTsA+HR4q6/TwpIMjNP5An9Tl2KedIwZMrcTcseYJ+bzeU9OrSpIZKUtm60gDGBH6+jjDbXvjHUGBPZ8nrQJAKJ6NG28MAPXB4EpdNJVD4Jylio4nJLgnCIxSUl3V655FVqGn97T5oq6lqtA12lT3jwpSq7D1qucYBFLRHPcp8cVfq9R8foHBZwvVtsYpPTbHMc+Bel+PCJ71Q6PumYO5jy9G+GWGfmGT1XR4/RyZLkutt6gq8WtvfNd8LlPYN0QgRGAvRCAAwMUJuioAPQDc0ynAy00BCHdg1CqcmpqS7373u3FdQUY+AMDFmYOh1YVHIADAhccwtLAbEZihAMy4hQa2XdXVAehBvazv/bT5W5jd6EY4pIMi8Mynvk9Sk+WGIsYufHU1GjlQRiMY1nXywK3e26VGDEk4rGYFMBLBApaLZgITLrJb/cS5tD4lagF6M5D+Xqn7dF8sKNWB19el01pvHpxp/Ty8juOh+KNrK0APFDkAfzZr1i6MWePLp8rHpgyASlAp0vjCL/gV7PnNqveYqsxUV9bW037q2OAg6+vh+UVzbHiSSAtmirMeF6tv666GHTaCR6YbA3QyxRdxx35wpKUqzs5baw7SCiwm1UOqKPZpgAn1kqbNAkpABWg3AFqm9WLeII501UUbxjzGTbWUU9X1drt5g/0B5nQ+AMo4x2NVRvZ0y9ShqyQ7NCmph7e5dgGFMe8A2dAfGsJAbQeohzH4FNwmwwPAFR7v+xwDwNEpBxfRD+/8qufHXMIY8DtT1T0QcQ7ALvZNABCdajJl8fXgOA+ZvlnIyxTSm2t1yf1xaKZajBAwFUkwXJr/w7gVAIyNLcwzSb/QoPM3zWX45QfT/rG/UfJWV/W0fBY21du1X6ok0n/1ixfWjPT3r46Qpj7sn78fMeeZhm9re+r+LWpnsi19VrLmp39mxDVXsZM109E6p+4Ljnp/j1RLMLqpyOihPVIpRrLili0OArJPxZxM79cjqamqKlirOffQ/dHVb5//xQpHhAiECCxpBAIAXJxwWwAI9d18avztqkfLqQYglI1Pf/rT5Uc/+pH8xV/8hXz729+eMbwAAHd1xcP7eysCAQDurcjv4+dNKgALxf44IuHb9X18cixg+KyHpcAuqc4CSMllYgiozqZwOfUKknqXS/3VjaoWX7NuzgDQ1oUj7DIwTBVmfQ4yqWpnx5BTYwHsGFWYXSSr6g8wCZCpWHCQ0m5JpR+ADSAVNvYHqi9ALaa0ctFv3S2TcfcQJwaAVChCCWnqAGp6LjbW/jPtcGEeA0CT8tnSSINpqRiTr8mnzXlljoKx5AaFXjbjat/x2tmU4FYAkP1ItKVps1C/AaS1UAcCvmpa75Yhp+iL06f99WM8mZqN6waQC/jqoVuczpjLOjfn/VYqZMg/NOzqBQIY0/EX6jyAa6g2vbJVIYmmGqcdtCOIw5xFv5lWjv3UhTcv1TW9rp4fUoC9GUIcL147TSX3KcyqMk05Z2LcI2ibCi4bY0IfzE2b+qttpqXW1yWV/oJkt/vUX6alKsBMN9WSDABw5tSe6yvr/vRitysNdQD8oFwuV901xN86p0wtJuuQy2uq1y0lUGOiBqQ+p5IKvzmo/yKa6Vjlrf9d5zZdy737NJ6BMQBknUvjSq7PyGT9Tt/XOEb+ntcvKDDvuVk46JXeqJdaGXBp6VMDWakUIslM1KXrf0ckhXR21L1Up+OCDB3j/m9y4781132a67UJ+4UIhAjsnQh0GgB88rPaJwX4F1ctbxdgmIs8+9nP1om5uy7AMB15ylOeom2gpmArEApF45ve9Cbd5/TTT4+NR1CzEP/CFiKwtyIQAODeivw+ft4mAHjcBVLI94W0mn18TuyJ4Z/1Zx+QVAWullDt1XTxCtWfLoIB3NJOBahpc6jnZ1N7vUJQj0GqOBbCqZTUillJj05KNImFK2CIKapvF85cKBO6+cV2nDqLxSfqDK5qwG6FK0jL9XCOCrrY0RagDYtZhT4ZTU+2Rh9uhe7T5DDmEW/EoPW+HLhx6hmnOlOYqAvnqJGOa6EAX8c+RuFHRU7cLy6wE0YhTfX/fMqwdpGLeQPe4tqG9sJ7NZ3uT8iF8QGAGTAWH2IdelF3xUC5GAoSANjzsNagrRGIfhJIqNmFMfkAZASMAxte0escdSentKZfk1rJprWib0gzBNCA47NVL1L9BwjT1yuTjxmQ7OCUpDfvcGPwadp6vTAHqDZUx2KkK7qUdYV03cWGU+nYuAON0+WGW3AuJ7WVPTqn048OujkMFSCgit803mgX8AS1zwgAYYrj7xWdQ0kAy/R6b5ig/cHYJqa0ZdRPw32UQho04sn44F7LpV2/o0iC6/rCnn7rj3yHmwvexAiqTaiEVYXHdP5yRWo9JUmNjDerNy3g82m01ZUNU655AUBcziGXZh5vpt4qwbaa7vDZhi8nDOB2N1ndKZ85x/EMo4M3Hb2T9QP5JYpXWPP5p89P6/5LaI703v4uqZayWn8TWQW1bMrB6inEqiDlvoKUe9Ly4++8bWEXKBwdIhAisOQRCABwcUIOBeBiAkCAsh//+MfS1dUlg4OD6qzbarMADvX83vveuRsz3XfffVo3EBtcfeHuO9uG97/whS/o2zju0EMP1d9/+MMfqgJwdzbUDHzPe3Zevmp32g3HhAjMNQIBAM41UmG/PRqBTvhg3qMBCY3t0QgABGJD6mEEXoe0X2S6ApKhNtpU1ZmDJGtkeVhIV9paLiPbntQjq3++3QFAn5qpjc9Q06REmKqZUJ3FKjqkka4eaBqruvIODse1ABW8AU5CjQYFWS6npgwxPPFHW8MPLNKjsUmnACP4w6KaiqtW9f00QB4ecjENWODBn57Gp93OqE/o/0NGuBin/rJvTCumc7BR88ROs9YxlhHBuL3rbZzmigU/4BFUdK1SgHEsgRpUOwAFHBtNCpKpwZoq6A0oGCMcw7RZGHYk0g7j1OeBPhGYGPAao3+AlVAp0t2WccU1BJDzAFND6tV9setyd0kmj1grmbGKZDYPiwwNO5MWAA0cj7Yx9qlpB0QAOKigM7BOzw8lFcCerRUIcNzXrUYg6gTMfnKeID2dqimmAJtUyWpvQY1AFFbjOgAO4vz43TqmYm7nkcYuDgACqPR3SWoEddVcmrmmv2dSsvG/L9+j93toTGT90Rc1ACCeVfb+Zjo97m1Nb/Up23yO2XsgFalr84xUX187V5ttlfqLZxDAONN9fZmEJrdslkXgfYbnG+YsYHq57Ex01GTHzfU43R3PIT7PuBhM3tM04dExubqh8YY5m6wDyhqWXqmNZ+zEY/slM1qRasHVVv3hhpDqG+6tEIHlGoFOWGfYMewrCsB3vvOd8sEPflCn3U033SQnn3xyyykIt92LLrpI39u0aZOcffbZc56qSN+FYu+Pf/yjHHXUUXLXXXfNeuzRRx8tv/nNb+TAAw9Uw5HI//8uAMA5hzvs2IYRCACwDS/KvtClTvhg3heu03Ie45lnXREvVK///kXy9LM/JJmxspotNKUIc2EIRoHsWp9SCcXU1Jou2XZ0Vg64YUiiibIDG1YBSMUcnV+x8KSahcGjCo9OwEgDtunGAD1bBxvGEuoOmxOBoi2fdao/qBFtqm8iCzg1Pu2UY0i9U6jpFTgKciKnUsPm3TVZ96/J8MMDg6aUX1+kX2vF2eL6FgCy5p2ZLHFdwWRtQLsPAFJyEY/4+ZTeeFcs1FmgH32wYK4JXLiaek3vo5FWdQFp3mLTAzU+KQfdoEqiKyj6RICK47q6GuDL1LpT5RucnZk67I8RxB5zBmosgI5EfT8Z6JOJx62QzERVsltGRbbtiGGHqg59HcDYOVcBnG/T1m8jIDG1CeP08a6SVFd0qeIutW3EQUlN663oOBUsYs5pbUmvAFQYnpbqQMkZiLAOpk3fJWBVRV9WL5nWtsQ1ymZVRRUDQK9g3fg/c3cPXM7Pn6Xuu6oA/VyfPrBfay6yVii+vKis6XWA2c/zGAJ61Z++Xq05owtbC5X3UBIAGgiozs40F8L+gHo2PZ7PD8x93CdQ2npFtN4T+OIC9z3moIV9SJO3amN8wWLhPZW8gI+Yfx7qq3ER7w1TdsBNUA//WcsUr2WzUlnVI9Mr8zLdk5Ibvx7SfZd6/obzhQjs6Qh0wjqjCQCe10YpwFcvXgowjEUI/WZT59VqNU2hBbjr7++XzZs3SxZfIM1je/3rXy+f+9zn9AioCU855ZQZRwNAnnrqqfo69v/MZz4zjzOIhBqA8wpX2HkJIxAA4BIGO5yqEYFO+GAO13P5RuDsky6LO69qFkAbArYoknJvXmrZSFLVumw/Ki+F7TXpu2dUlVBxLS1AHYIkLqKhvopdNj2Eg5pMlWG+Tpw3uKit7GvqQ4T6bFggA/jkc1LrRj06v4uFf1zE8q3xaYmQ+gn4h/PQ4ALve6dfAkBr+MGTxwtlfw4AtCYzELbjAWAMDalmSwDGeOGP45IKQPadMDGZxpesu6fGFCkRmHPQhRbHQOlH4NUYiPvNGnxY+GfrAnrYoGo5mwYMOAEIAWMBKOU4N9Aua+3xOqoLs09NAQDzKs1oeKyhogSEQNp3Ka9OoqrQHJtwph7oA4Dlfitl8qA+KfxhSKItOxRgYmwRzsc0SIA59AtwDvPOgj/0zaopoRb0KZMKM73RB0xuqr1FyTw65PoBUAhQQhDD+n+Amt79tF7ISDWflggZmVvHnGoWY0WKvJ/zqC9Hl/VIVYFVB67zcC6uOeUs4ujTtTfcfcXyfXC0cc+fev7HVPGM7Sf/8damnp7+nI9IZrwq2e0TDsh6uNvk0gvwls9qyQM37xMuvqqqc83atGA1lsGGY7zjuf7NGpWazpuOFaM65wpwsvY1IPHMQ7+Zgl5Gerp/zmL+G1Cn8xpzjEDeg8X4fP7LFoWGeM7GX+54iE8lpHlmIIUe90W1kJGxA12JhJ//y1va+EqHroUIhAjMJQKdsM7YFwEgri3TgJH+e8MNN8QQjtcdNffe/nan0G6VTmvVeS972cvkK1/5yowpc88998ixxx4rlUpFTjjhBD1PsViM95uYmNB+3HrrrZqGfOedd8rhhx8+l6kX7xMA4LzCFXZewggEALiEwQ6nakSgEz6Yw/XszAic+uKPaUH44kPjutCtdOdkakVW0tN1TQ/LbhtrOKPqahiKEl+nDvDDQiw6v1qVXA+cYStSW90AgGgmNerr3OWyUsci3CxS+WuTChBtlquuptcQ3ISnY5OPxqEp1zer5IsXxXWtYWc3Kuhi1Y0eWI9df+Oadx4sqkrOA8BWcDFOwyM0Y7ywUE8qABOOvNovpApq+nBKBP8xQ3+T9QBnpAL6FNVk7T+rdNJaegBqkesHa4QZdVJ9Eim9vpYi4aGHWBqfLqRo52N4XC/mpDxQlNR0TTLbGjAWKqw63EYf3SH18XEHMBSKOHfn6qH7S7k3J/lHRiV6dJtTQAGCIA3Sp0QqlCwWpd5dkAjX2yo6Na0S6exeZTg93RgTFFRoI58TAEAYO6TRN8QQ+0H9l6gpiH7FMLNSczU0CxmnAPTmEg2w4mcPUuy1RiZShDMOeFIxyPnjYxgA4N55bp5x7oel+OCQe3ZhTgLiYjOgr9JfasA982i49uZ3yznHXzoDAMaw26tJ4y9StIanryeJeYn7hbCd9xrmNOtKUrmBn1NTDr5jPw/J+UWG9teWK7BfjKjyuebqcuJ8ft7rOWrOTb3JrZulDvxzAffG4DG9eooAAPfOHA1nDRHYkxHohHWGHcPx57aPAvC2axZPAYg5cPvtt8tTn/pUAYTr7u4WpAWj3h7+vvLKK+OafEcccYQCup6enqapMxcAiAOQQoxUYmzHHXecXHjhhVob8N5775UPfehD2g/u94EPuNJC89kCAJxPtMK+SxmBAACXMtrhXHEEOuGDOVzOzozAM097v6Qmy86gwMMlpMRVevIO/uF1u9E8BOmfyeL3UP9Zowiv6sLhNZiBcBGOFxIqvyTsi9WA/twO/k2KDI+4BTOL45u+AZ7NMO5gbS4D/7gfa/3FJiFsi8dQMWYcgtXJ1raFv20cPABS0EQYBMjFWn1Msd0ZAKQhCBRwWMx7mDBDBcg4tlIBJgEg0hDhqgwDFkI5Y06gKiQCwMT1VjAJIAdDEDitekg2cVC3TPWlpfv3k5IZmlJHUTWdGRv36b/lGOwppEinZOrYQxTGFH77qCrzYiDJseBcmgadFqhGFfjaDdddgYkz91AIYsw6NI0YsLO7JOXV3U7Jh7nqnYm1H4QjVtHK8/Na27lKaOTrVTrFmK+5hlRfGHwANFn4l4okOP3uvWcmAGDp3u3OLMReSzx6qnVV/tXy2UZ9P8BeEQH843bOcZfqr1pzdNSpSONnHu/5pNEQ5h/mCeunKpADFCSorzXSzzGH41qWzkgmTg3mfDTPEJ3rxpW86VmLZwYMcPq6VH2r6lR7rIJI/wUJ+lTIydSBvTK5IiuZiZrc8F/B+GPvzdZw5hCBhUegE9YZ+yoAxNX/7ne/K3/9138tw8NeZZ6YEoB/V199tTz+8Y+fMVnmCgCRSvzqV79avvzlL8864V71qlcpcEzRdG4eUzMAwHkEK+y6pBEIAHBJwx1Oxgh0wgdzuJqdFwGYh2RGpnRBrItF/gPgyaYdcEOaGzdNbXQF41WBRaiFv+m+q4vYlFPnATgNDjmFSneXmiSgdhwX1TH0szX+kum/VTgcVyWFuls0jPDwr8mRFo3WnMpPVWC+MP4MWIf3LSikusyr/GIIaqBe7Aqs6XheSeRjErdli/CzRpeZMrEZhl/kN8FTvGbT/LiPGmCkXGyhFML5k7BRgwmjA6QYOidkF+Co6Xd6RjhLAAAgAElEQVStQ4Y+eoMAhag+zRfQTP9upSL0fVGg2dujxhdwX8W/ibUFdRPNb5+W9HhF0jtGHWhjbUY4GQNYaKpxXqHcxJFrJT1dk9wjIyLbB9XEQ5180eVs1in0cP1wjQt5qRVyEqFfmKO+ZmU0hPM4p1SFr7E5h6+rhrHmclLev0/S42VJbR1yQBLGC+gH1Voad5/ey5jRNAJTXNWu4iA4YodzAsjidVwXzBnEk5BHX3e1BIP5x95/XqpRiH4JYUxA/P2BNFiB2NfU9rv2pgb8Q++pAkxNupqjutEt219rvf46dzxcw9yyhkQ2bVedi7NSXt0l6cmKpCYrEg2OuLnJdF+6c7N9Kv2S9Tv1fvHKP87ZfF6gzNX0e6b083mN9jnXfV+RDjx+iFOSBAC49+dr6EGIwEIi0AnrjH0ZAOLaP/DAA/KJT3xCQR9ikcvlFPidf/758sY3vlFKqJXdYpsrAOSh11xzjUK+W265RbZu3SqrVq2SE088UR2C169fv9vTMADA3Q5dOHCRIxAA4CIHODTfOgKd8MEcrm3nReAZp79f0iPTzYAFgj8oZqh6sWons1huMpvg4pQQDOlugDAANEgDhTtxqSj1vh6p9eRdIGlCwlp8M+r+ud3SY9MSTZVFRsakPjLq0mRtTTieM5H6a904k/srJAQwIzAkzGmVLuyNPVyfAaEcALRKQIWABAO+DSreYqBIN1wdlHfpbFUDEO9bsxUoirBRKRTHuqHY1PcVNBgA6DrZUAHxnHAPRX9pYuCNQOIagGiD1yJxjJ7DAzqYCAweVZKBu8YcoEW9SPQRMMPDhzpq4gHm8Zz7rZLpVV2SHZyQ1JYh11+kjZsU4BgAAtwU8jJ4/BrJ76hIehJO1nXJPjzkgJ9PZda6hjScQdwID3M5qazqdqFBHUCMF/uy9hpjA0DCePMbb6RKG1CtjWjNNw9gqRzUa2XgEgCPgtxIgvlHez0v1z3xXf65U5NaMS/1LK6be4kQ8Nob/T6+6wCAqYlyA/5RIUvDG84dPhdserqv3an3kjfdqOVSWl8yNVGR9MhEw1maENw/Q2I3YPSDRkAMZ5ye72usUvGKZwlromIf3CNQGNJEB+DaOp5jn2JBpvdzADCzY1I23f7e9rpooTchAiECc45AJ6wzmgDg+oslX+qf8/gXa8ep8UG5bcP7tXm44sJNN2whAiECyysCAQAur+vVMb3thA/mjrkYYSBxBM4478NSfGjUKUaw+EStLKhlvJpM0xqxUEQ6m9Zd8ytmVaUY2ERICJCCBSmOUUUZjEMcIFGlFkAgUiZXrZBab6Hh9AumZgBgXVVXdUkPTUgENZmv3xabfHh457hMI0XZmn9Y844mWAmFlleMzbqPB4MKB7xCUM+ThIF435tKKIiy9fkAvWiaQQOR2dR7OBEVfP53bRexQ4ohYCraRvoulY2qijPXIOn022qe04iDzsKszQclEcZs21T1W8qdz6oTfa2x2kC3/OGsXln1q7IUHh2X1PZRBx3gzozr5dOnFWZgDMWCOrPCZAPqv2j7oLYNZaQq83wdNVXo4R8VS1A15dIy/rh+yW+blsz2MWfqgXgj5dyPJYJxioeTdUBizLl0JNW+kqRHJkXrt9Gxl7HRcfnUTA8qdawEgFSOcW4CaNpUXxPjDfd8KDxZllEEUPrAKZ5dp7/3s0t22vv1h7zZva+q3GYVcFyTEu8DuiksLjsorwpE1AiEUUxGIoByvccxz1JO2Yv7GnOTtTqpRsZzwwNu3d8+f/jsgfENVcK4f1njUhWr3pCGBiRsl+Y6fs5DZYstAMBlNIFDV0MEEhHohHVGAIBhWocIhAgsRgQCAFyMqIY2dxmBTvhg3uUgww7LLgLnnPheVy8KABALV8CxvHd6tXXPAAcVEtXcopIwkACKtaaQngBQNurrtlFZRRdcAEAsUFf0CwrwiwF/gH7YIvCmqYpEcPsdHJY6YA8XzFz0epOPVgFvcvnlea0piQeSsfoPi3QL7tCoVxXOMPqwakPzewSjE4AvLtZ1IDDeaJibKKiyNeTYeQvabPouYB0dawnRUKeP9QCpRgPoApiieYiqkGZPBdbraOuDMQ2YadEKcxPqQvYRY9L02ZSmA299yhoZPDKS/X9Wka7fbHXqPyg+AfXQJ6gLAYSzWantt0KmVxQlValJdtu4RDtGYrBcGx9XWBrDQpwPKlLErFjQWm2o2Taxf0F6frXFAUBVD3oAiHD39Tj1HyA2zqtxqkttoEtqxZykd4xLhOOgBKTSjwpMgsC4NmDKwWkAQKOi1PqG/piN/335srvfQ4cXFoH1j/0HB7PtvSsiMHpZf+D/cfOKyjvMe5YLAPyDQQ3mDtTMVo2HZxRqZmI+A1ybLw1i9Z/ef5H7AkXvc/e7bt145jpDEH02o398xvE5zXRiPI9U4YsvZbxZic5zZ5Ky8VdO5RK2EIEQgeUXgU5YZwQAuPzmXehxiMByiEAAgMvhKnVgHzvhg7kDL8s+PaTTnvdR6XpgVNM31dHUFqr3QA91ABUOcrFJBRt+sv4fYRMWnlCaALJgf1tTj6m2WNz2dKsSTGEja/8BrFRqjXRfQJrRcadIMzX3qMbDhWvpwjsXQBgr5byDJv62C3r8besZJs9FFY6PiS7IAegAvxIpuAoAmeI8HwDoASKAgjOtSIv09zpI6+FXXDOMAJBQS9WRCYDH8VFVyGtnwZ6pixjHg0pP9gc/qQZcs0pGjxiQB59Xlb5b8rLyjinJ/2FQVYp0NQUETMHNGKmxKwdk6iDnOlr47RaRCQ92azWpjY4p2HDmH16V55VT049ZJeXerCpC1dV10NcZZN2/ckXTy9U1GXOFSkqmXKOOYE9JAWJ6bMopAa2aFR1CvDRV09dUAxDRumpOBbnxl5ft08+KMPi5RWD9fq93MA7PBrhmUwGYTkm1pyjpIQ/6tKanU7DqvcE0dqsutKm/TKHHXMccZaoxuoXzoB0+ewgQ+aUMnwtom7+z1qu5n/V5HEWy8Y4AAed2tcNeIQLtFYFOWGfYMZywrn1SgG/dGFKA22u2h96ECMwvAgEAzi9eYe89FIFO+GDeQ6EIzbRJBP5s/Ycl/8iYqlKiCZO+qkYf3uCAjr8AJFhkQmGCxSfr3XHR6Q0/BDX6uLE2mlfhKbzrKkq9t0sq/UW3l4djUPylhye1zp+m+ybMNnYG/ppq8dHQw8Q4CQoV2PkFdFwLkPsDYrI2ngF/Tc6/CbMPVfoBnjGt1o7fqgC5oLdpwNh3Z8BOIVTaLfp7e1y/CQCpxPSwj4o73Yepu0llo28vNs0wADBpbtIEfa0ykbXxBvpl/Og1mkKZGy5LZtuoyJhX5kEB6NOACQABficev0oNZwr3PNLkbIzY6XWBSkrdgpH+7MDq4AlrZOhxKSk9UpfV1z3YSP319QMVGrKuH+EH4R/ACuBsIS/Vld0av/TD2901jmupUXrqlFCqoPKKKJqkBADYJg+tZdCN9Wtf53oJNSruFQ/ean0lVyfTpgizXqYHcfzCIIb7BHb+OYJ0+VgVTNUfoSGBOO9pr+xVCElFINWsVslsnvUb7vzAMohw6GKIQIhAqwh0wjojAMAwt0MEQgQWIwIBAC5GVEObu4xAJ3ww73KQYYdlFYGzT7pMUkz/TRhYYNFKh94IC1bUAMSCls6SXEhaAIiFKOAU080QDTpY0pm3v1cqA12uAD/EZBMVSU1MOQA5MjoD/DGgcVqvqc1ng63vA96gr3Zjqpz/qcCPkMiCyYSzL9OD4/NTHWfhH9/EGLHAZnovX2dqLVNmfb27Ge6/BFEGstE514EwZ9oBgKYKNW8GYuvfaY1Fn5qq+/rafi1NQdBGCwVgDAAxRsCEZL8aF8NBSdRx7Co4d2acG8o/uvl6kxEdB5x98zmprx6QiYP7JFWpS+F3TgGI/VUtqKnF3gGY6bhejTd21Cr541MzcvD101L4zcMOEBvHVO0LVZi4DjY12tchRE3B+opeqeUykt4+IoKUSwU0gKWIV6OOZJxG7NV/GHZI911Wj7a93llNFaYKGum/hazAdbhSykhux6QDgZinAICo/4eN9zlrlOJ5wi2pADRfrsRKa22D9SyhEvSuxHxW455X12pT8oCQ0Ku1AwDc61MndCBEYLcj0AnrjAAAd/vyhwNDBEIEdhKBtgSAmzdvlptvvln/wZIb/7Zt26bDeNnLXiZf+cpX5nVRN27cqPbeaG/Lli2yevVqOemkk+Q1r3mNrFu3bk5tVSoV+dKXviT/+q//KnfddZeMjo7KgQceKM94xjPkTW96kxxzzDFzagfj+OQnPynf+c53BPbg9XpdDj30UHnuc5+r7axcuXJO7dxxxx3yqU99Sq677jp56KGHpLu7W44++mh5yUteIq961askY+vm7KTFPRGbOXU4sVMnfDDvzrjDMe0dgXVPeremjsXGBkwbYx011qyiugTDYfoYlWz4GwYMXMjaAvnesEKBYn+vGn/ABCIzNCWp0QkHDE267Qy1XpSKU32pwothoJpF+HpcXCwDAmKjIyYWvaafCqT8Alh/t27Cepyvq6VgCPW8PFDEeTCuFmm+M64wa/DhDWueAUhHZZpCQzgHl7VOnt1ikMfFOeuCQcmGVFe0oQYrVddeomZf0/Gt1IWtzEJYq5Dwb2fT1qfK1h5/kKT/uL0ZyCUgpoaAKcBrVsjEwb0OAN79SJy2iBqPCvQ8BFQQomnPGVf/r7soW0/ol9U/2yrR0IibL4C3yXRrTbeMYojslFLeGRmxXtUvSGlPIQ0ToJJ1LVkzzaR21zGPLAAMKcDt/SBr096tP/IdOidrXXmd3wr++IzFswXPE6OatiUDdEg+nVjnut5MUUMhy/lPVS+VfBZo87nILzjwHje8hudy1r0WIHebTqLQrRCBOUagE9YZMwBgsQ1cgCcGJaQAz3ESht1CBNo0Am0JACO7YE4Ebj4AEHDtta99rcK/2TZAwH/6p3+SnZ0T0O68886Tn//85y2byefz8tnPflZe+cpX7vQyA2Q+5znPkYcffrjlfgcccID853/+p5xwwgk7bQcg8g1veINMoQB+i+2UU06Rq666aqcwcU/FZnfndSd8MO/u2MNx7RuBdU98V8MAxCw4VWmG2lSAMkijpGIM+3AxSgMFwDE64BI4YT++j9/7AP+KUis4U4zMA5udqlAL0GdcmqZXHUZQZ+F1Kg+xsO0qOTiHunF4vZCXer9L6UTtQFXAeeOHeskttqVSkwiQB7DMK9M01RTQzzgTKyhKKPvi1GBCIfRRU5/hWFtpNg0xLrnaDoEcBkqIxylgoalX5iSVezNSeWm80dUl9WJeookpFzuMGc9ELvJb1f2j2ofn9emBCtgAy7z6Tq83Nju25OcSwQX2y2akesQhkvnfh53qz5t+JN2Wo1xO1X8AtZUDVsr0yrykpmtS+PUfYvCLa6Jt1OsObgB40tCkkJdH1x0sE6tEDrlqUFJbdjQAoHVlttcPkISKULTn4TUUiHA7VQWgN1JRxRT6B+Dn0901DmCy5tqFFOD2fYa1e8/wjK2VcpIannQmIHRGx5y1pj5eoRc/n6jcAwf0X5LE6b+Ym2rm4Z+fel9HDcMaPof4OoLEfXF+fsERzD/affqE/oUIzDkCnbDOCABwzpc77BgiECIwjwi0PQA8+OCDVdl27bXX6rDmAwAvvvhi+cAHXA2X4447Tt7+9rfLYYcdJvfee698+MMflttvv13fw37ve9/7WoatWq3KmWeeKTfccIO+/5d/+Zfy6le/WlasWKFAEMdBsZhOp+Xqq6+Wc845p2U7UOkdf/zx8uijj6o67y1veYs861nP0n0B6/7xH/9RoDJcu3at3HbbbaoubLVt2rRJzj33XKnVarov+n7yySfL9u3b5Ytf/KJ8+9vf1sNOP/10+cEPfiCphJqGbe6J2Mxjns3YtRM+mBcy/nBse0Zg3RMuUROQ2BSBBeyzGVEVFExQYRBCd1sLmbwSLK6Zx0UpTRioBgO46imqk2s9B1ORqqQffFRTMOt9XVIv5KSG1+FwCZiHBS/UV1izlquSmijrsQpl8Fq1LnW6s6rCUCTCuWBmsm1HnAaHlE8FhDAxQW06QCak4TIt1DsJs76gQj9TQzD+25tSoL3okW1OkWihG01ELPjzCj+FoNZxNuHy25Si6+PWBACZ3oo+dHdJPZ9zEMGrh1RBxPRVAx85RgC4ptqETEtWh92qA4i8jgiucQeGe68qDAnUfE1EjRGALeYHjFp8rT9VMhoAjHPTvKTWXZCpVUWpZSPJDU5L9n83K5iD+2msbvK1FPU4Dyjqa1boNRs5ckB6fjsk0bYhB/Q4T81tRcOYWNWJFF/sh/0x1wZ6pJ7LSGoYdQoxb/y8xzgAlNF/zDGmsHsguOn297bnzRt6tWwiAKV17LSO+5dOvpiHuJeRDs/ao1TA2hR8Qjuq/TDyuB2jIKaZDWE9nhu8D3AMQL9/dtUJ/TMpnfthni+b6RQ6GiLQMgKdsM4IADBM7hCBEIHFiEBbAsBLL71UTjzxRP0HyIVUWaTJYpsrAPzd736n4BBQDYo6ALwiUq/8Nj4+LmeccYbceuutCuR+85vfKBxMbkg3fsUrXqEvv/71r5fPfOYzTbvgPAB7w8PDcvjhh8udd97ZMv325S9/uXz1q1/VY7/xjW/I+eef39TON7/5TXnBC16gr+F8X/7yl2f0BWPBmHDO3t5e+cUvfjGjz1AGQo2IDed76UtfOqOdPRWbhUzITvhgXsj4w7HtGQFNAfZQT0GfBSuAblhwsu4fABMBIBaPdJ7E0Ai5oEohAMTr+B3pwRAO9pWk2pWVDMw+wPkyKQf+qjUFf3FdLMBGwDoc29fj0ucMFNRjzZoXx0YTZQf/dEdvYlIsqmJOkOIGOAiDEboXUy3DxbCHaBYGUhUIEKabVwDqKawikm7HyTqKvOQEhDg3U1LRHAAbnYHxNxSQPsU4VsCxLhiOgwoSMQe4QiofHZcTKbGaVoxz+tRhdRi1SiCcK5Nx6j8CSaYAY1wAcRgz07ptGiHaAVQc6JFox4imL9q6f3pOW3uMwKKQl/EjV0s9E0lux7Rk79/i1JQ2/dcDRFUMUrmIseXzUls7oH1NPeoVgNbFlHG26dt0X9UalG5O1vt6NK1XXYARP9aHxDkAALVWYzMADMq/9nxuLbderTv2YvcIwfOTqlt/jzoAOKn3QqyCxTPFKnCt+taqirkP1daq8mMZBF/OgBAQQNu/hy9MkPqr0DsdyaZb37PcQhr6GyIQIpCIQCesM+wYTjznYsm3SQrwLZuCC3C44UIElnME2hIAJgO6OwDQgrAbb7xRkBab3G666SY59dRT9eU3vvGNWlMvuR177LEK9QYGBgQP4lKpNGOfK664Qi666CJ9/Vvf+pY873nPa9oHqj8o+qAmhEIQdfdabahHCIUf1IRQDAJ+2s1Cwg9+8IPyjne8Y0YzAJsHHXSQ7NixQ/7kT/5EfvWrX83YZ0/FZiETvxM+mBcy/nBse0UABiC6GAXsgQIQTsAAgKzZh+4CNJk0tFglyEWmh0U6MoIW/G4BINQnviZefWWfVHsKDbVftS5w/42myhLBSMI6COv5AfIirQNHo4Z6T0kECsBiVn9GSOkdGY9TkBWoYaFNB07UzEulpFbKS2qq7FyGsQ8W3QR3OMAYgsTKP2MMomm/aJdmIEbJp68xHdXWpWPsPAAkmIsA1nwqrtbxm5iUqKskdaQ3+1TaGADSRRiqOEA6pEczxli8A3RpPbtywxgjoTKMEAMs/AEZWPcQqX8AgzT7oBpI0xAdQNB03P5eF1uma8PMo79Hr5kMjzqAR+MPxBzAkgDQG7ZoO7mcjD/xQKlBbLd1WjJ/2KrtUgEYO/96tSFVgRoHAEH0D6pDwEgopXwKdBMk4S1G6IifrAUJaNnnQLTOF7SjMDPbSP+m6tWrS5H+HlRR7fXcWq69WfenF7v7Cl9E4H4CBIQxDVL6cc/hPoIaFyporV1pavUlB00AaBWC/NKD4BDz26oAfWo9lNVQweJLlHo+LfV0Sr7300uWa1hDv0MEQgRMBDphnREAYJjSIQIhAosRgY4EgKhvh9RhQLSjjjpKTTtm2/D+3XffrdDs97//fVMtwN/+9rdyxBFH6KGoJfi5z32uZTOPPPKI7L///vrei1/8YjUKsRtSc1FrENuVV14pL3zhC1u2g/de9KIX6XuoW4hUY7vB4OPrX/+6voQ6gvvtt1/LdtDXz3/+8/rePffco8pEbnsqNgudjJ3wwbzQGITj2ycC5xx/qabSqjoKtfMAAW39N6qpAAG5UQmGRSYAGkET3veQT5WAVAnaBaodOtIxe7udGgvQEVAL/WCaG9vDTyoSqdgrlaTelZd6PiupbcMOBjGt14AnBYdUgaGWIQBbLqOpwtH2YddHD65iiGRcN1kDUEEUU2s5BgsOCcp8LJpMPrC/Uf9pai+cbtGvgT7Xd69IjNOKfex0X3UATqsyEAAtdr81Sjen9POQ1afi2jRe7TKuL87ZTQWhT0uG2hDQgX1kHKnmzGRc/T5sUMh1F2X80H7p+vWjIuMOotn6fbqfv+ZIB9bYwfgA7sXFoowfvUZquZTkt09L9vdb3XwDBJyaitOyZ9Q/BFDE+Hp7ZOiJqyU3XJHCg8MSDQ43alHa+ZKEI3iPaZE9XW4OjE26mpaIq/bRy0kBRfOofZl2Dtj+5U23hRTg9nlyLb+eoAag3hcKo/GlRdWZH+H5gy9Y8awyDugx/OfcbVXWRNPVEyrBZA1AHE/wl0nLxjucgiVsIQIhAp0ZgU5YZwQA2JlzM4wqRGBvR6AjAeB9990Xp8b+3d/9nZp8zLbhfZqE4DimGmN/pOHCURfbv/3bv8lf/dVfzdrOkUceqbDtkEMOkQceeKBpP6Thfu1rX9PXdgbu8B6MQLDhGKYMszG0/eCDDwrOhZTl2Tb0FSCSY2AKM/7eU7FZ6MTthA/mhcYgHN8eETjnxPd6xV/F1c7DZtNXa3XZcN9H9eX1j3urCGveUVHC9EsuajksKt6s+QfbT8JCHOMXp87R1hemR5qacRzWxTA3r3hD+ik2pKBqHTmkvFoXcKS3sc4fwJkqwlIKsGLTECzAcU5vPqGLaVUx1lTNp47DLQw7qIhsOh9rBGqbBpjavhsTDlXkWTDoIaYOiiARANCPVwEgIFgS8Ckg9Io7qONwrAdqTTPNqw2jVSsaQBXx2Lq9YSRgwa0G19VgVACJ86AP+byMH7tWSr/Z4tSadOLFNbDjticnAOzvlfHHDUi1kJLiw5OSeRjnRh2+WgMC+jHH8JP1Cv35R055jBQfmZTM9jGtPRjXAmRfLfxLpk8iNgCA+axEcJ8mAISyEGpGD3XrGmsoo7yhAlSAt1zaHjdu6MWyjIAFgKo+BXBW45xpvadU4QoAyHqbNMDBaAmv7ZcpVuEaz31/v1ozHJQY8HVcN/4qwL9lOXlCp0ME5hGBTlhnNAHAs9/ZPinA17r6+liTQkATthCBEIHlFYGOBIAw46DBxsc//nF585vfPOtVwfsw5MCG42Cwwe1tb3ubfPSjbuEPw5AnPelJs7YDd9//+q//UgXhyMiIdHW59CpsqGWIWoN9fX0yODi40xmCfVBPEMfcfPPN8b6jo6Na9w8KPpzrO9/5zqztoK9PfvKT9X2MAYYn3PZUbBY6zTvhg3mhMQjHt0cEzjnhPU6JAnMMiEigBFSzBNSoS6vBBheM6x/7D17d58w5VK1ilHJ6nIV7Fv4lh0uAyH0AbACuAMBwbrjSAtyZovXq2kuXXixm8zmprhmQ9NC4Uw6yhp539Y1Tlpk+TADoFYEw0VAjCEAgaybBFFf0GX3xBiFxGp2+4GEpfsf5/DmiQkHqkx5iJtx24xBQXYf++M0p/FIuFTcB0GII5uv4KQD09QFjV1uvKFQICABKExGABJuSTQA40O9Saf11qG/e2jivAWZ6Dag68rBBISRMSLoKUitmJf3gFp/SWHZ1CwlSE9c8yucFwBPp36OH9UlUFyn9fkRSmwcd3OB51OW05uoSYmOKNFKgAUhQQ/CY/SS/ZdJde4XGLnXdzUuvhuI49HgP8fz1VACYTUs0MuHS26FEzWVdKjwAuE9tBySMTWZEAgBsj8fWsusFVNZUROszFtMaz1yUIcD9guconmm4dwn3kQKMe80aKVkFYJzWixqWphAqyxWwpikU1iJB9bfsZk3ocIjA7kegE9YZAQDu/vUPR4YIhAjMHoGOBIBQ/L3uda/TUaNu3vOf//xZI4CafTTkwHFQBHKD4u/f//3f9c8tW7bIqlWrZm0HNQRpEAJ1HlR63JCqizqAqCf461//eqfzEXX77rjjDk3vhSKQG9qEAQg21PD79Kc/PWs7W7duldWrV+v7GAMUgdz2VGx2dVPhQ2tnG8Z20kkn6S7hG6RdRTO8v5gRAADUhSgWk6xLBdWcVz1t/J+GQ7gCQGyAXYBetrYU1SnWeTLZca0piH++nh8gC5WDrGGnrrYewHBR7CEg6uI1ubrmclJb0e2cXH3RfFVzsW9Mz6WikOfwKkCk0qIeIMBnahw18HwqM4ES9rMAEOOhWQR+J6ijYg7ptTDvwOs2hRr7WgVgwn1YlXVQAqIGIAEgroEHWnTUVRgAQABlJMZLdSTddgkECAp9bLU/NCrBvl6dqefEP9S7UwDor4+Bm+wDhqD9oCnIin5XR7BUlAhjHR5xVxt987UJ4xReAlQoAAf6pXzoGplYk5f8UEVyfxzRFN766FhsVKJjhJIQY/RtxrUIPShV8xE4MUOxh3+omajXx6RCcn5ZIIKxKTzOOxdqwF+osBCDXNq5SHMeYCzFnDNIYBpwFMm1N75rMW/J0HaHRUC/ZCGMBqjH89Y/EzQFHc8bOqv7uRrXvTQwP74X8EuitmfLOoG+XIGWWAgAsMNmVRhOiMDOIwSkuu4AACAASURBVBAA4OLMkKmJQbklKAAXJ7ih1RCBJYpARwLAj3zkI/L2t79dQ7hhwwaBucZsG96n6g9qvwsuuCDe9bzzzpNrrrlG/56YmJBCwbtftmjswgsvjJV2UPvBGZgb1IAw5zj55JMFxiM727APlH/d3d2qJOR2yy23xMAM54LxyGwb+kqzEighv/vd78a77qnY7Gp+Qgk51y0AwLlGKuy3GBFQAFjxyimcwKqosGj85WVNp21SAXIRCtAGCEQQhSP4nq0BaN0pqRwEjCF8pAqMoFBrCdZEugDHoAibcApAbICCBIDbR10KnVUA4jgCQNYOxHF4jSYaAGNQfgECYoPaDbEAAEJb3qFTFW2EljYaTJXma+qi6WPRKs3ZqnQS6cERXGmRsssUYA8A4/ECEkKx59ObabjRpM7jOVGvT11sXSqzplFbp2Iq6rxasL52pYMSo+MOxJm+WQAYD7Ov16UrIvXXOCgrtCCEtONjGnaxIFF/n4wfsVpq+ZQUHxqX9I5RZ3qA8/p5QOdfuArH7RHswRiEaZFQjOIfrg0NUZh6vjP1H+cA5t7ktBsDwK03/BA4SRP85gEGM/qeuqSKyPd+FowSFuNZ1KltapkF80xUl/KJKa1fGo1NOXhNZSr2o/oZYNqXFIjVzL6WZhMAVEjYUCHHcWQKMOp94v+Dd7q0tbCFCIQIdH4EOg0AnvTM9kkBvvl7IQW48++gMMJOjkBHAsDLL79c3v3ud+t1u/766+XMM8+c9Rp+//vfl7POOkvfx3GXXNJY2OB1vI8NDr6pVsWnfcs4H47H9uMf/1hOO+20+Jxw9a3VavK0pz1Nbrjhhp3Op9NPP12PxzEVU/sLr+E9bO9617vkssuaoYRtFOfC8dgwhuuuuy5+e0/FZlc3RQCAu4pQeL9dIsAUYJocQAGFbVeOp+sP8aUFqK7StF1v+oEGkmmnNh1Y09zKDrzwucL0YRa09ypATfvFlw+ANWMTDagHAJjNSnVNr6Q3DzsACFDnwY8ehwU0AaOtWQh45VVm+tMaebD+nxbnH2+k3/l6gPF1s/W1rBKQAJAxIGwj3LT1u7iYh3JwzSqpP7LZNU/4R8Wid8PVfqK/eB+GHVZlyFpgxsk3Tp9G3+mUywGwZiBi0dejis9o83ZXewxKxBbp24SNUU+3O79N/zaGJYQTsUuyPycMQOqrB2TikD6Rukhh87ikAG/Hx52DMBWPuZxL9YVSEkAUm60BSOiYyUgdfUca9+CIU/LhPU0h9ina3JfjJiRlOriCa68ABADkfIRSq1JT5V+9kHEqQNYGTEdy3Q0Xt8stHPrR5hE4+9TLXZkFuP5iXsFkCXUr6dqNeU9Aj+eVNTLaGQDks4VfPNhnUpwe7L7w2HD37F+atnn4QvdCBEIEdiMCAQDuRtDmcAgUgAEAziFQYZcQgTaOQEcCwD2lcgsKwNnVkbua0yEFeFcRCu+3YwQAAzfd+p45dW39oa52aFwv0KbzUoVF2FIsOFUZoRsWu9Z5Fe2YFDn9nanB3ggkKhYd5CMMAiDK56W6okvSj+xwChrAIr+AjgGQ7u8VuQSUrL1na/1xMY00W6jKsKFNqAC1JqKDSurQazeqAP0iXKEXwRzSZZFaylp2TL9l3AgAVdEWxUAvBmHe+VfDA0UfoCfOo6nCBgCy79iRiksoBjkOAAX0iQo9xtunLGu7UB+q+7JT8TF91/YlwnVELFDjFdDOjytW/s02czQOWU1zrjxmrUytzkvxj+OS2jqkY4bSb0atQfTNm5loWrTvc6yIJNgj+MykpTbQK6nxhptyrE6ks29cB7DiYkkHa8wxVVd6lR9NPxhPfT8ttWwjvfi6H71zTvdJ2ClEgAAw5VN/NW0dAJCQ3XzZqepkCwQJ/fnMSIJ5PlOSWQe4T+HWXXR1Rm0ph3BFQgRCBDo/AgEALs41DgBwceIaWg0RWMoIdCQA3FN17kINwNnrIy50knbCB/NCYxCOX94RUEdgmCdAdWKgU5yaRgWgB3U6WrwGlR6NPtSV0gGtuAg+9yNEjBe+Dr4pAFL1X0brz1X7is5FFrAOQA/tMZ3O1utDO4B7yRQ6phTbhTVgI6Eh+oFadPiJvvt6duoMTEdka2CB3wGTAO0IA22tvhYKwAj17LzxRZO5CKcI1Xpe9agAEPDNtBv190p9+2Aj9RppwBgvN6gANUXaOxN7cKZKO7QPAMjxJFKAVfkHg4z+Pm2t1lOS1LYhB+5o+AHIh3Z8ui9Pq4YkqEkIpWE2I2NPOEDy26cl88igg6uo9YdaglBG+eNd8ODWnHZKwEo1dhZ26b8e6BIUWxUnVYkAJ/q+VwVyX84NNVxIu7kCwIffjeOvpvsi4xe8F5nUvr3v/SQo/5b3k2tpe//Mp75P1a5p1BjFHJ/y9yCegVqawNfdRLcI+Mtl52ZOBTNdze2+2F+/dDD3AxWAaBelDboL6nSNLbhXL+11D2cLEdjbEeiEdYYdw0nPaKMU4OtCCvDent/h/CECC4lARwLAq666Sp797GdrXBbiAvzWt75VPvaxj2k7C3EBPuGEE+S2225bsAtwT0+P9mUhLsB7KjYLmXQ4thM+mBcag3D88o/A+oP/3g2C6bsAX77wfAyyAJO6Sg0TDK3V52vs0RCEYI5pa7aOWxKu4XxQyWCB21uSWiHjUoABt6CKIwBEmwSTOAZgiEDMpN5q/5N/J91kYZSBGnNWZUPFHI/n5bR17ACWsNBPQLf4yjNd16Sdzkijxs4AAEgDJgAEIIAqzhwPUKbpu/41QEV1FZ4u+5p5zlU5ThsmVETbfb1SL2RdauL2wYZi0V8PbauQl9qqflXJpR58tHEuAlEqkfATUM/HHgAw6u1xart8XsaOXCmlB4YlGh5zTsYcB8aZrN8HFaCHezo2pkJb9R8hSNKUJt7HAEDOA7wHOJtJO9dfKDtzaU0lVhjor4fWBNR+ub4F+Lf8n1lLOYKzT7nMgeVaXTKD4y7NHgAQ4Jswz5p5AHbjOYVnJGEenln2+WCfabg30D5rpZrB1Qd63DyGmhUAcI7K7qWMTzhXiECIwOJFoBPWGQEALt78CC2HCOzLEehIAHjffffJYYcdptcVrr5QBM624f0vfOEL+jaOO/TQQ+Ndv/zlL8urXvUq/RtOulAEzrbB9feee+6RQw45RB544IGm3V760pfK1772NX0N7rdw+G214b0DDjhA38IxX/3qV5t2Q9swzMC54Ao824a+vvjFL9a3MYZXvOIV8a57KjYLvWk64YN5oTEIxy//CMSGIFCqUI1GiIfhEQzivZ7u2JQifh1wzKvL1AWTCkEcy1p8NkwERN7Eo95dlFouI+mtLQCgdQL2UIqqMl18U3mINqkKS9bb4vmYfos+ao05lyqr6jdshJ42/RYLd8AkuvpiP6bqEiQyZskUXvaNx0BBR+WjVyLGsI/74H2j3NP0WZx/YlIU4HljgRgAoh20u3qlDP3pKtn6xJQ85poxSd/9+6bafmpOMjbhUnQBzfCzWFDTDjqV4rpp/6AChJoR/fAQUFN/u7vUbbiyukevcWarN20BADSmJzFgtfVmvbKQqdc8TxxL7Iux4hrB0AMxbQX/mFJuroO6AFfrsdGI1vlDGnDWjcU5/zqAEuDf8n9eLdUIUEqB8BjK0dRURWj80aSaxn1Ccxs+86xjN+YeoL8tj2BNlZjGjmPpyI7fARK94lXB/sS0vr/hvo8uVQjCeUIEQgT2cgQ6YZ0RAOBenkTh9CECHRqBjgSA9XpdDjroIPnjH/8oRx11lNx1112zXr6jjz5aYdqBBx6ocM2aVwDoAbZhe+1rXyuf+9znWrbzyCOPyP7776/vvehFL5Kvf/3rTfsBMAI0YrvyyivlhS98Yct28B6Ox/b5z39eXvOa1zTtB6gHuIdtZyARfcXx2O6++2454ogj4nb2VGwWej90wgfzQmMQju+cCKgS0Jp4AMLYendYtGJBCiUgt2QtK4Ag1uQjzEoqwqiWUeCTlVp/l7aWGhzTFFY9nk7EakriU0VZexA7M50Ov9OIhA6/+MnUUU3lNSm0Vv3HfnmlTpw6izY9XET6raup51P8Ysdkr9ghKG2lAkQ7RhlENV/cHyoATQwVvLFGIoEhmkFckUrrU51jMxACwGxWykccKFMDWen++f1emVRvxA5Ky8nJJsMRpPNayBcDQJyHqiSqOxFPqAdX9srkfl1S2DwhqdFJlwaO+n9Ir2YM9GI26uy5i9twVNeUSBq2sPYfUsF7SlLtLUrmD1vd7GqV+strZgB1Pe9Ttat1D/vc+Ruuv5GqthwMFLn+h6HuX+c8tRZnJOuPvkhqXXmp+bml8A/mH4BweCahbAJhHZ4PuC+17p9/HV8q4H1CbPsMwj1l1cSs8UmXc1tzlV9qFHL+Oefuq2AGsjjXPbQaItBuEeiEdYYdw8lntU8K8M+vDynA7TbfQ39CBOYTgY4EgAjA61//+hjY3XjjjXLKKafMiMtNN90kp556qr6O/T/zmc/M2OeYY45RgLhixQoFhKWSWcD7va+44gq56KKL9K9vfOMbcv755ze1A0AIwAh33nPOOUc2btzY8hqtW7dONm3apG7DDz300AylINomPPzgBz8o73jHO2a0Mz4+rvBzx44dgr7fcccdM/bZU7GZz0RL7tsJH8wLGX84tvMisP6ICxvwDGANMI01+TBcLGxZD9Cma2JROzLqwI9Vfll1HKEe1YKAUsWc1Eo5dWpNDU+49F9V6HknYv7EQpgpxnZhbX/n5eACmkBQU2+Ns7Gm2lV9ra6oofzzi3atsYfNL+zhlotza20+C/qsiseCQZveR+AIqKYGFXArdg6hqq7zbr16Pm/moa/hfdYFwzioMsJ+7D/Hi+N6uqW63wpJP7RFVX262+qVek1i1R8MRJjWi/c9pLPGHTQN0XOnUy5dGcq/el0qa/tkekVenVCLD41INOmchgltm5x+0QHjyqzQT8dojFz8mBXW9XdLta8kUbUm6S3DsfIJqZFQYWnKpYGIOJQpvkj/1RppSH1Gum+s+kPNv7TUsymnCPTHX/8D9zkXthCB2SIAAEgFqe5TgetvxT3/CPNYFsAqf+keTidzvYc9DKcJkT2pKoKRso4ClQCDtVjJ2lwj0ztcF5yScOMvLwsXL0QgRGAfiEAnrDMCANwHJmoYYojAXohAxwJAqPeOPfZYqVQqghp8N9xwgxRR2N5vExMTcvrpp8utt94qmUxG7rzzTjn88MNnXAKbBvyGN7xBPv3pTzftc++998qTn/xkGR4e1rRjqAnRXnKzacDf/OY35fnPf37TLnjtBS94gb72spe9TL7yla/MaKNcLgsUizhnb2+v/OIXv4hTnbkz+vjZz35W//znf/5nefnLXz6jnT0Vm4XM1074YF7I+MOxnReBdX96sRomRGr+UWsAOQzVQjTUg8PGAviAVqzdx9cJxRgmGjhgAY3000JWavmswplUueoUZXTjRXtYRDPtF23hmZQsoJ/sF/4mdKNKjD9xPNq0YNCDLjcODzthtIHFOPoCcLd2lciOIZcG3AruJc+TnBZ0FtZUPw8EZgOA3V0O4Nn6hfZ3tm1ei9V6A31Ntf/g1htDOabBIq4+PjYd2HZZwSA2QsDeXqn1dcn06pJUCynJjFUl/zDStVGLEPUKnXGLgkt7rfXaRM4EwRp+8BoRjADydZWkOlCS9CgUhVVVX8FtFem7EdKVAQA9UHQpvSa9HOm/SPcFCFTgB3gZ+bkpPh3YjSm4/nbeM2tPj2jdE9/lgB/VrziBqvYA5/Bw9PPZ1uJkJ7xxkNYHjM09/P1EZS+fT/yyxKoDWY6A9ytVsKgDCidg/wwNAHBPX/XQXohAe0agE9YZTQDw6RdJvti/14MNF+Cf/+CD2g8IYyA6CVuIQIjA8opAWwLAn/zkJ/K73/0ujuTWrVvlbW97m/791Kc+Vf72b/+2KcqtIBd2gCoP6jxsxx13nFx44YUKzADQPvShD6mxB/f7wAecnDm5VatVOeOMM+SnP/2pvvW85z1PXv3qV8vAwIDcfPPNcvnll8vmzZtVtQeDjfXr17dsBw/J448/XrZs2aKA8IILLpBnPetZui+Og9kIYOXq1asV7M32QL3mmmvU4ARqwrVr18oll1wiJ510kir+vvjFL8p//Md/aJunnXaa/PCHP5Q0HT4TvdoTsVnIVO+ED+aFjD8c25kRWHfsxW7xCwAG6GWVfhgyFq7Fghu87mMMMmzaL1OG+RoAHGAZ1HQ9JU3RhPJPF9fetCGaRqqdKbCPc1B1x+eAqZEXG05Y2GgBoL1EBJgwi4ATMRbySL/D+FJwvkXhfm/AgX18KnK032oH1ggAGQP8TKZA83yEWx58NTmBsv4fFvsEnn7/qLdb6kMjrpXZIKA9J+EiYpusVWiBra9HqAo/pCrC5ZewgWpAGyumFsP1t6sklVU9Mj3gahDmH52Q9I5Rd12MEUydY4lj4NR+MQAkAGb8GCMoSrEBvHYXpNpTkOn+nGTGq5LdOirRNFIsU430XtZFg/KRQJjOxaz/h/2hBkRdQ0yxjOtLSP/tzGfWnhoVnn0Kj6v1xpcgFv7Z54ytGcp6pHTAxrODbsDoHI5jaQQLAAEM8ewhIMczBlsiRb6uLt8A3w4mBgC4p654aCdEoL0j0AnrjAAA23uOhd6FCCzXCLQlAATQSxpg7CzAqGvXagMkA6yDim+2DSYfqNEHgDfbBgB57rnnyi233NJyl1wup8pAnGtn289//nN57nOfK0gJbrXBHOQ73/mOnHzyyTttB6DvjW98o0zzW/HE3gCCV199taxatWrWdvZUbHZ34nfCB/Pujj0c17kRUBUgwA2UVYA6WKTa1DS8iQUrFsBeyabve6fXuO4dFXVMm8MzzqfB1vpKkprw6jGT7qoOrlDfYCFMFQ1NRZKqZMIfOm3ykrDulk0FZp99DTnAKq2nh30BMwkAsZ9VtGH/g9ZKtG3I1bnTwPg01rj9WmMy2NRlqngIwbCoZ8F/1M1TcGqOhdoNqj04Fc+2JeGfP4caeyAl0W6INa5fAo7C/ENhG5+9hIhRytUExP5I/wUg7S5Jva9bJvfv1tdT1brkHhlxtdA0FRl0DWYh3hF6ls+xOGZMlyQMjGFI5OZPLivV7oKMPL5LKvlIVv1sszM+UbUU6wKav8GOYeQCpSagpjf/gGmDQj89D1KB3TX7/vdmlpzo3Ds5jGy+EdAvP1gH1T5XcF/Yv1kmACdgai8Vf3wmetMe7QPuTSqFTVkAfR7yiw28TgBI4xDUxrSKVx5brsrGO94/3+GF/UMEQgSWWQQ6YZ0RAOAym3ShuyECyyQCHQ0AeQ2gmgPkA8ADzAMYO/HEE9WYYzbFXvL6QZ0H8AaDD9QEHBsbU8fes846S/7+7/9e043nsuH8n/jEJxT03X///XoInIef85znyJvf/GZZuXLlXJqRX//61/LJT35Srr/+ejU76erq0vTgl7zkJaqQbJWG3KrhPRGbOXU4sVMnfDDvzrjDMZ0dgXVPuMQNUNNi/VgBX5gabMFaK+DD17BIBsSz4M6rB2ulvKTg9jo6HisAVY0HdWA2rQX39VgALCx67YLbq9mawJZdnCcAYBPs88NR0FXzrreZtKtrqCnGcJOtab8UkPmUvti4AiYd4+PN4A5tJtN0bQ0/M120ph5T/qamZqbNevjWBAZnm26Ef95UA07BTRvjhP087IxdiHX8HtrifcTAqwjjcyuEyMj0/r1S6YJasy7piYpkRqZElZoAxNgIh5kOTDBrU6OxH+Effk8oJPW9XE4qK7ulloerr1OFZjePOGWjN/GgUjSGgVD4QUXKun8AgGnsn5JaDkYtItd/P9T86+wn1p4b3YwSCBby8xmD5wNLBrAEgp3TvLeobMV7VA/bGql+zjfX+vOp67gf/T0zAwDi2QgVYACAe+7Ch5ZCBNo0Ap2wzmgCgH/WRinAPwwpwG067UO3QgTmFIG2BIBz6nnYaVlHoBM+mJf1BQidX5QInH3SZVLPpV3qJbIoAVPyaUlN1yQ9MukMIVCvbWxaoomyU15BvQYVGBfM+AmIMzbmwBJNN9BjqNwKWWciQVUdR5LPSb2Ud6mbqPtGVRtVOdqud92kWg3HtgKAeB19Qw25RBmB2NkXSje8B1UcQSXaHZ+YvaZdJtN4LwlAvcIwTk2G6o+pgogRgCIAIBb4lWpDVch2qPDxfY8vMNWEyXGCq9EZGLGiCtwqBaGOw/gI+ngO68bLE/l9oMSs5TJqoKEgrV6XzOi0pManG2nLhCDaVw9F7LXQ1EkHK+J+WeUfQS1rqvE97+CsalDADtb7I+SLHX19LUADqQElFQBm0lLLOUV8AICL8pjoyEb1yw//xUdcA9A+e/gFAUaP+46GPfibSmnWLmU9QD4LeU/adGE1KPKKYpsib1KACQBtHUycbsNdbvEathCBEIHOjUAnrDMCAOzc+RlGFiKwNyMQAODejP4+fO5O+GDehy9fGPouIvCMMz4g1YIDKUjHzA9B/TWtiiuo9Mo9OcltG5dosuLS5gAA7YbXYGjBtFiAL7yWz0mtp+QUgGM+rZYutwBjMAiBkQNSgZEOa6GXLaRvlYCt0oD9a1rvjwCQr5k6ggrlkK6nNbv8Ynx0zEG+VmCuVdyodku+1wIQRnAzxvnAzbxj7y4nI800lGk20oZjZSJeh8rIgEIdM0ACjUc8WNNz0ZU3Ce4wfkAJpB4ivtm0VLvzkpqqSDQ57aAsroG91hy7rc3IARFIxtDRp+XGgMMbKiRTglHDz6ft0vggVgLCNVhVjZH76S+ZUwc2Iol04AD/djmzwg4+Auec+F53v6P+H+YyFK5UPmtaL17zRiB074VCmV9SYC5S/Yp7iCo+tM9UfLRLJSyeA0mDnDg92E9kVT/7L1Z4j6SiAP/CrA0R2Eci0AnrjAAA95HJGoYZIrDEEQgAcIkDHk7nItAJH8zhWoYIzCUCx7/649K1uSL5LVMu5RLKwFRK6/hpOigL5XMRDBgFmMQC9wB5TH0tFqTWndc0X1UBYgHNOoHoDABhd7Hh/opaedjQpqbI+vQ4vDabCjAJygwAVIBmgKECQIIqGpx4V2M1tpgN7s0WONZH3Mn7Ecw10CekASfri+E4gkj2EwDQOggnQaYBlTqeGBakGr9bFaEFk1Qt8jWCi2xWr0OtmFWXZgWAuPa4XogP/mFfglg7XoIMpvpaAGjnhcJI1urDfHG/x2mPVDfG7TXUhJtuuVTP+MzT3q/g77obXO1KbGc+8wpt4wfXXjiX6R32CREQAECddyJy7c3vlnOOu9TUA6w1aqKybmch5+4BgncLwHF/G1DfVAOQacB8riBVOAnIWUcwoY7dcM+HwpUKEQgR2Ici0AnrDDuGU5ACXGgDF+DJQbkppADvQ3dSGGonRiAAwE68qstgTJ3wwbwMwhy62AYRePLffVxKW6pS2OYgUC2bklSlLqnJsoNC4DgwhsCmtfvKzWAIC1zWxAIALOVcOimL42MRzfdRZ68ANV5KAZ+2i8U1FttWQcO4oD4gFDd432xU/mkKMBfSFpx5UBebgeggaEaR0/TllnAucT2i1StFBodEYSFAXTbr1HjYCAMJ9PAaag+y5iDiBEOOhHoOEG/Ga2qSkWuk1cL8gmM2QC+y6iMCOPaZKdQWahIAcvyAbnitkJdab9EBXir/AD8Qb5tibNOWLfhje0a5FIMOnsPuk4R/UPqlUrLp9ve2wR0QuhAiILL+mHc2nkMsGWAVgLyv+B4gIBR8dNzmlyC2pmlXqRkAItBQ2eLLE6sijCLZcPcV4TKECIQI7EMR6IR1RgCA+9CEDUMNEVjCCAQAuITBDqdqRKATPpjD9QwRmEsETnnJxyQ3UpPMWFVSSAFWo4VI0hPOTKNWSEvuoSHXFNN+sXglmMIiWNViaakX84L6bpoCzMUzQBZS4rABctVqUi86ZQwAVAwKAdmShhuEZ61UbR4MKgxk2murNFr/msIznB990fTjmXDOxivq75PaQLfUsmnJbBluFPvHTgCd/V2SenRHQ+lHR2BN/4OLrk/v8/X0mtJ7qX4jwKSLMCACnHcnp6SuMM44yFMp6KFbHeAhNi8w+zEFl4PBPjiWRiD4iVTsvFMTRiPjzfXOWgFApjZaqMffbb0/vNaUjmyUf8bsgym/m24LAHAu92jYZ2kisP7oi0SmUB6g1qgDiFMn5zi7MzHRUBGr0ZCvjYn7pVhsHMd7Bc9E1BnFc7KAOpxpSY1MBdOPpbm84SwhAm0VgU5YZwQA2FZTKnQmRKBjIhAAYMdcyuU1kE74YF5eEQ+93ZsReMoLPibZ0arUsy5Nrp6KpPjQuKTGplwKMCASoBlVML7OnS6MfVoq6rLVYUoBkw8o+1jTD4teuABbpV4+K7VCzu075sxHFJjR7IIATTsD914PuGAyUipq/bpo21BDsZaoE0goSOimSkBf/07TlaHi8862FszxGuj+K/qdk7EfR32/VapuTG8blXo2I9HImFvwUxFo4GNs3mEVinjf1icc6FdDkg0Pfarp0q8/+O/deMtlpzz0AMIqHW2qs9YdhNIwkf4cH4exID7WuVTrNeal3ltyEBZjAXBsUddwhslHK/AXAxKf8mugSVzTL5129R99CbRrb3r33pzy4dwhAi0jsP7Id7i6fgDZeEZoTUp/D3Fe437SepneyZwp/HiNxkNQS9OgxwJAwHcY2fTk9fzhPggTMURg34xAJ6wzmgDgGUgB7tvrF3Nqckhu+lFwAd7rFyJ0IERgAREIAHABwQuH7n4EOuGDefdHH47cFyNw+p9/RLIjFUmVay79F2DIqvSwKLY15VALyy+Ioeirq+uluPp/41MOOmFBDOgFAGjr+6EWXCGrakGkGWu9QMA0OAfTSZMpp1ZJh+P2WyXVUs6p8ph+B8ORZH0+/7fCQPSNxf0BT04Z6AAAIABJREFUAHEcwF3S3ATjwcIf8A/KxaGReIzVx+wvqYkpp5jDBljJmmFzmTCJ/tUPWK1Hbfzvy2ccvf5xb22kKZt3AQFjYOmhZ4Q0Q4xpfNyNsVKJQaOCSOxnFZtsDzHp6Wq0DuUTFE3cWDsRf9tafv6au9eM0Qf3o9OvqgYbxyogzmWkWsjI9T+4aC4RC/uECOyVCKw//O0e7qUa946F4/bLCr0fPNVm+i9gO54t+sWHd7LB8XimdJek0l/ScX3vZ5fslfGFk4YIhAjs/Qh0wjojAMC9P49CD0IEOjECAQB24lVdBmPqhA/mZRDm0MU2iMBTz/+YQj+o/koPT7i6cJNOeaYOwD6Ftcm8Qp00vTMwIFA6paYSTQAQDUAFg40KPMAhqgixaMZx+awzBQEEVFfMWsNZk1CJ6jQspnM5qa3sk6hSkfLKLsk9sNWDQ5MGq+dEnUHvqqvmFFjMu/TX2JyE6kZeh3RKqo/dT9I7xkWGhhvHd3vIptCvKgIV4uCwO8rWALTXk9CRMbAAEH3L5WTD7/9vyxmgAMK330qhaA+C6cjEEw6W0QMyMvCbccnc/6jUp6YatRGTZ7CmBHgP8LCr2AC2BB2t3JfZVhL+JWoBxkYfvtafgkD87t1/g+qpDW780IWdRkCVgNxohMTnF55H+EIE6mf+ZA1NPOvwjACY5/ML9weebTiuuyRTB/bqW3jm5raOS0iFD5MxRGDfi0AnrDMCANz35m0YcYjAUkQgAMCliHI4x4wIdMIHc7isIQJziQABYH5HWdJj06rgE2/+EfMeCwJ15Vp3cA8/AdRSKan1FPTv1Ih/HYtda96BxTJgE4Eii+AjHa6YdeBxGnUHa422uYC2hfXTaakdsEpSg2NSz2UlgkqvVfoqjyXQUuCYdgtzqg1ZZ49wDn3C+0h3xoKdcA/95jlU6ZhqpDjvLMjYz9bUS+y74dHPtTxa04DVLCDlUnet2QDNTrwTabRyhTz69LXazi/+6R9k/X6vbwafyTMkASDOAaDJvlpVI91OTY3FuLlk2m/S6MPXDVTlXyql7qthCxFYThHQmoC43wjxcS/y+QUHc5YqgNIPIBDgjwrjpAGIljdAbUA4pReklktLVK3p8xamSfV8Vjb+8rLlFJ7Q1xCBEIEFRKAT1hlNAPD0i6TQBinAk0gBviGkAC9gaoZDQwT2egQCANzrl2Df7EAnfDDvm1cujHq+ETjj3A9LZrwi6fGKS99VKNbcitYBxOYNJfQn0nW9kg2GEkgB1pp+mv7ra+PZtDkCQKTfchGN+nWoDZdL6/FqHoJUVMAv62ZrnXQBqrC49jX8dBHO/ZOD52IcrxMAIu0VkAuQj+nF9jgAPgJH64LLsXR1uXRb2z8cb//mvtaFt8WFmQ0AYldAwHp/t4w/rl9yg2VJD09pC3DOVUCIPvq6fhvu/3hT6+vXvm7m2exY8K519QUYBcSw9RZ5vW1LVu1I1R9NR5CenUz71ZhHAggYVH/zvTPD/u0QgfWPf1vjOQH3XqoACQUx5/FsA+DD8wb3CGCgrf+Hgdj3+TzS+yVS+IctAMB2uOKhDyECSxOBTlhnBAC4NHMlnCVEYF+LQACA+9oVb5PxdsIHc5uEMnSjzSNAA5DccFlqmUiyg5NuwUvnV4V1Na3VF9cAxOLXp+NiAQtzjKhad3UDAde0QL53B8ZP7KsqmbJbHHMDIMLrUAEiFRgqQLzPxbVCKJiQ1BoADy+t7JPU0Jg68MYKu6SBxUCfCGoD0oyExfwBAHkOtJs8blfXKwnSsD/hn22LqcY7az+KZMPDn9nVGef9/vr939Da0MPGnRAQ14BqPvQVAJTvtTqzHX8m3YB+PMaDQYWBUP8BDGZSod7ZvK9iOKCdIoCU4A13X6Fd0hR91BDF8wOGSFQDAgRqGYN6c/0/pgfjWUdlMb74gBM31NM5d88FlWw7XfHQlxCBxY1AJ6wzAgBc3DkSWg8R2FcjEADgvnrl9/K4O+GDeS+HMJx+GUXg0E99THp/m5JV/zMhmdFpTdnU1M1sSirFtBQeGZMIyjxCHgA0wDw4Wmadu6sCQoJCvE8VHRa/SK2FygwqGKb+6kLYAUC46tYLGa09GCFtGPsBIFlAh31Riw8b2mQ9vlYptlhoY2E+7E08COgAt9AGzs0U5p2k6MaX0AK+VgCw1bXeRfovD1kMAKiQAhDQbklTD15Lr0KKd4XKiUAQL3LsM1KHI50n1ugD18yqADGH+FowPFhGD4TQ1Z1GQAEg7w26gFP9h7/xjLMgnfX/+CVIJiP1Ul7KA0V9xuLLE2zXfz+Y44SpFyKwr0SgE9YZTQDwaW2UAvzjkAK8r9xHYZydGYEAADvzurb9qDrhg7ntgxw62HYROPEV/yh9905IVKnL6GOLkhuqSqpcl/wjIw7wMXUXPQdA6y45AJhKOfUe1W4AgAB0WPCyplwN9f28wgy/43Wk01mIiBRkmIHY9LqkSq+vx6Uf43ibskqQB9DY2y0yPNowKkF/mQJMAEiVIhfyVBnib7bVCuJZkDbHK7jhoU/pnusP/D9NNQEXC/7puZAmzHHMlv4bpwF7p1Kae2i8zGsWFvI9wD6YejAV2MO/Sj/qm6UkM2aUnnA8/cnFc4xW2C1EoL0jsP6IC92zB884UwYhmph2r0H9y41fZOALEdYSBRzMZqQyUJLJ1XmJIK6ui/zou29r74GH3oUIhAjssQh0wjojAMA9Nh1CQyECIQImAgEAhumwVyLQCR/MeyVw4aTLPgJHv+vjsvp/KpIZr0pquiYZOOKiZJw3BoHCS9N0y2Wpl4pSz7nafwJ4h59MASbgw0/UqoMyBotlGErEhhqu9hzaUIgIBSFqCGJfKs8Isfg34N6or8GXrFmHjgIodhcl2rKj+VoQVAFa4lyAiEzXs3vuImV3RsqwrfPnz7HhwU+0zTxYf8ibmx2Rbc9mQD7Y9Xr4ZxV/FhT63xX+AYYa1R9gMMwNdhxZkuxEXQrbKpKerCoQ/MGmC9smJqEjIQILiYACQCig8WzLZaXWV3Lq5ZEx16yvzRnX2cS+NNKBsQ4AINLncxkpryjJxJqcHvazf79gId0Kx4YIhAgsowh0wjojAMBlNOFCV0MEllEEAgBcRherk7raCR/MnXQ9wliWNgKn//lHpPjgaJMhSKzuQ1dg1lHIuTThdFrBnYIx1AHEIhigD4tcLJCh9kNaKaAfTD9QXxCvM800qQCkioZDTkI+1NmiElFr1qUbasBsVurFvEQAiKxTyHYIsfI5Tb+LRmACkqgBON96gInLsuEPn1zaCzWPs60/9C2z1wUEnLAw0MI/4+6LORCn+Fr4B6MP1DIrZqTclZHp/rQMPj4l6UmRvvtcDciffjPAjXlcrrBrm0agyRm4Cym8rgQCnHwFz76k+k+fl94BGL/jWYiSB3huZdNS7i/IxNq81HzpzZv+NdwnbXrpQ7dCBPZoBDphnWHHcOpp72gbF+Abf+LqtT744INy0EEH7dHrFhoLEQgRWPwIBAC4+DEOZ2gRgU74YA4XNkRgdyJw0sv/UXrun5Tsdqf8i2vxUemGdLVyRepFBwDhGKxw0P+LhsdE8nl3LF6Dyk5/R8pv2qUB43fCtnxei+GrE2YFZiMViUZ9ii/gk+7vamTFGxQ2rDGYz0t5v14FTxNrMjKxIpK1t45L9n83z3TqpesmXIQzLm1ZQWGrc8wneKVibBAwn8OWet/1j3tr45QEfpoajXqPaXe5y960xe/Z5OzL+ZCs9Yeakbm0lLszMr42K5VSJNM9IqPHTmsr978sqP+W+lqH8y1OBBQA+i8O8Ax0X0aI++IDX3CwRECydiafhbjvYACidVGdinb0sF4pl/BlisjNX3nL4nQ8tBoiECLQVhHohHVGAIBtNaVCZ0IEOiYCAQB2zKVcXgPphA/m5RXx0Nt2icCpL/6Y9N497EAQFrNVX5fPLmgrVan1dTkDiJrruabvon4fauvBgINb7MLrQJNuVPB5dWC9Ky/1AqAelIHi1DS2DqCtPch2sdiu1aXeXZChPxlQxRlqaaWmRHLDImu/91Aj1ZjHUNmWg1Iw5xbuSAW27XOc87kgvg4YXULnc+hS7hubF0SR1LoKkpoqS7W7IFNri1IupqSwrSy5LaMN6OtVfjGATYC/pvTfTFqq+bRsfUJeqnmRWlZk+tgJHd69f/XOpRxmOFeIwKJFYP0x73Qu4vgCIko5xfGY/7KEzz3WB0QNVAJBgD9VRPOBGTklYDYtkwf0yPgaJwGs+0fkLf8cQOCiXcTQcIhAG0SgE9YZAQC2wUQKXQgR6MAIBADYgRd1OQypEz6Yl0OcQx/bLwIAgH13DLqOod4fVHJw5gX8KWS1FqCm/kKxR2UeQBoA4NikU/nZTVN+q64Avq5wjZrPLKLrpZxE49NaFwtbCrUAsdAGJCS4S4LAYkEmHzMgfzgzJ+UDpmXt97LS99tRp64RkcxD2xomJOwTFuJIw0P/0S7SmalIhBKQyjj8DrA3l7Rgv/DfcM+H2u+Cmh6tP/Id7hKg/hjiXa5qCuLUipzUMpH87BsXyGnP+6ikKnUpPjSmKd2qlCxXXeqvXhivCrW1/9QNOJLJVTmZWJmWwaNEagdNSn+fAyO/OPd9bR2X0LkQgflEQCHg/2/vPsDcKO4+jv+v+lyxwQZMNcVA6M2mN9NsCCXUUEKAAKGFEAgtYKpjaiCYFjqBQKh5IYCxwYAL1XRMx4DhfanGgHu78j6/0a3Yu5NO0mkl7Y2+8zx5gk+7szufGWm0f00J1jrV51qw8UfwWRFsDhJkqkBgkIIR0Ro127XWvf9mD6hLBv6s+eOxx5eLrXpevVU0NNqTLw7P5fY4FgEEOoGAD88ZLQKAW8ZoCvALTAHuBG8BbhGBtAIEAGkcJRHwoWMuCRwX9UJg103PTwT6mgOAbtMPBY66dUns/OoCQaHgmNb+09TduQsTgTUFz9wxFWYLFyf+PxgJE4yACaYCazpcj67WWFdtVbMWuNMalYfiTMHoQy2iH6RwQK662uqXXsJmr9LV5vdNTKHr/+xPLnioYKVbm+v7mS3rJNjpVkGwLtXmdu4M7lfBxiAFxyk46ArflAgYth4hqIBnc9Az7iMAh67TvBOvZm73qLPGmkoXzNXIPaXxT5yeLP62e11udd8tsKaqSqvUyM5Q2bXRh9qBdos2kVRXWqOCwtUVNr9vtc3vV2mLu5nNW6nBKnstsu49FtqUPS/w4r1BIRBwAUAlBQH12ah1SYOkEc/6jKittaaaaqvQjyf6oUNBwOA9VN+QCP4t1d3qe1Tb3KWr3C7AQfCvemGTdfmh3mpnJqbQN1UmdtweN5GdtGl9CPgi4MNzBgFAX1oj5UAgXgIEAONVH2VzNz50zGVTWRQ0coGt9rvCen48M7nDqwvEaUpwQ6ObOqpRYcGIsESQrj6xDqAedjU1NwiY6QFZI140Ii94+HWbhTQH1bT2nKbjdqt1D7hV2nFYD9QKGOrvGn22sL5545BQcC5U4qae3dwxjT3rrLFLtVXNXpDY4KO9qbzBKEWNYqutSexqrOR2BdZwxuZNMYIgZXC90E6eT3x2ZeTuxchw6AbDXV009Ohi9d2qEwG8CrPxY9qu07fDLpdaRUOTVc9LBGCDOq/vWWOzVq61bt/VW+2shF1DbaULVDR2qbQFfSptXr8Km7PGYuvVL7EzKgHAYtQu1yiWQDIImBwFrbUAFRBcnFgDtarSTa/X52alPo8UJAxG0TZ/JjZ2rbH6XnU2c7UuVqV9QhRQ1ybCP9Zb7U8LE0XRZ1RzAHDesnVulC4JAQQ6v4APzxkEADt/O6QECMRRgABgHGulDO7Jh465DKqJIhZQQMGfqgX1Vj2r+UFU11qsQGC9NfZK7H6pIJt7wNWafRrV0hz8S24KEgr0JUfZuUhS88NybY01KvhXU5XIZ2bzzrzB5h/BdFwF7DSNOJiiG4zYC5dfQcZgel22LsFOxOGdhINz0039raiwJz6+LNsrxPK4nbcaYQ111dbQLTHyb8Kjp7V7nxoN6JIG/DWZzelfbXNWTPxp4UqLrOarWus5zazLrEar71ph9XWJTUDmrdBo1meR9VlyLtOAY9kSuKkoBFwwMLRMQpNGJvfWGpsNVjVzfmKdUe123hwA1KhAfYYuWKa7ze1fnVi7tMGs+9eLkqNqq+YstsY6jbSttMW9qq2xqsJN069a1OiC7QQCo6g58kCgdAI+PGeEy7DlFmfEZhfgF15MLMfCLsCla99cGYF8BAgA5qPHuR0W8KFj7nDhOREBM9vwxKts6cmz3UYRTZXaYCOxyYd2e23sqsXtNTWt0o38q5y7MLEBiEb0NU/1TQYBW6/fF+wYrJEtXWtdAFDJ5aF1/5SCc1zQKTT1tr2aCYKEudZe+Frhe00zgrCzB/9y5QmO3+Dkq6zLj022sLcCEWZT/vanFlmtfMvlVj2zyrrMqLCGromX6rs1WUOvxMjNaUe3H2Ts6H1xHgKlFhi2+mmJEctVWie11up71NrCJWus69cLrGrOAquYs8AtjRB8Xuozrb5Pd5u3fFdb1LPCuvzUaJVupG2DVc9e5EYyV2pUc5dqtz5n5cJGq1rcaPP71Vj1PAKApa5vro9AFAI+PGcQAIyiJZAHAgi0FiAASJsoiYAPHXNJ4LioVwLJtQDdem+NbkMQbdLhgnxa902jACu0Vl9jYv2+Bm0QUtVyd+BgJF2wgUdzAFBr9GntPK39p1Eubuqu1uNrHfzLUlSBueQut+nOCaYhp3o9HPwLXg/fS/Pf4r7RR5ZcHTpsg5OucvX91tUtg3+pMlvlmr9ZU02TTTv2zx26Fich0FkEhq53tvss00jmxb27uJF/i3vUWEVjk9V9PSexOZIChFpTtbHRGutqbc7qvWxxd82/N6uZ12S1M+utes5i9zkbpMau1dZYW+nya+habQ1dKq16biKg/szTiQ19SAgg0DkFfHjOaBEA3DxGIwBfYgRg53xXcNcIJAQIANISSiLgQ8dcEjgu6p3ArhudZ6YAoKb/KgCooF9DkzX21IYglYmAXWOTVS6qt8rZC9wIQZf0HKsdY7WkXjDqT1OCdY6S/ltr0S3RzZ1TNWdh4kE52FwkVbAuPC23VXCudWBu2Bpt17TLWDmpNvkInRT3TT4ylo8DEECgIAJaW1NrlmpNPy2dsLhnrdvZt+6r2e6HDbc8gj4uF9Zb/dK9bPaAru71mrmNtrhbpdXMa7SaOQ1WubjRqubXu5HP7vNVH6G1VW5EYc3sBqtsDhAG04kJBBakOskUgYIL+PCcQQCw4M2ECyBQlgIEAMuy2ktfaB865tIrcge+CLggoOJ5mg6sIFmVNpGos8rFDW6ampJGAVZqqluKkXTaSMIF/IK1/UIwDX26uQfcqrmLrHJOaL3B9vCCQGDztVIF5oat2XKETHCM+3t4em/rewrWHQwH/t6/2JeqpBwIIFAAgV02vzDxo0fil2s3Yk9Ja6jqh41kAHBRgy0Y0McW9q52m34o6Le4R5VbN7Pr9HqrnrvYfZYquZHWlRW2uGeN+8yqWqgfTczq66oS/11p9sxTjAQsQHWSJQIFF/DhOYMAYMGbCRdAoCwFCACWZbWXvtA+dMylV+QOfBHQVGCN+tMIQJe01lVttVXMX5yYCtyt1gXxtG6VFr3XSJjkSD439ffnB+PkQvhu05Aqa9CGItoBePYiq9QagMHGHO1swuECeO5Ju8L93xPvjcyJOrmDZ3BWKD/d35h3/5pTfhyMAALlLbDjkIvdVF19BuqzUsE57bRdNWuhVSoAqF2AlaorbfbAJdxafjXa6KOmym3GU9+lwm2wo121tetvzaxF7seWxi6JEdWaTqy/J3btrrCm6sRn37NjOzDSubyritIjEAsBH54zWgYAT7e6LkuU3HbBwpn2wkuJjdrYBKTk1cENINAhAQKAHWLjpHwFfOiY8zXgfAQCgV0GX+hG/7nUqJEnzdN4g/WqQkHAmulzXEAv7VRe7Rzc0JR4iO1aYw3dtFaWRhfWu41AUiW3dpamxAW7aDYH7PIN1g1d5+wW05SD/AkA0vYRQCAXga33ucJqZ9db1XwtlaDd0husqUuVVS6od5sbJQOANVW2cOnuVqVg4aIGW7RErS3uWW2NGuRXkdhJu/bHRW4UoAJ+7rPURQArWgQA9Sem/+ZSQxyLQLwEfHjOIAAYrzbF3SDgiwABQF9qspOVw4eOuZORc7sxF3CjAJtH81XU1ydG34XW6WvqUuOmvVX/OC/x92Atv3C5mtcCVADQjRrsUu1GC1YsbnSL31fOX5gMDiZPU6wxzeYdY6ZEM1LPLeLfvGZhVHnGvDq5PQQQiFhgu90vc5t6dPlxoVVqdHTwebewPrk5kj776vt0c8E/9/lXaTZ/mTq3IUjX7+rdbr9Vc+t//sGjOQjogoH6X7U2EkmMgGb6b8QVSHYIFFHAh+cMAoBFbDBcCoEyEiAAWEaVHaei+tAxx8mTe/FDQCMBNRLPTQV2m380r1VVq90qq9303apZ838ODrYO/un45kBbQ8+ubuMQl5Tngub/1r+bBxi61yoqrL53VxcY1EYhwfTfMW+P8AOVUiCAgDcCmgqsHzOq5jUHACsr3cjmYO1UvVbfu5tbP1WpvmetzV2ui1XPb0xMC561KDndVz+OuGm/2jOpS6VbK1Cbhuiz8NknmfrrTaOhIGUp4MNzRrgMW20WnynAz7/MFOCyfFNRaG8ECAB6U5WdqyA+dMydS5y77QwCLgCoIJ7WA2zUFLVKtx6gW/NKs4O711rlgsU/Bwg1ba15+m5i9GBi51+3+2/3Li4AWKGpxVXaWbjh5w1EmgN/gYkehBf17Wa1M+a7h+sxb17YGbi4RwQQKDOBnbcc4T4b3cZHwQjA+sbElODm6bxaP1UjpPXZqADg/KVrrNu3i9xnW0V982drdZXVd6u2+u5VLh8FACsXJzYCmfD46WWmSnER8E/Ah+cMAoD+tUtKhEAcBAgAxqEWyvAefOiYy7DaKHIRBDQVWA+qbkRLpSX+u7IyERDUSMAu1VY5P/Ewq+Rea34QDm/e4R6CNcBvwaKf71oBRW3CkSbA53baNLMnXzq3CCXlEggggEBuArtscdHPmyXpVH3+aaRz82jpYDkDLZmgHzbqu9fawj7VVvfDYqtc0JD4gUU/prjpwRVW363K5vavtsbqCqtalPih5ZXbTsntpjgaAQRiJ+DDcwYBwNg1K24IAS8ECAB6UY2drxA+dMydT5077iwCCsS5AJ8Ce80jWYKRgU111YkRgpriFp7K27wTsAsaahOQmqrEMcqjeXOPYBOOsW9c0FkouE8EEEAgKbDrJucl/9uNAlRAL9hlPNg8qflzs7Eu8YNJQ11ip9/qOYvdeqgKDDbWVrodgOf3rbbK5v2XXrj/VKQRQMATAR+eM1oEAAefFptdgJ+ffLlrJewC7MmbhWKUnQABwLKr8ngU2IeOOR6S3IWvAm40XmhzDvewW99ojV1rEjsGNwf1kv8fPAQHuwBXVSSmyTWnYHrc2NcI/vnaZigXAr4LuABg8+ei+4EjnILPRP2teXkE/SCi0dANddVuY5DE7r+V1lhXZfV1VbZgqWqrbGiyF+8h+Od726F85SXgw3MGAcDyarOUFoFiCRAALJY012kh4EPHTJUiUEgBt9ZVMLVXS/sFU9zCD7fNN/Dk5HNt10HNgT2do8CfRgcGowKb18Ya++r5hbxl8kYAAQQKKhCMAEyuARhcLRz809IIzUso6OUmrYEafB5WVVhTVaVb/69RG390SwyjfuE+AoAFrTgyR6DIAj48ZxAALHKj4XIIlIkAAcAyqei4FdOHjjluptyPXwI7bzXCTLN3wwveN4980fRepSdfHJ4sdIsAYDAasDlYqNEwY1/5eeqcX1KUBgEEykHAfcYFO51rkF/z51ywtEGLfwfLIzRvihQEBBX80xTgxd0Ta6Q2dE0c+NxDfy4HQsqIQNkI+PCcES7D1pvGZwrwc68yBbhs3kgU1EsBAoBeVmv8C+VDxxx/Ze6wswu4IKCSAoHawbKpye10qSlsT71wTpviaQORFskdnwgW6qE31Tmd3Yj7RwAB/wXc5h/BuqjBDxzBCOdw8cProgZrnwZrA2o6cFWlmw7spgZXVlhDXeKEiY+c5j8iJUSgjAR8eM4gAFhGDZaiIlBEAQKARcTmUj8L+NAxU58IFFpg563/ak3a1EMPuqHNPJ567uyMl95l8IUtAoY6gQBgRjYOQACBGAooAOg+A7UcQmi907S3Gl4DsHmndAX8XKqocLv+uv+vSQQAn33yjBiWmltCAIGOCvjwnEEAsKO1z3kIINCeAAFA2kdJBHzomEsCx0XLTmCnbf/aoszjJmYO/gUnuIfmVlOFyw6QAiOAQKcW0GdgRX1TizVRgwIlg4Hhdf+aRwZq1LMp6BfeCT00NbipOR749Pi/dGofbh4BBNoK+PCc0SIAuMmfY7ML8HOvXeHA2QWYdx4CnVOAAGDnrLdOf9c+dMydvhIoAAIIIIAAAjEXcAFAbWykpRDCo//STAHWEgnWHNwLdj/X1F8XCGxOjV0SSyM8O5aRfzGvfm4PgQ4J+PCcQQCwQ1XPSQggkEGAACBNpCQCPnTMJYHjoggggAACCJSRgAsABssgqNytA4GtLFwAsFK7/VaYG+XnRgEm1vzT2n8KJuq1Z546s4wUKSoC5SXgw3MGAcDyarOUFoFiCRAALJY012kh4EPHTJUigAACCCCAQGEFdtx+pFVo8F5TkwsEtl4DVWuluuRebzLt+NtYq0if1vkz928F/twhCgzqfxVmE0afXtgbJ3cEECiZgA/PGS0CgBvHaArw60wBLlnD5sIIRCBAADACRLLIXcCHjjn3UnMGAggggAACCOQiMGTnS9xovR13uNiefvastKfutN1I99q4CYk1/XYccrFsr+FHAAAgAElEQVTbOVhrATZqPUAXDGweCWgEAHOpA45FoLMJ+PCcQQCws7U67heBziFAALBz1JN3d+lDx+xdpVAgBBBAAAEEPBEYsuMlVrm4ITH1N0jJqcEV7PzrST1TDARSCfjwnEEAkLaNAAKFECAAWAhV8swo4EPHnLGQHIAAAggggAACJRFQAFBTgpO7ALeaDswagCWpFi6KQFEEfHjOCJdhm41Ojc0uwJPe+JurQ3YBLkpT5iIIRC5AADByUjLMRsCHjjmbcnIMAggggAACCBRfwAUAGxpNOwC73YCDnYGb/3/8GHYALn6tcEUEiiPgw3MGAcDitBWugkC5CRAALLcaj0l5feiYY0LJbSCAAAIIIIBABoEddr3Unh1L0I+GgkA5CPjwnEEAsBxaKmVEoPgCBACLb84VzcyHjpmKRAABBBBAAAEEEEAAgXgJ+PCc0SIAuOEp8ZkC/OaVrrKZAhyvNs/dIJCtAAHAbKU4LlIBHzrmSEHIDAEEEEAAAQQQQAABBPIW8OE5gwBg3s2ADBBAIIUAAUCaRUkEfOiYSwLHRRFAAAEEEEAAAQQQQCCtgA/PGS0CgBucYnW1S5S8xhcsmmmT3mIEYMkrghtAIA8BAoB54HFqxwV86Jg7XnrORAABBBBAAAEEEEAAgUII+PCcQQCwEC2DPBFAgAAgbaAkAj50zCWB46IIIIAAAggggAACCCCQVsCH5wwCgDRwBBAohAABwEKokmdGAR865oyF5AAEEEAAAQQQQAABBBAoqoAPzxnhMmy7/p9iMwV44ttXubpkE5CiNmkuhkBkAgQAI6Mko1wEfOiYcykvxyKAAAIIIIAAAggggEDhBXx4ziAAWPh2whUQKEcBAoDlWOsxKLMPHXMMGLkFBBBAAAEEEEAAAQQQCAn48JxBAJAmjQAChRAgAFgIVfLMKOBDx5yxkByAAAIIIIAAAggggAACRRXw4TmjRQBwPU0B7lVUw1QXW7Bolk2cwhTgklcEN4BAHgIEAPPA49SOC/jQMXe89JyJAAIIIIAAAggggAAChRDw4TmDAGAhWgZ5IoAAAUDaQEkEfOiYSwLHRRFAAAEEEEAAAQQQQCCtgA/PGQQAaeAIIFAIAQKAhVAlz4wCPnTMGQvJAQgggAACCCCAAAIIIFBUAR+eM1oEANc9OT5TgN/5u6tLdgEuapPmYghEJkAAMDJKMspFwIeOOZfyciwCCCCAAAIIIIAAAggUXsCH5wwCgIVvJ1wBgXIUIABYjrUegzL70DHHgJFbQAABBBBAAAEEEEAAgZCAD88ZBABp0gggUAgBAoCFUCXPjAI+dMwZC8kBCCCAAAIIIIAAAgggUFQBH54zWgQA147RFOD3mAJc1MbMxRCIWIAAYMSgZJedgA8dc3Yl5SgEEEAAAQQQQAABBBAoloAPzxkEAIvVWrgOAuUlQACwvOo7NqX1oWOODSY3ggACCCCAAAIIIIAAAk7Ah+cMAoA0ZgQQKIQAAcBCqJJnRgEfOuaMheQABBBAAAEEEEAAAQQQKKqAD88Z4TJs94s/xmYX4AnvX+3qkl2Ai9qkuRgCkQkQAIyMkoxyEfChY86lvByLAAIIIIAAAggggAAChRfw4TmDAGDh2wlXQKAcBQgAlmOtx6DMPnTMMWDkFhBAAAEEEEAAAQQQQCAk4MNzBgFAmjQCCBRCgABgIVTJM6OADx1zxkJyAAIIIIAAAggggAACCBRVwIfnjBYBwLVOis8U4A9GubpkCnBRmzQXQyAyAQKAkVGSUS4CPnTMuZSXYxFAAAEEEEAAAQQQQKDwAj48ZxAALHw74QoIlKMAAcByrPUYlNmHjjkGjNwCAggggAACCCCAAAIIhAR8eM4gAEiTRgCBQggQACyEKnlmFPChY85YSA5AAAEEEEAAAQQQQACBogr48JzRMgD4B6ur6VVUw1QXW7B4lk344Br3ElOAS14d3AACHRIgANghNk7KV8CHjjlfA85HAAEEEEAAAQQQQACBaAV8eM4o9wDgF198YaNGjbLHH3/c9N9dunSx1Vdf3Q444AA7/vjjrVu3bpE0mjFjxthNN91kkydPtunTp1u/fv1s8ODBdswxx9jQoUPbvYaOf+yxx+zZZ5+1119/3T7//HNbuHChLbnkkrbhhhvar371KzvssMOsa9eukdwrmSAQhQABwCgUySNnAR865pwLzQkIIIAAAggggAACCCBQUAEfnjNaBADXPDE+IwA/vNbVXSFHACrod8ghh9jMmTNTtpM111zTRo8ebauuumqH21FTU5Mde+yxLviXLikI+I9//MMqKiraHHLzzTfbcccdZw0NDe3ew8CBA+3BBx+09ddfv8P3yokIRClAADBKTfLKWsCHjjnrwnIgAggggAACCCCAAAIIFEXAh+eMcg0AvvXWW7blllvavHnzrEePHnbWWWfZDjvsYPPnz7d7773XFHhTWmutteyVV15xx3QknX322TZy5Eh36kYbbWSnn366rbbaavbJJ5/YZZddZm+88YZ7TceNGDGizSX0t+HDh1ttba398pe/tF122cV+8YtfWM+ePV0eus8nn3zSnadRhRohuMIKK3TkVjkHgUgFCABGyklm2Qr40DFnW1aOQwABBBBAAAEEEEAAgeII+PCcUa4BQAX7xo8fb9XV1TZx4kTbYostWjSayy+/3AXrlC644AI799xzc25UU6dOdcG6+vp623TTTd11wtN0FXzcbrvt7NVXX3X38cEHH7jgYDhdddVV9u2339qpp57qAnypkl678sor3UtHHnmk3XrrrTnfKycgELUAAcCoRckvKwEfOuasCspBCCCAAAIIIIAAAgggUDQBH54zWgQAB8ZoCvDHhZsCrBF9Wn9P6fe//72bfts6NTY22rrrrmvvv/++9enTxwXhampqcmpbJ5xwgl1//fXunBdffNE233zzNue/9NJLyeDjiSeeaNdck9j8JJe0aNEiGzBggH399dfWu3dv++GHH1JOJ84lT45FIF8BAoD5CnJ+hwR86Jg7VHBOQgABBBBAAAEEEEAAgYIJ+PCcUY4BwPC0XAXgNttss5Rt5JJLLnFTg5U0zXbnnXfOui1p7b8VV1zRvvzySzeNWIHEdEmvf/jhh27qrjYiSbUWYKYL77///m4NQCVtGtK3b99Mp/A6AgUVIABYUF4yTyfgQ8dM7SKAAAIIIIAAAggggEC8BHx4zijHAOC2225rkyZNsu7du9tPP/3kpt+mShq1p3UClTQFWFOBs02ffvppcjpvulGGQV56PdgkROetssoq2V4medyee+5pjz76qPv3jBkz3A7BJARKKUAAsJT6ZXxtHzrmMq4+io4AAggggAACCCCAQCwFfHjOCJdh+9VPiM0uwOOnXufqvBC7AGstve+//9422GADe/PNN9O2rR9//DEZSNMIu/vvvz/rdqgdhrVph5LW8Tv55JPTnqvXTznlFPe6ztttt92yvo4OXLx4sS233HKuTEsvvbSbrkxCoNQCBABLXQNlen0fOuYyrTqKjQACCCCAAAIIIIBAbAV8eM6IewBw8uTJ1r9//3bbQC673i5YsCC5Ecfuu+9ujz32WLt5a/ffuXPnuvX7NCIw26R1BY877jh3+AMPPGD77bdf2lM1dVcBRiWdpxGBuaTrrrvOtH6gktYdvPbaxPqJJARKKUAAsJT6ZXxtHzrmMq4+io4AAggggAACCCCAQCwFfHjOiHsAMJuK13p72Satj6dRckoHHnig3Xvvve2euswyy9h3333nNgSZMmVKtpex8C7CTzzxhA0dOjTtuXo9GPV3xRVXuB1/s02aMrzxxhvbzJkzTcFKrSWo0YAkBEotQACw1DVQptf3oWMu06qj2AgggAACCCCAAAIIxFbAh+eMFgHA1Y6PzxTgTxK752aTcgkAakrxSiut5LL9zW9+Y3feeWe7l9CxOme11VazqVOnZnM77piLLrrIrRuo9PTTT9uQIUPSnvvMM8/YjjvumDzvnHPOyeo68+bNc2sUvvXWW+7422+/3Q4//PCszuUgBAotQACw0MLkn1LAh46ZqkUAAQQQQAABBBBAAIF4CfjwnBH3AGDUU4B9GQFYX19ve+21l40ePdq9KTJtNBKvdw53Uw4CBADLoZZjWEYfOuYYsnJLCCCAAAIIIIAAAgiUtYAPzxlxDwBGvQmID2sAasSjRi/efffd7v2n9QM1lbmysrKs348UPl4CBADjVR9lczc+dMxlU1kUFAEEEEAAAQQQQACBTiLgw3NGiwDgKsfFZwrwZze4VhB1AFB5FmMXYG0usscee7gyRL0L8PHHH2833JDwGTZsmD3yyCNWU1PTSd413Ga5CBAALJeajlk5feiYY0bK7SCAAAIIIIAAAgggUPYCPjxnlGMAcNttt7VJkyZZ9+7d7aeffrLq6uqUbVm7/mqNPSWt53fBBRdk3ea1OYfWDVTKND1Xr990003uWJ23yiqrpL3OGWecYZdddpl7XeUYM2ZMclfjrG+OAxEoggABwCIgc4m2Aj50zNQrAggggAACCCCAAAIIxEvAh+eMcgwA/uUvf7GLL77YNaaXXnrJNttss5QN65JLLrGzzjrLvTZ27FjbZZddsm6Amqa7wgor2FdffWVrrbWWvf/++2nP/cUvfmEffPCBLb/88m7EY0VFRcpjR4wYYcOHD3evDRo0yG0u0rNnz6zviQMRKKYAAcBianOtpIAPHTPViQACCCCAAAIIIIAAAvES8OE5o0UAcICmAJc+oLRg8WwbP61wU4C1sUgQ9Es3Oq+xsdHWXXddF7jr3bu3fffddzlPsw1P1dVows0337xNA1YAcosttnB/1/HXXXddykZ+9dVX28knn+xeW2+99Wz8+PG25JJLxusNwd0gEBIgAEhzKImADx1zSeC4KAIIIIAAAggggAACCKQV8OE5oxwDgKrQYBqwpv9OnDgxGYQLKvvyyy+3008/3f3zvPPOs/PPP79FO1AAbocddnB/++1vf2t33HFHm3by0Ucf2TrrrGPasXfTTTd11+natWvyuPnz57v7ePXVV9005Pfee88GDhzYJp/bb7/dfve735lGFa6xxhoun2WWWYZ3JgKxFiAAGOvq8ffmfOiY/a0dSoYAAggggAACCCCAQOcU8OE5o1wDgG+88YZttdVWpiBcjx49TNOCFdDTv7WjbrAmnwJuCtC1nmqbTQBQrVpTiDWVWGmjjTYyreGntQE/+eQTu/TSS033ERw3cuTINm+Ehx9+2Pbbbz9raGiwXr162X333eemFreXtIag1jckIVBKAQKApdQv42v70DGXcfVRdAQQQAABBBBAAAEEYingw3NGywDgsVZXHYMpwPWaAvwPV+eF2AU4aEyPPvqoHXrooTZr1qyU7UvBv8cff9xWX331Nq9nGwDUVOKjjz7abrvttrRtWKP7FHCsrKxsc8zhhx9u//znP3Nq/88++6xtv/32OZ3DwQhELUAAMGpR8stKwIeOOauCchACCCCAAAIIIIAAAggUTcCH54xyDgCqoXz++eem9fUU6JNFbW2tC/jtv//+duKJJ1q3bt1StqdsA4DByaNHj3ZBvldeecW+//5769u3r9vIQ2sQDhs2LG2bJQBYtLczF4pYgABgxKBkl52ADx1zdiXlKAQQQAABBBBAAAEEECiWgA/PGeUeACxWW+E6CJSbgNcBwHRbdbeu5O22287t2NNeGjNmjPt1QLsTTZ8+3fr162eDBw+2Y445xoYOHZpVu9FCo7feeqvdfffdbueiOXPmuG3Fd9ppJzvppJNs7bXXziqfGTNm2KhRo0xrD0ybNs0tPKo1Bfbee2+Xz1JLLZVVPu+++65dc801Nm7cOPvyyy/dOgva7vyQQw5xC5pq0dNCJR865kLZkC8CCCCAAAIIIIAAAgh0TMCH54wWAcCVfx+fKcCf3+gqpZBTgDtW65yFAALZCBAANLP2AoAKrh177LHJBUdToSoI+I9//MPaCzgqaLf77rvbyy+/nLJeunTpYtdff70deeSR7dabhifvtdde9vXXX6c8brnllrNHHnnE7WjUXlIg8oQTTrCFCxemPEzboT/22GNZBxOzaWzhY3zomHMtM8cjgAACCCCAAAIIIIBAYQV8eM4gAFjYNkLuCJSrQFkEAI877jg7/vjj09axduPRCLpU6eyzz7Zg5x/tEKRtx4Mdgi677LLkDkE6bsSIESnz0O5AQ4YMcVuDK+2zzz5u0dEll1zSBQR13nfffWdVVVVunYNdd901ZT4apbfJJpvYt99+60bnnXLKKfbLX/7SHatg3ZVXXum2M9f246+99pobXZgqjR071nbbbTfT4qc6Vve+2Wab2Q8//GA333yz/ec//3GnaftzLVaaauHTfN8wPnTM+RpwPgIIIIAAAggggAACCEQr4MNzBgHAaNsEuSGAQEKgLAKA5513np1//vk51/nUqVPdlFgF1TSiTgG8rl27JvOZN2+eGz2oLcgVkPvggw9ccLB1uuOOO+yII45wf1Yg8rrrrmtxiK6jwJ52Oho4cKC99957Kaffhhcbvf/++90iqOH0wAMP2AEHHOD+pOul2tVIZVGZdE1tWf7666+3uWeNDNRoRCXtbnTYYYflbJfpBB865kxl5HUEEEAAAQQQQAABBBAoroAPzxktAoArHhOfKcD/e5OrTKYAF7dNczUEohIgANiOZDgQ9uKLL5qmxbZOL730km2xxRbuz9qRSGvqtU7rrLOOC+r16dPH7WKUateiSy65xM466yx36oMPPmj77rtvi2w06k8j+jSaUCMEtSZhqqT1CDXCT6MJNWJQI/zCKRwkvPjii+3MM89sk40CmyussIL9+OOPtu6669qUKVOiam/JfHzomCNHIUMEEEAAAQQQQAABBBDIS8CH5wwCgHk1AU5GAIE0AgQA08Bo7b8VV1zRBdHWWmstt2lHuqTXP/zwQxc0++KLL1qsBfjxxx/bGmus4U7VWoI33HBDymy++eYb69+/v3vt4IMPdhuFhJOm5mqtQaV7773XDjzwwJT56LWDDjrIvaZNSzTVOJy0wcc999zj/qR1BJdddtmU+eheb7wxscjrRx995EYmRpl86Jij9CAvBBBAAAEEEEAAAQQQyF/Ah+eMFgHAFY6KzwjA/7vFVRAjAPNvp+SAQCkECACmUf/000+TU2N///vfu00+0iW9rmCbks4LryeoabjaUVfp3//+t/36179Om8+aa67pgm0rrbSSff755y2O0zTcu+66y/2tvcCdXtNGIEo6R1N4w0l56wNb19KU5XRJ96pApJLKEExhjqqR+tAxR2VBPggggAACCCCAAAIIIBCNgA/PGQQAo2kL5IIAAi0FyiIAuPbaa7t1/DQ6T2v1adTblltuaVpTb4cddkjZJrQZR7DBxlVXXWUnn3xy2raj17Uhh5LO0wYbQTrttNPsiiuucP984403bMMNN0ybj3b3/e9//+tGEM6ePdu0OUmQBg0a5NYaXGKJJeynn35qtx3rGK0nqHMmT56cPHbOnDlu3T+NbtS1Hn744bT56F433nhj97rKoA1Pokw+dMxRepAXAggggAACCCCAAAII5C/gw3MGAcD82wE5IIBAW4GyCAC2V/F77723aZMOBc3CSSP+tHuwktbN22+//dJmozX7gg05dJ5GBAZJI/7uu+8+98/p06db37590+ajNQSDDUI0Ok+j9IKkoKXWAdR6gu+88067bVnr9r377rsu0KkRgUFSntoAREnrG1577bVp8/n++++tX79+7nWVQSMCc0nqtNpLuq/Bgwe7QxhCnossxyKAAAIIIIAAAggggEA6Ae8CgMv/Lj5TgL+8lec33noIdGIBrwOAGkG355572o477ujW8evRo4cLwk2YMMFN6Z0xY4arOu3k+9RTT1lNTU2yKi+//HI7/fTT3b+feOIJ0+Ya6ZJeD0b9abTfqaeemjx09913t9GjR7t/z58/3+rq6tLmc8YZZyRH2mm0n3YGDpLKos05NttsM9PGI+0lHaORfyqvRhIG6ZVXXkkG3XQtbTySLuleg81KNBLy0UcfzamZaxRjtokAYLZSHIcAAggggAACCCCAAALtCRAALEz7WFA/28YTACwMLrkiUCQBrwOAmirbu3fvlJQaTTds2DA3LVfp6quvtpNOOil57EUXXWTnnnuu+/fTTz9tQ4YMSVslzzzzjAsyKum8c845J3ms/q7XlbSDb2VlZdp8dD2drzRp0iTbeuutk8dqV9/GxkbbZpttbOLEie02j2233dadr3M09TlI+pteUxo+fLhdeOGFafPRtXS+ksowbty4nJokAcCcuDgYAQQQQAABBBBAAAEEIhAgABgBYoosCAAWxpVcESimgNcBwEyQ2rBDU2IXLVpkq6++umnH3iAxAjC/EYBMAc7U+ngdAQQQQAABBBBAAAEEohbwLgDY/8j4TAH++jZXXczgirrVkh8CxREo6wCgiDW9VRt3KH355ZfJHXRZAzC/NQAzNV8fOuZMZeR1BBBAAAEEEEAAAQQQKK6AD88ZLTYBIQBY3AbE1RDwWKDsA4Ba50+j/ZS0bp52zlV67LHHbI899nD/nc8uwH/+85/tb3/7m8snn12AN910U3vttdfy3gW4Z8+e7l7YBdjjdzVFQwABBBBAAAEEEECgTAUIABam4t0UYEYAFgaXXBEokkDZBwBPO+0008YdrQOAmh682mqrub9rV1+NCEyX9PpNN93kXtZ5q6yySvLQ2267zX73u9+5f2snXe2omy5p19+PPvrIVlppJfv8889bHHbYYYfZXXfd5f6mHXS1w2+qpNeWW24595LO+ec//9niMOWtIdu6lnYFTpd0rwcffLB7WWU44ogjIm2SPnTMkYKQGQIIIIAAAggggAACCOQt4MNzRosRgMseEZ8pwN/c7uqHKcB5N1MyQKAkAmUfAAzv0qsP2uWXX95VRFNTk62wwgr21VdfuR2E33///bQVpHUEFUzTufowDG+AoYCegm1Kxx57rN1www0p8/nmm2+sf//+7rWDDjrI7rnnnhbHKcCoQKPSvffeawceeGDKfPSazle68cYb7ZhjjmlxnIJ6Cu4ptRdI1L3qfKUPP/zQ1lhjjUgbqA8dc6QgZIYAAggggAACCCCAAAJ5C/jwnEEAMO9mQAYIIJBCoKwDgBqtp+De4sWLbdVVV7VPPvmkBdHxxx+fDNi9+OKLtvnmm7chfOmll2yLLbZwf9fx1113XZtj1l57bRdAXHLJJV2AsFu3bm2OueSSS+yss85yf7///vtt//33b3GMAoQKMGp33l133dXGjBmTskEPHTrUxo4d63Yb1pqGrUcKKu8geHjxxRfbmWee2SafefPmueDnjz/+aLr3d999N/I3jw8dc+QoZIgAAggggAACCCCAAAJ5CfjwnEEAMK8mwMkIIJBGwNsA4KOPPmrDhg2z6urqlEX/9ttv3etal09J6/SdcsopLY7V6L111lnH6uvrTWvwTZw40bp27Zo8Zv78+bbtttvaq6++6q7z3nvv2cCBA9tcLzwN+IQTTrBrr722xTEKPG688cY2a9YsN+1YowlT3Xd4GvADDzxg++23X4t89LcDDjjA/e23v/2t3XHHHW3uRcFOjVjUNXv16mWvv/56cqpzcLDu8frrr3f/vP322+3www+P/A3kQ8ccOQoZIoAAAggggAACCCCAQF4CPjxntAkAVvXIyySKkxc0zLHxTAGOgpI8ECiZgLcBwAEDBriRffvuu68boad/K3j3/fff2/jx492afjNmzHDwW2+9tY0bN866dOnSpiI0Kk+j85Q22mgjO+OMM1zATAG0Sy+9NBlA1HEjR45MWZENDQ223Xbb2fPPP+9e1z0dffTR1qdPH7fxyEUXXWTfffedG7WnzUcUmEyVNHpwk002senTp7sA4amnnup2MVbSeQpiKljZr18/F9jTKL5UafTo0W6DE40mXGaZZeycc86xwYMHuxF/N998sz300ENJF1lVVVVF3kB96JgjRyFDBBBAAAEEEEAAAQQQyEvAh+cMAoB5NQFORgCBNAJeBwBbb6SRykDBuFtuucV69+6dkkhBMgXrNIovXdImH1qjTwG8dEmBx912281eeeWVlIfU1ta6kYG6Vnvp5Zdftr333ts0JThV0pTfhx9+2DbbbLN281Gg78QTT7RFixalPE4Bwccff9z69u1bkDePDx1zQWDIFAEEEEAAAQQQQAABBDos4MNzBgHADlc/JyKAQDsC3gYAJ0yYYPqf1u7TWn8KwGmKbY8ePWzFFVe0Lbfc0k2TDdbvy9RKNGpOQT4F8JSXAmODBg1yG3OkG7HXOk+NzlPgTRt8aE3AuXPnuh17d9xxR/vjH//ophtnk3T9q6++2gX6pk2b5k7RzsN77bWXnXzyybbUUktlk4298847NmrUKHv66afdZifdu3d304MPOeQQO+qoo9JOn84q8wwH+dAxR+FAHggggAACCCCAAAIIIBCdgA/PGS0CgMscbnVxmQL8bWKJKXYBjq69khMCxRTwNgBYTESulbuADx1z7qXmDAQQQAABBBBAAAEEECikgA/PGQQAC9lCyBuB8hUgAFi+dV/SkvvQMZcUkIsjgAACCCCAAAIIIIBAGwEfnjMIANKwEUCgEAIEAAuhSp4ZBXzomDMWkgMQQAABBBBAAAEEEECgqAI+PGe0CAD2Oyw+U4Cn3+nqkinARW3SXAyByAQIAEZGSUa5CPjQMedSXo5FAAEEEEAAAQQQQACBwgv48JxBALDw7YQrIFCOAgQAy7HWY1BmHzrmGDByCwgggAACCCCAAAIIIBAS8OE5gwAgTRoBBAohQACwEKrkmVHAh445YyE5AAEEEEAAAQQQQAABBIoq4MNzRosAYN/fxGcK8Pd3ubpkCnBRmzQXQyAyAQKAkVGSUS4CPnTMuZSXYxFAAAEEEAVHkggAACAASURBVEAAAQQQQKDwAj48ZxAALHw74QoIlKMAAcByrPUYlNmHjjkGjNwCAggggAACCCCAAAIIhAR8eM4gAEiTRgCBQggQACyEKnlmFPChY85YSA5AAAEEEEAAAQQQQACBogr48JzRIgC41KHxmQI841+uLpkCXNQmzcUQiEyAAGBklGSUi4APHXMu5eVYBBBAAAEEEEAAAQQQKLyAD88ZBAAL3064AgLlKEAAsBxrPQZl9qFjjgEjt4AAAggggAACCCCAAAIhAR+eM1oEAPscEp8RgD/e7aQZAchbDoHOKUAAsHPWW6e/ax865k5fCRQAAQQQQAABBBBAAAHPBHx4ziAA6FmjpDgIxESAAGBMKqLcbsOHjrnc6ozyIoAAAggggAACCCAQdwEfnjMIAMa9lXF/CHROAQKAnbPeOv1d+9Axd/pKoAAIIIAAAggggAACCHgm4MNzRrgM2/U+KDZTgCf89G/XWpgC7NmbhuKUjQABwLKp6ngV1IeOOV6i3A0CCCCAAAIIIIAAAgj48JxBAJB2jAAChRAgAFgIVfLMKOBDx5yxkByAAAIIIIAAAggggAACRRXw4TmDAGBRmwwXQ6BsBAgAlk1Vx6ugPnTM8RLlbhBAAAEEEEAAAQQQQMCH54wWAcAlDrK6yu4lr9gFjXNtwkymAJe8IrgBBPIQIACYBx6ndlzAh46546XnTAQQQAABBBBAAAEEECiEgA/PGQQAC9EyyBMBBAgA0gZKIuBDx1wSOC6KAAIIIIAAAggggAACaQV8eM4gAEgDRwCBQggQACyEKnlmFPChY85YSA5AAAEEEEAAAQQQQACBogr48JzRIgDY69fxmQI8615Xl+wCXNQmzcUQiEyAAGBklGSUi4APHXMu5eVYBBBAAAEEEEAAAQQQKLyAD88ZBAAL3064AgLlKEAAsBxrPQZl9qFjjgEjt4AAAggggAACCCCAAAIhAR+eMwgA0qQRQKAQAgQAC6FKnhkFfOiYMxaSAxBAAAEEEEAAAQQQQKCoAj48Z7QIAPY4ID5TgOfc7+qSKcBFbdJcDIHIBAgARkZJRrkI+NAx51JejkUAAQQQQAABBBBAAIHCC/jwnEEAsPDthCsgUI4CBADLsdZjUGYfOuYYMHILCCCAAAIIIIAAAgggEBLw4TmDACBNGgEECiFAALAQquSZUcCHjjljITkAAQQQQAABBBBAAAEEiirgw3NGiwBg9/3jMwV47gOuLpkCXNQmzcUQiEyAAGBklGSUi4APHXMu5eVYBBBAAAEEEEAAAQQQKLyAD88ZBAAL3064AgLlKEAAsBxrPQZl9qFjjgEjt4AAAggggAACCCCAAAIhAR+eMwgA0qQRQKAQAgQAC6FKnhkFfOiYMxaSAxBAAAEEEEAAAQQQQKCoAj48Z4TLsG3XfWMzBXji/IdcXTIFuKhNmoshEJkAAcDIKMkoFwEfOuZcysuxCCCAAAIIIIAAAgggUHgBH54zCAAWvp1wBQTKUYAAYDnWegzK7EPHHANGbgEBBBBAAAEEEEAAAQRCAj48ZxAApEkjgEAhBAgAFkKVPDMK+NAxZywkByCAAAIIIIAAAggggEBRBXx4zmgRAKzbJz5TgBf8x9UlU4CL2qS5GAKRCRAAjIySjHIR8KFjzqW8HIsAAggggAACCCCAAAKFF/DhOYMAYOHbCVdAoBwFCACWY63HoMw+dMwxYOQWEEAAAQQQQAABBBBAICTgw3MGAUCaNAIIFEKAAGAhVMkzo4APHXPGQnIAAggggAACCCCAAAIIFFXAh+eMFgHALr+yuoruRTVMdbEFTXNt4sL/cS8xBbjk1cENINAhAQKAHWLjpHwFfOiY8zXgfAQQQAABBBBAAAEEEIhWwIfnDAKA0bYJckMAgYQAAUBaQkkEfOiYSwLHRRFAAAEEEEAAAQQQQCCtgA/PGS0CgLV7W11Ft5LX+IKmeTZx0cPuPhgBWPLq4AYQ6JAAAcAOsXFSvgI+dMz5GnA+AggggAACCCCAAAIIRCvgw3MGAcBo2wS5IYBAQoAAIC2hJAI+dMwlgeOiCCCAAAIIIIAAAgggkFbAh+cMAoA0cAQQKIQAAcBCqJJnRgEfOuaMheQABBBAAAEEEEAAAQQQKKqAD88Z4TJsU71XbKYAT6p/xNUlU4CL2qS5GAKRCRAAjIySjHIR8KFjzqW8HIsAAggggAACCCCAAAKFF/DhOYMAYOHbCVdAoBwFCACWY63HoMw+dMwxYOQWEEAAAQQQQAABBBBAICTgw3MGAUCaNAIIFEKAAGAhVMkzo4APHXPGQnIAAggggAACCCCAAAIIFFXAh+eMFgHAqj3iMwW44VFXl0wBLmqT5mIIRCZAADAySjLKRcCHjjmX8nIsAggggAACCCCAAAIIFF7Ah+cMAoCFbydcAYFyFCAAWI61HoMy+9Axx4CRW0AAAQQQQAABBBBAAIGQgA/PGQQAadIIIFAIAQKAhVAlz4wCPnTMGQvJAQgggAACCCCAAAIIIFBUAR+eM8Jl2Lril7GZAvxc02OuLpkCXNQmzcUQiEyAAGBklGSUi4APHXMu5eVYBBBAAAEEEEAAAQQQKLyAD88ZBAAL3064AgLlKEAAsBxrPQZl9qFjjgEjt4AAAggggAACCCCAAAIhAR+eMwgA0qQRQKAQAgQAC6FKnhkFpk2bZqussoo7bvLkyda/f/+M53AAAggggAACCCCAAAIIINCewNdff22DBw92h3z22Wc2YMCATgcWDgAOsiHWxepKXoaFtsBesWfcfTAFuOTVwQ0g0CEBAoAdYuOkfAVeeeWVZMecb16cjwACCCCAAAIIIIAAAgi0FtBAg0GDBnU6mHAAMI43TwAwjrXCPSGQWYAAYGYjjiiAAAHAAqCSJQIIIIAAAggggAACCCQFCAAWpjEQACyMK7kiUGgBAoCFFib/lAILFiywKVOmuNf69etn1dXVRZcKTw9gGnLR+SO7IPUYGWVJM6IeS8of2cWpx8goS5oR9VhS/sguTj1GRlnSjKjH3Pnr6+tt+vTp7sT11lvP6upKP30211KoDN98802upxXt+GWXXbYkz29FKyAXQsBTAQKAnlYsxcos4MMCwZlL6f8R1KMfdUw9Uo9+CPhRCt6P1KMfAn6UgvejH/VIKRBAAIE4CBAAjEMtcA8lEeALVUnYI78o9Rg5aUkypB5Lwh75RanHyElLkiH1WBL2yC9KPUZOWpIMqceSsHNRBBBAwEsBAoBeViuFykaAL1TZKMX/GOox/nWUzR1Sj9koxf8Y6jH+dZTNHVKP2SjF/xjqMf51lM0dUo/ZKHEMAggggEA2AgQAs1HiGC8F+ELlR7VSj9SjHwJ+lIL3I/Xoh4AfpeD9SD36IUApEEAAAQSiEiAAGJUk+XQ6Ab4Yd7oqS3nD1CP16IeAH6Xg/Ug9+iHgRyl4P1KPfghQCgQQQACBqAQIAEYlST6dToAvxp2uyggA+lFl1CP16LGAH0Wjf6Qe/RDwoxS8H/2oR0qBAAIIxEGAAGAcaoF7KIkAX6hKwh75RanHyElLkiH1WBL2yC9KPUZOWpIMqceSsEd+UeoxctKSZEg9loSdiyKAAAJeChAA9LJaKVQ2AnyhykYp/sdQj/Gvo2zukHrMRin+x1CP8a+jbO6QesxGKf7HUI/xr6Ns7pB6zEaJYxBAAAEEshEgAJiNEscggAACCCCAAAIIIIAAAggggAACCCDQSQUIAHbSiuO2EUAAAQQQQAABBBBAAAEEEEAAAQQQyEaAAGA2ShyDAAIIIIAAAggggAACCCCAAAIIIIBAJxUgANhJK47bRgABBBBAAAEEEEAAAQQQQAABBBBAIBsBAoDZKHEMAggggAACCCCAAAIIIIAAAggggAACnVSAAGAnrThuGwEEEEAAAQQQQAABBBBAAAEEEEAAgWwECABmo8QxCCCAAAIIIIAAAggggAACCCCAAAIIdFIBAoCdtOK4bQQQQAABBBBAAAEEEEAAAQQQQAABBLIRIACYjRLHIIAAAggggAACCCCAAAIIIIAAAggg0EkFCAB20orjthFAAAEEEEAAAQQQQAABBBBAAAEEEMhGgABgNkocgwACCCCAAAIIIIAAAggggAACCCCAQCcVIADYSSsuDrddUVGR1W1st912Nn78+HaPHTNmjN100002efJkmz59uvXr188GDx5sxxxzjA0dOjSr69TX19utt95qd999t73//vs2Z84cW3755W2nnXayk046ydZee+2s8pkxY4aNGjXKHn74YZs2bZo1NTXZKqusYnvvvbfLZ6mllsoqn3fffdeuueYaGzdunH355ZfWo0cP+8UvfmGHHHKI/e53v7Pq6uqs8onCpr0L5VuPd9xxhx1xxBFZleX222+3ww8/vN1j582bZ9ddd5098MADNnXqVFu0aJGtuOKKtvvuuzv/lVZaKatrffHFF64eH3/8cdN/d+nSxVZffXU74IAD7Pjjj7du3bpllc+LL75o119/vU2aNMm++eYb69Onj22wwQauHL/+9a+zykMH3Xvvvabyv/322/bjjz/asssua9tss42dcMIJtvnmm2edTzYHfv/993bbbbfZI488Yp988om7ntqtHLfddlvbZ599bIsttmg3qziV29c2kakuO1qP+rzdYYcdMmXvXj/vvPPs/PPPb/dYPluzokwetP3229uECRNyOunZZ581nZcqRdEHUIc5VYc7OIp6pH/Mzr0Y/aO+S9x1113uu8Vbb71lP/zwg9XU1LjviVtttZX7vplNX8z7MX2dRmGTXYvhKAQQQACBjgoQAOyoHOdZvoEjESq4duyxx7rgX7qkL2X/+Mc/2r2egnYKEL388ssps1HwR0GcI488st2ae+WVV2yvvfayr7/+OuVxyy23nAuqbLrppu3mo0CkAjsLFy5MeZy+ZD722GPtBhOjssnUVPOtxygfcBSsUj1++OGHKW97iSWWsHvuucd22223douloJ8CrTNnzkx53JprrmmjR4+2VVddtd18LrzwQrvgggussbEx5XF77LGH3X///VZXV5c2nwULFtj+++/v6jtVqqysdAGY4cOHZ6qqrF7Xw81xxx1nek+kS2rjCnCnS3Eqt49tIpuKzKceowwA8tma3Q9d4TrNNXCkzwD9SKFARDhF1QdQh7nXoeohinqkf4xH//i///u/7rvFlClT2v34/dOf/mR/+9vfUn7f5P2Y/sfvqGyy6Rs5BgEEEEAgPwECgPn5lfXZQeBIwQaNqEqXunfv7kbQpUpnn322jRw50r200UYb2emnn26rrbaaG7V02WWX2RtvvOFe03EjRoxImUdDQ4MNGTLEJk6c6F7X6Kajjz7allxySRcQ1HnfffedVVVVudFgu+66a8p8NEpvk002sW+//daNzjvllFPsl7/8pTtWwZsrr7zSNIpimWWWsddee63Nw1qQ6dixY12ASkEjHat732yzzdyvzTfffLP95z//cYdqJJZGfejhr1A22TTQfOsx/ICjsitImi6tsMIK1rt375Qva8TmoEGD7IMPPnCvqw41wq5r167O6eKLL3ajOjVyT6PT1l9//ZT56Jf9Lbfc0jRqTKMuzzrrLDcaav78+W4UnupAaa211jIFfHVMqnTLLbe4e1BSm/zLX/5i6623nn311Vd29dVXu3tSUqDxX//6V9oy63UFLZV0H3/84x+dkR5E1PbV1pV0X0cddVQ2VZb2mDvvvNONxlTbW3rppV0gcOutt3bvBY1e1LUeffRRUyBVAaa4l9vXNpGpkvOtx3AAUCNB9b5Kl9RO9L9Uic/W9P1Oe3X42Wef2dy5c9ut5vfee88OPPBAd8zOO+9sTz75ZJvj6R9L2z9GUY/0j6XvH/W9beONN04G//TdQd/v9EPg7Nmz7bnnnnNBv+A9q++ep512Gu/HGH5fzdR38joCCCCAQGYBAoCZjTgijUAQOMpmClmqLDS9U1Ni9eVMI+oUwFOwJ0gK4Gj68KuvvuoCcgoMKRDTOoW/YCsQqemj4aTrKLA3a9YsGzhwoOnBK9X0W03p/Oc//+lO1agujdoKJwVMNH1USUEWPVi3TiqLyqRr9urVy15//fU296yRgRqNqKTrHXbYYW3yicomm8abbz2G/fXANGDAgGwu2+YYjYLTaDulVF/AFfRT0FTGCqQ988wzKa+j1xQAUR2rTbWe6nr55Ze7QLOSrnfuuee2yeenn35yQWv9v6YcK+Dbt2/f5HEKjPzqV79ywTQlTffTvbVO+nswrU+jBf/nf/7HBaKDpCmeapsa/aOpxZ9++mnaAGkmVE17VxBdo041tTgI9KU6T1OhamtrY19uH9tEMeoxHABsb2pppnvhszV9v5PJLtPrZ5xxhvucU9K0xEMPPbTFKVH1AdRh4epQFZapHukfS98/PvTQQ7bffvu595e+D2g5j3A/rL+rj9drixcvdn2xfjQOf0/k/RiP76uZPld5HQEEEEAgswABwMxGHJFGIN/AUTgQpuBOqrVXXnrppWQA58QTT3Rr6rVO66yzjgvq6Uvb//3f/6Vc2+2SSy5xI8GUHnzwQdt3331bZKNRf5p+pcCORghqHZNUSesRapSbvjxqxKBG+IVTOEioEWtnnnlmm2wU2NRIOK3Ltu6666ackhKVTTaNN996jOIBR1+6NQpJATcFUN95552UIyM1XfzGG290xVJgWMGzcNKIPq0dqfT73//eTR1vnTQ6Tu4KmKnNqO61DlA4hYOE//73v1Ou9ae2pmCn2oxGigbBwHA+mnKkqcZqL1pPUvXeOmlU4kEHHeT+fMUVV9ipp56aTbW1OUZrXT799NMuUKmyhQOW2WYYp3L72iYy1UUU9RhVAJDPVrN0/U6memzvdX0G6YeFYG1YfQa1XpM0qj6AOixMHap+s6lH+sfS948a7XfVVVe5t+R///tf049xqZJmj+hHOiWN0Nf3hCDxfozH99V8Pnc5FwEEEEAgIUAAkJbQYYF8AkdaL0QbEugBSFMxFbBIl/S61oRT8EQjpcJr1n388ce2xhpruFMVHLrhhhtSZqPpj/3793evHXzwwW6jkHDS9EutNaikgEwwNat1ZuFgjdYtDKaIBseFp3tqHUFt9JAqhQNZH330kRuZGKSobLKt2HzqUdeI4gHnqaeesl122cXdsoK1GlWRKoUDwpqS+9e//rXFYeEpczpWU69TpXBAWFPvNAUvnLQg+AsvvOBGcWpTmlSj5XR8EBDWGpMazReeTqzpqwrCaUSejnviiSdS3otG42nTG41Q1dTl559/PtuqSx6n0bEKnCpp1JxG5XYkxancPraJTHUSVT1GEQDkszV9v5OpHjO9Hm7bGnmuzYHCKao+gDosXB2qvjLVI/1j4gfTUvePCuIHM0P046KC4qmSpv3qRzil8A+MvB9//uG11N9XM3228joCCCCAQGYBAoCZjTgijUA+gSNNdQym86YbqRVcVq8Hm4TovPB6gpqGqx11ldKN1Ary0Xov+vKikReff/55i1JpGq6mYSm1F7jTa8EadzonmDIcZKa8tdi0rhWsZZeKT/eqQKSSyhDeRTcqm2wbbj71GNUDjqbhXnTRRe6W040G1Wua/qs1BLVWj6bctt5pU3/T9B6tO6nRhOl2WtY1FGxT0rWDqcf6twJyOl/Xam80qI7VKE8FIpU0JTm886r+veOOO7rX0o0GDepI11EgUverEaKtRyRmqkvZBVOZtft0sOO1RpkqMKk1ADPtXh23cvvYJopRj7pGFAFAPlvT9zuZ6jHT67/5zW+S64a2/tzQuVH1AdRh4epQ9ZSpHukf49E/jho1yq29q5TNCEB9J9L3B/0AyPsx8d06Lt9XM3228joCCCCAQGYBAoCZjTgijUAQOFKwQcESjc5TAEOj3hRc0ciGcEAknI024wg22NDUjJNPPjmts17XFA4lnRfeATb8i602DNlwww3T5qOdT/XlT/ethZ8V5AmSFsnXL77aHEFf/NpLOkajtXTO5MmTk4dqxJe+MOrX4ky7rOpetSi1ksoQrAUVlDEKm2wbbj712PoBR2s2ajSnAk+yWH311U1TGrUZResdLsP3p/UWNTVbSeem2yhEr2+wwQb29ttvu1FzWqcnnPQ3Bbx0zJtvvpmWQNdQUExJ19aaj0FSAC2Y+qOHhr///e9p89F0IU0bUtIIg/BmOPq3Rh4o6bi99947bT66jh5SlMIBvGzrMJhqrLapsmnTEbUpOQVJgfPf/va3bopxqo1P4lZuH9tEpvqMoh51jXAAUOta6bNZ7xV95mnautal1HsyGD2d6r74bE3f72Sqx/ZeVz+hPlI/YugHIy0N0HondvrH+PSP6eoym3qkf4xH/6hR/Pouou9tGuWuHw5brwGo72RahkY/hGlJjmDjrii/k/GZWpjP1Hw+jzkXAQQQKEcBAoDlWOsRlbn1Q0uqbBX00BRRBSbCSWuz6QFUSevmBQs0p8pDgaFgQw6dpxGBQdIusffdd5/7p77ktbfuWXgaiEbnaZRekPRApnWYNDVEU0TaSwoOKViiczQiMEjh6XtaL+baa69Nm42CVApWKakM+oU1SFHZZFvN+dRj6wecdNesq6tzgbRw3YWP1Rdv7disAIUerNpLCo7qAVlpwYIFbnpR8N/BJjIKpGjn5vaSgmB6CNe1NSIwSFr/cdiwYe6fWhPvz3/+c9psFDQOdljVeo8a6Rck/fvSSy91/9TahNroJl3StKNg10FdP91O1enOV3BPgQQFPrXrb+uNcMLnqf2m2q05buX2sU1kek9GUY+6RjgAmO6a2n18+PDhbrp4qs8APlvT9zuZ6rG91zVqXD+OKaXb3T6qPoA6LEwdqu6yqUf6x3j0j6oH/QinJVrmz5/vNsvSj876AUTfN7TshnYB1g/D+hFZy3WEl2/h/Rif76v5fPZyLgIIIIBAQoAAIC2hwwIK1uy5555umqPW6VNARUE4/bqqL0wzZsxweWtUmNbKCU9rDG82oC9bWiMtXdLrwai/1pskBCNmdK6+2CnQlC6Fd+trvYGEyqKpl1ozTmvHtZd0jEb+qbz6whik8AYUupbWmUuXdK/Bou+tN5CIyibbis2nHoMHHE1B1Ug4jTbS2o5Kmsam3fcUwNWoSCVt4BGstRi+v2Chem2qovUa20tanzEYsadAajC1VW1PG4ko6Rit19he0rU0Kqr1RizhjVy0pqTWa0yXNNoxmG7berOA8KLhOk7vkXRJ1wlGD6bapCZTXQajUhUM1ZqDGkGp9qc60UhMLWiuKbXBOoQaoaup0goCBSlu5faxTRSjHnUNBQA1ZUv1r4Dwqquu6kZnaySgNqvRcgfaZEVJmyONHDmyza3x2Zq+38lUj+29rv4y2MFca9umGoUZVR9AHRamDlW/2dQj/WM8+sfg/ajN4q688kq37ErwnSR4Td8H9L1N30/Cs0P0Ou/H+Hxfzeezl3MRQAABBBICBABpCR0W0FTZdFM1NZpOo6g0rULp6quvtpNOOil5rfCaZdq5dMiQIWnvI7yWms4755xzkseGv4RrN9ZwQKN1huE1xRT80INxkDQdRDv6bbPNNjZx4sR2TYJ15nSOpj4HSXnqNSWNrLnwwgvT5qNrBVNQVIZx48ZFbpNtxeZTj7rGzJkzXZAp3UhCjcRTIEIBBwU9P/nkkzabo2g9SAUMFTxUkKK9FF6vUestBjvr6r81pU5JazPdeeed7eYTrNeoa0+dOjV5rIIjuobSrbfeakceeWTafMJrdWktyltuuSV5rP6tBw0llVlBmHQpvFaXrn/ooYdmW33uOAV31P6V1K6ee+65Nrtqq80p2BwEAVuPvI1buX1sE5kqNYp61DU0slUb16RbS1I/YGjTHb139b59/fXX2yyfwGfrz2t4tu53MtVjute1c/jKK6/s+prWI4/D59A/xqd/TFWX2dYj/ePPaz2Xsn9UPej7h9b61YZvrZcOCepYo/k1IlqBc96PPwvE6ftqRz97OQ8BBBBA4GcBAoC0hoIJKDiinUm1porWX9GOhEHiF9XO84tqe/WYbePRbr1B4HbEiBFu6ls4+Tjaq5gjAIPpzDJtPaU87Bxe509BWY3QDBIjAM0KPSo00/slinrMdI3gde2EHgSajzrqKPdgHE6MHot+9Fh49/H2RhfTP8a7f8y2HrN9L9I/FnaEvH4Q0SwS/birH8i0Dq42XtOPclpGRMuP6Adb/XCmH0S07nSwaYjqkPdjvN+P2b7POA4BBBBAICFAAJCWUFCB8HptX375ZXIHXdZU6VxrqqSrx2wbj35x15o6mnaz8847ux1vw8nH9d6KuQZg//79k1OntTZVMIIxVf1oxKTei61HW7IGoLlp/YVcFzLT+yWKesx0jeB1jV7WmqkaBThw4EC3Q3o4sX5c9OvHBT90aKq+1o/t06dPyuqif4x3/5htPWb7XqR/LOwauVrHV2v8KWlNam2G1Trp81Cjop999lk3k0SzV9Zff313GO/HeL8fs32fcRwCCCCAAAFA2kARBE4//XT366mSpp0FGyZoWugee+zh/p7PLsDhL3b57AKsDRpee+21vHcB7tmzpytTPrsAR2UTZfWmq8dcrqH1+bROn9bM00i0cNImMMFotFLvAqxNYNZbbz13e/nsAqxNYP7whz+4fAq9C/DgwYPdRiNKmabUa51GrXOpIIRGPwQpbuX2sU1ker9EUY+ZrhF+PbiepuYr8BlOfLZGu2NleMOgfffdN7nrear6iqoPoA6jrUPVVS71mMt7kf5x77Rc6odHjRrlXtd3h2Dd3Wx89aOjfuj44Ycf3HqbWnczXdJmIMHSMNokRN9NlXg/pt+VOyqbbOqSYxBAAAEEohFgBGA0juSSRkA7m2rjDqVwADC8dpp2htUvrOmSXr/pppvcyzpPO2UGKbx2mnbS1aiVdEm7/mqUi9Z++/zzz1scFl5XTiMz4XHIkgAAFFxJREFUwjvAhQ/Ua8stt5z7k87RaKtwCtaV07W0K3C6pHvVIv1KKoOmowQpKpsoG2W6eszlGtr1WJt2pAoAhtdn1I68GhGYKulXeq07qWCF1lvUhjPhFKzPqEW8tbah1lRLlXQNbYShpGtrbaAgacq6AiJaU0+78WpkXLqkXX//8pe/uJe1VuUOO+yQPDS8dqWO04jAdEnX0ahI3W+wflsutmo/GtmgpHw0yjJdCoI+rXdcjlu5fWwTmeo0inrMdI3w6/pBRgGNVAFAPlvT9zu5GAfHag3ca665xv3zv//9b/IHsFR5RdUHUIfR1qHqKpd6zKWd0D8Wpn/UpmIaWa2UaXMw/SDWtWtXd6w2pgvWy+X92Lm+r+byvuNYBBBAoBwFCACWY60XsczhdaS0cPbyyy/vrq5fZTUV8auvvnK7o2qX1HRJ6wgqmKZztdFDeLMJBfQUbFPSbq1aVylVCn8JPOigg+yee+5pcZgCjAo0Kmn3WH1RTJX0ms5XSrWjrYJ6Cu4ptRdI1L3qfKXWO0FGZRNlNaerx2yvEZ7itNNOO7ldocNJQSsFwZS0vpJ240uVNHJNI9iUUu1eqmCcgm1KOlY7NqdK4TWcxo4d66b+hJOCgwoSanMTjVrUhgqpkh4SdL5G0+m4YASojtUO0Rp5oMBa+GGidT56XQ9/s2bNcmV74YUXsmVNHnf77bcnNyvJtHOx7kk7dKcaDRGncvvYJjJVbFT1mOk6el3BdO2grXbXeo1Wvc5na/p+Jxvf8DHagED9lz4j9F5Xv5fuxwmdF1UfQB1GV4eql1zrMdt2Qv/4c7At6v5RPzrqPaeUaeSt+mz1+Upa9kQ7pvN+THy37kzfV7N933EcAgggUK4CBADLteaLUG79aqrgnr40a7Fl7YQaTscff3wyYJdu1Fc44KPjr7vuujZ3rhFlCiAuueSSLkCo0SytUzjgc//999v+++/f4hAFCPWApt3O2hv1FQR8tEaM1lFrPVJQeQfBw3SjvubNm+eCn5rqmmo0nG4sKpsoqjlTPWZzDW38oZ2RlVLtqKkgmKZAaT0yBXw1zSfVrsLhL6LhEaXBPehvQdAv3chS1fG6667r2oxGE+rhq/VuqZdddlkyCJluZKkC2gMGDHAjBbXA+OOPP96GQn/XKAI97H/22WfJHYvDB4aDyrquRlvmmhTQ0ygHvddSrbEY5KcRk9tvv737Z+tdGfW3OJXb1zbRXt1GVY/ZtJ9//etfbrfsdG1Bf+ezNfFZnKrfycY4OEYj/rQshFKmZQWCc6LqA6jDaOpQ9dKResymndA/Fq5/VH+vtTb1Q4dmb2j2R7rge3g6q5bvCKYdR/mdjPdjdO/HbN5bHIMAAggg0FaAACCtokMC+mV02LBhab9Iffvtt+51rcunpAWYTznllBbX0ugELaatkShag087tAXTL3Tg/Pnz3TRPTVHTF7b33nvPLVbfOoWnOWnnVa29Fk4KPG688cbuC+Bqq63mRhOm+gIYngasHVG1Blk4hXdJ1SLSwZTL8DEKwCiApWvql+TXX3/dXTOcwrvDasTP4Ycf3qZMUdlkqtx863HatGkukLnRRhulvZS+VOuXdwV06urqbOrUqcmRoOGTwlM+UwXCFCRWe1B72W677Wz8+PEprxlMA1Ydq00FIwaDg8M7+p133nl2/vnnt8lH6wUpaK2A5Morr+zWh9RoqSAp6PerX/0qOUKg9fTf4LjwNOA999zT/vOf/7hdCIOk0QmbbLKJffHFFy4YqWBruo0BMtVlOGCQKmip0Q2yefPNN11WqQKocSu3j22i0PWo9+Nbb72VDPSmup7qXj90aJq8Au36tz6D+WzNvt/JVI/h18PrWeqzRP1RphRVH0D/mP67Q6Y6aP16rvVI/5gYQVfq/jE8M0P9vfr91kmfm1r/T98zlVrPDOD9aFbq76u5vl85HgEEEEAgtQABQFpGhwQ08knBLgV2FGDRvxW8U0BDgRmt6afRLEr6UjVu3Dg3TbJ10jROjc5TUhBJUz8VMFMA7dJLL00GEFNN9wzyUjBGASEt4Kykezr66KNdIEUPthpxplFeGrWnYJQCk6mSRg8qGKNpWgoenXrqqW4aiJLOUxBTwSdNJ1FgT6P4UqXRo0e79Z30y/Myyyxj55xzjmndNX3BvPnmm5ObXchFVuGAUDi/KGwyVW6+9aj717p3agMq84YbbuhG8mkKm4JZDz74oPuf/q2k4KwCoKmSAlQKQgS7kR5zzDFuTUe1K+3MN3LkSJszZ477t6bJ6lqpkoLOW221lQsga1dXTQvWPerfGm0XrCepKbAKLoen7Ybz05QXjThUUps8++yz3eYgmr7397//3d2TUqop5eF89Lquq6T70OLiGokwZcoU++tf/5ocGav3TDANPVO9pXpd7VZ+Ciaq/ere99lnHxeI1rX0fgrWpTzuuOPs+uuvT3mZOJXb1zbRXv3mW48KOmidVO1guffee7vPNI0O1eeM2oaC/nfddZf7/FbSiFMF3FMlPlvPcp87+SR97st/4cKFbuSx3ovZpij6AOow/zpUfXWkHukf49E/qt/T56BmXyjpu4p+xNWPfFr3TzNN1Kfr81Fpxx13dN9ZWyfej6X9vprt5ybHIYAAAgi0L0AAkBbSIQEFjlpvpJEqIwXjbrnlFje6KVVSkEzBOo1SSJc0VVFBGwXw0iUFHjXdMtgJtfVxWsNNwSddq7308ssvu4dmTQlOlTTl9+GHH067tlxwjgJ9J554ohv1liopIKgpo1qPLV2Kyqa98uZbj8EDTqZGpGnZ2lFPQb32kkYHqh4//vjjlIcpmHX33XcnA7Pp8lKQ49BDD3WjPlMlBf/kr7XP2ksaKaAAchDAbH2s7lW7F2tkY7qkwKNGjigwnCqpXWt6dKqRiJlcW7+uac0aaSjHdOnII490AfrW057Dx8ep3D62iUz1mk89BgHATNdQQFDtTqMsU023D87nszV9v5PJWK/rvaaAu1KuU/yj6gOow/zqsKP1SP8Yn/5RAT39GKf3QntpyJAh7kfLVCPxeT+W9vtqNp+3HIMAAgggkFmAAGBmI45IIaC1xPQ/TcvUSC99qVKwRSOuVlxxRbfDqn5hbT39Mh2mgiMK8imAp7wUGNMOlRoRlW7EXuu8NDpPgTdt8KEHaO2mqpFW+jVX6y5punE2Sde/+uqrXaBPD9NKGlGjNZw0eis8FbS9/N555x23hszTTz/tRo1p11VNDz7kkEPsqKOOancR+HC+Udiku89861EjtLQuktqBRtNp4xP5qS70BVrm8ld5NTIwm6R605pbmnKt4I+CqGpTCrapHjUlN5ukALXqUYE+rdenILACflr/UcHZVGtFpspXow11P5MmTTJNbVcwe4MNNnA7NwcbwmRzP2qXmjau6ZmaeqnRodtss427l2zfJ9lcR37aCEQPMQqkatSk7DUqUu+n8E7F7eUXp3L72iba8+9oPer9ErwnNQJaa5XqPamRLksssYTbNEnrQOo9qR8Askl8tmajlPoYve/0XgpGYAa7yOeSYxR9AHWYi3jbYztSj/SPiQ3TsknF6B81K+XWW2916/JqnWH1wxotrx929X1TU4X1A1p7P4ioLLwf09doFDbZtBeOQQABBBDouAABwI7bcSYCCCCAAAIIIIAAAggggAACCCCAAAKxFyAAGPsq4gYRQAABBBBAAAEEEEAAAQQQQAABBBDouAABwI7bcSYCCCCAAAIIIIAAAggggAACCCCAAAKxFyAAGPsq4gYRQAABBBBAAAEEEEAAAQQQQAABBBDouAABwI7bcSYCCCCAAAIIIIAAAggggAACCCCAAAKxFyAAGPsq4gYRQAABBBBAAAEEEEAAAQQQQAABBBDouAABwI7bcSYCCCCAAAIIIIAAAggggAACCCCAAAKxFyAAGPsq4gYRQAABBBBAAAEEEEAAAQQQQAABBBDouAABwI7bcSYCCCCAAAIIIIAAAggggAACCCCAAAKxFyAAGPsq4gYRQAABBBBAAAEEEEAAAQQQQAABBBDouAABwI7bcSYCCCCAAAIIIIAAAggggAACCCCAAAKxFyAAGPsq4gYRQAABBBBAAAEEEEAAAQQQQAABBBDouAABwI7bcSYCCCCAAAIIIIAAAggggAACCCCAAAKxFyAAGPsq4gYRQAABBBBAAAEEEEAAAQQQQAABBBDouAABwI7bcSYCCCCAAAIIIIAAAggggAACCCCAAAKxFyAAGPsq4gYRQAABBBBAAAEEEEAAAQQQQAABBBDouAABwI7bcSYCCCCAAAIIIIAAAggggAACCCCAAAKxFyAAGPsq4gYRQAABBBBAAAEEEEAAAQQQQAABBBDouAABwI7bcSYCCCCAAAIIIIAAAggggAACCCCAAAKxFyAAGPsq4gYRQAABBBBAAAEEEEAAAQQQQAABBBDouAABwI7bcSYCCCCAAAIIIIAAAggggAACCCCAAAKxFyAAGPsq4gYRQAABBBBAAAEEEEAAAQQQQAABBBDouAABwI7bcSYCCCCAAAIIIIAAAggggAACCCCAAAKxFyAAGPsq4gYRQAABBBAoH4F///vfdvDBB7sCH3PMMXbjjTemLPwXX3xh66+/vs2cOdMGDhxob7zxhnXv3r18oCgpAggggAACCCCAAAI5CBAAzAGLQxFAAAEEEECg8AKHHnqo3X333e5CDz/8sO21114tLtrY2GhDhgyxCRMmWHV1tb3wwgs2aNCgwt8YV0AAAQQQQAABBBBAoJMKEADspBXHbSOAAAIIIOCrwKxZs2yDDTawadOmWd++fW3KlCm27LLLJot76aWX2plnnun+PWLECDv77LN9paBcCCCAAAIIIIAAAghEIkAAMBJGMkEAAQQQQACBKAWee+4523777a2hocGGDh1qo0ePtoqKCjfVd/PNN7dFixbZ1ltvbePHj7eqqqooL01eCCCAAAIIIIAAAgh4J0AA0LsqpUAIIIAAAgj4ITB8+HA3wk9p1KhRdtRRR9kmm2xi77//vvXq1cveeustGzBggB+FpRQIIIAAAggggAACCBRQgABgAXHJGgEEEEAAAQQ6LlBfX29bbbWVTZ482erq6txIQK0JqHTXXXeZ1gokIYAAAggggAACCCCAQGYBAoCZjTgCAQQQQAABBEokMHXqVNtwww1t7ty5yTv49a9/bdotmIQAAggggAACCCCAAALZCRAAzM6JoxBAAAEEEECgRAKaBqzpwEraFOTjjz+23r17l+huuCwCCCCAAAIIIIAAAp1PgABg56sz7hgBBBBAAIGyEZgzZ47bEfjTTz91ZdZGIOPGjbMhQ4aUjQEFRQABBBBAAAEEEEAgXwECgPkKcj4CCCCAAAIIFEzgiCOOsDvuuMPl37NnT5s9e7atsMIK9vbbb1ufPn0Kdl0yRgABBBBAAAEEEEDAJwECgD7VJmVBAAEEEEDAI4GHHnrI9ttvP1eiww8/3A488EAbNmyY+/cBBxxg9913n0elpSgIIIAAAggggAACCBROgABg4WzJGQEEEEAAAQQ6KPDVV1/ZeuutZz/88IOtuuqq9uabb7oRgH/4wx/s2muvdbneeeed9pvf/KaDV+A0BBBAAAEEEEAAAQTKR4AAYPnUNSVFAAEEEECgUwg0NTXZrrvuak899ZRVVVXZpEmTbIsttnD3Pn/+fNt0003tvffes169ermpwCuvvHKnKBc3iQACCCCAAAIIIIBAqQQIAJZKnusigAACCCCAQEqBq666yk455RT3mnb/vfDCC1sc98Ybb9jmm29uixYtsm222cbGjx9vlZWVaCKAAAIIIIAAAggggEAaAQKANA0EEEAAAQQQiI3AlClTbNCgQbZw4UIbPHiwPf/881ZdXd3m/i699FI788wz3d9HjhxpZ511VmzKwI0ggAACCCCAAAIIIBA3AQKAcasR7gcBBBBAAIEyFVDQT8E/BQG7d+9uGuk3cODAlBqNjY02ZMgQmzBhgtXU1NiLL75om2yySZnKUWwEEEAAAQQQQAABBNoXIABIC0EAAQQQQAABBBBAAAEEEEAAAQQQQMBjAQKAHlcuRUMAAQQQQAABBBBAAAEEEEAAAQQQQIAAIG0AAQQQQAABBBBAAAEEEEAAAQQQQAABjwUIAHpcuRQNAQQQQAABBBBAAAEEEEAAAQQQQAABAoC0AQQQQAABBBBAAAEEEEAAAQQQQAABBDwWIADoceVSNAQQQAABBBBAAAEEEEAAAQQQQAABBAgA0gYQQAABBBBAAAEEEEAAAQQQQAABBBDwWIAAoMeVS9EQQAABBBBAAAEEEEAAAQQQQAABBBAgAEgbQAABBBBAAAEEEEAAAQQQQAABBBBAwGMBAoAeVy5FQwABBBBAAAEEEEAAAQQQQAABBBBAgAAgbQABBBBAAAEEEEAAAQQQQAABBBBAAAGPBQgAely5FA0BBBBAAAEEEEAAAQQQQAABBBBAAAECgLQBBBBAAAEEEEAAAQQQQAABBBBAAAEEPBYgAOhx5VI0BBBAAAEEEEAAAQQQQAABBBBAAAEECADSBhBAAAEEEEAAAQQQQAABBBBAAAEEEPBYgACgx5VL0RBAAAEEEEAAAQQQQAABBBBAAAEEECAASBtAAAEEEEAAAQQQQAABBBBAAAEEEEDAYwECgB5XLkVDAAEEEEAAAQQQQAABBBBAAAEEEECAACBtAAEEEEAAAQQQQAABBBBAAAEEEEAAAY8FCAB6XLkUDQEEEEAAAQQQQAABBBBAAAEEEEAAAQKAtAEEEEAAAQQQQAABBBBAAAEEEEAAAQQ8FiAA6HHlUjQEEEAAAQQQQAABBBBAAAEEEEAAAQQIANIGEEAAAQQQQAABBBBAAAEEEEAAAQQQ8FiAAKDHlUvREEAAAQQQQAABBBBAAAEEEEAAAQQQIABIG0AAAQQQQAABBBBAAAEEEEAAAQQQQMBjgf8HWTm9U7alEE0AAAAASUVORK5CYII=\" width=\"640\">"
			],
			"text/plain": [
			"<IPython.core.display.HTML object>"
			]
			},
			"metadata": {},
			"output_type": "display_data"
			},
			{
			"data": {
			"text/plain": [
			"(485387.5, 833787.5000000001, 75187.5, 295787.5)"
			]
			},
			"execution_count": 19,
			"metadata": {},
			"output_type": "execute_result"
			}
			],
			"source": [
			"ALB='/Users/alinawalch/Documents/EPFL/data/meteo/datasets/2001_sample5M_ALB_4D/ELM50_500_CPU/model_unc.nc'\n",
			"ALB500 = xr.open_dataset(ALB)\n",
			"plt.figure()\n",
			"ALB500.ALB.isel(month = mon_idx).plot(x = 'x', y='y')\n",
			"plt.axis('equal')"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 21,
			"metadata": {},
			"outputs": [
			{
			"data": {
			"application/javascript": [
			"/* Put everything inside the global mpl namespace */\n",
			"window.mpl = {};\n",
			"\n",
			"\n",
			"mpl.get_websocket_type = function() {\n",
			" if (typeof(WebSocket) !== 'undefined') {\n",
			" return WebSocket;\n",
			" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
			" return MozWebSocket;\n",
			" } else {\n",
			" alert('Your browser does not have WebSocket support.' +\n",
			" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
			" 'Firefox 4 and 5 are also supported but you ' +\n",
			" 'have to enable WebSockets in about:config.');\n",
			" };\n",
			"}\n",
			"\n",
			"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
			" this.id = figure_id;\n",
			"\n",
			" this.ws = websocket;\n",
			"\n",
			" this.supports_binary = (this.ws.binaryType != undefined);\n",
			"\n",
			" if (!this.supports_binary) {\n",
			" var warnings = document.getElementById(\"mpl-warnings\");\n",
			" if (warnings) {\n",
			" warnings.style.display = 'block';\n",
			" warnings.textContent = (\n",
			" \"This browser does not support binary websocket messages. \" +\n",
			" \"Performance may be slow.\");\n",
			" }\n",
			" }\n",
			"\n",
			" this.imageObj = new Image();\n",
			"\n",
			" this.context = undefined;\n",
			" this.message = undefined;\n",
			" this.canvas = undefined;\n",
			" this.rubberband_canvas = undefined;\n",
			" this.rubberband_context = undefined;\n",
			" this.format_dropdown = undefined;\n",
			"\n",
			" this.image_mode = 'full';\n",
			"\n",
			" this.root = $('<div/>');\n",
			" this._root_extra_style(this.root)\n",
			" this.root.attr('style', 'display: inline-block');\n",
			"\n",
			" $(parent_element).append(this.root);\n",
			"\n",
			" this._init_header(this);\n",
			" this._init_canvas(this);\n",
			" this._init_toolbar(this);\n",
			"\n",
			" var fig = this;\n",
			"\n",
			" this.waiting = false;\n",
			"\n",
			" this.ws.onopen = function () {\n",
			" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
			" fig.send_message(\"send_image_mode\", {});\n",
			" if (mpl.ratio != 1) {\n",
			" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
			" }\n",
			" fig.send_message(\"refresh\", {});\n",
			" }\n",
			"\n",
			" this.imageObj.onload = function() {\n",
			" if (fig.image_mode == 'full') {\n",
			" // Full images could contain transparency (where diff images\n",
			" // almost always do), so we need to clear the canvas so that\n",
			" // there is no ghosting.\n",
			" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
			" }\n",
			" fig.context.drawImage(fig.imageObj, 0, 0);\n",
			" };\n",
			"\n",
			" this.imageObj.onunload = function() {\n",
			" fig.ws.close();\n",
			" }\n",
			"\n",
			" this.ws.onmessage = this._make_on_message_function(this);\n",
			"\n",
			" this.ondownload = ondownload;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_header = function() {\n",
			" var titlebar = $(\n",
			" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
			" 'ui-helper-clearfix\"/>');\n",
			" var titletext = $(\n",
			" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
			" 'text-align: center; padding: 3px;\"/>');\n",
			" titlebar.append(titletext)\n",
			" this.root.append(titlebar);\n",
			" this.header = titletext[0];\n",
			"}\n",
			"\n",
			"\n",
			"\n",
			"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
			"\n",
			"}\n",
			"\n",
			"\n",
			"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
			"\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_canvas = function() {\n",
			" var fig = this;\n",
			"\n",
			" var canvas_div = $('<div/>');\n",
			"\n",
			" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
			"\n",
			" function canvas_keyboard_event(event) {\n",
			" return fig.key_event(event, event['data']);\n",
			" }\n",
			"\n",
			" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
			" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
			" this.canvas_div = canvas_div\n",
			" this._canvas_extra_style(canvas_div)\n",
			" this.root.append(canvas_div);\n",
			"\n",
			" var canvas = $('<canvas/>');\n",
			" canvas.addClass('mpl-canvas');\n",
			" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
			"\n",
			" this.canvas = canvas[0];\n",
			" this.context = canvas[0].getContext(\"2d\");\n",
			"\n",
			" var backingStore = this.context.backingStorePixelRatio \|\|\n",
			"\tthis.context.webkitBackingStorePixelRatio \|\|\n",
			"\tthis.context.mozBackingStorePixelRatio \|\|\n",
			"\tthis.context.msBackingStorePixelRatio \|\|\n",
			"\tthis.context.oBackingStorePixelRatio \|\|\n",
			"\tthis.context.backingStorePixelRatio \|\| 1;\n",
			"\n",
			" mpl.ratio = (window.devicePixelRatio \|\| 1) / backingStore;\n",
			"\n",
			" var rubberband = $('<canvas/>');\n",
			" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
			"\n",
			" var pass_mouse_events = true;\n",
			"\n",
			" canvas_div.resizable({\n",
			" start: function(event, ui) {\n",
			" pass_mouse_events = false;\n",
			" },\n",
			" resize: function(event, ui) {\n",
			" fig.request_resize(ui.size.width, ui.size.height);\n",
			" },\n",
			" stop: function(event, ui) {\n",
			" pass_mouse_events = true;\n",
			" fig.request_resize(ui.size.width, ui.size.height);\n",
			" },\n",
			" });\n",
			"\n",
			" function mouse_event_fn(event) {\n",
			" if (pass_mouse_events)\n",
			" return fig.mouse_event(event, event['data']);\n",
			" }\n",
			"\n",
			" rubberband.mousedown('button_press', mouse_event_fn);\n",
			" rubberband.mouseup('button_release', mouse_event_fn);\n",
			" // Throttle sequential mouse events to 1 every 20ms.\n",
			" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
			"\n",
			" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
			" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
			"\n",
			" canvas_div.on(\"wheel\", function (event) {\n",
			" event = event.originalEvent;\n",
			" event['data'] = 'scroll'\n",
			" if (event.deltaY < 0) {\n",
			" event.step = 1;\n",
			" } else {\n",
			" event.step = -1;\n",
			" }\n",
			" mouse_event_fn(event);\n",
			" });\n",
			"\n",
			" canvas_div.append(canvas);\n",
			" canvas_div.append(rubberband);\n",
			"\n",
			" this.rubberband = rubberband;\n",
			" this.rubberband_canvas = rubberband[0];\n",
			" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
			" this.rubberband_context.strokeStyle = \"#000000\";\n",
			"\n",
			" this._resize_canvas = function(width, height) {\n",
			" // Keep the size of the canvas, canvas container, and rubber band\n",
			" // canvas in synch.\n",
			" canvas_div.css('width', width)\n",
			" canvas_div.css('height', height)\n",
			"\n",
			" canvas.attr('width', width * mpl.ratio);\n",
			" canvas.attr('height', height * mpl.ratio);\n",
			" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
			"\n",
			" rubberband.attr('width', width);\n",
			" rubberband.attr('height', height);\n",
			" }\n",
			"\n",
			" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
			" // upon first draw.\n",
			" this._resize_canvas(600, 600);\n",
			"\n",
			" // Disable right mouse context menu.\n",
			" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
			" return false;\n",
			" });\n",
			"\n",
			" function set_focus () {\n",
			" canvas.focus();\n",
			" canvas_div.focus();\n",
			" }\n",
			"\n",
			" window.setTimeout(set_focus, 100);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_toolbar = function() {\n",
			" var fig = this;\n",
			"\n",
			" var nav_element = $('<div/>')\n",
			" nav_element.attr('style', 'width: 100%');\n",
			" this.root.append(nav_element);\n",
			"\n",
			" // Define a callback function for later on.\n",
			" function toolbar_event(event) {\n",
			" return fig.toolbar_button_onclick(event['data']);\n",
			" }\n",
			" function toolbar_mouse_event(event) {\n",
			" return fig.toolbar_button_onmouseover(event['data']);\n",
			" }\n",
			"\n",
			" for(var toolbar_ind in mpl.toolbar_items) {\n",
			" var name = mpl.toolbar_items[toolbar_ind][0];\n",
			" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
			" var image = mpl.toolbar_items[toolbar_ind][2];\n",
			" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
			"\n",
			" if (!name) {\n",
			" // put a spacer in here.\n",
			" continue;\n",
			" }\n",
			" var button = $('<button/>');\n",
			" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
			" 'ui-button-icon-only');\n",
			" button.attr('role', 'button');\n",
			" button.attr('aria-disabled', 'false');\n",
			" button.click(method_name, toolbar_event);\n",
			" button.mouseover(tooltip, toolbar_mouse_event);\n",
			"\n",
			" var icon_img = $('<span/>');\n",
			" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
			" icon_img.addClass(image);\n",
			" icon_img.addClass('ui-corner-all');\n",
			"\n",
			" var tooltip_span = $('<span/>');\n",
			" tooltip_span.addClass('ui-button-text');\n",
			" tooltip_span.html(tooltip);\n",
			"\n",
			" button.append(icon_img);\n",
			" button.append(tooltip_span);\n",
			"\n",
			" nav_element.append(button);\n",
			" }\n",
			"\n",
			" var fmt_picker_span = $('<span/>');\n",
			"\n",
			" var fmt_picker = $('<select/>');\n",
			" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
			" fmt_picker_span.append(fmt_picker);\n",
			" nav_element.append(fmt_picker_span);\n",
			" this.format_dropdown = fmt_picker[0];\n",
			"\n",
			" for (var ind in mpl.extensions) {\n",
			" var fmt = mpl.extensions[ind];\n",
			" var option = $(\n",
			" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
			" fmt_picker.append(option)\n",
			" }\n",
			"\n",
			" // Add hover states to the ui-buttons\n",
			" $( \".ui-button\" ).hover(\n",
			" function() { $(this).addClass(\"ui-state-hover\");},\n",
			" function() { $(this).removeClass(\"ui-state-hover\");}\n",
			" );\n",
			"\n",
			" var status_bar = $('<span class=\"mpl-message\"/>');\n",
			" nav_element.append(status_bar);\n",
			" this.message = status_bar[0];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
			" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
			" // which will in turn request a refresh of the image.\n",
			" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.send_message = function(type, properties) {\n",
			" properties['type'] = type;\n",
			" properties['figure_id'] = this.id;\n",
			" this.ws.send(JSON.stringify(properties));\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.send_draw_message = function() {\n",
			" if (!this.waiting) {\n",
			" this.waiting = true;\n",
			" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
			" }\n",
			"}\n",
			"\n",
			"\n",
			"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
			" var format_dropdown = fig.format_dropdown;\n",
			" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
			" fig.ondownload(fig, format);\n",
			"}\n",
			"\n",
			"\n",
			"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
			" var size = msg['size'];\n",
			" if (size[0] != fig.canvas.width \|\| size[1] != fig.canvas.height) {\n",
			" fig._resize_canvas(size[0], size[1]);\n",
			" fig.send_message(\"refresh\", {});\n",
			" };\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
			" var x0 = msg['x0'] / mpl.ratio;\n",
			" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
			" var x1 = msg['x1'] / mpl.ratio;\n",
			" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
			" x0 = Math.floor(x0) + 0.5;\n",
			" y0 = Math.floor(y0) + 0.5;\n",
			" x1 = Math.floor(x1) + 0.5;\n",
			" y1 = Math.floor(y1) + 0.5;\n",
			" var min_x = Math.min(x0, x1);\n",
			" var min_y = Math.min(y0, y1);\n",
			" var width = Math.abs(x1 - x0);\n",
			" var height = Math.abs(y1 - y0);\n",
			"\n",
			" fig.rubberband_context.clearRect(\n",
			" 0, 0, fig.canvas.width, fig.canvas.height);\n",
			"\n",
			" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
			" // Updates the figure title.\n",
			" fig.header.textContent = msg['label'];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
			" var cursor = msg['cursor'];\n",
			" switch(cursor)\n",
			" {\n",
			" case 0:\n",
			" cursor = 'pointer';\n",
			" break;\n",
			" case 1:\n",
			" cursor = 'default';\n",
			" break;\n",
			" case 2:\n",
			" cursor = 'crosshair';\n",
			" break;\n",
			" case 3:\n",
			" cursor = 'move';\n",
			" break;\n",
			" }\n",
			" fig.rubberband_canvas.style.cursor = cursor;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
			" fig.message.textContent = msg['message'];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
			" // Request the server to send over a new figure.\n",
			" fig.send_draw_message();\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
			" fig.image_mode = msg['mode'];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.updated_canvas_event = function() {\n",
			" // Called whenever the canvas gets updated.\n",
			" this.send_message(\"ack\", {});\n",
			"}\n",
			"\n",
			"// A function to construct a web socket function for onmessage handling.\n",
			"// Called in the figure constructor.\n",
			"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
			" return function socket_on_message(evt) {\n",
			" if (evt.data instanceof Blob) {\n",
			" /* FIXME: We get \"Resource interpreted as Image but\n",
			" * transferred with MIME type text/plain:\" errors on\n",
			" * Chrome. But how to set the MIME type? It doesn't seem\n",
			" * to be part of the websocket stream */\n",
			" evt.data.type = \"image/png\";\n",
			"\n",
			" /* Free the memory for the previous frames */\n",
			" if (fig.imageObj.src) {\n",
			" (window.URL \|\| window.webkitURL).revokeObjectURL(\n",
			" fig.imageObj.src);\n",
			" }\n",
			"\n",
			" fig.imageObj.src = (window.URL \|\| window.webkitURL).createObjectURL(\n",
			" evt.data);\n",
			" fig.updated_canvas_event();\n",
			" fig.waiting = false;\n",
			" return;\n",
			" }\n",
			" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
			" fig.imageObj.src = evt.data;\n",
			" fig.updated_canvas_event();\n",
			" fig.waiting = false;\n",
			" return;\n",
			" }\n",
			"\n",
			" var msg = JSON.parse(evt.data);\n",
			" var msg_type = msg['type'];\n",
			"\n",
			" // Call the \"handle_{type}\" callback, which takes\n",
			" // the figure and JSON message as its only arguments.\n",
			" try {\n",
			" var callback = fig[\"handle_\" + msg_type];\n",
			" } catch (e) {\n",
			" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
			" return;\n",
			" }\n",
			"\n",
			" if (callback) {\n",
			" try {\n",
			" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
			" callback(fig, msg);\n",
			" } catch (e) {\n",
			" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
			" }\n",
			" }\n",
			" };\n",
			"}\n",
			"\n",
			"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
			"mpl.findpos = function(e) {\n",
			" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
			" var targ;\n",
			" if (!e)\n",
			" e = window.event;\n",
			" if (e.target)\n",
			" targ = e.target;\n",
			" else if (e.srcElement)\n",
			" targ = e.srcElement;\n",
			" if (targ.nodeType == 3) // defeat Safari bug\n",
			" targ = targ.parentNode;\n",
			"\n",
			" // jQuery normalizes the pageX and pageY\n",
			" // pageX,Y are the mouse positions relative to the document\n",
			" // offset() returns the position of the element relative to the document\n",
			" var x = e.pageX - $(targ).offset().left;\n",
			" var y = e.pageY - $(targ).offset().top;\n",
			"\n",
			" return {\"x\": x, \"y\": y};\n",
			"};\n",
			"\n",
			"/*\n",
			" * return a copy of an object with only non-object keys\n",
			" * we need this to avoid circular references\n",
			" * http://stackoverflow.com/a/24161582/3208463\n",
			" */\n",
			"function simpleKeys (original) {\n",
			" return Object.keys(original).reduce(function (obj, key) {\n",
			" if (typeof original[key] !== 'object')\n",
			" obj[key] = original[key]\n",
			" return obj;\n",
			" }, {});\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.mouse_event = function(event, name) {\n",
			" var canvas_pos = mpl.findpos(event)\n",
			"\n",
			" if (name === 'button_press')\n",
			" {\n",
			" this.canvas.focus();\n",
			" this.canvas_div.focus();\n",
			" }\n",
			"\n",
			" var x = canvas_pos.x * mpl.ratio;\n",
			" var y = canvas_pos.y * mpl.ratio;\n",
			"\n",
			" this.send_message(name, {x: x, y: y, button: event.button,\n",
			" step: event.step,\n",
			" guiEvent: simpleKeys(event)});\n",
			"\n",
			" /* This prevents the web browser from automatically changing to\n",
			" * the text insertion cursor when the button is pressed. We want\n",
			" * to control all of the cursor setting manually through the\n",
			" * 'cursor' event from matplotlib */\n",
			" event.preventDefault();\n",
			" return false;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
			" // Handle any extra behaviour associated with a key event\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.key_event = function(event, name) {\n",
			"\n",
			" // Prevent repeat events\n",
			" if (name == 'key_press')\n",
			" {\n",
			" if (event.which === this._key)\n",
			" return;\n",
			" else\n",
			" this._key = event.which;\n",
			" }\n",
			" if (name == 'key_release')\n",
			" this._key = null;\n",
			"\n",
			" var value = '';\n",
			" if (event.ctrlKey && event.which != 17)\n",
			" value += \"ctrl+\";\n",
			" if (event.altKey && event.which != 18)\n",
			" value += \"alt+\";\n",
			" if (event.shiftKey && event.which != 16)\n",
			" value += \"shift+\";\n",
			"\n",
			" value += 'k';\n",
			" value += event.which.toString();\n",
			"\n",
			" this._key_event_extra(event, name);\n",
			"\n",
			" this.send_message(name, {key: value,\n",
			" guiEvent: simpleKeys(event)});\n",
			" return false;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
			" if (name == 'download') {\n",
			" this.handle_save(this, null);\n",
			" } else {\n",
			" this.send_message(\"toolbar_button\", {name: name});\n",
			" }\n",
			"};\n",
			"\n",
			"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
			" this.message.textContent = tooltip;\n",
			"};\n",
			"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
			"\n",
			"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
			"\n",
			"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
			" // Create a \"websocket\"-like object which calls the given IPython comm\n",
			" // object with the appropriate methods. Currently this is a non binary\n",
			" // socket, so there is still some room for performance tuning.\n",
			" var ws = {};\n",
			"\n",
			" ws.close = function() {\n",
			" comm.close()\n",
			" };\n",
			" ws.send = function(m) {\n",
			" //console.log('sending', m);\n",
			" comm.send(m);\n",
			" };\n",
			" // Register the callback with on_msg.\n",
			" comm.on_msg(function(msg) {\n",
			" //console.log('receiving', msg['content']['data'], msg);\n",
			" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
			" ws.onmessage(msg['content']['data'])\n",
			" });\n",
			" return ws;\n",
			"}\n",
			"\n",
			"mpl.mpl_figure_comm = function(comm, msg) {\n",
			" // This is the function which gets called when the mpl process\n",
			" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
			"\n",
			" var id = msg.content.data.id;\n",
			" // Get hold of the div created by the display call when the Comm\n",
			" // socket was opened in Python.\n",
			" var element = $(\"#\" + id);\n",
			" var ws_proxy = comm_websocket_adapter(comm)\n",
			"\n",
			" function ondownload(figure, format) {\n",
			" window.open(figure.imageObj.src);\n",
			" }\n",
			"\n",
			" var fig = new mpl.figure(id, ws_proxy,\n",
			" ondownload,\n",
			" element.get(0));\n",
			"\n",
			" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
			" // web socket which is closed, not our websocket->open comm proxy.\n",
			" ws_proxy.onopen();\n",
			"\n",
			" fig.parent_element = element.get(0);\n",
			" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
			" if (!fig.cell_info) {\n",
			" console.error(\"Failed to find cell for figure\", id, fig);\n",
			" return;\n",
			" }\n",
			"\n",
			" var output_index = fig.cell_info[2]\n",
			" var cell = fig.cell_info[0];\n",
			"\n",
			"};\n",
			"\n",
			"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
			" var width = fig.canvas.width/mpl.ratio\n",
			" fig.root.unbind('remove')\n",
			"\n",
			" // Update the output cell to use the data from the current canvas.\n",
			" fig.push_to_output();\n",
			" var dataURL = fig.canvas.toDataURL();\n",
			" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
			" // the notebook keyboard shortcuts fail.\n",
			" IPython.keyboard_manager.enable()\n",
			" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
			" fig.close_ws(fig, msg);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.close_ws = function(fig, msg){\n",
			" fig.send_message('closing', msg);\n",
			" // fig.ws.close()\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
			" // Turn the data on the canvas into data in the output cell.\n",
			" var width = this.canvas.width/mpl.ratio\n",
			" var dataURL = this.canvas.toDataURL();\n",
			" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.updated_canvas_event = function() {\n",
			" // Tell IPython that the notebook contents must change.\n",
			" IPython.notebook.set_dirty(true);\n",
			" this.send_message(\"ack\", {});\n",
			" var fig = this;\n",
			" // Wait a second, then push the new image to the DOM so\n",
			" // that it is saved nicely (might be nice to debounce this).\n",
			" setTimeout(function () { fig.push_to_output() }, 1000);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_toolbar = function() {\n",
			" var fig = this;\n",
			"\n",
			" var nav_element = $('<div/>')\n",
			" nav_element.attr('style', 'width: 100%');\n",
			" this.root.append(nav_element);\n",
			"\n",
			" // Define a callback function for later on.\n",
			" function toolbar_event(event) {\n",
			" return fig.toolbar_button_onclick(event['data']);\n",
			" }\n",
			" function toolbar_mouse_event(event) {\n",
			" return fig.toolbar_button_onmouseover(event['data']);\n",
			" }\n",
			"\n",
			" for(var toolbar_ind in mpl.toolbar_items){\n",
			" var name = mpl.toolbar_items[toolbar_ind][0];\n",
			" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
			" var image = mpl.toolbar_items[toolbar_ind][2];\n",
			" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
			"\n",
			" if (!name) { continue; };\n",
			"\n",
			" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
			" button.click(method_name, toolbar_event);\n",
			" button.mouseover(tooltip, toolbar_mouse_event);\n",
			" nav_element.append(button);\n",
			" }\n",
			"\n",
			" // Add the status bar.\n",
			" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
			" nav_element.append(status_bar);\n",
			" this.message = status_bar[0];\n",
			"\n",
			" // Add the close button to the window.\n",
			" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
			" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
			" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
			" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
			" buttongrp.append(button);\n",
			" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
			" titlebar.prepend(buttongrp);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._root_extra_style = function(el){\n",
			" var fig = this\n",
			" el.on(\"remove\", function(){\n",
			"\tfig.close_ws(fig, {});\n",
			" });\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._canvas_extra_style = function(el){\n",
			" // this is important to make the div 'focusable\n",
			" el.attr('tabindex', 0)\n",
			" // reach out to IPython and tell the keyboard manager to turn it's self\n",
			" // off when our div gets focus\n",
			"\n",
			" // location in version 3\n",
			" if (IPython.notebook.keyboard_manager) {\n",
			" IPython.notebook.keyboard_manager.register_events(el);\n",
			" }\n",
			" else {\n",
			" // location in version 2\n",
			" IPython.keyboard_manager.register_events(el);\n",
			" }\n",
			"\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
			" var manager = IPython.notebook.keyboard_manager;\n",
			" if (!manager)\n",
			" manager = IPython.keyboard_manager;\n",
			"\n",
			" // Check for shift+enter\n",
			" if (event.shiftKey && event.which == 13) {\n",
			" this.canvas_div.blur();\n",
			" event.shiftKey = false;\n",
			" // Send a \"J\" for go to next cell\n",
			" event.which = 74;\n",
			" event.keyCode = 74;\n",
			" manager.command_mode();\n",
			" manager.handle_keydown(event);\n",
			" }\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
			" fig.ondownload(fig, null);\n",
			"}\n",
			"\n",
			"\n",
			"mpl.find_output_cell = function(html_output) {\n",
			" // Return the cell and output element which can be found uniquely in the notebook.\n",
			" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
			" // IPython event is triggered only after the cells have been serialised, which for\n",
			" // our purposes (turning an active figure into a static one), is too late.\n",
			" var cells = IPython.notebook.get_cells();\n",
			" var ncells = cells.length;\n",
			" for (var i=0; i<ncells; i++) {\n",
			" var cell = cells[i];\n",
			" if (cell.cell_type === 'code'){\n",
			" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
			" var data = cell.output_area.outputs[j];\n",
			" if (data.data) {\n",
			" // IPython >= 3 moved mimebundle to data attribute of output\n",
			" data = data.data;\n",
			" }\n",
			" if (data['text/html'] == html_output) {\n",
			" return [cell, data, j];\n",
			" }\n",
			" }\n",
			" }\n",
			" }\n",
			"}\n",
			"\n",
			"// Register the function which deals with the matplotlib target/channel.\n",
			"// The kernel may be null if the page has been refreshed.\n",
			"if (IPython.notebook.kernel != null) {\n",
			" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
			"}\n"
			],
			"text/plain": [
			"<IPython.core.display.Javascript object>"
			]
			},
			"metadata": {},
			"output_type": "display_data"
			},
			{
			"data": {
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\" width=\"640\">"
			],
			"text/plain": [
			"<IPython.core.display.HTML object>"
			]
			},
			"metadata": {},
			"output_type": "display_data"
			},
			{
			"data": {
			"text/plain": [
			"(485387.5, 833787.5000000001, 75187.5, 295787.5)"
			]
			},
			"execution_count": 21,
			"metadata": {},
			"output_type": "execute_result"
			}
			],
			"source": [
			"ALB='/Users/alinawalch/Documents/EPFL/data/meteo/datasets/2001_sample5M_ALB_4D/ELM30_1000_CPU/model_unc.nc'\n",
			"ALB1000 = xr.open_dataset(ALB)\n",
			"plt.figure()\n",
			"ALB1000.ALB.isel(month = mon_idx).plot(x = 'x', y='y')\n",
			"plt.axis('equal')"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 22,
			"metadata": {},
			"outputs": [
			{
			"data": {
			"application/javascript": [
			"/* Put everything inside the global mpl namespace */\n",
			"window.mpl = {};\n",
			"\n",
			"\n",
			"mpl.get_websocket_type = function() {\n",
			" if (typeof(WebSocket) !== 'undefined') {\n",
			" return WebSocket;\n",
			" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
			" return MozWebSocket;\n",
			" } else {\n",
			" alert('Your browser does not have WebSocket support.' +\n",
			" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
			" 'Firefox 4 and 5 are also supported but you ' +\n",
			" 'have to enable WebSockets in about:config.');\n",
			" };\n",
			"}\n",
			"\n",
			"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
			" this.id = figure_id;\n",
			"\n",
			" this.ws = websocket;\n",
			"\n",
			" this.supports_binary = (this.ws.binaryType != undefined);\n",
			"\n",
			" if (!this.supports_binary) {\n",
			" var warnings = document.getElementById(\"mpl-warnings\");\n",
			" if (warnings) {\n",
			" warnings.style.display = 'block';\n",
			" warnings.textContent = (\n",
			" \"This browser does not support binary websocket messages. \" +\n",
			" \"Performance may be slow.\");\n",
			" }\n",
			" }\n",
			"\n",
			" this.imageObj = new Image();\n",
			"\n",
			" this.context = undefined;\n",
			" this.message = undefined;\n",
			" this.canvas = undefined;\n",
			" this.rubberband_canvas = undefined;\n",
			" this.rubberband_context = undefined;\n",
			" this.format_dropdown = undefined;\n",
			"\n",
			" this.image_mode = 'full';\n",
			"\n",
			" this.root = $('<div/>');\n",
			" this._root_extra_style(this.root)\n",
			" this.root.attr('style', 'display: inline-block');\n",
			"\n",
			" $(parent_element).append(this.root);\n",
			"\n",
			" this._init_header(this);\n",
			" this._init_canvas(this);\n",
			" this._init_toolbar(this);\n",
			"\n",
			" var fig = this;\n",
			"\n",
			" this.waiting = false;\n",
			"\n",
			" this.ws.onopen = function () {\n",
			" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
			" fig.send_message(\"send_image_mode\", {});\n",
			" if (mpl.ratio != 1) {\n",
			" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
			" }\n",
			" fig.send_message(\"refresh\", {});\n",
			" }\n",
			"\n",
			" this.imageObj.onload = function() {\n",
			" if (fig.image_mode == 'full') {\n",
			" // Full images could contain transparency (where diff images\n",
			" // almost always do), so we need to clear the canvas so that\n",
			" // there is no ghosting.\n",
			" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
			" }\n",
			" fig.context.drawImage(fig.imageObj, 0, 0);\n",
			" };\n",
			"\n",
			" this.imageObj.onunload = function() {\n",
			" fig.ws.close();\n",
			" }\n",
			"\n",
			" this.ws.onmessage = this._make_on_message_function(this);\n",
			"\n",
			" this.ondownload = ondownload;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_header = function() {\n",
			" var titlebar = $(\n",
			" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
			" 'ui-helper-clearfix\"/>');\n",
			" var titletext = $(\n",
			" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
			" 'text-align: center; padding: 3px;\"/>');\n",
			" titlebar.append(titletext)\n",
			" this.root.append(titlebar);\n",
			" this.header = titletext[0];\n",
			"}\n",
			"\n",
			"\n",
			"\n",
			"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
			"\n",
			"}\n",
			"\n",
			"\n",
			"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
			"\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_canvas = function() {\n",
			" var fig = this;\n",
			"\n",
			" var canvas_div = $('<div/>');\n",
			"\n",
			" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
			"\n",
			" function canvas_keyboard_event(event) {\n",
			" return fig.key_event(event, event['data']);\n",
			" }\n",
			"\n",
			" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
			" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
			" this.canvas_div = canvas_div\n",
			" this._canvas_extra_style(canvas_div)\n",
			" this.root.append(canvas_div);\n",
			"\n",
			" var canvas = $('<canvas/>');\n",
			" canvas.addClass('mpl-canvas');\n",
			" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
			"\n",
			" this.canvas = canvas[0];\n",
			" this.context = canvas[0].getContext(\"2d\");\n",
			"\n",
			" var backingStore = this.context.backingStorePixelRatio \|\|\n",
			"\tthis.context.webkitBackingStorePixelRatio \|\|\n",
			"\tthis.context.mozBackingStorePixelRatio \|\|\n",
			"\tthis.context.msBackingStorePixelRatio \|\|\n",
			"\tthis.context.oBackingStorePixelRatio \|\|\n",
			"\tthis.context.backingStorePixelRatio \|\| 1;\n",
			"\n",
			" mpl.ratio = (window.devicePixelRatio \|\| 1) / backingStore;\n",
			"\n",
			" var rubberband = $('<canvas/>');\n",
			" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
			"\n",
			" var pass_mouse_events = true;\n",
			"\n",
			" canvas_div.resizable({\n",
			" start: function(event, ui) {\n",
			" pass_mouse_events = false;\n",
			" },\n",
			" resize: function(event, ui) {\n",
			" fig.request_resize(ui.size.width, ui.size.height);\n",
			" },\n",
			" stop: function(event, ui) {\n",
			" pass_mouse_events = true;\n",
			" fig.request_resize(ui.size.width, ui.size.height);\n",
			" },\n",
			" });\n",
			"\n",
			" function mouse_event_fn(event) {\n",
			" if (pass_mouse_events)\n",
			" return fig.mouse_event(event, event['data']);\n",
			" }\n",
			"\n",
			" rubberband.mousedown('button_press', mouse_event_fn);\n",
			" rubberband.mouseup('button_release', mouse_event_fn);\n",
			" // Throttle sequential mouse events to 1 every 20ms.\n",
			" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
			"\n",
			" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
			" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
			"\n",
			" canvas_div.on(\"wheel\", function (event) {\n",
			" event = event.originalEvent;\n",
			" event['data'] = 'scroll'\n",
			" if (event.deltaY < 0) {\n",
			" event.step = 1;\n",
			" } else {\n",
			" event.step = -1;\n",
			" }\n",
			" mouse_event_fn(event);\n",
			" });\n",
			"\n",
			" canvas_div.append(canvas);\n",
			" canvas_div.append(rubberband);\n",
			"\n",
			" this.rubberband = rubberband;\n",
			" this.rubberband_canvas = rubberband[0];\n",
			" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
			" this.rubberband_context.strokeStyle = \"#000000\";\n",
			"\n",
			" this._resize_canvas = function(width, height) {\n",
			" // Keep the size of the canvas, canvas container, and rubber band\n",
			" // canvas in synch.\n",
			" canvas_div.css('width', width)\n",
			" canvas_div.css('height', height)\n",
			"\n",
			" canvas.attr('width', width * mpl.ratio);\n",
			" canvas.attr('height', height * mpl.ratio);\n",
			" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
			"\n",
			" rubberband.attr('width', width);\n",
			" rubberband.attr('height', height);\n",
			" }\n",
			"\n",
			" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
			" // upon first draw.\n",
			" this._resize_canvas(600, 600);\n",
			"\n",
			" // Disable right mouse context menu.\n",
			" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
			" return false;\n",
			" });\n",
			"\n",
			" function set_focus () {\n",
			" canvas.focus();\n",
			" canvas_div.focus();\n",
			" }\n",
			"\n",
			" window.setTimeout(set_focus, 100);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_toolbar = function() {\n",
			" var fig = this;\n",
			"\n",
			" var nav_element = $('<div/>')\n",
			" nav_element.attr('style', 'width: 100%');\n",
			" this.root.append(nav_element);\n",
			"\n",
			" // Define a callback function for later on.\n",
			" function toolbar_event(event) {\n",
			" return fig.toolbar_button_onclick(event['data']);\n",
			" }\n",
			" function toolbar_mouse_event(event) {\n",
			" return fig.toolbar_button_onmouseover(event['data']);\n",
			" }\n",
			"\n",
			" for(var toolbar_ind in mpl.toolbar_items) {\n",
			" var name = mpl.toolbar_items[toolbar_ind][0];\n",
			" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
			" var image = mpl.toolbar_items[toolbar_ind][2];\n",
			" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
			"\n",
			" if (!name) {\n",
			" // put a spacer in here.\n",
			" continue;\n",
			" }\n",
			" var button = $('<button/>');\n",
			" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
			" 'ui-button-icon-only');\n",
			" button.attr('role', 'button');\n",
			" button.attr('aria-disabled', 'false');\n",
			" button.click(method_name, toolbar_event);\n",
			" button.mouseover(tooltip, toolbar_mouse_event);\n",
			"\n",
			" var icon_img = $('<span/>');\n",
			" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
			" icon_img.addClass(image);\n",
			" icon_img.addClass('ui-corner-all');\n",
			"\n",
			" var tooltip_span = $('<span/>');\n",
			" tooltip_span.addClass('ui-button-text');\n",
			" tooltip_span.html(tooltip);\n",
			"\n",
			" button.append(icon_img);\n",
			" button.append(tooltip_span);\n",
			"\n",
			" nav_element.append(button);\n",
			" }\n",
			"\n",
			" var fmt_picker_span = $('<span/>');\n",
			"\n",
			" var fmt_picker = $('<select/>');\n",
			" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
			" fmt_picker_span.append(fmt_picker);\n",
			" nav_element.append(fmt_picker_span);\n",
			" this.format_dropdown = fmt_picker[0];\n",
			"\n",
			" for (var ind in mpl.extensions) {\n",
			" var fmt = mpl.extensions[ind];\n",
			" var option = $(\n",
			" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
			" fmt_picker.append(option)\n",
			" }\n",
			"\n",
			" // Add hover states to the ui-buttons\n",
			" $( \".ui-button\" ).hover(\n",
			" function() { $(this).addClass(\"ui-state-hover\");},\n",
			" function() { $(this).removeClass(\"ui-state-hover\");}\n",
			" );\n",
			"\n",
			" var status_bar = $('<span class=\"mpl-message\"/>');\n",
			" nav_element.append(status_bar);\n",
			" this.message = status_bar[0];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
			" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
			" // which will in turn request a refresh of the image.\n",
			" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.send_message = function(type, properties) {\n",
			" properties['type'] = type;\n",
			" properties['figure_id'] = this.id;\n",
			" this.ws.send(JSON.stringify(properties));\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.send_draw_message = function() {\n",
			" if (!this.waiting) {\n",
			" this.waiting = true;\n",
			" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
			" }\n",
			"}\n",
			"\n",
			"\n",
			"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
			" var format_dropdown = fig.format_dropdown;\n",
			" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
			" fig.ondownload(fig, format);\n",
			"}\n",
			"\n",
			"\n",
			"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
			" var size = msg['size'];\n",
			" if (size[0] != fig.canvas.width \|\| size[1] != fig.canvas.height) {\n",
			" fig._resize_canvas(size[0], size[1]);\n",
			" fig.send_message(\"refresh\", {});\n",
			" };\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
			" var x0 = msg['x0'] / mpl.ratio;\n",
			" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
			" var x1 = msg['x1'] / mpl.ratio;\n",
			" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
			" x0 = Math.floor(x0) + 0.5;\n",
			" y0 = Math.floor(y0) + 0.5;\n",
			" x1 = Math.floor(x1) + 0.5;\n",
			" y1 = Math.floor(y1) + 0.5;\n",
			" var min_x = Math.min(x0, x1);\n",
			" var min_y = Math.min(y0, y1);\n",
			" var width = Math.abs(x1 - x0);\n",
			" var height = Math.abs(y1 - y0);\n",
			"\n",
			" fig.rubberband_context.clearRect(\n",
			" 0, 0, fig.canvas.width, fig.canvas.height);\n",
			"\n",
			" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
			" // Updates the figure title.\n",
			" fig.header.textContent = msg['label'];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
			" var cursor = msg['cursor'];\n",
			" switch(cursor)\n",
			" {\n",
			" case 0:\n",
			" cursor = 'pointer';\n",
			" break;\n",
			" case 1:\n",
			" cursor = 'default';\n",
			" break;\n",
			" case 2:\n",
			" cursor = 'crosshair';\n",
			" break;\n",
			" case 3:\n",
			" cursor = 'move';\n",
			" break;\n",
			" }\n",
			" fig.rubberband_canvas.style.cursor = cursor;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
			" fig.message.textContent = msg['message'];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
			" // Request the server to send over a new figure.\n",
			" fig.send_draw_message();\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
			" fig.image_mode = msg['mode'];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.updated_canvas_event = function() {\n",
			" // Called whenever the canvas gets updated.\n",
			" this.send_message(\"ack\", {});\n",
			"}\n",
			"\n",
			"// A function to construct a web socket function for onmessage handling.\n",
			"// Called in the figure constructor.\n",
			"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
			" return function socket_on_message(evt) {\n",
			" if (evt.data instanceof Blob) {\n",
			" /* FIXME: We get \"Resource interpreted as Image but\n",
			" * transferred with MIME type text/plain:\" errors on\n",
			" * Chrome. But how to set the MIME type? It doesn't seem\n",
			" * to be part of the websocket stream */\n",
			" evt.data.type = \"image/png\";\n",
			"\n",
			" /* Free the memory for the previous frames */\n",
			" if (fig.imageObj.src) {\n",
			" (window.URL \|\| window.webkitURL).revokeObjectURL(\n",
			" fig.imageObj.src);\n",
			" }\n",
			"\n",
			" fig.imageObj.src = (window.URL \|\| window.webkitURL).createObjectURL(\n",
			" evt.data);\n",
			" fig.updated_canvas_event();\n",
			" fig.waiting = false;\n",
			" return;\n",
			" }\n",
			" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
			" fig.imageObj.src = evt.data;\n",
			" fig.updated_canvas_event();\n",
			" fig.waiting = false;\n",
			" return;\n",
			" }\n",
			"\n",
			" var msg = JSON.parse(evt.data);\n",
			" var msg_type = msg['type'];\n",
			"\n",
			" // Call the \"handle_{type}\" callback, which takes\n",
			" // the figure and JSON message as its only arguments.\n",
			" try {\n",
			" var callback = fig[\"handle_\" + msg_type];\n",
			" } catch (e) {\n",
			" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
			" return;\n",
			" }\n",
			"\n",
			" if (callback) {\n",
			" try {\n",
			" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
			" callback(fig, msg);\n",
			" } catch (e) {\n",
			" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
			" }\n",
			" }\n",
			" };\n",
			"}\n",
			"\n",
			"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
			"mpl.findpos = function(e) {\n",
			" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
			" var targ;\n",
			" if (!e)\n",
			" e = window.event;\n",
			" if (e.target)\n",
			" targ = e.target;\n",
			" else if (e.srcElement)\n",
			" targ = e.srcElement;\n",
			" if (targ.nodeType == 3) // defeat Safari bug\n",
			" targ = targ.parentNode;\n",
			"\n",
			" // jQuery normalizes the pageX and pageY\n",
			" // pageX,Y are the mouse positions relative to the document\n",
			" // offset() returns the position of the element relative to the document\n",
			" var x = e.pageX - $(targ).offset().left;\n",
			" var y = e.pageY - $(targ).offset().top;\n",
			"\n",
			" return {\"x\": x, \"y\": y};\n",
			"};\n",
			"\n",
			"/*\n",
			" * return a copy of an object with only non-object keys\n",
			" * we need this to avoid circular references\n",
			" * http://stackoverflow.com/a/24161582/3208463\n",
			" */\n",
			"function simpleKeys (original) {\n",
			" return Object.keys(original).reduce(function (obj, key) {\n",
			" if (typeof original[key] !== 'object')\n",
			" obj[key] = original[key]\n",
			" return obj;\n",
			" }, {});\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.mouse_event = function(event, name) {\n",
			" var canvas_pos = mpl.findpos(event)\n",
			"\n",
			" if (name === 'button_press')\n",
			" {\n",
			" this.canvas.focus();\n",
			" this.canvas_div.focus();\n",
			" }\n",
			"\n",
			" var x = canvas_pos.x * mpl.ratio;\n",
			" var y = canvas_pos.y * mpl.ratio;\n",
			"\n",
			" this.send_message(name, {x: x, y: y, button: event.button,\n",
			" step: event.step,\n",
			" guiEvent: simpleKeys(event)});\n",
			"\n",
			" /* This prevents the web browser from automatically changing to\n",
			" * the text insertion cursor when the button is pressed. We want\n",
			" * to control all of the cursor setting manually through the\n",
			" * 'cursor' event from matplotlib */\n",
			" event.preventDefault();\n",
			" return false;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
			" // Handle any extra behaviour associated with a key event\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.key_event = function(event, name) {\n",
			"\n",
			" // Prevent repeat events\n",
			" if (name == 'key_press')\n",
			" {\n",
			" if (event.which === this._key)\n",
			" return;\n",
			" else\n",
			" this._key = event.which;\n",
			" }\n",
			" if (name == 'key_release')\n",
			" this._key = null;\n",
			"\n",
			" var value = '';\n",
			" if (event.ctrlKey && event.which != 17)\n",
			" value += \"ctrl+\";\n",
			" if (event.altKey && event.which != 18)\n",
			" value += \"alt+\";\n",
			" if (event.shiftKey && event.which != 16)\n",
			" value += \"shift+\";\n",
			"\n",
			" value += 'k';\n",
			" value += event.which.toString();\n",
			"\n",
			" this._key_event_extra(event, name);\n",
			"\n",
			" this.send_message(name, {key: value,\n",
			" guiEvent: simpleKeys(event)});\n",
			" return false;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
			" if (name == 'download') {\n",
			" this.handle_save(this, null);\n",
			" } else {\n",
			" this.send_message(\"toolbar_button\", {name: name});\n",
			" }\n",
			"};\n",
			"\n",
			"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
			" this.message.textContent = tooltip;\n",
			"};\n",
			"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
			"\n",
			"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
			"\n",
			"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
			" // Create a \"websocket\"-like object which calls the given IPython comm\n",
			" // object with the appropriate methods. Currently this is a non binary\n",
			" // socket, so there is still some room for performance tuning.\n",
			" var ws = {};\n",
			"\n",
			" ws.close = function() {\n",
			" comm.close()\n",
			" };\n",
			" ws.send = function(m) {\n",
			" //console.log('sending', m);\n",
			" comm.send(m);\n",
			" };\n",
			" // Register the callback with on_msg.\n",
			" comm.on_msg(function(msg) {\n",
			" //console.log('receiving', msg['content']['data'], msg);\n",
			" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
			" ws.onmessage(msg['content']['data'])\n",
			" });\n",
			" return ws;\n",
			"}\n",
			"\n",
			"mpl.mpl_figure_comm = function(comm, msg) {\n",
			" // This is the function which gets called when the mpl process\n",
			" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
			"\n",
			" var id = msg.content.data.id;\n",
			" // Get hold of the div created by the display call when the Comm\n",
			" // socket was opened in Python.\n",
			" var element = $(\"#\" + id);\n",
			" var ws_proxy = comm_websocket_adapter(comm)\n",
			"\n",
			" function ondownload(figure, format) {\n",
			" window.open(figure.imageObj.src);\n",
			" }\n",
			"\n",
			" var fig = new mpl.figure(id, ws_proxy,\n",
			" ondownload,\n",
			" element.get(0));\n",
			"\n",
			" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
			" // web socket which is closed, not our websocket->open comm proxy.\n",
			" ws_proxy.onopen();\n",
			"\n",
			" fig.parent_element = element.get(0);\n",
			" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
			" if (!fig.cell_info) {\n",
			" console.error(\"Failed to find cell for figure\", id, fig);\n",
			" return;\n",
			" }\n",
			"\n",
			" var output_index = fig.cell_info[2]\n",
			" var cell = fig.cell_info[0];\n",
			"\n",
			"};\n",
			"\n",
			"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
			" var width = fig.canvas.width/mpl.ratio\n",
			" fig.root.unbind('remove')\n",
			"\n",
			" // Update the output cell to use the data from the current canvas.\n",
			" fig.push_to_output();\n",
			" var dataURL = fig.canvas.toDataURL();\n",
			" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
			" // the notebook keyboard shortcuts fail.\n",
			" IPython.keyboard_manager.enable()\n",
			" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
			" fig.close_ws(fig, msg);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.close_ws = function(fig, msg){\n",
			" fig.send_message('closing', msg);\n",
			" // fig.ws.close()\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
			" // Turn the data on the canvas into data in the output cell.\n",
			" var width = this.canvas.width/mpl.ratio\n",
			" var dataURL = this.canvas.toDataURL();\n",
			" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.updated_canvas_event = function() {\n",
			" // Tell IPython that the notebook contents must change.\n",
			" IPython.notebook.set_dirty(true);\n",
			" this.send_message(\"ack\", {});\n",
			" var fig = this;\n",
			" // Wait a second, then push the new image to the DOM so\n",
			" // that it is saved nicely (might be nice to debounce this).\n",
			" setTimeout(function () { fig.push_to_output() }, 1000);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_toolbar = function() {\n",
			" var fig = this;\n",
			"\n",
			" var nav_element = $('<div/>')\n",
			" nav_element.attr('style', 'width: 100%');\n",
			" this.root.append(nav_element);\n",
			"\n",
			" // Define a callback function for later on.\n",
			" function toolbar_event(event) {\n",
			" return fig.toolbar_button_onclick(event['data']);\n",
			" }\n",
			" function toolbar_mouse_event(event) {\n",
			" return fig.toolbar_button_onmouseover(event['data']);\n",
			" }\n",
			"\n",
			" for(var toolbar_ind in mpl.toolbar_items){\n",
			" var name = mpl.toolbar_items[toolbar_ind][0];\n",
			" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
			" var image = mpl.toolbar_items[toolbar_ind][2];\n",
			" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
			"\n",
			" if (!name) { continue; };\n",
			"\n",
			" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
			" button.click(method_name, toolbar_event);\n",
			" button.mouseover(tooltip, toolbar_mouse_event);\n",
			" nav_element.append(button);\n",
			" }\n",
			"\n",
			" // Add the status bar.\n",
			" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
			" nav_element.append(status_bar);\n",
			" this.message = status_bar[0];\n",
			"\n",
			" // Add the close button to the window.\n",
			" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
			" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
			" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
			" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
			" buttongrp.append(button);\n",
			" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
			" titlebar.prepend(buttongrp);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._root_extra_style = function(el){\n",
			" var fig = this\n",
			" el.on(\"remove\", function(){\n",
			"\tfig.close_ws(fig, {});\n",
			" });\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._canvas_extra_style = function(el){\n",
			" // this is important to make the div 'focusable\n",
			" el.attr('tabindex', 0)\n",
			" // reach out to IPython and tell the keyboard manager to turn it's self\n",
			" // off when our div gets focus\n",
			"\n",
			" // location in version 3\n",
			" if (IPython.notebook.keyboard_manager) {\n",
			" IPython.notebook.keyboard_manager.register_events(el);\n",
			" }\n",
			" else {\n",
			" // location in version 2\n",
			" IPython.keyboard_manager.register_events(el);\n",
			" }\n",
			"\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
			" var manager = IPython.notebook.keyboard_manager;\n",
			" if (!manager)\n",
			" manager = IPython.keyboard_manager;\n",
			"\n",
			" // Check for shift+enter\n",
			" if (event.shiftKey && event.which == 13) {\n",
			" this.canvas_div.blur();\n",
			" event.shiftKey = false;\n",
			" // Send a \"J\" for go to next cell\n",
			" event.which = 74;\n",
			" event.keyCode = 74;\n",
			" manager.command_mode();\n",
			" manager.handle_keydown(event);\n",
			" }\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
			" fig.ondownload(fig, null);\n",
			"}\n",
			"\n",
			"\n",
			"mpl.find_output_cell = function(html_output) {\n",
			" // Return the cell and output element which can be found uniquely in the notebook.\n",
			" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
			" // IPython event is triggered only after the cells have been serialised, which for\n",
			" // our purposes (turning an active figure into a static one), is too late.\n",
			" var cells = IPython.notebook.get_cells();\n",
			" var ncells = cells.length;\n",
			" for (var i=0; i<ncells; i++) {\n",
			" var cell = cells[i];\n",
			" if (cell.cell_type === 'code'){\n",
			" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
			" var data = cell.output_area.outputs[j];\n",
			" if (data.data) {\n",
			" // IPython >= 3 moved mimebundle to data attribute of output\n",
			" data = data.data;\n",
			" }\n",
			" if (data['text/html'] == html_output) {\n",
			" return [cell, data, j];\n",
			" }\n",
			" }\n",
			" }\n",
			" }\n",
			"}\n",
			"\n",
			"// Register the function which deals with the matplotlib target/channel.\n",
			"// The kernel may be null if the page has been refreshed.\n",
			"if (IPython.notebook.kernel != null) {\n",
			" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
			"}\n"
			],
			"text/plain": [
			"<IPython.core.display.Javascript object>"
			]
			},
			"metadata": {},
			"output_type": "display_data"
			},
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width=\"640\">"
			],
			"text/plain": [
			"<IPython.core.display.HTML object>"
			]
			},
			"metadata": {},
			"output_type": "display_data"
			},
			{
			"data": {
			"text/plain": [
			"(485387.5, 833787.5000000001, 75187.5, 295787.5)"
			]
			},
			"execution_count": 22,
			"metadata": {},
			"output_type": "execute_result"
			}
			],
			"source": [
			"ALB='/Users/alinawalch/Documents/EPFL/data/meteo/datasets/2001_sample5M_ALB_4D/ELM10_5000_CPU/model_unc.nc'\n",
			"ALB5000 = xr.open_dataset(ALB)\n",
			"plt.figure()\n",
			"ALB5000.ALB.isel(month = mon_idx).plot(x = 'x', y='y')\n",
			"plt.axis('equal')"
			]
			},
			{
			"cell_type": "markdown",
			"metadata": {},
			"source": [
			"### DIRECT RADIATION"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 7,
			"metadata": {},
			"outputs": [],
			"source": [
			"path = '/Users/alinawalch/Documents/EPFL/data/meteo/datasets/SIS_dhm25_200_CH_ELM50_1000'\n",
			"filename = os.path.join(path, 'SIS_dhm25_200_CH_ELM50_1000_CPU_prediction.nc')"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 8,
			"metadata": {},
			"outputs": [],
			"source": [
			"pred = xr.open_dataset(filename)"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 9,
			"metadata": {},
			"outputs": [
			{
			"data": {
			"text/plain": [
			"<xarray.Dataset>\n",
			"Dimensions: (date: 12, hour: 17, x: 1742, y: 1103)\n",
			"Coordinates:\n",
			" * hour (hour) float64 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 ...\n",
			" * x (x) float64 4.855e+05 4.857e+05 4.859e+05 4.861e+05 4.863e+05 ...\n",
			" * y (y) float64 7.529e+04 7.549e+04 7.569e+04 7.589e+04 7.609e+04 ...\n",
			" * date (date) datetime64[ns] 2001-01-15 2001-02-15 2001-03-15 ...\n",
			"Data variables:\n",
			" SIS (date, x, hour, y) float64 ..."
			]
			},
			"execution_count": 9,
			"metadata": {},
			"output_type": "execute_result"
			}
			],
			"source": [
			"pred"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 10,
			"metadata": {},
			"outputs": [],
			"source": [
			"# For comparison: check raw data:\n",
			"raw = xr.open_dataset('/Users/alinawalch/Documents/EPFL/data/meteo/raw_data/2001_mmh.nc')"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 11,
			"metadata": {
			"scrolled": false
			},
			"outputs": [
			{
			"data": {
			"application/javascript": [
			"/* Put everything inside the global mpl namespace */\n",
			"window.mpl = {};\n",
			"\n",
			"\n",
			"mpl.get_websocket_type = function() {\n",
			" if (typeof(WebSocket) !== 'undefined') {\n",
			" return WebSocket;\n",
			" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
			" return MozWebSocket;\n",
			" } else {\n",
			" alert('Your browser does not have WebSocket support.' +\n",
			" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
			" 'Firefox 4 and 5 are also supported but you ' +\n",
			" 'have to enable WebSockets in about:config.');\n",
			" };\n",
			"}\n",
			"\n",
			"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
			" this.id = figure_id;\n",
			"\n",
			" this.ws = websocket;\n",
			"\n",
			" this.supports_binary = (this.ws.binaryType != undefined);\n",
			"\n",
			" if (!this.supports_binary) {\n",
			" var warnings = document.getElementById(\"mpl-warnings\");\n",
			" if (warnings) {\n",
			" warnings.style.display = 'block';\n",
			" warnings.textContent = (\n",
			" \"This browser does not support binary websocket messages. \" +\n",
			" \"Performance may be slow.\");\n",
			" }\n",
			" }\n",
			"\n",
			" this.imageObj = new Image();\n",
			"\n",
			" this.context = undefined;\n",
			" this.message = undefined;\n",
			" this.canvas = undefined;\n",
			" this.rubberband_canvas = undefined;\n",
			" this.rubberband_context = undefined;\n",
			" this.format_dropdown = undefined;\n",
			"\n",
			" this.image_mode = 'full';\n",
			"\n",
			" this.root = $('<div/>');\n",
			" this._root_extra_style(this.root)\n",
			" this.root.attr('style', 'display: inline-block');\n",
			"\n",
			" $(parent_element).append(this.root);\n",
			"\n",
			" this._init_header(this);\n",
			" this._init_canvas(this);\n",
			" this._init_toolbar(this);\n",
			"\n",
			" var fig = this;\n",
			"\n",
			" this.waiting = false;\n",
			"\n",
			" this.ws.onopen = function () {\n",
			" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
			" fig.send_message(\"send_image_mode\", {});\n",
			" if (mpl.ratio != 1) {\n",
			" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
			" }\n",
			" fig.send_message(\"refresh\", {});\n",
			" }\n",
			"\n",
			" this.imageObj.onload = function() {\n",
			" if (fig.image_mode == 'full') {\n",
			" // Full images could contain transparency (where diff images\n",
			" // almost always do), so we need to clear the canvas so that\n",
			" // there is no ghosting.\n",
			" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
			" }\n",
			" fig.context.drawImage(fig.imageObj, 0, 0);\n",
			" };\n",
			"\n",
			" this.imageObj.onunload = function() {\n",
			" fig.ws.close();\n",
			" }\n",
			"\n",
			" this.ws.onmessage = this._make_on_message_function(this);\n",
			"\n",
			" this.ondownload = ondownload;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_header = function() {\n",
			" var titlebar = $(\n",
			" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
			" 'ui-helper-clearfix\"/>');\n",
			" var titletext = $(\n",
			" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
			" 'text-align: center; padding: 3px;\"/>');\n",
			" titlebar.append(titletext)\n",
			" this.root.append(titlebar);\n",
			" this.header = titletext[0];\n",
			"}\n",
			"\n",
			"\n",
			"\n",
			"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
			"\n",
			"}\n",
			"\n",
			"\n",
			"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
			"\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_canvas = function() {\n",
			" var fig = this;\n",
			"\n",
			" var canvas_div = $('<div/>');\n",
			"\n",
			" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
			"\n",
			" function canvas_keyboard_event(event) {\n",
			" return fig.key_event(event, event['data']);\n",
			" }\n",
			"\n",
			" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
			" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
			" this.canvas_div = canvas_div\n",
			" this._canvas_extra_style(canvas_div)\n",
			" this.root.append(canvas_div);\n",
			"\n",
			" var canvas = $('<canvas/>');\n",
			" canvas.addClass('mpl-canvas');\n",
			" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
			"\n",
			" this.canvas = canvas[0];\n",
			" this.context = canvas[0].getContext(\"2d\");\n",
			"\n",
			" var backingStore = this.context.backingStorePixelRatio \|\|\n",
			"\tthis.context.webkitBackingStorePixelRatio \|\|\n",
			"\tthis.context.mozBackingStorePixelRatio \|\|\n",
			"\tthis.context.msBackingStorePixelRatio \|\|\n",
			"\tthis.context.oBackingStorePixelRatio \|\|\n",
			"\tthis.context.backingStorePixelRatio \|\| 1;\n",
			"\n",
			" mpl.ratio = (window.devicePixelRatio \|\| 1) / backingStore;\n",
			"\n",
			" var rubberband = $('<canvas/>');\n",
			" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
			"\n",
			" var pass_mouse_events = true;\n",
			"\n",
			" canvas_div.resizable({\n",
			" start: function(event, ui) {\n",
			" pass_mouse_events = false;\n",
			" },\n",
			" resize: function(event, ui) {\n",
			" fig.request_resize(ui.size.width, ui.size.height);\n",
			" },\n",
			" stop: function(event, ui) {\n",
			" pass_mouse_events = true;\n",
			" fig.request_resize(ui.size.width, ui.size.height);\n",
			" },\n",
			" });\n",
			"\n",
			" function mouse_event_fn(event) {\n",
			" if (pass_mouse_events)\n",
			" return fig.mouse_event(event, event['data']);\n",
			" }\n",
			"\n",
			" rubberband.mousedown('button_press', mouse_event_fn);\n",
			" rubberband.mouseup('button_release', mouse_event_fn);\n",
			" // Throttle sequential mouse events to 1 every 20ms.\n",
			" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
			"\n",
			" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
			" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
			"\n",
			" canvas_div.on(\"wheel\", function (event) {\n",
			" event = event.originalEvent;\n",
			" event['data'] = 'scroll'\n",
			" if (event.deltaY < 0) {\n",
			" event.step = 1;\n",
			" } else {\n",
			" event.step = -1;\n",
			" }\n",
			" mouse_event_fn(event);\n",
			" });\n",
			"\n",
			" canvas_div.append(canvas);\n",
			" canvas_div.append(rubberband);\n",
			"\n",
			" this.rubberband = rubberband;\n",
			" this.rubberband_canvas = rubberband[0];\n",
			" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
			" this.rubberband_context.strokeStyle = \"#000000\";\n",
			"\n",
			" this._resize_canvas = function(width, height) {\n",
			" // Keep the size of the canvas, canvas container, and rubber band\n",
			" // canvas in synch.\n",
			" canvas_div.css('width', width)\n",
			" canvas_div.css('height', height)\n",
			"\n",
			" canvas.attr('width', width * mpl.ratio);\n",
			" canvas.attr('height', height * mpl.ratio);\n",
			" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
			"\n",
			" rubberband.attr('width', width);\n",
			" rubberband.attr('height', height);\n",
			" }\n",
			"\n",
			" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
			" // upon first draw.\n",
			" this._resize_canvas(600, 600);\n",
			"\n",
			" // Disable right mouse context menu.\n",
			" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
			" return false;\n",
			" });\n",
			"\n",
			" function set_focus () {\n",
			" canvas.focus();\n",
			" canvas_div.focus();\n",
			" }\n",
			"\n",
			" window.setTimeout(set_focus, 100);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_toolbar = function() {\n",
			" var fig = this;\n",
			"\n",
			" var nav_element = $('<div/>')\n",
			" nav_element.attr('style', 'width: 100%');\n",
			" this.root.append(nav_element);\n",
			"\n",
			" // Define a callback function for later on.\n",
			" function toolbar_event(event) {\n",
			" return fig.toolbar_button_onclick(event['data']);\n",
			" }\n",
			" function toolbar_mouse_event(event) {\n",
			" return fig.toolbar_button_onmouseover(event['data']);\n",
			" }\n",
			"\n",
			" for(var toolbar_ind in mpl.toolbar_items) {\n",
			" var name = mpl.toolbar_items[toolbar_ind][0];\n",
			" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
			" var image = mpl.toolbar_items[toolbar_ind][2];\n",
			" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
			"\n",
			" if (!name) {\n",
			" // put a spacer in here.\n",
			" continue;\n",
			" }\n",
			" var button = $('<button/>');\n",
			" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
			" 'ui-button-icon-only');\n",
			" button.attr('role', 'button');\n",
			" button.attr('aria-disabled', 'false');\n",
			" button.click(method_name, toolbar_event);\n",
			" button.mouseover(tooltip, toolbar_mouse_event);\n",
			"\n",
			" var icon_img = $('<span/>');\n",
			" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
			" icon_img.addClass(image);\n",
			" icon_img.addClass('ui-corner-all');\n",
			"\n",
			" var tooltip_span = $('<span/>');\n",
			" tooltip_span.addClass('ui-button-text');\n",
			" tooltip_span.html(tooltip);\n",
			"\n",
			" button.append(icon_img);\n",
			" button.append(tooltip_span);\n",
			"\n",
			" nav_element.append(button);\n",
			" }\n",
			"\n",
			" var fmt_picker_span = $('<span/>');\n",
			"\n",
			" var fmt_picker = $('<select/>');\n",
			" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
			" fmt_picker_span.append(fmt_picker);\n",
			" nav_element.append(fmt_picker_span);\n",
			" this.format_dropdown = fmt_picker[0];\n",
			"\n",
			" for (var ind in mpl.extensions) {\n",
			" var fmt = mpl.extensions[ind];\n",
			" var option = $(\n",
			" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
			" fmt_picker.append(option)\n",
			" }\n",
			"\n",
			" // Add hover states to the ui-buttons\n",
			" $( \".ui-button\" ).hover(\n",
			" function() { $(this).addClass(\"ui-state-hover\");},\n",
			" function() { $(this).removeClass(\"ui-state-hover\");}\n",
			" );\n",
			"\n",
			" var status_bar = $('<span class=\"mpl-message\"/>');\n",
			" nav_element.append(status_bar);\n",
			" this.message = status_bar[0];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
			" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
			" // which will in turn request a refresh of the image.\n",
			" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.send_message = function(type, properties) {\n",
			" properties['type'] = type;\n",
			" properties['figure_id'] = this.id;\n",
			" this.ws.send(JSON.stringify(properties));\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.send_draw_message = function() {\n",
			" if (!this.waiting) {\n",
			" this.waiting = true;\n",
			" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
			" }\n",
			"}\n",
			"\n",
			"\n",
			"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
			" var format_dropdown = fig.format_dropdown;\n",
			" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
			" fig.ondownload(fig, format);\n",
			"}\n",
			"\n",
			"\n",
			"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
			" var size = msg['size'];\n",
			" if (size[0] != fig.canvas.width \|\| size[1] != fig.canvas.height) {\n",
			" fig._resize_canvas(size[0], size[1]);\n",
			" fig.send_message(\"refresh\", {});\n",
			" };\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
			" var x0 = msg['x0'] / mpl.ratio;\n",
			" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
			" var x1 = msg['x1'] / mpl.ratio;\n",
			" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
			" x0 = Math.floor(x0) + 0.5;\n",
			" y0 = Math.floor(y0) + 0.5;\n",
			" x1 = Math.floor(x1) + 0.5;\n",
			" y1 = Math.floor(y1) + 0.5;\n",
			" var min_x = Math.min(x0, x1);\n",
			" var min_y = Math.min(y0, y1);\n",
			" var width = Math.abs(x1 - x0);\n",
			" var height = Math.abs(y1 - y0);\n",
			"\n",
			" fig.rubberband_context.clearRect(\n",
			" 0, 0, fig.canvas.width, fig.canvas.height);\n",
			"\n",
			" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
			" // Updates the figure title.\n",
			" fig.header.textContent = msg['label'];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
			" var cursor = msg['cursor'];\n",
			" switch(cursor)\n",
			" {\n",
			" case 0:\n",
			" cursor = 'pointer';\n",
			" break;\n",
			" case 1:\n",
			" cursor = 'default';\n",
			" break;\n",
			" case 2:\n",
			" cursor = 'crosshair';\n",
			" break;\n",
			" case 3:\n",
			" cursor = 'move';\n",
			" break;\n",
			" }\n",
			" fig.rubberband_canvas.style.cursor = cursor;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
			" fig.message.textContent = msg['message'];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
			" // Request the server to send over a new figure.\n",
			" fig.send_draw_message();\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
			" fig.image_mode = msg['mode'];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.updated_canvas_event = function() {\n",
			" // Called whenever the canvas gets updated.\n",
			" this.send_message(\"ack\", {});\n",
			"}\n",
			"\n",
			"// A function to construct a web socket function for onmessage handling.\n",
			"// Called in the figure constructor.\n",
			"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
			" return function socket_on_message(evt) {\n",
			" if (evt.data instanceof Blob) {\n",
			" /* FIXME: We get \"Resource interpreted as Image but\n",
			" * transferred with MIME type text/plain:\" errors on\n",
			" * Chrome. But how to set the MIME type? It doesn't seem\n",
			" * to be part of the websocket stream */\n",
			" evt.data.type = \"image/png\";\n",
			"\n",
			" /* Free the memory for the previous frames */\n",
			" if (fig.imageObj.src) {\n",
			" (window.URL \|\| window.webkitURL).revokeObjectURL(\n",
			" fig.imageObj.src);\n",
			" }\n",
			"\n",
			" fig.imageObj.src = (window.URL \|\| window.webkitURL).createObjectURL(\n",
			" evt.data);\n",
			" fig.updated_canvas_event();\n",
			" fig.waiting = false;\n",
			" return;\n",
			" }\n",
			" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
			" fig.imageObj.src = evt.data;\n",
			" fig.updated_canvas_event();\n",
			" fig.waiting = false;\n",
			" return;\n",
			" }\n",
			"\n",
			" var msg = JSON.parse(evt.data);\n",
			" var msg_type = msg['type'];\n",
			"\n",
			" // Call the \"handle_{type}\" callback, which takes\n",
			" // the figure and JSON message as its only arguments.\n",
			" try {\n",
			" var callback = fig[\"handle_\" + msg_type];\n",
			" } catch (e) {\n",
			" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
			" return;\n",
			" }\n",
			"\n",
			" if (callback) {\n",
			" try {\n",
			" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
			" callback(fig, msg);\n",
			" } catch (e) {\n",
			" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
			" }\n",
			" }\n",
			" };\n",
			"}\n",
			"\n",
			"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
			"mpl.findpos = function(e) {\n",
			" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
			" var targ;\n",
			" if (!e)\n",
			" e = window.event;\n",
			" if (e.target)\n",
			" targ = e.target;\n",
			" else if (e.srcElement)\n",
			" targ = e.srcElement;\n",
			" if (targ.nodeType == 3) // defeat Safari bug\n",
			" targ = targ.parentNode;\n",
			"\n",
			" // jQuery normalizes the pageX and pageY\n",
			" // pageX,Y are the mouse positions relative to the document\n",
			" // offset() returns the position of the element relative to the document\n",
			" var x = e.pageX - $(targ).offset().left;\n",
			" var y = e.pageY - $(targ).offset().top;\n",
			"\n",
			" return {\"x\": x, \"y\": y};\n",
			"};\n",
			"\n",
			"/*\n",
			" * return a copy of an object with only non-object keys\n",
			" * we need this to avoid circular references\n",
			" * http://stackoverflow.com/a/24161582/3208463\n",
			" */\n",
			"function simpleKeys (original) {\n",
			" return Object.keys(original).reduce(function (obj, key) {\n",
			" if (typeof original[key] !== 'object')\n",
			" obj[key] = original[key]\n",
			" return obj;\n",
			" }, {});\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.mouse_event = function(event, name) {\n",
			" var canvas_pos = mpl.findpos(event)\n",
			"\n",
			" if (name === 'button_press')\n",
			" {\n",
			" this.canvas.focus();\n",
			" this.canvas_div.focus();\n",
			" }\n",
			"\n",
			" var x = canvas_pos.x * mpl.ratio;\n",
			" var y = canvas_pos.y * mpl.ratio;\n",
			"\n",
			" this.send_message(name, {x: x, y: y, button: event.button,\n",
			" step: event.step,\n",
			" guiEvent: simpleKeys(event)});\n",
			"\n",
			" /* This prevents the web browser from automatically changing to\n",
			" * the text insertion cursor when the button is pressed. We want\n",
			" * to control all of the cursor setting manually through the\n",
			" * 'cursor' event from matplotlib */\n",
			" event.preventDefault();\n",
			" return false;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
			" // Handle any extra behaviour associated with a key event\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.key_event = function(event, name) {\n",
			"\n",
			" // Prevent repeat events\n",
			" if (name == 'key_press')\n",
			" {\n",
			" if (event.which === this._key)\n",
			" return;\n",
			" else\n",
			" this._key = event.which;\n",
			" }\n",
			" if (name == 'key_release')\n",
			" this._key = null;\n",
			"\n",
			" var value = '';\n",
			" if (event.ctrlKey && event.which != 17)\n",
			" value += \"ctrl+\";\n",
			" if (event.altKey && event.which != 18)\n",
			" value += \"alt+\";\n",
			" if (event.shiftKey && event.which != 16)\n",
			" value += \"shift+\";\n",
			"\n",
			" value += 'k';\n",
			" value += event.which.toString();\n",
			"\n",
			" this._key_event_extra(event, name);\n",
			"\n",
			" this.send_message(name, {key: value,\n",
			" guiEvent: simpleKeys(event)});\n",
			" return false;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
			" if (name == 'download') {\n",
			" this.handle_save(this, null);\n",
			" } else {\n",
			" this.send_message(\"toolbar_button\", {name: name});\n",
			" }\n",
			"};\n",
			"\n",
			"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
			" this.message.textContent = tooltip;\n",
			"};\n",
			"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
			"\n",
			"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
			"\n",
			"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
			" // Create a \"websocket\"-like object which calls the given IPython comm\n",
			" // object with the appropriate methods. Currently this is a non binary\n",
			" // socket, so there is still some room for performance tuning.\n",
			" var ws = {};\n",
			"\n",
			" ws.close = function() {\n",
			" comm.close()\n",
			" };\n",
			" ws.send = function(m) {\n",
			" //console.log('sending', m);\n",
			" comm.send(m);\n",
			" };\n",
			" // Register the callback with on_msg.\n",
			" comm.on_msg(function(msg) {\n",
			" //console.log('receiving', msg['content']['data'], msg);\n",
			" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
			" ws.onmessage(msg['content']['data'])\n",
			" });\n",
			" return ws;\n",
			"}\n",
			"\n",
			"mpl.mpl_figure_comm = function(comm, msg) {\n",
			" // This is the function which gets called when the mpl process\n",
			" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
			"\n",
			" var id = msg.content.data.id;\n",
			" // Get hold of the div created by the display call when the Comm\n",
			" // socket was opened in Python.\n",
			" var element = $(\"#\" + id);\n",
			" var ws_proxy = comm_websocket_adapter(comm)\n",
			"\n",
			" function ondownload(figure, format) {\n",
			" window.open(figure.imageObj.src);\n",
			" }\n",
			"\n",
			" var fig = new mpl.figure(id, ws_proxy,\n",
			" ondownload,\n",
			" element.get(0));\n",
			"\n",
			" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
			" // web socket which is closed, not our websocket->open comm proxy.\n",
			" ws_proxy.onopen();\n",
			"\n",
			" fig.parent_element = element.get(0);\n",
			" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
			" if (!fig.cell_info) {\n",
			" console.error(\"Failed to find cell for figure\", id, fig);\n",
			" return;\n",
			" }\n",
			"\n",
			" var output_index = fig.cell_info[2]\n",
			" var cell = fig.cell_info[0];\n",
			"\n",
			"};\n",
			"\n",
			"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
			" var width = fig.canvas.width/mpl.ratio\n",
			" fig.root.unbind('remove')\n",
			"\n",
			" // Update the output cell to use the data from the current canvas.\n",
			" fig.push_to_output();\n",
			" var dataURL = fig.canvas.toDataURL();\n",
			" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
			" // the notebook keyboard shortcuts fail.\n",
			" IPython.keyboard_manager.enable()\n",
			" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
			" fig.close_ws(fig, msg);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.close_ws = function(fig, msg){\n",
			" fig.send_message('closing', msg);\n",
			" // fig.ws.close()\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
			" // Turn the data on the canvas into data in the output cell.\n",
			" var width = this.canvas.width/mpl.ratio\n",
			" var dataURL = this.canvas.toDataURL();\n",
			" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.updated_canvas_event = function() {\n",
			" // Tell IPython that the notebook contents must change.\n",
			" IPython.notebook.set_dirty(true);\n",
			" this.send_message(\"ack\", {});\n",
			" var fig = this;\n",
			" // Wait a second, then push the new image to the DOM so\n",
			" // that it is saved nicely (might be nice to debounce this).\n",
			" setTimeout(function () { fig.push_to_output() }, 1000);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_toolbar = function() {\n",
			" var fig = this;\n",
			"\n",
			" var nav_element = $('<div/>')\n",
			" nav_element.attr('style', 'width: 100%');\n",
			" this.root.append(nav_element);\n",
			"\n",
			" // Define a callback function for later on.\n",
			" function toolbar_event(event) {\n",
			" return fig.toolbar_button_onclick(event['data']);\n",
			" }\n",
			" function toolbar_mouse_event(event) {\n",
			" return fig.toolbar_button_onmouseover(event['data']);\n",
			" }\n",
			"\n",
			" for(var toolbar_ind in mpl.toolbar_items){\n",
			" var name = mpl.toolbar_items[toolbar_ind][0];\n",
			" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
			" var image = mpl.toolbar_items[toolbar_ind][2];\n",
			" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
			"\n",
			" if (!name) { continue; };\n",
			"\n",
			" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
			" button.click(method_name, toolbar_event);\n",
			" button.mouseover(tooltip, toolbar_mouse_event);\n",
			" nav_element.append(button);\n",
			" }\n",
			"\n",
			" // Add the status bar.\n",
			" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
			" nav_element.append(status_bar);\n",
			" this.message = status_bar[0];\n",
			"\n",
			" // Add the close button to the window.\n",
			" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
			" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
			" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
			" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
			" buttongrp.append(button);\n",
			" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
			" titlebar.prepend(buttongrp);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._root_extra_style = function(el){\n",
			" var fig = this\n",
			" el.on(\"remove\", function(){\n",
			"\tfig.close_ws(fig, {});\n",
			" });\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._canvas_extra_style = function(el){\n",
			" // this is important to make the div 'focusable\n",
			" el.attr('tabindex', 0)\n",
			" // reach out to IPython and tell the keyboard manager to turn it's self\n",
			" // off when our div gets focus\n",
			"\n",
			" // location in version 3\n",
			" if (IPython.notebook.keyboard_manager) {\n",
			" IPython.notebook.keyboard_manager.register_events(el);\n",
			" }\n",
			" else {\n",
			" // location in version 2\n",
			" IPython.keyboard_manager.register_events(el);\n",
			" }\n",
			"\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
			" var manager = IPython.notebook.keyboard_manager;\n",
			" if (!manager)\n",
			" manager = IPython.keyboard_manager;\n",
			"\n",
			" // Check for shift+enter\n",
			" if (event.shiftKey && event.which == 13) {\n",
			" this.canvas_div.blur();\n",
			" event.shiftKey = false;\n",
			" // Send a \"J\" for go to next cell\n",
			" event.which = 74;\n",
			" event.keyCode = 74;\n",
			" manager.command_mode();\n",
			" manager.handle_keydown(event);\n",
			" }\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
			" fig.ondownload(fig, null);\n",
			"}\n",
			"\n",
			"\n",
			"mpl.find_output_cell = function(html_output) {\n",
			" // Return the cell and output element which can be found uniquely in the notebook.\n",
			" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
			" // IPython event is triggered only after the cells have been serialised, which for\n",
			" // our purposes (turning an active figure into a static one), is too late.\n",
			" var cells = IPython.notebook.get_cells();\n",
			" var ncells = cells.length;\n",
			" for (var i=0; i<ncells; i++) {\n",
			" var cell = cells[i];\n",
			" if (cell.cell_type === 'code'){\n",
			" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
			" var data = cell.output_area.outputs[j];\n",
			" if (data.data) {\n",
			" // IPython >= 3 moved mimebundle to data attribute of output\n",
			" data = data.data;\n",
			" }\n",
			" if (data['text/html'] == html_output) {\n",
			" return [cell, data, j];\n",
			" }\n",
			" }\n",
			" }\n",
			" }\n",
			"}\n",
			"\n",
			"// Register the function which deals with the matplotlib target/channel.\n",
			"// The kernel may be null if the page has been refreshed.\n",
			"if (IPython.notebook.kernel != null) {\n",
			" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
			"}\n"
			],
			"text/plain": [
			"<IPython.core.display.Javascript object>"
			]
			},
			"metadata": {},
			"output_type": "display_data"
			},
			{
			"data": {
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\" width=\"640\">"
			],
			"text/plain": [
			"<IPython.core.display.HTML object>"
			]
			},
			"metadata": {},
			"output_type": "display_data"
			}
			],
			"source": [
			"plt.figure()\n",
			"pred.SIS.isel(date = 6, hour = 9).plot(x='x',y='y', vmin = 250, vmax = 800)\n",
			"plt.axis('equal')\n",
			"plt.show()"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 48,
			"metadata": {},
			"outputs": [],
			"source": [
			"SIS_sel = pred.SIS.sel(y = slice(109000,130300), x = slice(470000,513300))"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 49,
			"metadata": {},
			"outputs": [
			{
			"data": {
			"text/plain": [
			"<xarray.DataArray 'SIS' (date: 12, x: 140, hour: 17, y: 107)>\n",
			"[3055920 values with dtype=float64]\n",
			"Coordinates:\n",
			" * hour (hour) float64 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 ...\n",
			" * x (x) float64 4.855e+05 4.857e+05 4.859e+05 4.861e+05 4.863e+05 ...\n",
			" * y (y) float64 1.091e+05 1.093e+05 1.095e+05 1.097e+05 1.099e+05 ...\n",
			" * date (date) datetime64[ns] 2001-01-15 2001-02-15 2001-03-15 ..."
			]
			},
			"execution_count": 49,
			"metadata": {},
			"output_type": "execute_result"
			}
			],
			"source": [
			"SIS_sel"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 50,
			"metadata": {},
			"outputs": [
			{
			"data": {
			"application/javascript": [
			"/* Put everything inside the global mpl namespace */\n",
			"window.mpl = {};\n",
			"\n",
			"\n",
			"mpl.get_websocket_type = function() {\n",
			" if (typeof(WebSocket) !== 'undefined') {\n",
			" return WebSocket;\n",
			" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
			" return MozWebSocket;\n",
			" } else {\n",
			" alert('Your browser does not have WebSocket support.' +\n",
			" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
			" 'Firefox 4 and 5 are also supported but you ' +\n",
			" 'have to enable WebSockets in about:config.');\n",
			" };\n",
			"}\n",
			"\n",
			"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
			" this.id = figure_id;\n",
			"\n",
			" this.ws = websocket;\n",
			"\n",
			" this.supports_binary = (this.ws.binaryType != undefined);\n",
			"\n",
			" if (!this.supports_binary) {\n",
			" var warnings = document.getElementById(\"mpl-warnings\");\n",
			" if (warnings) {\n",
			" warnings.style.display = 'block';\n",
			" warnings.textContent = (\n",
			" \"This browser does not support binary websocket messages. \" +\n",
			" \"Performance may be slow.\");\n",
			" }\n",
			" }\n",
			"\n",
			" this.imageObj = new Image();\n",
			"\n",
			" this.context = undefined;\n",
			" this.message = undefined;\n",
			" this.canvas = undefined;\n",
			" this.rubberband_canvas = undefined;\n",
			" this.rubberband_context = undefined;\n",
			" this.format_dropdown = undefined;\n",
			"\n",
			" this.image_mode = 'full';\n",
			"\n",
			" this.root = $('<div/>');\n",
			" this._root_extra_style(this.root)\n",
			" this.root.attr('style', 'display: inline-block');\n",
			"\n",
			" $(parent_element).append(this.root);\n",
			"\n",
			" this._init_header(this);\n",
			" this._init_canvas(this);\n",
			" this._init_toolbar(this);\n",
			"\n",
			" var fig = this;\n",
			"\n",
			" this.waiting = false;\n",
			"\n",
			" this.ws.onopen = function () {\n",
			" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
			" fig.send_message(\"send_image_mode\", {});\n",
			" if (mpl.ratio != 1) {\n",
			" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
			" }\n",
			" fig.send_message(\"refresh\", {});\n",
			" }\n",
			"\n",
			" this.imageObj.onload = function() {\n",
			" if (fig.image_mode == 'full') {\n",
			" // Full images could contain transparency (where diff images\n",
			" // almost always do), so we need to clear the canvas so that\n",
			" // there is no ghosting.\n",
			" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
			" }\n",
			" fig.context.drawImage(fig.imageObj, 0, 0);\n",
			" };\n",
			"\n",
			" this.imageObj.onunload = function() {\n",
			" fig.ws.close();\n",
			" }\n",
			"\n",
			" this.ws.onmessage = this._make_on_message_function(this);\n",
			"\n",
			" this.ondownload = ondownload;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_header = function() {\n",
			" var titlebar = $(\n",
			" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
			" 'ui-helper-clearfix\"/>');\n",
			" var titletext = $(\n",
			" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
			" 'text-align: center; padding: 3px;\"/>');\n",
			" titlebar.append(titletext)\n",
			" this.root.append(titlebar);\n",
			" this.header = titletext[0];\n",
			"}\n",
			"\n",
			"\n",
			"\n",
			"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
			"\n",
			"}\n",
			"\n",
			"\n",
			"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
			"\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_canvas = function() {\n",
			" var fig = this;\n",
			"\n",
			" var canvas_div = $('<div/>');\n",
			"\n",
			" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
			"\n",
			" function canvas_keyboard_event(event) {\n",
			" return fig.key_event(event, event['data']);\n",
			" }\n",
			"\n",
			" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
			" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
			" this.canvas_div = canvas_div\n",
			" this._canvas_extra_style(canvas_div)\n",
			" this.root.append(canvas_div);\n",
			"\n",
			" var canvas = $('<canvas/>');\n",
			" canvas.addClass('mpl-canvas');\n",
			" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
			"\n",
			" this.canvas = canvas[0];\n",
			" this.context = canvas[0].getContext(\"2d\");\n",
			"\n",
			" var backingStore = this.context.backingStorePixelRatio \|\|\n",
			"\tthis.context.webkitBackingStorePixelRatio \|\|\n",
			"\tthis.context.mozBackingStorePixelRatio \|\|\n",
			"\tthis.context.msBackingStorePixelRatio \|\|\n",
			"\tthis.context.oBackingStorePixelRatio \|\|\n",
			"\tthis.context.backingStorePixelRatio \|\| 1;\n",
			"\n",
			" mpl.ratio = (window.devicePixelRatio \|\| 1) / backingStore;\n",
			"\n",
			" var rubberband = $('<canvas/>');\n",
			" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
			"\n",
			" var pass_mouse_events = true;\n",
			"\n",
			" canvas_div.resizable({\n",
			" start: function(event, ui) {\n",
			" pass_mouse_events = false;\n",
			" },\n",
			" resize: function(event, ui) {\n",
			" fig.request_resize(ui.size.width, ui.size.height);\n",
			" },\n",
			" stop: function(event, ui) {\n",
			" pass_mouse_events = true;\n",
			" fig.request_resize(ui.size.width, ui.size.height);\n",
			" },\n",
			" });\n",
			"\n",
			" function mouse_event_fn(event) {\n",
			" if (pass_mouse_events)\n",
			" return fig.mouse_event(event, event['data']);\n",
			" }\n",
			"\n",
			" rubberband.mousedown('button_press', mouse_event_fn);\n",
			" rubberband.mouseup('button_release', mouse_event_fn);\n",
			" // Throttle sequential mouse events to 1 every 20ms.\n",
			" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
			"\n",
			" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
			" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
			"\n",
			" canvas_div.on(\"wheel\", function (event) {\n",
			" event = event.originalEvent;\n",
			" event['data'] = 'scroll'\n",
			" if (event.deltaY < 0) {\n",
			" event.step = 1;\n",
			" } else {\n",
			" event.step = -1;\n",
			" }\n",
			" mouse_event_fn(event);\n",
			" });\n",
			"\n",
			" canvas_div.append(canvas);\n",
			" canvas_div.append(rubberband);\n",
			"\n",
			" this.rubberband = rubberband;\n",
			" this.rubberband_canvas = rubberband[0];\n",
			" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
			" this.rubberband_context.strokeStyle = \"#000000\";\n",
			"\n",
			" this._resize_canvas = function(width, height) {\n",
			" // Keep the size of the canvas, canvas container, and rubber band\n",
			" // canvas in synch.\n",
			" canvas_div.css('width', width)\n",
			" canvas_div.css('height', height)\n",
			"\n",
			" canvas.attr('width', width * mpl.ratio);\n",
			" canvas.attr('height', height * mpl.ratio);\n",
			" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
			"\n",
			" rubberband.attr('width', width);\n",
			" rubberband.attr('height', height);\n",
			" }\n",
			"\n",
			" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
			" // upon first draw.\n",
			" this._resize_canvas(600, 600);\n",
			"\n",
			" // Disable right mouse context menu.\n",
			" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
			" return false;\n",
			" });\n",
			"\n",
			" function set_focus () {\n",
			" canvas.focus();\n",
			" canvas_div.focus();\n",
			" }\n",
			"\n",
			" window.setTimeout(set_focus, 100);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_toolbar = function() {\n",
			" var fig = this;\n",
			"\n",
			" var nav_element = $('<div/>')\n",
			" nav_element.attr('style', 'width: 100%');\n",
			" this.root.append(nav_element);\n",
			"\n",
			" // Define a callback function for later on.\n",
			" function toolbar_event(event) {\n",
			" return fig.toolbar_button_onclick(event['data']);\n",
			" }\n",
			" function toolbar_mouse_event(event) {\n",
			" return fig.toolbar_button_onmouseover(event['data']);\n",
			" }\n",
			"\n",
			" for(var toolbar_ind in mpl.toolbar_items) {\n",
			" var name = mpl.toolbar_items[toolbar_ind][0];\n",
			" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
			" var image = mpl.toolbar_items[toolbar_ind][2];\n",
			" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
			"\n",
			" if (!name) {\n",
			" // put a spacer in here.\n",
			" continue;\n",
			" }\n",
			" var button = $('<button/>');\n",
			" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
			" 'ui-button-icon-only');\n",
			" button.attr('role', 'button');\n",
			" button.attr('aria-disabled', 'false');\n",
			" button.click(method_name, toolbar_event);\n",
			" button.mouseover(tooltip, toolbar_mouse_event);\n",
			"\n",
			" var icon_img = $('<span/>');\n",
			" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
			" icon_img.addClass(image);\n",
			" icon_img.addClass('ui-corner-all');\n",
			"\n",
			" var tooltip_span = $('<span/>');\n",
			" tooltip_span.addClass('ui-button-text');\n",
			" tooltip_span.html(tooltip);\n",
			"\n",
			" button.append(icon_img);\n",
			" button.append(tooltip_span);\n",
			"\n",
			" nav_element.append(button);\n",
			" }\n",
			"\n",
			" var fmt_picker_span = $('<span/>');\n",
			"\n",
			" var fmt_picker = $('<select/>');\n",
			" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
			" fmt_picker_span.append(fmt_picker);\n",
			" nav_element.append(fmt_picker_span);\n",
			" this.format_dropdown = fmt_picker[0];\n",
			"\n",
			" for (var ind in mpl.extensions) {\n",
			" var fmt = mpl.extensions[ind];\n",
			" var option = $(\n",
			" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
			" fmt_picker.append(option)\n",
			" }\n",
			"\n",
			" // Add hover states to the ui-buttons\n",
			" $( \".ui-button\" ).hover(\n",
			" function() { $(this).addClass(\"ui-state-hover\");},\n",
			" function() { $(this).removeClass(\"ui-state-hover\");}\n",
			" );\n",
			"\n",
			" var status_bar = $('<span class=\"mpl-message\"/>');\n",
			" nav_element.append(status_bar);\n",
			" this.message = status_bar[0];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
			" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
			" // which will in turn request a refresh of the image.\n",
			" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.send_message = function(type, properties) {\n",
			" properties['type'] = type;\n",
			" properties['figure_id'] = this.id;\n",
			" this.ws.send(JSON.stringify(properties));\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.send_draw_message = function() {\n",
			" if (!this.waiting) {\n",
			" this.waiting = true;\n",
			" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
			" }\n",
			"}\n",
			"\n",
			"\n",
			"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
			" var format_dropdown = fig.format_dropdown;\n",
			" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
			" fig.ondownload(fig, format);\n",
			"}\n",
			"\n",
			"\n",
			"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
			" var size = msg['size'];\n",
			" if (size[0] != fig.canvas.width \|\| size[1] != fig.canvas.height) {\n",
			" fig._resize_canvas(size[0], size[1]);\n",
			" fig.send_message(\"refresh\", {});\n",
			" };\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
			" var x0 = msg['x0'] / mpl.ratio;\n",
			" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
			" var x1 = msg['x1'] / mpl.ratio;\n",
			" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
			" x0 = Math.floor(x0) + 0.5;\n",
			" y0 = Math.floor(y0) + 0.5;\n",
			" x1 = Math.floor(x1) + 0.5;\n",
			" y1 = Math.floor(y1) + 0.5;\n",
			" var min_x = Math.min(x0, x1);\n",
			" var min_y = Math.min(y0, y1);\n",
			" var width = Math.abs(x1 - x0);\n",
			" var height = Math.abs(y1 - y0);\n",
			"\n",
			" fig.rubberband_context.clearRect(\n",
			" 0, 0, fig.canvas.width, fig.canvas.height);\n",
			"\n",
			" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
			" // Updates the figure title.\n",
			" fig.header.textContent = msg['label'];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
			" var cursor = msg['cursor'];\n",
			" switch(cursor)\n",
			" {\n",
			" case 0:\n",
			" cursor = 'pointer';\n",
			" break;\n",
			" case 1:\n",
			" cursor = 'default';\n",
			" break;\n",
			" case 2:\n",
			" cursor = 'crosshair';\n",
			" break;\n",
			" case 3:\n",
			" cursor = 'move';\n",
			" break;\n",
			" }\n",
			" fig.rubberband_canvas.style.cursor = cursor;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
			" fig.message.textContent = msg['message'];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
			" // Request the server to send over a new figure.\n",
			" fig.send_draw_message();\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
			" fig.image_mode = msg['mode'];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.updated_canvas_event = function() {\n",
			" // Called whenever the canvas gets updated.\n",
			" this.send_message(\"ack\", {});\n",
			"}\n",
			"\n",
			"// A function to construct a web socket function for onmessage handling.\n",
			"// Called in the figure constructor.\n",
			"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
			" return function socket_on_message(evt) {\n",
			" if (evt.data instanceof Blob) {\n",
			" /* FIXME: We get \"Resource interpreted as Image but\n",
			" * transferred with MIME type text/plain:\" errors on\n",
			" * Chrome. But how to set the MIME type? It doesn't seem\n",
			" * to be part of the websocket stream */\n",
			" evt.data.type = \"image/png\";\n",
			"\n",
			" /* Free the memory for the previous frames */\n",
			" if (fig.imageObj.src) {\n",
			" (window.URL \|\| window.webkitURL).revokeObjectURL(\n",
			" fig.imageObj.src);\n",
			" }\n",
			"\n",
			" fig.imageObj.src = (window.URL \|\| window.webkitURL).createObjectURL(\n",
			" evt.data);\n",
			" fig.updated_canvas_event();\n",
			" fig.waiting = false;\n",
			" return;\n",
			" }\n",
			" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
			" fig.imageObj.src = evt.data;\n",
			" fig.updated_canvas_event();\n",
			" fig.waiting = false;\n",
			" return;\n",
			" }\n",
			"\n",
			" var msg = JSON.parse(evt.data);\n",
			" var msg_type = msg['type'];\n",
			"\n",
			" // Call the \"handle_{type}\" callback, which takes\n",
			" // the figure and JSON message as its only arguments.\n",
			" try {\n",
			" var callback = fig[\"handle_\" + msg_type];\n",
			" } catch (e) {\n",
			" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
			" return;\n",
			" }\n",
			"\n",
			" if (callback) {\n",
			" try {\n",
			" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
			" callback(fig, msg);\n",
			" } catch (e) {\n",
			" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
			" }\n",
			" }\n",
			" };\n",
			"}\n",
			"\n",
			"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
			"mpl.findpos = function(e) {\n",
			" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
			" var targ;\n",
			" if (!e)\n",
			" e = window.event;\n",
			" if (e.target)\n",
			" targ = e.target;\n",
			" else if (e.srcElement)\n",
			" targ = e.srcElement;\n",
			" if (targ.nodeType == 3) // defeat Safari bug\n",
			" targ = targ.parentNode;\n",
			"\n",
			" // jQuery normalizes the pageX and pageY\n",
			" // pageX,Y are the mouse positions relative to the document\n",
			" // offset() returns the position of the element relative to the document\n",
			" var x = e.pageX - $(targ).offset().left;\n",
			" var y = e.pageY - $(targ).offset().top;\n",
			"\n",
			" return {\"x\": x, \"y\": y};\n",
			"};\n",
			"\n",
			"/*\n",
			" * return a copy of an object with only non-object keys\n",
			" * we need this to avoid circular references\n",
			" * http://stackoverflow.com/a/24161582/3208463\n",
			" */\n",
			"function simpleKeys (original) {\n",
			" return Object.keys(original).reduce(function (obj, key) {\n",
			" if (typeof original[key] !== 'object')\n",
			" obj[key] = original[key]\n",
			" return obj;\n",
			" }, {});\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.mouse_event = function(event, name) {\n",
			" var canvas_pos = mpl.findpos(event)\n",
			"\n",
			" if (name === 'button_press')\n",
			" {\n",
			" this.canvas.focus();\n",
			" this.canvas_div.focus();\n",
			" }\n",
			"\n",
			" var x = canvas_pos.x * mpl.ratio;\n",
			" var y = canvas_pos.y * mpl.ratio;\n",
			"\n",
			" this.send_message(name, {x: x, y: y, button: event.button,\n",
			" step: event.step,\n",
			" guiEvent: simpleKeys(event)});\n",
			"\n",
			" /* This prevents the web browser from automatically changing to\n",
			" * the text insertion cursor when the button is pressed. We want\n",
			" * to control all of the cursor setting manually through the\n",
			" * 'cursor' event from matplotlib */\n",
			" event.preventDefault();\n",
			" return false;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
			" // Handle any extra behaviour associated with a key event\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.key_event = function(event, name) {\n",
			"\n",
			" // Prevent repeat events\n",
			" if (name == 'key_press')\n",
			" {\n",
			" if (event.which === this._key)\n",
			" return;\n",
			" else\n",
			" this._key = event.which;\n",
			" }\n",
			" if (name == 'key_release')\n",
			" this._key = null;\n",
			"\n",
			" var value = '';\n",
			" if (event.ctrlKey && event.which != 17)\n",
			" value += \"ctrl+\";\n",
			" if (event.altKey && event.which != 18)\n",
			" value += \"alt+\";\n",
			" if (event.shiftKey && event.which != 16)\n",
			" value += \"shift+\";\n",
			"\n",
			" value += 'k';\n",
			" value += event.which.toString();\n",
			"\n",
			" this._key_event_extra(event, name);\n",
			"\n",
			" this.send_message(name, {key: value,\n",
			" guiEvent: simpleKeys(event)});\n",
			" return false;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
			" if (name == 'download') {\n",
			" this.handle_save(this, null);\n",
			" } else {\n",
			" this.send_message(\"toolbar_button\", {name: name});\n",
			" }\n",
			"};\n",
			"\n",
			"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
			" this.message.textContent = tooltip;\n",
			"};\n",
			"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
			"\n",
			"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
			"\n",
			"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
			" // Create a \"websocket\"-like object which calls the given IPython comm\n",
			" // object with the appropriate methods. Currently this is a non binary\n",
			" // socket, so there is still some room for performance tuning.\n",
			" var ws = {};\n",
			"\n",
			" ws.close = function() {\n",
			" comm.close()\n",
			" };\n",
			" ws.send = function(m) {\n",
			" //console.log('sending', m);\n",
			" comm.send(m);\n",
			" };\n",
			" // Register the callback with on_msg.\n",
			" comm.on_msg(function(msg) {\n",
			" //console.log('receiving', msg['content']['data'], msg);\n",
			" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
			" ws.onmessage(msg['content']['data'])\n",
			" });\n",
			" return ws;\n",
			"}\n",
			"\n",
			"mpl.mpl_figure_comm = function(comm, msg) {\n",
			" // This is the function which gets called when the mpl process\n",
			" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
			"\n",
			" var id = msg.content.data.id;\n",
			" // Get hold of the div created by the display call when the Comm\n",
			" // socket was opened in Python.\n",
			" var element = $(\"#\" + id);\n",
			" var ws_proxy = comm_websocket_adapter(comm)\n",
			"\n",
			" function ondownload(figure, format) {\n",
			" window.open(figure.imageObj.src);\n",
			" }\n",
			"\n",
			" var fig = new mpl.figure(id, ws_proxy,\n",
			" ondownload,\n",
			" element.get(0));\n",
			"\n",
			" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
			" // web socket which is closed, not our websocket->open comm proxy.\n",
			" ws_proxy.onopen();\n",
			"\n",
			" fig.parent_element = element.get(0);\n",
			" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
			" if (!fig.cell_info) {\n",
			" console.error(\"Failed to find cell for figure\", id, fig);\n",
			" return;\n",
			" }\n",
			"\n",
			" var output_index = fig.cell_info[2]\n",
			" var cell = fig.cell_info[0];\n",
			"\n",
			"};\n",
			"\n",
			"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
			" var width = fig.canvas.width/mpl.ratio\n",
			" fig.root.unbind('remove')\n",
			"\n",
			" // Update the output cell to use the data from the current canvas.\n",
			" fig.push_to_output();\n",
			" var dataURL = fig.canvas.toDataURL();\n",
			" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
			" // the notebook keyboard shortcuts fail.\n",
			" IPython.keyboard_manager.enable()\n",
			" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
			" fig.close_ws(fig, msg);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.close_ws = function(fig, msg){\n",
			" fig.send_message('closing', msg);\n",
			" // fig.ws.close()\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
			" // Turn the data on the canvas into data in the output cell.\n",
			" var width = this.canvas.width/mpl.ratio\n",
			" var dataURL = this.canvas.toDataURL();\n",
			" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.updated_canvas_event = function() {\n",
			" // Tell IPython that the notebook contents must change.\n",
			" IPython.notebook.set_dirty(true);\n",
			" this.send_message(\"ack\", {});\n",
			" var fig = this;\n",
			" // Wait a second, then push the new image to the DOM so\n",
			" // that it is saved nicely (might be nice to debounce this).\n",
			" setTimeout(function () { fig.push_to_output() }, 1000);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_toolbar = function() {\n",
			" var fig = this;\n",
			"\n",
			" var nav_element = $('<div/>')\n",
			" nav_element.attr('style', 'width: 100%');\n",
			" this.root.append(nav_element);\n",
			"\n",
			" // Define a callback function for later on.\n",
			" function toolbar_event(event) {\n",
			" return fig.toolbar_button_onclick(event['data']);\n",
			" }\n",
			" function toolbar_mouse_event(event) {\n",
			" return fig.toolbar_button_onmouseover(event['data']);\n",
			" }\n",
			"\n",
			" for(var toolbar_ind in mpl.toolbar_items){\n",
			" var name = mpl.toolbar_items[toolbar_ind][0];\n",
			" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
			" var image = mpl.toolbar_items[toolbar_ind][2];\n",
			" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
			"\n",
			" if (!name) { continue; };\n",
			"\n",
			" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
			" button.click(method_name, toolbar_event);\n",
			" button.mouseover(tooltip, toolbar_mouse_event);\n",
			" nav_element.append(button);\n",
			" }\n",
			"\n",
			" // Add the status bar.\n",
			" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
			" nav_element.append(status_bar);\n",
			" this.message = status_bar[0];\n",
			"\n",
			" // Add the close button to the window.\n",
			" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
			" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
			" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
			" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
			" buttongrp.append(button);\n",
			" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
			" titlebar.prepend(buttongrp);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._root_extra_style = function(el){\n",
			" var fig = this\n",
			" el.on(\"remove\", function(){\n",
			"\tfig.close_ws(fig, {});\n",
			" });\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._canvas_extra_style = function(el){\n",
			" // this is important to make the div 'focusable\n",
			" el.attr('tabindex', 0)\n",
			" // reach out to IPython and tell the keyboard manager to turn it's self\n",
			" // off when our div gets focus\n",
			"\n",
			" // location in version 3\n",
			" if (IPython.notebook.keyboard_manager) {\n",
			" IPython.notebook.keyboard_manager.register_events(el);\n",
			" }\n",
			" else {\n",
			" // location in version 2\n",
			" IPython.keyboard_manager.register_events(el);\n",
			" }\n",
			"\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
			" var manager = IPython.notebook.keyboard_manager;\n",
			" if (!manager)\n",
			" manager = IPython.keyboard_manager;\n",
			"\n",
			" // Check for shift+enter\n",
			" if (event.shiftKey && event.which == 13) {\n",
			" this.canvas_div.blur();\n",
			" event.shiftKey = false;\n",
			" // Send a \"J\" for go to next cell\n",
			" event.which = 74;\n",
			" event.keyCode = 74;\n",
			" manager.command_mode();\n",
			" manager.handle_keydown(event);\n",
			" }\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
			" fig.ondownload(fig, null);\n",
			"}\n",
			"\n",
			"\n",
			"mpl.find_output_cell = function(html_output) {\n",
			" // Return the cell and output element which can be found uniquely in the notebook.\n",
			" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
			" // IPython event is triggered only after the cells have been serialised, which for\n",
			" // our purposes (turning an active figure into a static one), is too late.\n",
			" var cells = IPython.notebook.get_cells();\n",
			" var ncells = cells.length;\n",
			" for (var i=0; i<ncells; i++) {\n",
			" var cell = cells[i];\n",
			" if (cell.cell_type === 'code'){\n",
			" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
			" var data = cell.output_area.outputs[j];\n",
			" if (data.data) {\n",
			" // IPython >= 3 moved mimebundle to data attribute of output\n",
			" data = data.data;\n",
			" }\n",
			" if (data['text/html'] == html_output) {\n",
			" return [cell, data, j];\n",
			" }\n",
			" }\n",
			" }\n",
			" }\n",
			"}\n",
			"\n",
			"// Register the function which deals with the matplotlib target/channel.\n",
			"// The kernel may be null if the page has been refreshed.\n",
			"if (IPython.notebook.kernel != null) {\n",
			" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
			"}\n"
			],
			"text/plain": [
			"<IPython.core.display.Javascript object>"
			]
			},
			"metadata": {},
			"output_type": "display_data"
			},
			{
			"data": {
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4Xx2TOo4mpUjltkLx/izN423HfAPFX3xsx1zzDEq2plJH2PD+fp4a4JMBM3lmRBytDqTSQ7uYTKtifGvf/1r1RdNXXHs4vtw+iX2EDPxYzIe9+LE2dwmX/yMPF65H/ni+an39DJWTKq5HR0EMn78ePU8/MOLtzLgAgJAoDAQAAEsjH4oaiuiEkC9EHF59oywvMULKxM63kQv8wCyJMUEkCVh9pIwUeEN5CxF2vIAxvEAJgm26+grbkPmMWSbeRF1XTKoQufTy41mZfIrj4JjAsOexH322ce4LRNN9sIxkZMExdY2S5fstWNCwxIdL+5M9nLzADI553Ic8cvEjfuBPZIsKUoCyP3GxICDcrjf+Lnkc3BZ3i/H5JMDHJiUaO9QWCR0Uv3myleo75+LOxPx3KPgOJjJdhQcj9fco+D4x4w8Co7b4fQ5HBhiu6JGMcexSyek5qh83vcZ92pq/MofGkx8megxseexwP3LPwT4BwbIX1zUUR4INC8CIIDNiy/uDgRSR4DJMnsO2dOFCwgAASAABICADQEQQIwLINCKEGCJmOW4t99+22ufVyuCBI8CBIAAEAACFgRAADEsgAAQAAJAAAgAASBQYgiAAJZYh+NxgQAQAAJAAAgAASAAAogxAASAABAAAkAACHgh4Aps4mAxDlbjoDiOhucMAzr4jz/v3Llz0C5nUeAgMs4UwWmk+LhFPp0nzsk+Xg9RYpVBAEusw/G4QAAIAAEgAASSRoDTBHE+TH1xpD8niucocSZ8TAA5Ap9TY3EEPCdT5xRRnEuUL67LmQ14DzOnzeL0U5zzlU8b4nRNuJJHAAQweUxxRyAABIAAEAACJY3A0KFDacaMGSofpu2UHc5SwDkjOR8mH0vJuTH5PHX2EOpTjThdGJNGPn+cjxLElSwCIIDJ4om7AQEgAASAABAoaQR0Dshhw4Y5zzvns8H5iEidYJxzRXL+UM41qq/FixdTly5dlCQ8cODAksa0OR4eBNADVU5ky8mM+bzMqOfLejSHqkAACAABIFDECHBidD79hT1cruMHk3g8PvmFSZjvxfbmrm18Gg7/a+p68MEH1f493tNnO6Oc5V1OpM6J58eMGaNuxcnnv/jii0an5nBbfMIQJxnHlSwCIIAeeC5YsCA4H9TjNqgKBIAAEAACJYQAy5wbb7xxszwxk7+e3deib7/P7sfLtyE+wWb58uVGdXnCkeu+fOY7B27wUZW5F+cqHTRokDp56PHHH1dHS2oCyHsDZ82aZVTh+9x5553q+EZcySIAAuiB59KlS9XxZTyZsT/BA0hUBQJAAAiUAAJMfrp160ZLliwxol+TfHRugyNrv5zdgzp1LM/71v9bVkfdt/ui0foW5gFkEterVy965JFH1JGR8mLvJ5NDPhua9wfyedH6ggScd1flXREEMG/oiPREYyIIAugBJKoCASAABEoAgTTWDN3Gjx/39CaAXft8TnHXNz4fnc/7ZscIB3foi+1i8scEcubMmYoEyksHgbCyps+NfuCBB1QkMIJAmmdygAB64JrGZPYwD1WBABAAAkCggBBIY83QbXw/t7s3AVyv75exCCDvi+/Zs6farzdu3LgAefb8cUqYFStW0KOPPkodOnQIvuO0LxUVFUEamPXXX5/Gjx9PixYtUhHABx98MNLANNMYBgH0ADaNyexhHqoCASAABIBAASGQxpqh2/h27ibeBPDnfb+KRQA50TN7+ebOnUt9+vQJkH/uueecUbyff/45cRJpvjhohBNH5yaCDgs6KaAuLipTQAA9uiuNyexhHqoCASAABIBAASGQxprRkgSwgKCGKREQAAGMAJKrSBqT2cM8VAUCQAAIAIECQiCNNUO3sXDuxt4ewA37LojlASwgqGFKBARAACOABALoARKqAgEgAASAgEIgTQI4/6ONvAlgt35fgwC24rELAujRuWlMZg/zUBUIAAEgAAQKCIE01gzdBghgAXV8gZoCAujRMWlMZg/zUBUIAAEgAAQKCIE01owgD+BHG3p7ALv3WwgPYAGNn6RNAQH0QDSNyexhHqoCASAABIBAASGQxpqh2/j8ow2oo0ci6GXL6qhnv29AAAto/CRtCgigB6JpTGYP81AVCAABIAAECgiBNNYMEMAC6vACNwUE0KOD0pjMHuahKhAAAkAACBQQAmmsGbqNTz/6ubcHsHe/b+EBLKDxk7QpIIAeiKYxmT3MQ1UgAASAABAoIATSWDN0Gx9/uL43Aeyz+XcggAU0fpI2BQTQA9E0JrOHeagKBIAAEAACBYRAGmsGCGABdXiBmwIC6NFBaUxmD/NQFQgAASAABAoIgTTWDN3GRwl4APvBA1hAoyd5U0AAPTBNYzJ7mIeqQAAIAAEgUEAIpLFm6Dbe/3A9bwl4i82/hwRcQOMnaVNAAD0QTWMye5iHqkAACAABIFBACKSxZug2/vOBPwHcqj8IYAENn8RNAQH0gDSNyexhHqoCASAABIBAASGQxpoBAlhAHV7gpoAAenRQGpPZwzxUBQJAAAgAgQJCII01Q7fxdgIewK3hASyg0ZO8KSCAHpimMZk9zENVIAAEgAAQKCAE0lgzdBtzPlif1vI4CWT5sjratj/SwBTQ8EncFBBAD0jTmMwe5qEqEAACQAAIFBACaawZIIAF1OEFbgoIoEcHpTGZPcxDVSAABIAAECggBNJYM3Qbb77v7wHcfgt4AAto+CRuCgigB6RpTGYP81AVCAABIAAECgiBNNYM3cZr7//cWwLecQscBVdAwydxU0AAPSBNYzJ7mIeqQAAIAAEgUEAIpLFmgAAWUIcXuCkggB4dlMZk9jAPVYEAEAACQKCAEEhjzdBtvPz+Bt4ewF22+AaJoAto/CRtCgigB6JpTGYP81AVCAABIAAECgiBNNYM3caL723oTQB323IhCGABjZ+kTQEB9EA0jcnsYR6qAgEgAASAQAEhkMaaAQJYQB1e4KaAAHp0UBqT2cM8VAUCQAAIAIECQiCNNUO38fx7G3l7AH+15dfwABbQ+EnaFBBAD0TTmMwe5qEqEAACQAAIFBACaawZuo1n3uvmTQD32nI+CGABjZ+kTQEB9EA0jcnsYR6qAgEgAASAQAEhkMaaodv417ubUAePk0B+WlZHe//iKxDAAho/SZsCAuiBaBqT2cM8VAUCQAAIAIECQiCNNQMEsIA6vMBNAQH06KA0JrOHeagKBJoFgS3Puy64b32FaKIsQnP1mTL6v7lVyrMf1Iv7lcnylnuU1YW3LcsE9xP3tbZBRGW12XuXi78p02Z5bfYmsmxFtahX7XrgcLuTKPHyA+ckcRvcwxOBNNYM3cZT73b39gAO+sWX8AB69nkhVwcB9OidNCazh3moCgSaBQEQwAysIIDNMr5a803TWDN0G0/8p6c3ATxgq89BAFvxgEyUAL7wwgs0fvx4mj17Nn3zzTf06KOP0sEHHxzAN2rUKLr//vtp/vz51LZtW9puu+3o8ssvpx133DEos3jxYjrrrLPo8ccfV58deOCBNHHiRFp77bWDMu+++y6deeaZ9Prrr1OXLl3olFNOoUsuuYTKyrIug4cfflh99umnn1Lv3r1VO4ccckjWc1FfT6NHj6apU6cSt8k2TJo0ibbYYovI3Z3GZI5sDAoCgZQQAAEEAUxpqLW6ZtJYM0AAW92wabYHSpQAPvHEE/TSSy/RtttuS4cddlgjAnjvvffSeuutR7169aKVK1fSddddRw899BB98skntO6666qHPOCAA2jBggWKmPF18sknU48ePWj69Onq/3lw9+nThwYOHEgXXXQRffzxx3T88cfTyJEj6ZxzGmSOV155hXbffXe67LLLFOljInrppZfSiy++GJDNK6+8UpHCadOmqfuNGTOGmMDOnTuXOnbsGAnwNCZzJENQCAikgMAvzm2QfqU0CwmYCBJwCoOvlTSRxpqh2/jnf3pRh45yj0Y8EH9aVku/2eozeADjwVZUpRMlgPLJ2RuX6wHMRUYP1Keffpr23ntv+vDDD6l///706quvBkSN/955553po48+or59+9JNN91Ew4cPp++++47atWunbjlu3DjlJWTiyO0eeeSRiigyIdXX/vvvT+ussw7dd999VF9fTxtuuCENHTqULrjgAlVk9erVtP766xMTQ/YoRrnSmMxR7EAZIJAGApoA1sk1RezZc9pg2/4mPxN7/QxCKW5o7PHL1I2y74/kHj+xf8/Y75dpx9gjKPYUuj637QEsF/v+KqrE3sAIexSbsw+xB7A50Y1+7zTWDN3G4//p7U0AD9zqUxDA6N1bdCVbjABWVVXR9ddfrzxv7AH82c9+RrfddhsNGzaMlixZYgDJ8i97C4cMGULHHnusGpCPPfZYUOatt95SXsfPPvuMevbsSZtssgmdffbZ6p++uP6ECRPoyy+/VOVYFp4zZw5ts802QZmDDjpISc133HGHtSOZJPI/ffFE69atGyZI0Q17GJwPAiCARAbptOwBBAHMZ2SVTh0QwNLp62J40tQJ4IwZM+ioo46iFStW0AYbbED/+Mc/6Je//KXCauzYsUqSZVlXXizRMvljz9+gQYOUJKwlYi63cOFC2mijjejll19W3kLeX8j3GTx4cHAblp/5HkzguNyuu+5KX3/9tfIE6ovlZiaIs2bNsvYd72HkfYO5FxPSTp06FUN/w0YgEAsBTfpkJXgAM2iAAMYaSyjcsIWpc+fOzeo00G08+s5m3h7AQwbMa1ZbMSZaFoHUCeBPP/2kAkT++9//0s0330zPPPMMvfbaa2pvIBNA9r7xPjx5bbbZZnTiiSfShRdeqAgge/mmTJkSFGEit/HGG6u9fzvttJMigHyfo48+Oihzzz33qHusWrUqIIBMHJmE6uukk05SASpPPvmktVfgAWzZwYrW00dAEsCA+Ml0L67UL3GynkgJ2CEp2zxvEg1nChcp5drkYGm//N4lAUsZOVNGSr0Vq8Nl3/oosrmlqyNJ3qIeZN/050tYi2kSwIff6eNNAA8b8DEIYFinFvH3qRPAXKyY3J1wwgnKu1foEnCu7WlM5iIeWzC9FSAAAmjKvjLPnyZkIICtYKCn9AhprBm6DRDAlDq1iJtpcQK46aab0h//+EdieVUHgbBHcIcddlCw8t/s1ZNBICNGjFBBIOzp44sDN3g/oQwCWbZsGc2cOTPoGo4u5v19MgiE9wief/75qgzvSWQvJIJAing0w/TEEQABBAFMfFCV8A3TJIAPvdOP1vSIAl6xrJYOH/ARPICteLwmSgCXL1+uAjr44uCKa6+9VqVr4Vx9Xbt2VWlXOK8fy64//vgj3XjjjXT33XervIE6/x4TNZZmtcTL+/K6d+8epIHh/XYcDbzXXnsRE8F58+apNDCc5kWngeE9fnvssYdqjwM7OGDk4osvbpQG5oorrqDbb7+d2AvJ8vNzzz2HNDCteLDj0eIjsOX54tQPLV3GOfEjSpMuCdh1SkdGeo0i+xpRwMIW6cmzmeiMCBYSsPb8Va4ShsaRvqNgE6GMSxqGBBwBvJSLpEkA73+7vzcBPGrrD0AAUx4jaTaXKAFkAsWEL/c67rjjaPLkySoogz16vP+PCSEHfzAx00EgXG/RokWNEkHfcMMNjRJBn3HGGSoRNKd2OfXUUxUBlImg//73v6t764hfJoOHHnpoYBqnguGADiaaMhH0lltuGRn/NCZzZGNQEAg0AwIggG4PIAhgMwy4Vn7LNNYM3ca9b2/pTQAHb/0eCGArHpOJEsBWjJP10dKYzKWGKZ63sBAAASxeAihHEryBhTGv0lgzQAALo6+LwQoQQI9eSmMye5iHqkDAG4G8CWBYy1I1dR1WEBaVGyIRswmGWi3Kl9c0NlBG50qJuFxG/op6Wvotr2kB3VeYHyU6GAQwbECm830aa4Zu4663fuHtATxmm3fhAUxnaLRIKyCAHrCnMZk9zENVIOCNAAggH/WWhbGsSAmgayCAGHpPkVg3SGPN0G1Me2uANwE8fpt3QABj9XBxFcRCE8gAACAASURBVAYB9OivNCazh3moCgS8EbARwCh57GxHrbmMcd3PlftPf+4KAjECP1xewszn0hMoE1xL0uc63UPm/PMGOoEbRPEE5jYDApgA8DFukcaaAQIYo0NKvCgIoMcASGMye5iHqkDAGwEQQCIQQO9hhBtkEEhjzdBt3DZnG28P4AnbvgUPYCsevSCAHp2bxmT2MA9VgYA3AiCArZsASm+pHiwvP3iO97jBDewIpLFm6DZunrOdNwE8advZIICteDCDAHp0bhqT2cM8VAUC3ghscYHIA6iDNSIc/+aUgLUkGyX3n9x7J+MsMn87JWD51FICFp/rIA8j2KM6W0DKqRXV2ZvIUz8C8pR0XsQ8ey22BOyIXQEBzLMDIlRLY80AAYzQESiiEAAB9BgIaUxmD/NQFQh4IwACSAQC6D2McIMMAmmsGbqNKXO2o/ZrVeaN/crlNXQKPIB541cMFUEAPXopjcnsYR6qAgFvBEAAS48A6kGT68V96SFIw74TKo01Q7dx05xfehPA07Z9AxKwb6cXcH0QQI/OSWMye5iHqkDAG4EthoccBWeRZhukBUfTmc+jRP4ax7VJmdUmAbueNHNsXK5NgQQsvpcRwVLqldG+caKbY4GfQCrBpCRgEMBYPRercBprBghgrC4p6cIggB7dn8Zk9jAPVYGANwIggEQggA3DCB5A7+lEaawZuo0bZu/o7QE8c7vX4AH07/aCvQMIoEfXpDGZPcxDVSDgjQAIIAhg7iCqzwl6QdBI9GmWxpqh27h+9k7eBPCs7V4FAYzevUVXEgTQo8vSmMwe5qEqEPBGoP+IrARM5ZbbJSABG7KqlGzF38aZbmESsCP5s5SU9d9S9pVHusmylasT0Gfj9ESezTW3BKwfAQQwTmeaZdNYM3Qb1725izcBPHv7l0EA8+/ugq8JAujRRWlMZg/zUBUIeCMAAkgEAmgOIxDA/KdVGmsGCGD+/VNqNUEAPXo8jcnsYR6qAgFvBEAAQQDDJOCaNRs0YelNffXuYd5jrzXeII01Q7dx9Zu7eXsAz93+RXgAW+NAzDwTCKBH56YxmT3MQ1UgkCgCm1/SIAfHPYPXOG3CljRZSrZS9nVZH0MClmf6ltVkb6jJikv2NaTh2jw12XzRz7O5SBJwyL2jRDnLCO6a9tkOBQEM7/A01gzdxlVv7O5NAM//5b9BAMO7tWhLgAB6dF0ak9nDPFQFAokiAAKYKJzum4EApgR0+s2ksWaAAKbfr8XaIgigR8+lMZk9zENVIOCNgJSA6zNHwcED6A1r0zcAAWxmgFvu9mmsGbqNcW/8itbwOAlk1fIauvCXz8MD2HLDpdlbBgH0gDiNyexhHqoCAW8E4hBAQ4J0kRitGMaNHpZPEiIBSzvKxfm+xt81DTcxPhNnD1N9fiwsioQaq1NimNGsErDAo65NVvat7mBq+m/egr1/TfVvGmuGbmPs6wO9CeCIHZ4FAYw1YYurMAigR3+lMZk9zENVIOCNAAhgPAhBAEEAQQDjzRmUbjkEQAA9sAcB9AAPVYsCgf4XiTyAtgAOx1FrJIM5YuQPlKCEHSfnyh9o5vbL3lEe76Y9fzIIJOkOSYQMpuQBDLVVeABr22UHQtVaZufOmXJ20jC2qvulsWboNi57fS9vD+AlOzwDD2CrGoHmw4AAenRuGpPZwzxUBQLeCIAA5g9hKKmKcmsQwCgoFU2ZNNYM3cbo1/bxJoAjd3waBLBoRld8Q0EA42MW1EhjMnuYh6pAwBsBEMD8ISxFAqg9qm/eCinYNnLSWDNAAPOfs6VWEwTQo8fTmMwe5qEqEPBGQKd+4RsFhMYVwOHK4ReS+0/mCYxEmnQQiOPYOEMCFkEgUgKuqMpAk2ewR1xgIz2X7aYRPIChwR9R7mErI7CprxCBH5nEz2yuzANYIY7MAwG0j5A01gzdxqXKA9gm7lANyq9aXk1/hQcwb/yKoSIIoEcvpTGZPcxDVSDgjQAIoDeE6gYggMngWOx3SWPN0G1c/OogbwI4ZqenIAEX+6Brwn4QQI/OTWMye5iHqkCgSQT6jRIBHsIDJE/PkOe+wgOY/4ACAcwfu9ZUM401Q7cx/JX9vQngFTs/GZkA9ujRg7788stG3XX66afTpEmTaOrUqXTvvffSnDlzaNmyZbR48WJae+21jfL82VlnnUWPP/64+vzAAw+kiRMnNirXmsZESz4LCKAH+mlMZg/zUBUIeBPAMpEbr66y4XZScjTkRykBC9lXHh0WSiId8rJ8kOAeor1yKQdbjnzj+lKirBDScOgwSVgmjkUGo8i3YcfnOe4Rxw4p9daske3cOqEwypyKs6ciGtg2rtJYM1qKAP7www9UW5t9Ybz33nu077770rPPPkt77rknTZgwgVatWqVgGT58uJUAHnDAAbRgwQJFFvk6+eSTiYnl9OnTQ6cpCsRHAAQwPmZBjTQms4d5qAoEQAAFGQQBNIcDCGD6L4g01gzdxoWvHEDtPPYArl5eTeN2fiKyBzAXzaFDh9KMGTNo3rx5VFaW/dHw3HPP0cCBAxsRwA8//JD69+9Pr776Ku24447qdvz3zjvvTB999BH17ds3/Q5r5S2CAHp0cBqT2cM8VAUCIIAggCSDbKye1AjzBB7ACCBFKJLGmqHbOO/l33gTwPG7/DMvAlhVVUUbbrghDRs2jEaMGGEg4yKAt912myq/ZMkSozzLxNdddx0NGTIkAsIoEgcBEMA4aOWUTWMye5iHqkCgSQT6/jW7B9Al65YJAkWZH/GRjnwTLUsJWH/sc56wzXPlivyV9sukzzoKOI4XrBGYeUrDsdpMWwKWR761FQmfO2QTPtdntgIwHnWZ86H5bzku3roRErBt8qWxZiRNAOfPn0+dOnUKHqddu3bE/5q6HnzwQRo8eDB99dVXigjKy0UAx44dS9OmTaOPP/7YKN+nTx9F/lg2xpUsAiCAHnimMZk9zENVIAACaOwHzLIpEEBHZDIIYLO+NdJYM3Qb57z0W28P4DW7zmiEx8iRI2nUqFFN4rTffvtR27ZtrXv3miKAd9xxB82dO9e492abbUYnnngiXXjhhc3aN6V4cxBAj15PYzJ7mIeqQKARAn0vs0f+wgOYx2CBB9DpAZTjac5keAP16EpjzdBtDH3pQG8COGHXxymuB5AjgXv16kWPPPIIHXTQQY0mFiTgPN41zVQFBNAD2DQms4d5qAoEmiaA4ltXNK+M7JQRwUFVW5LnnFYNCThMRo4QsapT08h0NeU6sTNH+8oIXxkpXCM8gJkyoUmUo4yhmEQwFQk4inQckvy5qmNW9pXn/+pocIamXkjAeq9hkGQ7gx0IYHYQpbFmJE0Aly5dakjAYVOCvYNTpkxRxLGyUuwXyFQMCwJ57bXXaIcddlCl+e+ddtoJQSBhoOf5PQhgnsBxtTQms4d5qAoEQABBAJ2zwEpEBZkFAUz+BZLGmqHbOOvFg7w9gNfv9lisIJC6ujrq2bMnHX300TRu3DgDwG+//Zb435tvvkknnXQSvfDCC9SxY0faZJNNqEuXLqosp4FZuHChIpB8cRqY7t27Iw1M8kNR3REE0APYNCazh3moWuIIGHJvCBbwAHoMFngAG8DLeBThAXSPpTTWDN3GmS8e4k0Ab9jt0VgE8KmnniLe/8f7+Dh4Q17sGRw9enQjcG6//XY6/vjj1eeLFi1qlAj6hhtuQCJoj9dTU1VBAD2ATWMye5iHqiWOQCIEUCSC1gu8lIIlcZSnhuiIYcULskoiWSOJwxIZq5+qjTtTytPyb0lApK3ltVnNU5bXd44lzbrGVtJkMIqUa8MvgpRuPELG7joR+btaSMAy4bOMAjbv0fB/FatNcCABZ/FIY81oSQJY4q/cont8EECPLktjMnuYh6oljgAIIBEIoDkJnCQXBDCVt0Uaa4Zu47R/H+rtAbxp90dieQBTARGNJIYACKAHlGlMZg/zULXEEbASQOEZcpIBeaya5Wg2Saqkt016+mSggK0bXLkEpU0uj6L2RBoeQOGpND6XaWCqhQdQ5je0GJi3NzAlD2Bo8EoED6DsLx3kUdPOfsxbXdssSMb50HKPpQi+QR5A+8snjTVDt3HKC4d5E8ApezwMAtiK1xEQQI/OTWMye5iHqiWOAAggkZkgGgTQINhCmgcBTOdlkcaaods4+fnDqa3HUXBVy6tp6q8eAgFMZ2i0SCsggB6wpzGZPcxD1RJHAAQQBDB3CoAAtuxLIY01AwSwZfu4mFoHAfTorTQms4d5qFriCPQZI456s+Z8ywLk3hsmymRkViNptJRYhQxbKyRD671dMrOjz2zHycncf+VSihQ5AfP1AEozYsnBLSkBR5B9pTQvz/etbdMg/RrHvLWxy7786X+ua0juvM0ZIrE4Eb01CUmfm3rtpLFm6DZOfP4Ibw/grb96EB7AVryOgAB6dG4ak9nDPFQtcQRAAPP3AIIAEhmRvzlR2CCA+b1c0lgzdBtDnmMCKH6JxTS5ankV3b4nCGBM2IqqOAigR3elMZk9zEPVEkcABBAEkKeA9GDCA9iyL4U01gwQwJbt42JqHQTQo7fSmMwe5qFqiSPQ5/LG5/7GkjOZPAhZ13YUnJSDK1YJyVAEGNgiew07HJHJRlSxPHIs441yR/tm7TDzA2YbCo2idYydWPhFkIPtp3GED1yr/RFyBsoj3aQErL19Lq9fbt+/cz2k3vBealwijTVDt3Hcs0d5ewDvGHg/JOB8OrpI6oAAenRUGpPZwzxULXEEQACJQADNSQAC2LIvhTTWDN3GMc8e7U0A7xp4Hwhgyw6ZZm0dBNAD3jQms4d5qFriCIAAggDmTgEQwJZ9KaSxZoAAtmwfF1PrIIAevZXGZPYwD1VLHIE+YxtLwDqJci40TklWSsAhkcRmxK1owRLx6zpOztivJmTfevG3linNUz7ssq/0AFausjxABNnUNYxC5eACkYBlZG91+2w0hySDOtGzlN0byb5/g+zr+0pJY83QbQx+ZrC3B/Deve6FB9C30wu4PgigR+ekMZk9zEPVEkcABND0AIIAEoEAtuxLIY01Q7dx1L/+6E0A79/7bhDAlh0yzdo6CKAHvGlMZg/zULXEEQABBAHkKQAPYOG8CNJYM3QbR/zrGGrbwSMNzE9V9ODed4EAFs7wSdwSEEAPSNOYzB7moWqJI2AQQI2FK1mwlGml7Cs+D+CUUbu27zl6WH4uymuZWKYjMaRjmVhaJHQ2ujKjYsp7uKRLeVax9ADmG0Ur7UhbAnZGLtuUbSGZy2jf6jWzErAkhsa5y5mHzG3vHUjA3m+UNNYMEEDvbiqZG4AAenR1GpPZwzxULXEEQACJQACJQAAL50WQxpqh2zj8X8dSGw8PYPVPVfTQ3nfCA1g4wydxS0AAPSBNYzJ7mIeqJY4ACCAIIE8BEMDCeRGksWboNg57+jhvAvjwPneAABbO8EncEhBAD0jTmMwe5qEqEAgQCMigQ7415L6Qc3pd8q4Bt5Qlc44R43LGecJhkjOZJ3pQxr5yWc84k1g07kgyLWVn6zCJEB1cyBJwdYcs6DVC9pVnNEeZHvrItyhlUSYcgTTWDBDA8H5AiQYEQAA9RkIak9nDPFQFAiCAIIAEAlg4L4I01gzdxiH/N8TbA/jovrfDA1g4wydxS0AAPSBNYzJ7mIeqQCBLADPHwrm8d0ZePun9shAoW8BArlcvDHqXB9CVp9AI8sjYJL14FatFizLopDr7eXlN46PgnF68ZvQAhnsO7eiFBYHIY9yqOmbP4jO8fuKIPmvgR85zvzMBuf/CxnKc79NYM3QbBz11gjcBfGzQbSCAcTq4yMqCAHp0WBqT2cM8VAUCIIAggAQCWDgvgjTWDBDAwunvQrcEBNCjh9KYzB7moSoQAAEEAfQigNJLiP2A/i+UNNYM3cbvnjrR2wM4fdCt8AD6d3vB3gEE0KNr0pjMHuahKhBoEoG+f80eFeeUgOUdtDwogzoi5BW0GiGlZddxc657Z8pbYktUU2UyIET8XbE6e0MtH4fKsXxDlx1hMrHjKDhrm3FxtJSXe/1kvj99zBs/Sp3ID2g9/q+JvgUB9H+hpLFm6DZ+M+tP3gTwn/vdAgLo3+0FewcQQI+uSWMye5iHqkAABBAEkEAAC+dFkMaaAQJYOP1d6JaAAHr0UBqT2cM8VAUCjRDoM0Z4/Vynf7g8W/AAGniGeg9bmQdQPi+CQ/J7uaSxZug2DnjyJG8P4BP73wwPYH5dXRS1QAA9uimNyexhHqoCgSYJoJFHT8iwMuJW3iCQiR3aa1iUqmGMIz2LzvGnpFxHNLK+j/zeFVUso4MrqkQUsJaRw2TcJiRgmx3mM9pvnrQEXJ+RdY3cf+2znVTbxj4RXBK6rXSjY+EQHZzX2yWNNUO3sd8TJ3sTwFkHTAUBzKuni6NSogTwhRdeoPHjx9Ps2bPpm2++oUcffZQOPvhghUR1dTVdfPHFNHPmTPrss8+oc+fOtM8++9C4ceNoww03DNDq0aMHffnllwZ6F1xwgSqnr6+++orOOOMMeuaZZ6h9+/Y0ePBguvrqq6lt2+zB188//zwNGzaM3n//fXX/888/n0499VTjvjfeeKOyl23dYostaMKECbT77rtH7rk0JnNkY1AQCERAQHoAQQBzSKYLvxCS6E4lAwIYYUiWVJE01gzdxr4zT/EmgP/36ykggK14hCZKAJ944gl66aWXaNttt6XDDjvMIIBLly6l3//+93TSSSfRgAEDaPHixTR06FCqqamhN9980yCAJ554oiqnr7XWWov4H1+1tbW09dZb07rrrkvXXHMN/fjjj3TcccfRoYceShMnTlRlPv/8c9pyyy3VPU455RRl0+mnn0733XefsouvBx54gI455hhiErjrrrvSlClT6JZbbqEPPviANtlkk0hdnsZkjmQICgGBiAiAADYApb2ZoTIuFwYBNE5uUQAKTN75G3IFRpx+lMaaAQIYtTdQLlECKOEsKyszCKAN6jfeeIN22GEH5fHTpIs9gEwM+Z/tYpL529/+lubPnx94Du+//346/vjj6fvvv6dOnToRewwff/xx+vDDD4NbsPfvnXfeoVdeeUV9tuOOOyqietNNNwVlNt98c+WxvOKKKyKNjDQmcyRDUAgI5IFAv1HZ/YBGdakN2o6Fc8m3LhvCZFbX/UISUhuRy8JOI0H0qqxRFdXihpk/i5YACqxr2zZ0mDzzt6Z9tkBdZfZv+bxGImhLH8lh0NTxfyCA0SdfGmuGbmOfmadQZYd20Y3LKVnz02p6Gh7AvPErhootSgCffvppGjRoEC1ZskQRN76YAK5evZqqqqqoW7dudPjhh9N5550XyLuXXnopPfbYY4rM6Yu9iV26dFGS8MCBA2mPPfagbbbZhv72t78FZViOPuKII2jFihVUX19Pa665Jj300EN0yCGHBGX+8pe/0Ntvv00sH9sutov/6YsnGtvI3k1tfzF0OmwEAowACGARS8AggEU5idMkgHv981RvAvjMbyZjfSvKkRbN6BYjgKtWraLddtuN+vXrR3fffXdg7XXXXac8c+ussw69/vrrNHz4cDrooIOUPMvXySefTF988QU99dRTxhO2a9eOpk2bRkcffTT16dNHeQRHjBgRlHn55ZeV1Ltw4UJFADfaaCMlDe+yyy5BmbFjx9Idd9xBc+fOtaI3atQoGj16dKPvQACjDTaUKiwEQABBAIMRCQ9gKpMTBDAVmNFIRARahAByQAh79jiY47nnnmvSe/bwww+rvYP//e9/qWvXrooAsmQ8a9Ys4xE5AOTOO++ko446ShHAIUOGKPKoLyZ7TDg54KOurk4RQCaFO++8c1Dm8ssvp7vuuos++ugjeAAjDiAUK14E+o0WErCUYYWcan26uBJwGEQhUq+qbrHPGflblW2wYpVI/iwinW37+vI9F7glgkDq2ogo30zsW227xp8xEkbyZ0dfBCgJ3dcVZZ2LHSTgsAGe/T5NArjnjNO8PYDP/fYmeACjd2/RlUydADL5YymWI4FZsmVS19T19ddf08Ybb0yvvvqq2rfXkhJwrp1pTOaiG1EwuGgQAAE0uwoEkKNjspiAACY/ldNYM3Qbe0w/3ZsAvvC7G0EAkx8GBXPHVAmgJn/z5s2jZ599VkXyhl0zZsyg3/3ud0GgiA4CWbBgAW2wwQaqOkf0ciSwDAKZPn26iujV12mnnab298kgkO22205FAeurf//+Sm5GEEhYr+D71oAACCAIoEbAxwMoUYQ3sOk3Awhga3hztp5nSJQALl++nD755BOFDgdhXHvttSoogwM0OBcfp2CZM2cOMalbf/31AxT5e5ZwmZyxp4/rcJ5AjhI+++yzafvtt1eBH3zpNDBcn3P4LVq0SO334+jd3DQwnAKGU8HwfTkK2JYGZvLkyUoGnjp1Kt18880qb2D37t0j9XAakzmSISgEBBJEYPNLhDQcdu5v2Pcx7TK8TlKytUQjSwm4vDrbUIWM/JXJn0Ok7ULxALoSauuEz+o9KCXgjPQrI39dybyNyF9b3zg8gIYE30SCbhDAwiGAuz1+hrcH8MUDJ8EDGPMdVkzFEyWAvJ+PyVvuxd45DqDo2bOnFRv2Bu65556KHHK+Pt6Dx9G2TMR4Tx8nceaoXX3x3kEul5sImgNB9MWRvEwedSJoTg1jSwR91VVXqX2BnDeQA1A4gjjqBQIYFSmUKyYEQABzeivlPIAggMU0W+LZmsaaodvY9bEzvQngSwfdAAIYr4uLqnSiBLConjwBY9OYzAmYiVsAgVgIbH6pIz+gjQg5zhNzeZqcx8VZLJT5/GTOP+2NkieZSA9g5crGR77x7eMcLecEzBYt6zw72f8kELknT3r96sTxbjoPYK1I+Rbq6Ys1IoytgdaAHH07eAALxwMIAhhzkJdgcRBAj04HAfQAD1ULFgEQwCa6BgQQBNBj5qaxZug2dn7sz94ewFcOmggPoEd/F3pVEECPHkpjMnuYh6pAIC8EQABBAHMRMBy9TaQMggewcDyAO/7jLG8C+NrB14MA5vUWLY5KIIAe/QQC6AEeqhYsApIASikxkG8FGzCkRoccbJV9HbKpEQQiAjuMnH+ZYA7jyLfsAT1UsVpIwE55tjH8+R4LFzcPIJVZgKqXrCr7vQzmqBWyr8wDqOVgKQs7JXh5Gp5x1lsGj7AckDlSem7fggAWDgHc4dG/eBPA1w/5Gwhgwb6p/Q0DAfTAEATQAzxULVgEQACb1wMIAliwQ7/ZDUtjzdBtgAA2e3cWfQMggB5dmMZk9jAPVYFAXgiAAIIANjVwnAmiuVLGw/jO9WfnNfZastLWf7YHP709MblnSWPN0G1s/8hQbw/gm4dOgAewJQdlM7cNAugBcBqT2cM8VAUC3ggYKWEyd5P56GSUqrOxkBx+Ro45kftPRv4aOf8yZcrlkW9S9rW018i2vFO7NH7KKBJwfblMsGdBSkqz5dnvJdZ1ldl71FVmywQSsPjM6Jcm8vYFd9Ftuo7lEyYbsq9DMgYBtM+GNNYM3cZ2D5/tTQBnH3YdCKD3W7RwbwAC6NE3aUxmD/NQFQh4IwACmANhnlHAIIDeQ7HZb9DaPIAggM0+ZIq+ARBAjy4EAfQAD1WLAgEQQBBARsCIF5FeP1fQiKhQyIEhA87Kyr4uT26xSsDb/n0YVXQQySFjvnFqf1pNc35/LTyAMXErpuIggB69BQLoAR6qFgUC/S/KLpA6ItUpATeRHiR42EwZI6q3JguFTO4spWFb0mcj2lceGyflyhhRwLJD4hwLZyaYtjco5VsDP0txQ/atsEvHtW2z1tZnpN9IyZ8dkdqUIXLOdC/SzgikT2JZLAQwd0I2h4ydxpqh29iGCeCaHgRwxWp6CwSwKN7T+RoJApgvckSUxmT2MA9VgYA3AiCAMT2AMp2LqAoC6D0Um+UG0gMIAmgiUAsC2CxjrpBuCgLo0RsggB7goWpRIAACCALICBhezpgeQKkfvzMhuYjaJCZQayaAA/5+jrcH8J3fXwMJOImBVqD3AAH06BgQQA/wULXoEND7AWVyYkM2ldG3jr+Dc3yF7Os6H9gpE2cSRFdUy9BZO5yhyZ0jJKQ27hwWBOJI6GxE7Ypo3fpMUugyUU96CyV5khJvnZCA63QEr0veNTop+z9GP1qkeSM62yXv23JaS9U6B69CJoC5YyXJvX8a9TTWDN3GVg+d600A/3P41SCARfemjm4wCGB0rBqVTGMye5iHqkAgUQRAALN57gxOZaROsZ/oAQLYgBgI4P+oc+fOzUqqQAATfe216puBAHp0LwigB3ioWhQI9L9YBIFkPDvwAJpd5wwCEUe+gQA2YCa9mP+5rmXkYJfs29o8gFs+eJ63B/C9I8Y3K1ktipdgKzYSBNCjc0EAPcBD1aJAwEYAnd6vENmX6+loXkP2lU4z+beI7C0X5wKX1zQUct3DBaxVDvaQgO33s3sAjXN8RUJnIyI4Y7hBsIWcWleRfTId+atIVUYCNs5tdjxX6NnNDqnXkOPD7i1l4SYSboMAdmqWd4Bel7Z4wJ8Avn8kCGCzdFKB3BQE0KMjQAA9wEPVokAABDCnmxxkNSjl2AMIAtj0cG9uMjjgL+KYt7ikX5iu9wXmGzySxpqh2+h///neHsAPjroKHsCieFPnZyQIYH64qVppTGYP81AVCCSKQP8RDYuoM7AiQhCIrusM/HAcBVcug0ZqMx7AmDn+0vYAytM/9HFtjF+dyO0XfC68Zq58ftLrJ72BYcfxhXr9xChxHfNmnP/r8gCKI+yyhDjaEGwpAhgaJJRjPghgtP5EqeJAAATQo59AAD3AQ9WiQwAE0AwCCZOAQQDtQTO2gQ8CmNzrQK9Lm993gbcH8MOjr4QHMLmuKbg7gQB6dAkIoAd4qFp0CIAAggA25QG2Bgc1sQdQToAkCeCAoRm5N4KHOK4HUNvc1KkrTZ0gbyMDEQAAIABJREFUksaaodvoe++F3gRw7uBxIIBF96aObjAIYHSsGpVMYzJ7mIeqQCBRBDQBlDctk5KtTBDsyElXlpFyyx3JhPX33IaUfctlzr+MAXGOa3MSl7j7wWLsAawXUq/cAyg/10EgkjwZf0tpWOYPFHKrJiNmNLLoJUdf2EiM0Z+yox3PHSovS3ybyFP4n2uTiwi2EsCwfos5U0AAYwKG4gWJAAigR7eAAHqAh6pFhwAIYEwPIAggyWTSTe1VBAFM7nWg16U+9/h7AD/+AzyAyfVM4d0JBNCjT0AAPcBD1aJAQEYBk8VrBw9gTjeKKGB4AHP2AMIDmErgoF6XNrubCeAaeb9nalesonl/BAHMG8AiqAgC6NFJIIAe4KFqUSBgSwNjRIQ6onadOfoyUpzOB5gLgqxXXpX9Vuf+M+TnCHu8Qss3owRc1ybLeGrF38ZeuYyUa+T4k9G04u/gyDfmVSInoH5GpwRsgBAy7GQktyMnoCtPoS4e5US6XCsS9QDqlC9R+tY1hmI+RNRj49JYM0AAi+LVWhBGggB6dEMak9nDPFQFAt4IgADmeviy/x8WBQwCGH34gQBGxyqspF6XNr1ruLcH8JNjrkAQSBjgRfw9CKBH54EAeoCHqkWBAAggCCAjID2zzeEBNPYKZiAPiww2kjvbZlOKHkBXUEhuRHAaa4Zuo3cCBPBTEMCieE/nayQIYL7IIRG0B3KoWiwIbH6JOEEhY7RxLJiQgOUibhAGKVdmFuUKIe+69hGGRQEbyqZc7KMs/LpylLJRygT3yxaubeeQgCUelvOVpbwrZV8ZRCFJWOCJdGHgkjMtzyWLyn4xxqsraXVM2TS4pwPfvAlgSOqZSFJ52ASNkLibbwECGAYkvm9JBEAAPdBP49ech3moCgS8EQABdCczDpOAQQAjDj8QwIhARSum16Ved47wloA/O3YsJOBosBdlKRBAj24DAfQArwiq9r7m2sDKT88ZlpjFfS9r7FWz3XzuJcnlRotj/OaXNn1uKjyADWiCABKF5gGMMvBcHlZHrsjQW8IDSJ07d6ZedyRAAI+LTgB79OhBX375ZaPuOf3002nSpEm0evVqOvfcc+m+++6jlStX0t5770033ngjbbzxxkGdr776is444wx65plnqH379jR48GC6+uqrqW3btqHdjgLxEQABjI9ZUAME0AO8IqgKAujoJFdSXVfUqJDLtKwoo4Cl1GjKvtn2jShgm3QZISI477OAwyRgkfqFyoTsK9Ys6Q20neMbRfY1JGCJqSZKMSNabXg4o7ejyL6WMOBIJtnGUwiJa/L1kQABtGETlew2FRGcxpoReACnXUTlHmlg6lasos+OvzyyB/CHH36g2trsnpD33nuP9t13X3r22Wdpzz33pNNOO42mT59O06ZNo65du9I555xDixYtotmzZ1NFRYWqu/XWW9O6665L11xzDf3444903HHH0aGHHkoTJ04sghWj+EwEAfToszQms4d5qOqJAAggCKBCAASQXOTTSO4MAqiGS6kSwNy3xdChQ2nGjBk0b948lf+Qid1dd91FRx55pCq6cOFC6tatG82cOZP2228/euKJJ+i3v/0tzZ8/nzbccENV5v7776fjjz+evv/+e+rUqZPnGx3VcxEAAfQYEyCAHuAVaNXeV2dlX7m45SsB9xmTkVNtHpsQDORG/48val452JB9w/oGHkCFUDb4QgICD6BBFh1jyYgXaWUeQPmD4e0bzHmbxpqh2+h5u78H8PMhlytCJslXu3btiP81dVVVVSkSN2zYMBoxYoSSdFnyZY/fOuusE1QdMGAAHXzwwTR69Gi69NJL6bHHHqN33nkn+H7x4sXUpUsXVX/gwIFhbyZ8HxMBEMCYgMniaUxmD/NQNQ8EJAGUMtAn5+W3B9BGAF0eJcPcnIjKQiCA1rNjHbKv02tmkSvLq7NPLv+uMD4XDeUpAUt8rZGzokCUSNE4BLCmfbZD68SZvposuc7/dR6fFhb1HCHy10jore8Xdl/GSCaqtsyxSFJp2I+IKBKwfMYo5TO2xupbxzukqbOAZZWWJIA9brvYWwL+4oQxjRAYOXIkjRo1qsm364MPPqj27/GePiaC9957Lw0ZMkTtA5TXoEGDqGfPnjRlyhQ6+eST6YsvvqCnnnrKKMNkk2Xjo48+Oo83Oqo0hQAIoMf4AAH0AK+Aqkqp10hlIhep2obVxtgjRUQfj2jsmetzuSWIIu5ilbOAa4Iwb3hynsB+I7N2WvfH5fQRCKAJCAigfRKDAGZxaQ0EMB8PIEu6HLjBe/74chFA3iPYu3dvmjx5siKAHEQya9YsY2Dxfe6880466qijCmjVaB2mgAB69CMIoAd4BVTVSQDrGpO+2ARQP2eEHGnOhVMQ0eYigJG6w/YMLmIb4uGRhLNiVbZ1efxbUXoABZAy8KO6g90DGPS5DLJweNhcnqso5D0wy9UvtnOeHV41Y5wKW/Xn0h5Z1mlnFK9jpAHqIOhN1XXhEdKeywOY+4xvTWo5CbjHrZf4ewBPvCxyEIiGjElcr1696JFHHqGDDjpIfQwJOI8BnEIVEEAPkEEAPcAroKoggBE7AwTQAMrqAQQBNNLjgAC2HAHsfos/AfzyT/EJIMvDLOmy57CysmG/w9KlS1UQyN13301HHHGE+uybb75RKWByg0AWLFhAG2ywgSrzwAMPqEhgBIFEfEfHLAYCGBMwWRwE0AO8Fq5qkD5pi7GnLdwDSNpzEubhC/ueg02NYxiEUQ4vhU1+lo+Sm2+Q8wr2Gy3k6bh51kAAQQBzxyk8gPYxkfm0JT2ALUEA6+rq1J4+3q83btw4AxtOA8NRwbyfjwM7OCcgp3rJTQOz/vrr0/jx41XACEcAc5AI0sA0z4IJAuiBKwigB3gtXDUSAbTs+4uSJ822cd9F7uKQvijycywCGGHjvOvcV92Oy35nsmhLv7dZnv2wQuwRN4JDaizGRpHvQlO42AdirEABkQdQ1qsWgR9SAq4XQSAaPyfOjiCbMPsiycKuAJ6gcx2T1CFXG88QMr9d80jbHTXIwtZMpGe3PGMYps6AHMcPSP74rRtb0AN4cwIewJPieQA5gIP3/82dO5f69OljdM+qVavovPPOU/sBZSJoTgWjLw4a4cTRuYmgw6KOW3g5KdrmQQA9ug4E0AO8Fq4KAujOb2esZ3I/msUDCALIOGaZFAhgtIkNAri02fLa6XVpk6mXeu8B/Orkv8beAxhtBKBUISAAAujRCyCAHuBFqLrpeJGTj4jyTcWim3Ll+DNMCYn8LSQPoLRby8Fhx8w57Xf0BzyA8RJBgwBGmNi50fQWTy48gNFwtJUCAcwfu1KrCQLo0eMggB7gRaiaGgF0SIllttQvUfbNWfbyyQXNIFXlMr+d1NayANly1uXKXFEJYOipFjl7vKwEUJhp5rQTz5KJoOankMe+6T2T0v5KIQFXrsw+tyEH1xaGBBx2/q/8vqpD1n1a0yH7XPIouABfRzR1lMjZ0PERIco29B5ivrpyFgbH2UXJQSjnUYiUHzXiNsIrpaFIWA7CyDeyF8yVfWWpNNYMgwC2XyPvp6lbuYrgAcwbvqKoCALo0U1pTGYP84q+KghgQxdGWZxBAF0uTPvn+SaCBgEkAgFs+tVaKASw25SRVO5JAOefMhoScNGvpO4HAAH06FwQQA/wmqiqpdrcxTbwMBDRp8Pin8zhlIBbgQfQ5lmzQhwWFAEPoEm6m/IYaYAdewDhAcwZga6gE3gAE32R6nWp2+QECOCpIICJdk6B3QwE0KNDQAA9wItAAI2ouxxZyZsAivbN6L9sQ3q/XNx9c8ZZqBkV0BntKxrXkrMLGqcdUaJhY3RVWKJfScTrK+yM0owCbixtl9VmDWqzTPy9Ivu3lIDL6pqWgOXjhUZzOryqUe4R5gGU96jqKCTgNbPfxJGAo0SeBuNUYGqT3Q1vcu54yMAbBTvDA1ghJ1Lmb9lVUU7AsXStK5l0lGFs7yN7zbDnjRpRPOemaCf0pLFmgABGGSUo0/A+qBc/X4FJLATSmMyxDGolhQNPnSsvXhIeQBBA52gBARSyO6MURrAdr1AQQF5hxDBzpR0CAUz0zZ0lgKP8JeBTR0ECTrR3CutmIIAe/QEC6AEeEck9fkawgV4QmiCA9ZXZVeOzs85xGmLIvo5S8ACawIAAggCqEeEgbPAANn6RFKQH8KYECOBpIIB+q1xh1wYB9OgfEEAP8JoigBni5yIixllTRNRcBFAvgIac5vJiuJLjZiTSSEdiichZG7KGrOqK7AzzVjm6zJXuxVjstZwtyLfzuUSUZ5l4Lv0MMslzm/9ljWojJGB5LnCZzcsWYT9jaNRzzHuEScD15dmBUNUp+3eNCMasa5N93gBfkW9RSsSyu5z9n8G6vCZbWkrsxudh0bcRxo8hYUsJWDcfYY64+iXfN0qY7BsrmjqKETnPOGdyAUrAIIBRerKky4AAenQ/CKAHeCCAjcEDASQQQCIQwPjvFRDALGaBBHxjAh7A0+EBjD8ai6cGCKBHX4EARgNv06uy58/Wi7x3xkZvy4kTUT2A0grtDex9bSaJdIS8fS4JGB7AnJQf8ADmOp8bhp7wTsID2MQJM1H2A0Z7pTQqBQJoIYCTRvvvATxjJPYA5jkmi6EaCKBHL4EARgPPRQBlNKk14le81aMmg22KAEaK6BMNWaOAxSMbyZ2FFCZJri2KU0p5hoQqPYC2jfFSVs1TAnaeSew48s3c79XQqPzMwNRln5SAM3bLCF8pAVeuygIsZWIzECNzk5jyrSGn6roRJE934uDGBtS2ExJwR7sEbJwFnBk3UY7Uc8rZGdyl7CvLVlQJaVj2kYgaDsa6a1zJcW+MdfmF5X0gt0aIvyPNRX07l6Qc8vqJIvtax4Qa5OHvtqiyr7xTGmtG4AEEAQzvxBIvAQLoMQDSmMwe5qVWtc/YrIdPy1cyPYjcAybJUXMQQMqQjYBkuUiJCx0QQCNyEwSwqZMjQACtwVsGq8r+T6R9sLZ5GYGM2aqVOgHc+AZ/D+CCM+EBTG0hbYGGQAA9QAcBbAAvjAAaefHkpnEhB1s9fC7vQRRPky4ThQBaPFQNrq4Qj4bwmrny4VmHVxTPlWU/oCtnmfNzi/xtC+pQjyo9gPJ4OofnJ/hYetCMAAP7sXY6oKZCePrkUXDSWyW9hKanprA8gPUVdq9ftTz+TQZ+2DxoUh6N4Om1eV6dhEfcT+JrCxoxck1K0OWYlePedexbpq7zLGl5vwSk4VCPYkxPr218587lOVOiBX60lAdw44kJEMA/gwB6UISCrwoC6NFFIIAggHr4gAASmYmqQQBBAHN+WLiIHgigxyrUuKpel0AAE4W1Vd4MBNCjW0EAQQBBALMTCASQqErs+wMBBAHMXV7SWDMCAnj9X72DQBacdSmCQDw4QqFXBQH06KE0JrOHealV3fRKEeWr894ZUm/WFFeAhBnxa9FILbnk+K6mFCaOcctscI9CSpzHQel8hFLykvKolE1dcpmtFyLsaZL7JrUUHVcCNiRs67MI46QcL/vOJtW5ZF9HH8ktALo/KlZm2678Sfy9Ovu3zAMoYQxyAkaR0sPKxJQGbVJjVQchAXfOWlrbTox725Fp4txlZ99aAjXUuI8Q3R60Lp5RYlpRLbDWOQQjBIE4j6ezjDFjWrjmS75zJGwexexbwwzHvfORfeV901gzgiCQv/kTwPl/AQFMbSFtgYZAAD1AT2Mye5iXWlUQwByoYyxMrk4CASQCASSSkb1GImgQQHtKHscPsbgBIa4o4KIigBMSIIBDQQBTW0hboCEQQA/QS5kAymPcdOQtQ6n3whkRvi4PmiPIg2xBCPAAmguey7vh8uDAA2jM9IAQxPQSwQOYc76v4Zpt+B8j8EN87/rc+goO+xGV6/0P8SKCAMZf6OpWrqL5IIDxgSuiGiCAHp0FAph54VuiGo2giChEz3bur1wEQo4WU5bUCgk4yI3W+LOGVcre8bZoWFfkrLH2hS1YEaS1sITUkSRg6RmyHU/nOLJOsktn5KZ+YMezlAn8jePzBFBlGanRiAKWcrCIDnbltQs7Fs4p6Us79DN4EMDatg03XLW2yPe3VraRukrZYNMvGsPTJ2XfCBJw0F+OYArpOZS5FY2/dTuuvhWfu3IWamnYmC+2eS2kb0YlLIlzpHlmmX+FQvqk/WmsGYEEfN1l3nsA5599CfYAenCEQq8KAujRQ2lMZg/zmrWq9ABKb59++YMA5sAPAqgAAQG0T0sQwCbmi42458IIAhggEhDAaxMggMNAAJt1IW3hm4MAenRAqRFAQ/YVuIEAOrwYcmyBAIIANvGuAQEEAfRYioyqIIBJIdn675MoAXzhhRdo/PjxNHv2bPrmm2/o0UcfpYMPPlihWF1dTRdffDHNnDmTPvvsM+rcuTPts88+NG7cONpwww0DpBcvXkxnnXUWPf744+qzAw88kCZOnEhrr712UObdd9+lM888k15//XXq0qULnXLKKXTJJZdQWVlWb3j44YfVZ59++in17t2bLr/8cjrkkEOCe9TX19Po0aNp6tSpxG3uuOOONGnSJNpiiy0i93opE0BD3rLs8XN5AK1HvinXkOUnvNSaDCnMLuuWVTctAceRfdmkwJsZJ3ox5t4k5zFjchTq001c8pwrIMAi95rybvaGznOXbbPBEQVsSMAiwlTeIvAAiuPJKoUELKVhM4I7e5dUJGDXFgGx3UGnfKnqlLXNiPwV4yZMjjSSMuuIXB5LDgnY+G1hGZ+yPXkP41g4270jSOJxJGDDzpCk0a7XgDEEI9hnfYG7tmhEuN/sqfETPrsWkTTWjIAAXpOAB/AceAAjE4IiLJgoAXziiSfopZdeom233ZYOO+wwgwAuXbqUfv/739NJJ51EAwYMUKRr6NChVFNTQ2+++WYA3QEHHEALFixQxIyvk08+mXr06EHTp09X/8+Du0+fPjRw4EC66KKL6OOPP6bjjz+eRo4cSeecc44q88orr9Duu+9Ol112mSJ9TEQvvfRSevHFFxXR4+vKK69UpHDatGnqfmPGjCEmsHPnzqWOHTtG6so0JnMkQ1IqJD2AIIBu0OOcSgACSAQCSAQC2DCf4syd0LIG+3TM19ZMAK9OgACeWzwEcNGiRbRixQraeOONg85+//336eqrr6affvpJOaMGDx6c0mpZHM0kSgCNX/plZQYBtMHxxhtv0A477EBffvklbbLJJvThhx9S//796dVXXw2IGv+9884700cffUR9+/alm266iYYPH07fffcdtWvXkGiLvYjsJWTiyF7AI488UhFFJqT62n///Wmdddah++67j9j7x15HJqAXXHCBKrJ69Wpaf/31FTFkj2KUqxQI4KZXZXP8ybczCCAIoFqwZXCODAKBB9CIhoUHkMh63GPONAoldREIm3VmlqIHsMQI4NFHH00bbLABXXvttWoIfP/999SvXz+11rMKyHzg1ltvpWOOOSbK8l4SZVqUAD799NM0aNAgWrJkCXXq1Iluu+02GjZsmPp/ebH8e91119GQIUPo2GOPVVFJjz32WFDkrbfeUl5HlpZ79uypyOTZZ5+t/umL60+YMEGRTS7HA2LOnDm0zTbbBGUOOuggJTXfcccdkTq/1AhgXRvxFs0kfGag5Iu9vjJTRspSrrd6mCQkz8Otcci+MvLXkM4ayrsiQl1n31ojfoWdrgS8rsUtzoLm9AZaJGCXPGqcu+yK+NWjW36v+y135FtkZ1fybenFkn+TIIn6cyMhsZCDXRKliY1tu0DW8ESigGUTAqeqtUTS54xQULtmtu06mfBZYBkWwS0jcstkgmYh00ocnVspdJsWzPkrGZ1tjCEdNR+BKBljzJjnjV+bTtLnmvtxgjnC3tIRnqWp+Zmk9KtNTWPNCCTg8WP8o4DPu7hoooB57b/99ttpzz33VHCz52/y5MnKeVRZWan+/+9//7tyMOFqQKDFCOCqVatot912Uwz97rvvVsaMHTtWSbIs68qLJVomf+z5Y8LIkrCWiLncwoULaaONNqKXX35ZeQvbtm2r7iPdvffee6+6B3v6uNyuu+5KX3/9tbH/kOVmJoizZs2yjg+uy//kZO7WrVvRTJB8Br30AIIAuk9gAAE0ZUwQQHO2gQDmvH1AAJXTozkuTQA3ucqfAH51fvEQwPbt2yuy1717dwXrr3/9a7Wnn+MS+GJewfzgxx9/bA7Yi/KeLUIAOSDk8MMPp6+++oqee+65YCIwAWTvG+/Dk9dmm21GJ554Il144YWKADLTnzJlSlCEiRzr/rz3b6eddlIEkO/DLmF93XPPPeoeTDw1AWTiyC5jffH+xPnz59OTTz5p7cxRo0apwJHciz2SzTWZkxpVvSY0uMVzL+l54O8+OW8YGdG+gtmAAIIA8hiBB7BhFlXBA2gmfbaQOngAzTdumh7AUiOAvIXrqaeeUjEGfP3sZz9TPIHjEfiaN2+eUvyWL1+e1LJa9PdJnQAy+TviiCOUDPvMM89Q165dAxALXQIuZg9gvgSwLpPsljvJeY6vkINJS0KCJcQ6AUASDEPedUjAUho25DKLBCymqyn1Cq1IRjSHSdR5Tv+w/WDqtkakbeZZjGTY8mHE3w7ZN1iI5fey36J4ZDI2uRI+GxGrQo43AhwyfeSSi3WUMD+RIYvKZ69PVwKWkb0ru2aB0tKvIfu6tgs4I6cb+i5SEEiM/W+RjpALk/ddkdBhUfFhWw+amDdxkkIbMrhL7tVtRcSuOWRf+bipEsArE/AAXlA8HsDf/e53tN5669HNN99MjzzyCP3hD3+gb7/9Vu395+uf//wnnXvuuSrWAFcDAmXHHXdc/QknnEB77LFHophwMIZMA8M31+SPmfizzz5L6667rtGmDgJ57bXXVHAIX/w3e/VkEMiIESNUEAh7+vjiwI3rr7/eCAJZtmyZSjmjL44u5v19MgiE9wief/75qkhVVZUaPK01CCQqAVQb+sRbGAQw0WnRMOki7E0CAQQBVGNFpmqJSGIa1Yvyw0GTe0eqITkLQn/QgQA6XxoggMm/T/Ud3377bZVajtd+zi7CPIEzgeiLgz86dOig9gXiyhDAQw89tJ6ZMe9l4z1yxx13nNpPl8/FrtVPPvlEVWVXK0fjcLoWztXHkTjsiuXAixkzZqiIW33x95rMMVFjaVZLvLwvjzV9nQaG5VaOBt5rr71UBzOZ5DQwnOZFp4FhiZcJLad54cAODhjhHIS5aWCuuOIKtWmUJWaWn1mObq1pYHpdf022S4VnrWJV9m2tEzrXtRP54WSwhzyjV3oB5OeZ25m5wsJ+nrO0KleNjKkuD6DlyDdVwxGRGjy4sTA5vH7yucLNzmKar7fQ0YYtutaZF096Ph0ezGDRFn3lPPLN8LaJN0GmU20evUakI+Q4M9c9jM9lIIMIjCira34PoBy/q9cRgR9i21ZdmwZsouz/NPtTDJuMp1QSPVeghjPwx0LenGNF5owMI5RRxn+Y7Cu/l/NPekrD2nEE5Ljyegbohj1fpmBze/3kWpomAezOHsA11shnKW94na5aRV8WkQeQbf7hhx/UFq+f//znQSYRDQDzHM4ywlvIcGUIYH19fT1viuRADA6ceO+99xSL5v1yTJ7atMm85SIgxgSKCV/uxaSS98+5gGdvoI7c4Vw+uYmgb7jhhkaJoM844wyVCJrdu6eeeqoigDIRNEf7MOnTEb9MBg899NDsuyGTCJqJpkwEveWWW0Z40oYiaUzmyMaEFAQBNA+xN+RsI5G1JDwx0AcBNL1VIICGpxcEMGf+gQA2275xvS6VIgGM8cZGUVsUMKdU4b14t9xyC6211lr0xz/+kU4//XTlJcNlIgACmMEDHkAy9iPFmSjwABrEER5Ad6oWeABNEgkPoP1FExDAcZf7ewAvvKhoslzwNrAoFzuYcAkPoAaDj2+78847FQHkyFqWbPkz9tBdddVVRl49AFhcHkDZXzK1i1xUatdoYCNBLj/+2xbgwYVcQR62DW4u75iQfWVgQfBil4mFXcEejs31gS7ntDOLiFMKtZEz+Sxh0pVrkrju4QwUyASBuI4Fk3bEkYAd/eKM8tXtO/aUucibKc03gGLInOK5ogSHaFiNI+Fccp+LYOvPHfVq2mXBWdUl25G17cW4ceT8C0o4+zN7D/28UYI2bHn71FS0HAVoeBxd+/psz57vmJZj3RWIFBY8EvMkEOcaFGE/4+ybkzveLc5amIbTICCAVyRAAIcXDwGMIu2ySsiqIK4MAayqqqrnc3d5LxyHUG+11Vb0pz/9SUXQ6CPR7r//fjrttNOUVIori0Aak7k58AYBzJWDBcphBC/s+ygdBgIIApgZJyCA5oSJlTjdNddAAKlz587UvcQIYJRXL8rkzLeuXbvW19XVqZx5nAdv6623boQREz8+aePzzz8HfgKBtAhgjxuvtuJuC5yQnjTDqyC8acaPdeE9gAcwgsQEAmgG2zhOnHB6q3QaGMceQXgAc47Xc0Xwuj7PTG54AN2nADFEJeEBHJuAB3BE8XgAOWMIxxBwIKm+WNEcOXJkcBYwHxmrj5AFmSEqu/POO+s5KfMaHtFCpQpksRJAQ/Zt3zji1wiQkDJXFNk3RjCEIfsKiZf00WdykXMcBecis0FkpivAwzVobfa7ZDEjwlEUsoWFulwbUgaXUp5BrBoaknnxjCYc0ppxRF+QnzHCbJUB0pajyJwBDa7oYSM6u6F9pwQsj0EzIn8b2x1XAg7NMSf6c3Xn7P9UZxI+swU68pf/DkuHEhb4wffQP9KMk1McsnRYZK/ztJE8I38NfB3Dpr7MMmFcaWDiRAFHkaLD5H0melNbRup1zbI01gzdRo/L/QngFxcVDwHcf//9VRDqBRdcoOB/9913leOKs4Rsvvnm6kSQU045RQWk4mpAoNkSQZcCwGlMZsYxaQ8gCGCyMTXvAAAgAElEQVQToxME0EhCLYma3ssHAtgwfkAAOQUOCGCctS6NNaNUCSCf6sXp4rbffnvVJRdddBE9//zzKv0bXw899JDyBn7wwQdxuqxVlwUB9Oje5pzMPaY2nF+oLukdE/bmKwGDAIIANjns4QEkeACVdyD07QgCGAqRUaA51wzdUEAAxyTgAby4eDyArGJyXmDOaczXbrvtRuwV5HRwfH3xxRf0i1/8QiWKxtWAAAigx0hozslsEEBDyxMGW6L7JCksE8TRSPgsJMOateRmrMy95Y96S4oXLuU6Fk5bZ3MMqHpS3pL7EqXEm/nbILiOPU9SRpY21VdankX2dRxZVyaplvdwyd1SKrc5SGTbjqTWsu8qVzU0ah5fJ38JZP82E3A7PtfQuDAw+ih7D/1YLg+gcXqJvLdln6CR+Nh1bJz43BrpKgdThCjgMAm4VkT+rl47+9y1IpdunR5X6u2ZKeOSbF25EC2fu5I/G68nRzSvxibvfX9qcDV+EbokdlfKIxsZNLykrihg2zgM557miTo55Vtqj1/YctKca4ZuOyCAlyVAAC8pHgLIB0bcdddd6hAIPtmLT/5ij+Dee++toGFJ+Fe/+pXaJ4gLBNB7DDTnZAYBzDkdBAQQBDBnxia9BxAE0AQYBNB7iWh0g+ZcM0qdAPL+PiZ5fJzrP/7xD7rjjjvUqWL6lLF77rmHJkyYQG+88UbyHVukd4QH0KPjkp7MPW4Wsq/xa1/unhYGwwNI8AC6T1iQnpo4cSmGJ89yFi08gNqFCg+gfH3CAxi+mCS9Ztha1G30/Ku/B/DzS4vHA8jHwPFpXy+99JI6xIIJ4CGHHBJAxJ7AnXbaSR0RiwseQO8xkPRkNgig8WZ1mGqThqUcJSXglXb9paajWOF10meHtOk839cmc0rpWFR0SsDV2ZtoUidlUDNRbraskajaFX2o4YsRoWwgHkcubuJs2MAMGflrRL1mDZQRv5pw6bOac0eD/DxMAnbmWZPjxuVt1Z87zwrOWmaQREsUsCEBSwyk7Gshn6qFIM+bjLwWbbukUks/SomyqqOI/O2QvZ+M/LXKn1EkYClz2yKrQ2T3Rm8AW5suGdySKJrvZ4sadnr9pAHO90PjL5xJ1h3plGxSv/NFXSSyr7Q/6TWjSQI4eqz3SSCfjxxRNCeBaCyWLl2qCGBFhZmpnaVf/lx7BL0JQCu4ATyAHp2Y9GQGAcz8KsnsiwMBzOCRWcBBAE2PWxISMAhgNEyN1yQIYN6rRtJrRpMEcFQCBHBU8RHAvDunBCuCAHp0etKTGQQQBFAPR3gAszny4nqrnPnw4AE0eZxtC4kjsAYE0GOhEFWTXjNAAJPpl1K9CwigR88nPZm73yL2ADrsCpXwRFRphZB9pTetbo2sJlTXPvu3bZ+YqROFg1UWJBy266b1Uv6U6W2qsxK1jog0PICyrFT+2mT/JzQ5chQpVz5iWCSiIxF02H67sqpsxXZLhOxbJRoXbevzZ40kxELdCJN9GxEo7fQR9rsSM1sjeyNIiuYpNNnnCo4+k5HB4rmdOQZjkJU4BLBmDbvsKyN/pZcwLJLYdQKKK8o3KO+Q4G3Rubmz0BadbdSLFCGdKRQ25tVgsr8Hgj2AERJBu+wrr7Xb8eatw8JfPkVQIuk1oykC2Gukvwfws9HwABbBsMrbRBDAvKEjSmoyd7/1qgYrrAzMNBAE0ExZUQ8CaA6bGKctyOEGAkhULfb9gQA28WIEAcx71UhqzWjKAN1Gr0sTIIB/BQHMu7OLoCIIoEcnJTWZAwJoeJ/sb1knAdSeNSPwQwRWiF/2NZ2E108Hfkg3UZRgCZkbTwR8uPL/6UerN453y3r9ymQQiC4jvJnl4nsDpkrhAZRxLvoZJGCS8UgvlqwXxQNiGzOOoJcgYEEEAbRZngW4ckX2Zq6TJXROw5o1w8u6hlAcz5VrI77NWyU9OS4SWWYJ7HAeBWcJkGjkwcwzCMTAJuNBlalfJAE08v2JilYcw4Jm1I874QW1HPnn8lpKm8N+/Dnv0YweQCPyNzOsXR5pw3OYM8/mTC6sI9s8loUmqya1ZoAANlcPldZ9QQA9+jupyQwCSAQC6D5aDAQwXsRqFDKlA2pAABtegEFATZQfQIaXWfwPCGDoapLUmhGJAF4ylirWEFnMQ60zC9SuWkWfXQYPYEzYiqo4CKBHdyU1mUEAQQCVk8hxUgIIIAhgIy+o4c7UJE58GCUVjuEZzG8PIDyA8RaQpNaMSATw4gQI4BgQwHg9XFylQQA9+iupydz9tswewCi2hAUySKlpRTZSQAaE1LXLFqprJ+TgNpm/o0jAcvEQxCXs+FAZ2CHPOJYJnfURcDKQgIzjxLIG1opnMSQmLcm6jtHzwTpT11CXBQZSQq1Y2WCrjOqtyBztpkifOFrMCDYQsql+ruq1hNFR+kjygUx5Z4CEQ8Y0YNLSq/NUlmxp11Fv+nMdDKKIjSVPoLpTiHQZKWedxKBCjJu2DV8YgTWiD10SsMTDGnzhCpCRXSfzGzrKW4enI1Ak6NMopM9CHBvIZQIE0GZ0zjidPbU0pF7X6yWpNQMEMMoLHGXCEAABDEOoie+TmswggJzyQ+xXzOwvBAHUTLPhvyCAGTxC9gC6pmw9CKAJTdIeQBDA0NUkqTUjEgG8KAEP4OXwAIZ2ahEXAAH06LykJjMIIAigcnhJLyI8gPAA5r6b4AH0eFsXRtWk1owoBLD3CH8C+OlYEMDCGDnNYwUIoAeuSU/mHrfHkIIddruOWqv4X1YONnICts2uKrWdMqwjirwoo4Bt4YlCejW+thz51iBBiQfSJ4E45O7y1VkD64T9MiVMcDdH5K8rolIWt0prjiOspFxZsSpbqGJ1gyVS8qzNyI8NX4jnFnKgrsff6ujf2nb2TndGh4ri+rlkWSPa15WHTjZpk4AdcqaUvA25N1PeJQHHyV8nJWDbXrRcUi1PUqnJYCk/k3i49mNKOGzjIyxSV411yxF31nGnHiDbYmh+wygSsGNOhUrAUd4J4t6tJW+fx/JgrZr0mmFrRLcBAph077W++4EAevRp0pMZBDDTGSCABAIYTn5AABvmS6w9gCCAHm98/6pJrxkggP59Usp3AAH06P2kJzMIIAigHo4ggCCAaizAA+jxhi68qkmvGU0SwOEJSMBXQAIuvFGUnEUggB5YNudkNvYFGvJcVoupF0mcgyAKkQjaCKyQSZWFRCkjZ2s6NmhT9SIy2HUUlY7UzYUvkBqNZLdCPzIiPh3JrrW8LMvK6GaXBCwianXUsCk/2tszAoVlYmz9cA75S+LrivIN5D5xj5r2dlnPdv4vl9TBH4Ys6SAGrsNkQuVKV2SvxWPkOuZNJnxuIxJc20iMK9l0HAnYeSSZOCavTh6ZJ8aHjvJ1Sq9yYEsMbFsAHH0RJeJaN+OywynT2+Rep3dPPIwt8CPz9Zu3DKPtT7w20htRS7y/PMEs/8ZtrePItkgg5FGoOdcMbY5uY9ML/QngJ+NAAPPo5qKpAgLo0VXNOZlBADlHh4MogQA6PUMggERyXx8IoD2HIs8sI40OEYEAeiwGEas255oBAhixE1AsQAAE0GMwJDWZe0y7ssEKmU9PePIMD4oIvoAHkMgIAoEH0HmcNDyAZs5FeABBAD1e/XlXTWrNaMoAwwPYzuMkkNWrCB7AvLu6KCqCAHp0U1KT2UYADRePtFESQBmJmylTJiVMKQlVZ9lluUgQXS7kYE2majNScFPQ2KJ2VXktkUkJ2CFNSbZSbiO8rijgqqwOJ2VTI6JW15X3kARbnmAlykiZNfCmybIigrOiKotQufjbkDEzbdbI97DjxA95LrCMFNbRv65jjV1nrFaKhNOVPzXuTZnsWCakliXNpNaZ3ynVds+s0UKIHOn0VDq8vtIbbB2XMomzlH3l37b+d/SFa+uD7RmNHQKuVC2u+WDbXhBn3x8bZBnrUY7D46qzby7txMwer/+8qia1ZkQigBeMpQpfAnglJOC8OrpIKoEAenRUUpMZBJDTpMgDRjOdAgKogAABNLcDgAA6ZN0IxDEXOxBAjwUgj6pJrRkggHmAjyqNEAAB9BgUcSdzjzvH2VvTnjzDG+FgP/AAUjk8gKbU68hNCA+guR/Q6t2FB9DjDYiqcRGIu2bEvT+X121sdr6/B3DeVfAA5tMHxVIHBNCjp+JOZhcBLNPn1kpbXAmHRZl6m45m8EZ79G19TXbVq1iW1cg0sapZO6tzGvsM5b2l/Gx83mCgESUsPRPS0yeeRUbrlmeSRUuJsq5N9iaVmfN1VTtCkpXwuSTGoEwEOTiQ1gSMRqSuOK2jTiR3NtrO1DUieKWzU/zddmn2CeT9NA7y3Fqn7Lsye48K8XetiDzWJeSZxFLClkPPwFd3gZTEo0j9lnEt8ZDPZURtC3yN84Itv42MYI8w2VcNnAajjNNXbJG1qlDTLwkDrwjnGht305UjeO+csm6mLmRfj5d5SlXjrhn5mBUQwPMSIIDjQQDz6YNiqQMC6NFTcSczCCCRPIVEQg8CSAQCaJ6YItPKgAC6o3k1QQUB9HiZp1Q17pqRj1kggPmgVpp1QAA9+j3uZO559xXZ1qQXJcpZXhY7pQewXnvkongAZU5AERBSsaLBLSaPVIsSEGL1kDg9hCKAQ0i5lT9lPw+DI0rutlAPoOG2EeA6NvHrEtJTJj1XMvWI8bf2NDoiOCSxkQRQHvum72dImMKDKb2SMthDev0Cb6rL8+nwXNmOdKsUnkWXBzZsWpm5F7OlXUezhbYjA3mEB1B6So02MziEedWaeo5gCMkxYznmrdE9LB7F0GPecj2RDo/h7KkI6ggbey35fdw1Ix9bdRt9zvX3AH58dTwP4Ndff00XXHABPfHEE7Ry5Urq06cP3XrrrbTddtupR/nuu+/U90899RQtWbKE9thjD5o4cSJtttlmwaOuXr2azj33XLrvvvvUPfbee2+68cYbaeONN84HDtRpAgEQQI/hEXcygwDyZn4QQLmBDwQwZ5+eIG+G188h9QfTFwRQQQEC6PFCT6Fq3DUjH5MCAnhOAgTwmugEcPHixbTNNtvQwIED6bTTTqP11luPPv30U+rRowf17t2b6uvraZdddqE2bdrQNddcQ506daJrr72WnnzySfrggw+oQ4cO6nG57vTp02natGnUtWtXOuecc2jRokU0e/ZsqqiQv+7yQQd1JAIggB7jIe5kBgEEAWxwsQpvp/C8wQNokkEQwHDZl4eT9B6CAHq80FOoGnfNyMekliKAF154Ib300kv073//22r2xx9/TH379qX33nuPtthiC1WmtrZWEcUrr7yS/vSnP9HSpUtp3XXXpbvuuouOPPJIVWbhwoXUrVs3mjlzJu233375QII6DgRAAD2Ghs9k7nXf2KDlMsdRYzbT6h0b1bUEHEjBqrIltQp/LOXZqqwmWLm04ddVvQhKqe0sAkJcR6LZbJJtSMlZBIFUrBBEKMTDEyYL52IVHEknPUMunEMCbuT+RCnDSpmWbIE8kus5Aifa/M9OBo2gElekauahK5dnn76uXfZvwz4d9BCnD1UwT/Z+Wg5usyz7WaSjyiwD2RYoo4amTOYtx1XYHHGVdfWt7X6uIBBhv1FNB184jtFzvlps8m2EIJAo5wIjrYvHCz2Fqj5rRlTzAgI4LAEP4LUjaP78+cpbp6927doR/8u9+vfvrwjaggUL6Pnnn6eNNtqITj/9dDrppJNU0XfffZe22mor+uSTT5RHUF8bbLCBqscev2eeeUZJvuzxW2eddYIyAwYMoIMPPphGjx4dFQaUi4AACGAEkFxFfCYzCCARCCARCKD5OwUEML7XTxJDEECPF3oKVX3WjKjm6Tb6nu1PAOdeN6JRsyNHjqRRo0Y1+nyNNRqy3Q8bNowOP/xwev3112no0KE0ZcoUOvbYY6m6ulrt9dthhx3UZyz5sgQ8fPhwGjRoEM2aNYvuvfdeGjJkCPE+QHnx9z179lT1cCWHAAigB5Y+kxkEEASQhx4IIAigegXBA+jxJi6eqj5rRtSnDAjg0AQI4IToHsC2bdvS9ttvTy+//HJg6llnnUVvvPEGvfLKK+oz3sd34okn0jvvvKP28+2zzz5UXt4gcbDE6yKA++67r/IaTp48OSoMKBcBARDACCA1hwfQds/eD1webo3QzmxycF2tPBNL5gF0aGhCkq1cktlgK+TbGikBV4YkRJP7kaQELGXE1UJyFpG/4Q8uSrgWy5CbRIkeNm5hya9Ws2a2cRmxakRC2+RIKQELzNsuES06jjMzjrjLFJfRuU5Z2pFvMAxrQ/YVufh0mzLS2JDmXce4WRo0JGD53DJK2RHNa7PfkKLlUJHyuS3C2yURy7KyQcvYk+lqjPyMIfXk1y4p3UkMEfARNowL8vtiJIC8L09KwC5gu3fvTkzUbrnllqDITTfdRGPGjCGODpYX37Oqqkrt99txxx0VcZw0aRIk4JRHLQigB+BJT2YQwIidAQJIIIDmWAEBjDh3UKxFEUh6zbA9TOAB/EsCHsC/RY8CHjx4sNovKINAzj77bHrttdcMr6C0ed68edSvXz+VNoZlXh0Ecvfdd9MRRxyhin7zzTcqBQyCQJIfuiCAHpgmPZlBACN2BgggCGDOUAEBjDh3UKxFEUh6zWiKAPY7y58AfnR9dALIUi+neeFADSZvvAeQA0CmTp1Kf/jDH5SpDz30kPL6bbLJJioo5C9/+YvKEfjwww8Hj8JpYGbMmKGCQrp06aJyAv74449IA9MMIxcE0APUNCYzm7fpg2OsVtoSQdeLiNt6IQfLz2XUcb2Q7Sr+1xCCWbE6q4vVts+yrdqOQg90qcEZbU+e+FG+KqvDlYt7V1RlH0su4EEgQAQJ05lAVx5Rpptx2OzI0UyGxJu5R+0aDm1QtmdJMu2Sn9ssFXkRq0U3W+Rg12kY1WtFGMS2Z3fIn670K0EU8E/2fnPJ4GER3K6k0DIgxDhKz/K4BgEMixiW0c3OcSyeUbQnE1IHbboikCOMt+AUD8eRek2d7oGAjwjjvsCKpLFm6DbSJoAMNRM3Dupgzx4HbXBAiI4C5u+vv/56Gj9+vEoIzdG/HBxyySWXEO8f1NeqVavovPPOU/sBZSJoTgWDK1kEQAA98ExjMoMANnSQ62QPEEAiEEAzXY1zH54kcppwgQB6vAFRNS4CaawZAQH8cwIewInRPYBxsUD5lkcABNCjD9KYzCCAIIB1mWAIeADdkxUeQI8XGaqmhkAaa4ZuY/Mz/QnghzeAAKY2OFqgIRBAD9DTmMxNmSel4fq6Bs2wTkSY1tdkdUT5d1kbmz5KRJkI3crFIhuvkNOqfyY1SodlmejfMhntKxI+l1fLo+Cy95DSWpDAWEaEhiRDdnoJpYwskzU7EjMbeegyZayyXxNeSSP/to5klcqxPC9WSPaSxFSusGAjbK5pODWpoc9jnI7klGNtEbK5iaAzkn0bIQFHSV/i2p9nG0FSdq/NqkJkSMAahxhRx6qtsL2j8n7SOFFPJgW3yreObQuhZ/02kUwaUq/HS7rAqqaxZoAAFlinF7A5IIAenZPGZAYBzHgAQQCNg11AAJn5CpIcnqEIBNDjXYeqySCQxpoREMAzEvAAToIHMJmeL8y7gAB69EsakxkEEAQw8EDCA9gwGOAB9HhroWpLIpDGmhEQwNMTIIA3ggC25Hhp7rZBAD0QTmMyRzWv9/0NZwvXVgtXmYwIFnJwWaXMzJxtoT4jz1YuyUrAMpq3Zm2hXbbN3kNGGJevbGhfRvuWybOAhYpcbkihWTtq2jf8LSOQZd47Z0SIBax6kbzaiOqVmpxMWi3vYfEqSTnYaM4S+cvfB9KlQ2J13UPiHpRxRZtGGSSWpNZGNYd9UvLUZw4bkrjPCRYWu2vbZD+U5xrbgoBiJ6G22SoxdQR4285DVjxUj1+X9zGC11p6MedMOTtKT6JMESOQxpoBAljEAyRl00EAPQBPYzJHNQ8E0I4UCGAGFxBAuwQMAhj1FYNyCSCQxpqh2+ifgAfwA3gAE+j1wr0FCKBH36QxmT3Mox63X2WtLo+QK5PHu2mSsCzrAaz4SQSSVIicgOKIOLm5vvynhogE6TmSgR+ugArpCalZq6Gdmg7CUylcQNJzSDKIQngUtUxY19bunjE35cud+wIymwcwyl4zeQt9a9eRY44OtgZORGg77LmiBIFIb2vlyqyBwecRgiXipOeR3r06Efghg0CsqV0cgTVyfBjBI3E8gI7AD1sQSGhwSW4fO/oRwR4+b7viqJvGmhEQwNP8JeAPboIEXBwjKz8rQQDzw03VSmMye5gHAshxAiCADUMohgcQBJBIEljjx4zIhR4Qv7DoYhBAn9dYq6qbxpqh29jiVH8C+P5kEMBWNQBzHgYE0KN305jMHuaBAIIAZocPCGA8CRgeQJ9XD+o6EEhjzQABxPCLigAIYFSkLOXSmMwe5hlVpRwsj38ra9NYj6qvysq+lUuzSeaklFu9jtBbxS0ql2XqSslWeE3K5N+inpTqqjs2fFHXQbQhpF7jwWSAicyBKHP+hYBoBhOEnCPmE4gRpzPDvEouOdgI5nBI2xk7XEe+OfP8ZbrDkKcdgRPyUY3yGfnYJUXLcVAnAkIMOTgzxORYkjZLj53MkVi7hqUDHDjLrQrSI2qT5l14uLq7TO7BIKI3bxkWZ2SgbBEjkMaaERDAUxLwAE6BB7CIh1uo6SCAoRC5C6QxmT3MAwGMCB4IoIhoJSIQQBMPEMCIEwnFQhFIY80wCGBb26+eUDNVgdqqVfQ+CGA0sIq0FAigR8elMZk9zAMBjAgeCCAIIA8VOQ7gAYw4eVAsFgJprBkggLG6pKQLgwB6dH8ak9nDPGdVIzq4ovGxcPUil2CbReJYOJEvr6aL0HKFZNwmIwHLyE4pyRl59BzHZlV3brCprn3WNidJE7KvNfLUpeg6JFSbNGnLQZdLGBLpJ9mQzT6XLOxKZSLzG1r2AMq+qFidfQKjjyyRtkYUtuNUQYmHQax0+QjPIutJCVhLuS4J2NUX8pi//2/vXMBtqtq+f+8DNoXoKeWQjVBSiIcUvSQk5ZBQeiJvOaVPITmUU0I5Vx7nyqHQm1L46CgUQpJXTkkK0Qn5eHLce3/XPfaac4259hx7zbXGXHPPtfZ/Xper3dpjzDnmb4yxxn/f97jvYfxsGR6KqOKUwBF44r42Y9Y2MlgISnXYNty+rsyYuLuJF2uG8Yzq3cdQiqYF8LtZcAHH3SCLoMEQgBHACi3qxWTWaB4EYMiCbQECARhMZExEEIAhZwVL208hAGPxLZQ/7+nFmmEKwG4uCMDZEICJPFIhADV614vJrNE8CEAIwOAYgAWQYAGMxbcJ7hkJAS/WDAjASHokf5eFANTofy8ms0bz1AJw/ouSv08qFhAJWdKxcQWOSS5gqah8LJxx/Bv/2ogCtk1knMvLyMe0nQ9EGGcVkvyLkjtTPlrOckvZHRkoL7sRZQ+rk4TI5r3DBAaLcg6SNEfSl7YJnVWuXvlzOUmzzMyIvpVPAZRcm3Kgg9wXlqjtgFXM4gJ2Eo0svXjYcWGJYpaGqdTui4WyP09WvIvcftVWhIzAPSwJplWpXxQuYKN1lmjqTDm03drjX7+GaN9I5kAilvVizTCeceNj+hbAHXNgAUzEcWh+d2Vl5bJRJZHf3IV382Iyu9DMHLdIhwC0bPi3ALITNBCAApGxNxAC0DqlIABj8S2VmPf0Ys0wBeCjLgjA1yAAE3MkZr8VLIAavevFZNZonqVq+qzxwf9PkzY42RxRBgtgCHUIQAhA80/mnDMSAtCtb6nEv48XawYEYOKPI7fe0FUBuG7dOho/fjxt3bqVjh49SkuXLqU2bdqYbX3vvfdo5syZ4vfHjh2jbdu2Uc2aNS3v0qhRI1q7dq3ls44dO9LixYvNz06cOEF9+vShZcuWic9atWpFr776Kl122WVmmR07dtATTzxBmzdvppIlS1KPHj1o6NChlJQUXM3fffdd8dn+/fupUqVKNHr0aGrbtq1jtl5MZseNCVNQFoByst2kCzbqRvoo9f8FE0HLZjPZtZZyTqoQ+NHyDFlvyl5dybucUSRoesssJp+3lf1iluTVcnSr/N4WV2igIbJbOMLzeMl4SZW/WHU/VdhwoK1K97PiXczyNlG94q84i9tXuomNC1h29crBDXLCZFU6FMMCaDnP2YEL2HJWrs04lZ8tu2RTzgYL253vK7+3JYG0/a4FSpXuZ7iAM4M5zy1WYZmNzMyJqx9n+rr1rZV49/FizTCecdN/61sA//d1WAATbxQG38hVAbhq1Spav3493XzzzdSuXbscAnDBggV04MABKl26NHXr1k0pAKtUqULPP/+82crChQtT8eLFzf9v0aIFHT58mGbNmiU+6969O6Wnp9Py5cvF//ME4Hs0btyYnn32Wfr+++/pkUceoeHDh1P//v1FmY0bN1LDhg1p1KhRQvSxWB02bBh9+eWXVK9ePUd97sVkdtQQB4UgAK0pPJws5BCA1vyAEIDO9npCADr4QsqnRbxYM0wB2NUFAfgGBGAiD1VXBaAMii1toRZA4/c//fQTVahQQSkA2So4ZcoUW+67d++matWq0VdffWUKNf65fv36tGfPHqpatSpNnz6dBg8eTL/99hsVKpS92/vFF18UVkIWjtw2tiryRGHRalx33XUXlShRghYtWuSoz72YzI4aoihUaeIk8zcZRYNmOFgAnS3kEIAQgDyBYAHU+RZCXZmAF2uGKQAfcUEAzoUATOQR7EsBuHPnTuLYlFKlShFb+9hyV7RoUdEPr7/+OvXr14/++usvS7+w+3fy5MnUtWtX6ty5M508eZI++OADswy7m9ky+eOPPwrxec0111Dfvn3FP+Pi+iw8f/75Z0d97sVkdtQQBwLQEjkr+fjCeCtJrmdxNSrO8b14abY/Uq6XejroK14lxsYAACAASURBVL14SbBiRtGcrl5RN9XIWSK9mOTmzFK6Qm3c2Sp3scwsXARvhMmkbbtDdkVL0G2TV4ecSmEIUYvrVXKrk42rV3C0cQ1bxIzUUNU4kF2vRkRw5GffBh9k/PEh/xGSJbtspTbLR9LZuZ1l13FmQfllgj/LfGWXsl0UcLIU7WvJ/WdJWm0dLEjorPMNlf/qerFmQADmv3EV7Rv7TgDOnj1bCLSrrrqKvvvuO2HJu/baa+mTTz4R7zhmzBiaO3eucOvKF7t8Wfxx+WbNmgmXsOEi5nJHjhyhMmXK0IYNG4S1sGDBguI+nTp1Mm+zcOFCcY9z56RjEaSH8Ofy73iilStXTojNYsWKRdsHMasnWwAhAHPBDAFoGjtDKUEAhiSIDkmaAAEYs6+vhLyxlwKwRhd9C+D2ebAAJuRADLyU7wRgKGwOGKlTp44IHGELHgvAefPm0d69ey1FK1euTI8++igNGjRICEAWkRxwYly//PILlS1bVuz9u+WWW4QA5Ps8+OCDZpm33npL3OPsWWm3uPSUESNG0MiRI3OMBwjAIBJYABVfF7AACjCwACbycoJ3C0fAUwHY2QUBOB8CMFyfxvPvfS8A2RXM+/g4gIT37eWlCzjeLIDXjg/uAVSeZxvORSq7eg3XLBFlSOf00qVBf2RSIDuvxU2bIYVapiiyGYedRfIhrMHCWRn2nycF3sv1c3zl5jtJD2PwtQjAYPuNdmarI+lz6b3M4Avp3GPL+bMSO2WErnHvcNbOkH6Q3b3mMx2c/0tSl1uOODaCyhUR1JbnXQg2xu6oOtONKwlLrmF79jAnKT8TvJ98trDxqfwMS4JoOeH0xRAXMJI7h525KBAkAAGI0eAnAr4XgOwGvvHGG0VqmNtvv52MIJBNmzZR3bp1BUv+ma16chDIkCFDRBAIW/r4eumll+iVV16xBIGcOnWKVq5cafYH7zfkvYTxHARicfvK++YUYsUiQOxGJgSglQoEIBEEoDkmcLqHn5Yz/7fFSwFY8+HRlFIwLWooGefP0rcLnvXtFqeoXwwVTQKuCsDTp0/TDz/8IG5eq1YtmjRpkkjFwnn4OOji+PHjdPDgQbEfr2XLliK3H0ft8n4//sf5+NgNe/fdd9M//vEP2rVrl0jbwmlgtmzZQikp2eYDFmp8D8PFy2lgypcvb6aBYZcs3/eOO+4gFoL79u0TaWA4zYuRBob3ArKg5Nx/rVu3FgEjzz33XNyngZEFoGzFsFhhJEue7VyQxGJmEcm6J9eTrSKFpIgEGwtTVrhIkxDrl1leaa2SGxh8A1VwiCfzXWnRMvIRSgXkvIgWS1+wjMWSF2CdLOdsVByZFva4O4uVMTwZizUtELOjOs7NEtghpY+0G4cqK53FCqqwmhplnATQyBzlPIDGm1vyB8ptltCkSJbI5AsIAgk/alBCRcBTAfgvFwTgmxCAiTyaXRWAa9asEYIv9OrSpYsIuOB/HGQRenGUL++vO3ToEP3rX/8SwR8sJjnAgoUi/55FpHGxkAxNBD116tQciaB79+4tEkFzapeePXsKASgngl6yZIkQfRwZbCSCvu+++xz3txeT2XFjAgUhAAMgInR1Rso5R3kIQHN/n9DzEIDaQwo3SDwCXqwZxjNqQgAm3gBy+Y1cFYAut833t/NiModCqDRJyu0n78Mjop96PU0QgBCAxpixPXEEFkDLlIIF0PdfswnVQC/WDOMZtR7StwBuewsWwIQagCEvAwGo0bteTOaIBaAkEFVu3yzZlStv1g8EaCQVDPreklKknyVFkXkumLwtuZCUz89ur6HCGqd0DQfKh/u9YGN5SYmWE7dzrkrJwcBQPMOSKSQQBGJJw2MJ5pDcvjJG2f0ZuIflODTlnk6ZQfBns+ssOe3sy1rcsDYxO7KwtLic5dyE0riyHPUWeKTSfasKlrGLHXLwLk5czbbDQGqH5Vi40CCQOf0cDBQUAYFsAl6sGaYA7OSCAFwIAZjIYxcCUKN3vZjMEIA2HWQRA/ZRwMrEdnb97ehwXrt22KswCEA+PiPICwJQ40sGVROKgBdrBgRgQg2ZmL4MBKAGXi8mMwQgBKBx0gcsgIGxYJPSxlFAiCqoxM4qCQugxjcjqqoIeLFmGM+4+UF9C+A3i2ABTOTRDAGo0bteTObQ5lV8ZaL5UeZl1qPUfuo8kCpOkXL/STn3sgoFVzTLWcAFgp8nF8z24SUlB01scmRtkhx8K0WvZkl5/pILBO4hG+ZUARlyihmVKzdM/4R3EysshE5y+Nk920EaQwszg5Ps9pWieZOkz+X0Kqr8gEaTnAgeZUStcRMHLlSlO9jQYhJHi7tVcgdnyke92YktVTvko+yidAHLXWhhFri3PAxUR9zJkcSWI+KIaOus4FGSGl8lqJpPCHixZpgC8AEXBOBiCMBEHpoQgBq968VkhgDMvYMgAEOPKpN4KVLFmCUgAC35niEANb4MUdURAS/WDOMZtTvqC8Ctb0MAOurYOC0EAajRcV5M5kgEYNb5ZEo5Hcy/kQULINszgwgjTeIMC6D1dBK7HI+wAGp8g6BqfiPgxZoBAZjfRlX07wsBGD07TyK6QpuXPmOC+VFy8fPmzxn/KZDjTZLTgi7iJEkMyq5c4+g2rmx8HnLefdBgpIp6lY6TM9yfyZYj3+whW56jcgcHqiYpAjXCWQAtv486N6BCRMqvJbdfTu58ITsaIknh9pWtTvLPtgmdFW5yyz1ULurA56p4F1VyZ9kFbP7swH0uu03lLQcGskhd2LauaMWJJBHdW2EFVfVL6BF830yHC1jjKzTfVfVUAHZwwQL4P7AAJvIghQDU6F0vJjMEYDYBCEB1yhsIQOssgQDU+FJD1ZgS8GLNMC2AHUZTaoHoj4K7eOEsbYUAjOl4yOubQwBq9IAXkxkCEAIwmMPP3hIJAQgBqPE1hqoeEvBizYAA9LBD4/xREIAaHejFZA5tXvnXx5kfpV4SPKQ0WYrctXulTMlNK5e1s6yp3KpOXMOGC1h2MztBrLp32LrhkkyHcS3nen+zbngXcJbs9pUjewMu4GTpM9k9anGxqhpj576V+jOSpMqOUh6qgkNs2mdx7yqCTizva6B08owwEdeq9w6XyFpYlG1Syajqye0PdQFvmwYXcNg5igImAS/WDFMAtn9B3wL4znN08uRJKlasGHoxAQlAAGp0qheTGQIwTAdBAAbFDKNSRf6G2QNooexEnAUqQABCAGp8hea7ql6sGcYz6tyvLwC/XgIBmMiDFAJQo3e9mMzcvPR/B3P/ZRUOJliDBdAqeOSuNK2YsABmY4EAtI9oVlgZVTkNYQHU+MJEVU8CByEAMdCcEoAAdErKplxeCEAqGozsTU2TXMCBqFs5CXGmlKBZNhOlpCrCJ8NEyTpxDQeFlyI/iEWlhQknVRw6q4oeDicAbX8f2q+2DOxdwEq3r8Xdm13XkthZleDY0kDpf+zEmyoiOILcf6qhHzYi2EkUsPyO8hnBNnyVrlwFj7Bu7DBWUNEfNi5gJ650izubiL6dCgugxldovqvqxZphCsB2LlgA34UFMJEHKQSgRu96MZlDLYAQgEQQgLlEBEMAhnWDQwBqfOmhqhYBL9YM4xn/bKsvALcshQDU6nCfV4YA1OggLyazEICzxwdbKR3pZmcBzLgQTAQtv5qc788SMOLAmmPeJ9x+O+mBctCJBmL7qpL1K5JcgvL+OHV+QBtrnyXPYbBJSVLgB9lY/Sz8pXsoAz9Ue+/CWqvCB6kY1i1FKkfLPkJVkEpYy5v0wspTNQzLoGIsRRzYYTxTdT/F+b8RBYHkcobw9ldgAXR9fifwDb1YMyAAE3gAufxqEIAaQL2YzBCANh0EARgS+AEBqBLVSiEaSRQwBKDGtySqygS8WDNMAdjGBQvg+7AAJvIIhgDU6N1YTmb5xA+ST9WABZAIAhACMHTewgKo8U2Gql4RiOWaYbyD8Yy6rfUF4OYPIAC9Ght58RwIQA3qsZzMFgGYJu2il8RgwcLBIBDjNS5KLuDUAsF6sts3TKyHkki4Y9fkinJZ2R0s5x1U3S9sbkIHAtD0DCqCJZQuYNndG3DxWly9sivXYhkKWuHs3JjWz8Jb7OwsWsrgDNmNH0nnWvYLSu2XAzjsrF9O0sSocgLaxR85cAeHzZ3o5B4RvEtugSnbX4bbV+NrM19XjeWakUMAthqlnQdw87KhyAOYwCMWAlCjc2M5mSEArR1jFWxBsRIuIEQl9CAAQ3MGQgBaUr/kkoQaAlDjSzOfV43lmgEBmM8HVxSvDwEYBbTQiRaLTOkQgBCAoUMTFsAAETtrHyyAGt9kqOoVAS8FYL179S2Am5bDAujV2MiL50AAalCP5WROnyVF/qYFfVdJKcGfUyQXr5HzL1n+vZTvL9lBCKedS1blUVS6g03faxCsXFa22EXiAla5l8PtB7Q8WxWJa+P25eeZufuU9aRWSa7mcHntlO5g1Vi0C1iQyzqJ5DZyCYaLiuX7yu9iUz5sYEXIe1jK27iAw/ESfSHtgjDvp+GKNhNjWwZW8H9Cp8v2KXD7anxVomqAQCzXjFDDRL17XBCAKyAAE3nwQgBq9G4sJzMEoLpjInEHQwBarWaOxBsEoDXIhoggADW+KFHVJBDLNQMCEAMtUgIQgJESk8q7PZnTZ06wN0HAAmjpJQjAUBObg0EMCyDZiV+L8TQXiyIEoIMxhiJhCbi9Ztg90HjGLS31LYBf/V9YAMN2ahwXgADU6Dy3J7NFABYOHvkmNzFJigJOSg6uWEnGSib5ruQj32QXsF2UrQqD8vg3RQXb8tLC6sQdHK59rghASzSvFFQiJXc2UapcwKpAATt3sJPoXEU0bzBpscLXq3Lv22V9ziW4wehSWShZ3beBY+0U91DWs3l3lSXSMtZlQWbnAlYdqRcuoTY/xBDEIeP4fyfB1avxlYiqYQi4vWbkKgDvfl47CvirlcMQBZzAoxoCUKNz3Z7MEIDZnQEBGBKha+4BhAAU48MQfhCAGt9eqJoXBNxeMyAA86IXE+eZEIAafen2ZIYAhAA0h6OdFcvJOW7yeIYFMCRhtgQHFkCNbz5UjZaA22tGbgKwfgt9C+DGVbAARtvX8VAPAlCjl9yezOlvjDNbkyRF+JJk+EmWXMByxK9hNZPdwrKrNFoXsEVPKARIOO+mk1x8lnx+YfpEnZBacuUGrEPKIBBF5C9Jn9ufF6tI4hzGHaz00kpufMtrqwIxIhivts9UJMaWE09b6tlZ2RT3SJbctJZE1jZi1okLWL6H5d6BNoU9b5ithQ5c3jsmwu0bwbBCUQ0Cbq8ZuQrAu1wQgB9CAGp0t++rQgBqdJHbkxkC0FlnQAA64wQBCAHobKSglFcE3F4zIAC96rnEfA4EoEa/ujWZy8/JzvlnCfCABVDZMxCAzgYtBCAEoLORglJeEXBrzcitvcYzbm2ubwHc8BEsgF6Njbx4DgSgBnW3JrMhAJPT7CN/VS7glNScZ/2mSImgVW5VM2KYYw3C+G+VUcCq/WgBno4SSDuIDrbrHkcCMHDvLNnV6yDy1+q6zD3qVU6YrHJ52p3pK/enWuVKvwmwVp4E4mAM20YSq6J5le7s7AdZXcQOjpCT2hc2ibPsLg5zJrHSjRwy+Ha+BBevgyGCIh4QcGvNcCQAm47UjgLe8MlwRAF7MC7y6hEQgBrk3ZrMEIAsRBXn+9r0DwRg5IMWAjByZqgBAm4TcGvNcCQA73RBAH4KAej2GPDT/SAANXrDrclc4c2xAdOKojGqc06lAILCl5wXlVOSbc7aEpa+oMDKVIitsMe7qZrnsjUwM2Cpc9IeOWWMXX7ALAmHxRqYkRx8G9lKaGf9cnLMmyq4wniKHOzhIBDDzhIp41ee7BfGoqs8hk5hebOzbCotgA7uYWvFVOXtk/rONsAk5F13jYGlT+PrDFU9IODWmgEB6EFn5YNHQABqdLJbkxkC0Jr3DgLQysPiag6MVwjAEEZEBAGo8WWGqp4QcGvNcCIAb2MLYGpa1O918eJZWg8LYNT84qEiBKBGL+lM5vR5L5lPTjL27Sny/NruI+O9WLAAWpJGwwKYUxSFDm9YADUmPKqCgCYBnTXD6aONZ9zWZIS+APxsBPYAOgUfh+UgADU6TWcyywIwWY74DbQnUven4QJOTQkGhmRmSm5O6T0vXEzJ9a1lz5qsSWV3q+q0DqPdTo6QU+/ly26exW0tB3BIrQ/rApYDTaRj3rJkNrLX3M49bnELS0EPYXL/iWYaiktxzFvUgSRO3NIyJ7vTRNwOAlHdz8I3u1Gq/HxhcxAG3mn383D3anx1oWoeEdBZM5w2OS8F4C+//EIDBw6kVatW0ZkzZ6hKlSr02muvUe3atUXzT58+TYMGDaL333+fjh07Runp6dSnTx/q1auX+Xrnzp2jp59+mhYtWiTu0aRJE5o2bRqVLVvWKQKUc0gAAtAhKLtiOpMZAtAq8Cx8jQheed8iBKB1CEIAasxcVAWBvCGgs2Y4bbHxjAZ36FsAv1zt3AJ44sQJqlWrFjVu3FgIuiuvvJL2798vRF6lSpVE87t160aff/45zZkzR3z+8ccf0+OPP07vvvsutW7dWpThusuXL6e5c+fS5ZdfTv3796fjx4/T1q1bKSUld+OFU0YoZ/whnhUuEQhQqQjoTGYIQAhAMa4iDQgxBiMEIL6YQCDuCOisGU5f1hSAjV0QgJ87F4Bs2Vu/fj198cUXyqZWr16dOnbsSEOHDjXLsHXw7rvvplGjRgl38xVXXEELFiwQ5fg6cuQIlStXjlauXEnNmzd3igHlHBCABdABpFgIQDPwIyQBtPmscOerccRvgaBvrUjhc6LqxYzgX0iytJfdwXIUsNKFGmiIxe0rgUhWRBub+sTiSrXf3GjxGNoIIVVqGCfucVlY7X9giEYvq6umz85O4J3bJb/Wz48NCFfc/H36jAnBsqb7VqoeTwJQ7mjjGDdlokgror3D4Op1PGhQ0PcE4lEAHjp0iIoVK2ayLVSoEPG/0KtatWpCoB0+fJjWrl1LZcqUEdY9tvoZV8+ePYUlj13ApUuXpjVr1lCrVq2Ey7hBgwa0evVq4fJli1+JEiXMejVq1KA2bdrQyJEjfd/H8dRACECN3tKZzBCAZM0wAgFoGYkQgNk4IAA1vqBQ1XcEdNYMpy9jPKNho+HaQSBfrMkpuIYPH04jRozI0Zy0tOyI4379+lH79u1p8+bN9NRTT9HMmTOpc+fO4nfnz58XgnD+/PmUmppKycnJwh388MMPi98vXLiQunbtSrwPUL6aNWtGFSpUEPfC5R4BCEANlpFOZtVZv/IRcGZzYAFUJoeGBdDqOlYFVMhD25NE0E6CSmAB1PjGQdV4JxDpmhHN+5oC8HYXBOC6keTUAliwYEGqU6cObdiwwWw2B3hs2bKFNm7cKD6bMGECzZ49W/y3fPnytG7dOho8eDAtXbqU7rzzTqUAbNq0qdhHOGPGjGiQoI6CAASgxtCIdDLLAjC5kHTsmyr9i03b5GPc0gpnJ3/my0gAff5CqvmZJeGzFERhcetKqWSSAyrB4iKW2iDXS5YTG0tl7HaUWl250okfCvZmeQdHxVmieUOS4+3v+KxG7/qnavr0gDtYlRBcDpBRlXEzCljxvEgie0PzGO4dClevf0YcWhIrApGuGdG0w20ByPvyZBewqk0s6FiosUXPuKZPn04vvPACcXQwR/QWL15ciL2WLVuaZR577DHhNv7www/hAo6mwzXqQABqwIt0MkMAhhz5BgHoaPRBADrChEIg4HsCka4Z0byQ8YzbGw7TdgGv++J5x3kAO3XqJKyFchBI3759adOmTcIqaLSLgzlatGhhvlqPHj3owIEDIiLYCAJ58803qUOHDqLM0aNHRQoYBIFEMxpyrwMBqME00skMAQgBGM1wgwCMhhrqgID/CES6ZkTzBqYAbOCCAPzSuQBkV++tt94qAjVYvPEeQN7vN2vWLHrooYfEqzRq1Ij+/PNPmjp1qnABc7AIp32ZNGmSmQuQ/3/FihUiDUzJkiVFTkDOGYg0MNGMBghA96kF7hjpZE6f/6LZFvkUj+TUSA5wDb5OqpRA2nCsZkhn3MruWNllm5oaTBadYuPKlV3AxrFs/FRrIujcsaqSCzlxB9vu8VO4g+X2hR6ZFqvo35gNqDA3NoUgl5Nd+qqE1NL9ot4DKCVxDncPuIDzamTgufFCINI1I5r3MgXgbUP1LYDrs1OzOHEBc1tZuPGevn379omgDQ4IkaOAf/31V/F7tvZxpC+LwO7duxNbCpMC+5vOnj1LAwYMEPsB5UTQnAoGl7sEYAHU4BnpZIYADLEAyqlipH6AALQflBCAGpMVVUHABwQiXTOiaXJeCsBo2os6eUcAAlCDvZPJnD4/eOavnPgEFkC1OxgCEAJQY1qiKgj4loCTNUO38cYz/utWfQvg2g2RWQB124763hKAANTg7WQyywIwKUU+FDX4YEMMyqJQlaDZ8rl8nq3hf5Pz6RGRnRu08jsvmA+X3cF2kb2RnhMjRykbD5HvoTwj2MYaaCkbaUSw4t01ujvPq6ZPk5NDOziTWGpxWPetzXm9orrEPew95LKq+xHR98/2paqjJlt4Igo4z4cXGuABASdrhm4zTAFY/zltF/DajS9E5ALWbTvqe0sAAlCDt5PJDAHIlr4gZAjA6AccBGD07FATBPxAwMmaodtOCEBdgvmnPgSgRl9HOpkrvDU2aHkrGAzEyLiYnP25KhYkJE/gjw/G5mizKu+OMtv3fbvgWY3Gh/Lv+TO7MlXfe14UN/IS5oZXFRBi1Al3VJxAFmLx3Nf+OY0eTdyqFV+ZGBhj0mCyC/AIGYdJFkteoK6dVTC0XshY/n4I8vwl7ujCmzklEOma4fS+cjnjGY3q6VsA12yCBTCaPoiXOhCAGj0V6WSGALTChgDUGHwRVoUAjBAYioNADAhEumZE0wRTANZ9VtsFvGbzaLiAo+mEOKkDAajRUZFOZghACECN4aZVFQJQCx8qg4ArBCJdM6J5KARgNNTyZx0IQI1+j3QyV1w4xnxagbTgUXCGJSw1JegWlpuVGhI88r/3ZrtZ4+W6LuAW5vbKQSyq9hs8lC5gyf1cZUnQbc33+/7+nK7reOHkx3ZWmjDJbFZSRs4zC3M7h3jfYLh9/dinaFPeEYh0zYimpaYA/KcLFsAtsABG0wfxUgcCUKOnIp3MEIAQgBrDLU+qQgDmCXY8NEEJRLpmRIPBeEbjOkO0XcCffz0GLuBoOiFO6kAAanRUpJMZAhACUGO45UlVCMA8wY6HJiiBSNeMaDBAAEZDLX/WgQDU6PdIJ3Olt0ebT7v0krPmz0UKXsjRCjlAIkM69osLbmkRdCVrNN9XVWU3saphe+4b5qs2ozEgAAIgEAmBSNeMSO5tlDUFYO3B+hbArWNhAYymE+KkDgSgRkdFOpkhANWwIQA1BiKqggAIxAWBSNeMaF7KFIA3D6bUlLRobiHqXMw4S59/AwEYNcA4qAgBqNFJTiazLPrkR8ECaAUPAagxEFEVBEAgLgg4WTN0X8R4xh21BmkLwNXbXoQFULdDfFwfAlCjc5xMZlkAXlbsb/Npsou3eNoZ8bn8WSYFIy4zQ5Idf3nnOI1W+7/q9UtHmo3c3Xa4/xuMFoIACICAAwJO1gwHt8m1CASgLsH8Ux8CUKOvnUxmCMDIAUMARs4MNUAABPxPwMmaofsWpgCsyRbAQlHf7mLGOVr9LSyAUQOMg4oQgBqdJE/mWqteDXsnWADDIhIFIACdcUIpEACB+CLgqQCsMVBfAG5/CS7g+BpiEbXWVQG4bt06Gj9+PG3dupWOHj1KS5cupTZt2pgNeu+992jmzJni98eOHaNt27ZRzZo1LQ0+d+4cPf3007Ro0SI6c+YMNWnShKZNm0Zly5Y1yx08eJB69+5Nq1evpsKFC1OnTp1owoQJVLBgQbPM2rVrqV+/frRz504qXbo0PfPMM9SzZ0/Ls/i+3F5u6w033EBTpkyhhg0bOgboRAAWvTQY7VssLfjz2QsFzOcULRT8XPXwzxoHE/I6biAKggAIgAAI+IYABKBvugIN4YMZsrKyQo5tj57LqlWraP369XTzzTdTu3btcgjABQsW0IEDB4Qg69atm60A7NWrFy1fvpzmzp1Ll19+OfXv35+OHz8uRGNKSgplZGQI0XjFFVfQxIkThZDs0qUL3XffffTqq9lWOH5G9erVxTN69Ogh2vT4448LUcnt4uvtt9+mhx9+WIjL2267TQjTOXPm0K5du+iaa65xBAEC0BEmFAIBEAABECAiTwXgjS5YAHfAApjIA9dVASiDSkpKyiEAjd//9NNPVKFChRwC8OTJk0LYsVDs2LGjKH7kyBEqV64crVy5kpo3b04sMu+55x46dOiQEJJ8LV68mB555BH6/fffqVixYjRw4EBatmwZ7d6922wSW/+2b99OGzduFJ/Vq1dPCNXp06ebZa6//nphsRw7dqyjPjcmc8V5Q4gKFbGtAwugI5QoBAIgAAIJT8BLAdik+jPaLuDPvhsHF3ACj0pfCUB26bLLly1+JUqUMLHXqFFDCLORI0fSsGHD6IMPPhBizrhOnDhBJUuWFC7hxo0b0+233061atWil19+2SzD7ugOHTrQ33//TWz0LFKkCL3zzjvUtm1bs8yTTz5J3377LbH72MklC8DkwoXNKgUKBM/5LVXslPl5snRw6qlzwfxMhgs4NTnT8tiP/muKk2agDAiAAAiAQBwQgACMg07KR030lQBcuHAhde3alXgfoHw1a9ZMWAzZTdu9e3diC+LHH39sKVOoUCHhNn7wwQepSpUqwiI4ZMgQs8yGDRuEq5ctiiwAy5QpI1zDt956q1lmzJgxNG/ePNq7d6/tEOB2yW3jyczWSbYAQgDmo1mDVwUBEACBKAh4KgBvGKBvAdw5HhbAQUPNbAAAGQlJREFUKPo5XqrEhQBs2rQpVapUiWbMmCEE4M8//0wfffSRhTEHgMyfP58eeOABIQBZSA4ePNgsw2KvQYMGIuAjMzNTCEAWhfXr1zfLjB49Wrif9+zZY9t/I0aMEFbI0Kvi/CFU4JJguP1ll2Tn9ePr8sL/MX++mJVsqQoLX7xME7QTBEAABPQJeCoAqz2tLwB3TYAA1O92397BVwLQ7y5gpQUQAtC3AxwNAwEQAAG/EPBUAF7fX18A7p4IAeiXwRODdvhKABpBIG+++abYr8cXW+w4BUxoEMjhw4fp6quvFmU4opcjgeUgEI4k5ohe4+LoYt7fJweB1K5dW0QBG1e1atWodevWkQeBQADGYGjiliAAAiCQWAQgABOrP+P9bVwVgKdPn6YffvhBMOEgjEmTJomgDA7Q4NQqHNzBOfx4H17Lli1F9G7VqlXpqquuEv/4YqG2YsUKsZ+P63FOQE71EpoGplSpUiKHH9+T9/txkEhoGhhOAcOpYFj0cRSwXRoYdiuzG3jWrFk0e/ZskTewfPnyjvrVmMxV3hpEKUUK0a42IxzVQyEQAAEQAIH8R8BTAVjVBQvgXlgAE3mUuioA16xZIwRf6MXWORZ0/I/35oVew4cPJ95fx9fZs2dpwIABxAEhciJoDrYwLhaRnNcvNBE0B4IYF0fy9u3b10wEzalh7BJBjxs3TlgZOW/g5MmTRQSx0wsC0CkplAMBEAABEPBSAN5ZpZ+2C/jT7yfBBZzAw9ZVAZjAnGxfDQIwv/U43hcEQAAEoicAARg9O9R0nwAEoAZTLyazRvNQFQRAAARAwEcEvFgzjGfcWbmvvgVw32RYAH00ftxuCgSgBlEvJrNG81AVBEAABEDARwS8WDNMAVjpKX0BuH8KBKCPxo/bTYEA1CDqxWTWaB6qggAIgAAI+IiAF2sGBKCPOtznTYEA1OggLyazRvNQFQRAAARAwEcEvFgzTAFY8Ul9C+CPL8MC6KPx43ZTIAA1iHoxmTWah6ogAAIgAAI+IuDFmhEUgH0oNTmYGSNSDBczz9GnP74CARgpuDgqDwGo0VleTGaN5qEqCIAACICAjwh4sWZAAPqow33eFAhAjQ7yYjJrNA9VQQAEQAAEfETAizXDFIAV/o++BfDAq7AA+mj8uN0UCEANol5MZo3moSoIgAAIgICPCHixZpgCsPwT+gLw56kQgD4aP243BQJQg6gXk1mjeagKAiAAAiDgIwJerBmmALzmcX0BeHAaBKCPxo/bTYEA1CDqxWTWaB6qggAIgAAI+IiAF2sGBKCPOtznTYEA1OggLyazRvNQFQRAAARAwEcEvFgzTAFYrpe+BfDQdFgAfTR+3G4KBKAGUS8ms0bzUBUEQAAEQMBHBLxYM0wBWKanvgD8ZQYEoI/Gj9tNgQDUIOrFZNZoHqqCAAiAAAj4iIAXawYEoI863OdNgQDU6CAvJrNG81AVBEAABEDARwS8WDNMAVi6h74F8MhMWAB9NH7cbgoEoAZRLyazRvNQFQRAAARAwEcEvFgzTAF4NQvAglG//cXM8/TpUQjAqAHGQUUIQI1O8mIyazQPVUEABEAABHxEwIs1AwLQRx3u86ZAAGp0kBeTWaN5qAoCIAACIOAjAl6sGaYAvKq7vgXw11lwAfto/LjdFAhADaJeTGaN5qEqCIAACICAjwh4sWaYAvDKx/QF4O9zIAB9NH7cbgoEoAZRLyazRvNQFQRAAARAwEcEvFgzIAB91OE+bwoEoEYHeTGZNZqHqiAAAiAAAj4i4MWaYQrAKx7VtwD+8RosgD4aP243BQJQg6gXk1mjeagKAiAAAiDgIwJerBmmAPzHf+sLwD9fhwD00fhxuykQgBpEvZjMGs1DVRAAARAAAR8R8GLNMAVgya76AvD4GxCAPho/bjcFAlCDqBeTWaN5qAoCIAACIOAjAl6sGRCAPupwnzcFAlCjg7yYzBrNQ1UQAAEQAAEfEfBizTCe0aREF20L4Gcn5sEC6KPx43ZTIAA1iHoxmTWah6ogAAIgAAI+IuDFmmEKwMs6U2qSxkkgWefps7/mQwD6aPy43RQIQA2iXkxmjeahKgiAAAiAgI8IeLFmQAD6qMN93hQIQI0O8mIyazQPVUEABEAABHxEwIs1wxSAxR/WtwCeXAALoI/Gj9tNgQDUIOrFZNZoHqqCAAiAAAj4iIAXa4YpAIs+pC8AT70FAeij8eN2UyAANYh6MZk1moeqIAACIAACPiLgxZoBAeijDvd5UyAANTrIi8ms0TxUBQEQAAEQ8BEBL9YMUwBe2knfAnh6ISyAPho/bjcFAlCDqBeTWaN5qAoCIAACIOAjAl6sGcYz7ijygLYAXP33YghAH40ft5sCAahB1IvJrNE8VAUBEAABEPARAS/WDAhAH3W4z5sCAajRQV5MZo3moSoIgAAIgICPCHixZpgCsHBHfQvgmbdhAfTR+HG7KRCAGkS9mMwazUNVEAABEAABHxHwYs0wBWChDvoC8Nz/QAD6aPy43RQIQA2iXkxmjeahKgiAAAiAgI8IeLFmmAKwYHtKTSoQ9dtfzLpAq8+/AwEYNUH/V4QA1OgjLyazRvNQFQRAAARAwEcEvFgzIAB91OE+bwoEoEYHeTGZNZqHqiAAAiAAAj4i4MWaYTyjcer92hbAzy8ugQXQR+PH7aZAAGoQ9WIyazQPVUEABEAABHxEwIs1wxSAKffpC8CM9yISgL/88gsNHDiQVq1aRWfOnKEqVarQa6+9RrVr1xa9kJSUZNsb48aNowEDBojfnThxgvr06UPLli0T/9+qVSt69dVX6bLLLvNRTyZGUyAANfrRi8ms0TxUBQEQAAEQ8BEBL9aMvBKALNxq1apFjRs3pl69etGVV15J+/fvp/T0dKpUqZLohV9//dXSGywUH330Ufrhhx+oYsWK4nctWrSgw4cP06xZs8T/d+/eXdxj+fLlPurJxGgKBKBGP3oxmTWah6ogAAIgAAI+IuDFmmE8o1FSW20L4JqspY4tgIMGDaL169fTF1984Zh4mzZt6NSpU/TZZ5+JOrt376Zq1arRV199RfXq1ROf8c/169enPXv2UNWqVR3fGwXDE4AADM9IWeLkyZPCLH3o0CEqVqyYxp1QFQRAAARAINEJsDgrV64c/fXXX1S8ePGYvK4hABvQ3ZRKGlHAdIG+pJU51rdChQoR/wu9WLg1b95cWO/Wrl1LZcqUoccff5y6detm+56//fYblS1blubNm0edOnUSZV5//XXq16+f4CNfvM5OnjyZunbtGhNm+fWmEIAaPc8DnSczLhAAARAAARBwSoCNBix+YnGdPXuWKlSokMPdGs2zLr30Ujp9+rSl6vDhw2nEiBE5bpeWliY+YwHXvn172rx5Mz311FM0c+ZM6ty5c47yvO/vxRdfpCNHjpBRd8yYMTR37lz6/vvvLeV5LyGLv8GDB0fzGqijIAABqDE0MjMzxeAtWrSocnOrxu3joqrxFy2soDm7C2zUQxhswCaaL7h4HzdZWVnC5Vm6dGlKTk6OBoGjOiwCz58/76hsboW4vaGBGyoLYMGCBalOnTq0YcMG85YczLFlyxbauHFjjsdcd9111LRpUxHgYVwsANkiuHfvXkv5ypUri72C7GbG5R4BCED3WObLO3mxpyVewYJN7iKHXWC8jQLbJ6ycMG4wbuLxO698+fJC0M2ZM8ds/vTp0+mFF14gjg6WL94nePvtt9O3335LNWrUMH8FF7C3PQ8B6C3vhHsaFissVtEMaowbjBuMm2gI+LcO7+NjT5AcBNK3b1/atGmTxSrIb/DII4/Qd999R19//bXlhYwgEK5Tt25d8Tv++ZZbbkEQSAy6HgIwBlDz0y2xkGMhj2a8Y9xg3GDcREPAv3XY1XvrrbfSyJEjqUOHDmIPIAeAcDqXhx56yGw4z/2rr76aJk6cSD179szxQpwGhrdW8d5BvjgNDFsXkQbG/b6HAHSfab6647lz52js2LFic65dZFi+ghHysmCj7n2wAZtovhswbqKh5l2dFStWiLVg3759IhCFA0JCo4BZEHJwyNGjR20joY8fP54jEfTUqVORCDoG3QgBGAOouCUIgAAIgAAIgAAI+JkABKCfewdtAwEQAAEQAAEQAIEYEIAAjAFU3BIEQAAEQAAEQAAE/EwAAtDPvYO2gQAIgAAIgAAIgEAMCEAAxgAqbgkCIAACIAACIAACfiYAAejn3olB2zhid8iQIfTkk0/SlClTxBP2799PTz/9NH355ZfEUXZ33XWXyM5eqlQpswUnTpzIEZnFZfiMRuPasWMHPfHEEyL8v2TJktSjRw8aOnSoJZP8u+++Kz7jZ1aqVIlGjx5Nbdu2Ne/Bmec5jQBHivEz+UDwf//733TDDTfEgIb1ltGySU9Pp59//tlys4EDB4pjjozr4MGD1Lt3b1q9ejUVLlxYnH05YcIE4uz5xsXnZ3LU3M6dO8VJAc8880yONAnTpk2j8ePHiwg6ZsJ92LBhQ9fZ8FFP3A/yxePh119/FR856adEHTNusMmPY+a9994TqT22bt1Kx44do23btlHNmjUtY4y/f/i7aNGiRXTmzBlq0qQJ8ZiXj02Lt7nk+uTEDUHAJQIQgC6BjIfbcJ4mzs/EJy80btxYiIf//Oc/dNNNN4ls7MaCzwKN8zB99dVX5nFFnJuJzz5mYcYX52biRczIzcS5nfi8Rr7vs88+K85y5GSffG5k//79RR0+DojFyqhRo4ToW7p0KQ0bNkwITxZ6fL300ktCFPJ5kHw/ziK/bt06cTQQH7kXq0uHDXPgY4rkdAd8hib/4ysjI0MsdFdccYXIfcWLX5cuXei+++4zj0E6cOAAVa9eXdyDhfP69evFQeq8ELZr107c5+2336aHH35YLIi33XabWEw56/6uXbvommuucRUNi5wlS5bQp59+at43JSVFvIPTfkrUMeMGm/w4ZhYsWEA8zvmPGx7ndgKwV69e4juF5//ll18uvjs4LQiLRh5/8TiXXJ2YuBkIuEgAAtBFmH6+FR/offPNNwvxwKKKBQkLwI8//ph4oWZrjXEkF//MFrxPPvmE7rzzTjKys7MgNIQa/1y/fn0zOzsf+cP5n3777TczHyBbwNhKyMKRz5Ps2LEjsVBctWqViYqtjSVKlBBCh61KvDhwjii2oPHFFgG2PLEwZGEUi0uHDbeHF3NuM/+zu/h977nnHpEln9+Pr8WLFwuB/Pvvvwvu/L7Lli0TrI2Lk6Ru377dPEeT2XMfMmvjuv7666lNmzYiF6ObF4uc999/XxzVFHo56adEHjO6bPLjmJHH0E8//SRyxIUKQD4WkP/AYKHI3xV88R+i5cqVo5UrV1Lz5s3Fd0e8zSU35yXuBQJuEoAAdJOmj+/FFicWdZMnT6ZGjRqZApD/2mZrHFsCjUTO7Hph6xVbAnmxc3I+Y+fOncW5rh988IFJgb/gWbD8+OOP4gufrVR8NBD/My5uDwtRdqFyOXYLf/PNN1SrVi2zTOvWrYWrmQ8Jj8Wlw8ZYzFmo8uHrvFi1b9+eBgwYYLp32crJXFjMGZchstklzFZTPheT3/nll182y7CFlC22f//9txDHRYoUoXfeecfiMmdXPos0dh+7eXG/s6uZz+vlccHikw9qr1ixoqN+SuQxo8smP44ZJwKQ5wK7fNnix38UGhd7J/iPHPZQxONccnNe4l4g4CYBCEA3afr0XmxtYrcquznT0tIsAvCPP/6ga6+9lrp27SoWeBYabI3ifXfs5mU3I3/OLhl268oXu2i5Hlv+mjVrJixhhovY+Ou9TJky4hxIthbyfje+D+9/M66FCxeKe7CA4nLs2uSDww1LGZfjdrBA/Oijj1wnrMuGG8QiloUuL1q8/5F5sGg1DkXn9rPVg62t8sXCink8+OCDwt3NFkHen2lcBg+2gnC/MEt2DfNxS8bFfcPCmF3kbl5saWHhye1iqy5bjffs2SP2J/KzwvVTIo8ZXTb5ccywO9e4VBZA+btAHsv83cJ/QPJ3UTzOJTfnJe4FAm4SgAB0k6YP78Vuxzp16gjxwX9J8yVbAPn/+Xe894b35yQnJwtBwvvK2OrDLmOVyKhcubLY+zZo0CAhAI0vaQMDCznevM17//gwbxaALFb4/sb11ltviXucPXvWFIAsePisSOPi/UL8Hh9++KGrhN1gY9cgDnS5//776c8//xT7mFQClnnMnz+fHnjgASG0DDFt3JPFXoMGDUTAR2ZmphCAhpg2yrCwZ5cZi7NYXmwhZussB6ZwX7IAzK2fEnXM2DGOlE1+HDMc3BStAGzatKkYezNmzEiIuRTLeYp7g0AkBCAAI6EVh2V5Hxe7eHkDtXHxRmrek8dijy1vxu9YsKSmpgp361VXXSU2YLMrM1HdeW6wsRsShvA19kwmituKF2K2FvOYCOeqT9Qxo/oKiIRNfhwz8r5VlQUQLuA4XGDQ5LgmAAEY190XvvGnTp3KkaKELU3XXXedcPVy5GnoxV/ERvBH1apVzSCQTZs2Ud26dUVx/pktQWx54jL8Bc/uS3YXGqlNOHDjlVdesQSBcHt4Q7dxcQAKC045CIT3CLKliS/eV3fllVfGJAjEDTZ2PcAHot97772CO+97NDauczCMYdnkiF7eeygHgfB+TLa8GhdbZXl/H1tQ+WKLbO3atYVV1riqVasm3M1uB4GEvhf/ocCij62ZvDeUXfS59ZMRBJJoY8auvyNlkx/HDP8RZFzhgkDefPNNsfeVL7Z+sxchNAgknudS+G9tlAABbwhAAHrD2VdPCXUBv/HGG8TRpByBx2KDAwt4PxqnLJGFGrv8eB8OXywEypcvb6aB4QAQFoJ33HGHEIL79u0T9+AvfiMNDLsvOdiB3ZYsWjgw4rnnnsuRBobFDLeJXczsSlyzZk3M08AY7xkpG+bFlj4O5OCACd5nycKI3e5GQIyRuoKjmTmwgje5Mxve2M5R0nwZaWA40pld3nxfjgK2SwPDrjDeU8n7LWfPni325XFfuHlxLjYWsSxgWaTyHkAONOFcj/wsFvfh+onFfSKOGV02+XXM8LjnHH48Jlq2bCki4fk7g70N/I8v/qOH/4DivbEctMasOW1SaBqYeJpLbs5L3AsE3CQAAegmzTi5V6jI4T18/IXLX9AcyMHCg0UMu4mNi3/Xp08fkaqEr1atWtHUqVNzJILmZMccCMEBEXwfFoDyfTi3HIs+I+KXxSDnwzMuI8EwC005EbSdpTIWuCNlwxHLnK+PLaFsCWJxxHv62ILJUbvGxQsflwtNBG1EXnM5FljM3UgEzRZaZihfbP0bN26csIwwEw5AYVHt9sXvwPkXeVsA/2HA1l7O38gWR76c9FOijhldNvl1zPB3DHsfQi/OFcqR1XzxXmDeYsABIXIiaI6uj9e55PbcxP1AwC0CEIBukcR9QAAEQAAEQAAEQCBOCEAAxklHoZkgAAIgAAIgAAIg4BYBCEC3SOI+IAACIAACIAACIBAnBCAA46Sj0EwQAAEQAAEQAAEQcIsABKBbJHEfEAABEAABEAABEIgTAhCAcdJRaCYIgAAIgAAIgAAIuEUAAtAtkrgPCIAACIAACIAACMQJAQjAOOkoNBMEQAAEQAAEQAAE3CIAAegWSdwHBEAABEAABEAABOKEAARgnHQUmgkCIAACIAACIAACbhGAAHSLJO4DAiAAAiAAAiAAAnFCAAIwTjoKzQQBvxP4448/6MYbbxRnRg8ZMkQ0d9OmTdSwYUNasWIFNWvWzO+vgPaBAAiAQL4hAAGYb7oaLwoCsSewcuVKatOmDW3YsIGuu+46qlWrFrVs2ZKmTJkS+4fjCSAAAiAAAo4JQAA6RoWCIAACTgj07t2bPv30U/rnP/9J27dvpy1btlBaWpqTqigDAiAAAiDgEQEIQI9A4zEgkF8InDlzhqpXr06HDh2ir7/+mm666ab88up4TxAAARCIGwIQgHHTVWgoCMQHgZ07d1KdOnXowoULtHTpUrr33nvjo+FoJQiAAAjkIwIQgPmos/GqIBBrAufPn6e6detSzZo1xR7ASZMm0Y4dO6hUqVKxfjTuDwIgAAIgEAEBCMAIYKEoCIBA7gQGDBhAS5YsEXv/Lr30UmrcuDEVLVpURAHjAgEQAAEQ8A8BCED/9AVaAgJxTWDNmjXUtGlT+vzzz6lBgwbiXQ4ePCj2AI4dO5Z69eoV1++HxoMACIBAIhGAAEyk3sS7gAAIgAAIgAAIgIADAhCADiChCAiAAAiAAAiAAAgkEgEIwETqTbwLCIAACIAACIAACDggAAHoABKKgAAIgAAIgAAIgEAiEYAATKTexLuAAAiAAAiAAAiAgAMCEIAOIKEICIAACIAACIAACCQSAQjAROpNvAsIgAAIgAAIgAAIOCAAAegAEoqAAAiAAAiAAAiAQCIRgABMpN7Eu4AACIAACIAACICAAwIQgA4goQgIgAAIgAAIgAAIJBIBCMBE6k28CwiAAAiAAAiAAAg4IAAB6AASioAACIAACIAACIBAIhGAAEyk3sS7gAAIgAAIgAAIgIADAv8fFOYWwgpEoSMAAAAASUVORK5CYII=\" width=\"640\">"
			],
			"text/plain": [
			"<IPython.core.display.HTML object>"
			]
			},
			"metadata": {},
			"output_type": "display_data"
			}
			],
			"source": [
			"plt.figure()\n",
			"SIS_sel.isel(date = 6, hour = 9).plot(x='x',y='y', vmin = 670, vmax = 720)\n",
			"plt.axis('equal')\n",
			"plt.show()"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 36,
			"metadata": {},
			"outputs": [
			{
			"data": {
			"application/javascript": [
			"/* Put everything inside the global mpl namespace */\n",
			"window.mpl = {};\n",
			"\n",
			"\n",
			"mpl.get_websocket_type = function() {\n",
			" if (typeof(WebSocket) !== 'undefined') {\n",
			" return WebSocket;\n",
			" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
			" return MozWebSocket;\n",
			" } else {\n",
			" alert('Your browser does not have WebSocket support.' +\n",
			" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
			" 'Firefox 4 and 5 are also supported but you ' +\n",
			" 'have to enable WebSockets in about:config.');\n",
			" };\n",
			"}\n",
			"\n",
			"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
			" this.id = figure_id;\n",
			"\n",
			" this.ws = websocket;\n",
			"\n",
			" this.supports_binary = (this.ws.binaryType != undefined);\n",
			"\n",
			" if (!this.supports_binary) {\n",
			" var warnings = document.getElementById(\"mpl-warnings\");\n",
			" if (warnings) {\n",
			" warnings.style.display = 'block';\n",
			" warnings.textContent = (\n",
			" \"This browser does not support binary websocket messages. \" +\n",
			" \"Performance may be slow.\");\n",
			" }\n",
			" }\n",
			"\n",
			" this.imageObj = new Image();\n",
			"\n",
			" this.context = undefined;\n",
			" this.message = undefined;\n",
			" this.canvas = undefined;\n",
			" this.rubberband_canvas = undefined;\n",
			" this.rubberband_context = undefined;\n",
			" this.format_dropdown = undefined;\n",
			"\n",
			" this.image_mode = 'full';\n",
			"\n",
			" this.root = $('<div/>');\n",
			" this._root_extra_style(this.root)\n",
			" this.root.attr('style', 'display: inline-block');\n",
			"\n",
			" $(parent_element).append(this.root);\n",
			"\n",
			" this._init_header(this);\n",
			" this._init_canvas(this);\n",
			" this._init_toolbar(this);\n",
			"\n",
			" var fig = this;\n",
			"\n",
			" this.waiting = false;\n",
			"\n",
			" this.ws.onopen = function () {\n",
			" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
			" fig.send_message(\"send_image_mode\", {});\n",
			" if (mpl.ratio != 1) {\n",
			" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
			" }\n",
			" fig.send_message(\"refresh\", {});\n",
			" }\n",
			"\n",
			" this.imageObj.onload = function() {\n",
			" if (fig.image_mode == 'full') {\n",
			" // Full images could contain transparency (where diff images\n",
			" // almost always do), so we need to clear the canvas so that\n",
			" // there is no ghosting.\n",
			" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
			" }\n",
			" fig.context.drawImage(fig.imageObj, 0, 0);\n",
			" };\n",
			"\n",
			" this.imageObj.onunload = function() {\n",
			" fig.ws.close();\n",
			" }\n",
			"\n",
			" this.ws.onmessage = this._make_on_message_function(this);\n",
			"\n",
			" this.ondownload = ondownload;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_header = function() {\n",
			" var titlebar = $(\n",
			" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
			" 'ui-helper-clearfix\"/>');\n",
			" var titletext = $(\n",
			" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
			" 'text-align: center; padding: 3px;\"/>');\n",
			" titlebar.append(titletext)\n",
			" this.root.append(titlebar);\n",
			" this.header = titletext[0];\n",
			"}\n",
			"\n",
			"\n",
			"\n",
			"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
			"\n",
			"}\n",
			"\n",
			"\n",
			"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
			"\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_canvas = function() {\n",
			" var fig = this;\n",
			"\n",
			" var canvas_div = $('<div/>');\n",
			"\n",
			" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
			"\n",
			" function canvas_keyboard_event(event) {\n",
			" return fig.key_event(event, event['data']);\n",
			" }\n",
			"\n",
			" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
			" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
			" this.canvas_div = canvas_div\n",
			" this._canvas_extra_style(canvas_div)\n",
			" this.root.append(canvas_div);\n",
			"\n",
			" var canvas = $('<canvas/>');\n",
			" canvas.addClass('mpl-canvas');\n",
			" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
			"\n",
			" this.canvas = canvas[0];\n",
			" this.context = canvas[0].getContext(\"2d\");\n",
			"\n",
			" var backingStore = this.context.backingStorePixelRatio \|\|\n",
			"\tthis.context.webkitBackingStorePixelRatio \|\|\n",
			"\tthis.context.mozBackingStorePixelRatio \|\|\n",
			"\tthis.context.msBackingStorePixelRatio \|\|\n",
			"\tthis.context.oBackingStorePixelRatio \|\|\n",
			"\tthis.context.backingStorePixelRatio \|\| 1;\n",
			"\n",
			" mpl.ratio = (window.devicePixelRatio \|\| 1) / backingStore;\n",
			"\n",
			" var rubberband = $('<canvas/>');\n",
			" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
			"\n",
			" var pass_mouse_events = true;\n",
			"\n",
			" canvas_div.resizable({\n",
			" start: function(event, ui) {\n",
			" pass_mouse_events = false;\n",
			" },\n",
			" resize: function(event, ui) {\n",
			" fig.request_resize(ui.size.width, ui.size.height);\n",
			" },\n",
			" stop: function(event, ui) {\n",
			" pass_mouse_events = true;\n",
			" fig.request_resize(ui.size.width, ui.size.height);\n",
			" },\n",
			" });\n",
			"\n",
			" function mouse_event_fn(event) {\n",
			" if (pass_mouse_events)\n",
			" return fig.mouse_event(event, event['data']);\n",
			" }\n",
			"\n",
			" rubberband.mousedown('button_press', mouse_event_fn);\n",
			" rubberband.mouseup('button_release', mouse_event_fn);\n",
			" // Throttle sequential mouse events to 1 every 20ms.\n",
			" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
			"\n",
			" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
			" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
			"\n",
			" canvas_div.on(\"wheel\", function (event) {\n",
			" event = event.originalEvent;\n",
			" event['data'] = 'scroll'\n",
			" if (event.deltaY < 0) {\n",
			" event.step = 1;\n",
			" } else {\n",
			" event.step = -1;\n",
			" }\n",
			" mouse_event_fn(event);\n",
			" });\n",
			"\n",
			" canvas_div.append(canvas);\n",
			" canvas_div.append(rubberband);\n",
			"\n",
			" this.rubberband = rubberband;\n",
			" this.rubberband_canvas = rubberband[0];\n",
			" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
			" this.rubberband_context.strokeStyle = \"#000000\";\n",
			"\n",
			" this._resize_canvas = function(width, height) {\n",
			" // Keep the size of the canvas, canvas container, and rubber band\n",
			" // canvas in synch.\n",
			" canvas_div.css('width', width)\n",
			" canvas_div.css('height', height)\n",
			"\n",
			" canvas.attr('width', width * mpl.ratio);\n",
			" canvas.attr('height', height * mpl.ratio);\n",
			" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
			"\n",
			" rubberband.attr('width', width);\n",
			" rubberband.attr('height', height);\n",
			" }\n",
			"\n",
			" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
			" // upon first draw.\n",
			" this._resize_canvas(600, 600);\n",
			"\n",
			" // Disable right mouse context menu.\n",
			" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
			" return false;\n",
			" });\n",
			"\n",
			" function set_focus () {\n",
			" canvas.focus();\n",
			" canvas_div.focus();\n",
			" }\n",
			"\n",
			" window.setTimeout(set_focus, 100);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_toolbar = function() {\n",
			" var fig = this;\n",
			"\n",
			" var nav_element = $('<div/>')\n",
			" nav_element.attr('style', 'width: 100%');\n",
			" this.root.append(nav_element);\n",
			"\n",
			" // Define a callback function for later on.\n",
			" function toolbar_event(event) {\n",
			" return fig.toolbar_button_onclick(event['data']);\n",
			" }\n",
			" function toolbar_mouse_event(event) {\n",
			" return fig.toolbar_button_onmouseover(event['data']);\n",
			" }\n",
			"\n",
			" for(var toolbar_ind in mpl.toolbar_items) {\n",
			" var name = mpl.toolbar_items[toolbar_ind][0];\n",
			" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
			" var image = mpl.toolbar_items[toolbar_ind][2];\n",
			" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
			"\n",
			" if (!name) {\n",
			" // put a spacer in here.\n",
			" continue;\n",
			" }\n",
			" var button = $('<button/>');\n",
			" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
			" 'ui-button-icon-only');\n",
			" button.attr('role', 'button');\n",
			" button.attr('aria-disabled', 'false');\n",
			" button.click(method_name, toolbar_event);\n",
			" button.mouseover(tooltip, toolbar_mouse_event);\n",
			"\n",
			" var icon_img = $('<span/>');\n",
			" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
			" icon_img.addClass(image);\n",
			" icon_img.addClass('ui-corner-all');\n",
			"\n",
			" var tooltip_span = $('<span/>');\n",
			" tooltip_span.addClass('ui-button-text');\n",
			" tooltip_span.html(tooltip);\n",
			"\n",
			" button.append(icon_img);\n",
			" button.append(tooltip_span);\n",
			"\n",
			" nav_element.append(button);\n",
			" }\n",
			"\n",
			" var fmt_picker_span = $('<span/>');\n",
			"\n",
			" var fmt_picker = $('<select/>');\n",
			" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
			" fmt_picker_span.append(fmt_picker);\n",
			" nav_element.append(fmt_picker_span);\n",
			" this.format_dropdown = fmt_picker[0];\n",
			"\n",
			" for (var ind in mpl.extensions) {\n",
			" var fmt = mpl.extensions[ind];\n",
			" var option = $(\n",
			" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
			" fmt_picker.append(option)\n",
			" }\n",
			"\n",
			" // Add hover states to the ui-buttons\n",
			" $( \".ui-button\" ).hover(\n",
			" function() { $(this).addClass(\"ui-state-hover\");},\n",
			" function() { $(this).removeClass(\"ui-state-hover\");}\n",
			" );\n",
			"\n",
			" var status_bar = $('<span class=\"mpl-message\"/>');\n",
			" nav_element.append(status_bar);\n",
			" this.message = status_bar[0];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
			" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
			" // which will in turn request a refresh of the image.\n",
			" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.send_message = function(type, properties) {\n",
			" properties['type'] = type;\n",
			" properties['figure_id'] = this.id;\n",
			" this.ws.send(JSON.stringify(properties));\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.send_draw_message = function() {\n",
			" if (!this.waiting) {\n",
			" this.waiting = true;\n",
			" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
			" }\n",
			"}\n",
			"\n",
			"\n",
			"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
			" var format_dropdown = fig.format_dropdown;\n",
			" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
			" fig.ondownload(fig, format);\n",
			"}\n",
			"\n",
			"\n",
			"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
			" var size = msg['size'];\n",
			" if (size[0] != fig.canvas.width \|\| size[1] != fig.canvas.height) {\n",
			" fig._resize_canvas(size[0], size[1]);\n",
			" fig.send_message(\"refresh\", {});\n",
			" };\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
			" var x0 = msg['x0'] / mpl.ratio;\n",
			" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
			" var x1 = msg['x1'] / mpl.ratio;\n",
			" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
			" x0 = Math.floor(x0) + 0.5;\n",
			" y0 = Math.floor(y0) + 0.5;\n",
			" x1 = Math.floor(x1) + 0.5;\n",
			" y1 = Math.floor(y1) + 0.5;\n",
			" var min_x = Math.min(x0, x1);\n",
			" var min_y = Math.min(y0, y1);\n",
			" var width = Math.abs(x1 - x0);\n",
			" var height = Math.abs(y1 - y0);\n",
			"\n",
			" fig.rubberband_context.clearRect(\n",
			" 0, 0, fig.canvas.width, fig.canvas.height);\n",
			"\n",
			" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
			" // Updates the figure title.\n",
			" fig.header.textContent = msg['label'];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
			" var cursor = msg['cursor'];\n",
			" switch(cursor)\n",
			" {\n",
			" case 0:\n",
			" cursor = 'pointer';\n",
			" break;\n",
			" case 1:\n",
			" cursor = 'default';\n",
			" break;\n",
			" case 2:\n",
			" cursor = 'crosshair';\n",
			" break;\n",
			" case 3:\n",
			" cursor = 'move';\n",
			" break;\n",
			" }\n",
			" fig.rubberband_canvas.style.cursor = cursor;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
			" fig.message.textContent = msg['message'];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
			" // Request the server to send over a new figure.\n",
			" fig.send_draw_message();\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
			" fig.image_mode = msg['mode'];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.updated_canvas_event = function() {\n",
			" // Called whenever the canvas gets updated.\n",
			" this.send_message(\"ack\", {});\n",
			"}\n",
			"\n",
			"// A function to construct a web socket function for onmessage handling.\n",
			"// Called in the figure constructor.\n",
			"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
			" return function socket_on_message(evt) {\n",
			" if (evt.data instanceof Blob) {\n",
			" /* FIXME: We get \"Resource interpreted as Image but\n",
			" * transferred with MIME type text/plain:\" errors on\n",
			" * Chrome. But how to set the MIME type? It doesn't seem\n",
			" * to be part of the websocket stream */\n",
			" evt.data.type = \"image/png\";\n",
			"\n",
			" /* Free the memory for the previous frames */\n",
			" if (fig.imageObj.src) {\n",
			" (window.URL \|\| window.webkitURL).revokeObjectURL(\n",
			" fig.imageObj.src);\n",
			" }\n",
			"\n",
			" fig.imageObj.src = (window.URL \|\| window.webkitURL).createObjectURL(\n",
			" evt.data);\n",
			" fig.updated_canvas_event();\n",
			" fig.waiting = false;\n",
			" return;\n",
			" }\n",
			" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
			" fig.imageObj.src = evt.data;\n",
			" fig.updated_canvas_event();\n",
			" fig.waiting = false;\n",
			" return;\n",
			" }\n",
			"\n",
			" var msg = JSON.parse(evt.data);\n",
			" var msg_type = msg['type'];\n",
			"\n",
			" // Call the \"handle_{type}\" callback, which takes\n",
			" // the figure and JSON message as its only arguments.\n",
			" try {\n",
			" var callback = fig[\"handle_\" + msg_type];\n",
			" } catch (e) {\n",
			" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
			" return;\n",
			" }\n",
			"\n",
			" if (callback) {\n",
			" try {\n",
			" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
			" callback(fig, msg);\n",
			" } catch (e) {\n",
			" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
			" }\n",
			" }\n",
			" };\n",
			"}\n",
			"\n",
			"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
			"mpl.findpos = function(e) {\n",
			" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
			" var targ;\n",
			" if (!e)\n",
			" e = window.event;\n",
			" if (e.target)\n",
			" targ = e.target;\n",
			" else if (e.srcElement)\n",
			" targ = e.srcElement;\n",
			" if (targ.nodeType == 3) // defeat Safari bug\n",
			" targ = targ.parentNode;\n",
			"\n",
			" // jQuery normalizes the pageX and pageY\n",
			" // pageX,Y are the mouse positions relative to the document\n",
			" // offset() returns the position of the element relative to the document\n",
			" var x = e.pageX - $(targ).offset().left;\n",
			" var y = e.pageY - $(targ).offset().top;\n",
			"\n",
			" return {\"x\": x, \"y\": y};\n",
			"};\n",
			"\n",
			"/*\n",
			" * return a copy of an object with only non-object keys\n",
			" * we need this to avoid circular references\n",
			" * http://stackoverflow.com/a/24161582/3208463\n",
			" */\n",
			"function simpleKeys (original) {\n",
			" return Object.keys(original).reduce(function (obj, key) {\n",
			" if (typeof original[key] !== 'object')\n",
			" obj[key] = original[key]\n",
			" return obj;\n",
			" }, {});\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.mouse_event = function(event, name) {\n",
			" var canvas_pos = mpl.findpos(event)\n",
			"\n",
			" if (name === 'button_press')\n",
			" {\n",
			" this.canvas.focus();\n",
			" this.canvas_div.focus();\n",
			" }\n",
			"\n",
			" var x = canvas_pos.x * mpl.ratio;\n",
			" var y = canvas_pos.y * mpl.ratio;\n",
			"\n",
			" this.send_message(name, {x: x, y: y, button: event.button,\n",
			" step: event.step,\n",
			" guiEvent: simpleKeys(event)});\n",
			"\n",
			" /* This prevents the web browser from automatically changing to\n",
			" * the text insertion cursor when the button is pressed. We want\n",
			" * to control all of the cursor setting manually through the\n",
			" * 'cursor' event from matplotlib */\n",
			" event.preventDefault();\n",
			" return false;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
			" // Handle any extra behaviour associated with a key event\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.key_event = function(event, name) {\n",
			"\n",
			" // Prevent repeat events\n",
			" if (name == 'key_press')\n",
			" {\n",
			" if (event.which === this._key)\n",
			" return;\n",
			" else\n",
			" this._key = event.which;\n",
			" }\n",
			" if (name == 'key_release')\n",
			" this._key = null;\n",
			"\n",
			" var value = '';\n",
			" if (event.ctrlKey && event.which != 17)\n",
			" value += \"ctrl+\";\n",
			" if (event.altKey && event.which != 18)\n",
			" value += \"alt+\";\n",
			" if (event.shiftKey && event.which != 16)\n",
			" value += \"shift+\";\n",
			"\n",
			" value += 'k';\n",
			" value += event.which.toString();\n",
			"\n",
			" this._key_event_extra(event, name);\n",
			"\n",
			" this.send_message(name, {key: value,\n",
			" guiEvent: simpleKeys(event)});\n",
			" return false;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
			" if (name == 'download') {\n",
			" this.handle_save(this, null);\n",
			" } else {\n",
			" this.send_message(\"toolbar_button\", {name: name});\n",
			" }\n",
			"};\n",
			"\n",
			"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
			" this.message.textContent = tooltip;\n",
			"};\n",
			"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
			"\n",
			"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
			"\n",
			"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
			" // Create a \"websocket\"-like object which calls the given IPython comm\n",
			" // object with the appropriate methods. Currently this is a non binary\n",
			" // socket, so there is still some room for performance tuning.\n",
			" var ws = {};\n",
			"\n",
			" ws.close = function() {\n",
			" comm.close()\n",
			" };\n",
			" ws.send = function(m) {\n",
			" //console.log('sending', m);\n",
			" comm.send(m);\n",
			" };\n",
			" // Register the callback with on_msg.\n",
			" comm.on_msg(function(msg) {\n",
			" //console.log('receiving', msg['content']['data'], msg);\n",
			" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
			" ws.onmessage(msg['content']['data'])\n",
			" });\n",
			" return ws;\n",
			"}\n",
			"\n",
			"mpl.mpl_figure_comm = function(comm, msg) {\n",
			" // This is the function which gets called when the mpl process\n",
			" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
			"\n",
			" var id = msg.content.data.id;\n",
			" // Get hold of the div created by the display call when the Comm\n",
			" // socket was opened in Python.\n",
			" var element = $(\"#\" + id);\n",
			" var ws_proxy = comm_websocket_adapter(comm)\n",
			"\n",
			" function ondownload(figure, format) {\n",
			" window.open(figure.imageObj.src);\n",
			" }\n",
			"\n",
			" var fig = new mpl.figure(id, ws_proxy,\n",
			" ondownload,\n",
			" element.get(0));\n",
			"\n",
			" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
			" // web socket which is closed, not our websocket->open comm proxy.\n",
			" ws_proxy.onopen();\n",
			"\n",
			" fig.parent_element = element.get(0);\n",
			" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
			" if (!fig.cell_info) {\n",
			" console.error(\"Failed to find cell for figure\", id, fig);\n",
			" return;\n",
			" }\n",
			"\n",
			" var output_index = fig.cell_info[2]\n",
			" var cell = fig.cell_info[0];\n",
			"\n",
			"};\n",
			"\n",
			"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
			" var width = fig.canvas.width/mpl.ratio\n",
			" fig.root.unbind('remove')\n",
			"\n",
			" // Update the output cell to use the data from the current canvas.\n",
			" fig.push_to_output();\n",
			" var dataURL = fig.canvas.toDataURL();\n",
			" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
			" // the notebook keyboard shortcuts fail.\n",
			" IPython.keyboard_manager.enable()\n",
			" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
			" fig.close_ws(fig, msg);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.close_ws = function(fig, msg){\n",
			" fig.send_message('closing', msg);\n",
			" // fig.ws.close()\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
			" // Turn the data on the canvas into data in the output cell.\n",
			" var width = this.canvas.width/mpl.ratio\n",
			" var dataURL = this.canvas.toDataURL();\n",
			" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.updated_canvas_event = function() {\n",
			" // Tell IPython that the notebook contents must change.\n",
			" IPython.notebook.set_dirty(true);\n",
			" this.send_message(\"ack\", {});\n",
			" var fig = this;\n",
			" // Wait a second, then push the new image to the DOM so\n",
			" // that it is saved nicely (might be nice to debounce this).\n",
			" setTimeout(function () { fig.push_to_output() }, 1000);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_toolbar = function() {\n",
			" var fig = this;\n",
			"\n",
			" var nav_element = $('<div/>')\n",
			" nav_element.attr('style', 'width: 100%');\n",
			" this.root.append(nav_element);\n",
			"\n",
			" // Define a callback function for later on.\n",
			" function toolbar_event(event) {\n",
			" return fig.toolbar_button_onclick(event['data']);\n",
			" }\n",
			" function toolbar_mouse_event(event) {\n",
			" return fig.toolbar_button_onmouseover(event['data']);\n",
			" }\n",
			"\n",
			" for(var toolbar_ind in mpl.toolbar_items){\n",
			" var name = mpl.toolbar_items[toolbar_ind][0];\n",
			" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
			" var image = mpl.toolbar_items[toolbar_ind][2];\n",
			" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
			"\n",
			" if (!name) { continue; };\n",
			"\n",
			" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
			" button.click(method_name, toolbar_event);\n",
			" button.mouseover(tooltip, toolbar_mouse_event);\n",
			" nav_element.append(button);\n",
			" }\n",
			"\n",
			" // Add the status bar.\n",
			" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
			" nav_element.append(status_bar);\n",
			" this.message = status_bar[0];\n",
			"\n",
			" // Add the close button to the window.\n",
			" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
			" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
			" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
			" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
			" buttongrp.append(button);\n",
			" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
			" titlebar.prepend(buttongrp);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._root_extra_style = function(el){\n",
			" var fig = this\n",
			" el.on(\"remove\", function(){\n",
			"\tfig.close_ws(fig, {});\n",
			" });\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._canvas_extra_style = function(el){\n",
			" // this is important to make the div 'focusable\n",
			" el.attr('tabindex', 0)\n",
			" // reach out to IPython and tell the keyboard manager to turn it's self\n",
			" // off when our div gets focus\n",
			"\n",
			" // location in version 3\n",
			" if (IPython.notebook.keyboard_manager) {\n",
			" IPython.notebook.keyboard_manager.register_events(el);\n",
			" }\n",
			" else {\n",
			" // location in version 2\n",
			" IPython.keyboard_manager.register_events(el);\n",
			" }\n",
			"\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
			" var manager = IPython.notebook.keyboard_manager;\n",
			" if (!manager)\n",
			" manager = IPython.keyboard_manager;\n",
			"\n",
			" // Check for shift+enter\n",
			" if (event.shiftKey && event.which == 13) {\n",
			" this.canvas_div.blur();\n",
			" event.shiftKey = false;\n",
			" // Send a \"J\" for go to next cell\n",
			" event.which = 74;\n",
			" event.keyCode = 74;\n",
			" manager.command_mode();\n",
			" manager.handle_keydown(event);\n",
			" }\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
			" fig.ondownload(fig, null);\n",
			"}\n",
			"\n",
			"\n",
			"mpl.find_output_cell = function(html_output) {\n",
			" // Return the cell and output element which can be found uniquely in the notebook.\n",
			" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
			" // IPython event is triggered only after the cells have been serialised, which for\n",
			" // our purposes (turning an active figure into a static one), is too late.\n",
			" var cells = IPython.notebook.get_cells();\n",
			" var ncells = cells.length;\n",
			" for (var i=0; i<ncells; i++) {\n",
			" var cell = cells[i];\n",
			" if (cell.cell_type === 'code'){\n",
			" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
			" var data = cell.output_area.outputs[j];\n",
			" if (data.data) {\n",
			" // IPython >= 3 moved mimebundle to data attribute of output\n",
			" data = data.data;\n",
			" }\n",
			" if (data['text/html'] == html_output) {\n",
			" return [cell, data, j];\n",
			" }\n",
			" }\n",
			" }\n",
			" }\n",
			"}\n",
			"\n",
			"// Register the function which deals with the matplotlib target/channel.\n",
			"// The kernel may be null if the page has been refreshed.\n",
			"if (IPython.notebook.kernel != null) {\n",
			" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
			"}\n"
			],
			"text/plain": [
			"<IPython.core.display.Javascript object>"
			]
			},
			"metadata": {},
			"output_type": "display_data"
			},
			{
			"data": {
			"text/html": [
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\" width=\"640\">"
			],
			"text/plain": [
			"<IPython.core.display.HTML object>"
			]
			},
			"metadata": {},
			"output_type": "display_data"
			}
			],
			"source": [
			"plt.figure()\n",
			"raw.SIS.isel(date = 6, hour = 9).plot(x='lon',y='lat', vmin = 250, vmax = 800)\n",
			"plt.show()"
			]
			},
			{
			"cell_type": "code",
			"execution_count": 19,
			"metadata": {},
			"outputs": [
			{
			"data": {
			"application/javascript": [
			"/* Put everything inside the global mpl namespace */\n",
			"window.mpl = {};\n",
			"\n",
			"\n",
			"mpl.get_websocket_type = function() {\n",
			" if (typeof(WebSocket) !== 'undefined') {\n",
			" return WebSocket;\n",
			" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
			" return MozWebSocket;\n",
			" } else {\n",
			" alert('Your browser does not have WebSocket support.' +\n",
			" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
			" 'Firefox 4 and 5 are also supported but you ' +\n",
			" 'have to enable WebSockets in about:config.');\n",
			" };\n",
			"}\n",
			"\n",
			"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
			" this.id = figure_id;\n",
			"\n",
			" this.ws = websocket;\n",
			"\n",
			" this.supports_binary = (this.ws.binaryType != undefined);\n",
			"\n",
			" if (!this.supports_binary) {\n",
			" var warnings = document.getElementById(\"mpl-warnings\");\n",
			" if (warnings) {\n",
			" warnings.style.display = 'block';\n",
			" warnings.textContent = (\n",
			" \"This browser does not support binary websocket messages. \" +\n",
			" \"Performance may be slow.\");\n",
			" }\n",
			" }\n",
			"\n",
			" this.imageObj = new Image();\n",
			"\n",
			" this.context = undefined;\n",
			" this.message = undefined;\n",
			" this.canvas = undefined;\n",
			" this.rubberband_canvas = undefined;\n",
			" this.rubberband_context = undefined;\n",
			" this.format_dropdown = undefined;\n",
			"\n",
			" this.image_mode = 'full';\n",
			"\n",
			" this.root = $('<div/>');\n",
			" this._root_extra_style(this.root)\n",
			" this.root.attr('style', 'display: inline-block');\n",
			"\n",
			" $(parent_element).append(this.root);\n",
			"\n",
			" this._init_header(this);\n",
			" this._init_canvas(this);\n",
			" this._init_toolbar(this);\n",
			"\n",
			" var fig = this;\n",
			"\n",
			" this.waiting = false;\n",
			"\n",
			" this.ws.onopen = function () {\n",
			" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
			" fig.send_message(\"send_image_mode\", {});\n",
			" if (mpl.ratio != 1) {\n",
			" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
			" }\n",
			" fig.send_message(\"refresh\", {});\n",
			" }\n",
			"\n",
			" this.imageObj.onload = function() {\n",
			" if (fig.image_mode == 'full') {\n",
			" // Full images could contain transparency (where diff images\n",
			" // almost always do), so we need to clear the canvas so that\n",
			" // there is no ghosting.\n",
			" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
			" }\n",
			" fig.context.drawImage(fig.imageObj, 0, 0);\n",
			" };\n",
			"\n",
			" this.imageObj.onunload = function() {\n",
			" fig.ws.close();\n",
			" }\n",
			"\n",
			" this.ws.onmessage = this._make_on_message_function(this);\n",
			"\n",
			" this.ondownload = ondownload;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_header = function() {\n",
			" var titlebar = $(\n",
			" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
			" 'ui-helper-clearfix\"/>');\n",
			" var titletext = $(\n",
			" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
			" 'text-align: center; padding: 3px;\"/>');\n",
			" titlebar.append(titletext)\n",
			" this.root.append(titlebar);\n",
			" this.header = titletext[0];\n",
			"}\n",
			"\n",
			"\n",
			"\n",
			"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
			"\n",
			"}\n",
			"\n",
			"\n",
			"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
			"\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_canvas = function() {\n",
			" var fig = this;\n",
			"\n",
			" var canvas_div = $('<div/>');\n",
			"\n",
			" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
			"\n",
			" function canvas_keyboard_event(event) {\n",
			" return fig.key_event(event, event['data']);\n",
			" }\n",
			"\n",
			" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
			" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
			" this.canvas_div = canvas_div\n",
			" this._canvas_extra_style(canvas_div)\n",
			" this.root.append(canvas_div);\n",
			"\n",
			" var canvas = $('<canvas/>');\n",
			" canvas.addClass('mpl-canvas');\n",
			" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
			"\n",
			" this.canvas = canvas[0];\n",
			" this.context = canvas[0].getContext(\"2d\");\n",
			"\n",
			" var backingStore = this.context.backingStorePixelRatio \|\|\n",
			"\tthis.context.webkitBackingStorePixelRatio \|\|\n",
			"\tthis.context.mozBackingStorePixelRatio \|\|\n",
			"\tthis.context.msBackingStorePixelRatio \|\|\n",
			"\tthis.context.oBackingStorePixelRatio \|\|\n",
			"\tthis.context.backingStorePixelRatio \|\| 1;\n",
			"\n",
			" mpl.ratio = (window.devicePixelRatio \|\| 1) / backingStore;\n",
			"\n",
			" var rubberband = $('<canvas/>');\n",
			" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
			"\n",
			" var pass_mouse_events = true;\n",
			"\n",
			" canvas_div.resizable({\n",
			" start: function(event, ui) {\n",
			" pass_mouse_events = false;\n",
			" },\n",
			" resize: function(event, ui) {\n",
			" fig.request_resize(ui.size.width, ui.size.height);\n",
			" },\n",
			" stop: function(event, ui) {\n",
			" pass_mouse_events = true;\n",
			" fig.request_resize(ui.size.width, ui.size.height);\n",
			" },\n",
			" });\n",
			"\n",
			" function mouse_event_fn(event) {\n",
			" if (pass_mouse_events)\n",
			" return fig.mouse_event(event, event['data']);\n",
			" }\n",
			"\n",
			" rubberband.mousedown('button_press', mouse_event_fn);\n",
			" rubberband.mouseup('button_release', mouse_event_fn);\n",
			" // Throttle sequential mouse events to 1 every 20ms.\n",
			" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
			"\n",
			" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
			" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
			"\n",
			" canvas_div.on(\"wheel\", function (event) {\n",
			" event = event.originalEvent;\n",
			" event['data'] = 'scroll'\n",
			" if (event.deltaY < 0) {\n",
			" event.step = 1;\n",
			" } else {\n",
			" event.step = -1;\n",
			" }\n",
			" mouse_event_fn(event);\n",
			" });\n",
			"\n",
			" canvas_div.append(canvas);\n",
			" canvas_div.append(rubberband);\n",
			"\n",
			" this.rubberband = rubberband;\n",
			" this.rubberband_canvas = rubberband[0];\n",
			" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
			" this.rubberband_context.strokeStyle = \"#000000\";\n",
			"\n",
			" this._resize_canvas = function(width, height) {\n",
			" // Keep the size of the canvas, canvas container, and rubber band\n",
			" // canvas in synch.\n",
			" canvas_div.css('width', width)\n",
			" canvas_div.css('height', height)\n",
			"\n",
			" canvas.attr('width', width * mpl.ratio);\n",
			" canvas.attr('height', height * mpl.ratio);\n",
			" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
			"\n",
			" rubberband.attr('width', width);\n",
			" rubberband.attr('height', height);\n",
			" }\n",
			"\n",
			" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
			" // upon first draw.\n",
			" this._resize_canvas(600, 600);\n",
			"\n",
			" // Disable right mouse context menu.\n",
			" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
			" return false;\n",
			" });\n",
			"\n",
			" function set_focus () {\n",
			" canvas.focus();\n",
			" canvas_div.focus();\n",
			" }\n",
			"\n",
			" window.setTimeout(set_focus, 100);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_toolbar = function() {\n",
			" var fig = this;\n",
			"\n",
			" var nav_element = $('<div/>')\n",
			" nav_element.attr('style', 'width: 100%');\n",
			" this.root.append(nav_element);\n",
			"\n",
			" // Define a callback function for later on.\n",
			" function toolbar_event(event) {\n",
			" return fig.toolbar_button_onclick(event['data']);\n",
			" }\n",
			" function toolbar_mouse_event(event) {\n",
			" return fig.toolbar_button_onmouseover(event['data']);\n",
			" }\n",
			"\n",
			" for(var toolbar_ind in mpl.toolbar_items) {\n",
			" var name = mpl.toolbar_items[toolbar_ind][0];\n",
			" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
			" var image = mpl.toolbar_items[toolbar_ind][2];\n",
			" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
			"\n",
			" if (!name) {\n",
			" // put a spacer in here.\n",
			" continue;\n",
			" }\n",
			" var button = $('<button/>');\n",
			" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
			" 'ui-button-icon-only');\n",
			" button.attr('role', 'button');\n",
			" button.attr('aria-disabled', 'false');\n",
			" button.click(method_name, toolbar_event);\n",
			" button.mouseover(tooltip, toolbar_mouse_event);\n",
			"\n",
			" var icon_img = $('<span/>');\n",
			" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
			" icon_img.addClass(image);\n",
			" icon_img.addClass('ui-corner-all');\n",
			"\n",
			" var tooltip_span = $('<span/>');\n",
			" tooltip_span.addClass('ui-button-text');\n",
			" tooltip_span.html(tooltip);\n",
			"\n",
			" button.append(icon_img);\n",
			" button.append(tooltip_span);\n",
			"\n",
			" nav_element.append(button);\n",
			" }\n",
			"\n",
			" var fmt_picker_span = $('<span/>');\n",
			"\n",
			" var fmt_picker = $('<select/>');\n",
			" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
			" fmt_picker_span.append(fmt_picker);\n",
			" nav_element.append(fmt_picker_span);\n",
			" this.format_dropdown = fmt_picker[0];\n",
			"\n",
			" for (var ind in mpl.extensions) {\n",
			" var fmt = mpl.extensions[ind];\n",
			" var option = $(\n",
			" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
			" fmt_picker.append(option)\n",
			" }\n",
			"\n",
			" // Add hover states to the ui-buttons\n",
			" $( \".ui-button\" ).hover(\n",
			" function() { $(this).addClass(\"ui-state-hover\");},\n",
			" function() { $(this).removeClass(\"ui-state-hover\");}\n",
			" );\n",
			"\n",
			" var status_bar = $('<span class=\"mpl-message\"/>');\n",
			" nav_element.append(status_bar);\n",
			" this.message = status_bar[0];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
			" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
			" // which will in turn request a refresh of the image.\n",
			" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.send_message = function(type, properties) {\n",
			" properties['type'] = type;\n",
			" properties['figure_id'] = this.id;\n",
			" this.ws.send(JSON.stringify(properties));\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.send_draw_message = function() {\n",
			" if (!this.waiting) {\n",
			" this.waiting = true;\n",
			" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
			" }\n",
			"}\n",
			"\n",
			"\n",
			"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
			" var format_dropdown = fig.format_dropdown;\n",
			" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
			" fig.ondownload(fig, format);\n",
			"}\n",
			"\n",
			"\n",
			"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
			" var size = msg['size'];\n",
			" if (size[0] != fig.canvas.width \|\| size[1] != fig.canvas.height) {\n",
			" fig._resize_canvas(size[0], size[1]);\n",
			" fig.send_message(\"refresh\", {});\n",
			" };\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
			" var x0 = msg['x0'] / mpl.ratio;\n",
			" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
			" var x1 = msg['x1'] / mpl.ratio;\n",
			" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
			" x0 = Math.floor(x0) + 0.5;\n",
			" y0 = Math.floor(y0) + 0.5;\n",
			" x1 = Math.floor(x1) + 0.5;\n",
			" y1 = Math.floor(y1) + 0.5;\n",
			" var min_x = Math.min(x0, x1);\n",
			" var min_y = Math.min(y0, y1);\n",
			" var width = Math.abs(x1 - x0);\n",
			" var height = Math.abs(y1 - y0);\n",
			"\n",
			" fig.rubberband_context.clearRect(\n",
			" 0, 0, fig.canvas.width, fig.canvas.height);\n",
			"\n",
			" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
			" // Updates the figure title.\n",
			" fig.header.textContent = msg['label'];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
			" var cursor = msg['cursor'];\n",
			" switch(cursor)\n",
			" {\n",
			" case 0:\n",
			" cursor = 'pointer';\n",
			" break;\n",
			" case 1:\n",
			" cursor = 'default';\n",
			" break;\n",
			" case 2:\n",
			" cursor = 'crosshair';\n",
			" break;\n",
			" case 3:\n",
			" cursor = 'move';\n",
			" break;\n",
			" }\n",
			" fig.rubberband_canvas.style.cursor = cursor;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
			" fig.message.textContent = msg['message'];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
			" // Request the server to send over a new figure.\n",
			" fig.send_draw_message();\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
			" fig.image_mode = msg['mode'];\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.updated_canvas_event = function() {\n",
			" // Called whenever the canvas gets updated.\n",
			" this.send_message(\"ack\", {});\n",
			"}\n",
			"\n",
			"// A function to construct a web socket function for onmessage handling.\n",
			"// Called in the figure constructor.\n",
			"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
			" return function socket_on_message(evt) {\n",
			" if (evt.data instanceof Blob) {\n",
			" /* FIXME: We get \"Resource interpreted as Image but\n",
			" * transferred with MIME type text/plain:\" errors on\n",
			" * Chrome. But how to set the MIME type? It doesn't seem\n",
			" * to be part of the websocket stream */\n",
			" evt.data.type = \"image/png\";\n",
			"\n",
			" /* Free the memory for the previous frames */\n",
			" if (fig.imageObj.src) {\n",
			" (window.URL \|\| window.webkitURL).revokeObjectURL(\n",
			" fig.imageObj.src);\n",
			" }\n",
			"\n",
			" fig.imageObj.src = (window.URL \|\| window.webkitURL).createObjectURL(\n",
			" evt.data);\n",
			" fig.updated_canvas_event();\n",
			" fig.waiting = false;\n",
			" return;\n",
			" }\n",
			" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
			" fig.imageObj.src = evt.data;\n",
			" fig.updated_canvas_event();\n",
			" fig.waiting = false;\n",
			" return;\n",
			" }\n",
			"\n",
			" var msg = JSON.parse(evt.data);\n",
			" var msg_type = msg['type'];\n",
			"\n",
			" // Call the \"handle_{type}\" callback, which takes\n",
			" // the figure and JSON message as its only arguments.\n",
			" try {\n",
			" var callback = fig[\"handle_\" + msg_type];\n",
			" } catch (e) {\n",
			" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
			" return;\n",
			" }\n",
			"\n",
			" if (callback) {\n",
			" try {\n",
			" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
			" callback(fig, msg);\n",
			" } catch (e) {\n",
			" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
			" }\n",
			" }\n",
			" };\n",
			"}\n",
			"\n",
			"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
			"mpl.findpos = function(e) {\n",
			" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
			" var targ;\n",
			" if (!e)\n",
			" e = window.event;\n",
			" if (e.target)\n",
			" targ = e.target;\n",
			" else if (e.srcElement)\n",
			" targ = e.srcElement;\n",
			" if (targ.nodeType == 3) // defeat Safari bug\n",
			" targ = targ.parentNode;\n",
			"\n",
			" // jQuery normalizes the pageX and pageY\n",
			" // pageX,Y are the mouse positions relative to the document\n",
			" // offset() returns the position of the element relative to the document\n",
			" var x = e.pageX - $(targ).offset().left;\n",
			" var y = e.pageY - $(targ).offset().top;\n",
			"\n",
			" return {\"x\": x, \"y\": y};\n",
			"};\n",
			"\n",
			"/*\n",
			" * return a copy of an object with only non-object keys\n",
			" * we need this to avoid circular references\n",
			" * http://stackoverflow.com/a/24161582/3208463\n",
			" */\n",
			"function simpleKeys (original) {\n",
			" return Object.keys(original).reduce(function (obj, key) {\n",
			" if (typeof original[key] !== 'object')\n",
			" obj[key] = original[key]\n",
			" return obj;\n",
			" }, {});\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.mouse_event = function(event, name) {\n",
			" var canvas_pos = mpl.findpos(event)\n",
			"\n",
			" if (name === 'button_press')\n",
			" {\n",
			" this.canvas.focus();\n",
			" this.canvas_div.focus();\n",
			" }\n",
			"\n",
			" var x = canvas_pos.x * mpl.ratio;\n",
			" var y = canvas_pos.y * mpl.ratio;\n",
			"\n",
			" this.send_message(name, {x: x, y: y, button: event.button,\n",
			" step: event.step,\n",
			" guiEvent: simpleKeys(event)});\n",
			"\n",
			" /* This prevents the web browser from automatically changing to\n",
			" * the text insertion cursor when the button is pressed. We want\n",
			" * to control all of the cursor setting manually through the\n",
			" * 'cursor' event from matplotlib */\n",
			" event.preventDefault();\n",
			" return false;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
			" // Handle any extra behaviour associated with a key event\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.key_event = function(event, name) {\n",
			"\n",
			" // Prevent repeat events\n",
			" if (name == 'key_press')\n",
			" {\n",
			" if (event.which === this._key)\n",
			" return;\n",
			" else\n",
			" this._key = event.which;\n",
			" }\n",
			" if (name == 'key_release')\n",
			" this._key = null;\n",
			"\n",
			" var value = '';\n",
			" if (event.ctrlKey && event.which != 17)\n",
			" value += \"ctrl+\";\n",
			" if (event.altKey && event.which != 18)\n",
			" value += \"alt+\";\n",
			" if (event.shiftKey && event.which != 16)\n",
			" value += \"shift+\";\n",
			"\n",
			" value += 'k';\n",
			" value += event.which.toString();\n",
			"\n",
			" this._key_event_extra(event, name);\n",
			"\n",
			" this.send_message(name, {key: value,\n",
			" guiEvent: simpleKeys(event)});\n",
			" return false;\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
			" if (name == 'download') {\n",
			" this.handle_save(this, null);\n",
			" } else {\n",
			" this.send_message(\"toolbar_button\", {name: name});\n",
			" }\n",
			"};\n",
			"\n",
			"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
			" this.message.textContent = tooltip;\n",
			"};\n",
			"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
			"\n",
			"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
			"\n",
			"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
			" // Create a \"websocket\"-like object which calls the given IPython comm\n",
			" // object with the appropriate methods. Currently this is a non binary\n",
			" // socket, so there is still some room for performance tuning.\n",
			" var ws = {};\n",
			"\n",
			" ws.close = function() {\n",
			" comm.close()\n",
			" };\n",
			" ws.send = function(m) {\n",
			" //console.log('sending', m);\n",
			" comm.send(m);\n",
			" };\n",
			" // Register the callback with on_msg.\n",
			" comm.on_msg(function(msg) {\n",
			" //console.log('receiving', msg['content']['data'], msg);\n",
			" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
			" ws.onmessage(msg['content']['data'])\n",
			" });\n",
			" return ws;\n",
			"}\n",
			"\n",
			"mpl.mpl_figure_comm = function(comm, msg) {\n",
			" // This is the function which gets called when the mpl process\n",
			" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
			"\n",
			" var id = msg.content.data.id;\n",
			" // Get hold of the div created by the display call when the Comm\n",
			" // socket was opened in Python.\n",
			" var element = $(\"#\" + id);\n",
			" var ws_proxy = comm_websocket_adapter(comm)\n",
			"\n",
			" function ondownload(figure, format) {\n",
			" window.open(figure.imageObj.src);\n",
			" }\n",
			"\n",
			" var fig = new mpl.figure(id, ws_proxy,\n",
			" ondownload,\n",
			" element.get(0));\n",
			"\n",
			" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
			" // web socket which is closed, not our websocket->open comm proxy.\n",
			" ws_proxy.onopen();\n",
			"\n",
			" fig.parent_element = element.get(0);\n",
			" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
			" if (!fig.cell_info) {\n",
			" console.error(\"Failed to find cell for figure\", id, fig);\n",
			" return;\n",
			" }\n",
			"\n",
			" var output_index = fig.cell_info[2]\n",
			" var cell = fig.cell_info[0];\n",
			"\n",
			"};\n",
			"\n",
			"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
			" var width = fig.canvas.width/mpl.ratio\n",
			" fig.root.unbind('remove')\n",
			"\n",
			" // Update the output cell to use the data from the current canvas.\n",
			" fig.push_to_output();\n",
			" var dataURL = fig.canvas.toDataURL();\n",
			" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
			" // the notebook keyboard shortcuts fail.\n",
			" IPython.keyboard_manager.enable()\n",
			" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
			" fig.close_ws(fig, msg);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.close_ws = function(fig, msg){\n",
			" fig.send_message('closing', msg);\n",
			" // fig.ws.close()\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
			" // Turn the data on the canvas into data in the output cell.\n",
			" var width = this.canvas.width/mpl.ratio\n",
			" var dataURL = this.canvas.toDataURL();\n",
			" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.updated_canvas_event = function() {\n",
			" // Tell IPython that the notebook contents must change.\n",
			" IPython.notebook.set_dirty(true);\n",
			" this.send_message(\"ack\", {});\n",
			" var fig = this;\n",
			" // Wait a second, then push the new image to the DOM so\n",
			" // that it is saved nicely (might be nice to debounce this).\n",
			" setTimeout(function () { fig.push_to_output() }, 1000);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._init_toolbar = function() {\n",
			" var fig = this;\n",
			"\n",
			" var nav_element = $('<div/>')\n",
			" nav_element.attr('style', 'width: 100%');\n",
			" this.root.append(nav_element);\n",
			"\n",
			" // Define a callback function for later on.\n",
			" function toolbar_event(event) {\n",
			" return fig.toolbar_button_onclick(event['data']);\n",
			" }\n",
			" function toolbar_mouse_event(event) {\n",
			" return fig.toolbar_button_onmouseover(event['data']);\n",
			" }\n",
			"\n",
			" for(var toolbar_ind in mpl.toolbar_items){\n",
			" var name = mpl.toolbar_items[toolbar_ind][0];\n",
			" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
			" var image = mpl.toolbar_items[toolbar_ind][2];\n",
			" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
			"\n",
			" if (!name) { continue; };\n",
			"\n",
			" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
			" button.click(method_name, toolbar_event);\n",
			" button.mouseover(tooltip, toolbar_mouse_event);\n",
			" nav_element.append(button);\n",
			" }\n",
			"\n",
			" // Add the status bar.\n",
			" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
			" nav_element.append(status_bar);\n",
			" this.message = status_bar[0];\n",
			"\n",
			" // Add the close button to the window.\n",
			" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
			" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
			" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
			" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
			" buttongrp.append(button);\n",
			" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
			" titlebar.prepend(buttongrp);\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._root_extra_style = function(el){\n",
			" var fig = this\n",
			" el.on(\"remove\", function(){\n",
			"\tfig.close_ws(fig, {});\n",
			" });\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._canvas_extra_style = function(el){\n",
			" // this is important to make the div 'focusable\n",
			" el.attr('tabindex', 0)\n",
			" // reach out to IPython and tell the keyboard manager to turn it's self\n",
			" // off when our div gets focus\n",
			"\n",
			" // location in version 3\n",
			" if (IPython.notebook.keyboard_manager) {\n",
			" IPython.notebook.keyboard_manager.register_events(el);\n",
			" }\n",
			" else {\n",
			" // location in version 2\n",
			" IPython.keyboard_manager.register_events(el);\n",
			" }\n",
			"\n",
			"}\n",
			"\n",
			"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
			" var manager = IPython.notebook.keyboard_manager;\n",
			" if (!manager)\n",
			" manager = IPython.keyboard_manager;\n",
			"\n",
			" // Check for shift+enter\n",
			" if (event.shiftKey && event.which == 13) {\n",
			" this.canvas_div.blur();\n",
			" event.shiftKey = false;\n",
			" // Send a \"J\" for go to next cell\n",
			" event.which = 74;\n",
			" event.keyCode = 74;\n",
			" manager.command_mode();\n",
			" manager.handle_keydown(event);\n",
			" }\n",
			"}\n",
			"\n",
			"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
			" fig.ondownload(fig, null);\n",
			"}\n",
			"\n",
			"\n",
			"mpl.find_output_cell = function(html_output) {\n",
			" // Return the cell and output element which can be found uniquely in the notebook.\n",
			" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
			" // IPython event is triggered only after the cells have been serialised, which for\n",
			" // our purposes (turning an active figure into a static one), is too late.\n",
			" var cells = IPython.notebook.get_cells();\n",
			" var ncells = cells.length;\n",
			" for (var i=0; i<ncells; i++) {\n",
			" var cell = cells[i];\n",
			" if (cell.cell_type === 'code'){\n",
			" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
			" var data = cell.output_area.outputs[j];\n",
			" if (data.data) {\n",
			" // IPython >= 3 moved mimebundle to data attribute of output\n",
			" data = data.data;\n",
			" }\n",
			" if (data['text/html'] == html_output) {\n",
			" return [cell, data, j];\n",
			" }\n",
			" }\n",
			" }\n",
			" }\n",
			"}\n",
			"\n",
			"// Register the function which deals with the matplotlib target/channel.\n",
			"// The kernel may be null if the page has been refreshed.\n",
			"if (IPython.notebook.kernel != null) {\n",
			" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
			"}\n"
			],
			"text/plain": [
			"<IPython.core.display.Javascript object>"
			]
			},
			"metadata": {},
			"output_type": "display_data"
			},
			{
			"data": {
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\" width=\"1050\">"
			],
			"text/plain": [
			"<IPython.core.display.HTML object>"
			]
			},
			"metadata": {},
			"output_type": "display_data"
			}
			],
			"source": [
			"plot_map_year( data = pred, var = 'SIS' , vmax = 550, scale = 0.7)"
			]
			},
			{
			"cell_type": "code",
			"execution_count": null,
			"metadata": {},
			"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": "3.6.4"
			}
			},
			"nbformat": 4,
			"nbformat_minor": 2
			}

solarPOT/Solar/Spielwiese/eval_logs_SISDIR_ALB.ipynbf18b667cc9e6master

eval_logs_SISDIR_ALB.ipynbView Options

solarPOT/Solar/Spielwiese/eval_logs_SISDIR_ALB.ipynb
f18b667cc9e6master

eval_logs_SISDIR_ALB.ipynb
View Options