csiborgtools/meetings/220403_knn.ipynb
2023-04-02 22:23:50 +01:00

2182 lines
704 KiB
Text

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "5a38ed25",
"metadata": {
"ExecuteTime": {
"end_time": "2023-04-02T21:16:58.830606Z",
"start_time": "2023-04-02T21:16:55.025438Z"
},
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"not found\n"
]
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import joblib\n",
"from glob import glob\n",
"from tqdm import tqdm\n",
"try:\n",
" import csiborgtools\n",
"except ModuleNotFoundError:\n",
" print(\"not found\")\n",
" import sys\n",
" sys.path.append(\"../\")\n",
" import csiborgtools\n",
"\n",
"\n",
"%matplotlib notebook\n",
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "6083fcbe",
"metadata": {
"ExecuteTime": {
"end_time": "2023-04-02T21:20:09.950356Z",
"start_time": "2023-04-02T21:20:06.317948Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 101/101 [00:02<00:00, 38.07it/s]\n"
]
}
],
"source": [
"knnreader = csiborgtools.read.kNNCDFReader()\n",
"\n",
"auto_files = glob(\"/mnt/extraspace/rstiskalek/csiborg/knn/auto/*\")\n",
"ks = [0, 3, 7]\n",
"rs, cdf, mass_thresholds = knnreader.read(auto_files, ks, rmin=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "6ec8e4a5",
"metadata": {
"ExecuteTime": {
"end_time": "2023-04-02T21:20:11.664874Z",
"start_time": "2023-04-02T21:20:09.952179Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"/* global mpl */\n",
"window.mpl = {};\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(\n",
" '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",
"\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 = document.createElement('div');\n",
" this.root.setAttribute('style', 'display: inline-block');\n",
" this._root_extra_style(this.root);\n",
"\n",
" parent_element.appendChild(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 (fig.ratio !== 1) {\n",
" fig.send_message('set_device_pixel_ratio', {\n",
" device_pixel_ratio: fig.ratio,\n",
" });\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 = document.createElement('div');\n",
" titlebar.classList =\n",
" 'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
" var titletext = document.createElement('div');\n",
" titletext.classList = 'ui-dialog-title';\n",
" titletext.setAttribute(\n",
" 'style',\n",
" 'width: 100%; text-align: center; padding: 3px;'\n",
" );\n",
" titlebar.appendChild(titletext);\n",
" this.root.appendChild(titlebar);\n",
" this.header = titletext;\n",
"};\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
"\n",
"mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
"\n",
"mpl.figure.prototype._init_canvas = function () {\n",
" var fig = this;\n",
"\n",
" var canvas_div = (this.canvas_div = document.createElement('div'));\n",
" canvas_div.setAttribute(\n",
" 'style',\n",
" 'border: 1px solid #ddd;' +\n",
" 'box-sizing: content-box;' +\n",
" 'clear: both;' +\n",
" 'min-height: 1px;' +\n",
" 'min-width: 1px;' +\n",
" 'outline: 0;' +\n",
" 'overflow: hidden;' +\n",
" 'position: relative;' +\n",
" 'resize: both;'\n",
" );\n",
"\n",
" function on_keyboard_event_closure(name) {\n",
" return function (event) {\n",
" return fig.key_event(event, name);\n",
" };\n",
" }\n",
"\n",
" canvas_div.addEventListener(\n",
" 'keydown',\n",
" on_keyboard_event_closure('key_press')\n",
" );\n",
" canvas_div.addEventListener(\n",
" 'keyup',\n",
" on_keyboard_event_closure('key_release')\n",
" );\n",
"\n",
" this._canvas_extra_style(canvas_div);\n",
" this.root.appendChild(canvas_div);\n",
"\n",
" var canvas = (this.canvas = document.createElement('canvas'));\n",
" canvas.classList.add('mpl-canvas');\n",
" canvas.setAttribute('style', 'box-sizing: content-box;');\n",
"\n",
" this.context = canvas.getContext('2d');\n",
"\n",
" var backingStore =\n",
" this.context.backingStorePixelRatio ||\n",
" this.context.webkitBackingStorePixelRatio ||\n",
" this.context.mozBackingStorePixelRatio ||\n",
" this.context.msBackingStorePixelRatio ||\n",
" this.context.oBackingStorePixelRatio ||\n",
" this.context.backingStorePixelRatio ||\n",
" 1;\n",
"\n",
" this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
" 'canvas'\n",
" ));\n",
" rubberband_canvas.setAttribute(\n",
" 'style',\n",
" 'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
" );\n",
"\n",
" // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
" if (this.ResizeObserver === undefined) {\n",
" if (window.ResizeObserver !== undefined) {\n",
" this.ResizeObserver = window.ResizeObserver;\n",
" } else {\n",
" var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
" this.ResizeObserver = obs.ResizeObserver;\n",
" }\n",
" }\n",
"\n",
" this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
" var nentries = entries.length;\n",
" for (var i = 0; i < nentries; i++) {\n",
" var entry = entries[i];\n",
" var width, height;\n",
" if (entry.contentBoxSize) {\n",
" if (entry.contentBoxSize instanceof Array) {\n",
" // Chrome 84 implements new version of spec.\n",
" width = entry.contentBoxSize[0].inlineSize;\n",
" height = entry.contentBoxSize[0].blockSize;\n",
" } else {\n",
" // Firefox implements old version of spec.\n",
" width = entry.contentBoxSize.inlineSize;\n",
" height = entry.contentBoxSize.blockSize;\n",
" }\n",
" } else {\n",
" // Chrome <84 implements even older version of spec.\n",
" width = entry.contentRect.width;\n",
" height = entry.contentRect.height;\n",
" }\n",
"\n",
" // Keep the size of the canvas and rubber band canvas in sync with\n",
" // the canvas container.\n",
" if (entry.devicePixelContentBoxSize) {\n",
" // Chrome 84 implements new version of spec.\n",
" canvas.setAttribute(\n",
" 'width',\n",
" entry.devicePixelContentBoxSize[0].inlineSize\n",
" );\n",
" canvas.setAttribute(\n",
" 'height',\n",
" entry.devicePixelContentBoxSize[0].blockSize\n",
" );\n",
" } else {\n",
" canvas.setAttribute('width', width * fig.ratio);\n",
" canvas.setAttribute('height', height * fig.ratio);\n",
" }\n",
" canvas.setAttribute(\n",
" 'style',\n",
" 'width: ' + width + 'px; height: ' + height + 'px;'\n",
" );\n",
"\n",
" rubberband_canvas.setAttribute('width', width);\n",
" rubberband_canvas.setAttribute('height', height);\n",
"\n",
" // And update the size in Python. We ignore the initial 0/0 size\n",
" // that occurs as the element is placed into the DOM, which should\n",
" // otherwise not happen due to the minimum size styling.\n",
" if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
" fig.request_resize(width, height);\n",
" }\n",
" }\n",
" });\n",
" this.resizeObserverInstance.observe(canvas_div);\n",
"\n",
" function on_mouse_event_closure(name) {\n",
" return function (event) {\n",
" return fig.mouse_event(event, name);\n",
" };\n",
" }\n",
"\n",
" rubberband_canvas.addEventListener(\n",
" 'mousedown',\n",
" on_mouse_event_closure('button_press')\n",
" );\n",
" rubberband_canvas.addEventListener(\n",
" 'mouseup',\n",
" on_mouse_event_closure('button_release')\n",
" );\n",
" rubberband_canvas.addEventListener(\n",
" 'dblclick',\n",
" on_mouse_event_closure('dblclick')\n",
" );\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband_canvas.addEventListener(\n",
" 'mousemove',\n",
" on_mouse_event_closure('motion_notify')\n",
" );\n",
"\n",
" rubberband_canvas.addEventListener(\n",
" 'mouseenter',\n",
" on_mouse_event_closure('figure_enter')\n",
" );\n",
" rubberband_canvas.addEventListener(\n",
" 'mouseleave',\n",
" on_mouse_event_closure('figure_leave')\n",
" );\n",
"\n",
" canvas_div.addEventListener('wheel', function (event) {\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" on_mouse_event_closure('scroll')(event);\n",
" });\n",
"\n",
" canvas_div.appendChild(canvas);\n",
" canvas_div.appendChild(rubberband_canvas);\n",
"\n",
" this.rubberband_context = rubberband_canvas.getContext('2d');\n",
" this.rubberband_context.strokeStyle = '#000000';\n",
"\n",
" this._resize_canvas = function (width, height, forward) {\n",
" if (forward) {\n",
" canvas_div.style.width = width + 'px';\n",
" canvas_div.style.height = height + 'px';\n",
" }\n",
" };\n",
"\n",
" // Disable right mouse context menu.\n",
" this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
" event.preventDefault();\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 toolbar = document.createElement('div');\n",
" toolbar.classList = 'mpl-toolbar';\n",
" this.root.appendChild(toolbar);\n",
"\n",
" function on_click_closure(name) {\n",
" return function (_event) {\n",
" return fig.toolbar_button_onclick(name);\n",
" };\n",
" }\n",
"\n",
" function on_mouseover_closure(tooltip) {\n",
" return function (event) {\n",
" if (!event.currentTarget.disabled) {\n",
" return fig.toolbar_button_onmouseover(tooltip);\n",
" }\n",
" };\n",
" }\n",
"\n",
" fig.buttons = {};\n",
" var buttonGroup = document.createElement('div');\n",
" buttonGroup.classList = 'mpl-button-group';\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",
" /* Instead of a spacer, we start a new button group. */\n",
" if (buttonGroup.hasChildNodes()) {\n",
" toolbar.appendChild(buttonGroup);\n",
" }\n",
" buttonGroup = document.createElement('div');\n",
" buttonGroup.classList = 'mpl-button-group';\n",
" continue;\n",
" }\n",
"\n",
" var button = (fig.buttons[name] = document.createElement('button'));\n",
" button.classList = 'mpl-widget';\n",
" button.setAttribute('role', 'button');\n",
" button.setAttribute('aria-disabled', 'false');\n",
" button.addEventListener('click', on_click_closure(method_name));\n",
" button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
"\n",
" var icon_img = document.createElement('img');\n",
" icon_img.src = '_images/' + image + '.png';\n",
" icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
" icon_img.alt = tooltip;\n",
" button.appendChild(icon_img);\n",
"\n",
" buttonGroup.appendChild(button);\n",
" }\n",
"\n",
" if (buttonGroup.hasChildNodes()) {\n",
" toolbar.appendChild(buttonGroup);\n",
" }\n",
"\n",
" var fmt_picker = document.createElement('select');\n",
" fmt_picker.classList = 'mpl-widget';\n",
" toolbar.appendChild(fmt_picker);\n",
" this.format_dropdown = fmt_picker;\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = document.createElement('option');\n",
" option.selected = fmt === mpl.default_extension;\n",
" option.innerHTML = fmt;\n",
" fmt_picker.appendChild(option);\n",
" }\n",
"\n",
" var status_bar = document.createElement('span');\n",
" status_bar.classList = 'mpl-message';\n",
" toolbar.appendChild(status_bar);\n",
" this.message = status_bar;\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",
"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",
"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], msg['forward']);\n",
" fig.send_message('refresh', {});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
" var x0 = msg['x0'] / fig.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
" var x1 = msg['x1'] / fig.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / fig.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,\n",
" 0,\n",
" fig.canvas.width / fig.ratio,\n",
" fig.canvas.height / fig.ratio\n",
" );\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",
" fig.rubberband_canvas.style.cursor = msg['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.handle_history_buttons = function (fig, msg) {\n",
" for (var key in msg) {\n",
" if (!(key in fig.buttons)) {\n",
" continue;\n",
" }\n",
" fig.buttons[key].disabled = !msg[key];\n",
" fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
" if (msg['mode'] === 'PAN') {\n",
" fig.buttons['Pan'].classList.add('active');\n",
" fig.buttons['Zoom'].classList.remove('active');\n",
" } else if (msg['mode'] === 'ZOOM') {\n",
" fig.buttons['Pan'].classList.remove('active');\n",
" fig.buttons['Zoom'].classList.add('active');\n",
" } else {\n",
" fig.buttons['Pan'].classList.remove('active');\n",
" fig.buttons['Zoom'].classList.remove('active');\n",
" }\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",
" var img = evt.data;\n",
" if (img.type !== 'image/png') {\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",
" img.type = 'image/png';\n",
" }\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",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" img\n",
" );\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" } else if (\n",
" typeof evt.data === 'string' &&\n",
" evt.data.slice(0, 21) === 'data:image/png;base64'\n",
" ) {\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(\n",
" \"No handler for the '\" + msg_type + \"' message type: \",\n",
" msg\n",
" );\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(\n",
" \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
" e,\n",
" e.stack,\n",
" msg\n",
" );\n",
" }\n",
" }\n",
" };\n",
"};\n",
"\n",
"// from https://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",
" }\n",
" if (e.target) {\n",
" targ = e.target;\n",
" } else if (e.srcElement) {\n",
" targ = e.srcElement;\n",
" }\n",
" if (targ.nodeType === 3) {\n",
" // defeat Safari bug\n",
" targ = targ.parentNode;\n",
" }\n",
"\n",
" // pageX,Y are the mouse positions relative to the document\n",
" var boundingRect = targ.getBoundingClientRect();\n",
" var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
" var y = e.pageY - (boundingRect.top + document.body.scrollTop);\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",
" * https://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",
" }\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",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * this.ratio;\n",
" var y = canvas_pos.y * this.ratio;\n",
"\n",
" this.send_message(name, {\n",
" x: x,\n",
" y: y,\n",
" button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event),\n",
" });\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",
" // Prevent repeat events\n",
" if (name === 'key_press') {\n",
" if (event.key === this._key) {\n",
" return;\n",
" } else {\n",
" this._key = event.key;\n",
" }\n",
" }\n",
" if (name === 'key_release') {\n",
" this._key = null;\n",
" }\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.key !== 'Control') {\n",
" value += 'ctrl+';\n",
" }\n",
" else if (event.altKey && event.key !== 'Alt') {\n",
" value += 'alt+';\n",
" }\n",
" else if (event.shiftKey && event.key !== 'Shift') {\n",
" value += 'shift+';\n",
" }\n",
"\n",
" value += 'k' + event.key;\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, { key: value, 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",
"\n",
"///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
"// prettier-ignore\n",
"var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\n",
"\n",
"mpl.default_extension = \"png\";/* global mpl */\n",
"\n",
"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.binaryType = comm.kernel.ws.binaryType;\n",
" ws.readyState = comm.kernel.ws.readyState;\n",
" function updateReadyState(_event) {\n",
" if (comm.kernel.ws) {\n",
" ws.readyState = comm.kernel.ws.readyState;\n",
" } else {\n",
" ws.readyState = 3; // Closed state.\n",
" }\n",
" }\n",
" comm.kernel.ws.addEventListener('open', updateReadyState);\n",
" comm.kernel.ws.addEventListener('close', updateReadyState);\n",
" comm.kernel.ws.addEventListener('error', updateReadyState);\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",
" var data = msg['content']['data'];\n",
" if (data['blob'] !== undefined) {\n",
" data = {\n",
" data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
" };\n",
" }\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(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 = document.getElementById(id);\n",
" var ws_proxy = comm_websocket_adapter(comm);\n",
"\n",
" function ondownload(figure, _format) {\n",
" window.open(figure.canvas.toDataURL());\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy, ondownload, element);\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;\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",
" fig.cell_info[0].output_area.element.on(\n",
" 'cleared',\n",
" { fig: fig },\n",
" fig._remove_fig_handler\n",
" );\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function (fig, msg) {\n",
" var width = fig.canvas.width / fig.ratio;\n",
" fig.cell_info[0].output_area.element.off(\n",
" 'cleared',\n",
" fig._remove_fig_handler\n",
" );\n",
" fig.resizeObserverInstance.unobserve(fig.canvas_div);\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.innerHTML =\n",
" '<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 / this.ratio;\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] =\n",
" '<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 () {\n",
" fig.push_to_output();\n",
" }, 1000);\n",
"};\n",
"\n",
"mpl.figure.prototype._init_toolbar = function () {\n",
" var fig = this;\n",
"\n",
" var toolbar = document.createElement('div');\n",
" toolbar.classList = 'btn-toolbar';\n",
" this.root.appendChild(toolbar);\n",
"\n",
" function on_click_closure(name) {\n",
" return function (_event) {\n",
" return fig.toolbar_button_onclick(name);\n",
" };\n",
" }\n",
"\n",
" function on_mouseover_closure(tooltip) {\n",
" return function (event) {\n",
" if (!event.currentTarget.disabled) {\n",
" return fig.toolbar_button_onmouseover(tooltip);\n",
" }\n",
" };\n",
" }\n",
"\n",
" fig.buttons = {};\n",
" var buttonGroup = document.createElement('div');\n",
" buttonGroup.classList = 'btn-group';\n",
" var button;\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",
" /* Instead of a spacer, we start a new button group. */\n",
" if (buttonGroup.hasChildNodes()) {\n",
" toolbar.appendChild(buttonGroup);\n",
" }\n",
" buttonGroup = document.createElement('div');\n",
" buttonGroup.classList = 'btn-group';\n",
" continue;\n",
" }\n",
"\n",
" button = fig.buttons[name] = document.createElement('button');\n",
" button.classList = 'btn btn-default';\n",
" button.href = '#';\n",
" button.title = name;\n",
" button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
" button.addEventListener('click', on_click_closure(method_name));\n",
" button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
" buttonGroup.appendChild(button);\n",
" }\n",
"\n",
" if (buttonGroup.hasChildNodes()) {\n",
" toolbar.appendChild(buttonGroup);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = document.createElement('span');\n",
" status_bar.classList = 'mpl-message pull-right';\n",
" toolbar.appendChild(status_bar);\n",
" this.message = status_bar;\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = document.createElement('div');\n",
" buttongrp.classList = 'btn-group inline pull-right';\n",
" button = document.createElement('button');\n",
" button.classList = 'btn btn-mini btn-primary';\n",
" button.href = '#';\n",
" button.title = 'Stop Interaction';\n",
" button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
" button.addEventListener('click', function (_evt) {\n",
" fig.handle_close(fig, {});\n",
" });\n",
" button.addEventListener(\n",
" 'mouseover',\n",
" on_mouseover_closure('Stop Interaction')\n",
" );\n",
" buttongrp.appendChild(button);\n",
" var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
" titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
"};\n",
"\n",
"mpl.figure.prototype._remove_fig_handler = function (event) {\n",
" var fig = event.data.fig;\n",
" if (event.target !== this) {\n",
" // Ignore bubbled events from children.\n",
" return;\n",
" }\n",
" fig.close_ws(fig, {});\n",
"};\n",
"\n",
"mpl.figure.prototype._root_extra_style = function (el) {\n",
" el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
"};\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function (el) {\n",
" // this is important to make the div 'focusable\n",
" el.setAttribute('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",
" } else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which === 13) {\n",
" this.canvas_div.blur();\n",
" // select the cell after this one\n",
" var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
" IPython.notebook.select(index + 1);\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
" fig.ondownload(fig, null);\n",
"};\n",
"\n",
"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(\n",
" 'matplotlib',\n",
" mpl.mpl_figure_comm\n",
" );\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<img src=\"data:image/png;base64,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\" width=\"960\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mu = np.mean(cdf, axis=0)\n",
"std = np.std(cdf, axis=0)\n",
"\n",
"\n",
"cols = plt.rcParams[\"axes.prop_cycle\"].by_key()[\"color\"]\n",
"fig, axs = plt.subplots(ncols=3, figsize=(6.4 * 1.5, 4.8 * 0.75))\n",
"\n",
"for ki, k in enumerate(ks):\n",
" for n in list(range(3))[::-1]:\n",
" label = r\"$\\log M_{{\\rm tot}} / M_\\odot \\geq {}$\".format(np.log10(mass_thresholds[n]))\n",
" axs[ki].fill_between(rs, 1 - std[n, ki, :] / mu[n, ki, :], 1 + std[n, ki, :] / mu[n, ki, :],\n",
" color=cols[n], label=label)\n",
"\n",
" axs[ki].set_title(r\"$k \\leq {}$\".format(k))\n",
" axs[ki].axvline(2.65 / 0.705, c=\"red\", ls=\"--\", label=\"BORG constrained scale\", alpha=0.5)\n",
" axs[ki].set_xscale(\"log\")\n",
" axs[ki].set_xlabel(r\"$r~\\left[\\mathrm{Mpc}\\right]$\") \n",
" \n",
"axs[0].set_ylabel(r\"CDF ratio to mean\")\n",
"axs[0].legend(frameon=False)\n",
"\n",
"plt.tight_layout(w_pad=0)\n",
"fig.savefig(\"../plots/knn_auto.png\", dpi=450)\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "1f9898f6",
"metadata": {
"ExecuteTime": {
"end_time": "2023-04-02T21:21:19.279253Z",
"start_time": "2023-04-02T21:21:16.309685Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 100/100 [00:02<00:00, 42.21it/s]\n"
]
}
],
"source": [
"knnreader = csiborgtools.read.kNNCDFReader()\n",
"\n",
"cross_files = glob(\"/mnt/extraspace/rstiskalek/csiborg/knn/cross/knncdf_9004*\")\n",
"\n",
"cross_files = knnreader.cross_files(7444, \"/mnt/extraspace/rstiskalek/csiborg/knn/cross/\")\n",
"\n",
"ks = [0, 3, 7]\n",
"rs, corr, mass_thresholds = knnreader.read(cross_files, ks, rmin=1)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "e0fcf77b",
"metadata": {
"ExecuteTime": {
"end_time": "2023-04-02T21:21:22.690776Z",
"start_time": "2023-04-02T21:21:19.980499Z"
}
},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"/* global mpl */\n",
"window.mpl = {};\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(\n",
" '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",
"\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 = document.createElement('div');\n",
" this.root.setAttribute('style', 'display: inline-block');\n",
" this._root_extra_style(this.root);\n",
"\n",
" parent_element.appendChild(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 (fig.ratio !== 1) {\n",
" fig.send_message('set_device_pixel_ratio', {\n",
" device_pixel_ratio: fig.ratio,\n",
" });\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 = document.createElement('div');\n",
" titlebar.classList =\n",
" 'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
" var titletext = document.createElement('div');\n",
" titletext.classList = 'ui-dialog-title';\n",
" titletext.setAttribute(\n",
" 'style',\n",
" 'width: 100%; text-align: center; padding: 3px;'\n",
" );\n",
" titlebar.appendChild(titletext);\n",
" this.root.appendChild(titlebar);\n",
" this.header = titletext;\n",
"};\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
"\n",
"mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
"\n",
"mpl.figure.prototype._init_canvas = function () {\n",
" var fig = this;\n",
"\n",
" var canvas_div = (this.canvas_div = document.createElement('div'));\n",
" canvas_div.setAttribute(\n",
" 'style',\n",
" 'border: 1px solid #ddd;' +\n",
" 'box-sizing: content-box;' +\n",
" 'clear: both;' +\n",
" 'min-height: 1px;' +\n",
" 'min-width: 1px;' +\n",
" 'outline: 0;' +\n",
" 'overflow: hidden;' +\n",
" 'position: relative;' +\n",
" 'resize: both;'\n",
" );\n",
"\n",
" function on_keyboard_event_closure(name) {\n",
" return function (event) {\n",
" return fig.key_event(event, name);\n",
" };\n",
" }\n",
"\n",
" canvas_div.addEventListener(\n",
" 'keydown',\n",
" on_keyboard_event_closure('key_press')\n",
" );\n",
" canvas_div.addEventListener(\n",
" 'keyup',\n",
" on_keyboard_event_closure('key_release')\n",
" );\n",
"\n",
" this._canvas_extra_style(canvas_div);\n",
" this.root.appendChild(canvas_div);\n",
"\n",
" var canvas = (this.canvas = document.createElement('canvas'));\n",
" canvas.classList.add('mpl-canvas');\n",
" canvas.setAttribute('style', 'box-sizing: content-box;');\n",
"\n",
" this.context = canvas.getContext('2d');\n",
"\n",
" var backingStore =\n",
" this.context.backingStorePixelRatio ||\n",
" this.context.webkitBackingStorePixelRatio ||\n",
" this.context.mozBackingStorePixelRatio ||\n",
" this.context.msBackingStorePixelRatio ||\n",
" this.context.oBackingStorePixelRatio ||\n",
" this.context.backingStorePixelRatio ||\n",
" 1;\n",
"\n",
" this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
" 'canvas'\n",
" ));\n",
" rubberband_canvas.setAttribute(\n",
" 'style',\n",
" 'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
" );\n",
"\n",
" // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
" if (this.ResizeObserver === undefined) {\n",
" if (window.ResizeObserver !== undefined) {\n",
" this.ResizeObserver = window.ResizeObserver;\n",
" } else {\n",
" var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
" this.ResizeObserver = obs.ResizeObserver;\n",
" }\n",
" }\n",
"\n",
" this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
" var nentries = entries.length;\n",
" for (var i = 0; i < nentries; i++) {\n",
" var entry = entries[i];\n",
" var width, height;\n",
" if (entry.contentBoxSize) {\n",
" if (entry.contentBoxSize instanceof Array) {\n",
" // Chrome 84 implements new version of spec.\n",
" width = entry.contentBoxSize[0].inlineSize;\n",
" height = entry.contentBoxSize[0].blockSize;\n",
" } else {\n",
" // Firefox implements old version of spec.\n",
" width = entry.contentBoxSize.inlineSize;\n",
" height = entry.contentBoxSize.blockSize;\n",
" }\n",
" } else {\n",
" // Chrome <84 implements even older version of spec.\n",
" width = entry.contentRect.width;\n",
" height = entry.contentRect.height;\n",
" }\n",
"\n",
" // Keep the size of the canvas and rubber band canvas in sync with\n",
" // the canvas container.\n",
" if (entry.devicePixelContentBoxSize) {\n",
" // Chrome 84 implements new version of spec.\n",
" canvas.setAttribute(\n",
" 'width',\n",
" entry.devicePixelContentBoxSize[0].inlineSize\n",
" );\n",
" canvas.setAttribute(\n",
" 'height',\n",
" entry.devicePixelContentBoxSize[0].blockSize\n",
" );\n",
" } else {\n",
" canvas.setAttribute('width', width * fig.ratio);\n",
" canvas.setAttribute('height', height * fig.ratio);\n",
" }\n",
" canvas.setAttribute(\n",
" 'style',\n",
" 'width: ' + width + 'px; height: ' + height + 'px;'\n",
" );\n",
"\n",
" rubberband_canvas.setAttribute('width', width);\n",
" rubberband_canvas.setAttribute('height', height);\n",
"\n",
" // And update the size in Python. We ignore the initial 0/0 size\n",
" // that occurs as the element is placed into the DOM, which should\n",
" // otherwise not happen due to the minimum size styling.\n",
" if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
" fig.request_resize(width, height);\n",
" }\n",
" }\n",
" });\n",
" this.resizeObserverInstance.observe(canvas_div);\n",
"\n",
" function on_mouse_event_closure(name) {\n",
" return function (event) {\n",
" return fig.mouse_event(event, name);\n",
" };\n",
" }\n",
"\n",
" rubberband_canvas.addEventListener(\n",
" 'mousedown',\n",
" on_mouse_event_closure('button_press')\n",
" );\n",
" rubberband_canvas.addEventListener(\n",
" 'mouseup',\n",
" on_mouse_event_closure('button_release')\n",
" );\n",
" rubberband_canvas.addEventListener(\n",
" 'dblclick',\n",
" on_mouse_event_closure('dblclick')\n",
" );\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband_canvas.addEventListener(\n",
" 'mousemove',\n",
" on_mouse_event_closure('motion_notify')\n",
" );\n",
"\n",
" rubberband_canvas.addEventListener(\n",
" 'mouseenter',\n",
" on_mouse_event_closure('figure_enter')\n",
" );\n",
" rubberband_canvas.addEventListener(\n",
" 'mouseleave',\n",
" on_mouse_event_closure('figure_leave')\n",
" );\n",
"\n",
" canvas_div.addEventListener('wheel', function (event) {\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" on_mouse_event_closure('scroll')(event);\n",
" });\n",
"\n",
" canvas_div.appendChild(canvas);\n",
" canvas_div.appendChild(rubberband_canvas);\n",
"\n",
" this.rubberband_context = rubberband_canvas.getContext('2d');\n",
" this.rubberband_context.strokeStyle = '#000000';\n",
"\n",
" this._resize_canvas = function (width, height, forward) {\n",
" if (forward) {\n",
" canvas_div.style.width = width + 'px';\n",
" canvas_div.style.height = height + 'px';\n",
" }\n",
" };\n",
"\n",
" // Disable right mouse context menu.\n",
" this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
" event.preventDefault();\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 toolbar = document.createElement('div');\n",
" toolbar.classList = 'mpl-toolbar';\n",
" this.root.appendChild(toolbar);\n",
"\n",
" function on_click_closure(name) {\n",
" return function (_event) {\n",
" return fig.toolbar_button_onclick(name);\n",
" };\n",
" }\n",
"\n",
" function on_mouseover_closure(tooltip) {\n",
" return function (event) {\n",
" if (!event.currentTarget.disabled) {\n",
" return fig.toolbar_button_onmouseover(tooltip);\n",
" }\n",
" };\n",
" }\n",
"\n",
" fig.buttons = {};\n",
" var buttonGroup = document.createElement('div');\n",
" buttonGroup.classList = 'mpl-button-group';\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",
" /* Instead of a spacer, we start a new button group. */\n",
" if (buttonGroup.hasChildNodes()) {\n",
" toolbar.appendChild(buttonGroup);\n",
" }\n",
" buttonGroup = document.createElement('div');\n",
" buttonGroup.classList = 'mpl-button-group';\n",
" continue;\n",
" }\n",
"\n",
" var button = (fig.buttons[name] = document.createElement('button'));\n",
" button.classList = 'mpl-widget';\n",
" button.setAttribute('role', 'button');\n",
" button.setAttribute('aria-disabled', 'false');\n",
" button.addEventListener('click', on_click_closure(method_name));\n",
" button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
"\n",
" var icon_img = document.createElement('img');\n",
" icon_img.src = '_images/' + image + '.png';\n",
" icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
" icon_img.alt = tooltip;\n",
" button.appendChild(icon_img);\n",
"\n",
" buttonGroup.appendChild(button);\n",
" }\n",
"\n",
" if (buttonGroup.hasChildNodes()) {\n",
" toolbar.appendChild(buttonGroup);\n",
" }\n",
"\n",
" var fmt_picker = document.createElement('select');\n",
" fmt_picker.classList = 'mpl-widget';\n",
" toolbar.appendChild(fmt_picker);\n",
" this.format_dropdown = fmt_picker;\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = document.createElement('option');\n",
" option.selected = fmt === mpl.default_extension;\n",
" option.innerHTML = fmt;\n",
" fmt_picker.appendChild(option);\n",
" }\n",
"\n",
" var status_bar = document.createElement('span');\n",
" status_bar.classList = 'mpl-message';\n",
" toolbar.appendChild(status_bar);\n",
" this.message = status_bar;\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",
"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",
"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], msg['forward']);\n",
" fig.send_message('refresh', {});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
" var x0 = msg['x0'] / fig.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
" var x1 = msg['x1'] / fig.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / fig.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,\n",
" 0,\n",
" fig.canvas.width / fig.ratio,\n",
" fig.canvas.height / fig.ratio\n",
" );\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",
" fig.rubberband_canvas.style.cursor = msg['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.handle_history_buttons = function (fig, msg) {\n",
" for (var key in msg) {\n",
" if (!(key in fig.buttons)) {\n",
" continue;\n",
" }\n",
" fig.buttons[key].disabled = !msg[key];\n",
" fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
" if (msg['mode'] === 'PAN') {\n",
" fig.buttons['Pan'].classList.add('active');\n",
" fig.buttons['Zoom'].classList.remove('active');\n",
" } else if (msg['mode'] === 'ZOOM') {\n",
" fig.buttons['Pan'].classList.remove('active');\n",
" fig.buttons['Zoom'].classList.add('active');\n",
" } else {\n",
" fig.buttons['Pan'].classList.remove('active');\n",
" fig.buttons['Zoom'].classList.remove('active');\n",
" }\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",
" var img = evt.data;\n",
" if (img.type !== 'image/png') {\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",
" img.type = 'image/png';\n",
" }\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",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" img\n",
" );\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" } else if (\n",
" typeof evt.data === 'string' &&\n",
" evt.data.slice(0, 21) === 'data:image/png;base64'\n",
" ) {\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(\n",
" \"No handler for the '\" + msg_type + \"' message type: \",\n",
" msg\n",
" );\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(\n",
" \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
" e,\n",
" e.stack,\n",
" msg\n",
" );\n",
" }\n",
" }\n",
" };\n",
"};\n",
"\n",
"// from https://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",
" }\n",
" if (e.target) {\n",
" targ = e.target;\n",
" } else if (e.srcElement) {\n",
" targ = e.srcElement;\n",
" }\n",
" if (targ.nodeType === 3) {\n",
" // defeat Safari bug\n",
" targ = targ.parentNode;\n",
" }\n",
"\n",
" // pageX,Y are the mouse positions relative to the document\n",
" var boundingRect = targ.getBoundingClientRect();\n",
" var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
" var y = e.pageY - (boundingRect.top + document.body.scrollTop);\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",
" * https://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",
" }\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",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * this.ratio;\n",
" var y = canvas_pos.y * this.ratio;\n",
"\n",
" this.send_message(name, {\n",
" x: x,\n",
" y: y,\n",
" button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event),\n",
" });\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",
" // Prevent repeat events\n",
" if (name === 'key_press') {\n",
" if (event.key === this._key) {\n",
" return;\n",
" } else {\n",
" this._key = event.key;\n",
" }\n",
" }\n",
" if (name === 'key_release') {\n",
" this._key = null;\n",
" }\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.key !== 'Control') {\n",
" value += 'ctrl+';\n",
" }\n",
" else if (event.altKey && event.key !== 'Alt') {\n",
" value += 'alt+';\n",
" }\n",
" else if (event.shiftKey && event.key !== 'Shift') {\n",
" value += 'shift+';\n",
" }\n",
"\n",
" value += 'k' + event.key;\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, { key: value, 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",
"\n",
"///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
"// prettier-ignore\n",
"var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\n",
"\n",
"mpl.default_extension = \"png\";/* global mpl */\n",
"\n",
"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.binaryType = comm.kernel.ws.binaryType;\n",
" ws.readyState = comm.kernel.ws.readyState;\n",
" function updateReadyState(_event) {\n",
" if (comm.kernel.ws) {\n",
" ws.readyState = comm.kernel.ws.readyState;\n",
" } else {\n",
" ws.readyState = 3; // Closed state.\n",
" }\n",
" }\n",
" comm.kernel.ws.addEventListener('open', updateReadyState);\n",
" comm.kernel.ws.addEventListener('close', updateReadyState);\n",
" comm.kernel.ws.addEventListener('error', updateReadyState);\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",
" var data = msg['content']['data'];\n",
" if (data['blob'] !== undefined) {\n",
" data = {\n",
" data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
" };\n",
" }\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(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 = document.getElementById(id);\n",
" var ws_proxy = comm_websocket_adapter(comm);\n",
"\n",
" function ondownload(figure, _format) {\n",
" window.open(figure.canvas.toDataURL());\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy, ondownload, element);\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;\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",
" fig.cell_info[0].output_area.element.on(\n",
" 'cleared',\n",
" { fig: fig },\n",
" fig._remove_fig_handler\n",
" );\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function (fig, msg) {\n",
" var width = fig.canvas.width / fig.ratio;\n",
" fig.cell_info[0].output_area.element.off(\n",
" 'cleared',\n",
" fig._remove_fig_handler\n",
" );\n",
" fig.resizeObserverInstance.unobserve(fig.canvas_div);\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.innerHTML =\n",
" '<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 / this.ratio;\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] =\n",
" '<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 () {\n",
" fig.push_to_output();\n",
" }, 1000);\n",
"};\n",
"\n",
"mpl.figure.prototype._init_toolbar = function () {\n",
" var fig = this;\n",
"\n",
" var toolbar = document.createElement('div');\n",
" toolbar.classList = 'btn-toolbar';\n",
" this.root.appendChild(toolbar);\n",
"\n",
" function on_click_closure(name) {\n",
" return function (_event) {\n",
" return fig.toolbar_button_onclick(name);\n",
" };\n",
" }\n",
"\n",
" function on_mouseover_closure(tooltip) {\n",
" return function (event) {\n",
" if (!event.currentTarget.disabled) {\n",
" return fig.toolbar_button_onmouseover(tooltip);\n",
" }\n",
" };\n",
" }\n",
"\n",
" fig.buttons = {};\n",
" var buttonGroup = document.createElement('div');\n",
" buttonGroup.classList = 'btn-group';\n",
" var button;\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",
" /* Instead of a spacer, we start a new button group. */\n",
" if (buttonGroup.hasChildNodes()) {\n",
" toolbar.appendChild(buttonGroup);\n",
" }\n",
" buttonGroup = document.createElement('div');\n",
" buttonGroup.classList = 'btn-group';\n",
" continue;\n",
" }\n",
"\n",
" button = fig.buttons[name] = document.createElement('button');\n",
" button.classList = 'btn btn-default';\n",
" button.href = '#';\n",
" button.title = name;\n",
" button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
" button.addEventListener('click', on_click_closure(method_name));\n",
" button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
" buttonGroup.appendChild(button);\n",
" }\n",
"\n",
" if (buttonGroup.hasChildNodes()) {\n",
" toolbar.appendChild(buttonGroup);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = document.createElement('span');\n",
" status_bar.classList = 'mpl-message pull-right';\n",
" toolbar.appendChild(status_bar);\n",
" this.message = status_bar;\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = document.createElement('div');\n",
" buttongrp.classList = 'btn-group inline pull-right';\n",
" button = document.createElement('button');\n",
" button.classList = 'btn btn-mini btn-primary';\n",
" button.href = '#';\n",
" button.title = 'Stop Interaction';\n",
" button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
" button.addEventListener('click', function (_evt) {\n",
" fig.handle_close(fig, {});\n",
" });\n",
" button.addEventListener(\n",
" 'mouseover',\n",
" on_mouseover_closure('Stop Interaction')\n",
" );\n",
" buttongrp.appendChild(button);\n",
" var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
" titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
"};\n",
"\n",
"mpl.figure.prototype._remove_fig_handler = function (event) {\n",
" var fig = event.data.fig;\n",
" if (event.target !== this) {\n",
" // Ignore bubbled events from children.\n",
" return;\n",
" }\n",
" fig.close_ws(fig, {});\n",
"};\n",
"\n",
"mpl.figure.prototype._root_extra_style = function (el) {\n",
" el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
"};\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function (el) {\n",
" // this is important to make the div 'focusable\n",
" el.setAttribute('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",
" } else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which === 13) {\n",
" this.canvas_div.blur();\n",
" // select the cell after this one\n",
" var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
" IPython.notebook.select(index + 1);\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
" fig.ondownload(fig, null);\n",
"};\n",
"\n",
"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(\n",
" 'matplotlib',\n",
" mpl.mpl_figure_comm\n",
" );\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAB4AAAALQCAYAAABxFG2WAAAAAXNSR0IArs4c6QAAAERlWElmTU0AKgAAAAgAAYdpAAQAAAABAAAAGgAAAAAAA6ABAAMAAAABAAEAAKACAAQAAAABAAAHgKADAAQAAAABAAAC0AAAAADce2DTAABAAElEQVR4AezdB3wUZfrA8YeQAiGB0LsIhN47qEgVEBQRVFRQ4DwseMrfXjgLnuVORM+uKAeip4gnqIggIqBUkQ7SQXrvnZCE/zxvmGGT7CabZJNs+b1+Njs78847834nwLjPvM9b4IJVhIIAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggEPACYQHfAzqAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIGAECADzi4AAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggEiQAB4CC5kHQDAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQIADM7wACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCAQJAIEgIPkQtINBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAgAAwvwMIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIBAkAgQAA6SC0k3EEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQLA/A4ggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACQSJAADhILiTdQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBAgA8zuAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIBIkAAeAguZB0AwEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEECAAzO8AAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggECQCBICD5ELSDQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQIAAML8DCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAQJAIEAAOkgtJNxBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAECwPwOIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAkEiQAA4SC4k3UAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQIAPM7gAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCASJAAHgILmQdAMBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBAgAMzvAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIBAkAgSAg+RC0g0EEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEECAADC/AwgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggECQCBAADpILSTcQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABAsD8DiCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAJBIkAAOEguJN1AAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEECADzO4AAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggEiQAB4CC5kHQDAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQIADM7wACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCAQJAIEgIPkQtINBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAgAAwvwMIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIBAkAgQAA6SC0k3EEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQLA/A4ggAACbgQSExOlcOHCUqBAAYmIiJCzZ8+6qcUqBBBAAAEEEEAAgUAV4H4vUK8c540AAggggAACCHgnwP2ed07UQgCB4BQgAByc15VeIYBADgXWrl3rBH3r1KkjhQoVymGL/r97QkKCfPrpp9K9e3epUqWK6XP58uXliiuukNdee00OHjzo/53gDBFAAAEEEEAAAS8FQuV+T+/hvv32Wxk2bJj07NlT6tWrJ8WLFzcPOUZHR0vFihWla9eu8sorr8iuXbu81KMaAggggAACCCDg/wKhcL83e/ZsM4BFB7Fk5zV27Fj/v5CcIQIIZEsgPFt7sRMCCCAQ5ALLli1zetikSRNnOVgX1q1bJ7fddpssX748VRf37t0r+lqwYIGMGDFCxowZYwLEqSrxAQEEEEAAAQQQCECBULnfGzhwoEyZMsXtFdJRMWfOnJHdu3fL9OnTZfjw4fLUU0/JM888I2FhPC/uFo2VCCCAAAIIIBAwAqFyv5eTC1KuXLmc7M6+CCDgxwIEgP344nBqCCCQfwKugdBgDwDv3LlTOnXqZL74U3F9WvDqq6+W6tWry4EDB2TGjBnmi8H9+/dLr169ZNq0adKxY8f8uzgcGQEEEEAAAQQQ8IFAKN3v2VylSpUSzW6j2V5iYmLk9OnTsmnTJlm0aJFoMPjcuXPy/PPPy5YtW+STTz6xd+MdAQQQQAABBBAISIFQuN/TbC7333+/19dHH/rbuHGjqV+2bFnp3Lmz1/tSEQEEAkuAAHBgXS/OFgEE8kgglJ4QvP32253gr34ZqCkCGzVq5Ehr2sBbb71Vfv75Zzl//rzcfPPNsnnzZomLi3PqsIAAAggggAACCASaQKjc77Vv316uv/5688BffHy828u0b98+eeihh+SLL74w28eNG2f2uemmm9zWZyUCCCCAAAIIIBAIAqFwv1ejRg155513vLocSUlJUqlSJaduv379JDycEJEDwgICQSZQ4IJVgqxPdAcBBBDIsYDOi3b06FEzGvbIkSNSrFixHLfpjw388MMP0qNHD3NqkZGRsnjxYmnQoEG6Uz116pQ0bNjQjAbRjZoa8OWXX05XjxUIIIAAAggggECgCITK/Z6310O/GtARIDNnzjS76PJPP/3k7e7UQwABBBBAAAEE/E6A+73Ul8T1e0DdsmLFCvN9X+pafEIAgWARYFKfYLmS9AMBBHwmsHXrVhP81QYvv/xyvw/+Hj58WPbs2ZOt/r/77rvOfgMGDHAb/NUKRYoUkRdeeMGp++GHH5o0gc4KFhBAAAEEEEAAgQASCKX7PW8vi04DMmjQIKe664gZZyULCCCAAAIIIIBAgAhwv5f+QrlO8aFT3ulgDwoCCASvAAHg4L229AwBBLIp4PplV2bz/y5cuFAqV65sRgrrl2bdunUTDcjmZklOTjbztGlAtk2bNlK6dGmZMmVKlg958uRJk9bZ3tH1Cz97net7nz59zFxxuk77+Ouvv7puZhkBBBBAAAEEEAgYgVC538vqBdH7SrucOHHCXuQdAQQQQAABBBAIOAHu91JfMs10+N133zkrdSAIBQEEgluABO/BfX3pHQIIZENg+fLlzl4ZBYB1fo2HH37YzIurwd8nn3xSXnzxRQkL8/2zNfv375cff/xRpk2bJtOnTxedlzenZf78+XLu3DnTjI7wbdGiRYZNFipUyASc7VSAmh6wY8eOGe7DRgQQQAABBBBAwB8FQuV+L6v2a9ascXbRTDgUBBBAAAEEEEAgUAW430t95SZMmCBnz541KyMiIuT2229PXYFPCCAQdAIEgIPuktIhBBDIqUBmTwiePn1aBg8eLJ9//rk5VGxsrIwdO1Z69+6d00M7+yclJYmOLp46daoJ+i5dulTcTdlesGBBadWqldSrV8/Z19uFtWvXOlV13t/w8Mz/SWjatKkzF5zr/k5DLCCAAAIIIIAAAgEgECr3e1m5FLt375bXXnvN2eWmm25ylllAAAEEEEAAAQQCTYD7vdRXzDX9c/fu3U1GwdQ1+IQAAsEmkPm3/cHWY/qDAAIIZCKQ0Q3ihg0bRFMhr1692rRSq1YtmTRpktSpUyeTVjPfrF+66QhffekoW03N4q6ULVtWunbtKnqz1qVLFylevLi7apmuW79+vVOnSpUqznJGC5dddpmzed26dc4yCwgggAACCCCAQCAJhMr9XmbXRB9s1Pnx9KHDV199VTTrjBa9t9XsNhQEEEAAAQQQQCBQBbjfu3TlNm7cKJoJ0C6kf7YleEcguAUIAAf39aV3CCCQRYFDhw7Jzp07zV5lypSRChUqOC1ooHfgwIFy/Phxs+6GG26QcePGSdGiRZ06WVk4f/68zJ071wn6rly50u3u9ijfa6+9VvSlo3A15XROi/bVLhpU9qaUK1fOqZbbcx07B2IBAQQQQAABBBDwoUAo3e+lZdN7z7Zt26ZdneqzPmT43//+VzTLDQUBBBBAAAEEEAhEgVC+33N3vfT7S7uULFlSevToYX/kHQEEgliAAHAQX1y6hgACWRdw93SgpmN+6qmnZMSIEaZBneN3+PDhMmzYsGwFYufMmSMjR44UnUP3xIkTbk/SV6N83TZ+ceXJkyedzYULF3aWM1pwree6f0b7sA0BBBBAAAEEEPAngVC638uKu2aVee+99+TWW2/Nym7URQABBBBAAAEE/E6A+71Ll0SnlPvss8+cFTr3b2RkpPOZBQQQCF4BAsDBe23pGQIIZENg+fLlzl6NGzeWffv2mS/BZs+ebdbrF2M6IkJH4ma3/Pzzz/Ltt9+m2j23RvmmOkiaD2fPnnXWeHvjFxUV5exz5swZZ5kFBBBAAAEEEEAgUARC6X4v7TXR7Db333+/Wa1fBurDiDotyNKlS+XIkSNy2223yahRo+SDDz6QmjVrpt2dzwgggAACCCCAQEAIhPL9XtoL9Msvv5gpP+z1pH+2JXhHIPgFCAAH/zWmhwggkAUB1ycEdU40Tbesc/NqadCggZnvt3r16llo0buqycnJogFZDarqcXXUcXh47v4VXahQIefkEhISnOWMFs6dO+dsdh0N7KxkAQEEEEAAAQQQ8HOBULrfS3spqlWrJu+8807a1eZ+V7PbjB07VmbNmiWtW7cWfQCyYcOG6eqyAgEEEEAAAQQQ8HeBUL7fS3ttPvnkE2dV/fr1pVmzZs5nFhBAILgFClhP/V4I7i7SOwQQQMB7gbp168ratWvT7dC3b18ZPXq0FClSJN22rK74/fffzRdvP/74oxlh7G7/YsWKSadOnaRbt27mVblyZXfVcrRO+zRhwgTTxoMPPihvvvlmpu1NnDhR+vTpY+rpfMB79uzJdB8qIIAAAggggAAC/iQQSvd7WXUfOnSovPXWW2a3OnXqyKpVq0Qz1VAQQAABBBBAAIFAEuB+L+Vq6SAT/f7OnoJOp7d79NFHA+lScq4IIJADAQLAOcBjVwQQCC4BHX0bGxtrRt9qquPExESzrL3UlM09e/b0aYf1+Rt9InHq1Kkybdo0WbhwoTmmu4PUq1fPCQa3bdtWXFMxu6vvzbohQ4bI+++/b6pqMHj8+PGZ7qbzwtlpA/Vm+o8//sh0HyoggAACCCCAAAL+IhBq93tZddcvCcuXLy/Hjx83u06ePFmuu+66rDZDfQQQQAABBBBAIN8EuN+7RK9z/95xxx1mhT7Ut2PHDnOvd6kGSwggEMwCYcHcOfqGAAIIZEVg5cqVTsC3ZcuWok/F2aVfv36yYsUK+6NP3gsUKGBSTGu6vTlz5sjBgwflq6++kr/85S+i87O5Fg20jhw5Uq655hopUaKE+SJO0/dt2rTJtVqWlmvVquXU37Ztm7Oc0cL27dudzbVr13aWWUAAAQQQQAABBAJBINTu97J6TaKjo+WKK65wdps3b56zzAICCCCAAAIIIBAIAtzvXbpKrumfu3TpQvD3Eg1LCISEAAHgkLjMdBIBBLwRcJ0fpHHjxvLQQw/J4MGDza4nT56U66+/Xvbu3etNU9mqo2mfb7rpJpNqeteuXSbg/M9//lPat28vERERTps6MmPKlCnywAMPSI0aNSQ+Pl5mzpzpbPd2QdP62UXT++mI58zK0qVLnSqu+zsrWUAAAQQQQAABBPxYINTu97JzKYoXL+7sdujQIWeZBQQQQAABBBBAIBAEuN9LuUo7d+5M9X3hwIEDA+HycY4IIOBDAQLAPsSkKQQQCGyB5cuXOx3QALCWd999Vzp06GCWNU2KpoHWVDJ5URo2bChPPPGEzJo1S/TLt0mTJsndd98tVapUSXX4zZs3y5YtW1Kt8+aDju6wU0mfOnVKFi9enOFu586dM2mq7UodO3a0F3lHAAEEEEAAAQQCQiDU7veyc1H27Nnj7KaZZygIIIAAAggggEAgCXC/l3K1NP1zcnKy+RAXF+fzqe0C6XeCc0UgVAUIAIfqlaffCCCQTsD1CcFGjRqZ7Try9n//+58ZZasrfv/9d7nzzjtF5+/Ny6JzE/fq1Us+/PBD2bp1q5l7V1NCd+7c2QniZvV8YmJipFOnTs5uY8eOdZbdLUycOFFOnDhhNumXgVdffbW7aqxDAAEEEEAAAQT8ViDU7veyeiH0ocMFCxY4u5HxxaFgAQEEEEAAAQQCRID7vZQL5Zr+uW/fvlKoUKEAuYKcJgII+EqggBXEyNsohq/OnHYQQAABHwokJSWJBll1dG94eLhoymd7dKweZv369dK6dWs5evSoOerTTz8tL730kg/PIPtNaUpoHcFbunTpLDeiqaSvu+46s5/2d8mSJVKvXr107egxNChuzzn85JNPyiuvvJKuHisQQAABBBBAAAF/FQjF+73Dhw+Lt6N4dYRIv379ZPz48eYS6r2hTktSsmRJf72knBcCCCCAAAIIIJBKIBTv91IBXPywaNEiadWqlbNJH/DT7zUpCCAQWgKMAA6t601vEUDAg4AGeO3UzrVr104V/NVdatWqJV999ZUJDuvnl19+WcaNG6eL+V6io6OzFfzVE+/Ro4e0bdvW9EFTPGsweOXKlan6pCNBdPSxHfzVLxE1NTUFAQQQQAABBBAIJIFQvN/T+9UWLVqY+9bjx497vFx6/9e9e3cn+KsVH3vsMYK/HsXYgAACCCCAAAL+KBCK93vuroPr6N+aNWsS/HWHxDoEQkAgPAT6SBcRQACBTAVc08PY8/+m3UnTLb/11lsyZMgQs2nw4MFStWpVJ4Catr6nz++8847oy5flxRdflJtuuilbTX7++efSsmVL0fnetlrppbX/7dq1k+rVq8uBAwdkxowZoiOAtejo6AkTJojOHUJBAAEEEEAAAQQCSSBU7/cWL14sAwYMMPdx+qCjPthYvHhxKVCggOiDfhr8tR/0s69nnz595LnnnrM/8o4AAggggAACCASEQKje77lenISEhFQP9el9IAUBBEJTgABwaF53eo0AAmkEli9f7qzxFADWCvfdd5+sXbtW3n77bdEbqt69e8tvv/0m1apVc/bPbOHgwYMmpXRm9bKy3U5NnZV97LqVKlWSmTNnym233SbqoDMDzJ4927zsOvquKabHjBmTat5g1+0sI4AAAggggAAC/iwQivd7rlOaJCYmyurVq83L03XSKVGef/55GTp0qBQsWNBTNdYjgAACCCCAAAJ+KRCK93tpL8T3338vOg2IlrCwMLnzzjvTVuEzAgiEiAApoEPkQtNNBBDIWMCbJwTtFt544w3p2rWr+ajBXE2jnJMArN1ufr7raBANZGuKmG7duknlypUlMjJSypQpY9LEvPrqq7JmzRrT1/w8T46NAAIIIIAAAghkVyAU7/f04UVNhfjuu++aL/+aNWtmHuqLiIgQfen8vvXr15f+/fvL2LFjZffu3fLwww8T/M3uLxn7IYAAAggggEC+CoTi/V5acNf0zx07dhQd+EFBAIHQFChgjfS6EJpdp9cIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIBAcAkwAji4rie9QQABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBEBYgABzCF5+uI4AAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIBAcAkQAA6u60lvEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAghAUIAIfwxafrCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCAQXAIEgIPretIbBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBAIYQECwCF88ek6AggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggElwAB4OC6nvQGAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQRCWIAAcAhffLqOAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAALBJUAAOLiuJ71BAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIEQFiAAHMIXn64jgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggEBwCRAADq7rSW8QQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCCEBQgAh/DFp+sIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIBBcAgSAg+t60hsEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEAhhAQLAIXzx6ToCCCCAAAIIIJDXAtu2bZNHHnlEateuLUWKFJESJUpIixYtZMSIEXL69OkcnU5ycrKsWbNGxo4dK0OGDDHtRkVFSYECBcxr9uzZWW7/1KlT8u6770qnTp2kYsWKou2VLVtWmjZtKg888IBMnz49y22yAwIIIIAAAggggAACCCCAAAIIIIAAArkpUOCCVXLzALTte4GzZ8/KqlWrTMOlS5eW8PBw3x+EFhFAAAEEEEAgTwQSExPlwIED5lgNGjSQQoUK5clx8+MgkydPlv79+8vx48fdHr5mzZoyZcoUiY+Pd7s9s5WffPKJDBw40GO1WbNmSfv27T1uT7tB6w8aNEg0aO2pNGrUSJYvX+5pc7bXc7+XbTp2RAABBBBAwO8EQul+z+/w/fiEuN/z44vDqSGAAAIIIJBFAX+83yNymMWL6A/VNfjbsmVLfzgVzgEBBBBAAAEEfCiwaNEiM2rVh036TVPLli2Tvn37ypkzZyQmJkaeeuop6dChg/k8fvx4+eijj2TDhg3So0cPWbx4scTGxmb53F2fa4yIiBANqJ8/f955cC4rDc6YMUOuv/560S/m4uLi5N577zXB4zJlypiRymvXrpXvv/9e9u3bl5Vmva7L/Z7XVFREAAEEEEAgoASC+X4voC6EH5ws93t+cBE4BQQQQAABBHJBwF/u9wgA58LFpUkEEEAAAQQQQACB1AJDhw41wV7NXKJpk9u0aeNU6Nixo9SoUUMef/xxEwQeOXKkPP/88852bxfq1q0rb731lgmiN27c2Iym1nbszCnetqMjsm+99VYT/NV2pk2bZtI+u+5/5ZVXyl//+ldJSEhwXc0yAggggAACCCCAAAIIIIAAAggggAAC+S5AADjfL0HWT0DTPttFnyQoX768/ZF3BHwjoHMwfvBB6raskU8SHZ16HZ8QQAABBHIssGfPHiezh+u/8Tlu2I8a0PuVOXPmmDO66667UgV/7dPUeYHHjBkjOrL2zTfflGHDhomO4s1K0QwpvsiSoqOTDx06ZP2zFy3ffPNNuuCv6zlFRka6fvTZsuvvAvd7PmOlIVcB7vdcNVhGAAEEclUgFO73chUwSBvnfi9IL6w/dYv7PX+6GpwLAggEuYA/3u8RAA7AXzrXOX81+FupUqUA7AWn7NcCp06JFC2a+hQrVhQpUiT1Oj4hgAACCPhUwPXfeJ82nM+NaRDVLjqnrrsSFhYmd955p0kNffToUdH5d7t06eKuaq6uO3LkiHz++efmGDpfcZUqVXL1eJ4ad/1d4H7PkxLrcyTA/V6O+NgZAQQQyK6A67/x2W2D/YJDwPV3gfu94LimftcL7vf87pJwQgggEBoCrv/G52ePCQDnpz7HRsBfBXSk72OPpT47Rv+m9uATAggggIDXAnPnzjV1i1gPEjVr1szjfu3atXO2zZs3L18CwDqvr85TrKVnz57O+Zy2np7fvXu3mb+4bNmyUqBAAWcbCwgEpAD3ewF52ThpBBBAAAEEEEDAawHu97ymoiICCCAQjAJhwdgp+oQAAjkU0C+1dbSv64svunOIyu4IIIBA6ApoWmct8fHxktFTkLVr13aQ7H2cFXm0sHDhQudIDRo0kN9//90EomNjY808xTo6QwPAf/vb32Tfvn1OXRYQCDgB7vcC7pJxwggggAACCCCAQJYEuN/LEheVEUAAgWATYARwsF1R+oMAAggggAACCPiRwNmzZ+XgwYPmjDKbtqJ48eLWs0dF5JSVqmzHjh350os1a9Y4x9U01H/9618lMTHRWacLBw4ckHfffVe+/vprmTZtmjRq1CjVdm8+7Ny5M8NqOncMBQEEEEAAAQQQQAABBBBAAAEEEEAAgewIEADOjhr7IIAAAggggAACCHglcOLECadeTEyMs+xpwQ4Anzx50lOVXF1/+PBhp/17773XpHp+8cUXzfzEOvJ306ZNMmLECBk7dqzs3btXevXqJStWrJCiRYs6+3mzULlyZW+qUQcBBBBAAAEEEEAAAQQQQAABBBBAAIEsC5ACOstk7IAAAggggAACCCDgrYCOALZLZGSkvejxPSoqymyz5+H1WDGXNujoY7vouY8ePVqGDRsmGrDV869bt66MGTNG7r77blNt69at8v7779u78I4AAggggAACCCCAAAIIIIAAAggggEC+CxAAzvdLwAkggAACCCCAAALBK1CoUCGncwkJCc6yp4Vz586ZTYULF/ZUJVfXu55vw4YN5Y477nB7vJdfflnsYPWXX37ptk5GKzXFdUavRYsWZbQ72xBAAAEEEEAAAQQQQAABBBBAAAEEEPAoQApojzRsQCCEBZKSxPpWOjWApqosWDD1Oj4hgAACCCCQiUBsbKxTw5u0zvYIXG/SRTsN+3DB9Xy7dOniseWSJUtK8+bNZd68eSYFtAa3vRnhbDeY2XzIdj3eEcg1Ae73co2WhhFAAAEEEEAAAb8Q4H7PLy4DJ4EAAgjklwAB4PyS57gI+LOApuu05jZMVR57TKRIkVSr+IAAAggggEBmAjqiVoOlhw4dkp07d2ZY/ciRI2IHgPNrjlw97sKFC815ZnYO9vbk5GTRuYPLlSuXYf/YiIBfCXC/51eXg5NBAAEEEEAAAQR8LsD9ns9JaRABBBAIJAFSQAfS1eJcEUAAAQQQQACBABTQeXO1bNq0SRITEz32YN26dc62OnXqOMt5uVCvXj3ncEn6xHwGxXV7eDjPVWZAxSYEEEAAAQQQQAABBBBAAAEEEEAAgTwUIACch9gcCgEEEEAAAQQQCEWBq666ynRbR/cuWbLEI8Evv/zibLvyyiud5bxcuPrqq53DbdmyxVl2t7B582azWkc5lyhRwl0V1iGAAAIIIIAAAggggAACCCCAAAIIIJDnAgSA85ycAyKAAAIIIIAAAqEl0KtXL6fDY8aMcZZdFzSN8rhx48yquLg46dChg+vmPFvWAHDp0qXN8SZPniyuo3xdT+LPP/+U5cuXm1UarA4L47ba1YdlBBBAAAEEEEAAAQQQQAABBBBAAIH8E+Cbqvyz58gIIIAAAggggEBICLRs2VLatm1r+jp69GhZsGBBun6PHDlS1q5da9YPHTpUIiIiUtWZPXu2FChQwLwGDhyYapsvPxQsWFAeffRR0+S2bdvkH//4R7rmNY31kCFDRIPWWu699950dViBAAIIIIAAAggggAACCCCAAAIIIIBAfgkwWVl+yXNcBBBAAAEEEEAghATefPNN0ZGyZ86ckS5dusjTTz9tRvnq5/Hjx8uoUaOMRs2aNeWRRx7JtszYsWNT7WuP0tWV06ZNk61btzrb4+PjxU5P7ay0Fh588EH58ssvZenSpTJ8+HBZv369DBgwQMqUKSOa9vmNN95wgtjdu3eXPn36uO7OMgIIIIAAAggggAACCCCAAAIIIIAAAvkqQAA4X/k5OAIIIIAAAgggEBoCTZo0MUHV/v37y/Hjx00AOG3PNfg7ZcoUiY2NTbvJ68+DBg3yWPdf//pXqm0a1HUXANY5fb///nu5/vrrzZzFGqDWV9qiwV9dryOTKQgggAACCCCAAAIIIIAAAggggAACCPiLACmg/eVKcB4IIIAAAggggECQC2hAdeXKlfLQQw+JBnujo6NF5/tt3ry5aHB22bJloqNy/aGUL19eFi5cKB988IG0a9fOzAusaanLlSsnPXv2lIkTJ+Y4WO0P/eQcEEAAAQQQQAABBBBAAAEEEEAAAQSCT4ARwMF3TekRAggggAACCCDgtwJVqlSR119/3byycpLt27eXCxcuZLqLN3UybeRihfDwcLnnnnvMy9t9qIcAAggggAACCCCAAAIIIIAAAggggEB+CzACOL+vAMdHAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEfCRAANhHkDSDAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAII5LcAAeD8vgIcHwEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEPCRAHMA+wiSZhBAAAEEgktgw5ENMnHjRNl4ZKOUKlxKrqt2nbSt1Da4OklvEEAAAQQQQACBvBRIThZZOlZk3Q8i4VEizQaJ1Oicl2fAsRBAAAEEEEAAAQQCUWDdFJHF/xGJLSfS4e8iRcsHYi84ZwTyVIARwHnKzcEQQAABBPxd4MKFCzJq5Si5efLNMmPbDCkWVUy2HNsiQ34eIk/PeVrOJ5/39y5wfggggAACCCCAgP8JJCaIfHGryPcPiVywAsEn9or8t4/IvDf971w5IwQQQAABBBBAAAH/EVjyicj420XOnRDZMF1k9DUipw75z/lxJgj4qQAjgP30wnBaCCCAAAL5I/D2srflo1UfyT0N7zGviIIRokHh77d8L8/Of1bOJZ2TEe1GSFgBnqHKnyvEURFAAAEEEEAgIAWmPi6yZZZIv/9Zo36tL+2s+yv5+QWRn54VKVVTpNa1AdktThoBBBBAAAEEEEAgFwWObBOZ+oSVOWagyHX/Fjm+S+T9K637yOdFer6diwemaQQCX4AAcOBfQ3qAgO8FChcWGTIkdbu6joJAkAtM3zrdBH8fbvawDKpvpSS8WAoUKCDXV79eoiOi5aFZD8noVaNlcMPB9mbeEUAAAQQQCDwB7vcC75oF8hn/OUdkyRiRHq+nBH+1L9b9lXSygr/7VotMeVSkajuRyOhA7iXnjgACCCCAgH8JcL/nX9eDs8mewIznRaJLiHR5KeX+sVglkfZPiUx7UuQqK7NMiWrZa5e9EAgBAYYvhcBFposIZFkgzPqroUyZ1C9dR0EgiAX2ntorwxcMl2uqXCMD6w1029NOl3WSvzb4q7y34j3ZcnSL2zqsRAABBBBAICAEuN8LiMsUFCepI32nWV/SVWqZMueva6c0CHztv6wUfvtJBe3qwjICCCCAAAK+EOB+zxeKtJGfAjr6d803KYHeqJhLZ9JsgEjhOJFFH19axxICCKQTIKKTjoQVCISWwNixY62H7wuY19atW0Or8/QWAReBFxa8IIXCC8lzbZ4zfx5cNqVavKfRPVK+SHl56beXTGroVBv5gAACCCCAAAIIIJBaYKM1T9u+VSKdnxNx91CpjtpoebfIb++LJJxKvS+fEEAAAQQQQAABBEJXYNEokaiiIo2t+X9dS4SVqVJTQi/7TOT8GdctLCOAgIsAAWAXDBYRQCDwBD744AMngK2B7CpVqnjViSlTpqTaT/fdtcuaQ8JPip6LHZhftmxZurMK1n6n62gurti/f798/701r++zz0rrDq1l1I2jZOYtMyWuUJwMHDjQ45GjCkbJky2flEV7F8n83fNl8eLF8sILL0iXLl2kUqVKEhUVJTExMVKzZk0ZNGiQzJ0712Nb2dmwbds2eeSRR6R27dpSpEgRKVGihLRo0UJGjBghp0+fzk6T7IMAAggggAACCOSewLy3Ukb/VrHmavNUWt0jcu6EyMovPdVgPQIIIIAAAggggEAoCSQniaz6n0ijW61pQoqk73njftb94zGRzbPSb2MNAggYAeYA5hcBAQQCWmD58uWpzn/Hjh1y8uRJE4BLtcHlQ1JSkjz++OMua0RKly4tFStWTLUuPz9oYFKLBhSbNGmS7lSCtd/pOpqLK8qWLZvt1ttWbCv1S9aX3l17y/4/rJSFaUpCQoJs3LjRvHSU/Z133ikfffSRREZGpqmZtY+TJ0+W/v37y/Hjx50dNeirQWh9ffzxx6IPN8THxzvbWUAAAQQQQAABBPJN4OAmkW3Ww3B9RqfM2ebpROIuE6ndwxoFbI3yaDYo47qe2mA9AggggAACCCCAQPAIbF8gcnKvSP0+7vtUqob1hW5tkbWTrfvI7u7rsBaBEBdgBHCI/wLQfQQCXcAOhEZHR5uuXLDmGFuzZk2G3Ro9erSp4xqMa9SoUYb75PVGDfRpue6669weOlj77bazebAyomSEtGnfxusj6ejswQ0Hy9EDR80+FSpUkKFDh8r//vc/WbRokSxYsEBef/1156GCcePGZTiq2JsD60jwvn37muCvjjB+6aWXZP78+fLzzz/L4MGDTRMbNmyQHj16yIkT1ggaCgIIIIAAAgggkN8Cy/8rUqhYSnA3s3NpOlDkwFqRvasyq8l2BBBAAAEEEEAAgWAXWP21SLHK1uiYFp57Wud6kfU/iCQleq7DFgRCWIAAcAhffLqOgEeB5GQRKz1uqpeu87OSbJ3TqlUpXxBp+l07CPzHH394PFMdHfzcc9b8Y1bp2bOnU69x48bOcn4v6IhODeppuf5660YmTQnWfqfpZq5/1NTP3333nfT6tJf0+6yffD7m8ywds33l9tZ9aDHp+VxP2b59u/z73/+WPn36mHTMrVu3loceekg0UK+poLV88cUX8uuvv2bpGK6VNcB85swZCQ8Pl+nTp8vTTz8tbdq0kY4dO8qoUaPk1VdfNdU1CDxy5EjXXVlGAAEEEEAgvUCA3O+lP3HWBIyA/o5pSmcdtaHztGVWqrUTKVxC5I+JmdVkOwIIIIAAAgh4I8D9njdK1PFHAWuAj6ybIlL3howzw9TsJnLWGpyxe6k/9oJzQiDfBQgA5/sl4AQQ8EMBK8gk772X+qXr/KxooMue81TTJNerV8+cYUYjgHWe1L1795p5U3WkpF38KQA8Y8YMOXv2rAloa3AvbQnWfmva5Lwsw4cPl3ItysmmpE3yl/p/yfKhwwqEyYhPRsj26tvlaELKSOC0jZQqVSpVMFZHCGen6KjiOXPmmF3vuusuE/hN247OC1ynTh2z+s0335Tz58+nrcJnBBBAAAEELgkEyP3epRNmKeAE9Iu447s8p+1L26GCESI6ikNHe+iXfhQEEEAAAQQQyJkA93s582Pv/BPYb2V3PLlPJL5zxudQ3hrQE1VUZMsvGddjKwIhKkAAOEQvPN1GICsCCdacue9ZIww7dOhg5srV1MnlypWT7t27y2effSY6IjWzcujQITPvbq1ataRw4cKi869ec801MmnSJLOrzpOqaXX1tXXr1syaM9vtNMj6QQO4DRo0MOs9jQDevXu3E4x75plnUh3H3Ty7prF8+GHP/9u5c2cpVKhQujMI1n6XLFlSevXqZUaz6lzOeVHGrB4jNYvXlKsqXpWtw91Q/QYpWKCgfLv5W4/7658bu2zevNlezNL7N99849QfNMiaF89NCQsLM3MN66ajR4/KrFmz3NRiFQIIIIAAAgggkEcCa78TiS4lcpn302xIvRutG5ntIntW5NFJchgEEEAAAQQQQAABvxPYPFMk3PpONLP7yILhIpdb3+n9SQDY764hJ+QXAgSA/eIycBII+K/AViuQ1OiDD+T+hx+W2bNny8GDB83Iwn379snUqVPljjvukHbt2snhw4c9dkLTNOvoXB19q6NXdXTrfivFtI507d27t9xzzz0e981oQ9pAaMOGDU11TwFgTfl76tQpqV69utx///0mPa/uoAFpDUz7Q9E5jO0AsLv0z3qOwdhv7Zem5/7222/N78Nll11mAvpPPPGE/PLLL5KY6Pu5PHad3CVzd82VfnX6mQcP9ByyWuIKxUm7Su3khy3WfCMeyrlz55wtBQsWdJazsjB37lxTvUiRItKsWTOPu+qfRbvMmzfPXuQdAQQQQAABBBDIWwEdwbvGCgDXtjLuhGXh/qfKlSKRsSIbf8rb8+VoCCCAAAIIIIAAAv4jsNka1FDlCmsakfQDY9KdZFXru7Adv4kknE63iRUIhLoAAeBQ/w2g/whkIHDSSsnbadw4WWcFfbXo6EydM3Xx4sXy1VdfmcCvrtfglAYrk6yRwmmLjkTs1q2baMBYiwaMNXCsbYwfP96kstX5Sz+wgsxZLXYgtHjx4qIBQzsArKNHNZjoWlavXi06yljLP//5T4mIiHACqfXr15fsBuZMgz78sWTJEtmzZ48JSLqmqHY9RDD2W/v31ltvSdeuXZ1Rz3rNdF7b9u3bi6ZSvvnmm2XMmDEmhberR3aXJ26cKNER0dLtcmu+kByU7lW7y/oj62XL0S1uW9EAtl3sFM32Z2/f165da6rGx8ebOYA97Ve7dm1nk72Ps4IFBBBAAAEEEEAgrwQ0bd+RP62Uzj2zdsTwSJHqVvaUjT9mbT9qI4AAAggggAACCASHwPmzItusQQ3VO3rXHx0BnGRNK8c8wN55USukBKwx8hQEAk8gOfmCHDmdt/OF5qdS8ehICQsrkOenMNwa8bvlyBFz3L8//rj841//cs5BRyH26dPHBHT/+9//yvz5803q3vvuu8+pows6z6qmXtby73//W4YOHWqW9Ye2cdNNN5l2dORnVosdCG3UqJHZ1Q4A6yhanQe4ZcuWTpOPPvqoCVC3adPGHFMD09u2bTPb/Wn+38mTJ5tzUpvy5cs75++6EIz91v498MAD5qXzOv/888/yww8/mNf27dvl2LFjovPn6kvThOs10xTk+mrVqlWWA/hJyUnyzcZvpEfVHiYI7Oqb1eWrKl0lMREx8sOfP8jfmvwt1e6aHl0fOLDLLbfcYi96/a4j5nXkvZZKlSpluJ8+DKGjhHWke16l0c7whNiIAAIIIIAAAqEpYNL2FRap2jbr/a/ZVeRb657qlHX/U8RKIU1BAAEEEEAAAQQQCB2B3ctEEq0gcNWrvetzmTopGWR2LEpJB+3dXtRCICQECACHxGUOvk5q8LfZizOCr2MeerTk752lZEyUh625s/qclXL342XWP7hWqVe6tDw/bFi6A2kg7r333pNp06aJzvH7zjvviGsAWFPf2qNuW7RokSr4azemI28//PBD+fHHH01qaHt9Zu979+51RhXbAVydQ1aDpjqCVtNA2wHgn376ybSvbb722mumaTuIqh/s/c2GfP6RWfrnYO23K3t0dLQZUW6nwNaRwBoMnjJlinnQQNNBL7N+N/X10ksvSYkSJczIYQ0G6z7FihVzbc7t8tL9S2X/mf3SMz6Lo1LctBZVMEo6XdZJpv45Ve5vfL8JUNvV3njjDVm0yLoBtYqmO88ofbO9T9r3EydOOKtiYmKcZU8LdgA47Sh4T/VZjwACCCCAAAII+Fxgi5UB5bLW1txt2fh/mPhrrNOxUkhr6r+GN/v81GgQAQQQQAABBBBAwI8FNJ1zpPX9V5l63p2kTjdSsanIzsXe1acWAiEkQAroELrYdBWBrAgssYKoR62Rh1oGWqMtPaVILlq0qNijGnXUrQZf7aJpnnWkrZb+/fvbq9O9ly1b1gTw0m3IYIVrANceAazV7VHAei5adATmY489ZpZ1xPIVV1jzR1jFdf8mTZqYdfn9Y9euXbJ06VJzGnbwM+05uZ53sPQ7bR/TftYU3Y9bI9A1lbKOhJ0wYYIMGDBA9PdGi84//cUXX5jR6JMmTUq7u9vPOlq3YkxFaVgqZd5ot5WysPLaqtfK9hPbZcORDc5eer5PPvmk+VymTBl5//33nW1ZWdARwHaJjLTSImZSoqJSvmg9c+ZMJjXZjAACCCCAAAII5IJAopWpSdP2VbPmY8tOibXu8UpbIzn+tILIFAQQQAABBBBAAIHQEtCRvBWbiRTMwtjFSi2sALC1n5UVkoIAApcECABfsmAJAQRcBFbv3+98alWxorPsbkFT8NpFR2vaxXU5s5GPzZs3t3fz6t01EOo6gtcOAOsIYC3jrDmMV6xYYeb8dU3Fa+8fFhbmBI3tA8+2Ul/r6Obnn3/eXpWjd2/bs0f/appfT0Fp+7z1hHzd7xx1Mo92jo2NlSpVqsjll18ulStXztZRzyefl5+2/WTm/tXr7IvSolwLKRxeWObsmmOa09+/G2+8UXS0cqFChcyc2RoEzk7R/e2SYM3LnVnRkfdaChe20i5SEEAAAQQQQACBvBbYZY2+OH/aCgC3z/6RNeXf1pT7quw3wp4IIIAAAggggAACASWgAVwdAVz50nfNXp1/5ZbW9CEHRI5s9ao6lRAIFYEsPEYRKiT0EwEEVOCwy+jBMtacohmVcuXKOZt1NKZdjlycP1g/l7bSSGdUMtuedl87EBoRESF169Z1Njdo0MAsawBOR0D+/e9/N5+HDBki8fHxTj17f12nKXP9odjz//bo0cPj6djnnR/91uCjzser7xp81WBsXhT9ndIU4VOnTjXpxg8csG7oXIqOTte5nTUFdJcuXVy2uF9cuHuhHDt3THTUrq9KZMFIaVO+jfy681fpFNPJnIf+/uu5jR8/Xq6+2st5S9yckKuzN2mddf5fLd6ki3ZzOFYhgAACCCCAAAI5E9D0z4XiRMrlINOKBoAXfWh9ibdNpHiVnJ0PeyOAAAIIIIAAAggEhsDhLSKnD2Y9AKwjhrXsWS5SomrKMj8RQEAIAPNLEJACxaMjRefFDZWi/c3P4qtRkr7sgx0IrVOnjrimxbVHAO/YsUOGDx8umlY5Li5OnnnmGefwGsC0U0S7jqJ1KuTDggarZ86caY7sKf2zbsyPfm/bts2Mhv7666/Fno9WA5vt27eXZ599NkfBTXfUF6yn/XR+Xw346ty/v/32myQlJaWqqqNpu3btaoK++l68ePFU2zP6oHP1Vi1WVWoWr5lRtSxvu7rS1fLM1Gek4/0dZffu3WYU+X/+8x+54YYbstyW6w46Aljnt9Z5tnfu3Om6Kd2yBp3tAHB2R0ina5QVCCCAAAIIIIBAVgS2zBap2lZE52PLbrn8ypQ9NZU0AeDsKrIfAggggAACCCAQWAKa/llLpaxlipQipURiy4vsXSVS78aUNvjpUWD78e1mEItmNKxVopbHemwIfAECwIF/DUOyB2FhBaRkTMo8lyEJkAedLuGSPnbfyZOSUahs7969zhmVKFHCWXYNyumozZo1PbeSdlSn04ibhdOnT8vGjRvNlrQBXA0I6+jY8+fPy4gRI0ydp59+2gTQ7KY0+KvbtaTdX9M+a+BYi77by/r5zz//NKmHdVnLmDFj5IMPPhA73XS9evXkvvvuk4EDB5rt+sPb9mbMmGFGLEdHR0unTp2c/V0XcrPfrsdxXZ41a5b07t3bpBN+6qmnzBzKGnBXw1GjRpkg8IsvvihqnNPyv//9zwR8NfDr+jul7epDCJomXEf56qtFixZmXVaPeTbxrMzcMVMG1BuQrf0zOl6dqDqy5dUtcm53Sgrmt99+W+68886MdvF6m45ynzNnjmzatMmklQ4Pd//P97p165w29c8CBQEEEEAAAQQQyFOBBCsTiaaA7vbPnB22sPVwX+naVgpA60vAxrfnrC32RgABBBBAAAEEEAgMgV1LREpZ3x8XtrLJZLWUs7JCagCYkqHA5qOb5bYpt8mZxDMSERYhH3X5SJqVvTiCOsM92RiIAu6/QQ7EnnDOCCDgU4H6LvOV/maNorWe4fdYFi26+HSWVaN+/fpOPQ2I2mXJkiVy5ZUXn+S3V7q8L15sfVHkZVm5cqUkJyeb2mkDuBqcrFWrluj8w1pH54t98MEHU7Vsj6LVlWnn2tVRrVu3bpVPPvlE2rVrZwKc9s46ktgu2qYG+Cpa8yPfddddZrWOkB00aJAZvfrmm2+add62Z6d/7ty5s5kz1j6O63tu9tv1OPayBtl79eplAq8TJ06UYsWK2ZtMyuW//OUvZmT1sGHDjMOAAQOc7dlZuPnmm1Ptpg8QXHPNNSbge+2110p259B1bXTurrly6vwpM/+v6/qcLh87dkzu6H2HE/zV+abvv//+nDbr7H/VVVeZALCO7tU/S67zbjuVrIVffrFSLl4sGf15s+vwjgACCCCAAAII+FRg9zKR5ESRKlfkvNlKLUR2/p7zdoK4hdUHV8v4deMlPCxcBtUfJFWKki47iC83XUMAAQQQQCD4BfauzP40IhoAXv558BvloIeadfHZec9K+SLlZdy14+TBmQ/KsLnD5JsbvpFC4YVy0DK7+qsAAWB/vTKcFwL5LNCsfHmJs1LPHj17Vj5ZsUIetoKpYW7OSVMCT5gwwWzRUYrlrf3soiM2NWiowbHPPvssXSDWrrdv3z4zx6v9ObN31wBuo0aN0lVv2rSpM0L4lVdekaio1KPFXfdPG0DWgK0WDQDrso7gTVt+/fVXE/zVEZYLFixwAqNat3Xr1vLWW2/JTTfdJG3btjVt6P4Ztaf/+H7//ffmMN6kf9aKvu63OXiaH0888YTp26RJk6Ro0aJptqaMytXRvxs2bJDHHnvM9Dmn8ylrCm97lO8VV1xh5tBNd+AcrPh5+89So3gNkwI6B82k2lVHZuu8zUuXLjXrK/eqLI89/liqOjn9oIF4/V3WoiPP3QWA9YGHcePGmTr6sEKHDh3MMj8QQAABBBBAAIE8E9CAbWRMyujdnB60ciuRZZ+JnD1uzSmc/l40p80H+v4/bftJnvj1CakQU0HOJZ2T6dumy6fXfirV46oHetc4fwQQQAABBBAIRYFka/q3vatFavfIXu81AHxij8jJAyIxpbPXRpDvtWD3All5cKV82PlDKRZVTIZfMVx6fdtLJqyfIHfW800WwyAnDLjuuYvnBFwnOGEEEPC9QJSVYvavTZqYhlfv3y//sEY0pi0auPzb3/4mBw8eNJt02bXo3KV2Ctzff/9d7FGxrnU0aHXPPffIWSvQ7G3JKICrbWiwVdvT12233ZauWXv/smXLSrly5dJtz2yFtq9FA76uo2J1xOpzzz1nto0dO9a8e/NDR3Tu2bPHpCTWQKKnYp+3bk8buNZ1vuz38ePHTVD64YcfThX81fmANQ2xnUJbj6vzAGsK7+nTp+vHbBed33aF9bCBBjo1eK7zDPuyJFk3kjoCuH2l9j5rVueTvvHGG2XePGt+Oqvc8tdbpFivYrLp6KYsHUNTXOvr8ssvd7tfy5YtjYluHD16tHnwIG3FkSNHytq1a83qoUOHmlToaevwGQEEEEAAAQQQyFWBnVZWn4pNczb/r32ClVtaSxeslNJWKkBKKoFdJ3fJ3+f+XdpXbi+Tek6SiT0nSunCpeXxXx+XhKSEVHX5gAACCCCAAAIIBITA4S0iVtY+Kdcwe6dr77ePNNCeACdsmCC1iteSxmUay4oDK6RibEW5rtp1Mm7NONHvTSnBJxAefF2iRwgg4CuBZ60UyBOtOUW3HDkiz7/8sqxav96kONZRvjof7jvvvCOzZ882h2vTpo3cfffd6Q6tQdKvvvrKzOn6f//3fyZ9bb9+/aR06dImkKhB4fnz54sGuOxU0hoIy6jYgdDKlSuL65zDGe3juk2DjFrcBVFd63laXrbMSm1nFR0hnLbYoy7tc0y73d1ne/Rvs2bNUo2gT1eL2gAAQABJREFUTlvXbjMv+q3pnzXIm3akqabF1iCwbo+PjzenqGm/de5iDT5qMDS7RUeTu85hm5129HfTNSjv2saqg6vk6LmjcnWlq83quXPnmt9Bu479IIN+1iB32iC+69zO9j76gIEd+O7YsaM8NuQxuWPaHTJxzkRzA2XXs981RXlGc2Hb9dy9658VTet85swZ6dKli5l3WX/f9PP48ePNnMy6n7b/yCOPuGuCdQgggAACCCCAQO4JWA+HmpTNjfv55hgla1gjf60pWHRUcXUym9io+hDu8/Ofl6JRReWFK16QiIIR5vXq1a9K3+/7ylcbvpJ+dXx0DeyD8o4AAggggAACCOS2wJ6U72ulfPpsj14dunhVkYgiKaOIq3f0apdQqnQi4YTM2TlH7mpwl/T5ro/sPLlTGpduLI82f1S+3fytzN89X9pWymgSyFDSCp6++l0AWAMLmj51ypQpsmPHDpO6tXr16nLLLbeY+RQ1yJDdoiMNNbigQSZ96YhEnVNTR3BpmTVrltuAjrfHmzp1qkldatfXkYAa/KIgEHAC1shdGThQYq0T/9kakXqttbxu82bROW71lbZoUOq7775zO2JTA7TTpk0zc7nqKNFPP/3UvFzb0MCajvi0A8A6cthT0T/Hq1alPMnlLg2yp/3s9Tq/79GjR83H7AaAdXRsWFiYCWLb7drvOqpYA9hax9tiz/+bUfrnvO63Hk+Lt6Nw1cPex9t+p62nKbVzWjQ9srtArbb7685fJS4qThqUslLCWOXjjz82o6bNhzQ/dESvParX3uSuXZ0b2S4zZ86UFk2tueqs8tTF/+xt9rvOSa2/g9kpOl/1l19+Kf379ze/X08//XS6ZjT4q/9+xsbqn14KAggggAACGQhcvN9LVSODe7BU9fiAgDuBYzutlHv7RHTuXl8U6/7StLXjN1+0FjRtLNm3RBbuWShvdnhTYjTd9sVSq0Qt8wDi6FWj5ZZat0hEWIS9iXcEEEAAgVAV4H4vVK98YPZb5/8tWkkkukT2zl/vHUtZDxAeXJ+9/YN8L82KmJCcIBuObJDTiafllbavyDNzn5Gl+5aa6fImb5lMADgIfwf8KgCsQRD7i23bWudWXLx4sXnpl/X6xbY96syu4+27Bp7cfYHv7f4Z1Tt16pTcd999GVVhGwKBI1DQSr17MRXt5db7ijVr5KOPPjIjeVevXm2CTxrY1YCUjua9/fbbTUDUUwc1ULvGauOfVhppDRRv377dBKgaNGgggwcPNmma//3vfzu7exrBqRV0vln9e0FLdgK49ija7O6v++l8uBrs1IB2mTJldJVT9lvpsvWpfHdz5jqVXBZ27drlzB2bUQA4r/utf89q8Ff//tXR2XbR+YDPnTsnOgrZLnpuJ0+ezPbIVrud3H7XAPCVFa+UgmHW73eAFv0d0QeXdDSw/nuoabN1VLFer5tvvtmkZM/Jg1IBysJpI4AAAghkR8Dlfi87u7MPAukEdKSulkrNU9598VPTQC94x8oEbY0uth6ypFjTgaweLfFx8dKhcod0HHfUvcOM4Ji3a55JD52uAisQQAABBEJLgPu90Lregd7bPVYAuHw20z/bfS9dS+TABvsT7y4COv9vlaJVZOb2mTKs1TDz4OCiPYvks3WfSa/4XvLFui/kfPJ5HiJ0MQuGRb8JAGtK1b59+5pUljExMfLUU0+Ja2pLDT5pkEHnx9SARHZGN2lQxi4RERGiwSdNcWqPJrS3Zef9mWeeMWlRNRikASAKAoEiMNAafauvjIoGmO6//37zyqheRttKlSolr732mnm5q6eBZS2VKlWSjEYA165d2wRY3bXhzbpevXplur896jUpyf3cBxr41r+zZlvprzU7gWvRdVpcg9MZtWenf65YsaIJqJud3fzIi367HlbnM77mmmvkjTfeMGm/CxcubDZr39MWDexr0L5bt25pN2Xps+vf0Vna0YvKe0/tlfVH1ps0J3Z1TfGcNs2zvc3bd3fnrKMyBk4bKF9e96XULVnXq6bcteNpRx1F/Prrr5uXpzqsRwABBBBAAAEE8lxA5/+NqyISk/oByRydRwXr3vPsMZEjW0VKVM1RU8Gw87rD60RHb+iIDXfT5ugo4Nolasu3m74lABwMF5w+IIAAAgggECoCGrfZa2V8bHFXznpcqqY1emgaDw+mUdTvHRfsWSAlC5WUmIgY6Rnf09TQaUMmbZoksRGxoimil+9fLi3K+SibT5pz4GP+CFjj4v2jDB061AR/w8PDzXyKmtpS5xTVORVHjRolr776qjlRDQKPHDkyWyddt25dk156wYIFZgTjkiVLpHfv3tlqy3UnbUfTVkdFRclLL73kuollBBDwQkDnMP32229NzdatW3uxR+5WsecV1jT07sqAAQPM6uHDh6dK9Xzs2DHRdVrsOrqcUXt2APi6667Tqn5V9O9dHaFsP5zj7uQ0qK9pl/XvPm9HPbtrJ7fX6ejfggUKyhUVrsjtQ0n9UvUlPCzc3DTl+sE4AAIIIIAAAggg4C8Cu6wAsC9H/2q/yl0cBaIpASky7o9xUjGmonS73PODlz2q9pA5u+bImcQziCGAAAIIIIAAAoEhcGKPyOmDl+79snvWOgJYHx48yQA9V8Jtx7eJDo7ZdXKXdK/WXQqHpwz00QcKKxSpIGsOrZFShUuZ6fNc92M58AX8YgSwzvs5Z84co3nXXXeZwG9a2kceecQEGdauXWtSXw4bNkx0FG9WiqYxdU1lmpV9PdXVEYKawlbfn3322Wynp/bUPusRCAaBzdb8wdWqVXP7lLr+2dH06QcPWv/IW8U1cJpffdfRthUqVJDx48ebBzt0VLL+g/jAAw+Yka5XX321WX777belfv360qdPHzOqWOdH1pS8Dz74oGgdu2TUns593KxZM7nxxhvt6n7zrlkSdM7ZW2+9VRo2bCgPP/ywXHHFFcbkjz/+kA8//FB++ukneeyxx3I0OjwvOjxn5xxpVLqRFIsqluuHiyoYZUb+Lj+wXG6vc3uuH48DIIAAAggggAAC+S6QlCiyZ4VI3Rt8eyqxZa0RxdZLUwL6um3fnmmut3b6/GmZsX2GDG4w2Dxs6OmA7Sq3k5FLRoqm9NNlCgIIIIAAAggg4PcC+9eknGJZ7zLpeexPKSsArEXnAdb7SIoRWLZ/mRSw/jt67qh0rNzRrJu0cZI8N/85uWD9t+/0PulSpYv8vvfilC64BY2AXwSAv/nmGwd00KBBzrLrQpg1ifedd95pUkMfPXpUZs2aJV26dHGtki/Lmh5VU8HWrFlTnnjiCdHRxRQEEEgt8I9//EP0QQ8NJLZq1crMm6ujfnUuU03vvnTpUrND586dTZr31Hvn/SdN2Txx4kTzZ/qLL76QEydOmJPQOcrt+Yl11L+mQ37//fdNlgKtUK9ePXnhhRdMymTXs86ovccff9y1qt8t65yzv//+u7HQwHZiovXl3sWiczvr39833ODjL/rsA/jo/XzSeflt729yT8N7fNRi5s00Kd1Eftr2U+YVqYEAAggggAACCASDwKFNIolncz5qw52FjgJmBLD8vP1nM6q3R7Ue7pScdZcXvVwui73MjOAgAOywsIAAAggggAAC/ixwwArY6qjUuMtzdpY6ZYiVlU+0vaqXBufkrNHA33vlwZVSolAJOZ14WpqXay4HzxyUVxa9IjfE3yDVilWT15e8LofPHpa1h9fKyYSTEhMZE/idpgdGwC8CwHPnzjUnU6RIETMSztO1adfu0tOr8+bNy/cA8NatW+W5554zp6tBIE0BTUEgKAR03oXTp1N3JTparGGwqddl4ZOO3rf/vLjb7corrzQjbt3NZeWufm6v00C1PZ+vp2PpAyueHlpJu4837aXdx18+a/r8yZMni6a41jT8CQkJovPQ6sjoQCh6k6Mp8FpXyLv04o3LNJZP1nwi+07tk7JFeOIwEH5POEcEEEAg5ARy4X4v5Azp8CUBO0BbrsGldb5aKm8FgJf911etBWw732/5XpqVbSYVYirI9uPb5dXfXxVN53dNlWtkSOMhzqhg/f+pqytdbQLGAdtZThwBBBBAwDcC3O/5xpFWcl9g/1qR0tb8vdYgwByVglbG2BLVUwLAOWoouHZedcCaX9kqrcq3ksiCkfLxqo8lIixCHm3+qMRGxso7y94RzWSYfCHZvF9V8argAgjh3vhFAFgDQ1ri4+NF5wD2VDSNql3sfezP+fGuaWtPW0Gyfv36mbmK8+McOCYCuSKgwd8RI1I3baX5FeshjeyUp556yoySnzFjhuiDEwcOHJDz589LyZIlpXnz5maOWR0drCP9Kf4roKOfW7Ro4b8n6OHMNP1d0ciiUrv4pX9DPFT12WpNN61lxYEV0qVI/mer8FnHaAgBBBBAIHgEfHy/Fzww9CRbApr+Oa6KSOG4bO2e4U46AvjkyJS53GLKZFg1WDfqiIyFexbKM62fkQOnD8jAaQOlUHghaVGuhfxn9X/MaI4nWz7pdF/Xf7b2M9l9crcJGDsbWEAAAQQQCC0B7vdC63oHcm8PrLMCwD763k7nAdYU0BQjoNOIbDq6yQR321ZsawbJfLfpO+lbu68zVV6zcs1kwe4FEhMRI4v3LhYCwMHzy+M52ppHfTx79qwz92dmo8mKFy9uxZ+KyKlTp2THjh15dIbuD/P555/LtGnTJC4uTl5//XX3lbK5VucQzajs2bMno81sQ8DvBGrVqiVPP/20efndyXFCQS+g6Z/1S7CCYQXzrK+lo0tLxZiKonNsdLmcAHCewXMgBBBAAAEEEMgfAR0BnBujf7U3OgJYi84DXKNzynKI/fx1569ywRrF1aFyB3npt5ck6UKSjLt2nJQqXEpqFq8p/1z0T+l0WSdzz6s0Tcs0NUJL9i0hABxivyt0FwEEEEAAgYAT0JHqmrK5VnffnLoGgJd+6pu2gqAVTeus945adATwrO2z5MT5E9I7vrfTu06VO5kAcGErDffqg6ud9SwEvkC+D7ez59ZUypiYzHOLawBYy8mTJ817fvw4fPiwPPTQQ+bQr7zyipnP1JfnUblyZcno1bJlS18ejrYQQACBoBXQp9x0FG7Lcnn/96amgdZjUxBAAAEEEEAAgaAW0C/t9lpp5cqnZEDxeV91LriootYxQve+avaO2aIZZg6dPSQ/bftJHmn+iAn+qvVttW+T+iXryxtL3nDo4wrFSXxcvGgAmIIAAggggAACCPi1wPHdIueO+24EcMkaVvBor9XmCb/udl6dnAZ0wwuES1xknFwWe5nM2jFL6pasK5WLVnZOoVGZlPv4I2ePyJrDa8yDh85GFgJaIN8DwDoC2C6RkZH2osd3e57dM2fOeKyT2xseffRR2b9/v+icnnfffXduH472EUAAAQSyKbB8/3JJTE40T7hls4ls79a4dGNZe2itnE289O9cthtjRwSCSGDbtm3yyCOPiE7toQ/2lShRwqSXH2FNPaBTa+SkJCcny5o1a2Ts2LEyZMgQ067eO+p8iPrKbG73zI49depUpy1t7/nnn89sF7YjgAACwS9wzMpgdeaINQL44khdX/dYp4nR0cU6AjgEy7mkczJ/93xpX7m9fLrmUykbXVaurXqtIxFWIEzuaXSPrDq4StYcWuOs11HAS/cvdT6zgAACCCCAAAII+KXAgZTpQaWMj1JAl7TmANZy+M+U9xD/ufHIRokKj5LGZRub70jn7JwjNeNqOoNWNHvhqJWjJMz6L/FCopxIOCE7T2acoTbESQOq++H5fbaFChVyTiEhIcFZ9rRw7tw5s6lw4cKequTqev3icMyYMVKwYEH54IMPcmXO0szSW2sKaEYB5+plpnEEEAgSAU3/rKnxqhWrluc9ql+qvrlx2nBkgzQsnUtfiOZ5rzggAjkTmDx5svTv31+OH7ee7r1YNOi7ePFi8/r4449lypQpEh8fb2/O0vunn34qAwcOzNI+3lbWKUjuu+8+b6tTDwEEEAgdAU3/rCW3UkBr22Xqivz5qy6FXFm0Z5GZq61Z2Wby7vJ35f7G90tEWEQqB52nrUzhMjJx40QzokM36v3nhA0TzJd4sZGxqerzAQEEEEAAAQQQ8BsBTf9spR6WuCq+OaUSF78DPLzl0lQivmk5IFvZeHSjGZyi2WSW7F8ipxJPyTebvzGvIY2HyNjVY6VQeCFJtv4raP2XZP2nDxVWjr00QjggO85JGwHrUdr8LbGxl/5HxJu0zvrlmxZv0kX7umcafL7nnntMsw8++KA0btzY14cw7elcyBm9ypcvnyvHpVEEEEAg2AT0CzNN/6wj9fK66Hxs4WHhqUZi5PU5cDwE/Elg2bJl0rdvXxP81fu4l156SebPny8///yzDB482Jzqhg0bpEePHuI6RUhW+qDzI9olIiJCmjZtKg0aWKPGfFCeeeYZ0dHLZcqU8UFrNIEAAggEkYCOzI0uKVK0Qu51SkeEHN4skpj5Q+O5dxL50/KCPQvMqN+tx7aaURvXV78+3YnoPWfP+J4y9c+ppo5W0IcRtbiOCjYr+IFABgKBkKmlffv2qTKy2Jle3L1n0FVn0+rVq813fdWrVxcdbFK6dGlp27atGfSRmJjo1GMBAQQQQCCXBA6sEyllPQQeVtA3ByhcXKRQMeve0QoAh3hJSk6STUc3mTmANQA8efNkI/J/Tf/PTC/y3vL3JCEpQcZ2G2seJtQgsD5oyP1j8Pzi+MUI4JIlS8qhQ4dk586dGcoeOXJE7ACwzpGb12XixImiX0zqF4p169aV8ePHpzsFTTtoF72JtOtouuiqVavam3hHAAEEEMhlgeMJx828FTfXujmXj+S++ciCkVIjrob8cegP9xVYi0CICQwdOlR0Co/w8HCZPn26tGnTxhHo2LGj1KhRQx5//HFzrzVy5MhspVfW+7O33nrLpH7WB/U004ymaV61ypqbMgdlyZIlpl1NJ62BaztgnYMm2RUBBBAIHgGd/1dH/+bmA3el64hY03rIoU0iZa3RwCFUftvzm7Qu31p+2v6TNCnTRMpEu38QqUPlDvLxqo9l5YGV0rRsU7m86OVS2BpNo/eircq3CiExuppdgUDO1JLdPn/00Ufyt7/9TVwzEupUdXPnzjUvzQCo2WlKlSqV3UOwHwIIIIBAZgKHrIf8StXMrJb32/WeVEcBEwCWXSd3mQCv4tUpUUce2vGQFIkoIpcVvcxJAW2mt5r/vPSo1kPG/DHGPEz4x0G+y/T+F86/a+Z7AFh59Mu6OXPmyKZNm0SfrtMvBt2Vdeusp0Euljp1rP8BzONip58+f/68V1/8ff3116IvLXrTSAA4jy8Yh0MAgdQCJ/enzH9RxPqfV70Rys0v6VIfOV8+Ldm7RJIvJJsRwPlyAtZB65asa+Zjy6/jc1wE/EVg0aJF5l5Pz+euu+5KFfy1z1HnBdb7pbVr18qbb74pw4YNMw/d2du9edcpMnw9TUZSUpK579P3Z599Ntvpqb05f+oggAACASmw33oIunaP3D31Mhf//1/niAuhAPChM4dEpxO5tdat8vKil+WRZo94dNYRvyUKlZBfd/5qAsAFrVE0ei+6+uBqj/uwAQFbwM7Uog/raaaWp556Sjp06GAe3tOBDRootTO16NQdrtn87DYye0+bqUWztOj3a9l9UK958+bm3jGz43ra/sMPP8i9994rycnJUrZsWXPvqYM3Dh8+bPqrg0D0HvbGG28UnQ5Op4KjIIAAAgjkgoA+4FflSt82TADYeGr6Zy3losuJDpQ5lnBMulTpIm8ve1uqxFZx5vpdun+pdK3S1dS9IBdk3eFLcTizkh8BKxDmD2d+1VVXmdPQ0b06wsJT+eWXX5xNV17p478UnJZZQAABBIJMYK/1pc/nfUVG1hL5TxeRt5uKvNNCZIWVxcD6n91gLYv2LpIKRSpIpdhK+dZF/dJt89HNZq6NfDsJDoyAHwh88803zlkMGjTIWXZdCAsLkzvvvNOsOnr0qMyaNct1c74tv/HGG6JfitasWVOeeOKJfDsPDowAAgj4pUDCaZEjW0VKWymac7NElxApYo183R9aX0b9vvd3o6oPNSZaI6A7V+nsUTmsQJi0qdBGFu5Z6NSpV7IeKfwcDRYyEkibqeXpp582D+xplpZRo0bJq6++anbXILBmaslOsTO1LFiwwEwJot//9e7dOztNmX2KFCki9evXz/DlqXENPD/wwAMm+Fu0aFGZN2+e+awPEnbr1s0M5hgyZIjZXUcDf/rpp56aYj0CCCCAQE4Ezp0QOblPpGR8TlpJvy8BYGOy6cgmCS8Qbkb/jlszzqyrGVdT/jz2p+h3MG0rtRV9QKt8kfLy665fpYD1nxYNFB8+e9gs8yOwBfwiANyrVy9HUUd+uCv6RN64cSm/pHFxceZJRHf1cnPdwIEDzR8I/UPh6eX6ZeVzzz3n1NN9KQgggECeCywZKzKqXUrak+veELlvvsht460v6axg8CRrTvPPrfTIZ4/n+WnlxQGX7V8mzco2y4tDeTyGfumWdCFJ1h9Z77EOGxAIBQH94kyLflHXrJnnP5ft2ll/X10s+kVcfpetW7eK3s9pef/990VTQFMQQAABBFwEDuo9zgURe4SuyyafL+o8wDoCOISKBnOrFasmaw+vlerFqku5IuXS9V6Dw+sPr5e9p/ZKi7ItTN2TCSdNvVolapnUf/bndDuzAgFLwNtMLXYmPs3UogHUrBYNrmrQtXXr1maajqzu78v6kyZNki1bUuaG1NHOOv9v2jJixAgpXtyaR9IqukxBAAEEEMgFAU3/rCU3AsAn9ogknEppP0R/6vy/WmqXrC1zds6RggUKyupDq6Vm8ZQgcNfLu0rL8i0lqmCU6LQj5WPKO1I6oIUS+AJ+EQDWm8C2bdsazdGjR4s+DZi26BOGmhJQiz6ZqPPwuhZNx6L5yvVFsNVVhmUEEAhZgSWfiEweKtJsoMi9ViBF38vWE6l1rcit/xXpZ6Wo37FI5Mv+IokJQcV0+vxpk66kSdkm+dqvGsVrSHhYuDB3Rr5eBg7uBwL2PVx8fLzHqT70NGvXtr7cv1jsfezP+fF+3333yenTp6Vfv36iI2AoCCCAAAJpBOwRufpwYW4XnQfYPl5uH8tP2tcHGpuXbS6a2Ua/nEtbDp45KP2m9JObJt8kXb/uKluPbzVToOh+WmrE1TDv9pd/5gM/EEgjEMiZWtJ0xeuPrn329B1idHS03HLLLabNNWvWmBTYXh+AiggggAAC3glo+mctJaulvPvqp44A1nJkq3kL1R+ayjnxQqJULVrVpHvWkb5zd8+V+Lh4M9r3qgpXmQwz249vN/VKRFlZdy6WjUdS0kfbn3kPTAH3k+3mQ1/0CUJN66zzjXTp0kU03YzrfCOackaLpt/TOeKyW8aOHZtq1+XLlzufp02bJjrSwy76JaWdntpexzsCCCAQEAKbZ4p8/38iLf4q0v019/P91uhsjQb+QuTTG0WmPCRyw7sB0TVvTnLFgRVm5G3TMk29qZ5rdSILRpov3tYcWpNrx6BhBPxd4OzZs3Lw4EFzmpUqZZySXUdZ6ChhnRZkx44d+dq1zz//XPTeUDPPvP766z4/l507d2bY5p49ezLczkYEEEDALwR0RG6xy0SiYnP/dHQE8O8fWw8unhMJj8r94+XzEY6dOyZbjm2R3jV6y4QNE6RVuVapzujomaNy8+Sb5fCZw2aUsM4BPPaPsVIsspj8vu93k9KvWlw1M9JD539rXKZxqv35gIAtkN1MLfrdXaAWu8+1atWScuXSj6y3+6XZaT788EPzUbPT6HeSFAQQQAABHwoctrIxRJcUKZySccFnLdsBYG1fB8OEYDmffF62n9huep6QnGAeEiwTXUZ2n9ptlmuXqC1xheLkygpXSrL1X8WYiqL7hFn/6WceIAyOXxq/CQA3adJEvvzyS+nfv7+ZC0QDwGmL3mhNmTJFYmOz/z+Xnuad02P961//SnXIAQMGEABOJcIHBBAICIHjVtDg68Ei1dqLXGvN1WRlRvBYLr9KRFNDf3u/9YSNNTK4znUeqwbSBh31EBcVZ74My+/z1nmAVx5cmd+nwfERyDeBEydOOMeOiYlxlj0t2AHgkydT0ld6qpeb6w8fPiwPPWQ9GGOVV155RcqUsead9HGpXLmyj1ukOQQQQCAfBHRErgZm86LoCGBrag05aI1GKFc/L46Yr8dYdXCVOf75pPNmhEbzcs2d89F73b9M+4sZqaGp/JKSk+THP38U/SJv18ldsnjPYlNX0/ldVvQyYQSHQ8eCGwE760qgZWpZt26dtGrVStavXy/6wGGpUqXMVCN9+vSR2267LV3mQLvreo9pP2jomn3G3u767rrddnLdzjICCCCAQA4FdASwr9M/6ykVKS0SaX3/YKeYzuFpBuLuu07sMoHeqLAoWb4/ZRCk3lc2KNXAZE1sXb616VaFmApSObayRIdHy/7T+03wVzcwmCUQr3r6cw5Lvyr/1lx//fWycuVK84WbBns13YqOumjevLkJzi5btkz0hpSCAAIIIJCBwA+Pilhph6X3R9Z7wQwqXtzUuJ+VFrp7yojh04czrx8ANZbuW2pGOei0APlddO61P4/9KXqTRUEgFAX0Czm7REZG2ose3+15djUrTH6VRx99VPbv32++VLz77rvz6zQ4LgIIIOD/AvutEcCl8ygAbAeaD1hB5xAo+kVd8ajiovOvaWC3WFQx02tN+3zfjPtM8LdK0SrSpEwT+X/2rgM+qirvHtN7BwIhCb33XqQJVizYUFxUXD/dz767dndtu6trWXUtn2tbu6trwQaKKAKCIF06BBJCIEBI7z1899zhTSaTqakz4f/nN5n33i3vvjNJuLnnnvMvqCrQC3cVNRUorirGztyd4DGDNtBCAGso5IsNBJri1MJuDALVRpdtdikrK0vnLy4sLERlZSUyMzPx1VdfgWKOESNGmNPIWQ/I0oXFmTuN5Ya9pjwz7+XoJY4v1p+OnAsCgsAph0BrEcBcD4zuCRQcPOUgNR7YUP9yvkh3GEZqYSpGdxmt04ZsytqE3blqLq9ifNfxyK/M1y99QX3hHPTEiRPGqbx7KQIeowA28EtOTtY2e+5a7U2fPt2lb8jW/qZ1dRzG88q7ICAICAItikDKUmDPIuCyN9VutzjXuuak6Px/Ai+OBlY9A5z9mGvtPLQW7UqouL1p+E0eMcJ+0f1QU1eDA0UHwGMJQeBUQyAoKMj8yFVVzvONcwGPERwcbG7XlgcrVqzAW2+9BV9fX7zyyivw8Wmd/ZLOFhG5IDhuXON8j22JhdxLEBAEBAGHCFSWAIXKVq6zUua2RdAaMCweOEUIYKY0Gd5puJ7XTuk+xYzwc5ueQ3m1aZPUc9Of0yTxeZ+fh34x/fDNgW/QJaQLssqytLKDts99o/vi/d3v6/UST9gcaX4QOfAIBLzRqYVzs5kzZ+K8887D8OHDERsbCz7H5s2btV0zlbrM2cu0cuvXr0dSkrKptwh3npnONEY0xZ3GkkA2+pF3QUAQEAQEgZMIkFwkAUxRSmtElPr9X6DmqqdoHCw6qF1kekb2xA8ZPyDINwhlNWXYmbNTI8IUIVcuuhLL5y7XBPCnKZ/q66epVifUv4raCuRV5CE2WFl0S3gtAh5HAHstkjJwQaAjIRCocmpdfnnDJ+I1Cc9GoEYRK9/eA/ScCgy+xL2xhncBJt8O/PQ0ME6p3aKT3WvvQbX35O5BeU05RnVp3/y/BiRcdGOk5KcIAWyAIu+nFAKWqTtcWThj/l+GK3bRLQ0kyeff/e53utvbb79dq0da+h5Gf84UJ0Y9eRcEWg0Bme+1GrSnTMfZe02P2lYEMO8Wp+ZVXCjs4EFLZ1pAzx84HysOrwDz+zIOFR/CorRF2pqPyt4/rvijzu2WFJ6E5YeW67lm3Yk6TQCvO7pOO+JwLsp8wtnl2WDeNwlBwBIBb3RqWbhwoXYLtHwOHk+ZMgU333wzbrjhBrzzzjugQvj3v/89WN8y3Hlmw5mG7dvTncZy/HIsCLiFgMz33IJLKrcxAnQhrChsHQtoPgoJ4NRlbfxQnnM7EsA+p/kgLDAMtSqNSmxgLHwqfbDu2Do9yPiQeBwrO4Z5i+fhvfPe09digmK0bTTnjiSBqSIWAthzPtOmjEQI4KagJm0EgY6OgJ/61TB4cEd/yo73fFv/A+SnA/M+dJz3196TT7wF2PCGiQS+6CV7tTz++ubjm8F8Z4NiBnnEWCMCItAttJsmgD1iQDIIQaCNEaACmMqM3NxcbYHn6Pb5+fkwCOD2UExwgTAlJUXnjBs0aBA++uijRsOlosSIHTt2mOswB13PnspiSkIQ8BYEZL7nLZ+U544zm5Zxykkmrn/bjZE54jJN+W3b7qZtfyfa85VWlyLEP0TffFjcMP3+we4PwJy/JHmPlB5BYlgi5vWfh8/2faZVGiSFqQKmcuPHQz/id8N/h35RJgca2kALAdz2n6Wn39HbnFqIJ1PF2Qt/f3+88cYb+OWXX3Ru4M8//1xbQyckJJibuPPMhjMNGzfFnUYcX8ywy0F7ISDzvfZCXu7rCgLGpr7WyAHM+2sF8CEoG5SmrZO68gweXCetIE0TvzW1NXqUfvBDsH8wymrLEO4frslfFnBOuT17u54nMg8wyV+/0/xQfaIaJJGZbkTCexEQAth7PzsZuSAgCAgC9Qgwv+yqZ4FBFzXdhi9A2VtNULbJyx8HzngQoCrYC2PL8S0YGjcU/r7+HjN6Wj9TASwhCJyqCJBMXbVqFfbv34+amhr4cSHCRuzZU5/XceDANrIUtRiHschXXV2t1SMWRTYPP/vsM/DFoG20EMA2YZKLgoAg0FERYP5fusYEmEjKNnlMLhBu+2+HX8jblbtLk7glymabuX8TwxNRreb7i9MW69QiPvDRRDBt/D7Y84GuS/yZBsXfxx+BfoHgoh8jITxBb448UHgAkxMm62vyRRAwEPAmpxZjzM7eOc+8/vrrcc89yh1LxcqVK3HVVVeZm7nzzMbGRDZuijuNOL6YYZcDQUAQEAQaI5CXaroW06txWUtcIQGsHAJRmqN+iXdqiR69qo/0onQ93uyybP2eW5mr55M84byS88sRnUbg67Sv8eCaBzGuyzjszd+LkuoS6LQhijfPKDp1LbQ1aB3gi08HeAZ5BEFAEBAEBIHtn6i8FgeBqXc3D4vR1wG+AcD615rXTzu1Zp535ktjvjNPClrvpeQJAexJn4mMpW0ROP300/UNuYi2adMmuzfnAp0RkyfLIrWBhbwLAoKAIOCRCJAA7tTGm3VIAFeXAcVHPRKSlhrUnrw9SI5Ixp78Pdr+mYtwqzNXo6CyQNvx1SkTaBK9x0qPafKX7jcMWkRTpcEy5m07WnpUW/9xgY8KDglBwBoBw6mF1w8fPmxd3OC8vZ1aGgzGyQk3HxqRmZlpHOp3SzWws2e2VPC2hztNg4HLiSAgCAgCHQ2BXEUARyiHhtbaTBiVaELsFMwDXFVbhZxyRXyrMIjgytpKnUaE1yrqTPPE5RnLeYriqmK96ZApQ6rrqlFVV6Wvc1OihHcjIASwd39+MnpBoNkIvP3223pXDxcV0tPTm92fdNAOCKgcYVj1DND/PCDelB+syaMIVnZao64BNv5bLa6pXXJeFlwE4wSHCmBPin4x/XTetbwKld9EQhA4BRGYM2eO+amplLUVdXV1ePfdd3URrf1mzJhhq1qrXluwYIFyh1KZbhy8li83/YHEgTz88MPmumwrIQgIAoLAKYVAjtrc1qkN7Z8JrmERaFgGdlDAd+fuxoCYAToPsGH/vCR9CWjLxwj0CUR+ZT6C/YLx8QUfY+28tYgOjNZlBRUFMOacn6WYXCpIJgsBrOGRLzYQMMhSw6nFRhV9qb2dWuyNy9Z1rVyyVaCuUQFskLmWz2SrumV5e7jT2BqTXBMEBAFBoMMgwDR20T1a73GoAGZQMHOKxeHiw3rTYGRApN4waOvxa+pqUFKj1L7qH4MbEEkSW8b+gv2Wp3LshQgIAeyFH5oMWRAQBOoReOWVV8wENv/IS05Ori90cLR48eIG7djWemewg+atXsSxcEx8bdmypdH9Gjy3rx+SH1R1ptzVqJ71BZeee+z/AOX56n/+xdbNPf58a85WPcZhnUx50hwN+Pjx41i0aBEeeughnHvuuYiLizNj7iqRU1RUpPN/3nnnnZg2bRr69OmDyMhIBAQEoHPnzpg+fTqeeuopdDphspph7rXmxsGDB8H7DRgwAKGhoYiJicHYsWPx9NNPo6xMKWIkBAEPRGDcuHGYMmWKHtm///1vrF27ttEon3nmGezerdRkKu644w6dh9ey0ooVK9z+GbVsL8eCgCAgCAgCLYhAlZpzFKqcanGm/LIt2LPjrmg5rXLgogMTwMzvywW4rqFdteJ3SNwQ1KoNnz8f+RkVNRUaHyozWC8+NB4LlizA+P+MN+f3TSmod535OfNnXV8IYMffVqd6aUd0atm1q16x1K1bt0YfsfHMe/fuxbFjxxqVGxfEncZAQt4FAUFAEGgFBFqbAA5SIpfACEUAZ7TC4D27S2PjH+eKdI4J8g0yE73WI1db4PWlfQWmNUtuMDQitzxXb3o3zuXd+xDw874hy4gFAUFAEKhH4Ndff60/UUe0aCopKXGYn6e2ttacD8ho3KlTJ1haQRnX2+udxCSDOYNGjhzZaBiNnrvoBEqi+iOsUc36Cy4/d2xvIGkisOV9YOhl9R14wdH27O1ICEtAXHCc09F26dLFaR1nFdavX4958+bZrJadna3zTXHRIO7pOERdF4WUsSkY33W8zfquXPz6668xf/58kHg2gqTvxo0b9euNN94ASX4S0RKCgKch8Pzzz4O2zuXl5TjrrLPwwAMPaJUvzz/66CO89tpresj9+vXTmxyaOn46W1iG5e/LJUuWNHC74M+KsQBo2UaOBQFBQBAQBJwgYORsi+vrpGILF/v6m5QitAzsoEEbZ+b2pY0zY3DsYOzI3YHCykLzE3OhzlcR4WmFaXpzVM2JGhwpPaLLWRYfHI+8yjxdzos9InpoO2iqOgy7aHNncnDKI0Cnlr///e8aBzq1jB/f+O8VT3BqcfWDqqmpwZtvvmmuPnXqVPOxccBn/vDDD/Up54733XefUWR+599ZH3/8sT6nSppzVAlBQBAQBASBFkSAyty+Z7Vgh1ZdKVENqAI+BQngjOIMTfhSAczwVf8MotdAyQc+ZktoXuMGw/iQeNSeqNWbDlmfc8zcilyX1lmNfuXdsxAQAtizPg8ZjSDgGQioHI1KTthwLHer3LJKbehpYSzsh4SEaPUjbTu525dqM3tB9RnrUKVZVVWlqw0fPtxe9Xa5TqKPcf7559u8f/1zB6vnLle7sdCyzz3iN8BXt6lJklJ2GDkzbI7Esy5uy94GwybPnZElJSVpRe3SpUvdaabr0j6MVrWjR4/WVmJdu3YFF0iYT+rTTz/FwoULkZOTg7zn8vDToJ9w9aCr3b4HG1AJfsUVV2jyLCwsDPfff38D8uz1119HSkoKZs+erclgWptJCAKehAA3s/z3v/81b2IgAWwdXFjjJobmfP9ed9111t2az5988knzMQ+uvfZaIYAbICInpxQCXjTfO6U+F295WNo/MwxLZtNZ23zlPXOa76rSNoN1/y6780xuGOW15XqxLTY4Fh/t/QgBPupvl5P52Lgg5+fjp6+9fe7bWJy2GG/ueBOh/qEorS7V9tBUe5BIZooUKoDZ5lDRIfSJlo2C7n8qHbuF4dSyatUq8G9lzo8mTlQbgi3CFacWI30H21tvyLPoqlmHTMXBOSXThdiK6upq3HDDDWZXmQsuuMBs92xZ/+KLL0avXr2Qlpamye/LL78cvXurjdAWcbdaA2HeYwaPJQQBr0RA5nte+bGdEoOuLAFKs1vXAppAkgCma80pFoYCmO7OPqf5oKy2oWMgNwRyY+CV/a/U80wDHs4vKSDiRkS6zZAAZl+uCG2MPuTdsxAQAtizPg8ZjSAgCLiBAEm27du36xZUk5G84y7dnTt32iWAqQ5mzkbGhRdeqAk6Ho8YMYJvHhF8hmXLlumx8A9W62jw3MO7Y+nG/SirPtGyzz14DvDtPcBWtSt6mnr3gqiurcau3F04u8fZLo2W1s+0TuaLamDmwO7Zs6dLbY1KXOTIyLBvJTN37lx88cUX4AJDXU0dlry2BFhgtHbvnZa4VEr6+fnp73XLRZkzzjgDffv21cp2ksBcoHnkkUfcu4HUFgTaAAH+Ttu2bRuoBibRy40S3IxDJS4X3m699VZwQ4+EICAICAKCgIcjkKPygYXEqldM2w+UBHCKmlN10NiTu0fbOZOs7R/dXz8lrZx9fXyhOF1zcNHulhG34KYfbsLxsuP6enl1uX6vrKvP37b+2HpM6jZJX+cCnhDAZgjlwAIBb3Fqeeedd/Tf8fxbnul2+vfvj4iICO0CtmnTJu0oY9g/MyUPn8tW+Pv748UXXwTnpnRXokvNn//8Z72OQNKXm2s/+8yUQ5tuMVdf3bRNvLbuLdcEAUFAEBAEFAJGXt7oHq0LBwngtBWtew8P7D29KF1v/iuuKtZErvUQOY9MDE/E/ePvx+f7Pzfn/s0pz9FVuekw0CdQE8BHSo5gdJfR1l3IuZcgIASwl3xQMkxBQBBojACJLpKlDO4CZt7cDRs2aCVs49qmK8yTyhw/zJtKpSQVmgxPIoB/+OEHVFRUaBKExJ51NHjusGxk9ozHhpSjLfvcgUo9OkiRwCSAp6rdzrRNaeWgGptEUFNjb/5erYpwJf8v7/Hoo4829Vbmdr6+aiHOSdBejAsTOr/UjmM6dwZzO7sTtJrmjnzG9ddf32hHPq8zLzAt25hDlQsdf/rTnxrlUGU9CUGgvRFgrvZnn31Wv9wZCxf56PLgLFyp46wPR+WujsNRH1ImCAgCgoDXI5CrFLixbWz/bIDGdCXMGac2/4GW0B0smP93YMxAcG57Ts9z1EbPMr3JkXZ8RlC10SeqD97a8ZYmi1+Z9Qq252zHw2tMG12NenxfeWglLuh1AcL8w8DFQAlBwBYC3uTUwk3d//nPf/TL1rPw2tChQ3WKEUcbfM877zy88soregNiVlYWbrvttkbdUR39+eefw5W/+xo1lguCgCAgCAgC9hHIP2gqi062X6clSgwLaK4luLkW1xK3b68+Mosz9a2zyrIaDYFpRDivnJU0C5uyNuGKflfg3d3v6noVtRXm+nSTYTA9iYT3IuDjvUOXkQsCgkBbIVClrB9eVrkZqXZkrlySdPHx8eAfTO+//762u3U2ltzcXK1OJBEWHBysFZdnnnmm/mOKbWkRRVKMLyoxXQnDBpl1SeDyjzwGFcC24siRI1oZybIHH3ywwX34B6+nhJH/d9asWQgKCmo0rAbPHVuJoaMn6Dot/txDLgXy0oCsHY3G0BoXYmNjQbKUeUCZy9nd2Jq9VVuUDIgZ4G7TVq9v2NnWVdfB1uTL2QCoIjbCnr2tj48PrrnmGl2toKAAtEeTEAQEAUFAEBAEBAFBoFUQoAVzW+f/NR6ECmCSocbCoXG9A7xzExMtoHtG9tQ5e/tF99PEriX5y8ekaoPuN1R1HCg8gDtX3omhcUPNimHWUX9Z8U23599YtIFmPjgJQcAeAoZTyx/+8Aed75auLLRaHjNmDJhGgylp6NrSnnHvvffiueeeA52WhgwZotcVqOZlihxaODNlzieffKLHyry9zoJ20VQO852W0Pz7m3+XUvX7r3/9Cz///DPi4uKcdSPlgoAgIAgIAu4iwM18fmrNM6yLuy3dqx+ZqJLbKvFQWa577by4NueTx8tN7jD5FaZUBpaPw3kl54lv7XwLv/3ut7AkfS3r1dTV6NP9Bcr5R8JrERAFsNd+dDJwQaBtEEhXRNK5H3yAPSqHqWVwh+y3336rX6+++iq+/PJLraq1rGMc06aZZC/bGEGFK5WufN144402FY1GXXvvDYhQRQAfOHBAV7VHhNLyt1TlP+Efhrfccou2G2UDEtIkpj0h+J+0QQDbsn/mGBs895DBOBA2Dfjwc7vEd5Ofu+dUIDBSJRf+Cog3keutiRF3cvP7iC8G/6DnJgO+aMlF62NHwfy/VEsE+DZdReyo/6aWUflrfGaBXQORWpCK+NB4t7pbvXq1rh+q8nAz17C9mDZNfS+cDC5W0BpdQhAQBAQBQUAQEAQEgRZFgAqKXLUQNOSSFu3W5c6MvMNUIce1Lxnl8phdrJhdno28ijyt1mUTWkD/kPFDg/y/PvBBREAEUgpMeZhPO3GaJoEv//py/G7Y77RymG2Z85eLe8wBTBVxUkQS0gvTWSQhCNhFwNOdWgYOHAi+fv/739t9BncL+HcnNyFLCAKCgCDgCQhUVNeiUqUQiwzueC4nDfClBXRUcuurcqkAZvB+oafGhp7cilyQvA32DUZ5bbmeD3JeaBk8TwpPwrGyY/g45eMGdTh/ZC7g6jrltqNC5o+WyHnfsSiAve8zkxELAm2GQImy5J357rtm8pfqzK+++gobN27Uu2oNsonkFMlKJom3DioRzznnHDP5y9w5JI7Zx0cffaSJX/6xResld8Mg1aKjo5GUlIRhw4bpLqgeJZloGTt27NAqY1574okntDWu0Z5/8HmKpRN3Hx89elQroWlRbSuMcUcHn4akGde03nP7KSK1/7nAbkUAt0G88MILOPvss82qZ35mTz31FGi3yl3XzA9Ki2NaeNsK2t65av9sq31LXqM1+b59+7TFLX9OampMu+biz47XBLC796KtM4M77h0R4QMG1KufjTbu3kvqCwKCgCAgCAgCgkDLIFBWVYPMgnKl1KxrmQ49pZfio0CVmmu3lwV0RDeTYiTvgKcg0mLj2Ju3V/dVc6JGO9v0iOyBX4//Cp/T6pduqOYtri4237NbmMJDBdUcX6V+pejh+rpc3OM/2kozz9vhksPmdnIgCAgCgoAgIAgIAp6DAOeLT3+3B8MeXYrh6nXNm+uRW1LpOQNs6ZFQAdza+X85ZjMBnNHST+Cx/TFnLyOSoh47EeEfgeTwZMQExuga/j71Gw44d2S6ESOOl5nUxMa5vHsXAo7lVN71LDLaUwmBOrWIUp536jxxsPplrOxd2zoeXbECafkmq4g/33MP/qpsn4ygCvHSSy8FCd0PlEJ4zZo1etfsTTfdZFTR78yzSutlxj//+U/ccccd+phf2Mdll12m+zFUn+ZCFw4MInT48OG6tkEAU0W7a9cuMF+PEXfddZcmqCdOnKjvSWL64EFTvglPyv/79ddf6yETm65duxrDb/Bufu4uviq50eUYVmX6T7pVnnvQhcC2j4BspTDo1K/BOFr6hDmX+CJ5umzZMnzzzTf6lZGRgcLCQp2vmTmbuejFz8xQB48fPx6F1YU6J0V7EsC0Mbdnz0ys7rvvPuyfuB9phWluQUe1fM5JBX737t0dtuVmCKqEqXRvio22w86lUBAQBAQBQUAQEARcQqCksgaPLd6NzzYfRpVScMSEBuC+cwZg7lhlQdcRgvbPjPaygFZzQb1gyIXDDhZ0ign2C0ZWaZbO8UsylwSwpTWftR0004uE+IagrLZME7z9ovqZ1cEGPDtydqB7WHdkl2WjqrbK4xxzjHHKuyAgCAgCgoAgcCoiwPW8+xduxxdbMnHT9N5IjAnBU0v24KrX1+GLWyYjOECt/3W0YCqPnlNa/6mCowH/UKDItDbd+jds/zsYBHCYf1gDZa/lyKrqqrDqyCrzJZ5bRt2J+g2s3HjI71Gux0p4HwJCAHvfZyYjJgIkf5/ufepgcXdqm9tUVCrF4hsqxw9jsMr7+8if/tQIb/7if/nll7FkyRIwx+9LL70ESwK4srLSrLodO3ZsA/LX6IzKW1pIf/fddyDR5WpQBWpYShsELnP1kDSlgpY20AYB/P333+v+2fc//vEPfQuDROWJ0V4XtPMXZ/bPDZ67v7JKCY9HrBpzqz137zOUwiIYSPm21QlgA3rmmqKi3LDAphKYZPDixYv1RgOqaZl/iq/HHntMW4+PnDISBV0KkDxTYeJhwe8vqtz5M3D/qvvdVgAXF9crPJjbylkYBLC1Ct5ZOykXBAQBQUAQEAQEgeYjUFhWjXmv/4KMvDL8YVY/DOgajkVbj+Kez7Yhr6wK/zutA/wNQ+tlZQvXJqoNex9JdE+VA7jjKYD3FexD78jeYK61vtF99XtZjcpbdzJoyUdVhhEzEmdg3dF14CKdr/pXq/6V1pQaxeb3rdlbcUX/K3RbLgpSWSwhCAgCgoAgIAgIAp6BwBe/ZuLTTYfxzytGYM7IBD2oEYlRuPCl1Xjsm13425zWT8vWpkgwnQg38o26uvVvS9KS7jGnEAGcWZKpiV8/Xz9N2pK8tQ4SvlO7T1VORdVYf2y9dpKxrFNeU65POffkPLOgsgDRQYpMl/A6BNpeUuh1EMmABYFTE4FNikQtOEnILlAElj2L5IiICMydO1eDRNUtyVcjaPNMpS1j/vz5xuVG7126dNHWv40KHFywJHANBTCrGypgjoVRp9Tid999tz6mYnnSpEn62LL9yJEj9bX2/pKZmYnNmzfrYRjkp/WYLMc9fNKZ5uJWe25/Rf5yR96+7833ausDWnTfoxToK1eu1ErYjz/+GNdeey34fcPIy8vDsi+X4fBrh7Hu+3VtPTzz/WiRznzXfK1fvx4ffvghLr74Yp3/d968eTq3c++o3kgtTNU758wNnRxYbowICAhwUlulbQ402bSUl5sma04bSAVBQBAQBAQBQUAQaBEEuLhy16dbcaSwHJ/eNFErOGb074xn5g7HrTP64Eml5Fibmtsi92rXTnJU/l9a9vnWW8W1+Xh4/w6qAOZ8kY4xfKdylwtvRliSv9O7T8cLZ7yAN895E7SMNsq46Gcd23K2ISHctKBsq9y6vpwLAoKAICAICAKCQNsgUFRRjb8t2o3zh3U1k7+8c78u4bhXOch8sC4De44Vtc1g2uouJcpSmAQjcwC7E7Uqvdr2T4GfngYyN7neUhPAjedHrnfgXTWZ8oPzwoqaCk3e2ho9Sd07Rt2BByc8aJ5DWtYz5pW+p5nU50dKTx0FtSUOHeFYCOCO8CnKMwgCrYDAjuP1/v7jE0yLBfZuQwteI6jWNMLymJbGjmLMmDGOihuVWRKhlgpegwilApjxrsphvHXrVp3zl7l/jTDa+yhrbaONUbZixQq9Q+qRRx4xLjXr3dX+DPUvbX7tkdLGuDmgEefUk+rGMzTnue0+ZN+zgIxfgMp6Jarduq1cEB4ejuTkZPTo0QOJiYmN7taediRRUVEgWc0X1b5XXnklFi5cqL8H09LScNFFFyFlaQqKq4qRU57TaOz2LgQFBZmLqlRebmdB5T0jOFiR9xKCgCAgCAgCgoAg0GYIfKKUG9/vysKTlw7DgPiIBvf945n9MCopGo9+vRO1dY134Teo7OknVADH9WvfUcZQAXyQuz3bdxwteHcuxJH47RLaBaXVpegV2Qu783YjyK9+Lmh5u8enPK5PB8cOxg1Db2hgyxcd2FChcaz0GEL9QsFFPCGALVGUY0FAEBAEBAFBoH0ReG/tQRSr9CF/nj2o0UB+Mz4ZScoO+h/fpTQq8+oLBRmm4Rv5eV15mCrliPLhFcBn1wM/vwC8rhwLVyoi2JWIUOvahacOAZxemK5RoWrXVjDf75C4IegX3Q+JEYk4M+nMBhsOLdsYBPDRknrBl2W5HHs+AkIAe/5nJCMUBNoFgTwL9WBnlVPUUcTHx5uLqcY0Iv9k/mCed1I20o7CWbl1W4MI9ff3x6BB9ZOkoUNNtigkQqmA/POf/6yb3nzzzejTp4+5G6M9r9Ey1xPCyP87e/Zsu8Mxxu3vexoGjRhrrteqz9+pfqEAAEAASURBVN1nllpcq0bVnh+wf/9+nV/Z0pbYPIhWOuD3FNW011xzDfi9xg0HzC1NhTmD6vTIAZGYfctsnHWWIqs9LJgn+/LLL9dq9P97+P9QU1KjVcCuDpOktxGu2Doz/y/DFbtoo195FwQEAUFAEBAEBIHmIVBWVaNyte3FnBHdcPbg+rmx0auPz2l46PxBSsFRjP9uOGRc9s73HLUIGVs/r26Xh6ACuFZteivuOItRJGZptxfoa3JzIQG8N2+vtuazxnho7FCEB9TPEa8edHUDophksnWkF6UjPjRe5wm2LpNzQUAQEAQEAUFAEGh7BMqravHm6gO4fHR3xEc23vAV4OeDW5SLzLI9WUjPMa31tP0oW+GOhSfnwlGNhR1277bkXuDgGuDqL4B71SbA6fcDy/8G7Flst4m54BS0gOazF1YWmiGwPKg9UYtze5xrvnRZ/8tsqoBZwbCPPlB4wFxfDrwLAT/vGq6MVhA4iUBwDMC8uKdK8HnbMdpTVWnvsQ0idODAgbC0xTWUsIcOHdIkIW2Vqcx88MEHzV1RRWlYRFuqh80V2uGAZPWPP/6o72zP/pmFv242WZwM7NW9zZ77YLEPHlnih8+eugLF5dV6jCRdp0+fjoceeghTp07V11rqCycXzO/77bff6ty/69atQ21tbYPuO3furG3DzzvvPIyeMhqX/HAJ7ph+B7p169agnqecUP1L6+qy0jKU7yhH6hmpmNB1gkvDowKY+a2ZZ/vw4cMO23DThUEA21JIO2wshYKAICAICAKCgCDQZATe+jkdRWqedNfZ/e32MVzlcrtkVAKeWbpXvwf5myzV7DbwxILqCqBALdrF9W3f0TEHMIN5gCMduxWZKnr+19QC09+3tXW1CPAJQHxIPPbm79X2ztajnzdwHtIK0vD4use1SnhywmTM7jkbX+z/AszpVljVeMGP+YW7h3VHZvGpo4Cxxk3OBQFBQBAQBAQBT0Lg621HkFdWhRun9rI7rAuHd8Pj3+xWVtAH8ScbKmG7DT25gAQwN7IFRbk2ylS1Xrr5XeACpfztPcPUZpoihI9sARbfpa7NBPwbE+jmzkkAc9OgmmPBxwvn3+YHcX7ANdXs8mxd0bBxtm7FjYKcOzLVCF0Kx3QZozcS0jLaMpiGpEb9Y3AjoYR3IuDjncOWUZ/yCCjbXoTGnTovPm8bR4yFfWxWSYnDux87dsxcHhNTT1ZHR9dbj2Vnm/7zMVe0OnBWblm9rKwM+/Yp6zkV1gQuCWGqgvkf3tNPP63rPPDAA5pA0yfqC8nf6moTkWndnrbPM2aYJhNUmZL8Nl7p6elGF/r9rbfe0mpUKi35ojL17bffblDH1f5++OEHrVgOCQnBzJlq4mIj9HOnmhaGRoyZ2KBGc5+7QWcWJ8uXL9cYf7evCvfPiMYKdb5mzRq8+uqroAqYJPDjj5vs5yyaNenw008/xW9/+1tN4tIynOpt3ovkLz8D2io//PDDICHM7znae9Nm+UjdEX0/2t95algq3ENLQ/WCnTtjNVTuVGDX1JgmX7ba79mzx3yZ3xMSgoAgIAgIAoKAIND6CFTV1OHtNem4bEx3dI8OcXjDO2b21Qt9X/7qpSQcCVelEWh3BbC2DDytQ+UB3l+wH2H+Ycguy0ZyZDKYa42KYFvRK6oX5n87Xy/wXTngSqw+vBrbsrdp8tdWfR/4YF/+Pp0HWCygbSEk1wQBQUAQEAQEgbZH4NONhzG5dxySY0Pt3pwbBueMSMBXW48oZzk1B+sIUajEDZHdoRb7nD+NWt/FD48CieOBUdfU12fbs/4GlKg16S3v1V+3dUQLaKV6BXMPd/DIrchFTV0Ngv1sp4Ujqcu0II//8jjmLZ6HG7+/EU9vfBpTEqY0QoZ1DVeZw8WOBSmNGssFj0HAz2NGIgMRBAQBj0JgiFJYGrFOqWgb/zdglALr1683nzD/qRGDB9cTcps2bcLkyZONokbvhp1vowIbF7Zt26btdFlkTeBSDdy/f38w/3CdygnGfLG33357g14M9TAvWufaJaFJovedd97BtGnTNMFpNKaS2Aj2+eKLLyJB5Ue+/vrr9eXPPvsM1113nVavPv/88/qaq/0Z9s+zZs2CZc5X4358Nz23abI3YmxD9Whzn9vyPsYxSfY5c+aA+ZkXPnULIr++DhiaqBb8emPixImarKWy+k9/+pPG4dprrzWaNumdNsmWwQ0EZ555JqjyPffcc0HVr63YlbsLUYFR6Bra1VaxR1yjEt2IzlGdcbDooHHq0vvpp5+OVatWaXUvf5Ys825bdrBy5UrzqaOfN3MlORAEBAFBQBAQBASBZiPw7Y6jyC6uxHWTejjtiwt8Mwd0BhXDc8ck6k1uTht5UoW8NNNoYnq176io8qCaI+9A+46jBe9OArh3VG8cKDqg8//uyavf2Gd5m+Fxw/HEuicQExSD9857DxEBETg94XQs+HaBPqaSg4oP5nerVmlcGHXqX0p+CiZ1m4QfM5SKRkIQEAQEAUFAEBAE2hUBWjqvT8/D81eOcDqOC4Z31ZsNN6j643vFOq3v8RXoJuOq/fMBtc519Ffgmi8bE8Z0pBl8CfDLy8AYtTbr42P70Q23mCIlIInw3LVD24N372pWaZZuQJKXil5rFTDPS2vU915W/Vr+h3s+xLWDGq/pWrY9Vlov/nJvRFK7vRGw81PR3sOS+wsCgkB7IzC6a1dEKetZxjtbt5oJV+txUQVKa1sGVYpdVTsjSBxGRkbq0/fff9+43Og9KysL3333XaPr9i5YErjDhw9vVG3UqFEIDAzUr7///e/63bKSZXtrApmE7YIFC3R1HlPBa7wMAvinn37S5C8Vlsw1TLKXr+3bt6Nfv3544YUXNFnHTlzpj2rlRYsW6Xs6tH/euE7X4ZeWfm5zxxYH9957r/78Pv/8c0QOnqUmWr7AgZ/MNajK/dvf/qbz2959991m62FzhSYc0ML7vvvuAzGmKvy///0vSCzbI395i525OzEodpBHL6B+8sknZjQGDxnstnUKiXgjqDy3FdzwQFU0g9+rhpLdVl25JggIAoKAICAICAIthwDVv5P7xKJvl/qcrI56XzCpp84FvCE931E1zywj4eofAoR1ad74UtTc/92LgP9Tmxq/fxioKHK/P9pAa0Wy+009sQUtoPtE9QFzrPWMVN8jigAmiWsdiRGJ+DX7V9w37j5N+LJ8ZOeRuGrgVVoxbLQxFBtG+5S8FHQL7YaCygKUVnegPILGA8q7ICAICAKCgCDgRQh8tvkwwoP8cPbgeKejHpkYjYSoYNAyukOEVgArgYkrseltlXpEpVjpOc127bGK+OUGxfRVtst5lQpgRlG9OMN0oeN9NYjaIN8g+HId18VgGhHrsCSAOX+U8E4EfLxz2DJqQUAQaFUElIo28MIL8T+XXqpvs+P4cfz1pJ2y5X1JXN56663IycnRl3lsGVSyXnONyZ5jw4YNmiS1LOcxSavf/e53qKiosC6ye+6IwGUjqnfZH1/z5s1r1I/RvkuXLoiPdz7Rsu6A/TNIDBsEN8+pWKVFMcPaClpftPOFis6jR49qAnP27Nl2aqn8v6u+NZdZE9csaMnnLioq0qT0H//4R0RERKi8HOrVbSQObvgWtCE2LLR5X+YBJlm7dOlSnjY5mN92q9psQNJ+ypQpYJ5hV4IK4Payf+bn7Ox797nnntO5jPksPXv2xIxpM5BVltXA0s+wGe/Ro4fNRx43bpzGhIX//ve/sXbt2kb1nnnmGezevVtfv+OOO7QVeqNKckEQEAQEAUFAEDAQUPM9ZbPR8MVrEm4hsP94MbZkFOA345Ndbjepd6xexPNKG2gusJF4dcWyzxYitPFb/jjwn7lATZWy8xur7IReA95Qmw2LTYoFW81sXovu0WEsoJn3lzl9E8ISQOu+XpG9NAFcS7tCq1iabppz37/qfqw8tNJcesOwG5TRs4/ZBtq6bXF1MUIDTBaTYuNnhk0OBAFBQBDo2AjIfM9jP99vth/V5C8tnp2Fj89pmD2sK77dfkyto6q5lLdHYYbJAtrZc5Sq9ebdSjAzeoH9uWfSRBNBvOV9+70FqxSFfkrkRAVwB49jZSalro+PD6zngo4evbCqUFtD26uj1cScx0t4HQJ+XjdiGbAgIAi0PgL+aqe5Ipwe+te/sFARTWlpaXjkr3/FdpU7lxbHVPkeOHAAL730ElasWKHHQ0vgG2+8sdHYSJJS/cicrb///e9BsvM3v/kNmBOVRCKVs8zzSoLLsJImGeYoDAI3MTERljmHHbWxLCPJyLBFolrWs3e8ZcsWXUR1r3UYqktjjNblts4N9S/z3loqqK3rGn22xXPT/pkkbwOr4Z5TMG3uYzh48yc6B3OfPn30EGn7zdzFJB8vvvhi62G7fE41uWUOW1ca5pbn4nDqYYTFhum2xM+SlHfUx+rVq/X3oFHH2MjAc35vWpP4hjLcqM93fn/feeeduFRtlqBNc+/evXU+aD4LFeEffPABfv75Z92ENt2vvfYaYqNNdj0ZRRnoH6N2MboY/FmhrXN5eTnOOussMLc1v994/tFHH+m+2RVV6ByThCAgCAgCgoAg4BCBk/M9h3Wk0CkCCzdnIkKpN2YOtJ2qwlYHXMQ7X1n5fbzhEB65cDD8fb1oXzYJ4BhFADc1Nv4bWPkkMPNh4PQ/mBbzJt6mdjJeAHz6W+Dar5R9n/OFUH37mB7A3m+aOhKPaneo+JAmbo18bSSAd+ftNuddsxxsVV0Vrhl0DTiX/MPyP+DPE/6MmckztSX07N6z8fm+zxvZ/Rnty6vL9SHzALszDzXay7sgIAgIAoKAlyEg8z2P/MDSskuQml2Ke84Z4PL4ZvTvjNd+SsOuo0UYkhDpcjuPq0jXl4pCZV2X5Hxou9W88EQdMOwK+3W5hjzkEmDt/6nNhZWK6A1sXJd1mDrkFFAAU3DC3L2VtZV254ONATJdqai1Lc7SuYBVOpGS6hKEB7jmeGTvHnK97REQArjtMZc7CgJeg0B4eDiWLVum86+SmGOOW76sg6TUV199ZVOxSYJ2yZIlOpcrVaLvvfeefln2QWKNik+DALaXA5dtqBgmscawZYOsCxx8YX7fggKTbUVTCWCqY7mTiiS2dVBVTAKbdVwNI/+vI/vnutpabD9wXHfZFs9NnBkNVLg9pqgPoLEKgfWIh9GG500JWmo3Na7H9bop7ZFtEbW2+n3jjTe0atpWGUlbg7g1yu31m5eXh9dff12/jLrW7927d8ebb74J5njOq8jTxRnF7hHAzFdNS+z58+fr7y8SwNZB8nfx4sXgz66EICAICAKCgCAgCLQuAlRgfLElU5G53RDo5yJpeXJIF6o2r65Mw5rUXEzr13hO2bojb0bvtFweeGHTOjiunEqW3K82mqpNo1P+WN9Hp37AZW8qCx3lhEM18ISb6sscHVGJXK7mVZXFQKB3z31o/8ygUoOLbFxcM+aM1hCw/N1d76JraFdUn6jGw2sfxl9++QvuHXsvLu5zMRbuW6gt/6xVH2xHW0BaRBv2gNZ9y7kgIAgIAoKAICAItD4CP+zOUnNHH0zpG+fyzUYnRysnD1+sTMn2bgKY9s+MyO6md0dfqf5NngSExjqqZZqbrvg7kLZSqSLOsl2XNtCngAKYLi+0biZZ6yzoHFOn/hlhPXc0rvucZlITZ5dlCwFsgOJF71601diLUJWhCgIdCIEePXpoW16qfadNm4bY2FhtLUui85xzztFkLvO1OlLikrDcpdTDVCX27dtX5+SNi4vT6sX//Oc/IGlnSZg6UnCmpKSgrKxMI9wUAtdQ0bKDprRnO1oik+wkoW0dx5VdNq2xtW2ydaGN88zMTGzevFmXOCKAU9Z+i7Jqk9VGU8bt7nNT3Uvyd+PGjfWjTpqAz+dFYO0b94EqZCP4mZSUlGjlqXHtVHln7mpaL19yySVg/mL+XPj5+WkClmpgKoP5/b137169CYK4RAdGI9w/HAeLDroNE79Htm3bhj/84Q8abyqvme+X+baffPJJUJ1uKLPd7lwaCAKCgCAgCAgCgoBbCGw8mI8jhRW4eOTJvGJutB7UNULbQC9TC4BeE7RsLshougL4+4dMOdjO+lvjR+4xGRhznbKHVot3JY3n2I0bqCuRJ+ejBYdsFnvTxQNFB/T88HjpcW0DTYWuvegf3R9dQrrgaOlRcxUu2D2+/nHkV+TruaaxgEfS1wgu3qUWpuq2hj2gUSbvgoAgIAgIAoKAINB2CPyw6zhO7xOHkADXtXkBijCeqNKI/KQIYK8OMwFcv65o83nKlXjnwErXNh52VoKSmN7KLvpLm13pi6eIAjiz2DSHLK0utY+FKokIUGvb6l+/aLUR00mQKGZYzj2dNJFiD0LA9d8yHjRoGYogIAi0HAJUNdpTNhp3oXXtLbfcol/GNXffSfj+4x//0C9bbXfs2KEvUynpSAE8YMAATbDa6sOVa3PmzHHa3lC91irVra2gEpNEG+2v585V+cssgtcYliSto/4M++eEhASwX3sxwOcATvxVWQvemw74B9urZve6K89t2Zj5jM8880wwfy1tv4OD1T1VzrCRY8YD4WoyERhorv7EE09o22VuCGhOkDh3N25dditq6mrwypmvuNtUWzxb2zy720n//v3BF3MluxpUiCdHJDcggN159uTkZDz77LP65eo9pZ4gIAgIAoKAICAItDwCVG/EhQVidFK0251zPjBL2Ub/sPs4Hr3whHaQcbuTtm5QqIhW2vDF9HL/zmkrgH1Lgbnv2rbmY48z/gxs+xhYp+Z1Mx90fg/DOpCkdJdBzut7cI0DhQfQI7IH6BCTHJkMKoJJ3lLBYR3TE6fjlW22575/WfsXTOk+BV+lfqWbWbYnKZxelI4uoV1EAWwNqpwLAoKAICAICAJthEBheTU2HszD3+YMdfuOU5VrzF++3oWSyhqEBXoprcP8vz5q7OHxjp+f80a13ocByiHGWah5ta637b9qrqrmTjy3DhLAGWutr3a4c1pAuxIzk2Zi6cGlen0yJT/FYRNjPplWmIbJCWrTpoRXIeDjVaOVwQoCgkCHRIA5TL/80rRLa8KECe3+jIaa+dAh22qCa6+9Vo/x0UcfbaBcLiwsBK8xjDo8dtSfQQCff/75rGo/9i9TtifqP9kmkL/2O3Vc8tRTT4EK5SuuuELnmdW1kyeqCdM604RKXSCpT4XrY4895rLq2fFd3SvdmbsTg2K9b8EvKSKpAQHs3lNLbUFAEBAEBAFBQBDwBARIAM8c0FmlwrCxyOTCAGcO7ILMgnLsOaYsjL0h8g6YRtkUAnjl00DCGMcqDtr7jbwaYJ7gKpPjj0NYwrqofCUBJlWyw4qeX5hemI4eEScJ4PCTBLCNxUvWsUf+8ilzKnK0AtjeE/M+8SHxyCp1bXHQXj9yXRAQBAQBQUAQEASahsAvablQWUTcsn827kTVcI1qvDFdpcDw1qBzC8lYH1/HT8B10HhFkke66LTT+wzlIqPmN8d32e5XW0Ar95STKe9sV/Luq3Vqo2Z+Zb5LDzGy80jEBMZgX/4+BPsFO2xj2ERzw6KE9yHgpVtFvA9oGbEgcCojkJqail69etlUNlBle9NNNyEnJ0dDZEmcthdmVBl369YNH330kbarpiqZKo3bbrtNK12nTp2qj1988UUMGTJE2/xSwcn8yIcPH8btt98O1jHCUX/MfTx69GhcfPHFRvXG71wAO7gGmPVw47JWvDJ06FCdc/bKK6/U9sZUuU7q1gmB6ZnY+e6rePWDhfj+++9x9913N0sd3tRHOF52HDnlORgcO7ipXbRbOy7e/XL0l3a7v9xYEBAEBAFBQBAQBJqHQFp2CdKyS3H/uQOb3NH4XjE6lxttoAcqS2iPj7w0tVjnb7Jxdmewx7aruexq4PK3bSsyLPua8L8qD/CrwNYPgbHXW5Y0PvZR+9mZP45KEi8O/h1BC+ip3adiSfoSzO0/F8sylqnFYaW2toqyGvV3gZNgH76n+ep8wtZVi6qKEBkYiV+zf7UuknNBQBAQBAQBQUAQaAME1qbmIjEmWL1C3L5bz7hQ5T4TgA2KAJ7ev7Pb7T2iAS2gI5McD4Uq3vRVwGAHa6XWPSQpwYpfEJC6XDnD2FgnJAFcVw2UqfXnMC/FzvqZrc7zKvL0/DHYNxjlteVWpQ1PP9zzIY6UHtHzxU7BnVBeY7++MSc9VKzIewmvQ0AIYK/7yGTAgkAbIMAcuyrnb4O49VZA5RttSvz1r3/F+vXrQSJx/Pjx6Ny5s1aUMpfp66+/bs6BO2vWLMye7YK1R1MG4UYbWjYvXLgQ9957Lz788EMUF5tUGfPnz9cEMLt64YUXtGXzv/71L7z22mu698GDB+Mvf/mLtky2vJ2j/u655x7LqraPSf7WVgK9Z9oub8WrzDm7YcMGjQWJ7ZoaZb+i4yYwt/MXX3yBiy66qBVHYL/rXbm7dKG3KoA5MSuuKkZ4QLj9h5QSQUAQEAQEAUGgtRBo4fleaw3TU/tdpqybA1UuNioxmhqBfr4ql1scVu3Lwa1n9G1qN23XjgRwdA/nig3rEa1ThC4X3QY4cbxhO/bfT6UV2fK+cwKY9WkDTQtoLw5jThgVFIVqtTCZFJ6kLaBtPRI3QFrG+b3Ox6K0RZaXQOu/xLBEHCqxvUhHcph1uJjHvMASgoAgIAgIAh0YAZnvedyHuyY1B5N6NW3+SHHK2B4x2HDANZWnxz08B8SUItE9HQ+Nc84ilX6uxxTH9SxL/RX5SxI4TRHAk9QatnVQdcxgvx2UADYcXoIUFpVqHdlQ7poevP5rmH8YUvJSMDhuMLblbEN2eXZ9oYOjY6XHHJRKkaciIASwp34yMi5BoD0R4E4rThItg9eaEbt378bDDz9st4fJkydrxS0nM54QJKqNfL72xsPcuHy5Eq70Z7efVGV7wkWzTv3tVmnNgkGDBuHrr78GLa5TUlJQ9eHVSB42Bd0XvN6at3XaN+2fY4JiEB/qJG+I057avgIVwIyMogw94dIn8kUQEAQEAUFAEGhLBFphvteWw2/ve32vVLskf4MDfJs1lMl9YvH3b/agvKq22X01ayCuNOZinLv2z5VqI+X2T4Cpdym7ZqUediWGzQU+WaD8jPcDcX0ctyABTIWxFwfz8jL8TjMtz0QHRYOksHX4K/U1CWIjekb2xKOTHsXPmT83svtjvl97UXOiRtlH1uh7xAU3bQHaXt9yXRAQBAQBQcDDEJD5nkd9IMeLK5CSVYJbZjiZ3zgYNQngJ5bsQWVNrdqM2Lx5qIPbtF4RFcA9pzruP321co1Rm9SYhs6d6DUNYNqRWiVe8TXNq8zNua7KKDoCdBtpOu5gXw2CNsAnAEbeXluPWFZdBj+Vh5nkrztRUFngTnWp6yEIyHZPD/kgZBiCQEdG4P7779c5YmfMmIGePXsiLCxMWyvTZvnCCy/EBx98gJ9++gmxsbEdGYamPxvzXjCXRTuT45GRkRg7diwmT5uJ7uW7m/48LdSSCuCBsQNtWou30C1arRvmAGYYC36tdiPpWBAQBAQBQUAQEARaHIHiimpsOpiPGSr/b3NjsiKRq2rrtJVfc/tq9fb5B9wngPcsBmoqgGFXuj48KoDpkLL9Y+dtaCHo5Qpg5lM7Tf2jUoPqXHsWfJbkL4H54+g/IkDlQJ6cMBmBPoENsGKaFFtBxW9JdYkuMlQiturJNUFAEBAEBAFBQBBoeQTWHzBt8JrYq+nrnySAq2rqsCOzsOUH2No91qqNbMUqDy9TeDgK2j93HQEERTqq1bgscQJQXQpk7WhcFqIwV/MmTQA3Lu0QV46VmRS6TC/iiACmMriqrsr8zAmhJ8lx8xXbBySOJbwPASGAve8zkxELAl6HQP/+/fHAAw/gxx9/RFpamrZUrqioQGZmJr788ktcddVV8GEOL4nGCHBnXM5eoM/MxmXtdYUTquM7gYqi9hqBvu/OnJ0YFDOoXcfQ1JvT9pnqZSqAJQQBQUAQEAQEAUHAuxBg3rXauhPNsn82nrhv5zB0Cg/Ez8oO0KOjTilK89MVAezEss/6Iaj+pR1fVKJ1if1z/2BgkEoxsk0RwM5ciKgALssFqtRin5dGemE6EsIScKTkCLqFdXNpfkj177TuSuWiYlz8OFTWVTZ4estFPcsCLgjmlZsWnw2ViGW5HAsCgoAgIAgIAoJA6yHADYTM/9s5IqjJNxnQNRwBKg3JtsNeSABTfatSUCDSwbyQcz8qgHtOcR8jKnuVYwoOrW/cluvO4V2VBbVaZ+2gwbkdNxXamwdaP7YvTApy63mkdT3jnJsROZeU8C4EhHHxrs9LRisICAKnGgJU/9L2pNd0z3nyJEUAc8J2eEO7jYmqhtyKXHhj/l8DtOSIZFEAG2DIuyAgCAgCgoAg4EUI/Lw/F90ig5AcG9LsUTP9yeTesVij+vToYL60WqUUcMcCulSR2qnLgaGXuf9obEPF8dFfHbclAcwoOGR698KvdITpEdkDGcUZpvy/hal68c7Ro8xKmmV2wRnfdbzNqoG+DVXBrEQ1CIlm2kkbKhGbjeWiICAICAKCgCAgCLQ4ApszCjA6KbpZ/fr7+mBQ1wjvJICZ/5fhiADmnJMqYYpP3A3mAe6mlMOH1tluSQK4JMt2WQe4mlmSqed6pVRBOwimHYkOjNZzSdpFc401yNfxpgQSy5xHOuvbwW2lqJ0QEAK4nYCX2woCgoAg4BICqT8CCaOB4OZNEF26l6uVYvuo8cTYn1C52k8z6u3J26Nb94/p34xe2rcpCWBRALfvZyB3FwQEAUFAEBAEmoLAmtRcTOwdZybgmtKHZZtJqq8dRwpRpKylPTbyFBnLcIcA3vWlqc2gOaZ3d772OB0IVLZ/Kd85bmUoi73YBloTwBGKAFbOMEwTklqQqhfYHD349MTp5mKqhqkgDvMPM1/jgT2FxqGSQ+gS0gViAd0ALjkRBAQBQUAQEARaFYGK6lrsUvO9UcnNX98b1j1SEcAFrTreVuncUN86soDO3GS6dcKopg0hUW2Ms0sAx5vI5ab17PGtDheb1M3WaUOsB84UIkwLMiNpBkZ1MeEcH6KwcRDctMqwl2bEQVMpamcEhABu5w9Abi8ICAKCgF0EzLYnU+1WaZcC/qfffaxSAG9sl9vzpnvz9iLUP1QvdrXbIJp5YxLAB4sO2l2ca2b30lwQEAQEAUFAEBAEWgGBvNIq7D5ahMl9mp67zXpYY3pEa6fjLUoV4rGRl2ZypXGk2LAe/N5vgR6TgdA46xLn577Kvo8pUNiHo6CSw8dP2fllOKrlsWXVKhceF+uoAD5UfMikAFYEsKOwJnpZd1jcMAT7Ketsi7Bn/1dTV4PooGhRAFtgJYeCgCAgCAgCgkBrI7Bd5eytrj2BUc1UAHOcQxMikZZTimJP3jxoC1AqgCkoCXDgokMCOELlCA63IiSZ7mPpn4HnhgAvTwK2vM/dbo3vkjhOzQvVfYqUitg6OG8sPmZ9tcOcHy877tKzlNWUaVfFM5LOwMwkNd9WUVRV5LDtaSdMBPDhEhPJ7LCyFHoUAkIAe9THIYMRBAQBQcACgey9KqeZss6jAsLTgjvxjmy2Pdlqg7GSAO4f3V/vWGuD27XKLUgAF1cXI78yv1X6l04FAUFAEBAEBAFBoOURWKvUv4yJyra5paJnXCiiQ/zBvHAeGySASf76Bbg2xOpylb9tFdD3LNfq26rV7xyTBbStBTyjvo+vGpdaJPRSBTBJ39oTtYgKiNL52jqHdEZWmWNrwpLqEvzmm9/gyfVPmjcS+iocssuzDVScvgf5BYkC2ClKUkEQEAQEAUFAEGg5BDareV6wvy8GxIc3u9PhiVGa+9yR6Zi0a/aNWroDzukiExz3mqnWGq3Vv1VlwNvnA+vfAAao97g+wJe3AN8/1LivrsoCmnFsm+nd8itJZdpLd8CoU6n6XFlfZBoQ39N84aP+TUmYgr7RfTUaeZV5DlGh/TMjvTBdv8sX70FAbZWVEAQEAUFAEPBIBA6uNikaaF/iaUFb6nK1SJmfrqwAe7b56Pbm78W4eLWrr5WCE6e1R9Zi3dF1oHUKLVEmd5uMEH8HuxTdHEtSeJJuQRVwTFCMm62luiAgCAgCgoAgIAi0BwJrUnPQSxG2XSMbqi2bMxZaqo1WdoBcGPTYYD5ed+yf09U8tqZCqXjPbPoj9VVtlT0d9i0FRl9rvx/mAfZSAvhAkcKVYRJV6AU50wX7Xx+Z+Aio3Hhqw1MYEz8GeRV5WJS2SDcw8rPZb20qYe63I2VHnFWTckFAEBAEBAFBQBBoIQQ2Z+RjeGIk/FQO3+ZG705hCAnwxfbMghbdlNjccTltX6TmHhEOCOC6WiU22QJMvbthV0vuA7L3AL9VzjDdRprK1r4MfHe/KefvkEvr63NeGBSlNhFuBfqdXX+dRySAKwoBblT0b7m5fMObtM8Z54Ncywz0DURlbaXdQUSqFCt0g+kX3Q88NtYm2YD5gO05yNShTvfJzYsS3oVA83/jeNfzymgFAUFAEPAeBNJ/Nk1sAkI9b8zdlAKYYeTmMJ21ydcKtZjIXGkDYga0yv0OFR3C1d9ejf/94X/xbfq3WHFoBf644o84b+F5+OnwTy12T+Z4Y5AAlhAEBAFBQBAQBAQB70CAKt1xPVt+49bo5BhsUQuDNbWmxRWPQ4M5gN3Z9Lfve6XwUHOdTv2b/ighCmcu8h1Y6bgP3sdLCWDOA5nWpLCyUDvbVNQq0txBMGfbuT3PxfyB8zG1+1T8fd3f8dgvj+HSvpeCpC6tnS2DhLB1MOcbVcdUGnOhUEIQEAQEAUFAEBAEWh+B7YcLMby7IiZbIHx9TsPgbhEqD7AiM70pijIVCatsmO1FTgpQVaIUwEp0YkTGOmDzO8DZj9WTvyybcBMw6CJgiSKBK4uN2mpTnZr7dB1uIoDrr5qODFvpDmgDnVWapZ/ROiWINQTlNeUoURifnmBym4wLjtOkMetxnuksjpZ2TAW1s+f25nKPI4APHjyIO++8EwMGDEBoaChiYmIwduxYPP300ygrU3L/ZkRdXR127dqFt99+GzfffLPuNzAwUP1eUH8WqdeKFStc6j09PR0vvvgiLr30UvTt2xchISEICgpC9+7dMWfOHHz00UeoqalxqS+pJAgIAoKATQSYx+Lgz0CyypvmiREaC3BXHXfmtXHsL9ivF6v6xzRjQdHOmLdmb8W8b+YhvyIfb5z1BpZeuhTfXvotvrn4GwyJG4Lbf7zdrLCw04XLlzkp6xTcCZklagIsIQgIAoKAICAICAIej0BJZQ32ZhW3SO4264elAri0qlb3b13W7uecl2oCuJdrQ2H9fd8p++dZpkU411rZrtVzqiKA1QY8WznejBZaAeydaoSMogytvGAe4K6hXXU+YOOxbL1P6DpBO9Jw/eLm4TdrEpfqjfvH34/eUb01mWzZzrDra3BNYcnFP6o/cstNluaW5XIsCAgCgoAgIAgIAi2LQG5JJY4UVmCIyt3bUjGwawT2HLMgPluq49bsx5kC+PBGdXdF4HY7aePMsax8Aug8GBi1gGf1QaL3LEUKU9H78wv113lklwA+ST53QAL4WOkxjYEzEre0uhQ1J2p0Wr0tx7fo9VWqgGkLXU5ltJMwiGYn1aTYgxDwKAvor7/+GvPnz0dRUZEZIpK+Gzdu1K833ngDixcvRp8+fczl7hy89957WLBggTtNGtV98MEH8dhjj5lz7VhWyMzMBF9ffvklnn32WXz66adISlIEiYQgIAgIAu4ikLsfKFG7t3pMcbdl29WnCpi5Odo49uTt0QqJPlFN+7/A3nBpY3LrslvRM6InXpr5krZCMeomRiTinzP+iUfXPoo/rf4TogOjMTmh+eR8QliC04U+YwzyLggIAoKAICAICALti8DWQwWahxyZ1DLqDcunGdY9Ev6+p+k8wIO7tdzioOU9mnxcclxZ5ZW6bgFdcNCUJqSPIoCbGySAVz9nsv3rPNB2bySASzlG77Pz4/wzMTwRGcUmIpjvjmJa92nmYsPeLyowSis3aOX36/FfzeX2DkgKU3HMoAq4U0gne1XluiAgCAgCgoAgIAi0AAI7j5i4jqEtSAAPiI/AB+syUFFdiyCVW9jjo6YSKMtRFtDd7A/1iFpjpHtM4Mk8yYc3Aak/Ape9pVLk2dAxRiUCY34LbFC5gaf8sd7WmQTwmhfU/FBtdKOAxYiwLqajDpgHmHM6Or8wt6+9YP5fprkL8g3CXT/dheKqYvSO7K0J4SC/IJAcdha5FbJ50BlGnlZu/zuijUe6ZcsWXHHFFZr8DQsL0yTrmjVrsGzZMtxwww16NCkpKZg9ezaKi5u2u+WExa5hf39/jBo1CkOHDnXrSY8eParJX6qTSVa/9dZbWL16tSaoSTBTrczYsGEDZs2ahZISZVsgIQgIAoKAuwgwb5rafYWk8e62bLv6tGQ5qhaZatvW8WBv3l70iOgBTk5aKqiCoLo3PCC8Eflr3MPPxw/MuUablLt/uhstseute3h3UQAbAMu7ICAICAKCgCDg4QjQojk8yA/Mu9bSwYW7QUrJ8WtGQUt33fz+8tJMfUT3dK2vg2tUPaXKSJ7kWn1HtRInALSjowrYXnDxj1HgfSpggwCmApjzwrSCk1ibnqjR17HxpvUGFryz8x3tJpNWmAaqPkgAZ5dnN2pj60J2mameoRaxVUeuCQKCgCAgCAgCgkDLILDjSCHCA/2QFBPSMh2qXgZ0DUdt3QnsP+4l3INBujoigLN2AvHD6jFa+xIQq8QftHq2F+NuBMrzgW0f19foOsJ0fGxr/TUeBUUCyo1PC24alnj9WU55jhbL0OHFXtA1hjmCub5J55nBsYORWpgKpsIrq3bNebek2ku+3+yBcApe9xgC+I477kB5eTn8/PywdOlSPPDAA5g4cSLOOOMMvPbaa3jqqaf0x0MS+JlnnmnSRzVo0CC88MILWLt2rSaaN23ahEsuucStvmJjY/Hkk0+CRLChKJ48eTJGjx6tCWH2PXfuXN3nvn37tBLYrRtIZUFAEBAEiADtn7ljzdj15omoJIxSSgs1QcjZ26aj25u/Fy1t//zilhfBBbgXz3ixgfLX+sF8fXzx+OmP6wnT39b9zbrY7XMu9HHBT0IQEAQEAUFAEBAEPB+BzYqcHZEYpQQIitxshaAtIBcIPS7MBHAP14bGeWwXZdUXHO1afUe1AtRCafdxTghgpQBmeFke4KraKk3cJkUk4UjJEdAZJr0oXT+KrS+xQbF6EyTLmEJk+aHluG7IdXoRb1nGMk0AM4cwLfycRXltOagCOV523FlVKRcEBAFBQBAQBASBZiKwM7MIg1TO3pacQ/bvEq5H5TU20LR/ZtgjgFXqTpAA5hySUZYH7FkEjL5OqX8dzG1i1AZFus5s/dDUjl9jeqmEtmrD5lErApi20cwDbJDR9S28/ojKXIofORe0FwE+AaiurQZJ3LOSz8LO3J0Y22UsmKLOSBtCFbGjqKSSW8KrEPAIAnj9+vVYtWqVBu7666/XxK81iswLPHCgyfLp+eefR3V1tXUVp+fjxo3DbbfdhgkTJuicvU4b2KhA8veee+5BeLjpl6x1FV9fX7z88ssICFC7lFXQBlpCEBAEBAG3EKBbARXAPU53q1mbVyZBzYlBG+YBrjtRByqA+0e3XP5f5v19f9f7uG3kbTp3mjMcdZ61cfdjxaEVWHtkrbPqDsu50EelRkWN/Qmaww6kUBAQBAQBQUAQEATaBAEuqFABPDKpBUhNOyOmLSBVHGVV9nfu22naupdp6UzLPJKxrsRBNT9KmuhKTdfqJCkV8KF19vMAh3dV/ag5aZF3bao7XHJYL7YxtUhxdbFOMeJIVTG6y2gw9y9jUeoi7YZzad9LwbzA3x/8Hv1i+ukyWkK7EpEBkaBaREIQEAQEAUFAEBAEWhcBbvBryfy/HG3oSUXx3mNFrTv4lurdGQHM+WaVUpd2GWK643bFqag1QAy7wvkIhlwKZKj5p3EP2kVTSWxNALMnzhs7YA5guhTWqX9lNfaVvLnluboOXRVXZ64GnWXuHHsnSmtKnWN8sgbzB0t4FwIeQQB/8cUXZtSuu+4687HlgY/6wb3mmmv0pYKCAixfvtyy2KOOqRIeNsxkV5CamupRY5PBCAIuIaAs0jF9esMXr0m0DQJUWXA3mqcTwFQnx/ZWE6ptbYOLuktmcaaezAyIGdAi9+Ri7lPrnwL7mz9wvst9npl8JoZ3Go7nNj0HktJNje5h3XVTqj4kBAFBQBAQBASBNkVA5ntuwZ2eW4b8smqMaoX8v8ZAuDConPyw+6iHLeTlqwW5qGRjmI7fuaCWp/4Gbgn7Z+NOJIBLlWVx/gHjSsN3X/V3CtUchZkNr3v4Ge32GFTiMgxyV5/Y+DImfoy+yvnrorRFmJk0EyH+ITgj6QxsOb5F9xMTFANXCWC2ddUy2sZw5JIgIAgIAoKANyAg8712/5QKy6txUM0jhyREtPhYBsSHw3sUwGqeFqgwsOd0SPUvw1AAb/8Y6HuW2oTYyXTd0dcB55lShuz6sr4WRSs2CWC1qbEDKoCZA5jhaI2yss6k3p2ROAO/Zv+K3wz8DQbFDALnjwy6yBhKYH3B6ouhDi4hUS/hNQh4BAHMHLoM5tWllbK9mDZtmrno559/Nh974kFlpekHiopgCUHA6xCggt2aAD6pave6Z/HGAdM27zT165mLXZ4e3FF3bHubjXJP/h59r5aygF6SvgTbcrbhrjF3gfbOrgYX6O4ccyd25+3G0oNLXW3WqB4toBlUgEgIAoKAICAICAJtioDM99yCm+pfBi2gWyv6KSu/AF8fbD9c2Fq3aFq/VGREu0gA6/y/6jYtSQB3NxGfOLTe/vgjEpTqQy0selEw/QjzsBlKDUeWfXysMV1MONCuj1bRF/S6QD8tFcBc7NuctRl9o/pqS2hnMHABj/nfhAB2hpSUCwKCgCDg5QjIfK/dP8BdR0wb+4Z0i2zxsXgXAayED/bsn4lM1g4gJNa0qY9K3sMbVO7fOa5hxty+tIHesbC+fpdBalOi2jxYZaWI1QpgE1laX9n7j6judRTGhkPWSStMQ1RAFKZ1n6Y3IE7qOkk3jQ9VGyodhEEAZxRlOKglRZ6GgEcQwLt379a49OnTR+cAtgfSgAH1ii+jjb267Xn9+PHjMMZn2Fa353jk3oKAIOBlCKQrAjh+KMAJjKcHx0kCmLk62iBo/8z8Z3HBcc2+W01dDV7Y/AKmJ07HuK4qt5ybMbLzSG2599aOt3SeDTeb6+qdQzprtYbkAW4KetJGEBAEBAFBQBBoOwQ2KwK4V6dQRIWojZKtFAF+PuivlBzbVZ44jwrm1nVVAUwCOEY5xFCR21LBXMKd1FpAxi/2e4xUBHChd22oyyjOAN1gjpYe1bnXHC3cMQVJ7yiFqwpuPqRSY3zX8fo8MTxR5w9ed2wdekb21HnddIGTL1R45JSJBbQTmKRYEBAEBAFBQBBoFgI7lf1zkL+PmkeGNasfW437qs2D2cWVKFQuNR4fJHWdEcBU/zLdxe5FKu+vH9DvbNcfi2TxYbVZ0LB37sRUoieAnJSGfegcwMqxpgMFNwIWVjreQBrqH2p+4pWHV6JbeDfzpsEJ3UwCJKapcyUOFCliXcJrEGh3AriiogI5OaY/Orp3Nymh7KEXHR2tVcIsP3TokL1q7X796aefRk1NjR7H3Llz3R7P4cOH4eh19KiyhpUQBASBjomAOf/vFO94vq5KAVxVDBSkt8l4df7fmP4tcq8fDv6glbc3Db+pyf0tGLwAu3J3YWPWxib14aOU3pxgiQK4SfBJI0FAEBAEBAFBoM0Q2JJRoOyfFRHZykEbaC4UekzUKGcrLti5owBuSfWvAUSi2qznUAGs1hK8UAGcGJGIzJJMPR88WKSU1nZidOfR4LyRseLQCq3YsHSvGRc/DuuOrkOPyB44XnbcTi/1l0n+VtVWiQK4HhI5EgQEAUFAEBAEWgUBKoAHxEco1zlFbLZw9D5JKu/PLmnhnluhO84nFeloN2gBbeT/3f0V0HMaEOyG8w4VwMrhBKnLTbfodHLtMNvkJGi+LxXAJEurSs2XvP2goLJA5/Y1FLq2nociGMbgWEWyq9iTt0crgXk8qvMovum5oT6w84U5hhl0sZHwHgTanQAuLlbEwckIC3O+E4Y20YySEs/8xbZu3Tr885//1GMkoX3TTe4TC4mJiXD0GjfOfaWaHpB8EQQEAc9HoFD9J1qk1AutsXDWGk9PC2hGG+UB3pu/Fy1h/8zcaW/ueFMreAfFKluYJsakbpPQJ6oPPtj9QRN7ABLCFQFc7F2KlSY/rDQUBBQCBw8exJ133gk6u3BeFxMTg7Fjx4Ib6MrKypqFUZ1yI9i1axfefvtt3HzzzbrfwMBAbWtE6/YVK1a41H96ejpefPFFXHrppejbty9CQkIQFBQEzu3mzJmDjz76yLzZz6UOpZIgIAh4NQJlVTU6v9rIVsz/awA0VBHA+46XoKK61rjUvu9aVavUE1FJzsdRXgAcV4t3rs5js5UiY+cXpnkkN0E6ikSlTDi+C6iwo46OVAQwcwA768fRPdq4jItnVO+SAO4W1g37C/bbHYGR/ze9MB0HCg9oBxvLynSzYXu65FTXVSPEL8Sy2OZxaXUp8ivydX2bFeSiICAICAKCgCAgCDQbgb1ZxYoADm92P7Y6oDsNBbOpau7o8eFIAVypxk+7ZhLAFYqcpaPMgNnuPVKoso+mSCX1R1O7oAilOFbzw+Mm51lzZ2FdTIeGUthc4L0HOeUmcSVTi9iLkmrT9wjXMJnrl+6K/9n9H12d6en8TvNDXkWeveYNrh8tOdrgXE48G4F2J4CpADYigHkJnAQX8Rjl5eVOarZ9cVZWFi677DK9IMhFxnfeeUcvGLb9SOSOgoDrCHCRnN+vfHHBW6KdEchYZxpA4vh2HoiLtw/rDITFt0keYNqZ0CKvf3R/Fwdnvxot8pi/97oh19mv5EIJf24u63cZaJ/CBbSmBK3/uPAnIQicCgh8/fXXGDZsGJ599lns3btXE775+fnYuHEj7rnnHowcORL799tfAHeG0XvvvYfBgwfjuuuuw7/+9S/db1VVlbNmDcoffPBB9OrVC7fffjsWLlyox8N5Z2VlJTIzM/Hll19i3rx5mDRpEjIyMhq0lRNBQBDomAhQuVFbdwLDu7uhQmgiFEMSIvS9dh21Q3Q2sd8mN8tPNzV1xQL6yBZT3YQxjm9XruZMn6g52P+NVe/XAq8q55u3zwfyD9pvl0BlgiKJj261XYcW0DVqjYB9e0FQhcH5X1J4Eo6UHEG30G5wlE/NUGZwzsnFPeb9tYzhnYbr0/Jq0zpJp5BOlsU2j4sqixSiJ+DIetpmQ7koCAgCgoAgIAgIAi4hwPkjN/b1U1bNrRFB/r7oHh2MVE9XANfWKDWfsl22ZwGtVbpqnse8vemr1ZRPbYTsfYb7kLFN2vL6NHWdBwC2FMDsuSTL/f49tIVBAAf4OufWuLY6ovMIXNj7Qnxz4BtU1lZqTiAqKApUEpMcdhZZZR0HO2fP2hHK250ApprCCFcW6Lj4xggODjaaecQ7lcyzZ8/W1s0c0BNPPIEzzmjCLyrVlvbWjl7r16/3iGeWQQgCnoDAK6+8YiawScYlJye7NKzFixc3aMe2XNhv9zikCODYPsgsMP0HzHFt2XJyMc1icB713Nxhd2ybxeha5zAl35S3Y0CMmsA1M/67579QXgvI3ZSLhx56COeeey7i4uLM3xMLFixw+Q7n9jxXr0dy4mQZ9957r7k/fo72lIckgKkApirZlWhN9aQr95c6gkBTEeDvsiuuuAJFRUWg68tjjz2GNWvWYNmyZbjhhht0tykpKXo+ZekQ4879LH+O/P39MWrUKAwdqnKVuxFMtcF+qE6eP38+3nrrLaxevVqTySSYqVZmbNiwAbNmzfJYVxo3HlmqCgKCgBMEdioC2N/3tFZbvLO8PXMA8147Mj3EBrpAkbK0HqbC1lkc2QwEKrWFmsvajZJs4M1zTItzF7wA3J0GXPmhUu9mqOtnq7Qidizl4voB/krVevRX211T4cHwkjzAx0qPgSSwsREwOigaVXW2Nyz5+/ijb3Rf/XjLDy3X5G8IsbAI9hMdGI1DJYcQ5BuEyIBIi1Lbh4aNn7FoaLuWXBUEBAFBQBAQBASBpiJwMLcUVTV14PyutaKPsoHe7+kKYJKtKk8tIuzkmM3ea4InTgk+0lao1CM9gJie7kNGArhUzTWzdpjadlLrh9YKYOYAZhQfNb13gK/GZj5n5G2wbzA2Hd+E8V3H47xe56FYpfTbdGyTRiA+JB50h6ErjbNwJd2Isz6kvO0Q8Gu7W9m+U3h4/S9AV2ydS0tLdUeu2EXbvmPLX6WK+aKLLsKmTaYfmLvuukurWJp6J2e5kJvar7QTBFxGgAr7N99sWP23v+XOi4bXPODs118bLgJx8wR/lzj6HVFbW9voZ7RTp05ISLAzEWnL5zz0C6DUv4sWLdJ35e8DKuKsw6OemzbQW963HmKLnzM/RYBPAJIjXCP57Q2AExUunm1dsBXfqn/NjZigGEzpPgVf7v8Svxn4G90dPx8qHF0JWq2U1ZTpnXZc/HMUVE+SkCKBZgQtc6me5OuNN94ANzf06eNg4dVoKO+CQBsjcMcdd2gHFz8/PyxduhQTJ040j4Cb5mi1TBUwSeBnnnkGjzzyiLnc1YNBgwbhhRde0CTtiBEjtG0z+9m+fburXSA2NhZPPvmkTuNhOU9lB6NHj9bq36uuugoff/wx9u3bp3/WuZFEQhDwOgS8aL7X3tgyJy+VGwF+ight5Qj089X32n7YUwhgRcySXPX1d/7kVAB3VUpUHzs41VYrxe8CoCwXuP57IM5EamLAeSonhlL4vnEm8MFlpjLa9lmGj1IjsG9DZWxZxmMqgBnMA8zNiR4eRu60yKBIlCvlMue49qJfdD9Q0VFQUYAtx7fgwQkPNqhKJfH2nO1gvR05O/Rc2cgX3KCinZPsMrVQKiEICAKCgCDQMRGQ+V67fq4pyv6Z0ZoEMPMAf79bEayeHAbZGqHy79qKHEUARyYBAWqDW6pS8PaabquW82vdx6k5q5pTZaw1zQc7DwTWvmTK9xsQamofqLgobqTrYBbQnPvVUjntIDqHdMbB4oMYHz8efaP6onNwZ6w5sgaTEiahR2QP7MjdgR4RPZzm+KWKWMJ7ELDzl1nbPQAVwFxoYxw+fNjhjWkRaBDAzJHrCVFTU4O5c+di+XL1y0nF//zP/+gcdp4wNhmDINBkBFQORWSrhQDLF695YBhEKPMzMqjaYv5HR/Hvf/9b17G0nR8+XC0otXdUqolh1k5NAJPoY5x/vrLDsxEe9dzxQ01WLiXHbYy05S7tzdur1Q9+Pn7N6nThvoV6Ec2yk6SkJJx11lmWl9w6vqjPRdpSmipl5iC98cYbdTqAzp2VRbaTSAgzLVg6ywPcFupJJ0OVYkGgyQjQvWTVqlW6/fXXX9+A/DU6ZV7ggQPVH2gqnn/+eVRXK6LAzRg3bhxuu+02TJgwQZO/bjbX1Un+koi2Jn+Nvnx9ffHyyy/D+D/k008/NYrkXRDwLgS8aL7X3sBSATy4mxUh2YqDGtItEp5jAa0UwNEubr7L3AJ0a7xx0QzV6ueU3ZXa7Dj33Xry1yikGmP+Z0oBrAjnFX83rjZ87zrCPgEcquZcSinrLQpgEsBUadTQElGFowW7wbGDdR0u0NUp9QwX+HhcW1eLt3e8jfMWnoe7V94NpjjZlLVJL9xxc6EroRIBIbtcCGBXsJI6goAgIAh4JQIy32vXj23vsRLEhgYgLiyw1cbRp3MYDuWHta7tAABAAElEQVSVoaLaMfnXagNwpWNu0GPYUwDn7DPNDenkkquOe80w1Xf3q3+QmouqTYUkgBmdTOsLyDE5CupryqEPnHcapLS+6N1fOJfjnK6q1rabjPF0XUK66Fy/g2IHacfCid0m4ucjP+tiI91esF+w7stoY+u9tMYk0LRVJtc8D4F2J4AJCdUaDOZ8I6FqL/bs2WMuMhYIzRfa4YCL/FdffTUMooa2hq+++mo7jERuKQicmgjwZ9BQdZG8M0jgnTsViWonqA5++OGHdemFF15orkWlWLvH4Y3aEqUsbri2ROV4LrjggkbD8rjnNlQWrWwDTXK1f0z/Rni4c4GLZp/t+wy0baZij7+/jx07BtoqN+f399SEqYgKjMJX+7/S6kNaww4YMAAkupwFFcCMwyWON0FZqycfeOABTaJROfnaa6/hqaee0v0Y6kl9Il8EAQ9B4IsvvjCPhPl5bYWPUoxdc801uqigoMC8uc5W3fa+xs2LzGXMSE1Nbe/hyP0FAUGgFRGgbR/VG4MVKdtWQZUI88XV1HrABkxaQEclOX90bgQsUnMZnavXRvX8dGDVM8DEW4DkSTYqqEudlM3ztHuBda+o9CInrfssa5JczktTeX4LLK+ajqk6pqrESyygme+XFntZ5SbFTkVNReNnOnllcJyJAF6SvkSTxg+veRi/+/53mPPlHDyz6RlNChuWf8zjRvLXVVvnEL+Q/2fvOuCjqrL3kfReSAeSQOhFepUizYYFEbELi651dde2/HXXturaxbJ2ERsC9gIKivQiRTrSQ2gJ6b2SwP989+VO3kzetJSZCdzDL5lX7rvvvjMhOXO+833H4bFWF6hOKA8oDygPKA8oDygPGHoAMWRz9f+VN0xhAJhbDVMay017rBWlE3kzOBsQYbxESEBHc74P7F+GH6n9SONxjhxNHMIAMBccMkFIzIlrsuowJTFFCMeMxVoM5siUnj4mpyxHxIOIA40M4DDMhxV90FbEH+8F26D4QXSg4AAVVRVRr2gm97ChJclp/mfLrN3H1jXqnPs84BEA8PDhw4UHwO6VMspGLlmxYoXp8HnnnWfadtfG7bffTvPmzRO3B0jz2WefsdqVR7jUXS5R91UecKkHAHRB/hYGmeQePbTkiC0G8IsvvigAv8jISNFnUi7YIwDgoxuI/MNpyZY0grQ8AG2Ae5bmcc8dnswyLSGcqNthuVSn9m31gUePtIMFB4W0nVOTWgzeeGIjoefalR2vpCeffFIwrGNjYy1GOb+LIOqCpAvoxz9+pEcffVRMgD7NkiFoa8YQ9l2YXxhBvs+auYo9ae3+6rjyQGM9gB66MPTVhYyyNRs1apTp1Jo1WiWq6YCHbVRWah+uwAhWpjygPHDmemB/VjGdrDntUgZw1/gQ0S/OIxJ5+QCAk+y/wVKa2RoD+NfHOOkXSTTyn7bnGnKXdr8Vz9cfl1BbsJmxrf45HIFUtWSYGI/wmKNgALcLaUfHi49TiE8I2eqlBgYwAN0Vx1aImPGnK3+imefPpLSiNPE83SO707ikcaZn+z3jd8qryCM/L9tsIyQDIS2tGMAm16kN5QHlAeUB5QHlgSb1wF4GgJtT/hmLRQ9g2MEsTwaAOd8Vyr1lwb61tGr+XJ2fpjGAU5drajKBHDM21BKHauxeFDH6sW8QH+oZwJj3DGMAZ5ZlCtDWHnCbXppOPaN6mjwrt3fl7KLEEK3gs7TK/s8RVGiUtRwPeARaOXHiRJPHZs+ebdrWb4Dx9sknn4hD4eHhNHr0aP1pl2/ff//9otcibjx27Fj68ssvCT3tlCkPnIkeqOKeuW8xwxD/79ArF6BWXFwcXXLJJaLwAf8/7Vlubq6Q1OzSpQu3Eg4ggG7jx4+nb7/9Vlz60UcfCfmJczgYSEtLszedOC9lkLEDALdXL61ayRoDOD09XfSVxHiAdPr7GPXZxTiXmuz/+9NP4rbjxo0zlDD1uOdG4QtkoDO2N8pdYNTh7wHYrOjlrDckyVCF1jG8o/6w09s/HvxRJNt6R/d26FpUtS1MXUjPb3ieXt/8OgFAhsy4kY1OHE1b3tkielBPnTqV9ECW0Xj9MchA25KAPtPYk/pnV9tnhwd2794tHhT9qW3FS2DOS5PXyH1Pes3KyiK5Pk9QpfEk36i1KA+caR6A/DNyVd3iXScB3TVOu9eeE9wexJ2GBBAzChySgD6+WQN4jcBisDr+/J5o9MNaIs7WM3lz37bh9xHt5nYo2Tq5PlzTmuNAX07kSbDZch70AS60XlBnOdyd+0eKj4iYNL0kXTCB9xew3KGBAcTtEN6BHlvzmGB2PND/AWoX2o4+3/25afQlHS6hl0a9RNN6TBPHTp46KV7jA+NNY4w2kCTEZy+wRpQpDygPKA8oDygPKA80rQcqq2voUE5pszOAI1hiOpK/DrB6jMcaGMDW5J/zDjFblwHFqM5Eh7kIvP2Ixj1Gu0Ha9UfWa69RHD/mHjCfMzjujOoBnFXOSjw2DDGf9znelFaYRr2itNw5hqPfb7BPMO3M2UmR/hroXlBpoLSjmxsFhJjPESxAd5nadKMHPAIARr+2ESO0/9zozblu3bp6Lnn55ZdNiTbIYPr4+JiNWb58uQk8mjZtmtm5pt554oknaObMmWLaYcOG0ffff09+frara5t6DWo+5QFXeSCNZTh7M5Pxbi56wP+znJwc0ZcxMzOTfv75ZyGDDqArLy/P6pIg0wx2Lti3YK+C3Yrk+ZIlS2jSpEkENn1DzBIIlXKc1gBgSP5CaSAlJYXuvvtuktcDkAYw7VZD9RRLQJ9uO5AWLFgglmIk/4wTct3YBvDtEc8NGehGMoAhz43fp/h5QE9eAPozZswgqD/sydbkWiBV0lArry6nXw//Spd2uFT8vbA3z5+5f9LVP15N/7fq/2j18dX03YHvaPri6UJyz4ilcWTVESreVkxBYUH00ksv2Zve7Hzb4LY2JaDPRPakmQPUzhntAfzOx98OWNu2XH1rwyIiIgRLGEMsC0FsXObyU/h7JtuWTJkypUH3P3bsGNn6ysjIaNC86iLlAeWBpvXAnwwAt28dREF+3k07sY3ZkMSLDvGjve4GgNGPF2YE6mpn6r4DlIX8sxGzY83rzLRgMPLca+rG29rqfa3GzFjzqvmoVqy4EMcxp1UGMAPAkKH2cEMxIQr/BAOYFWBsFQKi/cme3D206vgqTredQ+cnni9UYzZmbhT78UHxNPOPmaL377197yUf9EGutQiWWWzF/2wZGByKAWzLQ+qc8oDygPKA8oDyQMM8AEZuDWszd4nj4rVmtg5RQQw2ezIAzJ9tEQsaWc5e7ahvkMbcbTfEaJTjx8AejkiuixdRQGgJAIMBXHLmSEDnl+fb9Q/UBwHcStYv1GX+s+4/5N3KW+Q8vTjORv/fvPI80XLE3oRgHStrGR5w3adYO/547bXXCLLO5eXlhF6e6G0ItiH2IbMMRhisc+fO9MADD9iZzfppsAz1pgdSFi1aZMYIBEtFylPLa9544w0hG4r9Nm3aiJ6Lhw5xpYoNA7BkCVjbGK5OKQ94jAdKqqpoLDPvU/O1PyRgZ06fPp0SEhIIP/f/+9//BDgHcApg5cqVK8lSChN9HC+66CICYAxD3+zrr79eMInR9xv/9/H/e9s2K1JuNrwh//8CMABgKIFQgAYAE4OD64KsnTt3kvz//9xzz4n/k/L6nj171lu3jds2z6ksZsdVFtEfhRGEpD+q8SdMmGB4L7luj3puMIDXv8vPwAEnJFYaYK+//jotXLhQ/EwBMMJ7hi/0tg0IDqCgHkH0/anv6eKLLxYMdGdvseLoCtETDQCwPYNs3rRF00Q13DeXfyN6ZCBZh+TbE2ufoJt/vpk+uugjigvioJENP+cP3Kf9bep2UzeKioqydwuz8+gDvCttl9kx/Y5kGp4p7En9s6ntM98DxcV1DDb972VrTw6ZaBTr4Pe4J9r69evp1Vc1UAKA9p133tmgZbZr165B16mLlAeUB1zrgV3phdSjTZhrb8p368p9gN3OAIb8MywiSXu19h3qKOnMAO4/rf4IMD62z2fZLJaA9varf97oCMYN/RvRkseZNfwIUZiueCiuJ1HqCqOrtHFFnGCEOpEHt2YC4FpRUyGk9r4q+YqGxg+l4pN1fyv1Dwf55w93fkjo1dshrAOF+obSA8u0mBNJvJjAGEIC7o5f76AFVy6g/rH9CRLQsPKT5SLRp5/Pchv9ghUAbOkVta88oDygPKA8oDzQeA+g/y+sU2xI4yezM0MSFysezPbMz89i6WjRIZm5ls8CeWZuh0c5tSxda+Msr7O1H9+HAeCt2ggAwJs/NY8PAUZzDrYxOUxbt3fluaqaKiqtti/bHO4XLuJPv1Z+9ODyB2nl8ZVUXVNNvqy+szlrM23O3CzizNzyXEKB4bES20WVaEUSH2wF1HelA9S97HrAYwBgyK/Onz+fbrzxRioqKhIAsOXqAf4CHAgJafgvzr/85S+W05r2n3/+edM2NiDhaQkAf/3116Yxx48fr3fedFK3AaAsOTlZd0RtKg+0DA88yYxfCf7++5//pKd0/0fQw/Gqq64SgO6cOXNo7dq1Asi1TISjzyqkl2FImIPBLw1zTJ48WcwD5qezJoHQ3r17i0slAAygDn2AoS4g7cEHH6QalrIeOnSouCcAu8OHtaSWZ/T/Xc+JKm/6cUOqWDJ8Ex9v/IfUI58bADCnmCjrT+tBnXwzrLzec889hC/0df7tt9/oJ5bCxteRI0eovKScyteX0/T10wU4jvcMEuT4Gjx4sEMAPti/3Vt3p8TQRCsrqDv8e/rvdHHkxfTO+HdEBRzOAJQf2XYkzblkjgCH/77s7/TJxZ+I/mr/5P8fJ06coO79u1N5/3LRZ1iCw3WzWt8C8wO9idHrGNV3emsIexLgmSezJ/XPp7bPfA/gZ1iaI32xpaoKigA9zVDMhL9bYP/id8LHH38s+rV72jrVepQHlAeaxgOnmLUBBvDYbrFNM6ETswAAXrwr04krmmEoeqdxj1iCTJ4tA8hbmq31bLMct/kTDfg1Aoctx+r3+08lWvZflr75nGjUP+vOxPYg2vgBEYOb5BNQdxxbkBaE/HEpy+CB2eGhhtYmsDYhbQgS0MGQtbZi6Mc2f+988vfyp8HxgwlJvt9PaADv9J7T6b7+99HHuz6mlza9RDNWzaCJKRNNAHBORY5dABhy0Uj0nTp9ilqdY5stbGWJ6rDygPKA8oDygPKA8oCBB9D/NyHMn0L969Q5DIY1yaHk1oG0bK9tGeAmuVFDJkFhXjEX6FmTgEbLj+gurIq4QWv3EeQcocJwSQkMAK98WQN9AQBzezehEhNemw8MqY3twQJuIInF8L5uOIg4DgbVl1P8z5oFeQeJYsLbltwm8o81LLsN+eeSk1rhwEMrH6KogChRWIgCw+OsUoNiQ0uTxxDPDuV/yjzfAx4V4YNBuH37drrvvvsE0zcwMJDQ73fAgAEEcHbLli0E9pMy5QF8QAVD72z5wvO62io5uf0B/5+D9eC+v0/861/1loDk91tvvUXo3QoDI1hvlZWVJtbtwIEDzcBfOQ6M4Xfffdew160cY/QKsE2yiiWAi3VI0FQvA/3rr7/S4sWLxTRSmleCqDgorze6j8uOHWUAmCXtFvysrdOa/LPHPncUB2tIGoHJ3EjD7348/9tvvy1AekiId72pK7Xv2170DgXAj78HzzzzjFCOiImJEazyzz77jAoLCw3vjl6+kHEemzjW8LzlQX9vf3pz7Jsm8Fd/HhVuM0fPpAP5B+iVTa/QqlWrRE949DWd9f4sIb0HtrEzBgloBF8AgS2tIexJzOGp7EnL51P7Z74H/P39TQ9ZxcoS9gx/O2CQ5/ckw/9FKDNAthkGNYkxY8Y0eIko0rD1tWEDfwBWpjygPOBWDxzOK6PSqhrqkRDq8nV04T7AR/j+JZXVLr+36YZgAIexWoE9Nm1mrYpJLLNz9YaEHwDcHhOZ2eGkD/1CtOu2ztGSd3LeWC46xGej2vYg8rB4RQ9gmIf3AUZCDYb+vlWnqmzK7IHd63WOl1CxGRQ/iN7e+ra41reVL6FdyZf7vqTru15PEX4RQgZaD+Lis7Ijhhi0sNI4hnbkejVGeUB5QHlAeUB5QHmgvgf2cSuPzlzQ5wpLYgnovNIqKiznQjhPszIGKLmAjUITjFcGBnBUJ+4BxXnRdoONxzh7FAzgKmZg5x3UQGVcr5eBlnLUAKZbuEklF+QxjQwtRGAl1SUi7swuyxb5R/T/LT1ZSuMSx4nzAJKRO4UF+QSJgnexY+WbjGetnFaHPcgD3h60FrGUpKQkeuWVV8SXM2s7//zzCaCAPXNkjK050ANVmfs9gIbko+aPcv9CXLSCFdesMDVjd9Et6Q+WIS6oZW1NY7alpbSzXEdoaCih/yHAOrBuIV8sQdhNmzYJaVyMBbvfmsXGxtKFF14o+r9aG2N5XA/gSgYwxoAFjDVgLTA0pX/ooYfENhjL6NsN018PBQK3Gwc6xyOH0+bNb4mlWAOA9ev2qOf24UAjMqVJAGDL96Jj147kO86Xnv730zQudhz98ssvQg0Csv0oAkD/6blz54qv2bNn07Rp0yynIDB6IXHnKAA8IG6ATTYGmMT/6P8Pen7d8/T+8++Lvz8oXhrSdwide+JcWpu+lq7pek29dVg7kBCsBcIZpRkEOWi9nUnsSf1zqe2zxwN65RZHChPAYIc5IhftKi/i/+EVV1xBf/zxh7glVCXA/G+M2euH3Ji51bXKA8oDTeMByD/DeiSENc2ETswCBjAM8oH9EiOcuLIJh4IBbE/+GbfL3MFoJgO8klUhl3BkLffJ4Dn6vCOPOPfa5wYO2hkAxjzJw7VrY7ryKyeyADonWMTwAKthog9wf23bA7+D9QvANr8iX6yu+rQxyI8+bGuOrxGtSPbk7aHe0b3pH0v/YXoi5DbQuw3zTe81nV7e9DItTF3I3jlHMDYEq9cOG0ROBrA4wt9NP2dyEerVYzwApSzZngfFalBnSUlJEZ/777777kapn+Dz+Z49ewiFbvjauHGjIILIIsFly5YR8nv2LC0tjX788UdCjg5EEij0YW604gGJ5NprrxWqLSjStWaYo3379tZOmx2HQqBsKWV2Qu0oDygPKA9Y8cC+rGK6uGe8lbNNexgMYNiR3DLq1db1cavNp4H8M8wIAAaWk7OfqNtlHPPNJRowXRtr9H3/EqI/Zmty0SMf4BxkB6NR2rH43tpr+lainpO4mNGHAWAGg1PGaMelUkzxCetztJAz6OULQ8GgLQNjF2Nk3AkJZyjMtA5oLS4DG/hI0RGx7QN/2bETJS3fd3Ye8Yw53eqMeRL1IMoDygNN6oGdWXXSIYO537UtgwSvNPRslabfhqSxLcOHNGdMD4TqGbxSBloygD/hHsboL4w+3GBrSZPXt2JGg7xGnsOHSLCbn3jiCXmoUa925yvlP9b5abRgv5b8AShgDZSW68aCmvq5G/WQuDimmyYB3eiJzCdILUwVsnQdIzqKFgAoFEpOTiZn+mf+duQ30c8XvdOs2Y7sHaZT6K9mz67reh2dXnKaDu0/JHpQP/744+KSIQlDaMOJDULO2d4c8rzsm4EEnqWdKexJy+dS+2ePB/AzLJUiJHvW2tPnc895CQA783/c2nxNcRxyzyh0QkISduutt9KLL77YFFOrOZQHlAc83AOQf44L9afIIF+Xr7RjTDBL8hLtZfaI2wzgbXiS/dsDjIU0M8fPZraFwduI9kSJQ80OO7yTxIWbuP+Or+ou8Q3SEn4n6j5zmE4GMIDJoKmnM4BR8IfYT/ZWK0IPOgNrH9ae9hfsF/J8nSM6U0V1BZXXlIuRYA7vyt1Fl6dcTrN2zKKkkCQh4Yz+v/o2JOgd7Ig5yhZ2ZC41pmV7AKAqPh+DmLF3717RngfxGYq7UfyGz6kHDhxo8EN++umn1KNHD0J7NhSRY14J/jo66aOPPkodOnSge++9l7755huxHrQOgYoMgGC0l7ruuutE8TfaCSlTHlAeUB5wtQcqTtbQsfxySonmuMUFlhSp3SctVyumdsEtHb+FZNkaAcAAh5mFKor7WJHEKgN4/XtEc67iIj/OmaUuJ/qAWauyZ7DRSgIjtRgSfYBbMTAKsBhAszQozaAFxxkEAFsjPUKyGYAuFF8QP6JAMCU8hf7W52+iJ/APB36guMA4KqwqJLQGgaE9nT010szyTOlN9erhHrBeCufhC1fLUx5QHmheD+Tpei/GBNkOWOLi6npsgY0pDR8UpUWzjLQts3fe8loJhALY7d69u+l0r169xDYAYHwI/Pe//y3277rrLjMJeXk9ZOWD7DyfafLm2jj+h5j5x/XaB2lIjFozuW53PDc+mOMDNF4BzOhZfWK9Mfw+bPrQ2tIbfHxL2hYq+L2Anv/1eVryyxLKzs42mwvsdPR2Rj/gCy64wOwcdhC4LD+6nK7sdKVVCRMESu9t54DSCTuw7wDt/0YLIO94/A7Tz9HQ+KH01ta3aGeOQWLSyvyQAGzt35rSS+sDwHo/t1T2pJXHVofPIg/g9zTk0pEwBKBqjY0BRoi0bt24qMTNBibJTTfdJBgmWMo111wj2ha4eVnq9soDygMu8gDYt13jOUHkBvP38aLEyEA6kFXihrvX3jKfgZOenGyzZwBj2480H3Wygmj3D0TD7q0PDJuPtL4HQLnrpUQ7vyaa8EqdFHVcT2YAG8RZGA8ZaMk0sT6zW8+g4C8hKEEwd8P9wulgITNSDAwMYCTsIAM9JH4ITVs0TYwCw9e7lTeVnSyjHw/+KIoc3972Ng2JG0JrM9YKwBiMjoqaCsHykIxgg1uYDsn+caYDauOs9ADa7CDWwedoKLE8/PDDNHr0aLE/b948ev/992nfvn2iJQaAW/3nFEcdpk9Q4zMtPr+fPHmS0PbHUYPiF+bB5/grr7ySxo4dS506dRJtpXbv3i3Yy2AW42vcuHGssrXZrrLM008/LdRerK0hIkIx5K35Rh1XHlAeqO8BALEgt3aIZpDRBRYW6EPh/HXYEwFgxGUct1CQQV5YgrKVXPDow0VrUZ3reytjO9Gi/yMafCfRRc8SlXOuedZ4oq9vIforF2kzscfQ0AcYDGAY+gDrJaBxLDhW602M7RZsiOHA7AXAa81QEAiAV8aEr49+nRJDEwV5BQSWbsHdCFLSiEtzK3JNfYGtzYfjKna05R3POqcAYM96P9RqlAc80gNgw3qaSSAUAIGvr69peZLNC6mqJ598UlQAo5c4qoSlAcCUEtF6Fq087/LXY5uo3CeSlq5aJ25tTf4ZJ93x3JAAAxv666+/JtmPFqArpLkee+wxGjmyNuEHBnBpFn/lcGAX1WA34sM8kg8///wz/fTTT/T7+t/pVM0pYpFn05zo+wvZcIC+eLX1gXxL1hbKr8y3Kf+8OG0x7cvfZ5rfkY2ZM2fSyaqTFBwXTAv2LKDkuckCYK45VUOVmyrpjRNvUOHOQtNUS5cuJfRwhuE9tiw8gAx0RkmGabzckOzJ3NxcU+9Rec7y1RPZk5ZrVPtnpweGDx8uAGCweyGjrFeO0HtkxYoVpt3zzjvPtO2ujdtvv52Q8ITh/y16jUM5QpnygPLA2eGBPcy+ndDLNdJ9Rh4FC9htADCSa+gLaynrbLlQAL25XBA3hJNyektdzr3XGLzufoX+qPPbXS8h+v1NTuBtIWrbX7sevYZ/57YpyKxafk4JZQC48Jjz93HhFWAAj2o7itA7rU1wG5PcnuUSCioKqE90H9qYuZGmdp9K8/fOF0Na+7WmOZfOITCHpyyYIpjEYGzc2utWAQCDzesFtgvnAQECoy+wHnSzvA/OI9mnTHng73//uwB7UaiHtjsospU2ZswYAbKCBQwQ+OWXXxafEeV5R19RFAh56YEDBwpFK3zWwWdNZwBgKMs8//zzdOedd9YDoaE8Bvbv9ddfT1988QXt379fsJnxudWWtWHVs549+XeLMuUB5QHlgSbwQGo2WK0MAHNvXldZUusgBoDLXHU7x+9TxHkugK2ITSwtL5VjOT5eeJQorlf9MYj1Fj/CAG4K0QVPaXEf2L1XcGz44YVcJPgV9wKcYjmrto8+wKu4gJCLusX1f35nPg59gM8QBjCAXbB7rZmftx/H5Rw687+ogCgB/kI6OjaQ3xe2rLIsES+iuBCGPsH2rKiqyN4Qdd5DPKAAYA95I9QynPMAKlLQF/dsMTyvqy0yIMB0y8ySEjKowTKdl6AWDkRG8h/iWtODcmBtdu5sfRZLVqecw+i1rKxMfJDDOUsAF4AwKolRRSwlOh955BGT/CiuAfiL8zDL6/HhE8AxDK9yG/uHDh2i5ORkbApDv9l33nmHpNw0pKzwIVTfg9ah+ZgBvCSvDX/YThP9lFDBbGTN+dxG98MxSJ5OmjSJAvjnARXg6KEMwB0+fO+99wQIjGpp+JjAAIZl7WYWyAht24nvX331lQB8Afzqf6bEFOcQDRwwUAC+AH2RMHC0MGHpkaUUExBDPaOMP9CDIfz6ltdpcPxg2sf/HDVIjMFKTpTQ2hfXEv7pbT9xMlRnTz3FwWqt4WfJEgCOD4oXTBA5Rv/aUtmT+mdQ22e3ByZOnEjPPvuscAJ+dxoBwGDbQrYfhsIdME7caffffz998MEHYgn4vfzll19aZS67c53q3soDygPN44GSymoh3delthdv89zF9qwpDAAv2MZJM3dY/mHtruHJtu+ezXEfS8mJpJ1+5O4fOdnWiSi6i/6o89vthhBB2nnvTzoAuIfG/oCkoKWcYFhblvhzPJ5zfkGNuwJyeij4Q+HfsqPLCPEf+vsa2eGiw9QnRgOAVx9fbRry6NBH6fG1j9P6jPUiiYcEXpB3EKG3m6+XrwBzkQiUZk/CD6wRJQEtvXX2vqIfL9RaYLfccosZ+Cu98sADDxDiOLBsX3vtNfrXv/4lPnvL8468Dho0iPDVGAP4a8tQrPzWW2/Rd999J9Sr8DnTHgBsaz51TnlAeUB5wFkPpGaXUFiAj0vbiKAPsEcCwOgVK3vuWjoy/5BWbHiCVSAs1WQwFgWFafy36fovuMmtT93ViRwfdr5IA3h7XV2/IBAjwQCuYmYxQGZIQKNAsIZzwXIerKkks27OFroF5q7s62vtEU5WazlwnL+uy3V0rPgYTV88nUpZfhsxo2xLcpK0cZjTnpVXl9sbos57iAcUAOwhb4RahnMeQJVypH8d0Ojc1Wq0Ix7oyQxLaeu5j44tOA8fFqXpq2YBiEoD48sWmwsSUo7a9u3buYCLE01slgAuwMkuXboQ+g9jDPrFojeQ3iSLFscse+2C1ZqWlkYff/wxjRo1SgCc8loAEtIw5xtvvEGoFMYHZBgYsuhlBPYqPhDD7M6HajYGgH/cx4EHGySq9D1fxcHab8353Pr7yG1USwO0QX9m9FYKCwuTp0RCYPr06YJZjQ/+8MPUG2/gQMq3wQDw1Vdz0KYzFBCMHz+edkbtpOuuvI7+PU6T89YNsbsJtgOSa6MTR4tqNqMLfkn7RSTM7j/3fvqU/7nLkAjcncdJVANrqexJg0dRh85SDyDRN2LECJFYnDVrFk2dOrVeYhFMEiQUYWCgoJhHb8uXLzeBwrj+o48+0p9u0m0U74DlD0PhC3rJ+fn5Nek91GTKA8oDnu2B/Sz/DOsc6x4JaNy7I8sGHi8op/KqGgrw9cIh11nBEe1eEUm274n+vwAboQQjraaaAduFRP3/YpyQk+McefXilEWnCzUAeGytog/6DcNwb0sAGAzgg8u08x74HUArGBoAfo8X82esNiOsSvYhmdeK/0X6RYp2JnicKP8omrl5JpVVl9Hf+/2d5uyeI9gcpdWlYsx5CeeJ2BcMD2dMyfg5460zcyzAUmn4TGtkUEG5+eabRWFwQUGBKBY2asFjdK2rj4ElDHUw5BkOHjzo6tur+ykPKA+c5R4AA7gD9/91lLjQFO4CA3jdQQ9U9ADLNljLedZ7zrxDGgB8aCV/8L6n3mla/y7HmBz3dbqg/rnBdxB9OpHoyDqipGH1z8f11o5lMrgc2V4rWER8CzYxDAAwegS3cEOrEHtWfFL7XINxFyRfQDNWzhA50q8v/5re3PImfXdQiwGCvYOppLpEKMiE+YYJ2Whrc1fVVFk7pY57mAcUAOxhb4hajvKAR3jA25v6s9Rl+Pz5VMBynR+zxNP9/GGvlcHiIAkMaSUYWIrx8SyhUWsADgEaFhYWCtlMSyBWjsvMzKTFixfLXbuvegC3d+/aP+i6q/r162diCINxZpm0119vCSADsIUBAMY2QABLW7lypQB/wTZet26dCRjF2CFDhghJq8mTJwuww+58OQfoNEvsLdhQKm7jiPwzBjb1c1s+I/ZnzJghnu3bb7+l0NDQekMQyIL9Cwmwhx56iPDMQVFdGAD+s95YRw/gQzoYvvgC6FJaU0rnzT2P+nbo6+gUZuPSitKEvN7ItiPNjssdAMQf7vyQhiUMo44RHeVhh14BPkkAakHqAnp41cO04MoFlBSaRGmFaXTZd5fRwG0DafbM2WI+sKnlz4PRDZAIPFF6gsDSQJGL3loie1K/frWtPAAPoDAGhUDoK4dkIZQD9H3loCoAg1oEGCYNNfn/Ul6v/52/aNEiUeQjz6EPPAos9IbiHqn+gOKWF154QShA6MdYbqPwyBKwthyj9pUHPM4DHO+xpIb5snBMmfAA+v+2YlwTMszuMnnvg8wi6dmmrhDPJespOMy92IKIAlvbvh36/4JV4ctjpR1eozF0u10mjzTuFTLQ2+cR5acRRSRzn99ErU9c9l5OCI43nxs9gME00TM8zEe4dQ+yzzBI7iHuE5J8BisKYt+jX9vh4sMUGxRLeZV5YlT7sPa0M3cnfXHpF5Qclkzjk8aLmBPxY2VNJcUF1iVY0T8Y0tD2DGo4igFsz0tn/vnVq1eLh4RKEWSUrRmKpKWtWbNGxHRy39NepWITGMHKlAfOWg+oeM8tb/3BnFJRyOfKm4MBnFVcSWVV1RTo60ExfTEDlO2sKD8AAEYcicK1eIv8LuK+fYu4F9OrxgWF7fnvUSSDuZs+NAaAgziGDWJyE1QK+1yvvRWYUwLAwXyuJEs73oK/QwnGnkmGcIhPiCgU3JW7iz6++GOKC4qjO3rfYQKAEXOWFnL/av4X7h9uEwC21XPY3nrUedd6wIN+G7j2wdXdlAeUB2x4gFlOfsz8vJXljF966SXayT1gn+IE+OOPP252EcCzv/3tb5STo/2xwbbewGRFhTCS6Rs3bhTJf7C69AaWLnosVlRU6A/b3NYn8y0BXFwI8BZf1kxeHxsbS3FxdUkSa+Mtj8u5AfjqWbFgrMJHN9xwgwAGwXaza8c30R8ZLAWXlSsqAydMmGD1ErluDGju5y4qKqIFCxYI4EMP/qIfMOSzwayWYAfktCCNij5RV4L9geCqAXbs2DHBJNZfeoABcljH8I76ww5vr01fS0h+DYgdYHjNmvQ1tDd/L80aOIv73BkOcejguMRx9F/f/9K3+7+lf/T/hwCBW/u3pvTSdIeul1WhPq19KOeqHIoJ5EBUZ03BntRNpzaVB9ziASguzOfCohtvvJHwO0ZIx1usBODvwoUL6/Vzsxhmc9caawUXWUoGgklsCQBDzUHacVbAsDwvz+lfLVsE6M+pbeUBj/UAWO024g6PXbeLFob+v8nMpPD3cR9wAAlomFsAYEhAg/1r2WPX0v+ZDABLRq48t/8XZlVwUWhCwwr45DSmVyT4UByXuoJZxcncH463ozqx1DMDwJYW2lZjeEAe2l7/YstrXbAP+WcY4lMk4/RSzfrbo/S2X0w/Qizr7+1vOvVH1h/00ICHKMQ3hF7Y+ALtzt1NKWEptL9gv2ALZ5XXJTIDvAPoZJV9ABhJPkd6vZkWoTbOSA9IFRYUx6EHsDXr2rWr6ZS8xnTAgzaysrJMyjIo3LZnyFmguBmfSVFA3rZtW1HQfdtttxEKzJUpD7RYD6h4z+VvHXKlkIC+oHusS+8NBjAMMtDd4uuTOFy6GP3NrElAs59M8sxQE4yu+/siLt/xlVbw12uKfra6bcSDfW8kWvkiSz2XcTFiYN05uSVzlIgPW/HfNgDA0tCXuLLI+rVynAe/4mfNXhEfYk2pDDMkfgh9sOMDmtx5MvWO1gD3NiFtKMArgMpryim/Mt80FrEoyClGrUTknGABo/2IMs/2gPWozrPXrVanPKA84AIPANiD9G9qaioB7NyxY4eQOAbLF8nu//3vfwRJTtjQoUMJH44sDdcBHERP13/84x8EKWgApNHR0XTgwAEBCq9du1b0AZJS0hIMs5xL7ksgtF27dmY9h+V5e6/btm0TQ4xAVHvX4jwknmFGbE7Zs1KuUQy09Y3lnxccDeERpaLSWs+gtrxMzumK54b8M4Beyz6dqPgGCIzzSA7AIPsdGBgoPmBfOYI/XO9bzIk3DuTsJQwtHhBs8j179pgdXXFoBVVnVFNVRhXtyTI/Zzawdgf+04Pya46vEcmzQJ/6gSCq3B/+9mEKOhVEu07topW5K01T4mfTkkWo7+1sGli7gcTcpR0upe8Pfk93971bJPX6x/anJSVLLIfa3U8vSa8HAOMiV7En7S5QDVAeaIQHoHIAOXv8PAPoRZIN0v34fQIZeBQS4feJMuUB5QHlAXd7AAxgd8o/4/lD/X0oNtSPDmSVuN4dYADbA1AR7wEAHnKX+foOLiNKGeN0LGg+iW4vIFwDkzkupP5TtRNQnQED2NLAAIYVMtPW3vq1kS79juJAsHsLKwvFfcHaNbKSkyWC4bv48GKSsn2+rXwFGwPKNVMWTBGMXxQ5bs/aLqY4RadoXfo6ah/ang4VHSL09nXUHOn15uhcalzL8wCKsWVRN4BPW4aiZ7CES1kp7OjRo7aGuvXciy++SNXV1WINU6ZYAQ90K9y8ebNpD8zhP//8U3y9++67omAdsaulspjpAhsbiHVtWUaGVhRia4w6pzygPNCyPJBTUkXFFdWUwhLQrjQwgGEeBQBDkaU027gHMKSh0UcWIGxMdyJvCyDxz+9ZHuxCY2BXOrbHRKLfniRC8SG2LQ0A8IHfuF2dNyvItGMA+FDdCDCAYaVZfI9ksdnSviFGhJKLLUM8KBnAPtz/GL17/9rrr2aXdG3dlbZkbTEDkwHuWitUlBejhUh8cLzcVa8e6gH+6VemPKA8oDxg7IGQkBD67bff6OKLLxbAHFhRemaUvAqSnj/88AMZSStFRkYSJDfRyzU7O5s+/ZS7rPKX3gCsgS0rAWBrPXBxDRjDAKJhRjLI4oSNb2lpaYR+RbCGAsBgrqH/EUBsSwOrGAA2xjhkxzZx/1/tj7Ut+WdXPzfuBzN6T42eC/4Q1yBoQ0KrKJ2Dq9oEnNEFBsdsVWaf+/C5BlfUPzR79mySQC2ClU2Zm4ScSf2RRK+89QqtnrtanFpP682GQM4MX3qT8+qP6bev6nQVzd0zl1YdW0VjEscQAOA5ZXP0QxzazijNoD78z9JcxZ60vK/aVx5oag9AQeCVV14RX87MjaIbVLjaM0fG2JpDFjbZGqPOKQ8oD5z5Hth7ooSuH8xSw242yEC7BwA+QgTmrS1DvMetTMwYwEjmZe0iGnG/rSudP4e1bOHPELLIMLqLluyT+3JG9ACGFTEA7IGGQr+E4ASTSoy1vm1gavh7+Zs9AeScb+5+M923/D5x7vNLPhfy0Pvy99HkHyYLxgZ6A/eJ6SMAYGd6sxVUap+PzG6ods4aD6AQV1pwsKY8IPeNXiUAXFLihuIUowVZHFu/fj29+uqr4igA7TtZ2cyahYeH05VXXkmIMzt16kTIRQCUhbrVrFmzCM8IEBg+mjPH+c92KN5WpjygPHB2eQDsX1iHaPu/T5vSM5FBvhTs580AcGlTTtu4uaTEslEPYAnGIp607OGbl0p0ggvcRjxg+/6Qj4Z09K5vrQPAG94nOsmqkxHJ9RnAmB1rxLkWaFL+GSCvI5LMm7M208XtLxbxo/5xoWoIABjm5+UnigxLT1r/OZKM4qPFRxUArHekh2638tB1qWUpDygPeIgHkpOTCYxZsH3B/mzdurWQ/gXQedFFFwkwFz1xAfRaMwC1qKBFT0d8qELlbFRUlOj9+PnnnxNAOz1gqmdwWs6JfrNlZSztwdYQAFeyaBt6Pa6DJDLATgDalgapKYAPetlkyzGmfQ5Aju/bSptTc8QhWwCwq58bbDyAv5s2bTItFxvoB4y+x/oPslgbPhhDupVQXQdrRB9gbYLGf0dgg8q28xLOM5wMfXqb0rpEdqEerXsIGWjMOyBugKFUiq17Ql5F9oYzGifZk/fdd5/wN5iSSFqg3zakbcFOl8xso+vVMeUB5QHlAeUB5QHlAfseyC2ppBz+6hoHlRb3WkdOHrocAAaoWsAAMCSgbVkmA72w2J7aK76nLte27YHH2ijHv3dgABgMEhljAgCuYNASx/Tmz5KHfvxVaJt1p7/Eldso9EsI0gDgSP9IOlzETGsDA/ibW5FLYP1Kg2z0juwdhGTbG2PeMCXvOkd0Fsk8OQ6JOxjiYEcNTGRnxjs6rxrXMjygb8cEZRZ7Jpmw5eWO/4zZm7OpzmdmZtLkyZMF+xeF2WjfZE1dJiEhgdDu48MPPxStq6BqhqLbSy65RADIYAUnJmqFQMhboOhdmfKA8oDygD0PpHL/31bnMKZZy8i1N76pzuN3Hu6ZxhLQHmMoDISFxGmv+u8AeZljKmSg43rpzxD9yb9vuZUFdRpvftxor9tlzPJdQgS2saVFc47ydA1R7n7bALDldS1kHwxcmD5etFy6BIaDfYLpROkJmtJliuUQGt1utOkY8pIwsIvltaaTFhuISZV5vgcUA9jz3yO1QuWBZvUAWI32mI34EHj33XeLr4YuBoAv+gnjy8h27mT5ODZU6NpiAKPnUGPYXRO5t7G96yXrtaaGgwQDw4dCAG1giVnKSeEYTA9OW52PJfMW7OEqNLY2bdqID5tix+CbK55bf1tIe4G1PXPmTCH7HRDAgRcbnt3SnnvuOSG7jIIAQsW4L38hOedIoKabzPJ9wf6I+SPopm430e29b9eNdGxz7fG1FBUQRUiKWVrZyTLyvcGXXnvqNbq3372Wpxu8f1nKZfTSppeoqKpI9C3udE0nevKJJ+nOPnfanFM+O9gbsjectQsayp60Np86rjygPKA8oDygPKA8YO6BfZkac8PdEtBYFRjAn284QtU1p8jby0X12wBVOVaicDsAcPZu7s0WZC61fHAZURwrtwRHmzu1sXvtBrM0DQOb6AOMnsOQgIZl7+F7xWjb8ntYW49mAEO2GQm4+KB4qwBwt9bd6M/cPwmsX2lVp6oIktCQkNYfx/kHBzxIPx36SQyF/DMk+yAJ7Yyhh1yb4DbOXKLGniEe0H/+rqqqsvtUkEiGyc+Idi9w0QCwdCdwb3spu4zPqWPGjLF6d+Q5bAHeKF7/7LPPaOTIkWIO9Am+/PLLrc5ndMKeTDbYxoMGDTK6VB1THlAeaKEeAAO4bUQg+Xl7ufwJkrkPsGcxgO0AwEEcL0KCGWqCetu3iIPgsZxf5DjTnnUcR7T0aaJjG+sziWO6alejpVxkeyL0FUahI4PlFMBEJrTLKMm0dwePPS8ZwLZaKUq2LgoPw/zC6NwojtMtrG1IW9E6BIBvRbWWp7YH/mIKxLPKPN8DLvoE6fmOUCtUHlAecJ8HUDn8/ffc24FtyJAh7ltI7Z0lm9nah7WpU6eKkU8++aQZc7mwsJBwDCbHYNvqfCz/vGC/lpi59NJLMdSj7IUXXhAV0ddccw1Zq+4GoA8G9zPPPKOxnlkKmqI5wMrihGAjDYEM+qN1jOjYoJnWpK8h9EgzCoSQIAPL4erOVzdobmsXQTal5lQNLTuyjCs+WwkJvm3Z26wNr3ccvTPQG06Z8oDygPKA8oDygPKA+zyw90QR+TLYKnupuW8l3EqXAeCTNafpcB4Dsq6ygqPancLtSJeiBy+YuEiiwZBQS2UAOGW0tt+U3324GLEdgySH12izIonHjFjDPsCQgUYPYA8zFPwJBjBLQCNhFhcYR0byepDx6xXVi3bl7hKyzvIxukZ0pUDvQMEgvmfpPYSCRmnRgdEU5hsmdrdmbhVzy3OSySH3rb3mledZO6WOn+EeQOsnaY7IOqP/L8wRuWg5b3O/gsV8xRVX0B9//CFu9eCDD9I///nPRt8Wraq6d9eAidWrV2ttj5yYFQXutr7i41XvRCfcqYYqD7QID6Rml7L8swPAZTM8TdvIADqaXxcfNMMtnJuyOEMDWQOj6l+Xd4gosFZNEnlEaZVciAkwt8P58ojt1ziWgAaYi16/lubPsRHiQpBUIPNcxS0PymrjHeQvUUQoZaotr20B+8ibIs47ddp+0R/Gjk8ab5gjRd60XYgW90vA2JHHV/lLR7zk/jGKAez+90CtQHnA8zzAH55o3jzzdV17LTE11/yYg3sHDx6kDh06GP6RAcsWPXlycnLEbHrg1MHpm3wY2LaQg5rHPoC8FT6w4Y/hPffcI5iuqADGNiqAe/bsSVdddZVgFaM/MqqN7733XlOVMBZndb7EfTSiVyL1v+4G0XeoyR+kkRP26tWL5s+fT9fye3/uuefS/fffT8OGDRM+2bVrl+iF9Ouvv9JDDz1kzg6HDDR6dTTS9ufvFzN0Dq/P4LU3dXZZNqEf2i09bzEc+tW+r2h4m+FN3qsiNiiW+sb0pV8O/0JXdLxCVNZ9/OfHIhhzJPkG1sXv6b8brlkdVB5QHlAeUB5QHmhSDzRxvNeka3PzZHuZAQzg1WWMWxvPCwYwDDLQKa7qJVd4RFtRmD0AeI9W+KeN1pJrYFF0aAYAGPdoO5D7AH+mAc1eDP62TjEGgMM40Zeu9TGTS/OEVyjEAPBFwR+A4L7Rfc0AXrlGMC6iA6JF/zV5zLuVNx0rPkbXdLlGSPdN/H4ivbP9Hbq///1yCF3U/iKav3c+VZ6qpHOjz6WMwxmCCcw3ccggOa3s7PQAGMBo9ZSbm2tiz1rzRH5+PkkAWN8WyNp4Vxyvrq4WylzLlnEBCtutt95KL774YpPdGgAwWloBZIaPoqOZsaZMeaCleEDFey5/pyABPboLA4tusHbMPM4oqHCtcoyt5yzmuDA4lov2DDiIkID28iUCCziodd0sh9cSnap2PJ7E3Cg+PLiUaOyjdfPILeQoQVLpcaV2JD+t7n4CAOY1tlCTAHA1/GXHyqrLaGziWKujBsUNorSiNFMPYKsDdSdOlJzQ7alNT/WAAoA99Z1R61IecKcHIH2clma+AityyOaDjPeeeuop2rBhgwASBw8eTDExMYJRun37dnr//fcJvXVg48aNE5JNxrO47igkm7/55huaMWMGzZ07lyAlBbvxxhsFAIzt119/Xcghv/322/Tee+/hEPXo0YP+85//CMlkcaD2m9X5Hu1G/7xlEtHFT+iHe9Q2es5u3LhR+ALANj5cS0Nv5++++05UWstj4hVMkJ1fc8DGFWhGQZ7ZYOs7+wv2E/qftQnhJJ6TtjZ9rUh4DU0YWu/K1IJUwah45fxX6p1rigMXJl9IL256UbCXe0X3omKuMER/t/ZhzFSxY5ACRAUdGCIoOlCmPKA8oDygPKA80GweaOJ4r9nW6YaJ92UWU5dYDXh1w+3Nbhkd7Eeh/t4CAL6wh9mp5tsBAxgtPQIirN8DbN/sfUTdLq8bA3lmby4YTawff9UNasQWGMCrOX4rOKyxOBBz5jAL2dJCWQJ69wLLo27fTy/RVF7iA+MFA9g/nn1lxSzZFx1CO9DBwoN0fbfrKS4ojqb1mEYf7/qYpveYTuH+4WKWi5I1ABg7Ib4h4hgKEB2R8MNgSEArO3s9AJBz1apVdODAAfGZz9vbOF24Zw8XftRat26cVHezneLPnDfddBP9+OOPYiVQr3r33XebdFXqc1mTulNN5moPqHjPpR6vqj5FR1i1xW0M4IgAqj51mk4UVQgZapc+vNHNABCGMABsaYgjwQAOSzAvJsS41OXM2uVYDoV+jlqH8zkP+Q1RRRGTl0LNrwK7eA/HhRFJ2vF8vm/b/to2wOkWzgBG/tARBjBiQyjMWLPeMb3pi31faMWD1gZZHM+rVLGjhUs8ctc4ovPIpapFKQ8oD7RkD+zevZsef/xxq49w3nnnCcatp3y4AlAt+/laW/Rf/vKXemCvtbH15oPkyAsMCLYZYO0SjzmOZAA+UEPiet++fYS+UOhDC2a0oaEnGyTpilh6z550oOEE2sEDBQcoJTxFyJnYGGZ4an3Geuoa2ZUi/OsnLn9M/VEkxUa1HWV4bWMPQlLl2Q3P0spjK+n8dueL4Gl79naHAOAElgSENDWkr2Uyr7HrUdcrDygPKA8oDygPKA847gEkUfadKKax3dzD3LBcKWJjsIAPMgPYZVZ4jBNyzP61VYxWxGAmZPQAwko7wowNxLY+1oFNObRBr2AAw7iNipDxQ8y5+RPtmP47GMBlORyPVjTfWvT3c3BbyuQhAYd4z5o6jF8rP8H21U8LEBetTQD+wgAEz945m77a/xXd2utWcQys31b8D71/0T8Y5ij4i7EKAIYXzl4bPny4AIDB7oWMMj6/GtmKFVzoUWv4DO9uu/3220UeAetA8TJ69rZqRBGy0fOA/QuDOhiY0sqUB5QHlAeseQDgbw0DsO4CgNtFBoqlHcsv9wwAuBgAcHx9d5XnE3Hei8pZKjtpuPl5AMAdOF9nKw41v4LbhAzhI6c16Wj0DtYbYtV1b2pFipCKBgAsDQxg9AduoZZVluVQrAdyDRi+Xq28rD5plwgtpq+sqTSNsScvXVTJgLsyj/eAAf/e49esFqg8oDzQwjzw8MMPix6xo0ePpvbt24teQfjwBJnlyy+/nObMmUMrV648uz5MpW/W3sU2/VrMuxkWFkYDBw4kfNC3Cv7iaaI6ac+Uw6yQRhgkoDtF1M7lxDxI3G7M3CiCG8vLUBW3IHUBgSHhC6mZZjD0YOvemivoj68SQDOYvztydjh0p4Qgrn5kO17K4Lky5QHlAeUB5QHlAeUBl3sgvbCCiiurmQGsMShdvgCDG7aPCibICbrMCpkBHGal0E8uIrs2WSYBYDA5Dq/jJN5QOaLpX4OiiCI7EB3doM2Ne4NZUl5gfi/0eoOhGNGDLKMkQ8jqVdVUiVVBis/IksOSaVv2NtOpc7icEOzfCR0mmI5F+kcKyeev930tlGNwArFth3D2D9vBgoOEXsIwXO+IIYmo7Oz1wMSJE00PP3v2bNO2fgNs208+0YouwsPDCZ/v3WloUfTBBx+IJYwdO5a+/PJLssZcbug616xZQ2h/BANI3tTgckPXpa5THlAe8EwPpNXGax04dnOHtQkPELcFAOwRBgAYLFtLg/wzDK1DYrpq22I/mwFZ/p3bflTdMUe2kIcEuHt0ff3RrTvyMY5Tcc9IJuLkp9WNaeEMYEdjN4C6Q+IBklu3DmHcupH/6VVokEO1FUdai2Wt30WdcYcHFADsDq+reyoPnGUe6NKlCz3yyCO0dOlSSk1NFZLK6J9z/Phx+v777+n6669v8g9S6JP2359202VvrKYRLyyla95dR++uOEiFZSc9w/voS+YXpiWxPGNFTbeK8ETu4+HHknwNB4ARZCBx1TEcgZpzdqzkmJDVGxg3sN6Ff2T+Ic5dlnJZvXOOHgDAbM9GtBlBkKGuOVUjerCBAeyIoSccDAlCZcoDygPKA8oDygPKA673ANi/sC5xngQAB1JargsBYEhA21Nxyd6rMSnCk7Q3KfegxrpNtJ1c0gY34nvbQczu0AHAmMoy5gzVCuqo2LPiKTCA0e4js4yTnWyZpdqr2NF9QyHhoYJDpiNg4IxpIQAAQABJREFUDAd4B9DoduZgG+JZxL36QkOpcIM+wJF+nAitNVvJOzkGfYmVnb0eGDRoEI0YMUI4YNasWbRu3bp6znj55ZcJyl6wv//97+Tj42M2BgpaUC3A17Rp08zONfXOE088QTNnzhTTDhs2TOQVUGTujKGdka3PdpDDRq5C2l133SU31avygPKA8oChBw4zA9jfpxXFhDj3+8hwsgYc9Pfxomi+91Feh0eYNQYw5J9hrHBC0d20bXyXMV7SsLpjjmyBLdyOlSuO1P/bRQIA5klyD2gKMvmH62YUADDHYw7k+eou8pyt3PJchxYDUHdwPPvHhvl4+RAKDC0Nf9OtmSxqtHZeHfcMD3h7xjLUKpQHlAeUB5rGA6dYauX1pfvpjaUHKDzAh0Z1iebAy59Ss0vo5V/30XsrU+mFyeeyrJ9BBVrTLMGxWdK3EiX0dk7SxLGZ3T8KkiKovrNMxjmxsmPFx6iipoI6hfM8TtqmE5uEpF6/2H71rlyctlhI5/WJ7lPvnK0DqYWp9OGOD2nDiQ2UXZ4t1jWlyxS6ouMV5NPKPPGBeYa3GU7vbn9XJOTQY+PHgz8KqT8k72xZhF+E6Hsse8TZGqvOKQ8oDygPKA8oDygPNL0HUEQYwMmzhDDbf7Ob/s7WZ0yOCqICLmIsKKui8MDmUTAxu3vhEaKek8wO1dtB713Ee1JKDvLP3G+WANA2p7XjAr+dX7G8czn3hkOhICelAEajP7A0KTVYlCGPeMQrCvwAAANo9T7Hu57Ms1xkcmgyVZ2ukrvidUziGAr0CTQ7NjB2oEjULTm8RBQc4uTItiNp1s5ZYhzaiWRXZAsmB+5Xfbra7HrLnewyZt0oO6s98Nprrwm1p/LycrrgggtEETdYvtifN28evffee8I/nTt3pgceeKDBvvroo4/Mrt26lT8b19qiRYsoLS1N7lLHjh0F89Z0gDfeeOMNevLJJ8WhNm3a0AsvvECHDtUVTejHym0UpVsC1ldeeaWYf9KkSQQAHCpXAJEzMjJo8eLFBCC8pEST358yZQphnDLlAeUB5QFbHjjMBXuJLMPcqpV10MzW9U1xrh33AfYIBnANxx2lHFsY9QAGC9eXWdJV/DsWPXqlQeUFcZyREk0mM4OXPsNA7n6iZC5YGveEeb/fRAY4V7zI/S/4vl46yCsomgk4oXUA8JH18m7MTo7h8ZXcO5jlqAPC6463gK3qU9VUVFXk0EqDfYIJ8aU9SwxNpNyKXKEiI9uI2CoiPHnKQ0hW9h7sLD+v+99wlntCPb7ygPJAi/dAxckaumvOZlq2N4vuHdOJ7hqdQn7emvQZHi6rqIIe+XYH/fWTTfTspF50zUBmqrrLAAD3uspdd2/++yIhmL2vwffZX8ABHVtDJKAB0naL7Cbkl/ULAKt46ZGldGHyhaIqXX/O2jYqwr/c9yU9t+E5ah3QWkhHxwbGCiD4P+v+Q4sOLaKXz3+ZwsDm1hlAXxyDDPQFSReInhzoxdY/tr9uVP1NVNaBBawYGPV9o44oDygPKA8oDygPuMIDB7loMCUmyK2JO8vnTG4dJA4dYlnBvonNDABXcCIJSTD0ALZlAF31CbsjvxPF9jRPxNm6vqHnADBzwougpgN2CNaZd9B8Nj9OKCLRV5xuftzNe2AAI0Y9UXqCYoNiRVGh0ZL00ns4j+Te2MSx9YaijxuKDhFv3j/gfnEeMSikn5G0K0FStdYEe+O03DN+RcJP2dntgb59+9L8+fPpxhtvpKKiIgEAW3oE4O/ChQspJKThKgl/+ctfLKc17T///POmbWxMnTq1HgD89ddfm8ZAVQzSzPYMAHFycnK9YWD5AkC2ZXfeeaeJbWxrnDqnPKA8oDxwOLeMkmrjNnd5o21EIAPAZe66fd19S7N4m4OP4Li6Y3Kr4DDHavx3xIcLLoNay6NaD9+2XOxnyToFMPzJRI772mjg7/YviNJWE92ymIHbCO36xKFcIFjKEis7mHDTt25OzIWiQTCAMTfiwxoGLpnxapKnLuG1tjAAOL8i30yuue6B62+dG32uQ3lQqDBuydpipo5hGZfqZ8c55FrRK1iZ53pAvTue+96olSkPKA844YGTNafobgZ/1x7ModnTBtJ94zubgb+YKibUn969aQBdNyiR/u+bHfTb7kwn7tCEQ0u4Aq7omHlA0oTTe8RUUV0axQA+kH9AAKhRAdzrzQkT/X9PbCQj+Wf0UgN7d3zSeIdmRBDz5Lon6anfn6JJnSbRgisX0AMDHqAbu99Ir495nWZdOIv25O+hO5fcKdi9+kmRkBuWMIxWH19NKeEpQrbPURlo9AFWDGC9N9W28oDygPKA8oDygOs8AAZwSjQDiB5kYADDXCIDXcgxKsyWBDRk8rJ2MwOY4z1ph5kBjMRbc1tMd04Wsj+ObdTu1LqDltCzvC/YIx7GAEZ8JxnAMQEx9eJH+QhpRWlyU7x6kZfVvm1oO3Kg4IAAlTEY8n3o4QbLq8gTr/jmCEOjqNIxFolpUrVxRnrgsssuo+3bt9N9991HAHsDAwMJ/X4HDBhAAGe3bNkiWLNnwsP/8MMP9PDDD9OYMWMoJSWFwsLCRA/hyMhI8bzwwY4dO+itt94SzOAz4ZnVMygPKA80rwfAAE5iBrA7ra2nMIAh/wwLMQKAj2ggr76YEKDs8c0aSKtdqX1HceKX04jiehHdtpzo0lf4dRkDuaz0MnsC0cqXtL6+8X1YmcabY8RN2nX67wCAcxgARss6zvVR0XHtbBAzgGHoRdzCLKc8R6wYKi+2rBW1MinF2BqHcz1b9xRDThH7qNaQGzUyyQwurio2Oq2OeZAHbP+EeNBC1VKUB5QHlAdseQD9flfsy6ZZDP6O6hxtdagXy7A8dUVPyi6upHvnbqGv7xpGXeOYIeBKy2D2LwzByZlqYACj2q88v64az4lnBQMYlWe2ek0YTQfpaPRVMwKAfz38KwFQ7hPjmN9f3fwqfbP/G3rqvKdoYseJ9W6He7w3/j2a+vNU+u/6/4px+kFIyP186GcqqCwQbA8wgB2xuKA42p3HSVVlygPKA8oDygPKA8oDLvcAGMC2YkmXL4hvGOznLfq5HcpxAZuj8Kj2iLYYwJDzqyhgBnAtAIwEX/4hZuS6AACGpB8SgBnbtHVGpnC/N2YfW1ooA8AexAAuO1kmYsKE4ARam76WogOjDVkbkOjbllX7bPxMaDWC2BV9gI1saMJQwbpA0eHkzpPFEPR4QyyNPsDOWHl1uWJxOOOwM3hsUlISvfLKK+LLmcc8//zzzVhD1q611XfX2jX64+g13BQGsBtfypQHlAeUB5rCA9VMTIH0clJr9wLA7RiAzigsJxBlfLxaNcWjNWwOCapaA4CrOU6J6lw3d+ZOIo5FzNp64OzKFzV1mumLWDY6SBuPHsKQH87aRbQqVQOBJ89i5k83jhG31s0ptwAAH1zKDOJE7UgBx7sRyZoENI7ItWpnW8R3EwDMoHc1ZK+tGMBcKMQ4Yr2jezsyTIyRzGD0IbZURXR4EjXQJR5w428BlzyfuonygPLAWeCBhdszaPaaNPr3hG4OJezQi2PmNX0IQdE9n2+hyuoa13oJknXck0sEG669s+vuJhOCOfsbdE8wgBvS/xfyz5Ae6Rujk3vhFSDJ8Nvh34R8niPSJOilNnvnbHpwwIOG4K98qO6tu9Mjgx+h7w58RyuPrZSHxet5bc7jrnTnCBYwxjkK6gIAhjSgMuUB5QHlAeUB5QHlAdd6IK+0ivK5125KTLBrb+zA3dqznCAkoJvdAACDPWGUrJM3h/wzTLI2JNPC0f6/YBADNMZXQyyhD0tA1yb3kNDL48TfqVPmM4UkeBQDWLb3AAMYcV6gt3FyuG1IWzpaXAvC8xPVnKohFBVaMyTcwNZYn7HeNEQ/HqwPRw2JPMXicNRbapzygPKA8oDygPKAuQcyCiuo+tRpD5CADuCCLsZBCyrMF+jqPTB0IQ2MHrx649iGoDiDliOI46QhnuTCNzOyTCmzXDd+QDTkTo29i7HH/yD64maWgh7JgG8PVlfkVmudxhF9dQsRCgPT6wrp5NQUxfcp47n8agFkWfAIGWrvAAaAmcDSwkwCwJKJa2v5PaN62jptOpcoAXLTEfsbKn9p30fuHuH4pwF3r1TdX3lAeUB5wMADOSWVoq/vhF7xNHVYssEI40NBzKR49do+Qkrvjd9YBsSVhoQV+lFY9rRw5Rqa+14Iuhj8pBzn+wBX1VTR4aLDDer/uzFzI3WP7F6PJQH2LfqujUvioNCOZZVl0RPrnqBxiePopu432RlNAiAeEj9EsIDBnJAW6R9JPVr3oFXHVlG31t3EMzmSVAMADMm+yhrnWBvyvupVeUB5QHlAeUB5QHmgYR4A+xfmaRLQWFNyVCCluQIABiMilMFTbmdh1bL3aAm6yPbaECTiILmMvmz2LIuvncXtOF5m9jC+PryI40UnCwbjmZ2Avr+QBGzNMSfiL0u2r2AAc+LRQ0y290Cch1jTGyC7gaWEpVD16ToWB1gbekDX4BLqF9uPNmdtNjEv0edNGhjEMEeBYPSTU6Y8oDygPKA8oDygPOC8B2SrDnczgNEDGOb2PsDFmQz+ssSyZUwJYBjs3VMc7yCOk4Y+v/Ecw/j4yyNEv7+tgchD7tKOVVcRfctgMJi+Uz4mGvUQ0eHVRIPu4HtxCzkUKWbv5t4XFuC3BJoLuf8v1oR4F4a8bDDvl7ZMANjrHC+qOc2Aug2DEiLyk44Y4sYABsTtyUrr5zpWcky/q7Y90AMKAPbAN0UtSXlAecBxDzy94E9mfBI9NbGn03LBkH6+8/yO9N7KVDqa5wJJPflYYACDuXAmmy8HnOgdJxkiTjzrocJDIvHVKYJlpJ0wW/1/fzn8C4X7ce+q2AF2Z3xh4wtCbu/xoY9TRU2FYPfOWDmD7lt2H7259U3KLOUgVmeQqf73kH+L43P3zNWdIRrWZhht5J7E3SI5OGXbk8dJTzsGZgjM8j52LlOnlQeUB5QHlAeUB5QHGukB9P9FXOnuxJ3RY6APMADgxkqnGs1tdgyMCHvV/4jvkEjjfrPCAAC3YfaFPTvG42ZdoAG3k2cTXTVLY1y8P4boxA57V9edBwAMwzUyoZfLgLDeAEiLBKMFM1g/xoXbYAAjSYcvALyQhDay1n6tzQ5HB0RTSrguOWp2VtuB8g1AZckyDvYNFnEvzpqSgvxz7QgIjNYlypQHlAeUB5QHlAeUB5z3wOHcMi7wOofahAc4f3ETXpEQ7i9wTchRu9UQhxkpyhQcqVuWjONwJH2zeTwJWeMtnxH1vo4osBbA3Pg+US6TeC5/g4Fi9nO3yzXW7+aPiMY9oYG/AJYzWRpab4KkwgdyuegQuUr9GoJjWywDGAqHplhP/7y6bRBTnDGAxdb6/hrNk1HiOQWXRutTx/AZQJnygPKA8kAL9cDvqbn03dZ0euSSbhQZ5Nugp7hjVAeKCPKh5xbZB+YadAPLi1ABB4YCGMBnukV1cZ7RwT45UMDBHJu9ZJcYpPsGuTwkvwbEmYO8Qv75yG80JnGMVbaFnAZg7eK0xXR///tpZ+5OmvDNBHpszWN0pOgIgd376Z+f0kXfXEQf7/rYLAGbFJpEkzpNog93fmgmnQfAOb8yn1UJT5G/lz850gcYzBCYklGR74p6VR5QHlAeUB5QHnCNBw4yAIwWIf4+Xq65oRN3gQR0cWU15bJMdbMaJPnC2tq+BRjA0Z21MZBeRnFjm362rwFb98up2nW3LiHqOYmo12Si21dobVEg5VfloMQ1YkxvZoegx1t4IrM3+P1CMlBvYDEjAQi5Pw8wMIBjA2Mpq1xjmJwoO2G4qkPFh8yOj2o7ym6RK3oEw7Zk8ftQa7LXm2QTI5EH8NmeKQawPQ+p88oDygPKA8oDygPGHjicW0ptIpg96c6+u7w0P28vig3xp6P5xsVmxqtvhqPoq2sLAEZcgjgOVlnCsRwX88kiPxw78CsDsxwv9bsJe6z4Ukm05nUNEAbpRBQPcoVbn+uZbbGQqCMrzES054F8LKMuJhLX+gVrajWIF8MYAC7UgdBgALfQHsCI7+wBwHplGOELO98SghNYf4bjewdNFiA6OFwNc4MHFADsBqerWyoPKA803gMA9Z79eQ/1bhtGk/u3bfCEgb7e9NCFXQl9hDcfyW/wPA5fiEQVzF0AMHquZe8jSuVkG+RVLGVRtNU1zfcoTgw2QAIaADASZKG+oU6tA9J36H0hk2DyYshJ42t0u9HykOFrNScJn93wLCE4ggz13b/dTZ0jO9NPk36iuZfOpXfGv0NLJi+hG7vdSC9teomeWf+MGQh827m3UfnJcpq/d75p/t7RvQXovDl7s5jLkT7AeHaYtcSgaXK1oTygPKA8oDygPKA80KQegAR0x2hOEHmgtY/WepY1uww0JPHAjLBliO9k/18k0ioZ3LXHAP7lX0TlHGuD9euvi/HQew1s4CJmD/z2lK271p3z8iaK5V5mGdzjDSzkiGStD3DdCC3Jh/0iLrz0AEMrkvhgrf8vlmMtWbY3j9nVOhucMFi3Z7wJpkZyaLIZADy8zfD6gzkfas9kPzl749R55QHlAeUB5QHlAeUBcw+AAZzEBXueYO0iA1gC2gMYwGDXWhrYt2DvopWIVJPJ3MmjOF8Zd27d6O1fcLzXqw4U3jZXA4QRT77OpJp3ONaZNY6oA+f6oKyybxFR/6na9Uc432lpYBsjbhUMYI53pQkGMIPVLcyyy7Ltgr94pC4RXDjphHUI6+DEaEVeccpZbhqsAGA3OV7dVnlAeaBxHvhpxwnadrSAZlzc1W5VvL07TerbhjrFBNNbyzgQaG4DQyIgUqs4a+576ecHO2PjB0SvcTD15kCiTy7X+q89n0z0ze11/S/01zR2G8yQ/ENalZ4Tc+3P39+g/r9bs7ZSx4iO9YDjVcdXkW8rXxoUN8jmKn4+9DPh3mMTx4oewJM7TaY3x7xJbUPamq6DpN4DAx6gJ4c9KYDe97a/ZzoXGxRLEzpMoHl75tFJ9DNhC/QJpJ6te9KmE5tEb2JHGMD+zGiJ8IsgJaNicq3aUB5QHlAeUB5QHnCJBw5ml1IKx4SeaEmRWkLxUHP2AUZfNcj1gRlhzcryNJZEdG0yCfLPMFvFjYh/N39CNP4/DNYmaeP136M4IXf+DI5V32cgl2NHRwztVNJrCyvRPw4JPb2BAQzD83iAgQGcEJQgFF7QW82IaRvkE0Q5FTlmq+0f099s39pOj6gepC80HBxfHziW8am1OXD8eMlxW6fVOeUB5QHlAeUB5QHlASseOMKt5ZJYScYTDH2AXdrqzuihoYCIlhyWVnCYNWm5gE8v/ww2L47JAkOwffczA7j7FXVXb+QiwnCOI/f/QnQZM4Fv+For9Pv5IaJ2HPfs+FJjB+MK9AW2NNwvh+NFtDop4ngHeVJYC5WAlqoy2kNY/+5se73OEbUqP7opQbaxZqp9iDXPeM5xBQB7znuhVqI84Dke8PLiP7Ldzb9wzEOs5tRpevmXvTSqczQNS4lq9KpacY+O20el0JLdWbQvs7jR89mcAIkqJMi4b6zLDIm6udcQLXyAKHEo0Y0cJN3LibjblhON4kAplV/fHsbyKr817ZLAAGY5EspLdWpeMIA7hXdy6hoMBgO4b3R9ae1Vx1bRwLiBAoy1NmnNqRoCmItx7257l8YnjRd9fb1a1f3cQ176v+v/SxO/m0izd86mlLAUemvbW7QjmwPVWruh2w2UWZZJv7HktDTMuSlzk+gDnFaYZrXnmxyPV8hAKwaw3iNqW3lAeUB5QHmgyT3g4fFekz+vnQkrTtYIqbyUWqatneEuPx3g60XxYf6UxvKCzWZoUwL2hS0GcM5+7faQYYYBAEbM5x+m7Rt9X/GC1p+t31Sjs9qxQbdz5VxrIox1xMAQARO5ihkf6Otm2QM4KFqThvYQBjAK+yQDOD4oniprOLFpYej3q++5BmZvdCA/hwPWPbI77cvbR1C0gYERbCtZZ21KxLHKlAeUB5QHlAfOIA+oeM8lbyZUCjUGsKcAwG5mAHOOjUqzGACOre9/MIBP83k9AAxVl5iu3OLDVxt/aBXHeJyf7TpB28f5E9uZvMLg8YXPaEzfTuOIrp2jtSJBDHloBRGTNoQMNOK/Go2YYVoACgaRn0SrE1b9M8k+QwK6NJsBYV5TC7Lcily7q/Xz8iPEnc5YzyhW2XHCiqpYCUiZR3tAAcAe/faoxSkPuMkD/v5EU6aYf+GYh9ivf56gVGY//GOc8yChtUe4vHeCSKq9s+KgtSFNcxwMCDAWXGXFJ4hmX0J0bBNXx31FNOk97ovBQVJkBw2IHvEA0d82aNVy824gSlvTdCuTicHsvQ7PWXqyVDAPwOR1xgoqCuhQ4SHqG2sOAJexDAzA1xFtR9icblHaIkorShOsW/S7ePq8p03McgTy6O176beXEljC/WP7E2T1Wp3TSiTp7lhyB/fk48CUrUtkFwEif7H3C9P90Ac4ryKPwvzCOKV6mvbkcd88OyYA4FJ+75QpDygPKA8oDygPNJcHPDzea67HtjYvmLXolJHioRLQWHcyywo2KwMY8s8wWwxgybRFLAkDAGxL/jmDk3V7fyIa+RDL/Hlr1xh9r+LebwOmE0HeD4lBexbbg0fwG4Z+xEjoQXWmRgM/xaUo4kPfOQ9gAJ/kBGR2ebZgAEP6GUAvYkJLC/bmpKXOjAobdafNNru17kYVNRUiHsYJFDGG+oWajXFkB3KCypQHlAeUB5QHziAPqHjPJW9mdnEltwSr8RwJaGYAZxZXUGW1m0BNAKoghBgygDnOEwV8tbEk3iGAu3G9696rPQs0IDemm3ZsCwO9XgwOx3QnGvjXunGIQRE/HlqpgboguHQcy+c5zgJorDf0B+acI6EfMKywNu4FAxhrLbMPqGoXuv87cp0V1RV2F5IYkmjKbdodXDsgJZzjajbkPB2x8upyR4apMW70gGPvpBsXqG6tPKA8oDyg9wDAuLdXpNLg9pHUNzFCf6pR277ereiW4e3ph63plFlk/49og26G3mYlDOrZkshr0MRWLkJ/388ZyK8oJJq+mKjTeOOBYGxc8ymDwAN5PDOFAVI3hQVxBR7kriVTxIE5wf6FOcsA3pqtSQD2jTEHgNdnrBdyzCPaWAeAwbQA+xdMCSTlnh3xrIktjHOPrX2MZv4xk67ufLXoB/zo0EdpxqAZ9PXlX9NtvW4jVLtNXTTV1A/4ipQrhOTziVoAFz2Jvc7xEok/H5a00cvzWXOJAoCteUYdVx5QHlAeUB5QHmgeD6D/L8yjAeAoAMBlzeMAzCoTYWBGWLM8LpYM5fO+gVqbD0j22QKA17+rSe31utp4Rkg+f3wZ0UudiJY/q41Z8A9OxNUHSM0mkBKBWbs1ABjM18IjZkNE0hHxt5sNMSEAXxQZYtsaMFtWbf7ejmw30uGVd4vUEqT6diMdw50rqMTN8ivzHb6nGqg8oDygPKA8oDygPKB5II37/8KSWnN85AGWEB4gQqkThc2U37T3jCCjwACu6g0sWxFvcpwnGcBg6iKei2d1FxhiwL0/a+xfqCdCqnnn1xrAO2oGI5MWcNbw+zgm5eeE+gv6APe7WZsH1+gtIlnbk0xfWXAo11jSclRQcssdA6tRIOisgTWMHKZeScaocFHOWwU2tTKP9oDF/xiPXqtanPKA8oDyAK0/lCd6/95xvlaR1JQumTKwHfl4taJ5G2qrwJpycsyVoYGULgOAf3qQWRHMvr1+PvfRYGk+W+YTwNIpzLhAD7b5HCyVN1HyB/3hIM/noB3IPyCqzNqHcWWeEwb555iAGMGs0F+G/r9JoUmUGJqoP2y2DYno1MJUQm+2G7vdSF0ju5rOv775dfruwHc0NH4oAZx++venadGhRUJe7xwORO/pdw+NaTeG9hfsp5c3vSyuQw9hBEwLUxeKffQBRg+NnTk7xas+MWe6kcUGJFokgGxxSu0qDygPKA8oDygPKA80gwcOZpVS6yBfiuAvT7X2UYEsLwimsh1wtKEPUHhMS54hLrRmYACDcQs7sZOTcpy0S+in7Vt+Ly/QEnb9pxqzf5Hse38Mo46Hia5klZprP9eSgQd+I1r8sG0QGOwNJPKy/qxLIOammq8gNJ4ZwOnmx9ywl16qrQEAMIoNURBoZDnlOWaHoTrjqAWz5CFiXn2h4ZD4IfUu1yfz6p3kA4WVXDiqTHlAeUB5QHlAeUB5wCkPID6DJXpID+CEcH+xnvQCNwPAlgxgSDNLAFYCwMhbAkREew8Y1F1AnhFMXt4HSaWMYyTIPHe9VAwx+4bCxR6TtMLEfb/wPL20NiCWCocRSdplYCezQp9JcQYS0LAWBADnVGgxo885xjGl9kBE50bV+lQecPA1yCfIwZHs9tr2Iw5foAa63AMKAHa5y9UNlQeUBxrjgfdXplLXuBA6n/v/NrWF+vvQxL4JNG/jEaquOdXU09f2pYhi1kSbpp/bcsbNnxBtYVbvhFfqqugsx1juI5E2ha+rLCJawBV0TWEI6JwBgBlkhUSJv7cWrDq6hK1ZW4X8M0BZaUiOrjy2kmyxfzF2zu45FO4XLiSa7+pzl7yc5u2ZR7N2zhL7h4oOkb+XPx0pOkIPrXyIJv8wmfbmcZDK9szwZ8S5T/78hADuIgE3ut1oWpC6wJSgPTf6XNqWvY26t+4uxogLbXwDA7jkZAkVo+eJMuUB5QHlAeUB5QHlgWb3ABjAnsz+hQOSWAK6rKqGIDPYLAYmhC32L26KXrsyYYfixlbenGjrabycHV9qCb2+N9U/X8HxJpRqQhOIbltO1Psajelx9Wxt7O9vE/32ZP3r9EdiehBl7tIYyVx8R1KeWo4J4bk9gAGMIkMYevqiLQikmo2spFpjoeMcmBeIiZ0x9AHencugeq2dl3Ce3DS92pPzQ/ypTHlAeUB5QHlAeUB5wDkPHMkro7hQf/L38XLuwmYaDQYwLL2gvJnuYGdaALjMIRWsXP1QybpFzk+Cw5B/hon2HvwKOWfIPberLWTb9S0f5Ln6WSkoxLVg/SKXWZqpqRCiDUjufpypM78QbT1QnwnnGEsq35gA4Ky6sR6+JYsGrRUVyuV3juwsN516RY4UioiO2Cnifw6OdWQ+NabpPdCq6adUMyoPKA8oDzSPBxC4LN2bRdOGJTvdw8DRFd0wOIkyWCJl2V6uCGtqS+ckGeSfdSBlU99CzAf2xs8ztACo7w3O3QJB0CUvEiHAOrDEuWuNRiNBmJdqm8Ghu25//n7qFMESgE5YZU2lYNdayj+DlZtZlmmz/+/BgoP00fUf0errVtOpeadM0s9bsrbQf9f/VzA0nh3+LC2atIheG/Mazb10Ls2bMI+Z4j40bdE0wjgAvn/t9Vex4odXPSyq3y5NuVQwhvfl7xPHe0f3Fj2GwcxAr2Ks2ZYBAIY1hAX8xBNPiP8fejDc1r3OpHPLly83PTu2lSkPKA8oDygPKA846oEDWQwAxwQ5Otwt46Ss4NF8TWawyReBRJit/r+Q4NMDwEjYQYrZm8FXI9v5DWtqj+YEX2z9s4v+j9kcecz6ncOMjsi682BtRHfT2BurZ3IScFXdOcut2O4aAxhSgGADow+w3jyEAQzWb1RAFBVUFIjVGcn2taJWZskzxIzOxnIdIzoKVRrJEO8SyUo8FmaPAexIPzmLKdWu8oDygPKA8oDywFnvAUhAyzjNE5wBIBrKNm4DgCEBDUlmLy4U1JsEgNGPV0o5o5gP+/6h2sjUFURtB2ntRnBESDmfJupzfd1MmX8S7fiKWbwcu8KSzuN4E3m0c4jSGECGnDT3ySXkR/Um4sU0BoDb1V2LOBat8VoSA5hVYxDT2ZJmxmM3pB0IrkNO0t7cGCdNFRBKT3jmqwKAPfN9UatSHnCJB/RgCRIMll/BwcHUuXNnuummm2jp0qVOrWnbtm308MMP08CBAykuLo58fX0pNjaW+vfvTzNmzKCtWxkMdcCSk5NN62oTEUhpz11K1zFI6+PjQ1FRUTR06FBxn7S0NAdmMx+SkZFBr776Kl166aWUkpJCoaGh1K99NKX/7wa6fsIouuWWW+iLL76gsrImSLJBqg+yJa7o//vLoyxnwpVtFzxj/sCO7qFHW/uRRAsf5ICpwtGrjMdBIlBU4WnyJMaD6o4CtHU2QAHr9iTLD6LXrt4g7RzgHUADYgfoD5ttz90z15RckyyL8pPldMevdwgp6s8u/owA5nq18jJd1yOqB3100UeEXhp3L7mbjhYfpWu7XStYy5CS/uHgDzQ0YahgFC9OWyyu6xOtrQ0BVM3pGkotYFDchsUFNhwAtjGtOqU8oDygPKA8oDygPGDggVOnTlNqjuczgNtxLAwDy6RZDEk0FANaM8gpVzOTxMQAZgAYgK2RQeLvyDpNks/y/GE+vpWB34ue04Bby/M9r2KgmWMlMD+gSoPecEYWwwAwknWludo8YHToDQzgCpY0rmomf+nvZWP7eMlx0aYEQDAsu6x+oaml1B6KB521lPAUoR6TXa7N78vsGd9WvmbT2GNoIE5FXK1MeUB5QHlAeUB5QHnAcQ8cYQnopgKASyqraVd6IRVXNO7vcTzLQKcXuokBDABYALIWPgQADHavbCeC05B8juHiPxjkodNWazlJ7KNNCOJPsIWjOmn9gEF4eXso0de3EL3OJJutn2tgcs/JmjJNKgPAKWNxNfcE/kV7ld8FAMzxIgoeJQMY59AHuKRlMYC9WYUHcZs1C/QOpBBfzg03wGR+1F7hoJy6EPG2Mo/1gAKAPfatUQtTHnC/B0pLS2n//v302Wef0dixY2nq1KlUU2P9jwtWXFBQQDfffDP17duXnnvuOdq0aRNlZmbSyZMnKSsrizZv3kwvvPAC9evXTwDLGN8Qq66uptzcXPr999/Ffbp3706ffPKJQ1NVVlbSQw89JEDf++67jxYuXEipqalUXFws1nmytJBy0vbShx9+SNdcc40AsB977LHGAcHFnPAp5WAiwRykdGjBzgwCS2IXsy3GPVlXPefM9RgLhvIlL/GbyYEWZKQbY5EptDytms4JiRFAqy1WJtgQkMVzFgAGCxdAb5eILmYrRf/fwfGDCckvIys9WUrfH/jeJNMsJfFu//V2Kqsuo0cGP0LdozixaGBI0r06+lUK9w+n+5ffL3r+Xtv1WiHXh77BNRy0jmo7ipYdXSaubhvSliL8IkgyPiQz2GBqcSg6MFoA0CfKOGhWpjygPKA8oDygPNAcHqjgIi8udDP7wrGz0JAcqzh5ihnAwR799EF+3hQV7EtHcpshmYdiRbAkbElAS4llJO1qqjX2rezXZum5P7/XknBdJ1ieIVrGRYpgDsMEe4OTgXrrOYmLEEs1Sei8g0QbZ+nP1m1LqcAsZo5EtuckYVrdOWzJxCPicDcagN/44HiScV1+ZX691VhK+I1sy8WYTpqMoQ9wSxVprQO4X57OINNnz1QfYHseUueVB5QHlAdakAdUvOeSN0tjADdOSaaGCxKfX7SH+v3nV5rw+mrq//QSeoH3cbwhlhAWwAxgN8X2KNCTcZh+8QCAkXMMT6o7ih7A0bX5vIxtTCJhMLHDKO38wd+01+4Ttdel/yHa8B4XET5P9CDHO72vJfruTqLdC4g6X8QAMYPmqcuJ2tQSQfYu1K6T38E0RrwoGcCIf2ECAOY1txCTuUVb/XcTgrkQsoEmY0pHWcBGsW0Db60uawYPtGqGOdWUygPKAy3QA3feeSft2LFD+1q/nrbfcQctZ8D3WQZ+Y4K0IAYA6+OPP2716cCoHTlyJH366acCVGvTpg09+uijtHjxYvrjjz/ol19+IQCpbdu2FecBLGM8rrNnUTFxFD/9f/TFL6vFGjds2ECff/45XXzx/7N3HYBRFVv7kJ5AekIgQEgCoQbpvSMgYEMUxUazoNievf5PxfZUwN6wgAWsyFNUUOm9l9AJkEAC6Z0kJLT/fHN3Nnc321PxzdHNbTNz557dbA7nm+87o0XX0tJSmjp1Km3cuNHmUNnZ2TR06FCaOXMmoU9DfrYpU6aIOa9evVoA1N8u+o1CRk6n3kNHk6+vrwCGX3rpJUpIYJaDqwb2L6wmGcBIxC15QpNKuewm7X6u/kTwBSYwpPfOlbk6ipaMgwSLAyaTVc5KQO/M2EmosYvVb9IKywsJdYFt1f8FOxc12AZ8OIDKz5fTvHnzaPHRxbQzayfFh8bTjW1vlMNZ3AZ4BdBbQ94SUs/z9s6jW9vdKiRSAGIDWEYdYDxTSmGKAL/B5DiQe4CaN2pOh/I4wLVheJZw33CXJKBtDKsuKQ8oDygPKA8oD1R4AIv69u83fdlZ6FfR+Z+1dyyLwUa22LCqJe5qwystQvxqhgFcnMWgLsd8tiSgAQAj3kLSDnXVznFSERJ7lgzlRFoz+8I3yPQq6rol84JFMHx/vV9jb7zDCyRXMCgM1gcMAHMEM4shCdj5ZqL171hmAfNCQ0Lt38wDmnQgEnqQqZaG+sIwsJHr0FADGEm4tNNpYkGgJZnl8gvlJjPsFtHN5NiRA8SY3uwPlDiR5mxcjX65pbmyu9oqDygPKA8oD1zqHlDxXo2/gwUlZ6mg9CxFcYzmqqF8w79/2Utz1hyj6UNb0cJ7+9K9g1vRJ3z8xE8JRuKCM+OjDnDdSUBzntciAHxci+mCo7VHKSvSmLhyYWDSaiImXFCkIQ4S8s/cFIsDT27XYsLL/03U5x4GbcOJrnmPqO2VrGD4qFZD2Iv7AkCWKn4oxac33BcLAwH4YrFhqWFRHuoAX0IMYKi9gHhia2GfBHH1j+/ofnQg+8kJkyo3TnRRTWvRAwoArkVnq1spD9RnDzRu3Jji4+O1V8eO1InlmgdHR9NTAwbQSgaCfXx8xPTfffddKi83TVDgAhi5119/vQBncTxhwgQ6ePAgzZgxg0aOHCkYvyNGjKAXX3yRDhw4IK6jHUDnG264wS6zuOxCA+oU34luGN5PzBHS0jfffDP98ccf9Mgjj2AoMcYrr3DyyIqBvTx+/HgjSHzNNdcI5i+YvrfddpsAo8FcnjD2Srp83G3U5rYXKCkpiR599FFyd3e3MqqDpwEAN+SAArIlNWU7v9ISYGPe4GCnGr7eBz2uBUZVYQF7+mp1Pxx4ZoClkKlr4d/CgdZaEwTJu7N2k5RYlh23pm0VUij9m/WXpyptvzv4naiZMSV+iqj1i7psMzbO4ApsbjRr8KxK7S2dQG2129vfTp/t+UzUbQPrF+zgL/Z+Qb2a9BLPsyJlhejauXFn2pO1h9oEtyF7DGB0QM0NV2oAW5qnOqc8oDygPKA8oDygPGDdA8ks2+fp3oCacaKsvhuSiyk1IQEta6iBEWHNUP8XiTPUc0tL0FpZkoAuOEmUsrmy/DNYFr/cp/XrzIsVn0zmFycCBz9JtJbVZxZNqwBw44YTHVlG1PteTfoPjGJzwzzC22hAMeYFAFvP9pVxt/6c+Rg1fIzkXEZxhpCABgM4wi/CYk01PSiMeDjEJ8TpmaFkSWxgrAkA3DOip9PjnCquW8Dc6QmrDsoDygPKA8oDygN16IGUvBJx96oAwIsT0mj+5hP06nXx9K/hbah7yxB6eEQbmjn+Mlq4I5W+25ri9BMirgUAjLxZrVtRBoOsTSrfFov1LvJiPcRtsOzD2hYkFNiJTVwCpBeRByv5YWFgyhYDINyd6A/OUUbEE/V9QGuLn2ATj36dS37kE23+pEL6OZ3jVNy/JJvVGPklTd63AceQMCgfwgQDOFPbvwR+opyILfAXjxAfxr5y0Rr7cf7aCTtZxLG/snrrgWpACOrts6mJKQ8oD1STBzqEh9OVV1whRoNMMoBdc5s9e7YRWB01apSQjUYNYUuG82D/XmEYc8OGDYT+tqz07Hma0KuFYFKatwM719vbW5xeuXIlL/zXrfzXNX7rrbdIShCj7u+iRYsIwLclu7ZLJK0/kk1ufkGCLbx27VoKZz+4bFh1BvYvgpOasHMMyq9lH3a8rvpYxqivgRpsGLcqLGCZfLPz3Il5iRQbFGvC5LXThVJPpxKkRsAA1tvGtI2EmhXNGjXTnzbuH8k7Iti4Ph4+dH0cPyPbrO2zBCP4tg63USRqxhkMDN73d75PDyx/gJ5d9yz9cOgH0ifppnWeJupqvL3jbRrfZjydPnuakDjbcGqDkKBelbJKjAQGMKSlw3zD6HDuYbtBeNOGLBVYnC6nobbKA8oDygPKA8oDygM15IGk7GICs9bDvf7/8xjJxRqpASzroNljAMv6v0isgQnsE1j5XUn8i2NeXjzZZqTpNSTmIP2HePXa95kdHKwxhIcwAHzDXE0Oep3h3wStR2hJu4uscBM7hGjTh6ZjyaPGHTUpakhAw5BYlObN/xbxDqhTBjAYGuf4GQQDmKWgUT7EkqGNtJYB7FcXDXWAE/OZnW2wXk05ieqkpRQ5n2R28haqufKA8oDygPKA8sA/xgOpBgC4ebCvS88EBvHzzP69slNTuqlnlMkY13VtTrf0jqIXft1H8j4mDWwcoAZwcfl5KiytiDFsNK++SwBuLUlAI1crF+VJIDbrkHbfMF7QB6A6dasGAOMsiDSs1kdRfYiSVmkM4BEvagsRtV7aTyxe7DaRS4Z8ShQzSDt3fD2zKlhNBpa6Tdvip4wXIRUNkwsgBQOYQetLxDJL7IPVcUGc03XRIhoyQ9oJSy1KdaK1alrbHqj//8KtbY+o+ykPKA9Y9EBMdLTxPGro6g2MYICrMACxn3zyiV3GLBi1c+bMMQK36G+JWay/z3VdLYN5fn5+FBsbK5qWlJSI2sD6ftjHnGfN0lidaP/5558zSdb6V+CY+KZcg5UXmO1JE0P17dtX1Aw2H9ehYwQxCFwYAAZjGWxjzBfy02BWx8TECPY0JIgxf0sGUBug+ZgxY0RNYi8vLwFIQ876ww8/pPJtX2l12wY/Uan7Cy+8IIDzBgbw+QzXgHnzzTcFK9vf35/w6tWrF73//vuCyW0ywCAeD7J5CT+I0ytWrBDMa8wZ8tjwZcuWLalPnz702GOPEa5LS05OFvcd+vpGeUrIb2Me+heeG4ZkVfrP6cZrOFdQUEAA+MHMDgoKEtdke1zfcnwLFWwuoE//71Pq0qULBQYGkqenJ710xUu0/6X9Arw/ffo0mprYf4/8Vxzf2OZG6hDXQYz7/pPvCybw3ZfdLa4dyjlE/V7qR1GBUfRAtwdo6fKltDZ1LT3x7hP8VkZSSFiI8EG3+G7U8M+G9Nve3wR7GcwOgLw/Jf5EA5oNoF1Zu6jkbAm1D2kvGMcH1x6k3bN2U4uoFuL9x3P16NFDsOPz8vKM87TGAE5NTaX77rtPfIbw+YmMjCSw2ZctY5ZMNRnY8vAzFmk0adKE8HmDb+Pi4kQ98FdffZVVQ/fbvJsrn3XU4sbv6dVXX03R/J2Dzxhe+IyhHvfSpUtt3tOZi//973+FIkBUVJTN98GZMVVb5QHlAeUB5YFL0wMAgC8F+Wd4F0B1euEZrlnMybXqNADAkNwDKGvNwADWA8DW5J8T/+aJ9jYdqzSfaPkLzOjgRZvjPqt8h45jiQayfN/KV7VEHdgfAG8TOb7peZeW9MuwEHtEdNAUcCRwnZdkOjYWIspko+mVWjmSknhY2AcmsJ+Hn937dm3c1W4baw0AAB/LP2ZcaOiK/B8kq5UpDygPKA8oDygPKA845oGU3FLy83KnkIZejnUwa/XZumME0svzV3NMY8Geu7I9+ft40tvLEi1ctX4KEtCwk8wCrlUryWEwl+NUcwlolBu5YACjg6K0KWUxwQj7kG5GDIe+zQ3qJVhQCGt/jSb9DFno2KHaufJiokNLtHq/KIfX+x7um8uSzhxvwpLWGeoAc2IXoLI0sIJRPgRtPdg/cgEkGMBgEVeF/CLvUcPbC8ygzi8zPKeNezkr46wfyt/Tn9yxmNNByyi5dMBzBx/pH9XMwHf/Rz2TehjlAeWBGvDA8RMnjKMCMNEbQJn0dI2pOG7cODK/rm+r30e76667jr777jtRBxjjAMiyZL6e7hTkZz2YAkAlDQCguaEOsZwj5KmtMX9lv2AO3AbFhdPi3adoUr9oedq1beFJysnOpJue/YGWb3ym0hgASvH6+eefxbXJkyebtMnNzRV+Wb9+vcl51DNetWqVeL0f4U1L/u9Katm4vUkb84OMjAwCQ3vXrl0ml7Zu3Up4oU4zgDEjOA5ZvbgRYiXdw19tp7ffecekHw5O8GcDr81cOxqgIeblrEGSBqzcJr4cjBksMTFRyIfDN9bs8UmPU8qOFPqG/zOxQi4vtyuZHt/1uADIAUa2a9dONMG9fjn6i9i/qd1N9D7/J21C2wkU6B1IX+77kmZtm0VFxUXyErULakdbPthCmesyjeewc/jwYfHy+cOHPoz6kMbEjKHvD31Pm9M20x3xd9A5DnC3ZWyjTg07UdqsNKNMeiHxJNmwOAE1svECmP/LL78IQF0CwJivBO/BRAd7vbBQ64v+qKG9ePFi8QLYX1UDYI6FBriX3s6ePSvue+TIEQH079ixg3766Sd9E7Gfk5MjwNrly5dXumbrsw659VatWlXqgxPyM/bDDz+IBRRz584lDw/XQhiA7JCd1y9WwD2svQ+4pkx5QHlAeUB54J/tgWQGgIe358TPJWBSXjA1r5RaN2aGa3UZGBBgUBgWDFYa9vxZjV2L+rxY3AgJ6L73V2omEmfHVhENesz0GoDds6VaH0g3W7IhT7PsM4PHqON210pO8g3WZKD7P6SByXt+YOm/F0x7ggFczov9ijk+g4KLngGMlgEMANdhDWAJpkoGMIBgc3Nr4CZKicjzvZv2lrtObwH4Qo0GiTjEkl7uXkJdB/EojJdhiu1FFqK2ZiqJZ80z6rzygPKA8oDygPJAZQ+Amdsi2M+Yt6ncwvqZnNNl9MW6JJF3bBzgY7Ghn5cHPTCsNb24eB9NGxRLcRH+FtuZn5SlTdIKSqlDZID55Zo7lgvvzCWgC1K1e/qxuqKn4VnBAJb1f1MMQG2z7lq7wwYAGOqEqA187YecgFvKiwVf09RfJIs3lK+Pn0fU+nItbsQCwgLOYQu2L8c7YANLAxEouCUzf5OJApubMoDRBnWAbZVDkePU4baAaxyfB8BuwxBbIg501ZCDDPQKpNyyXBE72oobcY+cUgbuldVbD/Cnvv7Y8ePHRa1NJOnBjAsJCSHU+QRTzRorztHZgz0HthLAienTp4txwVSULDSAKM4Y5vPGG2+IcTBPzBfzRq1QPIcy5YF/kgcOMqD3m4F5B6ZnBNcH1tuaNWuMh2DuOWN6wNcccMI4585ryQmsprNmqD8MsBAGliIYlea2ejUHCwYDAOqIjYpvQttP5FFWUZkjza22KTm6iYZ+WcLgrwa6du/eXbCkAehu27ZNSFE//PDDgslpPgiYmAD8JPg7ePBg+vHHH0W/X3/9lcaOHSu6HMgoo8tnbiVLbFf9mADo8V344IMP0t9//y1AxwULFlD79hpwDCDx008/1XcRrIvfVm8zgr+XXXYZffTRRwJ43rlzJ0F2G+xhzEVKcWOAZs2aCbDzi1ceNo6Hesuo+6x/oR8kkyGPrK93BpDu5MmT9MADD4i5wlfffvsttW3b1jhe0ZkiCo8Np2effVb4ESD0f378D7WY3oKuH3+9ALIBLOIeYD7DUDMYq+XiQ+MFY9eYEOMAZ1LHSfTx7o9p5raZzAB3o0aeFYnVFZ+uEOBvaI9Qinogika8NYLiHoujwSMHi3HPpJ+hz175jPo16yeexcfdh7ambyUk+tYmr6Xhw4dT9p5sasDU8tABoTTtjWm0adMmAbSidnVoaChlZmYK8BV/RxCslV8op9wzuWJ8gKAS/AVAf8899wjWL4B7MNrBzgUA/Pvvv4v2rv7AGPJ3EfeDz/H5A0C9ZMkSAvu3X79+Fv9xg7+NYKVL8NfZzzoWcuA7BLXGwWgGyIwtgPGOXJscBiY8WOGuGEBevA8Af6FCcPvtt4vns/U+uHIf1Ud5QHlAeUB54NLxwNnzFyiFwdSY8IaXxKQlAFztdYCRlJMsWkueyON/4yLZBAYw2BJgSUhpPX374xsY6GVWRtzIirPou/UzPm7AAPB9FefN9wAMj36TwWWOmXcv4ETecGZtbNHGg2x0wo8VNYJl33BDXJh1WEv05SbJK9oWoLBMRJpeqZUjAMABXgEC4C1mvyBpZ24esg6d4UKPJj3Mmzh8DAYwDCxgaSHeIXLXCAAbT1jYUUk8C05Rp5QHlAeUB5QHlAeseABxpKvyz19vOs4xAjGwq/39tnILurlXFDX296HPGSx21MIbeZOnewNRB9jRPtXSDvV/YeYM4EKONWHB0WIjfoABLGM5MHURZ/px3AIZ6cx9mhoMAFyo1HBejb6dQJS+m6/zwkQYwGN3T04UjdPixpRNFfGpbIO4EuNJw/0RLwY240WChjmBAQwDAFzPLbs0W8xQLuqzNN0g7yCR07R0zdFzYX5hoql5nGqpvyOMZEv91Lna8YBH7dzG/l0AOkAWVc9qQiIZCX+8PvvsM5HUbt2avwhcsK+//prMWXUuDCO6gP0EdpQEnOQ4hw4dIrww1/nz54tEvbymtsoD9d0DAJ727t2rTZN/9y4yUzSfAbONLDf7FoNUpaWlAlyVUs/659m9m//4Gqxbt25y16Gtvr1+HNm5xCBv580MYGsGsEguEgFoaMkSEhKMp/X3NJ60sHM5M0E4TUUrDmZUqsNhobnVU8+9Opv2ZF4Q1yHd+95775mAZwDJAFD+5z//Ib0EMDp8/PHHxtrKEydOFItYJBsU/QCWPXt1HL362xE6mpwigLHXX3/d6lwky3fIkCHGNvAHpH47dOhAYAgDbJs2bZrxOpJvPyR683GpkOIFGGhe3xnj4dnAVpYGJnZ8fDxlHzWs3uMLMTEx4pxsI7e7U7TPUKhPqDwlPo8AHEeOrEgg4pmllXMtkPDJ4fTcVc/RLe1vkafppzM/Uf/R/enbq74V4CGeDd/N+F6+4447aP6B+aLt1E5TxbawvFBsW/i3IEhDf7DrA3GMFXUdQjvQXv4PVnKkhKY8NoVO9T5F6SXplHExg9q2bEtne5+l4ReH07K/l1H+1nxavm85tQpsJZi/i48tpr5N+9KXb31JiTsSyS/Aj6Iei6Ku3VjSOiCIevfWGB4DBgygW2+9lSA1DkbvM888Q8+8+4y4L+4V6hsqFhjJv5EAQW+++WZxHT8gIT1+/HgaOHCg+JtpvODCDli2MPwuYbGBuWEBxdNPP23yXss2zz33nJHh7OxnvWnTpgSGMLbmdvnllwvAe+rUqeJ3ADLRjzzyiPhOMm9r63jGjBkCVMYiEQDL+s8T+ll6H/C5UaY8oDygPKA88M/1AIDU85x5iwnlxNIlYBHMDvHiWsXVXgcYTIlmPax7IOeIdg2JuZM7tH1LEtCQfwboGtGxYqwN72rM4pihzMjla7YsimOjDtcSreZ4duJiBp05hj62iuiym4i2faGxOGIGVowQwMk7JAWzD3NCMYYo60DFNeyBAZy0xvRcLR5hkSPYv+nF6eKu2We0pJ1+CpDyk+ZGbiYLIuV5R7eRDSPJy82LkgqTxKJE9ENN4cxSLaFpj8GB9nLxIfaVKQ8oDygPKA8oDygP2PYAYsn+rcNsN7JwFYsQF2w+Qdd1a2ZXPtrLw41u6xNF7604Qk+OakdQLbRnbkw+QNx4Ml8jQ9hrX23XTyPm4Wwq6urqDYsNmWhBUJOBlZewcsvxCgYwAGAp/5zJZT9Q/7flAF4U+J0GEu/+Vuvn6UfU/2GtLjDAYTB6AQIf4LgRMSEYwLAcBnkhYwwFGjCNUTYEFsTt0Q+S0jJuNALAWrymNayfPyUA7O3mTWcuWHVrVvMAAEAASURBVH5vowOiqzx5lLc7nHdYKMmchRKQDSs+x4s/ldVbD/BvXd0bGGSo7YfENkAFMKE2bNggGER33XWXmCAkNq+88koqKipyacKQ0JQGUAKAR6dOneQph7e4P+YhwV/MD0wnzBfzxvzxHHgec4lVh2+iGjrngWL+knH1xZKmVo1BUJfH5Zq4Vo2BVIfHtTpI9V8AoxO/E+LFoNRlDDwOmjePnmSQJJP9ew8DZ1u2bBHStOZ310v+ol6oM6ZnE0M6Vm/4vS0tPydOcehgYgCkAVg//vjj9OSTT4prkHUGcGbJ9HMMDw+31EScwxwwLl6nkg5TnEceff/nBnEMJqmzlp+fT58s3iK6AWx6hyWUJYBrPhbYj3p/4PoHH2hgJOYMlm2lvhzEvNg1g9rFcPKLDexdsBytGdi0evBXtoOSwZQpU8Qh2LmovWs0NzdKbxAhDrt17lQJ/DW24x2MU8lkIFXpQsUJ1P9FjYmGCNYMhkU7evBXnpfbA7kHyL2xO3UO7yxPCXYFpJf7RvYV58D2lCxzSFuD7bsyZSX5cq2PoS2G0onCE3TmnBYwBXsH0/u73hf9UOvizcFv0r1d7jWOjffv8zc+p4XXLqT+kf1ZOO8iFZUXUVZpFrW6RgtgLzJj/bu/vqMhLYYQEnxI9oW7h9PRP46Kce5/8n7yiPIQ7N5DuRyA6gx1bv/v//5PnAHw6n/RX+ync/AM+fJFixaJY7By9eCvHAK1nFFXu6ompdIBJtsy8/dafNa5/jfMlc86lDQsgb9yDvjsA/gFc7eYv5OcrXkMdrz8fQKD2Bz8lfcxfx9wL2XKA8oDygPKA/9cD6D+L+xSYQC7czIPLJNqB4ClBLS1txoAMBJuqKmbnsDsDE50Yt/cALa2GqoBvrhWmke08xtmXnBM3+kG89aWjwdzbJ9/QmN6hLfX6gC36M1gbnMtuafvxXEqhTEonc1xFRgdecn6q9ockYhkRbC6sLTTaQRQVtYCzgdz2sz0Mn7BPsFmV507dHdzp6iAKEouSDZ2jA+LN+4jfrUHAisWh9Fdakd5QHlAeUB5QHnApgeQt0RZDlcYwMsPZFAmKw5O7MuApAM2gVnAWLT4y66TDrTWmqAO8KnargFcxHFXQ44TAcrqrQDz5uyukGbm3ZxE/sF4DVi8AIMz9jIA3EPrkbhc22KxYS7n004xixdgLur33r+daMgTRJN/1wBigMgRHOsA1EVZPMSQsGSOSbE4EPfU1wFGzWG0waJEMSdu4hfKzTimvIQYwIj5rFnH0I7WLjl8vlkjLc9sLBFoo2fZJVA72cb0//GXPOrDEz700EOCXYh6fqg/CQaUtGHDhglZyyeeeELUWETyF/KUzhqYbWAJQlK6S5cu5OPjI8YB0OGMQY4aYDQMEtAAn6Rh3gBWINEKNuK//vUvIZEqr6ttDXmA3xOXjZnc1KuX5e4MtvEbafmavbP8OeAPg+VWLIFLWVmWr5mfdeGzbj5EdRxf4IDmu4ULyYcBJrBU9TK/GF+/MMOcGWrv/vr2kt0o++xPK6SzBgloSOJWAj9lQ97idw/gTmxsrO5sxa5+jgCarBnUAiDHbG6LGJfD7/aqVavML9k8XsELRErKz4s2kF0GeOWonTp1ig4cOCCa33jjjQSAr5IxE8KjUThNufsOevLpZwWDGLK5+u9RfR+wTK2ZBMQQwALsxneltKatOejaeojWrF5FR48etVqrVbY32Vqr86ZrlJiXSK2DW5u8x7bmiq4JWQmC4dAmuI1xpM2JmyktOY3CG4cL0B4XJOAPhvn6k+up7HwZXdf6OrGKDbV6EQvCACg3bdBU1NL4aPhHAkRelbxKXMOPW265RcwPIPXbQ9+mO/66g3Zm7qQOIR1ofSEHmgbLTs0WUn+Q+UPbHRt20IVSLek47fZptHTlUvJ086TkwmQ6y5I02Jc2aNAgsYt6u0n7ksTzgQGcuSGTIAcOk0C9ODD70Yu/zyCVvG/fPrMrjh8ChIXc9Pfff0933nkn+flxstcBg6yyZOI7+1m3NDx8AEY6fnfls6OdlMrG+3n99ddb6mrxHGTg5cIGa0oBsqP+fYD0tTyW19VWeUB5QHlAeeCf4wEAwD6ebhTBsnqXirUI8ateALiMF1kDmAzkhJg1AwAMxgYvyKJ0/jc05J+xr7eSXC1513d6xdntXzKD4ywR4p12/G8vvZ0rJ4JUH5gZjTtU1FwDe7jdVUQbP9DAZDA6cK+2o7Tab6NfN713WFsGgDmJGDOY//2Ww89SSORjYH8guQfwuZj//eUfob97reyDAYyFg1gUiAWGpef4Wc1MD8iihm9VDawPxJnSujbuSnP3zZWHdrclZ138N7DdkVUD5QHlAeUB5QHlgX+WB3KKy6mUlQubcw1gZ23RzpN0WfNAatfEELPYGSCMJZ2HtmtMP3O/yf1j7LTWLqMOMGoU16oBADav/4sJ5CVr5USCo3GksXKxDeOcHhYXIl6TajSHl+AKSzSfJGICh1CE4VweXfMRx6sc28EQG46bQ/Qu5y5RGxh9C09ppT8AFoNFHDtEO8b40lDjt/w0kW8QA74ZXHuQ41EPLw0ERrxYzw2lOhBT6uNH8ylDzbCqFuYbpg3BGL09Q25TWf31gFtdTw2MQllrENKclkAL1NWV9SnBnkNS2FlDUhzMN9QvBfjriuG+AJFhmA/mZW6oi4jngCHZDLlVZcoDl4IHnn/+eQLwJ17MlLvIxyXMpk3gOqOP8+ca7Lm3335b1M+UII98Lj0waa8Grewjt/r2AQGmQc9vCWlcw5X/oNsx1P2F3CwWelgz/Rxrk9G3c9Na45TsMSqNDQ07RkluPpZSwSZtyouJdi0g6jaRevftb7yk72c8adhBrXJrpmd06gFztJ94xzTRLafgtJBwnjBhAs2dO5cgiV8ddiT/CJknvFBr2JbtydojJJq3bNoiVBcADPZr248Sn0qkW4bdYmS0y5rGYIF/tf8rMeTEDhNFAu6nwz+JBYc4iYAFDIxHuz9qZBDr76/3nSevZHz/8vcF0Ls/dz+FhRoCI+4Q7hYuav+G+4ZTE78mtHHrRuMwraJaUcKkBHpj8Bu0a+IulnD04piVK3cYXpDMlgbwE3WAkTDUL1bCQiZbhr93VbFJkyaJ7lC2iImJofvvv1+wj7PsLFyBmoc0Zz/rsh/+zmIhB/5WY3FIixYtxO+1UZ2AVQogVw/Ts/plf1tblJOQBpBb+tzSVv8+SEa07Ku2ygPKA8oDygP/LA8AAI5m+WdHYk5nnxzSfisPZdLc9Um06ViOYG04O4al9qgDXK01gCHJBwtsrm0t/QQAHMIAMAwAsCX5ZzAvwOSIHiCaiXprWz7VEmqxQzjRpmO3HllO9F43oi+vJlpwI9HbHAMtvFMDb9G7112aLB+Yxqg5DIZym1G8PV6RMEQ7GBKHrIqjsTz4OC9JnBY/JEu5iBOCtWz4dxUYwE0bNhXxHBJptpJ1mF7XiK5VnmV0oCkA3D60vVNjQjFHmfKA8oDygPKA8oDygH0PyHisRQiDlE5YQelZjhGz6JrOBjDTwb7jujajhNQCSswocqhHZJAPM4AtywQ7NIArjQAAm9f/xTgyPjMCwAeZhdtMW7SXtltbLIgFgRw/iVjTg/EbxItYPAfwF/0632Q6I9Tx7TOdz3Hu2M2DwV5DvAdGL0BeEQcaxpM9wQCGoT3iViFZzbtQL7wEGMBQIQQArFeQwePoLSYoRn/o0r4EgC+QRmixNYitudjqp67VjgfqHACGJKc0a6wmUM1R+xIGicmVK1fKLrW6xX0lewgJcmsUeH2tYSnZWasTVTdTHqgmD/iyXHqniAh6Y8QI+vCtt8So69ato1dffdXkDmFhFeCXs2AJQC5pAPCkIWGyePcp8jXU/o2MjBQgGIAwvMA2RK1bSE7j9xIMWTAWrZl+bFtAFpj7RiDcAIhbG9OR89kpicZmtuRtjY10O/p6upC3rmR7GLwEY6P7ZOEHeV3fT56TW1tsTv13mp5xib6owfr+kxNZOpnzclwbGr5GPda4uDhq3ry5qM9qqYazvK+tLYDXpIKkSgBwcLAuSWhhgITsBEpflC7qtqJura3nRnfIhoOxG+ITItjGS5KWUMm5EnKDzAsb3neskpscP1kcm/8w912AVwDNGjxLNNMzu+MC42hT2iZR+7egvICyMl1bQYiFFhIA1j+bxc+CbrLmMuK6Sw7tQoYa7y2AUYCtAGTHjRtHuC+AUSwW0f/eykH1gKyzn3WMgWfEIjAAzps3b6ZyW1L63B7vpzMmgWNn+qCt+YIXZ/ur9soDygPKA8oD9dsDyTnFFBPWsNonufdkAV3x9hqaMncrvfrHAZowZxMNn72adpzIq/K9AABDAhqxS7UYwFUYGBHWLOcoM4Bb8x/gfA2QhdSeuSWv0+qqycQajgtTNfZtx7EVrff/SjT/Bo1RfPdqon/tJbqaF1ofYvbG5yM12ejoQQw4xxKl7dL6neAFddEDNRlqyQqRI4bFcZ/cippvecnyiibvh6PCtIpztbSXV5ZHZ86fMdYAxuJAewa2cFUNDGAsIJRM3sZ+Fv4dYeMmjiT6bHRXl5QHlAeUB5QHlAf+ZzwA+WeYswzgP/els+LhBbrqMucA4GHtG5O/twf9sYdBVgesaaAvpReeoXN8r1ozAKqWVFfAzoUFR4uNWLwX3lbbT0vQ5JvBxAXrlxX1CPEk4jsmTggb/Ya21f8Ee7fv/RqYC1UZ1PX1asSMXm+tFWSooWyCxYuyHIhUvLlo8ImUgW7IcRoYwfXcUAMYCwpt1eWN8mffVdFCfbUcvSPsXszn/IXzVbyj6l5THqhzABhgEgySrFJ+1NLDQnpV2vr16+VurW7lXHFT/XzMJ9GjRw+jZGZdzdV8TupYeaCqHriDFz1IhugXkLHWmZ6pqWcB6ppY3YVcsbTOnTvLXdp3qlDU0fDzchfnULsb4JN8DR06lCAND3nWZs2aiQTY3XffLaRrjYPodvRjOztH3TDO77I0R3UYwDgTQ8Jv66fMhLiCg6eWJpdq6uC+F96l5EdC6a0Hx9EYlk8H8xp28uRJ+oRrv3bt2pWee+4527e3EBCgDi8CirhgTt7pTA+q6k6LXQQ8h7YcomWfLRPHkP5+7/33qONrHend9e8KpQgJ5Mu6umiI+4xsyYlFtgUHF/AaQfarwbXw8cfDPxbXLP14cMWD1OWrLjT0+6E0e9tsUf+3T2Qf6t2kN2WUVASJrYJa8fq4C+THdfIwTzf+T9qKDSvoxYUvUqf/dKJub3Sj5358zmRhg1zggO3YsWMFACxrxskxKn0W5IVq2uJ37fPPPxcS2ng/oWyB+tQwSEvPmDGDWrduTb/88ks13VEbBuUg8PsMw7P/+uuvlJycLADYCxyoy/cTrGCYs0lv/aIGfO/ofW1rH3NRpjygPKA8oDzwz/VAUlb1A8Cbme0LwLehlwf9en9/OvTSaFp4b18K8vOk8R9vJNR8q4pBAholRiA7WC1WcILjIY65JVvWfNAyZlCAUQEAOIvZGjAwNMwtaS1RDIO00hJ+YNYvJ49Qo6ztGO0spJoXTSPqwH9fb/uZE3VdNOC5+ySiu5ZribfvbuO2HOt2n6JJ+oF5fHwDg78+mpTf4T/lHbStTB5Cts87gFeVJVVcRzJPzwipuFLje2D/wpo2aipqADfy5ISkHesY1tFOC/uXwQCGnSji95UNix31JUfESTs/iqE0pEx5QHlAeUB5QHlAecCmB1JYXjnAx4MCfRlodMKgeNg7JoSaBHJs44R5e7jT4LbhtMzBWBIS0KgbjFrDtWaCAdzU9HaoEYtyI4jJwLSFIaYMb6ftpzMDWKrLpGp5ISOIe57jXcSoiD3XvU20ZibRrw8SzWxD9DIvclswnkuGDONYlnNv3v7M/GWiTHG2Nm5xrrYFCJx7TNtHfWLISsuSFwCcYZjXJSABjTwj1FqsLdgDO9jfi/1QRZMMYEeB3cLywireUXWvKQ/wb13dmqxviWQyagBbM730puxjrW1Nnd+/f79xaP18jCcNO3gOPE9CQoKxfqd5G3VcjR7Q1WF2elQDqGGxH7PQGGGweMnuSQZQrBoz64yrjqw2qn8XwA4F2xPMvLS0NMrJyRG1ODFT1MecPXu2mDRAG8gDO2poL01fZxPBDFa1caFWedniFszgjz/+mK6++mpCDeFnn32WUMfX3LBoQ85x6dKlZK8GqHl/HBeXOy+HFubGgYfB4LeYmBh5aHcrAXc0rMS4TN2mrWC7/Hkxjp55re9n9ybONPAJpMbdRtG/mCXyr3dW88f4Au3atUvIA7/PNbOh0PDKK6+IWuvXXnut5ZEtyKkk5mssaXMJaMsDaGch/5y3Kk8cgCm8adMmSuP/PvnjExoUN8jk74mePYsOkH9GzeFDuYcEAIzngIEtEexTwTpGQPXz4Z/FNfwo4iCy0cVGlH0mW9RR++HwD/TNmG9o9pDZNPB7XbKT2wIUPpx3mHzcfcTCiWzSgs+0Bmk0rPcw+rHoR2rL9epKGpaIRQ3Gm5jtgAG8OW0z9QzuabyCz4IEQY0ndTuVPiu6a87sQlL9pZdeEi+wvrEIasGCBfTVV18JSfibb75Z1IOWbF+9EoCzn3X87koGP2o/f/PNN1anmpenve9WG1i5oFcBQF1oMNeV1Y0HUNMdJTV+//13SklJEXXlW7VqJZQcIOdvzrZ3Zpb4fT548CChxAheKMWBeEwyyqHmgprxjhoY4Ph++/HHH8XnvaysTPz+XXnllYRa1y1btnR0KNVOeUB5oB564AzXbDtVcIaiq5EBfJwZxXd+uU3UdPt0Yg9qiHiWrXvLEPpxWl+aPn8H3b9gJ/14T1+KbxboklfAAIaBBYx6cFU2SEBDgg9ArSWTCTMAwKihBrAYrFu9FedwrbV9RP05IQdDXd/9vFisUTjXC45nGegQlu/jWHrhHRor99r3K98PQO5NHAPMu5Lr//L1LrcSLX+RV4tzog4MYFjcSKLfH9GYyKjdBgNTGEm/nMPawsi8ZHFa/MAzIaFXVDXQvWJAx/dOntYSipENIwUjt7m/7dgDIK2zQK2l2SCmhSUXJFO7EC2xGuQdRJAMdNRST6dS2xB+P5QpDygPKA8oDygPKA9Y9UBKbilhYZ4zdrrsHG06mkNPjzGAn8505rYjOkTQQ9/torSCUgLD15ZFMgAMO5VfSnLfVvsqX0N+DSxaCfLKASX7F0AuCC4AhBFfoowHWLyZDAZ3nai1PrZS2+Yd5y23xaJAqMC834N3eXwAwtKgSOPOsfDRZdq1E5uYAWwAgdEmR8s3iuaIYcM4lsX9oXpzmuMitJWlUBCzpm6RI9fbbWZJJnuEfWLFqgP8xdChPhoD2Na99FMoKCswyanqr6n9uvWAbWSlhueGhLKUjLSXiEWCHyxhGJKFdWGpqfwPYzbMIyjI8I9NKxORyXlIzSJZ6IzhPrZeSKwr03kAnwtXX7aAWj/+A+7quLaAZV/+4+vouLrHrA+7585x0sZg+v1Ro0aRlJ2F7Ln8XZFtrW3xuyxl4AEiXXHFFcamyw9kilVtxhM2dq666iohA4wmAKj0izVkN4wt5/jdd9+RLRlo2cd8W1By1vyU3eNuQYXGNmvWrDHuO7Kjr0MK4N3Edn6lyaG0ulycBtAhTd9Pnqu2bacbNSk+Zm9gUUC3bt0EQLh8OTM2DAY5Zr2ZMFZlPQ5dgyN5Rwgry/Tgq+6yxd092XvoXJr2eQQbHIDetoxtLFHtK2Sc9Z30tV8h/9wioAX9fux3Af56I1A0WMfQjnKXyri+yPRl0+m3Y78Zz6E28LoJ62jRNYvo6lZXUzFL0kz4bQJB3m909Ghju4O5B2l0zGghNx0fFk9BsRV/L35b/psxEQcJ6WMFHPDaMADASNZ16NjB2MpebXl7140DObHj4+Mj6n+D/f/mm2+KnpBg/u23Cv/gsyDN2c96YmKiYG2j/0033SSHqbQFsKevG16pgY0TYKhLU+oc0hO1v128eDFBNQILcg4dOiQY3gD18XsKVQe8T1WpLY4FQB07diSUFfnoo4/EuBL8dfZpMY8uXbrQk08+KcbBPAEIY96YP55D/zvg7PiqvfKA8kDdewDyz7DYagKAIeX3wLc7KbihF318e3cj+Cuf1MPdjd69uSu1btxItAMA7YrJOnOy7pwrY5j0gQS0Lfnn3KNa89BWnKA7oIG/UlpPDiTq//KBrP97aInGwICsXtwIrdUuBndR4+26OZxw0/5tL7sbt9H9WcrvPqIVr3B/fn9ih3I9BgaXwRIpYRZH7BAtwQdGsDTMJTiGCOziIF6Yk39CXtG2AgCu/X9DQ8UFsSlivvSSdDqNWnQ2LMKPgepqsEDvQAr2DqakwiTjaJIVjBNCAcd4xfJOSmHd5Fwsz0adVR5QHlAeUB5QHqifHkhlBnCLYM4fO2FrD2dROceMw9u79nd/SJvG5O7WgBVlMu3eFTWAYVjwWCsGyWYmU1SqASxB1kAGXmF5yVo8hwWFiPFYrc/IAJaL/so4nyoWJzJgu28Rs4XbVoC//pGa1DNUX3yZyBE3igfldqgVHIHcHu+LxYFHOAfPwC5koSEDLQ3y0ogXUUNYgtOIFwEK13PLsaM02awRP1M1WIhviFOj5J7h915ZvfSAW13OqqioghnXqBH/ItoxCQC7mvy1M7zdy3K+zswVgzo7X4DHtl69evWyO1fVQHmgSh5wdyeKjjZ5lfBCBgms+jKIrWf7eXt7E2rnwrCwY9q0aYIdKk5Y+QGW1j333CPao8nDDz9slJnFKrY9XDcNq9ocNSnzi3HBQjU3zPGRRx4Rp4uLi+muu+6yO0fzMfJLOSBxxpgJMTSigBr6agHXe++9R3oZWntDgd3cvn170QygqvG7BCvlwKgAGMsgLMacN2+eaIfFMnogzt49nL4O1gWk9RB86Qz3lDV75cIeeRngobSybLOEHF8AGzcuiIM+JywhK4G8GniJHng/YdvSt1GX8C4mzAnIfevB8+FRw+kCrxj85egvYsUc6rJJczewXlBH418r/yWYt56oF2Kw+PB4QkKtdXBrenXAq/TagNc4aC+nGxffSA92fVA2o305+2hIiyEckLuLhF9ZbBk18OLgk+2vb/4Sq+gARAMYTy5MFrLUxs5mO038moj5durTiaQk9pdffmnWquIQ4O/evXsrTtTAHupBS9O/1wDi5d9pZz/r+gUl8v2U99BvwfZ31YYPH25kloJ96qyEtKv3Vf0qPIDfRwD8YHwjlsJ39YYNGwgLSPCdDDt8+DCBXStjroreju3p31fImeO7qVOnTo511rXC/TEPLE6AYX6YJ+aLeWP+eA48D5QQlCkPXJIesBDv8R+bS/JRXJ10crYWQ1QXA3jB5hMihn2PQd4An4oYQj8/H093entCFzrJNeM+WMlJKRfMn8cOYZD5RE6JC70tdClgsE8m5CxcphyeJ5JAYPECAG6sxacmTVN4sSLGCGyund7zoyYZjURc6xEamLvyVS1+bd7dpGulgyFP8/14Ad3KV7j9DczeMPgJCcHgaL4HJ+2S1ph2A4Mk65BlABhsE8gR1rKdOn2KwP7FYkEoy+SX5ducQYfQigV/Nhs6cBGALxjA0jqFOfe38FTxKdlVbZUHlAeUB5QHLmUPqHivRt891ABuHuzr1D2WMXDbJqKR08xheZNALinSKzrEIRloxIxQVwQDuFZMxluNmpjeTsosQ00GlmNYXIgyH2DmArAFmxcMYjCDJVkDYLIXA+yIL1EnmFX2KIJjmtihGjiMPoeXaAsEfThXCSvJ5h8XuS3nDJmVKmJHcwAYMStKoEABR86tYWNt8WJ5NcXXYjLV+wM5yKKzFXiapdGl+oula86cA2EGqoYwd/7PnulL49lrq67XrgfqFAAGUCRN1heUx5a2AHBgYB3Vhcn5OjPXupxvXfhI3fMf4gEAdpMnm7xe+M9/jL97YNNKMEo+8WOPPUa9e/cWh3/88QdNnDixArCUjQxbADy4jnYw1BiV4CyOsYoNq9mwqs1RGzlyJKH+NgxSspYYZLiHlJlG/VLIQOsBLEv30svNFp05R5Bqcdi4hkWQTwOaNvkW0QX1TQGU6wEK/Vhnz56lzEzTFXyQQ4WBsQy5UWGJfzHSzkHMZTeKwxdffNEIzgOkkN+VWuPq+Qmfiu9e1F5rPZzo4O8mA4O9J30VExNjck1KBOPk0UP7Ta7h4Ej+EQGqVrpg5QTqT+zN2UtRMZz8Y4M08aHDhwTjtkcT7TOA8/DZ7bffjl2jTY2fStsztovavJL9YMJQ5pYvb3qZ1p9cLwDaB7o+YOxrvnNVq6vohX4vUMm5Enpk9SPGy5CK3p+zn3pE9KCcMzl03uc8tRzdUlzPOZhD9z90P7UJbCNYIEgGogay3iDh/Nlnn4lTTRtywpLtYsBFkrLakE03Z1mjDRYIYPFFVQxy2WBoWvuMYuy//uLPn8H07zWUMeT9nf2so2yCfB8AcFu6P+YFKV5XDfO7H9L+bADxsOhEyn9bGlP/Pli6rs457wHUecb3CEpl4HP0zDPPUN++fWnYsGE0Z84ceuONN8SgAIFnzZrl/A24B6TLAfBv3LhRALT4LI4bN87pscB0xzxgmBfmh3livpj3n3/+KZ4DjGC5AMrpm6gOygN17QEL8R7pFm3V9fRq4/7HGAD257ptoQymVtWgFPPWssN0Y/cW1LkFg5c2rFV4I5o2OJY+WXPM5YQc5AYhAV0tBlaGBG4tDYgkHRJ2KI8DmefGYFaYWcoWouY9tZOlebzCj+MFJNIA1oKxsW2uxuQd9pxZRwuH3o2IAAInfK/dF0lALEBM3cr5QU4Qxg6yAADHMQOYv7fB6ACgrS/l489JSJmQtHC7mjoFEBX1f9OL08UtcsGKsWH6ONZGM4cuQQYaCw2lYZGkNEek/MBeVqY8oDygPKA88A/wgIr3auxNvMC1dbGgzxkJaNTjXXkoky53kf0rH2Y4E2Y2HMmh0vLz8pTVLaSfaw0APq3FPOQfYTofxGYAeUMM+UKoy3g21JjCAHahMoP4D+Avg5wi3kN7GBRhiCEslAQBiSODmby752t50VRegNiiL9Fazh8MfEw0FwsHPTh3iXFgPhyXQzraEgM4INJUAhrti03zsjhVX8wRlm11LiiUSo16cow1X5jnNq21U+dr3wN1CgDrWWGOyPNJKWWwD+vC5HydmSvm6ex8IYtr66WXeq0LP6h7/jM9AOARzEH9C6Det99+S6NHjzbKvuL3YMaMGZWcgIT+woULRfIdF+fPny/Yq88//zwtW7aMwPzCFmAlWK24DoNcMWor6gHl5Vz/t2d0MGFVmzOG+r8wMGJfe+21Sl0xR9xLsughVw0AC6AppKMBJO7evVuAQ6hBevfddzMROrpiHA8v2sh1Ohw2SNxxPYmX3njHyEADgNWzZ0/69NNPRd3aHTt2EAC9x7mWNeYiQXF5D7CkATjA5s6dS2BfLvx0Ju0oj6Xftxyh66+/Xkgw4zpqaEomNI6r0yCBCkbyZF4Y8MV+H1q3eRvtXPOneE9feOEFo3w33sc777zT5NZRUVHGeqszf9ognhcSqgDp9xzYQ8mZyU4xgCGbLOSXb5sg7oMFBYMGD6LjfxwnzxOe4v2bOXMmde7cWQDj0n9o3My/Gf129DcOHd2MNTMaIug02JKkJfTzkZ/FtVcGvEKQcLZl4+LG0aBmgwTrV7bzcPOgxccWCxbw3uy9QoKv56Se5N/aXzT58L0P6Y8H/6AtC7dQcWIx/bnhT0JdUnw2xo4dS/CXZLpCAhqGxCEAMX9/bYxbbrmFsDgA/QBw4bPRvXt38XsmF0KIjk7+AKPxmmuuodjYWHr00UcF0AwGNe4BqVsAvPgswJo1a0aQX9cbagZLtqUzn3XU5x0zZowYCjW6saDj559/FvddsmSJ+Exdd911Yl6Q+3bV8N0lF6q88847gh36wQcfECShweK09j64ej/Vr8IDiF3Wrl0rTtxxxx3G77WKFiQ+c1L1AO8PFsU4a/h+f+CBB6hPnz6MY/E/+lww3BcgMgzzwe+CuWHhEp4Dtnr1alFr2LyNOlYeUB6o/x4AAziG5Z/lIqSqzPi9FVzO4NwFevQKZqI6YNMGtxKMDPRzxVAHuFoAYFY+oSIG+2xJQIOBi8QcaroB3DVnAEOdJm0XJ+B6aY+SuEyT/ytkYDluOO9zcnLzJxz4X6/V6HXkgVH/F1J8uxZoEtKQ8Tu5XesZM1gDovUyfQCZIeUHsPccJwcxV2mCAVz7gGba6TTBAJZgql55Rk5Nv+3XtJ/+sEr7kgEsF9W1D23v1HioL6dMeUB5QHlAeUB5QHnAugcyi8qElLMzDOCE1HzKLS6nYe14kVwVbFBcmLj3tuO2F5fhFpCBrjUAuMgQfyGG01tuMh/xQkIs1INhcWFIrAb0ggHc5DLtvKzBi1hOGhYe5nH74mztTCuOLScv4QWBw7RjxKAAnr05XwbgFwZgF6AvDDHkmXytzWlDfIN5gFgDUFkvAY32+vgSx/XIsks1H3iQh9VZtQxoafWasxdQrg/m0cD6/eSYJ0+flLtqW888YP/dq8EJy0Q2bmGUNrVxPykL6YgEs41hXL4k5+vMXHEzZ+drrx6yyw+gOioP2PAAaiXiZcsAvAAYlQCPeVsAQgBRwbIDcIxawJbAYvRDog0gFkAifU3tYmbYrmeQ9YkrOInjpIEhidqP+/btI9SBBPgMME1vjRs3Fsl6MLjwvPh9BttSMi71beV+QECAeKbVfv1pDdfqcFiaGqvYmnQiP5YKXbFihQBrURsVYBrAZUcMgCqAN4ByAKkwDv9vsArwDSAFgDKHv28QbEE6Dwk/P/6DHsqBV5kuwJK30G3z8/MJ7Mwv5bm5o+Se2IJ5DODSEgAJf0+fPp2SskqMTFbZudkdzSjuhjh5aHcL+Wc3DuAenPQgHd5wWICfmekcxPGagqnzpxr7w3dvvfUWJZ5KFGxAXEBt36XJS+kC/wfDOI08G1Ee/4ek3IyNM3iNYQO6vcPtdGXslbTqxCrRztaPWUNm0YDvBhibgNW7/PhyurPTnXT+4nlCAg6r9Jo/2pzSPk+j/G35dCrxFDNjtC730X3GvnIHnzlYI5apwfwyijNodPxoAZ7jswB52g8//FC8ZB9s//3vf4vfLX3dY/11R/eTk5NFjVNr7cHqBove/PPmx7XTXf2s4/dxwIABdOLECbGwAAtG9IbfZdQMl0Cx/pqj+/iM/v333zSZFzIAYMaCD8kKtjSGfB8sXVPnnPOArPeOXqjPa8lQVxzqEE8//TTh+waAPBYD1LbhvgUF/I9BtkmTJol655bmgM/RJ58woMGGBUVY3KNMeUB54NLyQJIBAK7qrJHI+2bzcbp7UCtq7O/Y4pNGLMd3x8AYevvvRHp4RBuH+8m5RoX40vZk+0k/2d7qFrJ3SJDZkoBGfTXIOGfu14YxB4AR84JlIQHgQ38w65cBx6wDWr+Dv2kye32+tjqNShd44SV1578XG94jGvkSq8/wGACAIQ0YPVBrnryWQeVx2j4koJFYlCbBYBwDFIYcIMBuXXkP2bSmtmAAj4oZJRbyQULPHgAcFRBVbVMBAxgqNVmlWdTYr7F4OTM4ahYrUx5QHlAeUB5QHlAesO6BFK7/C3OGAbyB852IAbvaUYuxflftSuvGjSiskTdhvIFxthfJN2UG8M4TDIDWhgGIRU1eD2/Tu4HxC5OKMzhGHhJxHZi5ba7Qrh9Zrm3FT0NcV35ay1silovm3NttP2nAccufiT7hmBD9A5oTbZlD1JaJBfv4/NnSinFKcirYwACboWoogWgAxmD8YjEjlGtg+kWE2pl68zOrJEvMxYvlrc+dP2dxXs392RfVZIghYY4sllUS0NXk9BoYxq0GxnR4SDAzwPqBASiyZZAWlQAw6uPWhUlgFvNAYtKWgcELA2BWE3Kstu6trikPVJcHIHfepEkTwToF+xCsTXvJeNSBBbsXzNYnnnhCMOzwe4BajNh27dpVsF1xHWCyHvzFvNcmZlM5syeGuyCHgj9IABphYHC9/vrrYt/8B757Zs+eTceOHROsSgBKYPoCzJLzBHt06tSpYo5paWmi5uPQjlG0JlH7Y2s+psVjBBZNLxOXUDMZLDGATpCexvcJvhswF7Atx48fL/x28803VxoqJCSEABx/9dVXNKrfZRTRsIGYJ74/hwwZIkB0sBdbtnRgldfJHURfjCJ6rxvR748SbWc4969nib65nuinCvDUfBIARMDIA+MYCwDC/b3Iw70BASDDewoJcNSIBiBiye69915a+Pp9NLKVBwGEBxtbGgDX2EAO/By0Pdl7qHVQa/Lz9KMvvvhCgP2RnSLJkxnj8Cn8AOlnyPxCcnZHBj+zwdakrhHJMHl8edTlAgTGMYDl0nOlhITZg90elE3sbn04YHyi5xMm7ZDggwx0XHCckBmGFIq3nzf1fbov3fjujTT+9vHk1YR96OtBbu5uhPcY4BFYvWCBA6SUhoBLBlJ4v7HAAf7Ec+J3NCIiQtQqBXMWDPuqGMYEUxOsbvyut23bVvyO4v3CZxgS6pDGPXjwoGAcW7qXq591/G3H9wLY8G3atBHvZWBgoGByYzEHPuOQ962qYTEX1ArARgVbHc+Ic3hGW+9DVe/7v94fi4NgqBMNtro1Gzx4sPESFr3Uhcm54t76+ZjPBYtdsOgBVldzNZ+TOlYeUB5wzgNJ2SUUHdrQuU4WWn+1MVmcndwvWmwd/XFr75bkyfHUvPXJjnYxtmsR7EdphWdE3Gw86coO5J9hMhGmHVX8PFOogadgaWTs54SeL7N4YyquYw9sDSTQUJPtHAPBR5ZpgLKbJ1HMIKJNvMi0ZX+moHQx7WfvqPtkTthxQg6sY44XhQRgTiIn+Zpqc4DstLSwOG0PSUIYAGBpAIBhtZjQQ0kQvFADGAxgmUDTJlL5p7ebt0PJtco9LZ/BAkSYrAOMRY94OWo5SJYqUx5QHlAeUB5QHlAesOqBFEMpDmcYwBuOZlOvmBDOpzn+N9nSBJD/7NcqVADAlq7rzzUN8KEMjhlrxcAANq//ixvLeFMuOMw5xgzgVszsTeL4jmM3yQA+uc10mgCT849rsShkoDtcR/Qt500/HkD03S1Efe7X2mNBIxYqdrhGOwbZRVoREzBgKCmSyYsTYXIeiC9hYAH7hXC46V6vJaCzzzAIzuaOeVqxJn6GuNfKdWdOR/hFiOYXJJvaRud8sKyV1UsPeNT1rJDMRRIWUqDnzp0zAQX0c0OyWZqUB5THtbXFXJE0hmE+kBe0ZHiOo0d5JQtbXc3V0rzUOeUBcw8ATJKyYObXqnrcpUsXwstZg/wzVrJFsxwfLDk5WWwd/QFWMV6OGFiMqAusrz9sq9/gNuH09abjBLlAOT+r7cuKWNLkCNGAR0yaQMYWL2cNzDiAmrfTIk6s8WquKb87PATAvBcYQKP17xB9Npxl+xhEGz+P5fR4hZ0XgxeQ5ctLpiG8Wu5ii8+1Om2XmTIQYmJiRA1iYx3iTR8zcPwc0RMctPkEODSXceNvpHElXxPdv47IkKR7c+ubtDJlpQBzMYiYK8/XliVkJ9BlYZcZm9xy6y30kftH9Fz75+jeLvcaz8sdtyvcqP8V/WndzevowRUPytNie1enu2h28mzamr6Vpv45VTB2Xx7wMnkjMGSTvyOQMtmctpnm7p1LkY0iqW9kXwrwqnjuG9veSJ/9+JkAauXv1NKkpTSk+RD6/tD3QlI6JjBGMD/ymubR7/N+p97ze1OnsE6UX5ZPv4z9RdzP0g8EXBIAxnUApWD/WjNHfGitL/4RASC6OpiMrnzWsagB9VZlLVhL87T1nSDfL0v9zM+BbYyXstrxwIED2j+0UO9ZvwDE/O7t2rUznpJ9jCdqaQeLWaTp5yPPyS2eA8+TkJBAdTVXORe1VR5QHnDeA0VnzlL26TKKDa8aAFx27jx9vfE43dijBYU4WUs40NeTxnO/77em0L+GtyEvD8eTgc0ZAEaZ27SCUmpZFRA7P0VzXkAzy05EYg6Gmm3HVnEcyd/THJeaGIDYyK4MAjNr9+hKllxh0BjALWoCIyGXsoljzy9NuogDlEvZ+pkmwQdWb7eJpowRAL0drmUZ6Plce6IHM4C3aixgyD2DbZyyuWJMJAgbMgMGCUbsc2xrNAkAow6wZJ4YL9bMzqnTWrIRceOyE8soyDuIThSdsHqzxpJ1YrWFcxda+LcQyUHUAe7VlH3F5uvuS8Xnih0aqLCc30NlygPKA8oDygPKA8oDVj2QyvV/Qzn28/PysNpGf+HM2fO0LTmPHndB8VA/jtwHAPxbwikq5Jg2wMdTnq60bRLoI2SncX8fT+vAYaWOrpwAA9i8/i/GKc5icJXjR8RkYOeiTAjKi4A4AwMADEarjEsB9kK5D7EdFFwAEmPcP5jIIg3MX6jOoMYvwEcsUjzBsaE8Rrm3sxz3FGVy7MrvUSMeK/Og1hsS1cyiFfEqzgAARqwLSWgpEy3vU4+2kID25AWWUtXQfGpebl7k7lZ977GUgD57gd8DO6ZiRzsOqsPLZv9yq/2ZyOQrWLWQRbVmYM5J69+/v9yt1a2cK26qn4/5JCC9KdnKdTVX8zmpY+WBS8ED5y9cpBUHM11i/9bG8/Xh4MrdrYFDK+wofa82paadq29qYD8k8Xdhx7HOjYns4PIZRMueJ+r/ENHdq3iM6zTwFyMhOEDgNfp17RpqbQAols+ANubWbgzHYhwAHF1hfsX6cWhr7RqAcYMdyT8i2Lzy2N4WDN2j+UepY1hHY9PEvERCoNGjCScGzSydg8+C8gKR+DrNAeOalDXGFm2C2xDqoWEl2+tbXhc1LcZEjxGgrGyUUpRCD614iEYtHEUvbnyR5iTMocdWP0YjfhxBnyZ8Svog6KleT4mxwn3DBeC78dRG6tq4q5hbiE8IodZwTmmOYIEUlBUQAGEY2MFnEdBasYiGpgCwlWbqtPJAvfXAmTNnKDtbW6kq1VSsTRYqEmAJw6SairW2NXVeqtJgHuYqFeb3lKo0WVlZVFbGYIcThvvYekF9QpnygPJAzXkgmdm/sKoygJfuTaccloCe2LelS5O9uVeU6I9FkM5Ys2BOcrGd5ORjlawgRZPVw6JASwb5ZxhYv5n7GACuiMG0C/wzdasG9uLEoSWcoGumyfFBpm/XAi0R13a0sbnYgbTzp8O0kiTFzDZd+hTR5yMMbF9d0x5TiXKPGdjDDbTEHi4DAEbSsFx7H0UPMEnQFmxmEwYwA8kwPRtEO1NjP2Xd36YNmwoJaCTkbFn7kPa2Ljt9DclB3BuxrDRnQGaUTVGmPKA8oDygPKA8oDxg3QNgADcPsRI/WegGGeYyVjzsy7nF6jCMw2lU2nIs1+ZwTQO1mDGzsBb+tltiAKPWLvKMWKCH/KOMLRG3oYyIP8dpAGezD3M1DyaoCLugbbITNfAXR9biOMk8xT32/qxJPKM9AF7YRQaWcQ8vzjNkHdTOYTEjWMAg78CwYBGGBXn1GABGThGKLuUXWHHHgmHBYXVaEMB0Nmv3098LpUeU1U8P8Ke9bm3s2AogY+7cuRYnc4H14CF9CkMibujQoRbb1fRJMIsgRwlDHUzJ8jK/77x584ynXGH6GTurHeWBuvIAkti//276cjKx7crUd6XkiwTY8Pb8B7ceGup0dGoWSBuPOSCJBkYDWKRgKFSXIaF2gQOXdlc5N+LamUTrZnP9tFeIhj/P8+KVb9asSTzRHX+ztB4n7r5mkFjPntD3QWItjJ/NGQAYARfLNhPqDxvsSJ5zAPDB3IMCZI0P5XkabFvGNrECDmxac/vmwDfi1M3tbqZ1p9bRef5P2sQOE8XuH0l/0KG8Q4L9C4ZGr/m9aNKSSfTG1jfouv9eR/ty9tHL/V+m9RPW08ZbNtJf1/9FN7S5gT7c9SFNXzadSs5qQc6wqGEE8DfnjPb5OMdBJoBpX16FiFVzRWeLjPLTe7L2UKvAVkIaEO2OFx6X06q0FRLQXANYmfLApeoB1KyWZl43Wp7XbyUAjBrtdWFyvs7MFfN0dr4Aj229evXqVRePr+75v+SBOor36ouLk3KKxVTsqrrYmfD8TSeoT2wIK9j422lp+XLbJv7UNSqIvmMWsDMWGeQjmoN9UiUDABzECTBrBgawd4AG4oI1YV7/F4xbJM0AyGLRIeLVqD4M5HIysmU/rrHxPVGnG0yZvZvnaEoyfaazMsw2TdnmrhUa62PBBK0Om5xPFI/hH6mxhFHj9/g67UqL3lpcfGqnbKktaEScGdTSFAD2DeGEoycnDpmVUksGBrAHs03C/cIFAHz24lmbd+7WuJvN665cBAs4tYjfH4O1DXL83yXn8G8OZcoDygPKA8oDl74H/sfjvZp8A1EDuIVhQZ4j94H8czCXLmvfhOOqarAoBp+bcX1f1AG2ZWAAw6AaU+NmiQFcwHEiDAsEYbIesGAA72H2ryGXhzyq3hB/skqd48ZxInJnUI2BSXAX+4gFIfecdUiLV3EO8S9iQx/GeqREdSPOR6MmcD01MIBBYrEWp7UM4Bi4Gi3Ym0F7B+0MAHhl9dIDdQ4AI7k1cOBA4ZzPP/+cNm7cWMlRqD0qpfVQzxE1OvW2atUqUS8H0pXW6k/q27u6j1qLUv4U85k5k0EVM8P88Rww1I2rDhlNs1uoQ+WBmvcAy5jTVl7Jr3/hXA3bMmY+QDqva5Tjf2BqeEqVhscKu00MAFtbAGLsAEZCRAcGW02/r4zXXdnZ/ysn1zjZBTk8R+3wn0QrXmYt42eI+t3vWC/UvbjtZ40h/MMk0yScfoRWwzSZPyT7HDEEbqgfZwj2wILNLM0kMHEdtb3Ze4U8c+vg1sYu29K3CdYuavGaG+SlwYDoEdGDlh9fbrzs4+5DI1qOoGP5x+jf6/8tzjdp2IQe6PqAeOWV5dHX+78W0ilg787ePpsm/D6BZm6dKc493vNxmjNyDqEe8X3L7zMyeO/tfK8AkmU9jr+P/03dIrqJ62D6cvU1wQRGv1ZBrSi9REtEHik4Ypyb+Q4koBHknYdUtzLlgUvQA2AAS0MsZc9QyxtWWloL/0C1MBk5X2fmWpfztfAI6pTygGMeqKN4z7HJ1XyrpKxiIdsHGWZX7UROCW1JziWweKtiE3q2oDWJWXQq3/HvPW8Pd4oI8KZUJ/pYnCOk9mzJIoOlAUm8guMcE/L8EN/qTdbhbc4AMOqqFZzgJBsn0sC6QCIIbI3Ot1T0OLldY/v2uY8XJ75UEStDNefWHzWJ51WvVbQHQwPKNcdWcWzKIDsYvufKtJImXo1MZaBlnGnOAMYYkBysRQAYDGAwcBG/IY5D3GvL+kT2sXXZpWvN/ZubMIA7hJm9dzZGtSYtaKOLuqQ8oDygPKA8UB898D8e79XkW4JFeCjJ4agBqEVO0Y2VBavDgINgPADLtkwCwOk1XQcYuUFLDGDJrg1uqU0Ti/UQ00HeGYxclKmDJa/VtvKnJ+f4IN1sySzk/7Rm7NucRE1uGsxfaZCfLufFn+W8OF2CvYgXsRASBBg5RwDA9ZgBnFWaJZQIL2JRpAXrHtHdwlnXTznDKNYrJLp+R9WzJjzAn/66t3feeYd8fX1FDeCRI0fSa6+9Rps2baKVK1fStGnT6IknnhCTbNOmDT366KMuTxjMXP1r165dxrGWLl1qcm3dunXGa/qdxx9/nDAPGOaF+WGemC/mjfmjBjCe5+2339Z3VfvKA8oDdjywkuWfh7QNFzLLdprW2eU+saGUVVRGRzlpaNOwcg01LKrLsHINbNv21zg+ImpYLLpHq/U7WPsedbgz5FfGzyPK2MfS0S9Y7gYAGEk+HaPXckPdWazwM0hAQ7oZ1jqoAszVtbS4CwC4bUhbAeqiAYD47RnbLco/Y/UZZO/iguPE6rhVKauMY17V6irBur31j1tF8OTRwIMWXLmAJsdPpma8KjG5IJkAEkPCBGNcE3sN9Wnah34+8jONXzyewODt2aQnfTT8I9qdtZte26IlKsEMRj9IssDWpq6lXhG9KPV0qrhPdGC0CQBcxMEnVtQBiLZmAKbPswyOZBZba6fOKw/UVw/4+FQszigvL7c7TSmljFiqLkzO15m5Yp7OzhcS17ZeW7ZsqYvHV/dUHvif8UAyM4Cryv79dfdJ8uVaaiM6RFTJb2M6NeXYxo2WsJy0MwbWRyqzT6pkSHwFcgLMmoEBDPnnjP1aC5mkk+0B6EJCD3XZjq1kpi9/5wNoRf3fff9lVm4cMzG6aa1R8uKXBzhGjicaMUOOULFtzoyNwU8SrX9XA5PllfjrNTZGOP87nFkPokwJJATRHvLT0gAAo2QK6rfhuVhJzGi1DACDARzZMJIySjJEaZC8MzwvGxYdEG3jqmuXwABGHCsXrnYM7ejUQCi9okx5QHlAeUB5QHlAeaCyB86dv8CM2jPUIsSxf7OWnTtPe1ILqGc0Ey6q0XrHhNDB9CIqKOUYy4pBzdCfX5hvjVpZobZY0LwGMGIyGOI4GEghoRyzIc+Ja1Jd5lQFTiPaAYg9byF/ALVFKJW0upybmYPpDIzuX6wpFmKQBu5iKFFDWAK7YAHDEP+iZIgAgDl/CqvvAHBJljZPKz+RL61OC/ZxnKClSCvV6fnqHcvKMorqvYm90bp27Urff/893XbbbVRYWEjPPMNMNTMD6Po7S9L6+/MKERdtypQpVnu+/vrrJtcmTZpE+pq/8iLuj3mMGTOGEhMTac6cOeIlr2MbEBBA8+fPpy5duuhPq33lAeUBGx7ILDojgpZ7h7Sy0aruL/VoGcxybg2EDHTrxsw6sGRnOajCKrYe1r9zLHWzeQ5MXtTian+1zWbGi2CLLrxLS8KN/YiDHvOgyNjS+k5kV2ZmvMwsDU7ExY3g4GqYadvo/pqcHoDpMAdBXNT4SPhBjIP6v5DGaxnY0nRcG0eQY+4fyfc1GOoBg60Lhq+5LU1aKhJuV8ZcSVvTt9KZ8xXB7uVRl9O9y+4VwDDA2gntJgiZZrB0n1rzlBgqLiiOpneZTv/e8G/akbmD5o6aS/d1uY8eWPEATf1zqgB/UXf46d5P04yNM2hoi6E0sPlAGhUziv57hBOebKiTgYAJK+FQ+w1gb2ZJJgHIfrIX+5UN0oAAnK0ZJKBhGSxlI/ettVXnlQfqowf0sZsjMsnFxdoCG0ckmGvieeV8nZkr5uHsfO3VQ66JZ1NjKg8oD1R44Fh2McVZi+UqmlndA6j2y65TNLJjBPl5Ve2f1f4+njSoTRgt2ZNGdwyIsXpP8wtgnVRJAhpMDbAgbElAgwHcqbsGyKJ2W6MI02lg0SNiRtixVZpazYmNHAdP5aJ0nxJB5lnGoTu/5nEYSJ62uqIkCRYSHt+gsYUjGKDsxwDxrvlEf/9bYwRjXADIYGl4NsSRBjQ35zmBdbztc03KD/fAQkMY5J6RMIQMYUCkdg7ztlY7TmtRrT/BABZqL8UaqF98VvvbZukmiBHdAWhXswEAxmJGxMpQtIkJdPyzhamgzhxYxMqUB5QHlAeUB5QHlAdMPQAw9TwX4G3hIAN478lCKmfQuDvnFG1Zafl5Wn04i5AjxdiD24TbZAx3M4yHknpoa83AAk6vaQAY7F9YoybaVv7MY5AVhlgOlnOM1WU4ZpNAbHg7w3mOCaWB+YsCx7oybvKSyI3i4OhyotihWlxovMg7nHOj9mN4/AMag/j8eT6Xq+VUuUSbOB83XJtPSY4W20LFEVaPawDj3x6IzWxZdcdtzjCAoR6DOYKZrqx+ecCtvkzn6quvpoSEBHr44YcFw9bPz0/U++3RowcBnN25cye1bt26XkwX88B8MC/MD3WJMd+2bduK+eM5rrrqqnoxVzUJ5YFLxQM/LQIzAABAAElEQVTrj2iSJf1b84r9emwNedVc5xZBtMlWjQ0ktrAarWk1LgI58Ks2npRMseej7XO1GmnXc+KtYai91tav957G9dsGcD3oxzS5PX1LL07CocYbAGBHDYm5Qk40ni0lMICRiIJEsyOGerqolRsfxqwRg6H+L9i7ncM7y1PG7aIji8T+Na2uoRUpFXOMCYihTxM+FaxagMIN+L8p8VM4GC+n6cunUxkD7WD7fjn6SxrQfAC9M/QdOpB7QLB8AeZ+NvIz6hTeiR5b/Rhl8eq7G+JuoL5N+9KMTTPodPlperjbw8Y5YAd9kXQL9Q2lsgtldPrsafFCYAQA3M/Dj5IKOblqxSABDQODRJnywKXoATBqQ0O176HUVP79t2F5eXkkAWDUx60Lk8As5pGfn29zCmDwwsLDw0lKV9vsoC4qDygP1AsP4G9wUtZpigkzAIouzApsi8TM03RtFwPA6MIY+i6j4pvS9hN5lOGEPF8zrjt3sio1gIs5/oZMszUJaEgtAyAGAzhzHzM0GKDVJ3XAsBUAMMe8YPcmr9dYHGDhQp4ZTJAO12qPibHWzCKKH8cxLcdtZaeZDXwf0XsM5P7KoO/Sp4jmjiaaxwm77lOIEv9ipu8erS/u2WaUJv+MM0c44QcDAxiJO7A3YGAAw3jhnTB5Hgf+TWtVAloygAEEw87pZQjFmYofWAxYEyaTgGABw8J8nft31smikzUxLTWm8oDygPKA8oDywCXvAdT/hTV3sAbwjuN55OPpRu2bBlh99h0cB454azXd8812eum3/TRl3lYa/8lGm8BtLMeyQVxXGOPbstoBgLWYR5Td0E8GkswwKMbABAMYADADtGDwhjEz+HQWx5Ick0rzZKC2AQBgCxYzmOhhzruOmanJRluKo1DiBCYZxBI4RcwLwg5MLoBEblMvAY1Fe4hT65khlwiSiS1r1qiZrctOXwv0DnSqj1KPccpdtda43gDAeOKWLVvS7Nmz6dChQyL5hyTgVq5BCqllAKzWbMiQIWKFAf4hD4lna4brjr5sjYPxGzZsKOaF+clk5cGDB8X88RzKlAeUB5zzwNrD2dSBA6GwRt7OdayD1n1ZBtpmHWCsHIMEsLlEnqtzLefAMvFvTqA5KP+MlW2o+9v1NqJoBm+rYki4XclBVf5xog3vVR6p1VAt4ELSzxGTibm84wQGsDPyz/uyOfHI1jGMk48GAwCMYz9P078RF1geECzbcN9wCvAOILCBpYFFm5CVQK0DWwvweHTMaMGsfWPrGwJgbh/ant4d9i55Guo3A+x9tvez9NPhnwgy0qg1/OagNwl1fl/c+KJY3fZ8v+dFbbc5e+ZQiG8IxQYaEpB805UnVgqGMuaUWlQBfoG9LOX+wADGdUuGFXdghigA2JJ31LlLxQMdOnQQUz1y5IgolWFt3oilpLVv317u1upWzhU31c/HfBIo+XH06FFxuq7maj4ndaw8oDzgmAfySs5S4ZlzVQKAwf4N5oTbwLjqAe9GtI/g2KIB/blPY4w68iRIOqKeG2QIXTKU8oDJhJx2VPFTAKicfEMNYNT3lRJ9sgXq8QLkxaLH1G28wI8TZmBsQJoPyTXIP8s+uxZoyTVIPEPy7ysGhvcu4uTdm0TPMND4XCbR7XyMhNvqNzQ2xvp35J1YjWaktojQixOnmAtMLrZM26Ude/trzI0zPCeYCQDcRGMEa1dq9CfKkKB0R9NGTUX8FoA52zCUK6kJAwMYJgFgMDLc+D9HDSVMlCkPKA8oDygPKA8oD1T2QGpuqVgTh8V4jhjA3cuaB3GeyfLf4W3JuXTbZ5upsb83LXtkECW+Moa+vasPpeWX0o0MAmef5oV0Fgx/27tFBRPGt2VNmQGc5sQiQ1tjWb12OkO7ZK4Ww/k/YWAAow4vFFnAAM7kWDE4mhcNcj5PLvrTWmqxopUcGSHnCvZvr7uIrn6XFwMyeGxuWJQoYh4zENkvRLsv2ktGMmJXLCiEmiMkoGHFHJfWM8suzbY5I5Bb/FFbuRoNpBWUuYN58H/2DMQdZfXPA5a/derfPNWMlAeUB/7BHsDCjHXMAB4Y59yq9LpyCeoA5xSX0xFmfVg0MCGwgg1BTHVY0hoORBgEbne1Y6Mtn8HMB04EXv6CY+3ttULiricHVkjCAVzWG2ShmfVqUn9Nf918HwwStoucMEzMTyTILDtqkH9u5NnICJric7MtfZtF+WfU6MXKuH6R/Wh/zn4qKC8w3gZy0BM7TBSyzmBj3Nr+VjqQc4C+P/S9qM/78fCPBchr7MA74+LG0YBmA+jlTS9TCb8XYPM+1fspWp26mtakriGssru9w+204MACSmepv0kdJxm7p5ekU5vgNoRgLb8sX9SDA+v3YO5BIQ2IVXxgIqOfJUNAD9BaAcCWvKPOXSoekGU1wKrdvn271WmvXr3aeK1///7G/drckXPFPfXzMZ/Dtm3bjGzlupqr+ZzUsfKA8oBjHkhi+WdYdCiv+HfBEIP8lnCKRqN2r5VEnrPDBjKYDCWcJXssxwOWxoMENOQHAQK7ZJIdIRNg5oNA/hkWwEBizpEKMFc7y+xfA/AKCehjq7gYejCzOrhPsx7a4kWULuE4hldhsxz0HI5lr9Ri5EX3aABx68u1BYafDCZa/JAG3t7FCb2ml2nA8t6fOUloSCZiUSNk+/xCiVBP9xwzIFBjDjKD+ppxUJtBPTm0kwlHzBcMYCT3wESuYZOsX9QATjudJhYk2rqlpVImtto7eq0hS2ZDhUa/ANEb4LyDpu/nYBfVTHlAeUB5QHlAeeB/wgOpzAAGWOvt4W73eRE3bmeGrjX551zOL06fv4PiIwNp/p19qHVjfzFm31ah9MM9famEZaFx/YKQRK58u25RQbTrRL7V6+jRJJAXDRaUVu5cnWeKOIaFAow3v/QmS3Cg1i4WD8IQr4EBLBcKpmzSztv7OfAxrfYv1GP+/jdLQHMMGct5SQNIaewONnFwrPFQ7CBOFYsUD2mxKWJDgL9SpQUsYEhAw8BIrmcmAWBrKorOxHjOPJoElR1ZRKgAYGc8W3tt3WrvVupOygPKA8oDlj1wOOM017coowGXCADclYMrd64DvM2axEoar0aDtF11WeKf2qq4MAfAUqya2z6PaOjTnBCrHkaKeIyBj2iy1hveNX2qJvyczHh1WAYaKwGZQZuRuZeKyovIGcYDGMAdQjsQavbCkguTBbsCdXjNbeGRheLU2LixtPw4JxINhkRYbFAs11DhMTgfGR8aTx1DO9LDqx4WLd4d+q6o2Svbyy1A2Of6PEe5Z3Lpq/1fidPDo4YLqej/bPmPkI2e0nGKAI7n7p1L17a6VjCEZX/ISp+/eJ5v2UDI76HO26G8QwIARk1gmK06wBENI0QNYDme2ioPXGoeGDt2rHHKc+fONe7rdy7wwpWvvtJ+v1BeY+jQofrLtbYPZZnAwEBxvy+//FKox1i6uV4t5rrrrrPURJ1THlAeqKceMALAYa4t1oP8M2rvXtGRwcdqtFHxTWhzUg7ll9iWd5O3bBbEgCiby3WAIe8MFRUkxCxZXpKWKEMSDeVNZI022fbUTo09ATbFsVWMqA9kuikn8FCypJQXDUK2GXaCz6FESo+pRJs/ZnmF37TxUrZooDCSd1jwOIe3O+cT3fwtA7gcx4L5sZv3YZACjBnEOxfFISVze1hklwogGsdglCC5CFAbCjbS/A3vlWSnyPM1sAXoC4tsFElYCOjvqSVyrd2qe0R3a5eqfL55o+ZGBjAGQzkTRw2lV5QpDygPKA8oDygPKA9U9kAqM3NlHFb5qumZk9wWOU8wdS3Zs4v20FlWc3nvlq7k62UKKGOx37sTutCWpFz6aQfHbRYM4xaVnROlSSxcFqeaBPiIOeA+NWaIsczZvyCnICbkXJwgyeQc1W4vGcAytkxaWzEtUSaOE3bm1pBjuXMMYu/V8n2CpPJWR00hBrFqJTtvOGMYC+A04lnORQrJZ87LiQWCWFQIAwAs518PGcCy/q9k5GqTrvjpTL3eil7294xKNm722+bivVZW7zzgwFtX7+asJqQ8oDzwD/PA2sQsXjXnRj2jOXl0CRjqALdv6k9bWaKlkp3nYCJjHy+vu6zSJZdOgDFx+C+WvbtCY1DYG2Tlq5pMX8877bV07jpkUHrdzeyNTzl4y6voCyAVjAwhr1Jx2uoe2rPEy5FcTgKyOSMBvTdnr4n8846MHQIM7tq4a6XbbTi5QdTX7RLehZYmLzVeL2Zpwsd6PEYLDy8Ukstg7f6U+BOdPH2ShrUYRr2a9jK2Nd8By/emtjcRAN6M4gwh/fx0r6cFs+PbA99SIw4mb213K/2c+LNg+nZpzAlJg23P2C7YxWBhwMAiFgzgwFaEFXKQeLZXB1gxgA3OVJtL0gO9evWigQMZGGD7/PPPaePGjZWeY9asWXTgAK8CZnvooYfI09PTpM2qVavE7x0WZEyePNnkWnUeeHl50YMPPiiGxHxmzpxZaXjMH88BGzx4MPXs2bNSG3VCeUB5oP564HhOMUUEeJOfF6/6d8GWH8ighpyg6xNbvbHr4DbhHJ8wKfZojkOzknXnXK4DDKYs5J/B0rVkAFIB5mYnalehcKM3MG/B/oXkcupWjn/jDSxbTsJhgSBq9MK28fclVGAgJQ22BhbzxQ4lup/7jHqNy43M0vZ7TeNawE8yCPwNy698wh3ZGZs+5A1vYXEjtCQf9g8wiAyDDDTUd2Sb0FhmKx9lAJjnbS4BjfZgp9SwnSo+JWJULOATbGAr7pXTcGZBpOzj6BZ1gPVM3lYcezpqiI+VKQ8oDygPKA8oDygPVPbAKQZ1Iw0L8SpfNT0D9i8MTF1zA7C7ZG86PX91R45Nfcwvi+N+rBAztkskvb7kIBUz0GtunVsEcdzB4ZMNGWhIQCNUymIgusYMMZZccCdvUpzFMRqDwFJaGfV/fXixNWLBolPMAO6gtczYK3swSMvt5YK/irO8OJBjy40fGM7oYngZpzLhwsQA6AozxJGYB1RkYBKIBisZ5UxghTwfLIrkcm9UCwsGtZs6/hMMYBBiQCyxZFj0VxMmFw+eA3hux04UnbDTQl2uCw/wb5sy5QHlAeWBuvXA2sRs6hUTQj6e/Ef2ErEeLUOEhEul6eZwggwr0qqLAZzJYEhhKjMoRla6VaUTJ7cTHfqD0YinmK1hCpxUauvKib73EaHW71ZO4umtZX+ik9tYppqf+//Zew/4uqore3jb6r3LapZkW7bcu40b2KZjcKihhxIgmUmAQDww/2Hmm/kNM5BkSAhkZlIIJAFCm0AI3RQ3cK9yly0XFctW773Y317nvPN039W97z2Vp2KflZ9fuffcc8/dCvbWXmet7Q24AHisrpBC2MYPyghvgEQHFslQ6yrklOcIa2Woeo2oba0VdsnZMdmCiDX2L1uQvEAQv9Wt1UKNsSxtGT234zmChcozS54xTiM+17bU0prCNfT05qfp6veuFhbPTR1NdMW7V9CDXzxI9e31dH3W9fTqoVeFCvjOSXcKguovR/9C3536Xed8sJieHj9dkNKwgYYaGM8EK2kAFs8na086x5s/jAodRUopbD6nv+sIDJcIvPjiixQSEiJ6AF955ZX0k5/8hLZu3Urr1q2j73//+/Tkk0+KR5kwYQKtWrWq148FZa7xT04OExQOrF692uXcxo0b1SmX9yeeeIKwDgDrwvqwTqwX68b60QMYz/PCCy+4XKu/6AjoCAz9CORXNvXa/hlP9+XhMlqaneCV7V9PooFCYlZiOGFzpDdA7hwfHth7BTAsoKNH298Kds4gbiuOcrGOi5Zh8V1jUZwD8QoCtmAz1+k6u+z30P8363K21ePcHu1DDn0g1b8f/1gqL9IXEk27hehdzpVemEb0LBff8I62IrPuIfriXzjnZDXGuMtkAQ7zA1AAo/iEwlzRNnkMCuCmSrZ95nwZiB3Lxb0aWWh0UQAny/PKhlB+88nr6YbTwvYZ+SXy1wY8lw38+Fl8ZdmHW6IPsOoBjO/TE73fpArnGw0dAR0BHQEdAR0BHYHuEYCq19v+v3vYnjkzLpTiwoNcJoI19M9W59K01Cj61gz3tbF/uCqb6lra6dUt+S5z4AtEKsgf9xXXdjunDiQxAQz0um2Imsjdu5UCWOVnKt+sPCHdWpBbAokTZZ1RkbDiIOeUVig/JIljkMMjOA91wkHwmklj5JJGtHI+Vnta2j6jtQkQxTko2o2A+MVaIVoBWT1ELaCRW9oRsVPiu+ql8uH65zU+JF5MdJaMMbee21h/tR6hjw5GBPwH46b6njoCOgI6AioCLe2dwurux1fIQrs6PtTf52bG0J8257OFSgv3/TDs0oP9M5DERaz+AOyfYc2XscTzbFD/QpmBgpovgCRo1l3Sug9kMKz4gEwmgJFYgYCGGtgTWP2RV3SYxqdMFbvXPA3Hedg/A1PjWVniwN7yvTQ/ab766nwHYQtcmXElbT692XkcH6D+/d2+3wl75pXjVtIv9/ySmpmwf3z240LBqwaXN5XTqg2raE/ZHnVIvKueF+c4sSyqK6K7P72bbp94O8GK5aPjH9EtE26hqzKvor8d+xs9NO0h8h/hT+gz3NzZTGOjxsq+w4Zdc1ACYwzUw24JYIcFNH5BgPpRQ0dgOEZg1qxZ9M4779Ddd99NdXV19NRTT3V7DJCun3zyCUVERHQ75+2B+++/33boz372M5dz9957Lxl7/qqTuD/WsWLFCsrLy6OXXnpJ/FHn8R4ZGUlvvPEGzZzJ5IOGjoCOwLCKQCErgLOTevf3TBn3291bVEP3LJjhk2e+mFuifHGwVNjPe/NvfipbA6IPXa8ABXCqG/thWECPu1QqgBOyudhmyEGg4ICFHgjY42v5L0UuoFXnM2HMBGzZIaKLHRt5QP4i94HV35f/H/eF47jj+3sPyCVDAYL+a2lLuW/wF5LMhX3zBw+zFfTbPDfndev+k+j+z2Sei95sHawwxr0AtekS/YhRXMR9AG45Igp5ZzslES36vgV29RSWo3zyCtUvNjnCeQYtTwJH8H1tEBPEBUcfAgrg8uZyke9i8+XkWIfSxot7Yu0aOgI6AjoCOgI6AjoCrhHoZLuWMzUtlNYDBfDsjO7/3kMZjD9/uG8u846GHMv1duIbrKBvn5dOL319gu5fNKabVfRUJpEPuCGAoQAGSmo5h/IVoAA210IhaAFix8t35I+q/y9ywDg+rshgOcLNK8cIKl7kdIEsBLn3Y6I3vs1q3jz7a1BP5bqbQCvyGr4emxuVAjgqTdYyI/ldKYbDEoasAhjPYUcAo2WeL5AYwrm3lyhp4P8PaAy5CPB/aRo6AjoCOgKDF4HdnOy0tJ+lJVn8D+wwAhTAwK58h32IWjuUELCcC4lWR/r2DvvnscuYbJXJmu1k6KF27CuiZaz+hdrCV1j0iCzM7X276w6JvMsMFi7e2kBzspV3rpXtnx0Fuq6ZbD/B/hkFspSwFDGmhpUdIExnJHQvvn5y4hMx5vKMy+nzk0ygO4BkKIl7hqwrXCcUuCsyVwgraPTJuH/q/WIU5v2nb/6JLv3Lpd3IXwww7niDvR8UxW/nvk1josYIa+hOLjLePP5mYSm9rWSby/qgHFa9gGEnDcXHsZpjhMIcSGC3BDArgNvOtglFs+Nx9JuOwLCMwMqVK2nfvn30+OOPC4VtaGgood/v3LlzCeTsnj17KCsra0g8G9aB9WBdWB/WifVmZ2eL9eM5rrvuuiGxVr0IHQEdgZ5FAArgjDguHPUCa3LLhM3e8oneF0N6cptLxicQVCWqT7Gna2EDjfG9grCA5oKXFaDwrS7ggh0TuijMxTsKd2os7J8BoQDeQgRVL2ygwzmnR0EPxDGw/11W7jK5u+Gn8ntoHI/bKQlabByE9R/Uxbmcv0HJi02FUO5ibZ/+A9+XiWf0EG6ukQQ0rkGui2JeI4+PYGUvSGG1HqwXgM8hiGal+AV5DVtC9V2O8skrFMDJYclC/Ysb1LU7rAUt7pYeyWS3DwEFMFBcXyzee3I/5J4aOgI6AjoCOgI6AjoCrhGAEKSDSWBvFMAQvRw+U0ez2KbZjFc2nqSxCWG0bIJ3OeVDF4+l2uZ2+mjfafNUQkWce6ae2jo4f7NAVEgAuy6OpDO+JICtFMBwmwFA+gJoL4JcrSxXvqPWeZrrqE5wvmYF5JZQ+KJHL9wH7/w/vn4M0eX/1jXaz2LDnbCTVkMcsYngOZQCWBC/HM9IzidhAQ1A/ALr6iEGuAjCTbDtnHV+Nq4HNdaePFoccncvofoUezlcDxugCOC/Hg0dAR0BHYFBi8DXbP8czzYoE3upwhishcM+JZV3++1kAtsFJawAVkoElxO9+IJeu7C3G3+l54s3vShVEZNv9Dy2LyOQqGE9u1/rmgUWKemL2P5vY9cxN586uZfcCbYsHB/sPel/oEL2/1VKmH0VUmlt7LOLW57l3YD7yvdRqH+oIIu3nOGCpAM/nvNj+jz/c6HIzYzMpM/yP6P2s+306OxHhaoWatyHvnyIPj7Buwi9xNYzWwUJfKL2BKHXxdenvhakL/qroRfwXZNZMe3Akaoj5If/MfEbFxxHgZycHqk+QplRmYIYhjrDziIQFtCAtoF2BFO/DesIZGRk0PPPP09HjhyhxsZGqq6uph07dgirZRCsdli2bJlQxEEJD4tnO+C8t3/czYP5w8LCxLqwPqwT683NzRXrx3No6AjoCAy/CNQ0tYniWQZb8fUGsGdGr7XYsMDeXO7xmou4r3CA3wi2ga7wOBYDoD45Vc2FsJ4CNnjINaG2tQL6snW2skoiUyqA4TJjhFDc8t+D/kFsBZ3DSuJZnKgc5KIcK0vS5ss+bbDSK9jEuTHbDiNHDmT1r+rLCxVvIz/jqKmykIe50Wrklj9J8hiFvkLO40DkQu2x6Vfy7iCAuUWHwJFPJSmM3LtkvzwWFO4oDjbJ7+p++AayeIB6AEMBDPtnwE6pgXPT4qfhzWdQBLCygUbbEW/hbt3ezqHH6QjoCOgI6AjoCJxvESh25F2p0Z5zyaOl9YIsnpbmSgAXVTXR5wdL6LuLx3hU/6r4pXPuunRCAv15K2+UM2F6WhS1dZ4l3M8KqKUlcY/hktpe5IxWE5qPtXHeBRtncw9gEL5ADOebGAOSGArc8sNECRPluaOr5bu7V+SCAKyZsfnwzduIXlrGmwID5EZA5I1my2eM7+R804ygyC4CGBbQuA6qYicBPIrvU2a+atC/o2boLjeD0MQX6IlbDVreaQy9CPB/HRo6AjoCOgKDF4EtxytocVac1wnP4K20+53nsQ20CwGMApUggLnI1R84toYLXmxb54kAhnUJVBMLH+bkZwD+Wp/1Hd6ht7ur0IZnhQ10Eas+Oqx3ohnDURQYTK28zqwRXDD0AiByYAFttH/OKcuh2OBYSgtPc5khtyqXWjjBm54wnQ5VHRIELwZEBUXRRckX0Xt579EI/t8N424g9OmNCoyiW8bfIojj//fN/yNc31OABEZ/X9hDv33kbUEm3zT+JtE7eHbibHE/zAmSeFLcJIrg4icspFu48InewGMixziVvfl1+Za3V8W60iZOljV0BHQEdAR0BHQEdAR6HYECVv8CGbFhPZ7jLKs9Nh+vpIuz4nt8rbcXhAb6E5xmvj7qnfIACuAzXMyDHWGPoHqyRY22vkwV7LhNhbB6NhPAp/dI+2eofqG0RTENxTnYRo9dJuc8zJvq/Lgwl/+N/A5LYYxBfnvF00Tf582DsOPDsRW/kGTuhz/kz89JS0AU84RCY4TcfIhcO/NiOR4zwv0GGDVZ2k7Lb6wIYZUJ1MQAVMwKA6AAxuZCbNgDAQwr6JH8DMj77DB71Gy7U/1yPCGEe1X7BZHqyRYKK0QvgXXD3UbjwopAQUEBrVq1iiZOnCg2wsXGxtK8efPoueeeo6Ym+fdnbyNylpVYhw4dEhv5fvCDH4h5g4KCxO9PICfWr1/fo6mxnv/6r/8S82Cd2LiHdWP9eA5v4ctn9nYNepyOgI7A8ImAcl5JiWb1qgccKK4jP7Z3Note/rLrFCHnu3m2a03Lw3R090UZtO9UbTe758nJUcKhxp0NNIQsPlMAK+tfKHSNUPkkrJbVpryYTM7bmABOnCRHwtHQCfucSQ7hnBFCGbjLoK3IW7dLEY5T/cs5ozvAOppFGaKVCDYeooUJgBZ3yiVmiFpAo1WdO6C1nC8A10QA/Yc9ob7degOCp+v0ed9GYACYAt8+gJ5dR0BHYPhGoK6lnfZzj4qFY+OG5UPMyYylg7z+5jZHYQR2dVAkJLEKoT+APmijWBWAHWnusOV/eccbFyKn8w64gcCEq+QOu92vd90tgxXA3EuXUAz0gGNnZeEgq52LhV4AVsvVrdU0NW6qczT6/85MmCmKBc6D/GFNwRrxFf1/1WccuDnrZmGxfKjykDhf0lQiLJV/OOuHYo4Xdr9A64rWiXPGF/Tt/cmSn9Dt2bcLhQbIYzNwDOreIFbAbDm9RRT90F8Yxz89+Skp5QWI6YyIDFFIgy0KimogfFEgxE4+wM4GOj4kXiiHlZLEvAb9XUdAR0BHQEdAR0BHwLsIFLDiAoCKoqc4xBZ+NU3tvHnRdwQw1rSE+wBvPVFJHazk8AT0hGvvPEewI+wRYLEMoCBnhaqTfJTzHtjsAUYCGHZ6Z1jRmzKLFb6s0hWqCVa7BnDhCeqPMZfIa45+xmrgeew/zBsHUTRCwQ245r+IFv+IaP1PiI58wgU8vu7Yl5zLchGvrZGLeXcQrXxBEr0jUAjkPyh6wQoaVtSwfAY5DOUxgHYkeB6lDI4bK4uMofxzUkQ3xoUn+VwBDPIXjjRoW4K8Da4v7jAx1qF+cTeoD+dAqmHDpFIAYyq40XiL2jaH2trbC/S4YR2Bjz76iKZPn+50agHBCgeUnTt3CkeUWbNm0bFjx3r9jK+//jpNmTKF7r//fvrNb34j5m1r87yB2OqGWMfMmTPpH//xH8U8WCfWC4cZOM3gOT7+mDeheICvn9nD7fVpHQEdgWEYARDAkcH+FBHsmRBDzXN8YjjbL3f924sNhX/dfYqunZbcrZevp3AszU4QLjQf7WWnFgNCAv0oi++D+9khOSqESut6mC/aTWY+Xu8QK8BtxQjVVxcbDqvz5Rm0zIMSWCmAG8uMV3j+jPonNiDe8pqsg2KjIZxlBJA3uoE/E71Q/GIzIjYJqjwYuRFsnyFqAYmNz9h4OESADXnu1LU9ye16+kgxwTHiEm8I4Gb1e0NPb6LH+zQCmgD2aXj15DoCwzQCUJEmJLj+8YGydMfJKi6QsHB1nPvCyFCN4tyMGGHlklNUI5eIQhgAm7u+Arvt87gQNv4K9zOhH1rOm0TzHvLcJ9j9TN6fhZJjJhfm9r0jbf5wJUhv2Pp5YQOdV5dPsfyDj6/3LsmD+heYEs/FPQYsT/ZX7Cez/TPOfVX4Fd5oYcpC+ujER+IzXh6a/hB9dPwjocJA316cC+ciJYjd9/PeF/17nYMdH/7n0v+hD274gK4bdx3984J/pjevfZO++vZXpNS4arxQR3DymBiSKEjd3+79LSFBWpy6mL7I/0L0BFZjGzsaCTviQGrDDhoFQpVEQdFsRwD7ca87kMDaAlpFUr/rCOgI6AjoCPQ5AgOU7/V5nf08QUFFI8WEBhB6ofUUG49VUAgX8Galy0JIT6/3dvwCtoFu5A2Gh7mXmyeo/nPKjtDTeOd5qDBQ7DIX6tQAKHlRFMM7yNvoDHWG+7cdl6pgWPAVbpb9f4u5EBfJBCsKayB9W5gIzt8kSVxcycpYUWybcDUR3GTevpto4y/knCgCwv5vL+e0UGCg5zCccCZ9i6/hISBugY0v8pqZlB49n1nMQEnugoyGAhiAmgRAyxKsEetXRDeOQwGsFCr47gOg/y+QHJ4sFMDI79xBtflwN6av57AZ0UgAQxHsLaqaq7wdqscN8wjs2bOHbrvtNqqrq6Pw8HB65plnaPPmzbRmzRp66KGHxNMdPXqUrr32Wqqv9/x3k1U44OykEBAQQLNnz6Zp03jDcw+B+2MdeXl54kqsD+vEerFurB/PgefJycmxnX0gntn25vqEjsBAReACzfd8GV7kXKm8Ac8bHDxdS1NSolyGwkkQ7TtunsN5Sg8R4DeSVkxLoo/3nSEQyUZMTY3qpgw2nh8QBTD66xoBIhX5JvrIggBGDqI27GFzYRPnGSBjPSEiVY5Y8mPun3GLzBWfGyN7CrPjHwWESTcaT/NA9YsWKABcZrAu/+CufBV5InoAc4s4amuQ44bAK0Qx7hxl0AbPV1AKYCtBjPmerWdbzYf09yEQAU0AD4Efgl6CjsCQi0AIF15++EPXPzjWz9jCFnopbEGSHuu7f6j6ecku000YFUERQf60q8BRGIH9M6xCsFusr4BSAgUXqG3dYe9bsqA25z53o/r/3Kx7OGlj8jnXsavaz5+LfxcxAbzZ473yavLY/pkTLKEs8TicDlQeoKSwJEGAYnRedR41s9p4RgKTzgbUtdUJAhW2ziB3lao2KzqLwjgZRG9fEK7o/9vY3kjfnvBtOlx1mJ7e+rRhFvnx6UVPi17BT295mh78/EH68fof09u5bwvFxMc3fCzmN17Uca6DCuoLKNgvmD48/qG4zxUZV1BOeQ4tG73MORR9ghVQGATaHH1KoBCxI4AxDgVCbQGNSGjoCOgI6AjoCPRLBAYo3+uXtfbjJFAAZ8RxkagX2MQE8PwxsRTo79tfo1HAwz225ztyTDdrTeUewECP+wCDGIXtHXI4KyBPi+XCWgUTLHHjXMeddhAqiUy8ogXIaM4BocSAlXPGQi6kMTl7nAlckL5oGwIlMYACG9S/L1/GOeRH8pj5VSkHvmFyeCaTxIAq1OV9Li2jcT8U8GA9DaIXBUQUF0vlpkFhAY3iIgp4RgUwyG7MhT7FPgJsn4HksGQqbSwVuaHdrYJGBrEtJK/bx0iLSKNT9dyP2QGl5FDf3b1XtXj+/6C76/W54ROBH/3oR9Tc3Ez+/v70xRdf0FNPPUULFy6kSy+9lF566SVhtYynAQn8i184Nm/08PEmT55Mv/rVr2jLli2CoN21axfddNNNPZyFhB011gHAAhrrwzqxXqz7888/F88BRfBjjz1mO/9APLPtzfUJHYGBisAFmu/5MrxQAKv8y9192tnJJZc3801NjXQZ9un+M5TMtVCISnqDldNTCGvYU+QgMh2TTOP88XBJPbV1cD5mAdwTCmAzcWwxtOeHoAAGuRsc3XUtNukhH8MxbOCrzuf+vxlMvHLuBiC/LD0kP3t6beD8Co4zJ9YRbX9ZutBglyA2NKLtB9f4RG7oaR44zdQWM2HMdWgQwFgX8mGVf9bxfVDXBYZQH+CK5gq5JpvXeLje+Agqb3RHQKtbtyM/1xhyEfDtb65D7nH1gnQEdASGUgS2sLXdArZ/hjXZcAT6eMzmhM3ZBxgK4KTpMoHo6wOhwIXkBgoKO2AH9c4/sDpiJSsa+oF0truP1fH4LC7wLeZ+bK92nYUNNKz5OrkY5wbHao5RVjAnJ1CUeAHR/9dk/+w/0p8mx3HR0YBtZ7aJHXHzk+fT16e+dp65e9LddKT6iFBhgKD9pvgboQR+YNoDhL6/UBQbMW/UPPrTwT/RY+seE7bQKORtKt5Ez2x7hpb93zJa+NZCp62z8Tq1G661s5XePfouLU1bSv4j/GlbyTYK8ZPF2eKGYsLOPKh+IwMjCc8BUjciIIIVRSHCEto4p/HzqDAmgLmQqKEjoCOgI6AjoCOgI9D7CBRUNjIBzEWfHqKlvZN2MCG7xMf2z1hWkL8fzRwdTTu9IIDDeDMiFM2nqlmp0BOAGFW2d1bXIU+LGcME8BFpu2wcg02PUemy6IYWINH8GcRq3Wly2j8fYUUv5u9o5Ss5ZwWufIbovQdd+/XKM91fYfG8/SWiiddybslzQBlMXEjcwbkvCGClFjmxnollLjjGcW5a5igioqAIoM+bWQGM4z5UAUMBDNVvCCuhkUOiBYgd4kJYdTIAAAGMHBQbIYHR4aO9vqtuP+J1qIb1wO3bt9M333wjnuGBBx4QRKr5gdBXd9KkSeLwiy++SO3tPS/yzp8/nx555BFasGABBQfzhpBeAPcFiQxgPViXGYsWLSI8B7BhwwbasYM3qJgwUM9suq3+qiOgI3AeRAAK4LQYWeNx9zh5pQ284f8sE8BRzmEgX1cfKKGrpiTRSK4p9gbzuB1dUmSwUAEbrwcBDPL3WJm1chXXoG1IZWOb8bL++YzcCnVJY323iUlL5B7YkAegbV5MJhOveUy6co6IPA15nCeA3MQ8IJKxQXEe55Il++VVuC82HgLISdWmQ3HA4oXFG4S6GjY5ggAG0HavtV5+rudcVol6hiABbOfiMiaSn8dHiIDbI6NT5d5u7uPNGDeX61M+ioAmgH0UWD2tjoCOgPsI1DS1EfqoLRim9s/q6bBjbxfbt4gddEhA+sP+GZPD9m7cpWy556du1f0dfS5gkTdX/nLbfYCPj8y8i5vWMtGKYh+QsURapKAoaAOQo4V1hTSee+E6+3/YjMVhFKrQt1fZP+MYVLWTYidRMFQkBmwo2iC+QXH7lyN/cZ65PONyYcU8kguJ85Lm0amGU7QoeZEgec2KWxDEu8t2U31bPfnz/7DLDqrdpg5ZVEXig4SmqK7IOb/6AAUHinwj+X8v73+ZotiG5qLki+irgq8oOzZbDMPzj48ZLxTJmAd9PKCIzozK5PYi56igrqAbIa3m1wpgFQn9riOgI6AjoCOgI9D7CBRU9k4BvLuwmlraz3rd/xe54Yaj5fSz1bn01Pv76b1dp6iZbZ29xbzMGEE4Gy1T7a5FH2AoQXqEGs5lom2IQGwyNCqAobA1ovQAb3qcKu2foaBQRTP0XxuzVG4GxGZGh8uJuDQklnM/Lvyd2m6cSX4G2Ys/RqDIdPwrorHL5VGV923/Las+ZkpbapyBEgSADbRSkYC4BnijnVAAK9tZZXddz8VCHwGkL9S/+LmBPHXXr21c9DgfrcJ12tTwVGpnNbZSj0yO51h5iWPVjuKol+P1sOEZgb/97W/OhaM/rxVGso3sPffcI07V1NTQunWO//asBvvwGO5bW8uKMsa9997LBIrp7w7Hve+77z7HJ6L333/f+Vl9GE7PrNas33UEdAQGPwL4991bBfABtn8GHzo5uUsBvPdUDZWwCvfqqUm9fhgQx5dNSqR1uWUuc0xIkkTdkdI6l+PqCyyggZJaztf6G1AAq5Ydam5VKwTBClTny5YicJeBqARA7dMTkF+iHQnUvrB/3vYbovnfI7rqWXkl2tQp4teoQHY3L9aqCGCQ0SB7kWtCAawI6572JnZ3vz6eUzkcapZWmBBjytWtBvXyGGqpELIgl/QEqIS9+d3F0zz6fP9GwDpT6t976Nl0BHQEdAS6RWAb9/9FLWYhK4CHM+Zwca6+pYOOF+QTYacYFMB9BRQUp/d0Fbzs5tvxCidNTCxmMvE6GJi4QiZhhz+Sd0+ZxQkT74Is2GS7GhCuID6zoN6FFQz6fbhBfl0+NbQ30NR4LjI6sLdsbzf7Z5zafHqzGAEF775KSUJnMNEMpe0nJz4RZHJ5U7kYc8/ke+jVg6+Kz8YXELiwi65trWXrxUBCr4sXl79I39z2Df3n4v+kcP9wwo67ho4GSo9IN17qJG6haEfx70TNCbos4zLaWbqTbsy60TkW6l/YPsNSD8nR0eqjlBGZIWypkVCp3nHOCxwf0HtY9wA2R0V/1xHQEdAR0BHQEfA+Ak1tHVRW30oZvWg/AvvnuLBAmugorrm7axHbTN/y28107x+20/u7i2kH572r/rKXrvjlBq9UvZgb6o6KhjY6yT2LPQEqlF5ZQEfZEMDIz1q5eIieuXXF0mLZuIgSJoBHcW5WtJ0odQ5R8S5pl4cebMkzJMmLfNaonMCGxS3/bZyl6zNUHejdZtWbdvfrUi2C+QAUE/EHJDBweq98T5wiFcD4BSMoXK4H1oPo4aauVY459Vzc8xGgtE0JTxF5XtvZNpFT2t3KmN/ajemP41gPoHLM2YmzvZ72eO1xr8fqgcM3Ahs3bhSLDwsLozlz+L9pGyxdutR5ZtMm+9/5nIN88EGtFVMb12O+1dy5cyk0NFQctlqrmmc4PLP52fR3HQEdgcGLQG1zOzXxhr4URwsOdys5UFxLY+PDCG4tCqsPloh8EnleX3DpxETK502NJ8obnNNEBgcIZTJsp62gCOAztT3cNGg1mfmYUgAbjysCGBvzkJ+BAI7JlMRr3Hg5Empgd2BXPdGLFxsDJ7P7IeqgF68imnU30SZHXglbZ+U2w7mXVwhiUl5ZUYOgRr6LjYKo64JEBuFszGO9mtR3g0AAo5aonAfNd4LQxJcAAaycZDzdBy37NIZWBDQBPLR+Hno1OgIXTATQ/xfFqtG9KMANpSDBng9W0EUHt8lloejVV0BVi+Rl3HL7mRqYyET/3bn3u1qs2F/R/2dgUT12GdGhD+TcsF0ZzZbV+Zts74X+vUBWCo8DPNhAw/4ZgOIXQNIDBe+MRNc4Q2GBnr/oowuVrUpMbs2+VRCspxtPix5sUNuiCPZG7huWu9dg14cewrBmBvk7PX46vZn7Jj2/63kK9Aukt657i1A0w3kog9Fr2AgkZMry5Nc5v6aLUy8WazGqlaEEgaJY9SiGrTOUGeo7VMBWgAIYZHhDW1eCbzVOH9MR0BHQEdAR0BHQEbCOQCETs0BmvCQFrEdZH910rJIWsf2zJ7s+2O7d+OvNgrx988GLaMs/XUpf/ngprV21VPR7u/uVbbT+SJn1TQxH57DLDJwBd+Y7iE/DOfNH9KGDHaHXQH8ukKB2FtAqP0NfXSB+gnzHKxQeUERAAQziFwQw+v9CfZG+gAtmfE3eF9LWT10VxIqUA+/yN85vjcDGQQV2XxFWz+q7ei/JIcrmgp8ABwRY8zS3SZnPOTDfCwU79G2DArilRj4XxqDAiH5wgLKBRkEP6g48g49whnvUpYSlUElTibgDNv3ZYcAIYF4PoAjg0ZE2xL/FQpFDa5z/ETh8+LB4yKysLNE71+6JJ06c6DylrnEeGKAPhw4dct7JuB7nQccH9DLG8wBWa1XHhsMzOx5Jv+kI6AgMgQioDXepXlhAgwA22j9j+VDtgrxFHbEvWMhuioH+I2mtSQU8MSlS9AG2mjs+LIhrWSNEH2Cr8306ZqkA5hwNQJuOxgq5KQ9tQ6pOcG45Xp7zVN8KZqIWgA108W7ZamTBD4je+DZv9uNj+IxWIGhNAggyWH60fYVDDNf3BNnbyvU19AAWBDYTwFAAw1kCfYCHGAHsx3mvXV45KU7WTG2fuY8nwgNda5/upoOgRmNoRUATwEPr56FXoyNwwURgK/f/He7qX/ywQgP9acKoCGo9tYcLXfwPorKc68tP8vg6TpA4GbIrymHu/X/hF04Yp9/Wlzv1/dopN7Did3NXIW00F/5QBMTuPgsIApaLUOEJXKQDYC/oBrB/htIWdsoA1L/AzISZ4l29bD2zVXxcmLKQ3s97Xx2m5aOX0+f5n4uev2OjxwpydkHSAtpwaoNzjPoQNDKIEoIThGIDSuCy5jJq7mwWCuLDVYfpya+fpHtX30v3TbmPJsdOFiSwIprVHEZLlLVFawWJnBWdRVifIouNKl70/oUKGMQzbKcDRwYKYlnNZ3xHD2DAeL3xvP6sI6AjoCOgI6AjoCPgPgL5FZIATo8Ncz/QdBZqj31s2bfYQ+uSupZ2euDVHaIn719/sEgQxnAGAcYmhNPrD1zEc8TT917fRSgKukMEqzhQxNvuRR9goQBmC2jRksTdpOocFBlQ3dpZQKv8DMQqoIp0+Fy6H6+yMAYSGUpg9N6Fang0k7LACeRZ8rnFd9hCK1JZHHC8WCkErFTAubzZEMU62ESjYHd0tVQAQw0CUvkMO78kOnJLpw10Jq+pUt4I/Y4B/CygavaRAhh5obCADk8W9s+45Vn0LbZBZmSmzZn+PYyiHRxxFJmbFMox8BI1INU1zusItLS0UEUFF+YZaWlsg+kGMTExBMUsUFRU5Gak706dOiX/e8Y6oqN5U4cbjB4tNzuUl5dTayv3EndgIJ8Z63X358wZ/ntUQ0dAR2DYREC13MDmO3fo5FYgaHs3NUXWsjAWytuj3Bf4kglMLvYRqEWiprrOtKlwUnIE5fJ9rYBNjKO4D/AZX1hAWymAnQpb/relOl8uCRsGsTkOpDBcAc2bA80LhyMNAOcXkLPXPk/0+VOSTL7zHUkAt3F+j77ACsYNhuqY8R3q3rMd8gjIaDjiIC8O4X9TVI4IG2hseBwigBgGtUNjzdG4NGw+9CUglPEWStzi7Xg9zvcR0ASw72Os76AjMPwi0Mb/GK9f7/oHx/oJVY1tlFtST9ixdj5g5ugoCqk8KAtgNj2IevSc6GU2dpn7S/a+RTThKmag+2Yb4/4mXpzNXiGVHrkfycFp87jYxgUEldyZpkAfsawYTvSQWEFBbFUMNFwDAnhynKOgx8f3lu8lKGGTwlwLV1+f+lpctTh1Mf312F/FZyQoaRFpTvtnEKfoz7uvgouEJviRH4X5h1FlSyU1djTSdWOvo/dWvkdXZ14tCOiHpj1Eb6x4QyiM/+6rv6MrM68kFM9gbRITxM9hAHblAUjM1hetp8Upi2lT8SaaGscFUkZdWx2FjgwljIsP4R2LDEUkJ4QmUH5tvjhmfoEFNFDa5DvVivme+ruOgI6AjoCOwHkcAR/ne0MxcoVVjRQWyP/+hjOJ2APsLqjmf6u5xuShdcnTHx2iSrZtfuXeeXyPoG53CA7wo/+9azZvHgynv39jF4FYdof5Y2JFH2B3Y3AulXsAt3WcpYrGLoLD7TVKEavUEubByM+gtMC4CC4oQcGrAPtnbHpscOQjAcHyDPqzjb6I7ZZruMKZI+36xBkmXfHdDiB2jWAnl25Az7eEbC7OMeELhTFsnc+C/HWgeKfsKQcb6TLOyYGYTF5/sbSVRr9jBWHvV6K+9et7ZXOlyP+EApjdabCxzx2SmSgeKMABRymAQ9G32Us0KhW1l+P1sOEXgfp6Vt87EB7O/217gCKAGxpYNTUIUOvtyVqxTON61Rw43pN5jHPgWm8AEtrdn/nz53szjR6jI9D7CFyA+V7vg+X5SjiuBLHy1lMumV/ZSC3tZ2mSof/vN3kVYi/aEnaU6Q9ASbyd24w0tDrITJ4UmwfR7gR1Vyskcx/gfu8B3MH3wqY7cw9gVe+L5FxS1Qg7HHkeNhe6cQ8Ua0dtDUQtCF0ITy76PhE2D+5j4nfKTXJDYHkuO9Bw/olWdGMvlY+syF2rAOAY8kk4zwCwoFY9ipEfKdtqEMBDTAHcwc/Vfs76dwc/5Mc+REywa93T3a3ghqMxtCKgCeCh9fPQq9ERGBoRaOd/UMwEMI71E7ax+hc4XwjgGWnRlN56jNoTJcHXpzBBcYHEyJ39cykXtkqYxJx5Z59u1S8Xg4AecwnRwb/J6dLmyneogC1wrIYJYFbECkAtXZVvMUoe6uTCHpS3RgI4pzyHZibOdLnmHKuNt57eKo7NHTWXYLEMgMQ9UXtCqB1QgMOOucyoTMIazOikTqHQAPk7J3EO7SzZSdd/cD39x9b/oFcOvEKrNqyiez67R5DBt024jX6+8+difsxT3VrtMp2ygMbBt3PfpiVpS4Sa+JI0jpMDSaw+Qa9hWEmPZDWLskiBOgPW0lbQBLBVVPQxHQEdAR0BHYFeR8DH+V6v1+XDC9ErLT0ujItvTEr2ADsLqgShmxFnT5x9eaiU3t11iv5t5WS+h/04kMC/uWsOVTFR/Msvj7pdxdzMGCrgNZfVM7nqBlAAA8qW0M1QeUopYu3cZqCGiOU8rYLXZ1T/4upSJoBHTZH2z5FpnAgVMCkbwOpaLjylzpYFOKgoFGAfre6njhnfPRXp1NhaRzFJqZLhhqOIzPyNvAYubSRO4vUdkleAAIaKA0VHRXjjjA8VwEphC7IV7UkSQ7h4aAO4v6B1yEABpLRaH+5p10POvB70MdY4vyMANaxCYKD7TQsYFxQUJIY3NzscAtTFA/Su1tuTtWJpxvWqOXC8J/MY58C1GjoCwyICF2C+58ufCxTAUP96yiWPsOgFyE7q2kT39dFymp4aRTFhnv+u9eYZlmcnUnvnOdrIxLLCRFYAA7kldeqQy/soJoD7XQGslLLIsYxQ+R/yTdQ5Q+OYYC2WhC5yyKNfGEd3/xzIG/uApGmSCF78I6KPH5d5586XiT5ZxVbQt8jc7/haoquekeNZjOEWaIUCNTFEKajBwgIawKbE+hImiHnXZ9jQIoDLm8qd7ebkYrteByKfjAvhnx3D0+ZGjEEOrDG0IqAJ4KH189Cr0RG4ICKwhQngTC6MJUfJYtVwf+iZSQGUOaKEigIdxGZfHgjqXxTQMpfYz5Lzpkycsq6wHzOQZyZfL4t96EsMQhhWLhYEMCyOYYs3Pma8XB0Ki2pHoMV60QsXCtspcVxkZLRzkoaewDMSZriMPll7kurb6wkEaW4l7/5z4Jqx1wirZxS4VLKC3rtWQBJT0yaJ411lu5wFslEho+g/Fv8HPTb7MUoISaC/Hf8bfVP8DX1r7Lfo5f0vCyUw5gv2C7aalnaX7SbY+6HIh97EClD84g96+uId1tjJYcmCELbrARzEloixwbGEnsEaOgI6AjoCOgI6AjoCPY9AIZOpyEF7ih3ch3cek7F2xb7Wjk56+uODtJQt/W6ZwwUtDxgdG0qPXjaeXtuST4dtbPowxex0udt+b1Gt2xlVHzqv+wBDEYsiXKBNLFAMw0a9ijzX/r9YBRTAsH0+tYv9YudIdS/6syVP5/m4UHfya9kPWK3YYy+2ETzSi7JES5XMkTEvbKLzv+myfT69R94NBHD5YfkZBDBsBdHDTRUgcQbqFBT3fACleICyFzlvZBDHxQZqY5/N6X4/bFQAY/JAWGl7AePGRi+G6yHDMALBwV2/x7R54fqlrJRDQgbnd3m13p6sFT8W43rVHDjek3mMc+BabwCrbHd/tm/f7s00eoyOgI7AEInAaRDAXvT/hethHBO9CRFy0wwsoTceq+gX+2cVCmw4xObELce7COBM3ugIhXLumXo1zOU9mS2gS+q6Nv64nOztF/T/BcJHyXf1KtxiOMeDq0xNvnRrQW4ZN05u3CvcpEZav6scsvIY0azvEB1ZLWuNQeFE024luuUPRN9bLzcmgvQ99EHX5kDrGR1HOT+s4Q2MyBWr87mgx/mayNl4AyMUxmh/MQQtoO0eSbWbszvfH8dRDwWC/btyBrt5kQNrDK0IePGb1tBasF6NjoCOwPCPwJbj3P/3PLF/xk9j/LkCVnGeoz0d6X3/4aD/L1S0wVHWc3V2sN3J/3Gy823eNedd4cZ6on48OvE6noyLd7kfy0lhA21BAB+vOS7Oj492EMAq2bJZykHYajMmxXExjwE1MFQIdv1/YbX8Pzn/I8ZCWTstfhp9VfCV6JNRxUVDkLR2O9EwL5ImkMWwZn7ukufo91f+nuK4OPqvm/6V0MPi05s/pTuy76DixmLacmaLmH9P6R7R5xc9g62AHh2wp56fNJ82n9ksiGCMgw00yF/VzxfW2BmRGcI2EPZ8beiJYgEUC9U1Fqf1IR0BHQEdAR0BHQEdATcRgB2fO3Wu1aWwVt5bVENzMiQZazXmja2FBPL1n6+dZEsSm6+7f/EYGhMfRs984iAszQP4O2z6UDjE/d0hkvsFRwb790ABXCj7ndlNig16yNNQcIOCV6Gd8x2ogtFvF7bOqZyzgnyFkgL2z8CJ9fI7Po/komfdKXyyBoptN79CNPe7XHizyX2NV/r5y28gdZErQT0CQOnbwkoXrBWFsE36RQAAQABJREFUxbNcwMP6AZDSRgIY6hT0qfMBoLBFPglHF+ScI86B3LZGVhRvmBxAgAAGQQ3nHABr9BbYkKlx/kYgIqJLneaNxXFjY6MIhjfWyb6ImlpvT9aKdRjXq+bA8Z7MY5wD13oD9FV29yc5eeCs4L1Zrx6jI6Aj4D4CUACneCFmOcoEsFH9e6C4lmqa2uni8ZzD9CPQBxgiGwU/7vM7YRT3AbZRACc5LKBVPqCu69O7yquMCmDkG2gLAnIVLi1wjFG5JUQjgLFFhzzi+gqrZqh0m6u4MLiS1b+PyfNoA1LMGxHfvZ//PEC04hdM/HK+t/lXRNNvc8xhn4OJAegtbLSmhgoYeS4AdbCygHbkTfLE4LwiD7MTs2BFo8JG+Xxh0cHR4h4QpniCrll6itDAn9cE8MDHXN9RR+CCjkBlQyvllTXQRWOkfcT5EAy/0v3UQf60oTq+b4+DJAaqibHL7eeBrQnsVWbcYT9moM+E8XNDsXzob/LOILBL9nPy5FosgsoV5OqYqDFyHJQldae7kizTutH/Nz0inSICI8QZ9P9FsjExdqLLSNX/d1HKIsqr5qIfY/6o+VTHCd2BigPiO9S3sFp2B/Q4gxrineveoYUpC4Ut87ykeYKAfvPwm3TbR7fRd6d9lx6c9qAghEEaIwkbEymfR/X+Nd/jkxOf0JLUJQSyWI2tbqkWw6CqAOlc1lxGaeFpBJU0SOOi+iLzNOI7+h/rHsCWodEHdQR0BHQEdAR0BNxGAEQuVBtQRvQEB07XUitfOy+TXU4sUN/STv+9No9unTtaFNwshlgeCmR1xqors4UaZBf3GLYCFMdoNbL3VI3VaZdjadwH+FS1tdOJy0B8ASEaPbrbYXEAagsoNtD3FySr0QIa6loU40Cqog8vFLcgiVFEGz1f9korz+2aF84wthghSej3vkuU82cuDvrZjnSeUH3jWh2KaFVwxABYU6NPMNZVz/klev1C5Qo7PxcCmI+38PVtXsbKeXPPH7CJT/X1hfqhtt2xTotL1QZHi1M+OQQLaGxYxKZIoCcKZHWNTxamJx30CEANGxcnfzc/dYr/bnCD6upqUgQw+toOBkCmAlhHTY37vxuhvAUSEhKc1tX4PtyeGWvW0BHQERgaEcCGP28UwEdKXQngb/LKKTzIn2alSyKtv55mARPAR0sbqIJrrQoT2XYaCmQrwImxub2T6po7rE737hicVeBkCKWvAnJDqHKxaQ+ozpcEsHCXcYhC3G0wU0QjxDHpi4jee1DmoOkLiZ44TvTobqLvc/0Uud6fbySa/C2ZA6rruK7mEehri3UB6APc6ogZ8kgQwB1MCKtjctSgvFY2V7q9L1wHfY0ox0ZNbyygK1vcr9fXa9Xzd4+A+2p49/H6iI6AjoCOQJ8isNNR4Jo3xl1BqE+3GPiLz+ylytAxtOuU3A3d6wWczpFWI+76/+59S6oukmf0+jY+uRC78dB/DeqLNC4Aop8bnscAkLNQuTot52ABjaQM1isWAAGs7J9xOqcsR3wP8Atwjkaf4F2lu8R32DWzsbL4fH3W9cKqGWSqskOx2jE30mE5CPIWRdaXr3yZdpTsoGv+eg39w4Z/oI+Pfyysp+ND4oVN89XvXS2UxAuSFxAUynjfU76HYoJibPtx7CnbI/oYd5zroOwYLkwysC4Qv0B0kPwFIDww3GnvbGcDrQlgETL9oiOgI6AjoCOgI9DjCIAcZfc9ymD75Z5gF9s/h3Df3skpkZaXvb29iBpaO+hHlzuKWZajrA9ePSWJshLD6X/XMYlqgxlpUUIBfBaLdwMUI6FK8QpQXETZkDeqEKYUD0YFMOyfkb/AGg+FPkcuI+4JBTA2MhrRxJsW7YB8ruwg2wBy3DKWMCHLeTRUHt5AFeOw4VDhzL4usrr8iCSUo9mdB4Q1iGJFHit1ipE8VnP08R0EcGpYqnB0qWiuEI4vdlNOiJlgd8onx43ENG6gNiV6c7MqKG80zusITJ7Mqn7GsWPHqKPDnhTIze3a4DFpknRpGujAqLXivsb1mNeB5zh+nEkChtVa1TzD4ZnNz6a/6wjoCAxOBJrbOqmysU30AHa3AoyD6wyIWIWtJ6poPtdBA/z6l4pR7opbDSpgKI/Rgxi202YkRUkF5+laL3NG8wRW37FxEIQplL4KUNECUNl28IZC9P6FRTTyL+R+TdabH+VF/Kr6+CIv9ec1iz7DnIPC9lm5IaIueu+HcrPfGUdOuPtVR47qnMn+A+bFJkGsD32KmxxW2lg7egADDW5yWTnC56/IKQFVQzTfMCs6y3yo378r5xi7djjGG9aqjZrGg/rzoEbA8F/moK5D31xHQEfgAonAjpNVIllKjQ45f564ZB+1xU8VRbfy+q5ddz1+wJMbWFHBvSxS51hfCvuU3E9Y/Xs7/8vPic9QQtblkvRF4Q+2gAGh3WygQQA7+/9i7VAAA+gzZwKIXVg+T46TxQichgJ4RqIr8Y0xUDNA1fBO3jvOWRanLqZ1hetEgtTCu/b8R/g7zxk/gDAG+Qsl7g9n/JCe2fYMPbfzOUoKTaJQ/1DCzjUol2EBDRIY436d82uq58JjVGAUrSlcI0jdMNjN2ABkb35tvujfGxwQ7ByF+SICIigUsXIAJDH6BdsRwFBr6B7AKlr6XUdAR0BHQEdAR8D7CBRUNYnBGWy73BPsyK+iGaOjLAt2UBW/svEkXT8zle2ae57bjmSbvoeXZ9Ha3DJbq74Zo6OprqVDFBLdrTuNCeBTrErxCBC7KHbZEcBVJ+QUIGSR36BwpwCVbexYRx9gztHKDsmiG8agcHZivRop+/TC3cYOUBdf+SzRIzuJvvMe0cM7+F48B+dBXgHkLru3kOhFxnkxb8ik6Ax5X6hLgJhMSSzjMwqPAJTBgA/6AEP1C6K1vKmcNxucpSaokW2QHsnrH0CkhrOyhVHcIOMwPWG613fXCmCvQzVsBy5ZskSsHaraXbvk5lqrh9mwgX9fdWDx4sXq44C+q7Xipsb1mBexc+dOp1rZaq1qnuHwzOZn0991BHQEBicCaqOdJwVwXhk7u3G6lZ0kNw+2d54luL2AAO5vjOKevmM5tzUSwLCAhnsN1MpmJDny1X7tA4xWHOb+vyrvQi5WyxsPOS9yur3EM2F5dLV5aa7fMR61sgDOC5FfjgwgGneZa16KK0A83/Brzkk5R8XmROSXRiWy66yGb5w7is2O/IOqKZQ5qCB+E2RrEcwLCOJZfhysV0UAo1ZohYEggJUC2Or+5mNod6cxtCKgCeCh9fPQq9EROO8jsIOTnnmZXu7uHw7RQM+zssMUMWa2WO0+Lyz6bB8LClrYmRgUri5jQf4imZl2q8vhIfEFal708Tj2Ja/fnyiF42HoA4z+Ikerj5Kz/y8WLaz5eMcd+syZkF+XT+hzoQhg9FGD9fGMBFcCeOuZrYLkhRJ3beFaMUtccJwgVTcWbxRKW5Cq+GMHkLpzEufQnw//mWDNDFIW97p94u30xoo36NeX/ZoemfkIjY3igicDpPHJupOE+4DchbL4VMMpCvOXBWWrXXmfnfyM5oyaQ7lVuYJwVmuBLbWygVZFwoSQBFsCGL09qlurCZbWGjoCOgI6AjoCOgI6At5HoLCyiV1IRlISF8q8BfIXFOzs7J+/PFRKKKA9dLHMEbyd1zju2unJos/vm9u4+GSB6awABjzZQGNzJQp9Hnu6NbKKAJZ7dhbQ2JgH4heFu/jxrpsOobhNmsYsIpO26P+LPsAoRhn7/6pnMKpA1DHj+7wHiRb9sOtITIZUcUChCzs/TxAtQrh4B6tqzseoeLcsLCIfRZ9iAEXHJod6VdlAKwVwPxPAiDsUwNiUiLwVcJd/pkUw2T2AgHIDmxvRBxiYEj/F67vjuTTO7wjccMMNzgf84x//6Pxs/HCWe2u/9tpr4lB0dDQtX77ceHrAPi9btoyiouTfi6+++qrt33l/+tOfnGu68cYbnZ/Vh+H0zGrN+l1HQEdgcCPgJIA9CFpgvwzNxoRRLPBgHDxdJ2yX7fLJvj7VRWNjaTuLbRTGO+4LItqMxIggsbbS2hbzqd5/ry/l+h7nb0ag3RuAXBIqXgD1TAAK4LzP5Wd3r8gHIZJBngdF8NTuf5eLy8cuYwvo6+WmRBDRnnJQcRH/gJQFNdYHC2gogMP5ObB2RQAPEQUw6ox29ssD0VYEAhgA9UtPgAhHY2hFYOTQWo5ejY6AjsD5HIGmtg46WFxLc216qA3LZ4fFHCcxUWPmUHx4oLDo69VzgEgu3Eqil67dBOixC4I4MtluxOAehwr42Bq5iw59gEEAix11zJGzBWBdW52rAhhJGQpzFgpg2D8DKpGB/TNgJoA3FW8SJCyUxSCMgcvSL6PdpbupubPZNkHCOGX/jL7ChfWFwpq6ghM+3PPdle8KW+dH1j5CP1jzA/rvnP+m7SXbKTJA7uBs4595SVOJUAWjX+/0+Onkjx5zDMxnxpYzW2hm4kzaX7Hf2XMN/X6xMw62eiCSoRqBGhlW0HYKYFhAA4inho6AjoCOgI6AjoCOgPcRgBXf6NgQ8mPVrbc4WdEorP7mZFhvXnxzewHN5XOw2ustYAV4G/cP/uvuYmpkK2kzokMDaQwrO/YW1ZpPuXyHAhg93aqbOKd0B6gwACh2rYCNeVD5orcveuoqIKeDBTQKech/0+ZJ0hUq19ELWCFRKRUeany7zMvUV5d3VsnSVT9xOSS+oGfwra9ybu3hGTAY/dlQEFRFpkomfWHzjPUZCWBVgFQEMAhjKEr6mQBGnotNgVAAKwJYPJPFS/DIYMt80WJovx2CZV9KeIpTAZwUZirUurnTidoTbs7qU+dDBObPn08XX3yxeJRXXnmFtmzZ0u2xfvGLX9Dhw4fF8R/96EcUEBDgMmb9+vVMKnCJmv/cd999Luf680tgYCA9+uijYkqs5+c//3m36bF+PAewdOlSmjeP/74yoT+e2TSl/qojoCNwnkfgNLfaQBqZFBXs9klhv5zOLUdCA2WNCE6IwQEjaVqqJNHcXtyLk7PSYyivrIEdY2T+hM2O6DeMY2Yg74wPDxIbGM3nev0dts5mBXDVcTkdHFtAsEKdi015GBfMdbXTe+1vh7EAWo40lnOLEM4PUW/LXiGPW70u+yfOHzkPBIkLRbJHsMIY68G8yH2V4w3akeD64Gi5IXGIEMDOVnoWz5Ucxnm1j6EUwN6IUbwZ4+Pl6ulNEZB/E5kO6q86AjoCOgK+iMCewhrq4B4UvrA98cV6vZqT7Z+BEayGmJF2hHJOuS/O2c55eo+0scuUv3h3G9dcTXR8HRfLnul2asgcyLqCaNtvu4qCm16Q6hEuMMJGGXCxgMaBmExLBTD666JfcIRQd0j757TwNEG44jIAJCxsoYHKZi46OnDt2Gvpy4IvBcHbzrsEsVMOBKsZql8wFL+w6YOtyoqxK+jhmQ/To2sfFYrlRamL6Pbs2ykzKpNO1p6kz/M/p49PfCwUHRF+EeIazH+68TTVttWKe8GS2gzskgv2C+b//3fQuKhxguxV49QOOhTXYM8Hu+rCukLzFOK7IoBhAz06YrTlGH1QR0BHQEdAR0BHQEegewSgAM6IC+t+ws0RqH+h4JhtQQDnMzm86VglPX/rDDczeHfq9vmj6X/XH6MP956mO+ZzocwE9AHeU8RFMDdIjWZSk4HiZGwYKybs4CSAu99HXIKNebGZRPmbOHG7vGsWXIeeXuiXhrwK5LBycRk9n6hoW9dYzsLgmWKLa5/jeRxrhNU0bKfRay2Ci4Lo57b4UaJNL9peLk6gNQrWovoBwyoQltRY164/yWuRZ8ImOjRO2l7jKH6gUKl4VRyU03jzqlSyUABj0yByWGz2swIcXQYDIICx4RCIDeZiqpcoqC3wcqQeNpwj8OKLLxKskpubm+nKK6+kp556Sqh88f3tt9+ml156STzehAkTaNWqVb1+VKMyF5Pk5OQ451q9ejXl5+c7v2dlZZGyanYe5A9PPPEEvfPOO3T06FF68sknRe/i22+/nUJCQmjdunX07LPPil7G+P7CCy8YL3X5PFDP7HJT/UVHQEdg2EYATiuwXPbUxxcEcDbbMCts53YiM7mlR6A/8qP+x2wmgLFPbx9vFlwyPl5sxBmXGE7HLAhg3B0EcUl/K4AnmDaWVToI4MhU3jC4S248BCkM9S8gNvLJj91ehcqUYzWSiWAof5HHoVUeNgraIXES0ZilRKq1HjYoIjd0BxDTiqDGtUAg/65QVyzzReSmQ8QCGgIW1ECt4E1fXqvrenJM1WZbsdnSA1CH1RhaEdAE8ND6eejV6Aic1xFAD7Xo0ADKSoCFx3mCM0wAQyXBO9jQow194GAB1+N/gPO/4USDE0QUvayQ+yknPqwKmfQtq7ND41jmYi7EBbMK+Cu2qf62XBNUwCCAuf8v+lWo/mPOBcM6+vha51f1AQrgybGT1VeCAhgKWiNA/iKxiAmOodX5q8UpkLHT4qfRP379j8Kq2Tje+FmRwuEB4bI4x7VAKIdx7XXvX+e0NYGN9PYz2+nG8TfSI7MeoWWjl9HKcSvph1/9UFgxZ8dmU15VniCCsV6QuCB2Ye0MUtmIw5WHCbvm1M454zmsB6Tu/OT5hD5rZc1lom+csT8wxquCoVYAG6OnP+sI6AjoCOgI6Ah4jgAUwJdMSPA80DACtsvjOG+NDA4wHJUf39pRSFEhAbRiWt933afFhNIl4xPovV2nLAngaWnR9NmBEurgHnL+rNywQko052AM9AGe6k5hUsNELhSwdkU0kLpZVxKxQwnFT+i6FdS/AAhb5KytDlUJSFjYQu9+XZ7HK+dVFnvv5Pm0+UQTr5PE7fqfEu14pcuCbzzfdwWr+S55gknc11j5wRsgbXGOKHEKM967u0YgL8eaG9iKEAQxegID6AWniG98RxuSflYAYzMgoBTA8SHxtgTwmCjOfwcBIKd3lu4Ud1bONd4so6S5xJtheswwj8CsWbMEqXr33XdTXV2dIIDNjwTy95NPPqGICP47oJe4//77ba/82c9+5nLu3nvvtSSAcX+sY8WKFZSXlyfIaUVQqwkiIyPpjTfeoJkzXX+HVOfxPlDPbLyn/qwjoCMwfCMAC2i03PCEI6X1dMc8uWH/LItgdnIt9DsLHDmJp4t7cR49gCOD/Wl3YbUggDHFeCaArRTAOAcFc7/1AD7bKUlSswJYOa9AWVudL8UfFewuk8ZELqAcXOS37q9ojQdFL5xbKvN4c+CPuo8xH4EKGARwGOf72Ojn6R7o/ZuxSK5POS1ig6LaJBjO8yCnHGRA8AIBS2cnx9oECEgGAsgbg0YGCadFT/dTIhdP4/T5gYuA9W+PA3d/fScdAR2BCygCIIBhkzeyB9Z7Qz48UACj6MUAAVzb3E4FrDDpMU4yAZyxUPbPtbp4qNs/Y80BnAhnMAl87Eup4MBOv9M54mlAAEP9C2LUBTFcAKsuYHK7iyzt5AQSvXJVbzL0j8B3s/0z+v8i2YH9MnrwAlnRWeIz7JmVxbPL/RxflCIYFsyRQZGUHpkuCNefbv+psHL+90X/Tmu/vZY+vOFD+v6M79OnJz6lmz+8WSiOF6Usoteu5qIk42jVUWfvX9xTqXqtbKDXFa2j2YmzhXW0YxkEAjqYSfMw7rWHPnHo/1vvULLAltoMjMM16FGsoSOgI6AjoCOgI6Aj4F0EOrn4VlTVTBlsx9cTwHYZig0z2pmIfXfnKbppdipb+vmZT/fq+7dmMDnHiuMztc3drp+SEkmtHWfpeDmTrzaA6hf2gqo/nc0wSYRGcVESSlgzYL0MgliofPmkkQAuZQIYdnhQCCdPZztodmGBRV8Sf0aR7sS6rtlMm+C6TvCny/5V9lb7wzVSqbvoEaIHePPg9b8mKj1E9LtL2E3mKJPAXigMsTlSsM38LLDwQ14OC2gAFtboKwxAzYHnUvCRAhj5X1xwnLCAhvOLHbCBcDCgFMCqT3S3vNxmUTWwYNS4ICKwcuVK2rdvHz3++OMEsjc0NJTQ73fu3LkEcnbPnj0EVe5QANaB9WBdWB/WifVmZ2eL9eM5rruON5t4wHB6Zg+Pok/rCOgI+DgCUACncssNd6hqbKPy+lZuDxIphh0vbxDtOeaPYRWrj4AaK2yg9zABrAAC+BgT0erffHUc7/2qAG6skEpbcw9g2EIjRwMxDAIYm/KQm0EBDOtlTwD5C4xdhlcu9l0m3929pi/gnC+c56/0TP5iHrSRw7qxPhDNXBsUgO10B6ttoQBu4M+DDLgVQv3bwf8zA/XBgQIEKhC6uKu1qrVY/f9OndPvAx8BUyV+4Beg76gjoCNwYUQAhbLdBTU073zq/wuPlZL9svDFP0YU54CDp+vEu9cvSCxgm5e5xPoSZf885Qbr80Pp6PgriAo2S3VIyiwmgPeI1cECeny0oyBnXC8UwEjsDPYvsFpGP9/JcVIBDDtokKNmBfCW01uEUhfKYoVrxlxDG4o2cJo5wq0CGOMxBmuqZnUJeu9uK9lGIX4h9M5179BN42+ihNAEgkLje9O/R+996z1CX43vffE92lO2h6YlTqN7Jt8jrKUDHRaGUO5mRGSIeVU/YrUuvFe2VAqCGupmI0GMXXTqO8hgpe7Nr8s3Xu78nBiaqAlgZzT0Bx0BHQEdAR0BHQHPEYDKoY1z0Z5YQLdwP93DZ+rEBj/zHTbmVYjewN+eI9Ud5vO9+X7FlFEUyOreT/axYsGEyY4c80AxWzDbAO4zUKWgOOkWIEKjbdYNJQRs90DgYtMeXG4URM7Lmx5BssKxBjmeH6skkO+h3y+KZ56QyLkdrn39RlboVjPxy5sGL/1n7iE8j6V4dxH9/SZJOr99B9GEq5jUDXI/o7gn5+Mgs7HmM3u7rAXRpzg4SvaNA0GtlCiYEQrgflZ0wAIauSJ+DtgU6M4ib0LMBPfP5aOzIIAb2RIb/YoB5KDewCqv9eY6PWZ4RiAjI4Oef/55OnLkCDU2NlJ1dTXt2LFDWC2DYLXDsmXLBNGAoq/Z5tl4Dc57+8fdPJgzLCxMrAvrwzqx3tzcXLF+PIe36O0zezu/HqcjoCNwfkTAGwVwbon8NzY7iQlFBlS50MDMSu++obA/o4L50S5EEW/jR4VTY1snbyxs6XabflUAC6KXbxHORKoRTZzngVSFjTNEH3CeAeEax5uIjq81jjR95mAZgRwuYWJXj17jOfNn5IOoq7bKn4H5tOX3ICZQsbkR9V3kh50OklX0NQYBXGp52UAeRI1QiVjM90V9cKAQDnKdoeqX7u6rc0d30Rn4c/xbnYaOgI6AjoDvIwBStJkLafPG8D/65wtQdEJi4bBtjg8PomS2Ujlw2r44Z/nosK5Dfwq7/r/Dwf5ZPVjW5ZwwMaENRXPKTKEAbufvx2uOd+//i2ugAAaQcDlwqOqQ+DQxlpM8BqyeQfJC3avQxPE6VHFIJEEljSXqMKH/75rCNbbJkXMgf0APCxDTaRFpYn2wKXn24mdpXPQ44zDxGXZ+v7vid4KUfnjNw1RUX0RPzHuC0D8YxG5CMFvDMDr5fyoxA8FsRi33zkMilBqWKk41c8G09WwrtUNxwzjLSuj2c+0UGRjptg+wIonFRfpFR0BHQEdAR0BHQEfAbQQK2P4ZyIizJy/MEyB37WDl8Ey2XzYDvXqzWFkxKVkW98zne/MdNtOwqP5kf3cCGOewdk+bDFOYAEYPYLeoLeT2HDYEsOrpCzcSKDWUEhgTlucyIcw5Evr1QvVbzPkrCnnJnO+d2skDuHDmCUt+TPThw1IB/J33+R7pRIW8CXLPm0Tv3E3055u5MMikM8jcjx4jmnOP+xmxzpFcGMR4/IGCGI40UelEFawiBmIyZRsVEMAo7gFCAdyVP8qDfXtFb10QrAA+17bZ/z6QEcmxHQQkhcnirMqd4SzjDex6znlzrR6jI6AjoCOgI6AjcD5EAG04sKHQkwIY/X/R6zfTkXPmsJvMBO4HHBbk79MwoA9wTVM7nayQOW9WgsxRrWygoQDGWGx27DPqHQRpxKiuqdqZdEaOiN69LZwPwUkERC4Qx7kkXANtgVzNUUtDvlm4nWjcpbaju52YxfkkEMbtP7wB8kjeHEdQMsOuGq1OgDrOx8OZXIUaeBABxS3EJnbIiBq4nDIqkDdWMowiHLt1ocWdxtCJgCaAh87PQq9ER+C8jgB6XsCWbmqK/AfjvHhYKCAAJCUOTOHnc6fOUONc3tH/F1Yjhnlczgv75wWcjPButKEO7OZDwRAJHRQhTHgWFm0WvXot1Q4o/CG5UwVH/gaFbGZkpiBo8bjo/wubZ2Ovsn0V+wTZCuXC/or9GEYBnLihkLWv3PFzEUftX6KDooVNX2FdobAwuXn8zXR5xuW2F8Du5IXlL4gevo+ve1xYsPxq+a/E+Jo2TmgZp+pPCRUxPmM9ZmDdsK2ORy86BghjWFzXtdeJ79Wt1eIdfeMK6grEZ/ML+gDrZMocFf1dR0BHQEdAR0BHwD4CaM8B9QV67XqLvayiQAFvoonkRbHsi4MlBMtmqD37E9dNT2b7vhru48sbA02A08xBD5sM09iW0KMFNBTAUWmm2R1fsSEP+QuKXcjpFDpa2crkOOercuc/wcGlxpGnYMPfwffVSPt35LqY59AHRLB9BhH8U84D/3Al0Qd/z7njGtmr9/g6aQ1YsEkStfYz8plzsg+wGoMCHnr9wga6Ik8eBQHcxvFEIVJZDkLhgU2cqo+xur4P70oBjE2K2PDX0NZgO9voCBsC3vaK/jmRFCoJYNVKJC6EC7NeAH3nUIDU0BHQEdAR0BHQEbhQI1DKts5oKYLNdu4AAjgrIZz82dUFQD45w2Izobs5enMOLemA3ZxHAiCqUYM9VtY9H4ECGCixUAeLEz15UQpg2CUrqB66EUyowl0GgLIW7jKoATpaxckTVq+c3wGTvsVE7Cm2gV4uv3vzqoQ17ZxzmlvQWV2PHsYAapIggDmHE4BLIeyrG8q6NhDKMwP6Wsf5KhwR7ZAegZrqwCAmOEbcyBsCGJshNYZOBDQBPHR+FnolOgJDJwIoZsHeyfinjwWu7SerRA81FNLOG5xhohEJgWGn29RUFOfqnLYrXj1r/kai9IXW/X+bOXlDIWzKjV5NNeiD8P8T7M47sYEJ4NliOXkF68W7pQV0ACeeSLIMCuCDFQdpUtwkcQ3sa6AAnpE4Q3xXL7tLdwsiNTMqU9hA4/isxFm0sXijR+tnjEUBDD12QbhCARwVFEWr5q7CKbfAuF8u+6VQDL+8/2WamzxXkNXtZ9spzE+qKFRRr+1sW7e58qryaELsBNueGehlDDtq9PGwJYBDR7n0Ee52E31AR0BHQEdAR0BHwJsI+CDf8+a2gzEGBDAKdj3JQ3O4YDeVSdcARwFPrXttbpmw1FvJBHB/4/LJbAPNufKnFipgbDI8xDnmWS4+2kFYQLtTAEMxCxWG2IBnMUt1vjwHlS8UGgogU2ENDccSblfhJE655y3FZ7Pzy9dqpP37tFuJ1vy7VAyv/wmrcnk+bH5E796LmADG/U6s5R7B/0Y04w45z6YXmeCdaj8nzoiimOH3i7LDbBXIa6o4Iq+LyewifkEOA6pPXT/a+ikFMOyfAas8EMexeRGbCgcD2GCIPFMpgFXO6s1aUIDU0BHQEdAR0BEYhhG4gPI9X/50VIuNNA8EcC4TwBMd9s/NbMF8hPvwKnLWl+uLCgkQ7jSqD7Af73wcx0T0sTLO/UxwEsCsaO4zoACG0tfRGk3MV8fkKRCTwQSwI/fCxrhI3oAId5naYnne7SvXFqEaxsbEzMVuR7qcDInmPC+ZEzF+bm82r6kNe8iBUZusZ8IXuS4UwGEJnPu2ShWzy00G7gv6/7rD2Kix7k7367n4YClkQes6T1CbDT2N0+cHJgL825aGjoCOgI6AKQIgfp980nSw919B4u0sqKa7Lxq4nUm9X20ProQC2KTahcK5qrFN9NnwtDNQ3AlKCFjfof+ZFfK+4AIZF9smrbQ6OzSPjbmYaNcfpcqD1cBHWZGbEJJA0cGciFkBNtBIthidXAw8Un3EqcSFohZ2JzMSXAngXSW7xPgAZSPD327IuoHWF60XhS3YObsD+rKF+ocS+mWg1y6UvbCEtgMsn6HkgMIYSuYHpj1Av9//e7HOZ5c8S3d+eie1nJXJM4hlO0Dxiz7BByoPuAxRdtFQj8A+0I/7pOTX5ruMUV+w5srmSral7HBRRavz+l1HQEdAR0BHQEfAqwj0c77n1T0HaRAsoHti/4xl7j1VQ5dONKgZHGv/MOc0TUuNojHx3tnn9uSRw9kecHk220BzH+DvXWIgYHkSKIDrWzuoiNXBdr2MofZAHtrU1kGhgRa/6qs+uHYW0CB+QZjCnSb2wa6lw/4ZaGBl8CgmZEv3S+I2aZpUV+A6T4A6F31/G7mwhg2UxcjlmMxGLo1ew1AS57AV9IePEH3nr7LYlvsRM6YeyFKhLDkr787kJpUelArgbb/jXJQ34+F5lA0dnh/3QWEQgELFSHTLoz1+heq3prVG9ABW5KpqCWKeLNGokDGf9PF35JcJoQlOAhgbLr8q/MqruyIft83lvZpBD9IR0BHQEdARGJQIXED5ni/jW1zTJKZ3ZwGN2mceE77XTJWOG2gPB9XwjNFRvlyac+7pnJ8e4M2CCuO5XUleqYUCmC2ggX5TAJv7/9Y5CF64yWDznV8g51wlnO9x7Q8AOesJEMkUbiUafRFRYA9zbvQB3v8u34HzTE/A+uDQh5ok8kMomrFREgpgR7s/4YwDYnkQUNEiCWA4CVopgbNjeNPjAEE5xwT7BXu8oyaAPYZoQAcYtsoO6H31zXQEdAQuoAgcL28Uxajzqv8vfn4lXPxC4cuAqZxwAV7bQKv+aUhQrHDkU2mljJ1owwXKcgXKZraBzmsoEqSp7fJjM50W0CdrT4oeuZPjJovhOeU54t1IAENtu7dir0h+iusdiSWPWj56OW0u3uxUBIsLLV6Sw5Kptr2WWjpbhDX1wuSFdFn6Zd1GInn/a95faeX7K2nFX1fQrR/fSte+fy3d+MGNBAUFrFb+fcu/09T4qZQSliLuO5K1vZg3MiBSzIckzYy6tjrRQzgIqhlGICfD4YHhhF10OJcanirspaFOhoWgGejfBoIbJLCGjoCOgI6AjoCOgI6A5whAAWxHmlpdXc0kKq6Z6bDTU2MamYBde6SMVs5wEIjqRD++r5iWzORzLW8mbHaZFQpgwF0f4JSoEDHmdI2NokOpMKJHi3HdXuDIgp5pnUycGonRskOyKFbO6loUw+CCA0UGyNQS3tTmYeOdIHj3vi03NeKmUOBCkRSdKfPpz54gev/7rCTeIInl/7uPaMVzvBYm4EV/YVxkA6FM5bkAJjgJCmCokrEm2PnFZIpThLxLKYBBQAMoRvYDsIEPwCY+tOlQG/usph6s/r9qLXDBUUW5SbGT1GGP75UtOu/0GCQ9QEdAR0BHQEfgvI0AFMAxoQHWG+wcT32GLZUbWfU7flS4OAL7Z9gwZ3MP4IEA6pGHz9RRO/crBrJAALMFNGpbRqAfcQT/QU/jPgO5lHJWUZOpjYGiZQgLJLDxsCZfbvhDf2BvMPteuSFx3HJvRruOAXkMOGpu8ovNq9r8WJ0vFcDIH5ELQwGMHsBAPzrGyAm9f1UKYDvSdSB7AGMjIHLcQKPa2+ZRdL3SJjCDdFgTwIMUeH1bHYELKQI7uP8v+q7NSo85fx4bCgioBpJZtWDAqMggig8PdNl1Zzjd/aPo/8sFPZOSWAyEaiGPd+Vnr+h+3VA+giQJhTc8GwjgzkYaHz3OfsVQADssoA9WsmqDoQpSsH8eEzVGWDSrCQ5XHqZWtmFB4qF65ob5h1FBfYGzl64aa/Vez/aHuHbeqHlU3FBMj815rNuwsqYy+sGaH9C/bf43QV6/uPxFevu6twk9f8fxszyz7RlC3wv0G/6y4Et66qKnxByqF2CYY4ei1Q49kNwAlLxAO9spgihWPY6jA6NJ2exZ2UCPYgtoQBXvxBf9oiOgI6AjoCOgI6AjYBkBFL2EAjjWg5LUcHUOq38BMwH8TV45tXWcpaun+I4AvmR8gsibvzkqd/yrZSVEBBHyTHd9gJUqxbYPcC0X4WC5rBSwanK8oziI4peyJ3YhgHOlqha2yiCA4YKDnrrJTAAf/ptxFuvPnDM5cd0LbK3HSg70BEYx8KK/I5p6izx9xX/Itigt1URv3UZ008u8Li5iBsc6L7f8EJMpD7M7iiSAJ8jv5bxedQ72hEoBjV7GuD9y+X7A6UYHAcwbAmEFHRtkv96BVGpYPRo2EiqVMnJsbwEFsIaOgI6AjoCOgI7AhRoB5FYqz7KLgeq3m5UgCV+0E4FrjOoHbHddfx2flhYl8lSl+oUFdG1zuxDkmO8BG+j+UQCXdieAK4/L20Wmyh7A2HiImh8IYU8b+9RCwzhvgz1zbwjgtLk8C+e12NDoCbWcw0HxC0cZJbwJ4p8fckRYQAPoAzxIAJGKeqHR/dC4FG/smI3j+/I5MjCSo3pOuC56mkfnjZ4iNLDnNQE8sPHWd9MRuCAjsIP7/0K1AFu78wYle+WjmIhbEIB41oPF3ZWbls8OkjRjkVQsmAcUbJLWKBOuNp8Z+t9hA83P1pg4iYr9/Wi8PxfZ7IAkEP3o2BbwUOUh0VMXilggpyyHZibMdLkS/X9HjhgpbKXViSWpS2jL6S2C2FXHrN7jguKosaORoL49XnOcrhlzDSm1sRqPotidn9xJIJofnPqgUOSC5F1TsEbY5v186c/pd5f/jgrrCoUl9PO7nqcFKQsEIaysp6H+sAMKgzHBMRQVyMQ/AwlUU0cTwZYaCOKeKIrctbKTVsSxGiMu0i86AjoCOgI6AjoCOgKWEahkNS/UGD1RAEOxAZVHuok0/upwGcFOLz3OezLZclFuDsaEBYpecRuO8mZDE0SOabD2M52mJLb0Q8831afOfF70YUNxC0pZM6DgAKnL9TJh1We0iYYCGPZ4IGMTmFxVhT2QwcfXmWfq/r0MG/x44quelcW1os3cR5hz5ZUvEl3zUyZ6f88k8M1E656R35H7nuFc+/iXclOhJ/IxwEEwY32wq0bbkWDOsyqP8f24+AjSO4hJZ0UAY4VQq/STAvhMwxlRnFP2ytFBfH8boJXIYAIbCVUOqXJKb9aDZ9TQEdAR0BHQEdARuFAjUMzuKqke+v+CAA7yH+kkitFOZEaafU7Q37GcnBwpDFaUI+FYJoCBExWN3W7VbwQwegArZxV1F9Geg78g58RnOLqAzEXLjyOfqVH27/ETiYq2y3wOmw17isQpstewSGo9XHyONw9ikyDWGcHrBbBxEX2MkUtCRdzYPSeXA33/CgUwxCJol2cGHAgHEpHYPMk460VvZa0AHsifjOd7Dez/UzyvR4/QEdAROA8jsJ0VwPMy7XfCD8tHhvUdesZCvWrC1NRIVgB7QQCD8ENSY2v/zIlRZFo3m2nT7YbmV9hAs5VKnqMv7vgWLijaQcWQdwSCAFaEbCP3isuryeve/7dsFwXAdtCAW7NvpY3FGzm9Q9XSHm1n2wRJPDdprlAPPzLzEZfBsGD+uy//jlo6pC3NywdeptX5qwnWfu8efZfu+OQOuunDmyiU1TF/vPqPYucbVMSfnviU7px4p5jLj/zoLP8vcGSg+G62AcQa0QcYVtYKUDRjbQAspPE5JiiGiuqK1BDnO4qKmBsqZQ0dAR0BHQEdAR0BHQH3EYD6F+hJD+D9bME8jQt2ytkD16OH27rcMrps0ih89SmWTkggqI07HBZ+6mboA+zOAhoKE5DAqk+dus75DgvkKFY5WEHZ9aFXL3IzRRK3NUllMEhU/BGpFr/4cS7GG/0IttDuoBTFafOJ5n+f6KNH5ehrXyCac5/8PJLLEtf/r7QI/OBhom+/Jot+m/+HaMHfu5tdnjMSucivYP2MvnMgqv14zSCzsfZuBHD/kJpQAI8KGyUKdNjoZ/z/jXnx6ZE28TcP9NF3pQCGMh5tSLxFfm2+t0P1OB0BHQEdAR0BHYHzLgLF1U2U4okALm8gkK7YjFfZ0EpFVc1iU99ABQPWzmPjw5z1SOS+6LhxktvymYF8sc8W0HCPQc9cswW0cljBceSeaqMeCOBTXAP1hFl3MWu9jmjssq581NM1xvPI/VJmM5EbbDxq/xnrQ99iQfhyboQcWOWWcDgcRAvo8uZykVca64fqQeBKOJBQIhartZjXYdXOzjxGfx+4CGgCeOBire+kI3BBRgD9y05xr4z5Y2LOr+eH9R36/6JgZcJUVgCX1rVSWb0kEU2nu77C+gREI9SyZiCROsoEcPY1skea+fxQ/+4gtfO4J68fP8rY6lP2K4YCmNFRdYxyq3KdBPD+iv1iZ9nMxK4df9hptqt0l7CARiKkANJ4T9ke9dXyPdQ/lOrb6ymCifu86jy6KvMqGh3JBUEH2tge5uGvHhZW0rVttbQ4dTF9cMMH9MUtX9Cr17xKa29dSy9f+bJQ+t7z2T3ifr+5/DeCUP75zp/TnZMkAdxJnWJGVVSzIqWb2ptEH2B1b+O76vERFxJnOQZFRRQZ3amMjfPpzzoCOgI6AjoCOgIXcgTQyxfoCQGMjXzTeEOfEbDxg5r48klcCPIxQADXtXRwL+AalztNTIqk8vpWSys/NTAlOpjc9gC26/8L0hSAysFo/1xxlA9yMtdWLwlf2EADUFe0spqj3c0mP4zjnIeTWaI73iLa8bIsqEHhO/c+nO0Cim/XM+FbzPnx/nekWhj3BQkMZYY7NLvGiaBYFgQwK4CBmEyWK3B+5kIAJ3cV98Sg3r9AHZscxvMx4CTT0M5xscHoiK7c02aITw+DAMbGw5pWGTPzRkW7mxc3cmFUQ0dAR0BHQEdAR+ACjAA2TQkLaE8EMCuA0XcX2MebCQFzOxFx0IcvsJze73AkDA7wE6rl4xXd85J+UQCzi5+wWTYrgJurWDDDcYAFc1MlPy3ngQDyMbXhUByweRm7nOg01/esaqU2l3Q7DBtotZmx20nzAa7roo0IiF6Q1ugDDFccOBUKAnjwxBeoD0L9i9zNjFhPLVLMF/Txe1QQK6IZcDD0BNReNYZOBLozF0NnbXolOgI6AoMVgXbeOb+dd2UZ/+BYL7AjnxMCxpyM80wBXLLfVpk7lRMuwJ1CQwwo3Cz7j42aKr66vKBwBQuSbC6QDUeExXNhcDLlsYVz+shgCoJi2g4hvDmAd9qdLN0r1K9KAby3bK8ga439yU7UnKB6FCAZilhFH4rdZbs92pAoe5Slo5eK/mz3TblPzKNefrr9p5RTniMs/H57+W/pmSXP0Nioseq0UHVclHwRvX7N63TXpLtEH2CQ1PdOuZegHH7v6HsuamVV/IMi2AyoQ5A0+Y3oOqdUzVD2wuI6LCCMrCygMRcs+0qaSszT6u86AjoCOgI6AjoC3kegH/M972868CPzmQBG/9zQQFYDeAFs4MNGPmzoM2JtbqmwhZ6V7vtNjdNZfRzNFtQbjnRtdsNaspPYfYaRW1In3q1eYE9oawEtFMA2BCR6s8H6rjpfWvSpycsOy081rOAQ/X8PSIvo1NlEB95Vo9y/T7tNkrjrn5XX3vg76/HpC4im3MRW0D8hmvQtLrpxEa7quG3O3TUJWz/Dog+ASwzWbCaA21j9ApWKo+WGKPDB3q8fAAVwSngKt1E+Jwhg5IVWCBgRQKp4ZnV+II7BAhpQNtCwFfQG5YNof+jN+vQYHQEdAR0BHQGbCFwg+Z7N0/fL4SreANjSfpbSYnizmhscBwHssF3GxsFYbuvh6Ro30/XqFOqRh8/UOV1kxrAi2EoBPIoVwOWsUobDTa+hlLFGBXAnE6nYIBgayzVNzh0BkJfI6QLDROs3edDmFU6LTRWSkM1YbDPIi8OpTAAj9/MG7MIngBosWoe0O8jWOnaKgX31IPYAruBYwCEQLoNmDPSmQpXDNsDO2wOaQaBrDJkIaAJ4yPwo9EJ0BIZQBNp4l9ann7r+wbFeAP1/YUGCwtt5AyQzsJRLnm75SEjwIoP9PfcBLtxKNHq+9a60Ixx/7JiDlfJwBa89r+k0jQ/jYiIIYCSCdmCrwUPVR3hf4AiaFDtJjAIZOz1huiBD1WUgejEGal7/EbJgtSxtGW0q3iSOq3Hmd1zT0NEgCOWj1UcJRO6kOHkfjF1fuJ7+cvQvFMwWMa9d85pQ/5rnUN/9eBfhk/OepHsn30s/2/4zmpM4R5C1L+9/me6edLca5nxXimDnAf6gdsOpBArnQPiCBMYOP6hIQAIX1TsSZuPF/BnFO20BbQqK/qojoCOgI6Aj0LMI9GO+17MbD+zoQraAzuxBz161gU9t6FOrXcP9f5dnJwpbP3XMV++wDrx4fAKZ+wDjOQK5t1zuGftd9amch0Kl0g0dnMvDzi4qrdspcQAK4JgMuQER5KkCLJ5xDZTASZz7ojcvFB3oyXZ0tRrl5p1VH1c/Q7T1t6ykYDXMgh8QhUTbj7/0X6QCY+9bRJf8gxxXvIvfHeoRuysjk7vOCAXwOFlAhDo4JpM/sxoFUKRvBI9HPOC600coBTDs7tDKQ7USMU+LHsGDDSiAASiVgWC/YPHu6aWmjeOooSOgI6AjoCMw/CJwgeR7vvzBqLwqNTrU9jbVTBLDKUYpgNGHF7mku7YQtpP14QTuCbJa9f0dx4S0+mycNjkqWJC/FUwC9xpOm2S5uUzM0wi1LOdWIHyx8RBo4Y1xsH9GTRDqWnfIupyocAvnikwgx2e7G+n+XOoc9+eNZ1sdebXoA8z5IedzAvW8UTCcczfxTMYLBu6z0fnQfNeMSM7bBxAQ3wAQ5RjFLFZLaFUbLq1O6mMDHoEhRQAXFBTQqlWraOLEiRQWFkaxsbE0b948eu6556ipqanfgvPZZ5/RjTfeSGlpaRQUFCTe8R3HvcWWLVvou9/9LmVnZ1N4eLiYJzk5ma666ir6/e9/T229JMu8vb8epyMwXCKw43zs/1t6gMPPCQ2KYBZAgoek60AxJzl2gA0d+v9C6WCFI6uJsi7jnhXDlzg/x7v18kZ00gTudyvsUyqPWT2pPMY20AdZPYEEJpyJb1g97yvf56KoxUDYP6P/bScnjR3nOHlk3DX5Lvr61NdORbA4aHoJDwgnKICXj14ubKaN6t+61jp64usnxPmXrnjJhRg2TeP8ip/x43Mep6VpS+lfNv8L3ZZ9m9iVt75ovbP3LwYrktp5oeED7FpUDw0chmoESRR2yqWFpxEsqataqpyKZ8Ol2gLaGAz9WUdAR0BHQEdAR8BNBKAATo9lxYGXOMgFu6iQABfFBlqa5JbU06UDYP+slrl4XJyw8Ktr6XLhQY/fCaPC6QivxQ4oTqKnm7l/sOhthvzVzgIaCuAwLnKhMGe0gC7LlT10QfqyuwuVIA9mQA18Okd+dvc6+Qap/t3wU9mL7dJ/dTda3nvy9UwY/5po6s1S2QsbaaO6xGoGrA+AhR8UwLFMAANQEEeny1wU35UNNOYT9n6OIh/O9QLI18qay4QCGA4vgJVKA8cHulCHe5qBFiPITxUBHBH0/7N3HeBVVdl6QXpvBFJJI4ReQhFQQFFRURQd64wFBXVmHNs4+hx1nmV0HLuOozNjGdSnYx+7IkW6gPROSEgjgTRSSQ/hrX+fu2/OvTnnlkByI+zll1P32WffFUxW1r/+f2mscvtx9uf16A2tTHlAeUB5QHlAeeAU9IBUVkGRnZnlcP9fmASAdzMLd3icBpiZPdMd14dyuxAY4lZYanQQFXAxpD3TFwxg2KGaJrHv0saIAQzWLAyxV3UBE16YuIGewGj95or8M/r/FrBa4sDJ/OxxwFYoXgSIDNaxM6vK15i+ggEcpysa5HVD3tpDDGDEmGaqMvhIerVEZx/xRNwHYQYxJHKWyMs6MpmvdTRG3es5DxzH/0kndpFfffUVjRo1ip5//nnKysoSgG9VVRVt3LiR7rvvPho7dizl5DgAD1xYTnt7O82fP59mzZpFn3/+ORUXFwugFnuc4/rNN99MGGdmSNDfcccdNGXKFFqwYAHt27eP6uvrxTwlJSW0aNEiuuWWWygzM5MKCwvNplHXlQdOCQ/UNLZSVmkdjU+OOLk+L9iskJeLHmL6uQQAzP3jTA3MBAYeRVBjP6iuVOt/NvgC+zs/q/OymCFU4+VF6V6WgAuy2WYGBnBbrbX/b35Nvgh0xkSPsXliY+lGam5vtul/Ee4XTkVHimzG2Z+AcQtGLQDVQeGD6PS4DimZe1bcI9gaYPWCFQwp59uW3kazP5tN4/5vHE18byJd9+119LfNf6Pcmlzr1GAC//n0P4vAZ/fh3QK8/TbvWxv2sAx6IPlnb/YBEySjW9u1JC+YwWCRwIxYwJIBjN9JypQHlAeUB5QHlAeUB8w9UFjZ4BYDGAV8I7j/r56xsTq7gs+JTk/rZ/6iE3xnUmoUF8QRbeRiSr1lDAilvRxfmxl6ACPJV8q9gm1MsjDCOCFnZGAA+1iYLRI8xTiAqdyqQ5g/JxXR9wvJPMTBkOhzZmf9kWjzO1oftcy5DOh6OXuCaPLvWIqa11OwhkHgy7R12ff5tZ+l/rDlCjsNRYehnPiDQbUHzGZpVgCYGR4wyV7RztzeSiAVEtDy2GyS9Ih0s1s9dh3xsGglYmEA9w/o79K7kYRUpjygPKA8oDygPHAqegAM4ADupxvB7TnMLIfln1nAhZL7BRIkowGsegIADuM1xjC4m2VpFwIJ6Najx6ioiuM3nYEBDCs5HgAYMRT6wvrogPHaYu0tKCaEBHQoA6qI6QAAZy/S7jnaQrq5aANXzU1xNMr5PQTuKFaEsqIzq8q3ANaM42C9+FwoigRwDQlotMHwQO4N+UtHNihikKPb3XIvkP9WQDs+PydkJZB2lPUeD/QKAHjLli101VVXUW1trWDTPvHEE/Tjjz/S0qVLBSALdwFovfDCC6muzvyPXWduffDBB+nNN98UwwAov//++9zi9CexxznsjTfeoIceekgcG23++te/0ssvvyxuhYSE0MMPPyxAX6wXgPCIESPEvV27don1trW1GU2jrikPnBIe2FxQJX5HTkzhqquTyUq2MQNiKLMYzCueEOgVVTVSdUOL8SeH/DNA5LjMzvchp8fJGUqf2fnez+hKdhMHSWzptZwcRLIRfjOxNk7MZXkdo+ERGWIE5J+RoBrZb6T1iYNHDlplj3EPFuITQmsPrrWOMTrw6+sn2L1nJ50txoKtK5O6q4pW0bpD62hE1AiKYYmaCz69gB5d+yiVN5TT4IjBdNuY28TXgKAB9Mm+T2jO53PoT2v+RLLnRbh/OD08+WExx9j+Y8W88p5+LQCL7Q2yKWCMSEOAJIMkP+5jhzXAzABg9AGpblZyfNJ/aq88oDygPKA8oDxg7wGwZ5GEG+iGBPQOSPbZ9f9dnVNBI1ndJYJ7ufWUJfGakcBbn2ub/BnCfYD3Mauj3aRnm+w1J9kq1vXKPmxGEtAAVxurtKEAgSGPDEPbkxpOhrEyiwBUwYyARXO8dnCzduxoG5HK8n2DicD+Rex2tvnf2TbTJIzTiiTXvkKUeT2vg3MAzqTk0F/OagwCC9k+ZvkCDA63AMBgu1oBYL4HQ3LvOAz9f2Fx3PIEDGBH6i+ILXuDQQZa9gBOglKPCwZWsyxUdGG4GqI8oDygPKA8oDxw0ngAADAK7GQeyeiDAQBOigpiYMyLdlnIIMPt4kmj57rjWgbHirJdSKqlJ3Fuua2SB/oT+7KyTAmr3HTZwAAOYYas3qAoA4viojfJqEWMCQno3OXilukGYCtajrQ1HT8AjJcAAHalgA0MX8lYRgwM1ZNgXgvahmCPOZp6Pvcmc4Jm/koNY5/2sEFdERYkiT4O3n6qdusAAEAASURBVK8IKw6c08O3+K8wz9udd95JjY2N5O3tLcDUBx54gCZPnkwzZsyg1157jZ5++mmxSIDAzz33XJcWjGefffZZ8ez48eNpzZo1dPXVVwuJaexXr15NuA6D5LQR27i1tdW6Fl9fX1q5ciU98sgjdO6554r1zp07lwBmn3baaWKenTt3CmaxOFEb5YFT0AObGADuF+zHsnucSDqZDExWk/6/8mOCAQyTfeTkdeseALCoRjPwDQDgxEn8GzXKOvzneJBdlU0B5EXxBxn4hb/AnDaxXD9/amJ5l2G+EWLEtvJtgqkLOWhpkH+GeTPrRDJqp8VPox8P/iiHGO6RrELSKsI/ggNcX7oo9SIxDjLT96+6XzB3E0MS6a5ld1FNS42oZttTuYcWFSyif2z7BxXWFtKfJv2JllyxhB487UFaXLCYrvz6SjpQy9WMbNMTpwsp6LyaPCFdvaF0AwV46yogeQz6wdlbfVs9mcnpARwG0znEN8QUAMZ8MnlnP7c6Vx5QHlAeUB5QHlAe4BZiLP8MS+aEnCuG/m1I8g23xHF4BsmLNQwAnz6o59i/eC+SjJNSI2ld7mGcWm1IbAg1th4lMJuNLC5ci0GKq+3ugwGMxJqPf+fHwMyAQWoZCTopuVeepV1H794BwzX5Z25XQfETOMj9QrvnaDv9XqK8lVoCjVuDkItyw2JKsIDRA86LCyYBIocn8LGvo7d1MJgxCsxl9DIGABzIMTWAbY6rqLZImwO96WDHyQBG/18YQFUwgB31+e0NEtBYKwobJVt5cCT71kWT6jQuDlfDlAeUB5QHlAeUB04KD6CoLj7CIHen+3QAgNFvF4Y8YJCvFyV5KBeKWFFKQMdyMaG/T99OfYARZ/YP9eO2IfoCOt0HcuUQMRQkkvV2OFs7C4vXegCDIQxj1T+ScaV2pfM2bQbHfpzfQx7QpOVe54ccXEHOVRY4OhhGUOID0CsAa143jMkeokgQ12EekIGuaKwQr7ZXDxQXeYO2cj1tsg9wkAvS2sivKusdHvA4AAwG7qpVq4Q35s2bJ4BUe9egL/DQocy2Y3vppZcIQKy79uKLL5Jk44LBGxBgm5wPDAy0Mnsx7oUXXuj0ij179lB1tVbxcdFFF9GYMWM6jQGIDQBbGnoFK1MeOFU9AAA4c2C4wyq5n51vjvLPHySUnAQjKZxoRMC3k1kkhgYA2Kj/bysDhbnLiQbPNHzs53RxX9U+Sg+Mob4I8lD9B+DcRDZld3sD9eF7Q9u1X0tby7aSvfzz5rLN5N/XXyRiwX6Fof/v6qLVDt0C8Hds9FhaVriMZqXMEj2G8cCzG54VMtOQwVuYv1DMcV4S93Gf+Tp9c+k39PHsj2neyHni3uVfXU47K3bSVUOuEtfRq/f6hddbQeD/mfA/AjyO8IsgVMTJoEi/MDxjZPhM0uQYKfXSL6CfAKDlfbnHmmGl9aXyktorDygPKA8oDygPKA/YeaDAAgCDTeuKycK9EbqebUigVRxpoTN6GADGek9jGWgwkut0fYDB6oDttUj7iRPdJtDXW0gUGjKAHfX/xRz1nGgCACytbDcfsYQeEmIAgA9t41iOJd3iOKGWr/0NL4d22kPpZsQviFY+o92acmenIQ4vZFygJQvX/4vnuZwTb+XOWRzo9QZDXzKsPYo/CwBgyACC2QH1HskABhAeEHFCGMDRAdGiyBAM4EBv839rKDjsDRbD8bkEgN3pH3e40bYYoTd8FrUG5QHlAeUB5QHlge72AIoD4y0FdmbvAgBs7f/LAPDQ2FCup+P4wwMGtRisGfEj1oBCyFxLj2L9ciADXVrLOciummAAx9g+XVWgnUNKGeozUjkREtCyZ7DtEx1nY1n1Bf1/Eydy0Z93x/WuHgEAhjkrIMQYgM6Qrw6OxhmfB1kYwBaA2wMAcHljOUfhfQgKgfaG644Y6fbjT9Q5iDWwIB/2jxMrPsL+VNYrPKBl2j24FPTelXbjjTfKQ5t9X65Avv56/iHABgB22bJlNvednaBq+4svvhDDhgwZQpMmTTJ8BNczMjLEPYy3p6q3tGiAAwakpur+MLabLS0tzXpF/4z1ojpQHjgFPNB2tJ22FVVTZpL2y+Gk+cjle7XkkxMAGEHWME4eImnXyRAEgX0wcHKnW6LaDeyLn7n8Mz5YVlUWZUSP0D4j2BuNLGEo+4HYffLdDYcoue0oBdUcEr1v0Wt3dH9LsGYZu6lkEwH4hUwyek7AsG84yv4yMckUHh09WrBlr8i4Qoys4J517+19T7B/kaxD5dx/Zv2H/jL1LzQpdhINDB1IQyKH0K9H/5o+vfhTIes37/t5tLJoJSF5t+D8BSLguXXJrVTNUjCJoYn0i/RfUAP3xUOPNCNmrlHQ5u/lL1i+cvkIovryf6j0g8x1kHcQFdZx0tXOAAwDLDZ6j91Qdao80Os8UFBQQCjuQ0wWFBREkZGRQpEFCiwNDeb/P7v7Qb777ju69NJLKSEhgfz8/MQe57juqqGQ76abbhLxYXBwsJgnNjaWzjuPi0Vef51UnOeqJ9U45QHPeCD/cD2FBfhQeCADfy7YTpbsQwGfnjEM9q+fd18a54GYtqMPcJV19dGsrgPZPsnssN7QHcRHBHDizy6hBynnMBMAEgxgMB3AEgZrVhriXoDGkEkGACxln2O5EBrAqiMbfL7GusjnQj0k1dLOcjS68z20zxh7LdGerzguPoflABsZsHXCdIBkoDCOEyuyLQzg/VoBImSgUYgoAWCMC4k9bgYwWpTEBvM8bIgpm02kqr1YFccTTA2xMLsNGMCIIZHvcAcAlgWKdtOpU+UB5QHlAeUB5YGT2gMAU2WLDaMP2tDSJgBXCQBDAtoT/X/l2jIGhIrDfaV1Yg9mcl5Fvbxt3Q9gdvCh45GANmIAowUHDEV2R0q02AvxG+JMm3Yd2jCbbUImM4DXc650is3lLp+AdezHvvAPcz4FKw1SexuSjJqhkFH0ALYAws7Aa+dvcHsECu+gYggVRHvzwfo8YFEBUeKt9qqHRkuRKjlG99S1nvWAxwFgSC/DkAAcN26c6aefPn269R7km92xvLw8OnhQ+wGkn8doDnm/uLiY8vPzbYakp6dbqytyc3Nt7ulP9u/nPzItJgFlea72ygOnigeyONBoaDnKDOCTDAAWMsZ9mAFsATYdfEPR70MySWyGHeCABmbEAM5ezD3W4rnH8DBtzM90CxA0rzqPMmJYWh9ygwB/YSYy0Lsqd9OwY5ycrcqn7eXbxVA9A7iqqYryallimf+TQCrAUafyz8daBRMjpyZH9PkdHsXJS7ZH1j4i5JoBJqeHp9Nnl3xGI6NHinv2G0j6vXnemzQ1YSrds/weAjsZAOw/z/knQar5j6v/KOaaP3K+AKcBUoMJLPsUy/ngEyNDQCcNstToF4wEW2xQrDiWUtNyDPYYg8BLAcB6r6jjn4MHvvrqKxo1ahQ9//zzlJWVJQDfqqoq2rhxI9133300duxYwzYc7ny29vZ2mj9/Ps2aNUu04kBMB6AWexQe4vrNN9/M/TPbTadFUvyOO+6gKVOm0IIFCwitROrr68U8JSUlomXJLbfcQpmZmVRY2LlIw3RidUN5QHmgRz0ACWhX2b9YGJRbEL/pGRvo/zsxJZLl8xiQ7GFLZubyAJbn08tAo9ofzI4sZiabGVgqSFbaGAoQTRnA/LdtBAOkAgBO63gMqjcASWHhyRpzA4omoQnOk3iTbyPa9DY/yJm0UVd3jckxmp8DqFu6m/sOD+0sM4h16a3BwlBFAg895ABmtxzhdZdpDGDMBQAYQDAsJOa4GcAAfdH/F4bj2tZacWy/QezoCaaG/TpwjtgWLVIQb+LYVVMMYFc9pcYpDygPKA8oD5wsHqhvbqPqhlaHDGDZXxcAMMDgXAZbQQjpqmGO1dkVtDyrjGp1KjCuzpfWP4hzRn1ozyEtVkyNBgO4MwCsMYCbXZ228zgAwIil9FbPsRjabkBVBtbK8SjYvyZkEG0QbwEsonivmUk0SScIAEZLE5B37Fq0Wd+pP2g/qp0J0JdzmLD6co5fmX3r7a8da1d7bAtiCIgfbUc5rrUzVySY7R45IafIdcL8vNkvTqysgeNvZb3CAx4HgCGrDBs0aJDoAWzmFbBEpMln5Lmz/e7d/AejxfTzyGv6vf6+/XvCwsLommuuEcO//vpr2r5dAyn0z0M++sknnxSX9OP1Y9Sx8sCp4IHNhdVcpdSHRiW4UGn1c3JICf9/D2k8F3qYIeAD8wQBo42hnxkSUkEGveSyF/EPxHM0qTqbh35eJ/ur91PbsTbKYBatALpLdmmsDchA21kbJ+n2Ve6jYf7sD2agoP8vggq9TB7kn2GQOfHu4y2OT487ndYWsy8dGMafl3werT24luYMmiNGFtQW0IqiFeI4KSSJ/m/W/4n+wA6mERV3T097moZFDaM7l91J5Q3llBCSQE9OfZLWFK+hBTsXiATapYMuFQEa+r8BzNUb/GFvzVwBWd1Sbb3cwOxvPIeewfHB8dTKkuNljWXUCNaLnQ0IHEAqoLJzijrt1R7YsmULXXXVVVRbW0tg0z7xxBP0448/0tKlSwUgi8UDaL3wwguprs4c2HD2IR988EF68803xTAAyu+//z6h5Qj2OIe98cYb9NBDD4ljo81f//pXa2uQkJAQevjhhwXoi/UCEB4xQisC2rVrl1ivbDNiNJe6pjygPOA5DyAOS3Kx/y9WicK94fEdCbtmVidZn1vZ4/1/pccAGIIFrAeAcQ8y0A4ZwOGBVFzVIKdhRgPHJEi8hQ3suKY/qsznuNTCcIi0A4CRxEOxmoxFovh+3nL9052PIcGcMIFow+vavXHXdx7jypWwBJbe4kLwrf8hGn6pJkXt8DkLsAvQuTKXQd8kbTTYypCARi9jAMKs3iLsBDKAAagiPkQsZ2RQl+ktJkHfkoYSQ1aJ2ToxXpnygPKA8oDygPLAqeSBg5aCujgHEtCQf4alMdCK+Ax1ZigodNdQhPz2j/k08YmldO2b62nugg18vIReWZYjVDtcnc/P20usRRYLpvQL4l6/TZ1yk5IBbK+A6tJ7mvnv9VYGlYN1ADA+eDMXwoH9W12gTQMyCHKoJTsdT5s6jdm/nN9DzBk/zvFYd+5CBtqqEOPgQVlEKPoAc/GjJHCg7Rr6AHtIAhqqh7IFnn71yAd6wsKZyY08qysMZJWv9MR3yPidHgWAm5qaqKJCqwiBPJ8ji4iIECxhjDlw4ICjoZ3uFRVxla/FnL0nMTFRDjV8DxgrYHuASTJ16lR67LHHaMmSJbRu3Tp6++23afz48eIYPYXfeecdioqKss7n6gHW6+jr0KFDrk6lxikPeMwDW7j/LyRPPMGW6NYPDQAzlivIXLChMaEi8AMb2sbM+v8iUYUE1Uki/4ygID0iXQOAD23RpAMBoNsZ5J4BeA4P4arAyjzaWr5VyD/rWRKbSjeRX18/Dn1Y8plllmHXDL1GjLWbznqK92M8wGTMBSAYdteyu8Tel5OTb13wlku9K/CAP1f9PX/m8wLglazfM+LPoLkj5tIrW1+h3Opcum7YdYIFjGMjSRQJXosF8Abrq0fQbDEwnMFKhmHdda3av52iuo7fY5ahhD7AKqCS3lD7n4MH7rzzTmpsbBQFf4sWLaIHHniAJk+eTDNmzKDXXnuNnn76afExAAI/99xzXfpIePbZZ58VzyImg2rM1VdfLSSmsYfyDK7DIDmdk8M/c+2stbXVuhZfX19auXIlPfLII3TuueeK9c6dO5cAZp922mniyZ07dwpmsd006lR5QHmgF3igsJIZwJEMYLpg6JMGebwRuoTdFi5obGw96pH+v3LJ45MjBTDdxOuQBgYwwO1GVtsxsrhwf8EAtib0IFuHRBYAVSODBDSAXpiUgG5kkBQyfgxsUjQX9IENzLGV6Mu252sx1HSD/r0AicGcAAjrpHWK6Ty4AfZw4Y9aPGmfaDR6UEriiXiKE5HcUkPE1wCAZQJQykALBnDXQc2jzBYp5cRgfFC8iMkQ1xkV/GGZIiY2Wq8HrsmkIdYOQ8zsiuXX5LsyTI1RHlAeUB5QHlAeOGk8UGQBgNFew8wAAMewnHKIv4+I2UCGSR8QbDbc8Dpitoe/3CW+LhkTR0t+P42W/+FMun5yMj3zfRbd/+kOt0DgDM5HSgA4lSWgYfYy0LFhAdTU2k61jW2Ga3J4sU6LIShEB0Q2VnGSi2PTYL4G5RnEFzVcgAgAeP9Sh9PRuPnc/5cVXwH++vg7HuvOXQDA9WXOn0AsjGJIAQCzKmOLJU9XyxgMVA09AABDeQWEGSMAOCWU86cesFBfznPzf/aKh0ZLUa1DjLzimWseBYD17A4wQZwZZKJhR45olTXOxsv77rxHvsPsPQMGDKBVq1bRiy++SAEBAYIRok8IghUM2cFNmzbRxRdfLJfg1h4gtKOviRMnujWfGqw84AkPbCqsorEnm/wz2BMAgF1MYiHg02RXuAJOGpJppbs4iTVZXunYZy8hQtIKTIfuMGaTin4aOz4h2vaBdtza1B1voqzKLMHgRU9bSpykJdyQZDOQgN5VsUsknob0H0lHq/JpR/kOQs9evaH/71H+D4ZgAwamBQBTM8M4yDuvL1lP0+KnESrVtpRuoZxqDfB5febrQsrZ7Hmj65BdRp/g9YfW08dZH4shvx39W8HW/fO6P1NyaDJNjJkokn+nxWjgkH4eV6rk5HisH0wSmFEfYMUAlp5S+5+DB8DARfwEmzdvngBS7deNvsBDhw4Vl1966SUCEOuuIT6TbNyXX35ZxGr6OVCgh+swjHvhhRf0t8UxFGCqqzV22EUXXURjxozpNMbb21sA2PIGegUrUx5QHuhdHgBgeqimyWUJ6N3M/oWNiA+zfhCwf0P9vWlYbAcr2Hqzhw4yB4Zz8ucYbS9i9qrFkNQDyUL2dpPX5R596pDQq2LJQmES8DSSgEYsWMtALwx90qRCTXmWdg2MiAEjOIbbyuf80rixHJg4+ZkH+ecN/9bA11FX8d41gFF7od0WYDLiYwDQAHHDOCnnyCSQjTFcWCj6HksGsHxO+kMwgDmxB2d2wcoby0XMhx7AzvqcDY4Y3IU3dM8j6EWMmLSkXgO/jXrLGb0Z/Y6VKQ8oDygPKA8oD5xKHiiuahR5vQEhfqYfGwAwZJdhu7n/L6SgwcJ1x15flUvvrC2gv142kp64dCTPEULJzNx9YNZQev7K0fThxgP06vL9Lk+JYsG9JbUCNAYDGAZpar3FhGmfCexgtw39fWF6BrCMJ8MSNSAVOUCArxHJRMWbxXDTzUDGOgo4vjxR8s/yRZLAIwsE5XX7vVCO4TgTADDiQ+RuYSiGBKDtCoisPXHCtogzkfeUOVD9xJ4qLAzz0/5OAonHmSkA2JmHeu6+RwFgMIClgWHhzPz8tB9MYI+4Y+68R74D85u954cffqB3332XSkst1S66xaBi54svvqC33npLsIR1t9Sh8sAp44GKI81UwD3XMpNY9uNksup8Tc7ERQAY7OdUDrT2WvpuCFcUbeQdJ5mMAOCcxRzsMDDsgry0W25taSBa/SLRC8OJ/j2T6NN5RJ/dqh0/z2DLymdYCk8HUrs1ufHgfVX7WP45Q7uJgAs9N5Bcq+FgClWBOtt1eBelhKVwvnEI5Xi1C4avvv8vpPT2Vu4VlW/B3lqxUKB3IG0o2aCbxfhwZvJMwvwXpV0kBty1/C6xByCcOSDT+CEnVyfFTqLLB19OL2x+gdCTA8zgeyfcSxtLN9KyA8vo16N/LWaoQe8SOzMKkrzIi/y9/K0jJQsD7F+MB5PYqA8wGMCSuWF9WB0oD/RSD6D3rrQbb7xRHtrs+3KPnuuvv15cAwC7bNkym/vOTmQMhnFo6TFp0iTDR3A9I0P7+YSYzcqQs4yGyou01NRUedhpn5aWZr2mf8Z6UR0oDygPeNQDB5j9C3NVAnr3oVry9e4rJPPkwjfkVxIYuPqewPJeT+0zBoRQoK8XbebiSmmDucgQmKpkdsjrch/PEtAwJC2FIf6CISFnb0Kij2M0AMFgaEiwtmy3BuBW5msqLkWWuAtxMJi9ZoYewRHJjE5/x7FfO9HQ2WYjXbseEK4VR+75ituknMuJOEvC0exp2YID65B9gA9zwhRrguG6FQCO0RjODZXaPTe3EhBFD2D0/3VkvUkCGqwNvZKMH/rbuWBIRCpTHlAeUB5QHlAeOJU8UMwMYLB7vb36mn7snPIjNMjCskVBobvyzzuLa+jphVl06/RUunoig5B2dllmAv3urEH0/OJ93NfXtdwd4sfapjZRDBkW4ENRQb6UbwcAQwIadqjGPZxFPCTjMT0DWALAiCdrDmiMWgxGDFZVIB4z3CBfiPEAWY1ypYYPuXgRyjaQlfYPdfwAPg8KDREXhzIADIAb6wIDOJiZwVDT6UFDjgL5RjNLC08zu9Wt18EAhtW11Dl9j1FO1OlDakC3eMD8p1e3vM52Un9/7QcNrrqSOGtubhYTgHnrjrnzHvkOzG/0HjBSwOzduHEjTZs2jRYvXkw1NTWE59Br+A9/+ANVVlbSU089JSQN3WUr472QuHb0BRaNMuWB3uwByOXBwFg4qezQNu3jQELERRvCjBGbAA2MicB+WoJNP0crB1x5K7XElv768R4f3Er0jylEPzxONPg8ovk/EP2xmOhBDmZuWcE0l18QrXia6FUGnp1V5Lm4FgQqAGytTAcvZm0ksOSqTBaCRa2z3Yd30/Co4RwUptBWLvTx5qTU8H58bjFIQkumr5SFnjhgIq0uWi2HGO7BbDjCfd5CfENoWsI0+nL/lyQr0J6Z/ozhM65evCvzLiEF/fctfxePTI2fSgCGX9j0gmAvR/lH0Y6KHZQayoGvzowq93AtwKfj95pgTfMzVU1aojc6INqQAYzEHUBis15zuteqQ+UBj3sA0sswKK2MGzfOdD3Tp0+33oN8szuWl5dHBw9yhS6bfh6jOeT94uJiys/PtxmSnp4uZONxMTc31+ae/mT//o4KbAko6++rY+UB5QHPeiCfixFhSVEaGOpsNSjYA7AqE3xtR9sF6DqBAWBPGtYzKiGMNnN7FWmBvt5C2tqsD7CUKSyu1nwgZPjA7gWYam9gycLQo03KP+O8fK8GGKP3b/QQracu5JQBoKKY0cyg/LL3K63wL5TZujEjzUa6fn3oxcw6/lHrK4xexr5aQaDhBOjxCwOQLQHgSv55jX50eA4JQCsAzAk+WB0n97pgB+u13zlxwXGCTRvua+Bfy7yJIQbgexfeeaIe0QPAwT4O/Kl7oSvJPt1wdag8oDygPKA8oDzws/cAiulkXGX0YVo5XgSwCtYvYkfEZmiH56ohf/YISz+nMYB8z7kZpo/dcXY6gcn7x//uoKOsDOPMhsSGiCGyWBBsYrQP0Vv/EH8RLpV2iQHMgCgAUsSX0qrytaN+gxlIZUBX3gOwakcEkY+I/QDO/wmyDJ+dyP6/mBz5yH7sV0exI8YdZcwplFulSAloxMWiVQjHekICuhyjesxqW2oF+9fshZ4CgCUDGOCuJK+YrRGfQVnv8IBHAeCQEO2HEVzhClBaX6/9oHJFLlrvXnfeI9+B5+3fA3nn3//+94Ipcs455xCYwNiHhoYSGMyQLUQ/OfSxgyFx+fDDD4tjdzboU+zoKzbW8oeqO5OqscoDPegBMBT6szxKfHgHqNWDr7d5Fdgfr63cT7/7z2a67s31dPM7G+lfK/aLvmg2A105AQCMRBaqv1y0oRx0IQBslwGa7P8r2RVynnwGOtCX7ET2/81aSLTgAi3Z99t1RBe/zIkzBl78OMkDwDFuDNGFzxLdvokDmwHMCD6fqST8zHFaaUMp4Rf9kEhOFkpLPI3ls3dqAaJOBrqVZakhFy0A34gk2sYAcIZ/f5v+uZtLN5NPHw7a2GS/3F8N/RXtqdojZzfcn5l4Ji0uWEwzk2ZSX/7v0bWPinEXp15MgXp5QMOnHV9E0PPbMb+l/2b/V6wfwPQfxv+BCmoL6JN9n9Bl6ZcJSUDIQesNAZJ9rwzR9/foUeuwdmauYL0AgDE+mAPVA3UcPNtZTFCMuKL6ANs5Rp32Sg9AVhk2aNAg0QPYbJFg7kqTz8hzZ3sU4knTzyOv6ff6+/bvCQsLo2uuuUYM//rrrwnxn71BPvrJJ58Ul/Xj7cepc+UB5QHPeaCAk1z+Psx0dCDZp1/d3tI6yhjQkcQCI7iBe+xOTGHg0MOWyW1VthyotlEsgDRgdlmd4coiAn3EZy+yMoA5jjBi/+Jp9DwDAxQJr6i0jvkguRxkiXl9g5gpy/3hkMBDwaIjm3oP0c7PtITbsDkaEOtovCv3hlyojWqq1uSg0VfY1I5pd7g/bwcAzMU8YAZj/azc0gEAa7GUU1axybsg+4yYEHElGMAyKWY/HPEcANfeZHoAuF9AP5eWhsJKZcoDygPKA8oDygOnkgcOMgPYUW4T6odo1ZHGAPD+8npqbmunYW4AwN/sOEQbucjvf2cPE0o0Zr6FSs1fWBp6K8eDX2/XCtDMxuI61hzi5y3ykThHQSTWqjfMGRXkJ1jC+usuHaN4DkxZfW4ThXcwtBxBXOntq8VtAVxMeYzjSDMbdwMDwEx2i0pnwkw3FF4CYIYioTNDkSAKDQH4wrAWwQDmcxBa0Bawhwz9fx2ZzAc6GtMd9yQDuLa5lpy1EFGFg93xHejanB4FgMHMjYqKEisvKipy+AmqqqpIgrPoj+uOAUyV5uw9YN5Ks3/PggUL+P917X/2Rx99lLy8vORQm/1NN91EYI/AIAVtLy1oM1idKA+chB4AQ2Ecyz9LtqYnPmJVfQvd9t5mmvbMMiGTUlbXTCHcww394F5Yso+mP72MHvhsB0uitLq+PADAbrB/MfFQZgAfaW7TAOc2lhUtZrDVSNIkexEn5jgpFc2VaSfCcpYSfXQdUdoMornfcsXbIPNZkQy78TtmCM8k+vBa54k985nEHQC6sIwI3WcZOIkr/jiAiUrV+iiLEUTZ1dnU0t6iMYC9/Wgr9+cc05eTjDrbXLbZ+m9JMoFbjrEvndjofqMJzIzZabPpn9v/SS1HtWduz7zdyZOu3b4y40pKCEmgV7e+Kh6A5PWcQXPoH9v+ISSicXFf9T4B4soZwfYFuGtvYPJKkzLR1c3VFBsUy4xob0MAWCYSAbgrUx7ozR5AK46KigqxRH1MZrTmiIgIwRLGPX1MZjTW/po+xnP2Hn2MZ/Se559/njIzM4VCzdSpU+mxxx6jJUuW0Lp16+jtt9+m8ePHi2P0FH7nnXes8az9mhydY72Ovg4d4j+qlSkPKA902QNIciVFBlljCEcToVBvHxfsoXBP2k95lSIRp+8JLO/19B4AcDnHslZAlxcAtjJ6zhkZYnAk/g5WN2m3wcIw6v+Lu2AAcxGekN2LtAOAIZkHEBjJMBhYGZB2dmTRg7mH2xpmUnDcJYFbR+NduYe+xEmnc+DI8TLapYDN4dQ40VeRrYHaWAukBRHzcmRmBYDR0w12HAxgyD/DBBvYJLeInrv2BYDiIQ9uEEfKGDIhuCNf4mhJiNmVKQ8oDygPKA8oD5xKHoAEtCMAOJfln2GQgN59qEYcuwoAI/58aUk2nZkRTacP4liHrbntKL3/UyFd8c8facazy+m3720iSETDJqZE0rTB0fTKspwOkom403mDWHAw9wHO4j7AsOSoIAaANWKdfnRsmD91iQEMyWT0ytUbigphiB3RO1cU3zGGgxjMkY24nAHgDUSJEx2N6vo9AMANDOA6s77eWsEjigVhaM+HGDGYAWDuxUsoROwhc9Z2w9X2HSd6ubLYETlMX/yd4MCUWqED5/TwLf6X7VkbNmwYrVq1inJycghsCm9v4yXt3bvXulAwbd0xvEOafh55Tb/X37d/j54hgqSgI8P97OxsIQddVlZGAwZY/rh09JC6pzzQWzzAEp30yCNdWg3kT7YVVTuULunSxG48tKmgkm7/zxZqZLAXFXKXjInj3mkdP1vqGZD9z/pC+tvSbFqRVU5vzh1PQ2I6GB+Gr0K1GADgibcY3ja7OIwBYBhYJIkNRczybTQGgHOWcMR4tm31nNmkzq5DyvmDX3G/tLOILl+gVd05e4bBVzH2PQ68PmAQeP7iLoPRWVVZQnbZpiINEtCwAC76KdmuHfMW/Xm9WEoQ4Ckq3A549aHRzLaRBobwtrJtAiQO8g6i+jZm83C/3PUH18shhnvIKBfUFQgANT08neZ9P0+MmxwzmWzWZfi0axchMX3rqFvpoTUP0Z7De2ho1FD63djf0cL8hfRh1oeEZBpkoAGE763q+B3WZlD5qJeGBgMY1swSNPEh8ULGGqwSANj6AEsCwIoB7Nr3S43ynAfq6joKHOzVVYxWBZloFP25og6jf96d9+Ad0ozeg7gN8enrr78umL72ii74g3r+/Pl0zz33iH7Dci539noQ2p3n1FjlgRPmgeOI907YGrpxogJWgXFV/rmQxyJuzOBEmbSN+VU0JjGc/Ly95CWP7cda2qpAZScxUpO0TmcA+FBNE9VxMWOIf2dAND4ikAsQG7Q1I/EGANXIkKwDwCrlkjEGPXHRhy2MgUEkzUT7DgZO48ayWowDABgMD9wHG4SZsYQCwBNlwy4hWng/0bR7iVa94HhWjtFEog6MVSn5dzhHA4CRYJQS0ACSRZKSk5hdMPQARrEerIR7xekL+vTT9ab+v3JdAwIHkIwhU8JTGLSXd8z3iFcRn3oq6Wi+MnVHeUB5QHlAecDUAyd5vGf6uU/ADeQ3AY46koDOq6inYGbaRrPiTFbJEQEWhxrEZUbLWbKnlNVcjtBfLhspbpfVNdH8tzfSDgZ8zx7Sn0bGh9PyrDKa/ffV9Mjs4XTDlGS6Y8Yguvyfa2nR7lI6f0SM0bTWaygW3F6kgceIiSuOtHSKG9EHuITjSbdNAMB275c9gDkMFOAvWt2h+K54i/n0srUIFAPHzTUfdzx3BjAuhLU4M6jHwKB6AwMQjN7FsmDwCMfG3cFQ1t5ms5X9f5H/lCQROcCTRYWybUgj57aj/aOtKo1ybfp9c3uz/lQde9ADnWlIPbyYM844Q7wRib5NmzaZvn3FihXWe6efbvLHq3WE7UFKSgrFxWmVufp5bEdpZytXrhQH8fHxlJycbDNED04DrHZkra2t1tv656wX1YHywEnqAfRPa2ptp8ykcI98wvfWF9CV/1pHccx6+PbOqXTNxIE24C8WFcTB2c3TUsX9sAAfrqxbSxvzOdHlyMB8aDjsNgMYsoOQ4RN9gAvXcgDB0suxo2zfBFYGepOlnWV7vStnR8o1Fi8CnCvfdg38le9BEuzKdzQZl4/ncoDUhSCQ50L/X4CeAEishr5rglXC4GZ5ljX42lXBvU7C04Tk87ZyBtjZxtRVWR8DQCzZBgCKYeP6j6OlhUutY4wOzk06l34o/IGw/9vmv9HRY1ogd/Pom42Gd/nahakX0sCQgfT6jtfFHABlfznklwIAPnvg2aJnx9hoTpZ20cL9wgUADFC4+Aj/G9RZAP9bQn9jyd7Q3VKHygO9ygNgAEtDywxn5sdS8LDGRhf+SNNN5s575DscvQetPt59910qLe3Msoe6yxdffCGUXlpaFCNK921Qh8oDvcYDYDm4CgDvtbAjJACM/8c3cGw40cP9f6Uzo4L9mLkRSFsKO5gH6SwBDTNjAYOtAtaKkLxzxgDmwjlhUGqBQf4ZdoR//g0YwZIMP/EJF0OiR3CrBVQWA+w2mTdwdd9/GXTl+dDWpO8JBM/BJkZCDnLVR/n3CsdA5qaLQVmijsBQOMyxNqSjm7koCayUo5a/50V/t0PmUzm4AwAY/X/x7wXFekdaGXA2sEHh7LdeZohZG9oaRJyZEpri8urQokSZ8oDygPKA8oDywKngAQCj6ObmiAEMABi9eZH/yuHWHCjQc9XeWJVHE5Ij+CtSKAde98ZPAnD+8rYz6I0bJghZ6EV3T6ObTk+hh7lP8Bdbi2k8j52cGkWvLs9x+hr0Fd7PDGUwjcEAhtnLQMeEHYcEtD0DGDLJAE2Rl4Sh7y9ir9xl2rnRFi32Dm7lMJNzdgndxQDmWBaGfKwjw/ph6P+LOLMPw2YAulEsCENc3EMGABhqgEZFdwCFPWVeHNv7WxjSIN44sqMSUHc0SN3rEQ/wv2TP2pw5c6wLgMSykUF2GfJ6sPDwcDrrrLOMhpleww/hSy65RNwHwxfyfUaG65IBjPE24AU/ACBZGlghZgbwd+1aBnrY0BcuMpIroZUpD5wiHgAzwYdZnMPjwnr8E3/AMikPfraTrj1tIH1wyySKDXP8yx0Mig9vnSRkmm96a4MI1kwXDfYvzE0JaPwcgQw0gHEq5J89YMLay9blreCJ+xAlTxWv6PIGLOUvb9ck9656V+vz6+5k/vx9u/zfnCTjYHLZ4+4+Lcbvq9pn2/9XzoLPXs8ysAjsLInF3Yd304h+WjAGALi/VyDFVBZqyUp+DvLPXvwfTCbVrhpyFRXX24KhYoBuMzxqOB1uOkwTYyfSR/s+EncSgxNp/ABewwk09Ly4dti1AmwuqefAkA39icGOCPQOFOe7q3aLvdyYBWtGgR0CJin9YtQHWM/ekPOrvfJAb/MAWn5IcwUsbW7WKkUDAhz/DJdzyr0775HvwLNG73nppZfo4osvpo0bN9K0adNo8eLFVFNTQ3gOvYb/8Ic/CJWXp556imbMmOE2WxnvhfS0o6+ffgLgokx5QHmgKx4AY6OY+98mWZJdzubYy/LPUUG+FM1AKyyXk3mHuZ3IBJba6y02lmWg0fdNGpJ6qLXLLjUGHePD/YUPhFxdC8ehYPPaGxIz1QVaggvsXRTswcr38jWOv1AA2X8ox22WWIZDTYc2/FKOd/nvYICsAIBPpIVyQXf/4Ryj7tMScWaS1ninVaqYHVSZy0WIqRYAmFkokIOG2oqUfUbyEsk9Nw2gL2I/AMC1LdwvmsHUVsgDGtjg8MEGVz17Sa8kkxSW5PJiEF8rUx5QHlAeUB5QHjgVPCAK6fiDgmBiZogZAQDDwOZN517ArhiA2Z+42PC6ycmikOwPH23j1h2N9O6802hkQkc+1durLz104VD6RWYC3fvxdtp9sJYJLSmC2btNFxcavRN9iUHQOVjTaAoAI2/adQnoGNvXNtUQ+Yd3SD7XlWptRoSSjO1Q61naOVr/Xyi2IObsDgODNzCK1WmcfG8Oc8wI4BdKMYg7USwIFUcpdSwB4u5Yo92cAIB97HPHljEginjSgr01P4ZAItuBQTkG8bIyz3vA4wDwxIkTCb3VYG+++aYVONW75rnnniMpv3znnXeSj4+P/jYtX75cgLUAWubOnWtzT57cdddd1p69t99+eydWCVgmuA4DYxfj7W327NnWS/fffz/V1nI1sYFBJlD2bZs1a1YnINngEXVJeeCk8QAAYIC//j4aaNdTHwx92h76nMHfSQPpkYuHE4IkVwySeW/cMJ5iuO/F3AUbRH81w+cAAKPqy77CzXCw7UUAwHvQCwQAsJEUXu4KjRV8vFIi2z/U+rLNfkkLVmyX4foZpP5mPET049+J8te4/hyPRI+HwtpCGhxhkOhC3ziwL1BFxzLQAEmzq7K1/r/87NayrTSaGQh9mtlXkB5k21y6mb+X3uJY9v+VbF5x0WCDYCinKocAjq48sBIhhxg1d8Tcbvl5PDt1tqjK+2TfJ+I90YHRdFHqRfRpzqcUExhDOyt2UqRvRwIZUs59APjbmU+fjt9tEiSub60Xci+QfjYDgEvrOahWpjzQiz0QEtLxh4GR3LL90qEKA3NFLlr/rDvvke8wes/27dvp97//vfhj5ZxzziEwgbEPDQ0lMJjRIuSZZ56h1157Tbx+zZo1ZC8RrV+X2TH6FDv6io1lUEKZ8oDyQJc8gARaG7MdXGUAZzEADPavLADewHFlX/5VnWmRXu7SIk7wQ+hFjJYiALdhAb5elMgyz9nMNjEyyBVWNbRSY0WBdjuMwU97g1QfAFHI4oHdKw1y0Eh8wYL5ZxF6niEhdnCzds1wyw7DfcR5iHPQ2uREW9pZRPuXWdqp8DucGRjIUJ7BZ5MS0PIZ2de4iwzgyqZKEaOhB7AsApQxp3yF3A808r286aG9BIChJJMU6joAXAlWjDLlAeUB5QHlAeWBU8ADKCaEucIAbuJWImgpIhVanLnno40HCIqEM4cNoO92ltDCXSX01OWjmEHc8beznAPx6ZMsEz2Q1WD+9MVOmjooWqzp3XUFcojhHn2JYVCLCWNlwnD+yrfrAwwJaMSLWL/LhkI/tNnQ50eb+RwxJfKm1YXaHrk9MIBlzGX0gtMZfynayE7OPLHKMfp3oWISeU6oyDiy8j1awaQAgDn+BfgLa2L8x4cJHj3MAIbUc5tUrNFWIrbxQfG6s54/DPULFS8N8+0oVDBbBXKayjzvAdcQkm5eJ1gWYF9AVnnmzJmi1xrYuMuWLaNbb72V7rvvPrGCwYMHi15rXVkOnr333nvFo2BzQEb6ww8/FMwO7HGO6zCMS09PF8f6DdYGlgcMycExY8YQ1g6275YtW+jjjz+mCy64QKwfY9BfrisJQTyrTHng5+oBAMDjkiJ6dPll3JPjtv9sZtnpCHqY+2LI5J2ri0B/jn/PnUDNbe10x/tb6Cg0XuwNADDYvwgc3LQhnFDsW8WVZA0VnQFgVEOBAZx6ppuz2g0Hc+E7/lk58koiSOQ5shb+BYw+wQXM0DiwQZNlsR8/+XdEiROJvrlHq3qzv29ynl2dLQBX9PTtZACAwYwIS+R+ytspqzKL0A8XbF0wJiD3PDqafQzjfnSQPQYADKAY/X9hfn39aMUB9pcDA/i69MBSmp4wnf6b/V8x0r+vvwBlHTzW5VvBXKk4O202AQBGz2LYdcOuE33VhkQOEfLTI6NHWucHkG2UIJRS19aBfFDVXCVO+wX0E8C6/h6OkbyT/dvs76lz5YHe4gEwc6OiosRyioq4mtaBVVVVif6/GOJuj1yAqdKcvQfMW2n274EiDdRnYI8++qi1gFCOl/ubbrrJGi++9dZbqrpVOkbtlQd6gQekvJ2Uu3O2JDCAh8RoyQyM3cD9f1HAZ9Rb19lc3XV/FLNBWjhW1TN+wTIB28TI4sM1JZKqg1x8BzNizKL/LwwSfVFp2jG2YACDKQHjOExY/yFEe77Sjo22EZzg2/e9xvxADHm8hY1G70jjv8XB3I3iv9UB7DozMH1Fb2P+bPYAsOwDjORlFxjAkHyGxTJALo/NloN2Ib3NJACMONKZhJ9+7YcbD+tP1bHygPKA8oDygPLASesBMIChEIOiOyOra2oVJJLU6CAhtYz03iAXJKBRzPfppmK6dGy8KFiEvDOA4FkjY8XflN9sP0TXvLaOTv/rD3Tx31fTO2vzyYsrE/98yQjaVFBFn20p5nZ3ifTV9oNU38wsVRMDcB3A5BzZLgTKOGiRordYJsPA3GIBy7hJDwBLZZVw/pscrUeC+mmvAQAMZrCZ9eMiPbQaSZhgNuLEXIeKjIxpzWasL9MBwAyyAviFHeGYD8A2egD3kEEJEDlR5EPtbUgUx+QeNMlARi7UmaFgUpnnPdArAOCxY8cKMBbMCjBDHnjgAZo8ebIAWyW7AgDuN998Q3p2h7vue+KJJwjJOhgA26uvvpomTJgg9jiHzZs3jx5//HFxbLT55JNPrBLUeXl5gik8ZcoUyszMpCuvvJIWLlwoHouOjqbPP/+cMjIMQBCjidU15YGTwANldU10oLKR2RI9BwAjcAL4C1j2778cyxIZXfuxlsAMipeuHkPr8g7TP1dYEmX674kEgPXXXDxGAnF83yw6xtVbnXpaIHmFKrKU6S7OZjJs0Z+4Wo4ZpBc8ZTKAL4N9C4nop5KJXj+LaMH5LL1wjnb+GAdnLzNA+93/aOPAmLjgaS0BuPFN8znt7gDURa9e9PXtZOghhzVCYpAlYAD4QkI5PSJdgMEIbMYkTtMeq8yjnOocqmutE+ey/y8A4pVFKztNrb8A0BVyKZBPBsAMuzj9YgpExV432dUZVwvJ6cUFi8UbwIAeEz1GXMOFiiYG/52YHgDGMVjCss9aqG8oFdYVdppBAcCdXKIu9FIPDBs2TKwsJydHFPyZLVO24sB9MG3dMfkOPKOfx2gO/X3790jVGTyH+M6RyfuVlZVUVtZzfxA6WpO6pzygPID+ZvUcY/ThdiBaUsuRTxpbjgo2BAr2pKH/L/qx9SYbxvEkWMk7ipmNazGwRPSAsLyOfRxLQMPqy/I06bqg/uLcZgN5ZMSnAEMjdbFbOTOAvX21or1KxMX8YqHkkmPzuM3Jab/RihrBCDnR8s/yRUlTNPaGkHHmGM8Zk0MCwPhsYKMgFgRrAb3Lag5os4IBjFgccthuGPr/wsAABgAsY1WjKWKC7CQSjQb18DW0HkECz91CQmdgdw9/DPU65QHlAeUB5QHlgW7zABjAUFQxs/yKBnELEtASZB3kggT0D3vLqOJIM101IZHeWpNHNczAfZiVDJHfvP/THSLH2ZfDszlj44TaCwBitK0bnRhGF4+Oo+cWZ9EFI2OEvPPi3RzDmFhfDhwlOI0hycwglmuWj4ABDEO/Y5dNgr2IoaRBVQYWkaK1F7GwRCkgnC8yMm5kfTnWRDwG4LW7AWAwgNGSzpEhvkTLFKwJ4LYcX8sAMGSke1ACGgV3UA9s4//sDSQaT1qkv/Y3kmx752gtJQ0ljm6rez3kAf5x0jsM8spg1d59990EsDcwMFD0+x0/fjyhvxoA2kGDuCrkOKwv//SEzDSAZPT4jYuLE1J+2OP822+/pTfeeIMwzswiIiJo6dKlAtwF4JuSkiLYy5ClBuh75plnivUisQi5QGXKAz9LDzAbn3btsv3CNSe2uUBLSGUm4Rd8z9jflmbTlsJqevVXmdQ/RAtcuvrmKWn96DfT0+jFJfuswZuYC30rEOC42f9XriOdKwAnMgBcFcxsBf8Odom4n7tcS8oNnCyHu78v+JGzgR8RnfOIMdsCkiHfP6gBvFkLiQafz8kvTnIy+EpxDG6knqk9B2bExgXauA+v0wKfzOu5F/ATHOi4Vu0PADglLEVIIpO9+fD3J2YkX+Xgr3Qn7WJp5IyIDIK8MeSffRgcHhrLVX9gnDAjBexfKZUs+/9enn45VTabV5BB9hl9haMDomlhPn9Wi10x+Ap52C37QRGDaELMBPog6wPr/FdkXEE7KnaQLwe1eyv3Wj8LBsieGdbBdgeo9ANLuIYlc/CZ4BtDCeigAQJcbmt3/v+n3SvUqfJAj3rgjDPOEO+D9PKmTZtM371ixQrrPaizuGOIyRDTwfTzGM2xcuVKcTk+Pp6Sk5NthqAViDSo0ziy1tZW6239c9aL6kB5oDd7oIvxXm/+SHJtYAAnRga61BJkX2kdsy1YQCWWYyM2MCAg4dfbAOAgP29CUnF7UQeLAgxgsFOOGLA/YjihB7ZIa2WBFtMZ/Y3LBXciwdWkYwCDpVHHSbzWJqJoLmY+uJW9wg4CiGrS41Y4LiKZn+FE6FFOnnUXAOzDSViAwOhJjB5zkqUsFmC/sfxND3BXJCj5M1TlMxOa2bgAgvUM4GMM/sokn/00JucAQgO8AyjML0wAwNH+zAwxMMjjoeCxNxoKCSEBDXMEYOvXblSQqL+vjpUHlAeUB5QHepkHTuJ4r7s9jd65cdwj18xyKzQVlmQGgFGQh9gLCoPO7Iutxdw6L1TEqq+tzBVs3jguWvxflnf+dHMRPXvFaHpv/iS697wh9ArnOt+5aSKr01TSbe9tptvPHkRldc20dn8ljWcVRMzlyNJYBlqC02AA20tAox0erITjX5cNgChMDwBXcbwJQ+wIABV9czlOosaOuFUboNuGxXOcqRHyKG6s7kY3HAIARjzrzBBbSglotFsD8xf54GAupOxBCWgwgM3a34FE40kDAIxcLSSqnVnJkRJnQ9T9HvCA8+9UDyxCviIpKYmef/55ysrKEvJ/kAHcsGGDkIAGIGxmAF3RVBpfkOBzZujLC3ZucXExNTc3iz3OId/sikFeFoAxpKNzc3OpoaGBWlpaBPMDstWQrI6M7F0V4658LjVGecDqAf7/gjXNbb9wzYltYflnMC1iHQRITqZw6/bO4hp6dfl+un1GOo0/QSyNO85OF700Hvp8h/iZIhYE9i+siwCwn7cXTfLJoX2+BlVakH9OmMh91cx/xmkvN9lCphTSz2BljPlV50EAbt+9lGj9P4nOfEDre7HnS6KMWUR37yK6ZRnR9V8Q/X4v0ey/8fN9uGIviXv/rib651SiYXM0Cei1f+88t8GVrKosMpR/lmOxziPlIkG4q3SLtf/vtvJt4hhgsKgY5IQkAGCwE2Cy/297H/68DmzOoDm0pGAJpYWlUX1bvRiZGpZKYAV3t4EFvKVsiwB78a6ZSTMJzF2A0QjcYoO4glAau9kVAxM4ISRBsJmLjxSzPJAtGAVwGGAxGM/KlAd6swfmzOGfJRaDxLKRQXb5nXfeEbfCw8OtiitGY42uyfgM91CIh3YiRobrkgGMeM6+bQCAZGmrVq2Sh532AH/RBgQWFhamYr9OHlIXer0Huhjv9frPxQvMZwB4IAPArhj6/6LDh+zZhgQbbEJKhCuP9+iYkfHhzACusb4TRYaw/QYy0N6siiNAYCSx0H7DyCABjYQWTEpAg/0LAyAazfHToa3auaMkD6u/UM5ijV0bHGMp+NMeO+HbtBlM8ebix8TTtL7EZi/AN9VqlrSHlIGWrGfcl8lLJPfcMMRl8cHx4ncIklv+YBUbWGKIie8Nxvb0Jb2SjIjBXViAYgC74CQ1RHlAeUB5oDd54CSO97rbzc4YwHkV9dQv2E+AvigolHGZo3Wh1+6yveVC7vkzBnvrWYnmViaivP/TAfH1F+71e/m4BJsppqZH0z+uHUfL95XTcn72QpaKhnLhbGYDr8yuoMPMJjYzFA/uL9dyY2AAAzxuaOnIKwVzgWEIf7nNAOYCOPIN6nhtRZZ2jJgTsSeqK1F0V2xe/E3p52kAcEhcRzzWMeOJPUJMi3ynt5ZjNJ0c9xv5b4FAVklE/g0AMNjNAgAuM33sRN5AazmQQcwsPoSBcw8aegAD/EUu0pnJQkNn49T97vWA5S+h7n2Jml15QHng1PAA+v/2lPwz+vT+z6fbaTBL3/32LGYknCDz5/4Yf54zgtblVtKX2/iXPAwAsD8HN+hd0RVjwDOxvZjWtNpVaYGZC6A19cyuzKo9s+u/Qk6ZznuSGb12P9IRpLzBSbJSBnqveo8oeyEHV5uJfsng/mWv2QZYeHbcDUQ3fcvgbCMn8PjzIsD5eC7rsM4m+ul1417BupXjl/++qn2C1au7bHsIALiumBo4KZd7pIiG99NA8a3lWzv6/0am0DGWG9xYulFInkhZEbBgF+Uvsp3P7gxgb1ljGaEXsbQrM66Uh926P2vgWdQ/oL/oBYwXIRGI3sDVLdXivWCISKtv1QJweS73Pn185KF1DxAZDGiAvyX1JdbrOND3b7O5oU6UB3qZByZOnEhTp3JRCRvUWCRwql/mc889R1J++c477ySoq+ht+fLlItEOwHbu3Ln6W9bju+66y9qz9/bbb6fGRv55pjOc4zoMjF2Mtzeo0ki7//77qba2Vp7a7B9++GE6dOiQuIbiQnsg2WawOlEeUB7oUQ8UVtYLmTtXXrqnpJbHBln7u6G3GsDj41WWceXd7o5BH+C9h+pEL2A8K2UGkXQ0MvR+82/geNCo/y8eAANY9u+KTNWmEAk8TpCBBYxeu5X5fJ3P0UvXzMKTuf8vx2gAVtPP4T2P7y4DANzGP9tDOflVlW/+FrB6pTUc1sBiyFkjGYmEnp4BjHGyn518xskeEtBxwXFEMXk7AABAAElEQVRiFEDRhrYGwyc8zdIwXJTlIgoJpQS0jLcdjcc9VXTozEPqvvKA8oDygPLAyeABkMygsoJYyswAAKcy+xcGlq2My8zG4/oKBnEbGQQ+f/gA7u1bQOcOHSAUW578dg9dzZLQV45PZHbvYZrHks/j/ryYZjy3nJ5euJfGDgyn+Wek0DPfZ9GFo2KpiOWpwwK8xau+22mbJ9K/H2uqrG8RX2AAw6CUo7cBTOQ55JYENL9PFtDJiVBUCAOAijgLeUVBLlmhXTfaTv29BgB3N/sX7wbphnON5KMVTxotR7tmiWER08KQC0aMiFYqPdQD+HATx60OLMhH+z46GNKtt6Bug/8/mtvNCw/kAiBlrczzHrD8a/b8QtQKlAeUB37eHmhpaxeSdAhKesI+3HCAdh2spb9cOqLLfX/N1onqunOHDRCBVXMbJ4/AfAD7t6vJrAPrxKu+qU6idgaurYZ5mxlYSJ1uveTWAQDk5Qz8QmZv4Gm2jzZwxdr/Xaaxd8HwXfGU1tv3+i9ZAprHmxkA2hu/42BNk7KhqFQGjr/nefgX+/p/mT0lrhfVFVEjJ+Qg62xqmJ9tb3Aks3qPCdYvQE18jek/RnuME5DFNfkEyRMwfwH8woZGDqX1h9ZrYwy2YNpCchnBiAyY+lJfmpXCbOceMKzzwtQL6fv877l3S6t4I94twV49KA15ZyPTS6hg7TAAvzJospfdQ+IOJpN34kRtlAd6qQdeeukl0TYDssozZ86kJ598UrB0oZ5y6623CgUVLB2tQO65554ufQo8e++994pnN27cSJCRhmILjrHHOY5hGJeezuCGnWFtM2bMEFfRnmTMmDGEtQO0RkuSj1khA6oxWD8sKCiIAAYrUx5QHugdHkCshcSWTHI5WxUYwPr+v1sPVIskm7PnPHF/RHwYF8dxwZ0F8A309aYE7k0npf3s14Q+wGEtnLQKY9DT3sDMqMrXQFuwdtEeBFbOqjAyqYfWJcc43gyN5XhwsXbfaDuSY86aQqKmao5rzzIaceKuQcIPfdjQa1gkniyJOrM3IIFXlasxnCUDGM/KHsBgdmCMmwzgg/UMAHP/XxgA4NoWjukNbHDEYIOrveOSngEc4Rfh0qJq8beLMuUB5QHlAeUB5YGT3AMVR1qomfOcjnoAAwBG/1/kDSGtLNVkHLnmewZrB7OCSykzcbMZNL5+chI9xQCvn09fuv+CIfQXBoKveX2dkGS+fnIyTUqNogVr8mnWS6vo8swEigzypW+3H6IR8aEs/3yQTkuJJEd9gCUojVgRDGBYAa9Vb1ByRAsUlw0xk4wV5UM1xdqRJRdGaC+CoruyPXJE5z1IJ5CA7gkAGG/vx7lKby2/2HkxliuNvG5Yu6WQEG1DUBQZzPEiegBDhbGbzVGxnWyT181LcDg9GMDI1Ta1Of83U9nEuWllHvcA/6WjTHlAeUB54Pg9sPtQrQiOxnEPiu62msZWenZRFl2WGc8Juu55333nZdBBrvb7z/pCzups77L8s/BF4TpqCoyj3JZwOlClq7TLXaaxEdCHtyu2/QMGdXOIZjxk+zSA4Y+u5+CkTGP7fnc/J77yiG74kgMrC8hq+4TtGSQAf/WxNjcSbEgKosJs7Suc2DNP+qDPLWxwpINEV9QgwS7eFRRMfswmSQtPI8g/w0ZHM8gOi0ihze0WAJpPJYB6UepFVllnMc5uA/B12YFlXD3JMoRsCIzAyo3w755/I3avF6cXpV1E1c3VtLqYmd1sI/uNpITgBNEHGECuBHVxL8CrcyVpq663ngSD8fkhZ43ebAdqD+BRq4X7hYu5layK1SXqoBd7YOzYsQKEDQ1lVvuRI/TAAw/Q5MmTBdj62muviZUDwP3mm28oJMQCRHTh8zzxxBN00003iScB2F599dU0YcIEscc5bN68efT444+LY6PNJ598YpWgzsvLE0zhKVOmUGZmJl155ZW0cOFC8Vh0dLRoK5KR4aDwxegF6prygPJAt3mgtK5JxKTJ/bQkl6MXoXp9LwPAGTHazxwk8HYV19KYxHBHj3ns3rDYUMESse8DjASikSWF9qHwdgZljRjAKBYEmIfkjZR/xiSQgA7qp00nEzsDRhJVFxi9QruGHm9o4wFLmabtu2uLgszkM5iZzGxeFAmiL7AjY5xbxMv4jIfBAE7SmCnoddzMzGnEjYh33WAA49+NZAAjdkPRYgt6HxvYwFBOfvZSAwCMoknEqAOC2AcumBnT2YVH1RDlAeUB5QHlAeWBn40HkA+EmTGAEQvksbRySnQQAQgG1wPAriMDcWbxnlI6f0QsvbuuQDCGo4J96bMtxXTn2en08g859PqqXPrfi4bR17efQXeek86kl5G06O5p5MutPW5kVvDNU1PoKwaAz8qIFpLQyMGCMXykmfOABpbEoG9fDp0AAAM8htwzWqXobQD3LnabARyqFcFZ50F/XMRlaCECq+NzxFxmfXMxtjKXc4wcj8WP1Z7p7m005yrbmNziyMqz+C47DDEy1og4ET2PEStCXUYCxI7mOM575Q0MNLPp84dySldbdsjx3bEH6QbmSKZavreq2QKoywtq7xEPKADYI25XL1UeOPk8sJnl8ny9+9LwOO0XQXd+wleW5RD6ZvzP+UO67TXpLC19xbhEemcpgwVgNMS6AJyarYYBYBo4Sdzdw0C51XJXaAksL022xXrdlQNU1YHVO+ySzuD08r9wSd8aoivfIdrCX2AgX/2fzuNQ0YYewdX8+VpsA0BRgTfnHyznxyDH4PO15CDYEhteN10dAGBIIPcLsCQNjUZCapqDu50cQw1pO0befb0FAIweatGBXFEHY1mWzf5+5N9XSyS2gXnCJgFRcWKwAdiKfmyywgws28vSLzMY2X2XwPIAA/rr3K/FSyAJe0HKBaI6zpc/DyrlpAUgWWpnstcxLstjGVTBr0Usm603zA+/KQBY7xV13Js9AHllsGrvvvtuwfQNDAwk9PsdP348PfXUU4JhO2jQoOP6CH355wxkpgEko8dvXFwc+fr6ij3Ov/32W3rjjTdYNZ9/HplYREQELV26VIC7AHxTUlIEexmy1AB9zzzzTLFe9BI+55xzTGZRl5UHlAc84YH8Ci2mcYUBXM490yCLNyRG+/28B/LKzLDtrgLD4/VHgK8Xs0uCuQ8wg7oWQzsUyQiW1+R+kB8n1diOGvUKk1J9SGRJ+WcMBgMYYK6UWAbgir5peklljLMaB3XZizRpvP7DOUHW33qn2w6SpmgtWsAG9ncG1rdrwC+KECUDWC5MslXAYnGDAQy2Lwr0IAGNJB3aoMi4TU4t9729BzDWDqZJQkiCXLLDfTOrAiHprUx5QHlAeUB5QHngZPYA5J9hZgAwGMJ1DLqCAZxdyrkyNsm2FScGm7W5h6muqY3OGNSPluwuE5LPLy3NFu8I5BjvzdV59Mjs4XQTSz3r2wslcmuSd+efJgocl+4tpUHRiAVryY9zsJCTRuy6OlsDDe1f6+ftJVRx9pcfEXMmcYFktzCAoQIDuWTkT7FH2zMwgFt4b2SIvcD+hcX2EAAMBrAzALd0p8Zuri3WFHAQ84D5GxCprdUM0NbunpBtRVMFQ9B9RFs5+wlDfLteKG8/V1fPZV4T5BcQVRwZxijzvAe8Pb8EtQLlAeWBk8ED6P87kmXpAAJ3p0GW5O0f8+nW6WmEKrXuNFTb3b/lO2YW8FsgAd0VA7DKUs9+o6+hqGxfQmIR1X6iH8aBn4jOfbQrsxLt+kwDbq9+3/Z59F9b9RzROY9w4FXEss0M4s56lgiJMhjYwbs/J9rxCfcfXqXJ52l3iGJGEWVez72A53Lijz/0sIuJTvsN0bpXiabdS7TscaLVLxJNvp1lUzRwVj6K/e7K3TQ0aqj+kvExy0DvzsumKfXsG2YUbyvb1sH+xRPMAN7k5yfYCGDJNh5tFEHF4gJz6UEEQfk1+WIcElkAf8N9w2lKnOVzG6+kW66CqfzylpfpCAPmwdxXD8zk13dowLnPUfxj0qzpaJM8NNzjc8BkwIRewAfqDnQaq+/f1ummuqA80As9kJSURM8//7z4cmd5AF3dSTqjLy++umr4oxuAMb6UKQ8oD/x8PICkFpgOiRHOGcCQf4ZJCegtHM+CYTE01vPJFTOPow+wngGMZCP6wDW0tBEkofWW5F0pTsu8+hNHn7aG/r+wmoNEYwZpx4hbURiIxB1A3+LNDPxy4gtxoZmFMXBYxDGtHz+D2LEnLOkMjcULkNqVfmwV2USTfquxUAIiOlaIWLk/f84Q9o4bDGCwf2EoYIT8syPDmN5qYADD0EokJTTF5WWCBezp/nMuL1YNVB5QHlAeUB5QHuiCB4o5tgIoGx5oHAOB9QtDD2AwcqND/Hhs5zyZ/tXf7yphMDaQ8iuOUCtLCWeyoiEkn38/czD96YtddNnYeCEJrX9GHsdxL+KXrxlLv3xjvRj32dZiZgH3p1X7KkRx4GIGlEWuUT6g26cxYCzbhaBAUhZLyiHIrZaxJPVRpjF7IYh2ZIgLETMhdpLW1qLlOMOTOY7knBXaa4DZC/lkM0s7RwOAARIHRZmNOrHXEds6MyjkxI3W8qkhcZxD5c+GFm4oiIRBaZGGicPu2qAwD0xfEGbsTbaBs7/ek+fITcJAVvHz8iNH6jCqdUhPfmfM39W9SI35e9Ud5QHlgZPMA1sKqzl4Ce/2T/XyD9kE9sN8lj3pbkOAdWVCJdWTPzWHJXftdcWbRIKqT9JkTiaGMgBsYQCDFYy+uinT3Z8XAdeal7i88FwGbUd0PI9Kti9/p/UEHjqH6Ovfs67yL4kmzNfGZC8h+scUok/ncdUbBzVTucfmVe8SXftfokteEcxb+paB3lcnMWt4g/bMOQ9rVXtZ3zJbeaomg7L9w453Wo4Ayuw5vIeGRDoPqOqYrZHv40XDW7inCstrAzi2yj/zfIe9vCjf14famEvh7+Uv3pAcmkxbyrZ0eq+8cF7SefTDgR8E8AvwF9Vyc9LnGAZM8pnu2p+fcj61tLfQ8qLl4hWQuU4NSxXHkHKWhn7JrhhYJlH+USIARJ9le1MAsL1H1LnygPKA8oDywKnsAcjaoV+bK0WJe7kwL4BjkoHMrICh/+9w7qkGtkRvNRRcAriGXDUMqjWw/WUdMYa4wJuYY2XMTu1DB1oNYnQwgMFmaGXWipSAPsxAKZJcDRUaAFy6Q5uqqkBO2XmfOIEf4aI19HpLPbPz/e64Es0MjkAkCzkZh75szgwsFDGeBzYc5hYsSFzxs7IPsJsMYAkAgwHsCAAO9gkW8Zuz5Xnqvh4AdkequhJ/RyhTHlAeUB5QHlAeOIk9AAYw2L96Jq7+4+YxiAtMcCADujlldQKE1d+3P0bObEVWOc0Y0p++3lFCE5IjCYBwMEsy7yiuEfvH5owwfR/mm8LM4V9wH2CwgCHl7MNgbVZpHSvXhNOyrDIB4Nq/F+dp/YOsADD6ANszgGMYAAb4W8HKOE4NeUfkMhE7STtSoh1BFhqxlZ+lkFK2EpHj9PspnLsU/X8z9Ve797hfuja/I9Yq5/KECg6KBEMZ5IYSIgxkGpgrhYfayC5vKzgOB7O2Tb5TN9Og8EG6M88chqHok62upc6QpaxflT4Hqr+ujnvWAwoA7ll/q7cpD5yUHiipaSIER6he604r5ITeBz8doN8w+zfU37gK70S/f3rIQdrdnkSfb3Vc3W/6XgC9+OUYPVSwSfaUWADg3OUWqTwXGLP2k+csJYIsyel32t75/iGt6u6iF4i+ul1LdM16Whuzgvfv/UKT5btlBTfAXMQAMAPEQ2czkHw20dhrNcno36zRpPQWnE+05yutr9ql/xQsZiFj3Yd/bfzwuO17+Qy9zyC97AoDeE9gkHh+BDNVdhf+IJi+Y/qPsc65pXyr9fgIkpJsZyeeLUBV6w27A/T63XV4l5DgA/gLEBhMXE9YTFCMALS/z//e+vrZaexnNh/0ELGYBKrludzb9/lAbzn0EQYjGBLQ9gxIJO9K60vl42qvPKA8oDygPKA8cEp7IJ8ZGcnMbnDF0P93MPf/7WthO6Cg8UT2/21lSb4PNxTSbe9tptkvr6Z7PtrGfd6KrOCtK2u0HzMsLpRjp2PWRJ6UGzSSgY5oLaVSiuAWGRpYbDMXGMBSrjkyTbsl+p7xIXqdcUsOwfCAHHThWptHbU7QUiQ0gXt1eHcoztgM6IYTZFyhbmMFf/ncmVmUVYQMdGQSg8AM+iO5B3OTAYyWIyhSjPCLoJL6EgrxsSQ6tdms297M/sUisX7EpmglkhyWbF23s4PKZgUAO/ORuq88oDygPKA88PP2AHKcIIWYWS7HmwlccIiiQUhAo0WHIwNjGHOOTQynNTkVdN7wGPpgwwGamh5N3+8sFS3uAAY7s/svGMK5IVYh4Xevz6vk3Ki3AG/R0mTrgSrDxyEZjXdDLQYM4IOcw0VbPWkxYRrxArldpyYVU/QMYMSNsIhkjQGM2BHtz0p2icuGG8SZh7Yx23as4e1uuejPawKr10f7vKbvgMKMAIB532DxKQodffjvi54AgJkBDGtrt4DOuoWO7d+D/tK9V38oGcBQNUSxoyNranXh35SjCdS9E+IBBQCfEDeqSZQHTm0PQP4ZlpnUvQAwev9GBPmyJEqyeF9PbEIqd1FtxHD614pcakeU5a6h/27iRE6K9RX95Q5UNnLPj1aivBXMkpjeISPizrxrXuRobxxR8hkdTxVwYm7ru0Qz/8x92BZr8s6XvMzvZcARjN9lTxCd9SDRDQzqxnWArR0TWI7QS+2mhQwMX0z08Y1EWSyBnTCeaPxNLCf9GlHGhRzwlHBv4A5wE0+C/QsbFjlM7B1tdjYcpECufkzyDqatzOpFL1z0zpW2qXQT+YGVwdZ6jH3F5uftJ/ZGG0iOlFgqDgGeAlgFYKqf0+i57rx2XvJ5tKZ4jZCBxnvQBxiGKj49CBzoSBJHPKFt0GMDsiroN1fVbBvUAwCGdJ89MKx7XB0qDygPKA8oDygPnDIeyGcJaMjruWJ7uTBvKAPAsMPMeiisbDhh/X8PcqLtsld/pPv/u4PKWVYPvXp3sxLM3R9uowteXGXat9fZujN0/YoxFsnCOE7cobebvfnUFVNpn2iCjGEnAwNY9hFDEg4GADgomg845vW2JMdwr9YByzZ3mQamIjaVjA8xWTdvkk7ngkhOLILFjESjM0PPtsB+RJW5rG6TpAHWVgA4RuvvdlSLO51NBdYv2L9gBR06cohCvI0BYE/Gos4+A+5j/TKOjAvihKiLphjALjpKDVMeUB5QHlAe+Nl6ALETQFYzyyuv5/6/wYRiP4C7gyyKLGbjV2VXkI9XHzrMQC0MtYc1ja2CjTua23tcyvLPrhikpu+YkU77uIixmp8fzoWBO4pqKJJzpT/sLTOcQhYL5vKaZZHkAY55pUkA+JBLALAlJtQzgNE+BBY1SGMAQ7UQ0s7FP2nX7bcglhzO0di1PQkAYx3RnHu0KA3aL8t6DqAYMWIwx4cAvDnnKIojUTjZQz2AAf62HNP+rVjXxQfDozhn62FDDrcvvodsEgw2WxIILco87wHtu+X5dagVKA8oD/yMPbC5oEpIo3RnT170/v1sSzHNPyNFSED3iLu4Py1V7qfUUVMI1X0rssvdey0YEejzO3CSeA4S0LCcAg4kDjLLtSvyz0h0oXfv5N91gMfcO4S+f0DrUzyEmaZLH9Okn9Ef7ZObiPZ+Q3TFW0TT7+t4RqxEt0HPN8iv5DMDuCqf6NJ/MdjLoOVH1zPYu4joTJ4fBjYzftEvtJxrV2lP5R6CDAjYr85sV8UuGto3mLwY5N125ACN6DfCRqp5c9lmFn/uQwEcM8LA6F1auFQ7MdieHnc6fZPHn5GtXTzJfTvTLnEonWMwzQm9dG7SudzTpZWWHeCkKBsYIDGBMYQKOX0ABEDY3vAZpEk2MNi/Vag4ZLOXgR4QNEDMC6loZcoDygPKA8oDygOnsgdQDFXAijEyueXIF22csMsuO0IZFgAY8s8wMDOO13aylB8Yv2BjfHHb6fTRryfTc1eOpu/unErf3zWNE4B96ap/rSUA0O4aAF/I9+0+2PFsGrNOZG83m/lYhq/aN0awPmyu4wQMYC5QFOxdH0uCs3wvA8AMksJaLaAxq9ggwjI0blFBTew3AMSpZxoO6baLAIAhQYhkowSrTV/GWVYkGiNTLQDwQP5IHKdbAeBYfpIDTxdZHWAAAwCGAQw+2qeDRSMuWjbp4en60155LAFgr76dY1KzBR9uPGx2S11XHlAeUB5QHlAeOCk8AMYsJKDNDKAv+v9CeQbKLM4YwKs4nziOSTOQfZ6SFkVL9pTSMM4R7uR47o6z061qNPr3Ia4tq2sSzF399V9NGkihAT4Uwf2JW44eo30cz45OCKcf9xv/fk7hdcJQJIkYUjvuAIAjuXexL8emyLs6NckABjgqrWKfdsS5KWrledHuDMV2FdlyhO0exXvIP8IcEVS0ESd22y+D5zOJa+WbAPgixkRhIxMxKIQ/F1RnAADXu5kXlnO6sS9vKDdVQEwMTXRjpu4ZigJCyfwNcVL8ifymIqt0z/fBnVn5Lz5lygPKA8oDx+cBMIC7m/3779V5zALtS9ecxgmbnrKSHeJNySOm0AjuB/fOj/nuvblst9Yzd+Bk8Ryq7lDxV7MHYCYnmcAAdtc2vMlBBwcfkG6WtvMTDp42E533F6Ll/AWZkLMf5h7AdzJ4u5Clnf+Py8QulaNt9wCiP7qB6GlOiL12JtFbs4j+zozfF0ZwQpArEFOmaSAwgpxp9xDt+EADtCs5iVbYUc0HBvDQyKEuga6Qah4emkzHmmtp67FGGt1vlHVNYLhirlYOEvyOask0AKd7K/dax9gfQOp5K8tGewlIWZN/npXKn8ODBiB8TPQYWlSwyLqK6Yna9xuAtjQAwo4MbGZYAwfREuDtBAAH8r8HNrCAlSkPKA8oDygPKA+cyh4A07aRJe0gb+fMkARraWu3AYD7BfsKOT9nzzq6j5Ylcxf8JOb58nen0yhOyOkNgPOHt06i2LAAmvfWRqpuaNHfdukYRYV7mE0sLY2l/YwYwFR9gBoD46jIngHcUq8puhzld0dxDCgNDGCu6hfyeGDKImYBC8LM+lnAV/RH60pho9m8rlyHag0YzFBTwedwaBxPcVGnDQAMgBt96mCSxSKTmtpV0y16AEt5ZwDAR2R/OLsnBob14N8tdu929RQAMBKNMH2M6uj5g/WcBFWmPKA8oDygPKA8cJJ64Ehzm2DnQuLZyNAvFwWHAFZRTAhzBAAj3lzL4Cza5kG2eRrLPgOsbWMyRwYzh8/KYGBRZ5h/wZo8OuOpZTTxiaU07H+/55hxgwCbMSzQ15tumJLM6oJthKJD5BkDfPvSdmYCC8VB3Vw4DGeAFwxhsJbBIA7w8bLpA4xWKP1DWVnPJQD4kKao4u3b8ZbDHGPBLC1VqJGLAyOSGCyt0K7bbxMmaAAwivj8w+zvdu95NAPATTWO3yElrVEoCQNgjWuCAdy9eTeApRUWCWjt5bbbIMhQ9wKTzN9wX9u/c4yWJlv7Gd1T13rGAwoA7hk/q7coD5y0HmhuO8oBRy0HMs5/6HfVCZBFeW99If1qUlKP9f4Va0U/CmYU9OEKMchOL99XbhMkOf086P8LCeb4TDHUlwHsVJaI8T+wmoOhFE0SxekkugHNdUTbPyQaN5clSHheGJJXSx4lGnKRFoRt/Dezde8nAii85V2iOa8SDZ6pjdVvmzlI/Y7HvcagZNa3WoWe/j7386UNb3CJ4I8c7HBA9smNRGOu1QIfBD+wRX/U9rwFA9iV/r/VzBIBa2J4zHgqZrbEYa4yHMOJSWnbyrYx5KmBno2W4HFK7BSGg9vlEJs9ElWQRgFDFs/hP7AtBoZ6PuE2M3mmkIGua+HvG5vsSRwi5Rb5WouThKX0RU2LFqDi2QN1lmSlmJWEdB8O0b9NmfKA8oDygPKA8sCp7IF8TsbBJLvBkS/Q/xc2xCKpLPv/oqq9q4YE323/2Sxkmf89dwJFBTODwMCQiHvt+nEiSXffJ9vdrowHYwRy0rKiHgxgJCIhQ2g1MFxri6md+/NCjtrGoPYCa+T4Qvb/bWMQFaAvZJCRHCveyAM4JmvgmNDMEI+GJWggLJJ5PWlgrCLGRpwFpokzq+DiRT0D+Bj8w0AmlHRkH7s6Tu65YACAY4NixUj0AG40ef/AEM/Ho84+DgBgGUN6o4+zC4ZYXpnygPKA8oDygPLAyeoBGTeZ9QDG/RaOuQQAzP1/Aa6axXzw0RYmzdS3HGXlOy3GRC9eHO/jZ399ZqoN+xf3UEj42Ne7aTIzhV/9VSY9PmeEAJrnvLqG+/wyuMr2SybHIA5s5tgT4DMkqwEc/8QAs5FhrWAtI85FqxQUQuotJtSfXO4BLOMmOUFNoXbU1qzt6zg3hfjQJD6isZxbLN7cs/1/5VoR43L+0KGVbNduy9Ygvgy6IkYMYqDeRbUYh/M7uAnih141UD/U1UI9/TPddQwFSFiwb7DTV9Q0OwHcnc6gBhyvBxQAfLweVM8rD5ziHtjFciUIfFDJ1l32/k+FgqFx0+nJ3fUK43kBAA8YwWCrN108Oo7CWGLl3XUFxmONrgIAhpyJlNXjMWB9JFZv6JpMHsBfAL6ZN3S8be0rWg+Kcx/T2L+c5KM4ToYteZhoyu0sBX11x1h5hATYKxO5p+8/tCsAIfW908CoGDZH6wHXzgEc2BBghKx+geiMu7W+wHhPEScGeS6AumA/gAHszMD+hY1InUlb/fzE8ag2sRObjaUbrT1ymy0JWB9vC9jdMcx6lBGZQZ/nfC7OJUg8ZxCvvReYlIFefmC5WM2o6FHk29dXBHP6wE3KPDtasgyYwv3CqehIkc3Q6IBoca4YwDZuUSfKA8oDygPKA6egB5DMQviQGMmsUCe291Ad9WcWBJJ2SKBtL6oW8nlOHnN4++UfsgUz9+VrMh0mAjFJQkQgPXPFaFq0u1QUOjqc2O4mGMAokJS92tKig4T8IHoYW43BX2KQ0ysyWUhAS7BY3If8MwzJrKg07RgMWYCijZw47M8xHWI/2EFLEkw7s91CgYZ9R0lTuGhSxwSxHdV9ZwCdJZjt7C0AtyOSNek+9AKGoS9ZPTM5UNyIok0XAGAk5upa6wQDGEV+YDXIGFSbtGObEMLxci+3AawkI2NIf2c98SyfRTGAe/k3VS1PeUB5QHlAeeC4PAAwFWYmAY0WcTCNAVxHsseuuGiwQf9fyDVncfHhGG41spjlnzE3YtBZI2OtTwDA/c27m2kTt9l7d95p9CzHibh/LZNhvvrdGUJyev7bGzn+a+QY1p8u4HsgmngzsQLsX4C4ZjLQaI8i1z2Q42QUDuoNfYBdB4Bj/p+97wDMqrzeP5BNdkgIJCEkQCDsjSAiQ3Ev3LXFbe2wWuuvtlV/v7b/aod11GrrqNZdWledUBEVlL33HmElZEAgewH/53nv9yb3+3K/EZqQL/ieNt9d7/veew9Iznee8zzHPtUCRTuhiKzqkNWW4zhyjDbig/tgHGVPFKHiYo/hzS61+QklAe3nLmwbQkUcylnTKAnNGJFqjIwb29B8tdkItFCvDR+vcemkSMTOsFD+ufsx5oyNta8HDADcvv43dzce6PAeYP/fyLDOMjAtrk3ehf3ZXl+8Ry4bngZJksg2uYfXRQkA9ximLkdCIuWqkRny3qoD7uwKr5NxgQCwq/+vHjYysUrSj+2XEy2VyWNybfnfrb688ZBmplUiuCIoO/YOsB/A6N30gciEu0X+/V0rkKIMtKftXyny1/GKESJkTowHSPyzPJH/LRZ5ACyIa1+zArX1b0PD5jyL9cs1mBBc/AwyquMsYDjOFaRCcprsX1qgAHBsGEDwlCGyNi5ZsuobJPFwnprPD/b/JTiqElAuAHj+vvmN1z13rsy5Ugga24OOC7Iv8BzWLseNMtB5c9T9O6N3MlnSZIloZi8vRDCY9GNMNrLCLiokqlkP4DCwb7qiB59mb/hZylw2HjAeMB4wHjAeOG09sAcAcA/Ei4zb/BkZwLkAUmkETssgozckw6pm9zfX6Tp78v7lyx1yD/q4BbrO+YO6y7WjM+TxOVsdJfuc7sNzOu7WfYD7QgKattMlQ6gOjuxVm+hu2VJTf1z1I1Yn+FEKAJjSyWRmaAawBnzJimUbELTqULJ85QCSnYxgIRNj7KPb0rjWab2TOUcAmMnGyAToF/v5M9e93HgftkvRxuenxB9loAOQgC6oQAIQxh7ALID0Zoxlo5g8DHIjA7gK/e0oYx0Ii4Ovc9gXKzzI39c8nvGA8YDxgPGA8YA/D+wHw5cM3VQvOcjdxRUKeCVDeAdir36pvlmQ7P97Zp9kWUgZaADAVFFk25KrRqaj1V1T/MJCwq8w9vkZo2RCX1exmuth4wEgv3DjaPTq7SR3vr5S5SUJDFN9ZjuYxMgYKmbvwh0ljq/XG8WCZADTCAC7FQ3inGIAByoBrVtnqNXwwbggMtZqrRGdYp1lkZ03o5wyY1BXvtXbsDY5Hw2/RiUi9vMBXFLCmnlXxoV8H+TylAQ099kejyo7bWS+5J+7hPovcG2jx2q2LMkpzHF6K4K0TyiqblvQ3H4vs+/sAfwNNmY8YDxgPHDyHmD/36HpCeg50Tb/nMzdXKRYCzefmXXyD3kyM+sQGJWA+WALSK4elSGHKutk3lb8wvdn6LkmZUgoufr/6uFjjlssisKuY/SpwLYEk4s2ioy5rWn8kr8CmIV0ycT7RL54BAyOvmBprEHwVSpyNcBiLROtZ+xeIPLSNAQrqMaLBYB7Oeaz38ac/4Uc9M/Q3/cdiz18639ELn4cOjWvWwHPhY+6VkBI+c7NFrOYci1MtG18X7bkLxMGIoHILm8s2SgDkweCndNJ1kZFyTAkJKVwg1qfcsjritZJHZ5PJ8wSJUwOViHo8mJJEUlq/DEC1LBhKcMaJZG9TDmlp5UMdP5C0TLQF2RdoO4fYktS2sFgbw9HCZieMT3ZnK2ZBDTnMHmn2Rve1jDnjQeMB4wHjAeMB053D1ACOpD+v/TDloNlkH9GsgpG1gRtSPrJAcBk1/6/jzcqJsj3JvdRa3l+uDFwbRfvndZPyQK+tACgbIDWAywNKtPoPsDs5xYbGSo7kJBstFJLtSYxDfEh7IBdBpoMYPYxo2kGMAFgAqlMIUL9RhljS1eMZZ2wfcaloWgwGpLRtVC2mWS7cAp3M0ZbN+OzBAK2auC3ohAVeBb479YHOAAAWMsfEwCm/LM36xGDWLsDGGNIGuPI5CgkRQOwsnoUBxgzHjAeMB4wHjAeOE09QIlnMmJDXJLNnq9JIJXtRhjb7UJf3ZxuVjzpOY7HpcghrkOf3nT0E2ZvYeZ0CC5TEvq6MZmNU5hbferz7fLjc/rJRPQIdrJktBZ5DuAw+/4ybjwjOwlM4kiprj+mtpzDAsdDFYjNPIxsZarH8HkoAU2WMwk32jQD2Fu8qscpUJT5RG1spUFCSpeuIsyD6viqNE+PcN+GRoL9a+VFpfsQ92un4ohEE7KA7SqInvc9AfCaEtZH8T6MMQlm1yNHHAGgnznYNiyEK6628s0kf3haoHGa57y2OCZBhWqGbMnnzwxZxZ+H2v6665td29/I3MF4wHigA3mgC6qKfvpT9wfmOQdbteeIXD4CvxDbyF5bnKf6Cw8+yYTcST9WAQIS/mJPG9G4BOX2BoHp/M7KfTJtYGrjeccdAra0nmdYW9dnVtkK2Xi8lxSVhUt3W8zkNsjpYOXLVt+y7MnWVVakLXtBZPStVr+27Z9CnvknYAQ/gWazf4LEXS/3VQ7tFHntMiuJFw8gkcm9f99pVb4lZiFgq7LW4zuT5Tv1QZFvvyXy1k2ozKsRuegxkVn/g4AOyUTem6wRVr8dyZPNu/4juUm5qvrL/abNjzYc2qB64VaBMbLtRI1cU12N4G+DGkh56HoGWjDdS204AOAvxTqnLtg+kiOT5ePdH6szGkS9rA/eMYjs3Mxz5dHlj8pCgMAEfylP/YflfxD28j1SCz/C/PUB1q8Th0CaSUcm6GqRbLUzhynfV1iJZKYx4wHjAeMB4wHjgUA90IJ4L9Al23scGcCBgLhMwO1H4ksDwOuZmAOLw1f/Nl/v9unGg7Jk12F5+ZYxbkWR7Mk7e8NBeWXhblkLkLkrpP7O6N1VvjepN2JKC2zuER8lN43vJS9+vVtuHJ+l5AB93YvXWEin+wDr4z5gAe8sQnJKGxnAkKpLSwHLAcZk5tCMBOsq5ZBV7y4kwRgH0lj4GIPYjjJtjAtpsYzxV6rdZh+hEdb1KjBNUtshgccHIosjMduVxENs688o20eQm++fgFi5eLPFYOY8xQAGI8WPkfXLGIzqK2QDM/nlxH7on4DkYgcwDQAzOUf1mvUlkGT0Y4zjjRkPGA8YDxgPdBAPnIbxXlt7nuCot/6/vDellAmokkXLlnjswevNKMlMQb8ygK9k2a7Zd1TiUMRH9RYtHX0c0s+/+hBkCeQc75qK4jvYYQC1+0utwkYW/WljLHfrhGz509xtcuWIdCjJ9MT+dhQChsmew1YcuDyvVC4Y3F1PUVs+L43Pngk56AbcM/9IDfatXC8BYALJVMSx309N0h8Ee1ksZ2cAMw5kfpExI3sBsyUIW2sUrNGz3LeMO6m2yDgsCjFZe1gyfFy0yfedCQAXIU7ke1FtRhniZhrjScbMbWBkAJMwEobWJNXHkC+1WSCkG9vwNt2NC7cKKQPJZxZXBUCiatOnNYu3DWXP+NV4wHigY3uAFVHRCA7sPzznYUwkHYRESFv1/91WWK76V9x0ZpbHnU/BYf5qBC6oTGMPNJuRBfw5WMlOFXW2YaBpAgDummMlpvQFRH1dDiyUpZ2Gqt4f+rTfbU0Z5J0/FBkxw5Ko44Slz4NxUQc27t1g//4GFWy5YPC+bUnwjbrZfUkm8Z4/2wJ/KRlCaT8CyXd8KXL/bpHvzhO5axn2kQy7+mVr3VcvFVkzU+Sql0TyFiD6xLizf2atu+BxkUHTraAHgPHm8j0yILGfdc3HJ3/pE7wcnDxYNpRskGMIEodX49mYhENv45WFK1WgwyVqjgF0htX7SDBd2udSWXEQPYM7WcEwE3Dn9TpPzQuWD7I/chJz5Ov9X6tHorQepVJqCKq7zClpqK+5bU8gnq45Cq+dUECw/ZphANu9YfaNB4wHjAeMBwLyQIDxXkBrBcEgMhb2lATGAGYPNlp/FwN4PcDZQIBjp9ek9N5vZ22Ryf1TZEr/bo1DeI9zHp8vd89creT9/u+SgXIN5J7J2rj8mYXyMkBhbd+fbCX7np23Q5/yu2VhomYAc7ACgO0MYBbtIbnGnnNRkMQm4N1o7PdLli+LAgnk0oq3YR9sgxgkDEuwTzvho6qf/dFYONhrQlN8as06tZ9kAVOumswMn4bvMiyITOptxbUslmQbDkpA08hmCZAB3CO6hwLhCQYzrnOyfkn+Y2Oneaf6nAaAGaMrtZkAHoBqPcf5Z2/stPTAnj175L777pPc3FykA6IlKSlJxowZI3/84x+lqgrf3VrJZs+eLdOnT5eMjAyJiIhQWx7zvC975ZVX1H9/LIQJ9Ofmm292XDLQ+ZMnT3acb04aD3QID5xm8d6p8DlVUzJQGOjNyPrNTo6R7a7WG319SEBT/pkA8bLdh2Vc7yTV35cs3OmQf9b279UHlBrNry8bBIC4VC57ZoGM/M1n2C6UMQ9/Jg+8tx4kkqYc0o/QbiQcKozPoPXI5cPTCb+qQr+DR2shWx0hy/MO66Ubt+wBTCN7uRckoGl2GWiC0zSffYAJ9lIZxs4ALjug5klCpsUAJtrNfeb5nKzfhRYAbFNbdBrWpueocNNQ6/sWsfjzYYzI9nfIwynT0s9UkmkjYw/gcLCTneKs4SnD2+iuLV+WBBUqMWryjq8VfMla+5pnrrWeBwwA3Hq+NCsZD3zjPECJElpbAcBvLtkjlDi5cDB+4Z5qIwBMORIPGWUGV4yfP1wLENWXkQHs0f9XSrZLp/IC2Z8wpmUA8Kb3LXm9YddbdyQgTPnnkTdBTyYPEdxXIikAm9mL4rI/kxbi/mTPTbQkWQCQquDlji9ErviLSPpI97HsgzH4SgDDuD79BZHtnwFcflhk8i9wP4zv2hs+GWYl+yg1DZmXSiQN9yDwzCWQ68c2HdqkRgzqiqC2eI3EhEZLn/p6nEOAWLxFVhWuUr18GexoW9v5uN5ttuU6FfUVKujgxbHdx0qCki5sNrRdT0zKmKQA4GOuYHFI8pBGgFs/GPse+zP2ZztSd0QN21/uSla6JqVGpxoJaH8ONNeNB4wHjAeMB05rD5ApUQ5mLyX5/BnlnynrR+YFWRcEZQPt2+u59gdrDqgE2s8vRDGey5bsOiRXP7tIoiNCZfY9E2Xmd8cJCxp/en6ufPrjs9X+rz/apOT7OCUJzODbzsqW1xbvce/Vqxd02LIPMCWvlZwgrvfpFi07AQA3SveRAYwEHAGONMgDNkpAM+HFhNYxxGCM7WiMUQ5tt5J63fAejPNoiF2dDXEL5fAojdfrTOchp+os+wBTctCvId4sAWitAGAkJROzMAPnGgFgAN+I0/1ZfkW+pMekq2EEgNn/zMl6xvV0Oh1058hmJohNADg7Pjvg59PtTQKeYAZ2CA989NFHMnToUHniiSdk69atCvAtLS2VFStWyP333y8jRoyQHTsCL1RxeunjYJDdfvvtctFFF8n7778vBw4ckLq6OrXlMc/fcccd+LfZ+/dAp3V9nevfv7+vy+aa8YDxgPGAmwfIAKZks5PVgCWbf7RaeoNRy/6/ZMumIG/pZIzJvt5eIsN6xivmbQziQqpK8+eCQYg7YJRhZu9fqgyyL/D1LyyR2oZjKOyLViBv3bET8o9le2XyY/Nk1V4L2OU975zUR2bifCSK/CjpTOYu16WyjBMAHBUeImlg+e4uqVDvxjhYM4b5HGQA00jy8Wokk9DsDOCjLgCYRYVUkSHZgUV2FWQGO9gg5BwpAd1jqMPFU3SKADBbmPgyFkoS6GXLFOZaaS6iilQUWcdt8KkloJ2Ytcx5BouRAUxyCpUNScbxZQS1jbWvB3z/CbXvs5m7Gw8YDwS5B1buKZWeSVHCvmOtbdXoh/EequCuBVMiPLQd/qkiAGyTf9bvxwTd1NxukIF2B+D0dbWlRHLhxmb9f2XXPER6YdIAiWXNPHGb5+1g9ZvorTbF6j3BMZSDJjN2wj0ii59Gci9LZNun1rFKZtkW+uAuVN65vqRnTbDA3bThtgEOuwSQh10nwl7ArPBb/QYoMhehT/D9AJhxP/5yL0TAxveIipYTGD9g12KHhdxPUeI5MSJRyJpYW7xWhnYbJp3jMtSgY/DX6sLVqp8v+wnTojtFSDkjWAcL7xwu8/bNU1c0g/ayvpc5jGz/UwSAS2tLGyX1zu11rnooex/g0M4ILv2YTrRxrCcATPYG70FpaGPGA8YDxgPGA8YD30QPEAylBdIDmHEYE3cRoSEAUSsVcDw0I77FbiN4/Nz8nXLugG6Qk45T8wku3/HqChmKZN/b3xsvZOrajXHt/4IN/D0k7h7+ZJPMXl+gLhMgBhwpb60IBMwUrBur5m3F/WhkAJcj+cfkoTICwK6WIOmJVq83dZ69gcneZEFhUp+msUzYVZVafdHI2iCwWYo1nCwSvqK8H9Vo2h0ABgOYYHQgPYApc60BYLJT+M6NAHAP9CA57JcRQgBY9/dlD2AW6DlZZizW7yDGOJIS0C2RFjxUY5J5HeSPN+DHXL16tVx33XVSVlYmMTEx8sgjj8iiRYvk888/V4AsF9q2bZtcfPHFUl5uqSgEvLht4IMPPigvvfSSOkNAeebMmbJs2TK15THtxRdflIceekjte35cccUVsn79er8/OTkokIZ17txZZsyY4bmM2/H3v/99n+u9/DK+fxszHjAe+EZ4gO07CstrVGsQpxfeg3iTJNdsALTboVpIdi+L7ZyM6isswGO8yb6/+UdrJDo8VCb2S5FE5BZpH6zJVwV9U6Ak88N/rEI7knDkCytQ1Fep5KWjwjrLWPT6ZY706mcXy1IUGdJuHN9LAcT/WLpHrhllFZ2x4O8YYtON+WVSyX7DHpaF2JcM4DCQODh2ryt25rBusS4AGOC2V9NKKeyLq60YsRWNhBIaQeB4xEAaLLXONn1GgIlMRi3JJe1lBID9GeNoGuNLxoeMeyuRH2ULFe0Ha0SrfpItywIo3R7Pvnh2Qrb9sF332QOYVlpTir9PYT6fxcSMPt1zSi7iW50x4wHjAeOBk/PAqr1HZFSm65f8yS3hddYsJMOYxLpujBXIeB3o5wIDMkrs/fKDDfLAv9fL377ahWAIMrqM2LwZE2JkQTgAwJxyNYIrBlR22T23pfYvxyHW92QA754P0HSsZPfoJjvA0GCln1+jVB3lpIffYA0lW2PJcyJDr7WSVpvRAzcSicXoFAsAti9I6ebVr1tnug8V+c67Vo8NVlOX5lkgdRmSjlzTyVIHAgT+lN+arT69BCm/fgxU2zus0Qj0Nneqk3AEmL33rbTGOK3jOkfZ54HJWBNGAHhYCgI+gtGQ2t5xYIlUNIC1gv/VuqRYcuJ6uTOUXetwc0aPM2RB/oJGyWhWnE3NnGobETy7ZPySWfHV/q/UQ2mZ6piwmKaH9PHXUQ8iwEsjiL6v3D05bJfv0+PN1njAeMB4wHjAeOCb5AH2/6WRBeHPthSUN8k/g/1LOxkJ6DmbDqoEnZZwZnLuh2+uUsyK52eMFjI9vNn95/eXS4amyU/eWit8dhYZXjK0h7yJRB6Td/4sp1ssEi6dZBNiUpruI8cYU8V2lOQjyAljf2OyVZRpST4mr7q6AGAt+cxz7GnGgjJKQUPq19EoG83kH1pbtFv/X/1g7D9MKWcyNPwV1JGxzGLJCr4nxhMI1wk+zWbxk9TLr3RnANvbeuhH4rZn7H/3Hca+VlvvM44kAzgrPivgWzHhZ+z08sA999wj1dXVEhoaKnPmzJEHHnhAxo8fL1OnTpUXXnhBHn30UfXCBIEff/zxk3p5zn3sMXyfhI0ePVoWLlwo119/vZKY5nbBggXqPK9TctqJbZyQkCCDBw/2+RMSEiLbt+P7PGzKlClKXlodePno1q2bz/Wys4Mn6e7lFcxp4wHjgVbyACWQmS701gOYDFoae+puK6yQHB/yz5R9phWCVctCw8XoB0y1GsZ/NOYl/4r2HxP7JssfP90KkLgzJJhrlZrNBz+cILPunihXjsyQFZB0HpwRp3TjvvPSUsU8Zs/fq9CijuzgS4YiZoMxxcjCRsaRWrFRXXB98JkpX03LhAw0wWxtLFCkAiPv79WolMICQeYftbGtiDJX7FoBtqyv3r4ky9DakwGcyH/TO6nH8PpRuMW6pJVeopMtpZjYVIsZ7HXif3eB8RhbbTA36mnRYQDPg8R0D+CjdUclMiTS51NxjLH29QD+qzVmPGA8YDzQcg9Q9mQTgNSRvdoGAKaUyVkIggJhcTg9/aIdJTL9rwtl2pNfye9mb5HFqJJbA8D6ic9QtfznBXLFXxfJvK1FTlOtfhS84gUAZo+3BPRT+8ibDDTlnxkQkWGgjdJ6eV8jSpykEo7sF6eZKnqI43bNm1aFWe4l1uWN7yPogOzKuB8ACH4W1wD+Uj7l3F8jCWcLBgjyvgmQmMZnIZBL2ZI5/yvyp8EiTwF8ffZMkSdyRX6bDrrJjXhvrONpZI585z2Lccx1Nn+IzOoEBdoKEj+bu8RJDmScw8JQFbfmH56zG48Z2JIBPLjrYMkry5OjtUdF9a8gAHy8QVYe3oTwywrAqo9ZCcoKH73Fzk4/W0mN6BuMTxsvwRQM6efiNqRziExMnyjz989Xp9kHmMGSna3b4KvHnmuxMvS34zvyZ3/FftdZa9O9ixXwM1g0ZjxgPGA8YDxgPPBN9ADjqm5QpekCZoUvY0xClq5m5rL/LxVtErpYTAxfc+3XrKTdTtXPbZQrHv7d7M2K6fHMDSN9gr9cpzOYIL+/cohietz/zjolRT1jXC/Zd7ha5m/z//uciTqyfjcBzKYxkUd2CRkjitXKOAo9gGkZkDGknKEyJupQfKeYGZoBTPaGYtBiTqcQa1y8pdJiHXh8MqZkbNvzDAQ6vv3tMbP1D0Px58Z4kuCvfnZvd6FPGLPSdEKPrI56+Eb3s/MBAFeg/Qlj2LToNGlA/Mq4SyvRWItan1SqiQ2PtZ8K6v3ULlYrkaTIpICf83CNldQOeIIZGNQeIAP366/xXRV22223KeDX84HZF3jAgAHq9FNPPSX1qpWP5yjfx3/605+kocFipT399NMSFeX679E1rUuXLsLzNI578sknXVdatnnttdcaJ9x4I77nGjMeMB4wHgjQA2Tt0rxJQO8qqZTYyFBJgAwzW2/0RUGeN6MUc//usbIC6omZ6MFbjTwqYzXKPdMICDNuq0V+8Gh1vdQjj8eYcs69kyAbnSBs9/HI9CHyjzvGyY7CShmOc/WQhP7W35YoRvCN47OkpKJOVu87Il1RSFhSUauINHw+KjZ6GgFgAsRUsMlMioYEdBMAzLHd4wEA+5KAVoWCeHbkuBrtyB5rl6oqjMXYI5gxopORNcr8ZQzW0IV3TuPa+lwY4uCEnnheH8zVI7utp0C8p4y5V74/nzuAliEn+wqMLZ3A35Ndr63maQZwWR1UQ1gQ6sMq6/DdxFi7esAAwO3qfnNz44Eg9cAx/LLOy3P/4TmbsVcaA4+26P9L1i4DpOvH4hdyC43Mi/vfWSs3vLhUzXx+xihZ/6vzVAA1Cz3Y1v7yPPn7zaMhldJJbn55ufz07bUqcHK7DeWfw7pAAq+f22l9QLkU9uv4BCxlJv+ame7/a5eBKVhjyZz0BgCcagWIfmWgGTSt/ScoKVfheRCg8F6Ln7HkoJmkIjgchQCq+xCMudr9MT66B8ks/pLFP/O3fyGy9FmRp0dbjOD+F4p8+x18u58rcsNbIlMfssDf5yeK/GsGqtk8ko5J2SLX4ks0k4P0yae/EBl/l7rf5pATMqAW7BAGeuux1jFXcOT+NEpWjoki1f+3aI0Ce4ek4Ll7jFAA8KrqAmGyLMwWgO2r3OexStPhJgDGtGMMLmHnZ52vtsH6cXbG2bKtdJtQKpCWm5Tr1gc4kACPIDF7zlE62kkCmusaAJheMGY8YDxgPGA8EJAHAoj3AlonSAaRRZuF5Jo/KwCzg33SdDy2DjHt0PQEf9OaXWdibR3AY/Zgo329vVj18H3wogGNbNxmkzxOsEfwH64aKkvBEPloXb5K7A1Oj5PXF7uSaR7jPQ+ZGNxUUKZOMz4l+3kn+tGJTsa5GMCU+SutqpeqOsRpZAAz8UZrZAAjxovtZp2rxXwW5UV4T2hazFk8Y3vLP1tPDIR7jCU5GEgrDJ2UZKJSG/vX6USkj6Qe2b+0tJg0oUSfjkP1MnqrlVn0cbBvNQO4Jc95qOpQS4absUHuAfbe1XbLLbfoXbctpZQ1mHrkyBH58ssv3a77O+D35g8++EANy83NlXHjxjlO4Xnds5fjHb9vO860TlI688038T0ZRinrq67Cd2ljxgPfZA+cZvFeW/9RUrKZRvUUJ9sNwJZtRDiOwC0loL0ZGcB9Uax3BDFYPcaGI1Yb36er6hvMOa8v2YOevRGyDEAxjQzcl25CvtKjDd643l3liWuHyUqQWvqBccx2H7/6aKOKN8fjGlvUTcxJVjnaUIRwqSiIXANQ2NN6Q7a6pv64AnkZM+4DAGz/N7Z7XBQYwNb7e85Vx4yRdLykBxAUZVFdFd6hS1fr7FErXtJDGrfMXZJ4QoXC9jbKQPuSLqaUdZdkEQ1esoCwDO9FhZzywjZ5uPvVGgAAQABJREFU+uqGaqmoZxze3Owt5JpfPfVnNAOYvYr9FT3WeJMDP/WP/Y29owGAv7F/9ObFjQd8eKAGCZFXXnH/4TmbUU4kKiwE/c58JIds41uyO3PZPlW9dt5A/GJtgRUgULn2+cVg5hbI78CoeO/7Z8r5AGrZb0MbA6mpuany1p3j5dGrh8rH6wrk2y8ukdJKgJja8lcBmBwGULNpnr6ktxdDoo9yKZSCdrMGrHNghXP/X1ZFpY8C0yNCBXa6Z5vbfPsBJaMp3zf829bZvYsRLK2xwNcVLwH9rLdk6yb9HAEXojxth/MA9AKwpV3wWzQV+YHIFw+LjLlN5G7M7z3ZApZn/1Rk1v9YQDITeBPuFSF4/SwYvtzajf2Dz8b4kh1W1Vt4F6lFsLQrLFQG1OE5assthvFOgM0OtrFkozo7KHmQkn/uk9DHChLgZ0Loq4Af16N/m+7/G9E5wo0ha18yPTpdvtjXdB8yhyf3nGwfEnT7Z6afqYBbLQM9peeUk3pGSknTTwcqDrgF6qy4o+8KK9smED2phzWTjAeMB4wHjAeC2wMBxHvB/QLuT0cGcCDyz7oAL7dHrNUnDQDwkJPo/8ukXRaSZ5NyUpBwOy6/+nCjnJGdJN8Bi7clNgGKN+wh/NicrarXG1nA87YVC+NafzYQ/YUZT2rJaDKCyUaxZI0RG8b3VEukJ3RRW8UCJgDMHr5M1rkYwlK8DcWGiFMJDBdvxlhEZ0xyORkK9iQywVKHoSpMMFjGaCQeAwQkWehIFgfboLj6lwmloflOZEYzkenFCiowB0YAmL2AvVm/xH7eLgXleQLA7M9GVnOgCcaCSssXQflC5qFa7AFKL9Oio6Nl1KhRXudPmjSp8Rrlm1tiu3fvlvx8678b+zpOa+jrBw4cQF16ntMQr+cITO/bh/+mYVdeeaV6J6+DzQXjgW+CB06zeK+t/8jyAewmow9vJPKdTsYeumTSbof8M62fi+DhObYIfYTJFg4F+YS5U7bsaECBytRcq+COUtOfbjyI4jyL1MDuH/dN66eKAGeA0DLlsXly9qNfyDXPLZaXFuySKZh39zk5KPSrVISWt5bvU23ppo9Il0VgEl802MqfsrcwexKvBQBsB3f5fNnJFlidh+fqBeWYCshRH7blQi0GcK3nqzQdKwZsj6Zj7jH+Yq5TxVKIr2hsqedkg1CQQwZwe8o/6+ciAKzVYPQ5+5bMX6rhUPWGqi7MDysAHLEyW4m0gZVUlXhd1Z/MsteJbXQhjrG0y+LD8b3ChxEkNta+HjAAcPv639zdeKDDeoCsB/awCEUFW2sapZHfW71f9bLwrHrzdR9Wrl0FWWcGL+98f7x8a2ymCnq8zWFAdO3onjLzu+OUFPPVzy2SQ5BLUUYGcNpIb1PVeVbZJUIGmgCymxWstXrz9hzndlp2zbekk10VZgTOt4Lp7NPWv2vJSAM0VrbkrygJ7I+obaLIsr+hGi3JqpzLvdh9mVddx5T1WwUgmMzdGai2pqT1388Hy/c7CMgA5LLqbjACsCysx37BC5/Et/6u6OmGgO6NqwFkr3Jfd9LPIPUHhgWlphc+JTtyz5cG+FExgMkUYU+MtTPd57iONhzaIClRKcIEE/v/Du823LoSkyL741KlGL2mKKFHcJPWPdo7+H9W+llKfi+0E1BjGNdKjExU+8H6weq4kakjG2WgJ2VYyROynrWxj7E/49/b8rpyYWUgE3V2o28LqwwAbPeJ2TceMB4wHjAe+OZ4QDGAkZDzZ5sBmMaCeUtmB/u4VSLx1tL+v2RezFpfoMBeSjm/ATCYCcH/u3Sgz/jT27P97IJcJdH85pK9cuGQHujt21k+RkGjPyMATCYH701jH2DFAC7dY/XopTwyTMsYKlbLoZ2WcgvZwbxOhZkSxIqUR05BnFmwXs1p7I1rHTV9hkdh7XSwJiKwsO94uWlSG++lAwBWhnjUn1ECm+o2BMLZ6oR2dL9VTOlH1o8FeFSrSY5KFs0GthZw/+yfCD92IGMMeRx//mQ129V4fL2Cr/f3Nc9cC04PbN7Mwg/8G9K3r+oB7O0pydzVpufoY3/bTZssBSeOs6/jNM9+vaX3scs/33TTTU7LNzv39ttvy8CBA4US1LGxsZKTkyOc21KWc7OFzQnjAeOBDucBFst56//Ll7EA4BjZDsUVxpOpcYiHHGxFXqk6y4K+wcid7qb0MkKuKf0tAJht70IQQx6tbgBppbNiEj/0/np56vPt8jVa2vE+e9EWhDLSv/l4s4x9ZK6c2TtJ+iGXmIi2JVhKfv7uOjlvUCp+d3eWvXhuykvXQamRUtBUfrH3+OXDsCUIxxCYzkQRI80uA909LrJlDGDGkGhVppi/BIAZG7KYUMsnqzvYPjIQNxJEDRYGMFuA+DICwIwRmSPlu1Yg3xaN9yMQzuNWtqJqFCl6MZJBgskYL2pQWrOBvT0fFXMYZxprPw/4zza337OZOxsPGA8EqQdYRbYK0iO631lrPib78lIe5epR+EUboBG4/TYq5MIQNL0L1u+gNN/VR/Zl2UODcxh03frKcqk8UixSmmeBpfaBHvsEvi9AhR2Tf25VdfuWWD3U7BVtDCrIqIX8szZWCWoGij7ntm2oRb/djwDQAogF6KdYCltmiYy9Q2TLJ1bgweBj8i+s63ryuresAIXHIUjqVaKCjDLPZAy/e5vFBLkZ61DCmffY9CEYwG9YLA9KmhxCMoySLBGo4Hv9SmgKb9ErYz0Arpc9DQmUKiWDsinkuITg70JOPau5EPxQUo/PVn2kaY5rjwxgsn/ZH2LnkZ0yLGVY45iV3ZCEcwVPVQ1YG1ap5Ksbh7jtVDZYSU7dN/eCrAvcrgfrAfsWLy1YqpjNGbEZEsHg2GYEd/1ZLf7MSmutLxL7yhFg2ywVgaiRgLY5xOwaDxgPGA8YD3xjPHCkqk7Fj4EygNmPjb9314P9SxvcgtiR499euU86Y/41o3rKUcStf5q7Xa4bk+k1BiVD2JflIC68amSGPDd/p0RCueYcsDw+WAsVGD+WCwCYpmNKMoDzwShpOJwHdm+musYPSgEyyVhwuMxiaFBFJqm3dZ3xZA38wJ+uOUhq4b6MUbzFYpTCY8hC1m2oeyxjLdgOn0zQUZIvKsn/zQl2890VAJxlxctM7tHYYsUHA5isX7J/O4Mxwv3oUOeCg8z4Jt9bCwf3JwFgGuNIrcbj74k1G9rfOHM9+D1QA3ZgSYnFOsrI8P0dPDExsZFRq1m2gb7h/v2u/84wwd99evbs2bhsS+5TWVkp7733nprLNaZMmdK4jq8dgtMEmqurIb9ZUSE7duwQAslTp06V6dOny9Gj1u8KX2t4u8b39vVTUAAwxJjxgPFA0HiAxXLe5J8Z8x0C6SQbUsrbi8qlL+SYveVxKP+cCZYt24UkgTzCdA9Zt1koVmxAXDhz2R4VSzKkagAyTEA5JTZS7RNYfuXmMfIkZJ/jXP2G2b7kOy8tQ7yZIYUoRIxE/nMt1t5ysBzs4BT5cG2+KgQsr6lX4C8d6ikDzQJDPhPBZW5pew9ZOTjud4+PUnNr0KvY0TwZwAR/mQdUoK8rP0V1mQrrd0qzNSqQb6VRcbG9jW1QXC3lvD4KCx4VAJxm5U8JYrI9Xz18RhXEVrbiKss/dqKIvgXjz2AzLf3chS0U/Zg3aWs/08zlVvKAAYBbyZFmGeOBb5IH9qOyjMyHtuj/+8GafBmAZJY3GRVPP5Mx/P03VqmeZm/cdgYCFvwybqFRvuWVW8bIDgRcL/wTrFsa2bJ+7OIhaajIq5INBxD0aCPQy4SYvZfEvqWQawbYmt0EAJMBzEo79ix2tB2fI6DAF00ydGmrX7eSbEOvFVn+kiVd1wMsWvbztduHd1tHTGAxoXcdwN1Z94lwPfbxHf4tkXduEXnvdpF1/0TyayeCFwDUZN5yq3qnAcxlVV5dhcirl1qAuL4HmSFn/RiB0nEEmislW1D1pcBbhK3VACa5zuYP9Wi1JUC+8RAA4K6DZH3xekDFJ2R4Cp7dZauioiQcY0JUNtE6qUFOPUZvKQ09f998fai2UzOnuh0H6wFloGvh31WFq9SXhJyEHKk73iSF4q2PnP19CKBr8+wDnNrFAMDaN2ZrPGA8YDxgPPDN8oBmOATSA5hgKQFgGpNylHGOR2IuUGNc8y56rV2IQkDOe2VRHli4x+TeaQBPbbYB4PIP3lwpox+eKzkPzlbb7762QpgQdLI7J/WWIsTXTOBdPjxNxZeMTX1ZEmT+2C9Oq8r0cfWhqy3Z3STvjAVYuEhWR+VBxH1MXrGvGZViaFSKoTFujEq0rsf5SDJREo/JsGDp/8tnZ1aV8TcYMNIphGe8G9uZaABYgeSY2wgAA0RmDOzFyHrtEY0YG0YAOLRzqOPIzNiOCwDHa1lsxzdrOllS4yW52zTE7HUQD5SXNyWx2TPXn1EmmkagtCXWkvvoe7T0PgR/9XPNmDFDfefy9Yxk/F5//fXyt7/9Tb7++mtZvXq1zJkzRx588EHp2rWrmsr+yJdffrnU1+N77kkYgWhfP2PHjj2JVc0U4wHjgbbygC8AmCxeGnsAM0bz1f93KeI9jqNSC0kuYSjEo4wzbcmuw4j56lQPYYYwbOXBtQpQxEeW7pyfnC2TMXY6igPfAWGFqbL0BAsc/t0nm2Vy/xRV2Me1nvxsm1w6LE3FtMPBNCbLmEYZa08AmOcJQBMAjo0ME8aROobmNcaKtKKyWrV1+2C7O8oh23sA63YhjBspi8ycImMrW56raQ3EaIXrrPYbiVlNp9trjxLQ/oytQdiWLwaxnwZ8datAxs2tbCzEYyuOsE7Nv5cM7Dqwle/23y+nY0bNBPa14lHmt421mwfwX58x4wHjAeOBlnmA/X9pIzITWjbRz2hWqs3dXChXIOkVqP3yww0qqHl+xijp6apgC3Sufdzg9Hj50/UjpH7fKqkLwRdfzYqwD/LYHwf5FQZMH6/Pt64QCGWf3szx7iMp/9wlWaRb0y9sJh45nFWDjrbhHYwfhJ9cq6Ju5asAg69EUgpBxp4FlsyKJ/t33qOoSkPAxeiQwcjlfxGZfT9YvUj2kQVMSel3brWuOd7U4yTB3MoikZfOs+6rL5/9P4ohsQk5r4HhSa6zriiTDIyN7+uRaru/Yr9i/hIAXlO8Rihd0iuuV+OYVQ1HlZR0FzoEFoL/eQNDc5Nypby+vLE/WW5irk+56MabBMEOAV9KBi4uwN8R2MSMiS1+qtIa6789Vtp5AsBGArrF7jQTjAeMB4wHjAdOEw/kuRJyWs7O22uxcJAJOxbi0dYDAB6S0bJ4lqDxzuJKuRJJOcauf1+4W244I1O6gbVBO47M2x8/3SKXPL1A9Xv7Nq79/sohasw+FFFe+/xi+Z+31yLpd0yN1x99u8VCFjBFXvx6l0zul4LEXKgCg/V1b1vVVgSy1rTeYKTQOlOGz8YA5jmyWY4xJqQxniTzgVayzZKEJguCWUhajJWgtA48PsNwD7KFgwkA5iMSAOZzueJJj6duOmSMTIYuE3pkdrAvWSMAjASfHwZwegzmwCgHzcI+J+toAHBiRKKSfmYrEcaqgVi5ToQGMtiMCWoPkAGsLTwcClJ+LCIiQo0gW7Yl1pL76Htw/Zbc5/XXX298pBtvvLFx39sOewzPnDlTbr/9djnrrLNk+PDhMm3aNHn44Ydl48aNMmLECDV1/vz58uyzz3pbxpw3HjAeOE08wCI/BQADhHUytg6hkT1rAcBWPOk59mh1PQgTZaoALz4qVCnOUJpZA8AfodiPyiyMugjYDgNwSwYwQdtP7p4oPcDEPQaW8GGoHRJE/jvYwIVlNar3cD0mbEc7uWoUH1LOmUAzgdsw9Bruivk0xpD8cQKASYAhAEzje+w5bO3zWBNqKFvdzFTfWzwsYydtGgCOTrHOsMCQreGcjOepNth9SFO86TTuVJ2L72mpwPi6HwFvEmO6oCCIhBca+jgr81EwaA1o+WdxdTH6O+PP0AGtI6Ek2IzxI81bQaT9ecvIFjfWbh5w+CvVbs9ibmw8YDzQQTywGvLPZEt0BeOgNe3TjYXoV3FcVa8Fsu6nGw9CNmWf/OaKQZCj1kBkIDOdx0wbmCqXpBTKqvpesqOkynmQ7SzZFOcP6i6foA+wkoFmX92qQ4iizrCNwu7u+Zb8M1kJLstRUjFQTAYLpZlRWm/rbJEhV1mXdsxFkmq/yGiAtytfsZJ0ZP/2O79pKpNd83/vOsb+lAdEluJL6pG9YAG/KfLxj8HM/aBpfEv2mCh75ZKmQAdS0fUX/E62IkEw6BASjOG2SnHKQ/N9dXCE+1D+mUYJ6LVFa5X8s5bJYa+xPWAQHEfC8RilY2C6ikwdeHxQWoQVcQSIGS5fkH2Bx4jgPeQ7j+sxTpbkL1EPObb72BY/LPv/Ujo6NixWmklAgwFMyRjTW6PFbjUTjAeMB4wHjAc6uAfIXuiKorw4sBl82S4k7iizR+lksi025peh/68lo+xrnv3ae6v2q35vE/omo/fvXqXmcufZFpjKePBB9G97dt5O+fmFuTL3J5PkmtEZSuIPOToUOfaQ74HpS5YvW494SuzdMbG3ig1X7Dki5w5IlTmIdf0ZVXO2FVoJSb5/z9hOElWDAj7d39a1APsAhx/NQ7IL8TuZGXYGsAZ8dRuP+iZAyO3+nJuAhBlZthktj2Pc1mrtA8bGBHPFlZjzuj7i5HALKLcUe3B8JM8arXoAe/e5loDmYO47AcCMU33FstaNguuTMSoLCck8CVRisPpYdXC9hHmak/ZAZGRk49y6Ov435Ntqa63ChyioOLXEWnIffQ+uH+h98vPz5fPPP1ePdMYZZ0j//v39Pl5CQoLXMampqfLOO+9IWJj1e+Xpp5/2OtbXBUpY+/pZtmyZr+nmmvGA8cAp9EBJRZ2wWNBbD+DdKADshrYaZSgArIKaHyWgnYykGaboDlXWQt0wTo0NB0B7RnaSWp8kEsahtNjIENXKg2DwizeOlv9FHNn7F59IH6jHjHSpyPwZfYHvOaefAm6jwkMk/0gNGMOx6B3cCTGmyPurD8i43l0hCV0m4ZCG5r35fJsQ53oWHBIAppIh25Owdco+7GvTAPBBgM3NTIO9dpUYFhHStHoI86G8uZNljAEAvBbyz0Odrp76c2TykviDth5erdj1fmx5wrwo+t5Kg8s3LKZsZWMcxjYjdSqedV/c3kbP/Ur7HSVEJqj8LFUe/dmR2iP+hpjrbegBH3/L2/CuZmnjAeOBDu2BlXtK20j++YCMzUryGmzZnVaCSrgH3lsvBG2vHY1EVCtZ7vEdkhfRTzEzdEDma+lLhvYQSmKTDaL6/DJ4sCfEmEjLXy12+Weu1yU8VFXbbXMCgLf9x+opMehK69Yr/o4qOQRJKQNEVr2KvFYD6KP3uVfNfXQ3Ai0LQJW+06w+vXlgCl/6Z5EPfgB2x1Zfr+H/2iEEPm/f0jhuW7e+Uo9k0eAKVMGlj7QSgbxaVWI931a8g8so/5wWnSbx4fGyrmSdW/9fyiFrq8Z6NKdkmh6zumh1IzuYQcY5mefoSx1iOz5tvGw+vFkO1xwWLeFi1X1aj2/fd3oh9j0m84RVgWRW242JO17n2saMB4wHjAeMB4wHvkkeIAM4kP6/WwqswjuCpjuLKxR7Yki6dwDA04dMChK8vWJEOoDk4/LSgt1yNQBenTB7/qtdqjjx91cNlZvGZ8mvP9okEx/9Un723joFFj/1+Q70+d2lZPyW7y6V+8AEJmNY2/g+XRU7+fUleXIeYlwWCtp7s+lx9m3/7jHC99dg8phEVyLPgwGcBunA2Mq9yDSmWtMbGcCIEaEsImRvFFpFe6qA0H4TvU/5aMoepw1Hss856amHnvLtyfSTcxUfCpOaTFiyhQol6liM6WFV6PfGFiWUgGaxXUElCkAdEl5JkUl+ZWc9lg6KQw0A21V6fD1YPZSCGvidxFiH90BsLP77d5mWT9bHTlv22aUFIhdtn9+S++h7tOQ+b7zxBv49tQpAAmH/2p/N237v3r0VI5jX2ReYIHNLjf2Off306IF/d4wZDxgPBIUH9pdaMRRlmJ1sF5izBFC3uwrvvElAkzSTiDYhWwrKkPsLUSAtCwcjw0JkwY5iqay1cneMAKkAU4P4cjpiy+teWII4s6BRxpnPwDHzthbLM1/ukJ54rngU+/HcjuJyqaw7rsa+g+LEs/slQ1r6kOozXFXXoGScSbDZ7Ip9uRaNjGLmOgn8siexXQI6Br2H+XMQUtTNzBcA3IlP5DJvwOjAK9Bebndw9P/Vz0oZaHv7Pn1eb/m8NJJ5mG9lwSRBbpJgFCPautxan2QAM8Z0iq+iqcATZBYXHmcB1o6S3+4Pe7ja5CndPXJqjwwAfGr9be5mPNDhPcCetZsRxIzsldiq71JUXiMLd5SohJq/hcmueOjfG1TQ89vpQ1ovyVJRLJ3BtB07YSoq547Ia4vz/D2KquAj42TWhgILAE4dJBIZ1zSPICyTZb0nNZ1z7TH5qHu2uV2kVHP6KFSjZVuSdNvnWOzfTR9Y8iOUXMm9uGkKe3Gset06BkNWMYcXPIFevfdaEtBH9jSNddqjxIivqjc9Z/P7jfchqBuKOf3q6lHWuMsKhvS4hF5ufYBV/1+wf3ce3SmV9ZUyvBuShi5bVbRKSc4R+j3hYkhXNTRVIOpx3CZFJEnNsaZAtFdsL8mKz7IPCfp9MoBpSwuWCtnMBMbtyUN/ADDnUmaFDGhPCWj2AKZRvs+Y8YDxgPGA8YDxwDfJA0xeBdL/l4AqpZDjo8Ks4j04aVALGMDzthZJKfq4XTkiQ2atLxAWJN46AfEabBHi2N/P3iI/mtoXUs7d5PoXFss76BX84EUDZM3/nScrHjpXNvzqfHnjtjOQXAtTADJVZCghrY1MTBY2frGlSIZCDpAsjjmbvDNSOY/xJLFL3S94WAwATBrjMZulJ3SRlIYDciICcSoZvBogVuwGLJCSi37AW6wZrpYTtunWLtuDUCLZs91Js4HtcKIL1IAo50d2hj+jUg1jZsr60ci0YEJP97VzkIEm4EtjIR4VbAiAOhlbfnREaykAzHc0bI6O+Cfd/JnJzNX9bvfv3998gO1MaWmpaHCWfW1bYgRBtfm7Dxmz2gK9j5Z/pow1+/q2lg0cOLBxKUpGGzMeMB44fT1AcgctIxExgoNROpntNtjKjcBuGqSanWw1GMB90dO3Gv1/GSuy1m8qlF1o/17V9O8I2cQEi2MjQuTfYPHWAgj2ZrzGViL5AGe7RodBdrezkoyOQKzIPsMNkJimyg3Ba94P/1cS0WtcLfz0uuwBTGPxYGbXaPQirlVqNvo6ixq9MoAJfDKO1FbqyjVSCTDKlSOmCqGTRSVYZ0luCRZTxZDMRnoxFgUyrjzmivki4xEHIx70oxjjZTW/p8kArm2odcsR+p3UjgPi8HeBOUwnxrLnYx2s8v19xnO8OW5dDxgAuHX9aVYzHjjtPbAOwCiDipGZrl/urfTGH6PKjT0wLhrsvwKW0s//wc/DVwyWFARMrWZk6sJ6Dztbrh/TU/40d7scqUJCyIdRBvqcAd1k7iaAbk79fymHzARcYlazVayebRYTpfEiGcM7PkO/36utU6tesxJUQ3C89DmcQ3By5t0IQpC40/b2zdhjeAeb9AuAvj9DGeF5aGz3NoITH1XKYQjeIvHnyIRZEirfkvsjQoy01vEGCH94F6r28oSgbt+EfhLJOZSnJmNCz0HAIjs+B4OiXFWvbTq0SbFd1xStUfIg7AWsjQxgVrh1kVB9ymuwk4hnpfQxjUFGR5J/1i/H5Fqf+D4KAOa5kalgT9sM9Zu2I+fdEPzZE0hndWC16vlsjePatKLKIuuE+TQeMB4wHjAeMB74hnhgj2IAWwktX6/Mfmz9Xf1/N+YfVS1N/MlG29d7f80BGZQWp9Z4ZdEemZiTrBJ8lbUNiuU7rneSAoSvQ59fJujeunO83A5ZZwLOtM6Idc/CnHe/f2Zj0SNB4x1IJGq7fDiKwxDWzd1cJGeBLfIZY0wflgMAmLbVpSqTE3EYiiCd5VhsmtssSkBnyUGpxzUlD03GA3vmksFQCyCUMniszrcn9txWwAHZv1R76TXB80pwHJMFjFYlfu3wTut92QdYvy/7JjOepTkAwOz5S6NEMuWfvZlWePF2PVjPawA4My4z4Ec0qjMBuyroB2qQkyzXhgbvzO4tW1xFInijAQMGtOi99D04yb6O0yL264HcZ9WqVbJhwwa11CWXXCJJSfh+20qmWxe10nJmGeMB44Eg9gAB4Dj0ztVxm/1RSUQhAKwZwAR4Gdd5GpVd2Hs3Gkxayj5vQ79e2uR+KUqt5T8bEHe5LA79gWkVYAS7MnquK743ZBATEKZkNbd8itlYdyBanGhjESF7Aq+lWqHN2C+YoPFutL1jD2AaJaG18Tr7DTczMoBV3s/2zooVjGPGjwRHmROsAEDqZIdBHGErkeR+Tlfb5xzboWhJZ6cnoNJJfLql0MjrBMAJAMd0d4wVnZZoyTkCwE45wc5OTYFbsnAbjSUDmPlc5if9Gd/NWPt5AP9lGjMeMB4wHgjcA6tQnRaNSjedPAt8pu+RHyChNhlsiXjIpPgySpn85uPNck5uN7loiCtJ42tCS64RAGbVGgDbn0zrr2RRCAL7M/ZoO1qMYIjJpJ5nuA/fNR+I8mT3c64j+pDVdqWVNpB5yydWddmgK7BFsEEAeMg1AF33oF/GGiupNeLbTevVA2zdijm05Fz0351nAcZH91r9f9UFLx/1SPaR4cEkFyWeKRPN4KdzOPBkH0DkM2NkQ8kG1dNXLnrMWpwJQbJJaEwkHsNzgbm868guFQwMSR4ia4vXSr/Efor5qoaBdUE5ZLJZNaDtXGeJ0Qi22fNWBxZkzZ7b61wu0+FsdPfRsrJwpXru4SnDW/z8rAg8yoQtzM4CpuRgaKdQ1b+txYuaCcYDxgPGA8YDxgMd1APl6MPGBFhWstcoovHNCJKyAI+28UAZwFwkqwI0xqBk5l46LE0l9tYiuUeZZ9qTn22TYsR0VKa5519r0POtToG/BIs/31woP393nVwLUPiWl5fJ72ZvRvuQKnns6mHoCUwp6RNy1z9WI9SxUn9dYyJUTPwu5PzY6mR53mE5bI8V1R2bPijVR7aHTjD27FQsBSe6yv6jtvgSw9NjQyQD1+rrEKM19v9F/EerQFImwvJLIwvWumL7RIKPKjS0zHHWNtg+2QfYVyJPP2/hJvggG7E7kpFkDdOO7rcYHdxncs/DCpDQDEW8mxKVIhoM9hiiDlsCoDrNb69zVJKhikxmTOAAcKk3pnh7vYS570l74KyzzlJzye5dudL6nuK02Pz58xtPT5gwoXE/kJ3s7GxJS0tTQ+3rOM396quv1On09HTJyspyGuJ27rXX8J3ZZa0l/6zX27QJ/164TD+/PjZb4wHjgdPLA4zPvLF/mbtjX93s5BgwgCtUAaDT2+8qqZDymgbIPDeALRyDXrsnlHRzT4CtX21DHEZ6LiwyrDMKACuhaNhI53BbDqe9GiWjGf8RyOU6XJFt6cZkJcpqxKdhAJ5DsDB/WPBoN4LWVM3JA5it26ewkFIbGcAFjhLQKISz9//lBBYFhqMAkzEUwV0WH1binKcxV1i0UaQbcpYhyB0Gi+l2KL6eh3EiVWKonMifMsSIbKfCnsCtaMx12gke9qXZAi4YLR69n9mG7iiY0sxF+jKjVOjLO21/rXPb38LcwXjAeOB08gD7/w7PRKN3h0q3k31PVtGxKo1JMH/27LydUgwJlV9e2sQi9Tcn4OsEgNNGAMjspJjFP5zSF/3a9qgqP19rkMlxRth2a4g9IcbAgKCqg/wzB/d3MTYoR9hoG961WBUMrNgLmAmo0beILHsBQxACjr61KUHHSR98v3GqkCW883NUoyEY0RJ+TVfd90LBjmAQQdbDsBtExv8IwHeWNUb3b4AfnKwaknc7D2+zAODsiVYSkawJuxReItba9KGsL1mPp0av4OTBQgbwsJRhjUuuKQag7bIq1z2hXONoYUiK1mGMroYjS6F/Yn/HscF+cnTqaMkry5PiqmIZnDK4xY9bVlsmx/A/mh0AJjM4uUuykYBusUfNBOMB4wHjAeOBjuwB3busF5JZvuwopJuZ0GIBHtkZm9DSpGXyz8VKYu/Cwd1Vm5CeSVEyBQWJ7NH76uI8SD/nKMlntjT5yw0jVcHkt19cKre9ukJWQX4vFYwKKse8tXyfnPvEfPnT59vlkemDpA+kBBkLvg25aG1Xj0pXiTz2aWNSjyCyL2NMqduKJDcclP0nUlSPY/ucdIC/IezRVlNmsV95kXEq40skbxTtmOe0Ggz37UbGMK91QwxO9ZhgNDKAKefszzQDmAAwgWAyVpi8JAiu2B0oZvSwA5UHpHuX7vgOFKIYwJFe/NRRAWDG1kw86hjT4/UdDw0D2NEtHfLkFVdc0fjcL7/8cuO+fYf9dTXQmpCQIFOmTLFf9rtPJu3ll1+uxpHhu2TJEsc5PK8ZwBzvj4FLxvLMmTPVWsnJyXLRRRc5rnsyJ3fv3i2fffaZmtqnTx8hIG3MeMB44PT1ACWWvfb/LbZA0uyuXVTbDbbgcDKSZphKY79gsoCZOqVqIO391U2xXg/EhTRX/Z/at38w/vNl1fXHAC5D+hlgMPBedR8WFR5BvNstNhLM4GNK0ZAtQtjKz24smmQelhLUBJCbMYCdAGDmJnUhoF6MxARKO6u2c3jiRBSR2fOCehx75xYCAE5tef5LL9Em28Rs/8vGpLiKBHtYY+kHxQDGthXNF0M2Ntz571or3v6kliIDmMZ40B9IzfYpxtrPAwYAbj/fmzsbD3Q4D5CZwATWqFaWf34fvS5YvaaDIm+OOYgg5G9f75Lbz8pGrwr/LA9v63g9rwFg14BbJmQpyZSnv3CBu14mdgkPlcsS90pRCIKa+IymUZR/pmVPsrYen+y9EY5EoGZsSBVkU3bNg/zzldbIlfjyrXoBQ5Zk7T8VMC3jbIAvvoTLhvessRy3+GkR9tMgU9jR8E8+gV+ylCkdPORakR+vE5n+rMj5D4v8aKXI9fjyzAo+GiNRLetsnVGfW8PD5BgCzMHlrkrCC35nXSWYzH5qNPYlBgN4LSSe+yb2VQmlveV73SSPKf+sq8R0H9x6JiYdLBGBbYJN/vn8Xuf7TQY4LBMUp8gAppEF3A8y2iGaOR3g05XWlaqRYehFsr+i6QsETzJ5ZyrrAnSkGWY8YDxgPGA8cFp4QAPAWX5iQ8o/0wZAHo+JrgowM1rCAGbPXzJ6E6PDVf/f68dkqoLIxz/bKoldwtEeJUGem78TKjL9VO/ei/78teworpBXbx0rc+6dJE9/a4T87cbRsvgX58jd5+TIX77cId97Y5U8/51Rqkfbrz7cKHVI4tGm5qZizTD5cmsxegEnyHwwRnxZP4DaWgI6EkBlQedushOsErtFle1Rh5E1WEszHooBAHfpag3TjI1yL2AzgdWaIyhUPNO+bHDtEwAOxKh+k9jbSuiR2cFYjAAwTfV1a57Uo+wz+//SyAAOtbUvUSddH5mxSH52QGMMSWMCksWbgdih6kOBDDNjOoAHxo4dKxMnorAX9tJLL8nixYubPfXjjz8umzdvVufvueceCQtzV+6aN2+e+n5GwPbmm29uNp8nfvzjH0tICP57g/3oRz+S6mp8J7UZj3meFhoaqsbbLjvu/uc//5GiIqgYwL71rW81ey7HSTj50Ucf+ZS7LiwslKuuukrq6vBvH+wHP/iB2poP4wHjgdPXA74YwARMCeaGAzBlDJkDCWgnY09fMmwPQZ2GCi4k/I7vk6yKDz/f0hTP5dlklz3XyekWLd+b1FuGZcR7Xmo8PsaFYSAYqx8eMl9LQLdrTJi6bxUYFjyvY2A9mblIvg//vaYMtB0ATgUDuBBsZ72+niOUe7YzgOtrrKK7aACkvMbjaCuWaJyjd3qOQ4CB3x/dBuozwbGlpHVohO9nYY6TMSLBb/YCBiFDFUJ6i5d9r+b1Kgki3kzHaN6ut9d5MoBpZABHMdfswzjGWPt5wADA7ed7c2fjgQ7ngTwwHBjAjOyV2GrPTlD5w7X5cgHYFJFh1pdBb4v/ae42icKY703u423IyZ8nW5fSxWQAu4zP871JfeSDNflKHkWfd9qO6rRVFtXluMs5U/45dQiCoGSnKZBl6QxJGIv1oQZsnQ3QFYm/3EtQQbfP6qM76harly8llXPOdweYP/s/TLOCPuna1wpGDq53vJcCchOz0Bv4HJF9y1CC+CtIRueIvHyRyG/TRH6NP9PfIAH4z2+J1OGLOMBFZQ7liBsjwiUcUWTfT36Oe4Ix0g/PRensen6Bdz0P5VDqq2RdwVIZmjxUsX+53ohuTf4lAErgNyrEFShwKkslHawCvmogqAzjnGlZ0xxGdYxTyVHJkhWXJSsKV+DvQJjkJOLPoQVWXleuJAgZbNkZwFyC8n2+KgdbcBsz1HjAeMB4wHjAeKBDeCAPsnXs1ZYAENaXkSFLSTz2btuYb4HBBHQDsRqwLCj/zPYjH68tUEDtVSMzZMOBoypO/NHUvvLQ+xtkSHq8kt+7GVLPfSD7N/ueiTIJPd/sxvjyx+f2k9cBDK/IK5Xfogfw987urWQFddEh+7YxNp69oUDOhtLMArCKmyXibItS1prs5qPV9dIJLIyqLunNGMCUO64HaBkiiN0aJaABALNnG0Hgok3WipXeE1BK7q7XeNudg2yXknzeko/2R2X7Eb434+6waLBV4JNGALiHY183AsDs/0vjfr0Dw4XAKeO8jmg6uchCQkpdB2K+eiEHMt+MCS4PPPXUUxIVFaVA0fPOO09+97vfKZbul19+KXfeeafcf//96oH79esn991330k9POf+9Kc/VXNXrFghlJH+17/+Jdznlsfcp3FcTo7/70malcw5N910EzcBGYHmXr16yd13360YxAS916xZI3PnzpWHHnpIBg8eLKtXr1ZrUSL7hz/8YUDrmkHGA8YDHdMDzE0eAAOYCi9OthvSzpRxzkPvXFpOt1inYbIaICyZtbR9LpB3XHZXSDOXqn69PJ8UHeaV+XvvuX0RZ55Q5BcqJZI04pwl40pIxQHwRdiobHNBuQxGLEquiDaC1jru1eeyAVDnH61WPYkzk6JFF1PyOpnJjDkPQXmx0bigYgAjRtJWdsDaIwDMOIpFglBJcbQ+U60+uqmDHC+328nOcJxiAfvwcC3+vPnuLBBEjlMZ1RSRl5PailZ79KLqIrWWU7/fvvHI9wahaQZwWV2ZxIQ5F0Tox65gC0Jj7eYBAwC3m+vNjY0HOp4HVkH+mTaiFRnA7FPByjN/8s/bkbR7a8U+xZiIiwxrfeeR/UuzAcA8/NbYTARn4fIMWBpera5SupZvluXH+4OpYf3SVtEcGcBe5J/1WkzYNTKAt3xssXOZvFr/tiWzx17AS5+3hk+4W0+ztkufs7apw9Dw4y3XNRcA6z4SvdrOFEnpj37Bs0F9uVTky4dF5v7KSvbh+d17/iK4a0xq2dezgqKN4RHSH5XQYRzz5jXWnUbiyzaPFQiMU0isVSJA2lFVoGSfVxWtkrToNOkejaAJVgcWybqidar/b2cXy5iyNd6sCoFZxQkrAGWQYZeS9jYnmM+PSh3l1gfYKcjz9vzsmdwjuodEoMcK+yLbzQDAdm+YfeMB4wHjAeOBb4IH2LfMH/uXfmBSjKAsC/DYDy01LkKS0W83EGPPNvZ9o/wz41GCuuyRRsCWMs1VtceEhZI/PT9XfvDmKsUUfuWWsT7XP7Nvsjz7nZEqdowMD1FqOC9+vRtJOytrd+HgHiohR2YG5fzWA2z2ZlqGcOcBxKEAcE8k9JJdLqnCxjmQPS4LTbIOu/a2tpSAZvFdcq7IIcS6KiazZQ0bJ2NH9whmTBnMxliectWBmio+RLxbutuaoRjAKAr1MIKdPWKsxGdBJYoAdMsU27iE8ATFprGd6jC7GgAmA4UxZiBGPxg7fTwwYsQIBcLGxcVJRUWFPPDAAzJ+/HiZOnWqvPDCC+pFCeB+8sknEhvrDHwE4o1HHnlEbr31VjWUAOv1118vY8aMUVsNuN52223y8MP4vurHjhw5opi8HDZo0CAZNWqUnxnul/Pz8+Xpp5+WG264Qc4880yhD6ZNmyZ8xpKSEjWYLGCyhSMiAvvvwv0O5sh4wHigo3iAreZqocTirQcw85YsImT/X7Js0xObA8VkBjO/RzA5E0AyJZkZJ8ZD1eX1xXsaXcG2JE4WCrT2ybk7ZA+AY4jgKavDjj0rZ59Hdi9Zvi4BGRXSJaAokrLPtHAk2Vgg6dkHmO9BrgcBavYBtjOAGd/SDpbVqK36YHEgQV67BDTbwNEiQQahkRlbBRDYybTKYLBJQPNZkxAT+yp8K91l5UupeEiQm6aJK63YB5jxF1X+nGKwMT3GWPcNsk/NAGZRpN739og1Dba/T94GmfNt5gEDALeZa83CxgOnnwdWopKNMidkWbSWkV2bguq48X3APPBhT3y2TQVY3z6jl49R/8UlAsCsXLMHNFhOs4D/DZlqJhgd7cBK6YRgqKzbaJmre7Qd2gkZFFTEeZF/1uv07x4n29D37QQrx3Z+AXAW7F9GYuv+BSbwxSqJJ8WbLamVzPF6msiKl5tA2jB8GQ1D8Kmr0ZpGWXsDr4Q0NCrttn1qrbP5Iyt402FkfCaYwdPA5L0QAPQ4sEDgB0fDc8E2gAE8yCWFJbvwzHsWiUz6Oa4ggUjmMPrQqnFhoeoOQ9D/d3XhahmR2sT+3VCyAfwTBJCwqgariu64Omr+ERkSKfHWrdXFab2mQXqnY//6IgC848gOKa0plSEpQxp7Gzd/e+czSRFWAtdJAtowgJ19Zs4aDxgPGA8YD5yeHiDw6q//L998KySgKf9MIxOiJfLPszccFBbtMZG3Zt8RuXZ0T9X7d86mQrnhjEz5y7wdch3OPQm1GgLMz0LWOQqgrj+b3L+b/HByX2Gce8XwNGE/t6e/sIoOGRsz5mbCMRatUr72IQNNRZkQJA0P5AHQhUWlZDsygBtC8Q7gAAtjPxbtlSIZyULABMggsz2IloNu9uCIu6j2wiRZnAWCNhsSLCcoA22LG70+FqXo2MeXKju0RgZwd4vpYZ1Vn+yNe6jmkJKAPg7WMMFg3b7ENkyy4rPshx1qnwnHhIgEpSTjj8WhX+xgZXOgXF8z247pgUsvvVTWrVsn9957rxDs7dKli7Df7+jRo+UPf/iDYsT27fvfMZE6o7CXMtMEktnjNy0tTcLDw9WWx7NmzZIXX3xROM6fvf3221JTYyWVZ8yY4W+42/VXX31Vfv3rX8sFF1yg3jUpKUnJTvN9hwwZoljPixYtknfeeUf5wG2yOTAeMB447Tyw7zDiIJjXHsAuAHhHkVVQyLjL09YhRiQoe7CsVpIAvHLEpP5Wfu0zV66Q5yjb7GSMM+3mdA/7de5zPbKA9X4JpKdrgAjHRISoZ3FkAAMApjHGZKEhpa+10owGgKks02ia7WuXgC7Zbl2OsDE/K7wUhrHgkAot7KcbbEYGsK/8oo4PQ8H6rXARfo5DSYbGliKtZMzjsY+uU3w5KX1SK92ldZeJD49vXFCzgRtPeOzU6njb47w5PDUeCD01tzF3MR4wHuhQHoD0E5rcuD8yzpEBPKoV5Z+PI7ihtN3FkNPzFdiQ/cvE2x+uGqJ6qrk/WCsdqf6/I5squWzLfhuJvWfn7ZS/frlT/nD1UNsV1+7eJUpGrv/g0fLs/N1KFjB815dWFZmfPmn9u8dIOaoED6+dJV1ZEUX554K1IsVbRM5D1fPyl6ybjPuh+7PNecg6H5chsn9Z82fSZ9JHi/SZjCZHd1vzKV2is2LsfTbkatWrV3Z8pmdYW1b+ExAv2+92vgKVbnkAdm89Wtd0/p83QKNrFyJl3Gv/8kZgev3xCok5HiPdqytk8+HNMj1neuMcMoLJekVHksYAxz3UbRyqeuRGdQqToxAupJ3X67ymix10b0z3MerJKYM9uOvgFr8FKwNZQccqQSYiNSBO9galVSrrKyWakobGjAeMB4wHjAeMB7x5wEu85214sJ5ngd64bKswytszMuZkj9zzBnVXQwgAf2ssQM8ArLbhmMwF0HvbxGx5G+xfKsOcMyBVfg/pZgK0eUieMV/XA4yJmcv3ytt3jvfJ/PW85Y/PzVESz4t3lkg0QOPnv9old03NUUDytIGp8unGg6pQ8qvtxfKjc3I8p6vjiNAQxUo5mm8BwAlpfeXQsgLVmoQ9i5VBAjoERYP7qrtJFiT6OrHAkDEhk1mamRGZYBUfWjOaPsl0YJya0wFiMALAVKXxZ4y1mfSrARBMqzqEdwQYzH5wTOixINPF8NBSx+wBzL63TuxfLjEkeQg3HdYYR1ICOhFsnoNV/pOaBMWNnX4eoCzyE088oX5a8naTJ09WrLdA51x00UXCn//G7rjjDuHPydikSZOEP8aMB057D5wm8V5b/zkRBKU5AcANYOHuRcEh2bzvg8Titf8vAOAYFO2RURsRGqMybxPQ/3fv4UqphFoMrTMQWQ22qhMeH2N6JSDm7I0YM1zmo/jv1UW7USDojS5hZfcIHCNSU/Eo25PERYZKDH4qatEeBGzjsuoGqcc7sEiRRhIOY062UclJjcW1E5J/hPLXXRRwzZYphXYGMHv80uyEmWIr5lRqguEAgesqvMSQuGfhRvQrG2StEWyfSYgFfcWN1TbWL0FMKuKwaJLGNoKtZMXVxSr3WXsc9/CwhCjE50FozDnqvK6//COVDO25yyB8ndP6kaz/8k/rVzQvZzxgPNBiD7Dathuqs2w/ZZC9Y++01uz/u3b/EdWvjD3OfNlfAb6mIak2fQTAzrYwJnjyVzWTf9a3Igv4trOyhSzgEnsfDD1g72LFnJ2c210q4acVew6jlG4+IkeAfPZqOD3etiUDmFa/8UMERAACGXyQ/cvquOzJIqvfQIQIpsbIGWqc+tj9tRVc8YC9JzrhupOhR6xMBVD88Y9dV/HnStkWWu6llkTLV49C8m8n1gHga7cuSKRqiQ5bNdxmsH9PIBk2qNYGAFeXinz1R5Gz/8daQSXSOsna8FAZXNcgGzf+U0k92/v/ripchZxaJ4no7HFf+zO49isbKqXEBf6SDazBU4ehHeYUpbCZRGQfYLJFokJRdNECY+LxSO0RlYC0M34pAU1j8s6Y8YDxgPGA8YDxgE8POMR7yEr5nBJsF6sQZxSCZeGPAXwASS3GaP3B4i1CQovxXKD9fxei/y6L9S4AePwR+v9eOrQHJAKPKSnoy4elYbtfvj0uU56bv1NYNDg6yx2MZiHj64vz5PE5W+WVhbtV32BKA2oLRTLut9OHSB6YJyy0pNT0C1iLRsnpnZByJvt41d4jUl7jHdjsjwRe3aHdSo0lvSfiSdgu9KtTdgzzwPYN79Qgu453l8OViOMaE3dISGomgzc1GfbMJVDca4K1XjB/EgAOxA4iGUlGM5kdumiOCU5KQKOQTmrR281lByoOqD3GbnpfX7NvsxKy7Icdbp8AMOPKFK9qQO6vVM7+d8aMB4wHjAeMB4LbA6dBvHcqHLwf/X8TINUc69ByjtcIsmYBAGZcR9DUydj/l4xa2j4Ayp2wHYMixZlL96pz/PAF/o7oGQ+wuFrunrlabnt1Odp/HJF/3DFOMhOtNRsX8dghgKsjSz5nNpVhXEVs9TimjLSWheZU5uIYO+9GP+Ne+nld/YoJUKeiD7A7AxjxEXOPdqUY3TqDwG8kco+87iQBTYXAwg3BDQCDVOHVTiCHGoXYnrE0jT6oRM6XObxWZgATJG3g/TqI8e9RDMF/WCRVdfyY6QPsx0FteLljfcNvQ0eYpY0HjAd8e2ANkk7MVbUmA5is3uSYcBnjkSizPwlZHR+sOSB3TurTduxf9q5g1b9H/1/7c5AlwrjZHrip68fwy3nfMvTYHacSiayk+2oLqsAI0vqRf+Z8AtuJwEAT939psX+53vp3LGYumb3sMdHnHCug0g/0rqvKOQy/aFU/CiTlnOz6N0X+NQMlga5ghsk7WhiCxy2Qga4qsY6ZvFGVbACjB4Kle/7vLTZvFYIaJsRsAPBGyHNFoTdd73qPBCQB4KyzrSAIq54Ae2JdZIQMPR4iqw8slNjwWOmT0Efd7xiSjASAGdyEunptdFKhsfU49k+eZyWZCoHwF3BS+tmoWgyzD+mw+6NTR8uKgysUe3dQ15ZVQ5ahvwr9R7P3AdYAsB0U7rAOMg9uPGA8YDxgPGA84McDumdZVrLvxNgWsH9pBFI3oP8vLVAJ6FnrD6J3cLQcra5X/dAuAej7NkDfGsg114CRwT5wO9FrrQsYH+wBrI3Mie++tkKmPfmV/PqjTWrOb2dtkUueXiBX/GUhAF0U0LlsYFqcXDemp6xDcST7v/1twW7FpJuAPsFRKERk4o4Jw0U7Ea96MfYBDkVMewJyztnd4pDcQ3eRIgCZtCNIPCJuiDxWIXknugsBcSnZ1hRfamZHRbE1vtknU5gwxLtBb/EZTe/l62GZuGThJZjREp9ujSQYTAYwTanmWLv7y/ervmwESDUb2Lri/pkZm+l+ooMdMY5kDJkRAx8GYJTGNmY8YDxgPGA8YDxwOniAIK8T+5fvRqlkWjzA4bKaBumL1niexuK+1cibdgGzNglAMmNEAsZUiyFr2J+BdCur9x2VQyjSIxOXvXwX7jgkV/51kVwwJFVJOvtag4xeGiWfOyMIPFjm/juazGC7sQ8wVWzY85hz2HdYW3cAwIV2CehyPD/jIwaX2rQ0MnOpJJTE90Ss6ZEn5NieZyBvmWcRXvTcYNqyGNCfMU5kyxQaewGT+cuCwVYGgOuO2Yg21t2QEbX53HUumDZx9AcsKsQ/qeWoVt0Jphf4hjxLUAHAe/bskfvuu09yc3MlOjpa2INjzJgx8sc//lGqqpr+Ifpv/2xmz54t06dPl4yMDImIiFBbHvN8S6weAMgrr7wiF198sWRmZqq1kpOTVb+Q22+/XdiPxJjxwOnigZWQf2Y1HCVPWsMYHFH+mVJ8vuSfyaZIio5QSbHWuK/jGpR/pqUNt7YOnwno30EG8utL9ijplMYhRRstNi7687L66eycFDmweakF3Pae1DjM2w7nXJm4SyKQkJMBl4KqMQ/VZEUiQ68T+foxa9qkXzRNL9mBYKPAOo7wkew843siX/4Wz2YlPJsWwJ4TuyMmFTowSFrunCsy/3d4lstEfoJ3yznXYg2HIqCDsf/vAPT/tUJLdcr6oGTKnAeRWb1YHR/ofEIOh4TIsIoyWV1TKCO6DlFAJy+y9y1ZvTTKGNOa6hXVYeMHe2BoUJPB5rkp3v+MGid1kJ3R3UfLttJtchQ96NgHmNIpgVppbVPSmElJbZqxYQBg7RGzNR4wHjAeMB44nT2QB+YCzR8DmP1/KYfHhNbGA2UqGectyWf3F0HXz9GzjWo1H68rUDLPwzMS5JVFeXIuZKA/WHtApqCP79zNRfK/lwxU63I+gdzLnlmg+gU/ed0w2fj/zpclD5yjtn+/ebSS6LvmucXy4tcAH132o6l9pYrJwq5dFEP3a0g+U4WGIDDZv71wnmxkb8a2IqnHCqQurpeax/fbWYz4kkaQExYGcC/vRKocQJJTMYAp+UxWA8FgGhRGHI1sB6rTUDI52I3Jye5D/D9lBdRSmPQjOK7fiz3uNACsQXGsRNZvWkyaimXzK/MlsnOk4/odHQDWDOBe+DsUiLEY0SlZGchcM8Z4wHjAeMB4wHggmDxACeiMBOcc2y4ApRGhneWoS4nFSQKaADLBWyq5pMRaccJk9P+lfLQbm9bLS7Mv8HWjM2TtL8+Tz++bLCJNz7wAAEAASURBVIt+cY588MMJqvXIC1/tlsn9EIf5sFr0/aUhdFVyzqhTVMAuCwsZA7P9id1YPEkJ6HC8V4/4KNkDiWttqSCqHPSUgLbLP3NgJYoGSRhRQDBuquMnvYjeavWYYJWAJnDtTVVRvwPjYALdJMeQ6coiQQLAjCVbwZgfZ3u3egcp6mAnwCSGJyoPhIaE+vXE0Tr3IgS/E8yAVvNA4NnmVrul80IfffSRDB06VPUZ2bp1qwJ8S0tLZcWKFXL//ffLiBEjZMcOAB//hR0Ha43ALPuMvP/++3LgwAGpA5DBLY95nv1DOM6frVu3TkaOHCm33HKLzJo1S/bt26fWOnTokGzYsEFeeumlk+5F4u/e5rrxQHt4gCyFkZmJCuRsjfsz+NgHaRNK23mzgqPV8s7K/XI7eq4xAdZmtn8Felmg0p2/wH3YzWdmSVF5rcxa7wJgOZb9fyl14mIPM8BLL10mxykHwv67Adh5IcslvzPuzYBo3T9FkvsDjMXP7q9ECMxmjGxa5d/fde0juUUpPidjcBKD6ry9i9yvuti26iTlqa9+WeSmj0Wu/JtI/wstWZY6BH0M3N67Q2TRMyJXvSRy2dOQg0ZCEPPXo2hmsF3+2X6H1a+LjL1TnVnXYP1iH1BdKWsAGo/o3BRIs++ttmOCqNSH1YKZrPuLdUJQNCEMScrTxEaljlLA95qiNaoPMPshB2qU3GPfXzKr91c0AcCUXYmH9HdhZesEooE+jxlnPGA8YDxgPGA80B4eoFIMe6111X1uvTwEGcC5aLvBwjvGoAN7WPtehjeeppRfKXqnTe6XogoXLx7SQ+ahHxuZx3FgZpBhsamgTMb37qqkoTlxLfq/3fC3pdIdybTXbh2rer498N4G+RHk/J6au10VNv77B2eq+PbhTzbLnz/fru7H5Nt3zuhlgbM489gcC5SdmttNWIg5CnH4kl1IPnkxMoAzOxXJ4bA0NaJPSow7ANw5TDoBsMvvnNbEAGabEcadVMPxbAei78OkGGPInmPdmR/6ejBuuw+1ntnXs5FlQVlCKqowduZ70g9xlv/EAwDWrFiCwYzBnIwAakc2FhIy7qbUdaB2uOZwoEPNOOMB4wHjAeMB44Gg9YBvBnCFkDFLxRcCplrm2f4yG10KM5R+bnDhChNzkgNi/3KdX182SP5w9TCJRlyrbVjPBFn4symQZI6Qj5GHHJoBqWUvRulnbWyPEg5KcRwYyyxmRPYQ8a87+JYFCWgC09UArFlkyD7F2nqgYPKgnQHMmCgOeUJtyM0J2ZxRiSikQ+xEYoc936jHcUsFP8ZYzHEGo/H5EjJ9P1kY8rtHUSQYg7wt36WswMrVlmPbClZWV6bauzktFRsW63Q6aM7FRcYplZxAHojkF2Pt4wHnby6n+FlWr14t1113nZSVlUlMTIw88sgjsmjRIvn8888bQdRt27Yppm15eflJP92DDz6ogFkuQEB55syZsmzZMrXlMe3FF1+Uhx56SO17+yD4O2XKFAX0RkZGyl133SUffvihrFy5UhYvXiyvvfaa3HDDDRIXZ9Hgva1jzhsPdBQPMGCgBHRryj//B/LPlEIZh4SZN3vhq12QTwmV74zr5W1I65w/sApgrQ1k9bIq+8ad2aerYn00DmH/3zTMDbMq/BjgTQjZKAcTR6EyDMCwP4Mc8tDyBTKrfpTUV5eJbAYgOwzs37UzLebtqFubVmDPiQMu8BS/ZL3aeb8V+eLXHpcR8qn+v/hn/8q/i1zxLKRLEEiwX0dyPzSZexSM380ik38OFgiKbRKyRJY+J/LWjRYbefpzUtLpuOSHhcrQmlqPtV2HfL5ts1UQuA5AcU9UIJaEhkgVtLNHHmkCq1cVrVKJs/DO/v1DBrAOEkbgvrFlB53v3QHPMpHYNbKrrC1eK4OTB7foDQgWkxndJbSLmwQ0F+F50wO4Re40g40HjAeMB4wHOqgHyFxg0orAri/bCgCYcRxtY8HRgPv/fr6lSIHLlPErqagTyj//a/k+GQzJ5i9wjW1MtiMZeO+0fuoZ8iGtfOsry4XMkGkDusmVzy6SX364EX3XyqW4vEb+uXyvkn+++5+r5bsTe8t9mPfEZ9vk36utYq7vT+6DFg+oxQNTY93+o0I2ypTcFJW8i8G5bYUVqn+x07uyh1tmp0LZe8ICIS0A2JXMIwM4NlVNq43PkvxSfKc+hHivvhoJPSSzFAjqpciO16oPWwCw042D8RyLKlXc6+fhNJDLYk62TDmCPweq3kSnILmX3ziZoK8GRQugxFPnwJSOQWuWEALqHdgYQx6HH1hMGKgZADhQT5lxxgPGA8YDxgPB6oHjyHlSHYXSy05GCWgCwIz5qIoYGtIcTlkPiWUWJJZDIprEEdqozCR5fXEed33a7Wdly01nZjmOiURO9OO7zkIrNBQdAsQlE9mbhYc2xcN8F7YRISxcUduAuWUgvPHIMr4PjbE0AW07A7i7iwFMZqoyKqToAjmeIPjLOCsahXRsB1GNYy2RbM1o+izeYuUcXaqCTReCaI8tQQjsejMSYlgkSLIMe/Q2SkC3DvHCl4JfsBcXxofHq/xuIIowR2rR4tBYu3jA+78ap/Bx7rnnHqmurpbQ0FCZM2eOPPDAAzJ+/HiZOnWqvPDCC/LoowAmYASBH3/88ZN6Ms597DFLTnX06NGycOFCuf7665XENLcLFiwQnqdRctob27impkauueYaOXz4sJJ9Jhj89NNPy6WXXqoYwePGjZMZM2bIm2++6XWNk3oBM8l44FR6gNVqRQDsXD+7Nu2Sipo6xQBujcdgEDEL8s/TBqYiiHH+Z6ikolZmLtsrZN2S2dFmBgBWKAGdYf337+8+t0zIVn091oDdoZoikwFs64eWEHZcxnbeJouOBwjo7V8uUXWHZHbDaDm0/F0reBpyrciSZxGAIHgb//2mR5r7m6Z9b70Teo4D+Pv/rCSWTmqpWQjcGNDknCsy616RZ/C+b16NpsbXi7wwSeSJAZCcxr+vQ3Du1v9YwHAMEog75qKP8HdEBl8l6ybepVYa6o0BzKsEjYfdAKZwuAxFXLQKfYDD8Oc9aA9Admz5Z7/84HKVXNL9f9WiDh9kV/SO79145bwTqLpjv7bTxJisHpYyTNYUr5Ee0T0kIQIyjC2wpMgkFWgdKEcwbjMt32c7ZXaNB4wHjAeMB4wHmnvAI95TcV8ASkjNF2q/M7uKK6U3mK6+rLbhmFC6jwAw+/hSgWZQuo9COttiX0DaeTIknhm39kyK+v/sfQd8XNWV/lHvsnpv7pLlJlcMBttUAzElBELYhCUhCdldsoT0sNl/dllYNtnQkmzaEiCwCQlkE0qoMbGxMQb3bstFVreq1Xv7f99980ZPozdFLrJGew8/zbxy3333HYvRmXPO932gBgyXjcV1ai7GqlXNnbJ8aoIsww/v86X/2akScylAahDBe+viLPnxpxYqyZOr5qTJU3culSc+uVC2Qsv3hp9skevnp8snMOY7f9yPxFsHKAPDZB2KzCrGxDp+vbVM0fIRsWxqsX1UgmKsjQV1NUpUQI8U9yapsywAE6ncS0rAxhNG4x9QvkHxOdJbj3iKCFiTvk9dMZw0HDU9x1LDzV/MV5pBSqUAGQ2HGz8OqmyV5GSyk0cRu1JuIzMmU+2zGNzP5J+LmQhhl8N+tWsmGZ0JXx9W39Q9LEviw3A9RHtAe0B7QHtgvD0wCeK98+2yesR0vaBqdicPchLxplkAngnGFTs7AIkRUifTWAROnxImUyCj50q97Hot5/3Wtfmuh0fsJwOR+711hUAWQ73CA+uNGcYzlRiKXGtbD0AaMDYXdgDpy2KvadQnplEHOIcIYFBAm3//WQAmlTX1jlVMSsSrlQLa1P+NdDQP9ncazYLm5M53LKT2IFAKc5xHJuQGJUE8NfGRfZHgGeZIiXZm8TsU3z9YCD4HRvpnd2bNibobcyGPx4aCVQn/dQ/AL17sNBtKtV0QD9hXXsZxKUTgbt68Wd3x7rvvVoVf19tTF7igAMUJ2JNPPinU3h2rPfHEE9Lfb3xRY8E2IgKFBItFRkaqQi4Pcdzjjz9uOTu8ySIyi8mBQLS9+OKLMnPmzOGTLluhod7RbS6X6F3tgYnhATRkyE9/6vzpeuLHEgV054Js37vBPT0Iu+aYsLtuXprbYU+/f1KCELV89pI8t2POyQl2o/UhCMoEYtcHIw0fE4DPbkHirLnM0H6A/q/TKrdJmPTI7xqnKa0P53F3G4dfk0Foqu0amilBB34vknepoSlBLbb0IpFwi8+3/dyYxR1FH/7oKs0zlbDCNpEMVmMUWHdYZOkXQP38mshX9gP1i+e/e72B8t31a5EfAc18+BWRu143rmSH24m/irz9gOyPTZLkwDBJG0DR3J1BX7gXaOjDLAC3t8huIIELUTAOawOKAs9EumITKdDTb3RFupuKCIQuIlMctioqBxp28PsksoUpC+VAwwEE5ECCJ88f05OF4d+CXXYVbehEtJhGAFucoTe1B7QHtAe0B9x7wCXeU7Efj/mRmYgMT0s+UdehELT5KAAT/UArzLDEV24urkDxtLi2TVbNTgL9c41cPy9DXt17SvXnEVFMFPBxzH0vtHtpP373uJqfesQbi+tlJbR7fwe08N//Zrf84r0T8oO3jshNP90iP9lwHEm8OZA3CVRU0X8P1G9SdJgqAjPxxti3rceItV4EYphMPEQBbwcNNPWB3dJAO5rkdrUbDWXTk6PUtYrSj2jfADRUIsGVER8toU3YpzGBReQGravJeHd9pdYZr01f6Hpm4u4nM5GKuNebndoH/d88JPWQuKQxtqcxyelAAJOWr72vXSGA+e9zqgNJUBsbK5uLzRQX/JBZADblV3xZkBnX+zJWj9Ee0B7QHtAeuAAemATx3vn2GhlXaFnxkaNuRYrkatAhs1B7HLlMO/1fxgcHgAAOQ9E1KdqoBSzNS5RjiCOt1MyjJseBH3+qaAQwZnvpafmH3+yS657cjGbB9+WhPx+SOujx/s3yHJmVGq1om8OABrYz815YjtLwbXfEk+ZYazGaaGUyzpwkm05CFGLPfmmG7AktDQVnWi11gBkfMla0IoDNArA1X9lpU9wjRbQqAIOZZSJb/FTExB7ynI6mQAlD0bfb+C6hqK0JzLHkLM/0Eeu6UGB2Y8vSl7k5MzEOkzWGuVvGyywEe7LqjmF2HU/j9Llz74ELXgCm9q5p1NO1MxZb77zzTnWqublZNmzYYDfM7TF+EL/yCgoasPz8fCFK1854fPbs2eoUx/M6qw2g6PHznxsFmCuvvFKWL19uPa23tQcmrQeoC8GkGemYz4W9ub9GYoDqvQSJMTvr7huQ3wL9+6llORIXeZ4bKaj/S6Ssj0mtoMAApc/2BhKBnce3GMunJpppJe9JX1iC7OzOEFLAeDR+xhz5swTmXy9zojslqf4joxC7+YfGZZd+ffjysg/RtucomJrvw2eNrZlXi2x/ynHU8fllRQGvuFfkXjzvFf8sMvUyQ+eCOh7ZS0XWPmIUg6/8F6CP8Tn38pdEbv21SA+QEeyG2/ZL2VfytszLvFgC0uY57mH/dvjAC9KHYvP8nh7ZjWYbUjcrPZATG2RX7S7nRW71f82lI3ggyoKWHZMtWQmzJl0BmAjgLgTTx5qOKR1gp3N82OgZ7FFBVlNPk7SzG9FhGgFsekK/T1QPlJWVCZv7GJNFRUVJQkKCYmQhA0tnpyMJfw4W/+abb8rNN98sWVlZEoZmFL5zn8fHYmw8fPbZZ5UUSU5OjporKSlJ5s2bJ5///OflpZdeGst0eqz2gPbAOfJAW3efotgjFZ8nK641EjWzEMtS/4yFV2/XcD5SPAcj7gsNClIJsY8BrfuHnZWyJDdBDqCQzJiQ8TELvftB1/wzFHnnAln80clGhQJmHPhlFIff/splsvd7V8u+f7lafvuF5ZKMYu9Xfr9XIYsxhdz/4l556Ka58gFQwS/uAL105hRZBmrpyNAgIJb7ZRM0h1fOSJbTHb2SDySw+wJwqXLD1sZo9T3WREafqEHijoVNongTpyt0y5SOE5AvcTREm0k8sxCsZrG8MLmXWeSUO7GcmbibfDZvem5cfd0hI84FelpZe62BdGGS01EAZvMijQhfFkZ73MThsxin+rnFh8UrHTdKibjTOXZ9xEbTd64n9L72gPaA9oD2gPaAn3iA7DA0OwSwiZplwZSxmF0BuAaF0kacI9VyDHR3aZSHo6ydJ6NcCOM+Wj8QyP/vlQNy68+3yon6dlmUG4eCb4y8hNjzisfeU82F//FxAzQQ5IZJ0XqvJkcxl/Eq403GlUdqHMVLDCQjHYvaRABTToVWhuZHWqqjAKx0gE1JjBjERqbVFxtbbBKkjAaNuUNXY56Vuq+pc13PTKx95jwpeeLOTAZGPmunI2Y0c61tNe6u8vk4EcBhAPqEKFaakZetSF8x8sAE2yMCmICW1p5WfG/yXDOgjIq2C+OBC14AJvUyjQnAxYsXu/XCqlWrnOdI3zwWO3nypFRXV6tLrPPYzWGer6qqktLS0hFDqEvM47QbbrjBeY600CdOnFDnWCTWpj0w2TxwCnpmRTlx5+yx3gSN3uUIdMKgD2tnr+6tVhR9n1mRa3f63B6jpm5yAWjxon2e9+ZFmQpRUbn3XeNak/aEM5x8T4Kmr5IoIGC3HG/wPCc74ZpKRQo+Jp+O2oaiKQLFOfhs2fcikmwIwPKvG77+j190bCNyszPSO9cAxaAo7MwB+IgnCpjUJJ//q8hV/+o5eReKe678Csb+BYlCoEpf/5rIx54AcveYDKQvkANtZTI/JEHkE8/iBm7WgTP7BtqAgg6QKHTQ1SEwXcQCMAPDEhSAHfq/wUSSuDNOjeJ4QXS2k2LvqpyrkKCbavjLpTnH3TT+cHxO4hyhL6gDXJg0tq7INgTYfYNGh6ZZKOczEwHMZJx5zh/8oNf4f8cDr732msyfP18ee+wxKS4uVgXfpqYm2bFjh3zzm9+UoqKis5bQGAT3FQuz1113nbDRkLFbb2+veuc+j3/hC1+ABhI+H70YpT4WLVokbFJ84403pKKiQs3V2NgoBw4ckF/96ldqLi/T6NPaA9oD58EDpQ1GkorJK092BGjdzLgIiUVCjsiH/LRYW+021zmo/7t8WoK8f7xesb+QSOXQqVZEWkNCary9KPqaTDX/+tpBSQF9856KFsVgMwfo4PVfXQXq51R58t2jcsWj78k1j2+Sn244IZ9bmSvfuGaW/ApsN2yG3FfZrHTXblmUJQ+/flglF+8CCpjUe7TffFimkoAsXIdD941MOqSfHmVgSekJS5TanhCFDiECJRbIjsZyJOkYDxLBkThD+SKrv0IGw+PBNIP4nvTQ7ozJLSIbspa5GzFxj2egaO3NGIejKC7N5YhVUTQmrV93s4FycaA9TKkNagBb4y3XqXNiclwP+d0+k8FmI6FdEtLugTSaw84r+pj2gPaA9oD2gD95gAhgUitHAajiamSbofU78lAzgcJ1NdI/0yowTweKwLSlaOZbfxiNZR7skVuMgm4fir9/D9Tvbz8qlwdvLJQ3/vFSNAfOkx/eukA2fWONkhu55/mdiqZ6aV68ihHdFXRCWO11GJG8kdABpvQvjx85NbJImwfWGsbTpICmUY6EZlsAtiKAGxBb0sjqx0bBEMTiNvIYkr3CGOerNIcxevxfmWv0ZCwOm8VZgi+YfwVLpjI2D56lUQM4NBDFZQcYxjpdWlSadXfCbRMBzAIwgSksYnuyhm4vOXJPF+tzZ+UBd58XZzXpWC4+fPiwGj5jxgylAezuWqJETDOvMfe9vR86hM5eh1nnMY9Z363nXe/z4YcfOocS9XHs2DG55ZZbJDY2Vrh+IksSExMVWpkFYW3aA5PBA529oAGBXtqCbCSIzoExeGIi7tq59n/EiLx/bmuprJqVjC40zwm9c7AcERaAMxeNaaqUmHBZMztZwk9tH6H/K+wKq9olgdNWyUXTEpEw9PLHDfTPgj+WkneZXN67Qd4PBBK3scTQzph9LVvyjHX1IRnVUuZYo01EwDNEIbe5dlMh2cfC65d3IXHnvsHGMfHwGxNmpIjmfJt+gKLw/XKi4ZB0go1h/r4/iUzJFLn4vuHxLlv7UPyeMxAoB4C4oy0EElh6EUie3Czbqj9S9CAquHG5znU3sHs4OF2Ts8ZAaJCum/obk8TC8e+Tn5CvdIDHSh3IAMs0Kw00E3dMTmtEhukd/T5RPLB792755Cc/Ka2trRIdHS0PP/ywsLnu3XffdRZRKbNx/fXXS1vb8P//Y13/P/3TP6nCLK9jQfmFF14QSo7wnfu0p556Sr773e+qbXcvLP6uWbNGFXrDw8Pl3nvvlVdffVV27twpW7duleeee07uuOMOFQe6m0Mf1x7QHjh/HihpMNgvTA0zd3c6iriT+r80IoALUZz1ZqT7I9J2NeLRd6EDfEV+qryyp1rioeW2s7RJckARyO0bF2YiuVcnO0DP3NDWo1DBS5CY+8mnFoG+b6dc/fhmeQPMN1VopqzDecaGX3hul0ISf37lVIXquGR6kvzn28XyhUunSh9E2iiDcmVBqirecp0bgADugegbE4lEmNBsdYBZzIzP42lFXc1i3vSUaOmqdSTpOhA/Jc2UDBTDpwdAx1aQ5EycCSQD4lU2C9oZC8fo6Fdxpt35iXxMMdY4Yml362TSjrR/TYizox3fTYiIJgU0dcpADc2ibxQSm0xwVbcbTeV20+XE+n8BmM/FOJJIlAgWxH2wmo4aH0bpIdoD2gPaA9oD2gMT1wOVTV226F+umDnMKREhUoNYjswwdnlKsr5wTHffoGrkY9E1DRrAJgrX7slXoMmQEiDMgRL5u6G4Tv77ziVy54o8yE4Oxy/UEf7p3yxWzYD/+MJu+TtIh9BC0RRoZ32s9sI4Q1RYkMoNcb8Dud3DFgQwjzGGJgU0myTjcB/qANM4NxsJVdxJOTc2BEanqnPqhTEnjTFiMPJ+1uKwccZ4DcBaWCC26gdbz0+UbUf87HE5MYgTyaZDi0xEg6Thq9F5WGPIWF7ru+oVIrvfpojOeH4iGxHAtGY0UEYSyOTBmnvQZKntgnjA/tNinJZC5GxDg1EgYfHUk8XHxyuUMMcQfTEWq6zElziHebtPdna2OXTUfayF5CNHjqgk4h//+McRmsQtLS3y/PPPq3Pr1693zjWWDa7X08+pU65FnrHMrsdqD4zNA6R/phWdowIw0b8RCIZWzUqxXcjuimZoZ7TK3yLoOe/GoiSp37KWjPlWd8yLlpyBcqmKXTh8bekWdGyhMwwF4JUzEmVXWTM684zuv+FBli3QP8usq4GwLZbUrhPyP10rpH/j940Bq78zPPCNrw9v220RTVvxkd0ZkS/8VSTGEqjZjxp9NHUOdICxPibGjr4t+7PnSyAC08ImfP5s/A+DRjrY/o/7PhR+57U3y+7IaJkO1F3cEAOWIWkY6JLKjip1r+4B4/dq9I0dRxDkVPQbwUFUcJTMS5pnJOh4+nSJ28v88QR1gPfW7ZWE8ARJi0RQ6aNRj47GYnpl2/DfOSbuaDohp9ygXyaQB+677z7pggZVcHCwvPPOO/LAAw/IihUr5PLLL5df/vKX8oMf/ECtlkXgRx999IxWzmt/+MMfqmuXLFkiZI25/fbbFcU038k8w+M0Uk4fP35cbbu+MEa99dZb5fTp00LaZxaDf/zjH8u6desUIpiyIZ/5zGfkN7/5jds5XOfU+9oD2gPn1gNMyDE5xYSbJ6NeLwvAlBg5Ud/hk/4vaZx7UXTNRKGXsfDl+SnyZzDUTE9GoRRhzdG6NvnE4iyVCPz+m0ckCrR61OpdkDVFvrF2tqx5dKNsQ6G4ID0GKI6VUvzQtXLowbWy87tXookwBcnETnlmy0lZNjVetpc2ApEcID/+63Eh+82zH5QKC9AfByI4CPEQ530b0iNEC+8Fwjg7PgIFZxQnXQ0awKHJ01WcTc05GtcbdBqNyWZCRiGAw1EAPiVDRPaaMWJIuOtsI/ezl4/c94c9RTfopnHSXD8Rv9GIm8ioEuuIwVoQq5qJTDRDsgBM9C8TcIy3QsjYY2PpUek2R/3vUHJEslCLzkzoeXsCHW9685A+rz2gPaA9oD0w0T3gqQBcgthR6f863kNs6JcPogCcGmsAIKjDSyYYNhB6sh/eauQSKS/ywrYK+feb58kaxJt2xoLsj24vAphiSF7cXqHW04041ZMxAmIB2tQB5vDq5m5phYSKaVOTIqUeDYqkrs5NiJRyBwU0z5PtRuWDSQHNJrkg5B1N4zEWhZV0Bg6acaZ53nyvP2LQP0/wIqaSRYnxEsex6GvSXLOo3QlABhGv54gCegAMigRyWM2bpq517IXaZoMkraW3RWJCjIZbd2tp6z3zJn93c+rjvnngghaAregOIkG8GWmiae3tRtLb23jz/FjuY97D7j5MAprGJGZHR4fcf//9CgncA4QbUb/f+MY31JdD3pOJw/LycvMSn99ZhPb0s2zZMp/n0gO1B87WA6cQIJAGhWiBc2FvIYG1GujZCCTK7Oz5rWWSg8CDCODzbtV7UJdEFJS5eMy3uizCKEL+oX64aYT0z0pvDEiCldD76AWNy3Yk/2wNNH1SewD0z+tE9v5O+lH82zQ4TwJObkSbHoI+IDSchvMeLRq+4nO42uX/D8FWoetR3/dTCgwkMGjx9kmfzEDEGJmC+T74sVE4v84o1lgnbEAwXB0SLPNRPHHq/zrotVkQNm1QbNZrnsT7tL5+aXE8E9G/QYH4fYnPM0YgwTmZjDrA1JcjYnd+8nyfH43BYVJEkkQDtWNFAJsUMaSR0aY9MFE8QATu5s2b1XLuvvtuVfh1XRt1gQsK8LkDe/LJJ0c02LmOdbf/xBNPSH+/0XjDgm0EdMitFhkZqQq5PMZxjz/+uPW0c5tFZBaTA8F88OKLL8rMmZbPZOcoYyM0NNTliN7VHtAeGA8PsADsjf65BSw21SjgzoaGGhloWEz1BQG86WiDpCPxRfRwDOLgMCTeOA+pl3l9MxJqty7JVkje49Bp60DBNi4yVB68oVA+9cuPpK27X24uypB50HX7zp8OyNonNsnXX9qrCtBP37VEnrlrqfrOuANxYhKoo4m8eH3/KZUwJA3g0ygO37okC5RqQxgn8vLuKqU13IUiNtEaO4E4HmVAYwQgViI14dFa4/syC8Ax7aUyxCInDQXg1KEGiQlAMw6ZRIjaoJFtxs5IET0lBwVRL0kxu2sv9DFfY2BTrywi0VhxC5rNTaQKaKAZo7EATOO2nTYu0bLedM+MySf+q0kBzcZEX+x093COxJfxeoz2gPaA9oD2gPbARPMAqZuz0PRnZyfBODMNsdcxxFZ29M+85gAYZkKRC2NjIo35zGe2lKptu5fs+HA0GUZIBQqu//raIdVUyLjSk6WAzvmB6wrkrYO1cv08o2nNSvdsvdYEEFOz2NXYGGkaKaBp1AHOwbapAcxjpI+uJfMMJTFc40Dq4Iah2EfpODbTmchYXmg1yt75Go9Zr7sQ2wnTcVcE3e6MRe5OR8xD+bz2GjRS4t9hFBOjuwncH2furguAGVfzVY7D9brx3DcLwIPI33prHuzm74q2C+KBC1oAJrrCNF+SZ2EOOlGiR8ZiY7mPeQ/O73ofFnxN45wPPvig0rAj/TPXP23aNIVeIaUhrbm5WR555BHzEv2uPeCXHjjV0iUZSICdC9oJ6mrsg17atfPsk0hMqr2+75R8+qKcEZQn581xpH/mH3FqAI/Rgis/ktaQZPn1oQGFEFGXl6AAPHUVYgZQ7iHhxg5AtzrARP+SnnnaGpH9fxApvEWWBRZLUD8+3wpvHl7NCczp0HkdPuiyZRdwJOcr6maXkWPfZRH4xp/Ivp46mR+B4KZ6F4rcCExf+0dwO98hEjEyObTX8TmdhwLu8aAhKepBwAn6PNqusBAhA0wg/vNmaYLA2dEleHnO5cZwBlnsPGTxfBIZC8A06gCPlQaayTkGhUxImsagi9obugBsekS/TwQPUHvXNOrp2hmLrXfeeac6xRhqw4YNdsPcHiN91iuvvKLOU9KDKF074/HZs2erUxzP66w2MDAgP//5z9WhK6+8UpYv90Pkm/WB9Lb2wCT1gC8F4KMOJCwRwKR/DkJGzKSD9uSW947WqeTdX0HHdxkaF986WKO04UpBjUf5cCJ9WXx+/C9oFAkwZvrBJ+bJZ57epuiaZ6dFy592V8tfoSPcBqQFP2U2YPu2X2xVP9kJEfK7e4zPqJqWHoW4mJYcJT9af0zuWJ6jCsBZSAzyhx9RW0FHnQyaQNLzBeOzklrGI1hmiOZlPAgNs5kpMUhSGsm96Zgza6ha+oMQQ7GYC/RCcONRteAg0syZchtkxbEzFkcpM+KPNiULcf7IJiDbx6CECxN+CtmCd0UBnWEMBcKFGsBZMZgLRgRwn01cPlnQv3xGkwLabCjkMU+m0RyevKPPaQ9oD2gPaA9MdA+wObAa9M5kWLEzM948VtcuMxBjuVpdWzcKpT2q+c9EB18MRsC9lc2uQ537P/iEkQP6Z1A/k8nme+vmOM952rgJ0iNz0mOVpAiZFU26Z9drrF9v2cTIWJXhKt+PnAJts8PMRspS0EArBLCDApqnqQPsRACbzCg8wUCYSE7mAkH7q6TwTGQsz5tGeZHGY35UAM6Dg4LM1Y9+Z5GbyOfIJIwLMeJu+qUV8fdZGAunpIDmu6vFhI7+fXMdc6H3rUXfqFCjocDdmnrdNQq4u0AfP2ce8J6FP2e3Gj0R9dRM6wVNqDcjypbmiubwdt1Y7mPew+4+1nmSkpLkW9/6lu2tiQJOS0ORAkbUiGti0fYiy0FSXHv6IYpGm/bAeHiAgRA1H9Kn2AdCY10D0b+kLiGNnp39HlQmrPnd5qXzze7aMzpWtUMkfeFIKhNfJyr/UCR3hZwGAuSvR2oN2o/6wyjorlYzsGBOqr73jzXYz3gYBeDpKGwSBYzOseAFt8pXw183CD8u+8bwNa/dO7xtt2VHtRKAoOVv/oCg5Nx8xHfMukpOoMllft1JZIUQmHJ+oqc/QoHkqn8bsao9KACnAlVXBRQwbQnpZRyJsg+BoCEbdCiDJS9WEWKMIeXJxRkXD49OmAYeG6xjEhkTbKTb21e/b8wF4IigCJWItCKA+btnojcmkZv0o/i5B0i9TCPTyuLFi90+zapVq5znSN88Fjt58qRUV+NLGcw6j90c5vmqqiopLS0dMeQD6BLzOO2GG25wnmPzH9leeI5FYm3aA9oDF84D/H51UlHxRXtcBFG/1GtjYx6LpjPwHo6EmSdjwyKpohdA/oSNi5fnJ0PH95RqiGQBliiPTyBWfQ2U0LWgzUO4LNcWpsrjKN6Sai8GemtEUtCIvCjDNtEWjQ4Uxu7yJrn2yc3S2tWv6PwYb5NCugYI4xKMnQW0MjV/n/ugTD5eBOphzMNE3l8O18rF0xMVGoPX7IFsitOaSo1NsNDMAgKYScpBjKEG8LSAaumBtjDRvyrQBh1frzhisdZKxxQ4b2ddQAn7awGYXyqSZtk91chjNfsNxC+o9+Bp/KOdMArHSGwOohhM3V8TAcx4y47FpjDxLBh3Rq7mgu8lRyYLZUbSI+0bdl0X6FXWxfUCva89oD2gPaA9oD0wgTzAAm4f4iQ7BHATYjfGdilgayFghTGWqx2EhB2NRWQywLDIyqIu57SzUMh+rJiepDR/NxbXyz9/bI7EgAnGF6M2MFHAeyAJsignTsWIdtdZ75yMtTP25bGIkEDoABtNgryO7DWMbRlT5yRGqvwvJVNoZMIxEMAocJrMKDzRUWcEpiYYhPk+1UzHkxZLnIlxKGoqSQ7L8Ym6yVyjtXLuus4uxN3UQ1ZU0fAmi8HctgPkuF7rYZ9MKgOUErQxU97N5tSEORQbFutcCxlxPBk1ju0K3Z6u0efOjQfOTXXgDNcSEzPcyeALrbOJwPWFLtq6pLHcx7wHr3e9j3We1atXK9Sv9T7mNrXtrrjiCrVL2uiSkhLzlE/v1Cn29JOe7tuXMZ9upgdpD3jwALUgmGBKjxtu1vAw3OupN1EAvgzUyNEoBLpaP+jufvtRudywIEMFIa7nz8t+FdCsWe4LEW7vSZQFro2dealCgPxhJwoFJzcZw6de5rxsJQrAh9Bd14hAcYS1oWBMzd78j4kcfBlBA7rGMpfIgsFD0hCUig+fZGN4D5KHoF/2aH0GunbEmCv/xUDpjjh45jsHGg6oYHF+IP6Ys+DMxFjeSkMLOP8645hj+t3hYVLU3SM78Z6OQnBGkPG70wGKweOkSUVA1TvoueGHqNZKgc8wdmlUtkSFWLrIgGyZbAhgFmwLkwrlQOMBmZOIAvsYjL7sAGrnVPsp6R8EksdhDBRrOmvMXf2uPXDBPXD4MBpkYGRNYZzkzojcNc28xtz39n7o0CHnEOs8zoOWDet51/t8+OGHzpHz5s1TUh+33HKLxMbGqvUzRktMTFRoZRaEtWkPaA+Mvwca2nulDXplJnLB3QqKa1qFyFo2ILIAXJg5nKRwdw3pn4kU7uwZUO9xEaEK2VGJxB4LyUR3rJufLj+BZi8tHHNnJ0Sp+fnlmnTQvf1G6g1hNJI6apjzhRpsTAp+7tnt0t0/IOsWpDuuGYTkSjh04MrlE4sy5fkPy+Q6UPzxcmoEvwMU8sVIGB7BM5GWeqdVZqSp1Jg/Pk8VkDuxhiqsNyeyT5IDWmWQMSULwDQ0LHYGT5GOAMRXzWUoCnPVbowJKX8tAPORfJF5qcPfDsaXve2GE0ymGSQ765tPqrg1KzoL/2Z94k7vtiCxwI0D/e9wSoTRqDuF+nY+GBN5nXbfR3y4Vg/RHtAe0B7QHtAeuNAeoP4vjawrrnYSyFhaAKu6MLKsuNoB6P8yx0k0LrV0syFp9zZiNnd2HWJINun9++uH5aJpCXINmgit1oUYbi+a/A4hbmU+1tUoN3cJEMYE6/CssTLXUcP7vJc5D+NPKwKYo0gDzeckAphGWmoaEcBsZBwiBbRVH5dMKbQIS5xgxySjYjCsjuyE/mCqAGxfiFXL72g0CtqRQD4TyUr0MyVWWAg+C6vtrHV79cx4FNEnuJF9MCwwTK0y3JH/9bRkzRzjyTvn75yHb3vn76bmzETUMoFGq6x0fICYJ13em5qalOYuD1MfdyzGRJ1p3u5D5K1prvex7lu3zfHWd+v5+vp66ym9rT3gNx6oBv0zE2DsGDtbY+cY9crWzrVvYHgXtHhMVN25Iu9sb+Xb9aTpoMYXCq9jturdBqo15yK5ERQspAnsPbYB6Fh0/5saa5iUCGDaBycQKFit+HUj2TbzGpHDr4rMuVGk+M/AYvTJnwYvHR75+teGt+227OhJpuSKrLjXbvQZH9vfsF+iQ6Jl6rWPo/C9w0im1R+FD1Bw3PIkoHbfUnN3o5B5MCxUFoKtgQXgxSgEi4MKZm8oCj5EYuBnUIWp7pezMHmhc8QV/S4oHSBb5PTYmmrc32ninJmbOFcONRwSdswxyeirtcG/PYM9wk46a+CYGpmqKaB9daIed949QORsQ0ODuo81JrO7cXx8vEIJ85w1JrMb63rMGuN5u481TnO9j7WQfOTIESkqKpI//vGPIzSJW1pa5Pnnn1fn1q9f77oUn/a5Xk8/p07h75Q27QHtAVsPkI6PRopjT0bk7ey0WGGjIRNehRmWZJWbCzcdrZcioH8/ONEgi3PjEefVK/pn6v7WIja+pjANtH4tCq3LKT63Mk+eet+ITVDbVYjg0ek6+5t9/aV9iCUzFFKkHwm6OqCAiTouhHZwHRoxSxu7JCsObB9I2HE9C7Eu5gJzkyJlh1UHmEVLSotAi8zUpztW1yYhzca6QroRiyaZBeBisN+ESukQGKuYsLM22lmXScYWdvL7C3LDunZzO22+ueX+ncVzFM6lw/g7pdAdHA1avyogfmlEAFd3VCM+tf+XnTZlmho3GV5MtAlZZnw1rQPsq6f0OO0B7QHtAe2BieYBs+BJTV5XIzKW1oHCLnOjeYi/XG0/CsApkH9z1IhleV6C/O9O9zWOf1lXKOvB6kK2lm9ck48UmVHCbUGc+SD0gBc++I7c+F9b5LofbZbl//6u/OK9E84Crnnvz6+cpthqqDlsH5kMF4brAUghswytlwVgxMYsCptGfWNDA9h4tjIHDTSZICOlWwJ6gHC2IoCbyo1LGT+SHVCZMb9jx3hjvpLxVVj0iMMTdoe5Rk/WayC9hTTHPY6mQW6zAOwJOexpTpyr7XBfAC5KLvJy9cQ4baKAQ/H9wpu18vdJ27h74IIWgPm0c+YYaKfjx49LP9Bi7owJONMKCgrMTZ/ezXtwsHUeu4ut513vU1hY6LzEG/Wf9bwnpItzQr2hPTABPXAKBdnUmHClNXa2y2MHHCn4rioY2d1mzvv81jKV1JoHTbVxscptxm3OBNVQvhU8xuj8Sy2Uj6F7bwAaGH3H/gr651Ujls6OuZmg3hulA0z657xLUMg8btCFsAD8wU9U4PZE17WKWkZNdOAPI+YbtaOo6lyOfvJ/zhn1szmzqU0bOAsF6wV3ADmCxGEXEolZKJ5/9At8kN+MwA/IGiB8+xG8FkD39zC2F6Pog0hITbMDBeAABkXqx5zZ/p36F8ow1+qmupGDiNDoOm1PMTNypF/tUfu3ra9NylvLpSjF9yCvsWe4ucBKA60LwH71zz/pF9vWNkwz5cquYvfwpImm+cIOY71+LPcx72F3H7K3mHbfffepBsT7779fIYEpFULUL+U++GWd97z11lulvNzxRdi80Id3FqE9/SxbtsyHWfQQ7YH/mx442dCu+spIV+fOSBPNJFc+9H9J6czkV2GGZwRwHwrFjNtWgGr5fbxfCdmSvxyqlXjQ4xEZUtncLbcuyZKfbUQMB4sF3fM7B2tVUdbdOrwdv+e5nXL/lUaHP9NniVGhQtkUFnt/SzQw7kdj7o7PTRrCCEht7AKVtDOBZxYx8bmUiYIxKaWP1iI51WCsM2IQCUwigBmHIY4LRdNh3YAjIWejOaZuGA5fMdYLQiHYXy3Fh7xBB+JOJijZGAoUg3Q2AdnRbxSAHaiMjOgMpf/rzg05MTnuTvndcVJA04Kp/+yj6QKwj47Sw7QHtAe0B7QHJpwHiABmITWSoAUXY8NhGvJ65UDF5iLmDAs2C57DA8kwE4JcZzzolGmrIR1S2mCgaIdHGVuMJ0m7/ItNJbIMhWI2GtIoP/Lxn22Rl3ZUyJdWTZfX7l0pv/viRXI10MHff+uIfP7X20EvDaplh62alSws3PKeRvnYPDP8bmTiDNaZ4aMIc4AwNlHPPJ7HAjCKvsz9kjGHz0pLmxImaQGO78VWDeD6Q+q8emGsaKEAHj6BrQbkDZEz9RtjrtGTmTTNLHJSIoXGZsl+IMiJBj5DI5AjEPnUIPznavOS57kempD7U8Km4P+BEAkOGP3/kOuCm3vO3Feuc+l93z1wwQvAK1euVKsl9fLOnTvdrvy9995znrvkEhROxmBTp06VjIwMdYV1HrspNm3apA5nZmZKXl7eiCGXXXaZc98brbOVEpBzadMe8DcPMGlWhSRXBpJd58KYHGMybQoCHlc7Ud+ukmx3rsh1PXX+9itQAI5FQs0ayPh6N+r/Zi/FH/sgdPqFy005PRLVXSMyddWoGYgC3gwdYKcWOHUjSBedv07k0CtADAN9QRRy9U7pi5shnRKhdOKkdItTO3fUpOqATZiXf71Ixnz74Wd4lOveX79f5iU5Ao+r/009t0oiUgc4GMHP1h+LFP2tkP45EsXwdmgPDyIBqRDAvC+6ArdGhEP/N0BCmXi0Wbq5vNDAUDnWdEztTgV9YkZzlXnKeDe78kx6vpFn/XbP1I4jDTSLwb5aF4NNGLWSK9sqnZcRvcFOQufvnfOM3tAeGH8PEAFsWiip4L1YGLTEaV1dxu+3l+HO02O5j3kPu/tY5UA454MPPiiPPfaYon/m+qdNmyY/+MEP5OGHH1b3bm5ulkceecS5Dr2hPaA9cP49QK1cFmTtEnHm3U8BTUstttnQ1D0I3V7aHC8FYFLukVo6JjxYFYxZYOY8bIqknlsG9NBIlfdhiZEQuwHo3eMOdIh5X+s7Qx42QFLvLRrFYhMdYh0DMIY8Af3geaCnJiCjpatXxY5Xz0kVopGXT01Qw0k1/c6hOlmKfY7hsxE9oqzpJIqYU9Umm1Nm4pmPUuOt8biie1YnWAAmjR8678P6mqADHGy06TliCWMiyyslT86kUdIyxQXf9IV2kPTFU8AwxuRdZBKWjH+EdsT1QLtU9jYLpUkiIYFibbRzfa706HTXQ367T+kV/nT0GagnXx5EF4B98ZIeoz2gPaA9oD0wET3A4mtmvH1DYQka7yg3chzxFsEdrkaKZDIZMiYbZK4LloCiLBv67OwzyHnuKD2t2BG/eNk0NaQM9Msf/+kHQOcOyiv3XiL3XzVLCIy5aFqi/PvN8+TZzy7DNU3yqf/+UCGReRG1gO+6JA8Nju0OyIXd3YaPUTrEmoY7DDkR01gA5nMw/s0BDbRZACagxbYA7GgulF7EmWSfQfHP1moP+heLDKUvTF1j2wfCQY6hx10LvmSYPENj3o7UySbNuHUaf2GYYQGYjYO+6Pu29BrfyazPqbfPvwcueAH4pptucj7lM88849y2bgyioPDcc8+pQ3FxcbJmzRrraa/b/BJ84403qnFE+Fq13awX87iJAOZ4k4bBHMNCMmkAaRs2bBDS/9kZ0SAmHeD06dNFa/baeUkfm+geaOnqQ2dYP1AE+IN+lkYqkw9LGoWJLDt7aUelSqpdN28ckyeV288sqUXULQvAucONKHcknwQFb6DUJywe9XjUAWZAaNKoyLF3jMLu7GuNAvCcG0T2/hbHoDO39LMSHhKo0Cry56+OmmvkASO4dB4j9co6FGLPsZHurhG0gQuSFxgzRyExtuafgB4BK0M/ijoZeOadz4os+rTsQQF4PtBxfE8YGJC8PqAnYL3olDsSGqJQJ334PPZki1IXSfeAUSy6MjheJSnpG6eZXXmTjAY6LjxOUT8fbDg4Zh3guLA4RdFtTUymRqUqzbqWHvu/U05/6g3tgXHwACU/TOvt7TU33b4TZUuLiBhbA9JY7mPew+4+1nmSkpLkW9/6llqP6wtRwGlpaerwiy++OOaGC1JPe/rZtg2NStq0B7QHbD1ASr6pSaMTcdbBpH+mzQYCmOgMJrViwxGPeLAtxxsxJlgl+ois4HVE03b2DapY7qaiTHlmy0k1Q3xEsLy613PCh9EaqZ1JudcOTWEWeO2sGXF3QpTR/EKkb0RIkGKEYSH6PWgSE5nSg8TgBlAGLsqJkxIk/EhFuKPMKERLU6mBYnVMPis1Wo6CApoF4P4wo4DcFZNnxG8YEwQZjzgBiprj3SGAWRjNWsYR/msRcY5knZdHMCnrIhONgdS3IwX0UK9kRRmN5Gy0o86ZqzFpNxa0rOv1E3E/OSJZ6rvr8fvhOW43197U3WRu6nftAe0B7QHtAe0Bv/IA0bB2+r98iBLEm9MgN3K0ts2t/i/HsVmQ+r8stG4sBrOIG/v71TPk5++VyAwUky8Hywz1fu95fqdE4br//buLca/Rse1lQPv+7p6LhLHv11/a6/zOecuiLHUd41ZvFo0xRPfSiFY+csqIkbk/FY2NNNJAUweYBWlaDGLmvBA0x6kdS662ucw4Zkpn2OX4GC+RYcWfEMB8KuoAezLGif1GrkLQHKi0gDm+rdrTVR7P1XXWGcVT1L5cLcRPWHhiQ2MlCDlpytN5s2bX4rm3C/T5c+KBC14AJr3dpZdeqh7mV7/6lWzdunXUgz366KNy+PBhdZxUfCEhI7+4b9y4URVrWbC96667Rl3PA1/5ylckKMiA03/5y18ehSohyoTHaaRs5ng7+/a3v60OEx3ibsxXv/pVaW01umm+9KUv2U2jj2kPTHgPVAP9S6Puw9nahuI6lfy60qYAPIBM2J92Vyr9s3Aku8bF+lGAIHr1TFANNfuNoqSlALygb6/sHZohrxU7UBiWh1g+LUEl6EgjqOzwayiaLkKAUGOgMEj/vO2XgHCC8mP5F1VQWVyNIKvhiGUWHzaX47MmCsHIOTaif2kjqEeW3G3QCFLv+BT8iOTa4PanZQ+KNUXdvU79XzNldAi6wP1ABeODWqGAEbG6XSURwKatTgXKmlaBYr1pkUhiRqAwPMkKwHw8In8PNh6UWfGzzKf16Z3IFGptuCKAebFVF9inyfQg7YHz4IGYmBjnrL7QOpsIXF/oop0TY2Ms9zHvwetd72OdZ/Xq1eIOtcx48YorrlBLIG20N3YYNdDyQp1iTz+6gdDiLL2pPeDiAVLysUDryUj/HI2EGpN6RAB7o3/mXFugs0vEBZN3VxQY9M/JoFzmDxN7a+emyQvbKtRtF+cmSCsQH+fKqDVckGYk/sjg8fKeasTHmSpOJtUfw6d2JApDgwIVHTSpCHcCEQIeaJEmJOPMJjksaBYQwESrDDUek+CwCBQyE6WkBePqEF86ipjpJq2fpwfIcsRinsZM9HOJM72v0KTyi0SMSTMLwPiczwwzjlW2V4pV5skYiLAe9NCTzUwpESbzfLGGLsf3HF8G6zHaA9oD2gPaA9oDE8gD7grAlNlgvJkBaY3a1h6wq4wuzh5AfBmJRkFmuPrQ7Memwz/vO2X7dJT4qAY4hPq/RP8SxfvPrxxQDYY///RiSHyE217Hg4UZU+TR2xbIm5AI+d9dVWoci8aUpOO9zdybOmHzQg3jfjQS0thAWFxr1Cy4b+oal6LwS+abMgcFNM9ND2uRjuA4VI0tayNLCguTlM4giwwZY1wtxsGE6ncF4Kl4Eg+lMhZ9e9qMpyVauNcolsvZIIBBAU0bdMGN+9qEZyzmwr4SAcyaXHvv6Jy468rquupcD+n9cfCAh9/qcbi74xZPPvmkQnlQA/jqq69WNHpE4xJle88998g3v/lNNXLWrFnyta997YwWxmuJ1KDt2LFDSCP9+9//Xm3znfs8TuO4mTPtvyjedtttct1116lxzz77rKxdu1ZeeeUV2b17t7z66qty/fXXy1NPPaXOEy187733qm39oj3gbx6obumCBlkYEKm+ffH39HzvHKqRBaAwsSsmbz5Wr4KpTywGHfN4Wc0+dGqhM+lMUA1lWwyak8xFxmqRdAsp3yzVCcvklb2ju77YNTcfz04EtAqMjq8XKVgH9O/LKNiigJq+EMm4gwY1CuiUGTDOPfmrsXmCQciV3xvbNT6Opv5vVnSWor9zXhKEDsM1DxjJMXZvwY+lh/9XWhB1FgK5tx/0rYb+r3HFTiCCnUVfZi/tOgQxlAEOC6C02JBYmVt4u9qW438x3s1XUhg2njD3Js07C8CHGw+rYi6RF74akSdD+G8EAjgyVV3ObkJt2gMX2gNE1CYmGg0qlZVAVXmwpqYmpbnLIdTHHYuxmGqat/sQeWua632s+9Ztc7z13Xq+vh5dztq0B7QHzrsH2DxIZhVS8nmyYtDbEQlLOwQkr7cCMJlvdkNXl6iMurYemZMeq1hZGkGLlwAJkzwkxcpx364+FGGDA2TjUd/+xnpLylmfoazRSKJ1AwZMOr5UFJ6ZdDTXziQjtX2JMIkDJTV1gKUNiUbGtfF5zqlIAd2NdQ6Bpi8M3/hPDqYpHWSpPwyaYySs0KmfFtgk4J9xXjNiIxR+Y+H0PDQXjrjPeOxkINb2ZmS2Ia2fibRoxt+IKVlSBa3lzCDj94yNdkifjpopPz5/1DF/P0Ad4PrOehWT+vIspzrsk92+XKvHaA9oD2gPaA9oD1woDzCmZFE224YCmjnRHsRjbLyjMT50tQNVLZIcHQYEp3FmBQAgZADK6dZvAABAAElEQVS0s9uXZcuLDvbDGxZkCIEyf9hZKQ/eWKjygHbXWI+tnZsuH1+UKf/66kHnPW5CoyDpp1kE9mRsWER9WhljzMMWBDBzlmSaYbGbCODK011Cv9ByQ1rkdBDlMSzWidiTur/dYJvrbh0uglqGSOocFI2RpzQl3KznJvI21+smX6mWPYA4sLPBeIIw/D504LsA5UMYi5+hEbTROwCQkov5E7sMEcCkf6a+b6CnAjqesY4+0zbuHvDOEzAOS2KhlEXYT3/60wo5+8ADKCy4GAu4r7/++gh0h8sQr7vUaqurq5Onn35aFWxvv91RXLBceffdd8tDDz1kOTJ6k2u95ZZb5J133pG3335b/biOWrp0qSoIW2kEXcfofe2BCesBJOufmblKFmbHiVzjSGpYKDzHsm4mn4ii+Ic1KNrZGAMeJufmZSLpMl5W8ZFRxE2bN/Y7UpuXaIhgFDVpLCYDNZC45CrZ+5dmRZeS66BQMQaIQpKQ5nroxAYJIJ1e/sdE/ucWoxC8A8VeFkWXfVENz0cBeN2BPwEp672Lz5xfrvh/w+txHjw3G/sboP+bbOOnOTeLpD1uIJmrd8nuqGj1Zz4QusikeV7SPUz98T5pXHEsGMVyhQR2s7SpU6YCnVKizl6ec7kEUhuZvYz897KaKgAftx6ZFNvUASb99YnmE1KQUCD1Vb4Vk/pB40gtYCJTTEuMSFQFdY0ANj2i3y+0B+bMmSObN2+W48dBR4qGP6Jn7cyU4uC5goICuyFuj/EeplnnMY9Z363nXe9TWFjoHGqH9nKexIb1vLtnso7X29oDE8oDjO3uumvkks4w3hs5yfndY6KOOmneCsBEABflxAuRHUx8FXqJNbcDTUv0BhEfYcjk1aIIHALtXibWqoa65M4VefLEu8fUw+WjwLqvCkkvD8Y5qP+bAMRHIOKguMhgIJKNom0XKKXtrBNxc0pMKArQvdCdDZRt0IkjgrkYRV+uhSEjWWUW58UrusFSFKTbTh2VGE5mSbIxtk6VJglUyIx2qQ6eI9WgjZb6YhQ5wbaSmCKhp/ZKj4ShBDwweinQ8ZLs5aOP++ORtPneV113yCigmwm40yekDwm9WjCIZVErGY63NtpZJ5yTNPy3x3rcn7dZAN5Tt0dpAXf247uLF6shGkib9oD2gPaA9sDE9ICfxnvj4cya1m7FVmhHAU36Z1of5M0Qzsl0G3rmA4gFGZ/FRoSqxj1qCTvqrKOW/7lLpsraJzfLTQszVDz3zy8fEErGjQUM8711hfIB5EoefO2g/OIzS2RpXoJkTAkXSol0giXGVyPdM+mnI9BYSMtDDpPHbsDaGGPXwi9EPpMtpmYoQZxt2aQ/ZmwZA/aTzkZDRoT7rkbQSAriIzIB+pORAhoSdm6NCNcexP9AvKqcMJG/kAyR1tFgILdzWE4wvqQGsCmDZzklMSEqurcemrDbRAAzL8kCMNkJ7Z7HXLzOUZqeGN/3CfN/4rp162Tfvn1y//33C4u9kZGRQr3fJUuWyPe//31VsJ0xY8ZZeScQHzykmWYhmRq/GRkZitaP79x/4403FHqX4zwZqQLfeusteeGFFxQCmPpvpKVOTk6Wq666ShWYSWVt6sJ5mkuf0x6YiB443T0gW/pjZMayuYgE8owfB4X6WNf7Aaj0GIjY6f9SG/idQ7Uq4HHV3B7rfcY0vmKbgbwF4nZMRoq98g9G6P/KyfdUZ1vRiqsV9Ysd3cvyqQlKx61t32sGmqK3DejZchHSP+/8NYIiBEcLPqWWUhhnaLL5vC4U+oT0z+fBeoAmOdR4aFj/13oPfk5ejsIzdT3Q7bY7IVNmATlzKG+5xCBgnNHbp0YTJ7E/DH5GYNOP5KcyZi9tbMaU4c/41TmrjWAxHJ2F0K8bYYnTccxIwI447uc7cxLn4ItFoEJBL0lj8ds3Y5DFAnAbfq9Mzd+QQHRxRiSJRgD75kM96vx7YOXKleompF7euXOn2xu+9x4+Ux1Gdpax2NSpU1Vsx2us89jNsWnTJnU4MzMTf+byRgy57LLLnPveaJ1PnDjhHMu5tGkP+JUHGNvx99/6c4bx3ng+dwkSVDRPBeA+xCJM3LGxjvTPNBNFq3ZsXj5AYTUFiNuDp1plOWigNxypk9TYcIkH+pf6vZT1IK1yAK6lNrA743n+EDXSgRi4AgXoiqZOFJR7ZT+QIt0o/iYDaeHO6jGORt1hJvmuKkiVt0D5R0Qy0cdEaMwECqXCQdFXdRLoVd4xLkddx5c0rHtuWJ2xj+JcR0yenMDaVQGYyTuigGFo2zPGuL4S1XEmUimu80yE/RQfmomaEZezgE4kCw1MM6f622QwIEAy+wekqadJ3BVCp8chLp1kRgro+q56YULPF6vtqvVlmB6jPaA9oD2gPXAhPOCn8d54uKrSEUtl2SCAS9A4R/RvQ3uv5AAZ68qOyHxmOa5v7QK6lrlC2CFHzOm69ilgbdld3iz1aC68bWm2/Or9EqkDw8u/3TQXWAlGjb4Z5/nOdfny9sFa2YK4lTTSNwMVTHpnb7NMiUDe0WHMyFHX2LQ8sOqcRFNhToLBekKmHVrSUKNU9gMYZJpZ6Ay3Fidt8ntopPM7/V8+o0VOxXzkEe9dzUYBmHJ49Di1f8+iANza2+q2WJoWlTbi1hN5hwhgopgZL4cHo8HYgzG+1Db+HkAGf+JYbm6uPPbYY1JcXKzo/0gDuH37dkUBzYKwO1u9erXqymXnBGmZvRkpnF9++WWpqqqSHtCV8p371157rbdLnef5AU0E8ZtvvimnTp2S3t5ehS4mKvizn/2sU2/YeYHe0B7wIw/sLGtSq10CbbOztb+gwMsEnR1dymv7qhW1CGlLxtUqt59ZUou0edQIy7MUJUreE8lZIRH4jFo9OxmB2OgO+CXoygsOHJKQ42+LzMbnzKFXDJqQZCSkGBhRE5gdcrCivd/zyDgyyk/XPIy4w1uoN+oqnw6w+Ns32CcLU9xQ5828ylh7eJzs6W+Rhfg83TnQJovwbvQRihSHhkoPi8VcI39Y/HWz3hMtRiElCFevSF9hrDEu1ygyW1dMBDD/HTpPW4/6/XYkKHKmTZkmBxoOyLykeT4/DwvAprnqAOsCsOkZ/X6hPXDTTTc5l/DMM884t60bg/ji/Nxzz6lDbAJcs2aN9bTXbcZmbOijEeFLORE743ETAczxrl+6p06dKmSnoVGOpKXFKB65ztXW1ibr169Xh6dPny5as9fVQ3pfe+D8eOAkE3JA1xKZ4M6IYiCCgVq4RGewsOtJW43zUP+XTXvbTp6WJblxsh3o27buPtDihSn65zccmm7ZQOSaNHp292cajD8zUqLkl59ZLC99aYV89/o5KolIhDH12qjFFhtuRksjZ+G1YaCYpg0ibgoHErgFyA7qv9GML/ABqsGSGset1UeN5JNFn42fa0tjGw2KZ6JaE6ZLc22ZkbQidR1uwvsEueiNqRuoF5ydLAXg5NnDj+Vuiw2NTPqZtHTQADZjqsyeTue23eW5Mbl2h/36GKVI2AgaFxbn03Oc7ppcMblPD60HaQ9oD2gPaA/4vQfYpEezRQAjlsyF/McJNBTa5TPNBsP69h7VKMh48R3o+9rZJ5dkgf65QjUjZkyJkF+8VyJ/c1GOx2ZGu3l4jPTRS3Lj5eHXD6tayM1FmYh5KQrm2cKCkWkjlNlhRyCVYhpztoyvs+LDVbqu/LTRbDmlt1ZKeuMVO44ai/hIWSgKxWSUcWdknEkFoMjfzMKmY7t0MjrSIuIRpPcD+QsEcAwKtSwEn4HVdIzOH5vTzIybaW5O+Hc2DPI3kICUqGD8bngwa/7SwzB96hx7wPj+eI4n1dNpD2gP+LcHdiDhReSAXRA0liejbgQLwFfNSR2VYOc8pH9eNStZUnCvcbOWKvyRxs+ZJLXKPkDWLUREURNjxURQ8Ni0VWr51xSmyb7KFqUhYn0eJuduTqmViN7G4QJwwcdEPvqpMWzFPziHh5f8RW0Ph2XOU6M3olKBHL599PFzdGR33W6JCI6Q2fFuEmcs5F5ynzSga60scFAWxEyVPd21sngQPnLYdh/1f9kxdrLlpLpqWfoy0B46mn7SFwwHVuakLADTXJHBxlG/fiUNNAvA+Qn5Pj9H76CBFOIFFe0VzutSIlNE06s43aE3LrAHli1bJpdeeqlaBdlYyJTiao8++qgcPoxGG9h9992n2FWsYzZu3Kj+lrCwcdddd1lPObe/8pWvOJvwvvzlL0tXl/Gl3hzAfR6nkbKZ4+3s29/+tjpMxLK7MV/96leVdAkHfulLX7KbRh/THtAeOA8eIAKWerzWJJbrbUj/TCMC+ADQGN7Qv82dvQrVm4akHJG7pGxmz1oLUB3UgLtuXrq8stdI7rjTdrOu4Y7l2UKqvx1oqmRBOR30fC//w8VyI6j1XkMheS3miwWKA3VsW+vpN9J47KHbWnJaZqOQ3YQ10qIQV7LATVRKamyYDJ5G/BSfp85ZX+aG1snpAKOAF5mRL2GnkYyjMWGFgidjTdt4E2wk1AiWJDfxn5rEj16o7YtmRY/GhB4R1EzkBaApE/4h5TO2JL39tMcCcHp0usep/fEkY0hafBgSnD5YW98wisiH4XqI9oD2gPaA9oD2wITwQHljh4qlXNG9XByZZKYlRyn2l5mIw1yN8SXlPmjMfc5Jj5GaFuQIbWwdQC9/BbPMbUuy5eebTqgGP3cyeTaXjzjE78Jfv2a2HAJjzfrDdShOg70R6wxifs6DtaP5kMA5GpsLrTrALABTLqWzd1DSkZ9VCODeDgnva5aKwURp6HA81+kS4w4BaGIMg08YL7oaz7H5kDrA/mZE9pq5SNu1G0hvCUW+sg95BgBmFB0048czME/5On+SGJkSajSpUgc4JnT0/ytW17STRlvbuHvAzVfOcV+HvqH2gPbABPIAEQ9LoC3miooa6xL3VDQpuhQWgF3teF2b7KloHpPehescZ7Rfuc24LGvZ2C8vfR/F38UIchzFSSKJqXcxbbWaa01+itL/eMcGBXxz5D5phkLbELvkmkoN+ue9v0PXHIql1ASmUV8YAYQRkhmHPL5e+30kqTwHeR6v93KSBeD5yfORnGT6y40VrJO9SUiYwaKhjdKF5SzOWeMcvCkS6BysMRABsVqrI+B0DnBszE2aCwyKEUxdkXPF8Olpq43to28OHwOKRdkkLADTD8eajuH3KESiQ6KHn9nLFseGBYWNSFDqArAXp+nT4+6BJ598UiKgCU4N4KuvvloeeeQRhdIlyvaee+5RjC9cFKVAvva1r53R+njtN77xDXXtjh07hDTSv//974XbfOc+t2kcN3PmTLXt+nLbbbcJGWNoZJdZu3atvPLKK0qS5NVXX5Xrr79eyYbwPNHC9957Lze1aQ9oD4yDB0gB7Yn+mUsoRgGYqN946O+SrnmuF/3frScaVcGXyFxex6RaMt5jwoOB1qUub5iibqYuryf0L+89LzNWXtxeKd+Fttub+0/JL5Ho+7vf7JKrH98sK6Ynyr/eMEf+uKsKTZApSh+Y19gZIzyAmFW8fPGMRHn/WIOiju4GJfGHJY14plhVqI7uqJAhmwJwrpySpsEIGULzYkr2TMkdLMc24lAaKPzcxptM3OQgTmb1ebKY2Tzo6XlCiCiHV4jqQHxf0XxCMgIjJBioDhaDQwIQs7tYRBDOe4qTXcb7yy41gGm+xqKk/TOTyv7yjHqd2gPaA9oD2gPaA6Rwzk2wRyySAprU0Gz8o/SGq+0HwwxRv6HQAKZNQxHVzsJRJCbIhqm7KwtS5LcflstnVuSpa+3G+3LsIkiVkLXmR+8eU39/185Nd6YGjdWMnoXSfEzL0chYfQw5WdOoAUxjk2UOmizLSI1N8AyseigRhe1utS11h433fuwzt2knq8c4ikYNYH8z/iPZxNQjHiMQBW4+O+VSaPQB2XUIEBqjsQAcYN+OKbPiZ41xtgs3PDZsuBEgOnT0/yvWlbmTVLGO0dvn3gOT6FvduXeOnlF74P+iB7qhLUZ9sqWgLT5bo75vIhJvi3JGd4//YWeVUL/iCgRA42oVKNqywz9mdFHa4zpYuCzbAv3fi4eHkf45An5KnaeOxYaHyMXTk+QtmwLw/I4PZP1AkTTv+pNxTWy20s6VHMznoH+WN7+p5nEXsA3fGFsxGSJzbx5x6FzuMImzp26PFKUUeZ4Wwc/unCJJQ0GnFImyCLipoBXBD2wAP/vCEAxhrkEvD9VjCZZWZa9S16uXGVca2yc3Dx9jAT42a9IigPuH+qUYKB3SQftqCeEJCq1t0hXyOmqGaApoXz2ox42HB1goZRE2NjZW2tvb5YEHHpAVK1bI5ZdfLr/85S/VEljAff311yUmxnPnqKf1Pvzww/K5z31ODdm9e7eS7Fi6dKl65z7t7rvvloceekhtu3vhWlmopr399ttCGutFixYpmuk33nhDHee83A4PD1f7+kV7QHvg/HuAyampSZ6TC0QAzwb6t661W+mtmfTJ7lZH+meiitmcuHJGEnTVGoEENgq/pP97Caw1tH4v1V8m+XjvORmxEhUarPR/SftMqr68pEi573d7cL5dvnNtvvzmo3K58+I8/P22D5IcOTqVFmIY2obi9PTkaOF83KYeXW1bt2QM1UhreOaoR0vqrZDeoWDpm5InM1KnyMyAKukNBRI2HHE5KHtZGLY1JvWyl9ue8tuDGV7iWT5Ye53xeBEGWri86bhk018olle2V9om6CYj+pdOIAU0LdQTvaMaYbyQ9k+jgC0O0ZvaA9oD2gPaA37hARY6sxFPuVpnLxlguhHLodgHmwmUrasdRN40GJTKZPyjne60LwBeNitJXgOLDNkPyZDYiZzr316c6zrdmPfvu2Kmyt1uPFovZCPsd1R3zfjR04SUSWGzpGmMUWlkmGF8WU4N4JYKdaxakoYLwJSwo3U1Is+HKnJ/r7FvfWUBNRZxaeTZ55St047bdoKXPBxzwIPIdnbCB8occXxbzZiXyHwdWRcpg+dqsxP8h4nHRADzGZxsjq4P5Nhn06C28feALgCPv8/1HbUHJrQHSGHcB+q7pSko3IH60vnDzNMYbT2Cm8uBinWl6CM9yp92VyoaPOpQjKtVfASBj2VjvyXRpqCDG6n/u1Fk6mUjEBJr56Ypqr/THZY/aqDmi245Ku8OLpLgI68C8Xs96J9/Zqxhxb3Da6k9OLztbetjj3obcVbnT7aeFGozFCV7T5jtll4pApvgtohwWRAYBa3jv4gkzpQjoSGG/i9Xwk46/g7x3cWCQBGzv3G/Ojp9ynRVuHQOYRIOyFapPeA8pDYSp0/KAjCDPCJJlA5w8ryRz+xhLzzIKD5ZC8BEAFODo5uJXG3aAxPEA+vWrZN9+/bJ/fffr5C+kdBPp97vkiVL5Pvf/75C2M6YMeOsVhsI1BpppllIpsZvRkaGhEKPnO/cZ8H2qaeeArjNcxgcHR0tb731lrzwwgsKAZyWlqZoqZOTk+Wqq66Sp59+WlFZ87g27QG/9AD/LltjPW6fQbw3ns/ORkUiMdyhLMy1FNe2OumfeYxoWU/2AQq+bFgk8peJL2rukv65ob1XLkfC7hBQxLReEzrhZrIQ0DKzQFuLwvNnL8mTh26aK3evzJM+QC12lDbJgqwpQAeXKwTvx6HZ9qN3j8v9V+e7mc04zAh8Z9lpyQCNdAyaJ2mkHBzgv1VXiyQEtMvxgRR13PmChFw4ipah0idNEblKL3l2EArATDDFZathAe7+raH9ekZSKc6bT8ANSop4M1JpsyhOSkNYBfyXFYnPdxSGK1srhA16rjYrzn/QGa5r97TPwi/pn739nbTOoXWArd7Q29oD2gPaAxPIA34Y742X9ypQAGbc52psNqSpWAvv01MMhKw6iJe27j4hI00L3vsQGxIE/FFJk3l6xPvawnTZVd4s189Pl2c+KFWyIumQHDlbI6sM48pntpSqOJcyft7MLGhzHGNcSqDQItG0SFmRUlBi5wINTGS0QO93CO1vjYEJUoO4VpmjKKwkMyifMWCTayIFdGqhMd4fXxOmYtWj85bORyFFtAKwIA5no9xAn3Gqbew00LUdtYr9z07B2RuVsnM9E2DDigCODB79/5N1iQNDRKKjeUDbuHrAaFMZ11vqm2kPaA9MZA+Q/jk5cEDyn//FyGIdKTWjRgY9np6DdCknoJnxrbWjk1qbj9UjMdYz/vTPfQhOTu0Vmf9JT0u3P0f6ZwYyJiKiG4nAqp0iCz81YvyVBanywJ/2C4vfty01Emxy9C0VGEQj4RbTXA7655tE/vRFo7A54wrj+u3P4B0BhC/GbrrZ1/ky8ozHEP0bCA04UkB7si5Q5B1qOizXZl4sP6n/UO5ua4ZmBoJZIC22l9WMLPraFH85d15snpxoOaFuc2XulaNvF5Omgs8RJ0jlx2L+JDMm3Ej1crDxoFyTe4385vBvfHpC6gCzk44UhaaZ+m3sKsyJBepdm/bABPFAbm6uPPbYY+pnLEtavXq1orjy9RpSOJs0zr5e4zqOUgi33367+nE9p/e1B/zeA51I3Pznf458jDHGeyMvPv97TEgxjzkVWmfujBpnFae7gACOlQOg5yPjTGac+0TbKWj8Mol3GQq9tA6gPlhgZTKPheAuNEYyQgP7M5J8aojtC88zUfjgDYXSA2TF77dXKN04DmYzJIvWxbVtkoVEI2Ph6+dlgHYwUl7fVy03LUyXl/e4TxyRZvCWRZnyEfSEmZLi+k4izs4LQKwF292eKIvVluOlqVQCkGCJD+yQ8sAMScVFs4AAHuxDU51DmyvApqBpXI3BlDyZTJZS4P1pGo4aLEGQ4eC/d1VXvdycQiT0ECQ2yp1SJdaJ/EmfzbpuX7ZJA21l6PF2zenu05IHtLk27QHtAe0B7YEJ5gE/jPfGw4OU/WARlEwvrmYWgNuhi5sVH6EKpNYxZmNgc2cf8mZIfyHOrGrqsg5xble3dinNXTYJUlv3iU8udJ47mw1+T71zRZ587aW9irqZYJTnPyxTesTu5qXWMamgzczjsbp2J/sjaaD53EQTM/7tbiiT8Jh0SeiLHkYAky0FiFVh8dedNSMnlXexu7MT/3j8VKzR9JDNclm87DEaQyUyCb4wmgWktcpmsOdDJgW0KYfnefTEPWuVDCGi2Zu19bbJlLAp3obp8+fQA/iaqk17QHtAe2DYA9SmWJATpzTFho+OfWv94VqVnFo5E38QXewPoNGblRoNjbRx/sBn8Rcau5K91GVFPuyS/pnoAQcqQMo+QEwwgAzkqhEXUy9uaW6CvG2lgS5+Q427KfKAtEi0DEWjoEm6kKmXAmmAojJts0sCFofchhzX/kBdcj5fqP87M26meNNv2Fe/D1Qz/RI/Y610AE23tBXPRVrrk+/Jew79XyfCxA3SJDkswfkoa7LXOLedG8mzjQCz1xFY8QQLwI0oGlO8ZJJZQUKBHDl9RBak4PfNR2vqahJqadR01gB5ZHQgpkamqqsZVGrTHtAe0B7QHtAemAweYIMhzZMG8FEUWWn5oIA+WN2iUBFMkrkz6v/S6tu7ZU56rOwoa0I3foBkIxEWCw3gvx5BsgvmqfjL8/FRYfJfdxQpdMcjbxyWuaCBfuy2BfL0XUug+1soaUDwdmMSJgipKfcK6AAZJ+8DhSAprd1RQXNuWiQoBitxLREaTN4dBFp5acxpdW5TY4x6d76QuQaWKM1ypA/xAGiMo6RTIgdaUKW2T1CqC4hkSJ07HO+qg5PghbGkN2PCkqgPNNQ1IEnbhQJ5dsIsoKZBRNNlyJu4TjEzfqbroUmzzwIw2YB8NRaAtWkPaA9oD2gPaA/4iwcUyhWLtaOALkGTXQLk7CoQd9np/x4AMwxjRRrJYaaiiGyXv8tLiJA399fIFfmp8ltIfxQh11pkI5GnJjqDF6KKuc7ntpYpeT2yLdLcFXvY5GgNic2YmdcwtjYQwEZBvBMFYJmSpeJXhQBmPq8LcYGZE+VFdtZebcSSduf84ZhCAHtYaB/iaGr+0sJj0TmKbaKCW903chqDR78SAcx8qquFuJNpcR04QfaDkNcmYjkM7I2+rH0s8eUEeUS/X4a7zwS/fzD9ANoD2gNj98AgggUmvRZlx439Ypcr1h+qk0uR1CKViNVa0CFHbeBPLM5C4OE+GWe95pxtV24zutWY2BqLMdApRQE475Lhq0o2IhgCqtJGH+LqwlQgOxqECBRBYU5dO/taWdj2nrzTv0jaNv+XMc9F9xrv1M3wtVuMehMFHxtex3naIgJ4YYr3zsQdtTtU59ap3haJAEK6EAlJATp6oL1W9lETE75zBsJ2/944fxhoVxp1IwoSbRAaOSuMpyzbarzzlQVgoI999tvwlRN+iwXgkuYSpQUSEhDi03rb+42EOKlUqjsQcMPMArDWAfbJhXqQ9oD2gPaA9oAfeIDsMizKJiLZ5c6oaUY0xoyUaIUAnpvhueHww5JGmY3GxG0nm2TZ1HjZCx3g9p4B6UQcd9HUBKlrAyWyF+OavnNtgdL4pR7c21+5TJ64vUg+vigLciip8umLcuU3n18uP/2bRRKNsaVAgGQDUfLcB6XyMSTvfvbeCfmHyz0XE4trWpUWXXJMuNJ5Y3haEFYvp2WKbDvVjwYwS1Nc4zGVjOKX/V0diahuH1ZPEAQcq7TXu38aFoCzl7k/769nmKwMQ5LOkzGZF5+nkpsVwUb8lZ0yT6pCghHLOqPZETPkxOC7wCQ1xpGMIQPwny+mC8C+eEmP0R7QHtAe0B6YKB4wC8B2CGA2HJK55Vhdm8xMdWmywwMcQPNeIhr/Ikj/AgsDstbOrgUq9yCKxQuRY/0ADYefvWSq3bAzPkZE7+1gHiTIpgBNjKFoYKNZIsIRc7MR0VEjxtgAOVZr5JE4KI8F4IZhSuzBJjTGmQVg6CErEAtBMGHRI+YcueOIGfyaAnrayEdy3SMwpQ0gC0rVkf0QTZYCpLScCQU0wBpkVXQ1f6J/NtfOfG5ooPvvZ+Y4vusCsNUb47NtfDKMz730XbQHtAcmuAeOIrhpA8XJotyzKwBT/3YHtMpIh+xqr4Hmjl1pNy3MdD11/vcrUADOXIQ/1L4V1ZwLAo2etOGPeq6lAAyEq0y7bCRNtuMCUqb0Igm3sbhO5Pi7BlI4YbpEtZXIW0PLJOzYn1GIRnGU19Pe/Rf15tPLmgd8GnY2g5jAKW0tlUUp8JUX21GzQxanLBYWghclL5AQBoQotB9JK5BeM19kV/h1zBsLBG/LgEEfc0XOFYp2etQtZ1xpHDq+fvgUNYBpDoSLsTM5XvMT85XO3LHmY5IejUDSB6OOhmmmDnAkuhBJxaILwKZn9Lv2gPaA9oD2gL974ASo6ljY9dREyAIwk1hdaEqjXnChF8YZ0irPAlq4HoXe2PAQlRhjUoyoD9I/+2L/dH2BfPuP+2QBEnz/+/cX2yYLuebr5qXLOygOkzGG8yfFhErxqTZJig5TGsHpse4TJ9tRoKbeG3WQadRxS+uvlpLBVIUstqI4pAEF4OgUNW5LU7wM1B6RAQeaYKi9BsfdpAF6kQg05U7U1ZPoxYwd3T0S6QxZAG6rkQoUfWlZiMkqwkcnftVJvGREZ5ibk+49OSJZ6rrqfEJy8OEbuxonnQ/0A2kPaA9oD2gPTF4PlKMZLxKxlF1TIaVBiAwm8wrjTldjAZjyHhEOwMtRxJ52FhwcpIqylYhHidRdi1zhubY7luco+ZINYKxhnOir9Q8MiTV2JAU0QSx9OE75lJD2KqMADG1hhQBuLjOmDoU/FM2vTSzJgiibCQnY8FeLzTLk/9ytnwVb5t+ike+GbJ4CpcQiHmQheAzWjpi7va8d8jHDuTzz8qxorMHPjDrAwYHBkMHx3jjb1A2glLZx9YDN/63jen99M+0B7YEJ5IHtpU34wA6Q+VlnVwAmVR775C8vMBJP1kdkZ9oqaKylIIgYVyNMonI7MjlLx35b0j+z+91EorLbq+4QCrhrbOdioFgI2r+3D2Ic6Z/TF4qUA70KjYO4xAwJ62vFtauH6Z93/Y/tPLjjSGOQtfTzI4+dhz3SP9OKUoo8zk7NWVJAEym8q26XLMteBd4Y/CDBuT0Ca6XPPRR/OXlebx/GGbdZk2PvT1G6bfBG1Y7h9cTlwn8o5E/CAjA1gKm/XHy6WMZCLRgWGIZ0buAoHWBNAT38a6O3tAe0B7QHtAf82wPHgciwS8RZn+oIkLIG/TPiLRhjMndWA0QD9dioy0ZdXRaMI4CmICUzE3t7ypvdXeo8/t3r8uVH7x6H5nCM/PedS1QR2XnSZoMx8Gv3rlQF3Lq2XqBL2mUR6AA3Hq2Xz6yYanOFcYjhUjIKxRyPpan1JfZUysnBNLW/twL0zqZRzxao1/6QGKkZiJb2yv0yGBYnDUMxEkCpCE/x2ZlIpZj3ncjvlHLxZoy1kdgrBwI4Bc2c4WjYLItOsC2XRwZHqkSXtyn99XxKZIoq6tIHvlhNBxsLtGkPaA9oD2gPaA/4hweIAM5B7s61qXAIeSxSQLMIypTWLBcEcCdolE8gHqVObk//gDN+dH3qcMSVO5BjXT4tQV7fd0puXJghoTh2ro2yIsvBWPPynipFA23O7+5OjHdpbHE8Yilcm/IqigY6PlyiepDPnJIt6ZAwYbw81FSmrlOAmtAokVDETK4WiQI0ZTfGCrpxnedC7gehCTAux/sKIpA3H0TxViGAUdgfIwLYE1BjLHlA7wsdnxFEAJMKurXX+P7l6a6kvtY2vh5w93kwvqvQd9Me0B6YEB6g/i9REq60zWNd3HpQPJPiJAUUdVY7DoTxHtDqkf553K0F9CX8g3wmqAbq/abNFeEfeNrJTcb7VAeC19gb8Ur085biahk69hcR0D/LoZfV+9+GYB82tPzvjPEd6JbvsSTsjKP2rxfhGk8JO/urxnyU9M+kffOGPt3fsF96B3slPixe0ZYsS1uGAvXdeDign3vxBx1rVfq/jJr5Y2MN6IhkbT04IFguSr/IZgQOMXgMB30jNX9NY1BGbQ7rMfOcn79HIPmYG5sLauzDPqGwzcdNCE8Qon5NBDCPm/R95hj9rj2gPaA9oD2gPeCvHmBCjgjg6cmjkRjmM3EMk1n5abFK/5co2alANLizj04aqMXq5m7QPycoCQ8ibEn5OzcjRtoo5+HBCkAdvaG4Xrpwzc8+vVhIxeeLUQ/4159bpsKjKGj7vnOwRhWt1x+ulTSggt0ZkSgs/sZHhiod4PSBKqkISFeI4j0Vjm56xlz1xZgiUIYUAiNABmsPS1BwqNQNOmJZG7SBumdkEiZHfDUZLW2+96fqMOixK8IjJKuvF8XgHikPjxREoqMsMypz1LHJdIAIYKJSWOj2xU514HuWNu0B7QHtAe0B7QE/8UCZowDsulwywhAJy3iL5tp4ePhUq2KL4ZhOSIZkxEXg76Ux1vp6MdC425BjJcV0Q3uP3AJZkPNlHy/KUhTTc0ADbZq7WnNU2HCsSvbGJvzQuE6mG0+i+F0Y1yvBQ2gYBAV0KhoXO8Gq01NtSLcJGwlR6BOw+Y0y5PVkrJJ7oyaZAAdspP5GrYq6v9QDZkwNsM9YEcA1ne4b56bHTR91u4l+gAhggntI78z8rifTMaMn75yfc7oAfH78qmfVHvA7DzBh9lHJadU5djaLZ9Js07F6W/rnP+ysUl10V9ggg8/mnj5dS/pn2pkggEvfd6F/3iiSMsdJrafmdXm5PD9F8nsPSEAPup+SC5CIOyIy50YpaH1fuoZCpSx2sXHF6/e7XGnsMn5k/s5p0NeV1Q84d8/nBhHA3tC/vD/pn2OILEHgQqrh/IR8FLmvk4HwODkQjMgR6x9idZdRpE3hOhAPWB2MwADvK+LnKJSF2+disZd6ytRLNo1JzUmIAObj0ZdHTh+RVURV+2ikWwnC70lle6XzCqI3NALY6Q69oT2gPaA9oD3gxx4g/VwHElCuiTjrI3FMc2ef0kE7AM21OUD/BpoZPOtAx/aHiH2nJ0fJ7vImYdKMer8Mv06C+s/USLO5zHno4hlJ8iEopH9yR5FkIgE4FluSlyC3LclSSUZESpIYHSq7gDi+CUk8d8aC9QIw9ZCyMHqwVeICOqQ9KhfokyBoFzsaClnE7G4WAbVcSGq+JESGSGTLcQkEsnUQemXW8HLEfYj0zEEznk3MNmKcv+4QkeLNWowYqjIkRHL6UPzHfjkyqH02TpuZMNPbbH59PiXKYHJic6EvpuNNX7ykx2gPaA9oD2gPTBQPVLgpAJ9AAZTGomcGGvai0ahntQNVrYo5kccYHiQAKWxn01KilPwdmwzJTOOJkcbu+rEcWzsvTbHZ7CxrQkHaAOL02tRnOWcPdIAZd5pm0kCziTFjSoScbOyQgkhHTOnQAObYvhqwINKYl2MReBA/rkbQDXOl/m7eCsCMjQhKYbxNC4HP+ewjkrjGKXevHhHAcf4XYxIBDIVpVQAOCw5z99jquKdn93ihPnnGHtAF4DN2nb5Qe2ByeaDidJfSdSB1yNnY1hONKlC6as5I/V/q/r68u0puWAAKZKI+x9tI/0xEQ3Ty2O7MRBC1Lkz9X/5BL3nPoHD2MNM8IKnXhe2R1lAkT1j8DYV+WES8hPS1yabBeUgWOlAaR960ncUakKkB824FTNY+sLSd4AwPUq/hUOMhRevsbQrq/halFin938Wpiw0aPKB1i+fdKD2B+PPChxj1IMOzpjGx5rCrghyIFPOA63vGIhyB70m9bRq13CZpAbggoUCKm4plLNof3f3d0ocgvKKtwvSQsACsgyunO/SG9oD2gPaA9oAfe+A40L80TwhgojJoBekxchD6bIUZ6Mj3YCyoUvOsB1q/TOKxVpw+JUzpn5Fq2ZNdi2Tbr7eWyX1XzJSLpwM5ewb2Hx+fp5oje0A3vOV4o8wGzeDeyhYkG+2/pvcCYkJ946bOXpkWgEQTrDE8S1pBQ3gUTDsdRCyT/plGyZKkWbI8qVvCBpDMRMIuPqjbNjTjs8sgrs1exq3JaUmzvT/X6RKl6VaBryrZjFOby6Vc+pDOUh4acf3cJLADTWJLicB3GFhUiIGgB6+Px6c93X3a43l9UntAe0B7QHtAe2CieID5ycqmToV6dV1TSUO7ktmoB2p3hgv9M8fuR3xJJhayzNCaEIPZWXljlyr6vn+sQbEgulJN211zpsdiw0PkKrAQ/gk51ysBRvH0F5vNlNao5qgl3s1LipRSNEFODzXylT3RGZJmyveZFNDtiC97oHnMuNHVBrqBAC50Pep/+wSgeDLGRkRAt9c7RsHjkMiTToNZyNOl5jnSIJP9zy6+mp3gQ8xqTjRB3okA7kNjQDOK4tHB7tmauNyGroYJsur/O8uw/2b5f+f59ZNqD2gPODzABBgb/pfknl0B+C+griN1yMyUkR/424COICrjpqLMC+NzIoDPJKlF+mda7sXGOxNDpJOm1q0HYwLx6uBdslGWgP75FSBj14psf0pdsTH+VvmwBIFBLQrDoFB2Z/z3MAIzbFz3n+6GndPjBxsOqiKiNwQwC4176/dKUXKRkDJ6adpS5zq2Jef61PkWymK6A2Vy2Sn4wpNNc/i7ZOPwKCKAWZwHPd9kMwZ8XUDqsJgbGzpM4+PpOdv72qWzv1NRQBPRT0uLSpP6znp0noKWRpv2gPaA9oD2gPaAH3uA9M/UTsuGXps7O3yqDRq8waqoWoIElie0RV1bt9J441wpMWFyqLpFJfziIkIlE9pn3UBIuDPGefWtPZKDmPeeVdPcDVPHB5FkrEUMTPo/VwtEw9y/3Vio0MbUZJsCtO5WxIh3LMtzHerc70Wxuh2Ug1MDa9Sx4p5kaUbykX/6D7EATvpnsIII4gLqsC2PNpNTQxIvLSOSfuakeBxHAXi5eWjyvUehSO8FkcAYvzU+R5rhkOz+fulrLJHqfhTPbYzNepPZKC0SGBDopIC2S1Ban7+jz95P1jF6W3tAe0B7QHtAe2AieOBUS5dq9rOLKUmBnB0foWRHXPOaXPsBFICJdzD1fKuaO0c9UhJYXbYcb5AszNOHQiGBMOfbbkaulTIouWhsNLJBHvEYajnBCGiP1aKY6zA2RZIFJzOgUTqGwqSiM0xRQPN0cCcKv4EApbDQaYf+NSeZDBTQXuVQ4GHSP1NJGew6zmI49YB9NDKnhClmHvNfa/jCuDAvAJnhoRNmiwhgSgS29LbIFFJiezBdAPbgnPN0SheAz5Nj9bTaA/7mgY9QoKVeGhNPZ2pMcFH/l/q3rt1tr+6tUsHPopwL8IesFwFZzb4zp39Ozkf7uwPZwQIk6ZjNgrA7ZwGpmthXI++3o+BddxBQlBtFjr4FapBIiZl9mdDfQ2981d3VI4/nrYQGrm9FwJEXjn2PqF7SOc+O99xxRpQwC5QsThI1bC0Av9uwxyjsOoqQ7mhQykPxu4YxBT29kli933PROKPIeJiyLcMPxQIw9IalqXT42CTZMpOKpIHOicnx6am62W0JYxHYRGEQAUz9NnPfp4n0IO0B7QHtAe0B7YEJ6IHj9e0yDejXIFZf3RgLoPmgcmYCjDYXjCzujNIntAogQC6alqBisz4gbKtbuiFLYaA63F27alay7ADN3kM3znXLbMNmvy88t0MWPPiOLP/3d2XJQ+tl7ROb5JE3D0sdCsKm3bAwUyUaiUJmwyTpBrkmd0+5s6xR0RHODqmX2qE4OdpsJI6YxNsP9LBCAEenGtMDATw3pFp6h1AQhkUMtCEucDMz9brSF/5/9r4DPq7qSv+Mem9Wl6wuuTfcG7bpJUBICLAphBZSIYVNheSfLEsqCWFJWZKwbEgBEpKlhEAAUwzuvdtyUe+S1XuZ//fdpzeaGb0ZjW1ZluR7/JPmvfvuK/dI1pw53/m+Y5w3Gb+z6DAmy/vKOuqlLMrwHRnA5ShyVOzfwYJF55Ozo7Oddyfdtj/6+8WHxENS0vhsSFk/b8biUF1w6M1D+pj2gPaA9oD2wHjxQCnkn2kZFkWFLCAkiMo57gAwW95RIaYZ7UZYKMh+ut19wwG8uYg/ybRlj93FINkkmizac+iAixGbRkKumsxl06DqbGlmLN2HHO7RwZiZE7MRZ5c0dEh8f61U2uOlFPEogW4C2kEA9iQYyoaejMWHYcibRhgKIp6mTYjxkRjABMG7DJa0yhUrMBgrowy0j0YA2Kq4jmPu+XQfL3lepxH0ZW54ADnakQDs5m78LmkbUw9oAHhM3a1vpj0wfj3AhNPZyj9TCoW90wgAOxuZCv/cXy03zE89P29kFTuMiqyRQFvnhza33fv/nnzbAJJHAmSP/lPsQeGS6ndKev1DDQAXvdgk/3JZBpnAKiQXpWSzeRfLVxVG4lv/dY9bHj8Xg9urt6v+v0z6eDP2/6VcSW1nrURC3toEjCn5cbABgLezWSTNQiB1ODA4flUHgm8EClJ/zPks1+3oqUa1Yc2hofEp+cb2JJSBjg2JlaSwJDl86rDMmjJraM1etuyOOk9x9AEmAEzTMtBeHKcPaQ9oD2gPaA9MCA9QAtqb/DMXQQlo9vIlO4MJK2/9gql+w8QfE3lMzBH8DUOmrBlsWjMxaOUY4s97ytCrF3EtewC7G5m+9z2zW279zRapaOyUT1+cI7+7bZE8dut8YYuQZ7eVybpH3oFMX7nj1B/fNFdtE8Qlq/hfB6vl8pnWCbTqlh70AY6WLEhAF9uTFXs4OjRA4sKD1LoVAxhtRxRLIzZLMvpLwfsNl77QeAUq+znFC+YD9PNIyjyjh5k5OBlfuUZvhgReWaiR3CQDuOxUocfZZMhOdmMcyUSer0bWhzbtAe0B7QHtAe2B8e6BUoCcTEelxw5XlTmJgkPGVMBGJT/JVdmQBYaUj+5CjrMTYPAUzLMyf38/SUFsyXiRLUPGwhj3roP884bCelUwyXsCg7a0SADXph11YwBzXf6tlVIlAIDhJ1pORJ/42yF17Q0Apiwy5Z8t8n/mvSbMK+Jnr4b2a9JqKPEIpI+lE0WlUE2R02EAQwKaxXPuRlbwRDRn5cKYkBivS6B6obax9YAGgMfW3/pu2gPj0gOUP2Gi62wB4DfA/o0ODZTFWUg6OdmGwjqVTLt+Htiw58MItPINKOE0pdqaK0ROnRDJvth46n70uCjagOZzl4y8iqOvii3vMrkhZI/sDl4qsuNJ45wln5FFWXGyzHYQqTbvCRXEo1JqT5CSgYSR7zcKM0xZZ2c2r6fLqv6/iQtkZ81OWZS0CGwcI4DcV79vKIjxFPiB9RtHX5IhjDlrOzqN25S87+l2RhAZlWJU1JlyxqwsZG/lSQgA0xGqD/Cpo7I0Fb8/Ppq/GD+H8lYjqWwCwKwu1KY9oD2gPaA9oD0wkT1wApJ8uW4tRpzX04ksF/uWsf/vgQowgZMjwV70/HGXDGBK/zEcaensw1ybkn4OQ083gsGejLLSZOt+69rhcSWThjf+aqO8D9m/Rz4yT/5x7yr5wiX5ctnMJBRCpslPMLbhq+vkytnJ8uXn9sp/rTeK35ajOJDsZjIx9pY2ShTi6ZAgMCk8WAx6z6X2V0nRQLLwedmLjmEXizEVA5gsjLgcyNIFSlz7Semz+0mHf7SCfhlfuluf3V/sGb7HG+7nT5j9kQBgLKR8oEsiUagYDcnGks4aJYPsvr6YoBj428qT7jMn9n5CWAKSx2C5+GinmADVpj2gPaA9oD2gPTDOPcD8Z2p0qEPG2XxcklfKULwXhJiQlpfgynhV8s8+vP0fQUFidkK4iievQsw3VnblrGTVDmRBRrQq+vN0X8abpjWBzdwwyBrOQixK628slZbgJCkZZErPDBss8IKiIVUNxWaog5jXUK8EQCeD/DMXEwgST7h1IaZaK2MjgsAEvdlehMxfzj9NBjBVFd1tohYYsgewaRFBroUT5rj5SqawtrH1gOdPxGP7HPpu2gPaA+fRA2T/0pZkn10lOwHgS1FxFuCWbHtxb6VKwk1DIm6srbWrV+oOvSNF4XPle68clvv/slce+ddReWF3hTR1jJDQKH7PeNys1cZr5W7IfCDwyV3nfRktePOv2CmStkiy+07In1rni/3YGwArERxkLENvukD5fugfLfgXwy/7rd67HDKGw4+O7gj7/zIAIaDrzSjvtrt2t8xPmK/6AC9JXuKYvrkSYPtIhoRZXQASk3hN7O2VHEjsKTv4gvczE2cCNEYJown4MvE2JXdo3/vZE+4o+wCTAcw+y74aZVdYMcjewTQGjwFIAmsA2FcP6nnaA9oD2gPaA+PRA2Tl1kFlJhfJNE9GBgPzWTPAAD6Ifr6zUqM9TVWJLjJ/bYjGMsG43QY2MEHfHsj4xQFM9WbHa9vl9hVZ6Bsc4jLtUGWLfPjXm5Qk9EtfWCk3LUxHj7jhWUK2W/kpgOB/v6JAfvZGofxhc7G6zjeuRssRWCeegdKBbx+ulST0JrayqqY2ybRVKwYwQW4mLBshM1hdVwc0GwWMTEolFEABZ0ACGo5IqF+PmsOnYfjkbEwBBtv6pC1hofPw5NxmW5cRrKyrTjL6ehWDuqS/XQIoje1mGVEZbiOTc5eFhC3dLT4vTrcc8dlVeqL2gPaA9oD2wHn0AAFgK/nn0lPtiuHLmDARMZh7izwCwCzCiwwxYgNKPLtbXFiAApE7UJjIFngpAJrHytZOS1Cgth/A2CGId/jd27uRV3OywhqDkUmfMHQNaEP7kLBUBwM4L2iwwIttIQIQ/7rFkupSlEQmA3iyWHz+yCsJB1mHgTWZvySs+MgA7kKc3tTdpNq1ud8kMyrTfWhC7DszgMMDPH9e42LYpu50CgwnhAPG+UNqAHic/4D042kPjIUH2I+WEnlTIqyTTL48Q0lDuzDxdjkYDs7W3t0nbxyqlushkzeWVoaA7l7I7y196DUJB0v1hVMZ8v6xeimqb5O/7yqXLz23R/Vi+9rzex3VbsOerwgAMCvYwqcYhyj/zGb2qRcNm+oywF6/7BPcjUQkZJJP9QWLrbcD+jFXIplk/NnNGiixjJlcroOqqaPhi8YMACarNywgTGZMGc5ocX6uI41HpL23XUk/kzXszBh+uww+GslAtemlH/B6dbtTxVs5pLq9mSnhTXDdNPYBbjhh7k2qVzKAmUhjcOTP3ycfjIF+oF+gmAxg7ieGJmoJaB98p6doD2gPaA9oD4xfD5wAs5bmTdKZ8s9MWpmyzrPThirR3VdmFj+Wg+VBOeXiQYk7Mh1qWpxiE7cTM5EYo0zzPZB1djYmANnvNy02VJ7/zHJLSUHn+WSPkhl858ps+e7Lh1SMyhYqppTg8dpWaevpg8T0YAzqfDK2y8vLJdLWKdUBqdKBeWzB0oNkZRYE+5S114ug/680lUD/r01ipF38e6yBPLhMWUn4nMGtSfxCUHwEK+tuFPb/paRfmc0OVjbAYDdjkd6FYASA67vq8ZnF/C3xvmoNAHv3jz6qPaA9oD2gPTA+POAJAKbaDI1xnbv8M8cPoMCQsabZQ7fNDUjlnOyECKUqcwhx6TVzAAqOoYWjB/BqtCcx42beOsQileQODh9D3EmjjHR2jJ+E9JwSW8xUBwM431aujgtaviGRhwLD4bGRmjCZAODYbGPN3r4Hg+lKdUMyfyN9B4Cr26s9XjU72of7ejz7/B0gGcU0tgscyRrNHsojTdTHR8UDGgAeFTfqi2gPTGwPbD3ZMCryzwwWLi5wlSt+83CNdPUOyHVzxwYAJuP3B68elkt/+q5ic/xgBfq52brly3feLm98ZY38/XMrZdM3L5VtD1wqZFr862CNXIK5f9xSoir9XH6SlHs22b88cOItRHNgA/sPZwK4nAf5Z8lYLnLsdbEVXCF3hb5rHF76GeN139/Epz++K78sZE0frbZO2LnccxR22Nd3AWSdyRj1ZpxHlml9Z73EBMdIfqxRGdcBkPtY47ERk0SR/ag2HJR/vsSUf+YNASoL2dOeLG2QmcKfi2kKAD5u7k2q1+lTDJbK0cajEo++fb5Yd1+36tVmMoB5DpN3ugewL97Tc7QHtAe0B7QHxqsH2P+XBfY58Ui0eDACwDlIupUAzGV/ttleGMAsfkyLCVXAbxiklnFp1auNl0bY6tGqmrvkzlXZiv1hTuqDXPAX/rwL8W6//OYTi1yOmXM8vX7rmumyIneK3PfsbmlAsvGza3PV1MrmbtUvmCxlK8sYBHpLbKmKuWxK+U3zBwOB1kEAGCBl7SFjH98jBpoc284bTAJW2OOkqHvslXqcn2NMtqPSjSJNLzcrBet36gB+I5DUKwkMRMMW9zSpyNyEuV6uMHkOJYQmqGJEs9XLSCvTAPBIHtLHtQe0B7QHtAfGgwcUAAwFGHc7CQA4AiAqmcD5ia5xEdVWjqIHcDMkkxnzRWKelXUjkMxFPMr5V48xAMznoQz0bvQeZmsRGh7Dq1HtutCpD/DCGKMQMnhKhmoVOICYOq23WF1joKMBhYUeCiUpAe2D0orXhxlPB+OyvD8NQU7KP6PQUuxwcggAUB8loKvaPec982LyvN93nB41GcAhYIiTiDKSkQGtbew8MPJPZOyeRd9Je0B74Dx4oB69Hljl5iL/HIw3sY98xPWLY17sdcg/r0QCixVnzvbinkpZmBmreqw5j5+L7e3Fp2TdI+/K7zcVqwTa2/++Vm6ILcGbMt6Y3Xp+Ubbv7tU58tb9axAgJcmDLxxQPdtKBxkg0lgs0lwKwPdi41G7AMKWbx+5/2833vxPvqOknqVqj9hmXC8rZA94F6FiT19sXOvNbxuv3r6T8bn6y5DOjlJBprepo3Gsb6BPyTovSl404uXIFJ6XME+212yXpSlLHW/uHLcP/vN4EQC/3WT/IosbAiB4Xne369Ti9133nfcoAU2r2GW88jsB4LYaQ5p7aHRSbKWGpyqW9eGGw5IbdNzSiwAAQABJREFUYySER1pYZ3+nkvEubyt3TCUAXNMOH2nTHtAe0B7QHtAecPbAGcR7zqeP5fYJAKEEbEPR79aTEQCm/DPZGWRmeGs9sgXFj+lg69JqWrrU/ChI9kUPSvpZ3SMy2F8xIwgAO9sPXz0iBJR/8dGLJBXPeDrGtimP3jJfAdDfRiz60aUZjr5zyMepXsaz0NPY3bL9DObAoa54dSgA2bsESBXODKySVv9YYzrZrjUAgNGrjRBmoPRbQJkMyfxlr2065AqhVjPZjTEoJfo8WDecXgs/TQ2Ok14k9aoCrH/fqNJyIRhjSFqwn/fPgaYvWByqTXtAe0B7QHtgnHlgAsV7Y+E5thVh31srCeiTUJxhH9ySU53DGMAESSkN3QtAlCSXcMSFVlY4WLw3b2qMil2t5pzLMcpAk2+REWfEpOgsYmkhIPDQsCQprEYec9BmDfb7jU7OViA2VWZiutFeBGZrr8MJaDMyzBBATQExJDBk2JEJOxCX4/3R2SeYju4clMemNLaPEtDeGMATVWWGrF+qEYb6h0qX5e+Iqzt10aCrP871nvG//VzfRV9fe0B7YNx6wJTAW5rtJDHH/qyzZrl+ccyDUR5lB8DXK1Bp5mzsRbahsE5uGAP557/tLJeP/Xar6g1H4PfLlxcIGR1SslkkHaBmQJDzozm2KXv945vmyd8+u1xaEAje9N+bjOo3skxZtWTKDhOYBEg6Yv9fykSzoT3nMgAIiZGggS55s2++nKgHwxW92FRvNscTeNgouApy0f4qeUk5Qsr7nUsjyNjR1zFi/98BVLbtqtklc+LnyIH6A7IsZZnjsTaUw2cjGYDfnkH553Vg/w4Lmfc/7/kKYXHQpEEStLHYCLQ4Mz7PmG/2BTb2JsV3ykNOi50mhY2FMi9+nk9r6rP3KQiejF/2FaElhSfpHsA+eU9P0h7QHtAeuMA8cJrx3vn0DqXsvMk/25GAOVLVCgA4UoGm+WhtEhI4LMpQS2jq6FFtS7iTh57CjIXJoK1t6ZYOMDo8GRkUtyyeKtGhgY4pL+6pkN+9XyQPXDNDlqMQ8kwsHrHod66bKa8drJbdpU3ykYVT1WX2lzcrUDcxCvGkm2Wh/2+1xEu3GPFtGNYajERelr1c6u2DgDETcbUHVSzaG5LgdgWnXfiuNGyOsH3KBWHJntm75fg/YUf8lR6RKuW2ARnAtpVNjTR+RlbHJtNYQpjxexPKJKcPpgsOfXCSnqI9oD2gPTDWHphA8d5YuMYkfVgBwEXI2bH3L5Vk3BnAB1Fg6BwVdFrEjDGh/go0JZP4mtmu+dGxWBvvwbhxOpQEu4nsejFKWZvGdn6MpWm5wU1QlUNhYWqW2me7v9DOGumx+2H9Hq7pj3g0aZCwoc6aBN9GkoCmv6DAJ13NxmKRv5UusFp7PTCknVxCBjDb71lZfgzi9wlozF+SBRyE34Xm7kGfeFmHloD24pxzcEgDwOfAqfqS2gMTyQNMemVC+iQ5enhyydd1vHWkVoUBl84wqsTN8/55oEqNn8u+FwxSfvZGodz/173ywQWp8oe7lkpK9GCSgmBrKQBgE8Q1H8zidWFmnPz1MyskLjxIbn5iszQeXG+whkNjjNkEdmOzREaqAqP8M2VPit9DVvEykV2/V+f/yXa10E+y6XGLu1sMXW/MY+DGuKKwZqgiz2L2WQ+RzcuKrVnxAP69GCWeW9BDjrIeBIOXpy53zPYFALZxMfxCcHCls/yzeZUy/Ly82ZRcA2BnTzsa+9vR6gqN10n2vSC2wACAE30DgJ2XX9lWqXaTwpK0BLSzY/S29oD2gPaA9sCE8wAloCmn58nYy7e1u08xgA8hQTfLi/wzY1+GIuVgvBIobu/pV73aGsEGIbPDypgj64HU8x0rsxyHK5o65Zt/3y83LkhzGXdMOI2N6+elykUZMfLQPw7JHYMMY0SxMi0pUoHCzkk6XpYA8In+JJkKFjMZHJQZJJslc6BcWvr8ZSAqTUkYKwYwonH/sGgj/LJ8pgFpjFugpLMtD0+2wdSLPK6Iks+07KgsKe23BsQDJEDCwKq+EIwxJM3s5eY/vHTTxQ2V7Ubs6TKod7QHtAe0B7QHtAfGkQeKAGjSyPR1t5MAgEMHCwgZIzrbwcoWiQodUotp6xpO0kiPC1MS0owZKcV8vmwNWMDHnGSdA5zAXvOZGDuaRlZ0fVuP2k3za5A6iRb/ICNHTEKKH/q1doqXnPEACignU/9feiIu23SP9Ws//GUCnSyUow9oPrCAmasjUGplvhbdWZ17vsfYB5gtBRu7G8WfqpZerK4TbHJtY+YBDQCPmav1jbQHxqcHKFm3NBvMyrOwNw5Vy3zIm1BW2dko/7wyL17IbDhX9tTGYvmv9cfka1dNkx99eK6S5nPcq/6okuMoDJmrQOIvP7dHzK+vYPuXbx+XnSWNSIgZyT5K5z13z3LJASDee/xdaUhY6riU6v+bs25o32qLb/iFryGSXAWZ4p0iM28QOf4mWKsREpGz3ACA33vE6kzXsTiAnOEGi4RVhyQfnOs+wOzrS1lnSnZ4s+3V2yXIL0hJCpP9kBaBBCOsobNBWMXmN0J348BB8NcPFZXLOw2Gqsv9WD1nVtC5HBjcMfsAV+01BoIQtEdPFeHPehIaAeDS1lJJj0z3eXU2MaJ7Uwaa8n1kd7exN4k27QHtAe0B7QHtgQnmAfZZY682bwzgQ5B/pjFZdxj92WalRnlc5ZaTpyQpKlgqmrog9mJDosImGbFhaGnh8RRIT/vJ1WBypGOead976aBEQjL6P26YhVjNy8nmCV5eef53rpslR/DsBKjNpGN5Y7s0ISm3KCPa5exsW40U25NVESflrruQxOvu7pJMjAdAwrg1IhsMBMRZVEhBXOWPJJXHR0RRn3/KnAsHAE6Y5uJL552SwAAJRwHplMAoAMDtYkO86m6J4a4Fr+7HJ9O+YnIg7g8PGJ4kt1qnN0lDq/l6THtAe0B7QHtAe2CsPVAMkJfED2dFFz4DFWKobjiAnFV8RJDEYo6zHagAAxjBlPrCAauawa5eu8SEBSplQiuA2fl653J7TX6CAnRTvBB93KWhTcA4vr9WKu3xUtXcLclgE1fV1osN6nLdthBEmAT1LGJeKNFJ0uxzuaSxv3ZorGqj4vHGZPq2DYKYYcjfmszflgqPp5gHPMVLI4Gm5vnj9ZVxI/v/kgHMvLE389YH2dt5+tiZeUADwGfmN32W9sCk8EAzmAJHqlvQ/9cAG89kUUzKbSisl8tnGhXi5jUqwYpgT94bwGg4V/Ym+g4/9Moh+fTFOfK5tXkuybdOsDm2vvMP6UOAcsOL3aovcAXYIWRr8ItVbL9+54R8+Neb5Mqfb5BntpWij0e/RCNY++ONUyTR1ig/OJKogkBpKjUSaLmXeF9K2TaRjgbEQwiK/AF6hwJY7wV7IP8KWTcjSfYUgyndbSQozQsNYs/mrvE6yP7lDnvdZU8JVwlB10mjt2f2/12cvHjEi26t2ioLEhcI+/06yz9vq8LaYRDL83wNLFbJP2PGQvT+DbNcPA6WbPJ8Dcp508q2G6/8Hg+JlEnKAM6PzVdM69aeVgmwQdLcByNLg0FXWWuZmm2yN2o6anw4W0/RHtAe0B7QHtAeGF8eKGnowHshJOm8MIDZ/5fJPLbzIKNhdporYOq8oq1F7P8bpgBRSv31Ix4hzIc2uh6to2dA7l6d4zjOGPR1fH37AzMBAnsvnnOcNMIGiynJBH78rWPyyZWZanZxA3rQAdS2sy2Jw+wAequlCABwU3uvYjDzUAbBX8gWR9vapdx/sDjOjuJExqKdKHh0nO+2kbpQpiZEIdHXKd19mD/ZzSsAHCgZvX1i622TEjCr/S28lhuDQs0LxJjkpgy0yUYx/qd4XnxTD6QPtU14D5SUlMj9998v06dPl/DwcImLi5PFixfLT37yE+nosGbGn8miX331VbnxxhslPT1dgtGjlK/c5/hIdvvttw8BMSYg4+G1uLh4pMvJWK15xAfRE7QHtAfOuQcIAGeB9OFuJyDbTCOz173okJLQh9FqpLWzTyj9HBFsnZthD2EqslyG/N/5tIVZsWiJ5w+SjgHCuYO97s/GEJg9jmnhXWwzMkXIlM6An9prT6rxAeQ4u/zAdHWJSdUh41viTKedSbJJco5HQ+6T7f9oIP042MDNIwPABD+7zXONK6jvnmShnaaM600ygEmworxzeKD34sG6jkHwfFyvaPI8nPVfrMmzPr0S7QHtAS8eIEBLDO5sGMDvH6tXAdAVbgDwP/ZR0sIPfYHPTeDD6rv7nt0tV85Mlq9fBcnlQeObzbPby+THrx2R7/a+JWVh+fLUbWtlcVackCHhbH2QZSHL4qlNxfKt/9svv33vpPz0I/NkQc1GsUO2YmNPntz7zG75/bwjClCT7IudTx++ffQVREtgBVTscpF/lmWflbXhCdLn94fhtXJ4JCbkHE9GRmvWSpdrT4MMNPvanSs7euqotCHRtShpEFz1cCMCxZSKvrngZtlavVXuu+g+x8w3St9wbHvcwIdy9QuHCVe3G8G15dx9f4Hm4dWWh8QMKsu2DB2PB5PjuA/3HzpjwmzlxaCwAf8ovZ0SkeIAdb0tgPND/EOkvLVcTSMDmEYA+EJKWqpF62/aA9oD2gPaAxPeA5R/prkn45wXRgCY/X8pz0eb6YEBTIk7soUXAGwtALDK+IpxWCmSXJ6SY4HAXudlxCq1G167o6dP/h/Yv6vz4+XaOSkcGjW795I8uQKFif3AYQOBSFOSmgo1jNkJAbPMDuWJEm7rVgzgwrqh+HB2YJV6jiQUMW7pTZZZNYeGnguFZJbGosWMpYpJTJCdUtregHbLa0y0QS/tXIrRJzGrtxfZ31ohG7ifsaubTY8b+tzhdmhS7jKONIsQvRZ6YvUdPaMHDk5KZ06ARb388svy8Y9/XFpahoqWCfru2LFDff3ud7+TV155RfLy8s54NQNg2d9zzz3y5JNPulyjoqJC+PXCCy/I3XffLU888YT4+TkXv7hMH7WdsVjzqD2svpD2gPbAWXuAwGa2lfwzwFtaVUunLM+Jd7lPUX2byntysB8BYwiDQzeLDgHzsWtA2tCS5JLpRg7GbcqY7QYH+MuK3ClSXO/9fZlRDuNgpkoLB+NtP7Rbaw5egHPbJROS1vbSIvXcAf7+0teLdbO40N2CIkViMtxHJ/5+QgESafu9ryMETGHKOSN2VCSgFiMP5+kkttIjA7h3APGmmyWFn5v8udttztkuGcD9+P1o626ThFCw0LvqPd6rvtPzMY8n6QNn7IHhf7HO+FL6RO0B7YGJ5oFtSCalQhIkPRZVXGdob4D9wODJPVlE+Wf2BB4tVoTz41U3d8ldv9+uGBGP3jIfHwyN5AyZC594cpvqx3YpKu6ujS6W7Isuk2U5U4aBv7xeAADqFZCo/u1ti+T1L12snpWM4MItqDqG1PAjH1spG4/Xy9FNL6p9MfsBOz+M8zb7/2avBgAMduqM6xzyz5K+WKYicPpowDvOs623l31+2DgB4KOoxjOlqodNOMsBsnmDUc03O967ZMuB+gPS3tuuejoQZFySvMRxZ5MB7Biw2FAyekyk4WtNh4X8s3kO+yd7MsXawDVqjwzNYFB2CkFpn9GzZOjAxN9ijzlKbR9rOibTYgF0+2C9/UYgaTKATQC4tgMBqTbtAe0B7QHtAe2BCeYBAsCxUGghw9eTkZUxIzlKAcA5iEs9MTN2DBY/lkMJJi0mVCW9eG1P4C/v1wvU9fYVWY5bP/7Wcalr65aHbpitGGiOA6OwkY+ev1ehZ9yT7xfJpYPJQxY9smBzJgBuWjbYvzQygHvw4IkAiCljnS0V0iphEgiYeHMLEpe1B5GIikHAG6bmW35jEm8qAWAUIMJKwbae9OYPxnYI/GJh7AGcCQawgL1RjG0mRd1tbsJc96FJvc840ipJabVoAsQ97ImnbUJ6YPfu3XLLLbco8DciIkIefvhh2bRpk6xfv14+9alPqTUVFhbKtddeK62tHopKfFj5Aw884AB/FyxYIM8884xs27ZNvXKfRqD5wQcfHPFqqampsn//fq9faWlpHq8zVmv2+AD6gPaA9sCYe4DAJlX23I39f1NjQlRLjPwkMDqd7ECFURRjZB4hrALFQXdLiWH/X38lLb0wE6DgebaLCxKkGGC3NwsebA5MOetCtCFRfWyby6UHLcjopwzkMaNaj6lLhEi3+Nk9vMcnI5doUTTn7d4T4lhs9siPGTqoOkTmb3Q6YkjvAPCprlPSM9CDGHN4lJkRNbFBdDKASRyiBLSZh/TkQLYR1DZ2HggYu1vpO2kPaA+MNw9sOdkA+ee44ckrsjMh8eRiX/0q2K2uQRJlUNYfqZEPX5Tucg0m6sjAuPeSfJdLjMZOO6rpCP4GoBr4t59cpCSSed13C+tUf99gyLU9fecSuTixU+TnlSKZK3y6LRNuf/vMcvklZPemvL9V3oi/QdZANuWBqwskef1WOZZ4m3hdTT2CIvZZ4/1Y/RWOxBsl92Z/2AiEOpskSHqHPYsZQPKtn6CqrP3msDnTAQCzFwmTje59lodNPoMB9v+dnzAfjG3PiVVedkvVFokMjFQs1JlTZgrf3GkEGpt70A8F/6yCGDUJ3+yDQH1Od48kktriydrrUFYJXzFB526BKFaITBZpBculFQlQbpMBzATmqZOgxUw+VgZloAsbC2VFygp5s/RNd48M2+9BUN7X1+dgC/PnGhscKxoAHuYqPaA9oD2gPXBhe8DHeO98O6mwtlUYp3my1q5e1SN4RkoUVGBKPbJ/ef5WKL+wr1ttWw+k1wYUy5YMW0pHW/Vy4zns5Wa2OikDcPw7KMZ8fl2enKvebrz2Bx5/X26YnyqvHayRFkgRzk2PFsbdtFy/SgDWflJqN1gC7O/WijlZ9nKpGYiWSL8O2XAqTvqq3pQAgr+M18DmMGNOdRHnbyhUTAkNkSDE0CUjJAqdT5vQ21SUKd3ksoR2JC7rwZjJBAO4o7dCqhNDEF8OT85daGoqZHAcaXAqvHTx2vAdyv5NdAbL8FVdGCNf/OIXpbOzE383AuT111+X5cuXOxZ+ySWXSH5+vnzta18TgsA//elP5bvf/a7juK8bPPeRRx5R0xctWiQbNmyQ0FCjGJ0y09dff72sWbNGsY0pOX3nnXd6ZRsHolBj9mzvRczenm0s1uzt/vqY9sCYeGCCxHtj4Qu2wWvEl1UMdwJ5zJToUKls6hqmOsNivHCAu4HIQzax3YhF0Mh2IcxTrpmWoMgmY7Eeb/dYAwC4D7FjOKSg2wFYE+t1L3jsHYwteR1FOkH/WhsAPP+4LCmqaZfrEYtKXwmKCUXCeqkgibybe0BJSeikWd4eZeIei8v2/uwBiBXRgk1Y/NZWI5I6XxURejupqs1Q7LGakx01wv2sThpHY2QAd/V3qbxwSph3laSWniGlkXG0hEn7KJoBPGl/tHph2gPePcDAh0HMilxXaRPvZ7ke3VPWKPVIoJlJMfPoS3srJRI9MdYi8Blt+86LB1VF3pO3L3KAoX/dUSZ3PLVNJcdeuW+1sNLN0Uc2Y+iD60jPQkbwF2d1yhRbq/y+Jkc++T/b5NappyTW1ibfP5osda3dni9x5BXjjZ/M1NxLRHY9bcxd9jnj9f8+PSxOMi/G3JKKobJWQXtl+J/laWC00M6FDHT/QL/srNkpC5MXmo/j8ZX9fxclL5Jt1dtc+v9urNiozvEG/g5OUIm0a5CkHNEqdnqekjT4Ib9qrzHH7OVWf9TzORP4SEFsgZKAzovN83kVZGBQApryMjQm4mraEZBq0x7QHtAe0B7QHphgHjgGFZRpXgDgo2QswKiYwgJEr/1/UfxI5i9r0ngeJZYbUWRnkcdT1wQmKjeh0JFSerSfvVEIQDhI7rk4R+2fi298fkoH/utgtcSGGvXaIbj/kcF15tkqpATgby+zcbBaxKdd6EeXi/EOCZFme5jUSZQMVB8c6k3m4UG7o7JQtDhFqelMhSJQ8YXAAKYvwHp2N0o+08gALukbTEq5s1kQs6eGIxl6ARkZHA1dDfisoj6tjLhyMlu0TTwPkIH73nuGCtNdd93lAv6aq2Ff4BkzZqjdxx57THopl36a9vOf/1wVqvK0xx9/3AH+mpcJCwtT49xnQeujjz5qHhr117Fa86g/uL6g9oD2wBl7gPLPNCsJ6OOQgI4KMWKB/ETXwsMDlc1oxWEQHtChw9JKUSRIcPh8yz+bD0d1l0z08J2CwkeakRkyjxqvqIV0GIsJmypPqP2IpBxh0WM6YuZsPxAvYH4Afy3XzpzTpAWAR4j3CQAzVuzmZxEEiVSYGYEBzP6/nmyiFxlGBUdBKh1kLFhyBMg6Xqyj7wJQHfKy/rE+NBxpGOsn0PfTHtAeOC8e2FrUAHBIZDn6QpypvQ755ymQ41uAvmimUab4pT0VctXsZPTFMJJl5rGzfX37aK38bVe5fOe6mTJ9EBSlRN5Xn98nty7JkCc/uXhIHrAEoGQCPqCGxZ3ebU++g6ZrYfLlOz6mkogv/+1PMoDm9QdtBfLtFw54lmGm/DPZv+XbB+Wf14NxgaARUtLKjr1h+Rz4Eah4ga/yod9azmHfjTBU7R2pHv0KqYMNB6W1t1WWp3gHyjvAZt5bt1eyo7OFiZ3lqUPzXy3C2n0xBsoIji4J9SFxtudPnq+ofIqLVe4x5oThdzgUv4N1hZ7PmcBHCADT5zHB1nKFnpZGWRmzrwaTd5oB7MlTelx7QHtAe0B7YLx6oKdvQE7WtUuBmxSf8/Oy/y/75RLU7QDDgWxZK2NPtgMAiBlzESxmESM/DNfh1ZPh9ogxp6rDvM8LiHG/eGk+4jIjQejpvLMdv3tVthTWtMmqfBQ1wg5VUQbaLvkJaLtiq5ST9qFYqqalCzMGMF6lILoT9jSZ4tcuQZ21cAjAuG7r+HHAbpO62AXq+vzGRCGTlxeEJRoglvNaKf9My+jrlWIi/xYWgd6l/n6j+/nG4jbjaighLEHaetuQ9PVt3RoAHlc/Pp8fhn13TbvjjjvMTZdX9uO97bbb1FhTU5O8/fbbLsdH2uHfsBdffFFNmz59uixbtszyFI5PmwaFJxjnn6s2SGOxZssF6kHtAe2B8+YByhrT3BnAjDdLUATnj3wVW4NQLcY0/g1igSHjSMaZwRZ5ziiwg2k8n8zb8WIXI45s6wJrF+ZE9vX4eHVlRk4tPj1fFUkGoQAx2XYKUaZ1XOS4kEnScAxMko2RJKAJflO9sKPBWHAgAGGwqL0ZAeBAPyPmdJ9HpcWJbEoC2m4QfmI8tFsx19fd3+0grJhj+vXceWCE/8Hn7sb6ytoD2gPn1wObwYCYGheqetOe6ZOw/y/7/PoPSvvyOvvBKiZ74Ib5aWd6WcvzKO/3wN/3y+r8ePnIwnQ156mNRfLQPw7JZ9fmysMfnO3yHFL0Hsr6Vltey+vgSXyQzVwpi3KT5X/vWCx5rVtlb+B8+c4N8yDDVy3/2GdRrdVeDx3krQAhATb7ISEYkQj5ZwSW+Vca6O6pYkOi2OLGxESZiDzlBxAzKsViBknBNgDekXIIQedo26bKTRIRGDFi/9/dtbtV/y8Gv+wXPD9xvnoU9nfYX78fSVff3k6m9PVLXlvjyMs49qbnOaq6EF4r32bMYcUdZaAnKQOYEtA0SqQE2E4v4UwWMI0AcE1HjdrW37QHtAe0B7QHtAcmigfYu4zydd4koA+h/29uQoSwDzDNEwOY/X8po0yQMyEiWIGlaYiFPRnDW/ZwyxtkgTzyr6PCorxbFhuAsKfzRmOcBZo5AHsp/0xr6+4XSlyHoCCQEtDHnQBgJvSmhzRJmK1bIm2dUuqXJguCKwcfAwc7mwe3XV9sNrsUBg0lmsgSGalXnOsVJvBeQsGwhy8GAzgOLUqi4VBuB6rfENdpWWQ8dre5Dk7yvaSwJLVCxv++mAaAffHS+Jvz/vvvq4cKR8unhQsHC5gtHpPyzKZt3LjR3PTptaioSCorjb9NztexOtk8XlGBftzFxVZTznpsLNZ81g+pL6A9oD0wqh4oAgAcjxgwAoqFzsYWGIwR26GokpcYAd4CM3WGlZ3qVK02EFEpUHSAgZebJUQFSxiA4YVoI0elmPFijCdPdXgudHR+Tq64veYklGESJSMJ+UlYfWunxEEhsdc/BHlLm2cQ2aKwTl1gon9jyzlvBXC93SI9iAv7WIwJY16UhZdd1rE3p1S3V0sYW7RYWGZkpsXoxBmiBLRpvsSNrT3GZzfzHP167jzgW8b+3N1fX1l7QHvgPHlg84kGWZFz5vLP7PNLRsblM/GG6GQv7qlUAdXZMIudLufY/NFrR5ScyvdvnKOCMcpMf+/lQ0qC7+tXTXcJ0KSpTKSxCGV9pwkAU6qiZDMknNep+y5M9JOL/I7JX5unSwmShVeD1UzAmX2IXazwNWMX/dUkZ63I7j8a+8s/b7w+9wnj1cN3Blrf6blNugGOerKZqVFgf4w+ALy5crMsTl6MXiWuAbD7c1D+mT3AjjYelYsSL1IgMOcQ/O0d6PW5cutae4jYKIkywv1Uj1+AzZZmystU7h06zERe3dGh/Um0lR6RLqHoK3Ki6YRkRGX4tLIgm/Ghg/2ZaUzeaQDYJ9fpSdoD2gPaA9oD48gDhZB/phV4kYAmM3cmwFEWIebEh0O+z7qqfstJtPUAq6MJbVDYC425vSCnIkb3ZTO/d+sg2Lu7tFHWH6mVr1wxDWzjc/8RmonHTyzLlI3H6yUJSUVaKBKLxdX1km6rlxNOADCPXRRqFHklSKMUDqRJbn+xoIMbD8HATrAwxp/b+40iMx4muF2OJKfZa9jilMkzFI+40c1KwQBm/19aEbatWpvk8/gIzA63y074Xcb/NMaivpgGgH3x0vibc/jwYfVQeXl5qgewpyckc9c08xxzf6TXQ4cOOaY4X8cx6LThfNzbfRoaGlTP4ClTpkhwcLCkpKTIlVdeKb/4xS+ko8O7ooF53XO5Zqcl6U3tAe2BceABFrplxw8H35jfpNVCVcU95qT8M82UP+6mPIybkWXL8ctAkBlPtiQbJBWYGe5aRbDmujhnoLFEJDZTUiH9HIR4t7aqDA1HBqRHUDgZHCEQjxluMQAtqX44GY0fFiKNQjjL5Q0AADbZv2S8kg1Ma64wXi2+V7ZVelSTCfD3npe1uNy4GiID2LS+fre8uXnA6VXHjE7OOMebVv/3z/Et9eW1B7QHzrcH6tu6VR+xswFpyf4NCfSTVXlDIDITRi8DmP3A3BRXNu5ZLphg9R+3lMo3rp6uGMtbwV6+/y975EML0uQbAH+HWTHYv6zaZ0/d07HSLUavtJx1xlkn31F9LrKX3SCPvH5U9TpmT48n3j3helXKP6eAEavkn68XOf4mMooIgFIXGPNq9rvMd8c1B/yC5JW+xbK/3HOV2MyUaDkBwJ093kbL2sFS3le3T1akrhjxkluqtiigmExgZ/nnfxX/a8RznSdckfMB7CKjOmUo4eh8fGgbczwBurFZiL4BcHbUGdKGPEkxgI8hYh0ejA9dc2JuUWowLyZPChsLZVrsNJ8WYQerJwg+Km8D2A4jAMzgqtcMSH26ip6kPaA9oD2gPaA9cH49QBlkMjXi0HLEyhh7spcv2bF7y5tkjgf5Z57L9idMaAUiw3UEoDEB3rLGwYp9i4uz/ca1iGlpv3rnhGLkfmCOsW8xfdSHPgzFG4LNBLVpbAWSMVCptk8MpKpX81tC5wlpR5FdOFjAR/pSJGugRJrs4TIQYiT+zHnOr122UNnUbDA8OJ6J+/SgGVy1kpR2njkJt4PgU/Ztc7KSgADJQP9fWjEAYKu01fxO/L6w0PQCMkpA00IDDQDYbwQZyLpOxOfaJpQHurq6pL4eilaw9PR0r88eGxsrZAnTyspO7/9CebnxuYTnjnSfqVOncpoyb/dpa2uTDRs2yKlTp6Snp0eqq6vl9ddfl3vvvVcKCgpk06ZN5mVcXsdqzbwp1+3tq6qqyuXZ9I72gPbAufMAJaCz0PLC3QgAx4QGCo9Tfc/ZDgIAZu4zEsdpCB+HWU1rt/Qj0bd22vgCgBlD54PRbMbRxDM9WT8WFsL8UUyGyudmQBmmtdrIffbYAR9BCcQSREqe4+mSk2OcrQW9Wf8gw5rtB8kGpnkpFqQENJUU3Y35u4lu0UEGABweABWj3pEJTI1dPqhDTnSnjJPnt/y/O06eTT+G9oD2wDnywBYAqLSzA4Crhf0kQpEcM42JtVoEPjfMd01KmcfP5LUTDI1v/H2fLMmKk48vzZSq5k75/J93yUXoO/yjm+YqeeRh16X8c/LsM+j/+zbkm1HdZcqXEMgFsHjXtRertX7/n0fwDBnyxIaTUtHUadyWrOETbxnyzZT7oERID+SfC6405J+L+aHTLURE0OU8Yp9zs4TDj9sgTejJyABmktNkwniadzrjO6p3SB/6MzgDulbnN3U1yZFTRxSI2NnX6TL/7VL4zEdjEDBn1TcwGw4Aa3hEM5nU7hPZey0u1xit3me8JgAYxbNJy1Biwf20ibxPGehjjcckLzbPp2UwoGSvNmcGME+sZT9AbdoD2gPaA9oD2gMTxAPHwAD21v+Xkn2dKI7LR49gtsqYm47qewvr6EHLChTaDSA5V4DEHhnAZNQS8LQysiE+iEJD9vpl7MXCx8+sybWOO60uMApjZDLzGY4NslIoA70qxogV3RnAmf2lUmk3wN5C+1SZ7leGRKSf9Pi5gpzmYzEOrY2ZL8frOhz9NckAppUM9sdTO5P5GwsKB43+IOibBQDY2A5wDdYH580nQNxcap52QbyGB4YLvyIDjYS4jXG8FyOzRdvE8kBr65AEY0RExIgPbwLABF9Px07nPuY9eH2r+1Algb2CH374YXn11Vdl165dCux94oknZMmSJeqxKB99xRVXyO7du4c95uk8C082n8fqWYZd3G2AYLa3L/N53U7Tu9oD2gOj7AG2M6MEtHv/X96GsVZabChiJ5FpyUMytjx2oKIF73yQP0Y+zkoEJmKw/29yVIgCW3nOeLJlOVOUdDWfietzN+ex2N4qsUdnqCkEyvsaitS2fQBEFJAJhkcAGDEV+twvPFn2zfywt/VQJprFhe3ItTMv3FzmcTYloLtMyWinWSZ46jQ04TZjQ2LVM7NokHnkkayxWwPAI/lotI5rAHi0PKmvoz0wgTxARm0u+oolIUA5E6sDyLu7rEkxYp3Pfwnyz+wrPH+qdfLNea6v2z9746hUN3fJDz88B1LDA/KZP+5SbIhffuwiawk+0muLNohkXexyCwK2z20vlf+AbDS/fvDPw/KX7WWKNcJAUNnJdwwJZ5bFcez4epG8y1Sy7ycfmQsAdkBVBEah8u9Hrx4xzjnxNhqBQF6qDcBazhqRPX80xk3557/fbew7fXcPmvw/8FP0ComTbUWeAeBpkD6kJMto9gFm/9/U8FTJiDQCPKdHdNncVr0NyTC7tPWChRMa72ChNnQ2SGU75Eu89cRwutLlWZeLXxCSi0y4UVpmJDvyD88zyK5mYFW115gTP8goriv0fM4EPlIQW6AkoLOisnxaBX9e3f3dYvYATo5AYQJMJ+V8cp+epD2gPaA9oD0wTjxwVAHABvBk9UgHAPrSQgL8lfTeXA8M4J0ljaqXMPu4xUAGmjFVaoznOJjJsI+AgUv7Ndi/qdEh8sH5aWp/LL9RBrq+rUcSIw1WQLatQmrtMdIiruyVAluZdNjCwAIOlgb/KcL9CPQDtvcgRvVgvamLFRBe0wL5Olh6bJjyC9ueXBCWscKxzEY/P2lFVpcS0DX+/tKJfYssp0wNRTzVVOo470LZSAxLxP8xz/9fnP2gY01nb0yMbbJhTQsKGpmBRKllWmfnYEG0efIIr6dzH/Menu7z6KOPyubNm+Vb3/qWXHXVVbJgwQJZvny53HPPPbJlyxY1znPb29vl7rvvdhS6mI94Os/Cc8znOd01m/fTr9oD2gPn3wONaAHS0tUHCWjXGIpPRgaw2UKEuTfTmCtkixEWG3ageNDfgkJLdi3lktdNT3RtTWde5Dy/Ls2Jk2YoGY5kAdA+SbI3SGuoQeihVHZ4C1T2YBH2drF3DxULDV0LAfNkB4CdCgaH1u22FQrg0w8McRJSIuE/DxLQJNQQ9OwZ6HG7AD6XRBh+H3ZgAg1EQgmT+WH2/6UCob+jHY31IjQD2Nov52IUpa3atAe0By40D6j+v3lDkm+nu/71h2tUTuTSGUmOU3vQ7+LVA9Xy8WUZoxb07AHI/OT7RfI1yDznJETIN/++X9jn7a+fXq7kAB03d95g71++6WavlmYEeL9976T8fVe5VAJEpjGBR8ZHL6r3yhrJekDLX4Dhdy6Iko9W7RPb0s8aV6s9JNKKCvb8y9R+YmSI/OBDcxQAffOidPnLjnL55IpMWUiQkmzUyl0i1/5M5PUH8AkRFYOm/LMH6Q8HCEw5kcAQMJxjIS19UrF8/ZmVdDMyremD0ewDvLlqs2LzsoLam7H/L4FHyj+vTF3p+Pm+X/G+Oq3fjmpAH+ya7GuMWTM/KLLxUWjJganS6Rn09ppgM4NMsw8wqxTZm6z+qONn5sMjTZgpBIAZJIb4+5Z848IG7ANS2mIkKQn00yg3o017QHtAe0B7QHtgInigu69fSho6JH+VZ0baQSTl0iDrXHKqXYGX7AVsZVvR/zcaBXxMgDW29yr557Yuz8kws6CxDGDoS2hv8uC1MyQoAKDgGBsVYBZlxgqLLyExI7HtRUL55wCEbn2IYWl+6M2WZ6uU435Zcqw/XdKkXklB81h/n/UaGfmF5a0Q2TmAFiNtkoz4mOujRDb7410QljLXscySQCMtkgmGb/HgtuPg4EYQuuAFxiCeuhAB4NBEFVfSFf34583qOwwpYW9z9LHx5YGQkKHPF5RRHsm6u42ikdBQfPY6DTud+5j34OWt7hMT47ngnJ9tyQzeunWrrF+/3sEOXrlypeNpT+dZeJL5PFbP4riohw1vEtY8hRLQmgXswXl6WHtgFD1A9i/NXQKazN6T9W2yECqDZPFGo1DQNCocnmo3/i72YZ5Fqg6xZZ9SlFlTYLRMMM8dL69Ls33L/abYGgDe2aV0IEGgp6iY0kndyK8i/A2xWceTao1JnD2JLS7b++JYIEf2L/OiBH5T5uEVOWkL85aP85XsYXHZcTPkB5JOTHCMBKHNIYFu9jTu7/ccN9Z36phxrH54Y/8pdqxWpu+jPaA9YOkBSiifROCzIjfe8rgvg5TBW5QZ5+gjwXM2FNappNr189J8ucSIc5j0+9rze2VWarTcvSpb/nWwWp7ZBgbv9bNknjeGMeSf7XjT+fzGEFnw0Ovyi7ePO8Bf3pRAcDGSebGo0vv0xTnys1vmqXtsfev/AGrb5Z2+mcazUf6ZgKITO+Cq2SlyE9ggr+yrElYF/ufLB8TO/r8qIEAqLXqqIf+cPyj/vPOPlutkvo7As8rb3fBLNWcJgrLW7j7V383yJAwyqTlaDGDKjhQ1F7nIOXu6L4HiOfFz5HjTcVmVtsox7dUirN1HC0Q13KLkRcZskx0dYp2kdVySAVSLB8AyCT8nAJxSscOYTqZGfJ7nvsGOi07MjfwYg+Hc2tPqM+OaK2XQ1QGGOlkbcegDWNGGgFSb9oD2gPaA9oD2wATwwMm6dlUY58zEcH/sA+jLNjstSvZB3jkPPc7Cgw0gz30e25SkAOQMBnJ6rNZgMNS0WgMd/ID8oQXpquCNhYQEjm9d7F0txf1+o7n/UbQfMVm5GfYKqQvJAFBrMPB4n0xbjQQjMRc60CbH7OlSMHDScXt/gMNWNoCoN2Hacqjp2BQAbM7JRL+3UoDuF4SxfciglUD+mTa1jwBwoNgYqDsb9tOCUbgYm+mbio3zuZNgm32Ae8wedyOsp7m7eYQZ+vB480Bk5BDbzReJY7Jqab7IRTuv9XTuY97jTO5j3vPTn/60uSnvvvuuY5sbp/MsnG8+z+mumeey37G3r5SUFE7Tpj2gPXCOPcD+vrQsMFudjWqBXb0D0o583DS0CXG2Ayg0pDFeogEDHmYsLiQzeMVZkGyGXXQUBxIig1WMHAZSCc0TEJRuM8C4o11gs8KyIQGdITVq2+M3MD2Vwp/HCZPgQOwIADB797JNXS9IR1Dhk3AUAnggAlW3VXt0iJnz8zhhghyIA9GHhVinQPYJC3D9v+a+hJqOEX6/3E/Q+2fsAU//78/4gvpE7QHtgfHtAbJ/aewDcSbGoOi94/XD5Z/BjmCCzj1gOpN78ByyYVmhR+nlJgRU3wL79/KZSXLLYoCsHqwVTI7dG16Sff1Z8kphh5KyI2PjH/eukrf/fa2sv3+NvHLfKnnohtmo+guTP20plW88v18iQgLkOzNrpSIwU25/vlwe+L/9MnAMADBYxGTnOhuvF6gYEmBKVGwTGxmsHfjKAjC6+w/G1BVfMF5f/6bzqY5tFTriW7cNAHP6QjVOyULKxniTgSYLhAxoViierW2u3IzUn02WJi/1eikySNlHNiIoAtWOfg7AmOzSnTU71TW8XmDw4Oq01UIQWFkEAqKIRMhm+/Bmv+tp68snDgL1TSVwZJsxB/2apb7Qev4EH40JiZFEsC9ONJ+QzEgkH0/DytuM6sO0iDSpaqs6jTP1VO0B7QHtAe0B7YHz5wH23qXlO0nxOT8NZfnYl202igUJAHvq/9sF2b69Zc0KTC7AtXqh7xwf4VnmlJApe+9SSeavUHyhDDOVWM6XXTkrWanXxIb4SY6tWmqCMqWmdYiJQblnWgqYv0cG0mWmX4m02kOly24NhnNusaRLQFiMYsGcGOwxzPFMJPvIur4gjHHjoJEBnAzwNxS/U0UAgAPw6mJIZE0PjBCJQSHAhcgAhgR0Q5fxGdLFLxY7XQNdw+R2LabpoXHkAbJhp0wxcgPl5cbnBk+P19jY6ABD2df2dIwgqGkj3ceZNXu69zHvMXPm4OdFDLAfsLON1Zqd76m3tQe0B86vB6hwkhQVLGFBrvER5Z9p1S1dMn0YANyiwN8IDwWG4UEGrDI/I8YhIX1+V2l996XZccjnqUykQURxm8ZDU221ALhtsrvFAMGz2TbQ1igDgy3f3CIj4wpU5iP4OZmNsZ836+9DZQDIK6a6IdnAHnoAe2MAz4qHLyeBxbFgEkYJ6OjgaK8rqm2v9XpcHxw9D2gAePR8qa+kPTAhPLAJADCDGvapOBN771idUO6ZYKxpHT19Qlbw9fNTzaGzemXPX/ZbuxPMX4LKlH6mUYLZk1zxu0drZfkP1kta0w7Z4z9H/vqZ5bLha+vk7tU5YIZEqz4fuZBQJqOYTIrHbl0gG795iXz58gJ5BeB1d+F66Zp6sXz/xjny8vZCGSjeJL3Zlw5bR0xYkHwF57wDxvPHY/ZJgy1W7JV7RGZcj8YhAI0p/0zJD/QLlm6jL92wi2CAodef/D7gSJCEQJaavZO3FwNM9mBkALej70gpGMxnawSAZ06ZKQQWvRllngP8AoSMYbKAzTfwww2Hpat/qF+Ut2vw2I35N7pOIUu6txOOGCFYPPh31/PMvQj8/oUMBhM1B4xRMjnqjpozJt1rfly+HGs8JrmxuT6tzW+wtpMAPi0lPEX3APbJc3qS9oD2gPaA9sB48MCxmjaVqCMD18rKGzuV+gyLD49UtwAAtk4y7EL/357+ASlH/ESGMJNcUSj+82SzUXDH/nDPbi9VoPHHAQCfT+MzXzkrSdLAzCDTd3t7vOp3bD7TNFu5NNnDJRTHyACeaSuRdglBn2Drqnsm8Db2TZM2FHXmILlHZSDTMuPCAACjz5s7AGpOmEyv4QC8BuNQMoAp/0yjBHT/YJLUeblzUUggMfhdYLLKS29l53MmyzZ7ANd11iGy9C19xB532iaWB0yw9Pjx49KHYghPduTIEcehGTNmOLZ92TDvwbnO17E61/n46d7HvJ6nvIF53Hyec7lm8176VXtAe+D8e4AEE3f5Zz4VAWC2iatu6RYWCjrbQSjN8G8JiwcHScDOh5VKDGWhL50BgsM4NhKAGPfRrIBchn3ptjrwfWPlcB1YrLCkMD+JlA7p9QuVTgm2PE+SZ6u5k/qbPz6HgBDj0djPtwdFBO31xhTOb0E7QeaE3YwAcHgAAGILmxF3eu+pFpcYF0OxIbHSN9CnAGCzFZ2nB6vt1ACwJ9+M9rhvEfxo31VfT3tAe+C8eIDJHNX/9yzkn18H0FuQFKH6QZiLePNwrXQiKXLd3NEBgH/yr6OoyvOXz6/Lk+d3litw+WEAs/ERweYtHa+9SOh9+4UD8smntktST6kk2prko7d+QhZnGVVHXDP7t7FvMXu4sR/wRjCY2ccjKiRQPrs2V965KwP90urk4SNJchQJxKfXdaHLV598aWe8NHXgzdzNProkQ/KRMFvctVmO9qUYaC4l4fimb8o/sxewF2PQ9XD79eizNgTmLs6OVQxgT0m3GYN97c62DzDZu1uqtjjYvF4eUzZVbpL5CfNle/V2WZm20jH1rdK31LbdOgx0zONGgC1AVqSucBmTZZ8z9keSgW444XqeucfEnOo1gteqvcZofIFRdddWZ86aVK8FMQVS2FgouTG5PiXgBiD76I/EZnmrUclPBnBlOwJRbdoD2gPaA9oD2gMTwANHwQB2T8Q5PzaTcrRgKLMwMTcHBX9WtuVkg0QC8O1EAWMVigyZ5GKxoSf70EXp0of48unNJXLdvFShdN75thvxTAndJeoxDnQlSQJi4phBELvAr0yq7UbcWxmUrRjAgDARyzLaHG6InGTXAIrK4F8WR7oygMNUsWHDYL+74WdPshEq0sAI+mb1GqxqSkAPT9mJLGxtNCSgecIFxgJOCE2QbsgaOtR86AMv5itb2Msl9KEx9sCqVavUHSl1vHPnTo93d5ZSdu6p6/EEpwPZ2dmSmmrkC5yv4zTFsblhwwa1nZaWJllZWY7x09k4dOiQY7p5X8cANsZizc7309vaA9oD59cDZACzwM/dCACzTQjNXdGQCjMkwJD0YhVVNUIthgJ947X/r7nWpTlGnGjuW71OBQBcbo8XKvAwJ+nXUq56HvciouwXtMewOmmy9/811+yNBQywUzoRI/I3JBDFl2xVx7YZ7cPzkgSAAwkQW1g4mcOTwAgAM2YkYSg7Otvrihq76DdtY+EBDQCPhZf1PbQHxokHyk51CvtbrMg1JJ5O97GYDHvrSK0L+5fXeGlPpWKvZkBW+WxtPwKsvwGkJTO3tatPvvfyIfkwkl5XzU4edmkGYvc8vVP+uKUELFWb/NeyVsiPBEhg1nJVxffgC/tl6ffXy+ofvy13/X6H3PfMbvnKX/bKx363VS566A257vH3kdwrlrBy9A3GeZdf/SH509ZSadj7qnRFZsimxii5G+dROtDZAiDV/ONVNkm210psQLccCkTV2+4/GVNW3Gu8bv+d8ynDtvvTloq/f4CQUW0a+wDXt/Uo6WtzzPmVCchEfJ1tH+Cjp46q3rDDQFnnm2Gbvb62VW+TnOgcaettk1WpRmKA094ofcNttufdJclLIG/txjhnD19W0fUZ1YUezx5AMq4bP1crS54jwutW7TOOJg5WzNUdtpo94cfyY/MVgEsmL8FdX4zsbcp401IiUoQBJwsAtGkPaA9oD2gPaA+Mdw8QoPQGAFP+mXFRGZjAjAPNQjn3dW05eUqSo0IkHMWF7G/LuR3o9WZlrC/7wLwUYcEjY+Y7VmZZTRvzsZWI3eeG1Eq7PViqJE4xo/0Qj9LIAOZ4sz1MWnvtkgy5vmhplQiwNqySlTxnh30aAOA2BQBXAgxnixcaJaBpF4wMdOoCFVGVBgRIBhjAXfgFqAywUKdBIjS7qdaQgKaDLjAAmAxgWkiAa2scNWjxjbJ/2iaWBz74wQ86Hvipp55ybDtvDIDN9PTTT6uhmJgYWbdunfPhEbfJorvhhhvUPDJ8t2zZYnkOx00GMOePxOS1vAgGn3jiCcehNWvWOLbNjbFYs3kv/ao9oD1wfj1AQLO4vsOFyGI+0fG6NomC2gyZvHmJQ0zPRhTDURaaRpDXqhNbJ+LJGJxLtb7xbImRIZID8Jtr9GRkAJfZE1Uetq4VebrGYjWV+aNAW78HAHiWp8tNrnHmHr2ZmWMLjzd6AXMuAHR3q2yrlH67a36Zc4L83PKl7idOoH0CwJ1Ue4QVxBZ4ffLWHg+5Xq9n6YNn4oFxBQCXlJTI/fffL9OnT5fw8HCJi4uTxYsXy09+8hPp6BhiyZ3JQp3PefXVV+XGG28U9iAJDg5Wr9zn+Jnavn37JBDVwgxO+XX77bef6aX0edoD58wDG0/Uqzf8JT5Uf1k9xA5I6DWhwu3ymUNgLPujvVtYK9eDIXG2xqDsoVcOKYbxrej1+xDA3/Bgf/l/1wMsdLPuvn655w875B1IP7Mfx98+u0Jmde+VzsT5cu/fj8nlj75ryFLjuf7n9kWyGXLPB753pRx56Cp5C72Af3bzPEmNCVEA86bXn5dTsfPk1lUz5SnMnda6Rd7pny+//vhFsr+iWb76/L5hfXfnt2+UDr9wybMXybPtC6T/2OuD8s9zRbrwJsaKLy8W8KEn5KKMWNlQOCgTgrkXoW8IA7KR+gCfLQN4c9VmCQ0IlXkJ87w8IdghtbvAlulU8h2xwbFi9qRo7m6WouYiPKtvbyE3T7vZ+j5ZqxEc+fC3ffefrc9ntSEqy6Ryt3E8LscAhGuPWM+f4KNm8ERWr69G6ZXS1lI1nQxg7td1DBUd+HodPU97QHtAe0B7QHtgLD3A4rsSKLhQdcaTHQADmG0+9pU3KcYG22m4WydaZ+wpa8L734ACOwmIMv7zZCsgkcck2VMbi2QJ1GR4/fFgLD5cE9coxZIKUNdPalu7lJpNkPRKFvoC+9sGpBDyzwX2EvW4gTa7BCFZZ4kAh04RG6SMyfDIHUx0UhaRlgEJaBploC8Iy1wpNf7+0u3nBwnoXikBEIwP88aXkwMC8IsTwt5uEfgM5AfmRpPhZ6cpk3rTBIDDA40CAWQ8vK73lNkHz+ssfXA8eWDJkiWyejU+m8GefPJJ2bx587DH++lPfyqHDxuFtl/84hdV/st50jvvvDNiPuxLX/oSiqCNv9X33nuvdHYaSWLzOtznOC0A/x85390IEFdVVbkPO/aZU3jwwQflzTffVGPz5s0TK7byaKzZcVO9oT2gPTCuPUCiBSWQ3SWg+feCDGC+9WcBIHWOJQ9Wtqg1BVlpP+NISIDxbrhueqL62zeuHYCHW4oYNwiqOTSrTF46Wo2QAUwrRJGgNJxUYWTIQKcE2l3/VqtJ/JY4PFfrODaZNnxlOgdFDrUCbB4OAFe0VaCNy3ASTEyw99Z8E8mV7AFMAhEtOXwIO7BaA1nC/D+o7dx7AJ9wxoe9/PLL8vGPf1xaWow/sHwqgr47duxQX7/73e/klVdekby8vDN+YFYs3nPPPSqgdb5IRUWF8OuFF16Qu+++W1UK+uFDoK/G637qU5/y2ivF12vpedoD59ID7x+rl3noM0vpY68WhOqja65xnYKxNw6VKKbFXKdk2GsHq1R/tA/MTXGdfwZ7/zpYrcDPp+9cImRrvIb9x26dP+x5mRS85+kd8h6knEMC/eTZTy+TgsRw6Sh8V/6ne53samqU//zgbLlpIYo8LKr4cyB3xy9K/JU3tErsLz8lT1RfJXsgI/3IuhDISNfJQ63TxbaxRH72kXnyhWd34/oRcu+l+UOrOvwP8UuYLv7Vu6QpKE38e5Eom/MRI2H019uH5llthUF+ZUq2XFzQr3odU8Y6EIm9SPxc2KN4G/oA3wqZaStjZeHfd1VYHfJ5jP1/FyYtHM7KdbvCxoqNQsm3Qw2HlFy0CfhuqaLmMfYAAEAASURBVDSqtX1hkhKsXJU+xBx2ucXiuxFZovCGiTQyfT3Znj+JLPv08KNmFV4dAF8GUQHBIpSBrj00fO4kGCETm3LabZAa50cNX+S3WV1Y3FysVk/mMI0s4KTwJLWtv2kPaA9oD2gPXMAe8BDvjQePMBnHfEC+Wy8289mYLDiAIj225SBbdz7iWyvbXTrY/xcs4blpiG9h/ZCL9mQfXJAmVKPZXtwo/41CwPFk0/yr5I0B4728trUHcZyf5AxASg5Ab4y9TTYOzFH9f7vsgRKCfsA0JjSHWdYKKeiKlEL4mD2AaSfAfiHYzX7DVJy5YBjAUI8pCkIcCssBA/hgsPE7ogacviUr6g9Y0gQ2o9MvOAA4PtRICEcEGgUZI8WhmgHs9MszgTYfe+wxBZQShL3iiivkW9/6lmL5cv/ZZ5+V3/zmN2o1BQUFirhxJkvjuV/96lflhz/8ocrzEZj9+te/Lrm5uXLixAn50Y9+JLt3G8W9nJefnz/sNq+99po6/6qrrpLLL79c2MuXjOTu7m4hMeN//ud/ZOvWreq8sLAw+e1vf+sRnBmLNQ9bgB7QHhhrD4zjeG+sXGEWuplxj3lfAsPNnb1KCWV6MsA7J2OhoT8CKban6+lEDOBmYUEB0tXXK2unJbgdGZ+7S7Jj5ZltBjnAXQeHBYVJ0qgYwAwdWSS46tR+Ve7FY5YWhnUzt3khGMkm3ozkGIK/lHdurUZuMlSkucLljF7kPGs6aiwV+dIi01zmTuQdMoBNxcIe9kf2Yswpk3QURulsbefUA+MCAGaAd8stt6jqv4iICPnmN7/pEmgyYCssLJRrr71WBYmRka5/lH310AMPPOAAfxcsWCBf+9rXHIHmj3/8YxVoEmhOSEiQ73//+75eVn7xi1/Itm3bJDExUWpra30+T0/UHhhLD/QjcUEG8G3LMke+LdjsgipgZ2Oi7Q0k2C6bmSR+Troh7Ku7jGwJSOudjVHO+QevHlHB03LI3F392HuKeeHOLCaT41MAfzdhLQEIxv73jiUSGRwo9//iGfmvviZJnne5vP3BtY7KtpGeKb0dYOFAm6y+6mb56/ut8swf/iD3+gfLzR/6mHzqmYOSApbIfZfky6NvFqqKuSXZCHBOnQTIeFBCkufJifA5ck3H2+o2xQV3Sha3Tr6l9j1+W/egOrQ6P17Y75jMFLNnMV9fP4SAwYPNTI2SX71zQrE+4sKtk1QeTlXDXX1dsqtml3xp4fBqavfz3q94XwHFrxW/JrfNus1x+PUSsJ19tIsSL5Jg+NPSctYqyW5RjFYPQSVP9CTpDABenUsJFYK+kPETykDXHuZZk87YKyQrOktONp+UqZFTHczekRbKIJNy3qkRqWoqqw7ngymvTXtAe0B7QHvgAveARbw3XjxCtROCl+7JOPP5aiFNx6Qdpfp+8fZxuX1FlnnI5VX1/wWo2QrWRylaodAoeWxlDG+vgMrNf/zjkKTFhMplM8ZXsVRYywlpDL1K/JCDJB5Jpsr8weRSiq1BMYAv8jsmzRB/7rZ3S7Stw2qZ0HleKflNkfLC7gpVZEkZbQLupmWhpQv75F0QhljyJP4fBMGhqX198kpEmPijuLvfrRh8et9g0cCpIqMPcGPJBeEec5Fs5UI1IJ8ZwFoC2nTdhHpljuy5555zEDMIALsbAVwSM840J8frPfzwwypvRqCWucBbb73V/TZy1113yX/+538OGzcHCPa++OKL6sscc3/NyMiQP//5z0pV0P2YuT9Wazbvp1+1B86LB8ZxvDdW/mChmz8CvUy3tnVm/FON2PDaOUa+xHwmFhoyFu1GDICXYaIqjC1pq/MnBgC8KNMzWJsK9q8f1GPK7QlqzccYFzYVqvVZfWOR5kDKXBmuvWM1exKMxWV7XwQVUoIAYtIxZP5GA9B1YwBXt1Vbgr+8cG50rvfrT6CjBIBN86UgsKGrQQPApsPO4avvNNdz+BCUj2FVISVeXn/9dVVpuHz5crnkkktUlSHBWRpBYMrOnInx3EceeUSdumjRItm4caMKNCkxzYDz/fffF47TKDl9/PhxtT3St/LyciUvQ9lnnqdNe2C8euAgqtco37zqDIOTw1WtSJx1IDE2lAyj/NzmEw2jIv/83I4ydf1vXj1Dfr+pWE4iQPvu9bNcqnUJEt/99HawgxuUm3/98YUSDLm/G3+1UfI6dssA+ibcdMOHPIK/lKtuaOtWX46+vsffFAmF3PzKy+Tle1fJZf675N3emdLrFyzfw/2f2gixPYDADJa+BCZwU0ePyJFXDLZpzUGJXXiTrLLvlhYJk/86hDf8OvztMPs/WP0yEOxcdKc6QrZvbFigvFdY55hJgLkcLJVK9J2zMrO3yGEkRs/ECP6yCmt5ynKvp1e3V8vxpuMSHWxIHy5PNeazEGBT5Sav5zofvHX68A/0juPogSwp80DFsU7EOuZRTrsPX+4WiKKDhAKMIhyv2mscNQFgBl6T0CgDfazpmOTEGGxgX5ZIpnB5a7lK2vHnSQawNu2B8+kB3fLjfHpf31t7YGJ44AjiTsr0kV1hZUzK0ViUSDB0PtpoWBkVZRKjgtHbLUDqEANGoLWIpwhhZZ7BcvzHvkr56NIMoezyuLH2BrGBfZqcO9cRG3f29ElGf5nU2aMlGCxgSkDPshUrhZABlar08PRTl8o0MKurkOwk64V9lsn0MC0bwLLJlDHHJu1rVKoUBQZIJhg8TGIWIUluZ7bXzeZ2D8ahiP0F8tkXWg9guiMBTJ/QQDBafDAWH2qbmB647rrrFIv2y1/+shDsJYOW7Frmykx27tmo8tErVNujzDSBZPb4TU1NlSAwFPnK/X/+859CYoYnVb477rhDfvWrX8knPvEJobxzSkqKOp/PStCXvX15/aNHj1pKP7v/ZMZize731PvaA9oDY+sBAr1sc+GuEMj4JxASzy1dfaqdiPNT7YUiTB+CTOYOrWLHXijKsK/umRAznO8zVtvpsaGSEGFNzpgKFUQaJaAZV6u4sKlMrXvATvW54dYSDfLFhWKxWd5XSgYwc71scYeWeRKZPKwHcHkbgGEPNi1umocjE284LsQoNKBqjC8AcGNX48Rb5AR8YutP1GO4EDJn33vvPXVHVvkR+HU39gV+6qmnVL8RSrSQyct+u6djP//5zx0SzY8//riEhrp+eGGwyHHevw/Vv48++qj88pe/HPEWn//856W1tVUYhF588cUjztcTtAfOlwfeg/xzOKRLFnhIkI30XK8eqAJLIEBW5BrJMc5/ZV+VqqK7erYhRzfSNTwdJ6v38fXH5Mb5aSp4euzNY/KxpZlCtquzPQRGxpYTp6Qf4N5/3DALHwpF/u03W2RGSqR8JqpC/HqXiDglJuqR6DNlpbcXnXJhfCBfqALAPwy8JMGJK2UKumDE+7XLlL7Dsi/5Pvn2n3fL4/+2QG5elC7fefGg/OYTC+W+Z/fIA/93QH7ZDQA4Hm/Q1fskLh0ApK1LXhxYLS+CDf3D6u9IkPNDu28XXIX5RmKJFYhMNm7Az+YrVxhv+IuzjGqp7ZCBvgH+cLdMlQz1l0PoR2ImKt3neNtn/9/E0ETJjcn1Nk2BvJR8JhA8J36OmNJvBB/Nfg5eL4CDfvi3Zuoa79Pm/ZtIxU7vc3j0wN+Q3cVcdwMLW8jGqNpnHGEPEgZcLZVG1Z37/Am+TwD43fJ35dZptwolui0jcYs1lrSUKNA4NTxVyADWpj1wvjygW36cL8/r+2oPTCwPHKlu8cj+5UoOVLSoIroyFCdSmi8/MXLYAs3+v8nRwZIVFy77ABonRAahB5x1kR3bmfxtV7lqbXLzoqnDrndeB+oL1e3nL1gq/bur1DaLBfMDyqTWHiMJtmYpHUiQHFuV9EgA4F+UfyFbNwzLBJNTkufKdH+DHXy0ulUlPNcfHgLssuMj5NX91aonF4ucJ7VhfSeDQySnxwB4TyDHMGCx4IvajIIDqdoDADhD5PBLFrMm9xD7AA+gbQ3NlPbztGIWHmqbuB7IzMyUn/3sZ+rrdFaxdu1a9XfD13OuQcspfp2u8fk++9nPqq/TPdfT/DNds6fr6XHtAe2B8eUBMoBzB9teOD/ZUQDAydEhUgaVmGlOEtCtXb0YM2IlK/ATneikF2+JlzsRZJyvOx63GdORcPIGYj6Sa5wt01YjvXZ/qRzsAXwUcbg9ALEh2qx19NkkXFxJGwwPK4NzxMheOl9pkm4HgeHrBwhtwGB9D1slSSuKuDLoJxJp3BjA3vJws+NnD7vkRB0wGcBUjfEFAPZlzkT1xXh6bvzJOr/GvrumEUS1Mlb+3XbbbepQU1OTvP3221bTPI6RsUZ5GNr06dNl2bJllnM5Pm2aAcJwPs/zZs8//7y89NJLMmXKFM3+9eYofWxceOC9Y3VKqpm9Zs/EXj1QjeAm2YVdS/nnNQUJEg0W69nY05uLlaTxly4rkB+/dkT8UYH3lcsBrDrZX7aXyR+2lGDEDnA4Q/UivufpnWA0x8uf70Q/29L3oZuxTp3BZNZXntsjK37wlgJvi+vb5Vok9Qjo/va2RerrBx+aI9fmBsjUziPyw2NpsuKH6+W9154VG+SEP/Jvd8vVc1LkC8/slpUAvNkv+D9fOSwPXjtDtu4/IvbSLXgMBExgUMjuP6p7/qL3OtWLLbDxmNNTW2xe95jL4MVgZO8rbzKYxTgyBRV5lDPcBsDayggaUw6R0ohnYuz/uyx1mYM94ukalH+eNWWW7KjZIWvS1zimvV3q+9/feQnzPMs/m1ec9SFjS8lAm4MWrzuetBjEUDICpf5eRJ9IyNHIAKZNUhno/Nh8aUe/aQZV7CHii7EPc2lrqZpKGeiqNiNx7Mu5eo72wGh6wGz50dLSImz5QQnATZs2yfr16+VTn/qUupXZ8oPFdWdq7i0/nnnmGdWqg6+U+qORWfLggw+e1i2cW36c1ol6svaA9sBpeYCfwah0Mj3ZtRDQ+SLsy8aetXvLmmUOXhkfuZvZ/5dAaR9kfWn16J1rZTydks9/Rm+0K2clqz64VvPO21j9UaC5fpKSM8uRoGQr4+n+FdKN0sN6exRA4BYl38f+v8E2DwmqdCheQYElByAvGS/0M9nAJUhyEjCnsT8eZQ3JmL4Q7CSYh+z/y9VTDtrK8noHYy7+HMgC6QRboevMYnGr60+EMQLAzT3N6lGpLuPNdKzpzTv6mPaA9oD2gPbAWHvAAICNPvbO9y5E7jAqJFBCgOiSIWwaFRBpIQHW+dMQKBHS1kyQ/r/qYfFtYWas9A0Wc5ljfCUATPZv/6Coc0j3KbEhz2Zj4SDGhkfZIsf9Mp0vMfm3oRzp0dBqT7oRF3bUG1OoVujWA5gAsNlKw/06eTF57kMTdj86KBq/Lzb83wlRADCJRd5MA8DevDN6x7z/FEbvPh6vROllWnh4uCxcuNDjvDVr1jiOUb75dKyoqEgqK8EGgzlfx+oa5vGKigopLi62mqLGmpub5b777lPblKgmCKxNe2C8eqADEnE7SxoVWHomz3gMVXGUTLl6drLjdFbD7S5tkuvmpTrGzmSjBZV1v373hNyyeKo0tHfLX3eWy7+DDRvr1N+WPXIfeGG/YngsyIhFj414+QIYukzQ/fpjF0kIZI2lp03apl4s33v5oFzzX+/JNjBo77+iQHY8cJm8+IVV8sC1M9WzskKPX7cszpCv5hp/F+66/W7FbG7c/ZIc88uV/a3h8ujN8+QagMBffX6f3HNxjkqMHQTr9nOphYoZYK89IjLzRpETb4mETZHZ85dCPnq7ZWDk8EtUukhEgmOXGwSwKbGyCVLaprEqb6sHAJhzyIwmA/h0raa9Ro42HpUVqSu8ntqHqrYtlVskMypTgY1rp651zH+16FXH9kgb/zbDgrHrflI4/nZCfk/Yx9ebVe+3Ppo8xzi3Bsf7keyMzgALHNV57Ak8CY0MYBoDKl9NAcAtBgCcEp4ile3G772v5+t52gOj5QHd8mO0PKmvoz0wuT3A/r6NaNtBhRdPdhBsXrbS2IsiOs/yzw0SCfUakhwIcPKds7XbOt5Ymj1FxbqMdyn/PO6sbhB4BBPjOhQ1ErAOBRsjTWokEOm6YwPpMtOvBCo5Q/EB2RnOhnATGb5VaigICc08sKYJABegsJB1z2YfPMoZ0orq2tXrZP7WDNWYU+h5lw2AtxztqHrpWDfH+cM54XQQmR9N5QYDmE5pMmKryewf57UlhCZIXVedTzEo+7lp0x7QHtAe0B7QHhgPHqCEM9us5YJo4WwsOCQDmOES22E4FxOyhR5DAsZLVtaOojkW0hFQnUi2CIqDzD+6WxYA4BL7UL4301ZtTMHcIBQWulsfvHagM9F9eHLvx+d7WR8cRRCYxniRoGcbGNROrewqWisk0M+60JBg6WQxfz9/iQmOUWs9hfY1ntZsrrehU8eMpi/O5av1X7JzeUe3ax8+fFiNsI8IewB7MjJ3TTPPMfdHej10aAgIcL6O1XnOx73d5+tf/7pUVVXJ6tWrxRNz2er6ekx74Hx4gGAi+1MQOD0T+ydk4CKCA1wAZLJ/Q1H1draSJ797r0gxDj6/Nk+++9JBYY/bf1sylHhjn+HP/GGnuj//YN21Kku+CCnmS2ckys9vnW/0Zzu+XvqCY+Wa55rlOTCFv3rlNHnr/rXy6TW5LkDysLUff0P1oJ1VkC+P3jRLrg09KDuCl8hN/71Zfovn+slNc2Te1Gh5+JVD8rm1ufK/m4rlmsBdCIxSkChDAjEKARJ7PMy4XoHE3xl4YtgtXAau+qHLLndSY0IV43eDUx/gpQCAmYSjhLWVzUyJluOQsHH0MbaaZDH2XsV7CGL9ZFWakfyzmKKG9tbtldbeVumBhElyeLKYoCPfmE80n/B0mss45Z/XTV3nMuZxJ/8qj4ccBxhMEeB1tyQAwDTKrTQcQ7CF35JEvF9MUgZwUliSRAVFSUuP7wUABPRNBnBaRJpiAI+kcGE4VX/XHhg9D/ja8mPGDIPFz5YfvSbj6jQew9eWH7yk2fLDl8ubLT9uv/123fLDF4fpOdoDZ+EBgpK0GYgJrawB8VEl+tdmxIWqPrYLpsZYTRP2/2Wvs1go1bQD+E2ICLKcx8EPzEtR7F/2v12eMw4Le1nYxjYXsKvQeoXJuzxbJaItu0RLqxxF/9+ZtmJpkv/P3nvAx1VeaeNHvfdiyZYsybJk2ZZ7wRgDNmBKgAAhhJCENHZT9kvPJrubfJtks+n5hy9tk0022SSkUwKhQ2Iw2MY22LhXybJ6t3pv83+e984dzdy5MyPZlmyN3sNPM/e+973lPRKeM+ec53nipccRpeZZX5jglPkbXMMssJ8A8qXImRBlElRNSYtVSc8KMOgEu53tPKuWuACfN+WR9km5zBHE/JFoRogAMqgPGnnUAKZ1VBnvs+SVCGB+FwhnYjOAka1Gm/aA9oD2gPaA9sDl4IEKNLSxj6sQzH7u1tg1IN3Q/u0B6wkLwO52BPq/tAELVbI5h3HYCsSfVk1h8/jl+s58K9HOVmPBt9IxxzVcEOpkjUO+M9KBXJvFmsPmSmWH97hlWnDt5o7H0H4XFou8O1kKyZbSPQ6+IAKYuTmrRYdFW4dm/D4ZC5l7Jro30PoaejVD4XT8wr3/r5+OuzrvMTAwIK2tBjw+JyfH751TUlIUSpiTampq/M61HqytRaeu0wLdJzc315zq8z5EIP/85z9XOsQ//elPA1Kpui44wQ0+r78fFp61aQ9MxgM7oTGbDV0La8Dj8xp9KGoC2W7+xP3ge3LzggQECgbNCc97CgXgG4CkjY0MnATwdR8m8H65o0LetzFfdpa3AsXRKf8BbV+z8466FP/n928KEcxEgnz8+iL5AjR4V+Qkyw/euQodd0h7IZJrOfScPN9fIinxMfLCp66Rj6Dwa3bqUbuDFMu7gbB97UyrUFtXFVbHkMxB4VgWbjUer3q3hKGods+7/lE+DMTvt0FF/YW/HFW00QzqXjrZLJvzoiWl6TUUlaNk39gi6d79a+PcTZ+WxZlx0BA2Eme26w1DUmnJ7baHNkEHmBrNZlGOCGDaPjyrnREBPIqIs6ypx+6wz7FXa1+VlRkrJYl6FH7slZpXJC06TY62HlX0z6b+G8cnatSwmHAXm522r92NTj/vPUoEcUK2Md5wyHjPQAGpxWgu8j5hZo/wd0Ea6MquSiGal4X2QEadtsrOSjUtOz5bBkYHJqTFEei6+rj2wGQ8oCU/JuMtPVd7YJo8YIn3VNzHsUtspN1j4+E8NMnZGRlZaCaD3cpcb/SFqf87iFiSzXY0SozYGQGf6/NTle7tfetz0UtmP8/u3GkbI/OMU+aCUiF5KNIuCjW+E2eHnJMyFICXAgE8Av02k77P+mxIQ4nkrHMNMwlIjTfG97kopp92FoAZ9+akxMrZWVAAruisUIjWPFBAk/45zEkV7nISNoqpD5w0Dzp4SNCNoDkzAn9P3J5lCGAWgEfRABsokUffjThG0KQA6L027QHtAe0B7YFL74HLNN6bLseQ/pm20FIApnQcrb6zX8msqR3ny/7qdtVsZ9XK5WEznLwFjIQzzcKRQ10NVkX3UDcE+aL5Ic0AuowXgBeHOOsuNkx9jCdbEpa6NJJnmg/O+3lNublAF4hGMwEYKpW56QDX9tTK4Kg3yCctBjnNIDMWgJnfZgE4Odq+Uddcsj9tZHOOfr9wD5x/5ebC7y3u+m7UggtkpInu7e2Vnp7JFT0mcx/ewzS7+wzhC+CHPvQh9Yf8mc98RpYuXWpOv2jv7kXoi3ZRfaFZ7QEWgFlkNAt5AZ3B9jhnArC9b0h62rvkJuiimcYE0UkES58FVfOF2E+3n1HPRKq9u3/ymtyxcq6sQwLONCJvSTPNYu5blmXJw/tqJBXU0D9/7xqVrGIR9Ft/2SX/1nlcxhZ8QR55z0Y1l1pvf4KG23agao+CIpDdeVa7KalGfgZdiwNRa6QUGcSI0y+AnjlLwuetks/nhkoJkmL//PAhpX/24L0r5D2/2Ctfzj8hUTIs4X1VsifmH2Rl7a/FET9HQlLyRP72FUUdY72Pa3/Fu12b1g0is4kurjzXJ0SeZCfFKP0RIreJ8rAatdoYsB1vgO5djv9irnkuA409DXvkw8s/bA75fH+l9hVZmblStlVvEw/658rnfJ5jPXBfyX3WId/789aMJ9X8aYrt+SngQLd5XydrObTYOkQaDqMN851GgvToYyJM4hERHGRGRPbehr2yIHmBtA+0q4JuoCU29TWpYJMIYFp9T70EY6AZyA/6+KXzwPlKftx4440TfujJSn6cOnVKTMmPgoIC2/vYSX64x5W2J+lB7YGZ4gG3eM/1yBy7xHYSRckS0BL7KsRS/5fUzrXtfZKVGC1ZaHK0mrv+r9lY2NzlnXTheWtB3/cqG/Hw392r/TclW+8zLft9aAjsaXQVgHnPOyDBEv9qrTQ4UiU7pE0qZK6UhFQrmZJIlID5a7QwGUtT5HzJih5HVVNjeWAYTWLneqEDnKhie3M91AGucCZMzbFgfCcCeG78XIl2VCkEsMPqNCy6dBAF4EQ0GTDWpBH5mwy2ona8zyLLiM1Qq02MSlRMQYGW3gUtvEBJv0DX0Me1B7QHtAe0By6CBy7TeO8irGxClyC7XjoYYZLACONuzGsSDctYaBHiTtN6gQiuhnSIL4tEBbh/xCHXFBufi77mXa7jjHtfR65xzBnzz5F2iQbNs3sBeJFZAPaxiP70pVJ9uk/VRiacZ/ZxrRkznLrA/6OSKQb0xxIWJdJ7zpjrLAD3AUntS+s2N2EciOj/BjPnaGp0qpD+mfnKwsRCqeryHTM39zXPnIXN4Ce9pJlxIoBNi4z0TcllzomKwv9EsP7+fnNoQu+TuY95D1/3+da3viWklM7Pz5cvfelLE7q/nqQ9cCk90AiKPFK6UWv2fIzBUjiKaJuKxoMbon8TkXi7pvj8rsnnaECX3UN7qkDpXCAPvVYl/dDl+LdbgNx02ovHGuU3u6uAQIiR5JgI9Qz1HQPys/vXSHJspAyCju0TfzwgDQdeQDHUIW+9691S0dojH/3dftn07ZfkV7sqFXLk3rU5smFBqqShcEyNjnBUTvlT2v+GdDli5e1Pj8imb70k3YefkrGim1wFw7cisfbrD65TiOGfvVIhn7+pRNKqn5PWiGwJQaC0sihPImVIqrJvNp54L4qTbuaVPr3xa25HPTevANUgn2lnGWjlnEYUMIMyO4uJDJMF6F48WmcgYOzmWMfeaHwDQWq/QvRaj7nv13TVCNEQRO/GhMfIuiwDKcIC8r6mfe5TfW5Tn/aGvBt8Hvc6wCBJIVK8vOY5tW6/5765Rx1gFo5NBDA787BW6ag0ZwTVOwvARADnJ+bD0yETWhuT2tQcIWqYpnWAJ+Q2PekiesCU1dCSHxfRqfpS2gNB6oGTQACX+NH/ZXPfUrChUP+XUh12tqfinEIRM7JgzBmFZkKoodjabdDUfQRNhjeg2TENCcLLzkxZCycFNJ+PDYJMzrU6jIJuvyNSYkKGJA4/ESFgubEYc3x7xjwbl02NZfp7UVa8nHYiYXgqGxJnAwU0Y94FSUjohUUqBLAdZnU9cxYRaDJgbElrOm7QQM82CuiYTLX8FMjuTMR8JToncq6eoz2gPaA9oD2gPXCxPEAEcCEa26x2qrFHNRJy3F125DikSBg32VElcy6Lv8yHkpFlJtpagG5G3FAy+aFNahnuBeA8aALTHEpsRG26XpiBCssqBVPjqJzrnUU00KkFLh/YbrDwS4YY/vGQ+jkOOXRnsyABGL5sYfJCX4dm7DhjxcGxQcUIk5vov8DNIrG2qffAJS0AR0fjfwynEVkbyAYHja7tmJiYQFM9jk/mPuY9eAHrfYgU+cY3vqGu/aMf/UhiY9HdMQVGimt/P9TR06Y9MFEPbD/VrNCi155ndxpphpkEYtGRRhoH6v/eXJp1QXoXP3qpHPTRYbJlUQYKvZXysesWuhAc7QgiSPVMihaiYu9cNU/d8z/vLEWQlaCKv9QF/tuJJvnX4noZTVsk//r3c3LLD3YAFdsl91+ZJzmgsnvuaKP88Y1apQHHwIQ6yAx0+LNJDsqOsVJFkxfXc1YSeqvkX45ky14kDE3bWJiOgvNa0DO3yKmaBrk+/JD0DDnkUNhSST39Z5Yc5dO118pQN86hRq2beZTlMkoQPSa4HfXcJM3haif6xDzCAjDX0tk/bA55vC+blyRHkACdqJH+eW7cXClMLvR7CtG/EaERqkNr49yNEsUgBsYCsp1ehd3FStMmQf9sXmA5kLuBjIk3UndbjQVg+r/hoIH6NROkZsLUOn+G75MCmrR6cRFx0j/qTEZOYE3suqN+cHxEvEIAT+AUPUV74KJ4QEt+2LvRn9wHj2nJD3u/6dHg9gAb/JioIzrVlx2GZMjSuYiD8G5H/8zzqP+bDs1f/jD+S4vzRH2Y12a8Nj81TqFf37HOf4LCPGfa3ylrQd3V1PEYjsXb0rBqGZQIqXWky3zx7J63Alm5/1JfIbSQx7XHWOzOTIgSai5T+45aeJ2QXKGx0bAaMfiwybM97YuenhtWdBgF4NGELBSA4WMbWzQEn4zhZ8AZd9e/aSCAZxkFNNEcYSFhQlo/WiAZknMD49+pbNyqh7QHtAe0B7QHtAemxQNnoAFcaFOsJQKYeU7GQkQIm8Y4k3FTqDWYMifgnbnCmYp8XTU/2YMlhsXeMUeI1DiMRi+WfTND2mXYAcm9yFhbyEFSwUrljSrEirPGYhj/eGR6PZfOWJHG3GQPCuhJ+F7hjBX90RwT4BFsxliRqGcamXb8We9wr7/D+thF8sAlLQAnJIwXROzolq1rJP0zbSJ00e7nTuY+5j2s92HR68Mf/rCwQHzXXXfJbbfZ0JC63/QCtqlT7O8nO9tAcF3ALfSps8gD1K6lxgNRs5M1Fh+buwc8Otuo08sP+beumDfZy7nm14BO5eE3auSj0Or93t9OSy5QvkQCm/blJ4+BhmUU2mM9ci+ScUTzvn1NjvoxdYFfg6bv/753rWQ07ZKH24vkmcMN8sBVBWD9HZPfvFaFZJah58GP5zwUgzcWpoEG2/i5DhTPK0LPyN6w1eqW14e+KQOOCHmqZ5Hc+/M98tWnjuE6LO+KsHD+/XtXSf+x5yXSMSQ5CI72Rm+S4sHj0hudLYc6oqXxf9+t5lpfjCtg9LbvWw957V8Niu49WNOIM9F2BQrAbBzbX2WPAi5FAZgJu4kk5vjvFwvA1+RcEzBINemfj7Ue80ALv3D2Ba9n9jVw3+L7fB3yPV58k+9j7kfOvuK+Z2yzAEyjzkZHJTSBs1BwTxZpPq6Gg+2lKLlILYm/14kak3TV3dXq908aaH8B6ESvqedpD0zUA+6UyROJ4Uw5jonEhu7PMJn7mPfg+Xb3mS7JD8p++PpZv369+/L0tvbArPAAmWfYqOeOxHBfeGvPIKif+2UOqJ97gTxYmYvPe4uZ+r/9oPSjdAite2C88Ok+nUmwv6OhkFTS17ix3bjPueTbbGhLw2d/+HgsH9LTLGnSIbGOQTkxlierIqoUs02/w76IyTW8MbZINRe6r4eSJ4wnTerD081G/LwAzZ/8PdDXwWpkt2E8VJBUILXZpTJE2RBLsjcc3yviGG/1to67oeWUCOVfiOqYRCw2foGZuRUGxh7KhyREjudw/K1EI4D9eUcf0x7QHtAe0B6YDg9QNo6SFoUW/V+OlyHmYZPgErDKuNthMMzQGE9azSyi3AJAzEy1hOgIKUHjn2ksAEMgDPyGRrNkunRJVMgIxe9ceVFzLt/BqyNzc/LVEHO7s8YYI5Lm2Zex8DuMnwHj70fiwJjpZIuh/i+b6OxsecZyu+EZPcamwR6nDnJcpDf63n1xjMcJcNE2tR4w/+2a2rv4uDqRuWlphtg1kQ7+rL29Xen/cs5kNXJZTDUt0H2IvDXN/T579uyRV14xCg8bN26UP/3pT14/Tz31lHmqUIfOnHP06FHXuN7QHphODxBFsau8VbaUZJ7XbZmEo24aEcCmPXGgDkm3KLkSBdXztZ9A+zcJtM5Fc+KBrm2VfwX1c1S48WH4/NEGhfZlJ14x0B8HqtoVDfRX71iqgo9/fuSQvHq6VVFB1585LFF9DVKZtEHW5CXLL3aelZp2fODCSMmyBOgIdu1VtfULC8Y7y42f+LodisjkhYFSfAiL3Bh+QHYCDTyIQIb2vyg4X/Odl1zo21tBDfipuceldiwd54VIRceIRCIg+svoJrlnba7Ma9+jzrO+4NLiAI2y5F1pPeS1T4rubqAySGdIm58aq/xMHWA7Ww7t38GRMSFCO5CR3o4JLhaA/Rk/oEnznBlr/L2Y81lofLnmZX+nuo6Rknhr3lbX/oQ34kGPkoxkWiDb+UPvGSkFCMScf6OkgWZgRhRwkCKAYxF0Uieka2jiFODsTq3uqla+y0nIkdpu/5+53k7WI9oD5++ByUhx8C6mHIeW/Dh/n+sztQdmqgdIR0wzC5LWdZhJuVEU5hCiCuMhq5n6v01AtLb3Gt343YPeSTyed9PSLHnyYL1qMjS1gq3Xu+T7jGcob+FuTUfU3pzQNjnumC/LQitkAOIko2KfXGpzxEtzaLoQ1eJuRBKfBPXzgvR4JUdyykkDTQ1gWjDrAFd2VgLj4pAFyQvkTDbYemwsa9T5d9PVYBxl8o6FX8aeQ/hb7Ttnc1bwDmWCBtpEPNF3/kxT+vnzjj6mPaA9oD2gPTAdHqjv6Fd5MytdMwuX1P49h8bCJWiGc7c3kYNkf5fdp5wzbSlXnyfDovt9LuX2OgBOKENHywtplMqxOa7H4T6NR0NGvAu8ZZKvZFYos+dPK1ldJNheCDbxZWNoNmXR04wNWfh0FoCZjyWDn50FqwbwiMNovg0EXGE82c2YWtuUesB3i/CU3nb84kuWLJEdO3ZIeXm5jIyMSHi4/SOdPHnSddLixZYvwK4j9hu8h2nu1zHH3N/dj7vfx50a+nOf+5z7Kbbbr776qvCH9uUvf1lKS0tt5+lB7YGp9MC+SjROoGttM2iWz8fYEZefFieR0E2jEW1K/d+7gcY93yRZHQKwR/fXyGe2Fsv3/14mRF7ctNQINhh8fRHUz/lpscJ5a0GL/DIorJ/82CbQRYfL9148pYrDP7xvpTx7pEHiDjwuI5ER8si5XGlrMDrzGcSQUrkD6OXjziSide3Xhx2Q40BLNEmqJDl6ZJWcki+NfcAjwKuF3vDar/1N/vbpa6G1GiILO1+TlshkeX14qXwo/jUBGFi+17NVvhBaJqGMDo3YSd1KBYocwtjh3PtlhfUBbPaX5ySrojUL4mvyUlVyZX1Bmk8dYAapvD518Kwdi9bLE9VLPd/12euthzz2X6t/TdE8d6BjbVnGMtXlzwmn2k9J55BnwtDjRLcddq9RP/i8bPHtIrt/7P/U2r3ex4nYgAaJNBw2fpbeZSRKq3d7zw2SEaKASemcHoPGAQRL7JrzZ6OOUaUbzDk58TmyvXa7v+n6mPbARfXAZKQ4eGMz5rJKcQR6qMncx7wHr2m9z3RKfvhbEymgNQrYn4f0sWD0ANGobIJjLGdnh2o6Faq36lyvoi2Os5m3u8LQ/+1BYx0Rw0kxYWjqsy8AR4SFqga8e9aONwzb3feSjTHGZAF4wWbPR2g8Alq+OElDounk2Hz54NjziGMdEg38hgpL3eNSXGLX2DKJiQhVcaP7hRhP/uyVCoVyYcMn6RBpcxKiMT8MbDwGA5f7OcGyfbbzrFoKNYAfjoxS8fwYg2s3Kx10ylQNIg6OTceXoX6ggUG3nbrAmNVWAY03jM8Sy4jNkE76YgLW0tcygVl6ivaA9oD2gPaA9sDUeaAc6F+aVQP4lDPeaYf0hTvrDGNHf+wnBAXngMHQZJiZuief2iuvQa71od1V6ib5QAAfHFvoumFBqFEAZkzpGRUZRfE9I4VSBEfkIl6fdQVg5h3bzrh85b2BoJsWghwl5Vs660RGR6Suu87VQGdMMF4JoIkMG2f4cT82k7fJGEMj6nloNLDkK2VDkqK8m3pnsg8ut2fHX+SltU2bNqkHIPXy/v37fT6Mib7lhKuuusrnPLsDBQUFMneuwTnufh27uWbRdt68eZKfn283RY9pD8wYD7wM+meida0dbRNZQPfAsDR2etI/70Rxklq6d648f/rnn71yRpisy0RiiSiEf7m5xPVB+CVQP7PIzG68rYvnKA3fr761VCX4Ht5XI9QN/uebihVS4y9v1sk9yWWyZ6RY2oYMqhIWpUlXx+KvLwuXEdkcelD+NmbQP18bekjCQ8Zk2+gqr1NIB3Pd97ZLw/6nJAT6BRkjDbIz4krJHzol1ZIliSkZsuHQv6lCrPvJKkjCCx5FvtR+s/shn9t89qtAA80CsGmkgaa+Xd+Q0TlljvOdPqRG8uE6J72I+0HL9is1r8gV2Ve49Hwth127LBRTI/hA8wHZnLPZNb6taptrO9DG+5e+P9AU38cXv9X3MfMIdSR86QCDmk6IAKYRKdNahmDL99+CMXFmvhanFsvp9tNSmFQY8PdqrtBMdBIBzA7EUTs/mpP1u/bARfTAZKQ4eFtTjmMidNHujzmZ+5j34Pnu92GHqpb8cPeq3tYemF4PEI1KVKovI1PKCqB+36zuQBNhiu20PSgAp8RGqBiYaZhwNorZGNHD2042yXrEW3loeLwsDVTP0g82GCsCGAXgkKT56pG7JEYSQvolMWQAMa3DKy7lpNdB/zyEGPsIGgfdzUx6nmg0aKDpf1oo4lIWhKmbF6xGhhxS1DHhdGao3SvJyXWv7TeYhZQPEvH9hzTcRHckYZvWZhSRjZ3gfyVLEAu7TFgGQgBrtpng/3vQK9Qe0B7QHrjcPXAGrIbRaICbmxTj8ahlKACbzYbugIpjiJMYO0aFW0uf46efL8Pi+BUu/da6/FTnQziAAG6SKpf+r0hxSI06ZumJM8bwenisUCrRiJkH4E71bNIApgfyr1V+CPjCpkEiggHEkK46lX8btslN+kIFB7z+ZT7BLABTNmQiGr9t/K6jbUo9YP9teEpv6XnxO++80zXwq1/9yrXtvkFNz4ceekgNJScny5YtW9wPB9wmTdEdd9yh5hHhSzpnO+O4iQDmfJPeiHM3b96Mbmp8zfHzQ9pn0973vve55n7lK18xh/W79sC0eoDo2S2Lxqm6JnNz0j+TPtmkgOO5j4P+eRG0Ivwl5vzdg1R8f4L27/s35suPXy5X+robFhidQUT0Usc3LR56EskxCvl716p5oFjOAX1zq3zhL0fkHdgmJfSrKJLeWJQoBT1vyitj4/ha6ngEsrWhpyUppA8FX6MAfEPYm3JkLF+hge3O5SX3PfsrGY7Lxr8JoXLPmrlQwhiVfSm3qkL1fEeT3WlqbP9YkRxqHPBCW/g6gTTQB2s6pAvFdxoLwCxov1llX+RdBh3gI3Vdvi6nxkm/dqjlUED6ZxYDd9TuUAXFPtC8bM7d7LruMxXPuLb9bYSHhHuc52+u7bGctUiseQbmtvOq93oPZy1DQg5JyvqDCLLwS2OidAx+PFfuPTcIRopT0Pgw0CZz4+fi/9OJfZS39rcqpDALwCMIRpv7kFTWpj0wDR7Qkh/T4GR9C+2BIPAAv2edVIVITyo+c2k8fghxUgkkQk5DAoPoBauZ+r9EcBDBSusAusPOroXmLyVC3r46x+7w5THWfNx4DkpbuFvjUZHoBBkJj4Vqm/9YkAm818dKZGjEIUyE9sI3prHIGwkU9EkgrxnjEwFMP9MKQAN9thXFziA1FoCJ/qWdwTZSdF62btCNYSUaf5eGa1CUb0f3EBiMiACeRaYKwP0tEhFqNN/6WzqZarRpD2gPaA9oD2gPXEoPnAECmDIXbGxzt1OII4niZaxI1kPT2CjHuGnMJrdoXuEtpdnm9Bn7zpxrZkKUUO83Hg2EVY5xauMlIdWudTlDQtc+N4478iAR0qsYe2YdAjij2MMXXjumzm800KyDRgztgHQIARh2rH2m/J7XdWb4AJkKabH4ntIxaJ/Pdl8ic5vaptYDE8saT+EzkNru6quvVnf45S9/Kbt3e1N2fu9735MTJ0B9BfvkJz8pERGeXzi2b9+uirUs2L7//e9X86wvn/rUpyQszEgCfPzjHxerrhz3OU4jDTXna9MemMkeYCcWu/Y3owB8PsYCMDu6TG1eJtJePN4od6Io694cMZlrk2IuCnTSCdDnJaXc529epE4nwvWrTx1XSGWO8/rZCEi+dmepNKJo/LE/HBB2qJHGj8XfkqwE6SsDrXHIkLw0tmoyjyDXh74pTY5kOeIoQCGXaOBDss2JBra7UBRoT7aEHpD67hHpz9kkedVPIPcTIl9q3CifT9ymgkO78xgcPpr9WYmAyPAfXx8PoOzmmmNXL8wAKtMhe5CMpFGnhEHp62eNfXOe+V6KAjCpEoma9mXba7YDiTwmW3K3+Jqixo+0HpH2wXYZGBkA5XW+LEw2KGDYvV/TY3QA+r0ADm6YuwEoG9CcnK8RwVtgfB74vcTOB70Pz0EBmFm5fviqGzptZqK06Zj33CAYYQGYRmrvieplEKlB6hlSQNNquif2e1WT9Yv2wAV6wJTjMCU/fF3ObMTjcXcpDl/z3cfNe3DM/Truc8xt9+Pu93Gnhqbkx3333ef184lPfMK8jJL7MOc8+uijrnG9oT2gPTB5DzR1DSLWG5LSuSi02Rgp+UjVRyQHza4A/GZ1O+Iih5pH1hrm+7Bra4OInxiX3rJsPOllO/FSDrZABonSGin5408xBDaUc2XMToKreaksD62UDkccIlbju+74RGNrwBEh5WJ89tMVx+rHC8akwC6aE494sluKEV+zWN7SbRQ9C1EcZoIvWK28vVzFu2yCrOiwKeQi65k3PF4slzDkIIad/mhCYZ46wO1ng9U9tuvKiMlQDYixEbG2x90Hm/p9N8m6z9Pb2gPaA9oD2gPaA1PlgTPNvSqvZr3+aTCekIWvBKwz7vJ2BGSw6Al5YC9jTEnJudV5yV7HZuIAASd5ocZndaUDTW1OMzWA+xE/shjubnRLZ3QO4sMeRQHNfO3AsF0LnftZQbRtSoD4WhLjI2r9hkeB1qxFzeo6d0p6hnvwfcTbT3mJeb6uNKPHEyISJDI0UtFbs7gbiv/8GYFL2qbWA/5/A1N7b9fVf/CDHyj9NWoA33jjjfLNb35ToXRffvllRcP3+c9/Xs0tLi6Wz372s67zJrPBc03t3n379ika6T//+c/Cbb6TVprbNM4rKiqazOX1XO2By84DRP+y+HjVQgNhO5kHbO4eUBq8LECa9vfjTfhgH5M7Vhp06ub4RN+ZTPrD61Vy/4Y8pTXG6yydi64o2H9vPyNtSNKR+pl01fXQ//3xfauV9jCLv1wHdYhJj5wHnQlSR7MoWzOWIWcck3keh9wQul/RPTvwAbQu9BTo8vrk7040sN1argk9rDrickJa5OtnF4qj8bBIxiIpzs2W+4f+aHeKMYaOr81Xb1ZJSCKn7WicrSfPR8GduncmDTQL4evyU2TvWftuKFIXDo2MufTarNfj/t+r/y6rMlcprVi74+bYtuptkhadptDCN+TdoIrw6vyqv5tTAr4/UPpAwDkBJ1C/N5BV7fKeQcSviYQlCjg2VSQRyU5QJAajsYjL4i+RvHaBpK81E41B1DCp+2p7an1N0+PaAxfdA1ry46K7VF9QeyDoPHDUSU/MBjc7Y1KO1j0wImlokMtH3GQ10j/HRRqFUM5LirFvTFuChN/fTzTJzUuz0JiIwt7lakQAp6Ppi01yplETGM190ndOwrOXyfroahmUCBlxeH+1ZxJz19gSxAqhKmnJJKcdDbSigAYCmGbq4hEB3Iz4nU2gwWbUI2NMVJRSpFAZQ2PQJ7NkOWNQYHfzOphmUHg3dczq9hs6wLMQAcy/heSowMnv7sHuYPuz0evRHtAe0B7QHphBHiCjyenmbq8CMHNoRAYzR2dKYZjLYiOhL2ND4SI0y5kgGV/zZsr4OhSA86VRPW61iwLaIZkhHTLsCANcxiMKUvPawjIlLyNRAXqYu6T500xWE4LpJSEA+pvxORsGaZ01YIvJktq2U8a+zSsl3YLRmMsmCpgawCwABwIKaXbCqf8r8P6WOPX39LrDqlWrVBE2MTFRenp65Atf+IJceeWVct1118nPf/5zNZ8F3GeeeUbc9d28LhRg4Otf/7p88IMfVLMOHDgg73znO2XdunXqnfu0Bx54QL72ta+pbf2iPTCTPcACMFGz55PU2naiWdE/F0Jj1rSnD9fLhgWpip7ZHJvM+y92VOAffSafQoHKGJLPbjXQvyz6/uzVCuiMxaq8SxkCtA9ds0Cow/Gd508qqr9l85JRFG1RgVu5QiJAmzf0INC/K/EIlpY0Pw9VGFIvBehwMxG/RAM3OlLkKNDAvuzWsD0KMcwUUJyjR0LwgT6y+gPyrVvzJN7R73Ea4kEXM5xs/oJcDx3j5JgIBJaj8jTorSdiV4MGemd5q2vq+oI0OYCE5+CId7cYfcQuRDNh6jrJudEDjbLd9buFBV1/xsD47yj0Lk1fKp1DnR7zn6p4yt+prmPRYdGyZs4a1/55bxReH/hUpQNsacmMRPCZhsYdUkgzKUcjLXSQFoDDkAhmsNg1aKB4GFgFMhZ9q7urVRfenLg5orXZAnlMH7+YHtCSHxfTm/pa2gPB6YGj9Z2K+SQ7CYhXGyP9c25qjBwH+8lq0D/bMdKwAJyA2CsnBfEAbBBJPqsxclyTl6rQrXevQbPY5WzNQAB76f+iGZFNbx3VivGkxHFWYqVfomVYoVasy9k1tlwNkWUmBuhpa9zI5OcpIGFIB0h0NbdppEyknQ1CFHBlVyUK5iMKAVzeUa7WaX0pcEf/8iA03FzWdAQFYHx/mIUawPTBnNhxpJDLJ5YNVVS3jOld7QHtAe0B7QHtgenyQAsYBMlsUuxscDPvS/1aSq21osmNABTTKMVW3zHgN8N4S+llzBpjLmSC72TSmY/8KHOijCJppISOChmRMQBmIsEtY7VjIQshExgvZ8DcSMZIWnVb8LLFWNcPLnE0Zdo3l6q5o2DRodbv8IBq1JSkeVLXWel1GXOgNKPU3Ay6d5MGmgVgglf8GfOU2qbWA/jLvTzs9ttvl8OHD8unP/1pYbE3NjZWqPe7du1a+fa3vy0s0C5cuPCCHjYU/6OSZpqFZGr8zp07VyIjI9U795999ln5xS9+gf+fLxu3XNB69cmz1wPUP9sNGuHrSjLPywkvHmtUibNop3YaO/95PWryno8R3fvbPVXyznW58tCeSmj55grRrrRvPndCYoHUoAZHBjQospD0+/h1RcJn+J8dZ4W6uERoMDAjPR2Nhdzc0BZ5WRWA1ZDtCxEgNy2dIz9450r504c2yO+vbpexsCi548775N3rc+WW8H3yt1EWLZkK9LZo4Cm2AjHM7redY6XytrBdQFCEyLv2l0jx3n+3AgWMq6AKPMatdf+gUMvvwJpJE/OHvVXeN7AZYQGYNNi17UAZwEjLwg5Fop6tFhsZroridsc4d0fdDlDXDMv18/0XVU+3n3ahQefGzZUlqUvUrVr6WoTHJmLUDLZLxE7kXI85CUgopU6gC67mDY/T1A4LvhEIXOv2GceCuADMBRanFgsTmElRSRIfYSRpjYXbv5IC+mznWXWQCGJdALb3kx6dGg9oyY+p8au+qvZAMHmAhUmif33FE4dqO2QZjhMJbEf/bOr/dvWzEMq2PORehrwLwDzSjSRfVmK0bCw0NKrU5MvthWsgBbS1ANx0FBDM+eg6RHNgTKpEjvZKQsigagq0gFhVrLoX+r80rpsFcW8EcIIaZwKPSVKzAEwEMK0iCHWASf9MK0wulDMdZxC5e38XWDNgUGGriXyhxEgIkn4svrPwSxrAvlaRAaMZzzUviDdMrbqJFIAZd9rp3QWxe/TStAe0B7QHtAcuIw+cbjQ0WInadTczziGil6AK08wGuQiwD/qym4NA/9dcW0lWohSGNkP/d7ypy6R/plxeJDKb7sY4cvtAsWLgIQV0ZnyUklKpbDVyl+5zg3o72g8LChj6hICVfieLI+L0mt4GRYds55Nl6chhBqmlxaQptkIWgFOiUvyusr6n3u9xffDCPeD7X7ULv/akr5CXlycPPvignDp1Snp7e6W9vV3eeOMNIQU0C8K+bPPmzepLPr/o//rXv/Y1zTX+lre8RZ544gmpq4MI9+Cgeuf+Lbfc4ppzPhv5+fmTeo7zuYc+R3tgIh4g+oEJnvPR/z2HLrk3KtulKHM8SKI+Rjg0ws432Pnlzgr12KRx7hsclY9dZzRzsKj87JFGoBHCQH0cozSL//OOUulE4u5zjx4WUhxvP9Uiq+cny1E3vbItQP9Sz2wPKO3sbAE0y1jwPfbVm+Vn968FbfU8oJfTJKtxu4QWXidvXV8kX98wKvOkRZZtvV8VWe2ucx1opuOQUMsJPSfPjK6TopA6OT6WJ2/U9srY8b/anaISbbtDViNcMv55ZbGb3YUHazpdCTXbE52DVyIRSVTvTtBd04jKSIgKhw6wM4BwzjPfmCg1A1VzzHwnqndJ2hJF+WuO2b2/VP2SKiAebz0u1+dd70q8bqvaZjfdduwjKz5iO35eg4vfGvi0Hd/1nsOC7xC6D2v3G7p43O9tRsKuyXtuEIxQB7iis0IWJC2QOOqMTMDMgn5uQq6r6D+B0/QU7YGL4gEt+XFR3Kgvoj0QtB44WtflU/93BHq9PM6iLZlV1gK1YDVT/5fHW6AlHIXY1c6KIHHyMuLLO9HY6K77Zjf3ko4R4Uumj8ylno9BdpO4DIwhYGTc4zRnzdvcVe8jyNadcOS5xqiPfKa5R3rdaJ2XZhuU29QGZgH4dJORxQuSAABAAElEQVTRcJkIamw2Z3J+sBlRvyxmsomurB16yjZ2xQDQG+7GpF5yLthm0GzY3WhoAPP4LNIBToxMVEnM+MjAjYd0zbn+c3zTpj2gPaA9oD2gPTDtHqCkRRRykCZVsfkALAAnRIer3F2JW3HYBFaM+GCPIcCk0NkcZ15rJr8zBl4c1SJVY+MF4AWh9YpNJizEofzjvj62yu0fLVQsk5RZaQO6Oj8tToionlWWkh9guQi+zQIwmAprwLIYzdjRxjJiGM8HpxEBzEbAzsFOyVDfW3yvs3XAyH/7nqGPXKgH7L8VX+hV9fnaA9oDl9QDL51sVhR55xOc/A1av2ymKMwcLyhRF2zLogzoqDm1DCaxuk4EBb95rUruWZsjvwMK+D4gb7OTYoQ0dP/x1DGFNK7vHBDOu33FXLmmKEM++8hBhZo9hfuuQBH4zeoOjzuyAPza2FIZkCiP8RxQ1z37iU3y0j9vVsiQ/VXt8lPoC3/kt/vlngefltHqPfL9mkJ52092yTN//pn0hydJYslm+fOHr5QnP3aV5CR7fijfHrZbGsZAh+KIlCzoYIQiCPrN6I2yLKQchNCelMzshmPije+f779fnjliUD5TR5lJSqKAH91f4/G8djv08fIcUl4bH4AMytZCB5hFfTtbjgIwkdFECbvbwMiAQgDfMP8G92HbbeoEs/OMH7pb87a65kyU/jkpMkkhKFwnXuhG8U2Br1C5w3tO9nJDm20IictzSOZllRpzSNMXhMYCMOn1GDSOWbozfS2Xene0nASNAPblIz0+dR7Qkh9T51t9Ze2Bme6BFtDwNXYNKASw3VrKUITsHzZir4iwENt5jJVikJwDi7GKi8Ixz2ocWZydoJoN377m/JhtrNecsn1TxsKMZ3gj6NJKIxDApJ8jBTERwtFJIH+O8ErUcfrBsYWIEIyv/GwwpDFWZbHXtKTYCPW9gQ2Fi1QBuAe34SxBQ2i8lAPlEWxW1lEmRclFalkn207CJ8Z63ddZOuhNfShxmYa2G2RWSOunbBbpABOdnxGboTTd3H3la7u1Xyf0fPlGj2sPaA9oD2gPTK0HylAAZj7O2ux3AlIibHIrQPGSrHqm7XXm3Dwza8ZRRgmr5tvLj5jnz8T3uY4mDwTwspCztvEk10YfnHLkypiz45A6yvmQ8iOD4ayy3Csmttxw5Ksh1VbjGFRIWOtJkaGR8LX3dxXrvJm6zwJwH9DQjLEDIYC7B43m05m61pnw3LoAPBN+S/oZtQcm4QEWb6n/u2VR5nl9mLBwubIwQ2JvROFw82apWb5enkKh6dY18yfxFONT/3fXWRkGaiMqLEwGUKT8py0L1cE/vl4tJ9F5R3roBeiiY5D177ctFs7fVX4OVOwhig76kIX6OF76ZH3oSS/65y++ZbG88rnN0owE4od/u0+Wf+VFufunr8mPXioTanncm3wKRVvo9y68UQqBEF7T+6o8N7xarvt/u+T2H+2UfUA9P/+pa+QDV+Wr5+N9qDPMc/42tkbuDgOdsiNUnhjbJN+J+Lma4/7Cj21+dlM/I6egRBWeTfrB+9bPVyjgx/bXCREsgewa0EDvOtOqiuScSx1gFrPpR6stQ4F8COMmWsM8Tu3f/pF+Dz1f85j7e013jaJ5jgiLEH5Ar8hYoQ6zS+tI68QKp7cX3u5+yQvfzllnaPn6uxIK3CoJ6j4nm5rQTqt9AyiNfJHIhKDVATYTl+wmbDM7DM31+3jvGuoS/pACun2wXagTrU17YDo9oCU/ptPb+l7aAwE8EIHGPsR6Hj8cuwRG/V8aKZ7tjPq/LGA2ommQ7CemTIn7XDLLEJ2RhYZAGpHAVmPyqhXoYLLMLHRju7HOuyz2SfUM6jhJyB5/HKJNh5FoY6JkDhrd6g+gIBmp4mZnPs41l/svjiGmchpruqyJMxFqpYEunUtGGSCAgYRhob22vV+dxcRpGWRags1IAb0weaFCJlBOw2ohcF4ai+1WA5JDxpx/V/1oUEXxXWZRAZjuIP1zx6Bnc67VTeZ+S3+LuanftQe0B7QHtAculQcuo3hvOl1ABDAb26x2HAVgFjEXu9E/cw4lRvzZHSvn+js88471QZt1pFMqHVmuZ18aUqW2mfv0svBYiY6JE0qtMJYsR3NmPnKrs64AXLjFyzUeA6HO71Kx6SIjg1IdEY7GVIusCE5IZYwfxMb8cjfBObDYCMTPfoy5a21T64HxVpepvY++uvaA9sA0eYBdWEzabDkP/d/m7gEUX1vla3cug/jsfPXEf3z+pJwsCZdrS3MmvQLqq/0KBd23r8mRP75RLe/GNeeAuo9o3++9eEppRzAJV9HSi3uWyjlsf+f5U4qipR2F4bZe7w/Jq0KPSkTIqKsAnAzE7CMf2aA0hG/+wQ4hQoQF5asWpik1rz4ksXpBO53V9bKciVwkbaGpsjmpSbJG6uS2dz4o0SMr5MmD9UqL+Jc7z8q/3lICuuhUeeH3P5CokGHJDOmUbUMr5faI3fI6NNRGgaIoCan18gWTbCwAf3v0PRIHyua9oGzejQ5Casu9ZVm2/PsTR0GRMqSQvYF+N5uAgv7hS+VAZ3QqNDCf59vPj6pk3Wp0HbrbEtD2MSHKRB4ToqYR1VuYVCgFSQXmkO076Z/ZeXa67bTSCg6lrhns5ZqXVaeW7UmWwQdKH7CMXOBuGD6aQNUtp57xf6HafSLz14/PiUUAlZJvaLHx2Kr3GChgE0EzPjMotpKhPZIZk4nmghGFBJ7ooio7KxUCmPPreupkUeqiiZ6q52kPXBQPmJIflP2YjJmSHxM9h5If/LnYlp+fr5gyLvZ19fW0B6bdA5GRRvF32m/sfcNjiGMSQceXk2IUb60z2BBIemK+v2XZeKLKnNcDSmNr4g6hmZflp8VC6qRNvoDGwcveGL8Q/csA0zQzpukEq8xiNOC99iOwnwxLKBhBrMbT9o55rpN6d/GRoV7yIYwh//uVM1KMgi+NSdP58BURwGzaZBNihA9Kbet9L/d9ohFqe2plYcpCpf9rh/5NGfFuHlDrou6ySbvNWJM6wNQDnkVGBHBzf7PSTbbznbsrNAW0uzf0tvaA9oD2wCXywGUU702XBwjGoJTdTUs9Y0YCUBrQTBgNauglkFszrQksNO3IU4YheBplcs/Gblg8x2Z0Bg85JSxqBOwmTssLJSMkQh0wy0SIZz42JLtUiofjlXQf42kWgMmqU9fRLwPIu9o1Z5rXDar3TM/Y2mttpHumBktUPGRHO6UJYCiHAzIiFpsXf5kzEVmed7K71AA2mQpjwu2/35nXHIF/hsfAZ2QWz80D+v2iecCmpeOiXVtfSHtAe+ASeODlky1K5+JKaN5O1p453KA6uczEGunf/ori6K0oYFK/d7L20O4qhfqNgsYvE0cf3VyoLvH9bacRIIxBK6JP6f+ugsbv3avmyaf+dFBSQENX3daH+yHwsmm8Jyq3bGye1DoyQcGSpLR+v/TX4/KxPxxQXXzUEmZBmdpuLMAeBH302aY2WTmwT14YXilPHaqX8u2/ly5HjHzw1RiFzP2vd6+WFz99rdLb/fgfD8gvd1bKv84/Lg2OVGl3xMua0DKVe/vRyF3ygdBnPfJwpk+YZBtyhMkTIxvk1dMtoJOJlYdeq1KHSUd41+q5igb6kQnQQNMfRLCYNNBEw8SjqExki9V4beo1uyM5+MG5vWa70vO1zrfuUyd4WcYyaexr9EALP33maetU2/15cfMknZ1tF9sW3RL4ii/9p/ecuasMWsQ6JOVoWWhmMJOlxkhQvRalFknHgNGpGhc+Ttvub5FEupACmlbb7d3M4O9cfUx7QHtAe0B7QHtgKjxgNrL5okIjArgIBWAmmdbY6P++fvaciulGELsyuRdDHmgbU6wzyMnctnwGoDiIAM6CvIW7MaahjtYAENNIrAiZPKCvxRIxY1F3I+L3qKPAfUhtk5HHPW7k4FKgYKjnRkkRFuIpw0IjSpq6wVWI2YPFKjor1FKKUorkVNsp22UtH/JMeromdVHiBY6l1b5u6ADPtgIwpEea+5olEsjzQFbXXRdoij6uPaA9oD2gPaA9cNE9wHixF0wwVgTwcacEBmOhJW4IYLOJMMT8jLc8UWZClKTEBf7cs5x2ee+2lqvni8gsVu+REBRJlS4ZAeglDK9elrtRxeJkHyRDjEIAg0abBeMa5HBnjSUE+A7BZkHGSKB/rkO85LAG6E5HFSYb+fFg9Vta9HhNwmTH9LdWslBqmzoP2H8znrr76StrD2gPTLEHSP+8sTDtvLqvnkCxd/OiTEmONQIbFlAZOL1t9eQ7k3qBxPjFjgq5EzQpD79RI/dvyJPMhGjQyHULC8OpCJ7S4yPlHFC+37hrmfx4ezk6yXqwD0po6Eic6x328lQI+oc2hx2Ul8ZWyg2LM2Xr4iy54792CSlcEpCsqoD2BLv5aNQY7gHyl8mvTUANx4f0yxMDa1Ry66bQN2Tb2Go5UNcvn0DB96bvv6ooBX/xvrXy2wfWS19Hs6Q07JTUiBF5fmyD3Ba2R3oc0bLTUSofD/+r13OZA485tkAnOVKFjPOAYHnxeKPyH4/ftz5PJSZfPNakENDmOXbvRFhsQAF/R5lBmxaO/fUFqbYFYJ5PGugjblTZ+xr3KZrfQPq/1OU61HJI4iLiJCkqSdbMWaMeh7TAbzSCQnkCdm/JvROYdR5TFt4Q+CRoOnsZC8AsiDYeQ1IUQSgLwOcQ2HI7CI06wCzopkanqt/hRJZIBDA1OGJB4UMEjDbtAe0B7QHtAe2BS+0B0g/7on9mTElEKpvhaFY2FI7tLDsnCTgeB3QrYz8WLe2sqWtQrobURgYSeZe1DaAA215p0Dy7PygLwInOxJMNmsB9avlYFphrwtyH1PYIfHMGqA361bSloICmHUNMXZKVqJh1uF80x0AElzd3czcorKwdjZ34b0HSAiWDEoYEndWu7PdRAO50i5uaTxgIYCeCxnqNYN3PjM2Ulr4W9f0h0BpPt58ONEUf1x7QHtAe0B7QHrjoHjDlK8w4xrzB8YZOBZjhvjsC+EB1u5pC4KadnQ/Axu46l9VYKz6jITOyuihXPVZeSJNiF2Q/YSQiSC8ruFoxxRBwsyDdKAAXgH2RNqtooENRSnMyJ3r5iAOke3YAzQSGnmowpviypWlLfR0KinFSQNOYbx6yYSqyLlKzxlg9cnH3dQH44vpTX0174JJ6gJTLr4N6OBDFsN1DVqJ4SnSFu67Fw/tqFJ2yXaLN7hruY7/bU4UC7AgK0aGqGPvhawsVZeZXnz6uUL4sLJMK+h+vWQBKuRD52asVEo8iLjvrKlrti3UrQipkTkiH9OXdIA0dA/LdF4yu/U5oUBC1wM6zUHRXUUP3u3cvl1++b4186fYl8tHMY9IcNV/WrN0g/2eZQ0pCa2RP1FWqI5DPXIW13/c/e+STfzqg6AUf3XwO1C/QLR7pkvgFayU1pEf+NrpaktANlxzS675MdU/el3Fi8xX/Br25EbXe/VUdCt38h71Vaj6p9UijR2TKU4frPa5ht8PkJHV/eT0aA05SFg7aUNIxYXoSSA3z2LbqbUI6kZLUErtLu8ZerHwR6wyTsx1nZUvuFhfdBs83qTpck31s3LtoigrAidkiaUYnoo9bQ4NtyFsHeO5qBFoYxwqk4aCROGXwxSRdEBp1gOt761USk1rAEzEm44iwIgqYGtDatAe0B7QHtAe0By6lByj7wbhwKeIZOztU26FiK9LL5YLpJRNyIlajhEkE2GoSog3dLcZbVpuXHA15jS65C6wzl701HzcekRTQ7kZUMD/viQIm8pQatJDysBpX/9exq63Drn0epy9MY0E8C349Ciru4qx4RZvIY2lo2EwGO4+ZSDXnz+T38o5yyU3IFdLRsRg8SqSGxa4YMBpKLcNI6vUbPieyo7MaBWAgrLuAch3G+CwxFoB7hnuUDEmgJVd1G9+DAs3Tx7UHtAe0B7QHtAcupgfYOEhWvXnJntSzRACnAPDCuIe5R9Nes2HbM4/x/W7I2gWdnStDoLdQ1uWnqqUtDDFYO8KRC6XMnJcBbEE5liFQNSZBiq8RtNmk0qafZ1UBmI7xp2nLuHIEcSTYeqohXxju/ZVEuXZ1JnKXQWykgKaxANw/gTi5baAtiL1x6ZemC8CX/negn0B74KJ5gMkvJry2AMU7WSPVMz+4TV0LFmefO9oo967NVcWiyVyPCbr/2XFW0es9tr9O3rsxD2jfKNl2olnRGo+hYsqEEhN4n7huoXzx8aMqcBhAsdNE8Nrd78awfdITliQP1WXLmdYeVXQdBHULLTspWr75tlL57/eslnQEcl956pg88Jv98qXHD0hu88uyPfQKOVrfLclVz0ufI0r+2rNYUdwx6Bt2JgmfPdIgWx98RQbefFhC0AnXFTlHYiueV/d5cOQe+VbEL73o9Uw2j2OjeRKbkKKQ1wlRYaC+HlUIij++XqP0MPiM71w/X1H0EREdyKgDTPQKtYRpVwLVzbWS0tpqLC5z7unGHqBexoQF3OvnXx/w9/ZC5QuK/rmmp0a25m11Xfaxssdc2/42Fqcsllh/gY+/kydybPGtgWdVvOo5J3uFsc/EXC1QzNTnILKj8bDnvCDZIwKYRgRwP5OSEzAmPmk58TmaAnoC/tJTtAe0B7QHtAem1gNH6w3Kr1I3Kj73O76JhjgyvZwBCnVtnpGkcj/ejAQUE30sJHehITDcNmslkpsSK7GIdbcumeN++uW5TaQvdbDSF40/X0/LeLExe6VI3X7EOEBF2yCBmbfbPWaPLGACgBp3Vhro0nmJiJW7FF0iWXlIB82GMTYwlmM/WIyNcAuTF6rG1JNtJ72Xhe8p+cPj6GivCfFoUgxH0rgPMTo1gGnts6fQyQIwjXFkIGvr18m8QD7Sx7UHtAe0B7QHLr4HqP9bnJXglRMjeyDDRIIoTNkRSt+dwnxfxvlk6As6IwV0epGsdSsAE9xiZyMOkGPHpioKaB4386BngAbOT4+DvJ8nUMbuGkE1ljCB7xK956Q6IlxifKCF2YwYzMZGy/iIeIkOi5bekcB/H7oAPLV/DboAPLX+1VfXHphWD5BeuBhUbbmpsZO6L/n4/3qoTm4qzXJRRz+JfdIo33Ue9M9/RoGzDdTO0dD+pX34mkKFTv3PZ45LHrRxO1BcJtXz1+4sleePNqkiJ+maw8PCVLHV18PfFXNQnhtaBXpjh9IQ5rxIoIf/461L5L1X5sn3XiyTD/x6nyqSvnPdfPnk9Qvlk4UtQO72yGP9axRV9JWDu2R36GpZkJ2hdCvYvUZjspBF1OiBFkls3CMjfUg2rrlXrg0/Lo1jqbJ4yTK5IfRNNdf9hQESg5/Pj3xIvv38KXnvhjzpg74xx8taupUOHQvLtLeumIvJIoeBrmBizZ8VgkqFRe0dp1vVtMXZiarLzq4zkdQ1YXh+JvIOtxwWUjvfAJS0P2vsbZQ3m99U3VikA75y7pVqOs892Azk7ATsQys+NIFZFzBl4XhR2udVXv5Pz0PRiehiLBKJRYBeCx3gCHR8pqNIykRqEBrpC8OR/I1Akpi/04kY542OjWoE8EScpedoD2gPaA9oD0y5B0j/THrnfOiI2RkZUVbmJCOO65bVNvq/u84YsRJzVn3QeyMzm53VAmV889IsFIENKmm7OZfNGOOWDBR/w9HQZlr9AWOrsw4SF0AGs7mNWsBkOrEYexuPOJzFSesx7FMjmWhfdyMN9DGMLULClA2lZqxKHeBgQQDzOw8LwGTJaelvkc4hTx/QHzFYu/ENxt07bttR8Yjn8UdGxhnGm7S2CuN9FrxmQAOYNjeQBh7mDIz6QFKrK+gX7QHtAe0B7QHtganxwGk0DVr1fwlUYcGyAwyC7rIjFQCXEGwBMKutFaDAGenroO0ZM2BwDLFj2xmVK6M831yw5JSGnlW5TaRFvazOkS7N3YNKxi8FzDBkYKRRB5j+mXUI4EzE4QFtVGrDw8lN6GURIRHI4fqNNr3OmYkDpIEODw2XrsGugI/f0GPkzQNO1BPOywM+/nk7r2vpk7QHtAcuoQeGUcjcdrJZbkJia7LGxBt1HO5c6aTE6++Xngd/IF+t3S6ZD/1S5L/+SwRjEzGiBX72yhn1HE8cqJP3bcxXer+/2lUptW39QPj2K82NW5dly6r5yUJKaBYv56VEK8poX/e4K7dHsoer5fnRNaowzXkbC1Pli7culp9ur0Dx9zQQHZnYL0HwEiO/3HVWfvzyGSlsfUnaIrLk2mtvkO/ekCylIRXSX3SrohCkZjCL0VmJUQoRgtqs3Aq9X+AdJGK0X549MwC6jiFpWHC3jJx4TiJAhWI1Fn87HLFy3FGgkmWnEQAlAqXCxFpX/4hCTfxmd5U6jTQzVy9MV6iLv7zppiFmvSj22Y24CXN3lgPtAaOPriiADjB0ma0WAzQL0RmHQZFIVC8/ZJenL7dO89gn/TOLhqfaTsmN+Te66J857vBbhjcuw4CFKOMptdz1WLhb4tPuZvU2xWrqALMCT2QMjTrAQVoAjgiLkILkAiDOB9TvLdKGBtJwwvgrqQ7re+olLzFPvQ+PDY8f1FvaA9oD2gPaA7PHA4ztGOO5/0ww3ruYTmIhks1soYh1rEZUBgvAWWiKY1FyzfwU6xSl/8tkVFKMUdgdshFwm4MYrLa9X+6cCfTPXCGpnudYkkv1aESMTkZMjliQ7yxA2qB/eXqDI0XGiA72YQOI170RwEmqQZOJQBppEmmMMVkMZmPoTLfmvmYhwmBR6iIVA9utp8g73PecBk03F+UzUdlAOMymArCJAM6OBRI6gDHmZNFdm/aA9oD2gPbAJfTAZRLvTZcHGK+wca0IdMXudrqpW8UybBZcnjMuO3LAybKH0MjWriuZANrT9szLeLCzxqApJngCdhVyj8UhRo5y0KYN7o2xYqH/FDMM/HoWiF/Sa5MhZlYWgAuu8f/LJYsPrDoyUoZYArbEQiY9sv+LzPyj5joJNGIO2Z9VdlX6O6yPXaAHdAH4Ah2oT9ceuFw8QO1fauGeTwH4iYN1qpNrI2iGacfr2mWwoUk2JOCDqgWJDf6wQ2wCxqJvfeeAxAHJwaLlP169AJ1iA/KjbWWgBolFaTVEFUCpzfvN505KD3SLkzC3rt13h3g+UMNZ9S9JL6ibd44tU6jfr+D8CCCGv/zkcRSSk+QzNxYreumvP3MS2r4j8uA7Vsib//d6uSV8n6SuuVv+aUuRvC0aibOwKLnt7vfLz+5fK/v/71b57QPrZUVusio+R6Gr766wndIKzPCpsRyZ3/iCKgYvueff5QcJv/e5+m+M3Oc69rfjTSikzwVtnpHs4O+E2sr8od0DSu1RfPg/sq8WLvWfELm6OANBVo80gdqQxt8PKaD7EbBajcX0AzVt8tzZ5+Tm/JsDdpOxUFyaXqrQD7ctuM11ucfLHndt+9vYPH+zCv78zbngYyhuSuFW/5dh4tP6tzlvNSBASI5Sk62r3igANx3znuf/yjPmKHWAiWKhEc09ETvbdVbmJ86XEfiPxWBt2gPaA9oD2gOz0AP8/DTjPPPd+pk6DW45iBhpRe54Is79liw8ktaZIRMb7EqATnU3FpcogUJ5EcaYvoyyI2zEM2NdX/Mui3GwdEgTNICt+r91iGOT5xuPSG0xH8gB5pgeHr1WotEg6MsUwhdNi72DBoKD80gBTTvb2qcYe0iTSFuIAjCRMbXtfWp/Jr+caj+lHp8IYCKB7f5mNkQFSPSyAM/iO61mt0EDTRTNLDHKv5DSb6INhJ2D3ijrWeIqvUztAe0B7YHLwwOXSbw3Xc4gGpVxy2JLzMjGNpO62B0BzFyqP7t3XY6/wzPzWGuZ8dzpC9X7lQUpMi+E8TRI9GwAIbuQh2VukkbWyTIUgxkfnkEsSQafpq5BsPCMx5RqYjC/FAXIUwLIQphFfVioere6IichCP+mrIvEPsFJzDmyAJwQ6fkdzjq9tttoQLCO6/2L4wFdAL44ftRX0R645B544Vij6sBa6kM/zdcDsjvuqUP1Sq83HB9OtMffrFP0eL6o+Pxd66dA/25elCFPH66XD16VLylAEXwX1MhEdZBuhYHY524uUUkkUkWTXqQTRWBflhYXAT2JPqH+7ytjKyQ1KVH+v3tWAN1briid//22xSpR9R3cg4XcJz92lTz+T1fJ21bnSFILEmU9TSJL3mpc/sSTKCheJxJlfPCwQH01tHZZDN75L9fJ/QsHZDloT9KkUx4f3ShLQ6rlxNh8+cQfDkj8kCe9LpNr/KEWxiOjWzwe/1loJ8dBBzgK/iRNCvWOH9ptoICpOxcLamyO26F53S90lbMgv6OsVQ1fWZgupKwmEsZqK7H2M90H5dzAObl1wa3Wwx77/GA93HpYoX7nxc+TFRkr1HGOn2w/6THX184nVn3C16GLO77opsDXO/yI5xwigE1UK2mgmUAd7oU+21nPeUGyRx3gM51nlBZbYlTihFZV2VkpeQl5am5Vl/G3OaET9STtAe0B7QHtAe2Bi+gBNgnWgZp5lQ2yl7dhzENgMIuP68GEYkUJM7ZsRKNcJ1hXuhBPUhrEzmra+pQUhxnr2s25bMZIJzwCdLY7AphBJymgI+JE4jJEzpUbKGDQqlmNyc3dSNT1Ql7Fn+GKcsyJ8uW8LBTJGbOaiGwXAhiJPhpp/ma6UfOXCajsuGxVALZbz9VFd9oNj491N49v1x9CdgvJUzOROn4kqLcyYjOkud/ND35Wy6SfNu0B7QHtAe0B7YHp8oDZwEYZNXfjeHJMhMwBAyAbA017vbLN3PR6J7NfYYYRB3kdnMkD51AABjhGknLVKjakD0pkCOPGELEjLd7nWIQ4sFvNJbU2i+yUrStDbFiAd1olGghnjZkNmb4WPDYiDVGxMmp2HFjmLUw2Cu+W4aDbpWzIwPCAkgRJJnuRH2sd0PGiH/dc8CFdAL5gF+oLaA9ceg8Q/UD9XxYXSckxGdsDSmEWI+8AapU2ODIqTx1ukMXZCQrBO5lrPQOtWwYCSQiqIlD8fGDTAjnZ2CWPgu6YdHIMnorRJfaOtTny2YeRMIGlgq7PTmOCx6Ix/1zvsMyRNlkVWi4nk66GnvAC+QzOZdBBTd2vP3NCPecT/+cq+a93rQaVi9uHyomnROLRxZ+zHlVmdBPV7EUx+A5e2stIG/3FnEMyCoH6kBCHpIb0IuHokJ+P3Cpbq77rhSmhm/nz2Ogm9Md5/lPK7rc10KiDErC6TywQGE+hIH6ux9BFvm15ttIcfnQ/nsmPpcVHCQv6O8ta1Cx22jExt7vC+4ORidPwxIOSGZ0jS9OW+rmqKJroKAR7x88dl7cUvMX1N/N85fN+zzMPpkWnSX5Svrk7te8Lbwh8/Ve/6zmHlM/UZotKAg30PiRQsU+jVl4QGgvAvShws4twov//l3WUyZy4OWhSiBJdAA7CPwq9JO0B7QHtgRniATKb0NjIZmcsAFOT9hBkLq4ocOqtuk0k+jfMGfsStTBsE1SSHpp6b3fNFPpnU7aC8YxpZDXpRcGNheHslaiII74hFTESTFZj9HnIUWgd9tjntwX6zZ0GmjHE0nnQAa43KLmZKOV3DBaGqdHMJN9MNxaAif7lWimDYid7UrL8Pf6XOQb0bzgSx4w1mUBNLzYK8v7PCqqjWbFZ0tTXhL8h3yhzc8E6oWd6Qr9rD2gPaA9oD0yHB04gfsmGdAjBKO7Gxrbw0FDo/47HnGTXY5OgL2NcNNEci69rXJbjbFxLQxHSySZDuT0ac6DOsNr12Iyvax0ZrqZBUmsz3mbel76jr2mzSgdYOclP7h1MMTXuTakWpy5N95+zdTl/hm9QNqR7yGgcSIz0bMiwLk0zxlg9cnH3PasWF/fa+mraA9oD0+SBw7WdCv1wPvTPfwX9cx4ols3EGymMO6GLu3QuimeTMNIZ/wSo3A0LUuV5IGAf2FQgSUi4Ef2bgUJmFVC8/cNj8u+gbv71a5UK1ZuM4m8bEBt2RrTHAObTtobtl1EUWUOKb5KvPHUc+m1zFTXJr6Dz+6kbioXFX/P5XdciUoIF4JLbEMXgn7qjjxnJmpJbXVM8NkiLc/hhNMHFyWjhjfK2yL0y6AiXJ8c2yh1hoHezGC/Pn6+P3G85YuzuQNGWawjHSw0055hA+/M+6GzA7l6To3TsnkXBvMeNes840/OVCOWd5efU+Qw8NwAV/NqZc56TsDcvJRwF4KOSG3lVwACV9M9MfvUM93ighR8vf9zrunYD713yXrvhqRlLmgfOR6Mr0ecNrLR7kXEiGSUiMfgbrt2PJgAgZRLQ4GCnF+zzojPnAAvANAZUbf2+u1fdV8SkZygSl7kJuboA7O4Yva09oD2gPaA9MK0eOAD650xQM5vJI+vN91e3qziVMeEViDGtthMF4GTEm6SHpiE08zI21JGmbrIsOV4Xmq6BhoNG3BKXPn5Hon9pHUjQZeBzn6wmgwZFs3Fg/NURkybAcaiBCPfk0/gU5acoNFoS7etupWg8PFrXJUvwThkTyrow/qT/qKc3043xz6KURTIACu2KTiCtLRYBzbboWO+/M8s0BF2IT4mcodQI9fO6G/D7MBJcXnODcGBu/Fyp66mTGOofB7BmNi5o0x7QHtAe0B7QHpgmD7DQu8SC/mW+koXh7sFhFIDHc51sMGSB05fdsQKf98FoqoENBWCnhbSeto2hebhLYnEsVE4B3EM/FqMATGN8SN91IH/MWLwSusCzykDz7NscUhkO+UMzcWyZuCoDrIWzwObEzpH+UTSvwuIj4/2uuJ9NrtqmzAO6ADxlrtUX1h6YPg+Q/pnohnX5KZO66cDwqDx3pFHuAJLW7Gp7GNq0q6EnS8TuZGzbyWagfbvxHJFCLd0PogC8F+hijrP4ybEtoIZeAPqUB/92Wl2adH2+zD0IuyfukJTFrJQf7m6FpnCBKoCehubE7/7hCvnE9UUKbex1HeqkdSJJZtI/H3kEYhU3A1bso+uocoehGQvt2KiSmyVtrFXK49fKVSFHnVQonndgA9fxsVwEQ/YfYmC6VoERaaZp2Ukx8vs91TICCud1+alAU0QpOuwX8bvzZ1cXpUsrkMP0Le3KBWnCgr+1cLyrfgeACIMy0gVUiB8j9e+JthPqd8IicGGygRApay+T6i74awL2niUBkBETuMakppTeFWA6nN3T6jln7moDGcOEKbX0SAvNhGoQGrvqWPzl/8NEWdjp2VmXbf6u8xPzJ/x7t15D72sPaA9oD2gPaA9cqAeIAF6FuNOMQ92v19Y7JBWgeA5DwxIRqNZk3hCCrd1oiuuF5hglMnzUOhU6gehfu3u43++y2W44hLjFEs8xriX1Mxu9oMHqz0JXvksV1TnHX0xA1p8jiCndrRRJUVJqz3FSI7pooFEANqn/3OfPpG2ypVR3V6smSOr/2qF/58fPN5YUCNkahfifDaYs+qYWGOeQlnuWGCVk6nvqJTU6cLGcMiXatAe0B7QHtAe0B6bLAyz0Wumfq4FU7QXalw2Fy3PGC8Bv+KF/5vMSfBKU1oqYhQ1spjUcVqyHIzbF8NfHFqlZgzhYA0kW5orT4yMhNWLkc8kQQ/lAxuyzymLT/C63MgJNhSwAM3lssdmiAcxcpWlRoWic9GNDQE1rmzoP6ALw1PlWX1l7YNo8wALw9YvnyGR1zbafakYH3Ijc4aTEowYbkavUz52MscD745fKFAqXBd9/vHqBJCBR963nT8pc0IG09AypwucXb10in3/kkKILIVLDJrbwuu2meeGydOiQPNy7Qj5/U4n8CbrBLDI/9fFNshGauD6NiN84fNjkXy3Scgr0v0dElr3d53Q5/GcUhxEIAjUhVTtV8LPkXd+UH8Q/5HWO+dz/MvJhr2PuA0RQDCMhyY97atfRvy+fAjIYReF3rM1VicrHQI/tz0glzeI5fy+0jUAAU7fZGqg+e/ZZSQsvlJM10aq46+uapHmODY+VE+dOKPpnc96zFc+am37fV2ashL7e5JoD/F5wIgeLtgaetfsnnnOYOO2Fz6j923zcKACzGMwALMiMCW2igHuGDGQOte0CWe9Ir6JimZ84XyOAAzlLH9ce0B7QHtAemBIPMJ45DOTFytwU2+sfAPqX1oJGOMZD1jiX9NBsiGMyjz92n/CMNwdRKKZsyIwwxilkLCHNs7sxhjH1xgbxeU/kpa8i5aKb5boSxMAwFsZ9GQ+daelxJfA4r9TJANQCbWY2l7oKwJAhYYKPyI+Zaiz60tgASRkUO9s4b6MxHBOgsAk9Mxlhogr+MH8Ps0gHmAjgjsEOyYrLsnOjx1h5++wpjHssXO9oD2gPaA9oD0y7BwieoMQdmUzczV3ygs1upr2C/JwvI0NNQnSEr8Mzd5zNa91gMEl3KwA3HVXrGRVvaYdXRsdj0hMNOBdWlJmgisHpYNkpR3y4IB0F4FYjH6UmzIaXdKMw7mupZ1EAtouaWQgNc1Jv+zo3WMYpO0ej9JxKjPtZGBszNQrYj4Mu8JAuAF+gA/Xp2gOX2gNlQMKeQafV+dA/P3GgXtGfFAKVS3sMmrQxEWFyU2ngL/Pu6yb93iEgCKhPS73b91+VLy+CSvoAUB2dA8OKBvn+K/NVkmkXkBrxUWHSNWB0i7lfx7pdOjdBNjreFKgES+mW+1SRmdq/f/rQBqFmr08j4vPYX0SW3mVoWhx51NCDXeijkDjUBzjvE0CMIpGz4p0ip54TiU2XkIzFkjqMwMhiLOiORSbJwhWb/H6G8cM+NyVWSLHHfBmpsP+MAjbtLhTZKVNHOudmIC18WTR+H+sLUlEANhCuBQis5gA9TMSLadRKeLX2VdmUvVWhhWtBOW1nLNQ/d/Y5WZi8UEYcI3JLwS1qGsf/euavdqd4jX1m7We8xqZ8IHcDgoUAH1dv/trzMYgApi4ek3LUfiYCeKDToEz0nBkUeywAk4ovPDRcMmKAEJqAEQ1OBHBDb4MMjg5O4Aw9RXtAe0B7QHtAe+DieaCsuVuhMYgAtrN9KPAy+XaU+r829M+vnG5RcWukE/prV5tk4m49mFdyU/2jZu3uf0nGOqoQr3R4IoBVURgFYBZ9iQJuRWMjNWgdPoq7OevkfRvzJ/T4jFXdaaBzU2OQ7AyX40jwUQ7meANiJ9iirETpA3LGV4ypJl3mL9T/JcXzgqQFqgBsh46+NvdaYxXZy/2vBoxBMjZszGnA7yYeCa5ZVAAmAphGar9AdrbzbKAp+rj2gPaA9oD2gPbARfEA0b80KwKYBWCyyVByJAOxJY1NbcdAF+3LrgT4IijNZCxxRwBDWoQxIXOvVnvFMR4Tmf4tRmPgaUiDLMyMkzMoAC/EPgvBzC3OGstd63epRAAPEf1r8YlZFPV7cpAcNBHA8RHxkEEMXANoH2gPkpVffssIkFG//B5YP5H2gPaApweeOtygEjXXFKd7HgiwR12vl4DWvWPlXDWTwc8j+2vktuXZKjAKcLrH4R+9VI4AK0FeRSKO6F8Wkb8D9G9OSoxCZMSgKPzhaxbI5x89rM7rGfQOKjwuiJ0C6BLnp8dLfuvL0pywRL74UjuoWpLlNx9cH7gLr3q3ocVVerfxYUv65yW3gzIPyTI7O/kMIBJAig6jcJqch3cUhFfcJ/LsZ3wWeH8Rfb989Y6lKET7uKbzPlWgmiEqhUa9kZdONqmCLwu5y3KMrsQnD3kXmZ2nq7droAP8+tk2XGdU0ReSBtq9ALytepv6ML1/2Z1q/kHo6dkZ0Q7UOyO1xtqsta6u/UMth6Sl33fno3mtuPA4WZWJQup0WzgQxznr/d+1n4k4t0TonKUo/kMPMBF/39UsAK80zieCJgiNBWDSGrKgGxcRN6EVVnZVChHA7LSr6TIaEyZ0op6kPaA9oD2gPaA9cBE8QPpnKmW4a7G5X5YI30JQD/chjrqiwDsJRyabaDTZRYZ7oxXM6zR09oO+bwbptxH9S3NHALdVGEVhxqpZK0Tq9jv1Zm2SbGhglPAolfg0C+Pmu3Fhz1fWzt3jRrKKEAXMojDRM8edidSSrAR14knov81Uo/4vmyAjwiLkWOsxFf9Y17IsfZkxtOwe6yHP/T6jMVMNVu8xaBSppzdLjAhg2kSaDtsHdTJvlvxZ6GVqD2gPaA9ccg+QuYSglDxL4x8ZZ8is5x5zErHajxybL3vX+vm+Ds3scbNhLd2pAdzXpuJKhIReciqsXdY6Ml3rNePCIgBzzrb2Kok/yvMtBKioGyCfFqCvZ40VG4Aau/X2IZ5uwvcTu5Inc3azxYj8TYkiq2WUDIz4Bj6Z/jjHvK62KfGALgBPiVv1RbUHpscD7K56+nC93LgkC/+g+k5+2T3NC0cbZRgFs9udlHh7oNdb09avqInt5vsaY2GSP6T+SIiJkPdvzJdHgSQmKrkRSTfS+31ma7H8+OVyYdGZVHyBLCM+QjYuTJdtRyrlhvDD8ruOZQoF+6sPrJM4dO0FNCJ+kxCs5aJoSM00dLOJv0TOoT+C/jnFQIkexjbLvtf+i8jhh21vNeIIlW83XyF/eL1GvnsPEnEBLC0O2g9IULIQHIpA4FEn7fM71uSqZrBANNDXQjuZ9IX8HdFIfX20vlM6+oBYhj1T8Yysz14vizLmAeESo5DX6oDlhSjftOg0OdV+yoP++ckzT1pm2u/eu+he+wPTMbp8Avdm4d80FvtZBI6MRwEYibk4JET5NxGkBeCilCKgzMcUEmOiaF4iYfIS0fAAq+quMj2n37UHtAe0B7QHtAemxQNkiilGAskutqO+L5N1sYifGEO5J+z4cE1gTznZ2C3tfcNKA5iFZKuRcSYcOq23Lsu2Hrp89xtQAE7A8ybMGX9GM3bprBZJwec2GU3A5GJrV3zINUwEL22IlDM+LCIs1CtuLJ2XqOJMai7zuwHjdyKxk0EJTZ/PVGPcsyh1kWI9Ke8o91oG0cGxpr7y4tu9jnsNEIVNhprmE6BRRBKVenqzxNJj0iUyNHJCFIaazm+W/FHoZWoPaA9oD1wGHiBClU1rlF0zjWAXyrNRNsQ9ntxX6btBKRznk4kvKI1xSyKaIymBR2s6ZrzbvPZIFEbHfUlWHhrjd+Z6UxEbVqAQPB8AHhrlQmaNuTdrWhZdFeHMWxMB7OY/TitJK7HMDu5dooAjQiKUBF2glTb1NgWaoo+fpwd0Afg8HadP0x64HDxA/YUKFFpvWzH5xNZfDtQKkaRzEpG8gD28rwbdW3FKY20ya/sRtH953muggf7ItQtUgfP//f20zAMyliiC/PRYWQfqvT/srYZ2bEhA6udodOW9HYXR32P+lxbVSORYv7Tm3yo/f+8aJAAnUOQeHQad818hYnYXPmfxYUv0L2nZqAVsZ10NIhUvG8iK0rcbumtZpSKVOw0KYZtzHh+9SsagjUGUcypor6nn68/O9Q67UMBEQz8MGmgW729dPlchX/h7LAcNoi8rAvplHiivtzv1STYVpavC8a7yc8IPyDca35BbC25Vp6+Cjt7BGu9Adhh+If0zu82o4Xtj/o1qPouFT5952tetPcY/uvKjHvvTulNsPK/fe+76oedh0j5TF5cJ085aAwVsIms8Z874PSJaSGXIxGVtD9Y6ATvSekQ1BBAxXN0FH2nTHtAe0B7QHtAemEYPEHm6an6K7R2P1HWo2ImSIdT/jUR86G7UbDPTUUQnIAflZYwbt5RkSBKSUzPGGg55on/54CwAM1FH2mGym7hWbrOq4ptdg3evyXFt+9oYQKH9gCVupDYeC7+UMaExmcqYngnVUzO0ADwMuuay9jKl/3u67TTi+DEvlzBGdlkUGggDGem4EVOrGJM0iqRUdGejCXT+DD4eisI3UcA9w4ETvaMO3+iqGewC/ejaA9oD2gPaA5ehB4hQter/skDJ4i9BFSvdZEe2g8HQly1EDo6xT1Bay0lQeCwaX1rz8fFty9a+MTedYBxr6BoE0ncY0iAJaiYL7SwED484kGcMVTTQlksE726Y7/w06Z9dZvkzWpWBPOUsMlJek3WwbQBI8wBW3jl7mikDuOKiH/b8Jn3RL68vqD2gPTCVHiD6Nwmo201Ay07Gqs71Ak3aJvesNRJD7Ox/DohgFjInE+SQmo/atHOACkiJi5L7N+TLr1+rlHM9Q1LXMSDDQBx88S2L5ZN/OoB/7kVG/CAQ+Pz8XHxgU4H89JUKuXddrqSefVoqoxbJf7z/9okjnCu2i/Tjg4XFXGoBH30M26CCDvXx4XzoD7gx/ilE17901eEJ8KRX/zPon/FjY1zHt0bfrdbDZOMHf/WGfPbGYkmMYULOt0WHh2ANoYoWpfJcn+wFaprFY9I7hyGwpB6zL+PvZDNQwKQ6pFH/mAHpjrIWeb7yeaVndkPeDerYytxkoDa6hMgZd3u17lXpGOxQOrFb87ZKYmSiOvxyzcvSP9rvPtV2uzipWKKJdLhUloS/1UgjyPT5CCzkuxsLwOp3ikGigLnPAnAQJudY+M1NyEXwPSq9w70SHRb4d0VNNv5tzU+YL1VdVe6e09vaA9oD2gPaA9oDU+oBJo9Oo/ltFeIWO2OcSq22k0jk2dE/U/+XiNQ4NNb5slbEo3fNJPpnVrIZp5iyFebCzAIw91kEjmIM5+Nr/Jxl5llyzwQKwJzchGQeqbJNM5HDvUMjqvBOOkVaSVYiEMDGtjl3prxXdlbK0NiQLEpZpPR/7Z776nmWZlFVbLeb6RzjdwvOISI7tRBfdOBDM+70c1qwHGIBuKXPd/LcfZ2Un9GmPaA9oD2gPaA9MJUeoGQamQi99X8N1CrvvcIt7tzvBwF809KsqXzUS3ttVQBePP4MLpCEpVKJGdtG143Pc26xGZB5aIJU2KhJK2/pFsrcUQd4VhnzyDZWCQRwtI+847KM8Vjd5tSgGyICmMAjxoyhvr6/OFdd3q4LwFP1B+Djm+NU3U5fV3tAe+BiecCgf26QmxGYkL5tMka0bwKomG8pNZDDj4GymV1bb1sNdMEk7PtA+vJDnsXMj24uREfdqPxke7lKyLH766rCNCSUBlQQFh8VatNr73mzD1yVj+LvGbkTusS7j52VzSEHZd6md01ufSz4sgs/Cx+qZ18V6UXRdBmKwXbGD+Q3fwttYCAcFt9moIXDY0TyrkICp9buDAmZu1q+ct+16hjDo3qs74fbyuTbb1tuO98cHEBHHDsOadRI/jNQwLS3ITk3ioQfaaFJTePLNi/KFBaOqbNBuxoo4FdRAH6i/Am5NvdaSXAWR1eho5HFX1Obw7zek+VPKrrfxr5GeVvR28xhefT0o65tfxtf3PBFf4en51iRUeT2eTMEFdJjFMnVHPyuBLTICjVjFoCHgLRuO+PzEjP5AHWATZ21tJi0gEvpHOxUBWMiXnQBOKC79ATtAe0B7QHtgYvogSO1nYrNhHGLnVH2gojT7sFRLwq+kdEx1QTHRN8Qtt1Y/lyXIv0zZUe2lIzrlrkOXq4bnYgN2cToTilHZhsWgMOBNCUKuPEIGtmYbPNs9FNLSoAuKyivTYtCvJkej/NgYXZOMifinXTcpjG2Z2H9GAq//B2YMSXRHoxD6feZZqR/ppEC+njbcTSdeic5N8/frOa4Xojw9WeDSHKOIPZkW6jZJDnLdIDreupUI6o/N/GY1nQL5CF9XHtAe0B7QHvgQj1Q1tSj8pqUsHC3w4g52VRIZr3EaKNg19Y7JC09/Ay3t3dvmG9/YKaPDqNZre2sSGbJ+EooP6LMOzZ6aWzl+DznFplhaIuzExQjJQvBlAghSKXMD7Oh8/TgeotJsV3PWSCAw2zSu/RwUlSS7TnBOjgndo4CqYzKqMRTos+PMa7UNjUeGP+GODXX11fVHtAemCIPHKnrlOq2vknTPzNp9si+WhRZ5ylKZRaSf7e3Sm4uzYK+V2DUoLmcfZVtCv2bCe3fDCCA333FfBR/z6jiIxEXw7jPZ4CM/cazJ1SKpWfQJlFlXgzvt4PG+negfb6+ZA4ojDvk5ogDUJsYkohlQO9O1BjMnHjaKPiSruUIipupC4CkQCHQzqp2GfrAgwhgcjegWIwu9hJQKT/+IbvZxtidP5HbQd28dTFpLAzUMumqMxMiZeOCVN/n4Qj/wQULtkqcPQP0NpHXvA5prxtRSN5f3e7z/I0oprOo/vJJo8BJ5HDjQLlQw+yuhXe5ziPdDWkSic42rX2gXYgAjo+IV2jPtXPWqkONvY2yt2GvOc3nO9Gkq7N8+NDnWVNwYPV7A1/02F/G52QuMTSA45H8VQVgZ/BKXeggtOLUYqn4/9l7D/gozmtt/KDee0EIIQkhJEQXvYONbTCuGOPe4vjzdRLHxvkS/12Se3P/9rVjxy32vfF1j2PHvRdcsOm9C4EkECoI9d67+M7zjkY7uzuzBQRopffwk3bmbTPv2UV75pzzPKcuj0K5njVqPdsT0LCUNJfQqCCJALanK9kvNSA1IDUgNdC/GtjPtl4gO+OSIq0dAbAhYccgWRH1fy2DxLATgTho7ewRbDN6+XNguECpDW8P9/698bO5morA0CKAyzOJOls4MMwo0+GTuM5sDp8ryYBWtzLnXqsmNQCORE8jgR26X2ODIlg8cWQwHWQ9w4mKQDAEwWAs44rojsyqTFEGBQmTh6sOswVkrY8J4RPMVWRUPkYd1cpBc6aWFoL3BXTQQ6gOcGxArGAWCvQMVDVi+FrZ6hhS2HAB2SE1IDUgNSA1IDVgRwNKyQpO9mJ7RSsIACMPLl1TdmSfxl+mHYtjJBA64xu1nD+gz6uO8u2xDRTZiwAG+0wfQMLcZ4uuEoqw2k5WbzkQIK3BEgN9AxWMAHBuhYGNarXKIGkITdTdCCigu/gzJ7JdNSMCzVWs6Rm8hwgAqyVDVOCS0W6rWquMumT7GWpABoDPUIFyutTA+dLA1xmlFM4Uwqjj64yAMq+isV1QLGPe9uPVImvr5tnxzixDz687JtC/uzgQ/OslYwgZdKB/RvDRg62rGzgg/O6OE6J+mz2A8szEMFHfNp1RIFWchdfITr01MezwiptFFBLn+H3lrOWar40K/XMHO8uyvlSOEQzWk31vKzR6QExk81jIhf9OdHy9cmz5OzCGM+UUQ+nV26YLw5BtIiH3vLufnrhmki4KRV0G3/W4FczpZA/alweKCTWBl3PwHTr7jFHARuLPTlKhp946JbM42OwduocCPMJp7oi5fdPg6JwyMoQQoFfl2/xvRc1h0GlcnXx1H833V8e/UofYfNUihm0OPNudQGbbkx0vm0a4My1f7DQFKQMHKqi+kRAAJM0glHFh46i+o144OD3s0Rb27h800PFB8QTHXAsczFKkBqQGpAakBqQGzoEGgDidFBfMgFVrGw1Jji0d3VTb0sm2T7hVEBe2rC8Hhrm6hqHAlnQp+mfsBAiMgGiiQA3tYNFuziBktErVMSI/OzZ/6nIrfdw2J8GqzbIBQV0E1bUyJS6UDp6sI9QDPlbeKJIXx0YrDlWgPFxNEACeEDFBUNChFrCleLt5M+OQggrq67OXeHhKoT0U44v3KjbmEEIAIwDc0NEgEg/7dGZwUNBQYNAjm6UGpAakBqQGpAb6RwOwH0czi4mfF/uBegUAmMMl9cLHqE0o3JxrnJgEv9uglYpsZWuRY5XXuhO9bCbWO24hsMhYG9uHWc8QBIDhv40L8+sLAOO8rqVD9A+JXyMmW20T/l5QQHfo+KFHdnHiICLrQ0gQAFbFz4PZN21IY6frPWPY2M6A6mJvuBSpAakBV9MAULvfcAAYqF0Pe9FVi829z9TD4xklCocO5J87CgUVyiytkePBBtOMGeY/aOuV3Rxc3JJbJQLQw4N9RDD5uR+PiiAmHG5Aql7NCOPP9heTN0NeLcrRqsuI15hgb4GEDRN13Dwoi2uLvXXDWPI9sUGp3Ws22s7JwfeJXVyw0gAAQABJREFURvJ9R4zh4O9XRED2TrlBf1IrI2SPfMHGDhsnk64jKtzO1NE8L+MDHm/whXzZ82ZrfXXv/L5zBNVf2ZRHD1yU0temd6DqAnV/39vFxhbLVekjWUccED5YKmi09eahDXWAQYnYyk5RNzfWc/BBCuqazbR+5uiW6QmhtIczGvE5gSDQmxSSRJ2nOumKpCtEG/o+zPlQHNv7tWbaGntDzk2/hzenY3Kw3pbU5hOBLlEVJBHUgW6bdQEnqqgDPHgDwNh2iHcIlTaXqhqw+ZpRmSECwBh0olH5PNqcIDulBqQGpAakBgaPBuzYe2dro7BBEHCcykFGPdmZV8POO3fKKq2n+WOsg54bcioFi40HJx1au6U4TspzR7EzagbbQy4lCCJastac3MV2bTLbNm2KfePlz1vS2zU3hyVabRf2PpIMbQlotIGOAfJalSkcnEcZl5GhvsJGBaoGyYjQK+oyu5J0sl2YVZMlAsAI/vbo0GeDGtpK4k0JllZ9aoM726ZIMKw4ojxHIFA/RAQ1gCGo7WZPMis5EVOK1IDUgNSA1MD50cB5svfO9WYzODA5mcEQWsmtbBKgFHjGpmoQwFuPVWuHmR3fNCve7HxQnaD+L0qK+Cj+YKrIMtze/h72j+oI7ECUr1NrLSMpEzbj8CCFUdIVmWJ0tulY05iLrMaVu7tTK5dkOaUTAE5uZ3teW7bOavbga1DtRC83L34m8eCnGOPnkrYu1o+Us6IBGQA+K2qVi0oNnF0N7GPURHFdK13G1HbOSEVjG/3MFMLXzVBQteUNbfTDkXK6ZU58HypUrOfNzowVK8x/0NYrCPYisw5Bxt9cMIYKqlroE0avIrsOf8rvvTCZHv38kAijtnfD1NIXthMICIPC6mZhjK3PqaCXbkiniQ2bOF7H9cXSrtKfqNeKL9HcdUSTr1d69/+TCNRtQHzqScZHCjIUDjVQR+N68znQueU5vdFKneCxl5j1xYf7000zR4k2+NZABT0/OVxQFpoNtDjxZsgKAr5HShspk41U1EoO4QB4U3uXQEJbDO87BY0f6vtuz6uin078RD3DWulk4QTR1jeID2YkhFElB6RBEX609igdrj7MNImttCB2QZ+TZn/FfkI9YHuSFpbGFNWOU4PbW++M+9Outr9E0U7TGASA2xjVwrTIVLRDCQCXZbATVYPaMI126SMYVmE+YeL/MgLAnsMskCw6uwMFOBDAkIL6AvEqf0kNSA1IDUgNDBEN2LH3zpYWCqtbBGIgPd7cSadeD8luoJFr7zpF88aYU8/BlgXCA+jgNqaA1rMyEci8hpPrQAPtMtLDwVeUqBg53fyWYdMA+QsUMJLc8Kq364gU83maM1A325N2ti+z2S5VZXKc8t40s22KxE4EiCFYK4cRwa4kR+uOMvNOpwgAAwmsJ4vjFls3WyRYWg/gFu8ghfq5/qQSqK/O1R02GBuBAIYEebEO7AgC8FKkBqQGpAakBs6TBs6TvXcudws/WRbTEaOEhVYyihT7xZ+TA2FbQjA2v0qfqhh+PQAvBq0gAByZatpe+WHTscXRF93zLFqUU/h44WuM56RAJF2qCYSwJaG/IRUA1mEpBPq3TyyeRSa1dSj2fN+AwX8Q7R8tNhnENjNKsLghcdJAutkv33PKlJBqMEw2n4YGjLV+GovJKVIDUgPnRgNfc/1Y1N11lprkk73FAgVw5WTlgR0IVG9GTzhDkbeTnXLbmDY61M9LoAKunRZHT3+fLWhWENSM5qyvSK6Hm1PexFRqth1vN3Bm3drMMqZAjqHPD5TQn68YT0vT+Msh8xMifJEGKl8UDmn1EAd04agZv5JrWLCDrGAzp/jdrD8VyNh9/yDy5aDgKM7uP/IZEYKc4cnGddWWPMwZ/tb7eezqCRTMNUJ460Ie+OAgPXfdZP3r9rbCoQkBIuMDRmQDxY2azAoNdHHvKOsXBN3jwny5DnAlfZ77OaWGTKbmllCzum2YhdomuNXdBbX08dGPBSK0qKlI0D+rq6LdEXlq4VOODDt3Y2baqM+s3sXet9QjkyM1lAP1og7wVH6PmeoYtdoGmcDRDRroBiDfWULx+bYjoIAO9g4WNYPz6vPsjJbdUgNSA1IDUgNSA2eugV35NcJOmc4Ja5aCZEKUsYBDCaVOxg03Dy79lFVhI29cWa2THVMr0xVb13L9AXsO6mB8f2sDwI3lzGJyQklYjB6vUEQjqU1PFvxOr1W0rZ6uJH4aDuAOWLgHimr7hgDFEcXPGqj/mxoTaBYAdjUKaKBPPYZ5UGpYKoH5RA95sChuUd/ezQ7sJUEigRSOLLx3eI6oZ9aZ9iazJQbrSbgP07MzAtqRsiMnGzlALkVqQGpAakBqQGrgLGngKCengdFkkgUCOKO4jhD8BfrXHdFJFlBCd/ey5VneDspduFQCoeUG7J0D8dtb1k4MBfuMEGtf54YeY78mmGFQxgX1fysb2oUvM7+qSTDFDKkAsLd/r/5ML6j/64bPl85nbFp7O/urh5bfDXV/8ePr4UvdPd19TJUmjZkf1baZnkfMe+TZmWhABoDPRHtyrtTAedAAqDa+PVRKKybG9BkwjtyGoPzdUyTqzQYz2hRZWggAXzU1lhGrQBM4Jqj9i0Dk3hO19NsLkkV9sHXsjANCAEHQPyxLof/48gjhjwsccEZy2aQYcf0Lx0XRF1wL964FiYxETlDoMPI3Mv3zSqOp+u0H3yMau4xREuxMPPAvJSN/3BX6Y1EDFjVhW7jAfOJCviY72FIuJfriV/rj2WlEs/X7YBx+9G9z+ublcSZhaV07jQjhgLINAfoZAXMgp9s6u8X7gPN1WeWCEltvKq61JCWKfsrNIiA3b0xbxYF4T9p8jPehEby/KWy47swvpa+Pf02gaIOTZuFI3itLfXs9rc1fq5mhfxjsFUzxwfH6neerNSyBA/2ajDq9+8j62tTqywiWyHEKOuPkHj5OUxx1fYauaehgOBoXPo4KGwrJkxFCUb72KflQuw0ZdqAIP153fDCoQO5BakBqQGpAamCAa2AnB4DTuG5YkI79mckBx2YudVHV1EFzGf1rWSN4HTPXgDXFB4aUjqAdZU1Qj8ylBDYKwrBaCmjQP0PqOTkwlO2xbkYNGMmYC4166Jpp9oPhoO9DXWZVYHMCBYw6wBOZRvoQO1Ahqfy+gWWmmmu8uYocqjpEyaHJIlh5sPKgQB9Y3ntScJJlk3IeYscO7mAEEejqgFYAGhhSOfiSDJWNmf/GZyTGP4YcoeuDvSlFakBqQGpAakBq4GxpAEwlCPDCvtQK2uFn09b/BSuikcBPOWilg4EQtQXsE9OwxpQd6t2uue8WZ5XEvlUDQYIgBDTQAP8kRQZwOb9GgbI+VjE0EuH6VGPhn8znALA3gr9sJ5kJt8X7MLocgKUhJmCNcR/mLmxGvVIsWnWUNZdpT+VxP2lA/8m5nxaXy0gNSA30vwZAi1fOGVaXT3bOMAHaAjQn180YJW7qJw40Yp2bnahvgWtv558gRrzGh/tx0HIEPbk2mwK4JhhKEYNuZS+jNkBlzG4QQ0mM8KO9TB+dzBQsu/m+Fo2NpP9vOQfpIBkfKgE+Z+ifyziYC8Nl8g2MkuBM/APvKvWDvQycf/veJkINNUY+UuFW5bqLHiQyom2bdpuCLlZGWv0ey+iUKyeP6Gv/r2+z6NnVU/rO9Q6YtVBICzs512aWcq2SYEZU+wjj9Ds+NxIEgKuGbeLsKX+6JOFippyO5ABwpdVw1AHeWvYzNXY20omGE6L2L4KCkC+Pf0ldp+xTIN+ffr/VugOiIYpRMLakq1VBzKhj4mYSNXOQHO21eZzxmMZ00LvU3kH1CnRLZWslJQQliCw7e5sDBUtxYzGNDh5NEgFsT1uyX2pAakBqQGqgPzSwq6DakMUGTDMI4h5n55Fl/d+Wji7akltFDa0K/bPevYAW+pppI/W6BnZbMZLU2CHno3FcwlYJHM4B4BNsh7IN12vHWW+EHUz+EdbNvS3+3p4UxkFzW9LGtH37OLlTK1M4AAzqRNQRBpoDyZ4qnfQRRn64iqAUysSIiVTH6OkTjaxLCwnwCODnGHeL1t7TNINkUnV0d7sS/MU5KLoRxK/MUnsH/WtsYCw1djTa3ScouKVIDUgNSA1IDUgNnC0NZHDCGvyLvoz2VaW9q5uAVAU1sTYADDYZI7lldrxRl+u3g22G/T8CIIHddHFiIZhLdOQUIzZtCcqxQBAAPs51lpOjAyhHBIADhxYFNJSAcnMayfXyhJatxI8DwB6B7McX9qJV96BuGOE/QvigHbEZpV/y7HwUOGQjRWpAasCVNPAxI0YTGYELml9nBFTDCNrOHq1kcf1zRyFNiw+ltBEaR5OdBUXt30h/OsBZdED/bsipFIFcBHzZpqJfLx5N7/F1EAw2EgA2IgJ8qJ1Rr3DShQd40/PXTxXZemIOkLwpyxUkr9Eilu2Yg/poyRcR5a0naihm+udbLEcp523ssDr0oRIonnIjB4C3cZ1gzvr/+XH98Wi9+DHjvt6ep66dxLVylY238t4+YrR1yvAAu/OQFPbujhOCZuaa9DjOihrGqGC+fwOZGh9AXqG7aKzfEvLz9KMFyRGUgVp4zeaoENQBrnPfRIlBSdTU2UQrk1eKFYEEf/fIuwarm5rdGMO9KmWVqWEgHRmgsc1uMWet6RR1gJHp6M6o7BPbmV5xBtHJ3ab+QXSEms2QCN8IqmmrcWhn2TXZNDpkNBU0FPD/Y/uJAQ4tKgdJDUgNSA1IDUgN6GigpK6VimpaBUpXp5uQbAg7F44Ty/q/YDyBE88GwYywxS5llhyXE9glsdPNbxsB4JAEpQ1sNUZ0xPELzefpnIkSKzrtahNYfAq4NrPWnkQAuJFt/DCm4kY/gr4J4f6CSlFFfqjzB+prc2ezYDiZEDGBMqoydG9zSpSNpM0JTtjCYJcBUhv0ikNEYv1jqbqt2u5ukXCIZxApUgNSA1IDUgNSA2dDA0D6Tragf4atorISTolT/KdgQgRdtJ4gWS6YS90NWqng+r8QFQEsADD6381uoxeLcoFivM6v/YU14ns9LSZQgFhgKx7lAPBYDgQXs63f0DaEEr/CEs00hABwBxy9FnZPTCf72sBQOMQooKEcsFK2MiCnrqPOTFd6JwX1BXrNsu0MNWAjTHOGK8vpUgNSA/2uAWTef8c1c1cybTNotxyVekZKfMuoUtQAwzxk8W/NrSZnstu2Ha9iSuEaCvDyEBTQKyYO59q/OaJGG2r9LhsfTS+tPy4cRGxTGcrStOGitlsyUxSXN7TRK7dMo2BfT2V8KTtmQM085SbD+VYd3fwlivq/E6/lAB+vs/8dJaMtNt1qqGjI+IC5qVsVujYEu1C7a/4aouyv9ccnXchoYT/9Pk2rt4c7PXPt5L4WBHEfXJbad653gD/AsAn2MBoa6GzQcaMWCdDaMJr0ZFPJOhrm3kJt1bNFNwLAWGMrvz9aCQ+rIXe/E2x4tdK8EfMoIThBdO8u203FzcYBZnWNpfFL1cOB94r32p7setU0AgFguJIjxih1gBEArmTjt9W+8WFaxDWOgMQI8Azg+tuehPq+COTbk/VF6wnUhwj+FjXqZ4DaW0P2Sw1IDUgNSA1IDTiigd3MFAMxrv9byw4ndw40+jEzirn9Bfpn2IxebHfqiRdnICL4C2YalxJQ8pUf4QS1aabbBioDJUs8OXnNL1I5NkJaLnzANM/g6I65CQY95s1aFDCYfSD1LZ3CCQjnKii5x48Ipsxe5If57IF3dqT6CEKPhAAw6J/16v8uT+TEUyNRnaSiX/9zR96MkmFaO6rg9xBlR4ZQAHhU0Cgqbip2yN4EK5EUqQGpAakBqQGpgf7WAEqq5XBQV7Vb1PX3sZ8NtNCwKRGghAC5CkpoPVnAzISDWsBQEjTSxDYDu8VI0m8TACKj7ob2bqrgkiApzIYI8WA9q0mDOEcweMhI7NS+rVa7uVGNuzv16PjrUzs5KO7uPSQDwKCAbmhv6NOTrQOUtJPS/xqw7xnu/2vKFaUGpAZOUwMI/oIyGIFCZ+TLgyUi821VLyXeuzsLhQG0nIO4utLWRvTWW30/p958k/57bSaNZvQv0Kb3LU2mLw+WEmo74H56OAIJlEZmse0/6LMTQ5nuuIwWp0SKYPIzqyczVYiGWgS1e/2jiBB0dVRy1yk1fEH/3MJOxexvGP17s3W9BayHSCkCg6B+TrqA6PCn7Fjz5XnIXDeIWl/1d0fvhC7leiGoj6zKX384ShNsIKzVK8I2+GD3CYF4wXi2nURdZHUd7ev72e9TvO9UOpDvIai2Y4J9BdXN5qPmAeANJV/wlvyouqOErk+9vm+JD3I4AO6APDbvMQdGnachbFD11VkzugXQ23Ty5xgSnsSZdmHKHBUBjPZBWAfYbZgbgQa6pbOFOno6KMSHMwztSEZlhkAAY1heXZ6d0bJbakBqQGpAamDQaMDC3hO2H9rOoiCZMIntyQhmgLEUIEzhPEKCoCX6t5uddajZ1tXd3YfmsJzfwRmILkn/XHpASUjUIoBR2gT0wkhWi0gm6miy3K7pPH6O6djgCLV74ZyzJQisIylRFdRoxnsFZ+l4tk8PMb0iZHxsELkKAjizKpPLpviKUhewdxAMtpS5sXMtm0znwoGn6s16rhiI2m9IQkWt5igOACPJcIhIXGActXW3OVR2pKSpZIhoRW5TakBqQGpggGngPNh751IDsB9hJ07qTVxTr42yc2Dp07InohSekdw2J8Goa3C0I9kQdooqJWx/GknifAb5DDfqFe2HODEQSZdgmmzigDAETI+wN1EPeMjImIv7tnqc0b99YhEETu9mP+Yp9gK3sq0N3/UQEiCA1XIgXm5KMobR9ouaioy6ZPsZaEAGgM9AeXKq1MC51sAnTP8MCue4MHNEhL37+JBpmZdw0DU6yEfU7/p470mBBgbCQlfYuUYFBX0/J/dn0T7UZGPjaQzX1Vg6Lpqe+TGHvPgcGXW3zY6np77LQdUrQ4nw96TMkkZGfITSxqOV9G+LkmjZBA1FXzdnQwHJO2k1O1GcQG7sfYsoZjJzSkxR5uMLddJ1+veRv4moKoeojb9w49hZhsDv+JVEG5/SH49as4HR+n06rUBXv3LrtL6eI0w5c+OsUX3negcAsSAu/T6/R6CjWZk+Urim8B5ZUqXBiXWo6hDdNuFG4fzcxHqELOitA6yOb+hoEHV+/d3CyaMnnBbELhDjqlqr6MfCH8WxrV9Ag/oiMD6QxZEkgcItyg5geAEFDOepCPZzsy9TAA1SGmgEgEubS8Xeh/vZNtoxqLylnMJ9wimYEyOO1x8X8+QvqQGpAakBqYEhoAELe0/Yfmg7i7KbA8AzE8N1rwCKZ9RuK61v4/q/EWZjDhTVUjWXu2ju6NEJ4SlDo4O8ac5o/bXNFhtoJye5/i+X9aCoNNOdFe1UUAJVnNAGmwwBRj3x4MRDD+tguuVQ2KgTOHBrS5DQubfAFADG2MlMA32QA7+TmFYRSaCQCYwABnNNowvQ+8FuHh/O9jwLEMCWAqYUlM2wKd629SaYhWDMM900hScrpWjaFF3ZXHcQdMYHxYtdwIa0J3iOkeIaGigsLKTf/e53lJqaSv7+/hQWFkYzZsygp59+mlpaWvptE2vXrqWrr76aRo4cSd7e3uIV52i3J+Xl5fTaa6/RjTfeSGlpaRQQwGWSvLwoJiaGli1bRq+88gq1trbaW0awo+Hvo72fxYsX211LDpAaGLAaOA/23rnUBQKRYIFJGW4Cl8A3todtGgBWHKn/i2pu6Vwib1ALkguHTzRtsWiH6djsiP1nbHvePjfBrNXyJLNEsXXGMQq4sLqJAn08KLeyWfiMszkoP2QE/uheyfX0JHfYhPixkJnd/CFrb1RaYd8PIQECWJUArwAGPbEuDKS6FQAtKf2tAWON9/eV5HpSA1IDZ6QBUAJv5yAsAoTOyMGiOpG5f90MJRCJ2rQwgm6dozyw21sLhhOumxjhx7W/Gun/XjyW3uH6wZVM99HJddj82VHXyOsBsWH9FaesjsBwENfSQE2N44wanpMULtYxu/axHzk4xyhWIHkdlQbOJD/2PVtqtykz9v+TaOwyogAD6pbdrzLdCTsomCaXcr7lOXxnYy5RHDZ611z1hl6rzbYxUYF09ZQRfWP+yjTZqIthJGoduzqm11vPyJbLJsewscBITDacLBHV72W/RyP8R9DK1IsolY1bUCFCFoyNoBJ2lh6v5AAny2fHPhPZVa1USq3VM6mjSzSLdj3kg9Jr+v2XhX8xnQzUowsesX9n+941jYmbyVQrCG7yew5DFzTQqK03CCUtPE3Q8cX4x1CId4jdHQK50cOJEwj8H6+TAWC7CpMDpAakBqQGpAZOSwPVTe2CPWZWIrNy6MjmY5WCpg95W7AVtfID2zy+nu5kwP4sEhLBdAOKYpeTYg4Ax3AiozYBEowlQP4iqIhgIgK9ejLzLr1W3bZbZ9u2/dmspwMc7O3AQa+gDnAWO/Fgd8I2RU23CbFKsA+JjgNdEHQE/TPKYqD2mKVoHVKWfX3nGsdeX5v2oKtNQWujDe8XRK2zp5wN2t8jA0cKWm0/D05gsCOHKtnxLGXAa+Crr76iSZMm0bPPPks5OTki4FtbW0t79uyhP/zhDzR16lTKzc09o3309PTQL3/5S7r00kvp888/p+LiYuro6BCvOEf7XXfdRRinJ6+++irFxsaKMe+99x5lZWVRc3MzdTK9ZllZGX3//fd099130+TJkykjI0NvCdkmNSA1MIg0gES1VPa5aQEuJ2tbqZLtTvgo1cAuABdgMdQTtUawXt+gaGvmoFoj+0+HT1C2gwBl+WH9rQUq/swwZusB4MdI1HIg45hlJrusiVKY3TGHkb+wGbOHEgLY35RIiPq/3qAYx8OMVljfozo6lfcAPkkwFg4hiQlgPzcL7EUfdx/ydPM03H2jUckbwxmywxENyACwI1qSY6QGBoAGPt9fzAhcd1HbzJnbeXt7IcWG+NIFqVGCFuWNrQVijRHc5ogU1bRSCQef3fhLaiI7fOC0e2m98tAHY+rOBYn00Z6T+AozFFCulLAB5s9UcnDe/e36qeTBGXpmcoCDdcMnmQwSs06DE9T79fBR6v+CvgQZbVNv0R9cf5LpoTnoizprk68jAt0ervf9Q/rjQxMZiZGq32en9T+vmiAyEDGshgO7C7lOryOCwHpUoA/THoZzDddhBMS3KrWMWv4u/ztanbKajTB3gcL+OQdUiD00m5E03pyyuD67UtRx/VfWvyg5JJnHuTHYeTod4CQA0G28c4T1ZUeCPIMoJSzFzqgB0A2nqI2sMXGHR/n9hmELEQhgdspFjGVk+xYOAHNAGIgbA8eCMsk1fwMBDAHNSkOnY87Z3LpcQQOdV5/nmpuWdy01IDUgNSA1MOA1sLsXXTpTJwDcwtlqoOqDPYmgYwgnDmoFSW9gnun9Vtd2iWNQ/zmbJGm1yPlogJ2ChLS4Gaaro61wG3tJOAiOWmGo0dZugCideadpnp2jC9Pss4Ig+KsiOrDc1LhQwToDOxMCZx9ooX083XicYzaGmHgeflW0VAhGlIkRE3XRv7ilZQnL7N/ZxGvtj1FHVOYo9inq7A0B8ebP53B//lzxf1y9+spaFWTXZGtP5fEA1MD+/fvpuuuuo4aGBoGoffzxx2nbtm30008/iWArbvno0aO0YsUKamxsPO0dPPLII/T666+L+QgoI4i7a9cu8YpzCNC9jz76qDi2/AX0bzcjGoH4XblyJb388su0ceNG2rdvH3300Ud08cUXiynHjh2jpUuX0smTpmdqy7XU83vuuYcOHTpk+PMml8SSIjUgNTAwNbD/RB3bK+aJ7/tO1IqbDfB254CkwuSRwUhh2It6ct2MkXrNg6etvDcJCz5QCPyjXDZMVyas7GuOCmQ71EAO9Oo4jcuE1Ld2CqZKkTTIAWEEgnsMdG2wnOs2I9jbG9BEALgbDzMW4su2vRuSBOtOEAXzZ22IIYCDvIJEuRAV/WsrAAyAipT+14BFBKb/LyBXlBqQGjhzDQCFi2DgsgnDRY0FR1cE0uKrjBK6ZU68yNxax/UuTtS00J3zEx1aAtfdwejfECB3mert95ekcPD3OLUy4hffaah3u/ZQmVhL34wiQcOylw2D6QlhlFvRSP99UzqFW9Z9Q/2Do9+zx+9Gh+5LDOrpJtrHiF8YJz5s0AH9G8AOiDFL9dfYww9tHDgVHoraAn7lO559D2dgFeuPX8XjT1MCOdD9x8vH9c1G0D05OqDv3OgA1IdljOSFA7OTocGfcdAfWYqQz3I/E68rkxVjbGlaNAE1DGcp6BJRKw/v74aiDVTSXEKVLZW0PHG5QIDiPVxXuI5q2lnPdmTNtDV2Rgyg7uA42zcDRIZah20EOxNQoy2QPyOgAgcCGM7UqqO213DB3sTgRIJDDtl1BfUFDu3gpxM/ifp4QMh04/+WFKkBqQGpAakBqYF+1sAupn8eGepLekmIO/NqhO1TWNXCZUuizK6cxwwnxxl9CueSkS9pMtd9S4q0b2uZLTwQTuoK2RYtJRo113Q3sE3AigPHXCQndQkHnYGlHTLKNM/OUbCvJ9deNg+sW04B0ENLAz2OETV+oOXmusx4Bc0ikjiB9lCRH5ZrDJTz/RX7xa1MjZpKGVUZurd1UcJFuu1mjSkOBImHsY2Jp6Myvk7YaA7aD40AMPQ0KmgUdXR32A0A4/lEysDWwH333Sdokz08POiHH36ghx9+mObMmUMXXHCBoFR+6qmnxAYQBH7mmWdOazOY+9e//lXMnT59Om3dupWuv/56QTGN1y1bthDaIaCc1kMbg5b6wQcfFIHdTz75RKB9Fy5cKNDJq1atEgjgBx54QKxRWVlJf/rTn8SxrV9RUVE0YcIEw5/ExERb02Wf1IDUwHnSAHyeKEuhonzV29iH+r+crDaLwRIqivX7w2xvGcjVUwd5ALgsk8EzDAKCjQIpPai86v2edntfqyUjT18HH1Q1d1IV6x9AIQjsRLASwk/cxAyRYLEcMsIoYFjquZ5e1ImAMJI5NRLT2UUE/yRKFgYxI2V1rqZ3aByCdQf1f7t6ukTZBaNdg51Q+iSNtHP67W6nP1XOlBqQGjhXGgBiArRroLZzRj5gumfI6ulKoOz1zfk0g2vwAlnhiCBYXFLfKkCSmBcf7kf/2FbAf7BPEaiLL+YgpC1qD38vNzpZ2yKuuSW3ih65dBzX3wi1vvShj7mNF3Qmw/74es5aO0E07Q6ljsLBDximcLM5fZ56pa52Dhb/QwkAAv2b/Q2RfyTR9v9RR5i/giI6lgOGZyA3zYyn4VyLDtLByprcaxTZWhImwsd7i+iS8cMFoheOzo05leLL78OcD2lZ4jIK9VH0N4nXi+RsPAR9IUB472Ej963MtykxKJGq2qro1rRbBDp4W14VvXHoDTHO1i8Pdl5dM/YaW0MGVt+Um+zfT+anyhgvpqYDvSIjoYWjFTWAgSA+yaibQSYeHOgeGzpWOOOaOrkWi6cxBbm69W0l2wQFdHt3u0ggUNvlq9SA1IDUgNSA1EB/aWBnfjXN5IRAPdnE9M8ITjZ3dtPiFLbRNAJbx4Mjk5ZsapohtHqGnaQw7eCBdHxih3I3KFWhSuFWtlE4abGSA8G+7FRzNwjahiWpMxx+vXLyCJtjoefdBaaEQQR78dywr7BO1P4FegaCOsADPQB8oOIAjQwYSZF+kbSvfJ/uvpNDk3XbzRoDzBMSzPrUEw9+j1CnuTqPGYQ4CXQoBYADR/H/22bq4X+2BGOkDFwNAIG7efNmcYN33nmnCPxa3i3qAo8bx59vlhdeeEFQLluOsXf+/PPPU1cXO8JZXnzxRfL19TWb4ufnJ9rRiHHPPfecWT9O1qxZQ08++SRFRpp/V2gHPvHEE6IeMNo+/fRTQzpp7Rx5LDUgNeB6GtjH6F/INIv6vfCNgdVk1miT3fkzM+bpSXy4rzVDod5AV24DW2L0+F5QDG8EjIhGEm6yL++yAx6CLRjNfs8IBvkAvIJETbUcC9DAQ0Y4YbPCncsjst3co/PAksZlDvoEAKZBCETp25/BAcoZoiQhSrJ0dGn0oTO+rLlMp1U2nYkGZAD4TLQn50oNnCMN/GtnoaiJNmd0uMNXBDXwuztO0BXs6Anz96IMrouxix06zqJ/gRZAva/7lybTU98xrRkLWODmc222fzJlsS2JCfEjzM/m2sHLGb1829wE/eEH3iFKvoSDso5RJYtF9r3FDhY2YGKnER18X6m5NZ2DwXpy5AuiZjb2gKDggvPEQS6adTfXvMjQG010zav67U60wuh5etXkvhmfMpo3PoyDkHYElN2gyb50YoygOgTye0vxFlHT9YbUG/pmY/2l46LoR6ZEBFL7Qj4+5XWSDlbtFxlVs2JmCSpnZOwdZAdYdm1231yjg+tTr7eZiWU077y1A8FtT/a9bRqRMJ8NrVzFqYp6e1Fpg7YO8LiwcQTqQ0iUn33HJZDCo0NGi/F5dey8lCI1IDUgNSA1IDXQjxqoae6gI+wImsuMJXoCFhQ4jxAERnBRK+uOVAhUgdGDK4KWl02yHdjUrjegjlHrN5IDKn4mByUVcAA4MkVhKmlj5xlooPXkwj/rtdpsu3JqrM1+JC0iAAzbUpXp7FQFleKkuGBRVgTtE2KDBMoD1N0DVfZV7COgf2vaaqigocDqNoM9g/mZBshdB8ToPVCnwpEFpqFWDp7j/VQZaNT+QfwaHxRPKFVjT1CORsrA1QBq76pyxx36z9RuXF7o1ltvFcPq6upo/XpOyHZC8Hfliy/4uZwlNTWVZs+erTsb7Skp/DeQBeO1f490J+g0gh563rx5oqe+vp6qq7n+pRSpAamBQacBMOIhAImyd6rANkHwEcHImYwAhiAYnGdQ//eyiS5qQ6obduS1nBHAav1fjC/aqT+LEZrajMtxbJMP0x8pWg9zOZBhHPCcyHZhaV2bKGVXzCCgUGaRtAUWsrGka3bFzyXQP/eJRRB4Whv7oCEoYYgkz5p89ksPXBtaudn+/Y0SdW2MgkaN3/aeXn0YXOJIzRGDHtl8uhoweo4+3fXkPKkBqYF+1kAtO8y+zSyj62eO6sukcuQSQEuAcuO2OQli+Otb8rkmgy9d5ED9L0woZPRvKdMRI4trdESAoE355lCpQP/CJ+TD9B7NTAVtJKDiK6hqIn8vDwrlAPRfVk3SDy4Wc0Y+6EfSlYdJo/XM2htKiXLWcprfbUrz7tf4KXKFUkvBbCCf4GZ3vsyBX3+ipAuJMj5QvnRRb01PGCVACcrDol63M20LxkbS5F60NYzPxEj7AeCKxnbawQiZq9lBByMVAd63D79LE8KZkipigtnll46LpoLqFkGLGBPsS5Gxu8iLgqmoqYhuS1N0M5cDwG4hm8zm6Z2gbtcD0x7Q6xq4bcicA42NLWnizDF8XiAIADdzUBSB34LNCg200edAmeGyv1PDU6mwsZBi/GMo2Nvcka63KRhh0X7R5O/pT8frj+sNkW1SA1IDUgNSA1IDp62B7cerhUk2b4x1MmMps83kslMOCYeLxkaZ2bug9ttTWMN9XYJ9xvIG4JS6iBlpkHDoklK4nTl0NUEQ2K1AAAN1ClphBBL5O1pXUi7WbbbViOC6JwfMbUktlxiBfanKNEZtI4A/kp2reLYoZzro8bwObNssTvIciNLCSZ85NTk0NXqqIfp3zog5jt96+BjbY0+xE6+zjZ87+NkILDNN5UzjzcHgISCjGAHc0WMbyTEE1ODyWwT1MgT0ytOmTTPcz6JFi/r6QN/sjOTn51NJSYmYol1Hbw21v7i4mAoKCvSG2G1rbzc5mN0ZmSVFakBqYPBpAFTPQP8iCKnKwaJ6YaP4MHJlAtenhWCcEU/FL+ygXNV1XfYVjIiwJ6M1/sRSAzBMzCSrbQb6GCfLHWIEMAQ00Ej0HBsdSAgKo+5ydhknMQ4VSVjI9M+e5AE7XkdmtbGNCIFfGlTQSIpDGZghJKCAbujgxAzD/4kmZRytPWo6kUf9ogEZAO4XNcpFpAbOngaAAEXWq7P0zwj4grZ5IgdiS9hZ801GKf1iXmJf/Qtbd4zroW4satmi3i+cdU+szSZ3NqrgM7qcURbrsjiQZiCgPj7IFHGgey5kB9J/35hOQbyWrux5nQO3cYwAvki3W7dx75sKGmLy9RzI44dVGDMz7tIdSqDWK97LzjOmHRvJD7PIzJ+wiujYD/rjr35Zv/00W5+4emLfzA05VRTNtM325K2tBaKmbzgHzns8KmhX+XYCOtdSUPcXdU0Q7K9qraI2r73U0eEjarnOj+VgJ4uPbx15Bh62nGp1fuGoCzlbz+A9sho9gBriHXDeZX+l3HDcLHam8tde4HCuA8wBYDhcq3IGpYNufPh4fujpIRhZoFixJzDCqrjeYFJwEuXW5tobLvulBqQGpAakBqQGnNIASoEkRfoTEtYsBehfuO1KGDlgSf/8/WEwnVjOMJ2jSy11Ymp1kaNmRqTBDhmlsWVq85VSFXDWRSYrTiK97bixzeZh36a0nAoGmen8fGBP9mhooKeOCmHHKsc3EfFlgRMVDj5P92Hs5FMcf/bWO9f9qPnbzcHY9Kh02lu+lz9f+ISZy+VjLjdvsHWGRFO70vtBbVQCXFQxNNALqAHsqCAwL2VgaiArK0vc2JgxYwg1gI0EyF1V1Dnqub3XI0dM/ye06+jN0/Y7ex2s19nZSdu3c4INS3R0NIWFhYljo18fffQRpaWlESioAwMDKTk5mW677TanUc5G68t2qQGpgf7XAAATB5npMN2izBxYS1D3F/YOSllAPma/qp4E+3pQODPQDGqpZFuT667S8N7gbiMnqbUp1NlW+555t1UTkv6MZB+XK4RM4ABwNScLjmZbP7OYA8AxgYIJ0mjeoGuPSqFjjAD21Hto4bbYLk4QhKAGMPvdhAwxGmj4JrVsMHq2uaIYdtfXHlMP5Ws/aWBABYALCwsJdUVg7CHzEEbajBkz6Omnn6aWlv57WFi7di1dffXVNHLkSPL29havOEe7PSkvL6fXXnuNbrzxRmEgBgQEEOhlYmJiaNmyZfTKK69Qa6t9Z7u968h+qQFoAIHYf+06IWrCghbPUTlYVMf0bbVM9zxaTHl1c56gzru2txawvXU2Hq2gMkb/tnEdNnyRAwmALDrw9Qd4e9BudvwYCf6otLMhlhYTJO7hkRXjRBBad3wrGx2HPlGQvKBNc0RAsbbnTSIEf33YENn9KlFECsNrF+rP3vY3hfYZdGy4FgKAnQb/R335wTB5qf46p9maxhmHK5j+WhXQ09gTBHQbGQWzMj2WvMM3k3tPEC1PXG41zYepohckR9I6Rgl/lPMR09i50ynPcloYvaovA/Jf2f/iPVtNtWr4j7n/YdXmEg3z1ti/zT3/UMYAMYw6wKAAh9HlH6W0g35xkAlq2vm4+4ifosYih3a37sQ6wjyZbeeQuuQgqQGpAakBqQEnNLCVA8DzbdA/x4b6iiTDhWzXaOVbZp8JYnSvEWgVFHMLkvVppbXrDMhjlX5Pm8wG+mcYbtWcjOUTwgmPXvq3PvU2/XYHWq+dPtLmKC8O7O7M54TJXkESZwoHfHPLmwTFIhyrXoyqSRkeOGDrAO+v2E9BXkGUGJxIu8t2i2cYdT/q6/To6eqh/de0K+2PUUeg3Agoo8uYbnEIyMhA258nrQqO1x3XnsrjAaKBNkYmVVUpDmn4yGxJaGio8NVhTFGRY88Y6nonT5oCMPauExfHCeK94ux1MA1+OXVP1157rbqU4SuC0wg0w5fX1NREubm59Pbbb9MFF1wgfIegkT5dwb5t/ZSWlp7u0nKe1MCQ1gAQp/A9Wtb/RSkL/uKn2ZoSepuPVerq6pLxJl+d7oDB0Ij6v5BoZsKDlGUor3q/x1vbO6tt2I0VzNRT19LR5/MN9Pako+WNNCYygPKrmwWgSO8yg66N2V9yODbUhY1ZBIEDenpICb6xfY9EuJpCImbeo6qhFeS0TBj0RDKrgRQ1OGdfGCwjmzUaUD6DmobzdfjVV1/RpEmT6Nlnn6WcnBwR8K2traU9e/bQH/7wB5o6daowws7k/nr4P90vf/lLuvTSSwk1TkAn08GFuPGKc7TfddddhHF68uqrr1JsbKwY89577wkDsbm5WWQXlpWV0ffff0933303TZ48mTIybPxB1VtctkkN6GhgFztf8iqb6cZZo3R6jZuA/h3F9WZBiVfFX8jvcRD5dkb/InhrT7o5u//ZH46JsQhAI2tuQ46C9kXiP1CnoH8zkjHRASL4eIIppFH399Y58UZDldq9oL6YeqvxGMseUc+X72fm/yGqL2buua8Z/ftL9pXxl6ml4As151tG/zYRwXFTw04H0AAf/tRypHJ+1f/ot59h60McBFf/2GZwNlyoHZpC6PnjvSdpSZovuQft41jlXCquZT3pCN7jvUUV9F72+xTHDphhPYEMcp4sRoLW98OcD3VmmTfNGj7LIZpg81kD5CxxAd+Iznuvvb0KdsC1NyotoPfG5wLGBjLugD4v3KYdPSiOYUylhadRS1cLNXUyFbsHG5h25Oein0XdaFBAd3brf97sLCG7pQakBqQGpAakBqw0cILZYGAXwoa0FNidCA6jji8ceMEc0FUF9M/bjldRfWunoPJT29VXfPsjuVFFd6jtLvOKBLSgWMUWUW8aNgnq/zazoxKsNWwT6sqi3+k2O9IImm1bgjrAoOzWCp4HQMWdLuoBK6gR0P1lMOPPQJT95ftF/V/YQDm1jHyxEF93X/Lz9LNotXEaxYmk9gTBetQUrsziciM83paD1d5aLtTvzcFulBzx5bIsbki0tSHbS/kzL2XAaaCxsfc5ie8MAAd7ArAGBIFSZ8SZ66jXOJ3r5OXl0SOPPCJuDft56KGHDG8TiN/rr7+e4OvbvHkz7d+/n3744QcxPzw8XMyDr/DKK68Ufj/DhWx0IJht62fmzJk2ZssuqQGpASMNoP4vEtK0CFXYlfCjdrMvc1ZvABhlLMobGASgI3cvHK3TOsiaUP83jPfpHahsDCX4dIUtax12meUTbQfJYQsOD/KhiAAvUUKwi98DMBUiDprDweChIPCfoQZwp45fOp4ZKRRhhYDhh2mQKTSBkz2PDQXV9O0RCYNA/QZ6BZIX28y27PDKVn4OktKvGrBtoffrpYwXg5F13XXXUUNDgzA4H3/8cdq2bRv99NNPItiKmUePHqUVK1aQ1mg0XlG/B0bg66+/LjoRUEYQd9euXeIV5xCgex999FFxbPkL6N/u7m6B+F25ciW9/PLLtHHjRtq3bx+BMubiiy8WU44dO0ZLly4VWX6Wa8hzqQFnNAD0b2KEP83RZK7Zmy/onhktcce8BEF78gYHg0HdfMfcBHtTRT8op49xHbYWpn6ezjW/jpY1UVN7F9cLY3BstD/XpOWaqgaSxPd6lNEBqMMWZqvuL+bDGtjzBtfuvYwpeaMNVtRp3vW/jPZdxI4Vpp/a+xZnTvkqaGCdobT9JaXfjx2OeRuUEQEwXvjaluITSpRijbK1HHY65yND/egX8xP6pvp520c7433bXfslO1Lcqad+Nn1mQFlzQWoUeQTvpdr2WipsKKRkn2UcsK8V1/og5wOHanK5LPoXu4SBFZ7Up1vDg2M/Kl3xnADQyFnWMRwkz99EFD9XqbVnONF1OyZGTKSTTUqmfZSfbWcvdpldk01jQ8dyne8uym/Id92Nyzsf8BqQjC8D/i2SNyg10K8a2MpBXCB4ZycpznTt4qDug2MOyYVIatOKI/TP18/gRC5XFZQpQTkKrbOocAtHYGCrssKQsGZUWzVoxGnvGlSHIxlxbUvwfhRx0F6V6fFhdJyTUlMZ9Yt6b6BdnBIXIlAezfycMJAEdszByoM0JWoKHag4oHtrTqF/sQKYihDctSVInsOYBtiZk4ZMABgqAarDg2tWg33Glhwo138/bM2RfWdfA0AAqwJ2O3sCFj2Is8x3zlxHvYaz1wFzIHx1KmL3xRdfpBEjjP9eAgwCvyCAIvPnz6cpU6bQRRddRI899hgdPnxYAFFwD/D7/f3vf8ehFKkBqYEBogGUpJjMJe8QBFYli1HB8GWiTMUk7oOAYU9PvHleUlRvUFRvwGBpAwJYW//XiAEvaKTujn08PQi6MpIDzECJGsxgjyxraBN+6Kb2bpHcqdYINpo7WNpz63KpC/a8+qPZ2PQ2neQDf/ZRgzFmCIk2YRD2IhIHjaS5k0s4SulXDRj/D+7Xy9he7L777hPGI2qNINvu4Ycfpjlz5gi6FVC3PPXUU2IBBIGfeeYZ24sZ9GLuX//6V9E7ffp02rp1q8j0A8U0Mv62bNlCaIeAchqUL5aCLMQHH3xQBHY/+eQTgfZduHChMApXrVolEMAPPPCAmFZZWUl/+tOfLJeQ51IDDmsAzrC1h8rohplx4svU0Yn/2F7QR/cMxMQ/txfSzbPjKZQDsvYElM/P/nCURoR4c8aWu6B725GvIAA6e5iJjv+Psr9HV3w8hlEhO4qABiiubbVd9xcrFG7lL7wcoum/0F1Pt7F4H9HJ3Qr6t5MfVBEAFlTQQdbDmxglfOBfTPfLTqlJq5mjaidTRY8lyvzEeixaVnJg+SzKby5IJl9E0VmKucadn5ftP78ljfX0r6z3aXLwJdTT7SNqlvQAGmwhwX5uFBi1mbxPRYkv0FvG30S5HMDPqaim1zOUhBeLKWan48LGkTPUbWaTB8rJtDvs38m+t5UxcLTCqRrAAVE4WXFeyowNKkLY/kouM2JS5CSqaKmgKN8oCgGNpB2pa6+jxKBEMSqnhv9vSpEaOAsakIwvZ0GpckmpgQGuAdT/nczBQlAJW8rPWRXk7+XOiIFTHAAebtb9zaESCvAxTpoDYng0U8y5pKAcScl+8/q/dSeI8NPNNi6QAagTpicx6XqtTrVdw2VG7Mn2POUZAONUekUvrqWH4C9q/06JCxXI7IGGAkYpCzCgTI2aSnvK9rDVx3afhaxKWWXR4sBpoHEQSZnNdnoXv3coNRI6mqgim887HFjY9YeMChzFn4Uefla0HQCGg1TKwNOAj4/pfQNDnj1pb+fPOIuvr7HzVm8NZ66jXsOZ63R1dRHong8eVNBt99xzD91+++16t9LXFhJi/IyE2sEff/wxeXoq310IJp+OgMLa1g9AKVKkBqQGnNMA2ApVZhLtzB1suyDpEHWBvT0UG/Lz/cXaIX3Hi8ealx3p6xhMB2A4BeIXAAgIgDhF7FPVk6k36bWKtsRwhflBb8AeUG6zTGJfMALwY6ICKLuskcZy+ZDMAcoUo7ePM2kDmMLa2lRWXNTCtqGZ8EhP/t4dYjWAoQIkDLrxP9jm7gx2MhJtrWCjMbLdOQ24OTe8/0fD2AHVCuTOO+8UgV/Lq6Au8Lhx40TzCy+8cFrUK88//zzBIITAcLM0VkH9ohp0GPfcc8+Jsdpfa9asoSeffJIiI42/JJ544glRDxjzPv30U0M6ae268lhqQE8Dn/YiPldNcxzZgAz8f+08QTfOHCUonN/eVkDt3T1054JEvUtYtb2xNZ8qmW6vpK5doI53cvAXQUf8oZiVECIy/q0m9TYE+XpRXJivGPPoZTbq/qoLAP0bPoYMa/eq47Svu15lmrxRClL30IcKPd6se7QjTMcYC+MGXyrlh7mdj6Mn8ku3aYx65MuIlLGXqGdn5TXEz4vuW8oB6F7xcLP959czZCe1drXS72czLT3fegkHjUUtE3WB3te1+Wup062a2k5V0zXJ19NFqfFMp+FGL+56h5q6mixGW5/+59z/tG50tZZpt9m/Y6B9gczw5Yd8oDJAvdJWz+dhymeiaPA9eCMADIn2j+baOIqjxp6iUC84NiBW1gG2pyjZf1oakIwvp6U2OUlqwKU1ADtym436vz9lVxAQqXAWgfVGFdA/g4a4sU3HbusdZLPMiLrQQH2F3YEyKKPmmO7w+Hq2W9k+RODQiwPbqA+mJyue0Wt1qu2ySbaDmV7sPYUTVRUghqODvKmisV2gQEC7iPcM5WX2F9WqwwbE667SXQKJCiaUXWW7+AmADWkLmTl8pkWLA6dgIHJUWlh3eH8r+b0cAhIfFE9tnLjgOcw6yUO7/Zp2xUmsbZPH518DgYGBfTfhCK0zyqBBHKGL7luYD5y5jnoNR6+DYBCCvd9++6245OrVq+mll17SXv60jkePHi0QwZgMkEhJSYnT66Desa2fmJgYp9eUE6QGhroGSurbBK3zNA70agW2I4JLC3uDu/jbAKSwngCkMeilmhOv2huIYnuTB+tP8jn7wfRkzq/0WkXb8knDDfvgp4SegQCuauqgpEh/kSgIBHYGs8YMBcmqySIflJmzFNbLRMvEKi+27xGYb6liKg39z6blMoPlHPZiB7MbdXR32Cw7B9u9uUOxNQbL3s/3PmxHIM7B3aGehip33HGHemj26saBkltvvVW01dXV0fr1/HDshOAP0RdffCFmpKam0uzZs3Vnoz0lJUX0YTzmOSugzJk3b56YBtqZ6mrTg7Oza8nxQ1cDqFvxzo5CWjZhuKBSdlQTH+wuEnQnt85NIASDEdAFNV5UoCmr12itWkYc/33DcYoM9BZf2OFcvwFZW/hfADqPLKaCNpLR7LDD9SobO+hSrg9xy+x4o6FKe2MZ0ZEvFfQvKDIckWb+cgR6d8adPJrnbOMHupRLGdXLQWRLaed73f0qblxB/yL4F8L3dOQzy5HK+bVv6rf3c+vt/L5E+CtGQUObQqute4lhneQVvok669IpKWwkzR8TLpxtoOfWCjLtXzv0GsX6I0nAjYbTUuGImzE6kDZXva8dqnsM9G9qeKpun0s1opYJArm2BIH/gq3KiIQF7Fw9ws5Vnld5lAgU4UY0OLbWHOB90X7RAv3r5eZFhY2FDt3tppObBA20RAA7pC45yEkNSMYXJxUmh0sNDAINHC5poNqWTpqbxN+1FgKaYSAFEOy1pH/+7nCZTtjOtAACj5eMN3ZGmUYO0CPYprA/otJMN5i3Xqn/21bH5So4yACUsJ7ETtVrdaoNwdtAGyVJOvhZBE5U9XkYzwKggT7AwV449PafqBMUfzg+wMcDSXaW7aT06HQRkDxcjSRQcwHtXAAC7M5K2hWOz4DDFc8rQ6QOcFJIEtdb7Kb2HtsJh3D4SRl4GgAyV613e/Kk+fOm5d3W1taSGpxFXVtnBEFQVexdB4hZVRy5zq9//Wt69913xZTly5fTO++8Q/Aj9oekpZn+ToMyWorUgNTA+dfArl6mQpWhBHcEPyqS11D/d/4Yxe48yjVo23RoDD040W1iL0X0+d/NWbyDkn3K4iN6bcfiPcYX8wk27LvORsmVVqaLPMFskFNGMdiCxd/Lg7JLG2lcTBAdg/6ZaXKwCxDAHNJVQEiazXqeYiZNq9gS24cqA+EQo4EGY0wDJyS0drdSfYft5IDM6kyNJuXhmWqgfyyiM7gLUC9DQK88bdo0w5UWLVrU1wf6ZmckPz+/L1NPu47eGmo/DLuCggK9IXbbtHQ17u6MPpQiNeCkBn7iGhUF1S1cNzbR4ZmgY3t1cx5dOXkExYb4CiRwIwcZ716U5NAaL63P5QycHirjTLr7L0mlf9T7UW74KDrGPx0pqVTXIb7OrNYK9fWgvKpmCuOAMer+PnnNJPuU1UDnengTTb3Zaj3DBswBKiKdk0Fy1yn00XN/oz8c6OI2znJDVlUTB5vhQowezy86ewiKJRpt+vuiv2D/tIJW+8HlCpsBVoQzTU88Q3YxcLmF2qoW0yd7T9LK9JGM4OyhrzNKqZXrmaiyrnAd5dfnU3VbJYV2LaKNWS2iKzrmEHVTkzrM8PXPc1z7LogAAEAASURBVP9s2OdyHUgGsCcH3lFGAMGBOsAj+Tvn+E9cB5jRN4Xb7M12uX58viZGTqSmziZCDY1ATw5425HNxZspJSyFcmpz7IyU3VIDzmlAMr44py85WmrgnGgAzylwbGt/+vnZ5WdG+AZysHZ6QqjVltDnzt9VzWzbXGxR//cbtnlADW0kq6ePFOVKjPoHfDsCwIkLOH+v93EcNmveRiUojJpYQJAqriTzrfhwwpuB/Wg+0PYZbISL7QTQS/mZoKjGFISGk/UgU/lNGhlC+04oiIWp7Ozbz7Xf1ECx7aue/V5Qxu0t30tA+O4u3a17wdNC/2IlUUZEd0lTI2oAg30IiYbh/AyGuntDQJKCea8sjR2NNnerh8a2OUF2njMNqEFOoFxV5jy9i2dnm1DtKkuf3ji9NvUa6NOuozdW22/vOijTptbnRYk2lGtTaZv11na2zeiZ3dl15HipgfOmgXNg753rve04XiNK1oFFRpXssgZhU8J+BBoV8sk+/aSN+clKgFidO2hfUW4kbDQDJnrtcCP6Z9iXNmR4kC/b7MYDUAcYwCMwxrRywLeDfctI1uzioDySPQezAJgDAEVHT5fVNiNRktBSUCqkAZ9LVijKIg4hAQK465SiEzDH2JKs6ixb3bLPSQ30PnE6Oasfh2dlKW/omDFjCDWAjQTIXVXUOeq5vdcjR/gBrFe066ht2ldtv7PXwTqdnZ20fft2sSRqhoSF2f4jqr22PJYaUDXw+pZ8UWtrCtdLc1Q+P1BMcNT82+IkkWH1CgeDV3J9LwSD7UkRZ2u9vb1AZGrNTAyj2h53+t/o6fRt2gLaN/siejEindo9vHSXaeFsr2RGEZTXt9uv+4sVgGZAgHbqLZwKZZxhZnYxUD/s+l8l+OvH/6e2v8gUJhy809LmqRM6OAi67QUid77f8VcrweIARogc/U4dYf56w4fm52f5DMHcpEg/cZUOrndn9Ud4WBejfzdSV/1kOtUZTngfgQT3YyO2hR2kPxxBQBuJZafolYxXBF0vnCkrk26kjUcrqb61jfY2GOyJ4+CqpIWn0bhwUzBabXfZ11l327/17G+UjLyEeexw9WQnazjXlN5FhGzIk5wJ6SBNsv0LDZwRoIEubChk03IYRfjaf8hBbbbkkGSqaauhqtaqgbMReScurwHJ+OLyb6HcwGDUAOo+Mk2m2Y+mFmR/bPnnnApBw+fJ5Sks5WdOeIxiWuEoZp+ZzEFFVaoYEQwER1O7KelN7VNfb5wVrx663iuy/ov3cgB4oeneyw4yDRzT46I8RcgotlMMnosv+S/TnDM8umbaSLsrbM8z2QKzRoeJ+r/Bvp7imaO0vlXUAa5kWmhQMQ4EOVx1WJRQmRUzi7aXbhf2j+V9XZtyrWWTY+c+Qeyrs/4cm02G8w/vHRINh0/kunsZZt2D9WS4/3AC4wxQwPakS88Zam+S7D/rGpg/f764BtC9e/fy3ycD2biRE1V6RWW+U8/tvSYmJtKIEQr9vHYdvXmbNm0SzbGxsZSQkKA3RLQ99thj9NRTT4njGTNm0Ndff21V7s1wsoMdWn+iev8OTpXDpAYGhgbOgb13rje6ne3E2WyXaGVnXg1/7xMhuOuOQsAs32fy97GO/HYo0D9j38WMAB6RbtJAwWbTsfZo3GXaM93jETZ8yyrNNmovn6xtIU+OFje0dojXzEFOA32i4QS1dLWwV5YdrhZJmhPbONhrKWBDARU37P2KoRXkRABYKx7DDJ53eBB8k1L6TwN2nmD670J6K7W1tVFVlfJQqaWD0RsbGhoqUMLo09LB6I21bNPSy9i7jpZextnr4LqvvPJK356uvfb0Hi5xv7Z+Skv1v8As9y3PXVMD+HLcmV9DdzqB/gXVycsbjwv6vLHRgfQRo0ZBp3fP4jEOKeEv32UzxbA7VTMN9JqlyfTnr5SkCV7WpsQE+1CInycdq2gih+r+YrWMD5Q6B7P+j821zTr3/VNB9M75NTtS2EEG1MSc31h9uYo5e99i1AQ70LrYEcU1dAXqNzJFH/2LmsAxE8wudbZPYIg+siLNdBnFLu079wzeS8M8GqmjeoloO1nbSgWMsL5ySizX9h1GoPmGAKkJlGYV1424LuU6WjUlTaCEn9/xPtW0VwnDVwzU/sK1et/Tf5/979oe1z+Gk02v5oZ2Z52cHACHK2puxM1S0DVAhQOpgSw89A0yQf07ZNaNDBxJ/h68bzsC5Ix/b83BozVMjy1FaqCfNCAZX/pJkXIZqQEX0gACgwcZEbAkNcrqrls6umgrUwyDFu7CcdEMhDUZRN8esv2sM5kp+0Bh7LJSuJ3tMQ6UaWvKHl/PNX/9iMrZBkcfbBM9mbRKr/W02mYkhJGHDW8AkB472JmqyrjhQcLub2jtFE27+HlFTVbd34sIVseer9edpTsF40lqWCptLd6qOOMsbmZaNCeRnq4gqdSewKaEcy80UUEAA909yAUIydgAZlViseXMQ/+hqkN4kTLANHDVVVf13dGbb77Zd6w96OHP8ttvvy2aQkJCaMmSJdpuu8f4nFx55ZViHBC+O3bs0J2DdhUBjPFGCNwXXniB/vjHP4o1Jk6cSN99951ZnWHdxZ1sBJvgjz/+KGYlJSURAtJSpAakBs6vBlBCBJTDc5I4oV8jm49VCneXWv+3sa2TCjVMJupQ2DfpzGoy6KWb7TWUolDr/+IcdqaeLPyDXqtZ2wIbqOltuUpsB8wwR0oaKZVtxkPFDQT/9KFBHgAG/bORLG5ln7SusGM2JG7IBYBjA2MZBOVG3m7eQit+ePYxkLz6PIMe2Xw6GrDxyHc6yzk3p7GRs597JSDA/kM8aKIhTU32qU17lxUvzlxHvcbpXCcvL48eeeQRcU3s56GHHtLehsPHCELb+pk5c6bDa8mBrqeBNxj9C9SuJRWerZ38wHXS8iqbOeCbJGicX+ZavismjaBErs1rT+C8AbVwF1N03DBzFH26v1jU84VDaHxMoMjw11sjKtCLgNAAzfSKiTH26/5iEdQ+2PF3otQVCg2J3sKWbTBStr9ENOEadqTEK7V/kSk17grLkQq6eOtz7EBj1PO4yxXUL2rDImCsJzd9rNd61tuWpETRdM6Mg5gF2QX6dz11NU6kno6ovvt49sejhJobQAxvY2dpfmUT/c+B/6FI30jy5KDnXRPvorgwP0ob4Uufn3hNmcdGra5w+5igNEqL0AShdQe6WCMy7UbOsH/Te/+hjElazKhfDvhGcHIAaFeARs/fbH++i40YHz6e3BitEu4TTo2dpu9cW9sobS4lPw8/SQNtS0myz2kNqKwqkvHFadXJCVIDLquBDYz+xdfz4pRIqz1sy60WaFLUBwbTiVY+Zbo+JL0ZiTMlUozWOK/t+RuJUIIElHyqiPq/zMwCWrTaAiUxTe1TX93ZWeLODCb9JEBlIwhsJGx2st1Z1UfvjCD97MRwymAa6KRIf5GwGsnobdD9DZQ6wKj/O234NCpvKaeTTYyusBAkwwV6BVq0OnE6ihMIHZXWOiJQItcVODrDpceNCVUSjwM8bft1kMQqZeBpAD6mBQsWiBt7/fXX+1jttHf6zDPPkGrP3XfffVY0yxs2bBDBWgRsb7/9du3UvuP777+f1DJp9957L7VaOMdxjnYIGAIxXk8QpF6zZo3oGjt2rAjSOsu+99VXX9mkuy4vL6drrrmGOjo4oYPlV7/6lXiVv6QGpAbOrwZ2sE8MMpNtElVQzg6oYMiCMYrdiXIiegLWwyEhQJcCGKMigMszFTtTb/OhHIy0I6u4/IqRHGN/dHtXN01lPyfon0eF+YoSIROZiht242CWrJos8oaNriPzWzkp0Eh8mP1oiCGA4b9GEBigE/gpbdnkZc1lRpqT7aehgfMaAAYCWBUvL6ZrtSPe3sp/KEsj0c40cuY66jWwpjPXaWlpoZUrV1J9vfKH7cUXX+yjt7F3f7JfakDVQEVDG32VUUJ3zEsgDx2qPHWc9rWHI4h/+zmX5owOJ9BtfLTnJNOwtdKvlyRph+keY+5/fn1Y1O71YEfbJeOjxXzAR+EUyi7TDxgBpFHR2EGotwHavievmWiYmWt2YdRbreTsqNn3mDXbPDn8GdNjFBHNu09xiGV+wvN/zQ4wHaoIIIWbKtnZ0sxoUHeOrrITLRiGDHuwLCXpQna+mTscLYecrXM8FD+0gp18FuIZspOGedZTR+VSs571OZXC0QaqbVCpPL31EzpcfZhr/1bTnZPupBAYDixx8Qep85R942qy3y/M1h80J+m32N9K5qdKbejRFyhOuegJXAd4PQkaxrwN9ue72Ahk1I0NHSsQMEVN/P/IAdlTtoeSQ5NlANgBXckhjmlAMr7o68kW2wv6JOOLvt5kq+toADV+Qe0coanPpt79j0fKCVTCocwkM1eD4DjOSW6oI9bWpWO78eQgHw9aPiFGXcY1X0X934UmJhuULznBSDgkMPpFKPar3s4W2Edn6E2z1bZ6BidV2pDyhnYqrOb76xWgbfYX1dL0+DDa2etoBQoYdYDPt7Sxk/NAxQGaNXwW7SjRRxYuilt0ZreZdqXj8xHIhwyROsDjwpRnm1CfUGXfBr/3l+836JHN51sDQNT6+vqKoOjFF19MTzzxhEDprl+/nu6++276wx+Uv0EIuP7ud787rdvF3N///vdi7p49ewg00h988AHhGK84xzEE45KTk8Wx9hfKitx1110iOSUoKIhw35WVlZSZmWn4A2prS0GgOT4+nn7729/Se++9J4LeBw4coHXr1tGjjz5KEyZMoP37lc8rKLJ//Wv2QUiRGpAaOO8aQJmQ1OGBwo+p3gwYZ9q4PF00lxYZFa6gCj/co+//WHNRijptcL+W7GNbk8M+MZOUfaLsmZ54B+q1WrVNjQvVZxrsHXmkpIHSYoLIi9FEnswwmc9MhkmRAYIxEow/g1VQq1bQP1ts0I0BUCH6jzMKe6EoGVLCwafzb0Nb3PpZPU0IQrzDQ4CZADwxkoaOBqMu2X4aGtCJoJzGKqc5xUdTY0rNqrO1VHu7kjkBo9QZceY66jWwvqPX6erqItA9Hzx4UNzWPffcY5jx6Mh926OehkNQooAd0aTrjXl7eyEjHtxoNaM9HZXvGP2bVdpAH949R9Do/e2nY3TF5BGCcsPeGh8zVXQm03JAHr10XB/1M4C6UYE+TJdicvho1/Lz8hAUcBVM7ff5r+ZRoI+DaITNzynZZ/HztMsZH+NGtr7AkFUOiA7nQN1X9/N/THYqpN9qPQf1W7c8y6nCPkRjLyHK+ooIhgxqqunJ6n/qtZ6ztmlMObN0XBSty6pQrjmsnbwiGP1bn26G/kUnKL7/yZ8NoID/69vDtLnyHQoLCmeKNXe6adxNYn5zZzMdaPxAWcvG70AaS0cKgmyMcOGu8SuJPr/H9gY6mUGimA1f1JBG4ByJBKjTBiRwzvNE7dzvHWB7DRfrTY9Kp59O/MRo8x5Bi2gPCbyrbBctiVtC+yr4gUGK1EA/aMAZJhZcDmwscNQNBcaXflCvXEJqYEBqoKOrhzYfq6K7F462uj+wzvxwpIyQiHgp26za+sCfMxMNkt06AT/VkdvnJgjHkk6XazShTAkCgtpkyMJtCmVwQ7Fi57axbd6jIM7MNjX/XrPT/ji5QIee23JdIGoSelmFEADGexMe4EXHGe0BNiCgPX7kcjJ4z+H0O19yoPIAoZQF6v/+b8b/spNymJVDDmVTzkgSFjg2nW10qj5GFBCt1AF2JnDs2BUG3CgkD0JsoTnQX9BQgBcpA1ADU6dOFUHYm2++mRoaGujhhx+2uksEcL/55pszolp+/PHHqaKigt544w0RYL3++uutrnPnnXfSY1zfV08QAO7uVoIJuM/ly5frDTNrQxB78eLFZm04KSkpIYA38GMkQAG/9tprpAWLGI2V7VIDUgNnXwOwS5Zy+RCtbGKbE0CVxcy2B4GtiaCwpWDMkEEAo/5v5DilBBoUcWK7pTqU89TL9NstWgFkieSkzgq2/fQECZywCYH6rW9R7FiUwIM/Ez5r9A02gY8tszqTbeNOq62F4nsKNW5P6dj0oEgCcAkCkNSo2crxEPidFJJEsNmhO6CAjaQdJVWk9JsGjDXdb5cwXigw0JRl4oiTT83ac4QuWntVZ66jXgPzHbnOKQ5Qgd7m22+/FZdcvXo1vfTSS9rLO32MOsW2fmJiYpxeU04Y+BpALbR3dxaK4G+QgwFVfJE+x/TAqMUAIwZBwkr+Ml6zdKzdDaMexl++z6Zwfy8CsrSHP8vI0ALl3sgQ4+AvqJ89+EsctWn/84rxTDvsYDCxaBdR4RbmY3nAhHiwd5e5P3GNikxG/3Lgt56dYgfeJZr7GzZgdLKEdr/OgbwyxYGGL1+gf/0V48/qMrM4SOjtb9V8rhseXJbad0mvsK2cnNdK7RboX3XAG1vz6eqpseQZxE5DrzKqYfTvr6b8inw9fMWQtw+/TS3dzYJqUZ2j97oq/re0r7CWqbutDRS98S7V5snB/7Ak+7e89y0FIZ7I6JuaPKXmHmq14TMDJ+wgk/TodEGF6OPONbu9OehtRypbK0XN4Pz6fGpFHW0pUgNnqAFnmFhwKdXB5gwTC+Y5cx31GpjnzHUk4ws0JkVqwL4GdhfUUFN7l279X5QfAfVzI/dfPtn0XIOAMOifT/GrnrCrhG6eE6/X5TptBZv5Xnl/2kAi6J8RKKzNZyabcv3gLxxIHt79vk+gsFOijRPfoHMgbVTBM0MEB3/x3kLwXk7npMZ2Dv6e7xpvu0p3UZhPGI0OHk3bS7ZbBX9xvxMjJ+Ll9MU/gp9jOLjriCDBMGYyB4APODLa5cckBSs2eBdozG1IfXu9jV7Zdb41cPnll1NGRoagV0aw18/Pj1Dvd/r06fSXv/xFBGxRzuNMxM3NjUAzjUAyavyOGDGCwAiIV5zDt4aAK8adTfnHP/5Bf/7zn2nZsmWEvYJCGrTT2C9qCgP1vG3bNvr4449F29m8F7m21IDUgGMaKGKQCnyRlvV/1yGxkM0rNTCMILFeLuGsoUL/DHUCARw71aTYvI2mY+3RBX/Sntk8npMUZti/kUu/QKYyM0wOs0mGsa8ZiYJI7DzfNqLhTZ9hR2FDITVyuQ89BPD4dgR++UOpJ/A/NjL6FzZlxRG9EYO2bUzIGKEzJG02AaBjQ2paOXFWSr9ogJ8kz58AmRseHk7V1dUEqjtbUltbK9AgGIP6uM4Igqmq2LuOFn3ryHVAA/PuuxyUYkHm4TvvvHPWDVV1L/J1cGngvV1F1MD1dH8xL9HhjX1zqFTQaTx5zSQR0PufDbm0enpcX5a+rYWeX3eMGlu7RH2G/7gijX73UYYYjjqzNTUNtCJnp9n0dcmzaBjTsFcy9TOy+1dyMBKIVIdl87MKyjJlhWNTgP7d9LSC1EyYT/TdQwo13vQ7ree3sSNh01OM5vQiSruKKPMjRndydlnNceuxxH/2LvkvnfZz35QcHUjXThtJH+0/Sl7hm6izbhaXfuP71pGqpg7KKqul4BE/c6DXj3zcgujKMVeKkTVtNfRaxms6s9jcYDUiuQyyPGE5rZowg/723XrawhmSy7l286CTyZxBvv5x29vK/IzoCk7USVpC9M3/ZfrnRYwKZuMYdOF5GxhBfrHt+S7WOy2a0c4sIwJGCDSMo7fffaqbcmpyaErUFEenyHFSA7oacIaJBQuobCyOMrGoF3XmOuo1MNfR60jGF1XT8nXQaADleL780nw7V1zBNhQnVJ2hgP4ZNHzjdRIF12aWkb+3O/l6utMsTf02BI2L64wTj8CcAoYalxYkN4Zz8CREY0MfX8/no5QyJu0N+tub91v99n5oXZk+kp5Ym627EpuRtJVtRiQ9A/mBn9lcdgaOvHimWAQN9B8vSyM/L3cRDAbDzfkSBH1nDp9JqMWmRxsX4xcj6ObO+P6CRijlaWwtxDaU8PmFxPNzySfmBrmteS7cp9qZzSqixWAvnacGYRKqwV5dtRm0yM8++6z4cWYPQNjib4WjcumllxJ+nJW33nqL8HOmsmjRIsKPFKmBQa+Bs2jvnWvdbclVkL6zNfZjPScVZpU2EtCm88aEi1t6d0eh7q09uDxVt33QNbY3MpjmMJHqP60rImqp0t9mMNs1Dso10+Loi4Oc4KYjO/JqxHdAOtuCr23Jp/ljIoS9mDo8SJR3uXWOziQXb8qsyjTcwfImRvhykNNQKnP4mYCT5yr0bXDDeS7egQCwKuXNnPhqQ/aW76WLEi6yMUJ2OaqBs5tS58BdpKWliVG5ubmi1ojRlOxs03+IcePGGQ3TbVevgU7tOnqDtf32rvPggw/S3//+d7HMwoUL6ZNPPiFPT0+9ZWWb1IBNDbR3ddMrm47TVVNiKS7Mz+ZYtRPo3+fXHWWKk0iCs+V1/oJt7uim315o+mOqjrV8PVxST28yohQG0uVMvffR3mJB24Y4YQw7605xFn9y9QmzH7eeHmrn4DCyuHCPj109QTiBLNfWPS/njKaja4nm38/ISwf/7MBBVrSDOVweJmpmQ2XvW0RA7voEWV9i6984YsAGDh44myv4tUe/RjBmXvGC4/dgfaV+b1lz0VjyidjIUdoe6qi6wOb6/77+dWqlCk4Sa6G6kxfRyZp2Mf7VjFepQ49WhHvxnkJAg/fA9AdEPZSxjPToo55WugfP7+m/sL+Xrhb+bHGCw+gl/FlhBx2crjiPn6sEgO2v4FIjInwjKD4ontH9Xowcr3Ho3suay8jLzUvUmnZoghwkNWBDA84wsWAZlY3FESYW7WWduY56Dcx35DqS8UWraXk8aDQAarIjbKNpf3ppNc9kj/j/8h0HeYHCQMBQK0D5fs/lS2CyreBENNiiqnzG9M8+NiiEf7XEvo2rrjUgX7HpYz8SJV9iuj045CrYQYdSJsGxbLB5mPq0R4sf0p7167G9mspVzR2UU852dq8AdZNxsp7SmcpvJyOAPbh8DZ5FduWbkMLq2HP1Wt1aLWyW+bHzaUPRBnLjf5ayOmW1ZdPpncNedFSAXMBPbYGjM1x2nLubu2CaqWl3zNZ02Y3KG5cakBqQGnA1DZwle+98qGFjTqWgEg72M/netx3nRDW+mZkJoZyQ5iGCkBuPVlrdHgNRaQrXsR0Sgnq/8IuOmqNs14jpzi/CKXWAfdJkuZtPbWM/cmF1i7AP0RPq7ykCv0AE7z9RZz54kJxlVGYQmPashG3+ha2caGtLwEAIEMoQQwAnBif2aQWsMR5Gzz486lDVob6x8uDMNGD9ZHRm6zk9e/58RvaxwBG3d+9ew/kbN27s65s3b17fsSMHiYmJgk4GY7Xr6M3dtGmTaI6NjaWEhAS9IaIN9UieeuopcTxjxgz6+uuvHUaQGC4qO4asBj7hACzq6f5qCWf/OChfHCimPK699QAHEGvYMfPa5ny6dXY8xQT72lwBjrdHPsukAG8PdrpxTJYz5DaxcQRajkBvNyptUIKKlosE+XiIel8tHGT++03pwrCyHGN4voVr/+KLbeK1hkPMOuAg+/n/Z7j/bK7/eyHR9hcVyt5Zd5sNEycNnH22ndGccPRMvk4J4MGIabY2+AQqOP1m6zXOY8swjzryCd9OHTXzORZpTMFHTA9d5vYlBXkGkXtHIg1rHU/v7y6i0qZSejfrXeMdwDpjdd467jYa7j9cjIND9ufsclGLw3iii/aAmi+IHaj2ZM/rTBfNhkd4MicP1CuZef6RihO2sdzebJfrBwoYlHu17bUO3fv+iv2UGpZKtjIaHVpIDpIaYA2ojC9Qhj0mFsn4Ij8yUgOur4HM4gaB5NULLO4vqhU2L+xJJCGq0tbZTV9nlBKcR3oyOtLf9WuHAYkBurfki0xbPPY9m7Ac9EX2P2pdITHNUkAP58EsN2dJRjGSN5pLvNiSDexwVWUOI4CRiIoyMtlM8VfLzyEzE8JoD5cYQfv5kG0l29jcPUXzYueJAHAPWX+OLknUBN7P5CbHXeH47Oo8ZWyxsZ/D8cUG/kg8azR3Ntt05mEXDUZI94G/RXmHUgNSA1IDUgPnSQOdXNd3KyOAF41lv41GVHDDpZMUu/IgJ6m1dlrbAYsYPDNkBAAHnxBmYRyrbLlwq/7W02/RbzdoRWJnTLBOwLN3PEqDDOf+uDBfauf3oJFZLmNDfUW5wWqD2sEGl3KJZgQowZxnKWy5UxD82hBbpUO8/PkZIEsZN0R++3n6UWxALHm7e4sd49xIwEgopX80cN4DwFdddVXfTt58882+Y+1BDyMP3377bdGEehxLlizRdts9xh8o1BKBAOG7Y8cO3TloVxHAGG+Zsa5OeuGFF+iPf/yjOEVtkO+++460qBN1nHyVGnBEA11sxLy88ThdOiGGkiJtBAA1i2HOCz8dE8iKSSNDRB1gxPnuWZykGaV/+N7uEyILC3TT93Ot4Me+Ub5sOhnd29xhbSRhFdQFhkMHNMSPM/IX1MUOS02+Qn02915G5Xo6Ni37G6Ve1gWPKnV9d75CNPseIr8w6/kbn+Q2/mIF/TMoNHDMjgddufFD3ebz2fjc3uco2CeQPBps/13zjljPNYI7qKGznq4cdRe/H0Qf7imip3f/VTi8bO3h1ClPmh66qm/I0rRoUXtv3wnHgoF9E13lYMJK+3ea9TUHfdlQG8vOwBP8nRDKweCWamVe/ib7811sRHpUOpU2c7IES5BXkN27z67JpuTQZIkAtqspOcBRDahsLJLxxVGNyXFSA66rgbWZpRTKyIxZo63ttrWHysjH042GM+MMEKSqABWs1pVV27Svv3F19C82k8voX0929GgRpDnfKSVSejqYAppZbGDHWsrMf7Ns6ffzFb1OU6OF13PioCqJEf6C3ru5g5ELLLuYunsG19SDky+7rEEddk5fN5/cTOPDx1MXoylyaq2dRUAXxAXG9c89xc2yWAdPYXrC7j+UowENNEqNDAFB/eUeRhyFepv+b+tte2uxgSNab7BskxqQGpAakBqQGmANAEXa2N5lFgAG68z63tqzF6RGCT29trk3+cpCa/9++XiLlkF8Ch/XKAbUqAyMsEH1ZMHv9Vptts1jFLCR/JRVJrpQ4iW/qlkw/XT1JgfuG2Qo4HZO3ITNiVq2lhLRpdjIot1DCXRajhEJoEBpg5q7yZRoaTVuEDaABtrbTdFLiDcnKhhIQUOBQY9sdlYD5z0APHPmTFqwYIG479dff522b99utYdnnnmGsrKUINV9991nRbO8YcMGEaxFwPb222+3mo+G+++/n9zdkYNBdO+991Jra6s4Vn/hHO0QDw8PMV7t074iSL1mzRrRNHbsWPrxxx8pLMzauaGdI4+lBmxp4KuMEjpR0+IU+vfjvScFtcaai5IphzPv391ZyNTPyYzQNfhi6b2BKs64+gvX+ApkNC+o2kDfBmcN2PZCfT04c8n6TuHS+H/sXQVgFNfWPkDcQ0IMEpIQLLi7S5EibbE+WtpSb9+rv7rr69+WugstFaBQtLgXdw8QCIQkRIEQd/i/cyebrMzMLhAg2dzThp25MjP320nmzJHvcF3gYngcJ6HmL9cJuyzZgEx5Nz+iDnfaNg0BH7TuXaKIvvjB34aNH+KXEuvq8W/L+RmxRHt+RcYEHq6cXZy0g8gdSl+J6e+3mBjUFgpQV8tj3MAWrmewLH4ZPdXpSXq0f2vNK6njeJ4cfTeDyqYeXcqLpn/3HEJ18fcu62IsrUpYqTnP0OGUPZI2HM017FJ7BA34ezjR6phKY15Fpz1sdLPBUFqKeyR+E7JwhiLIIAUFcjtgH8aoQLwUnFxvDyiYrMFQB5gNct5O3iZ9ajucRePq4ErxWfGUW1x576iNlW0SAVsQkIwvtqAkx0gEaj4CbIjjGr9DEGzmyFQzRsIsNKz3stwMh2NdI/rnWTsSEXBoNNho082pLo1sG2zUUkM3mf45sp+i1/ISuFYqB505uEBXhjFNK0NgyOvXfMG3dNDX73fGZ+KdQTFw8Tt3zyb+tD8xixr6uKIO8HlQKvrg+6sr6gBf84s1OwE7fTcnb6Y+jfrQP0nAU0U6B3ZWab3CJo8GMKgaB7WqvECJQ5eBZQYO8eB2cADvvsKT1axp0f7R4oID+H1MR9YmrNXplV0SAYmAREAiIBGwRGBDbLooSdemYaU9g5lImBGRy9SxTsJ66NojlnYuZxg9G/shCK82CNtHk3aCUbGbslpmuMtW9G/T5cPa63z5mExAHWAt2XRCSarohsDAExm51CLIk2IRHBiIwM/dYIqxJ+GkCdZB1aRjYVFlM9u41YTbC8upsbkcTC2SJj5NyED/rJegYmsJu1oE3RUv1fSt/IoPc3UTOaPW1dVV1AAeOnQovffeeyJLd926dfTggw/Ss88+K07ADtenn376ik7Gc//73/+Kubt27SKmkZ49ezbxNn/yPm+z8LimTZuKbeN/FixYQPfff794oHh5eRFfd0ZGBh06dEjzx7jGnPGx5LZEgBHgTN4v1p4gjlRrFVKpxOihk4eIt49WxQravOhgL2TwxlAYlJ27eobrTRN97yLblx25+TjGhE6NaNH+ZBGRxfTPmQXqDy42abg41iOO9n99NJxjlyNMZ3dgFlFf/O45udk2M2a+QsM74GVEzZ9Sav9y7WBXlaigNW8gkwJGMydPOO/WK8fn6Ck1ueMvtdYb1laG7NP3d7xPrf1a06gmo+ieXuHkDyo9NXEOQHYInL916pRSXspI2nT8LA1vHUguwfNUE0XEMfiLw0+YZxjdHD6eloBW0UDLxwbXQS0CaZWKYqx2/hrX5t1ICTqwduFbv1RqovD9w0EGWQlwAMMRHwejlIGuxdoxakg/U6wEugWSt7O3ppJqvBSuGX2h6ILILo85F2PcJbclAleEgGR8uSLY5CSJQI1DgGvFcsT/cNT3NRfOFE1DqZFCUMIZ0z/z+K0nz0FHNZ+h7N/dM4KcHTS8w+pTql9rAQw8nI1hTP98coNC+5x5Es5fXLIKhRzVgaPxGtI/G4Bq3dALjDQa9YcxiJM3Npcb9XhO32b+FJOSLRy/21H7l98V2oV60058x9dbmH4vuzib+jTsQxuSNgBKBtNU7oy+07Thavd8G9t+BKa4S9mP79oyQ8T2g9SMkZ0COokL9WTdWkcOnTuk0yu7JAISAYmAREAiYIkAl6Poi+xT4wDCVeVJDTeX650Hz2RRvgr9M9s/a42wM5GD+A31fxO2qC/dN1K93UprZ9RaNorhNBmdB2U++UIBdUe5EDapsVN+B4IImfVnj505gA9mHAQO6m61cTnA3yBlhYYts084gLlUCLMDpRww67PvXc4Azi/NF05gvZVyljUHdUi5egTU79SrP+5lHaFDhw7CCctO1dzcXHrxxRepR48eNHDgQPruu+/EsdiBu2TJkquiWn7nnXdo6tSp4nh79+6lSZMmEdfv5U/eZ7n33nvpbdT3VRN2AJeVKZaJ7OxsGj58ODEFtN7Pzp2IupEiEdBAYN7eMxRXXsdXY4hF87egi84qKKHnhjVHHdd02ghn4Esjo8mJ03h1ZEvcWeLzMdXz1F4R9L/lcM5C2ClYWKL+BxV+YdT6rUecsfHJxPbCuKNzCsuude+g9i8UrU53W/aptXCk2rr3lKzMMESrrf+f4sjr+qDl6ITt4HT/W8meaDFCcRZztDlTaJhL90eIPPQj0c2nXOv9BScW0JHzR+j5bs8LpcHNCcwDQ5pZnLae2wly9IIyULeEis8NoEslfjQNAQChjaFsOKcrBkOLWWhg2xd+/t3mRbqtY5iot7c17lzFSKaB5hrScYjKs0uJHmt9WSdWw6KJe67JAKKzxxH9yEEYAI3r86UetD6/Bo3gbJ2OgR1hXC+m9ALcN1aEM4CPnDsisoAPn8MLhBSJwFUiIBlfrhJAOV0iUEMQWAqKZ2aa6YUMUXNZuC9Z6JXhqDnbtlFl4OMslCfRUmPZwDS1d4T5oWre/sl1ioM3akjltcciwI/15IJMojyNAMb+L1SOv4ZbrCfc3D5E9wyceWOQPk0biE3+rtkRLOoAI9tjG7KB+b3hegrTPzPDCdMPb0veJoLXzM/fPaS7edPV7Uf0t31+bgqifsE8UwtqvDXzVd5lSqw4uzPyM2zHT46UCEgEJAISgVqPQHpOIR1OzibzOr6LkdTCMqRVoPj8/h841FTkueEtVFrttIkDDrlEHrPcsZwC852a9H1GrdVqG+uMnISkJTsQGNgIdX9DUAuYnXcpWYWi3OH+pAtUXKpir9U6UDVv35+xnxw5UFNFOmhFtZqPZdtjQEslUNC8z4732QFsEL0sX7ZLni3QeEcyHEB+2oSAvsfIpkNUzaBRo0bRgQMHBL0yO3vd3NyI6/127tyZ3n//feGgjYqqvEGu5Kx1wX3PNNPsSOYavyEhIeTk5CQ+eX/p0qX0ww8/IJqo2sByJcuUc2oIAoUlZfQJHHlMadfaiMJE7/I5kuo71LO4D4awAE8XegcZvb2i/FALWN+5yQ/ZVxYcIk9nB/EQTskuFDVgHWBUc3Wsgz+plsIGN0dkW+TjwTWsdRBF2FifuOJIXOvqyCIiNlzZmrlw8E9EQMERN+BFxUhyYLZ69jDXbl32X2T+IlLKD4YGdgQzbV5epWGq4jpAY0s3vVuxWx02copz6LO9n9GoyFHUrkG7ikuaCIrtSH8jRQoZvy5BC5AQAsWpxBcO4H5ibGLWeZod90XFPK2Nizkd6HhCgDCycgb3fAQAGKR3lL+owWeImDS0282nLTTQnGkTg3u02U0KNR/TMrLj19mLiI2ydiZMf5iWlwaqdyWQydry4rLiqKlPUzp09pC1obJfImATApLxxSaY5CCJQI1GYDnq/w5pGWgRmMi66BLQPxeVltH4zqGifA8vlNvn7EoCO4X6ske3b4iyFc7qnTWp9TiCzhrAwOMTqlw1R7MfX6kEOnLkv0YGAfVRSg9dj6XqUfrx+VeiTrMhCp+/E84aZtpFXsoWBBn2gm7J+0eucx1gzvrt2bAnbU3ZSsVcS9lMGnk0Aj01DKFVKVGDzY6GFydVQTszGvF7Si2ggXas50hOdZ0oo0DfwVt00YgaURU32SgRkAhIBCQCEoFKBP6JVZxAhgA07mGn8PH0XBF4yGXOWEdZo8JyV9/dkTxc1B11lWewoy12ALPzl9kSWU5A31ST9rertdrU1reZEgioNnjpwRSh53dFYGASbNgsXBWmCMo+Bw3ag/C9tidtj6re6VrPlRz9mpguU08P9QqpdQ5gpoCuV176xprOyI52KVePgMPVH6LqjtC4cWOaNm2a+Lmco/bv37/iZdSWeSNGjCD+uVz5+eefiX+kSASqAoHftp2mtJwielol61Pr+B+uOEYecOI+3L8J/Yr58efy6Ks7OlYY0bTmfbnuhKDj44D8B/tF0ocrY1GXDQYJPLQKNLJ/ucYsO6nZmBN5uc5fvpC1bxH5NydqO1HrskzbS2Gw4YzfFjcrysqsyYqRrONdpuN4b++vlQ/IBk3hNI6FM9hDoTkxHz15DowuWkYZ88HXZ/+b/d9QATIBHu/4uMkJuVbeiyOi6b4Zu0S7U/1/qI7TOVw+vqczUM4uKUqrc4PlUDRgONFZljPo5noG3Et/7kqkfw+IorEwoH6P4IG3i1uTK7K6+ad/swBi5eyhfmbKiclV1dCdBggMcAFtuKGmhtYytn1FxPcIh0F4IGqUgxaaDlUcwP2e1ZpVI9u5DnAZ/nNzcBNZ57kluVbXwZTRTK0oRSJQFQgYGF/uuOMOYiYVZnwxl6pifElPT6effvpJBBAy04u5XC7ji/l8830uW8L6qBSJQG1G4AiMOrFpuWCpaWEBwz+xGZRdCNYNyC0dGlb0s6GOnYZa8sQg6Hk1XThwkQPLOkC3NQgHSuYgM5SZSBxgoCvJM/RUfnJA2nUMTOasbG9XR8E0VHkRlVvn8krE99sc9dxY+sH4NxO1m5s0cKdNJzJEqRhXUEFzqRJbS9tUHv3KthKzEyk2M5YeavcQrYxfSXXx30X8Zyx3Rau8SxgPuJLthh1NZ/G7BnvCLQRtXHcvsBVRMr5zusdihL01+Lr4Unq+SlCu2ULZeMpZRFIkAhIBiYBEQCJgDYHVoHpuF+pjEhS45ojyrBmOhBWmhT6ADFM1+ufHBsE2VFuEdRF2ALcZp6w4FxhdSLBcPSfKXMUzeFLXUJqx9bTlcdHCeiBLN9BAc9nBqAAP0EIXiuBQrgPcHt9jTZek3CRNZr0oXyQvurqDZRB2aoMgOI7Axqcqjvguzp2AhzwHySj6JTRU59fARg7MZNaYExdOUMnFEuEM1kpU2Zu+lwY3Ng+8rIGLvsGXjBgMKRIBicD1RiCnsIS+Wh9H41GHwlbnKiszTOH81JDmgsb509WxdHvXMGoRBOOQjhxOzqIv4AB2gEJ0M7KNvy2nRGEqaJXSGBVHYmdxCxh4Ojf2rWizeePURqWO6sCXYLiqZ9u0Hd+hBmsisn8xJ36zktXLdYDNs4eZJm/1G0qdhMZ9iI4tw7abuvO3UVeiCIypRsK0ur8f+Z0eaPsABbrD4Wgmg5DN3QOKUh3Hc+TkvxaGQUcqyYmmsjw40yF1Xc6Qo+92Xecvj3uy05M0pWsbSsosAB3fORoDWr9c1H5ebRQROQL3w4GkLEo8n89T7E+ix1hfUyqiyZg2PASGvOwzCE1ElhEbXDlLg5VlOxKmRmzg2oDqu9S3KRPGsa6joIxOyUuh1LxUO0JCLuVGIiAZX24k+vLcEoFri8CCfWfI180R9WEtswI4II2dg31Quy0E9cAM8scObfrnbhG+FA4GkxovCVuJ8mEMazm6cilHFiJQzRvsNRmggK4s0VE5AFu3fW+ye613BA00dEM9WX+sUjfqCxpodt63DPYizsxxQiAjZ3tsOqEY/vSOU1V9axLWEAc9MsvJ+sT1Fs5fPs/wyOFVdbrK43hCh2fjqUHUStAY+jjI0KshURJ0y1ogoZ6hVIh6dw519HMNJKVfLbgZ5BIlAhIBiUAVIMCJKRsQSHhTOc2z4ZAGhrtbOjQSTZ+vOW7oMvm8o1uYyb5d75yLU0qaRfRVlnlyvfpyOfHmKqQl7NAiqUjlGOyEZxtjN+iEbFdmumh2/LZDoOGu+PMqM2peE2f/asnNkcA2MNq0uxQJPFoi+gBUau1i3mtRv0WFrujppO34lgkpWjfO5bVLB/Dl4SVHSwSqBIEfNp4SzrjHB9uW1cAR0m//fYSaB3rShM6NBPUzX8hTVrKHS8ou0jNz9pMLCqv5wCDHtYNzkH3BLlm9YC/OMm7g6Qxq6cDLj8zmiLM1cNAGtzc1dOkhx3XPNvwfagXfA3o8ODqXP0/UsBOi1sZbzlr3ruLs5eipQjiD2eBSUmA5jlvumKvefoNay5AB8vrW1ynSJ5LuanWX6lWw8e3FES1A/YxMVJHiW4eKUg31bMvINeR38d0xzCZitM+0vRObT6ROcN5HIitjNoyubEDtEOZDC2GcNcigFgHkjHuDs4DtUro/bNuydk3HvQoljZXjcAQMZHIkYx1k66ywbX4NGcX3Vvfg7lRUVkRMQ25NSpGVFJ8dL4btS99nbbjslwjYjICB8eXYsWOUl5dHmZmZtHPnTnr22WdFCRCtAxkYX/iZaAsjC7O9LFiwgM6cOUNFRUXik/eHD9d3BvCx+RyX8yOzf7W+NdleWxDguq+LUOP35rYhMAiZvmIyRR8HoBXAgDcOwY8GicvIpY3IEtCif35+eEvD0Jr9yeUm2AHIwWYsrMQZ2jiIEVmrqtJsmGrztWw0/n7UzrP8cKXO2BF6Jr8zsAHwDCj+4s/lCwf/jlPnBYuQ2vyqbludsJp6hfQSNHzsdDQXbydkNYPN5JpIUGvbD1uURZRxBO8u+LRzaVlf+b21hvv25O12joRcnkRAIiARkAhUBQKcUco65NDooIrDcVLN7vhMcgOzHQeflcL2udYoSM0wsC3K7TmY6aWGPrv8PLUeaiUCsMJ6KMvTsmkNe++qls+2pVYhSJzQkHVH04nL0LFdmW3PJ8/mURt8F5ycwu8MNV32pO8RAYhq6+BSfxTUxrTrUonpvvHe+XglESUFySm1SFr6taSCMsWWz4kqWpKQnaDVJdsvAwGNt83LOIIcKhGQCFwWAudyi+gHUPHe1aMxBXu72jR32aFU2oFIqZdGtiQ2qvy1JwlOwpbkZ6UmGlM/H0vNoTzU8WWDHBvZnJj6Gf9bOBDLr4Sp39yc69KodiFXpigdnIMI951EQ97U9zIbr3zt24qvk7N/9/2ByKcDRMP+B8XF7E8UR0Tt/AFZsWUKVXQa9h09cCQVBeImKDScWVGN5I+jfxBnAL/e43Xi7EotSS/bTQ4ex1AOroQK00bTpVJFsXL0Y0poJWKOlShjMSBQB1/ue33eQ8a3g3DeT0CdPb5/svJLBOXi+mMZlAHqcRZ3GO0GNFdooI2PZTfbATBAMQ20Ndk9HffTaAQSIBO6fjiyf3cpNOR2WAe4R0gPUZeNaVasCdxflJafRsHuwcQKrhSJgERAIiARkAhoIbAd+mlKViGN7RBiMWTenjNCJ/FwrofsjUrj3Ywt8dBXLIaLBg567BDmq95Zk1ovIlDxyGIEmsEYZNBrWX/NPIUMjTTovwwAxpiL342hK2RaPm9X7czNfQlZFRTR7OjvFeWHMjP5gmlo0/EM6o0Mb67xtgtG2WstTDPMdcEGNR5EK06vEOUtzM85odkE86aq22823OxYZsp5RS/aMxPwuoLvORHvSHYu7QMQBAzxddb//V0Qt8DOkZDLkwhIBCQCEoGqQGDF4VSR2MBUwgZZBUroMhg1h0YHor5sHZHUAB+whbw/zswRZzHCzhpObkAyTWew2gErNvoeV0tqgF7ioe1wsxURtjFryV+7k4Tuz+yGyeV1gD1RhzkTdsljadaTEbSOW13aOQO4pMzSpsZ1bT2ZxjmoneWlsmNeTdJjlIzhlNqVdGEIGGRIXI1ZdcwwyuIgSilXjYDGK/dVH1ceQCIgEdBAYNqqWBgo6qCOb5TGCNNmjmx7c3EMsnEDRGTbSwsOUdfw+sgEDjUdaLYXk5xNn689Ic7Fzlyuz8BOw2JQP+N/VfFycRAR+1/c3lFE9KsO0mvkmgUrXyFi6t3IfnojK/vYqbvnFxQSex5RT3CKrnlTyfwN7Vo5hrfY6bv4MaVOmicUjbi1aMSC1OqYeocR9XjEdP4N3ovPiqfP9nxGt7e4ndo2aKt5NRdQs/atbW/BQexEZbnNqTRLyRZhSmjnBivEd6g5Gd/rI+0foeb1m1cMubVjQyrjrJz9Z2g07gOujTJ/b1JFP9NA77dnGmhbalDnpSv3UQM4jDkbnX9RvPgeW0ekR9VSgWLN2eAMYBYOQOA6edakHvgC/Fz9SGYAW0NK9ksEJAISgdqNADOMhNZ3pY5mTlvOpJ+9M1E4CG/r2IhcQAPNkg399s9dSZrZv2+OaWUfgHLd15xkxQFsWBFn/zq5K9TPxbmGVtPPKfNN96/THmd0jGyjbdDjVwiu22yQQWAL2o8yNZzVwYGm7Lj3R4DqRtQEvtayNmGtoI7rEtiF1iWsA82gpeV3YouJ1+4ywnubHls4802blD2gxveAO4ytTAdu5xLhHSFWyEZQPTmWeUyvW/ZJBCQCEgGJgERAZPYyi4xxACHD8vt2BFZBJnRR7KJfrT8h9o3/cXGsizIV3sZN9r3NQYfxGyttselgHmEbrbkw62IVyG2wNWrJIZQiZDskBwYeRVIS00AzI5ATIj+3xJ3TmlYj2rmEBTPlXVQJ4GzoUY4JO9hZ7zMWLSfnxWIin3CiWpYBzDWADaLn5C29VEoFpUqmsGG8/Lx8BKxbfy//mHKGREAioIEAO2VnotbZE6Buru/upDHKtPnDFceEkeyNMa3pK2T0JmXm07u3thaOPNORlXtcI+OJ2XtFtm+ApxPtT7wAAxvTWVaOMd9ydqiD85TS/41rS20a2ZA1aX4A3v/nQ4XabOjbar2WbXxBK15A1mUkUZf7iDZNUxSUwa9bjt32NTIzYUTjLM0AKCwcBaRlaLlvjeX8G9jCVLovbX6JAtwC6PGOj+teybvb36Xs4mxygoNuYsSTGAtnJBQL10a/iHnm36HxfllREA0ImmRy/ABPF5Hly0ZWHzcnGt46iGbBEMsGWRa7p4Hu9qAJHpo7TEEePRrcNOuIGveEoS4F91qeokBrTqp5HQ3cGlCUT5SgQ/QQ2fP6a3BCDe58/M6xkS6P8ZAiEZAISAQkAhIBMwTyikpp8f5kMI00EtH+xt07kQl6CrRvnBV6R/fGFV1zoZcwnZ+aNGngRt2QMWAXErNQMQAZqPh4UUfgAOZgRjYEqdZJxSu6dyVV9vXG4TYjmm61c8/bbVpOhDVVfw8n2gqDHr9v9EZWMNM1XmtZHr+cugZ3pV1pu0TNWfPzsZ4T6B5o3lx1+8FtcSxefblcUr+fDd3kh+DfhG0Vu/a6wTWAWdILEGCpI9lF2Tq9sksiIBGQCEgEJAIgAIQeyVmjQ5DpaxBmt9ubkEmcwNI9wo8y84rhZLQMqLunV7hhSu34TDuI4MJMIkP9X5E0o7J0ZlusAvF1dyY/Dbs2Jx0dhhO4DxzAbHpkBzDriZ0QKLo17trriFWwPM1D7E3fq9nXP7R/ZR+XRTQWlUDFim5HvBNkHEXGFuzdtUTcUAYn3CtcrDajQD9w9PC5w7UElWu3TOkAvnbYyiNLBEwQYIfb64sPg7rEg6b0qDSAmQwy29kHx+2MbadFrd98GNe+3hAnMoejAkApoSPsND6RniuMba0b+lDC+XwqZ37WnFVceoke6d+ExrTXjuLSnMwdZxFxt/VLot5wWvogA9cWOfQX0al/FLrnbBiTeH6vxyyNXudPEq19C4YyZ6LwvkQnVoNGD9nCaoaWoe/CqBZgy9mv25jph6bTobOH6J3e7xA/5LSEDVnL4pcR0/M+1/U5empgV/JF7WZHv7VU1zldJKZycqqacHNp6iSasSXRopvrRh88k0UcgDARmeMnM/Jo12kohhCmgR6IWsCLYLi1S/FrgkXacD9wbZQmA5UAhsA2CDbYrdTrO7bc7mDhLGCOoCu6WIS/C/V018fjTmefFlk1TLMoRSIgEZAISAQkAuYI/H0gGcFCZWCnsXRaztqZQM6I9u8a7ktNkR3KwrW/pm8+ZX6Yiv13xrJjzQ6ELV5M/9xiJPTW8uctZ2OwgYf1XkS0ix/zpfaELnwDpYMVGugtJ89SLt5LWLgcTWcwE12AMTYHbUz93LdZAxj9sik9u/CarSI1L5V2p+2mkZEjaVHcIlVWk7ui77pm5xcHZmOdt+LstOlEzCrDZUbsjF3GfO0uDi7k4+xDmUXKu4Z5v2GfM2cMAamGNvkpEZAISAQkAhIBYwQWQ8ds6ONK7Y2SVJYcTIZ9glB2pKFIjPlJQ6d8cnBlhqHxMe12m+mfObiwURdliWxvVZMmA9Rar6iNKZ61hGmguexhU1B3X4ROHH8uX9QN3n7yvMjs1ppX3du3p2xHwo56QtedLe+svPzgdpXbvKWXUMGMQOwgTqtdjs5W/q0Em09+qb7je+uZraZYyr3LRkA6gC8bMjlBInBlCPx9IEXU731tVDRxzSxrUoICFi/MOygekFO6N6YX5x+kUF834aTVm8sR9z9sOiWirMaC8nclamMguVcoSNCRVIVpOAaBYvqZoc2V/nowUoWHm/5wm55wJq9nsOLA1Rtn6Ms/T7T8eWRdjiWKGky05CnUoUBUX6/HDSOUTzaeLYIhjLN967nA0RyrtKvVMPUJJ+r5qOn8G7x37Pwx+mr/VzS19VQy1MRSuySmEXlr61tCkegZ0pPGRo0lrpFxZ19nUD+vFs5ftXnsEGaIbmo4hYoLgkCnmFhR49eOawUBAABAAElEQVQwfgAcvEzHx33doaBx9N2sHYmGbqE4s6GO60XbpXRFdrk14WCC08jK8A2HE/iCEmDg25jo6N9sqbY2u0b1cx1gzuYtKisCHTzWbUV4jJuDm6SBtoKT7JYISAQkAjUOgSvR91QW+Qd0in5w+jWCnmosWQUltAT6L2f/TukZXtG1MiaVEjMLKvaNNyL83Kh7E21jkvHYar+dvFep9dtydOWlHpgN+mcPhdFGpXaYGDj41crxN2CLy4XcimxuLWGj61ojGmiuv7cPNNANPJ0FPfSA5gEoQYMxR/UzQLWOb0v70lNLybmeM7Xya0XbUrbBlWipq01oMcGWQ13dGEOWTcVRdN7x2OlfCqd4LaD4Y7YZlrpabE3leKXkgXFHikRAIiARkAhcWwSqSN+7thdpefRi6I9LD6bQ6PZKKTPDCAP9s4FZZsaWeENXxWfLIE/QDVuxYVaMtpONk+vBZtdDSZwpBMsGlyExF48g85ar2r+9m3YgnCHJpE/TBkhCyRW6oSMykzhgkO2PNVXYAcwsj+bCOk+QMb6CKcZslCEg1KxZBIdCrxWBguZ9drzf1r8tMcUzC9sctWRn2k6tLtluIwI6byg2HkEOkwhIBKwiUFBcRu8tPSJoS/jhZ4v8BCfusdRseu+WtvQ7aKOZ+uSdW9pU1E5TOwbXVHh8Fqif4dBt28iLlh5KFcRkSO4l/K8q7k71KBzGtk8mdaiklXaBo/Xuu01/uE1LOHvy+Ep4Id9BcVFEnNkiq19XIuCZfuTgXKWm74gPlZpoxvO5PjDXsWDq57CuRLmp6IVVSU0eWKfWesPaisuK6YVNL1CkdyQ93O5hzevg6Pc3trwhsjLdHd1FpjDXYCuBYXBJ+pvC+ctOXmMx7PPnxcKG1D9gIkX6uwtH/89bThkPFQEH40Dn99cehW5xIuqkcNQk199jYUMdZxpzv11Kp6m2LWsbMtDZSMv3c9Qg1AM+p1BBJ263bX4NGdU5sLPI/K2j9Xtktg5fZ19BGb0nTeUFwmys3JUISAQkAhKBGoTA5ep7KktjdhEuNTKpS5hF7xwEnnFAI5c9GRqtGJxY5/lszQmLsYaG925ta9is+Z/s7OXgxoh+ylo4oOzAHCJXXyJnL/X1ecHxqmUcUp9xTVr/1c3y+zQ+Edd1NgjTMpaA64/r/3KdPh/olJ0a+2L72jmAl5xcQkyztz5xPbQZy/eC+i71iX+uuUT2Nz2FnsMzNw3vSTBu1YI6wK39W4vvxbWeqyk+ZnubkjaZtchdiYBEQCIgEahyBKpA36vya7LhgBuPZwiGkTFwABskI6dIMNsFe7tQM+gd+0AFnYVSduby8SSz7EvzAfa2X5wHuymeqZxcwxK3Rvk0/3fIm+YtV7XfPdKfYH5WFabu5u+rTzN/Ss0uEt9XPNgp3WCDrql1gFNyUzTr/4a4V96nApAglXcaLScnM2qywzhxhyqW9trYLqDy91RPb4/PirdXCK7bujR+Ta/b+eWJJAK1AoFP1xyns6hL8fLIljat9/S5PPp4dSzdhWwJD9S1eH/5UboLtNE9dDIiyhCO//jMfZQD5Yfr+Z7PK6FCRMzBP6gp3q4O5Iin9Q9TupAHqICvSFjRWPYsUWR/OM9G2XaI01uI2LE7+DUlOk1kAo8haj7MdP4FGJdWvITMX0RCcYQ9O5kFZa3KqsZ8hZCh62DoMb1C3b3P935Op7JO0bu930U9ZnWKED7AwriFtD5pvaB+/l/f/5G/q7847htb36ion8WZvuYinMCXHKngzL/ouXkx9OiAKOL74Jctpyuo+Qxz7ugeRlyjb97eM8TOYI6m5Hp9LBwwwNTf89FXCkOt3YkHgi78mlpfVh4Mlf7NUDflPD6RDX/2mFK3L2aB9bk1aATTkHM2uqcTomLraN+XhiVxDeCc4hzal7FPZA0b2uWnREAiIBGQCEgEmOKZMz+ZScZYWB8xUPLd1SNc6Brcv+nEWYpJUY/6DwdDid1k/3J2Lwc4thkPPbZcx07YAurnJKIs/GjVP52yyBjGG7bNdN2hvtrOu20nzxEHuLI09nOnFsi0KYWDm+n94lBqZFDLQHzXGVSoUef5ahZ2PPM4xWbG0oiIEbTwxEK861i+FzzQ5oGrOYXtcxt1Nh1bnsVg2mi05xsBxpmtRg32udnUt6n4XlyYvUlHuPSNFImAREAiIBGQCKghsHBfsgguaxFUGTQ3c8dp8dQ3BKq9vSTGYirXBm4R5G3RbtcNXFoPDG/U9CZlmayDqknbCWqtV9xWD5Qv7VA6REtWHk6lbhH1YQ+tK94XtqEOcBeUDmEdsSYKs85oyU3h5dgbBjC7oLNS/sbQJGieK3aMN2CHZR0xaZdxo91vN/NtVkGn7VBX2ydxoQgsjVKuCgHpAL4q+ORkiYB1BA4mZdH3G0/S44OaCgOJtRlsMHtmzn7xcHwCc/6L7QBPF3pueAvdqZ+vPU5bYYwphgOvVYi3oNZj6mct4YzPvKIy+npyJwpDBvAVy5q3kCWZSjRyGpyzOic0nKAElH+LH1fqUnBm5qpXoagUow7w+4YRymcZovjmwXjDFLVc+/fscaVdjbI2rBdRh8mm82/w3rqEdfTz4Z/piY5PUPP6zTWv5uSFk/TWtrdElPx9be4jpn9mWX16tXAMa01kqPmnMGUcXSrxE9+lh0s9CvJyobziUpq5PcFkKtMy3tQqiH5GfZQGoIPmrF/j7A12CnN03kYYZu1S+v7XtmXt+52oAX7XshB8wFkarITFLLQ/GujgHiLj/GKdi2TNOMe1gnNLUFMcLxQHMg7YhqMcJRGQCEgEJAJ2jwA7ADl4bDx0CPPyJqtQgiT5QqFon9KjcQUWn+tk/06bWBkFXjGhpm6cQOZFPnSqdpMqV8AZwS7I/lXJWBWDOMjRv0nl+Bu8ZaBWVLsMJPzSuqNpFV1MA334TBaYiuqKLODBCAgoLLmIDI+q1ysXn1xMXk5egiruVPapimsw3hgdNdp499pts3HPyd3243P930QYD+2svIg5AE18lPu4oEyd6t0wnkvlSJEISAQkAhIBiYA5AvmwabEuyfTPBmEWmV+3JQgtilntLuQX067Tlo6hF0bo204Nx7OrT2axqx8JPTIK9lXYUmORPGMu7kiMsMVmaz7Pyv7EzqGaI37ddhoZvw7UOdwXyUolxFnBHDS449R5kaCiObGadmxN2UqOdR1Vr+7uVnebtjPWDTuZtunVAWY2zSzYcdm+XkuEsYz2ixar5TJ1WsLBnllFWVrdst0GBOraMEYOkQhIBK4QAaa9e/avAyJq7YG+eBjbIEz9vOt0Jn0wrh39uDme9oDS5KMJ7cRDU2v6P7EZxFnGLAOa+9O2k+cFDQdTP6uJJyLi+MH75pjWulnFanNN2hJgwNj+DdHAV5BhaaPBavUbqId2mmj0F0Qn1xLt/VXJBPYKNjk0bfxQoUhjh3FIe4WK13SEslcXGYx3VY9sCcPlJeUk0UubX6IBoQNoSvQUQ7PFZ0FpAT25/knYgOC0929Fj7R/RIxJzUulZ9Y/YzHeuIGzf4szu1BpdqWx9KnZ++jh/k1ETeBvNsRZZF3c3TNcZGVw9s2krmF0AMEJB1CzjaVViJe4T//ajawUe5ToMVB2bXjk8T3dfIRCA910qHLf5aTAWLfdrlDp06iPyDjn2iXFFxGAYUU4U5gdxXoRj1YOIbslAhIBiYBEwM4Q4NIRzC5yO3QKc/lx00nirIBJMND5ggKaZTf02x3xYNlQkdbQQzo2rq/SU0ObDswiCmhFFNRGWUBJIdHhBYouYsgINl/aiA/MW27o/q0dG2m5qsV1zYBRzyBDQPGdg8DS6GAvUQe4SQMPUWKmqmmguTwKZ/2ObjKa5p2YR851ESRqJo08GgmWE7Pma7PLxr1GXU2PXUfdMCgG5ZwB00wmUcYR0zl2tsflb5iaO780X3dlHGAoRSIgEZAISAQkAuYILEc5uwKwiIxuV+kA5pIjnLTAZSY4SeYLJMGYC0rMQi9tbN5s3/tsHGS2RLZfsbDtSs3GM+Qtpb+K/x3RtvI7Mj/0sdQcYZcc2CJA1P11Bf3zRVwvlw7ZXMOSTy5euijsYSUXS8yXSQ51HMjHxceiXdERzeyQWpmuWdARWWoZDXTHwI5CZ7SW5bszdaeCj/z3ihAwuwuv6BhykkRAIqCBwHf/nKTYtBz6v3FtLTIj1KYcx9gPVh6jqb0ihBOPs3qfHNxMUGSojec2pot+9I89cPjWoTYwnq2PPUv8iw2GX1VxQVow00Q/M7QZGWhTVAdaa2TH7MJHlUze7g9bG630n9wAh/HXisPXI4BoAeZHDiAyr9Eav5low/ugzIMBJbwvEdOZ4JGgKo9grJYhTXXCtW3kur/PbHhGZCa83fttBNhpXDcu473t74n6Ec6guP6o30cikoyVianLp1IZ/lMT1u34h+v+FqWZZjfkFV8kprvxcXUEBXgxzULtaGPpCuoVNsxNRxYwK2CNQO03fXO8GMLXeVunhrQSUZZZCA6wO3F0oYoafLqLA7js8OXoM46g5ExgNz9kAcNoa0fSsn5LauDaQNQCZkXWmrgju4Xv0x0pO6wNlf0SAYmAREAiUAsQuFhO8czsIqGgbjaWw8lZtDM+EwFul+i+PniWlouaoc7Q99XkjobNmv9ZgOC6o0uR/Tuxci3Hlii0zwXnFOabyp7Krc5TK7erwRZTe3cIUzFmlV8bB5xyNgdL64ZeFIb7oC70SXb0sx7KNNBrUBOYM3aqStYlrqPzhedpUNggWhm/kpilxFye7fKsedO13TfU2zOc5ZKOHs3vT1wWht+J7FhcHVwpxEPbIGxYOmd05HE5ISkSAYmAREAiIBEwQmDWzkTqiRJ4xjrm10hyYPnPQEPps3ixb/zPuM6NjHdrx3baYZQYgfPQ4ADeP1t93casNOojrqiVywlGNnBXncsaIJcNGQKmGHb6NgvwoL0JFyjS353WHctQnVNdG4+eP0qZhQjiUxED84lFV6MuaDKzt0FHUpXU/UReuH+TapfNrV2DdtAGERSg4lg3xmlFPLLcpVwxAnWveKacKBGQCOgicCI9hz5dfZzuh+GrdUNv3bHcyTWyHpu1Tzjl7u0dQU/M3kvdI/zoEdR11RKmRbl/xi4qwlwfF0eKTc9VnIMaEzgarhBpwQ8iG5nrxV6VrHuHiGv0jvmSqG4964diY9iCR+DQ7UPU7SGiJU/BS41siLFfYb7Rn6J8ZIb8dZ9Cv+seaJR5qWI8GvymUrPV+tmv24j/7fifqEv2Uf+PhBNY68Tzjs+j+SfmC6PYtAHTKowkL258kRJzgauOXCpzpYKkKfAEw0FuJs/NOwBja4Rgdvli3QmTLGB28t7TK1woWhw4wDX5/j6QTOnZ+B4gYzs0FMbaeXvtNAu4/wtmaGnscoYOU7WkHiTyDlPqAB+ap1DpaEypac18L3CGOlOucIYGRyzqSWZRJmUVZ9HBswdJj5pF7xiyTyIgEZAISATsB4H1sel0ErVeWWc1l283KNm/w9tUOof3gtFGy9AzGEFpYagjazfCQWNc3oTr/xpk98+KPoFgKlVpPvKa0PKpnusyGo3pu9WmLdybLJpZrxgDmsYjqdlifzlqvrGxLy27CGxGeAeoIpkTO4c6BHSg/Rn7kUFiZlDDOeriv36h/arobDYeJry3jQPLh3kEIbjVvh3AvFKuA+zm4EaOehnRGMdOfSkSAYmAREAiIBEwIHAyI1dQBDPNs0FywTiz5kg6MZthn6YNaAFKkKDShIW8PqqVRZvdN8Qug/0UejTrI1xi4tBcyyV7A0voatdKxhhlapufg1kuG0PPj4Lz1wG1gJnlsntkfVp/LL1KgwTNz1vV+xsSN4gECrXj3tHyDrVmJEx1tmzndwQ1ycsgCm5X6+oAt23QtgINvfJ0shxdBUxXtGHkdbmi+XKSREAioIJAUSmcuTPhzK3vSk8MbqoywrLprb9jQM+bS5/f3oFeXnBIREd9Mqm9oM+zHM1ZoJdQH/iAoPRlr28xsiyKtNJ+yw/A+tHtXUPpedQTZkONphQhmn7JEtMfbjMIZ+huheN3ABxqDZoZWvU/lz2nZD6M/RoKCZxph+cT3TwNEU5G0eGcIbDoP6BGQ3ZEcQFq/yJCHnVHVaVhF6Lej6t23ajGWUdnERumXur2ErXy01Y8d6Xuoje3wnkNeabzMxV1f38/8jstj1+ue/n8vRXC+XupVD2ooBgO/noYw1F453Its4BHQTHzAxXjjK2naQIUaq7Z91t5vWCm0RnWOgh1VU7XKEVMFzDjztCuqNPmYdyivg1qbuH4jVtDFD0alOXxRHnpRHFr1cfX0FY2kBaWKc5/D0fruLBRtQw1uHen7a6hK5aXLRGQCEgEJAImCFjT90wGm+78sPEUtQv1ETR8xj2nzubRYgSXlUEvfbifEmzIOus7S48YD6vYZm30o4ntK/btYmPXdHi/hlTquOfiFDabPM7+1dBrb/u+Wi59WOtgcnHQNhn8sPFkxXWzAzgPNNDNUdvt7/0pgsEo0MuZFu9XnMQVA69wIzE7UVDv3db0Nvrz2J8igM38UH0b9UUWsvb1mo+vkn2m+bbI5tB5z2KWGX6X4hp9dixRPlEio8Pa97Hs1DI7RkEuTSIgEZAIVAMErkLfuxFX/+euJPIGqx2zzBjkj+2nwXJ4if6FsiN1wX74zt+HDV0Vn5wx7Ip6s7VOYhYRNRsKXQRBhglbFTY7cxBu+c68pUr3ucSclmw8fpZKUR5xMJhhTiJpCV8jeSCBKSWrkI6BBbOmyPqk9Zp20lFNRqkvw60+yiUq70MVA7TeBXgAj0/ei2QpDSdxxUHsZ8Pf1Z/8XMC6COHAQS1Jy0/T6pLtNiBwnd+ObLgiOUQiYAcIfLQylo4jA/izSR3IxdF6diwbRn6HE46j1ZhObe3RdPpwfFsK9AJtrYZ8g+yKJQdThIHNH467rAIdujEcg+uwjWwTTG+PbaPv/OXzlcIgsXOn6Q+3sRgydMN6EvV8TGmz9u+BP4m4Ftrw/0NEGo6z5GklK6L1baYzt6Iu8NG/cX4YxzhS6jwMZmrigOi2e1eq9dywtu0p24mzfye3nEy3NTNbl9FVJeYk0n/W/kdkLdwceTPdGX2n6N2Xvk/MNxqquvlMp+epgVNL1T5D4wcrjolawLz/+VrTLGC+H5n6e86uRBEAeBvqu7EyzUELLHd2bywyerbEwUhpb8JBDx2n2LYqzszgLB2ew5nqniFE+/+wbW4NGdUtuJugdWa6lZySHKtX7ePsIzKGJQ20VajkAImAREAiUDMQ0NP3dFbAFM+sJ9yH7F/zgMIvwT7CNMC9YIRr00gJVvsHhp9doIRWk6m9woWRT62vRrad2U2Uso+o872Vl7/nFxjloNNDpVAVPwSLotRCdRTWG0fDsasl8efzKRE/LFEBnqLUCJel2XbqHAIRi/DuEVLxvqJ1DFvbOcjS08mTnOo6UXJeMgj1LlpMfbHrixZt17yBmZAa9zI9TR2d97986NjF0LuS95jOsbM9dgAXIKhSjabbeKkHzh4w3pXbEgGJgERAIlDVCFyhvlfVl2HL8UrgKJy7O4luATudwZbKgYRcXo9NM/eDzZBrx54vsAyi+ux2OwsotAWw8wjES8VzNHqsMno3ghDVJLynWmuVtbHtmkvMqQn8vbRV0EAHUCbs1k2RCRyPgFE31ANejRJ0NUHS8tIo5lyMqu7p5eQFe7uO3tcIiSjQXU1EixEo/6xif+TvtBZJ5yAlU1qrFCJDwcko+SXKO0ctgqbKliodwFUGpTyQREBBYBOMXKyc/Pem5jZRP/OD74V5B4kzMyP83eg9ZEjcDwrfgS0CNSFdBIfx+8uPin6ut5WMyCm9X2ZHcD/3bepP0yZoZxRrnsy4gzN0FzysPJBu/c426ud0ZHwsfhx10G5XlJI/4YDjqKYRHxofGdmV64hWvYpjImKvUTfQXmw37Tfee+Igxumt2Hjwtd8+nX2ant7wNHUN6ioyerXOmFucSw+uelA8tNr4t6HXe74uDKdncs7QPSvu0ZpW0X5L1C00pdXt9MZo7exiHnwRP6fP5ZIvMn3VagGzk7cEYXcztsTT3b3C6SwyhRftU7IzuE5w80BPZAjH4yh2KD3+bduiCs4rQQhHFqNO9UDlXj+6BNnp6gZs2w5avUZxTd8ewT0E/TMrU9bkQtEFUZdj45mN1obKfomAREAiIBGwYwRYzw3xdqHhYA0xFnYEztuTJIITn4YezMJ1gN9dAl1QRZzAQvL8iJYqPTW4aedPYBEJVTKAeRkcwb/3d2VBKpTFomPqcqW/mv57b+9I3Sv7rrwmHw8a2yGEjqbmCDaapQhUZedxRk4RbYfh72qEDT5zY+fSuGbj6Pejv5NzXQTpmYm3szcFewabtV6n3Sb9TU90ydIwbTKAAwLsvA4wO4BtEdYvpUgEJAISAYmARIARWHYoFfapIpoE5kKDsMOXbVZs0/T3cKbn/0KtVDNpi6BDfw/tBBqz4fazG7NQYSFh5hlmFjm8yHJtjXtbtl2Dlgk69Ze/QoBo+1Bfqg8bpY+bo3Di92vWQHzf1+BSqvyQG5I2qDLP8ImGhQ/TP18o2CvN69vWc1Sfk3JIofOO36Teb6etbEtnyS/Wd/BuTUaGu5QrQqD6eFCu6PLlJIlA9UKAnW1P/bmPekf5IytC31jCV851LB78dTc18HSm/wyMon//sVfQpT03rIXmwrZA+Xly9j5kV8A/hQirBBjbuLYvO/3UxBm0bR3CfOmryZ3ISYfCTW2uRdv2b4hiYaRiGmfvhhbdFg1FiG6ffSeRbzjRyI+Ilj9LdDaWaMIMIlefyuGZ8URz7kbGJaKifCKIzuyq7DPfmoIMYQ8/89Ybtp+RnyGcuvVd6tMH/T4gB3Zgq0jZxTJ6fN3jlJSTRKFeofT1kK9F9mVWURaNWzwOdDb6hqJuQd3ole6vCIcxU+EwfYreH/BZO8/gHgxHbifRJ2uOi3vNcFkBiM6bBPrnH1GLIwjbA1F7j425bKTlTJ47ejSmVYjES75QYJhiP5983zaw0dh87oRC/xyKaLSsRPySlSn05faDBg0IG0ClMFIyPZ+no6fuygyZNiezTlJKboruWNkpEZAISAQkAvaJwAkw3HAg4sP9m4g6Xsar/Go9npsQNtB1hO7Jwmw1WvRuH09qJ0pRiIH28A8HiR36i6jTXZVBkkdgiDNE86utkR2W7v5qPdWmjSmdOUhVS+buOSN0SO7ngFam/26C7I6/D6RQOxhkQ1ESh++Zq5H5J+ZTfmk+tfVvK+r/qmWVPtfluas5xdXNVa0DjBc0LXF0tfs6wJHekYI5xkDrpwUFt8eex/uhFImAREAiIBGo9QhM33yKmMq5RZBXBRbMcMfCpewOJl2gxMzCij7DBpfSq5XCDmCmf2YmmVPrYbMqsoRh3I+WbdegZWKXMM2jMtPlRSQUDW4ZQGcyCyivuIyaNPCgw8nZSF5BaYxqLnoO4IfbP6x/9YIlhi2zRoLkIFVBuRPi0nXxtSvpoksQnOSQkkv6zKYL43C/S7kiBPT8B1d0QDlJIlBbEeCaBv+ZuUfUpfhoQjtRl0IPC3a2PQVH7hk42T5FrV92HDPFyRf/6mBhUDMc50hKNt03A85RPDuCkXmRhAcnO3/LzJ4lhvFcs6tFsBf9eFdn1MKoZ2i+ss+U/UQrXyHq/ihRcysRTnwGzhZeBIronFTF4cs1f/fA8cuO4OC2lddQmE00819KVjFHw3OtVa1sxEFvIhuzT+XcG7yVA/q2h1c/LLIivx38LXHmgZowZc3b296mHak7yNfZl3666SdimpCSshIav3g85ZZoPPzLD8YR9B8P+BhG0soosTfGtLLq0F9+OJWCvJ0pGzQr36yPM7m0h/o1EU7h31Dv99EBTUBZnksrY/BdQZhuxw21U7gWsF3KoFdtW1YOnJxejYgyjiNrHcZZLziP98+0bW4NGdU/tL+IZLyolZVktg5PB8VJLLOAzYCRuxIBiYBEoJYg8Mnq4xSM4LEJCCQzFma0mb0zUdT1eqY8+5fLS7yjkf0b4e8u6IGNj1Hjt3f/ouiwHaYoS2FdeOuXSmaGVl3ae5bViGU/0LeJ5nUWlJTRGpSvYQn2diXO6ChAkOuu05niXWVU2xCR4VFcqhWuqnlo0cFBlL/F/EZDw4fSorhF5FoPzlMzqYuwSC6tcsMkCO82Th6mp69bqbebdmCPgwUSt4MKWj/TwWJeDWrg95Zmvs3IA7jUw396svgkGHekSAQkAhIBiUCtRmBf4gXam3CB7u4ZXoHDqYxc2p+UBWehO7UM9qYnZu2r6DNsNAv0oMZ+1bOUhuEar8lnZrxSLzZ6jHL4jZ9YnsYBOpNnkGX7NWhhGuhwP/WAQTZZb4zNoJHQCZnBMgBJUJzp7eJYt9pnAWcXZxNnnhoSIoyhc4SuxzVsdcW/GZKYAjHE3AVnvl9+FB+8YyVsg6Ff3xmqe84a1hnuFU7ujsrvcB3NmjmoLJlxoIatrPpcrsbdVn0uUF6JRKCmIPB/iErjqCZ24OrV7jWsh7MyVx1Jo4/hLP4CdVpPZuTRt3d2Ij9QmqgJO4rv/HE7sfHE38MJjmPQPltx/rZq6E2/3tuVPF10DBBqJzNvK0ZE1tz7iIJaEw1+zbxXfX/TNNCPzCMa87ni3OW6v1x/tcMdleOZFm829s/BwVaKhxvqehEyYlWl9USiPo+rdt2IxqKyIpHRyzXIvhn8DQV7IINDQ77c9yXNPT5XFLT/ZfgvFOAWgOyIMpq8ZDKl5OlnUjZwbSCOzzXPjKWhjys9PbS5cZPF9oGkbBoNBQuxBvTtP3EmGb0hmD+uUyP6fuNJ1Gvzpu6R9ekL0LKws9rD2UHUCWbncE6hHSodzYYptCoWiKk0cP3fozBKtRmnBCck7SRiWnM7Ec5c7xzYWTiBbakDnFOaI1a+NmGtnSAglyERkAhIBCQCtiJwDNS+nNH7n0FNydnB1KFjKE3CtNBtGyksL9+DXSQ12zJLg883+8Hutp62ZoxjnZaZctpOgKGNjTwQdvBxnVfUQSW1QCu3BkT1I5Sx1fzfMaByZspuLfm/8tI03M8ZIAkIUuXabn/uShQ00FkIRlx3THESax1Dq31Z/DJKyk2iwY0H07rEdVRQBjzNhKmhzetRmw25trtc+63JAJwDL2cGuYh7Qk/K0H/qH70RNb6vlV8rKiotIr2abrzIf5LsG4ca/0XKBUgEJAISgeuAwE9gqGPWkEFguzPIm3/HiM3nbmpBB5D9G4eAQ3P59o5O5k21Y3//bCX4jO1b+edRB26j5boHvmzZdg1b7ujeWPPoH8JmztndvqCAZibC1UfSqX+zAOKSIdVZ1pxeI5J+1K6RS6pZFS5eHY5EJmZ/MRbzfUNfThoCBJEkxElYtURYh2fWSxYuVacl5wrPaXXJdisIaL/FWZkouyUCEoFKBJjWjCl0X0Qds55NrET/YNoSUKJ9BgfwM3Dg7UrIFI7gzyZ10KwZfCG/mCZ/v40y80vIHc65NNTSYvMCO/bUhGv+svHtl6ldyetqnb9Me8vZu3B40sTfkMWg/ce44loOwfG75k2ifs8RhfVUMnw56mn4BxVDwBVHtPBRUFugtgEbQPyjiJjuQk04qn7cd2o9N6StBPUbXtj4gog++mLgF9TUt6nmdfxx5A/69sC3ghr6x5t+pHDvcHxvF+m+FffRkcwjmvO4g7OFfx72MwW6VyrAxhPu6RVOrUK8jJsstn/ffhoOXk9xrxgb53jgI/2jxD31x44E+veApnToTDZtQFQey729I6io5CL9sT1B7NvVP1w/uvPdti2JaRsNtN4cgceO+J0/2Da3howaGTkSpALKHxM9Zct4OZzNXsjOcSkSAYmAREAiUGsQ+GR1rCg/wgFkxnIQmRlcs41f3lkXZuEyEh+vijUeVrE9pUdjRP67VOzbxcbBOWC9gQGr52OVy+HsXy5vYuwUrOwlum+18V613mZmmNvMvnfjC2YmmfizMFZBBoHej2v0hfq60ZxdSRQFij+uzccZ4pcrHDD57f5vqV+jfrQqfhW51FW/b57p/MzlHrrqx0cNwTE1Xs7UzsZZOceWqvXYTVsr/1aUXpCOnBd9s9Pp7NN2s2a5EImAREAiIBG4fAROwbH794FkUUqvHme6QFKyCmj9sQzhLBzSKpAe/m23xYE7N/alCOgZtU6YZWb/H0TRY2Gjcifa9ZM6BN0fVm+/Rq3jO4dqab0Ug0BSZo0ZhmDR1JxCkQEchZIhB/AekYjShtVVlp5aKkqmqV3f052R6GSLRMABXGIWvFCiYU9LhuOXWWXsPEjQHLY+jYARxGCbNO837Cdk2aGN2rC4a/ipr4lfwxPLQ0sE7AUBpmV+bu4BGovI+KlwyFmTrXHnRA1fjqR3A93FtxtO0ssjo2lwtLqTj52/E7/bJmr9umI8R9CzOqRlXuA+rg87A5m/nMl5VcJKxfGVcMwmE932I+r+mhr8VI+duJNo/kPImByvGMFmToSnGo6z22ci4snIaLPmDaKDf2IhcDBzTdazx1QPR5wd8eA/6n03oJVpm5/d8KzIQPig7wfUMbCj5lXMPz6f3tvxHr6vOsSO4tb+rUWG7UOrHqJd6bs053GHt5M3/Tz8ZwrzCtMc54BMjI8ntodzWXMIamtcFE5irse2YF+yiJo0jA6t7ybonr/dEEedGvtQu1Af+hJZwCycxX5rx4b0A6IwC6Gk2Z30uQxDIRtvD+BeZWodpnDcP4uIqcvtRAaFDRL3KC/HWh1gHuNSz0VEQLITWIpEQCIgEZAI1A4E9iBgkZ28jw9qZlK3l5lDXlt0SOimU3uHI3PDTQDy2qLDqiVKPKGbvjG6lX2BxkGNWz5HDbZh0GmbK2s7fwoMIn8rQY5qWrs39Lv64TUKh0dQ91lP3l+u6PKO0E85SCApM19kgP9zPINu7xoGI266CRuN3rEMfZz9G58dTyMiR9Dy+OVUeNHSWNahQQdy1cqiMBzoenw2ZQewmdTlAAAN4UC62OV4T8L9Y6fCGcAc+NrCr4XuCsvwPhibqR4wojtRdkoEJAISAYmAXSDwFexQzIY40ajEyBuLY4QG9dLIlrQl7qxgQTRf7FeTte1x5mPtaj9hK1FmPFH722FThd1261eWywvrhWSGepbt17DF29URtkVfzTPMBMvgzWApTM8ugs3RWeiJTAPNSVXVUc4WnBWl/NRKpjnUcaBIn0jbLjuir8o4DTtrXipRoy5KspTKLHtt6hrUVSyN2Tb15Pejv+t1yz4NBHTcBhozZLNEQCJQgcA51Cx48NfdxHXM3ru1rVXqsRgUuH8ANXy7RtSnjnC4vfH3EXqgb6Sm4zgzr5jGf7OVjqflwLBRDzVby4SBTcv5yxd2X58I+vJfHUU94YoLvdINprtNQY2NZjehED0eQNaEFZCZk4gaQgkb9SnRvAdQPxUv8/+abeo83v4t0WbUp2Bnml8zjDmifmSuAfAMjElMmVENpBiZyk9veJo2JG2gj/t/TAPCBmhe1YLjC+jVLa8KxxqP7dWwl5L5u/I+2poCZU1H2Ak3fdh0ivS2rkw0C/Sk54fDga4jc3afoSHRAYIy/JUFh2BnqryDHh0QRedwn/22LYH+g+2d8Zm0EYY6Fr43uS7H/L1ndI5eQ7vc6hNF9Lft4ovg7C04D0Mtvg+mKC9BdCI7ge1EfFx8qGOA8uJkC6VKYZlifF0Rv8JOEJDLkAhIBCQCEgE9BNjJ+zYo+KKDvejWDg1Nhi4Gq80e1Gtjhpr/DGwq+tagxMmqmDSTcYaduQ93t6ovG8bWmE929LIu2+uJykv+50Ns6+iv9yytHFtDtti53yfKX/NqlyNAIA+1f1nYgJtXXEZcsmTmjkQa1S5EvJswJbStUnqxtCL7d2X8SnKt66o69cP+jHU1EK8QogAObjD63nVpoKGP5+L3JGVvNbj4a3MJTXyaCCq/QFf1QGfjs849Ntd4V25LBCQCEgGJQC1BgLM/2eb0IOxPLrB7snD274rDqdQAtWJHtgmih37dY4HGCLQHIHGhVso+OMF8GiuMi0m7YK9SocadMOOGQPNQf2075ucof9gN9nAua8hJJ6vxzjCsVRAYYxJFsswNuWCdk7LNi9+D1KRHSA+1ZvU23wjYxEOVzF7jEYIpyLihfNvVB3WAYTdGGY3aIqGeoaJsorX1sj1eyuUjUPfyp8gZEgGJACOQCwPHPT/vpHwYN7h2ryvqXOkJKzV3Td9B4XAWD0W272sLY+junuH0wvAWqoYwdi6P+2YLxWXkCiWIjSgs6o8exUf65phW9BKyieuWU6boXY/VvrQYorg1cPx2JwpuZ3U4ZacQ/XoLCPtBkctU0UwBHbuMaPzPpvN3/0K07DmFVpezH85pRHvXdSR6/vR1j1jTWihHIT25/knafGYzfTLgE+of2l9rKM07Po9e2fKKoAn5YtAXNKjxIGIj1p1L7xTRY5oT0eHu4E4/DftJl1bafP7UXhGo4etn3myyf/psPjnivtgPepU5uyuNbxy8MAlGOq7/y/Q5HK33v2VHhZM4ElQ6rIwxvXlpmR1mJ4z4wAQj3R2mPj+G+7kRotJcvBUaaA1FUPc41bRzTBSymyFMt+LIv3s2yJqENaKWtQ1D5RCJgERAIiARqMEI/F3u5H0ZGRjGOibrwq8tPCRWxtkZXHaEmWqemKXu0BrXsRE1D8Iz1J6EszfXv0cUOYCocbkhiLN/mZaPWW7UhHVrHxiBaqA8c1NzzavmdxRmlWFh/bJPU38EP16itUfTKR/3CrMfMQ00s9LYIn/F/kVMDTw4bDCxzlFwscBiWnPf5hTgFmDRfsMamg3FS5m5iaWO9uXUwfsj65d2Kg4oo9KifguyVgOYl78pGWWBpEgEJAISAYlArUPga+gOXsgc/Vc32AfL5aX5h0Ri6yvQL3/YeJJyygPMDP2oekfTJrQz7NauT2ajO7yAqN3tsJdC51j9huX6PQKJPLSD9iwnVF3LgOaBSGAy14WU4+fCrn0CZUM4MDDhXB5dQJnD5kGeFH8un3adzqy6i6iiIzH9s5a83O1lrS7Ldk5qagod0VBezjACdmJVyTytJJ6c3qzabY+NXEqIE6esSXJusrUhsl8FAfXfSJWBskkiIBGoRKCotAyZv7voVEYe6ux2qaC7qxxhupWaVUh3/rid3OEkHt+5Ib22+DDd0T2MXhsVrer85azLccj85ToYzuD3ZSezluAxIsZ8f2dnmtIjXGvY5bVzXV7OZghsDYNWf+tzc5ExOmOMEp00BYrIju+Jtn9DNAIR+WwIMQjXTl2M2mj14GBiaucL8YYe0082hryQpIwz7bkheznFOfTomkdpe8p2+nzg59S3UV/N65h+aDq9tuU1qoc1fD34azGWM4dvXXQrHTh7QHMed/i5+NEfN/8hDCW6A8062Rj7EZRfFx0u6FgoWf1bAHPI28g8P4+sX4M8PrgplcDB+/U/cSIg4TAy1Rej/goLZwjzfWiXWcANmpVnahiQ0PnkyLv0w0RNBiK6EoopU5afXKczoWZ1DW48WNyzTFfu5eRl9eK5llseapjsTrOsw2N1shwgEZAISAQkAjUGgezCEnoT2b8cvNjTLPtz2spjwnDTDvVdJ6LmFwszjeSAscZcPF0c6IPxbc2ba/5+DPTedARNDnixci0b/k87YpNHTZ5TObaGbXG5kOZgn9GSbxE0yDoly/19IpHBUwj9og7NguOXaaB5f0Nsutb0inbWvb/c9yWNajKKZh6bSe713Cv6jDc+HQDGoeokTANu7vg3N/YZXy+PZSOuHUsb/zZ0IvMEhXuF664yKScJ906J7hjZKRGQCEgEJAL2hQDbmjj7k3UGNycHsbgT6TkieCzE2wVMdoH03jLYXszk2WEtkCijjDfrsv/d/TPhHERQXKe7iHJSiU5vtFzz+BmWbdephWs4j++kvBeonfJ12MMn4L3hQkGpoIHmsoqh9V3FfaA2/ka1se5yIOOASJIwvwbnes4U4gnml8uR5sNRSu6C6QyUyVCVVNge+fjHV6t222vjiIgRYmlsT9cSTlpJyE7Q6pbtGghIB7AGMLJZIqCFAEetPzV7v6DK/W5KZ9RX9dYaKtrZ+Xv799uouPQi3YWM39cXxdAEPAzfHN1a1fnL9bLGfrlZON24hlZBicYDAUfnX2Bfdyea81APzRrCuhen1pmwjWjO3chMCCNqjj++1uiX888j83es8iCbsogoZiHRhv+hEPHrRF3urTzDNjiElzwNp64TMih9kUKdUtlnvMXZhy/C+WhcL9i4/zpvp+Wl0d3L76aYszHCoduzYU/VK2BakGm7ptG03dME1dlPN/1EPUN6CifZsL+G0amsU6rzDI2hHqE06+ZZNtE+G+YYfzLF3ju3tDFusthedTidIv3dQMlXSu8sgbGyXAI8XUAdHknTN8cTb7OS/cGKY8SBDq0behNT63yy+rjYN8yxm8/hMNLaKpzRcXwVUVA7ULfAELnpY1tnVvtxnk6e4n5lZcoWGuiLpPxdmhNbc43Y1f5LkRcoEZAISASqAQIfoK4rZ2++bla3d3/iBaE31IWeOG1ie5EZvAE1XrVqeC3+dy9VvbcaLPHKL+EinHfrofNGDQFjTlflOOdPIvsXhrny56TFwXv/F3qw9UAri3nVqOGpIU01r6YI7zu/ob4bC2cANwv0gG7pTDO2xlPTAA/olV7ivhEDdP75/uD3xCUnmvk2o5hzMZRXlmcxuqlPU2ro2dCi/YY2MFOMZzAugUN0y+ViiWFL/fPccQQRHFXvs4PWzkGdKTkvmfo27Ku7GtZB1yeu1x0jOyUCEgGJgETAvhB4b+kRYYO6p1d4xcIem7lPbH8wvh3d+8tOPB1MhemDH+zXxLSxtuwx8wyX1IseQ8SlJ1a/brlyRzew0nS3bL+OLY8gkURLtp08T41RVqQtAkg5QHT54TS6uU0wMeOQoZSI1tzr2c62Lk58UJNbm96q1qzfFt4Hdm7YEZ08TMepBQpeLAL7YGfYH1eajrXzve7Byn1bZh5MabbuHw/+aNYid60hoH4nW5sl+yUCtRQBrp36Cqjulh1Koc8mdaAeTfRpd9n5O+m7rcL5+3D/KHp7yREa274hvXtrGxMKPQOch85k0cjPNlFSZgE5wfnLRhQtYZbn8AbutPDRXnhw+mgNu7z2xJ1Ev41TKJtb44FWVzvqRhy4ANFLv2FcNhy2U+D4jV1OtOpVor4wbvV+svLcWz4nWv4cjgfnrmt9IjhVVYUVlZdSq43z93jmcZq8dDJlF2fTjOEzqEtQF9XLLoFh56n1T9H0w9OJHWlzbp5DHQM7iqik/rP7U0ZBhuo8Q2N0/WiaefNMCnIPMjRd0eetHRuCshlULxrCdxPfN8xc/NeeM7QOhlqDPNQvkvwRTPDm34fpuWHNKflCgagLzP1PDWkuarD8sT3BMNx+PiN6I9gh3Lb1cHReMjJeW4wkKoYh8tQ/RPw7YydyR/QdFStxqedSsa23wYY6pjeXIhGQCEgEJAL2h8DehEz6bftpenpocwpBoJlBOEDsPzP3CoPcYwOjqAlKRjB7zSO/q7NCPHtTM5RAMTN2GA5Wkz/3/qYwghhn/654GSsyN1WWL5INPANfqMkrFtc+JDqIQrydNdfxfwga4NIhTOV2X+9ISoJOeS63mBbsSxYZPhuPn6UYsM1oCUf1/xbzG01uOZmYWcepDoJHVYTLrFQ7YSrGlqOhcOO7Nhbd8hpQzg/OMR5tV9udAzvDHV6H/Fz135t50bOPzbartcvFSAQkAhIBiYA2AlviztLKmDR6FvYnQ+3f5YdSKQYZoR3CfESZvS1xSDgxk+n3qNvlzIbZ527cWqLzcUTdHoJNKr886NBsqWO/MWu4/rtByN5uD9YYLflwxVGwY4bSSbBqcpKVs0M9Kiwpg654RmvKdW3PL8mnRXGLEM7JVlRLebKTkb3bslu9hZOcmgyATdzXtF8rC5jt7RwkyKVlaol4wDke6KZt0zbAsC5hnWFTftqIgHQA2wiUHCYR4IfSi/MP0swdCfS/W9vSsNb6zjqua3Db11tAZXUJ1MyN6Q3QXIxAVBNHsTElhrmshzPu1q+2iNppXM+iuJw+zXycYb9nE3+a/3Avq/TThvFWP5NgtGNnbhCySMf/omTq6k3KwoP5p2HKw+jO+Urm78qXFMfvAHyysKdx3XtEK2EMqwNDiAsUgNxUpc/8X2dvJfO3npnBxHzcddr/J+kfumvZXeTj7EO/j/idonyjVM/MFHUTF0+k1QmrKcQ9hBaNXUQRPhHED6Sb598sshdUJ5Y3DgwdSNOHTSdvXv9VChva3sW96esGR7uGnMjIp15RfiIv4Zk/91MWam6wMN3OyzdH0+oj6ZSAetUTURf4szXHhUE3Chkb4zo1oi/WnhD3p8aha27zSFCVX45wFB7TozvCGL5p2uXMrNZjuwV1Iw9HD2Gkc+fIRBuEs3O2Jm+1YaQcIhGQCEgEJAI1CQFmrnlh3kFqDaYbZrAxlmkrY4WuEO7nRg8jwp8DJO9HhkZesaWRJDrYkx4Z0NR4un1sc/21tW8RtZ1I1LCjsqaE7ajnukR7fXehvIq14Ert2dWmh0uPvAKdUUsKYMCbtSNRdI/pECIygIN9XOh71PAb1iqImLWG6/mpCTPqvLH1DVHXN7som7KKsqj4UrHFUNZZQjyQ+VIdpdVYJIAr+nXF5ekGy+F9ad9vyntTxQT72eB3HM7kPpV9ikLc9L8zLi3CgbVSJAISAYmARMC+EWD7KpcmY0fvaNSDZWHd8/m/Dghb1UcoGzLpW0s7w0jYVNs01HYs2jdqWB2X2gtupzDPrH/fcrmgJqZoBKJVA3lmaDPNq/h562ka0y5Y2CE5G3j54VRRbuanTafEe4XmxOvUsTx+OeWW5KqeLcwzjFwdYAu8EuFSIVlJpjO1HMCpB5WAwhOrTcfb+d7wiOFWV5hZnEnspJdiOwLSAWw7VnJkLUaAo9j/O2c//YnaFB+Oa0cT4BzTk92nz6OG7xZyd65HNyEj871lHN3UiD5GnVZz5y8bOtggcs/0nRVOX/iMNYVdxxwhN2NqV/LWcfRpHkCt4+R61PCFkhDQEnXJ/kRRYStZGulHiH4cAg0ND8SpK5So9fVw9A56VaF+hiOSSgqJ5t2v0EHzOfmY+RlqZyfyDkPN3wTrdNPqs6u0lb+P7w58R/9e82/qFNiJfh72szBCqZ2EMxSGzxtOxy8cpx7BPWjh2IXk7+pPH+78kB5b9xjyP3S+SBzw4XYP08cDPiY3znyuIqmPLN5pE9rrHm3TiXMUjIi8zPxiehUZ7QYZjqCG3qjvxzTl/xnYVLB/v4usdRbOAmaD3qeggrY7aYp72aex7cs6swvZHaOUuivHlhKlxdg+txqPrAej9MiIkeK+tYUG2rCUGTEzDJvyUyIgEZAISATsBIFPVscSBzO+B9YaY92VszW+Q51Xbvv2zs7k5FBXBIztTcyyWLmrY12a/0gvi3a7aNj4IVER9OBBrynLYUq+xY9pLy20J+j4emj317CeYa2DqRGculryFkqNsCGXMzoe6d+EUi4UiiyP9bEZNLV3hKAKZ7YZc1lwYgHtSN0hsn//jP2TSi+ps4x8MuAT86nVZz+0O2gZG+K9xphJSf+dQNTwO7On+qyhiq+EWZS2pWyjCc0n6B6Zv+9tydt0x8hOiYBEQCIgEaj5CMzemSgyfV8eGV1RIuRt6A4XCkroX93CULLsCOyjps9Od6d69OkkfVtXzUdGZwUpB4hOrCLq/ghRKeytWz61HHwz2tgeWw2kF2yLfu6OqlcC/z/N33uGJsG2nppdSEdTc6gnxschI3jjibOqc65X40U4ZH85jKQoDXm397saPTY0M5sgs8S4+ZsONtEZy7sKMxFk2hnBpctMx9r53tiosTatcMUp+CKk2IyAdADbDJUcWFsR4BoED/y6mxbuT4ay0YFuQyaknqxA5NK/vt8u6lw1C/SknzbHC4ftu6jP6gBaZ2MpKC4Tx2blxlS1MR5VuR3g6URzH+4JQ0qUKoV05cjL2Dq8gOj38Ygg60bEmbzOnngg4TobNDD94TaW01uQ+XuTQltxD5xf274k2voFEddS7fO0MiYXjt5f4CA7jOOxcHSUebF7pYcocgDRk4hsqgbCWQZPrn+SPt/7OT3U7iH6dOCnxBQUasJ0IKMXjBaZCfe3uZ++HfKtYPy7bdFt9EuMtrLAx3JANvSnAz6lR9o/Akpm03tC7VyX2zagRQDdC+OanhSCvpGF7+t5e5QINM4g5hp/TF3+y5Z4emF4C5oHpYyNvUzhwk7hX7bG0zEoZ3Ynoz+/vCXt+x3KWBf8rkChXffO5c2txqOntJoiro5rnTCduS2yM3WnjL6zBSg5RiIgEZAIVDcENPS9nfHn6ZsNcfTkkGao2epdcdUZOUX0EHRi1llfHRVNzYM8af3RdPoEjCHmUgcNK57oS86Oxk4w81E1dD/1EHRf6L99nkIQIxx9LHt+Jso4KjYt/wEad861bK7BLawzvjaqleYKuIzNtxtOiP5JXcMo0MuFuGbfx6tiaTzepVxhxJ2++ZTJ/DSUiPlw14ciGG1u7Fxyq6ceIDm5xWRN/dzkgDdqh3+v2k+2NMDWRVaOnuyy33pm/UP7U2peKrXy175nDND8dgTZ0FIkAhIBiYBEoOoQ0ND3qu4El3cktjdx7V/WBzo1VuhwDyVl0QxkhfogyWVQywBacxQ2RTP5477uFjZVsyH2vbvhfSJf2Plajyuv/WtmRWYWt/aTqg0GrCs+MVg7C5iTTe7uFU5sF2cdcSOCBNvgveNHZAHfSNmQuIFOZp1UvQRnZFi3C2in2mdTo1t9Ik5AcfYyHa5V85Z/d09tQDLVedPxdrwX6R1JjLM1sWZ3tza/tvVXveehtiEo12vXCLBiMv6brbTj1Hn66e4uNKqcmkRt0Zw5ynRmD/+2m/o2a0D18LBbiWL2HKHGDlt++BnLqbN5NPSTDbQKNS9Me4xHVW4PjQ6kVU/1r1CQKnuucAvXS5s/I5pzt1Kr6vZZKEYPhYHFFQ7bRx81/eG2mIXIFEY0TlBboklwgC1A5Nm+P4jGfo0aFA8qczkq7fsBRCn7QH+GqH2OZCq1jPAXg/u/hNrBcEBXA2HKsXGLx4msAz3nbElZCT2+9nF6adNLwnn7+cDP6bGOj9HBswep96zeFJsZq7uaJt5NaPEti2lg2EDdcVfb+Tyctx1Bp6Ml5/NKqGWg8n0//9dBik1TnLpM98wG3+9wL0eixnSXcF96ef4hUY9jau9wCgM9C9fBZrpHu5LIfsiAj7Z9SRcSUL+jv0Lxd/RvIqZ9tAMJ8wqjCK8IUeukuKzYphWVQVmdeXSmTWPlIImAREAiIBGoRgio6HvnL9ajJ2btgw7hSw/1a1JxscyG88CvuyinsJQGQM+d0r0xMoRzaOrPOyvGGG98fUdHCvMr1yuNO2r69kUE0C1+nMgviqjXE8pquCzK0me1Vzb5r0odW3tUjesZjHeTFoHqgZK8mGmrjovSIVzX79EBTUQdYM7w4CxgLo/z27YESs9BBgukDLg+v/F5cnFwIcd6jnQ66zTll+WLPuN/2CD0bFcdrI0H38jtjncq70HG13CxyHjPcvsQggS4np8dCrMqMRU0Z3e3qt9Kd4WcAXy+sPYYOnXBkJ0SAYmARKAqEFDR94TNryqOfZnHYLvpywsOkgsCwTj7l4UZQ+6doeiTH45rS/f+vMviqJwV3E7HvmUxwd4amA6Y7U59/6tk/zIVtLlMgm3WzO5sPuR679+OIEDO3FaTImR4bzt5jka0AdsI5gAAQABJREFUDRbVA1cjqPRmbP8DPfEI6kDfCOH786dDP2me+vEOeAe4WmkznigTDmZOJrEmaUeQaHRR+e6tjbWTfvadMMOmNYnLiiMuySjFNgSkA9g2nOSoWohATHI2jf1ys6DJnfNQD+oHY5eW5BeX0uMwlr2NCCauX3H4TBYdhUPt13u70pj25ZkB5ZP5gcLZlUOmbaDE84pjVM+VxknD79zSGjR7eHF2teEBoXWRxu2lMECw83bVKzBe4QF26/dIS3UyHmG6XQZH7po3if6cAmfxzUTD3lMcwWmH4cCFU7j9v5S6VbumE/0wiCgnDUaP8lVpRTJxHbT+N96Aw3Wmvtz3JZisp4oavn+N+kvTORt3IY4Gzx1MaxPXUoR3BK24bQX1a9SP3tzyJk1eOpmKrBh27mx5J/056k9q5KmfRW4K/pXtOeLG+WpyJ/LRuWcOp+aJTPVS0Bbe/8su4mx3lgf6RlL7UB96du5Bkd2RBIq+95cfFTR+b49tLQIift9++sourDrPuvWHy7s6DqBogd8HpnBZiWAG/G7bg3D2O0tRWRECWdSVdfN1ymwNc0TkvkRAIiARqHkIcD22x2ftFSUfPru9gwn186uLDtPehAsUAtrfzyd3pAv5JTTmi00IGLKUh6BHMEWwXcoO6MxcCmIUKPZYd+Zn/9ypSkCY2oKjhiDSH7qxHQobaD7UKTvCWtHr5aVGJnYJo3B/d/JFZs+0lcdoaq8IOHrr0OdrTghkfjj4A4lgzGbjiGmgy/Cfmvw49Mdrwp6jdq6ravMJI4oaTFTP7P1Kz9jH72cH51zVaavrZAfoygNCB9Cq06vosQ6P6V7mRfxVWXC8egQI616o7JQISAQkAhKBy0aAaX9XH0mnt8a0rihp99qiQ5SWXUSj4Px7bu4BC3bEhtA938b4Wi3rYIPl7N+2E5HEc5clFF6wMXKCQjUTZsF8qF+k5lW9OO8APYj3hnN5xWB3cRDlQjjphEvR3AjZkryF9mXsUz11HaRu3dkKAX5XK1wHmJkmA8wC4sAUaSFMAx3SsZJd02KAfTbc2+Zemxa2Mn6lTePkIJitJQgSAYmAJQLLDqYg83cL+YGGYsGjvahlsJfloPKWeGTy3vrVFpHJO7ZDCP19IIWCfVxp6WN9qFukn8m8lKwCkVH8GoxopQYHqckI051IGEqW4DiTuzW2yCA2HXkZezmpRD/DaXUI2Qi3fEc05A38JdD5U8Djfx1LtOkTpb5v9Bii6SNg9HKBp3AdUXhveIoQdTPvAaK/n0AIfykuBiafSyXqF8V00M8nEUX0Ue+/jq37M/bTxL8nipq/D7V9iH686UcK9rA0WLLT/qOdH9EtC28REel3R99NC8cspHMF56jXzF4057i+scbTwZN+GfaLyFhwMjcEXcP1Mm3zV8jA0ZPjqO/n6eJAiZn59N+5+2HHvCQMvh+Ob0dcm40dvc8NawGavnjajFocXMeDoy+5rnXieTvLUgiCAsbGOlsFDlIqQRAHO0mTdioZ8rbOrcbjbgq/iVzxe8rOX3cHd5uu9GzBWdqXrq4o23QAOUgiIBGQCEgEbjgCH8Exx8/6z+H8DYEua5CfQMX2x/YEBILVpd9Av8fCgYx5xZbu3+Gtg+j5ES0NU+3rkwMfV71K1BU6b5iCA+35hShxm/o6mYqPszHsWJgifGTbIM0Vzt+XTGegT3Kt6P9n7zwAoyq2Pn5COikEQgkl9I4gSG/SBBQbCAoiKiqI5fnZGxbsyrM837NXmiLYQBEFlN57752EHiAJkF6+c2ZzN7ub7SXb/qOXvfdOuTO/O5M9O2fmnBe4X1zghQNHz2XRHHZB8lCfxvTDumM0a/ci+mzrZ3R789tp6o6pFM7/mQuda3R2zeyeuUI9ea/jGP5dlGf8BF54ajWs+I/VaH+OHNRgEB3JPMJ/RyJ5EsrKb09u5PQ903ktcdm/L/7cftQdBEAABIKdgFhBfGn2DrqlXW1eKKiTHRbuPs2yQIoyAXw+K4/OsZxgGMIqhNDv/+rhPhd4hoX7y/lBnnfdO5eozwtE5/azH+B/ytbcRywrlq0Y0bhejdVvCHNxbP2ZVu4/QwNb1VDT0rO2HKe72UrMfLamuZ3NgpdnEGs072943+IjR7cabTHOoYiIijpFfmaKcbZimUs3E0QeOrSU6PI5M5GBeevKalfatRll2q5pgQnAA62yLnl74IEoEgR8mUAu+0V9hZWzD36/iXo1q0Y/juuqfFaZq7Moyn7akEKD/rdc7ZxswxMgszefoPt6NqAZ93cxmjiTtOJntfe7S2jDUV7BYyOwjEPPXduMFjx+NTVPsqx8tlFM2WhxHv9ZNyIxXyv+e6/k1WPWgnzJfM6K2jQWMkaxwjjzhG4XsJjLvY9X2lSur/si+qSzTqGsymLlr6XJjaasOH6RFcpRcdae6vE4MRPxxpo36M4/71T+eKdfP50ebPsgyep007ArbRf1+6kfTd41mSpHVabvB31Pj7V/jJ5a8hTd+setdDHfusmJIY2H0D+3/UNX1bCuiDV9rruuuzWqqibcrJV3KbuAd1Ow9cLtp+i///C75tCoWiy9dnMrJYyLgrhbo0R6bOYWOpOZo3wDy87ip37ayib7+H0HUpDd8OZW3llq48GFRO3u0sX++aRuMYSltH5yP7RCKN3U8CYS086Z+Zl213ri+ol2p0VCEAABEAAB3yIwgxVxny45qBZ9yWIvLSzYeYpe+2OXkhOm3NtJ7QC+9j9LKY1X6puGDuzH7VPeHRyQQUzzyk5fMf3c/zVdE88d4sWPj1tu7kOrrVvYsZzTr2JevekKXjxoucp3frNWRYpPvx7ctypGhtL77Av4+tY1qXLCBXp13fPUMakjbTi1gQp4IWk+/2caREb/tP+nprd9+7rJQKKqzXQLBY1qykK3pXDhcMC4FTFtYueanalefD2auW8mDeOd3tbC6azTtPjYYmtJEAcCIAACIOBHBHLyC+mRHzZR9fgoeo2tykk4du4yu9DbpKwW92palRchllVwTbm3I2/MifSjlrq5quyCjuY9xwsPeR63NX93Trq+7APa3sHyRpOy933kjiwCfILdzFkKE+fv50WBjdhtSAGF88SkmH8Wd3Qf/L3XUhaP3P/j0B+0P32/2bJl9+8THZ4wG+fUzc4PsF9f7u/yu8JWOLmdU/C8667ZtlIGTLxYGepSs2SxrZVWiRnolIsminQr6YM5yspPtWDGgrYHIwHZyXsb+/uVHY+v3tSKPhl5FcVEllUICpvzPOn1rx82847JbdSmTgJdYtO5+9gP2rejO7ByrAWbNCsdWuLb6s5v1tETP26lXPZtYSu0Y9O7S5/uQw+w32Axl+GWILsU5z5F9MMIojodiR5cyZ8dLBctk1x/sZAxlXf7VuddHLd8ySZuXyLaOJlo0HtEt/EqG1YSqTKn3sSKYVbq6oMFhaD4Pxv5gz6VN05EES8mIm6efTP9fvB3errj0yTK31aJrcpUJ6cgh55e+jQNnzucZHfjyOYjafFtiyktK43aT2tPC46xAtxKSIhIoG8HfkuvdX+NKobzCi8vhjG8KGFEx2SLNSjkmDA2wyfhw4X76Ude2CBBzPXd2r6OWqX5L96lIUrih3hxRGQYT9yxyb/1R86Xu1CmKubJfypWIer7gmNP2Po9C24scMuKvEVvOJbXR1OLX2vZnRHOpgrjwuPsquWOtB108tJJu9IiEQiAAAiAgO8QWLz3DL3AOzJGdamr3EBoNVvEuzIe+G6juvxoRDvlHkIWM6am52hJ9J8tasbRTF44KT/YAzLMf579dR0hGvYtUXg0WwBhBt/05/kYC7L9sMm8ULJeQKIwbVRVnph9+YaWprf114fOXqafWbaUvvE6T/rm8+8h8fc3ccFGik6eQnm5scrlzqH0Q5RTXLZvSUE/DPqBytOKjr7yrpyIhSVxtVPGHY6F30ras2SiNwBDhZAKNLzZcPr7yN80ovkIqy2UidYvt32pLBNZTYhIEAABEAABnycg83DP8NzpAbY+9/HIdhTL86ziRu/WL1ZTXmERDeLdwL9s4s0mJuHpgc3YAl01k7tBdimuR9L2EV3Hi+2X8MFWCI1CKCvHr//A6JYvXoibuXjeWGIpfLr4IA3hneEiIf3KZsKHd0imxXvP0qqDaZayuPW+bBL6z0bLVlgeafeIW59H1Vgh3qgfLxI0nfM38ztKrGtWZzl701T31sHHS7NX4f7jnh99vCW+UT3TnuYbtUItQKAcCRTxDsZJKw/Ttf9dpsyS/fxAN7q7W32zE1giuPzGJimuYbN34pi+bXIl5bS+c4NE3q3bi/o2r6GvuUxs/HfhPur61kJaweb0bIV4FoI+Z3O9vz7UjZLZ54HbQuoGoq/66r4sRHl7+wyimKqWiz+6SrdLeOMk3Q6HZN7d+90tusmLMWxqpNNYnckR2fW7/puScliFWGZyoyRKfFE8n8r+z66x/MxyiNl/YT89vPBhenLpk9Sqaiv6ffDvdGdL3gFssutX3vGnWz6lbj90o3lH5lG9uHo0d8hcuqXJLdT3x7706JJHLfol05rxaLtHadHwRWo3g3bPm5/ahJvsurAUcvKLqVIUK/U5PPfLNtW/5Vwm6hrybuBn+N6bQ1rT1tR09nW9i7o0rEJPsUD+CQtqYrYnoIJM1lWyrDAv09Z8XjARHqUT3tZ+wUtZ15RJ4m834iPjqVdyLxIf2bZ2uRu27ZVVrxhe4hwEQAAEQMDHCYjJ5wdZyduHLd+8cmMrvfy7hJXCY6duZDOs7MeVF0b2aV6dZdp/6GRGWQVdq1rxyjxfqKwUC8Qgk28bJ/Pk2795AqY5y7wMZRovkuRFgWZDN3aJcsUQs1GBevOurvXZeoxltxFP8cRvBpt1bMDubZ4Y0IzyirJpUfrb/JlFCaH1aG/6Jirg/8yFsVeMpeaJzN0fQ+tbieJrc80dGBsnNhGd2eOPrbVZZ9n5KxaVJu2YRPXj61tMX8xTwLvO76LVJ1ZbTIMIEAABEAAB/yDwyeID9Du7fviANxG0qlWJ8lnpO/Krtcrvb7s6lWguW6IzDbKB4WHehBDU4fxh3QaDDvcSRfNGhaVvl8UhrkZkLsrHg8xJynyipSAmn4deVVtJSzHsC1h+n4hlITEZLnPrng6i/D2XY6JcL3mobIoY24bnwd0devKOYlHuJ9QzKJl/Y5gLF88QnWSXayf4CJLQtHJTu1zSidsQ2cCFYJ0AFMDW+SA2wAkc4F27I75aQ6/O2aVWGM17rCddyTtwzQXxV3HflA306IwtVC0uUq1eT72QTf8d0ZY+Y8Wt3JOgdpmyubwub/9D//l7P5tRNVda6T2ZK3usXxPa8FJ/9oNRUz/xVprCybMc9pcgu36/ZsVraDj7612iU95a2plxmSex5rDiS/z7RvEqu9oPs6k7nvCa+g5R7GCi0X8TsVKIpg8n+n4YUYbsErXxRXwTm2p7Yifni3OyEa5nO3HpBL2w4gUa+vtQOpxxmD7s/SF91PcjSopJKlP4nINzqMeMHsoPWVRoFL3Z4036sv+XNO7vcTRszjCLAoFWUOekzrTo1kU0ps0YtXNSu+8Ln7Ir/Ys729OVLGBbChk5hUoJLJO9Y6duoHWHz1NUeCh9fXcHJaR/+M8+Gs873KeuPkqfLz1ED1zdiK5pUYMeZ9PQB89eslSs/92X3e23z3Ss3qfYLEsjWeTA8GbeSZST6Vh+H0w9oesEFsBDVF8Wn8D2hFUnV9GZLBZOEUAABEAABHyewKpdJ+iLV7+hu3KP0Ke1Myls+TKivDyav+MU3Td5A8uwxTThppbUq0lVuvK1BXSBTbOZhrYsN89+uLuR9RvTNH59fXARW8V5lkhMtbW/W9eU2Q9aXuzVmHcF93/Fr5vsTOVlYm/yPZ2sZr3xo+Xqd9IdXWpQYqOpVCHiLF3OqEcXw9arHR/mMreq0or+r/3/mYvyj3thEWxZ5iWuq40fhKatmWvFtLhpWj+6FnnygSsfIDGz+PhV1tsoE64fb/kYvoD96P2iqiAAAj5KgGU7WrLE+JB75RDExch7C/bR49c0pUHs+kE24Nw7eT1tSUmn2glRtNmMn9er2Rz027dYVhaWQ7W9/4ginmv9jedkYxKJ+k0g+pQ34JiGljxP6+WNNqZVsnZ945W1qLGVxYIyB/koz42Lhc1l+9NIXIccOZdFXy0/ZK1Yl+PWn1pPP+37yWI5H/Ty0A7r+j34/Q3gaXXT31dmVHUyx1aRN/RsmmKxnoEYcXvz2202K68oT23espkwyBOY6VVBTgTNDwoCl/kLZeK8PXTth8uVT9PpYzrTqzdfQRV5pZFpSM/KYwXxTurPu35FSKkWF0EH2XTJqC71aNFTvenmtrxKiSc9RPEruyWu/vciun/aRjYTnW9aVJnra/gLbdOL/ekx9ocgfhHcEop4N+4WXgX2MU/CbP2B6FpeJTaGJ69qtDRfvPiUWPMZ0f+uIto5i6gXT3JFVyea8ibRflYiJ97Bq5JY6Jj/MpfZgWjfAvPlGN6t2Y53/R4nuorzeimIHwDx83vDrBtoxfEV9Hzn59Wu3371+pWp0R8H/1C7e8evGE/ZBdk0pvUY+uXGX+jrbV/TwF8HUsolUXZbDo0rNaY/hvxBXw/8mqpV9F0TNWLSfOq9nalx9ViLjRElcGxEBWWufNTXa2n1wXMsmEfTpNGd6EhaFv3Nu30f6t1IjZ+fNqawKegrlZ/su9jM+cmMbIvl+l1EUivdWHCk4gfmEyW1ZVPQLJyJsC47hPw4JEYnkvhrk13AMi7sDc8sfcbepEgHAiAAAiDgJQJzt52khyavpSGZB+iZyJMUsWK5mhicvGQfjeMdwaL8fePmVlSlYjj1eX8pLwQr+50mPlx/ebBb4Cp/U9brFnU16ks0gOViCX/zJJzI1+ZC9St0lnYsLbY0lyeA7okFowk3trDYomO8cPbVuevpX4seppDIE2zGkHf2xGxTulFzyCpHVqbpN/BvGn8PbW4jqiZcHNgFLBaZjm/095abrb9YVWpepTl9svUTqhxR2WwauSny5/a07fTX4b8spkEECIAACICAHQTyec5vyRLjQ+55OMiu3+dnbae7utaj/+vXWCl/xaXYclbuJbB8edyMS5H2vOvz27s7um9jjIfb6LHiV/6H6OhKosGf8SacEbxA02TDRRRvXBryucce76mCvx/b2WLR2flFyuJga960EhMRSl8uO0R3dK5L/2M3dbJ5yxPhQs4F5frPUtkN4hpQ77q9LUW7fv+aV4ku8g74hPoGZbHy31wI401n21hRnZ1uLjYg7z3Qlhfg2hG+3PIlFgza4OQmjZONpyAaBHyEgJiOmLr6CPV6dwl9u+IwCyFNaN5jV1M3M6Zxs/MK6WteaSRpf+BVazXio5Tv3+ZJ8ZynJ73Ivq7io8KV4vfvXaeo+zsLafSk9ZRywbbpgY4s1Kx8tg/vrOxICTER7qEjyqbdc3Tmm2VnQt0uRA+vJerC56FlFdtUyKuMtvAE1scdieaxX7MWNxK1GU60ggWN1HVEza4nupJX25w7wAriT9jc89clK5MsfBlJKyJYsXjf30TjlvCuX8tKRvc02Hwpe8/vpWeWPaMUv+LvV1aZ/3XLXyQrh8JlJ3RJKGKfbd/v+p6unnE1Pb/ieZIv/iGNh9AnfT+hX/f9SgN+HUCHMw9ryc1+VmdF+aybZtGswbOoXnw9s2l87WYlFrSns9DVkE3wWQqX8oookjfBij+Wu75dq8xBt2Tzjt+O7qgWQWxJucD+gZPp+V+3q7ip9/FiAw6iBL7A/rEDJshiCPG14Ug4zROZsuN99+9EK//nSE6fTPtWz7fULuCIChHcJ1jgtCNsPLORxOQ6AgiAAAiAgO8RkAWLYorv4emblBWPG9vUpDC2ElLAOw0WsAWbifP2snuMEPrsjqtoHptje3TGVrONeJQn8sSPW8CafRYTa98N5YVdrYlu49X2IkvPf4G/2z80y4OqsbwwdqF5mdt8joC8O7pbA+pY37xSLyT8PP144jnae/4AtWCTziGxO3Rr5czoRcNDwmn+0PkkfmP9PohlGVmQ6+gu4F/v9/umm2uAuN+Z0G0CHUg/QNc34t+bVkJMeAx9uOlDhxYiWikOUSAAAiAAAuVEYPraY/TYjM00hDfMiIuRAt75O+qbtSxbnuJ5hRBKZ7cQpqFLgyo08/4uSi41jQuq6/3/EC18najnU7wph+dXj7Ei2Ciw4DR6Lpt+jja66w8XNeKjaRz7A7YUxBz4be1rUyH3l8s8J38iPVu5SPzX9M2Uk8+bndwYZE742WXPWrX0OOPGGW58opmiZKNWzyeJMlNNIs0Ix5nHiQpzdXPzJqkD9VLmIDtU541oNkLK5RRadIw3viFYJBAAv6gstg0RIKAnUMCKrF83pSrfvRN+30m9mlajf57opRTAYuLWMGRk56uJse7vLKK3/tzNK8/YmiuvRKoRH8m7IDvyDspOvIMyTn0h/cI7IK96fYHykXYig/8Q2wjt6ibQkqd600+8W6J25Yo2UjsQfXgZm3rux7sURhHF1eQJqMW6yapKdcoWIjuEt//MJkRYQTybV9MkNuaduncR7fmDzUlMI+rxOGvyWHmVdZ5o9cdER5abMUlhUmwIM7yBJ8SeSyFK1ikDTVJ49LKATWbIH/v7F9yvTDVvO7uNnu34LM0fNp/ub3M/VQwvZS3maeVLvuN3Hemd9e/Q5fzLNLTxULqt2W0kJqDv/+d+Op/LbbcSkiom0c83/EwLb1tIjSszPz8L1eOi6Gfugy1rsqLSQsjlbsJyudrxM3rSOhLTPZ1YIJcxsCUlg/adyqRrWyXxxPBmpQSexkrgc6z8lbSyaz4ggkzY3cEr7MIdWMzAQiTl8yIQGRP/TGB/2TwW/ThUi65GNzS8gX305VGuCJt2hkcWPWJnSiQDARAAARAoLwJZeQX05E9b6d35e+mxa5rQu7e2UZNsIvt+t+YY7TqZyYsbw+j1wVfQY+zeYQX73zINovD9gl2fPN6/WeDuzji6ml2g3ExUtQnRyB95gSMvmvtptE4uNgUi1zXb6hY/+oEPNnPVd+c9sYo0hX8rVQw3nmYIjT5CFet/yn0mnzIvRdOWM7qFBeZ2/lJxBfpzyD8U7YcTmxZZNupD1Jp3AjuyC1gW4e741WKR/hzRKrEVjW09ln7Y8wPJTm9LQX6npbGv7Y82f2QpCe6DAAiAAAj4EAFZaCg7Nsfzzt87u9Sj9269ktJZzhz03+W0iq3LiQu8XDNWZQZdkUTfj4Xyl9L4u/+Xe9k0cH+2zJhofuHhLV/yAsUrfOitO1aV565rTjV5g5Wl8OJvu+jRaxor37//7D5Dvdkk+CF2yfjyb7JwsNhSNofvf7DhA1p9kmV+C+H1bq8bzSVbSOb67auf5o0nLdgVY4JBWRbaKWnWfMq7dbIM0gb26cReE+1q4EebPsIuYCukeCkzAggELgFZIfTThhT6gk1HiL9e8Vf61V0dqFlSWcXX6cwcmrzqCE1bfVStLKrIJid40RFdUasSPdynMXVpWEVNdKVdyqU35+6iOWzOxF5f9L1Z4TxxWBu1i9httEWRu4dXfa3m3bkpa4hqXcWK29+IGvY2/wjxCbz5O6K1nxOlHyOq35PNQrdik87zdMoq8WsmJu628UTXZ924TDu+UETJNeANoo5jiMTHVTmHo5lHldL2t4O/0anLp6hN1Tb0Ts93aGD9gbx7pfTPm6zsmntwLn2z8xs6mH5Q1bJKZBXqVLMTbT69mX458ItdNW+W0Iw+6PMB1Y2va1d6X05UhXeezxzXle7hXesbjl4wW1VNLpdx8Bzv9t1+PINN+7XiHcRdaMyU9WpH/PW8c+jZX7bTE2zGfDIrh0ezP5fbvlitTE0nVbIs1Jl9oC/elEUUI2ewSfQb7K8dm6xjx3a80YPH6A+8q/7+xbqxZn8JPpVSfAHPPzqfF70UKoGq2I4dLMcvHadpO6fRna3u9Km2oDIgAAIgEKwENh27QE/+uFW5a/hweFsa3K42FV28RNvYvcmyfWeVyefqcZG8QDFaWfgwxymZ474f04XqJpYurDOXzq/vicJt1gO6BY3DWW4W6zb/ZQXvhcPmm9WQFXsjZ7IcbJ+VDPOFBNZdcakz55Ee1O+DZdywIoqospwiqs+norxEqhCWzisM09VvLFPlr8zpyY7fgsOv0Iu/HqTPRiUElnnx63gCa/98XlnMv8nsDb//i60yXeeXu3xsNVGsNK07tY5OXDphNWlEaARN2zWN+tXtR+1rtLeaFpEgAAIgAALeIyDzry/N3kE/bUylpwY0VfOoO09k0nCeH5LdnBJkbsk0PNSrET19bQAvLDRtsKVrmaeVBYixSUT1uhMteL5syi4PseVGWVDmv0EWC/72SHfq9OZCi434YMF+uu6KGmyd6DR9u/IIjenRkL5kC511eCOVWPJ0NUzdOZWm7JpisZj21dvT4CaDLca7NULm0m+bRvQV/6ZgmYcKrWyoEXdzslFF9AC9WHEcBKF6xerUOKGxshxjrbmHMg/R3ENz6cZGN1pLFrRxFXyp5UePHqUnn3ySmjdvTjExMVSlShXq2LEjvfvuu5SVZYcyys7G/PXXXzRkyBCqU6cORUZGqk+5lvv2hoKCAvr888+pZ8+eVK1aNYqOjqZGjRrRuHHjaOfOnfYWg3QeIrD31EV6hXf6dn5rIcmO36vqVqa/Hu3JJpeNlb9FLH2sYP8TD7DP3q5vL6SvWFGcz7uFxTxJ54aJNPvh7vQd+wfuUC+BJvGXTvvX/6YOb/xDszbbVv5GsDk98XWx45UBNJlXwosJabeES2d1pmU/YoXvj6xcEdNoI6bzrl82d9Cwd9lHnNlD9NdzRB+wsvfvl4kqsfIyuYvOn4Ts7u3yMFHfF9lk7Vyi74fx7mBWAIviyloQU8oD2ZTZCyeJurIAUo7K3/M559Vq8Tvm3qHMPH+/+3vqVqsbzbhhBn1//fd0fcPrlfJXVoatSF1B9867l9p/157GrxyvlL91YuqQ7OCVXb7zjsyj09mnrbWUKvB/QxoNoXUj19HPN/8cEMpfrcFxbMJc+vfQq2prt6x+fs9mfG76eAVVjY2gWQ91V7uGFvOKPPEB+MHf++jTJQdp8j0d6VJOAQ39bBVtT3Vggsvqk70c2aAn0c2fOlYJ3jGrdgHLrtmv+hGd3edYfh9KHcmT2i91eYmVA4W8KzyU966E2FW79za8R+ezre+mt6sgJAo4ApD3Au6VokE+TEDcn7zHO36H8fdyfHQ4/fl/PZXyd//pizTk05W0eO8ZpfytFhtJZy7m0u6TF8225vZOyfQ3W88JWOWvLKxczLLtz/cQteTJt1G8OPDcIaLXq1pW/oqblVGsMIbyt0yfacTWkj64vS5FJ39LkTX+oqLc6hQayb9hKuSreStT5a8UUFwUTpf3vUyju7bgRQlp9C82Uy6/ywImVKxCNOxbx5qTd5l3n9/rWB4/SS2LdWXhbk5hjlVfwFkFWVSzYk16YcULlJ7DCwgQPE4gGOW0tLQ0evnll6lNmzYUHx+vDjmXe+fOnfM4czwABPydwMGzl2jwJytpzrYT9MFtV9JDvRvTBwv20Q0frdArf03bKFZlPh/Vnp7hHaGiFAzqkJHKmw5u0in3RPkr1uRMQ6tbdBtwTO/74bVYJXx3WGuLNc/nOXmRBcVqofSTKauPkPwWkXlHcdHoSpi0YxK9u+Fdi0XEhcfRpGsnWYz3SESVBiwj8jPZuqXNEMKbnVZ8wGajeT4+SMLX/b+2q6UT102kS6b+su3KGfiJQlhJYmb9Tfk3fM6cOTRq1CjKzMw0+/CmTZvS3LlzqXHjxmbj7blZxL6t7r//fvrmm28sJh8zZgx98cUXVKECK9UsBBEOBw0aROvXrzebQpTKH3/8MUlZngipqamUnJysik5JSVEKbE88x9/KvJxbQH+wsDFjfQptPpaulFRD29ehkZ3qUr3EGKPmiIL4ty3HWZF7nHdC5FBUWAXK4Qmyyuwf9bYOyXQb+zetxCbwvlx+mH7mHcTnzfinMCrQ4KJRtRjeDdmMBrVOcp8QU8BKpIOL2Wfv90R7/9QpllqycCATT7XNrIS+zD9SdvxMtPUHohOb2SdpPJuxa0qUcZzoEn9JJLXRmQw5sZXojJkFC3n8Z2EVP9MwdIskqsIr0XqzMll8A5ejWbYjGUdoScoSWpyymLac3aKUst1rd6cbGt1Avev05venU67n887LZSnLaMbeGbT5zGa9ydrYsFgqKC5QEwyGTbJ2XjOGJxo6v0BX17nafe/R2gO9GCdfA7LA4bU/dtlVC1ncMH5QczWB/AKv8Jy77SRd3aSq2klclSeQn2cB/nNeTLGbTUm+cfMVajzZVbCvJ1rxXxbEX3awlvJDhseTmCEfs4h3ArdwML/vJB85dyRtT9vuUIVkwcWfQ/8M+DHkEBQziYPpex3ynpkOYOFWMPULCwhw2wUC8t0uyt03/thNx85n0aO8Wv7B3o3oEsvL7y3YS+KbLTI3h/61cZaRku2LTkMpO6J00WJNtubx8cirqH29yi7Uxsezpqfwrt9x7GNtNcu549kX1xPs/5cn2Q4tsVBx/m6/md2ktBtlIT64b+fxzoUZe2bQJ1s+YVN9oTzxm8tygCyM4/9FLDIT6sXVp2oXX6Alu3WKliG8Q/0Pli97snz539vbUWwkT3YFSljyDtGStx1rzS088dXmVsfy+Elq+c02dsFY/e82S9WOC4ujllVb0uf9Pzey9GQpvS/e94fv9WCU09auXUuDBw+mU6dOme02NWvWpNmzZ1OnTp3Mxrt60x/6hattRH4vE7jMi4l4Y5VRePpp4p1XRrecuRB3e7Iz88N/9lOdhGj6lN2EyL17Jm2gs2w90VKoVyWaJt3TiRpWY0srwR5O85zsd7wZRwSlmESiU9vKErmC48X0s+z+DKAgfqJnbzlhsUWRPFdfhy0QHT2XxVZhQqh746okZqFfubElje7ewGI+cxEyX/z22rfpp30/mYtW90IplNbesZZkE4RXws5ZvPDvHn60DVWdzIE3HUh06xTLwrVXGuC5h45bMI5WnVxl8wG3Nb2NXur6ks10nkzgi9/rPqEA3rx5M3Xv3p2ys7MpNjaWnn/+eerTp4+6njFjBn311VfqvYgSeMOGDRQXF+fUe5Jy33mHf3BxaNeuHT3zzDNq1+7Bgwfp3//+N0k9JEi6t956S52b/lNYWEi9e/emFStWqKhbbrmFxo4dq3Yri+D4xhtv0JkzZ5QC+Y8//qDrrrvOtAiXr32xI7ncKCcLyMzJp8V7ztC8Hadoyd6zrMQtZEVUNbUyqB+bew5nRZUE2em740QGLeQvClFWHeDVabKKSBzLiw8KmVwQf6ay6mw2K4XFTF6eZv/WjrqJAnkoO6r/V98mVLNStB057EgifkQPsdJ352xW+vLu9FzeTVm9FZGYam7NEwCyitwwZPKXppiElkN29srajir1Od8lVvqe1vkTSKjLvn15YkXSWvtCMVIAMyDxE/warzBq2b9cvlyy8rOUAnftybW0JHUJHc44TOL8vWvNrtSnbh/qndybqkTp2n8s8xjNPjBbKYfFvLNmnlZMyInpZ0dCxbCKdHuz2+me1vdQpchKjmQNiLTrDp+nh75bT2mX7Vh1xi0WU+ofjWhL69mE9GtzdqkFFLG8q1hWf97dtT7Jogwx/zO4bS1lOroym532++CUErik1WKW/PYZOn8ufghCVtL1/akv/53N0Y8ze5oxrMkwmtBtgj1JgzZNsHyvQ95zrIsHS79wjApS2yIgit+VB87xRNw+tTCrW6NEepknSRJjIunLZQd5wddh5cKEpTuKysuhcet+MSpSUwDLJIv4CR7TsyFPggTWZJO+wYX5OhNqSyeynzVWcA/5nBdcLtGtqrckJ1dppPMLXJVlYwQjAtL35h+ZTx9u+lCZ9a0UUYnS86zv2JSfK7nnulPfavfRJ3e0p9d5MeKU1UdVue3qJtA+XrQrZsnFhY/pgl6jh/vTBS9Kp1/H8GJd47FntQnidudf6/k3Gfe/AAwLjy6kx5Y8ZrVlUaFR/Ps8j4Y1HUYvdnnRLxcX+vr3ejDKabKhon379nT27FkKCwujJ554gm644QbVF2U+74MPPiCx/le9enXauHGjRzZf+Hq/sDowEekfBDykAF6+/yy7x9tN+9iqzFiWF8Wy3OM/bqGdJy5a5fKvPo3Yx2tT/Xyt1cSBHrmdN+78/qhO8SvztOJOzDS0vZPopv+x8lc3v20a7c/XMlc/8MOltP/MZYvNkN8sdRKi6ERGrvIB3LVxovqtc0/3+rwxpYVd/ehM1hkaO38siZlgS0GsPy4bvow3g3l5Llj6xC8sJ1r6LWLYgABeIGjYTDnP599tHb7rwM5lbM/zf9z3Y+qV3Mu0iHK79sXvdZ9QAF999dW0fPlyJXAtW7aMunbtavRSxAS0KGslTJgwgV555RV17sg/+/bto1atWinhrUOHDiTPEbPNWhAT07169VIKZhH8du/ebXa38bfffkv33XefyvbQQw/RJ598ohWhPg8cOKAESNnJLLuVpRwpz53BFzuSO9tnrSz5ctjDEwFrDp2jpeyvbNXBNP4jUExX1qlEA1iBezMrmsQngISzbMZOFFqL9pxWK4QystnkGH9zcBFsxpSoRa14VtZG0cn0HBZYLvEPStt/RAzrFhVegX0SJNEdnespE9MVpHBXgsyApB8lOrCQ/UP9TXR4Kf+Fy+Kdu82IWg3hY7DOMbz2jPxs3qmwRrc7QXYonNzCylkWCGKqsW8pFrjYXBbbWtPt1BUTCPaYktDKFgXwVt41LH6FxRm97PZ10wpB7RGGnxdyLtCuc7to4+mNtP7UetqRtkPt2E2MSqSedXpSn+Q+1KVmF/5iD6ddabvo76N/08rjK+nIxSM8iWmfstLweYbnseGxdGvTW2lE8xFUK7aWYVRQnsvOoNfn7KSZG1Ltbv+AljXovh4N6OPFB2g5m1RvViOWDvMKvXhWBvdpVo0W7DrN7y6Edwa3INnR4fJYsbtmHkq4eTrRbw86WTj/nejHq9F6PFEuiymcrKTFbNvPbqc7/ryD16aG2CV4aQU9edWTNLr1aO0SnyYEguV7HfKeyYu3cRks/cIGBkTbSSCXF0HKgsgpq47wQsZ0asOy8eM8uSZuGyayCeiV/P3M0p1RiDajAP6SdwAPvboZT8w14bxeWv1uVEsPXIgCTizqLHqDKG2vzrINT/rQVra0Y23xoHx3936+XF2feKD1bi9SdlT8feRvmrRzEu05v4dkQaWY7bUViopCKfvIg2weuo5KKotzf3qgC+05eYle+m07v4sQio4IpejwULXI96XrW9KtHer4peKvDAsxOT6TJ3T38sJde4P4o358h26xgr15/Cid7Bp/c+2bVmtcJbKKcuMzqsUoeqbjM37XF3z9ez0Y5bS77rqLpk2bpvrdjz/+SLfeeqtRH5R7w4cPV/fuvvtumjx5slG8Oy58vV+4o40ow8sE3KgAlsVeqw6eY/dfB5QSrj27y+vdtJqaP0q9wHOUVkKb2pXorVta0xX8GfQhmxfI/c3zQpum6jbrWHJx0Os59vX6bEAqf7U+IO4+er+7mI7z3Ly1kFw5ilIu6NKI5c0jPOcoForE5LimBzDNL5uCxN/v+xvfN40yug6jMFo2YhnFRcYZ3ffahczxT7uFZWGWF62FMJ6rH7uQLQ3yZrEgCHMOzFHuHW01NZq5iJvIhpUa2krqkXhf/F73ugJ43bp11LlzZwVc/OeKX13TIKabr7jiCqVMTUhIUDtsw8PDTZNZvRZl7WeffabSrF69mrp06VIm/Zo1a/TKZ3PKXcnQsmVLVQ/xTyyrBStW1CkbDQuTXcayi1iCOSHSMK0z577YkZxphz15DBW+ovRdywpdUeRG8I7b9uzXd2CrGkrxm8T+dQ+lXaZtqem0lHcCrzl8jk5n5ho9QkxHyCSC7EoUpbEzIT46jJW+NZUSq2P9KmoXsTPlqDyy6+DkNqKUtXywIjdlHdHFk6wU4hXedbl/NunPJh2uLVX6Xk4jOr6JTTrzcWSlLo84hxclryh+C0qELclv60vCUqVF2Sx+z9i0Mk2aZZzKTQrgzLxM2n1uN+08t5N2pvHBn8cvHVfPqhxZmTokdaBOSZ2obfW2dCH7As0/Op+2nNlCJy6foGytjcY1c+hKFFfiQP6WJreoFUHJcckO5Q+WxDLenvlpCx0rEbDsaXd73qnRn8fk5JVHefzlKFMtKfwjQEy2VGK/gztPZFIrXnjx7LXN1a57v/bzcnwzjxEen7wb1qkgiyvu/NUvJ/Fm7Z9FL696WSmBtR339jC4rv51NPHqiX43WWdP21xNEwzf65D3HO8lwdAvHKeCHIYEZBJua2oGW7c5odyapF3Ko64Nq/Diqxq0JfUCW8k5S9n5licODBXAIh+1rBVHjf/9KjWoX8PwMYFzXsBy8545RMs/IDrNijTZzSsLCWUBprVQvyfRoHdLZXJraYMo7iS7lfnj0B/0/e7v6VzOOV5oa5/1HVnzmneuK+WdvZFp8W8Yk1CVLca8fGML+t/CA2xV5rJauJDAbnrS2SWP7GiX3R4BMXksIOa/QLTGeEG5CQ7jyyjeqf7oVpYfA3PyXJMxjRttfCULhKW/yU7g8Z3HU3gFx+aFjEsr3ytf/l4PRjlNTD7Xrl2brcUV0cCBA2nevHlmO8S1115L8+fPV1b+jh8/TklJSWbTOXvTl/uFs21CPh8j4AYFsMyj/rn9JH235qiSPWuzuWfZFHOY52Flk421UCMukl69uRXP37rRTZ61B/pynCwA28IbCuaPZ2GIN+pYWngoLsSGfk3U/Hpfbo3b6pbHLhllJ/DhNOsLCHlan/9m82N5X4W4FYliK0XS/Z5jN3Ti/jGsxAqo/EYSGfXVVa9SbpGxbsC00jWia9BfQ/9SG45M47x6fXo30df9eGPYZevViKlGNG45UXxN6+kCJPaOuXfQtjTWpdgISRWTaNqgaZQU497vbBuPVdG++L3udQXw+PHj6e2331aARAGrKYNNgRoqVUX4GjBggGkSi9cy8OvUqUMnTpyg5s2bKwWupcQSv3fvXiUIioLXUEEhu4ibNWMFGYcHHnhAr1A2LUsESfETIuH222+n6dP5j7sbgy92JHc0T1b9iOnYncczlblm+dzFPkRlR6IofK9i5VKXholqt21MRBhtO56udjNImlOsbLIldDhTxzBeid42OYGVzDV4Mq06Na4ea9Qn7C4zj7/Ezu7hyaad7HN3Fyt++Ye7KHNFoSm2+0UZVLcz27XopFP+5mRw+r26Xb1izvkUT1LpV4Txt1yZPRx218Q4oZikrdtVJ1Q0u46ocn1dvBsExIt5F5Xp5kMZh+hQOh/8KSaaUy/pdpaKSef68ezvK7qaYprO7UvLTlOm4nILcx0232zcMOOrWjG1lC9f8efbMamj3mewcSpcmRKQBRi/bT1Oz/28lf1ymcZavo7mHwLiy+VUejad48k68a0tk3YVeQFGRfbhJrvzW9aMp7FXN1ALKqJ4Z4dfhpxMXpXHO/OPb3Su+ryjXfka7P6Y363otGeXhjko4SHh9Hj7x2lki5G8gMZP37u5hrl4L1C/1w2xQN4zpGHfeTD0C/tIIJUhgey8QtrIrheW7tO5NTmRkaP8o1bnyTVZJHk+K095ATHMY+lcFMCPbZ5NrXknRhuWd5WfVTct+LP0zHK/L0o2kb1Xs5Jt12+6yTZZPMmyps0gLlAG8C5hWZBpyXmtzUICK0HKxRRamrKUft7/s5LrHW1d+6odaeeWm1kW5N8gNoIs3pW+uSUlXZn8k/W78ptQJgnFCtP9Vzekdrwg2O/D/n94N/Co0sW8thokfukeWMVWorh/BmBYlrqMHln4iFVLM7JTp5D/EwtRb/d8mxKjE/2ChC9/rwejnPbll1+SbEKRIK7ntJ2+pp1J4mReT8IXX3xB999/v2kSl659uV+41DBk9h0CTs7vidJXrMuImzzZIJDP80Ni2c3eDTX1EyvSQ30aK0uNAetOxN63fPkc0dJ32NrMDPZ9wfNI1kLja9jk80es0AsuC4Wiu7l70jpato83P9kIYtVT29fF0/ZKHyAbT54cWJdWXPiM/j72N8+a21iZwM8Y2mgoTeg+wbl5fht1dEu0uIb8qh//lmGdgLUQwTuXxy0NWFchhk0Xy0O9Z/Ym2VxmK4hy/5trv6F68fVsJXVrvC9+r9v+5eVWBGUL03zpxrDzefG9YSmIeWYtrFy50iEF8OHDh5XyV/IblqOVZ/gp8aIAlpV9R44coQYNGuijtbrKDWvlyIpA8VcsCmOpK4KOgPwxF8XPsfNZbLYhSzlxP8KrxeRaTIVInPbnuQqv/E7gHYO12M5/Pv/Iv8yTXVtTMpRJZ08oerV3FBMZSp0bJFKnBlVIdvjKpINMNNgV8nhVzoWjfBwmOs/HhSO683MHdZ9aIXH8JV6pDu+y7aszrSw7DzJSeBXYD7wC/DM7dhRqlLQCHfiUncJJbYga9iJqwIcofyPK7mK3VqKY0Mhm89OyIzclM4VSLqXQycsnSXYBnMo6Reezz9OF3AusMCydWJOV2dquAO1T4vde2KsOa89zNC6MldpXVruS2tdoT+2qt6M21dpQfES8o8UgPRMQU81D2tWhG9vUUmacn/15C13MtW0qPTu/SO32FYgsi1EWj1/ptVm8CymnZCfSwbMX6fGZW2n8rztoUOsk9RwZd3aPNync2yGK+9XYRezD7Vedjw5Hd96LFYCFrxKt+A9R35eIOt7H0P1DKSom02XxxpNLn2TB2/7VAfnF+fTvDf+m9ze8T/3r96eHrnyIGiSUfs96+5Xi+Z4joMlQkPc8xxglBw4BWYCVzsrcsxdzaD+7Kdl2PIPN4mayf6xLysKGyMLy/SrfrRJksaQc9oYInjXp27wGDW1WmfrGbnPNoo29D/V0OtlRIdZyLp1is8772ZXKMqJUtq5z/hDL1qUyqaqGgYxqtlq1OxD1fFKn+A1Af2tm22xys5B5ysLMrWe3Kvcsm85soqOZR43ke5MsVi/7J/en13q8RrFixpg3s8xce5SenWV9MiuXfwNu4MUOEmSiT4IofyX8xRPSctTjyeURHZN5crk2/25kM3j+GJrwRO+zh4lmsSJKFinYCtKfP+Z5k0Y8IXjNKzqzf34iP9pqmsTLgt15Q+fRsN+HUWa++cm9AtL9vdtwagMN+W0IPd/5ebq2/rW+O4FrT8O9nCYY5TStzYLe2vyeYZzM77lbAezlV4/HBzEBkTcv5hSoDTUnMrIphedmt7PMuffkRTp6/jIvLCwrW9pS/sp6ub68eWZUl3rUi01D+737L0f7h1ibyUxl6zLHeCPPdqKDPF90YjMRWze0GeJqsruwCeyaZERQLjyUDXhT7+1M01lGHG9DRtQpfwspJOwihUSnUHTCakqveIRe2lLEsoBN0hQTFkMzrp9B9RPq207szRThUUQPsV5J9AWzH7BcE96ARR9dpdMzdHmYqH4P1jdw3gAMol/485Y/acDPA2y6nDmdfZoGzxpMb139Fl3XgDe9BXHwugJYfORKEH+51nzlys5cLWh5tGtbn7t28arvkmBYjnbP8NMwXp5jqAB2tBxRAMsu4su82komPH09HD1zirYc2EWFbE+hoLCQfasWl5zLJ6+x5esC3qVbyEcBTznJZyGnk1VguXkFlMuKnSz2P5bHn/l8X67FH1meOjitstOgm6qSv8chXIYccidBjggtju+zXoTydfGiDpE/W1Ur8LVBGr5VEnTptL/xunLl+7KIjYoVkRiECOUVwnKuXVfg6yju/TXjIigpLoyqxYZTdf6swiaeQ0SZUcCCzr4iOrSLV9uIr1052NRrsZheyOUj/xKfl9xnM8zFYopZFLn6wLWRbx1WeqtWRUSoGHWey5NTZ9gPm1bhkjwynVHMjS3kVd1yLiqVYi5DPuW6iM+1++bOVRynkWeoPJKXndcXs7K5sFJtKmBhIj+mKuXzc2XFTH7aGso/s5x9H+cp08o5hTnsXytHTewUX7pEN3D/F/+6coiCZ9L0X+kyN8OeVVRcBaMgz/NEiONVTi2qtKCmlZtS8yrN1dEwoaFfmQLzBBd3lylmVAa1rqmOPacy6T8L9tD8XWfteoz0R5nAk8DDQfVNOc8tUKNBmab8ZdNxkkOGRDXewdQsid8rH7LjPj46gmQHSDjXQZTDsuJUPiP4Wn5MSB4RFHWf8neF/5MLdb9snC7Gzf8mD2JzfMcpbuGzVHH7VK6Brm12P0VWgP71NBXzURRTg/LqdKX86q2pmM38FUUmUDFPlhaH8uDjxQ3qk3cOF1couS4z4VfSeHm4BkJfEWtx+kR2n7QOa0hTu35Gz215lVKyjtudTxLKro15R+apIzwkjBrE1qerqvDCjSptqQqbgpeFIrp3WvKpu1JN4jev2qbiS+479HA3Ja5epRZVqxxcq3JdQafJbpD3XKHonrxnzh2n8xmnVGGGf60Mv99l0Z4E3UfJubpT8o/INyUmy0qSGsaqc5VL0ml/E/mGriTDpFKOHKX3dKcG/+oj+Z4qrzStdla2DK1A7VOy6mvC2Qzva6Xo0pReGZwZmGdjsVcfCvl+Ic9AiIysO2dxUeRlvdws93UycxF/5nHaPJYxc/JkMR0vimIZWeRlOb/Mpjay8kWeLtJ9b3J60yDqrQbhBvdDDM5NE5dca99JMWyFowVb32jLOyav5AWOkeFnKSQrhTLZOovhC0g/MJ+KK5adMND6RNnHlNbBkLBhmYZ5jNJoEVKEKHBFXhS5Wj5lAk1ka1ksJQpbsaaTLwfL4XxeLGbz5F7WeT5YtharHAbvVRUtXxT8lUERbHHDTCituaThlfNNB+iUvtX4d6d8h6bvU/3GTFajW2bbZJRCamb0NJPYkku7kthOJHJ7PnPLK8pTcrx2LvK4yP3ymctKxIv5F+kSc5QV9GezztK57HNqEadY8ZG8rgZZKCZ+WgfWH8g45WWUhuGd69GwjnXpxVnb6Yf1KaURFs60XR6m0UfZ/9vEeXvVIb6Ca/Pi4aYsQ8pCXpEp46LCeWd7qJIjxcewyJPyKVaedNJjWXFJqqrVV6u1Vn3TPFq8ab0cv+aSrv2StVATqfK0vhR26YSScKyWc3AhTywvZNkwkvJqd6bCyo2pKJ7N2UbG62RH7tPF6iiRI2UhcMlRbHCu7tl+mtWquDtSRuysXt/Ruzv/R/NO/mOxeFlYKAuPn1n2DL29+i26pmZv6pDYjuLCY9XkbhjLmBXUywtRn7q3zv9qL9RiyaURtao3oLgYma0I7BCMcpo2v1epUiWrZp3Ful98fDxlZrIrq5L5S3/oDSmnDtGlrFKlk/G3h3wrGdzhU2OxQxdnkEI1udhgTk9uGOcxpqLKNynAnCwhSbT7IrOYZDF4hi7GNIWqQ5mKaGlL6mQSb/wMLrFMvEEKPjW4Kj2Xmwb5ytRLHm0gP5bUxOKH1MGoDHVtnFweWcBfiDLfWqDmbWVuT+ZvdfKoyKBiWVE3p1uk5molruBiNnXatEHFSbzIozOK/kMZ/DdS3wSWKTWZUZ5aVY5IObMv1GP/rB15M00XdkVSKfocZzpHRw4Z5NU/yOCe/tSo5fq7+hOTvMapDd+OPof+xPTd6iPUiXFe43I5gfR3kUFFJpU5X1mAJZ+8K1PJoTKPI4q3XJZJZRHiRf59JXJpaS/h792SJ1qQRVVsZCWi9ndTsbjjEysfvFHGVrDeLuPcZdplHG10ZXdaY3RGZZhe2F0mZxQZtlHdHPpkTAR98M92OpaezrJ8HosquXzksMEHB2sAAEAASURBVMI3gypEplGFCObNigMHvs5VtUIpgu5q/Bx1rt6b0tJDKeNiesk8YwWdbMjvS8kK8qkOneQnsoS6Nm1ceV03HEL0+GCKnzmYIk+s0XerMo8/uEgtOihmJWlB1ZasC0hm2ZB1AjzPWCzyIc8vFomeQHwHc1/TzS/yp5pXLOmseqgl19rTytwv8/RyvTGzxyQavfpBOpcrY85ykEWDOjnxTepXsw+1qNSEakRVp4phFSk6NIqi1BHJckBDCnPQ3azlp/pejFcVwDk5OZSWxoOWg5hothYqV66slKiiTBWlqiNBtl5rwdZzkpOTtaRlnuNMOfJHWfJppqP1hVs5MXyOuWQnT540d9vle/NWfUwfZ9ix6tjSk6Q3yVF2zshSDt+5z7pcksOeoLVTLTKXf9SJPTm9k6bgBMtectj/+Gje5ZmRm2GUQb6Ii9UsmtFtj1/IH+Pk+GSqG1dXHdq5mHCoUbGGQz/gPV7ZIHhA86R4+uKuTupH0m5eGfrW3J204qD1L1x7sYgMeYYtAcixfL/uu8HevL6RbiBXYwCNrTCHHgmfTXHEAirLTPJ7RS8rWamoiFehl09T9N7Z6rCS1GeiqnNN/uTjj5iK9H6VBEoL5VUs9jTWoAX5xQW07+IBdcw4+otBjG+fjghtTy+MmuzblfSR2kHeM/8ivCXvfTTnUZodYntiwXytcdetBPhPJq9S1MnOrH/0dJB5uLmyXqdkzY7Ie6OPGS/omrx2C2VHitbUT4IYsqmo/nG9whdWEa3lA8EpAjJF1iShCY1uNZqubXitzQWZooh9e2gbeuuW1jRz3TF6+fcdPCnt1KNVJllIcYB9Bsvx53aehPXb8B7V4B9uX4a/R20qHLUpVoXw5HTksWVEcgRYeJfb8wLLldcm16LLImNaCRfy0+mnY7PVYSWZw1Ev1LyHRgx4wuF8/pQhWOU0TQ6zNUco71LmCXfu3FlmjtCe96w9x1JaT83vvfb7KFoTycophKAnEM2KzCoVWN4T8a5kTVxqnVS3yntnuOj1rKv7dFOQ4hauVSL4SHIOwNGfiORAKCXAU+1Rbphul/m4wpzqlHv6ZirKbkj/2y0zb+tKn+NXZ//Htf0/+rzCRBoYvtWijBjCiz3Dz2xVh181z4HKyiIVXgpJryZWpllxsbp5SCuTrxfyM+hnlhMthSndP6erGne3FO3390WV5bVw8WKpMBIbyy/LRpBdtKIAvsS7Ex0JjjzHcKeu6XPcVY6tuhsqoW2ldWe8bnWsO0tEWSBgnYD4Aa4aXZWqV6xu9Ck7BmrF1lIKX4lzZJW29Sci1l0E5J20rBVP343tqoqUxS4HTl9kUy3b2FxfhuGaR3c90k/KCaGvim6ir3Jv4jn9fHow9HcaFLqOGtApiuRrETUd1I/6RbtvuJxFchzjybkPK1eif2JjdH0gEBvrF2/EtyrpiPwkNYe851vvD7UBARAAAXMEonn3QOuqral3cm/qVqsbNazU0CmZXWTKEbwjWA7ZqTRrUyq9t2AfneYFgcEaTlMi3Zz/Nje/mFqGHKYnQn+kXhW2U5js0BJhMohCAv/GWHPsOG1ki1qP1ahK6WFencIKSPLBKqdp7bZ3LlJevukcoT0dwlvze/bUDWlAAARAIBAJFBeFUkFWfcq/0I0KL7XkJgaW8PRA0bO887yYbg9dSOPDvqe4kOCUmWVp4GvnLtD/XcigJ6pXpc1RvIPeySD6iUAOXpWeZaWhFiJKTORq1+Y+IyN1LyM7296tmrpSHHmO9gzJafocd5Vjrm2+cA8KYF94C75RB9mJmWOy+0PuWQryhzImPEb52hV/u3GRcfpzuVYHm5sQk81yLkpfOeQcyl1LVP3rvrzHJrw7+KcHe+grfjozh313p9MO9iOzLTVd+TBMz8onQ/OZ+sQBeFLIy2s/LhyqDsPm1aGTdE/oAuoaupvqhZymmAAS1uqyOaoP0nhHOB9sMIl+rRhNk1ghnMqmVOQ66GYtDV98EJ87Ij8JJk0WM5XDbCF05DnaM6RM0+e4qxxb9fVefGD9APYeR/9/sqPynv+3GC1wlEBoSChVq1hNZ4knvi7Vj6+vjhaJLdQCTkfLs5Ve3I7cyqah5ZAgCwz3nbpIc3ecpJUH0mgf+8S+xP4Krf0usfUM/4oPoV3FDWlMwXMl1S6mq0L2050sR/YK3UZVQhxbGO9fbTeubfu8PFqecoK2REbQr7x5YEFsRbocpD66jcm4fuWI3CNP02QoU/nJVk0ceY72DCnT9DnuLseTc5G2mCAeBMqDAOS98qCMZ3iLQEgxq7byq1Pe5WRW+tajwux67LIx0VvVKcfnhtAPhdeoo2lICl1TYSMNCN1AbUIOsduLcqyGDzyqKls5mHpK7BAQ7eGFgu/wruBtrAzOl1WTdq6cFOujgRy8qgCOiiqFm8cCva2Qm6tb0RAd7ZgNAEeeoz1D6mL6HNNyDK9N626tHNO0pte2TFyLiZhOnTqZZnP5OiLMulkllx/gAwUYukoz/XuorktuGseZu9LdU/+W/DHReQYobaROsVmSTvwsSdBl0J2rS128iuJyxO+lHDLZos7ZRksF/mEr11J+KNvlN3tfS1+S36iMknth7D9UnKWHs/9Q9Snn2sH3ItinqBan0vYKZz/JUSSr++UPYU8+Fxv5ck8dfE/F8bU8DwEETAnUiI+iAa2S1KHFyUTeuct5dCZTTD3n0Fne3XH2Ep/zdWZOPvtALFB+EC/xZxb7Fs9j/8H57KNG/AgrfzX8maf82vjv1F8q1aTXC+9mOzQ6KomUQc0rHKM6IWmUHHKGj7NUmS5SpZDLFE+XKTYkh63rizq5QB2RIewT0Q+C/FUYlpWtDqmuvLGT/D2zlxd87WUfOIdYKXyedwyf58neLP4bks1Sajb/HczGZJ7gCqhgKC9B3it9td6S90prgLNgJyCL/SYNquZVDCEsF5QNpfKxxJmIzyXJS9MoGVx/qT8xKtZUTjeKlAvz2YyS2SrDVrx6jB2TELbKsWfxZERohE62Z1lfzkW2l09N9tcWb8rizFj2lxobEasWasp55ajKSrkrFnnk3JtyvrS1GfuuluOJ/s307+Mcy46H0y7TaZYfZcGhHBey8ugiK4dFhsyUT5Yr5Vz8a+t8Iop/bnP9TV+sH5yE0KbiprSpoCn7IiSqTheoY4W91KRCqpIfq1E6LyzMoVj2bRQbwod88hFq+CPYD1pprYptc/OoLft7m3DuPB1gWXJbVAR/RvBiwzBK5Um/DJYjL7FMmQt50hpGo7hgldOk3VlZWeRJ2VRAQ94z6m648AIBX5D3vNBspx5pXi6VokwERb4svVN6ph5qIuvZkusMK+pIWoMKGBZh9tyRcu1Na488qlXGkTJlnlmOiuEV1Ry0zENr54nRiZQUk6Q/asbUpMqRlfUbi87zXON+tkx4MiOHjqdn0yn+TM/Op0w+Mko+xWWIzDOqQ/nELir1ha1V2M8+9xUn077CZPq0cDBVoUx2IXKQaoec4yONavFRhecX43l+sRLPL8o8o1gnjJD5xRAXfK/4KKPmBQU0+TSbvC8Jp3jOcWV0FG3nTaXHw0OVrHiW75nKieIPOJCDVxXAcXGlzq7sMaUi5p8l2GOixfClOfIc7RnmnmNajqGgbPg8ObdWjmla02t7fJCY5nHH9Yj+T9Pg7LG6ovgLK0RT6pV8eak/2OpczuTbTr7kSj61c7ljdM4qAHWt3S+tqSqj5NLw3PBLzOi+elrpF6vhl02ZdCXPLH0azkAABHyBgIzbqrFs+puPlqzedDYU8gReEU8ay7wx/6sX2AyvZYpPFM66T2ef5Dv5RDSTI0c1ks8KZFGUwUSm3LcYDOKsprNYgFsiYriUq0oOSwUWFbMAXvJO+S3r36G0VRcnOQ3PLZXk2fuVYhI8+4AAKt1UfrLVNE2Ggrxni5Rz8U8O/Yzuv5xZmrlUtCqR4XRRmmUYQxnLIClVCC29MkpjJIPp0qhbJfcN02rPkCeWlsbnBhP3FQxiNNlP+1Q11eRVXbVL/zWoh+EzSxMYnHFa82lKa2X8zNL7BqVwGWYWxFmqh8F9wzIMmmt02/DCfF1LU9iKl5RG7SnNqj9zRxn6wnACAm4mkMhypByOBpELRYY0VARrYpFOYhTZsVS6kvQS5F8tnbpQ9wxkK0nkg0FqeFFVnM9YvqIilh/lUx0SW0Qhcs9Pg3halGOAmfoXFBVQoZIpi0p+M/Anv7xiabsDIbFyLQdS+2fSYJXTpN2iAPbkXKT0CG/N771168+Uk1tqdVH1TiPxhb/pDa5FLjC4LElufEeuQgy2lhnmlwy6EkrzlJE1TDIYXkpe0xro40tOtJK1dLrytbvyfOOgshnIlKV1LEmnf4BWd+P8lq70c6VmExjXwhYDwyLMypFaAoO6yi2NgYo2idOy6OKMrqxeGJVpNaXJ822ltVY/k7z21qEMV5NycBmcBKrERFDnho7t/hVZT+RCkQ8liNgkMqFcGs4najJhIJDN50bIoeTCQt6QqZcFdQyEgITSBREl9/XCsIr2i39kC+k1JYdhhQuLCymX255TmKOOGjXqG0YH3LlXFcCiQE1MTKRz585RamqqVbgXLlzQK1Ud9aFhKHDZeo7h6jzT55iWU7WquJw2H7Ry5EvJMJ/51L5xN5xX18iBAAIgAAK+TiCUf3jKvvjgDo5ZwwhuVmi9NwlA3vMm/bLPToirSnIggAAIgECwEZDf5mG8eCUIDF8F26tFe10gEKxymszTnT592uZcpKDV5vdM5whdwO7xrNWCYPGCxyHiASAAAgFPQGTDcJYNeXNokAbMKwbDizezTL18m92ypTjjJjpw4AAV8DZtS2HPnj36qBYtWujP7TnRniFpDcsxl9cw3vQ5zpQjAmJMjOx5QgABEAABEAABEACB4CSgyVCQ94Lz/aPVIAACIAACIAACvksgGOU0rc0ZGRl06tQpiy9HXLBlZuosp5jOEVrMhAgQAAEQAAEQAAEQ8BECXlcA9+jRQ6EQc38bN260iGXp0qX6uO7du+vP7Tlp0KAB1aqlM91jWI65vMuWLVO3a9euTfXr1zdKotVVblorR4THffv2qbyO1tXogbgAARAAARAAARAAgQAgoMlQkPcC4GWiCSAAAiAAAiAAAgFFIBjlNK3N8iKtze8ZxmF+L6C6PRoDAiAAAiAAAkFBwOsK4MGDB+tBT5o0SX9ueFJUVERTp05VtxISEqhPnz6G0TbPZTv/zTffrNLJDt81a9aYzSP3tR3Akl7yGYamTZuStuLvxx9/VP5CDOO188mTJ2unNGTIEP05TkAABEAABEAABEAgGAlA3gvGt442gwAIgAAIgAAI+AOBYJTTbrrpJqpQ4h/W0lykvDttfk/SSh4EEAABEAABEAABEPAnAl5XAHfq1Il69uypmH3zzTe0evXqMvzef/992r17t7r/6KOPsp/acKM0S5YsUcpaUdiOHj3aKE67eOyxxyg0VGfQ/ZFHHqHs7GwtSn3KtdyXEBYWRpLeXHjqqafU7fPnz9MzzzxTJsnBgwfp7bffVvcbN24MBXAZQrjhFwTy2R38unXGh9xDAAEQAAEQAAEnCEDecwIasoCApwlA3vM0YZQPAiAAAn5BIBjltKSkJLrjjjvU+5k/fz79/PPPZd7VTz/9RBIn4c477yTJgwACfkcA8p7fvTJUGARAAATcScDrCmBpzH//+1+Kjo5WPoAHDBigFKiyG3fx4sU0btw4vaJVduA++eSTTrVf8j799NMq74YNG0hMt8ycOZPkXD7lWs4lSLomTZqoc9N/7r77bpVW7n/yySc0bNgwJRCuY2XZxx9/TN26dVP+QWR14P/+9z+lTDYtA9cg4PME8vKI/vzT+JB7CCAAAiAAAiDgJAHIe06CQzYQ8BQByHueIotyQQAEQMDvCASjnPbmm29StWrV1Lu6/fbb6bnnnqMVK1aoQ85Hjhyp4iTNG2+84XfvFBUGAUUA8h46AgiAAAgENYEwX2h9u3btlBJ21KhRSnk6fvz4MtUSBe7cuXMpLi6uTJy9N0S4O3PmDH377be0efNmGjFiRJms9913n1XBTnYRz549mwYNGkTr16+nX375RR2GBUVGRipl8HXXXWd4G+cgAAIgAAIgAAIgELQEIO8F7atHw0EABEAABEAABHycQDDKacnJyTRnzhwSE9inTp2iiRMnqsPwVcmuX5kDrFOnjuFtnIMACIAACIAACICAXxDwiR3AQurGG2+kbdu20eOPP06i7K1YsSKJv98OHTooAUwUtmJS2ZUgu3LFzLQoksXHb61atSgiIkJ9yvWfvOPx66+/1vsBsfSsqlWr0qpVq+jTTz+lHj16UGJiIkVFRVHDhg1p7NixtHHjRhozZoyl7LgPAiAAAiAAAiAAAkFJAPJeUL52NBoEQAAEQAAEQMAPCASjnNa5c2favn07vfjii3TFFVdQbGysOlq3bq3u7dixgyQNAgiAAAiAAAiAAAj4I4GQYg7+WPFgrnNqairJSkUJKSkpWIkYzJ3BU22/fJno3XeNSxcT6jExxvdwBQIgAAIg4DIBfK+7jDAgC0C/CMjX6luNgrznW+8DtQEBEAhoAvheD+jX63Tj0C+cRoeM9hKAvGcvKaQDARAAAZcJ+OL3us/sAHaZLgoAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAgSAnAAVwkHcANB8EQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQCBwCEABHDjvEi0BARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAIcgJQAAd5B0DzQQAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEAocAFMCB8y7REhAAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAgSAnAAVwkHcANB8EQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQCBwCEABHDjvEi0BARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAIcgJQAAd5B0DzQQAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEAocAFMCB8y7REhAAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAgSAnEBbk7ffL5hcUFOjrffLkSf05TkDAbQSysogyM42LO36cqGJF43u4AgEQAAEQcJmA4Xe54Xe8ywWjAL8mYNgXDPuIXzcKlfctApD3fOt9oDYgAAIBTcDwu9zwOz6gG43G2SRg2BcM+4jNjEgAAvYSgLxnLymkAwEQAAGXCRh+lxt+x7tcsAsFQAHsAjxvZT179qz+0Z06ddKf4wQEPErgP//xaPEoHARAAARAgEi+4+vXrw8UIKD6goYB8p5GAp8eJwB5z+OI8QAQAAEQgLyHPqARwPyeRgKf5UoA8l654sbDQAAEgpOAr8h7MAEdnP0PrQYBEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAhAAiHFHAKwXQHdpJycHNq+fTvddtttFBYWRosXL7bZ3r59+6o0ixYtsppWtqlru0zWrVtHNWvWtJo+WCLt5ectHuVdP089z13lulqOM/kdzWNPeoxH8yPKHnbmc5bPXW/Uz1PPdFe5rpTjTF5H89iT3pPjUczCaKv/W7duTVFRUeXTWfEUnyYg8l6LFi1UHUXWE5nPVrCnL0sZnuzPturoq/H2svNm/cu7jp56nrvKdbUcZ/I7ksfetBiP5keVvfzM5/b83fKun6ee585yXSnLmbyO5rEnvSfHI+Q9z49Lf3yCp+Q9T/Zlf+Ss1dmevwNaWm98eqN+nnqmu8p1pRxn8zqSz960GJNlR5S97MrmLL875V1HTz3PXeW6Wo4z+R3NY096T45HX5T3bM8kld+YwpPsJCATwx07dmR3rDp/rHXq1LGZMzw8XKWxJ61WmCh/HUmv5QvET2f4lSeH8q6fp57nrnJdLceZ/I7mcTQ9xmPpiHKUXWnO8jnzRv089Ux3letKOc7kdTSPo+k9MR5h9rl8xqc/PUXkPU3Ws7d/ONqXhYcn+rM/cdbq6gw7LW95fZZ3HT31PHeV62o5zuR3JI8jabU+hPGokSByhl9pbs+flXf9PPU8d5brSlnO5HU0j6PpPTEe7f0+93wPxhN8hUB5yHue6Mu+ws/Rejj6d8DR8l1N7436eeqZ7irXlXKczetIPkfSav0DY1JHwhl2GsPy+izvOnrqee4q19VynMnvaB5H03tiPPqavAcT0OX1FwPPAQEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEPE4AC2MOAUTwIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIlBcBKIDLizSeAwIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIeJhBSzMHDz0DxfkQgNTWVkpOTVY1TUlLgA9iP3h2qGngEMB4D752iRf5LAOPRf98dal6WAPpzWSa4AwLeIoDx6C3yeC4IlCWA8ViWCe74JwH0Zf98b6h14BLAmAzcd4uW+R+BYBuP2AHsf30UNQYBEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABswSgADaLBTdBAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAwP8IQAHsf+8MNQYBEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABswTgA9gsFtwEARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAAf8jgB3A/vfOUGMQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQMEsACmCzWHATBEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABPyPABTA/vfOUGMQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQMEsACmCzWHATBEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABPyPABTA/vfOUGMQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQMEsACmCzWHATBEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABPyPABTA/vfOUGMQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQMEsACmCzWHDTWQLr16+nQYMGUUJCAsXExFCXLl3oxx9/dLY45AMBEHCBwHfffUfjxo2jDh06UGRkJIWEhNDkyZNdKBFZQQAEnCFw/Phx+vDDD2nAgAFUt25dioiIoKSkJBo6dCitXbvWmSKRBwS8SgDynlfx4+EgYEQA8p4RDlyAgNcIQN7zGno82EMEIO95CCyKBQEnCEDecwIasoCABwj4o7wX5gEOKDJICSxevJgGDhxIUVFRNGLECIqLi6NffvmFhg8fTikpKfTkk08GKRk0GwS8Q+DFF1+ko0ePUtWqValmzZrq3Ds1wVNBILgJfPTRRzRx4kRq1KiRUgJXq1aN9u/fT7Nnz1bH9OnT1XdlcFNC6/2FAOQ9f3lTqGewEIC8FyxvGu30dQKQ93z9DaF+jhCAvOcILaQFAc8TgLznecZ4AgjYQ8Af5b2QYg72NA5pQMAagYKCAmrevDmlpqbSmjVrqG3btip5RkYGderUiY4cOUL79u2jevXqWSsGcSAAAm4k8M8//1CTJk3UuHvnnXfo+eefp0mTJtHo0aPd+BQUBQIgYIvAr7/+SomJidSrVy+jpMuXL6d+/fpRbGwsnTx5Uu3UN0qACxDwMQKQ93zshaA6IMAEIO+hG4CAbxCAvOcb7wG1cJ0A5D3XGaIEEHA3Ach77iaK8kDAOQL+KO/BBLRz7xq5TAgsWrSIDh48SCNHjtQrfyVJpUqVaPz48ZSXl0dTpkwxyYVLEAABTxK45pprsOjCk4BRNgjYSeCWW24po/yVrD179qQ+ffrQhQsXaPv27XaWhmQg4D0CkPe8xx5PBgFLBCDvWSKD+yBQvgQg75UvbzzNcwQg73mOLUoGAWcJQN5zlhzygYB7CfijvAcFsHv7gFdKO3PmDP3xxx/08ssv03XXXafMvYqvTzkc3ekn5mLFVLPs5hUfvlWqVKGOHTvSu+++S1lZWRbbt2TJEhUn/g1Ng5iFlrB06VLTKFyDQEAS8IUxGZBg0SgQcIKAr4/H8PBw1aqwMHjlcOL1BlUWX+jLkPeCqsuhsTYI+MKYtFFFRINA0BDw9fEIeS9ouqLLDfWFvgx5z+XXiAICiIAvjMkAwommgIBLBHx9PPqqvIfZRpe6nW9krlGjhlsqMmfOHBo1ahRlZmbqyxOl74YNG9Tx9ddf09y5c6lx48b6eO1EfBlKEHOzpiEpKUmZt9TSmMbjGgQCjYAvjMlAY4r2gICzBHx5PB47dkyZ7hQf3a1bt3a2icgXJAR8oS9rshzkvSDpdGimVQK+MCatVhCRIBBEBHx5PELeC6KO6Iam+kJfhrznhheJIgKGgC+MyYCBiYaAgIsEfHk8+rK8hx3ALnY8X8tet25dMrcL11Y9N2/eTMOHD1fKX/FF+Oabb9KqVato4cKFNHbsWJVdfPhef/31dPHixTLFia9fCWLy2VyIj48nLY25eNwDgUAl4K0xGag80S4QcIWAL43H/Px8uvPOOyk3N5cmTpxIoaGhrjQNeYOMgLf6sibLQd4Lsg6H5tok4K0xabNiSAACQUjAl8Yj5L0g7IBubLK3+jLkPTe+RBQVUAS8NSYDCiIaAwJuIuBL49Hn5b1iBL8nwKafi3n3bvGpU6dUWw4fPlzMY0kdd999t13tYz+EKj2boCxmxW+ZPP/+97/1ZU6YMKFMfP/+/VU8rxQsEyc3atWqVcxKYLNxuAkCgUbAF8akKdO3335bjdFJkyaZRuEaBAKagC+Ox8LCwuKRI0eqMcmLrAKaPxrnPgK+0Jch77nvfaIk/yfgC2PSlCLkPVMiuA4WAr44HiHvBUvvc287faEvQ95z7ztFaf5NwBfGpClByHumRHAdLAR8cTz6g7xHwdJBgqmdjiqA165dq1fujhs3ziwq6cwtWrRQ6RISEorz8vKM0g0bNkzFsbloo/vaBe8qLk5OTtYu8QkCQUXAG2PSFDAERFMiuA5WAt4ej/J9KouzZKEWu10olmsEEHCGgDf6MuQ9Z94U8gQLAW+MSVO2kPdMieA6WAl4ezxC3gvWnuf+dnujL0Pec/97RImBQ8AbY9KUHuQ9UyK4DlYC3h6P/iLvwQS0m7ad+3Mxs2fP1lf/nnvu0Z8bnlSoUIHuuusudSs9PZ0WL15sGK33/av5CjGM5J3JdOnSJX0awzicgwAIlCXgjjFZtlTcAQEQcIaAO8djUVERyffslClT6Pbbb6fJkyeTfL8igEB5EHBHX9Z8/0LeK483hmcEOgF3jMlAZ4T2gUB5EXDneIS8V15vDc8xR8AdfRnynjmyuAcCzhFwx5h07snIBQIgYErAnePRn+Q9zDqa9oQgvF6xYoVqdUxMDLVv394igV69eunjVq5cqT+XEy1uwYIFRvflYv78+eqelqZMAtwAARAwIuCOMWlUIC5AAAScJuCu8agJh1OnTqXhw4fTtGnT4PfX6beCjM4QcEdf1mQ5yHvOvAHkAQFjAu4Yk8Yl4goEQMBZAu4aj5D3nH0DyOcuAu7oy5D33PU2UA4IELljTIIjCICAewi4azz6m7wHBbB7+o9fl7J7925V/8aNGxP7ALbYlubNm+vjtDzajX79+lHDhg1p+vTptGXLFu02ZWRk0FtvvUURERH6HcT6SJyAAAiYJaCNL1fGpNmCcRMEQMBhAu4YjyIc3nvvvSTK31tvvZW+++47KH8dfhPI4CoBd/RlyHuuvgXkB4FSAu4Yk6Wl4QwEQMAVAu4Yj5D3XHkDyOsuAu7oy5D33PU2UA4IELljTIIjCICAewi4Yzz6o7xnWdvnHq4oxccJ5OTkUFpamqplnTp1rNa2cuXKJLuEL1++TCkpKUZpRXH89ddf08CBA+nqq6+mESNGUFxcHP3yyy909OhReu+996h+/fpGeXABAiBQloC7xqSULGNSW920fft29TC5t2TJEnXeo0cPGjNmjDrHPyAAAmUJuGs8vvbaa8rsc2xsLDVt2pTeeOONMg8bPHgwtW3btsx93AABdxBwV1+GvOeOt4EyQIDIXWNSWELeQ48CAdcIuGs8Qt5z7T0gt+sE3NWXIe+5/i5QAggIAXeNSSkL8p5QQAAB5wm4azz6o7wHBbDz/SYgcl68eFHfDpmYthU0BbD49DUNffr0UcqmCRMm0MyZMyk/P59at25NEydOVOYuTdPjGgRAoCwBd45JUf6Kr1HDIObbDU24QwFsSAfnIGBMwF3j8ciRI6pg+e588803jR9SciWLpKAANosGN91AwF19WaoCec8NLwRFBD0Bd45JyHtB350AwEUC7hqPkPdcfBHI7jIBd/VlqQjkPZdfBwoAAXLnmIS8hw4FAq4RcNd49Ed5Dwpg1/qO3+eW1Q9aEDPNtkJkZKRKkp2dbTZpp06d6K+//jIbh5sgAAK2CbhzTE6ePJnkQAABEHCOgLvGI8aic/yRy30E3NWXtRpB3tNI4BMEnCPgzjGJ7xjn3gFygYBGwF3jEWNRI4pPbxFwV1/W6g95TyOBTxBwjoA7xyS+Y5x7B8gFAhoBd41HfxyL8AGs9YIg/YyKitK3PC8vT39u6SQ3N1dFRUdHW0qC+yAAAi4QwJh0AR6ygoCbCWA8uhkoivMaAfRlr6HHg0HALAGMSbNYcBMEvEIA49Er2PFQDxBAX/YAVBQJAi4QwJh0AR6ygoCbCQTzeIQC2M2dyd+KEz+9WjBn1lmL0z7F/68Ee8xFa3nwCQIgYD8BjEn7WSElCHiaAMajpwmj/PIigL5cXqTxHBCwjwDGpH2ckAoEyoMAxmN5UMYzyoMA+nJ5UMYzQMB+AhiT9rNCShDwNIFgHo9QAHu6d/l4+bL6ITExUdUyNTXVam0vXLhAmgI4OTnZalpEggAIOEcAY9I5bsgFAp4ggPHoCaoo0xsE0Je9QR3PBAHLBDAmLbNBDAiUNwGMx/Imjud5igD6sqfIolwQcI4AxqRz3JALBDxBIJjHIxTAnuhRflZmy5YtVY0PHDhABQUFFmu/Z88efVyLFi305zgBARBwLwGMSffyRGkg4AoBjEdX6CGvLxFAX/alt4G6gAARxiR6AQj4DgGMR995F6iJawTQl13jh9wg4G4CGJPuJoryQMB5AsE6HqEAdr7PBEzOHj16qLbI7t6NGzdabNfSpUv1cd27d9ef4wQEQMC9BDAm3csTpYGAKwQwHl2hh7y+RAB92ZfeBuoCAkQYk+gFIOA7BDAefeddoCauEUBfdo0fcoOAuwlgTLqbKMoDAecJBOt4hALY+T4TMDkHDx6sb8ukSZP054YnRUVFNHXqVHUrISGB+vTpYxiNcxAAATcSwJh0I0wUBQIuEsB4dBEgsvsMAfRln3kVqAgIKAIYk+gIIOA7BDAefeddoCauEUBfdo0fcoOAuwlgTLqbKMoDAecJBOt4hALY+T4TMDk7depEPXv2VO355ptvaPXq1WXa9v7779Pu3bvV/UcffZTCw8PLpMENEAAB9xDAmHQPR5QCAu4ggPHoDooowxcIoC/7wltAHUCglADGZCkLnIGAtwlgPHr7DeD57iKAvuwukigHBNxDAGPSPRxRCgi4g0CwjseQYg7uAIgyvEdgxYoVJP57tZCWlkZPP/20uhRTzWPGjNGi1Ofo0aONruVi8+bNJGmzs7MpNjaWxo8fr3b5yvWMGTPoyy+/VHmaNm1KGzZsoLi4uDJl4AYIgICOAMYkegII+A4BjEffeReoiWsE0Jdd44fcIOBuAhiT7iaK8kDAeQIYj86zQ07fIoC+7FvvA7UBAYxJ9AEQ8B0CGI/OvQsogJ3j5lO5RKE7ZcoUu+tkSec/Z84cGjVqFGVmZpotS5S/c+fOpcaNG5uNx00QAAEdAYxJ9AQQ8B0CGI++8y5QE9cIoC+7xg+5QcDdBDAm3U0U5YGA8wT+v727C9Gi+h8AftbXWLXFCLe0oC7EINe0tLtIK+siK+yFUrHsPYqgLqJLNyJyKYqiIiSICgvMaBUi0iCp7GapLbMXhLDIViuhMG0l337/M8vzuJs+2+z+d93zzHwGnnaemTMz53y+Z+tL350Zv4+Dt3NkWgLmclrx0BsCfifNAQLpCPh9HFwsPAJ6cG6FPOqaa64JW7duDQ8//HCIxd7GxsYQ3/c7d+7c0NbWlt0lrPhbyNAbVKICficTDYxulVLA72Mpw17IQZvLhQyrQdWxgN/JOg6erhdOwO9j4UJa2gGZy6UNvYEnKuB3MtHA6FYpBcr2++gO4FJOc4MmQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKCIAu4ALmJUjYkAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgVIKKACXMuwGTYAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAEQUUgIsYVWMiQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKCUAgrApQy7QRMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgUEQBBeAiRtWYCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAopYACcCnDbtAECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBRRQAG4iFE1JgIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIESimgAFzKsBs0AQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQJFFFAALmJUjYkAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgVIKKACXMuwGTYAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAEQUUgIsYVWMiQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKCUAgrApQy7QRMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgUEQBBeAiRtWYCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAopYACcCnDbtAECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBRRQAG4iFE1JgIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIESimgAFzKsBs0AQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQJFFFAALmJUjYkAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgVIKKACXMuwGTYAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAEQUUgIsYVWMiQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKCUAgrApQy7QRMgMBQCK1asCA0NDcd9fvzxx6E4fd2dY/PmzcdZRJ/W1ta6G4sOEyBAgAABAgSigHyv7zyQ7/X18I0AAQIECBCobwG5Xt/4yfX6evhGoN4FFIDrPYL6T4BAXQj8O4GaNGlS+Pvvv/+z793d3aGpqalPYTWey0KAAAECBAgQIJCWgHwvrXjoDQECBAgQIEBgKAXkekOp6VwECJwMgTEn4yKuQYAAgSILTJ06NXzwwQfVIU6bNq26Xmtl3759ob29PSxdurRWk2z7+vXrw969e/ttk8rOefPmha+//rranZaWluq6FQIECBAgQIBAPQvI93qiJ9+r51ms7wQIECBAgEAtAblej4xcr9YMsZ1AfQooANdn3PSaAIGEBMaOHRtmzpyZu0ennHJKOHDgQHjjjTf+swAc28Slckzui4xAwwkTJgzIYQS66JIECBAgQIAAgUEJyPd62OR7g5o+DiJAgAABAgQSF5Dr9QRIrpf4RNU9AgMU8AjoAYJpToAAgf+vwLXXXpudYtOmTWH37t01T/fbb7+FjRs3Zvuvu+66mu3sIECAAAECBAgQSEtAvpdWPPSGAAECBAgQIDCUAnK9odR0LgIEhktAAXi4ZJ2XAAECNQSuvPLKcMYZZ4TDhw+Ht956q0arkO07dOhQ1nbhwoU129lBgAABAgQIECCQloB8L6146A0BAgQIECBAYCgF5HpDqelcBAgMl4AC8HDJOi8BAkkKfP/996GhoSH7xOLr0aNHw5o1a0JM3Jqbm8OoUaPC/Pnzh7Xvo0ePDkuWLMmuUXnE84ku+Prrr2eb43uC4zH9La2trdVxxXZ//vlnWLlyZTj//PPDxIkTw2mnnRYWLFjQb8G59/m3bNkS7rrrrjBjxoxw6qmnhnHjxoWzzjorLFq0KLz44ovZ+Xu3t06AAAECBAgQSEVAvlf7Dwx7x0i+11vDOgECBAgQIFAvAnI9uV69zFX9JDDSAt4BPNIRcH0CBE6qwFdffVW9XrwL99JLLw2ffPJJdVtcmTVrVp/vw/Fl+fLl4dlnnw2dnZ3hm2++yQq1va/z7bffhi+++CLbFNt++eWXvXf3u75jx44Q7xj+4Ycfqu32798fNm/enH3a29uzoveYMcf/J6C7uzvceeedJywU//LLLyF+3nvvvfD777+HWHS2ECBAgAABAgRSE5DvbQ7yvdRmpf4QIECAAAECQyUg15PrDdVcch4CRRc4/v/+F33ExkeAQKkFeieJDz74YIiF1niH7S233BKmTp0afv755zBlypRhN5ozZ05W9I3F33gX8KpVq/pcs3Jn8MyZM8Ps2bMHVAC++eabQywC33fffeHGG28MTU1NYevWraGtrS1s3749rF27NhtrLED3Xo4cORLiu4bju4njMn369HD//feHuXPnhsbGxrBr167w2WefZcf3Ps46AQIECBAgQCAlAfmefC+l+agvBAgQIECAwNAKyPXkekM7o5yNQHEFFICLG1sjI0DgBAK9k8R4h+yGDRuyxxpXml500UWV1WH/eeutt4ZHH300vPnmm+HJJ5/MHuEcL1p5LHVcj20GunR0dGTnrDxmOh4fi7g33XRTuOSSS0I0eP7557M7fWOBubK88MIL1eLv4sWLs7uAx48fX9md/bz66qvD448/nhWD++zwhQABAgQIECCQiIB8T76XyFTUDQIECBAgQGAYBOR6cr1hmFZOSaCQAt4BXMiwGhQBArUEej9KOb7LNr7TdqSWZcuWZe8cjncdx8czV5a4HrfF9xHHu5MHusQx9S7+Vo6fNGlSWL16dfY13u378ssvV3aF+P2pp57Kvsd3/cb3D/+7+FtpHPs1bdq0ylc/CRAgQIAAAQJJCcj35HtJTUidIUCAAAECBIZUQK4n1xvSCeVkBAosoABc4OAaGgECfQX27NkTurq6so3z5s0Ld9xxR98GJ/lbLKIuWLAgu2rlkc/xS2X9sssuG1Sh9fbbb685kosvvrj6vuEPP/yw2i4mzzt37sy+33333WHixInVfVYIECBAgAABAvUiIN8LQb5XL7NVPwkQIECAAIGBCsj15HoDnTPaEyizgAJwmaNv7ARKJtD7ETHx/bgpLJVHPL/zzjuhu7s7+6xbty7rWmXfQPsZi9v9LfF/CsYlvg/4n3/+ydY7Ozuzn/Ef8THRFgIECBAgQIBAPQrI93qiJt+rx9mrzwQIECBAgMB/Ccj1eoTkev81U+wnQCAKKACbBwQIlEagd5J41VVXJTHu66+/PjQ2Noa9e/eG9evXh/b29vDXX3+FCRMmhLhvMMuUKVP6Pay5uTnbH981/Mcff2Tr8S8oK8uZZ55ZWfWTAAECBAgQIFBXAvK9nnDJ9+pq2uosAQIECBAgkFNArtcDJdfLOWE0I1BygTElH7/hEyBQIoHKO0Lio5dTeYdtfNTy4sWLw5o1a7JHP8eibFzitlgEHszS0NAwmMMcQ4AAAQIECBCoewH5Xt2H0AAIECBAgAABAjUF5Ho1aewgQIDAcQLuAD6OxAYCBIoqUPkrwTlz5iQ1xMqjnjdu3Bg2bdqU9a2ybTAd/fXXX/s9rLI/FoonT56ctT399NOrx+zatau6boUAAQIECBAgUE8C8r2eaMn36mnW6isBAgQIECCQV0Cu1yMl18s7Y7QjUG4BBeByx9/oCZRGIL7r9rvvvsvGO3v27KTGffnll4f42OVDhw5ln6lTp4a4bbBLR0dHv4dW9k+fPj2MGzcua3vhhRdWj/n444+r61YIECBAgAABAvUiIN87Fin53jELawQIECBAgEAxBOR6x+Io1ztmYY0AgdoCCsC1bewhQKBAArH4e/DgwWxEqd0BPHr06LB8+fIwfvz47BPXR40a/L+eX3vttZqRiwnitm3bsv1XXHFFtd0FF1wQzj777Oz7K6+8Evbt21fdZ4UAAQIECBAgUA8C8r2eKMn36mG26iMBAgQIECAwUAG5Xo+YXG+gM0d7AuUVGHyFobxmRk6AQB0KVN4RErueWgE49qmtrS0cOHAg+6xatSpuGvSyYcOGsHbt2uOOj0Xde++9N9seC8yV9bghfn/kkUeyfTt37gzxEdTxLytPtBw5ciR0dXWdaJdtBAgQIECAAIERE5DvheyP+Co5nnxvxKaiCxMgQIAAAQLDICDXk+sNw7RySgKFFlAALnR4DY4AgYpA5R0hTU1N4dxzz61sLuTPuXPnhqVLl4YHHnggfPTRR+Hzzz8Pr776aojbOzs7szHHfbNmzeoz/rht4cKF2bZ33303tLS0hOeeey5s2bIlO+79998PK1euDOedd15YvXp1n2N9IUCAAAECBAiMtIB8T7430nPQ9QkQIECAAIHhE5DryfWGb3Y5M4FiCowp5rCMigABAn0FKkliau//7dvLofkW7/6N7xB+6aWXss+/z3rDDTeEZ5555t+bs7uA29vbw2233RbWrVsXtm/fHh566KHj2tlAgAABAgQIEEhRQL53LCryvWMW1ggQIECAAIFiCMj1jsVRrnfMwhoBArUFFIBr29hDgECBBMqUJMY7nONdv08//XSId/L+9NNPYezYsSG+5/eee+4Jy5YtqxnZxsbG8Pbbb2d3Dse7hj/99NOwe/fucPjw4dDc3BxiAX3RokVhyZIlNc9hBwECBAgQIEBgJATke/K9kZh3rkmAAAECBAicHAG5nlzv5Mw0VyFQHAEF4OLE0kgIEOhHYM+ePf3sHf5d8+fPD0ePHh30hVasWBHiJ+8yefLk8MQTT2SfvMf0brdgwYIQPxYCBAgQIECAQL0IyPcGFin53sC8tCZAgAABAgRGVkCuNzB/ud7AvLQmUEQBBeAiRtWYCBA4qQIHDx4M27Ztq15zxowZ2R231Q0lWdm/f3/YsWNHSUZrmAQIECBAgECZBOR7PdGW75Vp1hsrAQIECBAoj4BcryfWcr3yzHkjLYeAAnA54myUBAgMo0BXV1doaWmpXiEWQc8555zq97KsdHR0uGu4LME2TgIECBAgUDIB+V5PwOV7JZv4hkuAAAECBEoiINfrCbRcryQT3jBLIzCqNCM1UAIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBRcoOH/3kk5+JdSFhzH8AgQIFAvAq2treGxxx7Luutf6/USNf0kQIAAAQIECOQXkO/lt9KSAAECBAgQIFBvAnK9eouY/hJIX8AdwOnHSA8JECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECCQS8AdwLmYNCJAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgED6Au4ATj9GekiAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIFcAgrAuZg0IkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQPoCCsDpx0gPCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgkEtAATgXk0YECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBBIX0ABOP0Y6SEBAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgRyCSgA52LSiAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAukLKACnHyM9JECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQC4BBeBcTBoRIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEAgfQEF4PRjpIcECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDIJaAAnItJIwIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECKQvoACcfoz0kAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABArkEFIBzMWlEgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACB9AUUgNOPkR4SIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEAgl4ACcC4mjQgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIJC+gAJw+jHSQwIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECOQSUADOxaQRAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE0hdQAE4/RnpIgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBXAIKwLmYNCJAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgED6AgrA6cdIDwkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIJBLQAE4F5NGBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQSF9AATj9GOkhAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEcgkoAOdi0ogAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQLpCygApx8jPSRAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEAuAQXgXEwaESBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAIH0BBeD0Y6SHBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQyCWgAJyLSSMCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAikL6AAnH6M9JAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQK5BBSAczFpRIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgfQFFIDTj5EeEiBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAIJeAAnAuJo0IECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECCQvoACcPox0kMCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAjkElAAzsWkEQECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBNIXUABOP0Z6SIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgVwCCsC5mDQiQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBA+gIKwOnHSA8JECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECCQS0ABOBeTRgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEEhfQAE4/RjpIQECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBHIJKADnYtKIAAECBAhWKtSKAAAAuklEQVQQIECAAAECBAgQIECAAAECBAgQIECAAAEC6QsoAKcfIz0kQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBALgEF4FxMGhEgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCB9AQXg9GOkhwQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEMgloACci0kjAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIpC/wP/qE9/9CSB9nAAAAAElFTkSuQmCC\" width=\"960\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cols = plt.rcParams[\"axes.prop_cycle\"].by_key()[\"color\"]\n",
"\n",
"\n",
"fig, axs = plt.subplots(ncols=3, figsize=(6.4 * 1.5, 4.8 * 0.75))\n",
"for ki, k in enumerate(ks):\n",
" for n in range(3):\n",
" for i in range(35):\n",
" axs[ki].plot(rs, corr[i, n, ki, :], c=cols[n], lw=0.5)\n",
"\n",
" axs[ki].plot(rs, np.median(corr[:, n, ki, :], axis=0), c=cols[n],\n",
" label=r\"$\\log M_{{\\rm tot}} / M_\\odot \\geq {}$\".format(np.log10(mass_thresholds[n])))\n",
"\n",
" \n",
" axs[ki].axvline(2.65 / 0.705, c=\"red\", ls=\"--\", label=\"BORG constrained scale\", alpha=0.5)\n",
" axs[ki].set_xscale(\"log\")\n",
" axs[ki].set_title(r\"$k \\leq {}$\".format(k))\n",
" axs[ki].set_xlabel(r\"$r~\\left[\\mathrm{Mpc}\\right]$\")\n",
" \n",
"axs[0].legend(frameon=False)\n",
"plt.tight_layout()\n",
"fig.savefig(\"../plots/knn_cross.png\", dpi=450)\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b097637b",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "2ced23cb",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "be26cbcc",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "venv_galomatch",
"language": "python",
"name": "venv_galomatch"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.0"
},
"vscode": {
"interpreter": {
"hash": "f29d02a8350410abc2a9fb79641689d10bf7ab64afc03ec87ca3cf6ed2daa499"
}
}
},
"nbformat": 4,
"nbformat_minor": 5
}