{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# MESS - Morhpological Equal-area Standardized Segmentation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Main function: segment(** *mask, video=None, fr=None, n_ROIs_out=16, n_ROIs_in=16* **)**\n", "\n", "Return ROIs masks, means from ROIs masks and time.\n", "\n", "Divide cell mask into two major regions (inner and outter region), then divide these regions into smaller regions of interest (ROIs) with similar area following cell shape. The number of ROIs in each major region can be adjusted by *n_ROIs_out* and *n_ROIs_in* arguments. Also, get ROIs means over time from video.\n", "\n", "**Parameters:** \n", "- **mask: boolean array**\n", " - (M x N) boolean array. Must match video dimensions. It can be loaded or drawn below.\n", "- **video: array, optional**\n", " - (F x M x N) 16-bit gray image stack, where F are frames, M are lines and N are columns.\n", "- **fr: float, optional**\n", " - video frame rate (in frames per second). Necessary if video is provided.\n", "- **n_ROIs_out: int, optional**\n", " - number of ROIs in the outter region.\n", "- **n_ROIs_in: int, optional**\n", " - number of ROIs in the inner region.\n", " \n", "**Returns:**\n", "- **stack_ROIs: boolean array**\n", " - (R x M x N) image stack, where R are ROI numbers (R = n_ROIs_in + n_ROIs_out), M are lines and N are columns.\n", "- **label_ROIs: boolean array**\n", " - (M x N) image, where each ROI is labeled by different numbers in the image (0 for background), M are lines and N are columns.\n", "- **ROIs_means: array (only if video and fr are provided)**\n", " - (F x R) array, where F are frames and R are ROI numbers.\n", "- **time: array (only if video and fr are provided)**\n", " - (F,) array, where F are time points.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "testing = (__name__ == \"__main__\")\n", "if testing:\n", " import matplotlib.pyplot as plt\n", " import matplotlib.image as mpimg\n", " import numpy as np\n", " import sys,os\n", " mespath = os.path.abspath('')\n", " if mespath not in sys.path:\n", " sys.path.append(mespath)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mandatory Parameters (load video and frame rate):" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "if testing:\n", " from skimage import io\n", " global fpath\n", " fpath = os.path.join('Data','Cell2','Videos_AP')\n", " fr = 71.29 #55.78\n", " fname = 'vid1.tif'\n", " fullpath = os.path.join(fpath,fname)\n", " video = io.imread(fullpath)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Still don't have a cell mask? Draw it manually or generate it automatically (plus manual editing if necessary):" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "if testing:\n", " mask_method = 'draw' # or 'load' if you already have mask file stored" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def build_contour(msk):\n", " '''Generates a gray contour from binary masks and extracts the contour'''\n", " import scipy.ndimage as sm\n", " import numpy as np\n", " msk_d = sm.binary_dilation(msk,structure=np.ones((3,3)),iterations=1)\n", " msk_contour_gray = msk_d.astype(int) + msk.astype(int)\n", " from skimage import measure\n", " contour = measure.find_contours(msk_contour_gray, 1, positive_orientation = 'high')\n", " if len(contour)>1:\n", " largest = np.size(contour[0])\n", " for c in contour:\n", " if np.size(c)>np.size(largest):\n", " largest = c\n", " contour=largest\n", " else:\n", " contour = contour[0]\n", " return(contour)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "application/javascript": [ "/* Put everything inside the global mpl namespace */\n", "window.mpl = {};\n", "\n", "\n", "mpl.get_websocket_type = function() {\n", " if (typeof(WebSocket) !== 'undefined') {\n", " return WebSocket;\n", " } else if (typeof(MozWebSocket) !== 'undefined') {\n", " return MozWebSocket;\n", " } else {\n", " alert('Your browser does not have WebSocket support. ' +\n", " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", " 'Firefox 4 and 5 are also supported but you ' +\n", " 'have to enable WebSockets in about:config.');\n", " };\n", "}\n", "\n", "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", " this.id = figure_id;\n", "\n", " this.ws = websocket;\n", "\n", " this.supports_binary = (this.ws.binaryType != undefined);\n", "\n", " if (!this.supports_binary) {\n", " var warnings = document.getElementById(\"mpl-warnings\");\n", " if (warnings) {\n", " warnings.style.display = 'block';\n", " warnings.textContent = (\n", " \"This browser does not support binary websocket messages. \" +\n", " \"Performance may be slow.\");\n", " }\n", " }\n", "\n", " this.imageObj = new Image();\n", "\n", " this.context = undefined;\n", " this.message = undefined;\n", " this.canvas = undefined;\n", " this.rubberband_canvas = undefined;\n", " this.rubberband_context = undefined;\n", " this.format_dropdown = undefined;\n", "\n", " this.image_mode = 'full';\n", "\n", " this.root = $('<div/>');\n", " this._root_extra_style(this.root)\n", " this.root.attr('style', 'display: inline-block');\n", "\n", " $(parent_element).append(this.root);\n", "\n", " this._init_header(this);\n", " this._init_canvas(this);\n", " this._init_toolbar(this);\n", "\n", " var fig = this;\n", "\n", " this.waiting = false;\n", "\n", " this.ws.onopen = function () {\n", " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", " fig.send_message(\"send_image_mode\", {});\n", " if (mpl.ratio != 1) {\n", " fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n", " }\n", " fig.send_message(\"refresh\", {});\n", " }\n", "\n", " this.imageObj.onload = function() {\n", " if (fig.image_mode == 'full') {\n", " // Full images could contain transparency (where diff images\n", " // almost always do), so we need to clear the canvas so that\n", " // there is no ghosting.\n", " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", " }\n", " fig.context.drawImage(fig.imageObj, 0, 0);\n", " };\n", "\n", " this.imageObj.onunload = function() {\n", " fig.ws.close();\n", " }\n", "\n", " this.ws.onmessage = this._make_on_message_function(this);\n", "\n", " this.ondownload = ondownload;\n", "}\n", "\n", "mpl.figure.prototype._init_header = function() {\n", " var titlebar = $(\n", " '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n", " 'ui-helper-clearfix\"/>');\n", " var titletext = $(\n", " '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n", " 'text-align: center; padding: 3px;\"/>');\n", " titlebar.append(titletext)\n", " this.root.append(titlebar);\n", " this.header = titletext[0];\n", "}\n", "\n", "\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "\n", "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "mpl.figure.prototype._init_canvas = function() {\n", " var fig = this;\n", "\n", " var canvas_div = $('<div/>');\n", "\n", " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", "\n", " function canvas_keyboard_event(event) {\n", " return fig.key_event(event, event['data']);\n", " }\n", "\n", " canvas_div.keydown('key_press', canvas_keyboard_event);\n", " canvas_div.keyup('key_release', canvas_keyboard_event);\n", " this.canvas_div = canvas_div\n", " this._canvas_extra_style(canvas_div)\n", " this.root.append(canvas_div);\n", "\n", " var canvas = $('<canvas/>');\n", " canvas.addClass('mpl-canvas');\n", " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", "\n", " this.canvas = canvas[0];\n", " this.context = canvas[0].getContext(\"2d\");\n", "\n", " var backingStore = this.context.backingStorePixelRatio ||\n", "\tthis.context.webkitBackingStorePixelRatio ||\n", "\tthis.context.mozBackingStorePixelRatio ||\n", "\tthis.context.msBackingStorePixelRatio ||\n", "\tthis.context.oBackingStorePixelRatio ||\n", "\tthis.context.backingStorePixelRatio || 1;\n", "\n", " mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n", "\n", " var rubberband = $('<canvas/>');\n", " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", "\n", " var pass_mouse_events = true;\n", "\n", " canvas_div.resizable({\n", " start: function(event, ui) {\n", " pass_mouse_events = false;\n", " },\n", " resize: function(event, ui) {\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " stop: function(event, ui) {\n", " pass_mouse_events = true;\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " });\n", "\n", " function mouse_event_fn(event) {\n", " if (pass_mouse_events)\n", " return fig.mouse_event(event, event['data']);\n", " }\n", "\n", " rubberband.mousedown('button_press', mouse_event_fn);\n", " rubberband.mouseup('button_release', mouse_event_fn);\n", " // Throttle sequential mouse events to 1 every 20ms.\n", " rubberband.mousemove('motion_notify', mouse_event_fn);\n", "\n", " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", "\n", " canvas_div.on(\"wheel\", function (event) {\n", " event = event.originalEvent;\n", " event['data'] = 'scroll'\n", " if (event.deltaY < 0) {\n", " event.step = 1;\n", " } else {\n", " event.step = -1;\n", " }\n", " mouse_event_fn(event);\n", " });\n", "\n", " canvas_div.append(canvas);\n", " canvas_div.append(rubberband);\n", "\n", " this.rubberband = rubberband;\n", " this.rubberband_canvas = rubberband[0];\n", " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", " this.rubberband_context.strokeStyle = \"#000000\";\n", "\n", " this._resize_canvas = function(width, height) {\n", " // Keep the size of the canvas, canvas container, and rubber band\n", " // canvas in synch.\n", " canvas_div.css('width', width)\n", " canvas_div.css('height', height)\n", "\n", " canvas.attr('width', width * mpl.ratio);\n", " canvas.attr('height', height * mpl.ratio);\n", " canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n", "\n", " rubberband.attr('width', width);\n", " rubberband.attr('height', height);\n", " }\n", "\n", " // Set the figure to an initial 600x600px, this will subsequently be updated\n", " // upon first draw.\n", " this._resize_canvas(600, 600);\n", "\n", " // Disable right mouse context menu.\n", " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", " return false;\n", " });\n", "\n", " function set_focus () {\n", " canvas.focus();\n", " canvas_div.focus();\n", " }\n", "\n", " window.setTimeout(set_focus, 100);\n", "}\n", "\n", "mpl.figure.prototype._init_toolbar = function() {\n", " var fig = this;\n", "\n", " var nav_element = $('<div/>');\n", " nav_element.attr('style', 'width: 100%');\n", " this.root.append(nav_element);\n", "\n", " // Define a callback function for later on.\n", " function toolbar_event(event) {\n", " return fig.toolbar_button_onclick(event['data']);\n", " }\n", " function toolbar_mouse_event(event) {\n", " return fig.toolbar_button_onmouseover(event['data']);\n", " }\n", "\n", " for(var toolbar_ind in mpl.toolbar_items) {\n", " var name = mpl.toolbar_items[toolbar_ind][0];\n", " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", " var image = mpl.toolbar_items[toolbar_ind][2];\n", " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", "\n", " if (!name) {\n", " // put a spacer in here.\n", " continue;\n", " }\n", " var button = $('<button/>');\n", " button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n", " 'ui-button-icon-only');\n", " button.attr('role', 'button');\n", " button.attr('aria-disabled', 'false');\n", " button.click(method_name, toolbar_event);\n", " button.mouseover(tooltip, toolbar_mouse_event);\n", "\n", " var icon_img = $('<span/>');\n", " icon_img.addClass('ui-button-icon-primary ui-icon');\n", " icon_img.addClass(image);\n", " icon_img.addClass('ui-corner-all');\n", "\n", " var tooltip_span = $('<span/>');\n", " tooltip_span.addClass('ui-button-text');\n", " tooltip_span.html(tooltip);\n", "\n", " button.append(icon_img);\n", " button.append(tooltip_span);\n", "\n", " nav_element.append(button);\n", " }\n", "\n", " var fmt_picker_span = $('<span/>');\n", "\n", " var fmt_picker = $('<select/>');\n", " fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n", " fmt_picker_span.append(fmt_picker);\n", " nav_element.append(fmt_picker_span);\n", " this.format_dropdown = fmt_picker[0];\n", "\n", " for (var ind in mpl.extensions) {\n", " var fmt = mpl.extensions[ind];\n", " var option = $(\n", " '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n", " fmt_picker.append(option);\n", " }\n", "\n", " // Add hover states to the ui-buttons\n", " $( \".ui-button\" ).hover(\n", " function() { $(this).addClass(\"ui-state-hover\");},\n", " function() { $(this).removeClass(\"ui-state-hover\");}\n", " );\n", "\n", " var status_bar = $('<span class=\"mpl-message\"/>');\n", " nav_element.append(status_bar);\n", " this.message = status_bar[0];\n", "}\n", "\n", "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n", " // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n", " // which will in turn request a refresh of the image.\n", " this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n", "}\n", "\n", "mpl.figure.prototype.send_message = function(type, properties) {\n", " properties['type'] = type;\n", " properties['figure_id'] = this.id;\n", " this.ws.send(JSON.stringify(properties));\n", "}\n", "\n", "mpl.figure.prototype.send_draw_message = function() {\n", " if (!this.waiting) {\n", " this.waiting = true;\n", " this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n", " }\n", "}\n", "\n", "\n", "mpl.figure.prototype.handle_save = function(fig, msg) {\n", " var format_dropdown = fig.format_dropdown;\n", " var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n", " fig.ondownload(fig, format);\n", "}\n", "\n", "\n", "mpl.figure.prototype.handle_resize = function(fig, msg) {\n", " var size = msg['size'];\n", " if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n", " fig._resize_canvas(size[0], size[1]);\n", " fig.send_message(\"refresh\", {});\n", " };\n", "}\n", "\n", "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n", " var x0 = msg['x0'] / mpl.ratio;\n", " var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n", " var x1 = msg['x1'] / mpl.ratio;\n", " var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n", " x0 = Math.floor(x0) + 0.5;\n", " y0 = Math.floor(y0) + 0.5;\n", " x1 = Math.floor(x1) + 0.5;\n", " y1 = Math.floor(y1) + 0.5;\n", " var min_x = Math.min(x0, x1);\n", " var min_y = Math.min(y0, y1);\n", " var width = Math.abs(x1 - x0);\n", " var height = Math.abs(y1 - y0);\n", "\n", " fig.rubberband_context.clearRect(\n", " 0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n", "\n", " fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n", "}\n", "\n", "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n", " // Updates the figure title.\n", " fig.header.textContent = msg['label'];\n", "}\n", "\n", "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n", " var cursor = msg['cursor'];\n", " switch(cursor)\n", " {\n", " case 0:\n", " cursor = 'pointer';\n", " break;\n", " case 1:\n", " cursor = 'default';\n", " break;\n", " case 2:\n", " cursor = 'crosshair';\n", " break;\n", " case 3:\n", " cursor = 'move';\n", " break;\n", " }\n", " fig.rubberband_canvas.style.cursor = cursor;\n", "}\n", "\n", "mpl.figure.prototype.handle_message = function(fig, msg) {\n", " fig.message.textContent = msg['message'];\n", "}\n", "\n", "mpl.figure.prototype.handle_draw = function(fig, msg) {\n", " // Request the server to send over a new figure.\n", " fig.send_draw_message();\n", "}\n", "\n", "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n", " fig.image_mode = msg['mode'];\n", "}\n", "\n", "mpl.figure.prototype.updated_canvas_event = function() {\n", " // Called whenever the canvas gets updated.\n", " this.send_message(\"ack\", {});\n", "}\n", "\n", "// A function to construct a web socket function for onmessage handling.\n", "// Called in the figure constructor.\n", "mpl.figure.prototype._make_on_message_function = function(fig) {\n", " return function socket_on_message(evt) {\n", " if (evt.data instanceof Blob) {\n", " /* FIXME: We get \"Resource interpreted as Image but\n", " * transferred with MIME type text/plain:\" errors on\n", " * Chrome. But how to set the MIME type? It doesn't seem\n", " * to be part of the websocket stream */\n", " evt.data.type = \"image/png\";\n", "\n", " /* Free the memory for the previous frames */\n", " if (fig.imageObj.src) {\n", " (window.URL || window.webkitURL).revokeObjectURL(\n", " fig.imageObj.src);\n", " }\n", "\n", " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n", " evt.data);\n", " fig.updated_canvas_event();\n", " fig.waiting = false;\n", " return;\n", " }\n", " else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n", " fig.imageObj.src = evt.data;\n", " fig.updated_canvas_event();\n", " fig.waiting = false;\n", " return;\n", " }\n", "\n", " var msg = JSON.parse(evt.data);\n", " var msg_type = msg['type'];\n", "\n", " // Call the \"handle_{type}\" callback, which takes\n", " // the figure and JSON message as its only arguments.\n", " try {\n", " var callback = fig[\"handle_\" + msg_type];\n", " } catch (e) {\n", " console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n", " return;\n", " }\n", "\n", " if (callback) {\n", " try {\n", " // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n", " callback(fig, msg);\n", " } catch (e) {\n", " console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n", " }\n", " }\n", " };\n", "}\n", "\n", "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n", "mpl.findpos = function(e) {\n", " //this section is from http://www.quirksmode.org/js/events_properties.html\n", " var targ;\n", " if (!e)\n", " e = window.event;\n", " if (e.target)\n", " targ = e.target;\n", " else if (e.srcElement)\n", " targ = e.srcElement;\n", " if (targ.nodeType == 3) // defeat Safari bug\n", " targ = targ.parentNode;\n", "\n", " // jQuery normalizes the pageX and pageY\n", " // pageX,Y are the mouse positions relative to the document\n", " // offset() returns the position of the element relative to the document\n", " var x = e.pageX - $(targ).offset().left;\n", " var y = e.pageY - $(targ).offset().top;\n", "\n", " return {\"x\": x, \"y\": y};\n", "};\n", "\n", "/*\n", " * return a copy of an object with only non-object keys\n", " * we need this to avoid circular references\n", " * http://stackoverflow.com/a/24161582/3208463\n", " */\n", "function simpleKeys (original) {\n", " return Object.keys(original).reduce(function (obj, key) {\n", " if (typeof original[key] !== 'object')\n", " obj[key] = original[key]\n", " return obj;\n", " }, {});\n", "}\n", "\n", "mpl.figure.prototype.mouse_event = function(event, name) {\n", " var canvas_pos = mpl.findpos(event)\n", "\n", " if (name === 'button_press')\n", " {\n", " this.canvas.focus();\n", " this.canvas_div.focus();\n", " }\n", "\n", " var x = canvas_pos.x * mpl.ratio;\n", " var y = canvas_pos.y * mpl.ratio;\n", "\n", " this.send_message(name, {x: x, y: y, button: event.button,\n", " step: event.step,\n", " guiEvent: simpleKeys(event)});\n", "\n", " /* This prevents the web browser from automatically changing to\n", " * the text insertion cursor when the button is pressed. We want\n", " * to control all of the cursor setting manually through the\n", " * 'cursor' event from matplotlib */\n", " event.preventDefault();\n", " return false;\n", "}\n", "\n", "mpl.figure.prototype._key_event_extra = function(event, name) {\n", " // Handle any extra behaviour associated with a key event\n", "}\n", "\n", "mpl.figure.prototype.key_event = function(event, name) {\n", "\n", " // Prevent repeat events\n", " if (name == 'key_press')\n", " {\n", " if (event.which === this._key)\n", " return;\n", " else\n", " this._key = event.which;\n", " }\n", " if (name == 'key_release')\n", " this._key = null;\n", "\n", " var value = '';\n", " if (event.ctrlKey && event.which != 17)\n", " value += \"ctrl+\";\n", " if (event.altKey && event.which != 18)\n", " value += \"alt+\";\n", " if (event.shiftKey && event.which != 16)\n", " value += \"shift+\";\n", "\n", " value += 'k';\n", " value += event.which.toString();\n", "\n", " this._key_event_extra(event, name);\n", "\n", " this.send_message(name, {key: value,\n", " guiEvent: simpleKeys(event)});\n", " return false;\n", "}\n", "\n", "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n", " if (name == 'download') {\n", " this.handle_save(this, null);\n", " } else {\n", " this.send_message(\"toolbar_button\", {name: name});\n", " }\n", "};\n", "\n", "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n", " this.message.textContent = tooltip;\n", "};\n", "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n", "\n", "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n", "\n", "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n", " // Create a \"websocket\"-like object which calls the given IPython comm\n", " // object with the appropriate methods. Currently this is a non binary\n", " // socket, so there is still some room for performance tuning.\n", " var ws = {};\n", "\n", " ws.close = function() {\n", " comm.close()\n", " };\n", " ws.send = function(m) {\n", " //console.log('sending', m);\n", " comm.send(m);\n", " };\n", " // Register the callback with on_msg.\n", " comm.on_msg(function(msg) {\n", " //console.log('receiving', msg['content']['data'], msg);\n", " // Pass the mpl event to the overridden (by mpl) onmessage function.\n", " ws.onmessage(msg['content']['data'])\n", " });\n", " return ws;\n", "}\n", "\n", "mpl.mpl_figure_comm = function(comm, msg) {\n", " // This is the function which gets called when the mpl process\n", " // starts-up an IPython Comm through the \"matplotlib\" channel.\n", "\n", " var id = msg.content.data.id;\n", " // Get hold of the div created by the display call when the Comm\n", " // socket was opened in Python.\n", " var element = $(\"#\" + id);\n", " var ws_proxy = comm_websocket_adapter(comm)\n", "\n", " function ondownload(figure, format) {\n", " window.open(figure.imageObj.src);\n", " }\n", "\n", " var fig = new mpl.figure(id, ws_proxy,\n", " ondownload,\n", " element.get(0));\n", "\n", " // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n", " // web socket which is closed, not our websocket->open comm proxy.\n", " ws_proxy.onopen();\n", "\n", " fig.parent_element = element.get(0);\n", " fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n", " if (!fig.cell_info) {\n", " console.error(\"Failed to find cell for figure\", id, fig);\n", " return;\n", " }\n", "\n", " var output_index = fig.cell_info[2]\n", " var cell = fig.cell_info[0];\n", "\n", "};\n", "\n", "mpl.figure.prototype.handle_close = function(fig, msg) {\n", " var width = fig.canvas.width/mpl.ratio\n", " fig.root.unbind('remove')\n", "\n", " // Update the output cell to use the data from the current canvas.\n", " fig.push_to_output();\n", " var dataURL = fig.canvas.toDataURL();\n", " // Re-enable the keyboard manager in IPython - without this line, in FF,\n", " // the notebook keyboard shortcuts fail.\n", " IPython.keyboard_manager.enable()\n", " $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n", " fig.close_ws(fig, msg);\n", "}\n", "\n", "mpl.figure.prototype.close_ws = function(fig, msg){\n", " fig.send_message('closing', msg);\n", " // fig.ws.close()\n", "}\n", "\n", "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n", " // Turn the data on the canvas into data in the output cell.\n", " var width = this.canvas.width/mpl.ratio\n", " var dataURL = this.canvas.toDataURL();\n", " this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n", "}\n", "\n", "mpl.figure.prototype.updated_canvas_event = function() {\n", " // Tell IPython that the notebook contents must change.\n", " IPython.notebook.set_dirty(true);\n", " this.send_message(\"ack\", {});\n", " var fig = this;\n", " // Wait a second, then push the new image to the DOM so\n", " // that it is saved nicely (might be nice to debounce this).\n", " setTimeout(function () { fig.push_to_output() }, 1000);\n", "}\n", "\n", "mpl.figure.prototype._init_toolbar = function() {\n", " var fig = this;\n", "\n", " var nav_element = $('<div/>');\n", " nav_element.attr('style', 'width: 100%');\n", " this.root.append(nav_element);\n", "\n", " // Define a callback function for later on.\n", " function toolbar_event(event) {\n", " return fig.toolbar_button_onclick(event['data']);\n", " }\n", " function toolbar_mouse_event(event) {\n", " return fig.toolbar_button_onmouseover(event['data']);\n", " }\n", "\n", " for(var toolbar_ind in mpl.toolbar_items){\n", " var name = mpl.toolbar_items[toolbar_ind][0];\n", " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", " var image = mpl.toolbar_items[toolbar_ind][2];\n", " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", "\n", " if (!name) { continue; };\n", "\n", " var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n", " button.click(method_name, toolbar_event);\n", " button.mouseover(tooltip, toolbar_mouse_event);\n", " nav_element.append(button);\n", " }\n", "\n", " // Add the status bar.\n", " var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n", " nav_element.append(status_bar);\n", " this.message = status_bar[0];\n", "\n", " // Add the close button to the window.\n", " var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n", " var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n", " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", " buttongrp.append(button);\n", " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", " titlebar.prepend(buttongrp);\n", "}\n", "\n", "mpl.figure.prototype._root_extra_style = function(el){\n", " var fig = this\n", " el.on(\"remove\", function(){\n", "\tfig.close_ws(fig, {});\n", " });\n", "}\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(el){\n", " // this is important to make the div 'focusable\n", " el.attr('tabindex', 0)\n", " // reach out to IPython and tell the keyboard manager to turn it's self\n", " // off when our div gets focus\n", "\n", " // location in version 3\n", " if (IPython.notebook.keyboard_manager) {\n", " IPython.notebook.keyboard_manager.register_events(el);\n", " }\n", " else {\n", " // location in version 2\n", " IPython.keyboard_manager.register_events(el);\n", " }\n", "\n", "}\n", "\n", "mpl.figure.prototype._key_event_extra = function(event, name) {\n", " var manager = IPython.notebook.keyboard_manager;\n", " if (!manager)\n", " manager = IPython.keyboard_manager;\n", "\n", " // Check for shift+enter\n", " if (event.shiftKey && event.which == 13) {\n", " this.canvas_div.blur();\n", " event.shiftKey = false;\n", " // Send a \"J\" for go to next cell\n", " event.which = 74;\n", " event.keyCode = 74;\n", " manager.command_mode();\n", " manager.handle_keydown(event);\n", " }\n", "}\n", "\n", "mpl.figure.prototype.handle_save = function(fig, msg) {\n", " fig.ondownload(fig, null);\n", "}\n", "\n", "\n", "mpl.find_output_cell = function(html_output) {\n", " // Return the cell and output element which can be found *uniquely* in the notebook.\n", " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", " // IPython event is triggered only after the cells have been serialised, which for\n", " // our purposes (turning an active figure into a static one), is too late.\n", " var cells = IPython.notebook.get_cells();\n", " var ncells = cells.length;\n", " for (var i=0; i<ncells; i++) {\n", " var cell = cells[i];\n", " if (cell.cell_type === 'code'){\n", " for (var j=0; j<cell.output_area.outputs.length; j++) {\n", " var data = cell.output_area.outputs[j];\n", " if (data.data) {\n", " // IPython >= 3 moved mimebundle to data attribute of output\n", " data = data.data;\n", " }\n", " if (data['text/html'] == html_output) {\n", " return [cell, data, j];\n", " }\n", " }\n", " }\n", " }\n", "}\n", "\n", "// Register the function which deals with the matplotlib target/channel.\n", "// The kernel may be null if the page has been refreshed.\n", "if (IPython.notebook.kernel != null) {\n", " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n", "}\n" ], "text/plain": [ "<IPython.core.display.Javascript object>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "<img src=\"data:image/png;base64,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\" width=\"1000\">" ], "text/plain": [ "<IPython.core.display.HTML object>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e9c40d0632544c34aff88178047084fb", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Button(description='Done', layout=Layout(border='solid 5px', height='80px', margin='0px 0px 0px 350px', width=…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "abdbd81c604c493c82c7b1247a20ffd6", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "if testing:\n", " b_satlist = []\n", " done = False\n", " video_list = [video]\n", " if mask_method=='draw':\n", " \n", " #change backend so user can interact with it\n", " %matplotlib notebook\n", " %matplotlib notebook\n", " import matplotlib.pyplot as plt\n", " \n", " from matplotlib.widgets import LassoSelector\n", " from matplotlib.widgets import Button\n", " from ipywidgets import Button as wButton\n", " from ipywidgets import Output, Layout\n", " from skimage import io\n", " import os\n", " # Show snap image\n", " fig_draw, ax_draw = plt.subplots(figsize=[10,10])\n", " im_address = os.path.join(fpath,'snap.tif')\n", " im = io.imread(im_address)\n", " #If snap is in RGB format, change it to grayscale (8-bits)\n", " if len(im.shape)>2:\n", " from skimage.color import rgb2gray\n", " im = rgb2gray(im)*255\n", " ax_draw.imshow(im, cmap='gray')\n", " plt.subplots_adjust(right=0.8)\n", " x, y = np.meshgrid(np.arange(im.shape[1]), np.arange(im.shape[0]))\n", " pix = np.vstack((x.flatten(), y.flatten())).T\n", " #creates empty mask\n", " mask = np.zeros_like(im).astype(bool)\n", " #global variable that define if drawing or erasing shape\n", " erase = False\n", " def onselect(verts):\n", " from matplotlib.path import Path\n", " from skimage.measure import label, regionprops\n", " from skimage.morphology import remove_small_holes\n", " \n", " global erase, mask, b_satlist, video_list, fig_draw, ax_draw, im, pix\n", " b_satlist = []\n", " ax_draw.axes.clear()\n", " ax_draw.imshow(im, cmap='gray')\n", " # Select elements in original array bounded by selector path:\n", " p = Path(verts)\n", " ind = p.contains_points(pix, radius=1)\n", " selected = np.zeros_like(im)\n", " selected.flat[ind] = im.flat[ind]\n", " if erase==False:\n", " mask[selected>0] = True\n", " else:\n", " mask[selected>0] = False\n", " \n", " #If the user draws more than one element, retain only the biggest\n", " label_image = label(mask, background=0)\n", " global props\n", " props = regionprops(label_image, coordinates='xy')\n", " def myFunc(e):\n", " return(e.area)\n", " props.sort(key=myFunc,reverse=True)\n", " while len(props)>1:\n", " props.pop()\n", " #Redraw the mask with only the biggest element\n", " mask[:,:] = False\n", " mask[props[0].coords[:,0],props[0].coords[:,1]] = True\n", " #removes internal holes\n", " remove_small_holes(mask,props[0].area,in_place=True)\n", " #Generates the contour to display over image\n", " contour = build_contour(mask)\n", " for i in range(len(video_list)):\n", " b_satlist.append(mask.astype(bool))\n", " ax_draw.plot(contour[:,1],contour[:,0],lw=2)\n", " fig_draw.canvas.draw_idle()\n", "\n", " #lasso tool to manually draw/erase shape\n", " lineprops = {'color': 'red', 'linewidth': 2, 'alpha': 0.8}\n", " lasso = LassoSelector(ax_draw, onselect,lineprops=lineprops,useblit=False)\n", "\n", " class ManualDraw(object):\n", " ind = 0\n", " def draw_activation(self, event):\n", " global erase\n", " erase=False\n", " def erase_activation(self, event):\n", " global erase\n", " erase=True\n", " \n", " def on_auto(self,event):\n", " \n", " global video_list, mask, fig_draw, ax_draw, b_satlist, im\n", " ax_draw.axes.clear()\n", " ax_draw.imshow(im, cmap='gray')\n", " #clear mask\n", " mask[:,:] = False\n", " from skimage.filters import threshold_otsu, threshold_local\n", " from skimage.morphology import remove_small_objects\n", " from skimage.segmentation import clear_border\n", " import scipy.ndimage as sm\n", " b_satlist = []\n", " for v,i in zip(video_list,range(len(video_list))):\n", " #get video/image type\n", " ptype = str(v.dtype)\n", " if ptype.startswith('uint'):\n", " pixel_depth = int(ptype[4:])\n", " #estimate number of pixel additions until saturation\n", " f0mean = np.mean(v[0])\n", " temp = (2**pixel_depth)//f0mean\n", " n_sum_til_saturation=temp.astype(int)\n", "\n", " f_sat = np.zeros_like(v[0],dtype='uint32')\n", " b_sat = np.zeros_like(v[0],dtype='bool')\n", "\n", " #add first images pixel by pixel until some pixels saturate\n", " for j in range(n_sum_til_saturation-1):\n", " f_sat = np.add(f_sat,v[j])\n", " #Identify which pixels are overflown\n", " sat_values = f_sat>(2**pixel_depth)-1\n", " #Set overflown pixels to max value based on pixel depth\n", " f_sat[sat_values] = (2**pixel_depth)-1\n", " #Small blur\n", " f_sat = sm.gaussian_filter(f_sat,sigma=2)\n", "\n", " f_sat = f_sat.astype(v.dtype)\n", " #Get image dimensions\n", " min_dim = np.amin(b_sat.shape)\n", " max_dim = np.amax(b_sat.shape)\n", " #Define block_size for local Thresholding\n", " block_size = (min_dim//2)\n", " #It must be odd (requirement of 'threshold_local')\n", " if block_size%2==0:\n", " block_size+=1\n", " #Make saturated image binary with local threshold\n", " thresh = threshold_local(f_sat, block_size, method='gaussian', offset=0, mode='reflect')#, cval=np.amin(f_sat))\n", " b_sat = f_sat > thresh\n", " #Morphological operations to close holes, connect parts, remove smaller objects\n", " #Overall effect of smoothing shape\n", " b_sat = sm.binary_opening(b_sat,iterations=2)\n", " b_sat = sm.binary_closing(b_sat,iterations=3)\n", " b_sat = sm.binary_fill_holes(b_sat)\n", " b_sat = remove_small_objects(b_sat,(max_dim*min_dim)//10)\n", " # Remove artifacts connected to image border\n", " b_sat = clear_border(b_sat)\n", " mask=b_sat.astype(bool)\n", " #Generates the contour to display over image\n", " contour = build_contour(mask)\n", " b_satlist.append(mask.astype(bool))\n", " ax_draw.plot(contour[:,1],contour[:,0],lw=2,label='mask_vid_'+str(i+1))\n", " ax_draw.legend(loc=(1.04,1))\n", " fig_draw.canvas.draw_idle()\n", " \n", " def on_bok_clicked(b):\n", " import warnings\n", " from skimage import img_as_ubyte\n", " from skimage import io\n", " import os\n", " global video_list, b_satlist, fpath, done\n", " if len(b_satlist)>0:\n", " done = True\n", " #disables user interaction with image\n", " get_ipython().magic('matplotlib inline')\n", " for i in range(len(video_list)):\n", " #Save masks in same folder as videos\n", " impath = os.path.join(fpath,'manualcellmask'+str(i+1)+'.tif')\n", " io.imsave(impath, img_as_ubyte(b_satlist[i]))\n", " else:\n", " warnings.warn(\"No mask drawn, please run this cell again, draw a mask or click on the \\'Auto\\' button before clicking on \\'Done\\'\", UserWarning)\n", " \n", " #Set buttons Draw, Erase, Auto and Done\n", " callback = ManualDraw()\n", " axauto = plt.axes([0.81, 0.5, 0.1, 0.075])\n", " axdraw = plt.axes([0.81, 0.35, 0.1, 0.075])\n", " axerase = plt.axes([0.81, 0.20, 0.1, 0.075])\n", " bdraw = Button(ax=axdraw, label='Draw')\n", " bdraw.on_clicked(callback.draw_activation)\n", " berase = Button(ax=axerase,label='Erase')\n", " berase.on_clicked(callback.erase_activation)\n", " bok = wButton(description=\"Done\",style = {'font_weight': 'bold', 'button_color': 'green'},\n", " layout=Layout(width='25%', height='80px',margin='0px 0px 0px 350px', border='solid 5px'))\n", " output = Output()\n", " display(bok, output)\n", " bok.on_click(on_bok_clicked)\n", " bauto = Button(ax=axauto, label='Auto')\n", " bauto.on_clicked(callback.on_auto)\n", " fig_draw.canvas.draw_idle()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "if testing:\n", " if mask_method=='draw':\n", " if done==False:\n", " raise NameError('No mask drawn!! Run again the cell above this one, draw a contour (or click \\'Auto\\'), then click \\'Done\\' Button to finish drawing interface')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__TIP: If you managed to stop the error message above (by drawing a mask), with this cell selected, try clicking on 'Cell->Run All Below' in this notebook menus to execute all the code below at once__" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAKoAAAEyCAYAAABqNEsYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAPZklEQVR4nO3df6xkdXnH8fenu4IFa1igS1YWy2KAFo0VgkirbSgUBWpYmkizpIkbSrL9gRZqGwH9w/5jgtaKNU1JVqFCQ8EtYt00tnW7pa1/lIVlKz+WFdwCwoXrrgQFqwlk4ekf53vDcJ3L3jvnnHvOM+fzSjb3zrnnzjx39jPf7/ecmXlGEYFZ3/1M1wWYLYaDaik4qJaCg2opOKiWgoNqKbQWVEnnSXpY0l5JV7d1OzYMauM8qqQVwCPAucAMcA9wSUQ81PiN2SC0NaKeAeyNiEcj4kXgNmB9S7dlA7Cypes9Fnhy5PIM8K6Fdpbkp8dszjMR8fPzN7YVVI3Z9qowStoEbGrp9i2v747b2FZQZ4DjRi6vBZ4e3SEiNgObwSOqHVxba9R7gBMlrZN0CLAB2NrSbdkAtDKiRsQBSR8C/hVYAdwYEbvbuC0bhlZOTy25CE/99op7I+L0+Rv9zJSl4KBaCg6qpdDW6SlrwbjjCWncKevp4xHVUvCI2kNLORMTEYMYVR3UjjVxenDuOqY5sJ76LQWPqB1o60mWaV4GOKgt68Mzf9PAU7+l4BG1YV2PoNN6YOWgNqDrcA6Bp35LwSPqEnn07IZHVEthsCPqtI6M03YQNWdQQZ3WcA6Bp35LYTBB9Wia29RP/Q7odBjMiGq5TRxUScdJulPSHkm7JV1Rth8paZuk75Svq5or1w4mIqZyFqkzoh4A/jQifgk4E7hc0inA1cD2iDgR2F4um9UycVAjYjYidpXvfwTsoeritx64qex2E3BR3SLNGjmYknQ8cCqwAzgmImahCrOk1Qv8Tuvd/KZxChyq2kGV9AbgK8CVEfH8Yp8ZcTc/W4paR/2SXkcV0lsi4o6yeZ+kNeXna4D99Uo0q3fUL+AGYE9EfHbkR1uBjeX7jcDXJi/PrDJxNz9J7wG+CTwAvFw2f4xqnboFeDPwBHBxRDx7kOtqZeof8ho18YtTxnbzm+q2k33427oybUGd6memEv9n2TxTHVSbHg6qpTD1QZXkJcAUmPqg2nRwUC0FB9VScFAtBQfVUnBQLQUH1VJwUC0FB3VKTdsLchxUS8FBtRQcVEvBQbUUHFRLwUG1FBxUS2EwQfWLp3MbTFAtt9pBlbRC0v9I+qdyeZ2kHaXt5JclHVK/TBu6JkbUK6g6+c35FHBdaTv5A+CyBm7DBq5u76m1wG8BXyyXBZwN3F52cdvJDk1TU9+6I+rngI/ySkufo4AfRsSBcnmGqmfqT5G0SdJOSTtr1mADUKdJ2vuB/RFx7+jmMbuOfUhHxOaIOH1c+5Y2TMvIMlR1+qO+G7hQ0gXA64E3Uo2wR0haWUbVtcDT9cu0oavTGv2aiFgbEccDG4B/j4jfBe4EPlB2c9vJHpiG2aSN86hXAR+RtJdqzXpDC7dhAzPVbSdH9eHv7FKiZ+aG13bSpoeDOgCJRtMFOaiWgoNqKUz9p0sP2TRM+XM8oloKgwnqNI0uQzSYoFpuDqql4KBaCg6qpeCgWgoOqqXgoE4xv2fKbJk5qJaCg2opOKgDMA3r1MEEdRr+s+rIfmA1mKBablMf1OwjSdOy3hd1e08dIel2Sd+WtEfSr0g6UtK20s1vm6RVTRW7VFn/U9qW8cFbd0T9K+BfIuIXgV+m6up3NbC9dPPbXi6b1TLx+/olvRG4DzghRq5E0sPAWRExK2kN8B8RcfJBrquVh3e2UaMrPXtReePv6z8B+D7wt6WR7xclHQ4cExGzAOXr6hq3YcsgwwO6TlBXAqcB10fEqcCPWcI077aTthR1gjoDzETEjnL5dqrg7itTPuXr/nG/vBxtJ3s2pVkNdbr5fQ94UtLc+vMc4CFgK1UXP+hBNz9JDuwi9P1MQN339X8YuKV8oMSjwKVU4d8i6TLgCeDimrdhNpxufpDjoKFrPZh93M3Py4C8BhVUy8tBtRQcVHuVvq7jHVRLwUG1FBxUS8FBtRQcVEvBQbUUBhlUPzv12vr4ApVBBtXycVAtBQfVUnBQLQUH1VJwUC0FB9VScFAtBX9or/2UPj4h4hHVUnBQLYW6bSf/RNJuSQ9KulXS6yWtk7SjtJ38cnnPf+/4Ham5TBxUSccCfwycHhFvA1YAG4BPAdeVtpM/AC5rolAbtrpT/0rgZyWtBA4DZoGzqfpQAdwEXFTzNsxq9Z56CvgMVdueWeA54F7ghxFxoOw2Axxbt0izOlP/KmA9sA54E3A4cP6YXce+sNFtJ/urj69HrXMe9TeBxyLi+wCS7gB+FThC0soyqq4Fnh73yxGxGdhcfrdf94r1Tp016hPAmZIOU3X4PNd28k7gA2WfzttO2uT6NKrWWaPuoDpo2gU8UK5rM3AV8BFJe4GjgBsaqNMGblBtJxfSh/ugrzo41+y2k7Z0fTmwclAtBQfVFqXrUdVBtUXrchngoFoKDqotWRejqoNqE1nuZYCDaik4qFbLco2sDqql4KBaCg6qpeCgWgoOqqXgTilWy3K9DNAjKn6PfwYOqqXgqd8mstwzkEdUS8FBtSXrYj3voFoKDqqlcNCgSrpR0n5JD45sO1LSttJacltp74Mqn5e0V9L9kk5rs/im+RRVfy1mRP0ScN68bVcD20trye3lMlS9p04s/zYB1zdTpg3dQYMaEf8FPDtv83qqlpLw6taS64Gbo3IXVR+qNU0Va8M16Rr1mIiYBShfV5ftxwJPjuy3YNtJd/PLq4v3TDV9wn/cIm/sX+VufrYUk46o++am9PJ1f9k+Axw3st+CbSfNlmLSoG6laikJr24tuRX4YDn6PxN4bm6JYFbHQad+SbcCZwFHS5oBPgFcC2yRdBlVn9SLy+5fBy4A9gI/AS5toWYbILednKcP90cGLZ5zdttJy8tBtRQcVEvBQbUUHFSbiJukmY3hoFotbpJmNsJBtRQcVGtE29O/g2opOKjzuL1PPzmoloKDaik4qJaCg7oAr1X7xUG1FBxUS8FBPQhP//3goFoKDqqlMGk3v7+Q9O3Sse+rko4Y+dk1pZvfw5Le11bhNiyTdvPbBrwtIt4OPAJcAyDpFGAD8NbyO38jaUVj1dpgTdTNLyK+EREHysW7qFr3QNXN77aIeCEiHqNqRHFGg/V2wudUu9fEGvX3gH8u3y+6m5/ZUtTq5ifp48AB4Ja5TWN2G/tCRUmbqJr9mh3UxEGVtBF4P3BOvPKq2UV388vYdlKSW/50ZKKpX9J5wFXAhRHxk5EfbQU2SDpU0jqqFul31y/TMmjzjX6TdvO7BjgU2FYOMu6KiD+IiN2StgAPUS0JLo+Il1qp3AbF3fyWqA/3V9/VPEPibn6Wl4NqjWtj1nFQLQUH1VJwUC0FB3WJ/Lx/NxxUS8FBtRQcVEvBQbUUHFRLwUG1FBxUS8FBtRQcVEvBQbUUHNQJ+WnU5eWgWgoOqqXgoFoKDqql4KDW4NemLp+J2k6O/OzPJIWko8tlSfp8aTt5v6TT2ijahmfStpNIOg44F3hiZPP5VN1RTqTqK3V9/RLNJmw7WVwHfJRXN0FbD9wclbuAIyStaaRSG7RJe09dCDwVEffN+5HbTlor6/Yld/OTdBjwceC94348ZpvbTlptk7SdfAuwDrivPHLWArskncGUt5207ix56o+IByJidUQcHxHHU4XztIj4HlXbyQ+Wo/8zgeciYrbZkq3vOmnpU9pO/jdwsqQZSZe9xu5fBx6l6t3/BeCPGqnSBs9tJxvSh/uxT2ocULntpOXloFoKDqql4KA2xC9QaZeDaik4qNa4NmYWB7Vhnv7b4aBaCg6qpeCgWgoOqqXgoFoKDqql4KBaCg6qNc6fhWqD5aBaCg6qNc7P9dtgOaiWgoNqKTiolsLEbSclfVjSw5J2S/r0yPZrStvJhyW9r42i+26ob0tp8+9eTEufLwF/Ddw8UtBvUHXue3tEvCBpddl+CrABeCvwJuDfJJ0UES81Xbj1S9sPzEnbTv4hcG1EvFD22V+2rwdui4gXIuIxqo4pZzRYrw3UpGvUk4Bfk7RD0n9KemfZvui2k5I2SdopaeeENfTeEKf/tkzSzW/u91YBZwLvBLZIOoEltJ10N7/psFwPxklH1BngjtJZ+m7gZeBoltB20mwpJg3qPwJnA0g6CTgEeIaq7eQGSYdKWkfVy//uJgrNalrPACz333XQqb+0nTwLOFrSDPAJ4EbgxnLK6kVgY1Sv7dotaQvwEHAAuNxH/NOjywec204ukz7cz3UtU1DHtp2c9GDKlmjuP7mPgc2wNPFTqJaCR9SByTB6juOgLjNJyzb9Zw3lOJ76LQWPqB1o88BqmkbRUQ5qh5pYBkxrMOfz1G8peETt2FKWAUMZPcdxUHtiyCFcDE/9loKDaik4qJaCg2opOKiWgoNqKTioloKDaik4qJaCg2op9OUp1GeAH5evfXM0/awL+ltbnbp+YdzGXrwLFUDSznHvPuxaX+uC/tbWRl2e+i0FB9VS6FNQN3ddwAL6Whf0t7bG6+rNGtXstfRpRDVbUOdBlXRe6fe/V9LVHddynKQ7Je0pn01wRdn+55KekvSt8u+CDmp7XNID5fZ3lm1HStom6Tvl66oO6jp55H75lqTnJV3Z9H3W6dQvaQXwCHAuVW/Ve4BLIuKhjupZA6yJiF2Sfg64F7gI+B3g/yLiM13UVWp7HDg9Ip4Z2fZp4NmIuLY8yFdFxFUd1rgCeAp4F3ApDd5nXY+oZwB7I+LRiHgRuI3qcwA6ERGzEbGrfP8jYA8LtHbvifXATeX7m6geVF06B/jfiPhu01fcdVAX3fN/uUk6HjgV2FE2fUjS/eXjjJZ9iqVqMf8NSfdK2lS2HRMRs1A9yIDVHdQ1agNw68jlxu6zroO66J7/y0nSG4CvAFdGxPPA9cBbgHcAs8BfdlDWuyPiNOB84HJJv95BDQuSdAhwIfAPZVOj91nXQe1dz39Jr6MK6S0RcQdAROyLiJci4mXgC3TwkUQR8XT5uh/4aqlhX1lXz62v9y98Da07H9gVEfug+fus66DeA5woaV15RG6g+hyATqh6c/0NwJ6I+OzI9jUju/028OD83225rsPLwR2SDgfeW2rYCmwsu20Evracdc1zCSPTftP3Wecn/Mtpi88BK4AbI+KTHdbyHuCbwANUn/QC8DGq/4R3UC1LHgd+f25tuEx1nUA1ikL1ire/j4hPSjoK2AK8GXgCuDgi5n943XLUdxjVscYJEfFc2fZ3NHifdR5Us8Xoeuo3WxQH1VJwUC0FB9VScFAtBQfVUnBQLQUH1VL4f69b6+gE9uaOAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "if testing:\n", " plt.figure(figsize=[5,5])\n", " plt.imshow(mask,cmap='gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mandatory Parameters (load mask):\n", "### Either load the recently drawn mask above ('manualcellmask1.tif') or another mask file (e.g. 'cellmask.tif')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "if testing:\n", " from skimage import io\n", " import os\n", " fpath = os.path.join('Data','Cell2','Videos_AP')\n", " mname = 'manualcellmask1.tif' #'manualcellmask1.tif' to use mask dranw above or 'cellmask.tif' to use default mask\n", " fullpath = os.path.join(fpath,mname)\n", " mask = io.imread(fullpath)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MESS functions:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def build_time_vector(fr,video_shape):\n", " import numpy as np\n", " time = np.cumsum(np.ones(video_shape[0]))\n", " time = (time-1)/fr \n", " return(time)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def largestCC(mask):\n", " from skimage.measure import label\n", " import numpy as np\n", " #Gets only largest connected element\n", " label_msk = label(mask)\n", " assert( label_msk.max() != 0 ) # assume at least 1 CC\n", " largestCC = label_msk == np.argmax(np.bincount(label_msk.flat)[1:])+1\n", " mask = largestCC.astype(bool)\n", " return(mask)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def create_inner_mask(mask,area_percent=0.5):\n", " import numpy as np\n", " import scipy.ndimage as sm\n", " structE = np.ones((3,3))\n", " mask_area = np.sum(mask>0)\n", " m_erosion = np.copy(mask)\n", " m_erosion_area = mask_area\n", " iterations = 0\n", " while(m_erosion_area>area_percent*mask_area):\n", " m_erosion = sm.binary_erosion(m_erosion,structure=structE)\n", " m_erosion_area = np.sum(m_erosion>0)\n", " iterations+=1\n", " if iterations<2:\n", " iterations=2\n", " if iterations%2==0:\n", " mask_in = m_erosion\n", " else:\n", " iterations-=1\n", " mask_in = sm.binary_dilation(m_erosion,structure=structE)\n", " #Gets only largest connected element\n", " mask_in = largestCC(mask_in)\n", " \n", " contourmask = (mask.astype(int)-mask_in.astype(int)).astype(bool)\n", "\n", " return(mask_in,contourmask,iterations)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def standardize_angle(angle):\n", " if angle<=0:\n", " angle = angle+180\n", " elif angle>=180:\n", " angle = angle-180\n", " return(angle)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "def get_angle(f):\n", " from skimage.measure import label, regionprops\n", " import numpy as np\n", " label_img = label(f)\n", " regions = regionprops(label_img, coordinates='xy')\n", " for props in regions:\n", " if props.area>200:\n", " orientation = props.orientation\n", " centroid = props.centroid\n", " angle = np.rad2deg(orientation)\n", " angle = standardize_angle(angle)\n", " return(angle,centroid)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "def align_mask(mask,revert=False,theta=0,orig_shape=None):\n", " if revert==False:\n", " angle,centroid = get_angle(mask)\n", " theta = 90-angle\n", " mask_rot = rotate(mask,theta)\n", " return(mask_rot,angle)\n", " else:\n", " mask_rot,stack_mask_rot = rotate(mask,theta,orig_shape)\n", " return(mask_rot,stack_mask_rot)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "def rotate(f,theta,shape=None):\n", " import numpy as np\n", " #if shape is not provided, it means to rotate image, else, it means to reverse a previous rotation\n", " if shape==None:\n", " h,w = f.shape\n", " #make square image\n", " maxdim = np.amax((h,w))\n", " f_square = np.zeros((maxdim,maxdim))\n", " sH,sW = f_square.shape\n", " f_square[:h,:w] = f\n", " else:\n", " sH,sW = f.shape\n", " f_square = f\n", " maxdim = sH\n", " #put square image inside bigger black canvas\n", " canvas = np.zeros((maxdim,maxdim))\n", " canvas = np.tile(canvas,(3,3))\n", " cH,cW = canvas.shape\n", " canvas[maxdim:maxdim+sH,maxdim:maxdim+sW] = f_square\n", " \n", " thetarad = np.deg2rad(theta)\n", " \n", " #calculate corrective translation after rotation\n", " t = np.array([0,0],dtype=float)\n", " t[1] = (cW-1)/2 - ((cW-1)/2)*np.cos(thetarad) + ((cH-1)/2)*np.sin(thetarad)\n", " t[0] = (cH-1)/2 - ((cH-1)/2)*np.cos(thetarad) - ((cW-1)/2)*np.sin(thetarad)\n", " #Rotation & translation\n", " T = np.array([[np.cos(thetarad),-np.sin(thetarad),t[1]], [np.sin(thetarad),np.cos(thetarad),t[0]], [0,0,1]]) \n", "\n", " y2,x2 = np.indices(canvas.shape)\n", " n = canvas.size\n", "\n", " yx2 = np.array([ y2.ravel(), \n", " x2.ravel(), \n", " np.ones(n)])\n", " #Apply affine\n", " yx2_float = np.linalg.inv(T).dot(yx2)\n", " #Nearest neighbour\n", " yy2 = np.rint(yx2_float[0]).astype(int)\n", " xx2 = np.rint(yx2_float[1]).astype(int)\n", " #clip indices outside canvas range\n", " y2 = np.clip(yy2,0,cH-1)\n", " x2 = np.clip(xx2,0,cW-1)\n", " #reshape indices into canvas shape\n", " y2 = y2.reshape(canvas.shape)\n", " x2 = x2.reshape(canvas.shape)\n", " #inverse mapping\n", " g = canvas[y2,x2]\n", " \n", " if shape==None:\n", " d_float = np.sqrt(2)*(sH)\n", " minr_float = (cH - d_float)/2\n", " minr = np.rint(minr_float).astype(int)\n", " minc_float = (cW - d_float)/2\n", " minc = np.rint(minc_float).astype(int)\n", " maxr = np.rint(minr_float + d_float).astype(int)\n", " maxc = np.rint(minc_float + d_float).astype(int)\n", "\n", " if (maxdim % 2) == 0:\n", " minc+=1\n", " minr+=1\n", " maxc-=1\n", " maxr-=1\n", " else:\n", " minr_float = (cH - sH)/2\n", " minc_float = (cW - sW)/2\n", " minr = np.rint(minr_float).astype(int)\n", " minc = np.rint(minc_float).astype(int)\n", " maxr = np.rint(minr_float + sH).astype(int)\n", " maxc = np.rint(minc_float + sW).astype(int)\n", " \n", " g = g[minr:maxr,minc:maxc]\n", " \n", " if shape==None:\n", " return(g)\n", " else:\n", " shape = np.array(shape)\n", " maxdim = np.amax(shape)\n", " \n", " minr_float = (g.shape[0] - maxdim)/2\n", " minc_float = (g.shape[1] - maxdim)/2\n", " minr = np.rint(minr_float).astype(int)\n", " minc = np.rint(minc_float).astype(int)\n", " maxc = minc + shape[1]\n", " maxr = minr + shape[0]\n", " \n", " #Mode Filter\n", " from PIL import Image\n", " im = Image.fromarray(g.astype('uint8'),mode='L')\n", " from PIL.ImageFilter import ModeFilter\n", " g = im.filter(ModeFilter)\n", " g = np.array(g)\n", "\n", " g = g[minr:maxr,minc:maxc]\n", " nregions = np.amax(g).astype(int)\n", " g_stack = np.zeros((nregions,g.shape[0],g.shape[1]),dtype=bool)\n", " for i in range(nregions):\n", " g_stack[i,g==i+1] = True\n", " return(g,g_stack)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 720x2160 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "if testing:\n", " contour = build_contour(mask)\n", " fig, ax = plt.subplots(figsize=[10,30],nrows=1, ncols=1)\n", " fpath = os.path.join('Data','Cell2','videos_AP')\n", " fullpath = os.path.join(fpath,'snap.tif')\n", " snap = io.imread(fullpath)\n", " if len(snap.shape)>2:\n", " from skimage.color import rgb2gray\n", " snap = rgb2gray(snap)*255\n", " plt.imshow(snap,cmap='gray',vmin=0,vmax=np.amax(snap))\n", " ax.plot(contour[:,1],contour[:,0],color='yellow',lw=2)\n", " plt.xticks(fontsize=20)\n", " plt.yticks(fontsize=20)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "def change_format(coord, fig2graph = True, nlines = 255):\n", " '''Change vector format from image to coordinates or vice-a-versa\n", " Image has y axis downwards and on first column, cause its the line number\n", " Image has x axis on second column, cause its the column number'''\n", " import numpy as np\n", " new_coord = np.empty(coord.shape)\n", " if fig2graph==True:\n", " new_coord[:,1] = nlines-coord[:,0]\n", " new_coord[:,0] = coord[:,1]\n", " return(new_coord.astype(float))\n", " else:\n", " new_coord[:,1] = coord[:,0]\n", " new_coord[:,0] = nlines-coord[:,1]\n", " return(new_coord.astype('uint16'))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "def create_contours(mask_aligned, mask_in_aligned, iterations):\n", " import numpy as np\n", " import scipy.ndimage as sm\n", " contours = []\n", " \n", " contour_out = build_contour(mask_aligned)\n", " contour_out = change_format(contour_out, fig2graph=True, nlines = mask_aligned.shape[0])\n", "\n", " contour_in = build_contour(mask_in_aligned)\n", " contour_in = change_format(contour_in, fig2graph=True, nlines = mask_aligned.shape[0])\n", "\n", " mask_mid = sm.binary_erosion(mask_aligned,structure=np.ones((3,3)),iterations=iterations//2)\n", " contour_mid = build_contour(mask_mid)\n", " contour_mid = change_format(contour_mid, fig2graph=True, nlines = mask_aligned.shape[0])\n", "\n", " contourmask_aligned = (mask_aligned.astype(int)-mask_in_aligned).astype(bool)\n", "\n", " contours.append(contour_in)\n", " contours.append(contour_mid)\n", " contours.append(contour_out)\n", "\n", " return(contours, contourmask_aligned)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Divide contour" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "def arc_length(x, y):\n", " '''Calculate arc length based on euclidean distance of points\n", " Each position is the distance from origin to that point'''\n", " import numpy as np\n", " npts = len(x)\n", " L = np.empty((npts-1))\n", " arc = 0\n", " for k in range(npts-1):\n", " arc = arc + np.sqrt((x[k+1] - x[k])**2 + (y[k+1] - y[k])**2)\n", " L[k] = arc\n", " return arc, L" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "def get_idx_percentil(x,y,n_regions=100):\n", " '''Calculate arc length of contour, divides it in 100 units (percentil) and returns the index of \n", " each percentil change in arc length'''\n", " import numpy as np\n", " arc, L = arc_length(x,y)\n", " Ln = L/arc\n", " n_regions = np.rint(n_regions).astype(int)\n", " percentil_change = np.floor(Ln*n_regions)\n", " unique, pos = np.unique(percentil_change[:-1], return_index=True)\n", " return(pos, arc, Ln)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "def get_centroid(msk):\n", " msk = largestCC(msk)\n", " '''Get central point of shape'''\n", " from skimage.measure import label, regionprops\n", " label_img = label(msk)\n", " regions = regionprops(label_img, coordinates='xy')\n", " for props in regions:\n", " y0, x0 = props.centroid\n", " return(x0, y0)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "def rearange(contours, y0):\n", " '''Reorganize vector in order for the first positions to be those at the same y as the centroid (or any given y)'''\n", " import numpy as np\n", " index_pos_init = np.where(contours[:-1,1]==round(y0))[0] #indices onde y == y0\n", " if contours[index_pos_init[0],0] > contours[index_pos_init[1],0]: #posição inicial recebe indice onde x for maior\n", " pos_init = index_pos_init[0]\n", " else:\n", " pos_init = index_pos_init[1]\n", " last_idx = contours.shape[0]-1\n", " new_contours = np.empty_like(contours)\n", " new_contours[:(last_idx-pos_init),:] = contours[pos_init:last_idx,:]\n", " new_contours[(last_idx-pos_init):-1,:] = contours[:pos_init,:]\n", " new_contours[last_idx,:] = contours[pos_init,:]\n", " return(new_contours)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "def perpendicular_eq(x,y,first=False,points=10):\n", " '''Calculate the perpendicular equation (vector) of the line provided by vectors x and y\n", " first: if True, it means the case when the routine is run for the first time and the perpendicular line is given crossing\n", " the origin point, otherwise it is given crossing the last point\n", " points: number of points that the perpencidular line will have'''\n", " import numpy as np\n", " if first==True:\n", " u0 = x[0]\n", " v0 = y[0]\n", " else:\n", " u0 = x[1]\n", " v0 = y[1]\n", " if x[1]==x[0]:\n", " v = np.ones(2*points)*v0\n", " u = np.arange(u0-points, u0+points)\n", " elif y[1]==y[0]:\n", " u = np.ones(2*points)*u0\n", " v = np.arange(v0-points, v0+points)\n", " else:\n", " alpha = (y[1] - y[0]) / (x[1] - x[0])\n", " beta = -1/alpha\n", " if abs(beta)<=1:\n", " u = np.arange(u0-points, u0+points)\n", " v = v0 + beta*(u - u0)\n", " else:\n", " v = np.arange(v0-points,v0+points)\n", " u = ((v - v0)/beta) + u0\n", " return(u,v)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "def nearest_point(x,y,u,v,idx,N):\n", " '''x and y: contour (out or in) points (part of contour)\n", " u and v: perpendicular line points (return from perpendicular_eq)\n", " idx: actual index of contour\n", " N: length of contour (out or in) vector (whole vector)\n", " '''\n", " import numpy as np\n", " n = len(x)\n", " p = n/2\n", " D = np.empty(len(x))\n", " for i in range(n):\n", " D[i] = np.amin(np.sqrt((x[i] - u)**2 + (y[i] - v)**2))\n", " #Minimum distance (Dmin) and roll quantity (rolls) that led to minimum distance\n", " Dmin = np.amin(D)\n", " imin = np.argmin(D)\n", " \n", " if imin<0:\n", " imin = n + imin\n", " idx_min = idx + (imin - p)\n", " if idx_min >= N:\n", " idx_min = idx_min - N\n", " elif idx_min < 0:\n", " idx_min = idx_min + N\n", " return(x[imin],y[imin],Dmin,idx_min.astype(int))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Creates vectors containing points of arc length division" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "def create_separation_landmarks(contours,mask_aligned,n_ROIs_out):\n", " import numpy as np\n", " (xc, yc) = get_centroid(mask_aligned)\n", " yc = mask_aligned.shape[0]-yc\n", "\n", " centroid = (xc,yc)\n", " contours[0] = rearange(contours[0],yc)\n", " contours[1] = rearange(contours[1],yc)\n", " contours[2] = rearange(contours[2],yc)\n", "\n", " pos_in, arc_in, normalized_length_in = get_idx_percentil(contours[0][:,0], contours[0][:,1],n_regions=n_ROIs_out)\n", " pos_mid, arc_mid, normalized_length_mid = get_idx_percentil(contours[1][:,0], contours[1][:,1],n_regions=n_ROIs_out)\n", " pos_out, arc_out, normalized_length_out = get_idx_percentil(contours[2][:,0], contours[2][:,1],n_regions=n_ROIs_out)\n", "\n", " '''First column: counter\n", " Second column: percentil indices of middle contour rolled 1 unit\n", " Third column: percentil indices of middle contour\n", " Forth column: percentil indices of inner contour\n", " Fifth column: percentil indices of outter (original) contour'''\n", " separation_landmark_vector = np.empty((len(pos_mid),5),'uint16')\n", " separation_landmark_vector[:,0] = np.arange(len(pos_mid))\n", " separation_landmark_vector[:,2] = pos_mid\n", " separation_landmark_vector[:,1] = np.roll(pos_mid,1)\n", " separation_landmark_vector[:,3] = pos_in\n", " separation_landmark_vector[:,4] = pos_out\n", "\n", " return(separation_landmark_vector)\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Create ROIs" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "def connect_points(x0,y0,x1,y1):\n", " '''Create a line (vector) that connects two points\n", " The line always contains a y for each x and vice-a-versa'''\n", " import numpy as np\n", " inv = False\n", " if x1==x0:\n", " if y0>y1:\n", " inv=True\n", " temp = (x0,y0)\n", " x0,y0 = x1,y1\n", " x1,y1 = temp\n", " u = np.ones(y1-y0)*x0\n", " v = np.arange(y0, y1)\n", " elif y1==y0:\n", " if x0>x1:\n", " inv=True\n", " temp = (x0,y0)\n", " x0,y0 = x1,y1\n", " x1,y1 = temp\n", " u = np.arange(x0, x1)\n", " v = np.ones(x1-x0)*y0\n", " else:\n", " alpha = (y1 - y0) / (x1 - x0)\n", " if (abs(x1-x0))>=(abs(y1-y0)):\n", " if x1<x0:\n", " inv = True\n", " u = np.arange(x1, x0+1)\n", " else:\n", " u = np.arange(x0, x1+1)\n", " v = np.rint(y0 + alpha*(u - x0))\n", " else:\n", " if y1<y0:\n", " inv = True\n", " v = np.arange(y1, y0+1)\n", " else:\n", " v = np.arange(y0, y1+1)\n", " u = np.rint(((v-y0)/alpha) + x0)\n", " line = np.empty((np.size(u),2))\n", " line[:,0] = u\n", " line[:,1] = v\n", " if inv==True:\n", " line = line[::-1]\n", " return(line)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "def close_region(c_in,c_out):\n", " '''Given two curves, connects the extremities through lines and therefore closes the region\n", " Obs: May include repeated values in the output'''\n", " import numpy as np\n", " line1 = connect_points(c_in[0,0],c_in[0,1],c_out[0,0],c_out[0,1])\n", " line2 = connect_points(c_out[-1,0],c_out[-1,1],c_in[-1,0],c_in[-1,1])\n", " contour = np.concatenate((c_in[::-1],line1,c_out,line2))\n", " return(contour)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "def yx_ord(contour,xy=False):\n", " import numpy as np\n", " if xy==True:\n", " contour[:,[0, 1]] = contour[:,[1, 0]]\n", " #order based on y\n", " idx_y_ordered = np.argsort(contour[:,0]).astype(int)\n", " contour_yord = contour[idx_y_ordered,:]\n", " #in each y ordered slice, order based on x\n", " coord_size = contour_yord.shape[0]\n", " contour_yxord = np.zeros_like(contour_yord)\n", " slice_row=0\n", " while slice_row<coord_size:\n", " y0 = contour_yord[slice_row,0]\n", " slice_contour_yord = contour_yord[contour_yord[:,0]==y0,:]\n", " slice_size = slice_contour_yord.shape[0]\n", " slice_idx_x_ordered = np.argsort(slice_contour_yord[:,1]).astype(int)\n", " slice_contour_yxord = slice_contour_yord[slice_idx_x_ordered,:]\n", " contour_yxord[slice_row:slice_row+slice_size,:] = slice_contour_yxord\n", " slice_row+=slice_size\n", " return(contour_yxord).astype(int)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "def contains_point(x,y,contour):\n", " from matplotlib.path import Path\n", " path = Path(contour, closed=True)\n", " return(path.contains_point([x, y],radius=-1e-9))" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "def flood_fill(bb,y,x,old_color,new_color):\n", " if bb[y,x] == new_color: # the base case\n", " return\n", " bb[y,x] = new_color\n", " q = []\n", " q.append([y,x])\n", " while(len(q)>0):\n", " yn,xn = q.pop()\n", " if yn < bb.shape[0]-1:\n", " if bb[yn+1,xn]==old_color:\n", " bb[yn+1,xn] = new_color # down\n", " q.append([yn+1,xn])\n", " if xn < bb.shape[1]-1:\n", " if bb[yn,xn+1]==old_color:\n", " bb[yn,xn+1] = new_color # right\n", " q.append([yn,xn+1]) \n", " if xn > 0:\n", " if bb[yn,xn-1]==old_color:\n", " bb[yn,xn-1] = new_color # left\n", " q.append([yn,xn-1])\n", " if yn > 0:\n", " if bb[yn-1,xn]==old_color:\n", " bb[yn-1,xn] = new_color # up\n", " q.append([yn-1,xn]) " ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "def fill_region(contour,shape):\n", " '''Converts coordinates to image and fills the region'''\n", " import numpy as np\n", " contour = change_format(contour, fig2graph=False, nlines=shape[0])\n", " contour_yx = yx_ord(contour)\n", " msk = np.zeros(shape,bool)\n", " msk[contour_yx[:,0],contour_yx[:,1]] = True\n", " bb = msk[contour_yx[0,0]:contour_yx[-1,0]+1,np.amin(contour_yx[:,1]):np.amax(contour_yx[:,1])+1]\n", " starting_node = np.array([contour_yx[0,0],contour_yx[0,1]])\n", " bbmin = np.array([contour_yx[0,0],np.amin(contour_yx[:,1])])\n", " starting_node_bb = starting_node - bbmin\n", " good_start = False\n", " i = 1\n", " directions=0\n", " while good_start==False:\n", " \n", " if directions==0:\n", " directions+=1\n", " if starting_node_bb[0] < bb.shape[0]-1:\n", " good_start = contains_point(starting_node_bb[0]+1,starting_node_bb[1],contour-bbmin) #check down\n", " if good_start:\n", " starting_node_bb[0]+=1\n", " elif directions==1:\n", " directions+=1\n", " if starting_node_bb[1] < bb.shape[1]-1:\n", " good_start = contains_point(starting_node_bb[0],starting_node_bb[1]+1,contour-bbmin) #check right\n", " if good_start:\n", " starting_node_bb[1]+=1\n", " elif directions==2:\n", " directions+=1\n", " if starting_node_bb[1] > 0:\n", " good_start = contains_point(starting_node_bb[0],starting_node_bb[1]-1,contour-bbmin) #check left\n", " if good_start:\n", " starting_node_bb[1]-=1\n", " elif directions==3:\n", " directions+=1\n", " if starting_node_bb[0] > 0:\n", " good_start = contains_point(starting_node_bb[0]-1,starting_node_bb[1],contour-bbmin) #check up\n", " if good_start:\n", " starting_node_bb[0]-=1\n", " else:\n", " directions = 0\n", " i+=1\n", " starting_node = np.array([contour_yx[i,0],contour_yx[i,1]])\n", " starting_node_bb = starting_node - bbmin\n", "\n", " flood_fill(bb,starting_node_bb[0],starting_node_bb[1],False,True)\n", " \n", " msk[contour_yx[0,0]:contour_yx[-1,0]+1,np.amin(contour_yx[:,1]):np.amax(contour_yx[:,1])+1] = bb\n", " return(msk)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "def reorder_top_goes_first(slices,label_ROIs): \n", " import numpy as np\n", " nregions=slices.shape[0]\n", "\n", " indices_true = np.argwhere(slices)\n", " line_with_min_ycoord = np.argmin(indices_true[:,1])\n", " ROIidx_with_min_ycoord = indices_true[line_with_min_ycoord,0]\n", "\n", " new_label_ROIs = np.copy(label_ROIs)\n", " new_label_ROIs[label_ROIs>ROIidx_with_min_ycoord] = new_label_ROIs[label_ROIs>ROIidx_with_min_ycoord] - ROIidx_with_min_ycoord\n", " new_label_ROIs[label_ROIs<=ROIidx_with_min_ycoord] = new_label_ROIs[label_ROIs<=ROIidx_with_min_ycoord] + (nregions - ROIidx_with_min_ycoord)\n", " new_label_ROIs[label_ROIs==0] = 0\n", " \n", " order_idx = np.arange(nregions,dtype=int)\n", " order_idx = np.roll(order_idx,-ROIidx_with_min_ycoord)\n", " reordered_slices = slices[order_idx,:,:]\n", " \n", " return(reordered_slices,new_label_ROIs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Create outer ROIs" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "def create_out_ROIs(contours,separation_landmarks,mask_aligned,contourmask,angle,sensib=1,testing=False):\n", " import numpy as np\n", " #Creates vectors and calculates outputs for first percentil\n", " pout = np.rint(contours[2].shape[0]*0.25*sensib).astype(int) \n", " p=pout\n", " pin = np.rint(contours[0].shape[0]*0.15*sensib).astype(int) \n", " cum_seg_mask = np.zeros((mask_aligned.shape),dtype=bool)\n", " label_ROIs = np.zeros((mask_aligned.shape),dtype=int)\n", " #middle contour first perpendicular\n", " u,v = perpendicular_eq(contours[1][:2,0],contours[1][:2,1],first=True,points=p)\n", " N = len(separation_landmarks)\n", "\n", " x_near_in = np.empty((N,),dtype='uint16')\n", " y_near_in = np.empty((N,),dtype='uint16')\n", " D_in = np.empty((N,),dtype='float64')\n", " idx_in = np.empty((N,),dtype=int)\n", "\n", " x_near_out = np.empty((N,),dtype='uint16')\n", " y_near_out = np.empty((N,),dtype='uint16')\n", " D_out = np.empty((N,),dtype='float64')\n", " idx_out = np.empty((N,),dtype=int)\n", "\n", " segment_aligned = np.zeros((N,mask_aligned.shape[0],mask_aligned.shape[1]),bool)\n", "\n", " u = contours[1][0,0]\n", " v = contours[1][0,1]\n", "\n", " x_near_in[0],y_near_in[0],D_in[0],idx_in[0] = nearest_point(\n", " np.concatenate((contours[0][-pin:,0],contours[0][0:pin,0])), \n", " np.concatenate((contours[0][-pin:,1],contours[0][0:pin,1])), \n", " u,v,separation_landmarks[0,3],np.shape(contours[0])[0]) \n", " idx_in[0] = 0\n", "\n", " x_near_out[0],y_near_out[0],D_out[0],idx_out[0] = nearest_point(\n", " np.concatenate((contours[2][-pout:,0],contours[2][0:pout,0])),\n", " np.concatenate((contours[2][-pout:,1],contours[2][0:pout,1])),\n", " u,v,separation_landmarks[0,4],np.shape(contours[2])[0]) \n", " idx_out[0] = 0\n", "\n", " if testing:\n", " import matplotlib.pyplot as plt\n", " fig, ax = plt.subplots(figsize=[10,25],nrows=1, ncols=1)\n", " ax.plot(contours[0][:,0],contours[0][:,1],color='lightgray',lw=6) # x (col), y (lin) IN\n", " ax.plot(contours[1][:,0],contours[1][:,1],color='gray',lw=6) # x (col), y (lin) MID\n", " ax.plot(contours[2][:,0],contours[2][:,1],color='k',lw=6) # x (col), y (lin) OUT\n", " ax.plot(contours[1][0,0],contours[1][0,1],'o',ms=20,mew=5,color='lime') #first point\n", " ax.plot((x_near_in[0],x_near_out[0]),(y_near_in[0],y_near_out[0]),'--',lw=9,color='red')\n", " ax.plot(x_near_out[0],y_near_out[0],'x',ms=20,mew=5,color='blue') #first crossing OUT\n", " ax.plot(x_near_in[0],y_near_in[0],'x',ms=20,mew=5,color='blue') #first crossing IN\n", "\n", " #Calculates perpendicular lines for each percentil from central contour and finds nearest point in surrounding contours\n", " #to delimitate regions\n", " #Creates masks for each region\n", "\n", " for i,j,k,kin,kout in separation_landmarks[1:,:]:\n", "\n", " x = (contours[1][j,0],contours[1][k,0])\n", " y = (contours[1][j,1],contours[1][k,1])\n", " u,v = perpendicular_eq(x,y,points=p)\n", "\n", " u = contours[1][k,0]\n", " v = contours[1][k,1]\n", "\n", " #Conditions if segment is close to the beginning or ending of the vector contour_in\n", " if kin<pin:\n", " x_near_in[i],y_near_in[i],D_in[i],idx_in[i] = nearest_point(\n", " np.concatenate((contours[0][kin-pin:,0],contours[0][:kin+pin,0])),\n", " np.concatenate((contours[0][kin-pin:,1],contours[0][:kin+pin,1])),\n", " u,v,kin,np.shape(contours[0])[0])\n", " elif kin>(len(contours[0])-pin):\n", " x_near_in[i],y_near_in[i],D_in[i],idx_in[i] = nearest_point(\n", " np.concatenate((contours[0][kin-pin:,0],contours[0][:((pin-(len(contours[0])-kin))),0])),\n", " np.concatenate((contours[0][kin-pin:,1],contours[0][:((pin-(len(contours[0])-kin))),1])),\n", " u,v,kin,np.shape(contours[0])[0])\n", " else:\n", " x_near_in[i],y_near_in[i],D_in[i],idx_in[i] = nearest_point(\n", " contours[0][kin-pin:kin+pin,0],\n", " contours[0][kin-pin:kin+pin,1],\n", " u,v,kin,np.shape(contours[0])[0])\n", "\n", " #Condition where a perpendicular lines crosses in_contour before the earlier point: keeps the earlier point\n", " if (idx_in[i] < idx_in[i-1]):\n", " if (i<N-1) | (idx_in[i] > idx_in[i-1]//10):\n", " print('in',idx_in[i],idx_in[i-1])\n", " x_near_in[i],y_near_in[i],D_in[i],idx_in[i] = x_near_in[i-1],y_near_in[i-1],D_in[i-1],idx_in[i-1]\n", "\n", " #Conditions if segment is close to the beginning or ending of the vector contour_out\n", " if kout<pout:\n", " x_near_out[i],y_near_out[i],D_out[i],idx_out[i] = nearest_point(\n", " np.concatenate((contours[2][kout-pout:,0],contours[2][:kout+pout,0])),\n", " np.concatenate((contours[2][kout-pout:,1],contours[2][:kout+pout,1])),\n", " u,v,kout,np.shape(contours[2])[0])\n", " elif kout>(len(contours[2])-pout):\n", " x_near_out[i],y_near_out[i],D_out[i],idx_out[i] = nearest_point(\n", " np.concatenate((contours[2][kout-pout:,0],contours[2][:((pout-(len(contours[2])-kout))),0])),\n", " np.concatenate((contours[2][kout-pout:,1],contours[2][:((pout-(len(contours[2])-kout))),1])),\n", " u,v,kout,np.shape(contours[2])[0])\n", " else:\n", " x_near_out[i],y_near_out[i],D_out[i],idx_out[i] = nearest_point(\n", " contours[2][kout-pout:kout+pout,0],\n", " contours[2][kout-pout:kout+pout,1],\n", " u,v,kout,np.shape(contours[2])[0])\n", "\n", " #Condition where a perpendicular lines crosses out_contour before the earlier point: keeps the earlier point\n", " if idx_out[i] < idx_out[i-1]:\n", " print('out',idx_out[i],idx_out[i-1])\n", " x_near_out[i],y_near_out[i],D_out[i],idx_out[i] = x_near_out[i-1],y_near_out[i-1],D_out[i-1],idx_out[i-1]\n", " \n", " if testing:\n", " ax.plot(contours[1][k,0],contours[1][k,1],'o',ms=20,mew=5,color='k')\n", " ax.plot((x_near_in[i],x_near_out[i]),(y_near_in[i],y_near_out[i]),'--',lw=9,color='red')\n", " ax.plot(u,v,'--',lw=2,color='gray')\n", " ax.plot(x_near_out[i],y_near_out[i],'x',ms=20,mew=5,color='blue')\n", " ax.plot(x_near_in[i],y_near_in[i],'x',ms=20,mew=5,color='blue')\n", " ax.axis('off')\n", "\n", " if (idx_in[i-1]==idx_in[i]):\n", " closed_segment = close_region(contours[0][idx_in[i]:idx_in[i]+1,:].astype(int),contours[2][idx_out[i-1]:idx_out[i],:].astype(int))\n", " elif (idx_out[i-1]==idx_out[i]):\n", " closed_segment = close_region(contours[0][idx_in[i-1]:idx_in[i],:].astype(int),contours[2][idx_out[i]:idx_out[i]+1,:].astype(int))\n", " else:\n", " closed_segment = close_region(contours[0][idx_in[i-1]:idx_in[i]+1,:].astype(int),contours[2][idx_out[i-1]:idx_out[i]+1,:].astype(int))\n", " seg_mask = fill_region(closed_segment, mask_aligned.shape)\n", " segment_aligned[i-1,:,:] = seg_mask\n", " cum_seg_mask = cum_seg_mask + seg_mask\n", " label_ROIs = label_ROIs + cum_seg_mask\n", " #Deals with overlapping ROIs\n", " if i>1:\n", " common_mask = np.logical_and(segment_aligned[i-2,:,:],seg_mask)\n", " segment_aligned[i-2,common_mask] = False\n", " label_ROIs[common_mask] = label_ROIs[common_mask] - 1\n", "\n", " #Calculates mask for last percentil\n", " closed_segment = close_region(contours[0][idx_in[N-1]:-1,:].astype(int),contours[2][idx_out[N-1]:-1,:].astype(int))\n", " seg_mask = fill_region(closed_segment, mask_aligned.shape)\n", " segment_aligned[N-1,:,:] = seg_mask\n", " cum_seg_mask = cum_seg_mask + seg_mask\n", " label_ROIs = label_ROIs + cum_seg_mask\n", " label_ROIs[cum_seg_mask] = np.amax(label_ROIs)+1 - label_ROIs[cum_seg_mask] \n", " #Deals with overlapping ROIs\n", " common_mask = np.logical_and(segment_aligned[N-2,:,:],seg_mask)\n", " segment_aligned[N-2,common_mask] = False\n", "\n", " segment_mask = segment_aligned\n", " \n", " segment_mask,label_ROIs = reorder_top_goes_first(segment_mask,label_ROIs)\n", "\n", " return(segment_mask,label_ROIs)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 720x1800 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "if testing:\n", " n_ROIs_out=16\n", " n_ROIs_in=16\n", " sensib = 1\n", " n_ROIs_total = n_ROIs_out + n_ROIs_in\n", " area_percent = np.around((n_ROIs_in/n_ROIs_total),decimals=2)\n", " #Creates inner (smaller) mask\n", " mask_in, mask_contour, it = create_inner_mask(mask,area_percent)\n", " \n", " #Alignes masks to vertical position\n", " mask_aligned,angle = align_mask(mask)\n", " #Create inner mask aligned\n", " import scipy.ndimage as sm\n", " mask_in_aligned = sm.binary_erosion(mask_aligned,structure=np.ones((3,3)),iterations=it)\n", " mask_in_aligned = largestCC(mask_in_aligned)\n", " \n", " #Creates contour_out, contour_mid and contour_in from mask and inner mask\n", " contours, contourmask_aligned = create_contours(mask_aligned, mask_in_aligned, it)\n", "\n", " #Divide contours in equal lengths and create a vector storing separation landmarks for later ROI design\n", " separation_landmarks = create_separation_landmarks(contours,mask_aligned,n_ROIs_out)\n", "\n", " #Generates outter ROIs\n", " segments, label_ROIs_out = create_out_ROIs(contours,separation_landmarks,mask_aligned,mask_contour,angle,sensib,testing)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Create inner ROIs" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "def reorder_slices(slices,label_ROIs):\n", " import numpy as np\n", " nregions=slices.shape[0]\n", "\n", " order_idx = np.arange(nregions,dtype=int)\n", "\n", " order_idx[(nregions//2)+1:] = order_idx[-2:(nregions//2)-1:-1]\n", " order_idx[nregions//2] = nregions-1\n", "\n", " order_idx = np.roll(order_idx,nregions//4)\n", " \n", " reordered_slices = slices[order_idx,:,:]\n", " \n", " indices = np.arange(0,nregions)+1\n", " order_idx+=1\n", " new_label_ROIs = np.copy(label_ROIs)\n", " for j in range(nregions):\n", " new_label_ROIs[label_ROIs==order_idx[j]] = indices[j]\n", " \n", " return(reordered_slices,new_label_ROIs)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "def get_slices(mask,mask_rot,angle,nregions=16,testing=False,contours=None):\n", " import numpy as np\n", " if testing:\n", " plt.figure(figsize=[10,25])\n", " plt.plot(contours[0][:,0],contours[0][:,1],color='lightgray',lw=6)\n", " plt.plot(contours[2][:,0],contours[2][:,1],color='k',lw=6)\n", " plt.axis('off')\n", "\n", " cum_seg_mask = np.zeros((mask_rot.shape),dtype=bool)\n", " label_ROIs = np.zeros((mask_rot.shape),dtype=int)\n", " \n", " segment = np.zeros((nregions,mask.shape[0],mask.shape[1]),dtype='bool')\n", " mask_rot_area = np.sum(mask_rot>0)\n", " region_rot_area = mask_rot_area/nregions\n", " segment_rot = np.zeros((nregions,mask_rot.shape[0],mask_rot.shape[1]),dtype='bool')\n", " x0,y0 = get_centroid(mask_rot)\n", " x0 = x0.astype(int)\n", "\n", " inner_mask_rot = np.copy(mask_rot) \n", "\n", " mask_rot_integral = np.cumsum(mask_rot).reshape((mask_rot.shape))*mask_rot\n", " \n", " #Gets first region\n", " region_startline = np.nonzero(mask_rot_integral>0)[0][0]\n", " region_endline = np.nonzero(mask_rot_integral>((1)*region_rot_area))[0][0]\n", " segment_rot[0,region_startline:region_endline,:] = 1\n", " segment_rot[0,:,:] = segment_rot[0,:,:]*mask_rot\n", " inner_mask_rot[region_startline:region_endline,:] = 0\n", " cum_seg_mask = cum_seg_mask + segment_rot[0,:,:]\n", " label_ROIs = label_ROIs + cum_seg_mask\n", "\n", " if testing:\n", " region_endline2 = mask_rot.shape[0]-region_endline\n", " index_pos = np.where(contours[0][:-1,1]==round(region_endline2))[0] #indices onde y == y0\n", " xvalues = np.sort(contours[0][index_pos,0].astype(int))\n", " plt.plot(np.arange(xvalues[0],xvalues[1]+1,1),np.ones((xvalues[1]+1-xvalues[0]))*region_endline2,'--',color='r',lw=6)\n", " \n", " #Gets last region\n", " region_startline = np.nonzero(mask_rot_integral>((nregions-1)*region_rot_area))[0][0]\n", " region_endline = np.nonzero(mask_rot)[0][-1]\n", " segment_rot[-1,region_startline:region_endline+1,:] = 1\n", " segment_rot[-1,:,:] = segment_rot[-1,:,:]*mask_rot\n", " inner_mask_rot[region_startline+1:region_endline+1,:] = 0\n", " \n", " if testing:\n", " region_startline2 = mask_rot.shape[0]-region_startline\n", " index_pos = np.where(contours[0][:-1,1]==round(region_startline2))[0] #indices onde y == y0\n", " xvalues = np.sort(contours[0][index_pos,0].astype(int))\n", " plt.plot(np.arange(xvalues[0],xvalues[1]+1,1),np.ones((xvalues[1]+1-xvalues[0]))*region_startline2,'--',color='r',lw=6)\n", " plt.plot(np.ones((region_endline2+1-region_startline2))*x0,np.arange(region_startline2,region_endline2+1),'--',color='r',lw=6)\n", " \n", " for j in range(2):\n", " half_mask_rot = np.zeros_like(inner_mask_rot)\n", " if j==0:\n", " half_mask_rot[:,:x0] = inner_mask_rot[:,:x0]\n", " else:\n", " half_mask_rot[:,x0:] = inner_mask_rot[:,x0:]\n", " half_mask_rot_area = np.sum(half_mask_rot>0)\n", " new_region_rot_area = half_mask_rot_area/((nregions-2)//2)\n", " half_mask_rot_integral = np.cumsum(half_mask_rot).reshape((half_mask_rot.shape))*half_mask_rot\n", "\n", " for i in range((nregions-2)//2):\n", " k=i+j*((nregions-2)//2)\n", "\n", "\n", " region_startline = np.nonzero(half_mask_rot_integral>(i*new_region_rot_area))[0][0]\n", " if i==(((nregions-2)//2)-1):\n", " region_endline = np.nonzero(half_mask_rot)[0][-1]\n", " else:\n", " region_endline = np.nonzero(half_mask_rot_integral>((i+1)*new_region_rot_area))[0][0]\n", " if testing:\n", " region_endline2 = mask_rot.shape[0]-region_endline\n", " index_pos = np.where(contours[0][:-1,1]==round(region_endline2))[0] #indices onde y == y0\n", " if j==0:\n", " xvalues = np.amin(contours[0][index_pos,0].astype(int))\n", " plt.plot(np.arange(xvalues,x0+1,1),np.ones((x0+1-xvalues))*region_endline2,'--',color='r',lw=6)\n", " else:\n", " xvalues = np.amax(contours[0][index_pos,0].astype(int))\n", " plt.plot(np.arange(x0,xvalues+1,1),np.ones((xvalues+1-x0))*region_endline2,'--',color='r',lw=6)\n", " \n", " segment_rot[k+1,region_startline:region_endline,:] = 1\n", " segment_rot[k+1,:,:] = segment_rot[k+1,:,:]*half_mask_rot\n", " cum_seg_mask = cum_seg_mask + segment_rot[k+1,:,:]\n", " label_ROIs = label_ROIs + cum_seg_mask\n", " \n", " cum_seg_mask = cum_seg_mask + segment_rot[-1,:,:]\n", " label_ROIs = label_ROIs + cum_seg_mask\n", " label_ROIs[cum_seg_mask] = np.amax(label_ROIs)+1 - label_ROIs[cum_seg_mask]\n", "\n", " segment = segment_rot\n", " segment,label_ROIs = reorder_slices(segment,label_ROIs)\n", " segment,label_ROIs = reorder_top_goes_first(segment,label_ROIs)\n", "\n", " return(segment,label_ROIs)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 720x1800 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "if testing:\n", " angle_in = angle\n", " slices,label_ROIs_in = get_slices(mask_in,mask_in_aligned,angle_in,n_ROIs_in,testing,contours)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Get ROIs means" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "def get_ROIs_means(video,ROIs):\n", " import numpy as np\n", " region_avg = np.empty((video.shape[0],ROIs.shape[0]),'float64') #vector with size = number of regions\n", " for k in range(video.shape[0]): #iteration over each frame\n", " for j in range(ROIs.shape[0]): #iteration over each region\n", " region_avg[k,j] = np.mean(video[k][ROIs[j]]) #video frame k, indented by ROI mask j\n", " #rows are frame numbers, columns are ROI numbers\n", " return(region_avg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Main Function:" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "def segment(mask, video=None, fr=None, n_ROIs_out=16, n_ROIs_in=16, sensib=1):\n", " import numpy as np\n", " ROIs_means,time = None,None\n", " n_ROIs_total = n_ROIs_out + n_ROIs_in\n", "# #Get videos .tif from path\n", "\n", " if video is not None:\n", " #Get video shape\n", " video_shape = video.shape\n", " #if single image, don't get means\n", " if len(video_shape)>2:\n", " f0 = video[0]\n", " #Build time vector\n", " time = build_time_vector(fr, video_shape)\n", " else:\n", " f0 = video\n", "\n", " #Create an inner mask and a contour mask\n", " area_percent = np.around((n_ROIs_in/n_ROIs_total),decimals=2)\n", " \n", " \n", " mask_in, mask_contour, it = create_inner_mask(mask,area_percent)\n", " \n", " #Alignes masks to vertical position\n", " mask_aligned,angle = align_mask(mask)\n", "\n", " #Create inner mask aligned\n", " import scipy.ndimage as sm\n", " mask_in_aligned = sm.binary_erosion(mask_aligned,structure=np.ones((3,3)),iterations=it)\n", " mask_in_aligned = largestCC(mask_in_aligned)\n", " \n", " #Create contour_out, contour_mid and contour_in from mask and inner mask\n", " contours, contourmask_aligned = create_contours(mask_aligned, mask_in_aligned, it)\n", "\n", " #Divide contours in equal lengths and create a vector storing separation landmarks for later ROI design\n", " separation_landmarks = create_separation_landmarks(contours,mask_aligned,n_ROIs_out)\n", "\n", " #Generates outter ROIs\n", " segments, label_ROIs_out = create_out_ROIs(contours,separation_landmarks,mask_aligned,mask_contour,angle,sensib)\n", "\n", " #Generates inner ROIs\n", " angle_in = angle\n", " slices,label_ROIs_in = get_slices(mask_in,mask_in_aligned,angle_in,nregions = n_ROIs_in)\n", " \n", " label_ROIs_in[label_ROIs_in>0] = label_ROIs_in[label_ROIs_in>0] + n_ROIs_out\n", " label_ROIs = label_ROIs_out + label_ROIs_in\n", " \n", " #Rotate mask (and ROIs) back to original angle\n", " label_ROIs,stack_ROIs = align_mask(label_ROIs,revert=True,theta=angle-90,orig_shape=mask.shape)\n", " \n", " #Keep just pixels in the original mask (i.e. exclude extra pixels usually added after rotations)\n", " label_ROIs[mask==False] = 0\n", " for i in range(stack_ROIs.shape[0]):\n", " stack_ROIs[i][mask==False] = False\n", " \n", " if video is not None:\n", " if len(video_shape)>2:\n", " #Get smaller ROIs means\n", " ROIs_means = get_ROIs_means(video,stack_ROIs)\n", " return(stack_ROIs,label_ROIs,ROIs_means,time)\n", " else: #if single image, don't get means\n", " return(stack_ROIs,label_ROIs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Test" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "if testing:\n", " ROIs_masks, label_ROIs, ROIs_means, time = segment(mask, video, fr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Time of main function execution:" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "453 ms ± 22.7 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "if testing:\n", " %timeit ROIs_masks, label_ROIs, ROIs_means, time = segment(mask, video, fr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create colormap" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "if testing:\n", " nregions = np.amax(label_ROIs).astype(int)\n", " ncolors = nregions\n", " from matplotlib import cm\n", " from matplotlib.colors import ListedColormap\n", " brg = cm.get_cmap('brg', nregions)\n", " newcolors = np.tile((np.arange(0,ncolors))/(ncolors-1),nregions//(ncolors-1))\n", " newcolors = newcolors[:nregions]\n", " newcolors = brg(newcolors)\n", " black = np.array([0, 0, 0, 1])\n", " newcolors = np.insert(newcolors,0,black,axis=0)\n", " newcmp = ListedColormap(newcolors)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 720x2160 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "if testing:\n", " fig, ax = plt.subplots(figsize=[10,30],nrows=1, ncols=1)\n", " ax.imshow(label_ROIs, cmap=newcmp)\n", " cent_coord = np.zeros((nregions,2))\n", " for j in range(nregions):\n", " cent_coord[j,:] = np.rint(get_centroid(ROIs_masks[j,:,:]))\n", " ax.annotate(j+1,(cent_coord[j,0]-2,cent_coord[j,1]),xycoords='data',color='white',fontsize=24,weight='bold') \n", " ax.plot(contour[:,1],contour[:,0],color='yellow',lw=2)\n", " plt.xticks(fontsize=20)\n", " plt.yticks(fontsize=20)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3MAAANOCAYAAAC7rVUJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdd3gc5bU/8O87M7taVUuybBX3ho0LLphmOgFCKKGXEAghySUkITe9kF8KIQlJCKRcEkjIDbmQEHrvvdvGuOLeZFu2bPUubZny/v6YnfVK2l1tlbTS9/M8PEi7o9nXsqydM+e85wgpJYiIiIiIiCi7KEO9ACIiIiIiIkocgzkiIiIiIqIsxGCOiIiIiIgoCzGYIyIiIiIiykIM5oiIiIiIiLKQNtQLiKWsrExOnTp1qJdBREREREQ0JNasWdMkpRwX6blhHcxNnToVq1evHuplEBERERERDQkhxL5oz7HMkoiIiIiIKAsxmCMiIiIiIspCDOaIiIiIiIiyEIM5IiIiIiKiLMRgjoiIiIiIKAsxmCMiIiIiIspCDOaIiIiIiIiyEIM5IiIiIiKiLMRgjoiIiIiIKAsxmCMiIiIiIspCDOaIiIiIiIiyEIM5IiIiIiKiLMRgjoiIiIiIKAsxmCMiIiIiIspCDOaIiIiIiIiyEIM5IiIiIiKiLMRgjoiIiIiIKAvFFcwJIfYKITYKIdYLIVYHH1skhFjpPCaEODb4uBBC/I8QYpcQ4mMhxJKw81wnhNgZ/O+6zPyRiIiIiIiIRj4tgWNPl1I2hX1+O4CfSylfEkKcG/z8NACfAjAr+N9xAO4BcJwQohTAzwAsBSABrBFCPCulbE39j0FERERERDS6pFJmKQEUBT8eA+Bg8OMLATwgbSsBFAshKgF8EsBrUsqWYAD3GoBzUnh9IiIiIiKiUSvezJwE8KoQQgL4m5TyXgDfBPCKEOIO2EHhsuCxEwDsD/vaA8HHoj3eixDiBgA3AMDkyZPj/5MQERERERGNIvFm5k6UUi6BXUL5NSHEKQC+AuBbUspJAL4F4B/BY0WEr5cxHu/9gJT3SimXSimXjhs3Ls7lERERERERjS5xBXNSyoPB/zcAeArAsQCuA/Bk8JDHgo8BdsZtUtiXT4RdghntcSIiIiIiIkrQgMGcECJfCFHofAzgbACbYAdipwYPOwPAzuDHzwL4XLCr5fEA2qWUhwC8AuBsIUSJEKIkeJ5X0vqnISIiIiIiGiXi2TNXDuApIYRz/H+klC8LIboA/EkIoQHwIbjPDcCLAM4FsAtAD4DrAUBK2SKE+AWAj4LH3SqlbEnbn4SIiIiIiGgUEVL227Y2bCxdulSuXr16qJdBREREREQ0JIQQa6SUSyM9l8poAiIiIiIiIhoiDOaIiIiIiIiyEIM5IiIiIiKiLMRgjoiIiIiIKAsxmCMiIiIiIspCDOaIiIiIiIiyEIM5IiIiIiKiLMRgjoiIiIiIKAsxmBtkxr4DsLq6h3oZRERERESU5RjMDbLmZZ9G16/+NNTLICIiIiKiLMdgLg2krqPj27fAPFQf+zjDgHWwDubufYO0MiIiIiIiGqkYzKWBsWkbuv9wL/wvvhHzONnWDgCw6hsHY1lERERERDSCMZhLA7O+CQBgtbbHPM5qabOPr2vI+JqIiIiIiGhkYzCXBk6mzQnWoh7X6mTmmjK+JiIiIiIiGtkYzKWBE8zJgYK54POyvQPS6834uoiIiIiIaORiMJcGVkOwzHKAYE62Hn7eZHaOiIiIiIhSwGAuDZyySaulNfZxYcEem6AQEREREVEqGMylgZngnjkAsNgEhYiIiIiIUsBgLg2czJwcoJul7JWZY5klERERERElj8FcGsS7Z85qbYdSMR4AxxMQEREREVFqtKFeQLaTlgWrsRlQVciOTkhdh3C5Ih5rtbRCKS+DDOjcM0dERERERClhZi5FVnMrYJpQZ0yxP2/riH5sazuU0hKoFeNg1TGYIyIiIiKi5DGYS5FTYqnNmQkAkDE6WsqWNiglY6CUj2OZJRERERERpYTBXIqcckknmIu1b85qbYcoLYZSMY4NUIiIiIiIKCXcM5eiUDB35Cz781jBXDAzh8IC+JmZIyIiIiKiFDCYS5GTYQsFc1HGE0ivF/D7oZQWA0JAdvfA6uqGUpA/aGslIiIiIqKRg8FcisyGJkDToE63G6BE2zPnZOxESTGEJ8d+rL6RwRwRERERESWFe+ZSZNU3QhlfZmfcEL3M0snYKaXFUMrHhb6WiIiIiIgoGczMpciqb4JSXgahqhDFY6IHc8HHlZIxUMpKAQAmxxMQEREREVGSmJlLkdXQBDWYaVNKogdzsjUYzJUWQ6kYb38tm6AQEREREVGSGMylyCmzBOxATQ6QmRMlxXZmTgiWWRIRERERUdIYzKVASgkzWGYJAKK0OK49c0LToIwbC2sQyyzN2kNoueh6WG2Ru20SEREREVF2YTCXAtnRaY8bcMosYwRzsqUNUBSIwgL72PJxMAcxMxd4dyX8z7yCwPLVg/aaRERERESUOQzmUmA12DPmDpdZloT2xvU7trUNomQMhGJ/y5WKcYObmQu+lrl776C9JhERERERZQ6DuRQ4e97U8sN75qyWNkjL6n9sSxuUkuLQ52r5uEHdM+e8lrF736C9JhERERERZQ6DuRSY9cHMXLDMUpQWA5YF2dnV71jZ2h6aRQfYmTmzrhFSykFZq8XMHBERERHRiMJgLgWhMsuwPXNA5MHhdmZuTOhzpWI84PNFDPwywcnMmczMERERERGNCAzmUmDVNwJChIaAO8FcpPEEVmu7nbkLcgLAwZo1ZwZfx6iuiVgGSkRERERE2YXBXAqs+iYoY0sgNA0AQnvirJbW/sf2ycypFXYwZw5SExSrvgnQNMDvh3WwblBek4iIiIiIMofBXArM+sZQhg1AKPPWt8xSWhZkW3uvBiihzNwgNEGRlgWroQmuJQsAsAkKEREREdFIwGAuBVZDU2gsARC2Z66192Bu2dEJWFbvMsuK8faxg1BmaTW3AqYJ97KlANgEhYiIiIhoJGAwlwKrvglKeVgwFyyj7LtnzgnuejVAGVsCqKpd/pjxddrZP9cxCwFNY2aOiIiIiGgEYDCXAqtvmaXHA5GX22/PnBPchY8mEIoCZXxZqDFJRtcZfA1lYhXUKROZmSMiIiIiGgEYzCVJer2QnV1Qw4I5wN4313fPnNVqfy7C9swB9qy5wdgz52T/1PIyqDOmcDwBEREREdEIwGAuSWZDMwBAGT+21+NKaUn/YC5CZg4A1PJxoWHemeRk/5TycdBmTGWZJRERERHRCMBgLklORk3pk5lTSovj2jMH2Jm5QSmzrG8EcnIgxhRBnTEFsrUtlC2k1OkbNqPj5ts4v4+IiIiIBhWDuSRFC+ZEyZj+owmiZOaU8nGw6psgpczgSu0yS7W8DEIIaDOmAOB4gnTy3v8Yun/zZ/gef36ol0JEREREowiDuSRZDYf3oYVTSov7jSawWtvszFhubq/H1YrxgK5DZjhLZtY1hEYhqDOm2o+xCUraGNt2AQA6f3YHpGkO8WqIiIiIaLRgMJckp6lI+Jw5IBjMRdgz1zcrByA01sDM8HgCu+um/VrqdDszxyYo6WNs3213Jt22C97/PDXUyyEiIiKiUYLBXJLM+kaIokIIj6fX40ppMeDzQXq9ocdka3u//XLA4A0Ot+oOj1BQ8vOgVIyHwcxcWki/H+be/ci74Rpoi+ah6+e/h9T1oV4WEREREY0CDOaSZDU09dsvB9jdLAH0ys5ZLW0QkTJzTjCXwfEE0jRhNTbbJZ1BHE+QPsauvYBlQTtyJgpv/R7M3XvhfeCxoV4WEREREY0CDOaSZNU39RtLACAUtPUK5lrbImbmnP12mRxPYDW1AJYVKrMEEBxPsDdjrzmaGNt3AwC02TORc/5ZcB27GF23/gHS7x/ilRERERHRSMdgLklWfWO/geHA4Y6VfTNzTsYunCgpBlyujI4nCHXd7JOZs2rrIH2+jL3uaGEGgzn1iOkQQqDwF9+DWVOLnn88NMQrIyIiIqKRjsFcksz6xihllnYwFz5rLtqeOSEElPKyjJZZOucODzy1GVMBKWHs2Z+x1x0tjG27oFRVQCksAAC4zzoVrpOORdev/qfXvkkiIiIionRjMJcEaRiQza29ShcdoiSYmQuOG5C6DtnVHXHPHGCPJ8hkmaVZ52TmDgdz6gyno+XejL3uaGFs3w1t9ozQ53Z27vuwDtah+6//GsKVEREREdFIx2AuCVZjM4D+YwmA/mWWzsy5SJk5wB4cbg5CZi48ixiaNbdrb8ZedzSQUvYL5gAg57RlcJ9xErp/fRezc0RERESUMQzmkhApQHKIgnxA00LBnDMQPNKcOcDOmGW0AUpdA+DxQATLAAFAKSuFKCxgE5QUWY3NkG3t0ObM7Pdc3lc+B6uxGfrmHUOwMiIiIiIaDRjMJcFqsId8q5HKLIWAUloc2jPnBHVO+WVfasV4WA1NkJaVmbXWN0GtGAchRK81cjxB6kLNT/pk5gCEAjxzZ/WgromIiIiIRg8Gc0kw6+1gLlKZJWCPJ+hXZhktM1deBpgmrObWDKwUMOsaImYQOZ4gdcb2XQDQr8wSALTgvkRj555BXRMRERERjR4M5pIQq8wSsAM3q8UOzpygLuqeOWdweIbGE1j1Tb2anzjUGVNg7tkPaZoZed3RwNi2C8jJgTp5Qr/nRG4ulImV3JdIRERERBnDYC4JVn1jv31o4ZSwzNyAe+aCAWGmxhNEm4enzZgK6DrMA4cy8rqjgbF9N7RZ0yBUNeLz2qzpzMwRERERUcYwmEuC1dAMtbys1z60cEppCWSwvDK0Z644cmZODWbNzAw0QZGGAauxOeIIBY4nSJ2xvTpiiaVDmzUNBvfMEREREVGGMJhLglXfGHW/HACIkjG99syJokIITYt4bKjMMiwzZ3V0wvvw0wi892Fq62xqAaQMvUa40HgCNkFJigwEYFbvi9jJ0qHOnArZ3BqaOUhERERElE6RIwyKyaxvhDqxMurzSmkxZEenPTC8pS3qfjkAdqmmxwNj2y70/PNh+J54Ef7X3gUCAYiiQozb+QHUGIFjLM4+vEh7+9RJVYDLxSYoSTKr9wGmGbGTpUObNQ0AYOzaC/cxiwZraUREREQ0SjAzlwSrvilq8xMgbHB4Wwes1jaIKPvlgOCYgIpx8P7vf9D+hW/D2LQN+Tddj+JH/grZ40XXT3+X0jqBw6WcvV5XVaFOnTQqM3PeJ1+EvnFrSucwgmMJYpVZqrOmA+B4AiIiIiLKDGbmEiQty96HFiNb5gRzsqUVVksblCgz5hwFP/0WjF17kXvJudCWLAjtxQssX42eu+5D3levg+uouQmv1YyRmQPs9vmjLTMnAwG0Xf01uE8+FmNfeyTp8xjboo8lcGjTJ9vHsqMlEREREWUAM3MJkq1tgGFE7BDpEKUlAOzmJ7K1PWonS0fe9Veh6Fc/hOvoo3o1VSn86bcgiseg45s/g5Qy4bWGRihE2DMHIDQ4PJlzZyt9wxbA70fgreWwmpqTPo+xfTeU8nFQxhRFPUbk5kKZVAWTHS0pi0ldh/T5hnoZREREFAGDuQSFBoZH6BDpCJVZtrTBammDiLFnLhaltASFP/8OAm99AP+zryT89VZ9E0ReLpSC/IjPqzOm2nv7mluSWl820leusT8wTfieSfx76jC2746ZlXNwPAFlu86bb0Pz6ZcP9TKIiIgoAgZzCbIanGAujj1zLW2w4sjMxZJ34+egzT0CHd+5FdLvT+hrzbqGmOvUguMJjFG0by6wci2Uqgqo0ybD9/gLSZ/H2L47ZvMThzZzKoxdDOZGsq477kHPPx8e6mVkjLF1F4wtO4Z6GURERBQBg7kEaUfOQvHD98C1YE7UY0LB3IFDQCAQs5vlQISmoej3t8DcvRfdd92X0Nda9Y1QIjQ/cWgLjgQABN78IOn1ZRt95Vq4TzgansvOg//195IaG2A1t0A2t8YcS+BQZ03jeIIRTFoWun7xR3T+8DZIwxjq5WSE1dRiZ/ATvJlEREREmcdgLkFq+TjkXnkhlLKxUY8RwX1UTnMRJbiHLlk5nzwNOed+Al2/+CPMYGYwHlZdY+zM3LTJcJ9xEnr++sCIvRANZzY0wazeB9fxS+C57HzAMOB79tWEzxNPJ0tHaDwBSy1HJGPrTsiOTlgNTfC//t5QLycjrCa7DNtqbh3ilRAREVFfDOYyQKgqRPEYmMEuhsnumQtXdOdP7VEFP7k97q+x6huhRml+4si/6XqYNbXwP/9aqksc9vQP1wIA3McvgeuYRVAmVcH3+PMJnyeeTpYOdaYdzJnDsNTS9+wraLnw85CWNdRLyVqhPZhuN7z/fmJoF5MhThBnNSbfMIiIiIgyg8FchiilxWGZueT3zDm0ObOQd+O16PnHQzD2HRjweKnrsJpbYzZqAYCcC86CMqkK3X/+Z8prHO4CK9cCmgZXcPxD7mXnw//qu7DaOxI6j7F9N+ByQZ06acBjtRlTACGGZWbO/8Ib8D/76uGAhBIWWLEGoqQYudddDv9TL8Hq6h7qJaWV1HXI4L8PBnNERETDD4O5DFFKi+09c0BKe+bCFXz/q4AQ6P793wY81mpsBqSMWWYJ2Hvy8r9yHQJvvA996860rHO40leuhWvhXIi8PACA57LzgEAA/udfT+g8xvbd0GZOhdAGHtMoPB6ok6qGZTBn1tQCAHxPvDjEK8le+oo1cB+/BHnXXgbZ44U/hQ6pw5HVcnivJ4M5IiKi4YfBXIaIsGycSHHPnEOdNAG5V18M7//+B9YA4wScGXMDlVkCQO6XrgZyctDzl8jZOWlZ6Prd3dDXb0p80YNEBgJo//L3Yeysjvy8aUL/aD1cxy8JPeY6/mgoVRXwJlhqGW8nS4c6c1qo5HY4ORzMvTCqZg2mi9XWDmPLDrhOOBquE4+BOmXiiCu1dPbL9f2YiIiIhgcGcxkSXlqZrswcAOR//6uQPd4ByyLNuuDA8AHKLAFAHTcWuVddCO/9j8Hq6Oz3fNfP70Tn93+J1su/PGyHB+sbtqDn3n+j67d/ifi8sXUnZGcXXMcfHXpMKAo8l54L/0tvwersiut1pGHA3L0vrk6WDm3WtGGXmZNSwqyphTK+DOa+A9DXfDzUS8o6+qp1AOw9mEJR4PnsJfC/+g7M4I2UkSC86Qkzc0RERMMPg7kMCQVzqgpRWJC287rmzUbO+Wei+677YHX3RD3OycwpcWTmACDvpushu7rhvf/RXo97H38eXbf+Aa6TjoW5aw+6fndP8ovPIGcOlu/R5yJ+X5x9Ye6wzBwAu6ul3w//i2/E9TrmnhpA1+NqfuJQZ02DbGmF1TJ8ugHK9g7Irm47K6tpSTWCGe0CK9cCQsB1nP0zlfvZSwDLgu/hZ4Z4ZenTKzPXyMwcERHRcMNgLkOccQRKyRgIIdJ67oIffA2yuRXe+x6KeoxV12C//gB75hzupQvhOm4Juv/8z1B3Q339JrRf9w24TjgaY19/BJ4rLkDXbXfBqE5syLiUMuOjD5xgTnZ2wfdk/z1ggZVrIcaWQJ0xtdfj7hOPgVI+Lu4B4ol0snRoM+3XNIZRqaVTYulaNA/uM06E74kXWWqZIH3FGmjzZkMpKgQAuOYeAW3x/BFVaimDwZwoLGBmjoiIaBhiMJchzp45kYZOln25TzoOrmVL0X3n3yB1PeIxVn0TREE+lPy8uM+bd9P1MHdUI/DGezAbm9F60RcgSopR8uQ/IHJyUPT7WyA0FR1f/3FCF/6d3/k5mo47L6Mt8I2tO6HNPQLq9Cnw/t+j/Z7XV66F+/ij+wXWQlXhueRc+F98I2amM/x1gMSCOXXWdACAOYxKLc39BwEA6uQJyL30PJi79sDYuHWIV5U9pGUhsHJtrz2YAJB7zaXQV2+AsX3XEK0svZwyS23OTAZzREREwxCDuQxx9skpJekP5gA7O2fuOwDfo89FfN6sjz0wPJLcy8+HMr4M3X/4O9ou+y+Y9U0oefq+UBMVdUIlCn7+XfhffAP+Z16O+7yBj9bDWLsxo53+jC07oc2bjdzPX4HAm+/D2Ls/9JzV3mE3quhz4e3wXHae3Ynw5bciPi+9Xngffhot51yNzpt/DXXG1IQGwWvTJwfHE0RuzjIUnMycOqkKORedAygKSy0TYO7YDdnWDvcJR/d6PPeqCwFFgffBJ4doZellNbVA5OVCnVTFBihERETDEIO5DHH2zKVjxlwkOeefBW3uEei6/e6IWTKrrjGu5ifhRE4O8m64Bv6X3kTg3ZUo/scdcC9d2OuY/K9/AdqCI9HxjZ/GlckCACsYOHT95s8ZKeWTXi/MPTXQ5s5C3nWXA0LA+8Bjoef1j9YDUsJ93OKIX+8+5XgoZaVo//w30bj4LLRcdD3av/ETdP3+b2j/yg9RX7kYbZ/5KvQtO1Dwo//G2Df7Z/5iCY0niFJmaR6qH/QSR7OmFnC5oFSMhzq+DO5TjueIggQEVth7MF0nLO31uFpVAfcZJ8L77ydHRNmq1dwKpawUyrixzMwREWWZwHsfwjxUP9TLoAxjMJchThAn0tjJMpxQFOR/7yswPt4SMaNk1TfGNZagr7wvXwNRUoyC//cN5F59Sf/Xdbkw5u7bYNbUouuXfxzwfNIwYNbWQZlUBX3VOgTeXp7wmgZi7KgGLAvakbOgTp5oX0z/36Ohss5Qo4pjIwdzQtMw5l93Iffay6BWVcDctRfe+x5G53d+jp77H4XngrNQ+vojGL93FQp/8X2okycmvEZ11rSIZZaBD1ahYeLRaLvyxkHtFGruPwh1YiWEYv8K8Fx6LowtO0b8rMF00VeuhSgeE7HcNveaS2HuqYG+YvUQrCy9rKYWiLElUMpKYTW3ZrRUmoiI0kf6/Wg+66q4ZhNTdosrmBNC7BVCbBRCrBdCrA4+9kjw8/XB59eHHX+zEGKXEGK7EOKTYY+fE3xslxDih+n/4wwfzmy5TGXmACD36ouhTKxE123/A2mavZ4z6xIvswQAdWIVyg+tQ+EvfxD1GPdJxyH3uivQfeffBrz4tw7WAaaJgu99BUr5OHT95s8Jr2kgoX1sc48AAORdfxXMPTUIvPchAPvCWztyFpQxRVHP4TnndIy5+9cofeFfGLfpLZR37EB582aUN25C8b/uQs4nTg4FPsnQZk2POJ6g82d3QOR64HvsOTR/4gpYTYOT/bBqaqFOqgp97rnkXAD2zDkaWGDFGriPWxzxZ8Jz8aeAXA+8/87+UsvwzBwsC3IYdWQdTcyaAwgEO/ISEcXD2LQd8Pt7jZihkSmRq9PTpZSLpJRLAUBKeWXw80UAngDwJAAIIeYCuArAPADnALhbCKEKIVQAfwHwKQBzAXwmeOyIFCqzzFBmDgCE243Cn3wL+vur0Hr5DZBeLwB7gLZsaYVSkXgwB9jllgMpvP3HEJ4cdN8Re1SBszdLO2IG8r/1Xwi8+g70temdaWZs2QEoCrQj7EYjnovPgSgsgPefj0BKicDKNVH3y0UjhIBSWpJQA5lY1JlTIVvbeo0nCLz3IQJvvI+CW7+H4kf+Cn3NRjQtuxDGrsw3SjFraqFOnnB4fVUVcC1bymAuDlZHJ4xN26L+TClFhcj55Gnwv/L24C4sA6ymFihjS6CMKw19ToOv85Y70XrRF4Z6GTH1/Otx9IygTq5E2c6ZHys74pujS9kr5TJLYbcHvAKA0yf/QgAPSyn9Uso9AHYBODb43y4pZbWUMgDg4eCxI5JSVgrXsqVwLTsmo6+Td8M1KPrjrfA//TKaz7oKVksrrIYmew1JZObipY4vg+voo2Bs3x3zuFCjjSkTkHfj5yCKCqMO9k6WsWUn1BlTQ0GoyMuD58pPw/f48zA2bIZsboX7+KMHOEtmabOmAUCv7Fznz+6AUj4O+Tdei9wrPo2xbzwCq6UVzSdcgEAGS/SkacI8cAhKWDAHAJ5Lz4OxfjOM3Xsz9tojQWgPZp/9cuHcxyyCWb0PVnvHIK4s/aymlsOZOXDW3FAx99XCqm8c1FLsRPXcdR+6/3DvUC+DiIKcYM7q6BzilVCmxRvMSQCvCiHWCCFu6PPcyQDqpZROvd0EAPvDnj8QfCza470IIW4QQqwWQqxubGyMc3nDj9A0lH3wLDznnJ7x18r/xpdQ/PA90D/agOaTL4a+egMAQE0yMxcvdfpkmNU1MY8x99nBnDJpApQxRcj76nXwPf5CWjs7Glt3QjtyZq/H8q6/ErK7Bx3fvRUAEs7MpZsznsAJ5vzvrEDgrQ9Q8MObIPLs7J/7xGNRtuI5iDFFaD7jCgQ+XJuRtVh1DYBp9iqzBOxgDmCp5UBCzU+iNNQBAG3RPACAvmHLoKwpE6RhQLa128FcmZ2ZM9kEZUiYB+uC/x++jQys1nZYtXVDvQwiCmJmbvSIN5g7UUq5BHaJ5NeEEKeEPfcZHM7KAUCkCdkyxuO9H5DyXinlUinl0nHjMhuMjCS5V3wapS8/CPPAIbRe+RUAmc3MAYA6fQqsQ/WQPdG7Wpo1tXYDhWC5Yv43vgS4XOi+469pWYPUdRg7qkP75RyuE5ZCnTUdgTfehyjI7/f8YNOmTQKEgBksoez62R1QKsuR9+Vreh83azrGrngOCATgf/71jKwllC3tk5nTpkyEa+lCdrUcQGgPZnH0EmrX4vkAAGPdpsFaVtpZLW0AECyzdDJzDOaGghMkDedgyWptg9XQFHX26XAQ+Gg9zNpDQ70MooyTgQD0jdvsj5mZG/HiCuaklAeD/28A8BTskkkIITQAlwB4JOzwAwAmhX0+EcDBGI9TmuScfiLGvvsklLHB5itJdLNMhDZ9MgDA2LM/6jH99mZVjEfe9Vei5/8eTUu7XHP3XsAw+gVrQgjkff4KAIDr2MUQqprya6VCeDxQJ0+AsXMP/G99gMA7K1Dww69B5Ob2O1YdNxZKZTnMA5n55xEtmAPsRij6qnUwg6W61FtoD+YJsct2lYrxUMaXQc/mYC64ab5XmSX3zA06q7MLstO+s56p3wmpklJCtnUAUsIaxm3QWy/5Ijpv/vVQL4Mo44zN24FAAKKoEBYzc+Cx0REAACAASURBVCPegMGcECJfCFHofAzgbADOFcqZALZJKQ+EfcmzAK4SQuQIIaYBmAVgFYCPAMwSQkwTQrhhN0l5Nn1/FAIA18J5KFv5HMb87XaoUxJvoZ8IdcZUAIBZvS/qMea+A/3Wkf/dGwHDQPcf/57yGvQtwU6WR87q91zu5y4DVBXukzK7bzFezniCrlvuhFJVgbwbrol+7MRKmAcycwfZ3G9fEEYK5lzH2HMFjU3bMvLa2c7cWW3vwRwgmBNCwLV4PvT12RvMyWDgpowtgcjJgSgsyFhmTkoJ31MvwerkRUdf1sHD2ThzmGbmZGcXEOyoPFzXCNh7PvX1m4d6GUQZ55RYuk85jpm5USCezFw5gPeFEBtgB2UvSClfDj53FXqXWEJKuRnAowC2AHgZwNeklKaU0gBwE4BXAGwF8GjwWEozdfJE5N1wDezeNJnjZOai7ZuTUtrBXN9yvhlT4bnsPPTc+2DKg5VDYwnmzOz3nDqxCmVrXkb+976a0mukizZzGvQ1HyPw7koU3HwThMcT9Vh1YmUo6Eo3s6YWoqgQSlFh/zXOmw0g2CGU+gmstPcxuuJoqKMtng9j8w5Ivz/Ty8oIqzkYzAX3yyllpRkL5vSP1qP1ki+i6xd/yMj5s1n4PrnhWmZptbaHPh6uwZz0+QC/H8a2XcO6FJQoHfS1myCKCuFaNB+ys4szQke4AYO5YPfJhcH/5kkpfxX23OellP02P0kpfyWlnCGlnC2lfCns8RellEcEn/tV36+j7CLGlkIUFsCIkpmT7R2QXd0RM0Du05ZBtrXDSnH/grFlB9TJE6AU5Ed83rVwXtTnBps6axpgWVAmVCLvS1fHPnZSFawDh1IOdiPpW/oaTqkYD1E8BsYWDg+PRF+xBqKoMK49mK5F8wDDyNrA2ArLzAGAMm5sxoI573+esv//z0eyNvjNlFBw5HZnLFufKtnaFvp42Aac7cHshK4P2IWZKNvpaz6Ga8kCiGJ7vq7s6h7iFVEmpTyagEYvIYTd0XJ35GDO3GdX30Yq93Qyaam+qRpbdgx5c5N4OX/mgh99PWZWDgCUiZWQ3T2Qbe0xj0uGuf9g1GBOCAFt3hF2vT31E1ixGq4ow8L7cpqgpGPfnLQs+F97JyPBfTShYM7JzI0bm5E9c9I04XvkWaiTJ8BqamE31T6cG16uRfOGbfOOXpm5g8MzmJNhY0KMjVuHcCVEmSV1HfqGLXAdvSBUgcNSy/jIQADex54b1PfadGAwRylRp0+JumcuVqONUDC3bVfSry1NE8a23VkTzOWcfSqKH/97zL1yDmdswEB34gPLP4K+NbEsmlVT228sQTht7hFZm03KJKN6H4wNW5BzxolxHa/OnAaRn5eWYM774JNoOfszCLy9POVzxctqbgU8ntDoDGVcZsosA28vh1XXgMLf/QTqjKnovueBtJxX37gVgfc+TMu5hpJ5sB6isADanJnDN+uVBWWWocwcAP1jBnM0chlbdgB+P1xHHwVRVAAAbIISp86bf422K74MfdW6oV5KQhjMUUq06ZNh7NkfsR47VjCnVIyHKCpMKZgz9x0AfL5+M+aGK6FpyL30PAhNG/BYdWIlgIGDubZrvo72L3477jXInh5YTS1RM3MA4Jp7BKymFna07MP77ycAIZB79cVxHS8UBdrCuWlpuOD91+MA7LEIg8UeGF4S+tzeM9eS9juW3oeehigsgOeCs5B347XQ318FPQ0NeDq+/mO0ffE7aVjh0LJq66BMqIAyoQLmwfphuffFKbNUJ08YtgFn78wcGzzRyKWv3QgAdpklM3Nx873wOrp//zfkfe3zcB83tLOJE8VgjlKizpgK+Hz2IOo+zH0HgJwcKOPL+j0nhIA2e0ZKwVyo+UmWZOYS4QRzVowmKDIQgLnvAPQVa+Iuv3Kaqigxgjltnv39ZHbuMCklvA88DvfpJ0KdHH+XWNfi+TDWb07pAtysa0DgjfcBAIFBvFtoNbeGSiwBu8wSfn9a915Ivx++J16E56JzIHJz7XEiOTno+Wtq2Tmp6wisWgerNjP7TgeTebAOalUF1AkVgGHAGoY3WZzMnDZ/zrDPzGnz57DMkgAA0jDQ8cNfDduRH8nS13wMUVgAddZ0KMHMHIO52MzaQ2j//DehHTUXRXf8dKiXkzAGc5QSbfoUAJHHE5jBcr5o+4u0OTNTC+aCwUaksQTZTqksBxQl5puMWVMLBIME35PxDfoOjSUYoMwSAPfNhdFXrIa5e6897iIBrkXzILu6Y47vGIjv4WcAy4Jr6ULoH21I+jyJsppaQs1PAGRkcLj/lbch29rh+cxF9muUjUXu5efD+8DjsFIIGvUNWwCvD7LHG5rRlq2s2jqoEyoO3+AZhsGSbOsAVBXa7BnDNoB2MnPuk46FWVMLKyxTR6OTvn4zun/7F/geH1n7dPU1G+FaPB9CUUKZOZZZRidNE23XfB2yx4uSR+4ZsKfBcMRgjlKiOoPDI4wniNU1EbCDOevAoaQv2oytO+3hzCXFSX39cCZcLigV42OOJzD3BL/nbnfcb0axSl8dSlUFxJiiEZmZkz096Pj+L+B/Z0VCX+d94HGIvFx4Ljk3oa9zLV4AILUmKN4Hn4S2ZAFyr7kUVu2hQWswETEzh/QODvc+9DTE2BLknHly6LG8G6+F7OyC76Gnkz6vvvyj0MfWMG3IEQ9pWTAP1gfLLJ3S6+GXRbBa2yCKi+zGTT3eXiWNw4WTmXOfdCyA9MzSNOsa4H00feNypWGg5Zyr4X/93bSdk6Jz3uOMPZHHK2UjaRjQN2yGa4n93sMyy4F13fY/CLy9HEV/uQ3anOxMDjCYo5SoUyYCQsDcvbffc2bNQahTogcNarAJirkjuY6WxpadI7LE0qFOqoq5Z84JoHOvvRSB9z6EGaHUtS+zphYQwi7ZikIIAW3uLBibR14w53/1HXT/7h60nHYpmk+7FP63PhgwiyB9PngfeRaeS86FUliQ0Otp844ANC3pYM7Yvgv66g3IvebS0EB3/aP1SZ0rUVZTa0Yzc1ZXN3zPvILcKz4N4XKFHnctOwbagiPRfc/9SWd4AstXhz4On9OWbaymFsAwoFaVh/7NDscyRqu1HUpJMdSqcgDDc42yvQMQAq5lSwGkpwlK509uR9uVN8b1uzceZk0t/K+8De8Dj6flfBSbE8yZIyiYM7btArw+aEcfBQBhZZbMzEUSeO9DdN1yJzyfvQS5110x1MtJGoM5Solwu+2go09mTgYCsA7Wxc7MzZ4BILmOllJKeyxBljQ/SYY6sTJmMGdW7wPcbuT/9xcBKeF76qWox4a+Zv9Bu/mM2x3zOG3e7BGZmdODAWrh7T+GsaMaLWdcjuZTLo55J9z3/OuQbe0Jl1gCgPB4oB05C0aSTVC8Dz4JKApyr7rQHnWgqoNSailNE7K1rXdmLvhxtGDO/+b7aFxydtxz4vzPvgJ4fcgNllg6hBDI+8rnYKzblHTgGli+GtrCuQCyPJgL7oVVJlTae481bXgGSq3tUErGQJ3glIIOvxEKVluHvY9o6iS7+VaKTVCkzwffY88DSM/4EeBwUJENXVilZcHYvgveB59Ex7dvQcu510Bft3Gol5WQw8Hc/iFeSfroaz4GALiCwZwodLpZMjPXl9Xcgtarvwp1+hSMuec3EEIM9ZKSxmCOUqbOmNpvcLhZWwdIGTuYmzkVUJSkgjnrYB1kZ9eIzswpEyth7T8YNTthVtdAnToR2oIjoc6eEdd8roFKXx3a3CNgNTbDzNCQ6HSTlgUrbHBxNM6Q+YLvfRXjq1eg6K5fwtyzHy1nXYWu39wV8Wu8DzwGZUIl3GeclNTaXIvnJ3WxJ6WE98Gn4D7jRKiV5RC5udAWzBmUJiiytQ2QMqHMnP/FN2Cs2wTzUHxZCu9DT0OZWAnXicf0ey73s5dA5Ocl1QjFPHAQ1v6D8Fx2vr3eQ9kbzDmBqFpVDqGqUCrHw0pwcLjV0orOn94O2dOTiSXar9HaDlEyBkoc2UPf86+h7fpvZmwt0cj2DogxhXblwYI50FNsguJ78c1QOanTPTBV5t79of+b+2vTcs50szo60XLO1agvnoPGOaeg7Zqb0H3PA/C/9i56/vHQUC8vIcYWu4maWb1vWO7zTIa+5mOI/DxoR0wHYHfRFvl5LLOMoOd//wPrwCGUPHxPwlU3ww2DOUqZOn1yv8xcaG9WhIHhDpGTA3X6lKQGh4/k5icOdVKVPTg8yv4Tc08NtGmTIYRA7mXnI/D2igGDr3iDOVeWdbT03vcQGqYcO+Ddx/Ah88LjQf5NX8D4XR/Ac9WF6PzRb+B74fVex5sNTfC/9BZyr7kEQlWTWptr8XxYdQ0Jl2LpK9fArN6H3M9eEnrMfexi6B9tyPiFR9+B4UDwDq/bHXXPnLHVvikTz34pq6UV/lfeQe5VF0ZskKQUFSL3mkvhffiZuIL0cIEVawAAOZ88DaIgH1ZWZ+bsoMgpsVQnVCY8OLzrd/eg6xd/hDeYRcoEq7XNzszFUWbpffgZeP/v0bSVJsbLau+EMqYIAOBacCSMjdtS+nfke/BJKOPL7PewdAVzYRmi4Zqd01eugf+Vt5Fz3icw5r7fo+zjN1DRuQM5Z58K/+vvDfXy4ia9XpjV+6CUlUL2eDMyQ3Mo6Gs3Qls0r9f7lSgqZAOUCIytu6BUVYSymNmMwRylTJs+BVZdQ687v+a+AwBiN9oAAG3ODBjbkgjm4hxL8HTXgzhoZGcJRWjWXJQmKEZ1DdRgN1HPZecBpgn/My9HPZ+UEub+g1AnR+9k6Qh1tMySYC6waj1kZxeMj7dEPSY0ZH5e758Z4fGg+B93Qls0D21Xfw3G9sOZYt9DTwOGgdxrEy+xdGiL5gFAxHlzgdUb0PGDX8Lq7p818T74JODx9Gq64jpmIWRbO8xde5JeTzys5lYAgDI2LJgTAsq4sVEvepx/k1bbwMGc74kXAV3vV2IZLu/GawGvz57vlwB9+Wog1wPXonlQqsoHrWFMJpi1hwAhoFSMBxAsvU6gzNLq7EJPcAi77/HMBXOytR1K8RgIjwdibEnMjptmsBIjXdmseMn2TogxdjMIbcEcyPYOWEk2k7Ha2uF7/nV4rroQrmMWpu3PYuzdD2ViJURhAQLvrUrLOdPN2FENACj6/S3Iu/4quBYcCaFpcJ95Msztu4dtRrEvY/tuQErknHM6gJGxb06aJox1m/oFJ6KoYFRl5szaQ73ex6Mxtu8ObffJdgzm0sBs68Ce466Eb8PoHEQaqaNlKDMXowU+EBxPsKMa0jQTek1jy06I0pKIM+wc3VYXvt14DR7uvDehcw8Xzvcu0r45q7UNsrUt9L3XFs6DOn1KzK6WsrkF8PqgTho4M6dMqLT3lWTJeAIzmN2NNaDb3LvfHjIf4QaAyMtDyVP3QbhdaLnoC6EMX88Dj8F19FFwzZud9NpcwWDO6FNqKXt60Hbljei+/W60nHklrObDGS+p6/A98iw8nz4LSrAbGQC4jl1s/zkz3AQlUmbO/rwkYjAne3pCJWLxZOa8/3kK6uwZ0ILdPiNxLZoP9Yjp8L/8dgIrt/fLuZcuhHC5oFaWZ/WeOfNgPZTxZaEGMcqEioTKLHv+9z+Q7R1wn7YM/lffzUg7fillqMwSiJ09lFKGyuoHP5jr6JWZA5JvguJ74gUgEEDuZy+Ba8kCmHv3w2ppTXmN5t790GZOg3vZUgTeXZny+TLB2FENUVgQusHgcDrS+oMzMYc750ZlzvlnAhgZwZyxfTdkj7dfMKcUFY6qBijtN3wfLRdeP+Bxxo7qUDlqtmMwlwbeVRvhW7UR3W8Mz1++maZGmDVn1tRCKR834LwObfYMwOcLBX/xcpqfxNqw2mDaFxSNRnbemQ/NlYpw8ea88TjfeyEEPJedB/8b70ctS4tnLIHD7mh5RGhPwXDn3C3WN0TPzDmBabRsrjZlIoof/zvMXXvRds1N0DduhbF2Y1KNT8IpxWOgTp0EfX3vYK7z1j/ArN6H/B/9N/R1m9B00kUwa+yMtv+1d2E1tfQqsQytPdeDwKoMB3PBzJzoG8yNGwursX+ZpXOXGxg4M2ceqkfgnRXI/cxFA244zznjJATe+xDSMOJat/R6oa/bFOpYqFSVw4pzD99wZNXWhfahAXa5pezqjquZgdR1dP/hXrhPOR6Ft/0QCATgf/71Ab8uUbK7BzAMKKFgriJq9tCqPWQfj8ONGgaL1SczByDp4eHeB5+COnMaXMcsCrWAT0cTFHPPfqhTJ8J9yvEwtuzodYNnuDCDF8B9/+1q8+dAGV+WNaWWxpadgKoi5+xTAYyMJijODRLnZ9IhigpGTQMUqesIvLMC5o7qmPuEraZmyJZWqMzMkcO/yb7g1asPDPFKhoYWzA6F75sz9x2Ir9FGcDxBok1QjK0DjyVoMOwSmmYrOy/mlMpye+xDhLIVI/jGo02bFHrMc9n5gGHA9+yrEc+XSDAHIDieYPhn5qyOTljB/TexukbGs88y59QTUPTHn8P/3GtoveA6QNPguSp6KWC8tMXzoa87vDZ9/SZ03/FX5H7xMyj61Q9R+upDsA41oGnZhdA3b4f3309AlJaESoAcQtPgWrJg8DJzYQ1QgGAwF2HPnFNiCQycmXMCP2feVyzu05dBdnbFfeGvr/kY0HW4g8GcGiyzTNceQ2lZaTlPvMyDdaF9aEBY6XUcpZa+R5+Dtf8g8r97I1zHLYEyoRLeDJRayuDNI2fepzKhImqZpfN7XqksT9s+s3iFZ+aU4jFQJlVBT6KjpVl7CIG3lyP3sxdDCGF3mUXqmUbp99sdoKdNhvvk4wAAgfeHX6mlsX031AjZDCEE3GeejMAb72dFMxF9yw6oM6dCKSmGMr5sRMyaM9Z8DOR6QtdVDjGKMnP62o32DSMpY/ZjcG4AMzNHIU4wF9gzOoM5MbbULsnrk5lLJJgzE2iCYtY3wmpqGbD5iZOZazKzs8xKuFxQKssjllk6WVAnMwcArqULoU6eEHVvjLP3Thmg9NWhzZsNq6EJVtPw3hju/MJWp0+Bvml71CyOsWWn3eI9eEEXTd5XP4/cL1wFc98B5HzqdKgxSnnj5Vo8H+auPbA6uyBNE+3/9T0oZaUo+t1PAAA5pxyPse8+CZgmmk+6CL6nX0buFRdEHCHhPnYx9HWbIHU95XVFYzW1ADk5EPl5vR6PtmfO2LoLCDYyGSgzJ9va7XMFMzmxuE9bBgAIvPlBXOt25su5Tghm5irLAa8vLUOs9S07UD9mNgJhA8kzzaqtC7X7BxAaHD7QXi8pJbruuAfqnJnIOe9MCEWB59Jz4X/pLVid6b2os1rtv08RlpmzGpoi/nw6wVzuVRfCrKkd1N8t4Zk54HATlER5H3oakDKUNVfGlkKdMjHlYC50s23qJHumZE4OAu8OryYo0ueDue9A1AvgnE+cBKuuISv2WoffEFanTe5VWZSt9DUfw7VoHoSm9XrcLrMcHZm5wDsrQh/HqixiMDfKbfKvxfV156JGrw495t8U3AMwWoM5IXp1tJRSwoozmFPKxkKMLRkwMyelRGDFarTf+AM0zjkFAOA+bnHMr3GCuWYzOzNzQLDhQYQGKGZ1jb1nMCwwsUstz4+6N8asqQVyckIt5gfivNHpw7zU0gz+UvZccQHg84V+SfdlbNnRr/lJJEIIjLn718j/zpdR+Ivvp2WNrkXz7DuFH29Bz5//CX31BhT96dZQNgMAXEfNxdjlz9p/P14fcj97ceRzHbMQ8PoymjW1mu2B4X1LqZSyUsiOzn6z5IytO6HOnAqRlztg4HT44r845nEAoI4vgzZ/DvxvxR/MqbOmQw3+jIe6K6ah1DLwzgrIrm50/r/fpnyueEi/H1ZTS78yS2DgzFzgjfdgrN+Mgu/eGOoWmnv5+YDfD/8L6S21dP4+lbA9c5Ay4kgIY9suiKJC5Jz3CQCDt29O+nxAIACl+PDvS23BHBhbd0IGAgmdy/vgk3AdswjarMMXgdqSBakHc07p/NRJEB4P3McuGnYdLY3d+wApozaNcPbNBYZ5qaUMBGDu3ANXKJiblPVlltKy7BLzJf33IdtllqMjMxd4ZyXUGVMBTYMe46aCsX03oGlQp00evMVlEIO5BKlCwzvel7DGZ19cSMuCf7MTzNVmRXlBJmjTp8DYvReA3WhD9nhjjiXo9bVzZkYN5qSuo+vXd6FxzsloXvZp9DzwGHLO+wRK33wM7mX951OFa8zyzBxgN0GJmJnbUxMqbw3nufTcqHtjnGxpvIMxs2U8gbHdzgo5XR+NDf1LLaVlwdi6M/TmPRCRk4OiO34G18J5aVmjU4rle+YVdP6/3yDn3E/Ac8Wn+x2nTZuMshXPouTZ/4PrxMhliIeboGRueLjV1NKv+QkQNmuuT6mlsXUntCNnQRSPGTAz5zwffmEdi/v0ZQi8v2rAYeRSSujLV4dKLAFAqbKDHysNHS2NYLOMwNvL4X97ecrnG4gTgPYqs3SCuQGaoHT97h4oFeORe82locdcy46BUlkes0lSMg6XWdrBXGjWXITGM8a2XdDmzDy8z2yQgjnnZ06E3fxyLTgSMIyERuPoW3bAWL+5315W15IFMHdUp7Qvydxr3wx2SuddJx8Hfe1GWF3dSZ8z3cxQNiNyMKdOngh11nT4X393MJeVMGPnHsA0oc21q3vUaZNh1tQm3IhtOLEOHITs6oYWbO4TzsnMjfTrU2kYCLy/Cjlnngxt1rSY1y7mjmqoM6b0y2JmKwZzCTrCNQ8FohBr/XYqV99bC9njRc7iIyF9fhh1TUO8wqGhTp8Mc89+SMtKfG/W7BlRg7meu+9H549+DbViPMb8406U121Ayb//jJzTTxzwvA2GfcHjlT3otrLzrlS0weFGdU3EO0qu44+GUlWBnvsf7fc15v6DA3YX7f3aVRCFBcN+35yxfTfUaZPhWjgXcLkidrQ09x2A7PEO2ZB5ZUIllLJSdP/uHgBA0d2/jhpUK2NL4bng7KjPq9OnQJSWRBweLi0L3Xf9A8be1O4yO5m5fmuLMDhc6jqMnXugHTkLyphCyIHKLFvbACF6XVjHknPGiYDXB32Api9m9T5Yjc1wnXB06LFQZi4NHS31DZvhOnYxlMpydN1yZ8rnG4gV7AiphJVZxtP6X9+wGYFX30H+f38RIifn8NcqCjyXfAq+F9+IOAoj6XX2ybTGyh4a23bbPyclxXZZ9NrUm4bEw8kWK2FlltpR9kVvIk1QvA8+ad84urL3jRgnODViNGAaiLF3P6BpoRsQOaccD5gm9BWrkz5nujnt3tVZ06Iek3PmyQi8vSKjZeCpCu2fDr4faNMmA4Yx4E2S4Sy0jz7CTV5RVACYJuD1DvayBpW+fjNkRyfcpx4fbOAWOzM3UsYSAAzmEqYKFUflHIt1wWDO2S9XeMFpAAC9OrtT9clSp08B/H5Yh+oTD+bmzIRV3wgruJcmXM8Dj0FbsgBj33kSeV/4TK827QNxyiyB7C21VCdW9hscLk0T5t79obEE4YSiIP87X0bgtXfh/fuDvZ4za+KbMRc6V5Z0tDR2VEObPQPC7YY274iIF1SH37yHZsi8ECI0b67wlz+AFmfWOtq53McsjNgEpeeu+9Dx3z9B2+U3xN0BMpJEMnPm7r2Argczc0UDtr+32jogxhRFHBYeifvUEwAhBiy1dPbL9crMVdrBXKqZOWlZMD7eCtdxi1Fw800IvLMi7tLPZDkBaHhmDhh4cHj3nX+DyM+z5/T14bnsfMDrg/+lN9O2zv5llsFsaJ81Wp1dsGoPQZtjX0C5liwYtI6WVrudMQu/gaDNnmGXYsW5b05KCd9/noL7zJOh9mnLn45Mo7mnxq6cCA57dp1wNKAow6rU0thRDaVifMz3YfcnToLs6oYe4WbTcGFs2QEIEbqYd95Ls3k8QahMN8JNXhH8+xrppZbOfjn3qSdAmzsL5q69ESs6pGnC2LV3xOyXAxjMJWWJ5wRsC3yMHqsb/o32RWLB+acBGL375rTQeIIamPuCwdyU+IM5AP3KXfQtO2Cs3Yi8JAc2N5qHkCfyAWRvqWWkWXNW7SH74jms+Um4/G/+F9xnn4r2b/wUejCrJnXd7pQWZ4DtGOqOlsb2XQisXBP1eWlZdqvs4Juya+G8iJm5vndih0LuNZfCc/kFyPv6F1I+l+uYRTA2be/VetnYtQcdN98GddZ06Ks3oPuOe5I+v4yWmQsGeOGZOWOrfbfezswVxZGZa4+7xBKwuyRqi+cP2ARFX74aoqiw19+xUpAPUViQ8p45c08NZHcPXEcdibz/+iyUqgp03XJnRsuWnOybGrZnDgjuo42SQTD318L70NP2GiPsSXSffByUcWPTOkBctrbbmdbgBaMYWwrk5PTLzDm/353f964lC+xsapRRKukUKTMn3G67xD/OYE5f/hHMvfv7lVgCgFoxHkpleWrB3N4DUMO6EytFhXAtnj+smqAYYb9ro8k5fZl982UY75sztuyAOm0yRG4ugMMBUDqCOX3DZgQ+GPwupOaeGkCIiO/xSlEBAIz4JiiBd1ZAnTkNalWF/T5gWRH30Js1tYDfz8zcaLc45wRYsPCx/yP4N+2Ca+oE5CywLyACexKblzZSqDPswMKo3mf/Q8n12G/qcYg2nsD7r8cBVYXnM8m1hm8wD2GO2x6emc2ZOQC9mqA45RThb/zhhKKg+P4/QSkqQNtVX4H0eu27/FImVGYJ2MGPVd84ZPOOOr57K1ov+VLUi2ar9pC9PzN4h821aB6s+kaYdb3/vo0tO6BUlke8wB0sedddgZJH/xa6854K1zEL7RKs4GwraVlo/8K3IdxujH3rMXguOx+dP7sz5gbwaKRpwmppi52Z6xXM2Zlbbc7MYGYu9gVD+IDpeOWcvgyBFWsgY5QJBZavhuv4Jf2+v0pVOawUyyyd+YXaXYt59AAAIABJREFUwnkQHo+dnXt3JQIJZOe6fvtn+MM6rQ3EPFhndxQt7TMeIkbrf+9DTwOGgbxvfCni80JV4bnkXPiffz3m9zIRVmsbRPGYUKZVCGGPhOgbzAV/v4eCuaOD2awY40TSJVJmDrCboOgfx1ca6X3secDjgefiT0V83pViExRzTw3Uqb1/p7tPPg6BD9cNuF90sJg7qiOOJQinlJbAdfRRCAzj4eHGlp29qjTUSVWAoqQlmOv49s/R/uUfpHyeRJl79kOZWBmxA/JoyMxJ00TgvVVwn3YCgMM3biOVWjp7P9Uoez+zEYO5JCzOOR4AsNa/Av5NO5EzfxYUTw60qvGjt8xy8gT7l+HuvQk32lCnTQZcrl7BnLQseB98Ejlnnwq1fFzC6/FZXrRbrTjSvQhA9mfmwgeHRxpL0O/rKsZjzP1/grFpGzq+eyusBEtfHdq82QBit/iNxaxrQNPSc9D+tZuTung0Nm23S3f3Rc54h+72B++waQvn2o/3KbXs++ad7VzH2D/XThOUnj/fh8B7H6Lojz+HOqESRX+5DaIwH+3XfyvhckvZ1g5YVuRgrrQYEKLX4HBj604ok6qgFBYEM3P9y6XDWW3tUIoTC+bcZ5wEBAIIrIicpbU6OmFs3NqrxNKhVlXYgVEKjA2bAUUJNQXK+9LVUCZUxp2ds7p70Pmj36D7j3+P+zXNWnvGXN/fo6HW/xG6MAbe/ADavNnQpka+0QMAnsvOg+zugf/lt+NeSyxWa3u/MRNKVXm/gNPctsvuHjdjKgBAWxwM5gah1DJSZg6wm6BY+w9GLPHvK/D2crhPXAqlsCDi864l82Fs2RFzUHHU9Xm9sOob+wVzrpOPA3y+QR+wHonV2garsTmu0jT3mScjsGLNkDVvkYYRdYSIDDa9Cc/gC5cL6qQqGNXRgzmruyeu36XGlh0RO1BnmrGnxt77F4ETzA1mZk5aFvQIzcgyxdi4FbKt3S7LR3DkgKJEDOaMHbsPHzNCMJhLQrFaiumu2Vjn/QD+bXuQMz94p3HaROijNDMn3O7QL0Nz34G4O1kC9iBkbebUXsFc4J0VsPYfRO61l8b4yugaTftCwsnMZWswFxocHjZXyqyuARRlwMDMc87pyP/Ol9Fz9/3ovus+AEkEc6HxBIlneKyubrScdy30TdvRc/f9aDr2vITOY3V1www28tCjlFqGZsWEyiztYC78TURKaY8lGMISy3RTK8uhTKxEYNU6u7zyh7ch59xPIPe6K+znx5dhzF9ug75qHbp//7eEzm01twIARIQyS6GqUMaW9Noz53SyBBDKzMUKcGSEi/+BuE8+DlDVqKWW+qp19iDyCMGcUjl+wMzcQAGZ/vFWqLOmQeTZc/dC2bn3PkTgzYEzEMb6TYBlJdSB1Kqt6zWWwBHK1vf5M8lAAIH3PoT7jNjNodynLYMYW5K2AeKR/j7VCRURM3PqjCkQLpd9zLix9uDuQehoGSszBwDGptilllZ7B4yPt8YcdO9avMD+O05mEPk+p5Nl74vx0PDwd1cmfM50S2QuV86ZJwOGMWTr9j31EppPvBD+CP82Q3t8+7wfqNMmR83MSSnRtOgsdP7k9piva7W1w6prgOzoHPRA1tyzP2qb/aEoswy89i6aFp0FX5pHoUR9vbftqoecU+1ki/B4oM6YGvFGtLF9N0RRIZQkEgXDFYO5JC3OOR5rvcshDR058+0LGde0CQiM0swcYGeKzGCZZaJBgzpnZq/B4d5/PQ5RWADPhZ9Mai1O85MJ2hQUKcVotrKzzFK4XFAqxvcus6zeZ2c+gxdFsRTedjNcRx8F32PPAQCUSQn+vUyeAFGQn/B4AmkYaLvqKzDWb0bJE39HyUsPwqpvRNPSc9Dzj//Elc3oFdxHycgY23dDFOSHGl0opSX2BWJY6Za1v9Zu2TyCgjkgODz8w3Vo/+J3INxujLn39l5ZHM8Vn4bnknPR+dM7oG+NP7PqBGqRMnMAIMpKQ2WW0rLsdvPBYE4pLgICAcDni37+tg6IBPbMAYBSWADX0oVRm44Elq8GhIDruCX9nlOrymEeaoj6M+d98Ek0TFgS8+LL2LAldKPAkffFz0CZUInOOLJzTmbFqj0EM8L8tUjMg/X9mp8AYYPD+zQY0VetszsrDxDMCU2D5+JPwf/ca/b8tRRFKptVJ1TaJdBh3xdnLEE419FHRc06WU3N6PzVn9JSYijbO+x9fX2yaq5gR8uBArDA8tX2zYJgcBWJlkITlFDp/NTeN0HVcWOhzpmJwHuDvwerr0SCOfeypfbQ8yHaN2fu3AMA6Ln33/2ecy7u+wdz0WfNmTt2w9y1B/ry2J1Fw/f99/33mUnS77f3xEfbejEEZZZOk6au2/5nUEYi+N9ZAXXaZKhh1zjR9vwbO6qhHTE97uqxbMBgLkmLc05Aq2jFoSmHgzn39IkwDtQnPIR0pFCnT4axbbddLpJoBmjOTBi79kLqOmRPD3yPvwDPpeeG7oQnygnmxquVKFPLszYzB/SfNWfuiTyWIBLhdqP44XsgCvLtIeP5iX0/hRDQjkysCYqUEh1f/zH8L7yOor/cBs95Z8Jzzuko2/A63MuWov1L30Xb1V8dcCaTE0AqVRXQV66NeIy5fTfUPr+UXYvm9Sqz1KO8eWc71zELYVbvQ+DdlSj6wy32sOYwQgh7BEJBnl1uGecMJSczF6kBCmBfYDrBnHXgIGR3z+HMXDDzEWvfnNXalnBmDgDcZ5wIfdX6fkGXNE34X3wT2vw5EbvsKVUVgM8XtfzT/8Z7sA7VR+0aaHV0wtxT02/moPB4UPCjr0N/f9WAGQh9zeEL/EhdSPuSUsKqPdTv7xSI3vrf/+YHgBChMqNYci87H7KzC96Hnxnw2IHYf5+996IqEyoge7yh8kZpGPYFVN9gLsZ8ts5f/BFdP/6tPQ4gBrOxGY1Lzo5aVgcEbyAUFvTroKpMmgAxpmjAJiiB91cBqhrxZoFDnTwBorQkqWDOqUCI9Hs955Tj7TmLQzwDzdxRDahqzPJ+h8jNhfukY4asCYozmsX35Esww/b3AoerTPr+LKrTJsM6VB9xO0DgHfvft75pe8zAJPwGZKTRHJli7jtg74mP8nczFJk5p8utvnx1xjuySsvC/2fvO+PjqO6uz9RdrXqvlizJlmzLkqtcwBjs0EJvD4SWAE8gJIHEJCQEEkgjhJcQktASCCSEkjwhoUNowWCDsXG3ZMu2bMvqva6kbdPeD3dntGVmu2TZ3vMFfruzs2NJO3vPPed/jmvjF9q8nAp2XgXEQ0f91uTSwSNgTqDwEyBO5iLGIjP5ozmwxAG+knSucKVFgKJAaD1+u0qiAVs+UyuQDcdmCbhvrIIA6WgrHG9+AGV0DAkRplgCE4Xh2Swhc8drAArgTq9r87ZZ6tUSGIGdVYr0V59ByoP3RPT+bFV49QTjDz0B25+eR+Jd30birV/VHmfyc5Hx/j+Q/MDdcPzrbYze9auA5xEbGgGOQ8LVF0PYtVdXRdBLV+MWVkE8cFj7UlZJoTrvdKJALQ83fXktEm64SvcYJjcbqY//CsIXO2HzqaowQjBljvYgcxpR9lTmAEPipDidgN2hdZKFA9OaU4h16zNvlcL6/Z9D+GInEm+7Ufd1wbrmxL1ko8L1oX7RsdpDxvoocwBgueFKgGXhfO/jgNcu7KgDv+ZUgGFCsloq1lEoNjtoHWXOqDjctX4TuMXVIYX88GeeBm75Yljv/IXfYjdcGNksgYkFrXS0lVjbdMgc4D/jKvX2a3+v44/9JeAC2vbkcxB37dWqKXSvcWRUN0GVoihwi6vh2mRMBAFA+PQL8rNNSjQ8hpxrfuRkjudB+1QeAGRuTnHPhB5LiI2kz1MvYEMPpjNPg1i/3y+MaiogtbSDzskCBAH2v73s9ZzY0AimuNBv9lFL5NaZz3a6N2uUwSHIPX2G73usyJw668caKXPJKpmbOmVOGRoBaBp0dibGf/3YpL6XuO8glMEhv40srqoSEEWIh5snrstuh9TacULNywFxMhcxKrgqWBwcGs9gQJtJMStfRj5IrqaTs57Ak2CErcy5F+TigcOwv/AK6KJ88GecEvG19IpdYMAgk85GJp1zXCtznsXh8rgNck+fYS2BEUxnnQ7LzddG9P7svArIXT0hRYjb/+91jP7oAZi/cjGSH7jb73mKYZB09+0wnXOG36LcF2JDI9jKcjKnIgh+dizF4YDU3OZ3U2YXVJHZFfciXWxoBJ2TBTrEdNXjBfxpy5H0ix8g9S+PBLSLmK+6GExJkdbBEwzBlDk6O1MjfFqSpa8yZ1BPoD4eTjWBCv7UWoDjvBIkxx97FrY/PIPEdTfDcst1+terds3p2BsVWdZUZ6cBmVOTLFVLnicoi4VYBQOQAXncBnH/IfCrasFWVYakzEkGtQSAu5w7wewVMKLYbHBt3hF0Xk47B8Mg9dnfQrGOwfrde0N6jR4URTG0WQITVjPfJEsV3BIy0+z72R7/wzOAw4nEO26BuHsfBKMwC7sdtieeI+/V2294nfKI1bCk3nTeWoh1DRANQpYUpxOurbsDzsup4BZXQ6w/ELY7RzraBqakSLd70bTaPTd3jPvmxINHwloA82euBoCQZkpjDamlHfzqFeBOrYXtzy95230N5qdVi6LoY7VUFAWuDZs1oh3IpSIeOKxtZE+lzTJQxxwAUCYTYDIFdcPEEmrKbeK6m+F872MIuyZvNtb1yecA4Efm1NAzzzER0W3BPZFqCYA4mYsYDMWgsiEZBxZNSPJcKSEwJ2vXnKfEHymZc23cAuf7nyDh2stCLhXWQ6/UhWwmDzRFnxA2S2XcBsU6OmHHCUOZixaqtWj0pw8HPM758SYMf20d+NUrkPbc7wP+/rgl1UGT39QESm4lCbVw+VgtxcPNgKLoKnOAO4EQgLjvxAo/USENWdH1xKtwtQfe+dassj49jkaQ+wcBjvObL1JBZ2VAHhgiRGj/IdBZGWDclQWaMmdgs1QVu0hslpTFAn7FYi0ExfH2h7Cu+ylMF5+D5IfvM3xdIGVOOtqqVVuIew/oqgjingZQ6Wmgi/RrPfhVtXBt3W042yXu2QfIMrglNeBqF8C1bU/QGRJ1IUjr2CwpivIrDndt2ga4XCT1M0RwVZVI+sl34fjH63C89UHIr/OEYrMDguCfZumjzGlkzuezqtfPJo9YYXv8rzBfcQGSfvlDUGmpWoCTL+wvvkpUYoaB3GNM5pSRUVCp+kXX5gvPAgA43/5Q93lh+x7A6Qw4L6eCW1wNCELY3ZxSc5vhvBNTXASmuPCY9s0psgzp0NGwyBy3aD6otFQ4P/58Eq/MH4qiQGrpADOzCJabr4XU2KTZoBVJgnjgiAGZ0++ak5rbILd3wXLzNQCCkLn9h8AtqQGVmmLYBTkZkI62AiaTtnGlBzolaUqVOTXl1vKtr4FKTsLYg49P2nu5NmwBU1zol+LLVpYDFOVN5sKY/TyeECdzEUK22VH5OY0j+f2wyWSGgy3IAcVzEE5SZY5VCQZFaYlroYJOSwWdlwPbH58HJCkqiyUA9EqdyGbINWQyORiRh+BSjs9ZRs+uOa2WIMSZuVjAtHoFEr/3Ddge+wvGH31G9xhhVz2GLr4R7OxSpL/2LNkJDABuSQ1Rz+r0rUOK3Q6pqQXsvAowudlgSosh+ISg+CZZqmBKi0ElJULYvc8jyfLEqSVQ4TrcCqlnAM49wReOTGU5pMam0GL0+wdBZ6Ybqn10diYgy1AGh7ySLAFPZU7fZqnOUVBhVhOo4NecAmFnPdk4+Mo3wS2uRtpLTwTs7tOUOZ16AtW6lrjuZgDQnfER6vaDWzDP8OfBn7oMcDoNgzzUxwmZWwhlcChon5VKPPUCUAB3WqTHYtG5fhPAsiGpR55I+tFtYOfPwcg374Y8ErjsXQ8T5Nzb2qkRaA8yR+dm61pAffvZbE88B8U6iqS7bwOdaIHlpq/A8cp//OolFFnG2CNPgV00H9yi+UGVOdpAmWMrZ4GZXQbnW/pkTnUQcCEqc0D4IShSc1vAOgnutOVwffrFlARJ6EHu7CabHmGoGRTDgD9laUDVejIg9/YDDgeYkiIk/M8FoFJTtCAUqaUdcDh0vw/ovBzAbNa+Y1WojgbzlReRmci9+vdbRRAgHWkBM2cWGY2Yypm5o21gSgoDbqBSKckRfcYjhWq/ptMIoXP8+x2Ih/wLvKN+H0WBa+MWXScXZbGAKS32JnPuTU1mdpzMxQHAub8Jc3YmQKYV1DnJzYpiGHAlBXCdpMoclZFO4l7zc0P21XuCnTMLis1Ovpzd/WaRolfqQg5LSFAWQxYWg5Kx1306Q+2ak9q7SC0BAnfMTQaSH/oJTJecC+sdP/PbxRebWjD45etApaUg472XQGfo2/M8oS16DBbA4sEjRHVz76ByK5eQ0miPxYyafupb/EnRNNgF8yDsaSCLEOvoianMDY64/xvc/spWlkMZt4Vk/ZEHhgzn5QCAzibPSX2DfmQumDKnkrlIlDnA3Tcnyxg891rQmelIf+tvQUN96EQLqJRkXWVOXZglXHsZqMx0v7k5RZYh1u8Hq2OxVMGdWgsAhrZhYUc9sfkW5oOvXUAeC2K1VC2URmSOLsr3slm61m8Ct2JxwJkuPVA8j9Rnfwu5qwejP3ogrNcCHuTc5/dJmc2gMtO1a9RLslTBLamGuP8Q6fGy2TD+u6dh+vJaEvUPwPKtrwGSBNtTL3i9zvnex5AOHEbS928FnZsNKcAsUyBlDiDqnPPjzyGP+isXrk+3gqks19TnQGDKZ4JKTgqLzMlj45D7Bvw65jxhWr0Cck8fpMNHQz5vLBGpmsGvWkZ+twODwQ+OEdSZN6akCJTFgoTrL4fj3+9AHhjUFvV63wcURYGZWeSXaOnauAVUZjrYeRXgqioMlTnpSDMgimDnzgZdmOfXsziZkAJ0zKmgUpKmPABFvS8krrsZ4DiMPfRkzN9H3H8Ict8AeHclgS/YebO9Zv6lxibQhflh3yunO+JkLkI49x5C5W4zAFIeruKk7pqjKDDlJWBKwrNYqlC/7KNV5QCgT+xCDuNN5o7XEBTV3iW3dUJsaiFR/AEW25MBimGQ9uLj4BZXY/gr39RImNTTh8Gzr4YiiMh4/x9gDKxovqCLCkBnZxqTOZ8vXX7FYsid3ZA9+vbEg0dAF+Tp3pS5BfMg7mnQwi3YKDcHpiMmyFzwwmNtJjUEq6XcPxiEzJFFrbj/EJSBobCUuWhslgD5O4DZDMpsQvo7L4DRCYzQveaCXMhdOhbK+v1gykpApyTD9KVVcH640XvDoKkFyrjNr5bAE0xOFpiKMsMQDWFnPbFeURTY6rmAyRSUzEmd3aDSUg3TfJnCPEidPVBkGfKIFcL2PUErCYzAL1uExHU3w/an5+H0mKuU+wdge/EVDN90B1yb9cNFlADkXLWCKooCcX8AMreY9LOJdQ2wPfN3yP2DSLrndu15tnwmTOd9CbanXvSaRRv/7VOgC/NhvvJC0DmZkHuNg1yUAMocAJguPAtwueD8YIP362QZrk3bQrJYAmQjiVs0H8LOvSEdD3iQDwObJeAuD8ex65uLlMxpGx1BIv1jCW0UwU2OLbdcB7hcsL/wysT3ylx9pwZbWgzRRzV3bdgC/rTlZJNw/hyI+xp1FVLPuVC9nsXJhBigY04FnZI8xTbLidRiJi8Hlpu+Avvf/uXVmRsLqMqpUYovO68C4sEjWuG7WktwoiFO5iKEc+8hpNotKGUrsMuTzJUVQTiJu+ZSH/8VUh75WUSv5ZYtBJWUiISrL4nqGgRFwIDc52WzBI7f4nCmYKI4XDraCqas5Jj0o9CJFqKEZGVg8MKvQWhoxOB510Hq7EbGO8+DM/iC1ANFUSQ4wmAHW2w4BDAM2NnupFh1bs7DaikePGI4xMwtnA9ldEwrLD0RlTl5iFhmYk3mlIEhw/ATYCLlUl1YepG5RAuZXwqizEVqs6RMJqQ99ztkfPAPcPPnhPw6piDPz6YHkCRLdj4h+qYzV0Pu6tFCXQCP8BOfWgJf8KuWwbVpGxRZ9npcsdshNjRqQR8Ux4FbWBU00VLq6NYNP9H+PYV5gMsFuX+Q/B5kOax5OV8k/eIHYMpKMPL1OzH268fQf+pF6MldgJHrb4f9r/+E/bmXdV+nhiLp2SfVBa3cPwhlaDgwmQOZiR37zR/Br14BfpU3eUq8/SbIPX1wuIvOhd174Vr/GRK/cxPp4szNhtzbr7vIVhQFchBljj+1FlR6mp/VUtx3EMrwSFj2VW5xNYQ9+7TFYzD4kg89sHNmgc7KOGZ9c9LBI6AsCaTmIwzwtQtIaFGQsCvnxi2GGwaecLy7HiO3BU5l9lTmAICrngtuxRLYnn4R4r5GsgFocP/x7ZqT2sloA7+aqD5sVQWUEauuw8FzLpQpzCfl4SH+DUQD2ToKZXAo4GYAQJS5qQxAITbLiftC4g++Ccgyxh95Oqbv4/xwI+jCfEO3EjuvAnC5yMacogRcNxzPiJO5COHcewj83DIsNq/ELsdm7UuELy2CNDgCKUDP0okM/pRa8CuWRPTahK9diZz2HSHvthtBJW2+ytzxSua04nC3zTLYTXsyweTlIP2dF6CM29Bf8yWIexqQ/q+nI/qds4uryS6nTuWAsO8gmNmlml2XWzAPMJu95ub0agm0c7uVFMc/3wSVma6pSScSVHtlKGSOLsgj5e8xVOYmyNzEIp2iKFBpKcbVBFGkWapIuOpi8AH6vvTAFORC9rFZKk4nxINHwFUTCyV/ljt9z8NqKe7ZB9B00JlL/tRaKANDfj9fYU8DIEngllRrj3G1CyDsqAvYGyZ3dGshInrQ1PqOLhIIYzYT1TJC0IkWpP75N5AOH8XoPb8GXAKS7l2HzG3vgqtdCNFnjki7TgObJUBCUOTOHkjuRS5jQOZUlX78gUcht3ch6Z7v+B3Dn7UazOwyjD/2VwBElaOSErUEUzWGXvfvzu4OaQlA5iiOg+nLa+B8579evxeVhISqzAEAt2IxYHfA8a+3QjpeSyIMQOYoiiJzc8dQmWMqysIOJaMSEsAtrQlI5hRFwfB1t8H6g18GPZ/jlXdge+I5XTusCqmlHVRaqlfnpOXmayDuPwTH6+8F/CwzZSVQhkc0Z4H68zadrpI5svEj7mv0e6144Aix7yUnkc+uLAesMYgVgiVZqqCmUJnTS7llS4th/srFsD31QtR1KCrs/34bztfeRcI1lxhucKsbuWJDI5QBsrHExJW5OFQ49x6Gaf5sLDKtxKDcjxaRfIlzZWQ3yCjR0vb5Lgidx6fdb7JB0XRAK0yo8CwMByaUuePVZgm4u+ZaO4g3forn5XzBzZ+D9H8/DTojDanP/hbm88+M7DxLagBRhKBT2Cs2NHrNTVIcRxYF7kRLuX+A7EYa3JS5+ZUATUPu7Qc3r+KYKJmTDSkMZY6iKDAVZdqcoREUWYY8OAwqkDKn2ix37yOW3xnetmo6NSWAMjfstkmag15zLEHn5xBbomdE+cEjgCRpyhw7cwaYWaVeFQVC3X6wleWgEhICnl9VboRN3otWLfxksSeZWwhl3ObVSeULqbPHcF4O8O5xc67fBH5VbdDQoWAwrV2FrB3vIadzF7K2vYvkn90JfukCMOUlfnNEKgLbLPMg9/RBUHv6DMic2vUm9w+CXVwN/uzT/Y+haSTedgOELTvgeOM92P/vDST879WawsLkZgGA7uJZ/Vs0qiZQYb7wLMj9gxC+mEjNdX36Bej83LACp8xXXABu2SJYv3NvSItWqbkNMJtB52YHPI4/bTmko61eKaZThWisafyqZRC21+lu2gFkw0Ru69S1QftCPSbgZ6e5HcxM755b81UXg0pOCjo/7Zto6dr4BaiUZFJ3gwkyJ+jMzYn7D4GdQzYXfXsWJxOhkjlis5wakUEZtwGiCDrDW7FPuuc7UAQRw1d+wzD9N1QIDY0YufEOcCuWIPn+uwyPU+87YsMhbbMtrszFAQCQhq0Q27sJmXOXh+9yEKslV0puIi6duTnJOobWtTei/5d/nLqLPQnRJ7rJHEt2rxOpJJiphONWmQNICIqway9JFJvCWgIjmM46HTk9dbB87cqIz2HUMaU4nZAON/vtoPIrl0DYWa8pKoDxTZmyWDSidyJaLIHwZuYA8rMKtAgCyGwRJCmgMkeZTKS2QFHAzpnlR5SJMmfcMxfpvFw0YAqILVHx6EoU3ZsIbPVEuInprNVwffI5FEEgx+xp0C0L9zv/7DLQ2ZlwfeY9NyfsqAOdleFFeLnaheQ5g7k5RZIgd/dqXW267+deLAq79kKsa4ApCoulJ7jFNWB84s2ZshJILe26SqI8NAxQlC5RYgrzAUWB65PNgNkcsK6Gdd8Lku75juHGS8INV4FKSsTwNd8GZBmJ3/269hydQ8icpDM3p7gT/AIpcwBgOncNwLJweFgtXZ9tBX/asrA2gyiGQepfHoFsHYM1iCUQcCcRziwK+h4mt9VvqvvmFJeLbCJWRLYA5lctA1wuUvGgA/XnLXX1BE3rlNxdkQHJXEu7ZrFUQSdakHDd5QACfx+opdtqCbdzw2bwq5ZpablMdibonCy/EBRFUbxCftTP51SEoKi9eEaF4SqIzXKKlDnNfu19r+fmVSD1L4/A9cnnGPn6nRGns8rWUQxdehMoSwLS//10wMA9OjkJTHEhhH0HT9haAiBO5iKCcx+5kZjmz0YFV4UkKlkLQeEDKHPj738GxemCc+8hv+fiiB16JDJgqypzFEUhi8nFgHz8KnN0UT4Ud5nzVCdZGiFatYspLiRRzz5kTmxsAmTZ70uXX7mULAp21hvWEnhC7Ztjq05QMqcqcwPB0ywB8rOSWjug2O2Gx6hl4IFm5oCJuTm9IAE6NcU4AGVoJCqLZaSgdbrmhL0HAI7z+mLnzzwNyrgNwpadkEeskJp783GXAAAgAElEQVTbwNUEJ3MURYFbtczPTibsmAg/UcFWlpPEQwMyJ/f2E0IdQJmj83IAmob9pVfJdUcYfhIK2NIZgCjq9mbJQyOgUlN07Xfq9TvXfwa2MrBFz/L1a5D8wN0wX/plw2PolGQkfPUKKDY7zJef75Xep6paAZW5IHOadFoq+NOWa3NzYks75LbOsOseAHeH3313wPHyW7C/+p+Ax4rNbUGTCAFiHaeSEqe8b05qagEkKWJrGn+Ke97ZwGqpzSnaHUGVI7mb/H4951o9QTrm/MkcAFhuuxF0QZ42/6YHT2VO6u2HdOAw+NXeFlu2qlIL1pq4rl6i+rnJnNoPORUqqnS0FVRyEqggKdJ0SjLZ0IpSEQsFsnsEgNKZpbVcdzmS7r8L9hdfwdh9vwn73IosY/hr34V0pAVpLz8VcNNLBTuvAmJDI9kE5riAlubjFXEyFwFUMmaePwsMxaDGtEwLQWHSU0GnJut2zY2+sR4A4Nof+64NXzhk4wXbiY5eqQsUKG1WDiBWy6lU5kRFxGGXfodaJPDs7ZvKjrnJBAlBqfYLQTGKj+bcM0GuLTsnbso6X9ra8W5F5URV5uQIlDkoCsRDxvHmsnvDIFhaqmq11CNzVFpKwGoCvfmqyYZqWfTsmhPrDxBlkeO0x0xrTwVoGs4PN2gddKEocwCZm5OONGvF44rdDnHfQU11UkHRNAn/MQhBUa1ZgQJQKJYlc7QHj4BKTtJU7smAtsDVmZsLRM7V61cGhgwtlirY0mIk3X170JmsxDtuAVNZ7pV2CQQmc6EqcwBJtRT3HYTY1AIhgnk5TyT98FtgF82H9Vt3Qx4cMjyO2AKDLy4plgV/au2UK3OhbJwFAp2VCWbOLD/VGiCprcK23do9Wu4y/o5WJEn7/RqSuaFhKKNjuj9Pbl4Fcjt2BgzqotNSQaWlQjraqs3L+aYkslWEGHhZtj2SLAH3/ZHjpsxmyZQVB91cpVKSAGBK1LlgFTRJ93wHCV+/BmP3/x62Z14K69zj/+8JOF9/DykP3weTQYKlL9h5FRAPHIG4/xCY8hJQLBvWex4PiJO5CODcewh0kgVsMbHxLTavxAFXnVYezpUW+nXNKYKAsXc2gjLxkAaGIfZNXu/K08O/wZLWLAxJsRkyPd7QJ3Uhg84GS018YLOY3Cklc++Mv4yzO+Zhq31j8INDgNo1BwDsTGMCc7yBW1wNsf6A126h2NBIQid8doKZ/FwwJUUQNu8giVSzZga8KZsvOw+mC84Et2zRpF3/sYSqzCnjdshOV5CjPWYHAszNhazMaWTOf5FOpyYbl4YPj+gmH0421OJwT2VO3HtAm5fTjktLBVe7EM7/fuqRZBkimXMrOGpFgVC33x1+4k+0uNoFEPY0eEXtq1AJJx1kx1klS/zpKyZ1caI6AfSKzgORc8/rD0bmQgU7qxQ5Bz4Ft3C+93tlpmszsn7XGOLMHEDm5gCiFrk+dc9LVRt3DAYCxXFI+8sjkAeGYF33U91jtCTCEO/p3GnLIe49MKW9bRqZcycLRwJ+1TK4Pt/ul/bqfOcjANCCbKRu48AQuX8QcL/eyGbpm2QZCdRES9fGLaAsCX6fX3b+HChj45BaJ0ZpNDLnJooUTZPQpakgc02tIW3wUu5AGCP1UzzSDLExeEBWKAg0SwuQjdzUJ38N0zlnYOTWH8H5/ichndf5wScY/fGDMH/lYlg8bNbBwM6bDTgccH2y+YS0WAJxMhcR1PATdSdkoWkFZMhaeThfNsNPmbN9thPysBWpN5DY/clS5+qc2/Hw0D2wKzbsdwWOvz5R0StOFIaryKRzpjQApUkg8zi/GbonYl+4J1Rlji7ICxrGcDyBW1IDCIKXbUVsOETKd3VCMkh5+HZIjU1gguwUsxXlyHjredDJSTG/7ukAaXAEcM9yqDuhgcDMJl9iAclcyMpcAJtlWqqhMqcMjYA6BjZLJp+EIKkBCrJ1FFJLu5Zk6QnTmadB2LqbLOYy0kOOY+cWzQcSzJqio4Wf6JK5hcQyXOev3ktBCsNV0O57QjSVBKGAmVEAMAykJj0yN2xIzumsDMA9yxIrMmcEimFAZ2VA7vEnc+Eoc+ysUjBzZsHx1gdkXu6Updq8VCTgFs5H0t23wf7Cv7WaFE9otQQhui1UldCo0zAaSH0DGH/qBT8bntjYBDo7M6pNGH7VMihDw36KmuOtD8DMnKElyQZS5tTnmMpySIebtblWr3+Dm8yxUZA5tWvOtWELuFOWein3AMC5bfuec3PigcMkDMrjXkEX5ulak2MJRVEghWjTpd3KnBGZG7nlhxhYe2VMbJhqZYmezVIFxXFI+9fTYKvnYOiKmyEeCD5+NPLNu8HOq0DqM78Na8xDDa5RrKMnZPgJECdzYUNRFDjrG2GaP7GIqTYRT7hKnrjSQgjNHV6L+NE31oMy8cj47vUAAOf+2OyAeMImj+OOvmuRQpMP0CHXvpi/x/GAXmmiMFxFFpOLAakXsiIbvCq2aBebAQA7nJvwsT3wzEQoUAMUpkP4SSyhhaB4WC3FhkbD+Gh+xRLI7V1k2PwEvSmHAkVRIA1ZwZUQxTakeoJEC+gZBQETLTVlLgiZY0qKQCUngSmf6fcclZoMZXRMPzDjGAWgUBYLsU+5VS91IearzAHuigJJguPVd8EtmBfyooHiefDLF2uzQcLOelCZ6brBH4FCUOSOboCmg6YbqspcpGXhoYJiWTDFhX5lyoDaJWW8+64S0skmcwAJQZGiVOYAos65NmyBuO9gxBZLTyT9ZB3Y+XMw8o27tEWuilA65jzBL1sI8PykWC2tt90D6613YeC0SyG1TmxGS+5agmjAq+XhHnNzis0G54efwnThWdpmixQg0VJV7UxrV5EZziPN/sc0u5W5KNwrTFkxpCMtEOv3687XafUEeydSmNXwE897BVOYP+kzc3JvPwlFC6GuSFXmjGyWUlML5I4u2P/2r+ivK4gyp4JOTkLG289Dsdlh/783Ah4r9fZDampBwk1fAZ1oCet6PDcd48pcHABIWpY0MOxF5rLoHKTS6TgskF1WrmwGFIcTYjf5YlEUBWNvrEfimSvBzykDlZgAZ0PsydwDg3eiWTiER3P+iWQ6FY1C7Mhcs3BYs5FOd/RJXVphuIpMJgcSJIzIxrMLsUS70IxFphUoYcvx26EfR00imfwcgKJC2oE7nsCUFoNKS9VUDEUQSAy2wZwbt9LdZyfLJ+xNORTIYyT6mZ/lnmcKJ9EymDLHstoXvxESv38rsra/q2vvU+PifXeAFVmGMjxiWNg72WDyc7SuOb0kSxX8yiWk/FwUQ7ZYaq89tRbCrr2Qx20QdtSBW1ytSwaZkiLQWRm6ZE7q7AadlxNUETKdfyZMl345YhtgOGBKiw2UucAzkGpX3lR8VuncLP2ZuWErSdxMSgzpPOaLzgbcZc9cBOEnvqB4Hql//R3k3n4MXfkNL0VJrXwIlcxRZjO4ZQtjHoLi2rIDjpffgumisyEePIK+xefA+cEnABCTkmWmfCbo3GwIHoqi86PPAIcD5gvPIuE0JlNIyhy/5hRyXfv9rZZSSzuoREvQMJCA11paDAgCoCi6ZI5OTwNdkOfVNUdqCbw3LJjCPMgd3VE7c+ShYYx8+25d63qotQRAYJulIsuaI2Ds14/pqp7hQBkaAWiapB4HAVOYD3bubAjb6wIep274eta8hAo6NUWzfTMRprJOd8TJXJhQw09M872Lcmdxc3HETeb4UrITKzS1aa8RmjuQdPFaUBQF05wyL5vluDwGpxKdtP2R7W38ffRP+Hrq93FKwlpUcFUxU+aahEac216FR4d/EZPzTSYkRUK/1INcpsDr8akuDu8QWzCTm4116b/AftcevDP+clTno3geiXfeioTrL4/RFU4PqB1T6o1aPNwMiKIxmVtYBbj7tE5mZU5NC4uUzBktMOT+QdCZ6UHVKDo5yTCqXLVRyj71BMroGKAoxyQABSDpimq0ubD3AKikRF3VjOJ5LfSArQmPKHGrlgGSBNeGzRD3HjQMJqEoClztQr8QFOfHm+B4/f2QyI/53DXIePXZsIucIwFTVmw4Mxdo952dVUrKpi3h7aRHAjonC7JONYE8YgWVkhzyz4lbuZT0LPI8UcJiAH7pAqQ+/RBc//0U1u/cq33+pOY2UImWoEq417lWr4Cwsx7yuC0m16YoCqx3/gJ0bjbSXnoCWdvfBZOfi8Fzr4X1xw9C7u6NmoxTFEXm5jyUOcdbH4JKTgJ/+kqi4uZla2mVelAt0upnUy8ERXQnWUaTtKwRI54Hv1x/3pqtqtDUfXlsHHJbJxgfMkcX5kEZt0Xd7eb8cCNsT/5NVzELh8xN2Cz9lTm5pw8QBJjOXQOpuQ32f7we1TXLQ8Og0lJD/8wtqfFLtfaFqJI5d0p1uFDdPifquiFO5sKEeUkVZrzzR5iXeg9gl3NzccQ1ocwBE/UEY+4Uy6QLzgAA8HPL4HSTuTF5FOd3LMBP+m+N+Jr6pB78qO8mzOUX4Hvp9wMAZvNVOCTsi3pXSFEU/Hzgdrjgwmb7+qjONRUYlPshQUI262+zBKaGzAmKgG6pHUXsTFyY+BVUctV4ZOheCEp0u10pD90L01n+hbrHO7gl1RDq9hNVzv0FyRnYLCmeB7eE7MydqDflUKCGn3Dl5F4TDplTrKOQu/XtTCqZiwa0286m+Owkh2q9mSwwBXleyhw7f47hYsPknuEJd+HAr1wCUBRsf3qeKHsBUia52gUQGxq1Rfn4n57H4NlXg8nLRuozD4f1vpMNtrQYck+fF4FQ7HbA6Qw4S5Xy8L3IeP8fU3GJYHKzDdIsR0Oal1NBMQwSb/0qEq6+JKbl9pYbrkLiXd+G7U/Pw/bYswBILQEzc0ZY5IM/bTkgihC27IjJdTleexfCpm1I/sUPQCclgp1dhswtb8N89SUYf+BRAIi4Y84T/KplWum5Istwvv1fmM5do3WE0fkTmy16kLp7QaWmgMnJAl2UrxuCIrl/ntFA7Wvjly8y/P1zVZUQGhqJouUODdFT5oDoi8PVFFk9ghWOsjths/Qnl1IbqXOy3Ho92AXzMParP+ja5ENFsE0eX3BLqiF392o2eD0IO+uJwhuhs4NfsRj0jAKtk/JEQ5zMhQkmLQVJ550OxufLoZyfgwG5D0PSgDbH4nKHoIy+sR7m5TXg8skMhGluGcT2bkij4/jN4N1oFZuwxxmZbUJRFPyo738xqljxu+yXYKKIajGbq8KIPBQ1eXnf9ho+tX+AYrYM+1w7MSZHt8s02egVvTvmVGQyxJM/FSEo3WI7ZMgoYEtAUzTuzPgVWsTDeGX0uajOu8e5DQOS8c7l8QpucTXgdJJI8IZGYicNMGNjOu9LYGaXgcoMfTf7RINK3jRlLoyuOcA4BEU63AzaPb8SKTRlbmQULsWFd8dfgaIoE0Wyx8hmSRfkQuokxcRC/X7deTkVlluuRdo//wTWJzUx6HukpoCtmQvn2yTsIjCZWwjIMoStuzBy2z2wfvNHMJ19OjK3vA1WZxbxWEKd1VVnvIAJch7QZpmVCXaKOp3onCwoY+NQbN6KlTxiDXleTkXy/Xch7bnfx/LyyHkfuBumS86F9Y6fwfHuehIrH+bPhz9lKUDTWnR+NFBcLoze9Suw8yqQcNNXtMfpRAvSXnwcKY/dD3b+HK0WJhpw6tzcpm0QdtRB7uqByZ0eCgB0fo6mvulB7urV7k3snFm6ypzU0hFVkiVAiBFlSdBCWfTAzq8E7A5IR1v9aglUqLY+Ocq5OfEIIXPCFzsh+swJikdbQedkhTRDFigARSVzTHEhkn6yDlJjExz/fjviaw40S6sHbukCADAslgcImVM3ciNB0k/WIbvuo6j7cacr4mQuRijniB3niHAAtNkEtiAHwtF2CB09cGzfi+SL12rHmuaRBdXnh1/GC6NPIIVOQ7NwCC4leLy4L14fexEf29/Bj9IfQgU/sYs82/3/0czN2eRx3D9wByq5avwi80nIkLHDsSni800FeiVy49QLQAGmRpnrEMnNt4idCQBYm3ABFptW4tHhn8MpOyI6p6RIuLZrDR4c/EGsLnPawDMERWxodH+ZGn85Jd19O7IbPjlhb8qhQFPmivNJ0mCIyhxTaVxPIDaRoX/Tl9f6PRcOVBVEGR7Bf21v4Nu9V2Cva6dmuzxWNksmP5ckpzY0QhkYAlc9x/BYymJBwpUXRfQ3xp9a67aTpgVcqKshKENX3ALbE88h8c5bkf7mc6Tcd5pBr2vuWCutvqBzyY675GO1VEZGj0lRvR4omkbaC4+BrZmL4atuhdjYFFJ4hSfolGSwC6vg+tS7hFtxuTD2wKMYvf/3IasqtqdegHT4KJJ/c6/f/CtFUUi87SZk168nn50owS2sAmVJgGvTNjjf+gCgaZjPm7jXMPk5QQJQesHkucnc3NkQDxz2ch7Jo2Ok5qHE3zodDiizGVn165H0w28ZHqOFoOw7SMgcTYOdNdPrmNgpc60aQfVV56SjodUSAAASEgCG0Q1AkVUyN6MA5svOAzt3Nsbu/4NflUSoCLdPlFtYBdC0odVSHhyCdLQ1onk5FRTPH7ONxKlAnMzFCLM0MqdaLYsgHO3A2FsfAwCSL1qjHcvPLYfDLOMnph+jmC3D3Rm/gQgRR4VG/xMHwbu2f2MGW4qvptzm9XgFR8hcNHNzTw4/gE6pFT/PegJLzavAgsVWR2x601xH2zHq/tnEEkZkLo3OAANmSpQ5NclSJXMUReHO9AfQLXXghdEnIzpnp9gKmzKOT2z/mbJEzqkCUz4TVEoyhB11EBsOBS35pmj6hCz9DAcqeWMy08BkpIZO5mYUAAlm3URLx6skddV82XlRXRvl/sKUR0bRJpCC8naxeWLxf4wW1rQ7WdH5wQYApC9qMqD2zXFL9MNPVDC52WBKiqCMjSP1r79Dym/uiyoGfzKh1zWnKa3Thcy57VO+XXNEmZs+BJlOSkTGW38jgSx2R0S2QP605XBt3qH1FAq76tFfex5Gf/wgxu59CINfvjZoF508PILRnz8Cfu2qqDdwQgHFceBWLIHrs61wvPUh+FNrQXu4K+i8HFL6bRCN76XMzZ0NZWzcS/XSOuZioASzZSWg3LPZus/PU+sJGiEeOEK+w3yOV5NcY2Gz5E6tBb96BewvvepFYKWjbSFvBlAUBSol2ViZM5tBZWaAomkk/fi7EPceIKQ7ApDKktDvC5TFQkJQdtTrPi/s2gsgsvCTkwVxMhcjFLIlMFFmHHapIShFcDW1YfSN9eDKZ4CfNyHB8+Uz8OL3B9CW0IVfZz2DGp7YD8IlXpIi4QvHBpxi/hJoyvtXmc3kIZVOx6EIlbmjwiE8M/IwLkm8DsvMp8FCJ6LatDRmZG7ggafRccW6iHd+jNAnkpt7NuPdDUVTNDKY7ClR5trFZlCgkM9O3GRXJJyBVeaz8MfhByKyqjYJZJZsQO5DvWt7zK51OoCiaXCL5kPYupskp1UFJnNxALJbmWMyUsMicxRNg51dpqvMOV79D9hF86NOTJ1Q5qzokogtr0ts02boAnUPTSbUxZXLXVA7WSmQE2TO2GKpIv3VZ5C1/V1YbrhqUq4lVqCzMkAlWiB6JFpO2CyPze/TF2qVg+/cnDIyGrbNcrLBFBUQFbYon8xZhgl+9QpSgrx5B0bvewj9tedB7u1H+pvPIfWZh+HasAX9tedB2GP8/T/24ONQBoeR8vC9U+Zy4FfVQty1F+LufV4WS2CiC1KvOFxRFMhdPRPKnNvS6Gm1jEVheKigU5LBFBdC2HvAnWTpP1NIJSSAykyPqjhcEQRIrR1gy0pgvuZSSAcOQ3T/ThVJgtTaEboyB2K11AtAkdo6wcwo0P4OzFddBKZ8JlHnIshdIDbL8O4L3JIaCNv36L5fNEmWJwviZC5GYCgGZVylRz1BEcT2HtjWf4Hki9Z63Sx3i9vxxg39uGhTFVYmrEEZVwkGDBqFvWG9Z4NrN0blESxPOMPvOYqiMJurQmMEypwaesJTZtyd8Rvt8VrzatQ5t8Ih28M+py8cew5CcQl+lpho0St1IZVOh4n2H1zOYnLRL0+NzTKXKQBP8V6PfyvtHgzJA9hk9y+PDQaVzAHAets7UV/jdIN6I4fLFVSZi8OtzHEsKEsCmIxUyCGSOQBg5/jXE0gdXRA274halQMm+rzkESs6RbL47xRbp4EyRzZ4nBu2gM7JApOdOSnvw8woRNo//4TEdTcHPZZbXKNbXD7dQFEUmLISL2Vu2tksAyhz4QSgTBX4pQuQ27YD/Cm14b/WvWEwdN51GPvl75FwzaXI3vcxzBeeDcv/XoPMja9CcQnoX3kh7P94TXudoiiQBwbh3LAZ479/BgnXXwFu0dQtkPlVywD3Yt3sQ+Zot5VTr56AzELavZQ5AF4hKFNJ5gBitRTr9pMqHYMZ72i75qTWDkCWwZQVI+GK8wGW1ayWUnsXSX4Og8xRKcmGAShM0YSbiWJZJN19G4Tte+B0b36FCkVRwrZZAgC3tIaELOmEoAg760mdy0k8Jx8McTIXQ5R71BNwpUWAokBxCUjymJdzKk7c1X8TsqxJuOlh8uEx0WaUcLPCJl5bHMSmuNK8Rvf5SBMtP7C9jo3297Eu/efIZicUrmXm1RAgYHeEYS0qFEnSKh6E9tiSK73CcBWZdM6U2Cw7xGYUui2WnlhkWgEWLOqd4StrR4VGJNOpWGxaiU9s0ZeQTzd4DjbHyVxwSEMjYDJSySI7DGUOICEo0tFWLzuT4/X3AADmy8+P+toolgWVlAhleILMEWXOGnL30GRA3fmHwwE2wLxcLJBw5UWainCigCmd4dU1p0wzMse4Z+bkngkypyjKtFTmogWTkwVuSQ2o1BSkv/kc0p5/FLRHtxq/fDGytr8LbkkNhq/5NgbW/g/6FpyJntRK9GTNx+AZl4NiGSTf/8MpvW5uxRKApsHMKtXmd7V/k/vzqReCohI8lfDRudmgUlO8uuak5jaA5zWFdrLBVlWQ4nCXKwCZy4tKmVOL0ZmyEtCZGTCdcwbs/3idpGhqtQSh20qpIMqcJxKuvwL0jAKMP/h4WNesjJMO1HDvC9rsvE4IirCzHmxclQuIOJmLIcq5OegQW2CXbeDLyO4Qk5EKy6kTXSWPD/0Sh4X9uHvrdeDquyA7ied9NlcVtiVys/1jlHIVyGULdJ+v4KpglYe1OTJfKIqC4b+9DtkxsahzKS7cP0hCT3zn8JaaTgUFKmqrpetwKxQ7CQIR26Pzk/uiT+pCDqP/88hicqfMZlnIlvg9bqLNqOSrUefcpvOqwGgSDqKUrcAay/mod21Hnxjbn9uxhqd9IlCSZRwE0uAIGPeXJZOZFiaZmwXIspaSBgCOV98FM2cWuLn6lRDhgkpNgTxiRZfotllKbWF3D8UalNmsWQIna17uRAbrVubUzUHZPTNHTZNQAcpsBpWSDMlDmVNsdrKwnIbKXLTI+Ohl5Bz5HOYLz9Z9nsnLQeZHLyPx+9+A3D8IprgACTdcieRHfob0155F9oGNYGZEFxYSLujkJFi+fg0S77jZz9pJ56k2S38yp1ovmTxC1CiK0kJQtGPUjrkpur+oISiA8XcWXZhHFLQIodqa2XKynki45hLIbZ0QNm3TwojUedZQQOvMzCmiSCysPmSO4nkkXH0JXJ9vD6tEXJulzQjTZmkQgiJbRyE1NsUtlkEQJ3MxxCxuLhQoOCo0EmUOQNL5p2thDU7ZgWesv8WFiVfjjJTzAVmG6xD5QFbwVWgRDoecdigqIrY7PsUKA1UOCJ5o6dhWj64b7sHwM//WHttsX48OsQXfS/8lWMo7ZCKFScM8fmFAMvfe+Kv47/ibAa/dWTdhGYy1MtcjdiKHNVDmmMlX5kRFRLfYroWf+KLGVIt61/aw1dKjwkGUcZVYk0CUkw3296K91GkFpqJcK3Gmj5FyczxBGrKCyXCTuTCVOUatJ3AvhOT+Abg2bI6JxVIFnZYCm20AQzKxUXeJbZCHrcc8VVCdmwuUZBmHPpjSGVDGbZD7yO9UHhohZdzTKLSFzsnymplTRtwJqieYMgeQGgwqISHgMRTPI+XhnyK77iNkvPU8Uh+9H0l33ALzJV8GU6S/6TnZSH3qISR+6wa/x+mcLICidG2WvsocALBzZ/nMzHVEnWQZDjw3hIw6T5nCPMi9/WGRIU9ITS1EbXRbxE0XnQPKkgD7318jHXM07UfCAoFK9bdZyl09gCyD1jkPVzOPJAAbVNnoQR50b/KEOTNHWSxg51X4haAIu8n6NU7mAiNO5mKIcp7MPhwW9oMtzEXGD25Cxg9u0p7f49wKp+LABYlXwTS3DADg2k8+JLO5KsiQvWajAmGvcwfGlFFDiyUwQeaMglVUIjX62sQM1/u2V5FIJWF1wjm6r6k1r8ZO5+e6NQpWeQQ/7LsB9w58M2DioqOuEWAYgGMhxpDMKYqCfqkb2QY2yywmF3bFhnHZ32YQK/RInRAhGpK5an4pRuQhtIih3xxt8ji6pHaUcZWYyy9ALlOAj0+wuTmKpsGvPRWcexYkjsAgyhxZoNIZqZCtYyEvGNgKcu9REy0db34ASBISLo8dmaNSk9FFk892CVuOXqkLwsjQMbfkqYmWcWUufPgmWirD1mP++/QFnZsF2WMOWx4hC9cTUZk70UCxLOicLN16AtV6qSpzAFHD5O5eyO5gJam5bcrm5YCJuT06O9NwlospzAfc4S2RQGpqBVM6Q1Mb6aREmC4+B/Z/vQWx8QgJLeG4kM9HlDnv9Y/kUUvgC7aGrGnFuoaQ3yOaWVq9EBRRDT8JIVDqZEaczMUQpVwFaNA4IuwHRVHIfehOmKsn5n++cGwABQq15tPAV5YCFAXn/iYAE8TrYIghKJvd83J64ScqsugcpNOZhmRO7CQ3SNuG7ZAGhyEpEj4cfwNrLOfrBie+vRIAACAASURBVIgAZG7Oodixz7nT77mXR5/BmDKKHqkTe5xbdV5N4Kw7CL5yJrjCXAgxtFkOy4NwwWU4MzcVXXMdQjMA6NosAaLMAQhqtRx7dyMk90KkWSC7j6VcBSiKwhkJ5+FT+wcQlMh2+6Yr0l95BmnPP3qsL+O4gDw44qXMARPdc8FApySDzs/Vdlsdr74LpqQIbAyDEOi0VHSbiN1tiflUKFDQQ3VrheLHCmpflqdF6kSHIssY+/DziFLpPOHbNScPDR+zzkAjnEzK3IkIOj8Hsq7NshfgeVAec4GeISiKwwG5py8mtQQhX2uiBUxZScCxADrKrjmxqQWsj40y4epLoAwMwfHGB2ElWQLqzJy3MheQzFWWAywLof5AyO8RzSwtt6Qacm+/V+WEsLMedEEemCmahTxeESdzMYSJMmEGW6bVE/jiC8cGzOFrkMZkgLYkgCspgMtN5kq5CrBgQ64n2OL4GLO5echmjMs8KYrSQlD0oJI5SBJG396AHc7PMSD34hzLZYbnrDWfBgB+VktBEfDXkT+gml8KDhzes71ieA7nnoMw11SCLcqNqTJn1DGnIpMhnvzJtFqqheGF3Ezd52fzVTBR5oBkThoZRdv530Tfj/8AYCLJsowjC9AzLOdhTLFO+wL3cEGx7LSybE1nSENW0G5lTiNzYYagiAePQLaOwvnhRpgvOy+m8eRUajK6LEMAgCWmUwEA3fxA2HHVsYb5qouQuO5m0EmJx/Q6phLj732KtrO/Dsf28NKSfcG6gxako2QOUo4gfnyyweRme6VZKnFl7rgCk5djEIDSCyYv2+se5VlPILV2kNdPoTIHAKl/ehDJ/+/Hhs9HUxyuKAqkIy1gyrwJm+mcM4iF0ekMu3CeSkmGYrNDEUXtsUBkjuJ5MptYp7+m1YM2SxvBvYFbugAAvObmhJ314BbPD/tcJxviZC7GmMXPxRHhAERFxP/snY8Nbf8AQIJFdjo/x3Lz6dqx/LxyON02S57iUcpVhBSC4lJc2O74LOC8nAq1nkBvV1bs7ANbkAO2MBdjr3+ED8ZfA0+ZcLrly4bny2SyMYub60fm3ht/BV1SG25PuxenJJyJ98Zf0X1PaWQUQksnTAsqwRXleSlzrUITXh97MeId5GBkLhbK3JPDv8aN3cY/H7UwvJDR3zHjKA5V/KLAZG7ICigKRl54E/K4TSuTn8mRnchTE84EBw6f2E+8VMs4gkMRRcjWMX9lLgIy53znv4DLBXMMLZaAW5lLGQUFCgvNKwAA3ZahY67kmM/7ElJ+9/Njeg1TDddhYosUWjqjOg9lsYDOzYboVuZIl9R0U+YyIfcPaotVWVXmpklISxyBQefn6Nospe5eLSBFBVNaDPA8xAOHSZIlpp7Mmc46HfzKpYbPq2QukkRLZXAIinUUTPlMr8cpnkfC/1xAzh+mMkenuDtARyesllJbJ6ikREP1mq2eA6E+HDIXhTK3YB4JQdlOyJw8boO4/1B8Xi4ExMlcjFHOzUGz0IgjPZvx36J9eHvvQwCAeud2OBQ7lnmQOdPcMrgONkORJADuKoEQlLl653bYFRtWJIRA5vgqjClWdEsdfs+Jnb1gi3KRfMmXMPrep3h/7BWsMp+FJDrwLmateTW2Oz+DpJDrVhQFz4z8FqVcBdZaLsC5iZejTTyKBtduv9c66wkxMddUaMqcoig4KhzClV2r8L2+6zXyEi60wvAAAShA5MrcIVcDfj90HzbY38OA5F9sChAyl83kGdpUAWK13Ofaqf38fCG7Pe2ydQzWf76LJuEg8pkZSKAtAIAkOhm15tUn3NxcHKFBGiZqQzRkjqkshzI0DNtTL4LOywEXYEESCajUZPSk25DLFKCYJTN63SmjxzwA5WSESuLE7v4gRwYHU1bspcwda3LuCzo3m8wo9Q8CiCtzxxvo/FzIPX3amkiF3NWrdcypoFgWbEUZUeZayPqGnTm1ZC4YqMwMwGSKqGtOS7Is8yds5muJe0qdfw75elJIuJhs9SZznoXhvuBq5kJu69QUt2BQhkYirqCZCEEhZE6sawBkOU7mQkCczMUY5dxcuODCFwNENTnIksS4LxwbAJCZMxWmueVQHE4IzeRGNJurQqvYBLtsC/gear/ccvPpEPuHYNto3FtWwRmHoIidvWALcpB8yVocLhtGh9yKsxMvDfpvXGZejVF5BAddZDB1m+NT1Lu246aUO0BTNM6yXAwaNN4b97daOuoIUTPVEGVOcbrQ1LcT13atgU0eJ+dzfhr0GvQQqs0yEmVOURTcN/AtKCCqodFMYIfYYhh+oqLGVAu7YtMK5n2hDu2DYTD01Ms4KjRqFksVayzn45DQgHb3jF4cJw9U0sZEabMEQFIsLzk35nHedFoKevIF5NOFSKSTkEKloSfbOe1seScDhFZyXxS79DegwgFTWuw1Mzf9lDnv4nA5PjN3XIHJywYkCfLAkNfjcnevbm8jO2cWxP2HSWE4w2ipj9MFFEWBKcyLyGYZqHrAtHoFMja8GnYCMaUqcx5zc3Jbp26SpQq2Zh4AhDw3F20FDbe0BsKOOiiKAiEefhIy4mQuxpjFkfSfnQJZ7DcWjUFpb8dWxwZUcFXIYLK0Y3l3oqVnCIoCxXCRr2Kz/WPM4WuQwWRh8A8voGXtjZDH9QlgoHoCobMXXEEOLKfXYsvFLtAyhTMtFwX9N/rOzT1rfQTpdCYuS/oqACCDycJy8+l43/aq32udew6ATk8BW5gLtigXXcUuXD96AVyKEy8XfIZMOifiHrteqRNJVDISaf0dIZ7ikUKnRUTm3hj/O75wbMBdGQ+BBo09BsXpRoXhnqjmiQpiZLWUrITUplx1Luxb69Dk3O9P5hLITfxjHavlNsdn2OfcFfAa4jh+odpYfJU5ORwy5zG0H2uLJUBsbT0FEvIlsrjKRz5686VjHoByMkJoiR2ZY8tKILV1ku8bu2PakXM1JEENQdGK6k+iGcnjGWr1gGf6oyIIkPsG/JQ5gNQTSE0tEA8eAVOUr9VATSdEWhwuNaml4PpWStPqFWElWQIA7VbmPMmcXmG4J9QaFzFEq6Ucpf2aW1JDQlDaO0n4SXYm6EL9Dfo4JhAnczGGWk9wwK3I9eQDvRvfxA7HJi+LJQC/eoJAKpoKp+LEDucmbV5ObO0CJAnOA0d1j89kspFJZ/udU7Y7IA9ZwRZkg+I4bL7Iifk7k5GuBP9yLmBnYAZbiq2OjTgqHMJ/bW/i2pRvajZAADgn8XIcFvb7hcE46xphXjAHFEWhu1jA3X9vgUO24YW8/2IOX41a82nY5ohcmTOyWKrIYnIxIIdns7RKw3hg8PtYYFqGm1LWoYKfj906ZE5WZHSKrYZJlipKuQokUSmGZE5V5tJvuxbDRQzGqDGUchVex5RyFShhy/GJbYLMOWQ7fjZwO67qOg339N8S1r8xjuMHqgKnfmHSqckATYdnsywpAkwmUOlp4E9fGfNrpFKT0JMvIc9FFtd5Yg5686WYKDn1zh3oFv1t43HoQ2h12yxjoszNACRJiyqfdjbLnEwA0OoJ5BEr6cKLYbhPHJMHxk3YPOfmVGLO5PuHvbFzZgGyDOfHm6Y0yTIc0BEqc2JTC+icrJiGNanKnGqzVJxOkgIagMzRhfmg0tNCDkGJdpZWVeGEHXXu8JPq+Oc3BMTJXJiQFRndrjbDcu8UOhU5TD7aLRNdN+8NvIRxZcwr/AQAmPRUMLmZmjJXws0CD96w5Nv6eT0+ef33cCoOrV9OnYNwNRj3luklWqqvYwty0OQ6iOacAax8OwG2T3cE+udrWGZejW2OjXh25BFw4HB98re9nj/HQuyanlZLRZbhqG+EqaYC7UIzbsr6BhwJCp7cejfmmkiKUa35NLSLzegQW0O6Dk/0il2GFksVWUxu2Mrc74bvw6DUh19kPgmaorHQtBx7nFv9glp6pS4IEILaLGmKRrVpiTGZc99ouZmFGL6R/FxmSt4EkaIorLGcj82O9XDIdjQ4d+PizqV43vo48phCtIbRYxfH8QW1gkBV5CiaBpOeAmkgtJkGAKAYBqY1p8By41Vh7+6GguFMwGUG8mxkcyjPkYHefDkmQRRf77kA3+69Iuqo/ZMBssMJqYd8F8VkZs6tEqgzLdPOZulW5iRVmRsZjc/LHUfQU+akbvK7pPP8o+nVegJlYGjKw09CBbFZdoV9v5KOtIApD7wxHC58bZYqyQxE5iiKAhdGCEq0s7RqCIpr0zaIew+Cjc/LhYQ4mQsTm63v47x9xWiwGc+plXNzMJBox6L9RNL+JJ0EgXjOy6kwzS3X6gk4ikMpV2mozHU8+AI+2vosKFDaudTdVmfDYcPrmc1V4bCrwbuI0V1LwBbk4H3bawCAUzZmehWIB0KteTUG5D78c/TPuDjpOmSz3l71XLYAi00rvSoKhKPtUMbtUBaW4OaeizBGjeNXN8xE2YEJRU/9d0WizvVJXYaF4Soy6ZywAlD2OnfiBesTuDb5m6g2LQEALDAtg1UexlHxkNexapJlMDIHANWmWhxw7YFTcfo9J40QMsekJKL/UqLeZv/HX4k4I+E8OBQ77ur/X1zauQzD8iD+lvs+bkj5LkbkIVjl0JWaOI4f+M7MAYTYhaPMAUDGuy8h5bc/jem1qehOI3/DeVZyjbnjaRjOlOFKN0V1Xqs0jD6pG7ucW7DR/n7U13miQ52XoywJsVHm3PM76izLdLNZUqkpAM97zczF5+WOH6il4HL3xN+qSuxoPWXOPfsLAExJ4SRfXWSgC/MBuwNKiAEiKqSmFt15uaiuRbNZkvtzoFoCT7A1cyHWH4Aiy0HfI9pZWspiAVtVCfuLrwKiGJ+XCxFxMhcmikzk5tHuNFY+ZnIVcPAyVh8tRoLIo77ShjK51I/wAGRuzrm/SSNagXrhbHVHsHdBD+bxi5DKkPJMjcztC6zMjSmj6JTatMc8ydwHttdQw9diZs0ZGH39I90dJNun2zH4+Evo++lj6PrWL1D8AzLXJkHCTal36L7vuYmXo8G1G60CIauOPQehQMGDK/4PjcJePJrzf6gcKoboUU8wh69BEpUSNplTFAW9UmyVOVmRcd/At5BOZ+H76fdrjy8wLQcA1PmEoIRD5mpMtRAg4ICrzu85eWQUYBhQlgS0FdvAuWiYHv3Y77jl5tORQFnw1vg/sMZyPt4trMdplrNRxJUCmOi8i+PEgqbMeZA5OgIyN5noTiHXmD9ELEJ5I2QR0Ztuj+q8zSLZtKJA4XdD98XVuSAQ3RbLhKVVkHoHvfqlIgFTlE9KhHcQMjfdZiApiiL1BHFl7rgEZbGASkmG5KHMqcSO0VHmKItFU+Smq80ykq45xeWC1Napm2QZDSZslm5lLkQyx9XMgzI2ToJmgkCJQf8kt6RaK4+PJ1mGhjiZCxMF/EzQoNHuMiZPqWwWQAE5TAFmYzY6ioDaNv0Pi2luGeSRUc0CU8FVoV1sxrg85nWcODKG0e4OHF44iuU4BYD7A99PUp8CKXN6s3hiJ7lB9ucJ2OPcinMSL0PypWdCbOuGY2eDdpwiiui58yG0rP4qem7/Ffp/+SeMvvwesjb0IaeTx7Ld+ajk9Qsd1fJxNQjFWXcQ71w/grfMb2Nd2s+x2nIOOJ/icIZisMR8KraFGYIypozCrtiCkrlMJgcj8hBciivgcYIi4MnhB7Db+QXuyXgYKczEzWk2Nw8WKtFvbq7DTeYK2OA34AV8LQD9EBTZOg46JREURaFZPIRiRwGEbftg9/i9AICJNuNXWU/hkewX8MecV7VwHZVMtgv6c5TTFfude9AYQjXHyQ55cAR0ksXLHhmJMjeZ6E4g96WcPqLE5Q6Qqo7uZGtU520WiBp+Y8o61Lm2Yb09Xs8RCGr4iXl5DaAoEPuGgrwiMCiGAVNSBHHfQQDTz2YJqMXhHjNzcTJ3XIHO9y4OV4mdaqH1hWq1nM42SyA8Mie1dgCyHHNljkq0ABSl2SxlN5mjZwRWNVk1BKWuIeBxiqLEpLJEVeOotNRpS9KnG+JkLkxwNI88vhhtTmPyxNoJUWBTM5BnKobTBNR+Iugea5rnjgh3h6Co6ZOHBe8Pja3+CA4tHoNoUrDUthgAIPaSLh22IAdCUztku/4cn3pOT8VP7OwFxXP4iF8PgMy4JV1wBkDTmtVSHBhG67m3YPC3zyH929dgdtcGzHHtQUX/55i1/x089eH3cOfNGZCd+sRoBleK+fxibW5u5/BG/Pkn3ViTcD6+nfZjcu1FuRDavZWyZebVOCzsN+xy00OTcMD9noF7V9Ti8EGDc9tlG563Po617bPxyPC9OCPhPFySdJ3XMQzFoNq0FLsdvmSuBZl0jlcQjBEK2GJk0Fmod/rbdaWRUTDuBUiTcBCzMheDSjBj+OmX/Y69ULoYF/NXeg0Ia2TOTS6PF9wzcAt+2Hfjsb6MaQ9pcAR0hveX5XQjc12mPvAOIK2fKGc5PYR4dpsHozpvi0Duu+vSf44Sthy/j6tzASG0dgIUhYRasuEWyxAUAKCmmc0SIPUEnspc3GZ5fIHJz/VW5rp6QWdlgOJ53ePVZN7pSubUJEY5jK65QLUE0YBy97952iyp9DTQiYHXLOx8QuaC1RMo4zZAFKPe5OGWkqyAePhJ6IiTuQgwwzTLy2bp6h3CFylnYWQjmY1zWsmuoJCRCEaioNDAnFcPQRH8CR0/l5A5Z4M3mfNVKMbrjmDvqmHQIlDT794lcX8xJ35pBaAocB1o0r3edCYTWUyu1zkFd8fcB7bXMJubhzK+EmxWOiyrl2Ls9Y/g2L0fzUv/B/ZPdyD/L/cj7/GfgM3L9or+La1eg8QBGc5dxoOx5yRehl3OLdjn3IV7r34T2dZkPJL9AmiK/OlxRXkQ2ryHg9W5ue2OzwzP6wu1zmCpeVXA41Qy52u1HJGG8MTwr7C6bSZ+NnA78phC/Dn3LTyb+7buzWSBaTn2u3Z7zby1C80o4maGdL0URaHaVGugzI2BTk2CoAhoE5pQZqlCylXnwvrS25CGrbB9vgt9P30MR5dfhcb0Fei4/kder0+nM5FIJaFNjEyZi9aKFSk6xBY0uHYF7Vk82SENWbXwExXTjsyhC7mdLBR3wXlOF+V+vDOq8zaLh5DPzEASnYzb0u7FPtcufGh7I+rrPVEhtHSBLcgBV0wWlLGqJ1AxHUvg6dwsSNrMXLyo/ngDnZftNTMndfeC1umYU2G65FzwZ58+bckcU0DWHL7KnPPjTRj//Z91N6PEI4TMsTEOQAFIcfiEzbKDWKeDgE5KBFNWEjTRUp0LjNpmuWAekGAGt2JxVOc5mRAncxGgiC/3UubsDUchjdowtpWoab2OFlAy0J3uwIhAbkoj3DiUbdvhkO1eH142Pxt0SpIWglLCloOnTH4hKE3NW/HB17qw8ON0mPvIYlv9YrasJTNczkCJllyV1znH+zqx/soxfOHYgLMtE0XhyZd+Cc59h9G88hoogoiST19A2o2X6Z4zYeVCAIBt827D9z3XcjkA4NqutbCmuPDQF7dp834AUeaU/8/eeYfHUd7b/zNlq3rvli3JEu5dtjEGgwkxhBJ6CSSXG5IQIISb3JDc3BTSfje5CZc0IAHSgNACAQwEAwYbGzCuuFdJVu91V9o6M+/vj9ldabWSLMkF2/g8D495pu3saGfmPe/5fs/p80YcHAFm2OZjk+xjypvb5FtHkaWMDCW2SXogwsHhA01QVvX9kwvry7i/63vMsC3g2Zz1/CP3fZY7Lx12Vmi2bSFBguzz93/3eq36iLEEAzHTtoCK4N5IWHoYRk8vcqJJxjQ0iixlpHzleoxeD4eyz6Vmyedo/+kfkWQZ57Jy3M+/SbCm3yBFkiTy1ImRss+xoOeZf3Ew7Wx0d9+RNz6GCIogHXorGtqQauWJRlAEWVybxz/dj3/cpxIDvbMHJSWWzBndLkRIMfm40aTXkdVuQ4RiNiztHlI6VZoG9O2OB9XBQ0y0mDPxV8R/jonqZH7d/UMMceTG/E8igrVNWApzUbPNEuxjpswBUnzccXFCPVqYylw7QgjEGQOUUw5KThZGU0tknGQ0tQ6ZMReG7bzFpL3x9En5WwSQrFbzNxkic0aPi56v3EvnBdfi+o8fon20K2YfvaoGbLYhTV+OFnJiQr8yV990xH65MNSZUwgeoczS6DTJnJR6dGROcjhI37KK+P/62lEd55OEM2RuHCiwldCjd+LSzP6DQH3IhKTWVHsOyzXE90KFo4Ean9lbcPAsQd+aN7hqbxnfqb4+8qCSJAnb1OIIEVMkhRLLlKiSSCEEvzrnSSRkPv+jIoLt5gx8uM/Oee58UNURyVypdRoVwb0cCOzmxx1f55r/fYaf3/4hkyyl3JDwpch2CZ9djmS1YJ8/jUlbnsNRPryTkCU3E0thLt4Phg+oLraexWTLVFyimzt+kM3MCRdGHyPfrCcfaIJilazMsS0add+cIQw2+9YP6RY6GAOVuW69k3taP8cdrVeToxawMncrf85+jQVHUPfAdLQE2BEyQTGEQaNeOyrzkzBm2hZgYLA7sC1que7qRUlK4HDQ/O0UWcqwL5xJ8u3Xk3jTZ8h79n5K295j4oanyf3b/wNJouuhZ6KOUWCZNC5lzvXkKxiu3ohxwolCq96EwLwntvo/OKGfPRSatDpa9EZ2BT5+Ygmwybee8tpsaoKV6F09QypzAHq3e6jdTzgatVqyO+Mwus1nldHVQ1aHnSbt6MhcTbCCiRazR0aVVO5O+SH7AztZFerLPYNoBGsasUzIiZhH6MciniCkzJ1sGXNhyFkZEAhgNDaDrp8xQDnFIOdkIjxehNskHEZzK8oIytypgHDWnO/1d2ibfj6ex57C+fXbwGo1XRsHQa+qRZlUgCQf+yG6lJgQZYAyWjJnmTkF/dBhhHd4EyujKzoD9WhgmVp6TDP2TnecIXPjQMTRMmSC4q8zSVwgROaq4lrI6FDYEnyfPs2FioWD52bwku9pmoN1vNX9D55ovT9yPOu0Evx7+pW+yZZpUSWRz7v/zI4ZDXxp7SWkN9rQOkJkLjTLainIxjp5QtQxBmOyZRoe0cfFDTN4yvUH5r+XyO+f/yJv5u0lz9KvJlkm5FJc9SaFa/6KOoR71GA4Fs/Gu2HHiNvcm/oL7jlwM596Phn7zFJ6jG5u7buOi9xno+ab5Gpw39wC+1L2BrbjNo5smHAguBuX0T0qMhdW5t7w/JMVDdP5V99z3JP8I17I/ZDpttFL+jlqPllKbsQEpV1vISD85I2FzFnnA7EmKKYyF0dViMxNspQiSRI5D/+Q3D//jMTrLkYJzXxZCnJIuHI5XY/+A8PT/5DNVydSH6weUz+R4fHS9/aHwLHJpBoLmrV+l6yP/BtO6GcPhbAT6MkQTq0LnR91fI12vYUN3ndCyly02qCkmb8HX2crtzZfwgZvrPvpiUJABGjVm8h2JUSUOdHtIqsn/qjInEvvptNop1AtiSy7LO4Gii1n8duu+86oc4MgDINgnanMyTYrSmrSMVLmTIOnky2WIAw5M6RCHjIns84oc6cWBmbNCSHQj6DMnQpQ8rLxv7WOrktuRk5MIO2DlST9+sfYL70Q71MvxrQ2aFU1UeXMxxJSotkzJzweREcX8miVuRlTwDDQ9h4adhtxDMncGYwNZ8jcOFBgMwcTdaG+uYHKnE/4qE92U9gWj46OBBTJJRyc7+CpxYeYZV/EhcnX8LvG77DV/S4A9umT0ds60UIOXJOt02jS63AZPbRqTfys/ZuUbUrkBuutSDZrvzLX1IaSnoJksWCbWjJicPgy5yUsdVzEd1N/xXtpB/nWnVmUG4uGLCO05GVF9caNBMfiWWgNLQTrhm/uXe68lOteKUVOjGd3XhPn9c7lpeA/2KxvwF1gNjVrMWTuXAwMtvmOrNKEFbwFoyBzcVI8dsnBas9KkuU0/pm7kbtTfoBFGnuJxizbwgiZC5uNjKXMMkPNJkfJjyVzrl7kpAQOBw+SKqeTrKSOeJzUr92M0eWi56l+Z798dRK9wkWPMXr3ur7VGxA+swdQa+k4wtbHFi26SZqmW+eyzffBx25qESFz+pGtmI83Xuj9G/sCO5CQ2OHfhDFMzxzAnp5NvOt9nd903/cxnKmJVq0RgSDbmzJAmesmuy+ZxqMgc+Fcx7AyB2Ylw9eT7+NgcA//6vvH0Z34aQatuR2CGmqoX07JTj9GPXNhMndyDtiULJPM6QfN1oUzytyphX4Vuc3swQoEUI5DueGJhDplMug6cd+9m/Rtb2BdaE4cO26+GqOljcDb/f4AQghTmTvGsQRhmGWWbvR6c8w2FmUOGDE83Aj1zJ2MxkinO86QuXEg32o6Job75sLKnL+mmWqjCiHD1E7zBZqvTmS6Mosd+e205Ai+0HQxP5jwJwpsJXyn+nragk3Yppvk0L/bHKyEowQqAnv5Qced+ISX2/6rmPhZpVjSk9AGlFmqOeaDzza1mEBlHYYvNoQaIFct4G/Zb3Bb0jdJbDEHypbco5/tcpw9BwDvCH1zAN4d+3n5O7Cidwma0PiW7fsAVGd0giQRrI9uDp5rW4yKOqq8uU2+deQqE8gbRSSAJEl8PvFrfC35+7yct2VMatxgzLKVU6NV0K13Rgb/YymzBDM8fNcAMieEMN0sE+OpCh5gkqXsiMdwLJ2HbWYZXb/7e4QEjcfRsveVtUh200r+xCtzJpm7OO5aOo32SJ7Yx4V+Ze7jJXO9hpv7u/6bubbFLLZfwC7fZoQ/gDxYmQuRue1Bs+x3k28d+wOxvRgnAo1aLQA5vnREt6msi24X2f40eoVrVGr7UAg7WQ4kcwCXxF3LZMtUHuu5f6jdPrEI1pil0pZCc7Cm5mQck/taSk1BSog/ecssI8qcSebOKHOnFgYqc3rICEUeRZXQyYyE+75JZu1mEn/2HSSbLbLcdskFSCnJeJ54PrJM8DJqiwAAIABJREFUdHQiXG7U4onH5VzCBiijzZgLQymeCA77iCYox7LM8gzGhjNkbhxwKHGkqzkRR8uwMqd1ujjUa4ZAz++dCpjBzmXyFNqsPRQellj8Wi/xSiK/nPQCfYabbx++DnnqRIBImWTY0fL33T/lTc+L3Lr9MnKqnTinTUJNTyLYbs5+aE1t/WRuWgkYBoEDR+6TCoYy5tTco39A2meVITnseD4Ynsy5DBf3fvl1/uermzlPvZB1CR9xvfUWAKqUwyhZaTHKnFOOY5pt7hFNUIQQbPKtG1WJZRjfSf0F/5HyY2yS7cgbj4DZofDwHf5N41LmwOybq9Eq6dZNy3bh80NQQ04yyVzRKMicJEmk3n0z/p0H8Kwze7wKVDM4fLRkThgG7lfWEH/5+UhWywkncy16A1bJxgXOSwH4yHd8Si1dRg8/7vg6LmNk58cwmWvTm9HE2N09AxU1BA5Vj+cUo/DH7l/Qpjfz36n/xyxbOQe1PQSsxrDK3E5lB6lyOjbJzhOuB4/688eDRj1E5vQsjFCZpdHVQ7ZmTh6Nt9QynDE3QY2OH5ElmWsT/p2dgc0cDg5fAvRJg1ZrzryHnSzVnIxjosxJkoTzji9gv+qSoz7W8UA4j0w7o8ydklBCJZV6UytGOGPuFFfmJKcTJTc7drnNhuO6y/C/+DpGr2k6plWZz8/jq8z1jpnMSYqCZVrZiMqc6OqBUPzBGZxYnCFz40S+rd/R0l/fipJoNmoeqn8fgMXSEi6Nu55rE76I4feCBMsOF8PqtQAUO6bx/YJH2d73Hg8Zv0JJTYoocwXqJOySg7XefzHdOpdLn52MvSQfJc6BJT25X5kbQOasU6MjDkaC1mg6OdZnu7lh/2wqvLvHfR0ki2mWMpIy919tX2HNJV18a+eNPBP3CqlyGhPkiaioHNIPmPEE9bGBmuX2c9np34TfGDo/D8zSq3a9hQViPsGvfxPjcPW4v8tYMd02DwmJ7f6N1GvVZiSAPLaH2EybGR6+wWf2OIVdPT1pCu16C5MspaM6TuJNn0FJTaLrd38HBipzozNB8W3Zjd7SQcJly1Cy09FPcJllk1ZPjpLPZMtUEuSk42aC8nLv3/mr67e8531zxO3CZM7AoE0ffdirEIKuPz5L1fQraLjhP4/qXBu0Wh5z3c9lcTcyx76IGbb5aGhUTfHH9MzJoR7KXc79zLefw+VxN/FS7xO49O6jOofxIFxKmSPlIbp7EIaBcLnJwSQVR0PmcpQC7LIjZt1n4q5HQuKV3qfHf+KnGWKUuVCZ5bEoYU78+X/jvOWaoz7O8YCcngqShH6mZ+6Ugdfw4DPMnm8pJRmsVoymlkhEgXKK98yNBMfNVyE8Xnwvvg4cv4y5MKTEeIS71wwmh1FFE4ShzjjrCMpcN1Jy0nExbjmDkXHmio8TBbYS6gOVGD4/Wls3CYvNUNYK9w5SOiA9bzq/zXyGcvtStnSYA8e0SXMRO3chWszZpotTb+L69Lv4e9sDbLvJhn+3SQ5lSabEMhUVlV+k/xn/9sM4Z5pkLazMCSHMMsuQ5bS1dCIoyqjJnKYKfsx3OOjdwXuufx3VtXCePQffR/uGLfHcoK/nnNcT+A/rt/vz5SQLk+RiKo2DqPlZMcocmGQuQCDiGDkUwv1yc776JPpvH8J49tj1zTTf+RPqLrtj2PUJciKTLVPZ4d9Eo1YzJvOTMObbllBkKeP77bfTEKxB7zHJXH2mOQgfjTIHIDvsJN92De6X3iZY20iikkyCnDRqZc79ylqQZeIuPtcc9J1oZU5rIEvNQ5Zk5tgWjapXcjxY1WeWs9QER75PGrUa4qXEyLmNhLtar+OnHd/A6O2j8ZZv03z7j8x78cDhoxo4/7LzvwC4N/XngBnZAVAx0xurzCUn0JOiUR/XyizbQm5JvBOv8PBC79/G/fnjRaNWS4qchjM+DdHnwejoAiHIVQsi68eDGq0iEkswGDlqPgvt57Gy76mPvd/yZEGwtgk5OREl0ZxgUnMyEP4ARvf4ylxPFUiqipyWglZRDZxR5k5m9Bpuft/1UxbW5nBn67WAqfwqoay5cHj4SDlzpzosS8pRJhbgffIFwHSyhH6joWMNKTEBhEDbdwg5Iw3Jbh/9uc6citHajt4ytMJvdPWc8iWWq/tWcnZtPlWBAx/3qYwJZ8jcOFFgK6Yt2Iir3rzxEpbMAOCwUk1RpYQ0aSIA23vfp9K1DVnIVM421TvjnbWR43wj734m2Caz+qJ6/HsqIgORb6T8hPsznqBUK8VXUU9ciMxZ0syeOb2zx2xuDylzss2KtWQCgREcLcPQGlt5+fZu9gU+wibZ2efZelTXwrF4FgQ1fFv3xKzrET0cdjZQtsMe6Q0Mo1gupUI/iCU/K8bNEmCebQmGBL/y/ZSgiA1cB9jY+w5pPRYKV+6FhASM7TuP6rsMhHfL7iG/00DMsi1kh38jddrhMffLAdhlB49kvkyQIF9qvZxel6ma1qSaythoyRxAyh03gBB0PWzGFBSok6gLmrPTzwQe53vebw67b+8ra3AsmYOaloyalY7WcuLLLLOUPADm2s7mYHD3uHurhkOH3sZGn2k6FO6/GgqGMGjS6phrXwxA0xFMUD70rmFt90oOl1+P66nXyPjJ3WT+7OuIPi96W+e4znW7byMr+57ii4nfiPSC5ioFpAaTOTjDF0PmJEXh0Nnm43y2bSHTbXOZZzubJ1wPnnCXx0atllx1AnJIEdFrzOuXaS9ERh531pyZMTd52PWXx91EVfAAewLDR6V8khCOJQgj/K440RM1HwfkzHQImu+MM8rcyQe/4eNPPQ+wrK6I/+v+PglyEuu8qyLtBnJOFnpTC0ZzK5LTcVqX7UmShOPmqwmsXo/e1IJWVYOclYEc5zwunycnmpMb2p6Do3ayDEMNmaBow5RaitOAzLXpzTTrDTjHWGX1ceMMmRsnwo6W1Y3mwCG+fCrIMtUp7UyqkpAmmLPQf235BSlKGiVKKQczOyAxEWN9v+pgka1Mcy6gIb0Ho8eN1mCSmmXOi7ks/gY8ew6DEDhnmp+npiehdbkjuWxqTnrkWAPz6kbCXmMnL32hhc+k3MLSpEvZ5zm6LK1wePhQeXO7NHPZ9LbCmMyQEqWUKuMQcn4mRrcrUjMeRrKSSoo9l7ekt1irrY45tvD52FT/EvM+MLD+/a/Iy5chBpG5HqMbXYwvSFlrbENr6YixDR6IWbZyuowOqoIHxtwvF0aRtYzfZjzDwcBuvmv7NoYkqE1sRUamwFJ05AOEYCnMI+GKC+h+9HkMr4/8AcHhf/I/xN/8jwypWgRrG/HvOEDCZcsATrgyJ4SgWW8gR80HYI59MQIRcQodDTSh0aKNnI232vMyBgapcjo1IxistOnNBAgwz7YEGFmZ6zN6TcMWoxKvu4sJbz1G+vdux1Js3v/BwyMTwd4336f+qruj/i5CCH7W+Q3SlSxuT/5OZLkkSUx1FVExwzfkC/PQgiCS0a/g3Zx4J9XaId73xt47xxNNWh05agFScojMVZvkzZqcQpaSO64yyx69iy6jY0QytyLuaixYWNn71PhO/DRDODA8jAiZOwZ9cyc7wn1zyDLSmayqkwqr+v7J+fUl/KzzG0y1zuHF3I08lPU8OjprvWapoZyTidHUasYSZGcO6bp9OsFx81VgGHiffgm9sgal+PiUWIJZZgmg7a8Ydb9cGOqMkKPlMKWWRlfPSWuMNFp0GubYJ0VO+5jPZGw4Q+bGiXyrqZTVdJnKjX1SDkZxCs3pXia1JSI5HFR697DO9QrXZdzFFGU6B4x9SFPKEAcORh2r0FZGq62DgM2I9M2F4dlpDjojylx6EgiB/1CoVCk7hY6gSQCtU4sJVNRi+APDnrfX8HD/ildJdTm4t+B3THHMoz5QFQlAHw/UzDQsxQVD5s1tOvQSANNDZiEDUSyX4sNHe4kZgxBsaI3ZJt5q9gK9HVwVtVwEAlTfdgWN6V4WTr4J5fprkWfPQhw8hOgzSaFHeJjtLuKP/t8e8Tv8wHsvv/b9ov/4um4OegxjRGIze8D3Go8yF8Z5zhV8O/UXvBW/lmfuaqfG0UCBOmnMJi0pX/scekc3rmf+Rb5qBod7DA879G300otLxBp/uF811ar4yy8AQMlKQ2/rQujjI8FjRZfRQUD4I8rcbNtCJKQxlVo+636M8+qLIkrkUFjV9wIF6iSWOS+hdkCZpd7nZeeiL9H7kXlfhvvlptnmYpVsI8YThMtYDRX0DT8mbrmp5lmLTGIaqBqZzLlfXI37xdXorf09iu94X2Wr/wO+mfJT4uXoErEprfnUlfjxpSgxxzoww8PEppTIPhfHXUO6ksXj7t+PeA7HGo16SJkLk7nD5rNKSkkmRy0YVzxB2N10YMbcYCQrqZznvJhX+p4e9wTO6YQYZS5Ukv/JIHPmd5WSEk97InAqQRc697bdSqKcwlPZa3g8501m2cqZYZ1PppLDas/LACg5WejNrRinQcbcaKCWlWBZMBvvE8+jH8eMOQiVWQIEg2Mmc0pGGnJ25rDKnNHVfcorc116O3FSPDZ59OWnJwPOkLlxIqzM1XrMAaA1P5P2BeYfv6jPdC36W+v/YpedXJ9xF2XyVA4blfinFWEMJnP2UoQkaMkPxAR/9+2sRI53YJsYciRLN8mNv9IcJP4l9Qmu3FtKr+4yHS11He/BSmqNmiHP+zcN99KY6eKeNz5DgpLEVKc5i3/0pZaz8WzYHqP8bK5YSWaDiu/PO/DXR5O1Etk096idaDY+a0OYoPgVUxV7JfBCZJnQdYI33MLmXtM0ZNG5ZvmgNGsGCIHYbRLsbdomukUX72pvj3juutD5i/9hHvTfHylJ09s6IURmwmrpUCi1TscumYYM+ZaJI37OkXBb4jf5TPN5/P0/2nnf8sGoYgkGw7msHNv0yXQ9/Cz56kS8wsO64NsEMUuO6kXsQLp35RqskwuxlZkOmGp2OhgGertJ8CsD+7mt+bLj5hQYVr6yVJPMJciJlFlnjCk8vDK4n4Dw8xfXb4Zc79K7+cD7NivirqZQLaFJr4803Purm+jduBf3BtMIaGDMRLaSN2Jw+MCexMqk/u0sk0wyF6wambgEDpmfFazu3/fNvpdIlJO5Ov7fYrYvq83EUGC/NfoZIoTgwOQuzjrQn+9jlazckPAl3vG8Sn2wmhMBt+HCbfSQq0yIlLeFlTk5OZEctWBcylzYyXIkZQ7MUssWvXFUkSanM/QeN0aPG0vhJ7jMkjP9cicbDgZ20ytcfCXpXhY5lkWWy5LMcudlvOt5Hb/wI2dnIDq60GsbTvmMudHCccvVaNv3mN/5ODlZAsiJ/eWDYyVzYJqgDKfMmWWWp3bGXJfRToqSfuQNTzKcIXPjRKKaQqKSQqNRg5qaiOK00zLLnAEsogi31s2qzqf4bNoXSVHTKVOmYmBwuDwFGhoRvb2RY02wmaSmZbZ9CGWukrgZxRF3IEu6OesRrG5AUwWvGP+g13Dxbs9KbCFHy2e7H2O+azLNRnSQ9wbXmzzX/iAXP5vJPG0eAGc5zZy1fd6jJ3N6c3vEQQ3As34Le3MaKNkeh9ANmn//QtQ+xYr5vWuyTNIwuG/OEAaNogFFyDTSwK6g6ZgpPtiA8eJKtt01h0Q5mVKraT4jzZ5l7hcqtfxQN4M4t+mbRjRFOGDso5de2kUbW3XTbCUc3zD4/wdDlVSmW81rOR4DlIGQJInvbr2F0u123JJr1E6Wg4+R9IUr8G3eRXa7+dBeE3wjsr7BiB5I6+4+PGs2Eh8qsQRQs8zygnBw+M+77uUd76vc1nJppKfhWCLck5aj5EeWzbEtZptvw6j7vcKE8Dn3Y/TosSrz255XCBJkhfNqCkMmGnUhp0/d7TH/DZnPhMlcnlpItpo/ojJXF5rMkYTEgWB/rpvsdKBkpRE4PLJ5Sj+ZM+8bIQTrvKtYYr8QVVJjti+tDLlWBqLv12qtAle8n7Id0U6PNyZ8BRmZJ90Pj3gexwphopajFvQrc9Xm9ZNTkshRCmjS68ZsUhLucRwcSzAYy52X4ZTiWNl3fEotTxQpHg08722l+a6fDlM6HY4l6B+syYnxSA47waZWPvJ9yC87v0uHfuxUuh6962NxTx0KSqjMUjpD5k4qbPGbbt/z7Eti1i13Xk6f6GWjd22EwOmV1ad8xtxoYb/+ClDMiovj5WQJA5Q5xkfmLDOnoO05iAhEV4AJIU6PMku9nRT5DJn7RKHAVkKDtRFrfig/qcR0cyy2TWVb3zo0NJYnm/bNZYqZO3dwqkn4xKF+Ba4wROba5jgjjpZg3hyenRURJ0voV+aCDS3sXB6kU29DReWNrmewlk0CWeYjbQtBguzU+3vYXFoX99XeyiRLGdf9OgU1FBiepKaSby1i7zB9c0LTEA0NGNt3IPxDu1UCOM+O7Zs7/PMHqJ0cYEpHCWnXnE/zH19G7/VE1mdLOcQTT1WSqcgNVuYOG5X00ce1lpsA+HbPl83vvt1UUDYXNDPfdg6KZD4ApcIJkJSE2GEOqj/UTDLXLtqoNaqHPfetWn9v1hvBV81zGaDGjaTMAcyxL0JCGnfP3ECoXQG+d3s+s63lLHNcPK5jJF63AoDkVdUAbNY/JFlKAaDeiHYS7HvrA0QgSPxl5/efQ7gcq7mdHf7NvO15hYud19AQrObO1muGNaMZLwYrcwDzbGfTK1wcCu4d3TH0BnKUfDyij6fcf4xZv8rzAtlKHrNs5RRaQiXSIYLQT+bM8twGrYZkOZU4OZ4sJW/Enrla1z6sPonJfYUcGBTSbS0qIDhCmaXh86PVmb/58CTIweAeWvRGznWuGHKflDqDjDY7u/zR9+uOUH9h6cbo8sscNZ9POT/LP9x/wmd46TN62ebbwJOuh/le+1dZ4zk6J9vBCDtV5qqxypyUnESOWoBf+OgyxhZ9MVIswUA4ZCcXOa/k9b7n8Yvhn1fjwTbfBs6tn8RHvg+P6XHHi64Hn6brwadiqjkgNpYAICD8vPP5AP9+xQNc3bSYh3v+h9903XfMzueetpu4u+2GY3a8o4GcaU5IycfQ/MTo85xwY6jTDVt975OhZEdyUAdiiX05TimOtzwvR5VWflKUOSUzHdsK8z18QsosGSeZWzwf/H6CW6P9CUSfBzTttCizTD2jzH2ykG8tpiWxE1uB+eCpz2onrQ3i4/LY5H4Hu+RghtPsqSqRS5GROTjBHDgO7JtzKvFkWHJpLhX491YiDFONCDS2o3W5I+Yn0K/M6c0drLvSTZqaxbUZd/Kh+016VQ/W4gIO2UzFYa/eP7j8R/vDtAUb+b70c6x+OULmAKY450fInNA0Arf8O/5Z5fgyJ+C3JuLPLyEwZxHafT8d9lrYpk9GinNE8uY8729jR7c5C3f2ghvJ/cYN6N1uWv/2emQfSZIoVkqplCpR0lNilLndutmD9yX73cSLeLYYm3mr72UC6zfRni44bK2NCguXJAlp1gyM7TvQhc4m7QPmK+b136IPb6axJUR2FitLWRV8BejP4oMjk7kvJX2LP2a+RII88sBBeDwE7/vpiKTY6HGT7k7gn3kbWeq8KGrdrr6Nkf7IkWCZkItjyVziH9+KAA6IfaxQL0NBiVHmel9Zg5yciHPJnMiysDKnt3Tw664fkCyn8ouMP/P/0h9lg28NP2i/45javzfrDUhIZCj9oapz7WcDow8Pb9YaWOQ4nyX2C/mb67cERP+sYZ/RyzrvG3w67ir0umb0RaapSLgPK0zmtHAshFYdIeY5aj5Nev2w37feV0lmvYVSoyyGzFkm5Y1YZhmsrIXQcQOhMst1XrM39FzHp4fcR+9yUVqdxk7/5qjl2/0bcQSt5G/VIs+PMD6feBddRgfn15cwsyaRa5rO5gcdd/C0+4/c13HXMXW7HEjm5IEGKIqCFB9HTiieYKylltXayE6WA3F5/E30GF2s97xx5I3HgG2hst/BqujHASEEfWvNKoK+VbElpWFlTi3MJSAC3N/5PZbUFfCrb+/BK/v4UdqDXBX/eZ5zP0aTNnJf52ix27+Vbb4PTrh76lCQj7Ey1/vWB1SedSmHF1x3TI73ScVW//vMt50zZB+jTbaz1PFp3vasRBqgxn1SlDkA5123Imdnok4fe4vFaDGwzFIuyBthy6FhPaccgMD66DGV6DJV+dOizPKMMvfJQoGthI60XuQJqQDUp7RSVCURtMWz2f0Os+KXYJVNAwubZKNILuFASgtIEuJAdDlloa2UxuxehMcb6Z8ZbH4CoKaZZK4z0My2eW1cknoLl6R8Dk0EeafnRaxTi6nMMIlImMzpQueF9j9QHr+cyc3mLFc0mZtHY6Cabq0DUVGJ8eTT4LCjXHk5yg++i/qH3yGVz8d46ZVhr4WkqjjKZ0ZMUNrue5D9s03SsqT8cyQsnk78omk0/fq5KGONYrm0P2tukAHKbn0HMjJTlOlcYv0swqLwvY7b6anfz+YF5iB4IJkDkGfPROzczR5tB27c/Lvtq9ixs00fPqtui7aRecpCLrZczh5jJ3VGLVpjK4mSi7Q4X8x5DUa6ksmFcZePuA2A8cZb6D/6Gca694bfxtWHnBRriSuE4M6Ki/i3g4tpCRx58JV44yUomw4TJyXgwcPZ6rnkSHlRZE7oOr2vrSP+kqVIFktkuRJ6eW4NbuBd7yq+nHQv8XICVyV8njuSvsuzvY/xJ9cDRzyH0aJFayBDycYi9Z9DoVpMqpw+qvBwQxi06o1kKXl8Kek/adWbosKj13r+hV/4WOG8Gu/WvTi2N5OgxUdMUCLKnMtU5szMQJPMZSl5BIR/WCWpwagju95CmW0mLXpjVBmqpaiAYF0zIji0khkusZSsloiSss7zBqWWaRFnz8HQO3uY0phDtXYoqqRtu28jU3qKUHRzQmAgFtrP4+r4f2OWbSFfT76PRzJfZn1BDb/JeJo67TDved8a5sqOHU1aHQoKmUpOZAZYeLzIKUlIkjRuMlcTHD5jbjCWOC4kVU4/5qWW+wLmRFVlYPjQ3BOFwMFq9FDvW++q2OeJVtOIZLWgZqXxlOsPPNjzM+bbz+GBP1zFo19awi2Jd3BP8o8wMPhjzy9i9h8revQuOow2eoV71NmWxxP9PXNHp8wZfR4zb/Si29BbO9DqmtE7T45S0lMNzVoDDVrNkCWWYVzovJxmvYH9Wf2TlvInRJkDsK84n6ym7ceVEEViHiQJJXfs11bJykApLSLwXvSYygjdF6d6mWWX3k6ycmo5WcIZMndUyJMnYCiCnslmaVNNYguTKiVaLD4qfLtYEH9B1PZlylQOcgAmFGAcHEzmymiIM0lDuG+ub6c52HTO6CdzitOO7LCxfsFhdEVwReqtTHXOJ99axJtdzxKYk0d7hkmiwmTuPddrNAfruDbjDrRQ/5clt3+2a6AJiqisMtc/8L9Y/vh7LPd9D/Urt6HcdD1i/wGMquHdAh1nz8a3fT99b2/As3oDe2f5yfJnkBVSXHK/cQO+inq6Xu0foJfIpdQa1YiJGQQHlVnu1ncwWS7DITlYblmBJum00MID1+xiywKB3a8yzTY3ah9p1kzo62NDs+mKdY56PjOVuWzRhlbm3MLNfmMP85WFfNpyKWCWWgZrGkmhm3hfW8x5jRfa3v1sLjfQK4e/hnqPOxLyOxC9hotew0VD4DBfqbiAtmDTEHv3I/Gai0CWsfvNvqty9Wzy5IKoMkvvpl3obZ1RJZYAcrwTyengDyXPkyZn8vnEuyLrvpHyE1Y4r+Z/Ov+Ttz3Dk/uxoFmvjzhZhiFJEnPtZ7NtFGSuw2hDQyNbzWOp4yJKLdN5tOdXETVtlecF0uRM5tvPiSiu+e6MSDzBwDJLIQQNWg25ITKXHSJVw5VaNliayKy3MCV5AUCUOmctygfDiKgkgxEmc44lcwlWN+Ax+tjsW8fSYVQ5AL2rhyldE4F+hchv+NgX2M4Mr2kbrXdGO5ZKksQvM/7CH7L+yd0pP+DCuMvJUydwUdyVpMkZPOX+w7CfN1Y06rVkKXkokoKkKJGBg5RsvuBzlYLIdqPFaGIJBsIiWbgk7jpWe1bSa7iPuH1DsIYPvWuPuN2+gDlRVRH8+MmcJ6TKxV9xAd71W2NiXYK1TagF2SBJPOl+iNm2hfwh60UW9s1BbzInJvItE7kq/gs84370iLEeR0JVsD9gd2+I9H6cOBbKnOeDj6iafRVdDz9D6n98gdwnfg7037dnMDZs9Q3fLxfG+c7PICPztnM9hNQ75RPgZnkiIakqktNhRj4MmMQdC6xLFxJ4b3NUFYjRZb535NRTV5nzCz+9wk3q6arMSZJULUnSLkmStkuStGXA8q9JknRAkqQ9kiT974Dl/yVJUkVo3acHLF8RWlYhSdJ3Bn/OqQLhciGCQbK6TfbePsFHn+ijOd7FpCqZLQ7zZT8/IXqQXCZPpdI4hDa1JFaZs5fSI3XjTtIiPRCenRXYCrNRByk1SnoS736qhdK2fIocU5EkiU+lXM9m99vsLTeJ3ORgMQeNfQRFkOfaHiLDkst5SZcTDA1mw85mAFMcIRMUz1ZEiKxJRdE17fJnzP4t41/REQED4Vg8G3Sdxi98F6EoHCrXmRu3KLI+7cpzsRVm0/h/z0SWFSulGBg0TVfRhiiznKaYpibL1AsBmBV/Di9e2cu/rtCYuicpSs0BU5kD+LBvNXlSAQXyBOarC9mpbxuy12u7tgUDg4aefWzqeJ0iuYQ3gq+i7NiGLHRkXYOa0Q88R8Jbrle4/I0AH7YNfw0NV++QDmwdQZNQXpt+B23BRm6vWE5ncHjFUM1KJ+6ChQR9XhQhM1kuI1+eQMMAN8uev70Eqkr8inOi9pUkib2fkthSUMHtyd/BKffnNMmSzP0ZjzPNOpevt95IbbBq1N9/ODRrDWSrseUec21nczh4kE595D6VSM+dkockSXwp6T85GNzNeu+b+AxuQS6jAAAgAElEQVQvazyvcVHcZ1EkJVIym9+eFNMzp/X00m104hF9EWUuO0QyhwoOdxk9uKx9ZDXZmZJmRhIMNEGJOFoOkzUXOFSLkp6CffZZBKsb+dC7lgCBYfvlwCRq0zwmqQn3ze0NbCdIkJlidmSb0cAqWbkm4d952/PKUQ/mwwgHhocRHkyH+yjSlEwsWMYUTzCaWILBuDz+JnzCG7E6Hwpdegc/6/gmy+tL+VzzBbRpw0/aBEQgoshVnhRkbjNqbiapd92ECATpWxtddmvGEuSywbeGquABbk64AzBzSY1uF4bXB8Adyd9FF9pRq3MDydy+k4DMKeGeueTxqQRdjzxHzdJbIKgx4Z2/kPV/38Y2w+xtD1Qcm/fBJw1b/e/jkJxMtc4edptUJZ15tiW87XsVOSP0N8w+Q+aONaTEhHH1y4VhPacc0dWNtre/XUiEydwprMx16+ZE1+nuZnm+EGK2EGI+gCRJ5wNXADOFENOAX4WWTwVuAKYBK4CHJElSJElSgAeBi4GpwI2hbU8p6G+uwp+VhNi2lcwWc5Dbmt1HlRFyW6uy8JF9O3FyQkTxCqNMmYqGRvXidMSBg1F9OGFHy7byxIgy59lZGWV+EkbDnAB1k32saD0vsuzTydejo/NWiWlAcmntYoIEWe9bzQb3G1yV+iWk11ejNbQgJ8ZHBXgnqMkU2ErY69liKnNxcZAZ/QCVS4qRJpdg/Gv4PhTHIpN4aQ0tdDgU6grdzFb7r4GkquTcfS2uddvp3bof6I8nqD/LQG/rxPCZZLTb6KJe1DI9ROYy5SxmKLMJaH4mVEv0pAimrlNiHJWkqVMQqsKHcbtYpJokZZ6yEB++qB7CMMK9dOtanuORpvtYrn6a9do76I17ECFnKblx7FbqQ2FnajUA1fLwgwGjpxc5MTbkNkzmLki+it8WvUaTv5rbKy6kWxveSCLxhktwxQVQg5gGLXIBjUY9hjDw7TpI96PPk3L7dSjJ0aVIQgge/3Itad0OPpdwe8xxHbKTBzKexCP6+MA7cuzDaNCiN5CtxJYVzrWZBOkj/8iGEy26SebCKtpl8TeSqeTwaM+vWO99E4/oY4XzaoCIMp3T6KBBqyEoglHK3EAny4HHHEqZC2+b25tOtppHkpwSq8wxfNZc4FAN1smFWApzER4v73atxC45KLctHXJ7YRgY3W5SHDlMUIsiZC4crh7OPBwtmQO4IeFL6Og85/7TqPcZCeHA8DDCg+lwgLgsyWOOJxhtLMFAzLUtJk8t5NddP+SBrh+yzvMGLsO8Lj7Dy8PdP2dZfTF/cf2acvt5RwyprwjsJUiQ6da5tOpNkWN9HAj3yzmXLcCxdD6S00HfoFJLMzA8hyddD5Esp/KZOLPXKxJPEHKqnWAp4rPxt/C0+xFatZHV/pFQGdyPisokZfJJocxJTidJf/4/HF+8cVz7dz7wOPb505i08yXilpk9QpaiApDlM8rcOLHF9x6zbOUxE7CD8am4K9gX2EHzzASQ5QipGyuOtVHX6QQ5Nwu1LHZsOVpYl5rvmoF9c0ZXuMzy1FXmIoHhpzmZG4yvAj8XwrQME0KEZYIrgGeEEH4hxGGgAigP/VchhKgSQgSAZ0LbnlKQis3ZYePAPuJqDaxemebEDqp0c8BRUB/PrvT9zIk/l74eGcPoJ2xnySFHy1k26O2Fpv6X50Sb2fDatiAB/54KDH8A7/4a4mbGzka/f0E1Fp/EhaLf7XCyYyYTbWVsdG7D6pM4b6OpKPy950FUVC5/M4HgZ66EXbui+uXCmOKYxz7vVkRVNVLRpCEblOXPrMBY8y7C44lZB6CmJWMtm4RQVKouTkFIglnKvKhtMr94KUqCk8YHngUGxBMUhtSRkHK4xzCdksJkDuB89SK2qtv47x+qxHtUylfHEaiMHhRKdjv1yybRnOAeQObMl/FQJihbtA9J0uOxGgq9hosMXyJ+/Gyc14p/+jyEasHqc6G7+2L2HSv25ZuW+Y3W4e3ADVcvyhDKXHtooJWh5jAv4TweKFpJrf8gd1RchFsbuodDu3Iu3ekGkm7QpjeTJxcQIECr0ULL1/8HIz0O7w8vjTH3+MD3DjuntHHjsyXDugdOspRilxyjdpscDl7DQ4/RFeVkGcYM23xU1COGh4dz4MIqmlWy8oXEu3nft5rfd/+UJDmFRQ5TJQ8rczmVMjo6DVpNlDI3mMxlKNnIyEPGE9SHAsrz9BwkSaLMOiOKzKl5WWBRh3W0jJC5ieYM6Xrfmyy0Lxs2rNTocYMQKKlJzLDNZ2fAVGO2+zeSreSRm2ySHb1j9D09hZZizrF/imfcjx510LYhDJq0umhlLkziBszWjofMSUgUqqMffMiSzA9Sf0O8nMiD3T/l31pWMKcmhRX1M7igfjK/7PovFtiW8lreDh7JehkVdUQyFy6xvCzeJAcfZ99cuF/Oef5CZJuVuAsW0jvABEUEAmiNrXSd5eAtz0tcl/DFyG9qqODwO5P/G00EeaTnl+M+p6rgAXJb4il6N8Be/8dP5gCct96AOmnseV3BhhYC+6tIvG5FVMm7bLNimZAzLjLXrDVwe8uV7PPvGPO+xwNuw8W+wM4jb3iM0Gf0si+wg3m24Ussw1juNPvP31/uR85MR1KUI+wRi/Xet5hVk0RdcPiWhk8yUlf+lcRf/2jc+ytFhcg5WYPI3KmvzHWFqoBO2zJLQABvSpK0VZKkL4eWlQJLJUnaKEnSu5IkLQgtzwMGvqnrQ8uGWx4FSZK+LEnSFkmStrS1HbsMnGMFaeIksNkQ+/YSrG8jvd5Ok62ZSsMkcw4phab0TlKazqUs28VfH+lXjkqUMiQkDhSb6pNxsN9SOsc2ERWVlikygX1VeHZXITQ9RpnzGz4+nF/JgncSSM7st68Nl1rWS/XkNziZsN6Disp7/rc5P/lKUv9sukhKdbWoubHuUFOd82kK1NDZegCpONY2GEC+ZAX4fBhr3h32+sR9/ip6dTstd5skbfYgMqcmxZN522V0PPs2/vpWkqQkMqUsqrNM44hwqWXYyXIgmbtAvYigrOF3wIa/f5/ivXb8+2Mf1psvNQ1pwmRugjyRdCkjKoIAzBnujdr76N5ebsn8T/KtRRzo2EBCwM7qTxvo556PmDgJG/4jOlqOBnvLzNKmpsThZ/X1YZS59pAyl2Yx+w8XJl7I/ZNepNK3m5/WfWXIY21NMImWqkFdsIp82RzYHHrnBTxrNvLcUxksd8/h7Lp8vtV2Kyt7n6ZDb+OBru+T6UrkoidizyMMWZIptpx11CVnzXo0ERsIh+xkqnXOEcPDW/QGFBTSlf5m7psSvoJTimNXYAsXOi+PzAaHy4yz95m1/jXBiiGVufxQZqAqqWQo2UMGh4eNHvJl8z4ss8zgYGB3hBxLioKlMJfAEGWWhseL1tASUeaa8wNUK9XDulhCv+ImpyQy07aABq2GDr2NHf6NzLItRElLjtputLgp8Xaa9DrWel8/8sYjoF1vIUgwisyFDSgGNvSHs+ZGi5pgBdlK/rAkdzh8Ku4KXs37iO2F3TyRvZp7kn9EtppHiWUqz2S/y2PZr1BmnY5ddnCWdeYRyZxFtvOStBJD+nj75sL9cnHLzFdu3IpzCFbWEagIZRY2tIIQvLJgFwYGNyb0Px8iytwAMjfRUsIV8Z/jKfcfaNPH95w7HDxAfpWNwnVemvQ6uvSxRU+cTPCsMX8HcRcsjFlnLZkwrjLL59x/4k3PS3y++VNUnAQGOo/1/IorG8vpM3qPvPExwHb/RnT0EfvlwphkmUyJZQrvfTqA8ys3j+vzVvU9j094ecfz6rj2P92h5OUgp6aMe39JkrAuLY8yQRFdPSDL/QYrpyDCZO50VuaWCCHmYpZI3ilJ0rmACqQAi4BvAc9JppwTK+mYZHC45dELhHhECDFfCDE/I+Pks6SVFAWp7CzE/r3461rJbE6gXq+iUjtAZovEoflWAP561yL8fti5rX+22yk5KZFL2ZkZCggeEE9gkSzk2YpoyvciAkHcq80XinOQMre252X6nH7OW5kc1fcGZqllwAJxhgOxq5oskYXb4uMa7WrEerP5WG5rHVqZc5qka7/9MFLx0MG88rnnQFwcxmvD93x1rtuDUlhAxaxecqRcsuTsmG1y7r4WYYhIiHixXEp1kjmICJuN7NZ3kCalky3lRPZbqC7B7pNZe76Btdzs8wvsj+3Z2lQeJLEHzuoyB/eSJDFPWRjjaFkv6uignTi/hVsyv8nlabeyrXctizZZeevTBtLsaTBjOlYCaHXjL0ECcPe1cbjIJBCNad5htzN63MP2zKmShUSl/wG8JOlibsq4h3e6X6A5EDs43qi9j2LIqBpU7VtLvmSWv+175lGkOcW8UrKBObZFzLMvYbXnZe5pu4kFtZls82/g1j0XozS5hnViBCi2TDnqgUm4fDF7GPfGqbbZHArsGfEYTVo9GUp2JG8QIElJ4bqE2wBYEXd1ZHnYmTRzu/k3qNEqo9wsG4LVOKU4kuXUyD5ZSt7QypxWjd0jk5ZoXtcy6wx6hTtCCCE6a26rtom/+/8C9PfdmMpcHtvONZXf8xwj9Mt1uQBMZc5qli+v86yiVqtilq0cJSUUBTBGMrfceRkZSjZPuY7OCCVM0HIHlFmGlTlpQClvjlpAi9YwaiVwLLEEQyFeTmCJYzlfS/k+f81exeM5b1LuiHbBnWVbyC7/5mHPaV9gO5n2Aj4w1iOp6sfaN+dZswk1LwtLsUmawz2vYVfLYE0jmip4sWAN5zpWRHIVYQCZa47uQ70z+XsEhJ9Hu8euzulCpyZYQd5BmaJ9JuEOK5mnIvre2Yickoht1lkx6yyTC8eszAkheKXvacosM5AlhZubl1MdjM0GPJE4ENhNQPhjIk6OF7b63kdCipTOHwkXOq9gS/I+xPdvG/NnCSFY730TIPLvGRx7WJcuxKhrRKsx329GVzdSchKSfOr6KoZdq09bZU4I0Rj6txV4EbNksh74pzCxCTCA9NDyggG75wONIyw/pVBn1LLikTqenbiJvqYmsnvTaPBXUeXbw6RK2DIjgLNHJad3MmdNk6k4GD04WKAuZrN1O8JhjyJzQggmqJOpDzlaut/6ENluxVESrVis7PgL6V3xTN3sRE6PnlnJtk9EU8Hn0PAfrEb4vAirhdn/qDY3yMxEcXdjGYLMneUMmaCU+HhsRTVNRuyfRrLZkC88H/1fq4bN3fIdbiS+fCo7xUeREkvtJ/9D4Mr+fB77xBzSrjqPlkdXIgyDEqWUKqv5ghyozE1XZkWVe9qwMW+Dg3fPN1BKi1HzsggMocxtnNjE/E0y0o7+EsB5ajkHjf30iP6B7irviwBc5ryeFEsGl6Z+AQmJhEY3bdmCfZO7kRctQEagbz26wcnufSsRMlj90JQVGHIbYRgY7j6UIaIJOrRm0tXsmPLXa9O/ikDwfHvsQHyT9gHT5VlIQNWeteTJISdBawu7Hy6n2+jknpQf8/vM59gyoY0XczfyjeSf8PnEu7jSfSkIgdbWNeS5Gn0eMl9roFGvParZ3ZGUOYAJarFpeT6CK2GL1jBkmeZdyd/jOyn/y3mh8HWjz2OS5cR4kip9OCRnlDKHENT7q8hTC6Ouc7aaP2TPXJ2/kqw6S+R+KrPOAAaZoBTlR7Lm/uR/iG97v4YQIjIgtEwuRElOZNtyH9k9yUyylA77PcMkTUlJZJptLhKmUyGY/XKSqiInxo+ZzFkkC9fFf5F3va/ToI3f3CG8b64yUJmLNkABk8xpaLQPUoH8B6ujYkvCqA4eHZkbDWbbFtIr3FQG98esE0KwL7CDNNWcmEpVs8c8ieE2XPyl5zdHXYI4sF8u/Bu1Fk/AUjIh0jcXrGnkw0+5aVPbuTnxjqj9lYxUkOUoZQ5MNeTyuJt40v0Q7frIUSyDUa9VEyBA7l4oaTMn33ZUDT/hdzJDCEHf2x8Sd/7CIQel1smFGF0utDGUMu8P7qIyuJ+bE+/giezVBEWAm5uWH9W9drSoDppjj9G4BR8LbPW/T6llOonK6PqpLnRejoY2rmqBGq2Seq2aJDmFD31rojJHz+DYYWDenBCCLl/LKV1iCf3K3GkZTSBJUpwkSQnh/wcuAnYDLwEXhJaXAlagHVgJ3CBJkk2SpEnAZGATsBmYLEnSJEmSrJgmKSuP/Vc6vmgxmvAmKNz9w3au/NVDHJztxyv5OSQOUVQps7GglclbE/n7H73MK1epPBgdoLpAWUyHaKdmWQEiVGa574pvs0FZiuXhj6jTqtAlQe/bG3HOKkFS1f7PDtTzoftNlm0rRRISQor+81XoB0CCHks3m8/pxOvtxKcG6XnhSaSlS5AWLsAi/EMqcwlKEhOMAtafZ/Dd+c/yROCxIb+/fMkKqKlF7Isd9AAEW7sJ5js4aOxnlmISRP2FlzBeegWjojKyXfJF5WidLvzVTRTLpbTSiiffQbC+GU1o7NN3R5VYAmj1zSx5S6aiTNCQL7CeNQn/IGWuy+hkv6Oa8g9lxPZ+AjZPWWiaHGgRM1ae7n0UScA30v4fANnWAhY2TqRmkkDW4Z0J27FcYM7gG1u3Dfl9R4udTasBWPi+SlOOEWPcAmCE+vLkIaIJ2oJNpFtyYpZnV3hYar2Qf3Y8gt/wRZYHRZBt+ibOtp1HittBbfsuEup82LwSXctyeWnCu+SrE1liXw6AIinMspVzV8r3uC/td9gzzYGr3jK0k6Rn/VYynzN/v0MNgEeL5lBg8VBkDEyDBjDLRIdDi94QE20ApjPal5O/hSqZ91B4AGufNw0JiQlGIbUDlDmAhkB/LEEY4eDwwaj3V5LZYImoHaXW6QDsH2iCMikfvbMHvcdNt+iijz5cuCJkzjq5kIAIsH1RL+W7c4fsVQ3DGKDMJciJFFnK+Mj/ITIyM2zzI+uMMZI5MI1QBILn3EPf96PBPv92ZGTyLBMjy6SIAUo0mYPorDmtuY2qaZfT83i0+2S33km30TnqjLnxImweM1SpZZNeT7fRSZxqfodkNW3UypzX8PBI9y9ZVlfETzrv4Z62m9CENu7zDBw4jN7SgTNkyhFG/Ipz6FuzCcMfIFjbxGuf6yJPmcAyx8VR20mKgpKZGkPmwOydC4oAP+74+rCTdUMh7GSZX2Wl6NYvktZiYcf+YxNbcqIRrKpDq23CuXzRkOutJeZERbBi9Orcq73PoKCwIu5qSq3TeDz7Ldyih5ublh+V6cx4oQs94hC7zTdyCftY4HrudfSu2GePLnQ+8m0YVYllGLNtC0lXskZ0ox0OYTXuruTv4xF9kUiEMzi2UGdMQUpMILh+Iy/2PsHF9z5OW7Ht4z6to0KX0U6CHOuSfipgNMpcFvCeJEk7MEnZa0KIVcCfgSJJknZjmpl8IaTS7QGeA/YCq4A7hRC6EEID7gLeAPYBz4W2PaUwX13Iezse4qkboWS3nbfPrqSuADosPaS1gye3m9LNSaRqbRSXyjQ3Cdzu/hfjAtUsM9hyYRziwEE8ew/TtfI9Uq88l7PmfZqgXdA9LYGkRVMofebHUZ/9VdfnaMoSnL9hEgIJvStarThgmAMMSxAe+VEzcR7zz7tPPYhyy02IrBxUNNTMoWfHpvTks32uea5DOT8CKJeYPT3Ga7EzZoY/gN7tpnKqG4FgljoP4fcj9pgKmfHcC5FtnbPNmfa+7YcijpZN5XFo9S1UGAfx448hc75te1m6xrzJ1to2YDuriMD+w1EDj426OdNYfigdY3t/g/dcxewvCZug1Pur2Cf2kGfkkGM1B5dC07j0r710psOk/VZWJ76PPGcWBjLSgX7r7fFgD7uJd8Hcvel0poO3NXYwYLhMhWu4Mstwv9xABK+6gasfctGttfNW9z8iy3fp2/HiZaGyhHy5kKb0Xuou+SpZDVYaz0/mA9/bXBf/RWRp6EdAxCiheWgyF9h/mIJD5oP7aMwgWvQGEuQk4uSh6+wnhEwvarXhyVyzPnS0wWAEQyWW9vnTAMj3ZfcrcyES1SjqyFMLEYZB3ZVfo+/tDWQpebiNnhgFssGoJauun8wlyInkqYUcCOxii3sta7tfxlLUH0/QLbpC+9UROFSDkpWGkhDHR74NeB0ac9cN36MIA5S5VJNUzLSZv+nJlmmR66ekJo1ZmQPIsxRynuNinnU/Ni4XOCEEr3ueZ6F9GYlyP3EbSpkrs5ikd433X5Fl/v2HQdPwbYs21AlnAU5Uj68yN8lSSoKcxI4hyFy4ZFCVzRJ6p5JAnXY4avJkMPzCz996fsd59UX8vOteZtoW8M2Un1ER3McLvX8d93kO7pcLI27FUoTHi/e9rRzq3cnOsz3cmHh7VOlxGGpOxpBkrth6Fvek/JhX+57hGfejoz6nMJnLq7JinVzIWb4SDsQdJlB5dMpTp97OTzr+g8ddD7LDvxm/6bUWgRCCNq2Z9Z43edL1MC796MO8+94Zvl8OzMkXGH3WnBCCV/ue4RzHp0hTzOfENNsc/pq1ina9mVuaL6Rb7zzq8x4LmrQ6AsKPU4rjI/+GMRH34RBsaKHh+m/S87dY8nUwsJte4Wb+GMicLMmc57iY972rx3x+73n/P3vvHR/XXWb/v2+Zqt67ZEm25d7iXhI7ncTpAQIhSyCbLH35LhBg2QUCm4VkN7BZOgQIEEgPKU63neISd8tNVrG61aVRm37b74/PzEgjjVxDFn7k5JWXkrkzd+60e5/zOec5z2uUqhV8KOUOVNR3zWrpN33ntRDzf4W7+z7JS76n3vX9SoqCfc0ywtt2syO4mZDd4PXLEjt5/lbgMfr/Ji2WcAZkLpI+uTDy71zLsu6N3B62LOtjlmXNsyxriWVZW8c95l7Lsioty6qyLOvlcbe/ZFnWzMi2e/8yL+kvD3n2XDa8CQ/emMOvn/kyyV5weG24I7XezL1phNt6mD5TvL1NDWPWoVnyHFJIZd8SHau5hd6HnkNSFSp+9hUWX/dxAAYvK4DhYZzTxpSYnfo23lDfJuAGyR/GREbrjy/a6o3jyMjMUxfjTzZY86Io8I7Pl1FuvgEjPRMJUKc4IVWdTKEvItpNReak4mKkBfMTjijQegdpm+1lx2yh1CxSLsA6egx0HWw2jMfHTijueRUgy/iqG2KJls0XSByxH4uFn8xNQOZm1UJ+n8ob+mvYZ5VjjnjjCMcufTs2bCyRl2EdGnsN6XIG0+WZsRCUh3r+k5AdLnVsjN3H3LyVtc+NkOJ3kOyVOCwdokvqRnOlIp88v8LkeMZJZtdIFKkiXKZzYPI6hjEsvkBKotEEenfM5hWFpWlYjU1c8OsaptmreLzvR7Ftu3WxGrlcXU1p1jx6S3TCNY0U2cqosdUhI3NTyu1THu/pyFyorpnCVjuKIZ9XGES33jGlxRKgVBXKXJvemHC73/Qxag4nVOYmIpqU6oqSueEs2vQmNK8PW34mQZfBkDRIkVqG3tWH99ktjD7/RsLxBMPGIKOyl7yTtjilW4SgHOGnXf/Ot9puxyoX28JNY2Su0zyJdqItVhi+FXgFxZCZt0k7ZeFiTEgLi/bNRVUlOHcyByI0ptfomhQa4DvSyOBLp7Zj1WpHaNLqYhH4UURHE8jjeuaKbdO41H0tj4z8BL8p1Ggtkkobqon/nKO9RWV/YWVOlmQW2pcnVOZqI2ROl8R5XJXtmJg06fWT7gtiJt21HUu4x/MFKm2zeLxgG7/Nf5nPpH2dCxyr+eHgN2Ov+2zhf3NvXL9cFEnrlyHZbXhf2c6fZ7yNqst8KOWOhPtQC3Iwpvhdfzrta6xzXc49ni+ccfJik1ZHmpFK2qCKmpfF/Ioraa8M0fnDX57di5uAV3xP89uR/+HbA5/jhs7lLGxJ5YbOFXy17w4+1nUpy9vyWNFewMd7ruCbA5/hj6Pn1/MJ4N+yC7UgB3tV4hAwW3mxGE9whiEoh8N7adeb2Zh0S9zti50r+VXeCzRoNe/KcZ8NmiMWyw8k3cyQ6Yn9//kgGhCmJQgK2xeKDAs/gyTL8VjqXMugOUCz3nD6O0egWRrvBLay1nU5KXIqS5yr2RaYepzS2eD6zmX8a/9dp79jAhwPH2aT9/F35TjOBmErzFPe3/LTob9MuW1ftwL9eAMHfeIzfmVV4uTmvxUMmv1/k+EncH6jCf5uIVVOx1JVnLKfVepF5PXbuPa+Kjz5LjLVXPJbkgi1dVM5U6yKNtSNWS0VSWGpuoL95b1gGIz87jkyrlmDPTeDUqcgNT3zbITrWzFDwooXtIJ8znc7coQT7q5qxURG749fiawza6iQp7Mx8zYkJK7/dRYpIxK1VxUjZWSgOwRJULyJiz17vxfdBrnk0mg2ELBESISl6xyc9RG6fylW3eSrr8TcvhNrOH4/Wo+HJ77axPPFm8mT8imQCzEPioJA+dQ/Yh0+glkrVnEVlwPXrFJ81Q2Uy5XIyGxe18o3vrqV7aEt2LBRJc+O23/wYC12l8r6Y/m8qW9GqRIFTbhurG9ul76dRcpS3HMXYx2vxQqOrZ5foKxgv7GbzlArz3h/hyXDOvslse3G7/+IPTmT9TVzGMwTq8CvaS9i5OShDvWfMgzkVLAsi7qyEebU2ChQpgFwcmAyWZ5KmdMtnUG9b5IyZ7W1g2EghcJ8sP9Sjvn3ctQnVu73GDspladRIBdS4phOb7GGNC2fsmnL6LW6ucj1AQqmCB0BUPOEZzw6j2oiwrXNqLpEUZf7vMIguo2TMSLW/cXv0XP3f8dtT1XSSZczadUSk7nT9dyNR7TgcC4VylBhTzJhK0S/04OjOJeBIvGZF6llaC1iv+ETbQkHh0eTLPM6bAwVSLFezCr7fJq0OtpDDYwaQxzIF993rfkkw+PIXHQsAcC2wKssGJyOqyuEOTQy5fEbnmEktwvZIRSihQ5htVvsHAsVkM+DzK13X0W+UsQDg9+Ii/Q++d2Hqbv539CHp+6NfNn3JDIyVyTdGHe7FHjx6egAACAASURBVCGe0oTktLvS7mbQHOApbyQQJqLiTCZzZz+W4FyxyLmCuvCRSUSrJlRNmVqJx4r8FmSh4k6lSB8K7aFBq+GerJ/wp/w3WOYUASWSJPHVzPvpNbr4zfAPz/r4EvXLRSEnuXFfuJTubVt5eWU964/MIFtJPGxZzc9OqMyJlybzQM4fSJcz+Vzfh07ZqxpFk1ZLmU+M11Bys5iXtRpThSM7n0CfwqZ9JqjXjpIspbCtuIUf5z7J7Wn/jFNysdX/Al5zhEvc1/LNzAf5U/4bVNpmsTv45jk/F0Te3627cV+yckq789mOJ3jB+xh27FyWdP2kbStd67nAsYZN3sfO67jPFs2RRYibkm8HYP+70DcXXShL9L3aH9xBrlIQSwg+U1zgWA1w2tE041Ed2o3XGmWd63IA1rmu4Fj44DmntEahWzqNWi1Pex8+p77XHw1+hy/3f/w9V/b6IjbemnA19acJEjsX2NctZzjdpMVqorDDRn3hwF/ked4rDBr9ZPz/VZl7H/HYzW5W2dZRsy4fpxTAXVxAanga4ZIeqpeGWZZ8MY6iXEKtPVRMl5EkEvbN1aSexJtsoXh6yf2kUIey1XzccjJd08JgGDGScn/wOzRbTeT0QToZ7FnQhYWUUJmbKc/mlpzP88SsIyzKWsCs43B8cSSWHfFX7kvc4F6b1AYWrNGWY2JSZwjL08jOowTq2vDuEf+vXHUF6Drm6/EDo7XeQQbzw3hcXmbLomC2DlRDairqV78EkoQ5Tp1LWjQDX/UJHJKDUnkaTYXCbrIt+Doz5dnYJXvc/oMHalAxWH+yikHLw8vzhI0ymmgZtIIcNPayUl2LvHA+6DpWzVjBdYG6gl6rhx/1/TtBh/hMlqqiN8IaGcH88/Mot3yQDW+WIFuQZWXyqrYJs6wCyTLj9nU2aDNbGE0xmdWYQmFyZEj60OQ+M3NYFE4Te+YG9V4sLHIm9MxZTWMF9wc2KSTJKTze9+PYyIXlirgYFqvT0BWTlOqfY0gGumRyc/InTnnMstuFnJI0tc0y8t0srlXOK9FyfHiJ97mtDP/h+UnqVIlaQfsUNsuoWjZVz9146J19SEkusbpuUylsFzbRzqxB7MU59I8nc60iAEhrbE+ozMXIXKeLDzs/wlf8nwUEmdPR6TVF8bBZewE5PRVtnDLXEWxC7+rDPqOMPqOHY+GDrAmLVesoiUwEY3AkllgJQpH7We4zXJ88Ft99PsqcKqncl/0beoxOrulcwha/6HsKd/RhBkIMPLk14eMsy+JF3xOsdG6IWcmicHzgYlL++5vYFs+Lu32pcw1LHKv49fAP0C09Ni/S6O6P67tp0RooUErOeizBuWChYwUmJkdD++NuPx4+xCz7Qvos8ZkGCSEztSK9M7AFCYlrkz4yiRQsda7hcvcN/GL4vrMOGpnYL3cwuIvbu6/kmo4lrGkr5YqfPsINj76CP0nn5qaLp9yPWpCD3jOQMGwGIFvJ5cGcR2nVTvCN/n86rc2tSaujdFAUQGpuJnPsiwBonOHF87+PnNVrHI/68FFm2udRZCvjqqSb+Vrm/Txa8CZ7y3p5tmgP3895iNvTvsBK13pWOy9hX3D7eQ2KDh07gdHnmdJiGYV9RhnhhtMrc4Zl8KLvcda7r4qzHo/HNcm3UKcdeU8L4GatnmQpleXOC0mV0087+uVMoHUKEpeIzO0LbucCx5pT9gMnQoWtijQ546xCWrYHXkNBYZVTzBWNkrodgc1n9dwT0W/0YEX++a/Br5/14w+F9hC2QrRoZ64yvhvoMcaC7J7z/vFd379t2SKOLRPnh0/dn4piyn+R53mv4DH6yXxfmfv7gBMnu9nNkaVunJIfe0kujsFyGpcPMJAeZmnKBhyleYTaenA6JUrKEidampJJ9WITd4pCxpXi4iFJEmWOKjozRdEXOnaCI3o1/xu6nxmhUsr1YjYol7Jn5SAGUpwyp1kajWYDVcocVEml0jWXVLdOVY1CTVIblmWhD3oxJBWaEhfGry/qIc2rIPmEInfMEGRpcJOQ0MNdYmVaWrkCMjImjSgI9PQzlB1Gs0GGLtQl82A10qIFSEVFSOvWYDz+VKw4SFo0g3B7D5pnhAppOn3JXiQT2qR2ZisRMhgKYfz5abTuPvSObqSgnysHV7FMWclnXJ/n6c94Y7PmDhh7CRNmpboWaZGwaJrjrJbR4eEv+B8nO6WcXCmPEkmoe8ZTf4ZgEOXjt1KyX2dGVy62oMkJsw7mimHv5p6x8JSzwZGwKA5n9+dRnCcKnQ4tUc+cUAQmplnGZsxNtFk2is9Rmj0L14tvszHz47w29DhHwwfosjpZoQqCUBKxdnY4emgKHQcJqlzxFtZEUPKyMBIoc8aIF72rD7Ukn5JalVb9xDklhumWTp/RTYFajKXraO3dGN39k8ZAlNkqaZtCmes5G2WusxdbYS6SJKEW5FBQL4qLnhI/9uJc+ooTKHNN7eQh3vfxyly7Lr5zruRMDpsHaTfF5xlNtDQUyFLzeHP4OcyqPHxtrfgRQSvtI0Kts88oY5tfWIAuShJBFVESmQiGZzjWLwfifHFF0g1xix5RMneufTDr3JfzQuEBStUK7uy5lvs9XyfQLUhH78OJk+Vqw4dp1uonWSwB5OQkkr/0qYSDf+9Ku5t2vZlXfE+jNbYj2cViU+j42PmpVT/xF7dYRpEoBMVnemnVTzDHvoheU/wOh6xBStTyKRXpnYEtzLUvIU3JSLj97ozvEbQC/GjwOwm3T4WJ/XJ/HP0Ze4PbyFOKWO26hFut2/j4/Tn862eKWBpRNRJBLcgB08Ton7q/ZYXrIv5fxnd4wfcoj58iFGfUHKHP6Ka0O5VD6wLsknZQqlaQJCVzcmMugz99DGP07C2llmVRFz4SCxUaf/tB7/ZJ3+8VrvX4Ld95Re37t+4Cpu6Xi8I2vTQ20+9U2BfcTo/ROcliOR4fcN+MjMyLvvfOgtes1VNum4ksySx2rDor5WsqREncRDLXpZ+k02hjaUSdPhucy/FtC7zGIseKWGrmPPsSMuSs87ZaRknRSud63gq8ws5A4oWtROgzemJjW2rfw0HtMOZcKVRKed73J0zLPM0j4jH8p02T3DLjITkc1F2ZgWzA6s0qK3qreN73p3elD/P/AoNmP+ny316SJbxP5s4aVVQhI1MzQ8IhBbFlp2J2TMOXJn4ky1IuxlEmyBzA9JnyJGVuqSIuFnuWS6SXZ8YlVpY5Z3JSPQmqiu9YLZ8P3EGWlIPc28+6tI2s9a+gv1CnbZ4Vp8w1mSfQ0ZmpCGui5fUi73qHyqY0Ruw+Oq0OtM5edFcyZt1kj3zDyAFqqzTm9eVz0nscFy5qTEGEBl8QZE6LkjlVRb7iUoyXX8Myx15b71AzIRcgge4fwTIMrENHkJcIAqN8+GZhfTwqViGTIiEo/kMNZFjphG0W694qQFctbCFBgM1nnkL76M2E/rwJBQPJskjKL+fZ5C1cqV7DA/e2c//ix9FGRnnuZ3cDsFJZI2blud1xiZbzlIXYsOG1hxm1h7hAWRFbLTQffQJpxnSk5cvQO3q4vHUlPm2IHrMbec4sDGSM7YlXMIOHaun9twenPIEd6t+GZMJsfRbJ+WVkDECH2j3pfkZUmZtgsxyYMDA8CqupGex2lE/chnW8lg/qN6JZYX4+fB8AKyLKXDRd8EBwJw1B8Zl2W6dPUVPzsxMqc1FVLuWaDZQ0OjAwzmnFsd/owcAgTylCO9kDEaUgsDv+gleiVtChtya0qHSfhTKndfSgFonZg2pBDhl1QWzY6CkL4ijOpb8ohGoo5CoFaC0RUqXpqJ3DpMuZ9OgddNz/R4Ze30OH3kJSwEbTSkFShiyhKlfYqlBQMRS4LffLBEwfhy7V8fS3xI6jIyT+W51Rwm9GfkiZWsn8YmH3jT1vApgTlLlEULLSwTBilt1Twbd5J8HDk4N9Sm0VPFmwg1tS7uTnw9/nnnvfYHSawuiOwwROTO6JeMn3JAoKlyfdcNrnHI9L3ddSbpvJL4fvJ9TYhjtSREetliEzSLNW/xcfS2CZJsaIlywlhxK1PI7M1YWPYGFRYZvFKOL36bH6p5yx6Dd9VId2sdp1yaRtUVTYq7gl5S4eHf0FzWfxu5nYL7c/uJO1rst4KP8F/ivnt3xjxq/46KZ5rHklFVvp5OTbKGL9sAlUFO9Lb8XOQ59O+zprnZdxj+cLcQmt4xFLsmx18dTnBniw825kSWaWfSEtK2TMoRGGfvnEGb/GKPrNXgbNAWba4snc8cAB7mhYx9bhP8fdvtK5HoBd52G19G3Zha2yBFvZqc8lZzqe4AXfY7gkNxe7N055nxw1n5XODbzgfew9K4CbtLrYCJQljlU0aDXnHR4zZrOMv15EkyTPJslyPC5wrqZeO3ZGxzdkeDgc2svaiBoHghCucV3GtsBrZ01kxqNXF+flL2XcS4FSwn2er57x5zV+geG9JnNRN8kdaf9Ch9561pba0Wc2M/SLU/9+jy0zqaxVcQVkNvZfdE7P89eAgOknYPnf75n7e4ETJ5VUUjMtgCSB3NGGXCtWy/PCmZTYK3GU5hE+2YtlGFTOFMrc+B9+upxBhaeQPcstnDado4cNWptFIVvqmEmn1gpzivhV8dMcMg5wJ3cS1v2sTb2aNd3i4lZ9WRB9HJmrN0RhEe0zM//8PPj9zC4TK/7VJ15G7+zFzMjGqptcQLww8DsALh9ZRZ/WyXR5JscMUbwFaluRHPaYMgegXP0B6OnBOnAwdluPv4VQJJm2Y7hG9McFAsiLI2TuputBlmNBKO6FY4mWhEJYMlTMWA9Ac49QwaxmUdhpu/ehIop5qaQYt+Tm90lP86FtC/ntdYe4s+dm9hQfp9JTSKacJYa7L5gXl2hpl+xk6mmE3AonORmzWIJQuaTlSzG9fkyvn0uDl2A3FEYZ4U9zt/CnW02eSn+VZwd+Q40/XqEb+uWTDNz7iyn7KI6O7qK8SSK5ci5qbiYFnTJdSZNXxaeyWfZHfO8TRxNYjU1I5dOQPyASRku3tLAy5TK2hF8iiWTmKEIlKorM/Xpo+L8hQr47zMlDxidCzctO2PMSne2XvPEiSk4IVehUISj6wFDCfsOYqqYWoTWPkYSJZK7UVomOHhdlP34fp0rDjDuOzj7UQmEDtBXmYnUOUGyV0lMWwJaXQX9xmFxfBrIkC4UsMmcqfKItNji8/Tu/pf7We2jznyCv20X1KkGaBiNkzibZyJKyMRS4PusOstQ8dixrxzMsjl1ColMWn+fW4v3UhKv554xvY8vKQE52Ez6VzdIzjJx56jk+UeXudFZLS9Pouf6f6P/stxJud8hO/jP7l3zf9TMaF4zwH8/UEkyy6PvdS/H7OYXF8nSQJZk7U7/M0fABqmd3k3TxCiSXk3BNI2ErzGd7P8iwOXjKYvjdwNCvn+ZE8Qb0nn4WOlZQHdqFeegwoZUXcnxQFKPZdvHby5Xy8FgDVNpn0azXTxoyvi+4HQ0tNvJjKnwh41vYJQf/7fnXMzrGif1yfUYPrfqJuFAJSZJiA8RtZYVjr88c5NuBrzFgit9ybHD4BDLn376f9qs/zcB//QYQn88Pch/BITn55dD9CY+rOZpkWa8ylK3REqxFM8PMsS+i3n4C58XL8TzwMGYwlPDxU6E+fBRgkjLXGxbnid2jr8fdnqlkU2Wbz67AG2f1PFFYuo7/zb0kXZx4JMF4RHtdtVP0zWmWxiu+p7jEfS1uOQnLNPG+/Hbc4mcU1yTfQovewNHw+Y2/OROEzCAdeusYmXOuFiN7EgT/nA2i3yVzaCTus94f2oFLcjPbfnonSCIsiSjMB0O7TnvfncGtmJgxa2UUF7quoN/ooW6KBYkzQVSZK1Ur+H8Z3+FIeB8v+88sIfJwaC8yMiVq+XtP5oxO7Nj5YMoncUnus7ZAGp5hzBFvbIFnIkzL5GhBJ3MOiTrgUm0DTsn1N2m1/FseGA7vk7lzwhzmUFciiiXreA3ph0ShutS+GkmScJTmY2k6Wo+H6TMVRkegt2eMzFmWRdU2B9XLTWhr5dbrfNz5UWHBmuaowsLi2IfT+Nn1u7havhZrdBiH5GRZysUUnnRS2GzjwEWjaANjBVudKfrZZiizADAeeRRpWhlLbhdWnoP7n0Dv7MMqKID+fiyPB8uyGHjmTcywxiblZRbvk1iTeiUAeWYuNcYRBl8UKyxZN12E1jsY67OQr7hU9MCNs1r2hTsJ28FtuvCEumitEdukiDIn5eUhb7gIM2K1tOdmYC/MxlfdwFBAnCx3ro2ERIQbaQgcwWoTF0zj2HEceZEwhWKxcqpKKt+tvot/+m4Oz+W8RvWGYRbUjhUx8qKFWIeOxIi0ZobRAyME7eI1RBVSAKu3DyknO7bCmJFbzhKXKJR+lfUwP/tSkAdub+c7bXfwuRNXxpHz4EFBZPxvJ7Zh1jgbmHNUQl2yECUnk/wOmc4M/6T7GSM+kCTkZHfc7WM2y7y4262mFqTKCqS5c6CoEPPV1/lQ9mfx2H1MtypjseQO2UmeUojH7GelfR0gyJzl9WJOMS8QplbmQnXNoCi41y+nuF2E6kwVBmFpGk1VV+H54e8nbYuqavlKcYzMKfnZk8hc2SnGE5wuDTP6OVmWhT5BmdM6eynRS+gpC6KkuBko0cgbFPYcraUD5zJRSIYjfXPd2klMXwC9b4jmroPktikcmCu+L4OWJ/ZcySRhKTKpagaXZXyIvcW19GYL63KFPJ0u9wBSUTYPBv6TGbY5XBPprbKVFZ7eZnk6Ze4MyZx/+wGyfa24dr0xZe8UwMaBy/nyHbPpSO/jpR+E6f39K3EF6fHwIVr0hoQWyzPBDcm3kWVm8dRdA9hnlGGfVY6vroF/7v0IWwOb+G7Wz7jkL0zmArsPY476GPzlkyxyrKDb6KDz4KtYu/dyrPFFUuV0pMhvaZYyFx2dIrWcsBWK2W2j2BkU4U2ns5XlKHnclXY3L/uf4tGRX/L46EP8cPBbfLXvDv6h63J+PnRf3P2j/XJJG8Q5K2o9m6h4pH3yRlxrlmCfOS122zb9DR4M3cctvo34LN+UZG7gvl8Donc1imwll8vc1/FG4MWEyniTVoeCQvZxjaG0EDo6raF65jgW47VGCX37GvSuvrNW56Yic4O6OOY9o/H92pamsdK1nv2hHZNGGJwJggePY454Y+rwqRCdNXcqq+U7ga14zH6uiVgs/W/uof2qTzH8u2cn3fcK943YsLHJd/5BKA8O3sP3PXdPub1Vb8TCipG5hY7lyMgcOM++ueh1E+ITkPcHd7DIseKc53YtcCyLHN/plZ7tgddIkdNiI1uiiJK7t8/DatlrdKKgkKnkcEPybcy0zeW/Pd84ox7Nw6E9zLTPY5Fj5f+JMperFpIsp3CZ+3pe8j1xVi0Rhkcoolr7ZCcRiN//qOJjbrUgcylpBVzqvo6XfE+cV//q/wWiA8PfV+b+jjCHObQUjRBWwX/wGPOPDSAbsKZEnLjtpaJgDLX1ML1KvMUnxlktR7cfYsZmmeF0g8a0XoZbPOzdZdDYYMQSLX/ysWpsIYlvbf0g24Y3sSzlYlyyG72rj6VvJXFwaT9Bz5i6U2ccp1gqJVlKxurqwty8FfljHyEnu5z8wRSO+Q+Ii3e56J+y6urxVTdQd9M32P+rn3AwtYGrNinMnnYldskBoSB9Vi+N217HNXsaKWsWgGmi9YrnlHJykFYswxg3b67F2Y7fDcuVVUjAbs8r4HQizaqK3Uf+8M1YJxqxDopEKPeiGYwequfkiCADb0hbyR5JwhmQeLrzx1itLQCYLS0480QPSpTMAThnVfDxH2Tzje+txh6QWfnq2A9RWjgfhoexWkWz+l7vG8gBcSKTkFikimh3y+8Hnw8pNzeWeKgW5nJL5mcA+G3O6zxyYTGbLnXw8RPXMGQM0D8ojssyDIKHxOp0IAGZG7VGacscZM5RGXX+bOTUZPI6VbpyEgwNHx5FTk2e1Cg+oHWToqTHhUBYliWUuYppSJKEcvmlmJvfINtVhmYHuy9+/4WmeM8+mvIp0qUMTppt6PfcS3jpGqxQ4uJHzc/GHByJpapGEa5txl5ZguxyklpQRr4nhQatJuE+QsebMAaGCOyf3OAfVeby1CJhL5RlUm+8jOD+mjglryQyODzaN9cVbmP3iGhoH5+GORE79LcpGU6h1+zBHBzGCoWxRcYIqAU5mIMjFPly6S0NIqe46C8KkjOQgmWaaK2duNcuEYp0JNGyWxPqmq0wi25XL+mdJvX5vaRLGYQJx3riZN3CkE1GjCGuSL+FsKxRvVb0Dc1R5uNzhnn1H0M0arV8MeM7MdJtm1Z0+gCUd0mZ8256EwUDVQ8SOnZiyvuFO/uZsyuNm7w38eylB6lLbWTkzTE1/lwtllE4ZCcf7djIgYt8NM7wo84t5z9ueIFX/c/wzcwHuTX1U+e037NBuL4FgKGfP84iRZwTDiliFf+4dpg59kX0I4rVWbIYaxFdWJnYN7czsIXFzlW45PgFmUS4I+1fyFHy+cbAP/H1/jv58dB3eSvwMrXaYX46dG9cMRTtl3NH+uX2B3dglxzMc1wQt0/3qkVM2/4IstsVu63fEgRon7Gb230fxIosio0vuoNHG/BuehNbRQmhow1xM+JaHT30y4PsC26f9BqatDqK1XK8gV5MWSxmnAgciYWgNC8B90XL6P/erzADU8/lm4j68FGy5JxJiZxDujjmtlAD3eFIaM7gMPWZq5j/jpugFTinvjnflki/3Iblp7kn2Csi4wlOocy94HuMFDmNC91icTS6SON54OFJ9rx0JZN1rivY5H38vKyAlmXx2OgveXT0l1PuJzqGIErmkuUUquzzz7tvTu8UPdQwtkjgM70cDx86Z4slQJKczGz7Qvaf5vgsy2Jb4DVWOy9BldS4bXlqITNt885r3lyP3kmOko8iKSiSwlcyv0+L3sATo78+7XEdDu1lgX0ZVfb5dBptjJjnFlB1LugxOmLXx+uSb2XI9PC2/5XTPGoMRkQw0NsSLzJGFdOFAeEIkzPTuS75owyaA+dFnv8v4DHfJ3N/d5jDHHSbRf3CNPzVx9nQVc9DX1nLFVkfBcAxnsxFZs01jgtB6fnNi8ytEauj+5eZVCAUhyceCVPqmEHYBtWpddz2cBn9z73IyXAT61LF6rTe1ceyt5LwJYWpyR1bFa43j1OlzMYaGEC79RNgWSgf+4g4XvtCTlT5RIx9hFiZdQ2EO8WX99k2cUL6wLZM3JlFrEm9ivZhUXwfGdpNxsbV2AtEU2ic1XLjVVh792N1i1Wb11bXYcpwb9KDFNjL2OM8hLRgXlxPoHLjdaCqMatl0qIZnNCOEdK82CwbYcLMVxezfEsKL3oeIdAtXqM07MGWYoekJEgbK2jts0Shv+GHJk+WLmfRH8eIkLxoAUCsb27r0DOkaaLImSXPJVWKqBx9kRXq3JzYCqNalEeWJH7U/iwZm89NpkeidJOwyL1112cIdw8Qrm/B8geQnI6Eylx0Xt/cYxJSaQmSJJHf62Qw08Rvxatz5ogPOW2yXTDRjDkGBmB0VPQGElFKh4Z4se2nYMHIYFvcBT1nV4jkIRuX26+lSCqhw2zH3PwG+P1xKZ2WZeG1IvPuIuMJjN74EJRwXXNsDpN9RhmlTa4pwyCiqmWiwqdLP4kNG5lyNuHmk6jFebjWLsEKBAkdHbMC5ytF2LHTGpk194fe/+bzTVcRMP1xaZgT8Y6+DR8+Tpj1sYHhUZtl9G9hbyrBZJP+tFGGMoPk9LgwegcE8SsvxlZeHEu0HLD60W0mad//CMFkk6ADLMniSvUaYMxqGdTEeIF67Rjzk1aSLxVyeFWEzMnC+vqHm2uYZ1/Cle6xKH9bWeGUPXNmKIzlD5wxmTNPR+ZeeBMZExsagR1T27uiv/cvO79NtpLHQ/c30/n7F9imvcHX/V/kRd8TrHJefF4JYNftXoDTJ/Fwxh/5r9t38OYlvdzt/g9uT/vCOe/zbBCua8FWVoje2UvJywPYsHHIXY8hW9Tnepglz6EnEn4ySxFkLtWWCRDXNzdkeDgWPsjq01gso0iSk3m64B2eKNjOtpJWaqeF2FXayXezfobXGuVgcEwt8W3dLfrlKkoAYV+bb1+KQ3Kc9nkGImTuPteP2Ky/zBetzyGlJccpc577f42U5KLoiR8AMBpR57yWl9fNVzDsMpv9z0/ad5NWR4Wtij7G9tUQPMJM21wUFGpCB8m+53MY3f2n7b0Zj3rt6CRVDsaUOYC9o+IYw80dmF4/ZV/ZjoR0TlZL/9bdOObNQM07/fdYstuxlRVOmWgZskK86nuGK9w3xj6f6HUldOwEvlcnk+KNybfQZbSfl0LWabTTY3Qyag7TqCV2XETJ3Pg+1MWOVVSHdk+yDJ8pLE3D6PPgvED8NqLfq+rQbgyMs54vNxFLHKs5FNp9ylj/Zr2BDr11ksUyigtdV7AvuO2c5zv2Gp3kKmOun4tdV7PMsY4Hh76Nz5y6P/mk3sKgOcACxzJm2UU9cj52z7NFj9FJfuT6uNZ1GZlyNs/5ztwCGV0UnEqZqw7tIlVOZ3r5egCkjHTWua4gXc78m7NaRpW5922Wf0eoCop0tZoVGci1R5nLMfKnr48pKuPJXFGJjMMxpszpIz4GntjK4qXXkmamsm+5RZVyglXrFB7/g0aSnEIww4XNUvmE+Ql2mG8CsDbtavH4rj6WHRWF/b554mJiWiYNRi0zB3MJL1uLuXMXtt//GrlKrL7Ny1hFS1UYXbVQ5s8Bmw2rti6msm1b10ZVk4vpsnhdV2TcQiAgCtPmqlEyNq5JSObka64CwHjxFRqMOo7O95A74GCOOo/lyZdwoLwPa8mCuPdOyspCvuwSzCeexrIskhbNoGHhIBJQLgs73YKMNVxZuxSf6uf1meI1qmiokolUXBSnXNmnl4IkIWkhB3xNpQAAIABJREFUMlYuQh8YjtlPpfmRRMxjxzEsgzeHn2WDeyOFUjFr1fWxfVi94uIj5eaMFf0FOWTJouD3SIOQn4/pcFJyULwvJ61Wjq79NKOviJ6atI9dg9baiTZhBSs6AH1WvRMpRQSb5A+Jv53e+CAaY3gUJTUZy7Lo/OFjBFvFCbRf60rYLwcgVQhSJV96MUgSL/ACM5lBWPfREhKKoaXr3PS1TL59wzxCbx+nSC6hQ2vBOiQsH+MTP5/Q/sis4XxGrJGEg8MtwxAz0maNkbmioxZNWl3CYiBQXcN3ftHO1mnVk1ako0RMlmS05g7s5cW4Vojvy3irpSIpFNmm0a6J1zygdaNbGke8u+gzuqe0WZ4wxOvvMbviSDqM9Q0VtAtyvz/1EJYM2R3OGKGyTSvCXllCuLGNfLUYS7IYygnTXyle50CegV1TucQmVt8HLQ9BM8BISLxfdeEjyJLMZZm30FIl1M9ZYVFE9aR5+ZeM/4j7LtumFWIOjSTsTzAjcf1KxpmROb038XxAgHBDC3pDExIgYxF4Y+p+lOiCT3ZBBfdk/4TWWaP8IeURfu3/ET8PP0izcYKrk8/NYhmFs9bDB14o5PnQE7xYsYuP/SCbj7dde177PFMYQyMYvQOkf+rD2CpK8P3vk8y2L+JwVhvtZRYBN1TVqbGxBNGAqSBBcpWCuF7RXcE3sbBOGX4yEcW2aSx1rqFILY1Z0Va5LkZFja1sW6aJ/409JEXmnwXNAEdD+89Y8Rgw+0khlbscn+Prznt4TPs9P/vuQCysQmvrZPjRl8i484O4LpiLY/5MRp8VNsY2swWAdDWHLf74sSGmZYpkRCrwpIoiWUXlROAIDtlJpW02NeFqki5ahnvDCvq//ytMf+C0x2tZVmwswUQMGf3k20pIV7PZ6xVkzugW5293rYfpw8VnHYJihsL4tx84I4tlFPbppVMODn/e+ye81kjMYglCuZLTUlALc/E88PCkx1zqvhaH5Dwvq+V4dW0qUtis1ZOj5JMij9m1L3CsxmuNTOmuOB2i1wfnEpH6HCVz+4M7kJDi5mCeC5Y4V+OzvDHrbSJsj6huU5G5da7LCRNmd/CtczqGHqOTPHWMzImZkffRb/Tw8MiDUz7uUEgo6uPJ3HtltbQsS1xjI9dHm2Tj6qQPs9n/PKPm1PNMozCDIazI73UqMncwtItFjhUkf/IjOD90DUpRPnbJzlVJH2Kz/7kzmlP514L3bZZ/h6joyEIyoXZpEkk9J7ChkXbF2IVATUtGSU0i1NqNokiUT5djytzAE1sw/UHyP3ENF9hWsm+ZycrcZv7hHx20Npts2t2Kxx2kNJBDyc0f5uCaEcp9JRTYIxH63f3kOAqZ1VfKwRV9mGGNdrOVAAEqvvsMViiE/e3XY6ocwBx1AbrNom16GPuMMqTKCqy6erTeQYaywxxbNcKVfyam8qxLvZok3LiCNloXh0ldPQ9bgfiCa+PSqqT586CkGHPTS3zL/xVkA+a3C9KxPLiI0RSL+rWT47mVD9+M1dKKtWevUOaWjJAfymOWKlb25ikLWXPlP1PUZOO5jeJ9UyQdOeCLs1gCyC4nUkYaCga5nxCEN9gQCZtISoKMDKyuLg773sGj93JJ+k28kbKPb7vGelJiZC7SMyenJKGkJMWUuQGrH7U4Hy05g7LaIWRTxvraWvTBUTr+7edgt5H+T6Kg9W+Ln1F1NLiP1CGJQv/YCSLfJ4jxSU/8xckc8SKnpeA/0kjLv/woFjbRr3WTPTHJMkrmIp+ZlJVF67VzOJbTzdWqsLzV+ITdyHugnqTWMPmtLjx/fptiuVTMSYv2kx0au7i8oD2NDx8dZnvCweFaaydWKIxjnDJXUqsQskRj/UTs9b3N7su8/Pbz7YS74we3jreAaC0d2KYVYSsvRsnOmByColbSFlHmPLogZu/4XhdpmFMoc42mIMu9VvcYmYvaLCN/85uExXGPU1x0M1vVmCXKPq0wEkPeRp4sLuSegjA96aKPoG16mFn7ksgeFH2Dg+YAnaFmJAtcuGMrsFdm34oeaRkpaRXksUgr4CLXlXHHa5tWFHuPJyK6QnpaZS43C1tZYawYTwTvi28jM6baajvHbGnD5hBD5ph9W+saQElxoyS7uSLpBi4JXspTn2lie0T9sBSZy9yTByKfDbTGdj78zjKy5Fw+bXyej/w4J248wV8SUYulY3YFGZ+5hcD2A8wbncHR/F5qLhO/uVmvnKTH7CZTyiJPErd5rAEqbbPjFOmdgS24paTYMPdzRaqcxmLHKt4OCDtU6Eg9Rv9gjGwcDu9DQ2PpGSoe/VYf2ZGFqa84/p1P2D/F729r4uEV2wAY+IEIv8r8l48DkHL9JQR2HETvH4yROZeSRKveGFfwd+pthKwgZf5CBnOEarIgeTWNQXFem2NfxPGwsNPnfPuzGD0DDJ6BOtept+GzvJOSLEEocxlqLsuSN7B3dKvohY2QCfvsCua9pHMguPOs+uaCuw9jBYIkXXL68JMoxKy5Vg57d3Fv26diLogT4ePcM/B5LnCsiSP1WmcvtpJ8Mr7wMXyb3yFYHe9kSJZTuNi1kRe9T5zzYOmDoXdwSW7S5Iw4VXc8omMJxiNKtqZ6zOkQJW/OhVUgy2NkLrSDKvv8KWfsnSmiw8NPlZC4LfAaZep0SmzlCbcvc67DITnP2WrZq8crcwBLnKtY57qcx0cfmjLZ8nBoL3bJQZV9PgVKMaly+ntG5katEfyWL46EXpd8KyEryGu+P5/ikQLG4Bjh09smp197zVHqw0dZ5FiJbfF8Mh7/BZLNFnueoBXg6d9+alKbxl8rPGY/EhJpcuKRMn/teJ/MnQPUthEKmh3UzZWQTR0kC+f6+AuBoyx/3HgChRN1JpZh0P2L53DNnkbyirksVVZRN9uiPLeOjTfacLvhvp7/EY8fCqLNzqV+cYBF28asd3pXH2pBDqv7F1OzYpThvg5qHhGJdDONShx7tyMvj28AjqYajjzzTzgXzUaqmoFV14DWO8ie672YCmx81kCzi+dxKUlcmLoRJazTvtxCUlXs+cJWNF6ZkyQJ5Zqr2eZ9hZeNFyhoVynWxYljaY3Y196qyamN8vXXgN2O8fhTOCoKabxglFntpVTKESVRWUjqzVdy+cvZHJsHtQvTUGUduruheHLhbql2VIdC6tqIqlM/lnoo5edhdfewdegZbJKdtalXkSvn4ZbGelqsvghBzc1F7+yNqTeZkiAzA1Y/alEuIctOsuYnL5hNd/Yw87b9FMUIYRgSYZ+GnJ46yWp5JLCf2cdk5OKS2G0FhiC8Hd74WHhz2IuclszQa4JYhFrF9yeRzdJqahGvr3xa7LaXPyGO9zbtFlxyEsf8okgf3iz+pqxdgOfZtymSihm0jeLPcCAtXIAVUeZ0S+ctTZCAPrMnoTIXHUtgrxLPa59RSkmjsBJNTLS0LIvXK0V/Vdc0jVdOxoegdOknyVeLMENhMQOuXKiurhULEpC5Clq1RizLilmt9vtFMZpImbMsiwZTvL/dZhd6xwQyF1HmshtMJAN2IRTWrCYplihpKyvEXlmC5QuQOyK+z568MN3J/VhA24ww83ak4n9AFN2Dlof28AmhMttm8LLvKR4e/l+KHBW4gzYUXWLb4CawYIm6clJvZDSBMCGZi1xY5dMEoEiyTPpdH8S/dbcIqkmA0U1v4qwY9551dKBH1I07/bdym3/M+hnu7MdeOLYQ8d3pDyNbCgNOQWgLnOXnPWQ13NhOccYsdpd28eVpPwCbSrgm8VzBdxtRMmefOY30T96I5HZR+YoPv8PgxSv8qIZE+e/20Gt2kyuNWa8HrQGmR8YTRAu5ncEtLHNeeM5hD+NxoftKjoYP0Gf04NsqkgajZCMa977EOfUsufEYsPrIlsT3XZIk/sv1Yy49OIMH7jzA7oHNDP3qKdJu3YitRJyXkq+7GEwT76Y3Y2ROlwRZGW+1jI4lKBvMYShHR7ZklidfQme4BZ8xyhzHIrqNDgaMPtwXLsV98QoG7nuI3UOb+fPoH6Y83jotcfgJiJ65dDWbZSmX0KOdpC3UEDs/5f/0m8zbqhAiSHXw9OmHUfi2vAOyjPvCpWf8GNv0UsyhEZ7u/AlPD/yCk6FGfKaXz/TehEtK4ke5j8d6YWHsup1x1weRklx4IgR6PDYm38KA2XvO4xX2B3ey0LGcxY5VUw4Cb9bqKVfjyVyZWkmWnHNWw7nHI7ZQVpyPmpeF3tWHYRkcDL5z3hZLEHM/c5WCKfv6wlaYXYE3plTlAJyyixXOi85p3lzICuEx+8mbQOYANibdwkm9Zcok0sPhvcy1L8Ym2ZAkiVn2BdS9R2QuOpZgfE/5YsdKStWKM7JAmp5xc4wTKHNHQvswMVnsmLwIcoFjNQWhXDbJzxHYvn/S9r9GDBkDpMkZk3ou/1bwPpk7B4RO9lFe46a+THilPY5cpOz4gsZRmkc4SuaqZJobTZrv/hm+fbUUfuWjSJJEbvsKLBkGZh4lOVni8o/6ObbkNyw0FhIIDfLq0OMYqsX8x/2EIkWH3tWHkp/NmuAqdIfFrt99ltp9jwIw98cvIRVOPuHMlGehoHBiWsR+WDUT60QjevcAO68fZJpewtyjEkM1Y0XkhX1rkC2LxiJxYpYddtTM1Dgy97XqK3nkugG+/W9einxZOEMGuRGVJH1/K9PrZfakTLZuSGlpyFdejvH0s7SE6/Cma1TuTeZG+y180v5pZshVyA471wTWYg/Bny8PCyWhuxuppBjDMgiYot/MMk3CI0FkXcNelg+KElPmAKS8XMzubrYOP8PKlMtJUlImHQ+94mIk5eagd/TG+qkckoMUUhgw+7AV5RH0W0hASSCX9lADrtnTsDkU6pfDl3bfgLp2Pv63x05cpmVyXK1jzlEJeUYFveEO7mrYwPEFItigMxivPpgjXpTU8WSuG58xSsD0JbZZFuQjucdI6YvLOlhwUKJ0azNz3Es55hf7Gd6yH/f8SvLuuo5wZz9ZLaLI6L56PvLypZiRxM/9xh68kVlaDeEalNxIz9y48QTRAe3RXkX7jDJKTkTIXDj+sw60tLLtkgEublpAXpuN39rGmsUty6LH6BBJlq2dYFnYyosBcK5YQLi2Oc5uWGqrxGuNMGR6YspcbUis+idS5gasfoYtcTHqtbrROntRstKRHSJ1S8nOAFVF7hkhu9NBt9WBZEmknzDRWjrEfZOTYsl1GZHRIZ6CMJ2ObmyWHVOB9SU3oT8i3udBy0N7SISJfDXjPkps5XzH88+sbi9GdyiAxe9yn8AeklDTJ69Wx5S5BCEowb2iwLWXn36eXvonbwRVTZggaIx48b+1D/eyOWPPi4b/HWEHPmTs5x19G6OWeO/DXQPYCsaGqObbiljfFynQLHDYEvyezgJmMITe0YOtsgRZkpFUFcfMabFZc39phOpaQJaxVZSgZKSR9rGNlP5cKLpvLRygMlSCvbOfvuFGcuQ80qR0ZGQGzH4q7bPxWiMcv/8/Odl1mCatjjVnYbGcCt8LfIvDivgt7Qi8jn/LLuwzp2ErFgs6+4M7qLBVnTGJ7rf6yJLGxkYoksK33xBOgu3bfoHlD5B19ydj251L5qAW5zP67BbaTPF791j9LLAvY7P/udj9omSupCeNwRyNDLKocovgkxPBo8yOhKAcD4vvVso9/8jP/7GGjwxexpf6/4E+PbF1K2qnm2GfO2nbkN5PhprD8uSLAdjr3YreM4CcmkzS+uWsyLocyYR3hs4s5MEyDEaf3Yrzgrko6adeKBmP6HiC6lGxoFTj38/X+++kSavjf3Mfi/UpRaF39qIW5qJkpJF+x00MP/oS2sn417/BdRXJUgqbvGdvtfSbPmrCB1niWD3l7LgRY4gBs3eSMidJEkucq8+4X8+wDP448vNY/5nWKRaCbIU5qAU56F191IWP4LVGzyv8JO74HKunJJvVwV34LO8pyRzAWtflNGq1HA2d3QiI/sj3NFedXFtd5r4OFZVXfE9P2mZYBkdD++PSNWfZF1AfPnpeQTdniug4hfGLnZIkcW3yR9kZ3EKvfupZszE3SE4mWvvk+0bHWSRyIsiSzJXtKzm41kd306FJ2/8aMWj2/81aLOF9MndOCLf3MK3GRX1qJ7oCgbTJ85XspfGDwy/WXqH7B4+S/9kbyb1d9JqFdlwAJtRMb8cyTVI//wdIGWVxjQhS+VPv/5AqZTDjqJuRP74Qs5SoBTmskteghmGH9ionrptJjpRLlkv8aC3LQvOMSeQOycEMeVYsjEOqmomlhTmQvJeDy/u4un8VEhIDB1oItogf7cxNCkkjEpqi02SKAtVWkBUbHK6bGgcGt/DctAMcXWjxxUcrMZwWuU5R/FoHD7GsMYdDgXcImpP7JOSVy6Gtnf0eMS+odJPGXHk+D7h/GlvRLCir5OKt8PoVQT73I7j1sQBXXvMAK6rtrDuUQo1/H4G6NrSgLgYld/fhLC+IU+bIz6Pe3UZXuJUN6YkT96zePnC5IClJKERFYyMAsuQcocwV5hAMihX40sFk2kINhFs6MEe87PxKKk/f1cqvP9FIuLYp1q/UbDbiV4PMOwrK/DnsHt3MPu+b/M8Vm3EEoc6KV+aMYS9SkouRt8XJL9TWM+XAcLOpOWaxBOg0O9jnPsZVr7sxX93MHPcy6gLVBP2jjOw4QtqlS8ncuBoUhdRXhB2y85IZIvHT44GTJ3lTH5vd1GY0ITsdyOmpk5Q5JTMNNVtYEdSSAlKDLjL9yZOUubdPPMpIlsH1Gbdz/e+yOZxWH0slGzWHCVj+SJKlIC/2CJlxrVgAlkVw71gvX3Q8QYvWwLA+QJ6tGJ8liolEylxUlYNIz9y4sQQgFCw1PxvTM0ReuyDEWf408ATRWjtjKll0QLPzxBBOzc5QsUmH1Y5qqqiaxJW3fZMslyDaUTKXqmSwLukKnincxXOF+7gq6UMMJ4WwJBh2+ig66YrNmhsPJScTyeVMSOaG//A8ziVzsM+YNmnbRKj5OaRcfzHDDz87ab6X77UdoOu45ozZkWyySWDnQYbMQXotMcj9HV0UqROVOYCk2ZXIOjjCEr1SvHX2bKE1nwTLwl45plzb51QSqpk6YfPdRLi+BVt5UYzkZ3zuVgrqLNKGJEzZYnb6SrDZ6Am1kSvlI0syGVImnogyB3Do+V+y5c0fApxx+MlUsCyL34Z/zk5zG1lyDm/5XsL/1t6YxdK0TA6Edp6V4jFg9pE1oak/L7Uc96hMffM2kq/ZgGPO9Ng2SZJIue5ifK/tpDUsSLUXLxclfYDq0O4YCWvS6kiR00jrtBjM0cmxFTDdKVwgJwJHYrPFjoerORLazy3T7uTZOzysfkO4PN4KJCZc9eGjFCglCe15g3of6Wo2JY7p5NtK2DO6RVwTIy6Cin/9ChXHnGxrfvKM3pvBnz1G6HAdmV+87bT3Pam18JLvSYJmAPuMMkbSddplcS593PsQm3yP8aWMe1nl2hD3OMs00bv6Y4uEmV/8BzBNen7yO37Y8RX6NHEucMouLku6nlf8TxO2wgwbg2zzv8ZPhu7lsz0f5G3/1KrSkdA+DAyWOFfHbJMTZ8c16yJUaiKZAxGC0qzV4zEmj6KZiAOhd/j3gU/z+OhDQMRmKcsoOZkxMrcvJNTjM7UCnw5LnKtp15sTEpCHR/4Xp+Ri5YT3fSI+4L6JNDmDmzpX8n3P3WfczxUlRYmUuXQlk5XODbzke3KS1fKEdhy/5YsjO7NsC/BaowlbEt5tRJW5iST0uqRbMTF53vfoKR9vDIjFAOfCKvT27kkzEqtDuyi3zSRdyUz4+KVNZZgqHB/ac64v4T2Fx+j/mw0/gffJ3DkhdLKPyrYswlKYpnKwuZVJ97GV5vDy9Udo7N1HxUg1n+Gn6Bcsp/x//jlmrzq2LZnM+gL2LwkTbm/k9bIfYd+1jtaHRUHQEqplTfpVJK9fyfAjm2Lx6mpBDqlhWLpH5u3LbTQsT6VKGVtp7//Ta+wvui6O0M1R5nPMOIxpmby8tItrXw3zqfteIjng5GMHhT0xLDvp+pFImfQ+v4fFx0WBdVgXK1n2gizCkZ65rmAzYUlnd0Y9ixszWPFYCwD5qaJINA9Usyy0kLAV4pB3x6T3RyoVKsyBgdfJDGeQedwg1Bq/UikPD3DLkw4K2mwYCpS1wobwWj6edzcmJntGtzC6/TBm5GscqmvBObOEYH28MvfG3C5kZC5KSxyqYPX1Q06kJzCyghpFlpSNx+pHLcrDQEFDpbQN/KaXzsPidQ3PFj1Tv1j/JkeW+WN9c9HwkzlHZeTKclpCtaiSjc+13o5kwSsFB/hN9/diEeTm8Cj6iB8rFMY9v5JQWw/9YXEhyZ5os2xsioWfALyoiflFG4fWYbz6OnNcS9GsMIf3PIsVCpN2yVLUjFTS1i8m4zFxfF0X5CEvFMWXeegIb2iv4w7bwIIuU8x9U/Oy4nrmwrXNMVUOBCmyVZZQ2pE6KdHyRfNZkkZkLpn1Sa4+uIAUv4OHhh8Qz22I/ecrYwPDbRHVybVcHFNg15gdJTqeoDZ0CAuL9WnXY8ogo5Cl5GKGwoQbWmL3j4afzJLnCpvluIHhUagFOZjDo+R3RYJpAjlgGGhNJ2MqmX1aoegDOdFO1kgKgyUGHXoLQZvO3LpMUtwZZM2fiyOoxMhciWOsMJ7vuID7c37DfO8sHAEobXJQ3p9Nh3mSiRibNRdfsIRqThA8UEPabWceCpLxqQ9jeIYZfSq+APRuegs5IxV7Thr/9TWN525Pwp7iILCzmnpzLAFvmy76kbSufuwF8Re4/a5qFtQVsfGJSrqtrljSY2uwnh+c/NJZpeKFGyPjHirGyJxjTiVac8dZRdmfK8J1zXEz2ZzzZ5J00XLmHxLn6DnJy5HXX0ifY4Rcecx+7bH6Y2SuvTLELmsH/x977xkmx1lmf/+qqqvj9OSc84xGOUu2LMtBzsbGyBgDtkm7wJIMhiUv8CeHZYlLXIKNwYCxccA5KOeskTQaTc45dq70fni6e6bVM5JsYF/vBfd16YOmq6urq6uees5zzn1OhpwVNzl4tdVknmLYGqLX6uYS19Vs9z2N7vfHJZZt2hkmzLGLZjwsy2LUGklg5gDU/ByK2lW6i3xkffydSe9LueVKrGCIjqkZtn2JUxzDi4En4sdSqdZhDo0JMOcsocBehltOoSV4gkwlmwKlmPunfsAb+tbhM6f4yegP+dQ7c8kOprE1+FTS58L8TpZhM0TA9JFhy0GSJFZ7r+Tg9Mtog8NxMOdcWs+q8YWcyGrDN5h8j80urXeQ4U99B881l5J6543n3RbgvuG7ef/QG1nfXcS3Mr/LnmsFGJBVB9v1l7jKfTPvTkvOeDNGxkHX488Ve0Ux3jdsZufhX/DA0LfYNjkjXb3J8yamzAk2dVeyvCuTewav5T/HP8OLgcf5/sQX5z22GKu23LFu3uy4c2MJZldMsjufPHN2dWgCFD4XEH1Xet8QtvxsJEWJg7lDoV3kKYUU2couuL+LqVjf3LnfaXvgWZ4J/In3p382wdRlripSy3i+uIlbU+7ip5Pf5OqeOh7z/XbefrdYxcDcXMwcwPWeLXTqLTRpiS6VsYiMJfYZZq7OLp5t/xt9cwNGLMc1cbGzyl7PSscl/HTyG0wYY/O+P8bMOZbVY0WEY2msLMviSHjvnBLLWOV0C7lir+9/Z2Hur61/MnP/gBXpHqJ2Qkw+TtdLuEle4emv9LH9Lb08fuibSP/xH/RQTNOWzyTY9B/cq1PQvozDq0weHv0Z/VYv17Z/hO2/LUFGAMTLUm8k7a7XobV1M/2o6Gey5WSgfPpTbNim0Fgf5qR5nFp5QXy/40/twQxFCHfMTAoblMV0W52sm27g7tJPMpQLn/hMEU985d+pOhoAu53ULdcy9PMnCJxqJ3CshVsDt4EFzwWFtMZekB2XWfYEmhnKhZCq8/+63s2oQ/TGnS0c5cmxB2BggBXZ12DDxr7pF5LOj1RSgoXFkcg+ltnWISHhP3o2YRurq5MaqYZvf/VqfvRv8JWPK3zK+zU+UPhViu1VNPr3M7XzGFJWtJ+vqQ1XbQnB5u74AC3l57H90hArXBvIsIkb1dT0xAF8aBgpN0c8dDU9YdKfKWUzao2gFuUCEiF7KsU7xQS0vX03KArjBQYlrR7yxtP4fz/tZ3ivAHknjePIBtQ1SUhlpXSEmihxVHO79FbW7JaxGzZ+0P8p3tK0giF/F1Y4QrhvFMmuknPXtVjhCINjQoo5m5mzQiHo7UOexcw9qT1CvdxA3dI3QHcPDQPiux5peRrJppC2UaySZ75+I8VH+pFM6K2wIS2J9lOeOsBBYy9qQEMxiE/Qzw0OD59pj/fLxcpeU0ZJs40WbaZ/KGyF2VpylA37i3C500grqeLmv5TyXOBROrSW+Kphvq0Yrb0XVFt8sqOkp2Kvr0zomyu1ie8ak3IuS7kUm+LAiRNZkpn4+cO0LboFfURchy1mM3bsrLatEwYovYMJIB1EPIHl81MwIhiAAi0fsAQzVy4e3JLdjlpaQKS1i6xRN1O5ProirUx4I6xqE6ydoywf77iNcXM0CczFKuAxKOhWmU4Lk2Pl0DcHmAPhaHkuMzf5wOOCUb3zhjnfM1e5r1iLvaaM8R/PSC0t08T31HZSrr+Mo/IxHn2jwYs3ytgkndDBRs6EhbytRCpjh/4yxsQ0ZiiSwMz5LB+NxjHWhdew5nci9/CoIRYHnhp/kN8Mf5vm4MXLarQomJvNzDkaqsA04/1sf6+yTJPI2a64mU+sMv51C0uOCjBXb19K8LbN+D0m2SPicZkpZTNmjZLp8+CZkumu0ThU0cE6xyZk6a97pO7Qo8YyWDS4VjIuT9C6MIR7k1jdP/QKGQ8fPsKE4z1zsbIV5FDcZqevQcZ96Yqk93kuX4Wc5qVb7qFULgcgRUmjxFYR75s6QqPcAAAgAElEQVRrj4I5fWiMiVyDXEcxsiRT5VwUN0FZ6FhBr97JDZ438nTRCTav+jdSrtnAyued7Ag8lxQsrFs6Ldpp6ubplwNIj47jq71XMWGM0qa2o+TPXKOb1r8X3W6x/TdfOO+5GfzAl7E0ne9/a4CvdL/3vNvuD27nQHgHd6e+nw2uzfza90O+99UB/G4IeRRkS+KbWb+a8/c/13wJIOu+t3Fiofg+g5GZxcdLXVdzpesmljhW89GMr3B//vMcLR3nfemf4VB4FwP63DmUh8O7qVTryFCySJG91NoXJQGzdq0ZGTm+MDa7lthXYcPG4YswQenUxOT8QGgHY8ZIvB8QxHVlDI1xKLSLlc5Lk/qCX201OJZjx57QNxe2wnx+9ANUqLW8M+0jF7WfbCWXr+f8D48U7CVPKeLDw2/hzoFNjBvzu/8O6fMzcwCbPbciIydJLY+F95MipSbEQMQWKf43wNyQ3keanIFTdiW99oWsHzJhjPKlsQ/P+/4YmHMuqwdAm2WC0qt3MmIMsuw8YC6rw0Qyoc/snneb11KNGyNk/JOZ+8eqSM8QdVGL8cZ6BfdoJ5aRuBrdmCdYiqbG51GcKt/2fp4zXTM31eSESXOTSZ15BZPp8IWCH7NAXsTHLr0JPaziDVagoLA+9Vq8r78ayeVk9Fu/BEB95gk4cICabYVYkkWAAHVRy2zLsuIyvdn9bWsUIb1wSx7+x/0Qu67J5y0/kvFm5GK1tSNVlFNw350YU36a3/x5AK5Z814cuswBTUwg1IIstIExLMuiKXCEwTxIH4fFq+9iOEdM4n+e9hCfsYn3pyxdy2LP+jnBHKUl9BZbDCkjrM6/DmQ5Gcx1dqAsWEDpoT+DJIFkxd0sF3nWcDKwn6mdx0m5bBlyeirhpnZctaWYgVDcUr2jzKS9yuIK68r4+Tm2/G10f+EXM58zNCwCw8+xrwfBzI2aI/G/+fKqKD4mBrmetpdwLKhkSB6mdDKPT/zHGvpLNL64XDS3NxrHKGtTcYUEmGsPNVHuqEfJzaK0Q8HC4psVD9MSauSFISF5CLb1k3rZUlz1YkVzYESck2y1IA6UrPYOYCaWYNQcYZe+jZvU25Cv3QxA/vOnSFeyOBU8RMqaBhSvYA8zb91IpuYjZ9RGr9yHlJqKVFnBDu0lDAxcQZDNmWwqW342RpSZMyanMQZGcNQnTgbsNWUUHdGZNicZMsSAvz3wDH5XhGt610W3KeWGHzhQUfnl5HcSVg0j7T2opQVIygzDHTNBiX1nl+wmR8mPrwpn2HJx2bwQve8izR1YEY3QfvGQbDHOUClXUygVM2INExoZictn20Li3rQV5IA/QOGY6AkrtIqQsLBC4bjMEkCtKiHS0kXGoJ328kl8ahhLhrXD4p5zlOWTMqYwGhmkP9I5J5ibcgTI7VWxFFBS3EwxGe9Lm12CmZvpXbVMk8kHn8RzzSUXlYEVK0mWSX/3GwnuOkzohFiRDx04gTE8RspNm/hFiZC49eVpyNOTWJEIpwd2YcfOnfZ7OG4cYXBASOxm98wd1vdjYLBaWUfVcQ+SJXEsCuY6QoLZa/QnyrvOV5HWLuQUN0rOjFTHvkBIav/efXN67yBWIJjAzAGkXLqU659UuGR/Bssd6xi7SQRz5xwUADxTymLUHMH36AuUtDg49DqTkXyN1cMN537EK66d+kxGWl7UwfjYHe64rPlgaBeZcvac7MpcNWqK+zjmZhkre0M1JYNe+gqDczKpkt0Ot61l0hNkpSyA5Ig1xFXu17Er9AIjxhD9Rg+Vah2hkWGmMnRyVHHPVLsW0xIUfbifyfwvfpP/It/JfZA0RXyHtLfezMqnbUxbk0kOil1aKxErPKeTZRKYSxGyumPlXXFmDmB99RZkU2LXwBNz9voATD/2ItOPvkD25/6N49Jhdk795bzn8YeTXybLyuJjB6/h+7m/Z2dJF0UDbiRkNDRcfhO/MXe2Y+y5os4Cc661Szl9hRjbBsId8b/bJTs/z3+CH+c9yr+lf5INrqtJVdK5wXM7AM/6H0nav2VZHA7tZoVjxhAnlh03uzerXWum2FY+ZzahU3bRYF9+USYonXoLdsmBicmLgSfi/YAgxtSRvAh9RtffxPwkVg7JwWLHqoTj+/nkt+jQz/L5rB9cVN7i7FrmXMujhfv4YtaP2B/afl5DkEGjDxWVDDlrztezlVzWODfyjP/hhL8fDx9gsWNVAsD3yCmU2armBXOtkSY+Nvz2v4ml/2y36HOrwbGMd6d9nEd897M18PSc2xhjk2CzicU1Ek1QYmHh52PmlCEfGcM2BlLGMf2Bebd7LZRlWYyZI2Qoc//G/xfqn2DuVVS4e4iM7CKKu+0cWuBGjoSwuhI10EdUMaEZLPdT/9jXyGgooLV5ZmA9tF88QK8suxaAYdc073fcx+IlNhYukQkdupTL0m4izZaJkpqC95YriTS14SSI/NsHUd71dopbqvGExSBWJ4uJRLhzgEiPeHjMjhG4TL2C46mdvJxykNvsd2Arr8JhBlFzM7Ba25EqK/CuXoD30iUEjrXgqCwkdUENZZTRQ6/oEyjIwopo6GNT/Fn+M6YCBf0wkqYxUC7c/vqkfprcXRiyhbRsCWu9V9MUPMyEnrjyJRUVcnSFeJityrwKV10pgVlgzjJNrK5OpNIyYXfr8oBNgUwx6VvoXsOg1sPgVAdply3DUV9BpKkdZ42Qb8ZMULYWiQnmpnHRjB/pHiR4UjCP8c8aGoqan4j+n9krqNlyDqPWcPxvWkEZpY/vQtElRq3TZAW6GDL6yVOLqH4owL8euJrHbujksYnf0Kgdof6EjKXY0HIy6Am3UO6sx5aTQX6vwkSqzrrU60i3ZdPsF2Yekf5R0q9Zg6NMMHHDkx3IKDyk/4a6qXze6b+TYLuQEEpVAsw9rT2OgcHN6m3I5WVItTVYjz/FAvtyWvN6SLt6xqXN7rbhIkhev4Pe6IqZtHQx23IasVsqzhCohsw4Qi+v5GXFmblznSzj+6wpo6RJMM6xvrnHxn5N6qjCJanXxLfJ6Da4SbqNP/p+EX+Y5doEE2WPmp/EyrV2CcbwWAJLVWqroifaa5Bpy8WSJTQjxJg2FHerjLF5rWYzVUotuXI+Fhbj2RFshTk0BY6w5XQDx3y7xW+qaRRPiIlgsVQat+yPySxBZEpprd1kd0MgBXQbyAasCi0HwFGWh3fcxkCoCxOTEnsymJuQJinsdiMZEPaK634udk4tL8IYGcf0iX7AwLYD6N0Dr0hiGau0e25FctjjYc3TT24DWaZzk5O9BW2kT8gMeqYw0LGhc8Z3jCq5lk3qZiwsdvnFIozr2T8Tuf4WAPYbYjK1LuMqXH6FCn8JR3Th4BoHc4GLB3NaWw9qVUlidmRtOcgykb9zPEHcyfKc65mpKapaZb78Ji/KiR6G88UiQ9bL4trOlLMYt0aZfPBJyoYyGEgV98rSXTNmRKcDh+MmTRdbpmWyU9/KRptYeBrXhqhudHH4ipn9HArtYoXzkotmPEaiizJJMsuCHFbc+3k0WY+PA+fWxBvEivySbnEvDFmDbHbfQtgK8cDUDwGoUOsYCYnrOA7mnIuYMEYZ0QcoVSu5xHVlwn7dl69i+S4Piqnw8jlSyws5WQJk2MR3ybMXU2qvoXHxeDxGBUS0w0J5CcfXTNO58W7hVjmrjGk/A+//Mo7FtaR++M2MaP0Maj2MaUNznodj4QPsCD7H27fWomx5B5Zl4ZXTCNlD3PHzXH6Z/RdsBjQF5zbWiOX52WbJlce0ITqKhYqgd3D+/LRYVdnrqVUX8nTg4aTX2vWzjJujrJzlbrrCsZ5pczKhj7ljjliC2bXCuZ7j4QNJbOm51am1sM65iQKlhOcDf06QsNsKsjm1UvTIr3JuuOD3eiW1wnkJjeFDhK0wPVoHP5z4Mjd4bucy1+ZXtT9Zknmz992kSKlxCepcNWT0kWsrPO89d51nC2e1U5yNKkfCZogzkeNzmoPU2Zdw5hxJZqx+NPlV/uT7Fd8d//wr+zJz1IDemxBLcG69P+OzVKsL+PTIu+fMnTPGJkV/fKnYh34OmHNKrrhsdK7SR8bJ6VcZLtT/7iqLv7YClp+IFf4nM/ePVEYwjD46iSMvjYYTBqcXige9dXqmt2BSG6UpdIiUoIvprAjmygKqamVammdWQA/uNZAkuHHxQtKnbeQPq2yxC+OTO+6y0/TB7/BebWbgTrvrZhR0chmC+jps3/0WjowMVjQLBicWZju1Y0biNJuZAyiRS+MDklVSipMQak666L+KAoPCDwuXs8ybhERivf1yNNXihalH4sHhowMd7HUdJ3NCxhWCwXAX/YVOvBMwIU0Qtul0XFGClJrKWu/VWFgcnH454VgkVeXopQ7Sgg4qnAvwLKtJZOaGhiAcRiorF/+3O8Chxo9/kVsMkl0LfXg3LMFeXxGXWcJMPMFW734WnpDIjfo0TO8WD84Yc2dZFkR75ma7csUqU8omQACfFcQCZFXGvmgJRY4K2kptKF1nGDYGKQy5wDT5QMtd1B928iHt3+iWumloVCAvlz6tAx2diigzl9crwE+/1UuNcwktkZPieJBIv1aAOUO22O09THcJfCr0YQrlYh7RHuL11R9hNNOKM3NPaI9QKpezWBGAVbnnrZgvbaW60UF/ZQD7VTOucObO3UhAZrtCT6QDAHnpErYtGyc3kkmJvQqvlcJ0VDpsy8/GnPJhBkNJTpaxEo6WwkCiVTtNwPTzUuRpNjztJWXZovg2AHf1vI6QFeR30z8hS87FLtnR2ntRK4r5z56P8IO+TwPC0RISw8NL1UqGTLHSnmHLwY8PyYJj/t1xIB7cdwLdEqY91XId+bIwJxnN1bEV5TGoiYlnZ7g5Lg0qH87mP7Pv5wbp9XODuaoSjNEJctvFJEe3Qe1piXS3uB8cZfmkjNsYjk6cz2XmdEvHxzTZRiZlzU5GHKL3YE4wd048weQDjyN7PXhvuTJp2wuVLTsD7+3XMnn/Y5g+P74nt+K6dDm/DH6P1KCdex7Pw5BMhvIsnAWZtDjbqVMWsFJZgxs3O+WdACiH9mO+tBXLNNmn76ZeXkhehZjoN/QVc8w4hGEZdIXFhOjEK2LmurFHTWZiJTvs2KtL/+7MXPhMB0ASM8dYNE7Fk8Lw537AUFRynLOtGWtwUMgszVH8L+2lJkv0w+QMOcl6WoRIT+sT3HNmLfcPfvMVHc9J8wTj1hhvVN+Kikpr915WbHPTWNDFlDnJqDFMh372FTEeM2AueZJSKYvrtN2c+zwPbxDXd92zondx2BpklXMDqXI6D0z9QOxDrWM4ysbPZuZAmKCY+/ZjPJzIJqmlhaTllLGktYCtgUQw1xxpREKK9yPOrlgkSYyZA1glradpRQDy0xO2XZ92LWdWRgh7Zbqufif97/5c3B13+LPfQ+8dpOCnX2CIQSzE4srpwNwW6v898WXS5Aze9FQ2+HwwPs5J/34M2aR+j8rS0CIUFE4H5gZzWpSZU/JnnisHfOJ5mNdtj49J56vxnz/M5ulNHAjtSDIBibGbCcxcLDsuKrW0LGvOjLnZtcSxmqAViKsf5irLsujQWihXa7jGcys7As/h940kyCxPrQzgMpxxA5y/Va1wXEKECCfDh/ni2L3IyHw689t/1T4lSaJCrT0vmBvU++aVWMbqWvfrkZDiUsvTkWNoaAlOlrGqty+hQzubtNgzYYzxpP/3uCUPv5r6Lqf/SinmkNE3LzMHgu38evYvGDB6+PrYx5Nej4E5JTNNGHN1zShGjob3ssSx+rw2/sbIOPmBLIYLtfhY+1qt/+uB4fBPMPeKK9IrHiiu8CQLTkFPnQ9DTgRzh0afw8JiS8MnAWj3naC6VqG32yIQEA+Og/t06hpk0tMUvnb8Lv7r3WA7KQbRLW+2I8vwxwdnVsg8my8hy+FHwkL944NIbjdqdjqv+0sDt6q3ky+JSev0jmMoaSko6d4kMDe7jJx8VHTsZhimpuLOiJm3bqT4P95OwYeErONql2AEHp76RTw4/JfmT4koOpsCAlANh7oZyDZxzRqbTl8rBr8Gz2o8sndOqeWxZTrLWtORJRnPshrCnQPo0Twtq7MDAKk01kAtJVytde7lKKZM57IgnuW12OsrRWyD14XstBNq7mZY6+cUp7jsZQUrGlg9vScRzDE9LUBjbs6MzLJg5qEbmwQNdp3GRBa5gkCRP4/uUhj52dcxFSj803ZsaFhBmc+9r5QwYgK0sJF4vxxAubMe2esht1+Anx6zi1rXUlppxpQtlIw03Iur2O7ezQd3nWBb7RmcloNHPM+x1XuIX7r/wPHMTm5+QaM1a5Ipa4qt+vPcrN4WB7rKB94LWVnU/64RS4HexTNGEubW7VgOBxm9bnqMLizLondNPq21FqovxAL3Crx4CUriPbODwyNn2sFmw16ZyKLZa8rIHLLh0Vy0RE7zYuAJQnKIy59Ii+vtY2Cu9JTC5a7rCVshkTHn82MMj6GWF7Jz6i/snhKSD+fiGiSng1BC31wVk5aYaCuySsgKopoKx/y74xOm4P7jdBkdaGhUy7XkRe+L0XxhQOCLSqGGtN7476woEq/33kVaau4MmJsts6wWx57XFcZCgLkNO2Ts20QAraO8AO+4jSlZXLvngrkpS3xmhj2H+iNuug0xeZ6LEZkdHG4Ggkw//BzeLdcgu5P7Hi6mMt5zB+a0n9Fv/ZLw0SaG3lTFtsnHuWNHGdVj4truK7KQqzPpyZ6kWq7DLtlZZ9vAnrTDgIV09ixEIph9PRww9rDWdgmK14Oam0HN6Qz6rT6Ohw8QtkIU2yvpCDcxrU+c/8AQ7LvWLpi5c+uVOlpOG5NJ7P+FKtLcgeR2JciqAawxAbZT7n49vsdeordDZCXmDIHx5NNkSlmEpBAhl0nDspsAWNVfS3DHYSzTpCXUiI7OId+2V3Q8OzUxwb9cvZpiuZT2iUZW7krDkEx2B1+M9wu9Erv3MVOMc+f2zAFUKOI6jbkVB80Ab25ayb4pMVb3OAWIzf7NaTKlLAbNAVRJ5QrXjUyYY0hIlNuqGZHEZ+Sq4tqdDeb0L34N7a53Yk0nysbcl69i5VMKZ7QT9Okz90FzpJEyW/WcfT4TRiIzB7DCt5iQx6SlJPG3X+fchC7pjG3/EFn//k4mfv4n2hbdwui3f8X49x8k471vwrVuKf2RGUXN6WAymGuKnOD5wGO8LfVDeDrFZ1hd3Rz1i4WOmuMu5NYhKp0L5wWDet8QSnZG3DEVYP/0i6TIqaw5VsSwa/y8VvVmMMTAuz/P2l/rWFg8G0gMfD4c3k2qnE6VWh//W4Wthgw5K94DN2wM4Ld8lJ8HzNWoYtFvdjD8uTVmjuCzpiizVbPZfSthQhza6JuRWeYLZm7RZPXfPK9rhUMA1O+Mf47nA4/xwfTPUWArvsC7LlwVai0d+vwAdshIDgw/t/JshaxwXMIzAQHmjkei5ifzgDkTM+k8P+K7n4gV5qd5j5MmZ/DZkfe86ggDwzIYNgaSIjLOreXOdbw99V5+O/1j9ga3Ju5jdEIAOUlCLS2IyyzDVphT4SPn7ZcT75+k0F4mwFzT/07UzKut2Dj5TzfLf6CKdAtQ4BjuYcEpCd2p0bEmF7Np5sbcN/oUaWo21xW8HRBgrqpWnOqzLx8iMjbEwb0Gq9eJwe6Nq7/Gpm0qxkPCTrmgUGbdBoUXntZnPtjvx21MEy6vQ1koJJW27DRWv5DBLz1/iE/kp3Ycw3vpYuxF2fEYgblKTxNyRfW0mCzHWB5JUSj9wrviocJLFCEl2xfZgZ7vJOQ2+Gnub0idhCvdN2OTVIbD3YykhbCZM4P3mdVCcqRKKmu9m3lk9Ke85+zVPDH6a/zGNIORHnpzQiw9LM6LZ5mYWPij8seYbDXOzIU10CLx/TtlF8XdGfSsN5FVG456cfza2U6cNSUEm7vYOyUm2+v2KFiDYrIfB3P9o0LKOSTAuZSbi947KOzh7TMP3RiY6+8/g4mMFRASkvx+F4MlESZuFeYBOX0GuakhAsdbqc9azb//YBmpQRcrDoNcV0NHWIC5MmcdkiSRNyFMN3p9Z6hxLSEshRkoiZCybhEDDPBG/w1oKRINZ1K5ZeoKrlCFlORW++386SsbmMyQudZ/CV8LfY4IEW5W3xA/Zsnrxfaxe1m6VQy+p7Uj8dfMrTtQ1q+lQCsgqIaZsMbZtlRcJ5HgJPWuFWRImeiyQcAKxHtRjIER4WRZWSxkr7PKVpiL7HJRPppNi3aKJ/0PkTOZwtLhKpRMsWJuK85HcjqInO3kX9I+Cogw0xgDpVYUM6z1MayJ/0uqinPlwjlNUDy2dEYMcR+WqBUc8+1C7xtGycvCHJ/idI+w1a9W6siVhVx1NFdHLZoN5nriDKwcXZlX0lKQMZHcTpS0mfy0mDlH8YCObgMkWL3Ng/yXJzHPtmDLSiPV58SvhvDI3oTJJsBEFIBmVy1iibwSUxNxAX3W3DJLgEhHH9OPv4w57X9VEstYuS5ZjmNRDSNf+gkAv79kHylyKrc/mUGRJs5Nf7FEf52BqUDlqJiUXWa7kpasHsIlGoTF8Z7p2cqkNcFamwATzqoiqvYLmffLIdGDd2Pm3QA0Bi5sR633DmKFIwnmJ7FyLKgkcrYLSzu/5CtW97W9nmtO5HNf221sn3wS3dIv+J5Icwf22rIk+ZQVZebS3vdWlMw0OraLfqosdwnmY0/Gx4TQxkqWVV6PHTtXqTdgjk8RbjxLa0iw7I2BfReUrM2uHfrLVMhVFMsllMkVdEldLFfXkCJ52RF8lkNh0dO42L7yovcZZ+bkZDBXKBXhwBEHc43+fTQFD8cX3rrMDly6A8+hAbIjGQxb4p672i2uxyJbGQ7LHg+QjzFzGbZssm35tIQasZrPQiiE+URiT5r78tWsfFKoWmazc/M5WYJg5iQkUqO9dwBLBsSYcDQrMeZllXMDNmzsMreS+/X7KN/7O5S0FIbu+wa2vCxyvnIvAAMRwaa6ZA+nAgeTPvO/J76CR0rhntQPxBcEre4ejvp2USnV4plWiJztZIF7JU3Bw3M6I+rnOCQDHJh+kZXeTRSp5eiKyag+f8RHuPEsmCalx0yq1QU87U+MXTgU2s1yx7qE3ixJkljmWBdn5s7nZBmrSrUOCSkpL3R2xcxPytRq1jg3kmamseea6fjCWDDXSXtDiMU9yff0X1s5tnxKbZXsDD1PtbqAt6V96K/ep2mZhDQfvXonYXNu99xBo++8csVYXe/ZwunIMdq1sxwPHyBbyaNASQabczlaWpbF76Z/wlLHGi5xXcknMr/J4fAe/uj7RdL7L6ZGDBExcyEQCnBfxpcos1XxyZF3JbCFMWYOQC3JjxugnAofIULkvP1yZiCIFQhSKBUTcVoMdc9/Tb0W6p/M3D9guRdVUvenLyN1tOM5JeRBTVcUYDUJbbppmRwYe4bVmdeR7SjCa8uk3X+C6loZmxRh+ptXcPJ7X2J8zGLVOvEwk3Jzka+6AvOhmaySymqF/t6ZVRnjoT8i6Rppf/x5/G9qVhr66IzWOTI0TrCpk9SNy0SMwMD8YC7iFDepfEA0ss7OLJtdJXIZbtwEVI193r08c/cgE44p8geg1F1PtqOIoVA3ExkBTJcw2XD74VTtzCTm0yU/5l35n6U30sbnut7G5sZ8Pta+BYDlL/uwLAv3UmEoE5NazmbmLMMAXxB0DWtKfF9j2k/JAZX28hFMy4w36U787GEcNcWEmrvZO/0cWbY8qsdzYGAQIxjGf6QZW2aqsKAfnogHhjf2ZTBycjDJvj42CRocacVExhwXYCDvjEnYZdHqEMeZl7uQTHME3/5TuC9bwXVfCbHt7jeSO2rGzU+ybQV4FXHe80Jiv72+ZmpdQo7SXRPGe+VKXtCexsDgaz+4DXtAI+ecwPBVz07x1Fc3kyFl8qPwd8iT8lmtJA6s+uu34B1TyR1ROekXq4TWxATWkaPImzZSWSb66DrGT7E17TCZYxKqBvXuFeRIYuIxYg2jRE039MERYeNen+j8B8Jsw15dSmmHh1ORo2wLPM3GF3JwLV2QuE1VCZGznax3XsE17tez0X0tkXbRE6dVZBAwfYzpQ/GJuGvtYkKHT2FFBIgvVcVv7FBT4gYqDc6VnAocJCJH8N4qIj3O9AjDnmq5llxJsC6jBSZKTiZ+Q1w/Q5EZZk6Ksq22NI8Ac+cEeieBOQuq9mQjORzoH/80kiSRLmVgKCaFjsokcBADc0XX3MjmLz2ABHitlDlllra8LCS7itbRy+QDj2Mrycd9efLq7sWWJEmkv+cOMAwGN6Sx1XqWO3I+gLdvmlw5HwWFvgUpdBSL67r0iJCCX2YT5hJNV01zcI3Bn2/T2RdduV2jCDmXs6qI0hc1JCQO6mLSeGPmXUhIF9U3F5nDyTJWjoYq0HUiLV0X3I9pmZwM7KfMWccx/y7ubbuZGxpL+X7fJxmIzO+kFjnTkeRkCYjcRUApKybr4+9icKqNTD0d9cYbODjyDJ4OHwDam9aQbytiX+kANy18PyB6HNuiYC5kBjh7kc6ehmWwS98WP+8lejE9WZOkbbqES1xXsy3wDIdCu1jkWIlDdl7UPkHcw06cePAkvSZLMuVyJR1RmeVxv/gNe6LZcl1mB6VyORISmUMKQ6YAHBvd16GiUqnWYYxNMp6lYTMV0mwzfWvVrsW0BI7HzZqMhxJ7vdyXr6ak1U5hICceURA2Q3RoZ+d0sgTRM5dmy4rnkAJ4+jXKmhwcsieyYimyl0tcV/Gs/xEsy8K1ejHlhx4m7zufpOhP340v1sSYuUtSr0ti1tq0Zv7i/z1vTX0faVI6RBcE9e4ujvt3szz9ctHbebaTevcKxvVhhrRkt8lzY1H6wh30RNpY672agkzBpvVPzi/zCx0VC4F67xDXe7awP7Sd4ehi1pQ5yVntZILEMlYrnOtp0elNYosAACAASURBVE4zaYzHwVylbX4w55LdFNvKk/JCZ1cMzJXbBPN2+cQa9l/pwyoUAPs4RzAVWNT09zGSiH3PL2T9ELtkv8DWF6590y+wc/xxLCw69WT2KGgGmDInLgoUXeu5DYBn/H/iePgASx1r5uyzK7VV4pLcCWDuQGgHrVoTd3rfDcAbUu5hteMyvj728YvK/ju35oslmKtcspuvZv+cTr2V70x8Lv732WDOVpIf75k7FDWhWeZYO+8+Yxl1hTYxR+6ebJp329dCjZv/BHP/cKXmZJD5+svh8GGmTokJdNNKD1bTKSzLonn6IJPaCKtaM9He9hYqqKDNd4LKGoVKzwlkzcdYk1hFXLl2hsmS33Q7Vmsb1kHxQMkvlBgatDAMAe6MX/waadFCpJUzNtK27DS0kRk50/ROMXFIvWwp9oLzM3Nhyy74iN3iAS5VlM+5nSRJLFKWYThs7NO28ciH+qntyyPFDyXuOnIcJfT7WvFl6EQyvagRWL9L5nTOTDN5hprDewu+wOMNrfyiZic3ZtxFV7iZ7HAq1SciMDqKPS8TtSBrBsx1dUBmJpLXKwBX9DxYfWKQmt53irJGDwF7kK7wWew15WR+9O1M/PxhlKZTBFq72TP1HGu9m1Fy87AGB/EfPI2lG2TechkgpJbWsLiJv/TdFPoODyZJrmKr8MOTXeByofcPY5km2fuFbOhMRDQy5195B3bfOFJzE45Vi0DX0V7cg8SMzLLcWRffryMtl6xh6A23U+FcgGxIdNaGSL9uPc/rT1EoFVNra2DKGyRrVsacZZpYbe1UepfwXMoeblRv5QOOjyVZYk/ta2KQPBqOGZwcE0yVuWMXWBbypo3UrhA9WE0Hn2O7/iKVAylIQL1rOfmyeHD1GjMucVrvEJGzndijk99JfYx/ObuJrrB4uNtryihuhClzgggRNjwAzuWJfS9qTRmRs51IksSP8x7h7tT3xzPmJoujvZxYjGliouJauwQrHCF0XExEYmDOZnPEow1WuS9HI0L7ghCeq9cjp7hp9h8nXcogS8rGITlI87sYq7AhKUqCzFLOSscCpCj7I6e4UTCRUhInvrLHjZyVTu5oBN0GDk3GPe1E+cR9mI8+jrF1O1lRNi7HmQxMYmAuXcogS82j1FGD3VDmzpqTZdSyQkL7T+B/dhdpb7kJSf7rhum0t96MnJrCE/eGcMpu3px7L9b4BGp6Jvn2UvorHbSki3Oe/4K4H5YqK/D47RxdP8Zv7zH53n06+9TDZEnZ8V4rR2UhSvMYNVIdZ6wmMmw5FDsqKXfWX1TfXCyWQD2nZw6E2yJcnKNlf6SToOnnzTn38vSiHr5d8Wca3Ku4f/CbfLB17jgHMxwRxjvn9ssRZeZUFTweMt53J+PFChl98JW3NPP+H/rp+8N/AxC5Rigk0pQM7OVF2EoLCGw/SEuwkXxVXAdH58jYnKuOG0eYYpINUTBX0K4wkWNgbV7C5a7r6DO6OBze84okliBcaTOl7HnNGyrkatoMcQ/HwVx4FpizV6FWFJPRR5yZ88qpfDrr27w99V6MoVEmcnSyjMyEMajKuYi20EkMU4PCAsxnnsMaH4+/rpYXoZYUsOZoAbuCLxC2wrRpZzAw5nSyhGhg+DmTLX1ghIX7PZzQDxIygwmvifyvVk5HxHNRdtjJ/NBduNcvi2/TH+kk21bAEvf6JBOUH098Dbvk4B1pH4bxcYiOEy1Th/GZUyxPvRy1vIhISxcLXOK5PJfUUu8bSpDu7/eJiKE1KVdRXCKULz1tB+b8zgDhKJjTega43nM7JibP+YXU8lhoHxZWPCdudi13zISHt+vNOCQnBbbzM2bVagMt55FZdugtyMgUqeUAbGxfhD/N5EiueG4fCu1CMqHu6KuThV+o3pf+ab6d80BSMPurrSfHfo0cXTOfq1cw5s6cpxTSc8dH6Lv7E+gDw3Puq8hWylLHGh7x/ZpWrSkhX252KZJCrX1RfO4A8Nvpn5AipXKT5w5AzLu+mP0jfOYUXxtLzi68UMXjFC4gs4zVOtcmbku5mwemfhjPnjPHJlGyhLJGLS1A7x/GjER4xPdr6u1LzstWxsBckVOQBH2RzqTQ8ddSxQDzP2WW/2BltbSijI9yano9eZFiTtca4PNhvvQCu39/L5IJS9/1Pcw//I7ydpMOfyMut8XaEiE90oc6SEmB+oaZ06/cdguoM1LLvAIZ04ThIQuz8STWgUMo77g74aGsZqdh+oKYISGDmtpxDNlpJ2VVPWpBlpASzhOIqY1NE5FdEAxCQT6S2z3ndiAy6jQ7vMRLjOaHWX0kFwmJQlcVuc4S+qLWyoFcN8U9Mgs7vJxWz2KQaHktSRLLUi7l06U/5rlF/fxx4McopoTVJSZ1nqU1cZdJq6szLrG0enrBik72e8UEeGrnccpPiZDQmBV67jc+Ss5XP4xxqpnRmkEmjBHWp16LlJ+HNTDI9B6xYp552+VAFMxFZZanBrLwBIfRM85h5mJgLtAr+sc0Ha21i+x9YrBqi2rt82+8G8vhIItRTIcbZBmbFZWFlhbTEW6i3DnT0yAV5FPYK9Fn9uCQnRT0euiuCSNV57NVe57N6g1Eqj1YCmSaM7btDAxAKIRUWUGmnMVvPI/yPmdyxs7kiwcZz6xiQYeXHrmXCX0Uc9sOcDiQ1q6mZuFGAJ4JPcaoNUKq6SFvUCZdyaJIEQ/8dv0stlzx2aF9x7EiWlzOeipwkEO+bTw3/ntAgLnCA2IyVaKXUHPckQTm7DVlaK3dCYO61tErYjdSZyZiMaml6xwTlGw5F9mSMBUpvvJ4mfd6AM4uDaKWFuBctYhWewc1cl38XskeczIWBYs+c0ZmaYUiWEhxGSEgeuZcyRMRNdNL2GNgKGCLmIwucmO7714oKUb/yMdJd4nrJt2Rl/Te2WAOYJlnA3okMK+LoFpeRGDbATCMv0piGSslzYvt+HfZVnmcLdnvJV3OhIkJyMigyF5Jb6HB2YwRCoY9SNvEPWKTbCw+lMWB1ZN01CiEXLAnv4U1yoyTorOqCCyLxcEF9MkDlDvE9b3IvZbGwD4sy6LROM4N0xsZM5MXliKtXWCzoZbkJ73mqK8ASbooMNcSzTSrdC1ElVQ2pd/Cd6oe50NF36Ql1EjfrL6oWGmtXWCayU6WIAxQMjORJAnZ42ZyWQYhw8eTdiElHQ+IY5rKSpycuDeuIrD9EG2hk6z1biZfLeGYfwbM9X7jQSa3HWGuiuXLxZi53IOC/RtelcpGl3A8trBesd37iDmcFEswuyqVajrMVkzT5ERAqDR6wq1YlkWn0U6ZXIF9QSXpnRrD5owU8O7U93O5+zr0aGB4tpR43Ve7FhMmTG+xhe3fPwKahvHnJ+KvS5KEZ9Malj+sE7QC7A9tP6+TJQhmbrb5CQgwt/hMHhErzDF/oq3+ZvetKCg87U92gIzVgNZFvr2UBW4hXY2BsV6tkz/7HuBO77+So+Rh9c84+R1TxCR8WcoG7NWlRM52UutaiozM6XMcLS3DQB8cTZBZ7p9+kWxbARXOBZTUCsDV0z+/2UWMmTPHp6jRqqhQa+Pf6VB4NzLynK6Js8PD27Vmym01F8xBrLYvEKB6jrgKEMxcoa00HgWwqrEQR1DiJYe4fg+FdlHZm4GzPdkd8W9RVfZ6bk15699kXz5jipcnHkWJftW5TFBigeFZk26m//AMkw88TmvdjYz94MGkOCqA691baNWasLDm7JeLVb26hKbIMWGJb4zwjP9hbvPejct0oHWKZ1utfSHvSPsID/t+yYHQzlf03V4JMxerd6V9lJAV5KHpn2FFIpi+wCyZZQFYFjt7/0xT5Dj3pH7wvPsyonmvxSliUW4oO4A+T0zIa6HGjRFkZFLl9Atv/Bqtf4K5V1HWHgEeDrKKhVIDTfliYq/ddA0HjD3UDWeS9ZunkeoXUNZqEDR8DIY6WZYlVt+coU5WrJZRlBlgJqWnI19/LcbvH8YyTQoKxWsDfSbGL+8Hmw3lrXcmHIctW1x4WlRqObXjGClrFyLb1ZkYgfG580q0oQkiLgGG5pNYxmqhsoSIrHPa00XDmTycIwHyneXYFSe5zlLGEIBo0qtRphexMONSQoTooGPefdplB95iIfmwugVA8yyrJnCyHTOiYXV2IJUI4wmrZ0a6EgNz0zuPU+ldhFtOiffnSJJE9if+hfR//xdOrROT9tXGGsjLhYFBpvc04qwpwbNUDDBa3whEwdwEaWQwTncgUR6SLmUgIzNiDKGWCrmj7y/byRpUUS2VHrOTFFLwphUi3XwTGYwTONGCY1k9NoR8b7zEw7QxEZ/sAkjFRRT2SfTZBjB8AYpPqXTWhjmgHGCaaTbbrsdfJuREaeMzsiqrte2Cv5llWUy+eIjUK1ezaMVbADi571eYW3cgr1+L5HSSJ+djMxSeXyEmUAEzRO0psNraKVHEvrv0NiRVRclKF+AC4szcoCaAyIHpl8Tfa8ooPS2Y5s0dK5GQ4uYn8d+8pgwrHEkY1LX2XtTyQkb1mclSDMzZSgtR8rPjJiiSJKGYMhFJY1DvJU3OoMheTlEon+alAWxFebjWLqEzb5xKqyq+v+wBhdF88VvEmLkxfYjQ1ERCH6Q5Pily5tRk+Y7dKXNqkYUlgzMEe14XQHK5UL/2RawjR3H6xIp+ipSa9N5zwdzylMuwNI0ec24JYcx8xbmiAUdDcszBq6kH+BmqZOeu3PtgagosCykjnSJHBf0ZAc6WBqieLiZ84izGlJA+L3nRTXtFhJ68CIYMXdl+1thmGABnlZgoNPSXElIiZLsEw7bYs44JfYTeSDtfCn6aPcYO9hrJDFWktRu1rADJlmyUILtdqGWFFxVP0BoU13CVc2HC39d7RSzG/jnMl+KxBHMyc2NImTN9WR3ZI0zk6Nz8Uj1FZjFdRWJsHjmVOMFyX76a8cggY/oQVa5FLEvZwFH/LizLwtR0Oj/1E/q/l9jvFKsd+svUzHJfzX5B3ANdth6K1LK4ucVcDMz5aswamdP8JFblchUBAhwJ72FCH6HCuQCfOUWX3sYUk5TK5TgWVJJ+Jsg00wSsRAc+Y2iM8Rwt3i8Xq5qoCUprtYXy5juQKiswf58stVz0jIHdsrM18BTNkUZU1ISQ5dk1oY8k9aPqAyM0jJQDcNKf2KeZqWSz1rmJpwJ/nHdRsz/SSYG9jHq3YNZOBQ8SsSJ8cezDSEj8S9rHAOL9ctjtHMvoIE8tpkAtxR5VGzhlN+XOeprOcbQ0hsfAMOJgzrIs9k+/yGrvlUiSRGb5AhwBmYGpuc1+LNMkdKwpzpAYfUPc4L6dvaGXGTWGORzaTZ19MSmyN+m9HjmFOvtijoT2XNDJMlbVagMRK0y33j7n6516C2W2mTHJ1j3BygOZPB98DN3Shcthfzl6/9zs1WupXpj4IyEriAS4cM0J5mIMV+ohsRhV+OA3cK1dwuAHvkzH2jcRPJAYMXCdZ6Z3/bxgzr6EcXOUYWOAR3y/JkKE24Nb6Nz0Nlqqr48ben0w/T8oVEr57Mh7XlH/7aDei4JCpjL/vZ98TIu5xHkV9099n9CY+L7yLJklwP3B/yZTzuYWz5vPuy89qhjLzCzDZTpf846WY+YIGXLWBRc7Xsv1f/fI/38sc88+QqqXsew6lqgNnE7phjvfjO9rn+VsrcS6dfeiXHMdUm095dGA6TbfccrkveiWDVUKc+mKGTnHcLiXKW0M5c7bobcPa+du8gvFTzPYHcF44HfIN9+AlHNOVlC2uNH0kQn0KT/+I2dJ3Sj6r2IxArOz5maXNjSOni5WOWPmJ/NVgyIezIYCr9u3nKHUMYrd4sGQ4yhBl8QK1Yh7mvLaq1h8+2cAOMX5m16lUsEAxZg5dUE1lqYTPN0xLzNHbw+mpjO99yRply6jwb2Kk+eYLWR/9G0cXR+k7IwT35Ufw0rxYg0OMb3rON71C1HzxbkRMsthwg4v6YofGYvGgUQwJ0symWQxrk5irxGT1ekntyKbEsVqBUPmQNxkQ33vu7BhYD7+JAMFy+NgritbAOrZzJxSXEBBr0Sfa5zJbUcpOeNktEDjL5FHUVHZqF7FdHR+5B2c6RGx2jrEuTvPbxY6202kZ4i0q1exMPpbnHj+e/F+udj3KlSKCXpNyltSGfJMUNckM3jvVynqF4CkzxBgw5afHTcqicUSDEYEqD7m30XYDGGvKSO/x853e7/Cmx6rE/k0JYm9fjFHy8jZGaYk0t6DWl4UB3AwA+YkScK1ZjHBg2Kyrls6mAaT2hgnmh6J2y4vGCzl7NIgSm4mxiU1DBfqlA/MTMYzeixGsgT75psV7Ds01SHA3LRgQSId4nPNOVzYbEaE48sEE5PiU9i5oR/LspDvvANpQT3mqAAdNl+ynC0JzHk2oBgwzRQ+y5e0vVoufvi/BSsHEDHDPD3+IDdnvY1sNR9rPCrNjjJzow4fLbUWtXo5mCah/ccxJn0se0ksIoSc4h8wJ5grahVMpuQUGy12i16KJ/2/51n9SQBOG8lZWtocsQSz62IdLVtDjeSrpaQoiUC60tlAtq0g7s44u+aNJYAoMyd+q18NfoMJJqieLuaOj0LZIeiM3nojj/wKs/Fk/G3ujavoqRLXWZVzIUs9lzKs9dEf6STSNQCGgf9w8oRRszT26jviEkt9cITsl8TiRpcpJtVv9L6Ty13Xk63kJr3/fDViDSdlzM2umGQ2ZkJyQ4ZgPWJ9MaVyOfb6SjKit+dsdg5AHxplPEcnx1OW8PcKZwOSBW2LHJCdjXzHFswXXsIanpnkuy9fhTMks2pkAVuDAsxVqvWoUqLBUqzG9eEkZs4YHCUtrYBCezlng8ns1vWeLbRrzTRrJ5NesyyLgYhg5lKUVMoctRwL7OGegWt4LvAo92V8ecYtMQrmpKWLOVY2ylKPiO6x15RhTk5jDI9R71qRJLM8N+6mJdTImD7EGq/o75UVhZzJmR7gc0tr7cLyB/FcL1oDtJ5BrvdswcTkGf+fOBreO2e/XKxEePheurTWiwRzQk0xnwlKp9ZCmToD5vT+YS47VsmA0cvD07/EZ02zbGoBxsDIvAD6tVJPjP6ackcdhfZyUkiZ09Eyxsx5tnYgp7hJfeN1lDz7M4oe+k/0viE61r6Jse/cH9++VK1kkX0FZbaq8wZQ19uF6uR05Bi/m/4py8JLUFd9huCuw6JFo1U8e92yh89k/RfN2sk5A+Pnq0Gjj1ylIKG/9GLqHWkfZsDo5elJobiJM3OlBfSXRnjZuZ07ve+e0212dsWYOVt2JgVKCcOFGpGmvz43dOBDX2HyN4//1fs5tyaM0f/T/XLwTzD3qsrcvZemlJWU19hooIGAFKD/F1/iyB21WFisyRLSL6m2jtI9YpA+O7ATl97PoXExiC+tFJNhy7K47/AV/KD5g8g33whuN8ZDf4yDOfm5p2F4GOUd9yQdR5yZG5kULo2mSeplAszFAUu0by4YtHjgf8LxHjxtaBwjV0y25Qsxc7IAc/Yw5JLFcO4UxW7R/5XjLMGUwQKGbaOUUkoDopfkQmCOnBxwOOLM3O93iQfnyAuHIBCIxxJYPb0iZy4nB6u3h8DxFkx/kNRLl7DQvYYzwaNEzBmpXDhDoXWpn6XDi9A6ehn/7TMQDGIMj+JdvwhZtaHmZsRlluNyFmtqhE58T1Nm0kMoQ09jMlPDuVA8xALbDmIrzKXUU88E4+RKAszJmzaiuVNxHdvH8YJrmCaFcFouHaYYxGaDOVteNvl9MhOuEAMv76AkOiF+VnuSS2wb8UpeprLESpyne0bOYba2gSwjlc0/CZ54QbiypV21ilRvAWWBXE6l9YBpIl1+WXy7YkWc39U112HJUHtGJvT0y0zc9F0kEwaimW5KNJ5AyUrHFl0hjjFzESvMcf8e1ChQu/RoKcq+NhzLFyT16cQmzuHmGTCndfRhjzpZOiUXMnICsLPXlqO19WCZJpP6KLIBgynTbGsYIEMTq9H1rdlMZRp0G+30R11US6JzNzMYIqvbYsQr2CafMYUcHfYG/B1YSJjR/KlYQLkxh7RfCftpWiCui6ueyqE7b5zm4DEkSUJa1EBAikZqTIaT3jthjePAgUsSv3GJo5p0KwqY5+ibc21YiVpZQuqbb0w+kFnVYbSxcrSCTwbuZdwcm3e71tBJNCvCqpRon0m0dynGzBkKBN1Qp5WCJBHYfZRI3wgNJ8EzDUEXSDYVyYRl/pkJoZqXiexxobZPgAVTqmA4q1yLcMpufm38Ai+p5En5nDKSQ3Ijrd1zxhLEytFQRaSpfU450+xqCTZS7UqW5kmSxFrv1ezzvZBk8R1p7kDJy0pwLY2VNTaOlJnJH4d/xHf6P44lwy0l78FeVkTp7ggjhTqplpexPJnITbdhDYqJvr2mjL5lYiGgyrmQZR4hiTzq30WwRVxb4Y5+tLFECdpR4xA+fHGJpf/l/WSMKLhMJ51RMPeOZ8r46ZfreKU1GpVZmm1zMy0VsmCwD0V245G9bEy7GYDGiJCDlskVOBZUkjksvteQlQjmfKMDBFJNclPKE/7ukt0Uj7hpW+wQjPodW8AwMB55LL6NWlWKrTCX1Xsyadea2RfaOq/E0rKseZk5JS+LGtcSzoaSwdw1HpH/NZfUckwfImKFKfj/2HvvOMnKMv37e0Ll6pxzT4fJOTGADDDkHEQQBMS8pkVdA6sr6/ou4u4qivgzJ5AcRQGBkTgMk2CYPD2dc6jOXV3xhOf946nQNd0TUH+fd9+P3P9116lTVSc8577u676vyynXrgpPI5vFZt6JbuOuovv5ZO5X0p8/KMF14Oz5BApNVnolgHIuks/O2OF2FnnXMGIOMGykOw9SdjcJZm5nMDEvlwBzAMVmEQHX3CMRyRbLrEvPkvvrG2KRcwU1egM/m/wu0yKYYRZuPfQI1r33p/5e7TqVaRHEwDgpMFfvTIC5OURQJqwxJuwxameCuf4A7+tfhoaWEs9Yba9BxA2ssclZ+/jfEr2xdt4JbeHS/A+TpeXiFu65mTkr8Vx6cT+e01ej6DqKopB93UXUNT2L98x1jNz5S4SZVs/9XtF9/LD4oYz9PBD7LR8NXZf6O6loee/UPXQYzWz6t1G03GwqHpW+eUZv+j47z3sFZVolT07fx8nGkNl30vNyM+Msz0XU6o3cx68BMtQs/3TzOKpQuDH7MyfcT3JmTsvPocI1j+Eqm/jfyMyZI+OM3/MAU4++8DftZ64Yt0f+f20YDu+BuXcdIhhEHDjITmsNdQ0qS5CtPYc4xM7R58h1FNOYJVs2lMb5eIMmpVolrUOyJefVYenfVl8gE9rucBN9kRb6I20oPh/qZRdjPfYkRfkmigLlL90PpaWoF54/67vMZOaCW/aCppF1asKkuSwTzP32ZzH++eMRtm2Ri44xPIFIgKWkYfixIkfN5d9c/0npqIPWmkHiHosKrRaAElc1tgo2IBRBDTXkkEMFFRxkdjV0ZiiKglJViejuQQjBA38pwUAn+LpsVUkxcz29KJUVKBWViL5eQu/IRde/biFLfesxhUHzDNW4t0OvYTkEiw9WUfPmg9gumUR7CaWPT3mhBHNDw/THClldK5PhlvFCmg5lJn65IR9TBQa+tYtAUcA0ca9eTLWrkZASSSkmKqqKsWEjvsgIgwGNDuoY9VbSGW3CrXhSoggAWlEepQnj8JYDW6gLFGHo0EkH5+lStGHcJ0GGry1tySDaO6CqMsM+4eiYemU3zuqSFHOypPQcDi9XEC4n6ob0bEWFKr9PiSHn4hYajRSvr8XXY6FZMCISiUhCBGWmWfhgvIda1wI0NHYFX0YvLUT1e4kfbie2v3nWvBxI/z7F58FIMHPWxBT2xBSOeZKZK3ZWUuAozQRzdVWyNXNgmHFzGNUGQwehQmhSJljz98rzuye0lY4CWQkvf0MmzGZ/gPwhnbhuMikmmLYmqXAl2MVoj2TmJoMIw0ixj1Z8NprTpydorwfVgit+7EezVZ4bfwAApbaGcYf8vFhw9qzIlJiQaniJUBSFxU4pwjAXmDt4usln90wzXnh8EHNn3+fosTr5ReweVgcb+Gn0h8RFfNZ2SbYgOReUZOaUBDMXT1xK83s8uJY2EnljN/GBUfwiQnWXZOUcLh+uKDja0wyCoii468oZDHXgMKBfledDV3Qq/Ito0lv5hOtzrNTWzmLmrLEJ7ImpOZUsk+FaVEdJrIv4zzLluX8R+zFbEp5spjDpjDVR754bBJySdS4T5sgs1uaYSpbINst9S+Lc2fsZVudIoaBSZyWFt3+aeYcl++hXspm8/DQYHiF++TWISARFURg41Y9vWqdQL6PBswyfmsXe0FairenznFy/kpGcl3uffhYA4Zd3oOVkU6PX02nJQpD16BNYP/4Zomv2/N+xIiZiBAmS1zZJvH4x9qHZCXqVWoOGxhHrEEt9p6Q8ElstCSKSbZb5AVnhHz4KzI2E5PcpdlYw+do7TL6cZqbqWhXa5smClLJ8GcrCBdgPp9tMFUXBe+Y6VvxernMhMX1MMBe0JrCwMpg5IQTm4Ah6aSGN7uV0RY/Mkpcv0kpY797I83OAuaSSZZmzhu2RV3mFlzEx+UnRE1zp/1DGtmJwCDwe9q6RKdPKqCzMuRJgLn6oLdWqeSScnoucC8xVuRooc6aLcaXOakYLo5h9s+0JonuaQNfxnSdn64zeIRRF4SLfNfSZ8vvPZObMb92B+cMfp/5OmofD8W0JkpGt5lCqVcwpgpJUe5zZZmkOjJCfU8l695kErAFKtQoqcxcmXvvf22r5zNh9KChckn8TWVouuq0ybA0StDPX7yGzn2JKMQ614z1zbcZrWrafvM9ejxUYJfx62tZivnMJK45qsXze/BNPGY8yYieM77V8StRyXo08h39C5SL9Smp3PoLvgvcBYPamxw40ReMK/41sibzA8IxxhOPFkNV3UgqcR4eqqNyScyv7soSTqAAAIABJREFUnAdoWhlJtfeGPCabr53knKalJ2XTYI2Mo+Zmo+g6FY4ahistYn8jMxd+aTsIgfF/YfZuzBp5j5n7Rwt751tg27wytYa6Bo1FyKT1gDjArtEXWFdwYarvVm2UldTaeDmdsWYUl48d4xcC4Eo8BHeMyvaWsXiCBbn+WhgZQdvyGgvyh6lt2Yx28w1zzpXMnJmb2rIX36pGNL9kJtJtlhLMPXSvTPKam2yEaWKOTiKWr0D/0fdRr7rihL/7XzzfYJm2gtYECC0NSwCTZOYQ8vtVIx9Si1l8YmYO2WopenrZ945FW7tKD1WIwzLpyGiznAnm9rSgZXlxzStnaaKla6av1bapF3AZDqr/YuNeNp/Cn/4HAH5CBH/3BMI0cSTAXLQnQMAuYGGhPE7DFPHKi5m96TkTLqYKTNwLatASgiDuVYuocjViagI//tS22odvRAFW7fg5FfTRbUvxkxr3gox+bK0on6IEmOuNdlBoZCNU+fe5DsnsjllDeEI6dKRV4ERb+wmZ1PCBdvxr0gIgS7NPZTTfYuye21KtcADztUVkkYUVmiZfL6aoZhVabzcOQ8VhqowJCXD1hD3BTLGIIaOHee7FLPKu5a3pV6SxaEM1wWdeRcTis+blQCZvScEAIKVkmWyzLHKUU+QozwBzjoRBudHew5gRQLVluy9Ar92LEILSPXF8ERf7Qm/SZjej2FD0nNy32R+gYEge1yExyLQ1SZ1bMseBeB92Ygk0B0ckM6frmNOZqngAenCcvkqBK65QNOBg/cRKXhh/CEtYKDXVBIpMFBvGIrMTsgkxTq6SJ5VIEyzTepdsdz1szGYTfhP7KTutN7kj+s1ZryWjyTrEY/4/84mfaTz7udNYpa3l69EvcmpwCc/G/5BR5T8cfhu/lkOlM3HdJFUF83KpcM7DSHS1NeyP4ztnA+HX3yLW0Y+HCNlhB6YD+n1TOA3o6M2cE3PXldPt6MYTV2kSabAQyI6gCPiY49Ms1pbRYjdlAM14uzw/xwVzeT48RDEfeCT1vyF7kH+N3Mp3orcD0BNrxRBx6udg5iDNgOw4am5OeszVzv3BY+PsbpTH6MZyqSRXpJSQ85Gred9X7wDAYWuM5dk47v0lYudb2I/JFqi++hgVLQ7Mzj40RWOZbwN7prcSaevla88e5H9+0czwvky7gjfMV1ikLqVIlQl/7EAL7tWLqVXrUsyc6JfPB+upk28xSnrM5R9I+KN1zgaCDsVBpVJNgADLfafiVj0UOcrptjvx4ydPyUfLz6XQloxY4Kg2y0BcgvtiRwWdX/4xTVd/HWN0EhGJUL8/Rm9ekKgtga563TXYr21BDKSTMe9Z6yh5O0StkMB6wTGULCdMOS4wE8zZwRAiEpVgzrMcC4uO6GzAeqH3/TQbB2mLZ8qjJz3mDpn7uXnwPPK1YvzT4LJmt6aJwSGU0hL2lg3gnYb6Abnm65WlqH4vscNtLPDIAs1M83GzPwCKgl5SgClMdk+/xnr/ORn7Ls+dz2ShxdS+2WtBdE8TrsXSr1PNzU4Bvot9sihcoBZTpctjJ0ZGEM0tiNG02FCt3pBS6DsZMAdQ71hEa3z2cZzpMQcgDAMrIMVdLvBdBUhDe0eZvI7/vwRz5uAwg/98B3ZsdnHLFjbPjt3H+qxzKHFWkqXloiY6lpK/MRkBq5/CYMJyaePaWfvyX7wRxedh6pE/H/f7dNudAOy0tqX+V9cli/GXjmyi7qF70LL9aNl+1CwfRl8g4/1X+2/GwuLp0IMn+OUyBq2+ExqGHyve7/8wWYaPpz8ylmLmngj+jrDf4urnTm6G2xqZQEvkp+VaNeO5Uabb/zbj8OnNsvXb7P77g7lxe4T898DcP1aoq1YQuOv3vMVa5jWo5JFHGWVsN14naI5xSkFaCluZnwBzo9kMucbwLFuHrfkIaWVEB+RDemcSzMUSMzgXng85OdgPP8YNrsfRhIX2kZvn/C6OfNkiNNYUILjjUKrFEkDL8qH6PMQHRti/x+TAXotS+mlpsqRgihA4SgvQP/+Z4ypZzowFnpX0evoQQNGYnCnJ0vMABcshL6UaJNu3hCUc5jA2J5CjTTBzTz4iAVQXNTgTxybZZklvXyYzt6cV74oGFFWl2FFBoV6WMfy+PfgiS8cWYrePYEVi6PNlK5GWn8v4D++j55JP48jzEe8fwQ6MMEIhVd4R0DSKF+Tz8ouZhsNZwypThSaOolx+/fUJvvhIL+7Viyh11mBr4LDSt5H30rMJ4mfd8HNU0MehyQppS+DKBDd6cT4lfTKLHqmIoSoKllPHYzmZr8ptR4xBckJ+Yl3pBEq0dx53Xk5YFtH2ftyN6SR5sVdWCf9LZILAz7n+hTezD9Ie2c9Cz2q0FcuhtxdPVSGeqEYQWTFPMnOuGR5zgXgvpc4q1mVt4kBoB2FrGmdjTWqhnYuZA1KCAZCeUUsahs8F5pwJMBfv6KP9D0+BkKwcArpqDFoffASrN8Di4Wr2hLbSYh2hPFSA1jSAOTyG2T9M4WACzNkDTNuTlDtrcSseAna/VLNEJh5GVz9KdhbWVKbIg4hG0cNTjBYKsqfkvs63LyJg9LF7+nWU2hr6qsAVUxkzZ8+oTohxcpQ8zO98m/j75Lk4wycB+zux7RnbxkSM54yn8eLlvvgv2WfOrX743el/wxuGz9yts/CpVp7wvcCjvudw4uTG8FXcF0/7UR6OvM1Cz+oUuE8zc7nk6oUIp447qlC4P4Dv4o2IWJzI1t14iCBc8hq1FRt3FA5NZn5fV30F/TkByqxShsQAA3Y/nVY7B/QmsoIwFutnkbYUE5NWO81IHc+WIBlaVM4T2rveJvSKVMd82ngMG5td1jYm7YmU+EnDMZi5YmcFde7FbA9uBuAvxvP85/hXsIbH5lSyFPE4TE/TWTxNqaOKkBICoEQpRbyzm7wbb6JMlCEsgzExinrl5aDr2IebpAJkzhCV7a5UpX6F73Rao/vZH3ubA6dN8uoHRvjQud+g207cAyLODnNrqsUSpAS9o7pMGofbHQghEH0J1nhGm+KJYizhnVSwJ8GmjsxtVVMoCog7YLlXsjiVznoCDFGl1qaumbJiCQQCIpMZGEkwdUWOcmKdg1iT0/TecS+irZ26FgVbESmApV13DQiB9Vh69ifpoXhaj1wvGp2ZIjbJGDclMJjZZmkNyd+XBHPAnHNzKf+v8BMZ/x+Id2Fq8IOpb7HW/T4eKXsdzZYiKLNicAhKS9jrb2HZPhU1wQ4oioJzUT3xw+2pubuZIijmwDBaUT6Kw8HB8C5CdjCjxRKgokKCwN7W2Z8b29OUKow5KktS7XdLnKuodyzkVM+m1Dmy30zcm2Pp4l/SPDxHzSNPPTnvt0antCc4uu0zCXSqdfkcMQcTx7+8mPO8V+LEyenuc9HLClO//W+J6Re3MvG7p/669z77OuP3PED07dndQe+E3qAv3sGl+R9GxOOo29qwYnLNP7rVcsjqJ69PQfG48aybvcaoXg9Zl51N8InNGa2WR0eyKLPLTIO52u1y+4+ceXfGSIJeUYLZm1k0aXAuYrlzHU+dRKtl2A4RtCdTM+XvNnyqnys7NvLGRVMM5UxhC5t7p37Eko4SGraenL2ANTqBXihzxKTX3AD9WMHQX/WdhBCEXpQiWtbYJHYofIJ3vLt9j1sj5J7k/fG/Nd4Dc+8ylPx8DtRfwTRZ1DXIw7eYxey196Cisib/vPS2BQWQn091u4mtwvSqRn5yr5fs2nnEBjoImVPsn9iCX8/FEHGmzDEUlwvt6iuwnnyaSycf4JBvLerCuWclFF3HdPt558dvImJxsjeuzHjdmbAneOhegzOcb/KOewl1L/0YIyAXe0dx3ly7PWbM96wkokbQ4grZgwnDc0VBKBBLzMNWUZU6JmHCdHN801+lugr6B/jTIxE2na/TpdTiiY5Cdg5Kbq5kM/r6U2COsTHCe5rwrWxMff5S3/qUCEpfrIPuWAvrOQOEINrWh50lq0vedYsp/eW3Cb2yA/OhJ3ANduKaHCbuzCIrIr2AzrrAyZuvmUSj6QdZVp9gssDgcR7nv//5AC9cG8RaXYPHKfcrzDST58jPZrKogXx7BA9RmkUx/fHOjHk5kMxc4UACzJXHiYsYI3lx3CErBYBHjAHy47nEuhOV9WAQAoHjtsXGuocQcQPP/DSYW+BZCZbO5uZMoRi34qaIItojB1noXY2yQiZEubXZeIMaIUUumMmZuaSSZdCaJGQHKXFUsd6/CROTd0JvpAROFI87te3R4WysId7eizDNGcxcOSMzwNyIma68OWrKQVGYfPYNOp57LsXKuaNga/DkK1/HHp9iUXQhHdHDtFhNNCCrh5Ed+zD6hsgPSAA2YPcRsqbwazkUOSsYYSjNzPUHpE1CXg7W5HRGIiOaW5jIFUS9kD8oH7obcy7Dq/r58/gD2DWV9FUKfGGNCSWdSCUjycz9P3X3c+YP3kFYFsu869EsZZYww6vmXwgyxd3eX5GvFHBb5NZZSdV+cw9Pi6f45E809LEcXJEJom8f5DzHRWzJ2stybRW/i/8cAMOO0xLZl2qxBGYwc3kyiXC6yIro0NGFd+NaFK8H46296HqEUX8Ev5CV6ZxJaBKZ39ddX8Fg9TTzDVkw2WO9zQ9j/4Wm6ORMwt7+zRR+40WAjLm5eGLAPwnW5wpxWDIpuhmlZ9OH6Vh1NY/0/R/8ZGFh8bLxAkcG30QVKjm/epuJ+57GGpuYtZ9Tss5lz/QWIlaYf43cyl18n5jbnpuZSxybjpxR5rkXp2bEitQSRKsUSFgwXUHMCDFmj8oZmvo6RHMLI+YgU0xQPZBWf13pOx2B4PlFUgH5Cw+eQ3/uGJuCa9lqvs7b1k7ChFNgTliWNJmuLKFGncc004xawzAwCF4v4o03UzN6J4okM5e3I8HujcwthuU0NUydVJdDpaueCWWKGjV9D/saG8ke1wnYR4E5VQLEfCMPc2QC1etm8P88SfyNndS3ynulNSLPu7poIcryZVgzVC2d82vRSgr4wMM1fKvgxymgcHRMJHyg8mYwcykwUVpIlasBl+KeE8yV6hWscZ02a26uK95CxKdQrJXxk+InKHdUU+OaP6dXnBgcIlibRxutLN+jpkS7QLZaxhKqq1IEZQaYm2EYvisxL7c2K9MjrTxXPt/7+zMZWzMwitkfwJUAc3pFCWaCsVEUhUfKtvCdwl+ktk+BuVAIMcNu5av53+UHRQ8c02vw6GhwLCYsQvRbmdYpXWYrZVplSvwiCdb0siLK9Epeq+rg2qyPpTz1/hYwJ4Rg6NY7Gb79nr/q/Uk1yGTr/Mx4ZvRevKqfTTlXET3QimNPL9GInO87GswFzH5yj4TxnLrimKMNWddeiDU6QeiVnXO+PmlPMCnkupQEc0Z3P5f+N/xw6600OhdnbC9B++x2yquzbuZwfC+HY3tnvTYzkqItJcdps3w4fh+vGS8d8/X375bjGA+I3/FK5Fm6zDauO7AxZRx+ojBHxlMtmkkwN1xuED8y9+zuiSJ+pAOzZzDFjhon+T1OJoJiChPzPWbuHzE6WmWr1Eww1+sYZFHOBrId+RnbKo0LKN4rk9PR+hyuud5JfkMd0f4O3hl/CVMYnFMi+/NHY/ImVD/4AZiaoizUxmNaph3B0RF2ZFMnJH2d/b7lGa85ywqI9Y/y6P1xLl0pk6ebWr+G9ZhsW3q3YC7ZRuKZcmIOyKTHFjaWJoh6bEoowY07dUyAE8/NVVWCbRPv6uf91zuYKpiHS4lhFyZ8i0ZGIB5PgzlAD0/iW5VuGVniXU9n7AhBc4JtQZk4nlYkxSOizd2E2ocQgDvXTd7Hr6Fu71O4zzsDHQMVm8vijzP9h5fQK4o5+3wHkQjs2Jqusvk64hgOwS3cQk5YPshaqiawE9YS8XimImFo7UZMJOrorFYRiFlgTs3yodsuCgMwVmvy9pIhTN3GGbZSpr2j5iD5FBLvG8Y2TDkvx4mVLIEMZs6lurE7F0PD24RCmcCgLXoAE5NF3tWoK+X1k5Wl4B9RiKkGtrDxnr4Kz4YVeBJmu0Nx+RklziqW+0/DoTjZFXw5BeZcyxpRtLlVtJyNNVKtq6sfo6MXNctHOBuiIkKRo5xCvYxxcxjDlu0xitOJVlzAxBMvEVuag5loCXTGoaxf4fWL5KJe5K1CAK12M43ZK0FViezYh9kfoGhStkT12t0IBD41mxJHJSPqcBrMDYxgdPajFRcgTAs7kk6GRNMRWufL41bSI3+Xv6yaTblX85eJx+krNzGckDPtYEKfPTOXBHMPn9rNW2vBGh5EV3SyhX+W19zT8cfIUXK53PF+/s19B9usLfzByJSz/070dnKCOrf8xE904wUowOQP5FyZrujc4LyFPdbbHLYO0h49hCHiLJ4B5sT4BOg6+CRIizpMdEtFtHegOB34zt2A2tpMX6XAVgWrxRoWqIukf6Q/8/uq9YWMVsRYNtaIispzxh94MP5bbnJ+lFKljD2tz1Bw9w40Q+FAYEvqffG2HrTSQlTfsbsCrL2SdVOAsq/eRF/BFLvzj/Chu/PJCjp44refYd8zv6K4W2fi1rsY+PC/0lyyke7zP874zx5OmfuuzzqXqIjwm9DdtNrNCEXQ2Rifs+AgxsaxFUGnd4h57kUE7EEUFAqVIsSQvNYWDBcQMaYYFRJMKPMbES1ttEfkWlefvZLw6xIQLPWdgobG28v6KJzO5iNjH+KuTUvJE3lcOX0O/xG5DQWF03XpfWkOjvDaJaM8s+YdajT5/bpGpcKddtMNktl6+pljHrOZkQRzBb1yjkwcg5mLx6awNbA0eY1XuuqI6iYVahpouxbVkT+kMhTJPP+jrglcpgNHT8Jj8t8/iqIqTPziUSp7FJyKi9ZoGsRr112DeHM7ols+j5Jzc95nmrgp6zPHBBzjqTbLNDOXBHNaSSGaolHvWTqnCArAhb5rOBTfQ2eCXRJC8LzxR2xFcE/xI+Rq8rm9yLvmmGDuwDJb+ocd8aZEu0CKoJh9Q1hT0yz0rmbQ6E59X7M/kDEvt9CzKgOQglxHAQYmM4FEUvwkyczplSUZs1T5WmGGJUEKzAGMpQWR5juXcJb3ojmPy1yRVLRsO6rVcpaS5VHzgCV6Oaqiovp9qH7v3wTmYvubiTe1Y43MLs6cTJjHAHMRO8xfJh7j3NwP4NF8GF39eKY1ok6DcrUqwzh82g4SEtPkHAzO2WKZDP+F70P1Sx+6uaJbSBa+XKngHWsXpjCZfu51ckd1Lljz+Vnby/M8u2Bzqe+DOHCcUAhlyJRM/LEEUIQQ3Ba5lR/GvnvMfRR1K5z+agEPT/+Sn038F2VaJedGzj5pVswaGUc7ipn7W8BcKNFimfMxaf1g/B1bLceThaL3BFD+sSLUvIe6Z9fyzaUfIfjEtxje/BAlA2BoNvXFsyWClcb5+I/0oZkwUCATVFfZPOLDvWwffgafls0ZxfICHYvJC1TddBYUFWE4vDwYvAzTPLbE7xRSFa9HqWLMzJTmdpQVMNk2wuiI4H1L5YN8l70ex13/TpY6MQvM2cJm1+gLfO/wx+kKze6Zb/QsBwGaqaWEVcaMAEKFsMdOtVgCJ61ombQnqNH6uORKB2Z1HU4lhuVJsF4JjzmlsgISYM6hxFPMHMBSr6wiHQq/xbapFyh1VDO/Qc4kRZp7CO44hIlOsrDmWlRPzmc/RBQJzAYaN6IV5+M7ez2nn6njcJBqtRSWBQPThHyQRRZPqrLt45ByiGHkA2M6lpkkhWqXMUFC9XGeTKTmHdVmqSgKIieX8j6F8Xk2b54WwGFquKOkxFxGjUEKnGUS7PYNp8HccWbmIi0yyfA0phOxyQmbqS1n4V73Ok93ZbatJKvICz2robQUiopwx6fIHtFBgXExhrOhhtptD6EXyYQnBeYclXhUL8t9p2aAuWO1WELanuCPQ/exxbMTx7zKFBOXZOYARhKD3rHuQeJj02i6gvaBFWi6EwSoNlyys4wdZ0aYzDNx9RlYGoSYptG9FNfSRqI79mH2BcjJLsWDh76E1YJfy6HIUcGIcxSBCqpK7HAb9mQQPTHvYU2mAbp9+AjN8yVbWtUmLyK9tJCL8j7EtDXJwyGp/FUw4WDKF5k1pzEhxlEUlZZ5BpYOgWGZ9JcpFUwpQYKmTFjiIs5z5tNcrF+BU3Fyk/NjLFVX8M3Il1P+Xm+ZO3je/BOf+QHEJwvx/9OHEIqC+ee/pBi8qx0fREfn4fh9qfmdRZ6ZzNxEipWbtCeIqDEsTEQ4BMPD+C/eiDM6Rdc8ub/bnf/Jn/1vsHCinOayCWkRkYjh2hhChZr+Auari7g//hsEgltdX2OZbwMHXYdx5xZQ0+Fh985HiO6XCeuJbAkAOHKESKI45C3289Yz5wJwRfcZnHqgip2XGAyc7md+xWk0Dm2hdtejFHz5FozOPgY//W1ays+i76avsca7EQ2N3xq/wIsEjx1LDJzz5kh2xsYYLBPE1Dh1CWauQClEV3TEoLxOF3S70SwIEyIqoiiN9YiWVloTLZ8L6s/GaO/B6B3Ep2VRry2muzHM+tHlZK1ZSGWrh6cO/pqz9fPZYW1lqbaCPFXeW2bPIH/8yCiPV75AdYIZ6xrfA4B6wbkoDfXYJ9lqOZqcmRtVJHifA8wJIRgPyzWjw5ZFpFxnCUKFLEsWQYyv347TCJE/rBOYAebsSJSxnAgFsVziie6BrPctp+zWazHf2Y+aV0idezG7p1/nSHgPhh1Hve4aQAq6JMN31nrM3kGM9kygODMmkm2W2tzMHECje/mczByk/b+eD8nP/X3wJ/QrAywUC1nl3pDabrF3LUNGL6PGjNb2eBxGR9k5fwQdnSXBmgwwlxJBaWpPMeDJVkujP4CjvJiIHWZv6E3WHdViCXIdBRi0++VnJSKWBHMrJHPnqCjGHBxBGLP9xkQ8jtj1NlTKa1qMHlvd9kTRkGCKWo4SQek0WmeJnwApJm7YGEipxuplRe8KzP1T6GY+H/5Y6u+ph+X4iYhEscOzZ5hPFMcCc69MPEXIDnJZvlQHNzr78AVlGlw+lkOHmQbUSY+5giE91Q48V6geN/4rNhF8cvOc56YnMS93lfM6woQ5aO1j+tnXccyrzBAVS4ZeWYo5MDyrbTNfK+Rs7yU8HXogYw0+OpLM3LEMw7vtTibFBEesY+dm1tgk73+2kSl7grdjW7kx+7N4KhPz6yfBilmjk6mZuVK9EgWF4QqLWNNfCeZefBNHfRW+hAjN/xUw9x4z948VAsGIUUVj1l5677uDlm/dQNcfZStANDK7xUqdv4CYOU3xpIuuRNXHVT4PYdvsHH6WNfnnU+KWCe5oQgRF0XUc3/8u71zzn0yJLIYDxwZzo4YEcAfFEn78/UxZdGdZAVZglOIShfqcYQx3FjfGHyWWV06dowk9MZsWNMZ5vPsH3LJ9IbftvZA/D/yaBzu/M+uznIpLqgl61ZSwytCkTAAibptKkQYQyVnCE4qgVMgF59zlQ+TkqmTXFeFQYsRsF5D2oJvJzDk1A+/i2tQuFnvlDb4ntJVdwZc4Nft8HDl+HKUFRJt7CG47iOXyoYynz4+zvDDlA8ctt9DQ+gLFd34Jv1/hlNN1XkmAuXDfAI//Ux+2Ct+17mCj+xycODnIwVTL0Vg084ERyJvPECVMbrwUsS4MtkKVew4j3Px8yvoVhsujbDtnmlMGF+AQGi2RfUSsECE7SJFPgt1Y99BJGYZHW3pQ/Z6UNQXAkcM2Ez+/jdjBNfwoelNGG1BTeDdZWi7lTjkfI5YvIjxymLyABC191uwEa8iQiUyyorzWfzZHIu8QW1CA4vPgPWv9rPekjnsCzH2p/D/41G1/4r7PDaZEFApngLnk3FzbJ/8bCxVntocpZxBbU8iaAhcurgtdhqXD65dOEX10d1rIQ52P55TlRHbux+gdxFleQrFayqAtP8ev5VDsqGDMPYGa5UErzieyTQJovVIywuZkurff3n+QfcsUFBuqW1ypGZh1WZso0Et4avSXAJQOa0znmcR60sPrtrCZEpMMmelrpG9KFkrq9QWYurxuAV4zX2JSTHCFU4obaIrGd70/ok/0cE/sfwD4TvSbFIa8fPRXDsbIJ/v8DVi19bjGB5jeJfdbpBZzrn4Rj8Xv52B4Fz41i0pX2kRdjI+j5MkHbbMtE0bFtBjPk2qp/ovOwEmcjsRlttCzkjw1n0X2QmIuQUfoAObgMKGXt9OfLx+Exa0uVmoykb3OeRPVWi3LfKcwmDeJefEyllVvoq0xTPdZHyay+xDxtp7jip8I20bp7CBIFgY6xuvbeMJ4mHXaBk799e+5YtM3Gc4K0pEzyILKM9CLC/CsXUrxnV+i7shz1B14mrx/vpGp+/9E9L8eoiZ7OW1aJ7e6v4ZuqnSvd8zZNiXGxulMgNgkM1eUUKtNMXNNAjUxOjImRlHmN0I0StvoDnL1QspPkwl7stWy3Kgi5hVsEKfhWy0Tc3VXPw/5/sgd7rv4pju91g4NHGawJs6QPkQp0vKkK3JEnqOKctSrr8B+6RXExIkZixF7GM1SyHUUoSyYP2ebZXeshVhMzsa225K1Upxy7XVbGiIex7rzf3Bsf4O8YT1DAMUaHmOiyKTALiTWJY+Nq6aUittuxK2bRC0Hq/wbORjexfVHVnH6Xh8fjF/Jt3+SxUtHfp7aT1IlMHm8knHIOsDl05t43niGcXMEt+LBo/lSr5uDcs452c7V6FnOmBnIAGLJqNCrWeFaz59Dj3MgtpvvjH4Jj+ngdMdZGdslix4Z7FwgQE+VzRO1Ozkv71q8xTUZbZbORfLeih1uZ6FnFSDXVWGaWEOjTNY6+deOD2KIeMrIfma4VDd5Zi6jxfGMZDe6pwm9ugwtX/4+vbIUEgqeR4fYsxeiUbTLEnYmY7NzkZONfK2QfLWQthn2BEF7ilE7kMHMGf0BUFX04nzGzRGgVCvQAAAgAElEQVQuOziPZ8Yka/RuwdwOayuvmy/L3yIEU488D6pMT63hdw9MzYS/39Fg7pmxeyl31rLKn/Dt6+zDa8iibt6hMB1Gc6oolgRFBWNuPKdkdj0dHdnXXog1Nknope2zXuuy5Dm9xiGNtndEXyf00nb8l2yck4l2VJaAbc95nq/y38yINcQbkc3H/C4nYub2WvL5PyD6mbTnXkfssUmWBWpZ7lyHW/HwwaxP4KiWVlYnAnN2OIIIp5UwnYqTYq2M0QWOv8prTsTjhF/die/80yULrCh/VxGU5Gxx/nvM3D9W+Oev4vu9j/B07X42/CXEsvv2MragkNwJhdtrf8PjdmZLFPUNhHxQFS2mY1q2m7jL5jFYCqPWEKcUXCzZF9JtlgDaTTcwfd3HARjsn3voNBYTBKISzHlPW8FvfhJjZNjmLd7ifM5nOj8Lpxnh+mstlJEAorCEKXLYu+xTmDiIfuwD/HDnh/jg1kp+2volcp1FfH3xA1xY9lG2DD9ByMxsGRuItKNZMJ1nEk9U5QZGmxFAzAVFZmaL6WIWc5CD2Du2Yz0ztwrbO4Pyt2+cL2/OuuIpdMUiEpStrPbuPdJXbdFClHK5OHmLvahuV2ofWXouta4FPDn6C6btKU7NugAAz/wqycxtPwiFhRmzJjPBXMPpmUa8Z5+vs3+PxXDA5it8lZZVYbxhKBHF6OgsYIEEcwkxgOFoN5ZIy8h3KPXEcBM+62KylrZjB6pwK3OYbBYVU9Gn0Fk5Rff8OJuG11PjXkBzZG+KmSrJSyQKXYPSMDwvDyU3d/a+EhFp6cXTUJnxkGg6aCFiHgJfuh+3UcgX2i9LAaimyO4McYzRUkGrt5nicclgtJtHZn3GkNGDipoCXuuyNmFjs1ffQ2P/a2Rfd+yWHq24gGCxRjDXpGBQ5+4PbOfb1u3YChTpZRlgLrSnmYkXduA/cw3W8BhjsUFius3Sgzo/LHqQVStvorZd4dUrJnENWGkwpy3Ac8py7Mkg0V0H0CtKKFHKGEqcrySYMzWLSIWOo7w41dLkmCcLBjOZOXH4CE2LQDehIOBIzcDois75eTJJc5oqZf2CqTwzldiC7McXCLroREncxv1hmTQvda7C1mBnSCYxTxuPkUU2Z+nnpt5/ur6RqxzXcnf0v3g4/nteMTfzubud4KnFuWwhjoIcHBefi48QI/c9l3rf9c4PMyD62WK+ykLv6gwlVcnMyWuoJSFB7zCgv1Ig2jvQq8pwEqe9TqXEUYlPk61ci/yyOn247yUGPvUtui/4JO2hgyg2FOyzOU3fiBMnX3DdJrePSuDSeZabpbkb6K+KEi520n3ORzH7hlJKpXOF6OpGicWI4CGMlyNTOzlo7+Map0yIznFIVeCQR8yyJVAUBdeSRkp+cBvZN17G8O33MKmEUWy4TvsQ1T0+Opcfo0A2Nk5nXRrMDYshSlQJqkiAufy2cXITzHsKzAFt0/uody/Bs2IhittFdLcsZBlxuc7UZDfiLMnHWV5IaHczmqLxGfcXOc+Rvl/2Tst2IoFgIh4gXymgK2FPoFSUo119BZgm9p/S5/pYMSpGyJvU0DdsQCkqnJOt2Rfahp6oaXUkwJyhy99vG3EIJAoTPd0UjrsZdqZBghkYk4bhWgmxrkEUh46zrAA9NwuvRxCaMPhY0/U8vugQd9Y+xE0lX6bEWcmOlWG+/k9H6EkUNZyL6tGK8gm/likAcmf0draYr3B96DIecjyO15nZSWIOjaKXFKAkkv7jiaAAXOS9hv3xt/jU0JXkaYU4QgblrtqMbRZ4JRibqUhpDw7y/dtMeW1XfC+hwJy26HDWVaI4HcQPtZGt51HhnMfhyNsYgyNsvXCCT53/XXYEN/PF8u9xSta5zBWljkpGSw1i+9LrbXTP4QxVYEeFfE4Zc7TgJVss1UvltTRT0fKviQbnYlpmGId3GwlbgqPaLPWSAhRNozWyP+U5Cu8OzNnCps/uocfuIizCRN86gNHeg/9yOVto/hWtlilmrjN9noaNfnYE/8Il+Ten1kOjs49sr1zPs/dPMmVPMG4nCtUJMFdWugTV4+Z44Tv/dNRsP1NztFomlWFXaKspVcrYPvAcIhLFf8mZc+5Lr5TrzVxWFWd7LyFXzT9uq+Wg1YdP8We04M6MfVZaVOuIPbsDCyQzp+fnclfx/fym5DnytAL0KpmrnQhIpTzmCtP3a7lezfA8/iqvucj2fdjTYXznnYbicKCXF/9d7QneY+b+QSMeF/R02dQ1qKguN025A4zbI9yz+2MsaBJcq1zHj0n7vESznFg61MXKGY71EjTGcZXPozkx8rW+4CJcmgefnpOyJwCw21qpTkgpDw7MnXj09dipNsvLv72WSAR+8oMYz/Ism9nMi2HZ4nf1BUEYDuCokBXmsYCgM+c0nj4vzJ+mH+SsnCv5+bp3+NGarZxTegOXln+SmB3htUAmMO0NN6NZMJUdZWJCfteByTZMXYpR5BqZ8y9LWMIhcYj4x27E+Nwn5/wNTzzjYpIcFmbL/TV4ZcVzejAsVdy275QeRX4/is+HqTjw5M6uqC/1ncKw0Y+KmlILc8+vYnrHQTmYX10pvYIS4SjOQ0MCsLwFJRn72nS+FMz4dut9/LT6IS75dRFOI13BSdouDNmD+IUfUxgpmWuAziEPA1olsb1HUCpaiLY3MtA/+xza2dmU9YOZSJ42BU9nvmcFLaE9DNxwKQBFWw7iIUy8axDR1n5CT8BoSy/OunziY+nf2nTQxuUCa7SEjbseJ2RN8YX2ywlak7RE9qX8kQCMfAk6qyMSLHebsytpg/EeCh1l6Io8Tsu8p+BWPOyafhkt23/cQXthmPRWyFaiL/xrCZ+9by3blR0MlEFMszLAXN/3HkL1e8i7ViZAo9F+Qi6TZV25XOi/GvWUU7jsT052nhml4OOXYjjAIXQqlSrciUqqiMXRy4soUUsZTvjm+bUcip0SSEzWJNqEEi0tzgbJFiXBnLBtRFs7HQ0WzjjkDeuptiKAi/IkuCifziO/L0LMZzPVnZaAnxDjCKDZ08M5iXnzfkO+XqNJoL498iqGMHjW+AMXO67ApaQLFQDf8vw3AsGnwzdTGs3n5nsiDE26yT5LJp76OWehIgg/+HSqNecCx6XkkMshR0tmiyVJZk4+aI/Yh3HgQDehv1wgOrowJ6dxEqerxqJWT8+m1lScijcEB7peZPqPr4Bp0t6/nYKJbERzgBuct7A/u5sGTb6ndq+OYkHb4hCLNQm4opu/LOWuhTg+M3dQJpJR3ITx8sfTZQHhSse1AJSopdSKGiKeYytZKopC2c/+nfAplez1NeOfhpbgbmr3a7TPC879uWNjdM4TFKjF5OoFBMTQLGaOgX7qHDLJHrdHURvrEQjalXbq3EtQNA3nojpiByQ46lMH0UyY8snimG/1AqZ3zy6SAOxX04lWV+wINeo8uvQ+yVKUlKCsWwsV5VhP/uGYxy4ZI7E+CoYs6S1ZWDBnm+W+0DaylWzKlUo6LJmwjyDXuVh0EjEk7xnR1EwRxYTcMSJCtr2ZgRHGiwyKnJXEOgdxVhWjqCpiago1OIWVW0jPV3/GPOcCLsj7IJ8vv5N76p/j9513otrwRNddqfPk3biW6Re3ErjtLvo+9BVeuf5yno09xc2/quI242u0ObrZVzrEA7HfppgTK+Exl4wGjzRiPlGrZcDq57ac76IKKHVktvr6tWxqXQsymLmXJp5k56k2nxafpshRJue8h4ZSIiOKruNsrEmJoCzyrmF/aDtfDlzPT+7op9qq4aGFe7ip5F+OuTaWZTUwWmYS2y+7d+xwhPiRzgwwd7wk335zO0ptDepS2SIp/gZmDqQIykxFyy5TXsu1GW2Ww6l5ufaovF+T85HvBswFxBAGBgJBm90iZf4dOrkfT7TkvktmTlhWitUyugZSv+FweDcCwenZ6eKJ0dlPTpYEKbkjMh1OiqAMhjoBqFx6+gk/U3W7yLpiE8GnXspolQUJ5pLKsOv0U3lLewvFe+wOlqNBe2f0CB9sWkkg3odTcXKZ73o2h//AlD23KXvA6j+uYfg+6x1ylcT6f4xWS2tsEi0/hzrHfDZ4zkp/L0U5IZCyRuS1dzSYC5TEiDd3pux5TjamN78JmobvbHm8HNVlf982S/s9MPcPGd2dNrYNdQ1SCOHZ/l+Q4yjkA2fczc+/P5+Nu/18ns/zDb6BQDA9JStDDZNFWCo8G32CSJGflvlQEy0l3yUX6AJnOSMzmDnzc5+i7isX4iB+TGauu9PmVc5CfPSjLD6nnCuvdfDLe2I0JQQ0Ng/JOZva7HFEYAitpJjySoXY0DjB+iIevU5h/Q744u4zachKK2EuzF5PtXchLwz8LuPzesJHUlXcTq9MSIfCXRgJrQtvLFP0YjGLCSkhuuNt8uE3mbn42Lbg6ccMprIrcQzK1r1qVYK5aEgQ6xrA3rErZXQdD4xjWA5cjtmLwZLE3NwS73qydbmIeBqrEKbc1rG4AYYCqYVd0TQsEt59hZk38fJVGrk1QX619Mus7azn1q/JyntS8GAJS+ikkz7RS6EiE/vuWHpwuqfLJpDbyNTbh5nyNWN0NrJ39+zvbDtclCVOeU2bRr1jPo3u5QxYPXQl5lfy7rqfRTSR952vYG/ddlzxE9swibb3E45vpuU/bkz9/8ghi4VLNHJyFSJNS7iz9mGaI3v4dOu5xEWMRZ40mItnSaBcMyQfSN3x2WBuKN5DsSPNqjhUJyv9Z7Ar+PIxv1syAr99lr4KmQRVdDi58qsurp66ANMBl4bPoo12dHQGR5sZefglSj5xOZ5lCVl0hjF1QcO0vGcUXefC18uxdDh8gwfDAXlBH6qi4lpUh5rwXNTLiylRylK+eUlmDmCy3EqBM8XrSbWSpNose3qIEWGkxMZhQN60H70iDf6XeNdR515Mo1FL7rC8OYYD6WM2IcaxNAg74tzwsGzV7Eee9ApFHsMmYx8vGy8wIca53HnNrGNWrdbwzy7pd/bFBytxZ5cwGXOTc6a8Z9XTpaS8e7w/ZdrsUlyco57HtNem1puplnY0M1enNqAA/Qt9iPYOjF17URSLnlqLyqH0HK6jrp7GIwqHgrtQ3C5w6HREmqicLiXa1o+maBSr6WOjbG+hst1NU24ni1WZaDcXDVHz2r3k/tN1+M7PTJJarCMpL7okmItnFxIvKuMPV1ucEVqbsf9qs5yoG3Jcmcz6zFB9Xl5+ZBmGS1A8rLGt/4/MO6jTkzeWmkOcGWJ8go46m1rPYoQQBOzB1GcmwZwY6GehUxYLBuw+KC8nUOsmpEdTwNK9tJHYgRaEEOwvaSd7UmN/WLInvtXziRzuwgpHZ33+gaxmahLG5F3RZmlP4B2B0hKpnKmqaFddjv38ZkTo+DLfI8FO8kdB2bAepaBgTgGUfaFtLPWdQp3WkGqz7LG7pIlyrDddAJucpCThgzecaLWcGukj5hUU+2uIdQ3iqpH3pWiR+8m++UpC7zQz8nCmx19p1WrOeE3l6fijKZNv/6VnYg2OMHrX74hs28t9Vx/CZehc9103n359ExtHl5JrZfG5yEe5KnQe02Iac3AkpbQLUumyyFF+TBGUakcdH8z6BLcX/IhC5Jpf5qyZtd1MEZSQFeSurJ8x/7DCB4o+Izeokvdtcp4bwLm4nthhuWYv9KxmyOhlp3iTG+4q5qf6g9S651akTh0TVy2jpRaRfbKAGzvQAraNa2V6/tiRbAE/ipkTQshnw2kbID/RHfO3MnOORUza44zYEswnhWOqHel27ZniLkn7ibbIAYQQ6GVFiFDkpKToe+10IbTZPMTUI8/jv/CMVEt+EhycbJiBMbBtnI01iHAkxRQlTeLLnbWpbY3OPrLz5bMgr0Q+W9vjstDS37cXT1Cl6NT3ndTnZl13EfbEFNObt2X8v9vupFqVn7lW20BP/jjRq5ZndBfNjBRoT5znP439jubIXg6GZRvy1Vk3ExNR/hx6bM73D5l9x7Ul2Gft5nz9Ejx4OGIfG8ypCY+5ZCgOB3pZ0QmBVPJ46wW5qY6lcr2aoaxJ7FhsToXR40Xoxa141i9Dy5XPor83mBuz5CxslpJ94o3/F8d7YO5dRkebBFbzGlRGYwNsHXmaC8puweXw0nDjt/j2F4Pc3HsO3+E7fISPcJ/jIe76Enzh/Vt4fSNcn/UJ5ql1vHYGNIym2+UKXGWZzNyRJtShfq7QnjwumGunnqrbPwLAv3zDzfQ0bBuUD5WDqmQX4gOjiMAQSkkJ8xdqMD7OK5c3EyXCR57MQbydOaugKArnl93Cgck36AunTTR7w82pQf2usmHsWJyA0YcelyDOEckcyk2KoBxO5JKiObMavX2rxUC/rNAnZxBKTbmwx4WLyJ9fhampFJgL720hLpzoxuwHRFIEZUN2eibBnZDn13L86IsbIR6HxKxJX6+NhYqhuWYZsquqQu73fko0e5Sv/uwM8gsqceHKAHMAHXRSnlB8mwnmujttwpULGDb6iCthzM5G9r49e2DZiluUJU75GS85ULP9NEzIh+Ou62XFuOzlXQzOO5VITilkZ6Gec/as/SQj1jkAloUVHyI2kJ69aDposXCJSnmlwkCf4IycS/hSxV0cCsu2ppnM3HRwgOZGKGsbAwH9wdZZnxMwpMfczFiftYnW6IE551WSYcfi9N5xH4Mr5EOsvMuBFTNwHxph7cg8HDj5RvSLFDrK6D4gpdzLv3AtjrpKLE0w7pLXc4NRm9pnXWcxda0Km9VnMXXIGrIRQqBoGu51EkA4KkooUcsIKSFsBfxqdhrMlZqptklHbTmOXCn6kGTm7MNHaG8QCFW2Ii754V0UfDU9qK8oCr9sfI2vx79G3risug+PpZOTCTGOqYMi4PyDlRSP6/Q75XWUvHaimsmD0d+QRRab9NkzNQD/4v4Gj4Tv5UNfayGydB2gpKxIlOJimN+IX48y/GB6lmKx0YhQocd5VPI3PpFi5prtwyzQFlOolzLQ4EZ0dGJt20WgBKJeQek7M6rMlZUsPKLTVj6O/6OX4zp1Ob2+QapFHebIBOZU5n0Z2bGPBQNlHIjuolKpxoePw9YBHJWllP3039GL04l4s9XEhuBibghdQUzEsA8exvT40YoKOHxZMZ11gqsOZgrreMIKKLDVfG3OYwZgCIPf5jzEGSOrWbnFw7b+PzCvyYVQBK3WbHZMjI3SWQ91nsVMM02ECMVKqWQ8h4chKwsiEVaIBDiN7UdRVTpOl4l2nUeuDa6ljZj9AZondjOSO01jdxF7QlsRQuBfvQBsm/C+zHsrYodpKxtm2bYscgJOOsOHqVbn0ZsXRFSWpbZTr74SolHs51885u+GhIDSqIq6bo1k5kZHEXb6WRKygrRFD7DMdyrz1Ho6EwWkbruTbDuL/nhHipkDKLNlcjc4LdeWoaAsWpTkNhDrGsRdK7+jaJZrYfZHr8a7ooH+/8k0Olbq5nH1YxqT6hSbJ2RCmvPhK5k/to2F0T14Wn/Ds+d1c6P3E+RNuIjuacKKTXNN6CK+4/4Br5kv8SfjCcyjmDk4vggKwB3iDm7Ub2HAkPdoqXO2CM8i75qUCMovBv+DYccEX7nTgVpSJgVvEqJdR4ugGO292NEYF+ffyNUFn+QX++/kkvsLcJWXzfqMo6PUWUXUYzLWLkHR0UqWAGpeDorbhXE0M9fTA/0DqKdtkAq1TuffzswlRFBaE62WXUYrRVopPtWf2sYcGEl5yiWZuZAdZMDoRis9ea+5mWDucNdrmL2DZF93IXqRXKPM4XcJ5hItlkn15SR46J1swmFo+ANynbYmprCnpsktrgUgb90aNANau+QM88B4CwUBHe9pKzmZ8J93KmpO1ixVy5lgblWPvHaOfPDYnmZaQS6Ky4nRO4gQgr9MSEuNZPfPcuc66h0LeTI4d6vloNV3TFuCQXuAITHIKn0tjdpCmuZg5oRhYE9NpwzDZ4ZeVTqnPYEQggPWPh6O/55vF3yfLzzezaolF1M56afX7qFcqyauGUwWWO9K0dIamyD61kF856fFBZPf4WjLnr82xq0R8rTCk7bu+N8a74G5dxnnXqjTEshm5RqN5wd+iy0sLi7/BACFm64lq2oxt36tj3+3b+de7uVrl7/Bny9SyBu1qO91cWP/OSyNzae9Af77qhbu5m6iRMl3lqXULEUoBANyAfqs6/8w2HdsMKdrNmVuyTgsWaZx2dUOep3yIRuqlq1E8d6ArNQVl9CwQCWa08eWNfu4qPxj1JZtwD4KzAGcW3ojKiovDt6b+l9P+Ag1nkXkGDn0LQgRHxxjRAyhJKg5EcqU6P9/2XvP+Diqs/3/e2Z2tkir3ntvNraxjcHGlNB7J5QUEkglCSXJQ5IngYT0TiD5kRASeoAQeofQbQPulqskq/eulVbbZ2fm9+LsrrSWDCH//4vf83ly8wJYze70c+7rXPd9XY275Kpr22ekWpjVnpw8PfOPCE4n5K4qS0yMWf4+/FYKBjair8skTcTAnL+5Hd1yoMwsXHVsSlnNDcW/4vLcryY+i3utpa1dilIUWzWOrTTv2BJFYGEoC0s2xxij9YI/oD1+AeXPWrhqSskReQl1uDiYG1aGKVUrcCmpCTBnmhYDfSZiSQMjlbIcqcBsWJSZi86GaGq1WLYHLn7MhpKRRtUvpVLdtvopVFSySpYSWrWO/sxlOIe6sX3xcwt+Jx6h9n4QJlH/RKLMcmbaZGjQonGpSnGJwnDsWboy73quzLueInsF5Y45cZZNea08dBXoUR+qAaOhwaR9WJbFiN5PgZYM5o5yS5C53ff2YY9v7L4XifSPMnVSHmnTCmlelbRT1zIy1UGlVcGl9k/QbOwgS8ljdLKD3CtOwVFeiJqXja9IS/TEzfflCYZsnPeMwkbtfXQNXBMm/mZ5L1zHyITbVpxHgZD331AlM5ejFSJMwXR+OMHMaRXFqBkyWYkzc1ZrGx11ctLI1N3knnM6jkP8ybJsuaSVN5IVqwaanB1k6+QrvD36D6YtD7oGTd0u8rLqKJp2MZQiFxTiYC5qgzeNf3KGdh5OsXhvhl3YOfmeQdSoxYSeiWtpFVreXBmLevx60pQAU0++jRGzVYgEprHrgtetOYBnWZZc0MjKJGyF6TG7qFeaKHZUMVQGZlc3ZvNueqrkc5L78mASm13f7SbsBO/1xxI4s46ww6BSlaVXoc65Z8UyDELb9rGU5cwa0/RF2mlUl3LAnJOpnx/P6U9gYvJG9BU+H7iSSOt+Iq5MbLkZvH7pNPYwnP1C8qLLrG8Qu6nxevTlRX8T4Fn9CYatIa6r+Alr7CcwkucjwyOnvRZzoW3KeHgIf6qVED8BJDM3Pg6WhVghS1tXT8tz7oiJRHQfKYU5apxybLAvlX9/e1CqJ64fWM64PsRQpIfUVZJp9u1MlqI/4N+GYbOoaXZT0Ouk27efCqWKiGYyumRu4U85fj3k5HyogfikNkOOlSNL1HNzwDBgXnXEvsBWTEyWp66jSqllzBpl1pqlz+whn3wGI90YI3MLjEV++WwODch7OBaQC3B5jlIiw5PzmDkJCpX6OjI+tjLpuQCgsJDVe1KomMnm8fE/AnJRRM3KQCgKd4Vvx8TkupRvSQ+3XS1MRyfIsuXzRcd1pJHGdn0z0bHJhWDOtTxmx7GI4qNlET5qPdGbb2U40osNG7naQqAVL0t+fup+Hhm7nQvalrJ0MIcfWDezxFtCc1UMXCTZE9RI1eH2XgrtZdxc/meKurSEQMiHRbzcc9QaIjo5Tai5FSXdjVY5x7AIIRaVrU/0yx27Viak2dnw/0HNEqBOi4G52PPdG01WsrR0HWNsch4zd4BKh2QfO4J7E2OqsYiIR2hfexIgjYO5bJFDy8h7CKcD9/kno2Skgap+dGYuDuaOPQTMjR0gc0jD965UnY3302UUSaUnc1UVhQMOOgYkszamD5IbzERxp/KvhLDbSbvoFGafeSOhaDxtevAyk/BsrHluGlsE9q05vELn/PvcHtxDf1gu+ozoc3YeF7mvYlt4I72xXsZ4mJbJWPTwZZbxfrmmsVLq9dpFyywNjywHV7MzeFl/npuD38RvyflQKy9aIIAStsJ8IfBJjp9dwbWBq7i//HlmcgyWixWECHHA2JtkT/BRFC39b24B0yT1tDkwp5UXYYUjH7n8NmQGGY8uBKIec+J/vC0B/AfMfeQQQpCbp6DZLV4a+gtHZp5EWYqcnIWqUnbNDwj1tPLVNxrZMvsGD30K9n3uGF45E84eX0P2cIhzu5Zw3GaNug6FG7mROuoYzQwzERmSfWLdEowpp5xGo7mPrANvL3osfT0mt6ffhLGqIbHi+tVbDIwi+cDmHDuFsGsY3b0YwmJkbDd1dSbbr9mFatm4qupWxOo1WPv3YQWSS47yHCWszj6dfw4/kJAbHggepCylgTqzgf4GP/rwBBPaBKbNhmYo+AJjSb+R8bt7KRgTtJ5VA6qKOY+ZMwyL557QOf0cDUdtGUxNYfn9pEz20W+VE8ooQOxuloIfMYEBf3M7Rno2TIwnmaICKELhMwU3ka3NlVw5a0pQ01PJOGU1FMRLpeQxbt9ioKETtRb6of2Mn6Hbgjhv/i6R7kGctaXkKLlMxmqra6jBbtmZEtPkK4WUOWrpj4G5sVGLcBgyjqpntFqC2SNym9i9YyGY0ye8ZM6a/PMMWL4XlNYD5Nz/KhmRFGYsD1m2fFSh4qgolAIoH7ISFWwfAEcYLAsz6MMIBWhrkfeuYYlKUYnC0ID8fyEEN5XewXNLOhPN4JZlMeyUQGMqH2w6eEgeML2Gh5AZSChZxqMxZRVuJZ3ts28temxxVi7t2GWMNlgU99hRczIp+e5VTGcGcfdZHG07Fh2diMfPdFaIkps+kTjW4BE56Bo4g1CQLRkayzQJjXs5580cTMUCAc6QYOJRCV7c55+MrbwI+5JaCpRY0qYquAwt1NsAACAASURBVJRUbMJGhsfBdE4wkZBolSWoaSkgxFzPXOtBDi61gTVXFrlYiIpyMmPM3GRwhPu7buHuzm8xbA1hqHDiOyCqqin2ZzCcId81p3CSI3LxuwU+4edCTapY7tkV5YJTfASD84zLTRPj3gcQp5zE1K4eMmL9con9H3csSiSE5pvC8/wmQCrq1YbL2WS8TZ/RIzecnQXTRGRl0m12YmBQpzZSYq9iKCcE/QOIlhY6quR7UbAtkBBlMGb9VO+Sx9SRO8zYerlyWz4lgcb8pD3S2oU56+fo/LMBeM/7Ck3qEbQY+xa9fs/rT7FGXccvXHfwgv4011+7E7/mQslL57UVezn+dTtp78wBQb8xy3Ckl0arnjf0VxZ9NyzL4k/h31GnNHCK7QxO+ZRUjZyuVNHQaDUWgrluu0zQq+cZhueLwoQtgXKkZLFLR20oJvRHZWLSVWOSMyHIsGSpjvMImfhuDL1BzpCdkyOyj7fZ/y720nxsuZn4D+mb29olRaKW+BvI63XRr3cmksC+JXP9yMJmQ73gXMwXXl4wDsYjauh43Dq5abJUTcRKyeOllpbfT/MjsnR3WcoxVCmyfK7H6KTP7KZUKSdq6Yz6OiE9HdxuCsflNR4al6zRREyhNWPCAZaFo0KOsebBdigvQ7hcaEW5GLMBDN/c/CIUBaWqios3l7M3sDlJXXfa9HB/+M9crF1BuVqJc2UTs3v34zO9ZNmkn9wq29Fsj7wPenQBmKt1LUO3IvSFkoEyxEp3+/qx9rcwEukl316KKhaO/w0pKxEI/s/Qd0mzZXHtS3UEqnJ5MPwXPNYUl2R/juaV5gLjcIBIy1xyrQ+NoeZnL6j8WCziDOFkoU5470HCza04j2xcwBZoJQsNpc33NkNqKmKZLPEVOdlYUx8dzFmWRXR8CsswyFeLcIv0JGYuLn7SY3Sx3ruczqYQtqI8ZqJTTEZHOTVTjl/zwdyhzJwx66d3/SfpOfpy9F45XgyYfaSRxkrlKDpsXbjPORE1LVWWFOdmYvz/xMyNmANkDzsStkpxMJdVJs/LrwUpj5TQo/RgeGYYS5mmwH74csXFIv2yMzG9PvyvyjG4L2ZLEGfm9Ofeo7E9ix0piy9qxUMrLUQfGOGNmSdRUMi25TMSmXveLnJ/Gg2Nu2d+nfQ9jzmJjn5YW4I4mCtb8TXK793BgNXHrJXcP2xMyQUfNSeTP4R+zZ3h2zhj9lh6jC60skL0vrk+xGnTw8W+03lSf5RvO37A5rQDNN/5G+47qYrb3X8F5P0tsclxaKLe/i8xc6/5n+Wk/loeG7kTJd2N6+hlc9cmrqr5EUotd4U2c+bgEZwy0LAA0HmMyf/xhuHwHzD3b8eOqdcYCfVwbsmXkj7POelSUqqPYOC+H1Gzy0t1N2Q0rgWfjypRQ7dvL9smX+bE8SXc8VWdV8PPk0IKDxe8TtgK44tOY3VIYGD73q3MaHmcdPD3ix5D6r53uSR4rzQIjamOpR05t1qYsXwErTAbo6+fqWzo3/EMqal30XLSGOtazyTXUYyyeg0YBlbzrgW/f0bRZxkL99PseQtfdAZPZFSCOcdyRmoC+IdHmHTNEEkVZERSmQjP7dvq68N86nGaZks54OxAVFVjtbUm/v7+xiijIxYXXqbJhnJiZSv9PYw7KphMq8I20IOy9ujEhOZvbkeplIOCNfzhddeKw87Kg3+n+OuXIwpjvTYj8kXesSVKqi2MHiXJF6yXXv7En7haXM0aqxA1HKAnVEg2uYkySxs26qknrEbJFwWUO+oSzFx/rwRLpQ2pTK5USQk6WN1YxPCQxehIMsNqDQ8Qn6ttIor1818iSkqoy5RS3bmaXOl2VhRiBsNEfvFzzK1bDnu+ofZ+lOy5pFafHqd1vwSRTbEyy7FRK8m3cH4yE531MJEltx/PF7hCAq+WXDo332NuftiEjVXuE9nmW7xvbvSeF4gMjFF26zX0p45T1KuhVZaQduJKvHk6jndHWINkYD3TY8wWm6SumGMMAw3p6BqU9gmUcpn4GJPToEdpUFdS0ymHMmeqm4lHX8cyTVLWHUld7xvYcjITzJxNcyWep4wJB56MQCLxsFeWyAQiLQVjxs/fH4oQam6lbYkNZ1BQaP8AMJeRQWasDG3SHKfLt4fRUC+b2QwCznwqiKisoiiSy3CenmgCL1ZK0TULm6lysiZVWN94NcqGN6N0dcw9L9bGd7F6etE/diqmL0j6iclgTjlOrlxmpMPEI68RtaK0B3dzkjgZgH/of5Mbxu05srI4aMhV93qlkRJ7NWMpXqKKgdZ+gK5qlXSRRbpHxffSBgCm//I4BV02XAHBgcB2hmtk6XDxAXmc88FccIssdatedRo1zqVsmHmeJcoyxq0xxs3kRZ8eo4s9xi7O0y7mS47ruSVwE09fpHPLD4fZu3aasZQpTn8yDaulJeHjFC/rOl49iSFrkP2LMH7bjM3sNLbxJccNKEKhJm05eWoRvd9cQo1SvyiY63FLAFflbEr0huUpBYl+OeVIed3F8DAuy8mIKceh7vxZqjoFVo/sy7GVFyPcLrbk7mPZu+k0Fq3DrWawdfZ1hBC4VzfgP4SZ29H3EqUdDkpPPpWCXhdeZYbMoGTD+qqTp2rl4gvA68V88+0F5wAwdXALlgJ5ebHS1NxYWVesl8rc8DZ7ojupChWTbsuiWpEJ7XZjC3781KiSZRmIdiMKCxCN9eS1y2dndFYmYxMxQaG0fjmezO+ZU+rk79mLZZIUT6DjIaoqOetZBadw8cTEnxKf/zXyR3z4uN4pgaZjZRPTAZm0ZcbMtlerx7CffYRcJraChcwcLC6CYr4lKz2svn6GI32L9suBFEGpcNRjYnJD8a9I757m+YssZpnl7pSHyVSyuPwZnR3WnEiKvb4ShEiIoIAEFVrx4fs550d8cWyyUCfc3EpoTxuOeSWW8bCVFhAdlNc9YkVi/XKbUY5ZMwcas7P+LZ+5mfueoj3/ONpSVtHVeA7lnU7273+JoXseYtQYojIG5n4b/iktaivbTwxgK85P9MstS11Lkb2CjtDhwZz34ecxvT4Mj5e+M75IdHKaAauPEqWc6qEseisDuK84Y+58c7P+PWZOiETfdBzMjdpGyR52JGyV9B75uauyEqeSgs+YobZgDUNlQUa+extT+VGKsusPu5/FIvXUdShZ6cw88CyWZSWBOcMzQ+DdXawOLqPZ2L4oe5w479h9fn36CVa5T6TOtTxJZK3IVsoVaV/k8dl7Ev2M8OG2BM3TGyntcVLomWHpWzJfiysaxyMO5sycVJqN7axXT2TQ6udk3xq2HD2JFQxhTM3QZ/Rwpm89243N/CXlEb7jupUGtQkx7kXJTKdAKcJm2Rg0+xPM3OQKN5EPYOamjSm+PvYpvjR2Ib3RTv5R/xYpJx2N0LS5a1P2r1kkAEStKHd4fshlw8cRtaKErSC/9dyctM1/mLn/5REXPlmfd2HS50JRKL3mBwR7W+n703cQqo20Y+SqbKU3C7/hZVofZ7VLNtUeN1jFbdzGpG2asXzpNWd1xvx+lixlS9OXOMb/T8zWZAlZKxLhcx03Mp4j2L8EjH6ZRHQhJ5NUbwHh/CHsRTmYQ0PMpoEFbMi7k1SPjfrmywEkmINFSy3X515Aqi2DV4fvZyAgE4/SlHqaMtcQtVscfP8PBJ1hAmmQZ2QxFppbOYr+UQLQJfknSa+5+vqkMstXX4jicMDp52hzPQh9/Vi9PXjTyxhVCnGEvVK9DTCCYYKtfWhLYo3kA3PA8YPCXiBXRuNgzhoZJRq1aN5u4BZ+otiSEo1buRWB4Af8gP+6Rk6Iv/hLDttezKBrapzJCZm4VlqVGCrkK4VUOBoYDHexYeYF+npi5tIVCuMNBgW9Lo5cJSfZ+aWW+uQMdn+sBMUU2ISOtXMX2s9/TH2qXP2PlwDZywsAC/On3yf6sx8e9lxD7QPYiucGPX1qlLYDJi4XlFcqFJUomCaMjizO8EXGBpiIjWmeLIvUWYuAI5LUZ3Oox9z8WJN2Mn3h9qQVRAAzFGbwZw+Stn45aaespl/0UTrqRqsqwWt6iGomqQfDKM+1UDFbzFRGCF9qKCGOAOCrSkHXoLpTJMB/XNVNHHccFz4uUCyBlp5CZGCM2XeTk7k4M6doc03nmcMaU+le7A1VOJbWJvyu1Aw3vlEf114VILK3jY4aA3tEJJQ2DxfZ6TI5HK70o8eEPHayE6wYM1dZTYlVzFg+6OMykSiOsX3uoIozZpAdf4bG5oF/47kXwOFgJiaJfyiYEzXVUFBAVokLz0vv0zG6nZAVZJ3rZI6zfYy/Rx6UrL8nJvOdkcHeTgm8a9UGih1VGMJktMBCGFH6aqE6ZQmuVUvxvbQBKxJh6ncPolbX0NACLbNb6DE6cPvt2N9qx5abSbhrboEluGUPSmY69roKjk8/l2bfRiqoBKDF2Eeoeyixuvu8/hQA52tSbfCGHSfy9V+pPHv5BDd/5nFSrFTWvJKD0HWsAzGhhZBk+C5yXgnA63pyqeWYOcq3g9eRITK5wn6VvEZCcEzGaewQW2hQmxZt/u/OniYtZCfXVpiwssgXc2AuXmZpDQ2RQSbTloewGaLLNSTBXKxfTAjB8BkFTGQGWLYpg9Sack7JuITXp58gYPhIXVVPYF9XYiHJMA1aMjuo3+0i5dgV5PfKZ0EfGkCY0FeSnPgpp54MaWmHNRAf3yuBS055rK8yBubizJy5cxv7l8IRExKAVcaUVd+JSrGSIzT5vQExJMVXGhvQ9neQ7tUYC8uEcUKbIiVkR+mVZVn7aoZ4KvwY4e72RDWFvUjuNzKUXG4nqitxHxjgzKxP8PLUw8xGpwlaQf4cvoPTbGdzhCpBmXNlE97YAlOWTQKE1bZjMIRB24pQojcrHlWORmzYFhVBiQNfCeZ6FyhZzo9TMz/OiRnnS3PpkVEePmuUeqWRS7Ured79Nlk+Ox+/5mm2R+XimuJyolWVEj4wx8zNV3tcLCzL4oXI0wSsADm2AmxCY6pKZfbp17H8waR+uXhoJQVEB0cxTIMzfes5a+ZY/O27pfhJ/NrmZP9bPnPT/+dh0otSyP76Z3Asr6e8x0W3a4Ddv/4BABW2WvqMHv4ekb1aXTFmLr6wUu1cQo3zCDqCe1GzMxB2LQnMWZaF549/x7GyifJX7kbvGWTg3GsZiPZSqpRTsmmWcIrFzFlzPqpqXjbRj1hOFx0al4yopqFVFKP3DBI2Q0w7ZmLMnHwWIz2DiFQXak4maWoms8Y09VUnEHZZ7H77b+gOi+Kyf61fLh5C08j68uXMPvUaozf+POExV65U4v/ne2AYrC04iyBB9hm7D/s7WkkBPVov3aEWTsm8hAKtLFFmGY+vZd6MJuz8zvP9xGcjRgzMLdIzp/cNsWviHRoPpKBg0RBLxw4dB+Ng7mDhKEGCXOO4ljfd2ygUxVx9+m955GuT7Bh5jdN96xixhnnK/U8utV859/2JadTcTLyvbidrQKFnuJkMJYsUkcpkrUr4MF5zr/uf44zBpbzof4zrM3/AfxnfprPOx8SFyb66CZGyD2Hm+vQurhg+gTumb+W81Ct5qXQPn0m/nsd997I/PEdexHvm/qfHf8DcvxHzhU/sykJFopwTLyaldjnBvjZSG1ZhWyInpsoBmWgLBEfnnwdAaLibsziLaqOCvnIpJ211dUBeHiIjg64TvkDQcqLfcVvSPsK3/ZZao4V9efWEnTDytkzMOpGTyTnpJzIoBrAX5WKNjTKbBgfroSOth5MeLGNkMqYIWFQEJaWLgjm76uTkgivZOP4kbV7599KUepbkSxZgZ0SWBXnTQhSbhcxGpwgafiyvF+O+v6BcchlHpK1lllmGjirF6mhPMBIt+wwalqikpgook8DAPHgQpqcJ5VWi+yMIIFJSCUBgX5dUqFojB1drcCGYm5n5gDLErCzQNKzRMVr2GYQDUZy6T4K5WKKxn/08yINcx3WUUspRpRIsXHdbFRnRXCatcZaWevnZ94MUWYVYCqSJdC7L+wp1ruXc2HUez2o3gxqlrEJhON9D/kGNxnw5Ge2ZB+ZCB/txKQEsS4CpoGDAqpUon7wisbqcHVOPc1QUYkNHGAbm228eVsUu2D6A5pzzBvSNjNG636C+SUVRBMWl8nWPl1ouuH5jHczGBJ1mMiDdCxGnRWhekj6qx4RqtMXBHMDm2WRD09F7XiAyOE7ZDz/HKCOECdN08mXk3nJtwhw8Ty1i8JcP07jBwViljgVM6HODtadMELVBfescmNNjK9S2007m+t87uXR7DbrbQnE5GH80WUEvT+QjLMAm30ErGiVjxMZUygxqupvqfc/hOmaF/L2MVDz9PjLx4AyN0V0RQrHMDwVz7oJKbDqMVM31Q3Tb+kiJ2HDosTJLLQb4JiUYKVHkdbT7Iglvwf4YmJsPus0XX0H52AnMvLcfV1Ml9vxkzy0hBMpx63DNjGDpUd74yU0AVHvKuEK7ik6znWf0x+kZ2E7AZdH+tTvYseFx8kdTSSWVUrucMIdL5D4HKnWqnE2knnU8wfea8fzpMaIDI6RceSENLQoHQ3vpDO2jLFRMeMcBnBX5C5g519HLEIrCCRnnESWKLyjv19adT7Gz+uN435ET6vP6UyxXV1KhypJCa/8Bbvq5jUv+UMiUe5az7RegaLESvp3NAHQE9+EULlY61nKEsiIJzO039nLK7NG0GQf4Y8oDpIq5npe1qWcybUySbWTSY3YtULTsyfdTOZODEIJxcxQFRSrWxsFcbR2kpWGNDJOnFGAoFpu8LxESIarngTmA5pgC+vJ3M3FUFnF+ztUETT+vTz9B6qoGLD0qxzVg744XCLqj1Den4Kgto9grz3dkah9Fw9CXm9yPLBwOlHPPwnj6OazZhTYLE51yvM4tiZUn5SSDubbBN/FmwLIe6UWVLtLJFXkJ4+Zl9tXYhMagawJRWIDS1AgDg+T4UhkXMkGfdHrJDqRJX0VF4ZsZ3+FzwSs45u1R7ri4C485lWDm9EOZueoq8Hq51P4JQlaQ56ce4OHIfUxY49zg/HZiO+eKBmZjYC4zlnAdpR4j7/NRwQVllppip9LZtICZs0wT851NoGlEw37G9cHDMnMAnxn7NLcO/BBFKLSmDbKtZpxP2z+PEIIypZynf3MK2R6Fi32nsy0qe9YcTdVEkpi58YS40mKx39zLpwMXc0vwv1CEQqFWxnS9k8AGKUy1GJizlRZgRXTenHqGXcZ2trCZz98bwlh/1Ny1zc7+yD5zob0Hse/aTM7wfvK+dhmlj9/Oyku/hidPp+dyOe6VBQu5PfxLFBTqZkroagpjK86nK3QAp3BRZK+gzrWMnlArUUtHLcxNAnPBd3cS3nuQrK9cScoJR1H86G8Ibt1L33QLpWYJhY9L4NNh70l8R83NxPiIPnP6PJVNW0Uxeu9QgtXKHnagj8j5WO8ZxF5ZQoQIaWomPnMm0fe39xg5xxa5qxfZwwdH3k9uIPvGq/D8/m+0vPYIbtLIFFn4XnwHNTuD9Y1XALDNeP+wv2ErLWDrCVMIBCdnXkShvZwJfRjdnKsiyrMV8tn0G3je/ygHwnJcHIuVPh/KzEXHp9h3yWcZKg1xdIUU2crvcWEPQ0v7C0nbxsFcc7Ycy46yraVKreGfae9zju9U/s+Pxzi7+Ao07Lzifpf1tmS/PGNyGltuFuGeYfIHHPRMtyKEkF5zpQbG6CTG9FyeYlgG3xq/hi+OXUCuWsAzxdu4MetWXK1eLAveOS4511NzMhEuJ3rf4auz3gq8xLmDR9KuH+D2vEe4Lf8hgtFZ1qjryFJy+PHUjZLVtkw85iRZyuEFaf6nxH/A3L8RhwqfHBpCUSi75lYA0o44FkpLweWiokUOEE3pa8krlaAkPNSNgsK10S/iS4M3rTexOtoR1bKkIaO2gCeMyzEfeQgrVkppdndh/eJHvGich+GQycjwZrkS20UXbtwcyZF48KBXpBENDRGxw6tnQO6Mg6NeLKBzfE6GVVm9Bmv71kXP5YzCzxI2gzzW9ysUFIpdNZRPpeEIwbsn2DAU8LkNyprl5DEe6se4/x7werFd/405RctVTgiHsfrloNrWYlDfJB8/UVIMQmDtl2VPZmk5Du84FhBQpSBFICZqkXKSlGE/FMyNDJs0FMzw9weTPV4S90QIKMiHkVG2bzHIjvWC6WgJMHczN+PGzXeQpsehzkEQgnOuLeezlxZD5gzHnmLx25+GSYvIkjqv4iNPK+a++ve4KOcL7Kv+NaV/uQiP1sGkw0NBjwva2qitV2ie1zcXPNhHiuJHxwGWQAjQfnQzQlGotuQE4uySybGjvABNxM4rHMZ8MxmoAJgRXfbV6ROoMeHMqc6BhJIlQFGJ/PfwYQR1+qeaE/89kwEZPhuGDSZ3z5WwjUT6UVHJiZWAzo865zJK7dW86nk08ZnhCzD4swdJP34FGSevpteUE3b9ijNxLm9IgLmaM8/Dv20/9a+B3x0laiPxN4De0lkQ0NSdikiR/UNxZs5WX43jqLVU7PbhNT1knX8ck4+/hanPKYiqQsVuaZhqTMlsNkDmmB2/FmQg2sux3mVs0t+W22a48Y/6qKGTwVKLsNPEFuVDwZxSWUnmtGCyJIzTdKG7NHxqkOyYcISoqqbYJRmQwRnJMK1UjyKXXFxBOBiUK7WHMnNmZxdW20GUM09ndtOehL/cgv0fdyxiaIian11Nb+Uk9oDCZP1/U3X6m6REnFwTuJzVx32emqEwJ+3ayMZLpijZb2Pq2Y0UOySQGixXmM608KZHqHI24T77BDBNxr71GxxH1OG89GyaDiiEhTQIrnYvkxLqbi0B5kyfn/Dedlwxr79lqWvJULPZM7ORHHLYued5QDLJQ+Yg24z3OU+7OHEe5v4WRGERV3+/il9t/To/dP0KZWkTpqph7ZQAsCu0n2rXUhShcKp2FpuNTeyZfZ9/6i9x5uyxGER5yb2Rs7Xzk67R5jtPAFMhFJzGwkoqMbIMg+7yCFVBufI7Zo2QI2SfljUyApmZCKcTUVSMNTxEia0cQ4WXph4CoHosA+vgXMnTjlVT5A3aqIyUoDjsHJm6nnJHHc9N3Yc7JoISL7XcvP1hABqaXWilBRRrFahRhR7/Acp6BX1pC9kJ2/Vfgakpot/9/oK/TQxIMJMbWxCKM3NMTGBZFn9r2IYrACdumVuMrFJq8cTsOyrVGkrsVQxkeBEF+YhGebx5gTQmUryY4QhTaX5ydZm0hZrSabMOcOHMKdS3Kvz0qBdY6i3le0U/YaQ8tAgzJ5+3xoF0lqWs5bGJO/lD6NesUddxrHp8Yjs1K4NgnZyr4sxcvlJA6Wwu+1cvBHMgSy0XgLnde8DjYf9X1nJgiYWJ+YFgrve7f6brS7/C8vl49BIfmqFyuf3Tib+Xptbz1CXp5Cp5fNx/FgErgL2pOuGjdahAyGIRF5+4L3IXO6JbKbCXMVkSmyNsNuxLahd8Jy5b/5fIH8gT+fzinQt461ST6465P9Hbzr/BzM3c9zROIfsvrWG5cFEbE0HZ+Uk5fvnveoaHI/fyCfvVrO2sobspgpKXSXeohUpnI4pQqHUuI0qUnnDbAq85zx//jpKRRsaVso82/aJTybzrW3gyQqT+dTOlOyT73G7OvZNqXvZHFrqYX96qxcBc3Jbg0J65zecbVM5k4nMZzEanqdLkc75nrcyr8m0fPOYvFkJRyL/t2+T+6Dp6/W0U99mxgiF8L28k9czjKNMqKRYlbI1+EJgrZOupsyyzVpKnFVNoL8fCSpoTAb6YcRPpSia/8XwPkMycQJCnzs3Pxqyf/rO+xIF0udCwYibmsWrkUtNrp7X71SRvvLi1wI7UvRSIQsqEZLDdws092kN87ZZ8Thxazmtpm2lUD7G9AaITHtScTPSRSXIHHQzbRrAMQ3rNZcsceH7f3Kbgazzhu4/Pp3+Tp4u3ssRxJNujW/jGcX/CZmi87ExW7RVCLCrEMj9+57mFPFsRLxXv5nz3lViWxU3dl/Dt7ku5wHUlW0MbeCXwFF5zGhPzP8zc/8YwLXOB8MlikX3ChVR85ZcUXvJVhKIgautIbenltMKruKjserSsfBRnCqGYhPzn1C9iD8MjKU9jdnbIFWCgoEjhbuMriEgY4y9/kk3KN3wFU7HxM/O/yVYlUxIelYl4F11UU00ZcsV/qk6g2z20NcB4Ppz2poZqKLQMzANzRx2N1dmB5Vk4AcQ950ZDvRQ4K9EsG8bnP0t1J3RWRRMKgzWvSkZwzNNG9M47EOuPR1l9VALMtdbJSco62IbPZzHQZ9HQJPu1hKZBcZFk7gB7bSXleoc0DO6UL6xv10HU9FQcR9TLlfFDwNzW96KEw/DXOxcXBAAQBQVYo2Ps2GJQkykniCg29KEJNrOZZ3iGm7iJHGTiE+ocxF6aj+J0kC3ky37Z9X5ME2YHpQrmWGyV2qE4uaX8bvKeuAutaQefaJOlkgV9qfi3t7J8lcrunXPgItjSTYrwozsywJIAQ9RKEFc66aKsD2piFTu27HQcrrnzMF96fsG5hbqGwDQwjGlcMeLO09rF0KBFwxJ5nYtL5H6GBhZnMPt9EmAUOauYyRRk65LR6GnZlNhmNNJPnla8qHCAEIJzsq9i6+wbjEbk/en/8f1EhiYo/8W1CCHoNeWEUqnIc41PTnXnXkSd1stpu+X9CzmTwVx/lnw2a8fmVtCig6MgBLaCHNQzTiO9cxyfMUP2J04mOjHNzBvbk47PbtiIqjLhkWBOJrJPhR6hxdzHr8M/BkDNSCUy5aOOdtob5LXS9A8Hc6KinMwpmM7TqfCVYxbKhKJk0iEl7XNyKEmXPUyDIZn0f8pxDdtSW1EsaA/uxjSteWBO7tt8UbJOwcoGjNlAwl/u0FCOl75tuVXpjJ+fRWPaaqp+/lVSA3ZuX9fED768kh/ddQzf/aGNz4tr+LjzCZXgewAAIABJREFUk1zx9JH033oP+WoxNmwMN6XRWSWnhSpHE65jlqNmZ2BFdLJvugalppqGFvkcmZjUlK5F2DXUcJBw3yhmRCe44wCYZsK4XRUq69PP5j3vy1R1Z9FVJd+9yPAEL+rS/Pq8WIklgLW/BbOyCoHgkuBFFCsluJoqCSqpScxcTczT7VTtLAwMrpg+nSv951Gt1vF62laOtCWbpQO8+VQaod1rGPTKZ32+oqVnqovpbKgyZPIyZiYbhouCWDVDYRHW8BClaiWmChu9L8rrpdUnPNYsy2JraTsr303BlSvHWiEE52dfzU7fBsaKg7Kcd2cblmGwO/AemR4H+Z50lKwMXCWF5I+56TO7Ke8V9DoWJi7K2mNQr7sW484/Y256d+76zcwwEZTvX9wHE7dbStZPTNLXt4nX14e4+ClI75xLtuN9c5kiiwyRQYmtksGCCKKwENEkWaKCQCpTeVFC2/cxnauTY+UR7h3l4Onymb1m71oeu8TOxsnnucR+JY+Kh/nu8wcIDSf3SYqqSnmsXd1clvdVWmzt9Fk93Oj8zgLRj8ASqQYZ75kDWN5XyoE1IZR0N4dGnWs5o/oAM9E5EBDvl/v0f+/kVzfLcXgxW4J4RAYniAyOExrp4/ErDM4aXU2eMgfMRFkpxW0+fmH9ghlrmm3R93EsqcEKR9C7BxKm1R8E5tqNVgSCAlHIN4PXkq+VMp4pB2/HkhoUx0KlZa0kn4HKCK+7NnC1/ctcfbfgu3cV8YR4gu8Gvy5tWbKzIBRaIGp2uLAiEWYefBanGsVQLKwx+UzUanKses/+PpmBFO53PIRpmXzd8R2qO1MJuE0GxSDdoQNUOeU8Hzdu7wzuSwJz0dEJvE+8SubVF6Gkzon5+K+R5aE5W6bI0TPJJIuD8xZYbLlZGFMzH8loWjKic2DO9HgZ9MpFk/lgblt+G9+88TVChAjYo/jMGQrVEpzCRcsp8hk8nMT/h4UQgrxbrmV8bRb5+8L0HH05xoQH9zmSxVpjW8fW6HuH/f5IaYi++jAnTMvrUxQrCR4+pNQyQ83iyxnf4e3gS2wNbWQ0OkiOmo8mYhUopsngJTcQam5l5DeSkTtilwWqio5GbaSOgyU+jDvvSvymMTUDisIOdSdH2dYmvY+2/Fw+eXchdz34KQqVhUqwIH0B1dwsIiNT5A04GC8MMr1xF8W2ckZc8r0It/Uktv/H7D1kK7n8V/bPsAs7lmXxveA3AJjM0Wk19tMWSRbOiguxLBbj0RH2RXZysfszlMQqYf45/Q/2BbaSpmby9ujfqdWa+MXUTQwbcpz8jwDK/8I4nPDJoSGEoOST38JVKidIUVuP1X6Q7yx5gJMLrkAIgaOoKuEHlmXLpWrIzm5XG/szBlBq5PeKigUdVj0Tq84m+uc7MR9+EPO1V9l99g9JTZWDkiMgUKxRIpMjdNJJNdWUIldfJioN9PQQ7fWCVNNFQ7MPFIP9/emEQjHJ8aNifXM7k5Pf+HmcXvRZAEpTGth3zc+xNryNu1XS+JHYfGPE+lKGvnc19PViu+GbAOTF/jlQJJNxq62VjjY5MDcsmXv8RFkpvsH99JWDuyafVewikF5IYI9ENIHmdlKPrEMIgSgpXQDmdm2Xv7ljq8GBfYsP/KKwAGtkhK3vRTmmXk70huogMjTBj/kx+eRzIzcmtvftaCXlCLmCnBMDc+Wr5HmMDETAgl6RPLh6n7mSmvvfSvS7Vdsa8G1vZcUqlYE+K9FzF93ZjCJMIrll+JCgKd6XY44O8e1fQeMOX+IeuLIk8BDr1mO88mJSHxtI8ROHCBCxGQwHa1AM8Hb2ANC4VAKv7ByBwwFDh2HmBiPyWVyZdQrTWYLskJx0uwfmmMBRfWDRfrl4nJP9aSwsXvY8TOBAN8O3/Z38q88h/Vg5yfea3QgEZYocZOOALX9Gxa17WNVr4CaNsCMZzA2nyGe9cmxOol0fHEMtyEFoGsoF55LmFVhY2E5tRM1MY+KR5HJPmwFhRSZycWYO4J8xafsN0TfZZ+zBluEGn59aOjhQH/NQ1CHX9sF+UaKygsxp8GVGKR3KxZMtUKNQNCIQlVWy1CRHXochvTfxvUwth0KtnIPB3Qk1VCAhmGO++AqisQFvu0yID+2XS+x/xXKs1BQG7/0xbf6dLM1eR8m3PsmKbfdwwXuvc/3973Ot7XKuu93Gj1N+yx/dD3DRGf9NYHcHM89sotBewdCSdFqr5HWpcjYhVBX3haegVZWSccVZCLebslABKRGZLFSlLcO1dgXmyCiYJuHeEUIx8ZP5CmTHZ5zLtDFJyi4P/ct0lLwMIkMTPK8/SYPSRIMaUyg1DKyWVswiOb48VvQk73pfwdVYjl/XsJp34wmPMREdTtgAHK2uw2YIhtN8HMfxvOTeSLGyUABgcsJk/x6TwLun0efbj4aWJM3dPSkFLarUOizLYjQySIESE/WYB+YoKobhIXKUXExFetkVaKWklzZKJUeg3WxjXJti1aYUtJQ5NcNzs69CQeGFqQdIXVWPf+dBvBua6WiYoLE7H3tpoZwbygvI73LQax+ifNjBMEOErYULVbaf/hBRUY7++a9ghWSPqbltB5M5cmyPj1tCCCmCMjHJPf23ounwiV2NSeNoVaxvLq68VxotZLDUwirIkz2Zqkr+tMZUfhT/O1vx5EXJsxUR7h2hZe0sGhortpmgqiwtP4M/pNzD7Sl/YbQ8xC57MlMmquQ+rO4eTs28lHCanVTDxZm2cxecY6DajTDBHZpjEZe1ZTNaojNiLUzo4mXqHcG5igLzrQ2YDTWM2KdobZLv1Qcxc5HhCYzZAC9OP8pULnxq9pDe+Fif9zGDFaiobIy+haNJXr9wS1dCUTEuBLJYHDRbqVCq+Knrd+w2dtKXMs6k3YOpWIuWWIJkbJ78vAfVUviM9gXM97dwQ+cFXOu4kT9Hfs9t4Z8nSmr5FxUtZ1/cgDo5yrMXBDjvtTBd03LBpMRWgVO4CFoBity1PHfVFOdurKVcraRmnxwjdkW3MqL3Ux0Dc5WOhljP4t4kMDd9z5OgR8n88uVJ+47bEjScfjkFv/gGdWrjIcxcFlhWovTvw2KOEZ0TtQIYnDyAMCBz3E50Ypod42/yzb+2URzIoVAUEbTpzBrTKEKhwlbLtE2WAearH+4ReNhjsSyGsqapbfyYlONXFNxnSq2ENeo6+q1eho3FSwU3ZMpezGO75bgYn3Pni6DE4zPp15GvFvHLqe/wgvISKdqcP9zMA8/gf+09Cu+8mbZ6L8WihNzdw4jKClBtVM6U01dh4f3lT+cqv6ZmmK120WV2sEZdl7QvoSjYSgs/kBWL98zpI1MU6QVE7RbtLz9Pia2CSTFJOEUkmLlJY5zXA89yofvT2IV8pp7RH2er8R6f+3kuCgoRB7zofyxpH7byosP2zG0IvgrAx1yyzj1ihvnD0Heocy7nr3UbCBizZIVS6Y928zvPLQALBFAmzA/3R/x/Lf4D5j5iLMlYxzca7l4gfPJhIeobsLq7kuhsZ3EVoaE5unnFZBmaofD760mUWRYWy1vUvPZ6GB9H//LnEKtW82bZF6lNkxNkpldO3FNbXqabbmqoSYC50aIAgfQIrY2ypEs1wUyPEsKZUMtTVsoV7Hip5euv6Dz41zD3/CnM3X8IM/jsx8FS2P+Im8rHfsjrrospjEjmyYqxSr+7/0YwBaN2L1TXopw9NykvYQkHnF2QlYXV3paQy69vmmN3RHkZEd8kpgrFVgfZePAWNuDf24llGPj3dJJ6pGQrFwVz2wwqqxU0DR6+9zClloUFhPtGaW8zOf6IGAtZkE94aJxNbOISLsGNXOnVp7wED/SQfpxMDOIr3GbmJOWVCr3+MRymxgExlwxalmRV6lzL+VvDdu6t20RN2dH4trdy5Cp5H+MiKEpbrKS0pIppK+ZDNCrLBsPDPQAEe1sTIhFOt4oFqJ/9HIyMYO2cU1IDWbLmdkxgKfBu8DRsUTAm5WDXFCuzFEJQNM9r7tAYEsNk+eyUpTYStptkeuSxjop5almLeMzNj1JHNUemHsfzkw/Q+dXfoKalUPHLaxN/7zG6KBIlOIRMzMb1ITLUbGxPSkClemY4Wl9J2CmSeubG1UlcAbCH5xK66NAYWolkTsTSJaS75H/7VD85l5zI5NPvJDzXAETUJKjI/zdmA2SM2bGAHdY2LvSeisty8ufQHZCaiqb7WZHaQXNdCileBdX8F5i5ygqcQdDtkN/posc9gT0CaZNhRKVkIvPtJahRea3nR51rOQeDuxOsHEhmzvL5MN/egHLOmXjfacbVUI69cPH6fmGzYa5ZTpu1jxChhF8WSCEgxemQAiiqKpkaIPfKU3E1lNN/672U2KsYbEzjQFUKDtORYC4K//h9qpqfQtjlZKtWVdHQL79f5Wgk5WNrMPoGAYtQ5yDBLXvQqsuw5c35a61LPRXVEAiXQsARxrPSwaivn3ej73DuvBJLq7sHQiGi2QV4syP8RbuD6zvP5vmj3sOPCwJBOjtk2U2NSzJzCgrFQ1A8CCePHZHUIzc/3tsggXxw0+kIIN/KT1K07PLJMtcq1xImH3+TgYF9ZPtlTxkjwxBn5oqKsUaGyUKen6lAtXMpSn0d9A9gBQJsjEqLjpUb3SjRufEo317C2rTTeWHqAVyr6/Dv7qD1yX8wWRKmqTMHW5nch6OsgLwOjQG3h1JfNhZWkrly4p673djuvhOr7SDRH0nrBev9LUzlWqSTnlihB2lPMGj08bLrLS54TtB92dGY82xeqmLMXBzMlQSy8aeBtygFYbcjamvIHzXxp5v07XqHqN0i315KZGCMvUtGWaGuwnmgB1FVmVCfO8t2HjZd4fW6OfsBAJGWBnl5WF09hEQYv9PA5gvhNRZWh/hKNFK9KtG9XRi+AN033M7SLbL0b0d0obpvfVzRMiaCYkWjmBs2MXP2MVjCYrgYTLG4iBPIkvXouCw1eyjlSUr65xLDxPHH+nbdfR5WqkexMfoW9oQ9QRf6kEwGP4yZq1MauUi7jJNsp/GGtoGwzcDb4CbllLWLfieU7+CFT09zZtsKCtt94PGgHLuOnzh/y8e1T/KT0Pd4dKm81v+qouXMvU8x02Dyh29Emc6CHxffhWEZsmwyxs553Tq6HT5xo47/zc1UbJPv0vthqXRb5ZTbyZ7FxoQ9gTE1gxkI4rnrMVJPXYejoSpp3/Fn+ojPXk/Wl6+gXm1MKn1Wc2Vv8L+qaHkoI6pVyDF7yHuQzDE7ruIiBmqDXM4luGcUHt77a5aoy/CpQXyGBIzxUssMJQun4lpkL/9aeKwpZpmlbsnJOD91MXpxOUqWBFpH26TuwHufW7WovchbxsvU7HWR3SWvc/xZHT1EXAzApaTwtcxb2BZ9jwF1iEGHXPg0PDOMffs2XMeuJPMLH2ePsZPl6iqs9k5EfR1aRTFV+21YCnQWzxK95Ufye1MztBwn56GjbAufQ1niuDiQMgNBrGBIMnPDE5QIedwHd75FUcxXdeboHCIHewB42vcQOjqXpUn/3JAV4tbQt2kK1PDZ3+Ry7sypRB0qz/oeTbKf0cqLiI5MJOXT8Xgn+Arpthwiqsxf/jFxJ0ORHr5e8hvqXMv4ZunvaJ/dTqO6lNcDUvdhfpnlg+G/stJbzZ7oQoX3/5fjP2DuI0aqLZ1zSr6wqPDJB4VSVy8tAHrmwJujqIrwUFfiIS1RymgazODRK2GkUQ5iefkCRYE9KccjjlwJloX2hz/T2ydoytqDrjtxBQFdZd/OZwkRoppqSpArUgNaJwPl4HNbrM2T/SNKrgRgcYZMZGYi6hswt29j726Dj5/l54YvBPmvrwT59vVBfnpDNn1ff4wf/30L0dxizmz/K+sL5UqcsCxUS+Wfjy1B+At4IPMcbq1/FqHOAbUGGmgX7Yi6BqyDbRxsMbDZoLo2mZkzTDmo5fXICWK4bA2RvlF8Ow9i+oOkHAbMWZbFru1RPnaajbPO13jsoQiRyCKlhAX5qFPj5OdZHNskJweluJAeoxsvXlawIrHp7HtyVTftOPlZdmzlZtKaYPXRKmPWCBlmGvuZSwanJi0CAakc6dq0g8ZlHyetNo/o5AyNuXJy373TwDJNtLFeTLsTUVGFEfO6izNzcTAXnfWgT8vv2e0GUeFAPed8UBSMQ0otg+39uNLkZLQ9eDyaDmpoPKFkGY+iEpEQQLH8fsyOOcGGUYeH/FA6BU6ZxDuGZDIwWeQlPDCKZVmMRT6YmQPJPnSHW9g3uonyn385ydy61+xOeGcBTOhD5GpFGI8/JUsRgTX9xUQ0iwG9J7HdtOIlawr00BzYiQ6OYSuJ9QQJQcZyWWboneoh7xOnY/qCeF6UpSyWZWFFIwREANMyE8xc0AUhEeKSL7zDx+/Tedx3H/qOx6imi2XqAdobIHNCJqaLGQzPD1FRjkAak88EZwmoIdQoqF4/okomegoKhZMaw/bkHqJ61wp6Q2109crSqMYlCmMjJuYbb0EkgnLGaXg37j5sv1w8zKW1dMcub2PKqoUbeKald2OsdEaoKqU/uIbAvi5yBh0MGb2MVAUpNysT/oOKw446r5xN1FSzbJfArWZQ7Kgi5WNHg2lhI0qoa0iKn8RKLOPh/+s71OxMYza2gNO/2uSd6mZMzISKJcS8wICwO4uhWnkt6lzLuTvzj/zxBxPoNouOvpgKZ6zM0qtPkjtuUTqm8fbo35NEAubHprdlYhQ5eARp0SIcukLrvDLL7lArziAUZdQz8fibTOfpZHTH3pX5ZZZFxRAKkR2UiZ6hSrNwUS/BkNXZxbvRtymKFlLQ44QZ7/zD4PycqxnR+2k/zo8VjrCtQyYUte+raLGeKHtZPvm9LnSbidshwXu83/TQUE87BfXqqzB+dRvmrmbMzVuZrElP9Msl7ltuDg+uakYxYe1oFeu//CAvn0XCQy/uNZcAc1Pyng/mS8ZP2hPIc2mdkQIr2VYeEUVnf1Evx9jWJxLFeGQomaxpreKdNQcXeAGK6kqsrm5e0Z/HEAYpfovd/oWlZ74ci7RpldCuFjwvvc/w7x+n8q0gtqjCNmPzgu1zbUVkqjm0x5g5a1czeL14TpJMrqmCM6rhUlIWfBdAH5Xj3kh5iA3FLVz5Nxu2wuSFnPkKzMfZTmKnsZVgusBWlEf4QGeCmdMOI4BiWiad5kHq1AaEEPzadSe6iDKVDa7Nt5Hx6fMX/d5jxsP4002ufHVpklm4IhTuTLmPNeo6flsj1WGtf6FvTh8eZ/blDfzpu5MolsJX/5jCvsw+Hhm7HYAarQlTQJvSwcW2y6kyKxn9+i9xtnso8mSwNyqBY6VaR8u5NzG79YBUtJxnTzB9z5NE+0fI/MqVC/Y/YPYhEBTFmPQ6pZFRa4QZU4JpW2zu+Fe95hKM6DwBFIDhcC/ZIw5mTy7g5qf3g25yx/9l77yj46yutf877ztVo66RRr3LktwrNtiATQ1gh0AIJKGEhJYEEhLSwy0JAS7kphBICOGmAheS0CFUUwzYFNtyl2X1XkYaSaORNPUt3x9nZuRBMveu7/tW1r1rZf/j5dGUt51z9nOeZz/7onIqCldQrdThVwIE9ElM00yCuf9biWUijm9LMNPuZWZgiki8Dn6ZuQxbFJpqfJi7U83nBiPdtISa2NBUjDbgZdqc5q7ID8mw5s5ztEzEZRnXkmaX18qnjHNI28/Yv9yHPu6n8Ff/RFCEaDdaWaauxGzvQNTVYKstp/wDOVd23HQG+n/8HuPAQfSJKQ6fFEZFZaU6X6r+URLHRL2drJmbSJIKw85RslpkTeTE6myirT2Ypslfp3/LKvsGFtnk2PxN5F76jB6+t+sSVEPw5bRb0IROu9rJ0ehcTb+1rBBMM2mClvx9U2dn6FWiLiuXzV7AZMzHb0du5+SMc9mQeTYAn8y7gS1Zn8Drb8WCVE0k8ruHIr/l5tB1bLCcyqK4WuR/S/wDzP2dQtRJlyTzuMbZjqIq9OA0WkAuHnn2Iiq7TTQL/HKR3H22WAT5BYKRYbA+/BesT7+AsnoNfT0Glc5DmBEHAkgPCFp9MsmpphonTvLIo99s51g9KAacUn0lILDkykHVdmwuMRZr1mE07eHh30aw2+GDlgyODWfSMZZJjz+LQ2tfoGF8gKy//CeWvByqRTnCAN0KJVohJ51kp764nOzlMzyxsyRl4a6KluDDx/TyKoy2VtpaDKprFazW42ojcrLQ4/jP3rmPadLpckvXMt8jkjZPMHOUlMLI8FzPqQ6DwBSsWqtyxTU2xn0mLz8/v4fLsJaPaurcfN0sFr8PVBW1vITmnHhh8PFgbuchhNVC+jo5oBNypXHTx+qTVMIZXvJibvrpJ4BMcObaEghpUjIyTHrciEBpb6OyWuFgk06kfxSnMYVRUYdakIuBiqkomKNxZs47J8EL9cpdSqsZIaZbMJwuxIZTMF5KdaCKHu1AsUpZpjdtFRYNbMZE0skyEcWlCsOD8t7ov/gp0fUrMYNBTNNkLD1MkeGhwC7BnCMgk19vkUH40afxaz4iZnhej7kPxxblPCxRhf3XaHiu3Zbytw+DubHYEG49F/O9D1BvvhEsFtbutYCANuRYMU2TWUuE/FFBJDDnFKkNerHEmTmA7JPlZO1/bzuZp6/EWpSXbCAeNkMI3cQQJuOmlFB5wgE0i2yOfvo5t3FD/q1E7CZPn9NKJb1kBQYYrAuSNq2QqWf+1xs42dlodgVdhaMlIwhToBgycRNV1ZhTUxjdPZT40xhKS5UNLXKuQEfncNzlcs16C94RE+OFlyEjg1CmBz0we0KJZfKalBfSUwm2mEKlY75Uy5ycRORkp7zmvvQMnIsrcb44yJTip79xhkr7wjIvkOYVV/88xGPVu7EIC84NKxA2KzbVIHSgFW3QmwLmoiPj9H3vAdaOLGccuWHRsyTIm2vbKFcqWabO1QCazbKWLWrNYGiRBBG/rHmZ6wr+iV0XTnDzAzH2Rd4jXc2iwCoTwMmoHDdnFV5BIDbO7vHUNgWJ2LlDo2GxAgjKJs5lJjhKr9GddLTsNjup7BaI9GyG3n2XqNPAdXQWc2YGZmZSauYAcsbjNY0qNKatSYIYo62NndoOThpdgoEFbXAkZT48PevjZKo5vFElDRC6lk3hMByUvhvGUiqfZ3u5B09vnBWI7+afCMwBWH56F+TnE/vCFzHe381EeRp5IhVIjFY6eGH9MFu329GXyPWoq5pkm5c6pR4nTpaqch4sGZGbGIPZ0i1TNDbgbpabEP0l8rXcYBbtK2eIqjHWqxuTieLxcXbnOoZLZpMNixMhqiSYezb6OMWiBFfUwoGZnXw4/NZpMmfshPe3JDfZrMPTNA4XLsjMCSGoPc4EJVEvN7ZyTnpr1U6c+iRqqrZfPoow4NOPWeeki4koKgJFwewf4FTLFjQ0PtB2YWusJtLSKeWFqop6HDt9fAyY/YQIUafIcVaj1vF59Vpm0+E1/ZV5dYMg58H/iNzH4rYcluyyYL77PuTmJp87q7ByofUSeu3DjBSayZ6CHxWBh5/jra3jNC2b5iu71nP5mxWc2l7K/cP/RG+4jVrbYiJ20ITGN13/QsHd3yByqBXdN8kifymdZgcWYcXdZ2fyhXcZf3IHtc5lDEd7iRRLsOy780EsJR4ytm1e4Dr0USiKkgxynSqvR7sh5/4EM6f9N5m5DzOiFk8ewmZlxDJCxCr42r88RTBD5ze//gzlnXaslSVUK7WERYSo0AibISqt8noW/P8Cc5QzGzdwm3pbsv/W515l+QHB3nVxl9Xj4g2/BOMbuxYTGxjhrdhr3Bv5MUaGa0GZJch7n2bPQdXAZtq4b+QHTN7/Z3K+9GkcKxtp1g9hYLAiUAWzs4i6Wmy15XjeHseChY6L6yEvD+2Hd6BPTHFk2RRL1OULqhwsFcVog6Mp/XkTkWBQ1dwsYt4JSm2VAPgqNRzPy+sx3mgj2t7LvvC7dMRauDTjWgDGjFF+Gr6Dcy1bWfdWOkpmOusKzmG1so6IHZ6bnTNWO75x+N7pHTTNSALgYGQ3k8YEo8oYY+Yot/luYlr3c3PJj5OfFULwz+W/JV/xkBPLwCGc5KkFSSB3luU8HnY9hUM4TnBn/2fGP8Dc3ylEndztMdvnGsXai2VSG4lLLXNtRcQiM1z4kpUHnH9gBpmcFxYrjAwbKLV1qOd8DICRnhmKLK044w2gc2Y0ht1yga1BLqYllDBg9tG+CBr6cjC3v4IwMhDOIMUlIsnMQbzf3PAQOx7uZevFVhY1qHgKFfLcChkDzYjH/oh6y7dRNkrNt02EaDgmJUYlszI5zHeUYXUPMu4zGeifS16mXpJ65+5VWTA8RH+zP0ViCcBsACP+NOpdx2i2raYzfh5jj21HWFTSFlfKa1lSCqaZbACeqJdbtc7CGedYKC4RPPy7+RPN8zvlwnDFBZMwOgZuN7aSfFqKpQPUMuZqfAI7D+FaU4/qlAl8rpCL+YTpY816CxSMkjkhQc1RJJuQaBheXqlgHpVJufrqcwirymy8bu7gPp1wcwdOEYSVq1EL8gCB6UxP2p9HhntwVsmdqnBffFGLzBIzbUT6vKjnbcU8sB/zuF57ast+onYkMMyvxdDs2NSZpJNlIhIyS9M0JSsXDGI27WFipp+ww6TEUkFBnJlDgDBgtMDEeO5vH9lj7vjw//AJlu/IYc+WYTQx94xFzAjD5iCV6pzd81hsCHe/ZGTVKz+LWLqEVS/5ECb0qfL3Bo0BDAVK+wXR8VmMSBQjHEEf92MtmWMfspZKfb+/aQdCVXFfegaTL7yHFphlRp/CEvef8U61Yfv3O6mii5l0QVHMTcY3vsviK3/ImZZzefB6C/usi/E98nOCeWEcYYHb/K+b/wohCKWr6BY4stbPEq0BBVlXKqqqid38TaIbTqdoNovh7FRzgkVOmUB3Rg6SXyCorFaYnDDQX3wZ5ZwzCbZjZJIjAAAgAElEQVRKeU3CBfFEoWfY6a6CqgErFmGZ/4ZJP3wIzAlVpewH15B1QB7TTI5Gddby+Z+Nh1JTjSNkUjQcZ+6cDpwbVmC1QuSABGPHg7meW+7DCEfZdumPUEzINXM51DjM/g1jbLNcnJK4Gs1HoayU6HSYkSVRci0FuK2FfKnkR1z/q400LzV4reIYtY6lyc9NROW4OavwSnJsHraPPDTvmMd9BkcPG3ziUhtCQHbPOdJd9zhHy25rPxXdgunWQcadEmw794zP9ZgrjIO5Ypnk5Y7KB+prZT/nnJzLELVyvvog8Dpj5ijrm2swUDCnZ5POqyDNkj6W81neNl4lXGiha+0sS6yrsUQNueMM2MsKkr3mZvPsWLF+JJgTOTlY77+HcMsB3lk6hq9AzJmfxOORzd0YwuSK/wgTWCrrxYaKwRySbEG2ksOBzG4utV4BQElc0TXglKBAaagnf0iO56EKuVmW6U+nZb1cd04aq4ZgMIWZAzh78lQUDZ4N/jn1mKurmJrs43XtZS60fYolaes4MLsAmNN8ZJFD5MAxpt9rBkzMmVlW+uo4oO9FM7V5n6lzLqcjeIiRh19k5ld/IuLI5IOv/SD5d50TG2pEh3zoisn2y0c5fW8eJZonRWkCUtJMcRFm/wDrLRuxYk3WzUVbuuRGU6F73ucSkXjmEuAF4FvOH2CJwYPmbxasj9yhvUabcYzL31mH0duP/vyL0sH2uPGzwSLX5z3rjSQzN3HfIwxc8jW00VRwZ5omXU8/xqPf8rFqr+CirKsRHg/feawOm+Lgh33XUG6pIeyALepZ1KuNZFz6MZwny82X+kgNY8o45fZF6H0S5AcPdyZNUPoK5e/rIz6yb7h0rqn5cTFg9FGqzBnRLFISYE5enwQY/u86Wn6YEfXh4+F/CbJvyTTvbAsQdGn84LJGqt7VEGlOVHcO1ap8XmNWmNGn5pi5/wsny+MjAebyOy0YQbkxlWjHot17P2taszm0CqJv70j53Gv+J2hwrqbUWYM24GXIlOPT74ymgLngziaMGWmYM2746KGbzZYz+aT1Mzxj/xuT9U7yf/QVgORGyrKuuBlTXS3W2nJU3yzVZg3HLJ0oGzdgdnYTnZzkSM0Y69STGYsN0RZM7YdnX1ILup7iSJmIBDOHzYap6eRnl5NGGoGNuagPH0Qg8FUKzHCEP4/cR5pwcYHrUgDuCv+AEEFuc/47kWNd2OplnflXHd/GUOHPkT8mN8Us5cVoFpN7o3dwfccWrms/nX/p/Rwvzz6JZhXJ8f1s9HG25V6dlF4nItuSx+0VjxCbnWQr23g89uj/aiAH/wBzf7cQOTmyRqA9lZkDko6WefZiIhaNL75Sgx8/d3M3wwzjKYaRoTlwFA6bOAPNKMIgOyoHs2sWBotBmFCBXKhL9CL6XeMMF8PiQwbD3/scImLBEFPUNah0tM4xc8rakwComd7HVdemumjp9/0c0tKwfP1bc69Fx7jxfojYoTDuulfgKCdk7wdMDjbJBXZw6hhv50mw82y+3IlWu9qSbQkSYXqHksyc5huhO28t7X43aqYLbcyPc3FV0t1LlEgQZXTJWq79e3QcDilNU1XBZ6628cYrGoPH9VPr7tR54T25MLiCY5ijo4iCfGzFbtrqJ6k1anDFjUiMcISZPS3JejkAm7CRSRbjho+lq4D8MWxdMnlLSC2PbxhuNh+Rve36e3FXO6UJyhqVni6D6Vd3oQgT6+mnJmUkZkZ2MmkMj/SQufI0FJuDYJyZUwITRE0b0b4RlAsk26W/LF309FAEl7+HSJrKpFmOp8hKjExUS4j6xtQd3pJShXAYJidMiEtVjfffpWdESnZKXfXk2DxYhI3pTLDoAl++iuXA3uRCslCPuUTMHmhj+JdPcq55IVNiknenX07+rd/oxcRMMnOGaeCLDZN3cASxfBnKojqUNatw7TxCvuFmzCIXhoMxKUOp6AYNlVjv0Jyc5jhmLtMi7+9U9yHMmRmyz12PGYkSPNTBrB4gLqGn/4ZPYdn9Lm8vcRNxmGRrc7uPN9hvZjrXz44Lp+k4JW4eYRofaX5y0UVw883yfAIu+dyPlkUpiG9yBJ1AaRnGcy/A6ChFgXSG3VqKiU2pvQaHksaw9QjllQoFhYLFHIXBIZQLzpNupUJgr/xoqWdgeoDeCqjqWtixVDJzOfNez/vkZkocc1boNZknBnOiulJ+V9fcYp62eR1KOIje2QNWC0p5MaN/epGWC7+D77HtlHzvSuobNlNur8MRU9lV3YxmMzlv5pzU42tuQVmymNiYn6G6ILWOuQ2WLVObuevmCvLHFNaln5F8fTIix02+vZQzPZfznu95ArHU5C9RL7f5bAt5bgGHt+CMyQmnxWhmRg8wavdT1aUw+dYhpkrl9cs8Fia6L26kcbwBCpA7LFliu9WFKlRZB1ZUyOMFb5JGGhtfL4Rc+UxGmufqTkFKLaNmhIM/ymagdoZlESkZTVjP24rdZPsVMgIwUBihTKmg7yPAHIB60YU88uM6vnNPjI70YSLaLKZpos+GOHDfvTzb2Mx5LygUjUCgTv7OUHFqm5cCxZN0qrUPTeD2KQxoPQCIxnryx+R84o03Mc/o1WneEKBK1OBukwBY1KVa6hfkVbFsZxbPRp9MYShFdRWvnhMjSpQLrZ9ipWsTR4N7iRjhlM/7NR+5jkIih9uY3deKQH7HqtBSZplNcSRNRK1tCWFCfHDrrVj7OgnnlcJlEoRYozCdpi1YqwSyJ17TWZOMl0S57K8ZSRD/4RDlZdDXj0u4WK2exM543ZwxPUt4b/NHmp8kwEoCvADkWzyUTqYxpvi4eOYcDmsHUj7zYES2I9g6cArZXfthehrLj1LbUjSMluIwHexeb8D4BKH3D+L9+t1MP/kq3esuJbx/rsY7+P4BHvzUB8RsJt/7kRXLpk2IgnzyOgJ8s+QeDszu5MWBh0DAt6aku6AQAs8930WkOVmaeRKGMMhNKyXSJzcrgoe7qIuP2Z6suEmGxUL2tZcseB0+DOYqlCqsWJOOlh+umTOnpjCOtc7/ongkGNGQ28Z1s5ezJFDK/Td2YNHgwgcKaJrew+LdWbLeurIYIQQ1yhyYm9bn2hPk/z+Yn4Bk0jPJQt0rJYnOhgoCbx3AOHAQ8+2d1FWdRcRuMtL5frL2yxsd4HDwfc7M/iTW0kJiA15GDAnmhq1jDGpyDQ41NdN76pV0Nm5j+pnXeDO2HROT76TfzhdfORldNXjxdxWocVb/sL6fHJFL0VGpIkowcwB1M2W0Gkdlf8LJSTpzR5h1Rllr2cC9g9/l6raTGYr0JM/LsUxer8jhOWIief3jPQETS5utMI8SpQz/cgdG3wRu3c2oJ0LQpfOi8RwXuC7DiZNvt1/MH6O/4Qu2L7FIbSDa2oO9QeYJF1g/QR55DFnGOBiRvg5jngi3/a6Hx93P8in3l7nGcysvTzzKQ5O/wG7LIINMSmIeZtJMvlR424L3Z23GZq7Iv4WnY3/9Xw/k4B9g7u8aoq4eYyFmLgHmbHLyqFXqOIMzuJ3bKaaYZ/5ayu7fb+YqruJxHmegz6DaFXeMi8gkRTWgszCLwgkbNiToKRhX8cZz3cYD8YU2aKDHJqhbZNDeqicXV7FiJZqwcHrOfjZtnttBM71e9MceQb3yakTunGQkFuhHM1R8bshrkzt+BfYyYgSxZfs50KSjmzr/tu8S0uIkxNPVB5nIhkqjfR4zZ7a3MpoP754MmsVgrHItgwMmacskYHKtnEsQlLUnSUnALV/BnJlh/16NZavUpGzzii/YMAx47E9z7Nx9P4kwYYmzK14v5uhYEsx1Lg+yNFiffO9MUytmNEbmpjnZJUCe4sZnjhF2ToBFJ7S3DgeOJJjr7zXIyIRMaxCzuwv1hhshLw83QxLMrZLDbfYdOSFZz9gyJ8PJysEc9aJN+9Gn/TiKq3GU10sTlGgUMTUpmbleL6KhEVFZlWxREG7vJ1OZJJztYjBcTVERRMhBCGisTm24WpRoTzBoJpM4471d9E7I2ofy7BUoQqHAXsZUtsARUwjkKlhnpxh+XcocTmgcENPo/NJPsORlsu36H5NrKeBvE3MsSU+8LUFFvC3BpDaGjo77wBDqp6QJhlizCnw+aiNlzNo1ZrQAR+JJzaJ2FR2VaFcfkUHpApYAcwP9Bk/8h5T1TDtjGC+9gqNOHme4Y4AZfSoJ5kbTAkx98du88DH5DCrTc9LNLco5ODtKefaLwxyLyvuq23XyHfPdERPR1AQHD8JQqBNDyFVswhMjPSClQ9OZwLAX4q0/ir0qk7kQGpvbZVWFSq1jGdM5h+NgTuEspIuoet45RDoHsZUVLGhXnoiBSBdfX/soURus+eAEzMMCzBxIl7KVX7g++f+EO91CIWrk/UsBc1ukJFqZ8GE602gq/yQdV9/B7L42ir/5GUq/K9me0zK3EQrK+SJvyMbyoTlHQVPXMY+1IhY3EB2fZKg0kNzlB3A2lFO828Ez51q5LvS55OsJZi7XVsg5hVehmTF2eFPdz955UyMtDVavU/EUCSb601lr34QwBcf0ZnrCMnms8LqYeOF9/OfLuTh7zMrs23K8JuSViX+zeyUjNWHOMR6xxTU8u7ydC6wXoRwdw75Inl/kyFxtKkCjczW1jmU8ue4NDMVg8ahMrBLMnLBYcLldsi1Bjp8KpSo5fk4Uhmnw0pYANZEyYqpOk/91ruvYzF9e/A43rrqZqNC56k+A1UqgTCZ5Q2VKkpn7cJheL6U+J3umXmP/5JuI+kXES38Z92ik+a3o3T6ObZjlZOupybYMyqJUMGcrymPTc3l0WbpSgJeoruJvF+oUR/NZp25gpWsjMTPK0eCcq7Jpmvh1H7k55ZjRGIoWScrG1wq5AbmQ1LJyWo597aZFqBi477kVY5uc4x1hGMsHfWC+mQRAdGiMNz7tI3vCzpnPG4hCz4LvE2WlmP1yDj3VsoUDehPRJfK9kSPtH9kwvF1vJVvkzGNP6/QaTpldwTGjmdNnVvOV4DWMGMN06528ov2Nq203kN18GKc+i/rjO1GWH6cm2XWI5qVfoPFwLrtPAWPEy+CV38FSUkD5678Hw6Rn4xUE/iJlyC+8dSdNW2a4ftdqSmfdiMaGZPuerblXsTHzPF5yvoTLr1Kzdy7BdZ60nPqpD2iokxsqVke8cTwQHRglfzYHl5JBt7UbYbOScdGZWBcAtqZpMmj0U6KUo7+yHf21N7AKK9VKbRLsKnYbSoYr2Thcu+1Ooqs2JJ0XPxza0CiWQjdP6n/hidijfM52PT/7/ccpGoFTn3WTXlKCtSAHY2wCa9zpslypREFBs0hmLldxc2vuz7gk/eoT3r//TvQZPZQrlczua0Vx2vFc/3EiPcNE/+1nkJZG6UZZKzycG8LcKw3NtvsfB+Cs7Etkg/hgiKFILwKBLgx8tgDT+hTBN+Uzr2S6GLjoq/ztldvINrJYMdOA48ZH2PxeCY8t3pGUkB/U97FCXQ3tnWC1IsrLkmCuZiSPbqOTsDsdJv0cbpAs6zp1A/3RDsJmiLsGbkrmirZFlWC1EDk0l8sae/YSPf8T6PEWJHo8L7UVSTA3VhRG2G3kj7rwZvp554IAISXEZRnX0h9q4y+2p7EbNr7j+FeMmVm0gRFs9ZUAWISFL9m/jmaF383ey5v+Z7i8dwND1TG+u/0Svlf2K24svp37F71ORNGYVANkhK2Ep7zErCbjlhM3nRcZmfjyYR0nJYFcaO8R+s6/gWh7z//T/f97xz/A3N8xlLpFKcycxZWJJTM36WiZ6GU2WZPD8zzPq7zKfdzH6sOfQfdl8qL5IldzNV29EWpch5jVMpPSMVNAX4FKUU+UmF8OxryeADMZkDcGHm8mwulC0U0wNRaXDBCYglGvHKA9g1Za9MWcUbA/pcZKe/B+iMVQb7w55VzC3k58Lie6BfKOeolOjpLvkAto3fohDjTp/Ln3blrMZj75koOsmItABvz7t6Faaaf+OGbOjEbp8+3jJ9+CRy+HMbdBcMk6hgYM0pbJxDFZL4d0ZbM+9GfMYy1Er/s8h5o0Vq2dA4eV1SqnbrHwn7+P0uLfQ/egn0f/EOX0y+XkbY54YcwHBflEy9IYrAnT6JvbHQzslEA545SlKeecJ9xMmD68ply4hvZ6aDQbU8BcWYUCLXL3U1m1BvXyz+Hob0FMTbA0f0Q2B+9pRVPtiMoqLAUSzJl5bsyRESIjsl7OXliBMw7mEnLSmHAQ6hhACIFy/jaMN1/HDAaJvrIdq9CIWnV6pmsoKoJQ/Fmq8qQabSQbhw/oc2Du/Xfpnz6KqkGJR5pmFDjKmc6344yozGbCFJkMv/UEFl0hR8x3U9RnQxz7+HeYeb+ZqntuxpGbx3k5l/P21PPJfk8JmViCmUu0HnCPCZQ4mFPWyJqwpcMFmAp8EHuHNr0FYUDtuJSk/jzzQVatuBgTMymn+c/fR/n+jSZW00mg0In+1LPYKwpBVQl3DKaAubFNlUQy8tj9sUlK9GJmor6kVGugF7IfuJS2NTM87noSa9hKOD1GftrCPalME0ZHpQt423QTFg1MIJCn4fBLYDeTDsHXXwKrFTweCjslIzA4nmrXXudYjlF6mNJKgadQcCavE6hdhSgsJNw1hKPmxIBy7/QOrmxdx6QjyHfvgsVHdAxtvvzMnPQvyMwBVGzbijNkRdEFZfb5DYuTUVgIDgdm5xy4cG5Ygc2ikcE0urBQ8u3Psmz3b1nT9xSV/34TikPKlU/N2oolKq/LyS/kog3P1cKYXd0QiSCWLGZQHSBq05I28yB3tkOmA4FA7J+T/kxGvdgVJ041nZqMFVSnL+fVD0ktd+7Q2LDJgtUq8BQqeIdNTsvciiVmcjDWRFdYjtnKsUxmBgb4z08fpFZZRNV4EdEmycwla+ZcLsjMxDngw4mTCXNujL251Yo/Q+NS2xWEOgawN1ShFrrngTkhBB/P+zxBYwaBYFGnnAespXPAwZnnpKxX0O/wslhdxhH9IN165wlvy/7ZnQxpfXxq0a2YAs7J+CTd4RZ+UnsfoTRYMlxI6aBskxOwSkXHcIk6zxk4eT9GvLhDGXhjAzzacyciKwu7u5iMGRt+t45rzEV7pIWp3Kisl2trB7sdylI3e2zFbja8kIswBc/Hnky+Pl2Vx5tnGmzrXYkiFFa4pMPf8XVzM0YAzYyR55HPo4pO+gq5JlRnLyNPuNm7gAlKyXA2lqjgtboP0BUTZfNp+Mwx0kMObFGIOKF3ZM+8zwGER8Y4uHmKDQeqcPpn/kswZ5omp1q2oKOzr3FOTvuRTpbGMeqU+nm1cYW2MrKmFfZldHCj/Rb+En2YtYE6rgt+FhWVq/Yux/rai8zgQj/z7OTnxp95m6Nn3Yw2OU3jLhdHluqMvfMmsc5+ih+6C9cZG6ja+1ccaxYz+Olv0P79f+X+dc9Q5y3ksl/PSrmmokBBPvh8YBh8v/QBgg4T16wg0p1qoS8sFmxRASZEbGaSmQMINXdT41xKR+QIZS/9hsJf/tOC12Dc9BEmTJlSjvat76N947uAlJ5+2NFSi8ssR1vf5e31swQf/PWC35noMXdMb8aFi7ud9+LMkvOdezobxWHHVpSHGZhOti2wCRuFFCaZOSEE12R9nWpb/YK/8d+NJJhrauWDG2PcvvnXKMQwn34a9crPUpwhv3+4yMTY8Q4AL0w8xJK0dVQ4FiXngqFwD6vUtWSYGcy6pKNl8O0mbIsqqT7wFPk/+Sa76jpZ/YJgaOtN6KMTfKXidibMcf4SfZioGaVFP8IydZWsaa2uQlgsWKtKQQgqO5wYGHRVaTA7y5F1IXLC6VQrtQxFeshQs9kZeIE3pmQtn7BasTfWED6OmTNefAXjpVcwO+T8pAXlGmctzKNUKWdQDJB97klkH40xpAzz6memqRzPZ5V9AwfDuwlkwerpWnKVPCJtMgeyHed8eq3jJiymylPaX7ml+yJKbTX85Paz2LBjjmAYMPswVFnDzOwMJRGZA70Ye3bB+2OaJk+Jp7FG4arYZ5KM3PSTrzK7/T3UvPmbnv+T4x9g7u8Yoq5eskJTc+YHx/eayx2Nu/2UukgjjbM5m5u4iRsO/IL0c57mjon7CRLk7dk91KQfYjhYTWIpMBQYLwtRPAT+3dI8Ja1F7jyW9YPmb8BaXI3FlBltVZYciAmp5SO/j3LAXE3p+L7kDowZCqE/eD/KBdukG2c8TNMk1NuCt0gyIR4vBJreSLog1qwdoWVyL3/q/leWtzrY7LqAOmsjGUYah1ZA+KKXqWuYA189+57ie7fFmIkb5g2XCnLq3ASmQK2bD+YA1DPOwnL73ZjPPMHVkV+wal2qHv+Ka2wMTI7wlX0n88OX7yAWgxu+7waHg2B3nJnLd9NeKe38G/vmpDTTOw/hrC9PcWEECbbHTR+jhgRXwe58yqcXp8gsyyoUjHi9nFiyFPXz1yIMnTx1DP/7bdicCpnBAWJ5pQghsC2uxXX2KVgW18PYaFJyay+qxFnRQGS4G71PvmZb0cjYH19ED4al1DIcloDu9VfRBOjRWfqDNRQWgt+U7EGGSO2XUlwqh7yvbRzCYcSy5TA5yeD0MXInwFkg72GBoxx/NrhmTcI2nU5qGCjLIH/ERP/EZZjT08nvjI1P0XzmV+ndu4t7jhgMXirB3tbcq4iZUV6dlCxJr9GNHTuFQh5bAszlZ9ag1MvnSyxfBhYLJx2U5g87Y2/SbXRi0SAvvRxht3HY3kJn5hADVbEkM5eoVzSnc5hZUoLxt5cQuoajspBQnJlTTEibhRH/Uab636Ft9TRrWYOBwXhM3tPDB3Rsf74Il19lX/phPN48TAukGwuzkdPTEIlIr4H26X3YNTXRAx7bRJw116Fn33Mom09DOWsLRfvlPRmcPpbyXYWxFShZfvLqh/DYJ1lDE30NUoYY7hzEUb1wDccTvt/w5Y6zybV6uONneSw5KkCA3pkqRzJNU7KDCzBzAIqqUprVQJmjFqtyYgZQKErSvALAePc9tIsvo0TrJx8fFdeeTcWdXyRjXeO8ZHVl+iZyo+mk6Q7OerSA6NAcEEo4WSpLGunLijeTT2HmKgjhxFRVjKY5M42J6Ai5tsLkb51deCUtgffpD8o5zjdm0HLEYGNcceApEnhHDDZlno8tCs36AbrDLVg1Bc+Ig+duGKYnc4g7nfeQe8oqtLYO2c7hOBMMUVSMOTxEjshLYeYeP20I9yhsGl1KbHgcZ20p9iW1RJrng7ALcq7AgoU653LsvQFEmjNpXQ7gcKmU9yp4xSjXWr6MHTv/HP7mCe/L38b/RJqSzrIMCYrOyPg4zzS2U9TnRDGgqj8bFANRXcsUcg0a8ugYQwuDObyjWC0OTAX2+98gEJtAaagnd0zFn2tgG8ukKV/WSK63bMQ81oaorZGg4LiwFrnJHbWxxlvPs9Enkq+/4mkiaodtH8ikOseaT6W9gf3H1c1NanKsuIvqQVWxZzmxe+Tza/G4WaOuX9gEpX+ai39ayQeVvdx7ZxbC7WbcHCNdc2KPqyuPzM4HgQDHlFYCOTFO6q9HjYbgRGCuvEwO/rEx1llOxoaNdzOaULJlXdJ/2ZbguHq5RBTayhmJ9pGlZPMj5094P+MoZ1jPpUnfzYX6Ntyf+iaUlePDjRZ38hv59dO0fvJW0pbXUnjTJ2l4zYKhQlNmO7nf/Dyu09clr1fF678n+4uX8efJ+5nJ1Lg19i+obV0op8pnRngK5A6Vz8fs0W5idtAcGjv11+Yd63CkG2sMJlQ/kd4R7PH5afZQJ7WOZXSEDpO2ZT2WgoVbqSTaEpRQitnegdkiVSh1SgNdRgcxU+ZDan4Ous+PaZrcd9pevvvzGNs23sa9fd9Kkf9BnJkrzueY0Uy9uhhFKPiK403iY/I4rO5MiMWwVs7NpxWiKlkz9/8jTNOkPw7mZva3sf90L+/zNmMnexGxGOpXvkRx3Kp/ZI0H4613aA8dpjV0gAtyrwTmJNfD5iClSjmnKqcTTIO+SDvBd5pIO20twmpl9Gsn4SuKcdrYakK79pF9/afYvORzrFBX80DkHo7pzUSJsiLRliAug1YcdixlhVTE1bxtZdKjoXltiFVTDUTNCD5tmE/nf5V650p+PPBVZnQp07QvqyNyeG6DyuyRAMzs70fJyUy29rAV5lIiyvCaI2R8ahM5HSb9sS6OrZjlvDdkTdyBqBy/Fr/cYIq2dmNictoFX+eP/BGALJHFFuUsgjaNmqw1/GHRLkqddWjH9bvbEXwJq02WTPy19H3+WrefdeoGXow9s+A92qO/zxHjIPnTDvrDbcn7Nv3kdlyb16Hm/gPM/SNOEAuZoBzfay4nLtuZLEgFJolec9W9srh5t30HlWlH8YfmNN3T2RZmPCE8I2n4P3gZbdrP7LgcYOW9EBxTUPPKsMT7bOWLeHPbVh1NM3n0D1GiS9eiBPyYnVIuoz/6MPh8WL56S8rxREcH0GcDzGyRO0vF0xn497xGvl0mvHlL2sn+0nVkmrlsfSJM7qYLqaGGSGEODS3wwTVHGDbkznrXzGG+EbgOU8ANv5Hf7/WYlObLgR0+eQul//Q5MjbOr+FRv/YN+td8iu9bbuPkaOpis+1iK54tr2Ci0x57kwsvsVJdZwFPAa//sR8CAURBAUc9EvAuao3XrhkG07sOkbFp/u/lCTfjho/RODOH14Ozo5FBBpliiv5eQ5qfNB8BpxNRVY3S0Ig4eSN5llF6X26B4Azp5hRGjXTJVDNclL/6WywN9aBpRDplQusolGAO0yTUIhNX902fJTY6ifeBZ1A2nQYZGRgvPo/l8G6m0qSt/1BYMnPeqFwoJtp6U87BUygQAmbb5Hmrl8gmrsMM4Z5UUV0yESlwlDNlD5MxqRFVdRb97ccMehSyvA70l14hunELZl8fkX4vR079Mv6jbfx0b5DtJe/zUPS38po6V1DrWGGi6VMAACAASURBVJaUWvYaXVLSEre8Hx2TINhzypwNt3A4EEsWs2THJKoG+/Q9DNCPNQa5mRVYq0rxCZk8N280ULLkeQ/0STAXHM1ivDgXZmYwXn8TR20p4Y4BAkfkgpE/7WQsH3ZW7MdUYIsqd7cT5i5HDupEgvmc+7BM4Dw+ucOgjy1cN5NQ+0xMQMf0PqqoShr5qBNS5qvq0EsPytbzUE7bRPFRuWgOhVITfJdPMsGi8gh5+15DxaC55Bz02RAx78Q8Zi5kBLmr/ybu7P8i6zPP5g9Vb+NuGcPmiUvM9qf2ImRmBnR9npvl8XFV0bf5fNH3T/j3RIiaaoy9+4ie8TGiG8/A2NNE5Izz0FCx7Xh1ng19IqzCyumu81k8mEXNQVfSORDmnCxpqKfP40OYgqrj5J7O+nJMFLTSKownn0n+xmR0hBzb3P05w/NZFBReG3kYmKuX25QEcwqjIyaV9gZyjSzG8NEWPkyZ14nXHubP3x3iHMsFnG09j6zTVyGmJiE31cwi0WsuT3EzYchzmDL8vFp5lE88qaK/LaWCjpoS7EvriDR3pNRIggQvNxX/G1cXfIdY/wjWUk8K+LVbTcp65f/DsQC3OG7lhdgz7IjNT6xDRpDX/I9zZvYlzAg5d+aJfESrD1NEyQqAX0xIU6OSMvzIZCvkMJicXlhuaI54iTrlOWvC4H3f3zi4OZ2prBAz2TqD+y/gUE0/2UEXdWPZGNtfRzn91HnfY8nJQNhtbDm0lBbjCB26XP+e1Z+iyGthza455+FV6Zs4NPsuhimvlV+TYD/bmo+uWLA4VBQ1fo0sVtZa1tNqtDBlpibhkT4vpz/u4dOP2Xn8nFEeHf0FY8YoTtOBNQaKDofNwywUu8vkJsvJI40IzBPXzMV7zZn9AziFk3XqyezUd2CP95uzngDMTZlTjJjDSSfL46PQWo5fHydkSHlctVrLQ64n2Zl2gLuvCkAggPLArzBRiA2M0Hvrb+j68k/IOf9klrxxL+lr6lm8x4Wiw77TTPJ/9NXUY7bZKPr1v9L9GQ81E8UsDsljVE6VbV2ER/7fHB3jjeZHAPAM2Xm2Zvu8Y+0KH8UWgz76iPR5ydy4HDUrPW6CspQpfQKftrCFPcyBudIxO4TDEIthHm1hkdqAhpaUFavuHPSxCWK9Hby7Iczabg/L98FDvp+y7Wg1N3duS7oZSjAnmbkGVZqIjebOkDmu4rLLRN/qkiqBhMwycZ1jVhbsc5gI0zTnjeETxYQ5ziyzFPuy0GeC9BbIheKti0aYcbpRliwmV+Rhx87w6gKMXe/xgu+PWLBwbvan5fHFzb1GLGMUiRK2WT+JqcCOkacw/AGm24eJDIzyRky6fV/ytT9RdeApCu/9PkIIvmT/Om3GMX4e+TcAlokVmB2dKW6zttpySt6bRUGh1eNnKtOkuzHK6siKZI18ma2G75c9gC82zK+HZZNt+7JFaAMj6JNy3CXAHMMjqHnZREcmUNIcKOlplCrlmJhEtlbh9joxhIFFU9j8qLwPxwyZ88z4+9GMGNHWbqIOOOhs4TXm5robrTIPbXMNYhU22e8u3iJBN3XeCb2CzZ5Bo7KUJfaVeGylnG/9BPv1vQwY8+e4ByK/IJMsVhnL6QzLXCR6tINoey8ZF5897/3/0+MfYO7vGGJRvD3B8XVzRVVERnowDQNn5yCOEIxnpsqjCovk4hXtc9NIIx2eV7ApEUxT7uKqJeX0LpI76crwKvwfvILvhT8xJfNyMmZB1wWmkoXFEsOSnott6hhOJ7QfM9j+ksbIsMmSq6UboLlnN6ZhoN/3c8Sq1YhNp6UcT7BbPvjTH5Pns6hkC/4928m2FmARVlo8d2Av6eS898/CGVXIOfl8qqmmz+Hl7L96cAXh9iOX0Tz1Lt/YvwVLROe2e3JpOAa2CIwWQHGa3Jkfmc2g/EfXo9isfDiEEPxhya9oE414/vkKjO7jZF9OQd0nJENprznADd+WibWW56FyNl63UZDPYecxMiYt5MdJjFBLD9rkdIr5SSLylHzGzTG8cWYubaaAyB55DXZPHyEwFTc/OXoE0bgkuUNtueZ6HCJE1sE3OFW8hRDgr0zt35KQcIV7jqE40rBkuyWYA0KdMulIP38LWWetZfDuRzA0A+Wsc9GffgLbxBCzBRJ8DEaqac+/i11nyROa6UgFDFaroMAjiHYPMJEDH5zvRs/PY9Q1S0E4E9OEvl4Dj6MCU0BawAQBsXOrmF2ZQa6tig6jGu1oG+GVGzh20lVEBkf5w0EXTVmHKRMVvKG9gmmaCCHYmnsVh4Pv0xtuo9fopvy4tgSjR6RleP7WK1KOUVmzitx32rFH4AiHGWccWwSy8muxVpcybpcLSMtpJJPfgT6DtetVjEA2bREBmZkYTz2Lo66UcPsAgRdlLYLHb8PrgR1rBijwprHeKjdIxmKybujwAR1PbTrb/qMQi65SOCoXnNDQwgndWJz4DIdN2gL7aExbm2TmGI/vYkagr8JA2Xo+ymmbKBqK1y1qqTbTerdMPkL5hxGvvIxP5HNEWS7NTyDJzGmmxtO+33Jhcy1/9f2KK/Jv4Z7q53FOhsA0sTdKqWoszhAnI16zxwlklgAX5F7Bx/OuPuHfEyFqq6F/AKOlFctP78LecwzXE39Av+4L0LQP8+35roSJOC1rG+O6l6ENpDBzRvNRKC9D1wVDNTMUhTwpvcDU9DRsZR4CxfVyJz/+GxPREXLtc/fHbS9mTe7ZbB95GMM02LlD1sslpNieQoVYDPyTsNq6HgQc1vZR2ady980+og6DO5w/AyDztBVYRQzdMddnD5AmKMND5Io8xmYHMKIxno09QVTR+ORfVWK75Xa3o1aCOTMYItabKlUDODPjE6x1nY424E02DE+EVcQo6ZUAtDfSxpfsX6NSqeZ7oa/Nc3Dc4X+GWWOabbmfw2fKhzJPuDn67rNE0nXsYQuD7rgpTG5+kpkDGFKG5yWp5uwszMww4ZJmJA5nNvd6b+WGrU+gGGD6C5j83Tc5utbPqokG9F89KOX4X7tp3jkKIbAV5XHq23KT4bnYkwTMAG9or7Btbxmisyf53pWuTQT0SbrDEtgnmDmXF7SYiQgEUAwdE9Amp1mjrsfEZL+WKpmM9nvJSDe56SewObiBnw5+nT69C6tixR5UqO20cCR94RrEfY19lPryqNIkk2NkZi34vuN7zQGcat3CIX0/odVyk/VENXMdupybFy3AzJ2oOfSiO57D9eIuLL+6B+sWOWf5fvccg3c+RMG122h4+k5UlxNbmQf3dJT6ZpV9G80Fa2w1U2Ovp4Ph1ZkYu3ZBWhpitZwzREEczHlHeTf2Ns6QlYt3baC1ciCllhEkmHMbuXQbnUyPe7FXeHAtryF4uCtpXJTo9bdQDJhy/itunzOiMQ4cSoLcRN2cJT8XzTfJ7rbHmMmAy4u+wd1/Ws1TtyzjC57vczS4hy91nMXYbD/6uJ/ZKhdec4QGJQ7m0iZxD1ux2OM10tb4ulw6N97q1cWYCnj1+WM0EdG1G9F+eMcJ/358JEoK3G2CgDvGlHWKLD2Dt0+P0uZIIzrsQwhBsVLKSF0aemiGl8Ye5pTM88ixyufGUpTPbIbBjDVEkVLCVsclCAN2GfF5763DjD/xJm9or9CgLKZEKcWxogFhk/f8IuulFIoinok9Tjrp1HhdEAqlGBTZasoRLYNUKTW05Y5yYHW8WbhYx3BUArQieyXLXOu5xP1F/jL2S44Gm+ZMUOLy8QSYEz4fFncOseFxbEV5CCEoUeQzPZI+QblHPhenDi4n/dA4RihMj+jBFgFT1xgKdRI91k0kXnvaypy6xK4JHGHot43wwNSPsZYVYgRm0KemORJtYsIYZ1QZ4yzrecnPXGD9BAAvxZ5LuT+DxgDPxZ7gSvs11NuX0xVqlqzc068DkH7hGfxvi3+Aub9jiKpqUBSM1pbka47iKsxYlOj4MHR2kDulMCFSd4cSzNzIsMnpnM5g/X40FbIdNoQzDbW0gp4qmSD2HDyb2OQovQ98n+E4cTdSkQYItIBMDOzuUsL9rdQsUmhv1XnkdxEKPIJTrlsGaWkYTXswXn0Zs/UYlq/cMk8qlQBzw3lR3LgpWvkxot4+ooNduO0lRJlh9PGbKH3rMJnLN2HNyqOaajQ0dk2fw8VPwUCwja82bcSuOLnr37IoyKgh5ITccRjxgMcqk+vB/o/eCdt9wMF9Kx4FIHbpJ5Lyv6geJlzyBqHeeoSqo1RKEwO/3UMdcgISBfkcEoeoa88mNiR31wO7UpuFHx95wk2IED1GFy5crFqcxcgrclLb5ZfXpLxSwWg+grJkrt5OuegSDJuDYu97bFR2AXAkc1PKdwtPvHB+qBt7YQVCCJxlkskNDXaAxQJuN2X/+gVio5OM/Ppp1PO3JhP0SKlcAAbD1bxv/JyRDUfBhOjQ/L40xaUK5tAAd30XzlzyVUbPWYFmgSK9gId+G2XdogDOOLPnipvXdMRaGDWGqDvjAjx/uIsO+1KYnCRnuo/XDjTyTM5L3Oq4na86vk2v0U2XIdnd83IlS/LcxB/pMbqoVI5rS9B/gJyABXvjspTjE2tWkdEzjiuiMiEmMYRJlh/UsjJs1aWMp8uDOrJGGpcYhslAn8HJp1lwp+XinfbD+eejP/s3HFVFZAQGmJmUzFthV5D+Mti1Icgpuyvw2OR5jkbl83bkoE7tqgwK+h08/dBtrNwvgc9U98JSqwQz5/D0MqNPsjTvNOJmexj+KYQBFcN2+pa6UKqrEPWLyLYW4AjBsEjdtfZ2pRMbqGDMcRDj5e3syToTr1cQ7pTHZq8p5q2p57js2HJ+1H8dxfZKflf3DreU/hRVqMS88hyda+WzpXWluo2Zk5KN+Shm7r8blm99Hetjf8Le3YLllpsRLhfvxl7jc5c/QrAiH+2Ou0/42VMyzgWgdXOQ2IeYOWXJYjSfn6HaINWx+XV7zoZyxsMuyMpC++0fAFkzl2NLvT9nF16FN9zLYf87KfVyIGWWIOfTc5xysR9WvFgCUZ6+IsQ1gauoVeXYS1tWg9WiE9XVlO8XhUWYw0Ok+xRG+lpoPvOr/CX4R+rEIlYcVDCOxBn2mhJp5c18ExSAHzVfxi/bvhJn5lLBnBoJ4umTmwnd7z2K+qUbud3xU44Zzfwh+puU9z4/8SeKbBWsTj+NcSMuTRT5HO6TO9vrR9YymRtj2gVY7UwxhRJf/oc8+tyDnLgX3lF0xWTILr9r1OZnyBjg0onL2PaMipI5S15eK4N1YdaFVqLf/yDKxy9AqVu41tJW7Ca3RWOduoHnYk/wcux5IkT4eO8qzO459cCKdMkQJaSWCWbOesCHhgUzFEbvG8RAITo4xhpVmqDs1VOllpH+UbLSNBQUbm94giVp6xjS+5k2AuSO2Fnc4eKIx8uHQ4tFOLTWx0nDi4nnxGjqwpLj45k5gE2WzZiYHDpNMo0ncrNM9FCrVebXZBXapMz9eAt6Y28T+u13oVx1OZbPX4XisKO6cwg2tZB78enUPPidpO1/dPcBbMRYezSXpqXBBds2dIQOM5oV4bD1GE1j21E2nISwxjdL48xc7PAxDtQPsGqikfPGP4ZjVuWR0Z+nfE93pIVqajAwGKiewV5eSNqyGoJHuqhxLE3+1oliwOgjjTSyj8WfPUXBPHgoKT+dc7TMRh+b5M3gC6TNwvrFV6N+/SsUvNXGF1vO5GfVz6KZMZoGpbFL1yK5PiSYOa8yjHvYiiLkxKwm2lJkZCSPpT7+3l6z54THax5twXjm+RP+/fhItCXI3RdmcIkEq9c/WYxmhe0fDxN4W272FIkShgs0mtYZjIkxtuZelfwOYbMxuURuIhUpJaQr6eRE0mjJHYCCHAxUJlpaeFd7mzOs5847Bpuwca1dbq4sUVdAuwSYKWCutlz2DDQW0Zo+QNM6E2HA2rSNDEXlORTHe8XdVHQnuZYC7uz/Ipalkt0LH27H1LTkGBBTk6juHKIj41gL5WZIwq100Ohn9YqP45hRuLT9LDBNou29jKg+0iPy+esLthBp7Sa6XCavrbRixhfU7nALueOAgNtD3+PAEjk3xfpH2BF8Cc0qW46cbZkDc3VqPXVK/Typ5e8jv8bE5Lr/w957hrd1XWnb9ynoBEGw9yaRIiVRVG9WcYsd27ItjxM73eltJs7rxEkmnjRnMqmTZid2Jk7sOD3uvTuSbMnqhaIKKYpiJ1gAggRBtNO+HxsERZF2Zq55f+S9vqw/EoGDg4O9z9l7PWs961n2f6HWuYRxI0RYHyXy2Mu41i5Fdc1NHvy92z/A3P8F00eH6PngJSTaWt7yOMnhQFq5GvPlFzOvOUpmes1ZnWfxJzyEUrOjQwWFErIMQ4MmW9lKypPgZK2DYmcCuagEyZ9Hd6VYoPbvEbS5nsIYSRe4EjKDtcIhSPQJ59eWnUu8+zR19TJHDhi8+IzOu26xY3fZkJavxDx8EOOuH0FpGfKN75zzO+JdJ7HlFtHvGKGKKnyrLwdg4tAr1GQ1UeddSeWBD+KNtuK/SMjoT/e+e83fQHMLvO11FzXupfxn/oPIg0N0Th4lZYeCsMxwMWj7fgVYDPbPT9cCSKUsTrQYlG6ux/bgn7BOnSS1cRXmwQMcDf+VFDEu5U5kVFrGdwIwbBWhphdzqyCXVlpZ1FecyRBM7j6OrSh3XrGJ6cbhp40TFMrFrFqncva5ClyWi2Np5cPqnDAMBUgV59H7sSsxE3Ektxt9w2XkMsKl8iukLBs7x5bPPnk6M5cc7cNRXA2A4vJgL6okHuqH4hIkWSZ7UzO+y1cz+P0/YG2+BCSJlGXHyrWTsucjlfcTtUYwciZRdTDG5kYaS8ok7MEBDqyFpJTk9BaxgZeaxex4SSeVguSwcFRcaaHH48mD6JZGkb2Swg9ew6KTj5Ksqmf3+8L80H8377J9gM877uAyVWwqr+qiJUGBrZRN2dfw2NivmLDGM+In1uAgQWOIfCt/zvXJq1YgIVESzc68VjAqIuG22grC+cJZOtEwholJcNQimYTySpnG6jwsT5j9BddAKIQ7OkIpg0TLcvDgoahfY7AMYh7YcriCHDUfm2SnN9HB2JhOX4/FkhV25CwXZb0eojYBgEba5qdMTfvA3jqhBlqfvRp7uiGxrGj4JqDqjE5frXhNkiSULZsoCcCAY7Y4TV+3idS7lLORAxAO01b+NoaHTJLnBhnPT/FZ98e47dz1WJbJf9Y8xgN1e1iRNRMU0IfEhupculr83dc96/zTYO6tMnNP9P+MR3p//KbvT5tUWoryrpuQnDMqd6cj+5g0wgzffiPmy69iHjw072f9tgIWuZbTtjJEKiDGwNJ1oWS5pJFIMECwIsGCeTIXroYqYh0DyO+5GfORx9HGRpjQguTaZwOhiwq241KyeKr7N7Pq5QAKi9M03yGTbVnvBkvIkr9yaZK8EYUvV/5o5ncqCna7SWJ8dt9KqaQUUikc+waJ5Bt0BY7xhrSH7RPbkKurobsbNTcb1Z/9lmBuNNFP31Q7emB0TmZOmRxHSjoo1Ivo6XwV4w+/5SquZot6Kd9OfDVD7xxJDXBg8hWu8b9f1AilM3O55NFuteBNeFgrXQxAb5UM4xNMMEEtIrASKGGuouXQEL3VFkkpRbWtnhXuTWRHICe8leIhiYR7CnXLDgA2HpRgbAz19v8z5/dNm60kj9RgkGttN9JiHOGe5I8olcpYo6yDYBArIrLYFfYF5KlFGRGUaTAn7xnAcguaXOrU2TSYC+KTc6iXGzgU3YF5vBXz5CnMtnasM2fxamNIy5tx55XxnzWPY8gQN8bxDzloOOdjID9B2JzdwuJI8HWmfAYboqtRJQGEtAuAfMbyRQ32tCO7WlmPEydHt8bxf/rdmXm/0DqMNlRUauQFoiH9eVZiE47v6ZigSFuahvbRT0NRIbaf/mfmOKUkHxIJvBubMsFWY2KS8R/ej4bK6p5KYh6LVmN2ewOA56ceJZl+bJ9ubEPatDHz3jTNcuDQbnoWx9jsfzv+8lo2PlbIy+GHGEpnDDUzRV+ig6Wq2Md6FsdwVBXhbqrFiEzhGtTJV0voTFzADjjPMm0JzpwV2cHVK7GOHSdbyqZEKp3Va85IxtmVd5z1LV6cvgKUd98EhYUYP7qLBtcKnJKLoxM7AeisEFnnBmUJlmUxpPWRF7AhaelnOJnAQqgvT9t0r7lB603EgBIJSCSwWk9gjf3tnnfTYM63K8ToZuF/XfbzblaGF7DnHaOEd4n9olQuZ1Ad5oX3ZJEVV9ns2zbrPGNL02BOEqyM2lQFcafOmavE62/Ie0mS5FJ1LpgD+JD9E3jwsEZdP6M2ex7N0pZWtFwYLuWcvZ99G00WtNnI8ZczmOpGRaXAJr7bq+bw+fIfcyp2iMedjyH7vKI9wcAAGMKnkmOTKHk5aENj2IqFOMl0Zq7f7KVhyzbuW7aOxZ3ie2MdnUzYYiyQxDV1R0+SOtNDqlEEQiaZZAjBhOpOtpFv5nCleg1Jp8Tti77LSKmG3jvIrvjzeB0FZJHFOvWiWWNwtW07u/WdjJsi8B234vwm9V9cZbuOKqUmo9zc3r2T5NHT5CwqJJlbitkyW6Ds793+Aeb+L9jIXV8hdmAn44/c9zePVW54B9aRQ5jdIkpyfq85q/MseZafUHJ2xF5RBDVuaNBibVxQHv+6tJBCeRi5sAQ5J5fucgPfOEwOL0SS3bQvAsmSqBi2M1AlNqOpUyEsC1TFhh4ZY2XxSR6VG1gkHeP9H0nTNFevxTp0AHPHq6if+kwmZX++xbpO4q5ZQg89VFKJs3whjuIqxg++wteWPsxdK/dwRZXY6KfB3LTj0F1rUBKAzS/H+dJLyxm+7d0MloErt5zsCCzZ+s+E/TCy91H+fdl7GekJzfn+aTt9wiCZFPQp5W1XYn/hr1jJJKlLNrL75a/jUrL42i3bacheQ0tYUPq64jMR/K7SJFGiLA5WZ8BcZPdxvBc1zclGgmhNAGkwJxWzaq2ClpSpijVwxibAXEVcROSn4kGm9ryE1i/mWfn4p5Ali3qlnQkzlz0HxLgalsHvu77FZJ5Y8JMTozhKqjPf6apcRCI6KpzHtE1n54Yf2YO57UZG9RJMJonYFlCy8a8ASNkTKDoQnSvhXFouY5/q49iK9DguFstAWdidqS+a6k8rfaXLWU6mxOYz3WPOWV3Cqbuv57Y7h9kYW8FP3L9EkiRqlAXUygt5VZsJWLwj/5OMpIVYpjNzxqNPECywKPDPFraBtAiKolA1koWU5iyWDkpIFeXodfnEPRZVZ+xMulN00JERPymvlKmvyEPNmeB7ezaDy4Xjnh/jJMlEYxUezUG6dAH3FGw65kaSJPLUYp4I3MNnj63Hs/gATcsVVF8WRiRG2DmBM+yhr3N+hy4D5uoPI6NS62lCQcaRlEhkCzBX2QVD7nHihqhlElRLGHSNE3psJ62bPoVlGPR2m3jHmuiT+oj7nQQWX8rIkMVkVw+//nEH7VoLd1T8gocaT3Bpzg1z7lFtSDhajvomQMIYHZr1/nQW960yc88P/ppH+n70pu+/lQXigrY2fO0K8PvfMju3zvs2zlQHmAyJ7Ihx9z2QSiFvWEfnRAuWDAvdTXM+526sxozGMa+7HhIJQn8R9Zn+C8CcU3GzLu8aDgUFbWa6Xs6KRilLO2xDAYtsNQefkcWkFzrrLT73u6X4lJnxsUwTRYuTjGikBmfEhKafR3drkGiOzokXRIZo8dX70XMLkIcDOBeKgIiSnYVaWTKn15xpmUT0ECOJHixDn6VkCSCFgmjYKB/10pM3BboOvT182/UTItYE3018A4Dnwn/AxMxE9UOWUNnkeICehWHqrSYWFgqA373ABqExJpigEVG3e2GvORCZubZGEwm4u/ZZflm3g1wlnz3mTrwjAgkktu9ATUo03/Ua0trVSBdt5M3MXppPKhDiOpuQY28xjnCd7R0otcKJ00+fYuLwDiRJYnnWJlqmBIMhrI9ilxxor5/BvU6sC1gWFjLJATEfq1LLOBR+lWTzGlJLV5FqXE5t23M4wwHkyy4GQFZtol4w5iSvN5e6zun+W7PBzq6oCEJtkjaj6oJi+ibt6JAksSZN0ywdkoO16kb2uA5S/POvzmS7LrAOs40aeQFqX4Ckv2QWda/QXk69q5m7A1/m1s5tdP7i37BajmP72Y+RcmbuS8nrRcbE1TDT2iP03fsIEWSkLodlx8Wx+2J/nfP9TxqPIlmwerKBZ64zkDafN28+H9jt7FNEIGZL4Tac1SVc/OcSLMvkL6M/A6AveRYdnVWOjdgMG92NMRxVxZlWQtPNw9+SZpkGc9aZs0j1dcgrlmMeO45lWbMULdV8Px1NccayElw8JDJoktOJ+s+fwHzuBZQzXSz1rKNFF9d8tmAIL17KpQrG9BGSVoLcgANiImNnRaKYyGhDM6CsSq4BC4al+VseMC1aZ1mYe/ZmXh5K9RHS5mZ4e81ucvAj7e5hcJlOcdRLtu7mxvp/JVgWZ19I3GelcjkBc4Ad6yNc9rKK3ZytlxCqE/dQiSz246ZILZIJOy8X17635hROnGxUZ5fCTFuunMcebytfcn5DgLkL1Gan2xPU9vvQJZ09m02aD9qQfV4CqW6K7BWo0sw1XZFzM+u9V3Dv0NdQmheQbO3A6k5nkUuKUVNxlPwctKEQ9jSYc0tu/FIuA2Yf9tJ8bP5skiMieHNq+A0sGRrkJRQ5q+gePYIVi5Oonwk4TlMtuxJtVDsa+LLzmxiSSdgV41u/6KNv5ATHkvuJqSm2qJdhl2b7rNfYtqOj85L+HACPpv7EmBXiE3ZRT7rAKe6pU0dF1tWZ4wJJQqqf65v8Pds/wNz/0hKnjjLx2P2g2ph85fG/WSAr/5Nonmk+LiSaHcViMU70dWD19ZLnKGEsFeDhh+HBB2c+V1wqMxQw0bsLKOuVOLpcxqcHUIpKAQxenAAAIABJREFUkP159JTp1HTBWscbOKZitC+CRkczFX0wWCayW2Y0iUUW0pRItyxNPkOhMsS7Gl5jYX2aT75qjXAaPB6Uj8z0nZo2yzSJdZ3EUbOYLrqoQSgS+VZfzsSRv2KzVOyKk8Xy8/TF6ginI17llKMYNiZqx8iSsvF6yxh98ffImsnCHhvFG7ajOtxUFawW8rIrmmn2vMyl7ZuIth+ZdyyPHhLRoJVr0te+eSuOAy1I77yZ/cohVrbaUbv7afZvpX3yIHFjiraxmQzL8UKRtVoaqyc1GCQ5MEqyazBTL6f96+2kPjRTz5WX7gkUYYKidGYOIKevkT7fKVwuyO4XoE5LCLqnMSmyIe7rriRqClpHn1lJR7tJeMykPXKQB7q+ymvxFzBcdoxUDOf5YK6qgYQ+lWlUDMzKzkW3fZhhoww9NkLQrKVgtQDRkmKScICcmhtFLCmTmaw/S1LgR87kjOBIgKsjQXBU3CvDvU5ybAXYVRENP6sJanBhmpYYMAf5wOZ7KBuQuf+n63BIjsz5L1WvZLe+g6QlvKAN2VfidQogPJ2ZMx5+jGCJSkHOPGDO5UJaspiiAQOv5sCmyRSOSEiVFYwvECqXW54T13WIQxnxk4oqGZ+aC84p9h6XiKx7G9LwMJNkMeGCrCgUTojr3LoLstNzkyVnY0gmw0Ybi+6+ktcLPky0QkIPRwhnR3FHcujpmv+5Pj8z59eXYFecSLKCPQlTfkOAuaCY994pMYbTdXOBnDihh3cwuec4ibP9Qg01XoclQc8nL8FX4WNkyOSXS/9A15IJvln1IO/I/8SszfV804f7Be3al4vi9KBPjGGd157gv0OzDCYHGU32E069iVPzFjYN5gLWIMqtn8Z88hnME3MbOgOs816OoRicLu3COHgY/UtfQb5+G/IN13M2KaL59f7Vcz7nahDOR0L1Iq1aSfBpIdJwYWYOoDariajShyc3mqmX0+/8D4puuAgVjeGAmNO6yWJMBZqPSLw7cg0AFhY99MDYGJJpoFl2JnbNOP7TYC5vUsWSLP5Q8Bhr9bVUqwsIHe7BNhnGuWDmmXUsWTgnMxfVxzEtg5gZJeY1Mz3mPstn+bj+URgLoylOytvj9FYK9q7VcYYlShMfsn+S+1P3cko/wTNjD7LMs4FKp3iWQuYoeVIBA6/tIlgZp6nicspsftxT0F2jYAVDTDBBIYXkm7kCzF2QmbOGhmlvtMhW/JS6FqDIKhvzryeQ/TzGhKBADV52nEXH3Djbe1Fv/z/zBsCmzV6ShzERpTxZIvpdAdvtNyHVivVg5OlfcfKzl6FFxlju2cRAqouR1ADjepAcJY9YSyfeTc2ZRsK4nKT6xT268lwuoQIYvPd2bH/5HcpvfkUX1Uy+80Ood3wRIJOtHP/ud9nwqy3UnhZZ/9bInlnXuUfZTXm7i7K8BpR4FAOZ1Njs7Nn5dn6vORD95k6YLZms6XzWYbRRJzdg7n4DdB39G99C/+WvAdFT67f1+/ls6fc5GtnJu9f/gJ/cW0H0ugucdZsNhxTH7RNrgdYXIHDvg3zr4VF+9oOT5PXYKO+Ffcldsz6WtJKctJ+hOlXG+/fU01dl0bpuxvmVJAny8zlYF8Cuq6xU1uCoKSE34GRzdDOPhv6LmBHNtPKody6jJlxMT2MMe0UR7qUiWBdr7aTO1URX4hSGNX/Pyxkw14FUvxCpuQnGx6Gvjzq5gTNmG5ZloeTncPiSCLYUbHJenvm88smPgsOB8dOfsyJrM2cdZ4m7Dc54elmkLEaSpEzdV27AgTkuAIQZCovM7nkUb5tkw204CErzZ92s8ZkaU3PX65n/39p5DV/ruWXO8T1mF+V6GUZkit6yIAvbJeSLt3BZ6fvJTnn569oWtNEwZXI5KVLEHAZXPW5iHZ0dXAhVi2dqGsyV9DlwxmHHGhEkPrwlxLrkGlySa97rBqhSasiSskRbggW1s9Rm7QsEsKs5Le4BU4HlLS4kRWEw1U2JvWrWuSRJYnveR4gaEwxuzSZ5ogOzqxsA+aINKJaO7PWghyexl8ywbsrlSvrNXiRJwr1sIfG2XtSyIg5KQlF2idJMlWcx3ZNi7U/UzNSpToO57sRpapyNNKsruVLdhuFy0Lk4ycdXfB1DhglpYla93LStUtZSJBXzvPYklmXxi+RPWSw3sUm9GBDsoSzFx9nh/TiWLUIODIhxcr35mP492j/A3P/CLMti+Hu3oeTkUfSlH6GPDJJonb93zbTJ1TVIK1djPCYEGWSHE3t+KYn2FjBN8rzVxI0od35nkltvFSJPAMWlEkODJv3HzrLymEXv6lFsU4OZzFxPpUV1N9xS+RumXBAohY3l76KsW2MgP4nqT/PD7XlYo2ITLEgXNG+pPJW5PmmtaP6rvP9D8/ajSg73YsanmFxcToJEhj6Zs+ZyjMlxou2H0aciZAVfY3/47bQcFgu5goI3WIWtsQd5UQPVVFP/rYdpTC7AV78WIxJGycmn3C1qVSZyFR7PeQFL1zjxyYuI956Zcy1HDxr4cyWqamZuYyknh567Pk8oH9a+lmD0smUsGfBjWDrHx96gZUhEvxM4OOY8g4zMUqkJcyrO+PMi4ubd1IyVSmE8cB/m449gpQQ9Y5pmCVAoFVNaJlFcIiEdbCbqC5B35Ums0yfB7yeV7hdnTqabtasq7TaRCjtliUjQwX1GxgEeTJwjleaYT9MsQYA5UzLR82cX4Vd84yNoI2F6v3ofSCapcIC+RC3ORTuR4mLeIm4HshmZM26lZTLDa2ZqMnqsc+SFQOqYcegG+iwKnZVYTgdY0K+LzWM6M/dv8c8RJcrv7n87vgefnwUaLrVdSYwY+3RBlVIkhYXZwjGXNAMrEEDbu4exHD1D4bjQ5FUryD8bwR+GolGZnEkb5OYyUSk2nVWvu3HrDg5xKJOZq6iU8Crit2eXjvOIeQMRv8JoyTKiWhh3OElhtqA+bX3FjmNSRFSdODFlqHpmD5EnPsf+yEN872vP8Fzty4wXpPDG8ujvNdH1uZTfkRFwuy28dYfJjgkn1VAlFN0immviG4fqBZeIcZ4Sz5nUtJTSYYVAkUlkv9i8okdFhvGqTjHOnTcuprBYQnn7b9ixtpXr39jIZTk3zjtW06YN9WMrEi0v1OxcTNnA6jmvZvJvCKBoZopxTawNHZPzB1CmzTAspqZmxsOyrIw652C8E/XWT0NWFvp3fjDv51dkbcZm2mhfFUS76X1QXITt/v9CkiTOcQZ7XKaqcK4I0XQmIt7Wg/LRDxIOiWzXhTVzAJVukXladU1Xpl7OOnkaKTzGBudRRoYsps6doOmZbgDuvEMla6OYw2d5lgUsoDcklGQNZ1amzgUgpYnzlacDL4NWPzd7P0TT7ntRljaiYOAqnQHNjqV1pE6fm/WcTGgzNNux4hRqeTEnOMHd3M0DyoOEcywsfy41raPEPDCWOyOedYfzm3ilbD479RE6E6fYljvjUAatUfLkfI6fFTVEzRVvwzbSR1UP9FRZWMEgE0zgw0epVM5guTRvZq690aTRtyED0jYX/BOWfZLRKvG7NE+KdfskpOoq5BuunzP+55u9VKydWiDIx+2fYYt6KWuU9Ug1YvwSfR1gWejh0Qx1+NjUHsL6KNmJLDBNvBubcKwQcyr7faQGxPitTJfLHX1fPcpN70Bfv4kwuXDd9Zk9LGiK+9rqqWFcK8bTq1AUgNbYTK2dZmkc9LawbHe2uN5QCF22z3L659gFYG6TKp71PfqueQ/XLZ1Os4M6pQHz4GFwuZCvuhL9U7diPPWMGCvZwQcKb+fhr6/h2uecPLKuk+tPLWTn+Ey/LMOAElsv0l1CqXD0a3fz8McCBHLG6a0co9cRZu0+mf3SgVnKsn9JPIgum1wpXcUVv5tA1SWeVJ+ddY2GzcmRjQmWa804JSeOagHet526mKgxwZPnfkzHnR8BoNqxiAW9+fQuSaC4nai+LOyVRcRaRd1c0krQl5ydkR744Z8IPLeTYWuIUqsUq6sbqW4h8nLxvJvHjlOvNDBhjTNqjSAX+Dl0ySSrD8h4F88EeKTCQpT3vRvjwd/TbCzDlCw6l2u0K+2ZerlZYC4UxtJ19MERDJRZ9boA2aaHCXnufgkIkAmgqphp4aWQNszZRCtHo6+hmbNp2H1mNyUhHymHwYBzkLrDU8hbN2GXHVwjvYPWLWOce+NVSiQB0nLtJTS1SLOAIsBoiU7WhIxLkDrwn4rhjkNPUYjeS87S1xBnY/eS+a/5AhNtCRbMek32uFFLCig/rGVYMCtb3ZmxK0nXy51v0/0gO1YkMCcmMY6fBEnCWtaMBEgJkQGdplkClEkVDKQVJd1NtUy1dmJfVE2r7yxYsNK5gSr3YvqtbkzZIl4xIzjVTjuT+jhBfYhqp6Def8H5VaJMsvRELgPZIVS7uOb5wJwsyVxlu55XtOf5q/4SJ83jfMJxa2ZdkySJWrmeHtcA3hsuwzpxCmnp4jnn+Xu3f4C5/4VNvvI4sYO7KPjMv+Pb9l5QVSZfffxvfk654R1Yhw5g9YiFJnvFxYwdfhlDhrx8cbN2jQaIRODFNFutuFRmaNAidPwoK46ClhOjrSqKUliClZtDXwXUnIO19md5oUHciBtcl1DWaxDwTiGVi01N9hZj9HUh2Z3IY8IxKI3N8Nrl6hpsjz6N+iaqTdPiJ8MLBDicBnO+VZcBMHHwFcb3vwiGxsHxt3Ps8IzzonRXITd0I9Uvwna2h7wN26DlKPK6Dehjo6j+GTA3aA0g12zgK+deAUmi/3ffmXMtRw8ZrFitzIkI7x19CgmJVT/YQePROM+O/R5ZUnitaxf9mnD6guRzWD9OPfX4CgWgCD28A9ntxLO8DvO1nRCJQDKJ1SKcuPPBXJEs+lqtXKsQv+tm5JiHic/cjXmiFRqXkDwnKCLTmTmAV9TrOJeqZ4d5GZIEB97Qz3OAz5LKFQvYdLYWwFVUDUDCM/tRzb5oGb63rSHVO4xa5gbToD3LhuQKE90nqK0TXheyHJ8zbqXlEp1rxvDGBDAKyMPkhSBn8BzlhUnqFsn095oUOiuZ8gpp/agUwy458KsF7NJe5XHtL9zm/DINl34Mhocxd8w4L5vVS7Bh41V9hmrpcxUhG/DK2J8xHn2CcI6FKVlvCuakVSvI700gxxLYkjp+MwdJkhjziCh5/pBKc6yRgxykv9fE6wVfjoRPERvItvdPcUe+QXkoxdCWaqasCFmjMSr7JD51D2x8xYEtNCBUN00LU4b216upaLuT+9edYlFvFc9efZhQeQK/WYSuw2D/3OzcyAg0rBnE7h/FPiaAQMomnKfJbJ2ccSjffDOqZKM7raIqKQqlWgFTWRAJCvA2vOcsmmZxxetP4Y4rdBSOo9UcIO9LX2TxG37eP/CeecfpfNOH+1GL0tS+/GIM1cJqnwmCWOFxQVM7r/D/fBtLzdAyOyYPz3vMtN37kySr6yIYhvitES1EzBDZ6MF4J1JuLsqnPob554cxL1BUBXDKLpYkltK5PojV24v9j79ByhVz1+3ooqTLg83jmfM5W3GekD8/2YXynpsJF4t7eL7MXFZCrCULNs04k1Y6inyFazfBgUnOfPUmrnlC58f/B5pbJJQSsT700IOBQceUePbtTY1EzsvMBf4kpNDLC0Rww4aN7bZ3omS5Kf7ebQAUXTLjZDmW1mGlNFKdMyqFkfPBXKGGraKYO7kTBQVd0nl+m4k9x0Z1p3AUe5d6sTpElDpXzuMO579zyDpAIkvlipybMucKWaPkkc9p/SiyKVOfvRpajlHZI9FTnkILjzLFFD58lEllDFaqczJzU6Fe+iotGn3rM6/V2y/FmPIyvCSReW3L/iTKbZ/JCHC8mdlLRKAqNRjkPY4P8mTWq6JFid8PPh+poGBJ6JNj1Lmaccpujk3tZlwP4hkXVDPvusU402BOLcgllaZZ1v5VgKkeVfyb7BPAzV4xw8KYzsx92XYnfncrsVCcJSfkTI9QgGPGYWK2BMt252Av8sPQMIbDPUtx9UKTKitgMJAJ+K1U1uDGzev6jnmP7zW70dCokxdhHjyMtHI5tof/gLRqBdq7PoC5V2QqjAd+S87T+7ij+G7+1HCMMnstd3S/m9MxEWQxJyLYZA3rTDuJljYOH/4TL7wryEbv2wHY3xhg7T6ZYTWYkfgHuD95D6oGN9puJufVY2zuruYp7ZFZgG9M1jnVrLM5R9Rhqdke1Nxsqls8NHs28sfxe+gsiVIy7sGleKhqczNSliBiCSDkaVqQoVnCbBEULTRBz5fu5egvfg5AWcgNhoFcX4fUtFSAggsULbv8QwxX6GzZISM1zw7wKLd9BuJxFv/xFLIp0XKFwag1klGynAZz/oATDJNUexfm2AQ4XaQCQSxdR/vcrZg93fjNHCaV+LxtVaYzc/KWTVhHjmFNTnI0KoBXwopzOj4T/LIsi16zm8IeB0P1KUzJZOEZOdO246bGL2Cq8GTwfpyGuLeX5W5Frq/H3DVbBXgkP07BoIqW7imYvXcYd1qU7IffEff06r3zi3PNun7TxOo8N0v8ZNpsCytRTgcoDnjwRqC+x0HKTDKqDWbET863Ins5xbYK2srFM2u0noLSEqxc8YxL4yJoOC2AAiIzN2CJtc+zbCFmNI5SXMDZolEcSah01lPpaUSTNcILVKZyxBzkk0877XQnxbpXkwZzq9S1XKZeyYnmKa7euRC/q4QGeTEVabGVC+0a23aiRLk19hFypTzeaX/vrPfLB7301ybJ2rZFZDCX/APM/f/GzFSSkR/cjqNuKTnv+CiKz49n7SVMvvzYm/ZYAvj517s5WiSiB8YTgmpZ+p7bMVNxRgsgr1QsVvY88aD8RfRbprhEJjhqkeg8StNhQRnatx7kohKGiiDlgLJ+cJsjHFysUGyvo2LST9kAmLJFZLFIGSv5laBpOIurSY6J2jz9bJso8AVMLUXvmZeJj11QEJ+2eBrMDaT1QabBnM1fgKduOeOHXiG8+ylUXx5m+XqOHTb44x/hG9+wSJ2sJlnRjVy/CAb6Mfe8Lupk1m/ECAdRcgvItuWSpTkJOMYoq5DpGikm9+qPEXzx9ySGZlTP4nGLU60GK9bMrWXaG3qaJb6N9FSZhHMs7tt0koXZKzkW3skwYuEboZBW6TjLWJaJGo+/ehjv+iXINhXz6SeYljMz94uMnU/KQUF8X6EknMdV61S6D/lw/foW+rc+QnfkOObCGqy4CKWZ54G5VmMp42Y+Wmk1WT6Fg3sNTmnH2bsejijH0bJFLcr5NXNOp4iCJ+TZkT8QtXMA9moRleotEQv+4HM3ADDhcyPJBkb6Wqat1Bfl+GqNpo5qvJaXsG2K/CA4kzo3LW2lvFJmoM+k0FFJyBHFngJDgUJbORoaX4z/C9VyLbc6voh89dtFG4A/iht1b/AZFAPWq5t4VXsh853DDJNr5fB06DfEHn+Y0DrxG98qM5cXnAHpfkXM0ShpcYdRhdWs4ihH6e3XKFsY43RkP15VBC3e/u4osXc/hCZpDKxXiMtTOOIW4wMn2PYsGLKMEovA4CC6ngAJzvSNsXS5Qql7AZ/a8R68ozbiHoNCh7jG+aiWo6NQskJs5FZgJRYWcZuGocBEtolvXMJqWE6Fe1EmMwdQ6hGb6mTZJCgKkSNn2cBe/IEz1Jm1HI7u5Knqd2ENFfPBL9fhqZm/afn5pg31YysWYE4tq8RQwDpzHrUvPA45OW9KhwsmZ575v5WZaz1mMBSw6OoUYxJICIfRq/oz/1dv+wzYbBjf++G851jbWUB3nc7wx29C3jRTtN6dPUD5gH/e65Qkiaw1DUzuaUXKzmZii3Duc7S5wK/rQDWWoZDbkG4Ia5oZMHeRsYsVg58j3tNG5ZaPUN8BhgrkivsnTHjW73JuWk38dDeP3jtMYjDE8G9fwrQ7yRsTzIO3qVeTK6edmQYBIqVXX8GKi2DKfCIo46mZGryxSmjN6eIRHuFLfImyWC5P3mDgscYp7xXbdO+K/FltbT6gfgRPUiWcJ89aH4LWKL4xO70Lx6g263Aqbswjhygf8hLNMuh2iXXCh48yyoTq8QVgrp02LJlZYO7MCZWJfVcwWN2deW3pfhfJmz/A3zJbWqb/wiyXJElItTWkJsXrWmQMm2Sjyb2eY9E9jBtB3IMGrsZqVH82rtVCJVGtKM6AOee+E+RGHZnIf7JXZNwd84C5tYljOJQgiZTEklaJdncfKUuM3Wu6qC9b2VaJpKpYQ8OYWdlobwHm5GVLwTSx0mIJdsnOenXTm4K5M2lRj4UsxDpyDHnNKiSPB/uzjyOVlZLadiPmrtfRb/8y0uaLUD72YepcTdy14Fly1Hw+f267qNEaFv6B1dfLwJe/zy/vHCbfVsp3a/5CWayEoxvDrNsn7pv9hqCS9hhdtNBCdlRm8SkFkkmuM66my+zM1A4a8ST7asIYKmxUt2au21FTQrIrwPsKP8eAOsRrl5hUn0xgBYNUHBFAvs0QvoG7qZZ4Ww/Vch0yMm3xo5nzjD21GwyD3jFBOS9Lsyqk+oVIWVlICxdgHmuZpWj5uuM1JBM27XUhVc+m/clLFiNfcTnOnzxA9YCfo+tFQOn8zJxbc+GMir089poIUsl5OaQCIayOMxj33o350J8otAowZDNzr8yydGZOvu4aMAzMvfs5MvUalt1GygZH0n3uQNxrceLkn9AZvUTszXV9bqRVIthX5W1k6ZkKXqraxYmJNwCoyGpAvngL5mu7sYwZWupI9iT5ARt6/xBa7yC+4xFUA2o6Zc4usigaUineEZvnTrvA+vogmZwXzNkXVpLq6GHN0162PWbDJsGQ1oeFNS+YA1jm2cgJh5hDs7MLqboKw5XOpo2JtdN+fmZOrmDcChO1oribBBXXcroYqEjgSkjk20up8ggANbohh6gkgrZrWEM77ZlWJTWOxsw5v+D8GuGcJFkBkz76ZmXlIo+/Qvi+hzN/b1YvwYuXQWuAW+wfn0NLLd4fI+o3mFRDIriwpJH/1+wfYO5/aIEA/PKXMPBfP0Xr76LwSz/KRCW9l99AqqeD1NlT8342Ohhk3V+aOHXPz5CWr8hQLbPqV5CdXc5okUSuX4AjR26A7dvhqadE3W5xaZomNHCMRN9ifIOl7N0ASmEJ3YXCYSgegZhHRWs6TfnUDUgjI5SmxQzHGgQIsZWlG5pm+UkZcdSlK8Aw0M+Iax555tcEHr6LgT98f97fEDt3Ent+Kd2uAAoKVcwsrr7VlzPZuoexN57Bv+Ealq1y0HLY4J57LL79LQvtZDVJT5jxxQIJGr8XRYHyug0Y4VGUHOGwlxqFjPg1ygvEA21t+hxIEoPnXdOJFgPDmOkdNW2jiX46Jo+wPv9aDiDaEYzkm6RyvQwrBxhL94vq8ebQb+uimeYMmMMw8G5aJnrsPf0k8tXXQlk55gERLR1LDSFrYvMpkISjsGqt+H7l+59CQuLuD06i5c1QIo3I+PSpeT66ic5Nt2CtWoOBwuH9Os/73iDuhsN53SQcIFlg8884IbaYjmxAIjU5Zy6yL1pG3q3bcawVNJhkfTu2SB2xDtFWIZorwGFqbHb9U5ZyltONUNXZSJ6VS9IBeSEJmwaX5hykrEJk5oqcVSSlFM64AHNF9nLuSf6YM2Yb33XdhUtyITmdKP90PcZjTzIycZavHL+Wx/p/yqXqlZwyWwmY4gbsMc/RoC5j3Aixw7mb0DbRZ+98MKfffx/6/UJESGpeRn5oZm5zXeK4aTDnD9pY495EjBhn5Dbyr7+PzxzeQCQp3neVj2JuE7LsD/WYxD0pTAmGE9UMJ2tIusQ8mseOEE+JqKvpH2Bps/hO1ZdF9qgDZKjIEUBqPjA3MgLOmsNYpkS8u5kwYQzJRLPDeA54JlSmuoap8iyhZ2omC1BWIejM0bIJ/FevR2/v5BYexPD5qSu7mM7ESZLyBFmfvxP3pDqvuur5ZhkG+ujgTGautAJDBat9BjxY4fBb1suFkmKuKtyLOPM3MnPTKrMnjwvHYzBNF17uv5TRRB+amUIqKUH5yAcxfvM7tA99HOOPf8ZKFxmabe2s+4kIkux92wztM6QNE3FPURl882hz9tYVxFo70UITjK+uxhMF9eFn5xx3+i8dyIOlpHxpADQ0JNQsCgrId+xjmfkHym/5CkpSzK+hWkhpMDfdVHsg3QvQ+3ZRs/TApw9y4PMPYSY1pPIKKtviFEpFfNTxz5nvlaoqkbZuxvjx3STLF6J94cvYnTJIEsnjM32TzqdZjtfauFO6Ex8+Ps/nub59CS+/3cSId+EI5GKXHPTVuzDTYG5cD/HgyPfJGdUxZYsvxmf6u42ZQTzdKfoboiwt2oplGFjHjlAWF1HrtnLx26bB3LBfIzU8u6/Z6axeJAsastdmXms9ZjC+extx2ySeSVjYLnFi7GIGx938LTs/M3ehSbXVpFJirdcnBKhbnrWJM/FjjKQGcHbG8G4UIM61eRWVr96Pc20z+lgE/VwPDA1RmizIgLlU3whIEvaymdYA0zTLvIgJso6BwuJ2B5pi0G6IvW+3voPavnwKnWKtsYaGsfy5b5mZk9eL8TH3ztA1N6mX0GaeZNCcGxCdFvVY2CFBPI68RqyDUkEBthefBlUldfEVMDWF7Zc/z9Q35dmK+GHtE4zrQW4/909YURGIlWJT/KnqSQaq43yl6pdkKdlsSG2ifVWUsl7wpdwZuvsfUg+ABcv1pdj3iGDNttp/QUHhSe0RACZeOciB9SkUXahzTk1Z/PJnSWyVJSS6BrnYt53SSR+6Dao7Qf/dnyh7XYDh04Zg+LibFmDpBlbHKMs8G3gj8nzm9489tgvZ42K0XNRTl7WJQOO02IS0fBlWSyulUhkePHSYbexMPs/SYwo+tXRWvVdmDm7cDoEhGlvddFbPKFmCAHP5kzlI2YKNMLVT+ARqcYGgWQbFfmGeaKUEsY92mnNKMi3BAAAgAElEQVRVZzOZuauuBEXBfG03h6O7GCqEwTL4i/b7zLHTPeZy35hkaKWFOy5TXr1xliDOtolrGcuL8dDQT5EsSMga8tZNEIlkAgMAw84xCoZEZi72+mHyhsQ5GtIu5ua9XuLH5++XeL6ZHYId8WZgzhgK8ol/reY/bvMgmwaBZDfAm4K5Zs9Gho1+xlf6kUaGkaqr0OV07WUw3U7kvMzctKLlgNmXqaucMlOE803y4h4UWaUqTYsfWaIQQWR5V7KSLro4mziBTbJT6pjpU7tO3ciG7jru+8Q5UqS4TBVZ6fiRUwy+6/MEv/6zzLEOycHltqtRUPiw41OzfosxMUnhi4KV0tWT1hxY+t+jrv492T/A3P/QzpyBOz49TOT+b5F1ybVkbZzpFJ91qagbeDOqZdfdP8EjR2kMP4x07Q1YB/Zh9YkNqMgsRFMt2COiaEULAnzmMzA1Bc89N91rziJfa+FsdBlL2+vZtx4oKqI7Vyw0hSNwdo0fWdXRT27HGhmmLL2fBGuF82WvFREvJaGhq+DYLloZaKePYyRi9D3w7wCM7XwUIzmXohfrOomrZgmddFIW9jD16O8y7/nWXI6lpTAmx8nddB3LV6mMDFucbLUwDRP5XLUYh0YRFTGffAypqhqpuFhk5vwCVJWp1YwUQrl7AEs2eFXtpeCqWxh+5tekQuKhO3pQOJEr1sym9+wLibqDDfnXcpCDFGv5LOyAA97TWLJG1ZWtGC4PLcsEOG6mOeNoAGRf1IR1+BAEBlGu2468bgPm/r0Yps63T74HJV03ZUvXzCxfrSJJIPeX87aWzTzwIRjJOa8JalTMzfg4xPAQfufHWbTMQWhCZdIV5ER+AMmE4XyD7vwo9iRwvojOUABnAhKRuYpZU0xxw08f4KsffQPD7sC99ACOga0YUR8KKtFcIfYx1j1bHfW08RqmAr721fh0Dyk7+Kfy6DJrWRTdR3mlzPCQhV9JK1cmBJhz23P5QeKbXK1ez5W2azLnk99zM0QiDO58CIDDY69wmU0srDu0lzAtk16zmxX2tVTEC3niRp3QRrGpTIM5yzQJ/OBzDH39E5iHDiK5XBT4Zvj9fq9wREcZRTUVKrZdz1pVNLnvLTqMrVpsgDuGRM/BnfJrGE4RsRxboBHLMnGkYPO9v6F0eROGO4mJzNTeg0wkxdiqBQGalqfBuc+De1xsTgtKa1AU6D43G8yZZrppePERjJEGxkc9BBBjLZug28A57iTWcpZqzxKGEt0ZRcuypVcAMFGrkb2pGWdogKt5DuWW99OULbJUX8j7NWVnhaPsWFCGeaadNzM9NAyGMZOZyyvCki2MtpmeloTH4U3AnKXrBIeEM7beeQnDiR4mtDevFQr2TVEu9XKiRTyH07WfK/2XYWIylOgW1/H1O5DfcQPGk8+gvfdDJIuqSDavRbvmBuoHvHjGFY7YZuqMpylZVZPlb/rdvq1CDj3yegvhPJmcKQffTn2Dn/LTWcctevlnLOxN0RcXY2B1dWNKFrF3XclAbYrBaCMVH/oasWMi468rZOoJM2BODoDbjXvzSnTVyVoOID35BLn/tBWlqpKcziDtviEusc3sA5KiYN/xIvadLyFfdjHGj+9Ga1pFSU4M8yd3o33vh+i/uI/x/S8DkB9yc7o5wRM8wef4HH78bN9bStwNr26OMaHlUy7X0F6V4OmVA3y6/XKuaC3mF0NfZ6VtLV90fJ0ntUd4KvUoCStBlChaTwDNZdJUfAlWexvEYpT7BHDoqBf38TSYs2QIaH2zGCXtBUHKJ3xkqTOBqdajBvLZt2GTHJQOSlz9tMIj3Pg3e4ECqLnZSHbb/PVn1ZVospDN1SNCgGKFZxMmJkkrjnvIwrtBgDlJkvBcuh5HZbof2iuC3l1uq5rJzPUNYyvKndUwO2iN4pj0ohqgyilAYvGgAHutxjGSVpL9+h6WHyzAVpInaJOhEFJhIanB4JuybVKmiuHzY+7Zl3ltu+2dSEj8OnnPnOM7zDYKpEJ8+9K9TtfM1IDJtTXYn38C8vJQ/+MbyA2z+9A1ulfy9aoHaIm9wW9uH8YCzi6AJz8c5irfe9jkuxqAzVnb0O0Wh9dZrB2sZJ++W6gmp+7Hk5BZ59qKefI0lJeRX9DAZvUSntQexrIsxp54nSObNJYel/BGTF58RuNLn4lzdKCQZPcQsiVx8+5qAGqowbjvfvI6LNyacxaYAyGCssV3HW3xowyn+tEjU4y/dICij13L2GKxb5ccH4Pc3AzFWl7ejHWuCykyyUJlEce1I3QkjnPxDgXDO3+tr1QuAl0NeyHmMvHgoTRdixZI9ZAX8qAWi7mO7RJrjVpVKjJzowLMWSdbKZfEfjcNuGdZOjMnlZchrVrB+IG/ctw6TsKmkTWhsC+rldtinyRlpTJtCfJPm/RVhKg9A+qW2QI2ly26hexRG0krTg5+Bs3+DA1zum7OsAyGlRHyAyp6/xCx1w6Rpfhwx2WK+xXsKYltLzpJdgfQI7PZNxfafG0Jpm1a0VLBwERG0lKZHnMXCqBMW3OWqJvrvsyFPBVFqq7CiMYxkJFCQZAkbIUz8zXda67f7EXJcuNcUMYZZy+WDKUTYk9yp+z4girDlUkmmSSLLBppxMTkmHmESkfdHPGvWzvfhamA23KzQd2MEYkycNNtWCkNPTCKGZ0Zl2+6fsCjnhcpl2ezXKLP7qK8XZy3M3QQFOX/OSVL+AeY+x/bihVwa+FXQUtQ+IX/nPWerbAUV/N6Jl+ZC+aMyDjSC3czqFXilcfpcgmanvG4iIh5+8K47DmE//RzzJSTssZBtm6FoiL485+huEQi1zZEjm2UM9HlXNRVSjgX2ksidGWPoehQNAyti1MY4yW071g3C8yNVojN0lFZiZJXiDQ+ARLQ3AxOF/qpFoYeuwctFKD8w1/HiE0SfmN2tNsyTeLdp3DXLOGscYbStgjBx2bAXHbzZiSbHclmJ2ftFTSvEo5xNGKgYKCcEwtDV6UOkohMSus2YKaSmFOTqH6x4JZ7FjHuB6/aSfLW/+KfV28h+KFrsXSNwT8L2fSjh3SKiiVKSi+olws+TalrAVVuUU+1Vt3AJ37n5kR+gIhHomLjLsY//+881Cw2ymaaUbweFK8bZJms9Usxnn4CFAX57dcgr9sAvT082PoFWsZ3USCLedMSInLk80nUN4jH6LMvNRPzwH0rDiFl5yD58zKZuXSwirw8WLwYNEsh9dl7MBSLy3oXYirw2OYgjiRphJAe88AgzgTEg7Mj5wD/xr9xmtM8vugkxzbmo3om0do2U1qqkGMvYCpfLFBjp2bXLB2yxIZmtmzBqSmk7KCGyjmmriPr1F7K0n60HEn3mkuDuUOeU1hYfMf1k1nnky8RN+rQfgGkT028wUJrIUVSMa/oLzBkBUiRokqpZftLPlpWWOzPakVCItcmMjDWqZOMuqKMFFhoH/8gViJBYfWMo+PPFZtQkCD5cgFlv/0eddThtbxMNB5Bz29FRuZQUFA7X1f3kkMOueRSc20/mgNyE1nkr91KQd1CcKbok0rZ/cRrmLoGlkz2tQ9Rt0jMperLwhET96/fX0hZhTwnMzc2JgBdIvs4SnA5oRCZnjhy+lCnVcRUSwdVnsVYWPRNCUehtFCI4QSLE7ibF5JPEBs69n/5GFflvpfHG9vZXn4zZVIAU1axnTlGqrkB8/j8vSyne8xNZ+bU3LSze3YGAIrM3MwGq//0RyS3biCxoJykz8Hwvd9A1WD5T3YC0BGZPztnWRbvHvgWf7Vvov2YAMyD8U7y7CXUZIk6mWlwJxUWYv/Tb3GM9mE/uBv1O99Eys/DGp/A+Zv7WdSSz1F/a8ZZ7kgIMFebmut0TFvW2sXITjuRXUcJp4bI9ZTzl829/CH2q8wxWmiC4ol2intUBmId6KaG1dXDD/5VZ80XfotkSoTa1hJPQHS/cHQMly2jYJYBc44gUlExit1Gt6uRy3kVJR6l7Evvg5JSrMDcPo4gQIe8dTP2h/6Ao6cd5atfxiFr+CJ9GP/6FfRP3Ur4hUdwJKDqrMbOTWP48fNZPgvARbsV8kIST96oEjFzKE+Vczj3HN+5A/pibby38HP8ftFBHqzfx2edX2SZsoIvxP8505B6KiwCFEuyN2CdFE62v2kz3jGFcwvEWE+DOYBBf1zUCAOmadJWE6Nxcnb9Sesxg6ZGH2vyrqSm38ZH/qOINhr/W2BOkiTsJXnzUhb1klyxFzED5po86zNNzbPCNrwbZ7epmM66GfsOgiRR5mvM1OQke4dxVM7O7IasUZxj6cCIIoKUlWMFuBIyrcYxDhsHiBOnaYdHMDXSGWSprARL09FDE8xngbseITJhkXzqRYxJ4TjWKAu4xrad+1P3MmXNdrI7jHbq5Aasg4cF5XnhBYIUK1fgGO5Bvf22eb/vSv/NvGfi/by0PcGfb5L59h2Qrbn4QuVdmWNWVVyJK6Kw+2KJtZ0FtJuneVj7IwFrAE/EZJl7A1b7GeS0w3q97Z10mh2c1I4x9OIuTqxKsP4NGWtklHMdYm5fOJiHldLQhkJc95jMLa/9f+ydeXxcddn2v+ec2Sczkz2Z7EuTpk3adKcLUNpC2VdZHlxQQQQfRXwERF8Vd30UUEEUUVFEXJFFdiiFUui+J22TZm3WyWSdzL6dc94/fpNJQgLo+5fv5+P9T/vJnNnOnPP73dd9Xfd117Kp/nPQ0kqGHqEmXEmLJq4z68IyJKOBcFMnZ7tE//bOyefxvbQHPZ4g5+pN+NY4yBo2YTrRhVQ7zRZJjeJ31puaWaos54C6h4QBznkDEua5UmoAigSjtnifTsII+VpuWqLtSfSQ7TFjLMpFyc9B9Y4hWcyYKlNgbljcJ/qpVkr1EtChLTlXWaX7JsFoFIY1G8+iKXmQYAZYQgqf+2IFLh88Fn+ES4ObOJAUioO8PhOnM3qpaZME6zYjss5o5Oyni7EmLFQo1Qzq/UjFxUjVVWkwN6IPo6JS4HeS6PcS3nmIzLoiCgZ0QiYzh268mK3PRQGd8PH3Z+f09g6wWqFobluDcYHIyxSTIsBcPIYn3oOCknavfndM9bW2NwSQ0JFKilFHJ0hiQBofxZDrQjZOA6+ZzBwIwN9qEnlJpUcUjOJtpynsMTOQPY4fP06cLETkaadoTZufzIwNli1seCWDyya3YsKE5+Z7SJweJOvzwoV8Zo9yiVzKRuOWOa8ReOZ1cgyFZMguOtU2pNoa3qdT6t82/gPm/sUwDRzlQ67fsMt1G+aK2jmPO869kujJwyQGemb9ffyPP0OJ+fmf/ifxqy48u3YhLW1EnXJL7OmhsHYj0e6TMJ5JVqkHRYGrr4YXX4QMp0x1hmAf2kLL2dolrJV3uo7RbRvCPQiSrHCk2o9j6HIOH5LRh71kj4NFt+AtTDkM5WdhrqwTmShwVDkODfVEjx9i4A8/IHPtBZR+4usYc9yMvvbHWd8hNtiNFotgq2qgS22ntA98zdPSMcViI2v9JWSfdQWK3cGSZQqSDAaSZLvUaWbO1I9ULv4/1S8HpJm5shyR6E5Kh4j9j6huHi7oJ3fLdQw98zAJ/zhHDoh+uZl9NRE1xOGJ7azLvRS/5OcUp1gjncENPedgC0ucduZgqnkLw+c+Q3djEFs0O53MmIpysTcuwOC0oz3/LPLZ5yBlZSGfsY7Dy+FPow9wgfuTLLYK3XsoMg24VqSkluubxrjgTTOPnnGcSGku44wxfPRVEhMjjKUK0rm5UF8Pmi1C/HOPkjsCH9U/ii0E29aL/rSpDQaEZbhZNRAfGUANT1tk72IXD/Ig13ANkg5/uVwkKCN7NlDfqJBlKiCSkqwH32VAccB+grIe6OlcjCGmEjfB6HAJvtp1MDrCAoM4Pu5NMXNJI7oMJw2n+KLlq5QpFbNeTzIYUK69iuF+Id1J6HFOTO5ik2ErO5Lb6NZEslw+mcmFD/ZhUg28OfkMOYaCdKVN2/EGcRNELDJq60mS3/0mGUvWYE21A2QXiEV9hBFyEdeJjMyi8ArU1YcJWTq4pPhWzJIFHThkbuZSLqVCL6d9UlTNs3XxuU3Z4l9tUTGyrQlZh4z9/4Xt/L/zRkBInxWXHVkVy2PSDOWVc8Hc8DAoliARUw/WUD3j46SZOSm1GTjzFxM6Kpg5IG2CYvLEcU6CNy+GrSSbXEbpsixCrlmAQTJQbqlFliXKLUMEMwpQ396J3wFa11wzEZieMWcsmGbmANRR7/Rg4ncxc8kH7kcf8qBsOQ/l7q8yceEZZMczqH5RAM736psbH9PZrL2CQwqgHRbHeCJduK1VFFlFcjpl7KNpOvt2J5EUBXnVSgxfvgvT9pexjA2gXHg+DR3ljNsn6fTupvu/1tLa/zrOcRPZ9vl7KQFks4mMtfX43zrKeHyI7OIGxnOgL9GdPmZy2wFkdPJ6ragIoyG9+zR7ztQ4XRTHkVzJ2vgRBt5oQ0sNBFcd0wPQp8Ccxz4JBYUEAjoHI9VQ1YnHvQjH6kViPMGQ5317pAGk4mKM3/o6lpE+vGdfQ1/eMowdJwnceAVOOZO4SaXfHedO7sSFSGzk3kEufhFevkgiboSrBy7nZulWfvtJeKbzfm4v/iGLbauQJAmjZOQh628Z18f4fFi4DIYcEbK0HOFIm5ppaj5jJe5uC31l08xcEeI8zxxP4Bltwu/SWaRNJ0+JhOhRXrJM4cy8qxjNirN3YTbD5Kcltx8URnfOvMxcInO6fyXpF4/bFQe1VsHAOhIOrAtnA8spMKc3NSPV1lBsrsanTxDSQ8T7hmeZnwCMaMPYRoVEzSoH0Q0GNIOdxa0GjmvHeCf5JhISi140YHLnoA+JNViuEO/7XlLLUFMHEWsOxmiAlg2fIu4V++pnzXfg0yf4U/yxWce3a63UKML8RF69ct6+UP/bx96Xabl21zlseBt+9gWN1kVwV/fVZBqm1SXW/Dzq9+awe0OSVSeFvPDrkTtw6BnYwrDEthb9VDvSQpG/XGy8AhmZJ0//kpNlA8RNGmt3y+D10t2pkZMrEcsSRczAqQHMp/r4765LyL7mE+gmMzmMsUhanGbmZJMRa105oeZOKs11lJoX8Nbkc4w9tQNjYQ6OdQ2M1Urk9ZnQjrfMYkFmOlrebfkmuq4RzDWTNywR0+af2zf2llhT80d1kkYJY6p9NKBOElQnyepRMBZkYywX17qxohhzUR56LI7Wn6p2J5O4hmMYkqSHlc8K3yRkiT5e+ewz2b8yRtgOG/6RTWNbOdkT8LG+SziuHuWX8QdwRezEXBA0RljQbURas3rWy8kWM1e3nM+PvnQVZUoFg5ooxom+uV3oqoonJdMtTOQTPXySeGsXGRM9FIyb8RbqON01SJEIBpKEmzre/Ylnhd7eibSgel6ZqqFMgOGM6oIUmIsyGD9NvqnkPcfgGCUjDbY1tKRMUJKKGXXMh2q0oPgmMM2QWIIYei4j068J2bptaTWncvuRNKhoE+tu7NRp3D0m+g39BPQADhzUIq7RAWWICvNcMGcsc3Pv9aX88MAt+B75K4G/vULedz9P5ieuACDe0TvnOTNDi0QJvvQ2zivPo9paT7dtiIQrl8MLriPS9v7P/XeL/4C5fzFkq52W7Ov4ce/X533csUWYTwTeeDb9NzUUYOLxn3LSdila9Rp2Ja7EdepZpMuvRN+7G233O6Bp5G64DM1ZSm4ojDllgHLddWI8wZ69Egsdh9F0ifbQMhpGwxR7FHZKO+mkk9J+6F6aQdSss8R0JR4PhE4PI+XkUCKVMFqlUXDzZWSsqsNUtQh90sfRRti49i4uf7CXo/H9JP3jlN38XSRFIffc/2Jiz0sk/RPp7zHlZJmsrmDM5KesF+zJEZJj0z1ZC7/3d2q//RcA7HaJnDyZDaY3uCH3D6jBTDLjeXTSiVQrknPRL5cCc9ligy4vEP1ETxW8jl42gKTJ7Gc/xTf8H7RIkJ4/Pkhbq8byVbMXmkPj20hoMdblXMpBxNiF1awme+W5fPiPOmPVE4xl78HmjEDjMQqGliKlSsJl//sZyn/4GbS2U+itLciXisVgbFEB990FZaEcbqt9iEpDDaa4hCc8nVRf9zETl33IiKX7BHe8toRxZ4KntgYAidBID0euX0hw+6+R0MjJgYULQbr5UbRMP+U9sDxrM+4hiY4FOt580L3TroK6ZxCrXSyMkT7RLxMhwo3cSBllPKo/yqadCgeWTTDZV8fpYznUL1XINOUTcQo2NjYwe1E6kN/DssMm+jxGtEiIpBE6gnnYNwt5X6lX9H+M9+VilM1YdSFXKqKI28x3znvdKx++jpHsJDbNgiIZODyxnS3GC5jQx3k2LgBS6avtZE6Q1rbnzuiXi29/FU0BSdKIX3sF6k/uRbKZyR2RUJLgKkk1RzNCHtO9MBXDK1Ebj6PJOiuzz+Xiok8TzICQHOFKriS3N8KQSyBCc0wAGZNDAB7bIifRInF9t377DjKGVvH9vlsZjg+guDLQJECHYHxcgLmuuWDOViqYkMzEIsbGmCWzBMgtqiXWPUhB0o1BMqZNUIIHWij0SHiKdKSf/BgTCQacc5uui6Qhxk2FTO55iY4a8B3dMe/5T3pTzJxbAHAlRySzmkFPS2z0CV+amdM1DYa9KNd/FOOvfofxnm8zXmon11mFIwjuZP579s0N7+tggZwC6N7dTE7qaTCXbSrELFvTYO7ZJxNcsCHIkYPJeV+r0Su+8/aXvki0aR/twSO426wY8967tw/Adc4KQkfbGY8OkeUoYywXvI4QcUQmN/HqPlQJCsdSM/7Crehd3fSXiVlKgQ2Xs5A2Jp95AzQZCRnVNi3LSzNzWWGkQjcH9iSZyJCh0EtPoXhNyV0EiQTpSs0HhCRJ5H3vdpIjk/iefgO/JYoro4Q3tugY4/CJ+PRMS7o6uPxZnUl7gsObJqlsz+bW2vupOwV0zO3pWWJYxu3muzmqit/MXxilPvtMJElCP90FeXlYGmoo6LbhSbVfzmLmZgwObxkURiB1qcIVQPspjVgMlixXWJd7KbIm07JpEnOe659i5iA1OHweUBS3TqUhUpqZA1iWIdaj/OLaOUnoFJiTO9qQVi6flnGpvcT6hmeZnwCMaCM4x8Ran6H4UbNyiWOi/rBKc/IobyW206A14JiQMRXlpcGcoUb06LwXmAs3dWLYJORxyqkWmtffQqSjnzOU9axSzuDh2E/Sc9bGtFHG9FEWaNXozceRUv1ys86Fd5wTmz/P4H1/eo+zCNqBw3zzW1AXLOP81w1sPjx7bI0kyyxvqcKXpWEeCWBSFUb1EapjpeQZCnH77eDzpRmxPDmfDYaNPK8+w8mzRVFwzV4Z3TtMV4dK7SKZG79TAcAr95+AYBCpsgLJ5SLeuIpsxllsWsKIPsxIqjfRtqSKcHMXkiRxtvNSDgTfwPPm22RfeTaSLOPNniRv0Iw0MpxmCAHBHOXmoh9rxqQqZI6q+Kwxfn67Siwyf9FgYtdJNCR8uQmSBp1wRMhip5wsMzt1TIXZGMsFaDFWFGFMtVaoM8ZKZPSOYUxAtzaX5dJ9PqTMVKFlwzq2XaChybDlz/ksvfUz5AzbiOw6xquWt6mUq6k7lcvIFtGfX2NagmQ2z3nNzHNWIb3dS57fxaDWj67ryBduhYkJkrfexmBSFOjccjHRfU2YiGFoayXPWsV4YQx5kcihrHaFUNP8Rb7052/vmDOWYCqi3UNoSBhkDQ0ZWU0yGOt+z365qVhqX0+Ha5CIRScWiKGO+tDsDgyhSYwFsyWxRslIoeROs+e2JdV0LQlgjkFuq8hT4q1dFPZYiBJmRPPiSNpwqHby9TwiZp1Ky9z90ZgCooHn3sT7hf/FfsGZ5HzpJgzuXCS0DwRzoW270cMRHFeeS5VhIV1FYbz7OjGXFWDIff896N8t/gPm/sUwVdTQd/WfOdWfiXduGxOmihrMNQ0Etj2d/pvvL79EnRzn1xNfo6EBhmuuxaJOEi1PVc/v/yEASk0dnUVfwB3xE0u0ENqznQ0boKRYo+f393Jt8f20BNZgdLow+DxsOJnJW7xFp3qKkn44ukzCHoSLKsQmMdnuRcovoIQSBs3DVP/qbhS7FVPlQtBUXr3YgDWucMo9yVV/jrH31mVk1KWMKbZ+BD0RZ2zHU+nvMQXmBitF0lPYKypl40enRxtIkjSr2mixK3w5/4t8jP9Bl2Ssniq66EJatkJUupYsRR0XLJchxcyVOBehA08uasbatZDCQ+eyj33Yqxpwbbicvj89iEUKsGb9bPOTPaPPYze4WJJ5FgcQUsJVrEI+ayO3PAK6SWWgOEFbdDc0HCezVxiFhE+30P/cF+n69Yfp+9FtxEygXHK56JPr+ARRq8xXnijDoti42/INtg7W0xealq9t3GLksb9a0FtPsiG6mqXH4LFLRjFkZJJXuARb9RIyXvk0DzeciSt0DMWSQPnS/Tg7KnH5wRqqYcmoqHw+dxnwLjBnyRYJV6RHVAy/xbdoo41f82vME2Gu+qtKwqTTb8snmYSGRoVMYz4hSxBZBW2GM+kII5zOCdBwMgfvkE4sKBLRAZeDRVc1QGYm2R3CYWugVyffXIYzbgMdvmH8/qzh4DNDOmMNIxUW3CMmFjnXcmRiO5sM5yEh8df440hIFD3+NlLdQq6uvltcY1P9cskk0X3TbmD9a8+HomLUn95L7qiEywdK2XTP3Ewwl9O5AswJQnYo/cETXFPwOSZdoGgSZ/dV4TzUxlieWOakUVPqGnVAUiFqE0msnDSSGKrgkv7fEddjfLP3RhSXjYRZR9JhKNJFeZXMsFcnHJ5OKIaHwV4uwFmetFgwc/oQFn2a4cmvENXEWPNpSm0L08xccH8L+R4FTxFojz5GCBuaNNeZNSfhYUgvINot+r4m26f7y1RUHuIhAgRIDPUjmcwomSJJmZJZqooYT6DrupgzN8XMjQnXLqlg2tJ/NDZAbnYN5G6EU64AACAASURBVOVRPWB5z/EE8VdeI26E0Ww7q+V9NDVFGIn14bZUIUkSbmtVWma56y0B4g7snX9wcIm1mrwhCwe0/WgS9FiHKeqwYfyAjdS5cRkJY5Kw5sdqziJh1NFl6NdE79fEK/vINgxzVo9Ym3oCJ1C7uhgqFL9fcKtg/y07Xsa6sBwFA6p1+vyn3Sxzk+iFBex5O0nYJBikDIQUVCoUicR7SS3nC9uZK7GffyZjP3yUyegwfptO8zKdsl4Ivv68eD1dh3Evm3dbyNAz2Hmdn1ivF8lmg5LSdO+kGo4S2H8yPbvuLsvXWSiLhCfiSlCfK0CGfrobqaIKxWHHPZpLJEWEuXCRSy4m3YTHPc3Mtfh2Y4lAuauR0b9t5+RFdzB449e4iqdYpJ3AnrBRNlzIQGOU4jKF/n8WzL0XM4foMTZbs2aBuTXK2UgqVFSunvMcg9OO2W5AmZxAXrEsLePq8beihSJzZJYj6gi5kyJptMphYs5sYjGob5aYxMce9W3W+sXeZ5zBzBkXCcAzLwj1jpPwjmM4Zz0YjZRdtxZ1MsTxDbcSOnyKz5rvoFvr5OXEcwBpCWxNtwmSybT5ycwIHWkDXce/c345NQAtJ7CH4fG8l/nG3+qgt2fOIStGGpBV2F/UQ2OHkCcqk0GW2NdBqrgzkxG72L+VbvcI2z89SZ22kOwJCX14hNOdGlULFM77pDi/fS+J+0mqrAAgWNGAgsbiwwIEzuybi/d5SfoCbHRdRkKPc7LRS85VG9F1nQH6KUuIdXwmyJAkCXnZUrSjTbw1+Q/sIdjS5Oa+Lyc57p7/PgvsPUkSA9114jpKRkP0xNqmwVwXc5i5qT55zeOBklIwGrF1DmFMQL/eO5dt901CCsxFnEZO1YEjqLBklxNzZRHLM86ibcEQrh83sT+jla99eCHe1RqSBjXVW+f93IW3XoFsMWF98TQhQvjxI191BcrXvoz6m98x8DuRFxZbhAzSpYQgI4MsRwPB7CRqchTQcZQ4Cb8PmNOTSdGHOI/5CUBgdzMaMsmeAdSUW7fnnwBzjfb1qLJGy2KdmGcCdXQCzZWFrCUx58yVxBbL07Pm7Eur6a2LYI2AszmAnkwSP3WakrjIdcbUYTJ2nyT57e/jTuYTMzOvzFJxOZCdGfifeB4lJxP373+A9tQzJJetwW0YIfEBYC6y+yiSyYjt7JXkveLBnwnBs2pZ/PoDGLOd7/vcf7f4D5j7f4hVqVaeQ+9h+OY490rCh98hOT6CFgkz9th9WNZu5dWuNdTXQ+HWc5lUsxjeuwupYQna668BIFUv4IXhm7H6TUyoXjz3fAo1MMZPGy9jU/huTmqX8M2Wv1JTK6MNe9jQU8oww4ybQ5QOKhyuDbL6AKzMG0FRINbvRcrLp4QS+pmuQBkc2cRM8MZGlS0HXfzjZ+dRcRru+NhRbuImQoSwL1yBpbSWkRlSy3D3CUwFpXTLYpE83SKsYLt3Tkst3x3hmIE8Sx+KIUJllUywqZouujDc/VXM+5uQjEaSvhQzl3KzNCtWkmYD/bkRGl64DdOB1bTSStfoBPfvuh2zNsG9N/yBjVummTlN19g39iJrsi/EIBs5wAEWsIBsspGWNlLd7qJ6dwEDxfBa8Bmwh7G2NTK6/W80fWo1MW8v5sJyBlq2caIBTt73SX69/TqafDu5rfU8SredRI/HyZSzWGRcSn9k9hBzvasTolGS+dnc+CgMuFV2brUix+LUP7SD9pW/p8TawcjXV/GY90cki/rIf6ceNZzBqQNZVEbcFAzBUx8CbQaYwzOIxV0Fskykp5WDHORe7uUmbuI8ziM60InLD85JGF/fji5pNKRkln5pHGMCCE4zp1Mgd3FPOVgmSUaFBG8kz8yy1UbkteuRD+wmJ1dioE+jwFJGbsTK4x+DK+JzB3JOhSRJjFTZyesMscK8jvbAYYyqzDJlJQECuHU3xjd2I19zFcsyNrDecQGrMs4R5+7oEZLJaVnR4Il2jA//Br39FA2dVha3W0Qiy1wwZzkmkvKoXSHvl0+T9dATTGZKOH06Q28/Sb5HI2TTUGWQuwVDpwUjELYRjY3jcUNx3MUvfpfBLdfW88Xi+9kbeI3nc18ikBPHmJDpj7SlB9P3np5OXIeHwVZ+EkUyUmStJpGAvqSHQgqnWoBwLxA9IKFjHZTb6+kKNqHrOsH9JykctwpbeGAva7GP9c4aKp2c8GNJBInFVGIpxmlyaLqIsIMd3MZt/J2/p2fMTRVSplhu1QDaqXZa77yYcVcs7WY5xf7OBHNjsUFyzMXI555P9b5RPNFuAolpZn4qbHtepb0wg96KMKsMe9nf0ilsrFMSyyJrNZ4UM7dvl/g+R9+DmTMUZNLQlKSlXmJs4xLiBpXidjuGXNe8x09Fxhn1hFLki8EynTj0eQ8Tbu4kOTSGJOk4QwkyRxS6+vfjG25jPCU91tbmMUoOmb3HcZ6zHEWVUI3TRSgfPgy6gaQRRisd7H1HpbZc9E0tNL9NxOcXzBz/GpgDyPvObahjPiZGT3OwxEPmqExJP3j+8hC6rhNu7QESWOtWcrF0MTsvHyMykOrFrKlNjyc4/YUHaD7jZg4UXkbHjd8n9MIBfpH8FWtez8Qcg3qXMCnQu7uQKgTDVKwtIJlaNl24RJEFN4NFQIqZOxk+Qs0piVM3/Ii26+4h0tKD3tbOTfyWwA2fY79rK7lHdIZK/BSVSv8SM6f6AqiR2Ky/xye8SLqEWbKRmAHm6t9w8L3zV7Fg2Tnzvp4jS3wRacXytHlF74QoephKp8Gcqqv4pFEKfdOGXlGbi/Bkgvrj4r7W0VkzIICwyZ0DHnG+jQ1C5jUfmAs3i2vcvnIx0vJGDL1dLNn1MLLVzIlNt3F+cAtlcgU/j4k+7yljjeqDwpl4XjB3VLCuwX0n0OKJOY/ruo4y0I2mGFFqFiKXV6L3nJ5zXHZeOfXHzLyzaJhPPiZzw2MwHu5jqX0dWsrhdkpmCbD8wQiSBv3Zo6w3nQOSRLzPy5BHp6JaRrGaUfKzqTEIya5WKgBGQLURN9qp++VezJj5ePhqvh65i/FVYr0OH++iMWMD9qiVE+cGcW5cLuSwhKhMjfdJZMxmcaTGJejHT7B78hVKTJX87M5MciaMfPOHbYSTwVnHxgZGiPd5SWCgc5E4X8YEHA29M2tguLEwB2OFAAozwZw+MAC9A1BYREZLH4YkhAkzos92gBbMnFg73w6+QtgGW16TkHVhwb924YcI5CQ4/PuHCb3djOwJMuD2UtInkXHmuXN+HwCTO5eiO6/H+rIAOINav5BNf+cbGP73OwwOHERRJfIzylFIYtf8KDd/kpxJsTYO//proGjYnAbCTR3vKffWe/sgkXhvMLerGex29GAYDZmEQWdY9VD4HuYnU7HELsaWNC2XiLV0kxzzoeeKHM5inQstSuSytMwyXuVgvDCBNQLZAzKJ0wPETnWnHS198WEyxhOov/wNmXErUYsYUD9fGEsLQZYpfvBu9E/fSuLaj4LfjykZJn6qe97nTEXspBhe3nP3w+Q8LgoRkQevRbFZ3vd5/47xHzD3/xDLlwv/joMH53/cseVK0DSCbz6H7++/QR0bZmLL1wDRL7XhbCPbAlcRffsfSJcLOR9OJ+TlseuQA1O4gJgFxiZPc+yGpbgD2/hx1894Iv4HwqqLhqUSqtfDWWPTtLNNySBgS7JuD5jGB1i6FAzjXsgvoJhiBhhAQ2y6cizOzrMhmKGz5dkA5hdf5/c3wF0HzuF3/I6VrKRP6iNv60fwH32L2LDY5CPdJ7BV1tM6tAMAX+Tj+JLZTDRNM3MzI5mEsZEERkMEZLhwrYfA0Sp69V6SNiNSiZC7vVtmCdBTKWGNwNr264m/KTa9c29/m5cPLydWupna0QfR4tPDaw+Pv85E3MuGPHE+D3CA1YiKrqQoNNnO5LZHFKJWeDwu7O/XH9xG2z3XYa9eSuNjR1j8lSeoPw7FCzczMdrBc4mnWdKVwabsD0E0ip4ynyixLWQ42ktMnU4OpkwGkmaZjW9BaS88dk2AaNSHJEm02G7gphPN6DLcZ/gJeUMN2AZ14kPl7N+tkRe2UzAE3dWwxyLm8ui6ju4ZRCkuxeKuZHLgJDdyI4UUch/CfCc60El3JZT2QaLYg3T5NqprZDJN+US1MAlZQolNV8MPcABZhSWTizGXdArDFcDcaMJkkpDXrkdvbaG2yJ8eHD5uCpIzMc0MvlcMO8LkDcGS3zSho3NsYkdaUlk2YgNNQ7nmKiRJ4qEFL/OxgjuA6X45AH8yi2h3M8q5W1FuvJnPPBDmvlfE8NoECXz4ZoG54NEyDFEDqsWArMPeN35A3KST6YPnw3+lWBUJQ9wExr4wSX8I1R+CkJ3oYDueSjNFwwrXf9yEyyXxoZxb2OC8kF9af0pfXQh71MxAuD0N5mb2zY2MgL3iJCXWGnKzBUs9oA5RFMtBSh2WV1iNIdtJ+FgHy7M2MxzrpWPyEMFDp3CHs/G4QTUaeIqrkJMJIm3TDdvRTsGUWKOjJFLtItHoBLGUjfxOBJvZQcesGXMAssWKbHegZmUQat7HxN6X8WepabfGd4O5cDJAWA2Qay5GOe8Cao4J4Pvuvjk9Hqeg7U38DqFBtdgmGGgTjoJua1X6X0+ki8lJjZPN4kQcOTg/M8fEIZa0JIlYdF5aL44VzNz7gznFakY7S4ApyTTNFvd5D+F7RciErZL4DuX9Gj0Tx+hyDKGndjw9288xluHSxnFtXI4hIUYTgEjsffioTQgA1F9i5ODeJLUp23OjHOf0a9vSZgL60Gy32A8K6+olZFy2CZ82Rm+Wj/OedqBo4A12oL38Kk9f+weQQN5yPldyJeM5UfZnpdjAmlr0jjaifV6GH3uJrIvXk3nBGYw9tYPWy+4mVvhV1m6zYdSN1DhWiKp8Xy9Spfhtyp1LURUwJWRMiJuuWCphsNyI1t9Pyy3foVPpYmGLjGlpHXUv/ogvdo1wx7fX8b/L/kLdcz+k6EsfoUJZSMgWJW+Bl8H+fw7MGd0i0Ut4ZgOj+Eg/JsmCIZxI98yFjnfReeu9uCuX4Dx72byvZzeL5F1e3ohbLkZCoi8kWKeZMssJfRxd0inxByBX3CMhg5XwaJhFJyUkXUJGZlmbAISmolzBzGVnozgdGHJc84O5FBtiW1KFvHYN+oFDWKqLqfrlXaiBMPHmHm413c5e9R0O9D1L62NfxqybKH6zC9yFSMVzx42EjgigrkXjhA7Nda9NjPiwxCfQisqRFAWprAK95/ScRN5cVsCqHRY6y6KsfcXHJSkvs6X2dWL2pNGIVJ7qBxyeQHtgJ8u7xPW+3nQO5OYS6BSApmqBuGls1UU0ZIk16dGXUuNwer0EKxrIeX4fz/n+yDmGc3k49hM2rbyW7zzRyvbhZ5HjOovfcXF84wS6QUon9FUJUVmZaJ0tcZKXNUIsRsvkXuq1RrIO9XDfo2vprovx7cm7Zh0b2CP2XVUx0VGXxEUmuVIuR4Jv44n3YNJNZIwbMRVkpZk5U0Vx+lqUxkZAByk7F3tTpyh+Ms94ghnM3J9ivwUJbnpYwkYYY2EOKzKEW2X7Cj9t190DwOmsQRZ0KOnxFfNF8Z3XUxgRwHJAnV77DXffiffK1eQP6Tj+/kcy8YEkYfjC58j0iPvWWwBkOrEoCdRAmFjP0HxvMcPJci6Y03WdwK4mjKk5phoywwX6+86Ym4pMQw7lXjvNK2WizW2ooxPoOWJvNstzCxFTzJyu67Qhrm1rGOx+hVtHr6DZdJzs8kVkGvMIEMDpB4aHMQ6JuYdhJTrnNQFy7r6Jkhs2Id/4CbTXtmO49/sYH30YCdBb39sBGiB2soO4P4bngSdZahdr5OmCuWOg/n+I/4C5fzH0RAKb6mPpwgiHD86/iZkXLcNYVI7/pb8w9tsfYVt1Nk0JIXmprxdgcEf8WpR4gEjKYlmqXsDgoIQ20k+FVyQHwwWgJxMseWQXhyyfY3jcRBwji2sS6BNjVCsLKQwJKjiQa8WYkFh5CBgcYM0acES9kCdklgkSjCI2JH3IwwuXQI7fyIq9CdBUCg1FfOW3hbzO67TTzm/4DblbPwy6zui2P6OrKuGeFmyVDZwaP0zWOCw59zx6aUDunx/MdXRAidzClOryqhVN0FWFKqn0Mk1/q+MjIEkoTpFoHuc4vUUJSnuhtNBKaLvYzAMNB3lxZwYr7r6HxLiXob//LP0aT/c/SJapgA15VzDEEH30pcGcrsO20Nnc+PQgrriV1uo4chIuOvVn3NfcTv1DOzDnFaO+9DzmOJTe8QAD3/ssMQuc9UaC1lcfIKmQnjdXaluIjk5/ZMYMr5PHRTUzFgCjwg2Pw4myAJv+PMSP+BGe8CSyq4Cmj6+gLWeMD3XeidXdhTlYxf7dSXImDWROgjUi8YfFKco3EIBQCMldhLW8jp83vk0zzTzCI2QiqoSBva/TXQWZhxtRBouQvvwIBoNEpklcV36bGVn3pz/nfnUvda2Q7a7EXNKBKdUsbhcEF1K1kN405A6mmLlyJvRxkgqE24/O+zsDBJOThPUgBasuoObnO7DEFQ6PvsZmowBiZcdDSAtr553fou3YzphdbALdbMLsE0yv4Qf3QUkpul8kFWOIRG/KAAWgv1fDGYDJDBVpcT3/uEJC1qAw6GBncSeFKYCRMII1aCDaOYAaCEPYRjLsZzAvibt9mhWUJIl7yh7FKtnw5yVwRR30R9oprxQX8cy+ueFhcFa2UG5fTE6q39uDh8JxE5mpWfEuORNb4wJCxzo4K+8qZElhW8tv0MJRigwlxM3wwnf/zBFSxjrHphvZo12C8Smml5jNgFESm7hvv2Dyp8BcJ53EBvvxJor4+p0RrjwvyMF9SZTsfDSnDV+f+N3iZqbnzE0BkEIB5qZmzOWYi5DP3Up1qm3k3X1z2u53gBBmi9jwQnZITIrPMQXmiqzVRLUwO/b1o+uwep1CW4tGKDQ74UyMeIgdepLa/U5UGe79rxP4nFB42owhb34b8pmRPEN89qQ+/Zv0BU7ge3UfWkUV2YwRrF9HWZ+Ox9hHx4JpdtCv+Bi3FGIkicNtQ4mpJCUBOIME0dBYHBTJ7mFJJxqFsvwJdFMGwaSTsbdfSMss+ReZOYDMb93CRK5G3KjReNiFWbbirXWQuOe7VLW/ADrImzZzERdhTCi8tkowTlLNQvD58H7316DrVP78Dmqf+AarR15k0Ss/Jv/Gixk8E2odKzDJZtEHl0wyxcxlVlRhjIMpMc1CFlHEYIlM8kQLx955EtUIC08ZWPjaQwQuKmGntJPjN3+NnAv9ZF96JuXfu4X1d38TAHv1CfyTEAh8sAnK1DzPdwOj+HA/Jmsmij9C0j9OYmSC1ku/hGy38er6b5FkfhMGa8JPTLEhZWZilIwUSIX0JwQbM1NmOTUEOntSw7pI7CVByUI8KWOLyCyYyGW5sgpzryjOGQuyeSLvRX56Ryz9uedz4Qw1dWB052DMy0JedwaEw+jNx7HWisQ42jnAR8034cTFzwM/oCNzlCpfNvL+I8gzRhLMes2j7WnnTv87c6WW0dbTWOUQLEqNaiivEC6kKev8qTCXFbBip+jZ2rUBjjeAoisssq1Eb2sXZhip+bhDDz6JFkvw4bxbMWNmg2EjUn5eevh6ZbVIE82VbhzhYQKmHL71PSO9p1XivV5iqzeALLP8V8f4nf1vHHV2c7vlS5xcF+DGzd/k4/0XUbcjg4A1THNoL3262PvL+jUSioWJ7bMLRtKypUxk6nglL7m/OgmaxsbEOXzo11k8ovyStxLb08cG9hxHMpvA6aK9TqVOXsxy+1kcCb7DULyHvGQ+si5hLMzBduYKHNecj23TGhSHDdlmQQoHQZcgw0VGpzcN5rrV2YYi+sQ0M7dL2oUjYWHlQRkHAYz5WZSba8k25OO5IZeEd5yoQ2cg009NuCStKpkvFIedhus+BkDnsbdmPeZd6MBtrUJuOYGTAJy3FamsDNdpce8OFQKODAwhUWR6LxOUKTA3X89crGeI+OAo1pWCGNCQ8RSJe/mDwBzAkmYDJxoSxPsGSXpG0bLERmhU5wKvErmMKFHG9NG0HDdvyETfghhHzUd5+SoP5rpKyu2LCRsTOAxZUFJMYlSA1FPMD8ysrzyD8bHfIK9agan5IIY7/wdphUholBEPWnjuiC0Q5ieJrj7CPcOUff8WKiyZOEIKXYn3L1r/u8Z/wNy/GPH97+BdlMXLkzYePqjgKTMyVG3Hu7KE2K7UwEFJwnHulYT2vE7SO0DurV/nxAkwm6G6GgwGUBo3EyCHYPNupDVrkVet4cAB+FzeN8hKuSDH7AruZRfjWLSKa6+Fth4zYezUF4qL21BQxJpjoirdk+VnSZsZa1T0PqxbFsFBgDFFgDkgLbUc6z3MjnPg4l3ZGFQouOxmrItXkTx5jM1sZhGLOMQhrCULyFi8htFtfyI60Ikej4mxBFI3OT121m5yEM6pJzt4Yl6Kv7kZGi3T83cWmE9SoYkFpYvpJmPVN4rizEpvLvdzP6akQoEX8t09yBNZWHuqWfmFY6xYbcC1fCNZGy6l/7HvEh8bYiDcwf6xl7ik6BZMsjktJZwCcx4PvBbciDEJVx4RSY17CP4y/iiVX/gpslEkydrzzyJVVZOsq+HpgQdYnrWZzbf/g0h/G52LTCT2CMvgEpuQp/SHp6WW2onjSJVVxPs60JwZXH6omCdf+ATVHXA3d/OnH5SR+M6XefTKMQqG4IahUiyF3djiVRw9qJLpiWNQYfMhF39fdZoo0Wn5ltvNo1f5eOTKYT6ifZhLuCT9vqNvP0VvKfgObcH68KeYOONNTnCCLJNIZvwOK3KKodDR2c8+Vh2EjNpiLCWdGOMgaWBbKnaxKelYtdMrmDmzSGjDpTmE3gfMDUfFBu2+8AasDzxAwxGdw8efYKW3hJoOiTOe8yKnWLmZocdiaLvfYdCQQ1jOR3OvwKEPkpgcR3I6US67Ev24kCZODQyfycwN+vtwhJIM5SSJrmnk+Y+5qOgCc1QlZtYZdIibKW4SNtLR9j7UQBhJzSSYATGjirs9mB5mDZBndPOVHDGzLD+WSyg5iTFrFJttNjPnHYtiKuik3L6Y1JgkRhQPhQMqmZPgwIkiKdgbFxBu7sSpZLEy61x2+p9FR6csS5i6tCYm6adE2HnPBHMpZm6RfIK4VcFpL8KoGfDtf404cfbq4t56/vgpYp4Bnn09n1/9LMbON5I889cEhpx8VIuCLy6AW9ysTzNzQ7OZudG4uNZyzcVIeXm4alaT7zPP6ZvTXnuFSafoq5CMJvwOE5K5GZNsIdskXsudklvuOd6BLMOnPmtG04S1/axr5r4voasJ5I5q7EopmgFiFrBq8Q9k5gBi9aKQ5e+ZlpD3Rbvwv32MaE09ZilO8oKrKPLlELVotNRPr1ETTDDlnK3s2Y0S11A1cQ9MmZ8sHhEFkQNxkdTnO3wYXHkc8m1Bb3kZTCbIyvqnZZbxKy4i+ZtHxP8X5REQPiosHSqjwFLByIYqOHSQpRwBVSHoLMaBg7O7G9hxgQc1GkWqEWuP//Gnyf3IVizl4pzLJiNZ559B2S++QF/pGIuzhHnIlJPlFDNnqS7GEJeQk9PXcTHFDOYnSXZ1MVAvCht1I3lIipI2ktJNcQ7dcic64hxOjaDALZKyf0ZqmR4c/q6+udhIP6asAgy+MGpwkrHGTWT2Hyd05lZ+/zM/e9+ZX6Jr8o8S1szoqriuiuVSBuVBJKMBY0F2+ripgeFZE2BbLPqkg6oRHRk9N5df/P4sfmb7LXHPKIa8TGhqYl9+J++sDqDp2nsat4SbOrEvFWyHtFaYdml79mEuK0AyKEQ7+nFIDj5u/jTPFx7gwGpY0C56WOU1c8GcGgwTbe8n8/w1WGpK8b/TNOeY6J5DGCQVwzohcZtyhX631NJcVkBBr4XSnmkwt9CXj0W2CifLlPlJ0h/C89BTZF+1kRvL7uK4s49C2Y1UkI82JM5bGsxVuDEEfRhryoUp2+thEsMTGBfXIl94Pupjf0BPJimRS7nH+gOeuunjfOoPq3kxZzv/+O8xJElh5+Tz9O4V80jdh4bR3EX43ziEGp5O/qWFtZwSSyNVe8XeJS9byme/kU9VrIzPhj+ZHvkQ3HOcjJULUY0m2uo0FowWsjzjTPrjnTSH9pEXFteBsSAbJctFyd9+giE/R4zKKMxGSoj3lUwWbGEwJEHWpXmYOR9kumhLtjBm9LNaX0UyMw+HMYZsNCBJEisyzqaltBdb4wImtoq1qTbrjDm/4buj4fobAGh968VZMnuPNkBRQSOmP/8eKisx//j7ADg6k0gaDOeDZDYip1QW4eb5xxNEXt6BbrOlC3czI7BLXGOOLYI91JAZ+ifBnJ5MsnR3BH9GkqHyOCSTaBlOYaYSmctuFUvT4wla1OMoqkRhl4m+RpETHDk7SGJhPmXWOuJGHWdOBfKNNxBQxG89H5jTdu1G+9NfUb70RYyvv4RcLdY5aUE1utGEiTjxrv45zwOEBFMHQ2UpJV+5Af14CxW+bDoj79029O8c/wFz/2IYKhbg/NZPaNr4v9wb+Bbc8CVsN3wGyWRm8o6b0MNi8XGcK1wtLUvPwLZuCydOQF2dAHIA688y8LLvQwTeeA7D869g+MlDtG0/wRWuxyhefz0A+pIlxI4JydB1101/hgWZqaq608X1vxjnY0eW4DeFWbVfg8xM9IEBzqgWC3HH5Fww90zhPhImuOwFmbJbvk/pzd/BuLiRZOcp9EiEVaziEIfQ0cnb+hFC7UcZe1M4ElqKqxnI9WHsLmP1ajDVNGCXJvF1TptsTMXx47DctpfU/o/a38FFdeJmaw5NN+wmJ0bTEstBBvkjf+Ti/kaMSVi4/AA/ecTK5cXrOGbdj46O3w+/8tyPGo/S+6uv8o+BnyNLCpcW3woIKaGCwnJEiX2E/QAAIABJREFUdaa5GY7oK1Atdm79mVgI84dhcmSa4dH9frQ3tyNfegVvDf+N0dgA15TdSdYZ51PzjT8SMsXpbH0BLRGfAeZmzPA60YxUv4RYVytJkjgWr2WzfxW/vQn2+l4jc98FjH7iXg5ldvLhJ40ovY+jmKOYwtXEYmBuEwnk+vY8fI4kL/AC+uAAUTPcsPkx7l+3i/NfgYeGpl1UI/0ddBSGUA0wtn8D8i8+jjFp4QEeIMsoEtFJlw1JSaCrKj30MKpMsOogOOpKsRT1Yhm34/RJKBWpym5KOlZu9RLwg10VC3BsUeU/BebyLWUY/vsWVtRdT39uiOHLN7HzLJ0P/0VD3rp5zvP0A/sgEsGHCc1RQtZiYU3dd0BsMlJFJYRCMDo6B8ypqs6krRmnX/SG/e3CAO2ZI6zodBIiTG0r7M9sR9KmmDmRYKmBMIqSy1iKTSsaBO3IbNByXtGH+fwPzuJ8Xch2ByMdlFXMHk8wqrUhyRpl9kUCzFkihIyTFHYEyIxYyJQEcLI3LkCLxIh29HNO/nWMGL0MrdQpLRHyYW+4lbwiE9ZFFXOYOSUrgyqlg6Qex+zMwxGSmTywjYPqfqJSFKm/iERFJwYpwdW3VdIz6WL5KoXmoypKTgFx4oRtSWSDmYRJB5dAELp3COx2pAxRvR+Nifs31yR+f3nrBSw4GaN9craWXNv2Cr3OXKJyNlnrLiLsNKIU9JKjVKWB+lTv3PH+DhYvkTlrk1j0js6QWoYP7sT//BNkfugzaAkrSkKAN18mSKYIhpwPBnORUvG6vg7BWuWMQq/Uj55IEswT/R62igLcS68CoGOGad6YOkpBtAefko36t6dEz5wqQNsUmKsdsCGr0JQIs6BWRolPYM7KZv/4BSgRL8FTh5DcReiDHwzm9J4etFdfRn3sUQAmE6MEHKAkoC5aRYGlnOF8jaCjAKOUAE3mdETcw5eObGKoIsa+kTfTYM6YCFDylY/NeZ+OwBESWozFrnXifbtT8/5SzJyluhhJk0DXSWiCli+mmJBVJRgfYegshXy/lRyLkAAe5CCKZsDy1a/RXP4KzyBmqDqN2eSZS4i4UqZY/4TUcj5mTtc04iMDmFesxbBSFN8sI+0UJ3tY99Rd7GY9Qy/ObU7Xx8cx+MYI61YSw6Kvs1guZcg6iqkkf5b75RQzlzUBloUCzAUS4nEtK4elu6MsUuqJD45icueS/Ob38BRDRInjjfbMC+b0ZJLwiW5sjSkwV14GhYVoe/cjGQyYK9zpYswt5s8j6zCRDdX7xgB9XifLUFMn6Dr25bU4z1xK4J0m4To7I5L7RD5gPOes1PtWiM/zLjBnKiskiYEN70gcXgEnF0vUn3agqyp6R2e6X877yLOok0FKvvxRJEkiV04VyvLzMEyMkpUtkZklzpWl0o2JmOhRAkaah1LvVYBy08fBM4T22uvpz5BVV8vVX8/ijruXcnytD1+xndf9T9O/90nMCZnsAz0oS+vRonH8O6bZOd/2QxxfKNaSulYd3WxBaViEJSLzo+NfYEDv42fRe9FicYKHTuFY18BwtsZENlSeMLDMLma6DSV6yfWJdWTmAOupMOfZRW+zLqHrMgYV7KoZl+6iawaY06NRiMWQMjN5OHw/ANebPkE0sxC76k8XE1ZknM1QopecbXcRv1n8LgvrLp3zvu8Oq8lOTjwLj2GY4cdeSv99UBvALRWjXHs1lq6TyItTbTWDfrInZLwFoKPB8DDWinxC8zBzoeNdhF/aQUyavwfMv6sZxWHDeb5YLzS7A49bR9ak95wxl46BARpSKUFbo2C/dFkhjgnF75tz+JTj7IDeR6t2AnvUQNaQlb4lutijzTq7y0/g9tnQZTAUlTD+ia1oChhUeQ6Y03WdxP/5BlqGkzF3w6xCsaQosKAaE3ESHYKt13pOo772SvqY8D4hXXeevw7d74fePqrVSrqi85MT/+7xHzD3L4ZSXIr95i9g/+zd/CR4D4fWfg/nN+7D9ePfovZ2E3jguwBYl28g85pPU/iVB5AkiRMnhMRyKs48E16ZvBY9EiK0bzuSolC568tEJQc1NwjNdbimmHhXC8nxEZYvhwU1GiaLSoGSqrSP9NN4WGVDcBmyLrFsfxzcbvTBAaqdQiLRPJQ/C8zpkQhPnTVEpcfKoh0eiq79AkZnNobFS0HTSLafZBWr8OJlgAFyNl8LsszAn+4V7xmcwOMG69hSbDZwrxZyj9bX5kotm5thqeMohiSgQ2Kgh+s3FkHUzJu9M5i5iZH0jLkHeRAVldsmPw7AkP8on/i0mfWGNQwxRD/9vPkm/PSJGoZrbqdv2295uf/XbMy/hhyzkD0d4AD11GNHGCM0NUESI/oZG8g52stFL4IjAFVZ08Pd43//M2oyjnzJ5fyt7z7K7YtZk52y0N98DRUrr8FvitD+1WuxYCHPXEJfCszp0Sh6Rzt6XR2xgU6SsRCOxWtQMsRGstxXQf5tf+X820/xc37OJ0cv4XTrP8T7jolkIKPDi6RDYcSFe0jicR5naOIkW1+DP+e/zj2Dn+br3wH9dBeTh96g5UuXceS/aumsBlmF8nYD8ng2F458lD/wB1STSHQD2VaQIDYxxn72A7DyEEglpWSU9mEfN5P5f9l70zi5yjL9/3vOqX3rvar3fUln6XT2BBICIYCCoICiiAouo44L6jCDzIyOgorrDII4LuPycwEFlZ8KyhYggQRC9qTTnd7S+1LVXV37XnXO+b94qqvTSZjx85s3M5+/z8vuU6dOnfOc57mv+7ru6w6YWDCK+bIoHauUxUatLuRrTJrcJEZOo2UzF30vzgVzABt2ixYGJ93jAsxLoB3Yd8Hn1L0vossysimF2V1L46UCzI0dEBKjxSBUHxu9AMx5Z3XMjb0480nAL+86gITEtqqbyRlh0zGZuCmDLSWhmhQs5RWkhoXM0uAoItIs0FzVLOjngTlJUbjj8ZfZfPX7AYTUsllmbGQJkERMAkQUZJZ5xtzdM4cnV4Yn32DetlagiPiJIS6teBtKTqb/7Rlqi8WCEJBHqWuUsa9tJX5yKYhInZ3GVS7n6+V0zBU1uPwZctEge/yi/Yfll+8k64gSKoa2SxqxWCRWdwswZyitIKWKm1Nub0GXISuJzK/u8y7JBFmSWbrSZrIhP8pVb6J1CKbTI8Rygt3Up6fRT/eQsqUJFe/A0bkZVYoTqU5gCy+1mfBYGpCQmIqdZculBqqqZaqqpUJ7Aj2bxXvfxzBWN1D+yS8AEFXEvErYYbo7vazh7BuNEAvY4xb8ARHEdAzAVFkM2WomhMiM2xorab9NzMXpGijOOjBhYm5uBHMuwQnDRvQTJ1FykMskhBNm3smyfDaDew6GtDDbdhjIRQIYi0qZNF+FhkzwwFMCzP0FNXPaASFF1Y8dQV9YIJyZJ+aA5oiHyr99H5XWRrzpcU5ahNx2QStjdELcg+u1tyCr8H/V36K6StGQKOl0Y+240KBgOCbqbVe4RKZdHx0BRUGqzfeMbK1FkyUUlcL6tdieYK4yw0RrkI5RG5JHAMmjHMXjW43lXz9Jl9rNndxJFDGnmhxrCBj+cmbOUFaEZDSQPYeZy4b96NkM5taVpFoEmFv45Gcx+6f4/LqnSGKl8Xf/duH9PC7WhwQ2MtNiXaiR6/AVhTDVVSw7dhHMFYfA3CHWl3haBGs5mwt9PG/KMLuA05ojvO/PxJzi//2BkwLMeQOFoB0gOTiJnslibLAy87jY4+Wtm9Bfe71wn1PD0/nrquWtL4n52NqfA0lH3rjU9mFxLJqf2LvbcO5YSy4QIdm/3KlS6u9DB+Q1ApS+ITNX50ZFYft+yJogbdFZfUoVvzWTQWpvQ0ulmfm3xyjavRHHxuW275LHjS0+V6iXA8H2mcigF5dQXiERHRbrnbmhEvm6N4PZjPbi3sLxtjUtqOEYu37o4OGee4kYEhwsG+LgugzV8ybk+QXMl21BtlkI/kk02s74Agzf/mUGu4xUzyh4VEhbi1A8Ij5YP1zNjcZ38mD66wz27EPPZHFsXcmZWlFK0HgwRYdtHRZZSBvL5qwYyoouup5YSvK2rrqEHo1DaSmOpAGXamdEOwcY5SWserGLP+f+gCUJVzluJG4oRtGy6D3iHVhvF3VzJ5XjDMeO4IxA1Zb/GswB1FqaCK80MfmFH6PGk8T1OBHCVMkX1lVmZ/14fJqQWaYFiHI1lZE4dZbEidfQEktlA1Nf+ilm0iTjGuHnD11wruiBHhxbV6FUlCIXu5DKSpit1imPWDFKF+/rtzj0sQnqxyWKNCfDG4WqQctqZDAh+ecuOH7RcXZKm6BPPY0xlaPYa2aiMU77SSvuGRPPa3+iNJ/YznlKGC+LIQG1UzID+nL5Y+6pZ9Bf3s90zMXIZx5m/pfPLvu/vH4tRrKF9gS5L36O7K03F4Ba5OkD6EDpe96M3if28mZnF2E1QCB34fX/Tx9/BXP/j6O7G2R5ydHSvG0n1lvuIP69b5LtP42kKFTd+wOsa7cQicDEBKxevfT5rVvhWHonSbObyNOPET/8MqtTT3G84R5KylowymZiNQIMLBx7nt9PfYeVD7dy2R+K+X7uASZrITHUg2S1c8h4lJWZVlxRoKICfWYa2S+C89dHPLhxY8DAFFOMjb3Ea1vhHUNrkXTIjIsNxJiXn2R7T7IRIQE5whFMZZUUb9yNGgtjrmpk8OweNAUqrWLhWnG1CEi9hy+kpvt6slTLQyiq6LuVnZ9h2xYZZaKJk5FzwZwfpbicKFG+z/e5mZvZWnYtSg4m8325NiOCk0McYigf7/429Dl6tjpI6HHeVvMJYFFKeKggsQQBKqurwbJrJ3Elxad+YMYVMTD+6ceJxrOooQDj3/40/hoTxzpijMROcUvd3y/L9FS++zNUT8PCgT8w+tBnqLW1F2SW+uAAqCqquww13y3a0bkZ2SU09mo0hN8PjblWPsbHqL78NuaMYsGa6mljTWcSa9JPiVqEtyzLrY/o/Fn/M9t2f57eVfDb5C/5nPXLSMDgF2+l984rifYexP2WDzLcCvUTsFkSDMo/2j5FihSPmwRQjZeJjNzcqUEOJl7CnDOw+jRI1TUY3ZMUhaAkYsdLXnZntUJJCeU5EaAm802poh47ei5LcuzMBc8ZYC49gUEyFqR2zY4uipRSTqzXQbEhtXagfv9hkeU8Z2h7XyRQu54Sk5fipjpW76gjmismdCZv+JCXh+ljo4Waz0UwNzmuYW3upSriweOFCUeArWylsVpkGevGNJQcWLKKAHOtNUvMnNNGuKEUWQNPURva8Ys3yK60NKJIBqYSwtFyYlQrbAYZVx/oMnXWdsHMVYl7Vtm7wP29t/E9288BsK1sRDIoxE8OY8taaTlSzImuUTzlYkGI2qaob5SxrW0lO7tAdl6AifTIDMW2FKn8nmqubBRF4ZLEvszz2MfaaZsXcquJejDkDVDWdCuEgjpxg5u0lsCUAteU2PQz6byG2+eF89oS2BQn01/5W/ruejPSps20zopkyKIJirrnWdImsJpDqA2X4+jchI6o3bCeXQqWTLKZYrkOysbYfIn4+9oNSoGZi7+2h/RwL+67voGxtBSlyMFsuR/jtHiuR3ctd6x7oxFIeynWSgkwhyMKNdMwXatRsn0lql+4IsqVlbjdbdjiQpZUHy+lhBLm5oQy4ImMkCwbchLoGloiVmDmimcSVPsMJCq8AsxFAxiLyiitK2da2kLwwJNQVf0XySy1/S8L1yxdR9v7IqHsPFEndLu24XzrlXgsjURzAeKZBVRMTFHP6FkBkKoq2+ne5+LJohfw/fCPZDQLzpoLrb8BfKlxDJKRCrOYC/rYKFJdfUHCbigrImOWMORgLCaC0EUw9+zV4Df7WdkjQaUHHZ0jHMHa001bi4kfKN9jhhm+yBcBaLZ3MZs9g2TI/kVgTpIk0Tj8HJYrMy8Aj+rPMv9TUQtVcceVSGVl/GF6Iz/jdlaPP4U2uFz2ph8Vc1KAOXG+GqmOpDVHun25pfiizNKUdGMoE/LzdDKDbDGRM1jRJ4QpQ3bGT+nUKbwrnIXPPrH3BMbqclBVMj/8IdmPiqbsi+Ynob7HGHvw06Tnp5G3bUEfPsvY1AF+9J5niEyOCxMrTeOTX0+wwlvM5kNAeRFSaSnnj/jxQQxlRZhq3bi2C9B5vtRSmR0j5yhDsueff0kJOJ0XgDnFbkV3FdN1SscaEbLozn1BYX4CyB1tzP38GbLeBWruEQxvcnKIkX/9BHouh+TxYFNjtDUsOY9abDIyOhmTg9p6uWC4Ya73IJlMSOvWoh1aYvLtXYKhly0m3rHxLn5o/jk5AxzdCDXTYg2VV66gaPdGgn9+DV3TGL79y6iROCMbDHT06tgyIWJRHewCnKn+IPdavwHAfbJIBNlXNzPcLPaVxpfCGCUja2xiXSyZMWKsvPBeA1icS2uWFAgirVqDI6phV82MqEOFdV4PiTXzVH2AOdlPU7qGIkMp4bQocdH2ifKLFutqnEoxx2MvMyQN0ep1Ibv+Mnv7KrmG8BormRk/s99+HK82U/j7uUPLZJHDfjxe8FXJol4ScJRbSA6PMv7eHQR/80MAEr0jBB/fg1nKkHWVM/nFnyxjnHKRuJD/X9olZKet9RjcZcxWgWfOxH819PEJZF1ijXEDQ+tFMi6XzpKVLTB9oVKrXKrAjJlT6nHmdC+WpE5pqoTx2hANAxa2n2jmUHQP9Im4KqVkGU2LeGNFj8ZA/HjhXJm5APFb/4Y0Jmz3/zOuK9Yz/MGvLqszVTasw4BK9mQfuq6jvbIPEonCPUse7UNXjDi3rUHrFd/TUiPi2rOp/31Sy7+Cuf/H4XAI2eS5jpauz38TyVlE+LMfXSaP6BN4ZBkz53BA1zoDh+Sbie17iskv/R3ebA3yDZ9CkiRKTZVM2Rb4440KH9I+wMNDd1JfWsmumrfxvP0A//g1uG/FYxx4dwNjiT62kbehLi1Fn5lGnxcb2P5BD9m0TDXVTDHFo+mfoctwm3IHAJkRMYmVxhYkq41s30nWshaFpXqJ8qtvA8DWvJqT44Jd2VYnaiaqO8pY0CpJDy1n5hIJYOoMCtkCmMuF/CgKVCabmbGeJZsvNs4F5jGUVvAwDxMmzF3chcVdT8U8TGfGAOimGyPGZWDuuZddHN7lpGYK3EdE9mWUUQIELgBza9aAvmoVSatwb7v2tZvxtiT48enPMnvH1ai5FLmyIn4z9QBlpip2Vb572e+RutdRGTBSUd2N94nvUi3XMZkYEJt1rwAeWYssbL8lCVpaeN78MjqgRkIsLFAwySi+5FqCbiOSJtH/egNXbMmDALmGGWeU2x4BVVLRNZUXbrBzs/U2DMXlJFxdqK5GWv/pp2x8YoKXtiSYroXt+xU22F7GUymxtWg113EdX5K/zEKtlWS5QALBf7+H/cM/pXuqDJO9GM1mgaJpKsIZKjLFBTAHom7OmRDX5J0wUWLyECoSm8AbSS3nUhNUmGuRJbGkyJJM10ItJ7vAcOh1DA8+DD4f6q+XWl3o8Tj6oYP0Fm3FYYhQ1lKHyyXj01aBN9/PaDHzPDZSYOZKEZvz1ISGrbmXpkQV6/NY7CZuwpETAFYxW2kbAiWnkzGBta2O5DlgLug2UBwEeXX3BTLLxaHIBqqszQVHy2gUggGdTAYUTx+WZAtf/xedn/1HGkujuGceH9S3XEGrIqRMsnlJQhk/Psial0oJWIKMpvsoC0jES33U55k5ECYoWiZLenIOW2aeSbNgvcz1bRhUsNR3cKjsLOoL27ikUrB+E/Vg9CyBOQBv2EXWAM6oEWOeJUhH8yZIPu8FbQnKzTUkzvYQ7z9CYqyPtrorARiKiHujPfs0oWqRoLCt2YljxUYSNkhZoaw/sey+GaNNmKtH2XqpuJZ1Gw0MDWhEozqxA88imS04rhBZ61SHk7nqAPU/3o1nWubw1qXM8lisl2Tu4uAukPFSZq8hXJahOCSwtL8CbGtKC8ksye1BkiTcczLBUqjtjVCil+CPTJPy1POsfjW6LKPkS1Vy0WABzLkmIlTMWdFqZtm2QyEX9BN74Y90e85wNHIN8cHjZEsc4J29QA53/tD2v4x89ZugqAjthecYU8+SNcF6SSTOPPleUnWeI4R23sSXSh5gLA/mTLVuNu4pZqBknP6fPILqrkaZvziAPP891EdHCgkREIAq6ZAwZmA0KoDCIpj7xXthtdTFNb9JI1V6GGOMIEGSe9eyulthK1v5MB/mQR7kJCdpdnSR07PUrBtmevIvkyWJXnPngLm8U3Lwj8cLBli5WIgFv8b8nM6jtg+RwUz264Kd03WdwKt/Qj16DGprUTGQnprL/w4x/wMrl7Mws5k5bCEDqqMR2eFCR0LJRDDWuklrBkin0b1eDN5JrNPD+D4k+oLpOQOHR0+hFpcBOtq37kf9+U/RMxkhabNqRE4JAJoYPoWcr5vbe/p7nKzqY6zWS24hjD45QcfpLB9+/33UzprBfPGwK35iCHt3G5IkYWmtxegpJfrKUnCqpTOYkwuotcufp9TQiD4xdsH5lGoPBg1WvOzGOl1MTX8A7VQeHLY0M/ONR3Bs6qRol5B8Luz9Hd4nvkti/AxqqWDCVlYutYowpMV7mVYVaupkmPOBLC81cN+8Ef3o8ULdl221uM7ia7agOGzcaLuVTeNuzCnoOC2OkdpaKbnuEtJjs4x89JuEnn2dsgc/wIwjSEe/jKSqJFQzsYO9yE47ufkgdXI9d5rv5unm1xi8QUFGY7gzS0kASo550XWdboeQWpaMypg8FwdzRkP+pdcl9IUA8uouHAtpzFmFGDHm9LzLZp6Z+03T60g6XKO8GV3XSfoT5IpKyf3rg6i/flyoo+zbORJ5ieHKCO1a+0W/92KjWq7Fa/NT+rbLmP76L5mKCWawSqpedlx2LohFSuLxwZxHQk/EAR2rRUciC6pKdkawuZNf+j84LFkkXcf23puIvnaa0HNL7Fzs4GnQdZyXiKRixVc+RcV9n8RbreOZ+a+hgT4mvmdt6RVMVUWIuVTUeBrVWQyzXvT08hYkkiRRI9fxQlZIHa1JsNRUkbLkqBsys2t+Gyoqh8wCtMVSfkZT/TjkIlaP2DlrniJHjuTQJONdN2CJL8AnPkHNP95Bx2+/grmxkv4b/4nUiNjrpC4Ro+qne0WyI996RZ/zoedyqDM+lNpKJFlGP90LVistjVcAMPJXMPf/r7Fx4/Jec3JZOa7Pf5Ps4QMkf/WTwt978/Ni1XlGftu3wy9HbkFPJtCHj/Lw/H1s2Cao/zJTNYeCz/L8FSqd41Ye2vAq39n4Kv+46hf8xwu38q4/2AhYkzy6TiDFS+z5DcjlFFn3fLZ4Juvm5EkKveYeq3yJdSckVnXfBpJEekRQ15IsY+hcQ+7MKaxYWcWqApgrvextKHYX9rZ1TMvi+65fueSMFLCvxr6wHMz19cFKs7g5igqK1YGad13qsjejNoyw/4COruuoIT+zdUa+zJe5gRvYwhYkkwlP2MxMXu5nxkw33RziEIN535Fc3QvMyLNcNlbP+L/fjZpKFMxPFpm8XE5cy5o1EFsYR1PAqZTQ7Po4O/fCU7EHOK4eRZaNjLlTHA0+z421d2KSlzfHliwWpO71VCwooGmUjIeJ5UIEp3vJffmLUFFBJhUhZwBrQyd/Dj7Cd5PfZLQJor4wqroE5hSzlXh7DUURCS2t0+oRi4w91cyMeYGVZ+C5oX/ntXsuZ92CkCbMTOu845l93HN2PxXX3s7J+Ks8pv2KLQehef4GuqyHWLNGMB+P8ii72c3J9iTPXzGLJkFu/BCnW9OsO21EqqkVhheySmU0Tr3RjRdvwdxAqqrGEppFUSiYoCwYwsgW2xuCOV9qoiCxXBxrXwqwUA4zjQbkK65EWtuN+uC/FgJf7bUDkM1yOCM2PbM7X59XsoqitMimSQ6HYJvzMssSSjAiAOrYRBxz7TDtYReb8r20b+RGjNN5icQ7bmHNiA0pq5Iy5jC3VgvmyxtAdtrwO1KULUC6uQYmJ9D9F5ocANRY25b1mhsf1fD7wV5/hkBfG/92f5q7P5HEUCUSCpVekLuW26nb17aSODlM7FAfK14txSiZ2et7nEq/iUR1kIamJTCXOHWW9NgsaCom3zhzdiF5M7cIVwDv5npiNhXzvm6u6WxF0mGiUS7Una5coyBJ4Jv0gQROWxWmtGCZ03PC/vp8MOdPT1NqrCwwJfPP/ILSy95KxRwMTr2Insuhvfg8AU8ZoWw57rWrMTiLia8Qz6xpYDm4SE41Yq0do65B3LPujQq6DqeOq8QPPItt005ki1jrzm4X8/YTgV+x7pCRw5vTaGhk1BQfO7KJR8a/ctHnEsr4KC9vJlKWozgiDJMAIg0pDEGfaIBbVoau65QtaESdUHs6RElEYSHnR+/qJkIRqVUbUFRxf3KxUAHMFY0FcHmdUDtLfQPk4iFIJNiiPc6L42K9DWf9YpF5g7kDwmxGHxpE3rkLeecu1D3P0SOJTWGrLIxKKi2NAEQ9Sco++HYyK9YUmDnFaqZrQDyrnpYpLFdsRz87vEz2tzi8oQEc3hha3rRFHx9lUaq8OCJFGiVBGA2JDEg83+rCnIYvTnwAcyyL5HEX1v/oc920tovn+FW+SimlfJSP0ugQQaB7bd9f3J7g/PqzzLxY+6IvDVJ+o7inufAC/b3ifFtvquZXvAvtF4+iz8wQ632d/n94C8He/cgb1yMZlILM0hMSLMhC83JgOZWYpzgkQUUjkiyjmpw4lTBKpZtUQnxP9lQ/Vdo0mt3B7E4BQoyTO5Br+vjj3iKcchhpZgp0HX1inPjJYYwr0+iqAATxs6eQNqwDRSnUmc60x0kNTxX6Aj73eilSOgdBP3pyucOels2R6BnBvk4kZyRJwrm9axkzlzreh1lKI63KB6mL63VD40V7zRk9LpBg17c20/D+LwhOZhReAAAgAElEQVSr9uPHobiYwCt9pM5OU5OvlQNI+8T6lZocwi+JtaSt5Byzmon8/2MqtfUS5tAcppqKgoRR3rxROHrmJWuGYieN//ZJ6r74gcIprh1spWYK7vq6CrKE1NxEybVCSeH7jz9S+rbLCL5LJBc6zojrSplchJ4+iFJeguoXqoU7LXdT4bXy/fuGyMx4GV2RoX3AgDEdJz3u5ZqSd7HJsYuqo/IbMnOmtGBo9KpqWFhAWrUaR1hDyfdBHNGGmdN8/NT0KO98IsOPqp7EmoBLHFejRhNoyTTx2z6MVFJC9tbbyWy8lHUzVUxmz5KyQrtn+0W/92KjWq4lqAdw/c1VqNEEY5MCxJ/PzGV9Acx5MJcyqURcQHERxkwcKZ+RyvmmSfSNsvD4i3i2NAJQ8rmPYarzMPnFHy/JDA/0gCzj3CoCU8fVl2J+0zbm3TqeCXFMKDPPVOI8M5j80MfGobqKtUWCzRrepJKNJNHy7Qn0qQvZuRq5Dq8ukp6WFKgtQn3WMGihvXwzLbTyylaRGAwnZhhL9dNoWcEKz2VkjTqnnv0lPVs/TIX/DHpjE65v3weAsdRF51PfBE3jzHX/QC4URe7KS+HGxtD3v7x0ET4vkX3HkbUc1o3iGL33DNLKTipMNTiVYkZSff/VI/sfN/4K5v4bY8MG4ZR4bv279Z13YNp6GZGv3I2a1w2fPg1WKzQt31PZvh1eC+1AK6oi4FjFM+nbC4Dv5rpPc0v93/Pts3fy/gcjrFCWkKB9OsibDpfyhXvhXvf3uWflL6gqEZp33S76eWk9p9DsTlJYOXRIgLlDHKKncp63H6xDsTsw1jaRGV3SIRtXriXbdxJd19nIRo5wBB0dg93Fukf7KV1zOVO1OZSkia6KpXobvXYV1Xof0cjSht7TAystx0AxoljtGEsq0HNZ1EiIy2pboCjCb14IoMUikMvxL1fvR0fnIR4qnKMyVYLPGkHVRdCymc0c4QiDZ1V27IDaGx/CnHPztut/TMY3ycyj3+Iwh7FgYTXiJR0chEwGurogdFBkhFyzMQxrN3PLLwyUz8PPb5cwf+zveH5bFIts5y01H7no85a3bMNyog97Wze2vKx07DNvQ/d5Mf3uKdJjA6hGGefqrRwPvii+vx2iXhEcli/5rRDymCld0NhUtAdHvr9MbHYlYSlMwgq7huupGAgU3CWffUrQmD0nVJ5+aYqv9L2b6kw5tzwOZ0puwSIn2dUsgJYLF0/yJKvmPRxa5eXeL0B/e5akDda8nkSqrsGXHAOgNKRTa6ohTZoweQleXjpWVSMaArst9cylJ7C1dBEfWpI6nDvmzgNzWu9pup8Sgdqx4AtIkoThU3+P3n8G7dmnxTEvvQBGI0fnxI0xuUVm3drShVWO4h/MO/E1NBXA3LlOlmfDfUiKRuu0wsd/6+FFXqSFFuRhIYHSrrmKdf/0W4wZyMka6U7BKiUHJ5GdVnzKPKUBSJYIJi/3ve+gRy904aq1tTOTGKY+D+bOnFb5/N1hrLWDZKc7+OOLdj5yp4ls8QySKlEhuZHOcw6zrW0lMz1P8OmDuMpr2Fz2ZvbN/QZ3wEG0Kkp9o4yxogRjVRm+gR4GZo9glpJIiRgpp5UolcjV4v70rBYbbfdJiZ2X2KkO2ZhqtxZMHxwOiZY2maz3DOhgrWxC0SQUTSbjmxAZ02Bw2TUuZGYoUUUwLJut+J9/FHnXVbQOw1D4MPqh19HDYeIE6Qlv52DHo1zFVURWiGvaMDlKxLvEqHlPN6AUzZNUBavWvUEwdGf2jpAZ6cd+6TWFY890i3WyfRDWH5YJluqcyh5jMjFAWktyIrj3gmei63qemaslXK5RFDJS6RPSoFlGsUV9xMzlSIpCenQAV1jUDpUHjRT1ThN1pbFtFwZJ82t3o+giID2XmSsa8WMYL0UrDZKIz4GuI+nQ5P8jZyMdGCoaCS2Iufaf1c1p+UBC3n4Z8u6rYXKCAVWsH+tlUTu1COZ8bjDvupymFpnRs0tgba2/DUmDs7c4MV+xXbBJU5OcP7yxYWxj8yTG+tBjMZibW8bMZcmStKpUzEmMxnvxJse4t+dmjGlYcxoc/fmsdqWHoxzFqBuRezopLRNzq4QSvsW3OMhB9thewyAZcbT3/eWNw6vKl9XMpeemQFIgreB5vzANy0UC9J0Wv/3mW018n49CLkfu2w8XAEciMo28YR3GqvICmCufEgk4f81yRsCb8VEezGHJN7rWLMXY5QhqWQWJoJCHqY88RhERcje+g7HEFBl/Je2OzVjrhvnh40bKlKVeaProCPFTw6j2MVzrdmLy1JMYPoVktyOt7WLYLBiLmbYYqeFpIcMH7HocNBlUVSSyzhnJgQn0dAZ795JLj2t7F+mx2QLzmN6zFwDDJQL87GY3d3HXG/aasxaLpFe5qwjNLJJLen8/Unsr/l/vwVTrpvRtlxWOz+TvbXJqiImkWJPr7eeY1YyOoQOxuQQ1dTIl2TkMNUv9/KTNQg1zrtSy+jPvwt69xFDtOGpFV+DwZqCuFslkwlzrxr6uHVNNBS0/uoeBpNhjOpLieRl3biP4zEGUihLUvATdMJPgjs/VMtDg5dfKrxldkaZ90o6RLPHjgzRbOvlB2wsYxmLLnE3PHYaoYB21thWgqkhNzThi5GVF8NHEe+mMVPP3zQ8xVadzeXQj5X5Y59hB1ivmsLxtK6bjBzH+4icQDLLmYz8rnL9j1dsu+r0XGzWyWEdDHeKZTYVFAuBiYM4iJXFHhezUWwlUu5H9cyhWscbm5meY+vLPkG0WnJYsUkc7SqWH2n9+H7GDonULiHo5e1cLinNJsj2XmUJTwD0h3r8fnf1H7j5x1UWvWR8bR2psYJV9MwoK/h+8law/AlUiNtQnLlyfaiURI1g1C8YsRJoUJA06t92C69ZruWZ8FUP53uALsQlGU2dosnRSZxNz/uh37qHMGMaiJjB96yvC6CQ/rG11dDxxP6mz0wy843PoxSVodieGkB9130tL1+3zEXj0WSTAda1Ipmmne5FWdSJJEi2WVf8rHS3/Cub+G2Nj3l34XHZOkiRcX/8+ejxG9D5ReN/bCytXihq7c8f27aCh8MquPXzD8GfWrlMw5utjLvfcwkdav0lT1w2gaSSPv1r4nOqbJUsWk6eOS1d9mKsq34NUIhYs3SwCGv3EMZRKD5WVFMBcnDhKDt4+KzJGpqYVBWYOwLByLXooiDYzxUY2ssBCoR+cqbyK5MmDTNaBy9+MxFI9WXHXamxygp4Xxgp/O30aVtmOYXQUo5R7MJSKWoXszDgrLSK4eOrMWdTAPPsugz819PB5Pk8DS0X91XoVOUVjPiUWhS1sIUaMGdcZdlw/QvnWp5BOfJjydbsp2/UOpn/5NQ5mXilIMkGAShDMXHT4OEZVxtwzQLX3MIqscvvPIFQq83Db0xzdAG+y34zTePEeV/KWbZBMUrZqJ/bjIls1qY5hfPz3yJs2kxg6hY6GuXMdp8P7AQHm4vMiOFxk5gDmDQHKoiZ2V/ya5MwEOd3E6HEBQGerhBSA2RnIg7lnnsxS1yBR7tZ4aPx9JHIRPnFqJzanm/3BywFYbVwKEIwYudl7CetHytlzFXz8u+LvKw5HkWpq8aVEwFEUXrIgLtTNVVWDd5baWgqNw+dSE9ja1hIfOnFB0KBqOfyZ6UIbAwD1149QOS/jMdZxPCikSPLbb4GaWtRvi4bn2t4Xya7diqKKTXWRmaveIOpFBl7Mm6A0NV8UzE2r4v+NfUmKSpu4AiGRIJ8ZjpnSrC66FFNezutfkX8BNY1kuU5Ci1EWVkhKSaRtl6Lefx/plhqyn/oY2umewvfUWttIaQmcteL+fOpvkvzp5QFkY5bbru9mxxVGvvptK9YOP6VzCr3pNcRiy+/RIusWfv4wjk2dXO55JwuZGZS0mbn6FIfW/IKP8BHec+A1NnzvfjbseAeT3SKQku0qgVwtklu8Q4frvHi8Em8x9VBSKlM/a2KyfvnisqZbpjh9BGMWdLeYeCaspL3j4MsHpnlmTtM1FtIzuBIC0FTe9HEy/hkis/20xjxMWfxEXvwDaauMnA3QE72Ufy/+GnvYQ/8q8b3ugMr4EyJImJ3R8PWKOTWbEoDc7ZGpqZOIH3geAEcezGnZDKdqTuCZhXRoBRuOCVCwJ/w7xuJiQx2KHiWtLmcyEmqUtJakxOQhXKzi8klUjIl3fjI5hD05R9wmAs3oy39GzmMNXXNTMhYiUZKi4moR4B7bcSeWH/8HAGqemXPoDuRpH9qYuOeT8byCQQdraIhG0yBq+7VEJnrQJP7Tujlt/8vCOXTdeuQrRWA0Jo/jTBpx5Y1akv5ylIzEeHMFUlkZTS0y05M66bxRR3lpHQ39VoZuMCLnHS0XGZ/FoeoqQSVCURjRSibP1kgNS1nECIKNqJqR8GrT3H3iKjLZJNUTNgIVCvqY+AweD0c4Qke6iypplhLnkoz2vbyXdtr5k/wn6u2dKLW9TE9qf5EDnKm6nFwwipYSgCszNwlZE0VXbsK+eiVIErlIgP5eFVcR7LzSwIyhgTOdN6J+/0dkpsV8Sjh0pA3rMNWUF2rmXKM5lKzEXEV82XcGNS+lIR1Xa6O4H/YinEqYTLGb+Lz4XdIjvyCLAemOO5iMnSUz20i9dQ3IKtnyIYrlAM+9p40H74Tc6V6y0SG0XBDPWz+CvXUt8WGxFkV2rsbvEvVbM21xUmen0YcGSSpOmhhD0w1gMKDtfXHZNS42C7evWwI+rh155808O6ceFvID8zW7mGGGF3mRwxx+w15zekYA1apKCceafO3x5DhSayuh5w5Tcv2ly1w/z2XmRsJizag0LAdzqt1FemKOmjoZN3NkS5f6+UmtLaJVxzlg7vzReSBA6QK8sgOk2qWE8Irff5U1r/0AY1kR/cljVBrrKO3chtS5guK3XEZqcBLJZi0wc9HXTrPzd+VsSHbz5fYfES3WWBGuFmAubySjxhJo8SSmyrKLXosSDYIOuZpG8YcKD44YZNNxGuVmbNj5B/Pn2ff0v7B/k4mamItmYzvlxkoyXrFnGStLkWQZ5T23Yuo/yaqPfAtLSkJRJVoq/uu2BIujShKgzV+TQTIoTKfGcOLEKTmXHZfxCZllpVHstT1rQCotgZFRLE1ib8xMT+D/9R6qPn4THDuOlG9a7n7/dZjq8+xcLkf0YC/OS9csO/9MvqylekpFjSfxpcbwpcaJZS90p1wEc1bZRodtHT3aMXFf6sU+vmgsdO5YNEEpyxVRbqpiyuOnYsJC0VVXY2qpZ/efdLT8lEymw/hzs5i/dxLtdmEY51+XosbkR9qwHvmmC8Fy0c51tPzwbsJ7jjD2dw9BUxMmMmj79qJv2ULGKFQpkeeE4Y514yr0QABmvcirBCHSbFn1v9LR8q9g7r8xFk1Qjpy3dhnbOnF87G6Sv/0F0a9/jtjp/gsklgAeD7S1wVMnV7LnpLD6P39Y124Fg4HEkSWaWPXNkIkFsV96dUEiIRfnwZyyVCuB28PmzUtgDmDHK1BTJ15uc9MKMmMDBdmbsVME0dkzp5aZoCwO/759DNeaqT9PC960U4CQsZeXpJanT6l0Wk5gMFiQy90Fc4bs9BjNiI1l0jDCQN8U9/8TtCVquYu7lp23xiSOWzQaWZROsvkQiZXfRULh2I8+iqZBw8e+QU7LcJzjS8chwJyiwIp2lUTMh81ZCbpO+T/tImfWWdEP7638B44rYsO8Nn3lhQ8hP+TNoqi6VC2iOASGLMx+6DqUXbvRNY3kjNhEZlqspLUktdZ2RpohGhAb4iIzl8hFCWXnqS3tYmfZ71G9/aQtdfTubRSfr0bU4czOIFXXEI/rvPxCjuveZuTyrz5AtmEvt7geomosiaGimv7xEkZSK6hYeGXZ9ZaYPDRMSXzpc5C0gitppGosg15dUwBzxSGosQmg4SNfZ1RVDbkcHZUBpid1PJYG0loSvaMdNRYWgOCcsZCZRdPVAjOnaxrqY4+i7L6GdeVX8fL4S/zk/6hIRiOGT3wa9eW9PDxwJ6+ajzLdcjkVJsEGmMoFcF25W8xD34m8CUpjE/rEOH7dvwzMhc2nkbI2KnvmlmrrNA1OCIYymgtiN7iw5ET2bq5+yYlzwS0CvmpTI4mxPkwvvIJp72vIN9yI+rOfkNnURXrXdrSxUWpsIlselIdoapGprpW5+TNjAKypEtJHSZKwtXqp8aq84l/FW3fFmJnW0DSxISw6WgJEqzs49OPdkLHiT6oE3Bqf9XyQx3iMykwF7/9KPdaMkZ/dvQDFxdgMC8wm6sDhQLeY2V99ltojlXQ5REBYP6YyXi1+m57JkL7iUq43/RSXMo8xC1qxyLyajQ7SvgnRloClHnOR7AI5PYsrLK616p2fRnEUMf/Mz2lzi8TP8PHHiecDwoGtJfRLAtwca1zAGYGcEeJ7xPw7/FqOzKx4HrPJpRYk6zYaKB5/HoOnBlOL2Dinfnof/S0JOo45CJrWURlQqR+Hl3iJ8bz5UU7PMhA5vGzOBTLiNxSnrYSKwDVvpGJcJLKmtAmKsvNkikSgGTu5HzW/08VDYE+WEClVqT76hLjGgAXTJpH5zUWCBAlSohchpVPo02LdmkiLd9ucr1fa6XwKf9mb0bJpoi7QDr/OGw3twMvI2y5FMhiQm1uQmpqZdkbwJJfMEV59No5nDhZWCPa4sUXIUifGxNpceuNlrPev4Fj5ALSKuXQ+mAtkvGiyvgTmFtsSnMPMLbLvdRNi35hPT/G++7upS1Qx22BEn8oHYJVujnKUtnA3D669HPfAkqOkhEQHHYwzTrO9i0zJaWKxgq/AfzqM5/Waiw+cgYQBz4dvEFJ/Zwm5yAL9vSqdqxXMZom2FTK/Kv04RKOk9wjHuqRdQ17fjbnWTXJ8jq7GMAN75iibNeFzBZd9Z8Q4T3EIylYJUCs7i3DIYRL2ClQNsNmQNA0fHoyt9cxlR9Bma2g3ivnzzqt+xWyNzvv+bYLPfRliJ4+Cx4diLaJs503YW7tITvSjZdKMbBP78HrjVgK1KYLjw+hDA4zLLXRzknHLCqRNW4Qq4ZwRPzGEbDEVGo6DSADJdmvB1EEaPENWMmNoaeZZxH2YZvoNHS1js0F0HSqtMeq7y4noLgiHSBtsZFIJpJuWB/IFMDc1RP+c+B3O5JKrnz46hlbuITPjp8adoRw/cfs5zJwkIW/eiPb68ne18HldRxoaZseAm9e2Qcaz1H7EXF+JuU7c7zOJY6ywrcf48AOYnv0jxW8SoEhNZcnNCxAVfe00stnM14q+S8QqEj2d2RZMBq0A5rK+PODyXDw5K4WD6LpExi7+LyWSOAzFxJUUx5zDvOY6zT3WL7JyXLRvOZk9yjqHaAmxyMwZzwGKktmM5ROfZEP51bTZ1mKWL94O4GKjOs/MzTCDob4Knz57cSdL7wIWOUm7cyPrzFt56E441J1An5jEXCd+hzo/i2w1UfX2S2B+XjS0R/SirP3n24m93sf0Nx5Biydx5t2jF8dsRuzt1TOQnvAV1tnxxHLjMz2XQ5+cQmoUyfe19kvoib9OOhRAaWkUB12EmVsEc46UAY+lkRHjWWqGHCR6zqLrOpVPnqQyKu533kuOqhkX6x/4IuUpJ8N1MZicxHD/vRf0rF0c7juuo+pT78D78O9Qq+swkoHJcXwtDvpXQHZgCHVqFiQJU3sjeq/YZ6TVIkhvtqwkrAZYyPkuev7/qeOvYO6/MWw2wbgdvYh3guPOf8Z85bXEHrqf39HJZ4+tIfrAl8gNLbdX3b4dnnlGMPsXA3OyzY511UYSR/PW1qpKNuhDz2VwXHJ14TjJ7gCDAV1fkrtIeTA3MAClcfES3fw7MORBm6mlEz2VJDsrFnFDvsdXru8kXXRhxLjUNDabJde7n9k6lbWOpeAAoGarCGjDp5eo6VDfIGYSKKqOXObGWCM20szk2QKYo3mEe5UfMlkP3/beg4nlDkr1TnHeiZAAWm20YcsUIW1/mSHbT2hI3ox3qIa+PrBUNRK8eTcJU5YNmaUF6tQp6OiA9LHn0CQd17rLyVmNLBRlGU+2Y07DzeMb2Oa4mp37oMyXvfAhLI66OqiqRv7a13FFoCysMF2br7WZnSSnZZEMRs5Yx5CReW/Tv5AzwohJyGwWmbnZpAiymtvfhFWO0pj8M6aqRqJjjeL/jWa0M33CQrqqmn17cqTT0HH9AUYb7yf04i2c+OGtZOdmMHpqmPOqnEhdCgOvomeXrr/Y6CaS87PrBfjB+4t55MUPgQxZk4Q3NUaR5sSYg9r8fV7GzAFtRT4hszQJkBapF4FmfHC51PL8tgT6q/thcgLlXe+hiSuRbSH25+WZ8gc+xGcfMPHJju/w8Md1Tlgvo9w0g1LsRjYJmVRlYxHz2XrSY+f0msvlmNe8lLOkVc2U9WCLrkSamESqF5tKcnIQgz+ErMuE84yfKSue0YR1VjQFBvxlIvKsLVpDYqRHBCJbtmL60c8wn53G8NVvoR9+HfU/vl/oKzidGOLFww5eP+NEc4uAYXXVisL16MXjVHt1Lv/MRvp6VFbVRig3hGkoDrF+o0zEIDbbu77TyNf/2YDe/ybKlBQ//qDEiXtvIkCA3x79Nh/8l1pu/GU9T749ydh1q7Flp5iO1pDJwNmNpficCQz7tuHIjJKcGqZ2MMGCI02EiJBbHXyV5oVfoekShpyEZhFg1mQtJu0dvwDMLfaYs88nURxFmMqrKb/ynSzse4LW1UL6NmQaJ+axEcPD7O2vYMNGCy2cKfVSGoRJWznWU0I98PoBFQLifZ85F8yt11mh78W0SSShIj2vMvDb+5msg/aDJShKCRhzbD4Er7hOMhLvocwksvc9eaZ7cQQzYqO1BAWYcvlNWBJWikIwWRTGLfnIlYhAMzZyKt/eATRDFm3SRrgY9Hs+xg32p/HNahicS+YbIUIUZwUAlhcaAZjMiHfWtmozplVbuMz5J0bU7chWO5HOWrRf/uyiJih6IIB+ugd5+5KcLXrdZYSdGrWppbk8+Zv9VPp0Qnlye7FR82LdnPt9b+aqyz6MX/Iz6kkIB8PB5X2XfBExJ4tDkJ4+e0HDcFgCcx1nJGqDpdxl/AY1+yXqHa3MVOrocyJ4H61KECJEw2Q7DkMYS+Lssu9qoIExxmhyrCFpmkZxhP6yxuGLvebyYC41MYIk2Sl9qwiSDUVlZMMB+ns1VqwS83b1WoWnx1civ+lq0seFgUPWJHpHmmrKSU3NMzmuM3rQS4XXwoxhycxJ1VXitjAlQbDWNQJgLC7GoUSImMoBCd3jQbM78VOOXmElKk2zPtVH+YPvxCCZKC7dwwe/byTsTJMzQk/2CJQGKN99G7LJjK2lC1SVxFgfw82ibumaSbEHDad70AYH6Uu10s0JjuS6kXdeIVpUnMOkxY8PYutqLbiOAkgGA85tq4i8ItZBxTtONp+geAZRMjDNNDSIte98MKd659B0BXtinpVdBnx6JUg6UV+C39w9z+YrbyNHvs4qFkaNibmRnBxiaNxMXHbA/HzhfPrIKNTVimTofD8GVAL5fqZaNsNzv/4AkXUNwnAivpwdBWBuDqJRrohtJGGHw6svlLTH1Sjj6QFWWNcjlZUh1dVhaavD3FRNZj6M6hf3bLFZ+MrjFq59pAhZl1lBJwY1TfyYeC8K7NkbyCyJhNCQySaFpFBfCOB01qAqOiltiYnWQ2Gmm41EtCCrbQIYZfPnNl2kHu/exp/zQOuTF//ONxiLwO2bPxnh1dEqZs0LFwVzuYlpjFIWc+caHmj7M43jEvfcdoK+jiwWV15yqKt4/uZNKIMCgMlbl5Lb7juuxdxQye9e/SoDm8K4LsLMSTpUeTXSY7MFMDcRP8/FemYGcjkWwdw6+w7SepLxlTGMtR6oqrwoM7fYa86QSFNmqWE6O0pjsJr4qbPoQ8Pg89GYErGqmv85V/zgB7hvv5YO42oGVylIO3cgX/XGSXeA2nv/BmNlGQuD88iyeL5pu4GcEWLHj6KgYmioRraYC06Wi8zcKvtmLi9667I58L9h/BXM/TfHhg2CmTufkZWsVkp/8SfGvjfF58IPYSwpJvatLzC/s5PQP3y4sPFv3w6LdewXA3MAto2XkTx1CC2VRFuYJyeLxl22bUsTWpIk5JIytEyKRa2m5HazOf8el71+LV87cAPXPwnGFeIFNjeJQDQ9LECY7HSh1DeR7T2JGTNrWFMAc6m+YwSLEmRtOTaWLpmfACgOF0GlHmVaMHN+P7hjorhejiUFM1fTADpkRvqxYaNSr8Ryw/P8fudvuPZPsNt07QW/u8zdiSUJkwt5IICMZ2YN1rc+RoYY720TTN7eveL4iRuEbKrlwFJGZdHJMvj8YwCUXv1OAjtWgdXKJ72/J2ewkTvwMl9a9xQ3/1+J7OyF2aRl93jLNkinKd9xE6VzKhMhkTVNj5whZwBb3QpOhPfR5tzAtvLrkTU4WyqcqRaZucUAt7XzetLGChQpR3l7I6SdmDJuZhvN6CfE/ZOqqnnmySzOkixPmz9Ara2NbQvf4bGfZcl4pzG4q4mFVQaVHejJOKm+JYv9EpOwF09aoXUQrtJ3A5CMePGlxilJWJBNFmpd54G5fP+xRpuPbBaK0yIwmSqOgSxfYIJyPphTf/VLsNuRr38rtjnRKHzO/jw6Op92fZ7vfDSDKQ3TdTJ7QxuoKZrB4qlbds6IdRWWsJiXUmMTmgR+OVBg5kJBFVNDL5WpFshmC2Auevo1oYWXi4iqQXJqFrI50OFk+hDWVpEBnS8OIiNTX7uN7IKXbHApaJHKyjB8+i6k5hb0s8NUmGsxyRamk0MUl8hYLBJ++kj5GvCUOAqfSxXP4vFB9x0bef51J1/6loW//5yZd99hYueVRkJlLehIfPwHXQz6XHzh3e9GV8KsXnkLHV97Av2llwpyzHd8wYGswbc/FEPW0syl65jz6XRC47QAACAASURBVOzfla8Lev5WAAJ7n6A+3/vuLGfRJ0RmVY33MxDdiGp2o8picTI5ylDjEbLjYv4tgrnFHnO22RCWmhYkSaLimveipRJI6TRlCxLDrRCJztDDVuaueoK383Zu4AamHCGKtSLixWZqvK+jaxqHXs2xtrMMp6GkkLgA2OQ+gUsJ43XvRo1HGbrvvUxs9qDL0HHMjjUnkjnrDhmImlIcl06wsugS6m2d9IaX1xgF80GGFhKgoMxch6mxlUovTNXrVDAHnkr0XI54YJxgmSLWn+IszqBYHyOXdvGg9kGsfYdQ7IIlW6yZK0qJrHp9kVgjp/I92cxNnRRdcyOd1hMsDPso3nQVYVMSbXysUBt37tBeFSBUvnQJzJ26QYCrZr/4Tl3XMb2+l/J5iTmTYJUWwdyioyUImTnAIekQUls7+vByZm56WgCdZcycw7FM370I5qpnJL72rztpf9oMikJDdRfe0gy5iB+MRo4UCWBYMyCCdUNieU1gI41EiFDhFL/F2tT7l4G5RWZuxk/au4CWCWFr70TOlwcYnKUk/AsEFnQ682BuVZfC9KRO8m8/Q05Nkvf9ID50QhhwpJJYSZAa8+EJFTOtizU8OTkkEhWyTnEIjNVijTCXluCQwywoYi1J3fp+Fna/A7m0BJ8m6nxrwhGkaADPvMQfrwiw76osVz0kinmO1E2ArFN16ycBsLcKOWRi+BTDpnEqvQprXxFs0ZhxCH1qAknKkmz0cULtILR2l6hrz88XXddJ5J0szx+uHWtJ9JwlO7eAKRVErW8hR47neA4TJtKkCTYKhutcMKdpOvbwJJpuQF8I0LlaEcycpBPomWb0GiML0gLjiPVikZWzta4luzDL9HCEmLUC3TeHPjMjDFtmvcjtLcQdKp/q/FtmGlN4VTe6rnPiOx/k6+6f8mTtIdA09GMX1lbrw2JObWIL9hjs7bjQIGMweRIdnRW2pT58kiRR8uatpCbm0ZMpcsFwoVl45NH/j733jo6rOvt/P/uc6UWjMuq92ZYl27jggo1tDAEMoQQSQhoEAiSEdEIqKW/eJBAIJQkBEngJoSQkhA6hOGAbG3fLlmXZliWrd2k0M5rezvn9sUcjC5vkvev+7r1v1u/utbxgHc2cmTlnn72f7/P9Pt/nNW77YRWvqZvIz61H6Dr6wCAJjz/DzJ0OcAEQDKApJmLBtGLDM4kzrwqAQGgmIYDPz5Flct1ttMkgLT7iQRhUDLmnth7INRZQ+L6G24kffZ/YeWtPee30aN9rQUy56IkMMqCXMpE9RZEoPvWF3em1e85csow53Ht3CTkhE7f+Js6we4JEOheQf/VZaLv2SHl34/zM2xWTEcePL+fpHxzn8Ts7SZTYZp1+ON5DftiJJakTOtHDVEKur9Mqiemh98j5Mg3mznRuQOiCo6t8mIrzEBXlp62ZW9RqZNleFWViEtUo19hapYHQoU60d+Vaad4h16iUQcZ8ZRYZb85VG+hYkYXpuT9/ICs3Pb71bcFLudfh7ZkCRUNXDSSRie7QcCcGk4JlkXye9cNtcp2skPHLIvsq7q15kTJzzQee/3/i+P/B3P/NsWyZLEEZ+oCSiUPDJTwW/jKmJ7dRsH8A+01fJ/L0I0zd/hV0XWdN2vAoK0tKLk83rMvWQjJB5NButNFhmZEsr8WQPVsLrmTnovu9MN0MuKAwAxBbdtr4/F+zseSVoORJVGFpWAwGI5GTJJyG+YtIHJWZwKUszZighPdtpT8db9eJ2WAOIJzfREH0MKGQrJebb2lGM1gQXi9qfiFqfqHsNdcngU2NqCG6cgtKXOVbd5FpGn7yMBWWkz8O/SEZSLX5d6AnmwnnRPnRohc5Z96ZVFbOgLnWCh+OsILtqb+h6zrt7dDTIwH31KHtGONSShrqbCHv+tvw2hvoy1lNfOcWKQF0F5EY+WAwB2D43g8xPvI4+Xc8Qv6kwnCij5SWJNp5mJQKpsXLOTq1i8U5G7Absqgas9FbMoiqgiutKhmOygC3xDGH6JyPARC3VXHGUpXEcA3DJSKTddeLinnrtQRn3bSJifgAn6/7Jbd8KY9ENIHuHUNxl6AlNMbzZWY7vG+mMXe2SQZiYasBRUQwRJMYEhDpb2c00o2j30veho+Rq+RhxMgII8Tj0DohmbkSVW5oseEKnIZcOiOtWCvmnQLmRmNpMGcuR4/FSD3/LMqlH0HY7YycKCLYvoRA8Qvcwi38ht/w9cCNfOw5wVCViUOHVYrtg5gLZm9+amkT+UoH4akooroGXzakhJYBc4d7BjFkeamPSUCSAXOtOzA4c8gyuvEMHKJlQy4CMMXhaLIVSxrMjdk9FFgqcNXKoCHc1cr7h6itQ+/qRBEKpda6jNwXIGA+QnKkgek9JUUKv8uPe0QlWFBP00KVL91q4Xs/sXLH/TZ++wcbG35+NkXXreDjN2WTX6CwIu8iDJqdrwVsUFtP8pabsJS7EWYTVSNxPvkn+OOyNrzZMB4rY2xEY8eKJDkTKlmh80jUlPML8Qsc6QR3J53o/X3EjRBNemlLbGRKuEmG/Cjnn4dloZROx/vSv6NAzo9pZs7SM8xLlwnu4z6cC1djLqlm/B9/pj5QyJEFCrHABC8sdZCwBbiO69igbUBTIFzpRrX5saf8hPcfpqU5xYrVBkqstbOYucqpf6DpgubIOrp//TViIz14bv44AHOaHdjDkiWo3SODr+PWfirt81mQvYbD/vfQTlIdTMbk3Ex4JMhouOEmir/5OYqHYaBMxyQSGIoLCXe3oWlJJsqtOJIWvLUpnF4Z8YSe+h0+UyFf2PVR9K4TqFYniV3v4u09SNYe+fzNWTQPGzYGEz3yGtUvwHmeZCtdx18mZ/UlxIMeIm47qScfP2UOadvfBbMZsWwmU9eSNoOZc0z+nhMdGgtD75IVK8WXnCCaCpNfILDbmWWC0kQTVqzsYQ+ibs4pMsvBcRlAF7sXpGvmuhHVNbMCn2kw5/Sr9Owcpv8v75G1egEV1ho0RWfMFoB8N83KAUyYKGxLqyUCs8HcdG2z4pDBrLXm9GDuJ9+LcOUFwUz9yTQzlxieYPTRv4Gq4Tp7deb1hqxcQmkp3bx0PWbjQnm9DmetJpFtxTElf0/o+IGMLb6bCcxT4xSG3AxpA8SDPlquWcjRV++W32/KiWKVgas5Nwun6mdMk+8N55YRwompxJ2Zr1UBL7a6RSihGFvWw+oDddxyazXGmMrBxiiqKMFWKYG+pawOxWwl1NlCR6CZuqkisja3kBt2Mlnai9B1zs55lbGSFOPZJo7bzgSrNSO1jPWNkvQGMk6WJ4+sNYtA1/E9/CcUdMSCRexmNz58XI6sGRrMDp3Sa65td4AifYiEbgK/j/q5CimMIHSCQ36GGuSz1oEEWNNgLvtMmfCLD58gnl2AfvwYsboyUi+9KO/PgvkcXxLktQX7eOrbg/SG3Yw891s6dj8FwKhNMmfaaermtBPyswyamdXbYVtVH0k9Oes1x8IyGdlgW8JzPMet3MoUU2RfuIJUQj4LgS3Nsln4mfOY+usbhK5uYufQX9lUeYSxAh0jCcItnf+amYvF0IxWoj5Z46hPTOAslvdgqnMmKar7fBxbAGZhocYqpXiJkUmMhbmzag4/aGjtx0jd8wv0XTtOcaDVdZ1HH4yxcU0Qw1gJZ318DFFZymRRnILQqfJQMSjBt5gr516+pYz7f9+IosE3PrmZ1e/BF38LI/Sh7dqDcubSWWwvwI7zB0madAI5MZ4av3fW34biPRSn5L7g6Z0pm+kNvx/Mpb9HGsy5DLnMScyjfYUfY1EeorLitMyc676n+cMnDRjiGvG0Ac3c7EXE3a8w/PivSGAkmeXAmFJBgBUrBiG//1zmMmqYYCrv1AbwJ49oVOdvT8f58/B6DEvPQFc0UqqNhFeqDuIJH0oygTntyK63Hc2Yn/w7j/8WmBNC9AghWoUQB4WQ3YmFED8WQgymjx0UQlx00uu/K4ToFEK0CyEuOOn4heljnUKI7/zv/zn/74+lskXLKXVz06PtJNCvFpXg/NE92L/wTcKP/5bAT79NXZ1OYaEEhR+0LtgWrwYhCO/fRryng5SaPva+IbJz0XyTiBJJz4uCQrKzpcxwzx5IHG3NsHKQlnAuWklo14x+39iwkFTXcfRIhGUsw4ePLrrwvreV/WmXolpOBXPWOY1Um47R0pyktRUaLM0YqxsRKQ0lr2AGzKUlndPnWH3XWeR7zSg2xynnNBaVUzAGg8le/jHyNLc2n4NjxAUK6LkSGa1fL8GcpsE+sY8zgvVEjh0geGQPd98NFgtc88k4ofEebJZcIi27QNdxrLuY3Fw4Zl9P8mgrKc84hqJykv8CzCkLFqJ++lqMWbmUuxaSEhrD4RMED+0EAYOLCkjqCRbnSEaqYczNUIkXd0kgE/gPRU7gNOTiMGbj/pDsZzcYn8PZGwxMHq9mKC+eoXqPThQyOqJjWfsEbnMpy3MvpKFR5bLzZB3eQLAYgU7+nFJM1XMJ7Z0Bcw6PzDj6nQ5Q4+hDg1gjEGzfz1ikF5cnSeHlX0AgKKKIEUb4wQ9gxaUSIBVoMoAbGtCZ41zK8cA+7PVnnOJoORbtw2nIwWZwor3xd/D5UK+WvQn37Ezhe28jnefv5SEe4lt8i3ucv6NiyRUM5Sc4fjyBSxnClD8bzOU2LkQVKY5ubkOUlTNRIC/eNJhrGZaAsjEsC8RPZuYcTavIUrPx9O4npEs3RUfcRB+9WOrkszFqGaXEWoetdgFJFX5ivothZgesorZeWsDrOqW2+oxFc0pPkcg6hsE3k/GcYAJN1dGGS/H4T7/ZJLvfINH8W+J9MmC0qDbMfZdiOOMlBr77MHp3F6mf/wRbYzV2EeDr90FMTfLsx2AsVs7oiM62BT6Wv2fkrLNNvHuxk7biSYLpR6eTTvS+XmlXDYTKL2Y8mk/KM4rpzVewflTOtdhwD7jdiDSD74nLTJT5xACPrT/BrdzKXrGX/As+g3//25y96CuMuTXa58KBK9px+6pZy1rmRMpQUjBQY0bVg8RNcOjBrSQSsPws2Z/vZDCnNb9Fl76EzgMDjL36GKWf/BZHSn24E4W4R0zYRyZBE5g9TioGjEzm6FTa59PkWkMo6c8YooCsD1OEStArmZTC7GostXMpHIXBdNLJXF5I4IisZRutMFOQymMyO0DZ+nUAeN0KD615EU2D+KJ5qL4Aie1b8CkBzFoh30j8mobLGimllKG0m6G1YQnmqjmMm+ZRPfkKOWddDKqKb1kd2vPPZtxQ3xz+I+PRAbTt7yLOXIGwzNTP7LccxhSDsuZ0L9BXvSwWzRSVSGXBaLQXIQSVNUpGZgnS1GgJS9jNbsnM9fWiR6OZv49MdWCOQvGSi4mN9ZPq7pxlfgIzYM4etlHECKKzk5wPn5XpNTdUDLjz2Mc+FrJQtrkBUt7Z2coqquT5jGGchlystae2J/BOajx8f4x33kqy9W0ZtBvyXOl2AhOMPfUCAI7GJvbsgSuvBNWZR9Iv2YCGphlmDqCtVSNhN2CJKJizCwkdP4DPIMHhhSu9uBnH6S0hTpyetlfR4lEGBuX9t0ZmnFvVrBxsSoDxoAXFYSXeP0p82IOxOC8zX0t8YbLPuYIt58jane8/Mwd3MkDBURfH54KteGb/FaqKraaJib79DEe7mGNZgN5+nDkHQvTXy/uz0yVBgM3m4Xi3EeWsNWhbZc1rOF3jdTpmzrFiPsKgEnpa1ncaV5/FG7yBgsK1XCvvmRg6pdfcwWdlOUfS5CCi+QjsegmHOQUCVFL058lAehrMTTtZupZKtU+BoVO2hBnuB10n9ZhsRG1csoCJCglI3vzMOP74Hrp//TW05TJR5MEDlRWnBXN6Z4csBfF4Wb9F4LfGOBCcXed9LNKM21BEvrGEO7iDe7mXMziDI+cm0FUD2IN4fv9DeR8TEYbNo/zyild5bej3/NJ8P9f9OcbPnzzC/Z5vsiO1CV2AMS2tP3lok5Oga2j2LGLjAVAUdM8kWeXyPk11nZSw9Pk5OifBHOsZGIVcM+Mjng9sefD+kfzebVJ+lUrNkq2Gwzqf/0yY226JsP5DBlbVlhNyDVJ4qYuUUcfaZT7lXOrEELpQMtJpUVRMeUeE//yBnQNNcWJm2LkKzlx8I39q2A+rls96v6ZrvOB9hMXWNXwo66M8OfZLxhMz+95QvIdiPa3YmJBzw6Y6T5FZZsBcxYyiZrGniZ6mAPECQ4aZO9lERB8bQ/vrc4x/Uq6/vpbtOJVsivPLwZRgNNxK2FWA6RPLcUwbvyRnwO9cJJPWzmx5+fvH5k1JgkGY9AqKf3AdQtHRIqkZMGdLgKZlwJzWdhSl6TSmFv9m4/8KM3eOrutn6Lq+7KRj96WPnaHr+t8BhBDzgauBRuBC4EEhhCqEUIHfAhuB+cAn0q/9tx6LFkmDjdPVzUGapZImXUC6f8wP7sJ27RcJPXQ3oft+wjPPwH33ffBnqFnZmOcsJLLvXSJ7t4IAx9qNp7xOyc5F804iSmVgPO1+t3w57NudJHm8LVMvNz3sK88leqSZlE8u7obGRaBpJNoPz5igJHcTPbCd/cXFCF1kNvKTR8mKJkxKnKObOzncqtFobcZeKzcnxV2AklcgG4dPyODgSq7ko4mrOfeJCsIG92mzIoaCEgrHYEyd4I4jn2a+axWj3/gHAHuQkqJzzgGPB7a2j3CIQ5yVfTGK1UHX0w/y5JNw/fVgGd+Nrqdw1iwktGMTSlYOlsal5ORAsyIdEOO73sVYXP4vmbnf/Q42bpRYa26jzNC3H36eUJdkM4+7PRiEkcZsudk3TpWjq1C8fGbTGo50UWKVi/GCS1Zzy5Ht7A5dwdnnGIgMVONxRIilE+J/3+XGXDjAgOUtLiy+DlWRQOG6q2TA88xrEtw0LVKxLVtHpHl7Jvtn2is3pKnsXFB14j1dWDQTPhEgIZIUGEpwNknjhyKK6IuP8MADENPNJLLcuKJykR/o05iTtYzu0GGM9Y3ER/tJ+GfsxU9uS5B65mkoKEDZIDO8u7bF6b/gCEOlcF7fedzJnQgEFfPOIyVSKPndGJM+TO+TWdauldKl3p2HEEYjEw0yWzgN5jqn5PVe5JXzRlRUkgz4iHS34WxahXVkioAhSsQlN998LQ+P6sdQJ5+JUeMwpbY6TLmFHFuVzb1Nb/IYj836DqK2ThazjoxQaq1nOHKClJ6S5jGGKPbwzPI1pMtgd2p4DpOTnHbEu4+hx2OM3vm1zLHgvisxZk3yusOAesPnSf3mPlwlRiwWH/WhSi4YaOT5K2DEmMuxQB89+UHWb4vTdE432wrkpubLgfyQnbaRt4meaMOXDaYYVDZVMujPI+GRm5i5SALe2MTQKT3mstU8gpYUvS4fOjpf4AvkXPgJ0HXmH4PcqI03LjYSXr+PDw1eg4KCNzqMyw9Hi2U2fsiaje8NKZVZvkql2FrLaLSXlJYkNeUjcmg3o4XnETkuA73CS25gP/upCywlhA1loB+iFlIqzDmaxJcNJfY5NLnks3TYN1M3542PkmMswBOWQWgeeRhKKigagck8CFvBVl1EoG0XalIwVKJTSim60Mm5WrLYXryo9XO4VryA/qUvYSipQD9vA/4yJ4eiF7Gl8BrOXGWghBJG7FOgg6lYzvPh0kuZo7+HQCFn1cV4Iv3o4TCpF/7GQLiDu45+lpe7f4V+sHlWvRzAAQ7gDEDWkQF0r5exF7ZhFElql8lAeiTaA0B1rTpLZglSatlMM8m5tbLnWdcMWB6PDZATMWOtnAeaRmywe1a9HMyAOUvEiQ1ZE5JzyZoZMFcCerad/exnGcvQvXI91MIBUqGZGqdpZq5X9FLjWEjW3COnNA5/4tE4kQhkueDXd0n3SqEoGIvdTDz7TgZAmArKePlleP55iIhciHjJzRPkFegc4hCFxZDnFrQdjJGMTGH+3I3YFqwi1HGQ5m4ZqF+5zkMuXhiW60hH91vyPvnkM+IUM067qsOFKjRCE0HMZQXstbTw8vIDjC5UGYh0ICJOrBH4bcXL9FbBvGMwOfgGwuln4ZDOiVp4Y+sC2o/OBJq22oV0BuV6O2fVp1FvvomaqgsYLIOQFRw58hmsdhyjs11DWbcBve0w+ugowQPHQVGwLazj/UO1W7EvmYvoakfTFcznrOZ1XmcVq2hEBqDTJignM3ND70gwp7nyGKgM0fmzz5KjyvunLslhQpXrd4aZG+lDGIxkLZRSoVLLCUxlhTAln219xzZAR6mrwTdfgoyoXUNs/CK2ygZMl18FgFfxy+bhHwDmRHUNdJ5gxSEr5rjCO77nZ71m2vwkSJCDHORyLkdHZ73tQ/zxgSjJfA+J3u2YKnIZ3vomv717AGE08oeVx/h9zTt8/gED5f029jl28WDjw4wvVU5hpgD01lYQoOXmSwYvN1fKLMtk3VRgYAa8JP1e2itDNNpn2PXEyOQHumSePFLv/APt768iVp4lP/ck19v774zytz8l+P5PLTzzip1KczlD2gDVV6eVA1tPPZ8x4CGZlUcsZeCOH0WIZRehjQ5x3w+NxMxQ3QUffwbqRhxc/0SMq778j4yxGcDOwFv0JrtYVfwRbij7MQk9zu+H/wOA++4OMhIdoESVz5A3JJ/PBdlrGYn2EEnN1EFO95gT5hnAuaCnBs0ALfYWCfJisVngNfVff4R4nIlrZWwwZgtQN2DDXCaf4bhVQ79mFSFrHLfIx4SZVCJKICGl5/9dMPfKczNGZ/ERmfQWyRQJn/z/mFUHdEzz62SN8Pg4Il0v9+88/p+QWV4GPKPrekzX9W6gE1ie/tep63qXrutx4Jn0a/+tx7QJyj9j5t7vZCmEIOtnv8F61WcJ3vNjlh39JQsXnv79mc9ZtpbwwR2EWneDDvazTwPmcnLRvJ4ZZi5fBsDLl4PdIxuuTZucTA/7ynNB1wnt3QLIXnMAif27aKIJEyZ2jb2EGpuio8xJGeWnGJUAFC2XjpZj+w4z2tKFQ5nCVChBpeIukP800CIhUgE/l3EZzxr/zJzcScai+aecD0AYjVRMSanBhcXX892qtxjfO59sf0UGzK1dp8NnnuDD1fNRULjCdBUFG69h6t2/YGeCW28F/7svgQ5ZKy4gtOMt7CvPRagqublwILYMYbMTf28zxqJyEsP9/9SS9q23pGHN4cMwf8V1ABw/9hLRiQEUo4XWRDMNWSuxqtJAYW68GjUJrkUzVtRDkRMUW2VWyGIBvXI1+w4YWLnGQHJEZtJHioC8PF57XWXhjX8CYGPx5zLnWFAhQfHWffLaLV2uYjtzHVpwiugxGVQoWySADOVLqibcdhhrXhkTaUVrzYLLMiC6iCIOT4xMt9gh4CjBNDmMzQYDfZKZS+lJJmrT50pbcQOMxSSY09qPob3+KupHr0YYDCSTOr2JTiKfeYGithyUzdFMS4tpd1VHtZRymN/HzFWvmEtCM+E/JuWPnrnyS08boAynWomPlpM/PgZ5eQiHI8PC2KsaMbZ3EXbbEKtl4F4hKomadYaWJEg15hEUU5RYZfB0ZI3clN9lds2TqJV/1090UmabQ0KPMxbty9QP5GgzG8DIhPwd48OL8Hg47Yj3dqI4XQS3vEpgsyyQ73r7Q2gJI/t8r2L46S/QCwtR2p9mqnyK1MImbtzeQCALvNe/wD6LBDNrd2j0Vt2OKszYplQ8eVDcGeLI0Nu0dj7PlEvWTS0rGcCTyCeR7ndpzClAmMzEpsbfB+aGyNFzOJ42qb2RGznAAR4rexNn0yo8rz/NWbtU9i1OgCb4ZPwaeQ8iXeROQpd1iIliI302N7WTu6ifq5DnViix1pLSk4zF+iX7r2kYlp2PI3QYYbGTKinkCEcoHl6MlxwMpNAjVkyGMMVDOpoKIzY/xdYack1FHD6pbm4yPkKOqYiJNKuYRx6GvEKKxySLM1gKWXVFBFt3YgvAQG6QWkUml0Jhual78eIqm8Dz7Tu55MIHuOv6CR5f0oofP6P9Ya69WWA0CkopZdQVRVFNmecluuhyVKEx9trLFF5yA4nAJFMNJaSe+AP7JtNOg4N7IJWaBeZixDguOnAEIcuvk3znbewHNpNUTBQv/TAAY2mn2epahd7uGUdUkGAuRozWtMDiZKmlR5kkT8/FUirXlpge5f0Nw6fBnBrPw0CSkKsE69yKWWCuqzrJFFMsZSlqcGBm/npmMvhu3NiwSUdLx0JM5UcY6J+RzCWTOo88EGPtBgNf/66FzZuSHDog/24qziPWNYTIluGHqaCMbunVQljPxaT5aZivcbe4m0Us4gHxAI0LVXpbR0DXMTcswjFnMdGBDrbvl4Fv7pgEL5PtVQB0j+6S99gojY5yrTNqEiUr3W/S48dYns9Xvv4sP/jNfs795b3cXvNftDaleORGuG/tfq5800nBOIxXZcHcduo7fEzmwYQzzHnLA7z4rAwc7XWL6M+Sn1VffT7GB39Fw/rPoSvQMteKSx0BIah1HaejPYVyjgTu2tbNhA92YJ1Tjmo7vfuhc81CbCJERDjwVyjsZz8XciHFSKXMIIOzes1FIjrJYzLgjRY7iTh0UkE/WUl5/ybOnqmTmpFZ9mIqKEe1O0laiymxduGoLYBkVEqEUykwCygqwlunYgkpLDio8tIVcerueIFJXS56fluS1KJ56D29GTOd6aGf6EDU1KEfPoLVnMPKVjub/S9k5NNRLUJ39AjzrJJ9TpHi83yegxzkaq7mt19o4bN/CzNYAuoiB3ed+RjBPI2fn/Ea5bY51FSs49JXLNz2WBNfuVuaw42eMVvWmPku6Z5Femk5SY8f8nKlzNIk94Khwb2yByLQYx8jakox3zYD5v47zJyeSpH89jcQlVUYf/JzeeykfpSbXpjkqrP3883vW1AUQbEoZUwfxbBEqkkS2+KzzqclkpgSU2gFpfzlyTh3/STGkfECHrzay982+vjW/VY+ufw2fgAAIABJREFU/mYWhxfAPXcW8bPbDLxRdIBGGjmP82iggQ2OSzi0CG503cod5nv4mPtmXvQ8Slf0KM++3oOupCgxyzXDr0kgtnC7TAJMt2fZzGY+f+VrJGtnJ2BrjuVgjqjsjm5BVFYAOuF33pi5Fg8/grJhPWO5CXRgoNZA7dZR9Ga5rispGBnZQ0AP4BIuflzyeyxR6Es7adZQg4r6T8FcIqHz+stJyirkOh3f+i66ooKqga6hJFViZhBqCvO86oz5ifg/iJnTgbeEEPuFEDeddPxLQohDQojHhBDTAt9S4GR6YyB97IOOzxpCiJuEEPuEEPvGT0L1/5PHsmWSmXs/BhgflwZOTU2nvkcoCq57HsVyyVUE/vM2gr/++Sl66pOHbdla9EiYcMdBjMKI4jy18FbJzkU/SWZJ4Qwz12CQi9fJMksA64LlCKuN8G4JNtTKGowLlxL6r19hTCosYhF74zuIYyE0P3raejkAc808NATxE22IHqk3N7pk4K24CxCubJT0dEsMzVjbl2WNMxx00/8BhNhSfy0/fW0V35z3KD0nJIhsCC5nN7vpp59bqi6GJ67F0tNACy2sYAW2876Iqsf47nmPUVMDvl1vYoqDobyK5MgA9rNkr6fcXBj3GjEtX0N85xYMReXokRCa33v6LwP0pr/6Cy9AjrMce8JEn+cAiVQUvaKCzkBzRmIJYLHnUdmlYqyX1zelJRmN9lJyUnCxZImcPzaboCZXAoihEki6S2k9FMd01lMsyTmPImtV5j2pcbkpjCeLSaFQWyewnSnlC+G9W0l6xhC7d6HqCuF8yU6ljrdgLKtivNIKQP3Kz2TOlx0tYlwZ4aqrwGyGCUMJ+sgwZRUKg/0ac52SpR3IlWgveJKj5Vi0j4JkHvFLLgCXC8NXvgHAln8kiW2UDcLNT11JomQH+9skCM2AuRq5mJoKynjxRfj73+U5DSYTk8pclLE0mKuTAVg++Tz0EAwkDyFGmqC/b5bEEkUh+u5b2P0Jwi4jySZZWzAvWoWmwl7bXvJ3/ACA0jSYa2mSwcR7+nsZdzeYAXNaVydlVgkEBsMdGclJsXEGzA0NS2q+f2j5aZm5VChAyjNK7mdvxVQ7n9E7vkrEH6GvIwvfoXUM219FuFyEP3EZIUMIBOhN9cxviXPmETuJbz5Ea9FmLCEL1jDsSbxIU+hWLD0FeF1Gzmj8JKML8qkMuSmMZlMwBg2OPiaT+YhIAC0aQSgK5oJy4lF/psccgCc2iCtmoT3drPUO7mAjG7md20lefimR7jYWbg8wWiRwduexpKAKkGCu2CsD0JaLytCyU1QofZy3RIKl4jT7PBQ5Qei9N1EcWVRfsJJ6ewvGmInW8XfQ0Oh6ugkPMjCKRbNxmcaxhwAdtinbEULQ5FqT6d0I0gAlR3UzaZKBTx55CEWhNCGTG4OloDoNRPrbSaiCkClOg2EBAsFUSALAA8HtbFu4nKwz/8F6x80URLM4XDKJLnSKLniCvWsbmIyPUkop4zkpVOtMEJyzZAnD8XJ8b7xAzsqNmNwlTFQ50d/bxt5+yTYMho6DwYCSzsr7X3ma/T0vkBQpnAFwJWxM/PVNliW24atfSZ6rBoMwMhLpAaCqViEahZHh2WAOYE+lDJSna2uToSm89gQFpvIZMGfmtMycFSthNRtfhZ+xEllTl08+Bt3AUAnsb5DB2zKWYYoOkEo3VD8ZzAkElVTSSy/VjgVgDs0yu3ntxQSD/Tqf/4qZ6z5vwumEX98t2TlLjoLBNYp9aZm0B88rzoA5f1KGEdXLO/kZP8OMmW/wDZwf2cH4iWGSKvw9Zyd6fT3oOj17jxI1OQnulhLcE3tlRqI/3olr6Qb86Trl4vwZ11nVmWYCvF5OrE4xWhjicz8q547NN1DgMxPMSvLHz0p79oe7v43TkEt47XJQU9R1ynux4tuDNCxQue6qMD/5XgRb3UKGSsAt8sk2yTk4t0De97Z5MrDMOevDFKjH6TyWQCxeAi4X2pa3CR44Pqu/3PtH1uomsAWJ5hXxliL7NG5kIyZMFOgFM+0J0r3mdm1PUqV1EHVXEMg6qU+cEkLXoatUmrPkxRx06DM1c+bCtGuxqY5S6wkc+SYQoFx0KeTkg1Guk56KJO4J+OhzGsPlGi/ZjjEek8BnKgtiFRIQaXtn5Eq6rqOf6ASLFf1EF6J+Dus2a4wlBmkLy1YGnZFWUqSYZ1vCdrYjEKxiFS5cPMVTPLTtC7TPhWuegP+6bBOD1RG+ZbyTeVlSSigUBYqLMFsVrNsmMcUMjNad3pFQb5fPjUi3+cCZBZ5JHKqcMH3KAEN/kv1QjxRLoDptfqKnUiTGfP+SmUs98Qf0w60YfnZXRu48zcz1dqc4O/I9PpO6MMN4lyhl6Oi06DJ+chwI4/fPPPvxoXHMIopeXs3D98tnaVNliO/cCRcfrOCm3yT46M4y7DGVx1e3c+vz9TSLZpaxjCBBarQqsieSXDp1DotYxEEOckPh7VgVOw8MfZfRlAxuih1yLvrNMjmx4EGZ5JxuT/An/sQfLh7k7q/M9CIZ6Nfo2Oxl7rFCdgXeQlSU07YgyeV51/K3nd9Ee/Xv0NeP+sWbGI324DDlEjEmqE9UE33oQQAKPQ7Cg8eZDPSSRRYLs9YggJ508tSEiXLKM6Y90+O1oUd5fUiqarZtTuLz6txwi2QMLc3boKKaZNrNWPXZ5JyutKDYrOi7JCmg/B/EzK3WdX0JUiJ5ixBiLfAQUAucAQwD96Rfe7oqQv2fHJ99QNd/r+v6Ml3Xl+Xnn56x+Z82li6VoG1gYPbxtnSJx+l6zIHU2mc/8JQEdHd+H8/lZ5PsPH3WwbZUMgxoKUyO0y8iIicPPRxCXHQx6pe/ntnIFy2CBnMbmlAw1M6d/R6TCdvStZm6OSEEjq/eTqrnBNGX/8JSfSkt7kG2h88jWdV92no5AMVqI2ivxeU/TLXejKYYMajygVLcBQghMLhkwJYY7Mm8L1udwJty8+ab6fYHfd2zzmsqqqCg3YcQgg6573CWuoIeemikka1sZfnTv0I/+13qNfnbHn+9kWb/OtaoD5EKBwn1H8USE8TG0xbsaTCXkwNeL5hWrSfZ3pZxtJuWWmqBKbTwbIvlaTD3fFodUmquZdwVR1NhaGkRGhqLc2dcRlVnNg3HU2j5B/EnPIzF+knpyUygCxLMjY9LE52zGuVCOlwMY6II55ItRMz9XFRyw6zvkRwbBIORpC2PFCpFRWAsLMVYXkt471aCW15F6JCtuom6JVuhR7wki/KZcMo6jmL7TI1G144i9Pwxvv/DFLW1MJgqQR8eorRcyTQOdxnddKbaMeWXEk6boISSUwSTPnL/9AZ4JzG9+DoibZX9xCNx4pe8ibmvnslnb0aoGve9JC/cNJjLaZT325xfxo9/DHfcMfMbE3mN5CaOkErpTJRLAOqOONi9L4qppAPjZBN6bw+ifMb8xFo2B//fHiWvYgkBpkjUVwFQ1SWXmt2RzQyFpQlPqbUODY3mkiFyPRASIQ4wA1JFRaWs8TjRmek1NxA5zgn/EWITxZTkzhSoD3vlw358aP1pmblEuk7OXNNA0e0PkBjopuf+u9B1mNz9YVK5Rzmx76+MvfJfmG3yOUnmuYiN9HLD9vmkSoZoW/kUubsbePIacOFC3/FN8jwCT45OndrAkHEc67CPihUfxRyHwkQPIUWuoalJmRgzF1YST0VOYeZcQYX2+QpVehV55PEAD5AkyU/P24kwmmhrgohVpzw8QSIr3U8xcoI5Wi2FFLJ3lYrdOoIOrC+Rm+90wmIo3Elw+5vYV57LwmVmamytOMe97DsmTRO6n57PRJpxNVkLMChJfDlQELDyDjIJ0pS9htFoL+NRuchOxkfIjlvxZYNBU3EiayzKkQHpQBkED+6Q5hFpBqhaqaHIUsXIlFxjnx19AIeSS/stb7Mh9iu+1LWRG5+Ta2vOkU/hTQ6xa+JVipMFxM0QLJpJoJVXqbwbvBha/4EWi1Bw8XX4xzoI2SVIBBg0jcPiJQi7HT2VYvj269n+3p0AOIKQ3bAK0zuvskC04LhoA4pQKLBUnCSznN2eAKCCCgopZI+1BYqKMo6Wvq5mwnYodM3BmFeEYjATN6Xbepw0/Phx4WLKLIjbU0zZ5NqgoFAccDJcDAfq/Jgx00gj9uQQ46pMAMYnZtfNTbcnqHVItYffMtNo93e/jlFZrXDBhw24shWuvcnMi39N0NeT4ldX/Y3ze04wWDOBMbcQxWjKgLmhSTn3D33mDmLEeI/3qKeeVz73aZSSNvrL4WntCR63PQNAdrQFUZBP5Ii8ZiMjtZhSJsbzdIo++mX8LoHTD+65MxJGxSkD9pTfx5Z1fSgp+MiDRVzn+Th1rREu+2kTr16ssmuNSt5HP0+NYwGDzkk42kDNZslGnMhp59UtDj7+GSP33RHDa2pkuBgqIjMxS66piBwP9NYnSNmKyT37MgzEiA93E08qKGevJ/X2JuJ9o6etl5seDkeCrz6o8dz1Kq/zOgUUsJjFHL3tw7hHUwwxNKvX3OZNSeqUTtTGGoKJbpw+OY+iVp04Jk44ZCLAOhakm24SJGaBudF4LWX2LpSwDNZFWQVYXZCMo215hzG3D/ekxpq9H0YMFfGg8kDGRClpBI89DIoyu25ueBhCIfSjHVKGv2Y1Z20KoWLISC2PRSSImWdbwnu8x0IW4mKmF92VR8r4xj0wXALNDR4+9Ye5rFv71VnXSpSWYBIJlKRGYaeVofJTm10D6OkJpzTImEGz2tE9kxiHJfiNWGHqgAQxRysD2BImKs1yb054piCV+kBmbp/nLbb2PknyP25HrFqNcsVHoSi93qaZuU3PDrEh/y8IPUlkUO5H073mmlN7UFKCulEvb70202oo2dKKInQGzXUcO6JBwQR3f/dxygbgsecvA00jK2XjquZ6DjbG2HV1KfOZzxu8wS52cfHIMsoGBQ+ZH+NszqaDDrKNbj5b+B22+F9CWftXAFwGeU1COXHsQagI5KAmoWePdATv1OT6//OPHKIZec/u+VmUkcMTNHTW0h/rZLgEDi+U6oqHIvfw5IFvopcWo1x2CaPRXqwWuXfOu/luUkKSGIVzz8FUWIF3qgen7qTQUolZsc6q18slFy+zk+1Pdf+EX7XfzGC4k5efS2C3w6evN+Fgiqy+gyjnnEvSKNclxZ+uxStU0KemSN77a5Rz1iFKSk57L/+dxn8LzOm6LAjRdX0MeAFYruv6qK7rKV02NnsEMp2aB4CT+dcyYOifHP+3H8vSVYR33CFlwtPjX4E5kFLC7IefwfWbJ0meOMb4+WcQfPDuU1g6g7sQU5VcTMzF1ac7VaZxODk5GO+6F6HKjdpshjPz2hgx1M0qxJ8e9pXnEu86RmJULsjmCy7FMK+J4K9+xqLhAoIOnecqzyDsHPtAMAcgKhqpMx+WTpZlC9C9k5BumQBgyJUL2slgTg2Nk7Dmy157f3qU8XUNpDwzjKyhsIzkiJQ+Hj8uaw8vz5EM1HKWc5jD3JL6Ct4JlcOHIRqF+++HE4W3oHt66Hv0h+haCoe7ivC+LRgr6jCVyeuXmyvBnGHlegD0UaktDzx6H54r1jE6PxfvZy7OfJdQSLZdKC6Glhbo6oKq/DOZyJd5iq55JsyKlYasFTP3xJnNnOOA0Dnk3ZrJXr+fmQPJzp27Nh99SgZVHf5CKq96ApfRzVn5sxXJybEhjAUlbLjchTnbyrR03XbmOsL7txF4+wUMxRXk2EqJ5siFLGkAjz6B16VjC4GSluJMTsK+V4tA1ShsnKC+Hk6ESmB0hPIyncF+DSEEc5xL6Qjsxz5nccbRciwgQUr+kXGMzzyPslj+mKkpnTe2TpJav53GrksInFiM6q/iuPICw0OaZFKiFoy1Mjg35ZcSa3iEYOUzmd9or11AnmmIjoMexgsN2INg6R1lXD+KUFMoowvQ+3oRFZXoqRTBI7tRIzGE0UzR8kvR0Zlwyc2wpFkuNYcTB+gLS7lIsbWGNtqYMse4Ov2xJ0sthcEga1E6O8g1FWFVHQyEOzjhb4XBMmp9T9D70Hc49p3L6Z5qwTWlEIoWnJaZi6ddXE0VddhXnEPWxo+jPXcnpcZuanUpr9v0lxswFldQ/vw+UFSSWpzYaB8bppbi6lyIrqYwHC2m5Qz4ZPgjtOzNonAyTtSZxDQkA4HusiRi0WJwOBC9PWSlG/EmJ2UAZ8otIm7QM2AuocXxJcawT8Zpn6+yVEhHpxpq+AE/4Hnjy7R+bgVvfMyJKezEPWLi+UFZ4CtrP2s5n/N5r2YERUSImWGBSW6+bnMpRmFiYHQ/yeE+7KsvwJ4axWoMYo3AnkQzymQOhckqvAb5PR35pSRVmHBDfZeLnewkQmSmbi7taumLj+EMKvhdkKdlZ+S75WYZtA+UQWjfFgA86WWxggoq7A3sGX8NJQXVOUv4dv5uIl1NjI1oqM4cvJoMYK+Ycxn55jL2eP5O4YRcRyerZwLL8kqFrYEPoyRjhLa9QcHF14OuseeyEmJqgiVZ5xAxp5jaIDeHxGAPeiJOi/EIVs2MNQLZKy/EHhxBETpZF0k2v8hSJWsyObk9QYqUniKaCiMQLGd5xtFSS8ssB3okgCwtWIwQArPVJZm5dJA/PXz4cOEikZZbinQ9SvKueyhu8zFUbqB5boBFLMKQUnAyxKRVzon3g7kqquill0p7I+gCpbQNn1fn0IEkO7eluPFLJlRV3pcvfM2MEPC7+5r5w9WT+LPhG9c3oxfkE4nASNoJvms4m+P1sG3hi3yZL7OUpbzIi6RMUdqevJPJdP5kq/9lWhY5qLEfJqt2BkB5yCdn0s5EviB72Xl4cyy4pqCgceY6TDNzqYCft5vaaNrhJGfCyFRRnBRJCrwJikZ13Os/hnC7qXYsoDd+DC2UTU5bOUUjCq2uXkwmwVe/LffTzXvA44aS0ZPqszwe6k7AYFUCc+N6bNUyECizHKOrU0NZvwH6ejGJ6GmdLKdH8ODbjBZB+xqVt3iLC7gAkdTw7d1ETqeHvsjxWWBuy1sJ6tVO/DkpdD1JSa8BgSBm1ZnQC+h3DWNJGHAGQBMaR+OtxMcHMzW13f4anMoEieFemW7PzgVPAMwWUo88zFiWjzwPZNVfhPnh69iR/SZdohujkMqZEe9RROP8WXVzetrJUj98FMOXvoAoKSUrAGeaVvOO/3l0XedoeD8uNZd8Ywk72cka1sy6DpG9W4mnY5q5bQY2llyfiXGmhygpRg1Lpqu408ZA3thpyyb0dObdWCdjgWDHMLH2To58ZA2GhPzZoRMtpKZ8HJuboCFQhiLSyqLTNAyfHr74OD9pu4pfHP8cgdAoxl/cixACYTKB251h5iZf+x0mRQaL0X55bSQzB++K7WRHnJSmxnj9+Ujm3KkWWSf+eucc8qsjWDfdRNAV4M+fgByRjaboKKhc0t1E4Qj8ZmNbxi00oSd40fMoq7MuosRcRV2vkSBBRhnlEwVfJYdSnFc8IT8nXQsezIuT4wXbrx6hxGejp+01tJ076NDaufhlhfyok2u4hkA8yot/TZCDl9oeKUPbpeymtwbyx+C89kqeXHucx+8oI6nq7La2opuMKCjU1Z2PdvG5CA2M52yg9FPfIqCEsXgjqEKl3DZvVluEbLLxMQPQvfExxmL9JPQ4D3Xcyt9fTHD+xUby3ArrnHtQdA31yiuJG+U65P7YJ1BSkLJFSf7yfpiYwPCLn55yH/8dx78Ec0IIuxDSWkYIYQfOBw4LMasJxkeAaR/Tl4GrhRBmIUQ1UA/sAfYC9UKIaiGECWmS8vL/vp/y/91Yvhxuvhkeekj2imtJlxO1tUk7+tJTez/OGkIIbFd+mvzNbZjXXUDgp9/Cc9nqUxqMO865FFUxYio/ff+LaTCn+U6NJueqbRwON3I6Jad9pWSSpqWWQlFwfOX7JDuOUveUrD1o+4R8gP4ZmMtZ1ESlqYMm616yzliC5hlDyXVnFly1oBiEQmKoB5BMnBbwU1DrZtMmiLe1QixGonl35pzGonK0cBAtOEVHh3QFXWM+kx562MQmqqlm3TpQSNH3y//gmd/2MzoKl3zncox5xQz/9X7QwdG0itDuzThWzzRaz8mR0thw5VKE3UH4lz8GIPS3P6IFpjDMbSRx+EBmM5iWgt5yi/zvCy9AuX0eAadOzAjHnAMsyD4boyI3NW3KT9KcTWUvqCkbB7zvZNzSTmbmFi2STqbNzbBspYHUcCXDxbAn5MC8+O98qOgaTMpsZ6vE6CCGwlKmAgolpTOPse3MdWhTXoJbX8O54TJyTAVE0kxcwgjjo4cJlGWROwnhPZsBCX5jPTK4H2GE+no44i0BTaMub4LREZ1YTGeOc8YEJdx7lGQkxNCdX5G/5/rbUc/9UOZ7vPJcnNC6zWCOc6l+KSCoSXwE++KtPPDbMfxeHdFfQqx4FEN2PieiHRRdfzPWc2eouZIzZcb/+OYWPHk67gnQe7rxmyWQFJ3lEA4jKioJ9xwhFZpC6+km74Zvk+2SgclQXM61orflhjBljLJ17K/km8swq1a26bKucMPbUDlsOm3dnN7ViRCCUms9x/Y/zXBgP2sjeyneei1Dz9yLb9/b9NonKAzYcLk4LTMX75UbtrFCPj8Ft/0SDZXvFn6Ny1eX4xqycqg2RNkDL2KsqMZYWkms7zjJqUksRVUse+02OWeLj1A4AhcNLKK5Wad6Sgbl3bvk/OiqkYyiqKpG7+0mf24azKWNh8y2HBJG0NNND6ebwuL3M1CYyJgeAXyTb9JAAz//VC+b1yQo2fRxjM2f5M2Rx5mMjzIc7aLYWsP5nM+kOcjxOeBzu8gbl1ksVagUWqvoH5EyKvvq8wmdkAGJNQLN7n5MhxaxYLmDWFaamXNX4MkDTYXyt2zEiLGTndQ5zsCi2jns304g6SWpJ3B6pUlKnjITzDvyq8n1wEApBDtbMJuyGJ47zdqVszT3fIosVeSJPKpyF1NeLKWTo8M6BoeLkFU+K8vn5bE87yL2T24id0BKtSarnJnPyXMLOvSVRI1uAm+/gKW0Bteyc9lb58WQgLzhOHEjjKyQ8zDeI0HX0boEpYEsDMKA/exL5N9UK2K5TAAVWCoZTTNzZRUKqgpdJ1L8uPVKbt4r780KVtBOO/6Flegd7ei6ztCozJCXFC6W91lYiNkNCNvsPlLTzJxVyKAyN9pO8j/vIPnt2ylVyhmoN3OgyscylpGYHEUVSWLZjSgW22mZOQ8eUqpOtlaLtaaNgX6dh38Vy2THp0dpmcLHPmVkT85tRGzw88Of4tg8nfsu7cqoHQC6hrL49VcgO+HgB0g59Fzm8njqSbxn9PPENTLQrrDN45WLYlSW78dVn+6F586muNpKznCKyXI7qs3BZJaKywemssrMZ2TAXFE3re4u1rws982JHPkszfONYI5qGL4o17Zq+wIiqSDhJgncGrudtJam2yfMVygoFLzTegBdQOHxmUBTP95OVTeMF0DuijOxVkkpV4Wtnc72VMYkKkvx/VNmbuCQlKofcnfhwcNGNhLpP46eiOOegIFEN5RLVi3Q1s1oyxBWLcCYvwNbyTzsIQVTRCFq0em3z2eo2Is5ojFPyO/zxNAd0t2vsAJd1zkyJAFOtPcY6AJ6+8HvRyxbifbKi4w6g7hHVPKXz8P0+2tRU0YO5g9Q55Rzb8R3DGX5MrQ9+zJ7p5buMYfJinrzjRlztnPiq+mPddIZPZwxP2kVrQQJspoZx1A9Hid84D18eUaEBpZYkqxPfviUayVKS2BsHDXLTtEJOxFjJJMc0XWdyR2vkQxNZer5zEsXYCzOIxaMM1YUBMsUtqSFlAHQNbzNb9M5R6chOsPsToO50/Wve6zr+0SSQWJqgrdvW4Jy5oybpCiWahfvRJTG8CNMuqTaKjqQBnOilKgFJu1RBgvD7LlonNbXB4hG5TXU22WS7JFyHxP7VzG8cDPuW37IGS2AQUFXQCR1LCGdjz8DXfZhXvE8DsAW34tMJEf4mPtm9FCIqu88DMiaSatiY/3kjwBIjhUzPmYDm41AboIcLyhr1lJZu4H+qv/F3ntHSVaVe/+fc07l3F3VXd3VOffknJkZGJghZ1CCKHJJgmBEglkU1CsoKqAgYgAFJI4MEiTMMDnnmc45V1d3V47nvH/s6u5pZtB77/q972/5vj4s1prVFc6pc/bZe3+f7/f5PjpGP3MxPbp+Fu6U+XXj1zjCEW7o+CajIyo5jGAeriFfX8SO0Dt0VEB5O3zhgQgXrNfzYtGHrA0sZGNdH12OMUqNNZhlC5mifHRON7rbbiH/ghuIWiWko+K3llmnTwFzOeRMYeYaQ0LKu8R9HtuG1xMveZcLLxeayjOsW0lLOpRlK0jaxLPrufIiTHFIZkbIPPQI8icuR150oqfjv278V5g5L7BZkqQDCFC2QdO0N4EfZ9sVHATOAL4EoGnaEeAF4CjwJnB7lsFLA58H3gKOAS9k3/svH5IEjz0Gr78u5JaLFsEPfwgHDwpW7r/avkLxFpLz21dwPfon0m1NDF9xOpmByTqFvC//EFsYFO+pKeFxMKeNTAVzWiJBTrSZI/EZzJwJn/wkfP/78OqrQjZorJ+D4nJPaVFguvBKlMoaCp/bhD4ukbhyAyAy9h8X+QtmopMyOJVRHHPnk/EPInvyJ17X5XlRJGWCmctkG/5WzPEQDELgkAA6qX0ngLmse1yqq5XGRqjNlhaUUTaRjS8rg3WVu6na/R1iT97LwoVwxll6vBffLArmEyB5vWixCNZlk4AjNzsXj4b1WG+/G/NZF4GsYL7x8+S9sw/LVTeghYKoASG9GN90rF4tANgrr0CRvhyA4FmLaI8fZ262Xi764h8ZmJ1PeExFl4HC0Fz2jbxHX6wVvWTAY5xE+FYr1NcLMGcySZhS9TQXWvjg9BSanD5JYgmQHupFl+ejs1Ndmf0DAAAgAElEQVQwhRPftXB19qZr2M+8BJfBS1AaRU7DqAviwQFChXY8KSeRHe8xMgKPPAKr68XiOg7mulJijFXaxGa/r0el1rEAVcswVOWETIbwF/+DwUbBCBReMPUcn/tDCumKtyCQw7VFc5FQ8YWvRNanePXgerZtziB3+xhzj2DIL+Jnx+5AVjIYC4+TSAk2rXa1MOMZPHAQvyOBexi0tlbijgOocTPSIZEFl0rLGNkqxqfJmY/7M1/GoYgUfl+yHZ2m4Dk+jF7TETdBZ/T4hPnJprH15A9AaSfM3pvhQ+1DVCZlbSe2JyjM5HPcM0zMDFsP3YLu3uMseTdC+S0PMuTW8Cac5Obyscyc4vaiWAUg0BcUs7viW5xhX8+aTWew6EiMpmqJTIUY74biSmId2UbV3lKWdV1O8dUP4na1c90zEG0aITM6gtcvrtXxreI4LVUngLn2NsrmiPs62CRYZ4PeChIkzSLBMi6PGlTEGF/AgolzNmDgcR6nQ+4kLsUx//EaClvuJK0m+V3rt4hnIhSaKjkLsSndtUJPutSBdmSyZ5/PXEVfvA1DWQ2G4gqiWTCXlqFxepKL8mYSiclksj0zjfkF9BULOeNp72tIKmza/wsUWcd0x1IOj25mJNtjzj4QYcyjJ1ee7FGpLyzFOwCdpTLxkR5MaRPd063o0OHFy+UlX+DZ5W3kywUECJDrltDpYKBfpXPASSiL13KkHBa7zyWaCTHWJfKUgRLr5LiQJIrK9DRYziO8cQNaMon3whtpKI2hyRL3XriFvfPhaL0YS8mORjIyHK+HvEENp95DS6aKVrWSQP0qkblHMHOBZD/JTBy9XqKkTOag8XG2+l+jM3qMYCowUTe3Z20u+P1oe/fQNyo2P/nmbGPsmEpCr6KpU90wxxjDkbLg1Il1pTazm/S3vof86WspXnQxjUURQjaV+dp8Yv3CzU7OLcbg8ZE6BTMH0EEHRYZZmCuOcnBvmpf+nOKqzxhwuqZuL27+isaBWzaz8sMc7p35DNc8r+O5iyK8tv8r4jgy7J+zj33z4e6mS3ExaSl/heFizvr1fHYvht4iia9Pf4GkXmXP5cfQFYr3GUvyWb4sgW8gNKGWCNozOIOQiYxNfNe4zNJ/nqiXGQdzgxaxHpUFh1GsHqQlSwFETSAwNFt858xACUerU6QSESRJYuUaHUcDAkx7DvSgJgXjojY3UtgHmgz+Aj06mxOdp4gScwONx1Wk+mmkbG5yLSH0eSf3FAPR46xnVIy/HlcUSZNYy1qiLeIZq/QuY8SRpmfvX8Fup29bK9VyE2EbxMf6yc/Oy6aoRswMIxULaa9KYYqqXOESr72ZWk/MJOYZ/5BG66hY4+M9zaBJovk0oFx6BUFzhphJpdhSQ8nVp2ELeak9eAHdBRkqnALMDYXbkRYvhEAArVXIGbUD+0ED+TOfRvJ4JsDcKv90JCTeHnme5vgh6s1CYglMYeZih3ehxqL0lKRx+yUapoO+wnvS9ZKKfBAMYptVTkGLeF7HXUbHdr/L8bsuYN/VdQxLQ2gGA/p8N4t612O5eSWDRSm859+Ay1VCzCqSY4eaXyNlgBnapHPxRP+6jzBzjcE9vNH7Gy5pnM7MIxJ/XTpERpvMngsw18f2XzxDjmEQ95X3YfD4iGWZOVlSSBpBSYMRA3dtOE7HH27lxS3tAHRFj3LlcxKNG+4iz27h/o1vk/7trWiyDKkkqgxSIoXiH2PxLpilW8Djfd8kmgnzF//j+AzlLHecQ+b5P1F9UDB+TQmxBc87ei2JxhmkWutEi5HcHMZyVJwRI1JeHuU5c+nzZmgsFZ+raoJ10bXcyI28VPUwrrM/xESCgJrLEvtadobepatIpawDZL+fz/VeQfX0i9noFvP/iBKkxizW9/TYMDpPAZLZjGI0E7XJ6Nq6CB/fQ5l1OoOJTqJpwbZ+lJlrDO5GQuJrJY9iDFdScvvXOeMc8doidStN5vlIFgsppwU0yAzHMUchHh9GSybQ/eC7J42hf9X4p2Au6z45J/v/DE3TfpD9+3Waps3SNG22pmkXaZrWd8JnfqBpWpWmaXWapv3thL+/oWlabfa1H/zv+Un//8X55wuXw4svhnvvhS1b/rHE8lQhSRLmS6/G/fIm1FCQ0duuRktnTRmCY0jJFLK38JSflXOyzNzIVGog3dKArGaYefEMamth1y745jfh0kuhshI2vCFjWXwGke3vTmTSJEXB9JlbkeNxCg57GHOLSfkfMXPGmskfa5o2H/UjYE725COlMiSzYC49IuSU05fmoSiQzNpsJ/dsP+F7xAIRO7SLpqaPb6x+Xp1YcFZKf+YbN7UiSeC96CYkRYc5BsnoKCgKliVnTHwmJ7t+BgJg/+I3yP3NS+gLikmHxGShlIsNf6ZNSOTGwVxZGVx2GWzdCoYdIsO3/TQBLMbNT6JP/RySSWI94l7URGfRGT3G4bHNeM3lKNJUeci4CQpAmbOGYH6c5IXvMd2xgjLrycW56YEeNh0pYu9eWLly8u/6ojL0vjJkhwvLgpXkGPIZTQ0ipWViFpAtdvy6UQoslcT2beUXD8cJBuGr101l5vo0AeaK9WLj3N2pUps1QenJFy5b4Q3P4z93EbKkkGucHJOdHSofboqTPmcD87fbGLzRzdW+n5DuWIJD8mFc8Drf+moMqduHPyfM4dkKx6MbGTmwCtmQ5PiguN4WXzFRzUWw4TA9jJEXkNHa25AKDhJrn4YtIDaXUTlB15PfQpcC750PIlusOHTiWehNtmOTnSga+CLOCTA1bn6yRd7G/H0SJpODOXszjEgjHGEyxyRVVUMoBEND2HpDfLhKbMgPHL0a76w6ZJ0el6OMYTfkhPS43adm5lKdzRjKplqPb4+vJGA3EhrYSvf2y1HlDHsCwuBAX1w5Yd1uLCjDXZik7ILH0Q3NYvURD4HjAxTqO3Fnj9XRNURuzCKYuZJSpDIB5mqXZO/rsSyY00TWMkGKr385xvp3xDF6PAIUzmf+lHNczWpu4zZWaasYeWMuZfZ6lnsu5o3eJwEB1gooYA5z2LPSQsSQRjt2dEImXmgoZ9AcxLJiHT3RZl6KPsPjt8LFf4WUAS5N2RgaAilPADK9x8VwuQtJhWV9fRT2Qcuh18hs3sRM52m0hg/SHRMsl7V7hDGPHjeTmyp9oWhP0FUikUgGMYbSdFfpKKIIhclnbrz2QpYl8r0SA30aH2y2TfTsyyGH+TlnopP0dIwJqYXfO3W5LCmT2RI/HzUcJLLrA7QlS2ithE2rNGYegrgJvub7KQECJNsb6ZpuJ2YBR28Ep97Dvt0qV6VeJvXTpya+s8BUDsBAQtyX0qXHCCz+OvlGAfJbwgdYxCIkJHattoLZTOZ3v2Ew3oWkMZEkMoxE0VCnmJaAAHMmfwpJ0jDEJIz6EHz20+iffoJiedJRdqG/nGCnkKKt2noXiiqdkpkDaKedWtdsTEXNWO+5nGRS4+Y7Tu6RtVf5LkOFGXIeup5wIMzNj6WZe0TPD877Ke6KncxckKD5np9S3gZXHznZ3vnTLxZT0aijsUZjd1cCw3OXcXy6xvZSkVAylnpZVb2bfL/GkCVCWksTcqZwjonempqmkbz+WtQ/PwtA77kHKYtVU9ZoRnHZ6c90oGT02OMqhkWrJ5xLK6xZp+ZawdrOUeaSNEJDv/COX32mjoz3APaMC9tYhli7ANZaYwPurP9IS0zMabbKGVQ5BTMnSRJBXQHWtB8tO2moqsZ37onx4fvieVTff5feArEmD7uhPl2NBw/R1kOgKExfKEys9r14H1pZKZFj7cyyNuP3gGJxkH/FzWiAKS6RMmvIsyro8YEpDrMtS7FrdkbNST5cKerT21pU+uKCmUskgiDp0XYIZl1etpyui0QvxMriZcg6HUUlMsVvn09GBx35YqM/nBlAWijWbW2n+GzmvfdAk9B9JVvjljVnc/enmGNdwfNDvyCtpZhmWcBmNlNKKSUnVOVEd37AYD5ELWmqjuk5Ng2SLVMbWQNIWRmUvTIPb5sFWZNpCQkwFz4mzsWQU0BHeZqGGpXQsV2kRoZoPfACpqhE2RV3YVOchH1uDAk4PCzUK9MN8yaOkcqCuROZOU3T+GXTnTj1eVz92ygX9SykP93FDv+GyXMrKETt6yGz8Wd0Jaaz6Lp1mEpqJ5i5p6Wn0SShWrg+9AluubeUwHk7uGHFbG7mZpY+s4N312osf/F7HNLt53LPGlQUEnYvDA2i6iTkSBy5ow8J+Lx2O/50P9/vupnd4fe53H0LMjKZJx6jbMiMLgWNPR8A0NMhMXz76wze+xS93Rq4XIzmathjIrFWZpmOisqeh0T/2Kr2DAfO/zp3PrkOqauI4O/uJGbJ0Bd3scy+jmBmhIQRytrFbz/+yVqeKXiH6ri4p0ElQm0WzKWCw0iJJOkRPwkSpJQMtrSR7j8+SJlVgOjx0ohTMXO+YSPSjBnMenQ+prLjvDf2K7RolMrwXrarwoQommfi5Uvha+qN6OMSGTmDesNVyNUfv5/9V4v/Ha0J/p8OjwdeeAGefRZ8Pjj77H/+mVOFvm4Gzh/9iuS2jYT+UzTJzAyKhVnJPzWYkz5GZpluEJvTq78+g9deE7VewSBs3y7A3Le/DZalZ5Lu756QgwGkLSJbvPCQyO7mkjslW/rRMJbXgU4HioKxbraQWXoms2eyOx85rU64WWZGxEpnL/Jw2rI0tpD4e2r/zomMsr6sGsWZy8iuHYyNfTyYm2fdyWg6FxUdi3p+LM4nr4jqlf+BM6Ij3nwY8+wlKPbJupdxZm7khHraExuH67JgLt0+CeZ0OnFfL700K9F8dguSCrvVHVh1Tmps80gd2kfqgKgXSA6KezEjLk788NiWKfVy4zF/vjBA6e+HeZXVSIqKwdfK+UUns3LhoRBqJMS7e33ccw984xtTX/fc8T3yv/JjUY+pzyehxkjohczAevZlxNUIvsIFaMkEH/x6G5dcAqdPm8rMjYO5fC0L5ro08ozFuPR5tMptKHozUQsMzSkiz1g8AU4zkRCbvv9zvnTdAhI5Y5yzPYDelcdZ3pfwD8mc4buUnGV/p6UjjNlfxFBOipenHcOrzqf5V8JD6WhWpidJElr+TApTWzk6MIBl2Eb3lmbM5QeJtc6gWOoiI0PTH76BBLhc5bguEY10J5m5Dmz6HHSFpXgHJCSLyNb6LNV0aB10O4IsHanH4qthbrZP7EYmG/xMOFo2N9GSPErSKNpGhK0w7s+ktHUw7AZHX/gfMnOG0mxyIBah7edf5rrQaaR1ejQZAiOfhHgO2/2vA6AvriAdEfVbRm8pg5WPYSzsZPHYD1DyCoh2DlJpasAWBr1qQudpo7jLTkudDsnhQCqvgEiE6RVJYqqFkdYsmMtKdjasH+WxnyZ4a5N45rpKoSxeMAUYjcejPMqrI+8Tj0n4iiU+WXYXWta7alwuvI517K8K4deG0OJx4VwHePwacRN8ffkGPr29hteqDmFIQswqkh9zt0YYGhJ29QA6j5ORYoWcgIQ5Gae4C5pL9IxcdAXTk7WoqGwZeg0Ac+sAo05tyjlnXEUU9kFvkYoqqRiGwnQXqVM2hjB1U+AtlDmwN82H220TzJwLFxadnVmulRy2tuMagQFHfMp3FJfJfNAjNgvxQ7vYHv47h2eCPgl/uQJO32mhV+/nXM7F33eEphUisWX1x7DjYM/ONKO2MqpWTCotvCYBkPpjbSQyMdJXfJZ0xMkP5ohx0Ro+iBMn9dSz03wA+bIrib/4DCOGCA7VjkE2oqVSGAfEb4v3tJx4yowxhrEnREZTsI0pIEHg9q8iyTI+xHmYYjCtSUdwv9j8OgPtKInMScDwRGZulqsWZKj0buDu+W9QWz81WaWh8VPbk8w8rLD9tbt45cl29Gl44siXUDIarhfORnfXQ6QrO7jj58DYGB+NfOMgC9+1o6gSD2d+RvdfvkhpBzxT+iJjnjiGknxqjFtwD0qokkqP2kXYmcY5BpHje1DfeQv1+T+h3vs1Qk4DXSvbWTZ4EYrLjsEnGoa7B/XIGtjPmayVtujsFJoq6C+PoM/PYa5XlCUcHBOS7FVrdFhq9uMICtA3LiVOH29ATstYgxLNETG5mMun4zM20tKQJhNLMDikR9I0Mq+LMb13V4ZHfpTginMivLE+hfru2/SW6bBZvAQdUB3yZo9xCHNJLSX6rGOs3M9AbhrTYAfLfYdE78nzPoPOakdV9BhjEpqkkVwcRdUJwFBunUGdVIfBaGfbMgg5FVqbVZKqGcXqIWEEcj1ozWIMSRXltJ8u7nl5QDwoxaUy6UM52IPwhm0jdtVG0Joh6bGD2Yy6YxdaNArNTeAtQK6p5gM+oN2brQUbGGCN6zLC2VrVOss8NrN5isQSILLzfXqWimd4xiGJ/kLo7dzOSeETeyNrkRNDQsGnq6AlLJIx4YY9GH2VzLzlMcpaJZJ6jUM3LubgTYtJJyOUN+qRwzHsiotIkQNLGBrsPThHwOeYdBtN9g8jW80otkkJ87sDf+LI2FZuLPoOlsOtnOY8jzxjMa90/3zy3Ap9hKID5KaO0F3yeXQ6GXNJDbGuRtKkeYRHyM040WWg1FzNDb+exvfP/wL6zct4kic5/T2ZDbOKeaLuPgwYqKyWkWUYM3lR+3rRJBUpEERpaAeg3u9mresTvDnyZ3SSnovdN6Dt3IF2YD+mr3+f8g6JprBglLs6VEo9ubiNbnp7VOIOhZgFLEGR3SrNJpR36cVYqGrXsEwvIXTzz7jt+gUECjp47McdtI85WWwXz0dKD2WtMqNOuPKsx3DgYJNpBzbVSloHNWaRsEn5+0i1NzH64m8IIsZBYe1qAhtfxjsqkkLjUksXLmLESCDY78bQboqaEwzbknxn04vMPmTg98fvYWTrBnRqivdCy+gOtfLQTX3sWwBNOV00TBNJmsSlZ508fv6F499g7n8QmnqyfOXEkCS45hro6YHLL/+fH8dy5acxX3MjkV88SPzvG1CzksuPZ+aylsAfBXNNR0FR0FVOTkh2OyxZAnffLeR9+zPZurkTpJaBt18nkMpn1X6RNfxHrBwIZ0xDWS3GymnIJvPJzFyeV/SaGwuQCQcnwJyS4+GyFV3oSMO809BCQdLNIhMjSRKmWYuJ7BfSy9rak48LkDe2k72J1YzM+yzBV5+eMHORm1vQ1UwnfmQ31uXrpnxmHMyduPk+sXG4UlIOsjzBzHV2QnGxaBI/cyZMr47iPv4GnoQdFZU5rtUoso7on54UrjMmM5kBAYbqUrnYdQJgFJpOlqouyKrb9u2DZdOyRjc4WJ1/5ZT3+f1w3fkiQ37utUU8+KCQJ50Yros/Tc6VN4l/G8T1D9qEG+RN60WdznceWE1aU5jJe3zzm2DL/tdPPz4fBE1eVCRcicnG4ZIkUetYSGNoL2ZTDjGbzJAuQL6xlHR4jM6nvsPuS4upPPolDpyZQEop9I82UXDJrdSYdhEcCLAy7zLQx3Auepcy8kjrYcgaZc7AL4m0z0DLyDSPHZ74LXNv+xyl1uPovP0oQ05amxvRO4eJtcykQt9Be7mOeF8bltEUnk99YaI+05ll5lJaEpvixLrkDPKbg0QNgjHymav4oFu4KZ6RdyV6Vx7lIw4KhnRs0k4wQcmCuejujeyqGcWQAF1aQrvnEcbLkUINu4ibwdHip8TRexIzp0YjpAd7MZTWMLL9TfZ/agZ9z/+Uvw7dwt8Xt6FY7Kz2vEPkwLnsGN5ARstgKK5ElQFFR9Cmst/5AKEdZ3PtaeeJ/pGDAywpPo4kSRRaKrEVtVPYoKO1WgyGcRdD82A7ISmPaH+211xYAJJt7w3iyZPwx3tRNIXmapivzjlpXI5Hd7YhdFGJzAzncmY4BYgZZ5LO5mxSisq+WWkiVtAOCxlY8d5BJBWsNi+3VvyYr/5E4r4HwOopRpeC4ncb8PtBX1FM0d2fIvfS1QzlRPEOaqgSFA+baZqejxaNYzznh8jIbPVnwVxbH6PW5BQwF0o68Q5A0KkRNYMxqtHtiVJKKSfGiWAuv0DiyEGVUMpJ2AaSJuFAZKQXu8+lxx0jNwADtqnOtiVlMt1DNhRfOYnmwzxg+E/CdvjG98G27hIWsZCzmsvZy14+e+t29i/SoVd16FJgHUuzd2eGuQt1yPKkDt+bbT9y8E9386vmrxJ3HqPtgcdxp2fg0ufTmt2YLmEJO9mJ8tkbiacjjLogX+/jOZ5jTXolmSzYjve0EAjAF74gEnhjjGHpGqYhPoeXzhCGB6MNYoM23mtu9kHQtnyI+tIvQIW0vRAlIwxQTjST8OLFgEG0JzgsZFBHys3cOngfWmTqtXp77EUOl47xxUNnMHuJjb8+LZQetVXn8Kn7P0PLwlH2Xvl1dBvWsnB/LungyfS2VRsEXYYZhzX21b2AcW4+V2wwkSHN69/aC4njGLo/RM3WfG0N7EeTwRG2EG7YQ+ahH0GhD5xOti3NoBpUZrWej6m8AGNxPr1jxyjqFfWRptKpC02FbRaDlVFm7XiS6d7T0aXgYEY433pLE5jKGxhrWopsMBHJ9uAMNRwCvUphu5VWRbDJlorpGIgSaO1g9J2dxDJm1LxC1FdfEtdpQwpZhumzFD59WZjQq2/RV2MjU5AHErj8QqUTbTmIpXLWxD2LrV5Mf7SFXK2NEssWNAkKLrkVANVowRQT80K4XsznnmErNp2TGmqIG1Q0GZ7t/wntLRkkCSxGG3ETUJhla10upJwcOnLEZrtkgwCsRSUyY5keiruhRWlnpNhC0AHxvlak+XNRd+4m/fQfQE3D6pXcx32cwRlcbf0PNIsZbXCANc5LAbDJDtIGmV56p0gs1WSC2L4tdM3OwZhSmNUsNvJ7Y5OtSsZDKhIJCUedj+lvPUy1eyEtWZllpHEvtvoF0NGJOwAz7cvxXfs1ksN9lF1wJ5aojJZtTxC1ZZBCdtpLNeqOS0iuSRmsaBg+ycpF0yGeaL6LOvsi1vbOAE1DN2chFxfdzt6Rd2kPZ5OTBYUMelTGkm5qrxYMl6m4hvSon5diz9JOOwtTgvkslIsw1ZSwZCiO51vXs3wLfOv+DI4BHzNmjRvbSVRUyQxoBah9gkWXegdQYmKMpAd7uMP3IHrJwFrXleTq80k/+TjYbCg33ET1iJtmo1AAdHWolJTJ+IplertVxszi+TX0iyRwiaUOCYmj4X14BiWcQZj26O28U3sbl20McuUjhbx8ez/P/OlW/qZ/h1w1l7QOijol/uN3Cu02Py/yIoUUYlMtpPRMMHPpsWEkTTCtIcQ8UjT3AmS9Ee2VV9BLhilgDsQ8Fkj040/0UNylETLncEn6LW7eMosoMZ5+6ypUSebg7DS37VnEiCPFjb+WcA1LbDxd7N1jw50njZ9/5fg3mPtvhv/Ae7zzCRfB1v3/R47nvP/n6GbMZfTO60hma8k+lpmz2UFRTgJzqYYjKOXVSMaTpS/XXSeYpvufrEZXUDJRN5cJB0nseY+/Bq9hdoegIP4ZmAPwfu0h8r/2EFoigRYcO0lmKWcxcKq3Y0JmqcvJY02tcHk8VnaNeP0EExTz7CUovUexysFTMnOZsRHU7kYuu3sxy370NTQ1Q+B3D5Pcv0uwfAX5oGkTLQnGY1xmeSIzpy8oId3fjaaqSEYjSlHpFGauNLsnlCS4bckbGLUIPpPoYTQv50zUaITYS89gvuBKdFV1KNnGozaCzMk5HeCUzNxcMYezdy+UZbOAa31XTzQfB8GoLl8Ow00CqJ577T+3080xiEyuVD0N84iXijXikV+7chpxawW3+h5l3mwx+RdQQD/9yDJU1OgYM3jR+ftweyS6O8WNq7UvoCNyBF1a1GAMxDuw9YXYe0UF3b/9LmrlGr588B12nOdG+3AV9SWFuBavQ5Y0nIPvMtu1CofezYxrNrCkQiwY0w1zyXQsQ02aifZW0xWfBHN5666h6Lu/JWlU8ZmHYUY7AMXG2cwr3cSYK42rbA4GvRXnpZ+d+JxdmVx8rbIDy+IzKOhMMqyMcFXZvSzOPYeNwy9hDcOShbejOHMxYGDOnjQbM+9NME9SWTnIMscb/8q+eVDQD+XHSshc9Ap7ELrY3l7BwrqHYYby+knMXLJbjO1g7zGOfeVcZKOZ/O98yI+bH6Ok3oNz8Tpq1Tdo//v5jKaGaAjuQl9cgSqD3p7LE233oMopXr7jUeqnK5CXjzE8yIycBvS+MnzWStxVbZQeSdNZkCRJknEwp7W3kbbm0+9sYizpZ+TYIHJSZkZpD088a0Hn7sOQttBbBIuNq/i46O0W999XLMbPF+t+xRfrHsegiMV+BSswa2Z2LoGgE9Qjh9BUlcKXt/HU65fwi8XbOS+9DueYhlkzEs4xYAvDodA2YjGNPK9C2Q8/h1KSy4DOT94QqDIUJzwE8wbYfN1TVPcfJq/dSTg9KpzzNEjoMlPBXHcYX1YNOJQH+gR020ZPYuZyySWAuFEFheI3zVnhIWwDe9o80RNzgUlsKk0x6DdPZYtKysR7MoUzeNWzhe3uJk4bnsa5I0sZCjTiy52Fvm+IPyaeYu+MBE8vb2CmNIu4VcLcO8rhAxnmLZrKYHkMPuQMbMw5yPqex1iQ+CKhPWtoa1GptM2eYBkWs5ghhuhYXkS8LJ8xJ3RV6LmGa/jAvIO2CkCWSfS0sH49/Pzn8LtnU0SJ4ugd4GB0KY7lovYuku35Mg4M5u6HkcceIK3AQKIUtWwGSiKNGouQyToFgmhnUEop7bTjfWM3xjj8ZfpaTP5O0j9+YMrvemj0mxT0wbWzf8Q3HzCRCYg5zJBfzI6NT3Htr3yYYpDz1XuRrG7SwY/UfWsaSrSPlD3Oyk2QNqawfu3PlOTO5fzNTo7PgF2JZ4SjbVzUum0fFkkZZ7qAyOHtZDZ9gO4LX0H/45/y/uoM9oBCXuMSqn57H2UP30FvtAVPVhY57uw4HhXWWXQnmt6gXkwAACAASURBVJFLczEUlFLfKHHIJNaFtvAhJFml+f05mCtmEG0+iJbJEAu1i+vaX0yvQ9RBmsuFbCwndZyun72MwZeH7qqrUN99B210lLdeT7N4ucJr79m4dH4b5uEOOp0JBnKSWNJGwgMtpMNBEn3tWKomwVzq3LNQNY1gUYSM0ozNlIelQhxLynNjjIuEQb9DnHNJi0hW1FDDgD3CohYPf+t7iuODxykulTDFNBIWGTlbkC1VlAOTjaMLXtiI1tVFcalMTN9H/iAs0BawqX6Qt9fCUO8B5MUL0fbuJ/OTnxK2wVXfa+BBHmQOc9jJTnasc6ENDuAzljPTsoRZ1mVsk7YBU+vl4gd3oiXitOZH8PVqwh0a2K+bXCfGYxzMSQP9uNYtodo2l/54O6OBdhK9bVhr56O1dYCkoSurgnMeYNMqP6lZN4gv8PsFM6dEGM0U0lcIla0akmtS0SMahk/OOX/qeIDhZB+fr/05HBTPpzxnHuf5bsQgm3il+xfidxg0gk7Y47+AM84TzKapRGxoHtYeoooqlmrimSyUizDXlmAb7abgil9jSsA7a0FXOnUeq6mX6YzlT3gryKqouUOWSQ32Umys5I91u7i7+Jdow8OoLz6Pcs11SHY7NUo9LUUJ1O6uE8CcRG+3yohBzHW6Dg01kcSomMlXC+n1BKluFmNpZE8TjzSdz747fsPX37icr35uGjFZ5VN8iq0zR+n1wf3rZ/PGORl+8rCPFawgEICIX0bT6fDqi9E0jXRkDFmFRPORCWYux1qEe80nGHnnOYpM1RNgLgexro8wMmF+UtoFajKG/czl1D+/iwu5kDfPVvnlvaUU/eg6bFohd/ylkNn7FNa9KbNnIUSsEpHmgyeNn3/l+DeY+2+GOa+UdCxEsGXfP3/z/wchmc3kPPEXYTjxE+E4JOcXnPq9kjTROPzESDccQV936uI9oxG+8hX4YKNEtOpMojveR1NVIpvfQlZTNHsuY+EF91DQB/M6/nGTTADbynOwrViHmm0voHwcmOtpn2TmXG7KdSI7/PLAeUgOJ6m9kxIK8+wlSGjMse6mvPzkY8YOCzmQY/5iDCWV2FddwMgfH2Ho/MVIegNppxXZ5sA8a/GUz51YMzceuoIStFRyoi+XUl5N5gQwV3bCGn+a/AL+dD7JsJiA5+WsIb7+BbRwCMunbkZXWYN5uB0AU2Z0op7uRCfL8XA4hIR0zx7IMeTznZkvcUPVZFlpOg1nnimYuYe+IXarOu8/sUllkplzfvtO5u5q4fIbxPk88OVCPMkBpMQI/u8J17ZxMAfiXPopROvrnWgcDlBrX4iKyqBuhLSkMhTtQL9rP7aZy5j91G5eUp6ltTiPXvdR+OuFVFeDrX4RcclJaewtFFnHcs/FyNP/RqRUZKMXuM+esCaPtM1kSPvIIn2mqHO0+RPsnyuYpa9cZEPvPkgymAtHjuC8+NNTJLQm2YycFkAjFXRiXXwGBf2QktJcWHUnJsXKNscRFnS4MbryUZy56KIp5u6HQd0wTYgNrmQwIJWW8Vz9PlQFpg3nU/TueehG3XyDb6CFw/SNHZ+4fhXR9YyMMMU1NtnZjAYMbVuPa+m5zPndfrr1YrNSVQU5y8/HlOjBebgYGYXt/tfRl1SSUaCjSsd7A3/mqtK7KbaJJEDE6sWdGaBYOo6hop4CczmKu40ZTUFURdQwnQjmJI+HDV/aw3c/+ARH3+1FS5lYPqeXZSt1GPP6iWbxxEJl6vNxYoyDuaISsWRU2mZxYdGtk9cbE6ul1ew6zUQoz4x2+BCxA9tJD/XhWvsJcd5Z+ZmhvI5WfReuoMKW2SEqpZYJyWpPtIkMGfIHISODL55LSkqx5MkVNFzybZYcEJkXR8bFWFbxfSKYC7cOUJTt9zmQD2NOiZScPqXMMkyYFCnyvWCSIlx+Qx4hOziSk+1bCgcUcgKABH3GqfPqOJhrqCzmns93YQ/Cfam78V54I7H2o3hG9UQzIU5vKeH7WSn0fOYTsYChuYdUSmPB4o9Yq6fSOILQ49Oo1NVxjU+AorYWlSrbHNojR8io6QkTlJce/gztOaXsnQdvlB3G1SqkSx3lYPQUEe9p4VDWj+b3r4iNkmMszYHYUmqWlhBXzaS6xPxWTjkrQnM4+22QJJmgr46+RDlKvhclJBirU7Yn0DrQ/vYGpaM5eC8aQb7mOjI/+8lE24SD2kHeKWvgc38txjRjPqvW6DlnlZD97jmWT0u7Qu22H/DDu2F1Yx+yLfckMJeJhtCSMeKOFLVNsPh9E0fP+g2m2tnM+WAESYX2wjhaKkGhVzgg7I+LOmqPpY5UeISU24Fyw02oV1/FB2fAWe+rpFv7sc2rJe6DuC6FNJqHig6De2rCtMI2C1XL0Bk5hiTLzOxwcChPbKCbQkKq5t8/m7hrFpHmA6gd7UQsGSKJHKrVmaiyRmvk4ISj5UzLTqLv78R7y8XoLv8EpFIMP/MaB/dlOPsCPQ6HxCNXf0jIDjFjjKOGXhYkZjKWGqKn5QMArFWzceHCjJlBV4J4zrkE3JA0qOTXTRZSG6bXoEuBYnXSojUhZ6DykCihqKEGVYbZqXoMsonuuvupqFIw9AfISCoZjwB9UkUZmWiYPnqxJvTYgxrqpvcpKpHQeXpxkcdWaStn+ufSWgVnrvk+m8+3QCJBp9bKme/CX8sP8QiPsIUt5JDDL25JwKAYBz+v2sAD5X9iM5tx4mQGk/uVyM73SRqgXW6nuEPFNQYFAQOHcnr4aEg2GzgcaD1inFbZRZb0SOMrANjqFqC2taNJ8OZODwtqQvzwe2kuu1okurXhAHbFRVgdo2tlOZoswILmnFxbUv2BiR5z3dEmXux8mHUFn2G6cynagX2Qnw8+H06DhzO91/L3/j8SSo3Qf+x9YcGfdxo2mwBE5uIaDs+AnZZDfJEvUiyLbHGhXISptoRupR3b3E3IQQtbl4Nh4WRdK0BNvUJL0IuWNWmTVQmpuBidp4D0oLgGtebZOHQ5ZP7wNCQSKDd9Tvzdu5KIDdo2vsDQoEbxBDOnEZDE82cLGEh0ifYO7uMKAW+GqmwlzrHXGtA0uOj2Uma/+XNmzdmJdeZ2fju4HmtEoqcYHl67j0/tm8nN3+tHi8fZvBnUZBJVNiJJkkgOqRkkDRKtxwiqAkQ6cOC96CYy0RAFISud2Ybl48zcKKM0hnYjaVDSBSY5zEWXiD3w9af/Dqshl7dWtDO65XwuC2zE1RVETus5+w0FTYL9c7QJE6H/W+LfYO6/GZaCSnRmO8HW/zNgDkBXUY3zp09DJoNktggG7mNCcuWinuBmqcXjZNqb0dV+vBPLzTcLyeErzWvIjAVIHD/AwOuvEUh7mPvJ5divuZWta63c9MTJ/Vo+LlS/mKRl9ySYU9wfAXOBIWSHC0mvR+1sIS0ZeGFjMbq5S0ieAOZMs8Umc1XhDvT6k48VP7QTJAl9YRlj3/wCbNiApmbQVp2GZ2sz8Yb9WJasQdLppnzOZAKz+SMyywKx6RuXWuoqqkm3N5NOC9nsOJhToxGMh19nS+YKut68jouLbqfcOoPos0+gVNejX3waSkUNjlAbEdWOFh5ldf4nONN7LXNcq095zRYsEMwcwMr8y3DqJzepb78N7e3w1FNQ4RSLmD7vv8DM6cX1H1VHkKxWBuIdmBQruhdfwegPoZN0+F98nLG/PX8SmOtI+FB7eykqmcrMAfTmxonYJVQFpl9wF9N/sgGlbD4vP5ei6t63xcGzYE7S6RhwnEW9/DaaprEy7zIimeBEljfiNtHXByUlEGmfSVDfRDIzWZ80hADWM2ZfQ68P7KMyuS98Fl0GQv5ypGSS3Ktvn/K7UylIjQm0nhh1oveVUpwWLGUXXQw0fEhDeZIVnIaWTJLasx1CQZaHhHPdiS0KYuVeXjsnwbxAGQ+9ez7Vz66g5pW7eZM32dTwG/rzxLWpKj8Lz8jfMUqRKSU/qY5mEkaxIS258bvIBiMt2VKmqirIWXouAEv0W8hLrGD78OsozlzSenh15TBeUxlXld098X3d8XzsUgh7sAFjZT0FpgrSSpDqPlGH0kyz2NR4PGgdbcSLg6QNcED3PomCDqwOJ1qgE5NJwl7cR8gkmNmPmp+cGD1dKooC3oKPt+ZdxzraC+O0+GKkD+8n9PZLSHoDttWi/ijSfABJg86zaohJMebHp7F1OSxStpHtlEBHVGRg8wZlIRUbFVrWDjqY++dvUZoWc4GuR7izwlQwl+gaoDgL5kbcMj2l2f5zpwBzIDYFl+U/y5uzZrBiuSTAXGJSwZDqaKLuOCQNMKQMkyQ58VpJmYympLnns38nrcCsw7As9zw8Z34SFAV7k3iWOrq3cMlr8E77U3w1/UU0ScM2HKHaeJj5i6fOSbHuJnIDou7u1oFLqa4SwHIczKXUBF3RBmYxC0NCodGxmR9c30JzLUzbnEfeJaIBc3uljKm0lnhPCwezCei9zWJQ2kPQIi2hpFyhO1kBfQLM6UJxXlzUzoo9ZuyFdRAdwp/0YSj0ImUH9EcdLcsooz3dDH29zLUupTWxnfT93wGTifRX7iQwrPFg131YInCr9asTn1u1cICImsPnboJAQKP1nA9Zfwks9r5O2phLamyqzDLl7yOph6RJQxm18aVfxxmydLKpfhAlo5GXySVQ6wEN5pe5IGinxS7GUrlTKB3iF61DstvZKm1lzAlr3tVY9tcvA9D9+uNi/Ax7iRmKue8bCldcMXn8cUfL1rC4mLP8hXR5YowwQlNoLzYll+RgCa2RGaRHh0ju207YBj3pBdQ7hHlGw+gu9I5cZFcBi80b0RQd3psvRlq0GIqKGf2DSG6dfYFY5HSb3qZ3UTFRC0TNYXxHTwfgaJcwSbJUzUJCwoePHnrYnr4dXQrRGmPFRZMnn+dBynVjLq2jwdKFKQ7ljQk0TaNaEzLyYJmLS4vvRJv1CvUVRzH6BQMbt2Zl2xXlhI/twu+GgkyeaAre2kJxqYzB04tNLcKAgU+HLmXBHpGUOHPN9/j8r1Ks3KXSXg6vDz3NndyJFSs3czOvrgrQpoh11qVz49TlspnNLGPZFLOi6M73GVhRQ4YMxd0SCdVMXaeNo1UJ0sODfDSkIh9arwDaVTYh5Wvs+wCA5vAsjrzagATsasrhti8beXubDVORAGf73hrEpjiJqRG6ThP7nYJ+4MCkEivVP4yhIJcjY1v5/pGr0MtGbqwSLXXUA/uQ58ybMM+5tPgO4mqUDW2/ZHDXG+QGYEn95BxiKqri+avAkTBxPddzuf4qfmB6mDp5GubaEnZe3IeiGpj3kzUkTLB36dSG2XXTZHrTXtTstCypIC9bgi7fNwHmQJQGZX7zK6TlpyHPFGO5xif2IUeOCpOWcZmlEhhgxCSSN/aAnkR7H6Nvbsd+PEXMqlHZLIHbw8iuRuYvUqiuVZAkidJqI5ImU3H0dGbvyzDtCKzcBD89cD1SOoN2+BDHjqsYDUFSSrb3bfY5lzTQ4jFGhsVcZMeOffYKzOXTcB7rpS/WSiITO4mZ841aMGYv59mrs0BQn8u3Z/6Fm4sep+27vyfQoQjQaLJiDcvMGy5nxxIIdx5FTU3ei3/1+DeY+2+GJMvYK+f8l5i5gZ2vkzyF9v+j8Wbr4+zsfe0fvsd83mXYvvxtjOsumpgoThWyK3eKm2W6pQFUFd3HMHMANhvccQc8tlnUzYW3vEVs8wY2hi/gk1crSBYL9qq5ZI7812npjF9MslNklu48JA0knV6AuVE/ikvs4jKdraTyyxkaVmg2LSV9/DBqJAyAzuWmj2rm23ecfCAgdminqEc6fynRp3+J7crPYjvtXCJth0l2t5Dq7ZjSX+7EGG8cPh66wqlgTimvRhsJ0HssQCYzKbMMb9yAFo+RWfIJ3vn9Ym4s+SXp44dJ7dmO5dqbkCQJXWUtspYhKVnJhMbIMeRz34xnsOlPbSIzf75g/07lhvjHP4LbLRxT04O9yDYHstX2MVd/MsaZudGkuB8D8Q68hlIiv/ghhkUrKLz3lyhp6L3rGnK7olPAXE/GR6ZnKjPnMRaRo+XQXg4Fdz0MQGnF6QA88qM4IwGNzIVvkeevh5ZqKrMkZKhwHXn6LiKtx5mfexZWxUF5NA9dCgbsEfr7BbBJ9swESZ1wr4JJMFdWexaBXMjvU9D8rZS3ahTYWujPWzPFSRVEm5DkqJj4w0Miq1rhFfKrzkwH7x97FE2GNaXXk9y7nfT+3aBpzCm7iJwAfBB/c+K7tswM0lIN1+tvRv7DH1k7+gSLd92OFy/f8vyM/kLxPNbOvgxZTbDQ+fcp9zDR3kDCIuNcsAb7tEUAtLQIM52SEjC4C7DULmBF7gb07RfSEj7AQKSN7Uugz53gtpqfYVImi+2bx7xkFJCSUQzldRSaBQtnzZYptZA1LCirQG1rJaAIplPKwN6rurHl5pEY6ERTVWRXP8HcBCUBO7mc3DdpPHq7VbyF0kQT6J074f77p75nLULGvHshBIfbCL79ItYV61BsIrsfPbILUww2rhQL+RXm6xhzQeXsVyeYufbwEWRkCgbNpGSF3AaxqeygA0mSOO1+Uefo9ocYyxdA50Qwl+4dmJBZ+n1GuuaJMfBxYG6EEZzDezCkxoj8/WXCdglHbBJgJdsbqWsEXdZQuI9JE5BCn4R61as0lLewbBvMiFbgMuShWGyYCitwdYrNRZdfrBVr8j+JJambuFdnFrxPUfHUuTzWcZxz/wY3/EHBdrAFm024bba3qFTaxca0NXyQ/k6F8n0Ofv8ZeOvaEYq74JGHorzway/WET1N9TZMRdUTzNzZZ4OU7aNGvABTQQG5bomuZBX64ayL8I4P0YJj2BadjtTdhS7ahz9RhLnIixIT7opJ/8kmKAN60a5j4czrSWspDhsb0X3ze6jvvMXNy5/mRe/fuO45PXkX/8fE59SRHqxFxfR2a5jlMP48YfAyPW8jMdykQ1OZuWSgn0hWcb49cC4XvA7FkRx+Xy1s7L2Kj0FHHJ2sx/O3e5B6fETcwpW4Zl8baBCrFZP3etZjSMvM3JZLfdt6Mq+9Qs+HfwbAFpBI20t56y14+eXJZuYl5lr0koG2iMjmz44LgHhQO0hTeC91jgVMm6mwvVnMQ/73/iLqgd1r8RXNxhzUsX1YJLms5XUUW5roq16JocCNJMsol1yO98jb1JWEqZ8uoyUSqJs+oP+M+omkRdN/XoyERNPoTmSzbUIKWkQRPfTwXks9la1Q0QbKtJkT1053713on/sD5tJaOnLGMMdgTtsI/b0qleFsgqsESnVibqrM2Ygpm0tLGMTAlyorCB3eht8DRYYKpJJStJZmikpk9J4+9HGRWPQYi3AG4Zdfd3ETN/HULRlsaRMb1xk4x/OpiXO6nduRNInHLuya+NsIwkl4Sr1cIk5s/zZ6Fonv13XPpi0yg5LDOtrLYaR1Dx8NyVc4wczlGgpw6fNpiR5Czi3l7LUmHIF2AO56pJj7/9PMoqU6/rYth4jOyc7XB3nvFTHXHpveT45fwpCCxJOPZs8nSZu3l0fO+B137lnBULybu6Y9jdtYKEpLjhxGmjPpfFlln8Ns1ypeaX0INR0nfxBmFQ5NvN5p7OeD1fDJXZXYsJEru7nN9CXBWlW72L9uiOWJM7gplKCwW2Jb6d4pv7WmXmFQKxD11YBssiCvPRNdno/04CRzqb73d7TWFnRZVg6gVhJjuDO6E4nJmrnF8g5GXQIYOkYlEu19dH33t+hsYn1wByBeVINrpJkrr53sJTmuVDjUexQkmN6kwxaGcK6R3Qvgd30P8mbl5ejJkDDEUVGngDmAwJBox+PAgSRJeC+8EdeRHjQ0uqINU5m54G7KOibnT6fkn/j3vNw1fKL2FoxGCX97llgwKaRscc7jPEZyobEyTayz4aTx868a/wZz/4NwVM4j2HZgwn77VBHzd7PnuxfS9eaT//T7nj/2bd5sffSfvs9yx91Yf/TLf/geOSd3Ss3cuJPlPwJzIMBc1OjDb6on8PuH0SdHacu7eKJGTT99DuljB6cUwP+jUE8B5iSzGdlmRzHbSfUKmaUuR4C5dHsLzulV1NXBUzuX8L/YO884Oa4q7f8rdJ7QaXLWRGWNZEuyJFtylDO2cQKTFmyzsIQl2kvYdwOwS1zisgvYGAzGYIJxluQgW5IVrDijMDnn3DlUV9X74fZ0azSS7ZdvvD+OPkjqrqqucOve85zznOdgGBlFSMOAY+ENLEkdXPT7pmkSazmEJd+PMTOF93cv4f7mT/B/4t8wgnOMfF4sIGf3lzvbPJ7zZ+ZSowsVLccOC4dnPjMX3PE7FH8xGz6whVhMZM6iv/4pWK04b3+f2LdG3DxDtmGEsr1RLmRr04mRowvnawIB0RPw7rvBahWFzWrhW2flACyylRzVzawmJrTxeD/+WRljdIjcT/0zrrv+jrycUlSrC/uTLzDHHHHiQtGSUpTpCcpLdUJBCARMJEmiPlhEVx1Mp5soF9or6e8VKmw3/l2M457XKHrjJkpKRA89AOoFmB7ZvROrbOM/1+zgY21XUzAtM6yOMTYm+uXZAsIJ6Y1kqZbzYM5T2MhwGcRaLqbhU79AMSDHEuDJ5McXXffPfgZKTCw+cyMCzNXVCvpV78QB9sR3oaYkLsm9Gu3E4UzG2L18M2uOw6v6K5lj/XpLH5Yk3D2wGfQUtfIJSt1OvsgXea2qn9+934EVK5UrbsC05bPF+9SCMTV3ah8GBmXveTDzWXc3VFcLQAfg3XQ9y3P2E9wnHJlne77PS1dCU4+Nzf53LLi2ltFCtHSG2rqkiaK0CElKBSXk5IwmoptSdQ2JjlaG3AEsSdh80M9rm+OEKjyYyQSB6V50NcRUkcGS4YU1QufayJCZoVgC/Pzn8M//vDDwsJzlFJlFHF4vM+eG1OgAuVdnFaCiPa04YrCzso0l3XDVs0msSRnj0n0LMnMl9iV45uIkVYXCE8IhGUAUqxd466no81DTpxGuFXPL2WDOHB/DHgHvNEwtL2D0H0RW8FwBlHngOsMMyQFxvwJ/+jmRPIXcSPY6k/0dNIzm4UiL742QjXbLCmgP/oD8kVpkHVZOZql5jspGnB3DyJLCcLQTtbgc2ekioAmHIxaq4jLfy4sCc7G+MxRPSKyqvJFQq2geWF0r09ttUOlsQpUsdIdP8P1vxFlzWEWzwk1PQX0nFHVHqGl/ivJele4aC/ayWlLBGSJTc1xzDVx0hZiD5sIrKCqRsNslxlmCI9SLqesk978KFgvW5o1os5NIGAQpw1pakgGzF2pPMHTdKlZW34RFtnFk+kX+fewfaDVWUvz+T6FbDD7SdYvIFs/f18kh3FXlXHerDe/SfcRksV7Y/SMkIvIimqU2PZoBc/umbyZhLeDe58vZ2zRJfyX4AiqTjhD5G69F6zlNTTC7NvsffQ6H00tkqA0Tkz/zZzb3luFIqPTnrES7930Mm8NIpkRNZBLZW0Vnp1ArfvppcQxFVqlyLaM3nAZzFsFQOBbaQ2+4lfrctVx2hcrzhxoBGD/9MgDmqptw1pVD3MZ/Nj/FLnYhxV0ojjD7fNmm1/r1t2ExEnx0+UtIkoSxfx9Eo4yu9BPIByb89P1xBaX2OnrNbly1K5HSyldllDFoDHO0Kx+rlktuGKT6rICL3NSIcvWV2CrqGffpOGJQN5Sga+8IrvEQeQEYKIwTH09T8pUjWDVEzaUpMjRSTTWhk68zXWyh1ChmxDFHsuNkBsyZgSyYA4iERvnv5Hf54A+P8vyHt7E0VZ85XxDBlXeeWcYjd8UIpmbpC5/iyfhvgXP6y504gJlM0FuWIH8OTvZcTX90KUtaIhgKHJt6kUVWVpoBc5IkUZe7hgHLCKG8ZjB0ShURkHBVZ5W28/IkXFU+NjQG2PusGGgnvR3UtakgQfiFJ+gcfo0vHLuBn/yolf68Ae6v/Qa/2tTDZYVijjNPn4JUCvksMAdw+XAjU9YAOxovI6H5yItmAyLf5/vISNzx58WUoz15L5N0GFzZdQnl8S42v2TnjPMkY7G+zDYNTTLjZlEGzNmffhLlQx9YlJnTf/JjKChAvjU7H1dSiVVX6S2PsFJqobJapqxcYr18gBmfTH4ArMD4Q88QPnga+zVizNtx0G40UiP1cOtd2fMurxQn0RUUa/fqnhzGSuC2io/ziR/AD8v/RCDvBHrrKkzZYJZZtICYD61Fwu+aSweWchG+RcG176NwViyS/ZHTmSDcoNbLdHKUsp4kRkp8n5pZmKWVJImSMpnQiPB9VNlEkmCjZTPuWRF0jP5/VDf3NzD3F1hebTN6PEIkTU85n821CZpgYnb0gtsAhJIzBBOTTMeG3vJ323/xT+z/3JY33Ub2+BbUzGkdp0BVFyhZns98PkG33DV2JfrMJHHDTuMdWQBkWb4aMxREH+x7y/OE84O5+f/LFhvacB+pmUkUbwGmaaL3d6NW1/LAA/CHNlEPMi+CMjIiwJwzOZYBWfOWGh1Enx5HnguilFdhvURQBxwrLsK1+RqSPWewlNdgqTy/eMu5mTnF40ey2bOZuRoB5gInxbOuqhLy++FXnyXvmtvZermCxwNP/z5G7A+PYr/uNmSf8Ezn77ksyehvA8w1p9eAo0eFaI2ZFBSA3/8e4nF43/vS1zwxglr41vVy8+a2Fp6VmevDc6wfy7qNWLdejWS1kvP3n8U5HqLEEM+q5/ATC9oT1OWLffe9Kjy6uj4Lg5WCrggCzH3x03FkGbZ88zU0NORnBcVy3vJrqhmINTB3SESnl+VvJG84SHHAwSCDjI1BcTHkG3WQstIXFgtC6Bv/TP/vvgVAUtLQVajoc+JxegjmQcxSzEPHbySRyP7W0BC88AKUe8XEP9EvwFx5803Y4tDV+Rxv1M2yKlCFCxfa8TcykUFFsXFRn58h1wz99BPob+W5rVG27wD7E08B4FRCFPlT3Kf9HeVD446+DwAAIABJREFUEoeXRymmGEW1Ii27ni3ep5meFM6kqeuEJrqwujzkX5yVQu7uFpnIefNsugFZMrAf7aHUUctjU98jpcJtTywOGB3qKSSZDojaapoosYvM3HgxSF01vDGTnpcqKoiFxhmss6JZYFOrhiHDi+vEgB8bPYqmwowP8ttWLPqds2140KCsPLtcDKSFwE6cyG4jIXGVdBVHNijM5QGyQu7lgu6VnJ1AC8+ipGBPaReX7gHpz09S11tL1+ZxfLkCLfVFTlGZLMYR0UHVyJ2YxW3m009/5nf+fudnuPn5FDMFIuN3dkZRmZkgQQ6FEzBeqjC8Mh8HjkVZx7Mzc9pAF5LdQaK9hVCOSU44C7CSve3YrTksGRJOyzDZaPfLvEx8RQulu7ZhKrC0LbufvaIBbaCTYls1o+Yw1ioxF8yDubaRjVQm9mNEF6o+xvrPYCuuIv+iq0hODpMYH6SmVqavR8ciW6lyLeP09HEe/VmSL/xY5/E7YdtukIACazn2Jx6mrj9FX1kKe5kYYGX2blatgsu3isBe7+g6itKiLwF7LYqZRBsbJHnwNSxr1iM3Ls2Mr7i9HMVfhGyCbHMsBnMz4hkM3dSMTXHQYN/ME0d28W9fVdl59Y/Ye32QS/dAvOIzC/ZLTgxhKyxnzUY7eZufw0zzxKZ9YJmcRA8Hsv1VgeR0NjOnR0rRNl7OHd/ox5KEP783D9eJLmIOsN94OzlXvIPl40ItMzcgYUkYuC7aRqT9CGfMM3TTzbX9TTgI8L3S70MkwliVlXwqKFDGMd1VhAUphD+fRZipyVnFsdmXefD4dewp7cY9A/tiu0iZmgBzV1qYDHsx88pIJkOQsFK1rhZ7XTnTXnF930l9k+OxbvZdptOy/Vs8cHw7g9EO9sbWM24WcUVCzDHGrh2gqowU6YTcKtLezRi6hDe5hkHXLM7alZnzKqOMEYYxTEgWV0FJKVLu4lKMSG0JSRsUhJ044jD2eheJ8QHKh6A3f46W10R6XEqdRmlYiq24irg1hXzDdUgbLiZ4aj9TPoOCSYgn5oiMdaHaEljc02jpQMY8mAvmwmxnFw9/vBnLoT6k2sXKZZ/suI5gPjwU+QFfbLmRb09/AYtp4WIuzmwTPbQbZJkOuYvyITgwvg3fipWs6hbvzTH9jUXHlcpKYXQsozheY1vKmDvBECuoUEeR9HS2sWChbyL5vKyqCvChD4j7kJQTLG0RQOF0bZJPnrmKtugbXP3TSn6U+D13VX1ugUCZcUJk4KXmLF19cudjeL75U9xROzuXG2jeUsxR8Q4FCPAzfsb17XXktfYvCFQbpsFTUz+jssNDyTEZhge4+EXxrr049qvMdm6PjO4vxkxPPXJxKZIsYykqQ5+bxkgmMAcHMZ59CuX9H1oggqegsMSsoasOLldfpqRUorRc5mL5IJNFLtyzEo7CXMIHTmEtK0Dfkq7D9nvZ01dNgTRJoTOcOZ7NJlFcIjGincSShKuP+LjkdXjv2DV87+fNvPD5VfS9s43owyL4OsFEJjNnq2pALSxlNijm+Xk1YYvbT/2yW5AN6A2eyGTmupOihq68V2M2JvwU/TyU25Iyiei4AHNK2geTdIPtO6CjAQb7Fyui/rXa38DcX2D5S4TX/WZUywyYmxt/02ONhESa9+2AuWD3MSJDbaRi4QtuI7sXZ+bUmnokq/WC+8zbpz8Nh2KCark/chXvvCc7UalLRWF96tSJ8+57rhlTE2C3I51DBZR9hSgoC2iW5uwMZiiIUrWEe+4BZ6mPMUtdpm6usxNaYgLgxVoWUi1jraLI3exox3btLQsi3f4PfxEQWbkLUVPP7QsmSRJqUXm211yl4Akm0n2zKishvPsZzEScvGvvxGKBm24C7YXfYwbmcL7n/uyxvD6CuLFIBkZocd+k851LTQ2cOhRk6ppmwv8t+uU9+qhoyXBxeo3TxoexvA3xk3nzWIqYTU4QTYUIpWbx9YfJ+fT/ydwT5z33oeR7qEyJ4urWH9xPQW6IWZuYJC9dNsnSFTIfeV+EttM69cdDpBR4LPUoMZ+L5/bO8cyTST7zJTv7fM/ixcvEny9ZAOYKCuDQ3DVo7bsxkgJ5JcYHKYnlM2gMEQ4LMOf3WjAmm+iNnMTUdaKP/g8TEyexmCrjYRG1WzkUI350P3EHxDZ+kEhcXZDNfOQRkc1dWiUc+OnhPEIhsBaWUTxtoSt5htaVcJlL1KppLYeR0z0ak4f2ss0hPn81vpPf9fwnATe8/xcQ3y+i7ZJkUmbtw3riDF/4arquAiFKlLvhZjyWSSJtYlxOv/wEupnCu+bKzP02TejqWgjmcpouImn1U689z7o8EbHf9DoUDadITY1lthsfh5OTRWgW4Vwr/iJyLG5yNBsTxTJmXyNdiLEanxwkqcJz23VevhI++6UAW16Dl8vbiDpgbOpkpq9aaPfGC44f0zQZGTIySpYAg+mYyrFzpsCruIqZXI2OJrB6ilDS93W+2PzUFjcRS5LLXgOt5QglXZuY9cFQ769IGRpD0Q4qhyRsCZAlE0OGinjhAjCXe0kzKRUmreLen52ZswbGCVlyKZyAsdwwgwxSQQUSC9//eTA3rY2jjQ7gvuN+JKuNsMsgJ53VMU2TZF8HWG0094vraNOyGeNv8k0cc4Xk9iWwayoVB7NAz1HZiJGIUaKUM2YPYK1eCOZOjl+JYiSJvpHtaQgQ7TuDo2opuSsuEc+l9XVqahWGB00SCZMlOas4M30CJRWjcHaG1d0uAvmgYsH3znsxXn6R+j6NkbIw1jLhfJXZu1m5Esp84iU52buRklLxLKN54iVNtLegnTiM9ZKtSEtqM5lfI6ccuUBkMCwuzyIwV/6KUEPo31zOod8cpuWRZUhFLfzokXE++swKWlZB1atV7IlkxXWMZAJtdgJrQTkDg+C59DnCxy7H0Cz0+t14JsWzToWyUbZkfyfh9HL0+oEl+N95JY7JINe/6uTZK2LYpsSaGKwvovgL36doQlyfd8ZEvv0uctdtQ5sZ508R4QhfO9aMhQTH48tQf/i/jK2vIjdWiiyZxNLtIZYtgxdfJAPs7qn+IteX3sdEYoCHLb9EAnbaRW1tfe5aNm9VkWWYsYjASChYStMyGUuxj4F6QVPdIe/ifz7azgvXASte5PDMTl6beIIdzxvslG7Ef+IFzEgE48UdSJdspp0OIo4U5h6hNKt3VjPrNjBqsyJaZZSRlBOYnjnUG29EueX8/ZBGq4UPUB0WwcZQSw+JsX4qBuFQaJjvfEEEvSLJPqTmdTjK64lPD2N95o8kwlMEUjPELTqFk+JdSmpRJieFUx0aWgjmQrkwdKwDCQNfsBupbjGY28AGNu6Hb9l/wGi8jyHXLE16PU6ylPLooVdIrFvJpDRF+YiV9tDFbLpzDcVj4ArInHB0LjquVFYqFMMmBaOjLJiLrsIJ2cvGsqEMp0/yFyzcz+/HnJrmpu3+zGfLTllJ2Cz84B8lcoMm3w7/nMseLye/eKEQCYB5/Bjk5iLViGczs+8ZOr/yPjyrttIY/yI5a/YydKkTc1QE+B/jMUKE+OjQTeihuQywATgys4vhWCdbT15E6uQpJF0nZyyXlbZL2Dn2ywXAz9NUkqVZusSErqbr6VOTo6R+/lMwTZR7P7zonOvVJtoa7Fzt2I2iSJR44qyUTjDps+GZkbD7hf9W9uB7GLCOYIvDcIGVYzPiGs2uhfe/olombD1OxSDkxBTueQxuaW9iY9415B48QyocQ5oQ932CiUwLEmtRBbbaZQSiYn7JIes3lt/8EbzT0DXwMvb0nwGtGxmZ8mEYS4vlnJuZA6G+rKVV0+WYCI7r0TDbdwASvGTsWrTPX6v9Dcz9BZZTuQxJtbxpe4K5dgFEknOLB9jZNhwWYC6WChHVgm+6bXRUOLPRkQtnBCW3FzMcwtTE4pHqOPWWFMt5Ky+H2ndczlSqiNOF76emJvudunQlSBLambeXljamJ1D8RYtAlOwvRNJS6IEZUlNjKB4/qX5xXWpVLVarUNfcG9hI9OABTNOksxPaEqtBtZ4fzCkqSlzDfu0tC75zrLuU4n/5X3z3PsCFzONZmJmDhb3mJIcDuaQcZaSLggIhmBJ84XeohaU41orGpjfeCLeaP0UrqcO6aVvmOJIk0Zuqx2om3lZmDtLNw48NgqYRf/YP9PXBq6+KrJwkiULm1ORoZrI+nwUe/AiT29ehtYh6Are1kNnkOGNhMW6Kcmqxbct2s5ddObg+8A/4dgla62RunNRwL5ZK8RuOwBi/fTYHh0Pi3dfN4Do9yPE1sLOhh/2rI9y5rYpQqIpfP7CFP/Enrkldz9iQugDMFRbCwbntSFqUUKuoc0lODlGqFTDEEGBSUgJ+P8QGVtAXOYl2eD/G9CTTPvCFbfSGW1E0mTUjE8ztewbJhNpP/yMAe/aI3zEMePhhuPxyKEv3BtLD+bSlS/DKkwW8vgkSdrjMfjXG3Cx6bxfOm+4S53RsP5cs/SC5QXhx+rc8lv8M/jkL23dAojfLry+Ot2Ds28N7fgVNWh2NCHpV0WXXkjJU5DNPYZomQ7/8GrIO3s03ZfadmRHU2bPBnKQoGPXXsdHzPHWB+7k0vJatrwqpaW2oN7Pd0aMwaQqapSXXl3m/CkNOxqts1Oj1zHl6SQZmmDr0PB94BPoqdZafhJMrIe6EuJzk4AaYCHQSFAFQ2n53BYHA+SnUc7Mm0SiUVWTf5fnM3PFzpsCrENnHwxexoBfnPJ3l9Rs8KLrEllbhOFYdy8eShNeGH2Mo1olupqg8OoWjQoAfXYGKYF6GZglQsqEEU4ZpJUYOOVjJBqqc4XFiDheFEzDiCmbA3Lk2D+am5rrANHGsuBjHNe8g4jRxzaX7NE2NYUTDmIrEhtEqZB2OxgX1sYUWdrCDzYc/iq1+Nyvi9RgDfZk6X0elGA8FEQeTXh1rTRrMJYVj0Tp2FdgchPftyJyTaRjEB9pxVC/FWbcK2e4kdPJ1qpbImCYM9BkUsQrNPsa77xYDWq+uIJgHBYYXy3s/BLJMTS+krDqz5QL9NPi6KSqCwJTIzA2Pr8DrF89S84lBGN+7C3Qd28atSDVLMpk53Fkwp9pci8Bc8R9fR9VgoDSF9tVbubtbBDyatr/MXvZiynCq/XMcPXZWtjPdfNxaWE5P6BT20m62FNyKPldEb0kRJQExT51NtUy2nSAuWmXisxeRWlpP3AH3H1pL2K7RKmKNjCtTWEorqWwSa4FvBtRPfx5X0zp6auCX8qOsZS3liqCHJmYCqB+8j1HHLI5ZMSZm0tTRz34WEgnYkX5EFc4GPtn4Ix7ecIon1vVy+StCIOS60vsocSwhP1+i+SKFjkkBXPqDK6lvUhiVRhmpSbD+eCGmDBUnS3jwP6DiYw9QrC7ldOAAO57RGF13K0Sj6L/6BWbLCZSrt3Pall7r91yGjkz8oKgTHa/Ijvn59gS+5lHc3/4PLN85q1H1WdZfKArh6uZ8GEiET/bw6Le7KB1UiJeM8t1H7OTKHmYtIeTmddjL64kPdWKaZqZeDsA/IpzipBWm+sWaMdubDmapHqySnWAezLS1U8EgVjOR6dd5tkmFRXz8BzBimyJY4iKUB+6zYp5GPEbsxAFGNgtHJHd2DaZspfHyVUhARZuL1sLJRaUXUrpxuD4gxmrxgDjfVtlgle8sBcyChWAOnxdzeppcJVvT3tCn8ut3GYRcJl/65xR5r4s1YL41QYAAEUSW0Dh+FGnVGiRZJnB0Nx1fugNXfTNNX3+K2R33o4c8PHXtcCYzd5KTuHFzcY5QuY4NdmR+909DP8BjLeKS1FboSQfnTAfbS9/PcKyT08GsQNyS5Q4isng5FGcazKXLMLSxIfRHHkLefh1yVfWiZ1BHHb01GitS+zHDYWyn38AipZjJM/DMgKM4H2tFEYUfuomuVBu+KehyxxhULwDmqmRS3tNU9YOWEmyL5PQYcvM6JE1jhdSKPCnu3SSTJGfGwQRbaQ3WuuUEEpPkmDmZ1jAAec3bKA656I+I+cuNm1F9kNK4H1sSjPrNoKoXyMzJmCHxuZImueiToxSFnSwdcPF6SS+6kVq031+j/Q3M/QUmW6zkVq24oKKloSUJdAlHOhF4CzAXygo9vFl2Tk/GiU+LiSgy0nHB7eYzDEZgFjMWQ+/rflMly3Ptk19wc1X/GEs/ePuCz2WnC6WmjtTpt5+ZO5diCWkwF00XoOg6qqcAvU+AOaVaOBb33Qftlg0os2MYw4N0dIBstWFf1rwIzMVbD2FxuZE9XqzrF1JQJUnCc+f9WCsWtwKYt3MzcyDq5rTRrPOo1tThmukSFMtwkMie58ndfkemBmBb1Rk22vZwrPq+BeA1FoMurQFbKoIRfPtgTkvz/VOnjvPkj0WU+j3p2nF9dgpS2gXbEpimSfyZ35NqPcrUDRsIfetfcKt+5rQJBl96BICqGz66CGQ7P/QJCgLCUZjyCypnXr1YEMzRESoqZR5/xoXZ+FtueFonlAdNZ2Db3otxfOzr3DT1PgpkPxVUcM3AvcBCsFJQAMcC2zBkC7MHd6AnYqQC05Sb5STlBPimRWbOD3NdyxmP9zOz67dgtTJb78c7EqcndJz8oQJKtT5CAydxSbkUNxbQ2JgFc6+8Ar298KEPQZ6SBXOnhbAdlZY6YunA72Y2ZwCvbeM2AJJnTuBeeSmrz1jY4dzDnlVB7hjdglxYjJGIZa7HM3EI4/W9WCuWcNByhP/lfwHwlbs5HtxK7uBTBI+9SrSnFXtc0CHn7Wwly7Ot8LLrcVumCb4W5L1n1uGyeZEAbbAns83RoxDDiWaVsNqzVKriCYmxYokN/jqwajz/yKe54+chXrkCGtrhPx6EK16CH3wcluZfwoFLJEbi3YRyoWRUJjZVwcF9KTo6oP2cmvDhIeEszWfmAgEyap3nZubKKad+xs8bF0Mymn2xIh3HUDXYfUmCte0ufDXrsFy8mYb+V1hxzMYe26EMtbZ8dxfOzYLirctQ1B6g38xm5mySeJeC1siCrBxAbmKCpMNK4TiEbAnOcObNwVxIAGVrZR3cLlooOCcEIEv2iXnW0DXK5QocmkpHSmQi/tP4GnbDikv/DZbiIZYNiZq8RLcYaPNgzjMcFxnkSgGIAtoUkuaitNyH6+KtRM4Cc4mxfoxkHCtWtAN7yFm6ntDJ/dTUivve223Q8pyQtt96SzrzG04RzAffnIpUXo68/Tqq+8Txeq3jBM0ilhWJATc9k263EchnaEQc01pUSsJ0EDtxCBQFy0WXILndaLk2DEPF6fUge/0gSaiKbQGYM5NJ5J27KA/k0j11EK8xxPqxfnJVD0dmd7Hb3I1Fk/jWyMfY3PkO4sNiHCfTvTdtBeVMef8EpsQX3/VOVi0pZ7rEjiMlnO+zRVCSQ71EciScSi42xUHwyCtgwtYjLtZEGtixHTBhJCYc35WXvhcAf8LDwdUx3rPsa7z3VzBoGecBHkDJFQ67HpojlJwjoE3hSDdIHozUYLXCu98t1oezqZbz5s2vZvuBfJKqwS1Nn0eWxP287EqVkx21KCkYsFyB0ymxCxH9/8RnmljzWh77b9dwyD4qHe34ous5OXOQwX6Dqnu2gd9P6l9FH4vwFRsYy41g0WxwfA0pVDgoANmQO8vOmQdzlZe+OQuoVW4FE5r6HIRcpeQHerFGBymbFu/Q2ncP4k3lMuMFuXkdjsoG9EgQbW6S0Mn9zJSLidPfL8CLZoHJERGkGWsTYE6SJPz2MsIFDqIDHdTKYsyFCs7TILaoiMtfFj0cO+oNDBkio12EU2JyiR3fj6kl6alIIesw1XcjTctlckuKsHgKqe120lmvEzlrrYZsr7m7Lh1hdBRyzwyhpmDS1U+jc0Bk5nJzF/XdlXxemJ4hRxVjIzVUw2/fE6a3VufWP0HlbA7qK0Kox1Io5o8buZEP8kFMXcdsPYG8Zi3hM4c58/mbsJUuYdm3n0d15dF90oH9yMc4VDZEV84Ypq4zwABVVOEoF/cmPiju1Ui0m0PTz3Fj6YfJqa1GTWevNLuby8rfhV12snP0F5nzbmhSCCECN5JT/D0P5lJvvA6jIyi333XeMVFPPZpdZ6I0hbHnVczX92ICEVcEz6yE//r1rDnxCIrDRqfRQdmQxJR/EktTmnLZvRDMldYFMXwTVPVDMpZWwJ0ZQ1or6u2a5SOZzNy4MUFyfBDJBEtRGbbaZURsKXIN54JjSrJMjX89U84Ywb5WPKaHSXOCkj4bmFB+42Wo3sLzZubKymVc8hSSYkU2QcrLxxjqRyos4orWQoK5BvsGHz/vvflrs7+Bub/Q8pY0E+w+dl5BkGDvCbEo5xe8ZWZunmYJbw7mYmPZ6Hxk+G2AudlpUl1tYJqoDcve9BzOtoYGoaj4kY8s/s6ybDXa2wRz+gXAnFJQhBTIZiAVj5/UgFjk1QoxQeTkQOPtgvbV+/QBOjuhrk70m4ufPpLJOpq6TuzkYeRAEPvVNy1qPfB2zOOBaJQFNVdqcQWpiZFMzYZSXYcvJsBc+JWnMZMJ8q69M7O9/dXH0ZF5eOL9C449PY3IzCVDogbkbYjHrF0LRUrWYRr73VNs3ZoVXpkvar6QAIo+2IcxM0XuP30Nxy3vIvydf8X2uz8T1Kbp2/drAMo3371oP8VXQOWVHwDmwdwwRcsLSJkK+tAIJiY71n2blhc+QX4Atv2xmdJRCD65kpv7P8qT1T/kBV7gNKdxnxB1i2dn5nw+iBk5zOVtInBoJ7Pf/AIAFWo6/Vs+lAFz02cETam75U/YNl/BbJ0P74RO9+xh5P4lxF0apqHjLhGO7ZYtsG+fyMo99BC43XDbbZCnindBjmfBXE2JoK81GPUUUpgR2bFvFOesj49izEyxKbyaCU8SXYX7Cr5Ayp2TobJggn2sBWP/XqRNW8gjDwfpyKgCR+I3kxM5Te93P4HiyMWaTIOFtF0IzNXfuB3dlIkdfZbE+AC20moAksMLM3Or6kPoionlrIxU0WCSCXeCGxrFQd/zwV9weqXCx34I5cNQNgr/51/AlOD0como0+RlzzHCObByyIPVCnt3p/j7v4cPfnDheZ3bY26eYllfD21tImhxtm183eD4GphxJjHSlKLo6cMkLXC4bJStu02Uihoc77ib8lgrNUeXMOWKsmPsESQkyns0LFdeS1Qtoc1Yg+9gF0EpyHRE/HByMM1QcAYXip+YJu7UJKZTp3hCBCsCBBaJnwBYsJBDDtOxdJuPqjq0daIOyTWZ7qmWBnN6IoYlz0+h4WdUGuHBjtt5nN/iH06Sk0rxgZ/D+ufEu53oFHRSi68YxZmLu08Az8liIbUe0KZIzXlZu14hZ8t2kr3taMMCqMb6BFA0Xn6R4Bc/Ru6KS4h0HKOqXExOxw/rPPldARKD1uOYgBEcZM6j4B0S56x+5kHydFEGcHSmm4FILRXObrTJUQLGLLakBSlloetQL0fvbqTGcYJhrQZtoBPLqnXI6bY3yXwnJK24fTKSqiJ7/aimjDY9mpnHjL2vQThMpVRFT0g49Q49wmrHRo7OvMjLoSdZdspk1nsnjcrLHLtnGQM/+XJGQc7iL4OGJ3HMbsRnK8FvLyXqj2cEDebbE5imSTIwSdRrw20txDQMgn/+JQ5PKcqBQ3xM/iR9NXCq2cr33Y/yBb7Arrbvk7DCvstlNrGJfcp+7v9jAS9+ZRt3cidyuielUwrSMSEAoHPExDAlTg5WUFsrerDecINQxk0vOQtsZbAaEFnaedt6pYotYGF1CyRqRWnATnbiD+ay4sAQN/+0gH7/FKe3l1LhbEMeuYiwOYm1pJ+rb3ag3HyroIoUFDBS62DODYXDS0FXSaFSFe8nL6jQo2WDwPnhtPjI2jcHc6f0VmwJKO4M4lpey9VLB7l8/SgrZBHs6KQTb1BlxgvSmmbs8yBjoIPQqf2EVom52tcpQLYpw/i48AdmeksJBsW48NvKCPusMNVBnSSc/Q59MZiTCovYcxmUD0FIFZOIczbJK+NCWTRy6BVQFDrkDorG4eXTV/POktfQ/vXLOGtXsmZMImGHR//8/MIDl4r74U2MiPmp/RjFwXxsNa1UmIPgciyiWIKgWRIOk5PuT2rO5rPz2gTbn3CxqhWim5uxtR3B4s1BtlpIkuQgB9nHPpGhikaR1zTT851/QM3zsOy7O7G4/YJd1G7QOPsRXLqDx+80YHKSAQaopBJbaQ0oCvEhca+eGv4xsqRwY9mHcTRUYpXi6JIFuagQlyWPLQW3sXvit5n2PfVNMjHZjoSSCdLOB3uTB0VNmHz5VedeLgA1KbEutTdYMV7cibF/H53+RkxLAs+MhBQOo3ryiBJl2DpBXaeEYU1SsXEOysoxzsnM5dSJcVnZD3pU+HnJ6TGk6hqiNg+rpWNI02Jd7o9Nok2NIpmg+kuw1S0nnAM5icUlQUtX3I6hQOuu7+AynUTlBMVnElg0WHP3chRvIfp5wFxJmYRbnUSWrMj+QixLVwndh6JiNp7KIzcIz/S/tfjgX4P9Dcz9hZZX20wyMEliemTRd/P1coXrbyQZnMLQL5zGHQ63UZMvGlu+GZiLjHVn/h0eurCcquwRzo05O0OqU3iwb5dmOW/FxSCfZ2SoS1eh93VjhENveQxjanxBj7nM+fkKkfUsqFG8IjMnF5UgObMRmbu+vIq4aefYowfp6BCOo2PVBsx4jESniOAnuk9jxiIo0ST2a2/9f7rGefOmdRHOplpaiisgTWcEAea85gT1pUGCL/wWtbgcx+psjVHy4GtMept54VARkbP0DKanoSfVICj6uo55jtjB+WztWiiWhYOpFS1hbfDJjPAJgJaWG7ZcQABlXjTGtu1a3D94FM9DfyR3TERxe/KnUU0Vr+38Tefd939eqAD6QZsYoa5RYZxiRob7uIVbeJAHufVUA69uVRl9WiwO8bFyvvZfjgXH6Uozg84GK6rHiRXXAAAgAElEQVQqAF2/fTuRzuPM/eEhAKpswjk9G8yF+wSY61eHsV17C9P5KfITNuakAMHO1cQcog+XvV5sd+ml4vnt3SvkxO+5R9BhCyyCblPpKcxm5hThkGyRRVNd7cQbKNW1Ishgc2BKkNz7Mlf6BFhf3uui2X8Vmh4HScKQVEHXGDwFk5PIm7PNeeetQxWUymh3K3nly1DyPJnaMciCuSXnJIxtbg995ibyR58jMdaPrbgatbB0UWbuiqa0M5wU75GZSlHYEyGh6qzwiqiyRYOds7/DE3dQHMrBXbmaogl44FsKr9hfR7a7mHNqxJywOlDJug0K+3anGBiAjnNiRfNtKeYzc/MUy5tvFs3RT53KbpvobWf9CzPEHXBiDYRfehIzlSI60sWxZjAlk0tfiKBU1mC/8XZ0ZBrb/agaHJp+nuJYPvaUgrzlMjRPEyHDQe1Fog714JeuRpsYQRvoxkQm6o7hTWUpUUYwhIMYsiVGSSA7Js+XmQORnZvVxpHz3Cj5XgKKmNdcAZ3kcL8AczYbengONc/LEqWemNXgCcdTSJLEL91P8/WRL3PVS6AefZ2U7GD0gHDsJUnCXtFAXo+okZvIEe/+ZGiS+IyPdesVXJsF1XmeahntF2DOGtdJDfSQu3wjpp7CMXMElwt+8M04c8N+8uQSepJtQr1UTRDI1fH0zGIE5pA3byH5mVfBkHh9tJfBaC0eo5vY0X2Ec8CZFLzalTPfID7YQU3iGYbi1aRCs1g3ZvtfajYJa9LAkxbukAuKUJIGRiKGHhYRd+O5Z8Bup8rWwFDODMeiIlCyMlbPSGqQlpweLu71Y33/Y7zraDvGyjsY+sVX6P6GeJ69poGr7ijVCTF3+21lpJxjnEiK4uB5mqXZ3UXK1Ih4bXisRUQPvoI20k/+5bfA7Czvam/mbu7GtFs54xrgG+Y3+NqGF4k5IWzX+C/+i376+eyp67Aca8U0zUxmLlcJ0DWvoDecIEQJbZ3WjIrzLbdk55ZzbZm0DFlfCObWX2zyCfW/aDeayFm/EgODXexia0cVhfk93HNCw226efq6GNWudkKtFwGw9LojlJbJyOl6N/mKq2lLtBBxgbv1UmQZUqhUu07jn/LSGcqmxKeOi3XW2fjmYmu9Ui+OGOSdHsTaUIM32IU2MUC9LObgTjrxjieZLVSRcnKwV4ibEOk4SrTnJKEGsW54zoxiWyoCBuORHlTDhRHJW9C+JpBj4gy302TpJGo6aJ1cHHw0c3PZuV1iS3sBOeTQYDbQaF3JcyM/E7+79wVsKy6iW+qlcsJJ91AxHzhyL/p/fgVHaR1Np8SivbP3FQwj61Ps6yxCR6aEUUb6IsT62/BHanDWteKN9IHNCgWLfRN8Yo52zWoUpRrIr2zh4gMyt/ykANnqIFKaj5yM484TIOoMZ9DQGGaYqdOidjJe7CV8+hAl7/w4tgKxRk9PmczNmjTVergldSP7N0HP0Gv0008VVciqBXtxNbHBTuJ6lOdHH+LSgnfit5Vib6jAJsVJ6NZMo/KrS95HODXH/mkhtdqwVCEhW5GyrHaUfC+SxUrqTAuxtUsxSrLKnWdb7qhYpFsuqcPY9QLGgdfpaBTrqjtqx0w7RvPtblacEkGp4tUdyHX1i2iWcomYw4qnRNZTyXWLzJwk0W5rZrV8AofFgjTtYSA+IVRzTRGcttUuI+LKttjp6tCJx8VzrS3aBEDb6T+iJk1SKlR1hZA1C85SL6qv8Lw9B0vLZdzWSeQUqA3LUCqq0Qf7kIqKyZ2Os/YoHNUOMpN880DIX4P9Dcz9hZZXKyazwHmolnPtB7D7ysirWwemiXaBXnMpQ2M83M3ygsuBNwdz8/VyuTWr3zQzJ3nSmbm5GbT2tJJlzXkoDn+BWZaJPkeptpNvup1pmm9OszRBsoqXXfX40fu7USoXeraFpVam/Guxdx6gq0tkDB2r0iIoadGTePpvRbVhu+z8rQfeyubB3Js1Do95xYS33HqcyN4d5J1FsTSTSZJHD6BcdCnJ5MJFf2oKevT6jFLi26mbKyyE2vwRoqqHQ/l3con1Vd55dRZpvlVmTjt2EOx21CYxIduvu5Xyz34PgJ5VORQ5qzOUoHNNrayhKJ4vwNxwH/X10Frs58YHn+I5nuO7fJdff7kGT+VyNjeKZ3H5+mqW1CkLjtPVJUCZ+5x2egUFcDolWhSEZAEwS9uFYyhXDeHzif3iY9VYdQtD5WC/5mampClshSK7EuhoJG4HexykSpGuvDSNpz7+cZFhvVewPNma/w4eqt/DMn9tBszNO/bz8tfaicNYVgvnUfH4MW1WEntf4rKm+1neYeGTU/dgRqNo02NIhklc9SLpEqlpIUoib1qsLmu4axiXV6I4c3FIDqxVC+tFurtFGwanc9GuTBXcQKlxlPhwN7biKizlS9DSmbnpadE4/qKSNJgLpVNiw8MUj6aL+qcm+eFHJT595/u4tOg2emtgybAN/33/hKHABx63s4pVHF2lky4RollbyeatKieO6oyNmkxNQfCs8t2RIQNZzjYMnwdz70h3TDibahna+QfWHwLFlHnjYgjse5bYUCemrnFgk0SenkPzMSEspBQW84a+jYpwL6vTtXcVgxLS2ouQ8vKwlDZS5WjDVihShf3003f3RiIHX0Z3FjHjBddoli4c6hTOrMQs5bFsxu7NwNwM01gr65AkiTnE+5kbhrk//oxkXzuWilpMPYWa52WldR2Gw8pkuZ27pLu5PPdG8uPiN3OkMKOxUg79toWbLg/z5BNJ7BWN5AxMIxswnBCAfCw4SSrgo/liFeuSJtTiCiL7hbx6rL8N1V2AHI1DIoGzoFpc18n9VNfKhMNw3c0qje7VdEsDTKn5hHJFhsQ3DcnDop6vodqJNFLCqWgPw/FaLNEhIm/sJpyvYEl4KbAOst3/SwB8ob1ouh1DAsuG7FhOmElykwm8+aLQRPYXIUdFhjA5NSLm+OefQd52BUVts4wXwtdnRePkZUN5BPLBkOG6mo/SvE5hSivlWOOjrPjxXlx1q7GX1bJrTNTXXZSbrm+zlpJSA+ySRA3RPGMj9dJOUhYI5Su4LYXM/ennyLn55N0nFDKtL+/lN/yGBwbezfaD+UR/+A0Gy+E3p75Mu9nOP/KP5JBDTtM6tOkxklMjGTCXIwcYCIq11T86R8RSkVlvAK65RmTozke1dFU0Ut8JLXq2cNTym5+xROrm31P/QuMKKy20MMkkV3SJ+Tp3aoA7dxeys6EXzTtH38589JiLqq2C7i1vuwL5Hbeh3vth9pivggTq7htZuRJkSafS2Y46uIShaDsxXXi9pw/LSOMFUCHG4oUYIKPKJN6oHXk2gH7RWsyxMZITQ/gmdArMAjrpxN0zx2yegWma2IurkRSVyZ2PgWEwU5FDnpmHrX+MnC2izcukMoNbKQOkhWDOFsVmzLDWe4peqY62jsVrTlf4GL01JjedXMLDPMw3pW9yfem9dISO0N6/i/jJwwSu2UBc1ShOrOZz6tdxhIXT7TAdVHYmsCZgeslJnn0ymzr99vdUJqQiShkh0HYCTBPr3DrU/BliWg/IIJ1bL0eaZgmEp/qxRWeQe6v53NcsYFiw5NUQmRsipdpxp8Tcf4zsxHd86iWw2ZjuE0yP5CtZ+nRnu7gvdY0Kt3nvxRGFh0PfW8AasFc0EB1s5787P0U4Ncct5R8Tny8pxSbHSZh2rEXi/Jo9V+C3lbEjTbUsK5dIyQqyrmeevSRJqAUlRKcGuO9LA3yv/TxUK0DvLoO4je6NBZidHRAMMr5crFeeVC7MijlxXlRrdY+YSx017Uh19YtolvH801iiCjZDgMechrXokSB6PMrh+BqapNOsazaRJgoY1oQAimyAWlCCku8h4rbgCqZIpUwuXxfi038vGAcVzkYkJEZdQVJzk6RUWDISw7SL53jhzJyM2zKJEouj1i9FKa9CHx2CggKU8SlWDroxJZM3pl9YtO9fm/0NzP2Flle9CiTpvIqWc20HcDdtxJYvwMyF6uYmIr2kTI2q/FW4bUVvQbPsQXXk4lm6ichwxwUn7AzNcm5GKFkuaXhbSpZvx9TlAsy9FdXSDAZA0y4M5gDVK152xe0n1d+DWr24dUDJNRtZoR5FSiWprwdLxRIUjz9TNxdrOYiEhOOyaxdk9f5fzJN2aBc0Di8VE+y8ouWoRUxu9ZO/w9SS5F2b5Z9rLUcgHqfy5kuxWOCll7LHmadZvhWYSw71LnieDfnDjOpl/Pepd6BKOtY3nst8lxofFvUr/vNn15LHDmFZuQ7Jku3/4vMJz2QkP5zpSXYhK7FVM+UDrbcDmtq4f3cHfWURnuEZPsknMU+eRFqxku9+7nouST3Av917y6JjdHUtpFjOW0EBnJptRs33EbOJ6/U8vgtJV3A1DCHLAsxhypSOWhhemode5CNAICPCcOVEK6acBnPpgu6aGgGOWlpEZnONSHSjSirNOVtYtkzU0UWjsJWtfIpPcRu3oU9NoA8PYFl9Ee3toOR5kLxekntfwm7P52RDkvsu/l+Sh/aAnsIEEmYuUdODkUqi+71IDY2LrtPng18nfkLjV35Parh/AcUSFrclONssK68HwExp2IoqsZbXkExn5uZBU72zTYyBaQGEzcEBitKBxZH+A9z2pMnrh+4knIww4o1R054k99o7kHWISwn+x/gxs64EXenTusi6iS3bVHQdElHBIuhNMztTKZO9u1OUlkuoahbMqSpccgnk5S0UQQnt+gOFtRtZL23gyDqYajvK/Te1YAJ7LlfYOrUCVQelsoZUCv4Quou8+BCb9ov9K1vnkLcJZ97T0ESeZRatRdSBxB/4JCk9zkzXIfRCPzNesPckM78d7BpDl0E2QpQr1ZlI9YXAnBcvs0oo83zmwVxOGGaf+iXJnjbUMjEXqHleyqQyElKSkBTis3wWAH1kUCj22h3ULrGw2n+GgT6Dv7szyqsnlkA8hj/qZDgmnJ655BR60MeqZkGJGnGtZ+qwuIGx/jM4q5owwgJJS7Oz2CsaMoqWAJ/9kp0lOasYzptlxmllLk88E9+cQvKgKBwtq5BR+ioZdfQykqgF0yR8eDeR0jzUcD53V30PJImj+h04pt8gxwyDBHJlNQBGSiOVjGDTTMokMQfKBUUooXQt4dQIZmcHZk830vbr8O0W72SLrxwzx0v+mVFiTgnZgGtWf47SUhGkOnoU8lZtZtXDR2h+rI2jkScJ9y6nuUoEG+eVEF/M3wAmJFsFwEm+LBytkF0jn3xCu/5A3vXvQqlegtS0FGO3mHTLnfUEtCmCP/46hSuv4O7l/0aRnJ0nXY2ibifSdiRDs8xRgozEunFbCvHFR4jZqkgkyGTmcnLg6qtFn89zl1ypZgkrTsIJXaiEmqEQqa/+C0NVl/GScQ2Ny2R2IlqxXHE6H8lfTO4//Qd3/XsHSUXnhWshNdRJtH0NUqUAAZLFgvXxPyBvuYwj6nFkA0I7LqWpCVYWdaBKGuPHmzEw6AmLjODxIzrWiRJmHCN89dS7+cqpxTT6KFHCljjlCeH8apesw3zk5yCB8thvqTudoGPmIN7BMCnFIKhNI6kqttIawqfFejvth+KUUEGx1jRidbqZccUpsIvndjaY06QUMQeUKm1M5NRnBKjOtudHH8KqSWw74uIO7uBmbubK4nuwSFaebv0aAN2VAqQ5B9byQeUn6Le/B2QZ+1QIVYf6QTuBVUN8+6sJTNOkowOeegrM4hIqlRH0fjGG5gaESndv7iiktPPSLOebXT4+/SPC+jTKd/4VV0QCnw9Z8xHpaWXOVoxrthczEuE4x7Eg1tnjHIPlK5h4+iFUDRJH9mXKNLraRUCkvlEmv6SJG56Flxwi8DIP5mwVtfx6zSmeHfkJ76p6kJVuEViRFBmblCBh2rGkwZwiKVxd/F7emHmBmeQ4siyhOsT7dnbjT8XmomWFyawtwrMjP+VUYP+iSx7ul5C7axhamYUC4RXCb8tLejKZuU7E/FU6vgpttgDD2y7aTUxPZ7YBmFZOUdJvJeAQjlXmnRsb50B4DTYpyU1L25EmfYzpk+jRIBISilc8j6jHhnMmzuiISTgMj/9S4/RJHZvioMS+hOlKJ/G5MXRFxqqBI50EUH1F562ZKyqW8FjGUVMp1LqlKOXVgiXlciJNz1Cbs4bcmIVD088t2vevzf4G5v5CU525OEvqFoG5xNwE0bEe3I0bsbrFS5GcPX8Kd17JsiynEZ+j/M1plqPdOIqX4CpvJBWZIxmcOu92C8Dc21Cy1M0LNz4/15SySqS8/LcUQblQj7mzP1Pz0vVMzlyMsWGUqsXerW/rBuxSnKWWFhoa0tSlleszYC76xqsomonjur+MYglvkZlL97Tr1cS55Q28iFpSiX1VVmZ73oHKvWwLmzYJKet5m5qCkJmPlCMch/O1J0gOdNO9vZbQjt9nPiu1jjAYL2X31Hq0/GLiLzyZ+S41MYziLVwA1ubN1DS0k0exrt2w4HO3Nfsciuxv3hy62FHDtB8OeTu52buZhAOeuj6X7WzHnJnh/7J33uFxnWXa/51zpo9mRl2j3qslt7jEiZPYseM0UggkQEhCZ7OE7BIILAQCAZaysCQfLHywQEI2JPQQUkiP47jEce+yZPWuGUkzI2lG0075/nhnRpYlB7j2n4/r4vEfviSdmdPe8573fu77uR9GhpFbl+Ow2Pn3bd8m15Gz6DvOB1YKC8E/KeNp2ygWj4aMsfsNHJOFWGqGiRx4g4LJ3RTLw1T0zDFcojOJGOdJEuTMWrheEtISa3yemZOkeXYuzcqdHS0tYiHW2QlOnDzIg3jwZOrlfLlraG6GoVAuOJ1oQ/2oA/PSxviOl8BswZAhoVqZVoQttbaidcmWF7m5cHjyQjyrNpEcXRrMLQV2AWouasMXF9+fZuZU3zBGIpFpv5Af78DszEGamBSF90MDGTA3NiGezVNzzezuPIEhQfXxWUgmsScUNFSWvTrGB4a3ELND6TB4i5azdoMJkxlMiAVIb6/I8N/7iShv7da490u2zDEODgrnW5NJAOc0yEwM9xFrP4zrinexla20t4DfPEZueB/DpTBUrLK5W5ybUlHN1BS8ELsJXTaxui+X0lGZVYcM5MuEUqFklTCNiR/0Y9XNHD/1a4LqBHEbJJwRQtng7p6nECN9PuIpTwNXSSP5qSnyvMyc7mHaGsOSAhNng7nE+CCJgS6UAiHVNblzM0YTl3M5qxG9pLSxYZSKaqyXbMU04cMa87F/f4xP3mvlz7urACiK5zCSMuaIyVN4zPk4HBK6Dk8fXY55qhstEibafxp7VTNGSsau9ffgaruI2ZN7+dA/mfni122sXmuiNmsFmmIwXTfFaJ2QH+W4lmXmIrNZwuWvJlzQj5QvHsRofztz+Q6UoI0t+Y8TrP0gvz3zfiQtTplNLNSSATGIhMmJgSUB3rhA9UpBEXIglPm7/rwwgogXZVN0KnWhqwYwVTUTOv4GYaeBZ1bGbtiQJJFkSY9fSZKYMaYZNe1kcs+NGdfkvFQrlMFcF4oukew6jaHrxA/sQpdgVgqjvLodQ9PIea9gGuRNW9D37MJIJCixi4dqTPFj+uJXFt1vZ/1KkGXCnYcyzJzTFGBEP0yxtYZc0wgRi5hT0swcCAZ6YEAki84OqaqGFceg1zJEJ52oD30XJibI++F3eOA/7KxYrfAyL9NGG/mHBjA1tmC55XbaWm5h5RF49jq4o+jbWAZaGDOOZmqg0nHGNkTRnIexXjulpXBBqajHHDgmgEl3Smp57JBGXrSE9uQxtvt+zQ7/7zge2rXguzo1IX9rkMUzFR06Q7JRLITtH/kkte1xumInyE29B6cSguVL183Zq5oZM0/inUv1/yqtwuqtJJBtUGL3IsswPDgP5gBm3GA3Roh4GxaBubgW5TXfr9jYW4JzaP7l6zHnsbHgJnYqe6C6htNzh7BFYc1zbzKj5OD4/veRWpZhOyPqTJtHXAy0zHD0cJK+Hp2HHgKLBQpWlFBuGsU6eRhzTiE9R8QLordGg+gcLFUzl5fLRIHBU8Yf2Oq9jRZNjEdzTTn6mBk0jQnJhKwl0f/8LEc5ygVcgNfwcjx7gLm6EhKTI1g0GSMeI94nTrqrU8dqFU6PeL288ylQrSI5U0klqp7kkcY3ObJc5faiz/KRmm9mjskYHkLCSIG5+XftFd470A2NV8d/KY7RaiDrYIzPS21NMZX968FlyiXfWsp/nfnkovXe0ICO3FXDUIGPcEUegepsKBPj0BbPx0gxc136GQr8ElOxFhJDjUwppzPtJoxU2ybDMBiInqB2QCWkCJl7VgrM9Z8Y57ghLGdXKEeR/QUEFD9abA7F5sgonSIuGbsvzFCfyv2m+1nDW3zjS0KBUpnVQrAun7icJGnWMQDPCvGdprxCjOjcor6dJsXAbQ6gaAhmrrwKAM0kgWHgKq6jvlPnwNRLf/eulv8Ac/+L8NSuYqb3CHEtys+O3sV4pJdQpwAa2U0XYs0WbML5mLm0k2WJq5HcvwDm5sZ6cBTX4iwVb5nzSS0llxtkGX1sGG2g922dLLsC+7n9GTftk7vOu82C75YkzM3LSf6FXnNpMKcsVTOXAnOKPQvJbMEIBkQPlMrFjpOW1aIu7ZOX7cv0WLMvX0+i9zTqxLhYbOlg2/qOv+r4l4qlmDnF5UF2ujIyyz6fC79eAP4u3FfdsmABn9i3C6W2ESW/kC1bBEsxmVrbpJNkplKxQFiKmYt1HBWZ853zmaHs5Cg+rYTCIhnXtdcTf/1FjJRDS9I/et4ec+rp4xCLYV65bsHvc8x/PZgrdtQyVgy3f9dHnpTHp951Jxfvn8aIxzFOicWE1Lb8vJ+Px8Vi/2ywos9FMAyDggLR+sfdIG6mJa8YLBaKRgwoH8b3zX/F8vOPsM32DGXDEDKH6UmKhEc4PE5hsokcywQyZkwqUDF/LjfeCKWl8L73LT6mlpT/T1pqmY7ksYMgSbw0sBrDgJN9uSRTzYsTu+cp1viOl7Cs24gug56QmLMKcKBWLC11zcsTyYHEaD/oOuazwFw0CqOj82DXiMVQ++ZbjSxrldgbvBZIgbnyGiHVHh3g0CGoqgJGOrDkFwvHl0AAY2gQWxyyTfmMRboxzFaGtUr29QvGp7YHjMEBbDEDGYXJn/w7X53+DPkTsPw4WEtrcTgk6puUBWDuoW/H+Z+fJbjnC1Y+8LF557fBQdFvEQSYO35c1M6F3/gzAK4rbmIrW9EVOLIari14lCNClc6mg04kuwM5v5CJCQgY+YQatmKNJPjvj+msbDcjbxAtP3JSrOfy/ddTOJxk2DZBxT9/m6Ib7yQQHcCQoahvInNcieF5MGeva8M7DtmqCxfC1COZhM99Dj6Q8inyRMzMuMncnyBiEnDNkmH6pVwh1zS5c2mlFQWF+7gvs09tdAiluAzbtuuRAuLzau8pvvItG9WNIonjmfUwMtdFXIuBdZaSHLGQ7O6GY6EVyBhEjuxCnQlgr2zKgDl1oAdX6wbU0AQblg1mAHW1Uzx/vmID01YB5sLSJpLHDmDExEKsMFyF6h0lZ1kq8SAZzLplcgNjKJLKsrs/z/FZkf0vtAvdbHJQjMOET8x75iTkhfuBlMwynLIanxxFf+E5pNY2QjufoWJWACO5ZgBHXT3+cA8+L7iDOp2zImGyapWorUwbTe2dfBYknfiJd+JOtcdIgzlr/ii64kIdG8Q4egQ1Ms2cQ9Rb2rqGKP2Px7E1imsgb7oc5uYw9u+jRBbnOrZ1GfLGSzk3FLsTZ8Nqgm8+h+RwoptkJu98kinLUdbqN2CSVaYlMbDrz6pMuO46kTA6V2opVddwx2PgTFr4SvRzaN//HvLN7yVn63r+9XM2YnKUXeziCuMK4l0nmeraS8/mMia3/46bnoT+amDjXi7XYqhGkq7wfGI4ShS/I0zDXDXRqJjbmnNOoBomBgc3YlZz6Z49QjhscKZDx2txMsIwq3O2kmMp4pd9X11wrPvjQv+/yrkRyWQmNniGhE/cd8eHP0njO+5lrATs1UKeH4gLUJB2WnS1bmCUUYpC4gEzl1Rirm0hlA15MzLekoUyS4CQSyZh0Uguu4C+PoidhVV3TjxJRJ3myrEVGL6Fye4rc99HxJqk48YmutR2KnxWmiaP8Ozyf0fKzUVeux7p0GGsJTU09NuYzoa8qkO8/orGo4/C7beDraYUrzZK7txhHBXN3Lrn63hHJPoaJNC0pQ1Q8nJ54gMqGAYfqv46DcXiObQ01RDvEGM/aoujuXNQf/8rjnKUlaxkZayREw0JxiaFW2jpJ/8DgFi7yF50d2pU18koioRksZBtzqc2LNaG8lycr558N29ZD3Pli/DO5DsWrC+MXiEBjhu2TDsEgEpnMy3uDbww+jCGYWCxqMg6xAbmPRySoUmOroRLC9/NnXXfo2v2MM+P/mzBOQ8N6LjHaumlm07vNP05IWL770dSJeb0ObSgWMR0x05Q0w0n5mqxhxvpj5xkrkYkutJ1c8Gkn5nkFPUDSWYMGdnmwFYh1qtD7eMMGFVEFA8VocNIE3lE7H4MXUVJJbsBInYN54zK1FtH+YTph3y19qc8/7TK/r0qlY4WhhnCkIS0POwA63JRc6rkijXOueycGg6hSNoiMKengJurpJH6Do2INs2pmcXM5d9T/APM/S/CXbOKqK+f7Ud/yYu9/5fvv/ZJQh17kRQTntrV88zceRwtR2c7cVsLcFlyybOXETgPmDN0naivD+fZYO48JiiSLCN5ckgc2COcLM/DzOmGzs+O3kVcm2Pf6FN/9TmbWlagdpxY0EPq3Ej3+1iSmcvOBVkmq3YFJd95Ai3tZLkEMyeXliMXerm56S3sKT8D+/L1YBgEf/9TMAxsda3IuXmLPvvXxlLMHKQcLVNgbnAQgmYPGPoCF0tD10kc3INlvcj6bd0qGKDXXxd/n8rj7+QAACAASURBVJoSMjRLlVgsLtWeINErAH3krdcwDAND07DMjDGmlXLrrWC/+gaMSJj4HlFfovpGzlsvlzgiagjN5zBzTpMHsySktn8RzEnFaCZo7IQ9yTco0sT4McbH0E8KMCe3nh/M9fWJa5AGc5EDb9B1WTGB/3mIggJxTRylAl1ZC0qxX3cLjcOTaEWDJId60IfPcL3zV+QGxYLgVEy8EKfDIzjMW0iaJBTJKsZ5yTyofd/7YHh4cZ0eiGMxmZYAc0cPYKpr4vk3XBQXw7SWw7Q/glxUTHyXAHPayBDqmXasl1+NZpaRoknsNicYkLQri3eGGFPT0xBLgbSzmbneFOGXBnPhn/wnk1tXYKQsISsq4JXZjzHu2oK9sinT+Dkx3Mvhw3DBKo3EQBeW0lSfnwk/xuAA5OfjddQwro9iqmkAWeFM6BhZZFEwAcbpdpSEjl23EO84Slavj8fugM/+XyfmbLGwqaozoaABBq+9kODr98V4961m7v/GPCsHi8FcJCLYxtipQyh5RVjKa7iQC3EkrBxcAy5zkINroSrqpeJoEKW8CkmSMkmP2KXvRZ8Loykgrd+QAVLWogpG9VbGpZVUZ7Uxe1EbZbf9G3mb300oS2SYK0Z8GImUlf3YOLEUmHM2r6WpA5p6xS/8fiGX++534fHHRU9hd8hg2sMCmaVsyDjmIFIlnukZTSw0zO482mgjRIgtbMlcC31sGLm4DOvWazN9jOJdJzGZJD51j3BlDB51MqfNsrdT1BpXFws51/790BkXz9LsfjHebN7qjJ4vzcyBqJtLR2xfDFMSRiu9yMVzaJFs3pzcAokEyWMHAChLVIFskHfpHLLZii7DjDlKWbifbvt7qF1bg2bNI2yqRrVp6LKFxIBYlMX9Yt4z4mbcQTFg5YIiZEMk4RJDPei7d2Js2cLsa3+iYf0doEtktfYTSwQ51magKZATgsMBIVVYvVpc85Opcus9E3+CmXKK9NWZ80qDAHvhKFFzEaqRRP3ON0mYIZJqGF6+9cO4r56fg+VLN4Eso+14jcJfiznSd+O8OdW5UXDFrUQ6DzPXf5o/3WxmavMpqvu+SEu/+MyEWoXDkTFEBKCoSEiK//Snc77M66Vo1s7dO1fxW/szHGtKYPrqNzJ/3slOEiTYGlxDTJvD0FWK7v8R5T95nn/+wFs45uCpm+CKgGCZTk/P9w7brr6CIUNDSFyf0lKoMB9nON5IZZ0DRlbQFT7M8SMahpwk6dpLwgKfavkpt1R8lsPB1zgRmi/gPqoKUH2h/XJspbVEh84QHxdgzuKtoMEuxmHwzpsBCCREXVjaBCVr2YWMMSYahisK5qIy4quXoSvg6Q9RViEzPJhys7SI+zhhdxK3guOSdeg6dJ1VXvXi6COU2GtZLq2ACf+C9UT9iRh5k/BKXR9jrjB1HRr79XXMXS+cwKS16yEQwFFUTW2HePYLLn6Vxx9VicXg058W7QmceoBiTmB7YS83JX5NYbCavktSLRQKxdokRoyP8lE66KDPNs5r2zSuH99Akb2SqjwB5qTGBohJ2EtawTtOYt1G+k+/wDTTrGIVbcO5nG6GqZl+7Lml5N9xD5LdcRaY07E6FD4ufH+QiksonBaGJV89cC1vTj7DPxc+wMY98+0J0pFmveK6DUvRQhXMNSUfZXCug/aZvViUBLIO/qPCIM0YHeVEWYCEFZrfDLG828nK7M083HMf04l5Vddgv07VdC5xOUGwxUvLgy+RbG7CEZaYUQ5yLOsogz/9El1SD3VdEm/6aqgIvp+4Nsd/Gz8GScrUzaVby1QOQFRTsRSUioQtMHZmDAWDqdKVuPuPIvkLiLsCqAqY3fNN2sPmhDBAOSjmjRXR3RQWwlc/H6XC0YSBIRK5gK8IIfUETCkwd26vuWRQ/KxqNmRvCUpJuTAyS7UZ8hQ20OTPQdalv3up5T/A3P8i0iYoOzofBeCM+gInh1/EVb0CxebA7MxGUkzEQ+eTWXZQmiVkD3n2MsLJIDF1seNhLDCKnozjKK7FXliJZDK/fXuCnLxM/6zzgbnt/Y/QEzqI05zNcf+rS26zVJhbVmBEwmiDfefd5u1klpKiIOfmIydV3Fe+e1GPuQXbShLm1ReSODLfW87eJlin4K+EnWzWNbcs+tzfEh6PyLou6jV3VuPwgQGwOqLIkoKtdU1mG7XzFEYomOlvt3YtuFzzdXOTk0KGb64V91idHF+0/7QUQx0fIjnQjT41AZrGLXeV8MADYL34ciRnFvGU1FKdGMV0PifLI/uQ8wtRyhYCNkmSMlJL71+ombuZm7n395U88mHwTKo4alPNRwdHMU4eF7STd+l6PZh3sqyrg/Celxn6p6vRI7PE2g9TWCjWqbGwGUcE3MsvwXbHXZSPqUSzB9DmRE3OCsdeIur1AHQlxAtCiWs4/FUgG5jiMeT7vryk1HSpsFhEpv1sMGcYBsnjB1Ha1rJjh2hl0HhBLuZEkJnGLST2bBcSr52iR5S+bisaOm5jjmXeELIO8cDi+wniEgFMdywGc+e2JUge2osRnUPtF9tKElhrLuCHiVfFHJLqkTjT1Ud3N2xsHMBIxLHUCNbK8PswhgaRKirx2qqZsExjbmimsREm5GPU2JchAfq+vcI1LJLAVFLJ9K9+THbERG5+fSYTnO81IQFF7hhvbZ9j4yYTP3zEsSBTrGkCNKfB3KoU43bkCMROH8GWcrmzYKG5fw2HLgBVgf3rYCtXoA/1o1QIgDqRItWsV90IJjMJCxmJJYjE1ONFJ/h6YDd1uWsZkMTi0912MbN5IjlRGNDQ0naafj8zViumXC+2qkbu+yY8cluMQ4dgzRrYtw+uuUYQmn4/uCbjxOxgVAimNUSIbMONBPS5L+ePoQ/R5RNgLi0LzyJrfgzFYuhTEygl5ShFxVhWrEWSTRm3XXd8GEkH67AA/a93ijqZ5mrx/Bw4ACPJKsKai9CJVIuMnHkUoQ304KhqQXG6mT3xZub3Iz/9GoV+CDVl448PYo1X8NgxwWampZb5s2LcOJb1YXJ60BXRpsEV1hiq/SySBE1NMBfNJ26DcFY1iTQzl+oD549X4JyYB3MgQG381GHQdcJuGdQkhTfdiXWqBHtDD4ETb3B8OSiGwiptBYeD82AOUn0StQgHAy8RPnQj1dXzY8uhuLApTnLKR5lSKtFMoD/9R2YLbRkwV3b5Wda+gJSTg7RyNfoLf8b0vYfIm7UyWnB+uVT+1veCLPPIwX9m+8Vx6l6px33oC4R6BaDqn6mivl48h2fHDTeIMZ42/wExr0rVNXzqa9NkB+FrPytHrp5XmLzMy1ixsv6YjaQZnBdcSu77PkHWpVeTX7+e607V8upWcEyeotBawemZ+ffcS+qfwYC6IZE4KC2FvOQJumbbWHuRCf/hVvrDJzlyKErx+79HMiEYmaRV4rrSO8k2F/DYWexcp3EaUxJaHWuxlTcQHewk7hvElF2AYrVTj1gUdz4h5KlpmaV71WVYiipg/YXEiJE/lsRcVIZkMhFeI95rnp4JSsvlDDOXaxUL+IhTIuY0UXmReL7SUsvRuR6Ohl7nquIPIRd6xaRy1gs4sv1ZLjpqp9M4jS5DywmV+5L/yfILxHwvrxXJSrvipOLQBJIO7ksPcuywxrXXQnMzSGWlRB0GkmSgNm3hIt7E03Q7o4wQtZGRWb7ESzzMw3yBL/Dw8APYoxLvOSG8Aco9QsI9mS/O0+7YBJYkE16NYy1ijK1kJW0nJJIW6KuBko/cj6Qo2JpWEms/TDJp0NejM+aTeeQRkdCQikvwW2bIU93EtTnubXqYdzV/CclkXtA4HAQzF3WaSbZ1MnX4UWaO7c4A302Ft2BXsnh+9OeYjCiSAcHTYhzor7/KmxsgaxZcj/yOzs9dx82nWpjTZnm4d15ZMDEY4l3jj4ofvvIA2eu3oTVWMjXZRiL+HrLCJnqe/A4j9inqumTemqhlddEG3lP5OV7wP8r+q/Mz7Qn6IvNgTtPnsOSXikShLBPoS5nzLL8AU+dxTP4ckA2hjEgBsThxEnISZwTsAyIpJU9N8PWP9/HmTg3fCfHOMyUFbAnmzTetT6vAzmXm0mDOl6wQz6vFguwtQZsRKgppcoqyy26jchDe8j/L33P8A8z9jWEYBolIEE1N4K5dRdIEfeYDxLdfiTSTx2t5x8huElk+SZaxZBe+LTNX6hIDNM8uJCKBVN+jsyPtZGn31iArJpzFdX8BzOWKWcNsxlS1uDhnNhHg8VOfpznvEm5s+DcGZ04QjC29MD03/hoTlAyYy1uiyBgB8rTUNupgL5LDed5tLasvROvtYu7JxzHicRRPDpaqBrSAH0kHx023/1XHfb6QZcHmnC2zhHTjcAHmpvqncCtjmKPagqZa6YVTmpkzmWDTpvm6uakpsbA3N4n+VerQYgCc6OvAXCYWt5F929HHxf1fdlkJbjdINhvWzVcRe/kZtFgULTBxfmbu8D7MK9ctWceVBnN/iZmroIJ/O34NjigkTh4mt0Xsy3d0FP3EceTW5Ut+fzrSYK5s/FmGP3EdlsoGbC2rSQ71kDYQmxkOUuSH4uv/iVD5eozhUuL2BDMpuZVu1mk3bsNlyqFPFS8KcxLy2kWiwxRTUauWBrTni5aWhWBOHxtB948z5FpDJCJYmw3bcrHJMX5x/BL0qQnUjpPEd7yE7C3hS/9ViiRBsTmEbaQPWSfDZJwbabY30tuNnOXOFHfDEmDuhMjeqr3zz3Nrq2Aw9uyBH/2qGFWy8uS39nOosJS1FkH7WppSLi9+vwBzZRUUmcuYyE4i1TXQ2qaTzDlObe46sFjQ9+1F1kHSNPJuvZvY8X1YcouxVzVn9mu2mYTJy0wc2Szzyz86sFoX3uuxMbH2SoO5lhYwm+H4oTjxnlMZMAdg7L6O/mrYsQlm3bA+dh3aYB9K+UIwl1/lwbrlGpIF2SgfW+i6VlEh+tpVUsk448SJI1ttJFeKJFVuACZfTSWuAuNErQr2sjqMWAxrHKyTYbZsjCJJ4nqms+NjY+DyieTBTK5g0EKEyEZQu8GIhS+NPcJwj8jOm1yLa0O11LOqFIu527bteuSEmsnIJ/rPYEJhtVXsZ/tpwa4tqxHjYf9+AQg648uJDnUh2xyYU43gJU826kAPkizjWnYhsycFmJvrPYVj5DnKh2DMPc54sIMiWzndE3molfN1cw6/ABXh/B5Mio24TSZqTjI50Yyrpilz7yzBGIYM09aiBcycanIzoNViHk3VzOWnwJzdLfr81TcwvefP2FdfjLW2GWmwCmfpXtRwiKMrYEWgnAs9V3Jq+k2iapjqapE4O3IEdk88RUKP0f/yfL0ciGuRZykhq3iEKdWL6rAy7YaoFCPiEffo7PrfdMibLsc4fBDGxyl1N2cahy8Vlvxijt5cz5/ydrLhdA6XPl1DaAoiqV5/p8aqFkgs05F2bn3mmYW/l6pr8Ozv4NM/svJ8Sx972JP528u8zKVcivr80xgyZN/88QWf/eDEtcRt8LW7pmi0r+T0zDwzt0d6E2cETCMrAYO8hy7CNjdAz9xy6hpNhE4tJ2kk2DX7P3hv+08udAjToBFGsCvOFDv3KqemxbgZlIbwxG1YZCv2ikZiI93Ex/qwFokH2btHgPbRUrBhz8gsnTWtrPnjAFNFYqmY3x/GXCLeIcFCcU+yen0ZMGcYBmbZgjlRSMIVJ27Rqa8XjF0azL049gtkZLYVfxCpUIwrwy8S3kYySfiNP7PFem3GOMwm3cYpo43lq0RSRGpugawsbMEYjohO5bBCoL4LXdW4+27xIfmmGzi1UZhz7djwECOUsap0JQYGT70T9JRz5VMIVdKf+BOvRZ/j5hdycY0JB0WvUzz73aZGJJPC3B4f+AuY6nyFQ5vdyBq00kr982Lu7m4ykX+NSDbYmlcTP32E/h4VVYXRcQVNE3OZ5C1mMHeWZeZVPHZhF1eXfFgAwNLaxcxcbw++WjtSToKpN3/LyU9cwqF3ltP70L+QPHmETQW3sMP3W6LGDEndQqxPOM32P/NfHF0FrSeg9sPfoOCq29F/8iMu66/i+dGf0zFzAC2R5FbrB2kaEMmbIa9gOYMJH6aYF1+0mbxRGC4UJjQVvhzCuGhapnBH9QPUZC3nBx+cJjQqXqz94ZN41CxyQmA3h9CzipEUBXN2AWoglRy49AKIx6mcFnrrUDaYC8T8OYu43i5cOKc70BD3+4ai3VRWy/z8K2LcyWPi3R+3Qv9jXyMR8GWYOXVqIXGSrgMeiNYRDouxoZRViaQ5gG+cwms+SEOHQV/0FBOx85c6/f8e/wBzf2OMnXiZP3w8l0DPAazZhYw156ApKskd25CevBpfoc5wzbx7pNVTSGKJmrnZ+BQziUlKXfPMHCzdniAN5pxesQJ0ljYQGf3LjcNNtY1Lshe/af8ykUSQj678IcsLRb+wkxPb/6rzNzcsA1lGfZu6OX3Sj5STe17mRM4vRJ8QD5nW34NSVXtegGC78b0o1XVM3307/jXlzHzj81hrxULO7PBgSmmg/zeRm7u0zFKb8qEn4lT5/4SMjjk5b5cNkNi/W1D3FfMrkq1bxYK9o2eGaPGj5OcbmOtbwAB1dHDBPgzDINHbQdZl78BUVErkrdfQxkVmTS6eByvWK29A948T2ynsjpeqmdNnptG6OxZJLNORbS5ElpSMlOntwrpc1LTFj+2neLUAc8FTwxjtJ5HeRmIJ4txvLPw9s1++CWvTCip/sR3bsgtIDHZnwFxkXMhNZU8OPp/EqT7Rl81XBJYcL0kTnIq1UuVsZUQbQDLAoZopbu9lVvdgqWli7jeP/MXzUIf6Cf3rB9CnQ7S0CKCZrtlJm5/snFyDosDmzWAvEM/Ncz0CkMTfeJn4rlcYKd/Gc78WtQOWSBj5TBeKBsmJUQxtsYFQmplLDnRlbO/Pvj4ejxhzmm8M3S+SKFrPvGy6tVUAnY0b4Z5Py4yqVSyzH6VYGaU6INzx0vfI8PswBgeQKiopDDvQTDBTX0T9uh5kW4RS80qkikqMwweF2xngXLMJU0Ex2c4Squ5+MLPfqYCEyargcErM6lm43ItfD2lmIg3mLBZYtgx8B0+CqmJrERSMqkL3w8KZ8+GPgKRD3u5VGOHZzPOSllnm5YH9+vegz4YIP/x/SBw9kHGCKy8XbRIK5sSLfIhU4/BWITc3TduY3SNqjawzfjSbiq2sjvDOnci6sMe/ZvUgBw8KdqhYkAaMjoJzSGRwgpL4P0SIbEmMgXgquzM1FEC2OZCtC6WmIMxPACHdQYA5RRMyS8MwSAycwZyVS2VoCHQFvUzIoHPsBSSTAthcdBF0xlagh33YK5owUuy0edlKjFAQPRTE1XYRc70nUSMzDP7sflTdSm0PhAgyFO+iPtXPaiD3EhIH38TQNBKDZRC3MGbtRdZ0ZrLEzW8f2oa3WNzXloYktXMC+ER1ieRQr/isf4iouZRhpRqpvwfDMDLMnAkzyblpEpdeSKKvk+x3fwzDgGR3JZHCQawXbuJkG6zvzmN17lZUI8nx6V1IEqy6bg+nWt/Bt9tvJ99cxcTBSxeAORBSS2v+KJNzuaiKQSAP5Owc4qVCipVjWdwvS968JfN/mXdNxmxmqXhl7Jc82dpJczu8f3clHmWGwJSB6u8nlMyne9C5wPwkHY2Ngsk8V2opVQnQ/C+uL1JEEfdxHwYGI4xwilNsYxvh/a8hGxLOK9+14LPr867hIz+HZ26AQ/kD+GIDTMXHUFFpN58hOwQzAzVUmHtQz4hEwFS8mHyvibkukVT1X/gplEgJd5Z+HRBgDuD6sk/gMedn2Dm/OUiRJq6hvbwBIxFn9tRbWIsq0CKzhO+/h4KAwkAl5CQcBBILe9aNIt5Lud0BzKVVqWMRv3MOTFFeIROPw+RECkzNeEm44xjoKLODVFYKMGcYBq+M/5I1eVdSYC0VGlbmwdzckT3oM0EqNryXpjMK3nH4Y9Z/UFImkV8gxq2kKMir12DrEftvHnQyWO9DAjwp+bWUlUWy0sVMModDZ8qx2WBbw1VcOLeCJ26De2J30hM5wbM8yzXGNZg0mfEaOzccroUpsRjIVWaIYqNz0IGtsYJYzwgMVCJZbBxYrdFwBqxDE7jfOoUlDsOb61Gsoh7E1rIafS5M/5tiXo8mxLH39gLFJQx5k1QZlZQ45hVJtrL6TOPwdET72gmYZii+5V9Z+5yf+q88QVbLOnzP/JSTd11K5Xd+Q0yfY98FKhGzHX18kK6v38FLeQdRzXDhW+AoqKTuS/9D1d0PsuGJHrLmFL5/8qOc/NbdrPa8hlbzfezYM46Vgfg4dq2I8TkPjojEsFiaUhAQx9q8TMYiW/l882PM2lV+tEnMd32Rk1RN56Ba7WRbJphTUgYyuV6siXEUExRuE4Yoy0JiDRDMETJfgBkEE5qdVYZTG2XE3QrlFUh73uALX7NxYp+DrHAbpuPimTO7c9FjEfq//6lMwvRcmWVitB+A7ngLYyNiDlTKq9DGhsDtxvD5cDasYnlUkB77p85pQP93FP8Ac39j2Fxi0MRmJ9j3RpSjOSasEYXY6ZWUnMjDE4Ln9WczzjiW7ELiSzBzaSfLkqyFzNz5wJykmLClem05SxuYG+1eciEJZ4G5JcxP+kJHebn3x1xVexdVnuVUZ68iy5zDcf9ri7ZdKiSHA6W6nuTp4+fd5nwNwzPHl1/Ewdxevn/gNtFjbol6uXSYyiop2NVJ7q9ewrz2YiI//i7qcyKblpZcnvc4DJ3/3HfzXzy3nJylmTmA2b4RLpF/S9RehqKB1jfv3JTYtwvLuksWLNa3pMppntj7GHnv+BDZ9W9iqqpDMkDzL3xBqv5R9Lkw1tpmnBduYW7/66jjqQVi0Tz7ZttyLSgKcy/8UVyTJWSWyaNClmBZtTSYK3c0UuloQZFNb3stAKxrhGw0ceY4NRfkkTDMKIf2QCSC1Nr2tp/1HP0l/573XuzLL6Ti4VdRsnMxl9eiBScpzBKTdXRCTOSS28P4OBzsFXUa416wTISQJPBObKc6qxUffmyamSpnK96JN+k0LsJ29TtJHt2fWfCfL+LbXyD6+8cI/59/p6VFyOvSDbGTxw+CovCbIyszFvuKW7Av9cvtDBj1hH/+A4xQkO/s3MZlK0UmT9EEMJFRQFNJjvQv2m+amTPGuheYn4AAlLW1QsaVZuUA1LPA3B13iNquZ54RoKP5smoqnGJcJLtPomTnYaquA0XBONMh7kt5BQU+8bKaqnCQ2yzMT/SxlUhV1RCNZjLdBAPkfvizJI7sQx3oyex3bAwqW5x8+gEXCVVmZLFIYBGYA1E3p6dcfdPM3IEDMPNmK/lTVgYrofSQl6kd4r6bzpJZZmcLZs965fVY1l9C5IffZuqadfiW5RG44zo29DzIZZaXsR8XBz+AYFBiteIZCCS8mNpT+54bRzInmKKO3352RwbM/fzrA5lEQroWamwMsvrFPU0bnwgwl42S5SGZMiuKBwMoWfMN388ObVQAyzQzZ2puw+zKwUjEUMeGSPR1Yi0sh5lpCs3l2MpEIshjzufECZFYuOkm6IyvQEfDWlieMT8xLxPMqzBBuQh0nfEnf0Rg51P0TKylbEjMOaoJKi1OamvhjemNGLMzqKdPMDRkQu6voI8+pMgc4ZQ6NDTRSFGx+Owa5yHcRpSwVoikBzGSCZLjQ8T9w4TlUqYcVTA7C5OTGcm8HAiRNMNMYkr0ervyZqanwdHvZrJApfvGNpIWWLtfp82zEbNs5amhH/Cvhy5B/tBGjOK3uKPya3xUOoShm4Shz1mRby1B9ozgm81F1xJIJgtKZS3RXBuKZCLLtLgoVt54KfJ7bsX07e9R4qgjmPAxp84u2i6pJ/ivM5+kzXUx73naRnJumqwUmJOmBwmo5aiatCQzB3D11aKP6NmvXfna65Cvugb3x+/lfu5nJzt5JfUPYLOvlfjEMLbcEmRlYY2to6aVD/0C3v17eK7iGENlcHpmH8c4RkxOUBHJY2zYxuaiN9BSH73c/hzhOZkSWz0knCDprO7/OfUmkRRuf+67jD1wJ3bFyc0V93Iw8DIHA68QtiapNkRCJG1KoUVmsBZVMPHQfai+YRosrQzWW3GHFabiS4O5vDOTmEvETZuMjyDrYJsMU1oqns+0o6XF7yCUulWxwTM0NQkw1xs5gT8+yGUFYs5PM3OkTFDC259GsliRXC5u+r3Gl17fyIGTWaxYvfDaSWvXYz3RgWQyU93tZqIsgVHRz6F94p2gbX+V3AO/YDjSSNcZnZp6GbvZxgPtN/PZ78CwNsD7zqwmQIB1000Uj+gMFcQZb3BipJzLlPA0EcVNV6eOs02sUSTDTvmHv0x7ZYTm0zB57wdJKga1PdDbPG8SlU5qBQ8I1YDOPJhTSwoZK4byuYW1/rbyemLD3RkZpWEYjEd6kCSFkvd+GpPTTcG2W2n61lOse26Chq//jlUtt1E0ZeatDTBTNo1U9DyTLz9BVz0UJnOo6RPrDEmSKHnvPaz+xotctd3Cmdhxdk7+N38Y+Rc8Wz5OHXV00YVu6ASTPtyyl6EZN9aYxEi1SMor4604nVBWIc6l1rWC2/1XsXt9ktd6fkp/5CSVo2YSpeVY5DhBLWWQkuUlx+TDW6Ig19WBw8HKaZHEDOaAtUyAszQzl51dhdk0y0xhI/Jlm9F37eBd71FoaZPZ/Z4XqPy1qCOOV5VQdscXmXz1N0wffh3Z6Voks4z3doABHbGVGTBnKq8Sc3dBIYZPNDRvveif8ITgzaHf8vca/wBzf2NYXaleJD/q4/1X9jJZFaR6QCOOlbLsTlYddjIS7WbHoGjKas0uIrFEzdzobKotgauJU09/k5nDOwCYjA4t2nZuvBd7YSWyIhbiztIG9GSc6MTgom0BpAyYa1nwe8Mw+PmxT5JlzeO9zV8DRM+S1oLLOe5/5by9684Nc8uKt21PJHRP1AAAIABJREFUoE/6UZaol0uHnF/IKysn2Dn0BIFQL6ZzGoafHaGYj8fbv4Cx8WJyH3mKwv0DuN9/F5Ks4PnQp972OEOxcfaO/IGDY2+vhV6KmUuDudE9R1jv3M5s281IkKlt0oYH0MeGMxLLdLS0iJKyjjFhFmKtfgHJ4UBSTGjBiQXbps1PLNVNONZfjhacJN5+BGQ5kwkHkZm2bLiM+F7Bni4ls0zXFZpXrl3yHD9a+y0eWv3G216HzLmnwHVyoIe8Ahm/XExpp1icvJ35yezrz/K+yQ/Q79xExU9fRMkSusl0zVhOQgCH5FQQyeFEMpsZG4PEsPi7rxCUcIyk5KBp7jmqnK1M2xOYYirVlkYKYu302S8R40XTMszI+UIb6gcg8sgPaPOIrGNaapk4egCprpW9h+1ckeo3r3jEc/OFuwPsmNuCMTaEjsQB+Qq+fI+gkWRdZIbNKdlZuubx7MjNBRNJTMH+t+0xlzwpQIh5xZoFMsvcXLj3XuGiV1wMlvIa1FkBOJK+ISw1TcLKuaAQ/ZAA8VJ5BXl94mXoz9OQvcfQNQXfqRakKgGe5HS/Q98oOTd/HCU7j8DjP8jsd3wcysplVqw8K4t8TqTBXPlZbv+rVkFp/Ag43RnJ8IsvgixLXD4kFo7Fu9cyeSwl2Us97+maUgDZ4STvqZ0UHhsn+8e/wX7j+1B7O6l95jP8Ou9Kmj71IQBOfPF6JrauIBDsQdFANinkjh7H0DRsiBf5l79fR1vyDQxHPpoC+ln3qKhIAOmxYRVHr5iX02AuSJAccjBlZUM0SF4euJQAcWVpMKePivEnlwgwJ0kStvWi5m/2wB6SowMZGWupLMaLhITblMsBcdu4/noY1OrQFTBbnBkwZ2oVoFjr7yFr2XqQJAZ/fj+qNZ+5QCmFwXn1R+60icsvh1+eFHNRfN8u2k/LKAOVjNn7IBgi6kltP+3GWyLub920mA+6tUvIMvoxgORANwn/EEGtjKAnZbLT24NkNiPl5KL4JoWT3Km9uLa8E9nuYGQEGiYDaCZ4YfU4kg7LX5nAqthp82zkQOBF/LFB1k//gD23DrAmdj++fnFNz2Xm8qwlaI5RArOCCXXdcBvJmUnCboVscwGytHjJItlsWB59Ann5CkpT7QmWYudOhHYR0Wa4pepzFF38TuZCo9gJEZjSsUYHCbLYyfLs2Oh6hQ+7vpbpwQigbN6C5ak/I9ntfIyPUUUV93EfL/ESRRRR/qSYl51tGxZ9nyW/BJNk5rMPKlx5tIiuBnhM/wW7EFLZ5ckmRkbgIs8b6E47ksnClc4nmT1+hIsvteB76sOMPvxlNtdtJoccbKqZQf9BwjvE++7G0rtwm/P4Ru9HMGRoloVTpb1ivjempGoEf/0jct5/N41ZFzBYYeCejC9i5sYQPxf4jAwzNxEfJidqQwLKFTF/pevm3CM6wZQyOTrYmQFzeydES4t1+YK1P1tmaRgGs9ufxrlhK5O//RH2KJRc/RnOdOgZiWU65LXrkZIq9oIKNrzqQdag4t8e4OBbAmkn//uHxCw6NdExhvo0GppSn5+YZNOhLB65sB25vApZgx1HH2TDVD0KCg/ePgKTAswZwSBxm4fuTh1HW4oNKsrFevNt+LxQNqoQOroDTYGGAQsn3YMYiEnWWtuCZLagdR3BYhWsoskkDMJGq6zoClRMZS04J3tZPXoilqlZjZ86TMCtUlB/EZa8hXXqitNF/uU3U/e5/+aGpn9juBym3KVYJ7Io2XQ7p5bBpqL3YrJnkfTPZ+Wy12/jjnuOUjplZ/8leTw68BXKK2XqqaeLLmaSU+iGRq61iMGQBwmJ8ZoscqZgYHIZjS0KsjyfvL7F8zGaTsODA58iqoWp7E5iVIi1nz8qjjksecmxjFPfpCApCtKyNtZM9gMpMFcp3hFpZs5uqQTZIFlWgnLZZpiaQu44xf3ftKPHnFxoFYmF2eoCSm//PLbyekYe//aCxuF+/PTQQ2K4B1mHHrWZ0eF5mSWqip6XAylGuHDbbTR0SRwJ7yKhx/l7jH+Aub8x2k+JB7D9wCg3PbAfw6xS3Q8lhUOU5nVgb19Bfc46ftP+ZeJaFIunkPi0fxFQGgl3YJLMFNgrOf389xjY/gguS97SzNx4Dw7vPOA5uz1BXIsyMrvQ2TLDzJ1jfrJz6Ak6pvZw27Jv47TMZziXF25lMjrEWOT88pSzw9SyHG2wD312Zsm/a5P+Jc1P0hEqstBfISbdgaL4kuYn6dg9/Gv+dOY7/L4jBT5LyvB86UGUmx/Duvbytz1OX0SsRiejS4PedCzFzJmKxWo19sfvY5I0rFfegZSTh5YCc+fWy6VDkgQ7FzREMXCyQDS8lW0OtHPcLNNAwFLThPNCQelFzxxDKijktaFHmTqrftK27QbUVI2OaQmZZfLIfpTaRmTPEnaOgFWx4zIvrvtZKiRZRrbYUf1i0py2l2BPToMkIbUsbagTO3OCkc/eyun4avZd/iyyw5n5m6Vc3F/HTA+SBFoohOQRxzI+DowVI+ngLxKL+uGCK7mA58HlIpQjFhDlAeFw6M/bON8rZnjgbc9DGx5ALihCslgp+s1nkWUB5tLmJ6M5azEM2LZNbJ8Gc40lAZTU/TieuID/82g+2YoAc4oG0opVWFIvoETfYlfZvDyosbQj6+oCMKeq0N+/sF5OqakXYK6n87zJFHNZDYamokugRmcz+5YKCzFOCIZcqqgk97RYSPv0USaUo8RHmjh1zEZaCianpCi6bwzZ4SRr03VE3nwlw/CPjQnwWJOaas4H5rKzydjJg2Dmmm1HiBWtzPQLeuklWLcOrjZfBUDJ4HuI9abB3DwzV3BOqaxSUIT9hvfg+Y+fULj7DOqfR7lxcifj6/8HyZAY39yCMR3Cd2YXnpgVh2sCixZh4LmjYBHe52svyqaaDnKvugEkiByab71iNot9hvsHcQfFeS9g5shGceUgx0Ncfz14zFNMq0u75WqjQ0iebGTn/KIs64ZbAXjxnp+BYeBsEcmVgogYv1mmHBTZxP79YpzU1oKrQGS+JVXLNAw3twgZnTbQg8npxlHTCprGbssXaMlqxxaJk5sQ9XU5kyqXXw6d0xWoBRXM7tzF5CQ4fVUEs/swJXWyb71L7GPajTfFzLm63qBLbaZd3YpNmkGXIdbXTjLgYyJRQrggBeb6UiYo2XkoQXF86nQAW5M4xpERuCAoEjV/dL5I61Qxju5h9EiYuxt+yFda/8AvN3RzW+Pd6DEnhw+L5wBYgpkrxZDjlHvE/Om47GqSU+NEnEtLLM+NNJhbqm5u39TzmCULq3Iup2DbbehqHLMUIDil49KGmE6BuaVklgD1x7/B3QVfoXPf0vXlFiw8wAMc4hC/43dcYWxl5o+/wJQEW9viJJskSdhSzZW/+xmd4tksHi54lp/yUxwxmUZTK8NDBq3yDgyXE2fDKiLk0XbkXi6+VGHkp1/D95tPsfIChUTfGQrHVPxeGdU/ihaewW7K4ubyzzAgiwTxKrNQbZhzClGc4gGOvPxHzMUVFP7rN6innglPAlNgZklmzqM6scfI1MxNxkfIQ2RjCkdeR5JEA3NNg5KxGWY8IBeXMfHy4zQ16szNwa6x52iwtOKaEvVZ5OSA2Yzh9xHvPkVyuA/npncwdeRV3FETnQVXYhiwfPVCRUnGBMXiwTsyy4btdgbf92f2HQljBIPM7fizALDRAS4IPk99k5iXjMkJpPwCciyFjOUn2KCuoc6xnM9X/oQPSB/g0c09jCmppGtoGsPlobtTw9aSAnPeXE6YRc++mm6NiBNiVlhpWktACmRkrpLZjLVxOc6Jo+iSzEUXQWWlmFOHysU8X+6znH1K2FOMaTQltRx97NsYEpRc/ZElx1s6NilbUVQ4fImZmiGVg5H9aCbYXPMRTEWlmfd4Ohzl9Wxd/TlG8wLI7iDllTJ11NFLL/6EWH96XV6mdLGWGPaqlI7AW/4qmpYtBNWmuiY+/SBoqgDxpYdDGEXCNGo4KJi58XARuWY/F6wV8468fAUrxzqQNAhmgyXF9KaZOTkoPm8ptiFfsgkAfecOrrzWxO0fsbDJeRpJh5lSJ7LZQs6Gawl3HETJLUBNySzv4R6aaOIX608h6zCsVTJ6lswSwHA6MHziWbbkeVktryEuJzgR+OuS3v+/xT/A3N8YFfVuVN3O+z6cpHDzC9i1HLzj0Fh2hGxbP72DTdxU8U0CsRFe6PkhluxC9HgULbbQpXJkthNvVj1qOEgiHCA0dPK8jcPTPebS4SwVmbXIyBn+6+AdfOa1FUzH51mftJmIubE187tocpZfnvwc9Tnr2Fz5wQXf31aYWrj+la6W6YWG2r601FKf8r+tzPJw3jy4GqwA0xI95tJxJiCKwp/tepDBafGCn3r9OF0PPMHky4fP+zkA35xYPE7OLWY7z463Y+ZsvbvoizdQcvEKTNV1mZ5giX27kNweTE2t534dW7YaOIpPoiUtRO2HCMV8KFlu9OjCMZDo7UDOcmPK92L2lmGpaiA+2kfXahc/PvIxfn3qS5ltrVfdgC4DiikDOgD2jjxJ+8Qukkf2LWoWfnbMxqcYDS9t2LFUmDy5aJFpjFiMWLZgAqXauoxt/NmhBiYYvut6DKuLu4aepqZ54TbmCjF2tZFuIUGcDWZA5/g4uOxmCgIKE7UuHLffSaD2BgpMYzwdewpJh5JR8HaFSRoW5krWzoO5FPN2vtCG+zE1tZH1L18k+crTvLtyO+3toA32YQQD7A+vweMRTocgavgAtJkg739oMwnDQnzttVx3HWjBFJhrW4ly3Q1YqhuQkJYEc243fDPnE8BCJ8uhIQHo0mBOPXEYc+tqlJoGjFAQIzC19L1IFXdTVYkhzZtxSIVFonkagpmTznSRE7UyHu2nN3wMS3Alx49DhpnzFiO53Bm5r/OiK9BnginXNcGUeb2CdVOU84O5syWWAMtbNRptxxixCDZpakqYe1x1Fdy+7Fu8GvwDKzy3Yg/0IWXnIrvEQnIpMHduFLcVc1C7hIOuOyiWivFtbcX5T58hQIDcpBuzPEPUDi98+vlMj7nP3yoWL653fRCQiHUtnKdKSsRY9EyLnwOIhz8N5iR7NtnSOB8cvZMCxxS+mfPILMeGMxLLdNi3vAPJkGi1CCMM5/INSBYreQGxkPFY5tsSrFsnkj+NRSIpIQUCGWZOLvQiF3pRU26/2euuxFpSww8P3YnX0YFsdVBfJBwsPcOzbE6ZgA7mXkJy/y7AoChcTcI9zYwL5ooE4LRG3WTnSBiqSvLAbjqcl3EqIhJSqt1MtFMoLsYjJSS8YtwYfeIYZAOUlLJZl8FSK5QfI/1zXDQrrvEss1w6J+pi4n0dVDibuLTwXZhkM42NYLeLWsG+PjHW0i1n0pFnEXNNbZG4fobDgZ6IMWv7f+ydZ3hc1bX+f+ec6RrNjEZdo14syUW2ZbANNtjggGkhJJB7uSGkEW4SclNIAiHlpkMKKcBNI4RQEpIbAgESmg0YGxdwwbLlql5HXRqNppdzzv/DnhlJlkzgfsr/ebK+2I9m5pR99tl7vet911rxRYufnGklVvFyecOLgbnnWJmzGavBjnPtJShmG6ohgiUxglGKMqlV4HTOssVzTfX7MHSKUv/TO7ed9fwf5IM00oiGxqbuMhJDfZjiosfVYmZ1FZOUVJThcT7T825sYTjFKRw+DY+tDm2kF1dygEQsRNaS1Wx3foPq4A7W2oRSorhEojA3ydDtN1A4oeA7R+yl6XXpmtL/QreL9XidWTxnSZKwlAngoA0PUfSt+5Gz7KxHFG4bLtCJaqF5UtUhhuY1DAcB5vLt1aCD1Lafi7ca+NPDcQYGdJZOCifZftPnCJ48wNLYnzA6x+mMvMGS5zrofu9KQgd3iRSF/AIYGyX4SqqRX14eiWQYd806jrYKF/VMZk4qKQFPKZZAElu8n8JHr8efkyRxwc+YfOAxvAVJJFlhPFLDN5T/pq5GRQ34mWzbh+Z2c4Qj9NPPTeZbeGDtUVa7L+Z2biehaPz8o1PoyST69DRyrotIBAJ54l0wFeVyBCFhXxmqJWoFZDi/TjSvPMqsYsmydA3FsSOEojLnnSeCZD090J8vgk5l/fODd+kG7dGBDuJTo4y+8Qy5k2BZvZDVnWvZEYWVR+HNVcMYjBFeL2ujJOSiLrsZQ0EJyfH5YE6LRii5+zGQdJovegi7XaKOOhIkOJUUPlapuxg/AlT150co9YI3JtO4fD5kkKqq8YzILPvdpcTHS6g5FSCRLVj17jERfOkaLcAox1nfnGr1sGIljtg02dMKftfs/pZm5qR+EdyyueJIFRVIlVVou15FkiTu+60NV6Cd7ABMp4Jg9qVr0WIRNKslw8x10YWOzg9vmuAbdynYS6MMDabAXKrat2YyZsAcwIY1n8OQgN0n73/L8f5ntX+BuXdohSUGnAUFmK1jHB55jtyxrSTiWazMexyA4elG4q1NNBdewV/b7kJ1ik30zPYE3sBpPNn1+IdElCcZDeBUchf0mksEp0kEprAVzYI5k6sAg83BmxPbeN37BAktxu6BxzKfW6/5D5z3PYpSMxtifLn3t/iiw3xs5X0LpCrFWbXkWcs59jbz5tJgbrG8OT2RQPdNvSUzd9ByDM8geCJu+st5y5y5jqn9rMi/GJvRyW+OfApN1wh3isUp6l3c+U3bWCgF5t4mMzeXGJGttgxo2h78NzweCaWydh4zZzp3Q4aJmGtrNg5izJqhf6eobHVkdBuyK1ewK75Z1BjvOY2pqiGTc2dbdzGJwCQvrBXf2Tv4vwRi4h4NpRVQVISsahmnfzo6yr0Hb+De/f9BYnJ0QbPwuXb3/mu5c+8VbzkOc81Q6BFMUMcpKBIOlr50ocRSi8cY/Oz7SE6M0Pa+ZxhLejLl6tOmZGWjuPMzFS3l0HQGOI2MQFlxnMJhlbGl+Ti++WMSKy4naIW/OJ+nbMKCKQEF+7s5ETuXnAJLpuDEP2TmBnpRSivIuvnzKGWVfEm6ldMn1Ezxk7+ePoctW0QVUphl5lT/FCVLcynYcZT3PHWH+JtvHMmahfX1Fgx3fB2lrBI5qRPrPLHgvJKusswiAg1zG6LOrWSpTU2iDvZhXNGMoUYEZ+bmzc01WRUTU0+hKDmZmqj5qXfMYkHPzUXtaqMwmUt74BDjsUGK5JW0tgIVwhGRCouQC4rRRlOFC84TxY9C+15ibEzM/+JiwV6Vl799MGf1tWOTw7QGRZ7ISy+JY23dCgoKW3KupXm1RJncQzR3Vlc3V2Z5NjMYRFn2dEXLPvqwXPE+0aw4ICLbPrvC0qEXiZlBVbLRWg4iZdkxNa/HlOXK9E1LW3ExGCc6yU75qj58xIkTJowLF3FDDoXGQepa7yfXNEbvuJvFSFN1eDAzF9Mmmc2oNuG8AEyaG7F4anF5RSDHacwjGBQM8bkpsqbWcRpdl1D7etBTagfZ7kCpqEFN5TRW3PJDDHecYGXsb0hyHMfqzTS6zsccl7H3jFNYKArn7J7ZgNE/gkceoN4sxnqwFEJ5AjXlmZxIkkSy/SR6MICvYiPtk9VMxIpR7TYifUIt4PV7yM63QokHLdW4WPJNIyvCgdJkISUDiBx7lfKxRGYMNpu2AhDvPjVvbBQFVq4U7Ql6ehaycjDba86ZJ9buSK/QRQcMUVzGfwzmrAY7blPRApnlULiLgXAb63KvFONrMJJd20zCCPVZIq9pJFbOkiUL2xIAhPZtB1UlqRuwnDx7kQQFhZ/wEyqpZN0fu5DMVoyJs4M5W2E1SKAqsHwkn5VHdJbGaigchQJDLTWxXWgyaPEI2cvPo6/hkwyqteiPfpm6Oo1zzzMw/vNvEj3xJhXF5zGSIyRiaTBnM2TTULIFRZeplGffvXQPXNel78e+UTyvDWwgR3XQnlJhTs6RWg4xRIHfArKMsTCV3x/zUuCux5iAWOdxPvKfJoa8Otse6KNmSqhQtHVryapvxrzjDgrXPQ2SzrI3RUXa/psuwf+3PyAVFqKPjRJ49RksTeuYev73yCrkvv8THGtRyc2T8JQufCjyueuw9KWqYB65nqpemcR//YbhJ75HwAFVt/+a++w/pUbuYu2JXzP20zuYnu4hbEnyFE8hI3MVV2WOV0cd13U285tbVKZ9PTDtx5ximXpD+SiubExlBbTQQgklVFmXgQ5mk4N1FaJFUhroAeiVq7DLfoqMA5x3npAUd3dDv0u842VdUZK+2Z5vpnwPsslCZLCD4T//DF1NUjgmIVVUnnW+AWihAOe9DiFLjBcuh9YVOputlyNJEob8kgXM3Pi9X6N4dyfWkMSatXcycudnqY6I9+6kJtJDqguLmcZF2KozXJikdBAc9qEFzJxkMpEormDVU3ZMt76ALQIzuvjO6X4B5jqHxFyr9QjCQV4h/MccH/hyJKRULmmambO2TyInwSoJP0fedBHanl3omkZyahw1MI3TD36X8L2yG4Xfk5TVDDM3xBA3cAO3/ErmpYtUxl+9hDZdvBOKR2xgmqzB9DR6qipa8cbrqBo0ctD/9lt1/TPZv8Dc/8HM2Xm0a6eIqWG0QxcR0OpxyL3ousRUrJGju3zcsPz7hBN+9siiNPDc9gRJLcFoqAuPvYEZ7+yGZ0+YFjBz4RHhUc1l5iRJwlBew99sL1PuWEGVczU7+h7KyLRkVw62627MgARd19necz/17vNY4l7I3kiSRFPBuzg+vgNVX7yoylyTS0qRXDnz8uZ0TWN49+Ps+cwqBj2L95gD8EVHaNdOseoIlPdL9FWA7Clf9Lv+6Bhj4V5WF17Ojct/xKnJPezse4Rwl4imRAcnFv1d2tJgzh8bI65Gz/o9t1sktQfOyJk3pNi5o1n/hqKAobIW1duPOjSI2nka09oLFjkaJO0iujXw2gexSgW0jL6IIa8IXYJkzyw7Fus5jTlVJhwga/0W+ko12vInubjio8S1KK/2P5z5XC4tR0pqBO7+bwBe7P4lCS3GRNzLgbULm4Wn7fj4Tk5M7GIi3Pf28yIrl6DJArCbKwWYmyyaD+Z0XWfk258icngPxXc+xN6RczGZRN7gmWYqqyE+0EVBARhj00gOwcwND0Njfj+FIzCSI56Rs7yA32ytJGiJsXF6BW5jEYZDRzkY3EhennCY5aKSt2Tm9EgEbXxUNKi2WMj++o8ojbSyeuB3xA4fRDea2DmwIpMvByBnZYOioPoFmLY2NiBZRJRR9U1gmNNiQCmrQlEFID/TkqePY5KjoIN68njm73PBXCZfbkWzaPLN/PYEc02aERMzlirvLKdoZCkF5qSycrThQfRImEJjWabfT6N7FTMz4DWknLjCIpSiEtRRcRxDbgHm+pWEXn9JyF2ZbSFYXf32wVz0lLiXV3sFit+2TQRIzp2jLFu1CsoN3UyYUmyP/vaYORBMYRrM9dOPUlKKz2PDNRiAggZGHTbO0d8gZgYtq5z467swrd2IZDBg9tSgJiIkRmbX1ZISsAc6MZisOHUnPnz4ETSdCxcRXNgMAXTApPsZD7ozhXPmmjY0gHwGMwcwkS1A7VQyj6e3ZWMtr8fRKdZ/pzGfw6JNG2tTsReP8RSBhJvEQBfJ6UmBeiwWDJU1GWZOkmV27lL4QsFXkVXIPn8r/15+G999eRPagAhqXHwxbO8Q68magg6aXYKl8Xog5BIRi+Is8d6l55p1+TImfTInAutJaDFiqepvvZMluNwSUnUNencX+vAw0tg4Mqk9xWzKyL0tvS+gR20URBxIusRFee8Hg4FY13wwB6KiaEuLmFtn5suByJkD8AsFKeEeESyZkQJvS2YJ4LHWLZBZvjH5HADrU2AOwLVqM0hwdYmIxPdML96WACC46zkUVy4tWddT7tv+lsWXLudyOgNHMD71LNayJUgm07yKx3Mtq0KAPNWsUHE6jDkOl57wkDsFxkAd59p2EUtJ1h0rNlBWZeLu4R8S7zrJ/37hcb7/iQNMPvhDXNd9nMqidQwZxtEVOSPhDxJkn/0ozdIaFGYdcSUURdYkir72i8zfjBi5jMtpbQIdMu0JQOTM5U9IGApKkEwmwskAIXWGPGcNJt1IbKSPrVcZKSiU6H18H7mpOOtkYpjKz/4MdXKQ5i33YvebqDbUUf3McWzNGxi640Z8SoDEyADRYwexb7qSqUPbcQZkjFdew9HDKk2rlUWrXc8FcxX2Hj7aeRF9zT4OLh+lqPZCit79cQ47LmWHugXHY99i+nHxnKPEeJqnuYALyGf+AnR71/sJOOAX+i/Qp/3YS0XQsaMdlr18D2Xf+ChHOMIqfRWJ44fJW3I+NT95BqfkpIqqeczciEUUMWqwHmXNGrGmTkxAt+Ylf0Iisns7HZuKCaQYSUmWRSXekwcY+esvcdvLsRSUI5nmyzHPNC0UoL4NCtRcfvcx0BRYV3srIPLrk2NDmX0/fOg1ph69h9zrbyF86t20LrMy+af/wfQhIeXsTFW0rC8VzFx3TUoS2i9Rm9W6AMwBDFnqqJE6+OnnxDrU0ZcgZsint8+Arut0j4kxdhnEs5JWCD8i16cxlTMLQTLVLE/3oSas6F4xh+VNF4HPh36sNRM8dfnBlyVAmNlTjcHhJhENoPrGUbUkwwzjSRRy46Mav/1xPWr+GC/8aBN/5+8Z/0FLiN//7jvCL5JNZtYY1zOSNcPA+Cwo///F/gXm3qEFTw+QGIjQZurBYc5nePsScIk8otFIPUvWlXB05zSVziZWFW5lX+glNGk+mBsNdaPqSUpSzJxiFA6jOaQyE5+YBzzSbQnm5swBHFgeImiM8anmB9hSeRN9/lZ6/ItPwBMTuxgKtnFJ1SfOel9NBe8imPDRM93yD8dAkiSMjU0kTh5F1zRG9v6V3f+1kpYf/DuBgZME7WcHc/uHnkJHZ9URKGv1EcyGieTwot9t94nk8Tr3Oi6q+AgNuRt49PhtTAyKMfmHzFx4NlNr/g9fAAAgAElEQVR9Mflq2tLVB8+UWpprlzKgrEQrFVJKpaoWdJ3Ik78HFubLpW1gRiw4/v4VLLFfxpGxbcjFJQLMpZwoNRQgOTKIqWoWzFlXnseuTZAVM3LTyv+hMXcj27p/haYLeYAanMZYWUf49/cTOvo627p/yZqiq6iIFLB9q4RcvwiKAh4/JcpTJ/UEgfhbj1naTDWNIEG89RAFTcLBOiXNr2Q59cjP8D/1EHmf+m+cV1xPSws0NQlm50wzltcS7xfMnDXuQ3bNMnNLHN0UjcCQTTjUuXk6f70hQsMp+JrtTj5r+AIkExyObMyU/VdKK1EHe896/apXsLFpSablquuYrtzIbbavEdj5Kr68lSQwZfLlQMxrxZGTaSg615K+CZScWRpJKatE1kCdnlyQCxk/uJekASRVouX+V/jKV+Cmm+Dee0Upf49ntpKlcflqcY1G41mZOW1AtGeID3QCEloqhyldPEAqK0ftFBtfsWO2uMH5NSICerTfjVRTi9y0ah4zB0JqGT68l5E+wRylS/cvBuaCQcFgLwbmVNnMrs4GAgEB5i69VGCStJWVapQpffTGhVM7MyMUom8XzPX3CzA3wAAaGtMFJpz9M7iXnYtmDyPJGjEzSK5yku0nMa3fBIB1qdDQBnfPsinFxZCb7MRYVkuOlIMPH9OIZ+jCRVDNwaRE0CWQ9CQzSTevvz7/muY2DD/TDptS0X7ZypNPioITtrZ+ZBScxrxM8ZM02HUnTuGN1ICukxjqRcp2iLlYUYM24kWPiv0g9MxvKTX1YI0Ipt6kWPC4lpEY7EbXdbZsgbaQkPWu83SyJlfsGQPVNmZS+YSl2QLMpavylpxbg6ZLnJg5Hy0ZJZaqMucNlJDjlpCra9B7ulGffhJJAykeR5INSE4XkiSh6zqF0y/QoV9MRUecpd1mco2FmMpriXUvBHOrV4tn39e3OJhzG8ScPmET1x7pPUnMBDGib0tmCeCx1S6QWe6ffI4yWz3Wz32Z0O+FU59VtxpZhSaXkE+2j1csCuZ0VSX42vNkXXA5/tqrsOMjfPTAW17DzAt/Ro9GsBizMVQvybAPZ5rZU42SBM3hwPFmO05jHq3TryEhERut5hzbLhJON8bcIsyeasrL4aXAe5GWbiD52LcIff/DmMprKfzyz/DgISpFiTRUZpi5r/N1BhjgHu6Zf96YTmHFWozu+S/ge5T3MuMEv3OWmdPRGWKIfG98XiVLgDxLKSZnPsnIDHI8yAc+asLdexDnhJL5nnPVhTg2X0Ni+QmajsfJufZmFJeb8t9sw3n1jfgmOxieFnNFK8gjmYySW7aKhNnOqeMqTc2Lj528dj2mOCQ0K5XmY3xAvRZrGJ65Giq/IwrQoal8V/02U9YQBpMNc1yiPWeMYxzjGq5ZcMxVyhoue07m3pyHCcd82IpdZDugo03FvqYBrdjOKU6xIlBBcmSAvK034GreLH7LqnlgriO8lKRuYKOnhays2fneFuujbMyCv/84qCqDt74/A+gspXUEWveghgMUhR3I1WdXLaVNCweQdbjEdBUJE+T32HjlcbFXGws96PEYqn8KLRRk6KsfwVhaTf6tP2Bkz2VEsyPwyCMUx91Yw9Axtg+zbKU4LxuDxUhbgwCSnn4nS5xHF2VIW2bqqDd0sMwu/C3vYBAtq5hwGLwDOiN+McfSPd+k7Gz0impypnV8c1L808xcSW8nIb2AeNdJAbLSeXO7XiXWIQKVrqiFaUn4C5IkYV+6lph/FDSN0ZkOkiQpHNbRZNjsW8kNd+3F0FvBjdyIji78h5A43++/P8jrewSJsbn5CwC8euCH/3Dc/9nsX2DuHVp8MkCwZ4p+5wzN7vfgG9KwV4qIdNfEKpZf4KK7NcjMVIJLqz6JLznGQNl8meXcSpYz3pM4y5Zjyy3DNCV6DM1tHL4YmGubfJ1DjnaWnoSarCY2lv0HBtnEq30PLXrN23vuJ8vo4vzSfzvrfa3IF8VEWke20/bo1wl53zq/yrB0Jb6+I+z57BoO33Utuppg1e1/onj5pSSMnLWa5RveJ/BkLaFoBMp7BUjp8h1a9LvtU28gSwo1rjXIksx/rvoVocQ0L9eJzq3/iJkbDfXgtgggsliV0LTlpOqCnFkEpehb93PrzKtUVIoFLN2APfznh8FsxrjynEWP1z9zHLtcwtIaN+dVXkYwPsVgpREkSLaLTSveK0CdaQ4z1+c/SlsDbDzmxGLIYmv1LYyEumgde5no6aPEB7uxXXQFsjuPbX+4kZn4BO+p+xKXv+FmPF/n9fGnF1zLiYnXODGxk3q3KOc7/TabwxtTBWBix9/E8/4L2S1dzIszF2Y+j/d1Mvbj28i+9FryPv0tdF3Ip86UWKbNVFZDcmSAotwYNm2WmRsZgQprN4WjMGMIMcMM/eV7mFo2ygf+CCVvDtN4VEjWWsIbMrI8pbTiLWWW6c8MKX28JEkkPn8PbnkCQ/ubtCbPpaZmtthH2hSnG80/debhUH3jKK75YE5Jkdhn5s0FX3oK1QDd4eWYj7zEj3+s8+KLYDbDrbcKkJM43oLiKUd25yIZDCgVNWdl5pIdJ1FMQiZnsLtInjgiylcXpJi58gohhwVKikW+Uq6pmPUrxOetxyRMrW0on/k8SkEx6thwJlKbteFSSCaIvPkaMJ+ZGx+fz1YPpF6hsjIYO/Acrfd8DBBgLlGygoRu5A9/EGzr1q3z70EfHcIkxTk2Nb/H3D+SWYIAj4ODUKaXEyfOCCNM2aLk+MCRlJAVlaAd4iawWMQ4mc7fDICl6VwkDUKvzla0LSmBcmMnemEtOeQwxVSmCEoOOfhjLmRZzZSDTxhzF4C5MxuGz7U9EyL3KFefYN/uJAlXPXJC5cO5X+DS4g9z4IAohlBQAFoygSXUwelUnlli3CsYYsBQKQBecqCHRCDEBSPfYcrSiCE5KxUyllWjBWdQ/VNceCGM4iGiW1ju6GRFeS5Wv4HeSht+/EghG8UFwjlL9nYi5xeyZHU2GjLHZ8T6EFc0JKuDqGYnJ8XMMTyE+odHUFJya1nTwSoCkNGBDnK0bkbtW/jhrTF+fqs4vrm6cYHMEgQzl7bFwFzy0OtkBaHdUY2GTLjnJKFULaW3C+ZKrLVMxoeIqCJAEVFDHPXtZK3tIqLPPUl8304xvo4cTKk6HMGkgxnVvWjxk8ixA6jTk9g3XUnW+Zeg6jJDz791Pyr/Uw+JnMLh4bNKLEHkt5tjoEoqsROHacwW6op8cxm+U+OUmXrQCeFo2ogkSVRUAEhMXPET1MlRkhPDlPzoMeQsOyWI5zO1qox4z2n2s5/7uI9buIXzOT9zTl3XibW1YqlfKJu/jMswqBITebPM3BRTxImT1xfC6KlE02D3UW/qOksxe8QiGus4zoc+bmKVdJi+UBNm2ZoBfcEPv4+YBWo6wHmNyC+TTCaKv/8I7sYNJKQkxrIa/PteQEmC65qPCEl8YmG+XNqk5jVIikIslkud/iLjd9/OZS/Ctstg2C4ebDSk0eTaRdwE7oEQ1pDOC2vFu74YmJNy3Xzp+wYmjH4euCmKlOOkrl6hsy3Vp5GTJEnSkJraWeduzvx2JSvpoIMQYt61dRjpjjXQnCOC7Om9pl/vp2TSjJqMUvzdB7E0rhaAbsffMkVQcjZejaV3GKprmHnhcby3fxA14F90HLQUKLms8pMYElB0dBO/+lmMaFTHkC/mRHJsiNGf3E7C20vJXQ/jj2Uxvlck2rbmDlH9RAtV0zm0eMboWqLwS/mX2P99J6+vE2Of3VVNje0YZ+rNR0dhz3Addm0G7fAhVJMVozZJUBGs/d49GtNxscgnJmd9D2XlSnKmwZcze7wZZrDrdoqC3cxYatFCAUZOeJFKS5FqatFee5VY5wlkFNyqM7NmA9iXriPmG0EHBmeENDu3S3xurmpgibUc+YEP4sfPBBMoZZVER8UmVCCN8ugDgqWrXfYe8vwmDvheXHSs/5ntX2DuHZrFk8tIqYpq0PEEhGSj5ByRoNo5dS7Vqx3oOhzbPc2aoitxWzycbmBe43BvUETRPfZ6/N5TOD1LcZYuRxoRgG8uixQe6UrlyIkNPqHF+VXLzbiUXNa8KcBetsnN2uJreG3gMRLq/LKq/tg4+71Psqn8Q5iVM7LN55jLUki5YwVvdv+Frj/fycn7P/uW46BVVdLliZEMTLLyi49y4S9PULLpeoyyWbAS7oUh95nYBCcmdrG+9DokixWPFxRNptN3cNFzdEztp8LRhNkgErgrnCu4qubznDj3NKP1U2/JzCW0OJORAZbmiQj9RPjseXNnY+Z0czZt3pzUBjoL5tTudkyr1yGZzSxmAzPHqclbzpEjsL78UmRkTjhSzY5T0qN0WwLzHGbu6e6fYo7COS/70KIR1pe8D6e5gBfa72Xw89dhcBeQ+59fJesrd/JyVRdVVNHoOp+lz/fiieTyxOk7Myxe2v5y6tu4zIW8v/EbAPiii7OgZ1p6E0h0nkKpruKH57/Cq0dnq/pFWveDppH36W8hyTL9/QIMz3XW5pqpXDimVZZOHJIfsl2EwyJKXyx3UzwhZGBevDxZ9AvwuXjXjkKCO58lfHg3ieLlzGg5s2CurBLV23/WXotp1k4prcz8rfaqNTwRFXmML/afM09imTbF6c7ILOcd7wxmTs4vRDYKxzXWOx/MBVr3IBlM1H/qJjzKAOHTnXi9Ql72gx+I7ySOHcawYnawDDX18xqHz7VkxykMTnFuo6cSPRhA7e2ax8wlO08j5bgpzhUscrV9JdnZwoFobRUSHkmSkItKIBpFnxGOga15I5LJjPGkKKgwF8wB88qwz+0x593xKIMvPYSaiBM71UJ2k0Dxd98tvnMmmFMHxIH2D1ShqgIowttn5mIxcPnFi9hGGxE5Sp61FKWlFU2XmcgDJMiO+JFsWRibBDgylFdjSEL4zd0ZAFtcqFJm7CLsqMWNewEzNxlOSRFTuZTFNQuZuTMbhqdN12FnRyNxxYk1GuEi4/O83iXY0isCF9DkuoCDB2clljFvN5KW5HhwHZrFQXxyBMku1vp0LrHa28XJH99HnjKC1HAp0pzzmjwCESUGe3C5oHmNTF+yhnK5E0+ZTMmAQl+xzGRyel5bArWnA6WyNpUjJtEfbkAzZqPLIFnFgpjjlkhXQtUPH0LZuBlNAimhoqUC9L7XnwfA7Kqh4ZRO/aEZtGAAU3Uj8f5O9Hh83vgsWzbL3C+WMzf99MM4AzKBAgtRKQctEiTsEj94+zLLdEVLEQhtmXqFhB6neVQAb82X6iOW7cqAubFYGTqL95gL7noOFAX7hq0saXZzNLKe0O6zg7lY50kiR9/AefWNaP09GGrfAsy58wS7FJ1BDQepS4rxLrHWED+yC00CPTxFdpPo/ZlmxbuUdRR88UeUfO8hrKlKmR6EAz1Rn0/Q287N+s2UUMJd3DXvnMnxYdTpScxLFoI5J07OG6pkMhcmUwHQTI+5bj8JZwWXXw5f+laKmTN7MNcLBUD0ZAuVVRKrlRZa9WZyzZ4MmDusHcKQgIo+mOibVQZIkkTuhe+jcAQKb/sxUwe34ZoG49XX0toi1vYze8xlfmuzIS1fgTms40p2YTBZufUnELPAT978DLquY5zu5T/z70JedSk2oxNzDF7ZotMUrqWSyoXHzMtlw16ZS7rq+MF/J5koUqhrkGk/La4lnRNXu3sYxZ0vFCwpW8UqdHSOIfLODh/SaIuuoiR2mPipY1R0PgHojFn7KBxSkXUZ51U3UP7b7QLQff465FgSJAnPtZ8jHJpg4OizeL/478w8+xiRln2LjoOaqoBb7DmHR5a8wTXvfpzREZ0/PhzPtDHyP/0I0//7K9wfuhXbmo0M9Gkkp4rIV1dycOpFJKORW7O+hi0MPfkhPsNn6Hz4vfziS34KRqF/YA1mKUB0cD7j/dxz0KmJl0bb8TJKVSWFFi+9PnHeHdtVIqoDVTITn5oTSF62FOc0hBwaccRLGCBAtmrFQJLpPCFR/eu9J9BiUZLnrCa4/xXCh17DGNdxybmZNRtSeXO6TtIAgxFBROSeEj63uW4FJaUyco9YM3vpFWoY3xg6cOV5kzzzlwT+aQ1JklhjWEdH/jS+nv+/pJb/AnPv0MzFbgbqo5hikDwhNuklm1ejXrGbQ0NX4y7LwmSRObprGkU2cEnVzQyWwsjMLNPlDbThMhdiSspEfF4cJY24ylage8XiOR/Mdc8rfvJM+90MzJzgxvKvY0qIipYAF1d8lGB8ikMj83uqvdr3MEk9waVvIbFMW1PBu+iItJJUYPzNF5k6sees3x30vo4mQ9Olt+G5+MaMjMSoySKh27JQa3dg+Bk0XWW95zqUvAKMSShLFi/KzKm6SqfvAHVn5Phd7fg0WeMW9n3qFOHh8bPmgE2ERc+XxjwhhZz8PzBzXq/IpUuDOcmdi+RIlc09i8RS1VUGAicpdwinOtucS617LSeM4jklesS/sZ7ToCiZsv1DwQ7eiOxgwx6wBlUih/diVMxsqbiJN8eeZzzUg+enj2PILeDU5kJGi2DzUz6Sh/cjR6K8x/ofDAZOcmBolp07NbGHY+M7eM+S2ynMEk6CLza7oGpqkkRwvkQwbel8GDUwjTo+ytq1AhREIuLzWMcxMBgxV4p34HCqsOjZmDlj6j7LUy0bIoacTJ5WbqIbjyb0fQc5yHPmJ+GhjzLlupLQ3m1EWvbhLxHOzFxmjmQSbWR+cnfakoN9YDAI8JIymw1+7/oBz0kf4tmZq+ZJLNMmn0VmeWbOnCRJGEuqQJpf0TK083kSahTHukuo+IAI9sT3zE+o1gIzqN3tGOeCueolJHs7F4BTPRJB7e/BWCK8OEuj2OQSxw7PgrnyCpKdpzHUNFBsFc+5xi4crKYm8dzSphSIcVZTUkvZYsW25gJyB7aTmytkoDBbcXOu1HIumPOnmoRHO4+h+qdwr1lNXp4AfytWzDbnTluyX4C5znAV7e3vjJlL97RTBsWL2II4d0HFOrRjRxhKrMg0KLZ4ezCeuwEphRiU0goMSTGPY+3CyfJYvZjkOD5rHTkslFnO+FINuXNF9b4lDVaOHxeBh7RpaTB3BjPn9cJU2MSv7riAvpU5fDz/QZ7YlSo5PtDO+LgYo7TEMtwngjt9kUYC7iaSAR9Sqj9jumVLsrsN7dn72B3cSlWpyKeT3CKwYiwTzzsxIB7UxRdDr1qLO9SJokDFUJLBojhjUf+8tgTJ3k4MVXVYLFBeIaEjE3YLhKnLIniWYeZSZrhSVNSVNVATYiGY2vcCveEGyi2z74w62Ie5uhFUlXj/fOfPbBaADhYyc2ooQODlv5JrLsGUN0JIE6AyWiQebs7bKIACUGJLgbmU1PKNyeewKdnUvSkeoD4tgjVythNFg/5gAx3BZjTkxcHczmexrd5A8tQx6nZ8kz3BrZgH3yQ5sbB/LMDU7+9FMprIWr4eNO1tMXMgggdlQymXLJnE0rWTGTmVL5cCc+l3oa8Pcm+6DefVH8wcKwPmqrJ48MY4x6Rj/JJf4mBOHxEg1iYWhMWYOYCrgpsI2eF0WLxnaTBXMKLx3fsr6d/TwdpS4WfkmT0YVzQjqxBr2Yfe3oadAG8mmzGESjJgbt/g4yxph2TUQc99X5y3b0sFhdgiEB3tQ1PjuPPqkUpKOPSGSnY2VNWc3U2VzlmHxz9F3OCizrOZc05YWLLfyeNLX2ZoIMQtrjuQ0Bm77jcoX/gyw4XQshouO125+AFTOv67H2wikA3fOf9FausVhgZ1gkGdIxzBjp2CbYexnXPhvFy+lYg1Nw34Tp9UORVdhTE8zswP7kD9749ir5gkbgyT3xPEHtBBUVCynRlAF/jdvVRdexuT3/s8o0VC4lrwxR8BAoQvZloogGSxIhkMFFWtY9O7slizVuG+H8WQ3GK9n3r4J5iqG8j/3PcAGOgTQd8Vtq0c9+8llJzh484vctkbLj79S4kB/wmuuus5vvSZJTx4o5G9E0KVE2qfX0H8b3+DcFHqpRkZhvIyXIYxjvWLufjG7gQgITuK5jFz8eI8clKuxwRiMwgQwB4W6/Zw4WYANrzxftqabfQf+Auj2WHiXSexhjRyTIXzmblGsaCqCnjjYq9xnxDjZSrwUOyRkfvEy9NHHz2hUhSS6BJc3DxFNAqPPyaKODWsup5AURa92W+t/Ppns3+BuXdoSUMSb30IjxcGj4/gzDOSU2jC3bAGHYWAX2fpeQ6O7hQTbUvlx5F02C/Nauy9gdMiX25YsDPOkkZcpcsxB8Rkmgfmhmd7zA0F2nni9Hc53/NvbGgQCatpMNdUeAlui4cdvbNSS03XeKnnNzTmXkCZY/F8qrm2zL4eVdYILW3GaM+j/dGvLQqWwsPdDB58irxJUFpa50VfDXGxSMS1hQVH3vA+QWFWNVXOVZmm2NWWpXRNH1rAKHkDp4kkAyxxr5/3d603wNpHG5kq8zOwxEtyOrjovaSLn5RmN+I0FzD+f2Dm+lIqvnQ0VJKkDDt3NjA3FuohrkYyYA5gdeFl9OrdhGyCMdJ1nXj3aUxlNZnk5mfaf4RBN7DlFUAxEHpDVBY996AEOpy85SJszaIU+d87f4ZbKWDVq9NM3/oRAC5o/izF9jqeOP29zDN7/PS3cZoL2Fr1SXIsYlGfnsPM9T59D7s+Ub/oM05H9DRZtKBYt06U1W9JpVTGOo5jrm7IOM0tLUI+2HSWnuJp0FoQFfmEAVwZMJcV7qHUIOb4d/kuSSmJ44+foi3rSrTgjJBb5IjxTjv/hn/Qa04d6EUpKVuQq1K0rIibhx5hmvxMOfe5thgzp8WiaOHgPJklgLG8CkUxzSuCMvGLb4vCJxvPZ6TndZTSCmKvvTTvd+nCQcYzmDni8QX3k+xqA13PRIAtzRvAaBRgbuUqDD/7OfI11wr2rq6RQksFH6z8OpeVCAnkihXQ3j4LwtPgVhudnQdZ519CbvgEjYWzwHixXnP9/SDLUOAKEB4Swalgq4gWW5c2s0rgTC67bOG4qv096JLEoFrBkSPvjJlLv39qj/jPYYRDUbRMSMMj4TxSdTkw9nRjPm9T5rdKcSlGVXwY2ieeQ15SOPkjzMos54K52JRYu/RUFKepbBpdF+0EMveTCrylG4an7fRpsOX1M259lvarlnC+9hyHdsVQHHlE+9sy+XJpZi7SK8DcYLyBUUsTyUgAUn3rZHcekj2bwN5tWCIjvGL5PBb/AEpJecaJTDdpjw+KB/XJT0Le6lqMI52ovgnKvSrjRUHGkz4kv4PCYhktHEIbGRI5wMDSZeJYow7Rooao2Ifmgjlp2XIM56xHVQSYSwamUcNBZo7u4o3py6mIH5sdm8G+zHxdLG+uuVnMo7Iz0g0D255Aj4QpKl6F7BzCnxALcyRPjMfbzpmb0zhc13UOTD7PGvclcEg8wLnMHMDekRv51cB95OdLuM5o05kYGSTWdhT7piuJ/PG3aL/+DhdYxHFC+7YvOHdibAj/0w/jfO9HYUJMckNtw4LvpU1252XAnGYz4zg9DDqYdCP5Y7uYMhYgW7PIqhVAwWwW7Hn/IttZWma5t2qYX38S3ju2kau5esH3Yu0CzJnrViz4DOBqm+iVeNgqnp1XSzUMH4eb+T47nEtYX/gEcjALk2xFqanDmIDoqSNoB8XYnDCuYbyziMmYl4FwO8PyCMv73Nzffyd6xw7GX3h0dt8pFL7AxLY/YkiA6903cGh/kj/8Ls67rzXNa1J9piVXrqN0OkLX6lcwP/8KytXX4H7kZrylKn99fCsXZj/Pr8e/zkC0gmRdFS9cCboMW7Zrix8wKwtMJup3TXLzr2Tur30Z81oxDttfUDmYOEJTrAHV249tjsQSRE6vEydHOYqq6oyPaHTpQiEQbT2AHgpSvU5IAIuHdLJn9MxCqGQ7KX9gG9bGZqYf+BHJMS+5E1B179/I+eBnxL2+BZhLS7NB+Cm3fsVMX4/Gc6+lFlhZpuSuR5BTMvT+VIrLprLLUPUkLb4dAMw4JZw+Dcv/Ps05gYvY+ItGtrxiZH9kM7piInj6zcx5IhHYvh1WX1OZSZBOlhQgoTMeL2WV4yC/MZRSYuzFWlhEYg4zF7cbyUlhsTEEgzbDDDa/eNZ9rvN4ePILnLBdQ94t36T4jv+heAgq6rfimgaXvZQQIRKItcqYk4+5sJykAYY04T87T4pAgtFVQEmpjNQn9o8evYc/vJAKajrtFMljNK1WePSBGLqu4yvN4vWVIWx5C/Oh/5ntX2DuHVrr6EskTRoeL4y0D1G1IktIBQrEZJ4a11i5KYeuI0GC0wlyrR5qpt0ccXSR0AToGQq2zatk6fA04ixbjkEFq5TFZGSQJ+8d4A/faSMyMZCpZPlk250YZTMfW3kvBls2ZncxQW+q3KqksLn8QxwZfZGpiHDKjo3vYCTU+bZYOQDXqSEkDdrHR0nsL2Dq+GuM7Prbgu+1P/ZNJIOR8rotRP74W8aaPcx8+4sk2k9iCIt7TMwp+AIQik9zbOwV1pdcK+ReqT50tXnnEU74GQl1cfRAjM/8+xjJpE7H1Gzxk7kW7hym9IhwqqfKA0QGF5dapnvMFWRVkWcte0tmLg3mzmTm0htmmpkDiOdVoUsyxjWL937pnxHM03wwdzk6Oh11oEXDaOOjmbYEAJPhQXb2PcIFU8txxs1Ym9YR2r+D8KHdqD/9IcumitnraCWhxen2HebExE6uarwN+7UfQu3tQnbnYayo5X31X6XH38Lhkec5PbmP1rGXeU/dbZgNNqwGOxYla57McqbnKPHpMRLBhUyUYncgWbMyFS3Tzud+8ViIth/DXDd7j4cPQ0PDwr5RmePlFiDb7DjCAgRMq7PMnMnXTVm2cP466WQrWymcqeOIfgkYBFjstYjIdPpZpeWTybMUQVEHejPFT+ZautLmunUscNxgFsxpusY9B2/gxMRrsz3mcuaDOaW8CmSQPGYAACAASURBVDmpZZi5WOdJwicOYNGMdO1+iPaHv4LpgncR37tjHuOWKX5yJphjYXuCdC6c9bx3gcGAdfX5GBpWCDAnyxg++Wn0RBxtYgxDrWhz8dHq71JmE2xQU5OonHgq5VNnmLmxOWDuPKE3vcA1yyDm5Ijx6e6GyQd/hPe2D9Dfp+PxQHhgNsk/ePIgyDLmJSsyrOyZEksQMkulsATdZHnHYC7t9E/2OHDhyoC5gvylGFaeQ0lQbNoJ1YyskSl+AqJ5r7GoDMXmIPS6AHPZATEHe2OzMst0lNeFCy3VGFt1ClakzjmKJDFPaqkODy5oGA7Q1gZZhQJYzdTmI+sq7zU+StBaTyQF5iRpVo4c6TuFKd+Dq9BBl7oSXVfRTULfKUkScnk1wZMHGNTrUZdfijo0ME/aqWRlo+TkkRgU611lJVz84VqIRYkde5OyAUiak3Sb2jJgTu0T15cOTC1dJqEj0Yd4x5SgCGbk5MrgdiOtXY/yyf9CzisQzJwko6sJJl99AhIx3vBdTp7/eCZApw72ZeTji+XNffnL8Pvfz7LAALFdLzH+zVsw5JdQULQSzTbCRFRIJiJukZ/3dsFclsGBy1jAUKST7mAr47FB1uZcRqIlBebSzFyKAXXbg8iGs7ByrwkZqX3TVahDA2Cxsll7joRuyXw216Ye/im6miT3ptvFuytJmXd7MZMcThRJwWhxoLtchLtaccyAM2ImN96JwRIje9l6pHT/FMR+1LdIDMuEiXzy+bN7O5YofO/Vdy16zmj7MQxFpSip9jBnWn3JZnInoC1/kqkTvRz88ZcBAeYqGlxkf+unTLllLBNWurtF/1FTHOKDXYR272dGzyZn/TL6jhQyERtiT4cIMG+o+yjPTn4Cv301nXd+hOOf3IBv3/PoeQWoMvg6D5Hjg+iW93LzB8KUlErcdc/ZU0MAAvXCP7hg33dhagrlAzdSOfYVcsYN/GXtPrqijTw89QWGhiB5+hgvXgZlgxIVz59YNIgpSRJaXg79k7v57L0STtXOn867DR2dj30syZvJIyz1CnWO7dxN83+LxEpWcpSjDPZraBpoZU0gy8T9Yg/xLBXR0EqtAlMC9OHZAJricFH+4Et47nmCivd8HkcA5CUNyGYLssNFcuItwJwte97fLr/aSMNSmZ/9WMd27mbyP3cn1qbZ1kUDfRp2O6z1nI9Nyebg5IsktQQzmg93Tg1Tf7iPksI4J/SleD1rieh2zJVN85i5l18WgO6qa4yZ9glJt3inKptK2Gj7Ow7Fz0bXS9gKi+bJLOPRAK4UMzeiCl8xQADbZBKvXsJI2MmPxn7CLw2Pkv/pb+L60H9hrahHfullJMDtFOebK7W0L1uPaoAheYQCXfQuBDDmFFDikZD9TqxRF/sGe3jpiAjC6U4H+ugIH7rZxPGjGkcPq3RL3cjIi8pw/5ntX2DuHdqa4qu47tnLyB+HyYFhqpvEZp6bL4Zyclxl5WYXug6tu0VeyppgA2FjggNDTzMTmyAQn6Qku56ZoVPIBhP2gmocJQ1Ikky2ZmMyMshrfxlj7x9bQNOwFdeg6zqtY6+wuuhyciwisSXLs4Swd7ZowkUVH0FDY1e/qLb4Us/9ZJtyWe+59m3d2/jLf6Jo0sxQfZCyy26GiIWWb3yM3l/8PeOMzvS0MrTzMSrf/VkKH9lGzmMvYDpvE6EH72Ni8zJ6ul5mqHhhX72DI38nqScy15KudllXJRzJLt9Bdr0Y5rnHQ4wOqXRM7cdmdFJin5+RHuoaxpywkiMX4isPEPMuToWPhXpQJAO51lLybOVvycxZrSLi+Y+YOYCXw1fzVPITmcbHZ9pACsx5HLPSmpqcc8hWcuioA12CRPsJ4r3tmbYEz3T8GB2drW3lKIUlZK2/mOiJQwx+4d8wlVZz9aU/xx8bY7/3r/y986dYDdm8q+pmsr/6AyR7Nsbm9UiSxIVlN5Bvq+Avp7/L46e+jcOcz9bqT2Wuw2UpxjenAEpkTNxg3Le4XMhY6AGrheSpVoqLhVN94ACoAT/J4f55kd2WlrPny0FKllhWg8UvnM6phIvhYXDIPqTQNPbiOgoQc+LTfJq8PBjyZZO17iKMnkr6I+Xk5MzpCZcqAHG29gSqtw/FU7Hg72kwt5jEElIFUAJ+JkP97B74I3sH/ncWzJ2RB6qUViJHEyI3SFWZeOD7IMkYGlcSHu4kOulFOudc9Bk/idbZiGbi2GHkgiKUwuLZY6V6QqpnFEFJdpwCWcZ+yTXUvzGNuaYR44pmEscPZ5yRZKqS5WIMQJopTUst5dQ558pTzQ0rmdbzWSXNZxCrqyF8+jhj93yVmef+hL3zRcrLYaarBU2CmAki7UcwVTUgW21cfz1cfz1csAhprfb3oJRXsXw5HDkiZJZmswiEAySjITr/fBfRCe+C3+blgcUyW9GyDQF4c8lFv+g6liVOE07aSarZSBYrxlXnzvu9UlqByWQnfOg1tHgM1dtJXDfTPe0hhxzixBlmGAMGrLoN44xYCOJxUcjAMjnI0qVngLmhgUWLn5w+DXmVIldr2hDAuO4CbnQ8SLtvCZH+Ng4cEHMwOxuiI334W3ZirWikrAxOBMXD2lnezd86fgqAnptDMuznobHPsmyFjOrtX5CnZyytJjE4S6GmQVrs+CE8qeGctA0i+R0Ul0iZXpmGNDO3FDQkjo2vxLV0Azb/JE5lUjBzkoR51+sYPv4JJIsF1WzAYBJ73uizD6IZbByZuZCskeOYNlwMJhPqYB+yLQtjScWi7QmWLIEPfGD+30Lb/kpSjWLoH8L27A6QNEbNQu4ZcihkGZyY5LPkKA/Ab387XwabrmiZbknQPFGOHgljqGtED8ygJxJIBgOyzU6ebYZEUl60+Elw17MYPZWYahpRhwexXHo1exr+G1siSuClp9DmtChQp6fw/fnXOC6/HlNZNcmOU6I1ytkiXIhcVtmdh8XmJqkn8E20I+sw5etAB+zSSCZfLm3l5YszczArtbz9F1nknFxcgh5rb100Xy5zTUYjy7qtjOUkuf/rLxDNH8MxY8ASg8K/78P+n7cyVWzB7dPZsQMoKsKECS0eJX5gD4e1c7jiOiux8RISeoxtgw9S4oX6a26lutbIg9Z9VH/pl8TGvZy67Upe+8qH8HoAScNt9fDln1fS36vxm8eycDrPzsoBTOU24NcdlB97GgoKkN91KevOtVHw26vYfSFcu28E9c0N/Grre7j1nD+w+wK49EUdbWKU5PDiAd5ojgFVVpEVlW8Mf4LX7a+QvPoFIgVdJKwB6o9GUZxuzLXLFvx2JStppZVDh8S8aFrvwFjgyRRTcpfsBKC+QRRf0UfmAzTF7sBx6bVIA/1QUICUnSqGlFf8FszczDxmDkCWJT73ZQsnj2mcev928m6+Y97nA306pRUyJsXM6pwtHJx6EV9CgCpP87tRJ0epH/8Td3M7nyh8BqdLwrVsNcH22X3nb38T69imTSDVikhIumH4pe/3sNqyG4D1rt0Y3WfILEf6M8zc8VHhf8wwg2M8SqdWj3dE+NMTc9w7edNFIu9FUXDlCOnIvLy5ZevQZBhSxiiO5aKiISlGZJsdV46E1QqOyXL29HdDqu2UZjWjj41y3QdMWK3wyANxuuiijDLMLL7e/LPav8DcOzRZkqnVVyHrIOOjakVKApKbZuZUGtc5MJplWneJ2dpgXEF2SGZ7z68ZCs5WsvR7T5FdVIesGDCYrGQX1WGNykxGBgn4kiSmhbNtK6pmONTJVNTL8rxZbViWpz4jswQoyV5CQ+4GdvQ9hC86woGhp9lc/mFMiuUf3leg/yT+9gOUD5QyUe2n6r4PU/ehb0H2FCe/8232nnsroa5h2h/9Ggabk5rrvoykKFguuoycB56g4LAX+zfu5g8flHjhCvjd1N34Y+OZ47/hfYI8axl1OSI6ZFp3AabzN1NRvB6TYqXTd5CpcUH9T4yodPj2U5ezdkGD83DXMNbKAsrsy/CVBYmehZkbC/eQb6tAkRRyrWVMRPrfssea2y3AXCwm2Ihdu2DPHlFxbu5efDrWxDNT7z/rsfpnTlBgq8JqmI3Yy5JMU84mOmtBlSG65yX0RBxTVQNdY6+zvfMXnJf7bnJ6/ciFJdjWbwFNQwv68dz7JKsrrqEwq5on2+5k7+Cf2VL5cbKMTpTCYnKf2o3jrp8DYJCNvHfJHXT49nN0bDvvqfsSFkNW5jpyLEXzZJbRceERxPzzWdS0GQo96FYLiZMCCaxbJ5i5dK8X8xIB5kZHYWjo7PlyaTOV1yBPiw10LCJkluVm4YSaSqspp5wKKriCK8jLEwt58fd+R9n9LyxoMC1Zrcj5hRlZYiwZptcvrlOPx4WMbBFmbuNG8UyvPUt8Q3HmgK4zPC6O1T9znKQvJZc6Q2aZbk+gx2OE9u9g5vk/YY5qhCpmC8Wk833iu2dZr8TxlnmsHIjcGcnpItnVhjfQxj0HbyChxkQly8oa0Rsn1W/KuKIZ3TeVab+QAXOL5ObU1Ij5mwFz9mykLDvaHGYOSeaN0BZqQi/Pm9fVVTqXeT+DYndiKCrjXVPfprxMZ6a7hdYV8MR1EBzr4f+x955hcpxV+vevqjpPT3dP9+ScpBnlbEm2JVvOcsDZgA0G4zW75LXXsCZ4WTD2LsHAkg0YvKwJTjhggwNylGUr5xlJk3Pumc656v3wdJie7hkJ9v9eL//r5XzRpZ7u6qrqqqfOfe5z7tu0RPzwa9fCb3+bzbikIt7fg662gdWrBfBPecxJEkTco+y+53xO/eqLjO76fc5nJQmqq0XSXkstKmKdcOGif9H1SEDvzLkUBAwY1p+d48uk1NSjC0XRwiFCB3cR7e9kXG5ieESmCMFOdNNNEUXMTEu4kpXi8EgPEhJqVwebNwswpya7s/IZhoMAc9WtAsxNhQaxvP92aulguNdAzD3G8f0eNmwA76G3OHL7ehIBL9W33Ut1NewZW4GmwYstPezofRiAkEe03T03fQsrlsRQx0bShYxUGGoaiQ5mlGpS7ZPRU8eonuXIIvtsOF0S8aQtQUpgZckS0JAYGpKp/8cHUFRYXbgXiyX3d1QV0OvFgug7spOZ4guxEESeGES/dBVKZU36njQ0LiHS1Za7kTwROCKQsv0Dn8T6ShI12wU68xeQYxgeDsNjj4mW3ro6uOMOePjhzN8rzc0MhzrZM/VHFhWupfCgOGbjRcI2QvWIZ7Nsc3DuxgAzUXMOM6dGwgTe3YH1PDH7mvrNJ677Cq/6rkKLRZj69M3pe8b96++jhQK4kolzqvX5dCE7izHKFmJ+N36TuMCmIiN4ZQsSanpeLhV1dQLM5XsEXcAFXM3V3Hx8JdHeXEElLRol0tWOaQEwB3DWYCWaDK8V/5mxMqgIFqArrUQ2iAR3xqlR7QmwY4co1BlLxb2QGDvOPm09m89RaCgRwHLAPMFaXzP6sipaW+H4SRPl136MtY91oLv5YaZG/UyWgCEC/VXX89tfxbn7S0Y2naObd/9SMeOV2a+K4o1y4/uRdDo2bNIxet8PcfzbF3C+cxUmfwmT9m5+v2EATZG4JjlWHjr8bt5tBgwBJFVc6zc9obGEJUS+cy9sFMxuwys9WDachyTnps+rWEWAAM8eEdfbJdtl9BZ7Gsyptj0YQ1C46g7xe4zkB9xadxdSw6x51ZKFwJwvB8wBXP9+PTV1Et/5jzCaphGPa7yzM85XvxDi7Tfi1NSJ/d/guoyxcB9Hpt8AoKzlPIxL1uB697tIqBzcr9K6TMbaul7MHo/0oqrwhz/A9u1ivZeakmAuKZVw3gVmWkyHiWs6Vup3oneWEZuZSPszxsaH0mCufTzJzGk+HFN+OqXFnOoQIH4ik0IibxW5r1Rbh1MnCqtZzFzSPHzEPE2F10xCAb3NhSSJotR7q39NbdsQ0/Y+PnOvA7msAlWRYGwUu13impv0PPWbKB2JLpo4vSXE31r8Hcz9FWFJyrabjTM0JsGcXi9hL5KZGk9gMCks3WTj8OviQjM5ymlpVzk28Rp7hoWfSJVVMHO2ysxib69ejsETEmDOHcNuGkp+XxPHJl4DYHnJbDC3mKh3kqgvQyltq7uNYf9JHjr4TyS0OBc3fPSMjmnoz/+NpOgoe7kUZHjq5ANUv++fsFQ0Ybp4Bv/JAU7c/03G9zxP4w2fQ1+Y3aKhFJcyctO5TNviVA/CEfUQn3llCW8N/IZQzMehsZfYWHldetbD8t4P43ryNRRZR4N9DV3T+3BPCPZveGSGfs9RFs2ZlwPRZlnQXEld8Wo81X6CQxM57wHh5VdaIOZJSiy1hON+grH80r4g2sp++UvBADQ1wfnnw4svkp4DSoV7NEoirhEN5++5H/Aey2qxTMXayisJWGFoSSGh/W8DcKxsgi/t3IYhEKf5mWNERwdRyqswr9qEZf1WKr72C0yLVyBLMpc2fIx+7zE0TeWKpozSqH7ZqrT8Pgh21mmqxGYo5tLGj2ftw2xmTk3ECU+KTC86k5+Z05VUoqIR72hDi8XYuFGIN0weEPMxiZ1voHo96Tm6hZg5ECIo6oxQkBoNijbLZcXdyb818hN+wtM8jYJCSYkAc/qyKoyNrTlgDpKKlklmbkffw3x2xxpG/J2iHUrThEjKnGhuFuBzRf5xERS76OMccQvAOuA9RtydnGvI02aZsicY/erHkSQZYxhm4hOYSkTC7Z/oQbdsNZEkmNNCIeKn2tAvz0a+kiQJEZSuUxwce5G3Bn5Dn+dIMiHMnndNAcF4sl0z3nkCjMa84FVRYPnybBEUuayCxCxmzuOBnd6LsURG0z4+ABeYHmeF9DquT9+P66NfpFXezSbzy3hO7mXaCWEz9Lv8aTA3X2jRKOrIIEqNAHMTE3D4sPg9/f3t7Lp7M/5+kfRHvfmZ9trajHF4Kpw4ORFo5lhsNWcrfdTNDKctCbLOQXUd8oQw4w7seoVYfyczpmZGRsgCcw4cDA9DJWLdVUN+FJ2JeEc7mzfDzIxoo4T5DcNPnABHjbimp0KDGK+4HtVcSHNcfNAcOMVlRT/n+GcuRFfoZOXP9mBfvZWaGugatDDthJmCKL7oJLGRAUIDHRgj4JA8LC8bFtf1XGauqoHYSF86UVIqa8Rc5UA3lROZQl5B3IYsC2ZOdhYj20WhobVVgLmJcQ3TsvUkJB3rHPtyjJrVgB9VjaMnk2T3GLez2ibuFV3rcmEZMiTAnLFpCdHek8JGY4HQNI3QYAd6sw3nfd+n/gs/BWC1S9wzfmMsrWQZCgl7j8pKwQK3t8O994oCzaFZ4nNV5mbGIwO0ed5ho+sKovt2IZdXol8mFnRtWjwzFasdfcyLipLDzAX3vI4WCmI970o09xSEwyiV1SxdJvG5yV+iIeF78Ql8X/0sasDP9KPfw7rtKkyLV6AlEsS7Ty6oZJkK2VWCMSbOtS+Zk3t1AYakCjRJpnBp9qhBba0AsxN5Hn0P8iDP8AzGhiVEuk/k/D3SexLiMWJVK3nppfyAEGBlYDmGCEzesIexKh0lUzL6qnoA4moMjzFMhTvM4VdHUVUwNi1DH4PpIpXz635F8a4HuersTI7QbLsdv1+jtRU6O4XHpDdg4H0PfoS7x09QPWqnvhe+8uYlbNis8Nl7T1+ABnFP7tFEnqDc/EEAVq9XUCIWuO+zXP74j9j473/i7JtepW2JxuTPv84m8zZAInj4nZztqdEIwegUBV4Fi0/G99jP+WbwPuKN3cS+fi/EFZp2Dee0WKZiNeL62hs9hIbEhRdJyOEYmgwJRWKqaITCITs98VmiIXlC7e7KFh86DZhTrLmdQnq9xCfvNrFnV4KbrgjQXOLl8i1+vveNCEtXyHz8TgHMNzhFX/xLI48A4DJW4PrIZ5FHTnKO9UU0DVqXKVgXi+eO/+R+9u4Vz9H3JEcypdVrwGAgKieQdHoSnUeQJY3nZj6IRZtGisaFj+aMuGhj7lGsftDFYNgtCAmvOoNjJsGkfTFDQxJWqxh9SZHf8hZxzqXGJhyItWu2CEpBy1pAYtwWoqBbFmCuJNP9cp7laZYMTyE19HDzbXqU6npUNYaWbMf84D8Y8fmgPdZJM815z/XfcvwdzP0VUVBdDSoUmiapW5ZhPpwlSppdWnmeg86DPvyeOEZ7KYtPgiLpeaHrv9DJBlyGCvxjXdirZoG5muXo3F48kTHsMydYatkLkpFIf5CjYztwmiqpsGbKhwVV4ukTnOUJd07VTRgVC3tHnmVZ8flUFc7fr58KNRFn6LX/wdG8Fdd+OyvVc3mu41t8ckcLg9dvxu/twnK2xuTgYxiLyql/T37bgl2DT6AkFC543cpHR6+hvKCJ7+69hXte30hMjczb7tlUtJ7umQNMTopJ8I6p/aioLC7KfohpmkawawRLUzl1RStJGFSG3bkPLBBtlqUWAeZcZpH8LOQ1lzJ2vu8+AepeeUUkCn/IFgfFPSr2MejLlcSPqVGGfCfygrnV1VchqXBylZFI5zF2ngPfHbsHp0/H9W+4UE510kcvclkFssFI3a/ewH75+9Kfv6DuNgyKmc3VN1JaUD/vcRgUE/dsfo7Pn/18FjsIUGSqSDNzEfcImiqOIbJAm2UiHECLRon3dLAx+XMM7zqKJOsI/uhbRN54Oa1kORf45uxbTRMkhILUkFe0WS52JMFcdQPrWMcaBDBIMXOpZCMvmKuqS1sQTAT7UVF5te+XaYCXD9ycLuQUmPOI68ofm8btEfuYA+aSzBxArL8TS9NKNEVievAYFVtuwlxWj6frAMYtFxHd+zZaMEjsxFFIJLJsCVKha2oh3nUST1j8HkOeNuI9HTnVff2SlaAo6dm7eEf7gsbEK1cK8JQ6l0pZZRYzNzICuwKi3TklEqIG/Gw+dTdt4TUENt9B+OzbGInVsKH3y/gHT+BN5g7dDWBaujCKTwwJGkFJMnMg2Lk1pa+z6+6zUaNhNn39TXQFDmK+/Ez7bONwAAsWTJjo6IDnwzdSlDQdni1+kgqluh5J1TC1rCaw62WiA12EHc0MDwtACNBDTxrM1Sp9pB6NOkshid5Ozl4v7vt33pllGD4HzPn9wg/P4BLMXEyNENCFsVx/M5slkTh+tvGfqNl9B/Z1F7DyZ7vTvlLV1SCFA3QnFR590SmmfisYd2MEmkxd1BoEE6tUzQFzNY0QjxMbE8UZSVFQahuJTQxjddUjDYmExoGY9Yn3dqbZOwCbDcwWGa9HRTZbGDeuZJk51xQ7khT60UUyCOBweDsbnKIAoGtdnrwnM8ycFg4RG57fDxKEmFIiGsRcLZ5tFesEe3bCKo7Tk3BTlJyX+8Y34LvfFXOZr7wiiktf+QqsWyeu8VSkRFBUVDa5riC2/x0M689GTqqApkRQZJuD0KQous5l5vxvPI9ktmA56/y0FYVcUc3SpeBRXXjKNqGWlxJ46EEmvvYZEh43xR/9ApC85sPhBcVPUiE7izH4xPUVcApqQ5UhYI8TL1mNMod1Sc1w55ubS4WxoYXE1BgJb7ZacUrJ8kcvrOSyy8T8Yj5Ad/TISlxTcHLLMEPVUDIcQ18pvtgdHUWTNJxuKPMc5vhxUBa1UDUIJeMwqtbh+8HdrP3lDQCY/RK3feg2ago9/PrHHkxxHx/7cJDLLogy2J/gN79TKHbUEfE72ZPYyE8ftaDTLdxemYqZGfhR/NNM3P8o0hqxDhUUSCxbKdbCxa0KVVVgHRYXh3HpGizX3IwS1wi982rO9oLv7EBVYxR4ZRy+AlTfDGc9chzjS5ei1QxReLICYxQs68U6E+88SWIw0/O6jGUoKAyXHMZokbFaERK3QNhuZKRcI9K7mO5BAxQX52XmtEgEBgfygrl8HUHzMXMAH7zdQHWtxLFDCa66Ts8jT1jomrTxwhuFnH+RuNbKzfXUWlo5MC2KJ05DObZLb0RXWcctxd8HYMkyBUvjciRFR+DkAZ59VhQKt28X36PccivGI6eIBdwYiisJ7Xkd1WDl0al/BiAxLo4zNTcX80wha1A8Cd6IyF99kh+rHyaKxPMu1a4/lXwkSGVlyFdfh3zZFeki3GxmTjFZkKw2phwq8sEIYUWPUiREgTRNozZxkKohiBdE8OqnROEpHASfD/XgATado9C0zo/PNPl3Zu7/L2GuKkGKGih2zmAuyCRQzhI5zS6tOr8IVYVjO2cwOEoxh2Gd/QLiapQK6yICY91omprFzDlqVmAOCTnaFYU7qLB0g1fPzjWf4mDbs5TsttD1H4+n358CcykRFACzvpDNVWIRPVPhk8kDLxNxj2BW1iKrMvdseY6vbX2LGtsyng49ypPv07F39R+JGodpuvEL6EwFOdtQNZVdQ09QdaQEo9+EYzLK/efv4sMrvs14sBenqZIW19l5vh2aizYQSQSZSc7C9IeF5Fuz86ys98WmvMS9QSxNFdTYRL/6UCzXaDkU9+ONTlI2i5mDhb3mPvABeOgh+NKX4MMfhosuEhXr2R1bqqoxPSbUk4LeeM42RvwdJLQ4tfZcMOcwlVI1pnC8McRjl8zw4nZYX3QJlz4VYMXl99B8/T247XHGo7kzQyAsDr6+bS//uPon8x5DKpqK1rF4jnAMiDbLYNxLJB5Mz8tB7nxjKnSllWnwFW87wtq1YgE3HHgOORpHAtSpCQ4cEGym3b7wfhlqRYIVUyQG3YWMjkK9qRvFWZKTsBQXi5bXgBhbmp+ZG+pHU1W8EdGq8XrfI0QHutJ//0tDsYmHxGgo07Y2EDgBkpRm7VIhO4vFA8RgAp0Ok2YguKQeLR6ldP3l2JrW4u0+iHHrRRCNEt2zM6/4Sfq7GxejjgwyExQPvqGh3RCL5YA5yWxGt2hJBsx1nVgwaVy5Upy/5GgCctI4PBWjozAaryFe1poGc5M/fQCjf5D7R79PT5/CwIiBn05+AbN7NwktznSy6N5XD6bWhVF8ImlLoNQ2sEqI8rGt8lGu1V2CyVXJ2d9+YRXUEwAAIABJREFUF/uidRhsLqLe+cHcyAhUJ0RC6UIk5Z2dcNAp1jtMJvSrz8r5bOo6MDevIHx8P1o4hFrWzNgY2BLiQIIEceBgrD9MpTKEbBA9hjqbC1SVRl0HRUUCzKVsHeYyZKdOAWjETV1p9Vh3aIiCm2/HGo+gajKt1gOU3XgXS77xPLrCjAJPdTVYJR9dyRxC1RKMPPcQBWdfgqzBxqoupLGUgmb29xqqk/YEs1otdQ3NJLxujDV1GAbEOSuSk2CuuwNdQzZyKS6RiIQ0NE2jWz6LRvanmb5UpFomFZ8fnd2FuX4JbaP1rDAfRbIWolTVolTXoY6NoEUiwp6AjLfmfOH9429BA8tysWY5DKXIyOwyi8KOV53BYShlYAC+/nW46SbRznvRRUIVE2DVKmhrg5SwcsqewKEvoTlcI+w91m1Gcoh7OCWCohQ6iHlEx0bzrGK8pmn433iBgk0XIhtNgu1H/OalpaItv820nZhnAmlRC9PPPoJ53RbMqwRLlBIuOqM2S1cJ8vQMxop6AraMpY+xZBhDy7k570/NcM83NwekxbVm26ZAxlLmsbcWY7MJX8g77hCjSKl46y34/QvrKZ6EoEVlzBXH1RdAX1kPQF9AXAclE7BMf1i0WjY1IwHReAVfsbxLw+8PUXPeB5BUWBZcxcOPFXHvAyY2nSuO7+nHopw8GKQg4eP9l3u4Z1059165kdqlNuob8xel8sXMDExQiv7mW7KY5PWbxDYWtcpUVUGpR4A53bJVmC6/Dp0qEe46jhrN9uX1vvIUss6IOShjtLiwXnA1U7/8NuZ/vhdiOlpOGQkqRRhbVqL6fUxdu4WZT2XsIUyYaNVaCbYeobJaJtHTieIRitsxNcxIJfh6VwrhmIrK/GCutwc0Dbkpc0HqSirQohHUOeAchKXHfGDObJY41G2jbcjG9x+2cPUNBuyO3LR/g+syNARQLDKUIel0uD50J6vM77LMtJcly2VkowlzwzICpw7w3HOwdWtGkExSFKS6OqITQxiKKwm8u4PCTVt5fM9SDPWLiSdnwVNzc3H/DJJioHgCQoZBIkSIyjFsXhi1CQLi/PPFtmfPzRl+9xS6T34mLzMHEGwqR1Wgtn+GmCwz6hdFoNhgD+aEG2Vc3BftB36DUlOP6veiVVQS+8BN4PNx4WdE0cbYP8c35f+C+DuY+yvCWOlCihiw27JvLFeJkgZzSzaK0nXHAR9Gh2gROcckpJ+rrK14h8Vib58N5qqXY05KiEvOSSKWBOHiVVT89n2EHBFqRxs49cVf4TuenKUra0CSlay5OYBrWz7PZY0fZ2PVdWd0PIN/fgSDrZjIET3WpbUYy4pYUnwu/75lB1/Z8hrlhc3s2hxj72odjpr8yhEd7t1MhQaof6sMokYiM2MoksJVi+7kBxef4r6tb6JI+RfppqL1AIQKRZ/MpLyX8oIm7MZswYlgl0hALU0VVBcuAU1iROnN2V7KluAvYebOJLxTMdSEWPDyMXMp8ZOaPMwcQMuwjX5XgD0b4aLDJVzVtQw9OqouvJWGs2+h0Atdbc/i7T6c9/O1tmUUGLIlGDVVXXAWcHY4kgnmdGQ0C8xFZ+aZmSsVMw+aXiHWfoSCAvjnpl9iCQ2kxVvUyXHBspxmXg5AXysy1bBiZmJSYnQUKpRu9MlkdHakgFuKnZucTFsApUOproNoFHV8FE9kAllScIeHOeR+DWQZpbzq9Ds1J1KAbTw6QHORmMUYiPWg2J05zJckSSi1DZgc5ThvvRP16GF8ZRZ05kKKlp6DvWkNweFOpOWrwGAg8uYrQoXSUZS3BTSleueZFtfv0JSoousW59qK6FesJXb0AFo4TKKvG13TwmAOMq2WSlkF6uhw+roZSeI63bqLecH0Z3698+O4H3kQedsHORg6h+5ukTj+3nMbkaIi/FZI6MDmgfEy8JtyCxuzI96fVE+sacBmgy1LD3P36g8yYz6Xzd98G3OpOBf6Qte8zFxtrZhXM0+ITDYF5jo6wNSyGP3KdRjP3oZkzB1aT51rQ3HG/M5Q2yzU5qYyrWAOHPhO9op9LRDrt644qf7Z1c6mTUkwl0rs5zBzJ06AoXCKGF6WFgtfpqnQIPpV64nUrCAyUcn/qL+h6Z8fzFInBAFWC+VpuprBmHR18Sc8uP7hc8TQs9LZlQUoZkfKnmC2CIpS30wiGkJXXoNjql6cM4MdLRRCHR5Aqc9uI6qsktA0wS62RTZgJJj25UtFtKsdZAVpxkvp5bdRefNnGRqCJu0Yupbl4n5InuvEyOCC9gSp0DQN7/O/QRcHQ3JNUSSFIkM54zY7HsOF+I0x7GFTmkX6xjdyt7N6tWjda0uO6FWbBVjd4LqMxAEhwWtYtxm5aA4zZ7VDYIaqqowYT+pYY0O9WM+7Mn08IH5zSRKiMa/NbAdNI1xiRUPFbMoUe/4iMFdUjDo9RUHLOgLGGErydgrbYrjWzw/mFmLmUucy0pPduRI+eQRqltLVq+eBB0SL6sMPi5bVSES0sd5+O0iGdTjdoE+C49IxLd1meXD6VXSSnpZANRuLDgkwl2SRjurPoq5ewtS6ipp//zn3Ln+Mf37P77n6BgN3fd7ETx+14KcQd8LOxosL+cEvzNxwi56BLQeYvKydvpFcf9qFYiaZgs1VJt50rri/lq4QzFyrdAhKq1BcJchFTlGAUhOE2zO9uVo8jv/VZymoW46kSUgOByUf/zJawMMHJl/CeuEz3P3jOIcjW5BkmcBD30admiC6923UqQziaJ7YTPz8nSw+K0Ts0B4kQF9RS8QAk8Vgm6mjpycF5nJbJ7VuUYycOzMH+e0J1IA3R81ydiiKlNMyPTc2OIWfTIHOntZYcFx3O0HJwc2uH9C6TDz7rC1r8bQd4PhxLd1iOTuik8PoCp1Ee05SsPECVqzWYdl4AdF2kdOkmLlEyI/OaME6YSZsm8SHDwDZZ2aCcqxWwbZD/nbiFJibzcwB+BYJccCmsVFkJUb7gABz4WOCILji418E4PhbP0auroN4DN13f4DW10vsEx9l8XvETXX08ey55P8b4u9g7q8IyelAiugxmbxZrztLFKaSYM5kUbAX65kcimBwiAuqPlzB5qob2FR1PZ4hIVtcWJlpg7SWNVGQnCDVXG50Zi8z8UbGzxL0xBVf+gay2UjPd8QEr6w3YC5vzAFzFYY6bq29F72coZU0TWNiKLsKBRD1uRl/91kqtr6fmZ0ncG3LHoxeXnI+/3nFcVZ6mjmxTGX06JGcbQDsGnoCRdNTt7cULajPat1zWaopt2bT1pHpMabbhEdVpXUxZl0hWplYWAPW/TmWBACBTrGQFTRXYNIV4Ay5mLCO5rwvBeZSRtkOUzmKpFuQmTuTcI9m/PTyMXP9nmPIkkKVNX9r69qRcooDZm58HLYfrmLk1f+h9KyrMDpKUcdHqesDvdnOgf+4gVgw+9oKTw0z/Ppvc9T+djxwIQcevfOM9r/IKBa6mfAIoaT4iaWyeWFmDpCqaoi3HyG6eyefDnwUTYaC9/0jUpGT0MgE3d2nn5cD0JfXgCQT1xsYGxNMkSvWjaFmYTAXDIoZkXzMHAhFS29kguUl27AbS3lT/7ZIuvR/WWIAAsxpwLg6yqKijTiM5QxJwzktlrP3oUBnp+jim1BDQWbCIxSvvQRZb8DWKBCuf/QUhg3nEHnrz8SPHkC/fG3eh6uuUTDtMwHxGw+HkiAoD+umX7EWdXyU6O63TmtMnJoPTLWhyWWVaKEgml88QFMWEUXnX8zhpXFe7fopksFI7Re/jiyTBnMxzQjLV+JN5g0rjoljODKebYo+NxL9PaDXI1cIcH1xs+hdHlr2O/TWTBZ2OmYOgL5cZq65GZy/eQnHD3+T97NKZY2QiNeUdAXbtliAmfBINpiL9ohESp+UbTdUiM/GT7WxebMAC/6uwcx2Z8WJE2CtEL/Z0mLRhjUVGhTWNR+5naWBQZpX5y/0VFeDs3E/wQJYksQ+sSWLiLeeT3+8nkaDAHOS3YFszU7c9OU1oChEBzJgTq6qRZNAZ3dREaoHoNzsID4g1kbdHDDX0CR+y+NHNQ56RXFt7kxRpKsNvasMCai59tOUbL+N4WGNitAx9EvERZYGc4N96BwuFGfJgmAufHw/seE+9DFQZnn2FRursFSM81z1A2gyRF49yW9/C3ffnW0Vk4pU+27qGrfqHXxq8fe5pe6LRPfuAoNBmFvPYeYocCCHPTnzcv43nhfb2Xq5OJ7hAdDp0vYLS5fCi6fWorhKCbXtR+8oIfHHZ4nuF6Ia8Y525OJS5KJsNj9fyM5i0DQK6pYSMMQoSSavfitUn3tOzvuLisBqPQ0zV9UAOl0uM3fqCCMG8Yy/9FL46lfh29+GJ5+Eq66Ce+4RBZIffqscXRyak57vJROk2ywPTu9gqX0z1kVrWGU5zBtvgNogTuDb4Y3U12e+77zym6iwZFgOu13cy4sWSTz+pMIttxm555sTyAWT6J29THp8qa7EM4qZGaGKa5ozYnf9+/S88q6V1qUCzC3VHyZStyr9d+t1HwLA/8Lv0q8F971JYmYKa0pwxmHHtHQNfWXX8EHn91i028nKwT7enDqPsRPjBH7yLXQty0BVCb/2p/R2HM/eAtYAllufI3pwD5LZgmnVJkYqxD1WHqkTzFx5RX5mLgXmGk8P5rREAi0UnJeZO9NY6diKQTbhNJSnX5MLrBwtuZ2thc/jiItCUsHidWi+CUoNg1x1Ve52ohNDSFHRvVSwSZAXBWdtS7fYxKZG0eJx1HgEpcCGMuEi4PThReQ7QW85Mz6FZcsytjWTecaozZgxYMhh5mZaxf6XemLIssq+9lJCIQgd3YtkMNLSIOYDe6IniUcEY6qVl6L79/tRn3yMsZPietjxgyoikTMrkv+txN/B3F8RIxN6pLARRc4W1HCWyMxMqaiquAiKq4xMDkUw2pNUr2eCuzc+wZaa9+MdbqeguB6dISOVKCs6yh0icQuXeVF0Mcanyjg28RrF5hqqq1dR/aELGX70NSJj4iIuqFqMr/coI28/RdvP7mLXXZt4+SY7r91WlwWoHvm3Ht5X/Ta9bYHsY3njd6jxKLay80gEIzi35apcybLMR657hoRB5ZWpR3L+rmoq7ww9QfNkC4agHs0vE/WML8gYdT3xn+z+/DYS4SCyJFNnXYup4Sh65wiqRSTScyPYNQKShLlB3LDliXqmyqdJhLJB6myPORCVXqe56n/NzGWBuTzMXL/3GBXWReiV/JK2FVoFn/tdLauOgD80QdQzQc0lwvw9MTaMPg4rb/8vQqM9HP3u7biP7+Tkf3+RnZ9aw6u3VnHomzfT/VSmLJ2IRZg4tZOprr1ntP+p1q/psGDm9DYXlrKGeQVQ9ElmjrIyYgd2M337tYSSLPNU4SpkZwnT3SLzOBMwJykKisGEpoOuLlEJLQj1oa/KbWmYDeZSi/m8YG6wD09kHKepkvNqb+WQa5BAcwV/TSi2IoIWCElhyq1N1NqXM2Kamh/MVdeTGOwltmcnYRNEAm5K1l/OaKAbX4V4wHq6DmLcchHx44eItR/J22IJpFvfPHEBaEaVcaTK6hwvM8i0aYaeFgBmoTZLl0skUCmhmpQlQso4fGREJEPO87YKAY7CBAWfuAdzZQW1tRkwV1gICUOUQHJ3Wts0jGE4PJZrnjw7Ev09KFW1aWZzsfllOj1rKarMVihciJlLgTl/dylGjLhwMTUlBuQXLQLZ6UoLeswNyWhELq9EHRrActY20Okpbk3OYw3YkJOPwSKKkIeTANpZlv5XqW0g3tHOOecIZqj7nfkNwxtXiESs1Xk2MjJTYZGZWm/8AOj13F7927z7WF4ORSvfBGDFKbF+yNsvp71doi/eRGm0K68tAYCk06GvrCM2lGmz1OyCWVRkPXWauL8qC+wkUkqWDdlgrqVVnINDB1Q6pmoIGssJHdyV9Z5IVxuGSrGtxOQY4+PgUkcwR9zoWpbT9odv0NEjroXU3JyxcQnRpPptvvD+8Xeg6NDHsttHXcZKTMXDnIqLLN36xjvUVMT413/Nv53mZqHaOlsE5ZrqT1JT0EJ0/zvoV6xDMhqJWvQk9HKamXv3iB0LM3z6U5lnlaZpeP74O4xL1qAvF7+xOjKIUlaZvoaXLoUpt4yyTiSHJf/6IEp5FZ7P3iFmjDvaz2heDkSbJYC5tI6QGUqmZOSExJjFjqW8Muf9kiTYuXzMnJqIoybiSHo9htpmorOYufjMFPGxIQ5MraSlPkSdKkD2nXfCL34BO3bA974nmLlLLlKwRY00JC+p8lHQV9Xjjbnp8B1gTdEF6JetoiRwkqgvzP7RGmKPPMN3/Z/IC7Znx/PPw+uvi1lNgI7p3em/2euOsG/fGZ02QIC5vH6hisT6jYKdqyyJsEjXznRJph3ceuNtSCoE38h4BfpeeQrJZKYgOQ8nJTf836EvU6h4+FrtPwCwJ3g+o/c/gBYK4vjpE8il5UReyQzXD/56M3JXPW2b/4fYoT3oV66j5JNfIXiNmEterDnp7gYqKmF8DG3OD6l1dwm0PsuEcz4wpwYFIJHzCKD8JWFUzJxbci3N1uwWm3Mf+ASyDDOPP0QwCF//tXjufOKaAzTNGStLBHwkgj40t3heGltELmk563wkQNabiLlHibvHUSXQFRahTlUxXRLH6xfHNeOtZWhUZvnyhcGchIQDRw4zN10vWsmtok7JaKCUP/1JMHPG1tUU6Uuwa3ZGmsx4XhdihInBXpS7Pot86XY625+jKOhEHyqk4+TCwk1/a/F3MPdXRG97iETEgib5sl53lSokEuCZFhdBCszprA4knT6LAfEMtWeJn6SiuHIVurhEoEzcpP2DxRyfeJ3lJduQJIn6O69BjcTo+5Hwz7FWtxAYPMHBB26g/48/RtIZqNjyXtR4FE+HWBWf/dEgj36tF4CBE9lgbnDHIxQ2rCLSJqoprvPzy/zV2JfR3NnMu2WvEor7s/4mWiwHaXgnmfyHhedMPOTLsyURwdFu1HiUmZNiIS/TrcNcfwLbcgFMFudTsuwaxVTlQjEZ8HYfpsqwCE9FAN9AdnVrLNCNSSnAZsgk4MXmWiZD/ztmbno0AxrzMXMDvuN5xU9Sodgc6UrpdHQMo7OS4mQyoI6IpM91znto+fB/MPr2k7z7uS10P/l1dBYbLR/+T8xlDVntkd7hE2iJOMGpMzuuDJgbITzRj7mkDoOjbH5mLqUEZbOhuifREnESVwrFsAOTK5BdJYSGBZg7kzZLAFk2IEkJ4nEo1w8ga4nTMnPzgrkkCxAf7MEbncBmLOHC+ttRZY3da2NntkNzQtLrmakUBZaygiZqbcsZtfqR5gNztQ1oXg/hV57HVyMe/iXrt/Pt3e/loY5/weAow9t1EMOWpIFvLJajZJn+bosFubIGr+TDrCskqiTwr8w9NwC6pCpf+I9Pif8vYEwMsGGD8AgEMTMHmdmv0VEBJryKl3iy+8+/XUyfNzZmwFxdrYqv9yi+QjAHoSAA1YNwaOylBQs3iYEelNrkXFfQizXwDvsnLs35PQ22YqKnAXNDAzIf4kNsZzudSdaguTnvR7IiJZZT8qmvUvHVn1FZIw50bEROt+w4cGCa6iYiWTJgzuZEt2gJ8Y42zj1XMAuD++c3DK9M2hJUWBfhMFXgDiWFM5wu0ZY5mr+gpChgW7OXimGoMSZnS1e0cuwY9CWasLgFMzfXliAV+qqGLGZO0wvQIcUSnBe7EN2LF7JOt4Z4ymNuDjO3fIVgDQ4d0ggEJDylGwnNYubUSJjYYHe6fU+dGGNoCFp1GfGTrjceZuD4iyBJaTBn2XwRocPvEtjzes4+a6qK98XHMNe3ImvZTGexsRLFMcR0VKxNVZ4ZfvrBPwhBiXnOX0roJ+s7olFiR/ZhWC/mtb/w5tn84Xoj2oyb/fvhxbcc6KU477k0mP5M6NA7RNoPUnRjRgk6MTyQBTZTfpUj6+7E+aG7sF11C/YHfkT8xDH8P/4m8c6FbQmiUXjzTfjOdyBoFDeCxV5B0ALOhnVY/BITNte8n0/ZE8yNI9+5jYMPiBlSQ30LkVnMXKpt9sW2lfxXyR1MbV+PlhwyvO02+P3v4Zpr4FvfEu8vilmp64UfPbKJlUdEq+CRmTfQ0FhTdCG6pauQ1ASLdcfZsQN6l16ND9tpwdzKlUKNNBWn3LuRVXH9FTUeYu+Z1SaB+cHc7KiKtKGX4gxaMsycXGjDUFxJZKBLsFuqiu/PT2Pdsh2lMpnHOOxEIvD0odX0ll1Lg74Nf8JGKFaI67UfY37fR9AvWoLxoiuJvP6SUO1V4dA+FcMjN7PH+jrd0wfQrz5LKDKfJdbAtZqO4WFIXP9BsFqJvudStFmIRevuRGpsyuremBfMBZLtif9LZg7gC0t/zZeWZxebms9uwHbh1bgf/xkXbgnz0z+sREPmwxcfyPl8dFI8T+IDPVjO2pa2btC5SjEuWo4syUSnRomPD6NJoHeUEPM04rPB6FHR3eH2NjDtEWAuNVaRr80SRPFtLjM3XhRDToAleTurllKefDxB6Ph+zMvF2ES9VM/4+jqCB3cSVyA+0Isky+h/9t90tehoORnk6HFYvvLMZzf/FuLvYO6viO6jAeIRKyqBLNllZ0nGaw6guFqAOUmSMNpLiSb9vFQ1gW/kZJb4SSqKqldgDmr4SwXoGjPF8UYnWFZ8PgDWxVWUXnUW/T96gUQoQv01d7LsYz9k84PvcMnjHjZ/402WffyHAHi7D/HmU+N8/5OnWL1NrHjj/RlAEhjqwHNqL9UXfoip145QuKoBg2v+Cs8233WEzWH+3P3TrNd3DT2OXjZS+rSM3mWDqGjvnM+MGjIeZ+7johpdFFuLrI9SedXjqDEDdbZchjDYOYylqYLJQzvY+anVOPwxNJ1GX3/2wjIe6KG0oCFrMSy21DAZFInU0MEX8A7nevCcLhZi5iKJEKP+zgXBnJwUPIgr4DPHqTzrGmRFJJWJsWGkQhtygZWGa/+FpR/7AWs+/wQX/XaSTV9/g6Yb/xVrdQvhqUwPynS/yFxC08Oo8dODl0JjMbKkMB0eITTeh7m0FqOjlMjMWN5kXDIYhFG2tQDJ7qDooSewS6NMJsp5+2gxSnEpmntcDJiX5vnCPKFoEjIhQKNGn1KyXBjMpdSs5ib/sqUA2VlMcKiTaCKE3VhKlbmZxm7YWdN3xrOEc8NdJcQvKgqaqbEtJ6bT8JTlZ1tT7GD07VfxuvTYmtbiNvjpmtnHdHgEe9MavF0H0K9ch2QTVcP5mDmAxOJmokqCFudmcfxL8oNI2VqI0rgYze9Dqa5DymcKNis2bBBsqNst1Cwhm5mrqIDRQFf6/f1BUbVvasqAuRW1nSTCfrw2KJ5RUFSoHILpyAgDvvn9xBJJjzkA9+HXkNQ4Ky6/JMe43WBzkQj5UWPRnG3YbAJI9ffDQzzEh/kwHUkR37kqhPlCqaknMdiHqXUVjms+RJnAagwPZ+wJHDiw+7uZLmhEnxTC0duc6BYtJd59Cr2S4MorIdQ7gFyezcolEkIAxVHdTZGpAqPOgstczVQoY/QmF7nSjNDciCbCaE3ttJyEhtvuA8TM3LFjMCw3Ifk9xDvb8zJzILzmZs/MqXFxDiWfj+2r61l8x1NsXlZMorcTyVGU0/7XtEislSeOJRVuazcRG+gmPiWeWdHeU6CqGJNiN+rEGIOD0KIXYE5e1EpgvIewbxy5vDIN5lwf/hf01Q2MfvVjaeCQitDBXcRHBzGV1YPBkGaoQLRZaiY3Hk08JxL+cjb0LSz+tGqVYOZm3/axYwchEkG/fjOapjHkbefYkgSxKTe33gpSgSO5/UyXzfSvv49caMd+VUbYIjEymDUjmQJzR3xrKPvXB5FkGdOl78F05Q34v/0VtJnpHDB37JgAStu3i1bJ886Du+6CXz4jjjse8hIzgNw3gM2vEnDM3yZeWwtrBn5B+M8vZL0+c3I33m5BTxobW4n2daSFbFJKllG/xsrBX6OFgunfCeDqq+HppzPgqChWSMAKFz86gs5Vhmwyc8C9A5NSQKvtrLTNw2WNh3n11QxTeDowNzc63Xuo65coCEjUr/k/D+YcY+J8dEjZQk2WTRegkiD48rOEDr9LfGKEwouvT6MIyeHgoLh80G78MgCHQ5v5ousrJDSZwrvEa6aLrkTzeYnufot334VwIEHp8zcjaRJPXB1Fv0aIMg2WRpBUWBuPoWnQZ2jB8OQf0Pp6iV57BVqyFVHr7kJqzC62yAWFSGYL8cn/98DcfHN1o2s+ieaZpHbwcR57ugBLfSuBk/tz3hdNjoBo024KNl6Q9TfLxgsgFCY6OUwsBeaKK4hFxY3U2S6u4zFvMyoCzBkMYs3Px8wBeZm5Masf1xQoyTVg3XmlHHvpBFoogGlFEsxRz3C1jGy1EbUZ0+rXUkkJPWscNLZHkO78x786f/j/Kv4O5v6K6DnqR5UcIGlEg5mLKQXmpsaTYK7KyMx4jFhUxeAoJZIUmghO9pGIhfMyc/YaIYIScIUBmVCzuEFm+8s1/Mt1RCe9DP3Pq5iLq6m78uMUtW5C1gsQpbfYsFQ00b97Nw/cfJwlm2zc//wqjGaZsf5wejvTbcLvzLniAqZ3tefMy82N5Ysuofy4k+dOPEhcFeBB1VR2DT7BMsM56L0SxReugohIfOdjfID0zJb7mABzFp9YaHWNuwj1LCUaynUeDnSNYGmuYPTtJwFQDu8EoG/yUNb7xoMZW4JUFJtrcYcGUTWVnd+7if2PfHLBY80X7tEosiIWvLnM3JC3HQ0tLX7i729n//3XExjuTL9HKRTJvN+ugARljgyboo4NpwU7JFmm/spPUHHuDVkzRUZXVRaYm+lPmmRrKkH3LHfgeUKWZBzGsvTMnLlUMHNqJEQiHMj7GV1pFWoiRlmbG+PWi4h2HmXCvJw9e5L+SMGJM2blAORVq1wYAAAgAElEQVRYAkmL41CmqDKIHh5DHjBnt4tq+0LMHIgkfWZSnGOboYTEyCCbd8GIYYqT7lwfoTOJ6RIdkibadGsKhWrqmCu/yIcuCebisoYvOkXphst5e0D03fuikxQ2rcHf34aaiGE890Kh+tc4P/oILBbXwGK9uI7Ga+b3W0qBwjNp59ognmPs2yd85iDDzM0FcxJSWsynsRHGxwVQaS0WfZpuJ1Q7VmAqb6AymVvM12qpBvyo7kmUGnE/Thx4CcVUwF3fOJvCOfmHvlAkUQuxcwOziK3OTtFy1nAGwmNKdR2J4YF0YmswiDae2WDOpjoojXUTLGpESd53ukLBzBGJkOjv4dprwZUYxGPKBnP9QokefVEX5QWi/8hprsoGc85iVHf+zOSk+x00fZSWk2BbthmDbMIbneTYMaA62c8UicwL5vRVDSTcE6iBpHJe0qZAGx+jdanC8QE7VdUy8Z7OHFYOwFUs1rX+vmRxskUUE0KHxD2UUrI0rRLt7+qkYOaW6I6Cq4wIIdREjLB3HLmqNu01J5stlH/xB0S7TzD1y29lfaf3T48hGU3oFbOYcZ1lwuwyiIKDUikKVkXbbiP65itpw/N8sXq1aLudfY3E9ov9N6zbTDDuJa7FGHVFOdo2QlsbfOAfxZqcUgmMTYzgfflJHNfelmZeNU3LMYmvrBQFhrY5NQzbfd9DMieVUGd5zL35pmCkPvtZAXpuvx2eeQauvBIeflIsbDPTveJzg8KDK2bPnXFPRV0dfIQH8H77a+nX1ESc0FgPYfcwmqpiqG8RnnJJldNIx1HChmI+Zf16WgY0xdTmC2ekAK8NMdM4S/xkhX0LetmAUteIVGBla8Vh3n5btBmn9u1MI67G6JreR323StWgRnH9Pvbtm9//bm54PKcHc+rJw4Q0CycC2X2B1utuBcD/u5/ie/kpJL0B6/lXIrmShQ6HnV3JTuO1162i4r6f4136XrbLv+HX8U+mfSYNWy8Co5HwK3/gJz+MoyfOzec1ct7oYh6/CZQ1YgZ10OGnbAwaFJEXdXeDfO4W9L/6HdqBfcRuuREtEkHr7cmal4OkD2lxrtec6hezZnJBIaEQbNsmLDv+T8ULL8C5H9tGv7qEL5/1A666Cqyt6/Cf2JfjH5li5mQ1My+XioKNFyAlVKKjfcSGe0ECQ1kNRknkQF1+kcNNx5YCEsuTNfHi4r+MmRsxzVAyS8/t4mtLadJEdSDNzFFPr9KP4+ZPENUiRJJt4GHCDBomqC9ez/TLj6G+k91m/rcefwdzf0V0H/GjWAQVEfFlHs6uEnE6pyYybZYA7pEIRkdZmpnzDIonQD5mLmVPEHTE0TmqUJYdpVCryfIWc25djm1dMz3feWZeQ1aleAVjh/dT0WTm/udXYbIolNaamBjIgLmZjr3ozIXEBjTUcPS0YM6+tomVzzTijg+zc0DQ8afc7+IOD7FsNOkPdvGaNJibTyUxHg4Q87mRdQamT7yDGosSm6wh7hVJVeDUaiZGs5mvuD9EdGwGc2MZY+8+i6mkBlPfKFICBvyZJ6qmaWlmbnYUm2uIazEmZrpIRINMdry74LHmi+nRKGW14tjmMnP9yeQ3xcxNHnmVsV2/Z9ddG5k6+gYgmDkNAeasAQldTybrSIwOIZflzkfMDlNxNZHp0TQLN9N/BEkS11xgcmEvp1Q4TOW4/QMkQn7MJXVppdWFRFBi48NIkoSWSBDpakOtXsGhQxCxlGBTp1i75sx7y6WQkGut1XcKZk7RoZvDcoDINVyuMwBz1XV4ZsSx242lJAZ6WXMQjJjY0fvwGe/X7HC7wBYyYFBMVEti30bsobzvTYEUXyGgqRSv287OQXFvxNQIpoYlaGoCX98xCr/8IEW/ej4raZ0bwTpRpa/pUzFEYKwol6VKRRrMnYFi3nqRT7BnD0iFNiSzJe01l2qzHPN3oUg6Gh1r09dzYxJn+/1QYzpIXC/jcUDd8isovvYfsAagPF7K4fH8YG62LQHA5MGXca3cli48zQ5Dsq0sNo8ISso4/Pcn/5N9I8/T2SleyyNgmRO6mnqIx1FnmaVXVAggm/Kak712auVuEuWN6ArFWpRqswSIn2rjssugUhmkw5srfgIQM3ZRlgRzLnM17lCm+CItwMwdHd+BpMo0d4r5l0JjMb6IAHPW1kxiJ8/TZplqVY4m5+biw33IehNqX3fW+xI9HSgNucUER5EAc9OT4l42L1sLOj2hQyKhiXa1gSxjbF2JZC0kkWTmWvXHMCxZjm9UgAItEUetKM9ifKznXU7hJTcw+ZP70q2gWjyO96XHhVrk+GiOMqjLKNbCwkUHIaFn1Z2fAEUh+Gh2V8jsmCuCAhDdtwulug6lvBJvJJMVdpgHueMOWLslm5mbeewhSCQoev8n0u+dbRieCkmCJUtywZxSVoHtq/+FZC1EtzzDBP385wL8DQyIz3zve4IJ+9znoGdaLGwer3geWIJg8BiJW+afO6+tBbs8Tfz4wTTjGZ4YQEvE0eIxot7JjKJlr+hCCZ88wni0inMNr2H91OfFcS8Ajh1eBV8hqBIYquqZjAzTH2xnrVMk6pIso2tdwWIOE4kIuwij8cy7NEA8N2NahLo+0bKdsLczPROnp+f0nwXBzJ3OEid+/BB9hpUMDme3zVnWnAOSRHDvG3hfeYqCsy8W5tsOB/L7b0K+5CJ27RLFovJycFx/O9ebn8KvFfJfE3em21xlSwHGcy8k/PIf+OOTQfRGiS/cZ+J9O8ror4Nd1eKN/eZJqoagRBWFlrG3H+PNf1qKfMVV6L73Y9SX/kTsvddCNJoD5iC/cXiKmVMKCtOziD/+8ZmduzOJ++6DujqJpXd9AqlrL6EjeyjafAUx9xiTOx7Lem9kQqx1hpIq9HXZBSPL+q3IGsSmx4kMiTXAUF5HjUnoH/TUJnOaaAtOJ+nOiZTfbL7Ix8yNKOOUzUo7t2wvYUPRXiJyIYYGARzrqcePH269FU1SmGg/wsj37+ftey9EkzTsf96L2wUxx8LdLn9r8Xcw9xfG9HiUmfEY5qRkdXAqc3PltFkmwdzEoFC0TAmSeFK2BHmYOYuzGnNQIWTRiBQ0olt2GKcne35MkiQa7rqWwIlBJv6UOy08ORzh9ZdKsJuHuf/pBmxJI9LSWmNWm6WnYy+25nW4Xz8Gsoxz6/wtggAFrTXUtlVRFqjimY5vJFk50WJZ/Y4LQ4mdwpX16TbL+QBCeEI8tEo2XI4aCeHpOoB7QiXYJeb1gh25YC7YLST3JPsMEfcILbc+QFHDWuweieFE5oHkjU4STgQoK2hESyTY956vMPHSflwWkXz19wkmMBb1E1tgpi9fuEejuCqNWAoVQnnAnF42pqvy0ZlxkCQM9lL2fOliBl7+BUqhg7AJYkQpLWgkdihjzKuODqPkGXafHSZXFWgakWlxLmb6D1O8WKidnSmYKzJV4A6Kh4mptDYN5uZridWXVREfF4t0bKAbLRzCuXoFsRjs6yxBkVQ2LHaf0Xdr4TByWCzatYYu6s3d6Kvq5zW7Ti3kk5MC3OUddK+uZyYk7kGbsUS00kXgbOeV7Bp8jFDsL/uNAaZscVwe0f6q94UpcsOwOf8xSo4iJGsh3mI9+kIXnnIzg772tK2BVCPK1N7OA+hq6jFu2rrgdweqRJuzeddBSsdhzJjrK5SKFJhTzoCZs9uhpQX27hXrh1xWQWJshEhEtF6mmLkSSz319tU5YA7AmThIxCXYiuqS1WlGtXW6lOOTbxBNhHO+N5EEE0ptA4GRLoIjXRSvvTT/8ZwBM9ffr/Hkift4vP0rdHScWYsliOsESDNGINiV2cxcohsschClrhFdipmbDeY62rHoIhTL4+zprU6zB+P7/sSp9giyPoxfHUqr6LrM1QTjXoKxZPV8ATB3ZPzPlE5VoA8puINmbIYSJv0TjI1BxfrMjzAvM5fymkuCpdhIPzpbEfHezjQg0CIREkP9eZk5RZEwF0iocbGuFZWZMS1dS3AWM2eobUY2GJFLylAnxhgeVGnRH0e/ZAW+scwaHC9zChZ0VqGx7PPfRVJ0jN73CTRNI7j3DRJT49guf1/OPBqINksA++JDFBlL0VVUYbr0aoK/+wVaOPc6A6HaKknZIijRfe+gXydYRl80kxV6WiZ58MFMt4TqnUGLRpl+/CEKtmzHMCsZTVlCyHMA59KluWAOwHLThyhrn0YpFqgmEBDzaDfeKFRLZ8e558LSNSaCWPH4RaHBHALvZCOqHCQY88zdPAB1tRp2aQYpFiF+QtyrwZFMm3R4aghjvUheo90n0BIJwh3HcAYH8diasN75b0gF1gWZOcd4GE0WhSp9ZR0Hp4XJ9pqiDOuiX7aKwpFD6HQaBw4IkLlArSonOtxiZr6+X6JqCBJKFGtFxxm3Wp6uzVLTNGJthxl3rMpRyZTNFgxVjUTUMPHhPqwXXQuI9dHwm/9GPm8rb78NZyftcaO7d2LY/QIvF99JWCvgzTczQNt40ZWo/d3Uqe3c+EEzhYUS/w977xkmyVmd/f+qqnOOk9POzOa8q93VSishFEEBSWCSRDLJFmAMBmPwa3KyjRE20byAeQFlkpGEhFBaZW3OcXIOnXPu+n94OkzPdO+uzIe/uS6dL9JOd1d3V1c9z7nPfZ/7XHe3D0tKw8+knwEwLk/QETBgjE5gMEB6bB/xiVPk4iE07/sgms99ieJjwhXzQsFcIVmWWdq46y7xtz/8QThA/6kxPy+Kf7ffDm23vwvZbCV07/dwX/lmTP0bmPjRZ2vaO7Lzk0iqhGXn1Uskm4rdic7TTjGXITNdUuS4m1nuFPfISKn2Xog5WLdO3Mcg1BPnYuYWg7lpdZKmOSgUNGhsLnQGLTub9nEsuZV0RlyYPfQAsDuQZCC+CUVJEP7BPzGUFgzdhlVvoetf70fXs8ji9n95vArmXmGMHBMyFucyUSFNlPS2AE5PfTDnn8qgK/XMqapKdPoUBkcLOrOTxSFJEsaQGVWGJ6NGZGsMzejWJc9rffMuDB0eRu787yWPPXXPHKNT4u7QZ6tuVt5OA/MlmWUxlyU2fATHim0Enj6KbXMvWkeD7vJSyBoF+8Zetr6wmYnoCQ7MPMxLU79ic/PrSb80gX3bcrROy3nBXFli2XbF7eJ8HX+WoK9Adkw0KCcGNuFfDOYGxUaXiB5EUjQ0bbuB5bd/AWdYZUZf3cQqYwlMy0gMTDP/0F58j+zHaxS/1+R01TkrMFgFU6H5LJFghnQ+QSTjYz45xmT0VCURAwHmnC06jFaFxCKZ5Xj0OB3W1SiyAAHZiA+d1c0l33wJ94bXcuw/3sf4yUeJWUHR6GnaeC25owcqzdeFuWnk88xFM7jF42n/JKnIHOnoPO2bbxDn5RWAuXBG/C7Gpm50zvMwc942CoF51FyO9KBIGvqvFKD/9y8KFmlDZ30GdnEUo2HkUn7XWQJz9cxPyrEQzLlcQna5OJSObuJ6saHY9F6hf5ckrlr5YdKFBC9MPXBBn21h+E1JXAGxURfCfprnYFpeOgIDSrPmVqwlapfwbn0dL07/EllSuHbZXwOQtRvRmO1Ehw9d0HvH3GLN0D/zMs1hPdOZ4YbP1e24DMvHPovxhr+o/E0tFDj4tTcTOrVUYlo2QVFVYYJSnJuuDBJvaYG5xBDekIbmM2GiGR/h9NwCMKeiix4iUSpWtllWorOL379/XEe2kOJ04IUl75kfFOuPpm8l/oOCvfNsqT+rUmc9NzPX2Qnx/DyZQpKh8H7G/VMXZH4CC8xyFqzXbW2CmSuDueJJkTibV/Ti2HEdTTe9H2PPamSbHbmljfzgKQqzIiM8Hepk/36IT51l/+evJ7f/32lfIdaelgozJ+7XMjsnuzyo0Qhqrra/NZGLMBTaR7+vlbhqZXJSwqb3MB8R4GP1ZiNyS1l22AjMlWbNlZi53PQYGm8bajRSkXYWJkahWFziZFkOp1NCLg8OdkmYNl9C+vg+1FyOzOBJdKUh4LKnmaJ/juzoMAZSaFauIzY7UDlO3mmFXK7SkwmiKOT926+QeP4PxP74a6KP3odssmDe9ToKs1NLvleZmZP0cTxGsUaZ3nUHaihQMf1ZHBaLMMMpM3OFqQmKM5MV85NIiZmTkzpmliewWqt9zIVYmOjjv6bgn8V1W60EvzJjbtFnXLNGjFcJ1LlcFxaoHnxQALp3vKPO8yT42MfAn/cwPifWUWPOyMSMkLOW3VAXR5cnjiKJxTRbKgomZ2vBnOJwobi8ZEfPCJCfTuIlQPaDXxf90D39FEYG6h4fwD4pgELUJpwsD4eewqpx0WepGolo1myEWITrN4s9/RX3y4X2YsnoaHaspCsvCuTu5Ucu2NHyfGCuMDWOGgkTa91Ud+SB6dJrUGVAhfy9v6AwVVXLjI0J1cIll0B2z3NEPnMHcnMrW+/8O2RU7vlptTCeuUiMsLhM/zif+4qWYjyG/uhp3ji4gV/yS2LEmGCCzpiDwswky5ZBOiyux3LxSvn0P6H81YdAUZBXLZ0tei5mLpKz8uijYjZbKgVPnHtazAXFo4+KveLGGwXzZ7/53UQfuY9COEDXB79KemqI+Yf/q/L89MgppKK6RGJZDsNyofxKTQimWGNzs7Fd3NvDpX0mOmurSCzh/MxciFBl2HmWLD45QPMc5PNW9C3dqNkszakjHEls49HS9IhuxEX6sX8f5f/lvkoq1Y4UtjFnEOt/x50PEP3gWylOn7915X9TvArmXmH0b7bypf9eT8dWURJOTFUtpfR6CYtNIrhIZumfEjLLYjZNIRUXTpZ1JJblMAeEm95kn0gg0weXOkzKWg09H30DgaeOED08VPPY+OkEWZ1YDKJD1SSyuctAcDZLNlMkOnqUYj6LtXsj4ZfP4LlyIxcSti19tD2gw2vs5oeH/5pgeoodnpuJn5rAvm0FGocFVBlFa21oeV82P3Gs2Ia5YyWhE88JAHzwvbxv5V1k57rwzy0Cc0OzgEpo8CncG16L1uqkafuNuEIWItYEqYwAXXMJkfw2mZcROSCqjqlxX4WZmw1VZx7NHnms8v9/8+Mbee9uA7c/aOG9v2/ijj/08LdPrOGrL15feU5wNoOrRYfZplnCzE1Ej9cMC89G5tHZvWgtDi76wu/pvvHDTB/9AwkLeFdehmHLTtRkgvzAKZFs5fMVY4pGYfCIsm46MFXpl3P3bsfgaLlgR0uHvoVYMUxRAqO3qzI2oywBXhyaZpGQ5n0zwg1NkujYuZb2djg6KV7brG1QOlsUaiSMBCg2F126IdoaDAwvx0IwV09iCaJnLl6qQdj1TRQmx5Bb2ljV8hrarat46hVKLVO5GDFtCtdcFlVVyYf8NM3DbGGSXLG+5FH53BfJF7N4Lno9z0/exwbv1WKoPRDPBrD1bqq5D88VMaMoElgCGVrUZnyJUXKF+r0zkk5H8sN/ibTAzCIdnGb2hV8x9vD3ljx/+3aRnExNCROUwtxMZWB4ayvMRs/i2HMaz32i6WI8ehynU7B6bv00atJHTJtGUqHF0l8BX50DaTSStq7UMj9wErm1Hdlmx3/wMYzNPZjb6tNp2pLMMhutv3t3dYG5uQpujf0PXTgzV5InLpT/tbaK8+EoivOnnBLsq3N9H/rmTvo//aOKHFSzfA35sycrLM2c2sFvfkPFXbYp9HP6N4v1pjxT02UU92s5Ia8MrA7Xsrwnfc9QpMhan5t40cbkJFh1HqIZcR7WrQNNtzim0qDgozjcyGYr2Ylh1EKB3Nwk2i7xmvzwAAPBvQ2dLMvR3FqtpjtcMsaNO1EzaVLH95EdH0DfJ/YUpcTMGaeqTpaxuUEUrejvzFn0S841gPPtH0a/ejNzX/9bon/8NZYrb4ZYFHK5JUDJqnGik0vDi7VindHtuhJlWT+Jnzc2QimboABkS/1y2osEMzcTFOtU+8QqJtqLpJIhlBKYK8YihO7+Drru5Zh31TLHCweGL4yyCcqpxmP0ALjrLlGIuOyy+o+/9a0QVbxMl1hb//WHeWb4PQA1PZcLo9lcZSRyhwSYW9ifnSn1VuuWrSIzfJrUcYGOhnNrWfNRUfzRLOtvyMypqoptRHyeiB00rd0cDD7JJudrkaVq2qhdI/KGN6wSCPqVgrmzwT30TCho12yiw7sVpQD92y7MBCWdFuYk5wJz+RPicxX7NxIQatmaMG0WyhZ9z0oKh/fju3Idyft+iqqqvPh8kav1D3PDb3YRuPVyir457P/yQy651obRqnDghUxlFtnXvu/ldG4dN3oeo7lZInf0AKgq787dRoIE3+f7ZMjQlWmmOD1Bby+oSXE9lotXkiSh+dZ30Q9OIrUuHa2j8bZSTMQoJqv97WUw9/ATVnI5+P73xXr930tr/K84Hn5YFLzKPfHO2z6MmssS/tWPcV5yA9Z1O5n86ZcoZEQLQnpiALkIpgZgzrKh1Ic7LuYia+xu1i+zIWW0xK2gi2tJp7U1YM7rFft/PbWxEyd58iQRNOQsIl9unoNCpplV//w70mePIuWzTGgv4oFSXbdb7QFg3jTKJ395HZH/mmT1TIQn3vQhbEUrK359DNevd1cKgH8u8SqYe4Vhc2m59GYv3jViQ0zO1ZZ73AsGh1udGnQGuWZweDo0S3T6VN1+uXKY/eJnKa4/gRzqxHe0vii88wPXoViMS9i5idNJvP2d6J0tNYyAt0Vs1v6pDJGzpdUy7EDN5evOl6sX9i39qKE01znfTyg9g1bWs2JqNRSLOLYtR2sXpXtFY6uZc7cwUvPjov/C1YZr7WUETzxP0JfHafJy3arbUBTwzdYyX4mhGTQdovrYvLMqh+jM7AAJDu/+FiDMT0CAuehBAXJTY/NYtE4Mirla6VQhMCj65hLZCMn+p1AGt/POdf/C+zZ+hw9t+QlbW25kJHyIolokmykSC+ZxlZi5hQYoiVwEf2qCTtvayt+yEV/lN5cVDWvv+C6rbvsSGrQse+un0W0SDle5w/sqfTzlocqNYiEzFy45WTq6NmB2d70iZk5FJWvVo7N7K5+x0W9VHhye902TOXsMbWcfstHEjh0QKApmphi8MDBXjIhmZW1TO+vMB7GogbrmJ+UoNz+fD8zFrKBDh0FjFjNj2ruRJImrut/HmeBLTMUu3Lm0XAxwzRdQ0ykKQZ/YHCgwEztb9zX+gRdBlon2e5lPjnBp59uwluzGo1k/tr4tREeOUCzUN1FZGJGcH2NGRpuHNnM/RYo1LpMLYzx6gg8/1sfL07+p/K3cp+o78OiS9yuboOzbJ0xQinPTlYHhdk+ARDGGxwctZ6Kl4x9HkoTUss8u1pGwOYu76ESvGNFaBQiSfH5Wui+ta4KSP3sSTf9qivkcgSNP4dl8bUPXNN0FyCxNTeL+1kpmWrf97oKZOcloRPY2V5zLQCQqxSJ0RtfSRBPG0+LcNW/uWfJ6MZ7gVAXMdW7r5De/gbRPJNse+SR9fULC3WyqyiyhmpBXwNwiqeVR3xPoFCOrgoYSMwc2vYe06sfpFKBTs2q9MJxo0CAoSRLaDuFomZ+fhnwefb9Yj54d+zmf3r2DoYmngaUz5srR2iZ+FxXR/2TcJJKvyIO/EMcrgTnZ20zBN4c7VAJzK9cSnxvE1SsusKxeHGcxmJM0Glo//5/kfTMUoyEhsWzAekmSVDFBcejEGiXJMqZ3/BW5vc+TO7rUGh1E39zQEESjJfMTg7ECOF46KNapXaZtFBU4O/kkcklmmXj5SVKHX8J524eX9LQuHhhejjKYqye1LIfPB489Brfd1lh+qNeDrctDUo6gSFpmgstJBkXxYWHP5cKQ42ItLUiailw/OTOErqOPvFYiXXIW1C9bSXb0DLEHfgIqPLnmW2g04vdRevopjI9UTIEWhhoM4Jgr9eJtXEFwpZf5zDhbnLWJuma10LZud4j9aOHA8PNFMhdlKnaK7tMptGs2Yly9iZYZ8PYf4sABcW+eK8IlPHsuMJc7cRgkCcM6URCfXjSj27h1FygKzvd9Es+TR9Gu3UTk795L8LbXsfYrG/m56yYM0UlsX/kOTXtGMVwrJmXveI2BXFbl/p9nOXooz0//M8sT6RtYnXuRYjBQAdiv6Xk3/fTzbwjzn066KsycJldi5hYUryRJQmppoV7UG09QNkC5+zdW1qwRa/wNNwg2uM7PesGRzYrr9oYbqpJHfe8qzDuvJnTfD6BQoOuvv07WP83sr0XhMBeeR2O2oW2qX5QuO1wWZIHMNHY3ba0yzJfyiKidIjJrq2kUHo8A4Ik6/mzlkTJlE5RpxI/rnZOxSHH0zZ2kj4s8t/uqbTz8sJCf/ugbDojYuPS2US69FK64Ai69FPYGR+ilH93Kdeh3vgZp8ST6/+XxKpj7H4a5pwPyCqlgrfzK3aRUZJa+R/fT1lKsGRwemzxFLhnBVqdfDqCYy2OPiFVM0uVQh7fhm8yQzSxd2bQOCx1/eTXT9z1LPlYVSY+fTtK5yoStb3OFEQg+exz1jo/wBn7H1NNniQzsQ2fzEDvgQ1JkXLuqtH4qnm/YeG3bIqq9WyZ2YNN7uaj1JtIHxMZhv2g5sk6LYtIjS5aGbE/KN47B2Yqs0eJadzn5RBhCJ3B5FRRFwt2kLO2ZG5xG6RM0ePOON1T+vswuBnEefuF7FAt55hIj2HQejBpLDTMnSRJuUyfhYhBJBW1RJjojkvy9I48jaQok7387Ny//e67v+whX9byXLS3XkykkCaamCM+Ljc3Zosds09QYoExGxW7eVcPM+dDZqlbbAL23f5Zrf5/FufUqlN7lSFYbucN7K9Kt8zFzWqsLWWcgHZgiNH4Uo7MdvdWN2dP9igxQAAptzaJ3SqNFa3U1lFmWB4fn5qbIDB5Hv1x8xxowF7hAMFdyjNO2ddNXmk+lPY/MMhAQ2n13g5FLSkc3cQvY8mbxvSZGK+MCdnW8DYCXpn55QZ8Pqo6OriAUoiEKISGzhKrJzbfJXO4AACAASURBVOLw7X8Ex4od7Ak9ikbWsaPt1sqMw1jWj71vM8VsmsTk+UFlJDOHLS8KIu0eYaAwHa8PIo/OP46KysHZqj15pnTP5WJBwouklps2gUYjwJzS3IaaiDM/JmTjyhnBdnRedhvWGFgLJsYjYi7V8uWwufMQSBIBF7TqeoAqk5aLBdnYdA0jkcOE09XrSC0WxfDkFWsIn9lDPhXD26BfDkAxmJB1hnPKLMvMXGfu3XjXP0VXr6hMB449Q2SwfoJfOX5nTw2YKxe/dwy/nRlmME6OMae2Y7At3cQ1y1ejJuLkDogC0K5b2zl7FiZOl/pJi1oc9icwaCzY9OK+cBnE/VydNSeuicWOlkfnn2S1+zLM2QRxbExMCGdWVRth3YYskgTWf/w67l/tPuf303YsIzs5Qm5GsPS6NZtBlnkmIxQIM/4TYvyJq35lxOUW6YBWJ/HhD0s8frADTUsn0d+LwfS6/hKY8zSjhgKsUA8Rsy8Do5H4/DCe/h1IskJWFlnkYjAHYNywHdc7/xZNczuWS66tgOPFrBdUpZZOXRVEmd7+PmRPE+G//8ASuSoIZg7g2DFhfqLbtA1JK3rGj5zxU8waeU3XTqQinJzfjaQ3IGl1YmC00Yz9lvcsOebigeHl6OoCk+ncYO7++8XYittvb/wcgK6NXlRbHDXtYXpKQlcoXzv1wVx5LT0uX0L+7EmK8RjJ2SGevjjJ7mt1Fddj3bJVFII+knt3kypYWPbWayrH0PT0Qz5PYWqpqqMwNY693K53+zs4VhB5xGZnreW8bLag9PTRljjCO98Jb3gDFxxDof2oqHSPgWbtRjSrN9A+BbL9IPG4mNt4rrhQMKcs66elV8g3FoM5XXsPfX8YxPGm96Hp7sX1q6exffFbZPc8SzKp8oO2X9D0wgDm936kZvzLG96oIY/Cv301w99/JIXBKPFo5hZktUhm9x/IHd6L0t2L4vLwHt6DH3HP92j6UeMxVrRHsSi1MsvzRV0wl4iBrPD0CwZuv10Ar1tuEfvmi3+CGeNzz0EsJiSWC8P59g+Tn50gtvsh7Jtfg2PHdUz94uvkgvMUsmkMHY2ra4Z2kTsWSreR1urC4QBpXuTGxZhjCZg71+Dwsjy+3Dc3hbjmjbMOLAXR0pQ6vh/F4eZ17+ohkYBPfxr+8TMS9nAPjk2jgDhnn/scpNuHkEeW9ir+ucSrYO5/GFq3DTmjIxOtTWRdXoWgr0hmLsT+G77AZvWgYOZKvUmhcaEBaSSzzMyGMOWyyCWsEN6/HVWFudH6bnrNt+xEzeUJPisSzYg/SzSQo2uVGVuvsEUvZNPM/vdLSBqZLsbxvf8fmX3iEcxt6wjuPibkkVaxUMUjef6i5QUe/mHtqpeOzFPIZ7Gu60bSakgdmOQbrz3AHZt/RGTfAIZOL/rmkgOcw4JUNJ3DAGUcg1dUHl3rhCGEPfsS7pKBjLelDpgbmqVoG8excgcGT5XBam9ai5KTmJN9TO++h/nkiDA/KRaJHhoCWSYXiJJPpPEYu4hqkiiKDqO1iVTcRzGfY+/Yo6gpI6mjqwnNVxOEdqswlpiKn6nMmKvHzC12sgSRVJd7iuqFJMtoN24TzFzJIv58YE6SJAzu9hIzdxRHl2BTzZ5uEoHxhs6mC6M8ODzfXEVHekdzQ0lsmZnLTQyTHRvAsEJUOHfuhGCxlJz6L6xnTo2IRVfXVV3wy70+9cLjEYnQ8HBjZk622og7NVgyGtRCQQxWLskj3KYOVrou4cXzgDlVVZnb+zCFdJLZhCgAuIJQiAQphP14w1oUScNY9NiS1+ZiISID+3FtuZoXJu9nS/P1mLV2TFo7sqQQzQhmDrggqWUkM49NEtlJR4/QZU03YBaP+3YDAgyUiy/ZSHU9mt/7cM3zDQZhElFm5gBiIzOY5TjBP34TgJ63fArdhq20zWsr1/XXvgZvuvwQBosXXxO0OcVuq+hNSLJCnjwbDDtKn6XarFGcnkRNJtCsWIP/4GNIsoJ7Y20yuDh0VnfD5KajQ4A5Ta4Nxt6Kos0SMT/G3J6H2POPV3L0W++peX6+mKuRqCodPUsMUAD2Tj7Ep5/agSE6yLyuwZD2FQLIZJ79I5LNzo1vFXMVBg5PIRld7Ju/kZzmJM2m3grzqFMM2HSeJcycuoCZC6VmmIydZEPT1ZCIkddZKzJLgNWbxHNlqw2lvZa9mnrqFzz3kY2oBbFW6jp6yU2NkJsaFf/u7ie8uo1TRvHvYHwUpae/ITPqKo0n6O6W2LAB3vIWSHfvrFT/y4YaZYZqp343mY71JAMTQrLfuhK9zUsmFUJyumrO9cJo+oc76fvDIJJOR7EM5ur0ApZNUJy6qj2i7HBi+/r3yR87SOIH31jymrKj5djv95A7dhDtNiGjm5yE+YgPPV5sri7apuF05GVR0LI5QFWx3/yuiiHKwqhn0AKCaavnaLkw7r5bjCRYv7RToibM7R4KthThOS/Hj0N7ix6b3ttQZlleSx8NXwuqSvbIfhIzg4xbw4Qc6gIwJ36zglTgQOrSmtmO5REp9RwtC9MTaPNglWwEszMcCj2JR99Oh2mpKYR27SYKp4/w85+L73qhMRAS7FX3mJBratdspGMSUlo/etv8eaWWFwLm8iePoF27ifZSylCvb07X3lO5JyRZxvyBj2E5FOeyqaNw/TsqxYCFsX27RAY9E2NF9r5YwNZsQF63HdnbTPqPD5E7vA9tSX3zTt6JROnesoi1c6V9AruuVmZ5vmgE5rIaGyBx223ib697nRi98rvfXdBh68bDDwvG+KpFiknLFTeiae3C/53P4fvO57A6e8hHg5z5yNUggXFl4zlFWocXJAlVBllnRNJokCRQgmKtk6JWmpqlmsJted+vZ4LSiJkrTrSjqFmK8Sjp4/swrNvG5a+R8HrhO9+BFSvg0rYeRqXRyrGuvKaA1DvC4GP91KkR/VnEq2DufxiSJKGoJrLJ2v4Hl1cmMF8gelhUkN35uRpmLjolBPaNmLnUpB/FksBYopXn9gkny+nh+g5ezktWIxt0+J8QIHH8tGDoOlYKZq5si+5//BCOXev4ER8gdcVryRfnCD00RfjlMzUjCcZOJkgnCtz/jTEKhZIJRDbNw3+/itO//zdknRbr+m6iB4fwmDox6xxE9g9g31ZtXtE6zEg5Y0OHxJR/AmOTAHPGpm4M3k6alT04PeJy9CwCc8VsjtT8OLnCJM0X31JzLFN7E/YJC9EWM4P3fZm50liC5NAM+WgS1+Vi8UxP+PAYO0no82j1VuytqwGV0OQJTseeIH98E+S1NaC53SI2wqnY6RowZ1rEzI1Hj2PQWPCYxHdSCwVysWBFwtgotJu2kTt5hHzJ8a+cYJ8rDJ4OUv4JolMncXaJMrTJ000xlyEdPT+oKoO5rKtqdqNzNFeAdzA1zX+f/UYFHChOD2i0JPY8CYUC+uUiK9m1Cx56VItkd144M1eSWer6qu6L55NZgmjobgTmAOIOLdaYcAQln6/MfgO4pOPNjEWOMt1AIgkweO+XOfDFm5h+5h5m40NYZTuGjABz+aAPvaOJVsuKyuy1hRE4thtUldByD6H0DLs6BRsoSzJWnZtoxoe5YyWyzkBk6NzMEQgw57B2IpnM2DZcikPfXJeZK6gFTvqfwaCx4E+NV+ShZZmlY+UO5vc+tOR127eXHC1LiUF6fJpPe7/KvFb8Ni3W5eiuuI6Ws1EmoicoqkX6+kATPgRWG2kjdLSKOQeSJKE12Cgo0BV1YNW5a/rmcgMiy9WuWIPv4B9xrNxRMzexXmht7obJjV4Pzs4R1Ngypo9eQj7uZu/Qjzn0z29BVrTERo+RWaCUuHPvW/nC89VsROnoFoYIpaJHmZk7Ff8tQ+H9FKwDRCwNwFzJ0bIwPIDS1klbG1x8MQTGpsjp2nlq6p3ETFmcuVoTKTE4fFHPXLD6/Y76ngRgg/cq1FgU1SiYuVxCXPB9axp0/wNzLz9IbOQoyflRce46e1HTKVLHRJKsbe1i7y7R8ydLCsHMLJo6Ywkqn7UE5lweiYcfFmz4D58WUkttew+ySbDfSgnMueQg8op1xEtOlo/yCM9uTRKJTqG0d9dlfKDkpqoX7GdhagIMBiTXUuq9zMyVe+bKYbzhTRhueguxb36B3Onae7K9Hda6x7no3ptR2joxf/DjANx3H+htPppsHmSni74hGMicIF/MoVgEgFtsfFKOxQPDF8aaNY175gYH4eWXz8/KgWBtk+YC2bCL3bvF93Ab2gk2MEApM3PPZgTTltzzFFElSVJOkdDlSQUECNSVADgSjFt20bVgskW5d7Je31yZMXXpWvFnpjkceprNzivrFgI0azZSGBmkGH9lzsEDwT00p2xYDR7k5laUnj7afeJ6bV51fhOU84G5YixKYWwYzZqN5wRz9WLfAYVCUa44WS6OVatAb9bicMts2a5weljHrW+S0V91A+k/PkhharwyLLyLLq7iKuzYcXnF79GuDGLQiFztQpg5tVisgrkFg8MLiRiRrJVdu6oSV6sVrr5a9M39T+Zeqyo89BBceSWYzbWPSRoNng98huzoWfw/+DLxe3+INgvRMVHotGx9TcPjSopSdQlesA/oQiUZddzC+g21kKS879dj5spgrsLMZUbQZiE0L85xbnKEzOAJjOu3odEIAyKLBX79a+jX9jDKaMU8ZVKaQNXmiB7s4xe/uJCz9L8vXgVzf0IosoVcLkI8WuCjNwwxfCqNy6sQ8lfBnDk2g38qi9Ymrsr4/DBaow2jo37iHjpxGvRZDDE9xpCOdEg8b2aowZwrgw7nrjUEnhSa9TKY6yrJLAGCB58nfnyMpus2Y/BYme9uBglarr4eQ7ublr+4tHK8iTPi9TPDafY+KhYZ38CLZBMhQiXTDfuWfiIHh1BVlWwwRnJoBsciMKdmtORTsUpzbDnUYpG0bwKjt7qr2FZexjL7PlwlMOdtUWrcLFNj8+AVC1jzJbfWHM/Y4cY5YSXs0hCfGcSXGKXJtIxIqV+u5VaxGqfGfXhMXaQNKhqrE/cKkaScPvErotI4ucMiQZ0ZqYJmp6EVg8bCdOwMoVlR4Xe16DAtYuYmosfptK6tNIZnYwFQ1XMycwC6zdshnyfz1CPInqa6FcDFYXC3k/CPUSzkapg5gMQFmKBYZbEApm3VOV96R1MFBDwx+iN+cfxTFXAgyTIabyvJfWJWXllmKUmiAii7vRcM5tRSAlIGhLLNiWJrnNwvBHDnBHNWMAezFVlX2YYeYGebaPZ/aepXdV8789wDDNz9eXGcyTPMJoZo0olrsxgJUQj7URweumzr6sosA0eeRNGbOKIcw6CY2dpS1aVYdR6iWT+yosHas+HCmLn0HM6uDTQf96O4vbRZVzIdX8rMjUWOksiFubHvY0AVFGQj88haPa2veTvxiVMkZmr77bZtE4N2pzIiUXaNPsO75G8S2taPQ9+CXmNCf8V1tE6rpAtxfMkxcrEQqblREiXX0HZbVZKttTjJa0CdmWJD0zUcnH2Ehwf/nd1jP2f/6K8YXgZzjjyRgX0NXSwBCsU89574LCmPmdw5khtz8zBpfy9DAxq0k7s45PsjWm8HW/9J9A37j4jzcCbwEnumf8vZ4Mtk8mJNUzp7IJulOC8AX7k1JaAeACDZMk/GXR/MyW5vxWimnNi/8Y2gyUwxF2/ncPh1xGxgmF5U3DN2VGWWFTBXzUyOzT+JReeix7GJYjyGbBXMnG9CXPDtvY3BXGRQZLvxUXFd6toFy53ctxvF4UYymnhpuZ8VQxo8xi5CcgRNg345qII5p0uirQ0eeQQOJsT6KXdVf3PZU5U9WjZUnSzPZo4z4Yjy26bnSC9rrSuzXByF6QmUts66IMFTR2ZZDtvXvotstRP5+F/W9HypiRg/tt6EnE3h/PnDKG6xBt9zDzhbfXhtXiSnm74hyJBmNHwYbWcv5stej75/qYPgwoHhz47fzX/se2fN41u3Ctbvxz9e+t3uuUesk29/+3lPA7LLS9wCbp0YTdLeLq6dxsycKL5MqP1ErH3EDj9HoISHC3KRaEy8TopGKeWrODfV0mZycysYjBQagTmdDrepg6PhZwjnfDUjCRZGuScxf2qpcuFcMRjaS/ekBs2ajaJXTFHoMYvi66qdR/5kZi5/UuQr2rWbsNvBaLxwMFeWKF58cf3HFQW2XiTh6bFyyzssgMQb3wiGa26EtMh5yn3xAD/gBzzAAxUG2pWtrum5BoZPlcePHWK2z4Tq94NGW8PMhaZjhNPWJU6pt9wiFC3H63cGnDPOnhV9p4slluVwvu2vWXUkw+qTKquOF1h775FKQ6ihe+U5j61r7ir9t1ocMZUKV0RqnSzhwmSWZWZuKn6GpnkYyYr7OP7CY1AsYigNC//Xf4XxcVGA6aGHGLEKEBxC7JPLlT6++tU/rd/w/694Fcz9CaHTO8kX47z4hyjPPxLlqd+EcXkV8nkI7BeN+ppoCDmTJB6V0FqcJMPT2NpWN5S6BE+KxKL50Y1cvKeIpwkkRWJ6uD6YKxbyOF67nNixUTKzQSZOJ9AZZJq6DJial6Ex2fC9JBrfPVdvoqnLQGFesHhrv/aPXDnxM+xbqhv85NkkikbC067nt98W1bnZ40I6lfCJ72Tb0kcuECU94SOyX2zk9m1V+YXGYUZNlC36a9mibMRHMZepyCwBNB2XYjf4cJfkQN4WBf9cgWJR7EKJwRlonsPgXoalo3ax0Ld7cE5YiWgihF0SRQrC/OTAILJOg/f1YqxDetyHQxGLRsHrpmndlaDCoSnBXmgGhExsITMnSRLtFpFMl5k5fTqMIzJGMlaosFfj0eO1/XIlYKQ/D5jTbhSLTP7k0fMODC+Hwd1OMiqS0QqYc4tzmSz1zc089wCTT/687uuLQR+6DKRM1etvITM3HBbskS9VBYba5nbUTBpJp0fXXVvZl93eCzdACYfAYKj03pxrLAFcGJhTVZWYPot5PkF+chSgxoVKSC131u2bC5/Zy5E7341z7S5MbctJTg8wmxikpTQnrBAJUgj5UZwCzM0lhknnazux/YefxL5uFy/P/JaLWt+AQVMtZdr0nspsK3v/FqLDhxr2ooIANLFsAAtWxp8UjmptlhV1mbkTJYnltcv+CpehjWPzAsRkSsY7TdvFTrxYalk2QTkwJopEN0x/hZxsJLTCW3Fh1G3dSXtIyK7Ho8eJDov1IioJuV2rtXqv6xxeCopI/nZ1vI1ELsxPj36c7xx4N9+y/4Q7PwEfP3EVfpfacL4cwOG5x/jVma9wpjXWsFKdK2bR2CYITy4jMDbBrunnyehVHJ/4Ep7N16C1uvAfEk6c958SAL2oFhiJCBBdvi7KfXM6HTS1pkjrBYM43QZqe/1rUpIkNMtLPWOlhOzWW8FtmOLEaDv9mwIUFFDODpFPVhkKt7G9kpBLJhMYjDUGKCf8z7DWcwWyJKPGo2gcgpmbGBQXvKejfqKXjQZIzYnvERur7T/NnDmKtq2bU4Hn8RmiXPx8HmfBRtiuojRwsgQqxTSnS6wNa9fCV+7eRLRg5+fPb+GlUgvmQiMQz8Xric0OIusMBLMzNOdc+I0J/u3yvYTCI+e83uHcrFezoSSX1i9dGxW3F9vXvkfuyH4S/ykkwmqhQPhDt9GZPcGHog8g9Yrf69QpOHQIbE0+bHovskMwcwAnA8/R8e3f0vEf9ccdLBwY/uzEXTw7cRehVDWZvuMOUdT64AepuOWBYDfuukuYK3TWnyZRE7LLQ9wC69qFk3V7u7h2GvbMlWSWPetsnJC2kxg+VgFzANFihEI6SeaJ31fGway9vhbMSZIkHC3rySynxlFaO3Dr24jnxXst7pcrRxnM5U4eqft4vQgkJwmmp+k6HkW7tuqk7ejdgiMi07zqMIcPc07JW6TU09cIzOVOHK58PkkS5/SVgLm1a88t4dy2DY4ek/jVryRWrhSSW93l14iFRVHQrqtKDvvp51quFa0UkoTqq57z7Hlklpnnn4RMhtyRfWg8LTVgbnY4ShIrb35z7WtuukkUEl6Jq2V2/0sk7/kJf/yl+Dw33HD+10iyjKl/A03XvwcAvbf+vVwOnVtU0DT26oZuz4r1RI1Za/rl4MJklhVmLjdGyyyczAqtdfwZ0UtuLIE5jQacpWlg5fEEo4wCMIj4PT71xn6Gh4UB1J9bvArm/oTQm10UlRR7Hheb95lDKdxecUqjR0bQ2ERC5MWHfyqD1u4llfDXHRZejtikSCxmB67AlcizfdsEeUnLdANm7vSj3+LY8CdQUfE/dZSJM0k6VphQFAlJlrEu20h05AhalxXbpl68nXq0yaMYvF3o68gAJ88maesz8oYPtXPg8RCjJxMVMBcvgTl7yQQlcnCIyD6RaNq3LuiDclhQY+I8LHZJLM+YW8jM5d2CGbRnhbmAp1kA4nBQ7EKxU2fBFaR5x81LPq/OY8M1LWQyM6vFndpsEmMJLOt7MPY0gyyTGp/HGBbsWr7Jga13E0pB3MSaSAdd7pXYPdoaZg5E39xUTIA5m1vLyJfuxv3AD1DzebLpIpH0PJHMPF32WvMTAJ393DJLubW9Iq1UzuNkWQ6Dp4M8eWSNDluLSKorzFwJzA098HXO/PQf6iZSqfkxjClIaKs2+3pHM/lEhEI2zUhYJL6+ZLWqXu6b0/WuRtJoar+D23vBPXPFaBjZLtg4xeFG23nuZuMLAXPpQoKcXMAaypM/KgohZRv6clzc/heMRA4zE69uoCnfBAe+fDN6Zytb/s9vsHatITpzlkByglaHkIGWZZaaEpiDqtkNQNo/RWLyNMGNncSyAXZ11pbgF9rL23o3k09ESM2ONPy+sWwAFRVpfIIT3/8QkbP7aLOsJJrxEc+Gap57wr+bFnM/blMH65uu4rjvKeG6Gp5HZ/Nibu3D0rl6CZhbs0aYNrx4zEFW1aGRcjy9/AvM5SYq89EkrZbu3tcCMB45RqTkiBuUw+iKGjzGanaqc7WQ1wowt73tZu67JcPPbgzyvWsH+cxD6/nI0+uQVZnBNTrsyy9q+N2fmRATb4OWTEOZpT85DpKKf6CJTyy/jq7pLBpJx9HMXiRFwb3xKvyHH+eE71mOzD/OTf1/B8BgSDBYZWOchSYo3ZuOUm5Qnm4D3bLGBYay1LIMPnp7cth18/jT7fRvEky2NZhj9oUqMHAbO4hm/ZWB6gsHh0czfuaTI6xw7UBVVdR4DKPLSjoN+18QhSC1wdiPyOCByv9XwFx7T+Vv2rZunh77fxgwsPEI2IMFYTF/DjC3kJkrx5XX6sj+81HuzXyGXbvg//wfKNhF8pVTNZhWryA2N4i+dRnpfJz1rGfXHi3zhgh3/lWS+dlzszVlZq5eXOq5ha9seIheS/2GM8NNb8Zww5uI/dvnyJ09SewrnyLzxMOcecO3eTx+HQOlEWr33lty5NP5sem9SBYrjoQGb9bB6cDzyAYjssHY8POBGBheXhtPBp6rPK7TCdnWpZcKGVd5ltW+fTAwcGESS4Ciy0HKBKu8ej7+cTFgfPG1szDUaBjJYuXiSzU8Pb+ddDJYA+aSJjHCJv3Y78hqXMSLVi69tVrkGg4f4penvozc09eQmVPaOnHpxP7UblxOk6H+7yS3dyLZHeRfAZgr98v1DObFrLpSaNdspH2iiMZ1gHQaTpxofIwyM2evb/ZN7uQRJKe74hJdD8wVchmO/sf7mXzy5xX5dbEIL71EQ4llObZtE66Pzz4rWHoQhjD6q25Au3lHjWFKOSStFrmphcysyIPyqv6cSgSA3BGxfhWGztTMmisUIDIXw+Sy4nLVvqalRbCKrwTMRb/4CSKffD+3fL+F33bdSNOBeygm4hf02p6PfotV//w7dN7zmLi5BJjT2qsXa5NUypOiS5k5u12AsHrMnB3xw5eZuRlllqZ5ieNZ0aOeOvwimpYONN6l7qDlweFlMDfEEHr0/OW17WzYAF/5iji/f07xKpj7E0LvaELV5Dn4mKi8nj6YxOVV0JAjOzxJy5t3AVUwJ1tsFPJp3H07Gh4zERigmDRTsAiKvrf9DOm8hrFTybrPnzv5NNlUEI1XT+DJw0ycTtK1qrqI2Ho3kctM4rpyPZKi0NxlwCafxLFiW93jTZ5J0rnSxA0faEOrl/ndt08QHNmP1uQgE/WRS8exbliGpMhEDw4S2TeAeUV7zcBxjcNMqZi3xASlDOYM3urGEFX7iWVcaINC2+BtEUYo5b65wIknQFZpu+ptSz6vJEm05ETyPtEhFmOvqYfIwUHsW/uRtRoMbS5SYz40c0IClXXZ0NncKDoTM/YknNhGa6+Blh4Dc6O1G2ebZSX+1DgBXxhXi47IgUGkbBYPfpKxAuMxsdt0WqslpbKj4PlklpIkVdi5C2Xm9O52CgpYvL3IGiHL1JkdaI02Ev4x1GKRxNRZMqHZuu6JKd84piTE5SrDpC+Z8wR8p/GnRPLiT1aZOU3J0bIssVwYiqfpFcks5ZKssu0b9+D90OfP+fwLAXORjDjXljhkXtyN7G1GMtYmZjvby1JLwc7lU3H2f/EmCpkkF33+IfR2L6a25czFBilSpMWxGjSaigGK4vTSWQLrC6WWgaOC8T7hnMasdbCpqVZGaNNVmbmy5DlyjuHh5WHuurgA2sETz9FmEYB9ITsn+uWeZZ33CgDWe68imvUzHjlGNuqrFGmatt9E8Pgz5JJRZkusokYDW7bAvj0F/IVmxnO9DO14P8HUFM3mKrh27LoRZxDGpl4kOnQIvb0Zv0ulmZbaOVNWNwWtUk16JRmLzkmzuZeOlyfYbLqUZVM6hnuhINU36EnmouybFlmHTxclGw/WNfMpS39vNP2CVtMQ2msfZGPzNeyd/h2qquLZfA2ZwDT3HP4kDn0Lb1/zZVyGNoZCQq9VYeYWGHM0rRKgqCfRx3QbWFc1BnPakglKGXxkgjPIkkog3U7rckH1duFR2QAAIABJREFUNBm7mHq62nRRnjUXTJfGjzjdFZnlUAlk9jm3oSYToKqYmoSxytN/EMlONFufmSuDOeeaS4mPizVI1hsqhZdiexsvTj3AxY7r0WfBNhIg7AC5p3EBpQrmatOCy27tYt9RE+9+tzDDufhKC2nJxJRmJZJOR2x2ALXkJuM2duCdzvFJ+dPELfDZfdc17FdVCwWKc9MNwVzOP4Pxp/eSS0TqPi5JEravfQ/JbCX4tmtI/PBOTO/7KJ47PgSIeXOqKuSOV16TJlOMY9d7Rc+ew8XyiJdTgefPzZaXRifEmkyV+/OU/7ma55hMwjBi3Tp405uEE+Ddd4sezze9qeGhayJuE+fclla4805hJOIylIbOp6eXPL8YCSPZHOzcCXvi28noIeiR6XOIgknSBMnTB8kfO8iTqXdyr+cXWCxVkL577Gfcd+pzzK90kh8bqpjoVI5fAXMiEd7iqi+xhNI+tmbjEmYu8+wT+K/fTuo3dy95zUBoDwoK7VNVZg9As0Y4WsaUAWRt+pxSy3AYtFohn6wX+ROH0a7dWFFBtbcvdbMMn3yRyT/+hKN3vpsX/24HwRPPc+iQOPbllzd+b6iqHECw9OVwfOcXuO5+tOHrlNYOMqXREXPZFeftmYudeIkTayB+5mANmHv6adAVYjT12Oq+7pZb4OBBIS28kCiMDSFf9nr+b+LvWKM7SvgjtzO/oZnYnV8672s1Zhuuy85vZVph5mxVMNdpLOVJMWtl3Ec5JKk6omjJe6LBirXCzM2YojhDDgKFUgtToVBh5RZHPTC3jGUoksxnPwujo4LN/3OKV8HcnxBGt7hoiv5ROnp1TI1k0euhhVkoFPFetwWNx04T8/inMuRKFeDmtedwdFOnyETdLN+xnkJBg9N0ijwa5sfSSzYdVVUJjYhN3X55H74/HmJmSIwlKIfe1ANKAevFIhtuak1hN05j7Ny65K2LRZXJgRQdK0w4vDquuq2ZU0/8AVSVZbuEKDsxP4Ji1GNe3Unk4BDhfbXmJyB65goBkYwtdklMzy9l5kL+IkOhi8hPvQBUwVx5cHhs9iWkvLkhAPWae9BmtUybwkhFMM9oyIcTFfmosbuJ1Pg8yoz4LBmHmNWU6G0ir4Xc/h5alhlpWWZkZqSWAW2zClnnfHYIjxfip8Xm3soMyWieiahIpBaPJYDzgzmg0iTdaBjw4jC6OygoYHbUPr88niAdnKaQEcA/cGz3kten5scwpSBSqDI9ZQZxYO6Fyt9qwZxI1MpOlgtDdnsphgIX5KRZDIeQ7II9tVx6bd0elYVhsYjKNzQGc9GMONfWmHAuK7MvC8Nr6mK5cwcvTv6S5Mwwh79xO7GxY2z+h/uxdgsQbm5bTsQkND2tln4Uu4t8cJ5iNIzi9NBs7kWnGGscLf1HnmRypYWXw4/y2u73oFVqZ4BZ9R5i2QBFtYi1Zz2SrJyzb64MTHURcQ2GTjxXuf4WOlqW++XWeq4AhHkGiL65bHi+YrzTtP1G1HyO0f2/4hNPbODek58FRBJy+nCGb4c+x5eC38LWNYmKWmHmAPRXXEfbNIwHDhIdOojF1cVcM7SZa+91nc1NXlErroTlKM7PokbCZFtc9J5IkdJkOTjze+rFnunfki2mWem6BJ8izle+TgJfBnMb5CM8Mv7X9F1+BRe1voH55AgT0RN4Nl/DdCucju3jjSs/g15jos+5rcLMySYzsstTw8xZug6Qi3noHW0l5ALrCt2S9y1HmUFQugXgKzsGBjIduLqHkCWFFTveReDo06T8Yp1YMmvO5akwc4OhfUhI9Dm2opbMI2ytIjFLxLRIeXulGLA4ooMHMLX24Vx7GfHJ0xTz4trVlgyFjnaESOfjXLnqDpAkrAOz5HSQctSfUwfQ3Cpjs8OK1UvTApsN/uu/RKV/agqGs31MOrZTLBaIzw9R8IgijbdkINPj2MRHvw25fJJ/33db3fcrzs1AoVDXKRJgbs+DTO++h+lnGmueFG8z9q9+l+LsNPorX4/t899k1Sqxbhw5IhiyoSG49W2ldaLkEio5XPTP2YhmfEzV6UktR7lIMW4Rv5lZ6+BU4Lklz7PbxVyu7m7Ra3TXXeK/55LpLYy4WeztlgUeIi5jCczVkVoWIyFkh5NLLoHjuc2E7RA3F9naIrRxSRPEnnsEgO+O30Hv22pVLeXr8UhXUPSRzlTfQy0UKMxOIbd3VSSujfrlyqFZs5H8qWOoxSKFgI/w37yT4NuuIXd4H/Fvf21J7jIQ3EtXqgmtpK0w3gDa1RvomISiVKBt9cnzgjmHozoHbWGo+Ty5M8fRrt1U+VuZmVv4UUKnhXZ47Ye+TyY4w8ufuowz334LzcYRrr76nF+Znh6xL3V0wEULRAeyyYxsrQ+wQBSDcqUcYTi4muB0oMIyLo5iJEw8ME5WD6HJYzVg7u67waLEaO+z1n3tLSWvuAcfXPrYsWO1LGUxmaDon2fIdhlfif4L/p+O4v7ts2i37CD+7a+iZjJLD/I/iDIzp1nAzK1tEn+zSE6sdb5KeXB4vXDiJEyYJEki5hyGUDsOrw7ZJvIMw9r6ahAnTqxYa2SW/Yh88Y1vhJGR2t/0zyFeBXN/QphKTZxuwzTv/KRIoEJzWToQC6V1Yy/2TcsqzFw6G0VWZawt9R3FCukksiFMItbK625vJhDtRU6dwOTQkc8WCc1la56fCk5VHAytOzrJTPqxqWE6V5oIB0QHZ35SyOK0nQIYufTCeitvWeohPD+eJpcp0rFSgMFbP9qBx3kAZDPdFwtWrCK13NpPcPcxMtOBmn45EDJLUuJ9M+FaCV7KN46iN1UGDgMEfUUGg9vJBUZI+SdrmLlCOkmmOIhBt3bJMNdyGNs9uGYdqBKYkhB+SSTMtpL009DlJT3uIzM3ji4DCaNYzX09ZqQiOKc0tPYaae4xMD+WrvTqQXU8QVgepFUfqEwybWWGZKzARPQ4Fp2rMr8NSmBOkipDkM8VuhIzp7RcGDOHwYAqg8HorPmzydNNwj9ew8YFS8zRwkj5xrGoFkKZmcoGq3cIZm44KJLeFnM/vlSVvSjPmtP3L2XmZLcXCgXUcGjJY4tDjYaR7ReY3VCtysGFMXOoao35iVos4jv4Rwbu+SIdJyKMRA7x4Mf7mN/zIGs+8O94L3pd5bnmtuVES/tvs7kPxeYkNy7kR4rTgyIpdFrXVBwtVVVlYOgPPL0zTZ/jIm5f+/Uln82u91JUCyRzERSdAUvXGqLncLSMlr6LNigyuuDJ5/Eau5ElpYaZK/fLrfUI5zC3qYM2ywqOzT8pRmKU5hs6Vu9Ea3Xx2MB3SRcSHJ4T88a2bweyGSbzvYSLbozeklmQpQrmNF3LaE86mZZniU6dwqCzE3BDu7fWelprcaFSJDdda3aRHxDrTNJQpH0K7FoPT4//rO73fnbiLprNvVzZ817y5Ilb6ju8zSdHUNDhTKeZSy+jtxe2tYghvntnfoexqZvDFxuwZg1cs+yDAPQ7L2I6foZEToBDubObzHhVViZ7DhAc2op3UKyXqr2xrkt3yRW4f/ssuotFyb4M5v7r/nacXcN4Td10vfbdoKpMPy3YCHeZXVlggrIQzLVZV2LS2lBjoh/R2V7NZoxSVaa7OCID+7Evvwhr11rUfI7EtNAU6kqjPvZYjtFs7mVN61XIrR3Yw+JeD9VhecphsUicnrFz8180NmK6+WZhqvD71z+G8vffIhWYpJjPkrULeqTJLvaCnFlL5yTsSl3ERPREXfarcI6xBACJydMATD99V8PPA1C8/vXc/5PrSN75VSSNBp1OyIkPHxasnE4Hu64WyXN5BqDsdNM/Kvao0/7nGx67MDMJGk0l6buq532imJJdmn17vfD446IvJxhkiSnFuSKqE4oQS6TKkJULAfXAXFnl0NMD9mYjk+1ib1ztuQyDYiFlhMSRF4k4VzJUWMlNN9W+PlBSYBwwiXOcHxmoPFacn4VCAaWtk23u1/H27s9wsfvcDVTaNRtRkwni3/oyvstXkXrwfiwf+ydsX/oP8mdPVqSCIJQFQ+H99EwJICfpqgUU2eGkMyf20vWXHeHAgSVvVYkymKsX+eGzkE7XSDjb2yGTEb9N5RinX8LcsYruG+7gNf/3LMtv/yJm3+/54RWr0cw8UefI1ZAk+OIX4V/+pT6gbBRyawfZZAhJ0WJpW4ac8dPdrfLZz4r5cAsjd+wgudLtmIjNoPG0UAgHSEaz/PrX4NDH0Nrqg7kVK0Qf30Kp5fAwvO1tgvldu7Y6vqAwLvK6F0eX4XbDjp0yuh2XYfrLj0A2W+k//FOj2jNXzY2Wl2TbHQ30so2YORB9cyFCTGdGAVB9vbS0gMYt8nHD+voEgIRED1VHyyGG6EPsf7JcHVvz5xSvgrk/ISwdgl3qavZx1ZvEqjI7lqGdKYpaPea+Fuyb+/AQwD8eJxGdRskVUQv1rXJiY8eRJJVItIP+9Sb8kRWoiROs3CJMFRb3zQVHq4mhab24eLsYZ2woz+s7jhPy5Yi9HICiTCY+CoAxfwxVlYiztG9v8qxgdDpXiI25f5OVZcuOMOffiKlJANBq31w/hYTYgByLmDmNwwxFBcVgXcrM+ScweLtqDGACvgLjMXHThY4/h6dFbLKhkWEOf/OdIOexd+yqe84ADB0e7EPiM1tjENz3MpJGwbpOyKqMXV5SE35SoUkB9opixRx3xnAHoMN+itZlBlqXGchlVQIzVdDcalmOhETSNIInL76Lpq+7wsyVzU8Wfp9sZB6d1b1kyCxAZr42CdBdfDmmd9+B/srrG36/hZGMis+gVWoHG5eZucSUSPrdG15L4NjuJUlUen4Mh8ZNtpAilRegoTwDcSx5giZTD8scm2qYOfOl1+J48wcxbVtqOyy7LnxweDESQjqHe2W98HiEc1ijvogKM6cKme9C85OZ5x5g32evY+CeL9IzLJKk1G23ctn3jtHzhr+pOY6prZ+YFXToceibUewusqPiXGqc4jt2LnC09I8f4pEts+gUI5+6+DfolKWDpsssQHSB1DI60rivpDxwW5kPIskKuWiAzPQwzebeGkfLhf1y5VjnvZKT/mfJZ1MVZk5WNLi2XssewxEUScNk7CSh9CzbtoEOcY0rFJBtAswtlFkCdDdtoyD/f+y9d5gkV339/anqnOPknDbn1Wq1klYroYRAEiJbBBOFMWB+5jWY6NdkfgbbYJFEMjIYk7NRQEhaxc15dzbN7OSZnp7p6Zy7q94/blf39HTP7grk53l5rO9f0mx3dXV11b333HO+56hEHSpp0ig6aGvcVPUaLTg8Oz9dxc4WzonewpxeQVZhV8cbORz4HdFs9X2ykJ7mRPBRrut4Q5ndDnsgV8fhbTZ5Aa++VSQ22doxm8FjaWHAs50DM7/maPD3zHgzbDyqoFfE1NbnEeOKZuwz7ohwOPY4c0ceIVfMkLOcIjy8leZB8VzG9ceX/X0kScK4fWf5WdfA3IrNbQSTwzTZerG19uNetYOpx7+PqqqLmLlSPIFXyCxVVWUofID+0vkpSfEsutucaG2pbnMDsVztc5WLzpMOjuHq34qjS1yzxJgAoYb2XsJuOF08yfWdbyqbXLhLw049yd7islikZc25tGpshH/9Xguv+EsX8VIsQdoqISPT6BVMck7NgtmCbwFySqYsUVxcmoRxOQOUxITYEAgPPkNq5sKy5/Pd43/LU+mHORytbF5t2iRkUj/+sTByUEqZXi4NzLm9NIyncZoa6jJtWmmB4aOxYzTZetnafDsqKmdCz9R9fXs7PPaYWOBfjoGEVvG8mJPsoYrMX2Pm6jlaajJLSYJdO2KEGsSz1+3ciMfSQtqhJzM9zOPqXWzaJBjDxRVKT6KT9FwonCXsro4n0CIldK0d2PUu3t73WUy6ZbSMpdIYsMS/fBx9/2r8jxzF8fefwvKaN4HZQvrH3y2/dip2mkwhQefJaJXEUqvW5i0Y8xK+/mOMLN9ifFEwl3ngF+K8NlQUSNoCXWOkVFUlcmYv7lXCslJnttJ21//LO58+h6QzMLv30kFt73oX5Xy3yy1daweFYg6j08fdb/Gjlwu85KY4n/60YPv+8R8r7GH+2EEKpfEgbSgiG8Q888zvAsTjKiYlhmyrD+ZAbL7s3i1iMt73PhGp8NvfivDs/n7B3v3930O2dKF/e6SXl7xEzLkAxi3i2uQP731uX3KZqvTMVXZnN7i64G+/yPXzr6r7Hr//0szcxIzowYxNr6W5GXReMQdalmHmgDKYCxIkSbIM5v5c6wUw9yeUpeQe1tkWxttooLHNwNCJNJ3yFClfO5JOh2NjDzqK5EeeppBPY8jXX6gAhE6KGzIU68Xu0pMqrkKnBLlylxjgDz9Z3Yy6MFLZtpJcEkWXhy7GGDySJZtROXMoQXj3KQymVqIleZcUPsZCsoP52Vq5zeQ5ARbbVwhmLjk/jsUwxsjIJo48AXqTrcrREkDSyTg3VfeZGNwCfBrtvro9c1rGXPl7zBVJm9ehtzhYOPUUZl2MV6z9Jxr2XsncgQfh3ADeDctLU81tPjyj4jMdcYgNncSxrgudWez4WTobUPMF0pEg1ozEfHqCSGaWKWWc5gA0+M6UmDkxYS12tDTpLPjMnagN4zgSAQxeB45br8JLmPhUpMbJEgQzV09iGdl3hkeb30DsxGj5b5LZjOtzX7ssAxRVVYlOCjAh56t7HGy+TvKpCLGx4+jMNlqvfx25SLC8INIqHRzDXcqaC2eEXENj5ibyF+hxb6bB2sV8arwMBPW+Rlo+8Y1yztTikv1i0CyGLm2CohmgPJfy+0Xe1XLrS42Zc3m6AapkluHBp9GZbdz84zC3/+s5+j3bOG0fx9FdyzCafW3E3DLegkNkSLq8ZTmLziMmnk7nOsKZGWLZee498mZiTnjv6vvwW+szC84SmIuX2BVLUw/ZhRmUfK7u66PZIHrJAMEAvk1C1hQu9c1pzNzSfjmtNjTeKKIEGqrlvRMbvaQsCnf43wrAybnH6e0Fj0XIZvQUyJmGsOgd5fPVqnudcMQMeyCaF4thrYdPK41hL6oFlLnKs144P4jkdJFNhzG6G7mh920U1QJPTfxX1fufnvwhKirXdbyedofYYIq46wfpziYv0KAT4NG+yNp6W8udDIUPcP/x9+GR/fSfyhE5KxYffW6xmBsOHyA9N0EwNYqqqhz82Is5+PBnUKUCkeEttE2Po0uZmExcvr16NjSFbDBhcPoIJIfLMtW2F72RxNgpYheOYjE4sOqdi4LD/ajRMKHUBJFsoAzmNJmlzumgqy2NSZekweUv3zuLS+uXc/ZvxdaxCmS5bIJi3X4DJ2/wo6JyfedfimN2LwJzy7gj/rGlgbmEIYvb3IzdLX6XTCyIrr0Lz7SYu+ZSozXvvRQzl5g4jW+DMOKZfuK/6r5m79QveHz8fqAa9GzcCMEgBAJisa1dR6exwsyp4QVW+65lcH55MKcFho9EjtDj2syAdzt6ycBg6Mll39PbKxbIl5E0Uy5tk8M2V+mNt+qdmHW2ullzi1UO164fZt4P7jBYpxbwmFvIWGXyOpV/v/Ay7lzSylRQ8oQzM1zVJhr6jm/RVwWHX+p3qVf61euxvObNuL7wTSHPK/WXyk4X5pe8gvSvfoiaEffCufA+ADqPR6uYM62MqzfSOqWi8x0mHIZksuYlwPJgrjB0lsS/fRrz7a/CsLLSy94jSGtOlB7x1PQQudg8nlU7yq958kkIxNvQe/tJBZbfQPhTStfSTkEPBosTYymy6jtfDXHypAjp/uQnKTvH5o8foljyI0hZEdQicOSxGRzGNJKqXBTM3XWXMPJYtQruvRfe/GZhzPO5z8Ezzwgw+oUvwL1/L77ryXBPVSSBrrkVubWD3KHnB8zZV2+j8fa34txyfflvvT0SO/b/LXffUGtUAheXWWrM3OS8YA4nR7bS3Cycsk0D69BdZL3RTTdjjJWdLDWZ5Z9rvQDm/oQamRALGa9L8Partlg4ezhFG1OE7WJSc24UI4glvRsAfaFiXb+0Jp7dA3k9oZxgrvJ6MSBeccUoKnD0qepQzoWRQ5gcYjDIJ8NE/X10yZMcKYG+sYdOU4incXZvLNuipyYOMRtbyex4rUPWxNkUNqcOT5MAQYFTwu48I23nl/dOYmvoIREcqXwvScK+rgudtZqV0JcGH73ZW+tmGRyv6pcDAeY8DSY8a64h8MzPePKeAW7o/CYBw8vY8LZfw9AAtv7leW9zux/PuPhMZ9pAOjhcllgCmDsF4MhlojiyJkKpCY4FhYV56xQ4nVM0dpho6RHfY6mjpV/fj9w6gTE4gXNzL67tQnoZHNxDKh+lox6Yq+MUGtl3DlSV5LnnvqBSFJUbV06y57cH0ckGCksWu5qjZXT8JLa2FfhK4De0SGqpKgrp+Ql8dvHaSEZEHOhMFhSHnXkpRI9rM35LJzkls6z5wuKSfZfHzKmqihq9uMzywi/+hfGHvlX1tzVrqGmKXlyx7BwmnRVrk3jOFjNzkXP7cQ1sw2ATtN6OtlczHDlEIFk7SUuyTMJjwFmK1NA091AN5gC+dOD1DCon2HnSzZZVy4dIOUzVzJzF3wGqSjY8U/f10WwQp6mBQjyMd+1OTJ5mFk4+Rat9JTOJ8yiqUtMvp9U6/w1ISEy3gqnUA6mqKk9JT+OOwNYLHmwGNyeCjwqb7gaxKJCAuCKAyFJGpnvH65AUiPr0zOUFo9Nmr44G0aTEBX1lEQiCmdMPrClt3nTR6VxLn3sru8eqpZZPjv8n/Z5ttDpWYDU48RpbBDNXT2aZHMFTEM/5mm2VzY9traIfaDJ+mlev+gd0yOWIAqfJT6O1h6HwAS78/AsgS2ze+V5sCYU9j35aXIORTqxqClOgnbHo5YO5TGgKk7eVVCFGPBcqM5stO18jzrfkJLo4L0z2+kBROD+1G6AC5koyS9nu5N0r7uYLO2/Fa/XXfQY1MOfq24LOaMbW0l8Bc1dcx7HrXKxruIFGWzcgHCxdpRbE5UKo/9iKB86jM5iJFkP4LB2YnA0gSWSis+jbu/CMCBQZTI7WvFeZnkCy2pDqjAn5ZJTswgz+LbfiXb+Lqce+X6MyCGcC3HfkHfS5t9Js66sCc5tKBLLTKRgyjeHUnknZ40WNLLDat5NgaqTMnC6t4swk2Y5GAslhetybMeks9Hm21Zig/KkVy84hK2AOVHpFJUlaNmtOiVb6j9d3DrHghbYpyB3dj8fcStJcJGs2cCi7vQbMhTMzqKhsaLiJNscqjm8zVjNzGphb4gp8sZIMBtxf+i7W199T1Q4xFj3ByMs3MWmLEHjwfopKgfML+7BKdhqD1GXmDGs20jYJWfNRQF02TqAemFMVhcj7345kseL89Jer/m3LFsGc/uhHpetQ6pdzr66AuUceEbJcf18fqUB1RufzVWUwp7eWlQ25eIi1a0VfqiSJ8wDIHz9I0S3AmqKDXMk4ZejADNddKdaDsn35/rxt2+Cl2wPc+eIMx4/DN79ZYShNJvjqV0XvnTQ9QkKxE5P93LIkDtS49Sryh/Y8P9/dYqP/w9/B6Kmsj8xmEQVxzTX13+P3C2lsPXdJjZmbjAu58KkTO2hpgaYP/xud337koufSTTdRohxCjKcvMHP/i+vw03pURcKkE2Bu5WYr4TOzmJUUs3oB5mwr21F0euy2I9i8nchqrcOjVtHhYxB3kLeKQVouOSSa1dOg03PhVLWj5cLoIZrXiS7dbGKBUaUTk5LGEhKDcfyp4yBJ+HfcQD4WInJ2H7lwgKS0lrmJWjA3eU7EGmiLusDJP2B2NnLDm6/j6OMRZHNHmZnTO6x4d62j8aW1mmSNmdMZXVUyy2IuQy4yW5UxB6JnzuOX8W28kVx0Dkf3en4de5AnEl9CjQi+39K1vM2/uc2H74ILOx468+0ounA5PgEEM4ekUFRyOFUHqUKMPVM/xWlqwBXyoTemySfnaeoSYG4xMwfgLPaja51AmZzEubkP344VKEgE54T75lJmLhup9C0trvigkK9kA5fuL1taJw7mGD1fIDJxHKPZU5Z4aaWBuUTgPLa2lViaezA3dLBwfHflvMIB1EIev0ewKxozBxDtEBNCr3sLfqv4fRbHEyxXlw3mEnFQlPICZGmlZkc5+90PMv7A16v+/sUvCmOB5SqWm8NlaiwzcmX7+VyG2IWjuFdUgls1V8u9dQLEi2qRmCWPY6EkP3RVejqXgrljwd+zcsTELuedF5WkLWXmzH4xJqTnJuq+PpqdxaET18fka8OzdmfZ0TJXTBNKT1b65ZYwcw6Tj3ZDj7DXL20kDIaeYjR+nCvDKwjtf4C1/us5MfcYAF5bpaF9LjNcI7EEMDt8uGMSUYfCrC2Bs2jHZqxePZWZOd0SMHf+NPoVa0QURoO4N6/vehMj0SOMRoWUcTx2ipHoUa7rqDQXtTtW12XmErkwiXwYZ8oAssyHPlXZxe1wrKHZ1k+TrZcbV/w17oFtzB+t9Lv0ea5gKLSPiYe/RduL3kjzR/6NrR/9FXGXhCkDH27+P6iAIbaK8diJS2ajaZWZn8TsbysbszSV8gmNTh9mfzupUh+byAsrZc2VgsOHgs+ik/R0uwTq0GSWBR2sMD1An/UZLAUD8ex8zflEzx/E2tqPwS5+C3vXurKj5dmFZwkkh7mh883l1+v7VmIogF12LQtaLlan90WJztdnkxOzQ9ib+ghlpvBZ2pF1ekx2H5noLLr2LtxnxfgfXIaZk5cJDNcUBfaO1bTd8AaSU+eInq/0XamqytcOvY1sIcl7r/g+jbae8jUGwcyBcBm0WATzJUs6bAZxzWSPDzWdYpVDjA9nQrV9c1pg+HS32NzscYt+0dX+nQyFD5TD6J+PimXnsOVNsFB939fLmlOLRdR4rOwM7LEOEnVD24SB/JH9eAyNpMxFEgYDrW0yW7ZUf5YGDn2Wdra3vJzzbWmigTN/QfY6AAAgAElEQVTlfy9OTyDZ7EjOZbTtl1mKqvCR3Tv4TPQDfO4j8B71r3nNrww8NvodejNCLq1fWwvm9GuECUpOF8fin2ByEZZN/vtXmL/jagoTo3XBXOp795Hf/zTOj38RXWM10yPLIsD9oYdEb1rkzB70FgeOjspu4SOPwLXXgrO9l3Rg5LKMvZ5ryW0dFPSglwzlzbB8VMwRXq8AYA8/LAzDimMXKJh0ZdCXnBGgOzYe4IarSmz+RZg5kjG+HV3N/dd+qibDTavXvQ5ef/0F5gw9vOxlUs01NWzdQXFyjOJs/U1IEM9KvT7S56MaGoTsdHGvo1blnrn8KOaMRCLYImSWDlfdSILFpWXNPcqjyMhlh8s/13oBzP0JteeRJORNFLLiLlu9xUKjKtiO8aJYuMkGPcXmRsy+UXz9YuuhHjOnKgpydhhiTmSfeJoc/kZS2UbCY8dw+E2Ep7Nlc45UeJpMJIC/fwd6k41sIsSxWSGf62OYzgEThvOncG7pw7te7DxNPPRNAIrOjQTHa92JJs6myuYnqqoye+pRmtbdxEvvaUOnl5gLNpKYqwTBXvX4/2XlZ95Uc5wymJMdZZt+EIsfKDEUi2phroi3QUf3ne/l2nuPcOVnH0Vu2MRcoEh2TuxUmhqXn1jM7X7MCSOfmv8BffFesCWrcu8snQ1gyqLI4NUJ8HEo8Ds2Nt5MMiUWYOGxo5gsOrzNxhpmzprsQbJkSDkSuLb04Wi2M4+fhYLYxe9wVo+SuVh9Zi5RAnO5PwLMPf5AClkq4LefJ1doLl9LrTQwl44FsbWtQJIkfBtuYOHE7vKEpMVCNDaIyWsxmIs0Cdltj3szDRYB5hb3zS1XslcAlkuCuVLIrbxMz9zIL/4ZVSmSmhmuWrzq9RVHy3oVzQg2y7B+C5LLjb5kgBK7cBS1kMe9shID0mTroc+9lWcnawPEF9JTFGUFSyCKWixWgTm9W3xHr6UNt6mJHus6rnoiS8Omi9udVZg5cW20OI6lv135u2SD2BHPjtnbinftTjJz4/gK4ppNx89yan43LfYBfJZaWW4/AwQbQbUL9uq/z38Rh9HH9T1vJT56glWWTQRTI5w7/gtW23/EDau/Qof/APPZ0SrzE62KuQzusMqCW2G2CVoMtTv1VcxcqddGCc2jzAfR9a8qM3MA17bfjV4ylNm5p8Z/gCzpuKb9teXjdbk3EnFDJl7NSAWTYhPJESti8jSXYzlAMBgf3vEbPnbNQ+hlA/7NNxM5t598Qtxz/Z5tzGUmSOqy9L76QwDYbnkZ8StW0zKnp6d9D2NdYC5cQboQv6xNDBDMnNnXxmyyZCCzCBDbWgdITouFl8/SvqhnTtwTQ7HDdDrXl3stNWYuNHIASSklJU9NkVMyZIrVOrPo0CFc/ZVeEEfXOpLT5ynmMmXJoMZWAphuvh3Pd36Bz971nGWWmVSR9113mB99vv5YENfAXGqiLDc2u5rKMkvDbAin0b+szPJiEksQYK75mlchG0xVRiiPjH6Lw7MP8Mb1n6fduRqfuZrB8njgl78UUQogwJLT6C/Hakhu8Xx3qR2Ydba6UkstMHyiSQDZXpcAc2v811FUC2W54PNRsdwczqK1ZhxdfO+Uz0tjcUuM5kRMgFz99AryR/fjCCTJGyBnynDnHUqNRL0KzLW+HEVWOWofLs8TxalxdMuA7OdS8VyITDHJbb3v4V0zr+Q1P4FXt72PW3vfxe2DPchNLeh8tZue+p4B2oLi+XZ3Hy2Dufy5QWKf/Dvyh/YQumMHLfGjVcCjODlO/DMfxLjrFiyv/su65/T610OhAD/9KYRP78G1cnu5tz0QEBLMm28Ga0sfSiFXs2n6fJSuqVWAuaJUxcxpdeutsG8fhJ8VjFFezeFbfwOowrNAlSQadDNcvbnEzFmXB3Ppn34PNRopZ7AuV5aFC6y6qbcq+F6rSt/c8vf742fv457/bl7WsOmPqdzhfSiR8EWDwz14iBNnwhCgMWIBJJovjuHKpYG33eymk06MXGSh8WdQL4C5P7Ji4QKDB1JIqp18VgCOlZuttCAWyEOJyh0lrZSRDAVs7aIPZjHA0SoVuIBOzkDMibm1JN9s1DMXGSAyfoyOlRYo5Dl7Ukz0Wr+ct2crRruX+Nw8CykzEVMTa60jXHODAV98FP+Nm3D0bABJYvrJHyHp9FhaNxBcIrPMposExzPlfrno5Cky0Vma192E02vA3WggkWqlkEmQTVw8F0WTWcrYyMdCZdvscsZcnZ45X4MO2WDE2bcJSZLwN+uYDxTJzUWRDHr0rtp+La1MzR4h7ZkKQcoO1hS21RVZpsFtR27MgwR+u5DjKWqRTY23MjUrgNj8OcGyNdXJmtMtiPONtiVxbu7DbNMxQwtR+ygecwsOY2XhrxQL5OMLdXvmEoOCucjOPncw98SDaXbunESvyzEy3kkhGaWQrvRQml1NyDoDiqRiaxdSOO/668nF5kmMCzOKdFAsUn1Na9HLRiLZQPn9c94i1qwej7mFBqtYfM+nLw3mJKMRyeW+ZHC4EhXfWXLXMnPZhQATD38bncVOIRUjn7j86xPLzeE0NmB59V/SeGiyHNQaOSsmnsVgDjSp5cGyLEOrQGlBbo8USc9PoCvJLGW7s+y2JkkSn7n+Wd6W/Av0RfBtvLhdt1lnwyCbyhOcxsxl5pdj5oLYCmJxb/IJMAdgmRCz2GT8NIPzT9ZILLXqzbSi6OBC8TyBxDAHZn7NzT1/Rdt2EYKU+foXAXjg31/J9obPsqXnl1yx9VsU1VxdZi4+dhJ3WPSwTbdCq6tW76oxcwWzvhxPUBgSC3G1ow0lmy73yDpNfra23M5TEz8gr+R4cuIHbGy8Bbe5qXy8dtdaivraHqvZlABz1vk0Zl+tYUa7czWtdmHE5N98MyhKWWLcbRKyaHXXTuxtJbfFYpbJ7Hk27fwb0rP9hL3gsYjojcXxE8uVqqplMBdI1II5a0t/mZnzWtqJZGYoKgXBCAEXMoNliSVUeubmjj+K0dWAs3dT+Tou7pvLRufIzI3j6q8YOzi61oGikJw4w3T8LB5zCzZDZfNL0ukw3/ZyvJbWi8osFVXhh6f+gZlERXJ37mCMfE5l5kK65vWqopCYHcbQ1EGmmCybvZhdTWVmDqBB11JXZlmcmVzW/CQ5cRpZb8TS3IPB7qbxyjuYfuKHKIU8M4kh7j/+PjY03sSLe98NCGCykJmmqFa0WHfdVZGUxXPzZSdLEAYoAFI0xmr/To7OPlzDgJZjCRwR3KYmPBaxWbrKezUS0rJSy8nYab588E1ki7XXbLmKZedw4KQYnuf4l95K5Jzw5Pea2whnplHUCkOkxMQmhWYmNZ4W5kgjgzvJnzqK/Zi4H7N2hTtvrh2XF4O5Xs9WPIqb46vzIioCIX9dLi7iuZQm41/jv45dt3+e656E2/f5efumL9O9Z6auxBJA0uvpsq9FUsHVfYzJScFGRv/u7Ug2O96fPQ46PT+yX8fqhFAaqKpK9EPvBFXF9flvLAtEN2wQsv2f/leC+NiJqn65P5TI/JtvBkuz2OT9n+ibUyUo6kGfKVSYuUVg7pZbhGn2+d8eQgVy6SiWpm4sRiepeIC0oZEWywxrukugfhlmTlVVUv/xNaDiLrzc64rjI+g7e6hnGG5YtxkMBnIXMUHZt+9esmQZ3H//Jb795ZUSjRC661oSX/oUDaXHtl7fnBvxDJxrieGPiTn7uYK5GLE/e4klvADm/ug68FgCRQGjyU1BiaOqKs0dBjqMs8SMfgIhQ3lykLsWQIVCfjOy3kh6drTmeJOHBTjLxb14OsTD6WnQE5hfQXT6NGu3GdBT5OmHxS7twsghJEnG07UJo81LbFYs+M4Xe2jNjtLPMDoUpA3r0Fvs2NpWoGTTOLo30NDlYn4qS7FYmbymhtKoasX8JHBSjGzNa8WC1dNoJBYTi65E8OIDnMEljiEVhaGIlrtWL2Mum1VJxFW8DdW3or9JRzikkJmNYvQ7L7pLKBv0mJo9ZCbnKczIIEEmUs1+SKVohtaGSiTDSvuLGJtYiaTA3BkxMbf0WAgsyZpTpsXEFuvOYhtoRZYlQuY2Im1RWuXqptl8LASqWgPmsnNR8iEx+D5XmeV8sMjxA1muulJM0sMTYnG6eNdQkmVMdh+KDLbSglUzD9AWtRqYszR14TY1VzFzQVsS34JwsrMbvZh01stmKGRfw0WZucT4afLz4rPqMXMjv/oiSjHPwOs+DlRPoHOpccZjy9vFR7NBXKZGJFmuMmiJntuPydeK2V/NYF3X+QZsBjdf2PsKErnK7zBbWpA7Y5CcPl9m5jSJpVbNtl4Sx57G1r4Ks+/i/sWSJOFYFBxusDrRW511mTlVVYlmZrHkxC6x2duKo3s9equTwukTmPV29kz9lGQ+UmN+olVrVERtDEaf4XfD96KT9NzW+27sbSvofMk7Gei5BbtqJ33rdXz36f/iyQv3YG6rBSJaxYYO4V0AVYa0Fdqba7MpdSYLssmC4nKUF7/5kpNlvrSpo8ksAa7vfBOR7Cw/PPUx5tPj7Oqs9m/vcAjAOJ2rvvc0KaM5EC6D4sWVz6vkcmI8c6+8Cp3ZVu6b0z2zB1TIXFGRQ4/FTlBQ8/Q3Xc1/SV8FoMcg7p+x6PKOluXPS4RRchlMPiGzdJoasBgqiypb2wC52Dz5RASfuQ0FhUgmgOzxMdcAKZJVYE5JxFB1MnNHf0/jlXfQvPM1KKMCwC7um4udL/XLLQJz9lJWYnzsJNOJs7Qu6WvUymtuYyG9vJtlIDHEz85+mj+MVvpWB/eKMWtuolbJkQpPUcxnKDaIZ8VnKTFzziYysdlyz5W/4K6RWap5AR6WZ+bOYG1bgawTPaxtN7yBXHSO2SMPc+/BN6KXjbxny3fLTJvP0o6iFssAYmnFsnPVYK4kd1XCIa5ouZNAcojJePWCV3PbHNdPliWWADajmy7XBgbn65ug/MeJ97N7/HvL/nu9imbncOo8JKwqk498t+yk6LW0UVQLZaMnoBwDo42lU9IU5pyZY4EbIJvF/IiYy1JW2LqqFryH0hOY9XasBheyJHOF5TpOr4bkiOi7LE5PPKd+ueVK+y3c5mb0Xb0Yd+wi9ePvomazQoa9DJgDsA9sxr+go2HFMSYmIHX/18gf2oPzE1/CdPX1cP8eJotd3PKbF5P+1Y9I/+IHZB97EMeHP4e+o5t4boEHh79Kvlh930qSYOfmTx0ARanpl/P5YPNmsP4PgjnNAE+XSGOwi43o3CJZ+fbt4HBAYv9B6O5GyWcxuZuwe7tISmlms02saJhBzpWYuRKYUxWFs//xURITYqMy98zjZbl7cWocJZmgXinzQdR0Cl1nb91/l8xmDOs2L+toqaoqZ3Ri4+rMwYvHiFxu5Z7dDYUC2Wd3X5SZ08DccI+KMyHm45aWy/sML17siDnqBTD3v7j2/D6GzSFjc/tQDFkKkQSSJNGmn2VWbiaXg0RcLC6K1mF0YSeRoyEat9/BxMPfIjF1rup4o3sOoioS8XgLTq+QGHgaDAQjK1CLBXr7xaD8zINicl0YOYSzdRV6sw2T3UsqIgaDM4U+5GIe2+O/JY+eoLUbAGvnalIWsPdtpKHDRCGvVuXWlWMJVlbAnKNlBTa/GNRdDQYWQgLMJYMX8QsGZKMBndUEOSHd03oE0yVGYvFiLDxfyr9rqLbxb2jWoaqQnIpg9C/f4KuVuc1HZjJE+rT4Hovz1gDwlZw6O69GlnR0uzaSmXEzH+9BX6DsEtnUbSY4kaVYqOyEpia86DJ6UhvksiQj4moj3BHHv1AN2jTgWtT7+fl/xMuAXpNYymYj2cBz05Y/9XAKVYXetrNIOgNJneizWSoBMRhsVWDO2tSNpbGrHB6emRtHb3NjsDrxmFvKk22umGFOv4A3mEcpFgQzau1k7jJkliDiCZSF+mCukEny9N9u5eh/vh9FqgVzufgCYw98jZadr8W/RXRep2YqjeffOPJO/mnPXXWPrapqzSJNq8jZfbhXbK/5u8/Sxgev+hWBxBCf3/sK8op4BmaSQ+gkA7YkpKYWg7nqYyv5HAsnn8S3cXl31cXlNFVnhZn97XV75jKFBDklgyWlIOuNGBxeJJ0Oz5priJx6mlb7Ck6X+nrW+GsjIgCkaJTmsImDM7/lsbF/5+r21+K1iAlu3bu/zpYP/YRNHXdwvniOhVgjvnU3EC89WvXAXHToMA3ZyrPX6qqNMwEw2r0oNnMZzBXOn0ayWMmpguHWZJYAm5tvw2n08+vzX8Css7GtpTrMuN0pwFyQ6kX5bPICdqMXNTCDpQ6Ye8fLZnnHnWKckQ1GvOuvZ/7oIxTSCQK/+Qa+rJ1JKiD6QliAol73VnQ+weg1y5M0WrsZvwxmTnv2zL42AslhmqzVCyFri9jkSc4MVeIJMlPIXj9jpcvR56lIJdVEnESDhUIyStP2O2m+5pWYSwKBxcxcxcmy0ghlax1A0huIj59iKnGWNscyYM7SRjQ7S0GTcS4pLTz7bKhidjC4R6hOlio5ABIBweBpGXM1zFyb+KK+lIX51FgV81WcnRa5kMuBucnT2NtXlf+/4YrbMDi8PHTwU5xb2Ms9m75aFc2xNJx9aUWzc+WoEKgwc2pkgW0twiFk//Svqt5TnJ4gr4fJ/Ei5t1GrNf7rOLewp+ZanlvYx+FZEdb9XExSYrk5nCY/kdLwqN1f9bLmysyc20MxnyVoS9GitnEkL8Y710IphsUCSqwemJvEZ2kvb5Bu73o1eSMcHf8NajaLMjf7nJwsl6twtgLmACyvfQvFkSFSP/wO5PPLMnMAhjUbaBsv4u0+TGp4jPjnPozp+luxvFJs/kRN7bw89BTR7h1E3nU3sQ++E8MVV2N987sA+N6JD/DtY+/h52c/W3Psu++GVR5xj3tWCgmhqgowd+ONorfO0tCJJOuq5qLnq7Q1gi4SR9LpMNg9VQ7nBoM4D/fMIVglxlyTpwln1zryRghnLbRZZ8p9tpoBSnToEMM/+SwTD38bgNT9X0Xy+LC/96MAFIaq1ShaaRlzu5vP8NDw1+q+xrDlKvJHD6AWamO1Rk7+loRV3HPD6RMol5E5e6nKPiXIhMKpozRYxBhUj5nzINi4nAmMcTEGXy4zp2XNwZ+/kyW8AOb+qFJVlb2/j7PtRQ7M7kZUU47M9AKFZAZbap6JXCOgsjBXpJBNkYqdRB/wkzg+ypq/uhfZYObEv72tqrk2OnSMfNJNQnFj94jdSE+jnrmwWGjYzWLiPPpUgqHTOcIjh/D0iN1Zo81LPrWAwSQzQg/oZArnRxmji+Hz4jNUm5WcCYomPY2dQsq1eILWwFz7gAWlkCd4ejfNays9Qe5GI7PTYjLUsuYuVnq3HTUj5Glaj2BmbhyjuwmdseJ+uTC3PJgDSAeiGBsu3YhtbvcTPTREYVJ83+QSsKyYBaPpaOrnypa7uKn7HmYupElk/ehlM+l4kHwmQUuPmWJBZX6qsqMXmcnimrYR66pcr3xvgaJJwXW+OuJBk9B+9z4DH3jzPMcPCLCggTnPNaufMzP3+ANp/E069LlBXG2rufG1YpFz4cho1etkZFS9jMFaWYB7F/XNpYNjZcmbx9xSZubGYydRJBXffKURu8HSdVk9c3BxZi5yeg9KNk1k+hST7cAS57qx336FYjpB36s/VHak1HZDC0qe0/NPMpscJlOo9afOFBLklSwuU3V/Yi46T2pmuEZiqdXahl28e+t3OTW/m68ffrvoD00O02jtxmC0kpwZKkco6Jcwc5Gz+yhmU/gvIbHUajEzB2D2d5AJ1S44tZ13YzyPyddaXmh51u4kMT5Is6kbYNl+ORDGO10JH5NxkeN0R//7al6zvuFFRHMB5LZxendcxYLNgKzI+OrEK8SGD9PedAUGWdzjrcuABIPTR9Gkr4C5c4PoB1aXN28WgzmDbOTaDhHMtL3tFZj11fJpm8GFI28mqKvudg8mR2g0d1FIxWqYOVVVOfxslicfTrN3t9i08W++mdT0EGfv/xD5+AIDTdcyFD5Qfs9w5BB2g4dGaze25k7yRSOO4nm6XBsuy9EyO18Bc7PJ4ZqeQ1urGLdT00NVQEOyOxjvljAo+qpeWzURI+aSkE0W/Jtvxt62Ap9fXO/ooqy56NBBrK0DZYdWAFlvwN6+iuDkYRK5heWZOUsbKuqy7NVUSXo8HDlIQcmjqiqnS8xceDZHPldtBhGfFbvx6VIEmd9S6ZkrZBIoHjfodPgWJJE1t+hzlSnNMbH2vivmMqQCF7B3VDYPZIORxp2v4gnrAXqdm7m2vdpF9lJgThgl1WHmFkL4LG30e7ZxYKY6V6w4M0mgXUdRLVQxcwCrfTvJFlPl/EKtfnL6EziMPjqcay+bmSsqBRK5BZymxgqYK7H39bLmNDAnO93Eps8S9kC/cw1ySydxQyOOhFjWpay1G37asbTrBbBuxSuxJuFA+slK9t/zKLP0mMTq2nz7q5BsdhL//I8A6NdtWva9+jUbaZkBnWeMu0buAcC5SD4ZiUBMdTP6/ocx3y6MrVz/8m0knY6x6Al2j92PVXbwy7Ofq1F29PTA1b17COZXYXCIcX5wEGZmhMQSxDNlbuj8n2HmSmBOnhdjnMHhq5JZArz02hBtjBD2irHT6G7Cta6UtWvM4VIWgbkSMzd38EEAoucPUJyeJPPwr7He/Tb068W9u5zUsjh2AUWCnxd/zIMXvlL3NcYtV6GmUxRO146Nx/cL8LhWt4HRDoXUz/6j5jXPtbJPPyrMolQVx4hogbmYzBKgEFmD2SwcbC+3NDD3AjP3v7QmhnNMj+bYfrMDi7cZ1ZQnPTVP/MQoEirTSgs6iizMFZk7+zRqMU9+toP88DhmXytr7vki4VNPM/a7yi6IFDuJGnOSwI7DozFzesLxTiSdGTkvHkSLscDH3nqSdGQGb7fYnTXavSj5CDqTns51bjxXicV+wLGCC6cEADFp5gu5WBnMLZbOTJxN4W8zMRtQ+flXHqeQTZadMgHcDUZCswZMDn/Z0fJiZXDbUBMCkJWZuUUZc0qxQDGXITQnFgjLgbn8fOzywFybT8gYCwYMNj/JqWpmrqAvBWSbfHzgqp9xW9+7S0YnEja/eJAj48fLWXOB0Qwj5/MMHs2SHZvFPWVlwR1i/KFvcegzr0TfI4COdW+1y5s2UD/2qFikaovLxOA4eocF19Z+soHwZTvmFYsqTz2cZteLLUQnjuPu2MDL3ymYt/0PLploshkUFIr5yu/q23AD+fgC8dET4vqXJG9uc0VmqS1IfKHKb+W3djKXvkyZpb9x2Z65hZNPIMk6WnuuJeSHyX0/L/9bIZ1g9Df/RuOVd+Ds2YDeYsfobiJdmkAvRA6TKSZRUZmOn605tgaAljJzkfNi0b4cmAO4rvP13L3mUzwx/n1+fPrjBBJDNNv7sbaKXqflZJbzxx4FScK74fpLXBXK5xbLVTNzmTrMnBaqbIwkMXsr8k2tb86dFGPCcv1yIMLq+/Li913jv45ez5aa16xrFIyifv0ROtc6CZpd2BMi8HlxKYU88ZHjePq30u5Ygyzpym6NS8tg91LQSyizM+z99QyF84PoV6whExxDNtl53YtTBGcqO7o3d9+DSWfl5u531D1eQ8HLvKVaEjSbuoBPJ0D70p652eki8agYR+79hFjo+jeLVdnYf38V36abWNN1G+HMTFlmOBI5TK9nK5Ik0dqmYybVhz55jk7neqYTZ2vkWUtLWyTrPY3Mp8Zreg41mVZy+nw1mJMkxnv1dCa96OWKiYsSjxExZ/FvuhmdWagjura8AoBwuMIORIcO4RqoDcK1d65lMizkocuBbp9ZAIPl+ua0ZyxXTDMePcHsWIaFQI4VWx2oKlUbXADxwBCywURcl0JGxlPKrzQ7xe+UTYbQtbTjCYj3LZZaasC/Xm9Wcvo8KEoVmAMY3ewh7lC5qXB9jez+YmCuDJaMlXFC8ojnW4mIBfW2lpdxPry/SoaqTE8wtVrMPTVgzi+ey/2H7mPPB65FLRY5t7CXI7MPcufA+9nc9GKGwvsveR+BMAoBMOSgYABZbyKrMXPab7aImdPMpCSXm6GJx1Fl6PNv5+prJB4v3MGM/2UUsxZSNqkumJtPTeAzV54hg9HC+jEHRy1nyU6Juf35AHPR7CwmnRWzvtRDb7Vhvv3VKAvzYDaj7xlY9r2GVetpmQFkhXb3Izg+9Fn0i2NnSuIWV4MZ9zd+QuOxAIYBcb/858kPYZLM3PaTOCbJwn2H31HVc6iqKr22vRwN7ODIsSwPX7iPB/8g2B8NzIEwQfkfYeY0mWU8hRKPYXT6qmSWADe2iTn5TEw8SyZ3E64dtwFgscaQYrMo8RKo18DcoRKYGz5M8vtfB0XB+pfvRN/dD3r9smCuMDHCVBtEC6FyDufSMlwh5Kj1+uZOhZ/GmzBy7fp3kbLB+K+/ctnrm3pVnJ6kMHSG6Wt6iLtk1ENP4nAsb4CiVXa6j+bm5TNp69ULYO5/ee39vdit3HGLA2tTO8gqybFRYkfFIjRAMzqKhIJFAqceRdYZiKfWoSvterXd9CYatr6Ys/d/iFRghFRoHps8gz5mFWDOK5g5b6MeVdUj2VaTCp7E5tRx9U4d0XHxoHtLzJzJ7kVHlERSZduLHPhuFPIFdc0ahk4KMCGZxO56aOQAjR3iv2fHM2TSCk88lGLvwzHmFmReNDDJQ995AEWR+b+fWcOBpzOoqoq70UA6UcTq6y5nzV2sDG4birhM5CKzQhIXOE9azvHEv7yMn/+Vj9++fyWhoJCp+Jb0zGlgTonEMDZchsyyXey0IsvYO1fVyCwLagKKEsVgpR9u5kIai11HwwrRuxIePVKVNfepvw3xhhsDyNMTuKbsRHRzTB/6DbN7foncLnaljU8kKMQrFtWRabEob1/ZQu9KA3t3CzCdGJzAvqYTU4sXNV8gH0MKnxUAACAASURBVK6vX19aR/dliYYVdt0qkVqYxNGyAm+zg4LsZvr0OHOzhfLAWSzt2KYWKgsa3/rrAQid2F1i5sSE6DG3EM+FyCs5RiJHsMh2HPEKmGuwdhLLzl1WE7/sa0BZmK9r4xw68QTO/i30dl6PMwpnvv9h5o+JpvXxB79BPr5A32s/Un69tbm3vBs6OP9E+e8T8cGaY2sukTVg7uw+kKSqvqJ69cqVH+VFXW/lp2c+yVj0OM22Pqwt/dU9c+5qMBc69ijOvi0YHd56h6wpp7E6+NnS0EE2MlsTHK4BU/18FNMiMOdasQ3ZYMIWEJsRy/XLgdhI6DGuYEfbq3j92lp5EUCTtQe70o5+/VHaBqxEHTLOaLFskqNVYnwQpZDD2beFNf7r6HNvxSDXd/syOn0UyIOq8vVX/Q5lZqqcMZc3dnDo2Rw/+lYlI7PTtY4f3Jlgtf/ausdrlpoJ2/PlBVhRLTKXHMWriF3Ypczc+UExhtxyl5W9uzPs3Z3G3rEaU6mnsf+1Hy1LGofCB8grOcZiJ+h1C7D7ileAsXEFxdB5ulzrUdRiTf/U0tIWyQvmJApKjUxVZ7aKeIKZIexGLwbZRCg9SVEpMN5SoHu+2rQgEZ0mJ+dpuqoiO+2+WuT8zYwISVg2EiQzN1H3vnZ0rSNYFEzI0ixArSosT30wN5U4Q6NVsONnF/aU++VGR8X4sjTOJj47hL2hl1B6Ere5BZ0s5i2zS8jxNRMUz6g4ThWY0xigOgYoyUVOllrllRwPxn5EU9iE++ladsBu9GKUzXXBXCInANvicUKy2sBoLIO5K0ty3wMzv6k6x8k+Ixa9o+b39ZibabEPcHz8t4QHnyEbmeXHgx/HafRzW997WO3bSV7JVrHBy1WsFBiuzE4jKdDYubV8fznNjegkfTUzF630zA3Pi8X1yo6b2bED3jn9be6e+AVkWsi6zDVgrqgUiGRmapj4LfEVpIx5BmeEvO356plzm5urgLf1L94CgGHlOiS9ftn3yj4/rQXxez3rH0C++93Vxy6BObdb9CbLNgEYTwQf4/DsA1wbWY87CtedbeTswrP8/sJ95fempofQ5eY5n97Cvx66i28e/WueDN7LwAB0VfAi1ube8sbi81nahq++IO4xo9Nfw8w1zAmH0mOT4nuZ3E2YW3qQczI2RxSKRXKTYh0mW+3kStFT1tZ+iukECz/5BqYbX4q+swfJYEDfM3BRZu70leJzcsV0+X5cXLr2LuSGppq+ufzEKOcawqyW1zHgFZunwwyT2/fH5zBmn36Ugh4CUweJ9PrI7X1y2eDwxcxcerj1svvltNrIRpw4X5BZ/m+tfY/Eaeky0tFvwlaSiSQmx4kfG0HvspG1egWYm1OYPfUovv6ryHm6MMfnKKazSJLEuvd8A0mSOXHvPQz+QTjv6eJ2ktiqmDmAgn4NkfFjtPSaMemKXH/dOVRVYjYm+kskgxtZLoCUZduL7HT/zR2s++bf4N8xwMhghmJRJRsXD2gieAGpMIXFrmP0dJorm8d5y22zRAIZHH4zH/+yjztvO0DRsom9T5t57c4ZXrljhvFxMaEbHF2XKbO0kY/kkU0WZk4/zq/+pp1gaoRg4BjRyZO4OzeQCo0TmRTy0aXMnL9Jh0wRKZW8TGZOLLrtq9qxd66uklmqqkqhmELO60mPVwaqwEiGll4LvpVXIykQOP57GjrMSJLImhsfLhBZKGKLTOGacVQYIlWFxkEMoQYMaR2RA+fLx3z8Z2MoqsTHv9XP1TeaOfhUhnxeJXF6AtvqDuG8CeQu09Fy9wMpdDrYvFmctxZBYGtsw2EI8N5rj3Dve86Rj4fLsovkfIVRszR2Ym3uJbj31xSS0TIzqvUxRDOzjEQO021biwTlXEB/ydEylKrvvLi4dL4GKBbLO8ZaFbNpomf34V23CzUeoyfkxNaxiiOfezXxsVOM/OKf8W18EZ5VV5XfY23uLe+Gnpp7gmZbHzpJz2SsFsxFMwIALZVZRs/uw965Fv1FLJtBLAL+avN9bGy8WSzI7X3YWgdIBS4g2RzoWzoxr6pIgfLJKJEze/FfIpJgcTlNfhL5MEVFMFNmXzuoKpmFaiOKMpibnasyVtEZTLhWXEnD8QC397+PK1qWJACXSlVVcpEgFlcz79/+U1b56iewSpKEN3oV+rVH8bbqyfsSOOIwf/j31eezqDfrTev/mU9dt7xkzGD3UiiIhf56U8kmfWA16eAYaUks1n/ynXiV4dJSZkUpFDnxjntJnJuixdBFQQ+zYSH7C6enKah5nBmxCVUD5k4JYPwPX/LS2KLj3k9EkCSJjlveTvM1r8S7fhc9rk3Iko6h8AEmoicpKDl63QIUbd0KO24bIDUzRKdDmKRcytEyE5rC6PRzIrQbgLV1+hitLf0kp86LmBBLOwvpKSbjp8kbVLqmDVWvDZcW643bXlr+m6trHea8jrmAOJdyWPgyYC7iFtlVDaWw8KXlNYv7arl4gun4WTY03oTH3MK5hb0M7olissjMhcQyYXZ8KTN3HkdzP6FMtWxvMZjTr1yHc5+Quc0tYeYkhxPZUbtRl5g4DZJUduUFeHzsfuZSY9xmeQWhY4+RCVU/PxcL2I6WN338Va+X3V6UsFhEdzjX0mzrq5JaFmcmmWjK0+3aWDZaWVwr7duYsIZQgZMTD3E0+DAvW/EBLHo7q31io+JypJba+eXOncQZA4veSSEVo5BOoJN0eMwtVWyqGouALCPZHYwmTmHIQVvzVq6+Wvz71BR4TC2kHfoas6VIJoCCUvV7AWwwb8eQgwPJ3UB9kP1cK5wJ4DZVNzAZrrwW/brNGK+5dM9xa/MW5CL8zPsipgPV64PFYE4rRVX43skP4Ld0svJIEtlgouXJIVZbruA/T32IUEpci/CZPRR0YH3vD0g6H8Zu8JFwPFzFyoFg5nKxefKp2LLnGNjzK0LHHr/kd1lcAsxJ6AugTE9icNQyc/njhwjZ+pkcj4MkYXD5uXABckk3skmcT270HJLFhiTLYvxWVfpfI/rjEtkQ1rdUALB+YDWFc7VzKEBxYoTBNRV1Rj3jM0mSMGy5ityhajB34Q/3kXDAhpWvocO5FqNsYXzASOr736j/WfNBYp/4O4oXcb/OPf0o2VIUVdauJ3/sAK3edF1mzjERLf937EzrZffLafUW3sIII9hY3i39z6VeAHPPsQoFlQOPxbnqFgeSJGHxiwkyPTtF7NgFHBu6GdhoFTLLQIiF0cM0r70RqbMDCZX4qZKjY2Mnq972BULHHmX6Vx8TB485ieMo98xZ7TJGk0SyuIpsIkRHX5yxwSRb1p8mnOrlg/dkSm6QYlfFYEqydZcdo99F5z0vpm+9lWxGZWokRyYaRGcUEsLg4G4aO80MH0+RiKl88stuZBTe+D4fd78VUoH9bLz1Vp4e7+CTX/MRDhX5z/tEz5Js7iA1P4aiFLlYGdx2ipEUJncTcxPCedOSgs23fZQ7vzjMFW8S2uzkzEFkGVwemf0PhXjn1gNkUkXMFplmh2C8Lq9nTjBzrq392NpXkovNk4uLXddcbB4FBTljrAJzMxfSNPeYcfZsxJCHySO/4fzDn8ffZmJmJMP0eAEZhUaCOLLdAARypeBv7zDKdEmeuVcsOh9/IMXkmQCKwcuazVauut5CMqFyYneI7MwCus5WfnyfmIUut29u9wNpNu8wIefFRKSBOWdbBx3NQQLDSR769xnmzp5CLhFji8EciIgCzdFyMTMHMJ+eYCx6nB6vYC6ypf5GLWtu7jLiCZYLDo+c3YdSyOFdvws1Gsbg8LD1H8Ri6dn/ZzvZcIC+13606j3W5l7S8xPkc2nOhJ5mfcONtNhX1GXmonWYOVVViZzbf1GJ5eLSywbev/1n3NjwF1zR+FJsrQOohTzZhWkGHh3DdWfFbXH+6B9QiwUat73kso4NlE0XNHZguay5aEaAaH0kWcXMgZBa5s4d540rPoWlJFlaWoVUDKWQqxuJsbQsk9uRHXHORneDNYUl4WXucHUye2z4MHqLA1tLPzpZj0Fnqn8wRM9cPhNHBTZoYK4UGB7NtaGXs0yPF3nmD8uzvOmxIBPfepjgf++nzSLkVyNz+4GKk6WzRO6ZlriIDg3m8fhkWjv1vPNDrjI7t+INn2DLR36GJEmY9FY6nesYDh9kOCJAUZ+7AopsbStQ8lk8GTMG2XRJR8tMaAqzv51Dgd/R7lhDYx0AZWsVABG0vLDJMlPTeaHaSCBcnMdh8GHyNFX93WHwEE3PkI0EidUxP9HK3r2OmBP8UgM6SVfz7yByD/WSoa7MMpadJ5abxxFM0+/cyrmFvZzeG6N3kx1FW+QtYuZURSERHMbRNMD8oow5WATmYrPY3/1BTDkJR85UFU9wqYw5S2M3OpOYr/JKjp+f+QwDnu3suuajoCgE9/93zfsEYK4FcxrTsFhmCcIERS0xc5Iksa3lZZyYe4xUPoaqquQDE0w6YzUSS62a52RyJgh74FdTX8Fp9HNrrzDgcJhE39zp0KUZCu385OA87pQRQ+nWWGyCsphNVaIRJKcLSZaZUidoTNnQyTo2bgRzqR29u6mVlEUtyzW1CmUqsQSLy9a1mtWn4ZD+GHi85YiXP6Ui2UB501ArSZLwP3QQ58f+6ZLv937kX3ArHeTb5qqCw6E+mHtm8kdciBzmLwY+RnpkkO47/w9mTzM79xkpqgW+dezdoj/67JM8cpsOpXU/h75yP/aZd+Lq28uum6o3IzWpdHpmeXZu8Ovv4fwPP3nJ77K4ctE5DDY3EuI5MDp95GPVtFP+2EFYtRWbNAsWP7JOz2OPwUKii7w+JyILxs6hK5mfzB16EIPTR+sNr0dGJtPswrTrlvLx9AOrKY4No+aqFSEg5NIXGhNsaRYbSUudZ7UybrmK4oVzKIuC7Y+f/RkAG9a8Fr1soNezhfFNPjK/+xlKqPo7qakU4TfdQfIb/0ryG/9a9zNUVSX71B/IrxRrq1QugprPs826ry4zJz/wEPqSB9HCyecO5nTo8HJ5Kpv/v9cLYO451qn9SRIxhatuFrv+ZodYrKXmpokfH8W5sYc1Vwgwl556AlSVpnU3YlndDcC333OUn35XrEo6br0H34Yb0MeOks66IWcq9cwJMCdJEt5GPeGE2KHcfM0sgdEM8+cP0rrmCs4cz/HlT4aJhMSk17Mqj8NdkS70rxMj+/DJNNn4HN6eKzA5GwgMPkZjh4ngRAa9HtatF7vk7SusTB76NWqxQNuWO7BYZd7w107+cKadK3aJnYtMoQ2lmCcdXt7iGjRmLonR1UgmFcbfux1TDtw9YmJ0ta9FZzBTjBzB45ORZYl9vwtx/nCcU8+K3ZZ273MAc52CnXFu7S+7OWrsXDo4hiKDlDaTKYE5VVUJjKRp6bVg61yDJQWmmIdjP/4wWzZ8j8nzKTJpletvMtBIkEJCmBWELVkUCVKOAPmJPmwr24nsPUM8pvCxv5qn2R/B1SIWM1fuEtf/6C/FZDCddPPsE2IwvRwwF5wpcOpIjutfYiUVEqBKA3MmXxteawBZVchlFI78+tD/x957R8lxVun/n6rOOU4OmtEESSPJirZk2XKOYNYYg7HB5JzZJa0NCyYu8CUtuwYDCxiwd40xNjZgGecgWbKV00gTpNHk0N3TOXdX/f54O0xPz8gS/p7fOd9d33N8fCRVd1V3V73vfe7z3OcKMCdJVWCuOKIAwFhTNkABOOp7loySotO7CVlnmMPMFcDcGYwnkN1FMFdZbZs98hyqBC9bexlTRpEcLiwNHay77Q8omRTOZZsqrg1ENRRFoX/4cRK5CCtrLqbF3sPYQjLLQhLkmJOkJSZPkI3OnjGYA8j5JnHedR+pw7uxNAkgEZ8crDrOt/tRtBYHzjmziV4p7KXB4fNmzc3rmwunZzBr7GgUqkYeuFduRc3nCB1ffM5PUbpjWGBY/fxQjgm28YmCBb0UWcXskefIp8tgKzy4D3vHOqSFBg/NC73NjZrPociwTH8IRWNArakhG50lnFS44+YVfOiat/HkL39HPledTAAl2XFmOkizQzxrI7MHgDKYs8xm0Dtr0egqgeVAb4aulXokSeLmD9iobdDwb3dUO8Z2ODcyGNrNydBeLDpnRQ9g0bAkOXGSZtsKRl7BBCUdGIeaOo75n2d9/cLg3tzYSSbsIxsP4zY1lcCcKafDO1SWnSZ9oyQ0adyO9qr3cNnbSBlgeuefCA/swdLUXWFwVDpXXTthp4QrZVr0mmVJxmVqLPWFZaNBpnY8yJE7P8JfviTuidif7sF+bJyp+CCDg6O0rbIBEpJGquixToYmyWeSWOs6mE2OlcYSQLlnLhWeIWc1onn3+3FPpJme3F86RjktmDteIbF8+tSv8CdHeGvPV7G19mCsacG///Gq13nNLQsycyUwN0+OLbs8JWYOxKD1nJJh//RjqLMBfLY0aU2WdsfCYM62V0j5D50Dx9L7ub778xXFlhWerRwP7KiYfbdQFK/PlNXi0tehS4mqXBHMFe+dYqiRELLdSV7NM2MM06SItVyvhy1bxCy1Zm8DcV26SmbpLygtvKbK717T3smqIxAypfD3vPIaciYRSk3hMlZn12eypgDolq2k3r0Re8tRRucJREIh0GqhiDmz+TT3Hr2ddsdaVsbaQVHwnHMp7W/6LPndL3K9533snnyEp4d/zd3G+5isVfjwOffg3/1OHvrJ1ciaPJ5VT1Wc45XGE6SD06QC44vODV0sMmEfemctSBL5ScHM5dMJ8hlRLFECfvJjw9RfthGXYZq4IvKJp5+G6dxqkCCjh9zUGLLFhqoo+PY+Rs36q8n39WKOKiTrHRXfs7ZrBeTz5IYGKq5FzWbpdYyhyCpXLf0wsDiY020QCprMAVFky/umOa47gSfrKBWzOl3nMWILks9lSNx/d/k8+TzBT9xK9sBuNB3LSN73qwWBZW7wOMr0JJlCa00+kySrh7XKCwuCufS2P+GMabGqVmaHbWcN5v4nxWtg7iyjpknPR77WwHmXCzBnsIkNInriBPl4CvuapSxfb0ICFN+zaA0WPB3n4eppJIMO30sn+JcP++k7kkGSZTreexeZvJFoTCyucSzY3GUJjrNGy3RAJBpLlg5z3pUKamaKJeds4M3vsXLXt8McOyCOX7O5stq7tKcA5o6mSEV8GB111PVcxvRRAeZisxk6VuhKc9ValpkZful+zJ5WvJ1l6ZtGI3Hrx0UJ7NABsdC/0ngCndNCLhRDY3WgKFmMZlH9KM6YkzVaXG3r0KX2lySWQ0dEQnfgGQF0GhwFMHcGowksHQ2s/+PttLz/6pI8p9g3l5w+hSqBTnWVmLngTJZUQqGh3Uj61CxSwoxxXE9NzWU0O3+OW/o3QGXz6ihmkhwabsWtrSfsgLADVFkhNbgE5+ZlhHb18Z3PB5ieyLNyRRiDU9wT3loN3St1jD5/CoCpjIt4gc4/EzD33GPid7n0dSbi/mEkScbsEn0vRm8zJGeQJfGbn9h+EFmjxeRoIDGfmZtj1lFi5gryl6KNdrtrPXpnXalnzmNqRkI6I0dL2Svuifw8Zi5w+Fn2Xu3l7uNf4KcbXiLvEr+jd81lnP/9naz/4oNVcrviBnpoTDRz93gvptnWw3TsBJl8Zc9OOD2DUWPBoC1XkUvDwrvPe8XrLoavX1j+x3xDmAtJfXxi3qanqvj2PIp33VXIWl3VeywWRWauCOZM3gIzN8/RMpyewSaLosV8Zs7ZswVkmdkj1ZKtg7vTKIpacozVO145EYuccKALtrO7YMWe9G1ByaSYPSpYBDWfJzJ0AHtHNQO0UOgKg2/jWjN6KUvUuoRUodiTKADEBu8Iy3Uf5sGPNXPgvn+umlVZBHPp6RBORyvmOKW+tenEEDIyhulQlfmJqqoMHM3S2SN+E6NJ5sP/7OCl51Il86FidLrOJZaZ5eWJh1nqXF9x7xULQIlx4Wj5SuMJUoFxJhpUcmqWDfWvX/CY+Y6Ws6lxBoMv05ZuhOBsqdd1+iXRp+WurR794LIvIWPVM7XjgUXNTwAUFCJ2sAdPDxzcxiZmU+MkZ0Z46p2N7PvWjYw/cw/JFvEb9qx7O8adBdDV3ktDp7nw/jLTc9yPo1Pi+dDU1FcMDAchDdaZnaQi0xz83q30Dm/DkzAxPX0INS+uL7/IYGo1nyc+3lcCc9l8mj/2fZNl7vNZW3uVYHbWXYX/wJMo+cr9zmMUUta5ZhewOJiTnO5SzxyIYeB2vZfdkw+TnxgV7rtUm58ApAIT5Pftxq7YONEJVtXCNQVWrhg93q0kc1GGQwerXj83ihLr5uWXo3fVoo2J77nIqon5gGOl+0UJB5HsTsZDveQ0Kq2G7tJ7/e538Je/iGJdWs6SzAi5ZjHmDgyfG9q2TloLS/1Y16tn5bJKhmgmUCWzPNvo8PZgqR9kZJ75TihU7JcTf9528k58iWHesfr/EDle2AOWbaL12g+hs3tof/IEHc4N/GTf+5i0x7kl/Sau7LqF66+HqSObUdI2+qOV6gRzQ4EdmlrYBCV8QngXpPxjZ2X4kYkIMCfX1JV65qAwoxbIHhYMvG3TRlo800xF6lBVAeY0S4R8N1NoX5YtNsIn9pEJ+6jZcA3xu+/EnNESj02j5MpjM7RdoiVnft9cfnyE3uUqZtXM2tqrsOicFXLouaFbsxFkmewe0cObfPxPDHbCSs9FpWM6XeeSUVP4rlxL4t6fl/roo1//HOltD6H76rf5wxc6mM35SG17qPq7eV70bCZJIBdcz7Nd7XTHn6+SWeZ902R378Ch2qnNiT3zNTD3WpxxNC7R84F/qcdRMCkxFJi5bFawSbY17SxfJ6qjVuUFapZfhEarx9NsxEcNS/Xj2Bwyn32nj2xWZdsjDn656xcMHHsjKlKhZ67MrrlrtfhmTFhq2giNHOKWTwu99JMPevnSDz3UNWnY+YT4GZedU1npMFs1NLbpBTMXmcFor6F+5WUkg+PU1E+gZPIsX6VjrD+BRivhrkkydehvLNl8U1WSff5VArzufF6AslccHO60ouYVZoNiwx3cKxbjuQPD3UvPxSIdwl0jkrKhw0LKuf9pAXRqzOLPZ8LMAdS/6QK0FiPmunYkjbbEzEVGj4IERkMjyRGxcU6eLCSZS03MbNsLMSsabxburSFveQvL2+7h2vXfxFQY8N6XaEY36yHsgFCNSBxzp9qwru8m4wvzt5+d4j2ftqNTAujt5aRh0yVGkn2jyCYDIzNG0hjIozkjMPfsownqGjUsP0dP3D+MydVYAhJGTxOoKhZDgCRG8uET6NztWGqWEA9UAjCTtxlzYyeyVo/BKap8DmMdEhL9gZ3oNSaarMswuOpIBwtyP1mHy9h4ZmBuAZllPpvmcdMLHGzys6H+9Uw5kjy2vszcWdo3onNWdysXwdzx8E7qLR14TE202HtQUJiIVY6bEDPmKsFLqO8lNAZzaZDymYR/oLA5BScwuOrRGC0k5oG5yMkDpINT1G48c4klCAOU4rWGXu5j6v5daM32qllz4fQ0VlUkUcZ5YE5ntmNvX0PwaKVka6A3ww3nTfDA3bESM3cmMkv/RBp3eDM5VWz2s6OXIWv1pb652HgfSjqJYwE530KhK5jBzMqi4OPTLi0NqE8m86ho2HLbAHc/czcJzSaO/fV7/Pmfugic3FN6j1yRmZsJo7N7cIZgPCXY0Zn4STzmFrKBiap+Od9UnkhIoXtl2Zzllg8uzM4VTVBC6alSv1wxDO4GNEYL8QnhaDmbmiCaruxjKUY+myYT9jHkCGDS2hbtTzQ3FmbNFRwtcwWzoaUshWwWNSbYueldD2NIgXXOcPVi2A1eMmYt/oNPkfKPYV/E1GcmcQpFVjGPn36GpdvUxGxynPCJfSiZFGs+ew9X3jeL7tKr0cp6Nr/zJzTRiKSAtvso3hZxT2bzcsUom+h0YcacU/z7fKbH5KgjPj2E/8CTJKZOULfsIgKWNPHf/0rMMvPPLNiXlZwZRsmksLYIR+anTv2SQHKMm1bcUdqTatZfTS4eJtxfaS7iMTWTU7MVA7ahXEix6T0Vfz+fmdPIWjbUX8feqb+SnjjFWDNo0JZmH86NqR1/RFLLrpZbIqurxmys8Ih/630FqaV/phdDChovuAnZ7UUbFs9C0l8GXql8nERO7P1KOITsdNE/LoyklrrLAL+xEVpaysqLpKlyPEEgOYZBY8aiqxwRo2leQsOMjDYLY81/vxNhMSKFfub5MsuzjQ7vSmRNnuHZyvU4HAZHIS2IZYL88fg3WFt7NWtqryDUtwtrywp0Nhdak5X26/+RwO5tvKP2czTq2rj8Kdja/T4A3vY2UPM6nKkrODD9twpQprM40NncizJzRdmzUlgPzjQyYR96Rw2ahmaUiVF0dnFfZgomKNlD4n11q9bhtUwz6q/juedgZgZaLrsYOQ9Zs8gRZYutNJLA3XU+qQfvxbl6K0o2TXT4SOmc2o5lIElVfXO54ZP09sA5pk1oZC215rZF1TiyxYp2xTklR8uhHfcQs8HqzhtKx3S5RBF14rr15E8OkNnxDPFf/jvxn/8Q8/s/xe5LLTydeZTHb7SR+N1dVedIv/AkmiVLiU+fpGbDNeJ7aW+i0f8i2WSWRGLOsX97WCjfjEvwJkReebYGKP+T4jUw9ypDazAjS3pUQwZkGduqJbT3mKhzH8NuPEHDaqFbnpiU8FFDIxN8/S4PR/dn+PFXg9zzAx/eVedBxEBGb0HSajFayj0PrhotQV8OV+saJoZ2MHT0hyjAMw/VcOT5Wb72Ey+JiKhgNLUkqq6vY5WRk0dipOOzGOy11PWIxmODWujdaIWxvgSNHSYmDjyCks/Suummqvcx2zRotBIT415AWtQERVVVju4M8/w2sSENHhSgZWh3CEmrr0g2Pe0b0cpJmmpPEJzJEglksXt09O2OkojmcBnODswVQ9bqUi7qcAAAIABJREFUMNcvLY0niE6InjaTq7UksyyykfXtJnyP7kZnbEA1xsj6I7inL+Fo3w1csPxXyLHvoEgqrnM7SfYZCDsg2dWMpIAy0cKhoEhItrSM8k9fd5EJzwgJRSE2XWLCk5tCbmlkbCANSMQxExpcQDMwJ7JZlRceT3LxtSakgnSyKLGEApgDrEY/qy6vw20ZxR9pxuxprZJZAtRf8GYcyzaVpBdaWYfN4EVBYYn9HDSyFoOzriSzBOFoeSbjCWS3ACxzwdx/7/wkB1fludB8Nbed/2fOPWLi0c5+RgtGJjddOMn3vlgNaA3uBiSdnhO5/tJw7GabSKbmm6CE0zMVs6MAwv0v4+jaiKxZ3CltfvgHxeaUDE0iSVLJuGJu+HYLBrO4wZxp2Aoyy2jaz4nvPEDvp3+BsaalumcuPYM5KwDJ/J4wEFLLYN+uChfMoovjtgfipfmG+kVkloGTe0hF/eRzCsGpDM2KqPDqkrVEA1ZcKy8s9c2VerPOkJnTF5i5oCoKPmPZ1hKYk6QU6Ovp7DHj7LiS3zz5E6766i5UVSE8Xv49y8xcEL3NgysIUznBskzHT1JnWUrKP1YF5vqPiu+gyMwBGIwyH7mtmp1rdaxGW3Dk7HBVgiJJkrA0dhEfH6DVsRpY3AQlHZhABfp0J1lTexV/vjdFIl7t5GqpL1T2JwdLVvAqKh0GcT8rwQDZeJjZQ8/iCINkqTbssem9JORUqcK9mENrcayAZTxENrp4ochTAHOxwtpYe951yFodE7E+Gqxd6E12Vr/7B7hnwbPhRTFBGcHMzcwxQIlNDyJr9cT1BTfieUyP0VFHZPSIMIsCXI2ryOlg4j9uK7EDC8ksYwUnS0vLCjL5FH/s+xbL3FtYU1t2p/CsvRwkqUpqudh4gkjah0XnrBgFAaJnbi4zB0JqmciGOTrzDKMt0GpZvqCL6+T2+7G1rebyZR+lKWjhnFFX1TFecwu15rZXHB7umz6CMQV1m69H9tQgzQbRWpxlZs5UOZ6gKLMcmN6OJgdtTdWusEWzm7ilEsz5k6MVA8OLIel06JvaaZiEUVeUVxvzB4b/PXHy+d+Q2CV6vWdSlWt/kZkDeHr4V8SyQd6x6juiZ/r4LpxzTLWWvOHjaC0Oso/8gU8lPsCSkfKw8Guuga9/HV637mr8yRHGY5Uu2KcbT1A0JIJq2fzpIhPxo7d7kRtbBDNXWD+LIwsyB/egWdqNbHdgUGYIpuu4vWD4vPlNSzGlpApmzrdnG46ujShPPY6aTOC95ZPi+uYUOySzGU3zkipm7tTYC4SdsK5BFCm95iWLyiwB9Bs2k93/EkooyJGImP+2qqbcKlFnWYpV72a4VUVyuYn8yyeJfPlTGK6+HvtXvs+zI2IG3c51SfyHnyU3UB5kruZyZHY+C5u3kIn4ca+6GL2zlrRNhy6XYJVufwU7l9r2EJq2Dn5u+h3v2Xsn8Boz91q8ytDo7IQ7ZtCvdqAxGdDpJLau/wWpjJ2lFwsr3gfvTTJDLZpMiovWxbjhHVZ++a0ZfBNZLr7BjYMwGaMDm0tbsdC6a3UEfTmcrWuYTY4xNrydtNtC8wob//6xPs67UEcuI6qjmXj1Jt6x0sj0qRlQVYy2Gqx1HZg9LWSC4kH0eFTG+hO0LDMzsuv3WGuX4l5aLeWRJAlXvR6LSUMi17AomPvue47xyS172btdVHGblylICjj1Y+gczRU6bneHGAlQbz/EqYLE8vUfbETJqxx+IYRDEyNrTrPjiS9VzE47k7A0dRMryCyLklBrfRvJUWGhX2TmvF6V4AtHsS9fg5rP4L1xFfLjT3Jo77t5qe/9qNbthC84ykfucGOagaweRmtS2CMSZLV88Q4DWVnPu66ZxmBQyEZnKwDrpouNNDBJyNzAWH+CNRc7iWMh2H96MLfvxRSxiMolrxO/bdw/jHkumCsktVajn8/8nzqclnH6+2sxuVtJBEarxgQse9e3OP+7lTK9ogSmaNGud9SWQAGIhf1MmDnJYECy2Uuz5h498R885P85HYPwkfN/hyRJ3PhHCaOi5679HySTzXN0X5oDu6p/U0mWSXQ2kZRTJYfARms3MnKVCYpg5srfdT6bJnJi/1n1y2US4RKoSIbE3L25xhXF8O15FHvnBgzus9stimxAJOMndmSYXDiO0d1U1WcRTs9gSstoDGa0C/REuVZuRUkniQyVJVsjJ0Qi/eKTSaJTInlaiJlLBMZ44o4tHP3TNwjOZFEU6LRuRULClGohHs7hXX81seEjpPzjhAf3IRtMFW6Cp4siMxeTxb16MtwswJxGh9EQRmcVieXNH7BxaiBH/0lxH6cK3zdANigSyMx0qMTMZUjjT4wwHR+ixtBCNjpbBeYGewW47VpZmXAXe+fu/GaZqdLJetocYmxLu7MaqJobu4hP9NNmPwdgUallKjDOrBvCapAm5So+804/D99bPWpEYzRj9DQRnxgsJeQAHXZxbiUYwLf3MdR8VoC5BZwd7YYaVBSk5haQJOwdC/dvFZNQRxiiI0cXPAbAZWwklY8zO3EUvbOuNHx8PHqcJqtgwxq23oR13Eu6eZjwjHimFWTi4RzJmFBaRKcGsNYuZTYl5LTzmTmDvZZkcKLETlpD4l71SQHCtwk54unAnLVlBdvH7mM2Nc5b57ByIHo0HV3nVjmwLgrmMr4qiSUUBoenUqjJMuBfW3sVeo2JPZkdjDVDu+fcqtcl/WMEj26nYetNbGh4Pe8Y3kp+Xr9wMXq8F9EbeH5RGZ6qqgQjw9g0TvR2D7LbixLwYfQ2VfTMQRnMKZEQE/UqhyM7cAXB3thd9b5zmbm5Jijz+xvnhratk5ZRGDZMvao5YVA9MPzvieGd9xF+/hFURSYiLw7mev3P02jtps25hsTkCTIRf0Vfs87ioO0Nn2DqxQeZePZeLM3lYeFaLXzpS3Bx19UAHJh+rOI8c0flzI/w4N6SPDt5hn1zqqKQjQRKzFx+bBg5Ju6/oswyd2gvunM2kEvFIRsnLdexcyd0dMCSDi1mnYO0Jo8KKAYDof6X8G64hsQ9P0O7ej2OS69HZ3MTHthTcW5t14oqMLc/KgoN67tvBhDMXHzhWXMAuvWbUaMR4j/7PgNLFWo0DRXmT5Ik0eU6j8HIXsw3vZtcfy+6NRtx3nkv4/F+BoO7uar9Q+SkPM9eKpG49+el12YP7kGNRsgtE+oca2sP1pYeElnBSG/WP1/qm1MiYdLbn8J4zQ3UHZrG9LJ4/l4Dc6/Fq4qcRUuyLk56rZBazg7to632WXYfuxWt0cbeF1Ps3pnDL4kNJXJwiC/+wIVJTqM1alG1WpyEyBhtWF2V1UNXjZZUQkExuclrQJuFlBrnkhtvIzg9y7fe3ouSN5LNGdj3/GTVtXWsMqHXiOqjwV6DJEnU9VwKkR2AgkmfY2wgSXNnmqkjT9K4/s1c03yU5/8SrnovZ42OllaZ6UAzM0MLV6uO7Yqw7jIXn79fVJA1ujCaPNQ5+shpKzlws7eLVNaKU3+IoSOChbvug43o9BIHnglhUWOE2kIc23knvrH9Vec6XVialpGYGEBVFBKF/h1baydqNkd6KsjkyRSeBj3xXUdQMjlqLhLAoeFda1GzWc5nF70Tn0Z3eD1S6wiZvTfQoohFd0w7iSuoYjUGWHe+Ee+WbpIH+kuL8dyE2mFM4ybIYKiGZCzP1htrSOusJCZOL7N8dlsSrRYuuMKEouRJzI4tyMzZTH4aa33oNBlmI028vN2BksuQDE+VjlUVhZGfbWP4p3+tOEdxwy/2hBhcdWRCMyUgWGNuxZ8crepBWShkby1KwMczw7/hlwc/QVeohtePrMLoqEHNZrH6EtwcupbjgR08dPAucrkyGJkfM0uETLnHK7T4Oo2BemtnFTMXyfgqxhJETx5EyWVwnEW/3OzJ3aCqmJwNJVMfS5MYT1DsyclEAgT7dp21xBJArzFi1FoJJ6aJD4rnU2+rr2DmckqWaCaAMZ7D4GmsqpoD2NoFwIgNlxP14cEskgTZLJw8NIXWbK8yBwHoe/zfUfJZgsMHCUwIAN3UUM+mxjdRF7uYeCRPzXqRzPj3P0HkxD7s7WvPmN0sgrmERigE+vxNxKdOgbkJu3kas1vcq9e+2YLNIXP/3Spao5VkqHyPZkPi+U/PhJG1ejwJcQ+cCO0hlJ7CgwDFpqqxBFmcbhlvbeVWZjDK3PhuKy89myIWLd+/Pd6LcRrqq+aGgSgAJaeGsGs92PSeRR0tU4HxUj+V1X85ACf7Fr6XzY1dJOYMDncYaqlxC5CsBgNM73oYndWNJQ6ytZqZK8p0va97Jw1bb1rQ/AQEM2fVujCmqZBXzQ9PARhMB46WEtGckmU6frI0bNw/nmZs1z+Q00HkpKAEio6WM6Np0rFZAif3YK3tIJAcQ0audi3M5cnns3Te/C/IBhOGgqw89vqLye4VsubFwJzeWYve5ub5kXuosyzlnNrqUSA1668i1PcS2VgZrJ+OmZvvZAkgFweHz5FaGrRm1tReyS7rEWI20Us8P6a2Cwe/+gvfIl7jbiQdrN57QUgtI2lflUS8GNHhI8TlZMn8RvbUoMZjGJ0NFW6WIJyF90z+hR+/ZZIvr3+IgOKjp09T1UcK5bU9YYaUv1JmOZ9FLYamrZPmMYgRw588O1OP+VEEc6+GmUtFZsgHfWiSS8mZFwZzqqpyPLCjJHUOHRf31lxmDqDtHz6FxmAmNtKLa0W1gVWtpY1GazcHpuf1zdULyfj8/sx02EfKN0rd5jeKaz1DZi4bC6IqefSOGvQbzkeNx4jeLPaV2GMPkD1+hPz4CLo1G8kUWh6au0RrxGWFaQ5WzxIUWSWnhXguBIqCy95GrvcQ5ls/iCRJOLo2Eh6olCFru3rInewr9a0CHNYepXlGj9vSXPoeUvl4aZD9/NCvF99r5OffZ7BbYlXTVVXHdLrOYzR8BM0HPor5vZ/AdfcjyGYLz478FlnS8NYVX+W8xhvYfqmWwCN3o6YKPaLbhQFNxiXkyrbWldiWrCQ+OUCmoZNN+hdKzFz6yb9CNovx2hs48uMPYDwg1qm6uqrL+V8Tr4G5/wuRkEUikqsVyf7hB79KTnWwv/+tDB3P8JNvhXB5NOTrGlElidBLfex9JoqaVwin9PzoK2GchEnpbKWB4cVwFmbNTU8NggqWOKxceyvRwG6ue//tHHhKVI1yqoO+/dMEA5UN8B0rjZiMBVv0gstYXc9lyMosLucQpw5FyaYVah3Poip5tPVvxDeRpW9/tY24q1aP2aQQTbcQGq9m5lRVxTeWZukaK7YmOyoqqfg0sgJGXZxoet48sBBMzK7ClN/PqSMxnDU66ttMrNjs4MAzQYzZKCmbSJLioYVnIy0WRavxpG+EdMwPSNg7C451Iz4mh5JCYrltLxqriZOqYHPyaoCW91/Nag7TLp/CcrieUN87CQzspE4uS+9cQXCaJ/jHrznwXLCcyP4TxMdOAWCYY0IROy4Si8NjohLYstyCqdEtRP+AfyrLm7r+i93PVPa6PPtogo0XGrHZZVLBSdR8rgLM6WxuFAx4nLOkZgSLFEq1sv1RkQQXpZaJoSleuux2jn7kTvr/5Z6KcxSdxkrMnLMONZ8jGxOJl9fUSk7JVPWgLBSyu4bDuuP8ZO97We29nIu2xfGuvASA6QdEb8dFmktYXXMZfxq9Ha1rmqnxPOlUNVCc8KSxxiVqzOXP22yrdLRUVZVweqai4h7qFy5bZ8PM+QZ2giTRtOF6UqFJVFXF3NiFms+VpIL+fY+DolTMADubsOtrCPpGoACSdUZPxeDw4lBxfSRV1S9XDHP9UmStvsRcgABz1176HA1NWSYHJheUWGYTEQafEr0J4bEjJTDnbTLwuc0PsDr+CbJpBUPjKvTOOnz7HiNyYn9Fv9z0cJL+fYtLr4pgbpIG+ttvZSLXQmx8mIyuGbtpCmeDSNpNZpnr325h2wMJAWjnFByKMks1myMbjFGrCPC2d1IUIJwF9cH8xFU4WeoWBMAXXGEil4OXny/3et3c8zW+f/mBBeeGWRq7UJU8yZlTtNpXM7yIo2UqMM5oC7Tb1hAaEfffUP/CYM7S2El8chCHsQ5Z0tDpOhdNQZac98/g3/sY3u7zkQDJWg3UijLdRMsl5NbeueA5ACZifTTZV6A124mdBsy5jYXB4ZGTJTA3FT9BXs3RZBPMXO/OCMFDlwAQlh6i1jqIivh+x3uP88QdW0iFp+i+8mP4k6O4TI2lgeHFSE4NocpQe94bsLb0oB0W63f06i1IBdAqN1aDitjoMawtKwgkxznie5qLWm5d8Lf1rrsKVckTOPh0xXellfVVYC6cXpiZk5wFMDdfatlwPQmdeDbbHWurXjf5wv3Y2tdgLTDXBncD6eBURZJcjGJP3WJSy6ntD5AyQk29kPYWJesGq7vMzBUkk/954GP86843MFmrcGPoCj4xeA1rYx1ImupRFFa9G62sJ+XQl94nr+aZTU0sCua0nctpLnx1Q6GzK57Oj1BBZjl/BujZRCo8jaoq2HId6GuPMtf8sAjmxmN9RDMBlhfm+gWP7URrsmFrqexz1Du8tL7uIwCLuhGvrbuGo/7nSOfLuY+5vgM1n6sCa5EBIbH0brgaWas/Y0fLub3NphtuofblYZyf+yYAsUfvx3+ZuA9052womZGt2CAQyuWiboR9iTgmo4dofBKdzY3uuR1IZgumN94CgKNzI9FThyscirVdKyCVIj9WyA2yEQacflYFyqqBGnMbsLiLtWZpFxmvneNLUsTNKivnSCyL0eU6DwWFYf0Ejm/8GE1tPXk1z3Mjv2Nd3TU4jXXc0P0FEros21cGSf5VFEcyLzyJduVaYoFhtGY7Bk8j1taVYubimo2cp38B/0zB6fWxh5Br61GWtpGYOokmOYbHIxxd/7fGa2DuVYZ/7CApJQoqpB1hZof2Mb7vEVKuj5DJ2nj4NyGe+WuS93zajrvVxqynm+E7/8J9XxtgSbeBGz/gJhlOYyVGVLWWBoYXw10rNsmJoafRKTKyCiu2vI9rP/AQGt0AF9/4TxjNARy1XnRSiLu+XcmotS03YjGK5NxQMOao6xEPYFPjQfY9ITYyOfZXbPVdhFPCRWx2pjo5cdToiM1maVregU6dYnIkXvHv8UieVDyPt8mAzmlBNafI51NoCnucz++tOH7Wl2c8sBopcYRTR0K0rRIVmXWXuRjYF0WORsjYRPIZC58lmCtstJET+8llkuiMNsxtYlNMjfiYPJmkod2Ab9se7Beu5ssfyZDOW4mM9NF9x9vIo+Gy6f8Wx5uu56LP/gVDMoemUKArgrlMUqH+xgtQc3kmHxaJxVxmLnZMLPLTOZE4tHSbcHV5MeQT+EYT7H1qO5df/Xaeuf+/S68JBvL0Hc6y9epKYGbxlM1jJEkiQy0ue6Dk2rns8nWkwo7Sa0Z+to0XVn+MyL5B3BetIhuIkE+Xf9c6y1KMGgutdjEouWiOkv47xhPMtJr4xebDNNtX8iHv7ZBI4F59MflkmqPv+jYgelQ+tO5n5JUMLe+/A1WF0aHKiqeqqgwbp6mfUEtMJ0CzvYfJ2ABZRezoyVyUnJKpSBZCfS9hcDdUSfFOF4HBXTiaerA3LkfJZ0nHAlgahDQsUeibm9nzKHq7d1EnwVcKu8FLKFwe5aHRuCoGhxfBsm42VuVkWQxZo8Xc1E1stAxoE1P72VL/Hm658vsk/DNordUJ64nnfkk2GWHJlreRjvrxnRLn9DQKBs9iF+tLIpKnZv1VTL/4ELlktKJf7tf/MsQdb1rc3VGjM4DGTFYrEX/vd1DRkPINE1PqMOpjuJrKycLNH7CRSavEUjWVzFywLFPMzISwGWuxZg3snRZgzpYQCevc37bsZLnwDr5hiwGDUaqYb2fQmHAaFy7fzh1pssRxDqORIwuy0qHZE8zUwvrG6xg7JZ6nof5c1XEgmLlMaAYlGef1HZ/iyrYPlhL2yNBBsrEg7hYBGKTTMHN//M/DfPfdx6r+vRjj0T4ard1YW1cSHV5cZlmU7IWVUAmMFPvtmqziz727wmhDzdh0HmZqdVy/5nuokkSNp5fhP19NKurjstuepHHttQsyPblElMQpcZ9mMzFsS1aRHjqG3VCDXwpg/8oPMFzxemRzpWGIqqrEx8RYgh1j96GiclHL2xf8HM7lm9GabPjm9M3Jklxyfpwb0Yy/9D3ODdklCgbTL/+Zgf/6KpMv/IHoqSOs052HpICkSiVZbjGSMyOEju+k4aK3lv7O6G4ERVnQBKPR2o3DUEtvYOHh4ZM7/kDaCC6bWGulwr2hN9hJB6dQ8jn0GiMrPFtpd67jkyvu4mtfhuu5HsbGSo6L80OSJOFo6TCVwFwoNYWi5qskscUw3/xeVn3jYWTkVw3mgqkprHr3aedTni5UVSUdEeuiV2rE2tDP6Hh57yqCueN+4URcYub6done8AUA7tI3f56mK95N3flvXPCca+uuJpNPVgDvxcYTFPvlHJ0bMHqbqwytFov5RlWa5lbsn7gdjcmK7uZbsXzydoxveAv6dZtK+/CV19fxrW/B9deL97Cv3AKqAHPh4DCe1ZeSfvj3GN94C3JBqu3oPhdVyVfI8rVdIrcrmqAcnnkKRVZZo64qHVMsoC7WNyfJMoEOJ/sKrbsray6pOqbTJaTJg8GXS393xPcMs6lxLm59JwBd7vNY5b2UZ67UEL7nJ6iJBJk9L2LYegWxkV6srT1IkoS1VYBytbsZlxwk23cUNZkk/dSjGK95Y8m9Wp+boL7+1Rv3/L8cr4G5Vxm9L/4CSdJgyGsJB/s59Mc70FtcNF/4cRQk7v3+FDZTjnd+3I63ycDLzivJp3J0HnmId32hji/+wMPKdmFcEsqYK5wsQcgsna6TJEK9OO0FW/m2dbStvo43fHQbZvsMF73pczhqPbS0xvjNv0eYHCsnFkaTTFOLqKoXmTmtrYVAdAktTQeZGU1jNM4Sn3iB1s1vZXq04HA3U52cOGv1hGYybL5mGZKkct9/VCYN/jFRAa9pNqB1Wsk7xHmLYG542FnSYqfG/Uz/7QDjs+eAkiY0eoT2VWJGz9pLnagqZH0hlMLg8MScZPhMopiY+fc/gSKLeYCmVrGAxk5O4x9L02SLkByeoZ9uUknwRVsZ2XeUvM3JS2zCnhMgWL+sDWdtF7YY2OLikXGGJRzmCZLRHI6NXdhWtzHzmNgEKsBc7wiSTksUG7JWoqbFSOP6OmRUDv1llJFeYUs+NnC89N0UjS1WrBFJagnMzWHmAOIZLzazn/h4P1qTjRs/t5Z4XPzGB+/4OUc+/B84z1/O1iM/oendQqqUnixXoY0734b+R79GpmC8UQBzRZv74sLuT4yctocinglx5/l7kfMqt53/CImjQt7hXnURiZNTaBAATLY7abB20jr9eZyb/4Zj02OMzBuePBY9RpwY9VOVG2iLrYe8mmMqJljIIgCaK58K9b2Ec9mmBSv5C4WqqvgHd+Ht3Iyp4KyZCk6WLOXjEwOo+bxgTzZcs2CCcCZh03uJpMqJnoxI2ovV3lC64CDqD1bNmJsb1pYVJWYulVTQZsTz587+J1bTOJF0pVufks9xfNuPqFm2lY5C725w5DCyDK5aUTSyOMRnSkRE35xSmAPnmAPmAhNpfKMpctnF5bZ5jROjLsqyc+3IUo58bIpwUnxOs7uc7PesNbB6o56RUfeCzByI8QR6uwd33FCylbeGxH1SlBcD+KfzhIMK3SsXHhVhMMpsvNDAi08tPqx8bpRGCYwP0O5YSyofr5JdAfSm9qPKsKH+9YwPi+saPZklm61+RkqFgYlB3n3O9zm38R+QHMJTfXZYJMwurzivvAAzV2SUTp2aIOzPLvgcJrIRQukpGm3LsC1ZRXT48KLPaxHMxS1gKfRajUeFCUFRZtm7M0z3BjvdnvOZqHWwxPEy773sfVx35adRcwrr3nAHOnTks2kCydGqHqzJ7X+gSKOkIzPYlqwkPTtJjaGZmcQpzG9/P+7fVg/9zoRmyMaCWFtW8PzIPXS6zqXRVt0PBsLkyrPmMvz7Kh0Ii8PZi6GqKtG0f+GeOacbFTj2l+8ycO8d7P/2TbzwsdW89KE1NEyCJ2VBjlfeO5M7BIvQUJBYgmDmgFJxZm5IksQKz9YqZk5VVQZ//y0C08dQpfLvrCk4A+u1ZgEQC1K7b1z8PP96yU4uMFyGRgHsduLj/aV9bqFwGRtIWjUlMLfYWIJSmEzoz30djbZlnAwJ2/3oSC/PvHdpyVnzTCOUmnpVYwky8SBKXuyDjRo3sjbHkVMFB9UMJBIFMBfYgV3vpdHaTS4VJzp0CNc8iWUxDI4a1vzjrzEs4vi70nsxWllf8cyXxhPMM0EJn9iHubETncVRMLQ6OzBnsFdeg97mIa+VsP/zN3H97H4ko7FkRuZsqOO228oD4Q3LVmNIQ8wKuXQMR86CmkxgvvWDpfdzdglANdcEpQTmCn1z+8YewZiEbleZqawtMXOnFv0MaZeFyQawRSDx5MNV/+4w1lJrbmMwWD73s8O/waJzcm7DP5T+7oZl/0zYmudFeSfx390FmQz6rZcTG+3F2ircqG2F/1MrigLGYy+Qfv4J1GQC4zU3EOzdIT4badrqKxn2/23xGph7FZFNx+l7+XfU1K1CzuTIpCKMHfgzy6/9JxraPcSwkstLaJIx7v3BDJ5GPcMzZo41XsYaDnF+0wgWq8xdvxTJyGzKjHUemHPXamnvfAKQ6Np4Cw3nXIPeLNiX5u5LOXbsdqyOYfI6mfq6CKgq/3ZHZT9WXUMEVZXQWwU7dOJYhpNTW6h1H0CS8izr2gGqwpJNNzE1IjbhoG8BMFejI5VQqO8Q1aoXHj5OMlFO8PzjZQmXzmEm7xQJmkYSn8kX8JTsrU98+w9E//lbTAQKD63xWImZW77JgcEkkw9GwCYAYewsZZaQ1FCCAAAgAElEQVQGVz1akw3//sdRZDC7mtE5LGjtZh76/kkUBWpCgnm5/4VGrnyLk4y+nfh4P2OnsmznQhKSmQg2nG0uEtNDaPPQZOlGzoNb24DTPEEikkeSJJrfdxXJgnxhrtwt1juCZVkTDruKbNQjyxLNG8Um1//0OImgqCyr+TFGB8X3N9iboZFxOpaKJGUxMBeOezFrfMTH+7A0L6N7vZ3mFbWoGT3p4Cl67vwo5z3+DUyttRgbxW+fniizXUeeyjDyrIdTR+MV112sCNaYRLX4VP/jPHmLtyQ7nBt5Nc8Pd9+CzxTl/b8U0sjZI89hbVmBwVlLYnACjSQ2ZckhOtalvR8iNbSKJR/7PEeGK2cwHfU/B0DDZCWYK9qDF6WW82dHZaKzJCYGzqpfLjo9SCY2i6dzMyaXAFGJ0AR6Vx0ak5XE5CDhgT1kIv6/q1+uGHaDl5gaQucSxQopI+7zYt9cEZgaIplFmTkQYC4xPUQ+k2J0KEetYwBkIwarB7N3jPGpSjAw8vIDJAIjrHj9Z3E0iecs4TuGq06PRiuWfotDPJvxcA7vOuEYKGv1pYooQNgvTFOKEs2FIocDhzmM7vA+rEYfqAqhuNiAi7MRi/HW99uYnPbgG5nkPa+b4rYP+Bg/GkbxCFYiMx1CZ/PgCglQbtCY0QZC6GxuNMbyDKyyk+Xi2potl5voO5zFN336+WsAOrsHndVFfKKfLc030WJfyY/3vAPfPBOgPu0gpqyWTvd5JTCXy8HYqeo109xULgwUQ9JokJwugjN92NrPQasKQH06Zi5vDJHPqaTi1Z+j2I/VZF2GrW0V2UigBALmh0FjwixZSJjL6oXx6HFcxgYsOgeZtMLAvhg95zvodm8m4fQxbFyBo/YwWiWPPRSk76efZOdnzufFz24hkKhm5sae/DXmwgiaZHga6xJR+Xcqi8+wgrL5SbjOxFD4ABe13LrosSCklsnpUxWJ9nwwl8iGyanZRQ1QEmbIJiOs/vSvuPDH+1n7uf+iuXkzr/8rXLItyXMf7GboTz8qzeyaeuF+7B3rsRSMXaA8SiQ9u0jfnHcrM4lTBBLiunKpOAe+ewv9v/0itq1iXSleX4mZU0VOMH/otxIRcvysnCefTmBpWtykyGVsIGFUSgYorwTmtj/k4831O2gxr2EoLAoNoWMvkpweInTsxUXPs1CE0lMLMuCqqtL/uy8ztfNPp319Kly+f1sKIx/6Z8TaX+hQEGBudgfLPBcgSRLh/t2oSn5RGeUrhVFrYYVnKwdmymDO6GlC0uqqmLnI4N6Ss6zR23LmzFxk4REyOpuHTKSyT604Jmj+sZqObowpyBVqWKbte9GuXCvmwBXC4GnE4Kqv6JuTnS7kmjpyA8dQVZX904+xrA8MreV72aJzYtbamYmfWvQzJJQYMy162vOt9P7sU4w//buqYzpc5zIwK5i5ZDbKSxMPckHzW9EX+qoB1tReSbt1NU9dAeHv3g46HaxYQSY0U9p/9A4vekcNiegkU2oz3pHnSW17CMnhRL/lEoJz7ss279nliP/T4jUw9ypicN/9ZFIR2rqvLLFPksVK99WfwF2jQUFDxmDnqptd/OLrU2zfFiMeyfP74U3kPTUc//RdKJksil9UFPwxU8XAcBDMXHvHk8iGTax7yze59AvbSv+WSSsc3iOqUMlcFCUd5O0ftfPAr2OcOF4WmHs8EZJpJ6mE2JB6D2Q4MX0+Wk0Mj2uAro7nsTeuwNGyiqkRcUxwEWYOIC+J5EynjPDgb8sVdd+YSPZqmg3Ieh2qJ4FOdmJyiEU9mqxlYL84Pj4wAdksubgTSeeixtNXYub0BpmVW2xIqSgai3Ayip+lzFKSJCzNy0hMnkCVwFInGswVtxfJX1hQ+4+SrW1kMm7nfV+so+281Vg0kzzzwBRxLPxZvY4nuQJXvYFkYTG/vvMzrN8nzAoc5kkSUfE9Nd16KZhyQBk0A8R6R7H1tGLS5IglNWQyKqYm8e9jB4+gLbh0Wa2TvPg3AVyH9gf5At8h+1cB9OKBEQxWD1pjWZakKCqzYTc6dYb4WF+pQnvtjWY0cQN+m46RzktLLJWhUbA2qYly9WpsQLCeR3eIBKHMzIlNxKxzYNLY6N93H9noLLOFKhgIZvXp1nfzy2c+zP7px3hH7EY6+/PkZ/0Ej27HvVoYysRPTKGRC0YiMfGQTAxJGB//FWrGzIvOmwimygxNr/85XIYGbNHKamiTdRkSUmm0QREAFWWWxQrk2fTLFefLzWfmSjb1EwPM7HkUZBnv+upG7zMNm95LQhfDfVFBzpIUIKfogFb8LKZk9Yy5uWFtWQGKQny8n+HBLLWOfozeFax723dBlyMQmCCTEQUAVVU5/tfvYWvopmnddRid9eitbvKxvpLEEsBsL4M5g7MWR9dG7B3rkHVlgBT2izVhZnRxMJfK2XHpZzhy63fo9IpnJRwT957JXQnmbniHlWUbWjBowwR9cZ76c5LoZJS+gEhkk5NB9HYPdp9Yw+osS0n7xxd1slyMmQPRNwew8+lXZuckScLS1E18fACj1sLnNz1ITsnw/ZfeQjYvPruiKpy0B+hINaGRNIyfytG9Spx/ob650niCiUp3VNXlJhKfxLv2StSoWOMWAnMGrRk5b0SyiQw2Gqxel4syyUbbMuxLhWQzfHJxmZwtbyZhKUvIJmJ9NBYklicOiB7qnvPtLHOLpDjR2kcov5XfPvo3Xkw9yYU/3s+qT/wc/8Qh0koCt7ZcvIqPDxA8up3GC4QMMRWeLlXX7UktvsTwooZKRTC3Xz6ILGm4oPmtCx5XjOIzOdfV0mtuITBnwHY4s/DAcBDMXNgBSDL1m9+IvWMtjZfcQuO0ho3aTbzhX4/gXLaZY7/4R7Z/fA1jT9xNqO8lGrZWju45HTMHZSOn3sALJGeG2fW5C5l84X6Wv/e7NN76+Yrr07jF/3U5kZrNH2GihkShNpkW98PpHGddxkaiulSpny9QMDVZDMwNHoiRiudxZVcRSI4RSftLBbzoSO+Cr1ksFmPmxp74NYP3fZ1TD//otK+fC+aaNRKqIpUKeaFCe7nROc1kbGCO+YkYMXM2e8D8WFd3DaORoyXgLWk0mOvaK/aiTCRAcma4BOZMNS2kA+ML9kzOj0xY9EfrHJWyX73DSzY6D8yFptFZXRVrMQiTHHO+IJP3tCIdPVoyPimGMEE5t9rRsruH3OAxxqLHCOSm6OkF7ZKlFa+rsSw+ay6fSjCZGyWpybD10i/jWXMZh374HqZf+nPFcV2u85hJDBFO+9g5/gDpfKIksZx7rht6vsh0HRzqTqPfuIVEoXBdYuQAa+tKYiPH6DVspcX3HKknHsF4xXUoKEQG9+LqEb9/k/M1MPeKIUnSKUmSDkuSdECSpD3z/u2zkiSpkiR5C3+WJEn6sSRJg5IkHZIkaf2cY98lSdJA4b93/d/9KP//x9EdP8NVv4K6ts0lMOfuuRC92UFNvQadDm75kJ1v/3cbX/lVK5OjYiO2OHSs/dlHiB8fY+iHfyol2FGsVTLLZOQYLs8JMsp1VecfHUyTiLvRW84hlpwhE5/lo7c7MVskvv+lMjtns8ySwMhvvujEN7qfYwczTEYECOxsfxK7eT9LNr8VSZJOy8w5asSikkzXIGv1dC0d58HflMFckZkrJot5Vww9tSXGJ56pZXC/ACyJkwXrYkIo+lV43f0sWVkGK+s2G8hbU0iy2PhDvtPLPOKRHJ+5bB+Ht5eNRCxN3aiAKoO1XlTIp9JOXATRkSFzuI/9kQ62Xmene42ZNVetRpZUdv3xIDm0jNHCEEtx1+tJTA0habSsW/NuehJLyEqZEjMHoPfYMXc7IatHyYlrzifTJE5OYV7eQiqaIZXXcXhPGkO9MEOR9QIc5ZQunJ4pdv5NJHWBfcNoUIgeFCYz88cSAERns0TiXiQ1Q3JmuFSh7TGcQDdRi7O+n+0//VTJmbLMzIl7TVVVRo4LMHdkh0gMdDY3kqwpVQQlScKeNhDWxJBkDdGhsrtfcFcfhzv287fQf3Lt0o9zuVXIJ8KHnieXjOJeJcDcXGYuPirOM3YqR4t3Cfk//IasJsC/vvgG0rkEqqrS63+elTWXYHTVV1RDDVoztZb2RZm5UN8uKLh4nWkEBnehM9lxNPWUwNzc8QTxiQF8ex7FtWwzervndG912rCoDrLGHOZNbchGPblQFq3FMYeZm0aLDl124RlzxbC2CJlMbPQYpwZz1DkG8CxZSdPaN6DJQUPdLrY/KlikmePPMzu0l+XX/hOSLIvNvWklmvwA3qYCmEwo6E2CFYoX7uN1t/2BtZ8v92+qqkq4AKrmDo2eH8mUDb1OrAUddsEUJQrFo/nMnMksc+0tIoG491EtL0+10uBK0XZhM3lknvv9JDqbB/u0AGB1FiHzmm9+0n80i8Ml461bXP66cp0eu1Ou6Js7XRTHEwA02rr5+Ia7GQi+zK8P/SMAg7O7SRkUVkirSCYUAj6FC68UgPHUQDWYK48nqJxbGHfqUFHwrruyNDy8KLP8xffC/Phr5fVbjTrQOMTaEJ2tPsd4rA8ZmXpLB7YCmIsM7lv0M1qSMkmHAVmnR1VVMZagaH6yS5xnxWaH6H1RJYIehYzlRtIZM+OjFuwda2m95gO0fEz0wob+ck/JaGHsybtBlllyzYcAkZQba1rQmmxYgmmySppwamHWMDZ6DNlkYaf/z6ypvXLR3sZimBs6MNW1l+YjggAqWSVdGhReNBdyLOBmKZnNRJwSdmtTyapeTafJHHgZ/bkXYm1Zzrlf28aGLz+Ckk1z6EdCqjxXYglCBQKLM3NLHOdg1trZ338fOz61kcT0EBvv+CtLb/xc6TqL1ye53KDXo42KtXkxZi6ZEK+zvgIzl5JSZKU86dA0geQYeo0Jq9694PH+QjHWFhWsyFBofwnMxf4eMDfPyTI+PkDvzz4Jsky4f3eVQ+TcSEXKpluaZICkv41ArhLMpe2ClVlRND85vhNLU/erWqvX1glX3/1z2Ln54wmK/XL2OcycquRJB6d4pchEfGhNNjQ6AzPHX2DnXe9CVVXBzM0Dc5nQNHpn9TMgSRJ2TxsALsmNZDJjuuFtVcc5us8lNnacXKJsXqXtXEGuv5d9U2Juak8vaFraK15Xa25btGcuPjHAZMGUfFX9FWz40p+wd65n/7dvYvZIuS+00y0UMoPB3Tw78lsarF2l4tDc2Nx4I7WaRp64EnQXXlbq952rDLG29hAbOcqQayuO7BRqcBbDtTcQGdyHksvg3CCex1rLa2DuTONSVVXXqqpaypYkSWoBrgTm6lCuBboK/30Q+GnhWDfwFWATcB7wFUmSqidt/j8S/rGDTJ96iZUXfBCjvRZZBVmV0DrEQmK2yPxpTxNf+K5YOK9/j4cv/FQk5P/wLhctN26i7o3nM/i1/ya06ziSXkcKY9VoghP7H0BVJYLBamZg6JhIrho6riQanSCXSeJwZHjfZxw89sdEiZ0zaIMopgxKPs2Bp3/AsQMZmrub0NqXs6LrYSRUWjeLauPksHhNyJ9DUSr7Lop9NmFfDktNG51LJ9m/K81EAaT6x9M4a3Xo9DKqopC3RNBnvBicdehsbuq7vAzsi6Lm8yRPicW6yRwiHF+OyzWE0VROVP4/9t47Sq6zyvr+3Vs5h+7qnJM6SFaWZckZY2MPOGKT0wAGTBpeYBhgGPgGBgaGGQ8ZhiGZMGAbHLAxzsK2cpYldVDn3F0557rfH09VdZe6ui0D6/2Gb3HW0rJVqrp169at5zn77H326V0vkzGLBMHvayMWnF2zb2vvg25OPBvgP+4cKPb2mOrXkcvf4UZnA153lnMLVuwEaGQSJZ3hdKKDd35abDrWFpEsp91DxWG5QB7MjWKoakZWqanuu5pYZAG9NkximROartkMCQ0LDwrGJzo0A4pCprKGXEYhjYYDzybQVovb3tZ8inCwHqP9akymOY48GyadypEYFhXeyICopMY8E5gql8xPAHzzKSLJpepegZkLPXGQ3PBuzk3dTovxv3nsi28hl0mjcVqQtWoSeZllyJsmHhYJfAHMSbIshnTmmbnQ6Em0cx5StRWYm9cTXtZMPT56iBfee5o23zrecdHdxV4P30kx5LXAzMWG5zDWCpAeHvaSySjMTWVoaFHTaNpM7JffYjRwlK8deTOzkSH8iTn6Kq8Qw1rPk7Y0WHqLzFzovIq7v38/hro+JodlTv7BzwsPuPndD2Z5/CdzK+7jQniGD1DRvgNJllHrjGiMNuIBce2NtR3E5kcJnjuC60+QWAJo87Nx5F4b2koraW8YfWVDsc8imFjELFmQWJuZM9V3gSQRmepn+pwHm2kOV/t60iEPxhioVCn6H/gkAAO/+3d0lkpaL1uqhtob12PUjuKs0XD/j8NcXDPJT7+TZ8qD4jdsrG7BWLO0uccjWdJ5tm8tZi4cs6BWiQS0Ui2+N7U6Dmo7ap1xxfP1dvGbiwfnUXI5MsEYG66sJGu0MLzfw8CQGUcez1QZW8sODB9ew8myECqVxCVX69n7VPyCZmeZ6rtIuKeK4GRn/a3c1PlxHh/7Dnsmf8qRyV+DAuutu4oSy/Vbddgc8qqOlsa6jhVzC8O6JJIi4ey7jFwkJNYbg4FQMMd/ftbPL74rErDFqQRprxV7u5BCr8bMVZla0ah0aIxWjHWdBEdWB3P6YIpYvm4WSnmIpP3UL+uXq2rSUVmnw6CxoFqowecEY1U3iZSEeypRvI7SOgEAlf4zHPvibWSTcWaeuQfXlusw17aj1ptJBBeEkUFzH7o58YWulihGpvoJ9jbgiU++pMQSRFJbueVavKeeKcogC8PZC5LCQtGn4Aq6POLuKeJ6pejqC2LWFckk2h2XFt+j+uLXcNl3zrDu7f9K++s+jbG2reQ4skaL1lq56ngClaSi3bSRU+MPo7FWsOvuQ1Rtu77k/IoyS1lGVd+EPO9GUmtWgDklD+ZigVlUBvOaxZ/ls+YS3pmiWc1qv5dCMVa9KPaS0cCxJTA3deFgLp6JkMhGS65rLpPmxL+9EVmtpfvtXyabjBEZX911tcDM6SyVxAPz5Py9xDUi0S/ILAOaF9DIOtrsW/LDwvf/0RLLQjRZ1+PU15X0zRlq2ojNjyyxvQXzk3xfsd4lekYvZNZcKuguyiYn9v+SsefvIRX1o7VUFFm7QiQDC+gc5QsalqbNWANarAcH0d/0emSrbcVzbJ3bQFFK1gJ1Zw9KOMTxqYeojztx5mxI9tI03GVsxh0rP2suOjPEYhU4NTVUGZtRGy1s/9zvMFa3cuSfbyyOCmmzb0FGZt/0vZzx7OHKpreWve9UspqbNvwjEy0wfstmIpNnURssJWu9Je9oGazLFy70enRXXleUWOZabwPArnl5vgr/f4s/VWZ5N/D3wPJv/SbgHkXEAcAuSVItcB3wpKIoPkVR/MCTwKv+xPf//yzO7vs+KrWOddvfUpyjZHW2EnAvVWB7LtKi0y3dwBsvE5XX9duEbrj3P+9EUWDul8+hcjkAaQUzN3z8XkLhbXgXV1bTxvqTSBL07rweRcmR1ojG4Te+x4IswwM/zdt9p9yozCEUVAwf+xXjg9P0bNTi7LgSWc6htvZgq+8hnVZwz6ax2FXkchD0lcoGCsxcwJ3G7GrFYRKL1+O/EYmGezpZrPpH3GMocgZ11E71JTdTf/Vb6dhsZvh4hMS0FyUtkpI6o5/pyU5kKUtgWf9UfXWWjEUkVItzG1FyUVKJ0Krfx55fLaI3ykz2x3jwm2IjN9V3oeQvv9FZz29+EsGTc2IkTifDpNDiuqqPi3aKzKZggFBlmcCgW7qli2AuL9Ws7rmKTCpGVgWZ4PjSSejTSLKJ6R8I2U/krKhxBDUikahrN3BgTxy1SY9k06BvHGZ2/BIq61uRpARKzsu+JyLo8klBtH+KXC5H1DOxol/OO5ciHF+qNpsa1pF0B/H+4TSZDVvYf+i9PDfwEQL9v+D5r91GNp1AV1dRZOamz+UHlaJmYTyBd05s5Dp7ftZcNsvpb74HS0pPxJTD2raxxBnrWfk+JAWuf+g6VLIauUKwr/5zBzHWdaLPS4+iw7PoXQYUZEJnZliYzZLJQEOLmqY2DWOPXcXbN9zNwdkH+LeDYlHudV1Rdlhro7WX2cgg2VyGYHIRvdqMTmVAyeVwn9rPgf3N3LnxEP/nyuN89tYX+fd3DfCVt/dz4JGVA9oziSiByVNUdCw1yxvsdcT9S8xcYZSAa/vaYO7sgSBjp1cOjS6EOm9IlGs3oKmwkPKGMFQ2lvTMmXKC3SlItsqFSmfAWN1KdKoff75SbmtYTyqwiCoHgdxrcGT+h6Gnv8/Msd/S9coPoNYaiq83Vfei1UQ4tn+Gv3+Hh0hYYXZGfMYCmDs/Au4lgLIWMxcMmpBUMUBBzwyxlAOzwY3aXD7ZNNhEopcIzJMJxyGXQ+0w42x30FQR45c/0aBLwZuaPsU1je8gFVgoMT8pOFl25vvl3DNJfAupsu+16xUGZiezTIxkyMYSxCdWH7VRNL9ZBr7e1PdF+iqv4HvH38MfZn5O1SJUVHYVwVxDi5rWLs0a4wk6VzBzwZwfc1qLSm9EiYSRLFYkSeKBe8LEYwqLc1mC/ixHnvChhG2Y6vNgrgwzt1wmCWDr2EJoFTCn5HLovGGi6hTZXKZoflIYGH52f5DenSIxVBQF7YwDnxMczV3kkEnGc4R84nMXANOW27+M+8hj7PvoThKeaRquEQyW3lZdTMotzetRj4n9YtWq/1Q/w2059CoTO+rKOw6eH67N15KNR4oSu/Nnza0ls1w8nB97kVvqNU0dEu6Imh27S56r0uppv/0TrHvrF8qeh85ZS8K7ejLZHK/C74B1//AjzMtMS8qBTVVDC7mZCfTOupXMXFAky1HvJKb6dWsWMgojDWJGAeY8sanVzU9YapOIzBhxGZsZCx4n7hZ7WHRmqAiYXyqKM+aWySzP/fyzBM8dYf2Hvk/Npa8FBJO2WiSCC0iyCltDH4nAHNp4L4pFrP0FZm5B2UuHYzsalY74/BipoHvFfLmXG5Iksan6Ol5cfIpsLl/gqm0nEw0WR/aEho9irGlDYxY94IZKAeYuZNbccjAXmu0vflaNtYJMNFDCVib9C8XWh/MjZumgfSyFLhQvMT5ZHquZoARscDq4j40TDlSNrSvuIZexhXgmTCS9chZudGYQtws6K5aus9ZWyfoPfZ9MNIgn7y5rUJtpsPaxZ/InAGsWZ65qfjs2XRUPTX8rb37SW3JOBZbO4ErjUarRX30DstGEv38fxtp2PIkGAkkXJv7KzF1IKMATkiQdlSTpTgBJkm4EZhRFOXnec+uB5Xf1dP6x1R4vCUmS7pQk6YgkSUfchQmB/8uiYHzSvvm16M0VmKvaeOXn9tG44Xr882dXrQAXgE6hAmZorqLjM68HQHKIhWE5mPPOncE/30889TdlRwWM9SeobdbS3HMpKrWOjBpSER+uGjWXXWfggZ9GyOUUwrE5ZHUaj/9j5LIZ2hp/Ss8mLesuF2xfz7WConfPCqODnq0iAfSf955LzFwKk6uVdHic7ou0PHa/SDS8M0tgLjglqm6y30TT9e+h98676dxiwTOTZOHIEpHrUvsZeFEAFe/o0qKT9YeKYM4oF/rmym+WYX+aI0/4uPGuBnZcX8E9nxvDt5DC1LDEzOntdfzqv8PYOwXo6GaAYdr5288sbW5qgxl9RT01FdOk42lUGrGg2Ku0xBfGij0mhdEOGTUo4fHi61PBRUyNLXieOkF8YpHI2Skklcx8TPTCbLvKwtG9SVIphUxPHEmdYX58J/Wdoq/GZp/jyfsC1CA2w0w4TmRkhEwyugLM+eaSpcxcXSeLDx2AXA77dReTToJry8f57ZH/h5njj7Dny69CW28qMnOT/eI7S+WdLAvsXIGZm3zsewQGD9K+/kYiaT/alm6SvjmSQTfhpJeTDYdpf64OjosFX65woQD+mTNU5Fm5XCpNfMKN1iiR0xgInxpnJm/lbvJ+nibLb0glFbbo388N7R9kKnQGu66aevM6DDVtJDxTnHnoSxz8/rsBwcxlcikWoqMlg4Aj0wNImRBxzSY+e/96vvr0Jr53fDs/G70EV4OuCO6Xh3fsCEouS+VyMOeoXWLm8sYVOmdtsQ9ptfjiG8/wL29c3Q5eHhH3capSQVthJe0JldhZB5MLGFNq1EYraoN5zfcyNfYQnjxL0ifez9bQRzIowEnL5R8mEK3jyA/vRKXR0/nKu0pee/qMuIci3mE+9VUnF1+hJxoV9/hqYC7keWkwF49kiMTMSJIC6gyyLkIs5sBqnF8hsSzEcmau4GSpcZjR1zjobomhsQiFw8bYtVSmBbhYXq31LOYI+HJ09Io16YtvPMMXXle+0l/om9v7VJzjb/gKL2z9MLlM+f6W4niC6UGCx0WfjEpW85Edv8SkseNJzdI4JYwRCmCuvnltMGes7RBOjTGxjiX9C8RSfiwBAaSVSBjJZEFRFH7+nTA6vfhOzp1Nc/j3XrQZBzm9yGDPZ+ZySo7ZyFCJ66OtYyvxhfEVhgogknpDKIMiKQSSCyX9dgF3isXJJN0XC3CTTCjY3SrSWlDXe5YGh+fvA098CllS0Xf9R+m58z8Jj51CY3FStVNIrvXWahIhAebMTX3oFsRnKGeCkomFifpn6LdMsaPuFvRq04rnlIuKjVcjyapiEnk+mCuApXIyy8VDj6CT9OhCS4xz6tALqNrXFZUGFxprDQ4HaPaLa/p46P6Sx0MpN0aNDY281BelamgmOz2BvqK+aF5SiFzQD2o1sbnh4miJ1aJ0cPj0mgPDYcmN2jubpNW2mTH/ccGIuxpRMukVjo6rxfkDw70v/oGR+/6VhmvfSe3u2zBUNaO1Vwtp/CqRCC6gs7pEgS04j03qRVKLtT8QAJU2xlzy6NJ8uTwwdIl77KEAACAASURBVPyJzBwIqWUk7S+6MZ4/niA4fLQosYQ/npkLzQ4UP6vWKvbyAmCE1WWWABGbOKeQoxvN5vKmX1pbJYbqlhITFHVnDwcvBoUcF+9XSvrlClF0tCxjgrI4e5KwFboqd5U87li3E43FWSyQgOibA+irvJIqU0vZcwRhyvTqjr/jxOLjjAZOlEgsAczNon+uRneWW71/wPzF76IoCv7+fTh6djE/D95EPbrMX8HchcRuRVG2ICSU75ck6XLg08A/lXluuVKRssbjpQ8oyn8pirJNUZRtLtfLW1D/b0XB+KRv93uKj7k6L8FZt4F0MkLYP1n2dQaTCotTzezIUv9G20dvwbKxFaVOJD3LDVCGj92LJMmo9DeU7WEbH0jQ0q1DpdHhqtskmLmIYF5ue5uZuaksB54NE8+EURQ1xw++FpPrOi7q+wXr1ivUbbqBvpv/ka5rxDDNQr9cz1Yhizr/PfUmFVq9TGBRMHOpiI8bbslwdG+ShdkM7ukkrgbBOgamRWIlLS65F3VsFqBm8nkh3UjKBuwZL8FgBbKuCt/YUjtmyh0iY4mhZNT0NDwNrD44fO+DbrIZhStfV8Vdd3eQjOf4wadGxBDgvGvfwEAFo4NpGtaLTVVNlhlrD9uuLE2eTfVd2HUTSJKEzqTGWqFBysZIBd0Y88ycsaIBc3U7GTWoEkuNwqmgG9t6sRBN/ehJwmcnMXbUMT2axmRTc+n1ZhJxhVOHk8SaFyCtwTfbR2WtSLL7tvo5uidMFYuonOI8PcfENVkB5uZTRJNOkGT0FfWoDWbmf70XQ2s1TdeJKvslu2WOj7+FGf13cZ/bh6fx90Vm7syBMAoCzKk0EmfyYE5nryY2P8LgTz5JxaZraOsTiVmmIW9iM3aKx8e+S0aTYf2j7SRmvGTCMeQKFwk9ZNNxnOtFw398YlEwLloFyWQlNjLHdH++Z3Lo+2jmvgIoTI6keftFd3NF01u4puXdSJKEsaYNRVHo/92/M/KHHxDzz9JoyV/b8FmCycWi+cn8MVFNb73ici6/rYrNVzvp2GShttXAa95bz9En/UwOlM5E9A6LRKIEzNlrS3rmAFxbr1+z+h30ppkbSzD2YpSRU+XZOeVsvt8p7UNbaSWVl1mm8oPDg8lFDAnWdLIshKWpl+jMELpMPznJhKmiqWh3fclruvj9yc+Ka3HZW9Hn7a+H+1N89K1u/vUzAiC94R3zvOujNmwOmUhYQWeQi72fKz6fR6wJdpcG9yoyS998ikRK/LbNm+tAn0CJG7EZ5rHVlk8e9RYXSBKJQCmY01bbyXmDfOTLosDxjU+PEZ4V6+lyMFcwP+nsE0nwwkSCF58PEPavBFStnWpqG1QM/+wAiw8fJO0NET41Vva8Ct/73COPsXfLh4iNivvBoa/hYxffT5VUTeuYAHPT4xk0GqiqVdHapWZuKlvi7nv+MQsmKJ6TYj0z+9Mo8ThKJIRssXLouQTD/Wnu/HsBXgdPJTn6pJ/qimqiOQHMIueBOW98mlQ2XsLMFWYEhkZWmqBEZ4Yw5X8KvvgMM5EBtLKeSmNTsYe2Jd+7HA5kqQ3nZbjWo0Uw555KFN/boa9FJalovenDbPzoPWz44PfF3EFAb6sqYeY0GbDI9rJOeZHpAaYaIS4lVp0tVy40Zjv2dRfjzpugWPVVqCR1CZjTqYzo1KVS32wihvfk0zgM9ShBkUAruRypI3uLEsuXEzpnLck1mDn7dIT1k1Z+O3I3p917io8HlxWlCqFqaCa3OI/OXlNeZmm3E3dPrulkCctkliaZmHcKf2J2xRiJQsTCmWLfrHc2RZt9C3PRcyTlDK4tQkB1oX1zhYHhdn0N6bCfk199M8baDnrvFKYnkiTh6N5ZZFPLRSK0gN5aXVyTaw2iBWLcf5ZAABwdh8kpmRLzE5XehKV5/arHvNC4yHUNKknNfQOfJ5NLl4wnSIV9xBfGi+YnABqzA5XO+LKYuVQsWNxrEsEFtPniVWG2ajaVIBMLrcrMBS1iTXnR+dqS/SmZLZWT2zq2lZigSFU1HNglsy5US8WZ2RX9crB8PMFKE5TRiOBuCkCteFyVCtfWV+E+8lixT7/QN3flecYn5eK61vdhUJk51uorjiUohM7mQmutxMlZhtPrCMouYvOjpAILOHp3CzCXrEeKvXwwt3Dwtzz//ovIJKIv/eT/5XFBYE5RlNn8fxeBB4ArgFbgpCRJ40ADcEySpBoE47Z8xWgAZtd4/C8uCsYnte2li35FrVhIfHOrV+m7t1vpP7AkF5S1GnYf/k+StwiGrtAzpygKI8fupa7jcmyuOgLuTMmPNJdTGB9I0NojwFJ9xxXkVEvvfc2NRsxWid/+dJyUFtRyN1MjKgLxd2EyetEpD6DS6Nh4++fR5ReSApjr3SY2vvNnzUmShN2lIeBOYa4Si8BlV7hRFPjdvRGCnjSV9SK5Ck6fQSM5yfqWpE8dmwRw8pycRlKrmFK3Ykp6AQlL/Ra8I0sVpJQ7SLraj5oMkbBY0NwT5R3a9vxqkdo2PV1bLTSuM3Hr3zXy+x/OMfxijurL70CtM3PvTyQqjHH2PLyUcM/XbFqRqOtrO3FoxmjpMxEJ5yWWCyLxW94rUdN3DRm1hDotFrxcNkM67MPQ0ETlKzcz/aMniZyewNzTyPRQjIYuA1t3C4bg+P4EIcc42plalJyW6SHBynZu8OKZjFGJh5qbBMjwD4hhzcaK83rm5lLojFp0zhpMDetIByJ4nj5JzW27ae4V1zm4kOCWt5r54c+vpXHX+4jJE8TzzNzIqWg+OZNw1Og5nXe01NqrSYe85NJJ1t/17eKsuXilSPB8o0d5bPib1J+opL1VnGN0aAZJpyNaIZI4R4/YYKPDYrNSSSnkvC7fc3gMtSpBNhkkEzpHlW2IiZEMKknFh7bdwxv6Pp+/1u1kVZCKeEFRmD78QNGkYTp0VjBzeenU2J49xFMWtt66fcW9ccO769BoJR76VulC7xk+gKWms3jvQ0FmKXozdfYqet71H7Td/okVx1weBUMfgKd/Xr4BPnsi36eY8giZpSeEvrJQzZ0mmFxEF06vOWOuEKbGHpRMilr7aVSWbiRZLs4FdNRVUb3hRn539r/YcPsXee7xGO+4fp5re2d49N4oV91QQyzuwGEWFWaLTSYczGGyqV9SZtm5xbIqM+edSxFPi+KDrsUMxgTauITJ4MVWXR7MyWpNvh9mbgnM2U3oqu0kFwJ0bhFV/cXxRe7/lmCPloO5c/mxBJ29S2qBXA6OPLFy1pAkSVx6pYq2/b9A35jv7Xy+/BqtNlrQOWoIDYrfXeEeBuiu2MVHYu/FFpbQOWuZmchQ26gmHfPS2iXOY3y4zHiCvI19oW/Oe+Ip1Fojxhjk/F5ykTCS2cLPvxvGapd5z9/bMJokjj0bJBrM0NJcTzwTQqVPEzpPZrmcWSuEtX2zuCZlpJbRmSGMArMJMBcepNbShUpSMTUo/qGhS6z/IX+a+tws+rSR/uz9S8xcHtR741MlA6jrr34LNbtvLf5dMHPi3ixU1+05a1mZZWTyLCPtYFVXcFHVNSv+fa2o3HItwXOHSYW8qCQVDn1dcXB4OOXBUmZguOfUM+RSCZyVXeT84veZOdePEvD/UWBO76wlGVgoJrLnR2z2HNcGL6bG3ME3jryVaEqst6GkG9t5ElBVYwsAWp2FhHemdN8PBkjajaAoazpZgpBuqiQ1SacJX2CErJJZlZkrqIVAqD5a7ZtRUPA5oXKrMAUp9M0tzGa4uHaS/pPlizsFd2KHrobT376LpH+eTR//eYnqwL5uJ9GZobLsMQiAE4vZ6T+mJZuM0e4Q91n/nABzlT3CPGxdhWCI/AP7sXft+KNngS4Pi66Cd278BscXHuMbR96GvkrsvbH50aKx0HIwJ0nSBc2aUxRFgDlrZZGVA2H2osmbtqRCoiWg4Ci9Ws+cV9PCp93f5ZnEkjFeJOXnXb+r5bfDdxcfs3VtF8Anf537fS/grsxxyT4FEglUZZi51QaHK4rCpDKJpEi0ObaufN22G0gF3cWewt31d3BH92fZ3fj6Na8LgElr53LraxhrhXjtSisNc3MfxoRYsz0eiqMy7D27mJsDf6qezMucRQzg799HePxFPMeffNmv/d8WLwnmJEkySZJkKfw/cC1wWFGUKkVRWhRFaUEAtS2KoswDDwNvzbta7gSCiqLMAY8D10qS5Mgbn1ybf+wvKpYbn5wPBJy1YsPyza7e2Nu328b4mSiRwNKmLGvURPJDcQsyS9/safwLA3RsuQOHS00irhCPLm0U85MpEnGlCOaaekX1bG5M3OR6g8zf3GFi+NgTKDI4a8QGdfzwdoLhTgYPfGOFHPSlmDkoDA5PY3IJMOe0TNPRo+H3vxLMTmWemQtOn8aobyQdiBbfx+LQUNuqJzY8j6Glivm0E0PcjyxD/YaLCc0NkI6L5Dg0N0DaHiURdfLIk6KiN/D0f684n6A3zdGn/Fx5R3Xx+3jzP7bgrNHyjQ8Okc1l0NnqeeaXbmyJBeq21pBDwqOqYsi70vVKMXdi0ga46jUK4ayB3quqic+J5LfQMwd5qaWkYFAL57t0vnlZZ6ui8Z3Xkph0Ex2awdzbyPRQnIYuI65qFQ0tavqPHiOlCmIccyHJEqf3Kmj0FqrrF3HiQ0WOyqs2oLabCE+K469k5pJU1Gppv/2TNL/mgyz+9hBKOkPNbbsx29RU1GqZ7I/y7o/ZSCUVTp9tQCFNOuknE00wPxYHWYWrToPOphO9jLEs8ZxIfNru+CSm+s7iwh6QguictRx0P0wgNc/637ZSfZOwgI4MCqAUs2nQyHoMeQONWN7IRc4mUNeITSl2dpzW5qUN/KKWx5gcWcmmGGvaSGlBVmkwV7czeeh+DBoLlYYmpsNnCSbdRWYuMnqQxeh6+nbZVxzHUaXlytdV8/iP54iGxP2sKAqec/tL+uVAyCxzmRSpqKjUt97ykZL+lnJx7pi4X3svsfLMLxZWmK0kFwPIYzEkRSKc9AgDFH+k2BvnXxwknUuiDcYviJkrOFq6bMNY6sR6kwouCgtrtYZX3WZi34lreNWmGG9/1QJnT6T4yD/b2TvVyK4rNASCLaRDIpEogDmjdXUwVxhL0LHFQtifIR5Z+Tz/fIpEHsxhCIOcxZhNIUs5DKvILEH0zSXOk1nqqh3k4klUsliDdl0a49QeUUwpAXNnU1jtMlW1KuLRLIk8I3bosfLJ4e7kM1Tk3Fj+4X0YmqvwLwNzqUSW2ZFY8e/Guk7iPlGkOb+/LuGZRmurQlZrmJ3I0NE+xwPvr8USE70h5aSWhcp+dHZY3HvHn8TRuBEJAeaUSIiM1sLjv45y69vMnP31R3jDlf/A8OEAsgxd3SKRtTTEVjBzMxEB5uqXMXNaixNDdUvZvrnozCCWjCgqeRMzzIQHiqze9GAMjU6mqkms4b7JcbTqJBtj1zAQfBpd14tI8pLM0hufxrmGbE9vqyYZ9pDLZtA5atBYnFhi6rIyy8mjDzDZBJc2vRGVrF55sDWicvO1oCh4TjwFlM6aC5YBSyAkliqDGXttL7mATyTa+X457cWXvaz3B8GqK9lMMRlfHoqiEJ09h726mw9v+xm+xCzfP/l+QMgsz+/nUzWINVeLlmwiSia2VPxVQgFSZlE4WMvJEkCWZOz6GpI2HZ6ouJ9XA3OFfrm6dgOeWQHmALwVYGnsxVDdUhxPcPpYCvd8ljPHy/eoBhLzyJIKdTjO3HO/pO22v8feVVpoK/S2BYYOlT1GIrTIwoyZo3vEvdDoiBBzNzHmFWCuesMLNFh6sWidZBMxwmMn/2Tzk+VxXdt7eVPfl3hh+n/40eA/oLFXEZsbWeZkuaXk+Rcyay4bj5DLpNDaXKVgrgwzV5wxl2fmFqKlSoKwL8NEppP58aXv4PjC74mlg9w/8HkiKbGHFfvm8uzcM+M/RJ/RcNHjAnCrmlYyc2atE73avALMpfwLLNiTVEs1GNQr2wFcW18FklSUWpq0dl7X+zl0KsOK55aLS+IbkRT4g/LsynNq7EUdPgsouN0ChKmNViyNvczPQ0pTRyqwSC5d/p5cLWKBWfx2WDiwcvj5X1pcCDNXDbwgSdJJ4BDwqKIov1/j+b8DRoFh4PvAXQCKoviAzwOH83/+Of/YX1TIai1d29/Euu1vWfFvOqMdk61uTWZu/W4birJkAV2IsD+DRiuhM4ivZPj4fUiSTNvGW3FWiQVtObgaGxCLbwHMVTZtRc7C4uwSe3XLWy001D4FCrRvEmBv+HSSSO7duKeOMTe6NDcMYH4yjb1CRU2TYNfOZ+YAbC4NQXcKcx7MRd1jXP9aE6cP5p3s6nXkMmlCc4MYLS2Qy5GNLMlKOzZbUNxutE01+BQHukyUxjYNrq4doCj4xo+Ry6QZC3yfnAqmpi8jHqkhk9YR8w0xfax0nskLv1kkl1W44o6lWUcmq5p3f7mdgUMh5obG8HgrcGYWaOw28flHNzPEOuY6LsPvVfAslsrLIpKoVK3vmmHzFTYOPBsvauUL2nmAqt4rAdDqRNKQXDYMtOqmnWgqRHKr72hgcTJRrHZv2qkjsihmBVrG7bjq1bz4XBCLoxmNagaXJBZzU3cD5p5Gop4JVFoDOktpddk3l8JRo6XlNR+g5pKbmf/1XvT1Fdh3CPDR3Gtisj9G2zotr7zZyJOPi9fnTDESs17C3hRWl5b6Vi0Z1GQzCgOHgnzn55fx9Og7kS76P4CQ6siSCk9sEkvrRezVH6M600T9iUpcN2xHUslE866bEV1auDLmQXVseA6V2QCxCOqqKtR2E9LEBC3N4mev0ui5qPX3TI6svM+0tirSGrA4mmnZ9SbcA88RDy7QaO1lKnSGUHIRq85FIuhDnx1FW7cNlaq8HPLmDzQQj2R58h6xgUU9EySCC7g6Szd/g12AqYL85ULi3NEw1c16bvlQI+7pJKeeC5T8e+TMBHJOxihZ88ycFXI5NHm2wO0RTfBqX2hNJ8tCmBt7yElg0IWo6RJKgFTQXRz/8YrXGLE5ZKx2mX+/p5Lnxhv54GccVLhUeGeTBMKtRBb6UXI5LDaZaFjBZFMVge75EfKkUWskWtcLZraco6VvPlmUWWak/FiLvPOQ0blWsl9DPDBPZrnMskpIDDPhHJJKzbYtU1RZp0grZtSGpTlswvxEOFkWRidodDKHf+9bAajjk4tof/sbTrCRY5F1OC7rw/f8GRRFYWooxl07jvC2rgPse1j8hnWWehSN+B4Tk6V920nvTNGIZXo8Q0ftPpRsBvfBL6BRxcuCObXehK6ijujsOaLTgyQ80zi7xL2X83lQImGmFw2k0/Cm91qYOnQ/NbbjBGfCdF9spSpfnTfURVfISOciQ+jV5qKkrhDW9i0E8yxCyhdm5Cv3k0ulic4MUVnRhUpSsxgdYzE6WmS8pwZj1HcYir+jwLS4N3fa/harthLXm/8bnUmNeyopQOl5zNzK77caFIVk2CMcLZv6MPmTK2bNpWMh9gYfJaeCK5pW7qsvFfauHWitlSwefBgoBXPLGfxCKIqC+9AjuLZch7qiClIplHiM9KEXkKtqyrIVLxWF4kw5qWXSP082EcVU10mncwe3d/8Tz0/9ghemfkkwsVhWZgmgybvILp81lwv6SeTHRBb6etcKh76WuElmMShY4dW+rwKY695hxT+fwqapxaSY8FaAvqoJc2NvUWY5My7WCp97ae9Mp3L861vPMnIyTCAxj01XheegSOrrr175ndo6t4Esl5VaKooiDFDcKSrmxVpcYZ4jNNXLXPwM/kAOe8e+4kiC4PBRlGzmTzY/OT9uXfcP3Nz1CZ4Y+y5HL1YTnx8lOHwUQ3UrWkupIZ3hApi5ghxeaxVgTlKp0VkqBZjLz50rjCcoOErr7NUcX3icux5vK5HnFhj6oCddLLAdnX8EvdpMLB3kwaGvAEugM3juMLF0iP0z97EztQVtfhlRN6281yVJosrYsqLoEp4ewFMJbaYNZT+f1lqBfd1O3Ed+t+Z1WC1UU7N0jal5bvE+AueNLzE390EySIVuFo9HgDl7904yORWDg6AYxZq8Vt/q+aEoCvdbn+DBm2Hy+ENrjsr4S4iXBHOKoowqirIx/6dPUZR/KfOcFkVRPPn/VxRFeb+iKO2KomxQFOXIsuf9UFGUjvyfH/15P8r/nXDW9PDKt/0Mvbn8LBNnbd/aMssdVmTVUo9SIcK+NBbnks32+OnfUtt+KUZrNQ5Xnq1bBq4KYwlaugWY0xgsaLISfs85slnxS926S0tT0yE0aWhZ34FaI+FfTFPT8UZ0Rgen9nyt5BzmJ1PUNGlRqyVsTtWqzJx/MYXW7ESttxCeH+ZVrzUhK+K5rgYd4YVhcpkUFqfYbNKBJT1yx2YzxqSfjLMKH2JB7GpNU9EqJl74Ro9w+sEvEJdmQQKvt03MXAvVkVWbOXrPh8iklsDhnnsXqe8wFCWchbjmzTX07LQSnJ9metiEyqjj6y9sJhaFn/FmpBuENfTQ6dJKjjsuFjerapSLdpmYGEwQmRtFbbSiWbaAG2zVKDiRdVGy6WRR6qa1uVDpNGKIOBA1uVCUJenS5p06XPZnMEidqGM6urslho+HMVqbCPkmcChiMTd21mPuaSQRW8BU2byCBfbOpaioFbt6JhLH/fgxqm/dhZQfqdDUY2KyX7Ci7/2EjZkFsdjlzHE8pxdQsgp17QZqm7WEQuLY933bw9N/qOWBgU8zNiyOo5LVOPX1eOKTeDqcuC1xdo5fhkqvw9RRi6G1hsjANEn/AkmSmJJLVfXo8CzG9hqUoB/Z7sC6sQ2jd5K6WvEZW3a/CadxCH8Z22vv6CEUGYxaG007Xoui5Jg+8iANll4mQi+SUdLYdC5OPyyqeM2XXrHiGIXo3mGle4eVB785TS6n4Mn3y61g5gqz5vwXLtc4dyzMbudZujRjGMwqnvpZqdQyfEb0e1n1lYRTgpkDkBD/9flFkqWPZtFXrs5iFUJjspHUCBlKXfcGZsaSJAOLaG0CzNmdKg4tNPHw0TpueYulxE3XO5skI3WQSUSIeiex2GQUBfSmtWSWKWyVmiJbU05q6ZtPoWRF9TWdFixtRs6DuTWYOb09z8wFBJj73mdnCReOsxhAbXEyduonrF9/GE+khmceXfrdi7EES+66ALturMS/kCqRvgL0f+wHABzreB37nk7gvKyP1GKAPV9/kbu2HcY7m6K5z8QXXn+GgcMhlJABdCkkg0L8PDCXyIO5ZFI4TlYZD6HS6EmG5rlm288YX8PRMjY3XJTzVG55JZCXWYZDDI3pueQqPbVVbuL+WXSqAHI6yYYrHEWZoKEmvMLNciY8SL15pauhrX0LsdlzpEJ+jt/xJQY/8SN8z58hOj2IuaEbh76Ws57nyJErsnoT/VEGB+HfPiWKLZEFwfrVtGzmxs6Poe7bi6pzkMWpBJG0n1Q2TqXxJcAclPTN6ea8K2bNnd37fY5szNBn2kG748LnRBZCUqmouvg1LB5+lFw6RYWhAU98CkVRyjJf4dGTJLwzVG1/NbJdrOmKz0vq0Atod1y6Zo/sqp81X4hJlEkmC72Shd7J29Z9ii7nTv7rxPsIpZYUBoVQ1dSDSoUmKgDW8r65XDBAQp0Rs/v0L20S49DXknQYCavzc+sO7Clr0ObNyyy7tlmEk7U7TU3Sgd+lQq03YW7qJTo9gJLNMjUm7kGfZwmQn90f5MmfzvPc/W4CSTEwfOHgwxjrOsvKQdUGM5bmDWVNUDKJCNlUnCr3NO354d1W3Tzh6V5CygAh+UVUhmCxX27hwIMgSX92MAfw5r4vcW3rezncMMtzpmOEho9iO4+VA8HMJf3zazJDRTBncxGa7cdS3YnBUU8itFA0fCoMDl8us9w/fR8Az0/9onis5evA/HiCbC7D8fnH2Fl3G5c2voFHR76GPz6HxmTDWNNGePxF9k3fSzIb46rKpaH3hcLB+eEyrhwcPjW1j4QB1tWsvtdWbb+B4NDhIrP4ciI8cYZLAj1kcikeHfk6sbF5svH87MNG0S/faDmLdy5EePxFIuZdbN0KBw7Aui1in1nLUfb8eHz0Owza58mpYF7nL0o3/1LjTx1N8Nc4L5y1fcLRchXtvMGspn2jmTP7zgNz/gzmvMQyEfXhmTlJwzrRO1AAcyXMXH8Ce6UaR6X4N0mSMKgsZLMpFsYPAuCZOoJW50eThmiygqoGDSqy9Gyy07vr3YyefICwb8mspQDmABxVavxlmDm7S0MwnzxV917J+L6f09IcwFUpNojKeh3BvPmJtUYs4svBXHunjIEE3qyNAEIW11iVQG+rwljRxNgL93DmoX9BGxU69UC4AUktk4xWkqSKqHucsw+LYbX+xRQnnvFz5euqVmzAsizxga+1odd6CceqeNMXerA4NMU5ehftEMnpuTOli++sr4FMToMuOUx7n55MBnwjwxiqV1r4StpeMmqITA0sLdR5hqT9k7fT9cW34ZHF3wtgbv2mELU1x0nmh7ZftFEil4NkvJqQZ4IKvISwMDomYe5uJKMKYbCtTIj980mctXlb9t8dIZdIUXPbkp12U4+RWDiLZybJpov1dGwWUq+cKcbwcyI56NxspqZJy+JcloYuIy885KP7InHM4f6lzULMnZngoGMQfRxa9xoxddYhqVSYuxuIDs4U3cRMy+TDsZF5rHUacgEfsrMS84YWKpMzuJziWnVecxcKEtZ0KdsKMHXwfiRJRo4lsDWux1LbxdSh+2mw9pJTREXYqqti5Jk95BSZ7a+/esUxlsfNH6hnajDGsaf9eIcPoNIasDeWVhgNjpfHzEWCGRzDh2g9/gCDH/wWl97s5Ln7FkkllirW4dMTaJwWrMZqQkkP2grBLinRHGqTDV9oXLx3/MIMUACi+SJIgi5ubD9LYHqh6JAGoNFIZRNS72wKySiY2+D0GSw2+GNCxgAAIABJREFUsfxrDCqiwdUMUNJYl4O5ssxcCptVgLBEXg4UUInPaXCuLbOMB+dZ6PeSQ+K3P/bywlPi+MmFALLJgpLLolN7SKpq+cJHvCSTgk33eZacLAOL4jd8zVtEn91yqaXn6RPM3/cC7Z+6g4tuaODw8wn0W4RU9cG/e5aW9Sa+d3w7//bUZpw1Wj796pNEBsU9bN5WQXzyPJmldwZ9ZT1zUxkBhNP7qdv0N9RtuoHtrd9h6lx5maextoPozDk8J57CWNOGuUM4pOb8XtKBMO6wkTe9z4p3RKzdUjaIBDhbrFjzYE7nCq+QWc5GBkv65QpRqMif+dSX8T4tTAuiw1PEFscx1XXhNNQzFhDMXb2lm0w6x/xYgnhGzXe+FORn3wmR8A4QT9pw1tXwqra7kBJ25Ff/mMXJBN6YYCHWckc8H8yZm/swekUxoCDhyik5fjz7RSQkPnDpvX8UkAKo3nkzmWgQ7+k/UGlsJJWNE0n7S1xvC7F4+BGQJFzbrhdDuoHU6eNkp8b/qH45WJuZK4ylKDBpKlnNh7b9lGwuTU7JrgCbklqNqrYBtU+od5aDOSUUIJGLvaT5SSEc+jpCUhj7jW9DlZMY/cZHOPLZG1ZIAt3TSWyVGmrb8hLcuRSuoAafLUs6m8Tc1EsunSQ2P8p0GWbu+DNC1jfRHxXMnKYS76lnqN5506rfqb17J4HBgytypXhAFMTUCQ36uHitlJojudhLTk6QbvgZAN0Vu4kvTjLxyLeov/ot6Gwr5bR/akiSxLs3fYuNmfUc6A3yonG0xMmyEAZXIygKCd/qYGK5eic0O4Ctvge9tYpEcBGV3oSs1hZnzRXAkNpWyZF5sT8enP0NmZxYm8L+THEU7txYggHfPiJpP9tqX83re/6ZbC7N/YNijIa5qY/w5FmemfghDZZe1nXfBIBcW4+kXzKoWx7lBocPeYWSq6fxulU/o2v73wDgPrqWeK98RKbO0ujaysV1t/L7kW/xzM73MvKle8VnyPfcNpvP4DlzEBSFj311F34/PPggvPPDBTB3YSYoo4Hj/OjFj1DvFvmOt0r1Fy+1/CuY+zOHs3Y9mXSckLe8WxpA3y4b/QdDZDNLi1jEn8GSNz+ZHf4DKAr1XYLdKSuz7E/Q2qMrOa7FJDbPqX7Rijhy4teAjDop8dgDWkx2DTI5ejdpWX/5XaAonH7+28XXl4A5l7rk/QYO/ITA4jnsVVqS8RyJaJZNr/tXMokIp3/zOVpaJHJIpNISgekzIElYG8QPMBNYMh2ptwtgNxu0EEawadUWUTWsaNtOYPIUBkcdmjmRJEQidbRcUkMiWkE6HaZ51xs5+8iXCc8P88Jv3ORycMUd5ZuE7aYTqFQZxiK7ee27BHAsgLnuzXrsTpmh0+dVuifBn2wisXCO9j6x0EXnx0okloWQbbtAgpmjj5VU3QB01Q46PnkHM8MieWnoFJukQf0MkqQwPiqShg0bwGRVMTPsJJMK4NLM4KGS/Y+HMPU0kjPF0Uqlko5ELEs0lMVZI76r+V/vRVtlx3npkqVvU4+o2k70i2v7uW83EUs6yJniTB4Um+WmK2zUNGnIpBWSaJFSCb7wbQMbu48zOrAczDUxHjjBmfRxugcgOT2EaZ1YPE3r6okOzeA/8wKSpEK/EEBRFJRsluTYJBUjv0B2VGB847vJNbWgI4VDnkCSZOzNG8mZdtLu+h1B/1JioCgKU4d/jcXRRGJBVAebdryWhbPPUq1aAjw2rYvYxCGiSge2mpVN08vjijuqsbs0PPiNadEv17YdWVXam7OcmVMUhfv+Y5KpoVi5wwFw5p4jXMNTyDUuknM+LmubIxrKsv+RpYQ+cnoCy/pmrDrBzBXkt6n8eIJAXGz++sTaA8OXRyyrBgUWFpwoCqTDi+jsVS/5Ou9sEmOlkNQFp09jtopESaOTia0iswy609hdWirrtMhyeWbOP5+i0gmk1eTSUWSdhaDOAFkZKaVdedB86O015NJJXvifQVKynvaNFo4eEvdBciEA+UQjnQzTsbWFieEMP/l6cIWTZYGZa+kzsW6bhUOPCWYpl85w9oPfxdhWQ9vHb2PXK/Sk42k+/uYFYhjY3evnP/ZsoapRj6NKy5ce20g2lcPzvPgtq6qzJT1z2WScdNhXHEtgM85CfJyq7su56PYvoJUDuLLfKftZTXWdpAILeE88RcWma4qMUM7rRoqHwWjhlTcb8Y6IHiKJJKjSxLPaYrKvsXlLDFCS2Tie2CR15pV9nYWBxnOPPkzju69D0qgJDZ6GXA5Twzqc+npyiP2nztzF3FiCXFYhjYb1W7V87gNeIguDeIOtWB1qDBoLNRPvRrVxHz7taRajogi4mjsilGfmzPmtYDEm9sfHznyVSYuPV2evp8pUniW4kKjc/EpUOiML+x8sAsy5yBDJbAzreQPDFw89gr1rBzpHNbJDMCJznxEFwj8ZzJVh5qKz55BUagxVS5+v1tzBOy4SveBOw8qCh6qhGXlO3IfLxxNkQ37i6SDmhu4LOi+HvpZwyosXLy5LG33v+ya+08/x/F3rmXn258XnuacTVNaLYfEg1grHQoqcDFOhM0VmJDJ5tqzMsgDmJvtj+BPz6CNplEya6otvXP3c1u0kEw0SnR4seXzqV0KeGU5UoklJIGtIBucxpsU56Hp+DPEaqk1tDP3sMwB0vfnzF3Q9/piQJZm3Of4OSwhG20rNTwqhv4BZc4UcQW22E14cwVrXLWYxhhaQJAmNtaJEZqk2WhmNnCKYXGRX/R2EU15Ou4USJexL09gt9vj5sThH5x5BLWnYWHUtNeZ2XtHyLp4c+y/mo6OYm/uYjgww6NvPK1r+FnVjC+j1ZSWWhXAZm4mlg0WjHoCxeD+qrESz/aJVX2dt24TOWfuypZbpsJ+kbw5LUy+3dH2CWCbImZ2D+J4TKjetzYXGWkGb4yynnthHVpG5+g0Xc/Ys3HTTMmb8AsBcLB3i3w/egVVbyZVPZanIOQi2V7Jw4KFVx4r9JcRfwdyfOYomKGtILft220hEs4ycXAI5YX+6yMxNDz2LWmOgukk0rxaZuWVM2fhAsiixLITe7MKgsTHZ/4Rwwzzxa6yWOtK5Cn5zT4ycpEImR2W1jNXZTNvGWziz979Ip2KEg1kioRw1TQJQOqs0RVmnb+4sT//s7Zza8zXsrnw13J3G1tBL5zV3Mfz096hxDpFBzZMPxQhOncZS3YHelZ+dsoyZ0+QbfCc8RmIYySFhk4QsqrJLOFNdfOePSGbEIhIJ17L1lRWEIjXodF5U9R9HVmk5cs+HePZX8zR1G2nbUF5uMrr3N6SzOtZdeT1mi7jV5/NgrrZZR2efhqHzmLmZiQxRuZ3ozCAt3XpkWSEXmsBYs7JRWF9/Aygwd3oPqeAiSBJacynwmh6KU1GrxWhRoygKY8d+QTJVw5kB0e+kTYTYdZOL/kMC2Dot46ScNex/PIy+vQJFn0JOCFbv5LNfY37sAL55cc7OWh3ZRIrFRw9TffPOEiev5h7xmsI8uY4eLba6VjLmJDPHFlCAi6+1FcH74JCMihzJkR9z+5bbyMwsbfSVhiZimRAqWUPvkIZUfArTOpEwmbsbySVSeE8+h8XegJzKoISCxEZnaTEfQo77cfzwQVQNTUTs4jX65Dg6qwtZVmHtvJlaxwBDR/qL7+cbO0rUM0FVxy6y8QipkIfGHa9FyWWRzi0Nc04tGrCrT6NvLD9nJ+jP8oO7g2SzClqdzN/cWcepR0fwjhzF0bBSKqPWm1DrLcQDc4yfifLdjw5z77+ttGcGYYzh/uTdBLGx5Zmvom+oRHPwBZw12qKrpaIohE9PYF7fjEVbKZi5vMwynR8cvpCdQ0YlmLkLcLPMZhWySgJVFrxjU0hkkTO+osxyrfDMJHHUuTA6GwgsY+ZUWtWaBiiKLPPkw3Eq6nRFW/rl4ZtP4bRlIJ0fq2JpImFQkOM6vM+eWvV8Th8Uz7dXBLE127nuHbWM5EdZpRYCxbEimVyKlo0tXP1qA9/8fIB9T4tzWO5kCWIO5vbrK+g/ECTkSzPxrUeI9E/R8593otJr2XGFARdu5sbiWHb0UJWYQqNd2gIb15n4p29XYwiBokhgipGY9qJkRdJaqLrr8mCu2SXcd6u6L8fZspmM/Ra2NP038+MrE/qCo2U2GaNy8yuRtFoki5Xw0AQyOTq3O9FoJDzDB4uvkQ1pRvozmLViTbHPPFnCzM1FzqGglIwlKERqLglJA5p26P2GMH2JTIjfmKm+C6dB3GtOfT0GjaXoZJmVNfz0yRp6N2shMUwg2opWJ67RuuS7yIUt6G67h6mFtQ01AAzWPJjLz5qzNPVhyStgF6PjLEbH+fnQP1E3Azfu/sqqx7mQUOkMVG59FYsHHsKpE59tLHACoISZS/oXCAwdomqHcAGUbKIIpJk5iWQyo+7d+Me9v0aHxuIk4SsnszyHsaZtRfHoFS3v5AuXP192QLqqsQVlZgqNtaKYoCrxOJlsimw29ZJOloUo9FKO+I9QYWik5dXv57JvvYi5qZdTd7+9aMnumU5S2aCjoi7PVMwksI6Josho8DimJsFmh6fOMjUm7kF/XmYZj2bpPxBCrZGYGY4QTC6gmnOjsVbg6CmdR7Y8CrJI/zKpZdIdZOx7YhZff2IzEhKyuoJ4YI5KrTgHtcmDOrCb8NgpZp75KS03fghDVdPKN/gzhqVuHZUe8DtWAXMXMGuuAOZSiRBKNoO1Ng/mggsoioLGUlEis9Taqzk09xAqSc3fbvwaerWZfdOCqQr7MjSuM6I3ysyPJTg6/wi9riswasT+cnv3Z1DJGn519p+wNPUy1JZBJam5vPHNSCoV+lfdgvbK1Rm2wly45ezctGqO2qQTtawp/yIEk+naej3uY4+/rB60cL7VwtzYS4dzO72m3Zx+zRi+4/3kMlkkScLS1EdP1Rl2tuxFV7uBr37diiXfRq2xViBrdCvmMp4fiqLw3ePvYTE6ygf6vos+lqVJ1cqiPUVsbuSCx2/8b4y/grk/czhrRPXopUxQgBKpZdiXKTpZzp7bQ03b7uK8HoNJhd4oF5kyvydDwJMpmp8UQmt2opcNLE4eZubcHkKeESz6SvQWF+fOphk9l0UCJs/lpYZXfphkzM/gwXuKTpblmLkze78HQNA9jL0qXw3PS5s23PpZNEYbDaavoNar+P2vowSnT2Nr6ENjFyArswzMxUbEZjc+p0NNlihmNHn3wK5r7uKGL5+msukS0sYokqInlbSwfrsBX7QRSc7x9Y+M0XX9Z5g7+RjugT1cccdKiSWIH+3Y/gc5N3s5b7xryRxgbiJFRbUanV6ma72Wc2fSJdWYmYkMWVMHsdlhtBqFzq4wci6BoQwzZ6zuRMpKhOZeJJm3HD7fGlmMJRDAauHMM0wOPIGs3cKcR3x3yXk/V72+Ct98vvpu8ePc1MSJvVHiqv+XvfcOk+ssz/8/50zvfetsX0krrXqXe7cxxmAMmBhMQgiEhISWQEj4plBCIAGSEEpIAEMgVNu4gHuTbclWsay22tWutvfd6b2dc35/vLMzO9qVbJJw/ZLr4vnH1uyZM6e+73O/9/3cz5KHuJ5CPsUL932Ex77zNhYnxIDvazQSevwYSjpXI7EE8NQbcXj0TPRXmaXG7i40Zw5zPg6yDrtLXwHvepv47/QpIcna5v8E4RHh3OW3iony8uCdBFxrwZ7AXgZztnXNICskx47jahbPvhpeJPlXH8RhiqB/399g3CnMHmZpREFGyk5jdglJXMcltwMwcajaTHfy8D1IOj1N20TClZkdxtO2FXtdJ4tHHsaWFM/V8E/PYDJk6LxqdQ3/d7+S4G8/GuHg0zmUYp6de57n1ms/DCjIs85Vv2P1iPYEBx8QcpfDj0RWrNaVUlmO3vpptEKJ5+rfRt16P8H33EDo8WNc/3o9h34pGJTcdJhSPF3DzOm9YvYphBLo/Y30BxbZoK5D1qqr+7HDZzm496MUEytZwdnJIhZzGJ0CibF+LMYEElqNzHK1yCRLZJIKviYTrmAv8anTFTAn6WUySQVFWbkqGQ8VGB/V+OT7QgRaTCxMrCKznM3jthUrYK5oCCJZ05CxMPfw8RXba5rGv/zxIA98U4wh3ZvymP0Odr/Oh4oOzWYjvxBDKTNHmiQkqJ/8so98TuNfPx/D4ZKpbxLvWmyhiNEsY7bp2HOzr9KiYOY/n8W9t4e6WwTYHz0ex0IOQ4OPNXdsJzMyR24mzOLQizz3j7cRHTtOID0Oqo50zsf0xBxasUR+PkYxHefcDz8lnpG6dqbHSnTUH8ZgceFqFXLd+kv+CoMux/GffW7FOS/VSyFJ+LYISbDs8TF3RCxObLnaj6oqREaPoreKexloUxnqK6CT9JgyRor6CNlormLwslpbAoBiPM2x2z6LlPVibFfRmQxYOxvIhgQbZmtei9cs2KBmR9XJEqC+3YLLo+MbP9FjM0cIxdorNVKNDV6Sv/gtDLsPcmT2IWRJV2kMvVroLQ50BnOFmTO6/FgcdViKBs72/5yvH/s9tFKJm8bW42zrXfH90Eyef3z/QI1s+WLRsO9N5MLTGOYFCBmNCTOw5TLGxaOPgKZRt0uMLYoiniE9WfTb9iDpfzUnzeVh8jaSX0Vml54ZwtrYveJzSZJY77+spmH4Uuia21DnpjF7m8iFRIKqJmLkylP+awVzXrMAtqHsRAV4Wxs76Xzzx9CUUiV5DU3nCQRNeOqNSBJEJuexhbKYMDEaO4bB6sQcaCE63Ec8Kt7LJWbu9AsxlJIwIVNMCRSthDYyQt2uWy7aKsDWvBa9zV1jgjLwJ9+ipAnEn8yJ+6ZpHrKxOYJ1bgqxcj/e7GUM3P1nGGxuut7656/pWvx3wtrQiScKSQeo1pXSRMurMHP5UoZQYhTZYCIVLtdRN6/H7KpHKWQp5VIYnf5KC4F8bB6Tp54jsw/QG7gKj7mB3Y1v5NDszympRZKRIk6fnoYOCxOhQaaS/exoqLYp8FqauLnrgzw/+UPCfplz3dBr3I7bLBZYPF//IY4PfbLmGPse/Dyn7vs0IGrmoNprrpBPs+DM0abvetVrFdh1M6V0/FeqQVt6DpfklDeafoeMN8/gjjFSfeIY7K0baHP20eN6iabttYsEkiRh8ja9as3ck2Pf4sDUj7ljw6fpROR07dZeYkTJmmH+xftf8zH/b4vfgLn/4TBanNg9LUTmLgzm6lrMBIImTi8zQUlFhQFKNrlIeOZURWK5FJ6AnsiCmFSXzE/OB3MmuxddQQNN4/mf/TGSJGNSjfiC9RiNkEhKNd9v7LqMurZdHH/6y8yOi8+W18zFwyVy2TQDh4TtdmzxHO5ArbTJ5PCx6c1/g9tymG1bj/DSUzGS8+dwBTdWwFxxmcwyMzKHYrUTDmlYdQUKVjf5KZE464xm3MFeCotxSo4sslIHSGzcaSKTF5NSMT/Lgz+5GnQu1nY+zFVvW52RCA8fQSpMkzbdzMbtVTnq7HiBxjZxDmt6jSRiKvMzYlLSNI2ZiRIG/xrUYp7s4gQ9a4TMajWZpc1loJRxkk3PkovOrZpQLwdzI8fvAwnq6tegIFMw2sjPRdl+nRdZFudXcmbpur6TUlHjxLMi0VOmFMLTJ0HTSEUnGTj0d4DogTd370H0bhu+q2rrvyRJqpigVI7X345mTeMkTkHV8R9fS3D0oLiPl7/OjjtgIDF7Fs2ylnTOy/4v304+Gabbswubwc2ta/8Uo60NnImqzLKnBZwJNLWIu0usWCa/8P/Q9t/PXLIbx2+/t3otZmQWqEPJLVQkjd1bO5gIbSM9en/lHkwcvof6Ddfgaher5Jm5ESRJomX3W5jrexLnuJCsxvYLSVrnVVetuO6apvHQj9J47WP03fNn3P/HQU7/+N3YLGHMx3pQjq9eK2B2N5KLzXLwwRCyLJKcsb7qNdRUlRN3fYnk6XFeqH8z9XvaAWh5zw0gSWziNKWixv6fLZA6PQaAo8zMFdU8JYuCZNBTCCcZqUuRM2lsCQUxOH2VxZvwMyeJHTpL9MDKVcKR09OYjSl0CuTnBrAbReJqcF4czIVnBXDyNxlxNfeSmO7H7iiDN0lMA9lUbdKslFSSkRIlTSYaVvE2mlbILBVFI7pQxGkqQFlSmVKD2Cwhslkf4adWgrmXn4hw/1enuOR2Af6L+TAGj53gGguNHWayko3CfIySUv4tCSSLhY41Bt79YRelEhUnSxAmLe468e91u5w4fQaOPjhD4pVhfNduQZIkNE3j7r8cwWjTMzJvw1OWJEee72P4mW8xdfR+Hv3LnfQ/8/cYGhyYGtaRz4t3f+bpe4Us7dn/pPMtf4Z305VMj5foajpCYN1lyLJIWNfs3MAro7cTOfFvpEMTNee81J7A1b2j4oQne3zo5scA8LZ5SEz3U8qlKBmF1K9rk8ZgX4HkqTFMcT05ZwE7SdLxEiPRYzw49EVk5BqZpaaqnPztL5MZnqXp9beSnh+ilEtj6agnn5nG6K7HYHNVpH1VJ8s0kizxJh4gNTCJoSTqvEKJTn735nliEQV/o57Ew3egpW0M5R/Ha25CJ104WZckCZOzrtJrbmHgeeKGDOZkkePFo5xafIpdLyn07PudVb//zI/n+cU3Zxh6JbXq38+PwK7XI8k6ckcPICMzGl8J5haO/AKzrxlHpxhb0rPLFkw6Vnfpe61h9jaRP4+Z0zSNzMw5bK/BeXJ56FraQVUx2bwVZk5NxMiXp7JXa0uwFMtdTpezqI52ca7JsVMUcgqxxSKBoAm9QcYVMJCcHkMCgobOCii2t2wgPiLGpLpGHeEymHvl6Sh6g8TNv9eE5BbjkSmepX7vGy96bJIs4163p2KCEnryFaa//zSua8VcmyiDObXgJBebJRiE2Lh4b1uTBkLHHqPrjk9icFxcYv8/ESZvI96UESSYSvav+Lve6kBvc13Q0fK7p/6Ef3B9k+ev0jE5I+rLnY3rMDtF/pJLLGB0LmfmFkgFrEwnB9jVKKSq+5rfSqoQ4dTCUyQiJRxeAw0dZqYtTwGwcxmYA7ht7Z9hMTj56tSfkbXCtuTKBYXlMXnkPqZeFvPwUuPwJWZuaOxxFD10u1/doMi/7XoknZ6FI69dapma6ENnsmIJiIXj7sRGLFETc71hYi+JRSt7ay+ldJxSNrkq42v2NV1UZjkeP8V3TnyQLXXX8+Z1f15xDF06p8yWtcwf+r9bN/cbMPdrCG9jL+GL9JoDIbU8U2bmFEUjnVBwePRMn9sPQHDNSjC3xJRdCMwZbV7IpDBZ3ERm+2hacyWldAybp45rb7WioAOp+n1Jkth6zZ8QXxxiok8U2TYuY+Y0DU4//yMK2ThN3VeQjIxR7m1ZYeYAOq9+P7FEK1s6/wmv7SyaquAK9qJ3CTAXG09w9riYNDMjcxia60EDo5JFDnhXOMYtgTlNaUCvB7dPj7NOrHxtuKzI/nsSDI1cQ3vrCzS1r+4ed+i+n6GoOi6747aaz5eDubW9gklYMkGJhFRyWQ1Hi0iO0tODtDULyZzRu7Kew+rQkYwHAY3k4vAKMJeMFoktFitgbnzwCSQV6uuakNEomJ3k52MYjDK7blqLWtJTcmTZeJsYdKcHhOasMJhhcVKYFbT1vp7Q5Ddx+obxBPQsPHSI+jfsQTaulD60rrcyvhzMBdpBUrBbFrF5THz6g2G+8IkYsk6irl5mwyUuyI9gb9rJj57/Orn4LAe+dicdrq1875YIrc5edKUAmAroG8TvGf1O5CZxbz29IgnNPfRTCi07mC9uwNxcdX2dGisRtgQpKnEsbrGib7XJjEVvRp87QWphhNjESVLzw7TufgvWcl+/bLk1ROvut6ApJbzzEtawGVPiNIrOU0mUl0ffKwWIPctH3nAt9uTXqeu5gt5Nn8X54BVkBnaw8MSpVfXxFk8TqdAMA4cT3PJ+kfAuN9QY+tQPmb//Rbr+9t28PN3Imh1lo4+WAHU37yTzy2dp6zHx5A/mSJ4uryj2tpFfFDLaT737BYw+B8VQgqOW09iT4D89W1MvlysvbsQOrkwapvqEbNGgt6HGBrEZBaudyq/ssbc8wjOCUfM1mXC1bEQp5tCXxgDQymDufKllIiL+nS+JvxvtRhbKtvSVbcJFVEXDps9XmLlItgmnbZ5YppHi5NyKXm0v/TKM0Sxz16eEjLxQiGLw2JEkiV03+YhkTORmoxTySSj/lFqeqT7w/9w0NOvYsqe6QBNbKFYWmXQ6iZ03eJl4+DSaolbqSF9+IsKp5+NsvL6RfF5C192JzmYm+nwfocED1K2/kvbL7iLE08SvfprAeh922zxsPsHAj34fvdXJJV98kZ53fx5JllmYmMNrPUddzxWV4wh2GNh/5oNi3Px5bQ2P3mzDv/1Ggte9u/KZ7PHhVcRKsmRzVOrlRkeFBLhjTY7wgsrEfUcxx43knQXs3nG+fvx3+fgzO5lPj/CBHXdj1ldl5nP3HmD+gZfo+eJ7aLjmJlBVkiMnsHY2oOljWBvEu3I+mJsYyGBTk3SPPM7sT5+v9MGy1/UwNlTk378YJ9BkQMm4yP9SNAa/WL3cUphd9cQmz3Dgq7/Fk5+5Ak0GR0pC0UNHIci6s9B0xepNhQcOCwOQpWf31cLo8OLddCWhFx/AbW5kIi4avy8ZyGTmRlk4/AvqlplypEcWUVQBSAuOi9fszT18kL6/+FrNZ6mkyovPZNE0DZO3cYUBRj4yi5LPYG36FcHcUq85g51cWDg6anHBzMl6U03PxYvFcjC3vC2BtaET2WQRDZNnygs9zeKd8jeZyC2KxYgO5xbG4idQNAVr63oyoX709jAbL82QSmgUChrHn46yYZ+LtTscyB4B5mwFA/5t17/q8bl79pIcP00+EuL0+7+GtbsJ69Y60HnIaOV2Jxkb2fgcwSBEh3dQSHrYMPRtzIFW2m75wGu6Dv/dkCSJvbdr0C3WAAAgAElEQVSId3oisXpud6Fec6qmcmjmPpwFM0PBLP+sfJnTu21kpGxNXanB4av0KczH5hkOCIZyZxnMba2/EYvewfPjP6WYVwWYa7eQatlP0LGeBnvtPGg3enjTmo8Tzk1jzeloHqstKTk/8skQxYzISR1GHyadtdKeYGBKuPCub77uVa+VwerE23v5r1Q3l5o4g711Q8WNuxhO4h1zEGlPEju0BOaqngCrg7nmi4K5b5/4IGaDgw/u/D6yJJOPityuu/5SJCTS61uIDx75lRwx/zfFb8DcryG8jRuJzQ+gqheWh/Re4mJhMi9snssNw+0eA9ODz6A32gi01a6AeOuqYG5sIIfZKtPQUpvAG+1elFy6wup1bbmdfGIRs6uOO9/vRK+XqA8aKmAOoGvr7Ti8bcRmvo7eIOFr0Fd+D2DgpW/iaVhPz953o6kKsl486EvMHEAionHo5fdjYIzbLhE0vTu4EdmgR2cz88R/zHDX7kFefi5FZngOXbAqzbG01ZGbXKxxtCqEEpTsOQqFJtwBPZIk0bZWTG42T4LNV7g53XcTOrnA2MEfrXp9Z48/wFR0D7e8szqBaZomTF6WMXMAZ8smKNPj4vr614oEJz19ljq3WGldiNf2cQKwOPSEQ2tBg1R8ekXd0vSQsFIPrrWQScwTiZzDWIBSUgzYaZ2TwpxIxtdf5kdLOSk687jX1OH26chFJwCZ/GCShbEjWBx1XHfX90Bysu2qf0IZHKQYTVF3655Vr0HrehuxhSLxcNmdr9wb0GJb5NrbXfRsNpJKqDR3GJmbKNC7V4/ZuIircQ3TkS0oHV9k7tTjnLrnryrJjxYViWM2LICmJEnomtLIqhtLp6gD1G/aTrj+ZqxdTZXBGUR/olwgiGrIYjRXQV7W8gYAJg7fy8Rh4WIZ3PkmdCYLJl9Tpc+ft3MnyHX0DMAbP34JHvcItvY9q8psH/pRmr3r/hNV5+cf7n+Bnrf/mNjd47h3rmU4sBdicdJDKwdti7uRbGwG0HjjHzbTscnGkUdFgqKpKqNfvI+G2y8ld8nVaBqs2V7tfdbyvpvIz0W5afsip1+Is/DSCIZ6L1/+8CR3f1gAwlcOjaHZbMznxxhU+lk7CKnxvhony9yU2Da6CpiLjouVcVdzD4bsEE6reH7mFy8O5kJl63F/s5BZAijlFWZFWx3MLTUMz+XE3zVZRzGv1rz7S/WbFikPatnxMu7CoMuxkBXvbOg8du7wI2G2Xu3B7vMh642UlDgGjwC7u17nI6VaSYyHyWei6MuHVFLF7zicMo+dCfKJv6/WpsYXC7gC1bFw980+3PFxkCXcl2xA0zS+88kR6tvM7HmDeEfDYXDv62HxxaMkZs/SuOlGNl/3OWxP70IyS4wNPEjJmUFrmsbb8mYu/cox3OuW1WbGxer6cjBnNEo46tuYU3+bkefuJjE7WHPeuz/zKG23/GHl35rLh14SJyg5hJOlwerm+CGxOt3YIJK5mYeOYsnbWOyOk/7qJ3g5+lPeuPZjfPXGc1zV9q6a30gcH0HSybR94JZqj6nhY1g7G8CWxmQXIKDDtZV17j1srRN1MxP9GVyIOuXM6DyJ6X4U1YS7sZWuHgODp4v4Gw1oSChPvBVdyU69bWUd8fKYnylx+pSL6NhRpo7ez8bb/oqdt/0dvpCGvgi7n8/j7b38gvVOA4cEmIvMvvZGwPV730Rqsh+Pzk9BFfPcEjPX/+0/RZJ1dL2tKstLD0yhYETTJFJZx6r7XIpX7v44Jwc+Sm6uuvj4va8keMc1c/zOTfMU9Q3ko3M1c9mSk6XtvwjmDJq+0gxZjUfJm8Dqb60ZVy8WTnMdcjnNW87MSTodjraNAsxNievkD4r319dkohQXALK7/lLySoY777fw175/4nt35dj0vV1Ef2s99o0HmTyXY+hYkm3XeLA69Lg6xT1rar8EvWVlY+nzw7NuL6gq/Z/+EpnhWTb+6wcopEOU8JFFLIIWkxbyiUWam4oM/OwvSX/h01jjr7DuXX+Lzri6wkJTVWKTF19Q/1Vj83V/gkE2MXkBMHehXnPD0aPCxGS0kfeduZzusJfBYIY/fKyTp7K/QKPcONzpo5iMoBYLFJMRhuzTdLi2UmctA3udmV2Nb+TI3P2gE2U5vs4i0roTbHK/btVjen33h6izdrAz1k16YmDVbZYin1ysgDlJkghY21lIjwEwFDuKKQdtHVdfZA/VCOy8meTYKbILE6++MZCc6KsBa8VwAu+Yk1hLmvBhoXJztIp5y+iux7KKh4HJ10w+PL3qIu3pxWfpCz3L7es+WZGaFsqOoS5fJ82O9Sx6Rb4+X+5X+X8tfgPmfg3hbexFKeVJLA5fcJvldXOpciNYh0fP9NAzNHVfjk5XC9Q8gWqrgNH+HO3rTMhybRJrsokEp7XnRgwmO+0b30AhHcXkCHDptRaOx9pYs9nCyJkqmJN1erZc/REk5RBrewcq+/QE9Pj8/cQXjtJ72ftxB8RklE+NYrbKNcxcaDrP1OweLA3X0Og8hqLqkWyCXVLNVnKLSUxmiY+/aYjsxCJhXR1K+dHzbGhAzRcpLFYlp5m5WVRzkVQ2iLdOXIeu3mYURU8sNMUnvr+B3mv34Wjaysj+76y4tiPHT2OVhnB03orJXH3EIwsl8jmtwsz5Ajp8dXKFmVsCc809TeitTtLTgzj0kyRyAUYHV/wMNqeOSKoNnQLZXHQFM7fkhBhca6X/pbsBDVMeonNiRShccJIvgzm9y4actFFwFpFkGX+TgVJ6EpMlgKRKLIwcJRDchtnuI5//GL6GM5x88MtIeh3+G1aaecBKExRboF3cc3uK7fuM/OfTDfz8cBPtPSbmJop0rRcgs1AKYndIDEfvpOvq99L3wOeYPCrkF8Uxse/kiKit0zQNxTwPMQ+6xmZc//J9vD94mNRoCGt3LQCeGiuh6/aCrEGqWpvib+tkPrmZycP3MHn4HurWX4m5LBu0NnRWEiJJkohNboZAmCIezPYI1jUrV+hUVePxn03T0/w0gc1vI5mt56UvHSQ9OE3HR9/EursEIzT8E9ECU1E0/v2LcUILimhPoOZpXavQtsHGrpt8nHo+RiZZIjcZQsnk8d+wjXNl6dfaHdUEMPC6nZiDfpqmhDHGyCNnObfgZP/PFrjmViGL0rkTJAtmjjUfREJm7SCgqph9qzBzh86ilmoXhHLhPnJFL862zdg4x9p14jgmpy6eiNYwc+XaxlzoDDodFJUyS3E+mCsbi6TL9uC5krhny01QonNiv0Yli04vkrdQVLyz4Vwbis1RscYHmBrKMD2UZc/NPiRJwuxqoESyAua2Xe0mJ9soJOdQlWIFzOXLCyAgAJ3BUB37YovFSi0vwK4bvTQzTamuGYPTysEHQ5w9muSuv2qnPiiOLTSv4L28l/iCYDoDay8l8uxJDHMBrvngs3Rc8g4KJsiObiC/cHlFAgtQKmm4dC+iSlac9Rt4+bbPkjwjkpb2NQYODn0ASadn8IlaFuf8yBqqgFS2C2bO4N5KOi3upd+Xwkie4ol+GgNrKVpLOI6s4322Q9y18QvYDK4V+8wMz2Fpq0M26DH7moUN+vAxjI2id55eLjs7xqJs+s4RlLNnSMWKJMJF3IixKDs2T3ymn0S2HYfbSMc6AyNni3jrhZTVLHu46vO3ccmjqxsPAZw4kudNu2bYf+xNnJx8O6//h342v+VTuLu2s+U4vO4R0M0t0nz1O1b9fnShwNyYeM7Cs6+NmQMq0j5rWTKsk/TYDG5Cx59i/uB9dN3xSSzLWK3UwCSa0UZO9pE+t7jqPpcinR1GsxQY+ll1zhk5W8Rqk3j5QI5vfd2MViqST1Sf1cxSW4L6TmZ+8lzFTOfVQtfUApKEISeA4ekPf4nYc8fImcHW8Op1S5X9SDpc5eT1fLMaR9smkmMnKws9gaB4xn1NRqTsFDqTlUs67+LN6/6CN6z5E271v4ddh4H7fgu9ZsW953GOPh5FVWHrNULqWNc9BkDH1lpFzIXCVV4gCR15Bv/12/Bfu5VcfJ5szk0SsXBYiIp3u8Ezj1TS8c76L6H5ttJ01Z0X3O/k0Z/z8Cc2EZ+5OID5VUIn6Qg6NjCZWL2ExuxvWbVm7ujcL4QceryEzxxk66E8703fyaa667h/5mtMBcvMnNOPppTIzA6TNcO4PMmuxlqp6iXBt5FRoug3HcPhNZBrO4SkV2gp3rD6MeltfO3Gc9xovY309FnU0upKJqWQo5RLUcjGK2CoblmvufHiOepjRoz2iy8aLkVdpUXBI6+6bTEdJx+ewd5SBXOFUAL/lBtFrzCdOEsxlsLorsPoCuDZcOmqC7hmXzNKPkMpk1jxt5/2/w0ecyPXd7yv8lk+OoesN6K3u+n27GQ8fxZrU/f/2bq534C5X0NUHC0vUjfXtcWO2SrTdyBOsixnMtuiROf6aV6zcvXDU2bmNE1jtD+/QmIJVJwUmzsu53c/v1hxHaokxjaZjvVmJgbzNWYH6/f9LiXFQc/G/6ieQ52eno33IskW1u2+C1dAgLP44jlcAWOl1xyIHjUAnTd9HiQdoUQH+x8TxxpNG/E40nz3YItY+VVVTk240FvFxNG4Q8h9lkst43MCBEcTLRWGsGeziUzGTyEzQ12Lib+5ZxNrr38PkdGXiY5Xk0WAJ78jHJ9u+L231Xw+W3GyrCZ+a3uFCQrAzIS4D8F2A7bgOtLTg+jyk0QzzYz0rXTxszj0xDJN6Eug6EBvr9XuTw1mkGVoaDdx5uC/Y1BkdCpkInPoDBKzaTu5uahwHj1bwpg0UrSlyaYVAk0GpOIUNl8rmqwQi5zF37K9fL1fRzqxnaH0T3Bc04HBaV1xbFBtT1ABc36xwqfasnS1FHB5dGzaYaKhVTBzXq+QKIwPN9DZY+Bcf4Gdv/0v+Lp28+I33kUuvkBmIIJO5yIxKq55dn4MVU2izlgpJjJYb38nsr+OzPAc1q4qmCuVNGYnSzh7xLGqC9XV69YuPSeGbyI8fJjEzAAtu99S+Zu39wqifS8w8+yPGBkskuprBp1Ktl1MmkcHt64476Mv5PDrfoksFdj+xrtweWQSP3gIc9BPw1su45qPbCGFjXM/FmDu2Uey/N3HInzlU1F0ZsHc7L1JOGjtfp2PUlHj+DNRUgPiN+09LQy9nMTbYKw0bgeQ9TqC77mBxPMn2LtHxZZZxLGpjf84t4+7PrINgI59JWZjcKrnJDvqbsJWLtlZzsylxxdRjBaUdI6pp2tXEfSFAbLSOhytG7DoIgQDE2iaxOiwZdVnYCnCMwXMNh1Whw6D2Y4t0F7pNVcsimng/PYES8xcMlWuTUuI7ZaboCwxc/piFr3BDZJEqKxKNTqaSAS6CD11vJIgLElWd98smFmzow7VnKuAOYtdj7PdCyYBLHQKyMhkIhd2iYstFCouuwBOt0yzPMsUzaiqqJVrXmPhhnc14K8XkrolMFfyR5BkPd6uXYSfPYUx4MK9pYc9f/A9bP5O8m0LzL9Sy+DOT5do8x9Bdu8m+co48/e/yOS3RDuYjrUGBvpdNG25mclDP7uoOiMtV8cLxWggNnmKWHIDalleZjbE2WIZQlIU7uj5FG//7G1s/Mcb0K+iEliKzPBs5b2TJAln13bi546hmcs2kllh/BOfGUDTVEaf/x5Tg0JB4EPcm+zoPImZASKJDuxuHZ3rDEyOiGfBE9CjN8q0HI9RfHh1p9cHfpji7VfMojdItO97Kz99/nOY3GLssbduQKeBuSCj6iQaLn3LqvtYkljCr8bMWepacXZtxzArAJXDKBLkM//2IawNnXTc9tGa7dNnp0lveiuJtbeR6r/wM1aMpSiaBEM/+fK9lc8nR4ts2mnikVPNeIJiLvv4HaeZLs8l6ekhZL2R5NEFjr/9C8z8+LnXdB6SyYRc34ghJeadqR8+ROTRFygYqThL3vu9JM89duHWKUuxJLVcAebaN1GILxIaESzcEpjzNpowabOYA63YjC7e0fu3vHPj33Hntn9g8ylYN9JJq/EKHNv2c2J/DJNFZv0e8VzZ/P3oShDcvfp9PT+MDi+24DoKpQnsGwRDm0sskEi4KWIkh4lSrOywbZvjjq7P0WAdw3Lt31+UnYyMCvOu6PjKmt3/TrS6Nl5QZmkJtFBIhFDy2ZrPX579Bet8l6ALR5AsVkq5JB0N+/jY3nvpdu/ixBYIJ0YxlhuHJyf6mGwBDa1SL7cUW+tuwCQ5MFyyH6dXz6z9SeEwO3vhek9ZknG0bkArFcnMitxq/qFD9P3RN3jljs/z0tWfYP8eAXI0pYRSEMdfZ2tnMTNGtpRi0RAlWLqw2dH5YWvpwVLf/prq5paUN8vZ60IoQV1CzImR9gSxI0NIksTOv/4FG9775VX3c6H2BIKV289taz+BSVedJ/OxeYyeeiRJosuzk2huFsveawiffJriKoDwf3v8Bsz9GsLTIAbb1ermlpIanV6mZ4+T0wfiJMvMXCkvCoHPNz8BMYnmcxqRhRKz44UVbQkATHYxGBTTUfQGc6Xw3OSsyv861psp5DWmR6sTpNHsYGzkrbidj5EoO57ZnRm61j6C0fEmzFYPFkcdBpOdeOgc7jrDCmYOoGXzFna86yucmH0fzz7wEj//2qeI3vgo0ju/wtFfXMfH/1KAqNODRlo3OfHUG2nYUW7UvAzMJSMiSZhfbK60ZVi3yUgqXY/RuFCRm7Zfciey3shwmZ079GSCZEIhPfoA8dJW1m6vpeJXBXMbjQz1FdA0jenxEja7hMsjY2taS2rqLLmFEfL6Vob7agdoEMxcLNOETgEkUOVaen9qMENDh4X5sWdJhEYwZtXy/Vmgsc1IAhdqJo+SyjJ6Oo0tqUOyZjj44BSBJgMmeQZHcA0FfxpNUwgEBSCIzBYoLPwxilwgtP3C1u/1bWZMFrnSa05vslLIu1BtWWxatZausdVIIqoQnxba9NNH3HT1GBkZKKIzmNj2W/9AKZdk/sRzFMMJzO4ukmUwFz0jGokS9ZA+K5KC/GwENZvHtoyZm58uoSjgbxHJSXGiej3bugycnrhJ/EOSaNlZXdVdc+df4914BSf/6d388qtP4wvJyCU7usYRUCXuvzdIqVR73R/8UZptXQ9iq1tDYM1ubto+j2eun7YP3ops0FMXNJNp7EIbOEuppPLz/xDs1j13pxg4LsDmpj3imd54qQuLXcfhRyKkBsT52XqCDB1LVurllseSEcqtDYcxUOLKD28j0Gyq1O107FMY2zBJxpHl+q4/QG8T7MrSRKQWihQX4/QXhAnAP9/4MH+4+wjf/8wowycTOAyDyI4NmBoE0+csHSKveRg7e3Eb6PBMXqy4l1c0XcGNFTCXK1yAmSuDuZImANBiSGw3v8wEZQnMSdk0FuN2Nn3ySRRF3Furr5kZYzuF+Vjl2Tj8cJiWdVaays2JjRY/qjlfAXMATdvrUezimZVV0BuspEMXaBGRVshnVVyB6judOD6CXi1yei7AQ/86zeipNL/zqQ50erkGzLn3rKNUF8Oib0VnMBN59hTeqzYhSRKyrKPn5g8j+UPkM301PUEnBsM0eM7gbLuMVJmRW/ylYGM71hrIZjRca99CNjbL4tkXLnhP4loVzMVio2iqwlB/F+v3etGbHRTSMXY5ByjKJpov30ujdQ0uqot/q8VyMAfg6t5OaqKPbEiYKalhkRhnI+J+zBx/mPHTQkpeLwsAlJmZJx0aYyHchqMM5kolmBwRUkublkanKaT6J2skTaqq8Q9/EeEj71hk8y4j9x9pYveVYp6KhQWoNdjdmP1B5JKKZLNjdFbl1stj4FACWSfRtsH2KzFzAA2X3IZ+SqgfnKYAEw9/g9R4H+t/78s1sjwlkyM7voBx7+WYdu4hPTh9QeYsfOgYmrkAJR3x3HFK5YR3cqRES6eelg4Df/pPglmYOjPJzZunmR4vkp4ZwtLQSfL4mLjeP9r/ms9D19yGPlJWrJhzpGdHQAJ72ajlS5+M8u9fjF9kDyI85kb0snFFc/KqCcpprA4dVoeYa/1NJhyWefSu2ppIg8NDWqmnxXOOXs8NmBvHGRrtY9Pl7kqLD800gjFlIJVd/b6uFs627eAIY+mo1o8lYm4MZj1pbEgJ8c5GX/xX7lzzaZ6efuer1uPFp8RCemJ6pVT9vxr9v/wSnqyFcHaqpv/aUlR6zYWmKp+Fs9OMxl9hW+BGlGwKBfF8OZvXo5N0/OGOb1MwwsOF+zGU34XUxBnG28Crr6fDva3mNww6E53aTRh2H8DsVhjKP0Hp2G4WRi8+/tvLEsXkRB9qSeHEu77E1HefJHFiFK2kYuqqujtnZgQYCljbSBWjnF58Bk2CdvP613ytJEkisPNmwsefRCmsXAhfHtkFMbYv78NYDCWoU5rRS0Yi7Uni5bo597rdNdstD7N/9cbhS6zcdR3vrfm8EJvH5BbPXFfZBCXd24ZWKhL6LzQ9//87fgPmfg1hNNlx+NpXtCeIzJ7hh5/p4cgjoq5s46Vuhk+kKsxWOnYAg9lRSdqXxxJDdfwFkYSf3zAcqsxcPi1WEPNJAZDMjuog3rlBTGbL6+ZKJY1jL70NSZI58axoZDo/8hMMhiwF7Z2AeDldgTWiPUHAWFM3E5rOozdIuAMGcoYCOy75Al3+65kd+BRYCtiSDYSmXsGtEwlFDDc6q4lvndqFrb3s5jRRNUlIJ8RgODdVh6d83oEGHbl8PTbbQuXYTXYvwZ23MXbgBxx9NswfXD/MP3/0GPXOkzRvX9m7ZzUwt6bXQDolXCxnxks0tYoaPVtwHbnFCXKhKfSe9lWZObNNRypfh1wuoC+WagHfkpNl34FvYjS7MBTB5AwglUKs3WIhJYkBND8XZfH4NPqkuDcH7jtJXZOE1TiPNdAG5TE0UGbmInMFmuIFXK90Mp18lqnBZ1YcG4AsS7T0WCvMXLGokUzWo9ozFOejle2WrsfiyACqromzR4u0d+uYm1ZIJVUcjcIQJnJGuJo52jaRmuxHLRaI9h9EZ7JD0kG6DHYy50RyaO2usk1T5UazHpdY/c8NVFe+Wrv0RFLt6H07qd9wNRZPNRmVDUa2/8W9mHzN1A+8k3rLBFpmO3p3GDVjQ5mN8dxj1eteLGo8/+A52vwv0XnZO5AkiT2pp8QK7xXXVLZruXUbVjXN/q+d5skHM1x2vZlcVuPRn4h7Wd8skiSDUWbbtR6OPBom1T+JwetAtdmZ6E/X1MstxZIRSvgBAXIdG8XEYzW4kCUdgZ4cC9efwho2s7XuxkoCsNRjbvrlWSQ0humkYHVz2eYEsizxvb8e5aOXPozZkMTesIGCWdwTQ2YAzehjbODiE2ZoJl9pCAzgDvaSmBnA4VTI5pbAXG0iuySz3M4xbpUeYnJMxWSRa2SWkbkCFrsOJZ7G6PGStl+G0ypqEdxNLUwnBVjNjs2TyygcfzbG7tdVEz2j0YNmzqN3V008uq9sRnVkABlZBZPVvcId8vxj9NRVmbnI82LcnaKZr394iI6NNq66o2zJ7dchSRCaU8AgoXjj6EMesqNz5KZCNa6wnVe+G0m1YFh7ghP7q8nb1MkXkCWN4JYrSfWJ40oPTpM+N0PHWnEcKcMN6ExWJl76SeV7qf4JctNVCV6kUJUsReZELeSJI61su9aD0eahkI7SkeljWL8WncmAvbsBJ4nK4t/5UYwmKUZTWLuqK+jO7h1oSom5A/eCJlGcEvc4Eyk7JJYKzJ54ENColxbR2S0otiRoGqFYBw63rnJOo4MlAk0GLHkxdpTi6YpMHOCzH4nwjb+L8/b3Ovj+k41lGXsZPC9j4h1tG9EpYry8EHPZfyhOx0YbTV2WX4mZA1E3Zy0bYJryMPiDv8K/7Xrq9tayHOmhGdA07D1B7OtbUPNFMqPzq+5z/qgA5XWu69B0Rcaf/jG5rHBCbu0Uc5Sl/A7/v88Vyec0vvLpGJnZc9iauom+cprMjjMsPnWIQvi1rfrrWtqRJ8RYqqvXUdKJMcnesYlCQWN+RmFy5NV7ea1x76bHc8kKaZqjQzR/LiycwR+sjg2+JiNO8wKaubaZuaZpzCS78ZmG2NUiarRSDS9UJJa5yCxZXRQt5qlxUX61sLjWgqmAzq+iFHIUswlSSRdNnSbyOiv6rLi+E098m+PJ2/nHk3fjfhW1X3y6DOZm/mfAnFLIcfzHf1bpczqZXKm6WnJiXN5r7ticYKY2WUVPvWJ5ocvZJOry21yb2DLtp884yIAkAEt06iTTzbDdd8OqcsLm5OuRHUkO5P+RZDGEbuBSZkdXLjYvD3uwBySJ1Hgf8aNDlGJpNn37Q1w58E32Pf/3dP51Vc45c/+zQLU9wYGxHwCwxrf3or9xfvi3XY+Sz5AYfuWi22XLjr6W+vbKZ4VwEovXQ4tzA4kNBaIvvbpc1uQTz2s+VAVzpxafoS+0nzev+/MaVg6EzNLkEWNlu2sLsqRjzp7G6PQz939QavkbMPdrCl/jxhowNzt8gPv+8TJiC4McfeQzROcG2HCJC1XROPJo2fBg7nmauq5Y0VwUqo3Djz0nZqnVZJamMpgrpASYy8XLzJyrlpmDWjAXmi2STNRh9ryZMwe/TS4T5cyBfyUa7SEW3VjZzhXoJrYwhCtwHjM3lcfXJGr4Tj77FazOeh574gv88O7HCA5/iPpTYtVjZvQ5VJ2BuMHPy88k+cnXI+jddnR2Sw0zl8nNIaky4QVvBcRKkoTB0ozVvlhT89d15e9SSEV46t9/DMDcSWEte/mdtRJLEGDO7tLhcFXttNdurJqgzEyUaGoTv2drLtt9axqOYCeT5/IU8mrN/iRJwmI3osqNoEEuW01sNE1jajBLcE2a0RP309y6Dwnwdu7DpA/T3WvC2SHuV3YmQn54Cn1SDDaDx87isi8gywqYWii15ZBLRpz+ThRFI7ZQwLNwlubklVidjZza/9UV57oUbettlV5zY4vE4NMAACAASURBVAM54ulGVFuW3EzVoXGp11xydhCLbw3FgobLJpKE4YEiZlc9epON+JhIOD2b9ogeRZP9RPsP4u7Zi6TXkyqzL+lzQpa2nJlbAnN2s7jPuZPhSj1Ya5f4/XTbz7j8Q1UJ01IYXX6Uq36KnizyjsMM9V2DhEbOotHlWOCeu5OVbV94Ikub6wEkSaP90neQnQphfPlFXmQfLx6qDnc7/ljU2r30pRcp5DU+9ndeLrvOzPAr4ljyiWpSt/smH3NjOSKvTGDvCTJyMo2q1tbLLY+W368Woy9JhyRJwmn0M5E5RnLLMOueClKK5yv1O0vM3KNfEtd4UddIf64DR3SCr760kx9PXYrfJ4BD/ZqNJApNFBTxLuvtASILJeIXYWzC0/mKWx0IZk5VijT4JshkymBuFZmlyabjBh7ncvkF5mZU/MHaXnOR2TzeBiPFaAqD18HsZAmXZQ6dJUCgxcHUoni/clNhjj8TpZhXKxJLAIPOiWYuoHNVx7OWXfWo9jRK0YdOb8TibiITXh3MxcrtWpYzc9EX+rB0NqD3eygVNX7n052VWmC9XsLrlwnNK0TGjoGsoJ6WWHxUyLK8V1bBnMFspy5wA2pwmhe+/2Ll88TYC5QUA2v37iN1ZgJTkzifxYePVoDP+KiR5q23MHH4HlSlRCmZ4cDuj/Js53vo+6NvkJ0KsZgt17zJMpGJ4+isLWSzXnZc58Voc5NdnMOSXOREYT2hBQVbVwN20qQWVpfWpYcFG1XDzHWJBaDQK0+gk71kR8T7l4lMYXY3YPO3UVx4ALNcxKRk8F+3FdUl5phwvAOnRzBzIOrD/I16zMvGueXSxMfvT3P9G6387Td9GI3ievvrxDsXXqiCNtfa3RgMVjS1RHpxbMV5qKrG2SNJevY48TYaX7Ob5VLY23pxm8Scp0yNo+TSbHjfP69IjCtM+zoB5s4/n+URGRQJae+df4GUNTL8xHcrY1pLp7g+S30incYF7vqAg/u+myA1fQ5r0xoWZ/dTWDdGoW6OuXsPvKbz0AXbYGYaFBnf69aiWsV1sDevY3ayhKaJOu/zlQnnR/Ngig0vrmSSTK4ARnc9cmqgIrEE8PgVrKYYBbmpZvtETGU61o21NMjapjUU55sxbD3KtjKYWzj8CzJWyIWaK2qQ1xJ6SYyBRW2y0pMwl3PTvcmCanPg9pXrDlvW8bT+h6ia/qJgrpTPkFoQ0r349P9ME+jY5Ck0VcEZF9d6Ir5SdbXUOHx53dzLc78gYG2jrlReaM/F0ZsdldY8ALtTG/DkrPxg/ksUDNCfPoqihz2tb131WJzz+9DSNh6f+6JYIExeztzoxRfzdGYr1voOUpNnCD1+DCQJ/3XVEoXlNclzDz8PVNsTHJ3/JY4E1AdXNku/WCy1z1iSUV4osgtj6Cx2DI5qDXEhFMfgd9Lm2kK4NU780NlVjU2WR0VmWXaU1TSNn/b/DV5zE9e1v3fF9vlyY3YAk95Ki7OXkfgx6va8gcWjD1+wvvB/a/wGzP2awtvYS2zhLIpSZOTE/Tzw1euw2AO85U8PoTfZeP6eD7Fhr0gGjz4WwWwNkYwMrSqxhFowJ8vQ0r0KM1c2QCmUmbncKsycw6XD36hndBkgWmoY3rbpQ5QKaZ7+we8SnjnF/PxvEVmoJniuQDfJ8CiugExssdpsO1ROFPOZGInwKJuvuJOp0dehqPV0bPeimzRhtvtZjB8jIvvY/Tof197u5jufm0dVwdIaqAFzWSWEoegC5IoBCoC7LojRmGakrzrw1G+8FrO7BWXuhwA0Ox5HMa3D07JSEiDaEtQayyxvTzA9XqL5fDAH1K3rRlFgfHBlUmFx6ClIbcgq5JJVdjE8WyCXVnD6foGqlvC6O5AkGdm5HYM+R/uaEq3bRRI4dzqCpzBfAXMm0yzxCbECmFebyLkiGBcdoKrEFwvo1ALG8SEabr6EQMt24qELG+20rrcyP54jm1YYOJYhkWoSYG4ZQyB6C2oU4kN4W8UALJfEMzEyUECSJOz1XaQWR5GNevy7LwcgcuYFkuOn8PReirWzoYaZk/Q6zK3VRYSlxMcozSPrzGgZjfSgWEHzBWTarfOoP36U8MOnVj2Pe+8PcvTsB8GRpL3pe5jyUPCmuWzzGZ56MFPpefTQj1Js63oAT8duHA3djH/1IVA1htqu44UnqquXrg3NlGwuLJODdK+V2bjdyHXXQ6loRsVGNlbtF7XrJvFepfonKxJLYFVmDiBw0w7MQT+Wjnr0tipIcZj8nFh4HCRY83QLpx6erGHmsqkSJx8cA+D3v7SWUamTwuQCudkI/iYTnb0i0Wnu6SUyrxBKCdbP4hMT0oXYufnxLAuTeRo6qsey5GhZ5zpLMqkh66RVDFCK1FlTNDKHRUmjo4TDZ2LhPGbO02CkGEli9DqYmSjhsM5h8TQRaDETL9lAkshOhTj0cBizVWbzFdVMTI8DJNBM1cUhc4MX1Z4lE/Ww4zNP0rDzForZBIX0yoQ0VmHmBJjTNI3oC2fwXt7LdXc1sO0aD5e+yV/zHV+9jtC8QmhQJNXynIvRL9+P0e+sgO+l6Nz6DkAiPfgNSkWxmKPGDrCQ3ILVaSPZN0Hgpu3Y1gVZ+OURGoM6TGaJ4f4CbfvuIJ9YZKH/WebuO4iSyuK/aQcT33yE/V3vwXBQ/P6Sk2W6sBGrQ8e6XQ6MNg+ZafE+nWEDQ30FrEsytMnVjToyw2VGfBmYs9S3o7e50VQFo62J7Ng8mqKQiUxh9bbQtu/tWKSX8BoEWA7ctAPFmQJkoslWHG4dbq8Or19m5GxBMHPZSGX/S+AnEVOYmVDYts9UA5q8AbFwttRgGqDrjr9g58cEY5lYxaBieihDKlaiZ5cZv/1REuFM5dqvFomYwjVrJzm0X7zfkiThqxPjvxxN0HbLH2FvXTkfpAemQJKwrWl6VTCXXBxEVk3UX34ppoVWwnMvMnZWgNolZk5nsqC3uclHZnj/J9zUuxfQilnM7hYyBlG+IHerr1lqKTe2IKsqOtmBzq2i2IvoSzJ6q6MynioKzE1V39vvf2aUd615kT/ad5RPvuEEf//uMxx/+jjhmf5Vk2FH+yYs6iCBYHVssBnFPJYp1ddsOzlaYi7VjaykKEWnKZ7ci37TK3RsEe/e/EsPkLPJqMnWX4mZ06JWKOmIjjxDaEAwoNm8m837rNjbh3FufAlJMuDeciVNQdHU3H4Ro8zEzIBgXOu7SM4Ooiqvzl6+WkTGRGsgYzSNWW9ftW5uqV3EkqNlXslycuFJdjTcQrFsipNLLuBqXl/zjtgcDewb9BEtzHF0J5y1TGIowKbmG1c9lmxUR+noZShakfW+y2lqqGdu7OLMHAipZXK8j9Bjx3DtXIPRV5VW5hPLPAv6zpKbDlXAXFZN4w+99kb1S7HEtL0qmJsfw1LXXnNNiqEERp+TdtcWUuYk8cIimZG5i+5HZ7JgsHsqMsvTi89wJvQct637c4y6WvJDU1UKsYUKMwdCajkcPUrd7ltRCzmS4/+zbqi/7vgNmPs1hbexF1Up8tIDf86j37odf/MW3vzRA9S372b3zZ9icuBxFicfob3XRiap0NghapCCFwJzZVAzeCJLsMuE0bTy1hksTiRJJl9m5vKJBSRZh9FWa8zRsd5cw8wtgbnOjdto6bme0ZP3YzA7KKi3VurTQIA5VS3h9CxSzKuVJsOLU3kCQRPhGVG/lUj0QLFERjWhc9koxTI0r7mamDzEXNHLVTdb2XO9g2JBY2G6iKU1QG4ZmMvLUQyqSKCXQCxAfYuYcEfPVOtnZFlHxvwW2upfpLt7lJa6Y3RfvrqT1vIec0vhdOuob9Jx4nCeaFitgrllxbht28UgtprU0urUkVGbkVVILWMPpgYzgEo+9SOauq9EScax+ltJpATAaWyOse5y8f+nnpqnnnmMtiCSrMMfDLM4LMBcMltHWpvGOO8gMzpPeLZAG+NIikLdLbtx+jpIhEcuuGq1ZIIyeTbDyRcSpNL1IGukZkcr2/gbDTjtYVBSNPT0YjBKpBZz6PWCmQOw13WRy8xg7W7C1tKDbDQz+ei/gariWX8Jtp4gqbNT/OCzo7zyk7PkLB6+8O4BPvP203zqrac4eyRBfZOOYmoes0MkCbGD/Ux99wleuvzj/GnmMzQefYiBj31nxbmEFxWeejDDmvog2sBG/K5RTHmQVD3O+p9RLMID/5kim1F55alXqHf203n5Oymlskx88xEa3ryPTTe38NIzOQoFsW9JkjDv7CXIJJvX5ZAkieR0UkhR8nVko1XTi4Z2C11rZKRkomJ+4g4Yalazl4es17H5ex9lw1feX/P5Ut3cevbiWLRw5J5JHO0bMdg9mNz1PHr3LJaikGBd89stbH6HYMWP/4cAuG7PJJmsl4kzMuG5EotpURPqbBLXc3RALDbkF2I11/DuvxxFp5d4w/ursilnUw+SJOO1DJJKaNhculVr5toZq/zbQRKjzVDTODw6V8BXJ6OkhYnJ7GQJl3UeRyBIXYsJFR06r4vcVIjDD4fZfp23ZuzSKaJGUdFVkz9jnQvVnqEQdzEb34SzudwqZBV2bkkhsNSaID04TWExjveyXv7wy2v44lPbVjAygQYB5hYHD2DzdyDnTGSGZyv1csvD3dOLYbyR5uCTvPzYGKV8BotynIS2l0IoTmEhhn1DK3Wv30Xk2ZOo2TxtXTLPfaOPJ36+Dr3ZzviLP2H6+09j7Wxgx/1/yZVD/07zb1+LZ0SMlzlZJh0aZ2yki81XutEbZIw2D7nYIqaOJv4/9t47Tq67PPv+nnOm95mdmS0z2yXtrlZdtmWruBvb2AEDBhMHDIQSSiCBh/YQWkgCT+gtIcSYYorBDuAC7jbYsmTZktXLStred3Z2ei/nvH/8ZmZ3tCvbpHwe3vfl/kfS6uzMmTPn/H73dd/XfV0LeDl7soi5Q3zP5dkwK0UNzHUtJiiSJOGsWBRY/N2ohRK56QjZyCQWT5DWbbcgS2W6gwJgeK/ZhOpMo9BAWTVidwkwVlW09DbrcRElhhNMJtIV8DNwTKwTvRvq19cqzXJpZ07RG2lYcwmwMpg7VbEk8Jh+g272g1y543MsTJ8fHBx5Ps/C2Qj7n15MaC2KA10RrFmJ1bd+pvbzp38TZ/ikOC41MIG5w49iNqJ32TA2uVcEc2qpTK44jckYQFYU/M1XoFFk+qCQMK925qBiXByZocGn8KbbxJ42M6Cj1Ci+M6mzTOSp43XMiPNFYlR0SM1uP7mFKcrWMoacuJ5V5WWA8SVUy6fuDlHIqVjsCuGpPIeeiBKemkNT82RTy4shtrZ1uIwjeFsW91mjKpLheKYezE2OlphJin0xNX4S9fAWJHOWs/F9ZOcnCB19jJxBxWVsYuzkywdzudEwUqqR0HP3cvjLYqzjFWu/juvUm3AG7kNb8IGpg3wixNVXw3XXwYs5M1Tn5douuhm1XKx16f4rER0VndlCKkKbY2URFMVgwuD0MXF4kN/9Yo4T878nX85wQdONFOLiXkhHJmoUy2qYnI04phK8svsDnFoLQ50qHWEretmw7D0AEpEi+uNXAbC16QaaOk3MjeZesnNla1tLevI00edP4X1F/ShPPrW4pmi6IjN378Zh9GGoUBP9Ybnm+/py41xrofNFZm4UyxKKpaaqFCIpDF4H7U5BBa76zZ15IVFXTDw3ltoT/OLUZ/GYAlzd8Y5lxxWSC2hquTYzB7DKfSGJQhipv5+r7wrj7F4+7vTHHH8Cc/9DUVW0PPzkV2hbex2vfv8TmG0imVt36XvxNPez55cfpH+HSAibOo5iNLtoCGxc8fWqoEbTVqZYAkiySAJqNMvEPEa7F02CBw79Ax/6WRPzyRG61gowV334Z8fFRtzYamDTVR8GoOfCN+PyOmt2CACuiqKl2SYqxrGQEA4JT+VpCBiZnxTKUff9oAmbSyFVMDAxZwBVpbltJyVTmqhT4rLrLQQ6xUI1PZLHdE5nrmBMoqiim1idmQNoXyOq5guziwPGmqbx8KPXIkkaO3o+hiyX8fbVz0ZUY2asuAzMgaBaPvOo2OBb2sT76cw2TA0BZL2R7gs6UBRWFEGx2HXM5XdgdQdJhYZqHkO/+48FfMFD5DOj9O94F6m5IWz+buYrfmAed5SNVzZQRubMMyEamcPR24bVGaC9L05iZhSAcChNWctjmHeSOjVBZCZPN0PIdgvu7X04vF0Uc8nanOS5UQVzYyfTDBxIkUqLRG8pbU1RJLq6xAbuCvTS2mtlfCBNW7eewVMV24zGbgpEsPQ0Iys6UeUbOQqShKtnG7aeIKnT0/zwU0Pkx2YJFxyc2BNn6HCKZ+8PM/ZCmGCHjmxsBosviKTXceyd3+To275OYT7OyXWvZ4/3VWTHQjWxjGrc+5MUpRJ0mmaITm5lir/A1bUZT2kXOdMprrz0BPd8P8mTv8mwxn8vSArtF9/C3K+fpRRL0/G3N7HzGjOZtMbhfYsbwaS9DxtpiqcG0TSNvfeHaVvvYCHmZ260foh621ZxHQydLUL8ZIt9xXmGaniv3EjjjfXS7fYKmLvC8+cAnHpiiuZr3s1lt59Fk3Tc9c8TmMmgGY3onFZu++pGSuh4+ptCDVKvniEa7+KJn8wyP1MknBKbq7u1CaNBY/6BZ3nu6k/wRONfMPwlQVcdOpLk8Z/M8tq/CdZV33UGM85gP175HsrZeawOHZnEOTNz4SLB3GDt3w4SqIqOyEyBYkHc55HZAl6X+LveY2NmoozTOoe1IYC/Tbyf5nIROxNidjRXNy8HIOdFslBikSqrankhNpG2s//hBSwVFdZMZW5u4KPfZ+qnYk60OrubSWvMTRaIPiMSOffORZnrZd9No0J4rsT8mT34+3Zh6xev77l8w7JjTW1+jAOd6PR5Dt7zr4QH9yFLJXBsJ3VSJP72/jZ8r7wAtVBi4YnDNPvKqIUyP/3CHKam6xh//peEf3+YljddgSRJWDoaWf/vH+DObjE7vaAJStrg6VVsuVoUsXRGB6V8kqYbtmJ3CvuUKphTQ+fvzBkaXehs9bMhjgrV0tYhrklmeJZMdAqLJ0hR6iGWCNLSvg/JbMTc0YjWkEPOivOwu8R62LUEzHmIEsNFqaGxBn4GjgpQfS6Yc7plFKW+MwdgtDdgdPhWnGkaeD6B2aagpQ+CrKe9dS8vfP9NK9Ke8qEYM5/4Nl/gE5h/cjuaqqJpGqHBIa55DDqGNArlxaLLZ94yxh2fFx3u9OkpbL2LIh/W3mANnC6N9OlJyvYEjkbB1ghefiNSxkRx5C4sVokG32IaZXQ3k48IUH3lLlEQ2v/ACJqpiMHqIadNomkqM3fvXvY+58b0QwLoWtwN5BemKBiKKGmFYiLD1Ojivlydm1NVjemhLJe9wc8XH93Mdw9exF3jO2juEt/N0OHlSbXk7kOnFPC6F7se+Yo4Tjha39GeHC0xmxJgbuboEUqHN6CVdbwweR8HPnsDeZv47r2O5hq1/+VEZngWh/p6dn7zEM3XCVXFUGwNcimKYrwA+YXNZPM+srFZbrsNHnwJgcTY5HFknYHAZuFf+t8hglLtzOWTYdoc61acmQMhgjJxeJAvvvUUe0fuw6hY6PddTiE+L/zkEiEczcvBXDET55bVn8KelinpYXWyZcXXB0hGithnd3Cb6++5pu0dNHeayWdVonMvPltqb+9HKxfBmMJ3bb2dUW5JZ860ys30XU9XvObE2tiqBZB19aymlxOWpi6yL4NmafZ31P5djKVBVSs0S7Emx1ZniO0b4JN/dpQffvr8r1c1Dj82/ySnFnbz2hW6ckDNMLyuM+cW40DDqaMvyyPxjy3+BOb+h8Ld2Ifd007fJW/n+nfdi964OOCvKHp23fxNEgsjtHTcVTn+MC2rL0OWlRVfz2yRMVvF17WS+Ek1DDZPjWaZT84jOzx854nXcd/BT5PIznFy6lE6+0ykkyrz02JznBkv4HArWO0Krb3XcMWt3+PCV34Gl093TmdOLOQ6nUiqYvNF0vESuXQZX9BIePIwepOPZx428daPNeLyKBwfqJiQ60QiYVk7R6BNR6BLfIapkQLmNh+FUIxyNk8hlaRsySGpInHxLAFzazaKhUUqz5CsiDUc+H2Kk8f9JLXt+JyDJNJNzEWXJ3LJeJlUvLwimFvdryeVFMC22pkDsAZ7MTd2YjTraF1lZOg8nbnJxHZ6bvkU5UK21j04sTdOR/9vyWWdjAxfQSo0hL2xm6kJMSejFcJ0rzWRluwU52M0SXO41rdi97Tj9M5jNc2SzbmIhsSGbgw7SA9MsjCdo5MRnFdsQdbrcDSIhD6xMLLs3AACq8woOonxk2kmz2RIpSpgLlUvtx4MVBLT5jV09lsYPZ5mVZ+e4YEimVSZU8e8IJcxdItFztEpig729nXorU6svUEoFml2pmmyJtn+zrX8ZHg7Pxy4mO4tDjILWQIdOnKxWczuZjr+5lUE3nIVFz/9z1w68F1K17+K3yUEJ786vwQCrN9zR5LNFxvJnx5ltuil441fYsc3XiDYeTNSzsCV/V/k9LECX/t0hM3dD9C0/hpMTj8LvzuK3mPHfUkvl1xhQpbhmcfEd6iqGvcdEsUBefAMj945y+xojpv+qomC1kh0uh7MrQmISvPQrJXRE+k6JctSSauz+jhftNh7hIFrQCQZWirNoScTGBwN7PtNmIWpHFY5h6XNK2bsGoywuhvL9Fl+e3cSk3aGtNbDoSejTJ3NkFGE31Tq+Uk+qH2FwL3fIX1mGtvaNka+9EvKmRy3f2wIm0vHGz+2XAHsonfcjl6b4882vhO7q7SsM5eaS+NPjTBCBwBN1iS5ooKmCXXMQq5MKlbCbRfriN5tY3Y8jcWwgNkdwNcqNtGixUnirKBuXXS9p+49pIx4HovFxTmsZEjQhm2Snf0PR7A2iO8pHR6jmMgw/JVfc/L9/0YxliI+X8RolvnsX47zqTePEdl9AoPXgbWnXoZ9aXgbFcqpIfKJeXxrduDZJQpvS8VPqmFqdqNPuFFT3eiTdzJ15DFUTcbWdgnJE4IhYOtvx7OrH8VmJvTgASw6kVQFVpl56JdbKGailBrnCbypnnVxOtJCUTaR8iigSmQjzWy9WrAotFgZVV/Ad/1W1vTrOXuiiKnFgyopKLGVCzeZoVms3cttC5yrxHPl6hcJXPLsMMVMHIsnwOSZLMNjV2BtHMbc70ZDo2xJIMXEc26rdubW6FkIiY6PhwgpvZuUxVubOxs4UsDdINPYUr9/ybKE26uwEFpOk3S29K3YmRt4LkHPhXYiQ8/hbL+SfS+8l9jg/ez9zptrlDmtXGbsO7/lqZ53YTn4DKfopfnM0xx86zf53M37KMQHINaCToP/fdX9TJ7NkMuqxCNlZsYKaKpK+vSkWLcqYetrXabQCbDw/CE0cwH3anH9vFdtxjDWjKn0NN2rUnVFHaOnmXxlZkeNDaNJRkiJzvqaa99PMRfHepHvJamW8UNDzO8Xr2PQdGRCo5QVFV3GQOy500yOlvA3K+h0wh4BxDOZz6oEVtWDeVkWwilnXli+RxT0gnXi1C8WbbKhMVRNYS5UP5g2OVJCMnswuPxMHjwCOQvq6Gb2nbyD1MQp2t77fwAI+ILEw0Xi4ZcnXJMZmcXS2YKjexORgmAPPPjCp9ny+f10XvppKOtIJ+zkllDfXyzikydwNPfgahXP8391bk4tFYlNHEWSFYqZGEFbH4n8PPFcaNmxZl8ruuIMhVyZfWMPsMF/DQbFRCE+j6oT+ZsjUE/5NTkr3aFshlccD9A8DX3amnNfuhbJSImAIYb+qudIPHiiRp+feYm5uaqipewr4Lq4HlDmk+HaHJ99ayvx/WdID07jt3QgqdBuO7/1wYuFpanrRTtzxVSMUjpeL34SFp15Q4Mdp9GH29RMcpNGZO8ACzOFmnr6SmFqCDBVGuNbB95Cgzm4YlcOFg3Dje7Fzly7Yz06Sc9Q9MAf8hH/aOJPYO5/KHQGM2/++xGu/IvvLTMABwj2XEn35puJzX0LT9NxTObJFf3llka1O7eSLUE1DFZPjWY5nx7j6c4xjow/wC3bvobd5Gco9Gyts1cVEpkdL1TmpgQtZ+32t2Ox+/H4dcQjZYpFsblZHE3oDBY0BGD517+b4rVrRIXqO5+Z49kHn2VscBWuBh1v/Gsv19xk4eBRsbnnjhdQkibcfWJDaW7TI0lVMCfohtmJMNFhsfCWVVGZWgrmfAGx8Vps8zWa6C+/G8buVth7SgwLD05eviIdciUly2qs7jewbeu/sGn9nXVgru9dX2PD3wrbg65+08o0S7voaDhaxAJdTU6iM5MEup4hnnwtf3/bIPlkGJu/m5FBkSTl4nPIskTZ5qSVCYxaHltvELunnVJhAo83TCrbSCZ2GJ3ejM0YJHVqgsSBs1jJEHjNNoAamIsvrLxg6g0ygVVmzhxKUciUyBYEmCsUQnVJi889Tlk1kNozxYbf/BP5sRnaOmXGBovc/8MIj/xQHCs3iz8dXQLMufqEkIjULF73qguTlBOZmpJlKlHmyHN5pGKB5oBMNj6L2dVM35fezsYffgjPrnVIkkRbt47ZggdjV4DwIwdr53X0QIEzJ4q8/hYohyJEFB/bX+0TYGftakzHV0F8N5dd8G2uvGAndtMUnTsFVSfy1DE8u/qRZBmHS2HTNmNtbu7AnjzHpjyoLjft8iT/8gHh57brtV7a1gbRaXOcObG4aXiIUEbmP36cpVzS6ubl3nb9LJ9418rUt6XxxrWf42tXH8PsFd0plznPk3eJTeUXXxqnJOlo82awtC/OuK569TrapQm++6mD6OQsphYxtD58MI5BCYAqMfeTYxRdfh5tuo3Lh+9g3b+9j0I4wd6P3sv+RyLc+ncd2N3L1yDvqm3k2r5Lm/cg/e3/SDpen3zZ5kfQaUX2SeI7bm9ILfGay9UqwU6z+FPvWgXFEwAAIABJREFUsRMPiQTU4gni8OgwmmXSioNyOEJHv5XG9nP88JKV9SG+mBil5gSYc0pWzh5Mksk4kXUG0gvjxPaeBFWlGE0x8pVfEw0VcPr0DB7LcWxfmsjuk7h39r9417RRodEmNmzvmh20//WNdP/dLcvm5QAkRcEU9OLKX4LFPM/ph7/BTHQtLZ0eUifH0dnNmIJeZIMe7zWbmP/tfsqpLCUU3vuv/UzPbIWCHramsa5epLkWChqRsErR7CEb0CPH7fyZ/CSta8TaXBhLgb6Ma0cvq/uFfQqSRNHmxnCeLvy5tgTVaNrxOjZ+5Kc0XfFnIMvEB8UaZfYEmTidYWTsciQJyqvDpEMjaFIZOSTWwSrNsiqCkp5LYyaH6vNzZspGfnqBYjzNwNECvRsMK153j09e1pkDQfU9F8wVcmWGjqTovUAk4d41F3Pi9Oswdn6S8X2/YN9330r02RPsueiDnHjvv+LcsorvBz7Jv/A+nrVexdyPH8Ox99vIssqFt7wdgGJqhPdeeIDHfyqetdmxArnJMOWMWHOrYetrpZTI1Cl0AoQPC8sg/2bxHFh7gljTPUhymY3dj9cda/K0kF2Y4X3b9hMfO4O1pYuG5lOUk15aNr5S/P7VPuLPnyF5eoqffWGU+MLyjuPYtx9AtliQPF502RJUGB9yxkTs2VNMjZVoX6Uj0K6r0SynBsXaFlhd7ztaLIjPM35qub1HvNCBqskYi6drP8uGxihIfham67+zydEirZ16bK1rSU+cQmeSCYwXCZmTtL7nC9AuCkYdbeI5ejkiKGqpTG58vkYNnjwzRb5gRZMMOBr0OFoFoExH7WRjMy9JJQShZOkM9qO3ODC7A8T/i4qWiekB1GKehm7BtGjWi8+3EtXS2BDEoszQ0foUWcM0GzyvRCuXCR9+DNklClnLaJYV66hcfI7OciuvfAjsjvMXo5KRIn7EvZwdC9HUIdaMuZeYm7MGekAD8zozsr5eZC+fnMfmF3Y45j6x/8z8/GkuarqJnkEZT6D/RV97pVDLJQpSiezC5HntCWq2BEvAXLGi9mrwipm+DudGFtoTJI8Mo1CqiV6tFFO+Ar/aKbqMn9j+W/TKyo2PamfOsKQzp1eMtDs3MBjd/zI/4R9X/AnM/Q/GiyUUANtf82UkCbbf8FkAAqsvf9Hjq8DmfDRLWOzMHRn/DY/5j5BXynzouse4Zt3f0u2/hKG5vcsULQWYW57sVcFjfKFU+zxO3ypKeQHIDj2VxFERZLvwGgsuzzD+9k18/q4OLDaF615nJZoVydvQg2cwTzagsx1DU1X0BpnGoL5GswRhTxAbF0l1vhDEaJJq3UgQlg+lsh2LVShaRkJFnvxVnJ6tNp49di3W1W9hNHorQ8f/MDDXs07Pur572Lb1O/iaFt/P0bEed5+Y7ejuNzMxmCefq68wWxwKmWSptkAnpk8xefYFLrjiAwC894sf5pLLRfJ1/IiPs6esaEg11S59o5sAogtk7RFgLh2fwuOdJ5XyoxaO0RDYgL23ndSpCUovHEFFoulVF4pzrIC55Hk6cyColqPH08ioeAIO9Ho3ZVOaYmSR2mY3jxJNtDFzz17kZILreQiXpUCxCL+/P16zTVCdFWnlLsEn96zdAcCBo+K6diFAZTWpPPF8mqKmIAEm4hQzccyu5eajbd16/IQ4mWpl4ffHKGfzzEyW+MKHI5jMEpesFgu0b1s3Voe4L229QQyDrZiszVy04ac4XRNoehPBra8mOxkmMzyL57JFNdYd15g5uj9PPFrmVz9KYrHKNF27kU7DJOlEib5tDjxNRjbtasegy/Kjry3SPXODU+RsXk4+Lzp0VSXLfF7j+adyPP1w/UZaLhWWbWCKpGDSWdG7rCDLrOmR2HtfmGPPxDixJ05cc+CWYpiCi/Smhp19KFoJf07QCv09m9l8pZvwaJIN4aPIe1/Fzid/RuLdH+WZ0BpKZQnPrnW4dqxl7vb7aWzVcdP76iXGl4a5/SYePvRxGqyP4Td+a/HzZsoEC0OUZD3DbtHZaXGkCIXEmhaayNc85myGinG4y0Y+Jq6Z2RMQNJ1WEwsZC/pSjm1XL6eulGMFpJKebHyR5lWdcbHlxT114LEYloY20mHReZN0Cv4bL2Lka/eSmYxicQgPTn0uQXZ4BveuF088vI0K7b4XUEwunC192Pvb6fnH2867XpvafLjTTSRSbVDOMhq6kGCHjtQJYXRc/T3/DReSmwzD2Bh5jGSLOj7wCTeGCT8p62jd/RCeE4lyOrCehCHLfGIDTcUJBj/7UwCyA2KmSpVyrO7XE11QCYdUVLcHc2757FM5VyA3tYBl1XIwJ+v0BC6/FcVowNzmIzkhwLKlAuZSyVbkqJ20+VQNXOnmZHQUl4G5+GnRHbH2tjGdEYl28uQEp48V6Nmw8oxPg1+pm5mrhqOll3xqgdwSJb3BwylKRY2OLnGOwY3bkSRIKm9j4y1fYHTPT3n8f11HbjbKpp9/jJ57PsfhSS9+ZYG96Y2c8e2g3SOAerWo87ZPyTR3mfjaO09hIktoskD8hGAiLKVZnk8EJToiZhtd7aI7IUkSjRdcAUkrbfb76o6VLH4oFxg9NEls+DTmpg4U7wyhqX5OnFmFpOiQOkQyeuRLj3HHJ4b5/S/q7RAKCwmmf/YULW++El1rB/rE4tpiNPmI7j3F5GiRQLuO1i5djWY5dVaAp6WduVIhS7ko7rvQWD19HSA8KxNLt6DFF0F1NjSGamhh4RxLiMmREsEOHba2PvT5QXZuvJ9tcTFaMb/WRywnnuE1qwWoezkiKLmJebSyWhP3iUzPkis24PYbUBSpltDnYmbUUoFiZvm9vzSKuRTp+VGcFfDhDPT9l+0JqhTLpnXC284viXNdCcyVdE0Y9Fk6d/wagNgTWxi5/xvEz+zHsW47kqLD7u+u+51qZy4Xn0NfMQ5fOst1biQiRdx5cc/k52I0dojv+6U6c/mpOGQsKI3LBWHyybBQrTbZ0fQl3Dv7mf750+y0XMOO3aoAgn9gTOz/FWcP/IySsgjazo2aLcES77hqZ07vFcllu3Mj89YZVK2In9B56aS7J+7iB+a7sKbhsxt+TYdzOW2+9nljlc7cOde5230BQ7EDL6to8McWfwJz/xfD4Wlnyys+jsEURW/00NCy2MqejZ1mKlK/WLheRmfOaPMwpU3x7cdehTkHN+veSG+L6Ph1N25nLnEWgyOKw60wckp0HmbHi7XO3NKogsc6RUvvKjJJARy0cpkLLxf00b/83xkkClz/5l1cfI1YgLdfZUayiv+PHxzCNOmlXI4RnhJiLy2dRqaGBc0ShHF4fEbQPRKZVtx+3bIES9Y1Y7GGGDqe5f4fRigVNc6clend6OBVn/kB/u4+Bo8vr1C9GJjr7tNjtYSwWeeIza6sptjVb0JVYex0/YJZ7cyZHD4MNg9nDt/N/d/ajt6YZnr6uzR1rOW9nxTX+ftfNZFOykg6Tw3MOTvcyIiFo9qZ09QysjxNOu3DoD+Jr3UL1goFyHj2OAvmVgweASYMZgcmawPx8PmpDG19FhamcyiU6ey3YrZXFC2nFyv8RkaIJNqZf+wI+mYvLczg2vMbQOPonjS2LKBKZMqiyuvu38nmj99N86VvBOChXyTIK2Zyz4vrV7UlOPpshhLiPipX/ANNruUJZ3NAxkyWw6EW1FyBuz+yn2vXTnJ0f57PfKuByUdF5XjjmxYTdWtPEElVCHhvRieLzk7jusvRm2xEnhbPzlKp+Z3XmFFV+N1vszx4d5rrb7bSePUG9LkUHiJsf7UAUZ6AAD+/v2+UcCUJTQ1MYu4WP7e7dTS2i2fw7AkBeOemy8xOLT4nz3zj9fzqfU0c+/U/UMyIzemOr8V55cYpBo6XMHhstLVqZFNl/unPT4As0bbRiRqOYl4C5lyXiI7vtr495IsWWtdt4dq3NuHNT9EcOkLXB1+PY2MXHb1GVBUmBiuelduvxlKI85brQhhMK1O3AWwOmWdOvZOFwutp897J4JO3AxAL5elimDn7KowNVvQNDhoMSaYq7NPQeK6W7FkU8Z4p1YJZL+5ri1tcK3+rkYGz4v03rzBPXoymUMpWcrGlYG4IRbIhRXOYbQpnX0hi9baRWRgnsvsEji3d9H757ZSzBfzHn0RnFK/fjkgYPC8yLwcCzLX5XsDkvxjpxZQUKmFu91OYCFNyvA2A0dBFBNp1JE+O13XzfNeLmQv3zEkKGBg+XaQldATdRBBJzvK7O+6uHTs/I+6rmXf+H0pqnpMz22DXToY+fzcT33uEwrgotBTSUVb3izXr7IkCks+LTY0vU3fMjsyCpq3YmVsalq4mMvOCWWHxBJkYyGAlhWGsmVTuLDPHHgFAjttosiTR6cT629atR1Fg4ZjovOY9jbjWi88++vtRshlt2bxcNRr8Su05WhrV2aGl3bmq+InDfBwkCd/qbTh9eiIzBfpf9XHcqV0UOyfp/sm1tNxyKaeOFNFTxFpOksDBa/b+LwzbTMhxKxNfeBK9xYVUGOWbe7ay/jIPZnIYtSxzz4l7xdoTYOBYgeEzxRXBnKZppKJDyBixNCwCP+MFGzCON2Eu7q6bN3rmIaVy/mFK0RFKZUCnMp/dyVc+lcXR3E8ychr3jrVEfyOUG8+dL5u441HUXIH2992I0tqBEhZrrqSCNdBNbN9pQpNFgh16Wjv1TAwLcDg1mEVvkGr0ZoBcZnGNTyfmyCTrE/nwVJ5Ipovc9OIMWG5+HNneSixUqN1nmqYxOVoi2KmjZFqNQUmxteFrjB2/Doe+kcNzjxDLi2e4u7MNk0V+WXNzVYVCS1cTmbRKMRWiVHbjbhL3kr6iuFhMiA5LNvriVMvqfFxVrdcRWEti6lRtlv0/E5HRg+iMVryrRWHXmNWwGxpWBHPJSbGeTG8cxzC7hqe/McSZO/8O/7ZXoSky9sZVy2bP6sCc46XBXDJSwpoS1y0/F8NsVXD59cy+hNdc+NGDkLJRZvnMbb6ir2CwOClm47T8+aWkTowR2vM08IcrWcKiaExRf35Fy0xoFADLkpm5pTRLgA7nBsqUiAVSNDNDbL6Iqi6CrVMPfpU7HnwdX99/K12GPm78DVjTLw7GCrE5ZIMJncVR9/Nu1wVkinFm0+dXCP9jjT+BuT8wzszu5sN3BRiZ/+9pxW6+6iM4vN10bnhlLbFQNZVvPnYjP3qm3hsj2GUk2G2o80k7NwxWDyG9WMA3H1DxOherQKv8giYyPL+vpmiZSpRJxsorgrlqZ27p3JzLv5pkZBi9SUNCw6AXD02pKOiR3uCid4nRKNUG+s2hcaSw6CJNnn4CgECngamRAqZAg5AvH58nER4FDcKJtjpbgmqYHQEs1nmO78/yq38P09FnZnxM490fdyFJEt3rBB3y3BmmmbECRpNUR9usXTN9Cr1egLSxEytPV1fN1s+dmxOduTLp+AxJi8rE1D4Uw6U88fPbaVsnpIXzMQF+N1whkkyDo5FcxccssFEk7rLVhLGlAbtHVKjKWo6ibEGvT+ENbsbWG6QUT2ONzxBvqefcOxo6X7Izp6mgoNLWZ8Ha0IFqy5CvKKqppSJaboxcwkdpPsqaz7yRQaUH59O/pY0xchmVi9ZmIW1lfEAscpIk0bzr9cg6PWcPJRk8lELf3kIpkQFJwtwpum9H9qbQkFGRyMyJJMnsXN6ZS4UyyGjM6NspoXDwX/ay6WIjDx8PcMvb7Yw9doYcRi5+86LKqMFjx+BzYg51obOIhb+hV9zjkaeOoXNYcGxcVODatM2IzS7xpf8dIZXUeM1tNjyVOal3vq3Ma95fofG6BEXUJM/xqx8lUYslMkMzNG3vAGD11kXxk+MvLFIxDz8n/h4bP8bUwfsxOfwc+49Pc98HOzn5wD/z27tCDBwtcPMl0+QNNuwG4dE2P5knrtq59c8ltLJa15kz+l1Yuptxu46SUbZx0eUOdrzGx052k1csdH5IKLdWu+2jA8IP8Uf32IibGjE98/iLJjJ2pwxIhNRPMjO/jf0/eA8zxx4j/MI4LuJM2PtxuhWMzW4cWoKSKmNz6wiN54lWOnMmxDMRTptxWCrJmacC5tpMJDTRkWttXF5RLcXS6CQHuSWdueTcECZDI8WFJIEuI9NDWawNbaTD48SfO41nVz+2niDBt15Fe2g/xrzY/NeYxikrBhybu5e9z9JwOeL4nYOo9m0velw1zG0+cpNhtrzuXTyx+zOMTW3Hb8tQmIth618Ec6aWBvSr2+lkBNlsYvxsjumf/Z6WrddRLDnZf/edNQnx0IxYU01lUfWfX+hjyx3vxb6+g2Pv/CZSQax9hUyszj5F1+zDSob4VKruHFfymFvxs3Q2kk2IhNjsbmHsVAanFkU/Ju75wd/djsHcgFzU02xZ7IIYDBLBTh2ps+J3ZzJuXvmJjZRQOHWvKLScF8z5FCLzy+/BRTbDIpgbeC6BN2AkGzqAM7AWg8VJQ7ORhZk8kT0nUR+wodc5mTr2AAAnDhbQIa5lChuz0yp5wzSuxo2MfesBjLKP5OxZjGaFi17TTA4jJvKMPjGEzmVF73Pyjhtn+chb5jG2NKCzm+tEUPKzUYqGBSzWtrrCYqp9LYaxZiTKTDwvxIaOPh3lKXFa9K8dQ9LypKPzoEpc9JbXcfxggd/vXs3Iwf0c1m1FmZuhgXBdBys1MMHYtx7Ac9l6HOs7UALtKNOVLkIeLL1dlOJpvOocgQ7RmYuEVVJJlamzWZq7zCjK4nkuFcYymSOc3l9vWB6ezJOVV5OZHaKUS6OWS+TCkxgb2tA0al2Q6IJKJq0R7NAxHRLrZMG+lZ8c+SqrrFdzJPQoC9kpbHo3Rr2JYI/lZXXmshWTdnNnEweeyWE1himW3DQ0C/BW7cxJ2QqYW7JOrBRVJcsqmHO29FHKp8lElnclX25ERw/hattYo0MW0kLRcmIlMPfCPDkjhFYl2ChfzBbPP6FqBta97zskZgaWUSxhCc0yEcJQ6cwZ3CuDuWJBJZsqYawYYxcqlODmTvNLes3NP3IQndJIZn6oTkxIU1XyqQWMdh96i5NiJk7TzTuRFJm5Rx4F/nNgLjYhOtpFPWRmVgZz2blRFJO1BmJhOc2y3SlGOubXlGhmBrWskYyKZ76YS/GzIx/jwdyv2B54Ax9eczvGAozd8UtOfvDfz3tu+egsRlfjsmZBVQTl/41zc38Cc39gGHQWYplpYumplz74ZYTOYOaWjx/iiltvr/3s2MSDhBKDxLP1Vaj3/mMz33tq9bkvUX9+Ng9pJY/T1ISuvLhQALR7t6LI+trc3MipHHMTlY7VSmCuAqaiSzjKTt8q1FIBR8MCMhrlQhmXX0909ig6vRmXv35w97KbxUOqo4TR04W7sZfJMxUw12VgfrpIUVUwNnvIjc+TSkyipI2EEvY6W4JqeBqDWK0hjj2bYnKoQCKnp32VjmtfK+YEuteZyec0pobrh2Rnx8Rc4EpUqkx88TqPnXxoxevavsaIolBnWA5gsSs4G07x889vJFtK4lBtDJ/4ErmcizWbRRKbCg1jtHv5/C828N0nV+Fubq515qytFdW4vlYkSaqBOVUGe7N4PG3uDbWqMUCxd93SU8Dh7TqvAAqA0bYIioNrLNhbulEtObKTokKXmh8BrYQxKe4B3zWbGNrwago6M2+Rf4KOIm22COW0m9jU8orVw9+fQW+Uad4ugJO5zYdi1KOqGsf2ZdAbJEroiE6IJMm0As3y5D6xgI8UA0wSZKvpFD96pIm2Lj2lokr+7DglXwsWW/09Ye0Nkj4zXVPDslR82yJPH8e9cy2Sslj40OslLr7CzMxkmeZWhYsvN2HpbsYU9OJLj2KuvLbJLRLi7q4F9u/OkxmaQSuVab6kix03ebn8lsWN9vjBAjaHhF6/COYGHvoqitHCK/5+H9d+7nkaui7i8M8/znWtl/Dut97H2k0GhqdNDO2PcNkb/CBB0ezk0gtFom8K1is+2i4JUNTNc/mt1+J0K8w/doQOxnmObZQq8tXta0SyM3IqxwP/NsXMaJ7g37yW9KkJ5u7bt+x6V0OAOZB0Bn73zCdxBNbyzDduZvahewEYNK7F6ZYxNrkx5YWQgs1jIDSRIzKbR5JAVxTnPRs14jDPIenM6C2CgudrNZJCPAelueVy7MVoCr3iPIdmOYTZEQRNoy1QZnooi8XbTjY6TblUqAmWrPqUUAVdNfl7/AE9PeZxpnWty+ZBzg1d5nkA0vJFL3pcNcxtfrSyytp+hbGpy3AZi5QrlLVz5+xSrX20ME1bh0R+/zHys1Ha3noNbdteS4t/Dx++8llGT6QIVTpzJA9Q1ixYG3tpWu1k890fR7GaMLoEoC+ko/iaFJxumTMnipjaK3S0E/V7Q9WWwNzpJz55fsEHS1cTRTWGwdpAqSQMuT1EUTJWPB1bUYv5WsfMb6intHX16ClPz5EzOJgLyey6uZGU3kPy6CiyvOjZeW40+GWScZV8vr7AZvG2oehNNTCnaRoDzyfo22YnPLgP76qLxe+3GInMFBj8+59h9Llp2/EGpg//llI+w/GDeRqc4loW0TN58jT5ZJjuW2/DecFq1CmJ5JxgeyzMlslipoxM+PkRrD1BTh4uMj1e5sjzeRIxtcaAqEbyyDBlRwpHoL7bO5PzEI11oCv5GNv3c/LZMl9+xwAWvwDF3QGR6KcSE+iiHl7zkY3c+VgTXRdciEkX4Z6jHlQkehng9MEUxXiakx+6nd3r30cpmWXN5wRFVAm2o0uLdcWUA8tG8d10MkKgXUdbxRZhYqTE1GBm2bzc0s6c0RKprbPVmJ/Modp6QdNIjZ8kvzCNppaxNIl9aGG6UHt9gGCHjmOn1vD8+Ltx3fIfFFUTQfVqkoUFDs09hMsk1vb2PitjLwPMZUZmhSdp0MveJ3LYTAtksq5aZ67andHlxOfMriCComkaakncA/GpE8h6I7ZGUdCpio38Z+fmNFUlOnYIT+cWjHbxTOaTYVod65hInKij42maRvmFcSaDoMnQPxUn6DnG4fDfoHd4Sc4N1mbrl4bOaEFnspGLz2FwiPc4X2cuGS1hI4WcFV3P/Jx4Rhs7TMyOnh/MqcUSC08exbFmE1qpSGZmcR8vZGJCpt/uRW92UsjEMfpdNFy1idjJA+ht7tp5/SERGz+KzmhFkyEy9PyKx2RDo5gb6z3mCuEEskGHUlHlDdh60MkGprvKNCH2iWqRYWD/jxlYVSI4Ae/feAd2bwcAU/c8yOjX7yMzsjL4X2oYvjRaHf0YZBNDsT+Buf/Ph8ssEr1Y9uUpK72cMJjs6PSL1IjHT3wDgGSuvh1ucyj4AytXP6thtHrImsGpFw+fybEopmDQmWlv2MJQaC+dfUYioRIDh0Qi9mIzc3WKll5hT2CxT2OxVKTJA0LJ0tOyfpka585XLyam/o3NBNZcyfTgbsqlAi2dIgGdGStUjMNDZDIz6FIWZhd0K3bRGtuCWKxhNLWM1aEwPCLxVx911qqRq9eL6zh4ztzcSh5z1UhXKtVNnZcwO7KX/Aq8fINRpnW1cZkIitkusfmKryIrRi7a8UGUeIqJE9OU0BHsFu+XrNgS6HQSF15hx+RsrIE5Y5NQr7P2VCl8IjlUZfC05VDLCkf3NNbAXFxyLlPqczR0koyMoarLqUwAh/Yu0i+Cq8042ntB1kiOnwUgMSMq655EkbLbi6WrmeAmP09br6dRneUVut+RH55G0begU8eIhhfvh0KuzBM/nWXXa324N4hzr87tjJ7Ok4yV8babKaOQT4iF1bwCzfLY7hgOv4nX/pUP91VbcORC7P6eOK+DT0RwlebxXLDc58bWEyQ9MEm5LBKeXCZKfi5KemCyjmJZjZ3XiA3ipjfZkGUJSZLwXL6ehd8fq23M1c7c6tULHHo2V0vurH2tfO7XG7jhHYuy0cdfyLN+q5HejQaOPJcnG51hdM9P6br0bRhtHhq6L+SKjz1E4w1PEk50ESx8kK988wiuDhex8QTPHbcSNga44U1upKhIvJZ25sSJiHvO5dyApmkMfeZOYjg4WN7A7l+JNcJsVWgM6th77xx3fnaELVe52f4P12HpamLoC/ecdwagBuYUmWzWwvb334/OZGM+/nnCJjOzJS8Ol4yp2YOcEM+F3mIgNJ4jMlvA6dVTjqfQuawMny3jsMxhdgdqm7Ov1VQDc7mplcGcweip0afUUpFMeBxbQwcAzb4isyNZLJ5WQEM153DvFGBO8jZwhA10xQ6xOTiPNTbF2XwbsxMvrqKXDz1LWdURzqxsA3NuVGd6tfkFDC4zZilH8oSgKtr768HcCF3IaGyxn8V7eg96tw3fDRfR94q/QK/L0d/xJX787ltI776Bv73xSqafu5358Bq2XC2+c1tvKxc+/Dn6/vGvAAHmJElidb9eGId3iQSkOrtWjczQDDq7mfEjd/Hgx9eTiaxcbLR0NaGac5is/tqMlYcFDEEf7TtuBcDVsY6ypOCW69fBzjV6jLEQRZeP8EwRRSdj72/FngvRESxhMq+cTlSNw6Ph+vVJlhXszT0kpk8x88s9PNFyG7mhSXo2RSikIjRUwJyn2YA8NkT4sUN0feS1tG+/hVI+zczRRzhxsIDXo2K2K6jIhAdF4cK3ejstt15GeVwlHR6nXMwTnini8urJYMFWWCBUcPHor8U1UFXY+2SupmhZjcgLR9EsebxrL6g794nhImfowTDcSGjgaX78id8wdTbLO78hqHhO6SCqBDk1hE3pQZJldl5t5ub37wLga3dGGaeNXgbojB7kd93vYPTr9xF829Vcdubf8VwqCnZKaweyBt7mDTjjYO7pQrPZ6WSEYIeOYKfYI8cHC0wPZmk5R8kyXwFzStKEwx1l4LnlnTm9TzxPyZGjtdkmV3uH+P9psa5WrRCCnXqOPZNGXfUevO1iHXclL0dCYj4zVgNzbX0WQuN5sqkXN+yY4pS3AAAgAElEQVTODM9ibvMh6xSefTKBxRglHnXiqYA52aBHNZjQZ8XnXErHrsbM3bt51H4zE997hNjkCRzNvbU8xFkB4f9Ze4Lk3CClXAp3xxaMNpHLFFILtDnWkSklWMgudvwSBwdRQhmGO8GcUlAOPojmv4wn9lzG/gcOopVLK3bmgFpOUO3ImTwrWxMkI0V8FZqkdU2gBuaaO82ExpczkqoR2zdAOZXFv+ty8Trji7TafGVm1ejwoTc7KGZF0a7p9RdSto7gbL/kJfUfzo18KkImMkn3lcJqIjy6MjiqGoYvjUI4gd7rrL2nIutotfcTaonjIo6ZTM1f9OGBr6Mq0HcKElMnUUwu0CQUjwaSxOQPHlv5/KKzdbYE1dDJejpcm/7Umfv/Q9jNfiQk4pn/PjC3NKaiJzg1/TgOcyOFUoZ86eX7tYDozOVMYCuLRd24pDMH0OW/hJH55+noE4vds4+IxX0lmqXToyDL58zMVbzmDJYp9HqxGVRtCZZSLKththso6wRo825oIdhzFaVCmrmx52tec1V7guz4PNlSCEPBQXRerfOYq4bDHUCWy5jMEYwuI/5mHa+5bVFZsEaH/APAXLUz13fJ29HUMhMDKy8A3f3mZTTLcv4+XN4h+rb/A809lwOgZQcpoxDsFp87FRqqVQqBFcFcdRBfZzCjN9hQZbC5Z0lEO9h7XwJjSwOGlgZOa2vwtNTPTDoaulDLRdKx5Qlcuazx8F0x9JW5qcBqC46A6O4mKzz2ZAXMBVNJYo2CTtGxzsrRaBv7uYCLS7sphGI0tK/CZEjy+M8Xu4DP3BsmGS1x3V8212S+q1Svo3tFZVZvNVFCh9kcAUnGuKTAAMIm4MSeODtf5eaf/s3L9V8WhqiPfORxUvESe+44jZECXa9cvhFae4MU5uNkk2JmLpuar83LNVy2btnx173OwmXXmbn13Ytc+YbL11MIxUgPiCROZ7ajGC0EmsJEwiqTeyoS9D31QiLFosbA0SL9Wwxs2mbk2IE8A498C1Ut0Xvd39Yde/zsJu586kfYW9Zx4Htvpf8KAy2uDM/vLpDMGXjju+xCPIPlYC5nmoCCDm1Ux9y9z5I7NsiTXImrxcojP5whGirwg08PU5pbYOyFBTr6rfzNd3pQ9Dq6Pnoz8f1nWHjyyLJrAYtgjkryoynN7HzP3WhShtJle8lmsjgqnbnSfBSTCVRFYb4igOJuMlCMJDF47Ox9PEuTN4TNu1hs2HyFiw1X+dF5Fj9f3TWMpjBavJRySUq5NOnwGJqmYmsR96jPWaBY0ChRob72OzFU5mhi80XRnURh28APkTSNMdo5+uyLdwQWBvcSSvYTnj+/xcvSMLdX1HbHQhQUC2o2z8KBURSbGVNr/b18aNhJ0WChO/oC3cnDNL5+J4pRj7/vMqy+DtqbHybY/ByZ8ALRZA8N69/DvgPvZuvVi5YNnp39+C8XFNBiWtCo1qwzcOZ4EccakeylB+uT2qqS5eTB+9E0tUY3OzcsXU1olhx6xc3EabG3NEphHP2ttG97A4reREP3RaQNblxqvapjV48ejxam6PaxMFukXNbounYVTuI4S+dXc13JOLwaVUXLuXufpTAb4SbupckpRDVqnblmA/3h3Rh8TtrecwP+vssw2hoY3nM3w6eLmPQlWrrM+Jt15EPPoTPZcQTX0nzLpSgpK2gqqdAw8zNFgl0GGhok7KQ4cNTII7+IsnW7EZtD4plHs9j6WsnPRCjGxT0UPi7GKdyr6gc+x4dLzLl60R1pRtG5SBz/FDe8o5mt17aKOZzMBHlZB5KGt/WS2u+52zYiSTJjLzzHAL24iHMtj7Ig+9ix/2us//cPYPQvWgIoQdEhW2PZiCcKsstNumUVXQzT3KqjrUvskaePZMlnVYKr68FcckoUHQxRG2bLAif3xWuFnapHrKOtG8VoITl2rAbmfGvEPh+ZEWBuclSwc8yGMjPDOdbvcuH2VpRoFxroclXsL4xVMCdm5av32PkiOzKHuauJWKTM2ClxT2cyizRLANlhxVhUKWvGFTtz8efPoOYKHHvnNwkf2Vfn42Zy+DDaGl7UniA/GzkvFb069+Vp34xitKDoTTWvOagXQZm5ezczvQkm2qH3TBlU2PW5H+BuNPLkD58FlitZLp6nGL1o2XULWz7xSyzNXSsetxTMNVy9iUIohqaqNHWaKBW188r2zz9yEEmRaXn1jSBJpMYXr0e+MvNptHtrNEuAsmcU9CV08T9cyTI2IWbnmzdci9HoJBEZXfG4cw3DAYrhRK0jW42gdT3poMiZmpkhOlcgHZvhiPkMbblGHEnxXQ3+w88hZ8R1eQfeV2xm8gePo5WXrzv56BxGVyOxA2c58dffqfv+u10XMBR7AVX7z89Z/t+IP4G5PzAUWYfd7H9ZYO745COMhw/9Qa//xIlvoldMXN0vksFUdmWD2POFbLGTN4IpKxZsk70+2VjVuJ1iOYcpKBL4fY8mURTwNi/vzMmyhMtb7zVndbag6EwYTJOgqoSn8ngDUfKZCN7zGJ5bGkVl3tLdLBQ7JYnJ008sgrnhqnF4iDwxjJqHfE5bsTNndQUqnyvKyLiOt3/IidG4WDUyWxWCXYY6EZRcVmVhrnT+zlxcDPV3bbgJo8V9/rm5fhOTQ4uKlqVCloXpLxINrcHd/BqcFUqHyzGOxWXEalcolwpkwuPYl4A5s7ORUj5NMZfCuroF2ajHtX2RfmHQW9D0OgrZk0Tmezj2VJRySWPVvV9mDztqVctqvJjX3P4nk8xNFgn2WjDbFDxNBqwVKkLVODwxcwaD2Y05rzJpEpt45zqxGT/GNUQQiWbLJqEOte/+RWDw8PenaWw3sflKd03m21qxJTj6bBqnR2EhKoFOh8UUAaVhWfd25HiaVKzE+l0iiXFu7EDxe/DHB/nOh84y9KC4V12bl3fmrD1BNFklnxUVylwFzClWE44tq5Yd72/W8YOHmgi0Ld5bDVeIzzVfsUSQJAmzqwW3Qzx7M/vGMQUa0NnrKUyDJwsU8hrrthrZtM1IMZfmzGP/RnDrTdib6t/7wDM5VvU72PWBuyhk40xzD0o2yc+fbuKz325g/VYDuckwssmA3lO/kUVm92OI+IjuGeDM390JLS0cZjO7Xu/n8O9i3Nq+l5/+4yjeNjN5k4Ov795CsEK3CrzlKoxNboa+cDcrRRXMlTXxZzpeonxWxrpnE0b3LNf0fRCnS8PQ5EbNF1nVWSSb15GKlZg8k8HTZKAYTSE7bRx4JofHMVublwNo6bbwpcc3Y271LgNz5WweNV9cMjMyV/OYc7WL58FtFsWTeFRUxU3rFkF4fL5IBivPsQ1DPIykyIRMbRzZe34wVy4ViAzvJ1q4sKYo+VJhbhXgOjM2z3xFiGFu3xC2ta11Fev4QpHp0QLa2n6cZw9gpIDpFZcDICs6bvziKW75QZY3fG+Wxw/9gKef+ig/u+NWovHVbLy83tPLYBVFnkJa3Ne9GwwkYip5q4ciOrJj9R5XmaFZTN0NhAaEf1m1235uWLqaUC05lJKtkmhr+KR5bL1BLA1BXvWNUTovfQtxyY0tX2+B0Nmh4iZG3uGnXIZYuIR5TRsyGrrpcaaHVk7cq52589kTpOZHiDxzhFJjC3aSpJ74sQBklfW0ITtJB6M0vecmdFYTsqIjeMFrmD78GxQpTylToKXbTLBDhz63n4bui5BlBVNLA65VGyrX4wzh6SK+Fj2rfAKkxvUNJM/Oct3NFrZfaebpR7JYe+tFUKqU1eoMVjUmhksUVq9FLuqZP3YVTf5j3HirWBeNla5KXjJBUaFx66LlkM5owRHoIzp6kFFjL84/28VveSVfDL+dsHW5F2QVzBVPCIArO1yEbF00MYeUTuF0y9idMsNHxbVvWVW/RkVPCQqrPmJDUuLE5nM1Ol48XKRY0PC1mrG195McPUa2Io7j7+1Glutplk63zOhRUfxdv9NVM0tfmC+zqVHMhy925sT+8VL2BJnhWSydjTz3lJiXA8jmFmmWAIrLgZkcmYLv/2HvPMPjKs/0/ztnei+a0ah3F1nuxg0MBAg9gYSQkFCW8A/pvZcNZdNINmWX1CXJJkAaJARCrwZCccHdlm3ZstXLSNN7n/P/8M6MNJJsIJ8215XnC5fwmVPe8573fe6n3HdVb23ZUqM+jJ31tH/tSnKEiDw6THJgxj+znoLRMuOLcOCm/2Jr/Q3svOBrJE4IP0BRFL775SC9ezMEh/Yiq7VYm5YhSRJacw2ZeIBmq5gPZTCnKAoTf3mZV246gSGhYcUh4Fg3Zk8T7/xUE76TpXlUf7rM3DQqvZG6s6465XjFQnnc+ETv7OJGlHyBXChOXbsA8aciQfE/sw/7xiXoPbUYPe3EF8jM6S1uQYCSFIB/9LlfoaaOyNb5FRWvZ2Uw52heiaOum2w+SXJOVjWXiJBPhOdn5gKxSr9c2WyZpSiOCElHji5OEJ7K8NS2W0gZ4Yqer6Ix2pja/XcGv/9XtFYP6DM033wx6TE//merfXClUCAb9aF1eDj8sZ8z/LPHSBybybB2Os4gnY8zEVt4Df2/av8Cc/+A2Qz18/rZ5loyE+bOpy/lGw+v5T8eWs1zvXcSS59eiyqeCbLjxO/Y2Hkd9Xaxkc0ttXw9S6mzIIEmIhbRuVmQjloRJQxLu9AbZYLTeWqbtFVN07PNWasmNCszJ8kyeksHFvsYmWSeiD+HrUb0JCyUmQPQ2EtgrqMOvcmJu2ktY8e24qrXoNVJlcxcwhoiZC+gQThPC/XMlcGcbIhisat574cs847pXG7gxKGZDJp3RGxIdacps1Rp9OhMTlq6L2bk6FMLRuo6S4yWQ33i3AdevJNcepxDr36YVKyI0dUKkha7bYTGxWIzq2QaZtER660z7FX6hhouDN2P6/wZIKxSVBRkhVzaj9+3lFS8wMGXwoQTGoqoqKmvfg6LqwTmFmC0fOS3QawOFf92SyvXfV3UphtrmkGBVKnvMzZ5DK0kHOqj6TYAWnvEO1NkNXdzI6qlXdSddY4Yz/5+fBM5poZT7H0uxCU31SPLEsauBpb/8pM03fRWMT7bEnSfYcQ7VsDm1mE0hcjkaphrh14WDmsZzEmSRP3bz6BTO8rTvxnHkhQROcvy+c6OeWkTBf1MT2cq7iP4914cZ3a/bu9U2Ywd9VhWtuN94NXK/zPY61EXvZgtEsn+anHhsvXuFfNq+VotqzbqWdvxAIV0iO7LPl91XD6vsG97hjO26LE3L2fNtT8gmjlEuvUEK5bDv33ciiRJpMf86JtcVQAhGRgjPnUCq7mHsd8+J7QGL3gHRVRc8ZFGmpcYufCGOn57dCPv+kInybSK6fGZ8VDptbR/7p0Eth4gvOv4vGcwmSUkCfIFcc1EtIDv8V3IvlYOHPskS5uew528FX29ABeLGxKEo+LY0b4kzjoduWCcJEZyOQW14sXgmC+FoG9ykR6rdgpyoXhlrAFSYW9FY86+WDjhZlmsY/694r+qWeXgoVKpzSuchWQ2Yl3TyaINTg6dJjMXGtxLIZcmpd5I4A2CObXFiMZhJnx8mlhGg9aoIjswjqWnej4e3y0c3drLhWyIDxd+x8x3r9LqUWn1mKxqpKZGzM0iO7ZonWWeDqBKq0el0ZMtZea6V4lvfnIcYljIT8zsC0qhQGrQS6EhRDEnIvMLiXEDyFYdij6LnNAxeiyJWU6hKWYrlQEGmwdZVhEoOtAnq8Fcg178HTeKPcU/mcOnEs67Sw7ywH9VU/qXbSYzdwoSFEUhERpiyLGG/U1vI5k9gT7XUAn66Lc+ThIDmotnQFHLxnej5OJ01b9E1JehvsNAc1sGi/pohXUQoPnKy8W97tuJfzKHq15Dq1k8h+vsbgykMRbibLnIwPhwnohRzMX40VEKqQyp1CiypK0I15dtZCCHu9tN0VMH+9xo7D0c/dtXyGdT6J2lMnJ9DvV0Dfa11X3kjra1KMle2s+oYdODX+KEdhl6TZ5vfiY4rxxattqQbHby/UdLf9s5WRTrfXhHn9Do7FAzXgLSczNz0YGTUJDRZmwgFdHpoxXGUN+YmCvuJj2W1hUCzE0Po7W60BpNODzaSpnl2FCe5nY1va9E0BtlutaY0RtkjCaJoK/AGs8l4tlKYK6xy4Cskk5LgpKPp8j6Ihg76ti2NYXTJtaHVNpRFbDUuizoSRON1ZBcgM0yPeLD0FaL+yaxhxZHZF5Z92mmHtmBUixibegmMn5kJiNZKDBy15O8tORDTPz+BRr/7QKie0/y8oqPM/CDvzI9nuWX/xnhod/FCQ3txd68ApVa3I/O4hKasVoHTn1jhQQlsucEvc37iHZOs/LE+bgbz4PBRuJHR7nio424aobI40Ezhz2xbHprbYUU7XRWzswZe9oqVT0Zb6iiNff3R6JEI9XfWTYQJbK7H9dFQvTe3NJDbHgWe2lsVmbOYCOXihLsfYn4cC/2pktJj/hflw00vLufPe/4JoWM2HvCIwfRWVzo7XXULt4CEoxuv59iNkf/N/5IPpZcUGMOIOuPoJkD5rR+8Q2l393CCnrhzjt5wfdnzGkN56z8BPbmVXi3P4/W48C+ehWZwDieKzaidVkZ/bUgcYlOHmd014Nko34oFsmOp4mU9sTwazN74+rai/ja5seoMTbzz2T/AnP/gNmM9YRfJzMXTIyioLCx81pkWc19Oz/DF/7UwC+2Xs1YcGH6+5f7fkW2kOKtPZ/GohcbZjzz+mLEsy2GcJCkaR+SSo3WWB3xdZqacJpaGPDtoG2JiDIv1C9XNru7OjMHUKQNs22ccouWzngcJKlKWmG2aewC2JTL75qWnM/U0A4KuSQNbVomSmBu4LxhBjsgZxBAYqHMnNkmHEWzycsNH7dgsc6fwp3L9YwcT5PNiAXodLIEIMosTdZ6sTEuu5Rk1It/fP/88/bMMFqmYj72PnMHrqZL8E+sJhkrIMsqMoU2bLZRWpeKTbXsnM4tswQqpZYqw5xyr1yWImJw/cEeVBqJlx/0VXS9nPXVx1scLUiSPC8zFwvneeGhMJdc6+Ccq2p535eF86nS6FBLdjJZMbei3uNIAR1pZwNDk+IZXQ1aJFnC5ZEYooPpT34Tx1KxWdpMYzzz5xBP3y0ibRe/X2zgkiTR8sFL0LpsREN5Bo+mUes1FAqwaKUegz5INFI9H0GAOVejrrIhAbgvWYecTdPjCVCvDaJvrUVjM837raHNg2KZccqTIS+xQ0NV+nJvxOS36wjsOER6XIyJwV5POjLJqg1atP6JKj2qsvXuyWAyS7Qt0tDSIbFl2W9JyutwLT6z6rijB7IkEwpnbBHvbfGFH8dZs4HUmj78h3dWjkuPBeaRn0wdKenLLTsPJZfHdsYiJt2r0BskWpYYuLtvE5/75VKal5hoWzpDgjLbWj5yKSqTnrG7qwWOQWTfzVaZbF4AtHg4x/QTu4nULsIbfx+v9t2E1v8/TAUFZX2LM86UT3xzioIoswzF8cf0OG0hKGYrsgSzTd9YMy8zVwZz+hqRyUhHBJhTafSYG9uR9Vq02TgqtUR050mklBbsM0A14hPfQwojPfffyvK7PsGqM0307U2STi3sfJTHU7JvfMOZORB9c9H+aUBiSY8GTSqGqbt6ThzfLeQEuj+wGUmvZQebGB1c+Bo+b5Elb23klvt7+MSPFy94jNbkqIC5JSvE2jV4okAEG4XpGTCXHg9QzOZJ6k6i0hmxt6w6ZWYuXSpTUwKCOt5SFIGU2cGKYlHBl7WhTsXIx2dpnJWE3f2S2Jt8EzlORt0UkVjdneGp30zOE8Du+/Jv8H7sPwCRwZlr5UxFwZrgwIQb08VnUHDGyR3IM/zzxwhtP0rhwGF2sZ5weCbI4Vl2HnnsrFv0JLmMQu+eNB7TPmSpiLNzU+W45vdeipTRML1zG+FAAVe9hlrZTwGZ3mgTssnA/XcMsGqdAI6v9VmRtWoSR0eJ9Q5TsMYw2dqrJCwyGQXvWIGmdhWDuSZapEnO+n8/JOEfpu/xH6JzNlCUAHUGldeFpqM6EGRvXotWHWDZ+jQqtUzzYiOLuuClp1NsfXR+JkvV2Ar5ktarzc6hUDNFSSa8XQD2pnY1wfH0PFkCgIR3HI1ixFIihrI4whzdIcroymDO1ajD0r6SbMRH5Phr6EuaXzUNOgJlMDeYp7FNzaGXwyzbbEOtEePhcKkI+Yssdm7iHYu/zMYGkVXSaGUauwwLyhOM73uc0NB+klVMlhl6lou5OBfMGepsGEgRT7qI+SbmnS816sfQUlspLd74+++jbXSz58pv8mzNe4k8OkQ2HmTsL08SePEg2zZ/gd6P/BTLqna2HPgpq+75HOcc+QWuC1fT98XfsP+tX6KeCYZPZAkN7cPROlNiq7PUVDJZLdblHJ86xGB/jpEHnmP39cconljE8tZfs/JT9wAS0f0DWBwaWtqGmJxoJ+hduAxSb/OQifkpFk7fYxjzJnEQwr6mA51H7KWZqTC1LXokCe75UYDf/3xOX+Rz+0FRcF1cBnPLSIwfq1yr0jNXKrMs5NIMPfxjNBYnrp7LUXJ5sr7Iae/L98Quph7eQXSf8HfCIwexN69AkiRcS89GKsLYrofwP7ef/tv+wPRjry2oMQflMstqMJcbEGWn+k8sZpvlIiL6V5m0xFgXXYdKUiF59WR1fpb/z0cx1LWSDowjazU03HA+U4/sJOOLcPCBW9n28+tJlwTD/Y8cxthRh9piILKrv3Ith6GedfWXY1DP10X9v2z/AnP/gNmNDa+bmQsnRdbjvO6Pc8uVu7n9nQc5v/sTHJt8ke89fjYnp7ZXHV8o5nnh6M9YWn8eTc4VFTAXe5NllpFSn4M0NY3O4lpQR6mzdrMgQSn1ly3UL1c2Z626qmcOIB5rxmIdB0oOk3IUm6sLrX5+lgxAbTehMunRuoUIZNPiCygWckyefIWGdi3jgxn0LbXEGsUiFCtJLzgWlCbwIMkqLrg8wge/OB8YACxaYaBQEAQc8AbAXHQSo00AzZZlIsI4fHg+q2XLIh1qtQBzu5/+FrlMnBXnfrN0DjFGfn8TNstIhfykDOZmC4XOBXOzTVEUConSYixJyJrl2OuNvPqQr1IPP7fMUqXWYrI3EQ1UZ+aevi9MJq1wxU3zs2F6XS15OUQ2ESYd9pI/WUBZtox4pEAsUsDvzZMtqjDqFMwWiYG+HGqtAYOjgZbWSZ76U5CnfjvJmgsceFoN885/aKfYxAcGFLq6NazcaECvCxIK2ImFZtEiKwqHXg6z4mxbVUbKdcEqkGWuvypOd3MM64q2edcAkNUqNJ1i3hmt9SQCYrMvEwi8EQtP97M//CNiPaN4H9wGCNr2VHiS9SvS6IppNO3zAcrhvVmWrdEiyxKT+x7FYRpm99AH5zWL73pZgKt1Z4nvTZIkes66DSmr4bU/fIh8VjjM5czcbJs68jw6cw3Nl18BssyS792EfypPTZ1m3nVmyxPMNrXFiO2MRUR297OQma0Smaw4V+zgIJmJABPGTgxWNU/t+xrq2vM5sffnKJJCnSVOKjtTJuss9cyN+vRsPlusPQbnwpm5rC9CIT1DTpILi6i9ySMczVTYS9w3gLm2A1mlQuexk/NF8LTqKfYdR523kk7NfDNhn5hH9lotLZetwLa2i5Vnmsjn4eieBZzIvY9x6MHbcS85G5unAZ/3jYM5Q2st8QFx7Q2rxPtM26rZ0Pp2RWlabMTR7uTsvl/ygupCRk7m5p2rUFDwTxXwNKh5y3s8LNtkW/CaGqO9AubMFpnWTjXHenMkNXbk4EzWLHlyEgWFUHQfdT0X4GhddcrMXJmivTCRZ/RYEjul888Cc4lYkSAi6p8amhnvVEkTbCQl5qh/Ms/RoxCWnHQ3x8mkinzrvb186329fP78vdzc/Qp933+U8NZ9eFT+BXvmLPUCyCruDMNRB11LhoAiNR0bOPKpuzh0849RO63sZ3WViLWs1jAUvIguz1ZkOcvOF5LIUREYKRpnyEq0NVa0qlqi48eQKOKqV2NNTxPEyf6dec69sZVUrMDW347R3K7mla1ZjItFRiW6f4CCLY69rVp8eHw4j6KAUZVlZ3AR6mKWxBNBmtdfxeFH70AymcmVtq64t4uBI9XfYzIvAGxrhwi+tXSbKGayLFqm4VufDVbK+Mumam4DQDKZKUoqRsZVZGqbCW0X2bqWDg2pcIa6ObIE2WCMdDKIVm/D2iKc4c6VKY6WGC0Dpf3E1aTD0iYCsdGB/RXnuswiWtaYq2+QGDgYZ/mWmfnqdMsEfQVUspobln+XevNMeXlL93x5gkI+y6s/uYZdd39caCMCmiYP/YeztLSUSuXngDlTgx0DKZJp57w9s5jNkZkMom92ERk7jEqjx7VuI/4bPstTXExhzRlIQbE/7fvkN9h53ldJjUyz6g9fZOPzd2ApsdHqG12se/hWVv/pS+TGp/gy30NzdCuZeABn+9rK9XRmF5m4yCA2W3sYjx/h6x/18lTgVyRq0iTu/hj1bUbRPmHQET0wSD6TRFUcwBdYxJP/O+M3TgxneeRucS69zQOKUgFWp7Lk8RFkFJzrZ8BcdiqEVidj92hRkefEkWoCKP8ze1HbTdjOEH3IltYewWg5ISqqMlEfKp0Rtc6Ixijerfe1v9F80QcwtYpAW2r09PdVDtRF9pxAKRYJjx3C3iK+G1N9J5oc+E7uILRLlJumhqdJlTTmZmfmlGKRbDA+r8wycFwPYRcTmV6m2jez+4YQqjw03Kpi73vuIP7sNKgLGNY50dc0kk9GyafiNH/gIpRcnrF7t+Lre4lCNlXRtkv1hei69X1Y13UtWLXyz2b/AnP/gNmN9URTU6dkDwQIlUrYHEbh2DQ5V3DNph9xyzv2YtXX8qOnLuToxPOV4/cNP0QwMcoFPZ8GwKwXG+abLbMMZ6eQikKTRj+H/KRsnZ4zCSZGaegRC8npwe0Yzx4AACAASURBVJxmXmbON9mESp3FYBYfcCZx5JQllgCOM7upfduGivNZ37kFWaVh7PhWmtqjGLW/5akn3020VSzmYatwgBYqs5RlFUZrHd3LA1htC0/fzuVlEhThJE8OZ1GpoLZx4QxkIioycwBGSy21LWcwfGR+35xGK9O8SM/osT56X/o53WfejKe0CaZiBYJTWaammrCaJ2lqFyUdsWkRLZ9Nx386MJeJ+SFbdlIX4/DY0Fr1BCazbHvYh0YnY7YvQAxT0z4vM/fIbwN0rdDTvXY+2DJYGygYUwSO7AFACuowbRbP4h3J8trWGEVk4sEM7UvUnDgqNghzbSdNjZMcey3K1HCaSz+wMOvWwW0JZBmO9BZ5xw1mmhdpMeiDJNMO+vfGKsd5h9IEJrKVEsvKWDssODYtIb1tH/nhCSynAHMAqjbRJ+KsX0Y6GUDWa7FteOO6OPGQKA8rLMkw+Rch5Guw15NPx+l2iVIQr1LtuOfzCkf2Z1m+TscDd/l5/hffJSs18/y280jEq52x3a+kaWpTU980895Mja0Yt68kHuhn3x++gFIskh4PVIE5RVHwHn6e2u5zqdmynAuD9+E6f1WlXGyuOWvVWOwqBvvmU1TbzugidmCQYm5+5Ndik0mnxbd5/B7hEA/Qjs6kRlFU2LuvI5eOUrDFqFHHKCCIkQCcdRqywRjeiJ516wTAWDAzV3qusrYhzGTmTHXNSJJcycyVs9haj53MVJiGDj1G7yAGS32lzxMgPJ1FkiU6embm98pNYi7M7Zsb2/soL//3VdhbVnLu5x/G5VGRTCgkE2+syd3Q4kbx+alrVLG8Vczffm918Or47hhLzhD/z9zqpr5Nx8jJ+eMd9BUoFsFdf/oyYK3JQXYWs+7SVVqOHsiSMTlQpRPkYwKwJk96KVoTpOMTNKy6DGv9ElKhcXLp+LxzlsFcdiBFOpHHSQjZYkI7i3QjFi4QKoG55NBMb17y5CR5tZ4T42K8fRM5+g5mSdobUCa8XHCdh76dUY7vjpHPKqy0DKFVxLqxUdnB5ALU6WqdEVXWTNaloCDjtAtn74yf3oFpaTPxIyO0ff4q8mgqZBwg+qB39F6MRhWjoW4fRWSM7MEXbWfKVw2ObS3d5HVhWhjB3aBBF/Liw41EkXd92MXGy2vY/0KILRcZ2P58CtMSwWgZ3n8ExZjGuWRt1fnKIt1jh0L4tY04L9vI4Pf/yrKLb0UpFpga3U1eDVJWy3RkUaWssWwjQ60oioTdIhzIlm4jU4MpvvoDByMDeX79w+rjy31zktXO1ESBfB7k7iWEdx5HKRRo7lCjKuZwNVVn5UKvHqGoy2G0e3AsFqyOLe0BTuyLkc0U8Y2lkVUSDo+2AuaAWWBOSFf4p4tk0gqaQoZikaq12ulWLZhxFc9lYvxEqkrg3t+/nXwmgb9/G6GjokRxIu0kn4famgAKetR6c0UmBkBfZ0NHllTKgZINUcjOzKP0RBAUBUOLm/BYL9bGbmRZxdG9aQ6znK3ShZz50E8AaP3mxay69/Oce+yXNF77lnnBMEmSaHjvuRx473fJoaElK8rzHG2zwFypzBKg0dyDpMkQDT/InvMO0ja5kcLRlXjaDEgqFZYVrcT2DxAeOQhKEXvzah67a5xCQUFRFG6/aZjbbxphYigz4xNEq3th51phQKx/tjUdaD2lMssSo6WtVoeGHCf7qgNI/uf2U3P+KmS1CMKZW0rspaW+uUzcX+FW0BrEt1OkSMvlH6sQPC1EXjXb0iWwF917gvj0AIVMEnuzAHNGTzuaHBTzGbwHRXVIcmia5NQQKp2xSvYgF05AsTivzHL8RAp9aDFDkQNYmhNMdfSzOFLLips/iPeBV9Ej/LfQ8H70NWL/SQcnsPS0Yt+0lOHf/aVCnhOfFN+doaGFhuvOw75+MbH9AxSz8wNv/0z2LzD3D5jNUI+iFE8LtEIJsWnajNU07DXmFr50+Uu4LO3c+cxlHBx5HBDEJy5LO6ua3waAUWtHJanfNJgLxIfRZ2UkQDeH/KRsZfFwY7sQdZytMVco5nls/7cZ9gsyCIdbTSxcIJedWZCH+gUwMdvGUWsSJKMDpwVzXV+7hjX3fbnyt0ZnwtO2iUMv/RyLvIE16/6TIpAtaYKFLYHKtRcyk62BROTUOn+ti0UGrSxPMDmcpbZJi1q9cF9gMjKJ0Trznlp6LmNqcAfpRHDesZ09enTS95DVOjZcdjtGi7jnRDTP8d1RItFmJEnBXSMAQnzqJGZ3R9XGUSF8WADMJXxDyKWhdjetxd2gIZVXo9ZIHHo5grNuYa08q6uDqH8GzA0cSdH7WpIrbqpZ8HiTqw3FmCLQJ8CcKm6h7iJRRukdybLz2Rhak4ZktEBrq8xAaYOweDrRyyNoyaLVy2x5x8L6Mwe3J7DXagGJK6810dQcRyUXSKVqOLZ7BszN7Zebba6L1xI7MIiSL2BZMb9frmyqErBx1C4lTxLbpi5UulOXDs+18lxK1wUJvnKY9GQQg0OAVDeiXO2Ir/o5B47lSKcUGhol7r7lSTSZ13hl9zUYi0luff8Ie/4eq2zau1/JVEosy6atsaDxumlqv5r+536Od/dWlFy+CswlfIMkAyN4lp0PUCkzDXjz1NTN/zYkSaJtqa7S01m2WDjPy0dqKGZyxA8Pz/udxSaTTIk5Ih3pxa9vxBfWodaLa7iXiF7JYmMYCxFAwmAXa4bdpkChSBIji7pKZVOnyMwBVX1z+RKY09bYUBldPH1vH1HvQKW/VFdrJzsdptUVR5dPYG5aVOpBFYGSsC9HUZEqDLYADreGlkW6CpMqwNieR3jlv9+FvXU153/lWbQmBy6P+G7faKmlvtmNJpdi08YiqulJcpKWPbPYqwOTGfzjGZasn3FCWjo1jAzMdxDKGnO19ap5/zbbZpdZguibGzmZJ1cS2C0DrcTJSfJNYlwbVl2KpV4EMmKT86PNZTAnhVSYSFBDAHN3U9UaEQvlK2AuNUunKXnSS8HlYXJMwepUMXAkxbEDGVStjSSOjfHVe5byaPRc7u3fzJ2vrGOzqx99sxtVnZvOYj9HHx3AN1Y9NyNDQSS/gbgcYf0lTpTEfsyeTsyNrax//Ha6bn0fnZ95Oxanuioz13cwS//EWeSLFtqaXwJJwiztZdS/lvGh6jF3r92IYkyzSt5DjVtG8U7hx4W7VmLpCg2LG/6TRvP32XiOlnhMIWapJzk4he+AkDmYS34yMpAHFA4972fT210s/8H7yScyTP1yJ0sv/Rz+kT3ktRLqiRpS9oaKHEDInxdaeruKxFPNZAKCMKV1mYliEZobFS55l5GffTvM+MhMEKAM5mSbnbGSRIB1w1IK8RSx3mGa2lSoyWNyVq8xoZcPUzTkMHkaqFkpHOsa8wS5rMLJ/TF8YxlcDaJfXmdzV3S3DG6Rraqp1xH25Rg6LkB0MpBEVkl0b5yZ485SmaWiKAx8/69VxCOt3UYKeYXxEzOlut5Dz0JprnlPPIXaYuDYkLhvqylAXqnBWTdnrSw59nJeBEpm75vpEeEf6ZvdRMYOY2sSFRlHdkSQVRL7XwgRS7hR683k9GEabzh/wXL92XZsWIcPNw57P0gy9uYZoKuz1JBNhCgWC2hjgtfA+IH/oKhS6PTehiyDu6n0PKvaiR4YJDgo9tgt157H9GiGnY/7efXJKLtfEOvftqdjp/UJqmx8nJykxdhRh8ZhRtKoyZSEww02LWryDB7NVNbIyeMR0iM+IoaZYLK5aWkVo2U66qto6Km0IlDjWH4ORk/brHX79GCunLmL7DlREQsvZ+ZUeiMmswdZVhMMCr259PC0kCVYQGMOmMdmOd6fwpFfxnj0KIWNv6KoVrio6QMs+c6NnLXnTs58+KfIKg2h4f3oSmX7mZKwevPNFxGJzfQI+naI77rzizciq1XY1i+imM0TPTh02mf8v27/AnP/gJUBWjg5v367bOHkOFaDB7VqAcp/Yx1fvOxFGh3L+dnWd/Lw3tvon3qF85d9stL0LUkSZr3rTYM5f3wQU05c81SZuaaaVWhVBnDvp65Fw8rNMwxYW4/8hL/t+Tp3PHYm2/rvrcgDhEsaQbFwnqF+8bGYbOPUtgwBpyY/OZV1b7oJi7MFZ8un+esfH2DphY+QM4hrRC3jmCzyKXWLTLbGCgPlQqbRyrQu0XPi0Exm7lQllrlskmw6isk2k2FqXXYpilJk9Ogz845f1HOYurpn6D7zc5hs9ehNKiRJZOaO7YoSiYqN0KwRJY/x6ZOYa6tphmW1RkhILNDwnPAPoSqASqOnvnML7gYNgakCay4QzpWzfuHnsNa0k4xOVkr2Hv5tELUaLr/eseDxloYukGG67wVQJJxLVtK4zF4Zr53PxVi6XiyoDmueybEC8ZggcsnGJjCqo8gmPVr9fIe0UFA4tCNBIi2z4Rw9ja0aXC6x4RRV7gpRBAgwZ7araeuZv8G6L1k3c7+nycwpTkABXUawbpq3nBr4LWTluZQphiiYUngf3FYh5ciMHScr6dh9uJolrnePcHCObJvmrJW/QKWzccFHP04BFS89HOaDbznBTWcep+9gBv9UgTO2VEfNNS4RAW10XY3eXsf+v3wFBQXDrJ65cn+XZ9l5Vb8NeHPU1C0MVtuW6qt65o7tT3LdGcf4y5Oi/j+y+8S831hsMvEkyBTwFCY4kWsjGsih0op3625txVzbQaEpiiYRQa0GjVFc36oTDrbGYUEJvYrBXo/ROZ8spvxc5Z5EmMnMHToE3gk7cvYIxVxiXmauLl/S+evooZBNVcqcpkcyFBSp0statpWbTRzcnhDlYbsf5pU7r8bRtobzv/IMWlNJzLzuzYG5pF7c//plCeJHRsi7POx/MUwhLyIv5QDF4jNmnJDmDvWCmbnXA3Pe0SxjA5l5YG7Zai2KAilDdQlk8uQkxfYwtsZlmNytFfrzhUotU6FxVBoTUl6DjQh1sg9Ld/X7ioULJDCBXkdqaJrH/+ft7N/6I5InJ9G2Cqdw9RYzT98XphhPYF7aTDGTq8riZbxBfE/vpfGG82h610Za5FGKqTSfPWcv3iGxRh3fG+O7mx9BFTVhcAb41iMrCMwSCze01rL4P65HZdRTUy9K/srWuzdLoahl1LuFtqZXOf9tAbSqEKP+NRXAUzZrSzdIsMy8C3PKB7k8Ptws7laRzySQo3+mZ8mD2IuvIMtwIloLxSLRSTF+tjmC4aMDOayaFNFAjoturMfc3ULT+y9g5OeP07HmZvT2OhQUNJNuLKs6OLozyv5X41zgPsR/f2lCyAPolhMaEgHTMvPjyNEE//5DJ7mswp9/PRPwKpdZyjYHE8Pi2RovEvcU2nYUi1lBRkHWV+8NwZd6USwKerMLx+plSDkVmqJY647siOIfz1DTOAOcytm52Zk5gOMHxPvyDcRYtLY6a1Yus0z0jdL3pd+w5x3fopDKzHuusnl7n8PVtQln+zoCse0Y2us4sj+HySyhKvrI5KqZLIFK/5SqYCSrgRf//NHKv6VGhX+kdmtIhcaxN/UQmMwwPZLhyo83oiiw9fdTQgLjNPIEs+1kX464sRazcwy1bSlq3czarzO7QFHIJkKkRkRJad4Tomf3RqIjrbgadYyezHJwRwLr6g5ywRi+w9vRmWvY8p6VuBp1PPyzce780kRJG1Hi6fvCp63WqRoL3zhxkwdJlpEkCV1pjQSQNGpUFMgl0kxPFtj3QoivbnoRgKP9M/uFSm/E1LiEkSd+wfSuJ8jE/JXAf+yEYH50bxTEQVqX6CF9/cyceA/xwyMEB/YhSXLVd2Oq70SvsZG2jaCgkByaEoLhc5gsc4Fo5bqVcycL+MczNBqWk1dyTC75C65p2HCmYHy3renEuqwDa+Oy6sxcQIC5+vecTbFhpucvuHcvFNU0XXcRAPZSFU/kn7zU8l9g7h+wMpg7nTxBMDGG3Tg/Ql02s76Gz1+6lXb3Bh7d9w10ahNbFt005xg38ddhwJxr/tgQlpJI71wmy7KpZQ1t7g1MJHbwxPByFq8Si1UgPsLDe25hWcOFdNWeyW9eupEB07+DKkdwWkQ7Tx5Ok4h7kGQdZts49e1DALgb3ySY23wT1379CKsu+CbhUAfHB8XGaZ40kbKM4fCc+rdme+OCmmqzrWuFvqI1J8Dcws5vWWOu3DMHUNu6Hr2pZl6p5cSJlylGbyQRd1PUCFFfSZIwWlQkonmO7Y6RU3WgKBL52HEURSE+PVBFflI2vdWz4MId9w0hAdd8aR89Wz6Mu0FDNFRg4+UiQlYzh/ykbBV5guAQuZzCE78LcvbbbDjcCz+3rV1EFQNj25ETBlznr6OmTmQAtz8dwzeRY8sVAhwZVOLdf+PTAfROAUytpkmmA6oqCYiynTycJhkvEgzLvPMGMRflgljsFa2HY7tmZ+Yi9JxlQ5bnZw9t67rQOC1IGvU8ofTZppjzyGktiW0i62BYe5rJs4BVBQbOkPH+5ZVKZi4+NkjGWc++HdkqprnevVk8jlGaUlfR6tnO6vd+i/d9ug1nu521l3v4+i+bObI7yW03DgPKfDDnEONSCOdZ9e5vEZrYS67ZW5WZmzryAnqbp0LRDpDNFIkEC7hOAebau/X4J/PEIgUeuTvA+zcfJ5tWaNnSTFrSE16gb85ik4lHFRq1PmIbD1PY8CrFIlDKlFsdKmq7zyVnnyYzFaSpXU1REg6dQRaOW/taC95Dz1C/6pIFM8ELZebKYO7T7/FSkGqpdYgsaDn4ofOIzJzFN0gSAwWr6K9K+kWpkW88g0J1Zg5g5ZkmgtN59j96Py//WAC582YBOeBNZ+b6p4VzsaQuTPzwCJaeVpKxAn2vibl8bFcUWYauNTNgrrVTQyRUJBKqvsbpwFwyXuDmc/r5+vXDaE32eZk5gLhGAMtUiUAiPjBM1uqlftWlAFg8XYIQaQESlGRgDENprXPjw1KMVPXLgQBzIKFpcBMdGmCo9zFefejzTBq3Y+sW38UF73NzyfU1aMjx1PNiLs4W2x7/49+hWKTxhvNxX74eTTFLoyNJPJznM2fv5d5vDPKpzbtxxkeQE1YgQ2hwJ6nQeEUsfLY567UVMg6Aw3sz2K1FjvWfjU4XY4n7LnEPyrp5YM5SJ3qFdJYA4fufAgTTqKtWZqp3KxRz5PM6Jv7+BVZvULGzX4xv0RZHlnWY3G1V5xsZyFOjT2B3a9hwiVgjF91+Hcgyg9/+G2uv/y9UshH1pIumty5hajjNs/eLKo/f/8DL5EAaa9MaksEx0pFpmhcbkGUYPpKgsVVDz1otO/8+E5BRzyqzLOu9tW5uQFfnIPDCQZRSH2pWmQFZ+USayJ4TFLVZdCYnOrcNdcZANj6Bu0lH385oRSO2bNZ2kUmZ3TMHMHA4DSgMHYqxfMscQjW3ilRSwf9aSbP00BBHPvsrAFqWCr9i+IgAc9lEiODALuqWX0jLpmvIqCZQd2o5vC/D0lVaMtEpUnM05oBKyZ2U1pHTwNDRJ0knxXdRBhEZWfhJtsaeSlnredd4WHWunafvmSwxWr6+cHgiXmRytIBtaT0qh4+suprUTWspCYfHAowd11Lw1qOPaPEMfhLvYApPm57vfWKUD72lH79GfGfBk7txtK1BrVFx+Yca2P1MkMHDCcIpPTk07H81jtr4+pk5RVEwRSdJOWZ8Fa3HTrYE5jI5FRKgIcfvvjXMly7cj8cixn50jqbm6i/+AY3Fye7bLyc2dgRNie9gevvDABjqBVCVZBndAuRVsy0XTZKPJrFvXIKSL+A/vBNL3aIqEGyo60CVyqOY0qjW2UgN+0hNDy/AZCnencZl4/e/iNJ3KMvkgPAxFtUKIpqCOo99VxeKupoLwNG6mtDI/orgejoo9nW1xUixNY4qLOZuLhdGa3Ujq8X3om9xo3XbqkhQ/hntX2DuHzC7oZSZOw0JSjg5jtN0agcUwKi18dmLn2Zj53VcsfY/MOqqF0qL3v2mMnOZXIJYehqrJM4zV2NutnXWbmbEv5dsfsYZ/9P2T6GgcOOWX/HZS57hwp7PcjzzSxZ97qNMeMWzitJFGbOjHWvNJE7PAAazuwoMvRlr6hAOyqhXgLnGvXUoqhyOzlNn3ky2RjKpMLnsqTVsOpcbmBjKEg3l8Y3nTq0xFxXPZZpVZinLKpq7L2bkyIxEQd/Oe3n4p2/FaHXx9KO/4tDOGYfVaFVXMnNoLaRyDUQn+kiFJylkU1XkJ2Uz2OtOWWapNTlw1C9FllW4G4SjtHiDDUk6TWbOJRzgaGCQbU9FCUzlFyQ+KZt9sShHyeUjyFETNResQpYl6po1vPK4iGK95SonDo8WVSHLJ75u54HfxvnOLWJudfYE0Vu0/Ohz4/PotMslbrJGxaVXiwU9VdIHSmY9TA2nCfuyhKazjB5LLlhiCSCpVNS/52wcZ51eZiCvSaFKaYk+J8hmNB1vjoUqER7H5u5CrTXBOlno1OXEfQeL21EvzxMKFBjsn3ESp3qf5eYLrsRuGWXVTX9lyUWfAGDVRh29e3Jc9UEXX/5pEycOJLHr0nQurb5/Wa1C4zCT80dpP+f9GI1tpNf0oSlpMiqKwtTh5/EsO68KHAWmxD246tUUiwUOvPhjtv3tS7zwpw/z9G/ei5S4nkuv/BC3Xf8wt980worNJv64dwnv/KCbcaWB6ZfnRx8tNpl4pEiDMk6qbRpblygLKkoi62y2SNR2v4WiKk08fJLWTg2pvAabS8PoYTFXFq/zkk2EqF95SdW5fRM5bnv/MPf9Ko5sNlQi6YqicODZKdLoWHmWhXUXtqOSxbOVvxedx4FSKFLYd5AxmohGS4LZflEqGvHnKCLPB3ObDWxefhdH738fNR3rBZAzVvdRvVkwt/eEeC/3fW4XGW+IxnM7kSTY85xw0o/vjtG6zITBNAPQWjrFOxdlebPGZFL8Xc4OzrZf3DrJxFAW70gWrclBLhWprEENLWqsdplQzkxO0pAcmkJRFCLRXhSpQEMJzKk0AoAsCOaCY5hqW1CQaEOUZZvmMLUKMAf6lloi0yKTa7G1Ejirl3ynKFca6s/TsMRCAjN+SQD17b/pq6wF4/duxbZhMealzdS8ZQVFtZaGaB8/fGEN2XSRe24bZN1FTjYuDmJrEhH8gZfuBmbEwmdbTb2OwORsMJfFbsoyObmWIiYM6QfJ5oxo7UvnZ+ZKYC5jzTL+a8HKGpBrUfIFJg48gVpvYXfvFykmj/LWDffzSq8dJImCLYa5pnOeLubI8QwkEpx/rafC6mhodtP2ybcz/rvncZo3sahwC8baZrrPE/vKrqeDrNxs4rJrhNN84KCY48GhvWj1KuraZ5gfN5yjZ//OGT1TVeNMmeX4cB6XR4XBqKL+vecw9dB2pvaJvTIan1ljwjv6KBazFMigNwrAqVXZSSWm6d5k5cj2CNOjadyz+uxc6y7B4GnH1CiCJmUwN3EyjduWI5dRWDlnrXaWhMP9rw0gadS0feZKRu96ksk/v4zBrKaxy0D/XhG0mTryAopSpG75W2nZ+G4AUq5B+g5k6VmjIx2dJhq1zSP4qpTcxTQopaUwOCnmYWrEh8ZhJh4Q89TW1EPfzihqjUTXGjMX3VjHeH+KdKFD9JEmq/sR59rgcQGW69ebUIwZoqFqbdNyOWIm5mfgWI7Wu9/GeT9Yz/7oRqaG0tS1Gzi2L0U2o3DrLQqKXCQeOlHpuzv/WrGGOa15Unk1rUsNFHIKr70kIWt0p+2ZS4/40BQyFOpmkgQiMyeAbaJUKm8nzJO/GOasK1186Mvi3Z8c1VaqCABsXWs56849dL3vVnKZBL7XHqP/j98gXpIsyKdmxmkhWZmq+yqt6bVXiu82Mt5bKbEsm7GuAykWAQUOZUIUc3FyseA8wfAymMtqjNz6sQAfumKKEweEP7GsczlqSYsxAcEXryI8XU304mhdTTrsJZdNoDZYyJQycwn/CDkliGZIAGbJqmBsnKnekSQJ2/pFVfIE/4z2LzD3D5jVKEpNTpeZC71OZq5sOo2JD77l91y84vPz/s2idxN/E2DOHx8CwKYRC47etnCZJQgSlIKSZ8gvGj/2Df2N/SMPc8Wa26mxtKKS1Vyz6Udcufg3mNoP8+D4OUyEj3KyN4XJIlNTvwh77QQWxwlcTasXjMa/EbM61JhtKqZi/UiKRP1+sdhZ2k6e8jdlrbnTZee6SiQoO56NUSicXpYAmAdGW3suIxX3MT2ymx2Pfp2tv7uR+o6zePcXt9PQubSqJ8dgUTF0OEF4Okc6K5PXdBGd6CM+LaKVC2bmbB5SC4E5/1BVJLgM5rJZiVv+vJx3faba8Qr587z0WIRnHxAb3l237uC2G4dx1qo589KFNW3EPbVT3hlVCQuOkmh5XYuWQgGau3Q0tGppX25i6HCCz33TwS8erOXoAQEQO3rCfOKOBnY8G+OJP4Sqzr3/1ThIEm95uxmrXWz2ZUr0Kb/4/fE9MQ6/KoDAXAdhtvX87KNs3PqdU/47QCYTQl0wQlA4ktncqWmUM+kiv/qml1RyZmNLRCYwO1qoa99EwjwBikLgyV5WXvUt8sYAmcZf8tFLrmT3A/9LPpui9+E72Fx7HYlkDWHPE/S8dUbkdfVGHZNjBaYm8rz7o270DgNkMtz3k/mRTU2NlWwgiiyraDBfTdGcYnDvvYDod0qFJyv9cmULeIWzUVOn4eTev/DKA5/m4Is/ZvDg3/CN7kWlClLXsJeY/zFu+qqHnz/ThbNWw9pzLUzQQPrY8LxGb4tNJhYp4smPkzPkMFmnUKnT5AoyVruMLEt4lp4LQLJ4gtYuDRNxC786uJ4jL4t37/LsR5Jk6pa/tercj94T4NF7gvzo8+NMxi08e9cAX37PIP9+3TDHXvWD0cjPnu7EWiu+aUWRKvNfW1tqxo/EGacR35SYO4nACIqikIrm0RpUVdnnXCrG5HPXc9bKu4hr3sUFX3t+HpCDGe2zYdm2oAAAIABJREFUNwLmMukizz6eI4+KtqzY8N0b2lm8zsKe56Z48b6PMHz4eFW/HEBLRwnMzWG0nJ4sYHPI6PTV22/vawn+dKdP6H9O5dAY7KAo5EqOlSRJLF2pJRKTiGIlNTRFLhgjYxtFlvW4l2ypnMvasHTBMstkcAyTq4Ws3korIsO5cGYOzF11ROMCOG9e9z0Mwy6OeH/Mxg1PMng8x9EDWRq79Nx7aC1prYVDD/Xzk69OED0wQOzAII3/dgEgpFfSXT0syfXSsMjILfeFufnbf+T2Py0mcXCA2nVCF25kx/2oNPp5jiCIkr+QV2THs1mF4wfTRL0pikUNsl3MuclAD3anivE5YE5rcpArOoi5tBSzeWKSBWO9De9Ihon9T1C/4kI0nncQTq7HHvsOKm0Mamsp2OI4OqrvRVEU/CfDUFS46MbqPaPjK+9GbTNy/Gv3ENs3iHV1B4vWWlCpJSb6k5xxnpn2LhWSDC+9KIJvU8fE/jub+XHDOXqyGYUDu4SzKjlrUJxOJLeHsaE8TW1iXrV/9h2gKMQfeBIk8M7CAcGXD1MotS3oTcKhNxrdZIoRutdbqDP9mrdfcC019TOBOPeaCznvNwOoS9JAZT3T6dEMTosA0mUmy1TYi6IoOEvC4eF9A0T1teSvvgb7pqUc+uCPSZycZMl6a6WsfvLQs6j1Zlxdm9AUbah8dkK5/STiCktXqclEfcSiC5RZljJzxaiKYumTKYO59KgffYubyPhhVDojJlcrR3ZE6FxlRmdQcc7VteiNMn37RGA7Mrkwy2vZThwtka8tKvU5jojfBaeyfPvawxwuBXEz8QADx3Js6C2iDW/hwCEV/vEMZoeopLn6Iy4iCQ0xlwqFAo42kVV66r4oWTTk42mWr9XwzV/XowC/+6+A0Jo7TWYuekD4E1JLC4VCju2PfA3Zo6lk5mIlviM1BdrPrOO2B5ZT9AVBkgjnzVW9iyCCPp3v+SpIoDU66P/Dbah1ojQ2Nw/MnTozVwZzzrN7ULt0pNOTFfKTshnrOpAVUMWdmBr7wSDuZSFZAoDBKRFMHRvKc88PBZBsWWThrNRaVh/SMjpyNqGp+WAOIDRyAF1NY6XMcrrvJQCs+hWQl8ECOmdd1W9t6xcTPzpaJcXyz2b/AnP/gGlUOkw65ynBXDafIpEJ4nidzNzr2ZvtmfPHRKTVqRdp5lMRoIDIzAGcnN5OOhvjjzs+SZNzJW9d/pmq485dfgPH7vgtGSXEi0d/zsneNJ3LDdjcXZgs46hU/dQ0rlroEm/YGtu1RHMnqTG2svEzn0EpyujqT53yNtvFuE4Nv3bq51suGnlfeVwsDm8mMwfQ0n0xSBJP/PJK9jz9bZadeTNv//jT6E1OVp5p4vBrCXI5pfRbdWXDCgZBa1tMdPIYMa94hlOBuXTEO+//J3xDmFxtlb/LYG56PMe5V9fStKi6d+vD5/fzmbcP8N9fzlHI61DLY5x7pY3v/aUdjebUAFtWa1DlxKZtqV1U0borM5tuulCAw7YSmCsWFS5+p4nLr7CSyZrp2z9MqqBlxSYjP/zsOCH/jAO16/k4OUXFVf82U3KWCntRZBNTPrFZHN8d5eDLYbR6uarPaK5JsrygvMZsS8V96LR2VClt5e9T2c7nYvzi1kleenQG8MXD45jtjdS1n0kocBR9jwfvX16huf0arA+dz+JVX0CryZA//FH++uEaDv75a/SNXMT9L9zLDf9enUVYvVGM4/6dGQK+At6QlvblRn70uXGefyhcday2xjLT8O33oAs2c+SR75COTJ+yX84/WQJzHjX7X/gvbO5FfPhHSf7fHVNcf9txrv36blC1cc5lQT75nYYK6U9Dq5aUuxWpkCfWW02CYrHJ5LIF6hmjaBBOm9k+RiYnY3OIsTe5W9Fq3GSM47S0QjwGkkbDyT0CzEWnt1HTtRGd2Vl17m1PxVi6xsATIz3U9tTSYE1wYFuCp/4UYlGXgnuRHa1OrrC9xtN1qDRiDMvU2wBRZxuTw3pUWgNJ/wjpRIFiQamK4se8J3jm9s1M7HuUgfi/8/z+b6LSVmftyqbRSNid8uuCucBUjv+35Ti5eI6MwU4zopTQ0tPK2gudTPQf4PArd2GteXbePG7uEN/u3Mzc9ERhXollLqfwjZtHcNVruOkrHvJ5KEjCcZ5baun3QUSxkjjpJXFiglyDD2f9hsq4AVjqlxDzHq8S+y0W8qQjXgzOJiKSDQ15UKkq+p+VsQ4VkCSwLqkjoxHOoNpnoPapddQ2beDMMz5NdOpJ+g7mWLpSi8OtoeHMNrocQf726wBj9z6PpFHTcM3ZlXPK69biIsDE9hGCEw8SnPhfgtt7UfIF3OduRmO0k0tFcbavqwg0zzZnvY5cViEazNN/OIuczyAr4t3VLHkHABP+lZiMMDGSp1CorhaIpZtRasR78CoeupbrSQeOkAyOUb/qUjpXW3np1Y+h5ONcdsYP8VtqUUxp7K3VTmk4WESTjmGvN9C1uroCQOu00Pnlq5l+7DUSfWNYV3egM6iobTMgK3nWn2fm6I4onavM/PuvlxOONfHCH14iFinQ0m1i7HiSQr5YKcne9VKp1FJR2PUWI897/0ht9vu0t4r1zdBSS/17z8G4bxtWc5HxoZm5HHr5MMZVIjCqK2XmTDVNFPRpmqx7WLPiHqzmScyq5zmV2dxaZJVEaCqDtpCheYkRu1vLxIGneOgTDUwefBqnW8zj1OFBTsRqefwPUUF2Jkvsu+a7LF6tZ3o0Q3Aqi7f3WWq734Ks1pAc8KIdqSeTHcJlPcnSpTGUYoFU2lEBkWXTlHrmDEqWQsllnZ2ZM5TJTxqXUVQkju2K0V2S+zBa1Gy5ys2rT4u1JDp2+r65gb4cKhXoncIvCPeb6dsV5WNn7OL5P02x9X4BIDIxP8N9KWzpafTLhH5csUjl/i69zsG3ft9KwCzeiaN1DcHpHHd/b4qWlQ6kYpF1K3OsO8uA0arhwKtxdKdovShbZJ8Ac9rOJgJjB9j7zB1EnSNkpsIoxSLxqEIKPXHM5EwOJEkiNTKNqsZGEVWl3HW2lZk5F19zC8s+8hNWfPx/AMimZvZHQwnMza3AKVuZ/MTQ7EZ3hnhXC2XmAORsK/aaAYo2cf65PXPZQBRZq6b/hBjH937QwrF9CfQWNWa7hpbtY3QbLyWXNy6QmRN+aLjUNzcbzGmMdpZ99VNo1DaKSrpC9lM2+/pFok9276mTCP/X7V9g7h80m6H+lFpzoZLGnN30+pm505lF7yaZDZMvvjHK1DKYqzGVtFNOQYAizu3CY1vMyalt/G3vrYQT49xw1l2o5epeHItdRW5yKbpsJ9ORE5w4lKJzuR577SIK+TSFfOZNk5/MtYZ2LRntAHU13XR+4moy0y3gODWYq+s4E3fzWv5+30fwjx1Y8JjGdi16o8yrT54ezCUjk8iyGr3p/7P3nnFuXde59/+cg94xAGYwvQ9776RIiaKKZckqluU47pZb3JPYiW+uHcdJXK7jJHbikmsn7iV2XGTJkkV1iRRJib236b0AAwx6P3g/bAAzIDAUJfm+b+7v9foi/YbAwSn77L2e/az1POUliUaLm7rWLcQj02y/5x+54Y+/jaKIe7Nmu5lkIk9voTHcaFVQVVA0EhlVwda4jFw6wfT5Z5AkGbO7UpDDYKsjm4ySTc2XiubzeaKLMHO+icoxEJjJ0Hcmyds+XsvT/tW4mzrYdnOQv/1eKxt2vXSpoU4WQgru1ZtKfyvepy0lMGchGcsxPSxM2I/+zkde00JH+wR/97EAplorkbksX/3EOOlYkEf+x0aMuefRGrVcf9s88EyGptAY6wCJujYDl45GOLt/jmVbbGh1r24aSkR9GK21yCmhnnk1MDd8SSRIRXGcvKoSD09itjfg7dhOPq9ivKOW2efOEth3FimnYcntH+ZY8lmeHPwZzZvfQKb5Szxy4PPc8Iamit615Wt1aDRw6nCKYweSgMTH/6WZFZtMfPotQ7z4VITJkTTTY2nyFguJqTCxSI7kqB938mayqRhnfv1Zps8/jammqWIjwD8lElJZPcbM8GHW3PCxMrAryxLty5eh1QxVXHvdLlE+NXdFb4DFJlPHNEbDHJIsFmyrc4R4UsbmnD+2o2YN2doAza6CcMnRFIHBMKo+TXDsREWJZSSU4/TBKNteY8PbrKN5cz0uXYRHR1ewP7ya5vpsqXfQaBdgLhhqLLGmReltxWLEsKSViYEkZncrMf8wgcKurLdVJL5TZ59i719vIjE3ye5PPoZr7YfoO5MkFlkcrLnrlKt6zV0+Fedtmy6J42DCucyLgkpOo8PQ7GbDTU70RpF8Odx9FcycxSrjqpWrMnOeK8DcD788Td+ZJH/1zWZaegQoSyTFvVkI5pau0ZHKSISwkxiewX/qRfKWBA2Fe3/imSBv7zmEsaZbeCoV1CtB9OPk1RwmZyOzGXGups76ihLm6FwOs03B1O4l44hjNtWTGpxFkfTc8eFHyLGCVZ3vIxM9wNLVYr6wLGvGlpohPJtm9IfPUHv7JnTueUbUuluIGU09dLjkhzm97xBIEjU7lpdEW6r1y8E8SxSYTHH8YBIdaXrWiPvUtu12Wq+7n/ODt6NIKtksTI2XP9dAqAWd2UfS6mZC08ra7UY8RrFj37DmNrrWWvD5Wqjf+AHWtPycIzXi964UPzn6TBgDKdbf6qlajdL20TvRN4i1xLauIORj0aEhx/JNJi4eDrN8q5073u7Cu3wTRs7xm//w07rMRCadZ3IwiaNGYckqLYcLYC48dZlYcAyNwcyGpq+wXrOBfV95PZOnH6f9E/egZNNs1J9majxHKqmipjMED13EtFFs6hbLLG1N7ajGDNMn/4JE0kk0Vkt2+mdV7zeAokjUeHUkQhmSwTirdtrJphMc/f6HIJ9n+txTON0KZqIo4Tmm8HL02SjG1lpWf+/PCB/ro+6o6Ds/+8wZotP91K+8GYD44DTakXrySKxpe5iGejHGE0knzivULBWDDgx6jMTJF+aneWbOJ5i5sXPYG1cwdC5GMpZj6QLFzVveUc/0RC3IOkITV++b67+YprlDQzx0CTliRjs5y5/uPI6sSGx5rYvzh8V8GPb7kWamkPM5vJvb0CDm5ViBHetaZeSGuxzUrE5CRuE3/67lW387RSqh4ux2kpW0TJ4RjNP222zk0jlCEVdVUbRiBI8NEMSBtd5KPCw2gvOWHPlsjkwwSiysksRIFi3958TYSYz4MLeJPLAamEtGCmqg9jraXvdhmna/FUVvIhOfB3OGJjdqKlMSJ6k4xqgPJAl9Qw1KYbmyeZeVfUbRiDGYUUVlUbqloHxcpcxS67Zz6WwGq13m777posaeIxJTGDzvIx4Yw90l8pUrmTmd2YnZ3Upw+CSW5qVEBk+TSyfxXdyHZ8l1NLxhF5a2drLZFHpnJTMH/F/tN/cHMPcKw26qX5SZmyt4zL1Uz9xLRdE4PJZcvF55Yfgjg+gUIw6reGEWE0ApRmftdi5MPMlT5/+VXUvfT2dt5UIqSRIOjwYp2srUXB9zszm6Vhqwu+fNQV89mNMiOYaos3URmcuRGOskbVy8HEKjNXD7+3+L3ujg4f99O9Eq5ZayLFTuih55i3npxcOTmGzequzPTW/7Afd+/BDr9ny8bOFes12wS6cOFnyybCIZqmszAhLegqfP5KlHMblbqu40V1OvSkX85FJxLJ75On2bU0Gnl6qCuZMHxOR84+vtOFyaql5zVwu9Xkxo3hv3zF/bDjNNHTo23SjAXPtKca2DZ2McfNBHJJDF3dFNa8MIH/usg8ceSmFym/jtDwI8/a1/ITR6jI1Lf8LWW6zodPP3LDE3ibEwgbqajJw7EKL3RHTRfrlrDVXNkYzNYmtuR++yYzC7rg7mCjLbvacLRt2xWdRcBrO9EW/bVtErszQNqsrgPz0Asoypq4F124zse3Ezq9/6fR546C5A4qNf9FYc32CUWbpGx6kXUxx9PolOL7Fhh5GvPNSBy6vlAzf1cXvrOW5rPsezT+WYODvL9Y7TDL8wwfRMM/Zl76b3qW8xcWovdSturEgYi2WWQ6e/jt7oYMnWd1Scg6O2h5Cvt2InddXr2khgYPSJ8l4qm12mk35ypvmeJKtzhFhMKjFzAK7WreQNGZzqSQD+89sRDPk42Ubh9VTs2SrGkacjZLOw/TUisTI0uUhNBshnc5itCplgtATmNGY7YSskJAO+cbFIF5k55/Zl1HdZmOxPYHK1EJsdYeSSeH4tSwxEpvvZ95W7MdU08Zq/P4p35R7WbBdy72cPL95X665TFmXmes8keNeOXnI52HZ3HRqTHtdy8c7O6YWa3IrtdqxOMTc7PP10rK7cQGnp0FYoWs5MZqlrmAdQw5eT/PvfTXHzfQ6uv9OOq078Wzwh7ttCr7lla3TkUAhjIxeKMX5cWNu07hY9SId/N8t4b4JYSmwgLSy1LAI7g6OBQFYc+0olSxBlllaHgqm9jqw9hknXQLx/ElN7HQZLDfauB0gm7axf/d0yMCfF46zlJDn/HI1vLy8Pdi2vY4xGIs8cJewXYM5//Di2Ne1o7WbsBZGfav1yIJg5gNnJNI//PIBMnnXbBJBvWuJkxwe+g2TsIpsSz3OhPUEmk2fa14QmP8HXLH9O9HV/RFOHnvaGA5jqVmOqaaRzrZjvso6PgM7DpvYvAWBrKgdzT/9kijxw89sr330AxWRgyRfejmzQ4dgsEsRQCCTyHHtslngkx7Kt4t4v3bEFu2WCQ78brlB+3LzLwLEDSbLZPP7LBwFY8bYH+OeHnoGmj+C7tJ9nvnQr51/4PCNyG8vDh9GQYWwoS+h4P2oihX65AJX6QpmlvUOcTyw6yODsp7jUfxux8edK7QDVwubRoVMTZJM5Vl7n4NyDXyA6M4DBVovv8kFcHplGxPo7hZfBC0lmpzN4795G20fvJPqLvXRKAwy9KIRnvKsEmEsMTCEnDMylN7G+63eoCVEjmkg6KnrmABS7FaM2XNpsCkyeIxtNiDmkwUBibhJ70wouvCBAyPKt82Bu7W4n7kYTyUwL4ZcEcxk6l+oIDJ0gH/bgzU/SvcHKvx3dyK3vqicW0SPJOmZGZvAiAFXXLe0lMDczmaOhTYfVXhCPap5FCdp44LNn+PW3/LzuXS6e3ZuhY4ub3mMRLh8L89aP1iABvZdsJEOL98xFzwzhw4O1RkM8In5bNYpxnpqeI53IoSlU4/gmMiQTKskRH6b2WrxtBobPV86FRWZuYa6oM9qvAHMFJeJCqeXzD/j4n3ecQlXFs0iM+tHX1yBrNeQcEchoUCfL155kfxRyMsm8nuGpTaQaAiBp0NnLc9SMP4zOZeXy2TQ9K7VoNBJ2S46couWLHzoEQG2XsAoJTKd57IEY926b4B/+SvQuO9vWERw+iWfDbeRScSZfeIDw5CVql+4qXVteAv0VzJy+1oGxtZbQ/8V9c38Ac68wHKYG5hYDc0Vm7hp65q4WVmNBLvYaSy390UFc1jbqV99K2463lIGCatFZu41UNobV4OHejV9c9HNOj4bsbAuzsSGQs6UySwBFo8dZe+0GzdXC0xFC0Scw00XQlyUx3kVCHiKVXTwRMzsauP0Dj5BOhHjkf99BOlVpkFs0D3fVaSr6U4oRC00uKt7iqOvB27al4u91TTq8zdqSMbGx4DVnrxO/175WKGClIv6SZ9aVUQ3MxXxD4toWMHOSJOFp0OKvBuaej6LTSyzbIBgwm6uDyOzgouUQV4a7cyuauIO66+d7bbbfauOh/hWlxah1uUgyhs5G2fvdSWqb9TSvWk5sdpiPfNrKtx+sJRjToWiyjB38Bvm8Qlv9Qf74veV+Usm5Kex1xfJfnRCvyOVLPRivNFIxASRqt21iz9SPMVo9JK8C5kZKYE6cX7TgMWe2N6A3OajxriAYu4C5p5HkmB9ThxdFr2X9Nj2qCo//KszIhTh2r4m6xuobBGu36Dl9JMWLzyVZs1mHXi/hqtPy3QM9/M13W/jrf2/m099uZuVNXuy6BO/+VB2mdIhTF/R8/u/+iFTaRDYZwd1zfcWxZ6eyNLTMMHj6Vyzf8V50+koA4ajtJpuOV9h3rL/BxjiNBF8sX7CsdpkOBkmY50vyrM5RwmGwO+cZpLoVNwCQm92HJMFTD8Wxa+OorUH0Vjc17RvKjnvg0TAWm8zqbWIMGZqErHfRFym7AMwlkkFyGtDXTDA1Ksa61mnB2FZH3T3baOg04htLYXQ2E/cPc/mEmBvaV2g5+I23IMkabviLR7DUijlv1RYTkkRZb+uV4fYuDub2/jRIJqXywxd76L2ksn67vrTDPZkpGOwaFJqXiN1qi2MUicp+i5ZOTVmZZT6fxz81z8ypap7PvW8UvVHmL/5VAKui7UQ4UsnM9azQgiQTQrw3s5OH0EQdWBvFfNx3MlL4rtjQWyiCkgiKse6f9ZS+b166OJgzttWRsccxZF3E+6dK5Zidy+uY8S/HZhsvA3MAt2ieIa014XntprJjumoVzrGCzMVzpXdurv8Szp0iMbM3rQRJWhTMFZk531iSS4cjGKxapJyK3a0tbaY1tOuIzol7vVAEJTCdIRgR1SqJ+CS777RR603Q6DmJ1iP67VqWmtDqJAbOSXTf8UU0Spq8pC+zlVHVPGee8ZPAyMrNYs7d/0iIL31ktKyss+kdN3Fz4GcYGlxEQjlGh8R79cC/CjBdLAEsvi8zl45R0yDWjuEFIijxWJ5zJ9L4Lh9AZ6khEOsgEG2l4frPc/fXxui++UMM7v8+52y16NMRNnGEkYEsgX3CjFvXLsZPkZkjJ+Y+E0vwrn4t/UOvAUmi/7nvVb3nAAaLBg3iHelcOsOF336Jth1voX3n2wkMHsVsztAsFTYJlrYBcOw5sRYv+Yf7sSxr5kbdfmJjz2J0NpYY2PjgFHqvkxMDd2I39DJ17inxfJLOqmBO57ZiMIr3QMrIJCLTXN77H+TsEdKWgpJlk1CytLm0NHQaS99VFImb3uZlcryR4PC5suPm83n6T0d5/gEfv/7XUQLnp8kOnyPmGyAy04CNMG/4zDLsbh0rd9gBibziYG7aJ8CcJFG3qQWXQzzj4b4MPWvEb6tqjmi4DyVoZ03zLAaTTMMSC/FYnvf+fTMGk8xD/zbOyi1m9EaZ6SkB5qqt39lYktTwVAHMaYkVev1zWvFMo6NB1JxKXZsYRxIqg70ZUYba4qF1ubl6mWVYrJVFYRcArdFGJlHOzAEkCiIoT/9shhcfmeXs82KTKTnqw9hcUCtWJ1DmrIRPlG8QhI8PQMJIJhfg2KU3k9dlyWqMFZuV6dkIWreNS2cy9KzUkU7mCEykuOFOO8GCL56zdSV6k8IPvxrkA6+f4cQLKR5/QLw3zpa1hCcvYV+yGVlnYPg50YNeBHManQlVpoKZA4QIyh+Yuf//hd0kyiyrvXiBgmG481WCOYvhZYK5yBBuSzuOphVs/+CPkTVXN05e1rAHrWLgzdu+XqGkuTBqarUkpprIk0VXM0XXSgMWZzOyosXVsApZWVxp8FrC1CB6eKRIK4GZLMnxLiDPZPDq9e3uxtXc+u5fMDtxhse/+yZUtTwx6yr0zS1WYglFZu7lK3Gu3m4uJYrFZEJj1GIwSjR016O3iN0sa5V+OagO5qI+wapZFvTMAXgatdWZuedjrNxiRqcXr7HN1U46GRYA5xpi89/8C/f9OoByFaVIs01DbYueI3sDHH08wK3vqsfm7SKfyxKfHeGmO8385kgj69c+jUnv56mjn0CWVVz5X5cdJzE3idlVj7dZS0YViawsw/JtLx/MPfLjAP/zzUMAxKNiJ9NorUVSFIwWz0syc5Ik7CoioVwJ8BR9Bus7djA1dIi6e0VPaVEcYtUGHQpZvvd5sTO/+dbF35e1W/TEonnOHE2XWRJ46rXc9S4X97zHzevf62bF7lqkdJp3vleLks/yti8s5XM/W09A++dkc1omApWJrX8yw8q1PwdJYtWuD1f9fbtHqPfNzZQvTA2tOsK2ZqTxMXKp+fGk1eZpY4iwvQCsYq1YHCPMBbJlzJyjZxVSzMDcxGG8TYoQyvEkSbun8K66pYzdzufzHNobZvNN1lLvZsmeYFwkBQuZuWRKJA8W1yiTgyI5k2SZGwa+Q8v7b6O+w0A+Dzm5gWR4huHzhZ1Y9evM9r/I5nd/C7O7pfT7VoeGjuUGHv1JgB/+4zTP/y7E+GCqtJsMgpmbXQTMHX4qwsotZowWhYun02zaacDQIubjsbSHSAE01DYXPJ6kPLMTZyqO09KpZXI0SzpdMDoPqKTT87YEv/nOLMeei/Jn/9RYKtl1FwzhQ3OVYM5glKlv1RHCTl6TJWUcx6x2l+75wKmCcuCEFa3JXs7MzYp16eghWwnMXSl+AgLM2ZwKOV0K1ZBBF7EIZq5TJEDtPVrC4SbstjGa28W5FsGcJTvHGVaRv2JNqPEIMJczx6CwZqY1UWoKYK57z59w82eex+SqXs1SZOZO7ouQTeVYvdPG5GCC+o75pL2xXUegwFwvBHP+yXkw57IOc/1rjOhS+5HlHAmN6EnV6mRaV5jpPxll4z3vYDK8mVBmdZmS5clngiRCGSS7DZNZ5rGfB/nzuwb4+df9HHqsvASt2IN8Yn+UbF7GYFY4eyCE1amhqVucc03HJpBk6l3HOXs4jqteV2LmNu2c75vz9x7E3b2diRExVpvaNChaPWvu+xyyzk7jmkeR2lrYw1OM9qcJ7j+HeUkTOUUk+npzDblsmr7HviGudbSJN//PNj75nzdRv+pWBp77XsXaWQyNQYxJe62W4Sf/HEVvYt1b/gl393bUbJrg8AnadeOEsXLXx9oxWWSOPSvGoKLX0v3Zt2BN+zBzEO/Km0vJe3xgCk1THS+eu4U8Mv1PfxuAVNqJo7ZKJUutHb1JvAeajDjGkd9+lMjt+zlz+JNrXYrZAAAgAElEQVQAOBpXcOGFMMu22CpAwq3v8BIMtRKfHSKXTpLL5XnulzN8eOsx3rfmMH/z+jN842O9WNQQxrQwlfa0bsRJkNE+USngqtdT32EglbITC/hpkCYxttaimAw4bDnyiobRvjTdBTAXmbxMLpNAn6rlnpui/OLcMn778wQ9K7Vs22PmxjfX8fRPp8llVLbdaiWZdJJXM2XvezEm9wklUB8ebDXaUpllVhabkv5LfmRUmjr1GMwyCjkGjwRQk2kMzQLMjVyMV/SSFpm5hcrnWpOddLwSzBWFTk7sExtGj/9wuvB3P4ZmN/l8nrDvItq4k9Cxcj/T8LE+FKkGnTrOwPhOpKxCUpviykj7Q6hmK+E5lSWrdEwOJsnnYfc9drZvGyaT1fOG3VqicQk1neOff+zh/Z+0M9KfIZPJCxGUfJ6IbwDXmj34ew+i0ZupKaiJKoq+KjMHotQyMThN2r+4gNp/5/gDmHuF4TDWk1MzRFOVJZBzsXGMWhsG3eLCDtcSVr14iV4OM+e2Xp2NWxi1tk6+9vYwG9vfcNXPOT0awiMCmLp7Jqip1SIrGhq7d9Oy4rXX/HuLhewUqmqJ6VaCM4KZAxgLViZHV0br8tew676vMXzuEZ7/1Z+V/VuRmbsamIuFJyvET64l1u6wMDWaYWo0XWLmEmmZpi49kiSVdiBfkpkLV2Hmruix8zRUgrlELMfF43HWXjdvtm1zF7zmXkap5bWokLavtHB63xz5PNz6zvpSH1dkWjQLt3druH3XD5iNLuNk7xsJJtcyuP8HpY2ObCpOJhHG6KinuVtPIJBHlqFzrbUEhAE+fo9QOrxapJIqX/3EOHv/M0gokC3V/BstntJ/FwNzsUgO30SmVCbbfzZBvAjmCgqp3o7tpBMhjDeJxHUo5OTDt/VxZ8c5rEQZ70uQxMCG60xVfwNgzeb5no8r/eUWRtEMN3xKXLO9u5bddzv40H98hu/vfYJDz1bOH4GZORoafknn2nux1rRU/DuIMkuA0EwVT7n1Xcj5XOk3AabPz1LHDEm3ONdwcD1WxyjRuXRZz5zB60Qz7SIUOE1bl3huNbXDqNr5nq1iDF5IMjWaKZVYwkKvOT9qOkMuniqBueC0AB2KkmFq4Lel70iShCRJNHQWLC6S4r0JjAxT5znNzJF/omPXO2nd+saKa733/W7CwRxf/YsJPnr7AK/rOM91llOlMeauU4hG8iQTatn3InNZLhyLs2mPlaMHUuTzIrk2dYgxMU0do/0iwTPZfMQjgrHzj52oOIeWDg2qCuPD82VYMA/mfvxPM6zZbuaud80Lx1jsClqdRGBWXPOVyV3nSgNhbGTrZkHJ46zZKO7JVJo5n5gnpoeS2OqXlDFz8cAYslbPsQN6JqnH9fF34L1vJ1dGOJjF6lAI+URClu/Lkg3HS8xcQ4uGWKIJgz5ENiUSO32DC41VJLFHMmu5cKy8qsJilRjXdZByzyeTOVOqBOY0ehOenu0V51IMo1nBZFU4uT9CHtjzejuT/YkyBqahXc/0aJraevkKMJdlrsBULl8yiserITb6GMm0lem5eaGGrrVW+k5EkGQZec2v+dqv/4NHfzXPZjz54ykkRca7xM7DPwrwqTcPsXq7GVedhl9/u3orxNFnImh18nxp5QKgoTPZcXVspqPxMPsfDouEu8DM1dZraOvWcHzfBOGJi3i6t5euqbFVvHs6swNd0wdpaXwR1/09eJkm/MSLBJ4/R83OFSTjASRZYd/jCj/4xKeITwm2JD7rw+mS2XaHm87d7yERHGfy9GNVz1/Sid/aet0Bps8/zZo3fgGjvQ534Vn5Lx+kXh1nCi/rd5lZt9PC0Wfnq2S8b9hBtluHRhfH6N1V+nticJqk1UMs5cbUeAOp6Cx5tBjtLhSlik+l147OJJLsX+0ToLS+7Q2Ynl/L8ls/xfq3fRVV28DIhVjpXi+M5iVmzJ4lgMqDX93HO3oO8Xf3nSU8m+EjX+vh345t4qM/XM8QbbzuXVPIWj1rbt+NliwTp+bXk5XXOQjNWUhFZ2nWTmNdKdZqrZQllRO980VmLjgk5gObdwXx80MEZsUG35vea0WSJDa9xkUqoTJwOsYNd9mJJ8Uc4B8rr/gaPPAT9v/4taSWLCizLIC5TF7c65nzs0iIdpLmTh0yKmPHxHEEM2cik1JLnm3FSEZ8SJKMzuws/U17RZmlvs6BpMglEZSITwDIfb+cIZPOkRzzY2j2EA+MkYnPYXF0ES6AuVhYjNnQsT50jmbsujFAQpeUyerS+HoPlZ1Pxh8mqop5b+kqbUmBs7HLyKrlg4TTXSgahdYlBtasV7j7LRZ6VmjJZoVqcEnRcvgktZtuJ5EO42xZUyI2FEkBCRRT5RgplUVX8WL9vyH+AOZeYVzNODwYH3vV4icAlkKZ5bXYE8RSQRLp0MsCc0CF4Em1cNZqCPaL661fNX+9d374Mbbc/rcv6/eqRVo3gJrRMTfkITCTITXThFY2Mh48e03fX7nzA6y98eOcee5rXD7y09Lfu1aJSdW7CJjLZdMko/5X5JG3utQ3F2PZVjsrttvxzeRp7hSJvK1B9IBUU7KEeXGahfYEMf8QOksN2ismmmpg7syLcbJZWLcQzLnmveZ+n9FW6Jtbd6OT+nZjyQcsWgBzE6ceJTp1gd1/8km615hZsuedhMbOERw6DsyzjwaHl9YeA2P9Gfa81ctr7p+/7wMXkjzzmxBP/GKu1ItYLR763mzJa+3yqUQJuBXBnOEqYG6kV+wE7nmDYNV6TydK/ZYmm0jU6zt2AODLDvK4chvf2r+MqZEMt7+9htW7awhhI4WBFesX3yBo79FitctIEqzfVt3kHebNcCMFyWljoTfBYFRYe0Mz+x8OVzD/Jt2vUJQIa24oV51dGBZHE4rWUMHMAXTcLsZl/8PzvSO+50TpkeqRyWb0BKd7UDQZzMbRMmZO1mnRxxvJ5sJ0t4tz1jgEWPCuvqXsd4rCQ4uBuaJhuMYhwFxg8hye5g3Eog0kguWsLkB9IWkPhcRzzkXPc8P2L2KpbWfD2/+16n1400c8PDm9iqf9q/jO/m4+/e1mtt5i44lfzDF0Kbmo19zRZ6OoKmzeY+XI/iRarWBbXbtX4/3nv6CPLkb7xFjKZSbpWLMLvcmJb+xkxTm0dBYULQsiKAvBXDqlMtKbYvMea9mmiiRJuLwa/NN6JFkhEy9XQV223kASAxlvGHIy7i6RWPcXWDlFIzE1mBSKlleAOZOzkUsn4+SRWfpX96AxV242ROdyWBaAufRR8ftFMKcoEt2rCxs6geHSOVtXtWHoamSMJg4/FSk7piRJ1NRpCDUVDKDzMlK9gt5brn56taip1zM1lCSDlrXbDEyPpKjvmD//hjYd2Sx4G+QyewLfRIZUxkos6aSnc5S8qjJ1Zi9ToR1Mjc4D+c61FuZ8GQJTaT70mQaWrnfzyft9jAxkyKRVDvzGT85gRkuGv3nHMBt3W/j6o53c+S4X+x8OMTNeLsgAYiyt3mZmxXbBhC7fWl6J4F11E7WOsxx5YozmpcKeoPjOb7newPTFAkvUs4Px4Sw1bhmTef6dnE29iUTSSSj/G0LaGuqf/BHZuRg1u1aSigfQGZz848eeQzv9FWpXvxmAnCFJ7KJQZW1c/zr0Ng8Dz36n6j3PoaDTRmmy/jM1HRvp2vN+AIz2Oix1nfguPY87M8W0VE/bUgMbbrCU+uZAsOvG28UznnlKjPG9P/aRGPXhR8wH3Tf8EQBZ1UmNt/p8qXNZ0ZjEmPI0bSCbs5CMzqEbbWT1H3+Wpa/5GJePRsjnYdmWykQdYN3top3gyX9/FEetjs/+aiXfv7SVuz/cRM96KzPTEiChBg/h7tqKbakAasGz8+Xqq66zE4taIeWjJjuNZbnYJMjEMiUlyyKYCwwdR9bqca/YRPj0ED/7VgidXuLut4o5ryiYdOlomG232IgVwNyTvxwq/V5eVTn/kGiBSa67iNY5hbVGW+qZS6dDSFoNc31iM6GpQ0dLtwGdRsV/rlC1UiizhEoRlFTEj87qQpJlHv/hJI9+dwKtyV5mTSApCvoGF8mxWQJTafI5lQQGYqEsxx4cIxdPYWx2MzdyGgBnxzoipwfZ/8tJ7q7Zz/DhSZJjfhR3JwZtFIdhEkM2g5SVufDgl8uuNR2IEkiJc+1ZqWOiT2xuNHSZiE1fZP2eNew920TnCmNp46pjqViL+y9mMLlb0JocBIdP4li+Q5RUaheMh4K6b15TCX3sG7pAkgi8cPmaW1X+O8UfwNwrjKuBubnYOE7TqxM/AbDoRXIXSS7u8VGMopLlywVz1xJOj4a5MRdq2oCjbXEz71ca/lgv2UAzE4NZIViSV6h3Lmc88NLMXDG23/0PeJrX88LDnyKXFYuq26vhT/7Wyx1vr54wxCMCZLwSZq57tRGDSeb0wRjbX+fmq/vXMzGYpqmrCOaKzFxH1e8rWj1ak+OKMstyW4JieBq0xKNqmTLfyeejSBKlfiQQZZZASS3u9xVFEZTb3i3uk9HZADodLzz9RUL+AS488mVMrmaW3/xmfn5yCbve8Q5krZ6BfT8ARIklgNFRT0u3nlAgx5/8cw93f2j+Hfnlv/nR6iScHg3f+HT1XtRMJs8P/mGG9mUigbt0ch7MFctEjBaPEDWpUjZU7JfbvMeK1aHQezpJLDSB0eIpidTY3B0YrbX0Hn+efbkdfObhzfzy3DL+6hvN3PaWGvLIaLVioVksZFli8y4DKzfoynrOroyiGW74pHhehub5Upedd9iYHE6XVMkA1FyO5uYfocrr8HZsW/S4kixjd3cx56vcYVx/bxtxjIw9OV9+lzxxiRwyOWuWVLyGmVFRcupy9peBOQCLIkr6rtt8nD/5H3bS5iEMNGG0l5etHNwboXOFAW/z/H3SOi3IBp0Ac3Ox0t9AgDlXw0qCc7ejkZ4nESkH5M5aLQazUvKaW9vxJUzGWbZ/6KdojVevgHC4NKy7zsLr3+su9aU9+2BoUTB3+KkIDleAhP/vObY/wqqNeowmYZGx7H07ySMz1p8S6rNzY9R3dOBuWluVmWstGIcPF0RQSobh9RqGLws58ytNzwFcdVpmZ7LozM4KZm71ZiN5JLL2NHLUhKVbJJRFMLd2t4OpoST2hqVitzwp/p4IjqOYGwn7MyhaCVtN9fLqYs+cGD8SmqA4v4UWBh/4tGC0woGh+fP6wZ+z5dHP0r3ayJGny8EcgMujEHLISBkFTcCMVP/yyvM1BoV8TsXgMGDSCWuKhcxcY7sYaw5HeZmlbzKDJMFspA23bYjg8EmSc1PE5N1MDs9vkhWtBvpORtHpJL72cw+yLPHhN85w5PEA0bkswZiW3sNzbH+Nja/+thOjWeGe97rI5eDB75aXt4eDWS6dSLBxt4VVhd7gK3uE61fejCSpWOQX0Jq0xCM5/OOFeWqXAbfxCMgaajo2Mj6UpbGt/J6ND0gMzbwL36V9TK1vwJgQY8W5cwXJWIB4zMQ96+8nlnRzavbv0els5EwpImeGAFA0Otp3vI2x4w9VFd/IafSsX/09yM6y+f7/XVZ26u7eju/iAWSyzOgakWWJjTeIe3h83/yGnOQcJB90kvzJswQmk3zlXadBzTMScdDSoaF71xuQFA2ptJOa+urzqs5tRzKIOWPj9c34/F3MRQcxNNSU1FgvvigAyNLN1cHcLe/bTl7TwGv/qI+vH9rIztfXlrGA/RfTeOvjhMdO4FmyE1OXmAeTg/Pr0YodDpIpGzopgKJmsSxvIZNWicymxdqgl0rjMDh8Akfzauxru1ATKQ78eIjb3mDCUSPuYW2zHodHy6UjYTwNWtzN4v3a99vhUjn4+MlHCI2do2Z2N1LGzO7rPo/BkCgxc6l4AH2tnfiEeO7tS/U0deogpxIdFM/T0FJbEtipAHNhH3qLKJH83qcH+OkXhtGZ7GU9cyBEUJJjfs4cEu91CDuyVubFH4k1xtDsKYG5uk07UdNZfvvXR1BzeYYeEe0yOc9KANYtOYkE6CbcjJ18kJhPbAhl5mKgqkyFTNQ1KMIzsjeBxaHBaEoS8w+XhJKcdbqSmmXHErFhNnApgyRJOFvXEhw+SSQwBBKo/gUKoRnxvmdTlf2DGqsJy9Imep96lC/ftI2LB66NTPjvEn8Ac68wimBuroo9QTD2+2HmFFmDWV9zTcxcEcx5LL9/MFdTq4G8LBgz9+jv/fgz4V60yXYmBtMEZrLYaxSaalYyfg1llsWQZJmtd36RyOwQ5w6I+ntJknjfZ+rpXmWs+p2iYXixX+rlhFYrsXKzqSSCMjOeIZ3K01wAc23b38yKuz5V1QC3GEZ7XYUAimWB+EkxqtkTnHw+RtcqA1bH/OKuM9owmF2E/b9fZm7nvbV89Bs9XH+fYBMlWSZntxIOj3D54PeZufAcS17zp6VSBp3ZQdP6uxg++FPBfhb89Ix2b0l2vciSgSgZffgHs9x0n4N3f6qOo89EOVwlGXzsZ0EmhtJ89EsNuOs1XF4I5grWEkaLR4hsVOkbHLqURJKEIXr3aiO9pxPE5sZLJZYgxoy3fTuBiUPIMqxfYPFQZNmWrNKVKXVWi3/8gZvvPFJd8a4YRTPc8KlBJEUu81W77rUi6dv/8PyieuHwb7HZRzG733/V44IQQQlVAXON7Qb8hmZS5wWAzGTyGMf7mKABSQ6QjDsJ+wU4cDn6K8CoydWCkrVgSB3gTz8tk7bOYDetKvtMIpbj+L5oGSsH4t4KA9rZEjOndVpIxoPEw5M461egau5CknL0n/xlxXcbOo2MD9lBkjAa5rg48h7cnZtf8l4sjPoWHUvXGXluAZi70p7g8FNRdtz0FKee/gcmh06wadc82DKaFdxeDWP9KRJRH2o2jcXRhLtpHbMTZ1Bz5cqVHq+CwSgxOlDJzA1eEEC9fVklG+Hyapidqg7mlq/ToyKTNceQI6YSyOo/GaGu1UDnWivTQwksXlE2NHTqHB+8pY/R80NcPu9ERwqjTcvx/bGyHkKAbDZPLKKKMsuZXowaD1Khx9XUPg/YbTVtAERmh0p/M3c1YO5qYPMeK6cOxEgly8tXXbUKcUMMTdiEJqZHtV2b5U4xYtE8Miobb7CUysWuLLMEMBnzTI5myWbFtfknM2gNMqFUOyQHmDgp5PIV141MDs+zaR1rrKX7CKKc8cvfd3P2WJpvfHIMjV5GRqV7nZl/eqAdg1GkT00derbebOWBf/eX9SQd3xcln4eNu61suLmGfz24gXU3zpezAbi6t6LozLTVv8jMVEFEY4EISov7OHnjajR6E2ND2VKJZTHGexOo9jdhcrVg73mMKCYMTW6MrbX4x0dQMhOYTCqX+Bn/9T0Fo72enCVd5jXZecO7yeeyDD7/o4p7bpUeZ1nPQ/Tc/MEKgSNP93ZSMR+qOcEYYpNk6XoTJotcKrXMpuLM9h0kmNiCJujjyY8/ii0r5ubzk06Wr9Oht9TQtft9TPo2VhU/AdC6rOSMaXIZK9fdYsc/200sP1m2AXb+hRAtS01YHNWrjUwWDV07bycxta/iPQXB7GxYeZq8mqN2yU6MzW5UWUGemSo915alJlTJiUEXIk8ey/IWfKOir0tWZEw2LbIskc/nCQwep6ZtHba1YkPXGR3hj94zv/EkSRI9G21cPirG26qdbQAk5qZ5+mExBs4/9L8wu9uQDjlg4o+xWiY5/qMPlsBcMh5AV+cgFxDsefcqPY0devJ5UCd9SAYtZ/d+lsjIc9Q26yvBXNSPweZhoj/BzGiKif4EksZaVmYJwkMuOebnxHPiXK0eI2mdmd4nhwv/7mZu9DRmTxs1W0SpY+qiyEPCxwXDH7YL4/RlTUcB0Pc2IyFx+YmvA5Q8V0dmDCxZJcbBeF+cxm5jqcLAXlCXddRqCc9myGVVrDaZugaF/osFw/fWtcyNnhbWULJCvP80mViIR787weUDAuAmI9VzavumHtJzF2nyvoijzlz1M/9d4w9g7hWGw1idmcupWUKJqVdtS1AMq8FzTT1z/uj/WWYOIDXTTNYw9Hs9tqrmmAn3YaaT8cE0wZksTo+GRucqQompa2Ili9G89GYae3ZzdO/fV1W3vDKK4hevpMwSRKnlpRNxErEcY/0CnDR3iknI6KxnzRs/V7aTeWUYHN4SmMvn88T8izNzMA/mstk8pw/FWHtdpZKhsCf4/TJzBpPCXR9sQqMV00U2kySmikl9+Niv0RptdN3wnrLvdOx6J6noLBMnHiERFO+IKLMsgLnL84zToz8NEg2r3PcBN/e+301dk5ZvfrpcXEhV83zvi9N0rTKw83YbS9aauHwqQTLqQ29yljwAi+WW1UotRy6n8LboMBhlulYZ6DuTIBaaqADz9R07QB1i+YYYZuv88+tcqsVdp7BhRzmT0nf8F4xdKjfftTsV3LWLP3uYN8ON902ib3AhKfOf9zRoWbreyP5H5stdzjz7L0QjddR33n3V40LBnsDfX5WhVLrbMYUmyMRTXDwSpl4dY1jpQJb8pBJO0ik7yYSDGmc/Vkf5EmHw1qAL1DFz8TkmTz0Gch6nq1y58MgzUTLpPNtvq9whL+7wLgRzRc+omvoVOL2rCIc6uHz0Pyu+29BpZLw/i9bWycT0Gmaz97/kfagW199l5/ShGIoskueFzJxvIsPghSRNrSIBsZhGS2IUxWjq1DPWnyY2JwRFLM4mPE1ryWWSBGfKbR8kSaKlQ1OyJ5iZzGG2SJgtMgPnk8gytPRUYea8WgLTGbQmB+lYkMtHfsr+X34MEEBQkiUwhlCiC8DcqSidayzUtxvIpPOoGpFEHn/sFC88EUbDJKMjTnRkCM6qvPf6Xp74r/ISzlhY3AubUyHk68VqbwPA0OgqiXqAEBxStIYyZq4Ym260kkrmOfNCeeJY41HQaMcxaepQYnoySuWGzWKRSatMjWWRUdm0y8DkgJg/Fgqg1LdokSSQEV5z0xPiWnwTGTIZCZu3m0RgjJHDv6SmYxO1bQ3MjKVLibrFrqG+3UD/ySj7/usjPPzN27j5LjPv/JiV8fNzqBo9ORQ+9uWmkuhUMe59v5up0QwH986/r0eeiaI3SAVlVYkV2+wVPcqKRkfd8uvpbjvC+ZNiDSmKoNQ3QpP7FJPhDeTzecaHszQtYOby+TwTfXEaux2suvezGHKneKapC+1730F44hKhsSNIqsTuv3qKu9+/mVmfSjJdS95FiZkDkSC7u7fR/+x/lOZcNZflxE//klXm9xLOrWX1fZ+reCbFvrm0J8Rwqo5sNo9GI7Fup6UkgjJzcR9qNo3U8Xr8ci25X/4GF6Ik8MK4jeVrxXq58Z1f5+AL7168zNJtQzWlyCRsrNmsJxLrQdXF0bQaS/fiwgvhqv1yC6N+1S1kEmFm+16s+LeBixm6Go8iyQru7m1IikLeU0eN6mNqrODvKUsYnB4kOU9em8WytImpITEW1Tykc2JcxHxDZOJzONvWY1raTA6ZFTWTbLm+/F1fssnK8PkYiViOra9tRVUVvC4/3/xCiJmL+/H3HqRzy3vIhVNE8tvoHbmfoYM/JZuOo9VbSCdC6Lx2lEiIPNDYpi3lINZsgOy6GS7t/Sp9T3+roGhZ3suaCvvQW92ceHp+wygaMZJNxcoAr6FgHN57PIqKxD332/HFzOgKDF6RmXM0r8bcVU9W0dNi9KPRSqQvDWLuaWQ63gZArUaUDstBBzXObfQ98+9kklEyBeGRgcl5MDfRl6Cxy0RoXLB7toLvo7NO/Hup1HKJloEFYC6XijN08Cc4GldCLof/+OOcfCZIMhguXXe1sG/uIS8HUVUZT3tz1c/8d40/gLlXGHqtGYPWWgHmwolp1HzuVdsSFMNicF8bmIsMYdTZr6pK+UqjprYI5poIZwZR8+pLfOPaYzY2QlZN4zZ3MT2axjeRwVmrodEpKPlr7ZsDkThtvfOLJCIznH7mqy/5+Xi4wMy9gjJLEH5zuRycPxov9dAUmblrCYOtrsRapcI+culEmS1BMa4Ec72nE8SjKut3VoI568v0mnsl0XvsZ+TUNOQhOHGOrj1/UtHn5111MwaHl4F93ycRmkKSZPQ2Dw3tehRlnpnL5/P84pt+ulcbWLPdjN4g856/9nL6UIznfzefGD37YIjBC0nu/6s6ZFmiZ42RgfNJYuGZEoCD+XLLamBu+HKqBCa7VxuJRVQigQnM9vJ31dMqShhXby73JJJliQePNvCJL8zvrocDwzzxw7dy4IFPvOz7WCyzJJ8vefksjJ132Dl9MMbcbBbf2Elmx5/lwpk/wt2wuPhKMeyebtRsmmhgpOLfvLt6UFC5+OAlzv78PDoyTFq6kWU/ybgoSY5F2nA6ByrKLPVeJ9KYlWRomouP/gukNTgb15V95uDeMAaTXNbPWYxiUrAYmKtr0tF78VYm+/cTCZZXATR0GpkcSKJ2/4a9z3wJb8tL34dqccNddvJ5OH9YJM0LwVyRETboxLN32IfZuKP8nW7q1DPalyIaFGDOXGDmAPyL9M0NF3vmJuZtCQYvJGlo15UYnoXhqtMQmMmiMzlJx+a48ML3OLvvm+SyaeH96QohazLUbr0OXY2VVCLH2KU4HWss1BaM1MORBiRJxjdwntq6MIqcIaG0YzDJ7LrTiadBy+P/Vc76hYPiXljsMnO+Xhx1gt1bWGIJYq611bQRDQxzZazfZUFR4MjT5RtqLo+E2TiCe9larA1tJOK+a+5NOfxUhFRaQgJWrtMy0Z9Aq5dxNcw/G61Opq5JSyZZ7jU3NpAmnZVoXyMsdOZGTtGw9rXUt+rI5corHjrXWuk7GWVy4HnGLj9NNpPk1tdIKKjMxRRUZNp6KtmjXQV/wIVCKMeejbJ6u7kC+F0Z3pU3YdYOMd0/hNmuKYmgBEdOoVWSnDi/Dv+MSiqZp6ltnnWanUyTjKs0dBlpv+5tKNZulq7+Bd99MMbvPhthLvQAACAASURBVLObvKSiuPbQvGI1O28x0tSmYWykBtWSKWPmADpveA/hiYv4ew+RCE3z9Bdv5sIjX+bMxNsYMjyIzlSpOmxvWgFZHVF3kjR65gIiL9hwg4WB80kCMxmmzjyBrNHRtuVGnle3Yc/4udl8kCwKEawsXyeeXziQJZvJ41yUmbORM6ZJRyzIMnhbhXBOtl6sI5ODSUL+DMu2XF0d2btyD5IkM3nm8bK/B/w5grMqLv2LONvWlUq39W1e3PgZ6psHNopJMNRKsxmN1VQCczlVIhiUSCZUgsOi5LqmbT37n84yST0bXYNM/td+Ln/mRxy79/M8t/T9eH/wJSQ1S//JCOt3WkmknXhrZzn5YooD3/8Ceqsba3INAH5tHVPx+3F2i2qEYo+8XKdHn4oga2RkWaap0LfvMg8TaRUsWGDwGC3LzYxcKGfjUxE/equHk88EMZjEOJ3zi+8v7JszNLnIxVPM9gfQmhNs3naGJAZq9DHykoymxkh48hKOltX0nYoxmfPQ7Q7gadKjjI9g29DF5LiOeMaJJjNFJqdHUizU5K8jEw8xsO/7pGfF3DuXMbNklZZMWmV6OElDl5Hw+AVkRcv+J52cOhQrKZ7OzRRKLZdq6b+YIZ/Pl0RQUmEfDevvQGtxMnPkEWYn0hg1Yk5Khqv7+Tk2daOakuTSdpRXqdL+/3b8Acy9iijaEyyMYMFjzvn7ZOYS11Zm6f4/UGIJ88ycPttGVk2VTNF/HzETEqVgje4lqCpcPJGgplZLk1OUbk28DDAH4G3bQseaezjx5JdJRK/O6sVCk6Jky1r7is591dZ5EZTRvhQarURd8+K9VFeGYUGZZdQ/BHBNYO7E/kJvTJVk2e7uIBIYXlRq+tVGPp/nzHNfw2z1ouQgr0gsufWjFZ+TFQ3tO97GxKnfERo9g95eiywraLUSDe36knn3mRfjXDqZ4L4PeEq71ne+y0VTh45/++tJVDVPPp/nu1+YpqlTx033CSDVs9ZINpMnOD1dBuYWY+by+Twjl5O0LpkHc5KcIRWfqWDmQnPLyeW0eBtOV1xXfZMGs2V+2jzyyGdRs2n84ydJRqsr2i0Wsk5bUgAsioMsjF132FBVAY6O/O6zyIqNi+dfj7v+pUWLHLXV7QkAVr1JJEKXf3OB6acFkArVtqNRAiUwl0h04HAOVYK5+hqUsYLH2cAhtFNudK7yDaSDe8NsutFSNYk1NLlJjs+SmRWJQhHMafUWrM4W6pp19PfeCkDfsZ+Xfbe+w0AmpXLxtBFV1VLXeu0bJwujZ42R+lYdB34Xwu6Uy8HcUxEcbpV4WDBsrW3j2BzlDGtzl56Z8QxBnwCbFmczjrolKBo9/tHKvrnmDg2jA1ny+Twzk1lqC71ig+eTVfvlQDBzqgpo7KRiAfzjJ1HVbOl51nnFutP+nrcCMHQuhqpCbdMRzj23GotjhJkxMZ8kZy+zYq3Y9R6dqCWXzNK23MTue+wc2hsmEZu//sic+H+TOUw6EcLVLjbVrgRzAFZXG+EFZZbFsNgUlm00VYigOF2zaLUJ3Jt20Xn/fai5zDXbqDzxizkkRYwnjzvP5ECC+nYDslzOdNW36YgGy73mZsYyqMhsuGneALxhzW14W8RcvbDUsnOthfHeGCFfP2oug3/sJIce9KMzymTRkJcV6hoqGXetVuLO+4UQyvRYmrnZLJdPJdi0+6UVrb0rhZF2i/cwVve8PYHv8gEAzvWt4cATBVW/BWWWRXGIpm4jsqKhdc/f4nH0s7v7jcTCObIYWbpBzAOyLPGm91kZGXKSVmIkR3xkQvPMacvWN6KaDPzmGzfzu0+tY7bvBba+//s8cPBvqfFW3zSRJBnZ74S6ACAR8Imxs+F6scl47LkoU2efwLPkOpZuqaWfTialeoyxWeZwIJNnxbpCf9mUWA9ci/bM2cgZU6gJM+HZDKtXC8XrOa0Y10Wz8Jdi5nRmJzWdmyvUO/suZFDkFHLsKJ4l8wqvjuUNePAxdHl+jKQVkS/kvOI6p4eSSDKoyGTyCpfOZggMHkeSFexNK/nm5+eYNbeg9F7i5Ju+RN/n/4vo2WH09U7U4THaGOLSkYiYL7VuSM+wtLOXxOheem79KDO/PoqhxcNUthZbjYGld/4lACmf2EySPArGXBRdwUu3rlmHolGxbX0CkOm+6YNEZwZo7k6TSqhMDSX5y/t9fOWvZ0lFZ9FbXZx4OsiOuz2YrAr+KfEMMlXsCSSfn1Xbf8KFJ/fgdg3iMieJYME3eJ68msPZspqf/8MwAa0XnW+C5ro0ungI+8ZupkYyxBEKzMFEPbqGOuRJC66urVza+y+kfKJKIIqFnpU6poaSqKpQsgyNn8da38M//uk03/ncVImZK/bNdS7VEp5T8c+o2BqXIRUqdeqW34B7/a34jj3K7GQCky4IKIsyc9Y1HaimJFLm1SnR/38RfwBzryLsxvoKZq4IdF6tx1wxrAYP0dQ1CKC8TFuClxPO2sKLYRcT6Eyk//d27OmwSE66WkRjazKuUlOrwW6qx6yvYexliKAUY8sdnyOTinL88f911c/Fw5MYLbWv2CfP4dLQtlTPqYMxxvrTNLbrqsoqLxYGex2ZRJhcOlmyJahm9G62KpgscgnMnXw+Rn2rjrqmyoXP6mpHzWWIzZUD7umhwwyc+s3LuLrqMTV4CN/ocbpX34usgmyyYqqpPtbbd72DfC7L2PGHMDrmk8HWHn1JjOQX3/Rhtsrc9pYF0shaifd9tp6LJxI880CIF5+McP5onHd+sg6NRtzfJWsFCIrO+crAeBHMXWkcPjudJRpWaS2UtHWtNGAyzQL5CjB35oUs/pnlKBy96r0ITJ7n0uEfUt95HeTzjPc9d9XPV4tiqWU1MLdsgwlXnYYXHt3H4OkH0do+QDplK/mQXS3sBXuCaiIorTuaSMhmYR5+uZeUuQa9V+yqp+LiOaSznRiNQfS68mRb73UiR00YrGJ3WjPpKYmYAIz0JhnrT7OjSoll8Trz2Ryxy2J8ah1mApPncHqXI0liMyQSasHkWEfvsfJSy2J/VO/xKP8Pe+cdJ9dVnv/vvdN73Zmd7U2rVVkVS5ZsS5aM3I0xLtgGQi8hlNBCaIFAEkKABAKhhCSGgIGAjbEx2BhcZINtySpWL6vtfXe2zU7v9/7+OFN2tLuSbCv5JZ8P7z+yp+2dO/eec57zPO/zSJSlNgCx0CjxQh/J+UqSJHbe4mDfE1E8VWUwp6oqB56KcvnVkyh5ca/5q0cXvb+uIGMKDg4iy1rMVh+aQubmzNhiZq6xVUcyoTITzDM9kcdXoyGXUxnqTtPckSSTjCx6j8cvfuM8DlKJWVKFjakii+n3i+8aigvHvaL5iVa3l1R8gi3X/T0T/fNYq1eiU/poXVFYKCWrUBUVb52Bq+9wkkqq7PltGXQVwZxGFuy+u24N9e+5kcDdiyMMbK5GYTKwRF26y8bJ/fEK0yaHrcC0yo0laXu8oI5Ip5SSzPDsymYUnn4oXJJ5hqezjPclSw6nC6u22cDsgqy5fF4lEc3j8WlpWivmGIPNi7tlcymyZnK4vFBv22BFb5wnW4hcmBzYx7MPTrH+KhcSEq9+g33ZMf72d3tQFHj4+7Ol4OzNr1qsnji7HHVrMDqq6Wg5QCYrM1QAczPde9A7GogkAzx4b6GPb4HMcrSn0DfYJsDW2utfx8TsatIZC/c88QO02jgma5nxv/MdNlKpKhSSKNocsZNldk5ntKLx1pLJJ8iS47rP78XT+SYyGdH3uVQlRufQTdvQ2qcwaKOEZsRvXeybO/bk88yPHKd24834GoVpT3edyPULy27MRqUU0TE3KX6D5Xrm9B4beXMGEmZCwQybV1mQ0lomYuI+OL1PqAGKZl2RmQGevPetZJcwugisu565/gOkY+Wxrb8rQ637OCjpUsA0QNWGWoykGTtW3qibiYhzGtOK32JiIInZrkOSJPJoOHU4zdzgIRy1q3nxBXhxT5r6T72JDT/7BNuPfJPr479g55l/Z8vjX0DnsbPO1MOZg2IMsLj8yPlp7th1D+msmbTxjcw8fpjA67YTDeWwuXXkCyHu+bA4/rwtgYY8bqs4h1qtxI5LfwH+KdIzd1O3Wcjyq9xCOn7gyTAP/GeMe74yjKrkiccdzE9l2Xi1i6a1FiaHxHpvKTBnyc1TFehBVRWuufpfMTBFsnmM574jMk8z0gp+f/8UddeuQkllaE2LzXjHpjYmhzPkjQLMzSdqkP1ekoNBOm78CLFgL9P9zwCQlCy0rdKVNiuKMkuLr4NIKM/pFxM4q8QxhqbEvd7aIf5/4EwGjVZPUlmBomrxtl2Ob8vNZOan0EUPY9ZHkWQT6WV65jQGHTlLFl3ywjfl/7fUH8HcKyinuYb5s8BcqBgYfpGYOauxilhq5pzSRlVVmY0O/reBOatdxunVsqpdTIZTkd7zvOPCazLcjUFnpW1FWZ/srNIiSRK1rpdmglIsd2A1K7e+leN/+NYiqdbCiocnsLzMfrlibdhm5dieOEPdqZcksYTK4PDlMuaKVYwnUFWVI8/FlmTlYKGjZVlqefqFH/DgP2/nsf+4jb7Dv3hJx3h2Hf/9N9GbHGy4/pM4qlrJ5lOoytLXprNujWiaV1WMjrIZSP0KA8M9aULTWZ64f55Xv8Vd0ZsGcOMbXTR1GPjXv57gni8EqarRVbiS1rcZMJplMslpjAtlllYx6ZzNzBWZwKIBi9mqoaldSMwWGqAAHHk+Riy2kfmpQ+SyqYrn+qf3Mx8XvZb7HvksWoOF699xP1q9hbHuyr65C6miCcpSYE6WJbbdZEdJ/BNGi4do8m3oDRJWx7l78QDMNj86g3VJExRJkkgHGpGHBwlkBtGuXYnLJRYrqQKYy6piRz8yXSk1NQbEotblE2YIunEvend5wVoEBkXzEyWfY+T0EyU5XTF+IXp8CI3ZgKzXMTdxEndAsIX+OjEp66y3MT1yiPlgmVksgrmJPjHJO6rKE+7jP3gDv7vn3HmZC2vnax2kUypGXa4E5kZ600yOZFm5XvScTgY7MRsWy1SLMqbZyWEsztpSWLq3bgPTI4cXSQcbFjhaTk3k8QU0jPWn8fn3oEtdztM/ffeiv+EpBIhncjaS6XJfWxHMeb3jKIqGvkFxX/UdiWGyakjHT2MwOXFW9TI39g+o+lac1mFqa8X9YChIxKrqDGy80orTo2H3g+XPjxXAHEoh+9C3gs7vfoCq6yvNL0Awc6n4LJnU4t63Lbus5HLCdbdYJkPBtU5pxlKIAikaOfzwmxFec8k4Az2LTVH2PRklOp9nLqYrnANh1FCzBJiradYzPZ4tZc0V8wBXbjCiM9uxVDVRe8ktyLKGQIP4vEpmzobFXnZs7j74PPNTWRo7BRv95g9WGpgsrNpmA5ddZ+OX98yy/8koRrPMmkvPLwWWJInqtddQ799HcDLH/FSWyFyWmZ49BFZvw+OTef5JMQ5VMnNJoQZpENdjLivx86e+y/ceeZCNV4lFs9FcHjOr/BqaV4l1Sd6cIXq8DObGfrSb6KhQieRetNL9rvvp//4zaMmWjILOrq6Hu9BOu5AklTrPUWanxTyg00ls2G5BGf0mOrOD1p3vZPdDYfJomHG0Uf26bXTrVmPQKiU1xuyE+A1cy/TMaZxGFGMWKWkkFMzgkefRz9mYT4r11ukXIrRvtqMpWM4ffeYbnNl/75IbbIHO61BVheDJp0qP9XVlaas5IM7Tyu2lxy0rxEbf3PHyNTHdI77ndFr8GxxMIWk11LXqsTk0nDwswtRdTZfwnS8Ko6XXfbSBmrt3YF/fgsYoxi1Zp6X6jitozPTSt18AM7s/gNs+iCnxIMdG38BvP3sUNZuj+s7tROayWF3ljLnOV38SgJ7hb5F3RPHbBLiPTQ2wofHraCe8DE++uhSYbZDE2PH4ffMi57VVgLXBbnHON+5y0bLOymi/+L0zycVgzkYEq7ULSdZQ6/0F2hvuwXDZs8RnRljz2k/z2L0mZI3Ezo+LPmrfoNgQtXQ2ExzJoHWK9UkoWYPi9pIcmqZ+823oTHZmpvaQl7UEVlgxmuRSxpy/AeJT/cgWIZOeDeZQVPE7n+1oWTRBOT1wLV1Dr0bWm6nadANIMi1OYXykYiO1DDOXjOdQTQl08yy7rvnfWn8Ec6+gHOYA4cR4xeQdSoyhlfVYjYsXZy+nbMYqFDVPIjO/7GsiySCZfJKq/yYwJ0kS9x/v4F0f2YBG1l1UMDcV6cFvb6e6Xk9ho6vUo1fr6mQsdOJlZX5suenzqKgc+M3yOXiJyATml9kvV6x1V1gIz+XpPZ4qLfIutIpgLhkJEp8ZxGD1LGuzXgRzo/0ZZiZzbFzC/ASEtT4IMKcqCnsf/hS7f/x2atp24G+6jCd/9Baml5CCXUjF58fpO/wAqy57BxZ3Hauu+zBKPrNsrhtA8463AWBylsFcY7uBZFzhe18Mkkmr3PnexfeKRiPx3r8N0H8qxaE/xHjzx3wVsj2NRqKtUw9qqEJmqdHoMJici6zti4YrxZ45gKZ2MVmdzcwdfT6Ow38ZSi7D9Mihiue++fjN/PrI3xEcOkD/0QfZsOsvsDgC1LRdyeh5wNyx33+LX3/nxorGcl2hb860BJgD2LT9FIGa5/G1fpjZoBFvQHdBQe+SJOH0tS8pswSwb2yjWp3ERoy669ditwvmJ5cRYCuHmDhHu09VvM9QLRaztbW30brq/chJE1pX+Zrd89sIDSsM1LWI89xz6D5+9e3rmOh7Vry/VnzP6PFB4WQZmyUZDZbAnK9WTMrx5KtBkug59LPSZ/sajMgayMYLCz9fWW4aCnYx0f98qY/tfHXJDis2p4ZcPMNMUEza+58SwMNb1Y2KiaHRHeQzo6Wok2IV7/NYaBSrq7wJ5a3bSDoxR2y+8hgaWsR4dvpohmRCxRfQcOjJe7ju5g+iKjHGup9eNMYVwVwqYycnieOzOGpKYM5uGSUar+b0MQG++o5GaVlnZXb8GM3rbiU0dTc63b1MzibRaVOYOIyiaKhrESx2Vb0RrVbiqludPPtImExhYVpk5vLpfiRJLm0OLVUlR8sl+ubWXWFFp5fYv6BvTisNoaoSsURtadwt9i3veUo4Av7yx+XXTw68wH98zMFTD3RhtMikEOe9/1iMZCxfYX5SrNpmPaoK/mqJscEcT/2qwJBdKV577V8/x6a3fAMQzqROj6YCzPnqDXhrxGLZVb2KqeEDGEwyWotYgDeuXFoWW6yiEcrD359lwzYLOv2FLbGqO69Fo85hswjVS+/+LhJzo3jbr2DLDiOqCg6XjM1e/rzRngTVzaYSgJkay5LJWclkbbz+HWJRa7BUxvJceYPYLMw5VaInBslFExx9y1c59O5/IOso5BRebiHRO8HEx77GF/gMlof/i3x6McgeeqIH7awTkGioOlSSWQJsvixIjeMJ6q8Q/dQPf28Ws9PAZH+SVT/8BE9nt5NO5ErXXWgJZm5+NsfkiHg8UzDc0iQNhIIZUqMz6OesoBkgHs3SezhKx9byBlKR1Q8OvLDouD2tW9CZHRVSy76uLCsbD+KoXY3RVh6Li/LiYjxBIq6QGxWbSdPRHOlknsnBFKk0tK83s2ajnr6jI6TmJ0nKnTz7eJJ3ftS+ZF8sQODuHWjyGXQ9J4mFc3jqAhj1MVRkml71YXQv7kNb7cWxpZ1YKIfdrSMRmUTW6FhxpTCAyqs5otftpTXwe1RFYd9/vBNJkjDv66Rv2oHB5sFS1UR88gjugJ6T+6Jsv9bEJ/9enPtnH9MQaDZS3WSiZZ2V8Jy4xhf2zBmqXaiShNM2giRFMcTzgEQ2bSfb/WF++osf4d7wVzz2/QmueVM19Vc2o7Ga0IammcPF6JhEKqliqhbjSTgZIGd3k52NoKRy+Fe/ikjiBHHJzMp1BSfLniRmmwY5N4CqKmTkttLxDHSn0emlUs9coF6L0STR15VlNpjlqT1v5Td7Psf0eBa93YOlaQsdNU+L75VzLMvMjZ8ZR9bmkKO6knrk/0r9Ecy9gnKaA2TySZLZ8kUfio/iNNdc0ILrQqoICmPn6JsrZcz9N/XMAXirdRhNOqpsLUxfRDAXDHfjt69Ao5FKPQxFMFfn7iSVjTIXW7w7fr6yuRvovPL9dL3wn8xNnl7yNReDmVtfCA9XVahve2nU/EJmLjY1sGS/XLGqanTMjGdLO93LMXM2V4MIvhw/we++fxeHnvgSq7f9KTe/7zFu/NOHMJrd/ObfX3vBkrSFdeL5f0NR83TueL/4W26xMFhqMVespsvfgEZvwuorh6c3rBCLsvu/PcMlO6y0rlk6OuLqO5ys3GDC6dFw+7sXG4R0bMggSfkSG1espYLDh7rT6A3lawwgUC92Q7WGMtCcGM4QHM2yYqOQlR16/EslqU5OyRJNTTMTHeCFX30ao9XLhl0fBaC2fRehydOiD3OJUlWVo7u/xvCp33L82e+UHi8zc4u/H0Bm/sskEx76el7P7GQOzwVILIvlqFrB/NRiZg6g5TWryv99WydWiwBzstaLJEFaaiCXMzA1UnnvFMGcLuHB7xBB4UVmLp1SOPh0tEJiOdH3HADDp8TCqcjMZeeiaF1W5ibL5icAeoOMx69lasJLTesOeg7+tAR0tDoZp8+Allzh+4nfMpOOlWSI/UcfuqBzo9NJbL/JzvxkiplJ8Xn7n4rir9ORjp9kdq4Df0M7qqosur6dHg1Wh4Zsahyrs6zA8NaJxvuz++Zqm4TL4sHnUoCKMfdFxk/9OeMjW9h0wz+QjE1XWPxDWWYZT9rIa8S95m/aWjpfOoaJRGs4fSiFqqr0H4vTuj5DIjKJp6YTWfdx4pE2QqGfo0gQHniGaNJHXZ3Yda+qE/fgrtsdxCJKqb8tOi/ORSreh83dWMpfXKpsnibxniX65kxmmXWXWyry5tTsALFYNaFZHeYCMxcPT5DLqbz4vNhsefjHsdLvPTmwl0wqwun9+6hpNSHLMnqTzInnxCbM0syc+F6OQtbc3ifEvbvlVYIhM7tr0RnLG2HVjXomh8tARZIkaldMo6oyrRvuRGKQrTdpGR3I4g1osZ2HFd/xGgfeai2ZtHpBEsvScay5GoCmWsFk9D7/B0DY/28pRGMsdLJMRHN07YtQ114+B9MLQss1ktj8XcjMAVyyXWw+hKxmZp48wnObPsTYT57B/VFhsuGpXU+EAXb0/BvKpz5NDyvI3P8wA199cNExR44OEFWqcNStpd57qCSzBPBr/4NcXs+vn3oD9/5LiCPPx9lyg4tUQuH5R8NkFQ2qQimeY24yjdEsY16g0PjCnw7z5zcKcJuMCsMKbULL/FSG5PA0urADo3Ge3/64m1xWZXWhX270zFMko1PIspbg4GIwJ2u0VK+5monjj5eutYGuFH5rZb8cgLnJhypJEAyiKCqDPVk82QgoEjldluPPhZkdTxONil7c1Rv1xMaF1Pq3j7dhd8q88c+W7+Pz7FyL5HLQQRc9h6I4/OK+iGpu5Y3vamAVXfS7NpFOKOSyKja3YObMNn9p3rM2vAVN1ExT7V/z7NdvJ3jqaTS8FTlhoidoI5VUcDdtYm7gRVwBE7l4mjveZqW+Xqxbp4b1+NrEhlxzp5VMVqwtFsosZZ2WtM6G1SvWmnZrDfUr303KF4XqOnJZ+Otbj5FOKtz1lw1IslyKZAjip/uQWLcYCrm7oWQNqcK1mRyaorrzOrLqHDFTvpThOtabEOYnEyITNZIqg7muQ8mKrDlZlmhZKUxQTh4oO3YWXcY19deg1wqmL5F0LWuAMtldUCTccgeGmqXn5P+t9Ucw9wrKsUQ8wXxi7KJJLEEwc8A5HS2LsQQeW9NF+7vLlc/edtGYuVw+w0xsEL9D9PfUFMI2i4YrNQVHy9GXIbUE2HT9p5E1Ok49/x+LnlOUPMlo8BUzc43tBhyFENCXysyZ7AtklsvEEhTLW6NjaizL4Wfj2F2aZY0TNFo9VmcdR3Z/lb6jD7Lttq9y1eu/i0ajw2Kv5qb3/IpUfJbH/v22RRLCc1U+l+Hkc/9G4+qbcFQJYGZzCSlPNLQ82DbYPLz6yyfouPEjpceKVuy5bJmVU/I5jj7zLwwef6T0OlmW+PqvW7jn2XbM1sWLqJZVYtDOpCsXLCbbEmDuTJr6NkNFv4vLO4OS1zI+XGaWjj4vJp2NO5vYdvvXGDz5CA/+83Yic0PE0wL8TYW6GD3zJJuu+zR6o3hvXfsugGXZuanhg0RmBzCYXex/5LMkIkLSpD9Hz9zomd1M9v+eUPS9PPtolpmJLN7q85ufFMvpW0F0dmARswTQfJMwg8jpjNg7mzAZxfnS6X3Y3DpyeT3h+QYi010V79M6rcgGHenJENm5WOkxELlaqaTKFTeUz+fkwB4ARrqEe5ze50TSit9S57IyOy56KopgDkQDf3Akw4rNbyAU7GJm7GjpOYNVS/EXLPZNLARbZ+fTnat2vtZBJqWQiGRJJvIcfDrKlqutBAePMDbRweXXCsAbmamM+pAkibpWHSgTWBaAOU/tOpCkRX1zBoNEoF7DoT1hbrzmo0TH/pFE5m6OHv02resFIA4OVlqlm60yRrNMLGolrwGntw13YA3hqR6ymSRkhohEa+k+lmJyMEk8nKOmdaR0HNXNDl547NOoapq4BTKxcSJJPw6bgk4v4fCKc7flahtWu8zuB8XCLRLKI8sQD/XhqFpxzvNXAnPLbOZsudrGmcNJwnMCIGYSg8xH6pmbzqM32tDqLSQik5w8lCEeU7nqJhPD/TkO7U1XnHeDvp+0omP1JQY8AT1nDohF6HLMHIDJoDI+nOPYPjHGVS9jTBVo1FcwcwAuf5BkrIpUQjiUbtw1ysDpFM2rzs3KQdkIBUS+3IWW2V2Lo3Y1a1a9iGzQcfLJ3cg6C86GdSUwV5RYqqrKV95+mtmJDHd9rKH0GVNjZVA6PyU2N85mrzrhpgAAIABJREFU5oqbl0FJS7xrFCWZ4bKn/wFpiwZZq2f9VR8il4kzN3mSmeq1fI934Xr1ZfR98X5SY5W9+9rxETK+OqpWbqOx6jBzU+J3TsyNMX/mvzg9dCu//ImWL31oAiS47GYxxu19bJ48Ygw4c0QssOcmMriq9aVN8GxWZd8TUQZOp8hmFBLRwniZ0glmbmQGq0bce0/9WLD+qy4TUtgzB36MweSk/dI3ERzav6RcLrDuehKzI0TGu0glFbLzJ9BKUao6KsGcrNeheqpw56eYGM0z0J0lwCRS1oDWkODpnwZFphsy7etNrNmop8oqxrRfP9zMW//cXsGmnl2SRkP17dtoZoDu56aw164irxg4Mfx2Ms8fREuOX5xZUzpPtgIzZ7ZXYzCKzM35pAbrE5dBdhOjLz5M9dprcEvC8TKMg4GeHO7mTcSm+kmkE+jJcs0tJtJR8Xtm03b27ZcJzeZp6bSQySwGcwAR1YapSqgOHN5WNq97M5IiMe/6HbVtJoZPJ7jiFi+NhYByxyYBvoL4GTgh5uqo8XIePP0puoI7iBsWgjlhApSrnqmIJahbYSYydkq48s7WI0miZ7nrUAKnT8/8VPmab+kQ8QQn95fB3Ehvgdl1vKr0WDjsXtYAZXpgEID6W65BZ395bsn/v+qPYO4VVDE4fCGYE8zcxTE/gTKYi50jb20mOgiA19p00f7uclVla2Uq2veypI9n13S0H1VVSmCutrCrWpZZvvR4goVlsnoJtG5fcoGdjE2jqsrLjiUolixLdF4uBq+X3TM3P0l8evC8zFwmrfLco2HWb7MscnFbWO7AGrR6Cze9+5dsuPqjFSxxVf1GrnnzvQQHX+CZn77ngn/H3sM/JxkNsm7nn5ceuxBmDsDqa0FrKA+M1fU69AYJt0/LrtsdhGf6eegbO3nugQ/x4uNfrHivv05PyzKLqJomses/PVG582myVi0yQBnqTpX65YpltkyTSHjpPV42XjjyfByTRWbFOhMbdn2Em//sUSKzAzzwlUsZ6P4tAHPxESyuOtZe+d7S+7x1GzCYXcv2zfUeuh9Zo+Pm9/6GXDbJ3oc/IY6hvRad24YhULnoUlWVfY98BquzjtVXvJuB0ymGutMl+d2FlNMnmKWloiqMtR50PhdVO1YhaTQY9FOk01aMVgsOr454TCUcaiadqJRpSpKEodpFeiJENhRDazcjF8DZwWdiaLVwyU6xiM0kI8yNn0BvcjA18iKp2CySLGOsFYvdopOl3mivYLj8dTqCI1naNrwOSZIZPP6r0nPKgimryMwVr7/6jmsZ73u2BJTPV1fcYEfWgI4sB56OMz+bZ+P2CPlsiFhiNVfdIgBveGax4VNjWwJZTlcct95gxVm1YkkZc0OLhq2d72L1yodp2/q3HDn0OZpW2XDXdKLRGQkOVYI5SZLw+LXMz8soMtidjbir16CqClOD+yAfJRqrYX46W+p5s7vFcQowZyI808jBPR8lp4O0AbJygFQki7fWUBo/9AaZK2928MzDYXI5leh8HptTJjzdU3JEXa7MNv+yWXMAl+6yoqqUAqRjoX5i8QZOH4zz4u+jWBwBEpEJ9v9BAK7Pft2D0STx0I/E64t5mZ6qYXp74NIrjXgCBrIZMWYFmhePC1U1OrQ6CRmFfB6iYcEWLWcaVN0gwNzCcdBoGmVWY+fhx8W846k5w2BXmqaO84M5gLd9ws/f/KCBzq0vbTFY3XktTsOLhLMaqrwnmZrpIDqvsrJTT6BOw6pCJtv9/zTMs7+Y5t1fbmX9znIPX3C0vLANz4r1wtnMnJCkS0zYPExsuIHtR76Je8daJvqfw9ewmdqVYlNqsn8PM8E8Gg10fuNdqLk8XZ/4z9LnTPbFcGSnsXY2U7XiCgy6KIkZwRp3PfbPoCqcGH8HZkMUjz2NqtHx4beF0eplTu6NYDRrMJgkuo8mScZy9ByOVmTMnToQJx5VUBQRLVFk5ixZDaFghuTwFHa72FTMRk/iXeHE4dWRTcfpP/oQrRvvpKZtB5lkeFH2ozjXYhNl4vjjDPTkaPCKfrmF5ifF0jcW4gl6svSfyVLNJFrZitsb49lfiONSkFmx3sTqjQYC7hOE4s1oDHbe9qFzu2sCNL79VejIMfPofmo33syQ9TCnjtcy8fPn0AU8jMhN3PvN4j2uK7SHVCPJMgaTi3A0jJLX48y+ne0fvJ8rPvBTLJl54pjJo2XgTLYU+B6f70JCJTKdKQGaVNrBXFzP594/i9Wpw1lQX2STlWBuPm9F6w2iQUtWrUMOydhONqCx7mbnXeIevvvj5c0Fx2YB5iapLpn15FQduwfeRUYxMZEQ4Ds5GMTmb0NKWtEExljZqWcumGFiIEXdSjPh0VNY/a0Ex4RqY93lFk6/WMnMgTBBGR3MceyFOK1rjGi1MFJg5kLJNqJJsZaemfGSS8fJZZKLfovwpNgQC7S3nPd3+99WfwRzr6BKYK4QT6CqKvPx/w/MXHQAm9GHQfffn1jvs7eRzsaIpJamqV9KBcMFm227WDTUrzAgSeD2iwWrWe/Abal/WSYoxapt38Xs2NFFPVSJghzu5QaGL6xtN9pxejTUNL00maVGb0RnsjM/cpx8NnVOMFfsJTpXv1yxtFu3E7j7IzSvu2XJ51s33sGWV/8tZ/bfy+En//GCjvX477+J09dOfce1pcf0Jgc6o43YOZi5pUqWJe54j5f3faGa/iM/4b4vbWBu/ASu6lUld7sLKa9f7NCP9luYi43w9Ol/RVVVTGfJLHM5ldG+DE1n9buo+SDJpI/e4+VB/ejzcTovM5dcMxvX3MjrPrYPg9nF4z97JwB5SWHd9Z9Aqyt/nixrqF1x1ZIbB6qq0nvofuo7rqO6+TI27PooXft+yET/HhrecyNX9d2DrKtcbA6deozJgb1suuEz7LhFgP5cVsUbeGkyS4DwElJLSZLY9OCn6fz2nwGg1cwQT3px+g0EWkxE5lXiiRYkdWQRg2uodhWYuSg6d5l9OL43zsqNZkyFvKLg0H5UVWH9qz4Cqlo6N0UWsgjmik6WxSoyc0arB6u7gVCwvBiLFlR7RrOMySJAZFHmt2HXX4Cq0n/swlxbrXYNbevN6Miy53fig/014lyt2bIJlzcgwMpZzBxATZMwjDHZK8d6b93GJR0tO1b8iubGP/DUHz7Plps+xWBXhuZVRjQaHb76TYuYORB9c/H4DEhgtQVw14jNrckzwtQhEq3FoFN54mchJAkkqRuTzY/Z5isBndNHX4tedZA0gd3vYHo0jbeuclNj1+1O5mdyHH42RnQ+j8cXJpOKnJeZkyQJm6thWUfLNZeaMVlkHvvJHN/74gDx8DiJkI9nH5jivdf0YjD7iYcn2Pf7JM3tOppX6Lj2VjOP3hcnnVYJT4vzHqgfJZ2GzduNuAvW9d5aAwbTYrZeyPV1ZJICxMko2N2aZXvXAo16knGllK8HkM8PMd88z0zTv5PLNjM1dIBYOH9BzByI6+o1b/VcUKtFZG6oxBxVr7kGlBSNgf247L2Mj6/i7+46gZJX+d2pOt7/V04O757jnk/2sfNOH3d+tDLUeHosWzJHis2L6/NsMCdrtJhsVdSszfON/tegddnIZZJMDR0g0LIdm6sBi6OGiYE9TE/m8fg0WFsDtPzlHYz/5Bnmnhc9tMce6EaDQt2rVpTCwzWx/aRjc/Q+9V2cHXfRN1LLna+/heaWe/m7/6zltW+2Ec3oGe2KsWqDgRXrTJw+EOcvrz3CaHeSOz5S/j77nizLc4e70yVmzpSSCAWzJIamOX3URiZlw+gep6dHovdEioFjD5PLxGm/9E/wN18GLN03Z61qwhZoZ+LY7+jvytDk24/e3oDFszgo2rFKxBMM9Wbp70oTkILozS6c7jjxiLhuTHYdgQYdrR06atynGJlZwxveY8PlOb9ZlevyDjImB7rjLyJJEk2rPSRn40z/7hC1d23ntrfZefIhscFRklkWZMpGi4dUPEQMK1Y1QcPWOzHavGgjc4X4B4X+M5kSmHPZxVg6eCpBOjpDXjVRu8LFBz5fxSP3xXnkvhiNaz0oio7MAmYuEc8TVSyo3hnkTJ7HHzIT7p3GcaiFvKKhtuVevvz4BtZuK8fUBO66kg0/+wQhawPTI2kMRoloVAUkVCT2H9Eh67Ukh6aQJAlN0IfRP0RdIzzy3TGUvMo1f+InPHYKR+1qJkcy+Ov1dFxiZno8i9GmLfXMgTBBUVWVk/sTrLvcQk2zgdFC/u/sZIa+6e1g9BNPis3Epdi5xOwIiqrB4q1Z9Nz/9vojmHsF5SzILIuOlvFMiEw+idNy8Zi5Ys/c+WSWC81PuvfN8aVb95JNX/ysMZ+9EE9wEaSWwYhYOPkcYtFwx3u8fPOxVpye8oK11tX5suIJilWUv431PFPxePwVBoYvrDvf6+XR4bXnDYddqowOPzO9YrKxnkNmWcyag+X75Yp1cPQhDoye27Vy8w2foXXj69j3678ilQid87VTwy8SHNxH544PlJz7oLiYayS6RDD1+eqD/2DFqv0gT977Fry1G7j708doWnsz8fD4BbOFSk4sWPq7LPzhzL/zkz3vYzx0EqO1ilRspvQ544MZcll1ETOXiIwha/30HBNgLh7N03MsyforKsGyy7+S131sH47GdaXHvB3bFh1PbfsuorODRGYqmbDg4D5ioWFWbLobgE03CMbtD/e/H2TQOSv/nqqq7H/ks9g9zay67O3UtxpoKuTjvVRmDpbOmgNwb1uNdaUAIzJTJBJVvPXvV/DJH60mHFJIZ9uQJHURGDQE3KQm5siGYqVYglxO5URhEi3W5MBekCTW7fgAepOjJLWsAHOTJysklgD+eh2xiEIsksfhbSVSYMYyaYXZKbHwXehkGZ0bRKM1UN9xLY6qNvqPXLhj69Zr7GhQ2P1AiKYOAycPHEZVJW5+06Wi78PTXGKIFpbXP1M4Jn/F41X1G4nODpJOlA2rspkEHtMXmJxay6nuN5OM5knGlZJU2te0lemRQ4vksB6/lkxGuOiZTG6cvnZkWVsy5YnEath0uZbeIzFq2kzMB4/jrRXXqL9JSBBlVCzGy0ECV22G6dEUVXWVoOSKG2wYTRK7H5wXYM5fkFKdh5kDsLmbluyZAxHifckOK7sfDPOTfxLHnKWZwEobuRzEol4SkUkOPJtm605xTLe92Uo4pPDMb2KEC/eRwSA+f9M2YykkPNCyPLCqbTaUsubstvJG2FJVjCcoSi3TyTDZ1Cx5rYrGEsUd2Mz08AFApbnj5eUaLlejZ3bzo881lzYffKt2Imm0XN75fSTybHvjDRzeHeK7f9GL1SYzN5HmC68/Sd1KMx/7XscisDg1lqWuVY/ZKpMs2O7rzc5Ff9ds8+PxzBKLiLiMqeGDKPksgdbtwlmzZRuT/c8zE8yXnCxbPnknxjovpz74XdR8nuGnxJjQfstKrL4WMooXs3KA7ie+TS4d59lTf4rTM4fFOk1D81FueL2Tr3y/ihv+xI1BynDTnWaa2vUMvDBJz4tRPvfztex8XTliZt+T0VJv9VB3SvTAqTpM6Swjp6KkxucIhi0Y7atwuMV10nUoQffBn2B11VPTeiUu30r0JgeTS/TNgXC1nDr9DH2nojT5DuBfvTh+A8C7vgYLCcaP/Ypwz4vo1TRGRxUmU8ErQYK29RYRTZAK4bKMMhVZzbv+4twB5sWSZBl182YCiT5m+0I0rzLSQRdqOkv1ndu56502lKxYy1mdMsnoVKk9xGhxk88IMKeNl8FXZnyGpN6J1aLS15XFYPOQyNXR0iBk80On4iTDUyQTDjbscvGeTzhYe4mef/p0iJZOC+mMhXSsPIYdfCZG3CCTtyXR5lTCMT+jB8bRZm0cO/V6+o/8mPaNlUyerNdRc/cOqhpMhIJpqhv0TE8o2J0yJotM94kchvoqkoNTqIqCbsSJRp9mpmc/D39nlK2v9lDbqica7MFeu5rgSBZ/vY5VmwTjnc+L0PDiPN/aoUNGIRbOs2aLmbpWfYmZmx1P0xX/AL63PEEqJe6JpUxQsvExsnkvsnx+EP6/rf4I5l5BmfQOdBpjSWZZzJhzX0RmTq81YdBazsvMFWMJVFXl+x88yoGHJxg8Gl72PS+3LiqYC3djNXqxFrTTNoeGK66vlCXUujuZDHeRUxa7aV1I+Ro2ozPaFjEmF5OZk2WpxEa81DI6qknMCjB0PpklgN4gsXrzueU784lx5hPj53yNJElseNVHUZQcI6d+d87X9h1+AFnW0r7lTYues7kbziuzXKp+/Z0b6Tv8AFtf8/fc+qGnsbsbMdsDKLkM6fOAy2IVpZRdR0yMzxd2jEcexWStQlFypJNiMlrKyRIgHh7HbK+h+2iKbD7D8RdE8PL6bYvBssHspH1H2UJ+PrmYQVyub6730H3IWj1NnYIp1RusXHH7V5kZPcLJZ79b8dro3DBP/9e7mB45xKU3fq5kQHHlzWJh8FJ65owWNwaze8msuUWVDxJPVKFKGhweHeGQAhpxr4eClX1zhmoXmRIzJ8Bcz7EkqYRyFpjbg7t6NUarh9oVr2KkS0QUFM1eFHueVGwGT4FxKlYxnmBqNIPd20p4Wow1A6dTZBVxnzkXOFlGZgexuRuRZJnWDXcw1v00qQsMo776DjGxz0xk2XK1jeEzh0mkGlm3RRyjw9tKeAlmzu4QTEFotqricW9twQRltMzOHd39NciP88xzn8EX0DHQJRYYRabH37SVfC7N7FhlSL2nWofEMJICsiKh0epx+FYwP3UGJIlorJqNl+qQc2lMbh1zkyfx1Agw56s3gAQ6jcLQ6HpQweaKMLMEM2eyaLj8Bju7HwwTmcvj8gipkdPbxvnK5mlaVmYJ8Ilv1fGPDzTzjV+JxZGzYRWy2UhVjY7JERfR0ATRsFLqC9t+rQmPT+aR/+pDVdLEYrVopGnaViWo8mtKodJLmZ8Uq6ZZz8xEFpNZwmoFb+AcYK6hMmuuuHEgmfPIligdW7eRTU9hsU5eMDN3IZXPZfjDzz8AqlpiZXUmG962y6h2i83L6997E3d8pJ6HvjnKr/51lL+98wTppMLfPNiJ2baYoZ8ay+Cv0+P2aUkn5jCYnEsuSs32arQaMXaODeUYLzjNBpoFwxZouYLo3BDRudESmNNajHT84zuIHOpj5PtPED02QE7W4+gQZm9J7aV4jXvp/t2/4F55Ez+/r5Fb3ijuwUB9f0npsPO1blChvTnLycfHIZ/no99bzfbbyvdRIpbn+N44V9/hxFWlZehMmmQ0iF7jQJdLER+aRkbl+r9YQ/umDbjcfYBK14sjDJ/+He2b34gky0iyjL9x65KsN0Cg83rymSTR7h9hNc4SWLNzyddZV9SgomJQ/oz6KtEGYKqqQS6YzBT75QBCg0JifdPbr8Bfc+EqiprX70CDwqnvPENzh4E1nER1unBd3kHbaj2aQrac3hRGVZUSM2cwu5EIEcWKEiqv91LD06huD0a9Sv+ZLEN9WQbG19AYOIXTp2PoVJy5sSDJlIMNr3Kh1Uq89YN2hvtzYDSSyVoIB8tj6ItPR8l7xPfV5CEaDzB3agpDrYcDh/4MVZUXtUgUy1dvID4vgNjkWI7qWg3VdTpyWYWw1kNyaIrsfBxd0I2qSrzws18yP5Xljg/XEw32ouZz2GtWESwycxsLGbNRyGZU4mGxcdPcriudpzWXmqlvE8ycqqrMTWRwVNupWdtKKi3G/FR4CXVZdgJVW7348f8D9Ucw9wpKkiQRT1BY2BUz5i5mzxwIqeVyYE5R8szFhktg7uAjk/TsF4vhoWMXH8x5rI3IkuaiOFoGI90lieVyVetaS17JliSZL7VkjZaa1h0VvUyqqpYssS8GM/dKqtg3B8tnzEF5QbL6UvM5GcC8kiOSDJLMhElnFwemLixf0xaMVi+DJx855+sGjj9MzYqdGM2LM5asroaXLLNMxmYIDr7ApTd9ns3Xf7q04ChGBMTD5wai5c+ZBsnGSC+MzQrXxSKYA0gVdt6KGXMLwVw2HSeTDOOuriOWmeRDP3Lz+4O/QZKg87Klmc94pjy5heKL8wtd1asw2fwVYE5VFHoP/5zG1TdiMJV3ats23klt+y72PfIZktFponPDPPOz9/Ljv2njzP4fse6qD9J+6Z+UXn/9G1zYXRraOl/agvJc8QQLS8mK/sFoWCGdUsikVQz2dlRVIjh0suK1hmoXmZkI6alwSWZ5bK+41or9o6qiEBx4gerCArFh1XVE54YIT/eWeuZSJsGsuqvPZuYKC+yRLI6qNlLxWdLJMD3HkiXjBGcFMzeErWCT37LhDhQlx8CCPrtz1cp1BnKFz6xbYUKvOYnNu77Eeti9LURmFvcIG4xBlLyWybFK5qPkaFmQWsbnx3nx8S/habyVsYkt+AIaBk6JzYWFYA4Wm6B4qrWYLX1o8pAtMH3uwBpikXHM7gYURY/FmEdHjkhinHw2JUxYEM6fWoMGq03i+T3NaHMQi42RzaglJ8uFtet2J9PjWU4dTGCzjSDJGmze87sj291NpGIzS4YzA9S1iHByJSfGCLO9hblphate66D/tI18NoJWm2RLgZnTaiVe8wYrJ/eJDQStUWyQbLmisFEaKDJzy4O52mY9oekcD+ypRiOrFaqGsyvQWJk1N1/YOJAsKSRNHn+7cHmsazx1zs95qXXs998kNHkard7C7HhZeVK9VsjYo+k29BYX7/lKK5uudfGN93Vzel+Ej/9gFQ0dS49P02NZfLU6XD4tuUxokflJscz2asiLhezoYI6JvudwFTZdgNI9K+cPVASGB+7egevKNZz51A+xB3vJVdeVlBqqbSt24xjp6AxHxt+HLMPO6wuOyfmh0vWx8lIxXvzN606QjGaJYcXorBzTDv0hRi4HW66x0dhuYKg7TTI6hUHnQlJVVgYEI9Z6VT0O72qMxggm8wxzow+iKnnaLy1vOvqbL2Nu/DiZdIyzy7f6KmSNDn/uawCLzE9K56utBsWYQdbEcVUfQ0XFUtdALjmH06clry4Ac0MCzN38rsXKjXPV6jesYx4Hc79+Hq8rRzs9zDVtRJJFHIWjsMet0QhFwEKZpVYzT0K2k50SY0Q2HCcXSaCr8aLk8vR3ZXnw3hjjobVoMgO0rlUYOhUnEgySSjvYcJUYw66/3YLRJHHyJGQyFqIz5fnuzKEYklf8bU0eogk/qZFpLE1V2D21hJJvouuFHzDWszjXz9dgJJvMUd2gZ2o8j69GQ3W9FqtVomvCQXJoiumeEHJGD1Ibk8cfp2mNhUuudhEeE5u0OsdKEjGF6nodFpuGxnZDKQqj2DdnMss4bAqyRqJljYm6VgOxiML8bJ6Z8TSeGgNV9cYymDuLmcvnVXTyFNqLvH7/n6o/grlXWA5ToMTMhRJiwrmYPXNQDg5fqkLxUfJqDo+1CUVRue+vT1HdasFo1TJ0LLLke15JaTV6PNZGpiKLTQFeak2Fe0rmJ8tVnasTePkmKCAYk/mpbmKhUcbnT/Ppn7fx68l7kG1ONLqLK515qVUEc+fKmAMwmmQ6LjGx6/bFspmFFU1OoRYC5ovX43IlyxoaV9/E0MnHKrLPFtb8VA+hydMlVunssrkbScVnl13MLVWTA3sBqGmrnDyLTmuJZez9z65kdAq9qQo0WaajPeg0Rvqm9oBRLA6KfXPD3WnsLg1Ob3mntAgYA831WFpOkMnH6Rs7SluncVn78VhqBr3WjCxpmIstBnOSJFHXvoux7t2lxf/EwB7i82O0bbxr0Wt33PUtsukYD33jKn78N22c3vs9Vl/xLt70+T6ufN03kDXl4129ycwzc+tKJkEXWk7fiiWDwxdWLpsin50nnqgiGlYEKwdU1TqIRQNMDp0VTxAQoD7RP1mSWR7bG6eqRlcKYg4Fu0gn56luvhyAukKv5cjpx0syy6RGLCgXyywFUJsazeLwCpODyEwf3UeTGIwy3joDVfXl8xCdGyw5K/oaNmN1NVyw1NJglJGNejRaib6eKC7HEGu2XFJ63u5pIbsg+qBYan6CRMLLaF/lfWO2+zHbAyUTlBce+QxKPsP2278sjq9Gw8DpFK4qLa7C9WhzNWCy+ReZoLh9Ei5PLzpJTyYuNujc1WtIZ6JY/M1odRIHficeTyTFb1wEc6qqksnK5FJ5BmavIbDqFqKhfiQ5uySY23GzHa1OIpdVMZkEONZozg9ezudoWazITD86gxVXlY/ZqTxX3eogEhbgoa19jpr68rV+25ut2C1COlfTfgMAKzsEGLwgZq7Qu6yRVOaC2XMyc06vyKcqgrnIdB+KBHlJSK+N7hoURUdze9dFixuKhyc48JvP07T2ZlrW38rcQjBXcPUbmxYgUqOV+ex9a1l1mZ23/W0zO+7wLfmZqaRYtFbV6nBVaVFyIYyWpa3VzfZqMqlJQGV0MM3kwB4CrduJxqM8+OhDOHzr0epMWI0H8JwVGJ68409Iz0YJMIFrU9kkwuAT/Wn2xu388IdruPXNVqRcWW5ezEf0Nxpx+fWYbRq++Oh68pKO7iOVRhT7noxiMEps2Gahod3AcHeKRDSI0Sy+zzv+VFwrxgYf6YzYDHa4B7AYH8Zds66C6fc3bUVVFaaHDi46DzqjFW/7Nsy6IHnJiz2wcunz1VJN1iEcEnWmGLkmCXNVDWo+x3XvcJHEVAJzcwOHMHvqK7LqLqRsLj3j7rVoe88wfu9TaMlxRl/+Hk6nCpJELi3mtDIz50KnD5PU20gH51FVleSweI21xUcyliceU/jxtyO4mkTfXHPbIMOn4mRiM+jMHhxecb9YbTLX3WbmmSdy5PIWEuEyGTDek0RXNYGc1iCrEE1Uo42GMNR62bDVyDPPfhhHVRuP/futzE5Ubv65a/SgqFTVaAmO5/DXaLE5tdjsMBxxkp4M0fecAP6SdhM20wlu+4ATSZJKYC6WEddacW5YtckIb+dNAAAgAElEQVTM+LAYe0MLHC31mjxaoxadTioZ0o30ppkdz+AJGNDpZcwucQ+d3TM3O57CYprC5Lq46/f/qfojmHuF5TTXlCRt8/ExJKSSMcrFqnMxc9OFWAKvrZl9D40zcCTMnZ9bRWOn/b9FZgkFR8tlmLnh2SOMzB1b8rmFlcrGCCXG8NvPDeaqnR3IkoaxV9I3t1Jk+Ow7/F2+9OttJLMRJnIjnGiO0z+1tATjf6qKYM7iO/8u+H+92MGbPrL0ZF6shfLKouz3XNW09mbSibll+wqKDEfzcmDuAuIJzq7Jgb3Ispaqhs0Vjxf7AC7UBCUZm8bm8mGoGkUhx7YVb0dR84yme0vPAwyeEU6WCxdjRTDXtKoJc6GPYHpukg3bljeXiaamsZv8OM01zC3BzAHUrdxFIjJZkib2vngfGp2Rps7XLHqtu3oVG6/5OOHpHgHiPtfLzru/g821uAn/5ZajagWx0AjZTGLZ1xTNBeIFZq4I5mqa9MyHmphfQmYJgKKUmbk9cdZdbimd4yJgr24Ru/wObyt2TzMjZ57AsqLAwMqTGEzORVLnqhqRyzY5kimBufC0AHOta0185fENvO1vxeSezSRIRqdKzqqSJNG64XaGux4nk7ywzSx3vYXOa33s3y36uhray2Cu9PfP6puLz4+QywdKOUYVx18vTFCmRw7Rte8HrNv5Qepa2wnUa2hZqaP/VKXNvSRJ+JsWy8Fs9iG02jQ62UZmATMHoLV70BpkzhwU39Hp6UNFg9sv4hTGBjJk8xLZVI7Xv8fJqivfiJJP43APUFW/mN21ObVsuVpc+zrt4HmdLItVDA4/l9QSBBi3e1vw+LRkMrDyEjMqgkG/ZOt8xWvXXqLH7x1GUWTyhp0oiozPJ+a5NVc4uPGdATZftzTrBOWsuVMHE+RyUHUOMCdJIntybECAufBMLzpnWfKXyscJhzuo8r38zcSza88vP04+n2H7HV/HU9NJbH601LfsabmUnP02Dp26mVRS3Ic2l45v7d3Mmz+7/BwxPS4WtL5aHW6fDphfZH5SLLOtGiWXxuePMTV8gkwyTE3rlfzj17/NbyZv5zWdfyCZXkfA92JJZjl4JsWf39THxz6scMYpmOSWG8tzt6NxMyeHr2fv0KfIpFX+9C8dhKd70eoFizg7Ic6fJEl8+fEN/NvhS9lwlYu6VgPdR5P0HPwZvYdFrMi+J6Ns2G7FYJRpWmlkZjJHPDKF2SbmyugRcS+a6r3MTotxYM3G56jyH2cuelvFd61uFMe61PymKCoD08K9Uuu9YlmwrjEZyAbKS2WlM4uhBNZiqLKW1rVlZs7ddMkSn3L+krduQVIVznzqh6RNDg5NlMdFq0Ulj1yat4pgTlGcGAwx8jYbajZHNhQjNVzYJFvlB1WYAIVmFXbeKTbWvJ4e4pE8sjqHs6ZSUnjbm62E51XQ2CuiCSJTKWz+EbRJHfmMkbWX+7CqEWJaJxu2GujvsbLt7kfR6Ew88u0biIVGS+81WguGdmaYnhDMnM2pQVVUFLc4j5PPiTl7bHgdsqywZr3YQIyMncJS1cRMUHxGGcyZmJupZOZyOZV0LEcyLaOqaikqauCUiG5x+WcZ6XoST50HRdUu6pkb755Aq83gCDTwf7H+COZeYTnMC5i5+Cg2kw+tfPHkGAA2UxWxZcDcbCGWwG1u4r7Pnaa2w8aVb6yncZ2DoWPhixIhcHYtlzWXV3J89eGb+OeHbz3v3y2+3+8496JBpzHgd7S/IkdLT00nCZ+N+we+hM3o5a9u2c/W6GpkScOXH72S3ae+9d9yni6kTEUwdw7zk5dSC9m48zFzAA2rrkeWtQydWFpqOXj8V3hq12H3LH18FxpPsLAm+/fgrd+ITl/Z+1dc1L8UmaXN7cOzUgDJK1a8FavBQ8/8gdLzIJi5Rf1y8+Lc+BsacKwoMFfG2SX75YoVS81gNXhxWeqXlFmCMEEBGDuzG0XJ03fkAZrWvLqUR3d2bX3NF3jXV0ICxLkv/iRSNEGJTC/PpCcLVv6Js8BcQ5uecKiJVKy3IqtpYYyCzmVlNphlbCDDusvLv+fkwF4MZnfp70uSRF3HtYx278bS2cC2g18nIU/iDqxZtIjS6SQ81VqCIxnsXrFYm5/uoftoivb1JhpXWXD5KmMJiqACClLLXIbBk49e0DmqqtawZ3cGvUbsKHvq1peeK/79sx0tY6FRNLqlwZy3dgOhiVM8+/MPYrR42HzDZwB4+GAt7/8rBwOnU4tyIv1NW5mf6q4wI9LKpwr/ukvMnM0pgL5q0KEiIQE6k0xbRy/hSCuSRpyXM4eTKMhoUHjr+634Gi8FwOnrXpKZAwqsv4rMAI4L6JeDBff/MiYoxQrP9GP3tODxiSVHZF6loUO8t311ZY9sIqZgMQ8TiwX49X0SsUQd5MT1a7Jq+dg9q0psAkA+m+bxH/wJkwUwXMyaO16Q/p7PAXbVZjOHn42Tz6tCBuwpy6xm5qcZH1mNXnccRXnlhmLjvc/SfeDHXHLNx3FUteKuEcqTuULeoqzR4r7iHsZn1hMcWZwPuVwVM+aKMkuNHEa/DJgr5ps2tYaIz4lNF6N9K0ePijm589o5uo6uxuc9xS+/1cffvHOIu9ae5tieOB/9Wi1/dvqD1L7lavy3bC19psdv4qfP/Ss//a9VXHurmdYOPfPTvdS07UCrN1ewj63rrPgbBfhZucHEmSMJ9v7qkxz87d8xM5ml93iKrdeI8VKYVimkolOYHQJ4hA/3oXVa0NrMDPfaSCWdNDfdh6pK/Oe3ruK3D5ZVIkarB0fVCoKDLzDcm+amhhMMnkkRjSi8744p/vNekce27ppd5zy/SuGSkOMGMvUzGAqS1JGuSRraDRhNMtlUjMjEGVwvE8w1XLOCWdzk4ymy6zczOZInERPXnEGvkldlpsYKvf4FYJtOCf2lppDNmwmGSI4IFUFgk5hPZRSsdonr72rA7GnApDmFRpNGp0tR3Vbp2rjtGhNev4ZU1o6aExtFodk8Ui6OxTGINq8jl7Bzw40SGhQmolbWbxXjSe+Zam5+329Ip8L8+js3lkygJI2457P/j733DJPsKq+273Mq5xw6VMcJ3ZOTZpQDSgjJBAEyGdsk+8V+bWwMOGDj+DknMDZgY2OwycYiKyCEpJE0M5qoyTOdQ3V1V875vD92VXVXd1V3j0bCcH1af3RpqvrUifvstdfzrFWoUi6Dr0uNxaEiHa9w/c+Kd97cE6IV4NATgyiSgfCFRwFIzJzDVjM/ARFrBDC0x9iIqak7Wo6eyVEpK+TLKuZmKnT1a5EkuHxS3A/V8sf55ifupHvjwxRLdvLLlLnQJTHGR2Je/ui9kxQLK/MJf5LxMpm7StiNHeRKSQrlLLEXOTC8DrPOTSq/0JJwzCcvI0kyF74rM3Umyc9+bBiVSqJ3p41MvERkemWWxtXCa91AthgjXWg2GTg1+W0ySpBkdYyx8JFVtzFfc7JcS5kD4Wh5NWWWT1z8DBe6UhgLKj5871N4LP1oYinu0b6arV1381/P/Aqfefwt5Esr6+pfauhrL1bzKuYnV4ImZW4NExQArcFK58ZbGG9B5vLpCMGRp+jf/pq2f2+uEZD0Oh0tK5US8xOHG+V3TfuiM6PRWxr9jABPXPgXvn7kt1puK5dawGD20LlTEKtOx1a2dr+S86EnUBBkLpepEJou0bsslqBOGE22Tow9wq5ZbY2yazUyVwhj1rtxmgJtlTmrqx+Ls5fpiz8gePlJssk5Bvc80PK7IEiORvfSRYrUFZbVTFCySVHiksl6SCeVBpnr6teSSfeDkiUVXzzehjIHaJ2WRr/ccvMTf/91TUQtMHQnpXyK+fHDWPdsELEEy0os6/AHtISmSmj1FgwWH/OTl4mHy41ypjrqJMKyZLGho/96jFb/ukst3T4VxYJCIHAendHZlB1X325ySdacoihk4tPozd1MjxRXjMvuwG6q1TLB0YPsf9UfoKs5Crq9KjJJYYPfP9xMqOp9c/Pjhxv/Vi2epVLRAB5KNTKnqkqgQKlaoFQS57ZYUuFxXmBubhPP/FD04x15PE2l9nqXKmWsrn6Q7Dj9F7B7W0eo3PZaG25vDJTMupwsQSgEslrbNp6gfr6SkVFs7kFcXqH0RBcqDRt4rdysxD/xrQRm8zTxZIAjTxaQ1IPC9KUNQhOHuPTcf/G9T7+WTCKI06tGb5Q5cVDcl2v1ut10r5V4uMyZI1kS4RE0jsXqh8nxecKhraBkic2dW2Ura6NaKfPEV38Zs6OHPXeJMc1VI3NL++bqpcp1U5b1YGFGfNdbM0DR6ZLIqtYl+XVVpysQRVV5FpO9i698Uo/KLCa3b/iNAvf8wiuRVWVc7jM8+Nkor3q7k29c3MLbPuDF5Lex83O/jr5rsZTQ6V4sx/zFD9tQFEGM7d5NODu2Eplt/f7etMtAeDZIKjpBPHSBwz8Q9/n+Gpnr3aRDq0uhKGVMbvFc5icXMASEejp2rkAuvwGlWiI0tw+z2c+vvmmeJx9erETw919LaPwQj/13jLmpEj/47wT3H5jlB9/K8p6P3citH/oeQ3e9b9XzK/lLyGk9xik3SfUo2hqZC43PNcak+MRJUBQcfbtX3VY7bN5v4wKi1NPxKlHRMH5BLBbJVKmgIjQ1i0ZvabwzMhnRh23oEue/EIqTn1xAUqvo2SfuY4tZ4bVvM6M3yDj791JOnkKvE6pb7/bmKhC1WuI1bzURS5hRyxkSkRInn8nicI4iy7Xu4qyRfq94ti7PGNm2R4tKBScPF/B07+Ke93yD+PwFvveZ11EpFRqmVZm4IGS+mjJXyCu84hfE/MFSW5TLyzY8m29m7vQjVKsVksHzjVgClWrRO2BojxEFCaRFZe50LSy8gko4eOplfN0aJi/UMu4Koo/ZZP59MlVNg8yNnsvzH38V4tufEffo5z+p5ZGvxBvn/qcFL5O5q4TNsBgcHstM43gJmicteg+lSp5CeWVf0nj4CF327XztD0bo2W7lujeK3+/bIR7yl8IEpZ2j5Q/PfRIl6YSShkOX/3PVbczFLzRtazV0ObaxkBpdk2wtJEe5EPwRJye/zaGRL/Kj85/mCwf/D58/+Iv0mbbSf75INZMUk7FkELutj1++80Hu3/enHBn7Cp967GfX3JcXG/oXWZlLZGeRJBmd2rSuMksQpZbR4JkVlvrjZ76DolTblliCMJCRZNW6yywjM6col3KNJvtW28ss6Zk7PPJFfnD2H6hUm3uTFEUhnwljMHuw9I5RjPpRSyZ2BO4lXQhTtBvIpxeYvLTS/AQgk5hBrTVRkspgqtm/u6INq/JWSOfDWPRunOYAscx0y8UVSZLo3nw7M5ce5+LRL6LWGunbeu+6zs1LgXpW2GomKHUyV6p4SSUWM7dsThVqQy3eYG6x1FLnW5wkapxmTj2TQaOVGNojlLl8NkZs7hz+/utQFIW5mnlR96ZXIEkyU+cfIZsKUchGV/TL1eELaBshyDbPIAvTYqzZuJzMtVDmJFlmYOfrmDj7vVXLS+vw1AKlBwcv4O7e1URANVojRmtHk6NlIRujXMph8wTIZapEQs33Zt0ExeEfZusN7236bOycIFsrlLmea0CSmvrmsolTxKMDlCv2hjKXWRhHrkI6HSFfm2tU5SyV4iTJ7DBf/azI53r8WynKiOMKjuWRJIlyaQvuzkuoVK3LyRweDZ95XEyW7GtkzNUhyTIWRy/JVZS5bHKOSimP1T2A0yMmnZH5CuGYm2pVxdxY88LIQ1+KYXPMoDEIVdTu20x8/mLb6om6IlfMJXjosw9QrZbp7NM2zvVqPXMA191tRZbhyW/PkYnPoLYuLlZMz8yzMC96l0ITh9ttYl04/dQ/E5k5xY33/02jKsFs70ZrsDWboNQcNoOT63dwrj8r3i4NdreMVpekqqxO5ry+CDbTERz+6/napyJ0bhFKTCQ9ATqhWL3lVyZ5JreTj322F5ev/Xl0esRU8rrb9Ow6oCebClEuZrC5B3F2bGs6vqXYtNOAxycm0ZVygaOPncHmVLF5l3jOuwd1GE3CKMniXVxk0ffUyVweWSMIUL78Wnp6JDZs0fK+187z3EFx/X29B0QExqNiDPv4x6LEwhU+/6ifn/9VG507X4lKu7qxVNWaQpM0oJ91UqwkyBWE6pSLhxnaLa5ltGZ+8kLLLDfsMnNc2kvyde9g4P4djeMDqBYrVJGJLQQxWhZLIxNRQXotPeKZLszFyE3Oo+924+7UoTfKvOZNBn7nr4VK6+zfSzY8gr9TlGJavc3RKiBKLTNFGxpNltFTSY4+nsLmFuOvLJVQZXSYymJeefK8Dp1eYvN2LScOiX0NbL6dV7zt35i59DiPfv6dZFJicTC+0EzmAHR+J4ok42OeMipu+NkuevbdTSp4kflzP6JaKtRiCYp4OjWUCwnKpTwWm4rABj1qjUy81jN35kgWi0NFFZnRC+Lfugd1BEfzqDQ5cukL7LztA2j0m5B8IaKhyzz05Rhv2HKOv/vNWeSKmAd89HPX8uknNrNpR/u+3J9EvEzmrhKN4PBskPhLpMxZDGLgWm6CUlWqjC4cQh/fQvBSmjf94RZkWTzUgW1Cfn8p4wkWlpighBKXODv7CPnH7qJ0ah+HR7/YNk5AURQOj36JHtfudQWd101QZmNn2n4nmp7it7+2kb/87q18/JGf4TOPv4XPH3wfj5//J27a9G5+8ZYvoaqK8rdCNka1XMRk60CWZF6187d4/b4/4/np73Jx7skrORVXDXtgO5277qVjx90vyvbi2VlsBj8OU4D4OsosAXq33Qewoixt/PlvYrJ14gm0fznJKjVme/e6yyznRp8GaKnMgVDKskvKLKOZSYrlLHPx5r6tYi5BtVLCYPYg2UfJz/YxcSHP1u67kSSZtFNHLr3Q0skShDJnsnUyFT0pthf1onfGVjU5qJdZOk09lCr5tqZEXZteQSEb4/yz/0bftvteUuVtLWj1FoxW/6omKPWeObW22QDF5pAxO8VEaWk8gazVoHGJ8UXjMHPy6QxDewzo9LWw8FpIr3/geh4+/df87tc2M5e4iN7kxNOzj6nzDzcMEdqROW+3htCUUL1s7kEycTHWbFzm5pmKjiOrtY0Jah0Du15PuZhl8uz31zxH3k4VklRBqzqHu2vnis9tnsGmMst0bKq2j2JVeXmppc01wPab388r3vrZJhMbgNFlTpZ1aA1WHL7hpr65aPAkicRm8kVro2cuFbqMqgKxhXGxMg30DovnfOPOXXz/61lGzhcITRTw9YlJ5tyYWJlOxYYwWUcpF9tXa2Rr53m9yhyA1dW36vOfqKmaomdukcw993SZQsHF3MRMg6glY2UOPzqPXh9hw3axD4NbhykXs23Lr+fHD2F1D3DbW/+V4MhTPP2ND9LZv7gosxaZsznV7LjexLEfirJWDIvlwqH5BdKpHrR6W5NqeqXIpcMc/vZHCQzdycCu+xv/LkkSrs7tTWWI3q5az+gVKHPzMyWMZhmzVYXNmUWWq5RLrXPOTDUyYLecwGKe5ezJbSgK2ANiwSCSniAWdRCNDZCNPdt4rldDR0DNa95q4iN/KUhDPU7E5tmAq3M7uVSIXItcr827DHh9i6rd6POnuOYVlsaCg04v090nFihMngCyVjxPhoCHUrHK1OUCVu+tmB09eHtfw+XTeT77PR8dATVvuTXIVtM4731jrZSvNi6ZzQoPHu3i2lvXP1nPS2E0SSP6GXF80ZAYvwy6OJt21WMJjqG3ejE4XljgtMGsxr/FyaniED0b9ahUMH5ejBe5VBlZLZNNzjWMwgBCM+LdYg2I56cQipObXMDQ4xELiwNaoqFS4xrWw8OvuVmozHpLc7QKwPBOLXq7E0lSGD0+x/nnMtjdI6jURiQpjy6rQp0UVVnTCTPjFwrsPKDj5OEi1arYj83XvJUD9/0Rl499mdjcIRRJIjwtxklflxqroxZunwZtp1A5cxh4/Qd68G+/C4AL3/97AGydw4SmSvh7tHzj727m4H//OgBDewxUFKmhzJ05nGXbfiNmi8zoeTH3DGzQEQkWsLsvgVKle+gOttz4FaolLXPZCzz54HE8nRq+M7GV/sEoiqJiKuTj3l2znDz8sjL3/yvUydxCapRMIdqIJahWFT71S8cZObq+zKzVYNaLB265CUoocZFcMcHYN/0M7rWz/zWLD7nJpsHbZ3xJHC09lgEkpCZl7kfnP4UsqSk8eQeFZ24ilV/g3MyjLf/+7MwjzMbPcPvWX13X73U513a0vBR6CkWp8nM3fZbffvUh/vD1Z/mLN03xibcneedNn8Hl34rJ3sX0xR80DDaMS2IJbtvyfmzGDv7n6O/+WPvn1HoTt/7mt7H419ejshbi2Vnsxk4cpi5i61Tm7J4N2H2bm/rmyqU8E2e/T9/2VzcFhbfClcQTzI09g8nehbmNyYfR2tG4PlWl2ihnHA83u5HV++H0ZhcZ6RL5YD8XTuQw65wMeq8jbiqSSy0wWSNzdWerOhpkLiJKL5JnrkPRRdpe+2I5R6GcaZRZAu1NUDbeJva/UmLDnh+/2rscNs/GNZU5ndGJyapvInNWu4wv4KdYsLbMmgOQLGbOPbcyLFySZGSnmweP/h6wGOXQM3wXoYnDDVLfjsz5AxqyaREAa3UPUi0H6eyrYnU0k6NkZByLo2fFPdq14Rb0Jhcj6yi1fNN7LHz8v1JUy7mGqrYUVtdAU5llOi6a+7sGRc/XcjInyTI3P/AJ/P3XrtjW2Lk8ZqvcsvSvboIiKgfmyKVCFMtbyOYsDWUuHbqMXmuhkJlEVouJ3nU1C/jBzdspFhR+/u4gEgr3vNWBRisRHBPfW5jeiCRVCM+cbHsu4guXkGV1k9K5FizOvlXLLOtE2OYawFVTcI4eLLAwV0Gl9YEyz8WTgmA+9o0EBoM4v9ffNcR3TnQytFfcI/FQ61LL0PghfL0H2LTvzey49Vc59fg/0NP3XQCsDtW6yMhN91qJBMX7rKoTRFAta4nGwwQ2GPD2XnNVytzF5/6LQi7O9a/7qxULRq7O7USCpxtjj0Yr4+7QXGGZZakRjm62CPJTKLQmczqjA1lWQ16YWz3+zU287j0uchWxqBNJjxMOVQiG9hCdeWZd70O1WuJvv+Bl+14xzjaRuQ6hbNZNUJbC26Who+sMFaVm7lK91CixrKOrX8xhjFZfYxFJ3+Nh6nKBSgX6d9zPO/9oguF9fvLZKpl4mS/8wM8vfMDGW3/JwhvfewBF0eP1PY9KLTG4SUVXz/oz4MqlPLlCGHXSiFHrx2zvZm7iMAoyel2ioSLGxo/j6Nt9Va6nm6+xcOFIEnXNjbGuzKWiJawuDZVCqGnham5aLDyYXAUktYpircyyrlx2D+qYHlm8j+pkLj37uDg2aWXckCRJbLtWlGiefSbIzKUsNvcIdu9GJECX0ZC9OI1k0JHDwPEn02zfqyWVqDYcJgGGr3sXANn4MTQGNZFgAUkSZe11ZS4Zq2AeqKmDRhOb9lqxdW3B4Ohk5vi3ALB2DTM3VcQXUBMLnWfq/CNi+3uNFEsS4dkCuWyVkdM5tl5jZGBIw8j5Yu34teTTZdyd4v3l67mGnqE+wmdvAqWKTfcO9t6cpaNHSyU3S0nx8Pe/n2T7Pi07rmlfpfOTiJfJ3FXCXiuzrE8268rcwkSWh/95jKe+ON32b9cLSxsyNzovVpqih3v52T/csmIQ6d1pe0nKLDVqPXZTV4PMFcs5nrr4WTZZ70VJOCid3oNeZefZkdallo+c+VusBh/7B960rt9zW/rRqo2rmqCMzj+LVmXgug1vZ8Czn077ME5TN3qteDEs2sb/sGF+sXSFS6c2cu/O3+Hi3BOcm/3BuvbrJxGCzHU1uayuB31b72P60g8p5sVEYObiDykXM6uWWNZhcfauX5lr0Uu1FEKZC6IoCqncPOWKmCiPL+vBrJO5ghZK1Syl8AAXahbXOwL3klRniWdnmbiYxx/QYDA1W2xn4jOY7F1MRo7jMHZx193XoEglssVmZ7060gVR6mPWu3GYa2Qu3ZrAmuydOHxDaHRmerfcs57T8pJCZM21V+ZyqRBGqw+LTWqQObNFQq2W6OzTEYv2EalZRNeh84sSrqmgmkJeWRkW3rWdLx35DUpVcf3SeXH+AkN3olQrnDn4KXRGZ6ORfznqrmWhaZE1J0kKw7tXKqGp6HgjY24pZJWani33NOVLtoPTrWLjBkEUWilzVvcA6cQM5ZKYWNXJXN/wALIMU5fXP+kePZunb1jf8v739R0gn4mQDI82Qscl9VZSKTOVYo5KqUAqdBmLTdx/ds8UZruawa0TFIsWDv/AwNAObYME3HSPBW+vnrmxHIqiMHVBOHPOT7TvZ04sXMLi6luhKK4Gi6uPXGq+bUlrMjwKkoTF1YdOL2O2SDzyoPiuN9CF0RjmsW+I99TDX4rRt1mQU5tnkOGduoaJTqsFiXR8hnR8utFzeP3r/pKOwZswSB/G4bq4pipXx4332rBaxXWtqMGgsWLRe0hmo/QN6fH17icye2pVVXM1jBz/Kq7O7bhr0RFL4ercTjGXaCi+AP6eKyNz8zMlvN3iWA1GMYZnM61NlyRZxmD1Uc5PUSiYicc38vO/5SaZF6V3kfQE4VCFZHYf+UxkXTmVy5EMj4isQmcvzq6VfYENKApu7xnCC/uRNQHsztGG+UkdnlqunMHsResWZM4QcDN2TowtdZW7XuZ97miWjm41H/kLJ7/9Vy5+/Y+9oN6Bt+N5XvE6WyOGYr0Q7zYFTcKIZUsvnRtvZfbyjyhjx+lI4vJpqJQKxKdPv2DzkzqGD9iIz5f49IdG6NmoZexcgWK+Qj5bxd2hRSUvNJG54JRwoDUYkmi9dvLBKPmZCIYGmdMyM1poEPLDT2hJZvz4nILcfPGTi6Y+xUK64QC871YxLo+eDJEIZbF7RrlkiXMAACAASURBVLDWzJekrJ7YM+cx9nhwejWceCpN7wZx700siWox2Tow2bugchKTTUM6UsTlVaHRSJjtYnxJx8uUa2XN1t7aAqEk4d92BygKBkcXGoOV+ekSvu4M1UqJxMJlsskQw3tF39zCVIELx7NUKrB1v4nBIW2TMieh4OkW45rB4sHboyedCGBOg0YboafzfVQrFeTKHLmSn+B0hQ//ufNFiyL5ceFlMneFSJyd5tB7PkNmQkwmTXoXKknNRIPMCWUueEn0d02fu3plzKwXjcYryNzCIVQVM/psL3vuWTkp6t1hY/ZCimL+6l24lmOpo+WRsa+QLcbYoNRCjssa+lT3cXziGyv63Gbj5zg9/X1uG34/GtX6MrNkSabTvnVVZW504Vn6PNegkttPQro2vYJceqGxsmNcFhh+0+Z34zQFXhR1biT0DL/39W3kii++Mroa4pkZ7MZO7MYuEtlZqsr6HJn6tt1HtVxkuuYiNXbqQTQ6M92bVnf5AhFPkI5Pr+n2lonPkopOtO2XA+FoWS7lKOYSRDKCLKkk9UplLiUmHilFnF+XfjOXaqv727tfBUCwOsPEhULNEW0RiqIsKbM8QcC1iz3X9Int5eZb7le9pHI9yhzAta/+U25648dRa//36+7t3o1C5Wlj1Z9NzmG0+rHY5FrPXBWLXbwaOnq1xKIbCM+cbLq+dUfLM+fEC69O5qrVCqHxQ+S63ZydfYRX7RBGD3Uy7Ou7Fo3OTCY+09LJsg5fbWIamipitIpV+76Ncyu+l4pOtHVa9fbsJZucI5Nc+XfLEZ45gazS4PAPr/jM5h4ARWF65jB//OA1zEVOI8kqrO5O/D3alo6W7TDewsmyjqXh4ZGaema0biOREBO2YiZGOjSCwzcEwOCOEJ+7eC3J8Gm0xq088a0U99yvRyNXkCTRj9TRbyA0nicVK5OIOJFVHuYnV2Zu1RGfv9Tos1wv6ipeuwWdZGQUsz2ASi0IutOjIhmv4vap6OjtwmqP8vj/xInOlzjyWIo914t7xeYSPXNmWxdqrbGlCUq9LLV+7lQqDXe/6yuoNTbuuOeDeLvW7pkE2LBNj797hkrVRq6SxqR3YdQ5yZdj9A/r8fbtR6lWWJg+vv4TU0M6PkNw5CkGd7+x5efOFiYo/h4tc1fQMzc/U8TbJc6vViuIcTrVPre03nc1P7eD4WvtGJwJFKWKQWMlmp5kYa5EiZqtf01FvxIkFi5jcfaiUmsxWnzoTa6GY+dSxOcvolKlGD0/RCo5gNc3RvdAsyJid8aoVmXSaSsalzgmQ4+3oVoV7U/xiUdeQ88mDXqDxPljK6/57NQ23J4LbNguEw6WG7EP60FdWTZbe7Af2EzXxlvIpebJlY24PWJMTUyfRqmUX3C/XB13/5yfe9/TyVf+apKxp+eYvZgmWusJ6+itotUkUesW53rz03oURUKjiaPz2UmdGEUpV9AHFpW5Ql4hHCxz6tkMH3lgjGxVKN0KKr74iSIjZ8R789HPvZ2v/fW1lEt5vN1ifM/HopiN02i0aYx68W9yxkD6zCT6gJtdN5o48VSGnkExXk+ONN+z3p59GPSnsXu15FMlfJ1iUbVeZpmKV4iWxDW1Dy6qhP5tIm/R1rWF2EKZYkHB7Vs03Jsbe5rhPQaqyCQjpYb5SV2ZC06LfL3uQR0yVayuc3h7hKOv3qhC0rhQV+D00XdQKZwgNDmGXjfP/IKXW15p4Lrb/vff21eKl8ncFaKULjDyL48TPS5eXLIkYzX6mYyIQd5hFMrcIplLXfVv1pW55fEEo/PPoosNY/cbW06K+nbYqFZh6syLTyi8lkUy9/i5T+K3DaGPLA5k7virKJazHJ/4n6a/e/T036FW6bh16Bev6Pe6HNuYbpM1VyrnmYwcZ8CzsqypaRubRPnbpaNfBFiRb6VR6bhv9+8xunCIU1PrszVvh+OTDzIbP3NVLpxXilKlQLoQaZRZVpRy23zC5fAP3oDOYGf89LdRqlXGT3+LnuG71xWqbnH2olQra4Z9N7LH2vTLgTBAAZE1V1e+NnfcxlT0JOXK4opqXZmLlcV/B7q2cv5YlnikTLdzBybZQlibYOJint5NzZPnQjZGpVxAZ3ETjJ+jx7Ubq0G8IJO5UMv9qpM5i86NRe9BrdKtSuYGdr6O4Wt/ru3nP040lI02fXOZ5BxGyyKZS8Sq2Gov244+HcHpaygXEyxMHm38jbHPh9pi4NTRMv6ABl+3mIBFZ0+TK6c5Vj7MgOda7tslbPkzNWVOpdbStfFWoH2JJSwqc3NTJaJhsUDm8TeXDZeLObLJuYY9/nK4u4WrXHhq7Ql4eOYkDv+WBuFYCmsta+7S9GOMh5/jcuwIJmsHsqyie1DL1DrJXDJWJjxXXtEvV4erYxtqrZHQxCHC0yewOHtx+FxEI4Io52Iz5OJBXIFdVCoaOnvHsbnURGafZ8POPajUEvlollvu0NK7SYfRrMLfryc4lmdhugBImOy7mZ9srcwtOhBeGZlbK54gER4RhLh+nLW+uf036zHZOtBoIlx+PsPn/nKeSgUCgyG0eis6k5g8SrLctlQ4NH4IWaVpKo81Wf3svOs/MVtm6en5wrqOQZIkunqDxKNdpHKiN1ZdtSMbEvQN6fD1CkOQ+RdQajly4uuUVXBKfZZscWWlTKMMcQWZW+mU2grVqkJ4toSnVmZZLoiS3GRsFTJXU3dCwV10brKQyIkFjz7PfsrVItFUEIN1Ezqjg7mxF0bm6vEW9b7AVspcvXR1dmYbYxd6sFjHUJYtQJrMUfJ5B1OXSg1lTh9wM3Yuj78PvnLs/ZyY/CbZ0jwbdxo4f6xZPY1Hypw/NYwsF3F7xT00O75+da7e83nDf/8tG//o7XTWxq9cVcJqEXOr6Hht/vcCnSzr0OpV/Pqnh/iLR3Yhy2CopPirdwkVrXtA3DuptFjcr1QUUrEqhYIVlRQTZO75cYCGMtc1IN7fT34nwa/eO4K7U8NND9wEgM7swmTV8Bf/V5h5RYOnic2d4+hDf4rGKEp0tdo0Hrf4fY0kxkY5pxOqWcDD7pvMzIwVkamg1TYrcwA27x6stnG8PSWUchVPzSh2aZnlTFQQJ0v3UjJ3h/j77i3M1WIJbI5I4/Pg6NNYHWosDg2lQpXnn0nhD2hw+zUMbBbPwdjFEt2DOvT6KHpDsPEMAxhs4vyUi+K/k+fOYTIsEE118KE/W1l6+tOAl8ncFcK2RUwsEqcXJ3I2Qwelilglsi9T5hbGsxRyV6eMGTRWVLKG1BLDhUIpw0zseaSZIRz+1pOD3h1i4HupHC1T+XkuBH/E2MJhbh3+JWKzoiZao5Nhcgsucy+HlpRapvJhnrn8H1y/4R0NU5f1osu5nVR+nmQL5WQycpxKtcSgtz1JALA6e7G6B8nEZ9DozGh1KwOir9/4TjyWQf7n6EfXrWq1wmRYBBCHU2NrfPPFQz3v0G7qbPRurtfRUqXS0LPllYyf/g7zk8+RSczSv6N9JMFS1OMJ1iq1nBt7BpVah6e7/QvPZBPN49nEIpnb2/96ypVCkwFOncxFctOYdS5uuWuAeKTC3Z2n+d23TeAubyZhrlLIR+nd3DpjLqurUFUqBJy7sBjEWyaZX53MmfVuJEnCYexumzX3k4a60pJoU2q5WGYpk05WScQq2Bzi1dDZp2V2Rqxo1hVtgP4P3s+1T/0lp57Nsn1Zv9xMFxSqOd5542fQqPXoNOaGMgfQPSRWXVcjc+4ODbIslLmxCyaKRRMmU/P5rjuotiqzhEVXyYWpY21/p47w9Ak8LfrlYDFrLhYXz3KoMImpFl+wvCdlNbRzsqxDVqnxBPYSGhdkzt29C5dPQyxWC14eFYqabBwkHuvDartMKjpBKZ+ie9Mu7nzAzjf/Lcqlk9lGyZm/30AyUmLynHBCdnXtJRY63yinXoqFqWOUixmc/vbXpRXq8Q1tlbnwaOMcQjOZE9URVfSGGP/5N/MMbNEjKZNY3YNNC5R27yZiLXrmQuOHcHfvQq1pPqdbr72ZRKwfk3H9i2lG4yTxaID5hXnMejfVnA21KUn/sCCdZns3oRdggjJy/KtUe7p5ZvJLnJ15ZMXnOqMdsyOwLJ5AS7GgEFsor/j+ckTny5TLNHrm8lmhYMQWVr7f6qhUBCGIZw8Qnlca745Br1gQTZUmcfs0+PuvI3iFypyiKMQXLmHzLPaBOzu2EV3SF1hHaPwQKo2FRKyPaGQASSqQjDS/MzWaCPmsg4mLBdEzJ0nou1yMncvT86oHG4vKqUKYoT1Gzh/LNow4AI48lmJ+Tqifeq0oX54ZXb+angyPotYYsHYPoNJpsLkH0Rk7UXR59FpRlh8bP4bGaMPsHVhja+vD3jucfPRrOyig4/ij4np29Yl5XDQsrl00VKZahXzeTrUUQ+t3oFTEnKVO5gKDgoD96S9OoVJL/ONDG+jaJkiNwebm//xxB0ceS/PIV6OkYpPIai3HHvkzMmnxHtRqMtjcI4BMJVMik3MhVcXzqw+42X2juMdOPZOlu1+zQpmTNaJsvbO/ZqxkEddlkcyVuTBaU5RrRB3AYPdz0699naFX/UYjb9FoEu9go7WDudGDYrsD4rk/cyjD1v1inBwcEs/ByPkSZqsKt0+YvdSzNgEsNRdPf7f4zdGTx1Cri7h6ehjeub6KsZ80vEzmrhAasx5Tn4fEmcVJst0oJqAGrQ29RtzcdTKnKBC8eHXqnCRJWPTNweET4aNUlQqFixuwd7Qp2xk0ozOqXhITlLqj5VcPfxCt2sj1G95BPJjH5tXh6jYQnS5wYPAtnJl5mERN7fjR+U9RquS5Y+uvXfHv1R0tWyldIwuid7Dfe2DFZyu2UysbrJOG5VDLGl6952NMRU9wbPy/r3g/QbzMJiM/fjJX75GzGzsbiwrrCQ6vo3fbfeRSIQ5/5/eQJJneLa9a199ZHDUyt4YJytzY03h79q2q9i0NDo9mJtFrLAx13g40m6Dk0wtodGZCqUt02Ie5/fV2vnRyiPvf6+LJ7yQ59+AGqiqwbznY0skSII54ETcrc23KLAuLZA7AaW6fNfeTBltNWYq1KFMrFtKUCunmMst4tUHmXD41lYoLRdraKMEF0NhM5F1dzE2WmvrlTox8nagLXrnjQ3Q5heJg1rnILCFzAztei927ie7Nt7fdZ7Vawt2hITRd4tKpPOlUgEqpmSy0yphbCp3BhtU9SHiN0rhsMkQ2OYerRb8ciIBetdZIIinu74gSaRj4dA/qiIfLpBJrL9i1c7JcCl/fARamjxOfv4i7axcuv5pCUSgs0VGhqEXiAWLRDcjKRcKzpwBwde3gLb/qIZMSUQlDe8Rqd0e/Hk3XKF+ObUXTMU5g8wFQlJYE98Rjf4NGb2HD3isz7TFZO5BVmpYmKKVilmxyrqFuwqKN/f5b9I2+5c07k1SrcPebHKQio01KHoDDt5lUZIxKeZE4V6sV5iefw9e7cty32NX4+nZjNJxd8VkrVColSoUpstkAiUwYs85FMWlFZUo0Miq9vfuZG1+fIUgdmfgswdGD6LrF8QTjrfdnuaOlv5E1t3ap5dLAcIBCjcyFQ+1ddCdHOygVjTh6bmBmotxQ5urVLXmmcPtV+AduIDZ3lnwm2nZby1HIRCnmEk1kztW5nVIhvYLwC/OafajUauKx2qJJsPkcVcthCgUXExcLdL7pZgY/8kZQq5kcD6Ps+ARmnXBDzOQjDO8xkklVm0qfDz2aQpL9mOzdlPOiumBmbP3KXDIiFiPqiwuSJCHrr0NtTCIp4rxEx47h6N31ovZZbd5jIoeRO97Ty73v6WRoryglnKk5aoamxTGUynYK2WhTZIy+RyxOdvRqkWXQG2U+/r1BAoO6hgmKzurh9e9zs3mXgX/6nZNUy0X23f07aPVWDj/8RyiAVpvB7r6M0bqB1NwMyawfLLU+vYCHTbsMGEwyx59M0zOoZnKZMpcvinmb3S0IlUErPtfpZXR6idBEnqmoWHjSLCFzAIFr7sfkCjQCw3XaWhXOztcxP3WUcilP/1YxzoUmC2zdL7bTu0EsBI6eL5HPVnB4L6AoMp6evY1t1yMZega0yCoNl04Ikn/7Gzdf0TX6ScLLZO4FwLatm/hSZa7maLk0Yy54KUPnZnHTv1illktL5kYXRK9A6kR/W2VOpZLo2WZ9SeIJPFbxch4PP8eBgbdg1NmJBfM4OvWCzM3kuHbwbShKlSMjX6JcKfLDc//I1q676XRsueLf63KIieFMi1LL0flncZl7sRs7Vny2HPUJ5PJ+uaU4MPBmOuzDPHjs99bsA2uFaGaqoUSE0z9+MmczdjYWGBJXYILSO/xKJElm8txDdAzeiL4WjNr+98Rq7nqUuUqpwPzUUXyrlFhCc5llJD2B09SD1zKIUetoInO5tAgMD8bP0WEXfU6bdhj48McDPDS7jfvuugupCs7dT7N5t7HpN9IJQXDDxVkMGisuSx9mnQsJqW2ZZV0VN+lqeT2mANH0TweZU2sNODu2tux9ySXF8dbLLNMphXikirVG5mRZoqNXSypzPcGxpykVFrMu62HhO68Xk8ZCOcuzhccxKyZ+ZtdHG98z6VxNVQUWZw9v/b0LOFv0py2FLyDiCS6dzKFIvaQiI02ft8qYWw5PYPeafU51d8dWTpYgJm9W1wDJjJjwZtVFtLUynbpL6nr65sbO5dEbpFWzDH19B6iWiyhKFXf3Lpw+DfmimOREamRuerqDeHSAYm5KrFBLEs6OrWy9xtQg1g1lrs+AfvAMZU0E2yseZGCnmKwvN0FJRSe5fOzLbL3+vegMrV0Q20GSZSzO1llzdZWl3v8GsHO/juGdWjZt1TR6t665VZTG3fmAlWRkrEnJA6HMKUq1KSIiGjxDuZjB18I1FOCaO64jn5ltaYm/HKnoBEq1grtrIwUlilnvIrNgQW1OYrEJFaFnyytJRcZX7TlcjpETXwdFoWgW90kw3jp43NW5nVjoPJWKmLguZs2tTToWamSuXuqcz0SpVs3EFtoTi8mJt3P4yIMENtgEmauN5f0eodqobTO4faqGM+/Y899ccz/qiIcXnSzrcHaK9/fSvrlyKU9k5iT+/gNs2K7HGxDzgnpsSR25dAhZ7WbyYgHXrTvY/KfvJDhRxHbz56ioI7xh/18Coi93eK+Y3J87ulhqeeiRFPtus+DvO0A8dAS9Ub5iZW7pYgRAPLYflbZAqRChWikTnzp11eYny2GyqPB1a8jmReklVTGGjo/UAstrJKeKo4nMqW0mNNYaQdLKfPDvuvnHhwYZro0JepsXk6cPg70TlUriQx/vJpcSC1WewF5uuP9vmJ98joIO3P4CNvcI3t5dZKNTpDJ+1H6xoKkPuFGrJXZcJ/rmegeFMrd0sSM8ZyGV7ESWxDXVyIvzKYtdxezFDAls+H77F+h88y0tz8PcVBGtTqJaCaHRWwgM30W1XGRh8iib94rxTkJh6zXi+HQ6icCAmpHzJaLBAk7veVKJvqZKrIpKHIPPm0Jv6aNaFOPUpv2D/LTiZTL3AmDf1k3qQpBqSawy1ElEvbStUq4yP5Zhe1cUPXlmzl89mTPrPYQunefhGz4GCMMPt2mAfMiE3d9e6ejdIRwtr9bQ4xt/fqEpZsFrWbzpbx3+JQCiszkcHXqcXQYi0zk6HVvoce3m2ZH/5Mjol0lkg9y57QMv6PetBh9mvZvpFo6Wo/PPrtkvV0e9X8dka0/mZFnFa/b8IcH4OQ6NfvGK93UiLFb/dGoTC6nRNb794mGpMmcz+JEked3xBCBs/v0Dwpykf/vqJZYz0dP85he7OD39EFqdGZ3RuWo8wcLUMarlIh0D7c1PADR6C2qtiWxilkh6Eqe5B0mS6HPvayZzqQVki510IUKHvXlxwGCUuf3VWzGnIXDb87j9zY529Ry7ucxlAq5dyJKMSlZj1rtJ5dsboBi1jobBTj3H74WQ/f8NdG++g9mRJxqOjHXUM+YMVh9mq3gdLMwtllmCKLWcGBUkY3ZkMYfx1DMZERhbs+Z+8vQ/k1eXeYXvLWjUiwtMy5W59cIf0BKaKnHxZA6TbYBkZKzpfCej48iyekXv61K4u3eTDI9SyLZ2KYXFMsxWTpZ1WN0DpHM1UiBBVi/G0zqZO30o0+5PGxg9m6d3s75taDcsGnnU98ftV1OokbnE9Bl0Vg+Xz2kplkQf5KWjX8bqGmhMVN77+34GtujZsq9eZqlH7RX3u/m6H6AxmbE4e1cQkpOP/z0SEjtuW19czHK0iyeok6+l5OzN77XynRNdyLLUuHY33J3n35/ZhNsn+lmtruVkrpZ3uERdXm5+shzugCjnXo9pSd1Kf9O+Dci6DOW0g3jQhKwpUCwLYrBh9xtRafRcOPS5NbdXx+XjX8HZsY1wToyNs22UOWfndqqVUiN+oU7mVnO0zCSC5LOxhkLjWarMSXai8+1LNKdGZNxd/XT1qknGqywkghi0NiwGD3q1E717GrdPha//Why+Ic4e/PS6j3lpLEEdrfoCw1PHqVbL+PoO8Ief6+UPPrcVsyNAdK75HGWTIfQmHxMXF8euM6fH8N31BTZa3si2LpHRms6HGdiiR6OVOFczQZkeLTAzVuTAnRZ8fdeSDI/StynJ7DqVOUVRSIRXKsUj58W9VZTKREefo1LMXbX5CcDkuYf5lw+5yNYW2fqH9Q3XzkxyDkWRuXhWjAf16y6rneQzEbQ+0eulD7ibtvmmX/Gw8/rmkttbPvhtdr/5LwDYfaOZG18l5qiZTCeb97+d7s13kDOAt2cek3UOf/9uSulpklkfxkCdzIkFrV03mrh0KoevUywGRsOL7SlzkyUi4S3kUydQAKW4qDRbHGrCkzlMNg27/+h+dN7WIfehqSLebk0tY6+z0XMfHD3IrpvEuVBRZXjv4qLt4JCGi6eLhGcL2L0XmA9uoZBf3K9E0kq1qsKgiRKaC2CyiMUMk7un3aX5icfLZO4FwLa1m2qpQupSzUK5Fk9QjyWYH88ilwuUHnuKDY7Ii6TMuUkXIkQOjVAtlRmbP0SnaR8A9jbKHAgyl4oUiQXzbb+zFnLpMl/4yBl+8K/jjX/Tay3YjB30e/bT6xaDWCyYx9lpqClzeRRF4cDgWxkPH+EbR3+XTvsWtnbd9YL2QZIkuh3bmV1WZhnPiHK8Ae/6yJzR6mP7zb/MwK7Xr/q9PX33E3Du4muHf5NwavyK9nUycgxZUrG1++4fb5llZga1rMWsc6GS1VgNvnUHh9fRv+O1IEn07Vg9kuDy/EEUFM5MPwSsHU8QrDXRr6XMSZKEydZBJhEkmpnEZRaDa59nHzOx5ymVayGq6QVKtdXuujK3FAazB2sSIvlpgssCxzOJWbRGB9Ox5wk4F9UYq8G3qgHK0j5PpylAVak0ypN+0hHYfAeVUn6FOpetOT3WyyxBlIYvJXP7b7dw9OAw1aqGy8cebvz7qWeyDO81otGK747PPIlUhb3Db2/6DbPe1YgmuBL4AhomLxVIxiq4uzdSrZSa7NtTkXHMzh5kWdV2G/X+zLrVfyvMXnoch38L+prhRivY3APkinF0ajEpismi2mHDNj07rjPxid8OsjDbviSukK9y8WRuRb/ckW8FOX9w8dyY7d0YrR1o9VYsrj6hzNXc3pRqBbN3kMunczj8YgEjHZtssru//m4rXzszjNmqqu23Bn3nLNWiFkmf4cjYl/H27GsyQSlk45w9+GkG9zyApU3+43KcDz7e9FxZXX2tlbklgeGtUDfiKOZC7LjW1JL8AS3jCULjh9CbXI0y4uWoK61rldkCJBfEfu68Q7zDZ84biUyIVf9MQZTS6Yx2Bna8lovPfZFKaW1lp15i2b/7dcwnLyNLKuYSF6hUV5Is1zJHS5tThd4or0rmvvWPd/Po597G/EwJlQqcXrHQlM9EkdV2EpEy5fLKRVxFUZgeKRAY1NHdJwjgfGS2MY8xq3rQu4QyJ0kSw9e/m7mxZ4gsU8zaIbFwGSQJq6u/8W9agxWzo6cpay40USPjvfvZsM3AwBYDTv8WYkvIXKmQoVzMYHH5mB4pNo7niak/BlWZN1z7J5j0QqlKFyJotDIbtusbjpaHHhVzrwN3WOjeLFos9h94C8XUV1Gqa/fE51LzlIuZpsUFRVF4/rAHRbFS0kDwtOiDvFrzE4Dx579FIRtl4uz3AEHmxs+LuVQ2OYciuxm/VKVcVoQyJ4HG4CS/RJmr98utBnv3Voyu7sb/33yvOE9f+FsNkiRx65v+GQCtRxyb3b0BKhlSWT/WQbF9Q43U7b7JjKJAJS/Gv6V9c3OTRQrF7RQyY6h0GYqZJWTOriI5n2fr9TZkuf0CV2iqhD+gJZsMYrJ2YLR4sXk2Mjf2ND2bxUKiy6tqjHkA19yk5/K5EhePX0JvjDMf2tpUWjszWSGXtxOdDnH5Yjd6U4yqokJvax2V89OAl8ncC4B9m3gI4qdFLk2jzHKJ+YkOMdjbrNUXhcyZ9W7ymjRKpcrspdPEsjO4ECvJjjY9cyCy5uDqTFBCI6L/b3682fL3fbd9mXfd8nlAqJGJUAF7hyizLBerJMNFDgy8GQmJaGaSO7b+2lXVlHc6tjETO01VqZKIi5XOernpeskcwM0PfJwNu9+w6ndkSebdt36BUiXP3z50N6nc+lwhASbCx+iwD9Np30I0M0W5un6L6atBPTC8fo4dxvUHh9ex45Zf4YEPH8PuWT3EvK4+Xpj7ESBK51LR9spcaOwZrK5+TEsyctrBaO0glZwmnQ/jNAky1+veR6Vaaiiz+fQCBb04zlZkTm/x4IiBjIofnvtk02fp+Ayyy0OxnKXHtfgCtui97clcQTjc1bGeeIKfJHRuvAVJVjG1pO8NWpM5WLSOBnjnh7x8+BObmJ/bxaHvf5cjP0xRLFQ5d7TZ/GQ6dAxdScbXs6/pN8x69wtS5rzdWuoFBb1DQplJLAnvmeszlAAAIABJREFUbpcxtxSegFhoaqfOVColZkeeorvmdNsOVtcAJamCRWVHl4eFkniuZFniD/69h1Khyh++e7JlBYSiKPzpL04RDpZ51duandI+/6HTfO1PFkmRJEkM7n4DfdtfLVwAfWqqVQ2KJCYtZt8GRk7n6dm0EVXN9MPVuTK7bOn29J1Bcmf3ok4P8KPzn8Lbew3J8GijD+rM05+hVEiz+/bfWPUc1JErJvmHh+/lK4cWv29x9pJLhVbksMVCF9DoLehNrUu21Ro9OoOdbFKsjCfakD+d0Y7B4m0KDg+NP4u3d3/bd4re6MDi6mNhHW6mifBl1Fojzh5xTk88qiETFiS6TuYANh94J4VslPEza7sd10ssLRv2UlUqDHfeTrlSaLnA5/ANIcvqBpmTJKmWNdf63VHIxonMPs/kuYcIzwZxd2gaim8hG0Wjc6AokIisJI7R+TLZdJXuQS1dvYIAxtJz2IxibNZUAuids3j8YgwY2v8OZJWGswc/s+YxgyBzZnv3ClMaV+e2pr7A0PhhzPZuTPbF/nWHfwuxuXMNolWPoHF1dFAuKcyOF5mJnWFO+0VSz76ZwZ6NaFQ6dBpzwzF3eK+R88dEtuKhR1L4ujX0bdbhCezh1e9/GJXaztDQR/jyn+1m/PR3Vq1aarW4MDteJJ1U0Bu3UlZD8NTDqLQGrB1X329Vd3yeOicWzfqGdGTTVULTJbKJIFq9j1IJJkfLhKaLVJHRm1wUcwk03sXYhiuFUp6mqtg5+oQ4FzbPIFaVg2KplvFnEM+voumk4w3X0/3zd6K2CCVs+wEjajVEg2LOu9TRcm6qiEon5qlWzwiZ2CKhMhihmCmx7UYbpUKm7XUQgeEaMolgoz2mY+B65kafRmeQ0ehltl3TfK/d/Eqxb+ePCj+FhfltjVJ4RVG4dLpAvmAjPD1HrtCLrCpRll2rLgz+pONlMvcCYB3qRJIlEivI3GIsQZ3MGbVlghfTVCpXV+ZoqFgpG4pUVRXOXxJBuJaMeImvqsxtFzL01fTNBS+JEqKFZWRuk/8m/DaxYpqYL6Ao4OzU4+wS+xOZzmE3dTLceQcWvYdrN7ztBe8DCBOUQjnD+dHv8om/6mV68mlG559FLWubJuUvFrocW/mVu75NND3JPzxyH4XS2qVUIJS5Htce3JZ+FKVK7MfUWxXPzmIzLr4YRXD4lZE5lVrb1tVvKSZqBi9T0RNkiwnMjp62ZZaKohAcfXpNVa4Ok62zQZJcZmF73ucWBGF84QiKopBLL5DRFNCpTQ1itRQarQm9pKdfu5mDl/6tKe8vm5ilaBX36NL7Rihz7cssLfpFMlcPDv9pcbTU6i34+65tMjGBWpmlJGEwuZvI3FJlTpIk3vA+Nze+5j5s9gv82n2H+P2fm6BUVBr9ctlkiGhmCoepa0W2nknnIluMt1QkVoM/sFgeO3SNIOx1BQVWz5irw2j1YbR2tFVnFiaeo1zMNOzG28HqGaSiAqlYwpiFmfQiqejdpOf//nkXB7+X5H/+dSVp/dLHF/jW56K872N+brinuR8tmygRn2uumrj5jf/Ane8Ui2RanYzVoaJC7e90feQyVQa3m3D4xDlxtQiirkNRFLDPUJ7vwpd8E2MLh6k4xQr+/ORzVMpFTj3+93RtekWD+K6FI6NfpljOMrrwbGMCVifVS02QLh37CmcPfprA5jtXXcQz2joaiwrJ8CiSJDdMlZbC7t3UUOaKuSTRubNtSyzr8HTvXpcyl1gYweYebCw6zJw3Us6Id+dSMhcYuhOjtYPzz/77mtu8fPyrODu2klEJgru3X+TMtSq1VKm12H2bl5mgaNsqc/UyWaVaoZT+ViMwHCCfiaAzCpW5lRtmfVIb2KCjs0bmUoVgQ5mTct0Y3NO4vGIMMFg8DOx8HRcOf35FmXYrJBYuN5VY1rG8LzA0cWjF9XN2bKVcypGslexm02I87ugV+zZ5Mc/Xj3wEpWjCNvPLjb8z61wNk6qhPUaSsQpTI0WOPJZi/x2Wxv0XGL4Tx+AjPPbQ/0chn+U7/3wf3/i7WxpljSuOJSLI3FL198IJcT39vQdQZJgfewZ7z05kVfuM2/WgVMyKfElJYurCIyjVasMsaexcnmxqDrNDEO7R80Vmx4tUFBmjpVZRUMsGNfRdOZlLRSdQ6wKEg2ViYXHPuEw96LVWzPZulJyY++is3Xju2sOOzy6a2BlMKob2GBk7k0OSlitzJSy1d6zDd4HY3KKiLZXE9zbtSfPZ3/IxcvxrK/arUlFYmCmJ3sFksFGW7R+4gVx6gcTCZdydWqy2ZioztF2Dt0NFOnKMSkVDNLKRqcvit2fHi0TmqxRLdqqFCN0bahEa+p/OSII6XiZzLwAqvRbzBj+JM4LMdTt3cPuW/8vOwM8AgsyZdeJG1VKkVKiyML4+ItD2NyNioCiZCw0CI4XFapFjlZ45s0OLO2C4KkfL4OVFZa7d6kl0VgzyjpoyBxCdEYPeu275Dz5y30G06qsLYqyboFycFBPShfmzjC48S49r97oDyK8UG3038L7bvsx4+Dn+6bE3rqmyxbNBErk5et17cVvE9flx9c3Vlbk67MauRh/di4lypchM9Hn63PtQlCqXQwexOHsp5pMte5NSsUmyySAdq4SFL4XJ1kG8FhHgrJVZOk0BLHoP4+HnKOVTVMoFkqTw24daThQlScJg9jBY7adQSnPw0r83PkvHZ8gaFFSypknVsxq8q0YTmPUtlLmrJOpVpUq20L6f68VE99CdzE8+Rz672PuaTc5hMHuQVeq2ZK6OXbfeA8C9bz7LQ18S+1w33Dj7zL9S1CgEOlZOrutuc9lCbMVnq6GeNdfVr8Xb3YOs1pKomStUSgUyidm2GXNL4QnsbqvOTF/6ofiNNciczTVAWQ3VTApTViKRn2tSvR94v5t9t5n56w/MMDu+OGF57vEUf/PrM9z6Ghvv+ehKVTqXLJEIrV6y5/SpKVUEsUhmxPOwYbuhEe2wGplLZIOgzlOa72KT8U1oVHrOpEU1w/zkc1w+9mUy8Rl23/7BVfdhKZ68+C+AIDl1W/hGPEGt1HLk+Nd55N/fgn/gBm5/x+o9ZkZrB5maMpeMjGJ2BFrm/dm9mxvB4fOTz4GirEnm3N27iS9colhIr/q9RFgQkDohKKftVDK2xnHWIcsqNu9/G5Nnv0c21XrhB+ollk+xYc8DzMbPIkkyu3tEH/JqjpbL4wnWInNWVz9G3TcbgeHxzCyJ4gJGq3jmWvXNTdWiNLoHdbi9wlWwwDw2g7g/y4kAKl0OjXnxed1y/XsoZKOMnljb4TkRXsyYWwpnxzbRFzh/kVxqgWR4FO9yMudvNkGpGzQFNomF8hMjj3Fq6ttEHn0X/QOLz5NJt1jKvaXWO/Xgv0ZIRCtce2dz3l5g0MDY5bvZc+8RbvnZTxIcfYozBz/V+LyqVPnb79/NqcnvNMqElzrmXjiRQ5Zh+FoRsVKSKjhfhBLLhcmjVKtlNux+gHw6zML08WYyl5zD6RNk5vK5EqGpEgoSFoe41lVtkX3f/QN63nfPFf92MjKOtTaWXn5ezNu0Rhtd1i38zPsfIhsV7zmTu/V4u+tGE2efy+JxlJm4JOZIlYrC/HQRb8BNqTqAp/MC4elCIzYinyqiANXKg5SLmZbVE5G5EpUKeLuKlIvZhkFax8ANgOibc3fpCI41VwRIksTNrzSg1T5PJrkRo1nfWMSoG3dVJCd6bZTN2wRRl03t3V9/GvAymXuBsG/rbpRZqmUNb77u77GbxEQ6eCmNy1EjPXlBcq621FIKiu0VLQWm8s/T49pDMqggqyQs7tWJTN0E5YVirkbmirkKifnWE496T55Q5gRpi0yLB8xm9OOzXVkQbSvUydxUVLjPxWPjjC8cYcB7LdVyhdN/8j/kglc2YVwPdvW+mrff8ClOT3+Pzz357lXLMurlh72uPXjMomfgx9U3l1hO5kxdZArRRgP/i4XZ2BnK1SK3Db8flazh4twTq8YT1Pu0/APrU+aMtk5ysrjPXLUyS0mS6P1/7L13nFx3fe7/PtN72Z3Zme1Vu9Kqy7Ik9yYXAjbEtJjmYFoc4EICySWQXEi4ITckNyGQAKGZGBsT4AImBtwtF1mWLFt9pe29zZbZ6X3O74/vnNmZnZktkkkuv8vzevmFOHPm7MyZc77n+/k+z+d5ciYoSsbcUnqeWntlR0SjxY0pKtNecwVP93yFrJwlm0kTC80SVEeod25Do16eNNqMHhKpMIl0MQMtyzKhFTJLk86BXmO+ZJnlIyc+z6d+2PafIsVt7DoIssxk3zP5bdHgTL5vqUhm6Sh9NLgb96A3Odl//Un++sFmPvhZLy6vlmw2w5nDXyOthVp3aWFhKehp2Qg8Obahc6cRlUqNvbqNQI6ZWytjrhCuht34Z8+XSAABJvueobpuO0aLq8w7l2GtbiGjBjkWpUolvs/I3HLfmUol8bn7mpEk+Nx7x8hmZaZGk/zpW0do3KTnr+5vLukLyWRk4pEMS7OJolysks/v1ZLI9c1N+4SUv32rgZZtb6CmeV+RU+RKKMVW2ldHXUMNe1vfxvHRH2PxdOAbPcaJp/4ep7ebpu7bVv3+CiYWzzA8d4yrO+8BhPkULDuKBhdHGDr1Mx6/7/fwtOznDff+omyeZyFMNi/RQK6YW5FJVwhHTSexkI9EdGnZ/KQgCLgc3A27QZZZmDhVcR85m807FioFgUFVjVYWDGZhMQdCapnNpuk//v2Kx1Qklu2738rU0jlqbB1YjW6qzI1M+SuboIQWR0nGxMKrt0nHwmy6yLhBgW/0ZezuDrZc+X4cjhN46kTRc9/z93DBvYDFkWPmyhRzE4MiD7auRSd60TviyKpIXmEUmxfPEH90eSxv6LwRm6uNnhdXl1omYgHi4fmKzBwIR8vZXM/myt/PmXO4VfrmYjlmrqahFptTTW/6f2PT1zH+yNuKIj6sBVLu9m0GNBr40ddEYb7vpuJirq5VjPlTIzLbrrmXmsbLmOh9Kv96KObj3OTjvDr6U4LzQ5gd9UWS0b6TMZq7DNR37kPKQlrDa+JkqUgs975OOAGPnX+MqhoNNqeakQuimHO4aqmpVTPQk2RhNkUWFfZqMR4lIovUvG4vWsfq99tKyLJMaHEUd5OYr/SfFuOk1mQnm4hRVdtNZH6MTFaDs6682dTvfsBFTb2W5GKY5380w0Nf9jHalyCTEddxILyDavd5UkmZJZ9YTAjNxcmgYuAVoUIo13OvBIY7XeK3VZg5p2czeqODmaHDdF9hp+94iHi02Izsutv0VLnPE4tsK8oDPfViBJNFRTJTjVG/RHunWJhVmy+NWf2vxm+LuYuEfVsD4YEZMvHSlbPp/ghWoxhE00tiFeBSHS3lEXFRq7ca8ekHaavZz9JMHIdHv2rzKIi+uckLIVKJi3Pem+6PoJAfK/vmFPinxADgrDXg8BpQqaU8M/dawaCz4rK0MBcWTNfE4mmSmRht7gNMPnKC03/+I8Z/8vIaR7k4XNv1ft645684MnA/P33lMxX3G1t4FQmJxqqdOM0NqCXNf0o8QTwVJpYKFhVzSlTGa83OjSyIgrXDezUtrsvpn3kuz5CUHZCHj6DRmVbt7SmE2VZLSgsSKuzm5e/T4trL1NI5AoFxMioIp/1l++UUGC1uYuE5bur+b/iCA5ydeJRYyEdWzrKY8RWZnwD5rLnQCqllIh0hnUkUMXOSJOE0N16SzDKRjvJUz5eJJv34IxMXfZz1oqZlH1q9pSj8OxaaxWQV33stZk6lUtPQeSMTvU9y211O/uBz4sE6cvYRFnOfX5HFFsKsv7hirtqrxenWsPsaMTmxudrzPVUKA7SWzBLEhF7OZopYDxDs3szQYerX6JcD0duV1UioM+AxtqKWNPl+XQV1zTo+8aUGjh8K829fnOWTvztEOpnlHx9uK2rOVxAP5azFMzLhxcpGF1UeDZGomJAODXqpbdZhsanZdNnbeeufHEVSVX6M+0KimEv56qhtNXLd5g8RT4WI1VcxevYXLEyeZvdNn1x3L/MLfd9Go9Jx596/Qa+15M+ByS6y5nqP3c9j33kb7qbLuP3eX6EzWNc4orjfo8GZvHPgSidLBYUmKLOjR3HUdK5qWgPrc7QMBybJpBOCmctFaNx2ZyuXXSHGz5XFXHXtVtyNl3FhFVdLRWJZ5d3ClL+Hupzjbq1jS0VHy7wJSs4kRMmam50oXejxjb1MTdPlNGx+GwA22yOAeCZGjWCtWl1m6WnUotOL66auU3w/hZkLTYsxd6HA+EtSqei+4v1M9h9iyddf8XsrTFa5Ys7p2YykUrMwdYbZkaNIUnH2F4jeSLOjnsVc1pwifzTZPDQfGCFmO8wW8weRU4aiYq4w/kRvUNG21Ug4kGHTDgPVnmI343qlmBsWC4YNXQeZGT6SZ2+VsXjSf6bs9dh7IkrXLiM6ixN1BjJqXhMny5nhI9jdHVTXbsXVsIvx848hSRKtWwyM9c2SzaQw2Wpp36yl5+UI2QxkUVHlEc8lJSx+o0hEFkknI9Q0tOJ0axg4IxbmtUY7qZggAUK+MUJRD57G8sRB62YDP+3rZueN1WSyEn/3sUnu2iV6gWubtMzMbsdonEFvXMQ3niAZz4hcYk8fS75eJElV1g1XCQy32nPRQDlmTlKp8LZdyfTQi+y83kk6JdNzpJiw2LZjGK02RjCwlcYOfV5mefpIhG37TSwFq9DrwkTm5pGyoNL9ZjhTV8Jvi7mLhH1rA3JWJniheKKcSgpJpUESF04qFMfh1lwyM5fuFYVRcMcCGXWKNvcBUcyt0i+noGWHnUxavujPMDMQpn2v0BP7hsvLRf3TcSQJ7B5hve2sNeSZudcSdc5tLKUEMzMdFv0TbTUHGLpPGHHEZl77TD0Fb9j151zR8R4ePf3FioYoo/Ov4rF3YtBZUanUVFma/lOYucJYAgVKcPjSBk1Q1sLY/KsYdXZqrO10eq9lZO5ltDbxQAmXMUGZGXoRT8v+dfcUmOy1JHVg1VWjUS0/iBVZ56jvGPHcZb9aMWfIFXN7Wt+Mw1THU+f+ib7j3yetgVgmXNJnaTWIXoPgingCZYJXWMyBkFouhFcPSl8NLw18Lz9RXNigY+rFQK3WUr/p+qK+uUJmzmZfntAXGqAUoqHrIGH/OIGCCd3Z576KOif1KVfMFYb6buzzSjw80M1dHxPuaXZ3O8H5QbGS7BeLButh5iqZoMyOHiOdilG/ae1iLpNNk1HJqDNgdzTRUL2T4bljJfu98b1VXP16G1/5s2l6T8b46++30NxZfoyOBpcn2iv75gpR7dUSCtnRmhz0nTXQsX3tMV+BcFHU8IUf3ELX5Vbaa66g3rmNMd002Wwak81L5953rOtYqUyCIwPfY1fzm7AZa2h17WNoTjBzKpUai7OJmaEXcTXs4vYPP4bOaFvjiAImm5d0KkY0ME0sNFuZmfMIg4klX68Im15DYgmi/9Zoca/aN5e30ne1E04sYNBa+dMvtfH3/74NtUpbUswBbD7w+8xPnGR+8nTJa5HANNNDL9C++62kMgl8wX7qHEISW+voZmbpPFm5lG1b6WhZKZ4gGpwl7B+npvlyYrEGfDPbkZIPE0+FCcSmkVWAPYtKBYu+0kJwfCCRj9QAqGkV45vCzM0P54q5cPHC3OYDv4+kUtPz4rdKjqlgqUwsgQK1Vo+jppPF6bP4Ro5SVbetLGtb5e1ellmGfegMNjRaA/arHiSbNGKauQugqJizGIrjT5S8uf0HSxcTTBY1TreGiaGc3LTrJrKZFNMDInZFUVtM+c8RWBgsiiVYWkgzM56ia7dQC2hVerIqsDdsrXhO1gNZlpkZPpK33W/aciszQy+SjIdo3WJgdlQ8w6fH7fj6/MycX8JoUZFGg7suV8xFNm4yBeTHUr3DQ8eedBEzl4qK+VRgepRQxJMPpi8HtVpi7002/CkL//pMB9e/yY6rVkPnThNDw0JV5ajpxzcWp/d4iGxGpqXrMVQaA6073pRfoCuEkqVnNIj5VmEMjbf1SvwzPWzanUGlljh1qLhdIerP9fWPCWZOGNdk6D8Vo3mzkbklseAxfuo46gxkpdWl2P+347fF3EVipaOlAt9whGwWVAWSnsY27SUzc4lcz9t0k5hEtbj3sTSTWDVjTkHzDvFQvRipZTySZnEqzo6DYkJVkZmbjmNz69FoxSVVVW9gYeLi4xAqoaFqO1FiyIjQZ5vRgyniYOoXwno8PvPr6z+SJIlbtn+CrJzh+Ehpsy4IZq7Ztbza6LK2/af0zOWLOXOxAUrha68VRhdeoal6N5Ik0em9loycZiY6iFqjzz8YFMyMHGV+4gR17deu+/hme50o5jTFDcmKCcro4sl1FXNGi5tYaA6NSsu++js5N/k4T//qTzC2iwdLY3V5Zm6lo2XFYs5y8cxcVs7yxNkv5dnTlROnS8GpsUcq9uE1dB0kMDdAcGEkb3etFHM6vYQ296wux8yBMIAA8uze0mwf4xcep3rz1UAFZu4iZZYAFps679Jnc7WTSoSJhXwEF0aQVGrM9ro1jiAkknqjg/kVfXOT/c+AJFG3qXxYbSFiSTF2qjNgcTbS6trHyPzLJZNySZL4i2820dKl5+N/V8c1r68cwB0LLk+0l1bpm3N5NRw+dTeXve8hRi4k6Ni2/t5jX3AAt7WVy26qQZIk0UvS9UF8iXGiRth+3UdRa9fXb3xi9GdEEotc0/V+QCyiTSycysuSPS378bTs544PP54PHp8LDjE8t7paQpmgKTKzSlED9uo2JEnFRO9TRIMzeJrXLuYkScLVULlnEorZpMLeWEmSMOuryhZznZfdhUqtLWHnosFZHvu2MDrZtOft+AL9ZOUMdU4x2a9zdJPMxMre79aqZrQGa94EpVIxpwS+1zTtxTeZYrD/NpLRs/QPPrb8naQgDpembM/cxGCShvbl39xeK+5LHWIxa27cAmlLyWc022tp2XY7F45+l0y6PJNcWBiXQ1XtNhYmTzM7eqyiRLaqdiv+WeFoGQ3OYrQKY6qY52EWDr+BgeN6TBZVXoYNYNG7ikyWNucCsvffXH5Bob5Nl8+aq227CrVGn3f6VZi5RDqCPzpVFBjed0rM65RsTZ3eiqyCzCXK5EMLI8RCs/lirnHzLWSzaSb7nqF1i55kQhgEffnP0sRCaWIYuOGddWRR420Qc7PERTJziprmV5PfxHDbHzF4NkYmI6Mz2UnFguI5sThBMOqlpqG0l7UQze1iwdZaredv/72Vx6e2Y7arGRnpRkbC6e5lbjzB2cMBVKokLZuexN18O66GnUQCUyWRHzPjSYxmFdm0eCYrzBws980FF47TeZmVU88Wt9hMDR4llTAzPNSM06MlnZJ56v8skclALKkmHBf3+fzgK6iyEIvMX9T5+78Fvy3mLhLWTV5UWnXe0VLBdL+o7jOBMJYmMRn11quZPB+66ODupD9CdjgGsoTfOIU2aMCWcuOfXh8zV7vJglavuigTlJlBwcS17HJgc+srMnOLU/GiiASRNffaM3M15jaQIGPUEpLCtLmvYPTBw8iZLLoqy6+VmQPhqFnn6ObYYGmYeCg2x2JknKbqZcmF29r6n8LMBfLMXH1+m1Io+DfoaLka0tkU44unaK4WBWuH5yokSUW/7wUszsaieIJUMspT978Hs6OBnTeuPyzebBPMnEkqbkh2mOuwm2qZCl0goQeVpMFtKz9pAFHMpZMRnv/xx5n+2VeRsqC/+ibqr347AI1VxSHRNoWZW1nM5UwRrPqVzFwTwdgs6cz6AmgL0TP5ODOBC7zxss8jITEfHtnwMcphbOEkX3nidn726l+Ufb1h80EAJnqfIhkPkkknMOZklpIkYbWrMJokdLrysjubqw1rdUt+4nP2ha+jUmkw1ImJtsIGFyLPzF1EMVcIZbU/MD9IaHEEi7NxXWyvmNDvKmHmJvsP4arfhcG0totZJCkmCuoMmB0NtLr3EU+FmAn0luzrrtXykwvdvPsTq2cWFTJzq5mgVHm0+EMtjM9dQTrNhpk5t62YJbmi493o1EZM19zC7hvXF0cA8Hzvt6i2NLOl7iZAFHMZOc3YvFgBv/nuB3jzH7+I3rQc/nv/4Q/yL0++adXjKhO06aHDQOVMOrVWj7W6lYGc6916mDkQBjiL02dXLUBUai0WZ2MugmQ5RqFSMWewVNOy7Q30vfwg2Yz4HX2jx/nRF/cyN3GCW977A5zezUwuCYYpL7N0iv+dXjpfckxJkqiu3ZZn5pRipaSYGzsuJIqNe/BNJBkeuBkkFWfOPpjfx5+eo6pGU9IzFwll8M+laSwo5sxuMb5FF1zIsszCbBZdppGFMmNS91UfIBbyMXzm5+VOJYG5AUy2WrT68mYS1XXbCS4Mk4j6K/5+Tm836WSUkH+MWNiHyebh0PmvIUsJfE/exfOPBGnZbCiSBit9ucpv9bp3OPno39SW9MspaGjTMzkk7jmNzkht+9V5xUKh5D1mLL4e+3JOlp07RTHXuOP1QPn2go1AWchQHJ9r265CozMxfuFxOneZMJnE2PnOT2zlLx9sJ4GBV48ksdgkrA4nSFI+amSjUPIhZyPDJK1niMdkJocSaI125GyGdCxEOjIpZJYNlZk5gKZ28Xqho6VvOkMqZUZr6KK6to/ZsThnX1iic+8r6A1BnHV3YXXm2jRW9NzPjqfwNIrAcLXWgM64vDhW07IPSaVmZvAwO693cOFosKhvbmb4GH5fF2m0LMyLufcvvifOUW9PFpMr99yL96DKQjy6QCpxaUaF/5X4bTF3kVBpNVi7alnKOVomomLQnO4PoyJDOhTHvUc0VlZVQ9ifqmgeshYC5yeRZBUmlbiQ7UPVhAZ8BHyJVTPmFKg1Kpq22S6KmVPMT2o7zNS0mCoyc0vTcZx1xcXcr0NmaZbE4Kz3NpPSyjQ4tjFdV4ybAAAgAElEQVT0nWepPtBB9b424uso5mRZvujCWpIk9rW/g/7Z50skdopdf3NBMeeythKKzxFP/Xop/HIyS6POjk5j2pDMcibQxw9e+qOKhhzTS+dJZxL5oHijzkZT9W56p58tiSc48vCnWPL1cdO77suv1K8HGoOVlBYM6dKJeotrL7PxURImFR77piIZ5koYrWLF8vShf2LH3vexr+33OB98ib6Z53Bb2zHqildtrUZRzK3smVMkteWYORn5oorlJ87+Iw5THQfa34nDXF924lSIycWzfPxBNxOLZ1bd74W+7wBwpP/+stdclbcbk62Wid4nizLmFFjtqoqsHIjrv7HrZib7niYZC3Lhpfto2/VmgqkFHKa6sr+HQWtFLWkuKji8EMpqf3B+kNDCSN50Yz1wNexmYep0fuKdzgWor6dfDpadODVpEezd6hasQjmpZSV8/em38dyFZQOJQmbOv4rM0uUV98GxXABy+zqZOVmWmQsOUrOimDPpHextezs9Sy+Skte3EDEXGub81JNc3XkPKklcH21uMRlXpJaSJBX174UTi/ROH2IpOlUx8gOWrz+lmFvN0MVR00k6GUGt0a/q4lkIV8NuspkUizPle9UC84PYqltRqdSE4wtF93mlYg6EEUosNMvY+cfofflBfvKla0BScecfH2bTHtHLNuU/hySp8NqFRFRRElRytKzKOVrKsoxOr8Ll1ZRkzfnGXsbp7UarN+ObTBGLuqjruIGhsUOAhDYJ84kJHG5NSc+c4ujX0L7MsOisPrJpLYuTNkKBLMkkmFRNZdnDpi23YnE2VsycqxRLoKC6blv+35WY1UJHy2hwFp2lmmfOf5U2+60kZltY9KVp6y6e9yjmVAr7b3NqeO+nvGi15Rel6lp1TI8uh5A3dB1kYfI00ZAPf3QiL7mPG4qvx96TUdx1WqpqxDjXdeO9AITmL23BVvSVm6muFedHrdVTv+kGxs4/xr4bLdzzKXFfveXebrbsFIV475kk1TVqJJUKvdF5ScycSmfCH50gxSJq8xL9p+NoTeKZHZzpAzlNKFK7qswSlpm50YHl6252Uvzb6r4Mp6cP31iMc4cDtG17gkjEhdpw3bIb7oqieHY8ibdRRyQXGF5YwGt1JtwNu5keOszO652kkjLnXxLzv3QqTsB3Br+vC5NNS995UeS9cihMc6eeV19KsuMaYa5W7exHlRHnV8kV/E3Eb4u5S4BjWyNLZ8Z56GNH+Ijl3zj3+ATT/WEcVnHhKMWc3SKkOBcrtQz0iMmixSgmp7YhF/OnJslm5HUxcyAcLS8ma25mQKxUeDssuFtMJVlzClYyc1X1RmKhNNHgpckPVkKTSIMMCzpxLk3TBgI9k7S/9zqMXseaMstsVuYTu57m/j85e9GfYV/b7wEib6kQY7lirrAXS4knuNSeqEw2zf965GqevfCNsq8vRabQa8wYtMsrkZIkieDwDRQbz174V5489yUuTD1d9vVlt85lKWmn9zqG5l7C5GzID8bjF57kzLNfYcf1H6Oh68Z1/32AUNyHrAJtsrTgbnHtJZBZJGZRryqxBGjcciubLvs97vyjF7jhHd/g5p2fJJGO0DP1RNlcQp3GiEFrLWHmQonyMktnLp5gozmCk/5znJt8nBu2fBiNWofL0sL8GtfHgO9FwvF5Hj/7DxX3SWUSHB18kFrHFmKpIEcHS932JEmicfNBIVXLOQiuLOZsqxRzINi9ZDzI4Z9+gkRsie3X/iEL4dGyEkvlb5pX9LRcDGxVLSBJBOYGCS2OrqtfToG7cTeZVBz/rGjKnx1+iUw6QcM6+uUAokkxrlgtXmqaL8fr2IxBa2VkncVcKpPgleEf8/MTn8svlGyEmQM4+mQIjQZaN69PFhmOzxNLBUuKOYBrOt9HIhXm7ORjZd5ZisN99yEhceWm389vsxlrcFlbGfIdLfueM2O/ICuLZ+HEYmlvmQJFZjk//io6gw39KqYmzlzfnLtxT9n4gnJwN+zOHb9UapnNpJkdOYrDsxkgx8ytr5hr7n4dBouLQw99kCf/7V14mvfxtj89XpTTOb3UQ421Ha1GPBst+irsRm9FR8vquu0kon4iAbE4523SMTO+XHDLsoxv9GVqmi8HwDeZwuZU07XvHQQyfsyYMUVhNjxEVU2pzFIxgSjsmcPgIxl0MTmaZW5G/F52Q3PZYk6lUrPlwD2M9z5BoMzEd61irirXF6jRmXHWdpfdR9m+ONNDLOzDZwwSivt43Z4/zu/TuqX4HlCk3Ovty21o05PJgG9iuW8OYLL3afyRCbz2Lmya6hJmrvdkLC+xhGIX10vB7MhLeFr2FSkNGrfckpPED2NzLApmymCjtkGNySwhy+CqEb3NBnPVxffMLY6ic9fl71Vj7Sj9Z2L5Yi4wLuZKaakWo3n1UG27U43dqWK0gJmbnRLH9bRchk6/wPkj/STjcxiMhxns/R1CS3JBMTdSdDwlMLwwY64Q3rar8I0eo/uACZUKTub65uYnTyHLafyzm9l1tZmjzyfQ6cU5c3rFb3/jm4V7p9Uyi4S4fhSDrd9E/LaYuwSkzHaio/Mc+vJpZBkGXvQx3R+htk6cVqWYM2rFgHqxBiTB85OojTrs1pxRwVA1C+fERMy5gWIu4EuwNLuxPrbp/jD2Gj0mmxZPqxnfSLTERjuTkQnMxqlawcwBr7nUMugfRZsCf3IWZIg+PYbaqKPp7QcweO3EZwPI2dLmcgWnnvAxejrAI18aYKrv4n6PGls7be79JZPl0flXcVvbMOmXZUYuqxgwLrVv7uTYzxmYPczLQz8o+7qSMbfSlc5hrt9QcLhSxB0f/lHZ18cWXkWvtVBTEDXR6b2WdCZBzKIiEpwmFprj6Qfei9OzmSvu+Jt1/20FiznGUx0tvVYbq3aBBAlVatVYAgCrs5Fb3vsQte1CW9/iuowOj/j3yn45BTajh1AZAxSVpMaoK2YX81lzG+ybe+rcP6FVG7hu84cAqLa0rMnMKRbzx4Yeqmi+c2rs50QSi7x9/z/SULVDSJPKMNANXQeJhecYu/A4QN7NEqChVUNT2+qrrw2dN4Ik0fPit6iq3UZt+zUsrlLMgRLqe2nFnFqrx+psYnGmh3Bgcs2MuWcvfIOvPfUWXhn5CY56MYlUjDAm+p9BklTUdlyzrr+tMHN3/sET2F1tqCQVLa7LSxwtK2ExMo6MzFJ0ilNj/wEsM3NqjbSqAYrLK36PoZ44TZ0GtLr1PbaVa6bGWipFbsox6+XkfiuRzWY43H8fWxtupdpSHObd5j6QZ+ZW4sTYzzDphIR1tWJOb3Sg1ujJZtPYXG35MWxs/gSf+mEbPz723wlEBYusOFquV2IJQp6r1VuYmzjBY2f+np7JZQOg4TM/J+wfZ/P+uwElT3JtmSWIoO+uy99FJDDFtmvu5Y6PPplXAyiY9J/L98spqHV0V2TmXDm2sdAEpVBmKaSHc3hyxdzcZIqaei3tO+8kYZBQh6MY4jAXGcbhyZQUcxMFGXMKEsySCrqZHE0zP5tbiLY2E00uEU2WLgB3X/l+1Bo9L/yfPyoaX1KJCNHg9KrFnK26FY3WSE3TXlSq8oWBweTEZKtlYfI0scg8FzI91Du3s6v1ZryN4l4oND+BZSm30t+8FpR4AsUExd24B73RwXjvk/gjEzjNDdixEzdKGK2CpUvEs4ycj9NZUMwZrTVotEaCCxfPzKWTMeYnTuJpOVC0vWnLrQCMn38839us9L22bRbnodqjFHPVFy2zDC2OonIuL6DU7Zyk/3QMbc7AaGlCFHN6e+O6jtfUrimWWeaKuZZucc9q9T00bHoaSDPQ+wZCSxks9noklTov+QRhJrgwk8bTqCMamC7ql1PgbbtSmCcFz7LpMiunDolx2jciFtn8vi6ufb2FxTkZdy6LMRRVUVOrZtdVHrKyOH86g/DA+G0x9/8Y4uEUD37kRR79tpgkf+hru3C1WpntDYiMuSoxwNk73GitBojFMJjVF13MBXomsXXVYjW6kZBwR1oI9gn2YD0GKAD1WwRjM9W3Mbnf9EAYb4fQv7tbTKST2ZKJR9AXJ5ulhJkDXnOppX9xEFNW/B1dEnyvnqHxzsvR2U0YvA6yqQxJf2Xd85PfHMZSpUNnVPP9z5R/oK4H+9ruYnzxJFMFk6HRhVeKzE+A1yxr7umerwAwNHe0rARyKTqJ3VRqBuEw1a3bACUcX2Bi8RRqlZYToz8t+3dG51+hqWp3XmoFsMkjzC8W1QGQZR77ztuIBKe56T33o9FtPCh+MZKTaoZK7xdbcvkaq3OWX9ldDQe3fgwgL5MrOb7RU9YAxayvLvrOcHHFXCg+z5GB73FFx3vyk0aXtQV/ZCLfvF8OvmA/Jp2TdCaRD21eiRf6vkOVuZHuuoNcv/lexhdPli02lFXovpdFj00hM/fF+9z8wwPukvcUwmhx5dmO7df+IbKcxR+ZWLWYKwz1vRTYXO1MDTwLslwU5LsS2WyGn7/6WV4d+Qlfe+rNfOGZg0w2qbkw/ChyLmtPTODWJ/+N5nrmTPrl/rpW9z4mFk6RSq+9QLaYYzkkScWh818Vx8wxc54286qLbA63Jh8Ns9F+OaAsM6fXmKgyNzEb6FvzOOcmH8cfmeDqzveVvNZWcwB/ZCIfTaEgmY5xduJR9rX9HnZTbT4btBwkSVp2VC2QtL06+hMWQiM8dvbv+e8/bOF7h+9FtonfS+ktWg8klQpX/U7mJl7lp6/8Oc9e+Hr+tdOH/glrVTOtO95IOpMkngoVM3O6KiLJypPk/bf/NXf+0Qtc9/avolYXL4KkM0l8wX5qHcXjVJ2zm6mlnrILLQpzpfRQeZu0zIyl8vsq5ifuJmEG5ZtMUdOgRWe0kzKq0cWyWJJaZDmLwTtMOJAhmVhe3BwfTOB0azBblwupUHwGVbKmqJjz5u6tcuycxdnA/td/npEzP2fgxPKiX2CVWAIFKpWay1//l+y6afVezarabqYGniVshsX0LDdv+ziSJNHUKeY7JcWcoVhmuRYa2pR4gmT+c9V33sjYhcfzxZwpoSahl0lnxT5DPXHSaYqYOUmSsFa3lHViLIR/tpfh0+X7DH1jx8lm03nzEwWOmk4szibGzj9GNDhTVMy0K8VcjpnTm6ouSWaZsSx/J1fXOANn4vn+tKVxsbBgdq+vmGtu1zI2uPwsm5lMYzJLNHXuAtQ43X20bXsCV8Me/IsdhJYyqNSaXM/9SP59c1MpZJm8zNJUpphTTFAmLjzJjmv6ScW+wSNf/12O/fJzINWQSro5eKcoStU6ca4u9GS56XYTao2aTC5L0uxsQW9y5s2QfhOxrmJOkqQRSZLOSJJ0UpKk47ltn5ck6XRu2+OSJNXltkuSJH1ZkqSB3Ot7Co5ztyRJ/bn/7v71fKVfL0aOz/G57T/h0FfPs/Nusbpv18XwbrYzdX6J+bEoNpOYBJvrHZg8VmK+EPWbrRctswyen8LWXc+2+ts40PEunA2NREfF6vx6euYK91ttBbgcZgYi1HYI++CaFuEQtbJvTgkMd9YtDwgKM7cw+do6WvoXB3DoxEqZIaEiqV2i7b3CKdHoFYNPJROUpdk4Lz88zQ2/38QbP7mJIz+epO/oxQ2Ae9vehiSp8kYokYSf+dBwkfkJiIeMXmO+pKy5icUz9E4fwhzZSjIdZWKhdGK0tCIwXIHDVM9SdGpdPYK9M88iI3Nw68eJJBbpnXqm6PVsNsP4wsl8v5wCi6Gaeud2ZlKiCJvsP8Rlt34mv3q8USgTiIy/9MEcnuxFm1uoXouZK4fLWt7Cp29/ie66g2VftxpqyhqgWFdILAH0WjMmnXNDjpbPnv86qUycg9s+nt9WbWkhK2dWzZrzBQfY5L2aLXUHeeb8V0sKv8XIBOcmHuPKTXejUqk50P5O9FoLh85/reRYFkc9Tu8Wwv4xYV5iWl6VtVhVWKzFj4UL04c43Pfdom2tO96IweKi8/J3sRSbJiOnV2fmXgOZJYi+uVhIMKer9cz1zTxHIDbDB67/Ph+/9Vd01x1kvirLf4S/zz8+eiuzIy+tu18OyLuDrizmMnKascWTa75fuaav2vRezk89xfTShTwz5+0wszRTWWap1UrYq4X8akNOlqEBJElFtbWl7Osee2dZA5eVeL7vW1gMLnY13VHyWluNYBOGV0gte6aeJJmOsrv5TTRW7VyVmQPyE7VCSdvA7GGaXHv4n2/p5cqOuznc9x2+/Mq7Sdx4NY1bX7fm5y6Eq2E3UzMnSGcS+SJ3bvwEUwPPsf26j4p+udz1aV7BzCVS4YomR1qdKc/8r8RsoI+snKG+DDMXT4XKyt8NJieNm2/mwkv3kc1m8DbpiEezBBZFkTU3dhyVWosrl9npm0hSU68jFJ8jJaXRJ8CuEteoVC2cr5fml8eKicFEUb8cwFJ0Gr3kZXJkuZhrqROLkJVcdnfe8HFqmvby/A8/QjwszttaTpYK9hz8E1q3377qPlW1Wwn7x/HVgEljY3+biM9o6zaiN0jUtxUvYls2mGVZ06BDrYaJoeX7rnHzQZZC46SzSZzmBrShGLK0zF73nix2slRgrWopm5FWiOOP/k9+9c3fzefnFSJfuK9g5iRJomnLrUz2PU14abxo0a1ji/gNL1VmmYyHSEQXSegl1CotHtsmjLWjTAwmyCDmfYGJsyTTZlx11WscTaCpXcPkaJpUKrcAMZWhpk6NVm9CZ+yiofMprM5+Nh+4G7NVRdAvrjmrs7moKFYCw911aZKxQFmZpcVRj7WqmZf+49NkEu+ke/83mB0+TfPW1xGN/BXVdQZqvBq27dERjko43BoiUYmDbxRzWUkjnn02byN2V3v+Gv5NxEaYuRtkWd4ly/Le3P//O1mWd8iyvAt4BPgfue2vAzbl/vsg8DUASZKqgM8C+4F9wGclSVrbRuz/MsSGp6mbepk/+NZlvP3bt6A26lg6O4G3y85MbwBZljGqk+hsBnQWvSjmZkPUb7EyeRHMXCocJzI6j727nms3f4D3XXc/lrYaUtPixrV7NlrMrd+EJRFNszARo3ZTrphrFQzdSkfLfDFXyMzlJJeLvwZmzpOTDZnDRqhN47lBrHwavGKVpVLf3KH7x8ikZQ6+v4XbP7EJh0fP9/707EWZoThMtWyuvYFjQw8hyzJjC0K+1byimJMkCZe17ZKYuad7/hmt2sD0390DiElOIWRZrljMOU31pDOJdT3kLkw9jV5j5vZdf4FBa+Xl4R8WvT4duEAyEyvql1PQ6b2W8dB5ZIRkZe9tf76Bb1iMhfAYOkmPHA2XuEvNDB/BljIgIeFxdG342JIk0Vazv2JIss3oKZszt7JfTkGVpXHdzFw6k+SZ8//CtobbqCvo91OKoEoTp6yczRlZbOKm7o/ij0xwYvRnRfsc6b8fGTnf02TQWbmy4z28PPzvZRmxhi5RzBqtNauGTgP87JU/56GX/luRDf9lt3yad392EJ3Bmv/cazJzr0Ux516eKK7GzB0b+gF6jZmdzXewreE2PnTjD3iz6W6qg1rOTz1FJpNaV76cgkjSj1qlRadenshtxARlITyKhMQdez6HWqXl2QtfJxpMYzCrqaozril/V0xQCpm5gdkX+f6Rj1Ycv3zBAarNTWjV5dUbXnsXs4HeVce/dDbF6bFH2Nd2Fxp1aY9aU9UuNGp9idTy5OjDGLU2umqvp8G5g+mlnoqmSrDMDiuZXulsiqG5o3TUXIXH1sF7rv5X/tfbR7ip+6P0+F/gxPjDFY9VDq7G3UQksQjpC4mswtOH/gmNzkz3FYJxVCR61hUGKLDsZroRKOHgSsacAsXZcrpC39zWqz5E2D/OWM+jJfEEs6Mv46rfiVqrJ5WSWZhN467X5hlWc8aAQ1uDRqUjbRaFeqHUcmIwWdQvl8mmCcfnsOg9TI6mmZvJoFZDS70o5hYrjEkqtYYb3vltElE/L/xEOBXnmbk1irn1wOntJq6HoB321d+Z7zm859MevvZkBxpN8fit05jQqPXrlllqNBK1zcvxBCDGxFSOXHWa6mFOLJhP+oXMsPdEFJNFVSRRBSEdXUtm6Z/pQZazHPn5n5W8poSFr5ToguibS8aDLM32FhVzbSuYOYO5+qJCw5Ue95gqQbWlmVpHNxnLMLIMk+PinMf8UwQjHtxrxBIoaGrXksnA1Ji47man0njqxPhld+/BYp8GNHRedhdWp5rwkijmbNUtRQYoSmC43Sm+VzmZJcDVb/4Se2/7C256z8P88r6foNI/wc13P4BvbB9VteIzX3ubkdEJDdtucGMyq7jyRvHdtGZxzqubW7C52v/flFnKslzoc28GlCfCG4H7ZYGXAIckSbXArcATsiwvyrLsB54AbrvYv/9fhZotLtTJOFZjGpVahW1LHYFzE9RudpCOZ5CQUSfjmOtFYWH0WInOCmZufjxGLFxZSlUOSii5fcuy5belrYZsIIjRLGG0rC+I2VqtQ62RVnVNW4nZIcX8JCezbC7PzC1OlRZzOoMam0v3msosU6kYoeAkne6rua3tT7AOmFC1qPKT0dWYOVmWeepbI2y5upqGLTaMFg1v/ewWep6b55VfzFzU59nf/g58wQFG5o8vm5+sYK1AxBNcbM9cJOHnpcEH2FHzdjITLWQX3fTNvFC0TzS5RCoTL2sLv5Hg8N7pZ+jwXI1BZ2Vn0+0lUkvFgrzcd+yqvY5kJkrrLR/i1vf9qERytBEshsew6cQgGwlOF702M3KEbvPlvG7nn6HXmPLbA+cnOfmpH1y0S6kCm7GGSHyhiPlatZgzN7JYwQAlK2dZikzRP3uYIwMP8P0jHyEQm+Hg1o8X7acwJ5XiCZaiUyQzMWpsHexofD0uS0tedgvi2n6h7zt01V5PTUFUw/Wb7yWdSXC4/76SYzbmirnCCUI5xJMhhn1HiadCRSY+KrUmHwqtTPiqzE3lDgHkeubi85f8+9hdQsIlSSrMjtLrHUQh8MrIj9nV/Maia6S+6QCmpRQyWdI6FbXtV6/770YTfkw6Z9EigNNcj8NUt65ibj40gsNcT5W5gcta3sLh/u8SDgcx2rQ4vHqCc0kymcrnpsojxvlCJ8sjA/fzdM8/Mx24UPY95WIJCuG1dxFLBUsWL4qOEegnnU3mnStXQqPW0Vy9hyHfcjGXzWY4NfZztje+Ho1aR2P1TtLZJDNL5T8niAwzWJZZji+cJJmO5ntcQSygvW3f/0anMTGyRnbdSrgbdpPIzcETqTCzc+foe+Uhthz4/XyUgrLYsNIABajYN7cappaKnSwVKMZNU2X65mRZZtwwh9rp5twLXy8q5uRslrmx43nzk4UZIUOrqdcyGxTF3N59f0jHrrfgdWwmqhbnWynmkoksM2PFGXOhmA8ZmSprHb7pDNPjGarcauwmD1q1YVVjJlf9Dvbc8mf0Hvseoz2PEpgbwGBxFUVTXCyqvN3Mu0DKwnWdH1j+m14tu64qDRqXJAmr3rUh9r+uVVfEzNndHaid4rc3SiY04QQqNEwuniEWyXDmpSidO42oVMWFpLW6hUTUTyJWXhEkZ7P4Zy+gNzkZOfNzpgbF81uWZTLZTFFY+Eo0dN2ElJP3F47VW3cLZrG1U4wLelMVyVgg79a7XijFUyizhNvahtfeRTg7BFKG0YHl4i0UWTuWQIHiaKn0zSnMHED7bsE+1nXchtHqxupQE8oVc9aqFsKByXyEiBIYbraUBoYXom3nm9j/hr9i8747aN7akO+bm59K4KoT1/q1t5nIZCUe+WGMa241ojeIc1q/WfTKOeubsbvaheQ089qa9v1nYb3FnAw8LknSK5IkfVDZKEnSX0uSNA68k2Vmrh4onN1M5LZV2l4ESZI+KEnScUmSjs/NlW/0/6+EvcMNksRSb65nbVsjgbMTeDeLQkJNhmwojKVBDGgmj43obJAGpWetd33sXDYr7POD58Uk3NZdWMy5kWQZT/X6b1yVSsLu0bM0vf5ibrrAyRJAb1Tj8JZmzSnM3EpnzeoGIwuvoQHK0qIoiFyuzWw+fAX6RQsp8/L5XI2Z63lunqm+MAc/0JLfdvD9LdRusvDAp86tOpGqhD3Nd6JR6Tg2+BCj869SZW4qK8dz5bLmLmYi+0Lfd0imo2zRCFVyur+LvskX8seKTiwwNyukAZWYOVg7ay4QnWFqqYfNdcJ5cm/LW0uklqMLr6BTG6m1by55/yaPMJJQt7TnV9cvFouRMZxG8V2igeV+v0hwhtDCCDtb3sSde/+66D1jPzpKz9/+B/HZS8sZtBk8yMhFK7yheLHDXSGc5tLgcFmW+f6Rj/KH/2bikz+o528fuZpvP/tunuv9JtsaXsfW+luK9q8yNyIhVXQ8Lex9UqnU3ND9YfpmnmM8J7ftn3meudAgV2+6p+h99VXb2OS5mkPnv14Sbl236ToklXrNYq5v5jkyshhnKvU9rYuZM1STyaZIXGJEh83dzmAbzLdYKi4YnJ98kkhikctzrrMK3I170Oae09bGbnSG8hlU5RBNLmHWlwpJWt37GV6HCUqh2+cNW/6QWDLArPlXGG0a7B4D2YxMeKGyaqLaq8VgUlHfujzBUuRf5wsMPQrhCw6U7ZdT4LELM5HZpcpSS4WVqHduq7hPq3s/o/Ov5Bd+Bn1HCMXn2N0s8uUanEISuKrUMiwmXZZc3pSiPigs5kD0NjVX72Fk/njlY5VBVe1Wksbl6c6xF/+RbDrJ9us+uvwRcvf8SpklXGQx5z9X5GSpwGpwY9FXlzVBuTD9DA+8eC90dzN67pfY7GKhcWYsxdJcP8l4sKhfDkQe3cxSL2qVlut/54vs+53PUu/cjj8tjq8Uc1MjSWS52PwkEBPH91TXIstw5ngCl0ctMu8s5R0tC7H31s/g9G7h0EMfYn7iZH6x5VJR5e0magJTFGrcW9d+A+J320hfbn2bvoiZkyQJU70w9lJF4kiAKV3PE4QzImEAACAASURBVE8c5UbXGXqOR9lxZWl+niL3rpQ1F1oaJ52Msve2v8Bkq+XIz/4UWZY53P9dPvxvJvpts1gayrcMGExOanLh6ibr8ljd1Kbl8HgjV99szO0nrtNEbHU375LPlvvMS4kZXNZWvI4usnIKe9MMA+fUKM266wkMz3+2XNbc6GAaWZaZmczgrRcFXuu2G5AkFbsP/gEAVodmWWZZ3QKyTNgvnqcz40msDjWZlFhsqsTMFWLn9c583tzidDLPzO0+oMdiE9/l4B3LC3wmp2jZMVU1YnO3I2czhAuycn+TsN5i7ipZlvcgJJQfliTpWgBZlj8jy3Ij8CDwkdy+5fRL8irbizfI8jdkWd4ry/Jet3v1Rvz/CmgMWmwtVfgviGLOvq2B2JSf6tzKqckkEZ8NYq4XxZ3RYyWxGKWuQ1xA6zVB+ds3HeGLd75EoGcSSaPG2l6Tf83SLtznXLaNhRU7vYYNMXNKAHptx/IAVtNiLu2Zm4pjc+lKXNaqGowsTsQ4c+J7PPfU5zb0WcvBvygocGdVO0PffR5bVROR6Ex+NUprM6I2aMtmzT35zRFMdi1XvGW5KNZoVbzzC1sZPxfk2fs3Hvpp0jvY3vg7HBv+ASPzL5f0kilwWVpJpCPrloAoyGYzPHP+X9jkuQbJJxiX9MBmwukZZuf7OfWZH/Jw6x/xwqdFX1T5njmxbS0TlN7pQwBsrhXSs60Nt6LXWopcLUfnX6WxeldZFzK7yYvX3kXfzHMb+o7lsBgey7NVkcAyMzebD1Y9UPKexLy4r2LTG3uYrYTNKO4tpW8uK2eJJBZWZebCiQUS6eV74qmer/B0zz+zp/lO3nnlV/nYLb/k828+z1fvjvLxW39ZIvHUqvU4THUVmTlfQPS+eGxionFV5z3o1EaeyrFzL/R/B4PWyp7WN5e89/ot9zIXGqRn8omi7XqjnZ3Xf5y2XaXvKUTP1JNo1HokSbVqMWfRV6PXlg8Kho33tFQ8TlUTQRtM2EMlphsKjg39AJPOUVI0V9dtR5vLEzI3lC5IrAbBzJUyDq3uffiCA4TXmOwXun12eK6i3rmdxfofYbRp8o7ES6vEE7znkzX85XebilgBhdnpmXqiZP9Iwk8ksVjE1K6Ewhit1jc36T9bll0qRFvNAZKZGJO5DMQToz9DrdKyrUEIbzyOLjQq3aomKLrhBnTn2tGlxKR0YPYw1ZZmnGXUBi2uyxlfOLGqYdBKqDU6sjYL6px7XU/Pj2ne+jv5qANYDrW3vmbMXE+J+QmIoqHW0V2WmXv09N+Kv1vbgYzM5IXvojdITI8l8Y2JAtbTlIslyNnqK8ycstgDovgOJiZQG0Ms5bLmlIy5xoKeuUBUjK+NteI5MXA+hdsrjrGeYk6t1XPjO75NeGkc3+ixVc1PNgKDpZqUQYUhpUJnsK39BhTH3PU/Y+tbdSz60kTDy0HTmqoakOGHf/NTAKZPNZM0XeDOD7r42pMdfOQLpc9YW7WQpFaSWvpnxKJLTdNl7Hv9XzIzfITh0w8zMvcy2WyGOTfcN/JZHnzxI2VVHoqr5cqFt5paTf5ZosR5bLRvLrQ4iqzTEkn6cVnb8OTu8+bLpxg4m8g7Woai3nUzc546NTq9xNhgiuBSlkRczjNzVbXd3PM3Plq2ibB1m1NNaElcnytjHvKB4UqETgVmrhC7rneQSsqcfMZPeClNdY6Z02olrjpoRKWCG16/XMzpc9JWU1VDXh78myq1XFcxJ8vyVO5/fcBPET1vhfg+oMwKJoBC25sGYGqV7b9xcHR5WOoVqwX2rYKmzc4tIGlUmC0QmQ7mZZYmj1j9tdlApZbWVcydemKW4/8xQ8+z88LJstOLSrssp7S0icLOriuf+Vbxc3sNG2LmZgbC2Fw6zI7lwb9c1px/Ol5kfqKgul4Eh585+T1OvfqdDX3WcvAvCoZi9O+PEx6cpf6yfchyllBIXEaSJGHwOoitYOZCi0mO/HiSa9/ZiN5ULEs98OY6Nu1z8oP/cZ5ELMNGsa/tLgLRaXzBgRLzEwUum2Cq5jZognJ64pfMh4a5aetHWRgXDKctKkx3fvK+j3HuCw9j31LH7LB4WJQr5uwmMQCuJbO8MP00Rp09n7+m0xjZ1XRHXmqZlbOMLZ4ocessRKf3Wvpnnyeb3fh5VJBIRQgnFnA7BWsQLZBZzgwfQaXW4m4sPc9KMbdWzuBaUILDFelZLBkgK2dWLeaAvHlJ3/Rz/PDoH7Or6Y28//oHuGHLvWxvfB21js3oNJXNK6qtleMJfMEBNCpd/m9Z9FUc6Hg3RwcfZD40wvHhH7Gv7feKJIUK9rS8GavBXdYI5ao7/57uK+4p2V6I81NPsslzDR7bJiZWKeaqVmHlYONuc5UQSM2DBFlJ5pcnv1Dyeiod58ToT9nTcmdJr5hGa8DtEAWx3lV6r6yGaHKpyPxEgdI3t1reXCabLnL7lCSJ67fcS9LZj7q1H7tHfM7VzKm6dpm4+a3Lfz8UmyMcn0erNtA7faikH20uKCYkNdZVMr8sTWjU+rxErxwm/Wfx2DaVsEuFaHeLxZUh30vIssyJ0Z+xpe4mjDoxEdSotNQ6uldl5lSzNsyH9pMOxJFlmQHf4RJWTkGL+3KSmRhT/nMVj1cOCYMKa1SNhEQ4G2TH9R8rej30GjJz6UwSX6C/JJZAQZ2zmyl/saPl2MJJzk2KuJCklKRpy62cP/JtvE0qZsaS+EZfRqMz4fQKFkdh5tz1OmYDfUUFd4NTuGKam4ZY9In9lFiCwp45hZlrbVouml2ewmJuZM3v6m27gh05hvO1KuaS6RhJTRYLlor9zSthMbg2zMyBYCwVZI06tCmwGB5GRuL1d9yA2jbLh79oYf9N1pJePVju3a3kaKkUc07PFrYcEJE9L/38z1gMj2FXOdjRb+TKTe/huQv/yqd/1MG/H/1E0XXRsedt2FxtuBrKx+mA6JkDSGwwniC0OIrGJYpEt7U1fw25t0wUxROEIt41A8MVqFQSTW0axgbTyxlzdcsLwAbL8v1VLLMU46NyHgsDw1UqDUZz+WdwIbZd7UClgqcfEoux1bXLc9dP/E8n//CAmyrX8mdpvvIudrzl8xgc3nwx95vqaLlmMSdJklmSJKvyb+AW4KwkSZsKdrsDUATxPwfek3O1PAAEZFmeBh4DbpEkyZkzPrklt+03Do6uGpb6fMjZLI5tuXyKcxPIKjV6OY6cyWJReuZqRDGX8guL/7UcLbNZme/9dyFtCftT+M9OFkksAYy1DjKoMMuVLfjLwVm7MWZuZiCSl1gq8LSamB+LFskSF6diOGtLm+yrG4wE55MElsaJxzbeQL4SvtGzqFN6hr98mM7/diutt1wPQDCwvJpl8NpLmLnnHhgjlcgWSSwVSJLEu7+4jYWJGL/6543fxDua3oBeK87RSvMTBfl4gmBp31xWznJk4AHmyrz29Lmv4DTVs6v5TcyPR6myZ7jCv4A6pmGxcZqbnv40B5/7C1I14mGtFG6F0Kh1WA01a2bNnZ96mk7vtahVy8Xu3pa3Ek4s0Dt9CF+gn0QqXLFgBdjkvZZYMsCE/8yqf2s1LORiCTzOzag1+nx4Lohizt24B422dGKZZ+YqOJmuFyuZubwpQiWZpSUXTxAewx+Z5GtPvxW3rZ33XXd/SZTBaqi2tFSWWYYGcFnbihjRG7s/QioT51+e/F2S6ShXdZYvyrRqPVd3vo9T4/9RsbevEgLRGSb9Z+muO0hD1c5VmbnVJJawzMxVCvXNZjP88OgnmVvDKEhhKRscO3i+71sshIqZgzMTvyKeCpVILBXU1V0OMsjmjUVmRJPlmTklr1CRI5bDUnQq5/bZkt92Rfu7IGkk0f0wDqWYW4WZWwlFYnmg/V3EU6GSHrLVYgkUqCQVHtumVZm5Kf/ZVSWWIIpCu9HL0NxLTPnPMRcazEssFTRW76y4GAAQnRTPh6Q/wnx4hEB0mo6aCsWcS8gMh+fX3zeXlbNECKMLJ9Gn1cgOG42bby7aJxyfR6+1FC0CXGwxNxvsJyOn82YnK1Hr6Caa9Bf1Kz56+osYtFY8tk2E4vNsvepDRAJTdGw5LIq5sZdxN+7JB0v7JlPo9BI2p/i9PbbO/LGU36x681BeZjk+kMBkUeF0L4/xCjPX3laP4oO0XMy1EIrPFakOKmH/7X9N5+XvpHXHG9d7ilaF0mPevfVt636PWb8xx1xFsjw5tFzMLcUXUMUM6A1BLI56dm0VizWr3d8GczVavWVVZs5grsZodaNSazhwx9/gn73A9NwpNPE0TXX7ufuab/GFtw6wq/mNPHH2H4pY26rabt79uUGsVZV7khWZ5UZNUEKLo+AQ45rL2obV4MKsr8JUP0pgMYOkFcVcPFOL1bF6YHghmto1jA6mmJ3Mxa/Ul/d2sDjUhENRvvHMOxiKnEGSVHln0JkCZs5k865p1AVgtmnYdJmVwz8Tz22FmQPhAHrHXcXzWZt3E9t+98+RJAmzvQ61Rk9g7v+nxRzgAV6QJOkUcAz4hSzLjwL/S5Kks5IknUYUZsoy1y+BIWAA+CbwhwCyLC8Cnwdezv33V7ltv3FwdnlIR5OEJwOYGqvRWA0snhonkZQgKgosRWapMHPR2RAN63C0PPzvEwyfCHDjPc2oyBAd8RWZnwAkEzIRzOiTG3PHdHj1BH2JdfeHTfeH806WCtwtZtIpGf/Uci+cfzpOVRlmrqreAMgEA+Mkk+FLaiydfORVBh59As2ihWt+9DH2/tN7cCi0fEExZ1zBzMmyzJPfHKF9r4PWXeUbs7de56Z9r4NXf7lxIxS9xsTuJjFxKWcMAoUGF6WD/dnxX/HtZ9/NZ37cyXee+31mcv0rU0vn6Zl6guu23ItGpWV+LMIVsafQDg6gHmwmciCF54at6BxmDFc40UR0ZGbK9yc6zfX4V2HmFsJjzIUG2Vx7Y9F2RWr5yvCPGF14BWBNZg5gYPaFivusBSUwvNrSjMnmzcssM2khM6rUKJ6YF5LgS2XmbIYcM7eimFuLmZsLDfK1p95MMhPlwwd/lmcl1guXpYXFyHhZ6dhsoL9kUt5QtZ2u2usZXzxJrWNLRYMKQISTyzLfPPSOfJ/denBhWgTIb6m7icaqncyHhoklg0X7yLIsZLFrFHMK21GJmZsJ9PL42f/N0cHvr3qc2aAo5u65/t+QkPjFqeLeyWNDP8BqcOflwitx4PV/hUVXRTCxsX5sxQBlJSz6KqyGmvx9Ww7legoNOivSqRsJ1T2Fximu3cBGirmAKOZu6P4wEhLnp4r75pRiTlEFVILX3lWxmEumY/hCg9StUcwJh9gDDPleyrus7lwRY9Dg3EEgNkMwVt5sJVZQzOX75bzlDWpqbB2YdA5GN9A3549MkJGFdb82mgZnVQnjE0kslCzaGHQ2JElFdIPFnMIaVmTmVjhazoWGOT78Q67b/CHctnbC8Xlatr0Bs72O2tofMjseY378BDVNy3Evc5Mp3HVaFqPCTl/pgQRRYBu0VizNg/hzMsvxwQQN7fqi7x2IzWDSOTEZjHjqxWS9kJmD5TF5Nej0Fm6++wHcq7BHG4Fy/e7e+4E19lyGJeeYu7I/uBIUZm5yePm+G58aJbmYUz652vIM52oLlJIkrRpP4J89n2dTQcS6eFuvEH3swWA+M7Ha2szN2/4YoOLCXiUoMsuNZs2FFkfI5Ba23FYxVnjtXchWMVdJZ8T8VW9vWDdDCqJvbnwozcxkKTNXCJtTDTWnODb0EF9/5m2kvC5Ci6MszKZYmk/T2KEnGpxel8RSwc7rncQj4u/+f+ydd5hcd33uP+dM73V3tmubtGqWZEm2LNmWCwZTbGwChGBTnNADJCEEQmghEDBcQuwAoYQAwWBjm2LjQrMt29iWbFnFkqVV2d53Z3en93buH2fO7M5O2RnJuZfc6/d5eB48mp165pzf+3vf7/suJ3OrQRBFrO7u/3dtlpIkDUuStDX/v02SJH0xf/sbJUnanK8nuF6SpKn87ZIkSR+UJKlHkqQLJEk6tOyxfiBJUm/+f6URa/9DYO+Tf+yBM3MIgoBtUxvzh8fIIUJU3sVaSrOUF3XxuRCt6y3MDETIpMufbNKpHHd96iSdW23c9MVNmIlATipR5gKzCaKYEMP1qRD2Jj25HITmqy8aJEkiGc+yMBEvJFkq8HQVJ1pmsxKB2ST2Mn13rjYDKn2UTEYmuIlE/QvtXDbHC5+4myev/xpZV4SOXZfS8SZ54Wq1yQvpUHDpYrNSmRs46Gf8RIhr3tNV9Xmaes34zrET78YdX+Adl/4H9jLKGIBeY8aibyhbT7B/8EeYdS6u3vhhDg3fy2d+uZH/ePyt/OrwZ1CrdFzRJ+cNJc6Mo0+F2fr1Pyc4uJP55CliKfl9iuu16IIGznzj92WfX+maq4TTM3LIycoFsFZtYGv79RwZ/SUj8wdRq3SFJLZycJrasegbGcunXp4LlIWD09yBydZSsFkuTB0jm05ULAt+qWbmDFobalFLOL/oDCeVuPLy87sOk6zM//LQJxmef46/2PujotqBWuGyyF1zgegUk6dC3H7z88RCclnwfGiwMC+3HFdvlK1Nl67986oXWrelk3dc9j2m/Cf5/P0X8l9PvYtAdHWHe//Uoxi1DjpcF9Lu3AqUhlhEkz6SmWjtylwFMqf8NqYXKu+Ag1KebqfduZW969/LM2d/WFC1E+kIx8cfZEfnm4oU5uWwurtw2bpWnSFdDkmSKtosAZrt65mtkCgJlQNiUk++GklMcXj6DrR6sS7XxLS/H53GTLtzKx3u7fSvCEHxhgdxGFvLWm+Xw2PrYyE0XLY2YDZwGknKrarMAXQ3XMJcaID9gz+iu+GSknNhu6v88aMgPiUvQmUy9zQGjZVWe3kiJAgCa9w7Gakj0dKb3wTQpcCQ0xLJhUruE04sFFksQVYvTVpH3crcdKC/6qyhQuYUBeaRE/+KIIhcs+lvCgqTqFKzYfe70KmeRK99gkw6TmPHzsJjzE6kaGxbqiVYTuYEQaDVsRlt0wB+79LM3MqOuVB8FptRttm1rpF/M+6mYjK32tzcfweWbMK11xyY9W4kKUc8Vdu6yO5SYbKIBWUuHMwQzU6hk+TvzOruwWFqw6C1FeZBK8Hq6iRUxWbp8CxdEwRBYMf1nyejklCnpKINSuUzrzQ/XQkFZa6OmblMOkEsNEtKK1/3lIAnj62PiCST6XhCXv+Z3bUVhitY06MmFpXoP5qf62wuT+YsdhXmXrmn023uot+zyLj/RY7tl9eMW/eYKhaGV8K2K5c27ZfbLGuBzd3z/67N8mWUwrFetmItJVq2ETkzTRYVGuSL4lKaZbEyl81Ihcj/lXjkuyN4R2K87cubcDTp8VhkpcVWgczl5n1lExJnHnmRhzd9nPiKZL9aisPTkQT3tXyIk996EqBQGK6gobO4ay68kCSXlcqWl7vaDGitSwPJ52K1nH74KP1feZCud11O2hKhYc3SwkKns6DX21coczaSC2FyafkC9uj3RtCbVFz+1raqz6PM951L4qTb0sne9dV3EBss3SUWsmjSzwvjD3Bxz0382SW38eW3jHLtBR/j2MRDHB79BRd3/xkWg0widJNDSKLI2pt34UhvB0Fi2CsHgkRYxKr1MPjdfaTDpeqc3dhS1WZ5enofZp2LVucFJf+2s0u2Wj5z9oe0O7eiFiv75uVF1vZCTcO5wBcdRxBE7MYWjNbmgs2yUKy6CpkrF35TDwRByHfN1abMaVQ6LPpGokkfr936D+zo/JNzet7lC6dnfznNU3dNcOcnTxbVEqzEhWtu5P1X38srNn645N9W4vK+d3Hrnw5xzeaPcGDwx3zy52t54Mg/kUyXPxdJksSp6UfZ0HI1oqiiLb8YX2m1rCXJEpbsapVmWqbG5cXS2Ojhqo8jq5RrEQSB1275B0RRzYMvfAGAY+MPksrGubiCxVKBY5XNjZVIpiPkpGxZmyVAk219xXoAWPqMpv/tCLP7ZMVGkiRiZ1uwJDdxfOJh7E36+pS5wCmabesRBIENLdcw7D1AYllS6Gq1BAo8tnVkpUzZjSbFWlZJXVoOpTzcGxossVjCUqJlOatuNpEiuSi/9pQ/xuDcM3Q37i4btKSgq+EipnzHSWdqI8BzeXvuut7Xsrb71URTPqLJ4utRpEJqrUnnrJ/M+U/SYOmuOCdrMzZj0NqYCfQTTizw9Jnvc0nP23CYWrHo3YXzzsY97wYELrnsqwA0rrmITEbi9o9PcfSpKH3bjGXJHOStlo4BfN40uZzE9EhxxxzIheE2g7xQbuvMkzlFmcs7SmqZm3upMR8eyhMMZ81/UwhZqjFoTBAEWrq0BWXux18fQNQmuGj3ZWj1VtytWwukeGqV0QGLq4vwYmlidTw8TyK6WKTMAegbZXKkTRWXhVsNHtQqXd2fuc5gB0EgUcfMnJIaGRMTBVUOZGUulJihqSdJKGwmnnLS0FZaB1ENSqLl808lsDlE9IbyVMNiV2HqPUaDcSN/95rH0AsGDhqO89yhw2i0Aht2GIkGp2tKslSgzM2pNQJWV30VSXLX3PB5V+j838DLZO4cYGy2oTHr8CshKJvbyYWiqMigIY2gEjE0yAe/xqxDbdAUyByUT7SMh9P87Aun2XxVA9uulcliizOOhIB1XXGKUYHMxZOFi+ByDHzrUYL9U5z8YnGxsFIdUI3MBU9MkJgNMPJteZyxeW2xMtfQYUAQZGXu+Q/9F2e+I6s6Skn4cjhbDWjOk8yFB2TrY8+nLyOXy+BwFu/UWW3tBAPLlbl8PYE3RDaT45m7J9nzp20YLNV/1K42A6l4loj/v6djRK4nKJ6LOzRyL5lskj1r5doBq6GRN130Zb7yp6PctPsb/MnOWwG5vN2dmETs7kRrM7J57WVIWZGz07KdMRCbprl3E+lgjKEfPFny3A5TK+HEPOls6WJRkiTOzDxOX/NVZWe8Nre9Gp3GTDwdqjovp6DDtZ1p/8maF1krsRgZx2FsRSWqZWUub7OcGzmAyd6KxVG6Q5iJJcnG5R3AleE35wKLobFgB1uNzAH0NF7C1o7ruXH7F875Od35eaqFyCiT/fL54XffGubwAZnclCNzoiCys+vNVcMpFNz6+v0c+UWEt+z6Gl944ym2tL+OB45+ju89cXPZ+3tDg/iiE2xokfvoHMZWTDpnydyTQlSc5srzHAAqUY1Ba6tss5yRydCiNF7VJjUXOovHJquUdlMLV67/AAcG72AuOMDzw/dgN7ZUtOcpsBlb6iJzSmF0JWWuydZHJLFQCNBYicXwKBZdA2c+9zCjP5EthMlYllwOnNIWJnwvYPVoqp6XV2JmWVLiptZXkpUyRUmyq9USLH/tUD7Rcsp/ArWorelx1rh3FPqwypE5i6EBm7G5rDIXn176zYYDXqb9JyuGnyw9306yUqZqQuZyeEODaFR6bvyLB9m2XZ4vVdQfBZVSa8+JzAVOlpSFL4cgCLTkEy339X+TVDbOtVs+Bsg9d/F0iEw2hcXZgc3zSizWaVQaO6nMGt7/ikHu+KqXN3/Azd98tYXZ4BkMGmvBIq6g1XEBkiZAKDGLdypNKimVFF6XVebyZM5uaEYlqGtS5tKZBN9/8h2MLxyt/UOqAm9oiEZrb13WvtWs3OXQ1q1jajhF0Jfhl3fKGy2bNm3gbZ8b4oK9HwTkz3HKf6LqAt/q7CSVCJVUA/jn8uEnK8icL19ns/c1txaVhYuCiMu8pmq/XzkIoojO4KjLZrmyY06Bck7o2jXLkbO38Lvn/rHmWgIFHd3ysXTqWKpg3y0Hi13E1HOMJsMl2E0tXOe+BSGbY7DprWy8agGVKkMislCXzVKZm3M2a+s6fkAO8MmkosTCc3X93R8DXiZzdSKblXj6p5PY1zUSyNcT2POJlk22BFohjWgyFIY1BUHA4LESnwvT0ieTuUMPzhAPF5OGB742QGg+ydu/sqlwANrVEWKCCVFXTET8MzKZA4gMF88gpEMxpn9zDJVRx+B3Hiv6d4XM+askWgb7ZQUnOTSJHX9JAIpGp8LRomfx+WEG/v0Rpu5+CqCsMme0ajA1LhG4cyFzsUkfapOOcFp+XSvJnMXWXqLMgazQzI/FSESzbLi82DpTDq42eQd1tZLz0cMLPPNfldPfKsFt6cIXGS9Ketw/cAct9o0lwSlmvYurN36oYFUaf3IECxGse2RVcsveDrKTnZwYfpKclCMYm6FpzXoaLl3Hmdt/Sy5bvBi257vmlGH35fCGh/BFJyrOGMlWy+uA6vNyCta4tpOVMlUHxqtBTkaUiYHR1kwyHiCTilctVlVUOTh/ZQ7krrnlM3NqlQ6dunLs/gevuZ8PXfOrqkrCalDe82JklImTITZc7sLVZuC+78nkvNFWarOsFbmcxOGHZjn2iPyeGq09vP/qe7lx+xd4YfxXDC0rfFbQn5/B2tDyCkA+j7WXCUGpVZkDeee8os0yb5XMiMlCMuhKpDMJfJFxGpdZTl+99e/RiDruPfhRTkz+hou63rJq8Izd2EIksVB2c6McYil5gWYqMzMH0GSXaw4qzZ4tRsawSvIGXWJetvfFQ/L5363eTCIdxtTtqzkAJZ4K4Y9NFSzPvY2XolHpC31ziXSEUHyuai2BgkLXXLD0nDblP0GTfX1VNV6BPm/5bLKtp8le3lrY7iwfghKbXDomxtPHkJBWJXNdbnl2bLTGEBRvaIAGSw+iIBase8pclgJZmSu9VhjrJHNLSZblw08UKAmfj/d/k20dry/Ys1eSknUXya6PRGozb9txhv5DMf75J2v4h2+1o9WJzAXP4rGtK1m4KvZYwXmWgePydW05mZMkiWBsBqtBJnPbLtFjtYsFUieKKhzm9prI3FNn/5MDgz/moWP/vOp9a8F8eIiGOiyWsLThVilkqRxkZS7Ff31ljqxW3jh2GNswmN2FoJk2xwXEUoGqDe1r1AAAIABJREFUXa1WtzzGEV4c5emzP+A3x+SKCd9sJTInb0Bv3Fwa8OI2V042rga9yVmXzTLsG0NiqWNOgULmPBsnOXJoDYMTl9dcS6CgrUuDIIAkgaelvOUdIGU8i9oYwSnIQTOtjRfSMwQ5KYH+hncx45XPF/UocwB/8cUe3vWl+o4fYCnR8n9gCMrLZK5OHHpwhttvfp6hQYm5F6aRJAnnzi5yoppezRhGfY6sunj3y+ixEJsLYbRq2Hl9E/t+MMa7W37Dt99zhIGDPgJzCR74lwF2v7mV3ouWbAW6WICgZGFhophg+GeTxASZZK0kc5MPHCGXTLP7R+9DUIkc/8efF/7N0aREYFdeNIROTSPqNEhqNet0Y5gdpTsyjZ0mOChHcScGJxHJlq0mALC2LO1UnQuZi0/5MbQ6C4XhDlfxLrHN3kG4KM1SVubiswFmh2QLmadndYtArWTu1186xh3vfYZMqr74fbe5i6yUKSxU50KDDHn3s3vtO1fdPRr/pTx22vw6uTZg0xVuMoPrmYocJhibIStlsBtbWP/R1xIdnWfyvuIFjtLVVO5ipJSCK2Xh5bC79x0IgrjqAguWQmDGVrFa+iITJWEaIF/kFGKgnMDnJ44Q9o3R1FmdzJm6Gs57Zg5kZS6skLnkAhadu+p3JAhC3TuAK6F0zc2HRpg6HWbtLifv+dY2gtlhBElTCFo5F8TDGSQJfNPFmziv3PwRLPpG7jv0qZK/OT39GE5TR5Eq0+bcypTvxaINicXIGFq1sewieCVMusqlvr7kJOqYvGBQkhpXYj48jIRUND9oM3i4auOHODb+IJlciot6qlssYanCIxSrLfAollSUufI2y2ZbnswFylstF6NjGIPyRl4yT+ZiIdkG3myS7avqjuGalTnl81HmrjRqPb2eywoEvDBvVIOiZtY5MevdzFVQ5mqZl1Pwrr138IGrf1bx39scW5gO9JfM5ylJlggCU6p+REFVNdAH5FlVq8FTc3m4NzRYUHSVUJjlZC6TTRFPh14SZW4pybK6PbXFvpFo0kckuci1Wz5euN2ygpRsvvz1eOc28/xTezBZVdzx3Dpee/PSOkFWq4stlrBE5gytQxw/IF8Ll3fMJdJhUtl4YdPwFdcZOerrwGJdWhbWohKls0l+c/wrCAgcG3uAYPz8VI1sLsNieLSmzYjlUM5B4Xq65rp1JGI57rxtnm3XytcRZQ66cJ/8+EG1uTmLEsa2OMJTZ77PvlPfBOR5ObXWiMVefP5WkoXtZXoUXebOumfmQE7VrMdmGfaNkdEKZHIp3MuUuQZrD4IgYmxbIvG11hIo0OkEmtrkzc3GCuEnAAHxOQDMCXlzxursxJAA/08+RFY7yyMnbwdq65hbjp2vdHLNzU2r33EFCl1z84Or3POPDy+TuTpx8Q3NfOwXu0ioTaTmQ3zhmieZHs8wbuzDtjCMUYqRyBQfvAaPhficfKL4xK9286X9V7Dnza08ddcEn9j1BH+94RFSiRw3fXHp5J9LZ8jNLxLGwsTJ4kVvYDaBqkHeJY4MFZ84x+55FnFLjiO5r9P711czeud+/MfHkSSJ6ZN+jFZ11UH7YP8U1r5mQg09tKTHys5gNTXmsHiH0Hc0QCaLnUCBKK6EweVDysqqXTxRncydeGKef7z6KSL+pajg2KQPY5sTv28ItVqPxVz8o7Za24nFFkin5ECW5cqcQuaaeiqrKgpcbfJrXI3MjR1eIJvOMX1y6b2kgjHmnigtgF2OhhVdcwcG7kAQRC7pKW9zWw7fEy/ix07LDnkRamvUY4tvIyvEeXHi1/JtxhZaX78Dc4+HU1/7ddHf2/KL12AZa9npmX3YDE1VS4EvaH8Nt908X1Owh9vciVFrrzo3J0kSX37oUr7666uK7Ji5XBZ/dBKnSVapTDb5dQ8d+yWw+rycfXM7mUiCdOTcLJ4K5Jk5L5Ikybv1VSyWLyVc5k5m5odJJ3O0b7Ky87pmGrYHycw1MjtQ/bishlhQXjyvDPjRaUy8busnOT2zj1PT+wq353JZTk3vY2PrNUUktd25lVRWTjhUoNQS1EJmzfrKylxQnMN5Uv5tVyJzSpLlSpXy1Rd8DJ3ahNvSVVBsqkEhc7VaLQtkroIy5zKvQa3SlQ1BUdI+1ZPyYig5nw/qyStzzbZNqAQ12cYhwgu1JQ0rn8/yMKKNLdcw5X+RYGx2qZagSsfccpRLtIynQvii46sSkuVodW6m1VmZ/LW7tpLNpUtIr5Jkaen1MGsaoN21rWoBPcgbKJ3unSWVDOWQk3J4w0MFcqtTG3EYW4uOY4WsvRRkbnxRthpWqiVQoHx/PY17WLtso0yZ21NIidGkYc7/S9Zs/gA/fr6P3s3yxuO+H47y/G9H8UXGy56/LYYG9GIjhrYBjh+IotYIeNpLC8MVZQ4o+R27zJ34VlHm9g/8CH90krfsuo2slGH/wI+q3n81+CLjZKVM/crcKvUn5aDUE0g5iQuvjSAIIlZjMQlQSHG1RMvlXXOLkVH80UlSmTj+2VPYG/tKYvV90QmsBk9JFybIM/iRxELFeeZK0BmdddosRxGdssVzuc1So9LhNneBdWmOtl6bJcCa/NxcpSRLgLnks6QDbqSwTHaVz1EX1tLh2MloPkW7XmXuXGFxdSII4v/IRMuXyVydEASBS/6klbd+XV5YTj8/xd9te4xjkR4wGDAm/USiQpHVzeixEPOGC3/ft9vFB3+wg/+ceS3v+842WtdbeOOn+mhZVgMQHvIiZbKEsDJ+opTMWZvN6JvsRcpcyh9l9nfHCb32DCeP30XmWh8am4Fjn7qXE7+d5IsXP4DFJlS3WZ6awrqhhWGpC1Uuw+hd+0vu45o7iYDE0bB8cWw2BtHoyv9gNZYFUj5ZaVlNmTv62zlOPD7Pj/5u6aQZm/JhaHXg9w1id3aXnBStdnnhHwrJipfeI5O5+GyA2cEIWoOqrAV0JexNekSxOpkLLyRYHJNnFMePLp00j/7dney75lYyscqKp1vpmgsPk5NyPDv4Yza2XFNQzSoh4Q2SHhpjhuaCegiwYY1cA/D88L3y6ze2IKpE+v7m1Sw+O8j8/iXblCNvs1xZTyBJEqdnHmd9y9WrLsbNNQ6iC4JAh2t71UTLmeBpfNEJxhePcO/BjxZuD8XnyObSRTZLgOFjv0RUa8uWhcMSmbPlOx8Tc+fZNadvJJtLE0sFCP8fJHNuS2dhF7x9o6zkmNcuIvia+e77jpLLndtQtkIclteJKLhi/ftwmNq479CnCjMh44tHiaX8BYulgqVEyyWrXC0dcwpM+ejwlYilgqQ0MawjLjQxfUUypyQSBvudzI0sLXQshgbef/XP+PPLf1gTqaybzOVtlpVm5kRRhce6jpkyylwoPkc6m0A4JV8PEt5iZc5sM9Ps2EjCcppcTg6UWg3TgX7UKl2RNWpDqzzbeHpmX4HMNdSobDTZ+kpslkrKYj3K3GqoFIISm/KhNusxdDpYdIyz1lN95lFBp/siZgKnSKxS0eOPTpLJJovsuQ3WHuaXKXOF2dgyCrNJ5ySWChQp0tXw1Jnv4TKvKRsoVfT6Gy7Cbe7kxh2fL7pdOd8sD/L4zqNr+dJdnZitS9fZn36mn4fveDqvVpcqcwANhk3oW4Y4eTBGa5cWlaq4lgComMIM8kZFIDZNJpsq+++ZXJrfHLuVTvdFvGLTX7HWcxlPn/nP8wqQUEh2rcevAoPWhiio6puZy9tOX/8XLrLaGWyGphJbsUnnwGFsrarM6Y0OtAYb/oXBAkleCI+U1BIo8EcnKrotlD7KelNE9SZnXT1zcsecvF5afi6B/BywNIhaIx8v9dosQe6ag8odcwAToQNEBrcSCcjnR7O9DUkSae30sq51N7OxIXJC/crcuUKl1mJ2tL9M5v5/gmuTvHvzwdvXct1HelGb9HhuugqNlEKVTRYW/QBGj5XEfKRklslo1fCq93Xzpf1X8mf/VLyLFzqVX3i73CXKnH8mgaNZj7m7oYjMTdx/iKTZz7zqKIIgcvjoN9n4969j+qGjjD0kn4i0YqainScTSxIdXcCyroWRWSN4Ghn87r6iE3M6kkB44ShTtDDjN5AUDTRoKlvbBJ2XqLcRjca4KplTUj73/WCMY4/MIeVyxKcDBWXO4SzdaS7UE+RDUFR6LRq7saDMebpNiOLqCzyVWsTerMdXhcyNHV66uI4flS8YSV+E0Tv3I2VzhYVaOTjM7QiCyEJ4hIHZp1iIjLK79x2rvq6ph46CBCFHZxFh3n7pJrKL7kKtgLJA7fnzvWgdJs7c/tvCfU06J2qVriTRciZwilB8jr4K83LnijXu7Uz6j5eNO4cla+fOrjfz+KlvcXDobmCpMNylKHP53bjw4igNbdtRacqrv0vKXJ7MnW/XXL44PBz3EkmWT7j774DL3EkkOw1ClrYNFlnViQ2xfsMFnHxygX0/PLeI8FhQJg4Rf5pkvHhBqlHruX7bZxmef5bjEw8DcGr6MQDWryBzzY6NqAR1UVfdclvsajDrXGV3zZUkRf2CCdOstbIyFxzArHPxjT89wz3/WHyfC9pfQ1/zFTW9jnrJXCEApUKaJVSuJ1AWZOoxEWO7i0wkQTaRKhBso1VNh2s7QdUpQKrJajkTOIXHuq6ofqHDuQ2Tzkn/1KN4Q4NY9I01dx16rOsIxmeLbM/KzOtLSeY89j7UorYkBCU+5cfY6iC8xk9WnanJzg0yGZKQVrV0K5sAy22njdbeIpulQgAqKXOwROqrYWzhCGdn/8DVGz9csR5DgUXv5stvGSnZNKkllTGdzOKfThAW5N9OOZslyGqpoWWYWDRdEn5STplbCZd5DRJSkYq5HM8N3slCZJTrLvwMgiBwed97mAsNcGa2NIirVtRjE14OQRDyVu7abZadfTo+98MO/vorLfijkyUWSwWtzgtWnQO3ODvx+k8jIa+XphdfJOKfwFmGzPmiEzgqkrlzqyfQGeufmcsa9QgIJedwj20d3tBZujZoUGuEoqL5csjk0iUdph2rKHOB6DS+6Cix4a2E/PJ1SVRpiMcbaOmYo7txF1kpQ9wARoun5vd1vrD+D60neJnMnSPs6+TkqMTUIrd8bQt3Rm5gywf3kkOgkXlmTi+d+A0eC1JOIrFYu2yuBJE4t7QVyFxiMULg7Jzc69akw9zdWETmxu99ltg146hUWl71uq/j9w3BqxIYmu0Ef/kYIJGLJSsqc6EzMyBJ5BxOJATsr74E/9FRfIeWUhhHfvQHpFiCYWRZPijYsFbwqEu5HFnmSAVdaLX2VcmcdyTKxr1uWtaZ+c57jxIY8SFlshha7HkyV7pTZ7PllbkyxeFzQ9GaLJYKXG2Gqsrc6CH5fbZudhTI3PAPnywkKVYjc2pRnnuaD49wYPAOdBozF3a+YdXXNPXAEdJ6M/qu4p2pTVe4yQ6uR0I+CdryF2S1SU/nzZcy9dDRglIoCAIO41JxeE7KMTR3gPuPfAaADc2V5+XOBR2u7WSyyYqL8tMzj+MwtfHuK++kp3EPP3rmPcwGzpQkI+pNLkSVfEGoZLEEuTBcEAWsG2QF8nzn5hQyF4rP/R+2Wa5BEjK4NsUxWDQE47MkM1F27N7Oxr1u7vi7Fwkv1h5fryAaXCLV5dS5PetuocHSw/2HP01OytE//SitjguwGYovoBqVjib7+oKykkxHiSQWaidzepec0reC5Hv98qLaHHVgmLJUVeYazL0EvcmK9S61wKR3oRI1ddksBQQMWlvF+zTZ1jMfHi4JVVGOaf2iidbr5JnXxHy4oMwZrBo6XBeSkBYQbP6aQlBmAv0lFj5RVLG++WpOTT/KXKi0ZL4ayiVaTvtPoFUbC/H0LwXUooYWx6aSEBTZfeFksVl2V/Q21kjm3HLn2mpzc0otwfJZy0Zrr/z7ylvZqqXWKmSuFqvloyf/DZ3GzOV9767hHZRHLamM8+NxJAlimlGAsj2UAN3NWxB1CXQNUyUdc4oyZ6uizK31XIZGped7j99UUuWQy2X59bEv0e7cVgjJ2tH1JgxaG0+d+c/qb7IK5sNDqPMzxPWimpW7HARB4PW3uLA61PhjVcic4wJmgqfI5jIVH8vq6iyq+BifloOllnfMQd56XUWZU5KN6y0O15tcpOJBctnKr1FBLpshEpgkpZNnBFfaPZtsfaSycTbsDdHZp1t1Q/z3L36Nz/9qe9G8ZO8G+dqtVF6sxKBXTvZlbjvhgLyOGR9IEgo0Y7PP0N0gVzakneZCGM3/CdjcPS8rc/8/QWPUYu5w4D+9dPAmFiLEMWAmyvh9S7uFhkbZMhWfq7zYX4lg/xTGDhdtW11M9ofJ5SSe+MA9/OqV3yQ4l8DepMfc4yE24SObTJNcDDP11BGCa8+wactb2X7x+3E4ezh48DY2ffYNCLOzuFgk7osRqETm8mpgVCMvWjrffpmcivldeZ5GyuU4fftvsW7rIoi8Sx3MWdAkwsRnSolaNOpFIk0q5EYt2kisMjPnHYnRttHCX35/O97RGPd9Sr5IC54cmXS8LJmzWFtBEAiWFIfLASiel5DMjR1ewLPWSt+VzUwc85HNZBn41qPo3PL3u5q9r8HSzbT/JIdGfsbOzjevWuibiSWZ+f2LLBracHUU39fWqMcc2QaARd+IWrV0oW57w06y8RQzv1vaAbcbW5n0Heee5z7KJ+7p5NaH9nB8/CGuXP+BEovF+UJJ5xwvY7XMSTnOzD7B+uarUIsa3nf1PWhEHd/e9+ZCCINCDgRRxGiVSWp1MhdG6zRjbJVtcPHzTLS0GOSNmkBsmljSX7TAy8SS5DL1hd/UCuUi3rhNVvW9yiLUtpa3f2Uz0UCa44/N1/24sWVkbmUICsiL7Ndv/xwTvmM8O/gTBueeLlELFLQtSyRUlFRlxnE1mArF4cWL4plJORK8ec1mTDNWIsnyMf9zoQGsonysekfPncyJgojN0FyXzVK2cFW+XDbb1yNJuZKERIXMGSN2PK+Q58+S8yHieTInK3MyyVN1jKyqzKUycRbCI0Xzcgo2tl6DLzrB8PyzdYVHePLpk8utllP+E7TYN62aDFov2pxbyipzhlYH885R9AumquRiOayGRpymjlXn5pRaguVhE8o8lqI4RZLVbZawOpkLxGY4OPxTLl375xirEP/VoFHp0GssVRWm+fzxnzaNYzM2o9dayt6vs0m2tupbB0s65oKxGdSitmJKK8jnng9ecx/TgZP82+9eU2RpfX7kHuZCA1y37dMFe7NObeSSnps5PPpzInXWOSjwhgZpsHSf07Fn1rnrslnGw2k+tmMfAwd9sjJnrETmNpPJJgtzu+VgdXXhj8vnFAGB6UXZDbXSZhlPBUmmIxXrXKzGJtSi9pyLw1fWI5RDNDiNlMsSFeJlr//KBs8Nfx3iO49V3xiSJIkDg3cgSbmijbhrXm/k7ieb2LitvKNmYPZptCoDmtgmInky98IzUSLhFlTiFA5TG3pJR9zy30fkDo/+kk/9bB2x5NJnZmvoIRFZIBWvfb3+x4CXydx5wNHnKRSHA0SmgqTQkhANBO/bh5STbZXLi8NrxeJzQzi2raF9k4VkLMvM6SBjD58kMu5HSqdlMtfdCJJEdGyBiV8+T+iCs2SFJBfv+QiiqGLXpR9levIg2mtUJNQm1qqGkbI5MtEE8Ujp7k2wfwpBJeKLy7NZ7dvcdL51N6M/PUA6FGPqoaNEBufY9LHXoc4rQgFJtvIsPFua/qOoZemQG0GyVlXmYqE04cUUni4TGy5z8+oPdnP0HvkxUxb5R7UyyRLyHmdzU4kyF50MkIpnae59CcncoQXW7HDTcaGLZCTNqR8+S2TYy4aPy7uSyWXKnHcsxvf/6hiZ9JK11m3pYsL3Aol0uNAtVw2zj54gG08xnvDgbi8lfuta5NkSu6F4B7Px8j60DhOT9y8VMDvN7UwHTrKv/xu0Obfyrit+zL/e7OVtl36raM4om8kxebr247QcGm1r0WnMZe1P0/6TRBILBWun09TGu6/8CdP+E/z62K0YtLYie5gxb7Vcjczp3Ba0LguCSnzJbJYzQdkyY1lG5n6749O88Im7z+vxK8FhlEmsda38+r1h+fj3WNfSvcOORicy+Pw51HsUKXPlycKu7rfSYt/Infv/knQ2wcZ8v9xKtDu34otOEEn6CsEI9dgsoTSgYM57FlVMQ8uFF2Cckb/7lSEZyUwMf3QSfaqj8D7Sqcp9dKvBXkfXXCzpr2qxBFmZg9LXvRgZRZPU49nUh6F5qQMzlrdZGizqwiyies3wqsrcbPAMElLZ2HulE1CeD6tdmWuwdCMI4gpl7mRNZeH1os25lWB8ttDjKOVyxKb8GFrtzJjOYhtsIFtl9ngluhouWrWeYHktgQLl81HIt5Kyej5k7olT3yaXy/CKjR+u+fVXgnlZcXg5eEflwK+sbbLivBxAaz7AxtA6VGqzjM9iNTStOme6ue3VvP+qexldOMTXH7meZCZGTsrx8AtfpMW+qcRhcnnfe8hkkzw7+JOqj1sJ3lD9tQQKzPr6bJYT/WGGjwToPzhOIh2uqMy1OWpLtIyrUgiCSJtzK/PhYQRRha2h+LeodMxVUuaUrrm6i8NN8nFai9VyqWPOX5RkqUAhc/7UIM7G6vNyk77jBRK3fENIFAUu3ls+5RxkZa6rcRdWm6Fgszy+P0oq3UoiOoWUy2JNGQhry89rvhQ4Pf0Yc6EBnjz93cJt1nyipfIZ/U/By2TuPGDvayRwxluYKYtOBQCBcNcWhMVFxu6RZfZ6yVx0YpHI0ByeKzfSsVne4Tt55wtkYvJBbSCen5mTFYTIsJeRe58hsnuQNV1X4WmWFwdbtt+C0ejm2We+xnBmDcZsBAcB1JSfmwudmsbc42HmdAizXY3FpaPnvVeTjSUZvXM/p2/7DcYOF2v+9GJ0+UyRKGZQiVXJXCrkQkqbiVchc958oIGnWyZfb7t1E25HftZHlC/85ZQ5kOfmiusJbAWVrJZaAgWuNgPxcKaw0Cp6L944vokoa3a66bhQPmkOfusRDM121r5fVjES3iVF6Kk7x/n1N4aK5h2VEBSXeQ1rmy4v3J5NlD9ZTT1wBLXVwGTciau99KS48+JLkOIGNOlia5CoUdN6/XamHjxCLi1/hjds/zzvvfKn3HaTl7961YPs7n1bye6xJEl8/R2H+MimR1icOvf0RFEQ6XBuK5toqcz4Le+129z2al637VOks4kSlcfq6sTiXIPZUf4iC0tkTlSJ6But5901Z9a55J1V/8n8f8ufbzaZJnR6mtEfP10y/7oS8uZEfZbIzIK8kNS1yYsRb2gQlaDGae5ArRHp3GZj6DzJXKXvVRRV3LDjCyQzUVSCmnVNe8vebykE5XhdHXOwzD62YrE1HxrGsGjCvasX04x8TK60WipzNGJQPg4kCRYnYjU9bznYTS1l013LIZYKVAw/UaDMLM2smJtbCI2imzfg2tWDrkEmqooyp9GJaHQqDForjda1aLpGCa5C5gpJlrZSZa7B0r2k7tZB5pT0utngGZ67b4rZ2WmC8dmXdF5OQbuzOAQlMR9GymRJtiWJiQFsgw0kfbWrrp3ui5gPD1esvIDiWgIFSriGclxFEgvo1CY06tKwrFrIXDqT4InT32ZLx3Ulz3UuMFcIC1KgkDmhcZoGc+Xn02lMSMF2DK2DZWfmbMba4tsv7LyRd13xYwZm/8C3H3sjzw/fzXSgn+u2fbpEQetwbaPTvZOnznyv7iAUSZJYCA/XXUugoF5lbmFc/hx9YXn9UInMNds3IAoqpqokWlpdXaS0YNM10mxfTyDlxdbQi0pdbG9djcyBPD9dfwCKfH5N1lBPEPaNkhMgnFosSrJUYDM2o9OYK3ZnLsdzQ3ehEtSoRW1hPnU1JNIRJhZfoLfxUix2VcFm+cIzUZxNXUi5LJHAJMZIlqgYK+vUeCmghFY92v9vBYt85+breN+/xnC1Vg8w+mPDy2TuPGDv85COJInNyIvH6FQQndOIbe82Ymorxz/zc3LpDAaPfBGv1WbpfVK+YDdeuYG2fKrd5O9OQn4HzUhsSZlDVsVGZ35H2hjh4ks/UngcjcbAzks+zNDAwwTcMmFocSUqkrngqSnMvR7SP/op3U5ZHXBd1I1j2xpOfOE+vE+cou+vrkVUqxBzWSQghwpVWzOLVchcLt5IJm6qqswpMzCNXbICZbBouORVVnIIHHryRXmHy15+0Wi1tRfZLA1NdnLxJCoydc/MQflESyX8ZM0ONy2bHJjUCWIvDND7vqvRWAyoLXoSy77fkRfkY2J+bGnBqdgZdve+o3ABDA/O8nPHe3nmpm+SCi7dN5fNMfXgEeyXbkJCxF2GzF1wpYfYT9+Fe7K03qDtxh2k/FG8f5BPVo3WHi7u+bOKXVkA9/+vszz900lyOTj9TO0XxHLocG1nYvGFkgS4MzOP4zZ34l4xi/P6Cz/Hto4bShShPW/4F677QHHVwkooZA5A32w/75k5lajGrHczHciTubwyp0SoJ7wh5p+ufJGTJIkvXPsMX7ruQF3PO3sqRS7gAJu8eTEXHMBt7S4EKay92MnQIX9N8fXLEQumEVUCWoOqojIHsH3NG+huuIS+5qsq2rba8ovxycVjLEbGUAnqmmdbCsEOKxZbgfQU+kUzzh1d6BdNqCVdCZlT7E252aXFp7KgPRfUpcyl/BVrCRToNWacpvYSZW5+cRD9vBHXrl70jfJ1QJ6ZS2OwLu14d7guRL1mdZvlTEDuYStXIi8IQkGda6gzPKLJ1sfoxEn+1588x8M/lW31/x1kTkm0VKyW8SkfSVuMg9Z8Ku+gm5S/DjLXoJSHl5+bW1lLoMCotWHWu5eUuWTl2dhayNxzw3cRSSxwzaa/qfm1V8OqytxIFMEURrSEsKtLF+PLoY6tw9h1As8KV18wPluYta4Fu3reyjsu+x4nJn/L9598B01GmlA3AAAgAElEQVS2PnZ2vbnsfS/vew9T/hOMzB+s+fFBnlNOZqJ1h58oMOnlkKVyJDKTTfH7E7eRzCydN5TrcyAuj5hUInMatZ4Ga0/FeV6QY+1TWrCoHTRae4kRxeYprYzw58mcw1yZzC1PNq4Vis2ylkTLsG+MlFZ5rlKbpSAI+ZTb6mQuJ+U4OPxTNrVdi8e2riQVtxJG5p8jJ2VZ23RZgcwFfRlGTiVo75O/++DCEJr8uaDe46hWzAbO4NS2E4zN8NzQXQCoNXrU2sqK4h8rXiZz5wFHn0ym/GfkxVdkKoC5zYFnvZ2BTCeRoTnua/0wj+39JyxChNH/+D3P/+UP8R+rvuPifeIUGrsR+5YOjFYN7nYdsRPDdN0g7xQYiONo0mFotqPSaxj490cIXnQam7mTteteV/RYO3b9JaKox3zJYxh6mnHrIqjJsDBWvBDKpTOEB+bQNtgQshkcGnluRxAEet93NfGZAGqznp53X0U8lCKXypBBXmTquttYfH64ZJYoFBxHrTFgczWQChurzszNjcivR1HmAKy6FJLJzOipU1jMHahU5eV+q62DUHCicALX57vmjGKShjXV59KWoyYyt92FWqtinWMeSRDofa8cHqJvtBUpc6NlyNy65itY17SXvX3vKdw2/vODZBNpxu99jt9c+EkWnpUXrYsHh0h4Q2i3yBeDcjZLW6Me98L1+J8uvWA0X7sFlUFbZLWshsMPz3DnP5xk95tb0RpUnNl/nmTOvZ1kJlo0Y5CTcpyZebJseqYoqvjQK+/nLZf8a9HtFkc7zuZiS9mhn43w/XcupaXJZE5WYJXwm0pIBaIceOd3SC5WV8mtBk9hZk1Z5MUmlz6TiZ9Xvrg8+4tpzj7rY/Cgj3i4fKJnOUz2h8ktNJLUyiTDGxos6grruchBIpplqk4bbCyYwWjT4GzR4ysTgKJAEAQ++ppH+eAr7694H5uxCYu+kQmfTOYcpjZEsXKP0HKUI3OSJBEU57Ak3Ria7QiSgCPdwkyweNGkfBfx0UZUanlTa37s/MhcLBUoWthVQizpr7oJoqDJVpxoKUkSvvgkep8J964eNFYDokZF0isrc0brsjRK14Vgn8Pnq74DPRM4RYO1p2w/FcDute+gw7V91Y6zlWi0rGUhPghCjskFWX347yBzFkMDNmMzk75j+CIT/Oz0Jzjw5Qc4kfo9uyxvwTRlr4vMKfO5lcicPzJRUkugoNHSW2SzrETmFIttJTInSRKPnLidNueWIsfB+UBWmKrNzMUQG+U0SotUncw1pW5C557h4ROfLro9FJ+teT5RweV97+Ktl3ydnJTl+gv/seJv/+LuP0OrNvKHM9+r6/ELtQTnarPUucjkUiTTkZJ/Ozn1e+597m95dvDHhduUc0g4LZ9zK5E5KN/HuBxWp0zmDJIBt7kTSQBNQ+nnuxgZRxRU2A3VKiE6CSe8NZ2fFCg2y1q65pbXEpRT5mD19wswOPcMvugEu3puwmNbx2yNZG5w7hkEBLobd2NxqAj7M4Vi+00Xy7/V+fHDGKI5BARG5p+r6XHrQSIVJhCfwn6vk1brBfz+xX8hJ527df//Nl4mc+cBe588W6PMzUWnAphabTSvt7GIi66/fzNtN+7A0tuEqBFJzvoZ+v4THP/Mz6s+7twTp2jcux5RJX89Xc0phGSSdTdfhGg1FZQ5QRAwdzcS1A2TbF1k1xV/W9LDZjS5cWvegHnzs9iu8KD2exGQGDpQXDYeHpxDymRBL9tM9NLSSaTz5kvROkysff8r0NqMzJyWiYpC5rQ9rWTjKQIvThQ9Zig4gdXWjqvNSDxgIJUMV0xamhuOYrRpMDuWLAmxSR+2Hjda+wyqXOWTrNXWTjoVLSh/+ib54utpArWm9kO8OplbxLPOhsGqJRNNYA+O4dM2FZ5L77EW0izj4TQzA/LFZPmC02lq4+OvexLnsh25yfsP4byom2ue+ixI8Mhln+fkl37F5H3PI6hVJJs75ddWRpkDaF5rxjtSesJXG3U0v+oCJu8/tKrVZfJUiNtvep7ObTY+/F876L3IwdkD5za8rqAQgrLMajnpO04s5T/vBc8T3z7FgTsGSScySJJUrMw12araLOce72fkjqeYe6LyDivIoTJZKd8Fll/kRSfkz8S2qY2JXxwszMQuRzaT465PnURnVJHLwcDB2m2REydDaOJN+ONjSJKEd0Uq4dqLZXVo8GB9300slMZoU+No0ZcUh6+ETmNaNZin3bmVCd8xfJFxnDVaLGHZ57jMEhdJLJBRp3CoWhA1arROM7ZIY1llzqJvxDci0rnVhiienzJnq6OeIJYKrKrMATTZ18tzlortPuUnJcQwJ90YO9wIgoCuwUpiPpRX5laQOcAnVY8/ny6TZLkc65ou57M3Hkavqd1eDhA81QCaJIbWIAvp0xi0tnNKE6wF7c6tHB27n3/4WQ+HY7/Ac6CLT+89yBt7b0WQhLrInFFnx2NbVzEERZk7Laf0NFp7mV8WgFJuXg5kpd6gtVUkc6dnHmfK/yLXbPqbmnoOa0EtM3O2DflS8VT13+AnPnELe7rez+9PfI3jE7LLIZNLE07MV60lqIRXbPowt9+8wK6et1a8j0Fr5eLuP+P54btX7QFcDsX2Wm/HnIJCR18Zq6WiBh8Zva9w28K4fK2P5mRirHSylkOTrY+50EDFvkFRZyCtAV1KwJCVN1ska6nDwR+dkHthq2yCKc6VeqyWBpP83p97+LM899Bn8c2Wv8Zls2kC3gGw2fPPVT4ArcnWhy8yTipTeQPwuaG70KqNbO14PR7rOubDQ1UTPxUMzj1Di2MzRq2toMy98EwUtRq2Xt4HgsDsyAFUOWgwdDDsfXbVx6wXsyGZeBqnrezW3cR0oJ8Tk79d5a/+ePEymTsPmNvsqI1aAooyNxnA3Gqnab0dEMht2MSu/3g3e+/7CNoL+jDu2Ubv+1/BzO9fJB0pv6gqzMtdtXTBdma95BBpe+UGsFoxiQkM+YQfU3cjoYvPoMbI1u1/XvYx1XNvACFHcNMxpHgSExEmjhaf7EKn5EVNKO9dFmNLO1sai4HrB/+Vrbe+BYCZU7LyoZA5zRr5or/SahkKTmC1tuNuNxL2yie3RKK8auIdieLpLl5Exqd82Nc2oHPMkQ5VXljY7MX1BIa8Mtform+XxdFSmcyNHlqgc6d8shy9cz9CKsVospnAtLyg1DcuzemNHV+yW1ZTD2LTfhafG6Lthh007F7La174Eh1v3sWxT93Lqa8+jOfKDfgWQRTB2VK++Lyh04h3JFqWsLW9YSexSR++wyNl/lJGxJ/iyzc8i0av4u/v343OqKZvj5PhI4GSTrJ60GzfgEalLyoPV+bl+lrOncylExkG98u/t8XxKOlQnFw6WyBzhiY7iblgWaIFED4rx3HHJqsTIuuyWH5lkRfP/03fX19LfCbAwoHS+YDHfjDG9NkI7/3OhQgCdSmcE/0hrJoOfJFxArFpkplo0fxN81ozRqu67hCUWDCNyabB2WKoqszVinbXVqYDJ/GGh2qelwPQqo2oVbqihZaS2OYydQLypoh5wcliZKxoV9obGsBjW8vCeBxPjwlnm4H587RZAgSjNZC5pB/TKjNzAM229STTkQJB9IXlhVhjQ29hka9vtJKcD+eVuWKbJUDUUNpVpyCTS+MNDpRNsjwfJKIZDv1AXgpsfnOKmHaIVsfml4yYrERf05VkskkuX/du3j75dTbeuZu27m1oHbIrox4yB/LcXKUQlHK1BAoarD34IuOks8lVK0hMOmdFMvfoydux6BvY1V2Z3NQLs85FIh0uW9adSmTxzySwbVpAyoqootXVNYNR5O17b6PNuYUf/OGdBKLThPMBNNUKw6u+Pn154rscl/e9h2QmyrNDd9b8uN7QIIIgFmY/635dFazcsETmTs/sI5Yqds4kxDmsBk9RKvRKOHJtZLLJigQrEJ0CAVSxJOqoPH+V1JX+hqp1zClQNsnqqSfQGe288pa7sLq6OfS7f+an/7yRu2/dyuHf3cqRR7/KIz96O3ffuo3/+FsT04NPkjUb0Kj0Fa22HlsfElLFBM9MNsWhkXvZ1nEDeo0Zj20d2VwaX2S87P0V5HJZhrwHCn2SFruKZELi+X1h+i40YrYaMNlamB2RxxQ6HNsYmT9YUTUbWzhS0nFXCxRLvHHWQvvwJhymNn734lfrfpw/FrxM5s4DgihiX9eI//Qc2XSWuDeCqdWGu8uCSi0wd2ZJITB6rMTmQkyEbOSS6aLY+OVQ5uU8V8oXbEmSYGwcHw58c2kyOjNGIVa40Io9EF0/wQUb3o5WV3431n/WDN49DIYfIKdNYxcjLAwWk6pgv9zxo8zUpBeCRQRB5zQjquWdpJl+PyqNWCBzKdGA3mNjfsXiVlHm2jZaCE7LJ8lKc3NzwzEau5YslpIkEZv0oenQoTZECE1WvtBa8sXhytycopY5bfWREY1WxO7RlZC54Fwc/2SUNTtcSJLE2X9/BENvC0Fshb45faO1kGY5fFT+bDs2W6uSuakHZaLTdqPcl6S1Gdlz1we55IfvRWMz0nXLXhYnYtib9ajU5X+qni4TsVCGaKDUztd63YUIKpHJ+8pbkLJZidveepD50Sgf+8UuGvL1B317XGQzEkOH6g/bUKAS1bQ5txQpc2dmHqfR2ouzipVlNQw9O08mKX+vi6PhQmH48pk5KZsr3L4S4YE8mZuoTrKs+XoCndqEVi2T/OjEIhq7kTVvuQRRq2Z8hdUyGctw7+dO0bfHyRVva6d9k5Uz+2tT0bJZialTYdzWNWSlDAOzTwHFioIoCvTsdDC4TO2LBVYPWSnYLFv1+KcTdYcSrESbcyuZbJJgbAZXhXhtBSMvBPjw+t9z9lmf7CTQFfdAeX35Qmen/D71HhvGKfm7nAssWXzk7rS1LE7EcLcbaew0nVc9gbIDv5oyl84mSWXjGFZJswRZmQMKVsvZOfn1t3ZvKdxH12AhMR8ivkKZsxoa0WU8ZFyDZDPlFy3e0CBZKUNznRbK1fDQbYME+uXzq27NLFLjGB7TS/MckdF5fEeKN5Ou3fIxvv72AG+79FtoxtXom2yIKvE8yNxOArFpAmWIeblaAgWN1l4kJBbCI0SSi4Wgo3KoRObmggNyxcuGD5QNTzlXVFOYlNAObdssuYVG4oHVSbdGred9V91DKhPjP598G/6YPCN2LspcLpPlxBfvJx2uvjHU3bCLroaL+fWxL1VVd5ZjPjyE09RelVRVQ6WQJYBJ/3EcpjayuTQv5hVK5fqc1MxVtVgCjH/8aYCK1sNClUAoRGphBjELUaH0+u+LVO6YU6CQ2XrrCdbtfCs3/tVj3PLPU1z2pn9DozXx7IOf5MD9H2d64AlMtha2Xf23vPKdd2Jo6ckn2ZY/fpREy0pzc/1TjxBN+tjVcxOwtGEyF6putZz0v0giHWatR07jtjrkdeXJgzG2XiqfA6zOTuJh2T3W07ibWCpQdh4vnUlw++9ew5cfupTxhaNVn3clphdOQk7A6LUQPj7DNZv+hjMzTzA6X7238o8VL5O584ScaDknh6BIEqZWO2qNSEOvtbg4vNHC4plFfv1fXiStjsn7yx8w3idOoXWY2HfPPD/+wDMsHJsivRBkngZGjs0SaT1DZvcz3HvHjXzrX3t5yvwxBFHk0td9suJr9A6GcUhvIpUOk7swilMbJjofJRldIgDBU9MYO1yEx+WFYi6RLgS7rMTMqSDubgsggCAQWUjgvqS3SJnLZTNEwjNYbe2sucBKJiETzXiZublcTmJ+NFo0L5cOxclEk+Q88kVgtt9WcRG6sjg8LeqQALOu9nklBeXqCZR5uc6dbuafPkPg+Djr//pVCIKwROY8NpILYXLZHKMvBLC6tfTtcTI/VvkiNnn/Icy9HmwblxYagiDQfcsVvMn/H3TdfCkLE/Gy83IKlMAYJQ10OXQuC41711c81h66bYAXfufl3f++jQ2XLS1k1l0ie+/P12rZ4drO2OIRJEkil8tydvYP522xPPP4TOH/L4xGSsicospW6poLnZX/fnUyJytzy3fr45M+jG1ONFYjzdduYeLnxVbLh78+hH8mwdu/IqsafXucnDngI5dbnTzNj0ZJJXK0t8ikpn/6EYCSWZ/eix2MHQ+STmbxTUT4SMOd9D86VfWxY8F0fmbOQDKWLUq3rAXxuSDB00sLZSXREljVZnn44Vmmz0T44uv2M34yhEnnKkoenFY65tpk8qD32NANy4tiZW4ukQrLyXuqLlKJHO4OA42dxvOemYPVyVwsJZ/Dq3VxKWjO1xMoCWkTp+TFRee2iwr30TXImz6xFcocgFPchKp9mNB8eYJeSLJ8CZW5wFyC+75ylouu2oxOYybmOIxoimBMnlsAxUoc+4d7ePL1Xyu6TRTEwgZJbMqHsVU+32isBhDqs1nCUgjKkLc0cKhcLYECZaNkNnCaeCpYVW0yacuTuafOfh9RUHHl+g/U9ZpXQ4HMletbzNvqM9YJct5mIr7aotub7eu5efe/c3rmcX723EeB6oXhlbB4cIjjn/4Zkw+UphUvhyAIvPGir+CLTvBY/zdqeuz5UGlYTT2w5An5yuLwVCbObPAMl669BavBw9Gx+4iF0oVN0KzBW7FjDiCbyiAelc/1lcicoqJlF+fwz53CkNWwEC1W8SRJwh+bLBq1KAebsRmVqKm7OFyBydbM1iv/ijd+dD+3fHGad31lkXf+8wTX/+Wv2X3Dl1l30U344pNVO2YVcjYbKP9+nxu+C5POyabWV8n3zyf6rjY3Nzgnl4UvV+ZATijelidzFldn4f59HfLjD5eZmzs4fDfhhBdRVPONR67HH61+LVyOyaljGOZNqNASOD7O3r73YNBY+e3/UHXuZTJ3nrD3eQiN+ggNyyddU6u8g9u83s7s6aUF5cSZKNloAq1JS1DvYeqho4XY+OVQ5uWev3uYp79/lrN3HwFBYBE3R1/8LLnLv01i70G808fxNF/I3ld8nlvef6BgNVyJTCrL4liEltaLEUU1wvY09pwfJBh8ZmluLtQ/hW1jKylvkEx+uD44VN6zP93vp22LA1EloNKpCM8ncF3SS3hgthAsEQ5PI0k5rPYO2jfbyMblH2k5ZS4wmyCVyOHpWiItig0uZBqW7zPqYX68PDEymRoRVZpCPYF3NEYCPXqqzweVg7MCmRMEaN/q4Phnfi7PD/7FXhrXLilzukYrUk4itRhm5GiQrgvtNKwxEppPkoyVfs/pUIy5ff203bCj7M6YctviRLzivBxAY6f8mc2VmZsD2WoZ7J8qkBgFuZzE/n/Zzx7Xaa55d2fRv9kadDSvNXP6PENQ1ri2E08FWQiPML54lHgqSF/zlef1mKf3TdNxoQuVWmCxDJlTVNlKXXPhAfmYr9VmuZzMRScWMbbLC772N11MbNLH4vPy8Rn2pbjvy2fZcV1TgRj37XERC6ZrCixRKix6emVC0D/1CCpBXWJj7L3IQSYtMXosiHcoTDYjFf2OyyEWlFUgZ6tMksoVh1fDkb/9CU+94bbCfzfZ16MW5Z3z1WyWgwf9OFv1qLUCX3jV02gle7EyNz+AJqzD2SU/jr7Rivq0iCCIBfKihFToEvICyN1hxL3GiG8yXtTjWA8MWhtalWF1MpeUz1erVROAvADTaywFZW5mqh8xqaJ9147CffT5mbmVyhxAk3ELYvM08zPlFfEZfz+wRBpfCvzs86dJxbO8/cub8VjXMZmVrdDCQu322WqIjM4Tn/ITnyu/uRKf9GFolT9bQRTR2o3npMw5Te08fOyLJfNMc3l7bjk05kM2RhZkhX1VZS5Ves54Yex+1jVfWXPEf62oRuaUwvCYME123kPUX3sP156172RXz80MzMkqUz1plgqUcYLY+Opx8eubr+SCttfym2O31lQi7g2fe8ccLFfmiq9d04F+JClHu3Mb2zpu4MXJ3zA7Kr8ei0tLzrxQVZlLzAXRRHRoEvrKZC4yBgiIsSTTg09iVTkK5y4F4cQ8mWyypIJnJZa65s6/68xka0afD0dRIEkS8+H/zd57hkl2Vlfb96mcQ1dX5xwnJ82MRkIZBRDBEgaTDNi8Jhhsg43B6cXGvB8GZzDYJhhsMMEggsAghAQjjQIKk1P3dM6huivnfL4fT52qrq6qnu6ZsQzXpfVnrqk+lU6dsNez9l5rsmrGnAK91iwceqt831QmxumZBznY/bqiimo1uDHq7Jd1tBz3PI3D1FK8dyhkDmDvjWLR3+oUf9ObnLTV78WotVXMzcmyzE8vfpJW5y4+9IoniGdCfPrRV5GsYn5TDUvBS5iWbTS/bA+hi/PoVWZu3fZuTk5/m9Xw5KZe4xcJL5K5q4RzUAR3LxwTJ62lrWC+MWhnZTxMLpvnJ39/npFn/KiQufO9A8yF7WSCcVaOlc9HKPNy9sP9eKej5DJ5Rr5xiuaX9ODscRKJjpFe6cL+t+/gnu4H+NU3PsDNt3+YlrZDFZ9LgXcqgpyXaep309i8j0TTKtp0DB1JLhVUDjmfJzyyhHWgGSkRg9bCPEkVMpdOZPFORWnZ4aRztw2DTUdkNUn9DeKG6X1ODDCHg6Ll0WZvp6HLhFoq2HJXIXMrVZwsEwt+8roMQ/6v01B/M0lfG1Onqhc5kkqFzdZOqPCeyxMxUujRpLe+cu9qM+JfT+ZOeGkctDP3tSdZOTbM/r99ExqTno79dcyeKrVZgjDBmb0QpmufveikWY2ELj58jnw6W2yxrAZZlgvK3AZkrtCaWmt+qO1XRCE58t0fMj9bWrkeftKLzjOHwbdIJlJZ3A/eUMfIz/1baskTLaiPFF09O+qFCcqM71RpXu4qlLlUPMvkc6tsv7OFug4L3iptlhspc5lwvEjy4nMbFxZWg2izXFvgKcocQNurDqDSqouult/7xAiJcIY3/1UpaHnwRlFYbGZubm5IfI/te4Tq4o/NUW/tLsYSKFBMUMaeDxBZEcfVwoWN22EVZU6ZCd0qmQuenS1zCNWotMVWv43InCzLjD3nZ89LG/jwT24iFc8x85xMOFa6rnij0xi8ZsxdbkAoc7lAGrelpxREW5jZUPmFgu0uKHP5fPX51s1AkiTsm4gnKJK5TbRZCjvvbUVlzheaxhx1oLOXrmuGBhvZSJJkKFUWTQDifJFUeSbmq7cLLYWGcVk60Ws3H7eyERZGIjzyuSnuflc3LQNWmuwDZPLiOpKevvJW6LVQ5kwDp6er/j2+ECgqcwA6p5m0f3PFmAKtWs9rD/0Ns77TPDX6peLj+XxuQ6XHYqgvKxK3OjO3FLzEcmiE/Z33benzbgYbzX6tTMfRWJIks0E08Qaigc0r7ZIk8ZYb/5UGWx8SUtls8GahkLnY7OYW+3710CdIpEM8dOavNtwung4RTXqv2PwEhIIuIeEZH+EB5zuKiwjKvFxb3R72d95HKhPlzNgjAHQc0CGZohuanySWgkhImFcdZY61a+GNTmPV1qGSIRZcoM7YjjcyWbbAsJmMOQUia256U997q4il/CQzkZpOlgoa7YNMe08QT5Uvjp6Z/QHpbJzre95UfEySJBptl48nGPc8RV/jTcUFa6tT3ONaunS4W8Q1UVHmTLZmVJKKLvfhCkfLkeVjzPnPcufO99Net4d33f5N5vxn+bfH31zTpEZBPp/Dn5/D4nXQ8auHyCUzRMY93LnzfagkNY9e/McNn/+LiBfJ3FVCcbSc/5lYvbC0imKyeZudXCbP9//8FA/84fO0Xy8IUmOHHh91qPRa5ta1vynzclmXWC3TkSIx66Xn/j2077SSzi0SW21ByugIja1u6vOtjIsV/4Y+Gy1t1xPMjyFLeWyEi2QuNuMll0ijdliRAMe+LiS1inAVMucZDSHnZVp2OPjLx26mc59TKHMHu5FUUrHVUml5tNnbUakkmrpEO0c1MrdczJgrFSnxeT+hQyMk037ueuUnUKklJk7Wtpy32duL77k8ESOJATm69ZkaV5uRaCBDMlZS02ZOeuka1HPmQ9+g6e7d9Lz9VgA69rvwzUSJ+lMYGsXvPndimWw6T/c+R4nMVWkHm3/wBHq3rUiCqyHqT5NO5DZss7Q4dZjsWjxV2iwBzB311F3Xzcmxz/Ct/3xlkZwd/fcZLKqCk9diJfEZvLGO8GqqmP+3GcRmvJz4nS8z+WUx79Xq3IVa0jBbIHNN9sErHrgHoSTnMnm23d6Mq8uysTJXJWsuMi4ULNv2FhKLgQ2Dv9crc7lUhuRKuKjM6ZxmGu/cxey3n2d1NsZD/zTBrW/toHN3KYi9uc+MrV63qbm5uYthXG1GHE5bcbW8WlZYXasRR5OeieMBIiuClG1E5mRZFi19hWgCAP8WAuHz2RyR0SUyoURZS2m7S7RaujZYYfbNJwh6UvQddtK1x86f/vBGUqsmVlaWiYdFARrIzGP0WzC2CJKqnEcNhr4KMpdeFL9JfYepqEhfbavlZtssN6PMgWhlWy44WobkZeyqcuVD7xbHqTqTKIsmAOhrEwsvs77qZG4xMHRN5+W+9icX0RnV/NpfCKWvsTAjQ9SB79KVzSytRT6XL2Y+Bs5UKgzZWJJMKF5U5gB0dZYtK3MAh3peT3/jzXzv5J8VC89AbJ5sPl01lgBE8em29TJVME/ZsM2yQObWmjCcnhERHvs6Xr3lz3s5bKTMrUzHqdshCK8u3UxsC2QOwKCz8r67H+I3b/mPmhEXG6GkzG2OzLXV7eaG/rdxdOjT+CK1lSbFybLhKpQ5lUqNSe9kZXqKTDCO/7zwApj3n0OnMeG29rCt5Q4MWitDvh8C0HRAXEctmtr3JmUR0Dhnrtl26I/OlLVPNjm3kc2ni/OJIKIyYOOMOQX1lq4tz8xtFqsRoTxt1GYJ4rzyhEb40wf6ODr0GbJ5caw9N/F1nOY2+ppuKtu+0T6wYXC4PzqHPzZXbLGEkjKnzPRjgecAACAASURBVMuBmJkDoSqCmL+c958rM8X66YVPYjHUF2f29rTfyxuPfIozsz/ggeMf2vB7+WKz5FQZ6tVdOPeL9wqencFhbuH63jfz1OiXKtTdX3S8SOauAGsdphwDYgXf8+w0ar0GfZ04IIWjJTz08bPsvLuVez8i1DNHvZo8arTbeips45V5udWQuMDu3icO8ta7d9K+y4LKuEoq1IDGYSE4Jtyoho8u8p+//XRNBWUtmWttP0ImGyPTksBGmJkTXpKRNKEhcbEJRcRKScuhVqwdTkITlYRRcbJs3u7A7NBhbzISXU2iMRtw7Oko5qSFwyUyd/Sfh5D94iZYXZkTN++1mXDB+VlCR4bpH3w1XX030r7TxuSpy5G5gjI3HkU2mkmv1LaorwUlnkApeEPLcQILMezDz4Ikcf0Xfqu4otSxX9z85874isrc4ilBGLr3r1Hm1hk15NJZFh86S+ur9hfjJ6rBOyc+w0ZtlgCN3aaqM3MK2u67jlhihUTCT8A/QSKS4ZlvzWNRiQtjdTInvtulTRp4ACQWxW8bnRDHplatp8W5i8mV5xjzPHlVqhyIeTm1RqL/pkbqu6zFmTlJoxbzNoDWYkBjMVTNmlPMTxrv2Imcy9dsxQSwFZQ5q0EoRkpguKLMAXS89jCx6VW++/4nkGV4/V+WF9pibs61qXbV+aEI7TtFoe8qDL9XUxQkSaLvkJOx5wOElmO0M4tv1E8mVX0lMhnLkc/JBTdLQeY2Cg5fj+jkCvlMDmS5TMG9Y/vv8JqDH9/Q9EGJZVDUxG0vcXH4nkHy+ggf/5Wfk0pmiKhXsWbcxfNAIXP1dOAJj5HLZ1kJj2E3NROaU6EzqLC6dMVz62qDw0OXJXPiO2xmZg5E1lwgNo93dJKEPUK9vbxY0rvFdUJPpTLX2dFPPmZhOV5pjpXP51gOXbpm83KLoxGe+94i932oH3uDofDZBZnTx3pYHN2aOlYNSU8IubBgUk2Ziyvn1Foy59x6myWI8+KNRz5FNOnlv09/FCjFElRzslTQYOsrZpJdrs1SlvMkM6WW6TMzD4oWz00U5ltFUZmr2mYZxz4g7uumfDPRLbRZKmi093Nj/1uv6LMlPeK9Y5tos1Rw34GPIkkqHjz14ZrbKDERV6PMgdh3fp+4D089Jc7vef9ZWp27UKnUaNV69rS/ggX5p2j0MtaewoJgrnbLqbIoYVyyEEoskUiHK7bxRqdpKMyNAbQ3iq6bta2WW1LmrF2EE55Nm8dsBQqZu5wyd8vgb/Hh+07RVreXrz/zu3zku7t5ZvyrXJx/mMM9b6yYRW209eOLzpDJVr/HrJ+XA6hv0qA3SNxwdynGYa0yB9DdcD15OceMV+TmroQnODv7A27b9u7i/C3AHTt+hzt2/C6PXvgHjl36fM3vpThZNtdtx7atBUmjJnhO/Db37P5D+htvLi7k/bLgRTK3RZwffoCPfKae7//gt3j62Mc5e+HzcOs0yZ4xTO3WYqHfvM2OSi3Re0MD7/nuS7EW2i81cgaTU0fc0UpiIVBmG6/My82e8VHXbsaaC5LAwPx4ksaBFCpNlnTYjbHdRWhsFVmWeeCDz3Pss5dYmag+l+MZC2O067DUG2htPwJAbn8OJ0HyOZnxp1eKsQS+RXFT6L6lHVtvfdU2y8WhIJJKonFAFF1Wt4HIqnDIcx3pw/fchGjbDM2hN9jR662cfnAG73CYfEZHyF9JED2TMepaDegMpd7pS8FvIOsz3Hb3xwDoOWBn8mSwJmm1OTqIhBdE0TMRQ+uybWhRvx7n//kYo984UZE1N3PSSwuLZEan2f+3b8TcUbrhK2Ru9rSvWIR6h73ojGqaB6w4W4yoNVKFerBybJhMKL5hiyWUyNxGbZagxBPULmrb7j9E3iwurkvzx3n6WwuQiENWqI+xhUoy17bDhtGq2ZK1fnBcHC8Lz5byBjvrDzCy9BipTPSqzU8uPbZI1yE3BqsOV5eF0FKchCeMvt5aNndYK2suXIglUJxiNzJBsRkb0WlMxTZCJTDc3F5avW/7leuQ1CoCR89w+L5mGqoE1A/eWMfiSJSwt7brZD4vMz8coW2HKPSVjKFaRWj/4ToWRyKEzkzRzzgN+SWWR2rMJBUUMJNdg96kwezQ4tuCMqcs9ABkQmuyJ90HuXfvH2/43LHn/Gh0Kjr3lNTKvp2dSOocQ8/N8vBXTpJTZ3GqS+1NynnkTLWQy2dYjUziCY3RaOtndTZOfYcJSZJwtZuQpMqFkq1AUeaqXVPGnvfzvp2P4g+I65VxE6HhUHK0HHr+x2SsKZrbywm+oaDM6UlVKHMmqxZ5vge/fLHidX3RGTK55JbDwGth6ow4Xg79SinyRTEwcEiDLI5Gr9r1VJlL1VgMBE5XKjKJBfF34/o2y8CVEfSO+v3cPPhbHB36NIvB4WIswUaGGmv/Zr6MMgel4PBgbJHJ1efY9z/QYgmgUeswam1Vg8NXpmOY2guLDOrWLStzV4utKnMAdZZ2XrrzfTw7/lVmfWeqbrNyDZQ5ALPeRRJRiHuHVpBlmXn/uTLjpn2d95HR+Kk7Mo1sEftYl67dcqqQOfOyuEavbyXM53MEonO47b0YLWIBsKv9ZqCkOIIgcxq1vrhIuBGUe8/VzM3Jssznjr6Brzz1zrI5MG9E1J2XU+YAOlz7+MDLf8rv3PUDAL547C3k5GxREVuLRvsAMnIx/H09xjxPodeYy34Lq0PDj2Z28oq3lK4DVmcHkkqNxSHavXvc1wMUWy2PDn0alUpT1Xjo9df/A4PNt/HgyQ/XvIbNL4hjsKP7IGq9Ftu2ZgLnhBjQ6tzJ77/sYRquclHhhcaLZG6LUMkS6XSUp0a+yNGf/imP/Oh9BG/6EfHX/pjsvpK8bHLo+eOfv4rff+Rl6M1aTI3iJp5YidKx38Vc2FpmG6/MyzXctp3Z0z46dloIX5wnbnBx6rszODrExTsdcmPvcxMaX2X8aU9xZmvk8SWqYWU8TEOfDUmScNb1YjS5yPdHsBFGq85x6bFFQsMLGBrt+CaC5FDRdUMT9t56QuPVlbmGXitavSBeVreBTDJHKpal/kgfmXCC0PBiMZYAIDAfAxlySTO+5crXXJmK07imxTISXmTW8DPqFnfR0LgLgJ4DTkIrqZrzPjZ7O/l8lljUg2cihrHFQT6T2/Qq74mP/YSLn32qgsxN/WyKPsZx37qdvnfeUfYcq9uIs9XE7GkfOodJrO5M+ejcY0OtllCrJVxtxgpHy/nvn0Rt0tN0564NP5NvThQ1lyNzDd1mVqbjtd0+d7SSt4ob/tCPv8Oz//Q8nS2lAqCaMqdWSwwcqduSo6XnbMFcZKb0G3e4DiAjPtfVmJ8kI2mmj3sZvF2s1NV3iUHpyFwQfX15JIexyVFTmTO1u7D2ixXYjebmtBoDH7n/HLdtezdQCgw3rlHm9C4rDbfvoC40TVNv6fjNZ3MsPXqewJnposI5+mzt91qZjpNO5GjfKQoFxSGyVhHae8iJLENkRJBTG2EWa7RaKs6VJrtQgZwthi0pc+HhEplLBzcusvOZLOGC+gnC/KR7n714rYCS4tCyV+bJH4v2tvo1c3fGRrEPbGGhjC4Fhwvh6f14C2QORIxIXavx6toszS2ksrEytUXB8R8sMT8UYWlOHNObmZmDkjnJhTkxj7M2lgBA3yDIqo50hTIHoA30E9ePFduZFFxrJ8v5oTAqFbQMlM6dZsd2Gm39dFtvJx7KEPZuXfFZC4WsNd+9m8jYcoWVfbyK2i3I3JUT9Puv+xg6rZlvPvv7eMJjNWMJFKw126gVGg6VZO7MrChs/yfm5YrvaXBVtHqlEjmCyyk0DT5UkhqboemKlLmrgULmMuEE6eDmf6t79/wxJr2T7xz/o6p/Xw1PYDU0YNBVBm1vBRZDPWmNOKdDk35C8SWiKR9tdaVzcXfbyyGnRX/wedJ6cY6rYrWVWaVt31Qgc+tNQYLxRXJyFpelC6urC72pjmb3XjQqXZkyF4jN4TS1bSrDUYknuJq5uVnfaY5PfZMnRr7An317gC898Rssh0bxRiaxGtwYtNXjrNZDkiT2dbyKj7zmPG+64TO8bM8flREyBcqCkCc0Sj6TZW5d99m452l6Go5UzILXNWjL9olaq+eVv/0Qe25/HyCiW+qt3UyuPEsiHeap0S9xqPv1OMyV+cNqlYYjvb9OJLnCUo35xtmZ02hiOpp3ihl3x54Oguc2zsf7RceLZG6L2Lnjtbz/bafR6S2Y+vbwnj+c4mDw00hRI+mW8oOh57Abg0XcsA0uM5JaRWIlQvs+F3PDcdw3DxZt45V5OcfhfjwjIVz6mJhNu3MHZ/97Fo1ZtK6lQ/W4tjeQWI3y078/i8mhw+o2XIbMiYujJEm0th8h4ZhDAtoaM4w8vkxoaAHb9hZic35yejMarRpbr5uUP05qXQG3NBSkeUepsLG6BdGIrIp4AhDh4YLMiXmawLx4jXzCRMhXXZlba37y9LGPkSdHd+SVpX15nXjPWq2WSjyB1zOJfzGJrUvcfGtZ1K9FMhAnvhQmthSirrVE5mRZJvDVH6KS4IZ/fyeSqvJ0ad/vYu60D0mlwuC2klgO072vtH/cneUW6rIsM//gCZrv2Y3GKOZSxk8EqtrXe+cSaLQS9kbRBhUOzZOpYurS2G0mncgRWtlA/TGJv80MPUHPue+za/ERbIQwSYmqZA6EqjR7PlScb7oc/GOFVeRQqDiP1ukSJigtjp3F7DaAY1+d3ZDgrMfokx7yOZltBTLn6iosjiyFivNyCozNjuozc6NLWAeainNvl3O0bLD1FtsIFSOHtYUngPOO/ViIUqcJ4z81xck/+CoPtv0uP377B3j4fR+k96ATtUbaUOFUnCzbd4jvoShyisqzHn2HRFtabkXsbxuRmnNz8ZBQXxUy52rdWnB4aLjUhpi5TOE2/bWneWjXH5HyR8nlRE5h//Xl+0tRP657rYnFpYJyUl9qTVKUOfOK+Hdy5VkiyVUa7QN4ZxPUd5QWNtydpqtus4Tq8QRKxqLPv4pObdz0bJHb1otKUjOtEtf19W2WGylzAJbkNmRVpkjeFCwGC06W14jMzV2M0NhrKeuG0GtMfOx1oxzofRUAS1fZaqmcXy2vFIHogbPl98dE1TZLQeauVBW0Gt28ev9HuLjwE56f+HrNWAIFyoLJ2jzJalhP5k7PPEiDre+aKaXVYNHXVyhzxXuJfRWHqRWrw/jCK3MrYVR6cT3ZrAkKgEnv4BV7/4yLC49wceHRir+vRiauiRpiMbjIGMV+ii8GmQ8UzE+cJTJn1NlgYi/p7qdIqZfJR6ykw+qqrwdCmVOb9BhXLUioKkxQlNm2eksX3XvuY+DQm1GrNdRbe4rtvgC+6Oym23JdhQ4N7xXGEwCcmHoAlaTmI/ef444dv8vxyW/y4e9s5/jkNy/bYlkNGpWWO3a8l9ce+kRVQlrMmguNMvfd4zx5/z/iPyEUwWQ6wnzgXFmL5Ubo2H43Zlup9bXHfYTJ1ed4avRLJDMR7tz1/prPVRaOR5Yer/r35eAIpiUbzr2ibnTu6SA+69vS4sQvGl4kc1eAloa9vOVVD+DxXeQ7R99DQ982NLMtRC3jNZ8jqVQY3RYSnggd+11kkjlsN+ws2sYr83LhnBmNnCZxaghLh5Prfmsv8WCamQvi5p4OuWncJwraSz8Y5eZ3DLLtjmZGjy1X3ACzmTy+6SgNfbbiY61tR4ikp8jqM9Rpo8ycWCU8vIB9eys5fwhNvSii7L1ilWptq2U2k8czFqZ5e4msWNyi2I2sJrEONKNzmhn59E/wzY+SOBnm8fv+kYHoSdqZJZ8yEYuUF9CZVA7/QqKYlxbwT3L6+OdxDG+jzl1qM+vaa0elgqkaZE5RAefGxG9QNyg+/0ZzUQr8FwvZY0th9EY1VpcO33yCyf94At3qItmD12Ppbqj63I79LpYuhUjFs6idVtTpBN37S21l68mc/+QUiYVA0WVybijMHx16jIf/pdIK1zeXoK7ViEolkc/n+OI/7+epYx+r2M7dpWTNVS9sU6kwebKo1TrS7RGeVV+PaU8faDTo5SSRierW9gM3uMjnS7NPl4OiXklynkShLbGtbg9qlZbtLS8tbifLMv/23jN8+/+rvmpWDSOPLaHRqei9sWCCUVDmUr5IBZkzNNmrkvjImAdrfxM6pxm1SU/sMllz5d9NBIZrLeUzYqodg8hA6B++yMPX/V/GPvMI9Tf2E3/tNHMDP0VKp+je79jQBGV+SJA5pc3ySN+v86FXPIG7RguMtU5HU68ZTUx8RxMxFs+uVP/cVZQ5/8IWlLmhBfQusa/XKnOZTIJgYLr8vWZ95NNZYjNeFobDJGM5+g6Xz5op6sfgnVoMbmFO0NRWKojVBh1am5H8chaHqYWzs/8NQL2pl+ByshhsDyKWo5aL62Zgr0HmZFlm/Li4boTDvk2bnwDER1axJt0E3OKaoqyuK9DaTaBRV52ZA3BKQq2f9YoMrwX/Bb7y1Dv5/qk/x23txbyFz7IR5obCtO2oroAoat3i6OUjNTZCfN6PSqeh+S7xndaboMQX/GjtJjTm0jmlc5qRszmysdoLU5fD7TveS5N9G6HEcs1YAgUKmTNvoMqJv5fIXDwd4tLSUfZ33rcpheVKYTHUV8zMKW3Faf0yLksHZqduS9EE1wJJTwjnPlEEbyaeYC1u3/Fe6q3d/OdT7ySWKr+vrITHryqWQIFJ4yRjFgtWGX+YuYKTZWvd7uI2mXSe+LMHSRsWmYodJR9wFTPnqiGxHMSxpx1VVo0911ihzCmtkC5LJwfv+VNued0/AWJBcG2bZSB2+cBwBQ5jIWvuCtssZVnmxNQDbG95KW11u3nDkX/kE782xd27/oCcnKWz/rrLv8gWYdQJAy9PeIzgBXF9j06JBfyJ1WeR5Tx9DZsjc+vR476eQGyeh85+nP7Gm+ja4PO7rT04zW01yZw3P40t6MJQ6JRw7BG/SfD8XNXtfxnwIpm7Qmzrfhn3v/SfuTT1Y87Z/g31XDMpaZVQYIZcPsvY7FEeevJP8AZLJ7Kx0UrcE6Zjn7gxpBvFATT//ZPFebnRB4cZZIRMIMrtn38jO+9uQ2/WMDM8DDkrFruTuu2ioNXJKe5473YGbm0mMB9jdbL85uubjpDPyTT020kF4/z8jx6kseEAIBNsTWGIedHkU2RCCQzdjWgzcSyd4qZm7xM93WvJ3OpEmFwmX0bmrAUyF11NIEkSXW9+CdEFDxlVlOxkjuD5eWyE6VVNISeMpNYZoKzOJpDlUizBk0c/gkqlwfrTgTIVxGDW0LLNysTJ6sTCVHBJnB0WZK5pj9hHm1HmFDKXiaZIR1O42owEJgOc+sDXCWKn9Y231Hxux34Xcl5m4byfnM6IgSRda5W5LhOBxVIe1vz3TyKpJFoLq9Xjx8X3+cm/TlaQce9cotT26R0hHvfiXRmq+AxKPt9KjfmheExcTDu6bkWWkjS9xolsc2DcLshCdHy56vMGrnciSTD6zOZIT8oTQvkG4XFBLvRaMx+69xivOvAXxe2Cy0ni4SxTZzY/YHzpsSV6jjSgNwk1w9FiQq2RyIbilcpck4NMKE42kSadFMYgKV+EtD+Ktb8JSZIwtdVdNjh8LdbGEqxFMKRimi6s29s49Nm3c//yv3DLd38fuT5F3pQicGqKwRvrGHs+UDMTbe5ihLpWA+YC4dKq9Qw03bzh5+k95MSUi4LRiAQEa1m/K2SuoALVtRoJLCU3FWQu5/OELy2i6hRzC2vJ3FOP/T++9C/XlR2zab84/hIL/grzEwUKmZPMUZyDAXRBA7aO8jY4Q6OdpCdEs2M7i0ExP6ZPtCPL5WZA7i4TvvkEueyVZc3VUuZWpuPFIOZoIoDpMuYn2ViSiX8/xiMv+Qg/2vlHaEfEvtaodNjW5Y9JkoTKYqqpzDVY+pDTep6b+Dp//+O7+Ivv7eaZ8f/kSO+v8/57fnxF3zOfzTH3vePF3yqbybM0Gi0qwevh7jSh0UosjV2dMpdYCGBsdWJsrUPvtlWYoMTn/WWqHAgyB1xVq6VGpeUNRz4JUNPJUoHd1IxWbdgwlgDKydyFuR+Ty2e2NC+Xz2QZ+9zPyGc3tkxfC2sVMqco0XEWqbN0YHFqSSfzxevc/zRyyTSZcALXIUG6tqLMgbi2veO2rxOIL/DFY28tuoNmcikCsfmrNj8B0KdM5PU5cpoc6lSc6eXT1JnbyxZC/AsJ0mcOARLB5MxlyVxyKYhtsBm1UYc9XoXMFdSzOku5u2+DrY+V8DiyLJPP5wjGF3FuksypVGrqzB1X3GY55zvDamSC67pfV3zMbmridYf/lk++2cvrC+fItUaDrR9PaJRwYd46NiOO4XHPU0iSip6GI1f0usrzIskV7txZW5UDcZ0daLqVkaXHK+qqeDpEQhemXtNVfMyxV7T6r+8e+GXCi2TuKnDD3ndx28EPcj7wTTK9KTIa+ObDv8lHP9vC5x54KUef/wTPn/9icXtTo5W4J0LjoAONXs3SfB7ngS7GP3eU6IQHTCZmPvkgqNS89pkP0HHPDnRGDbvvbce/MoWjrpP3fPEAhmZBFrq2GXF1Whm8TRCZ9a2Wa50sp75/jlN/8yi5YRtIEonuGNrACq6CMUY0rUdDDvdOQYJsPeLmFl7jaKk4WbbsqCRzkYLBw8FPv407h/8EgOs/+m76//X3GWUAVT6HKqkjT6js5PKsiSVY9Vzk/Nmvsnf7/0ETNVXc6HsOOGq2WfomQM5qWBgR5Ln1YCEKYQvKHEB8KYSrzYj+1DNkQjFGGaDrUO1h5bUmKImcDj0pOneXlFB3Z3ke1vyDJ3DfvA29SxRS02cLOThDEYafKr8xeufixeJ1eUG4OIWClat07i5RANVS5hQyp88JgrDtrhUCw8vUHewGSSK9XJ0gmx062nfaNmWtD5ALRQgjvvvK6fni472NN2DRl4jQwogoEv0LSUKrl1+BjwdTzJ72FeflAFRqFXXtZuRksqoyB3DqgQne6vhvfAuJopOlbUAU16b2usu2Wa7F2sDwtVidiXOK67jryT+n/10vRV9nEXEAmVXyhjS+E1MM3ugincgVf+v1mB8KF+flNouenWLhQNohWjFzSx5SscpiZP3MXF2LgXxOJryZ/T7vJxtLMb4oFgsia4xyZqePkUj4yWRKx5xSgCcWg4w958fs0NLUVz6TUQz1TfnQNXsxeC3ML5arG2vJnALZK363+jXKnLvTRC4rbzk3T4HDKI6n9WROabG0ufUkskFMG5ifJL0RftD3AZ57++dJ+6Ls/7s3se/+1wDgNLdXbfGTLObaylyjmdxMN0OLj7IcHOY1B/+Kv3nDHG+7+QuXVZlqYfZbz/Lkaz6J9+fCtGF5PEouKxeV4PVQa1Q09Jiv2tEyXlgAkSQJ576OChMUheytRZHMbTFrbj12td3DO277Gnfs+J0Nt1NJKhrtA5cNz1bU2VjKz+mZB7EaGuh1b74oXXzoDMff/SU8RyvNbWrBrHdV5MytTMfR6GRCqQVsNGLUCxL3QqlzyrycY087Kp1mSyYoCnobjvD66/+Bc3M/5OFzfw0IQw4ZeUOzms1CHRLnVdwhFPCZlbNl83Igrtty2EGzXriMyxuQOTmfJ7EcwtjswNjswBKoYyU0VhZT4YvOFEyzylt1G2x9pLIxwgkPwcQSeTm3aWUOhBnWlbZZnpgWLZbV5jp1GiMaVeX151qg0T6AJzxaNM9SjpFxz9O0OfeIFtcrQLtrHxqVDpelk32dv3LZ7Qebb6s6N7fkF11uTXWl+4ux2YHeZfmlnpt7kcxdJe695RPsGXgt3kPHiVphYulJ+jteytte/R1c9h68wTWmKI02lht+xPzcMdp2O5k97aP9/oOCyAFD3zhD2mRHvvVWXLtKg5377+8EwyomfSuHXtXMye/NkUZLc7tY2W3eZsfaYGD0WLnCUkbmxp5h5q8+z9zpC9S7t5Pr9KLKZRloEtsszYvZmtbD4n11Fj3GRmuZMrc4JIiRErsAYKlXlLlSQbU2Yy4wHyeEKK4NWQ0qfawsRFux1G/sMTN66Qcgy+xwCZckU1t58dxzwIF/IUnQU1m8+aaj5GI2EollzA4tzk4baqOuqqvht776Kxx/5p+K//dfWEJSiYIyvhzGbYpRvzqMZv8eYiob7ftqt+C4Oi2YnDpmT/sIxzUYpHRRPQLKsuYiEx5CF+Zpu6/UHjBzNkTHLhsmu5ZHP1dyNs3nZfzziWLG3NLiycK+rbzYGC0abPW6mllzCpkbf7yFXMqM2jxE0hejbncrOredXLi2c93ADXWMPOPflJKjTsRIWBvII7F6pvoMJ8DiSElBrkVw1mL0iWXkfGleTkF9mw5JlqvOzAFceniGTCrP7PlQkcwp5ifmdtc1UeZWpuM4mvRls0fJRIBsNoGszbF64hLbbhTPqzY3pzhZttcorGuhTi+K3Ux9M9oGpzBBGapcuFDI3PjHv8X8f5/aUtacMi83sSwK7Jnj4jjKZdPF43Ft1EhgQny/6KyP8ecD9B1yolKVEzUl1Dea9JI0eTD4LDz9w/LPbWgUTrTNdnGzrTO3EyisDbjXzMwpWXNXOjdn0FkxaK0V8QQTJ4JodCoOvrKJDOENlbnlR8+TXA5y07d+j1cM/y3bP/AK2loKGXw1AtVlg7GmMmdv1BP/2jt4y/5v8PHXT3Hv3j/BehnV6HLwPCbUfCVnUQmo32gBoWXAcs3IHIBzfxehC3Pk0qX8zviCvxgYPnEywKd+/Thqq/hNr0aZU3B975twWWrnICr4P7f+J68/snFIsFatR68xE4ovcX7+IfZ1vBqVqvaM1XqELhZUii2QH4uhnmQmQiZXWnhZmYrh2p4il8/g/fIlMj94GGBLweFXg0QhlsDQ5MDU7tpSPMFa3L79vRzueQPfO/l/GV782TXJmFOQ4nDpBwAAIABJREFUVTybBu3oNDF8yTHa1pl1KKMPe1sFKVDF3DXJXMoXRc7mMDY7MDTZMS1ZSecSxcw4EDNz61uqoWSwsxKZKG6/Xr3bCFcaHK60WG5rvuOqrx9bRaN9gHDCQ2BO1CqxWS+5fJbJlWc3PS9XDVq1nvsPfow33fCZCgOValDm5kaXjpU9Pj0qHDE7uvYXH5Mk6ZfeBOVFMneVUEkq3viyr3DPjR+lz34dnVI3v/7Kb7C7/zU0uHawGlhjYdsYI7z3GE8f+yva99Uxd8ZH8yuFQUQeiYF33calRBedR8odeva8oh2N3U9s0Yosy/zsUxfBYiEfFjdlSZIYvLWZkceXynPrxsPoLVpsDQYWVk4j67KMLxylte0IslushGnmpsigYeZZcaNvX/Pe9l53WXD40nCQug5z0dQFwGjTotaqiKyWisNyMhcjjR5LTwNWNKgNCaZOl17TMxlDq1fhbDYQDs0Kt82CGLh+1bbnOvH/auqcdzpKNuogJ/lo6jMjSVJhdqp8WzmfZ2L0Ic6e+o/iY/6LS7ivExfY6GIIy6ljZNHgcW2jadBe9n3XQ5IkOva5mD3tw+uVUMtZMtES2VxL5pRB4MbbxYyQLMtMnw0xcKSO297awc8fWCha2IdWUmQzckmZKxTPibiPdLqy0GnoNtecH1LI3PmHsxg1u1iafx4A5/YmzL1NqOUsidXq8zGDN7qIhzIsXNp4fiaymkAnp6jb1kAcE6HR6q2bIJQ5jVYU+dObaLW8dHQJrUFNz5HyuUVXg7igVypzgswtnRGfwTMZIzy6jKRWYS7MPpraXSSXgptqe1ofGL4WqzNxGrrMZY9FwiUHyNULl3C1mahvN1ZVOFem46TiuWLG3GahK8yehrHivK4bG+GqJijxUAYLUSb/9VGe+fV/wawW5+lm1CylTSaEnSwals6J89bjOUcuK47TRKL0nUIz4rf0DXmYOR+m//pKEqRSqTHqHESSK0Q1PgwRF89+d6nMZEcoc+GiMqc4WQK42tcoc4X9fi3iCdZi4kSAzj02Wrdbyeui6CV7jWcLoqS1m2h7zaHi/FRTwdFSiZhYj5xOkDmdsZIMOJoM5Oa7aOeea7ZyvnJMrEwrsytzF8NIErQO1nayaxmwsjwW3dQiTjXIskxiDVlz7u8in8kRHhKsPJ/Lk1wOFa/xP/viNE98bQ7vqlA7rgWZ2yza6/bQtCYfrBbM+jrOzDxIMhPZsovlepViM1CK8NgaR8vV6TiOQXEtVo3lyfvEOf9CmaAoypyh0Y65w3VFyhyI++Zbb/oCTfZBPv/YGxldfgK4+ow5gOyMOIaM++0kmkLIUrZCmVOuJy/Z/Xo0aj26SDfxGmSumDHX7MTY5EA/LRbE1io+vuh00YV4LRSlcSU8vqWMOQX1li5CieUtZ83N+c+yEh7n4JoWyxcKTTZxLsXqQ0gqidiMlzn/WVLZ2FWRORAZcHs7Xnn5DRELA05Ta8Xc3NzsaaSsRPfucmXdsaeD4Pn5TcdZ/aLhRTJ3DaDVGrnrhg+zd/D1BHxjRKOCGLmdA3gDJTk+aD8NwOzUMVr2GIj6Upz9t+PkUOHY20XPO+4klyu17imQtHFU+gSecwYuPbbEwoUATde1EhortUAO3taEfy6Gd6pUdCtOlpIkEQyJm+hq7iItrYdBEyZcl0NOZ0mqzYQKq7aO3tIqjn1d1tzSULBsXg7ERVnJmlNQJHO2NgLzMWyNRhpu2YYuLFZlz/6k1G++MhXH3WVCpZIIh+ax2duL7W/rlZDufQWHu2pkbipCLmpDZQjQ1CuKFGOTo0KZi8e95PNZPMtniMd9JLxR4TB6lwjM9Tx6HnliiiF2sDiRqvi+1dC+38X8OT/+kDidUiulQFElVmB1Jl6hDvkXEkR8abr22bnrXd1k03ke+w/RirQ2liCfz7G8dBqzWRCRaq2WDd2myypzqbCV/l034g9fQlbncG5vwrGnAxUy3ucqDViAoqp08bHqBhsK5o8LJa55fxNxyUxyvvaK7cIlkalW325k+szllblLjy3R95LGMot7ALtDFM8aW3m+m7HQZhkcF4WGZ1Lse3OXG7VOEEBTWx1yXi7eqDdCtcBwBavT8bKwe4BwuNRiGl1dIuWLMHijq6oyt978ZLOIji6SR2LZr6fltgGMJFk4vlCxXTycpc0gfv98Osv8X38d2FxrYmh4gZzOgKXFjspsIDAtjH4W554rbpOMl8hctpBDFxhZJZ+T6Ttcub9AuM3N+c4iq/LUadtIJ3I88+3SZzc02kn7ozRaRFtho70f31wCm1uPfg0BWntuXSkcphYCsdJ75/MyEyeD9B500tRrRjJHkRPmms/3PDZEwy3biqHnIFxIJaSaZg5ZrRE96armGY5G4ZoZ9Fy5AchaxBcDxetOrEDm5ociNHSbyzoI1qO530w6md+UglsNaX+UXDJTjPKo21+YSSmYoCiB4grZG35SnBuzY6Jd8IUkc5uFWV9HIL6AXmMuM3TaDEKFiI+tdAMoIeaRNY6WK9NxLN3imqWeUSNHxH56oeIJlHubsdGGqcO15Zm5tTBoLfz2S79DOhvn4fN/g15r2VT+2uWQnRakTNetJdom9lW1NktHk57m+l7+/o1LmJdvqanMKaMahiY7hmYH2kvivFHm5vJyHn90tqoy57J0opLUzK+cYnJeENatkDlF3fdHt6YYKS6W+7vu39LzrgWUeIJ4YwTX9X3EZ33FsPD+xptesM8hSRIDzbcxslw+N7fkv4TRa8W5s6tse8eednLxFNHJjWudX1S8SOauITq6hFHG3PSTgCBzmWyCUEQUdys8DUkd+XwGbesFHAQY/ufHaXzLzdzx+AeZPSUu2h0HysmcUryHpix8/XeewVJvoP+eHpK+GMlCwGppbq6kiKyMhWnst5NLZYhnxY080bKIJS2KjECzuFGbeptRRSPIRmPRLh/A1ltPdD5INpkhn5dZvhQsm5dTUI3Mmc0NaLQG/PMxnG1m3DcNIoVE8TJzZhLfxSWG//0ZEUtQyJgLh+aw2tpILATQWA1oreX95yabluZ+C5Mna5E5O2pzCFebWDmrpsxFIoVVeFlmdupYcV6u+eY+VBoVS9/5OfquJibpxjcToXHg8kV2604n2VSeNGLfJVdKBEWrV+NsNggyN+7B2OpEYxIFm9Ji2LXXTsdOG9tvcvHI56bI5+WywHC/d5RMOkb/dtESUp3MmfHOxMnlKlfS4/FV5JyetsEGtu27CZksdISwtjuov7GwcvjUaMXzAJr7LVht8O3fPcbqVG11bulMYQFjVyOy3VFcMa6GxZEoLYMWuvbZi+HFtRDxJpk/5y+bl1NgtYjvmsyWF6V6t5gLVWfEPvRMxoiMLmPtL4XCmtpFEbmZ4qpaYDiIwt87Gy+6iRY/8xplLmdM4T8pTFC8cwm8cyXiEVpJ8uPPiPaiWmYUtRAdWyaBkbnRBK7D4nyuRsjjoQxNLGPtb+LgZ34D/89H6GN8c22WQwuEclb2vawRo9uCOpfi3E9XWJh7trhNIln6nfMJcQ1ILIrHlAiF9bDoXcz5RWhrS0MPLYOW4iIGgKFBnHO6sJFbBt/JoZ43iMDwdXmLOoM4t64unqC1rM1yeSJGPJSh96CThm4jkiFBNlQZBg/iuIiOe4pKe+n71fGBl/+M27e/p+rzMpIeLRlyqcri0dEkrl3B5SubA1wPJfJG5zQTnRJFykZOlgqaB8Tfr7TVsrggV1DeLH1NaMx6/IW5uVJguJOIL8XsBUESxi+I7/2LSuYAdrW9vBhZshnI+TzhQsvyVhx0lflSRZlLxbOEVlLomsS+0/tMZIPi93mh2iwVZU7fYMfcUU9iwb8lU5f1aHFs5203C1+BBmvvNXEHzc+IfaFuzhFtD0BGU7TMV7A6kyguwpn1TiwOXU0yV1LmHGKhcC6PUWvHUyBz4fgy2Xy6GCWwFhq1jjpLB8OTP+Tk2S+h11ow6mor/etRjCeo0mqZz1ff77Isc3LqAQabb3/BWyxBOEkiSySaIjTdtYt0IMbYwhPUmds3HctwrTDYfBvhhKfMsMabn8YWdZfVuiCUOYDguV9OR8sXydw1RFPLAbRaE7PThZaBOqH2rAZGCQVmCCSHMDy7H53Gyor3J3Qwi67NzejLvsyPnv8gs6d9GO063D3lN1qleM9FXCwNB7n1XYPU7RDqjhLs3bzdIfLmjglyksvm8U5FaOizERxbJWsTN8dMQ5DIUBKVZCbRKm4KDYe70JFGZStvu7H31oMsE57y4Z+Nkk7kqipVFrehbGYuFJrFuiYw3Nlqwn3zIOqkOHnCHg/nP3OMo2//Gv4JfzGWIFIIGo/P+4oqiOf5ab468JckvOKm1XNddRMU71SEfMKJ2hzBaBIX5WrKXDRcKtymJ39WJHOuXc1YzHmywRgDf/4GJCCflWnsL7/wXvrKczzypn8ve0whfGlEW5Ryw1OgxBNExpaLqhwIMifp4nznifv49o9/j0NvD7I8HuX80dUimXO1m4rzSdt2CGOFcLByla6hy0Q2IxOokiEWja6SidnYcUs9La1i4Fu3N46kUuF+yQAyEDg1XfE8EKtbDS1akGH5Um0VyzskCsXm/Y3oml2o00ky4coiO5PKsTodo3Wbla59DhYuRUglahcDo4Xjef28HIBRLxTv6Lq6T6VRo7KaMZKgZcCCZyIq9v1A6TWKWXObKK6qBYYDBJaSZDNyhTIXCZWUubwxje/4ZDE8fOQZP7Is8+Q35njfjp9y4TEvv/mPezA7ym8sl0NqboUYZmKhLJm6RmQgOTZfsV3Cn8CZ8tBy7z563n4rra86wC4uFGd4akGWZQLn5wnmLBx4eRPWFht6dZbnH1xicf45mlpEe7iizOVzeVRZoQ7IkQj1HUacTdULXouhnkxOXC8aGwa4/W2dDD/pY3lCnONK1lxqJcxbb/oc25pvq8iYU3C18QRKm6WycquYn/QddGDvyCKpZFL+6vljnscFUWq8vTL7bVvL7TWNU5KFRZ/Uarjib9damVs5NozWZqTl3n3EplbJZfMsjkQvO6NZiie4QjK3Ts1WqVU49nQUHS3X/v3S0+IcdLUZGTkRRVJJv9BkbqstlrEZL7lEGkklEZ/bvOmStaDMKVlzigItOVbRqyxoElqy4TgS+RfMACXhCaGxGtAYdZg6hJOzQsyvFId7Xs/rDv8dL935e9fkM8qz4tyRXBmibUFUi02sj2f1zsbLzJRMDi2xYPV9uJbMGZocSEg0GHuLBGFtLEE1NFj7CKVWScoJ6jYZGK6gFBxevoA7uvwk7/uai59e+FTFc+b95/CEx/5XWiwBtBoDlqSTdE8a27YWZGTGlp+66hbLK8H6vLlcPkvE6KVe3VWxrX1nG5JKInD2yqIg/rfxIpm7hlCrtbR13Fgic04hN68GRhm++G0AtBf7cesOMTnyI2S1mtSePcx6nmdu+XlmT/lo31dXcbIrZK5j+zbUGonbfnt7KTpgTBTRkiQxcGtTcW7OPyscyxr6bASGl8naY+jUgiSODz+B07YPuXURtcWI7fpB9KRIS3pkWWZy7BGSyVAxay48sVo0V2jeUbnavl6ZU0gZFMhcmxlrfxMGoyhuZIIECgHThpCHxh4zmXScRMIvyNxCoNh+M/KV5wmNreI7L0hYzwGHIEa+UrEjyzK+6SgWW3Ph9Quv3WQn5Y2Qz5SG7hVlrr5hB9OTR/FfWEJnMyCRRx0JoXY76XvtPlQIorBemZv+7wuMfeMksaUSYWscEMWn1iqK1+RKeZGmkLnouAdrX0kdmj4bomH3LEH90zw79Gme9N9Hx/99D9/98R8wv3QSnUGFrV7H8uJJNFojXT13oFJpaipzUN0Mwr+8SCZmY9tLXFjtbagSZuROsY+s7U5yqImMVAYnKzAW7nme8drKXGhKFGT2nnosPaIdNFKlXWFpPEY+D62DVrr32cnn5GJodjWMPL6M3qyp6iiqVwnSHqzCMTMaI2ZNmn33NBKY8JGNJsuItFJkbqa4qhUYrhRXDVWUOangYqjtMuA/MUXXXjs6o5rnH1zkr+97lk++6ThNfWb+7vQdvPL9W3Nwy6Uy5LwB4pIZGYm5sSTqxnq0ER/x4DoSMDOLSs7R/PK9SJLE4S/8FnmNDt2jPyozo1iP1GqYXDhOVLKx5043OqcJuw1O/mQEv2+M3v6XA5AsKHOrY0HUIs0QTS5N/3W1yUIx0ysv0dS2nVvf0o4kweNfEYsUCplbuyiyvvhS4O4yXXWbZTafLoZBT5wIoDOoaN9pI68VRCbuqU60PY8NoXOaiyu6m0UyJwhbcjXCuVNfZny0FDmgN2kwWDTXTpl7fBj3TYNY+hqJLwRYuhQkm85fdkazrsWA3qS+4ngC5ZxJSMZiBIlzfyeBMzPCHbCozNUx9KQPjU7Fy97Tw+psAo3d9AtJ5iyGetSSht3t927pecq8XN3hXuJzvk0HoitxCZFCPIGn4FacMXqwq5uQEHWCntQLOjOnnJ/mjoJyeBWtlgru2f0Bbhp4+1W/DoDkj6FK6kjr48TagmjnGstmvmW50FGxZhHO7NBuqMxprAY0ZkPRXKtO1VEkc2sDw6uhwdZHXI6R1YDN0Fh1m1pwmFpQS5oyE5RgfInPHf010pkY//Xc+3lm/Ktlz1FaLA90vvAtlgpMKzYSrTHMnfUkXTHCGc//CplbPze37Bkhr8nR7NxWsa3GqMM60PyiMvciBNq7bmHFc45EIoDN3IxOa8YbGOXSxW/T4N6LOmgn/KCWnDGK6t4m5lbGyeezeIPjzJ/z0Xmg0mQhHJpFrdHzhr++m3d8/XacrWZBtCSJ4Nq5uVub8c/G8E5H1zhZWgkMe8jZYmzrfhnkVcz7T9DUfBhD4yytX/xj/Fk7WjIEfHmefeIf+caX7+G/vvwyTJ2CIIQmvMVYgmrKXLU2S5u9nVQ8SzyQxtkmDEnqd4oTSG2I4b0oCv06/DR0m4tzRjZbW9E5UJZlpn94AYDonCgae68T779WnYt6k6RiWcx2Yd6STIhWU2PBCGMtuVKUuV173oxv9RKesWHqdrVw/sPfBmRyThdGqxZjQVRoWKfMRWZEEbL4ZCk/0Oo2gErC4DRVvB8IMhecCZNcCZcrc2dCWNrEjfpQ7mu8/mX/gcMwSLTxvxh3vwH3XUeRJImlhZM0Nu1DrdFhtbVVJXPFrLkqc3Mhv4ds3MbgS1xkoilU824SVnHBUus0YDSSWvKVkd61yMbFiuXUydrEJz4fQEa0yLl2i99h+USl+qM4WYo2S0dhP9RW/DyjIZp3ONBoKy9VqnSKHCoCi5UqRjSjw2bK0thrRhsTr6/EEoAIb9ZYDJuKJ6gVGK4oQtVm5urqxUKOvseE/8QkGq2K/sNOnvrGPGcf8fC2v9/Nx56+bcsuloCYgZJl8nYHIBFYSmLb3YmNMPPrTFD0S9PkVRoabxXnnrHRTmDf7ejDq1z4f9+r+R6Kk6V9Zytmhw6t3YRRl0U2CmfErt6XolJpSBSUucVTos02hrhm9A7UdvpTsub0ASO27hZcbSb23NXA41+eJZ+XK8hcLJQhEcmWBYYrcHea8M5Wby/eDBzm8qy5iRNBuvc7UGtUxNPiuInO1yZzDbduR1Jt7TYaSwsFP7Ua5snHPsrxZ8pX1x1N+muizCWWg4RHlmi4bTuWbjfIMlPHBGG+3IymJEk091tYuoo2S0kl8YUPjfOXdz5FLpvHub+LbCRJdHJFBIpr1RjcVoaf9NJ/2Mmu28WCjaw3/EKSubt2/j7vvuOBLQe3K2Su+Z495BJpUr7N7dP1bZaK0U9CtYgtX1rccpizL9jMXNITwlg4P00dBYOWa0Dmsok0ueTVf4dMJIEqnUKdsLCcGCNtT2KYry/OJoMwF0sn8xVkrpYBSnIpiLFZ/OZKTeFMtxCIzZPMRItEq5YyV2/pIqfKk9GCVVd9jrgWVCo1dZaOYjxBNp/hs0dfRyIT5k9f/Rzbmu/gP574Tc7NPQQUXCynH2Cw+TasxqufP7wS5LM5dFMGojYfpvY6Qn2iRu17AeflFKyfm5u6IGb32jv3V93esaf9l9bR8kUyd43R0XULyDLzM08jSRJu5wBLK+dYmHuW7XteB5KEdLEFkDBfN0s4L1Z30pkYGa2fjgOVPc6h4Ax2ewedBxo4+DoR9KwxaLG0O4ptliBMUEDkzXnGSrEE/uFFctY4DfWDOORuAsZx2toOIqlzLM6fYu65RSQg3TbF0Uc/SFPLdSzMP8fDP3sHGptOkLmhILZGI5Y6fcXns7oNJCMZMqkcqWSYVCqMzd5OcEHcfJxt4qLZeHA3AFpjiNSqKNRc+GjoNBZNUyzWVhJLQYytTvxDy0XyFJ0XhVX3/koytzolbo5yRly8IgFx81Tyxta2WkYii5jMbnoHhLKwEj2Bo8/F9Nd/jnl7JwmfIKVGk4RKo8LWUF7AK59n6Ynx4mPpZJ5sXoVaLaG1m6q0WRoxZMTvYe0Tv1EylmVpLIrKuoycl2C1g0M738Y7fu0hZj/yRZKz/egPfpdcLotn6TTNrSLOwO7orErmFNWiWtZcIu5FLTtxdxgJXPKgWWwgJs+RSglipXU7kLN5Qhcr2/RkWSY4L/bv0khtBS3jDSEbTKg0aloOi5Bpz6lqZE68VsuAhYYuEyabZsO5ueBSHEdz9ZmltD9KTq3HO12uGCZjWYJRDQY5QWOPGQviPdcSaUmSRNbcJtosa8cSiON7PZmLhheocw2gVuvQtOqIz/tJLAe5+93dHPnVFv7+3J28+g/6UauvbD5Emb/RNNajUkHIk6T51gF0ZJh7Yrq4nSzLWAKzZJraURtKhMR43U4W9D0M/dX3WX1mbP3LA7D0rHidgXvFrInOYUKVSWNtHwdZRXPrQQxGZ9HN0nNBkLmUXpCEltba300pUo1eiyAZwO1v62R1Js7FY941ZE4cb4rzXK02y2xGJrh0ZUYd9jXB4bmczOTJAL0HReEWTwtiHJyudJWMzawSm1qt2mJ5OURTYsYzsRImFl0uGhQpcDQaCFxhdt5arDwh3PYabt1e3M9LBZOc1m2Xn9Fsvop4gviCH63bzsUn/ER8aYae8FK3vwuAwOkZ4gsBDM0OUok8kyeDbL/ZRfd+OxqdirSs/YUkc02OQfZ3Xb7FMhHJcPTfp4sKXHhoAWOzA8du0a2yWRMUjUqLUWsrtlmuTMfR6lWEUvOYUyVCaTPnrrkyFw9nGHrSyw8/Nc7X/vRCsRW+TJlT5o6vMJ5gLZ76tX/imbd99qpfR9m3moydcc9TAJgXnMwPl+4RyvVkbcyJosxVc29NLAeLplpKTWELizrNExrFF53BYqhHr61ulGRWi+fIKjCpt754tzae4NvPf5Bxz9P8xk1fpLP+AO+983u01u3hsz97LROeZ5gPnMcTGv1fa7EE4ZprXDSTVifIOLOEBnxo80banLv/Vz7P2rm5melTAPTuqa4SOvZ0EJ1cIRO5svvJ/yZeJHPXGC1th1GrdWWtlkur5wDYsfvXaDjYwf53voKWtkMk9c+gbi4VvKp6T4WTJRTInKNy1cfR31DmaNm8w4mlXuTNrYyH0Zk02JtNeKbH/3/23jNOsrO69v6fUznHrs55ctYkxVFOSKAEEgYThLkvtgFjnLiE6+uIccBgjAkChAgiCISQhTLSKDCa0eTcPaFzrO7KOZ/zfngqdE13j2ZGAsP9aX+SeiqcOuF59tpr77VAVrFbWmj3bibX4ceaFgl3MLSXwJEZSu4olrt+gCbXyXs/+CI33fplTp/8BfnbdxAbDDDdP1/JshK2BrEoJgLZKihzODuITFTAnFjkWq4QczZmY4SSNUb+sgQ6isiRYHXOyFBwCpWzNjejTwhWTmPUVZk5q0uPr9tcB+ZC5WQ+HREbXCwskt2KRP1cEZRkYgqrrYXGpvUYjS4y3kE0+QxKvojrshVkQylK+SIaqYSk19W1vBYzeTKz4rvmMnPjx2KU0JBP5jD67AsyczVAIdosxo7FUVUo6qdQ406Ss2KzbFlqZfVlPcRfvhXVMsn+ow+Qzydpajk7mNMbNbhbjFWAMTdKUgSHuxFJkoj0+9FM+wAV/5RY2Mxdoi0ytGe+gEZkIkUuKRi70NjCiV0uXURKp9C4xEbVuqGBPDqi/YIhVVW1mthMnkzgbjFisumQZYnO9Y6zKlrG/Rkci4C5bDABJiOhkfrjGj4YJaMaIZPG12US516rqVaSK2Fuc5MaDxEP5rjX+ziHnp1Z8HvOZhhu9+oxWuoFWOLxCeyONowmN1L5beF9Q1zxe+381cOX0LJ0cUn4c4lY3wQqYGhvwN4gWJz2GwXzNv3KEb79ta0MDzxH4tQ0pmIStbdeVdHVYmRfbg3GFheHP/XQgt8x8twgBbRseGcFzFkoxNI0rhmhEOtAr7diMrmrPnOhkyKJKtrK6oW2xZPLCjNnitiqieHWO5oxWjS88uNxdFYjGrOhKiRUBXPtC7VZlu0JRi9s83XOAXNTJxNkUyV6N4t1I5WrgDkNhXy9XHVtXq5e/ORcIp4W90tqdoZCIU06VZ8ML9ni4tSuELHZ1wfoZl/sR2s14t7YVbXkCPf5aeg0Y7K+tk9TyzIrM0MpXnzbvzPyo53n9d3piTB5jRlJAr1R5tVHpnCsbkXSaogcGiVTbqU/9WqYUlFl5TYvOoOG3k1O0jkN+fBvH5g713jpwXG+8gcHGD0i7t9Y/yT2Va3nNadbCavRW22znB1J4+2VSeaCmBO1jhGbMX/ezFzwyCQH/u25ur/NDKf4wu/t4SNLn+G9jl/w11e+zAMfP8IjnzvFzp+I/Tk3G68+s1qLEYPX9rqZOVVVCb5y6jXneM8lKvPNelzki+V1I+Rmoq8G5iprRT0zp0dVIZOY352SmY5iLLdXGn1CXMsSFP/vj50kmFjYY64SBqX2rBmlcxfOqYTX1kWa72cbAAAgAElEQVQwOcLuwR/x3PEvcf3qP2Vr7+8BYNLb+fhNT+GytPGlZ2/lyUP/hCTJXPQ/2GIZ75vAPCOKRYHkAPEVIRqinefly/hGxty5uelIP7qkEd+Sha1IqiIox+YXtn/b400w9waHTmeipW3rHDC3nFQuhLdxLW7vUt6x+y+54otvZ8myW4kkD6FtG0FXNtXWtwRoWj5f6SgWHcW+AJhzLPESPV2bS5JliWVXirk5YUtgR1VUwrMi+bdbW1i25jpUY4HJIycoJBpJZg+SmBojdfcTaHR6Jh/8MGrJyOZLPsJlV32aeMdeRjQ/YeJImOaVC6swWRvEAjX02FEevftz4rvKHnNQA3MNm5YhFTVYLFHCt+xi8o4fUDLmCLxyugoCNTHxWaZWNyOPH8O7oQ3nch+piRog693kqlO0rNgxhMfF9yQTYm7QtBAzF5/CZm9BkmUabVsodE2QPDGGbWkT7k1dgDAOV3JFSko9u1ABlM5lPkJHp8iWE46hgzEUZFLBLPoG+3xmrqvGDll7BZgTSpYqRYMfJeIhMSdxu+mPekgdvQSt4mHnoa8C0FwGc3ZnB8nEFKXS/GTZ122Zx8z5hwPI2hwN7a0ARPr96GYFQ/XKz5/gx3/2KtYljaiSTGjv4LzPrMxKShqJVHDh5HJmKIWRLIbyJu/tMJOWrKRHA6iqyie7f8KLXxPJ7+SJBC3La6xA9wYnI4djC1ZEiwWFRCCLvWlhAYpcMIHWbiF4Bpg7vSdCDgMUS7iciHPvctXJx4MQQclMhBncFyERyrPjRwv3yp/NMPxMJctCPk02E8Fmb8NkdqOahfBBaN/wvPdfaMT6p8hrzdibbdh9BmKzOVzrO1ElmWDuCaYn9zI28jKTTwjFSN3qeiU3d6uJIjqa37mN2Zf6qyqHcyNydIK0zk5PmQnXOc0opRIa5wliw0sYOxbHaHKTLTNzkcGa7x1AMbQ4QLeWmTl7yVctlhjMWjbf1syrP5uiWFDKxuGiKBIYKyu7LsDMVRKyhYoY5xJOk5izjaanquInNWZO3PulpHXeXN7MC30YPFYcq9vO+zsTCQlVlokHxf2WTtczczf8YTfFgsrz3359g/izL/XTcPkyZK0GU4sLWachPRp4TSXLSjQvtUKpyNTjBxi4b/t5fXdmMkIgomH9jT4uuqWJPT+fQtLrcKxsIXxwhMxkGFOri/5fBZEkqgJByy51E4vL5H6HwVyllXyiP4GqqsT6JnGsbK3OmJ0vmEuWwVxgJI1rpVjrDBEzGqNgjM26wnkzcye/v4ddn3iUQqrWzvvsfcPseniSznUO3vUPq/j045fyjYm30NRr4eUHx1EKRXKhJMbGGrtkfh1ec5XIzsbJR1JVC4DXE/EBsZaZDYKJNmXtOHIaxue0WVae5Tow5xLncqG5OdFmKdZBWafF4LVhmDAhIeGPnSSUHF20xRJAntM+qlNeu4hyZjikJmLpab77q//FksbLecfWf6v7d7vJx5/d/Cw6rZG9ww+xvOlq7CbfIp/2649Y3yTmGXGPDAf2kPCFcY/OFzD7TcXcublQcRRH0rdoa7xrnWDPfxdbLd8Ec7+GaO+6Ev/UfvK5ZHWIuWPJNQDV5GXJ8lsBFW3bOKboFihpcayModHWX5JiIUsqOYPDMX/I3rHURy6croIKEK2WodEkAztm8C2xkxgNUzCKxMpubWHJ0qsBGB7ZgZpYRY7DWG6+H8UV54rN95Pxuzj6pEgyrr7+H3GEryC+7iUcm3/FNR9ZuAqt1xTpZITdH3mQRFJU1+z2diITYtF0tgqQJWs1aBUzOlOMzIpRkEvE10QZfaqPeHwCs6WB/LT4LVq7Gf/OYTpvXY2t3UVivDYL1LPRiX8wxexIikQ4z/SJGBaXHvPpPsjbUbRhksEsxkYHkiwRndM+WGHmAOzZlaiOJKHR43S953IsLWLBjo9FyafyZLMCUFSi0mK5/L1bQVWZfkUwWSd2hDDYRGVPMpvqfOZAbBoWUmC31WwJDkWxmEF2B1CjDXUzh1tub+bq9/SyruteJkKHkPQGvA2incvh7ERVlar8/ciTx5nZK5I+X9d8r7ljO0Q7aPvSsiBN/wzO1g40xSaO7niB5/7jOFq7haKqIbR7PpirzEp6ex2U8iUiC7SzTQ8IMGfrFIBHo5EoWu0UA2FS4Ryh0SSDu2ZRVZWpk0laV9SYqa4NDrLJIv7B+clbYlZ815ltlkMHIjz1lUFywQR6j5XYdJpCtlZRHdgTQecRm4kST+LQpsib5hcizO0eMv4YIwfFvXXw6Zl54gQXahhus7diMrnJFWLYV7ZWDePfiIj3TZJSzFgbjDgbjcRmcmgMOhSvm2y3YFCSiWkmnzhEHBuWjvrZCXeLKJhYLr8IJInh7/2q/jcXFdTZIMaOxup6pXeaKboTlNQY6aml7Hl0qq7NMlEutoTieopoziosUxFAcevrgdBl97SRCOU59kKgbBxeY+a0Oqkq2z83amDuwkRQdFojFoObWHqKwX1RjBZNtdiQLjNzatrCzGCtYKCqqpiXu/r85+VKRYVcRkEym0lERQdBsZChMEdur22FjTXXNPDs14cveBYwG4gT65vEd7VYN2SNjLnDQykYOec5zZZlVgyIZD/wyqk6ddpSUTmrkEdiJEgso+faD3RxyV0thKeyDOyJ4Lqoq9pmaW510/dyiK4NDiwOkUwvv9RDTtGSDV5Ye+dvQ1RaySf6E2QmwxQTWRyrWjH67AJQn4eipdXgJZUTYGl2OIWtu2wNEDBi6W5ANugwyfnztibIhcW1TM4pkh59bpbll7n5xM8u4R3/ZwWbbm3G02riine3c2z7LDPHRNHB6KutpZYOL6nX2WYZL3vw5ULJs4oynUuET8yiAjaHKFh6cu3oillmh1Lks6L7JTCWxmTTYnbU2qctTvHf6TMULQuJDMVUrgrmQKhaFqZSeGxdTEf7CSdH8ZyFmUvGJtGUf5ameP7Ps25cHJteNfFH1/4UrTy/7dtr6+LPb3oWr62ba1Z95Ly/442MWN8kbnM7GlnHroHvgaRiPXbudgxvdMydm4tZZvDKiwNvc4cXnd1E9PCbYO7NQMzNKUqRyfFXSYRGAHD6lte9pqn5IkxWH5hSZAdbUMI+DK3zF8Va2+JCbZZlRcu6uTlRAUlH82XxE3/VlsBhacHrXIKuaMWfPYy+tBbZFETbewrnvlu5/I47sfmM7PvJMKWiwk/+Yjfj970F7UAH1iseIGfYV/f9qqJw/JuvsOt9X8dJlOa7LqHhBi8oEmaTj8hECovbUGdOa9Q7yLsiKBaRJBQummF27xjRwHBVyRLKi3JJoeuta7C0OausGFBtg/rj7me41/M4L31nmHwkQVtxFE3ehsYaw38qjsago/0dWxm6/0Xy0RSKUiKVnMFqE+dIOyoATqbLT9e7L8PSLJKc6UMzoCLENabnqHSOlSv3d1+ErNcy9fIAqqpydPssPReLa1HUGOa1WZqsWhzaFCVrbUEbORzD2yohOSI4LZ1V4AKg1cn8yXc2c8vNHwdAdrqRNdq6+yAWHUVVVbbf+312fPxngDAOD09k6gDowH4BItpXiGJA8MgUM9MKsVNt2JeUjWxzMkU0RI9PUEzVs2/TfVGsXiMdGzzIKAzsm+8f5z+dwEgW15JaG6PO50GTilfn7WYH4sQDOVLRwhnMnDgnC4mgxPzinJzJzD3xpUG+9dHDZGcTmJvENQuN1cDg6T1hfGtEZfL59z6AuZQkocyfZzC3uUFVmdwrkuqoP1dtjarEYobhqqoSHF3cMNxub8Nk9pDJhHFv7ia8b/icVezOFkpJIX5qmoRixu4z4mw0EJ0R10zerFJqFGtIPDpBcMdJ/DRhdtRXgytgLqmYabx2FUPf/RWqUrtnTmyfEvOGW2trjt5pIdsikkqvdwt7/3u62maZzxTJhcrmxXktefTEhxdP8Do8F9Fwop1u/da6v190cyMmm5adP5nANAfMhcYzuNtMyPL8OTyDSYOz0fCG2BMM7ovQvdFZnWVM5yPIkgZyRmaGavdXajhAeix0QS2WlTYu2WYhlay19Z45N3fzh3sIjKY5+JSfC4m583KV0DV6MCmp11SyrMRcMKcWS/ifP17+DQX+fP3z/Of79i34vkIyi5LKUjJa2XJ7M5tubUKrk3j1kUlcF3WS9UcpJrMYGp2cejXMym21dWPZpW7y6CnG02/I8/I/EZU5w8kTiar4iX1VK5IsY2pznxf4sRo9JLNBMski8WAeQ6tYj7QTOowNdow+Oway521NUCkAV8BcIpRj6ECU9TfMZ3Su/P12FAV2PyjmayttlvDGMHOVcwTzbX3O+7MGAmQw4XKI39EoLYF0GlVRqtclUF63545QVMDcmczcXFuCShibHGT9MZocKxiY2UG+lDkrMxeNDGNURRFXyp2/yIs33oUxaOG23GdwmhdnuFrda/jne4bY1HXXeX/HGxnx/ikcK9rw2ZcwHj6MpMoY9hrO249QKZbesDVgedNVxDMz5K1ZmlzLF32dJEk413W8ycy9GSLaOi5DkmTGRl5mekRUyrNKPfMgyTK+dtE6Fz7ooDTjQ7HP37gr81ELgTnHUrFgzVW0bFntwlIWKfEtdRDp91Oyp5CQsFpEpd2nX0OqYRwra8Sx7N1Im/YtyBqZze/o5sjjY3zhhqf55RePs+ptK7E8chNWUxsvPffX1e9RVZUn7/gGL37oR7jXtHCCFdi2bQBXCilpIT2VqNoSzA2zo4FMQxJKEoXTK8h1n0BVFcLTQ8IwfCKMrNcy8fIQRq8V35ZOrO0ucuE0hbKq4pprfXzkgU188D/X84H/WIerQUdbl1iMTZITjTXGzCmxKaz+1G0U4hlOf/U5UqlZVFXBVmbmMkdAkzSjbExiW9KEuVlsUoGy0mYJDaGJGshKjAqFNnuPl8aLO5l6eYCpU0kk7xOYL/8osjFFpqglF0rOW7isJEmXrSEURWX0SByDO4Akq/gae0kEsvMWLoelBUNRS6wUplA2wJ4L5pITUTKBJDO7R8jHM/i6LSgKVY86gLETYlGy2Rs58osR4sNBElkdW26+AUU/jdaaJBpUKKEBRSV8ht/cVJ8wim9b60QCTu2cn4jMHJ1FAuw9NfbK3NWArCoEjop7enYgwWS5Yt26vMbMta2yo9FKC4qgxKZFgn7mzNx4XxwJhWI8jbVdtMRV5iZjgRyzw2natpZnoQ6OIKslQun5LXoVti1w1E/nOnHtDz1T33K4mGF4VRFtEcNwm70Vo8lNJh3Gs6WH7EzsdfsxAaSGZ1FyRdKYsflMOBoNxMrKh5kNx5FyWtzGTUSnh1HyxTKYq6/kulvFuQhPZuh5/zZSwwECO2qmqod/LBQrl95aa8/UOUzkWoPoNGY2X38Jg/ujULKRyYSZOR1HiwApefTkMJAaW/y36vNG1n5+G02t9Zuq3qhhy+3N7H5kqq5dWRiGLzw3CTXrjzPj0f+7n/vf99Ki76uE09xCJDXF8MFotcUSIJ2LYta70Bs1dczxzAvi/FwImEvHxXnSOK2ks7V7LTWn1bL/C09i3L8DV7ORZ752YYzu7Iv9aMwGPJu7q38rWe2YSb+mkmUlbB4DTmttHZt+Wsx+f/tPjzDRl+DlB8fZ9/j0vPeFTojf1Xl5K3qjBotTz9rrfOx+ZArXhto+lsgbyGdKrJoD5jytJnQOMygKxeQbY8/wRkVkOsPpPWd/his+miCYuQpQcawSbe6Wds95M3OJXLB6f8vuABISmlEJg8+OsdGBtpg9b2YuWym+lIukR7cHUFVYd/18MNe63EbvJidHHxsBqGuztHR4KMQz5KMX3hZbB+ZeZ6tlejxEBhNulxhnaDavBFXFQI7JsgjKQkW4xcBc5XgqapYgFC0z/ihNjuVVFdyFDMMrEYuO4NB50Cla8unz/33WgIPLPnk77rGW837vbzpURSHWP4VjVSuNdjGX5qMXTVpTBcbnEkqxxGPdH+f0V3/5hhxXZW4OoKNj41lf61zfQeTI2O9cMelNMPdrCIPBRlPLRk4cf5ip8d0YtBYC4ZPzXmdyiYdTKxUoBX2kGUdR6wftzwrmejwgSVWvOSjPzV0lWgyEx9wMNBawWhrRyKJC391xBYWmCNaMhf77/xXLc5fhWSkW8S3v7KYgxRja7ecPvnsld/7HlUgFPd2mtzM1sZvJ8d0ADPz0ICO/OMbF//hW7nz54xQ0JpLBLGl5CjlmJTYYJDyRqipZVsLa0EzOmcU01Ezh0BaK+gDy8hzJ9HSZmQtjanEy9nQfnW9ZhayRsZUT9tSE2Hg0Golr7+3klj/p5ZY/6SUby1XBnCZlRjsHzLk2dNFyywZOfPEpYrMj4hjsLUKl8cg4xmEf6eZJVFXF3GgDSSIyIBJ4BbkOzCXHIlhanWh0GlquXEJg/zh7HnuVthvvJ1M8TuNbHieZkkFVyQVrA9eFeBpdMUs0V7MPyCaLFLSCxXHZuihkS+SS9RtJOHQaXaZIQclx6KQQqqj498WiowT2C6CmlhSmXh6oec2VWy0zySJBv0i2Tv4yxTdvexwJuOWzV7Dp+hsBaLkkyMxEniLi3gjtrSWPqqoy1Reh2ZMj/90foyPP6V3zq7DhkwLgza1eVkztp3aLY0wGs4wcFEnMXGZOb9TQutJ2VmbOMYeZUxSVyf4EegSwr4C5ytzcwN6y6fPVooWvAjL8Yf08EYuKGltyJMT6G310rLVz8Ol6EZTFDMNnF7ElqAj5VNosM5kQ7s09ABx/8AAvfr1/3u88n6gkPiksZWbOSC5dIhyYJah9BeuxLgg4SCankc0GgnjngTmbR49WJxGeytJ+1xa0ViND36m1Wo5tF/dA49au6t90Tgu51hAeyyouvrMsnjSsJZeN8ePPHERHgQJaNi+Nk8NAdno+g1uJ1IgALpau+cq9l93TRjJSIJbSCo/IkrKoYXglGrrM89osVVXlV988yYFHRhacx5wbdp2PYHCUfFZhyVwwl49gMbjw9VjqmLmZF/sw+uzYV7ae9XMXikxcPON6l5VMsZbUZ+aIoJz6r2c58fknuO7dDRx8agb/0PknymJebimyrsbKpiULRnI0tc9v01osfD5x7pzrO5h6+jC7fjbB9gdGuf2vltK+2s43P3KIbKq+NW7fD04BsOHumn/ixXe14B9MkdDVnqOpacGMrNxWXyjxLBXX4LdN0fKHn+nj72/Ycdb7yT8ofDRdzUamTyWJ9k1i8NowNggAZG73nPfMXK6QxD8s7hXFMovD3Ezen6oyc5pchnymRCF37sxHpc2yMot+5LlZzHYtS7YsbLuw7ffbCZf3xbnMnOUNsCeI902iMQm13Yz/9TFz+ZkIacx0tC5FQqLTIwrmJilXnZsLLLCemJ3i+xdj5ioqliD2uaw/RqOjJqLxWszcesdVrGf9PAb+XKLS6XM+983/VKTGQpTSOQHmyuen27ZF/NvouTPSseMTpCfChN+gWXOffQkWRaw9PWsvO+trXes6KCay53W8vw3xJpj7NUVH15UEA/2gqjS4VxCInJr3moJUQlLA2DwE4UZKSpZYol5FJxYbA0nC5pg/aK8x6LB1uOqYOYA1N7Wh0Uo0rxDMnNSUx26pVXVWbrgBgJy0n6K/Ha2iYu8Ri7JtZRjX332COx7Octn7lmJtF4Pzztmt6A029r36ZYqZPDv/6ud41rey8ZM3otHIWDwGgpE9BOOH0Z3sITYYJDqZxtVaz8zJRgNFo4Ktv43CKcEMam6JUdKksNvbSE+E0drN5MJpOt8q/t3SJkBCYnyBhH86TTGvoFMFO1Ga0ZbbLGubwupP30YumOD0I8+I32hrIT0dg0QC02gTOTVGYOaYEAposJKciGL1GlDPAHOJ0XB1LqzlyiUopRInhj+BJMmsXHMPxpXPE1IFeJnbapkYEABhNm4UXieHhPhJVhHX2usRyf7cuTmA6cl9aIvgcfTwyqGvAEJgx2LxEY+OEdg/jiRLaIw6xp87WTWvroC5gT1hNOV5yVfum6GlSyR2Xdd209S6CSQJ56ppxk+kUJHRuayE9tTm5uIzGbKRDPodL5AbGMdBjPEj0XkVq/io2GRMLbVEoHGTuF9DR2uV+6G9YXQGeZ75c/cG54KKlrHpNBqKVXNwEKxjNlXi4pvEPREIgkYrVRUtB/aEkWVYsq0JZKkK5hLYqhXzSlRaJ/XFFJ1r7Vx0cyMndoiWpkqct2F4YhKD0YHeINQei4UMlpUNSFoNRx44wIN/vJOp/guvPldsCVJYqswcwIFdD1BSclgOLKc0AXkpjnljLyoyJnt98i5JEq4WE+HJDFqLkY57Lmbsp7spprLEZrNkRmdAo6nK2QPIVom8L4Jbt5KWZTbaVto49px45o5tH0BLEYNVj/H0MUrI5EPxRSub8ZPinrAtm98ytOFGH2aHjrGhIqqikpmJE5rILGgYXglfl4XAaLouyZ44EibmT5NLFQgvosIK5bbVJydIlWYxaJL0zklmU7kIJr2Txh5LlZmrm5eTFrdfGDoYJZdeQBmvzMzpG+zk1Np9UEnyMtMRUsMB1GKJ5XY/kizxy/vOL6HJhRJEj47XtVgChFOivVYJn/v953aKAkj3+7aRHgvx4Adfomejk3f942r+8OsbCI5l+Mnf1Rcojv9CFAOWXFub8956ezOSBPt/GcbaIwqHg6eKtCyz4mysn4VsXiPuu8DJ189kv5FxaneYdLy4oJdnJSqtfFtua6aQUwgdHMe+srb3mjs8pCcjKCVlsY+oi4pY0MSoeO4zmmnclnby4aRg5nx2pHSZZTsPdq7SZlmZRT/8y1lWX9Mwb2a/Elf8XhsmSexPZ7ZZwuuzJ4j1TdJwhUj8s+fB3pwZqqqiRGLktWY2LXsrn737NG2t6wFobIKJvgSZZJFkOH/OzNxibZZKvlg3e7UYmCsUMiQT0/g8K/FaOueJHZ1L5AJlte7zYHT/p2IuE91oF50dS1u2Aed3j1SKym+EhyGIPa8pvASpKNPcuvqsr/VdvZL1n3tntcDwuxJvgrlfU7R3XQlAg281Lb4NBBcAc7ORfix6J9Zlx3DZRBUzGKn3fYpHR7HZWtBoFq6mOpY21M3MAWz7X8v4u+Nvx95oEm2WzjR2a21D6Wy/FFSJpOYwJspzSWUw9+SOT6JIeTJGwSTKGhl7t4fUYIr1G/+AvmM/Yfe/P0xyLMIVX3x7VSHQ1mAkrLsfs8WH6dgGoqcDxGcy89os40WxeXj6GilEGlCDLcQ7xblRQyYykxGKBRVJI9NRllu3nsHMzY2KkmVlQytOa5A0RWaHp6qvabh8OQ3bljP8tGi5stpbCB2dQk+eJsfFAIwMCbU2c7OdbCBJ4zIHBvP8NktrhziWpku7Kaw7jeI+hDn1UW65/T5kxUFqzY9QUet6/xOnRathOGsiGSkwcjiGViqBI4CEBl+jaIWKnyFFPj21H53WyLaNH2diZh9j03vEtSrbEwQOjIPdhq7Nx8RzJ/G2m5A1UpWlOPFKCJ0ljizrGNuboaNXLwDc8kYMBhte7wp0DUPEIgqSRkbf6KwDc9P9UXoZpBQQm4iFFKlIjvBk7ZwU8gr5soT83A2v7ZJWFKS6BXyqL0rzUus8f7WuDQ7CU9l5Uuxxf4Y1+lO8eP1nq8CgYv56yVvEdTj4cgJ3h7XqNXd6T4S2VXZMVi2KKiMBaDVkqZ97AtDZzUgmAyYydKx1cNHNjRQLKsdeCDAxtpPv3HcZw9O/PD/D8NgEdrsAskazAIBFUjjXtFEcEyDm2X8/yoVGrH8S2WGlhLY6Mwcqx49/i9b2S5BzS5HHMiCBvFa0Glkc8xXU3K01L7Oee6+kmMwy/sheDj4zi504pi4fsrYmJR3JnwaNilMRhYdtv99OOiyq2xvfZsRsVJF04vUSKhRLi5ojx/omQZKwL58P5nQGDVvvaObUUcG8Bo7PopTUOk+oM6Oh00QxrxCbqd0/x56ZZAUn2Mw+RncuLjN9/J/+G+0zoGpUPNc9SVNvbb3K5KNYDC6aei3MDqVQVZXEwAyZychZWywzySKfuvgFnvjSfEGhdJmZM/nsFPRJHE7x7FeSvOAuIVikc5iZ+e9X2XJbM9u/PVIVbziXWGheDsAfFNcnObxwQlks5vjqQ1czOF5rTbWZihTR0HiLaE1ypib50wc3o9PLrLzCy3Uf7OQXXxhgpDxrOtEfJzYonnlzm4fhvQEOPjqCw2dk5TYvr85ptew/mJ3HygG0bxZgbmjnhc0L/joikyxW2/RGjy7ut1kxWd9yezOgkjgxWW2xBNFmqRZL59xOaDWIfdk/NY3eKBMvTODQir3c2GDD4LOjJFOAes5zc6qq1jFz/qEUs8PpBVssK+FqNtHaoaEkadBYal6zFYXOC026c6EE2ZlY9XnKvI42y1wgjlQqITkcyLKMz95bNThvahRtrwspWQKY7WKNPNM4PDMdRdZr0btrowEVyyNnRqyvZr0Ls35hgY9KZ5XT2YXZ0nBhzFzgd4eZi1dmRFe2sqb9LWzuvoeNa4RNwvncI5U85Ex2bPhQdEERtnOJdQev59LH76p2qC0W9mXNrP7kbdV753cl3gRzv6Zo77wCjdbAqnXvosG1jER6hkyuluArqoI/eIwm7xp0ninW3yA29TMZvMU85irhXOojdmq2rgoua2SaljlIzyTIRTPkDDEcc8CcUW/DXmgnYR3ATHkuqdfL6bHt9A89Pu847L1eYoMBNl/yUZRSkd0vfpmeO9fTdk2tzcDcM0jReoBLt30CR1sToeOCjToTzIVSE8glMIYsWEiTO76aQLEfFUgezpGeCJMKpGm+ogeDUyy41jIzl1yAmau01xXCCWSdBjkl3hOaGa+r1K/+9O1kikEozw6OP34IDQorf++tuDxLGBl6HgBLs4NiPEXjMgeeNlMVzCklheREtMrMFaQ42Zt2oE60suniDxy07HcAACAASURBVGM0Oemw/gVy0yjJ9UMLMnMpBIMwejiGp1GH7ApiM7XibBQbxZnMnH9qP43NG9i85l4MehuvHPovca3KYG5m7yihqJaJaQ3h49NkAwm87aaqPcGJV0I4WjJoZTcgYdbmsXW60ZlFxam5dQtpVXj56ZxmJKuF1HBA+LcBw48eop0JOv/gWswdXiykyiIocwzbR1IY1HLFtqkG5hp7bWQwo4QiuFrFNQmPJmmZMy9XiaoIyuF6di46mcRZDBI/OV01NK/4BTntorJ9+mgOa4OJ0EgSVVUZ2BNhyVYXqckolcuvsZoAaR6YA1CtdsxkaF1hY8XlHow2hR0vfobvfXMbk+O7OKH/Iab2+f6KgdE0VpcO8xmsVyI+ic0ukjezWSQ6mUwY+7pOjNkIJpuWV78/QHT6wgQ7Yn2TyF7xudYGEw6fAWvHcZKpATZu+SP0Pa3oYuKYCmU268w2SwB3i4m86yscPvAdGq5YjrXHx9B3fsWeR6dwaJJ4L2qve/1sTMxL2TJiLbrrU8v50+9eC0AyEsBoUFDKSm06WQCPxWYEY32TWLsbqsquZ8Zl97QRK3uxBfpE8nM2Zq7iNTe31fL0j/dj2foC+Zu2M/C/v1WnxFgJ//PHOPo3P2PZRZdjDhrJ3/EwD37nWr5z32V887/WMz17GIPGTFOvlWyqRGw2x+w5zMuFxtMUCypDB+evVxVmztTsoGTN4rL3IsmaqtdcYOcpZIOO1Z+5nciBEa56i4l4MM+uh8/dg2v2pRNoTHo8W3qqf1MUlZFRUURJLWBFAWLNH5p4iWMDj1b/ZpLz5DDw0y9NE8fG+iVJ2lbWZqbe+y9rsLp03PeHB1EUlRe+O4ZZyqBzWdGa9Dz+uVf4wZ8/CYhWy7GjcezXbMR782biUbVO/KQSHVtEkjxxYOHjPNc48JT/dXv1VWL4YJTKFjt2dPFWwMmTCZyNBpZudWEgh5LM1IE5c8Vo+xwT84oa9mxgGm+XmXBqDLsqwK6h3GZJsYSW4jkzc8VMgVJO3IfJ8QhHfin2p4XET+ZGS4tEVjVwenetqGpsdCDrtRcsghIrdxo413di8FjrbITONyrMlb6xxq5X5vtcjhLTpxJVVdoz1xONVsZk0y7IzBmbHHUsfKVoqQ3qMepsZ22xjEVGAHC6ujGbvWTSoTqxqXOJijp2eiJ83u/9TUesbxJjowOD24rb0sYfXfsQNlcjBo/1vNoWK2AuPV47X2PH43zqkhf50V/3XdCxaUc0dGXPPi/3uxxvgrlfU5jNHv7wY31cuu0TNLgE6JnLukViI+QLKZZ23wxAx2URdFoTwWg9M/daYK7p0m5y0Qz+nQsYPvf7UTUlckSxW+vnO1qdm8i1+1m7NCVMMDucPP7SX+K0dbBmyR0EIrUZP0evl/hgEJe7F2dmHdm1R7j4n99S93lS70OoWQcbt/4R9h4PsUGRhM2dmcsVUoRSI+gKoBgKXHm9gdLpNSgUKGoh+EKQUiZPOpimq9xiCaA16jB6rXX2BJUQzJxKeipK02XdyMny9+kiRMZrzEDzTevQdGrRZsyAzOxzR1CR6H7vFXR1X8vY8EsopSIGjxWpkKdxqR1Pm4nZMgBI++MohRK2MjP3yyf/DEWbx/LE1ay+XGzQK1f/PrmxXsLXHiLhryVfidN+dA0OSmgJjKYZORzDapPQNITwenqwlX365ipaqoqCf/ogTS2bMOptbFr1Pg6dfIhkOlAGc2NkAgnSmAimBGsx8fxJMT80nKJUUjm1K4ytOU0pZcPRZCLnj+Ba2Vj9jpa2rWRzAQzeCIreSBFRuQ/vHaSQyBB+4DEyspmtX3o3zrVtWKUUGkmt+nGBmBExkUHjsKDR1ypeGq1MwWxHk07Q0GvH0WImHRag6czoWi/A3JkiKNnBSTSKSDomfyEMzsf74jgbDci5MsjWGkglFIIjSWaG0yRCeZZudRHu86OUlzfJaEBvlJkZSlPIlXjyc4fJpcSmnZVM2A05DCYN4chxVv1/nyJteoD1G/+A2+/+AVl9iNS6+cpWsyOpedVdgER8AluFmTOJ+yKbDqN6fegocttfLqFUVHn+P4/Pe+9rhaqqxE9MUbI5MFi0GMxaHI1GvBufRSPZWbn2HlybutEmxf2QlgTwXQjMuVqMGDqf5MTxh5Ekie73b2PmhT6OP3ISUyk5zz9tenof2pgFTUwAMFmWsDtFUhmdmUUvFylkyi2EimAIKsq0Z0a8f6qu9ezMWHe9D41dALTw6bKCZvvizFy1vbgM5rLxHIbDO4le3k9i82lSpT5euu0LFDM15iIzHWHnu7+CfUUzs1e8gjNVoKQvMVIaQK+34HB2klOyxEMjNPaIz/cPpsS8XJNzwRbRSlQEiMaPz2dwKsyctdVByZJBrzoxm7zVin1w52k8m7vpufdKJK0G3cljNC+18sxXz10IZfalfryXLkVjqF33wGiaREYLet2izFwoKhIof7DGHGuLGXIYePbrwyid3ShDo3WKtzaPgff/+1pOvRrm2a8P8dL3xmjyKdV51Jj7XzFf98/kM0UuvlNc8+F0E6W33gbAqivngzmzT6wRM8cvvHXvl98c5rO37OTRfzv92i8+h6iseVa3/jWZueZlVmweA00OcZ4cq2rPUs04PEw2VeQL79pz1pnICpiLxGbxLs9TLOWw5sVnGMttlgDG81C0rIifaE06khNRjjwXwNNmwtsoM/qTV89yLAXykpGXf1Dz45RkGXO754LtCSq2BI5VrRjLwiIXGpVjMM5piddajGhtRmyGfLnrQrxmobXb4tSROsOaIOuP1nWcADX/2pk4SxqvoMu7edFjikZEi7TD3Y3Z0oCqKmSyi88TLxTZQAJJllDyRbKBxGu/4X8wYv31THQlzB3ecwb8xXSO2LEJDA128ZtnYhTyCv/5nr0Uckqdwvj5RHYmXtci/P9avAnmfo3hcveg0ejwugWYmwuQpgOi0r2k+3rcnqUMnPgFXucSAnMAn6KUiMfGzwrmuu9cj9as5+T398z7t0i/n5KtzLxZ6pOnpSuuRjHnyKWPYW11cHT4p0zOHuSWbf9Ec8N6IrERikUxE+PobSAfzzL2TD+Fn3egWtJMpl+sftb4yA6KlgMk998qEqFeb7klUq1j5gbGtqOoRXQF0PdYaNRH6GreBiUNBR3EdoqFXEGm89Y1cw8Xa7uzzji8EsHhBG6fjlKmQPuNK5HKYK5iT1AJSZIwrjEjR/WM/mgnmdNTaH1udFYjXb3XkcvFmZ4+gGowoKOAr9fGmmsbGNwfZaI/XvWYs3W6OX3yCY4f+SHy4J3og04Kk6KC3LTcSeCZ96AY8xwOfaP63cmBGWxLhSDI6OEYgdE0ar6AriGMx9GNtUEkqnOZuXDoNPlcomoWftmGD1Mq5dl3/Ls4nJ2USllUcwbZ46agsyAZDUw8d5LGbguzI2nGj8dJx4sYbAnSs0ZW3dhC9OQsrpVN1e9o6xCDwM2X+skVNGRTJZAkQnsGOfiXP4REgujKS9BZTThWt2FW01gdUj2YK3vMnbnhAWg8LgzFNM4WM84WC5Kq1ImfVMLmMeBtN82bm5MmxoVn0LJmJh4TYG6iL0HbKntVYGb9HV1MDWWITac5sUMkqUu2uon018BcSZXxdQsRi1Mv+3nk0/vY+V3xnEWzekxk2P3KF3jga1vQWqIMPPQpNq79IqvXvQtD0MNU24sopfr5p8BoZp6SZalUIJn0V5k5UxnMpTOhqpl2W1OJTW/v4sWvnSCbOD+Z6opnVVZnw+YT94zWHMW5Yjc26Q50OhPtN65EUwFzadGmdubMHICzRUFrSpCMi3vX97aLQVXZYj+FBDjmgK2hRw8zfPxFzKGmOtU6o6ksVFGMIhfylIoKzdt6qfDhCzFzSrFE/OT0ght+JXR6mbVv6wKoihGdlZkrJ2aVFqpXP/0Y2vZhFLMAVTPXTzH78gl23P0lSvkiSrHEK+/6CoVkjt6vXs7Y+Itonrke395O/Lowt7zze9z9+/+NqpEJ+Y/jaBXP5fRAkpkX+mm85uzzchU2f/pUcp7oToWZs7Y7KFmyDD2XIhc1k04HKWXzhPcP471sKcYGO623bmDkwVe48UMdnNwVZngBkaAzIx9JETk8hu+qFXV/F+3JEsZWL6lFwFwwKlo8pwKHa50e6TRZjNg8eq7/3HUo+SIzL52oe99V7+1gzTUN3P+xI0SmszgtBcxtbrKZKDTsQecMEBxJ0tBhpnezk1cfmaT/VyHcrcZ5M6cABrfYM6IjsXnn71zi8HOzfOOPDwHCc/KNiMF9UdytRlZd6WHsLGBu6lSS1vIa19Yg7hv73DbLimDIeIjjLwZ45ccTHNu+OANpLXsyJlJBbD1ifTSnBYAzNNiryamB3DkzcxVDdveaFnKRNMefn2b9DT6G7n+RV975ZeKn5iuUAhRCCUzNDnY+NFFnf2N5HfYEsb5JNGYDlg4PxibHeSkenhmVNr7KyEglTE3OqsXGgaf8aHUSrub5npVmp27eOcxMR+uULKHWgZKdjvKxG37Be6+4b9FjikaG0Wj02KzNmC2i+HU+rZaqopALJrCvKCtwT/x2zs1NnkzwrY8eJNY3WXe/V8LSce6AP3JwBLWk0H6nAMmp0SA/+ds+hg/FsHv1JELnb++gqmL0Za4S6/9r8SaY+w2E19GLJMkEwrXWxengUSQkmjyrWbn2nYwMbcdpba9j75JJP4pSxL6AYXgl9FYDPXetZ+ChAxSz9QtRpN8PTeJvc2fmAJavEyIomZZJLEvsPLXj07Q1bmLDCtEWqqJWN3d7r1gcn7/3+9hSq3C7l7N315eqG/7L2/8WDW5COy6nVFRw9DagZPJoKNWBuf6hx9FiQFsE+5ZGpp46TPfADrQRM0WdjLY8FmJqceFa0cjcsLa76rzmKhEcTuL1icTKu74Vs0m8b649QSWK5jRG1cXeP34ASiWcW8WAbmf31QCMDD5PQdUiAS6flhs+1I3OIPPEfw6SLEutG1r0PP3YH+NpWMWJJ4Wfy9TL4jw19NgoBjuwH17NmLSdqYm9AMQGJ2FtipZtv+DY6c+gd8yQCEVRTGFcji4MZi0Gi7aOmZue2g8ghEqAJs8qPM5exvx7sDvF/VByJFh19ypWXN9KSmNn/LmTNHSZiExnOfp82V5BDVOIWVi22U4pW8A9B8z5Gtei01uwLxsjHlNJ+5M4VrUyeP9LDHxjOzPmHjwXi0KEY3UbMgpOXYbBfTURlOmBJCY5V51rnBvGdi968tjcGgwOPRpKdbYEc6Nrg6MuWVVVFVNsBrnRR/d7Lye0e5D0dISJvjhtq2zkgkm0NiM3fHgpuaw4lr4XZtEbZTrW2An3+dGYBIuUzyo09gowF/eLhH/vQ8NkU0XCcT2K2c9zT/0F3Utu5O579hAf2MyhZ2ZQ8kUcL64irZ2l7+hDdccWWICZSyX8oKpVsSLTHGbOP6tBQSY7MMFNf7WWTCzPy988yfjIDh5/5IPnJINcVbJUTNh9Ihk5fuS7yJoickTMJfTe0MuJ3FZUVSIaGsdo1c6bUQQwe8MoEsQTAvD94F8mCUgNuOMjAHVKjUcffJasOos12U4hVrtHK79PNqZQs1lUJFZ/6HJUMTW3IDOXHA6g5ApnBXMAl7ynlxIyo69OYXbMb2edG0aLFrtXT2AkTT6SYur+p4ms8qPTmXEU3oXScYSlX7qGqScOset9X+PI/32Y2Zf62fLVezk0eh8lvZXYxSfoeXQNpVKexw78LfliGhUFCgWGJ7+KJMHsnjGy/uhrWhJUwFypqDJ9un5usMLM6RoBjUp6RCYdMJJOBQgfGBHCCpeVVeDev43sTIzVHQn0Jg1PnwM7N7vjJKgqjVfXz8uNl9uTHct8izNzsfKcSiZIIi1a7/KBOM3rffz5Q1vpvXMdGpOe6acP171PkiQ+9LUNyBoJu1ePlExgbnPTf+wRJE0J2ZBlpjzXfcldrZzeHeHQMzOs3OZdEBRrbSaQZTSlHMMLtKqeLcb74nz+HbtpW2Xj6vd1MLQ/csHG63NjcF+EJVtcdKx1MH06ueAMYyqaJzabo3mZWOPc+hQFSVenhKhzmtFaDKTHQ5zYKfaUeHDx5NRSFkDJSRG0ZQ9JU0R8vrHBVmXmDORInSOYy5bn5bzrxTNYjCRYd72P6BHBuC1mmJydieFb4yMezHP42Zrqr7nDc8Ezc7G+SRwrW4QHX1kl8kIjPhCghIxrSf0cprHRgZwRAHbqZHJRz0qrSz9vZi5bbrOcGzq7CY1JT8YfRZY1yNLiaXQsOoLD2SkYzAsAc/loGrVYwrVJjOGkfsNzc5PHIxx7evGZ40rsfWyaF77SRzGeWZiZ6/SSGg2e0z4X2lP2xn2H8CE99ewIj/7LKa77YCfrbvBdEJgrJrOUMvk3mbk34/WFVmvAbe+qm0ObDh7B7ezBoLeyZt27UVUFtZAjHBuiVG4ti5/FlmBuLH/vVnLRDKNPHKv7e6R/BuMK0fp2JphrcC9HWzCR6/QT3rKfaGKct171eWRJxucW/k+V43WUwVxmJsGln72NLZd/jOnJfUxN7GZs5FeMDD1Pm+2DqEUDyVCuCv5s5hImu5jPUlWV/qEn8BSXIQFdH76UtX9zJ1afBXNaoqRR0LnFBtF646p5m7z1DOPwSoRGEtjLZI+924OrqxWppMPgSswDc8nEFA0rVlNMZlGQaLlpHQAWqw9f03pOn3iMVEY8EmaTiqPBwLZ3t/PS98YInhAL8NHxbxCPT7Cm5/MkkwZMnQ1VMKczaPB2WbHvvwxd0cqjP3033/napZx8//3s9/4rTVd+B337Yyz/wCfRdgsm1eMQi7TNZ6oTQPFP7UerNdLQUEscG1zLCUROVu+HnCPHhrt62HhnJ8GUkdRkFIdBVCB/9cNxnE0GcvkQSsZGQxnwzm2zlDVaWlq3gOMEmYKGXCSN66Iu0uMhbMtbOJFup3lVedh7TRmgFGMkQvkqC+IfSGLR5OqULKvXrKyGqC+mkbRaZFQ8bfMrogBdG5xMnUiQy4gkKTGVwKbGMKzuofVtG0FVOf2DPaTjRdpX2cgFExi8NtZc7cXVJpKboT0hujc60epkIn1+TG3imLLxPL4uEzNDKab9p7H9708z2HeY/pdmSGOi4BWV9iuu/j/0rOmmqdfCwaeF0IX5ZBsOfQ87XvpHFKV8bKE82VQJX1f9PGgiUfOYg5oASiYTZuxIlJLDRWDHKTrWOVl+dTO//OJx+o79jMMHvk0kNLDgeZkblfmSaMaIzWdCUUoc2Hsf+dn1JKcFSDc7Dbzv6fejZm2EhgcwaXILbqB6R5CkFULqNDt+PM4rD03QdOelAMJLcVkN9IdzoiXUkmxfkJnTmpJQLKEi0bxtCbLbiYK8IDMX7yubqq+ar847N9Zd5yMvG1FiybPaElTC1y0UJ4/+/SMouTT5NeMsWX4rK3s+hpI3MGR5lg3/+i7GHnqVvs89Ru8Hr8Z4nYmh00+TinUjd46izehYl7qZX536FoOzuwBoa97KwX1fxduTJ75LnIemG9ae9VhCc3wez2y1zCSKGK1aFKt4jZwykY9aSERnCO4UhTzvpaLI1HLrRRg8VqZ/tosr39PO9m+Pcvi5s8+RxY6KhNy9qbvu7xN9cVzNRhzLGkkOzy54T4Sig8hlcQB/4KioZs/GWX1LJ+uu86Ex6mm8ZhVTTx2e997W5TY+9v3NfOi/1pKbjWNqdXH0wI+r/+4fFnvZxXeJfSgVLbBqAfETEOBQ5zCjo8CpXefORMRms/zTW3eiN8p8+vHLWHNtA9lUiamTr681LRUrMHUqSe9mF51r7SgllYn++Z9ZUbJsKYM5Uz5GXLWRCNUAgiRJwp5gLMTJnSIxP1tyqpV1GLUOJGsc7ALMGYJmkCT0HhsG3xxmLrzw5+QyJRKhXO3/y8ycpwzmDORYe10D0fK9Ezk8Ou8zVEUhF4jTurERq1tf12pp6fCSmQyftyk0CMGMCpNjanKS9c9XSz7XiJYNwz2t9euFsclBPhCvriMLtVhCpc2ydq1K+SK5UHJe14kkSVXj8Nc8psgwTpd4Fi8EzOXK4ifujV3ivb9hMPfEZw/xwAdefs3XJYJ57IhjNS+Z34Ju6fBQTGQpxF57Vjy0dxBzuwfvxb0AbP+PIzR0WfjAF9dh8+hJnKX4sVhUBOneBHNvxusOr2tZPZgLHKXZK5ICr28ljc0biAeGKCkFInGxmMYi5wbm2q5bjrnZzsnv7637e6Tfj7ZbLIxngjlZkmmQV5NZOsGw73FW9byNJe1Xi+NximSicrz2Hi9IEp71raz4wCWs2/A+DAY7e3d9mV9t/zssFh+9He8HIBnIVNscXHPWwKnAYWLJSVxB0f6jmgqs/Zu3c8u+v0fViEU2sy1LDj29d2+a9xut7S5y0Qz5ZG1TKhUVwuMpzHqxANu6PDiX+pBTFszNaWbmtFmWSgVSqVmaL7oIU7uHHIbqZgawfuO9TI6/SigvqkKFqFh0bv3TXnLpEiefHUPv03Lk0LdYufodTB3oQpKg44ZlTL8yVN3IGpc5yGestB+/kVTCTylTwLF3OVd1/wvqkcfo+8YXUfMWPHd8GwC3vQzmGowk57RZTk/ux9e0HllTm0PzuVcQjJzGVvaaK7qyLL+qifW3dZIst/HJfpHwD+6LsvwKGwopHJ6mahvM3DZLgNb2S0nmT1Aof41jfSeyXkv7X96DgoaWMpizr2hBBQzpWPXzQYA5XTGzYJultewjVorEyZUvWyq4cL979wYHigLjx8Tnjz1+BBkV18XLca7rwNzhYfRngq2stFkavDYkSeKqe7vEOTsRZelWN6qqEj4+jefipbivXE1R1dDgk8kkioyFt6NpmEXuGOLVB4fIYKLgEomZ2yPu+w03NXJse4D4kDDo3bTkw4QCJzhx/GGAOYpo9UlDvOwxV1Gz1OutyBodqUSQ6b4IxjVLCO46zc9bPspa6xDFiWnGjotnbHJi94Lnpe7z+yfRuyxEwio2n5FgoJ9YdAQp9paqcTjAimta8LV3oncnIRbnK3c8RzJUf94lwwwlDRSlIt/62G6WXuzi9vvfhtZiwNIjEvdKJDSnoSRjijWRj9Y2Y41Gh6ya0ZlEEivptNjanViWt6IikRydn3hUpatXLD5zBqDVyejcNgzkaJjTYqmqKkf+5mGO/sPP64Bl5zo7s3tHOfVfzzLZoaDq46xcczdd63tIHLiKgaGHaf7gKtb/0z203LKBTV9+Pzte/Ad0OhfxgADlpnUOerZvxKi18sNdfwLA2rXvolDM0HzFY3D6FK4NnVi7GjhbhCYydKyxI8swduwMMBcvYLZryUviPjdkTShpG6lkgMDOU1h7G6sqahq9ls53X8bEfx/gXZ/poW2ljc+/Y3fVL2uhSAzMYGpxobXUF03GjydoW2XD2u2jmMiSD89XGg1GB+htuxqAqeARCmVWoML+ADTfvI7kwAyJgflKk5ff08bai8tt7s0aJiZegIBYAwLj4tloXW6jbZVYqxaal6uEwWPBZi5xcgFfy4Uiny3xL3e8StSf41O/uJSGDnPVM63iPXmhMXRArHW9mwUzBwuLoFTBXKWVPBQkjn0e8DO3u0mNhaotoIlgjrOF6f9n77zD4zivc/+b2d4bFlj0RoAkSLBTVO9dlrst18iOnRvbsSUndhI7iZ24xkriuMkljuIiJbHc1CxLstVFUYVd7ATRiA4sFtv77sz949vKXYCSkui5uY/OX3iAxe7szDfznfe857yv1o1kjZIzz6PXmGBOweCxImtkDA3is6z6LLFlZubu/PRhPrH6URYKz60SM7dB7H+tbTL2Bn3p3iwydJWRDsRQFRVzi5Pz39nK7vtm2fmzSR753gjHD2VQFZUfvm8ncyPldaWqKke+fC+BPbWqriD8VxNTSyUmx+hzkE9lX1bCXy/iEwESmHG1VD+Xiybf7QNiHb9cMFc2DK/d20w+58tqCQ0Fx3C4uknGcqQjAuS/EjBXFFJzDLQiG3SvOZiLzCUJzyXJZVYG6hF/GkdhRvvg3trXvhI/wsDuUTzbe9DZzSh6A2owxC13bsNk02FvMBAPZcnnXln79etg7vX4bwuvq5/F4BCqqpLNJlkMnaK5YUPp7+s2vJtIQAzLFlstVzIMrwxZI9P/nm2cfugoyUXxME2Hk8Rnwki+LLKsxWKqoxrWei45T4SclOaGi28r/d5osGO3NJeMzrVGHZf/6L1cc/cHkTUyeoOVjVs/xLHDdzM++jjnXfyXOAsKUuGFKLYu8fCzmspzRsdHfwuAZVhUW1LJ8garM8cgYSR/bQbPVVtpvXx1zbHWsydYmoyj5FW0uTRmnx2dWY+jrxHCRgyOSBUzFy+0k9mdbXR+4kZSmHCvKyeUg5tvRqszEbI8DCB86ICujU7WXdLA7IF51B0TpFIhtp37CQ49vkDPFiedV60mF8/gPyCSlaZ+O/GEjOlwC3/++ShXtt2O+4nNrNv+LrytbaSXWok++jUyYaEcdnT/nShKHlujkchCgqXFUxzc9yPmZvbR3FoNahvdq8nmkgQmpyGtw9CdQ6vX4Ggy0XFhB3mdkfjxcotM23qxMbX0dzL9+EnMPjtGdzWb1NpxHqqaQ24XrKjznD7eOv89wopIEprXFpS7zAZktxN9OoJWC8N7RftSaDSIpCp1N7yiclvOHyK8JB7wC8P1E9GuTeL/iyIoc48Jv7LGi1cjSRJtb9xKbN8QGqqZOYBrPr5KzGkpCqvOcZFciJIOJmjY3k3frdcDEg6bePgHsoJVcA3EGXpqhpzBStYdRS/bMBWYtE3XNpFO5Bl+QpzLtZtvoqFxgGef/BKqopQNw89k5iJlw3AQFVyTyc3S7Bz5nErPJ27g0of/guarBwk/tpft7CV0XMwCTo89V/e8VEZxHiG2mMLeaCKVKFhGmNsIzVcnhA53nJ0cUAAAIABJREFUGzpPDEunh8MPT/GFjfcyvq88s5BWx0ECRQZFCnLLndswOs1s+Mo7Wf2Jq0uvU1WVtH4eecmBmtGWihylyFkxeQRQNDW7kGQZz5ZuFGTCQ7UJf/j4DOY2Nzr78jNwxXD2ejCSwlMhfjJ1/z6OfPFeDn/+V9zfeSuHPv8r0ksxurc46Q3vQ9XqCK2dRasx09t/PS0DTsIvXo2EhuefuY11n30Tl/72z1kMHePUid+gzLwDvatQUd7mIfbUDNdu+EvmwmIurKlhHesG34225V4M+dO0vqm20HRmLE4m8a2y4FtlrWHmEpEcJruOaEScmyaPG63kJKeE8T9/kobz+6pe33PzxSjpLP6H9/LZB89Hb5T56hueW1alMTo8h7W3WpVQVVWmjkVoH7BjKbDlZ7Za5vNZQpEJOpp3YLc0M+s/RKpgOVIN5oRv1+zvDtX9/ERhpmdetx9VzaHZuwmApblyq9YVH+qiba2NtoHl51f0LgsOOy+LmVNVlds/uI+Tzy9xy13bWLW94AW62obRqq2a8X01Ufz/3q1OmldZ0BnkuiIoMyejyDI09VhIB6Lkg1Gi2Jg+cSaY8xAdWySdKDP9K4UBF7I1SkY3i9vaQcYfK10TjV6L3mXBos8s22Y5uj9ENJDhn296kWxGKdkSFNdJa4dMbHgOJZ1FNujqMnOVyfBlN3eSSeb55nv28K9/8hJP3S/+tv/nQzz7s/J1nnvsCPeMfZxH/+VLdY+r2GlQBHPFPeTVGoenZ5dIYMbdUl3IMDbZyYYStPaJ58hy87fmM8Bc8Tjqgrlm51ntJdLpKMlEAKezix9/8iX+7hLROfXKmDmxdoyNdsxt7tfca644xx+aWRlgh/1pmt0pcloD998+VdOGbO4sgLmzKFqmA1FiI/N4zunlxftmiGSM9PRpWHNBQcHZI4qMy7HQy0VqXtyvr4O51+O/HF5XP+lsjEh8lvmlY6iqgs9bbtcZGHwXmsL6L4G58AQmkxu9of6cUWWsfv85KNk8wz8X7EXwhEjO884kdktz3b7uwfNvAGDH+g/T5KmesTiTSVz7gXNxrSmzOtt2/AkqKhZLI1u2f6SgyKjym2Pv5LZ/7ye8ZRS9VE4wj48+SLvvHPJDYvalCObS6SgqcdTZFqbiu7n+4f+D1lg7H1OyJ6gQQQkUvMXUWAx7t7jZnX1e5JgFybDE4niMbLqwYUbFxmG1txA8NlcDbEwmF+sG343SvBPVkCY+W96sb7i1FykVI9T9Io2+DXgbzuXUC0sMXtFIy0UCnBZbLZv6HSRzWlILwjS56DFn620sVQTltAkptgNJkjm4+1/52U+uIdf/NeTLPsT3v9nPb+/9EFqtkTUDb6s6B16XALn7H3wMOWzD1F1+oG1+axfBrIX5XcNoi6dPKSiKagxM/O44G//s8prz2tp+LgCOLeK1idkIeqeF2WMh9GYt7o7y2jO0N2IhTttaKyN7gwQmE2hzol3szCFxAI3ZQBYtmYUg/kmxFvwj9cFcY5cZs11bEkEJvXiSMA5cHSJpaX3jFshm6bQFsXsNVWDO2WRCbxUzeau2CyVLAPeAD0uz+H+LURQWUmYha+xenyA6G8PZ6ybrjmKhvLbXX+ZFq5M4vUskJpb2Bi685G/wLxzl5PF7l/Uqikam0WgNmMzl9jGTyU1wQdyLHVsaaLl2Ixf87OO8Zfa7uD9wIzmLeK+jD/+ak7f/nnym1mi6GJHjM5h7fORzgplLpcS9YHO4qzzWAKzWZtAu0rCmgb964UYkWeJf3vlEScUzHBfVclWCN37GS0u/OJdrbr2W1bdcW3qfTDhJ3hRHjpvJxLNVzBxALmHG4BBrwNohkmjfRb0oSKTna5OyyDID8vXCu7YBiz5bkkzPxlLsu+VOnIPtXLPnS/iuWs+RL93L/Z23Ij/wAD7m8TetwTxwiFVrhBiTya7H4WrFGLmOQwd+QiQi2IddT30Zvd7BgbsuxNIqjlO/1ko2nGA7b8NlFsdo0bu48LLPgZQmcu5xGq/ZdNbjDkwl8bSZaF9nr22zLDBzpw+LZ7xLb8XTIromEtEFvGeAOdeWLhzr2xj96U4aO8185oHzCM2muO3NL9Sd24oNz2NbVc2+L04mScXztK+zlVqfzxRBCUZOo6h5GpyraPZuYG7xcIkVMDaWEyDbqiasPY3MPFIfzBVbayeiT2CQO9GPCJY6Fign+W/8sz6+deyqunNLxdC7LJj0ORYnkwSmV/aVmh+Ns+vuKd76V6s5723ltaXRSPRscf6XmbnhPUEau8zYGwxotDJtAzZOH6rPzDV2W9Dp5RJQSRqcJX+6Ylg6PGSXokgoNPdZz9o2pss7kaxREtIsbksHKX8Eg7cMhI2NdkyaTF1mTlVVZk5GaV1j49SLQe7888OkAnE0Bi2jRxNk0OG25wkdKTCnN24mMRGoYr2hAsw12uk/1803Dl/BN45cyR2z1/Pll24EoNGdK7GTAAdu+08iAzOMZndWKckWI1zhSQYVwiKvQtFSyeZQQlGSmGrBXOF9W1rFeluJmUtGsiVLo9SsWDf19jajz3FW0Fm0JbA7Onnxnhki8wpaje0VGYcXPeYMXjvmdvdrz8wV5viDU8srroJg5qz5CPa1rSzNpnn0h2NVf7e8THP5oln4+KKF22/eC3Y7TmN5b7M3CDD3SufmXmfmXo//tvBWzKHNFJQsWyqYOYezg472C5GQSyAqHDpdErs4WzRsbMMz2FJqtQydEAltxhCuabEsRl/nlbzhkn/i+kv+vuZvje7VVeqbZ4bL08sV1/wj17/5X9Hpzdi8RnQb9+BP7wYklt7zMNNv+jYTs7uJJfxMzL7I2p4biI/HkFQdqYI8byQsWjp0/rXkSTA+vavu5xWZucq5ucUxsXFkFiPYCmDO0deIFDOT1yyhKir+UbGRFsGczdbC0tG5KlauGAMDH0bSZchuGS4xcwDb3tiCvmOMrG2Gbed+ghO7lshlVQav8GJpduDoK8/NNfXZyaBHSWXJRZPEKtqexCaikggkMbVF8Dh7ue6N32dy4lmyxqMkx9dw7Ru/zx/fcoxPfnaBrt5q8FVcQyOH9iBHbGg95URxy1s6iWIjF0vT3pRBb5RZnBDM0swvTtK4vZNNf3pZzXe2WLy4PKswdovrEC14+c0eD9G81lmVcFn7WzCToKXHwMjeELPD8ZLpvLFO9TLmT5HCSGY2SDSYQ2/RLcvMybJE9xYnJ58LkJwNkplcYAk3jmax8TZespa8RkeXZQFJkqrAHED7Bie+LhO+XgvBY0KNzT3gw9xcmClR08imKKpDrANdk0g6TRaZnCeOMVkBwKxa1lzYwOKRuZJh+NrBd+Ju6Gfnk19kYTyGyabF6qouOhQNwyvnPY0mN7GwH4NFi7e3nIDpnRau+MHbyduToEqkGwLs/eSPeHDNpxm7aydKvrqNJOWPkF6Mom8VybjNWwZzdo+HRCRXldxbbc1IhiAmh0znlgY+/B+XsjgW5def2QsIaxQAVYaBq5dvWUnMRVCtCeSEhXQwSTYUL820KHmFTNiIxiQAnq1PgK6GPjcZDKipDPl0udKtKgrh4zNnFT8phqnZiT6fYsebxb165Av3kJgMsP37H8SzrYeLfvVJrj/8NVpu2ETg9/uIYmNU60c2hRkYfEfpfVrWuYjuuQ5FzfPis19nYf4IJ47+GmPyXShZMzmtmEPTdItEIfzCJG8/5x/Qa0y4rR00eNdgnxkkvPUUYe3K7T3JaJZEOEtDu5n2dTbmhuOlghIINUuTXcfUiVHIajDkZZr7ugDIm9Il8ZNiSJJEz80XE3hhmMjJGfrOcXPLXds5+fwSt39wX9V8US6eIjkbwraqWjyq2ObXutaOpavIzFXP3hXFrjzOXnwNg8wFjpKYE4ljpQKcJEk0X7eR+SeOkU/VJlSJqSXyliTTC89hSV+GPiHOaSoxX/PalULvsqDNiwLQ2Wbe5gu+mpuurvVJW7XdxfjBV6eKWYyRvUF6t5UT+s5BR11Fy9kh4aOpqiqTT4nzaVnVXJeZQ1VpblLo3uw4a2KqyTiRrBGiuSnc1g7SCxEM3vKzz9jkwLiMAErEL1Qur/7jbm64tZeHvj3CxL4FjB4Lhx7zk5aM6JSUmJeTJDrfJeZmQ4eqRVDOTIY71jvoWGfH5TOWZuq9zmzpWi08c5zpkwcASDQsMf9ErRVL5Pg0skFXKjAUJf9fjaJlciYIqkreZMNgrjaFLr5va7uMLJetcM4Mi1OHqoqCS+VxnCmAAuLZlFmKVT3fzoyiLcHSuLukkqlkHK+qzVKAOc9rKoCi5BWS/jh60mcFc1F/GkMiSMt5Xay7tIF7/v5kaf4dRBFA1mvP2mY59pDwHP7pP/np3Ohg/Zt6qwCszfPqwFyyuH4r7pv/3+J1MPcaRdlrboi5xcPotCY8zt6q16zf9F7knMLMvHgIRs7iMXdmrP6Dc5h/cZzQ0DzB4/PCzFPxY7fUB3MaWcul2z6F2VhbeWpw9RNPLpJILk/rn3vhp+hfK/yC9A4w3nAPlnw/H73+EMaf30jWGuTb/7mDO+65DhWVXvfl5BIZ9BobyQIzFy3MGfW0XIGa03Bs+OG6n2VtFQ/USuPwxbEokgTJ2TCOwpyeY5UXOW4mL8WQNNlSq2UsIpJ4s7GRwOEZPBvqnJPIKlLT3aS3HCZeAeZy0SS5rQdQkiYsynUcfnwBrU4qUf+665Lsafw6uWyWpn4HWQrs40KE6Km5ki3BwEUe+rc5yMSz4PDjtnex9ZyP8Oefi7LJ/SgL936Ytav/kIbG+tLnNnMTRr2dcGoEKeYilihXuxu6bNjXi1m6xjUHWPvOSaaOi80k75e5/EfvRdZq6p7btvbzyZpPkAf8R0WSN3MsVJqXyys5Zv2HcW1oR0alwRQnEc5y8HfzGBFVM3MdAZTwbJIkJtSguNauNsuyYA5g09VNjB0MM/JrISse1jVgdoqHt6zTsCD7cEQmySXS5OJpjBVgrmWNk3w6hyRJLB2bQ+8wYW52YPaJRDSzFMO9UbQP6bJeIqnT5NCQ9AfI2WJoQ9UP+c3XNpFfCmPwie8lyxouvORvWJg7hD/4O7xd5pprVGkYXgyT2U0qFaRto7uGicjmw0iaLKnJVahynvU/uxG908Lzf/ADHui6lQfXfJr7uz/JvS1/wm/6PgWA5BHsl63RRLoA5lyNYu2HF8pMuNXegiQpmFyi4NF/kY/LPzHAE7cf4+TTs4TjZfnxYKj+TAsU/BUtCawOH8lQCiWbJ1+osi9NxsnHLagakcC5BsQ95Wg2E0eA8GgFAxSfCJBPpF82mDM2OVDzipDbPzTBiW88TO+HL8V7QbkN27m+nQvv/gQ3nvo6w11XYuzbg0Y20dt/fek1LeuczB4wsm7w3RzY8y88/sifo9Nb2ffji9n2DhOKKhKtrCmJ0efE/+wQO3rfw7ffH8JuaiQbS2F/pBtVm2fPi99Y8ZiLSpZFZk7Jq0yfLLMVos1Sy+LMJJqUldxSnO6NYm5WcSk1/n4AXe89H0mWGP3pTgDOe3sr7/vaOnbdPcXP/+546XXREXHvWs8Ac/MFHzNfrwW9wyzmLg9P8cvt/8BSofBR9JjzOHtp8W4gn88wPy/e29BYncy2XLuBfCKN/9khzozE1BLJDbOoqoIytg0pq4OMFrRLxIMrz4ZVht5lQU2Ic1lpBl8v/OPi+53Z9gwCzGXTSl3Pv5cT0UCahbEEvdvKxaqOQTvB2VSVqIiiqMwMxWjpt/H8XcM89rmdaEx6vIO++mAO6Furwd5gWFHNEkBK2pEdIaKZeTzWDlL+aFXrq6HRjk5J1bUmKK691jVW3v8Pg/Sf62bomTk0ViOHHltA57aRmAkRPjKJbVUTDeeuAiB4xtzcSm1qWosRg8eK05hmZihWmJW7D7VbJPPpxgiTD5Tn+R/85jAHHpkTbeOrm0v7UpEBezWKlvFC+6HWW3t8RWbOac3x48U3sGpb7V4FAswBpVbL5GwIJKnudy6xiHW6D4oRDo0DcPJpPXqjzJbrm0gsWojHXpkAis5hRqPXYmn3kJwO1hT6/qcivpSmVz3FJg6yNLkymEstRJAzKewDrdz0hQFCc2l+/4Oy+q4ky0L1dJk2y0wqz88+f4wXb99LXLbzR3fs4ItPXUzDYDPZUIJspFAwLIC5s90zNcc3HxZzpjrt2V/8vzReB3OvUThsbWi1RvxLQ8z6D9PkWYcsVyfXa9e9HY0iMR84iqqqZzUMPzP637MNSZY4+e97WDo+h7PPSyQ+sywzt1I0uqoVLc8WLx75Hhr3Ir6FjxGZyaDu2UHb197DpVv+grnFIzht7dhigmU06J2lNssiM7fpinPJjfdx+Nhv676/xqDD1GgjVjEz5x+L4m3WoCpqiZnTWw0YNeJnjaU8NxeNziDJGmLHk+RTWVouWlXzGfNDYaL7LiXvDOBPHij9fu7EUbJrRkkeuZDffXeWI0/46T/Pg9EiHgzTqx8jtuYUB3/5IO52C3mdaPNIzYeJDs+XKuWeNjPv/GvxuWnNLO6CkqVGo8Ne8A2rtCc4MyRJwmVZRd45j9nURioZJJ0uJwqb39FPAhOxHf9BbutX0SgCwG756BvwrF9+DbR2nEc2HyDjTLB43E8ykiE4Fad5wEk6E+PH972Rr9+5AQbFA9WUFiDiuZ9PYdGIhKYeMxeaTZDRWzGTAFR8axwrgrnN14nzNHS38PvTNjeWAFNoPs1k1oeciDNbaPGqZOY8nVbCswmyqRzB4/O41jYhSRJaow6Dy0xiNoJjYBRVkfDmryISnyYjy8RiYyCBPF3dmrPp2iZMJElrywniug3vxu5oJ2V44KyG4cUwmjzk1TAdm2uV+4oFBmVOSDBn2pa4du+XuPAXt+A5dxXOjR14L1pNyxs20/3+C1n/t2+FNgGE7I1G4eMFuJtFZbuy1dJqE2yW3l4ufrz1q9vw9tr4yR8+TSJVrnYWWbp6EZ6eA30OT2cvKuJaFAUK5ofCKCkzeY1IGD0bxXe3eY0lQZ6ZR4+V3qtoEFxpe7BSFJOo5FyYPR/9EXqXhU1fe1fd19p6m9A7dJhX76dn1fXo9eXr1rLORS6dZ3XnJ8hmk4yeegSP4X1E542cf7Oh9Lp4chHvhf34d4lnnlYjEoe53x9GN2chcXQ7E3M/Ib5CZb0E5tpNdKwXCfdkhQhKMpJFKytkcn70qpOUP0LnoCjq5RoNyJraLdnU7MJ3zQYmfl42dH7zX/Rzwbva+PVXTpYY2diwYL/OZOYWxuLoDHLJW8vS7WX+2VMs7J1gfrcocCyGhtFpTfzke9tJhcX3mwsdA0nC4Klu82+8dABZr2X6wQOcGcnpIInBSRoaB0gMiesnx81oLBEWx16+qqTBbSUXSSLLZwdzC8cDXMmjHHjXbey95aeM3rmT8LEplLxSAmGvttVyZF9Z/KQYRRGUyrm54EySdCJPc7+Vo7+fxkwcY1cTrWvt+E8nSCfK7dNZg1ibba1ga9ATD2ZWtE9Q4jYknQAYLmMrmaVYTZulJpOsaxpeZMpaVtvQ6WU+9Ytz0JFlbjLH2IEwrj4P8akQocNTONa3YWpxoXdba5m5hTCyToPeVQuYAYytbuSxEcyhaU7/7jhzjx7BdqPYc1Stwsiup1AVBUVR+c+/Pspjd4wLW4KKwo7OaUbWa0vG4YHFIaYnlzcxr4xi+56ptfY5W3yOpObDWF36mr8Xox6YM3ptdYugJRZxBeAZCo6h05nZd2+KDVc1cukfdJIK2wj66/v41Yu0P1piYc1tbtS88qraUF9NRP0prMQwk2BpYvl7N5vOo42J+8uxtoV1FzcweLmX+24bqlr3lmWMw+fH4nxq0+P86kvHaTSEWfOO9Vz5oS5kWcJyxqydrUE8r19Nm+X/zy2W8DqYe81ClmS8zj78wSFmFw+VlCwrw2xpwOPsJZEOEY3NkcnEXhGYs7Q4abtiNSfv2kPw2Bz2dS6S6RCOVwHmikziywFz8WSAx178MvLEZqTJQYJTcTLokdN6zm/6JJ/50DAfvenpUoukyeyqBnOSxMarNiONbSSYPlblx1cZ1nZnFTMXGI/hbhAJZnFmDsDmEhuErSNZxcxZrc3M7hTVouYLe2ref+FUhMTJc9DkLSx6nir9/uCBfwNJpc3zPp69e4rR/SEGrxAJdCA8xkxSzCnuv/9eZI1cagmNDs+Tmg+XmDmAiQNLSMY0qVwAl72rfMyNtcbh9UL1N5JrXKKlT1gWRELlTXfzWzqJaEwkbLMksnNYW0+BInPOZ9684nu2tYvWmlz7ItHJELPHxTl29mX5/i8u5cSYYEvTzXMoSLC4iM4gsziZxGXPoXOY0ZpqN8nwTALVakeDglWbon2ji+BknGyq/lxY10YHLp+B+L6TpJy+UoslCGn1OXwgy4z86CmgGsy52gtGwzMJlo7N4h4ot9Gam+3EZ8PoWk6izLXgsaxFRUF1hUt2GOmXMrz0zSdL/9M5aMeqTXF6TCEVF8cra7T09l+Pxn0Qb1d1i6WqqlXM3OTjJxm99yXIWJEMcdo31SYZ0cL81rk3Xk8u5uDoC08hyTId79jBRb+8lQt/fgvn3/lRdvzww2z7zs1s+Lu3EQuKY7E1mkilQuj1Vty+wnevEEExFfwWdZYys26w6Pjgjy8muDBNnnJ1Nxxb3kcoNCfWV/PgQAnMFefm5k6GySct5DUJVFQatopnlUYrk3GK+2P26fK9XFKyXNvC/AqgvvQdCu19x/7+ARafO8Xmf3w3Bs/ybTKKfh9aa5SO9rdU/b51vbgfE9ONuGJbIaPjyL9fTM8WJ67eghInEvGkH++Fq4mP+0lU2CpM3rcXvcuC/9g7UUkyNvzossewOFlm5pr7bWi0EhMVrFAikiMZiKOxRrCYvGRDCfSKuH7RFVo4Gy9eQ2x0oVShliSJbW/woeRVFsZE1byoMGntrQZzp/cuYs0FSy3nQhpfJEepgPjfQGgEm9lHLDLD7PguZEnDYmpIVLPPSGZ1ViNtb97KyB1PlkRSihFaGCfeMMPA+ptIzInvLcVNaCzRVwTm9C4Lal6hsVVb+n7LRXTnSziIgKIy+qOneeHmH/DbdX/Jr5x/RObAUawuHSOvFsxViJ8Uo3NQrMvKVsuyLYGFoafnsBBH3+qlba0NVaVqlmxyUtxHHnsWm0ePqlIXiBUjHyqDaWte3FeV7WLGRjtyOkV8qZb5nD4ZQ2eQS6IfDe1mfG064klxDK1bfKRDCaLDczgH20XBcGNHjddcaj6CodFet2MEIJ8DkgnWcIJDf/1LsW4GyixISDNJYO8YC+MJ0ok8kdkY8fHFqvnZouR/clbYE9xz9zu57xfvWfa8VEZRGMTaXSv0VmQxzzbjVuwCKYK51Fy4bpESKljE2eXXVSg4htnUgf90knPe3MKW65tQUg6i4ZXtRSojtRApHX9RUOy1mpsLzycxk0BGJTy8/KxbNJDBhri3i4W6m76wltB8mt99vzw7V884fHY4xucveYbIQprP3LUOOZXAd3F/1f9AWQWz1GZ5FgXYM2M5MJdO5hmvM//6vzFeB3OvYTS4+jk9+zyxxALN3lowB9DbdSVIsGfPdwFWNAyvF6vffw7R8QDhYT/GtSLhtFtfXiW8MtyObmRZu+LcXDEee+FLpDNR7EMfIuZPEZyKk0ZUUMIjizhtbXgc3URPiweu2dFQnpmLTGG1+jCYjPQ1vB01p2Xn/m/X/ZwzjcMXx6LYrSIBqgRzLp9IKt29mZI9QSw6g9XWzMwzw7gGfJjq9E7PD4XxtLlpVq4g2XaCSHiaXC7N0Owv0A53cc2fXEkuo6CqMHi52FT3Hb0TAAmZ+ehRFvaextUv/rb4vBA5qGx7Or1/kaYt6dI5LoYQkFmZmQOIHzGTd8Zo3y7AXFHxFApJ6/osFJLCdPsCJpMHrWH5aiSAt2m9kNHvXSATiDF7PITcMM/jC+9gPnCM991wN1rZgD96nLTGTHZyga5N4sFoM2brqn2BYOb0PrEBtbcq+PodqCr4x2pl0UFs5lvP06FJxQlp3FVgbvJYlCx63Dv6mC34XBkaykmOq1W8dv6on+R8FNdAGUCbfQLMZW3HyE304iqcd2tXmMYNIlHUL9l4/jP3Exr2kwnF2ffJu9DlUgTiRn79lRPlc9xyBRp9Ektr9X2RSCySz2ewFwzD9335EZ7645+RDOiR9WlaB2sr2kUwd/67zoVwH5PjL5y1haa4PqwNYmbOYHTiaBJrpxLMaVWxBmVjdZt0/0U+dnzYjiKDThbnLxpffp4p4hfH6Fs3gGwQz5MimJsfiiCrdlQ5h6JTqgSFDC2FYsf+8voMH5vG2ORg7nSav+77JbvvXr69E8oV9fH/2EXjxWvovvniZV8b9SdRGp5ByRjIB3ZU/a2oyDpzNIjtsaux3fFOokfi3HBrL+GY+H4Nrj5iCT/eCwpFrAI7p2RzzDx4gNYbt+CwD6IqBmanqy1gKqPIzLlbjOj0Ms19ZUVLVVVJRrJEp6Jo7VHsTrFGg08VzJrzKRKh+klK0ecxdHS69LumHnG+i22U0eF5DF47ekc1azxzYA7yCvvvGQcgFc0iKXlALYO58AgGWRSUJkafwutew5I6VtXOVxmDX3g7+WSGo199oOr384a9IKmsXf9OMgFxn8tJM7IlVppxfjlRZICaWjX4z8LMySeOkja7uPqFL/D28B3ccPQ2zrvzI+jsJsbuepbeba5XrWg5sjdEc58Vi7P8DHU1G7G69ZyusCcotjOaTBKRqTBG0sheD61rxD5TaU9wan+UDHqM+QT2l8E0ZJfKzzlLUtwTlaI0xZ+lVKJqPhNg+kSU5j4rGk0ZhEmZNB1bvbSvs9N5bjMa8qCoOAtt+s4NHYSOTFU9i1ZiNvKZHOHTQWQZdGSJ7R9i9SevJZQ4TXPDIBISqeYI0w/sK90L2Wk/qGrZu4o8AAAgAElEQVRNy3VRJXJi/BkW5l4iHJ5AyS8vClWM2OlFIebSWbteNQYderf1rIxWcQa6kplbbm8zvixmbpxstAlZhm03NmOy6XD7msmrQRTl5bVKpv0RjN4imCuIiLxGipah4UV0iHO/kgplxJ/GQhy0GsytAuSuvbCBDVc2cu9tQ0wX2GFzZwPJmVBJ5Gv6ZJTPX/IMmWSeLzx5EU1GcS4928uF9jOZOYNZg94ovwpmLlJ3/f7ue6P8+ZYnWJpZOe/63xCvg7nXMBrdq4knxaKstCWojPVr3w7A3n0/BM5uS3BmdL9lI1qz2Hi0XeJ3jmVm5lYKjUaHx9FzVmbOHzzFroPfZcfgh3EZVxP1pwhOJVAMIjGIjJQfAtGJIFqTDovdW2LmouHJUmvawAXryB7czp6jPyGZqn3wWtucJTXLbCpHaCaBSZND0sgltUsAT6doW7I1x8vMXHQWq62ZuV2jtFxc22IJMH8qQlO/g173W0FW2ffcDzhx9NdklCCmlzbRc34zW65vwmTTsqrgZ7bv2J30tl+Gz72ObOcSL33rKbzrxSB+caakkpmbPBDAs6mQ8FWCuZfBzCVCadKHxbU1rRLftxLMSZJE0xtEu45uwUm6OYrFUSsKcGbIsoaWtnNQ26YhneL40Z3YPvH35NQYH3nnkwQnDqJm0oxP7yJncaD4A6W2IxOpZTe88GwSW18jmYYwTd5ESQBkOUVLgG6nWBezURt2X4Uk/bEIZoeOzrdvQy2ojVUyc85WkfzN7RXJrrsCzFmaHQST4yiaCPmJbkyyKJB414VpHIxDwogmpUdW8zx6wzf5Tf+nOHX77+n76JW0vPsSHvinU8wMiQ3JJJ2Dqsgo5mpfuCIwKzJzsekQSX+MyCmRGLh7atuoiqI8Dlcra7ddgmyb4Zmf7Fv23ABEF1JY3Aa0Opl0KoTR5MTRWCicVCpa5sTGL+lrq7hb3mtBkSE3I85RPLVC1TVU/F7N2HoEQMsWlO7mh8LYnOJzVHt1cmJrtaMiET+9SDYhNt5iW9XI86Iy/eg3akURQAilTE08x65jX2byYw8QH5xg2/c+uCwrAHD095NY+vcTGdnM+IFqQGS06mjosjJ9cJHIsQiaoBOfJcYFN7URjk4hy1qaPOuIJ/24NnWitRjwPyvA+sLOk2SCcdrevBVfj4NsYBUzU7uXPY7AVBJnkwGdQbBZlYqWqXgeVVUJTgSQDVFsdsEezz5wCDmlI2vOMryrPrB2FBLt8JHyLJOvt7DmR8T1iFW0dJeOZyJWAt9HHhYJuv+lWSTA5DGTWoyhqAqB0AhqRlynZHIJl6WNsHEGwzJgzrGmhe4PXMyp7z9G/LRoy1TyCsGW49jVTgxyF3IuDRoZo96DZIm9YmYOwLv3YQLDyzMRsdEFLNF58msGkCQJWSPjGGij+/0X0fqGzSw8dZzerQ5OH45UCTK83BDiJ7Wm0Z2D9ipmbnYohsGsYf5kSCS2gOp00dxnRZapmps7+dwSisVGcmapJLW+kqJlerFcJDGGxM8Gr43A4hDh4OnSNTKQrpmbmzkZKwHKYqSWEqy5vJVvHrkSe6dbgDnAMVgAcxs7yCfSxEbKa3ElMDf8ywOk4zkkRUFGQUEiZ7QSCI/ia1iP29mDsi7P9AP7y7OLfvHMqQFzPiepuTB7nv+WOIdKnkhk+c6BYkRGhGG4+wzD8PL7nt3ku7bNMlhXyRIKbJ8kLQsQVVUlHBxjadTJ6vM9OLziGd25thNJk+PEi7VefvUiVdlmWQBz/x0iKAc/ezcj//bUiq8JHy+3g6ZXYCDD/gxmROFWksuQ4n1fW0cmmeeT6x7jB3+8H+x2UFWS00tMHI3w+UueIZ9T+cKTF9G10Ulg9wiyXotzQ5nAMDY5hPZDgZmTJAmrR//f1mY5/lIYJa9y4JFXJtD0/2K8DuZew2hwlelj3zLMXHOj8PGJpcQG+UrBnN5qoOet4j2kZvFQejUzc1CwJ1hamZl7aOdn0GoMXH3+F7B5jQUwF8fe5kBnMxIeLSeKsYkg1g43RlN1m6W9YILtarOQ3nkl2Vyc3Ud+VPNZ1nYXmXCSTDRF4HSh6ptJYut0V7UCefv7QJHQWxYJzyVJRTNEozPoMg4ykVRdMKeqKvNDYRr77HjbBtCOdPDS/jvY8/y3MGSacKsbkSSJP/nRVr741EXo9DLj07sIhEfZtu5mWpu3ku8OMvzz/TQ0C0n+8NGC71jBzyeykCQ4ncDWUzCprmyzLDBzkWX8owCOPDKFcV5UabPaOLJGVwXmAMxrZpGSBkxPbyevzyAbz+7nBcI8PGefIdsxzQnPx5AVCx9/1y4anf3sffG7aPKwGDoFDW7keJSejeI4tJlE3VaUTDJHMpzBsmGR6T96iNym22lcJZKOlebm9LMTxLAQimpxVIG5KO0DNtoqfL6q2iwLzNzSUbEBuc5oswwahbpc7nQPJL2oeQ22ziX0DQsQFBu2y5ohOzSOxmbhmr1fZvv3Psj7/nkLepOGH916CFVVCU3riE+tJpLeWXXcRSEfm70NVVWJzxRmNY+JxC6n1H7naGQas7kBrdbAtmuuAeD3P7x32TZUEGvI1liYyUyGMBqdGEwaTDZtFTOXjknkEjbycu18VzI1gyJDesaNrOhIppdPcuJxAbwsNl/pnKaD4jvNnQzjaBDgQXJX/5+jxUJWY0BS8sztGkFVVSLHZ7CvbWHigNiYx3b7Gd1dPr6FucM8/shfcPvXu/npDy/g0JGfoFjTSG9K4KwjDFIZ+596CI01iiZ+VV0WpmWdC/+BSVBVVKDDm0Rn0BCOTeGwtmKzNBFL+JG1Gjw7VpWYuan796Ex6mi+epCmXgvh093MzR5Yli0ITApbgmJ0rLczPxInnciJeTlyoIuApJbawWcfOYQ2Z0G2JhjaWT+psHR40FqNJQl5ALvXgNGiqWLmzhQ/eexbAjC3bGhg+Nk5hn5xgHigoEBr05EKxInEZsjl06SjC3T3XgWAJg8pcwhNy/Ks/uDfvhWAw1+8FwD/8BHSrYt0Oq4gNB1HRxa904JJ3wDmBAtjL7+dSe8q2LjksuTnAjWMUzFGCqIwtou31PzNd+V6spEkbc4YSl5l/OArmzUKzadYnExWzcsVo2PQzsSRSEnGfmYoSku/lVM75/AYxfXIWhzojRoauy0lZi6TyjO6L4jB5yIxEaiQWl++bSwxJ9aTzdhIPlCwFtGM8m/f28L3vtnHweD3yRszGEhXtWtmMwrzo3FaGtLMFdQkc8kM+VQWg1ucX2u7Ew15JK2mVAhwFZLpyrm51Hy4Lkurqiov/fMTmAoCWA4iJM0eXvi7BwlGJnA7evB51pNuiRA6PMn0CwLE6BPBqs8shrHZSTg2wcnj95Vsc4qqkCtF7HSgrsdc6X2bHKVZvOWiBOaCGVRFEWxOHSVLAFmnxdBgIzy2RCJSDaCzsRSR2SnS6QiLw07OeXM5/+rfJgq4u39zjLOFqiiCmSswr3qXBY3Z8F9us8wlM5z4+kOlcYXlIjZc9glVQmFy2fpsYpGZM3dUt7j2bnXxvZGrufZjPTz549P862fFdTz24Ch/e+kzSLLEF5++mI714vsF9ozi2tSJxlAeYZBkWah4Fpi5eDCN1aU7q51H1fdNpMnFUlWqvMWYOi725QMPvw7mXo9XEMU5NJu5CZu5PmNiNnnQa0XlXKszYbZ4X/HnbPnM1az9w/NQXGLTfrVgrtG1Gn/oFIpa/yYem3qWw6fu4bLtf4nd4sPaYCS2mGJpMo6r3Yqjt6GamTu9hK3TJcBcOoyqKEQiU6XWNGeLmfx0J43Gc3j2wHdQlOoNvOQ1NxlkcVyAOTUar2qxBHD3+5ASRtCKh97MCT/JRID8nOjhL3rDVUZkIUUqmsXX78DSbMewbz3x5BwzU7txjO3AVujddjYZ6dkiNq69x36KXmdhQ9/baG3cTFoTJmOKkjp0kgwFBq1gSwDlxErnW0KnNWGtWAM6gwaTXUdsBWbu4AMT2JZMoEr4g6ew29trwFxUOoHq7yE0I1RG46w8b1KM1o7zQFKIbz8OugxdI9/G6+5n7/PfIZOOoslDOhtDXmVAQqWrLY/Dq0eNRpdRskwg6VPMyH+HJMkkmo4wfvg+TA79smBOyeZY3HWCdKMA92e2Wbavs2PrbSpVc/XucvuRyaFHb9YSHfGjteixtZcBpqXZTrJ5Go1iRllo5vSRJLlgAzrPAtH4KNpoQTBHr0G/toeFBdAXVNFcPiM3fWGAA4/Ms/v+WRbGE0RGNxEMv1QlhBGpMAzPRFLk4mKzyZ4W1zNZRxU2GpnGWmDyWtoKIii64zz5/RM1ry39jz9VAv7FNksAR5OBcAWYi4dzZKMu8motmAsFT6NK0NDQA0kD6dzyaySR9oMqYTF7cRcETuKTS2SSOZYmYjgL6ppyQzVrZveZSCpGZFSmnjxFcjZENpzAMdDKxP4APed6MVh1PPEdcU8k4ovc8d1N7H7uGzT6Bnnj2+/iTz+zwMbzPkhIP3zWVit/7CFQjLS1XsPovlCVZD8IRctkgUFalLwocwvks3lCUQHmLCYvydQSipLHe2E/oYOnyUaTTN23F99Vg2gtRpp6LMSmVpHLJvEv1GcVA1PJKpPz9nV2VFUwM4lIDh1ZdM7CfIlXrPNcPI3J4MbSlObUzlqjdRBJjWNdK+EKMCdJEk29VuZH4+SSGRKTgarkOJvKsevHQ2TRsfEt3eRzKnu+/Ggp8dYZZFKBeEnJMpuI0LfmRhqbBkmFRXKTalkegFk6Guj72JWM/eQZwidmOLLvPwHo63ojwekEOrKYfHZM5gaQVQLT9b9bvSgycxIqBlL4J2rboFRVZfSuXSzgpXFTrdVM42WiFd20KADEyN5XBuZK83J1wFznBgepWK7kOTkzFKO538rQM3O0mZeISxZSklgHrWvLxuGj+0LksiqOPq+4Xi9DnS8+Je53j7WDtD9C1h3hwWc+gNnsZf3G93F4/KdMfewBnNt/TyRQvpfnRwSINe7bxdM3fp1cMkOqYBhuLIA5S6sAc/oGe6kg6ljXiiRLBAtzc6qqitmtOszG7M4R/Psn6Xu/AF6KRseQ70IUbxJVzeO2deFrWEdEmkXR5EnsFSDGRhRzd2ONuqDJ52Cx5wCypOHyq28Dyn5tK0VqZokkJlwt9Zk5o89RUuSs+r9Yln+45Lec3r+Iya5DkgQzl16Moubyy3adZFJ5MrKR3XcN8bmLnykVG1RV5ekb/4knP/QVANLhJra/qbw23U0iFzv05FDNMwpgYnwn3/tGH/G4n0wogZpXSsycJElYXoXX3GPfPsrYnvI+EHhxGCWbJ3x0uu4xlM7NpB8FGclsxECayFz9dufoomDmip0bleFoNPKhb2/kWyeupv/qLgB+dsvz6Iwavvj0xbQVWGMlr7C0dwz39lotA0uFCubXLniQ/GLoFTFzy3nMqarK9AmRR7706AL53GujEvo/Fa+DudcwimDOV0f8pBiSJNHoWYuq0+JwdKzYWrRceNY1c/m/vZdocg6t1ojJUP+BdNbjdfeTy6UIReu3BDz07GexW1u4eNufAWD1GoUU95EgrjYz9h4P4ao2yyVsHW5MJheoKpHwJJl0tMzMFdiVtvx7CEbGOTpSPY9R8pqbCpVadlLzoRowZ+8VxuE5VXz25HHByiSH89i7PVjbajfnYjtmY58dc7MD7XAnZp0Pnd6CvLsXW2c19ZDNJnnp5C8Y7HsbBr2VlkZhJux6i5npBw+U7AmKydXT/3KCh776Ehd+qB/V6sdl76q5tlavsWTSeWaoqsrxh8bQZxQsNOEPnsTh7CQSLldP8/kss/6X6B84n3d85Rr0ipZg+uUlUMUqaNYXQI1a6ejrI5OOsef5b7Fq9Q3oFLHRq6vFA10O+PnByctQM7lllCyTeK7+GancNG97yz3oQnYefehWGvtMy4K5wO4RctEUts2COdUYxEYf9qeJ+NO0DYgHf88HL8G9tbuKjZUkCVermdTsEu61vqp2D3Ozg3THPOZkP6oqc+B3C+SWGskZpoiEJzEkPMzg45wHP8dVD96Kmld46iN3lza66z7eQ8d6Oz/+5CGmT0RJTgsWoFIIIxqZRpJkrFZfiZUzNljRR8UmXw/MxaIzpbZMo9GBx7sGz8ZZHvrKQZKR+ptVdCFVUj5NpwQzB6LIEKpos0yEs2RjLrL52mH7peApkKCzfxVK3EhWWb6AkM4voVWtyBot3u1d4noMzbMwHEFVwWkSSbfGW72VOHwmkqoBrUFm+skhIgXxE2tfM9NHgvRf0swFH+hjz8/HCM8nCYXGUVWFt9x0Nze9/0EGN70Pg9FOZ89lpNMR5uYOLnuMuWweGvdg5XxWbfURDWRqkv+WdS4M+ThZSY9t+xryqSz+/ZMFZq4Nq8mLiko8FcB7QT+qonLqB4+TmAjQ9mbBBjevspCYEYWg5VotF89g5trXiTU7cTRKMpJFR5bGdSJpcDaXuy6sTh8GV4LxPYtkkvWBq3N9u/ADq4imHjNzI3HiBd+4SjC35xdjJIIZ0hhYf00rDlOGyLEp1t8i/CY1kkpqMV7ymJMVaGnfQVfvlSzNiqQ77l7Z5HfdX70JjdnAoc/9krGJR9HPuWhatYHglGDmbO1OrHZxTGH/zIrJY2VUgjkjqZL9QGUE9oySHJtnknYau2o7EIwNNlybu4jsHcLpMzC8J8j+PT9kauK5l3UMI3tDSBL0bK4FMZ0FRcuJw8LDbmEsgdunJzqygG5pgaCljWShXa91jY3ZoRj5vMrJ50Ui3ry1hUwwjqmwVJZjGvI5hdiMAHNuaweh+dPMvftJJFnmPR/4PTe+9UfcfPPz6GfdWK++j989eT6jhedScY5PnZ0nn0gz99gR0kviPBoK860avRatrCJby+dPY9RjW91cYuay4QRKJlcXzB385ycweiwMfPQSJFmCbduYmNKx5vNiP1x8aAmfZz2KmkN7rgnjzBiN3WbsRDB0NNW8n6ZRT3TTCH09bxJ7kiQRKkj8Lxe5eAolmliZmfM567ZEThwIMPTMHCefmkWWJUx2HfFQtuQxVw/M7fvtLH+6/jHm5sFhyTH+Upi7Py9sPBaeOcHCU8dZ8osCibuhm+ZV5aJjsTgfCswxeay27Xh89AmCgWGGjt9f8pirZETN7Z5XNDOXTef5+Z++yP1/u7/0u4VnRLEwG06QnF7+vfILATJ6CxqPEyOpZe0JQjMxjKRx9tdez2L4eix89BeXArDpXCNffPpiWvrK5yVyYoZcLIXnnNpCu6WzgfjEIolQmtnjIZL+KOGzaAtUxnJgLjCVJBXLseHKRhLhLCeff21mEf+n4nUw9xqGxeTB6+qnt/3SFV/ndfWjNdvZdu4nzvqe+XyWSKy+1G0kNoPD0vKqAKE4DmFPsFhHXXIpPM7Y9LNcuPkWDDqxMRQZg2Q4g7PVgqPXS2QsgJJXyKWyJOejWDtcGAu+dvPzQmK+COZsXiOyRsIwfy4uexc793+z6jMrjcMXx6LotCrpQBxbt4eZhZe4457rmfUfRmfWo8s5SCsBtHqZQ4+Lz4keTC4/L1cAc00FZk5SZQYNn+bGN/2E1ESmBswdGb6PVCbCtnU3A9DqFZuX9Wod6UC85Clm6/Nx8DcT/PvHnmPw+jbe/4MLWAqPVc3LFcPeaCK6TJtleC4JYXGMDfZVLCydxOHsqGLmFpZOkMun2XbxZZzzni40qRzxzNKy6qCVYTZ7cNpXkXNHkIJOmgec7N/zA5LJJS689HPYzYUHdWcABYnFfadJFvro6214J4//GtvGXQyu/SSrt72RrU23kDQsYF99z7Jgbu6xIyBJNF0iih6zIwI4FluU2gbEprb20zdw7d4v1/y/s9WCEgxXiZ8A6Jt0ZFoC6OYFAJwbjpNbaiKeFedOmjMTxc7hxxZw9DSw4ys3cvq3Rzn1M2GwrdHKfPj2jfhPJ3j8jnFspvWYzB5GT/2u9BnR8BQWqw9ZoyU+LRKBhovWokmKynsyUVtNjUamsdnKrHlr2w70vhFigRSP3PZS3XMUrWyzLMzMQYGZq/CZS0YEmEula9tHlgpWBP3bBlDjVvKSSiZTu1EreYWsHMEgi7Xv3dqBCsTGFkv3i0kVsyAab/UzxuEzCRGkXI6F3acJ7BefmZAt5LMKHZs9XP7xteSzCs/88ATBpREiNhie21X1Ph3dlwAwMfZU3fMBMHxoN1pbiJbGK+jZKp4Ro/uqWy1b17swkSSqWtj+R+Jendl5inB0GoetDYtZJFnxhJ+Gc1chyRJHv3o/kizReqMA720DdtLBZjSSnZk6IihFw/BKMOdbZUWrk5g8GmH2RBgNCo3ri2CuG6lgRWBv7gB9hHxWYWx3LZsK4FjfRtofqVKQbOqxsDAaJ3KqoGS5Sqx9VVV54jvHsDaZyaGlpd9KjyeMImkY+OOLMDU7kZRciZmTkNFJOpp8G+ledRVqLoOc1hKxrCyjbvTaWfNn1zH5q92EwqPoF5yYWt2ECsyco9uN3S0KFrIuIJ5jLyMqwZyJZF17gvF/fxa0WqZpresxB+C7Yh2Lz52ib7OVkX2L/P63t7D7uW/Wfe2ZMbw3SOsaGyabKMwN3/EkT1zzNVRFKYH004cjzI/GUfIqUjZDE+J+S/q6S756bWttZNMK/vE4J59bwrfKgnttEyoqh478FJ05uyzTEAtmIa/ForTTbF/NC7kvkbekuekPHsLd0AdA66pzaP7VlWR+9j5UVcOv//OthEMTzJyMoiFHeloA8qn79tYwc5lgHEnJk5erGTLXxs6SouVyyXDo1AJjDxxm/UcvwtrZwLX7vkzTB68jl1HIdYg1PvL14+gXC+1355rwqH4Gd5ixEkNuqmVyprU7UY1ZBlreg0arx25vOyszV/SYS2LG6asP5kw+B7l4mmysen+dPSae1aEZcV4sTh2JULYkbFK5t82Nxvnqjc/x1Tc8j0Yn039lBx5Xnqv+Txf3/+MQR5/2c/Qr9wGQLnQF+TytRBfLn2k2i3OhNUd48Z6ymFExlhbFWMvQ8ftJ+8uG4aX/b/e8ImYuMB5FVVROPD5DKirW2MIzJ5D14npXtm2fGflAkEjGxJxfg5HUssbh8YKXqLUOM1cZWpMeY6OdNYM6fD3V9+vws4+gyvm6YK4onDJ5UKxjNa+SmH3587fLrd9iXnHdx3uQNRIHHn75nQP/L8brYO41jk9/4CiX7/jsiq/xuvpJpoNs3Pahs77f/U/9Kbf9eDWpTO3ifrUec5XHAbBQR9Hy8Kl7ANjQ//bS74pgDsDdZsHe24CSyRGfCZeES2wdos0SYGFOgKyiAIqskXH4TIRn0lyw+eOMTj3D9HzZy8jS4gBJKrVZepvFA2mx+QDf+dn5nBh7mP3H/wMAo66BjLrEDX+ziVO7RZU5Ny3TvIL4iVYv4+mwoHeY0Bh1mBa7abZcUjruyth77Kc4bR0lYG402PE4e4lZp/AMtqCTRHU9o7fww5ueoHOrh4/84nI0WpmlSH0wV5w5rBdzJ8MFvzZoaR9kMTiEzdFBNDpDPice0lMLovrW1riVZCKAvpAfHB6+t+57nhltneeRN6eRgw4a+w288OzX6eq5gtb2HThsbehkA2nzOAnMLB2cXLZ6GYlMc/T0X5Ge6eKiy/8WgEs+/Tmsk13EW35FaGGypv8+Mb3E6E928n/Ze88ouc4q+/t3K+fUVdU5qYNa6qBkS3KWIw6AEyaZNAyY4JdohoGBP8NgYMhgBhgYYIi2ARsbg41sbMtBsiUrS63UOafq6so53Pt+eCp0qVu2/y9rvQvW4nzRWqqqvrdu3fs8Z599zt5V56/BVEg0Ro6IRXj6lNjUGgvM3In/3s2DF3yDXLIyAbJ7tKgy6QpbAoCIYRzUMqrxerQmkZjplHqSmSAKwLwZU72T/p1iY+v78A6qt7Ww+8MPkvCJ56r7Mg8Xv6WBfE7B02ylte1qRof/UmIaopGZUrtwkZlTGhqQksX5tsqqXz6fJR73VZiM1zZsJZX2s+GyMNNf/hX+ocpNO5+TiS2lsXqNYp4iFUarFtfEcVabZSKcIxtzkUwtoMgy+Wy+dK6RuBBeqW9qw6Byo0gQi67cyJKLMWRzXMw8ASaPFVQqEjMh5gfEd9QUBAqls5wXbDUmAebyMsh5fHsG0TnNzE0ItqJ5cxU1ax10X1PPcz88w+TsfvIaePbot/nz7k+XztVqraXKvZaJlwFzZ44+CkDn+uto7rOj1kglf7BiuFvMGEmSUpvZdns7tjY3U/tOkM0lcFgFMwcQSy6itZlw9DWRDSVwX9hZUpPTkWaj7hRSvHNVRculGfHsuhvLLIdGq6Kuy8rUyQhDzwtgVNUuroHFVovebUXvtmKvaSQnBwHlnK2WRbXB5QlYTZuZTErGd7ggVFNg5sb2LzJ+0I+ny43BooVkAmZn8SsuArNpzK0elFSalD8mPOZUempqN6HR6GlquRS1pEUb0xFUT6w8EeDglx5n+EGxNq+763q0HiNpVQht1IrBYyUwHkZDHkuDA0e1OG+dOfiqRVAknQaFIphLrbAnkLM5Jn6zD9rbyav1VNWvnsRXX9WDnMnR4o7i9w2Sz6Vf1QyWoigF8ZPyuj/9yCHm/9LP9COHMFq1eFtNTPZHmCuII8XmotSqFvBcvBad10GiML+2XNFy4MUlui6swtzoIlkb4uGjd+K6ZA+Rc0itFyXYX2d6hMixPcTVs7Tuv4m6+vPK10qSMLjt6EcbabX9FEWR2fnHDzAzEKXelQRFQe+2MvOnIyQL61mRmQsVBHUyKZlYbIH9L96Doig4+hqJT/jJhBOlZNh4VjJ8/J5nUWnV9NwpVGadG1uoXy/eMz09gFqlRZe0sfh7PypJTdgrZO4b4wNIQN5RuWgossyA/wH0M1XYMy0E55IYdI2v+HsVwY3KaUOjXT2lLXnNncXOFW14wr7AuiQAACAASURBVHOiyGB2CGYuVSpUln//u6/Zw8ln/bzj6z1889iV1G2uITUf5h3fEPO0P3vT48w/eYKEzkHWEUNOGjnzRx8fr76Pr+14jP2/HS0xc7Xrcrz00OyK81zyi8Lr+MhTxOYF277chsLU6CI5H0bOvrLCJ5Tn03MZmROPz5DP5PC/OETTbULxN7wKmJNlhd987gS6dIw4ZsIpw8uCudSMuP6WlpW2EGeHqdm9QhkzEpriick7SGyfwtZZs+Iz5qYqUBSm9oi1SGNQk48lSvOqrxTnMrwvtj53bnex9kLX3/3c3D/A3P/PoVZpUEkvf9ndzg4UlNIsw7liMTDIvmM/JJ2JMjD+xIrXw7EZbP8flCyLYTXXoNdZ8a+iaNk/9HvqPBtxO8qVlOVgztlgwt4mHu7IyGLJlsDa7CqBucWFfqDMzAHY60yEZxNs6/lndFozu4/cU3pNrdNgqraW2iydbpnAtft4KvBp6r0bqa7qZmJuLwBmSw05bZTr/rUXb7dY+KSo+WWZOU+bDZVaJXrTa23E5yLEJsvnXYxwbJbBiSfZsv7tFb9lvXcTM4tH6PvIjoLxDuz69Sz2WgO3fLiBZ971S37S+nFS6TA23crfxeo1nNOaYP5MCCNJLM1V1NT2kM7G0Jnsol21MK81s3AYndaM29lBIr6ISgG3ra0EvF8pGlovQtYo2M1WFmIPEY/Nc9GOzwBgsdahVbTElEHimIkOzKwK5hRZ5tHf/xN5Oc3So+/FXi02Io1RxxWXfwVFladmx69KAjYAieklntrxRdJLUbbc83YihXbBU7uD5HMy06eiGCyaEuNx8scvsLBvnENf/kvl9dOL5MnRVdnusZgXLTAMVmMqmMYWwbSsAlXQTuNFTYy8sEAinEGlVnH5T28nE03z6PU/IOkX5/rOb/RitGqoX2dlTcdriMfmSwUJYRgugFkRzPkWFDK4QFaRTFSCuXh0HhSlAszVN4gNVi3vRYXM/h8crvhMrFDhtXkNZDIxFEXm6Bf3MLHzJI5qA9GlTAkkF9ssZTlHNLLAr9s/z5GvPUUmEy8VfmyWOtyeZpBgeuIEZ0diPoJiTmI2l6+nyqAj5Ysw+Nw8NWvtxIcjIEsopkoRgBIzB6iQCZ+eFfNyR5YwWLUlZdMrPrSe0GyCoVMCGPS238Ku/V/hwSfvIC+LZ6ipdQdT47vPOTc3NfMk6YUGmnvXojeqaey2rWDmgqfmkQC1y4beqKbukjamT4r1x26pZOYAnFvFOlFssQQY/PUBXJkFssNufAv9ZLOVz+rSlCi2uBoq53Yau21MnYgwvt9HHhVaWxS9wY5Wa8TaXk31ld2YzB7y+Qz1Gw0MnUMExV6wJygqWoYCY2TNj4ljH59B5zSjL8yR7vreKQxWLYrRgLfVxIkf7EZCYREPJx6fxtLqJR9NIudk/EtDkMmU5jZ1OjNeax8qKc9SdmRFa6SiKBz+ypOc/oloV9TaTDR/YitIYJKqkVQqQmPifjfX2XHUi3ZSrTn8qsFcdCJIxhEjdNtTGEzhEjOXimV58FMHePJjO0kvRgh5O3A3GlFrVu6pkfElqra1o9KqcSTmMLgF0/RqwFxgNkVoPk37+eVkPnJaJN+nvvonFEWhudfORH+41M4YPDyGSY7T8raLMDv1JWauCOYO/3me0EKatRe6MDVWkfIWkszGiXMycxF/BkmTZnzxM0yP76b1zM142LDifYZqG3rSZCNedlz9JUYG/8xC8BEaqsQ9uu4TN5BejBA4KHxWDVUCzBWT+UQww6njv+HJP3+UcHAcxwbxm4X6p5Ylw2WGKBWIc/pn++h86xbMNeX/r+sU959/aRSnrRlHWzXx0TBuZwd+ZZoUepLPCSXglLGyCDg8tJNwfBzb/rUk58P8/K5+Bp7VsTg/es7fCSgpHeprXed8j6FGHKsITIsxe0qsE8uZueVtlkUBlNBCivmROG+5ez03fqITrU6FscaBnMmhzqb5yK/Op2bhOLJWz0CmhZwjjhJz89mDr+eGz2xgaTzGL/55N1qtCY3WSN36HGNHw8yPlgGSoigE/AN4qnvI5VJMTO8S32uZDYWpUQCb5OxKkaeIP80nNj/NwUfLbHoRzOnNGo48MkHw8Bj5ZIaGm7ZgrHOWwHwx4uEsX7lxL4/dfQQVCpb2auIY0ZAnMLJ6G2J2QZyLueWV9R3MTVUrjMNnZ4WdibI+XTEeUfpMwZ5g4dAMBquWNZfUoyHH7OlXJ6iULDJzZwn4TJ+OYnFqsXv1bL6uhrGjYYJzf78WBf8Ac3+D4XaK9gl/cOhl37fzhc+i0RgwGVycGKpkXxRFIRL765g5SZLwODvxnaVoGY7NMj77In2dt1b8fyWYM2NbIx7C8Ii/BIqKapYgmDlJUmGxlpkUR52J4Ewco8HBed3v4siZ+4nEy5Xqotecf9ZH6Ip7CF91iC3t7+T9t+2is/kqpuYPkM9nsbsbQC0T9c/Qd4sZ8iqQ7djWrDRvPvjgGP2PTdG0ufyaqdZOYi5SAqGWpvJGcfj0vSiKzJb1b6/4O3WejSyFRmi6tQO0AjSYMmHawkd45u0/Y/a5IUzniwT3+L++xNFv7yKfLifBVq+RmD+1asVp9sgCFuJUb23CW2h/zalE4l5stZxeOESdZyMqlZpEQZyjo+EKpub3E4q8shSyy7NWJGTmPPte+DoNTRfS3LpDfH9rLVI2Ryg9TExlIDMfIDosks7lYO7Avu8yNvIk1tCdmHStpXZTgJ533IZ7eBuavmOc3vc4IGSWn9rxJVILYS5/4lO4t3cQnk+gt2qJh3MM7gswdSpC43orkiQRmwnhPzKN3mHk8FefJDhQTnx1eQF29GfJSc8ED6EJ2JDnVdiqC6IE9SJZV2lMqFIG1t3YST6ncPopwXBUdddy3UPvIXBynocv+w7x2RCuOiPfOXkVb/7Ceta0XwPA6LAoogjD8AIzNxNCZzcy1R9G31yLlNQTP8soNhotzJDZys+nt7oXlaQjoRNFnIHHKp//otJp0TBcHEzD4H0HsVeL+yqyKBLIeDiLkhH389hz+4lNBpl8/BSR8BSyCkDCaqqmZe06AE7tW2mJEJ8LI1sSWBzl51NrM5INJxh4do6e6xoIn15AldSR11UyyvZaUwnM6Sw6UtNL2ApgrnGjq3Rf9F7XgGeNlYXFYSRF4u2vf4Crtn+Wl/p/wq/+9EayuRTNrTvOOTeXTkWIpA+TmewrqZ+u2eJYIYJy5NcFdl4rWLPaS9pJUFAMXsbMRWI+nvnBKXb+NiKAV09ZgXj0YQHcpUELipxnYa7cNQBljzl3YyWYa+q24RuPs3AmSBYtmdwiFouoQF/6x7vY9uP3lCr2LRfpGH5x9WF8Q7UdfZWlxMwd2v/fHB/6CFqrn8iQULKMJ/w8v/cnHPzdKBe+qwP/VJrqRj0nf7iH1pv6cK+vpn/nNOZWD9lQHAUZf2gYKZenrqHsz+fRbkTSp8nk4wQjlexcfCZENpYmNFxuB3XeIIoSNqtQQoxPiwTKXGfH1dQEsoTaFHnVYC48vEi8Z5xU5yRK+xl8I+JzT377BI9/9Tinvr+LLBqOvhBHFQ3xxDf7KxQv85kcv+n9Mvs+8yfcF3aSGxrD6BVgLplYIp1++fMoi5+ItS2fyhAf82FudrP00giLu8/Q1GtjdiDGZH8Eu1uDdnIE1CqabtuGyakrMXNWlw67V8/u+8TvtvbCKoz1LtIecQ4a79g5Z+b8c5N0vv1zLPh3cs0N38V6sqXEFC8PY40doypDPJjlvO0foq5hK5o138VhmUdjNdD+/itRadUE9orCbLHNMtQ/hUqvJR1NEw0KsBqP+3D2FVjgYxOlZHg5qDj5Py+QS2TY8LErKs7D7tVjsmuJJMdx2ddgaXYRGV2iuqqbSG6QkKWRXCSJAsSlSsuEAy/eg9Vaj/lME8m5EIvjCVIBN8nkHCeeW8liFcO3+ww5lQ5Ly8q9ffn1gZW+cHMFQFAEc6ZlYE5rM6IxiTVsomBD0bxhmb9fYd9LzYfwmmPUMctgtpkYFnL2GGbctGzxcNMXtnDNXT2k4zkiC0lMJg/ORrFeLm+1jMXmyWRibNzyzxgMDqaCz4vr7l7OzBXtCVYCq1/c1c/YkTC77yvv9b6RKAarli23tdL/2BTzz4jCpvfSLuw9DRXM3PSZKJ/a+gxHH1/g1veJ4xibvSQQwD8ytHr7txwIoUiqc4rFLA9Tk5v45FJpbVYUheHdIhfIeFe3PyiqZAZPzVPf46Tr6gYkYO+vX57sKEZqIYzWYapQyQSYOR2lfp3IKzZdJwqWf88WBf8Ac3+D4XEIMLcYOjeYm5o/yPHBB7hsy130tN/E6bHHyOXLG0I6EyWTjf9VYA7E3NzZXnNF4Njb8fJgztrkRKVRERn1E50MgiRhaXCUwNySfwCzpQa1uvyQOevNpYX1kk0fJp/PsPfYDwFIpSOku2cZrHoI6W2fJV59As+fruBNr/tfNBo9zXUXks0lmV08hrNOMC9zp06jaAOo4hbCaRN7f1W5ADzzg1P86I27aD7PzVu+e0Hp/001VhLzBTBXOG8Qi8/Bk7+guXY7Xtfair9V790EgC92Bu9N20lgxJwLUX9ZO9c/cgfvnPkSvV86H4DqurW88PGHuLfriwzedwBFlrF6DORzColQ5cbuOzhB4JePopHydN9xEV5XF0BJhTASmkSW88wuHqWhWsz3JAoMQ0/7jeI3G/4DrxSSvmBgqz9BJDzJRZd9pjRvabHWoqRT5OUMcU8SFPA9cwqNWY/GKpLXVCrMrr98io6u15EdvrJCjRKEIt/lb/kW6oiJQ4c/QXR8gad3fJH0YoQr/vIpXnz+Xv70tS8RnkviajCjUksc3rnA9KloSfxk4s9CRfA1D/wzWrOO5z7429LGIMWjwuNIpa847uT8S1j8TcjxFK5GsTG1dgoQo5IsSGoV3Te1Y7TrSq2WAC039PC6nR8gNhnkoUu+Q2TMj7vRhNGiwWqrw1vdy+jQE6TTUdLpSAUzZ6qzMz8QxrO9HSlpIDhVCaajEZGcLGfm1Bod+lAttAaQDDoiQz6CM+XKbZG1tXkNJTAnpfRMPHoCm6swA1FotUyEs6gRAGHsWSHWsXBgglBgHFkFJoMTtVpLW6/wu5wYOr3ifojMzYM2JwojhdC7raDIqDMJeq6pIzbmR53SkdNUVjSNNi2y3oisy5K57Cj5dApbVx1TRwM0bSonXSq1isvvXEdGG0CHAZWk4tqL7ubGy+/hxPDD/OSh66muF/f0anNz46O7QMpjym0v3attWxxE/Bn8U+VzGvnLMDnU+Bfy5DJ56i5eQ84uGBW7pR6TQZzTo994jnvv3IumvZXnuZTZKQGq4nNh5l8cRW0xYp0R7MPs9AHCC0k+6rmX07tmS8c7W4ShsduKmjxyViaHhmTKh7kA5vQuC1prWbW4fpOadCzL1LGVyZokSdh7GksJWFH8yN52jMyMH0u7h18+eht/fPG9yPZZLv/gOhbH4zjCI8Qtw2z42OX0XNfA0PPzgsVQFDAlyORjQvykwMwBVKXXoS5go7nF4xXnETwtimvR8QD5rHhTNC7Oadt/fACAZIHNMdfZsdS7kBIG9I7oqzYODw8vkmoWiVWuc4zwqJ9EOMOT3z7BxmtrqNUHcV6+UfiZZnM88In9/OWb/aXPFwHnyR+9gH1jC5H+SZxN5Wfwldi5gZ0jOFQRWgrJe2RwHkVW6P38LejdVk597VGae+3IeYVDj83jqpKoZgHHhevRuyyYnHoSwXLrZH2XlUQ4i9GqoWG9DbVOQ66Q0Cv2UaJLK9vrZ6cPsO/k9Rjc01xzzW84/4IPkfJFSuqGy8PgtWOQ0sSCGVQqNZft+AFqXZz4ugdx9Dais5uovrKbSP8EKq265EUbOjGFsdkNSIR94jeMxxYw1rvQuSyEjk+RWggjqaQSqMhncvT/13M0XLUWd1+lT5wkSdR1WkipprHqmjj61BLBwUVqqrrJ6aehuwWApNpKOFAG34sLJxkbeZIt2+9E77CRmg8RmE1R3dCOpJL5xlsfZfCllc+EnM0x88fDLGrrcDWsPjcJy5i5ZW2WyUiG4HQclVo6i5nLrDAMnzguQF9zbxlILweIJ//zj2gsBmL1XWTRkHPEsanK61yxE8E3EsVk9iCrgrRusle0WgYWRdHc7e2mfe0NzOcOoHEYUOvK84zmRlFUPntu7vjTPp795SR6k5oTuxZLe6JvOIK33camm5pJhDKM/+EYtq46DF47jp4GwqdmkPMy+bzC127eRyyY5d+fvoSW+oL34Lo6EpgKx1xdDEkVi6BYbauyameHudlNPpEm5Ysw8du9PL75MwzuEm3yMc3MCgXz5d85PrVEfa+Thh4nOdQceeiVGXYQYO7sFmEQzFyRNW/ZYMdZa+Dw33Gr5T/A3N9gGA0OzEb3qu2Nxfjz7k9hNrq57Ly76G6/iVQ6zMjUs6XXI7GCIfFfDeY6CUUmKlqKjg89iNe1juqqdRXv1Ro06C1a1BoJq9eISqPG0uwiPOInOhHAXCs2MWNBAEVR5IoWSxBtlolghkwyh8fVybo1N7Dn8D184xe9/J/vOTja8x3mNz0DGT3tu95P09IVqAqLSEutAGMTs3vxtIr2T//oEKHFCaSICVN7Hb/58F6WJmMoisLDnz3IvXfuZcPrmrjrqeuwuMogwFxrJzEXJjoZxFxnLy2oM77DLCydZEtB+GR5FMHcjO8I1/78LVz2mw/w7oX/5Lrfv5fW1/eh1qpL4hM3/+pTvP4vd6J3GHny9l9wf++XyQ6NAwqxxfK1Pv3zfTx08bfJ5xQ0V++g8aoubJY69FoL0YIXYTg0gT84RCYbp94rEt+ibH5D7flUV3XTP/zKrZbhqNjMFU2S6tpNrOm4luDAAke/9TQzD02Vkrtcs0jU/HuHMNQ6Skl0cGmYfC5N3+Z/IjyXxFG3UmGu45ZtaHftIGWa4tefvJpodpbLn/w07u0dHIj8kJdmv094JoKj3sTaC128+NtpgnOpkvjJxGMnsTQ6abhyLdu//Hpmdg2WhEpy/hApDITmy4lRODZLKDqFPb4GjZJhzfkuXvfxdi58XQ+SIpHPqbE2OdGZdKy/uo6Tj09XMDr1Ozq58ekPkQ4meOjibxM4XWaJ13S8hqmJPdz/2NtIGMFWYubCqK0mFFmh7Ya1qNIGIr7KyvLZJuMAcy+Okh+wk6v24VzvQU+KA78ttxhFlzFz6WQBzKV1pENJlHmxCRWNwxPhLDqVsL6YPXYcjUlHLp5h7nQ/sopS+7XXLZ7hpaWJFWxQaF6AheLMEwjGWkLBqstQ26onq46TVcOMdIYfPXAV/3XfheRyaSRJwljjIN41xdLG3aTrl8jbHGQSOZo2V85WXPzuThRTElWynKResvnDvPX6XzM6/RyHBu4759zcyOBOlKwRt+v88u9SEEEpsivxUIbk+AI4nch5MR9r7/Ai1WVBkQiP6vn6ZU8gJ0xIpigf+tPVfGb/6zHYDYwXJL3HHhGAZt1d16GOmdHKVczNHGDo+Xli/hTH/jS5wjC8GI3dtpIxs0qnJZGYx2ypbAUuCiO4u8S9d665OXtPA6ETU6LzouBt6F5/AiUcZrz7xdIe0PKaFKYqI/l4klTsAWLveJio6wQ91zaQy8gEQmLNzLsLLUhqM66qjtJxDAEv2oRY8+b8/SyP4Blxryl5mei4SCpDwTFUai21fRtJJ3LIicIMUp0djUGLOmVGY331xuHB4RnSDX6QVWRbp8iF/PzlWydIBDNs3QZyOsvWf7+OUNLAZR/fQtsFXg4+UE7uopPB0jn6Ti6ComDyjJOLeUvn+3IRuO8JejSn0ZvENYicFs+rc3MrnR9+DbOPHaXKUJiVC2RwJOfQk2Hd+3eI7+3UkwxnSl0WDevEvd253YVaLdbLTE3BXFydIJ6rZD9PHLuPX/7kEpA1DPz8y/SddytyNkcmGF/V783gtaGTU8QDohCY9jczv/cmoq0nyZ8n1uuGm84jF4oVJPgl4ZvZP4WtS6xB0ZBoz4vHFpAkCUdfI8FjE6R9EfRuK6qCWI/v4CTx2TDd77t41WtX0wXoIkw+qyaWUqNkc9hVrUiSgvkyA2qDlozFWSHYdGDff6HRGNh0/h0Ya+wk58MEZ5PUNIl70tkS4IvXvsDokcqZt4VnTpEJxhlP1+A6hy0BiCKUpJIqmLnivFzrNg/pWJZUNIPFqSMRypKaD1eoNE8cD+OsNWBzl3OEIkBc3H2Gyd/uo+MDV9J+gQeVOYaizWNJl9Uaix6riyMRTGYPifgi226uY2BvgGBhv1paEvleVVUnnetuJKuKkV9XWfwoMnPLwVw6medH7z9CTbuZd3y9h9BCumTOvlgAc+uvrkdnUBE5Oor3UlEMtvc0kk8KxvnF304zcybKHT/YSPelboInZ8iiobrPQ5KCevIqaqCyrKBLR1G5Xp1iurlg8bSz71O88ObvkU9moCuDRmMkn08TXBpe8Rm1QYfea0OdjFHf48Tm1pFBh28wzMzJc5uZF2M1w/BoIEPYly49l5Iksenaao7/HVsU/APM/Y2Gx9nJ8NQzqypVDo4/ydDk01y1/bMY9DY6m65CpzVzYpnQRbggcmCz1K/4/P/teSgo+MOC0YolFhmdfr5C+GR5WD0GHPXmUhtV0WtOGIaLJEujNaJWi8rg2WCuCADCc6JSduXWf0Ovs2G3NHD1hZ/nCuUrNH/uPcS//VlMQ9UVtgQOWyN2Sz0Tc3vxdooFKzAzRtg/iSpq5vXfvQo5r/Dzd+/mF+/dw2NfOsYl7+nkA7+/Ep2xUs3LVGsjHUoSGvBViJ8cOX0/arWOjWvftPK7m2uwmLzM+I6gNenoeNMWDFWWivcEwmMYdDaMBieNV6/jjYc+yTX3vwtJJTH2g8dZzylO/e9esvE0z3/od+z6p19Tc+EaTuc6qd3eAoiFx+3sZCk8gtlSQyg0XhI/qS8yc/FFkCSMpip6O25hdPp5YonV2ySKUWynUsngGr2Cezu/wH1dd/PCXQ8zv3MWdR4kSY2qLYiiUiFnK314wgWmIDOmIjEdKBniLg9Jkkhm34j5+BoCHf2Mv+N37Dz+bo4e+l8yxhA5c4zs2Az2GiObr6thfkQkPI3rreRSWaaeOkPLa3uQJIn1d1yE9/xm9nzsIdKhBImpJQHmZsrKd5NzYj7DkVmLlixVjRbe9c0+dKY8kqyQy+ewtwtWpPf6RoIzCab7KzeI6q0t3PzcR5DzMg9f+h2W+kVit6b9NeTyGU6P7yStB5VObHrx2TD5wv3dsq0ao7mKRKyykhqNzKBSazEZy/fvka8/hSHSSJ4U1q1g1qTZf/8yMFcA+VZPmZmr6etEY9QSOShY/OXMnF4vAEMys8iGj+4AYGHoFIoKnPYWAFx24eujGIKM7qtsBY34BViwVy0Dcw0uJBSqto7zo6cuZuyLPyfYGmWRGXyBASbm9pY6Cqy1ZjIe8VvkbHF806KleDkzByDrIqCRSc9aKpTfNq+7nZqqbqbmD6w6N6coCiODO0mOdVHTUQaIzX12VOqyCMreB6YxKzFqt4s5oNmTQSRJQtcuoY6Z+eoFO1kciWK1eFh/o5UNr21CpZJoOc/N+AFRjR59+Bj2Dg/b/uUSUuiR5muYnd7PSOGaje71CY+5hpUJZXWbBZ0qj4yEwa4nHp3HYq0c9C8yc2pjDHeL8CtbLRw9DeSiKRJTS0TCgmky1h8l1jrPMcMDNJiuRZElGq5M4huL08oYmTUiSTz00vfpuKQGvVnD2ID4LXJV4l6v9W6oUD3O+OJYFprQoFmFmStXr8OFVstQcAy7vQmVSl0yDJe0avQF82+NbAPTqwdzc/MHQZOnarAPdDlsrcd46p6TbHhdE9E9x7Cs8SLX1aMo4G42seW2VqaOBlgozAjFCmCu/Y2bGX9qGMmuRjYuEDgtZiDDLwPm/Cdm0URD6LIJ8hlxv4VPz4IkYeusofODV6E26Vl68FkMjgiOrr1YF0eR1VoabxZ/3+TUoShC2RnKc3NrLyy36ydsQaw+cR/kTEMl4PfcU5/jkQdup75hG+7kvcixNciJFIkZ8Z30q7RZ6r02VEqe+JJ43mYGYkT2XI/Wb+OM4z4y6VhJlVWnEt8pORskG0rg2twCQDwm7uV4XPzr3NBMqH+a5FyoIhkODYrXjY2rC144O8V5jj+lAqP4/VODYp8wty9w4b13El2/lUgBzOXzWU73/5au7jdgMlVhqHUQnwqQyypUeUWHzc2fs2O0afjC1XuYPFEGZFMPHUBt0jNPDa5ziOCA6ADQe2wVM3NFMLf+KpEjheaSQs0ykiM5F1zBzDX3VV734uunvvYYklZD18evJzAepW6L+M2lmXJO4W6xIKkkFkeimAtgbssN4rc/+oR4ngL+ATQaAzZ7I2s6rkWS1cTbJyuOqbUa0dpNFfYEv//SGeaH47zvh5vYfINoie/ftUg+J+Mfi+Jps6I3aejdZoRMBs8loqPIUZjBDRyf4oG7z9DUY2PbLaLIFxuaJ4kRb5uNjFqHIqlQwhHkfCXQiQczGEmgrTn3vOLysPc0IqkkTM1uLnnoo+w48C8k8366um8BwLdwfNXPqZ12DKSo73VhqdKTQYekknjp3ldutUwtrPRILIqfFMEcwKbrqomHsgzu+/u0KPgHmPsbjWsu+DzR+Dz33LuVGV95VkRWZB7b/SmcthYu6Hs/AFqtkbUt13Jy+JGSwXeJmfsrBFAAPIVWwsXC3NyJ4T+gKDJ9Z7VYFsNeY8TVVG53sK1xC2au4DEHBfWtQqtlUQGwGEUwV2x7aKm/kM/eMcF7b93JNRd8jo6GK1Gl9OgQrRC21soNpbnuQsZnX8TuFgloeHGaRMqHJmun7TXtvPGb2zj99Cx7fjrIaz+7kXf8z8WrDs+basXDv3h4qkL8ZHTmeZprt2MyOdbhhwAAIABJREFUrPSqkySJeu8mZn1HVrxWjEBkDKe97DEnqVR0vPk83nzs05z/7beQQ8Pprz3GT6v+lf7vPc/GT1zJlm+J/6/pKi9IXtdafIEB6hrOZ2z4L0wvHEKj1lPtEkxLIu7DaHShUqnp7bgFRZFX+PadHcHIBFpMmJ+4mIXvZ3GurebS77+Rt49/garGNiTE/aSpmyVrFBvb8g1v9oS4T5+77Y+0BI8S/d8H+LH9E9y3/otMPnGq9D5ndz2JY//Cu27dz2VXfZFYdI5HH/5nZGOanD2GNjCHvdZU6mMHIQs/+9wQuXiG5tf2AGKD3vHDN5Pyx9jz0d8TnwqSlgwVrYkTc/tQq3VY8h1oyJVm5oKBEdR5yEgpbAWhnp5rxb14YufK+cKq3npu2fNx5EyOo98Sg+mNzRcj6fTklSxIMDDzNIosE58LE/DlMNp1VDVbsHlqyUpR4nPlRCIWncVqrSu1poQGFxh7pJ+eq0RbrNzoQ5XLMnVwnvmCDUDEl0KllkQLVwEcerrbabi6i/lnTwNKSdEyEc5hsprRYEGxJuj7yOUYqswE5kdQVCrshSKPTmdCUiQkS4xjj1Z+71hYFJKWs0h5lRYJhfjWx0mkl3Dv3IL7eDWN+UbeeaNgfwMhAUDtNSYyLlFZztkSzB7zo9GrqV1XWcWd84kNXF708tK9lZXZWs8G5haPrTo35188TSQyRWK4B29HOdE6WwRl709Ookam57Z1SCqJ2ZMh0okcITmIOmiifYuNzx+/GU9NPfFUuZWo5Xw3M/0BYnMRZnYNsubmDRjMWhL2WqQhG4GlIUYKghITh5fwTyRWiJ8AqNUSep1MHjUmV550OlJqsyxGEcwl4ousv6aeU3+ZIR3Prvhb9oKiZaB/gmh0Bpu9CUUfYezte3AYGkk9+G6kqAdcU0zumaJWNUV+7TQ6nYWxkaeIRIbpuqKO/ueDaB0mst4gKNDSdFnFcVILYRyxTqRMjumFynnK4JmFUhFtOZhzOEXiXfSY07utpXVOr3KAIUZgKv6qKt9LuSMgSzj29kJah6XzMKlwhkuvN7Ow6xQtb7uIxQlR3PC2mNhyawsAhx4UIC1amNG++J43oHeZydSlQFKITXSjVpsJBs4tqnH4vwo+dIpCZFTcD5Ezs1haPYIlqLLS/t7LmfzNXtqvfoQ1t34De34CfV8nGqOOfDpLblqA8WKrZctGsXavv6wgtJNcIqtNYDteB6jQ1I4TD2UJBcbY8+zd9Gy4nbe+60kSS2Zsbh2/2/xVDv6HELtZbWauyNZl/SJJnR2I4pBSuB/bSiK/wHNP/x9MdU5UVjNSUqyPxdlL70UdIEmk0mJNiccEuHD0NZJPpPHvG65IhseeGUcBfvnRw6t6IhpqxT1h1jRy2ccFgFx4WkbJaZAc4zTecj7G9sYSMzc59hypVIiubpFTGGscJGYF0KpuaEWSVMjqWf5j1yVo9So+vf1Z/vuOwwy9tMTUwwexbV+PjPqchuGl86qxk1rGzM2eCqHRqWi/qMDWziYwObSAUtFmmc/JTJ2M0txXCQi0NqF6nU+kaXvPDnRuG9P9QRq2CTCXGy53eGh0alyNZnzDZWauZaMDR42+pKK45B/EVdWBpFKh11uxLDYRrh5aIUBkaigbh0+eCPOHrw6y4x1N9F3pxdtsonqNmf6nFwvPmlJiBZvrCudVJdZz2zqxB/T/5iQzZ6Lc9rmuUhE+OeEjgYnh+a+y/n3/QkZvQK8kV1iLBKfjGElhbDj3vOLysHXUcOvSj3jNS1+g8ebz8c0LC57uDbcjqdQszK8O5nJ6M3rS1Pc4sVbpUFDh6XSw797hV1S1XI2ZK9oS1K8rP0sbrvaWRjv+HuMfYO5vNDpbrubON+8B4Pu/uZgTw48AcGzgd8z4DnPtRXej0ZQp/96Om4nE55iaE/MxRTBntdTy10RRjKU4N9c/9HuqHG3UevpWff9bv3dBxeyZvc1NOpggMrpUYuaAZWCukpkrGocHZ1b6CkHZa86qS5NLZFYYhrfUXUAwMkEqE0GV1xNNTJBXJXB4m5BUKi69Yy3XfrKXd/3vJdx095ZzevCZa8VDnk9lS2Aum00y4ztCS92Fq34GRKvlwtKpivnF5REIj+OyrbQlkFQqOt+4kUE6af7Q62i6dj3X3P8uLvr6zSwMi4S4Zm15QfI41xKKTLB2/a1EIzOMTj5DrWdDaf4wEV8sJYh1ng247K30D/3+nOcNAsxVVa3hzd/6Oe9Z+hqvfewD9H7wUmzNLtbddiUAprwD2TVBQiUYx+XSzWMvvARZDZd9//1M0ET1zRew9p3biIwtMf5oWS3R225jcl5P7YYtXLzjM7z/owNcfdWPxYtqBVPVGGZzuY9dZ1TjaTYx/thJNEYtDZeX28E8mxvpufNSzvxCMHCS3V5i5vL5LOMzL1Dv3YRKZ0FDHrNdtMAFloZQyZAzJrG1iXvIUWuicaOL/j+v7r3jaPdQ1VdPeFgkeBqtAWdNYfYuD/uP3ceXt92PkpOZGUmx/W1tSJKEq7kZxZBm+umykJAQTCmz5ke+uQu1Ts3WD70Jo6mKhLXAupBi//2i+hj1JYUXo0oiNCXO0bN2DWtu6iM+FcSpT5QSpEQki8muQYqa0DWDyWvFu7WZSHwKWZJLYA5Aq9Kjtqfof+wsZbOEqMAvB3NL81lkQ4Z49TD1oYuofuF8zPN2spkoVQWWbyksEmVbjZGsQzAlWVsS//FZGnqdK+TDSwq0cjtH/lBZia7zbiQcm8Fd2wtUzs2NDO4U33Wkh+qOygS3rSCCEphNMr9f/M2a7S14222cenKGL2//IzEpgCZs4bUfbMTmNWI2eogny+x1y/ke8jmFIz/aj5yTWXOzUBE0da9BMyOeLd/8Yao7bOSzMsHJCO5GI4qicPpne4lOCTCZimaQU1lyaDC7xbNsOQvM6XQW1GqdaL96axvpeI6jj1ReCyhX0339/Shynt6N7yBhgpwpw6U19zC8K4Lb1oUveJqxnzxFtnkWWZ3i6uu/g0qt5fCBH9JzbT3+8Rim9joy9X4kBRqbKte0lC+CR+pFnYdAeJRsrsyYBk/PU7ejA61FX3oWwsEx7EUwV/CYK66hAAZdFbIhhpxXzmk+XIx8Nk/cNoQpVocyL2Oc7UDbfpqNrlFOfuD7WFo9tN9xRclI3NtioqrJwpptHg49OA6INkujx4K5xsaWf3sNEa0AV8qiB7Vcf842S0VRGH/oMGkKM2UFFipyehbbunJhtOtj14KiYHaJZFQyxWl920UADPzqAKPf/ANGEsQLIijdl7n56oHL6dkhCkfF/dQwYcUitaKrGye6lBEzoMCFl/0bao2OiD+DzakiNhVk7nnBeOvP0WYJkA2I523mTJQGVwLDtJe1Xbdy8th94vuZLSixBInpJcIFA3rXpmZM1VbSsgBQiQIz5+gTYjbpxUpmw39ygSxaRvb5+fHtz65ga2ZGxFq/+fqLWX+jWKsXDi6QXawjIYlijd1b9sUcOP0HNFpjSVTKUGMn448AClX1Vmz2RsLBcWraLNy9+zIufFMDu++d4hvbHyTtizCZFTnOuQzDS9eo2k5yWavg3OkQ1WvtOBvFXhaeS2B2aGljhHwig2uLuJ9nB2PkMvIKMCdJkhgz0KhZ/8nXsjAYJpfOY64rHGNKTSZUvtc9bVbRZmnykM0miE7OsK0zxNEnFsjnZAL+AVzusuCSeaiRlH4Jv+9UxXFNjS7iU0vIssIP33cEk13LO7/ZW3q990oPJ59dZH5AnEcRzBkiiyQxcGqfADJaiwFzq4exJ4Zo7Lax/VaxJ+SSGXJLYRKYCEaOonNOEOv0oSe9wp5g6WTB3/IVPOaWh85hLuVd8wURqfqGbbjdXSV16LMjkddhJIWlSo/JpkGtkXB3ughMxhnec25/uHwqQzacqFBiBSF+otWr8DSXR0HMDh1rL3Bx9O9UBOUfYO5vOOq9G/nI7fuprlrPLx65mV0vfYXHX/gstZ4+Nq17a8V7u1qvR6XSlDzFIvFZ9DorBt3KYen/mzDorNgsdSwGB0ikggxNPk1vx63nBEHNm900bSwDLHubeMiVvFzBcBWNw4sKgKX31xX8b2ZfHsy5TAWZ9rPUKZuLc3Nze9HjIqYZB8CzRiySkiTxhq9u5eJ/6uTlosjMASUQOr1wCFnOlY6xWtR5NpKXsyz4T654TVGUgmF4y+rfzW0AJBSPl+v/cAcdbxZeQkVPr+rOZWDOtRYFBWdNFxqtkfmlkyXxEyiAuYLcuiRJdLVcx9jMnhVVvuURjE7gtLdQd3EbWnOliEjv7VeCLJGbz5HTLxAq/P7F6mV8PsLS7DBGlRdLdwsBqmj/p0u49Lu3YVtTVZLrB7G55DJyCbBLkgTpclU1edFhcmOTSJLE1Xe0sO3mOiQJJh49QcOVa9EYK9s3t939Woz1ZrJt4xh27GFe9+/8+Hsb+NoXzIzPvIDH1k5OJT6jUQTbESyAOUWfw9Ba/nu91zUyXLAoWC3sbW7CI+WEX2etAgUMQT1ZKUSmQSRjb/zepdz+PZEgO5uaQJ9l8unyPRGNzmIpGIYnFiIM/OIlut61DXO1jbqGrYSyQpCkqVPP/vtHURSFqC+F1SuuU2hGtHpW97SLtlOVRL0hQGjZzJxJlULx61BXi+p5zfZWUjpR0V0ujKTXmJAMaWZOBPGPl9vgkmk/KFKpKAAwN5ok3DWLopbRH2rC6DKiSulIZ8IYdHYMOhuBcJGZM5B3ioQi70qRnPZXKMYWY3bhCJIMa9ZvZPD5eWLLxCDqPAJARRLzVHm6KubmRocex6huIx+pwttRmWitKYigPPL1IaxEURu1ODq91HU7GNnrIzybQF8XR5ewMf+COF+LyVOyJgBoPV8k3mN/OI65zk71VtGmWX95B8wJMKZ2j3LlR7oByMbSVDUYmdh5il3vvpcDn/8zIFg7gBwaDM6CMMhZbZaSJK5zIuGn45IaXI1m9t27cn5E5zBjanDhGxYJ3lJunqwOrLMW+u+3oDWoWdu3Fd/SAKmBYSLrA2i1Jro3vJV13W/g2OGfsfYqsQ5njHbS3jDqfKX4CUDaF8Fhb8Oir0JBYWFJHC8dSpCYj+BcV4O93UN4eJFMOkYi4S8xc8U2S1tzudBjMnlRdEJmf7VWywO/G+Vj1fey795hgqPT5OoWcObWocgKhrFWsCQwmg7Sddf1XN//FUz1LnzjCVRqqdTauuUNrUwc8rM4Gqlo6+/94CXILUmkrJo1BiPpgPecbZbzL46S9UeYN4rCRGjQh5yXiQzMYV9XLoCYmz00vmUrOXvBWNsk0/c+sS/4j4pCi4VYiZmTJIn285ylfbMI5vSLVhxSO/q6caL+NOOjuzBbqnF7RJEo6s9gtwqwFB0V96ZhNQGUAtiSIyLZnh2I4dJGsazx4qntJp5YRM7nyCii9W/6j4eF+EmtA32VFVOzGVklnrsiM2fvbkAqMDXLk+H4ZICc1sibv7ONIw9PcP9H9pX2lcWxKJPDJ5ETZnRGD42bPWQlLYnpAKpYK76gWAPtXj3pRJ5kLMPg6T/Q1nEtWp1IrI21DpR0Fg05XHUG7I6WEviuWWPmzp9u4cez13PNjgyypGbXbvGdXPUvz8wZaxwVzNzcqRC16xwV3UCa4CK99OO4pIfmt4j1uyR+chaYA2i4cQvrP/U6zE3ukmiR2rqIXuNEldVUeKp5220lARSAkz/4PZbn/0w2FGNgr49gcBSXW3RCKbKM7qhYfwZPP1JxTGEcHuDJ/xlj4MUA7/xmb8UsX9+VXhKRHKefWSgdV1EUgi8NIXtrOfpIeT5TdrrRRAIVrFxsWICjpGQmGhPvjW08tqrXXKigJu3orJwBfrWxMHcEu6MZo8mFt6avxNSdHcGIGhUy6cUIkiRhrdKhc5nRmzXsW6XV8sjj8zz1kzFSvtU95qZPR6hbay3NrxZj03XVjB4OleYY/57iH2Dubzxsllo+8MZn6e28lT/v+TRLoRGuv/g/V3jVmQxO2hsv58TwwyiKQjg2+1d5zC0Pj7OTxcAgp0b+hCznzjkvt+r5t5XbIK2vgpkzO3Vo9GrC5wBzplo7CmDMFryyzmLm6r2b0Kj1jM+8iFHvIe8Wi2n9htWZxHPF8qpyEYSOz4r2m+a6c4O55SIoZ0c86SebS6xqGA6iFcPk0JWELoqxMBDG2WAW5r+FKNoTBGNTNHdcTU7OUOsuf8flzBxAjbuHdCZKOFaWQj47gpEJnLbmVV/T283oFAfZwmIedhaMZOsEmDvx37uRrVHcjZ2leUdHrdhczXX2FWAOyh44AEsL5QU53T1M4JgQNXnT59fz0XvPJ3hmgcjYEs03dK9ybkZqP58n/ubHoPu35Iz9WG0NdG16K0iQDvvIyIKRU1IiuQosDaMvSC7L1eUNque6BuR82aLg7LC1uUnMRcgmBNhLySnUeTBk6/Dae9Ff8RwKCnXnlZ89o1nco1N7jlWYjBeZueP/9Rz5TJ6Ndwn2s65+K4HgGdQOqGtUMz8QZvLIEhFfEqtXVJ+jvnlIa6laX4/RY6XmojU4sr6KNkutbwYpaiZvFGyQd2sjeVtZwbF0fjo7ebX4PseXsXNpJYhWsaFSiWuXTuSYGUoQ7p5BFTOQeFxBb9WjVSygKGTSEVz2NSVmzuCJgFYASdmZQpuJr5iXA/AFzqDOQ/elfSiyUnEORTA3s3iU5mVzc5l0jMnx59EmtqK3aLF5K6vybQURlMe/P4LHksSzsQGVWsUFb29ny60t/Ov+K8nKEZzOJuZ2i3tPMHP+Uqu6s8GM3asjemKC1pv6Si2xzZtcBFL1qIJO9HWjbHx9E84mCxpyVNUb2PtJoRw78uARcskMY/tFEp5HjcEhnoOzmTkAo8kt/CFVEttub+PkEzNEVvGdtPc0EJwdIaeGl878HHPYidoQo//xYbbd3kZjXQ+ykiVVn0az9gyt7deg1RrZsvWDpFNhFiKPUrPWzkJAS9aWRJPVY7Z4S39fURRSvghGr501jTsAmC20+hfFT5xd1SUwFwqNAyxrsxTM3PL13mIX31drWt1r7omv9xNbTPGTtz3Hb/7tf0AtU2MT82fWwwbISyxdZWHzN24vycUvTiSoaih7zG15QwsAh34/XtHWrzHqMJ2vQuu308gsgTEnoeDYqoWtwfsOIktqbBf1YPRYCA36iI8vIqezFcwcgPc9bShaIWyTabSjM4ui0FK/6IoRYO4clgPBISTU6AMWXHILGqcf/8IC46O7aFlzRQn0RZcymPXiGVIh7svlFgHFKDJzqkySVDzHwmgcYzKAo69JWP8oCvG4j1Qki8ZpYfqRQ4T6p0rehfrmsmhPcWZOY9Rh7awt/P3yMXPBKDqPnas+0sM1d/XwzPdP8/jXjqMoCvd/eC8q1yJypJa5wRgqtQqV1YIUi2HTdhKMjJPOxLB5xLUaPrWXaGSGtetuLn+XgrCIgRTOWgMOZwvhwj1WDJNVjXp4kMbXbeBL+6/mkw9tw+6pLECuuEY1dlILYRRFIZPM4R+LUrfegdGmRWdUE5wI4/v2vWTQUfvRN5V+g4njYdQaqTT3uDy2fPvtbLj7NgCmjgVQa1VkpTlsFpHXxMfLxSFPm42YP4VGEt9vaVSsOw5VhANPHEKR81RViSJzJhhHHTbg1HQyeGYlmEsvRrjvX4/Te4WHHe9oqni953KRcw29uIjWoMZeayJyZpa0P4p3RxdTxwIsjkXJ5xWGJzRYibL19WUwFhkUYE5yW4mEp5BkJ3LjBJJ3nsBEpOJY0UJh0927cj17NTE/d4TqWpEzeav7CIcmSKUq7SPkvMziQkFVuACOrW49iUiezbe0cPB3YxW2JAB/+tYwP/3wcSITojti5cxcrGJerhibrqucY/x7in+Aub+D0GlNvO21v+W6i7/EhRvvpKv1ulXf19N+M/7gEAuB03+1x9zyEPYEAxwffBCHtYnG6vNe9WeXg63lXm3Gc4A5SZJw1JnOycypNCpykhYpLpJS61kzcxqNnobqLUzM7cVqrwONWATqN/Wu+FvFiMTm+NkfbuTJvXeXz88jJOuhDOYm5vbidrRjMZ27paDK2Y5ea2F2caUnVrEau1qbZTGsXmNJ6KIYc2dCFS2WAG6XWPQXA2dw1K4X/5kuq4OdDeaqq8R7FpZWMoYAyXSYVDp8TjAHYHM1IBUEKOJ1Yap29OC9bB25VJaT/70byZOkqq6jBOaK1gQrwFybWESXg7lgqNxSJmsU/O7HCQ2WF9Rim2bzDT2rnltEfwaXu5Om4BP4fvYt3vyOx6hpFaB7bvQF4lkBkIuVuuDSEKa8SGAztnLrTdsF3hUWBcujKJZSnKVZ8A8iJfV4a9u5/IK7CGRGSHVMY6kv/15Go7h/YiEfoUEf6XSUTDqK1VZPJpbmxA92s+bmPhwd4nzsrlbyyJj7dOjySdRaFfvvHyXqS2ErMHPxoB913lhiKdfc1IcuESY2FSCfV0jFcjA+gcnoJZFcQFEUzN1GZK1IYJevDSaDizx5vB2WEpDKJTPktBH06vIzO/DsHGlFJtw1i+VkC5KiQmNQo9OIRDKZDFDlWMNSYWZOZRUzd1q/jZwlip40Db2V83KKohCIjqOSoWPrehx1por2QovJg81St2JubnzsGfL5DJmJXqo7bCs6BZo3CBGUXFbGmI3i2SzWmc03t/CBB69EbRf3o7d5LUsn5kgFE1hMHmQlX7Z9kCSam2TI50stliDkyf24Uc+4MdaP42ww4+2woyFHun+AwMk5ut9/MZlIirE/nWDspUWcTWaM6w8hOcW1OVvNEigJIwBsv70NOa9UqJkWw9HTSCQ0RUYHEipa91yApFHQVJ/hiv9nPSnRcYy/N4rKuEhn1+sBaGi+CG91L4de+j7d19YzMpFA1snoI5VrSzaSRM7k0HttrOu6GRQYmRCMcwnMravB3u4mMrZE0C8YxBKYGw+hRsZcV/67tipxv+mtwRVgbvLoEuMH/dz2zW28/vObWAy8KOblqi8Hg56ldD2aiXpS9gMVn1scT+BtKbdJuVustJzn5uDvRiuYOYCEZgpt0I1mfobEoptsNlG61sXIZ/MM/fYwi0oVnZdU4+j0EhrwlZQsbesqxcSixvJ9aj5fPLuKorB0ogzm4v8ve+8ZJ9lZnnn/z6mcQ3dVd3WOE3tyVE4gFJA0YIkgIZOxcXj9LjZes2uMd21MWjDGBFsmmLUwBoOEhOIISWgUmBx7ZjpM93SurtSVc9U5++Gp0DXdI8k2776Gn+4v85tTVV2nznnO8zzXfd33dS2tbkIcio7htvUgKTLOtNhAXlx4inRqke6+undbMpzHrKsIaqCCJGFwr5Tgr4qiGMgL4Z9SESkaxbmlq5Y4iEfmKGWL2Ia6CTx3jvjZeZybxHOhbxPPj83eUWPmAJxbBFCoMnO5WAa5VKh5yN79+d3sflcfP/6To3z3Qy9x+rFZbANJDEonC2NijTa1OdGpObzuyhq0dB6HVwCvsXMPI8taBta9tfadVcl/t72MzqDB4ewhmVygVKqvb5Ejk2Tmluj8jd0M7HKz520rhd7SiwlCJ2aZfeY8Y98/SnQ8jFIokV2MszgaR1XBt16oMTvazOSfeJ78bIij7Kx5ZAJMn07Qvt6GTv/q2+W5U0u0bXCSiE/j8gg17dTUMmausu7loxUmcF6wXoPdRUaOieRvk0ckaXMh8Yx0ua5jYe5wzcoG6lL9aiLB/Z8fWjH3ObxGujbZ8Y/E8fTbkGWJ4IERADZ/ZC8Apx6d5uCP5pmPGJFRSU/U73lytDJv9wjFcY/xw6hFHYldY0RHGp+ZzGwYBQnPxn87M1fIp1iKjNNaBXOtIhkdWmxUzw1dTJEqiHWuBuaa9KQiBfa+p59MrMCZJxpbBIJTGQrZMuPPiuPLwVw+WyZ4MU37ukZxOoDerY6GPsZfpXgDzP2KhCzJ3LTnv/H2m7562RLHjf1i0T574SfEU/P/YVuCanhca8jklhiZepJNg2+/7PevFnqbEZNXTGKNzJxbGIavkqF2tV8ezGViBQqqYKiMzVb01pXZuG7fFcwFjmFrrv9+u6tzxfsAxmee40v/tJWzE4/y0omv1LLykixjbqmft6qqTC288qqsHIj75PNsWcHMKarCUy9/EoPeRpdvz2U+LZQKlzNzqqoSGI2vAHMGnQWHtYPg0igluQwqLE6J3iNFKZPJRi4D5hrr76tRVbJ8NTDn8vWitZWQCwak1kX6/vIDWLqaGfvno2SiMUq6JA5HF3F/FkmiJjZiaRMG7KpSZzy0epngeB3MxdPzSHlxX/OhDvLbz3L6wWdqr08/PkzT5nZsnSuFZ1RFYW76Zbq6r8Xd7iUTK5DPlJj2H8RkcFHOZ4gbhQFr2i++cykyjjEpFqB4rg7cNFqZjTe3r7AoqIajwjTHJ8Ik0otkSyEyh27irfd8jW1r34VBcRK/9hSmZWVJVTCnGnPM/WyEVGVhXnolxg/v+B/4r/wZs3c8zJcf3MWffa2Zf3rufcQdoFtfJHkhyNAtHRz+/gSJQJ2Zy6aX0Mn1xaj3LrEQyvOzZBNFdBQozvhpGVxLuVwgm10iT7hiGN7IzFnNLSDB+reaGXnOTz5dJBNIolqymI31ZMnwk3OwbhbFVMQ+LjYrskbCqBdjM5eN4nb0sZS4iKIqlPWVcrPEIGV9BklbwGZqzKAm04sUShm0ZQmbrYWtd3Ux/NRcg7BCm2crC8GTdPUIkY6Ziz9ncvwpdDoz4ZNdDeIn1aiKoJjJouYLNG9rLOeOpcS5dQ5tBlVl8ZVJLBXj8NSyvjl7MUoJDU3b689FS7+VhNGLZqEF2RojlfRjb7OioczUt5+nZU8P1371HVjanYw9eJiLh0P0XmPA+77Pk/EeAKmxdLUaZouHbKZSSTDkpnOLe1W1NsdQB0VzElUj47J3oz/ogJIG+9A4vjU2xv4vaTFGAAAgAElEQVTiHKgSufbzoEq1jbIkSezY87sE/CdpvypIxis2bUZ/I1taVfwzeu30DbwZWRGlsCD65WS9FnuPG8eAB6VYJnhRzClVMJeYFmB4OZhztghQ4PClV3jNvfjNUbQGDVe+d5A7P7Ud5/ZZNAstfPuP5nhZcx3ylk3oxnvRWGeJhOt2PcGpDJ6eRvuTHff0Mns0QDGVr603mUyEVMqPr3c7klKmKS7G4KV9c7P7z5OPpFmklTV73TjWeImNBYWSJcJza3kszB5CKwlg5d5W8eLyx8kvZfDu7kZLmei51ft5wtExvM3r0FqN2APiPBcT+wHoqYC5ckkhFS1iQJSGG+0G0GpW9fPSGHRIZiNGcowfXMJOAlQV1+aumnJqbHFKnOueQdRSGSVfrAnqyB7xvDU3byCbidRUY12bq2BO3MuLPxfrhHeLYOxkWeL9/3gt627w8dK3x2jbZCevWcBu6mZhNImqqpg73egp4taIOWMxPFwDczNzj9Hde30tuQv10n23Q5yD09UrxGji9Q377I8PI2k1dNxRby1YHjP7z/OPvv/GD7d/jkdv/hrP3PuPXHhYgISLPzpeU7Js2yC+y6ePoJsYofsjNxNEqBpWY/p0nJ5VSiwvjdmTEdq3OInHZ3C39KO1GFYwcwCpRTGHZ1LitTZ3llhUJETcFWYuHxLrVF/3LQCMj/y09nc0rVqi15xm8Pc+jtG7un3V5pu8ZCI5mnsridMXzmPyOem5sZ+2jU6O/2SaH/7P8xj7xH2MD9evbWLMT0lvwtQhzsHj3Ur6zB7SG6eITTfOR8VAlKxkxmBpNOR+PRFYPAWqSktbI5gLXKJoOX9miRzimqVnRMm6rUn0k667sQ1Hq6lhnlQUldC02D9OHBDz/HIw5x9LoqrQsX7lulG1KDi1P/ArZ1HwBpj7NQqHrZ0u3x7OjD9EIv1LLLOsKFoqSumyKpavel79zeishppMNcC2XR/htn3/gKzRrnx/m5nY/OpN8uGLSQqV5vRL++Wq0dN+JaVyHtkl3iejx2hsZAQUVeFnB/+SB370ZszGJt6095Oks2HmFo/W3mP22TE4TejtJpbiF0llgnS/ivhJNdq8YvNZBYYAB08/wMTs89xx3RexWS6fxbJ5jQ2lVYlAlmyi2KBkWQ2vex2h6CgLoVNYjU1cGHmMQj5FNrskmvOXbRitZg8WU/N/CMxZbT4kVx7dvBudb4a4P4Oqqpz+8vPYd4lNjcPZTdyfweox1sqfLO1OlGKZXETcU1kj07m1iXPLShlThUUMMTeyYiYf7QJtmZNnvyFKvqIZ/C9N0vPWlSWWIFQNc7kYHd1X4Wyv9FzOp5nxH6Kn/Sp8bTvINT2OIonNVrGQIZmYRxtwoS2Ya2WB1Ri6tYPofIbRo+cplxsVBatgLjERqgF2t3wVrV2Dwrg+chPZ9dNEEuO1z5jMYpwau/Wc+fqLPPaeLwIw/vVzLPQ/T+KGU0SVSSymJjavuZud6+4HCTJdc6TmYuzc1050PkM+XRLG8vkihVISg8G57Lw8yB431qSfVLRIExFQVTp2bRXXN+knEZ9BkUEqy5gM9c1TFdi1X52hlC9z/jk/mcUEiiXToLp45slZLNdfRC5oaM2JeyEpZYyVv5XNLtHk6KNUypFML5JXZ1AKejy73wGAYk+RGG/MeC5WmGKz3oms0bL1rm4KmRLnn61nots8WwgsncdoctHkWcfU5PNMjD1JV+8NRCbzK8RPqnHjB7q55i1izqkyc9Wolhv37NqBrNPgf2mixrhX++bKxTL5iTkS2Jk5XWdvNRqJ1rUOCv6K1cH8EbRWI16CFMJJrvzCPmSNzJp7dzL95DkSszGM288gyQoaexSzubkmVLQ8qmWW1dj7ngEmD4UIjDeWHTmHOinbMyBrselaICtRnu3C0H2OCz84RnY6jU3Xjt43hdWwvWEeGNpyH3qDjXDph2gHxEbQdKERWNb6TLx2LFYvRo2lBn6j5xdxrvEgazU1ljo0O4pOZ64B1CoLvxzMuTrEtbI0pxuYuUK2xMEHJ9hxdw9Wt4F8PknGeBFbZi077umlVFC46ve2ohvrAeDsKdETXiwoLM1nG5g5gJ1396BHMFnVSpBQQLD6Q28XpXwd8Yqa4yWKlmPfO4JkMhDFTUuvCZ3HSWYxQez0DMZWJ3pnIyM2P3cIZWkDakmHyVPxCquUWG76PZF4SJxdqYyrqiqh6DjNrkFsAy0wlaecdJBQTuNwdtdAcariGactZZH1WsxeC+WSSim3UuUUQOeyYiDP2MElHIh7IJg5sWGPBSuCJzt7a5vbqqCO7BLf5TAIwFV9BrzXrUPSarCvFXuJmRcFG9l5Vf150hk0/M7Db+Laj6zlnQ+soawUaXb3kYoWSUYK6LxuJEBeNKHVGgmEz2L3GjE2zZHJTbBm/b6G31Ets3SYxe90uHrE+VfAt6qqzD50lJYbN6B3WSjmyyv8xuZ+Noqs13LrQx/mbS/+F+49/6fc9OD7ARj9wiPMfHM/VimNZ8BOejZC08RhMgYnmyslk1Uwl4oWCM9mV+2XWx6JoFB6bN2kUi7lcTh7sPR4SF+sP89VZi4xK559xZxD1mkw56MYm+bRym5MZjFmq89ga/c2nK4+xkYeIZMO8/wz/50fHLyF2LXDyPYwp098d9XzGbqhGUktozXpUVWV4IERvNetR5Iktt7VzfiBAPPn4tz+57uRNHJN2RQgObZITrZg8Ajg1NoxSPjIrai6MnHjYw3fo0SiFA3/Pl2GqvhJlZmz2dsxmlwrRFDmh6OU0KK1GpeVWepJRvJotDJb93Uz/PR8rdQy6s9RKijIMvhPiPVmOZirK1muft7bbm0lFS3WeiV/VeINMPdrFkP9+5gLHKNcLvwSyyxFtshu8dHd/tpg5tLwXd1Py96eBkbP2zLE1h0fWPX91TLL1ZiR8MUkRcRkeGm/XDWqAiXpsngY7a6Ohu9OZ8J866HbeerlT7J17bv4g/sOc832P0CSZM5ffKL2PseAB+c6Abyqins9ryJ+Uo127zbyxRSRmMgWRRMzPP7CxxnsehN7Nn3oVT9r8xhJhurMXFX85FJmDgTIDi2NMh88TpdvL8VihrGRR2sbQvMl5aAtTRv+Q2DOZmujoMbRB93Ivjni/gzzz48RObNA130ig2t3dhFbyOD0LVOJqmzqUvP1yfGK3xxg9uQS08fF5JwmhKHgQlNwo7MpdNrfTLL/MFMvHGV2/3nUsnLZEsvZmZcBYRVQVUNdnPYTXDpPt28vO/b8DthmUPrDpP0JokvivpSm9JjLXpbijRn6oVs6kGxxvv3CDl44+sWG1wxuC3qHifhEmNl54e23btPe2uvNI7uRylpePPE3tWNVZs69p4nouUVKJrFQ7/vxH6O5NsNg90381w+M8OHfeIq73/x33Hbt50CFpFVsvjr69egr5sU2r4nYeAjVkMNsa/T2sW0bwEGcuZMhPITQuW20bRblxanEAvHYDKoEctxc8+ECcFbuubEjjNGm4/iPp0j746iWDDanmEMC43FCEwkKPSewjfqweVwgSSi5IiZLZQOSEWWWIOwJ0rlJikstlOLidcWRZmm40TdzMSw22i6r2FSuvd6H0aZraNJv825FUUoEIufo7r2eixPPEItepMV1A0pZXSF+Uo23/sEAm7ZqkHUa3BsbVX3jSbF5afL04tnRif/FiRXM3MIL45RSOWI4a+bh1XB7NCQWB0GRuHj65+TieVoIoO3toO2aAfFb7t+FWlJwEiNp/zkA2VJs1WoEEMxcPp+gXBIb693v7kOSWNHgb1/fRsmeQZEUzCUxBxZnNqCxX8Q/fA6tSYfN1AeWNB3ttzV8Vm+wsnnbexkb+RHWjSLhYD7rbXhP/hLRAIeljVxRsCzRkQCudeL8q2AuGpnE4RLze7mkkF8SzNtyMNfULQCKzpZsAHPHfjxFNl7gmg+JhOHc9MsgKXiM2/nI92/gb5bew9pb+5ETdoqL7YycEf2IkdkMqgqenkaA5emz09YnsvhVZi4YEIxM16arce/qwxoV2x7/9Ejtc4VUnouPnCHX3En7Rif/+rGDPPnVyvx9amYFK5fLxYmERoicbsNoaKZQEBvfSGV899y2gYLGQHZigUsjkVqgWMrgca3BOtBC8kIQJdJLXhOgp++mhn45ADmfw+Kzo9VJKKpE8OhKlVMAfZMdA3lGfxHBa0qhtRiw9npqJb3JqEhgGJtttN+5HUkj49ggEjmqRaw5lrKYx6ullp6r1nJ39AGsfWKMBE+K39d3Y0/Dd5sden7z76/G2C6SHh0dYs+wMJYiK4k5OTEWocW9nsXIMA6PHsdaUQ+8ZkMjmNO7LCjIWPUCUDmd4rvi0SkAYqdnSE0E6PoNIdrz+F+e5M83PcTMiXpJY+DQFJ5tHfS9bQttV/fjWtdKzz27KJrtlDIFis+9xG71EE+u+0Oef/NnkFSV85pNWJqMSJLKZOZbwjfzjHgWLvWYuzSq4ieuPpEocLh6sPR6SC1j5ow2PTavkcikgoyWsjmP75Yt5C4uYmldpJyuV0tUmTlji5M16+/i4sTP+OoXe3jlwGdwGK6l/YHbcBe2Mz7y6Kr7pLZBMxKQTiqkL4bIzkdrZuFDt3aiKipen4Yr7+3BtqaVeAOY85MqG9E6wkiyhra+fuLhAYyTrRR6DzQkOKVkAsX66tfm0qiWywYWTmA2N9d6xyVJoqV1y0owdyaKp8+OpbuZzDJmLhkuoKoqm27rJJ8qMv6iYMFDU4KV23GHj1IsicZibBBNmx9JIknQtmZlmSXAjttbeWD2Fvq2r6wC+s8cb4C5X7MYGqw3Ev+ywJzb0YtBZ2XzmrtXCK+8nrjy8/u465nff93vd7aZyadL5JIrM5Dhi6k6M3cZMGe3+nDZu4lmxARls9evQ6GY4av/chUXZp/j7W/6Bvfe9iAGvRWLqYlu317OTz5ee+91X38ntz78EQCm5l/BoLPS2rw6oFgeVRGUheBJVFXlX/d/GBWVe27+h9csUbV7TaTC+Zp3yuLI5cGc17WWXCFBOhtmbd+t2B2dnD39/TqYs1wK5jYSiJxbdfKPJqbRagxYzd4Vr1XDahMb4hbfIJjyBBYmOPXl5zF5rNi2i5JKh7ObmD+Do20lmFveN7fn3n60Bg0vfVuwA3ldFAsepIwTjSvBm9/xOdCVOPDTTzP12DDGJgste3pWPa+56ZewWLy43P01Zm5q5iAAXb49bBh6J0rOTGHnMBl/gqWI2MQWJ/Q49B0sJRrBnNNnxnPnCRQpx9mJxuZzSZJw9DeTmAgzNnKQcqSZoevryqiFqTKtwd0cPftdMlmxwBsr2db2O3v4QPAzrP+YGB/ONR0shs7Q13Ft43W2eNGWII4Yv6mLYbbtE4DL7jWydNaPaihgdTfeq5br1yNJCgde+hNsTZM0X72uNvarzJyq0aCNWwkcmqp9rsklsvHx1DR739PPK98d55XvHAVdGYdHgKwzT86h6ZgmL4Vwnu3Ad0UPN//zeynEMphsYpxlc9GaCXkkPkk0Oo6aaiMyIjbXcke5xlxUIxA5iwZtDVDqDBo23dbByUdnapLnVRGUhUrfnFLZTBiLolz5cswcCJ/Ipk1taPSNFQDx1BxmYxM6rZG2awYIHJpi5K8FOK/aE0w+fAqtSYe+y1czD6+GlhKxkhc55Gb6/IvkXj6GjELIVGcsmja1o/W6cJrmmU++iMnooqQWMJhXN9g1mwXrm6mUWrraLay9wceh7000PLNas4GyK0dJKiEFxHNn1AsmaC7wIo5BL+WUiiLDuqHbV3zPjt2/Q7lcQG26gFSSMKT05JbqlRC5YL3MEsDbtB5VUgn4h0lMhHGtF+DA4rOjNelIZmbrJZaBLDpVgJDlYM7S1AQFHZIpRnwxWyujffGbo3gH7Ky9TgDEqYnnoCzT1rZXSL9bdVh8diSthvLYekLhQ6TTIYKVDdulzBxA70YxB5Q0FaGUwDBGkwurzcdNz/43rOs3IKeMnP3uj8hXpOMvPnKaUqbARNTN4B4nF14OkMxoAJXkhcAK8ZPTLz4LqLR37cHV4iNdmXOXzixg9tkxNlkpWV2UFoK18vJqVHunPa412AZaSF8Mois0UdYodPXU54JEWFxHJZ3B0uZALZRQkfC/uFLlFITAh4E8scU8bn0Sx6ZOJFlGqzNiNDpJxsWzZ3Sb2fLpd3Djzz6B1iKezbIhDUUtclLcs0zFQByEhH014hNhFI0Wa8vqrEa1yqFvrSjrXxhNEgiJPUPkbICWpo0shs9iMGtxbziMrjyE3d7Y76YokMOIURIA02ZvR5I1NaGd2R8fQZIlOvbtoJgv88IDI6gq/OvHj6CqKkqpTPDozIr1QqPXYtncj2HrBsYHbiW99UqcW7rIhZJY7r6FeEZHIV3E1htmzvQ5nj306VdVslwecxUwZ2wRSTKHsxtrj4f0VOO84e23E55IoVNsqPYi7Xdso5TOY/YsEJvy1kr7qj1zhmYbQ1vuQ5a1rF2/j9/6/bMkjn0Swi205jeRTMzXGK5CNM0Ld32R43/4IOEjIhkWmM4RPCCUkT0VMHf48SAKEt1rjWg0Es6hTmKVMst8JEk+kiJZNIIpgMPRhafTShktthNDYE1wfvhHAJTzRbT5NJLrtUtQqxGOTfDfv2pn2n+oJn7SkORv3UwwcLrhmZkfjtK+yYW5q6nGzNmbDZRLKtlkifU3+tAaNLV+72DFsuSW3+nDQB7F1DhHzJ1P4u21oDdqWC2MFi1NHSvnlf/s8QaY+zULr3stXrd4aP+jhuHV0Mha/uC+I9x69V/9Uv7ea4WrWiq3St9ceCqJbBYbmMuBORDsXDAmFs2qBDzA0698ilB0jA++7XGu3PLbDRPJut7bmAscJZmuUPNuC5ZWsaGZ9v+CLt+emrLfq0Vr00ZkWct88ARHhr/D2PR+br/285e1JFgeNq8RVVFJL4ns1eJoDL1JU/PCWR7V8leAjpYdbNj0LibHnyISEhnnlWBuA9l8jES6kR0BAeac9q5XBevWCjDo2S0214tn9jP12Fk2fvQaUuk5JEnGZm8n7s+uysxlloE5i8vA9rd3c+h7E6QSCUqGDFZ9C+WYHaxRfL1bcad3M695gqnnjtF16wZkzernNjv9Mh3dVyNJUo2Zm48cQUKis3UX5byO5KkrKfSOEF+aq4E5zZITt6OXaGK6oSRWURWkzc8DMLN4uAbKqmHvbyY+EWZx6TTKQlfNdLb6GwcLd1IsZTl4+gEADAY7kqwhX4hh8thIJuYxGB3Mh06iotJ7CZiTZQ0m2UyyGASLSvT8Ild/YA2SLOEddAgwZ8xj8zYyPL4rukn5Eiy0/4D0Vadpe/P6GgBPJgUzh1aDLmUjcHCq9jlPk5gvYolZ3v2VK7jq/YOMvSwYM7tHgJPhJ+dwXnseSZJxjnUhayQG37WTQjSNxSnGWS6zhMvejYREODpOLHoRbamD0acKqKqEvnclmFsMD6NVpNp5Amy9q5tkMMfkoYpSmnMAndbMQqjeN+duXkN6VpRjtQzaefKlP+X5I19o+NuqqhI6PruiXw4glpzDaRPHt338Jvrv3sbIXwtz7FP/tJ/wqTku/uQ0XbdsoGt3ywpmLhPJksWEMdnDUuYc+ukxUo52ZkbzDWbfWUcLDJ1FUUpcs+0PxP01ri6hvtw4vBp73zNA8EKipogJoic2b02DBIkTRcrIbLj5NkoZGxHlBM61XgopP0jg6Fq5KWn2rqe79wYUDchpExIQOlhn/6olXoZmsWHvbBMMyJmjP0FVVFyVagVJlrH1N5FVAysMw2WjDp2tDgIkSUJbsKJqxRwQnkqxOBZn7IVFrv7gmto8PDn2MzTzLbgH6vdMkmWsnS7ksQFA5cLIY68K5ppaNShInH1BbPxCgTN4WzYhSRI6m4nbDv4patxFyRjhp4N/RPT0DGPfO4KpzcliyoKvz0QmWmD7/RsBFSVbwLamvoYUcyWe/Duxob3/c++rmUADRIYXaBqqvLe5GQrFFWM+HBPzjyizbEUpljFJJZDA4q4nA5JhsQaUYynMPjuFpRR6l5WFF1f2UYJQejaQB1RMuSiuLXWVQ6vNRzoj1jWD24LRY6fl+g211wtSHCltohwU69tyEZTlkQvE0DguX1a3FJ9EljT0r1uDRiuxMJZi+kIRVZLILsZosq4nnpojGDyLqeUCUuK6FX8jEcqTw4C2KO6xrNGKXuwKMzf748N4rlmH0evg+ENTJIM5tt7VxflnFzj79DyRYT+lTIGWPSurTBwDHmIXQixMFWi6dQ/XPfKH3B35e1puF6JusYUM1o2CyT038VOmz4SxNelx+V7dw272VARXu5l8WaytDmc3lp5mivHMCq+54EQCTdaA1CLh3NKNoi+iapdI+VsZOyjWmnwwgc5pRqPX4mvfwX/9VIa77nkQm3WQE08G0DQ5sE53IkkyY+cfQSmVeemdX2HhiVOMfmU/Z9/7ebZzDHVkhLnHT2NosuJY38aFo1Ee+cIFnB02MhHRzuHY2E5qIkgpk68pWWYwU9b4cbp6Mdl0mGxatHPrkJccHDzwZaDev6ZtWT05tVrM+A9SLheYnn+FUHCY1kq/XDW8LZspFtK1ktpivkxgLE77kAtLd3MNzFmbREI/GSlgsOhYd4Ov5pNanRvWX9OMw1IiXWi0Mpo7n1xVyfJXPd4Ac7+GMTQg2DmHbeUm5t8b3qZ1GPSr09K/7HAs8325NMIXk5i6mpE0Mp4dXSter0ZP25UkMwEUqc7MzQWOceDYl9iz6cOs6X7Tis+s7xUlSSNTTzUczxdS+EOnX1P8pBparYGWpg2MTj3Noy98jL6O67hiy2+/rs/aPFXpeTHRLo7GaVnjqHnALI8qmJMkGZ9nMxu33IuilDh2+BvA6mAOVhdBiSamcdkuX2IJdWbOt0GwL9nMMWStzNBHryERn8Fqa0NCQyKQxeGrb1jNFUC8nJkDuOaDa8nECvziYVFuYzd3UAjbUAwiu3nFVZ9A1ReJD/6Cnreuzogmk35i0Uk6u4Vhr8mux2DVEcmfxNu0AZPBQSKQJXn8epDLRJwvsxQZx6B1IxX0eFrXUC4XSKTqG64LM8+R18yTf/FGVFVhbOZnDd/p6G8mvuAnp5nBLq/DaBOLRTlfJBtK4WvezEDXjRwa/iaqqiJJEiaji1wFFKaSC9hsbUzOHUCj0dPV2ujxBWAzeFBR0V2RI3pukfU3tfHl8H20rXcSOTuPaihgsjYuos5WE0uDYoHN9i3Qcf0ger0Fg8FOKuknHpumTBmbydfAzLldA6KsM72ARivzvm9dQ9sWAW5f+kaQTLzA6M/96IdO0Nt+DWa9i2IsQylbQMkXMboc6PQWcrkoWo0eh62TxZAwtTZqusnGVMopO/qOEonJMMW02KSqqspi5BwUi9iWJVw23dqBRitx4uGLjH7vCNlACp9nk+gNtbUysPatbN3xIQLjCUwOPVp7kReO/i9eOfn1huuRmo2Si6RX9MuBKLOszo8mj42bv/9+fnP0L9EoRkIXJ/nB1s+SXojT97Yt9OzyEJ5K1VRmlbJCaDwmfOO0m1D0WcquJJqd21DKKhcrLJ6iqEwvmkhvmcCitLBl7TvFOKl4G6mqyskvPcuxz+4nF0nVwVymns3f/vYetAYNBx+sb+BTST+KRjB1heESOBz07/SQvLiJrOcCtjVWSiWxGYok60b1y2PHnt8RYjgRkRBbOlpnp3OBOHq3FVkn2My+HjFXTk29BAgly2pY11pQNLk6mKsYhpu8thVVCDrFTlkrgGL4YpKXvjWKrJG46n3CWDqXixMKnUI73Y5joFGl2NHfhCHoQqO0MjbyCKGpdIPH3PJQkxlUvZHjD00LQB8YxtNSnz8MJi1lwwbyrjy5cJKnd32SxadPYd62FpDQSaL35pY/2SpER4ATB+pz18N/eoy85hwWYz/NHT7MZgHmlLLC0tlF3JvEWNZ1CtA7/8IFIuExvvxZH/NzhwktjaHVGnHYOrAOiPcYDAI8xbP1RFuVmctHUkT8BQrRNNY+D4svT64w6gawdjgxkMdMBjmfq5l+A1isrWRzFZ8690oAnM2G0BatFBfEPavaEyyPTCyPnMtg7rz85j0Sm8Rp70JvMNDSb2HqVJzAZAbJZkNPAWlJsHDHTnxTfO/syraN6EKWHEbkbH39r3rNxUcWiJ+bp/M3dgHw86+fxztg57f+5QY8fTb+9Y8Ps/gLMZZb9q5UjXYMeEjNRFFKZXwblvUcV5KPMX8Ww9qXQIVsPsaU/xW6Nztes6Jm9uQSHVvcxGPTmExuDAYblp5KD+klIijR2TTEtaiOEs6N7RSbBAtXiLVzvKKimAslMHpWVhycfDpAPlPGOeihOFWgo+tKxkce5cQff5/FZ4bZ/XcfYN/c36K5/mr0FNihHmPuRwfxXLOOUlHla+8/hrPFwM59HQTGEihlRYjgqCqJ8wskx8T4y2AmryzgdIm13tVmpKi3YjqygUDgMPNzh2u/y9R++aT6pbFY8d+dWzyKUi7WbAmqcakIyuJIDKWs0r7JjaW7mcJSimIqh60K5ioJj823dxIYT4h2gKkMzhYDBpMGm7FILKkhHRcJtnJZxT+Wumy/3K9yvAHmfg3j+p1/xDvf8p3XxQT9Z4yaiecqIijhiylc61v5cPwLeF8FzFWBl7tjMz39b6JcLvLDpz+E1ezlrdd+ftXPtHm3Yrf4GJl8ouH47OIRFLX8usRPqtHu3cZ88DjlcoF33PzN112eWjWFrvbNLY7EaVmlxBLAaetEpzXhda9HrzPT0rqFZs/6mvFmtWyrGq8G5mKv4jFXjSqYKxZSaFIuCr4Ig+/egaXVTjw2g8PZRTKUQ1XU2uIIorzF5LGSXog1/L21N/ho7rFy5FHRj+iwd1IIWlHkLLlCkk377sBwcQ2FHcO0v6l/1XOam5oUtSsAACAASURBVBb9ch1dV9WvS7uJpHaY7opqaCKQpbjUijU7RHrNcSLB85hV8Vva+sQmb3nf3MHTD4gSvGP3IRWtjE093fCdjn4POa9YyLo76zYd6UWxKFvaHWwevJtIbILgkmBJTeYmshkB5qoec5NzB+hq3Y1OuzLr22QRY1vZGGPpvMiWWlxiYxkZnQFZXSHq4/AayPeL0sxiWxitoyIEYfMJMBefRqGM29tN6Pgs5YIodTMYrMiqRCorQIQkSdg7xCJ59rEMn971CGWLn6x+kqGBfegcZgrxDIWoeD71Lgsmk7v2+5qcfYQrpWQ2i7hvUt6DYq8oiZ4VG4Z4co58IYGmVGd9AcxOA2v3Opj72qP87D3f5fhnn6kpWqqqyjvv/ylXXPNxguMJvAN2xqaeplTOE01MMX38VK1EJ3RCXItVwVxqDoe1Mdll72nC4fLRdd8ge//qDnru3ETvXZtq5uFTR8X18Y/EyadK6G1GikUBxEMDMbquEn9v8hdiIxwcj5MqpciumcN8sh+LQRjMF1RxbQ998jFe/sOHOfiJR/lu5yc5+yUhvb+cmTM79Gy9s4sjP5ikVKyYRyfm6qqkYYXmrR209FnIXVyPassQaNqPRimDKhEIr25FMrD2ragaifLUelREH1I1csFErcQSoK11G6h1YOhcU2ei9X0C+NgdYu6IzqXRUsLa3jg2AfSyqwbmAmNxXv7Hcbbc0YWjVcwVs1MvoqJUwFxjIsre04RFzqPGrmLywn4C00sNHnPLIzkTxdwuSiVnR0fJ5xN4WhqtaTxt/Sj2BKXuLgoFFaOSIWbyYbZric0kMdl1tK5z1sq2X3wozIvfGuX8swvs/+IZbAMz9K0Tc44wew+RmAhRzhVpGhJzi6XNRUlrZOHn4wT8J0inFvnZEx8jFB3D4xxElmRsAy2osoJkmgRFZiFYN01ORgrIlCkmsoz/QowJ91A7hUSOpeGVvXhmnwMJGEQwf8vBnNXWSrYURtbK6FZRgE6nguhxkJ3JodEaVmXmZk6E0VPAve7ypfhL8cmaj2r7WhvDz4VQVbB0uTGQJzUq7uvYxJOQ6yE+s1IMbGkhRw4jSryueuqoeM1N/4tYKzrfvovZ00uMvxTg+o+uQ2fU8vbP7GT+TJQz3zuNsdm6auWOY8ADqoqeAr719TFa3XNE5+PgPYO+ADIaEobn6Nr06j1hxXyZxZEYnVuaiMemaoIt1gqYa7AnGLCjUYtIUQ1lUxatxYhmvQCKvq71nHhSzPX5UBLDKubwBx9awOrW07KllcxshMF1dxLwn+Tst37Emv/nLfR/8HpMLQ6WmtcwOXAzr+ivp7xpK+s+dis/+vQoM8MJfvuBbXRta6KULxOeStVEcGLDsyTHFkEjk9dJFErhWpKmqd1EVrLgPN2FRrZy5JW/qRmGW3ovb9V0aVStkarzUmtboxqpx7sRSZIJ+E/y2W+v4YVDXwUQzFyXuJ+ZmTD25jozB7DpdjHHn358tkHlVlvMklUNnNovzjU0laaYV1b1DPxVjzfA3K9hmE1udg297//v0/h3R9Vs+lJmTlVVIlNJmntt6CyvbhDa5tmCTmuiY82NDK69nQPH/pqF0EneftPXMBlXbjRAbGLX9d7K6PTTlJW6NHpV/KTbt3fVz60W7V4xSd169V/R7Bp43Z+rM3M5ipXJ1rdu9fOVJZk13Tezsf+O2vlv3HwvAAajA422sbzAZm7BZHStAHPFUo5kJvCaYM5i8SJJMqmkH1N5kLwvxo5P3AxAPDZdU7IEGsAcgPkSrzkQstZXvX8Ni9MVIQZDO0pC/NZkyo9Gp2Hz1vehmnLMBQ+sek6z0y+h1ZlqilgAtsEEii5BV+V+JQKCUek07kN1pJibfQVdpgmDy0xr+3qgDuaS6QDDFx5m58b3ct0HtpI/t45zF55s6Fmy9zdTaBML9ObdV9eOp+frkuwb+oQc/LkJISltNLlrzFwyMY/Z6mU+eHxFv1ztO2zt6NCT9s2QmIxQyopFq5wvEl+o9L5cMo5NDglN3wWkQDPIKsG0YDyttjaiSxdI58T3t/aupZwvET5VVxPVSjoy+booSiYjAMk9n76Z4EQS41aRKd04cBd6p5liLEOhInShd1kwmtxCRRVocvQRq6hFOitj32hoIy81ikT4I6KUU1ZoYObGvn8U09GX0WRTGFvshI7P0ubZQjYfI5asqwMGxhO0DNoZvvAwKGJD9IPf/ATf8vwJT+x7gDN/+wKSLNG0ubEnp1jKkc6Ga2WWy8Ni8pArR9nxibdw+yO/hd5uontHM5JUB3OTB8W18Q25mJtcQ7P1CgzXPoO7N0vrOgcXXhEbh8lDIXQbT4GsoHuxjblXTiErkCsmOfIXT3Ls00+z4UNX8q7Tn2Dw3p1MfU8A4CN//TCRM/V7s/c9/SRDOc49M8/88BIP/cVTNTBnjJto2dVFc6cJpsW1Hot+DyXrQFtor6mFXhqR+AQqKnZjP2U0tYw8iBKv5WBOq9Fj0JpJqUFs3e6GuVf2iWdLXxAbrdh8Gj1FbN0r5yyTvomyPoXOqOHnXz9PMpjjmg/V+02nLz6PpOowhDsb+u0AbD1utOU8ibGdlIpZoumnVi2xBEjNLNG6RbCH33jvtwF48ctZ/vdvvcRPPnkM/0iMvg3rkWSFpo9cSVFnRoPC/IkQg3vcTB4K0rvHgyxLaLWgIjFwUzcPfvQVHrj3eXzbCihylLZOkSwyWzwUC2kCp8Uc0lRh5swuPWnZxvwL47V+tbmZl5kPHKfZJdhIU5uLYk8CtAXKS83ML/MnTYYLWA2CUajaEVgqqpKrlVpKeiEM1kbl2dtUT2JYbT4KxNA3mVdlmTLpEEadm/RsHIvFS2YVZm7q5zNIgGeXle/83R6Cl/iBgeiZa6r0zfrWWCnmRQLCM9SCUS7iP6xDr7UQjI1hLN1IPCgSG8V8mVJBJAaqYK4US6GUxDGns4dU0s/5v32Mtrduw9zu5udfP4/OqOHK94kxtPOeXnp3e4T4yc6uVX9nNUlgII9vmUJ0Fcydn/vfICtoCzJGLBjWHnxNMOc/F6VcUunc6q6tgwCWHpEEWs7MefttWEmhyRgoSiL5Jw0Ia6Et123n4ok4UX+WXDDeYNQOQsH16E8X2X2XT7BU0TSuJVGdo71DYfsX76u9NzSRxDvooPmadZyQtpO2tfLwZ0a57v4udtzuw7de/G3/+RjW/hZkg4748ByJ0QW0Hhcah5jLq2DO3W4iUTKiL2ho1tzB+eEf4h89h4KE4zKq4qtFdT6KJWfQ66243Y17I53ejLtpkLmFw4Sj41yMPIlGJ9OyxoGlu3I9ZyJ1Zq4C5jy9NnzrnRUwl8bbY0EplignMqhGM8ceFyC5qmT5RpnlG/FG/F8Io02P0aZbAeYSwRyFbBlP72s/iBqNjs7WXUwtvEI4eoGnf/Ephgb2sWnw7a/6uXW9t5HLx5le+EXt2NTCK3jd6zAbX7+60c6N7+Wdb/kOV297/cIvsJyZyxK8kEBV1FXFT6rx/n0/4bZrPlP7/8bN7wZWlliCAHutFRGU5RFLiKz8a4E5WdZgsbaQSizgNGyg6F3C0udEVRQSiVnsji5ifrG5c/oay58uNQ6vxpXvG0RbWTgM2g7UCpir9vXd9LE/wmxuZvjUg6ue09zMy7S1724Arvo+sanqWsbMAQz034qUEJl2KWjH0d9c+81VMHf07HdRlBJ7N32Y6357HeXxIVI5f8Om2NHfTL49BCkLm6+rm0kvl2R32jtp82zl3KQAcyazm0wmgqoopJJ+ihoFRSldFsxZrC1oSypL+jFUFGJjYnMVHQ2i6MTvMZoaN8zzwePIxizB59+JWtIyExBlcVabj2DgTA0AdAwJlmJ5qaVBayZfrKsM5ophUGWu/+BuPrb/Ftr3TeLzbKbJ0YvOaaYQS1/CzLnIZQUYdDv6yBUTGMxu3K1iU+10dZPKzqMx61iq9BBVs7OacmWzmcjyzP3f5Zl7/xH3Rh8jrEPf30noxCy+ZlF+sxAUm91SoUxkOkXzoIlzE49jOTGIpGpo/Wgzffu2sHTWz9yzozRv60BnbkxqVEtqL2XmQFh4pDKN/XEmu56WtY6aCMrkwSBml57+3c3MDifZuO5LSJoyc4n/Sf8VXiZ/EURVVS4eDmHYfhyntRtzuJ3Rnx5AU4ZIYJbDf/Y4a+/fzfV//y6aNrVz4zfv4zfPfhaQiC3M8uz76+N96JYOLG4D33n/AT616WFmz4+iyKDJ6NEUtNgHW9FoZdyyDTnspKzkiY3twCIP1DLhl8bZiUcB6G67ljIa0lP1zXsumGiQ8gawmVop6rI4NjTOgYqzsiENiedqaS6NTipiaVsJ5swWL4opQ3OXgcB4Ale7mY1vqd+DqcnnsaR7cfa0rvBSs/VUykGPdOFt3YLU/h2aexrvKwg7ifRCHM+mFu75X7tp2SGeyehIMycfmeHxT5/kXz9+mP4tgpGfmJ3nrS98HFmvRT9xnv4dDuZOR7Hv3s9TP/1dyOcpI3P/3+6muddGZinPTX8mQFN7Rx3MASwOj4Ak4dpQYeZcBmJFM/mlDOGpcTQaPe7mtcTT8zQ5Koy1JKFsFdcwO72WhUCdmYuHcthVcf577xPvX5gDa6cL/ypgbnq/YE6N5DF3NaF3LOtbtraiSHkM3pWWGKqqkkkHMZs9pOZiYo5fhZlbOCKYbrknzMLcYY784isNr+cLKVKZYE0EqaoWqNVJtG7zISslZg4GsJm8lGUVl+VmEqE8xUKZz13zGH97h/AVjS5kyWMEVa31b1ZBRU6KsPUz7yQTL3DwwQvsfncfVrehdi33fWoz+lKWZGn1vlRnpXzX7aLBG81o06E3a5gpfBtUyI9ej5zJoXWFsfWvrh5ajaqSZcdmF/HoFI6K+qbebRVy+suYOU+/HQtp5IyBQjlFuVSg5E2jjVnZdqOYK088FViVmRt+LkgmXmTP29swd4rn4fR9P0GfcKFel0HWin5HVVUJXhBVC5tu9DB9Os5fv/sItmY97/+ymEdbKwli//mYsBlZ30bs7BzJsUUklxOtU5yz010Fc0aWkuI6m2beDMBE7sdkMdWY9deKQjHDUmwSWdaSKcTwtGxe1TPR27oZf4WhTshnaFlvRauTMXdVwNx0GFuzOJdqKTKIUsuxFxYJT6Xx9JhrY8c75OHEkwEURX0DzL0Rb8T/7XCuYhxelbRu6nl9vXvdvitYCJ7gh/s/iFbW87Ybv/qanxnsfhOyrGWkYlGgqirTCwfp+TeUWAKYDA52Db3vdQmmLA9rU2WSCuZYHBFMz+XKLFcLV1M/HV1X4XSu7BeAqj3B2Qam6fXYEtTOz9ZGKuWn2bYeSVNmauI0qdQiSrn4qszc5cBcU5cVW18aOW2kXDajVNTUqmBOo9GxYfO7GBt5lFyu8fOFQppF/wk6u69uOK54LqDmDXhdoqw0EcghSdC8thXDCeGPVpox4BjwoNMasVvbakbXh878A30d1+FtWofTZ2bjWtFHeXa0rnJqaXdSaAtjiLRhtNY3lDUwVykx29B/B1MLr5DORjBVmLl0JoSilEgVY0iSfNnSXYvFi5QvklcSFD1Rlirmw1UlSwDDJczcxIwQbcmM7KDkH2Ry/kDlnvlQlXINzLX0rcPsszeAOaPOTqEsSntVVSWvRtHjQJY1dF2hJ1w4ysb+uwDqzNwyMLeceaxm5q2uzto4aOnso1TM4tzqqAlCLEbOYtI7kFXQlZ38cMfnGf/no+z689u45+DHaN3eRiAgUUoXMMd9SEgshMQiH5pMoioqUtdZ8sUE1pODeM0bSDXPcOO37uM945/ifQuf5s79v7fi2lY905Ybp9euu8lTU7NcHr27PEwdCaGqKpMHQ/Tt9dKzxUEhpzB92Ir/pbtZCD6Gc8tZUpE8gfEEEycuohk4y5Z199C3bwuzh04iK5Auh+h/51Zu/PZ9DZsZq8+NyeTCsdVO9Hyg9oxq9Rqu+dAaykWFOz61jev/iwc0MqasuP/VviuHMYdmukf8xrGdNNnWE4qOrfBKBDg1+gO6fVew7oodlNFQTmZrKpa5YAKDt5GNaHYNoMigW59rOF4whJGyBrLTgmGJTceRVWUFswZgc7aCrOLuEOP3qvevqZVJZjNLBBZPopvtWFFiCWDvqdhbJNLs3v1n6Ox+jF1Pr3hfeiGOqqjYuty85Q830XtDGrujk/9x/H6+tHgvN/zuBkaeXcBuFSWIM6MjePf2Yd2zgXbmcDhAVRRi+h9w7NDXSWjHKaOhEIzxxwdu5xMH76SoP49Wa6z191TBXPjChPBUrSQPzC49SVWsVaGpC1htPnZe/f+K3xuvm4lnuhYxRDzkZwdI54Ik0uI1/+kwuoJ4xjo2ius5fCCC7+o+Fl680DCHpxdiTD5SYbpRMXc3XsOqHYampcSlkc8nKJcLWOytFJM5TIbmVZm5pfPiWNkmxsm54R9QKNRbIZYSU0D9+W9ba6v96xqs9IMuRFFzRRStjMeznXJJ5akvnGHqSJiz++eZPRVhaSGHXBFZyS2KNdCQF2O9+e4enEOdHPynC+TTJW74nfUN52ivJLpOv5xq8GuthsFtQdFosdsaew4lSaJpxyhZfQBDsZ30bD+aghBuWpKfBVi1TxFEv5zepMHWVqRYzNSYOUmSsPQ0NzBzNo8Ruy6LJi+SH5lMmJwxhG7JhlOTwt1m5PgTi+TDyRU9cwcfWsBk07L5TV7MHZW+RVli4553MDN3gHxOgJdkKEcuWRRg7iYvrtv/iUj5JT7yjW3Y3GJsWlwG7C2mmnm6Y6iD2OkZkuOLlK0ODM2iisKxjJlLKQIg5y+ICqBQ0y9ImWQcnlevkqpGcGkEFZX+jutQUXF516z6Pm/LZuIZsf6r2gyeXWK8mdpcSFoN6ekwFqcOWa4zcyBKLctFBalUwNtjJhcQn+u9qp14MM/E0Sjz55M4WwxYKx7EhUKa2Uqrxq96vC4wJ0nSlCRJZyRJOilJ0tHKsS9IkjQiSdJpSZIeliTJuez9n5Ak6YIkSaOSJL1l2fFbKscuSJL0J7/8n/NG/LqEs81MbH51MNf8Opg5EH1zZaXI5NwBbr/28zhsKzdvl4bJ4KC3/eqa31w4Ok4mF6l51/1/HRqtjLXJQCqUe1WPuVeLe97zCPve8c+rvtbStIFMbolUpr5Y/9vAnI9kYoGOVtGAfm70aRJxkbm0O7vqYK51JTOXDSRrZTPLw+BLoo1ZOLU/iJqogLllgiRDW++nXMozUpFErsbC7CFUpUxH91UNx7Pms5Rme0hXsnaJQBZrsxFbpxP9sU10m++gdMSNvWIA7rb3shS/yMTM84RjF9i7+SO1v3XLR6+j7G/nyOGf1I5lklkKviUs8UbvsvR8DFmvxdgkFuoN/XegqgojF5+olSEmE6IEaikzS7t3O0b96mPZbBX2BAD53gDRSt9c9Nwiqln8rkvLLC/MPo+c6kVJOSC4hbnFo+QLqZoAkFqpOnJY22jZ09OgaGk2uilTolQuUIhnKZvSGLViw3Bu8jFUVWFoQPhB6Z0WCivAnKtWZumueM0ZrU1surWDN39siIEdAkSbN2qJVPp9FsPDWPRuJElm+HOHSUyGufNnv8/uT92GrNWwbV830xPiIsRPRWhyDbBQKUMLXhAbl6jxBbSqCeN4B309VzO7eKRWIm3xOTC6G33IoO4xt5pAlNXkIZUNrbDv6NnVTHwxi/98jIWzUfr3eunaJMbq8ScCBA/eSbNniOn0p5F0OUZ/7idQfh7kElvW3MPa+3dTIIqmDKquzM6v3VjLpC8Ps8UDtjylTKEh+fEbn93F30Tew11/vp1s3g9aLVZZgDhbBcwZy2lKp3bR2nw7icmtdPiGUJQSodh4w3cEl0ZZCJ1iy9p3MHBVK0WE0EnszCxKsURhKdVQZgngNQ+hypDzzTUcTxcWkBN24hdEJj81Wy81vjRsTWL+tXmFz9PVH6xv5mamDoCqUj7VtEL8BOrMnJEcmdndpOcHict/T6nYCC5TM2IMWmsec43iJ5HNn0ba+RT+EzpApqDMsTiRJtOxBiN5CucuoGtaZEnrJ2WB0OZDlNEQGw3gaDHRs6OZhblDtLZtrxm/V03Zl2anayWWAGaXgSJ6LB0uEpE5rDYfVrcAkZPnfko+n6RUzJE0T2Gc9NRM6P2hU8T8GcJnFjFW2mnVyrw5NZzCuradjD9B4mKk9l3H/mo/yx0QNPbGcV/td5abC1waVRsCVRHXXYmv7JlTygrpuSXQaMgqYi4q5JOMnn2o9p6lmLAlqD7/VWauc6MdW6V/zUCeQjIiPBI9WSQUnvirU6y7wYferOXZr5wjupDD0CLGX9YvxtP8P4iSTve+blRV5fmvn6dnVzM9OxtBa+DQNEgS8byRx/7iJJeGqqjkFD1GKX/JcQX9ju9T1kATt5P2tyCrQKSbkWnh5fbD7Z/jp7d9vSbgVI3ZU0u0b3KTSIp1sArmACw9jV5zkiTh0GdRy2JuTaeDJItz6CI24sOzbLu1hXNPz6GWlYaESrmscvgnfrbf3oreqMG1uQvXth6u/sHvM3TVfSjlIpMXRHIj9H/YO+/4uOoz63/vnd5nNEW9S25yw8YFF5ophlACYVMgkEYICZuQsslm393sJtk3dRNSNnWTJbCBbCCFhBogYBxjbONuy0WyZHVpJE3v/b5//GZGGks2sEvybrI8nw+fOKMpd+a233nOec7pLzJSHVYal2uxX/IbWt7xNOveXOluXrvYXgZz9qWNJMeC5FNZ0moThtogGo0Rk0nMR1bV6UkgGnPJsQAXbP4UijpL4vzjWFxzGfL5qqQSaKkRaymdZWbfTZwMkU2J67anZjkFGSRJXB91nYKFllUytsV1DD64k4wvgsmhLRugAHRsrEZnVqMhWwHmFl3ZhCzD/ie8jJ6IVszLvfSHL/PTH19IIl4ZIfHnWK+FmbtEUZSViqKUJv6fBZYqirIc6AX+DkCSpCXA24EuYCvwPUmSVJLYM98FrgKWAO8oPveNeqPmVCk4fHaVwdyrZeaKJiit9ZtZt/z9r/qzF7VezcT0EULRUQbHXxLv9V8IS/+vltmtJzKVxNsTxlFvRG+eK405VxmNToymuQsigOqquSYowegQkiTPy1ScWRZLHfHoBM2tS8kNtXGg935CRctowcwlMTq0aPSVuV6mOhtKQSE5FZ3znjl9AFXYwsFHR1GSRtQqXUV8Ql39GqqcnXOkliPDO0GSaGicAdrZXIqo0kN+qI1gsRkQmUxirTZgrLEiJ/XU9NyEFNeWGYAqmwBzwvikqkKK27bOgzGyBn92H6m0mBHb/9xOUOcxTVUuJOLjYUx1M85nDdWrsZpqOdb/GAajk0w6Sjg0hAJMhU6dVWIJgpmTC6DX2igsDxKcxcwZmkQndDaYy+UzDIy9iCktDDk0kZUUlDxD47swm8VCrqACndaKTmumel0L4b5pUn7xncwGcdOOxidJeCMopgQGvfh+x/ofxWZuKOcnCpnlXAOUkszSYixa1+sMmJ163vb1dThcLQDo2iE5GSU+FWbSfxy9bMSgc3H8By+x9K4LabhkZoG/8vpmkuiR1Kry3FyJmZs8FQGpwFD4GaoCXdgbq2lru5BsLoF3eu4sz+w6F5gzGd3k8xnSmcrjtGWN+C22fe8EigJt6900LrEgSTA+fQhrtZY33fBvxJPjuK94jBe+fwJ1116Mqjoaa9bQePkitI0Sqlwxcys6f1aYwegirxPHbfjUTMNFkqSZMOnIKHmpgKu6HXObB0O9WBjK0QixiRacmXtQcjra2leK3+oME5RDPQ8hIbFiwV9R1WQmIwnEEDo6Us63OhPMmRMChIT1vZW/ZXgIXc5NuE8A4KRXLCTnA3OOGjHD1Xy+wgd/tQVXy8yiamhgG2q1AWnQOS8zV8qa05Pi+HY/4y+8g0xuggN7f1jxvOhw8RhscpDPZ/FPn8BTND/JZBMMR55Ef/njHH56ALOpAZ1tiiO/n6I/5CQnawhvP4xz82EyWkCnJ9nuJdPsL8uc8/ks3vED1BUllgBGY9HoIjRB1dKZBo+p2P13nNdEMj2F2VKHLyT2eyYeYs+LX2d0ZBcFKYv+tBt5XLBnY5MHeeDOnSiFAlX1ejAo7OHfCC8ZJ4eGiWmxyC3lzUWHAxz70UsseO8GpGKDIJuvXNqZLOK9JXslEIEZ58qelyRhhtOdJR6fqmhoTJ+Oos6l0FXbCIeGRKano40jB+8rP6eUMVdi5uzVOroudrHmutqyGYneFIJs0RXWPICRBEpe4d33buaCWzvY/WA/vqEYpnoBxlPeMKGjw4zf142kqEjJPnq2e5k4EeKSu+YuHyf3DOJYVM3GO5aw/QcnGDpQuUj3D8VIK1qkRKW52oljvyRnHwIJqg2XkgqI/WjOtzM+fZiB/XvxHxlj+KnjPHrFd0mHxDmqKAojh/00rqgiEhJN0ZIBCjAna05RFPTZKJlksdngPUI2l0AbdRA6OsLmW5pQYuKaHAiK831g7zSfbPw50vQko9v7+fyq3/CN67fR33gxmoVtNDRtwGB00ntCSKdLjS5Ph5XJgJh1zlj3MjjwQsV3rl1sY+JEGEVRsC2duRbGCwZ0Tj82R0v5mlNVbyCNDkWSyfnCVDkWYuytRzl/P3rbXOZ/vpr0H0cla7BqxLGg0hW9ESYSfHbZr/mXi58kOp3EU7OcvArM6hoKYTsZx8xaZd29d5CejvKHN38Da5WqgplTa2RqljjRkMXVPAPmqha4WHCBkwNPeBk7Ga1wsuzrEY3K6an55eh/TvVfllkqivKMoiglzn43UDoargd+rihKWlGUAaAPWFv8r09RlNOKomSAnxef+0a9UXOqBOZm31D8gzEsHn2F1v1cZTF6ePf1v+HWax56TWHn5YiCgacYmtiFQWcvZ/f9KcrqMRCdTuE9GS5r21+vms/RWluargAAIABJREFUMhgZwmauL3eaz1VmSy3x+BQNK23UKW8moepn+2MiWNtmayI0nqjImCvVfMHhpUrKPjRJB4oCZpcBi6mW6CwwJ0kSS1e8k6GBF0RWWrFGh17E41laMTs2NnWQAlnyw21lN9QSmFMVWbPSvImtxMzZWglHR8vGJ2e6S65d/2ZQ5XjhsV8BcOyQkGXIPeZKqdNYuGIRK0syi9uuoWfwd2h1YnE8PdlNXgX5Qoa2+s1n/Z1NZg8SUO1YRKpxvOxoGTg2gb5J7CfdrO89MvEy2VwCp1oAW2N6JbKkon90+0xXXmsoA/aa9S0AePcUFyBFA5JAsI+EN0LBlMBsqSGXS9M79AxL2q8t39i1diP5RJr0dBQkCY3NiMFQRS6XIptNkomHQIGCNMs0xi7AgFwtmJTBA/vI5hKoChKFaS26KhNrP1cZcN2wzEHjSidplZGp/SPUuVfiD/WTSkeYOhXGtHSYeGoS/b4m3Oc3lQ2KhiZ2n/V3BeFkqdda52VFzYbiwvwMqWXTyipUaomX7hcL6Na1bnRGNXUXn6T+439D1fs/TJIkq9bciWnFs0yGXkK94BhL29+CJEnIahVN72jHahZAtxQcfWYZTW6ysliMhU7NlXsChMJD5JUczesu4Lr+byCrZJK+GIVEigRGjjw3hUot0b5wBRLSHBOUwz0P01K/CZulHkmSUFnNgn06MkK6HBheCcbk8eJMXHaG5VMUhXBwEJO2jnDfNPFgBjICLMwL5hqFZCuX87HqhpaKvw2d3obbeh5SXjUvmCtlzRlI0r1tmujgcmprN/PS9i9WSP3KzFyjg6C/j3w+g9sjmLmpwAkUFCRjnKMDP6PK3Yapepojv5+id2+EXGsH6pEB5BU7QYKskkKK6UhedrgM5qa8R8jlUtQ3zgJzRWauoE/OYeYALIsayRtiqLNWpoO96HU2liy5id07v0b34QeRJBX6YQ+mpIJBrufovp0cenSYnM6MTpdg+v1PcVL/JIO37KRtq8TB3wfQOYxlE5R9XxCMzJp/2IpsEdfeuL+SsSzJLAuWuXE/JTA3dkgmKRmJ92Qo5LOkUjPuw6NHAuhIi1iW0CB2RxvLV72bwdPPl5t5gfBp9ForRr1oLkiSxOe3XcjmmxvR2QzonSZsLX5URXHG8OkDaMmy8qZ2XC0WtnxkCbl0nvBgEGureI+kN8Shv3sIrcWE1d5EKDjItu8ex1SlY81bK0cJFEXBu3uQ6nXNvPmfV2OrNfL9tzxHLDADYMePh0ijI+OPlt18C/kc25/7DAW1BSVloMaxmkzYTSGvpsoktuPlHf8BwMZ7bmRq7xC/ueTbJKaiBEfjJIIZGldWVTQ1S3Vm1lxqKoKcSRP2i2t3yY3ZYW0ndHSEZZe4+dC3xVrjgc+f5sG/7+a+9+0gGcmSV2np2OjBXm9EVsl0Pz3GE188jCyr6Fx4DX29T1DI55jqiyLJEvYGDY8/KlQmCgXuu/8S7v3+Wo4e/Cm5XJraxXaS4QxhbxJb1wyYC6d0qCzT5TlFAGe9HpDIG8wo0SjxYR+2l5YgGZP09t4355iar7y+Y7gcC0iEJ4Srb0EcoxMnQuRzCqf3TPOlDY+T9jtQVBJSWk1usINA/mD5PSYPeWn94JX4dp1iUXB3BTMHYG2wIqOQCqZITYrrqL7axuo31dC/P0Q8lC3Py0Uj40xOCPb2fxOYU4BnJEnaL0nSHfP8/b3AU8V/1wMjs/42WnzsbI9XlCRJd0iStE+SpH3T0/PfzN6ov/yy15vIZwvE/DMn6/RAtKKb+2pqacf1WM21r/zEWVXtXILd0sTJgScZGi+Ghb8GMPjfLYtbT2RSMHOvVWL5SmU116HXWueAuVcjsYQZuU4yMcVdX/4MUl7PgG87Kizo9FbCE4lyTuDsKs2RnQnmstkkWU0Ms1owQ7ZaAzZz3Zxg86Ur3wnAscNCPloo5Bkd2TVHYjlcXMjnhlsJjlaCOQBjrbUsT5oN5hQU8oUs65bNZXCvePtNKFkdu3c+AsCo9yBSVoM0aCQ5PWOfXWLmZteS9mtJZ6JEUkVr5Mmj5DQCFLXWV876zS5jUd7iNDWRME4SGB0iE0sT7ptGWyNYT71u5rNOjTyPhEStTTDIJrOV+urVnB7dPmP7r1JhM4t/u89vRpKl8tyc3SLAli94ivhEGMWUwOKoo390O5lsvOzOCaApGivEBqbQ2AzIKhm9odhJTwYJBk6hykMqP7PINhndqFRa8hbB/AycFE6baV+I3ISaC758HXpH5XEjSRI3fOF8Imkt3j1D1LrFjNKE7yiTpyKY1x1FJWuR/uDEc34TDmszFmN12X32bBWOjZ01g9NUZFniZ5igaPRq6pdVkY5lqV1sx2jXUSjkMV58L7mgC1kDP/zFFgKqELJsx37DvUjqPOtW31x+j0RiEoupFp3GXI5uOLOMJjfpbBBZqyY8D5gr5HPlmSq7dcZ6vmQTnsDIiR1+XE1GDHoTVfa2inPd6zvGpP8YK4uZdwAGj5ksagKHhmYCw89g5nI9gvEJJ0bLM3ixmJdcLoXN1ky4b5qhU8dRO8W2GWvnAXP14hoTC1We2/H4NFOTR3EUBOiaD8yByJozymmGuyPIKpktV32ReHyqwogjOhxE7zShMemYmhQMrbtGMHMTRcZWTzXZxU+gk+vRO6fY95iXiC+D9cKVKLo4SdMEKkk0TCzHO0nVDOANiNiIsVFx3M5m5nR6GxJqFOP8YE7dYkcxpMlPqPAFe3E7FnDJFV8in0tzeP+/U+0+DzmjwUQcfW4BQyMHaVvvJqZk8V75A2KNgywevBokicIV38V7Koh9WQMTO/oJn/Zx8t5ddL1/A9GYRDikUEBi4qCXqG9mZkyrskBepmCcG/dTkllqNVU0XLoAdaiYNTdLajlyOICWDJ7lNYSCA9gcLSxfeRtIEkcO3g8IZq7K1nbWTDZrqxONawpJAa3azIkDu8gj07ROAM26JQ4WX1aHEotjrzOidZgY+dVexp84RNffXYfD2YZ/qp+Djwyx6b0L0Boq1R+RAT8pX4zq9a1YXHru/MWlBMcS/PidL1AoiMbSxAkB5igoRIcE8D9y8H78vl7yOg25voXo9VpQVGSCHozmONXOLvr8z2LrcLPyY5fypsc+QKhnkkcu/CZ9z4lmWMMKJ+HQEDqdtUIxcWbWXLhbLIFjUXHvGRkWJlWexqWEjgrFQHWtWGssvaaFJ754hLGjQbJaM4uvaedDv9jCRx67gk9uu5qN7+5k9wP9RKaSdC66jlQyyMjwTqb6IjibDTz56LvLrLxapaOmczOZdIRHf3Ub3/mXJnC/XP5NTE1O1GY9arOeUFBB0U+WM+YA7DV6ZBlyehOGQpxDX3sO/Zib7NhC9uy8h3xurnz3zJr0H6PG2cWU9zAaWVuesZw6Ja45d/znxSSCab68+RHyskI+mYLxhUQSI4QiI+RSWbbf9TB773kR+6al2H19mI7vrfwQvRYF6Hl+jORkGJVRh8asZ9WbZrIxSzLL/lPFPGFJwjc1N67pz61e7Qp1o6IoqxASybskSSrrgyRJ+nsgBzxYemie1yvneLzyAUX5N0VRzlcU5Xy3+9XnV7xRf1llnyc43DcQxdX6xw8ulySJxW1X0zP4DF5f92vKl3s9yuLRM90fJRnOvCbzk1dTkiRR7eyq6Na/JjBXBAbR6Dgmk51VS98KdVPEpyw89dUjhCZeGzMXLlrYO8wNdGyspnaRHYuplkiscsHnqBJykqOHf1oOAs6kozQ2VQKi4Yk92C1NSAnHGTJLwbaVAszVBk15wVnKRWqt30y1s3KgHsBgNOGUzies283gvmkS6lMYMy1Iikykf2bBHR8LYaqv3F+dTVtQq/WMh8TNYmryKIpOS7WzC5NxfiksUJ5VsOjEc5IN4ww90Y1SUFA7FTRaE7JqZjHTP7KNOs9K3DWC+THaNLQ1XMiw9+Uyg5eXCliLzJzWrMN1XgPDvxPbVVWMEAiE+olMeEFdwOZp5MTpx9GoDXQ0XlL+LK29BOam0TpMxd+o2ElPBvD7epELEE3OkgnKMlZbI8nclGBHJ4T8Jx30YzJUs/g988d+LLuqAXNHDYVkBn2waMs+dYjJU2EKrXtpMK5DTmvxFK3Im+sueEVmLhSdmzFXqrMxcyDm5kBILAH2Hf8PcqZ+Ao/fRvvkL9my7v9wuPcXRBxpcjUB5LzMwRe/w77d32VibH8xX7AWd9VCpgLzh3kbjS4SCR/W9irCfXO3IRadKDOeDssMmAv2iN86gZFMMo+nVewj4V47c64f6nkISZJZvuCm8mPWRht5VISPjZZnlM50s4yeCKPO6MlJ+fLCJxwsWvHXdJJLZvntnneR/ZtvkVh/Gu08WWZGoxMKEt7cUfZ231d+fHhgOwAGXxuyRoW5cX7XYGuLE4MsuvnOBgPNbZtoX3A1u3d8lVRSbHdsOFiel5ue7EaSVbhcgunw+rpRq3Rcdv7nUXm8TE6GUVR+8gUBegwLm5jYchxFhpWdfwWAXVqEVrHja32GfDbP+MgeTCZPBfsiSRIaxQKWdAUQLcksU5IAUMlTeaaDp3DZO6lydrBq7QcBaFt0ObJOg4UY2ZEGJOc4F3+qlpr3/zPJ2kG6et9H08G1LD12PcHCQQyXP0kMM6HeKXZ85BdIKpmVn7qce9/1BzIaM7KzCimX44srHqZ/lwBk6VAaKW4kp50rc58aEQBj422raH9fFXJcNL5KIA9g9OVxVBSwLLCQiAvWxuZopqX1Uo4evB+lUMAfmsmYm3f/tblQTF7Iq8DfRM4yRAITUf+MTG/tzR3IKCQmY+hrbAQPDmKod7DgI1diczQzPdFPIa9w0Z1zlTKlxlT1uhbxu67z8I5vr6f7qVEe/2fB7owfD6F2imM73DdNPpdhx7bP4a5fSUYKkO3tKs8npoO1ZBliSeu1hGyn8Fwhrj9NVy7h2qfvIjER5sDHfoqWNI3LHeVYgtlg1txamTUXPiYAWyzpAmR8U8dRawx4Fi8j5Q2Rmo6Qnhbg5vrPLMOqy1DQaAkGFdbfWDnztuXuLnLpPNt/eJK2jitQqbScOvkoU/1h7Jf+jBPdv6CmeR0mg4vO5ssJpsb5wEeO8453PY1WZ+H01PcAAeYkWca+rBHrojriUT+KnKhg5lRqGVu1nqzOjIEkPT98AYDswFuJRkbpPvwg56pMNkEgPCAM2MYPYta78YcFszzVF0GtU3H+W9v49EvXoq0TIFvJBXFqhLR/YHwn0/uHKWRy1FzQysCLo6SNduq9Bxj+5Z7y5wQns2hMOo48MUJqMoy+OHvZvMyKs0Ec1yVmrr/3SSzWeurq1+D738LMKYoyXvzfKeARhGQSSZLeBVwD3KLM6I1GgdkprQ3A+Dkef6PeqDl1ZnB4IV8gMBx/1eYn/91a1Ho12VwCBYWWP5H5SaksbgP5YkDw7Cyc16uEo6VYkOULOcLRURzWllf12hIzF4sKsLVu+e0och6N28Cv/nYvgeE4ttq5ttAGjwVJloiPVYK5Um6YzVLPx56+kvfefyFWUy2R+NxLw9IV78Q3dZxJ72FGhkRH80xmbmhiN82167HVGAiNJUjHs6TjuTIzZyoCOGu7q3zTrXF2odNauHD1x876vdesvwGVe5If3fUwct0wtU4RSRDuFzfpTDRFNpaew8xpNUY6my5jeGovCuD395KRs+eclwPQaE2oNQZ0aJElDalmL/2/FJIQ2Zqv6P5ms0mGxnfR3ngJthJotWlob7iIfD6DN3Acm6OFbCFVZuYAOt++mqmXhwidmsJZBHOhyAihqeIgv6uB46cfp6NpCxrNzD7V2AWAi88Cc3qDAHOpRICArxe92kwwMliZz2drJBIexrmsDn+yF0PeCfok7ZddMK9FNYiF8kWfFkBv/z1DGPVVjHoPEs6eJKsbxxMUN/tSMHhT7XrBLib9874flALD558PPRszBzNzc23rPGSyCX638x+o0p1H/PAG3PUOrtr0BT5260Fq3MsoqMBSqGfw9HM8/fhfc+/3z2fKewSTuQa3Y8E5ZZZKIY95oZnQrJm5UkUiI2VXUrtl5nYa6plE1qrRFBeq1a1iv1Q7u5gO9pLLZ1AUhcM9D9HeeDEW00xYs7OzigISSiaHb5eQUZ45Mxc8MYkpX0NBBu/4AfGZAQHmPK1LKOgyBDLHoCAzedNTPPXiP1BQKt3/MrkESYOKoZrdPPz0e8nlhOpiaGAbGq0Jpc+Gtc2FrBJfMJEK8uSOv+Pplz7LjgPfxtd2kExnD4a2o1St38fOg99F7anFL4f4zoMXMBXoITocwNIkjsWpyaNUOTtRa8Q54fV3U+1cwqZN70aKVzGeFEydzjaNwaIm4o0RWDOAKgsXLPkQAKo2PYvc7yLXPMrJ3Y8xPrqHusZ1c9gnOWlE7SlUmNqUmLlISDSsQocjhCJDuB1iLnTTJZ+hfcFVLF35TsxtbmzaJOEjTiRZ4ZnxG9A1nKbmoWtp115OaipCa3YTqxbfgm7LY/SGxfEz9MQxln5wMzseGGJwn481/3Y7G37yPvG98km+euETPHPPUVL+GHLMSFYOcWad2tNDIWXEtfUIvxi/iZxR7BffxIyQauqIYFzlOsHA2Iv2+8tXvZtQcIChgRcIRAbK83LzlbXNSdY4STboJnrCha5lEoPTUM6aA/AsqiKPzOkdY8SXBvCvPs3yz92E2qBluttAQQ6w5WPteNrnZr9N7h5EbdSWQ9sBLvrAIi64rYPHPneQI0+O4D0RomqxaJSF+6bxThwkEh7B1bwagFzPEvJFI45crJ5o7DQ1ifNBVsitnXEgrdvcwfXPf4R8IsNC9WnI5SoCw0tVZuYGxPUk1D2Kxm4igx6NLK7hVc5OHMtFcyB0dKTMjj/y+W5klcT/2XEV7/nGCja+rbIBVbfYztKtDWz77gkkDLS0b6H3xG+JWx8gX/M46zZ+AllvwGXvZFHLVvyhfnzhfto6r2DJsrcz7TuIoSpfNkFZ+6PbWfWd91DQiwbAbDAHwgQlJelRC/9bFCQ08qV4alawa8dXUArzu33CjMRZK2mJx6dw2lrxhwSYmzwVptGVIBtNUbPAxo0/FNdmlZShvqkercbEwNiLTLwoZjKv/u0dXPS9t5NIyqTR8tKt38e/T/xtejCBo9XGwJ5p4iPBclNKkiTW3VCH1a3D2WAgn88y0Pcs7Quuxu1Z+r9DZilJkkmSJEvp38AVQLckSVuBvwWuUxRlthD7UeDtkiTpJElqBTqBl4G9QKckSa2SJGkRJimPvr5f5436S6kzmbnQeIJ8tvCaZZb/1epouhSVSouEVM4r+1OVxTMzs/V6yyxBgLl4cppYYppIbJyCkn/VzFwp3DkWEWCrtX4TqoKMXJdg7TuKg+/zyCxllYyxxjqHmfP7xYLQ4WhGZ9KgNaixmmtJpcNks5XW0ouXvRVZpaH70E8ZHd6J2VJX0SGPxL0EI0M01a7DXm8iOBYvZ8zNlllCpZTLbHTzz3cFWdZ5w1m/98rl1wEQdj2ObEyweNVm4ZpWBHNnxhLMrq72awnHxynIkJMKFCi8IpiTJAmTyUMqEaTefR7pFi9DT3QjqWQKunQFmBuc2EUun6aj6VLs1WIBabRpaK3fhITE6ZHt3HL7dhRlhpkD6HzH+SBJ9D64F6u1HqkgXESjAbFvM2QIhAcqJJYww8ylJsOzwJxgQ5KpIAF/LzZTHdlckmhiRqpltTURCY9QtayOiGYUBsVxXrPo3D5YK29ZiiJJnPj1SaodyxkeO4i66yAgoTvQiK3Tja64Ta80N5fPZ4nGJs4qszwXM7fsqgYWXlzLsjc18of93yASG+eqDV9FrVXRXAwWrnUt5cPv3Mk7LnmEj3/4CHf/7Th//TdD3PC2h7hg86dYve5DuB0LCUWGyOZScz6jNH9l7NAS7vPNWSBFwqNlpzfLLPl4qGcKW4eL6g6hXCgzc64uCoUcvuApxqcPMx3sZcWCt1a8p6XeilJcCnh/f0yAQusMeE8F4iSnolTpOyioJLwTguUIFZm5uq4VpJsmQSpgffBaqofX89yeL/Afj95EOiNkyP0j2/n6/ctJGXJoEwYUlHK249DpbTQ2byZ8KljhZNnd9xuef/nLPLvrc/x2293s0X6Nyfc9Qc2HPktmzWd45Pm/Zs/xn6AY9HhDJ/nd859i2rCTRFs3xw7/JxNj+8rmJyCYuRrXUtQqLfWFt5G1DZGXoXFVjEWbnPQOPkvenMI8biX5nFjgKg0FVq6+Aylq5A8v/gN+X0+FxLJUSkiDZK80gtCZ1KjUErGoAAGphGgOyuNm8tk8JpObt9/2JG7PEiwdNZiJEu8W+z+Z9jN13ycx7G/EUG0mORFCX23jhi3fxaiuJXnVv4O5gNqgoeb6NTz62YOseVsr6961mJoNIpPuqg+1sPzaJh7+xMs89Nc7kGJG0kqgYhvjwTSTA8NoVE4C6W4UFNIXivP/2DbR8EtGMqQmhLGM4hDMXil/bNGSG9HprLy05xvkcincVQvn/DalsrY6ydtDKGEPmngTeVUYW1OyAsyFvCnS6Jg8GaKvaztjbzlIy22b2PXTUxx6WJwvl/1t9bzvP7lnEM/5TRWAWpIk3vn9jdQvq+LHt7zA6NEgtSuq0Zh1hPt8THqFoZI/PozN2EzB7yETF/vRbGwnl00S3RVGFTLhNe2v+DxLZw1Dug7UhTTP3fYfFYHhpdI6TKgt+rKjZfjYKPZlDag0KqR8URniXFAOeA8dHSE9HUU26Tn0+BjXffY8Ota5uOajHWh0c91vL/toF5HJJHsfOk3nousIBvoxrf0lVZo3seXKr+ILnsLl6GBR61UA9AwIaWFTy4UohTw1a70zjpZdDUgeN2pbMWPuTDBXbyAbE2BeTY6crMFabWTDhZ/G7+uh5+Rv590vAMNj4nq843d/j9HooqXxQpLpEIlkAH+3F/vYcQ5/sxitUxDSVVUeFl+Xp7l2PYNjO5l4sR/HomoMbgtLP7gZ5+1vJoKFXKbAH97yLbLpHL7hBE3ne1AUCA/4McxSGLzzy138y/5LkCSJ0eGXSKcjtC+4Cnd1F4n4NPH4n/dY16th5qqBFyVJOowAZU8oivI74DuABXi2GFnwAwBFUY4BDwPHgd8BdymKki+apfw18DRwAni4+Nw36o2aU6V8qhKYm4kl+OPLLAF0GhMLm6+koWYNet3cLuAfsyxuscjVGlQ4Gl//71s2QQmceE2xBFCU/0lSmZnLpKNoUwVCqQmu+1Ytt/1oE+tubp//tfNkzfm8oqPmrpnp6FpMYpF65tyc0eikY8HVdB/+GcODO2hs3lTRIR+eEHKL5tr1IqdwLDEHzJWYudK8XKleKQ/QZe/Aqm9Cd4GQhLU0r8VcbyNSAnNjZ7dkX1wEQ1kN5IrKyHOZn5S/r8lDPD5Ja+NG0s1TZDMp7J1uMplIRcZc/8g2ZElFW/1mHLXi2LE4tRj0duo8Kzk99gcSqeKc4Cxmzlxvp+HSBfQ8sBeD0YWkQCw5Vd63E8Fjxe2vNCYpgTlgRmZ5BjPnLMs2T5efa7U3EY2MYVtSRdYdQBsT51V5pu8spdZrsC2oRpuOkuyvxRc5hnb5fmqtawnvCuE5f0Zu2FBzPrKkKs9OnlnRuBcFBftZwJxWY0Kt1s/LzDnqTXxy29VoquJs2/sVlna8mfNWXcaPx69i1dUzMxmyJLN61ZsxmezCitzexJJlb+XSK79Cbd0q3I4FKChlZ8PZZSxKb7WNMvlUltgZTHYkLJg5q6kWlTwjsw31TOJYWE11m9gfnhIzN8u99nDPQ8iSiuWdb6l4T4NLGKAoQKx/Er3HWnFeBU8KQO5xL6QgK0yM7xOfGRrEZK6mqq2edJsXFAnzYC0rAh/g+ku+ybH+3/Ldn2/ikec+zPcfvhhZVlETbMU0Ka5pvlAfsagX3/QJmlsvJtw3jb3TU/5cX7AXWVbz5btTfO5DPt674vfUfesmYj/8KEtiv+Qf75zgKx/N8IlbDqAqSBzve5ToFU/RY/xXfvOLm4lGRqlrEO6uiVSQcGyMGqeYy7t4010oWQ0pPVz1CT0f/NF5hGoeQipA9cBier/0LKqElmxVEtfiJvQvrSIQF+dD/RlgLhVMUAhqKBgrzUUkScLo0JFIivPJeZG4rh352B5+4vk0z77zfvp/dZBCvoC5oxp9NkrB72bj4k+zueYBCidFnIeUzZCLpXBd0IlBZ+Pmax5ArvITuO0g67/yZn728QMYHVpu/o4YB9A7zZjqbET7pvjQr7Zw01fX0P/CKHLcSCpXyVhv/+FJ0EVw1tbj9YmcunD7CQpA/76TKIrC6NEgWjLCFEZXvI4UmTmN1sjiZW/j+PBTaNTGCvnumWVpraJQFaK5fRHX3iWaY+bW8QowFxgXYE5nLxAyDpPTptnz5C7ue+8OGtqFtDIcHpzz3vl0lumDo2WJ5ezSGdV86NdbUBTIJHLULbFj6xAOrJMTh9DqLAx5d7Og6XJAIh0VgMVdIxjU4f17cfqWc2rs2YoG47bvnSAQ1dH1ia2cfnY/6VS4/LvMPgaEo6Vwew13j2Jf2oir1UIhKRrTTtdC9NU2dC4L4aMjJCZCJNIq6pc5uOyjSzlXdV1RT+1iO89+o5vOhdcgy1oS/V2sXXYP2XyKcGwMl70Tp70Nl6OTk4PC2qK+6QIkWYW5s5+JEzPXmOhUEo1dXPvmgjk9ckysw1TkyRdkrC4ti7tuwlHVzo7nP0dfz5ME/f0U8jPmMnt3/StPP/MJUGDNmru482O9NNSJ83I62EdiSHzeyDMni4/1YjZ6kCSJaOElWuo2MuE7wujeE9RumllbuNa28TLrKDjdJId9HPvm78llFdrWurDVGEhPRyrk4jqjGlejuHf19z6FrNLQ2rYFl1tcI//c5+ZeEcwV3SdXFP/rUhTlC8XHOxRFaSzGFaxUFOXOWa8+1z+5AAAgAElEQVT5gqIo7YqiLFQU5alZjz+pKMqC4t++8Mf5Sm/UX0JpdCrMLn0ZzE0PiA7vn0pmCXDz1Q/w/hufeuUnvs5l8QjgUb3AhizPP0z+36nZjpavFczJKjUmUzXRqOjehsPDaDMgSTL7T9zHhbcvxOKeK7MEMM4D5gK+QeS4DmvtzCKuBDjOBHMgpJbxmJdoZJTGOeYne1DJGuo95+GoNxE6FzPX/trmcSVJomvhm5AMSSRkat3Lsba75jBz5vq5YM5mrqPBs5qsVoA5k67qVWUemswe4rEpmus2oKhzZOp8VHXVkkqFKhw8+4afp756NXqdFatLx98/uYFL3iUATlvDhQyN7yIQESyI9Qx54YJ3riHS7yNwYBIVMolUsByaPeDdRZ175RzgU5JZAnOYuUCgj2QyQK1bMCIlu3IQMktFKZBv96Fo8jQsF4uzknT3XFW3oQWrLsPQE0byShpV7RiL6q8mNloJ5nQaE7Xu5QyNzw/mZgLD5wdzkiSVs+bOVs++9Dmy2QRXb/4yABan7qymD/OVu0osEuczQTGa3KS1MGj8PVAZTwACzClqmSpbS/mxQi5PuN+HfaGHmvYiiCuCOU/VIiRJxus/xqGeh+ho2jJnVlPnNAESKUQj4EzzkxKYq20WC8uJyUMohQLh4AB2RyuyWkVukQ/NlAdtUsJcZ2fzqrt53w1PEAgPsPPQd9iw8i4+ftthHKomQJyT/nA/Q0W79GrrWnKJTAUz5wv14bS1oVbrMBmcNC1ejW6kGs2pNlqaVmM11SDLKlyexazouhm1wY75u7dw1cJHuPPuk9x590nWbfg4MBPPUFM8LpdetJj84Y1ktBDLnGKo7xCqjhPo0rBg6bXEB6fRhoykjGEMLjOWoTVo8w6QJGob1lT8PoHucaSEnqw0dx7N6NCRSk8iy2qa3y1Yq6u+dTetb17O8O+O87ub/p2+hw9gafegUvIYDBI3XP0ldPFV6BAgJzUkjoGay8Tvv6jzYpwTtxBu283e4G6GD/q59QcbsbhmFB3OZXX4j44jSRJbP7mcDe9oRooZSab85DICrOQyeZ7/1+MYPUns7lq8vm7aGy+hIOXIyGpyaS8nt02UnSyNdXYi0RHUaj0m8ww71tl1PSl1nhbPWoz6+ecdAaTqNGjy1LhaWX2xaGZp64aJTM+YZwTGU8gqmRW351FkwZD95xd/Rv2yKt71XdGECBddI2fX9KExCpkc1evmv4952q3c/sBFaI1q2jdUl8HclPcwZlcr6UyURR1XojOpiflSXH5HCxuvF+MV/skeFniuJJtL0Dsszst0PMszX+9m6dYGLvrK1TTdIj43MzB3SW0qxhMkxwJkI0lsSxvwdFjIhMU5WuVagCRJ2Jc3ETo6wujL46Ryam79wUbUmnMv0SVJ4rKPdjFyKMDEIRUbOp9h8uEPU7PAVZYxuhydACxquYq+kW1ks0l0Ogs1tavAcYzwRIJEWOyD6HQKtd2HVuNAp6+8DthtCrqCGHsRVzsFS5UGWaXmwi2fZ2ryCA/99E187xsdfOXzRn7wrcX84FuLeOaJj6AyWnA7Otl6zb9iMDhw2gUoGz59HG1OvOfknkHSoQTTwR48VYs47/w72L/ne2gVDYpSIGIboHbTrKavS0cKA3W3XkoOFb1f+Q0qcnjazCy8sBopnZoz+1uq/t4naWzahE5vxe0RTZM/d6nln86i7416o15j2euMhItgzj8ogmarmv40zByAXmfFWGQc/pRlLcosX2/zk1LZLY3oNGamZoO5WWYKr1RmS22ZvYmEhpEVaK3ZwL7j95cDm0uVL+Q4eOI/CcfG52XmQtER1GFzhfvd2Zg5gM6F16DTi+c2NFeanwxN7KbWvQKNxoC93kgykmWqXyywSmDOvqDoErnilcHUmbWw5UpALMa1GiO2djfhogFKaRZwPhc/EK6WOZVg52ocry5e02jykIhP0VI04Em1eHEsqSGVDJVllulMjGHvy3Q2XVp+3aqrajDZhflCW8NFZHNJuvuK8RGmShas/cYVqPQaeh/Yi05lJJWNkMr5UZAZ8b7MkvZKiSWA1jYD1ktgTqezIskqxkcEO1pfuxYJqQLM2WziGBvIPwdA6/li7rAk3T1XeVY3QjoN4zPAr7GYqedZU7mAa6pdz7B3D4XC3ID6kuHO2WSWACaDuwxoz6ypQA+7j/yQ9SvuxHMOSdm5ylWcmZrPBEWnt5E0QG/sWRSUOfEE0cgoikpVMS8XGfBTyOaxL6xm0UYnFqeW+kXiOqnRGHDa2jhw4gEC4YEKF8tSlULuk4j9euYCKHjCi0qnpqFD7K9UIUkg0EeoCObyhRyx6lG0/dVIilJmpxe1buVjtx3iIzfv4cYt30GnMWEyVaMYUug0VnzBPoZOb0Ons6ILi/06W/4sJGKd5f9vqrUia1S47HkWbnBWbGNrw2ZSuRCKLFPXuQKneyFO98LyLOaEX7BOtUVmTq2RaVXdBhKcGt/Oiwf+FQoSVuwsf7twINWEjMQV0axxtNdR3fsWNmz+W/T6yt8n0D2BnDCQzUfnuPqZHFoyeR8mczW+0CksxmoW37iRLT+5lXePfwGVTs30gRGi2aIaQxbXz6gvI9gwIHpsGMeqFvTumcX11ov+iby3jm7fv7HulvY5UQ9Vy+oInvBSKJp5tK12IMdMICnc+4HHKRQU9j50mtB4Ao0thlpvIpkOsbzzLXTWX07KlEdrC7D9hycZPRLAoMriWOAuz4VVKCL8h0ACKRzhXJXWiqaAymfDYqzGqHciVw1XMHPB8SSOWj01lwhpqpJToe8c5e4nr8Bd24ys0hAODc5577L5yfqzG7CsuKaJ70RupWmlCKYPD/iY8h5BMeiQJJnO5i1izTGR4M4fruK8S5ehknTk7UFWXfQWjPoqfvHM7ew48G22/eAIMV+Kaz6zEkmS6PywaEwd+78HCZ+uzLYztbiID04T6i42kroacLdbSU6L883pEtcR+7JGAkeHCaYGsLZU0bFhfjnpmXXBrR2YnTqe/UY30WEbFNS42qxl5t9lFyqJha1byeVSnB77AyCklonCUSRVlokTIby7TjOxow+13Yd1VrOoVKqxYWb7GCpI6LPi/rp0xc189NOT3Pb+F7nmhntZt+HjuNyLsVgbuOnmR1AbLdRXryq/tjRbOTp0AgNJZI0KJV9g9PlepouOr1dc/U2qa1eyb/vXkZBIt0xUMHMWp7jHWVZ2kMBILhilnX48LUbMngBZZ3hOYwqEVH1q8igdC0UElcXWgFZn+ctn5t6oN+r/V9nrjGVHQt9ADHudcV7d+F9alZi5P8a8HIhunse5BK//GMHIEGajp8Lg4pVqNpgLF4NS1yx9L9G4l5MDM0zm6OR+vvXAGh588maeeemfMNXZSPli5NMzsyXR1ASqkBlT7cxF11oEc9HYXDCn1ujpWv4ODEYn1dXLy48XCnlGvXvLM1OOeiGnGD4oZEGl39R9XiO3DnyO2g1nH9Q/W3U0XYpK1lDnFmHM1nYXyckomVia+HgYjUWP1qKf97VL2q8V90EJmmrWvqrPM5k8xONTWE21mOVaUi0TVHXVkk6FyjLLwfGdFAo52me5Tc6ukpyzu+8RJCQsppqKv2utBlqvX8aphw6gU5vJ5JNkpCCKxkBByZclorNLbdYjFRnjEpiTJAmD3sH4mLC79lQvxWquJ3AmMwd0n/6t2N5sFklWlefEzlUlg5PzVixByalQhVpJHSmAJOE6r7HiuS11F5DORJkMnJjzPuXA8LMYoICYoYzNI7MEeHLHp9FojFxxwT+94jafrfRaC1ZT7bwmKN7gCRQZ0vkYSk1yDjMXDg2TJ1eOkoCZWALHQg/nba3hPt81ZTAPwgTFH+pHJWtYOs9cqMEl9mFaFsfuXPMTL/YFHtxOAUILMkyM7iUcHsZmb+GXX/0VijaDcUA0SmZLjZ22VppqZ453s70GSZfDpm3EF+pjaGAbjS0XEjoufu8SmFMUIUN12WfAnCTLWJqruGCrjfqFlQqNxhrBlqUbJ7E0zWWHvNNH0WutFSB+9ZaNyCEzE9FTjGR/gyapobNzK1UrWrF1NWAsOAnHxfFiX+ChsKeaS6740pz39h8dR1MQv1kiUbmQNzp05CQfZksd08HeCnCq0qpxLKnBf2SM4y8L5YmcEtmqUX8GkyYLKIQOD1F7xbKK9122tRVOrUXVOMD1/zK3qeBcVkc+nSs3A9KBOHJS7OdDTx3mpx94kWfu6aZuiYVMLkBOErOZNa6lXLz+EyhqBaV+moOPDNGzbQK9nMHW7haxBLOkhPl8ll2Hv4/H2sH06AEC/rnS4VIFi+AiN2xAkiRqXF3kTaeJBTLkioZfgfEUVXV6ptP70SQaYbKV+ssC2GqMSLKMzd5cznObXZO7BzDV2zEXZ5YLhTzjo3vnPK9krmPrcJMzB8hkYkQyfppqBKtoqzUSnhDMsSTL6HIeFHeE+o0LueOmZ6l2dvHbbXfzbHgrTbd207ZeMMnxpFCqqCIWfveWH5NLzoB6U4ubbCTJ9IuieWPrasDTbiETEg2XKpc4ryyL6vB19TDwyV9SvWVG/fBKpTWoufADizj86DDHnh7FUW9Eq5cZOCwaa9uu/DXHfrSTjoaLUav15Xt0U+tFFJQM2roBxo8Heebm+zn9rcfQ2Kepcs0FxYmDvcQwk9eK60QBGaZnrk8mk5vG5o2sWP0eLr3yy9x086+59fYXaOm8vOhk2TWzzRojVlMtk75eDCRp2NqFxqLn9O/3EUtM4XIsQK3Rc+Pbf4FUKKDOasgsmsLaNsPcl8BcVmPEvqyJnMHCQnqwmvMELPcw/u5nSMzj3trfK75/e6eYI5QkCZd7yZ+9o+UbYO6N+h9bpeBwKMUS/OkklmerPT8+wn03nH3Q9/Uoi0vPbT/axMXz2C+/XlVytHwtsQSlsljqiBVllpHwMLJKw3mLb8ZirOblo/9OOhvn0Rc+wbceXEssMUmtaxm9Q8+WJY5x78wFNp6fQhOxlNkBAKPBiSyr53W0BLhs69e5/a5DFdb8k/7jpLOxslmNvV683/ABP6YqXYVcxdpS2dV/taXXWnjnNT/n8gv+EZiZu4uc9hEfC80rsSxVvec81MXsqs7my17V55nM1RTyWdKpMK0NG8kt8FF7YbuQWRbB3Knh51HJGlrqN87/HkYX1c4u0pkoZqNn3mD4BbesIeWLocmZRN6eJUZOJ2MyuMuL5NklyXI5a05XNcOU6w0OMukokqzC7mjFaW/DH6oEczm1iCxYu/S9xKITmEzVrzivCOBcXo8kS3QsNJLbcS11kfcxvW8Yx+LqOTb4TUVAPzyP1HJ4YjcataEcbDxfnY2ZG53cT3ffb7h07acxG/97sTnuqoXzyiyPnX6sHNgjr07MYeZCkWEx8zcrY64US2BfOH8nvySr7my+fF4ZXOnc0xadMOeAuZOTOBbXYNRXodfaUNQyp3oeQynkmTysY/vjwsdMNyiaMPPNjZbK6hIg2lioYjpwkoD/FHXuDbz82SdxrqjH2irOzUh8gkw2XgF+ACwtVUQG5zqV1rqWISsaMs3T5fiR2eX1C/OT2YzS0q0N0N9OXsqhqFLo8xnaOq4AYP1P7qDj8otJpAJksgnsCzzEx0JkYuk57+0/Oo7VLb5X4gwTBaNDi6L2Y7bU4gudKjtZlsq1vB7fkXH2PjmNgoQhHyMVyxHxpTEbcmjlPEquMAfMaXQqbnj/e5BkhfHIjjnbVMq78x8RTHQqkEAvi2N+/fuq2PHjXkYOBbjo7gZQFNKKADA1zi4WNF+BNmcgURUkn80x1RNAymaErDw4WDFLdeTUrwjHxrh0/T8A0HP813O2pVQBXy9yTkfylGjmVTu7SKn6AKUc/hwcT2Gv0zI4vpMVqy/jgiuuYDpypMyy2+2tZeOd2TW5Z6hCYtlz/Nf85Adr8Y4fnPNcEGAu7/FTkMAfG2RBs9jvs9ccAHjNSHVxVDoNDdWruPOvnmON5kfkI2YiK77J1+5fxtD4bsKhIdQaA5f/6E58h0bZ+YlHym9hLjpajj1+EH21Db3LgrvdSvTARWxa/RMMRYn6/u1RYm1TICtkG+aCkHPVpXctRlZJjO4YoJ5R/qP5Hzn40GPIMT2Z0RwHv/p71Go97Q0Xc7JogtLYvAmQMLaeYvj3p4gO+imkM2hsfqpclXPvsdEgke5hpvBQMIhrfgYNo8+c5MAjg0SmkmduUrmm/KKpVuPqqnjcaW8nFD2Nlix1m1ppuHQB/fvFNbt0nlQ5O7jmxnuR8xmSDWMUlBm1hdUlwFzUn6H1+uXEkxIasvR+4zHicjeKPsu+6XsqHJUB+k89hdXWhMszo5Bxe7rekFm+UW/UH6vs9UYik0nyucL/GDDXt22E7t/0kYq+ckjmf6cuvH0h9rpX3517rVXtXEI07mVi+vBrBnNmSy3x+BSFfI5waBirtRG1Rsfqrndx4vTjfO2+Lv6w/x7WL7+DT77nBOtX3EkwMkTOJaSIiXFhFpLNpUjLYfR5Z4U1vSzJWIw188osQQzdW22VMrmS+UkJzJWYOe/JUFli+XrUss4by1l0ZTDX7yM+HsZ4jkWsJEk49Q3IeWioe3XuqKWsuXh8io6Oi8kYwjx7/DOk1QUKsmAv+ke20VS7Dp3m7MdKe8NFgAiMn6+arlwsFvTTAhzn7XGS6iSL296ELM1/i9AUTVBKzBzMxBM4HG2oVBqqbG0VzJxObyVn0KCStSzrvJFodBzLK5iflD/PpMO+qJpo7wSf+sq9vOvvPsbUvuGKeblSuewdGPXOOeHhu4/8iEM9D7F51d3nnHE7GzN34MTPUKm0bFh516va5nOV27Fgjswyn89y9NSvMWJAQibXGagIDs/ns0STRdvwM2IJ9C4z+qr5j4HSImo+iSXMgLlSRqJulpwvG08TOe3HsaRGHMP2dlR6M309TwDw4vciuDaOY1J5UAfF9flcYM5RK7ZbkzITjI6gAN57Y2TCSS5/8N3l64AvKCIS3PZKMGdtcRIdrHRkBFCpNFjiTeQ6/HNiLhRFKTtZzi57rRFzeiWqHDDtQp2H1o7LAXCuaadhxfmAYHNLQPlMplRRFALd4zgaxTX0TDBncuhAF0RvchKNe8sS21I5V9ST9EbIhJNgt2EiTtSfIerLYFRn0RslVEYdrg2VrwPYeNXV6HU2egefnvM3x+IaJJWM/+g42/b+C3uqvopeK0DF8hvMvOnvV9CyxsXireI8jmeCWEw1mIwisqVO00VeV6DtytHy7J6hWU8yGcA+y37/xQPfxmXvYNXSW3FUtTM6vGvOtpQq4O/FoNQRPS32X41rKTmiqKyBstQyMJ7C3OwlmQrS1rSZ5sa1pLOxMottc7SU8w1LlZyOEjntq5BYTk0KWe3QwLZ5t8Xe6SZf7SOvklCUGXdhWxHMKYpCbDRIfkhP1hAog8l8tsD+r5mp3vdtbrv2l6TSIR7b/jeEgoPY7S20XrOMjretYuDRo+XPMrWI+0To8DC2peK+5emwko/b0CXEqMDx34+x7edTxJtEoyJpC571d5z3+9SZWH1jIwvpQeMdwbWqEfNmPQ1tK9h0z40ihuGl0yxq3cp0sAd/eACDwYGnZhnWhacJ7DyB2qhFWuECdR45XNkQOfWQiCOZpBptXfG+h4X08CTfu/E5Pl79M7608TFSseycbStl2s5m5kCAuSQi/sK9soHGKxYRzgmlj8cxwzY32C5F39OEIud5adfXy4+bq2aBuTcvp4CKmKWOYw/+khwxdKNOppIvcfTQT8uvyecyxUiCqyruAX8JjpZvgLk36n9s2euMKAWF4Gic4FjifwSYi/tEB8rb7XuFZ/7PrlK3PpqYxGF5jWDOWgeKQiw+WbRjFgvqdUtFvpFGbeSut+3gLZd9H4POxoImwURNakROWmlurjS/ZFJ5zvwIrOa5weHnqrGpg+h1tvJ8QImZUxReVzBXsY1FE5Vw/zTx8XBZ4nO26nRdQFVSX+7EvlIZzeJ3ScSm6Gq/juba9ew68kP+H3vvHeDYWV/9f6567xpJ0/ts79XeNe7rCsZgB5vmQCgJEAgQUoBQEgIvEFJ/hLSXGgj2S2jGNi4Y97W9u/b2vjt9pJE0kmbU6++PR1czmtG03R17jff847XK1Z1bnvuc53u+5yRM8MDLX+Kv/62BwcDeWSWWMtqbZDJXW1qo1Kjo/L0NZMtzpLQzTlHKz4gkmApN2QRlKpmTg8Nl2ZDT2k4sPlSx4E9nxsmo8ji0PjRqA/GJYUwL6JeT4d7QRHDfIA0r7agKWZL+8ZpkToSHb6uKJ+gdepafPvYhuluu54bL/2bO3zHq3eTySbK5yRX6UqnEgRP30d1yPXrt+cufXfZukulwVR7e6YHfkkyHcWjrMagsJOuGiJ0OUSwICVp8fJhief5hr5JZjmLvmXkPyVjZeRs37/w/rO25s+b7Kr0GlUGD2WfiMCvQblxFIpJhbCDOsZ8fh1KJnMbIkUeHUKXqyRWLZMuRAy3LVqBuP01z3Vakcj/NbH2jAPb6VgCUCTWlUgGFykjgvijbv3obzpWT/ZAymZNdUWWYWx0k/eNVMjYZhkA9qTr/jL7diYSfZHqs4mQ5Fa0rVmGeAFMmg8XYXbVIJBPm6MRApdc2eqKazCWGomSiKdydopKRTARJZ8b57Ytf5/4n/4zhhq+SdE1wKCD6RKdX5pxrxD3pdpYwtnswEWc8lGUinEVDBmUug+fK5Si1MyvqSoWKruZrOd776xnVB5VOja27jtDBQZ7a+/cEHS+htYrnZyIe4M1/s4nPvPAmsjlBrGIpP94pk+2ezmuRiiBtebDSuyd5xLNPrsz1+1+kb+Q5Ll//ERSSgoam7QwNPDdjX2SEg8cx61pIjU6QS2Qqv6fxir65bLpAfCyL5BWT/7aGHTR5BKEeDAgHVbujg2QyRDo92Xst98t5pzhZRsLi+unvnVm1BHGNlurHkJQmJElBU1kKbPMZyCbzpCdyDDx6HEXERpEc41GRvfnsd08yNpDg1s+uZ033W1jbcydDoy8RjfRiKccSONc0iCruhBj3jK1u4i1BgttPYl0pri9XmxlJEoHZ8bEM377nSdxrtKS94u+K6xZPKrbfXo8E1N15JTf//AMktQHcrh7a37IelVHDse88z7JWIS2sSC1br0DhOk5puJ/2N68l1SrIfd+3z1bFopz6n724NzZRNJjJGy2gVBKkDi0Z/uT+q7jlM+s4/ewoz31/psw2EDqMUqmpmJ7IcNk6KegjFFV5XGsbaLp+OTl3FAkFDttkG8TIM2cw3y/I9m+e/FxFyqtUKTDa1EyEsrg3NJFT6sgbLaQbxNzM9attmFXreORXH2Wi3BYy0P8M2Wyczu6bqvfld8DR8hKZu4SLFnJe2Znng5SKJZytr5z5yWz4XSFzUx/c51KZAxEcPh7rr2TruB3d/Nl7TvDxd75EW+OkOYnL3oXN3MxAUkyuK2Su3L9k0c2c0FuM9UzMUpmrheHgfnyuNZXVNp1Jjd4iJkAWT+0+tvOFzm5AazcQOyXI3FwVCYBVa9/OZTv+bMHOh1MrczZLEx+5+zk+dudzmMdh+7L30NVyLY2eTaxb9rY5t1NZdZ6lMgfQ847NKMPifsuYc0go6G65btbPa2pV5soSPke5t8pZfiBHylbiLx//MSVKGApiRTU+MbIgJ0sZ7g1NJIaiJAPjjO4Rk6taZA5EPEUgfIRUOkosPsx3f/kWbJZm3nHzj+aVddbKmusfeZ7oxADrZiFEi4W88jy1b27/iXvRqk14bctQ5ArENGco5LPEB8Qq/fj44GRgeJXMMjCrxBKEw+dVWz6FWjX7faBzGtHrSgTw8uVrHuOjjh/wqeYf899vfwCAH/zlEb5x3UMc/1mRTDEhlKAlBW//jx3E4gN0dV2FpJDQOgyodDOJhwyTVZzvUkxM+IvDFpqvX86aD1fnLgajJ1EqNTOMmcxlifRE/8zKhfKUg6IqW5F1yZAt96dX5gBW7NiABKiNE3StvLHqvalkTu7lm07mwofEGOVdKSTxyWSQfcd+yP1P/ilP7fsHxjRPUlACKFjVeduMfEmNVyyAdK7VTyFzGcZDGTS5OGQyeKdJLKeip3UXsfgQgfDMSahzdT0D4d0VhUOuOYxWZyU+ZZEsmQxSAiLjfVXHx93QhSYLYcsedn1a7GPRIsZtuWfu6X3/iFZjZvPKewBhd5+IB2q6TeZzaWKxPpzlsWH8bLjyDFJ7B4iNZoiMCPKTNe7HqHfjsnVS51iGWmVgwC/InGwWEg5NVrVD+8WioGvDZLV6rEzmBvqeqkkuJUmi6Bsjj4TXtQqdRhDdqfm2A48cQ1/0VbaXzxV54MsHaN3sYuX1goQ3ejaRyycJj5+uVCzlhRX5WtHYjYxef4yB2/ZgWCnGSLVWib3RSPD0BD/4w2cYD6TY9fXyWFqQmFBOBpQHXxpg96d/QT49s+o1FRareK5sevdKsrlkOZagE41JS+cd6zn5431YtS04rG1VeXMo0pTq/HTcuYFUodw+8WKGo98RapfoyVFG9/TTddcm7PU6wg1rkO5+G1HE32IoxHnTFzfQvMHJ4/9yZMbx9ocPU+dYVhWlAmA3i0WBYmMGg8cilC6tKXQpJyrlZM/vyNOn0WfdWIz15BRFnnj0s5X3zE4NE+EsxSKMFp0QDqO9Vo0iqUEZsuHOfZp8Ps1Dv/hDoWQ58QBKpYbW9qur9uV3wdHyEpm7hIsW8sB66hkhLbqoKnMHX9tkzmZpRq0Sx/dceuZAOFlOjA9hsU5OuJw2YSU+FZIk0d1yHWcDTyJppQqZi04MlPdlprOgxeSbVWY5HcVSkZHQAerda6tetzeKh+NSVeZASC0Dz/dRzBXmlFkCdPbcxBXXfH7B25Yrc4nE5AQyn0uiKsCGnru468bv8dG3P4/XObc7psXoZddlX+31PjIAACAASURBVGTTinfP+hnPtjZMSnFeS0pwmdvnzFesJbOsVOacQhrnKDuWyY6WLxz6L4waO9mJMIV8lmQiuCAnSxmyCUpw3wDBPf1ISgXOtbVdKeW+uTNDT/HdX9xOJjvBPW/62YLcaY3lfripWXP7T9yHUqlhRccbF7y/c0Gu0MhkTkgsf8qKjltZtfouiokJ8qTJecYq0j45Y06tMqDXlt1Mo0lSgQlsc1TmFgKdywjZLG//5mXc9jcbeds/bOXd/7mD9VdaUdsMfOSRN/KpJ2/mhg9eh6Qoiaw7WyOBuOhJam++AnOLY94FDdnsJp0QY7qUsXDNt98xQxoZipzEaW2fQbxlabP/uWqpXbFQhAPi+dDvf6HqPX94LjK3vvLvrmU3VP9W2SwlOjGA2qDB1GSvTNDHjoyw+9O/4Lcf+BGSUoFv/XIkSUEiEcQfOoROY+ErH02zQ/8trONww4r/wz1v+ilGfXW/7v5f+8mhwmEpYOn2oiZP7OyYcLNMCXfI6f1yUyE77B6vIbV0rq5n1LtXjPNFiYRnoGxeNUkUEvFRigrIFVJVlUujsQ5dGijBqdJP0DoMJLJiPLbaWxmPj7D/+L1sWfWeyjjR2CSs/AcHZkotI2OnoVSirlFMmsfPhDAaXJj0HjSeMpkbFmQuVtpLW4PIEFUolDR6NlQqczKZGwtOkrmJ3jH0HnOld7ZUKjEWOoFObyeVDBMKzjRCSqUi5AxRMupkxTQLhMwSIDKYYPDR4zStFT3D4fAJnv/haUJnJ7jls+srC3KNno3iOOZiWK3iOWpbJkymZGMiQMgnlSXGGyafae4OC/t+2seee89y6+c3kDEdhZKE5YSPaL6fdCTJEx/6Mfdt+ip7//Zhhn57csbfMRWJQdG+4FzmnhlLcM82chNpzv7sQDmi4Dfk8xmaWoRBVrbJj7LRS6Y4BCUJ3/I17P7zn5OJJjlVllh23rkBZ4OeUFhB3FxP0e5EoVLgf+4skiRxzUdWMHwkyrHHq5/bgfDhqsVjGeqMGPsVywT5kySJYnMcadBIITfZGzfy9Bm829voaLqSolbFmVO/rshezU4N46EMY0MpgiUX5PKMG/vRj3ooKHWkhuq44povcuLozzly8MecPvEgza1XoNFWFwZ+FxwtL5G5iwCFfJFCvjj/B19nkKVyMplzv0KB4XNBJnMjr3Eyp5AUld6vc63MjQztoVQqYrHNH2vQ1XIt6UwMxdrkJJkbF2TO4Wyd8Xmz0UciFSJfmL83MRLrJZOdmEHmbOW+uaUkc5YOV2VleC4DlHOBHCCdjE+SuXRaPLC1+rklndNx3fbP0tpw2azvS5JEy9bNFfONNt/2Obensc5RmZsiswRB5vyhw/SPPE9b3TbSyTEiEUHw5gsMnwrXOjG5Du4bYPTFPhwrfagNmpqfbfaKaIR7f/0e+kee564bv4evxmS+FqZX5oql4gWVWAI4rG0oFKqKCcqpgcdJpsOs7b6TZaveikktjmWmabRigiKTOZu5qTKZnM/8ZKHQOY2kwwmu+sPl3PLpdVz70VXsfG8PpUgU37ZWVlzbQPdOL8vXC/JTUkrY7K30Dj2DRm3E515L6xtX03Td3KZNGo0RRUHDuO4AlKBuWyfG+pnXcniak6UMz5YWXOsa2fPFBylkJ+WUyZEYqlELGkwM+KtdDP2hQ5gNnpqmNQajHbXSikLSiCrFFKhVOox6N7H4pKPl0G9O8OP1X+FHK7/Evq88gmO5l5t+/n70TjN6g5NkIkggfBiPcwWSJCHpxf0qFWqbLj33vVNgsZLsC+JYJe6F6FE/yWgGdT6FymLAsmz2e8RuaabOsawmmbOucpNYc5oO2zVo/XXErGcwmbwk4lPIXGKUolJcS1PJrtHkQVEC/VkvvYZHyV7by1BgLyqNAYPBxXP7v0WxmOfydR+ufKfOsxq1xshQDTInV9Lqe8T1M342XP7NlWjqBZkbG06hNEeI5/qqDJ2avJsZGn2JQjGP3dGBpFBWVebGe8NVplbJRJBMZpxVa98OwEANqeXoyH6KCiiq81XuwvIC8sgL/aRGJ2i/aisajYmx4Ake+Nv9NK11sPaWyQqg296NRmWgoBQkF8DW6UJSSJV7c2y8l5xeSLb9qkOTx6vTTCaeo/NyDzf9+Rr6RnbjMnbiootYaogfLPsch7/1NF13CampXKGfDfHBCEgSRt/MWIL6nR1Y2pwc+85uetpuIJtLcGboKfLJAoWkkdiW4/zy+Q+Sa9iPCjdX/tNdpEIJXvj8A5z40R58OzswN9lxNOgJD6WIBTOY6/S41jdVFlY2/147JqeW3/zLJCHKZONExvsqbR1TkR0SC2uqHnEfl0olkroAqhErgd1im5lYivCBIXw7OmhtuJxsIUUiE8E/IhaRzC4N8XCW0d4kEexI9hLjmbN0XXYz480riQwl2Hr5x6lv3MKDv/ggwdHDdEyTWMLvhqPlJTJ3EeA/dv2En37osVd7Ny46WOqEBfrg/jGUKqlC7l4tZJM5ckkx8IwcDM7aG/BagTzALpbMGU0ekCSGBoRsUpZZzoWu5msAyKwcrpC58OhZFEktVt/MiWglniDhn/HedAwH9wPgc6+pel2+Xpa6Mkf5OpivKrFYKJVq9HpHVWUukxKTQ9nN8kKi+8btKMprSrK722xQ2wwgSainZM7JQcLy6rnJUIdaZWAsdoYXD30bhULFirabASp5dIupzGmteqydboJ7B2Y1P5Gh01rwuFaSSIW4dttnWN11+4J/x2QoV0TLlbmBkRcuqMQSxLl1WtsrJigHTtyHVm2ip3UXKpWWDRveh1SETM9wxQRFZMxVB4ZPjSU4H8hkbiry6RyRwyO4N0xWP+W+F1tdN40tO+gdfoZm31aUChU7/+Gt7PjGW+b9LXXJBsY0yoICpXem5LhYKopYAvtMMicpFGz78hsZPxvm8L8/U3l9oj+CVJLwGFczMK0yNxI6WLMqJ8PXtJb27utQawwz3rOZGysKAvfGJhLDMZRaFTv/6a3cM/wlbn3oQ7TeLLZtMLpJJoL4Q4crZg8ldbknMjOzTzZwapyB/WPUbWpk7LAf5+qypO/QMDpSqMhjWdMyryy7p3UXZ4aeJJerdhQc95ykaExTH9uO9nQdUe0pjCZPJVYGxEKRQif+7qkTblnibTraCHkFZ7bcxzNnvk/ImOZf772KZ17+F5a134xrSk+jQqmivmFzTROUsZBYtPB2rEVt0nL027t54QsPoAu70dQNEB2IMjacRtt2DBD9cjKElDFFIHwEpUqDzd7GWHhSnjzRO4a5dbLiLkss27tuwGT20d/75Mxj799Pvqz6cykmq0Y2nxjPgs+KylbzdcuwOzvpPXqAwIkYN/3l2qrzoVAocVrayasmn4NKrRpzq7Nyb8quutqUmTOBSWLZtsWNwa7hvd+7Akkh0T/yPE2erUjjPkoU0a1XcMfeP+Oa77wDSSERryEtnor4YBSDx4xSo6r0nMr3kKRQ0PPurQw+dgKvtBalUsN3fn4bf/ODRsYbEqRbgvQmfk6hrRedugH3hiZWvv8yDvzTE0SO+Ol6m6hAOhp0RIbTjAczWFxavNvbGH2xn2K+gEavYuf7enj55/2E+4QbpxwPM938BGB0dwxFSoOiRVy34/Fh8qU0mrCd/l+L7wV2n6VULOHb0VG5JvIqOHvyYQDMTi0T4SzB3gQlFFh2iUr+8uvegnrjGiKDCRQKJbfc/m3y5fujo/vG6bsCCKnlpcrcJZwzSqUSAy/6OfbQTLvd1zsUSgVWr55ioYS9yYRS9epersmwGAx8q10kw2kmAsl5vnFxY233naztvhP9IomBUqnGaHBXMsWs1vkrcyaDm4a69Uw0nakEbEcifSijpppW4pY5gsOnYzi4H0lSzJiw2V+Rytzkar9xHgOUc4HBVEciPinXkStzS0HmvMuXoygiHDe9G+f8bPs9V7Dh76vlcavXvZO3vfuhiomEcD8UhGXPke+xov1WPG5xjoYGBZlbTM8cCKnlwCPHSIcTc5I5gO1rPsi2Ne/n+su+sKjfkGWWcmXuQkssZbjs3YQiJyoulis63ljJe9y45YMoC5DpHCI6RWZZUkozMuYkpaIqf+lcoHeZSIeqyVz44DDFfLEibwXhiKpSamlffgvb3/DnDAf301pfOxZjNhjNgihYjB5CZTnYVIzHh8nlUzXJHAj31YYru9jz1w9VogLi/cLIo8m7mZHggQqxKZaK+EOH5yRzb737p7zpjv+u+Z7N3FQhc1u+cDP3DP0Nb939SdZ85EoMnupxy2BwMz4xRCIVrDiIFhRhSiWJfGLmGDe4XxC95je0U8zmKeZLlJBInA7gIoyCEq7L5w+m72mtDoOWcSLyAIqUFulZB9o+H3kpTVGlJD6tMlfSqLCZm6tk1bLE22g00fyF32dX7Jt4VU249c3k8ilKpSJXb/6zGfvS0HwZo/795LLVz8Zw+AQmsw+dzsKqP9pJNprixS88yMh3A0jaNPkH/p2BL3wbb9tulJIWn3NSZVExQSn3zTmc3ZXKXLFQZKJvrKoyJ5M5p7ObppadDPTNrMwF/PtBo0WR0qAOTI6lOrMGrUnN+KF+7Ms8mBrt2B1dBEdO4O4ws/EtrTO2ZdHVUVAKqZ4MW08d0XJlrm9kN2qVgSuu/jjDwZcrpkdXvG8Z3/DfjbvdQjh6mmQ6TOYJFdmXxeLgun+5DPe6RhQqJcYGGxP9M11cpyIxGMXUKP6WUPQURr27Skmw7F1boFTi7I+OcN22v2JF+y20HLmF+j2XY42C9sjNoMmjM4hFua1/cytaqw5JqaDjraKi6mjQk8sUGT4ex+LW4N3eSj6ZJXxA9NrJcUq//ZYg5YGQqHTVklkG9w6iClsp2AVJHY2Ic1rn6mHgYfH9kafPICkVeLa24nWuRKe1kjTCz/Z+ls//qwf/yreguf3DHBz8TwD0m5NQlFAN12FvNBIZFNehu24Fm7v+Aq/h8spi43S4PStJJEYZ3n+EZz75v8SHonMe74sNl8jcq4xUJE1mIku0f4Jxf2L+L7zOIMseXBeRxLLjKjG58R987drYAqzouIV33vrjc/qu0ewjlxXX60JkliByrmLm00wExXGLxgdRxUyV/LmpsJhmDw6fjpHgfly2LjTq6pX1V6IyZ+ucJHO1SOn5wmisI5moIbPUXfhAeYPRjSEJpvhklW022Ne2sOyj1T1GWp2Fjq5dVa85re0c732IRCrIllXvqRD/YZnMLUJmCYLM5coTePc8ZO7y9R/irdf926zxCrNBp7GgVKhJJINLIrGUUWfvIRg9ycn+x0imx1jbfUflPZujDbe1k6whTrhXmL1Eo/0UKEyLJRjF2uFCqVHN2P5ioHUayURTFPOTvSrBfeWK1BQyp5AUOG0dhGOn6R95nlKpSNssGYezwdki5Lce10rGYmcolqpbDCpVBVvnjO+CWCTY9pU3kRqdYP83fgNMGqK0d1xOsVRgKCiccyOxXnL5ZE0nSxl6gwPdLPeTdQqZU+nUNSWhMgxGN7GUGK/kSkSuGKKQsJCJzWyjGDoUQZKg/Xrxd0aOBciojeRHw9QRoAT4blgz43vT0d54BSqltkpqmcunOXT6Zzj9axj5bS+6XtHHlSwlyGUTZDPCjTSZGCUnFWaQXbVaj0ZrRt+hRipJNLSuhfEYa5tv4aNvf56//nCkyuRKRmPTdorFPCNDe6peHwsdrxgjXfZ/buNdvV/kA8lvcNPX/wSA6EozeZ0RdesJ1Kec/KDpCzz+vh8SeKEXp70TncbCwJS+ubHwSUrFIsmRGMVcYUZlTlIosdpbaW69gvHYALFIX9X+BEZepqhVo+33MH66OrfQ4VaQGwzQeG150p/wgT7A9Z9cXgkdnwqdwgASxNOT27H3eIgeD1AqFukb2U2TdzM9ZbXD6YHfVj6n0ohKkuy8G7svzdrbhXpBlkoCmJvtxAfmJhfxwSjGCpk7OeP+sbS5aLiyi2PfeZ5rtv4lb1rzTRT/t4XNK96HogTpUdGjqSj3HupdJq757ju57KtvwlAn+lEd9TokbZKE6iAWtxbPdnEv+58Tsnlni5l1b2rmqf84TjaVxx8+jEqpneFkCTB+MoAqbGW8IGTMcv9wx8bLGN3TTzocZ+Tp07jXN6IxaVEolLz71p/QXbcTbQaWt92CWVqNZIgyVPwhdp+OlPksyqCTwV+dwd5gJBPPkRrPcuJHezjx+2OkP7OedChe8/jJjpaHf/UgL//db1igT9lFg0tk7lXGWO945d/9zy/cve/1Arnv6WIwP4kHy2TuyjKZOzQzvPb1AjkfzGB0V6oJ86G7+VpKUoFx12lyiQwTmRFUUeMslbmyycoCK3PT++UAVu1qYMPtrdSvXFgUwLnAUjZk0NeZz3tCXQsGY121zDIdRa0x1gz/Pl+o1Dr0ajNqSY1ugfEJ88FhbadUKmI2eulpuwGzpQEkiYB/P5JCWamCLRSy5E+hVuJaszgiuFBIkoTRIILDl0JiKcPt6CafT/Pk3m8IiWVbNTleu/JukCBQ9zjFfIHouJiQznSyPD+JJZSz5kolMpHJikpw3wBau6HiICnDae0gHD1N79AzSEgVs5mFQpbwtTbuIF/IMD4xVPV+KFotEasF79ZW2m9fy0tfe5RUcIJ4fwSt3UBbmyAYstRyLifLhcBmbiKdiZHOzh/ibDC6KxN6WbKYyQUoxK0kIjPDxocPR3G1m/Gsr0ehUhA6MEzeYEWTHsfBGAWU2FfMf41r1AbaG6+oInPHzj5IJjtBm+oaUoEJlFETRpWH8bSo8stSy3g8QKaQrHl8jCYPKp8gofpWLZnMeFVgeC00NIlrYboJyljoRKWXVoZKp6Z7k+hTHHOnCa3aSLYhxPK1u2i4qouT/7OXh+/6jog98GysMkHJ51KMxwYYL2cOymHz8m/Z7G0olWqaWoXBx1SpZaGQIzh6iHQxgW7IR+zUlCzHXAF3+BglYM0fXwnAmcdVSIoiK26t7YKrzIljNBScDCi39dSRT+WI9vkZHn2JZt9Wmryb0aiNnOr/zYxt9I3sRlnQYoh72frJN2PQOSv9tACmJntVZS6XT/PTxz5CtOwIDYLMVSpzkdoy5WX3bK1kzp34b9FbuubtN6MqeTHUn4QSlHSTrpltb1zDuo9fU/l/R4Me+/U/puGjf06s5e/QNxgx+Cz4n+utfObqD68gHs7w4o/PECg7WdZyEM75x1DH6xgbP0uhmCcUOYFaZaD72suhVKLvwSMEnu/Ft2OSCHa1XMP1l30efbLIhtY3s8HyT8T3XkFO24e7XcHIyAtYpWWc+dl+bA1iXrLnK4/yyN3fwdpdB6VSRcI5HbKjZf+B3TjXNsy5cHMx4hKZu0A41xDpyCUyNycmK3OvPpmTK3Oe5Q7MHgMjr/HK3PnAVK6cLaRfTkZbww6UaEh1DxIbDJIuRVDGasssTYY6JEkxL5lLZ8YZi52lvm4mmXO3W/ijn1yD1nDhSZYMo8+CUqe+4P1yle2b6qoNUFLRJZFYyjAY3BiNngXHJ8wH2QRl04p3o1SoUKo0mExeSsUCJpN3hovhfJCrRM7V9TWzty4UTHoRHL7/xL1LIrEEcJfjCU70PSIkltOiAzav/wAAibVHiZ7xE88I0yXZrr9YKBI7GTxv8xMAvUtUsaf2zYX2DeDe0DTjWnDaOghFT3N26Gl87jWLrli2tl9NW8d1NDeJit7UCgRAMHISlVJbVYGshW1fupV8MsueL/2aif4xTM12rKZ6rKYG+kfKZK7sZOlxzZR5LQRT4wnmg8HoFgRBY8FaznRMpgSZS9Ygc0OHIjSssqPUqrEv9xI+METJZsfMBGbi5CVN5bzMh+7WXQTCRyqmUi8d+xEmQx3d7SLjU0Ki0b6J0Lho55CllhNJPyWKNc2BjMY6FK48V/3n3ei6hfRPjiWY/Ri4cDi7qkxQUskxkslQTXmbXmdDVagjbzxDNL8fFEU2XH8Hu/7nPaz7xNWMnw2TT+do8mxiOLiffCE7GU8QPsFEryDP5mkyS7kKWFe3Cp3ORv8UqWU4dJyMlANKOHI9VWTu+U//EuV4lDFnF7auOvpfCtH7hDBZGo/XboVJT4RQSMqKDBTAvkzckyf3P0GhmKPFtw2lUk174xWcGphJ5s6ceRr1WRdrP3IVepcJt72bYGTSvdLUbCcxGK1kv50ZfJJnXv4Xnn7pnwHITqTJxlKYGu3lWILBmpVtOXPu6Ld3c/z7L+K7vB1ruwuHeQu6uiEURUhKsy9SOxr06DoPU0gaCel+yLfuvRLbG2xV7rLLrvJRv8LGY/98pKp/dCoK+QLK5AR6qYliMU90YoBg5ARuexeeza1obXpe+uqj5FM5fDvaq77b2HI5KrWeM6cexuLSkvU3IykK2FYeIJuN09L9BmIng2gKaXwMc+DLD9B22xruePFT6OvM9D1Yuy/ObG1EozETiR2n5aZzGy9eTVwicxcAB//3JH9l/xf2/Xdtxj8XwmdF/5Czw0bf7ktkbjoqZO4iypgzuvR4V7te846W5wNZHmdZQL+cDLVaT71pI6muAUb7xKqjLuesmUulUCgxGeoYjw/Puc2R4AEAfDUqc68EJIUC+zJP1crwhYTBWEcqNUahIFZL0+mlJXNGU928EsvFoLXhcixGH1vXvK/ymsUqJsiLCQyXoXOacK1vpOn6uV0TzxdGvZt4apQDJ/7fkkgsoTpAulagt9Vcj05hIVs3zrE991cCw+XKXLx/jEImj/0CkDmds5rMFXIFQgeGqySWMpy2DnL5JGcGn1h0vxzAyrV3cffvP1ypHEwnc6HISZy2jnnlsfZlXpa/ZzuHvvkUwb0DmJtFNbnJu5mBgKg6+EOHsFtaKzlii4UcTxCbUgGZDQajm4JCnFeZAMcnRpByDpKR6sXeXKZA4ESsohpwrmkgfGAYZZ0DNXkkQOm0LnixoxJR0Pcw6ewER8/cz5ruO3CvmTx/Ld5tTKQCFCVIxP3k8xlSBXG+a024jSYPqWSQFe+9jFhMSH1lx8a50NC0naH+yfBw2axkemVOhknqRunqJ6l9CUoSrWUnXVu5khI7HaLRu4lCIYs/dBCHezJrbqJcmZPPfalUIjJ2qhKPIikUNLbsYGBKZS4w8nI5+w98pjXETonneO/9B3npa4+iW9uNf8JEqVTioa8eRJkTxFwOIp+O8Vg/Fm1dRQYKk+6yZ3qFSU+zbysAnU1XMzp2jNiU51oulyIQPYjB38C6T4gqmMveVZEbg6jMFTJ5UkEhEZQdW18+9j8US0US5f4uY6NtRizBVMiZc8e/9wKRo3663yGiF1raRIVUlYdI6sys5m56RwaNr5fxp29mo/Wb+EOH2LPpbwkoXiIZEIUJSZK46sMr6D88RHSiv9I/OhVDe/2oyON0ls9l9DTBseO47N0oVEoar+khfFAcI+/l1RJNlUpLS9uVnD31MCanhlxAXOOKeiHdX3OjMLva/+l78RLAccVKbrjvvagNGppvWE7/Q0dElMk0SJKEWdVCwTlGy41zx/1cjLhE5s4Tg/sC/PCdD1AslHjsy88v2uEw0htDZ9XSs6uFwRf9NS+y1zNs9WKScbFU5iQJ9HYd3lUuAofDFIuvbUfLc4VsXLGYyhxAZ/1V5Hxj9A2KHgGTavaJqMU4f9ac7GRZS2b5SmHXfe9l5z/fMf8HzwGyJC2ZFBOOTDqKdgnJ3OVXfoadV3/ugm2v0bOBv/rgMK4pPRPyAoB5kf1yMu548VNs+9KtF2T/ZoPJ4GYwsHfJJJYAZqMXrcaMVmOuTMano8V3OQUl7DvxjcnAcJMgGJOxBBdAZukSi2WpsglK5MgIxWy+yslShrziXyjmqizkFwubqRGlUjOTzEVP1owlqIXNn78JSakgMRzD3Cz6ppq8WwhFTpJMR/CHDp2zxBIWV5kzGt0UlGA3izGxWMiTTIyiLLpmyCwDJ2IUCyUaVslkrp74QAR1nbi3i0joWxZ+Xr3OlVhNDRzvfYgjp39JLp9ifc/bcK6evMfayxP2vEqQzGQiWCY1Eh7H8hnbNBgnzZdi0V5xPOaRWUI5PDwxSjQiqjXhspOlHBg+HXZDD2rPIJrmwxjoqhhy2brF3x87OVoxQRnw78Fk8oq4gNBxxs+GMXgtqPSiehafGCGXTVTIHEBz607CoeMkygqHUf9+CmoFLns3rtY2YqeCjPeGefRd38e1rpH6t+0kmyow8HKYF+89y453b0ans1X+jqnI59Ik4n5clnZGgvsri24GrwW1Wcfw+D5s5masJnEeOptFWPXpgccr2zj09IOUFEWWb9iFziHmO257N7H4INmckD3LZFXuDZVlxNGJfvqGnyNezpgzNdoq95N7Fpnysnu2UcwVUKiVdN4hjE2WbxL9fMqcRCIVJBYfqvndwdBuJEWJ9JnlLGu6nY++Yw8mfR3+9/+Sn/zyI/z2xa/z8HNfZLzrvzD/njAV8jhmEqPeR8U+tqzYIM7J2DHGYmcrC1xNu8T1aO10Y6yh3GnvvJ5w6DgKvZ/caAOlooKs/ghGYx0NK9YL59n+Mfx4MF6zFYVKsPeWm1aSGUsy+mLfjG0CKEJOCnURvNvnv84vNlwic+eB2HCc/3vrzzA69dz81SsIHA5z4uHaF8lsGOsdx9FqoXmrj0w8R+Do3I5FrzesvbWJ6z+xitZN5+fWdiGQCKXQO3QolAp8q13kUnnGzry2HI8uFCbJ3MIrcwDLl4uMl6ORnwFgMcw+oTcbfUwsgMwZdI6KrOnVgK3TjWkJnCxh0ohEllqm01F0i8yYWwy6em6me9nSEiX5mlmsk6UMhVKxaHnmYmHUuykW80smsQSxEtzTuostq947Q2Ipo7PjKopKiBROUFSAUedEpRIGBZEj4t64EDLL6ZW5WuYnMqaaGZwPmVMolDit7YSnkLliqUg4enrOfrmpMDXYWPPHk8mBfwAAIABJREFUbxD/nlKZA+gbfo7RsWMLzhesBaupAQlpQWROUqopKcCiF+cjkRilVCqillwzKnNDh8SkfJLMifFLXZaEZyUdpsaF961KkkR3y/Wc7HuUfUd/gNXUSEvDZeicJoz1ViSFREvrFlRKHQW1RHzCTyIxSkEJFoO3Zt+z0eQhmQpTLOSJRs6i1VoWpAqQw8OHyhEFY6ETSAolNkd7zc/X2VaiUGfRdR7GbZjMfLN2CTIXPTGKw9qGQedgMLAHSZJwuHoIB4+LjLm2mU6W1WROkNiBvqcB8A+/TEGtoMW3DWunm3wyy/03/yvFfJFd970XR4sgD/d+4gWUKonrP7YKu7OrZmVOrljWu9eSL2Twhw9Xzoe9p46w4nhVKHm9ey16nb2qb273fT8E4Io/+P3Ka9Or1qbyQkV8IEKpVKLf/wKrOm9DpdLx0tEfVsicscFWqeg5ZzEQqt/Zga3HQ/ub16JzikWcxvZVFFMWFHFxzU3PapRxdvApKCrJ9HdjcWmoc/Twx+94HtOBbvbHvsf9T/4pDz/7OZ498M+ou15GHbBT2O+YsR3/C+J+WnHdNlRKLSf7HqFYKlDnEJU6Oa9yusRSRlunIJ+R+FOU8hpyIS8p+mlo3o4kSVz5b3dx40/fR7yuneiQIMSDgb0MNz2FpJBqSi1LpRKZgypKhiTpzNwxEBcjLpG5c0Q2mePbb/wZmfEM77n/zez86AYsPiNPfGPP/F+egkjvOPZWCy3bxMTmUt9cNcxuPXd+fWvF9enVRCKUwugSDz3vamHc8HqVWtrtYpB1zLLaOhta2rehTOgZLu0FwGadvS9moZU5n3vtBevxutggV+ZkE5Sl7pl7JXA+MstXCnLA9FJJLGW869b7eNNVfz/r+7I8q6BEBIaXMyFzySwH/ukJnGsa0LvPX4Jei8ypTVqsnTMNauyWFiRJgdXUUOnfO1c4bZ0VWRgIOWO+kJnVybIWNvzZdTTvWk7TtWICKFdx9h39AYVi7rwqcyqlBpPRQ2wBZC6RK0+oNWJCLJuMaNV1M3rmhg9HUCglPN3i2pLNfFRSkQQGsmhquvzOhZ7WXaQyUY6dfZB1y95Wkak6V9ejdRhRq3U0eTdT1KiIx/0k44LMzVbBMZo8UCqRTIaIRnqx2tsWNM66PavQaEwVE5Rw6Dh2e/uspk31XnF+JEWRJvf2yutaqx69x0z0xCiSJNHo2cSAf9IERZZZVjlZlqtnU8mc17cBlVpPf++TlEolhgP7KJCvkDmAyBE/V//X3dg63ZXWjmOPj7DtnZ3Y6o04nF0VojgVsUgvAK2Nwmhlat+cfqWWjH6MlvpJMqdQKOlovJKTZTIXeLEPf/xljEUPTt9kNchdrkzLDo/mJjHmx/sjxOJDTCT8dDZdzYr2W9l/4j4mBkWfm6nBWjOWYCokhYK37v4E13znHZOvSRK66JvRj12HQqGqmM1Mx9mhp1DGeyhldVjcYlHJaLGz6uQfsPlXX+T3G55g4w/+muZPvI/l3/o4nq+9ixf+5PEZirXYsRGykgbPijoc1jZO9oucZVe5MmdpdXL5N25n3cevrrkfLvdyzJYG/AFR4cwHfWRJ0th8GQB1G5tpv20t9gZjhcw9/sJXuX/3J3Bd1kj/AzPDwUP7hyicKecMvgbDwy+RuXNAsVjiR+96kKF9Ae7+4c3Ur3Gj0ii5/CPrOfFwHyOHFjbBL5VKRHpjONqsuLrs6O06+i/1zV20SIRSmNzlgNUVTiTp9UvmPL61vPv9z9LRdcP8H54CpUKJebgdpCKKlBarZ3YpkcVUTzw5SrFYqPl+sVjAHzr4qkoslxpy3pNcmVtqmeUrgYrM8iImc0a9mOQtlcRyoWis2wAliWLeUA4MFxO+l772KBN9Y+z8x7dckIUMtUmLQqOq2HYH9w3iWt9YswKqUmrwOFfQ1XLtef+2y9ZBKHqqMtmbHna8EOgcRm596EOVKqJeZ8Nt7+Hgyf8FmDOWYCGYmjU3F8ZTQpKoVYhnhEzm9DoPiRqVOU+3FbVWLFIafFZ0TiOlSIxfs4tCSbFoU6WulmuREOdj/bK3VV5f/ZE3sP5PRS9Wa/1lZKU84+ODjI8PUlSA17W65vamLiTFImexLaBfDgRhqW/cUjFBGQvPdLKcipbWyfG7u+OKqvds3XVET4ixr8m7CX/4ELlcCqerh/FYPxPDozPMT5RKTVVcjlKloaFxGwN9TxGP+4lnhfqpxbcNxwovSBKrP3QFnXcIyZ/VJ86fJMENfyqOjcPZRSzWTz6Xrtq/WFQosZobtqPX2qr65vLdgmDV2zZUfaez+Woi472EY2d54XO/ItM6SkdX9d9dqcyV7wetw4jKoGGif6wisWzybWH9srtIpIL0Rp5G5zSi0mtqxhJMh9ZmqEhTZXzo7/6ND3/tu3idq2pW5nL5NP3+FzDnxd8jkzkA7/Y2Qo8H+O1d91JMlbjmO+/gXWe/gLRqJdnBICfv3Ve1rcxwmJLJUs4i7SCbE4tI7iny6nV/cjXO1bUVN5Ik0dZ5PX29j6EzS0hpHUUFeOqrj7XImhPb7veLKBXrjTpG9/RXevxk9D94GGVQLAy8FsPDL5G5c8Cv/+oZDv7kJDd/7Q2svHVScrL9A2tQG1Q8ucDqXDKcIhPP4Wi1IkkSzVu8lypzFzGSUypzWqMaR7sN/wKJ++8iGpu3n5PczZkQkyvlLLEEMixGH6VSkXhytOb7oegpcvnU7zSZmzqhKpVKS26A8krA7VmFpFDi9ly8jmFdLdeyrudtrOy87VXdD63GhLXQTDFmRlKpsZmbGO8bY99XHqHzzg00XLm4yvhskCQJndNAOpygWCgSenmwpsRSxgfueIzbrv7n8/5dp62TbC7BRFIQoWA5lsC9wJ652dDk3Uy+kEEhKalznJ9ZjiBz8xugRCb6kYpQygniJpM5o8k3ozI3dChC/crJ+1iSJJxrGsgOBdEiPmv0LY7MGfVOmn3bcNu7aaibnNS23ryKDZ+6Tvy7/jKgRHjiLIHwYZCg0bOx9vbKEu9EPEA02rugfjkZDU3bCfj3k83EGQufnDWoGcDtc5AbqyMfddDcXn09TyVzjZ5NFIt5hkMHcJZNUPKWMSzTMubsjo4ZVvjNrVcQGHmZgd6nyKtApdTida/G1Gjn7iOfZsc/vnXyN8uVufVvbsXbI86Rw9UNpRKRyJmq7caifSgUKiyWBho9GxkM7K28F3f3Q16BMVpNSOS+uX2P38uZZ14gb52grblarqzVmLAYfRUyJ0lSJWtuwP8iSoWaevdalrXdiE5rpV/x28mMuVliCeaDwabF5NCWDYT2zKimDfr3UChkWbHsKjbe7EWrnzzGPe/aQstNK9l173u46/CnWfbubSjVSq782+tJoePJj/2UQk4syuZTWYjH0TYIEu60ijm0Ue/CoJ8pyZwN7Z3Xk05FcHb1o9cXQAKlvlqlYG80EBlMMJEIEClHuyjXiPtrekRB3wNHqOtajkZrvlSZez3gyK/O8NiXnmfrH6zmDR+vHgQNDj2b71nJvv8+tqAAcDljzt4qJrTN23z4D4fJxM8t5uASlhZTZZYAvtUu/K/Tytz5oF4h7hsRGD77hMViFNLj8URtR8uLwfxkqaHVWVEo1SQTo2SzcUql4pL2zL0ScLq6+fhfhCqZVBcjXLYO3nHLj87ZBfFCwmNcQ6Y+TL6YwW5p5tlP/hRJgsu+dmGJps5pJB1OED0xSj6ZnZPMmQ11F+TYyBWEcET0BoUiJ1GpdFjM59cD2+wVvVcue3elx/BcYTU1EpsYmNfcLDB2FBVK0ilRkZmYEOOWxSrInPz9TDJP6MxEpV9OhnNNPYmzoxUyZziHuJO33/Ij3nv7A7NWTFvqhYwxlvIzWiYKjeUew+mQF5JCo0fIZRPzxhJMRUPzdkrFAseP/ox8LjWnHF9rUJHacxOJ527DaK2WYtq660gFJsjEUlNMUF6sbK/giFZV5iLhk9idXUJOObq/csybWndSKhXZ+/w3yasEgVUqRH+ifZm3KgxcZ1LzgR9fxd3/PDk+ybLNsWkmKLFoL2ZLIwqlikbPJkaC+8nnxfkLK4+jGXYRPxWr+o7HsRyzwcPBfb+ksEz0ZtXKanTZuysyS5jMmuv3v4DPvQa1SodapWN15+0EHS+hbzZWYglmk84uBE3eTaTSEcKxauJ6ZkjEO+x6yxv5y/svq3rPvb6JW371h3TesaHqWK6+uZmEt4OMP8rR/3wWgOD+YSTAtkwE2cs9uHJUy0LR1nEtSBLWzv0YLeI4TjdTsjUYiYcznOl7tvLahL4fvcdM/5S+uXQkif/ZM7TetAqXewWhS2Tudx9d1zRz05d38Ob/75qaA+bOj22kmCvw7DdfnndbMplzyGRuq49SscTAnsCF3elLOG+USqUZZM67ykXoZIRcOv8q7tlrD05XB9ozPrR9Xoxz9IWYy1l24/Ha1eqR4H4UClUloPfVwsjBIKHTS2OEI0kSRmOdCPdNid94rcssgdc8IX0l0dKwlZJGjDGFPiWn/99LbPiL6yvujRcKepeJdChBcK8wdZiLzF0oyGROnoSFIkIiNl8swXyQTVDOp19Ohs3cRCYXJ52Jzfm5QPgwOqWRZELklsUnRjAYXBjtRgr5EpmEOIcjR6OUStQgcw0UUjmsiN+Za2ycDQ5LS5Vz7HSYDG6MGgfJYpyxiV4oifD6WpArc8ODwvJ9cZU5QU4O7PuO2K85ZJYAqlNvQ9N354w51VRHS6u5EZOhjsHAnsr2is5oxQClVCwyVo4l2H3g3/nG99fxmxe+XNkfhUJFX+8TFJTQ2rBjzv3ZfGd7xUkbJsnc0UP38ewTX+HBX/wh//O9mzh57JcVR+dGz0YKxRz+8CEKxTz+iQPo+r1Ej1crSyRJoqPpKkaV+1HvzKJUamhwr5uxD257F6FoddbcxMAYg/49NHknjWLWL7uLgiZDsutspf90NvOThaDJI+6d6VLLs0NPUedYjtGwcDM6hUJi25/uYAITz33mfrITafp/K0iid0tLeV9lMrc4lYHB6MLr20D9poPozH1IKES1eQrsjeIcnjr9LApJSb17HcPBA7TcuIL+Xx+tuMcPPHKMUrFE840rcNetvCSzfD1ArVNx9Z/Pbsjh7rKz4o0dPPvNl8kmc3NuK9IrBm17q1iBa94iVir6d8+drXUJrzwyE1kKuSKGqWRutYtiocTosUsOpIuBsd5K/Tdvx/7I5nlllsCsJijDwf3UOZad98r7+eJH73qQn3zwkSXbvsFYRzIxSjotyNxrXWZ5CYtD14orK/8+/U9HMbc6Wf/Jay7478iVueC+AZQ6dSX4eClht7SgkJSTZG4RsQRzob5uHXqdvSwrPD8sJJ5gIjlKIhXCpHFWkTmT2YfBLsYnWWo5fFhUEeSMORmyCUpPcznP9BwqcwuB29ZFXgmR+ABahQ6VUlPzc1qdFaVSw9CAiJFZSMacDIPBicPVTe9ZYfQxl8wSwNmox91imPG6TOaqTVBeRKMxosUlKnNlF9Px2ACFfKZC5iRJwYNPf5o9h7+HRmPEW79RRDFIVDlMLgQ6vQ2LtYnDB37I44/8BUcP3UciHqC14xq27/wUAI3eyfiEQOgwuXwSa6KdyDH/jO15SuvIm+KEGvbSULe+5jPMZesinhwlVV5EMDXZieX7SWfHK5VngJa6HSgm9Ix69swbS7AQeF2rUCm1VWSuWCzQO/QM7WWjl8Vg53u6CWqbyI4lePnvHmP4uV4KKGjc3lj+OwXxPBdpaHvn9YzF9lAsprGZGhgJHap631Emc/0jz+Nzr6GlfhsjoQM03bCCTCRJ4Ple8f4Dh9E6DHi2tuL2rCSRGCWZeG2prlSv9g78LuKKj2/i8M9Ps/f7R9j+gdklYGNnY+jtOvTWsiuQU4+r00b/8zNv/kt4dREPTgaGy/CtFitU/oMhGtadf9bT6wVTJylzySzNRrG4MSuZG91PR9MbLuzOnQPGhxOMnR2nVCotiaum0VRHIn6JzL1e0dyxGSmnoqTOk9iX5urv3j7DvOBCQOcykg7FCe4bwLW2oZLNtJRQKtXYra2Eo6cpFguEY2dY0X7+0RhqlY6/fO8ZtBdACjqVzPnctc1CAmGxkm81+GaQOaNZnKtEJIujSfTLqTQK6jqrF7IcK31IConSSABJqbggLqW10OheR+/o8yQK4zh0s8eDSJKEwVhXyYuzLUJmCSKiYCx0ArXGOG8MyR/91wYkxcyx09rhAkmq9M11NL6BXz31AP7QYbQZDylfBKVWSDNlt8mCSsHQ6D5ufcPfcfTsr7j34fdiNnppbt3JmaCoMi6WzAG8+/3PkknHsNpa0GhnnhuHpbUcnzDZN+c1rJ1RmQNQ7nOBCRLFIBt8d9f8PblSFYqcpMm7CXOznUyzUG01TZHGpkfimPZ3MrzjBYZGhdHI+VTmlEo19XXrqhwtR0IHSWfHaWtYPJkz2LSsu2cdA//h56WvP4bSYiKFHk+5H9Ft7+bGHX/LphXvWvS22zuv59knRfW13r2OkXA1mbM1GEAqEoi/xOb2d+Bzr+W5/d/CvN2ApJA4+O09PPr9YXIPHaF513IUSgUe33oamraRSo1hML76kVgLxaXK3BKgfWcDjRs9PPn3e+cMlZYz5qaieZuPvt0jiw4fX0qUSiX+69af8vM/eZx8traz4O86EqGZZM7VaUOpUTJyMPhq7dZrEjKZU2pVaG0z841kqJQajHpXzay5ZGqMWHwQ36vcL1csCvltOpYhvERSS+O0ypz2kkTxdQWVSoMx2gh5BS1b19F225ol+R2d00h6LEnopUHcG5deYinDaRWOltGJAQqF7Dmt0NeCXmebYYRxLpDJXCw+uwlKICTkXQ5LK4kKmRvGZK6vWZnzLrOhVFVPv1R6DbbuOoq5AgaPecmyFCsSQwnMurmrr8aym65e70CrW5zss6GcN+dwds+7yOXrNOFtN854XalVY2l1VMjcllXvQaXS8dS+f0A5ZqdgG6vMlWQydzbwHCqlls0r7+Hdb/xfPM4VfO8Xb8FgbySvApPejcW0+IxLi7URt2dlTSIHVCqHg4E99I3sxqh342tZSfTE6Iz5XPCXQbQJUVGs1S8HMx0tTc0OMs2jqBXGKlOf+GAU40tdFMjy7Mv/OmcswULR5NnMYGBvxUn67KDol2s7h8ocwFUfWs5Q0Us+lSMzMkZWZcTqFc9+SZK4ZutfYD2HPtmG5u2oNUbMlgaa6rcwFjtLJhuvvG9vMKBw+8mX4jR5t1T668PZE3i3t3Hm54d44VsvkQpM0HKjMORqbb+Kez7wHM55pMEXGy6RuSWAJEm84RMbCR6PcOzBs7N+Ts6Ym4rmrT4m/AmiAxNLvZsLRjKc4uj9Z3jqH/bxzSt+TKR/fP4v/Y6hFplTqpV4ljvwHwq/Wrv1moRM5gxey7wPeYvRx3h8puz4YjE/SY2lKJUXbAb3Lk2vq8FYRyIxSjol5FmXKnOvPzSnrsB0oIsr/nFmX9GFgs5ppFQokh1PvyL9cjJctk5C0ZPnFEvwSsBs8iFJijlllv7wYXRaKzZLC6lkiGKxQCIeEJU5u6jMyWRu6FBkRr+cDDk8fKkkllA2QSlzC2c5t3A2yH1zi5FYymhoFmTufCfF1i53hcwZDS42rXgXe498n/yomqI6XcngHAufRKnWcfD0z1jV+WYMegd6rZU/ePMD6HV2Ht73FVQmKx1NV53X/syFRs9GRkIHOTP4BM2+rdh7POTiGRLDk/2WieEoob2D1OtEdU3OkpwOp60DCakqay7bFMCl7KlapIgPRtH2ebHqG0mmw+clsZTR5N1MNpdgdOwYIMxPbOYmHPNcL7OhcbWD1ivbmDAItY3Ga78g45hKpWXzto+wfvMH8DgFGQuMTbpU6swa9D3ivm32bcXnWo2ExHBwP803raQQHMNJmBLQtGv5ee/Pq4lLZG6JsOat3WhNao4/VJvMlUolxnpjOFqrB+3mrRdfeHjotBiItr1/DYEjYf5+w/c5/uveV3enXmHUInMg+uYuVeYWB1lauZBQXLPRx1js7IyVzYuFzMnyW2DJjIuMpjryuRQT40PAJTL3esTtH/k6773npzhWLL6isFDoXJMVh1eUzNk7SWdi9I2I3qzzjSW40FAqVFiMvjnJXCB8GK9zJSZTHcVinsjYaYrFfFXPXCKSJTWeZaw/MQeZE31ziw0MXwxMlnpUZc+u+RwEZUfLxZifyHDXrcRmb6Op5dyqOTJs3XXETgYrz4CdGz5GvpAhahSLfGPB4+K/4ZOorW5SmQhbVr2n8n2ruYE/uP1B8oU0qWys4ui5FGjyiviEsdhZWnzbsPUIMhw9Pvls6HtASHKv3vFJrtv+ORyW1prbUqt02CzNFRMUXb2BTH0Ia6q96nOJwSgSEmu7fw84P4mljEr/XzmioHfo6XOSWE7F1R9eTm/cyRh2LOva5//CAnHV9V9m51WfrZgd+af1zem7+5HyBuocy9BqTDhtHYwED1B/lbj2XYRIYiAxvwH9RY1LZG6JoFQradzkpf+F2v1v8WCKXDKPo6160K5f60alVV5UZC58Ssi7dn5sAx/b83as9Sb+88af8OvPP1txA/pdx6xkbpWL2GCcZCRd62uXUAMakxaNRTen+YmM5e03MRI6yEPPfKbq9eHgfswGD2bj0ps0zIX4aBIAhVJa0socTNpia3VLt2p/CRcnbJ1umq5b2pVjnVPI3BRqJY6VS0cap0OefB7vfQi1yoDFdPGFyc8VHF4qlfCHDuNxrsRgEGHzo36x2DTdAGX4iHiWTs2Ym4pXojKnVusxlHQoCuCeJ4OvUplbZL8ciPDwP/r4aTZt+9C57GYFtu46suNpUqNCreRxLqfTey3x5X2UgHBYjItj4RMkVRls5mY6W6oNgryuldxz289x27tZ1nbjee3PXGgsxyeA6Muz94ixO3Js8tnQe/8hTM12lm2/ll2XfX7OCpV7SjzBaPwYqIoYgtVyxPhgBI1Vz6a176p853xRZ+9BqzYx4H+RcOwM44mRc5ZYylj3phbMjTb6aMWz+sI/t53WdlQqXUXyLENqOI0yPOmQ63OvZSS4n3hBRw4VEjCBhSf//dgF36dXEpfI3BKiaYuX4ZeD5DMzreunO1nKUGmUNGyou6hMUEKno0gSONqsuLsdfGT33Wx45woe+cJzPPTZZ17t3XtFkAylUKoV6CzVxgOyCUrg8GvL+ejVxsoP7KDzjvXzfm7H+j9m25r389jzf8vT+yZDikeCB/C5l6Z3aDGQK3Mt2+sZ2jc6Z4/suUJeHR8LCzMBpVI9zzcu4RIWD5nMOVfXo9S8ct5osptd38huXPbOJZORng+sc5C5eCpIMh3G4/z/2TvvwMbKM+ufq2L1YkmWbMlVLmOPp/fO0GYYCAw1CYQQAiEkGxI23yabhM0mbHp2k2wqAbIklARCSShDh4GBaQzTi2dsj7stF/VmFavc74+rK8u2ypUsuczc3z8JHunqtdXe5z3Pc85CiCVUMTcyfAoAIJPrIZTxQXAI+BxjMJ2hWqUztVmmM4bKB1pRFRRuQCorTXs78TSUOQB5eS4THS1plsg+g6g0gJCAC7u1DdFIGDZHJ1xBM1Yv+nzSaIva8i341l1t0KqyyzPLaq2yCkhEGhAgUFG6GhKDEjxJUdwEJRwIof+dVtRcu5jR30ajrIfVcR4kScbdJfmdE005vANOSMuV0JcswR3XvoD1S+6d9u/B4XBh0K1E//Dh+LyccZrKHJfHwdYvU4cH2vr8K88cDhc6VROGE0xQQiE/QrJuhHvGX79lJUtgc3bi/KFeuEGtQ7elAfsea5/XnhBsMVdAKteUIjIWweCpqRv9yRlzE+63tgz9R0YQCc2NF5atwwlFuQx8IfUFXyTm49OPX4X6yytxdldXhntfGNAZc5M/gOlibogND8+KDf99PRpuSx5WmwhBELjh8j+guXYnXn7/fpxsex6RaBgjtpZZNz8BxpW5xh01BTNBEUvHlTm2xZKlUNBtljPZYgkAKkUNCBAgyWheYgkKAa3MJTMmo5WAUnVzvJgzx4o5qbQMHA4BsbIIo44gBlscKBLzoK5O7rIpqyzG5t/ejMY7s3dbzAaJlCri6IOi1LfLfWYuXyQr5pS2BeAPqRAS8WC1tMLl7EWAHwFAYHXznbOzUFDfVzWGTTDoVkAooGbCixfo4m2Wpj3nEfaNoeoTzPIPNcX18Aed8Plt6B/+GPwxGUITc7ExGivmAGBJw01Z5cCloyIWgt7R/x5EwmJo1dPvDNj65Sasv6MOi64qz8MKp6JTN09oszSZjwNEBKPnKhAJU11k+pKlIEGiveVjhPTVWHL/VlzyrfXwWAI49mIvfH47WjpeQTgyVpA1Fgq2mCsgdG5c/8dTWyZTKXMAULWuDOFAeM4UCLZOJ9S1EzeRBEHAeEk5Rlqs8Dsv/BbDyYHhNIpyGYQKwZx5ri5EuBwebr/mGVTpN+DpN27HRycfQTgSnPV5OQAYtVDF3ILt1QAKY4IijbWS+nxWtphjKRgSvQIClRgV29K33uUbPk8IhWxi5tRcQykrRzgcgC8wNVN0OBZUrNMkKeZilvzi4qK4MqdfqAQniQ0/QH2vLvnqVsir8hsIPxl6XZmKufKK9dCXr4G+fE3a2xUSaaUKnCLehGLO22uHYu8yjBFBDFhPwGZtw1gRUKFdCZWietbWCgCf3P5n3H3j6/H/Vi7QwhFT5np2nQZPXATDVmaHFnTLpMXRjr6hj6EK12O0b+KBoXfACUl5/r8XKkpXIxwJ4mT786jRb0qqdmaLpFiAu5+4BMqyqZmC+aBUswgurwn+mPNz3zAVRRHurYFrmOqiofcNgyMnULGlBpt/fTOaryqHplqKDx5uxYn25/CXl3fCbDuX/EHmKGwxV0AU5TLISiVJ5+bsPW6I1UIIZVNTowFsAAAgAElEQVTzgpKZoERCEVja7XAPz/yUprXDCU3d1A+L6g16kCTQ+9Hcme8rFKNW/4TAcBqCIFC6SI1htpgrKHy+CHdd/wo0yjq8+N59AGbf/ASglDmxSoiyJRrwBFwMHMl/ezS9QQQAAVvMsRQIvrgId1t+htqbM7c/5xv1NIKDZwJFmuDwEVsLRAIl5JKy+HvV5eyBUKgEjy8EQG1iKWXOCX2KFsuZhG6vTPxsSUaxuhaf/9IhSDLcrpBwuBwo6jQTijlPjx26kdUo4olhDZpwtvMVRLmYYHwyW4iFxZCJx4tk5QIdPL12hP1j6Hn1DCqubARPyKxVnn4/DIwchcXeCp1oMcbcAQRdVGESGQvDN+KJK3P5hM6yC4cD056XmyniJiixA5a+oUOQ8AwgPQo4Bqi9c7G8CgK+AgFhJ4zrqNc1h0Ngy72NaNszhENHn4RO3TwnxjiygS3mCghBEKhcU4r+ZMVc91QnS5riKjmkWjEOPHQSj137In6+4M/4jvi3+PmCv+CPW5/NaS3mVhv+tOMf8Nn9mW+cQMAzBq/ZB3Xt1LVWrqVCTnsOTLWOv9BIpcwBQNniEgydts6pbMALEbFIhXtufBMKaTl4XMGErJ3ZwmvxQ6oVg8vnomxpCQaOTg2InS48vhACAdWOLWQz5lgKCMHhzMrMmmaOF3PKtMXcWejUC0EQBHg8AYoEVAtlYlC2SFkES6cHriEfDM2zX8wtXv45bL3ix/Fic66jbNBOKObcPTYoKnRoKt+GEJ/E0fPPgiCBlYvunL1FpqB4gRYgSXS9eBLePgeqGbZYAlRuIYfDw/HWZ0CChKGEMljx9lOzl6NDboAkIS3P/2tKpaiBWEgpxNOdl5spSul4glgx1zt0CHoV9TejizmCICDnNICrH4Bx3XjRvemuBvA0DpgcB7Gi6bY5ObubDraYKzAVa0phbrXD7wpO+HmyjDkagiDQfF0trB1OOHvdKF2swdZvrkLj1TWwdThzcpDc9Y0P0fZmD3qzNFahZ4DUdVM/LATSIuiXlqD3Ii/mNPVKBFxBBCY9xyz5RymvwL98+kN8/vqX54QRiNfsg6SEel2Ur9TBdGykICYo9Nwc22bJciGiVTWCAAFtBqv82SJVMZfoZElDO1pKZeOunJJiAUbaqdGKVOYnM0lp2TJs3PrAbC+DMcoGLVwd1vjex9Njh6xahXVL7gFIYDTshJJXgiJ+8u/o2YSOJzj+i90AgKqrFzK+L5fLh0pRg96hgwAAYw0Vq+DpixVzA9T/FqLNkg5B5/NEMOhW5P36hUApr4SAL8Ww9Qw8PjMc7h5UV1I5fk7TeFcbx1ENbtkADEvH34tyrQjVt1MxEAurbpnZhecBtpgrMPG5ucPjRRSVMedOan5Cc8uftuEno1/Dv536HD73wnW4+ieb0XSNEdEIOSHbigldewdw7jXKqMTelZ1BgzUWS6BJoswBQPVGPXo/GooPl16IRCNR+GypizmZjnKB84z4ZnJZFy1qRQ0WVG+f7WUAAEZjyhwAVKzSIeAeg63DkffHoWdb2DZLlguRdUvvxZc+tWfWo0ZSIRPrwOHw4JpUzHl9ZvgCNpRqEoo5CV3MjStz4uLxcYpUsQQsqVE2aBEdC8PbZ0ckFIG33wF5tRrlhnUoivlUVKqXze4iU0AbuFiPD6BkZQUk+uyef9oUSK2sRUltLQDA20fNbnoHqP1ZIdosAeDK9d/DzVc+Ah536jjQXIRDcKBVL8SwrQX9Qx8DAOqMG8EXcuEYGN+f+dpLQQiC8Ph7J9w/Wr8P4Z5adL05/7qs2GKuwJSvok1Qxos5r9mHcCAMVU16++HJQ9IKPVU0uE1exo9PkiRe+9aHkJdJwBfxYOtyMb4vkKDM1Sb/sKjeoMfYaAjDsxycHfCM4aGtz6IvidnMdPE7AiDJqRlzNFIt9XPa2ZDl4sFr8UFaQhVz5SupjWghTFBoi3BWmWO5EBHwJagt3zLby0gJh8OFQmqA0zMw4edx8xN1pmKOypoTyfkoLpcUerkXHImOlqMDDpBRErIaNURiFVRQQeIFKsrWzvIqk8OXCCCtoBSg6msXZ31/2gSlQrca4lI5ODxOvM2y0MVcjWEjVi78bEGuXSjKNIswbD2DvuFD4BBcVJSugtIgjrdZRsJRWD6i/l6DlpPx+w1bW2D3n4VocCv2/HH+Zc6xxVyBERcLUdJQPKHIsHendrJMh9xA9eK7BpkXcy2vdKL34BC2PbgBKqMC9myLuQ4npFoxhHJB0n+v2kDl4nTvn91Wy849/ej6YACH/nQ679dOFRhOI2WVuXmDzxHAk5/chVHr9J+raCQKn9UfL+Z1C9XgCXnoP5L/Yo5W5tiZORaW2UEhLYfT04+xkA8d/XvwzsEf4rUP/x0AoFOPt84lK+YkMWVOv6h43s3izAUSizl3D6VKyaupea4STROKQoBaPf2w7EKhjIWHZzMvR0PPkVaWrQGHy4HEoExos3SCJylCkWLutZfOFjp1M7w+M851vYZSzWIU8cUoLpfEiznTaTsCPWUgwJlQzB1vfQYcgotNWz6L7o8t6Ds+v0zt2GJuBqhYU4q+Q8Nxg4x0GXPpUBioHCAXQ2UuGonijQf2oaShGKvvWgS1UZG1MmftdCY1P6EprpRBYZDO+txc5x6q/eXsrs68zyxlLOZibXasMjf36dlvwqnn29G11zTta/nsMcU2psxx+Vzol5YURpmTsm2WLCyziVJWgd7BA/jP3yvx8HOX4u0D30ckGsIV674LuSShcIsVczL5+MwcrczNBfOT+YhIKwNfJoTzvAWeHhsAQFatBgCoNdScpUozN81zAKB0gxHKBTqULM8+X61CtwoECNSWbwUASCuLJyhz0nL2gCAR2tHSZD6OyjIqUqO4XAKHidqfdX5kAcJFUMnqMBQr5kiSxPHWp1FfdQW23rEOX3r+MugXFTYeJN/wZnsBFwOVa0px7K/n4DJ5oSyXjWfMVWVXzEm1YhAcAm6GytzRp85i5KwNn33+WnB5HKhqFOjcMwCSJBm/+W0dTtRuTR0iSxAEqjboZ93RsnNPP7hFXHhGfOj/eAhV6/SZ78SQTMUcFSYOeEdmPjaCJTvog5B8FN70NaQl46+L8pVaHH3qHKJRMmWWVC5I2DZLFpZZZemCW+D1m1FZugY1hs2o0q+HWDi1OIsrc9JEZY4q5uZCLMF8hCAIKBtK4Go3Q6AUgeAQ8dZCXdlScLh8qOawMrfmwaux6j+2g+Bkr59Ulq3Bg182x8PApRXFGDnYDQDwDjgK1mI5XylNaHmuLKVab4sNYjhNo4hGSXQfskCuE6Fcvxx9Qx8BoCIM7K5ubFv/ICTFAqy6uWZW1j4dWGVuBqhYQ32o03Nz9h43JBoRBNLshkq5PA5kpRJGM3OhQBhvfe8AylfpsOSm2ACtUYmgZww+GzMDlVAgDNeAJ60yBwA1Gw1w9LrhMnkYXTff+BwBDB43Y8O/LAWHS6Dl5c68Xp8u5hI37YlweRyINSK2zXIeQBdz+XiuaCMiWpkFqBnZoGcM1vP5NUGRsG6WLCyzyuL6G/GlW3bj6s0/RZPx6qSFHAAolNUgCA4UxdXxnxWXU58RVSs1M7HUCxI6nsDTY4fEoAS3iNIilq++F/d85SRE4rmrpBAEEV9vLtCFHADIKovhHXCCjEYxOuBki7lJyKV6iATU36QyNkdZXC5BeCwKrzWAro/MMK4tgb5kKRzuXvgDThxvfRo8nhCL6q6fzaVPC7aYmwEMy0rA5XPic3P2bldG85NUyPUSRm2WBx46AWe/B9f8bHNchVMZqcdk2mpp73aBJAFNkliCRKo2UCrYbKlz3XsHQJLAohvqYbykAi2vFKaYE6tT96VLtWK2zXIeQKva+VBR6eebbrMECmeCoi9fi1L9SpSUZj9Az8IyHbr3DcDDfrYxZsHCG3DPfaegUFbGf2Zcp8X3jl+P+o1z061zPqBs0MLdY4ejbQTyGnX85zyeABpt0yyubGaRVaoQDUXgNbkwOuQuSCzBfIYgCOjUzRAUyeJZtLTpkOm0A8NtLhjXaaEvWUr9zHwcJ9qexULjtRAKsuuWm0uwxdwMwBPwoF+mRV9MmUuXMZcJhUGasc3S7wpi908OoeHKKtRfXhX/uTrLYo6OJcikzBmWlYAv4s1aMde5ZwA8IQ+Va0rRfF0tRs7aYM2jPfyo1Q++mIcicepcM5lOAi+rzM158qnMjVpibZYJyhxtgjKQZxMUZXE17v6XI5BK2c0gy8wxdNqChy55Dh/+6shsL2XewOFwUaJrnvAzgiBQuUyd4h4sTFA2UOHbliN9kFXPXRWu0EgrqOLNfLgXZCTKKnNJ2LzyX7F9w3+Bw+ECAJQGqpg79s8eAIBxXQnKSpYAAD48+r/w+sxY0XjbrKw1X7DF3AxRsaYUA0dGEAlH4ehNnzGXDrlemlGZO/lcG3y2AK768aYJP6fVQKaOlnQsgaYu/YcFl89FxZpS9MySo2Xnnn5UrS8DX8jDwuuoHJZ8qnOj1kDKeTkaqVbEKnPzALpFOR+Ft9fsA0EAErUw/jMujwPDssKYoLCwzDS7vvEByCgJ9xA7D8wyu9COlmSUjJufXIxIK6lCdvgAlR3MFnNTWdpwM7as/Hr8v1WxNudjL/aC4BCoXqWBQmqAWKjC2a5dEAoUaKzZMVvLzQtsMTdDVK6hZmm6PuhHOBjJOpaARmGQwmcPIBQIp7yNpd0BnoAbb/miKRLzISuVwMYwONza4YRQXpS2vZCmeoMepuNmjPlCjK6dL3yOAAZPmOMmLeoaBcoWa/JczKUODKeR6STszNw8gI71yIsBisUPsVoEDnfix6hhpQ6mYyN5d1VlYZlJWt/sRvvbVKjuqIXZnDULS6FQ1Gvj/19+UStz1NjL8MEeAICknDXVyYRcJwKHS8A15INhUTGEsiIQBIGyWKvlkvqbweMlj9+aL7DF3AxRuYYKDz/xbBsATGNmjoonSNdqae92obhantRNT1UjZ9xmaet0Ql2nZOR8Wb3RgGg4iv7Dwxlvm0/oeblEx82F19Wie68JowyNXjLBpJiT6sQIesYQ8s9sMcvCnFAgDJ8tACBfbZZ+SJKY4lSs0iHoDcHabp/2Y7CwzAaRcBS7vvEB1LVK1F1WCa+FPahimV0EChFEOipr92JW5gRKEfhSAcxH+gCwyhwTOFwOFGWUOmdcWxL/OT03t7xpfrdYAmwxN2NoGlQQyotw+p/nAWSfMUdDZ81lKubUxuRvcLVRGQ8tz4Stw5mxxZKmej3l2DnTc3OJ83I0zTvrQEZJtL7enZfHGLX4GLRZUh8UHnPhTrBff2Avzr/XV7DrX+jQ7xlNnRIBVzCtus0Er9kHaYL5Cc24CYp5WtdnyT/WDgdaduXXIOlC5PCfz2CkxYZP/PcWKAxSVpljmRPQrZaJBigXGwRBQFpZjOhYGFwBD0K1ZLaXNC+gHWWN68YV3tXNd2LT8q+itvyS2VpW3mCLuRmCwyFQsbo0rgxkmzFHQytz6ebm7F0uqGqSX19lVMDZ50EkFEn7OJFwFPYeN9S1zIo5sUoEbZNqFoq58Xk5mvKVOsjLJDjzcgejazgHPDj5fBvMbcmVFGZtlrHg8AJlzXnMPrz3049x5PGWglz/YoB+z+iXUx/m02219Fp8E8xPaLRNavBFPPQfmVmVmiUz7/74EJ66ZRci4ehsL2XOEnAH8eZ/7kfNZgMW3VAHSYmIVeZY5gTKBi0ILgcSw8WtRslirZaScmadUyxAccwExbguQZnTLsX1l/02bpQyn2GLuRmkIqYeSbXitM6I6RhX5pIXDX5nAH5nMGUbp9qoABkl4ehLnwnn7HMjGo4yVuYAam6u98DgjM0KTZ6Xo+FwCCy8rhZtb/YkVV9sXU7sf+gE/vaZ1/Cjqkfxo4pH8dQnX8Xz97w95bbhsQgC7jHGylyhTFB69psAIO/5ZRcTtDJnyFcxZ/YlbbPk8jgwLNei5eVOxvOpLDPD8BkrwsEIHD3MuhMuRt7/+WF4zT5c+8utlApQIkLIF57xeWgWlsksvX8rtj56K7j8+b/5ng7SSqqYY1ssmaNvLoaiTIzSxgvzb8YWczMI3QqY67wcAIiUAvCEvJQB3XQLZarHUMXaL+0ZNpm0kyVTZQ6g5uZ89sCMzQolm5ejab6uFmOjIXTu6Z/w80OPncZ/Nz2OF7+yG53v96NybRl2/vpSLL+tEX2HhqcUf3TAeuaZOerUp1AmKHQxZ2lni7lcoZW58hVUG+R0nqtIOAq/PZBUmQOAq368CX5nEL9e+de8tPXZe934/cZn4B7KnDHJkpxolMRIiw0AMHKOnWdMhrPfjQ9+dRTLb2tE5Wrq+4rOUfSyrZYss4x6sQEL71o/28uYdWQxR8uLXaHMhqsfWIoHT92Q1EviQoAt5maQijXUXFmu83IA1S9NZc0lV+bs3W4A45lyk2GaNUdnzGWrzAFA9wxFFCSbl6Opu6wSRRI+Wl6mNtLhYBgv3PsOnv/C2zBuMeDb5+/Cf5ruxR3PXYvN96/A0k8uQGQsgoFJrXF0YHjGNkst9e+FypqjYx989gB8dnZTlQsukxd8MQ+aBupUczotsT6bHyQJSJMocwBQt7UC/3r0dqiMCvzlupfw+nf2Tqu1r/vDAfQcGETrG/mZA70YsXe7EPJThzXmVraYS8brD+wDSBI7frI5/jP6NT7KtlqysMwJ6Kw5VpljDl/AhUwjzHzDeQpbzM0gCr0UjTtq0LC9elrXkeslKWfm6LauVMqcXC8Ft4jLqJjjCXmQlUkZr6ukoRhitTCuIhWaZPNyNHwhDwu2V6PllU44+tz4w5Zn8dGjp3DZd9bgnjdvgqaueEKvec0mAwCge9/EtceLuSRGFxMeT8SHQFZUkDbLkD+EgaMj0DZRp3GW82zrXi64B71Q6KXx+cbpKHO0SpFKmQOomIz79t+KdV9cgvd+9jEe3fYCPDkWkPZYW2DvwaGc7s8UkiQv2EiFkRZr/P+bz9lmcSVzE78zgGN/PYcNX1kGVcJMN6vMsbDMLeisObaYY6Fhi7kZ5guv34g1n180rWtQylzyYs7e7YJIKYBImfwEgsMhoKqWZwwOt3U6oa5VZCVJEwSBmo0GRuHh597oxgv3vpPzxjHVvFwizTtr4R704heLnoD5rA2f+8d1uPonm6fkggGARC2CbqEaXXtTFHMZlDmAMkHJdbOejr7DI4iEolh9ZzMAdm4uV1wmL+QGKYrEfAik/GmpqHTRnrHIF/Jw8yNX4lOPX4W+j4bwfzv+mdPjOXooxb3nYGFV72fueANPfXJXQR9jthg+QxVw5St1MF9EbZYukwd/2vEP+ByBtLejP+sMy7QTfk4rcz4rW8yxsMwF1Iv1kBs1KN1gnO2lsMwR2GJuHiLXS+EyeUGSUwshe7c740yeyqjIaMxg7XBCk8W8HE3NlnJY2h1wD6cvavb//jg+evQUjjx+JuvHANLPy9E0XV0DnoALhUGK+w9/BotvrE+/9k1UIRqNjLfDZVPMSbVieAsQTUArnStuXwiCQ7DFXI64Td64gZBUJ5mWikq3nKVqs5zM6s81Y+u/r8bgCXNOkQj2WDFnPmuD3xXM+v5M6T04hLO7ui5Is4vhFiuKq+SoWFMKc6s96efnhUjvR0Noe7MHgyfSR2X4HNTrSlQ8MTx3XJlj2yxZWOYCIo0Un+18ENqVlbO9FJY5AlvMzUMUBilC/jD8zqmbOnu3C6oU83I0aqMiPluXjGiUhL3LBXUW83I0xs2xdsW9AylvEwlH0R1TwF7/zr6cNqf0vFzV2qnzcjQSjRjfPHsn/vXo7dA2Zs6lqdlsQMAVxHDLeAtWvJhTZ+61lhZImeveZ4K2UQWFXgplpQxWts0ya0iSpJS5WLSHVCsqeJvlZDR1SpAkcnJSdPS4ICuVgCSBvkOFabWMRqJw9rkRGYug68PU79/5yvAZG3TNauiaVPA7gwUzK5prBNxjAJD0+2LC7ZyUcidSTizmhPIicPmcOZE1R5IkTj7fhoC7cAcaLCwsLPMNtpibh9Ab0smtltEoCXsPE2VOCb8jkLLtxjPkRcgfzsr8hMawXIsiCT/tZtB0bARBzxi2fnMVRi0+vPvDg1k/TueeflRv0IMnmDovl4jaqGQcAxGfm0soREetfggVAkZWyDKdJO8GKNEoid4Dg6jeSJnLlNQXwzKPlLloJIrBU5ZZ33z5HQGEg5G4MifTSaZVeHvNPhAEIFYxH6imzYesndkVc9FIFI4+D5bcXA+CAHoL1GrpMnkRCVGqdPvbvQV5jNkiEo7C3GpH6SINtI3UvMnFYoISpIu5DG2W48rcxNc0QRCQaOZG1lzH+/146pOv4qEtz7LOriwsLCwx2GJuHkJvSCeboHiGRxEOhDMWc/Smko4xmAy92cwmloCGy+eieoMeXR+mNkGh4wIu+bdVWH3XIuz9zXGYW5kbEozPy5Vnvb50FFfJoSiXxlVDgFlgOI1UK4LP5s9rILH5nA1+ZzBeaGrqlbCed87pFjFrpxMHHj6JJ256Bd/XPIRfLX0SPzQ8gn9+5V0Mn50d4wn6vTLeZimeVuE9avFDrBElnb9MBf1+omM/mOIe9CIajqJsSQlKF2kKZoJCfx4IpHy0vd1TkMeYLWwdDkTGIihtVkPbRKn02Zqg+F1BPP/Ft+F3pi+K5hr0QQpdrKW8XUy5m6zMAVSr5VxQ5kZinx/mNgd+t/4ZmNsujoKchYWFJR1sMTcPSaXMZcqYo8kUT2DroJSfXJQ5ADBuKcfwaUtKC/2O9/uhW6iGTCfBjp9sRpGYh5e/vodxgXLkiRaQJNCwrTqn9aWCIAjUbDKga68pvpZRSxbFnI5qgxvNo1EAbSZTvZEu5ooRcAXz+hj5YswXwi8WP4Gf1T2Gf375XfQfHsbiG+vxqb9sx+KbGvDxY2fwi+bH8fDlz+PMS+cnzCYWmsnFnEwnnlbh7TX7IM1gfjIZqVaMIgk/o/nQZGyxlmhVtRxV6/Xo/WioII6T9OfHitsXYqTFljLLcj5Ct06XLtJAYZBCIOVnbYLS+X4fDv3p9LxrQQ3E2tgzK3OxNsviqWqztGRuKHOWNjsEsiJ8Ze+nEPKH8fsNzxTcFIiFhYVlrsMWc/MQhZ4KqJ6szNGbMXVN+hw7uthLFRxu63SBw+NAWZlbHl7NlnKQZPK8uUgogp59priqJtOKse3BDWh7swfnXuvKeO2gdwy7f3IIdZdVomptWU7rS7v2zeVwD3rjhhPZKXMxo4A8xhN07zNBUiKKF9aaeiojbS6aoPQfHsbwGSu2/vtqfKvt8/iP3nvwyce2Y/Wdi/Dpx6/Cd/u/iB0/2QRLux2P3/AKXvv23hlbG/1eic/MTbPw9lp8Wc3LAdRhgbpWCWuWyhw9Y1dcrUDV+jIEXMGCtAjau10gOATW3E257ba/25f3x5gths9YQRCAtlEFgiBQ0qjK+m/o6KWK21SxMHMV5jNzQXD5HPBFU1vXJSWiOaHMmVvtKFlQjIpVpbjvwK0Qq4R45PLn0fJKR87XfOpTu/DCl97J4ypZWFhYZha2mJuH8EV8iIqFKZW54ur0ypxQLoBYLUypzFk7HFBVy8Hl5fbyqFxTCm4RN+kJ9sAxM4Le0AQXyo33LYO2UYVXvr4H4WB6p799vz2OUYsfO368Mae1ZYI2cOmJ5c1lU8zR+WXTCaOeTM9+E2o2GeKZeCWxwOu5mDVHG3Ns/cYqlDSoJuT4AYC0RIzLv7MWD3Tfg8YdNTj5bNuMtYvS7xW6mJvuc+U1+yBh6GSZiNqoyLrNkj5YKK6UoWo9NTtZiLk5e7cbinIpDCt0kOnEaM9Dq6W9x4XHb3i5IMZA2TB8xgZ17fj8rK5JjZEs2ywdvdTz4B6c3d8lW5jPzAUgKhZOed8C1Ht3LuTMWdoc8ZlHTa0SX9l/K0oXafD4Da+gO4d800g4irOvduHoU2cR8l94Dq4sLCwXB2wxN09RGKRTTohtXS7I9dKkIdqTURuVKdu9rB3OnOblaPhCHirXliYt5jrfp077jZeMF3NcPhc7f30prB1O7P3NsZTX9TsD2PM/h9H0CSOq1ulzXl86dM0aiJQCdMVMUKhijpnJRT7CqBNxD3lh63LFWywBqtWOw80uniA8FsGBh0/iwMMn87KuVPQdGobaqMjYfsjlcdC8sxbOfg8sMzTz4jJ5ISkRgVdEGdnQqlquz9Woxc84liARdS3lJJtNm6Sjh3pf8wQ8lDQUQ6wSFqSYs3U5oaqhsiXrr6xC+zu9027nbHurB2de6sAbD+yb1nWCoyF0vN+Hd3/0Ef7v6n/if1c+hf9Z9Dh+WvcYfljxCL6vfQiv/vsHKe8/3GJF6SJN/L+1TSq4BrwIeMYYr2G8mJunyhyDmblk83IApcwFXEGExyJ5Xx9TgqMhOPs90C5QxX8m04rxhTduBBkl4xEu2WButSPkCyPkC19QSjQLC8vFBVvMzVOo4PCJJ8T2bhdUGVosaah4gqnFHEmSsHXmFkuQiHFzOUxHRxD0Ttwsde4ZgK5ZDdmkFrUF26vRfF0t3vnBRxg4NpL0mnt+cQR+ZxBX/bAwqhxAhapXbzSge68JY74QQv5wxmBomny3WdJtqjUbxwtXLp8LVY0ClvbMxRxJkjjxXBv+Z+Hj+OeX38VL9+0u6NxL36EhVDJsfaXnHdvemhnXRJfJC0VMlQMSlbns/x6RUAQ+eyDrNkuAMkEJB8LwZOHEZ+9xQ1VNva8JgkDlurKCmKAkZlQu2FaNUYsfQyfTZ5NlwtpBqZCH/3Im5fs6Hbt/egi/Xv1X/Kfid3j4sufx1vf2w9nvgbxMCm2jCpVrS9FwZRWU5TIcfPhUUmU/HAzD2u6Arnk8noRWd7I5TKCLuXnXZpnFzFyyeTlgPGtuNmd1re3Uc1XSqJrwc4laBIGUn5NiOkp9RcIAACAASURBVHCUek1yuARaXsq9VTOfnHyhfU7MJ7KwsMwf2GJuniLXS5LOzGUyP6FRGRWw97inmFBY2uwIuIIoic1m5YpxSzmiEXKCghAJRdC9z4S6S5MHfd/wh8shVgvxp+3/mNIC5TH7sPfXx7D0kw0wLNNOa22ZqNmkh7nVHjdIYNpmKVQIwC3iplR7LO12/MDwCH659Ek8cfMreP2BvTj8+Bn0fTyUtN2wZ78JPCEPhhW6CT/X1BdnVOY63u/Db9c+jb9+6lXwRTzs/PWliEZInHqhndHvki0ukwcuk5dxMaeuUUBTX4y2t3oKsp7JuAe9kBvGizmpjpo7zaX9b9RGbYqZFvmJ0Ip3NvEEjh43iqvHD2mq1+sxctaWV1fFUCAM96A3/vlRfwUVRts2zYgCW4cTxVVyiDUivPyv72fVVuuz+/HGA/sQCUZw6bfX4O7Xb8QP7F/BN05/Dne/egM+98J1+MzfrsGn/nwVtv9gA4KeMXTumdoNYGl3IBohJyhzuqZYPEEWJiiOvnmuzGWYmfOnUeZoFXp0FosMesZRu2Dqd5NcL4Urh+dl4MgwBFI+Ft9Uj5ZdnTNqypQMvzOAp27ZhQN/LGwXBcuFibPfnVc3bZb5A1vMFZDh44MYG2XexpMNCoMMnuHR+JdPeCwC14A37lSZCbVRgWg4CufAxC/Ad374EfhiHpbd2jit9VVt0IPgEOhKsPnvPzKCsdGJ83KJKMtluPfdW8DhEnjkihdgSzBoef9nHyPkD2P7f22Y1rqYULOZMmc58zJ1Usu0mCMIAlKtKKUyd/69frgHvZDpxBg+bcWe/zmCZz//Fn679mm8fP/UjW7P/kFUrimNtwbSZIoneP2BvXj4sufhGR7Fpx6/Cv/vxGex6WvLoWtW4/jTrYx+l2zpOzQMAKhME+I+mQXbq9C5pz/jnGQ+cJu8cSdLgApC5gm4Oamo9IY2J2WOdpJlODcXCUfh7PdAlTAHW7WeKpjpv3k+oFUndayYk5dJUbakBOffmV4xZznvgH5pCa764UZ07zVldZgweMoKAPjELy7Bjh9tQtOOGoiUyZWj+ssrwRfz4u/ZRIbPUNcpTVDm1LVKcHgcxiYoY75Q3ABk3ilzbmbKXPo2y9lX5sytdhDEuAlUInK9NKcie+DICAwrdFh8UwNGLf6CZTgyhZ5LtHXMvZlolrmN3xXEzxf8BYf/fGa2l8IyC7DFXIFwdNnx51V/xNGHDhXk+nK9BGSUjKtAzj43yCiZhTJHKQSJjpbDLVaceKYVm766fEobZLYIZUUwrNBOmJvrfJ/Kl6u9JHU+XEl9Mb747i0IB8J45IoXYoqPBwceOoGVdyyEtlGd8r75omKVDjwBN952w7SYA9IHhw+fsUIgK8I9b92Eb7XdhZ/6voZvn78Lm766HPt+dxzv/GA8PD04GoLpuDkeFp6Ipr4YY6MheIanqkrRSBQHHz6Fpk8Y8a32u7D6c83gcDkgCAIrbmtC9z5TXGHIJ72HhsDlc6DPQjVt2FaNkD+M7n3Zz7pkQyQUgdfsm1DMEQQBqU6c08wcXQDmMjNXXEXNPDKNJ6Az5hKVuYo1ZSA4RF4t2eOxJgmHQQ3bqtAVazfOhWiUatnW1Cux9guLUbakBK9+80PGRhNDJy0AAP3Skoy35Yv4aLyqBi0vd06Z8xtusYHD46AkYdaKy+dCU6dkbILijL1ntI0q+OwBhALpDyBsXU6M2mbfMAQAAi7qQNHnCKZVRtO2WcY+A2fTBMXS5oCqRpF0Jlyul2TdZhkJRWA6YUH5Kh0ar6oGt4iLM7PcakkXy9maJLGwWNodCPnDBXE6Zpn7sMVcgTj1xHGQURKWM9nPiTCB3pjSp5FMM+Zo6NslOlq+/eBBFEmLsPWbq/OyRuOWcvR9NBRXXjr39KNssQYSTfpCsWyRBl948yaMWv145IoXsOsbH4CMktj2/fV5WVcmeAIeKtaUYug0daKfTTEn1YlTqj3Dp60oXaSOu8VRG8pi7PzNpVj9+Wa8/eBB7P0tZQDT//EQouHoBPMTGroFNpmjZf+REfgdAaz4TNOUTc+yTy8AAJz4e/7Vub5DQ9Av0zIy36Gpu7QCXD5n2q18mXAPjYIkx50saaTa3ILD6Q1tLsocl8+FslLOeLNGO1kmvq+FsqJYeHgBirmEx2m4sgqRsUjOuWruQS/CgTDUdcXgcDnY+eutcPS68eH/pjY5SmTolAVSrRiyWEtsJpp31sI96I3PQdEMn7FCU6+conBrm1SM2yzpWAJaFU2nAgVHQ/jFoifwoPaP+N36p/H2Dw6i/8hwQbIBM0GSJILuILhFXETGIgj5kxehJEmmVebmSptlYkGeCK3MZdPGO3LWhnAgjIpVOgjlAtRfXokzL3VO22E3PBZBx57+nO7rs7HFHEtu0KMXF1I+KAtz2GKuAJDRKE4/cRwAYGuzFuQx6I0p3fJj75666UuHskI2QSEwnTDj1Avt2PL1FZCos1cckmHcUo5wMIL+w8MIj0XQvd+UssVyMpWrS3HXqzfA3uPGib+3Ye09iye0mhUa4+Zx9TCrYk4rTjqHRZIkhk5bUbZ4qspAEARufnQbFl1fh5fvfx9H/3p2PCx8QzJlLjZ3lWRuru2tHhAEtRGfjNqoRNW6sry3WkYjUQwcGcmqxRIABNIiVG80oL3Ac3P0xjtRmQMoFTWXmbnpKHMA1WrJNGuOzphTVU80NqpaX4a+Q/krEOzdLvAEXMhKxwsn42YDeAIu2nMstmnzEzojse7SSiy6oQ67f3KI0XzT4EkLI1WOpukaY1Iji5EW24R5ORptowrWDiciocwOjXQbKv1+TFfMOXpcCPnDWPgJI6JREu88eAC/Wf03/KDsYZx56Tzj3ycfjI2GQJJUrAWQutVyzBdGJBSFqDh5MSdWCUEQ+VPmRq0+tL/Tg/d+/jGe+tQu/Kz+Mfy45k8IjiZXbaNREpb28ViCySgMUoSDkYytpIn0H6GK/vKV1EzyouvrYOt0xgPmc+Xks214+NLnMHw2++vQypxnxDfFPIyFJR3xYm5gfrWBs+QHtpgrAL17uuHqdUJaJoO9zVqQLC16YzpezLnA5XOmbFhTweVxUFwlj8+lvfW9/RApBdjy9ZV5W2PNJkpV6vrQhP7Dwwj5wqhNYX6SjNot5fj8SztRf0UlrvjuurytiwnVsbUTHCLlaXUyZDoxvGb/lOfcPeiF3xFA6eKpm0qAej4+88w1qLusEs/e+SYOPXYaumY1xEnanpSVcnD5nKTFXPtbPShfVZqyIF9+WyMGT1ow3JK/Q4bhFhvGRkOMzU8SadhWhcGTFriTtIzmC/o9MrWYy02ZG7X4qdeFKsdirlbJXJnrdoEgqMOXRKrW66nw8Cyz0lI/DmWywuGMZ4zxRXwYt5SjLce8OVsH9frUJDjjXvuLSxAJRTNGFUTCUQy32FC2JPn7JRkStQg1W8ontMqN+UKwdTonzMvR6JrUiIajjJ4LR68bHC6B8lXUgUW6uTm68LvsO2tw/6HP4PsjX8atT+2AqFiAXd/4cEYVOtr8pLiKOgxIZYISiJnppJpJ5HA5EKvzExx+8JGT+H7JH/Hotn/g9W/vRf/hEcjKJHD0uFOqzc5+D0L+MEqSmJ8ACYebWbRaDhwZgVBeBHUddc2F1xoBYNqulvRBTf/h7GdaaXMlgFXnWLLDGuvUmW8zvSz5gS3mCsDJvxyDQCHEqq+uQ8AZgM+a/9YUqVYMDpeInxDbupyxeRzmT6nKSGVe9X08hLO7unDJN1al/DLPBYlaBF2zGl0fDqBzTz8IglLrsmHB9mrc+84tkJcxK1LzRfUGPQiCOpHO5m8q1YoRGYvE7cBp6JbNshTFHEDl89350k4YVujg6HGjJkmLJUAVfiqjIv7hTeN3BtB3aAgLtlenfIyln1wAgkPg+DP5U+fosPBcijl6rdM12kgH/eU2pc1SRwUhZ7u59pp9kGhEEwqfbFDXKuCzBeB3pXcXBKg2SzpjLpHqWLtfvlot6Yy5yTRsq8JIiy0np0BrhxPcIu6EQlRtVGLL11fgyBMtGDptSX3f8w6EA2GULWGuzAHAop11GDlrgyV20GFutYMkkVyZizlajjBotXT0uqEol8UVrnTzWfGQ91gngbREjJW3L8S276+HrdM5Yw6uwHgsQbyYS6Fc+WIZdKmUOYDKmpuuZT5JkvjwV0dhWKHFvbtvwQ/sX8EDXV/A3a/eAIJDpJyfpSMkUipzekpRzsYEZeDoCAwrdfH3sbxMiqp1ZdOem3P1U21upqPZj1j4EgxmbFk43rKw0J957kHvrLR0s8wubDGXZ4LuAFr/cRbNty6Bbil1imtvz3+rJYfLgaxUMqHNkmmLJY3aqISty4m3vncAYrUQm762Iu/rNG4pR89+E9rf6UXZkpK8tXAWGpFCQK03ixZLAPH5nsnGGkyKOYCah/rC6zdg0Q11WHnHwpS3SxZPcH53H6IREgu2T22xTFxf/eWVOPFMa94U475DQxCrhBMUGKbol2khKREVdIPrHvSCW8Sd8lzKdBJEw9GsWrMAwGvxQZJjiyUwHk+QaD6UismxBDSa+mKI1cK85c2l+vyg8wDbcyi2reedUBsVUw5Dtvy/VQCAc691pbzv0Cnm5ieJNO+sBQC0xFwtkzlZ0tDzV0wMAxx9bhRXySEqFoIn5KUtbh09VMvq5JnKxTc1QKYT48AfTjD7ZfIArcwpY8WcL0Vw+Lgyl7qYk5aIp63MmY6bYWl3YP2XlqL+ssp454FQLoB+aQm69yYv5ujnKN3MHMC8mAuPRTB40oKKVRNjX5qvr8PA0RE4+3M3iXIOUMXc5NlNJoza/OCLqYMbpq3YLCwA9XnL5XMQCUVn1XWWZXZgi7k8c/a5Mwj7Q1hy53KoF1Ab90LOzSUaoGRbzKmMCoxa/Gh7qweXfmsNhLKivK/RuKUcQW8IXR8MMJ6Xmyvs+OlmbHswO9MVqS55cPjwaSvkeinEDFrzJBox7vznzpTKHECZoFg7nBNO4Nre6oFQXpRRIVt+WyNsXS70fZwfa/u+Q8OoWFMaN3bJBg6HQMOVVWh/p7dgp4kukxdyvWTK+qRa6rnI1tFy1OLPyfyEho4nYJI1Z+9xJZ0VJQgCVev0eXG09LuC8DsCST8/yhZrINOJ0Z5Dq6W1wwl1kgJfphVD26hC977Uax88aQGHx0mpxKRCVa2AfmkJWl7uBEAVc9wibryVLhGhrAiKcikjExRHL1XMEQQBhV4Cd5pWJnsPddvJyi2viIu1X1yC1te7JsSuFJKgO1tlLnVnRj6UuePPtILD42DJTfVT/q1mswG9Hw0mnWE0t9ohVAgg0yV/38nLaGWOWZvl8BkrImOReNsszaLr6wAAZ2Kvn1xw0srcCXPWuXU+G/U+FKuEbJslC2NGbX74HYH4d79rgDVBudhgi7k8c+rxY9A0lUC/phyK6mJw+NyCKHMANQPkMnkR8Ixh1OqfYCvOBHpTKdOJsfErywqxRBg3jxcktVuza7GcbZp21GDZp7LL26M3+ZMLhOEz1oyqXDZo6pUI+cPxYp4kSbS91YO6yyvB5XPT3nfRDfXgCbg4/vS5aa8j4BnDSIs1pxZLmoZt1fCafRg6aZ72epLhMnmh0E9t06WDw71ZmqB4zb6czU8A5spcJByFq9+TVJkDKBMU8zk7fFkqi5NJ54RLEAQatlWj/e3sim2SJGHtcKRUa2s2G9Cz35TymkOnrNA1qaa0lzKh+fo69Ow3wWP2YbjFBm2jClxe8q86XZM6ozIXCUfhNnnjBZHckD6gOpWaCgDr710CgkPMWCg085m5WDFXQGUuGiVx8tk2LNhenfRQq2aTASFfGKbjUz8HLG2U+UmqAyO+iA9RsZBxO/BAzPxksjKnXaCCtlGV89wcSZJw9XsgVgsR8oVhbps615yOUasfErUoq7laFha6S4c+ML/Y5+Y++NURvHT/e7O9jBmFLebyiP28FQP7+7DkzhUgCAIcLgeqOlUBlTkqWyfbWAIabRPVenT5f6xFkZif9/UBVLi5ulaZ07zcfIQ+OU4sECLhKEbO2lKan+QCHZxLf4hb2uxw9nnSzsvRiBQCNF1jxMln2xAJZ3dyPJmBI8Mgydzm5WgWbKPaQgvVauk2eSFPYgxEP1fZKnPeaSpzQrkAEo0o40yMy+RFNEJOcbKkqVpPOSu2vJK7igCMF3PqFIdBjTuqMWr1Y+AIcyXXMzyKkC+cspgzbi6H3xmMt0FOZvCkOet5OZpFO2tBksC5VzsxfIaKA0mFtlEVm6tLXajSz4MyNi+n0EszKHPJ1VSA+jxcdEM9Pn7sTM75fdkQn5nL4GZJHwhkUuZ8Nn/WahNN7wETnP0eLL81+QFZ3DArSaslFUuQ3PyEhvo+ZLaJ7T8yDFGxMOl35qLr69D5wUBOhyQB9xiC3hAWXku1+5qOZddqOWrzQ6IRQV2rKOjMXHgsAvfQxb3hLxShQHjGnUjp+XnaYO5iLuboudxjf53+YfV8gi3m8sjJx4+D4BBYdPvS+M9UCzSwF6iYUxhk8DsCGIlZIGdbzJUt0uDrx27HxvuWF2J5cZbf2oiF19YyajGc74jVIsrCO6HN0tbhQDgYSWrCkCvjxRz1Id72FjXTxKSYA6hWS8+ID5055iHRxM1P1mQXS5CIvEyKsiUlBcubcw96k7q8ylK0xKYjEqLszyUluRdzADNHSzqWoDhFYWDcbEDl2jK8+JXdGDyV2kwkE5kOgxq2VYPgEGh9o5vxNeOxBPXJN+A1McW+e+/UDDuf3Q/XgBdlWc7L0eiXaaGslOHoU+fg7POgtDn1+07bpELQM8bInTKuzOkpZS5ZARgcDWHU4k+pzAHAxvuWwe8IFCTvcTK0MicqFkIoL4I/xcwcrdgJFemUORFIEvDZc1OCjz/TCr6IF59rnIy8TAp1rXLKayLgGYN70Jux5VahlzLexA4cGUH5Sm1Spa/5+jpEw1G0vk693sNjEVja7Tj3ehf6Mxxo0C2WDVdWgS/iZT0357P6IVYLoa5VwtnnZhSbkQsf/PII/rvxLwj5cztQyNe8NUmSGDxpxlsPHsDpF2c2tqNQPHfXW/jt2qcL9twlw3LeAYJDoGpdGWWMNweKOct5B/7vmn/CZ5/Z+T3TcTNcJi98dmYmYxcKbDGXJ6KRKE4/eRzGq+oh049/kasbNLB32HM+zUyHPObg1bOfOslU16TeQKTCsFyX06xTNlz1w434/MvXF/Qx5gpcHgdijWiC2sPU/CQblBUy8ARcWNqpFrG2t3pQ0lDMOIuv6eoaCOVF02617Ds0DE2dctrGNg3bqtCzz5T3E82AO4igN5S0mBOpROBwiaziCejB8um0WQLMsubigeEpCgMun4s7X7wOIqUAf7nupZznmezdLggVgqQxGADlSlu5thTnXs+imDs/NZYgkeIqORTl0qSGF/T7RZ+jMkcQBBbtrIsfVKRV5mLdCelaLZ2TizmDFCFfeIpjLTBe+KV6zgCqQ0HXrMb+358oSGxNInQxJ5QXQagUpFSb/I4ABLKilO2oAOIHGLmYK0TCUZx8vh0LrzVCIE09m12z2YDufaYJf5e4k2UK8xOaxBnydIQCYQyfsaJiVfIDqIrVpZCXSfDqNz/Aj6v/hO+IfoOfL/gLHrvmRTy67R9pnzO6mFNVy6FfWgLTMeat4yRJYtQWiClzSkQjZPz1lG/6Dw8j4B5D76Hs56Yt7XZ8V/47dO9PblaTCZIk0Xd4GK99+0P8rP7P+NWyp/DOfx3Ec3e9lTJncD7Rvc+EkbM2HHzk1Iw9pq3DCWWlDEViPmSlkrgJz2zywS+OoPX1bpx7jfn3Rj44u2u8U4U+qLwYYIu5PNGzuxOeATeW3jnREVK1QINoKAJXT3a980ygN6jd+0wQyIognidOkRc6Mp1kgtozdNoKgkNA15SdmUM6OBwC6lolrOedCAXC6NzTz1iVA6gZk0U31uPkc+0YStHqlgmSJNF3aGhaLZY0C7ZXIxKKovODqUrNdEgVSwBQf8NUIe+piAeGT6PNEkDs5N2T9vTW0ZM8Yy4ReZkUd760E54RH568eRfCY9mfBlNOlukPghp31GDg8DDjgtHa4QSHx4GyMvl1CYKAcXM5uvaapmyOB09SKmOuyhxAqSs0unTKXEztSZfX5+iLFXPxNkvqEC1ZplkmNRWgfveN9y2H6bgZvR/lx400FUF3EEUSPpUTVyyMz8ZNxu8MZszTpN1gcwkO79jdh1GLP2WLJY1xswE+W2BCcW2JzZ2VZFDm5HoJPEOjGWc7h05bEQlFUT5pXo6GwyFw6bfXoLhajppNBlzx3bW49ckd2PS15fA7AvDZUv/+tPGEolwGw0odTMfNjGdNA+4xRMNRiGMzc0Dh4glo05+uD7LvzDjy5FkEvSGc/mduStpj17yI3675Gz745VGoaxW4+dErcedLO+F3BnHkiZacrjlX8Nn9cPZ7wOFx8PaDB+B3Zqdim46P4KFLns26qLWcd6Ak1gWhKJfNujIXcAdx7G/UQfH53X0z+thnd3VBrKIOJu1dbDHHkiWnHj8OYbEI9dcumPBzdQN18mtrz0+4byL0BnXolBWqGkXBFTYWZki1E8Ooh09boalXgi/K71yipl4Jy3kHuveZEPKH0ZBFMQcA276/HkJ5Ef60/R+w96T+0CNJEvYkJ8SuAQ/cQ6OoXJt7iyVNzSYD+CIe2vM8N0ef1CdT5gDEijnmiha9kZ1+m6UCZDT9yXuqjLnJVKwqxaf+vA1dHw7gpa++l7XakypjLpGmq40gSeZzjdYO6prplJ7qTQa4B71TTk+HTlkgKRGldC5kgnGzAaJiIfgiXtrfTaYTQ6QUpFXmHL1uSLXi+PtXbqCz5qZumDKpqTQrb2+CUF6E/b8/nvF3mQ4B1xiEckoJExUL0ypzmYo5Wo0ezUEBPv5MK4TyIiy4qibt7ei5ucS8OXOrHQSHgKY2/WtUrpciGiEzro+e/ZzsZJnI5q+twFcP3Ibb/no1tv/XRqz87EI0XEnN9qZzoXX2e0BwCMj1UpSv0CLoGYOtg9lBLl0kSjSi+O9aiHiCSCgSb4PO9vCMJEmciGWUnn83+0368FkbWt/oxub7V+DBkS/hi2/djHX3LEHzdbWoWF2Kvb8+Nq8z0gZPUQejV/1oI/z2AHb/9OOs7t/ySie6PhxIe7g0GZIkYT3vhKaeOgCgjfFmk6N/PYex0RC0jSqc391b8A4EGpfJg4GjI1h7z2IAyMk1eODYCB6/4eV5Fw3CFnN5IOAKoO3Fs2i+bQl4wokbdtUC6nS5EHNz9AaVjJIZT9ZZZg6ZTjylzbJsce4qQyo09cWwdbrQ+kY3uEXcrKMfVNUK3PP2zQj5Qnj0yheSKlReiw9/vvYl/KT6T3jxq7snKEl0i04+lDm+kIfKtWV5i0ugob/UUhZzOnFWbZa0MifTTrPNksHJezpXxMksv7UJlz+wFh89egoHHmKeY0aSJBw9mTMq9cu1kGrF8TmiTNg6nBlzB2mn28mGF4MnLdAvLZnW4RSXz8Wauxeh6RPGtOHuBEFA26hKGxxOxxLQxJW5JBumeMZczCk1FQJpEVbd2YxTz7dnpQxnS8AdhCBezAnSzsylMz8Bxg8wslXmQoEwzrx4HoturAdfmP5gQlNfDKlWPKH91txmh9qoyHiooWCYNTdwZAQSjSiutDJFZaTfs6k3ec5+D+RlEnB5HJSvpJQ/pnNzdPuqRC2ErEwKnpBXEEdLa4cT0XAUMp0YvQeHslLz+w8Pw9blgm6hGkOnLFm/dk8+2woipnwmztATBIEtX18B63lHVrO5c43BE1Rb7arPNWPlHc3Y95tjaQ9KJzPcQhVxdLsuE0atfgRcwfh88mwXcyRJ4uAfT6J8pQ6b7l8B14A3fnhQaM6+SmWXrvzsQoiKhTm1WZ55qQMtr3RmPNyaa7DFXB4Y2N+LcCCMxpuap/ybWCOGUCmELU08we5vvomjfzyU9eMKFQLwRdQXXLbmJyyFQ6oVxzf9wdEQ7F3OvDpZ0pTUFyMyFsHRJ8+iZpMBAkn2yl/ZIg3ufu0GuExe/N+Of04YGG57uwe/XPIkzr/bi0XX12H/70/gkStfiLfa9R0aAreIm3Wwcyo09fm3407XZglMbYnNxGi+lDlj5pP3bLMjt/9wIxZea8TL97+P7n3MTtw9Iz6E/OGMj8PhEFhwVTXa3urJOP9LxRKMnxSnQtesgahYOMHwIhqJYviMLWcny0Su/Z9LcMdz12a8nbZJlTZrbnIxly6g2tHrhrJyasZcMjb8yzJEQlHs+13h1LmAeyxuaiJSClK6WfodzNsss1XmWt/oRsA9lrHFEqA29TWbDehKeE1YWu0pw8IToR1rk7W/JtJ/ZATlK7OfFadn0tN9RrkGPPG2aN1CNXgCLvNizkY9NxKNiGqjNyoKUszRr/U1dy9GOBBG/2HmB2gn/t4GbhEXO3+9FQDQ8R5zdY4kSZz4extqt1ZAXjr1sGPJzQ1QGKTY+79HGV9zrjF40gKpVgx5qQRX/WgjQBB44z/2Mb4/7e6bTTEXn0+OFXNygxQBV3DGHTVpeg4MYviMFeu/vBT1l1cCmLlWy7O7uqCqUUC3UE29f3Joszz3aheqN+qn7QMw07DFXB4YONAHgsuBfs1U632CINI6Wo6NjuHj3xzEqcczf6F/8P3deHzDIxOuTSsOqWzFWWYeqU6MoGcMIX8II2dtIMn8mp/Q0JvlUasfC7ZX5Xyd6g0G3PGP6zB02oq/7HwJflcQu76xB3/a/g+IVUJ87ePP4M4Xd+LWp3ag79Awfr3qrxg4NoK+Q0MwLNfmlAWW9PepU2LU6s+rA5XL5IVIKUgZvSGNqahM20C8Fh84XCKjipEJ+uQ9VdZcJByFa8DD2NAGoAqu2/52DeR6KV779l5Gv1M2DpOVpAAAIABJREFUsSZNV9fAZw9kVE+9Fj+CnrGMyhyHQ6B6o36CCmM970A4EM5LMccUXbMGnuHRpCoDSZJw9nlQXDWu4hSJ+RApBUlPv+097owtljTaBSos/WQDdv/4EPb/oTAFXcAVnNBmmSpnzu8MZHxN84q4ECoEWWfNHX+mFZISEeouq2R0+5pNBjh63HAOeBCNRGFpd0DbmD6WABhXTNMpcyF/CCMt1pTzcungi/hQGKRp1XRnvweKcuq1wuVzUbakBAMMTVB8MWWOnn0vVDwB3VJMt6J1MWy1jEaiOPFsGxp3VKPuskqIlIKsNumDJ8ywtDuw7NMLkv47l8/FxvuW4fzuvmm5884mQyct0C+jPruU5TJc8m8rcfzpVvQxKJjDwXDcnTqbYs4Su09JbD+gjL3+ZkudO/jHkxDKi7Ds043Q1CmhKJeiYwaKuTFfCOd392HhtUZq312jyHpmzjnggem4GQs/YSzQKgsHW8zlAdPBfuiWlqJIktylS92gSanM9e/tQTQUgfWsOePmq2d3J0wfDUywE6ZPiVllbu4QDw43+zF8OmbmUJBibnyDk435STKadtTg1ievQveHA/hRxaP44JdHseFfluJfj3wm7iq48vaFuG/fpwES+P3Gv6Pv0HBe5uVoxlsP83ca7R5MnjFHI9OJEQ6EEfQwO8X0mn3xk/PpMH7ynvzLxjXgQTRCMm6zpBHKinDpt1ajZ/8go9iJTBlziTRcWcUoooA+KVbXZd6AGzcbYGl3xAspeuYkX2ovE+h2z2R/L6/Fj5A/PMXIRW5I7pyYTWssANz65A40X1eLF+97D3t+eSTLlWcm4B6DUE4pbuJiIcZGQ0lNd5gocwA1N5eNa2rAM4azu7qw9JaGtPOTiRg3U4ei3ftMcPR5EA5GMsYSAICsNHMxN3jSgmiEnBIWzpR0kSIkScLZ75lgWFS+UgfTsczf7QCVMQeMK6CaumLYupx5nzcaOWeDskIGVbUCumY1uj5kVsx17TXBPejF8lsbweFyUHdZJdrfYT4PdfzvbeDwOFh8Y33K26z74hLwRTzs+80xRtecS0RCEQy32CZ8dl36rTWQasXY9W97Mv6dLO0ORGO5r64slTkOl4ibLsUV6lko5katPpx8vh0r71gIgYQPgiBQf3kVOt7vK/gs5Pl3qQ45OuNRZVTA3uPOykn+3GtUmyZ9jfkEW8xNk2g4AtOhARjWp55XUi3QwDPgxtjo1A1jz27qxTPmHYNnIL0JhbXFDJAkHB3jw7G0MscWc3OHxODwodPWjCYMuSLXS8EX8SArleRFyVh+axNueOgKSEtE+PzLO3HjH66YYtpSvlKH+4/cjso1pYiMRVC9QT/tx6WhlZx8FnMukzc+S5OMeOHNcG5u1OKfdosljSpNGxVTI41krLl7MeRlErzzw48y3jauzDF4HLFKhKr1ZRnn5uIZcxmUOQCoSdi4A9TJNofHyavzayYMK3QQyIrQ8f7UYm5yxhxNskyzMV8IXrMvKzWVJ+DhjheuxZJbGvDqNz7AOz88mNfNe9A9BqFifGYOAHyT5uYi4SiCnrH4v6dDUiLKSplrebkD4UCYUYslTdnSEgikfHTvHYirSEzaLLl8LqRaMdxp2iz7j1Atj+nMT9Khrk3duuV3BBDyhScUc4YVWgRcQUbtXqNWPwgOEW+LVdcqEPKF4RnO70yl+Zwd2tj7q/aScvTsNyESzrzhPfFMK4okfDR9gtro1l9RCWefh9HnNdVi2YqGbVVp29fEKhFWfa4Zx/52Dp4s2t/nAuY2ByJjEeiXauM/E8qKsP0HG9C914SWlzvS3p+el5NoRFm3WRZXycEr4gIY3xO6ZiGe4PDjLYiMRbD+S+NZy/WXV8JnC2Aohdoa8ofwt9tem7Yae3ZXF4TyIhi3UN8paqMCkbEIo7iSxGuojQpGh0dzDbaYmybmM2aERsdQviF1C4m6gVJl7OenOhR17+5EkYz68La0pG7H8Ax6EIjZ3Npax1U+RTn1xk1nhc0ys9DmB54RH4ZPW6FrVoPDzf9bjcMh0LCtCis/25Q3J9MNX1qK73R+Ac3X1aW8jUwrxr3v3oy7X78RS25uyMvjAuMGA/kclnabMilz1HPlZTjI7zX7ph1LQKOpVcLW5Uq6eWdicZ8KvpCHrd9cjc73+zNmQdm7XZCVShg7rTbuqMHA0ZG0xge2Dic4XIJRgVi+Uge+iBdvtRw8ZYG2UZW31l0mcHkcGC8pR8d7U4s5Z1/yYi5Zplm88MuyAOfyufjM09dg5R0L8db3DuCN/9iXt4IuUZmj2ygnz80F3VRxJ1Jmbh2WloizMkBpfb0b8jIJqjYYGN+Hy+Ogar0e3fsGxzPmGG6u5HoJXGk2bwNHRiDTiVMaImVCbVTCPehNGrbtHIiZLZWPXzsbExSfLQCxShhX/QvRqRCNkjC32qGL5Ssat5Qj6A3BdDx9K2gkFMGpF9rRfF1tfDa7/gqqtb+dgatl70dDcPZ5sPzTmYv6zfcvRzgYwcE/MjdymgvQ5ieTI1XW3L0Y2iYV3vju/rT3Hz5jBYdLoO6yiiyLOeeELh3FLClz0SiJgw+fQs1mA0oT4mDqLqOEjlQtuUefOofjz7Si7c3cjW+iURJnX+3Cgquq40Ut3W1i62aW1Tjeplk7L53h2WJumgwcoF6g5RmUOWCqo6XP5sPIiWEsvYvKprOeTX0yYW0Z/zKwto7fbsNXluP2v1+Tk/kFS2GgN/tesy/mZJn/Fkuaz790PT7x35cU7Pqp4PK5aNpRk9ciVSgrglQrztvm5f+zd95xctX1+n/OlJ3eZ2d73002u+mkkkYKPTSRJlZUBEERu9d7LSiXn/deRUEEFMQKiEgHSQ+EFNLb7ibbe5ve+5zfH2fO1DN9NrubzPv18iVMOTPLmTnz/Xyfz+d5Av4ArOP2pAs3Ma2iTqa3QLVNOnIODKdRNcjgsXsZDVgM/ZaUGXPJWPWVhRAVC7AzhTqXTsZcJPOuo6zlz73fn/Axum4jFLUysLnslMfjFLFRvbIsZHgxdlqLsoVT931JROPGKui6jHFhuwmVuQoxlWkW0cKTi5rK5rBwxwvXYNVXFmL3Y4ex7ccHMj5GLIEACXekm2WwjTK2mKOVuvSVufQVE123idrMyrAtuW5dBcbPaDF4aAwCBT/UepiKVMHhQ0fHUbmsNOvFmioYGcCktNEL8MjvbGmrCmwuCyPHUxdzdr0z6u+ki7lkUQiZYh62wmP3hjL7aBUjVd5c544BOAwuLI5QWNWNcsirJejaOZDydU++fA4cHhutN6VuX9M0q9B8bR0O/O4UfG5fysczMXBoFP+34M9wGDLPRMyW0VNasIvY0MyNbi9nc1hY8cUFmGjTJ90Em2jTQ92kgLpRAcuoLa32QCqWwBhlNlUk5EKg4F/wYq571wD0PSZcfv+iqNtlFRIUz1Uwzs2RJIkPf00Z3iRT1FMxfHQc1nF7VHskvTmcaC49lq5dg/C5fJg3C+flgDSLOYIg+gmCOEMQxEmCII4Gb7uNIIg2giACBEEsi3n8DwiC6CYI4jxBEFdH3H5N8LZugiC+n98/ZXoYOTgIUakYstrE8yHKpmDW3PnoYm1gTy9Akmi5fQFEGhG0bYkv+Nqz1K4PX86HPqKYU9ZIsfiO9FtYCkw9tG39+BkdbJOOKYkluFhRN8rzNvRvm3Qg4CeTFnN0S2wqi+2AP4C3vrU3tDjNB8l23o39FkgrxKFdxkwpEnKx4VvLcH5bPwYPJw6mTidjLpLyxRpISkU4n2RuTpdGLEEkdesqMHpSC+OgBaZB6wWdl6OhzTl6YlotjQMW8CRFcfNk0nIRAn4ySqXKRU0FKKX91qe3YPGdc7H3f48mzIRLF4/dC5JElAEKgDgTFDpIPL2ZOSHsOmfaymGmjqw0dWsrQJKUTbimWZF28SUrFydcFLrtXkx2GFCxVMN4fzok+84yFXMcHgelC9RpKXN2nRNCVVgdVdRIQbCIvCpztJMl3cYsLRND3aRImTd34qVzEMh5UbPZ1DxUNbp3DyUtPAL+AE690ol519eHVOJUrH94KWyTDpwIZtplyp5fHMH4WV2odfFCMHZKi9L5KsZNrNrVVHzPwKHE1+LxNj1KWlWQVUkQ8JOwjKUubmyTDrht3ihlDqA2my50cPiBp09BVCxgnIls2lyN3g+H4+Z1z2/rD30mLWPZv9/2t3tBsAg0XxvOsVRUS6jvT5omKB3v9IInCbdpzjYy2VbfSJLkYpIk6cLtLIBPAPgw8kEEQbQAuBNAK4BrAPyOIAg2QRBsAE8BuBZAC4C7go+d1QwfGETl6uqkPzZcARfSahkMMcHhfTt7UCQuQtnyCqhbNEmVucmzExCViFG+ohL6KcisK5A/uAIuNYMTtG2eiliCixVVgxy6NEN2I9F2GfHWN/di32+O49z7fdD3mkKLq0SxBAAVMUAQyWfmnGY3nt/6Oj781TGs/foSbPrByozfHxOhNhCG4tXQb85o9oqJy7+6GEIlH7seZY498fsCMA9ZM1psEwSB5mupiAKmORs6wFaVQTFXv64CZIDEoWdPA8AFdbKkKVtYDKGSj+490bvHdCxB7PWd3iCIVIEM/Rawi9ghI45sIAgCG7+3Aj6XD8f/1p71cYBw+yQ9gyVUJFLmqH9Px6FVqBbA7w3AZUltGOS2eWDXObMq5qpXloHNZcHn9qc1L0cjLRfBNmFn/GyOndaCDJCh1sdsSJYPaR62gsUm4s5/5WUlGD6W2gTFoXdFKXOcIjbk1ZK8FnMTwTBqzbzwhlTDhkr07RtJWJB5nV60vdGNBbc2xW0uNW2pgdPoStqm2fvhMKzj9oQulkw0balBSasKe35xJKMcPIByJGx/uwfAhWs1JEkSIycnE25EVSzRgM1lYTBBMed1eqHvNqJ0vjq0GZBOq2VsLAGNrEIc12UwlZhHrGh/qwcr7pnP2CLfuKkaHrs3zgn5w8ePQVouRu3l5Tkpc+1v98TFCbC5bMirJGk5WpJksE3z6tqsN1Cnm6x7pEiS7CBJ8jzDXTcBeJkkSTdJkn0AugGsCP6vmyTJXpIkPQBeDj521mKbsMHUa0w6L0ejmquOK8L6d/WiekMd2Fw21K2apI6WurZJFM/XQNVcDP05Xd4drgrkF0mJEGNnqPM9lW2WFxuqBhksIzZ4XZm11+z46UF8+PgxvPmNPXju2tfwWMPzeHLViwASB4YDVAuMUCVIGByu7TLiyVUvomvnID757JW4+Teb0nblS4WyTgaCoNSxWDJ1RWSCLynCum8sRdtbPRg9Fb/YMg1RjpmZLrabr62D0+TG4KHRuPsc+mCAbQbFXM3qcrDYBA79gSrmpkOZY7EINFxRFTc3F5sxR0NvEEQuFo39Zihq0suYS0bFYg2qlpfi0O/P5HSdpwuuWGUu1gDFmZEyl37WXCaxF7EUCbmhoisTMwJpuRgkyTwDS7c6VuagzAmVfPBlPMZ8SNOQFdJycVzrecXSEjiNrlDLbiLsOmecOYi6IX+dCgClzAmV/KhW8foNlXCZ3aHfq1ja3+2D2+ZlNLEJ5YglabU8+fJ5yjjl+vTb1wiCwHWPrcPkOQN2P5ZZBu/h588g4Ke+N5mYX+SCddwOu9YZZX4SCVfARfliDfoPxl8zASougiSpttxMirnYWAIaWeWFU+acJhf+esc7ACg3UiYaN1aBIKLn5sbbdOjcPoA1DyyGokaalhLJhHHQgtFTWkYHSmW9LK3g8JETk7CM2mZtiyWQfjFHAthOEMQxgiDuTfHYCgCRv4jDwdsS3T5rGTlIfTCTOVnSKOeoYegMF2HmQROM3XrUbaE+gOoWDdwWN6wj8Rd8MhCAtm0Sxa0lUDWr4bV7GB9XYOZAz2KJigUhk40CqVE3KkCSSOsCTOM0uXD6X124/KuL8JPJ+/HAvjtw23NXYcN3lmPNg4tTFgdijZCxzbJr1wCeWPkibFoHvrLzkwl/qLKFw+NAVimJW6xlkzGXiLVfWwK+tAg7fx6/IMp2sT3nyhqw2ATO/bs/7r5MnCxpeOIilC/RUE6hakFOylYuNGysgnHAAn3EZ884YIW8On5uMZEyF5lHlwur7l2A8bO6pG1ZqXAF8xp50nBoOBCvzNH/nk4xRzu5pmOCkksxBwC1a6nlQabFHMAcHD5yfBIitSCUA5cNBEFFijDt9sfGEtCkY4JCkiQceieEMbOByaIQsmGiQw/NPGWU0hyem2NutTz50jlISoRouCJ+nSMpEaFsgRpdCUxQQsYpNzUkzPpMROsNDVhyVzN2Pfoxxs6m143k9wXw8R/OYO7VteAKOBdMmRs9FYwgSvJbU7OqDENHxhlV4/GzlGKajTLH4rDiWrtlFWJYJxxpuZTmgmXMht9teAVDRyZw98tboapnvu4LlQKUL9FEhczv+/VxcAUcrPrKQkjKRLCM2rLavGp/h3KEb70hvhBLNzi8/e0eEER4Jnw2km4xt4YkyaWgWiQfIAhifZLHMm1Lkkluj34yQdxLEMRRgiCOarUzOzhy5OAQWFw2yi5Lbc+umquG2+KGfYK6uPTvotoAajdTH8DiVmpHh8nR0jxohtfuoZS5oJlK5NxcgZkHbYJSmJfLDNpgIBNHy+MvnoPP5cOKLy6AuFiIurWVWPnFBdj6i/W45cnNKY04xCXCOBOSwSPjeO7a1yAtF+Ghw3ejYUPqDZtsYFqs0YpZrsocQDkUrvnaEpz5V2fcgiiTjLnYY9ZcXo72d3rjfnxDxVxT6oy5SOhssbKFxdPmJEbPzdELDpfVA6fRxajMiUtEIIhoZc40YMlLAQ4Ai+9sBk/MxaHfn876GLHKHIfHAVfAiZuZCylzabRZZqbMBQ1hsizm5t/UAJ6kKKNMODqGxDISvxAePj6BystKcv58JSqwzMM2xmKubIEaLA4LI0nCwz12L3xuP0Sq6HOgapDBrnPCZWEOe8+UyY6wkyWNoloKRa2UMW/OZXGj491eLLp9bkKzq6YtNej7aITR4bNz5yBlnJKGiyUTN/1mI/gyHl65Z1tahUnHOz0wj9iw+v5F1NxYHpU5kiQTFht0MZds47BmdRm8Dh/GGQrT8TYd2FwW1I1yCOQ8FIm4aWXN6bqomefYbhFZhQRkgEwYazF6WsuoLmeCrseEp9a+DH2PCV989xYsSuFs3bipGgMHx6gIF60Dx/7ajss+2wKRSgBpuRhepy+t9u1Iej4cxr5fH4e6Uc7Yjq2ql8M6bofHEf/ZjKT9nV5UryqDOE+xQ9NBWsUcSZKjwf+fBPA6qJbJRAwDiFz5VAIYTXJ77Gv9niTJZSRJLisuntkL4eEDgyhdWgYOP/WOk5KOJwiGh/fv6oVII0LxfOqHSt1CFXO69vgLvvYstaNHKXPUf5NLZW7ONmHDjoffg9+TnavVdEGrcaXz82OWcamQjR334efPoHxxMSqXZjcLIykRRrVZOowu/PW2tyEpE+GBD+9IuNuYD1T1MkyeM+D4ix1oe7sH3XsG0bWDalnKxhWRifUPXwaepAhPrXkJ2x85CFcwIN3QZwaLTWSlVCy5qxljp7X4+LkzUbfruk0gWOnFEkRSFwzuno4WS5qSeUpISoQhE5REsQQA1Z4rLhGFFotepxfWCUdeCnCAUiuXfGoeTv3jPJym7IxQQsWcLKy4CRR8RmWOxSZQlIYjcqbKHFfIydr9tW5tJR61fA2yivQ/n9Jy6robq8x5XT6Mn9XnZH5Co2qgWrciZ8zowPDIWAIaLp+D0lZVUmXOrqfOSaxrZz7jCew6B+w6ZyhjLpL69ZXo/XA4qljxefx4+fPvw+f2Y+mn5yU8btOWavjcfvTtj28hPPnyOfBlPMy9qiar9ywuFuLmJzdh6Mg49gVdD5Nx8JnTkFWKMe/6ekgZsiBz4am1L2Pbj5hdZsdOaSGvlkCYZEOkehW16T/A0Go53qZH8Vwl2Fw2CIKAvEqStjKnbor/fZImyZojSRLPX/cafr30r+j7KL3A+FhGT03iqTUvwWl2477dt2HOltTnt2lzNfweP/o+GsHBZ07B5/Zj/TcoJ3dpGfW9Tbf4Hm/T4fkbXsfTG/4Br8OLW367mXGThnZqTtbpYxmzYfjoxKwMCo8kZTFHEISIIAgJ/c8ArgJlfpKItwDcSRAEjyCIOgBNAA4DOAKgiSCIOoIgikCZpLyV6x8wXfg9PowdHUlrXg5AWFE7T7Va9u3qQc2m+tAHUFQsgrBYlLSYU7dqIC6ToEjCi8qau5jpeqsDh399ABOnxlM/eAYhDjpaFublMkOkFoAvLUpbmRs5OYmR45NYcc/8rF9TUiIKGaCQJIl/fOF9WEZt+MwrN0CozE8MQSIql5fCYXDhxbvfwws3voFnNv0Tr35lBwBA1ZiZupUIkUqArx36FJq21GD7jw/gsfrnsPeXRzHZYYC8WprVDOCqryzCnCtr8MbX90QpfvpuE+TVkoxz4urXV0KsEaJpS3rX02zp2daF3d/fxngfQRBo2FiF7t2DIEkyYSwBjawivFikH5svZQ6g5k+8Th+O/70jq+eHDFCCyhxAxQ84GWbmBAp+WopVpjNz1FzohVNaxRohWGwiblE4flaHgC+Aiiw3fCJRNcjh9wZCuXIANSvqc/kgr2L+rFQs1WD4+ERCZceho4pjoYq5mMtH9uZE0DVQMy9+g7FhQyXsOicm2ql2P6/Lhz/f+hbOvt6Nm36zEdUryhIet359JVgcVtTcXMAfwL4njuPUP85jwScac8qNXHzHXLTe2ID3/+sAtF2JzbF0PSac39aPlV9eCDaHlVdHR5IkMXRkHB8+foxxcyWZ+QmNslYKsUbI2Do9flYXtfGbTjFHkiR03SYUM3RByCsTZ80Z+swwj9jgdfnx+6v+hc4d/Qlfw+f2YeTkJM5v68exv7Zj7y+P4p3vfoDfbXgFLC4LD+y7M+lnI5K6ddTn5Ny/+3DgqZNovrYOmmbqb6bbo1PNzZlHbXjlS9vwy4V/Qd+Hw7jusbX4ftc9US6rkdDxBMlaLTvepdo0W2bxvBwApPMNKwHwevCCzAHwIkmS7xMEcQuAJwEUA3iXIIiTJEleTZJkG0EQrwBoB+AD8ABJkn4AIAjiQQDbALAB/JEkybb8/0kXhvGT4/C5fKhcnd7iQ1olA5vHgaFTD137JOzjttC8HI26pZixzVLbNglplQx8GbXro2pWXzJtluYB6keMbk+dLdDB4aWFNsuMIAgiozmRw8+fAYfHxtK7E+8cp0JcIoTb6oHX6cWBp0+h7c0e3Pj4FahZmd6PVC5cft8izL+pAS6zG26bF26rB26bFzwxF8oERUQ2lMxT4XP/uhGDR8bx/n9+hHe+/QGAcGthprBYBO7667X41eK/4q+3v42HjnwaPBE341gCGpFKgLue3YDadVM7Rt3+0mm0vXQaGx+7irHIaNxUjZMvn4e205iymJOWi2AcoBZcdMZcvpQ5gJq1qliqwaFnT+Pyry7OuChymaPbLAFAqODHRR44ja605uUAypiEK+Skrcxl22KZLSw2C5JSUVwxR7c45mJ+QhOpltHfUaZYgkgqLyvBkRfaYB62MhZ8dj313zNXZY5WC5laImNjCSKpD7aR9344DFW9DC/c/CY6tw/g1me2YPVXFsU9PhKeuAg1q8tCc3Pj7Xr884vbMHBoDM3X1uG6x9al9d4TQRAEPvH0Fvxvy5/wzy9tx317bmc0GTr0+9NgsQms/CK1sUcFyNtBkmTOGwouiwd+bwB+bwAfP3cGV3x7eeg+r9ML7XkjFt6avM2QIAjUrC6Lc7R02zww9luw8osLQrfJqyQJDWloLGN2eOxeRmUuWXB4f1BB/eK7t+Dtb32A57e+gc+8shXzb2oM/00uHz7+w2nsfuxwXIHFLmKjYokGn3llKxTV6V/veCIualaV4cBTJ+H3BrAuqMoB6Stzz1//Giba9Fj30FJs/uHKOMOgWOgRgmTKXPs7vVDUSFE6f3ZvvKfckg26Ty4K/q+VJMlHg7e/TpJkJUmSPJIkS0iSvDriOY+SJNlAkuRckiT/HXH7eyRJzgne9+jU/EkXhkzMTwDq4qpsUkF/Xof+XdROQO3m6GKuuLUEunZt3O6d9uwk1K3hHyHVXHVUcPjFjGWQ+hLOtmJu/k0NuOI7y3Kywb5UUaWZNed1+XD87+cw/5bGnBQ0er7x7BvdePd7+zD/lkase2hpimflD2mZGJpmFaqWlaJxYzVab2hA48apUaiql5fi3m2fxP17b8fcq2ux8LbkC5BkSEpE+NTfroX2nAFvfG0XgGDbTxaKonnAiFdveRFtL57K+v2kg23MCr/HD4+NeTajcSN1Pe/ePQjjQPKoAVmFJLT4yCUwPBmr7l2IsTO6OEvvdKDnrHiScDHHl/NCuXI0tDKXLuJiIewpijmSJGHoM0N1gYs5gA4Oj16ADh+fgEDOy0txGY4UCRdYtErH1GYJhNuHEy3Q7UFlLnZmji8pgqhYkNb1kCRJPHfda/jDNf9ivH/ynAFcIQdyhgW4ql4GabkY5/7dh+e3voGuHQO4/Y9XpyzkaJq21GDk+ATe/f6HeHzxX6DtMuJTf7sOX3z3lrwYgMnKxbjhlxvQ++EwDj0bf43wuX048sezaL2pMdSWK6uQwOfyxbUVZwOtRLM4LHz0xImo+b3xNj3IAInyxak3bmtWlUHbaQwV7wBCamikMierksA2YU8ayxCKJWC43gpVAnB4bMZirm//CPgyHho3VeP+PbehfHEx/nLrWzjxUgd8bh8OPH0S/6/xebzx9T1QNylw90vX44GP7sT3Ou/Bz80P4v+5HsLXD30qo0KOpnFzNfzeAEpaVZhzZbg1Mx1lzu8LYPyMDld8Zzlu/NUVKQs5gNoc4Ym5CeMJvC4fOncMYN7W+mmb1c4X+fHYvgQZPjAIaZUM0sr0fxyUc1QwdOrQt6sSOQERAAAgAElEQVQH8noF5DFB4+qWYrjNLlhHw/J6wB+ArkMLzfxwUaBqLoZ12AKPLT9D0TOZkDI3mX0GyXQgq5Bg6/9syJuN/aWEukEOQ5855cD72de74DS6sCJiRzMb6ODwf9yzHfIqCe7449Wz/sKeioYNVfjy+7fi8vvSW6wlomlzDTb/cBWOvNCGj548DofBxbhTnApzcNPGoZ3a77ltjLq2OvXMbYKqBjnkVRJ07xmCccACeZUkYdSAtFwEu84Jn9sHY78ZbC4LkrLEMRjZsOSuZhSJuPg4CyMUl8UDnpgbpdIwK3PutJU5gHLotaVos3TonXDbvBdcmQOo88KkzFUszd38BKBUEzaXFbVATKXM0S3TiRQ2RwJlDqCuh+mYVZz8x3l0bh9A185BjLfFF40THXpo5ioZP88EQaBhQyXa3+5Fz94h3PmXa7HiC+m3rjdtrgZJUmHdCz85B9/t+AKW3j0vr9fRFffMR9OWarzxtd149b4dUSHTp//VBbvOidX3hR2HQ3NjOeSX0dBK9MovLYBpyIoz/+oM3ZeO+QkNPTc3+HFYnaODzUtaw8qQvEoCkkyekxfOmIu/3hIEQbWBM8zM9e8fRc3qMrBYBIRKAb6y8zbUravEi3e/h/+ufx6vfXUXFLVSfGXXbbh/7+1Ycmcz6tZUoLhJAb6Ul9M5bb6mFgCw4ZuXRR2HLylCkYgLa5JizjxiC0bppF9EEgQBZb2cMf4HALr3DMHr8M36FkugUMxlzcjBobTn5WhUc9Uw9hgwuLcvTpUDmE1QjD0G+N2+KGVOTZugxISQ54uRw8PwOjJzFcqUvp3d2Pntf6d8nHlwdrZZFsgeVYMMAV8g5czA4T+ehaJWmnWrIA3dEksGSHzmla0QyNNXKQoAV/54NerWVeDNh/YAyCyWgIaOWnHqU7fv5QJdzDl0zMUIPTfXs2eIyvpL0uoaiicYs4cem2vGXCx8KQ9L7mrGiZfPwWnObPPOZXaHYglomGfmXBAo0i/m0lHm9CEny/wqlekgLRfDHFHM+b1+jJ3W5sX8BKC6bBS1sqgCyzxkBStoisOEpESIIhE3ocJm17tAEMyOoum0nbttHrzz7Q9Q0qoCu4jN6II62WFgND+hab25EWwuC3e/dD0u+3RL0teLpXplGa747nLc8/bNuPvF66fEFZAgCHzmlRtw+VcX4/DzZ/FY4/N4/0f74bJ6cPCZU1A1yNG4Oaz2yIJmOPmYm6OVuWWfb4W6UY4PfnUs1EE1dkpLtcWnYZRVtbwUBIuImpubaNOBw+dEuQqnE0+g6zaBzWUxKq0AVczGFoMOowvjZ3WoWxNuZ+dLivCl927B/E80QVUvw5e33YoH9t2Jpk3Ved/UrFlVjodPfAbLGTYKKEU98bky9lPfnWTXZCaUddKEM3Ntb3ajSMRljN2YbRSKuSywDJthGTKn3WJJo5qrRsAXgNvijpuXA8LxBLqIubmQk2WUMjd18QQ927rwp5XP4J83/x0BX2KJP1fO/u0UPv7lfkY7Y5qAPwDrMLUoKBRzlw6pdrEBwNBvRtfOQSz/wvycF9DqBhn4Mh5ufmIjqpaV5nSsSxE2h4W7X7weAmVwpjeLNstQMWdIbayRLX6PL1TEJVLmAGpuzq5zYujIOGPGHE1kcLghDyHviVh570J4HT6ceDEzIxSXxRM1LwdQxYLL7I5yYqSUufQ3METq1MocvfCaDmVOVi6GQ++Cz005IE+06+Fz+/MyL0ejapDFtFlaIasQJ7wW0bPAiRQ2u84JgYLPOOumapTDPGQN/T1M7Prvj2EeseGTz16Jhbc24dhf2qN+W912L4wDlrhYgkgW3z4XPzc/iMW3z034mESwOSxs/cV6tGydWkdAoYKPm5/YhO+e+wJab2jAzp8dwn/X/QF9+0aw+r6FUf/9pcF2S3Me4gnoNlhJiRDrvrEUQ4fHQ66UIycnUbpAndbvEE/ERdlCddTc3PhZPUrmKaPOPV3MJYsn0HWZoKyPjyWgYTKAod9z7ZroOC2ugIvPvXojHth3J+ZeVTulnSkVizWMx5eWiZK2WYZmmDM0mVLVU50+seNLgQCJ9rd60HxtHbj87A16ZgqFYi4LRg5S1tWZKnN0PAEA1GyMl3WFxSIIVEJoI5Q52hBFPS8s4SsaVSBYRN6LOZ/bh20PvgOBUoC+HT3Y/tB7eT1+JMYeahjb1JfYnco2akEg2GrnmGVtlgWyR51G1tyRF86CIIDln2/N+fWESgEe0X817fmQAvHIKyX49Mtb0XpTA4qzaLMMF3NTp8zZxsMLG6cu8fWEnpsL+Mn0lLlRG4z95ox3jNOlalkJyhcXY/djh3HmtS4EAukF67otnqhYAiAcDE4HipMkGZyZy6zNkl7cJiLXwPBcoOMJ6IXhcND8JB9OljSUWhZeICYKDI9+jixpm2WskyWNukEOkgzPZcai6zbig18ew9JPz0PdmgqsvHchnCY3Tr/aFXqM9jztZJk8gJ0ryCzYe7pQN8jx6Ze34uuH70bZwmIIVfy434KQqUYelDm6zVJULMSyz7VCIOfhw8ePgyRJjJ3WoXxR+hsFNavKMfjxWOh7PN6mQ0lrdJEdUuYY2iRpqFiCxBtntNtuZBHTv38ULDaBqjQdKC8kTO3RkdDFXKrvWSzKehm8Dl9cluzQkXFYxuyYf3NjgmfOLgrFXBYMHxgEh89ByaLMdvHpeALNolKIiuPbMQiCQHGrJqrNUnt2AvJ6BYpE4R1WDo8DeZ0i71lzh/53H4zdetz88h1Y9Z21OPa7j3Hkt4fy+ho0xl7qx4Uu6pig52i4oqJpUeYmz4xjaP9A6gcWyCvSCgk4PHbChU/AH8CRF9rQdGVNVkPYTCQKxC2QPnO21OALb9ycMqSdCbqYc01lMTcWXhglarMEqBBl2kUwWYFGK3O6bhOsE468xhJEQhAEbn5iEzg8Nv5861v45YI/4/jfO1LOlLosbkZlDggHhXudPvg9/oxm5sTFAngdvqRBvIY+C4RKPvjS9I+bL0JmCsGF4cjxCfDE3IyD7JOhqpfBZXbDYaDmD81pFXNyGHrNjMW4XeeMMz8JPy/ecCWSNx/eC04RC1v/Zz0AKmZA3aTAwQijkMkksQSzmerlpbh/9+34yeRXIVJHt3Zy+RwIVfy8ZM3ZtQ5wBRzwRFzwxEVYee9CnHmtCz0fDMNldqdlfhJ6z6vK4LJ4MNmhh9PkgnnYhtKYYo4nLoJAzkvYZhkIJI4loJFVSuB1RhvA9O0fQfkSDXhpZEpeaKRlYljG7AnjO4z9FkhKRRmraCHDophWy7Y3usHisNB8XV12b3iGUVjBZMHwwUGULa8AuyizD5VAKYSquRjzPplYTVC3aKBrmwx9oHVtkyhujd9RVDUX5zVrztRnwP5HP8C82+aj/spGbHzsKjTd2IwdD72Lnvc7Ux8gA7xOL2xBkxdTb5JiLmh+UnZZ+bQUc+/d+yZevvYvsE+xKUOBaFgsAsr6xLvYXTsHYRqy5mx8UmDmcEGUuYhiLlmbJRBW55IVc0IlHxweO9S6NFVtlgBQv64S3+n4Au5+8TqAAF789Hv4n+YXcOrVxNdml9kDXkwxJwwqcPTcHF3U8TNps0wjOHw6YgloQu2vQeOLkeOTKF+iyes8Y2RkAEmSMA3bIEujmPO5/bCMxC/QHXoXhAzmJ7GvFUvHe73oeKcXW360GtKg+Q5BEFh17wL07x8NGaFMdOjBYhNZzbPOBhKdW1mKOax0sWmdUeY0a7+2BASLwGv37wSQnvkJTe1qShUbODQW4WQZb4svr5IkbLO0jNrgdfqSmk3FxhP4vX4MHR6PmpebSUjLRfDYqXgeJowDlqzcgkPxBDHF3Nk3utFwRWXSoPfZRKGYyxCfy4vx42Np58vF8pW2r2HND69IeL+6VQOXyQXbuA1+jw/68zoUz4+X8FXNahg6dVGzD7mw/aH3QLBZ2PKrawFQSsXNf78NxQtK8Pod/4hq/cyVyNbKZMqcJWh+Ura8Ag69c0pn+GJxmV0YPTwMj9WN/Y/uvWCvW4BC1SCHPkGb5dE/t0Go5GP+TVM7n1HgwhFW5qZuZo4u5ggWkVSZAygzCA6PzZjJRUMQBKTlYgwcpOZf8h1LEAubw8KSu+bhW6c/h8+9diM4fDb+fte78LqYZ6mSKXO0oyW9ay/MyAAldXD4dBZzIeOLURsC/gBGTk6iMo8tlkBEgdVrhk3rhN/jDwU1JyLUPs5ggkIpc8zFnFgjhEDOw7vf24e/3P42zrzeBa/LB5/bhzcf2oPiuYq4KJXln28Fu4iNj/9wBgClzKka5OAUZa6az2aYTECywa5zQlQcPj/ySgkW3TYHk+cMIIjM8mTVTQoIFHwMHhrD+Nl4J0saWZLg8KEjVFRJ2cLErxtbzI2cmITX6Yubl5sp0JsRiebmDCkMqRJBz9hFOlpOnjdg8pwBrTddHC2WQKGYy5ixY6MIeP2oyHBejoZgsZIOlxa3UF9OXdsEDF16BHyBKPMTGlVzMXwuX6jgyYXOt8+h6+1zWPfjjVFRC0ViHu54+9PgCLl4Zetf86ZQ0QUci8tO3mY5YIZAJYS8XgmQZMoFWD4Z2NsHMkBCs6gUx353GKa+xO+zQP5RN1JmAbEtF267F2ff7MbCT84Bhzf7h5YLUHNbtFLvNDgTttnkim3MChAE5HWKlMpcy/X1eMTwQGiBkQg6ngDIfDA/W1gsAgtuacIV316GgC+QcLHKODNHt1nSxVxQmcvIACWFMhcIkDD0W6bFyRKgMrbYXBYsozZMnjfC6/DlzcmSJjJrzpwiliD0nCTGTna9EyI18zkgCAL37b4Ny++Zj569Q/jzJ97CT0ufwTOb/gldtwk3/2ZTXJEmUgux4BONOBo0Qpno0Kecl7sYkVXkR5mza51xDp3rHr4MAHVeM2lbJAgCNavK0H+QUk6LRFzGIkWepJjr3z8CDo+NqmWJNylCBjDB6wMdFl47g5U5gDk4PBAgYRqyZtX9wOVzIC0XRwWHt73ZDQAX1YZwoZjLEGmlFFf895WoWjM1ob7heAIttGcpNay4lUGZC87f6XJstfQ6vdjx0LtQt2iw4huXx90vrZLjtjc/DcuQGYd/tT+n16KhWysrV1fB1JvYAMU8YIK0WgaRhvqSX8hWy/5dPeAKubjt9U+BxSbwwY92XbDXLkDtfHsdPljHozcQOt7thdfhw+I7M3dcKzAzcegc8Hv8kFZRkRSJAr1zxTZmhahEBFGJGM40NoaKhKkXaPTuN5vLChkuXCiS2ZcHAiTcVgY3y+BsHF3EhYq5PCpz1jEb/B7/tClztGJqGbVj5DjlBp1P8xOA+mxIy0TQ95hgGqKNGZIvNOVVErA4rLhizuv0wuvwJTRAAYCKJSX4xG8340ej9+HL79+K+Tc3YvysDotun4O5V9cyPmfVvQvhNLpw4uXz0HWZkjpZXqxIy8WwTjgSzpf63D68/Pn3oe1KvA4BAJvWEaXMAdS83vxbGtGaRUFQs7oMk+169B8YRUmLirFNVF4lgV3nZHT87t8/isplJUk3NKVlIhAEQllzfR+NQFErhaw8v1mY+SJkWMOgzFnH7fB7/FmbTKnqZVEzc2ff6EblZSUpv7OziUIxlyGyGgXW/GADhOqp+eEWlYghUAqgbZvA5NkJEGxWqHCLRBXMmjOkaYLidXhw5ImDOP2XE+jf3QNDlw5epxcHHvsApj4jrnlqa0LjgooVlVC3aDB5ZiL7PywCY48BReIilK+shKnPCDLAfKG1DJogq5FDVEJdfC5kcHj/zh5Ura+FvE6J5Q+txtm/n8bEqbHUTyyQFxLNiZx86RykZSLUr6+cjrdVYAqgWyyLF1AL7lSqWbbYxmwQl0kgUAvhyNNr0PNZ8mrpBTfRSWZf7rF5QJJgyJmLUeaC/59ZaHhyZW46nSxpaGe8keOT4Ao40DTnX5Wi5nrNMA1Tm4yyFG2WbA4LylppnEuvXU+dA6bAcKZjzL26Fnf+6Ro8YngAd7+0NeFjG66ogrpRju0/PoCAL3DJKnNkgIRtgnntMHJiEkf/3IZz7/UlPY49ZmaO5vOv3YQb/ndDxu+rZlUZSBIYPjoR52RJE3a0jN7E9jq9GD42kVJh4xSxIdYIQ46W/ftHZuy8HBBvXBRJthlzNMp6WWhmzjJmw+ChsYvGxZKmUMzNMAiCoExQ2rXQtU1C2agEhx+/QyxUCyFQCqBLM57g4P9+hO0PvYu3P/cv/H3zC3h6zq/xP8Kf4qOf7cX8uxeh5or4qIRI1C3FUS6buWDqNULeoISiQQm/2wfraPxihCRJmAdiirkLpMxZRizQdWhRFwx2X/299eDL+djzgx0X5PULhIOnI+dLnGY3Ot7rw6Lb5xbcJy8i6GJOQxdzU2SCYhuzUsWcSpiWMpcOtDI31fNyjK9dmViZc1kodVMgi1bmioQcsLmsOAMUprDqRPClRWBzWQmVOQMdGD4N/01oZBUSmEdtGD4+gfJFxQmzuHKBDvM2DVnBLmKHitx0nhMJ3aabaGYuESw2K6mpC0EQWHnvwtDn42JzskyHyCxIJmgDkmRZdF6nFx67N69B6FUrykBP2zCZnwCJlffBIxPwewOoS2P2jZ4Z1PeaYZ1wzNh5OQDgSYrAFXIYlblsM+ZoVPUymIeprMb2t3tBkshKUZ3JFFZEMxB1qwbatkloz04wzssBwRDS5uK0suZcJicOP34ATTc24/6uh3H37ntw419uxRWPbsHKb63BlsevS/2eWjQw9ZvgsefeAmXqNUBRTxVzALMJisvkgsfmgaxafsHbLAd29wAAaoPB7gKFAGv+YwN6/t2Jgb29F+Q9XOooaqRUlmLELvbZ17vg9/ix+K7maXxnBfJNbDE3VSYodDEnVAvh1DvyMptHLxan0skyEUVCLoRKftJiLlaZIwgCAgU/zgAlE2WOIAiIioWwTjCfJ31QmbtQM4RMSMtFMA/bMHpiMu/zcjSqBjnMIzbouoyQVyYODI9+jiwqnw6gMuYAJHSzzIVln2sFm0st86ZCnZzpxJqAxEIXc9YkYdWhYrs4f+dHIONB00IV17GxBDSJirn+/SMAgNrLUxdm8koJzMO20HPq1s5cZY4giITuo6FiLltlrk4GkgSMg1acfaMbqnpZwiJ6tlIo5mYgxS0auIxOGLr0UDPMy9Eo56rTiic48sRBuM0urP/JJigbVajdWI8Fn1mCNf9xBbb837WMmXdx76lVA5BkzkHlZCAAY68RigYlZWwC5mKOjiWQ1cjBk/HBLmJfsODwvp09EKqFKFkYLqSXPbgSkkopdn9v+5QZNBQIwyliQ14tidrFPvnyeSjrZKhekVm+Y4GZjW3UAhAE1K1Tp8wF/AHYJ2whZc7n8sGbJCctXULF3BQFhqcikUkCHQoeOzMHUIWbK2JmrkjEzTgbsHxRcchQIRZDnxnSsszzoPKJtFwMt9UDl8WT93k5GnWwFbxv30hIJU2FqkEelU8HRCpz+bdIl2iEWHTHXGialeBL4j8LFzvJWvcAYKLdkPR+INxOLM5jMQdQrZZAYmWO/kzFtlH37x+FplkZl6vHBKXMWdG/fxR8GY/RNXMmISkTMSpzhn4LhCp+1vl4tGHR6CktunYNovXmxqRGhLORQjE3A4ks4DQJlDkAUDcXwz5hg8uUePHjMrtw+PEDmHPTPJQuyV5iDxuz5NZqaR2zwe/2QV6vgKxaBoLNYsyao4s5abWM2gkuESdV5gL+AD78yS4MfdSf0/sjSRJ9O3tQu7kBBCv89eDwudjwyGaMHh7G+dfac3qNAulBO1oC1AB6184BLL5z7kV3Eb7UsY5YINKIQu3UU1HM2SftIANkSJkDAKcu982h4iY5WBwWyhZMzyIpkX25O6jMMRZzMcpcJqoczbzr66DrMkLbGX/tns5YAppIk4fKKVPmqL/RrnOmdLKkodvHIzepMpmZy4bbfn8lHtx/55Qce6Yj1gjB4rASKnN0Dl+yNkt7sJjL9/lZ9ZVFWP/wZSH1MBYunwNRsSDq+x0IkOg/MJp2u6SsQgyH3oWuXYOoWV2W16zFqUBaJoJllLnNUpmD0q+sp753B353En6P/6KblwMKxdyMhC6cACRV5lTN1AJCn8QE5eiTB+EyubD2Rxtzek+KBiVYXDZ07bkpc6Yeffh4HDZkNTJGZY6OXJDVUF9CoUYEW5JiTts2iX0/3YO/rH8e2x96N+t2UP05LWyjVtRujp8hXPDZJVC3aLD3hzsSmrYUyB+RWXOnX+1EwE9i8Z2FFsuLDeuIFZIKaWhuayraLOmMOcoAhepEoNvbckFWIcF/9H1p2vKKEipzlqAyJ4sv1AQKXtTMXCbzcjTzrqeuj+3vxLedz4RijrY5Zxexp0yNoE2agNSxBLHPiTRBCbVZKqcmvJgr4EKonJpCcabDYhEJCwSX1QPToBUEi2C8nybcZpm/mTmAcsO88VdXJN2cjP1+T3bo4TS60m6XpAtFfY9pRpuf0EjLxbCOMbdZ5tL9ICkVgcPnoGfPEERqQVotqrONQjE3AxGXisFXCMDisqFsSjy0TDtaJmp9dFtc+PhXB9B0QzPKlub24WVz2VDNUeUcHm4MRhHQLZaKBiVjPIF5wAQOnwNhsAVUVCJO2mZp7qeO0XjdHBx54iD+sOBJ9O/JfL6tbxf1nLot8cOxLDYLa/9zA/Tndeh5vyvjYzNh6jfi9wuexNhx5palSxlVgxwOgwsOowsnXz4PzTzltCkgBaYO64gFkgopOHwuuELulChzdDEnKZOELODzocwB1FzKdKnF8ioJnEYX3PbollFXEmVOqOBHuFm6s1LmlLXUzElsMef3+mEets2AYo5axJYtUE9ZULZILQBPTLV9pXKypInMp6Ox65zgy3gZt7oWSA9pOdVqGMvkuWBE0mUlcJnd8CRou7YFjX7y3WaZDrHFXKZZcZHtvzPZ/IRGWiaC2+aFyxrejCdJEsYsA8NpWCwilHvZckP9RWmgdvH9RRcBBEFAs6AE6nnFSS/w8joFlVuTYG7uyJOH4DI6se7HualyNLTLZi4YewwgWERIcZPXKxMoc2ZIq+WhRVKqNktzP/XjuPWFT+AzH3wRBIvA3zf9Ef++/62MVLr+nT2Q1ysgr2MeFm++tRXiMgmOPHko7WMmY8/3t0N7dgKDe5NbI1+K0C1JvR8MoW/fMJbc1TyrWyyPP3sYr9764nS/jRkHXcwBoJwmp7CYE5eJQ8rcVEUgXEjC8QSWqNvpmblYAxQgqMyFZuZcGWXMRTLv+jr07RuBM/haAGUwQAbIaQsMp6GLuakyPwGCJmRBpS1dZY4r4EJaLoY+wqXXoXdNybxcAQoqODx+44Y2P2naQmUGM81qAVSbJYtNgC+/8Ocotpjr2z8CUbEg9NuYClqZY7EJVK0om5L3mE/o722kOkdl7flyNpmiN5guxhZLoFDMzViufeZG3PjXTyZ9DJvLhqJRxdhm6ba6cfhX+9G4dS7KLsuPvK5uKYap18AYYpkupl4DpNWyUJGqaFDCqXfAZXZFPY6KJQjv7oo0ImruJYH5iKnfCK6QC6FaiOr1dfjy6Qex8ptrcPzZI9j5rX+n9d4CPj8G9vQyqnI07CIOlt6/Ar3vd0F/PrfCduTQENr/cQYAYOjW53SsVJx/ox37Htk9pa+Rb+iF0q7HDoMkMetbLDvfOofzr7XDNh6/S3yp4nN54dQ7IKmgFsN8pWBKiiy6mBOVUgYoABVWPttJ5HgXcrMUxxsGCOSUMkeSZFCZy26R2rK1HgFfAJ3b+0O3zYSMOYBSJK/47nKs/PLCKX2dTIs56jmyOGVuKpwsC1BIy0WMM3MT7Xqwi9ioW0dlliYyQbFpHRCpBdMybyavksBldoeUqv79o6hbU5H2piZdzJUv0WRtHnIhYQoOz9XJkqakRQWepAhNW2pyOs5MpVDMzVDU8zQoWZjatU/VrIaufRIBf/QM19HfHoLT4MS6H2/K33tq0YAMkDB0phdUzoSxxxCKJAAQ+udYExQ6Y45GVCJGwOuHyxRd9IUe32+CrFYRushxhUXY8strsfS+5Tj1x+MwD8S3csYydnQUbosbtZuT548suXc52EVsHP3txymPmQiSJLHjm+9BVCqGukUD4xQXcyd+fxT7Htmb1CxnpkEvlIYOj6PyshIUNymm+R3lhqGTOsdDHw3k5XgkSaJnWxf8Xn9ejjcd0BmTIWVOKYBripQ5gVIADo9DzYgRxEWlzMUWc26LBzxJEWM7kUDBQ8BPwm3zUjNzWbRZAkD1qnIIlfyoVsuZUswRBIGtv1iP6uVT63xLm6BkVszJYwxQnBlnzBVIH1mFGC6zO64VeaJdD81cBRTV1LlLVMxNZ7Ed+f22jNuh7zGhNoN4Ab6UB1mlGHOvqp2id5hfmNxHDf35Keau/K9VePj4p1EknPlFbTYUirlZTvH8EujP6/B/0p/hT5c/i/cffBsnnjuKj3+5Hw3XzUH5svwNvebD0dLUawzNywFgjCfwubywT9ggrY4u5oDEWXOmPiPkdfGL/TU/WA8A2P/YhynfW9+uYL7cpuQB6uISMVruWIDTfzoOt4W5uEzFuVfbMHJwCBt+tgUli0ph7I5vNc0nhk4dSH8A/btmT04eT8SFpJTaqVt859xpfje54ff4YOqjNhSG9uWnmBs5NISXr/kzzv7tZF6ONx3QGXPhYm7q2izFZdTCiMVhgy/nXxTKHL3zHq/MuRnn5YBwQLhD74TL7M66zZLNYaH52jqce68vtJlo6DODxSbStuqf7Sz7/Hxc/cjloTnMdFA3ymEZs4eKC7vOCWGhzXLKSBRPMNmuR0mLKqwGJTBBsWudeQ0Mz4RwG7U1nBWX4ezbt059Flf+eHXe39tUkEyZU+bYZsmX8qBunN0bwskoFHOznNXfXYcb/nwrFn95GdhcNs785STe+/JWqIkAACAASURBVPIbcOodeVXlAEDZpALBZkGb5dyc2+qGQ2uPVubqqS9XpAmKZYja3Y1S5lIEh5v7jZDVxveRS6vkWPyly9JS5/p39qBkSRmE6tS5e8u+tgoemwen/3Qi5WNj8bl92P29bdAsKMGiLyyFolEJ84AJfo8v42OlQ2Qh0bMtP8YtFwp653vR7bO7mDP2GkH6AyBYBAb39eflmP3BzYeBPM5bHnv6Yxx9Krt5UJ/bh4lTYxk9J7aY4ysFcE6RmyVdzAEIBYfPdjg8DiQlwvhizuwBL0ExJwwWc/SOd7ZtlgA1N2fXOTF0ZBwAYOy3QF4tBZtzaSwtSltUuPK/Vmc0y0t3HBh6KXXOoXdNWSxBAebgcI/DC0OfGZoWFQQKPjg8dsJ4ApvWkdfA8EygN0VMQxb07x8Fh8/JODdRqBRMmQlQvuHLeOAKOFGFt2nAAr60KKfr1KXApXHFvYjhSXhY+NkluOrX1+MzH3wJ3zb9EPd3fgNfOHI/KlZU5vW1ODwOlI3KrJU5upVSEaHM8aR8CNVCGHvCbYbmwWAxVx0xMxdU5pgcLV0mJ1wmF+S1zLsu6ahzXocHwwcGk87LRVK+vBIVq6pw5MlDGccUHP3tIZj6jNj8f9eAxWZB0agCGSBh6jelfnIWmPqMIAMk2DwOerd1zarQ84W3zsHKLy2Aonp6DRVyhW5Nrr+6CZOnxuNmRLNhYA9VxA1+0J/zsWgOP34Ax353OKvnHn3yEJ5b/BR6t6e/YRCvzFFtlvn+jNrGrBCXh4s5gUoI5wxQ5o4+dQjnXmvL6RhMWXMuixsChlgCAOAH2yrplshslTkAmHt1LVhsItRqORNiCWY6dDGn7zHB5/HDbfUU2iynECZlTnveAJKk5qgIgoC0XJy4zVLrnBYnS4AqRAmCUt779o+gekXprCnMsoEgglESEcqcod+cc4vlpUChmLvIIFgsKJvUeW2vjCQXR8twLEF00SVviHa0pAPDY2fmADBmzYUez6DMAempc0MfDcDv8aecl4tk+ddXwditR8+27rSf49A7sP/ne1F/TRPqr2oCACgbqfiJqZqb0wdntVo/tRCWQXPSXMKZxvqHL8Ntf7hqut9GztDzcou/eBnIAInhA4M5Hc/n9mH4wCD4CgHMA6aUqrPH7ombq43F6/DA0G2Aud+YVTHV/d55AMC7X34j7fZj64gFXCEXPBm16ypQCuH3+OFNYBOeDSRJwjZmi1LmBGrhtLdZeh0e7PrONhz9bW7OuExZc25LMmUuppjLcmYOoHb9a9dUoCOqmCssvJKhDnYb6HrM4Yy5gjI3ZTApcxPt1HqjpIX67ZWWixjdLP2+AJzG6VNO2Vw2JKUiaM8bMXJ8clbEC+QKVVhHtllac3ayvBQoFHMFMkLdUgxDlz6rlkBTsGCLbLMEKKUuss3SPGACCAKSyvAOr0AlBMEiGNssaUVLlkCZA1Krc307e8AuYqNqbfpOR6GYgicOpv2cjx7ZA7fFjS3/d03oNkVjcG4wzbk5MhCAdcyK4QODaHvpFEx9yZ9Hq0LLHlwFAOidZa2WFwP6Th2ExSLUX9MEFoeFoRxbLUcODcHn8mHlNy8HAAx+mPh4fo8PT895HAf+X/K5UW3bJECS8Dq8cGgzy2Dz2D0Y+mgQtZvqYR22YNd3t6X1PDqWgG5T4wfDjfMZHO7UOxDw+qPbLFXT32bZu6MHPqc3FKuSLfIqCcxD1qgC3GXxgM8QSwCEZ+bCylxu7UvzttZj9JQW2k4DrBOOgjKXAqFSAIGcB32PKRxIXZiZmzL4Uh54Ym6U8jbRrgeLwwpZ/CdS5hwGF0gy/4HhmSCrkqDjvT4EfIG08+VmM5IyESwR0QTGgjKXFoVirkBGqFs0IP0BGLoyV5GMvQbwFQLw5dG7XPIGJcyD5pArn2XQBEm5JCpjj8VmQagWwjHJoMwF58HkCZQ5ILE6F/AHcPSpQzjx7BFUra1BkYh5N5uJTGMKDF06HPvdx1j8pctQ3BruexcWi1Ak4aWMJ9j+0Lt4pvnX+IXwETxR/gv8ec3v8can/ont33gv+et26iBQCVG2tBzKOWr0ZqAkFsgPhk4dlHNUKBIVoXRpec4mKAN7ekGwCFz21ZXgy/lJi7nBD/thG7ViYE9y85vJMxOhf8605Xfwgz4EvH6s/v56rPzmGpx49gj6dqb+nEVmzAEIxQbk0wQlnDE3s5S5zjc7AFAzwgFf9o6k8ioJFbQbkffmMqc2QDH05q7MAcC86ynDqP1PUUY8hWIuNbSjpV1PKdiFmbmphQoOjy7m1E3yUMuitEzEaIBin8bAcBp5lQTuYDRB7eqZnxWXK7IIZc5pcsFl8RSKuTQoFHMFMiLsaJl5q6UpJpaARtGgBOkPwDJILSBjYwloqODw+Auuqd+IInFRaCGYiFh1buTjIbyw4hlse/AdlK+oxPXP3Zzx3xSKKXgqdUzBBz/aBXYRG+t/ujnqdoIgoGhUJlXmXGYXjjxxEEVSHpZ/fRWufuoG3PHuZ9B4/VxMnExuOmHo1EM5h2onqb+6EQN7++BzMbexdb7VgWdbn4DXkX7QeoHUUOdADQCoWleD0cPDCc9BOgzs6UPJkjIIlEJUratNOjfX+dY5AMD48bGk7ZOTp8dD/0xvkKRL7/ZucPgcVK2twfpHNkM1V413v/QG3FZ30ufFFXNBZS5T1WzXd9/HRz/fw3gfUzEnVAvhc3qn7XMe8AfQ/c55sHkcBHyBUERDNjDFE7gsHvATzMzxJEUgWETYACVHZa5knhLKOhmOvEDN/hWKudSoG+XQd4eVuUzcMAtkjrRCHKfM0S2WAFXsua2eUJ4bjU0bVE6nUZmjv98lrSoIlRf/50RSJoLb6oHb5glnzNUWrimpKBRzBTJCNVcNEAS0bROpHxyDsdcYNy8HhB0t6bk5y6AZ0ur4Ly9VzDEoczEZc4mIVOfe/vy/8KfVv4dt3IpbXr4Dd23/POR18YVmKkIxBS8ch3Us8YJs4tQY2l8+g+XfuBzi0njbbmWjKunM3GTQJXD9Tzdj8/9cg2VfXYnG6+aial0NLINmOI2JlQxDlx6qYCHRcE0TfE4vBhmUITIQwJ7vb4eufXJWzdXNdNxWN2xjVqiCBXX1+lr4PX6MHhnJ6nhepxcjh4ZQu5FSRKo31MLQpWf8/JEkic43O8DisOAyOkPzpUxoz0xA1VwMgNogyYS+7d2o3lAHroALroCLrS98AuZBM3Z/L3G7JUmSsI1amYu5DJQ5v8eHY787jJPPH2O8n1GZoxXAaWq1HDk0BIfWjvl3U6HW5gz/e0cSKuaGqWtjIEDCbU08M8diEeDLeKHFba7KHEEQaNlaH1IPCsVcalQNchgHLLAFNycLytzUIotQ5nxuH3TdpqhiThY0SbGORa8vaGVuOs8P/f2uuwRaLIHwubCM2fOWMXcpUCjmCmQEV8CFol6RsTIX8Plh7jcyKnPyhqABSI8BZCAAy5CZUZkTakSwM7RZmhLEEjBBq3Nn/nYKKx++HPed+wZa7liQkbV0LGv/6wr4vQFs//o7CR+z9z93gi/nY9W31zLer2hUwtRnTNhuNXGSUk1KFke3WZQsokJxtWfG454DAB6bG9YRS0iZq95QB3YRm3Fu7vzrHdB1UOc10pDmYsdpdOI3Fb/AwAf5s/iPhG5JppW5yjXUXGa2c3PDBwbh9/hRs7EOAFUcJjre5OlxWAbNWHTPUgDA+PFRxmOSJInJ0+OoXFMNgVKQ0RyXZcgEXYcW9Vc1hm6rXF2Nld+8HMefPoz+BO2dDp0Dfo8/qpjjKzNvsxw9MgKv3QNzv4nx+sDcZknFj9AGFBeazjc7wOKysfT+lQAyb2uNJDKLCkCoqErUZgmETVAIFgGeJP3W8kTM20ptLHAFVFRCgeSoGmQI+EmMHKecoQszc1MLpczZQZIktJ2Uu3O0MhefbwYgpJxOd5slgEvC/ASglDmAOhchZa5QzKWkUMwVyBh1qybjeALLsAUBXyAqMJxGUiYGm8eBqdcI27gNfo8/ozZLc78pYSxBLNIqOT69+wv48ukHseWX14InyW1XGgCUTWqs+/FGnHu1DZ1vdcTdP3xgEN3vnMeq766DQMH8o6BsUiHgC4RiGWIZPzkGUYkYkrJoVU+zkCrmJk4zK6WGYOumsokqJIpERahaVxM3N0eSJD56dG/ov3ukIc3FjvbMOGyjVvTt7JmS4xuC85SqudQ5EKqEKG7VYPDD7ObmBvb0gmCzULWuFgBQuqQMReIixlbLzrfOAQSBNf+xAQSblbCYs0/Y4NA5ULKwFLI6RSiXMB16d1D/3eoiijkA2PCzLVDOUeOde15jbGeMjSUAwspcJgYokbOATGqnbcyGIgkvah6Wbmtz6jIzeskXnW+eQ+3GOmjmU23ryRTTVEjKxCBYRKjN0m2hWlsTtVkC4dZKgZyXciOr7aVTMHQlV+obNlSiSMSFolaa08bYpQIdTzB4eBw8MRccHmea39HFjaxcDL/HD4feiYl2anMtts0SiA8WD7VZTqMy17ipGss+34qWG9J32p7NRJ4L44AFXAFnWovp2UKhmCuQMcUtGug79SHDknQIZcwxKHMEiwVFvQLGHgMswWJGWs1czHntHnjs4YWh0+iE2+xKW5kDgKq1tSgOzv7li1XfXgvNwlK8/9W3o2zZSZLE3h/ugEgjwvKvr074fEWKeIKJE2NxqhxAqQ0ClTDUhhkL7WRJK3MAlXWmPTsBS3AxDQA9/+7ExIkxrPvJprjcv4sdOjJDezbz1uF00HfqAYKI+uxXravF8IHBlHEBTAzs6UPZsvLQRgSLw0blmhpGE5TONztQsaoSshoFiluKMX6c+XNCm58ULyiBvFaRUdtf3/ZuiMskKG6N/k5xBVxc9ZvrYO43oXd7vBkKUzHHFXDB4XMyUub6d/dCOUcNgkVg9PBw3P2xgeFAWJlzToMypzunhaFTh6Ybm8HhcyEuk+TUZsnmsCAtF4WKOZcltTJHZ8ularH02D144+5Xk2Z0AlQG6bqHlmLR7XMzeeuXLHQxN9GmK8zLXQCkEfEE4216ECwCmrnhDWBpUA0yx5ig2LUOCOS8KDO2C41IJcCdL1wDYY6zrbMF+lxYx+ww9lugqClsEKVDoZgrkDHqlmIEvP6MWvHoxyoYZuYAQF6vhLHXwJgxRyPSBFujIlqp6EWQvC49ZW6qYHPZuO4PN8M6asWeH+wI3d6/qwcDe/uw5j+vSOqUSRdzBgYTFL/HB23bJEoWl8bdRxAEShaVYjKRMhcs5ujjA1QxBwB9wXBnkiTx0c8pVW7+3Yuoc3EJtVnSGw26ttRq87nX2qDNUJU2dOogq5GBw+eGbqtaVwOP1Y2JU8ztsYnw2NwYPTwcmpejqV5fA+3ZCTgilCbLsBnjx0Yx58ZmAEDp0nKMHxthNEGhzU80C0ogq5XDPGBKK2su4A+gb0c36q9qZPzBrd1UjyJxEaODariYiy60+EpB2sWcz+XF8IEhNG2di+JWTZJiThx1Gz0z55gGZY52saTPi6xGnpd4gvhiLlyoxeZzCuRBZS7FApGOqxg9NJTyPVz76Fpc/ZPLM3rflyrScjE4PDZle1+Yl5tyQllzo3bKybJRHqWG8mU8cAWcOGXOrnUWzs8FRiDngcPnwBxU5gotlulRKOYKZEzY0TL9Ra2p1wgWlx2VHReJokEJU09EMZfAAAVAVKtlOhlzF4qKFZVY/vVVOPb0YQwfGARJktjzHzsgrZZhyb3Lkz5XXCoGV8hlVOZ0HVoEvH5GZQ6gWi21ZycYVR5Dlx6SSmlUIalZUAJxmSS0wB7Y24eRg0NY/b11YHPZ1Lm4hNos6b/V2GOA15nYYdLv9eONT/0TH/2M2TUxEYbOsAENTfW67ObmhvYPIuALhOblQsfbQP370Efh1s2ud6gQ7zk3zQNAFXP2SXtohiwS7ZkJiMskEKpFkNcp4HP5YBuPnz+LZfzEGJwGZ1yLJQ27iIOaTfXo3R4/o2kdsQAEAVGMIZBAKYQrzWJu+OAQ/G4fajbWoWxFJcYOD8cVoYzKXJaumfmg661zKF1aDmkVtWElq5VnbDgTS1QxF4wooA1QhvYP4Ddlv8BIRKGbrjJHF/m6Dm1Sk6UCmcFiESF1TliYl5tyQq17I9Y4J0uA2hRlypqz65wQFVr8LigEQUBaJqKUuQFLITA8TQrFXIGMoR3vMinmjD0GyGvlYLGZP3LyegU8Ng/Gjo2AL+eDJ43/gaOLuchd5pAyl0Gb5VRyxc+3QFolxbtffgMdr5zF2JERrPvxppQzEVQ8gYoxnoCOHihdkqiYK4HX4WVU05gKCYIgUH9VI/p2dCPgD2D/z/dCXCbBoi9QJhmxuX8XO8ZeA0AQIAMk9OcSG/vo2ifhd/swcSJ5FEQkJEkGM+aiz4G0Sg5ZjTzjvLmBPb1gcdkhExWasmUV4PA5UXNznW92QNGoCn1fS5dSnx+mubmJ0+PQLKCyD+mNkXRa/2h1t25L4nmO+qsaYeo1xrXuWkcsEJWI4lqYBCoBnGnOzPXvpuYHq9fXonxFJZwGZ0hpBYKOmQzFHJvLBk/Gv+BZc7YJG4YPDmHOTc2h2+S1ClgGzVm13NLIKqlijiTJsDIXnJmbODkGkCQ6/nEm9PjQzFwKZS4yroJJ9ZypkIEA/nT5s+j459npfisAAH2nDr+p+EXU7KGqgdqwLCg/Uw/dumfot0DXZYor5gDKBCXWAMWmdUI8jbEElyrSchF0weiOgjKXHoVirkDGFImKIKuVZ+Roaew1QM4wL0dDzxMN7OmDlKHFEgi3WdqjijkTiiQ88BMYi1xoisQ8XPv0jdC1T+Ktz74K5Rw1Fn52cVrPpbLm4pW58RNj4Aq5Ua2SkWgWUYv0yIUXjaFTB0VT/PPqr2mC0+DE0d8eQv/uXqz69tpQG6CiXhGV+zfTmDg1hh0Pv4ePHt2LE88dRefb5zByeBiOLFUWU68RlZdXAQi2lSVgPFjE6Tv18NiS56fR2CftcFvcUTOLNNXrazG0rz+tdkaagT19KF9REdeyy+FxULG6KjQ357a6MbC7F3NubA61P2oWlQEEEVfMBXx+6Nq1ITMdumU5HROU3u3dKFlSBpFGnPAxtMtlT0yrZWzGHI1AKUx7lm1gTy81Pyjlo3xFJYBoExSP1Q2vwxtXzAFU1pzzAhdz3e+cA0gSTTfOC90mq5Uj4AswKqbpIq+SwOfywaF3hg1Qgsocvclz7rW20GdNmKYypz0zgeJWDQgWgZGDg1m/vwuN0+jCyMEhRkOq6WB4/0CcyRKtzIlm8Mycqd+Iv216Pu3NlZkKp4gNUbEAvR8MI+ALMBZzkWHVNHato6DMTQPSMjFGjlOjI4ViLj0KxVyBrFC3aDKaHTL1GKBgcLKkoYs5h9YOGYP5CQAIgwvGyJk5U58R8lr5jBqQbbxuLlruXAC/x48NP9sMFie94WllowrGHkPcDv3Eyf/P3nlHt3GeWf8OeicaSZBgLyJFUdUqVC+25SrHkh232GkbJ5t1+qbtl82m7G6S3U3PJptmJ3ESy44c27Lj2JYtW92SVS2KEkVKJNgLSKKTAAhgvj8GMwSIGWBQSJHy/M7JyTEBzIyIAfg+73OfewdQsMTC2dXMb8gHISIS5q/GR8cxMTaR0JkDgMqbawCCwP4vvQalSYXln5iSgdLvxVydmzv18xN458fHcPBf38DfH30Be+76E36/5pf43/Lvpy0FC/qC8A15UbW9BiKpOKkJCtORI0nOGcXpTBnQJL4HpRvL4Rv2Mc9JRcDtx8DpfpRPm5ejKdtUgaFzA/C7/OjcdwXhYBi1d011gORaOUwLTAkmKGPtowgHQsinO3PRzZRUnbmAJ4DeYz1xkQRsGGpM0Fca0DnNBMXLUcxRM3OpF49BbwD9J6bmB/MXFUCilMZ1kOgwbm1xYjGnNKnSklmGAiGc/OnbCAVCvF8znba9rcgr1zORIkB6nVAuYoPDpxug0DJil83JdPmnOnPcxVxsXEV+YyH6js+fzpxvkHrf+X5OZ5qxNmqTbuDU1EbDfJBZdr3Vga63OuOue76SZ9Wg6zh1/xc2sLlqq+Hu9zIbHiRJwjcidOauBbpiNcKT1DrIKMgseSEUcwIZkd9QgNHWEV7SoAnHBPxOP6uTJU3szBub+QlAdR8UekXczJzL5pgT83LTuf1X78O9zz+Ehfcu4v0aQ40R4WCYMYYAqD8oQ+cGOeflAECikMJUZ07ozLE5WdKoTCoUrSxGZDKM1Z9fF9fpic39m4u4u10oWmXFl8e/gU/Z/hkfPvGPuPX/7sKkL0h1PtKA7j6Z6vJhqjOn6Mz1M2H2g2fZLf6nQ4evm1jeAzpagC3AnY3uw10gwxFUTJuXoynbXAkyQqL3aBfa9l6C0qhE6fqyuOdYVhQndOZoJ0u6MydTy6AuUKfMPus60InIZDhlMUcQBCq318D2ZkecdJe7M6fkNTPHzA9uo4o5sVQMy4qiuGKOLWOOOY9ZlZbMsm3vJez77MuMgUm6BH1BdL5+BbUx3VJgSiKei6w5Z48HflcABAHINHQxN4aSdWUgRARan7sIYKojRxuhsOHp92BibAL5iy2wNpWg/0QPyEjmUtDZhJ73HLlkRziYefGdK0aj38UDp6Y+e0xnbg7LLOl7MvZv0nxFV6xBJBQBQQD5dYlrEV2xBkHfJJPT6HcHEZ6MQDWH35/rFVoWCwidOb4IxZxARpgb8hEOhHhJseiiQM/hZAlQluT0wk7HYn5CoyrQMDJLkiThtDmvuZMlG3KdAnV3N4AQ8f+IscUTuGwOBFx+FHLMy9EULLUkFnPTwqqns/DeRqgL1Fj52Jq4n8fm/qVDwO3Hrxt/iiuvtKX1unRxdTmRV6aHVClFXrkB1tUlWPHxldAUa3H5hfQW2rH3Zn5jAaejJRmJYOjcIGrvrIfSpGIkl6kYaxuBWCZmjdow1ZmhylfzNkHpeqsDYpkY1rVlrI9b15RAJBXD9mYHrrx8GTV31CV0hS0riuHuccFnn9oQGW4eAiEWwbwwn/lZXoUBrhSf7c59VyBRShPm99io2l6DoCeA/hOUK+LkxCQmxiY4i7mQP5TUjAYAut6k5gdjC9bi1SUYPDPAFI3JijmVOb3OHG0u0/d2amdHNjrfuIqQP8S4WNLQ90YuO3NyrQwiEQGSJOHocKB4dQnKNlXgMl3M8ejM0d8nhUsKYV1bBr/Tz2xOzHXozlxkMoyR1mt/zXRnzt4yzGQuFi8xQ6KQoGAhu3x+LkDfk+7e+V/M0Y6Wxso8yFTSxMenZc357NR3Q7KMs9G2Ebjm6DjCfIY2rBFLRdAWcUv4BaYQijmBjEjH0TJZxlwsdLHH1ZkDAHWhGr6ozNLvmEDQE0grY24uY6yhfj+x8QSD56ILqiSdOYDqqrhsTvhdUxl3Y20jIMQizmK36Yvr8Zjti1Do4/9Yxeb+pUPXgU7YW4Zx/H8Op/W6dCBJEu5uZ0LBT4hEqLu7AR2vtqcsAmKh7019lRH5iwrg7HSwzsM5OhwIegIoXF4Ey/Ii3iYoY22jMNSYWCWyBEGgdAN7PhwbXW91wrq2FFJl4kIEAKQqGYpXW3HuN6cwMTYRJ7GkoU1QhmI6i8PnB2FaYIoz6aEcFpMvUjr2XUH5lkpegccV26pAiEXM3Jy3PzFjjkZhpGRNqeIJbG92wNpUAqlqqqtcvLoEoYlJpsOatDNnSq8zxxRzPGz62WjbewnyPAXjPEojVUqhLtRk1ZnTFKohlorg7PEg4A4yTpa+YR8mfUHoq42o29WAkYvDGGm1x4WGc2FnsgctsDZRM6WZ/ttT0fbiJfz1/bsRCeXGdCnWiZVtlng2ISMRjLVT3wNkOMLI4fOsWvz72D+hdhv75kwmHP72m9j/5Vdzdjw6MsPT68rZMa8VdDFXwDIvB1DSPgCMCQoTGM4hsyQjEeze/ns8c8cf05p7FkgN3ZnTl+kgEs2dEZq5jFDMCWQEvYufTjGXqoNGF3vJizkNI7OcS7EEuUBr1UEsl8R15obODVABp43JQ87pGRx789TCZaxtFIYqA2fgKSEScRYG+ur0s+Zs+zsAUEXHGEf4ebZMjE1gcnySda5ywd0LMTk+ic7XEzPNuHB2OCDXyaE0KpHfSM2MjVxKNPahizfL8iIULi+C/cIQL7fPsbYRmOrYO6MAUHVLDVw2J3qO2JIeZ8IxgcGzAyjfwi6xpCnbVIGAOwCxTMzkCcZSuLwYQLyjpb15iJFY0ugrDVTWHIeszmlzYKxtJKXEkkahV8K6poSZm2MLDKehYwP8Sebm/M4JDJ7pR8W2+PlBxgQlKrX0DnggUUggz0uUE6rMKkz6ggj5Uxf/Abcfw+8OQqKUYvBMf9pzcyRJ4uorbai+rZb185hXoc+qMycSEdBZNUxnjs6Yc8bke9bdTZmuXH7+IqzLC3DT15tQfxv3/TR8fhC60jwoDUqYFpigMCjRm2FXMhkXn2nGs7t2o/XZlpx10XxDXojlEohl4mtezLl7XAgHQlj00BIA8XNzXN+/mXLx6Wac+82pnMlh6cgMT1/m5jxzBbrbw2Z+Evs4bYKSqjPX+3YPXF1O2C8M4crfZ1aN8l6Dfi8EiSV/hGJOICPkOgX0lQa8+8SZpDKDSCiMroM2qAvUkGmSO6fxL+aoXde5FkuQLYRIBEO1MS6eYOjsAEx15rjuAxv0YjzWBGWUw8mSD4YqI5wdY2ntONr2X0XBEgsIEYF3nzjN+TySJPHCQ3/B6f87kfZ10Q6bbFLc8i2VkOcp0pJaOjrGoK8ygiAI5C+iCmY2E5TBs/0QSUTIbyyEZXkRwsFwyo2MSDiCsStjrDOLNIsfWQaVWYVj30vezWx99gJAkqi4kTsCAJjKmyvfVgW5NvHzpjQooa80MCYoAU8Azk4HY35Ck1dhQGQyzBiITIcumLny/4t7NQAAIABJREFU5dio3F6D/pN9mBgb51XMJevMdR+ygYyQCWYw+koDlCZVXDGnKdKyGiQxweE8nDP7jveAjJBY+pEVCAfDrPEOyfANeeEb9DIdrunoKwxwdWXX/aCz5vyuABR5USfLmM6zrlSP4tUluPzcRYglItz67fVJZ+aGzw8y9wUhEqF4TQmv8PB0aP7TObzw0F+Y734umXO6+Aa90Fg0MC8quOYmKKNRiWX5lkqoLZoZMxMJT4YxdmWMksO2Zb+ZFp4MwxOVV7qvQWeOJEleGy18oTtznMVctBvkomWWI9HOHMfMXMvu85AoJNBadXj7vw7l7DoFpt4LwfyEP0IxJ5AxO36/C75hH36/9lcYbk7c/ZxwTODp259Ex6vtuOFTTSmPt/wTq/G+P78fGkuiJIpGXaCG3zGBcHBqXu966cwBifEEQ+cGUs7LAdSiWGFQMrvQJEnC0Z6YMcf7OqqNCHqDGLf7Uj8ZVH6WvWUYix5agurbF+Dd353hlExdefkyWnafx7nfchd8XLi6qUUF2wyaWCpG7Z11aH+xlbdcy9nhYBaS+iojJAoJqwnK4NkBmBsKIJFLGMlrqrk5V5cTkckw58wiQEkjV312La68fBlDHB2EyYlJHP7WW7A2laJ0Q/L5tJJ1ZdAUa7HkQ8s5nxNrgkIXrmydOYB7jqvrrU5oirRxc3apqNpeA5AkOt+4yuz0sxZzptQyy663OiFRSBKKI4IgUBwNDwfYA8NpVGZqwcBnbq7nSBcIEYHVn1sLIP25OcZkZlrRTJNXoU/aCeUDU8zFduaiGYr0hlfdrgYMnOpLOecTDoYwcsmOwpj7wtpUiuELwwh4+MVypOLd353Gix/8K8o2V+DDb38chIjAcBI32XTwDnqgtmhQuCRxlni2oY2oTHVmFK20xpmg5BJnpwORqFogF3JYT68LZISEVCWFd5YNUEL+Sfxx82/x5Kbf5kzCWL62GIt31aLulgrWx+VaGWRqKTMzl0xmGQmF0brnAmp31KPpSxvQc7gLPUfTywwV4EZpUMDSaEbFBuu1vpR5g1DMCWRM2aZKfPDwxwAAT274DboOdDCPjbTa8bvVv0TXARvueHwnNn59a8rjqfPVaHxoafLnRIPDffZxuGxOyHVyKJLsLs83jDUmjF2hOmLjo+Nw97hSzssB1CK2cKmF2YX29HswOT6ZtCuUDHp+ka8JStebVH5SxY3VWPaxlfANelmlJyRJ4uC/7QcAxkY/HejOHFf3dsHdCzExOo6eo6kzschIhIq2iP5bRWIRTAvzYb+QWMwNnR1gQtuNC8yQqqQp5+aYRVyK9+CGx5og08hw/L/Zu3Onf34Cnj43tn5ve8oIDrlWjs/2fQWLHljC+RzLiiI4ro7B75xgFrrTiwzGYZHFBIUkSXQfsqFsU0VakSDFq6yQ5ynQse8KPH1uSNUyyHUs3UMeMkvbmx0oWV/GOq9XvNoKe8swgt4AvANezmJOGc33mhhJvWHRc6QLhcuKYKw1I69Cj940M9di58/YyCvXU53QAS/r43zQl2rh7vNiwulnZuYcV8egtWqZDMm6nQ0AgLYU3evRyyOIhCIoWDJ1X5SsLQVIMifh4Wd+fRJ/++jzqLq5Gvf/7REojSoYakw57sxpUbDEAu+AJ87wZ7YZaxuFVC2DpkiLopVWjFyy886pTIdYc5pcFHP0GEPxmhKMj4zntEuWDDISwUsffg49h7swcLKPVfaeCSqDAh/6613QWdSsjxMEAV2xJs4ARaqUQK5OlMLa3uyAb9iHhgcWY9nHVkJpVOLt/5q5WfH3GgRB4IvNH8LqjzRe60uZNwjFnEBWFCy24MNvfwJaqw67b/kDLu25gCuvtOH3a36JoNuPh9/6KJZ99IacnY8p5oa8cNocyKs0zKmMuWwx1BgRmpiEd8CD4XejmTg8ijmA6q4MNw9RA/dJ8s14XQeTNcdPrtO5vwMKvQKW5UWouX0B1BYNa+ft8guXMHR2AEs+vJyx0U8Hd7cLEoUEKjP7UHr1rbUQyyW4/PzFlMfyDHgRDoSgj8k/zF9UAHvL0LTneeAb8jIdUpFYhIIlFiaziwvawS7Ve6A0KLH8E6vQ8nQznJ3xc4p+5wSOfucgqm6tRfnm5PNyfLGsoObmhs4NYLh5CDKtPKE4pv+bzZTDZXPA0+dG6aaKtM4rkohReVM1OqPFnNaqY/3sMgYoHPJHn92H4fODCfNyNMWrS0BGSAye6U/amVNGO3OpTFDCk2H0He9luqIla8vS78xdGIK6UAN1PvtCMldZc+HJCMY63XEZc7H5nqYFZuQ3FqL1uZbk10sX+TGdOXoeMdtCoeXp83jlE3tRffsCvH/vBxgJeX5jQdJokHTwDnqhtmiYYvRadudG20ZgXGACQRAoWmkFSJK3G25a52mlip7i1SU5Keboe5G+77kk17nmwNf34+IzzVj9+XUAwOu7PFfoitXMzJzXPsEZGN7ydDPkOjlqbl8AmVqGlZ9uQvtLrQl/OwQEZguhmBPImrwyPT545FEUrbTiufufwV/u/CPyKg34yMlPopSHbXk6qGOCw102J/TXkcQSiI8noP/gxwYMJ6NgSSEmfUE4Ohy8u0Jc0DI7viYotv1XUbalEiKxCGKpGEs/vAJXXr4Md2xmXiSCQ/+2H6Y6M7b/9E6IpGJ0H7SldV2ubid0Zdwh8TKNHJU3V6PthUsp5TnOaKFqiInMyG8shKfXHdcxpJ0f6SIIAAqXF2Ho3EBSWdzo5RHI8xRQcSzgY1n9+fUgRASOf/9o3M/f/p8j8DsmsPU7N6c8Bl+mTFAGKPOTxYUJv0+JQgpNkZa1uKDdN8s2pv/ZrtxeA3ePC90HO6G1shdZUpUUYpmYMzi8+2AnAKBiG/v8YNEqqujoOmhDwOWHhsPampFzppBZDp0bQGhiklnUWteWwtPnhruHv/sk/Xvmgu6E5iKeIBwMQ5FHdTwdHWPQT3MRrtu5ED2HuxhXYDaGzw9BJBXHbUQo9EqYGwoyjmYApr4DLCuKce9zDzEdQ4DaSHFcGc26AxQJhTE+Mg51oQYFS6kNmGtZzI21jTBy96IbqM/eTMzNjbbaoS7UoOrWWtibh7Lu/jltThAigpEyz4aj5bu/O41j3zmIZY+uxE0/uA3Fa0pmtZjLK9Ywbpa+kQnWeblQIITLz11E3c4G5v5d+akmSFVSvM2hrhAQmGmEYk4gJyiNKjz0xkew+JGlWPzIMnzo6MdZHQezRV1ILYx9Q95oYPj1YX5CExtPMHRuAJpiLVPApiJ24TLWNgpJTHZfukgU1Gv5yCydnWNw2Zxx5hxLP7oCZIRE8x/OMD+7tKcF9gtD2PiNrZBr5ShebeVty0/j7nYhL0kOIUBJyVxdzpSdM0f03za9MwfEGzGwFdWW5UUIuANJcxbHYnbkU6Gz6rD4g8vw7hOn4Y0a/HgGPDj542NY9OASWJYXpzgCfzSFGmitOgyc7oszuZhOXoWe9d/XfbgLCoOS+V2lQ9XN1D3iG/Zx3psEQUBhVHLOzNne7IBMI4PlBvbfiTpfDX2lgQn35pyZi8osU3Xm6EiCkmieHZ3z13ecn9wwEo7A3jLMuKWyQXdCXV3ZB4cDgEInw+TEJLz9nrjNCgCo27UIZIRE24utnMcaOj8Ic0N+gvOmtYnq+mQ6x3Tl720Yax9F05c2JEhk8xcVgoyQWTta+uzjAElCY6E6oWqL5poVc6FACC6bk5G7ayxaaEt0M1PMXR6Bqd4Ma1MpyAiJ/pPZncPd5YTWqmM29mY6a8725lX8/eN7UXlzNW79+Q4QBIG6nQ0YPN0/a1lu2iI13P1ekCQJn30CGpZ5uauvtCHg8qPhgcXMz1RmNZY9uhItT50XcucErglCMSeQM6RKKe76w73Y8ft7IFMnd1/MFFpmOXLRjqA3eN115nSleRBJxXBcGcXQucG0FvH5DfkgRASG3h2kpD01xrRCy6dj4BlP0BmNJKi8cUr2Zqw1o3xLJc49fhpkJIJIOIJD33wT+YsK0HA/9UewbFMFBk71IegL8r4mF0vG3HRqd9SDEBEpXS2dHWMgRERcccg4WsbIZYbODsBQY4JcNzWbyXS3ksilRmN25Pmw9ksbEAqEcfKnbwMAjv7HAYSDYWz69o28j8EXy4pidLzaDr/Tn2B+QqOvNDA5U7H0HLKhdGN5RveWvtIIY9RhNdlGg9Kogp+jmOs+0InSjRWckRtANDz8NNVR5SrmxDIJ5Dp5ys5cz5Eu6KsM0BZT11u4pBAShYT33JyzYwyhiUnOohmgjHDUBeqssubiizk5U4jHblYA1KaEvtLABIizYW8eijM/obE2lWJidDzOpCkd3vnxMWitOtTfsyjhsfxGeiMlO6kaHRiujhppUSYo10b+5uwYAxkh4zqcM2WCMtpKxaBY1+RGDuuMbpZqS6jvR88MmqCMXBrGs7t2w1Rnxq49DzKfbb4znnzw9Lux73MvY8LBbaykK9ZgciIEvysAr32cVWbZsvs8VGZVgrPwmi+sBwCc+OHRhNcICMw0QjEnMK+QqmWQKKXoO0H9obreOnMiiRj6SgOGm4coN7ll/CSWALUgNNaaMHx+EI720Yzn5Wj01UbG2jwZtv1XoSnSwlQf72y47GM3wNnhQNeBTrTsPo/RVjs2fetGpggo21yJSCiCPp6L4nAwBO+Al9XJMhZ1vhqlG8rRlkKe4+xwQFeaB7EsJiy7XA+pWhZngjJ4pp8xP6EpaCwAIRZxFnOTE5Nwd7vSMqAx1eWj/p4GnP75CQye7cfZX5/EskdXwliTmVQ2GZYVRUzni9th0QB3jyvOGdQ76MFY+yjKNlZkfG46/y55MadklVkG3H6MXLKjZB27xT8NPd8FcBdzACW1nEjSmSNJEr1HuuJcRMUyCYpWWnnLDVM5WdLkVRiyklmqTEpIFNS9LNfJmHxPwzSZJUEQqNvVgM43rrIaEI2PUtERbEX+VFcy/UJhuHkQtv0dWPmpNayFuLHWBJFExGpAlA50YLjGEg2JXmKBvWU4Z4Hk6TDKMjdbtNKKsbaRtM2fkjE+4sPE6DhM9flQGlUw1ZmzLuboMQa5Vg6ZVs7EFMwE+z7zMsQyMe772yNQxGRCmhaYYW4oyFpq6Rnw4E9bn8DJn7yNrrc6OJ+XV0zHE/hYO3NBbwDtL11G/fsbE+7hvDI9Fj20BOd+cwrjPBxyc004GMLvmn6Jq6+1z/q5Ba49QjEnMK8gCALqQjWzs3k9xRLQGGqMsL1xFWQ4wtv8hKZgqQWDp/vhuJo834zXdVQZ4O33YHKCe4aFJEl0vdmBim1VCXLCul2LoNArcOaXJ3H4W2+hcFkR6nYuZB4vWVcGQixCF8+5OU+fGyDJlDJLgHK1HG4eSmrgQmXMxd8/hEgEc0M+05nzOyfg7HQkxENIFFLkN+RzOlrSnYt0C+q1X9mEgMuPp276HcQyMTbwcIHNhNj5P64iQ1+hRyQUiduR7zlMSQ7TNT+Jhc6m05Vyv49cMku6eLbckNyyunj11OOa4iRFo1mVdOHluDIK37AvIRLCuraUd3j4cPMQEJNjyEVeuZ61E8oXgiCY7pwiT8501ad35gCg/p5FiEyG0bL7fMJj9mjMDFsn0bwwHzKtnLfENJZ3fvI2JEopln98FevjYpkEpjpz1iYodGeOKeaWWhAOhHKSvZYujBFVTN5n0Urq3kw3qzAZtJMlvaFmbSpFfxZy2EgoDHevm9ks1ZXoZrgzZ0fN7QtYlTZ1Oxei+5AN4zxcZ9nwDnrw562PM07I7h7u2T86rHqsw4mgbzJhZq7txVaEJiax6EF2t+C1X96IyfFJHPn3t3h9N+SS0bZR9J/ohW3/1Vk97/WGo2MMp35+POP77VohFHMC8w51oQaTUWne9RIYHouxxoSQn/pDkHYxt8QS7aZEsu7M0Tv6ziTdOXvLMHzDPlTcmOgsKFVK0fjwMlzacwGOK6PY9K1tcdI8uVYOy4oixtAiFcky5qZTdzdVNCaTWjo7HKwLXcrRklpQ0nN30ztzAGWCMniWfUFGO1ma6tJ7D4pXWlF5UzUmxiaw6nProE3SVcoGupjTleZBoWd3bKNnZWKlf92HbJCqpKy/D77U3L4AO36/CzW3L+B8jtLELrOkpZNFHPNyNIXLi0GIRRBJRMxsHNd5knXm6Hm5xGKujHd4uL15CIZqI+PayEWusuYAambO2eGATCNjdX61NpWieHUJjn33IMLB+EUnLUlk68yJxCIUr7amHc3gs/tw4U/vYsmHlkNpZHeiBQAzi5tsuviiM6e0JJ/+d1yLubmxthGo8tVQGqbuwZkwQaGdLOnvm+KmUviGfRl3et29bpDhCLNZqrXqZiw4PBQIwdPv4VTZ1O1sABkh0f4S94wnF94hL/609Qm4e914cN+HIVFIknYY6WJu4DxVHE+XWbbsPg9tiQ6l0fnZ6eQvKkTDA4tx8idv4yeW7+HlR59H14GOrD7TfKHvgWw2hAQopdFrn/obAjnsnM8GQjEnMO+gDUEUegXnQnQ+Y4iaoMi08gTzglTEmnRkGhhOQxc6jiQmKPQu4PT5AZplH6NiKYpWWVG7oz7h8fLNleg/0cvLwY7JmOPRmdNXGlGw1MI5axH0BeEb8iZI0ADK0dI36MX46PiU+QnL7KJleTF8g154BxMtu0dZduT5suW721F9+wKs/dKGtF/LF61VB3WBmnNeDpjqeseaoHQfsqFkXVnSebVUiMQiLPnQijh563SUHJ25gdN90JboUpoCydQy5DcWQG3RJJ3tU5lVSWfmeo50QWlSJUiIS9ZSMk8+UsvhFE6WNHkVBoSDYXiHMt8Rji3mHFcpJ0s2Ax6CILDxm9vg7nbh/B/OTrveQajMKqazNR3r2jIMnx9Ka9b1zC/fQTgQwqrPNCV9Xv6iAjg7nWkdezreQS9kWjlTPJvrzRBJRNeomBtNUEiozGrkVehzW8xdHoFYLmGMdGgHyt4MnUfpIpDeLNWW6GZMZunucQEkyWweTceyohi6sjxcfj69uTnfsBd/3vYE3N1OPPD3R1C2sQLakrzknbkiSmbZ/y61maeJKeYmxsbR8doVNNy/OOl3yvv+eC8eePVDqN1Rj5bdzfjT1ifws/LvM7PQMwVdzDmzkGoLUOoPeZ6CdaN3LiMUcwLzDtrR8nqUWAJT8QSFSy1pm0zELs6zllnSnbkkJii2/R0w1Jg4nUsLlxbhph/ehjt+czfrorJ0UwXCwTD6TqSWbdGdOXogPxV1OxvQc7SbcYeMhS5QDBydOYAyYhg6OwBNkRaawsSFLS29ZJubG71kh6ZYC5kmMRQ7FcUrrXjg5Q/O6EYFQRDYtecB3Pg/t3A+J68sDyAIZmE34ZjAcPNQVhJLviiNSkz6gglSpcHT/ShKIbGkWfnYGixNkXGpNKmSuln2HOlGyfqyhHtXY9HyCg+fnJiE48poUvMTmlzGEyjy5HB2jLHe3zTVt9aieHUJjv5nfHdu+PwQCpZYOF1YrU2lIMMR3sVIKBDC6V+cQNWttTAvTC41zW8sBEgyq6BoKjB86vMqlklgXpiPoXfZiznH1dEZ6zpRGXOJm2qUCUouO3MjMC0wQSSm/l4UNBZAqpZlPDdHd+OZzlxJHryD3hmZO6Tvd66/5wRBoO7uBnTsu8I7bsHvnMCftz0BZ6cD97/8CMo2URmdulJd0mJOrpFBrpWh/13q/lPHzMy1PncRkckwp8SSRiQRo/qWWtz15L34/PBXcffu+6CvMGDfZ1/GWHt2Tq3JGI26wAqduewYPNOPwmXc339zFaGYE5h30PKZ6838hIaOJ0hXYgnQsjkFFHoFk6OVKUqTCnKdnNPRMhIKo/tgJyq2JQ+zXvP59Shcyv5vKd1QDhAEr4gCd7cT6gI1pEppyucCQP2uBoAkcZklIHlqnihxAUFbyA9fGMbg2YGEeTka+v0Zmia17D/Zi5anmzlDrecKZZsqky6uxTIJtFYtszjoPdoFkGRG+XLpwgSHx3TnAm4/Ri+PcEYSTGf5o6uw+VvJnUBVZhWCnkCC1BCgdvbH2kY4szKtTaUpF8sjF4dBRkjenTkgu2KusMEIsVQEtVkJZ6eD9f6mIQgCG7+xFa4uJ84/eQ5ANEbhwlDS4pPu+vAtFC79pRm+QS/WREOgkxG7kZIp3kEP1NO6igVLLKyduaAviD9s+A3+/om9GZ+Pi4DbD9+glzXrs2ilFc4OB2eWYrqMttphjJF0iyRiFK+yZlzMuWwOECICuhJq3lRr1YEMR7LqGnNBF47JRibqdi5EOBDC1Vf5mXtcefky7C3D2PnM/SjfMvU9rCvJS1m464rVGGmnrim2M3dx93kYa01x88apkKpkWPTAEuza8wBEUjFO/uw479emy0i0Mzdu92XV2X4vEwmFMfzuYFrv8VxBKOYE5h20xOp6iyWg0VcaUH/PorgcG74QBIGiVdakO+vpHEtfxe1oOXC6HwF3gFNiyQelQYmCJYW85uZc3S5e83I0+Y2FMC/Mx6W/XEh4jJ4DZJNSaK06yHVyDJzqw8glO+d8mCJPAX2lIa4z53dO4Ln7noamSIPtP7mD97XOVfQVBqaL2XO4CyKpGMVrkjtJ5gKlkVpE+WMWu/TvOdW8XFrniW54jI8mSjp7jlJdt+nzcjQla8vg6XUnXRzydbIEprLmsoknWHp/Pb7S9lFEgiGE/CFWGXEs1bctQNEqK47+5wGEJ8NwdoxhcnwyqfxWZVLBWGtC79HUc3MkSeLEj47BvDAflTfXpHy+odoIsUzMaYIy0mrHjwq+i+EL3MWeb8gHjSV+1rRgqQWeXndC8XTyp2/DN+hlJGq5ZKyd2wSJNkEZOB2/EURGImjZ/W5a5gvhYAiODkeCFNjaVIqhswNJDay4cNmojDlaCk0XdTNhguKyOUCIRUndbUs3lENpUvF2tfRFi87pG0/a0jx4+jyIhLln2HTFGpARyjiGNkDxOyfQddCG+nsXZfR3VWPRYtEDi3H+d2dy6mJKQ5IkRltHoC6IunFmkVf5Xmb08ghC/pBQzAkIzAbXe2dOJBHjnmcf5OwIpOKuJ+/F3bvvy8m1GKqNnDJLel6ufGt2HajyzZXoPdbD2h2Jxd3tSpkxFwtBEFh4XyO6DtoS5tqcHQ7IdXKmaJj+OvOiArQ9fxFkOJI0669weRHjaEmSJP720efh6XVj1zMPJDV6mC/oKw3MDEb3IRuKV1l5d0azgX5fYjtztPlJKifLdFCZqcXPBMviufdIF8RyCWcn0Mpjbs7ePASxXJKyqAKoOT+VWZVVZ04kImCsyEu6WREL1Z3bBpfNieYnz04Vn0mKOYCSR/cc6Upp7NBz2IahswNY9bl1vBbBIokYpoX5nPEEzX88h3G7j+oSc+Ab9DB/I2gYE5TmqSJwwjGB4/99mJISd7kQnsythDBZMUcvFmOlluFgCHsffhYvPLQHb37lNd7ncVwdAxmOwFwff57iplJEQhFOx91k0BlzNHSh5ZkBOarL5oSuVAeRhHsOVyQRo/auelx5uS3l3wmA6k6JpGLIY2IOAEq5QoYjTHwFG3lRExSRmIBCT73etr8DZDiC6tu4TZtSseqzaxH0BvHuE6czPgYXnj43Jn1BJvYlm++Q9zK0oVU2Bl/XCqGYE5h3aK3UriufBdJ7EY1FywQcZ4uh2ghnp4N10Wbb34GCpRao89VZnaNscwVCE5MJu9SxkCQJd7eTczaPi4XvbwRIEq1/jZdaUrEE7OYQANXV8zupHVQumSVAfek7ro4h4Pbj1P8ex+XnL2Lr97YzUrT5Tl6FHp5eN/wuPwZO9aFsFublAHaZ5cDpPmitOtb5xUxRRp0u2UxQeo52oXi1FRI5u1FL4VJLyvDw4eZBmBvyky5UY6Gy5rLfVWcy5ngYKNXcvgBFK6048h8HMHC6H4SIQH5DftLXlG+ugD86Q5mMs78+BaVRicUPL+V97fkcjpYkSaJ1D9Vlpwul6YT8k/A7/awySyDe0fLt/zoEvyuA1Z9dCzIcSTpLlQljbSMAQbD+nVIalDBUG5liLuAJ4Jk7/oiW3edhqjOjZXdz0nDrWEais1LGummduSzCw102J9MpBjCjweFOm4OXyqZuZwMCLj9sb6VWcfjsPqjMqoTvd6bDmOS91kZNUNRmJUQi6vVXX22DXCfP6nu96AYrSjeU49TPjiftDGYC3VmuupUq5rLp7r+XGTw7AIlSmrYL9VxAKOYE5h0l68pw9+77UB394hKYOfRVlMPe9D/iIf8keo5252QurDQaQJ1Maul3+hH0BtPqzAGUVXT+ooIEqSUVS8C9gKBnd+RRKSUXtMvlucdP441/fhW1O+qx5gvr07rGuYy+0gAyQuLSnguIhCKzYn4CcMgsT/fznpfjfZ5oZ266CcrkeBCDp/s5JZYAv/Bw+4VhXhJLGjqeIFscV8dAiIi4BTkXzOyczYlTPzsOQ40pZYwCXdQnm3UlIxF0vNaOmjvrUh4vlvzGQri7XQi44+Vow+cHmSKOq5ijYwmmO3FqLBqozCrGBMXT78bJnx5H40NLsOB9lMsu12xwpoy1jSKvLI+zk02boPiGvfjT1sdhe6sTd/5uF+7efR9CE5NofvIs6+sSznM5PpaAhq9Jz3SmMuamvvdUZhXEMvGMOFq6bE5eKpuqm6shVct4SS3Hh31QFSRuMtLZlsmk0XRnjjY/IUkSHa9dQcVN1Vm5+AJUd87Z6UD73y5ndZzp0AV92eZKiGVioTOXIYNn+lGwpJD35ttcQijmBOYdhEiERQ8smZcfuPkGvas8faFz8qfHEQ6EspKd0Kjz1TA3FKD7ELd0il7gptuZA4CF9zWi+3AXPP3UQoSMRODsdCR1+qNNUFK5WtFyjDe+8Ao0RRrs+P2ueeeClQx6Qdf85FmAIFCyjj1fKddMl1kGPAGMto3mdF4OAJPBNr0rcWpkAAAgAElEQVQz13usmypekxRzQPLw8PHRcXgHPChYnFyyGIu+wkBlzWUY9kzj7HBAV5qXNP4hlpo76mC5oRhBTwAFS/jM9xmQV65H90Eb53MGzw1ifGQcVdtTz8rFwpigXIyfY7u05wIIEYHSDeVMjuN0aPmcetrMHEEQKFg6ZYJy5N8PIDIZxqZv38j5HZctlJMlt6Nw0Uor3N0u/G7NLzFy0Y737/0Aln54BSzLi1G8pgRnfnmS130w2jpCzflqE51z+Zj0TIfOmIs1JCEIYkay5qYy5lJ35iQKKapvq+WVNzdu97EqRphiLmlw+FRnDqACzd09LkbCmA11dy+EriwPJ398LOtjxTJ2eQRynRzaYi3yyvWCo2UGkBFKkjwf5+UAoZgTEBBIArPQicmaGzjdhwNfex319y5C5U2Zm5/EUhadweGyvqYz5tLtzAHAwvsWx0ktPQNehAMh6JPIdOkFZbJ5OQDQFGmhLlBDJBFh59P3XxdzcrHQC7qew10oXGaBYtoMykwh08ohkoiYYm7obD9AkjmdlwNiDFBiOnORUBhv/cvrUOWrma4xF8nCw+3NVOHAJ5aAJq9Cj5A/xHSYMoWSEfM3iCIIApu+uQ1A6nk5mrJNFeg+ZOMsODr3Uc6DFTdlVszFSi1JksSlPS0o31KJkvVlcHaMsUrVpgeGx1KwxAL7hWGMto3g3G9PYfnHV8FQZYwafYgZaWouIEkymjHHLdcqWkl9twTdAXxg/0dQe0cd89gNn1yN0VY7ug6klhSOtNo5ZWHWptKUJj3T4YoK0Jboci6zZDLmeM6/FyyxwNvvYd08iWXc7oOKpZhTGJSQKKUpijm6M0cVcx2vUfdx9S3p3cdsiCRirHysCV0HOjGUw9zD0VY7TPX5IAgCeRV6IWsuA5ydDgTcAaGYExAQuP7QleZBJBExu9ZBXxAvPLQHaosGt//qfTnrQpVtrkDQE+DMgqIz5tJxs6Qx1+ejYIkFF59pBgA4r1K7+snmiTQWLW79xQ6s/HTykGOCILD5P2/Gjj/cg5K1s9O1mk10pXkgotlVZSkKm1xCEAQVHB7tmNHzlLnuzEnkEsg0srjO3IkfHcPAqT7c8r93snY7YindUA6xTIyzvzmV8Fg6TpY0tCwy251159WxtGeKa+6owx2P78Tyj6/i9fyyzRUYt/s4nSA79l1B4bKitGcc9ZUGSJTSOEfL4eYhjLWNoP79jTDWmhAOhpkNnljozhxb4HnBEgtCE5N48YPPQiQVY/2/bgFAKT30lYacdubG7T4EXH4Ya7k7cyXry7Hp2zfig0ceTfjuWHjfYigMSpz5v3eSnockSYxdHklwsqSxRo/bzyPHk4YrKkBr5Q4OD3oD+FXDT9D+cnrywVQZc9Oh39fx4eSbHb5h9mKOIAjoSvOSykXpYo6OJeh4tR2m+nzklefGPXvZx26AVCXFyZ/krjs30mqHKWqAk6u52/cag2coo6D5aH4CCMWcgIBAEkQSMfLK9cyu9euf/zvG2kdx15P35rQLxczgcMi23N1OiOWSuBDXdFh4XyN6j3bD3etiuoypnP5u+OSapFJMmuUfW4nGh/gbPMwnRBIxYxowW+YnNAqjCv5oZ27wdD80xdoEy/lcoDSpMBHtzI21j+DQv+3HgrsXUuY5KVDnq3HDY2vQ/IezsF+Md2Acbh6C0qiEpoj/NdOL2mx21oPeAHzDvpT393QIgsCyj97Au/gq20zlS7LNzQV9QfQc6U5bYglQxZW5IR/2mPgBWmJZv6uBKZBGWaSWvqhrrZplXoruOPaf6MXqz62FNuZ90Vcbc1rMjbVFTUmSdObEUjE2fn0ra9ajVCnF0o+swOXnL8Iz4GF5NYVv2Ae/088s5KdjWWaBWC5JS2rpsjmAaNETi64kD54+N2sntu94D0Yu2dMuUPhkzMVCd1yTuVGGAiEEPQHWmTkgdXC4rohSWuiKNZicmET3IVtO5/OVRhUWf3A5Lvz5PHz27HP7Ap4APL1upqDXV+iFrLkMGDzTD5FExIxYzDeEYk5AQCAp+ipq17r1+Ys495tTWPvlDajIMo5gOtpiHQw1Jk5ZkbvbRXWJRJl9ZdEL89ZnW+DsiJpDZCDZfC9CG8CUzkJYeCxKo5LJBRs43c9kc+X8PGYVxkfHQUYiePljL0Asl+DWX9zFu+u8/v9thkwjw4H/93rcz+3NVPh2Ot1rpjOXhQkKvVnBZyMiGwzVRmiKtKwbMN0HOxGZDKMyg2IOAAoaC5nOHO1iWba5AuoCDVMgsZmgeAe9UJpUrLOC+Q35IMQiKPQKNH1pY8K/xdnhyHpWkYYuNNkCw/my4h9XIRKKJLWyp7uiXDJLsUwCy4qitExQqIw5bcLvUFuiQ8gfinOYpek9Rh2/840OuNOQYvLJmIuFLuaSyZDHowUSW2cOiAaHJynmZCopPnngPqx/bBm6D3Yi5A+hKgcSy1hWfaYJ4UAIZ3+VvPPKB3rjgCnmot/X8ylrzjPgSRlzMtMMnh2AeVEBp3vxXEco5gQEBJJiqDZhtHUEf//Y87CsKMbmb984I+epuqUGtv1XEfInhty6up1ZFV+mBWYULivCxb80p20O8V7H2lSKknVlUBfkLhKADwqjEhNjE5T5yeWRnEssaVTRztyZX51E9yEbbvrhbXFdm5SvN6vR9KUNaNt7iVnUkpEI7BeG0t7llWvlUJpUWcmkmIy5GY5uIQgCZZsr0HWwM6EI6th3BRKlFKXrM5MemxcVwNvvwYRjAvYLQxi9PMJsyKgLNZBpZHCwFHO+QS+rxBKgDDRWfboJ2392J5SG+HxJQ5URQU8gwdU0U8baRiCSinm5iXJhrDWj8qZqnP31SU4r+9HL8Qt5NkrWlWHgZB/v8HCuqIBkWXO9R7upQosk0fLnd3mdB+CXMRcL/d5mU8xpS/PgHfBwzmcDQOV6K5R6Ba6+2g6JQsJ0oXOFeWEBqrbX4PQv3sk6poAu6M0xMksgN1lz4WAIfie/iIxMcfc48fOK7+P8k+dm9DzJIEkSg2f65+28HCAUcwICAikwVFMLnZA/hLufev+MFUG1O+oxOT4J25sdCY+lGxjOxsL7GtH3dg96jnSlZQ7xXmfrd7fjg0cenfXzKo1K+McmMHRuYEbMT5jzmFVwXB3Dm19+DZU3V2PpR1akfYzVn18PdaEGb371NZAkCVeXE0FvMK15OZq8Cj26D9nQ/rfWjBZSTqYzN/P3eNmmCnj7PQnmIZ37rqBscwUkiswC5hlHy5YhRmJZt2sRAKqINNSaMBrtSMTiG/Kymp/Q3Pyj27H44WUJP6cLX2eOpJZjbaMwVBuzdlxe8cnVcHe7cOXvbayPj7baIVVJGSk0G+VbKhEOhnlLLbmiAnQcWXORcAR9x3tQt7MB1rWlaH7yLO8OJ9+MORo+MkvfMFXMcUnydaV5ICMkvEnkqzQdr11B2eZKzniJbFj00BJ4BzycM6d8GWkdASEWMTOyU1Lt7Dtzr/zTS/ih6TvYfesfcOHP52ZEutn2YivCwTBsb1zN+bH54un3YNzuE4o5AQGB6xdzNED4ph/dDlNd8jDhbCjfUgmZRob2l+KH6MOTYXj6PRmZn8TScB+1s+/qcqY9T/Re51rELSiNKkyMTWBwhsxPmPOYVJgYHQdJArf/+u6M/q0ytQwb/m0reg534eorbTHmJ/xjCWjq7l4Ix5VR/GXHn/AD43fw2+U/x77Pvoz+aMB0KhxXxyDPU0Axrfs0E9Adi64YqaW7x4mRS3ZU3Zy5NI3uaNpbhnFpTwvKNlXEzfKZFphZO3PeQU9CYDgfplx7uYu5kH8S4yP8ZpzGUsQS8GXBXfXQFGs5jVBGL4/AuMCcVH5eurEChIhA11uJm2TTYcuYo9FaqW61e5p5yMjFYQTcAZSsK8XiR5bB3jJMbcDwgG/GHI1EIYVcJ+fXmeNQEkzFEySXg7q6HBhttedcYklDm9NkEuoey2irHYZqI7PJqilUQyyXZN2ZC/kncekvF5DfWIjRVjv2PvwsfmL5Hl780LPoO5HdNcfS/iIVNUGrGq4FtBvxfDU/AYRiTkBAIAXVt9biY+cew/JHV87oeSRyCSq316D9pda4nV1Pnxsgyaxn3AzVJiZ0eja6FgLZoTAqEfQE0He8Z8bMT4CprLmt3705rS7BdJY/uhKGaiPe+pfXGVfW/MZEc4tUbPjXrfhn57/i4QP/gE3f2galSYmzvzmFp258glWCPB1HB+VkORsFuHlhPlRmFXpiTFA6Xqd22DOdlwOoBbdMK8fFZ5ox2mpH/TQzGkOtCU6bE+HglEU9SZJRmWX69wk9Z5TMBOXA197AL+t+DG+K2IhIOIKxK2MwJTE/4YtIIsbyR1fi6qvtcHYmXttojIshF4o8BSw3FKPrrdQxB2wZczRqixaEiEjozNGL8JJ1ZWi4fzFEUjGa/5haMkdnzNG/e76oLdosZ+aoLmayuTkAuPraFQDIqflJLMZaExQGZQ6KuZG4mUlCJMpJ1tzV164g6Alg23/fgsc6voCHD/wDFt6/GG0vXMIfN/02rdlILgKeALoOdEJhUMLZ6Uhq9jOTDJ7pBwgChUvT33ybKwjFnICAQFIIkQiFS4tmZXFYu6Menj43Bs9O7exOZcxl15kDgIb7FgNI7WQpcO2hM+Bs+6+iaIYklgCw6KGl2PKfN2HlY2uyOo5YKsbm/7gJw+cHceqnbyOvXA+5LrNcPqlSivLNldj49a34wBsfxb3PPYiAO8AUSslwdjhmTUZMEARKN1FzczSd+65AU6RlpJKZHtfckE8VIATlYhmLsdYEMhyBs3Oq+xD0BjE5PplRZ06qlEJTrE0qs+w62ImJsQm8+aVXkx7L3eNCOBDKSWcOAJY9ugqEiMD+L78WN18V8k/C2elMOi9HU7G1Cn0nejE5nlwmR5tmsHXmxFIx1IWahJm53mPdUBeooa8yQmlUofbOOrQ8dT7pTBoQ/V4nSd6xBDTqQjV8SWSW43YfRBLK6IYNpjOXInuv49V26ErzeP1+M4EgiGioO//YiOlEwhGMtY0kFPT6HGTNte65AKVRiYptVSBEIpRvrsSdv92Jfzj7GCKhCE797O2sjg9Q3xXhYBjrvroJANB3jbpzQ2cHYFpggkyTPIpmLiMUcwICAnOGmjvqAIJA+0utzM/ojLlcuE8u/tBy1O1sQHmO3TgFco/SSMkEx0fGmY7qTGCsMWH9/9uSsVNqLA33NaJweRHGR8bTCgtPRcW2KsjzFLgcDb7nIhItcNLNmMuG8s2VcNmccHU7EQlH0Pn6FVRtr8l684eWWpZtKk/otplYHC2ZWII0c+1oDNVGTpllKBDC8PkhKE0qNP/xHLoOcEsW6RmoZLEE6aCz6rD1Ozej9dkWvPjBZ5kiaezKGECSnE6WsZRtqURkMpxSykZL87iiArQliVlzvcd6YF1Xxrzfiz+4DL4hb8qNh3RjCWg0KTpzvmEflGYV5/0nz1NAppEl7cyFJ8Ow7b+KqltrZ3QT09pUAnvLMAKeQEavd9kcCAfDCQVnXkV2nbmQfxJtL7Ziwd0LIZbGz30aqoyo29mAs786iaA3s+umaX+pFQqDEis/tQZiueSaSS3nu/kJIBRzAgICcwh1vhola0vjijmmM1eafTGnKdTg3uceSjvIWGD2oYs5YObm5XINIRJh2/e2A0gvLDwVYpkEC+6qp8wCJrk7Hp4+NyKT4VntPJfSGZGHbBg8O4CJsYmsJJY0dGePLe/PEM2aiyvmhrgDw/lgqOLOmht6dxCRyTBu/tFt0Fca8Oo/vRQn8aSZGBvHG194BfI8BZNrlwvWfnkjtn73ZrQ8dR57H6EKOiaWgEfnqHRDOQixCLYUUkunzcmaMUdDZ83R+Ia9cFwZRcm6KdfSmtsXQGlUovnJs0nPlW5gOI26UJNSZpnMeZcgCGhTxBP0He9BwB1A9S0zI7GksTaVAiSJgZOZdedGWikTIHNCMWfIKmuuYx8lseTK2lzzz+vhd/rx7hNnMjo+QG08XXn5MmpuXwCpSobiVdZrUsyNj/jg7nEJxZyAgIBALqndUYfB0/2MJt/V7YLKrIJUJbvGVyYwmyhiQulnyslyJqi8uQbv+/P7sfLTa3N63Lp7FsHvmEhqZEG7Ss7mTGjB4kIo9Ap0H+xE5752AEDlTdVZH7fm9gUo31KJhvsXJzymMqmgMCgxFhMcTjscqjOcrdRXG+Ht97Ba+NOL7bJNFbjlf+/EyCU7TvzwaNxzJicm8Ze7/gTH1TG8/4WHEuIPsmXdVzdj6/e24+LTzdj78LNMqDqfLDu5Vo7iVdaUJigum4M1Y45Ga9XFGaD0vk3Ne8UWc2KZBA0PLEHbC5cQcPs5z+W0OSGSiKAtTu/9Uheq4Xf6OedHx+0+qDicLGl0pYkdxliuvtoOQixCxY0zq+AoXl0CIHMTFKYLXJcoswQyz5q79JcLUBiUqLiR/XNcsrYM1rWleOfHxzKOVug73oPxkXHU7qinjrm+DAOn+3lHaOQKeqSjcB6bnwBCMScgIDDHoL/cr/yN6s5RsQTZz8sJzC/ozpymSJtW7tu1hiAIND60NOfXXLW9BjKNDK1JpJaDZ6iFiaEmN/NafBCJRSjZUI7uQ13o2HcFhcuLcpJJaKrLx8Nv/QNUZnYjC+MCE8bap+IJ6GIu484cHU/QmThrNHCyD+oCNXRletTcXoe6nQ04/O0DcHVRz42EI9j7gT3oPdaDu/54L8q3zEwRsO4rm7Dtv2/BxWeacey7h6Ary+O9yVW+pRIDJ/uSSuNcNmdSEyBtiQ4Bl585Rt+xbohl4oTO+eJHliHkD+HSs9z3qstG5X2mG99AF+t0BMF0xu3jnOYnNLrS5J25jtfaUbK2FAr9zDrCKvRKmOrzM56bG708AlW+GipTfPGaTdYcLbGs25kosYyl6Z83wNnpQNsLl9I+B0BJLEUSEaqiBjMl68oQmQxj8DQ/195ccT04WQJCMScgIDDHMDcUQF9pYCIK3N3OrDPmBOYfdDE3k/Ny8wmpUoqaO+rQ9sIl1t3wcDCEd358DCXry7IKq86E8s2VGGsbQc+RblTlQGLJB2OtKWFmjhCLGOOcdDFEpalsUsv+k30oWlXCzE9t/8ntIEQEXvvMyyBJEvs+8zIuP38RN//oNsZkaaZY+6WNuPF/bkU4GE6Q1yWjfGslIqEIeo5yS9mcNkfSqAAmODyqmug52gXLDcUJeYLFa0pgrDUllVqmG0tAQ89Eckktx4e9KTcTtCV58A56OaWyg6f7cyIV5oO1qQR9x3t4Z/PFwuVmmk3WXCqJJc2CuxdCX2XA8R8cSfscABVJULa5Aoo8yqiGjmroPZZ97IF3yAvH1cToEjaGzg4gr1wPpTGz7425glDMCQgIzCkIgkDtXfWw7b+KoC8IV5cTeUJn7j2HXCeHulCDSg6pz3uR+nsWwTfsQ8+RroTHzv/hLNw9Lmz4+tZZzwWk5+bIcGRWizl3t4uRZXkHvVDlqyASZ7asYYLDp5mgBDwBjFyyo2jVlNRXV6rHxm9sRfuLrXh251M4/YsTaPrSBqz+7LoM/zXp0fTFDdj5zP3Y9K0beb+mZH05RFIxp9QyEgrD3cOeMUdD2/p7+twIBUIYONUfJ7GkIQgCjY8sQ/dBG9O9nA5VOKYvB04WHB4KhBBwB3jILPMAkoSnP9EKn/5slW+uSPvaMsHaVIpxu4+1I5yK0dYR1pnJbLLmLu1JLrGkEYlFWP25deh7uwe9b6c36+a4OoqRS3ZGhQNQ8/LGWlNO5uZe+cRe/L7pV7yMZa4H8xNAKOYEBATmILU76hHyh9D67AUEvUGhM/cehBCJ8FjHF7DqM03X+lLmDNW31UKikCRILSOhMI599xCKVlpnrZiKpWhFEWQaGSRKKUrWl8/KOWm3SLqT5hvKLGOORmVWQaaVJ3TmBk/3ASSJ4lXxc5urP7cO+YsK0Lb3Eho/sJQxvpktGu5bTBlo8ESmlqF4tZUzb87TR2XMJevqaktoW383hs4OIBwIsRZzALD44aUAgOY/vZvwWCgQgrffk7aTJTAlo2XrzI2PjAPgzpijoQ1epscsAJSRj1gmZubZZhr6PUx3bm58dBzjdh9rdzbTrLlQIIR2DhdLNpZ+ZAUUegVO/OBoyufGQqtuYos5gJqb6z3WnVGXkoaMRNB9sBPjI+Mp4xMCbj/G2kdhWTG/JZaAUMwJCAjMQco2lkOuk+PUz08AwKzLxgTmBlKVLCeRAdcLMo0cVbfW4vJzF0FGpqSWF546D2enAxu+vmXWu3IAFW698L5GNDywGBI5u3lGrjFOc7T0DXozypijIQgC+ipDQjHXf5Ka4SlaFb+4F0vFuPvp+7HxG1tx5xM758V9Wr6lEgOn+1mNSfhEBTAyy14X00Gh5XHT0VcaUbqhHC1PnU9YnNMOxRl15gqoQo2OooglVWA4DZM1xzI313O4C8WrSxKkozNF/qICSNWytIu5scvUvChXaHwmWXMd+64g4E4tsaSRaeRY8Y+rcfn5i5yxHmy0v9QKc0MBI22mKVlXhnG7D44r/CSSbNgv2uF3+iHXyXH8+0fhd3Gb8Ay9OwgAKFwudOYEBAQEco5YJkHVrbUYiC6kBAMUAQGK+nsWwdPnRv871GcjEo7g6H8eRMFSS8JO92xy5+O7sOOJXbN2PqaYa6MWtd5BT8bmJzSGaiOcHfEL4IGTfcgr10PNUiAUNBZi0zdv5HR/nGuUb60CGY6wynQHTlH3U7ICS6qUQmlUwtPnQe+xbugrDUmNfhoeXIKRi8MYbh6K+3mmGXMAIFFIIc9TwDeUaIAyPhx1NC1IUcxF5aLunnhHy6A3gIHT/YxseDYQScQoXmVNu5gboaMpOHIGM8maa91zAQq9ApVpuHiu/HQTCLEI7/z4GK/n+50T6D5kw4K7Er+r6C5vNlJL+t6+4/Gd8Dsm8M6PuLuG7S9SJmuCzFJAQEBghoj9ss9FYLiAwPVA7Z11EEnFjNSy9dkWjLWNYMPXrk1X7loh1ymgLtRgrH0UZCQC35Av48BwGkO1Ec5OR1zXs/9k76xJ7maaknVlEMvECVLLwXMDOPivb6Bsc0XKwHkqnsCFnqNdnBJLmoXvbwQhFqHlqXipZaYZczQaC3vWHN/OnFyngFwnh3uazLLveA/IcARlG2dHKkxjbSrF0NmBtGz5R1vtEMvEnL/DdLPmQoEQ2vZeoiSWaWxOaIt1WPTgYrz7xBl4+rnjHmiuvtqOSCjCuvFkXpgPeZ4iq2Ku90gXNEVa1N+zCHU7G/DOj45hYmw84Xkd+9px/AdHseTDy+eVWzIXQjEnICAwJ6m+bQEIsQhimTjlTquAwHsFhV6Jypuq0frXFpCRCI78xwGYF+aj/p6Ga31ps46x1gRH+ygmHH5EJsNZzcwBgL7KiHAgxLg1+uw+uGzOOPOT+YxUKYW1qRS2GBOUibFx/HXXU1CaVNj5zAMpNwS0JXnoP94D36AX1hTFnDpfjartNWjZfT6uQM40Y445bqEGXlaZJb+ZOYA9nqD7cBcIEZGySM01xU2liIQiGIpmnvFhtHUExgVmTsOfdLPm0pVYxrLhX7eADEfw6mMvpZx3a3+pFSqzCsVrEjdICJEI1rWl6E3iuJqKnqNdKFlfBoIgsOlb2xDwBHH8+/GOm+4+N/Z+YA/yFxXg1p/vyPhccwmhmBMQEJiTKI0qlG4oQ16FYV7MowgIzBb19zTA2enAoW+9BfuFIaz/2ub35GfEUGvCaNsI06XJZmYOmMqac0SllrT0cLr5yXymbEslhs4OwO+cQCQcwQsf2AN3rxv3PPsgNDw6m9oSHZPxxqfoWfTQEri7XUzAOJB5xhyN2qJhlVn67D4QYhEUekXKY2hLEou5nkM2FC4rglyX+vW5xLom/fBwrlgCmnSz5lqfjUosb0rfPdhYa8amb92IthcuJc3BDE+GcfXvbai5s46zCC1dXwZ7yzD8zom0r8Pd64LL5kTpBqqzWrDYgob7GnHyp8fhi3Ztw5NhPH//05icCGHXngd45zTOdd573/4CAgLzhjsf34mdT993rS9DQGBOseB9C0GIRTjy7bdgqDGh4f6ZzTabq5gWmOAb9DImKLmYmQOmHDIHTvYCBAHLDddPMVextRJkhET3IRsOf+tNdLzajlt+dgdvZ0zaBEWmkaGgsSDl8xe8byEkCglanjrP/CzTjDkadSGHzHKYiqfgs7GhK9XB0zslCwwHQ+g73oOyWZyXo9FYtMir0PMu5kKBEBwdDtZYApp0subCk2G0v3QZtTvqM57/XPOFdbCsKMZrj73EKmskSRJv/cs++J1+1O3kVhHQGwTpzhACYDp6dDEHABu/uQ2hiUkc/+/DAIADX3sdvUe7ccdv3pdWTuNcRyjmBAQE5iyGahMs14HTlIBALlGZ1UwO1rp/2ZRxh2O+Y6ylOhO9UdMDdZYyS11pHgixiMma6z/ZB3O9GXKtPLsLnUNYm0ohlktw5D8O4Mi/H8CSj6zA8o+v4v162jykeE0Jr/tOrpWj9q56XPpLM8KTYQBUxpy+MrN5OYAq5gIuP0L++Bmzcfs4q1ENG7rSPPiGvAgFqODwgVP9CPlDKJ3leTkaa1MprwIm6AvitU+9BDIcQeESC+fz0sma6znSBb9jAgvuXpjWNccikohxx+M7MT46gTe+8ErcYyRJ4sDXXseJHxzFyk81JTVqKl5dAkJEZDQ313OkC1K1DIVLp34v5vp8NH5gKU79/ATO/Pokjv/PEaz45GosenBp2sefywjFnICAgICAwDxj9efXoXZHPRY/suxaX8o1wxB1tOw+ZAOArA1QxFIx8srz4Lg6BpIkMXCy77qZl6ORKKQoWVeKgZN9sNxQjFt/viMt4xy6M5fOXNmih5ZifGQcnW9cZTLmMjU/Abiz5sbtPl7zcsBUZh49H9l92AGTscsAABBkSURBVAYgvqszm1ibSuHucSU1ERk8248nbvgFzj1+Bmu/vBF1O7mLr3Sy5tr2XoJYLsk6o9KyrAhrv7IR5/9wFh372pmfH/72Wzj23UNY/olV2P7TO5LebzKNHAVLLRnNzfUc6ULJ2tKETYYN/7YV4WAYr3xiLywrinHzD29L+9hzHaGYExAQEBAQmGfU3lmP+158mFe47/WKsYaSRQ6e6YdYJuY1K5UKQ7URjqtjcPe44BvyJuTLXQ/U7WyApkiLe//6IKTK9PLUCpZYoMpXpxWDUX1rLRR6BVqeepfJmMskloCGLtq90+bmfMM+qHiaZU3Pmus+ZIOpPh/qguw2BDKFCQ8/0ZvwGBmJ4PgPjuB3a36FgCeAD7zxYWz7r1tSdkb5ZM2RJIm2Fy6h8qZqyDTZd6A3fn0LTHVm/P3jexH0BnD0Owdw+JtvYslHVuC2X/DbOChdX46+E72IhMK8zxtw+zF8fhAlLMW4scaEFZ9YBaVRiV17Hpi1DMHZRCjmBAQEBAQEBOYdUpUM2hIdIqEI1BZNTqIZ9FVU1hydcXm9xBLEsurTa/Hpni8hrzz97pi2WIfPD/8LitMociVyCeruWYS2Fy7BfpHKR8umM0cXc9ODw9PpzNHFnKfXhUg4gt6j3ddMYgkAhcuKIJaJ0R8jtSRJEn3v9GL3LX/A/i++ito76/Do+U+jYhs/kxI+WXPD5wfh6nJmJbGMRaKQ4o7Hd8LV7cKTG3+LA197A40fWIo7fnM3b5OmknWlmPQFE/IJk9F3vAdkhETpevaO8S0/uwOf6vpiQlD59QKv3yxBEDaCIJoJgjhHEMSp6M+MBEG8ThBEe/T/DdGfEwRB/JQgiCsEQZwnCGJFzHE+FH1+O0EQH5qZf5KAgICAgIDAewHTAmpuLttYAhpDtRETo5QkUCQVx83fXE9wuQnOFI0PLUHQG8Tp/z0OILvOHJvMMhwMIeDy8y/mmOBwF4abhxBw+a+J+QmNRC6BZUUx+o73IOAJ4Myv3sHjK36B36/5JfqO9+C2X70P9/z1QahMKt7H5JM117b3EkAQaXVaU1G6vhwrH1uDoXMDWHhfI3b8flda9xst4e3Yd4X3a3qOdIEQi1C8ht3IhxCJctJ5nKukY1uzlSTJkZj//iqA/SRJfo8giK9G//srAG4DUBv93xoA/wdgDUEQRgDfALDy/7d377F11vcdx9/f2E5iHyfYOMS540CBELIAJSV0EQPGpVABKS3NQqdy2RiIMnVT+8emVSoSu2jVtFUqajvRAaVVOmgpLYHBWFc6UapCy/0yIA2MLBnkBiXBDgQCv/1xHgfH2M45tuPjn8/7JVk+fs4T5yvl50f+5Hf5Agl4JCLWppQqOzdVkiSpj/YjOnjpvhdH3JZg7/crTrR87ranmbm0k8YpwzvdT/tacMpCWmdPK4fkxkm0zpk+7O/VMvODYW7X9sp7zEF5b9bUtqns3LiTjcV+ubFuFt7fnOXzeOQbv+Jrc77C291vM3PpLM7+xnks+cNjh9UuoW+vuUMWD3zy6Lo7nmPuSfMqaktRjdP/4WMcetpCjjhvUdUHNE1f0Mahpy7k/i//lHm/u4AFJ3ft989sfGADncfNmlCHFVVjJP81sxK4uXh9M/CJPte/k8oeBNoiYjbwMeAnKaXXigD3E+DsEfz9kiSpjh1cHIIy0sNPerUVy7B2bd9V1VJCDW1SwyQWry630Ji+4KARzQw2TmlkattUuje/H+Z6e9+VKtwzB0Xj8E072PjzDUxfcNCwlp2OpiPPX8Tk1sksuvAYLv3llVz++NWccNXyYfe921+vuZ0bX2fzoy9z5MrRWWLZV+PUJhZ98phh7emNCD5520W0LWznByvXsP25bUPe/+477/J/D26q2eE140GlP00J+I+IeCQiriiudaaUXgEoPvfG/rlA3/NVNxXXBru+j4i4IiIejoiHt20b+h9QkiTVr4P3LrMc3Zk5YMKdZFlrx1y0FIC2EeyX61WaNW3fmbmiKXSlM3MA0+aXG4f/7/0vVTT7c6B1/f7hfPG1L3HeTZ9i7knzR7wHdH+95tatfQ6Ao0Zpv9xoaulo4Q/uvpiGpknccs7NdA/QV7DX5sdeYc+b7xjmKrAipfRhyksor46I3xvi3oFGXxri+r4XUro+pbQspbTskEMmTkM/SZI0ujqOKsLcCJbt9TVl2pS9gWCOYW5UzV42l9nL5jKnwgblQyl1lkYc5qbPm87WJ7fQs6Wb+TXcL3egtHaWaGpp4qWfvkBKH/h1m3V3PEvHUTPoOGp8/q7dftjBrLrrs/Rs6eH753530L1/m35R7jM5b4VhbkgppZeLz1uBHwEnAluK5ZMUn7cWt28C+v6kzgNeHuK6JElS1TqOnMHKNZ9myWeWjtr3bDusnabSZGYMss9IwxMRXPbQlZz2t2eO+HuVOlvp2TzCMDf/INK77wG13y93IMSkSXz0L07m+dv/myduenSf9956/U02/Ox/DsgSy9E05yPzuOCWVWx+9GV+tPrWAdsVbHxgA22HtTNt9ugcgpSj/Ya5iChFxLTe18BZwNPAWqD3RMpLgDuK12uBi4tTLU8CdhTLMO8FzoqI9uLky7OKa5IkScOy5DPDOyBiMItX/Q7H/8myMT/xsR5Uejz9/rT2W2bZs7WHaJhEc3vl46C3PUHLjBY6Fo3P2amRWvGlU+k6/TDuvfpOtj61ee/1F+5Zx3t73hv3YQ7gyPOP5qzrzmX9Xc9z+6pb2bX9/f6CKSU2PbChrpdYQmUzc53AAxHxBPAr4N9SSv8O/D1wZkT8Bjiz+BrgbuBFYD3wLeBzACml14C/Bn5dfFxbXJMkSRoXln9hBWd+9eO1LkNDKHWW2L1zN++8+Q5Q9Jib0VJVWJw2rxzm5p/cNSo9CsejSQ2TWLlmFVPapnL7qlt5u3s3UD7FstTZypzleRzys+xzyznjH8/hN3c9z/VLrmPd2mcB+O36V+nZ2lP3YW6/Z+6mlF4Ejh3g+qvA6QNcT8DVg3yvG4Ebqy9TkiRJKh+AAuX2BG1FP7VqllgCtC0sHxCy4JSu0S5vXGntbOUT31vF9864iXuuWsu5N1zAC/es4+hVS7KafV7+hRV0nXE4d17yQ36wcg1LLzmezuNmAxjmal2AJEmSVKneVhT7hrnKG2pD+YCN1fdczKGnLjwQJY4rXacdxsnXnMb919wHCXbv3J3FEsv+OpfO4rKHruSBv/kvfvF39/PkzY/RfHDz3oOQ6lU+kVySJEl1r2+YA9i1tYfSzOrbUxx+9pE0Tm0a1drGq979c0+veYKmlia6Tj+81iUNS8PkRk659gwu/eUVdB43m0WfXjJqezFz5cycJEmSstHbV7C3cfhwllnWm979czcc/3UWnNJFU3PeIXbOR+Zx+WMD7uqqO4Y5SZIkZaM0sxzcerZ08+477/LW629VvcyyHrV2tnLFM5+ncUpDrUvRKDLMSZIkKRsNkxuZ2t5Mz+Zudm3fBUDLMJZZ1qPm9uZal6BRVt+LTCVJkpSd1lmt9GzpZtfW8lLLksssVacMc5IkScpKqbMIc9vKTaRdZql6ZZiTJElSVkqdrXRv7hvmnJlTfTLMSZIkKSul3mWW29wzp/pmmJMkSVJWSp2tvP3GbnZseJ1omERz+9RalyTVhGFOkiRJWeltHL7t6S20dDTXfeNo1S9HviRJkrLS2zh861Nb3C+numaYkyRJUlZ6Z+a6X3mDlpmGOdUvw5wkSZKyUpo1be9rZ+ZUzwxzkiRJykqpz2ycYU71zDAnSZKkrDQ0NdB8cDNgmFN9M8xJkiQpO71LLUvumVMdM8xJkiQpO6XOcohzZk71zDAnSZKk7PSeaGmYUz0zzEmSJCk7rS6zlAxzkiRJyk/rnHKYa5nZWuNKpNpprHUBkiRJUrWO/aMTaP9QBy0dLbUuRaoZZ+YkSZKUnZaOFhZdsLjWZUg1ZZiTJEmSpAwZ5iRJkiQpQ4Y5SZIkScqQYU6SJEmSMmSYkyRJkqQMGeYkSZIkKUOGOUmSJEnKkGFOkiRJkjJkmJMkSZKkDBnmJEmSJClDhjlJkiRJypBhTpIkSZIyZJiTJEmSpAwZ5iRJkiQpQ4Y5SZIkScqQYU6SJEmSMmSYkyRJkqQMGeYkSZIkKUOGOUmSJEnKkGFOkiRJkjJkmJMkSZKkDBnmJEmSJClDhjlJkiRJypBhTpIkSZIyZJiTJEmSpAwZ5iRJkiQpQ4Y5SZIkScqQYU6SJEmSMmSYkyRJkqQMGeYkSZIkKUOGOUmSJEnKkGFOkiRJkjJkmJMkSZKkDBnmJEmSJClDhjlJkiRJylCklGpdw6AiYhuwodZ1DGAGsL3WRUgHgGNbE5HjWhOR41oTkeN6YIemlA4Z6I1xHebGq4h4OKW0rNZ1SKPNsa2JyHGtichxrYnIcV09l1lKkiRJUoYMc5IkSZKUIcPc8Fxf6wKkA8SxrYnIca2JyHGtichxXSX3zEmSJElShpyZkyRJkqQMGeYkSZIkKUOGuSFExNkR8XxErI+Ivxzg/SkRcWvx/kMR0TX2VUrVqWBcXxoR2yLi8eLj8lrUKVUjIm6MiK0R8fQg70dEfK0Y909GxIfHukapWhWM61MjYkef5/WXx7pGqRoRMT8ifhYRz0bEMxHxZwPc4/O6Coa5QUREA/B14BxgMXBRRCzud9sfA79NKX0I+CrwlbGtUqpOheMa4NaU0nHFx7+MaZHS8HwbOHuI988Bjig+rgC+OQY1SSP1bYYe1wA/7/O8vnYMapJGYg/wxZTS0cBJwNUD/B7i87oKhrnBnQisTym9mFJ6G7gFWNnvnpXAzcXr24DTIyLGsEapWpWMayk7KaX7gdeGuGUl8J1U9iDQFhGzx6Y6aXgqGNdSVlJKr6SUHi1evwE8C8ztd5vP6yoY5gY3F9jY5+tNfHCw7b0npbQH2AF0jEl10vBUMq4BPlUsbbgtIuaPTWnSAVXp2Jdy89GIeCIi7omIY2pdjFSpYnvS8cBD/d7yeV0Fw9zgBpph69/HoZJ7pPGkkjF7J9CVUloK/Cfvzz5LOfN5rYnoUeDQlNKxwHXAj2tcj1SRiGgFfgj8eUppZ/+3B/gjPq8HYZgb3Cag74zEPODlwe6JiEbgIFwOofFtv+M6pfRqSml38eW3gBPGqDbpQKrkmS5lJaW0M6XUXby+G2iKiBk1LksaUkQ0UQ5ya1JKtw9wi8/rKhjmBvdr4IiIWBgRk4HVwNp+96wFLileXwjcl+zCrvFtv+O637r08ymvZ5dytxa4uDgl7SRgR0rplVoXJY1ERMzq3asfESdS/r3u1dpWJQ2uGK83AM+mlP5pkNt8XlehsdYFjFcppT0R8afAvUADcGNK6ZmIuBZ4OKW0lvJg/G5ErKc8I7e6dhVL+1fhuP58RJxP+cSp14BLa1awVKGI+FfgVGBGRGwCrgGaAFJK/wzcDXwcWA/sAi6rTaVS5SoY1xcCV0XEHuBNYLX/qaxxbgXwWeCpiHi8uPZXwALweT0c4c+8JEmSJOXHZZaSJEmSlCHDnCRJkiRlyDAnSZIkSRkyzEmSJElShgxzkiRJkpQhw5wkSZIkZcgwJ0mSJEkZ+n9ELlVhbtAAkgAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 1080x1080 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "if testing:\n", " fig, ax1 = plt.subplots(figsize=[15,15])\n", " for i in range(nregions):\n", " ax1.plot(time,ROIs_means[:,i],color=newcolors[i+1])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 4 }