pyFAI/sandbox/distortion_i418.ipynb

3407 lines
921 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab nbagg"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING:pyFAI.utils:Exception No module named 'fftw3': FFTw3 not available. Falling back on Scipy\n"
]
}
],
"source": [
"import pyFAI"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"NexusDetector detector from NeXus file: /users/kieffer/workspace-400/pyFAI/doc/source/usage/tutorial/Distortion/WOS.h5\t PixelSize= 1.300e-04, 1.300e-04 m\n"
]
}
],
"source": [
"wos = pyFAI.detector_factory(\"/users/kieffer/workspace-400/pyFAI/doc/source/usage/tutorial/Distortion/WOS.h5\")\n",
"print(wos)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/scisoft/users/jupyter/jupy34/lib/python3.4/site-packages/ipykernel/__main__.py:4: RuntimeWarning: divide by zero encountered in log\n",
"/scisoft/users/jupyter/jupy34/lib/python3.4/site-packages/ipykernel/__main__.py:4: RuntimeWarning: invalid value encountered in log\n"
]
},
{
"data": {
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" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
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" // Throttle sequential mouse events to 1 every 20ms.\n",
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" mouse_event_fn(event);\n",
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" this.rubberband_context.strokeStyle = \"#000000\";\n",
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"\n",
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" // 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",
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"\n",
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"\n",
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" function() { $(this).addClass(\"ui-state-hover\");},\n",
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"\n",
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" // 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",
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"}\n",
"\n",
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"\n",
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" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
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"\n",
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" /* FIXME: We get \"Resource interpreted as Image but\n",
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"/*\n",
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"\n",
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" 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",
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" // Handle any extra behaviour associated with a key event\n",
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"\n",
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"\n",
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" {\n",
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" else\n",
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" }\n",
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"\n",
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" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
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" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
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" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
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" guiEvent: simpleKeys(event)});\n",
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"};\n",
"\n",
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" 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",
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"\n",
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" comm.close()\n",
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" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" 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 + '\">');\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 dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f7480ec2b38>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img = \"/users/kieffer/workspace-400/pyFAI/doc/source/usage/tutorial/Distortion/WOS.edf\"\n",
"import fabio\n",
"raw = fabio.open(img).data\n",
"imshow(numpy.log(raw))"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from pyFAI.distortion import Distortion\n",
"dis = Distortion(wos, resize=True, method=\"csr\")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/scisoft/users/jupyter/jupy34/lib/python3.4/site-packages/ipykernel/__main__.py:2: RuntimeWarning: divide by zero encountered in log\n",
" from ipykernel import kernelapp as app\n"
]
},
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('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",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" this.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var 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);\n",
" canvas.attr('height', height);\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'];\n",
" var y0 = fig.canvas.height - msg['y0'];\n",
" var x1 = msg['x1'];\n",
" var y1 = fig.canvas.height - msg['y1'];\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width, fig.canvas.height);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x;\n",
" var y = canvas_pos.y;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" 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 + '\">');\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 dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
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W6innRoaaWIuc9z21TTT4EbHWhpp9GNSox/dGmmmnlZqaaHej13t1NBLKdfyHf+7qqXNT3znMNdNuNv8RDkRh+1+zK6lnTnM9WO1przatpIuGmiijB4q6KbSnQeSMbmFq/k+1/Id7uBwVjGRNmrdp9HlzwF1tDrhmXxqJfRxROXxlNNNAcOU0UsRg36fYgaYw1xK6PMGg849tbS9q+dTE4DGO2WXCsAfcBX5jLhhex4zWcgsFlDIENNYSjH97jJAPiMUMuTFWuIWDlPIECX0MYe5jDKD33MEf+Uz/H7zkSxjCuXO6dMPupweKuihhD4q6KaYfqrpoNQdo4pOSujzP/4a2imnhxraKaOXepqpoNsJwDYm3DCeepppopH5zGYdZ8EVEdc/+13aqfEDWDWdNNPAHObS5K41WEnkSVRK/DXQ7AfBJhpood4PqHL8Wt3g2+ycQM3Om9x27dTSSRVzmEurcwbbqaGJBjcQ13o3IDwBdPphtsqfoHoo84IzPOkkrkkhvZRmnUDlBoRuXz8l5N5wOv0Us5azuJifcDtf4yaO40EOZPvTu/Pojo9yD59nOVNYwCy/3zCF9FPMCPn0UO4FXz/FWU7iCPl+O4krnfhD9zAUHxI3odgbpsALL+0rAbaY6V40znciZz6zWUxOllAbdQIqFXR5/nhLmO4fQ8JI4mkJ070zVnzDSSz2gmxWcH/imi5xzl9y3Hzn2M1wwjM53gomv0UAXrrhRlYw2R1juj+OXpuEodzAUScE5Tim/+dmPe/5Tgyn7ucMljPFvw8L3euS6A1FdegOSmDqc5TTOM8LvuT91rF0nX/DKfRT7FzCQn+sIffZJ+KwhH6KGSWXjRzhnUIJUQnEQQrpocJ/n3QZpoALOAf+GrHj8t14ZscBbP/b7twxdjjrOIsLOMcLXD3mAEXOpUsFoC4SaH2U+Mlap3cHUxEXisbQzWt3wlDisdlFCLqpcJPKGv/b1z5t1NJEI7NuOI1GGr2UaqaBTqr82KKxQcKtgRY/ZiiqUU+zdwTnMocmGqij1Y9JEphNNDKHudTQTjP13JX5EtdxAjsu3o1fZ75JJ1W0uEmuxj6NoTXODaynxU+sE2HXRTndNLpjV9BNMw3U0eL3K2TQj+0SmDW0008J940dwvY7d2ctZ9NEA4UMUc1cihikhnYKGKLcnTPK6ebHN8ymwp2DdLxSev35qoJuf64qoZ8qOilgmAq63tXzqQlA452ySwXg6VxCPiMUMUg+I+QySh7zmMEiyumh0Hk9ZfRSzIAXfqX0uWGz24u1VUyEWyO4IOIffIIOqr2I0+xNs7RK50mV0utDCSX0M4e57oc84MVgPS2UOrGoAaWRJuppppIu7+7dvuNr3DP2edZxJus5zQ9crdTSQIufAUr4SexpuyQs3E4jjT682+ACuRpkG5zQbHcDt0Rgs5tZN9HoZut1zGUOrW47hXRbqXMz82QWn7yWRu8WStQ100A7NXRTTgv1gZOoEFGlOzmVuHdWYacqf5LrdfNuORmDFDlXpIjlTGE5U9jAV3lh23688Nj+vBm/hzfiPXlq84dYxlQv/ZP9ShmgiGVMZR55QUi51Dt4EnYK7Q248GC/F48FPqzWTwkLyfUhvi4qg5DtDNZxFguY5UKqM72ASEO1s71oS8KwOYEbluPEUa6/aLswBConUO5ZKrYS120ROSwihxVMZhlTWcvZrGKC+38KS5jOaiZwHuP5Jd/lQs7kKn7ABZzDek7jIs7gMk7hRr7FFfyQdZzFUzsJwCs3XMcVnMyFnMk6zmQ1E1jHWVzCaaxiIquYyHIms5SpLGcKS5nqLwvJZQnTWOxe71KmMspM1nCudxDTEHUqXJcxNUsA6joMoUvEyjlMXcwZfrudhX2yXyrs5TKGAn/YfU80cZAwG6SQAefQhSHhfkrc7QX+uxgKQDmv12S+x/Z1u7PjtgiOj3jjyT24l89yCaf79yERpLnORS91orLEp04kjrjSJCoDgViR5Qa2M4deymilzqdldFLl3MAkNSMZP+p9KDbxw+ZkTfASASgxmEwYO6nyx6ujlU7nMDa6UUPpJO3UUEdrlpDUdYsbh5rdBLMpmMjq7zpaaaSJWtpopp6VTOLvD3+a+ziYK/ghPZRnhYKVLiPRpjFYx5GgkxCscJGaWtqootNHbqrdmB6m+pTTzW3bjuHR5z7JGs5lCdNpojGQ5ol5UOZGtEq6KHPnjQmZ1d6YyGeEEnduSmITA/5/neNqaH9Xz6cmAI13yi4OAa9nNvOdqEuCiDNZSD7DLjewx2flFNNPIUMUuZlckhvYyxzmchFn8Ejm47z5/F7c+caRXMt3XAigk3J6mMNcP4NTiDf8O/mxJqIyWzR2eYGm2yUiNRgp/Hkz32DTP9/vHbhal8vX4P24Rh/+rXdDtEK8DW6+rkGvwQ3J6f9N3rFLQ8CNPtTbTg3NLidHs+dOqtx9c3yeoFwGDcQa7LudwyDXoZ0aWtwxFAqSu5eEfRNBptwlhXZ7nIMx4By5Hsrpd7lJfZSymOlcyqlcx4lsen5vxn4Xwa0R2y/cndVM8M6PHJoeyryDkgq9Qu/w6QSt0J5E33BwIg9FYej8yYkboJhF5DBIYRBmTd1BuVOjLtQs0Tg/CHkqRJqGZ5NQ7iLnziXO2DQv/EadKBol1wuqJUxjLWezkomczzgu4gzWcjZ/4FCu5wTu5zP8IXMo927+PLfzNa7iB9zMN7iOE/gDX+aOzOH8Y9t/8cCbn+FuPs8tHMsz2/bnjszhPLd9f+7MHMZTTz+R9fu7esPV3M/BPLj109zGUdzJoTy7+QD+MvZZbuUYfsH3uYbv8Su+zUWcwaWcyqWcyhrOZTUTWMvZrOFcVjDZOYjTWcVEljDN5yOOMsP/vcg5jXofEpE7w4fs5wdCWU6qHLwwzJyE9HOywuBy2/S5KndTOZP9QU7ekHONFf7td7l0QxQysNN3qZ8SLzT7nWsoN1CuoZ7DKibyzNj+jN0fseXV3cg8HXEN3+NavsOom3DIze4OhF06YSp3ebiVXowpz0/b6X6JO03S5Br2upFUblwaYq72v2dFACQGk9BsgxNUjbRR41zFGp972EodDc7la3F/awyS45eMK02B81frx6wOqv1jNrmRMcltTka3lUzi9xzB0699mCEKvCBtcC5fnRuDNRbX0O6jNpV0+fG4ljY3we/2olGT9Wo6fLRI15qUd1HJTRzHfWOHcD0n0E6NE489fvIu8VdMv8tbH/LnDYnKPOZ5QyHMY5/FAkroe1fPpyYAjXfKLhWAP+bnFDPgE3mTH08/eYxQ6OboxQw4CTDo8ip6nZ3eTSl9jJLLz/kxL259H2PPRfwx82VqaPcCTjkaiV/U53/UJe5HXEKfHxzKXa6GhKBcuiTfRKHcdEbaTANX833u4fNcwQ/9YJoIvcTlU5i3yYUkwtvqnaOofJd65/jV0k4zDX62nMyeJQsbfNGHRJ3CNpqht1JHe3CfErcbaPJh4VYXDlKStsI8OkGEuYNdVPrE9e5A5LW45HOFnfoo9SfTAYpdSKqMFUxmOVO4iy9xPwdzB4dDScTWf+3BGudYpW5dsUvSL/ZCTifuQVeMETo/Cp2GLqCuFzHDiwIdQ/sNurxBFYQMuXwzidBEdORkFYMsYgYrmOTFjFyqbDdwhnPAprGcKSx2wmgZU1nGVM5jPOcxnrWcxRrO4WJ+wm85mjs4nN/xFf7CZ7mBb/MHvsyf+SL3Zw7mpTf25bFtH+fZzAd4Nd6bON6HeNO+/PO1A9n2wO5s/vue7LgsgusjWBORWReR+V3E5nveA49HUBTx6qb38PRT2QLwttsuhL6IHXdHZIaT/Tc/vQebn92TLY/syabX9uW1X+7D7zmc2/kat3As/3z5QP6c+SJ/5ots5Ehu52tcycne+f45p3IRZ7jXOY6f8VPvVOo9kCOYhr9n+qKV+czmEk73Id7kWsIwDRFrf302ye15DLvPUdvJAeynOGuCIWE5TKEbGUqcEC32E4ceynyhiXINB1xBx4A7ntw9FRktYTq3bz2KJ7d8mO3P7MYrW/bizb/sxaWcys84wwlOuYBlWUVSEnmJMKzwIq/PjV69lPoiEuXp7fw7l2jTpYlGLyj1W1fun6IEKuRQjp6ud04L0QhVT7OLbDT78U4TUeUDdlDtitiaaKbBT36baKSajrfkN9fTQgfVXM33uYnjuI4TaafGj7fK6aui04+fFXRR6sZviT5FeEpdZEhRnCS/O91fOYGlLn+8mg76KOUvWz/HEzs+zM/4qYsIJe98IjgTma7QbxGDPoqkELCiVsUMMJOF5DLqU5WKGXhXz6cmAI13yi4VgGdzAVNYTil9zGI+RU4MFjgHMLyU0kehE36y5Rcyk99zBPdnDub5bftxSeZ0H7rVoCExqJliaVABXMQApU4gqvJXIWX9sCv98NnhxVsjTfRTwkaOYOzJJOR8I9/yFbsaGMNZaX0wvNYGx1F4V7l/GhBbqPPbKKFaeYDaTq6gwjMDFAfBkjlBflCtd/Uk7uQkhhWCOonMdQO/hlWFbsMTS7cLtnRS5YtDkiKQSh+alWNzJSezga/yrzfez5Y44iEO9OExCbFhN3T2UpblHkr4yXWRQJRgTE/O2VW0EoFhlXBY6at8PwlChXjDXEAVISjEq/Cl8uBUqZtcEjdL4VCFUNdxFhfyU37Oj/nn2Ce4P3Mwv+LbPMBBPPTGf3Mnh7HjwYhN/9qHF7fuy+vP78WLm/Zj7LGITa/tzavxXlAaQXME9RHkR3BlBDdGsDEic1XE5lv2YNOf9iNzScQftx7GG1e9h6c2f5jtF+zGbZmv8Y8nD+IGjn+LA3jjhkvZcU/E6y/uBbMi/hXvD7+K4LKI1/+0N5nLIzgignkR/CWC9REsi+DOJNXiLxzCq2/uARsjNr25Ly+88X4eyhzIrXydZ177EA9lPsV1nMif+B/u4HAu4gzWcA5X8QNWMMnnHS5yLuFC/57m+HDv4sDpG3ViMfmc0gKYsDBG3wF9L8LPXdsuYZqbchZ60Ze4janY63PO35CbisoRTCcQRT6XMxWTBfRSxqDLRb2OE7iE03l+8/sZuyti0+b3chdf4ip+wBrO9d/hxD0v8w68BGZ/1u+52gvEblcUou07qHLFFzVeBCYpHBX+koi9Op90onzAVuqcg18Z5BA3eudORWJJ7mC1m4gq5SQ7z0/dCpRykl0I0uDCwo1+jE7Hy2RsVKHZOs7kEk73hWh1Pnu51ef4aUJexCD1tLgwbRrBCYv45jDXpxAVMOzz8iQYFdJtpZYt9+7Ba6/szX3bP8uVnEwjTZTSSwn9zunr9cUfMguK/XkkrSGXC6jOFcUMkMfIu3o+NQFovFN2qQA8hwuYyUJfjDGTUd/AYzbzvTBTmLaCbvIZoYZ2ljGVl597Hzwc8eKL+9FPiS/yCC1+iT25f6r0rXDHLWTIVxer0CNJAu7wtbPK/aii0wu6tZzNLziJVUyk3VXFKdelmo6sUIgEnsLJqdPX5vZLZ8fNNPicwLDYQ4NsA01+Zt7uBnJV3g06kdbm6+BqfE5O6BaGM/rOIDQUOoC9ri2Fqg87XShIeX9ySRQ6U6GHToSrmcB6TuOXfJd7+RyZJyL+xT48xIGsZJIPEycn3UIfWlOITCdfibx+SnxoNgkX5nlRmFTbJs6bTs5DLqQb5u1pv4XMpMdVkCpvTAULco36XWh4mSteCAsg5PSoAGMJ01jt8vNWM4HzGcdDmQO5ipO4nhO4L3MI255LRNT2ZyP4RwQXR3B1RObBCH4awWjEM+zPs9s+wJYNe5B5PuJODuV+Dua3HM0v+Q6XcQrrOY3lTGEVE1nhrlcxkfMYzyi5Lm8vybFcySSWM8U/v52LQK7acC2rmcBKJnE+41jBZNZyFus5jfMZx63bj+Gl7XuzntO4mNN5gIPI3B7x1NgH2fL3Pdj00nt55rUDyNwYweUR3B6ReToi81AErRHxw/tCT8QjmY9zW+Yo7sscwnWcyHIiEpsAACAASURBVBN8mDs4jOs5gfWuhcoqJmaJQAm10ElVjqZEuT630aBwZJELHYeFPKMubKyJwXzyfFsWFYuk36XZPvSs3EJt10tZ1qQhbQ2UpgwovKyK9XnkcTE/4UpO5vEdH+GxzEd4KbM3f+TLXMRPsqrb06wzVdaX+t9kGDIeoiDLte8IfsMdVJPPCIMU7VQkUpvl0ulalcRhRbHGBuX+KaqgKEQ7tX7y1+TcPeUG1tLm99cktcFPfJOcvy4qfQ6f7mt0R6+lnSEKGCWXdZzFEIWuBVa7v195gBo/leunYj65gBoFJYOTvPIh76dKSJY7v7WEPpppIN6yJ8+xH09lDuA6TnRuY48TdX0Uu/Cu8ghnM49ChrwbmRyr30ePSuhnKssotRCw8R/OLhWAM1jkcgCTHn8FDDOThb6vXxGDFDBEMf2uACQRge3UMEgRT2z5KPHze7OKiVm5IEmzjwHv4mm2Vk0Hxe6HKZGnmaGEpkINyjVJek6ljmIH1YyQzwN8ml9wEi1OpCmcUUsbZfT4gG3asiAZdkMBuHOLF/X6S9qz1PkqOOX6NdKUVQmsE4CKPnRR+4YOqmlwlXuh89fu7leVb5jM3Uod3UEoaucWFQo96RK2hplHnhcT9+74HC9seR/bntuNOzmMLS/skVUNqeKOPkr9iTN0ABUCVkuNXkp9zl5SfVvoT+aJg5frT/g6ketEHbo/EgEKHSYFIWmLFVWbKsdMuXo6/mKms9iFdFcyibWcnYjczV/kZr7BAxzEfRwMv454fOzDvPjH/cncFMG6RBQxP4I7IlgYwRURY3+PuP6NE7g9Pto5ZOdyIWeynCkut26ar6Jd5osxprkCjOmsZJKr5E2e02JXOKLXsMxtv4ypbysAdV963On+sVYyyYuwZS5XUUUoy5nii0bWcRa/4CTuynyJG/kWjz7zSV5+6AM89+IB/PPZT/H6H/aGNRHcG/Hiln3JXBbx+j/34tWH9uZePsuTr3+Ee/g813Ii13Ei5zGede49UB6hRJ/c2KRHYXYPxrBdTfL5zvSOsD5f5QiGgi1MM5CLN+TzEtNKXlVlq52LclBVmBQWkyj1YBUT6aeEVmpZwnR+zxHwx4gHOIin/v4xNm4/kks43YeFk16aFVmXPkr8b1Dh4R63XfgbDcPAoaOvPL4OqnxOsAq+mtw40OLy9FT0lXQPqHYJKTV+nFHhyCwW+FZSylEOq3+V/RyGf1UsopCxCkE0Fra4auEqOmmmnvWcxmWcwuX8iBHy3cS62Y/F8iKVrqNwsQShRKGEoBzBRCR2+PBuuSsQlGCbSzWPbvsYGzmSKzmZhcykhnafglTmPql8Z1SoKLHEJ7EM+IhVEr1KTIUKut/V86kJQOOdsksF4CRWugbOwxQxSA6LyWOedwFnsoAS1xy61M2+amljPrN5ceu+8EDENXw3Kz+kjN6glUunz/mT66f7S10DaM3WJB4lNBXsrKOVUnpppY4FzGQ5U7iAc7ieE1yxR5sPOaiQQ45ejesPqIFIYV6FbsMZcBoSaXMJ1k0+dJKEeBPRVk5PVq6NqoCVXC2xKMev0zl+GqC1n5rGyjVQkngH1Qy6Sl41eu6jhDZq6XO5fqE4TJy0pM/dz/gpD2UO5LXX90zChOsjbuFY3+w1yREscb0I0359oQuYtospDvL50nYs4QlbTl+YLzaPPF9oEBZxqChA+XpykEK3SKHGpS5XTfstc2JsLWdxFT/gYk7nJo7jCn7IHzKH8sSOD/HmI+9JXvPaCG6IoCbildf2gZ9EvHjTAVzN93judx/hud98hIv5iSuWmO6E2gwWM501nMtS53ip6naJE5yLXKPnpS6HLgmbTnUFF1N95fEKJrPS5SkucYJOYemdBeAvNvySizgjqOSd5kXW0iBXTy5cIgSneEduJZNcjuO0tziOy5nMCiZ7QfsXPsvNHMum5/dj++hu0BWxo9c5oIsjnnr1Izz9+od44+U9+DXf5DaO4u/bDuRGvsUazuVn/JSVTPSvU/mWqhAOc/7CXoI791sMBWJYMazvS9IovdCnHWiyMRBUAKswI5mkpCJy0DnMEpIj5Pv0ibAdzEX8hMf4KBwe8dCO/+YWjuUGjmclE71zF7Z6UV5tmIKhquBW6rwDL9Gnlk1hI2i1dVHOnwRlGApWP1AJubS6uCZrEqkuBSoICfP4NK4p+NtOjZ/whukraV+/Nj/GhW5hA81cxinEm/aFuyPWc5or2JpBo5soh5P0pNijJavDgib9iuK0UufDshJ9EmbqEiFx2UUlF3A2T7M/GzmSi/kJTTS6nn69Lizc53MBFTkqcW1gZGKU0Mds5vvHejcxAWi8U3apADyXNb6De5Hr9aeKKVVVFdPvnMBhamhnJZO4hu/xNz7Nn/kidbRQ7PIzUqHX7fszqchD9r9awGhFEA1Cmv3pWjPHcnqop4VFzODPfIF/8Ek28FW6qaCWNropd05es5/JKnQSDkqaWWsGrGRkDYitLudP/ftUNZxU7DX6mbTEXijkWtyMPezOv/PAn93+IXH6VGmosK+cgjBZXMnnOqmogWuva7I7Qj4XcA638nUe4kAysyK4NuLvY59i61O7OS+22Am8Ep/sHoaOVX0p0TfgsmmS4pMk9BZW9cpFDHvqhf3gdIIP88DSVTzS0F4YbpTbt8C1czmfcSxlGus5jRs4nl/zTe7nYJ5nPx7h42z/y+6MXRmx46+7Jc7egxH/2vY+XnltL+7d/Hkyf4u4mJ9wkRN7K5wgkmhTzz39vYRp3vFTT73EwUuEmFy6xOWb7l05hXd13EXM8NssJoda2ljmBNvbCcDw8XW85UzxAjMRe+oTON2JzdQBlUsox1ICMHEip3hBGm6zmgn8jJ9yx7Yj+eP2Q3nx5ffDhgjuj+CaiB33RLz2yl5wd8RjfJT7OIRn2J9r+Q6/4tuczzg/EdP7qPdLglk5mqPOPQ0FYOj27hzODYuIdi44kpBUKyG51vpOqbJY172uij2tWC/OChFfwDmwISKzMeK1V97L7XyNX/JdzmO8L6LSb0DrFvW430K4qofycMOVRNRzL3EEa53zV0fnToUd7SQrBKnZdDJmVPuJoXoJ7lwYko5LSbeANO+v0ecvh/1G1YlA2yldRjnOEoCqLJZIHMnksXwscZtv4jgGKfSpMOF4rTE+zPmeExTxldBHA82+DUx4jpCslgGg/Tup4o0H9ybzYMRvOIYR8v2x1D+2whWF6Pyi6UcRAz4/sJAh8phHAcPv6vnUBKDxTtmlAnAKy53HsoDZzGMWC5jOEt/eJc8VhqhS60+vH841fJctj+7Bi1v25ZV/7eNzLJTImw4G3WjJoJ0vsvE161MuiEr9FQ5ucFW6HVSxlrP5PUfyK76NOuEr4VizXiU3a0m2Bpp8z6pkmxYf1lVD6GTW2+Ty/Gqod/fXuwFSQky9+yTaJCaT+2t9GFgz9U4X7g2dQuUBye2TCAxDSOlyUJVOqKnxbLoKgUJdy5nCJZzO3Vu/yKZn38e2v+3O1l/uxo18i1FyXTCkyJ9YldOXrIxQ6IIxJb49hk6Qg04QJon3+T5Uq5w9LfslAdhDuRcAyvHTcmTZjYbTUK5cNIUFlzDdibQp/Jwfs4GvspEjuYlvsvWpPblvxyG8uH0ftj0YwW+iJP/0nIhXnn4fj7z2Ca7gh5zPOFYykZVM4gLOYbkPzU7xokkiTYJqkV9RIxUvul9hT4Vzl7v+f8ucM6jw7bJAsKnSNmzFkojLKW8rAFcxkcVO2Gk1kFCMqiBD7qCqeVX4ovdNxTASqUvdY6aCMse7hCucqJQzKfG6ntP43dhXuH/rwTz+yCfhvgguSYpQMn+K+BNf4rn4AH7HV/gdX+EmjvMhQr0viYM7Lav/oiqEw2X2hoLvkL4fg67nn5ZxU9V5uNycnEE516FLLVEYFjHpez+U9Z0u9JOaeeRx57bDeDT+ONwdwd8i/rnlv/gZP2XEtZ5Ji7FKfQFWm5ucJesZVdDnKoTTlUIqfAhYYVs5eqp0bnHjg37/6iOqsUCOn6IL9bT4/MFwGbh2JyibnOPX5tpSaZxKBF9azJasnNTkKoTr0WpNSV/VFh9J0bbNNPDk1o9wPwdzDd/zrqIm3enqSs0+EabSTeL1f7kb48PxvZAhHxIudZEhCTxlS16//Xjire/h1dffw40cRxON3v0rc+FjVQOX0OdFoKYOil7lMY8cFr+r51MTgMY7ZZcKwPGsJodFlLvO6YWuV385PX75HeX9XcLpPM/7oDTid3yFRpr8UnCa1WUXeXQ7C77fW/VzmOtDwPmM+FlguJxQuCpIDe30UsbP+TH3ZD7P5fyIbip83otEYJhfUuFySZTPJwdQg1Pyd5oDqDwZ5cgkA22zb/OiwVlhXJWSJLfV+LBNdkuYetcPMK3YS2b5lX7Q1QkhTCIfpJBOqhiiMCvvTycVuSLD5LOOs7ifg3nhhf1586U9ePPWvXhh0/5cxQ+ywri6DhPk1dYirPQdpsAnzfcHQjB0ZXau2k1z+gq9w5e2ZEn79Gnt2rBVi1w25bVdxBn8ku9yPSfwcOZT/CPzSR7d8jG4OREgz2w9gMzNEVv/uifPvPwRLuF0zmcc5zHeC5slTMsqwpAASvvkJaJMIkuhVDlui4Nwb7g6R3YxRI4P+ypfb2nw/wom+8IQuYbafmcBeLUTgNpPK4boNez8HCUW9bhpWHiqF7ShU7mMKV4wLmEaK5nkXv90/3oliFcEDaf1WOczjn/yCTY/vBevvLEXm5/YA6ZFsDIic3fERo7glc17cSeHcffYF7mKH3AhZ/rnofzN0PFTMY/6CSqPVP8n35nZhOFjVfmGuaWDrjo4rDhP3b63utlhL8J0RCrxlernMY4/cCiZX0XsuGs37hs7hFsyx/rvbqtz6lUBrN9qn5Mvq5ngklwqgu3SNA9NHNUCSqkiYa9P5QyHk0EVm6kSWM2eU4ew3vcM1YRUE1tFNdTzVIJRaTAK19b7o6TjosZOpdbMpZqrOIk7OJzzGE8XlX7cVm61xuEiBv3kXFGhGtp9P1kVgRQxyGRWkKwv3OlTiHQMFY5czffh+oiXX9+HCziHHspdO5gBlws44s9Z6ler8O8sFvg+s/lWBWz8h7NLBeB0lpDrGj/PYj6zWOCaaY64qqsk/2+IQn7NN4m37cWtfJ0uKt1srcMJRNXN9aDVQlT+r9ndLNdwOqwIU7hArmBY8asmpTfzDbb8a3fefOk99FPi8/3SrJh2n+6s6t+w6reUPi8AG1zoVwJQLmBaAdcWhELSHMHsli413snTagAK82rWroFWA3KaBK6coNosYZf2HktzAnUSaXdCsde1dlnCdH7BSWx5ZE9e37wHbz68F/dt/xwbOcKtdFDsXTk1aZZw1JJxcjO0uoK263MFJf2BA6OK3FHn1smFCSsww/BcuJZv2AcuXac2x+exreUs7uVz3MQ32cBXeYgDeeOxvWEggkcTofFmvDs7/rEbN3EcF7rVMuRiSeys2ClnT6JohbtNYkyCUE6begbKIQzDsBJEiwLBt9gJtTQnLxGMq5zrmD6HNKQrl23Z2ziA12y42otTCS+FjxW21nHk6oWCc7FzIcPnssQ5nsoP1DZ67WFhiv6XCBz1zug0f708eA9/OfZdHnzuoKSQ5saIzPURnBux+ZHEoXmIA3mSD3Iz3+AGvs2lnOrXYA5XJgl7EIbfk/mkIV+lFoTfJ60prXzB1Cks9NXkEoMDztVWA+mwYblSIRQaXsZU78pdycn8lYPgrxHbHt6N33MEf+J/WM4UFwpOV+LRb1VFWK3U+kmVegZqXWClirQFAjDsDZg2ha4LwsPqF5qmkLQF1cNKa2lxLWHUp1SrGelxmoKef+p9qnQWFXNo/FNrLInBJD2m1t93PuNYSK5328NcQlUHy8lTnl84uQ/TgrR2r25XAYmcSJ0bamnj8fhj8HBSvJMsGdeYlS8e5gMWOiFYTD9a4lT9a99NTAAa75RdKgCnsYRZLKCAYbTe7ywW+KVzChmkiUbWcxqPjn3M5/+la/b2uwXHenxyb6krzVevJ+V2yAlMF/ru9IKvjB6aaCBcYLydGlYxkes4ATZGdFHh8wK1SodEnNzIcNk2hR7UJiFs/Bz2y5L4kzuowhI1UFUbl3COHDp+YUPXsGJPYlD5fQr/KKQcVv4l/cWq6QnCRnIetTTVBZzDZZzCVfwA7o74M1/kxbF9uJrvs4CZDLgK3kTIlbqGuWWuqlefTJnPBVS4V0tyKRSsPn+qwFSjXbV1me9P0HlZroxO6srlW+LywNTAeREzWMkkLuIMfsdXeHTso/xty6fh0ojXNu0Jf0rasuy4O+Lp+z/GJZzOLziJKznZH0+Ol/LaktBnjg+hLgsElERRUi070efkKY9uqRM9aXFH6vRlN5Ge5vPmFOLV465gUlZF7vLAvVvq9lvmwq9vtxbw1RuucUI2rRROjjfZi77wteqYqcM4xef6SYQmLt9U/36kDuQ0L2RVbazPJVzTOCxGSZ3N9D1fxlRWM4Gf82Me/tfBvHn53rAiInNl0oaG+yL+MfZJ7uJL3MKx/IpvcTk/cjmdU30VsVrHqJ9f2kw6LSRRJW/oAMpFVq6pnOqdK4tD9y9tZaQcQDWCLvc9M3tdgZTc7hs4nh3rd2PTa/tyLd/hJo7jRr7FYnKyBF5YKZzk16p9Uzqp0wojcvo0oQwLO9qDnED9rTFETeP7KXY5fDVuvEm682my2ewKzbRKiNJjmn3+c7J2ebreeZMXfBoHtbRb6OjpWKoUXsFkXt6+NxdypssvrHO5g02+8XPYLkapP2F/2KRYowutElXrcgXLXK8/NZIOe7lez/GM3RtxJ4dxBT9kLnNIFiTo9bnlWhJO568yen1Ou4WAjf90dqkAnMgqZrKQSrooYoA85vkcjaToo42fcyp/49Pcw+dZwjTqaaHQhYnL6KXWuXgqtZebp/UYk4afSaKuqn+TvoKDvghEs0MNOt1UsIZzuJrvsYRpJB31G/ysVLmFYWuXdOBp89tKDCq/sIX6IGSRznw1+DUFklAhEzVkDQs70gE1Scpucj24FLbVgK78v3B1D/XxU55Q6PipuWza4iUp4FjNBG7jKH7L0Ynr8lDEFfyQlUzyqxiouEMnNe2v23VC1NJ5w64ARPl/Wl4uXLFDxRwKz6UVnXleIIbb6FondVXFXsYp/Ipvcz0n8E8+we85grGHI7ZcvAf0RXBwBLMifps5yjkLk7xYURGBVv5QKHMVE33jZzlnyeOlYVodYzUTfH5cuAzcKLlZIdolrrJWAlD3LWCmd9AUZtY+El4Sa3Ijk8rrCV5ovV0fwGs2XO0F40omBev4TnOvaUogeqd48SehFrqGibM5wxe7SMDpWHI6lQsodzAswJF4HqbACz+99zsL8FCcrh87jee2v5+/jX0aLo546Y19uJsvkFkS8eLL+/HG67txB4dzJ4eylrOD8LMKRnKZT5539+TwqYhIok6TjDR0PNt/5/QdTb/nZT6dQd9zuYLqmRk63iqWUvh4mAJ+O3Y0GzmSsQcitrya5EDewrEsJsdNmpKJliZwqSAsd7/1Ur9+ttrDKGc4vU77/6mHaHYucZWPNLQFwlC5gFpdqMX1CWyj1rtn6jzQ6NrEpO2sGv3YqNQWtZJRIVy4ClKDqzKWyzhCPovI4W6+wDrORP1Olc7TRAPJ8nGtvho4Wfqzx4eVlTIkUyBsCi03ryLII08iN828/Mj7eTHzXu7h86xmApV0OdHX54tLFAJOUpqGnRgcYjpL3tXzqQlA452ySwXgbOZTyCCzWOCrqpRYW0UnPZRxF1/iIT7FOs6ikyrv6mnWpcW/tfyPqoY1g0vs+X7vDKqTvFq8VLtZoURgC/XczDe4hWO5ih84Zy57Gbi0bUuTy2dJhFsxA1mD285h4rR9QXvW4KZkZuUNtrkkZ7mAWrJNVXYSfJpRq7I37PYvsRiGeCUM1R5GeYBq+iyBqLV9R8hjGVPZkPkqW17eHSoi/vbcwfw2c7RrcVHqT2KhuEvCv8WuJ36RT4CX+6HEdq3+oQpfhcp0cpXbopytnRvvao3eUeekzXPPV5WxV/N97uAwbuUY/vXm+9ny8B7w16Q9zbZHI978ZdJy5ApO5urXT/JCSj3vwny75a7CdTE5LPRCb7oPAS/zztY0XySh0GdYFCEhJadLj5fm6033eXKjziFb6vPn0uKOlc79U5g5DTlP8y5jktuXHPPtBOAvN/zC5+gpF1INmVVYstCJ1EWuylqCU69d++l5LQuE6jInUFXZvDjL1UsLTyRS9T5I8Om9kHu7LHiv08eZ7hzORMTe/tIxrOMsruNEGIx4Ydv7YHnE02MH8ND2A/kjX2YjR3A9x3MlJ7OCScxnNquYmJU7GlYAp0sDzvCh3iEnDtO82ILAAUwKScIKdIlJrTbSHwhB5e2pqlhrYA9TyKWcygMvHcLzL+3P5sf35MnMB7me41nJJJdWUex7AvZRipq4ayKXrHKSFEBpHOgMXP7EMUx7BqoxvMYJdSTQ+CDnr4tK375FRR7NboIrV1DCT+5f6PYpWlJHq+/7p/WINSnXBDkM8apKuIdy7uBwruF7XMiZaPUlOYWKzqTuXzp2KzoTVg8rVUfba+m48Bi1tDGXaq7hu2zatC9/G/s03VR4M0K9bLU+cFoRnKwEYg6g8Z/OLq8CLmSIWSxwVVKLXAPNIUaZwYNj/03mLxGXjp3iZ5VpCX+//+EmP+ZEwJW72V65a/Wi7av8MNfhZ3zK/VAvv06qWM+PWcQMXnjsQywix4cR1BogbeqcDEiqUA4HHq0AIkGZDFxJarSKQBQGUW8sDWBqnaDCjYZgpqxK3nCWrrydMKyjGXqrn+mna/6qkWwH1Qy5RPKw4KPL9f1bzQRu5Dge5EAeznyKl196P/fyWbR+btorsNQ7f1rdI3Q15ASG7TDCBHgVcfS5lRl0W9q2JTtRf9S5MwrXKYQoZ+kKfsg/tnyKe8c+x5ObPsy2Z6OkxchIBKsinsnsz618nXWc6Vu9yFGSoFCj4TB0ucTlxS11QkvCKuzZp22VI5gKsWk+nJtUqM7MyvmTW6bQbdiYeTRoBxMWTOj5KMQs503O2FL/PCb7EPHbCUCJt9T1TN0/5QGudqJQr2kFkxkl169+ojw+OXTJfpO8c5i2gEnF4eLgvRt173USCp7uqrNnBcJxuq/qVTW1hKf6Fuo5a5ulTOUCzuFSTuHFl/cj87dE+L+65T1wYdJy5h98kj/xP/yGY9zrn+4ry+Ush99DVQqHgk7fz3CyIgc7/C4vYBZ9rnVS2jw9aXqu5ejkissx1G+nlzIWk8PF/ISnOYB/vbkfv+VoruRk1nL2TiHftEG0ikAkVBcxw08EtX2YHpK2jKnx44KiCK0uGqFVQTQGNbi2Lumib4pmaJJanxUC1oKWYa9TVQir1ZXSYJT7p9w85RZW0+HDz+dzLpdxCtwc0Z8pIVm1I+3pJzHX4MZf3a+l4BQR0jivfrPqH6tWYOEKI4MUwc8iHnviv7iUU9AKKGlWZ7+PYs1kIVp9xBxA4z+dXSoA89zy79NYQrFbB7icHgYp4k/8D3dyGC9s3o9BivzKIGG/JTXdVMWWLH0JwDI3t9YMLQkLtGT1ewpnitfyHX7DMfyS79JGTVZ4uIGmrFlpmFgc5v6FTZ9rgyo3NYjWJQwRqy+WBsoGWoKE6ibv/qmTfrjgepigrTYOcvck6pT/0xqEfJT/p5NBj1vHt59izmM8N3IcW1/Zna3P7MHvOJJk3d6irHy9eeT5E1ZPsKC98gF1stOJUH/3OIGoXKlwvVZdJ8Ukyd/K15Ljp1DdqFufdxlTuZif8Gu+wa18PRF8D0eQ49qIzIl4bMvH+Tk/9o5UGIKVuJADF+bgSaio790K5xKmOXrTfag0FGYSXmFj57S4YbrfXj3r0jBr+hxWMIVOqnxRhgRfWAhyHuM5j/F+XzljClP/PwlAFbWs8iJvsn9dKizRe6TbVrmGzKsCYajH0f16n8OCmJ1XN9ElzHvU+6zPIgy9S/SpUlrvvVY/UTV1GJJXU+or+CGPvPEJXt+8B3RGMDcisybi9Tv3Zvvzu3H32Be4gh/6pf8U2k3yUMP80hm+gCQUfoOuybgEob7r88nzeX4qjtL3fpgCLwKTEHG6PGKPy+sLJ0uq0r6G7/FbjuJ53se1fIdRZqCl4/T763MuvnIF20lXCglFoFJEFA1QOFjFZBKCuk3OnsSjQrxtQZPoJDTc7KuAk/SXZGqsdi26yJGTKAy7KygUrPFTDqCWpZNwvJrv87s3v8qVnMwgRT5Co/QbTfrl/BUz4CbvadhW0aGyQAAqZ1DLkKqiuJoOt8b5D3jzsb14eNunaKCZZKnSpCuketgWMuQbQZsANP7T2cVtYM5jJgspod+Xy1fSxQJm8RAH8sJz+zNMARVOYtTR6kWfci7KnLjTvqoGLmLA938qod/3mVI+h46jAekCzuYffIIn+DC/4RjmMJcWN2DJ7dNg1uj6+4X5IWmP/TY/YCmBOO2Wnz3rbXXJy2rZkgyQ7T7vTzJRYeJwTU/N2tWqoc3dpl5caXPnCl85mIaEU+EnJ6CXMkbJ5UpO5la+zqN8jOfG3s9fNx0SVCwW+2CH+vKpn5kaQ/e6Hn+DQSK83BKFeNULLXT4FA5WW4ywgjdM0pc7t4gZrGIC13Ei1/IdHt3yiWS5sbXJyhJvPPMe7hpLlmeTEybxtdiLh6l+jVmFXNWfLnWqEqGTuF1pOHc1E7zwC9umyImTOFGemdy5sNXJ4iBEm7paU3wFsNqmLHMOYygydUw9NxVgSBgp/0+h45VM+r8NAUu0JeJrsg+3KvSqa92u56Lw64qs7afuVLSStpBJ3dFpXqRpu+xWMTlZuZhhjqSEe1h5vXPxjQo+0lzE6c61nMitHMNDtx8MV0TQGMF5aBkItAAAIABJREFUEayJeO21vfgFJ3E5P+J6TvDtbeQ0DwcFR6k4zPPiTlW+A66QSd9xVbiHhSFyDwfckojKpe12VbxKn0h6ZhZlOYdX8QP+kPkyW3v24On7P8wNHO9F+YhrQK0cX4nALipdK5lytCRkuNKHKnwlBCUUNZmUm6eCDzlwKvzQdauLRmg8U0QjO79PcrDF/y2HMZwYKw9QY2q4gkiday2jyfelnEK89T2cxzj6KM3KI9Q4rAhOOT3+Pp0T5Bqqp2y4sIDyylU4ovSjdZzFIy8fyD/4BDfyLRpo9vl+iTGhxQ2GXKRr/rt6PjUBaLxTdqkAnMUCJxMGfSPnyziFv/IZnuUDrGaC/8EXMOyLN4pcurScPi28XRLM5mTDayan1i4K2Sr3r4U6FjCLuzZ/mZff3IffcrQvCFG4VwOIBJ8cPh0zHGDCPBNVwymsIWGYHL/V366BT4Ud7S70oYFWa/9qME77+FV7MacBOlwhQNca4MMBP6wOHiaflUxiA1/lzdcjuCfi8e0f5fbM15ygK/K9+zqpYgGzSFYfSE50KixRHt9w4HAooV05UeF9ckx00kzzqQqz+vhJ9Ckn7gLOYR1nsZEj+SP/w9NjB5B5JCLTGJGZH3Efh/iqTwkzuUEKMUqA6W8VIoTuUbqiRtrEWaHMxF1LCyO09NnqoCWLhGe4Aojy9MKWLXKvVFkbupAryHb8wqKPUPzt3L/vfMaxiglOaE15WwF47YarssTjKLlvWbUjFbTTvMCTKNPjpq9zSnCZ7EX0au9cZt+uXoxpeDsNJctJTFvE5GZ9BqmoT8P0yXYzs7ZNw+65fgKg93c1E7iQn7J97u5kLovIPBHxr2378care7Ah81Uu5VTWcrZ7b2ZkrR4zSJF3jkfI902o9d1WTmCYG7hzb0CFfDW5Uq/AcIUcOely2FX8MUQhv+Foxm7fjQfGDmLHsxE37/gGi8nxubldQYFXGBKWyJPzHy71pnFB17q8XdVwI03eNUzCwjUMUegjEhKACgPLIVTf00YaUZ8/dUBQmFaVvK3B5FnnAkVVtI8cyd9zOLdnjuISTvfFeAon17hj1bp9G2jyk/cyH8fo9hGmJGLUk1UkEoaOK+mikUb+wJd5NvN+/pj5MsMUeJGp81XSGibpAziBVe/q+dQEoPFO+bcUgRQyRDEDDFPAG6/uyV18iSVMp4EmX+SRCsUe/yNU6xfN2OT4SUwqtBvmCkq8ldBHPS0sYTq/4Rge4CAGKPLiT21ZtOpumasgqwucvlAYhsJP4k2iToUiLS6vL2wOrfuUN6PqOs2w0wFXqdC1WTl9YZ6fHL6wkWs4iEssat3QJNeokAs5k5c2fYBtD+zOi5s+wOX8iFFyGXTLsWmVDuX3KQ9KhR5hmCpd8q3YbZfnXYzU6UtXRxhyJ8hwLd9hF+6aR5535ZYylXWcxR0cxtNbP8g/+QQPcBDbHt+d1zfvwY18i+s5wef1KcSrUF7YD09hxSs4OSj0UOFFbtZKHQqrSmBJFKY5bkmLFuXDrQrEznmM98eQ09hPiesDON23bUkE4GQvolJ3cLIXhKHIW+HdvqRwoo/SoFFzjncoJaJWMonzGP8WAXjdhqu8kFW4WscPBZ4EV1iIIqdQAlGPI6dUr0XHlKBUyxu1npHTt5azvVBWoYjcvOzwfBpil8spQZ1+fjk+T3ERMziP8b4fYVqxnOuPcz7j+PWWb3HH2OFs2bQbLI7gyojHxz7M3XyB33I0N/KtrH6HYZhYOX5qCSPHW9XqcgYTxzvf/w6S/L7SrH3UIqmbiqw8Q90+6DymAXfMizmdB7ccxOu37E3mqog/jB3GOs5ihDyf6ysBqHzdtCNelXMd024AqZOXtotJ1gSvDiaSSa5huE65IhUShmrCok4GacP6Gj+CNjqxV+NFWbMXfxJ2mkCrmbTGWP2tsVgB5W1PRlzHCSxhOnOZ4xo29/uQcNISrM/ndcsRlAgsCwoF5QCWky73Fq4bXEE3i8mB2yLiOHGPeynzuYRlzoiooJsChpnEinf1fGoC0Hin7HIBmM8ItbTRRQWPv/5xXnxpP37GT+mljEaa/LJtSZuXQb/IdpjDIRFYSRezmR/09+v1OXkKhKa5Hj30U8zl/Ig/80XWcjZdVHphFzYOlbhTPkk48NS7mrdGGoOKX+X8NfvWBSr4UB/BdCmkBi8W5fSlCdHNtLvBtd0NnAqzaHat2baWapNAVPBCQ5ZWFVHIWM7CbziGBzcfBFdGPHvXR3j6Nx9zA36aFyiXT339BgORl6xNmr16R1j9q3VS5YJoX53cwiW7wmbOaZFHDms4l4s4gzde353N8W5siXcjc2eyJNvm+/bkrzs+w1rO9mJOrt4SV0ShYorE2ZvpxOGMQPjlOIdnlr9d4k7hRLlzoRiUA7eGcaxgss/Fk7uXtH/JCSqFp/gedxJWElCrSQsuFFrOrg6e5kWYHldCKnH7Jr7FVZSA1PN9qwC8kjWcy3InphRWPY8JnMd4H/ZV7p1CtaGoC0Xici9k3+qQSnyFwk45exJ2C10uZCh6w8KXsPI3dPfCffR9Ciuy13CudxHVt1Ghcgl/Pb/VTOC5dR9m8217knkm4q98hie2fRTui7iOE7meE7iAc9wCljN9uoKq0JW2kOa15vlQ74CLXaggKg0FJ7+TAScI5ZirkEr3qcfmPPJcf80SBinkIs5ImkffEPHy9r3Z+mTE7zmCeeShVTrCli76W61duoNG8UoVCVNN2p1wU+FHM/XOXWvMah2jQjUtW6miDVUJp5PgNCKS5DvXO/HX7sdFrZ8eFmhoW42jGn9L6fP7LGUaW57enRv5FsuYipaw08R95yVD1cQ5rAiucokzivbsLP5UKKLzzBrO5QaO50EOZJRcX7BY4nIAZ7GAcnoYx/nv6vnUBKDxTtmlAjCHxcxmPg00cx0nMvZCxI7HIi7nR2gptyo6me1W8VDDaFVYVQdCrYhBkpU90mXkwh+twsUV9FBNB72UemfkZo71Aq6cbuppoZIuPygpjFxDO22u4kvNnLuo8K5fuIi5HD7lDIZ9rTQgqXosXDpJ621q8Gz3fbKa/SAbhnjDXJ3QLUxDxFWuMrDch3E6qeZ8xnETx5G5OWLzq7vB7yJGyfVtXOT8KZwkx67bt64o92GqcM3TcBWPsKBDQlBuSCjy1EZDLTYkFNZyNhs5krv4Eg/waTKPRex4YDe4P+JmvsFFnMH528Zl5X3pxD+f2VkrW6jYQKJDJ+608jTHiyYJLq0aIlEnl02NncMQ6UomcT7jvDDZuWgjLbSQg5h9TBVqSCypinc52YIzdALDMHBYBbyUqaxhnK/k1ZJ1bycAQ/Go7c5nnC8wSXIdp2a9Jl1C4Re+7tDJ27mRdChUR10/vjD8rYIOVUkrBL84EOLLg/cuLCDJrrZOnT45iEmxzXTvwC72AjAnq9pYubA/51TuznwBVkQ89dqHeIBPcytf5+/8F+s5nYv5CUtJlmrTd059DHdeb1orgOh7njp7EnYlftIkcafWMEm1fYnv+acef2ET6EEKWcHkZBm5HQfzIAfyW45mITPdvolTrzEiWTYuKZPT2KGstzC/WC1h0pSRar+9IgrK+0v7+iV5yMpvVkWvCt3U5UA9AJto8C5gU+D4afxUQ2kV32n8bXDFIuGEu4V65pGXNalpoS4rQiPnL+z/F6b4lNBHseshm5430rxzrfkrYVhHK6sZz0aO5AE+zS0cSx2tfpEC9a21peCM/3R2qQAsc2JsGVN5+c19yTwS8Yeth/v8izL340lyKoZ8j8CC4MeXJNz2+ERd9QYM8zbCit0a2umgmks4jUs5lZfH9mItZwWDSpNv9qyBQZXDO1eUKSir/n1aRURVavUuBzCpaGtws+M0OTkJYzT77dKQR3NWX7+w6k6J2g0uzCIx2BqEi+X0hY5fEw10Uck88ljKNDbwVbgz4vV4Ty7lFIYooJsKn0De53P/kuuk11+xLwBJnIwC12dstnc3FKJSkUga+k37oKVtXvJ87zW13xgllzWcy5WczF/4LM9uPoBXH9+bzIMRm+/dk1t3HMs1fM+H/cL2IcoRlLsT9phbx1leHCXuzSznDM7wfyscqdYscvwk+tKmx2kLk7AQQ+JHrVgkohQuTatbw6rXKd7JU/7gGs7lfOcqqgglzLdbzfhAWKUunBxDic3zGeefyxrOfVsBeAHneAEZPsZKJ/LOY3yW+Fzt3MFQtKaVxunycdl5gelayGExjsKpKiRR2FlFKHIYl2fdN8UXdyR5d7m+Wbf6NIa9FTUhWOiEXdjqJwznhk7k/8Xee4dXWeXRvy/2UUfHGWes46gzlrHMjI7dAZTee5EiHakhlCSkQygJoUPoEEhIgQChN6XFqERx1FhHR0FsoIJKbyHnc/9499rvPtG597nXKz9nnrN5zpPTC+e8e6+9vmutr1hX5Q++uu8vfHzmGr47czGUeNDGYxd383rodrbyqAWsYrCnm844Kg1L7zreMOOu6909TibYDVQ/x1DV37p7J9HHOnylHRxnjkeVkzMYRA5t+fyLa/j85G94ngeYQ2erKxTAc00i6hiizaSbC6oysDsfST4StKhMsF2IZF5LIMlGXAnoxdtNcIqNr1ISqsq+rjvY1++NtCVflYylD4x3HMLaePugMZVk4jmx70J28hfGEWXjufwCdtD3N+gMFei7RQBEmfBo3S9gDDOdMnC6XQ+28ihfnbqCl7mHifQNM5UMJp12LPxJ19MIAIyMHzvOeQk4g0F8WXEFJ46eZ7Vn0mIMNEUQaQTVdDva2VX5+r4Mw+yNtnq8WMMOuhoPRQssoAN84vHlySssXT/M6AqDsm6q7ResHalrJhnCGBtzoAwsVzvoBp2qPJHq7Hjd6BhpZBSOEDjnfFYyjRjLBqrkK4ZPwa8qEbsibk3uimeZTB9e5l5e4H7O7PF4n98zg+4WuI21fuvosG4hU3jGRFOI9esb1r1AAnUtbhMdhiNoqRVkpLnhuW4Lt0W041ke51/8nrOfehw/Xg2e9Ti70uPzk1eTQ1sW0IEsutugYgEqMXxylQYsj8/ubKa6YwLpZoGjjB+KlnHNA/OMI1VMgqvR033kWg30eT7zoI4ibk/dbAMkXZbR1wl2MeCqQxhbmEM7cmhrQZa0hgvoQC5twti/hQYUCrTNpCvZ5rxYvf9UAtZ9cmhrXy+bp8ijNfm0sCBR93WNJ3pf+pxVwfAC5zOLARWYFDgXwBSrqvBrxZ4Ejt8gZFtsowCu35mlmwVgM835GQ7LqG4l7m9gIe3tfdx+x9PpaQGlwHoerdh97Foqsz1Y4reeO3DoV+wN/dZqGGVc8pnEwBSiXEG3/CvZhI4JsYFuRJIyNQUSZcZSh5FxDvhTCt1YopnN03zIdZz5thqrqEsZf7HP51YLxlin8CAbJO3GxGgeGc1Qa+QQ0Es30VLSK49mqC3/DifVbrslaQmqISl2EyygJ12gSrVi/1QuFsMnmY1MeurnLvOI+9zbKx7m+KGL2EBNRjEMv4Vn8Dg1FEgg2RIGkhYJDAooaq3RehLFOKslV8RYAklspCaHzl7IvrNXMp2exDLSqp2bUPSTrqcRABgZP3acUwAYxwjeP3MTR4+cT+WuaoxhCNFmRxVFBr2Z6rTlSbcH5EDT8SNIoMuweU4DyLStfzRJiAn0J6WhfHHmVxTTgHFEORaJoHekawRxywbqHqL0+sCWEbjTxPDp8WIUk+3uNslm/CllXxNj0FQ9iFlQaXgksQwnNczVK42OSkEZJgRWjxcQHMtgptOTzVTnzLfncfYrjwPHL6XwZEtbStKCMoYhVm8kzV/Q+N53IwrABbq/8BZuWtDkkHS7IcjdKxZQGqzV1OV17uC7sxdx5qAHb3iEdnvsO3wVObS1on5FiWgRFzjw89uCFmsCfnqMXxZtY0GA2B/pzMQYiaWSK1blTBfUSBMnTZ5bCpb5QyBH0S4CkC4YmsPTtuwqcJVjLgs4CRwJ4Mk4otfNdhg63S/b0fAtoh25tKGQ5t8DgJtfXEkBzVlkgKaeN4e2LKa1BYOLaW1Bp96HHx/jl42zDbDLNqxjUJLuaN+HPrv+H9y/Kt+77mYxn3Jz63sJ8v262rKyq08MSrnBhkDaQYFHtyysSKGZpkew+5vxNxOBg1zfWxFNOL23GozyOHjyMvae/S1vh25lJfXIoyUz6GZ1rWIBp9MjLEImcAr3tceQuzFSu8RJzu0q4/q39WWs00pRt7tgcD4d+KTit+wNXc273MwH3MgUY8pS60e/jdxQsugRlgeoeSVoE6kuIkPDqgsjnflIMhW1gEs2rt5kE/Yi44c2vspXFQhMJj5sHk0iwVZagrJwSpiZz+8VHDCDVQ0lacSwnYdZRDuSibfrwDR6WdZP64QP+tIsKygZkRsHoxLxQDLtujDAYQRTGc46nmT/qSt4n98zmqGmG8h4mrL0J11PIwAwMn7sOKcAcC6dea3yz3y37zI2UcPS7WL91BXkh0KdleWnkq+7QwvavI2y0SwKbJ5IX7byCJkMJI2YsOBm3VeALtDyqUG5rwd0WT1NQAp3jnUyq+JJscAvOB/sgNXzV/qWOEY4XTyG25BVV2id5sS8+GAwzk7O6ufp5vtJU3fw9GVQ5nHo0KUcPHUpy2lkdUDjDdiTK3AC/Ukjxja4V6lJrl0xEJNNSUqaJ5WrXCAo/ZMWRJV7s+jBQtqxgSfYwUPs5lpOl1Tzc/y2ehw6/AvyaIWbvRcwdEE3iizTJ3emKQtONwygq/lznb4qA0tnJ/anqmZNYE/lU7dEGgCyjpYtWxRmBAmYMJ3EsumyCwiz6RDGxOmxi2lNPi3JpQ2LaMcmalBIMwvoCmnOchqxltospjXF1GcDT7CMxmznYYpowlKa8unH1/AJv+HzHwCAa6jDBp7g08rfsJjWPMvjlPAgW3mUYuqTTwtW0JAimlBACzZRw34O6Qf1+bKrxNLo/8KNsdFJ+lsFSWebyBo3/sUFie51MtvI1a2yt7L/BLqDfEGZRrpaQ5DfPSbYCOh3IICmv+5tcw3QnE5PFtCBbTzCkUMXQ5QHr3kc/+5CXuQ+tvGIBbFz6cwE+lsGUJIH10EsoDjBADjJLlQenkwfA9qibSlYzuCp9GYs0UyiL2MYTAZRjGKYDYCeSTfWUIcDR37J/ooreafyVopobEK0ouxcMom+Zs4YbDeXqgC4YE8dPRQQrR7EgSkt1lZEkom3m1+BQLmGfZYuxWx6A/lLiinsBukIygZMtnO4Yly0EXedxFXn8HhSyKMVBbRgNENsGLXm7igyHNPfaGsQVIMBGQgHMB6/i8gYW3GS1nywwwwOIoNc2lD5vse3xy8hh7YMJ5UBZFKXVT/pehoBgJHxY8c5BYClob+zjlocOH257aPoH1ThZV432y/KoeNVbpV1X2yhDkwd1MMYxSiG8XLoXoppwErqW82e9CSaEIIdaJLNdIq34M6/vw/65FdLsKUJdfSouhsdaZxzmri0w9Xra5JMNeVd2UQCE0iiNXZkmDKNBNgpxJNKnHXujmKY6TAQTRY9KKIJ75+9CXZ6hMo8tvKIcRFGoVZu6uM7zoBigT+BuPGmtCuzx3hj9AiiKwaElbcUBeMyGlm2NOa7cBfTmud5gNBHHt+duYhDxy8h9KFHZXo1vjlxubPoB/12VabVdWKMgtJvF+v0nG7cvzNN5EvQcSIwE/j9X3taUOEaFHwHr+8+XUxrC0KX0IxFtLOAz2fPAvOEAJHuo+vExrkMWY5pY+WXW1tRSDN28BD5tGQdT7KS+rwWupPV1GU9T3LkxAU8F3qMIppw/OOLeZl72V1xHR9yHRtDNXku9Di7T1/LiQMXc7zvxRz+9y9YH3qCbw7/kl2v38sXn30advw99+JyimnANh5hR+ghdvJXykO3sY1H+Cd/5sjp83m78lY28AT/5gae5R9spAY7eIgSHmQpTcijFeuoxSZqkE9LCmkeFkHjRtyIRc122Er3O3Q1lfq+ZxvntvvdCAwKHFY1qaicG5g8fNNNltUBBiyfywiLUZYucBJ9bVnXNYnot6DzFe+cx4n3LoKxHnzgsf/0lfyTP3Ow4hc2H1CmI4E997yOpfFVSr/KGxTzLjf+eMMWqve22Htt4gTcJO1IZzA5tIU8jwOnLufrysv4FzcxwdEFjmIYmQywSrdJZqOnzaRaOCoDcLSJjBnNUGO+GE4GUdYlLEmLNrNxjLRMocrBQfZfsj0vNq/qPBreQSTFAkE34FkSHs3hI4llIOPYzsOkE81C2jOCWAPqxlo5j0q4avcpE4iMIEqCcPsEi5Tox0TLUkaZzL94Ujh85GLeDN3Gu6GbWcBTxDIyAgAj42c/zikA/Pb0L3iJvxHHCKJM65xBJu6lvy1qTLBsoE7+3jXD7r4E8vozwYpu3a4f8SSzmrqcOHIe0+nJWAbbScUNdRYIdBnBWMP6acLSpCGtSgxpqIm5WEHFvGhSk5FDO1lFwWh3q5KwwJ87MaqUIgDo6wGHG5ddYA5JYbhl/3xmoBe7uYZ9Z66EsR6Vb3m8cPBBC/Zk9lARXW3gJEYXG6GwWjERoxka1uNUIE9dQcT6yWghpkMlt/l0ZBM1eJl7OFBxKZUfeITe9dh75ncsp6ER6Pewmi91epCeT6xd0AYuiBTRwuwGNwsMznHYoAAgdLOPk5ZPwMLtvCHANsdkEebSxmr2XKOFjCaLnDKuGLBCmluWr4AWFNKcIpqwgSfYSE12cTcfcCMlPMi7/MG6OE8cqcbb3AoxHpUTqnH0rQvZyqOEkj2+PnoFzPV4g9s48955vPfVrXz5yW948+gdfLn/V3y56SreCN3Om/yJzVT/QQ3ggcpLeT/0ew4du5iN1KCEBzmx/3wqP/Z479SthN73+PTENVS8XI1XuYt3uIVPuJpybuMF7mcZjXmR+1hJfY59dglbeIyXuZcCWrCS+iymNRt4woK/wDzjh2/LxOKXe9va70iAWSYSubTVps7NHtRl1/UtI4fbYUTXu2Vf3SZg6AI1P/S5h/3dyWQkptHt55xDW3Z+cz8nP6vGsecu4sjJCziz3+PfoRt4mXusLlW9q7PoEcb+uc55NzYm6BgSOIVl+tBmTLOlwtgF6sY5G7YMBvHWodup2HMeFfs8dnMt+bRkMn1IJ9oyfkFg9CAbHSWWcDo9Gc1Q1EbSD3lOIM1okt2OR6MYZrexI4hD/cpHGVdx0FdYmYD+hjiJRGbTxeigA121pDaas13pjc4LFA4zuj23ZacAqnIzlfAgIsDNjpWuUJUoPZdKvkqoEOCU6VDAUtIflnic/qwa75y9hen0pBlLftL1NAIAI+PHjnMKANfzBAMYTy+mMcCkpfs9fv2/rotqoBOs6WczjbflWxeoCaxplzacVL7bfjnffHI5Bz+/khHE2VKCmqHpvir1+syiwkeT7I7SjSdwdSzKpVI0TKAF9HezSqHSRJXktDCSQy7F6PYU4ux27VAOYLj+L8a68lwd4BiGMIsu7ArdDW94HPvgIj49+VsW0o50wxCIHfDdhIPs62Sa7gHppqTkGjrctm1yB0urpEVGJS6xfVpEp9Kb2XQhn5ZsDz0MezzOvONx+qDHN99dxhrqWEDmOzz9rh9BC7AulrERMyRAJyCwmNZ2gRXrF/Sh7WRLjXpOgVFpCeUeFejzQWNn5tGRRabkKBAjjZx0cS6j5erwsmlPPi2ZRi+W0ZhV1GMJTVlBQz774mr+efou9p28ikPHL+ZDrufUId+YU/mlx/4zV7Dn1PUcOHQlW3mUb2KuYBmNKaQ5pfydIpqQTwvLMMo5vIAO5NHK6vpkRsmj1Q9oAItZSHvyaeH0FPaBVzENyKUNBbQgn5Zs4TFe5D628ijbeIRTH18A2zxeCv2Nz09dzU7+ylsn/8SJo+cRivN4nxvZwmP8+/DvTaSK/97VxWUxrcmljWVRpSl0O6nM4WnLEiqOZhHtTFRMR+sYVunejfHRdy23cAD4Agey2GKxj/qtyQWuzEb9luQ+luZ0rmEVg57QT5NLG46/dyGnvjgf8j1OvHchn1X+mk3UYD4d7DHhtjh0XcFi/dzjbjJ9bCSMOoGMJ+gq4oO+QdaM5R7nmuHGG4D4Brdz9PBFfH38MijwKKCF7ewjF3G6wyS6pV49p3qOC/gJ8AU5gcGGNYFku0ENzGyxViSThJuK6jOAGQyyKQnSBQqsBQH9AfDT/C+QJsPecFKJIoM4RjCCOBbQgdXUZRuPkE9L0ok2OkIxeBmO7Gis7RIicNifCVZr7jOIQReRZ5hi3cFapxbSnu08zIk3LmIl9WlDzk+6nkYA4P/eaO95XqnneYc9z6v0PO+8Krf/xfO85z3PO+Z53uee5434gedI8zzvC8/zjnqeV+J53t3/N693TgHgRPpa51UA8oISb7TRYQwwoE+uYNeJqxwnaTDc6JeRxDKB/iyhGQXHW5JGjAVq2qnp9XV/t7PHcBMHILCWRQ9bohBLF0+KBZpujIECUTXBudoVlYzFHApMqquHsrWUqF+1SbvE2WIC5drNZAAL6MAaavPFid/AVI/yY3cym6ftYuAzA1Em7iHKgL6hNk9sIv1sBqB0ftIkqVWVFiOxFVN4hqU0rZLp19e4OP3FewcP8f7JP1Dx/nmwzuP0hx4vnP677ZYhnZV0WirZid1TOU8Lrkpr6isrZrCqdkwLtRZ6t+uHtGmuY1VslACJdGxuCVeZedKd5dCOAlrYUGhfc9ScrTzCOmqRRyvW8wTP83d2cRclPAh/9bWOr356D5/svYY11GEdtSiiCRtDNSmiiQWaubQxDt2gpOyWkldS317nOnmlHZQR5IcAoJ5fz6fzLvPp6hn1uWVcESOaQ1tWUp+j+y+C0R4vcy9vl/8JZnmspTYnD13IRmqyhcco4UFWU5dV1GMFDVlMa/seVT52Q6aVrxjE0ATZhdoIBF3y8OG2AAAgAElEQVRauoVlJLrOXtcJLIOPQpwF/HZzrdkA9LC/FzGAYrJlMtFz6jnENs7madaHnuBk6UXwvEfoHY+zu30m1zeKtApzv7t/g01Uj7BgabF+Ks0qDkY1kfEmqknHtVhBlW51PKcTzTR6URr6O5VrPD6pvJrtPMw8OoaFv/sbwgE2VcCNhNFcEpR0VduIt85fpRcIHCrpQGHOAntKUdBtbmC+pDH+HJlsN9zxBgDG28spdg2RPMet8CSQbAHhHJ6m7PhfCM3xLBkw2GS/qowcRUaYjEjrjds5pD/jTRat1qVMqz/vxTQUEj2aoRw9eT4bqUl/Jv6k62kEAP7vjbqeDwK7e98HgJd7nrfP87wxnudd5HnePZ7nfeZ5XrRzn1jP8z7xPO8uz/Mu9jwv3fOB4qX/4fXOKQBMZbgNcFazbQUh+M6pCUSRQV8mhZV2dSCqA4jfAs4/KMXgKRT0s9CvKaQ5C2kflu8nkCeGT5qTgWQ67d5G2pKs4lqSSCSGNDtpBa2I4p2Yg2RiTJk40fmnna5ULAKJ+jvChNdop6zdsva/KfjtlNLtRD/IOvLGMIRV1OONQ3dAvseeM9ey00Q/SDyuXqBq/6SyrRYSsQcTjdZoomH4xO6pZdUHJ38fpg2c6DCDrr5pHh3ZSA1KuZ9TOy/g1AfnQ5nHJ59cax20fgZbN5vNJo3gbLOYuyzgZPrYRdl18bodJuYZsCcQGGgIg5y8oBevdGSdLGBQALMbsix9n1g/dSbJoS1FNGYpTVlHLYppwAaeYBuP8PW+X/Eh18PrHgdPXcp73EQ5t/Ey97CGOqyiLkuNSUMMmMBXLm1YbFi8uXRiKU0tE6bys+s0VuhttvN+BQJdfeMPAcA885n0ufz+uC0t8NJriRkUU1jV1LKYVva+S8xn2hZ6xPx/PMwu7uZ9fg/5Hmzz+OTQ79hMdd6puJXXKu7kZe5lKU3JpyUraMhyGlpGVp9dJ30fKsG735d+C27ZWHmKAeMbZEWK7cuhLfPpyDR6hcXFuJsOgcIggzIAgmK8BQT9eKFOrKU2pz46j9BzHsz2qPjWB8fLaEwWPWxvYb/tYU8LBHWsieXLZGCVMOk+VoYhp6573zFmoycXv4BhhmH9MxnAKwf/ysnyC3g9dAevcA9Z9LA6QOkJ3YpEMgmOISSWsUSjTh9i+fyA51gUCu3rAGMtOyeDiDbJAoc6KdvPNd8NdzL+ZPwYRhrx5jmDvNbUsE29WyJW04CRxJBT0Za9B6/nq+9+bYkAN9dVmbJRJgRasS8+qMuwlaloIz8SCyhSQrcPYQxJJLCKevCCx8qKBj/pehoBgP+7o6b3fQDY1fO8L6tcN8jzvA+dy3s8zxvoXD7f87yvPM/r9B9e55wCwGeYYrOU+pvwEe1VdSC5HUBEyQvAifkbZowa0u4NZgzjGMg/Q38mn5aWtVOEjHaMacRY55ge7/b8VTyBQkbjSWEC/RnFMLNDDfR7ycbN5k9yvvh5NMMYbp5XpV89nyY8haYqI1AZW0kkMpbBdufstmGSJkdmkHEMZB6dKOXvHDx8OadLL+DzI7+13QQE/NRFQOViATYtHgqcDfR/fa1L2F94/PDmBXSwhg+J5ScYRlBl2KU05XkeYPfZa2GlH+vCco93uNlkr3X7nijfv66nWYS7huW3ifXTgh2EAgc5b4FesJu9PJOult1yA5NdUCgHqgCUWDa3rCt2Kpc2rKEOL4fuoYx7/dyvo5fwxcaree/wzXz73WW8HbqF4/su4d2Km9lITVZTNyxfz3UGL6Y1ebQij5YGWDYLY+70ODeEWWBRoE+AyM0gdDMDVUr9Twygy+gpf3C+LbF2DgN6ObRlOY3sc6vXrsChTDNuGLVbOi+gBc/zAB9yPauoy8nyi9h74jrOvnUea6nNF0d/zRKasonqFNKc1dRlMa3tZ9Z71Xcmw4jbdSUw/HSxETWK6AnY5Z4WzLmgX78p/XYE9rJMjItrJBLQc53C+n3KXDTb6AM/+eZ6Kos8vg5dBu947DlzDcto5JhEnjEboB6WEdRmSi0Wxzu6v4n0Yzo9qPj4PKv706Yu3VQDFBidbvMVBlk2UErqzVTn6Ie/4OuvrmRr6FFWU9ew/gONNjAmbP4YzVBrsxAjKPOaUgi0fRbAk8RFKj6BwxQTqpVIknXnuh2VUkz5N8GcV8cPAUlJbKTzU8SL79Yda1uGxjmZruoXv5VHmEpvimhiQaTbBjS8j3yGZQnFCsr8oX70us8AMunPBIeUmEA8yWyiBlN45iddTyMA8H93/BAAnOx53qYq93vU3O9yz/8RhDzPe7jKfZ71PG/if3idcwoAFZI5lNH0YhpRVmsx3jRMmmCA4XhrDlH+UtDjd6w9qHXwjmcAz/I4G6lBNu1RKyA38kVMoRv8LKAXbUBgkGuVaCaqRGv2SDAuYcURCEiqdCH2TxOSdq7+RJZsNX8+8xdnSyIpJhtQ6fvqCjKKQGjtxr5MoB/P8g/+xe/58q1fw1qPhbRHnQKk15OeR+BPoc/q7evrAvvbv9IB+gxgf+bT0ZajVN6dbhmLoKfvLLqwjlrs4EHOrKgGe/2IjN0nbmBlqL5h+HqGsR9aYHXdTAsOexqBf9Cdwy+/9QyLcskyjM4cw/6J9XEDmtW1wgcDHa1wP4e25NLGBh4r8kUlyEW0I58WFNCCddTiBaODe4db2MM1nHj3AvZXXMnJnedzdnE1Pjh6E+9V3GxBkZ+r186Wh1XGXUMdC+YEavJoSZ4BO34J2m+HJ+Dplqj999bWGkvcHsELaU8RTVhIe+bSmcW0ZjGt/6MGUMDNBadixFy3rq532Ua3PBxEwXSwgEq5gq4L2GUc82jFvsorWUNttvEwb3/1R44c/AXHyi7m2LcX25Zsz/MAy2lkvyM9h57TzwsMvm+V58UMurIA/WYKaW67sEgvOI+OVmOaZVzgujzD0aUqhFzmDrnO1VVE5qM8WtkNySLaUcZfOP1+NVjh8dnp3/D2sduYZ5hH5Ve6EUoCgGq5OINuduOmQOlxhrn3y8MDrbtXhi25/gPTVxDyPoH+TKcne/ZcD3M9XjnzF9bzpL2/6wJ2A+J1vTTEKab861YvglD7RGscSWU4CUYa45tIgnlQgK5q6oJKxaqwyEXs3k9zejIJlhGUicTVcMsYmEgS5QfvpLTy78ylMwkkWZCn+0QZACmzh9Yb6QCVCdifCdZAEkOaTaoYaAKlY0hjXqgT+Wdb/qTraQQA/u+OHwKACzzPW1Llfnea+13ved6Nng8A76hyn6We5837D69zTgGggF0fJttuH34HDn8nFWVuU1nYP7j8vasONh2Qg5yuHQcOX85bZ/5EmnGiiSVUOVciYjdEVIyiJpagd29S2KTgxrakmIlLJ+lV1NrIj4CJtTJngch4UmwXEQE9H/wNRyn9I63bV23e4lC7JU2+0+lJMQ14gfv5MHQ923mIBXQwzJ8/0atMrHKQm/8lVkAOQwXJ+tl+fSwQnOjk+inY1g13loliOQ3ZTHV2cy1fH74SlngcPHY5a6ltjRyKchFgDOJbulsmRcyMm8M2z9HzKbcvaC3mune72MVfC78MHmKK3Kw9t5Q5x8mnK6IxK6nPMhqzmX9Qyv38kz9z+NjFnC4/n9BAj9Pvn8+/T/yBJTQjj5YsoZkBZE9Z/V5V0COGTkDKjYrx9YMtqzCACopuF/ZepVsUOyZwJuDmavZ8Y0hLPvvi87Djb8LCBWFA1c/ue8qaSBZaUPdUWAC0wKhcuvpsKlmr56/7/6v/26ogtirILKQ566jFrrN3s+fEdbzDzZzeeT67j9/A8zxACQ/yNrcaE4xfLt5ITXJpY9lct1SsFnyuLlA5gXIbK1ZGLnBtLmY6TJ8YwenO5sXv8+szd4U0tyXkIHtQ5ebuYWHSX310Fcz0+56fec/ju8OXsoIG1nQiHaCyCF0z1kST/6f8TbF/cu/rOJYrWJEyOtYlH/FB3QDzWL+PcCjag1G+fCSbpyzok+5YFQU3K9B3Cg82IE/9fbWBjbXGNp0P2riloDZwyjZ1W2SqJ7AqLTGkOQa+lDCttZg9X48tnd5YW9ZVPuwAxlt2bzBjOfDGL+3xkkK8zf/zHb3B/QcaBaYrQVKzgoGMC6tI6bX8fsETTGMDX3845Wyfn3Q9jQDA/91xThnAAQMGMGTIEIYMGcLmzZt/sh9slCn3+jEvGUZJNolB5vwgMujPeKKMuFc0ftXMJtHySSRQTANm0o1NoRrEOe3YNJmICezHpDC6X8BPB7MbJKqTWDq3aXkU4xhBrH1udfYYTtDbUgYRZWBJ8+cDyXgSSWIsg0khPixpX8zfSKfkosk4ix4spQlHD1/AV2cu51/cFNa9Q0GwYvr0V0V2LRwCfT7ACzp8SGuUzqAw8KfzeswUnmEG3XmOx/mq8nKOHTmP0HaPk+9U48NTN9iFNMhR62m1UuqfKtZPwbxuCU/soPryZtHDAjv3r5gcMUD+Qhzcx9XCuQHFYo3kTs2jFVt4jE3U4AXu40Xu49TOC3nvxK3sqHyILaFHWR96kpWV9cM6ZghI+bEwPtuznEZWN6hTAM4CVtIFbwJrubRhJfXDgJzLtKnk6po4XBOI2y1kkQGWVQFgnWOrv8emZdOBAqNv/KEwa72O/i/1vgRWBUzVYs3VJObT0um20tl2YXF1mjJ8CCDn0YoDx35JCQ/y9fO/opT7qfzC4/1jt/Ai91Fk3NV6rFg+vSf9PqQHVTlY0gLXFT6LrhYMuuajOTzNeGOCcuOI3N+tbyjpZXttuxsalYoF6MSMvhq6CwZ7VC6txr+4iTe43ZpOZtKVTAaEuYSDY2+gLdOOI4rp9LSaPTH/0+gVlis4yUg8gpiXaCvvUMeRDdSk4huPj85eZwHxJNMjXDpidRBRREwmA1EAtJhA5f+pe5E2wSoHqwQs6YyMI4qDGUdUWCagDBzS9iWRQLQ5H/QATrLzuLp7aKOfRgxq1SY2cBAZdk7NpTVTeIY0YuztWlMm0deuM9IeqlStkq+6Vw1gPNGk05WZZgbOMBp1X5Z02/r3/n9fQzdv3mzX6gEDBkQA4P/o+CEA2MX7vgYw2vt/1gB+7f1MNIAxxfPCdli9mGpz/8TsBdb6DKuzkFZvsGHldMox+qy3K25hCU2JJp0kUy7QRBJnhLqBPiQQD8sx5ka6uBpA7URT8FsUacKII9WWNnx2L85q+9QAXeUO7XClh1HfXzF9KUbj5zZX94XSvukkjRjGMZA11OGzs7+Bpz3+ffImZtC9SoP3gP2TAFy6HlcQ7uqBFA/jZ4v1s2VgtytBEOzs55gtoh2rqcN73AS9/bBpZnqs50kL5BSgq0VQrbEECmXMkI5KJhCd5hlzh8p3AgtBN4mnmWszAYNuHtlVGCyXddLlApqzkZrWwLGKerzA/XCXx9nZ1Tiy9VK28TBv8UeW0cQybj7YCNgrF1SqdCyTwovcZ0GRq2FzW7a5nTQU3yImbr4TPeNqGQX89BwqL0sXmGNiVvzP2eJ7ALA1ufb18owT141lcaNlBHLVDs7VJVZlGxWLo+cSU6jHiA0UAHSNHW7Y8zyHIcymAzuP++X3N0N/4v1v/8DZ7Goc/fYSXuNOimjCchqynEbm/bdjhtNOTt+LOofMsaXc8PifwFgTaEQVTRSwgsGmxgV4cu66hqagPWF3mwHo6lbfOnQHvOTBYo9ybqOcP7GLu5hjjCWKi9GxJ6e+WshNNGXfTHNS2zht7gT0ZPxIt5UBP+RZppFJJl5mNl3Yeew+WOtx5PVLKaC5mQsGW5fxCJM+4EtQ+htjyNAwOYsSCpINyAs6Gfndi+TsVY6qgqP9DklBZxBtlOON2trtsy4Dn0x/vnY6IYxhdGNjVI5128glkMQyGvM6t7Ms1NhGw7ih0jIdqgIVNBkYRT/jFo4hjT5MRn3lfeJinHUGD2EM217Z/pOupxEG8H9vnOf57t16ng8ALzWXq3k+y/eF53mjPc+7xPO8ez3P+9QLdwHHeJ631/OjX37heV6G5zuFfxYu4KxVJZZ1U5lXuybf+JFpG3PrIFQp1qfjR1vr/wjiOPXGRbz96W2Uc5thDMdajYh78LsdQmTO8PUliWHsXwwjrcUjCHgOJiU/XsAvSSi6wAeCyagtnBsNEzjlEpx8wOFWRD3GMHaBuHo4o43rzo9+8cu+z/E4FW96kOPxKneRRQ9bGvZ1Pj6A9E0dfqlXvYIl5nYBoboMKHBWjsPx9GcqvRlPf1u+VY6Z2Lpd3AW7fJ0fc/xw4jL+UiVw118sp9KbLFPWVQaaq58S8yEhfnjER+ewMl62Yf20aLu6r4W0ZybdbKlUIMPVoeWZfL7neYAPuIENPEE5t7GVR9hEDfadvpJV1LMAJo9W5NPSgj1Fl7ht3KR9c8uqMne47dMCLV2HsI4hQdxLEOOSTwvU8zeXNsYI0cGyjGL33Nw/lZPdCBs/BiYcAPYgyz6uwHTwCBi9tg6wDM4HruAgJqYqM6jvRMBL2YR+R5XO9vsTgJxr2cCuNlhbj9f/iQtKF9CB5TTiyNe/4PNvf+cD9tkelbs99hy/lsW0pogmlHMbi2lt30Ngnulg/+/9DYjPLOs3okgY931J5iCmUCHSkiXIOaxommn0siVd5VtO+wG96yy6kktr3uKPfPfZL/iq4nK+PXwZW3iMHNraErBC1+US1uWJ9GMqvYxJpL9x6/e3WYIqHSsmSuXhUQyzfYT9jkADzRwRxWT6cOxoNU5vvYCvDl9BHq2YzDOkm82lSrYjHDmK5jk165QW0A2vV4SMNropZq6UHEasnxy9mnd9aU2K1QC61RqVlCUBcgP6Fb+lKC/BzyQSrdwnjhFsrXiE/Sd+xaazNZlOTxJJtJ2mRC64xkS35Kt1SQyhr1MfZzWAaic3gMwIAIyM/9ejq+eXcSvNSedrmNvv8fycwOOeHwmT8gPPMdLzvP2enxVY4v2McgABnt35grXN92Gy1QTGWqYu3cTAjAtruu228kki0TItX+67yrp0A45tpBMfMMpo/kZbjYjbDk5lZu0SlWYfZdLgNVEpQma0s/ONZaTV/6XgNx7XZKesrHhnIks1eplU593OpJttt6TIBYm3J9PH7+t59lLY4HFi90VMN9EN/qSsqJfBtjQjzY/YPV/XM9iWdiaY0pB6kaon6GT6hAnSMxhkBelqY7aG2hx//UIfAJZ7bK6sbp24PtOhDgo9nQUvuCymb451XroZfur60IX5Rrc1n468xN/Cyngu6yaXqRbuqu3DltOIdTzp50LSgg+5nqN7L+b0i+fzNrewkZpsoobDpAVsnLRCs03YrwBJVQOEQJKYwhxzX4EyF4y4bJNKqAKW+ivgJNA5z3xO113rxr8IELp6Q/UU/rQKABxEhmUVBa50OQCDAUhV4LYYwRwH9On9VM1NlF6wlPvD2MKqJg5p82Yb48scOoeVst3HBT2aA9C7/dQjHN9xEe+dvpnlNGLfKT9AW0DK/S2ou4gAqr5Pfb++ZKCT1f+pi01Vveksupje010sG+jqWmc52ZQ+IPR/OwqknkE3phoJxTw6UXr2AdjqESryOHDmMsq5jSU0YyHtmWIMIdIIqkuJf30ve2xOcgwj6tktJl/lYWn7FP0kECjdoHSBH5y+kc9P/prSyr+ziHY2ckayFG04/bkmxpRzfZewWsC5LeE0n6Yy3JZ7JWvRJlkbbDdw34+NSbFymSBJIdHmAAoQqoIjTWAU42z1x02OSCDJZgYmGP31Tv5Kxa5qzKWzBXeK13dNIOo6NcQKdkYx0LQyjWKcKTGn05up9De5tdGkRwBgZPzsxzkHgNHrN1g3sEKgXbGtqxNUzl8g5B1DMgnMoiv09phZ0Z2VJxta4a+cYanEVUmQD98pCtRpV5ho8qc0ySjaRZPUEDPRSAeo/ax/XUJYrIE0f6MZatlBRcYIQKaaSAQ/OsF3Aev+AoBzeJplNObg8cv4/NPfUsr9Ns/Pbc8kZ16Q+zfIisTlBh7DENMeKsoYOfpYdnAKz9gMsUyjFVTkxDR6kU17ltKEwx9dAkUeTPf46NQN7OAhC/oUbeEaRHwA2MPGvLgs31w6WzewqxFTmU4gKQCI0ra1t/q/YhpYYDrX/HUZq8W0oogmbOVR3uVmTr19HpWveJzOuYCXz97LWmqRa/R0VTt6uEyYImHEgLk5euGgMDw8OQBqQd6eC5jCw5sDTaHYMzGJgRs3KMVKu1hVH+gDulb2fFUAOIBMC9JyacMyGocxkO55FwyLlXOZUBlVArdz0IXEBW+u8cON59F1Vf/f1WLPdTq7wNEt7/uO7Za8wP18dfRKXucO9lRcw4FjV7CS+hTTwJaI3Y4jMoRkW5DYxbp/Xe2gdIFynyurMsv8jmcZXaCyLWc6TKE6iYiddk0ecv/OpCuLacVnG67h7H4PVnq8xF9ZRT3m8LQNipYpZIJh6Cea2JhxRrerTZ3u65tGBtiWcMr7zDRmMd2eQZTJDR1s29Kd3eGx7+yVhD72WEstwwQGrSSVRqCTX+odZs+PJdpWM7QZDs4HyQoCiimWDUy0kpp46wBODHMHa2OveV0VG83bSmaQftCNEnPnflWBJtGXA8d+STH1LXvoA8ExRJn4sPBK0mjb9cPXAvqNC7R+CUSKPdwaAYCR8TMf5xwAHjh4gC4n54TtopS99AxTbJaSdlYq4ergnkpv8mlJKX9nOj3txKCDVPcbxijSiDWwK8HuCkcYvd5wUhlhgKJcuW63D4mMUxwQp8wqaQGTjLZvDEPw+1wON7vgBOsEltjZ7bGpXbUmSp1Xl49J9GUjNfiEq/nmy8v48vgVNrJF2X0yh6hJvHb2mqj981G2t+94U3RXNpjcvZNNuUmL0zR6MZG+zKQrebRie+hhPj99FZVfVONdbuazvb+z/VdnmuiLWaastpxG1v0YLIZdbcbfbFNqqyq8D0T5XZjr6LKyTI9gsX8CNi7j558CIJRDW17lLjZQk1MfXsCpby6gMsfjVf7MZ9uvtcDpRe4L04oFUSvhLJdKiq9ze1jZVbepRFiVIfTDkluHRaK4zJnL2Ol8vlPaFThTXIzr/vVBWHsLCvVe/EDp1hZEVgWAsYwkz7wnATm9pp5DIFDOZjfWRv93ur8bE6P/QxlD9JkECGW4EJunz60yrFuyz+Yp8kMtw/SH+l3IUKFStPSHa6nFqsr6nF1Vjbf4I69wDy/xN3ZxNxuoST4tKaaBBY9u5xHF54jlm0lXe90COhiDR7ew7D8ZlqbS2/523cDyINYoYMDdY0bdSWRy+vLQFZxZeD5Hvr6YLTzGWmqTRyvL9EmKoeNY2YHj6c9EEyGjtnFBvP4Ayw7qNmUFZhiNoKoNYg6X0IwXuJ+9/Ja3K/7IPDoZJ/IAsw33y7vqHpJOtI11UccimdmSiUd9gJWVGkhj/CqJYq80t4oF1FwsYJZE0EVJ93UrPcp1HcxYK/FRVUdzvzTesQY4jiWaIycu5LuKi5gf6mjeT4qVGWkdEbBzK1ECmAKXcgT7Pe59I2OEAYyMn/s45wBw/Yu7WL9zF+vLXmH9yy+zYVcZG3ftZNOunebvS2za9RKbd73I5l0v8uyuF3l21wv2tG1XCSW7tlG6awtbdpWyZdfz3zttNSf/fAnbdpWY6/zz23ftYNuuHT/wdzvbzWX//HbnOv/8Due6Hbu2cefMt/njrve5+7tXuevIqzwa2kot1lKflTSgmKYspSX5tCGXp8imI/PpxDyeIpvuzOAZphBleiH7QuRU1lAbJns8G/oHs+hKMgk2wkZaGZWT5aqTmcTv4znE5netoIHZxQ9iFENtT18xEtIMzaKLKU91o4AWPMdjfF1xGYfWXgbZHvv2/iYMfElPpQV+Ph1sJp86MKikq4w7l/FR2VeMnftX8R4CVW4cSiHNWExrVlOXXNqwlKYU0py11ObAgSt4ngd4m1t5ib/x2Z6r2fnefRbsuIYMN15FmjmX2avKdAmMCPDofmIK3dt9xqydzeMTqApcu/7zFpjevnq9Apob7WELCk3UTIHp2+uCPAE4/z22ZaHjzC2gBQU0/8EScDIJ5NPSMoxq6+YaQFwzituSTp9D99ffqgyk+3/osqkqe4uNc///XI3hYlqzgSfY981VYaBc7KMb86LfkswkAqT5tORN/sS+k1ext+J3nH3Fo4QHWEYjCmhhtZp6fTc+aJ4pBc+1jHTQN1gl4/CewV2dfsLdbWvD4Da/e4irpc1ySsd+2HRXa/xhi8epPRcQ+tjj39yA2tRJQzudnvaYVZs4BbkrNDqL7lYPGDCAflUgwxz/vswjyqYHpJsOQXIKF9Kcyo3V+Be/p4jGTKSvYfgG2wxAtx+wfz7WphmozKsKSQJJjCDWmjkGkmk3y0FGYJCiIKAXnrMaRGup3ZvKujJm+I7gVKsJd+PDlBeo6waRzhiG8HroDk4duICJ9LOkQ7QJmRaoVHUpmrEWBKqTsi7LOKL7RwBgZPzcxzkHgJERGf8nRut5ZbTZUkq3sg30LStmUNkShpUtJrYsh9iyHJLK5pFUNo/Ustmkls1mVFkWY8umMLZsCullU5hQlkl62RTGl01gfNkEJpWNY0JZJpPKxjGpbBxTysYypWws08tGM71sNDPKRtnLM8rSmFGWxpyyFOaUpTCrLJVZZSOYV5bEvLIkFpQlsKAsgfllScwvS3SuTzSnBHLK4lhUFke2ue/CsuEM2jOeIafHkEI8mYb9dfsyf/r5F2H/B5PL0sktiyH600wr4BcbPJk+BjwE3VpUrvcBUScbjCyQ+A63kE17C0AD0N7OYRIDcCftXdBPuI0FmwqJzqMVJ1+6gDe4ncW0CstP1PMJbAqQislUaVug8yX+xun3z4ctHhR4VOz3eP70g6yiHiupb0G/WECxluFaRJ8J1PuYbTWBHQ0g7GJLxzPpRi5twjSB6kst1nCWZQeDCCTlX86iC1o6jj8AACAASURBVLm0YWOoJpUfenx75FJeDd3FauqQzVPMNFrbKaYH91R6GzNXH1suDmJg+th+wCoH+z2FB9jqgJy+CjAZa6QgCpfecuYxSPD46NT1vHfyFms4Ucs4RS6PZohtCTfSlIJV2VAPYTc3MHAAJ1lZTeAITjAB0SOtVi9oDZdkNd0qHQsgxpvHDiTTmD5G2fsKKEp7rsu6fWWoPmc+rMY2HiGTgRYkqvwbbwCpHiMTiMJylDmopAnFw0RKwJHxcx8RABgZkREZ/8fHqVOnOHz48M/udOlHR7mFd6jNWuqxiiYspQUFdGQ+XZnFM0yx0VXKlFOvcfUTTzXdfFwtnd/ZwwftKvFmMsCy8Se+uBC6efCCR+VzHjt4MIz5FEM5g+5hjLu0iIqUccOlp9PTMofhGZ8DbR9ipQOozeOSUDPY6sFqj1xaM5Nuti+4HMECjyonj3SYQAHA0SYTVT2GXQ20ysMjnWxBgUVprSWvUYk4weSuKgtQSQ6uDEgZgQJ6UYwLYxjVr1hVlE+OXsOHFddbg4lSKPzKjP+9RpFhmcFoh/kLYrczbDh1hAGMjJ/7iADAyIiMyIiMyPhRY9b855m6sYTp27cyo+RZ5pZsYG7JBuaXrGV+yTqyS1bbU07JSnJKiskpKWZxyQpyS4rJLSkmr2S5/euflpFXspz8kmUUlCyloKSIwpKl5vxSCp1TQclSlpQUsqSkkKUlhRSVFLCkpJBH3ijloa9foPrpzdRlFbVZSwsKaMciWpBPR+bTnRnEk8Ksim68yH2kmg4kfZlk25T6Mp1J9GEy0Yb5688E07lqvElbHBsGGre+suMn/T+PAMDI+LEjAgAjIzIiIzIiIzL+y0YEAEbGjx0RABgZkREZkREZkfFfNiIAMDJ+7IgAwMiIjMiIjMiIjP+yEQGAkfFjRwQARkZkREZkREZk/JeNCACMjB87IgAwMiIjMiIjMiLjv2xEAGBk/NgRAYCRERmRERmRERn/ZSMCACPjx44IAIyMyIiMyIiMyPgvGxEAGBk/dpxTAJj47FYSV+8gcckOVq9/+Zy8ZmRERmRERmRExv/aiADAyPix45wCQL+PbRLJpiG330rHT9CPJ4UserCZ6nzGr5lOT9tHMpaRJJqWQfo7gjiSSHB6QyaZ/PgUEkgi1fSt9NsQJZgWQ8m2Ufkohpm0+lhGm8ZB+juGIYxhiEnvH2SbnGcQZa+bSVcm0N9en8pwMhlgWiUNYRJ9SWcQ0+jFYlrzr8o/cOzoBezhGtOYfSBjGMIE+jOOKEYSa95vjOm3Odz06IwmjZiwnr8pxJu2SYkkkWh7BPuN0UfZ/4cMBvHu6VsI/duDCR5FNGY4qQwkk15Mow+T6MU0ujCbrsyiM3NN59dFNKeAxiyjDmuoyUb+xkvcfvZ1fvfuPqrXn8DHe3ezx5w+Nqc9zt+q593r9u79iL0ff8TevR/94H2C0x7n7/+30+4fPH0cdvrInvby0Z695+RYiIzIiIzI+DEjAgAj48eOcw4AYxlJNOlEk84wRjGA8cSTwlgGM5NubOVR5tLZtuOJZSRxjLANvNXyJ55k4hhBoukPmWj6Sqq1UCrDbf/JJBKIY6TpHTnStCKKJ8k0FR/FMFIZTjzJJBNPKsNJIZ5U4kgnmhTibdujcQwkkSTGEWWB5GjbeXIY6QwinWgm0ZexRDOPTvybGwi96PH5N79jEn1MjrzfEmqcadSeblpCjac/4+lPOtH2slozTaYPU+nNVNPCSe2cppv+rVmm1dN0erKYVrx/5ibY6cF8j/0fXWX7us40Deqn0cv0IO3KfDoyl87MpRPz6GR7pM6iS1g/161nH7X9V3WdDxn9Hq/qCat+qjm0YzGtWUIzSniAN/kT+85cybG9l7D3zesoCLVgMa1tL1j9XUxrCmkWdr6A5uTTkgKas5jW9rYlNGUFDVlGYwpozhKaUkQTltGEfFqymNbk05Ic2rKMxiyjMUtoSgEt2MATFNGEJTRlCc0opBkraEghzVlOI/u8hTSjiCYU08Bet5xGLKMRy2lEMQ1YS21e5D628Bhv8ide406+rPglH5+5luMHLmYfV/Iad3B263nsP34V73ETlbs9vqz8JXv4HaESj+d4nLXUYg11WEU9VlGPQpqzhjqspL59f7m0Ic98tiKamP/zNiymNXPpTDZPfe/4684Misxnz6el/X/Q91NEEwpoQTbtWWC+w7XUorCyOS+89gAbt9dh164avPFCdcrzqlO+oDo7yhuws7wW28ob80ZxdQrLu7OsvAvF5R3ZUt6EgvIeZJcPYHb5EGaXD2F6eSwzymOYVh7H5PIEJpQnM7E8iQnlyYwvTyG9PI3M8lQyytMYVZ5OWnkGieWTiC+fQlz5NGLKs4gun8uA8mx6lBfQqbyYluUbqf7sP8/JHBYZkfFzGREAGBk/dpxTAKjG3H2ZaJtqxxiAN4qhvMI9rKU2acSQYABeHCNIJoFEEok1l2NII5XhpudmEjGkkWC4MLGM6vcoQChWTP0ldV+3B6X6diab3pSppl/lKIaRQDJpBuyNMYygWMIU0+szw3SEFHM3mT7s5K+Etvk9PbPobhi/gUykH2NtM3Yf/KUTTaZp1i52MACDfZlEXybQz/b19MFgb9vzcyq9mUk3VlKPPVzDmf0ejPA4ufcCFtHONJ3vRhbdyaIHs+jKNHrbBvUCgrPowmyeZjo97XXz6GRAn9+PNJunWMhTzKcjBbRgHp1YSHsL/hYZ4LeADuTRiq9P/JJTX1fj1CMep2IvZBX1KPvyfnJoZ+/vP2d7FtOahbQnj5b2eQQyc2lDLm1YbIFhcwppxhKakU8L8mlBHq3IoxWFNDfnW5rHtGYxrSmgBQU0t2BRQLOQZuTQlhU0ZDmNKKSZBY/LacRSmrKMJhTTkCIas5QmrKU2r3MHm6lOCQ/wScVvCC33YJ7HiePnwdse/NPj36EbOHr4Ql4L3cm+t66mhAdZRy1WUzcM7K2mLiU8yBrqUEwDVlKf1dRhA0/Yy2upZe+/goaspi7FNDB//curqPu9428Yo+zzCgivoh4bqMkKGtjnX0Vd87z1zOV6rKMWxTRgFXVZRy3+yZ28V/EHXjtzF2+EbufgV5fDKo+PKq6n8lWPY3svYP/ZK/ju08t5hbt5ngd4ngfZwBOspi7LaMxSmhrg7YNvH5i2sGB0GY3Md9qSQppTRBMKac5SA2B1vpBmYbcH338z5zr/e8ynBTm0JZfW9reUZ34XS2lKntmMLKGp3egspam5rhl55jdXRBOW0hTWefzr+C2spbb9HvPM6+Sa3+1iWpFLaxbSjoX299yWbJ6yr7GIdiygA7PpQhY9mENnZtGVyfRhhtmsTaYP4+lv/g5gCs8wgf5MoD8T6cdk+pBFD17hbj767kbeO3ULk3nGVlGiSWcgmfRjIl2YTXsW0ppcnjy2kce27WB96XLWhZ1WsLZ0BWtKV7KmdCXrSlewprTYXl5TupLVzmltaTE7ns+hdO1CNpYWsb50OcWlayguXcOK0nWsKF3H8tL1LCtdz7LSDSwvXc/S0k0UlW6kqHQjS0o3s6R0M/mlW8gr3UJu6XZynt/Bwi2lLCwsPSdr1H/TiADAyPix45wCwHiSGcpo+jGRwYxlMGNJIImp9KaEBzn82S8o415GEMcAxjOYsba5d6xh8EYQR4KZ0IYxyjB9CfZ+CaQQzVgLHlUy9kvASSQY8Kem4CmmwbjAnkrFKsGmEcNIYplPR8Mf+o3Ok4lntAGBKjWrRDyWaKbRi6/OXs7HZ3/H7tA1FNGEcQxkHAPJIMqUgaMYR5QtHY83fzMZYBvHTzLAbxq9LOs3nZ72vA/6ulpQOJfOvMw9nP3WI/SBx7P8g2yeIssARj1ejeOz6GFAoQ8A5/A0s+jCAjowi64soIO9fRHtmM3TzKOTBWkz6cpcOttG9dk8xQI6WCC3mro8x+M8zwOESj228zCbqW4ZwkW0s+BuPh0tY5hDW4cV9MHhYrNo+wt4G/JoRQHNWUh7y16JIfQBQjP7mAKak0NbCmhhGD6f7fNZQx8QFtLcsIABi1hgFvsimrCChhaI7Qz9le08zAfcyEdcx7GT1SDdgzYetPTY/RcPtnkcPHY5m6nOauoaprChBV4raMgKGoaBOR9k1aPYAWTLaMw6nmQl9SmmAZuoYQBfPdZSi2U0tqC1mIYW5FUdcYxgtXkdAbs11LbvTeDSfV96zTXUMcxnE1YbgLiG2vb/ZRV12UR1dvAQ+07/CuZ4fHfwEojyOHayGu/xB/ZXXsFXZy/nNe6knD/xLI+zkZqWTdV34oO65vY7WUFD8mlJEU3IM9/vChqylKYWmPvgzd8UFNOAIpqQSxuW0ZgimtjflH4/+t1l85Q539awysFvT5uTPFrZ39BC2lNofkv5tGAttdjAE3x55ErY7vHxievYyqOspo7djOiY0Otn8xTz6MQcOlvwp5M2WnqMNlYCiDrNp6MFkHPNYxbSnlza8O3Ziwm94REq99gXupLneNwcz10swJxBN6bRi1l0YS6dTVWgp1Nl6M10etq5ZiZdmUQ/JtCfKTxjb9emdDo9yaIHZHuEtnqw1j/Wp9LbVDj8kyuryWQg4+lvqyuaP8cRZTfXY81K4VZZNOeOII5MBjKKYWEb9hHEkUiSnb/9eT2RVOJIINmuB6MYRrJZFVIdaVAK8QxjNAkkG4FNAuOIIpc2LKcRhyouYARxpBDPCGJJIJmRxIaRDKkMZ+sr23/S9TQCACPjx47/IwxgHyY7gC6WT878luNvX8Q/T99DKsNtqXaw0QfqlEgSQxhDEokMYzQxpBk2L8loC+NJNFrA4aTa84nmnzSASeYR8aQwmqFmSoi3E4dKyWIPNemkEcNohllNoD8RRTOGIWSYkvBohjKHzqytrA3FHsf3XMQr3M1UepFBFGnEkGmAYLphCv3zPtjLZCCTzG5e5eAMohhvdvpZ9GAcA5lOT6bwjGX/ZtKNfFryBrdx9NCFHHn9ErafeoQZdGc6PZlBN2bS1U7UAn8z6M5sujDTAX8z6G7B4BwD+OYYkDeXziykvV2I5pjLKv0KBObShiKa8D6/Z3/ol+w+cx3vcZNl9LIdsJhTZREUU7eVR+3CLPZPC7PAQZ4D8MT65NLGsj1ahMUailFaakCdWCSBh3xaWHZH4GE1ddnAE7zDLZx5+XwOnr2UfQd/Q+UnHke+u4Qz2efBkx4ke+x++UYY5PFxxbWU8KBl5QTOVtDQgiYBsdXUs4ycy7qtoQ7LacRq6rKeJwxAq81mqrOKuqykvgVmKkP7gK3hDzKA8aRYtlCAc7kpYavcLdC3jEYWiK6ltn1unVYbtkugVc+1lKYU04CN1GQbj/Bi6D7eDd3MV6HLCRV7sNmDIR6nv6rG26FbeJtbeZl7WUMdW+Ze7jB/+bQkj1aGffO/twLD+vpAvwWFlv31y/yrqWtZODHDYvvEuPkMc6sw4KdNjTYNi5zfnsBb8Pt9yrLKebTihVP389H+G9l94nq28BglPMASwygL0In1W0Q7C9qyDYs+1znGsh2g5x5XOv5m0YU5PE0ubZhPRwskdZ+FtGcttXmD2znzlceHXMdq6rKADmTRg3l0MvNBN+bS2cwF3S3TKGZRVYVJ9CWLHkx2Kg2aq6YYOYo/P/VjJl058e5FVHxQjVL+znIakWEA3VgGk0Qi4xhoQZ2AnTunjiSWNCOnUXVGJ23CUw0A0+rgz+2xpBHzPSlQMvGkEWMV0wmkkGDkPv5akUIcI4khzVaOfPCX5KwHPkj8+uCVvHb4z4xiGHGkkkCylSfFkGY+0WiGMYptEQAYGT/zcU4BYCwjGcoookknlpEMYQzrK2rx+Te/ZhmNbFk3jhEMYQzRjLXmhjhGMIxRZgeXbIGff/AnGbDnAzzpBGMZaSeCBFMOVjk5xUwMKvH6xookUgyIHEmMBX8jzcTil3Z97Z4/aUUzlsEkkkQaMWQYRu9Z/sF2HqbyA8/s0Dtb5i/dAEZNiD7bN4hMBjCRvqak049RDGMqvc31/s7bn3j72UlYAHAKvcmnJbtCd3F2t0flRx4Hc3/FfDqSZXbx0vtNoxdZdGcmXZlNF+bRmXl0YqYBiLPowky6WcZALIRYPX/xChaqquBNwG8DNXmFeyivuI1d3MUyGpkFsINdSMUAqvQrBkOAbf+pKw0DE5TrtGAX0IJlNLblPoECd1FXOVAAUaXipTQJY5wKDZj0WacW9vZV1OMF7mcbj/Cvij/w7ZHLOHjoctjoceK98/n2xCV8c+RSdn9yI1t51JQ365kybD0L7IoNsPJZvYaWUdNlsXzLDAirCsY2UJO11GYttdhEDVZTl5Xm+XwwVrfK4+qyhUe/d/wlkWDLv9IxCrzpr/tc63nSlpQFSl32UO9xGY3DrvNL0PUs06nPuYY6vFN5CxXJ1eB1D4Z58KzHnq+v46NjN7D77LXs4CFerbyLDdRkHbXINfrPfFqw1Og2BfZ9AN/Mfq++lrMZRUazqe/fv39LC+R0EnjLo1XYxkPXLaCDBZX6vS6kPTm0tYy3QKMY6k3U4I3K2/n22CW8wP0spYl9frHeOp7EBGab42AWXS1AdNn0qsxf1dvm0Nker3PozAy6M4+OLKMxlSs8WOER2uGxhGamGtDDMoEz6cpMujGdnmTzlN1Qiv3zdcY+I5hFDyaYEvREw/yNI4rxzhw1kX7MpyPvVt4M73rs55esop6d73wJjc/uaU4V+BPjl2pmcG2sU4mzlZgUw/KlmXk5negw4BjHCHsf6cDjGGGJhQSSLQuoNWQIY4zEaKTVhut2f80abYHgbLowhWfIZCDJJFjQl0iSkSeNtM8fYQAj4+c+zikAFKOn/VwCyez/6moq1lYjmQQL/OJJsSVc3Xcoo4ljhD1oE82uTODQ39ElGC4w0Rg/fP2gDkhfaziM4aRaMKiSb5IxhoximJls4sJ2piPNHk+TlHR/6QwimXjGMIR0osnmKV7nDkKf+WzHJPqa+/lu3nEMNGDRN4tMoJ91BU8who+J9COTAYynP2MZzCT6mVNfC/qm0tuAuR5k8xRv8kdCr3kcO3wBr1fcYUBdV2sakZ4vix7MpyPP8bi9rBLQLKecm0V35tPR6P8628VmHp3sIqRFx10Mi2nAqcPVOF16Pgf/dQVHjl7AYlo7GsEAALonsSNVS3WLHWOIW/pVqVcskHudSn4qI8o04jKFBbRgHU9a3ZnKm8tozGaqU8rf2cqjlIXu5V1u5tRhj9M7q/Ht8UtglV/eElgSkBLYE6grpoEFkgJdKu264E8nsX0ChAJfz/G4fcxm/mEAZG37uip5imUU6Ko6RjEsrLyrxwfArQ4bqWmZx6U0sZo/vb9V1GM5jYwhJmA09d6lY9RnX2u0g8X2/6mhZS53nr6Pk29eCGM8yPUIve3x4eEb+Prs5bzGHXzEdaw2rKDKvYVGKyiAl08La4QptCCwqWF2A/2fC/oE9pYYFlGsn35fBUYnuIh2bOExcmljNyvapPimp5bkmeebT0drhNoUqsHXlZdRxl/YTHWKaGyNVAKiYs5n87TV2OoY0XsUUNTtApo65tzbxQy6z7WADmw6WRPSPULrPL49/guW04h5dCKLHhbsyRg2g+5kmYrBbLpYuYiqBn4ZOJCkSNIyiT5MNPNTJgPIYBDz6ATrPVjn8Qr3MIsujuEt2qYe+Ma5aFIYzkhiSSbegjqBxNEMtWkOGUSRTAJpxDCKYTbhIcWwfNqwjzSKcc3zI4hjOKmWDIg3c76ICFWE4kylSeVfFzBqzcmiOyupxxSeCSMnBjCeGNKMNj05wgBGxs9+nFMAGEOaiX5JZzipzOFpnuNxNlHDmjtEofvGDt8IIvdwKsPtAZZsImLiSTGmER/gCdC5B26S2amlGIOHCx79nV2CLS2k2AJ0jAWDY82EpElphClL+BrAwdYAMpsu7D97BUe/vpgv3r/a6PsGGqYw2ux8h1njhya/yfQhk4H2NNY4gH3W7xkyGWDB3yT6MpXeVsOziLZs52Eq3vRguMdnB37LLKvv606WLfn6xo9c2tjLApC+OzgoA8/maWv+8IXpT9vSkrsguYzIEprxGneyjYfZxd3s4CHW86RdzBbS3gJKLa5i/VwdYGAAac1iw/oVOOXAAsfkkUdLs4i3CNMEShMWMHzN7G1ikgQklhhX7XIa8RJ/453KW9jJXzn48S8Jbfeo+NrjzDvVIMvj33tuYr3V4vmA0XcCN7bMmEqxYvmWO6yeAJqAkwCVCwJl5pAmbw11eI7HLbPmA7TaxjxS24IrAccVznNXHeOIsvfR6wkErqZO2OsGYK6Oc129MI2iPlPwPhrYzyCgKEZUZXDp/dzPu4Y6lFfexmdnfsOZ8edDjseJY9V4nTt4kb+xg4f4dM81vMy9rKAhG6lJkaPtEzOYSxtTIm5h9II++1tIc3KNCUTmocBM9P3zAnWLaGfNIDkG3AkkBmXidt8Dl5IbrKE2O0IP8U/+zMvcw4ZQTXJoa3/z2kzpOaTr8+URHezxJYZ8nqP1E+ibY06zjVzDd/J3tg7+bJ6imAbsOXYjoY0eB/ZdwQoaMJsuTKMXM+huwGMgD5nuzBnT6MUE+jGV3tZoIo3gJHP9BLNhFQiUPnlLxePQxmPf2SsppoExtPnGN0lqVE3xtXqq28TY0q9A4AhiGUGsrd6kGu22P2f74C/FJDj4bF+KgXkJYRFh8XadUHxWijUVquQbZ9YFkRBDGGPLw0kkksEg3j/zez7+4EZSiLe3i6iQETECACPj5z7OKQDUgTKYsYwl2k4wAnrRpDOU0TYCxi37CiBqilC8SwxpVhsiJlAaEBk9BARTGG6NIYnmPq5IWLvFVOLsrlPMnnaoKger7BCAuGd4jsc49sUlhJ73mE9HMogig0HW1ZvJABMhM9BepyiYDFMGTmeQLam4jN8kZ+LVJJxPC96ouBNmeZz+xuPY5ktYQ21bwtGu3WULZ5kIGB/sdbbRMAKAWcZI4mv/OtuFSgvLfDpaDZQWmDxasfvk9Rw6fhGs9VhOozAh+0K7qCkipp1dQMWsqPzmsoBaVLXgis3Lce5fYEu3zcO0YTJx5Bndn653HZwrqU8Zf+Fl7qWEB3kz9EeOf3E+xHmE3vT45vQlvHTm/rCyqCJh/PNNrBnDZ9SaWHAjsCe9n0CQtH7hmr0GjvausQVHMoespRZLaMp6nrSMmkCanmeFwzqqDFx1TKSfBZgrHKZwlSlX6/XlZhUwLDRlc5V09f8g1lMMoAvw1lLLsndVWUM3XkeGHF1ez5Ns42Fe53Y+5yp2f3c9+777FaGhHv8K/YHtPMw73BwG7PV9Bt9xUNrX70L3Eyh0nequbEDyAgE+/RYF0hQrpN+n61LX71vXFdCcw4cv5sSXF3D6o/PZdeYelhk2sOpz5NLGKQ13cDZGbW2p2NXeiuULjlUf8Em2IYmGnrM41IBTRRey99TvOPWdx3IaMoenLeDTsa0qgBjC6fRkotH2TaMXE00KgaoVMrBNcTaqmYbpm0wfPuMqtvIo34QuZgv/F3vvHaVVla77TsCcQxu6W93abWrbQBAEJWcEUWwxgQjYYCDnjATJBpSMYkSSgOQgOQmYMNBNG0BFSQqIZKiq73f+mPN511yF+95xr0eOZ49aY9Soqi9VUXxrzWc+6b2V/jQ1GVheQG2G5aST5Ct5WNJxD9rRmS70prV5+zrTJbj4kgCIrD1i8eT16xQ2++3tkaoU62adqj5M2NVul2+9Q+T360ZH/17NlOUl7g+Q1QPA+Hl5ADDv+L0fxxUAtgknSV+aMyW7Gpn1jje5ky7Bf9HeSlk8hd6a3iEp3NVSvuoClBysXaCYv1j2TQy93exC4UGiB4M6WbVrTNi/dsbWaaeqwujetDHwpsRvP5oxk3Ls+uEs1nAD47jTAhwDaULvAPTkaekdQKUCIANpwjNBCtZFdCBNeJZH6RfKpJ/mMQbT2OTc17mbdVzNzkOnwyuODdmXMYPyoQ+wAc/R2L72LGADq38ZQoPA9NUz758kY5nKxfqN5KGU30im9XjhOrjjRNZwAx9nruLdnJtScq5frDxLkft1Yj+WFk+xMSOoZ/4/GfST2pc7jREcl2vB123eK3aX+cPGBR+Y6kWmUJUFlGA9V8AQB0MdPx04hf21HB/uv455lLIgyIQA4iZFQGdyxPy9HYBXwmrFgK9GSKzWMJDjgxKJdKwAhHoGPeirYIlfgbFFFGdaCIcIWMVAcRoVDYBN+wUAOIgnDIzFAFAgUkye7te/R6yifm7MMk6kRgosxq8dJ58FEicbCK6RAoFxx6K+nk1ZNu67mCPzT4RxDkY6Ps2+kne5iQ+4lqUUZTlFmEJV823KCjAu2hB4H17aE6r3U+707xv8w3x7Y4PfUAz1GxFDGG9QlDYXO6fE7yvhOR8e+RuZTY6dR09nFQX5iGtSIFDvfXlq9VqxtDwq2DBepXaU0k/Ang9zPWR+wKHU50UeZETwBY6mDtOoCN0dOVsdG7iUyVSLNor1GRxSwcOoz9DgCxxCQ57hUZ7hMVMdpETo2tWfZoH5e9wkYF373s+5Dl5z7DxyGtuPnMUQGtCP5ubpi319PcI1VmE5sYGSdbvRwfpXfXivkz2uC52DEtTFkrm6/sfgTL5Af19iDVJbhEChyvV15VZoUWCvN60Yw/0Moz79aEYrnopULP+z8gBg3vF7P467B7AD3XmVe8hak4+Nn/6ZnrQ1Zk8eDJ2ErYIU3C4ChTqRuwazbszwqeC5A93pTSsmUsMuBPL9dQpdf51D4KNb+LoD3ekRycCJ9y+BpX1omTIwK9Qxllp8zp859NUJ7PzmLAbSJEwIaU4/mgVz9GOW5lWQpG8Ikaj+5RkeT4HBfjS3AuhY/h1NHSZTld17z4BhDr5ydtFX4MPv7Bua3ydJ/dZnKA0M+I0M3qGkDqK+SbUj0DrxQQAAIABJREFUgxQ8OkhTL0WylDe8l2JB9q38a8dfWMCtTKWySVxxdUXMjCRhjntT7ErC9B0ry8VVHJOozjKKmI8vSQPfHQBfUueSAMQ7TepdSlG+PvBH3uM6Duw6wfuUHnPs3nsGsyhrNS8JYLnd/HCx3CswI8AiMBdLvQJEAjYxcIoBViwDi6ETKzeT8kynAjMpx3xKpipjkjRulV9kAnMfz9Eo9Rj/s6tEjGVVk5IlLQvcyb8Yextjxu/t8Dvrdr3m1PCct7id8YF1jcu0Y3lcv5deU36+qVThXW5i/74T2LH1LA6OOJGd2afy456zmE0Z3uc6ZlDBPH9JWEQJ4VopYJh0RSYbC73flAJXSliWhNzvRUnBr3GPFXPHSWG9vt73syjLhgscX2Zdwo69Z7GKgin2Mfb46TX0+jqHPKueDoRICpZXV/KvAl4v8YCBx6HUZylFWc8VHPr+BD7lr7ZJGxo2hR4INjJJWCAw7iPUNUbJX3mUnw6gcABNGBC6TgfyBGO4n4+5kpwNjnVczfOhPkZMoIr2xQI+RSu6B491jyD9JslfD+DkyVZ1V5fg8+tBezrT2ZLBSvyKDdTQAHnG+9IiiMHe76d1SN5z2YTUOCEg2IZeDKM+46nJcOrZa+u5XeicBwDzjt/9cdwl4G50YA5l4BPHy9xn4Ksp/WnFU3bStaGX7aj8SdXbDLfeF9jNTrYk6dvFpoP4C4KMwAkj2Ck8T4yhDMJd6GwXEIE8vyNtYztT7UR1cepGB0ZRlw/4Gx/wN9ZnLreiVo1460NL+oeuKoVBnqKVATwVQw8MCbr+NA2ewCYm98qsrc8rKQhzHds5E4b6v+NQ6jOYxrZ7V89fXObsE38+9Tc8pADHhAVCLEEM2EYET1GcPNTCOJNyHNmSj/cyf4fZzliL4dQzr5Lk3aQGI/mcdADWNh9hEv641wIdKvDVYukB4M3GziRVIElvnFKjqnl5OwQp/sXlfMkfyd6UjwP783Ngf342ZV1kPX1P83ioYqlk0qTAoEBeDFz0OZ4Mou+TYuYkHBI/PkkEJ91/0wODp+fNoYyVMM+jFIu5xcDfDCock8RVwfJ/5wF8gUfs5whIxhK25Oa4h1CvOT38vDjEkvxbqqVAXRwsmZQLACcTVKrnSiMnzxXLGINd1cusOXoDR3bm87Uy2x07cs4g86njA/7GMooYIFeHY8IY35UqidaGQt7Q2Oen951AnIrEXw2gLHeASazfK+F9G5egCzSOpRZvZzwr+kHmb3yZ+RPvcFvoCXzAQKDOFVUSKY0c+//Sk3oeZlSQf+UplF0j9gTK6jGKukyiOpnRjsybjn/zX0ynYqiDaZDyAMprrM4/30X6uHkBvRT8eAB8Tcz/Jz9gXG7/DI+xPvsKNnERU6liALA3rW3DLF91b1rTmS4h7dvWksHdg7zbhc6pdgb1uSpEEgcB1RkR+8HjqjApRAKIknwVRhT7J2tSy6hjtidtGU49llOYvrSI1qbuIQW85DddT/MAYN7xa4/jPgruWR71F0Mqh9m1vW1XJqOtAGDHaPcm9s7v6TpEO7tulu5KWL6u9poa7dYpnPzyhmhKSNcw8i2uDZC8oDRaNzpYzYA8f71pzbM0Zm3meg7uy8+HOdcykocM5I2iLgMN3DVhNHVC/KWlJYD7BqkkkYEfC96/x6O6hccNCI6iLm9TmR/3ngnDHf/KuoJJVI8knMapqR5DAxgcHoDfyJD202Ne4BFGBqlXctFo6jImCnoI9OkxmrCxMedidq05k/mUNO+ePhQY0YIVM4CvRIto7goZMScx+ye5TQBQ3X6azvFmNDliQqgBkew7j1IsoASLKcbeXaeQ86Nj/2cnk/ORYwWFTTJNy7dVTdacGECKQJxnydKevTSgq5qSVKdSJeUBlOwZlzZLAo5DGQp/xB+zKWvFzTFzKAAXs3r+31HlmPNvOA/bz4qBVuwJVNdg7t4/Sdv6+TFrOS36/RP2MA6FpEMwsQQsMKgUbyy1+7BMwiAqPKOfv4ji/LjtLDYf/gOsdmzmfNZwAyspxBSqmvQvi0D8HtL7eGxgCvWeUohIUq+Y5ZilFmuddFMm02x0f+zhezGw5gogrc/+C8xybN96Hm9l384MKpiXVs9V92HcAagPdWeOCueqwJ56BOXf1e06r5OASF0W7b0V1jsObD6Rf+VczjQqmTqgTsD4+qHmAVlLdE2SXUUjK9VmMNAUjSfM47yUouw9cCLfZ53HaOqEuelt7JraIyR+425ASby5P3cPm3YBPwU+/EjPbhYB7BJCfx4kdjS/X7y2iBRQw4RCISINOtM5FVAUIGxLTwbxOJOpxpf8kf40tbWrNb3zamDyjt/9cVwBYD+aMz2nEoc+OpFudDRpV+EQfbQIE0A60ZVWPGU+wDjR24kuJgcr5eVHubW37ieZhFX3IiZQRmABQpVBd4+kX7GA3cMFRjvOuMPvPa7zdS9jHTMpzwCaBHNz0ven/r9kCkhz+oZgiK96aWLgbwgNLf0ryVcS8FAaMIty/HDwTBjjyPnW/0z1c6kbUMXPSvEJ/A2hgY14i9O+kpPifj8PBh+y3j4BuUlUZyHFWc8VLKI4O7edxdZ95+XqV7s3FfiIqzNi35++jus3xNod68/yi7CqO7SIxwXOYnrELM2jFO9xHV9zAQd2n0jWxHxsyTqHeZQy9k3MkhiumEGL2Syxfz4EUclmD+dmr2KwEwM0AT2lfmPv3bSI+YvTtzPC7/M2VZhLaQNX08PIsSkRQzaNSvY8/S6/5AF8iQdS5dMCaTGT6EMySa+f/i7TqGwgNCmTrpR6LcnHU6lif6P0ZJMkAa3fdWqQjQWQY5CcBojVbdazAHrijbyFzw9cSmauY3vWWWzfex4fZl3LfEqG6hhvAfCzoe8y9jiRhu+KwF7cJ3mvFYu/Eb1P407KmL2OQV/8/o3L0ZVqn0l59q0/le17z+YD/sZkqqX8gPEGKSmRTiaAxPVMPhCSnLvDo37PEaHcPfb6+u7Ah9hw9DK+PXoBTHX858hl1hE4LJREK0Am9i8eQalxdM/yqHkAB/E4/cJko7jKSuX5T/MYE6kBHzk+P3oJY7jfro9SVeJOQE340PW3u4G9DiEs4umCnrSlK53oR3N6BJnYA7gutslX7YtCIjHgi2Viv6Y8aWpR6zARJPYJxoRDZzozmjpMoSpP8zhd6WikRh4AzDt+78dxBYDjqcl7/J03MnfTnidpRj/a0Itm9KMlfSz0EXsCNStYJ6h2bz1pa6Zd77lIwN1EagQgqF2gb3/vSifz9MXyrwBihwAw4wuROMY4pfYUrRhOPbYePRvWuzDj8z5LtMWzgJVgkxTsJROfkpNc7MMgzawT8FketdFv8v1NpAabDl0EzzoY4JhFObsYJ76+h48BgD4A8kjE/D1iLID8Qs/zz7Bg1DW2IR5N9SIP8hr3sJbrObinAFsPnMfnRy+zBc6zEveHtO/9BhrjkmfdFk//0IekuLirT3KdRm7Fs321oCej3zwLOJUqfHngUt7LXM++dSeTWezInp+PHdvOZX7ozxOQmxAAynhqpgqM0wxdmsWbYGxeVUsAJx629Fi3ODkcS8P6EGhKJnckjOKMwLJNphozKc8cyqSSvxoLN83AU8JITgu9fb/EAL7IgynQJ7lXADL27wkIq9D67fAY/R4zTBJOwK+YuvjvkGZFqx0D8PT/MSn62+rvKt+lXjdma8USSqqfl1Oa7E352fvTiXzOJTDZseXzP7A1czYLuNVKw8fbfOe7DACK9Ytl4fjrOHEeS8BxSbn/utYx98eMt86r17iHl7mPTUf/CGscH2euZBG3WJVNXCkj5lHnYW4PYOwLHBF8vJKDdZ7rXPde34ctMPIy9/E5l5D9cT6ylzimU9GuB2oF0LVIc8Q1deh5/hkmGjXj2WA90VhL1Vk9Ha51AoCDeIJh1OfIJwXI/tixgcsYzYO2ue4V2W260in1vVSXJ4NFJ964dw0TQbqHa7mAnaw9WjfE6mnzr8BgEijsYn2AUqD0kYwhTarJZFfqQHcGhGBgP5pbg8WCtUt/0/U0DwD+zzv6Oec+dc797Jzb4pwb55y7JNdjbnTOLXPO7XfOfe+ce/IXXqdneP4+59xS59zf/5ufd1wB4AJuZf+B/AwMY4Zi8NeM/rShl3kulPZNfH89AgjsYjsvf/J6oKgW+LjjT71N6gyUJOz9fu1C6KO9SQjaWWp3KQYw7qrqR3MG04hF3MLO7FPZveuMkNZtZn2AT4dJHgOi6R8Ch5J/+4dwyDNRrYK+H8QTNgj+ef7JGO5nx8/nwBw/X3Z91hUmw+hDCT2xfn7O58MGAEeERWF4JAVrUdEIOD/yzfuEYmZuQqggWZ9zBdv+fT6zKZta1BT68GxI0mkWz/iVFJzMWE0HQnJLvlpM3wiLtfx+qngR6PMFwT6hupwibM6cz9ZD5/ENF7Bn22l8t/UilmXfbL1xHjDcaQBQ7JLAzzQqGisotkz3T4xky4kRYPnlnrxqBuImBLCo22L2bVpI74px82CsYuj589JvzAx68FU+MIcVAtCqFJi65HlTfwEAjuG+FJjzz690jB8wBnq6LwaKkqjjrr/4bxHLwzGYjoMyU6nCB/wtFazR33RSCH+IeU3SwzUs8SsAqXoaPXYqlZlPST7kGtjs+JBrWUhxlnGz2QTGGftXK+UfFcP8uvkE/xHAYq3APCesXnx+vBK9fzWG8PUAHhMLhCpZ7reN0Ov8g0lUh7cd2ZPzsYHLmEsp8xHGdgr9HN0WB7WSwvbEG6jNXVwVo0kho6LE/4s8yLrD13LwpwLsO3CiydG6hij4oa+HBDYwGRXX2DatAnzP0Zg+YQP8DI/Z5leTlNb8UNBfy950LKUog3jclBUVP2tCkzbcPa2DNZkK0i+MitNcdgm6vWhtPjyv+nSz2rDEK97dOgL1GHnOO0V2JKlQ6vbrQHcjKORTf5J2PMujzKQ8g3iC7nSgJX3yPIB5x//no49zrpBz7gTn/1PfdM6ti+4/wzm31Tn3lHPuJOfc9c6575xzLaLHtHPOfeucu845d7Jzrq/zQPG0X/h5xxUAjqCe0eyK1OtEakmf1M6rKQOsGiYudtZJlxhzu5r51pd39rDdmsYCdYqMvokc3DFIxJ5R1MVGJuQ49BHLwn1p4RfX2V6G/XL3f0XzfFtY4MNP+XjCZGDJIkq+KfARA8CBQfp9lkd5jXt4lkcZw/0sP1KEH7JOI7PO8cGhvzOKupEf5xHz+yWzfh8JO/bE7zcs9Hup9NnPBK1rU0C0QMSLiczp8ynJ4swttviLmRhGfVtkJENJ/o07zmSGl7z1ejDW556pGktnYvs0v1cLtE9y+sVYoGElhViRVYSd+89g36H8HF13Au/xdwMNE4O0KFlSfjNN/tCHAMg0KhtAjAGMwEpuoJcweon8GoO2KVQztk1ASyxbwrAl9ykBvJASTA8j4ATs4mkbaYk2mSAyMzw+9/Ey99lj9Zr6eIfb7Hb9TIFVgdQ4CBL/zNysoMBhWgJOs55x7UvikazOq9SO/s4VU/8/CWtYw8BnDFBjZnERxfk3/wVjHUx1rKIgi7iF+ZTkHW5jEtXtfTXuFzYXmiDyegQE9V6N+ynFAOp9G0/yiOtmJA/rHBjLXbZJmkR1Pj/4X/y870Q+yr7W/g4xYx57bNXBqWCIzlWVtut8TKRgD/rUCDCch+1xOh8355wPkxxfZ1/AW1RLjYrzQbJ6kde4kSkT8ioPoIl1BirgJm+zLC/aDA+gCYdfPYnsXQ6WO17gEXuMB3bNAqhrbeEQefrEFPahpYFBVYFJLpas25WOUZdsN7vyx/1/An6qBxMbKI+gQiFt6EV3OhzT9deM/nShE/1pyis597I5cz7P8FiQgJf8putpHgD8n3/c5JzLcc6dHb5/2Dm33TmXP3pMc+fcl9H3m5xzTaPvCzjndjjn6vzC6x9XADiLcmzmfNrSw6aBiPXztHl3i9orbq9ovgCgWEEZdH3oIxneLblXPg3N9JVhWPf75vgOQRpIZAUZjcUCxiWkvWnNq9RmDqX58YczWM2NqbSbRsNpPqYM0f1pRlt6mg9wQBifJOP0IJ6gX/DRJJUvjzKM+symLLzsOLoyH3MpzSjqpGTeIUEG9oxg46i6wUs2/kLewNg/XfyV/B0VRlKJKRgRyp19ovEuFlCCzZwPox1zcsowllqpPkD1jsVzSuPUrwBg0v2XNs5LelNn2gRqhI6/u3gjyLsTqcG73Gisn1ih2ZRlLqX5gL+xKesifth+JvO5zapbJC2q0mVCKAwWwxePZ1Pfn2eu0oBCQQ19HUucr3BvSuaMwVnC9FVjaiTTxqBFcu9Mk2P9bTMpZ18LfKULmiuFepjyTKYqs8IcYoG4mZQ/5vwTAJxCVWZRjlmUtZ87MxQ36zXjcuj4Z+t31izjxI+YJJ4lf+v+BChXtQLuWOLV3yhOBfs5yuni6NgTKDZwugV5kseJYZxADRZRnM+5hP0HCnB0Vz72fn4yW7LP4fOcS4JXMSmMTuZKewCojr/cM4Xl+5NErNR67oLpeBMUS8I6D+KCaUn9tHP8wGm8xe3GkMeMXzwZROz6ixHzl3tko0reR0afJQXrGjCG+5lDGbYcPo+cjxwfcTUTqWHgbzCNrU9UcrD8ybKqPBuuV0r8qtBeMrEUDpXcD6YR46nJ1sPnsCnrIkZQzxSU2H8t1k+ycG6p2LOBbUOdV+cQBlERdBc09Vd1Lh7oiQLolgsY9giP7ppKCScdtX7teY7Gtj6JUGhLT5YfLkrOasd8StKTtnkAMO/41Ud75wGdjmedc3NzPaaE8yDxDOffCBnn3C25HjPfOff0L7z+cQWAA2li8q5i9m3oler6U+uT6l8U8Ghvom0S3ugRWD6d2J1Do1PHXMmubiEMIrCn53cJqbGu0WnfKQRJJEVoB9qLNjxHI3avOROe99MunucRBtLEdqNxv98gngi73aa26x2QKk59lL60tDmaftxSY5v8ocTmjgNnwZOOA+tOYjR17MIrY7ZM2vIDep/Nw4wI3X7Dw9e+9b+BsXwCeyPDCCl1hwnEvcldrKAwPOt4b+MNbOAy8y7FVRQCfPp6FHUYT03zEyaLXNoT9Tr/4DkaWx+gCp+TcW+1bNxb7rLnd7iNxdzCOq4ma1F+2OT4OucCm5IRV42kpcIaBjpyp3FVHSIAInZN8m/MzOVO/npQ5Xv/plDVJNppKRBYNXqNSsbSvU1lZgWwJ4A4m7LMoIIBLYUwYjA4M0wFUQG0AKGYuclUO+b8k98xZgBnUp6ZlGN2GDEnIKgy6WlUtEDK9PA7zQjPiQMh+h0Tr2JlYwOTcuyq9v+Tu0Imd9I3/tD/SywRvxX9/8W1Mvpec4P1Gm9TmR9/Poecbx0Htxdg+56z+ZgrmUVZCwNNppoBwThkpJm/Y4NHb1zwAibev7uNDdSoObGBY6mV6sZUZUws7+ocWkIxPj14DZm5jnezCjKPUrzKvcc8T8Eq1SodK/3WtVCIgJ/YQNVCxdcFzf6dxO3s/7EAmfWOzYf+YM8fyUPHbDI1+WMgTSywJl9gvwD+BoUUsKwvSS2WH5H5Ao+w9b0L2H7wbCZRnb5B0vV2mmQMnJ+8pGtxa5slLNbvSdqH6VAdzNajGpjO4ZrfPYwBVUuE6mDUJRt7yOUzl1IVrz0KkMQeQIUXe9GGoTTgo8PXMY2KeQAw7/hVR0XnPXyVottecs6Nz/W4a50HgH9y3i+Ycc5dk+sxE5xzo3/hZxxXAPg0j6eSv+0CE9iUAea1iE23cadSnNyNp4CIHdRjdb92ddo19ginsJLBunDEEm+XYDzuGaInkhr6hgLoqVRhB6fzKX8JrF/zyPvXzMa99Q0hEHX7Se7tSwueC54Z7YgTKfgxq4EZQgNmUJ5P+StHtjuY7JicU80uwvLiCPQJDPoRTmIGGwZ5uF6QfepZGjCWh1UUG/cATqMSWzmbnI2ORZnijM2pZZUUYiBi4OeH2/tEsdK8v1z7UjvlZRKTItnsTe5kBhXMbC9GZkLwg03gDvbvPYnNnE/WR44D+/JzYFc+FmZKWBggrhURqzQueAXHc0ckCVdPhTjiWpTcXXXx4+Keu5jRUxAikWUrGxBMbq9o4EsScQKyykfPSVK9YvNmUi6wgv758YceLxbJy7gVjzn/xlLLHiug6pnDSsyltAE7sXa5f4Zui2VpeRJj0BdLx/o3x92Iksv12LgLMfb8xRJvAharHQPuxQBOjFjd8dF7YUpgHpUO35J1Ltzu2Mx5HNlWgDmUNl+nf78k/ZM+dFQzbEqSqTRvhPFvfjRh7VRIRMyfiqBf5j6+zrqIt6lsEzz0uNgWoXOFSQ4mOT7iGiuylo9QaXqdd/GIOIE+pf3jDkDdps3f8FACrxJoPebtTGWy/p2f7YfOZiWFGBmuKXHBvOwnAoKDQ0XMIJ74xT7A/lELghQVP/qyKUNoSOZz30c4lSrWntCHluHa3MIsOfIFJrKwH+WpXr94U9+JrlbtJbZPdh9JxOmJUskseSlL+l62JLVR+EkhnS3sEY8c7UInDn15At9zbl4KOO/4/33UcM795Jyrmev234QBbNKkCa1ataJVq1bMmzfvN3vDto8qX+LAh2cBe1gRtPdYdE35LfRZw9r60NJObNW7CBR2DyPfZPjVbeqK6kwX847oYqKdZsfQOfikSQ1eHh7MP/lm38Uw16fldJGKAx6qgPHTPbz0K7+fWD7VJ0j+fYFHGMgTNmz9ORozirq8z3XQxkF/Py5PwE8XXU368Im9h0J3V/0w57e+eX0k9YymjqWFtatX7YsA4Mvcx1SqsCqnIJlFji2Hz+NtKhvLIHZwBA8FFiKZUSrJWJNCxJRMo5J9L69SXKEhX5+Aoyo54tm/SvAu5Wb2bT7F/12ecXyUdQ0zKR+YvTsM5AkIxhUiXgK+w26fEIDgxAAe1BsXJ1lzT9dIghox01XRQhyx9JsAvsomVconN4uyzKIcMykf+eYqGCuYfO3ZvbmUCaygB2Ni6/QxK4DDeZSy1/4lADiBOwLA8wziLMoyJ2L+ZlPWZGGBPN0n9k8MoQDgbMoa85j+vRMvoE8lVzPQF1fjCNBNMzCYHqkn4Pc+15ncGzO4Xuq9w4BePKUkCfrUsPfIRGowl9LwluPQNyfweeYSdmafyqZdfzLwp3nAvgg8mfQyKdgT4vDS2MAOvsK9jA+VMfIH6n0fB53i0Ig2QLG0q3NjClXJ+d6F933RVE+mWMHYG6jzWLfFtTAjUr2Adc0v7K0hD9pmcGiwinzKX6Cu48D+AiyhmI2MVBhEQNB/bpCrGuYJk4z70iKMh2tq/aeaj66pSr1owzQq8dO3p/PV4T8zmgfpR3Pr99MUEO/BbmmqjJ6rKSLdw8qgdggBuY4hASxiwIc8ulo3YKwceVavd8qGJHCnUIg8hWL9RDx4MqMPPWjHPEqxnitYvHbR//Y1dN68ebZWN2nSJA8A/g886jgP/ir+wn313LEewBbu/90D+IP7HXgAVZDpm/D60o4etLR65D6pSR8Ce50CKS9wp92YDMBK+uqElyFYLF9SH9PJkmCa4qHOKJmLfZ+UB4nxrMrBNGIdV8EHjomZ6jwdkm0KdHj/XytrxO8XKl28FPy4dWUpIaz+rAE0CbJJE0vVvcHdzM0pzd7DBcjamJ8J3MEQGhjT51nABoHZe4RnedRKnXWfKhwUABlK/dR0AEm4WiCG8bAxFbsOnA5NHZu4KPIu3XuM/JR7OP0vjX57nX8wgTss1ah5qirfjaVfLXwTozmsY4Pn77t9F/J+zt/gG0f21/k40vgE1m35m7F7kvs0Omyigbsaxhzqfsm7sQfQ9wf658aVKrnrXWI5MWa7xKbNoxTTqchCSjCbssynpDFyMyjP6/wjgL7yJqVOi1hBAakZlGc+JZkZGDo9Xs9NGMHyxtrF7N3M/wYATqSGgUwP9MoxhzLMpXSKZdTrzqGMfZ8EPcoHydoXVMfsoP89KoT7KxnbJ0ZSHsXcIDo9YSQZZSdJPb5NErKYwVmUO2aCSNzHqMeLBRYDPJUqvM915Gx05Gxw7PruDHZmncYSioUS8OS9JP+fps5M4I5UKfSb3BnKm5NAiH+/32MBkLR0Wzuwd3WjEEfCAr7OP5hKFdZyPWu4gcUUYylFrZDan2MPpAIicR2MSqHFyo+I+j+HRdeC2Es8PMjBw3iYl7mPn3aeRuYLx+Hd+XiV2owK8nFsOxkSvIAKcQwINVdiADUTuJ+FQJobC6hr5VO04lke9TO5xzh+3n46z/NIyuenTbpAX3Kt7mTX7FgS7k4HOkSMoGTfzmHmvBg8sYFaZ3SbV5SSkKLAo9YlgUYBTL8mJYTF8Oz67P72VNa+O/M3XU/zGMD/eUdT59xu59xt/839Zzhf79LbOXeKc+4G59xml04Bt3XOfeN89cupzlfLfOd+Byng1iHBKxK/Nb15goGp/r/Ye6GxO0rsdjWQ1yW1+4pTwt1pb+ZclX76MEgyM7IzXehFGzrTxfqjvBzc1sIhMTP4Ondz9N/52Lr3HIbkNAwXMG9u7k1ru6jp9t7hQjUgBEH8Drh5xAQ+EZmi/Y7ZD1tvwAoKkbPWkXnfsYBbw069odW5xOPhNN83kYUb2kX+BR6xFn8/E/jBwAT6AlkNkld4YzlFmE1ZNh78IysonKpvEVB8lfQoKvmQRgf2cBR1eZXajAwLmzxKWpziUmh9HddpiPUTAHybymzkYrJm5YM1vjbiPa4zcDYxJedWsyCHQJ8YQA8A77SuOYVCYt9YzPTFn/XYWPIVMydAEwOjhPUql/L6KcUrMCT2TQBRbOCsAOZmB2l2RgT69PzZlGUOpVPPnR3mGAvETaXyMeffW9weQF15+9kCmAKDyW1iCcuZPOwZvzJMC/++2IeYSNH+vne4jdmBuUz+/RVyFUlXTn2O09Wm+lJJAAAgAElEQVQC3Prb55bpYwYwBoiS4idR3cDcFJLC79zVNIsozhKKkfOjI/tHx8HvCrCRi5lJOXvfKHWusmgVRQsAyhsYy8bxLOE4CPJ6eJ7OnzgsFXtlBQhXUogtX/4Bnnd8lHONdQLGU3biTZgKooeGjWBSCF0vVwiknl0rhgVlYGj4eggNmZ6pCMt9yf3nXGKAcVioh1H11LM8akERbWr1+ZlQBq2NsKaCSDVRP+oAmjCHMny34wKyv8rHG9x9jBT8VBgJoNu8LzABhn1pTnc68CTt6RYAnzb+CoTIF96X5jxHI/P2JY0QXawczHfQ9kyFPxIp+CkbFydWsQV97fEf7LiBQxvzsXzt/N90Pc0DgP/zjoxz7ohzbm/42Bc+x4DweufccufcAecrYbr9wuv0cM5tc74rcKn7nfQASvZV27qqXyQLy2irsTuqfEk6nTraLqxrmCSijiYFRmIW0O8M25ovpEvYMXagewCAnW22r2cM29mFRf1/z/MIH2dfxbafzmfDgSuCn6WZVRr0pUXK4KzZvl4WbhYqEZpZMap2x4kU7Nm/ITRkKlU4uOtEGOTYsf8cRlPHql4Gh8SdduySgUfn2smr1kX+P1249Xk0dRhGfUaGEMhLPGCTMAQCxTKM5CFj82KGT/JVXEqrcmctTFrM9FilfDUXVUXOYuck+2qaxzxK+bm9s/JBEwcjHd/tvNAkvXFhIoS+jpO9caGxpGElO/33ycSJWE6UbzCWH/U6UyLmL+7sG0/NUNRcJRXCSAIbFQ3YzQqp5VkG1sqbFOyZu/Imz+p+FT97n55n5OZSOoDAMswNoG0OpZlPSeZRKsi6xzKAU6jKXEqHjzL2MwT65oTbZgVZd2YAlwspnmIM/f0VjSlUX6EHexWDLF32mBCLQLBk4rgvMZ4motunUJU3uDslBefuGIw/xxNY1N+ozkKVQatA+i1uZ3zw102mGh9vv4bMVMeen09m9xee/ZpDGZs8Mj6wfmOjfspY7k1m9/7DJF8x3GL5VAnjRyom1TCx/Jtskvy5Monq7Fh5Lox0bDtyrgVQkpqme3OBvzrh84MW6hoaRruN5CEb7yZAOIz6dk5rdriYw9UHb4IxDl50fLLzGl7iAZOCdT3StemZKMQmZUL1V1I/+lsNTFP6BICn23vTin3bTyLzrWNFphAv0DBVEK1GBll1lAzuRWu6hdSvnwTlpeMudA6e706p67+UIt8G0cXWHPXMiiDQbQJ9SXjRr0st6GssoTpntXZ1oDsTqZEHAPOO3/1xXAGgQh9KAbcJu6gmgQWMq17a0tMAou5TQKQtPc33p89t6GWUv07GTnQNPYBd7bG+G7BjilWM2+TjrqkXaMiiTHG+Ovonvthxme1Ge9DOal80rNybmpukdrcyPw+gqXn8+tHcCp9jo/Sb3Enm3w6mOXYePpWXeMD6tiS3eLYvGe82mMZW1ZD4epLOv+Gh7FmMnyRg3TaaOjYB4ysuZi3XM5ZalhgU4FPf30RqpIIdYgNjti82tkueElOosVhpI31t62Pzi72vNFnP5bDJwSjH9wf+YABtfGBlknLg6ubx0v2J7ytZ8L0fsaL5wuIggRgoFTarykT+r4SJq2D3z4pSsJJzJfvOpyRLKMZCSjCfkpF3r6xJqwJGMynPXEqnZFn5/hKwVppFFGcOZVhBIRZRnOUUYQWFWJ+5gk2ZC1lOETYdvZiPuZL/ZC7lk8yVx5x/6zJXsyxzM6u5kbWZ61lEcRZRnIWU4B1us89zKc08SjGTcvbvkbfQS9MJWygQKlZS7OZ8ShowTHoRk1oZzRWOwzJxL2HaJ5h8rdqc2AsoxjCeMhIHeWLpOD07+o7U+2YSNfiYq2CI4/vsc1nPFaygkFkGxExL9tXsYFXHaHOj8yD+Ok7Av8Y9TKWKAb6xQdqN2cB4GshsypK1Mz/8y7GI4qnzUB5CpX9jEKhksM79l7nP7CO+FaBh6uvRUUeoB4H38xHXwCRHZqVjQeZWnuXRKBGcBNDUAZg7BDKAJqaSPMujvMQDtimWh3oATehJW4bQkD3ZJ7KBy5hBBZ7hMWMJtdHuSkeeo7GBwK50pBdtjBSQBCxVR+tDj2AHEsCTlKvnxTajuHYs7quVOiWptxn9DEC24imbIiJWMW8SSN7xez+OKwCU/NuM/sbetbaMVwwAk+CHP0mTlK9ORH2IxheL1ylE+9vzpCXAFPfXWDfJAur660aHINvcazUE/WnKQkqQs81xcH9+llCUvrTgSdrbPF9VvGgnq0DHczSOJn40tZFvujhK/tVF8UUe5Pv953Pw5/zs++YkllHEZm+qZytJ3DWy8meNZxpMI+v8816fRNLR2Keh1De/nzxHU6jCO9zG99nn8Ra3s5wixibENS9iKOKpH5KOBfjigtxY2o2lLS2GMrOr70/MyGSqsYqC7PjpXPb+fBI5WxzZXzmrcVHIwy/sNUwG1m2x729KCgQk9S+e+UnCIGKNvuDPqQqSpOKlorFMacCSsFpK084NsmzMpClUobCEQJ6+n0MZY+7mUpoF3MoSirGMIqzjKjYcuZwv+SNf8ic+4a98nbmQ7B8cRzbmZ1vmLHYfPIWsr/NxcPcJHPpPfg7vzs/Ph0/k8JYCx5x/2T842OTI+tKR+cKxe+9p7DhyNnv2nUzWJ34011qu59usP7CKgiyhGCsonPr99DE7F5s5K/j/xHqKzZQnUWyivtZEknSYJmFXZ9kEFH+7/k8k9Wpqi/5/Yj+hvo/LqLUhiOthYrY42VzUZAWF2MCl7D5yKt9zDh9wrf3McdRkPHdYR2XsB9QotzjkFJdIj+NOOx9030jqBkaxVkrOjecBi2Fcl7mafx35C4sozgwqpM5Nbdo8c1/XAKGY/GGh/1O9gNoo6nqh+4ZGATJtJL/YfCk86ti65TzeoJYFQDSpSM0GSvw+w2PWgCCrjJg+FeN7yba9BUK0OR5NHX7eeipbD53Hm9zFSOqa11ob7risX5t1fy339h+FQeT984xgJwsASjGKmyO0tnQLKpNXk5IuwNb0tvWlc7AgKcCoUIjIjdaBNVy8duFvup7mAcC849ce/0dCIC2iEEhreodkVrfg8PCnelsj+3vaySqPhbwcovRl9NXJ35WOtKQPvYJRuCudrAuqDy1NMuhBW54MY+DkJ+kRyP7BNOLTnL+yZ98pjKcmfWhhF5o+udJoca2BTwArDNLcyk8HBnbQXyy9BKzy1He4jZ93nUzmfcdX/NG6uVSYmkz4aBgZsBtG45rqW/DjhTDrV+EPpYA98PMpwOE8zBzKsI6rmZapyP59BRhHTUsFvxwkK9XE6EPepVci2SmWh0dTh1epHeTgZBGUnymux4irXiZRnRlU4FP+yt59J0JTD06mBKZHMu8kqjPeFu8aKRA4zlidZLqHgN5kbudN7rJFX2xi7DWbHtg9JWvj2hN14U2POvgEBmOwM41Kxu7FEqpn+cqY3DuHMrzDbSyhGB8fvZp/Z13Ovt0nsoFL+Yo/8jmX8MPeM9maOQu+cmw5ci5McLDKkVnqyGxysMKR+Y8je72DBX4+NHMdma2OTwv4lPQxx4cO3nD+8xwHwxyZzxy7D50CCx05Gx2fZy7h6NZ8bPnpXA7sys+eIyeT+Y/jy6OX8CHX8j7XsYRiLOBWFnBrkLbLRVJ0mSBVl0/JzNOpYAzotMASxjLyLMqxkBLRqLukiiYuzpZMLFCuHsTYExj7BCXfx4GhOC2u98mU6D0l1nDLzgvIvOc9cBu5mHmUisrEaxh7rS5AHxRJQKCAXVIYXTvl23uV2iYNayMVWy0EFvX1eGqy58MzoJ9j86ELGcedVv8Sj4h7mfuM6VfydwQPWSuAGD7NDs49IeiFaIM5irpMpho5XzmY4shZ40IwraFtSDW9SCPi/Cb38TAK7nELuWlj3Tf4pZ8mmYuuTXFfmjOBGuw/UIC1XG/j3vrS3ACg6rnE/qm2+SlaWTVM9yDMJuuDasQ6G1Pnx4Z2tBqYODiooIgk3Tb0tERxG3rRlAFoznBTBgQCo5s1XLSlJ/PXLv9N19M8AJh3/NrjuDOAzelLM/rTnL50oqsBwvZRArgtPelMZ1rSJ1h/+9h9koLlD1Sdi0h/UfpxJYxO+G7BJKwLhuSCHrS3MucetOcZHmN19k1k5joOby/AoNDVp2Z67VrjNFvfwPh5yaJFFABpYsZoJePEBj5HY8ZSiwN7C8A6Bx875mVKWaBjMI14lXvMeO29gkkf17AA8IZYr189SwEPppFd8IeHuZ8KfrxKbTZzHkc3FmAhJZh2OF31MoWqNk4q8fulR1HFi9Pr3G1soGRemdn1EfejaaybFs1JVGddztXk/Mdx+Lv88IFj5Y6bQw1H1QAAa6YYPcm6uZnAOOU7JZcUODl0xU1OSYtVLRCgImmxczMoH8BhxajDrpKVIMcdeTOClKsAxDxKmXyqj4WUYB1Xs5br+YQr2XP4RDLfOTblXMiPh0/n58MnsuPomeR876C3H2HGYAd9HbT2Xiy+dPCZg5cc1HPs2Xsy3x06nz37T+TH/WewKftiNh25mB+3n3vM+ff5gUvY+9MJfJX1J1ju2L7nbGjhYKDzALOvg2UO+jlo58j5wsG7jr1HTiDnW8cWzmErZ/Ndznls5Sw+4Ure5zre5zre4TbmU5IF3JoKo6iiRmXTqrARiyV/YwwIk7BMBQN+ko5VmROnhJXa1f+VgiOaFpJ7/Fw8Yzh+Tyk5rA3FFKoxj5LsPnAaR78pwO7DJzOX0kylSiiHrhWCIbVSASaFP/Qe1/fJZ/n/PBv+ZtSbGXdm6hwTc66f8d6+v/Me1/EuN5kfUIz9mNAz6Nm8BmbhkAw83BoCfBBE/sAhNLSOQm0eFTAbQT2+zPqz3zisdXx94ELzJ8d+ZpXU96O5WVwG8oRdJ/uHgJw6AfsHdlAysa6hI6jHSgqxnMKM5CH6huvtk6HdQcBvMlVTkz/U3CASQNd5lTyrR9CXQyfrQjz1QzJx7D2P1SeVRDenn90nSbgtPWnCQPO55wHAvOP3fhx3D2Az+tOKp2wUXHueDACwR5S26m1pLPX+tY8i+TqhJf/KhCtmr1NgB5Xo1Qmv+1UfoCoB7fx6hIvIq9Tmp59O4+gP+RjDfYHx8zJvPKDcT/9oYQk1VR6o529Q6P4bFL4WS6i+v1e4l/f4u2dvRjpe5j5eCG37Stpply2vzfBw8R4ZLvAKeIyiTugErGcdf+oFG0JD8wR5sFOF7Bn5yCx0LKSEsQTqBxwTJnpoYRHoi9O/sYFdkrCM6Er6Cvj5j3+kpiaMpRYrKMwMKvDzjyez88AZfJ9znvXlqZNN3qzcI9xicBh3/MXFwHGnXzxqTNMfkv6+uNKkst2WTPmoan49+QOTjrwE5Hjfm5d151GKd7iNRRTn68MX8QF/46dDp5C108HrDt53ZJY7cpY5jmzJBy87mBgA2EsOajiO/OD45vBFrM9cwedHL2UpRVlCMd7hNhZwK4sozmJuYRElWMCtLKQEiyjBYvzc5tzHHEqzOMzD1XPXcAOLKM4ybmYNN7Ah5zK27LqArd//gW0fnQfzHWxzHL7esbu2Zw73lXPwnGNnzqls4iLWcTUbuIwvsi9hHVezipuYT8ngY0w+FDTJ3TMor6CS0HpMPKJuZiibVpdiegJJJfv/1lxmycax1K/3RfI+qmHJcc2GTibGJO+11Vk3wT8dfOP49uiFLKEY06kQwkV3hnnVtRgbgOAb3G0BE7GAAnAKkvjNUDr5G4dHdN7o3IotFK9Sm29f/CO7V54ZZOgavEGtFPs3MpQ+j6aOfT8y9AFqjvDwMANc574AomaLJ8lgv4FczC1k5jj27zqJJRSzNgKpGZKAtbmVJ7C/MX8eyA2jPs/ROBWg895p/zGYRozjTo58lY8v+DMjqEffoMB0p0Pw/7VLyb+9g3qjcn9t7mX7UfDDe8KTEXECfW0Dw9c+PLNrEHulOsVz6uPJIC3CmABJvy3pY/flAcC84/d+HFcAKC+FT/72pmnwAno/RRK1b05futLJJGA9pnM0w1G+PkmwnehGj8AGiinUjk+G4S6B8vfAsGPgFNvZ47rSib604F9Hr+Cro39kFQXpG6aEyIfSkW70oB2DeMIMytq9auSRSk4lb6gEOun8e5wRPMQ73EbmAwfzHbu3nW6+mheCDKPwh0IecdhjWChufZ5HzCwucKj7R0RzPyUTTaSGZ5iWeW+ddv3y/fkFI1kk4hSwvo6TvVqsxgRmUY+R1CuQqPDH+FChMYMKfMxVZKY5Dv+Uj/VcwTxKGvsimU4Ssbx98mHFrF6c5I1n++aeL6vASywnah5s0vGXpG6nm5+tnMmUknDj6RuzzddXxgIgn+RcxbeZ88n+wZH5xpHT00uuvOn4t3PQy8HDjsN/dhzZXoBD60/iM/7CEoqxiBIWIhGwE7u2KIA8BTYWUdy8g7pdHYK5j1mBnfSg0Yc/llAshExK8A4lWUYRFnMLC8NrKWyye//pHNx9AvsP5If2QXLu4+BxBy84+MSxd8+JHN3u+OHI6fyQOZ0PM9eynMIs4FYLwwg8zwlsoGRjMav628deSwVjYtAnxlZMbCIdV0oxu8ms4eQ9Mdk8gYldIGYDxRCODXOoJ1CDWZRjd/bJHP4+P9uzzmLvvhN5m0rWEyh2ThUxKpR+Pdr4iPH23yegUElesX8Ji17brBW5x7+NpyZfbfwzrHTs3nOadREm4Y+kY1Ddf/HUjxd50FoD4l7AYZGtRKEyhT5GUZdvuAA+cezbejKvcY91lA6nntVZyeccS7y+AeFRBvEEL/CIBeaSMXFNA0PorTVP8zhf8UdytjrWZN3AszS2ChgV9Cu015cWdo2Pr/nyACaBwY6hFqyzAT3fGtHNWiREQqiWrENoqehAdxtcEAdD5ANUp60k4050Zd7aFb/pepoHAPOOX3scdwm4dWD31P2nk6VjdKLFcm4yKaRnipLvFmpguoQWd6W7NLlRAE+7QNUE6LRVKbQuIk/Rih60YwJ3sO3ns8manY9neNR8fgp6qPi5P81sF9uLNlYJo92uZmSK8RsQAh/P8BiDacSsTDmY4ciMccymrPn+fLFzA5NUxAQOppFJv/LnDDfZN5kIokZ/mb8F/kbwEG9yFwspwQoKM4nbGUstGwWnxUHykCTduA/wpQjkvciDKYlqJA+l+szEdKj4WZ8ncAdzKe3ThV96/9pKCrGQ4tahJkZDYPDNkPpNGBot5NVSac448RnLvLnLhgUC/WNU5FzBvGVvh7m7ni0sZ/4+Tc9Iqkwq2gSOxRRj25Fz+TLnT3zFxWTtcPyYcxqscT7dPS748sY6fv7wFNbv+UuQ8W5kOUVYRHEWcGsAdQnA023x1wsDWFsYAcWFlAjJ3fIs5hZmU+aY8y9O+woELqJ4ilEUwyhmUUzhcgqzgkKsoDDL8Eni9Uf+wpeHLyFrvfeHMd0zg5mejkO7TyB7i+ObQxdx9Lv8bOQiPuRaFnGLpYklm6taJv4ba9qI/IQzDGh7IJ6bCUzS3MlYuTjhnTDBVVP9kUlZuJeHx4eZ00lSPJ0mX/fzNfCCY8u2P7CCwkylioE+FZzHyeCYyRMg1IcSwElxdDIdJ54RPIYHLEiSbLDuZe7h0tDHceSbfIwLU0i0MRsTQlpi/JQUFvgTwzc8dAGOMAbw4RAiq282E78R9ROGXqE2bHAc3Z6f5RThVWpbMvjpAP6SueTJGEwxgE+HPkDZZpJxmM1SG+0+tGQoDVjH1WzNOZsx3B8YwPZmv1FRtFg/qUBJ0X87+6y2BwG8tvRMzf+NJV9Zk9Q5GwM9BUQU+BA50SGsSwKBeQAw7/i/4TiuALATXazfrxVPWRpYoK91NPqtDb2sbT1JA3cLLe/J3EUxgQKLKgGVxy/eGXrZNpEJlACWt+9pHmf7vnPI/iwfP39zOgN5wkbBxZM/NJJITJ8KoLWrHRgMzb4KoWmq+28wjRhBPTZ9/SeY7Di8uQBjqWXzeQX6JKuoYkEysCpZnuefIfTRMLzmQxYGSca/1bWL+iSq8/6BG6Cb4/0j11uKdyj1A4CrawtGMs3jAQN/sYFdEm88z1dF0Rrppt4/AUQlGedTkg8z1/Ipf2VL9jn8tOEMVuwraouopF6BxV9i/nS72B35+vQRy77qjosLn5PkqU+iKk0az+pVp900KjM3BDsETuaGzr2FlGAVN7H14DnsPVKAn34+lZwdwbvXK0i64x37vj6JT/krKyhk7NqiAMYWcwuLucWCFZ4BLM6iAOgSKdmDtkTqLW6PX0gJllLUAN4SijKbssecfwspwTJuttcXoFzArXZ7zCTGIFAAUR/6PRdwK3MpzRKK8SHXsmfzadAt+AjnORgUGMK3Hfv2nsiXOX9iJYUsQDI3sKYCg0loJJlokjCwyX0atef9gZWNEfTj4m63PsIkCOJrfiQNixGOewRlGZgQJsLInxrPl57AHWx753z41P8fb+QiZlOW8dS0jYvCIK9H/kCBPN0ep4X1vZhEnVs6v8T8SS4W0/cq97KG6/n6yB/ZxEXMolwIltQNI+DqWbpXFo6E7X/QrhUvBHZPs8JVCzMkCpu9wCMWNDvw84lwjyMzx6sIah2IPYGaaz4wAD2BQJVByxOoOVAKySXTlfy1dRx3ktngWJEpzGAamQz8pMGytkEC9t7rnrTlWR6lRwiCdIl0IylAioUo1duGXraGCPCpJKxzoBi0Lslv3irMARYo1HPk/2tNb+auXfmbrqd5ADDv+LXHcZaA/cnTjP4Wn2/KAFrSx8bpxF2ALehLFzrZyacdl08Ad7a6mCQN3Nnofkm1An9J719HA4ECiF3pSB9asphiZDY5dh04nf40tR2mLkpi99RhpbmWXsqIe62SC9wzwe+nepgXeIRV3ASjHMxwfP/jRak5v7kZP4G/OPghaVcX6li+UQhEHh8FPz7Zdy086/js8F94NVPbAh9DaJCSf7VgiBWUDDwyTPmIx73FPj8xFGOjBU9+KC1233MOX3MBmS2OrC2OxRQzr984alqoYyI1UiXRMeOXO/ChBTqeHJEGe8nUh2mB2ZN0KNlQHwIVSvl6aTKZ2jGfkiylKKu5kd1bTufQz/nZe+QEMtscme8C2Fnl4BUHyx2rMzeyLHNzSqoVYBO4WswtKVZObJ+AV+zrE1AU+HqH21hO4dRrCgzO+QUGcBk3s5RiqdeJXy9mAJdS1ACnfhd9iD0UgJQEPY9SLKI4SynK1zkX8tOBk73f8VVvc+ALR2ajI7PesZ0z+Y5z+Zir7Plzg3dSk0fURZjMGVbiuJQlrhUKkawvWT6ugJGvU5NA4pnEk6nG+LCx0AZC78eJkcVAdgIxh4syxfnx2zPJDHF8zYV8yl8tURwn3NUXqNojBaDUExgHpHR7Mj7ugRTrl1gy/MZMkvGmzZfAWp9WnsAddr4m/X5JF6CuDcMiL/HI0BKgTeUo6vJ81DqgMMhIHuI5GvMa97Ag51Z407Ht0DlMphqDaUQ/mpkaEU84Ghi6Tp8O4zF1DfXhj2RiUjzl4ylah9aERqzMFOLwZycwkRpmyYnTwImq0yHFCiZg0UcMxfTFa4bWiraBZFDgUEpT7DOPK1+UFO4WGidaBWqgE114gkF0pFseAMw7fvfHcQ+BSAJWl5J2UNpdickT86cpIR2DUVcnsWf/knmOSnz1oH1IAnt5t1PUDi9WUBUwvg/QjxkaRV0O/nAi06jEGO4PF5jWdkHqFipkBvIEPWlLf5qG57a0C5FkDk0KUQ2COrGe5nEmcAcHtxbg8O58zKasgb7nwgD1ZLRSIxu8rhm/mumbDoEkvV3aoasGZjR1GE9NllKUidTgu70X8AZ3Wy2E6mHEFqoWQrJw3AX4Sop5SEpq0wPva5v8K0/im9zJ21RmMbewIXMZB/afwOHv8vM2lc3nNz7MC54QAb8YGIrxi7vcplKFsdSyRXlKJAHmrgSJ++FU0aJOPoE+AQeNRlOXn6818cDmPf7OtuyzYKPjwJ4TYaEje4cje6P3w31z4GI+4UqWcXMugFcyAKuSBtQSJrC4MW4CXR5E3WxewKUUZRk3sySANwE1gb+lFGUlhVga+gNXUOgXGcCVFDSPnwIlSyhqr+df6+YUw7eYW1hFQfu5Ao8Ce/MDgyifn+RoeRGXUIwN+/7CxkOXcHBrAe8bfMsXCx/ZlJ+ffjqdTZmL+BeX8x7XsZASqR5F+QQ1ri5OFatqZ3rUP6gwT9In6AFkzAQKGMYjAN8Kt2mUYDI7Op1AV9jIF5aX48dtZ3Joe34OfXUC8ygZOivvCGDvLpsf7BlxnxzOHQ5ZmF2Ct6kcdf+l+zP1fdzHGVczzaAC8/aXhm6OeZRKMfmqexnBQ+HcT7oAR4SJH/F0EI2QSwrmG6Q6RXXbRGqw4dDl7Dl8EhtzLg6b0PpmY3k6JIKTAvxmVgWjKUrpTXVzs9r0oF3w+nlv9eIDxaG/Y/2+q3gmzGGXstM9hPziLkAlg9PzgjsZOdApF7MnwkFp4Hb04Clahc7AZD2SJOwf1y2sVU8Gy1LiG/TycTfm5AHAvON3fhxXAOgne3S1pJQAoah0dQO2COKqdmMdzNnXwyRgef80vzEugH4yFIJ2seLnzmhOsORfef960pZBPM5X2X9iz76TWEpRC3L0og1d6Bx2pC3Ne6KPgWHnqjoDlTtL/hgUCqC9F7AJr1Kbz3MugYcduw+ewgjqGcAT8FP3nwd2DYwFTPx5D4d+v3oGBN+mspm7496/UdRhMlXZzpl8cfQSxlLLLtSaCqLaCAFLLUICgVp4/Jzfe3ktgDsBvpeCPykeY6U5qG9yJ5Op5pPOCx2sc2RvdkyjIm9QyxbWccF3FRc5jzPfX8K6qP9PEt54ahqzk1vSm2aMUGXrlJtOBaYGlkiFzBpZpu652WHcmpim5RRhJYX4nnPIfOVgVpB2n/Cg7/Ndl7GCwh2lUmgAACAASURBVMbWCQjFgQ0xfAJ7sc8vBnUCgTHL9j7XGavmGbyiJtfKj7eUoqygEMsoEoBhkV8EgKu50YDfCgrbay2nCMu42V5DjxHYe5eb7HcVSIyl6rmUPgb4SY5O2Ez/7/+Uv7L3p9M4urQA6y9xftTYFD8B5+hXBfg861IWc4vV6MgjKH+gl4pLmW8wd31MPLtYyWGNmZM3MH6/xDOgp1DNOgH1ntM4Qc861zQ/YHz/zrlnw7OO/xy9lC+z/swMKqQ2MCo+FysuFjAOUfnU8F02Kzj20ia+vsRK8SIPpuqYxlGT2ZRlBYUZFwIhAoli+38pCCImUHPCxRomU4Xq28ZUTKDvCmzIAm7l6JT85Kx1jKcmQ2lgErDkYKWBfTWMr8GS50/XTj9CMwmM6NorNWUwjfhp7Zkc/SwfMyjPQJrQizY2Dk7Fz/EYOPUDyvvdOawXXUP1S9dAIHSjA23paQxhPM1DkrCICU386BAYxBbROtY8tFrEBMactat+0/U0DwDmHb/2+D8AANPjdJQK1k6sC51oGXwUSgkrpi9QFxt2VQ0jWl8FoF1JCkDV+eS9fm3oQqdIOmjPSOpy4PuTyVmcz8qctQuNG+jVY6UdrWb99qWFjS2KKxD6BxZQk0BmUp7Maw7KOj7hShugLmlYIDBh/RoaG6iLsiSbocGUrakguqjrgj6ausykHGu4gTXcwOKjxS0VqIJnLSLx6LbRYWSUUsAx2ItTwG9EcpUWpVjO8n6nO33ZMVeyZff5sNwzFH6aQs0w+zcN/iT7qmw3ntObFEInNR2a6SrDvxZy+feSaR3eD6bRZGL8plPBRrElFS4lWUFh/sOl5GzytSyHfzoBJju4y5G11fH5kUt5N6tgAHylDPQJBMVfK2krKVjyqe5bQSFj4pYGQCeAJeZP00He5SYDa+9yk4UzllOYlRQMbGBB3uG2Y84/JXqXUIxVFGQ5hQ3wraRQYBG9xO2B5c2sCq+5lJsDiL0lBQ4FaPXvmU1ZloTfP/47CADq3/UuN/L1Dxf6TsMnfDgmM8/BZEdmseOH7NNZQjHrUJwTTVmJJ67IPyjmdjoVQ41MOd4Ofk7VxEgKjmc8x4nweIRgDA6TeqHkfadOQX2d2ejYc/QkPs5cxYdca+lyhZhkh4jTwfLIKiXswZ7Guz2QqouJGfckEVw7lR4ew/0spwjfcy4TqJGqbpKEqwkfI8MEEFXF+NLnOtYgIH+xfIFiBNUdqGDI8sNFyFnv2Jx9Pi/xgPmX4zCIPNBP85j5/+QFjLsAtaHuFWThp2gVgGBzhvMwfOr4lL/yBnfbdVnz2yX/9gxtDj3C7X4t6GjTQDoZF9jFWL+4OkxeQbGDWmfa0MtYwC50phn96ExnU7Sa0Z8W9LU1qRVPMXvtu7/pepoHAPOOX3scVwDYgW60pE+Y/uHnAutk6UIn2ob29WSoti91FsunXZyo986B40v6nboa45dIvu2iU76zXRR609pqX1ZkCrP96Fmh9qWFjRiSHBH7TfrRjKeC10+AbwBNeSpIwIMiudcHQHw/1mSq8u3RC8isdXx59M8M52EG04iRPGTAT4WsKmLVvF8NXx8apfNGhF4v7dRHBEZQvr+XuY+t2WezebPvoBPbJ0koDQIfsMVEi4ZCH1pgRgfPUTL7N+k1EzBU8vc17mEcd/J+znXwuSPrP44v+ZONYZPHTwvk+Aj0xVM8lLzUAqzHCOTptklUN/lPzJ+kX1W3eCaokgGEGWGSh1Kl06gUQNbNrOMqcr5z7Nt2Ejnvh0kbLzj2bTmJtfzdQI28a+9EMugCbs0l8Zaw2+O0raRY/UzJsSspyEoKsiLUp4idk7zrAVsx1nADqygYwGBhA4KSn+dT8pjzbw032GuvpBCLuCXFInoQWNBAmn/NwtFjbjaQuTRiAhdwq3kL427ChRHbmZsZXRok7KUU89L6z+fAfEemjyNnpuPQnvxsOXQe3x6+iFUB0IoRlAw8N1TJzKMUs8J4PcnGCozMjMb2yQIwjUr2voq9gpKIFR7Se3ECcdK8hvkGpwR28E3uMkB+YGcB9v50Esu42VLEYuT8pscz4+ND0EmpX4WmNDFEnYDxTO0lFLP7knqlB+3+F3mQqVRh27vn8fNnJzObsnYex/2gSfef7w8dSgNGhykiHuzVT9XHDKWB+f9U+6LQ2ijqkLXJkZnl2JB1mY2mfJrHg6LhPYAChYNyJYDF8PUPm+mBNKEHbY0JfIpWdKcDz/AYyw4XgxHOVBoPAtukar18a4N/Xs/g7JNapNGgceDDT4/qYEMDNAJOrnKBwHgylUKM8gK2DwnhDqHeTLLxrLWrf9P1NA8A5h2/9jjuHsC4BFpgUIBP8fvm9DOfnzx+koCT2Y4eKErKVe+fv7+tpYG708HG/mg32JaeViL6MvfBakfOF/kYRR0Deqp3UdpXSV91V2mmpeTkvrTgbSqnpn4M4nEG05gRPMTXey9m155TWc0NttNWsEMX07j02QPBBpbKS8BhUs6aDHRPOv/k05tEdb7OuZAjL53IrsOnGZjT4+KyZ8lEcfpXX7+UCxzGI90kUcUFtWODtLvvUAF2Z53C7uyT+YqLmUy1cN+dx9RwqIRXKWDPmtxlAE8JYAU64m6/OPAhNkdMkJKhmtyhtK+kX3nNZlOWBdzKOq4m+1vH4b2OzDQ/eSNnmuNDrkmxWe9wG1OoarKuxrol/r2iLAxM39IoYOFBUzGTYN/htgDeihjAE/vnAVrx4Nu72SpYllKU5YEJXEHhUCNT2Ji6d7mJVRRkMtWOOf9WcwMrAsh7l5tYSlFjAiV1Syb2991k4FJSsUChl6ALGYhNGMHixgzGMrEPlhQzEKi/Q+6qmTXcQGZlKMv+xKeH+cLxPteZd3F2YAHnUiqkssuY9PsOtwUwmPgGZwfAr+khmiQyKfIA6v0TM4QKf8gb6MFgUiKtjYlCSZOpxnxKkrnR8e+9l7OEomZVUE+fnxl8Z9hAJVNCNCEnDlTFXsA3uYsXedAeKz/gaOocM7v7wLen8CHX8i3nM46akaf3QUaGPlA9L54Y4kuk66Y6REdThyHh2qN+wME0NiZxGA+zfFcxjux0/HD0dOZSmqcD+ycJeBBP0ImuYRa6wiAtbQKIVJSBPEE3OtCfZvSgnbGBvUMg5AUeYUvmHNZxNa9matvmXNVcWgO6hVBfNwN8avrraIpRdzqYXWg0dcJ6kZZ71T6h58fhkGahwbAVT5mFSeFEjTeduSYPAOYdv+/juALAtvSkKQNsB6UPScO+yLlLMOL6Mmf5ADXLUSeovBzdAkMoWViGX8m+OpFlGG7Mc2GOZCeepTFLKUrmM8dUqqTAXpxIi2f+ypeimb6DeIJegQnsSwue559W/Pw0j/MKtfmEK2G8g4aOFTmFLfThH/tYxADWt1oXfUh6UQXMkCDLaNyT2vxHhF39KOoGFutqPuIam9/rayEeSpU9yyz+YsQixDNIRwY5+FXuDQzi/ZY+FGvxEg8wlSr2/QJKsG/XyXyXcx47fjwH3nNs+eEPxnooJflGMMnHpc9JAW8tJgZwqDmv8ciuiZE0rAkQ6vIT8Eu6+ioZIJxGpcASeQZJAPB9/sbO/aezb+NJHP0sP3zlK0w+ybryGLlWHzOokErPKuHrAVrhCPiVsMDG0nD/4sC8rQoS7vLA7Hkpt4gxefp6KTcbyFtJQVZzEyspxCpuYjU3GkvnQeDNrOV65lLqmPPvQ65lJYVYww0BQBYyNtBLvzcEltD/zBVBVhY4TH73QgEMFgnArUjwExYxVjAOkSyNgJ6CMXHKOHfaeBlF2HDgcvjIwQMOljp+XnkKX/In1nO59Ry+EzGCYv/EACY+zjJWJzMreAjj2cJp32glk3Vj5nli9H0M+sQ+T4g2M29xO59krmT/zyfBW44lFGNyqJR5M/QEqiNQ0q6Kn8eG0Ih8tK8Fe4XAYnzexTODNfUj7ub8+MjVZG3Lx3xKmqXjxQAAFRjzYC+ZF66Nqe8HrGe+Y21IVUul65fsKkNoyMdcBTMde3ecwos8wAs2KzjxAg4ISd9BYUJI3zAVXnPT1aWqdoX+NLWWhv7htlHUZQ038M2ui3iWR40hFBgUAFShdFwD1pO2QfJtZ5YhrR+d6UI3OtKdDpb09WpT11BR1tsk35b0sSkhGm7Qia62rqlWZuaqtb/pepoHAPOOX3scVwDYOvgomtOX1mHHpEHaAmqteMpkXgU7OtA9dAJ2s+6/dgEUKuWrSR+e3u8aBsi1C4mwTkEE6ESPAOi604FR1GXX92eRs8gxgnpmHO4XdqCSIWJGsDvtg4HZX5B609pGvym68ky4MD3DY8ymDNt+OofMR44fDp7J8BD8kFdGcolM09pp6+KqZN1wM2U/nJKJ5QGUxDOJ6uzZdwq08vNkPeCrG/yB9RlFHUv7igGQIVxVL/oYw/2MCIuLUoxiBLVIvR7qLpRo/DTrSo7+y8G9jlWZgkyjEhOoYcxgUvGShD00NkuhkYkptqWGzfcVM5NUf1SKfH9VbbSbAgCSf+UBnB18YnMpzUoKsXPf6Xye/WcO/asAdPJTLbJW5+fbnPPNv5eEO26zEWqSNOOJHUr3iqUTc7Y0sH1i+TQZw/vwbrLH6zkKYiSMWxFWB6DnP24y8LaaG1kVGD/PBt4UvICFfrEG5kOuZVVg/+TzE4iU1PxueH0xjKu5kZUBKIotXElBvjt8nnkI/b/h5lRIZXlgCRVWWRykYjF9Segl8TrKI6kgywoKs+n7izmyogDZ7ztyXnQc3Zaf9TlXsIHLeJebrDZmXgiGxMBewHCmbQDSIFDF3/oQ+FNR+ATuYHoIdAj4abMyierMoly4rYYl2MUWvsNt/PTD6Rz5zLHyQGF7n48PkvHrwQ8oUKdwSJwOjsfFJfOA7zaQJx+gEvvxtJ5XuJfdP5wOm739wnuE6/AKtc0HrOeNpo75h/2m8MGgODSwxPBzNGIY9Xk+MHvxtekFHmEcd7Lj+7PZsfMsllAsAoCNLAynGei9acVAmlj4Iw7WjaJuSv4Vu/dkUGyeozF7tpzGJ99fzQjq0TMwhLLtqPrLh0M6hCaIrqb+qBtQXsCudEyFDH2St4fZjmJ1StUvSgsrMdyBbvSizTFDC2YuyQOAecfv+zjuEnB7nqQ5felCZ9rQi5Zh+oeCITq5RLd7yr27hUa0m4slYp3gqnnxtQCt6RE8IU+GhFe3YAbuRRsG8TgbuBQ6Og7MOYWewXfSj2Zo2Hi34BWMQaAYPnVZqcBUgQ95/8TwLacwXOc49GF+3qBWit0TCHyOxrbTjvv/xPrFFQsv8AgjqRuSwg0Cq+d9PVOoyjxKsWvnWcw+4qclSP7RxV4VMGOMFUzCHr66JUkCC/jFw+hf4x4Dilq8xnMHr/EPplOBXUdPhcWOHw+eHsDencH8nkxLeIO7mRrSmLknMkyhqgU90sAvqe6ITfqx7Dsj1IEo4KEAiMa3zaAC80I1yTdZF3B4az5Y4mC4gzsdm3ddyIpMoVQ1S1KuXCwqQ04695SKTYO+NAjKXd0i4CQwtSoAOu/PS8IdklkF+tYECTcGaasDAJS/7/8JAL7Pdazl+sAi3si73MRKCvIvLjdmUSBTYRIBRknLep6CJ2u4wRi/FYElTHyCceI4kbhXhPoaeRxVZ7MkSORLKcrcMLd4cZDUD7+fH77wI+gOfXECB/c7/s1lLA3AUR8qzk7k/WSSyJwgFc+gvLHEYv60sYhZwCnRey5JpHt/qkIkyVjCGik28S2qseJoYTLfOA7s81MzplEpGgnnp+NMpIYVP8fdmQKEb5IeKSf/nzZoSvjqfI0DW+O4k905JzOHMoznDl6ldmD17zUAOIb7LECmmeHaZCoxLPtJbD0RuEvKousxj1Kerd1/Ei9zH8/RmOdobP4+leJr06vxcJqo1D90qSqINyCkffvSku6RNLx1zQXkbHKMo6Y1NvigXhs60TV4/9rZRl82odgW1IHuNv5TAQ8pSclIuG6pipg29Aq1M11oFmxKSX2MX7c0kaQ9T/7m62keAMw7fu1x3EfByfun2YptQrlzO3pGnX/i7eL4Rhcrg5aRV4BRp5/YQrGBkoiVDPYVMB4UjqIumWWOrw7/mSE0tF6q3rShd5B7vSzRMuUz8XUGvtZgUKrfys+0lNQxmEa8zj/IrHbs+P4cNu69hDe4OzXuLZnw0TDM9f2nAcDnaBx6ueob6HuRB0PI42GTZzQB5EUeZHZOWb7eczH/4nLzD0km9jJwHauQGUfNUCybSL+jAhMgH6F8g6OpYwvPa6GWQotRHN7Y9+nJHPj8JPZ8e6qlc5V6HBs60MaFXjQvB9cMcm+NVKef6jaUvHyL223qg8a9qeJFo90UBFFxsFif6aHiZToVmE9JNnAZR7bmg5EORjoyXzu2HD031K0kgE+y5BKKMZPyFuSQ303gZmlUrqyvJeEqcCHvn7x7yyJmb3lg7gS2llEkMHsFzau3OoC/1dxoEu3KkOZdbQxe4SAHF2IVBZlFuWPOv/e5zlLhei0Bu3cjkPke17OcItHP8r/bWq5nLdezhhvs86pw3+IoUCImM/5ef6Pl0dcCffp7Lo0AoNjABDwXZS3Xc/DfJ3jQPsZxdEV+tuWcxYas/2I1N1p1jNhAhUFmU5bpVGAlhWyzoEkvnk2ulKoPksVAHsBxgZn2PtSqTAh+P71Hx4dUuzoDBQwnUYON313C0c/y8zFXRcGQ6rzOP2zijVL1/4u9846Oqur7/abZXx8fRbqCdAQEpQmiVBWUIiIKiiBFem8BQgm919BEwNC79F5CDWUIvUjoRUAhSAstyXzuH3v/9tkTeO+9a7ngvj53tuusmcwkAUPOOd/9bb8pfGML0SOcKhhhA+W8E+lXnrvdgNrHp8/5CGowj89IuKa4+FdqZlCNieYaIJ8vxe9jzTVCXhPQJ+qDvvbUMaMn6xk2sKG9Do3lByZRi4MJ2Xl4RXEh/lWrZgyliU3+DqexrYCRepjBNKOPHbHpzQPuZ0ChvhZ73YG9ac+OhwW5uvplRvJjQEhPQn7C+EkiWPcD6nYIqX7pSqglB8QT2N0BipIAlokgAu5EmRLZ1y2MbmNmm3SjyxO/nwYBYHD93fVUAWCZM6vMCdLPmmq7Emo9gJLUkqHbMhtYovUyGi6MjuZru5oTNoSllLMdfwIIZWB4T3PyyxDxfrQm+sHbcE4xla/oT6sAD4mb8h1g0mpS+zLQBEGG0Mwal0Xm6EM72wM4gdps5T2u3X6Rg/5sLKCCnQYykJaMpCHDaWSklbqMNLKwVwpd3/pr3CHtYw2AkzSf7L6nUZ0DZMd/WjHXVECIkdvrCKxjpWKphAmnXkCKV4zqIjEJ++A+1yzDV2aWaTXWUJIjCW8Rm/Acl+JeYR6fW5l3JlUN6Ktmwx2S/hUf1RwD8mY7gQ99E65g+9vcvrZFFvh5AFBSwJIEXmbmyMoR6S/KpcR/cfOvZ/CfU9BOkTA+GVsoZNkjCSgI+BPG79HyZV2LIq8L86WlzmIW+HlBjQIW+G0zAE0DpHctuHOZPnkuMq8Art3ktVKwMIki0Qq4lM9fQvlHzr995LTv+3jbgD8P+AmL6IJEAZgC/naRL+DvLwBWgKDLBm42srCwol73YCH7mgf8iiRJRHvgepNTKbOB9zkZlwk2KhJ3Km7eScW9i8k4Qmb2kdPORF5DSRMW0XUxMs9ZZOKljj9UwkJSIC0Jc2/U3Ke2kuhXPrVePwGAMp0m6SGblaPxWYi9+zzxMcnZRV6WU5pZZvOjQyHaGziFb5wRct4YuZlUtUBQWHcpXxcA+AtfWxlXfL2/8DULqMCNIy/BUe0/ls3ez6bzTxK+4bbypS6DaWbYvh8CwJ94ADVb2IBwE16TCSIj+ZEllMe/XXH/VjLm85kNg0gZ/nAa2/SvhOqkQks3LGiPYH/jCdTX43YWIPagE8NpzCyqcO9gKpZSltHUp7dh//Q1XocEJRUsio5Ug2lPue6Alc5A3SAhdqFQKybLDGGRf4WIcKvLupr/POVKf9WTXkEAGFx/dz1VAHjx0kXe/v2A3TV1tc68UOufEMrdpdfdHZaujNHAT97TwNEb9yZSbxezw3PLn/vRhoV8yp0bqUj8UxFOvYA0mci+/Y20II304vXThc9S89KcXsaXIh9L39USypOwLTnsU5y9nZYRJt0rIHCMqUsQsDeJmoyigTVXS8JuhJnzK6yfywr+ZEa3RVCD+XzGFgoxl0pMMuXOE03Hl6T5JlMzwPfjmsOFLZQB9fK+2zU23dx4ZhgQN9sAtZtXXsR/WLEnIQ9r4z8w4Y6q9lEmI3gdf9ov5c75lZupm+4VSVgqOuQQT5/IdQuoyDLKsoJSLDI3eUmHbqIwp0jHw9+TE38tOYnHFfykOPggm5lk4ZUWS4mxBD/a09vWobjSrfj+JLAg0q8kcd2k7Q5HLhXQtIkiFmTtJB/bjKwb+DUa3Anok88X5k2AogvM5PWd5Gcenz9y/u0lJ7vIFwDoXFApAHQPeUwiuIAFfJoZzMsu8hFlvl7+zsL2uVKxKwOLD1LAr5smFvAnr7nAcCPFbAWO/ncoZEH3ZgpzxJ8ZNij8MxWcUvgXKC7d/xcbKWZ9gTot/JFlh10AuMKUgYt31B0bJ5sMkYAXm3CR+zvq+gI3UtSy2DOoFlBdtPHB+/x18zniTyXnyuF/s44SZnZwZTsqUVjwmaY8ehGfmH7A6jYs4nYCSlrf6+/8zgZDpNtPg0PNFPKbwr9PFza7k348xrCOnQCigyW12UVeu+GcTE3T/1c/QL0QuVgk5PHU4QiZ8YcodpKfaVS3XagjTO+pFOWPNAlhGZ3pjc9sYiu13FCe+LAH0YLpfMn9vSm483tKFlLBbuIF6IkULCDQA4Zd7KSQbnSmP63twABhDYWMcOfQS/2LTB8WQOgOHpD7kS6WDnni99MgAAyuv7ueKgAEePdQlKXPBfyJXNuLDjaRJZM7BNwJiJMEsDferbPt7OtBiPV/SEN8D8P8iRdwJA05HJedE3cyMZmahFOP/rZTShc+S0JNpF1h+8SXMpSmpr5Ad1zpi2Ejhpjuqwl8z6HEbCTO0fM5f+I7y+7J0HTpyRphKhWk2HmcmecrYZFxjh9HRrZJ5YOYtpdQjtP+tKzmQ1Mi+63t+ppsZCGpihCj+DSqWyDozvcVNiFp4awMppepBiKHXfC/ChGKs3fSM5fPA/xLwvzJjXG2KXcWgBdY4+LdVOc4HiuX/Utq2nfn+Iq3a5kx/m/gfQ7zFg+vJuPGX89DEz2j98rNV2xPnXTTST+f6yVbY2RgCXoI8BNWSpjAzRRy6lIK2ZLl7Va2LWB9dxKk2OYAtx0OaycMngZ++RzJt2CA5Cq+P+3He4docrPDMHa7ycce8jy2Biaa3Bb0yffbYZk+D2TuJq99LkyhCxQF+ImnUP5Oe8hj5WSXKXS7DQUES2LY6xgsakMo2wxgFlldWMHNdjyexxbuIh8P96bg5jt6vFziccWt6OfYRkH77+tJwqWtJKzLv8vbzcQyJym+nNIBk0OE+RPGWX5fpddSQKELDKX6RSwMv/IJe8nFZf/LHCIrkRS1LOBIfjRTQKpbdtxjB6s6aWCvEDrpeepO/RBfoEjCk6nJsfPZiDL/xrIRlATxWBMiE8Ug3PQCSuhMyuWlTFo6SyUgIkXRolhs5T1uXHoe/x7F8cSMTKW6nXYk18/BNA+wz8g1VlQVPVqzJb1pb5nBkfxopd7BNCd+W3JYrthOQfrS1oz29Db7bhl0H9oGSLsC8KRDUO4r3QmhM91oTT8z9k0zg6F0YSw/0ImeZnhBNwcMhtLGqFZCVnSj8xO/lwYBYHD93fXUAeD/D2vgz5H0j2tDjbip5Ig7QL64XeSP28UHcesoHbeS0nGrqBo3iy/iZvJ1XAS14iZTN2489eLG0CRuBE3jhtEsbihN4obTIm4wbeIGEBIXRkhcT0LiwgiLCyEkridD45oxLK4pK+LKct6XnoFxLRkY14q+ce0YGNeKoXHN7DE6rj5D45oxIq4J4XENGBX3I6PiGjI6riHj4+oyMa42E+Nq81NcHSbH1WJKXE0mx9UiIu4bpsV9xcS42kyOq8XMuGrMia/MCn9pDpKVI2RhF/ns6Ks5VGYaXxoZuKr188mUD52yLM8cKrOITyz7J11+wpzI1A5d3lvOhjxkLqxMglhqAx5lbZ9fJEW5dPs1/MsUrFUwVpE4KBnbjFfNLWQWiddNoEqXn1S6eBLvu1belKCGBCHEtyey7W7y2mMX+ezr8t5O8rOHPPh4mz3kCfD3CeCSr93BO+whzyMAbjd58fE2WyjEbvOxfO+p/q8e+b3cR077OXvIY78+2jw/SDaiyc1ecrGbvEST2wLC3Q5jKGBQHgXkSYegxyh6hyd5u88L2Ofys9tspo8ESsRFcDsSveLqglb6PpeYGv8ePbWF3YqT/vTs8Oe37O4qPrIMoKTE9SzhMjb8scpIxRIgkmCIGwpZQEWWUtaGkLzi6Aq2D3CRqUWSr5GgxyI+4W5UCvyN9SSgRXxiw1HC/Enww/MEVrUgz03nu2lhdwPnsoGex1e/d4p0MEyx8F4FywCONwqAyMKeVeR7Gx6TwIgoECMdyTewt1R7BidTk1unn9U+2/WKLf5CjKWuZf8Gm6kfgwJGwTWzxfvyvD+tbf2yMIG6e7UDfWjHT9Tm9v3krPcXZw6VGUArwkzdi6SCpQuwh5ne29PMipfGv250trUtIXSnk5F53ZnBUj2myQp3slQnOhnfn7B/EmYMDXoAg+sfsIIAMLiCy1mXr/zBvO1bWRQVyZKo9SyNWseyqDUsj1rDiqjVrIxaxcqoVayKWmmP1VHLWWOOtVHLzLGUtVHLWBe1hHVRS+3j+qglrItawvqoJayPWsz6qMVseMyxMWqRPTaYx0j7+CuRUb+yyTzKc/fj6H2bH/l/vEclXgAAIABJREFUi3S+h/t9IgO+z0I2RS1kS9R8+1yOmvGT6UAvetKJITRlOI0Yyw8BKfFZhvkVEO9O31huuvlWmmSuyLTeuLj3AwqlvVnJRZ3EdRELxgUoRjk+xYfrUuAvoGCAIvE3xWnSsBMPCK6mJGuN13O52TAsp7SVi4UhlPoYPSXmE6dSpoyViD1LgjdrWuYDu0XSbqBp+8N3uXslBbdjn+MYb9pNkLZHVHWS89WYTnXrCYww1oukPt2pfGVZPimMdpk/FwAu5mMunXmVveRiG+8ymyqWCZQqGPlYAmHCEk4wnmPxI08w4TPdTFCfcKe2aiQ/8gtfw88KWikuXn/dAMcfbfXVMJoYtUVLvQIK+xmlRRQXmdgkvYDdTSegyMJLKcdxMrGbvIymgVWCpPdPDpGAdbtDZxMM0a49AXuiREnVWChdjM9Ps4MdCSOMjiZA0tUGR6S5oj297ICCoAcwuP4JKwgAgyu4giu4nvA6fOwElbZuoZ5vAV18Y5nna8BoXyjdfKPo5htJN98oevuGMNDXj76+QYT5htHfN5BBvr708w1ksK8PQ329GO7raR7DGOnrznBfT0b6ujHS150Rvh6M9nVjtK8b4b5QRvq6M94XwnhfCKN93RjvC2GBrx4rfTWZ5mvORF8HxvlCmOhrT9vtA+j0QIca9JSjlraHTzpPRboVwDbcePqkymoIzRhmPh5HXc4kpoHlipsbX2AmX9iRbzISbrCRg/XXNbHewCE0s5LwMBpbWViCdjKDXYqh426n5ELivxlHXfo7na3evPeO1sstHYF9aGc93yL/SlhQAiQS+Ah1eEBhBUNM+4R8Ticj/4oMHASAwfVPWEEAGFzBFVzBFVz/o9eff17l0pUrznHZHpevXOLylUsBr/3fHJedx797vBR2k5eO/sVLl67yFofJwf4n/jMJAsDg+rsrCACDK7iCK7iCK7j+YSsIAIPr764gAAyu4Aqu4Aqu4PqHrSAADK6/u4IAMLiCK7iCK7iC6x+2ggAwuP7uCgLA4Aqu4Aqu4Aquf9gKAsD/vNVDKXVSKXVDKRWrlNqilCqf5HPeUUptVkrdUUpdVEr1fMz36aWU+l0pdVsptUkplfe/+fOCADC4giu4giu4gusftoIA8D9v5VBK/cs8T6mUaqeUuq+UetG89pJS6pJSqq9S6hmlVD6l1AWlVGvne3RUSp1TSr2tlHpWKdVfaaD4wmP+vCAADK7gCq7gCq7g+oetIAD8z17PKqXaKKXOKqVSmdfqKqWuKKWSO5/XSil1wvn4tFKqhfNxCqXUH0qp7x7zZwQBYHAFV3AFV3AF1z9sBQHgf+b6TCn1l1LKr5Q6ozSTJ2u4UmpVks8vrpRKVJodfNl8XbEkn7NGKTX0MX/WUwOAFY6s57uz06hz9he+PDuPqmcX8uXZ+Xx2dimfnl1JqbMb+ODsZt47vZvse46TfdlZslc4+8T/XsEVXMEVXMEVXP+0FQSA/9nrFaVUuNIMoEjAk5RSs5N8Xm6lAWAGpVQmpQFgriSfM0cpNfExf8ZTA4DfxE61I3M60ZOuhNKNLva5NKx3owsh9LBzG3sQQm/a05WuDKSFHe3Tl7YMogW9aW8b690RQv1pxQIq8vCS4tr9F5nHZ/SjjRlA3pTBNGM4jRlimudHmFb7oaaNfoQZcyUzLofRxD4fyw+Moy5LKce9mJT41ytWU5JJ1GKcma2ph6z/wBjq2RFJ46jLWH5gPHUYZ2Zpysd6xNIP9nEEjRhNfcZQj0nU4kLc62yiCOOpw1CaMIIfbZt+f1ozyDT096ON02Tflfb0piUDac5g6hNO1WtzWRA5nnmRE5gfOZ75keNZEDnOeW0CqyKHsn7jADYu6c/iyHD7+rzICcyL/Im5kROZEzmROZE/22N25M/MiZzI7MhJzI6cxMzIycyMnMyMyF+YETmFGZFTmB4ZwfTICKZFRhAROZ2IyOn8EjmDyZEzmRQ5i4mRc/kpch5jI39lVORSBm9czd27d5/472ZwBVdwBdc/bQUB4H/+SqaUuqWUqmY+fiIMYPPmzWnbti1t27Zl9erVT+SX9ZvYCLoSSg9C6EiYGdLdnXb0oRM9CaULDRhNJ3rQiw5m+LYGhTLXUY/s6UwPOtHHjN3uSii9zHM97kcDwlE05HdegSmKW0deZJAZOq5nQOrvN5AWFjgOoJUZe9SCAbRkkAFWQ2lqxxSNoBHDaMJwGjOe79nnz8m1uBfZTgHGmhmY4WYu5ljqMoJGhNPAzsmU+Zlj+IGJZri6DF8fww/2+UQzqP0XvmYJ5dlCIdZRgrlUsrNAJ/KdOfS8zl/4mmlU5xe+tocMkZeZoTPNnFb5XJkxOp1qzOALZlKVDbxP3PlnSTypiD+bnPl8xiyqMo9KzKWSef45c6lkZp1WYAEVWcQndj6qPE96LDbHUsqajz9mJaVYQ0mWUpaVlGIVH7Ge4qzmQw48zIE/RsEcBf0Vt66nYiPF2MJ7bKIIG8x8WJkH686E3UtO+9pO8rODd9jGu+whD7vJyx7ysIc87CMH+8jBIbJyiKz2Y3nNfe833uAQWTlCZo6a4zBvcYw37cdHk7y3n+zsJzt7yWWf+3gbH28TTW72kAcfb7ObvOwkP7vIZ/7e77CdAmyhEFsoxFbeYyvv4fO/zT5/Dvb6c3EyIQPb7r3HJn8RIv1F+f3+v1meWIao+IL8Et3ikXPwjz8uc+WPy/Yx6fMnd1yxx+XHHImJiU/kmhNcwfWftlavXm3v1c2bNw8CwP/wlVIpFaeU+th8XEc96gFsrf7PHsA/1f9jD+C3sVMs+9eBXnShGz8ygs50pzPdLfsXShf7fqiZzyhgsCedLIvXiw6E0ZGedKQvbS0A7EcbhtCMdQkfEH8sGTeuvMixhMyEU9+Cxr60ZQCtLPCT+ZLCIA6iBYNpziga0p9WDDIzK4fR2M6rnExN7l5/Bv9+xRS+YTT1GcmPjKYBY/khgP0bRUPDHNa1g9U10NMD1yeaIew/UZuxBhwKuNtGQa4mvsg6SvAz3zKJWvzMt0ykNj/zLVP4xg5/n8pXFiD+wtcBw+AnUYtpfMl0vmQyNZlBNabxpQWGM6jGHCqziSL4f1ewQRFJUeZQmRl8wQyqMYuqzKKKBYNzqMQ8KjGPz+3A+zlUZgEVWUgF5vMZ8wxQXGwAn4DBhVRgMR+zlLIspRzLKGOfr+UDDpCNB1cUzFLQQREX/SxrKMkGirOB99lAMTZRlE0UtSAwkqJs41228i47KMBWAxS3UZBtvMsWClkguIN3zFHAALB8AUBMA8V8BiTmJJo85shNNLnZS04OkZVocnOAbESTi33kDACP+8lhj8O8xSHe4gDZ2Ge+9iBZOUg2jhmweIQsHONNTpCBc6TmAq9ynlf568EzxN1IxdWEF7j1IAU341Ny80FK7p9MAbMU/gOK2/dSwiQF0xXsU/g2f/zoSbhJkXhewXbF9fjnuHH/WdipSDinuHnvGWITnyPhuiLuTnJ+5xXO8DoxZLDHb7zBETLzG2/wG29wjDf5jTc4zFscJxNHyMIRsnCUzBwhi/1/Osxb5shi/7/ltYNks5+znxzsIycHyM4BA5b1zzE7+8nBQbLa9/eSk73kJJpcRJOL/eRgD7nxkQcfedhJfgOo87Ld+fffTGG2UIhNFGETRYg0vz8beJ+DZOP+zOTcK6a4c+5ZdpGPlXzEEsqzlHIspzTLKcMyyrKQCsymCrOoylwqMYNqzKQqU/mKqXzFZGqaDV1du4Hsda8Do3Y2Z4avGTN8TZnua840X4uAY6qvpT18P1dg15YKLPbV4Rdfayb52jLJ146Jvg5M8HW0j+N8nRnr68J4XwhjfV0Y6+vCSF93Rvp6MNLXg+G+ngzx9WGYrxfDfL0Y7OvLAN8ABvv6MtDX3x79fQOJ8LViR1QF+vsG0tM3nB6+kXTzjSbUF06IbxwdfT/RwTeRdr5JtPFNppUvgka+Ofzom0td3yJq+lZScdM2Kiz2PfF7yv/vK8gA/uetVkqpNOb560rLtqeUl+B9Sel6lz5KqeeUUvmVUudVYAq4g9KycV6l1PNKqQFKJ4X/n6aAv4udTAjd6UgYIfSwRxe6WeDXlVA7YFte72ak4O50JoyO9KIDoXSlL23pY4Z796Y93elMLzrSm/YMogXLKEvs/edYSSlG8iN9aEd/wxCKdDyAlvSntRk+3pSBtDBDxr3XZdj5MJowkh+tNLw3IRcsUtw58CxjqGdl4tE0YLRh/PTzhgynsWX+xlKX8XzPOOowge8Z77CC4w0oFBl5LpW4cftZfkt4gzPxaZlkgNxEvuNnvmU1H3LkfjYmU5OJfMdkajKFmpbx0wCwpgWEwhBO5St+5lumUZ3pfMl0qjGd6izmY87dS8P9vSm5cP81ZlGFBVRkOtWZRVXmGOAnoE9YwNlUZiEVWUBF5vMZv/Ip8/ichVRkPp8bAPgxi/mYhVSw7N+vfMpiPmEJ5VlOGZZTmtV8yBYKkXhJAxnaKk7fzcA6SrCe4gFHJEXZSDE2U5jNFGIr77KNgmyhENspGAAABRRGUYBd5GMHBdhNPnaRz3nMaxm5aHKxm7zs4B12k5dowxy6AFADwlxEk5t95CCaPOwnO3vIYwCMBwAPkZXDBvAJADxiANBxMvGH/yX+ePBfnCYN53mVa4nPc++W0gzoGoV/nYL5Cg4qWKlguYLFCioo2KqPczX0a/GTkxE9q/wj52DiGgU7FUxTsNF83QkFUQqOK9imn9+IfZ7TpOHOnZT8/vAV/FcVp0lLDBktSHXB3gGyWUAnzw+RlQNks+BN/4xyspdc7CMHe8nFXgPe9M81l2VFBQDuMz87YWujyW2/l7Cn8u8i4D2a3Owkf8C/qTDA2ylojgIWAG7hPTYbQLiFQsRe/C/oqOCI4taDlGyhMOsowUaKsYqPWMsHrKEkayjJWj5gNR+yio9YSSlWUJollGMxn5gNjX6+kIospjy/8ikLzHkyj8/5lU9ZSAWzefrMvr6EciygIvvISWKEIm7/M0STm3lUYjaVmWEY++l8yTSqM5Mv7DGLKuaxKjOpyhwqM9Ww/PpRb/qm8A2TqUkENYjgayKowRRqsp7inCItGylqXtMbTLnG/My3/My3/ERtJphN6Hi+Z6Kxvch1bSLfmetcXcJpYNWPCXzPVKrDPAVLFQv5lPHUYZS5Tg6nMeHOxllfW+sxnjqM5Qd7bR1BI4bQlHDqmU25XJ8bM5YfuBSTBjYrjtzNyigaMpjmAdf1/rSmP62N4tOKQbSgv1GB+tDO2oz60drcO1rb18LoSBgdGUhL+tCOMDrSh3b0pj09CKEnnehP6yd+Tw0CwP+8tUwpdVnp/r7zSqnpSqm3knxOPqX7AeOUroTp/pjvE2a+zx31P6QHsHbsJDrTjU70pDPdDRfX24LALkbe1WxgV7oSSihd6E4I3ehsAWFPOtHNuAn70ca+34d2dCeEPrRjOI3ZTGHu3lGMoy79aEMf2tlHOWn70YZRNGSgYfwG0ZyBtGAkjRhKUwbRnGE0YRDNGU5jRvAjI/mRaVTHv0HBGcVsfxVG08BcuDQLKHJvOA0Yab5mjPET/sy3jKMOP1Gb8eYxnPpM4HvLAv7Mt0ymJqv5kLtx2l84hW8YRx0mU9OCwNlUYW9iLgvyJlOL6VRjMjUtEyifH0ENfuFr+73la6bzJf1owzw+5wTp8W9S3LjxHPP43EjGmvGbQyUWUsECwFlUYTaVLRCcRyUWUtFKwPMM8BNmUFg/kYJdBnAJ5dhEEVZSii0U4lrCczBYQRnF0YeZWc2HFvStNSygAMC1fGBlYbmZR1GAzRSyN/qoAOCnmT9h+XY5IFCAhgco8lngoQ/vuQARYaoEBHpsVTYjIedkP9k5SmYLBA+RlTO8znEy8RtvcJo0JMYq7t1W+E8o/EsVVNT//6xQEK2Ij1X4ZyguJvwbQhXnE1JzOjENp0hLjD8jMWTQz8lIDBlZFl3zkXPwJOk5S2piEjNyMeHfnEpIx18Jz5B4RvHgUnLYq6CrBt2sVbBXkfCHBp9/xafiHK/xBy9xkVc4TRrL9LmMn3dk5YBh8JJK6+7PzmVNPYCtgbQG1bnMo/fz32tAt/vaHvIYsK7/PaPNx3LI78B2sxnYRBEL/Jaa379NFMFHHlil4GsNUBLOJ2MH79jfveWUNkCwJCsozTLKsMJsXJZRhnWUsABwIRXM4Z0XAgLn85m1UGibRZUAJn0+n7GEcty5mRxGKGLvPs88Pmc2lZlJVXt+T6M6Mwzwm0VVpvOlZSKnU50IajDZnP+yERT7iKgEnmJQi73kZBGfsIkizKGyvVaI8jDeWFTG8IO9Dk3geyZRizHUM8CvjrW3jKGe3RQLSBtHHdb4S+I/qrhx/XnGGGA3kh8ZRhML8EbTgAG0ZBhNGEwzq8QMpan1Pg+khbHrtGIArawf+id/bS49fIU//C8xlKZW3elvHnvTPuBeIMCuG50toSD3k550IoyOhNKVboaIcAmLnnSyH3c2tqaudH3i99QgAAyuv7ueGgCsGRtBF0LpTDfa0I8QetCZ7k4gpDNdCaU9velOZ0LpajyAXW3wQzOBIVZi7e7ESmQX1od2rKA01+6+xNWEFwmnPr3oQG/a212fPvnbM4BWDKEp/WljPYLCAupASNMAH+BwGjOKhhwlM0xVXD/6EnOoRDj1GWM8gCNpZC96Yw2zF04Dy/qNo64NhOjdcm3H+/edAYbfM4uq/HHzZa4fepkIajCR7+wFV5hAAXMRfG1lYI8J/Ma8X8vu4KfyFYNpznSqM5Wv+IWvmW68gCsozWnScOFOanbzNjOoxnS+ZC6VmE0V5lCZOVRmrmEBp/OlBXkLk7AaAvwWmhvZAioapq+cZUh+5VN+5VMjr5VlBaWJpCi3Y1PCbgVbFCcT0rORYqzmQzZSjHWUYAPvs5FirKc4myhMJEUt+7fF+OQ2U4htFGSHAYI7zI1fQOBuAwRd2dcFfHvJZcGgMFX6ucdg7SE3B8nGAbIbVi+HfdSSsJaG5TUBSifIwAVe5fZfz3AzPiVxf6bgwZXkMFfBZgVTFJRW3NmZktgTL3El9hUrv/7GG5wgA8fJxHEyEWMOeS6fE0NGFkfXfuQcPEF6jpHZHG/ax994w/meGbl49zWu/fUSnFTQz8jKrRUJRxQPbiSDPYorvMSlxJc5R+oARvAwb3GUzJbxPEpmDpLNyrsHA1jBPOwnh2X7hB3dT44AiXefYQGFRYw2/xbRDgMYCODzWS+osH8i92+ngPm9KMwmihgwWNj4SvXv0vaHBfnz+sv6/3up4tof/8VmCrOWkqylpGUCV1rmT7N/y82xhPLW0rCMshboabDnnROr+MieK3OoZCwUHqs+j8/ZQiGYr3g4IznrKM48KjGDLyx7L+fpDIfhm051+3EENQIsIu6mcLK5Lsj7k6jFDKpx7EpWbp16jigK2M8X0DjebFTHG/ViArWZTE2jYHzPGOoxhnqMM6yetwGuZ5+PpgFT+Br/HgWLFAuowAgaMZIfGUwzhhmAJxvrITSjD+2MNacZA2lJX9oyhGYMpSl9aUt/2jCQlvQ3NqChNCUmUVspVlCKPrRnEM0DGDsBd73oQA+jJA2glQ0dhtn3Qqwa1dUE7LrT2ehWoZa0EC97Z7rTg5Anfk8NAsDg+rvrqQHAerHjCaEHPelEB3rRyeyrutDNADkX9IUSZhLAoUYQFtpdS71aBhY/Xx+zm+tFBwbTjLMP0sJvinXxJehPG/oY8NfPPNc7Rs0GDjTU/0BaMthIAwNoaVPBQ0wiWOSJn6nF7dPPwg7FmjsfWZAnSV8d+qhnU8PjqGu8fXUZbQIhY53XBPz9ZMIcIrFEUhT/FcWvfGIB3yQL5mpZoDeVrwJ28wIGhSEQEChsgYRCIqjBVL5iBl+wmPKcuZ4OVip2kc8CPGETRErSXsEvmMpXzKKKvZEtNOBvIRWsrOuxH5rhWGp8UyJ7aU+gvlGuohQbKcZRf2bYqfAPUdy9nMKyLiK7raUkGynGBt5nk/H9beE94/vT4G+bAXrHeJPd5GWr9QRq799uI/+KTCiAwZV/91hQoaVfD3zksLKl+NOOkMUyfx7blZPDBgCJ/+8k6bnCS/ye8Ap/Jr6opdhRCvoq6KxI2K64NzsVJ0nPSdIFgLtjJlQiQO+o8eG54C2GjAb86a9ZGv3tI+egBoBvcow3iSGT/XoBgkfIEgAs5fNOkY77p1LycEZyEk8o7TWcpGCVwn9SceneK/Cb4qw/NTFktCGYY04YRiRhOfaT3TzmYBNFOMxb5uebM0A23m9+tnvJyUHjuRQQLvKwgHdXCt7hBIJ2GOAvLGCU8Ydup6DxkRYx3kC9eYikKNspSHyv5PijFSxQHOYta0MQCXgNHxrmryyr+IjllGEJ5VhGWZZSNsD2IOeJnDOzjVdWzgcBiSLjCjCcRyUuXn6dxJWKI2RhJaWYTWUT3qrOTKpapk88wNPMBk+kXTnnhc3T145a9rog1xMtB9dgN3m5kPAqv5HJeoYn8h1T+MZepyaa65Zcw34yrOBo05SgQWBdxlDPhOHqO0pJA8ZQD38zBbUVuxLzMZ46DHYUF7HbDKMpg2hhQaGoNN3pbEN7g2wTghfqG0EjbW3YrlhOGRvyE+AnQFB7yTtZBUn7yvXdSXznPQihM90IpSs9CCGEHhboiVe9K11te0UXQulO5yd+Tw0CwOD6u+upAcBmscMJoQcdCTPMXxidzPMuxgUoYZDuSWj2bgb0dTNAUKh3uQh0J4RedKAP7ZhELf588BKJh5Sl/jVQbOec/O0ZSEsG2uCHZgADj+bmgtOCgbSw0sQe8sBIxb2DqaxcK36V0cbrMtYAwp+ozSgaMpa6jKKh8cPUt55BF/jJRXQitZnKVxz1Z+b0g/RMo7r13vxkdtsRRq6ZaD6e7Ozg3RSw+ABd0BdhWL+ZRi6aQTV28g7+3QrCFJvjCwe8J36iGVQzwY/KxgPoyb4uA7iQiiylXAAzKHKW+P0WGfC3nNKspBSr+ZCj/jdJPKD9aYmnkrGB91nLB6zlA9ZT3N58dQCkOJtNOlaYGw3wCrKJwsbfl9d6/3aS3ySEC1igIKyR6/1zQZ+Pt6306EmOWpo8SFb2GunyoGH5knrejpKZk6Tjd/7Fwz8V/kuKO7GpSFip2TRmKK7eeonf//o3p0kTwMhpGTcQiAkYE4DnAsJjZCaGjJwkHcfJxAnS/zcMYAYL+jxwqf9cAZr6e2WyoY5jvGmlavnaP2+/xK1zqWCNghKaxUm4psHgnbvJOcdrFgAKE6i9gVnNzy+blckPk8VI6Hnsa/sd/180uW3YZr+VkXNaH6b8Owhwl0d57oHAdxzw9y7bKWD8onrjIJsJ2VhsoihRFNAgYr3Cv00Rk5jRbkrWGCZQP3pJ9hWUtmEnvRn6mMV8QiRFWcQnFgCKBLyAiszkC7tZEkvFTL4w55reWCXEKo6Tia28Z+wXVYz/TzZnX1jwpzd6esMn1wcBgq6nTxSEn/mWMdQz1xX98WLKW4ZbJGLZfLqbVWH7wqlnN7dSdyVsoLB+ow0IlCqt+38o4i8p4s8nZyEVGE5jRhrpV1tuGjHEMILDaWwl4EE0t2qN3rx7wE9e70N71lOchydTcO96SqbylZF/2xjzkYQGW9t7iwZ7mgkUcNiXNuYe09k610PoQVe60oFeVskSNUuAY1ACDq5/wnpqALBO7ES6EmpDIB3oZT0TXa3rz/NVdDGpYPH4if9C6HotCXe0dL48/son3Lz3DDvJby8UvehgT3S5UIgnUGj/cOoznEYMMrtMkRfk4jOCRoyjDn8+fBHWKLbyHhP4nuE0ZipfWbZvOI2tUVkAn5ZL6tjAh3j+dB+glkrk/Sl8wwpKcz3+WfYl5rTSixiuPS/O9wEeHNnJu56eKXxjL+oi5bhp4al8xVLKcYis/HX1BX67m9kazTX794X1HMlrc5zUr3iXFjrshhjeF5oksJje5Ya4hPLG+1fOsn8HyA4bFIQoHsSkYCPFWMsHbDDAbzOF2Ugxw/4VZwPFrVy3xWH+JASynYLsJL8NfgjjJ6yQfOyygG4SeK8JJOwlJ7vJa0GdyJPCXu0z8qUkWA8bRvAYb3I54WXu3UhOwjUFexQcVjBacfd4Ss7zGucSU1tQdcxJ1sZYsOW95rJ0+nMyWMAmn69BY4b/AwBMb5K8WThBBvt3FZB3iKwWFMqf6/457usxZOL2vVTcOPACN288z4MbCoYriFDE3U1OfGyygOCIBwA90CyhmKTs4AHzmpbfPdld5HSRiCUEIiDdBX8C5vdYL2ABuwmQMMiOJL7AzRRiI8WIdNLlO3iHxOVamr917Vl8vG1k4FKWCZQgyApKs8owgssNEFxGWWt50OdDBeuFlbT8PCP/CvCbz2fWbjHPbLqWUB7/RsVp0rCUcrYSStLHXjCkmrV4iArg+QA9JlCsJOL9k+vDZHN9uf7geQ6SjVu3nyWCGlaZkJDHOOo6H9c2z+ta/5/4ncOpbxUUUUdGmLqsMdTjryMv4l+vWEcJ4wFsapsWBPwNM8E8kYBFJtYbeK3Y9KSjed7K2n3GUI9llCHxrFZS+pv3hCwIM3Vi0iLRwxAJ4gnsYRjBznSzhER3OhsPemc60MuEFrUsLH72rka3etIrCACD6++up8oAdiWUTvSkPb3pSJj1+7WnN53oacMgPehEJ3paX6DUwcihTbohhkP0QOBgmrGOEjw8rTh/Kn2A3y+MjgyihUl0tbI7QJ3+8sqjhf2TC9EAUwMzjCasoBSxCc+y15/LSrhiVhYWUHa7w2jCWOoSTj0r/8ruN9w8TuEbu4OWEMgCKrKJIqyhJHOobOUWqYUZ7wRBBADKxVzYPs3yfWkBoXvhF3lYAOCZh2m5eyMZV+JfDpB+Z1GFGXxhAKE2qIs0NdeAQAF8YnKX1xaZ5KMY3hcLWdWuAAAgAElEQVQ6Nz1JAC/mY5ZTmq28S/xeBb0UiesV0eRmPcVZYZhBYf10+ON9c3MuwkaKsZX32MD7lrFxJeAdzrGbvFYC3OX4w+R1AQ6S6pVEr4QQ9pqaEY+BymFByh7ycNhIv6dIy9X7L/Jn4ovcuZUc9hv2aKbi1v0UXOBVI4lmteBPegSPO5Kr+7HL1p0gwyO+vxgj/wrwO0U6TpGOhdF1HjkHT5PGAZiBjKML7AQUyt/jv/s7uczkKdKRGJGMxA0KNikYo7h1MxX3LqTknP81TpDeysFuRYxI5yIBe7Uv2fFCNdkDWNi9BohLEEQ8gsLe7nKkfQGAsgGQSqAdvGNtA9oHWNSkxovaapiNFGMTRdhLLvzzFMxU+I8otlPQegGlx3IVpWwSeBllWEkpllMmIPnuJn/dzZFIvZKqd6uWZhn/7Vwq8Tv/4q87L+A/rIxcXJUIathNmiR8pzkAUNQCAXERDuAT+4h4j12Gbwrf4N+v8G9VxNx90yoCIh+Ln3miAXljjbc5qTQsyoguva8bkOIdQSN2+fPBTsXx+2/YypzBppVhhAnjDaexVWGEARS/36PJ3jY24DGQFsTPSEH8pmQsoZzxALY3SpL2k/elLT2NBKzfE7VJBw/Fe97DBD2EuJB7UUfCLPjrZkBhJ3oSRocnfk8NAsDg+rvrqQHAJrEjLfMn5c9d6GYZQZ0O7mb9E5pmD7WejP60spKvTgJ3Mf7BEOsBnMD3/JHwEud51coHg2hhAaIAPfGC6AtGKwabC8pqSjKUJhb8yc5VZImDidlghiLmYmYjeejUr3yOJ4P8YC+CUl2gZeEGhumrYyUSqUwQ+XchFThFOpPmrWU7AiXM4TJ/rmdQngvYm0E1R7apaRnBacYvNIMvWMTHJK7WNSM7ycdM0/enDebVrAdwIZ+aMEhlkzasYvv9XP+fSMBu+nGeSQ+L/LvSqcxYRwn8R/WfzwbNqq6jBKv5kHWUsLKvsDKu9LuJwqb+pbD1c+mgxzvW8yUA0JMAJfihWaNtvGuZv2hymxqSPAb05TQJ1Zy2u8/19rkp1+Nk4jyvcdX/PImHFIltTIq0h+KP2y9zinQBZdGaecvMb1Z2fdOGMI450q4b+hDwd4L0Fvh5zJ9+X3sHM/xvAeBJ5+tFPvZ8hIHg0n18nAx9zPEiegA2A5cS/gU/KxLnaMAUf01x8+Zz3LzzLDH+jNYTKMBZDmEKD5quQKmDOWCkSPk30aysSMR5LGAXQOj2Oe42oR8Jg7ieQM87qn2iR8hi2T9tNXjf/u6xxiSkuyvO86phqUuyjhIsp4yRgz9gGWVZRhmWUcaEQXTp+VLKsoCKxgrxcQAI1KGPKjZw5XZqCtsu4DHuakpOkZZVfMQsqtjeQa8Spqpz/moAKOye1D/9wteOnaRGgDogHaMT+Y558ZVguSImPqMNk+j3v7MbYAmviYIhasZYU3mlN7z1rKfPu1bWZyhNmU0VLiS+yr1bisV8TDj1rOdP/IDyOMT4ASXtq4MhzS07KOrOQFrazwmnPhxQXI77N2Opa5i/Dlbm7UM7QuhulSWZoCTp3l5m2IAAQ7EsdaezoR7CrHVJpN8uRtV60isIAIPr766nBgBbxw6iC90CUr7t6W13TNIL2IFeJnHVxe7UZBycpLLErBtKlwBT79Ur/4V/qWILhUxSrI2Vh6X2RToApcNJdpEDackkajHEpMoGGw/gMJowhGZEUAN2KRLmKebyucPoNbAXt9FG4pjA94ymgfHG1DemZwGCde3FUeRb6c+aRVV+4w1uXn/eXoxlrJzuB6zLT04aWD5HJGDX/xdBDSPhVgmogBCWYDaVOXc/te6WW6GN0rOpwnSqWdZhuuP7E/A3x/H//epM/1hokr7C/nlBD/3aEsrZCSDLKcMaSnIh4VVYpqCx4vLF11hnDPbi/ZO6F5F/3bCHBn7vWv+W9LvtoACbKBzQ7ycTNgL74fKxnQK2s+8IWRyfWU4LMITpO0xWosllgYpm7t7gJOm5dS8Vied0oMN/TBEXm4ozpLEFz/LoBiNEfnUBlDx/XAhDv5bhEX9gTBJW8CTpOE0aFkTXfeQc1AAxIydJzwnSP5ImjiGTeS/DI6xjoBz9phNEyfwIUynHKdKSsNMkiYcqbt56ht/9r3Ah8VWbiBYmUNhBAdaSGJbkrwf4cnHITFhxwzmB3YxeMjjaSQUnDYaIBCyhEM0AFmYTRVlHCVsQLSDwPK/yMI+CQYqLif9mHSUc6Vc/rjRhEAGCKyhlK2Ak7CFMuFv5MsecX4ETdyrZ8086OK9cew16KU7/kcFIxlUfqX1x0/1uMbwLFvVmsYaVgKUiSpQFAXw3bz0P3yku33mFCYYZlE2lFNePM0rHeOow2tnkCjiUVgRJAUunqu5Nrc/OhPxQRZG4TBFu/H/DTN2LbOKllWEgLc1retMuHX9i9xlg6mAk8DeSHznqz4z/jGI3b1tVSIO/9sbb18kSDXpSVIgTSgw1E6i6WJuS1I5JpVl3JxgigZAO9Hri99QgAAyuv7ueGgBsGTvESsChdKWjSQB3cSRemf8rsq8+ubTfQgy2Mj9YCjfFvzGCRsReexH/csUyyprkr2f6lV2hgMWBtGAIzazEO9CGPZraC4w0+I/kR9ZRHP8pXRC7kAqW/RtrfH/jHJlXdscySziwGqauDYBIFYwUP0+jOnHXnuVXPrVsn7w/jjoBnj+5cLudfm6/l7vzl92/JxHXYBOFuXnrefztFFtjCwdISCIt6ZtSVSv56uMz61dazMdOGKSCZQIXOqPhBAgupAJLjTdqJaW4mPAK/gUKTiqOP8xoDfVrKGmN9usoQRQFLCMjaU1d3/GePXYYY7/IvF7Yw2N73PJnOaQHMJo8jwEaue30CfGvHbLs31scJyMJl5Px4HwK/DsUtFJcu/88Z+LTOIzYo5Ur8p4kbt1JGgLgBHh5AEyze8IkniSdZfJcWVjk39OkYX50vUfOQZGARSr2vj5jwNfL9/TAqO4WlI89b+Cbjpz8pv3/9NjMNzkZn57rN5+Fowr/GkXiNUXiJcVZUx/jTgTZT3b7c5beROlYFCC+z6SqBfgJ+7c3SV2MKwe7/+aPYwKlLkh3AeoQiISNBADqDUhBHp7VZdqJpxVRFAgIgSwzZeYrKcVaPrBJYJGAJQXvnhtyrkjpupxb0r0p5570bs7nM27dTMkF/6vcvPWCKX7W6Xxh9sUTGEENpvOlSQPrwyuIr0U49QMqYCQAIuzgRL5jS2IhHl5QxPgz2s/72QmtjTYVV3K90l2Ata3XWcrvpR/1cSBw9R+lYIriSEIW5lCZ0TSwXmy9AffAoAT7vORvc6vmSCpYlB4Jhyz0f8oBsrOUcpYplBChhD/60I4epvevN+1t+jfMhDo6EWb9f9rz19Hew8THHmqAX1v60iXoAQyuf8B6agCwcewoQulKO/pYts+TgXuaCH2IMdKGWgm4I2F2VyZ9gELVi3G3B52YylcknlD4VynCqW8TYbLTk+SXroppbgMgsqOUXaQuGW1mZAgtA4+hHofIiv+CIoaMhFOP0dQ3ckbDR1hAkXtluofnkalnLoz1AnoAJ1KbX/iarbxH/ObkzKCaBYheB1dtJvC9ZQXdNn5d4eDN/5WdvKR+5XVhAhbxMbfupYAuirjxz1nGYYaRjWZRlfl8FmBIn216AMUHKB8nrYAR3588FxZQZgCv5CN8vM2Nu89CZ8WDq8lsync1H9pUsMv8yciuTUnA3zYKmsLngibZWdAJerzjBD/cqR95reQrbNFekyrd5/jKZLzYQYcBFO/eKdJy91YKzfoN097Fs/7XA0ISXgWKBpAC+FzQ5HryhM3znmtwdsLUwgizJzKvADMNBDNymjT/VwBQAJ5+TG9Yv3QB1TMuy3iC9JwmTQATKO8nlYEDuwi99wRc/p74CncOpIJOer7zOVJzltcNo6plX5GBDzjp6kOGfZUQidTFBJZB57FA0JWB3cS3KwkLK7iT/HZqjGaTC1kP4CbjA5Tg0QaKs5X3YKmCbxQPLyZnA++bEEgpAwDLmIkg3vi4JWYKyBLKBVQhLaSCPYekBkbAnpxzksQXL+5MqrKe4rBT8deNl+y5K4xfBDWS1MCIB9BrAZD3f0niB5RrhNszGkENjiRk4SBZmUVVqzxMpqZVL0TBkGJ78TTLhCOphBllrpU6KFffzk6fwjdcuvkqrFIcIDsjacgQcx2W9K/2Bmq5d4Cp7dJKTTMb5JNrfl/a0pe2Tv9rK049TAfbFcsoY21E4hXUjF+I4/cLMQAxxE6mEtAnJEUoXS3w8+bUd7H3ttCgBBxc/4D11ABgu9j+trJZPBPt6U03E68X75+YayURLB2A0souYDDMnMBykq9PLA4rFHe3PmN3gPJ+GB0ZQCszvqeF7YQSUChMoZiMxXgsgY4Z/moQqUiMUTa4MdIUl0rqN2mDvSTiRppdr4A1CYWIf0bM1yspxVEys413LbjTXhs9Gk6YO6mEmeSwf3JRdvu+5vG5lXgm8p294M/gCw7zFtcfPsefD/QNROTiWVRhOtUt8yfjpERqEk+SV/TsJRhF9l1kwV45FtvKl08sG7KWD7h7OxnM0AGJneS3HX8i/XoSsK6C8braCtnqji1O8ldqPVxGZyf5bRm03Pj1Y2BpsCRIRe6VNO8hI0XKFI+jZOZi4r85fy81iWcUzNMTMs7xmmXxfuMNK2V6z7Ma6fdN++iFL1xAldH2+QnQO2Uk2zO8bkGanvaRgZOGxXPB4SnScYbXOcvrzHsMADxHasv8ed9f/5mnHP+g/LlyeMxgeisZi5ycVEZOWiwtlTXCDP7GG1xNeAH/XoV/uOJOXEo4r+zP8CiZHTn4LZO49joWdVjEC4F4LOCj4+HcEX5uGfRu8iXZMOgk8BZjLXDnBAsbKJLwRoqxk/z4DylYorj88F/sIi+rKGWDINILKDKw+F9lhrAcvxpvrZsKnsfnNtkr7J+78ZpLJRb4K/JwTTLizyVjD3lscEvSv3OpZEc/So+fdPwJAyjJ4KQNAaIkSCBkErVYQnlYp1jFR1aFmExNxpnEr2xmZXP7M98ylKZ2EyvjMwfT3F4PXSZwFA05n/AanFEcTniLcYYxlPeFDdRev+a2x1WqumS6h3i7pSxaZOD+tObewme4ev9FpvCNBX5yT5D7ivj+upq+PwkhSu+sdFV0NwER8fyF0iVgzKkGh92e+D01CACD6++up+gBHEhH4+jrQC86mxNGfBRCrXsJ4C5W9u1M9wCJeCAtA1LAQ2nCQbIRdzUVo2kYEPHXkf/2RuJtaX0islOUzqghtmi0BUMN8zeCRoyioU4WX1U8uJiC8cbfp9Nt9W1B9GhTbiqgb6yZgSns4DjjjxlrJoYICBRwdvLGGzBFcexeFiaa8XCyC3/co3QHCuCTTi+RdNwLu7ABk6nJbKpwv0lK6KLYmfiO9RDJbFHNJlQLqIARH9JMqlrPkshVcjOba4CgyFuLzE0vkP0rxREyQzddgnzwfnbWmhqNlUYCFuC3mg8tANxsfFlS+iyPO5xCX68CpkCA309qXGTyh6RFd5LfKXfOGdBPJ8lTSaSeIAOnSUP8xeQkRul5u3ePpuBMQhoLag6Q7bEA8KiVgT3PnAuQhCE7z2uPyLkusPMk2rQBUq3H3mU076XlPK8xN7r+I+fgOV6zQQ35niI7e4AwgwMsBWSmN2yhFzg58UiYJDAk4oJcAb2SeD5GZs76U3Pz1jNwRo+du3M2FcfJlMQTmNX5d/DmKe8zPYsC3F0WV+RfmRjiFn1Hk5soJxXu+QK9TsBtZkzcFicRvIHito9yg2GmY/56A6Yp/GcUF++nZj3FWUL5gPFwy81zAX/LHElYfLOuHDzfsVfMMeec+G7FoiGy8DpKQFPF5VuvsJqS9n0php5OtQAbiDCA0g0om0mPJazpHLUCNpkzqEbioWQ8iEnJKj604M/tMJ1oxr7JNUlYwTHUY5S5BkoLgkjBMv9XWED2KBIvJ2MzhQN6AIfa8IcX9hhKUwvihtDMSr9yzRfwJ3LxVL6CSEWkvyh9aWtnzGsTUlcb/NCqUicLJt0+WgF7YlnSo0u72e+lp1p1NYngLk/8nhoEgMH1d9dTZQDb0I8O9KIjYRYEdiWUHmbXJX6K7pYR9MTiTvSkO53pY5g7ier3oR3h1GM3efH/qRhoRrqJBNCfVvQ3XYDiAdTPW1qpYDiN6U8rW/sizN5wGjOZmjy8qIg79SxrKGnrXuQipiXiH+zFTcDgeOvd00DQ68+qY8qi61oD9WRqcu7PNFy/8kLABVUa+uUYR91Hkr/eHM+a1sz9i3NRl/eFAdhAMW7EPkfclWeIinvPykFSLqvrHr6w3X+zqcIyylivn6QUhblwZ53qkW8f27DHUtOBptO/pdjGuzy4oMHf9fMvsZYP7FgtN/0rsptIcOLP2kxhtlPQVnlIh1uUI/t6VS/5Axgf1/8nRc+uBLzfBA/czrn9ZOc0abnMy/hPKpilu/xOkfYRz9sxhwV0PXYuKyY9fEmDF57kmsGAqwxGpk1rgZkL/k4YQCavnTTMn8i/Z3id2dENHzkHXZn4lAP6vNfTBrwvf5b3Z2aw4E8DQP2xK/sm9QgeIYt93+0dlBnI18NTkDhMp8DPxafmYvyrNiQjgRth/sQjKMBwL7lsH+Nepxzak4RzBdTBuJsCtybIS5AXCCiFjrQA8H07c1q8gZEU5eLl1+FNxY0LLxJFAVbxEav5MKAKZhWlLABcYljxxaYQej6fWTlYQiECBOcYv980qlvQJ6Xss00o5OHZZNy7mYwtFHLS+9WN98+ThEXidT3A7vXCBYluR+B0vrRNAgupAPsVKyhtk8LiXRavshTjS0+ge52UMZnuvPThNGbeoco2RHL76DOwVrHJX9iOhRM1ZojpA9QTm/RGfYid3NTKhvn0WLjWdkqUJIMH0xx2KI77MxJOfTv7V8aLSjegpH0lOCj3p1ADAeX+5Pr/hMyQYuhOhgl80isIAIPr766nLgG3p7djmu1igJ8Oh4iXQg/l7mJPNj2XsaPddekksJ4W0p/WLE8sDccUdy484xQ/e/4/YQCF+Rtg2uPlNW0wbuo0zXs1BGsoCdt1me8RfxabZhN2UCZ9SMhjHHUCdrtj+MGOhZMAyHgDAMPNjnkJ5eAnxQkyMIlapl/LG7Ludv4FjoSraeWYpM89idi7yM+iCjv9+WGhYrH/Y5sIFBZQm8irOUzgl1b6dWUokX2FAXzcqLdFfGJHYi2hvPYt7TaTPq5qA71MVJC6FwGDUsHhmvK9vrYiDsgrYAt8Xd+fdPu5KeAdvGPBgAcQAiXEfQ7LZAudeVnLfV0UD64rG+IQdk9kXY/Ny2gBnuv5k54+lykTwChTPAT0nSKt4/fLGMDQCdiLMTOFXenXZQBnRTd65Bw8z2sO4HsU7CUFffL9YshofYPy3PUIyt8xqX/QZQCF1fNe82TeGDLiX6Un0dyNU9yKfY5jvMkBsgV0B8oUFmFmxSO4347oC5R/3Qkvbjegx/7pMMh2pyjcnQiiNx5Fbf+kBELEouDjbfz9FIQrzvjTWKlYj4Ur7QA/Pe9ab4w+NsGo8lb2le4/eS42i5lUta9L/ZKEO2ZRleWUJn5Dco77M7GAiibwUcNKwrLpc73AAv7E/+emhN2Zv5NM15+wgZOpiX+WgiuKX/2fWK+fDn/UsSzeWOrawvuxjpQrm2G5fooyImGQ0TTg6IPMJFxPRtyfz7CXnAyieZIJIJrlG2xCexIE6U9rRtDIgj8BfSL1ynHmdjr82xR7E3NZgNeLDpZc0PedzlZZ0gMIvBnAYXS01WNSYSZWJpF+vTn3QQk4uP7nr6cGAJvGjiCE7vZ07EAvG7GXbqWuJvwhFTGS9JUTVT52afvBNCfuZnIeHE3GDKoFmICl3FOa3Xs7YRDxBXqzgVs71S9NbfffRorBPsXRB1mMfOt5/1w2UJjAEWbwuQZ93gB03Y/1/SPzf6fwDcspgz9acYisjKcOE22zvt5hT+dLCwbFA+gOdRfjtoyGC7zI17QVEKv5kGO3srD7Rn5mGslXJgiIPCR1LzONB3C20/nnldR+bjv/FvNxgPQriV+ZibrEGOEPkg0WKdiigzS6RPcjm/5dbypfpPh5PcUdH5bu/vNSv++w1TCAmgUsYEfBRZmbuQDAneR3Jn14835l4odMm5Di4YNmOsVF/g1HNON3rbzij0P/Cki8CkCUdKzIu5LeTVrX4oJD6feTR5FYxeMnwQvx3wlg0x6+tPZzTiZh74T9O89rzHwMABSW8AQZ7HM3FCJ/lnxPTwb2wKJ8nZ5ZnN7+Hb3/b7c+xvv/FfnXZQS98EgGzjxIx70zyeGUwr9akXBFcdqf1oJEN4EtE0QkEHKQbLYc2k0GB84JzhfgBZXD8wa+4wBAj3HeTCE7e9oNhKyjBBsopqfYVFYklFLsi8/JWj6wYaallLUM4K+mAF3S8CIBz6ESv/KpZQPnmhBI0mk7OhAiYxn14wIq4h+mSIhRbKeAndMtIFE8f24gRLyBYg2Z5EwIkbnhk5IoD9IdeO3qyxwlM2soaZi/OnbTOd4E1KTQXiaCSAhEGhJGmuujOxdYrrXL/WVgqeLB4RRsoBgjaGSmfkgfYGAaWNfCtLCqj8jC/Z2eQLkP9KUtq+M/Iv6y4nj8GwyglUn/trf+vwG0JIyO9Ka98fXpyR59aGf86F2tL1Bbl3rYEXDymncEGcDg+p+/nhoAbBU7iE70pB19DOjrFnDSeP2A2mMhgNAr5OxgAx9ub9NoGnDsehZi7z3PJGoF1L4I8JPASFJ2cIAtDNU+klGmfmCIkR1+ojbn771O4iHFVKozwoA/kTNEJpayU7lgyag38QVKD+AoGjLBXBzHGSA4n4o8PJecu1HP2vCHO3ZJSlfHOxKLGwCRj+VCrOeAfm139pLym09FDj98Cw4oNvA+M6lqgaGAP90B6DJ/lQIYCkknLsAb+ybpRfcmJvNPZQzWGkrCFl2MfCH+NdZRwpZByySFFZQyN1UN/jabsudNFLG+LPH/bXekXxfw7bLy3jv4eNuGPkTu9YIBuZ0C4dxmnJvH/J0mDbdjU8E87U87R+oAn5tb5+I+d0HN8SQs2G+8GRCuEIAkvrsYR1712Lx0AcDLBYku86ff0+zhWV7nLKmJiG7xyDkoIZDHScvyfQJBnvdnn3Q+12X9XNZQAKMLBl2/Y4ypv3lc96Ec96+mhB91mv/ureRcuJWao2S2/0ZSy+P6NMX7JxU+Lhsocr/2gOb9b+tg5HdJbzTedQrGC7CZwpYB3OBsVNbyAZEU5eHPKeADxd0/k7GdgnbE4Vo+YCWlWEx524O5hPIBIZCkhdDit5UUvQBE8QbOMGEt6ey8vfgFWK9IPKWLlMXLK4GQ6VRzQGANOyHE7QyV64UExkT+lc2lBEN+5VMunE/NUn85fuFrpwTak4DDqW/Vi7GODKyngNS3bN8oGpqNtnc9HUM9Hh5LDvMUu8nLYJox0oznHGY82kPNWLghBvwNdWq7Bjnv9zdBP2mA6EcbxlOHW/dScDwxExP43rZIuASDeP60uKstSF0d4KfDIV0CWit60MnKv7rLNowQuj/xe2oQAAbX311PDQB2iNW8nFv83Ja+dKQn/WlNBDXoZiaAdDH1L51MuaZE8Xs6wK+HCYNsSiwCsxWb/YXNOLfWVvoV4Bhmep6EBRxkdoxSNTCAlmbGpCsBN2EOlWGqwr9FMYfKNhgyhKYBHkAZCadrDjyPixRFy9xL8QOOpgETjYH61F8ZYLBiz+X8ARUvckGVzxN5xk0IJw1+SPWLGwIR2Wc/OfAfVNy5nJL5fGZB3xxTIyFTBGaYImgJf8yyEwq82aQS+PB8f59Y2fdXPrWBj2WUYTOFuHsxJfRWMEGxJ/5t65US9m8dJawP0B33tsVIcFt5z/iztNy706Q4RQpO2vXmSsAy31cAYLQDDty5tPvIweWHL/M7r+jpKJ8qaKb4ze/VukiVi8iZx8nE77zyCKBxGUDPG5eRg2QNkHRd2VfA4EkHkMWQkbMWmKUNeN8FbiILC1N4ntf45TEA0AVyZ3idfeR0pN0MNgDigssTSV4764BD9+/sgkLXB+kWTsvPSX5G7s9RJPFjZObs/TQQpiBGce9GMs76Uwckg90JIvtMalv6AvXElhwBcnC0EwRJyg5rCbigtRPI75X8rm2iiLUkSDm5ywKu5QMOkA2m6FnWMf4MbKYwq5wNjvhil1LOBj5E/l1BadsNuMBMznGnf8hrXiF0ZQMEdUn70sTyRCfk5uaDlGymsDPOsXoSKdjbFArYE5bQvV6I9OvKwDIzOIIaJMxVRCW+w1S+sl2A4/neWFx+sJ2lY/nBAMJ6AX5n8UhLSE4AobCAa/wluRmXihu3X2QcdWyrgsjFHvPXkqGmtH+gGQcnjKCUQkvAT1LCQ2jKgfgcXH+gyYIwMz9YpOIwOhpAFxJgN9Jhj+7G39cjQLnSSlY32tGHPrTl/qVUVqV60isIAIPr766nBgDbxA6gDf0s4yeyr/QB6mh9d7Oz0i3sPelo3u1oe5vEJyjg7vLN10hcq1jDB3awtxh8JSTSiw70pS0DzPQPAYoyNmgYTeyFQ8zFI2hENLlhkSJhW3LGGZ+f6/3TO9eGthZmFA2t+XmCKUUVH6C8F059RpvpIHOoDBGKvYk5jSysvX9SESMSy0RzkZX3RQJ2k8Gu10/eEwN3BDXYQiH4SXH9+gtE8LUzMkofIh/JODjx/gnwk8OtfxHAJx5Akbkk9buaD/kj/kWIVsQVUzw8oqxEJkdS4LeB99lMoYDCZ80AFra1L9vsyLf87CMn2wMKnvM6oDBvwJxf6Yjba0CCJEsPko0TpIfNCnwKJir+mvkCJ0lvpd6jTpI36XGMNwNGtekpF+kNAMxkGb8TZLCM4IkA2VcYtPSPgCH7KvEAACAASURBVDs32OEermR7wnzdWQMC/zsAeJ7XOEtqByx6YFBApoBIeS1pB6EbIPH+zoHdgvLxadJaCTzpLGPN+L1hQWAMGS07GENGTvnTEX8gGWxT3LybirjYFKaax+tlPGj8f+7UFmEAReZ3D/f3Q+TgbQEhogLWa6o7JguzhfdsF+Uu8rGRYtamIJ6/DRTnjwv/ghqKhEOKHeRnNR+y3CaBy9pUvDwKUy7gbynlAvx/AgQXUJEZVGOeMxdYPLpi11jEJ1yIf5VLd1+xPYIz+SJJH6DH/kkllA6G1LJ1UXJdkXSvVMG4nuKNie9z9dbLbE14j/F8bzamtQOK7fX1q65hAX+wfahjzXVQKrZk1q9cO0fTgNlUhgOKk6RjArUD5gHLhJAhhuUT6dfzBLawHkCv9L+9vd73pzXbKciDo8lYSAXCjJe8p6kWk/4/6QIUINjJBD6kB9AdY9rN3LVcT2AI3YMScHD9I9ZTA4DtYzX406xfGG3pS6iJzAvhLsBQ/Ba96GB7mHrSyU4NESZvJD9ynEwwULHqXil60YHhNLam335mFJzsAuV1AYRy4XAvIv1pzTCaEk59fLzN/VvJWcVHVqoYQCtG0ZChZli5O9h8It/aHat7hBvJQ6QQac5fSAU2UozZVA6Y/DHeSQvL7lxmcE6iFhPMBVqAXtIuL/H9ya59GWW5dP9/sffe0VVVa9v3xHaw05QiimJBjxVBUbGACjZAQEVQOooICIQWQkLvvUtvgjTpXRCICQREOgihdyyIAtIh+/f9Med9r7k2Pu83xsvQ83jePR1r7J1NsgMxa61rXvdVsnHi+LVM4U39nl9obER57Q4dTzkmUlqfix5JhOhBeX2gA/TbDWZSgnlO/7SIorDFECloiMwzfEthBX1+7t/XPK/gT5yXUr8lxg+fnfGZvzQeDzE6ovlbHWIFH1bTxxrH/MmxiXvZxl0ciNggWjYbfrl0kwITv7tXHoNsu8DkEDh7xSWbx2v3yO1AYBC87Gvn/Dy/MMuXM+Ty9bV5Agr3OeDmM4D7yMHwtY0uOwf3O/An77tPgWROfQ+fcZSIGAGWPlAUAOiDUQGMEk/ju539GBnfMbzD/Sz9Ebv83HeR247hR9nMyMMZWdhMfmcgCUbBEgez3vv/Ks99M4gfCbPaMX8yAvZdwMI4yxhY6uEE9H0TNQZeyAss42ku/ZQJWhuOnM9CMk9pJuAMSjLfaQGFLbcbpVeZwlsaGi1B0DOcS1jOtSAaJmAAxznG/kveZgYlOXI+C8wx2ioy0WV5yihYTF5f8A7LeYJJlGYRRdUxLDpA0QVKo9AqHmWkNoXY0fClYZk4fCSHdgoHzUd28ytjYRkJSx+6H/vS38liZPzbj4/oQV1GU4GMnobIEsPXPE9vatOLOgykho56ZVrTlfp0p56ygNISIvo/kQMJ+OviquNItW5giQWTyDAxeiTSUiviOtBYW6kSSKK9C46W1xJp6SiKtp6cySZd/NUrBgBj60rX3wYA44+1I55Wqu/zswATHODzw6BbkOTo9+BE84OiOxLHaCpwfvHV/LI8K0Ooou6vzjSkjTqAG+vYWJLipTqoqxcl0NO5gPtQm27UZxHP8ceJf3HySGZGU0H1f728kOh+fMRQKmtmVT/HBsrnDqCGHtLnK8zgKN7n0KWszOMlJ6K2O2gBesPchVVGwj7j5wu0ZcfuJ/jLbn8U7zODkqziEc4fuZpVWPOH7/4VVsACvzLa/2sDactqG8hU3mAiZTS7zM8xs2PfV5hMKef8tQYQvjc286+TYdeJO5T1W+Bl/i3ieb2xSvPHfF5S0X0KhVT7J/o/Ee3b0d1jqvWT19cQdMGKEUB0Yus9o8Am8rOHnBw7dz00NVDHcORiVs3tE/epAD8xMvhRLkEPrgV00pEb1LXdwQ5P7ydAyJo88qgJJGzGCJg4MWUICNznAUFxAadzJ/vJzh5uZz85OEg2hqxtctk5eJCsl7F/Phj0x89hUBr8fXaSJzQGFmDox8jIv1k+f4cDw+IUlp+f/KyEGRUg6I/Ud5KHX8/fCD0NGd8Z9nEb28nLRucCXq/M331qCJH/v5bxLaDA3x8HCwMozJ9UCC53G40Ux0KnaEVcYY+ltuBPNiriYl/DQ1x8y5DR3LCSx5hLMeZRzEUhvRJi/mxA9Kt6/vgB6z7w80HfRMcARsfCTKI0SyNFYJdhDQ+F2kEkDsYfB8sIWDaLX/COXmPGUV5fH0R1Zf/8603a8YKk8RjjKM9QKtNPe8+D69xAaij7518bbQZqdQWAltULKjd784ltW1ll4IjR62kv1wUs7Uzd3XVbmL/uzsjnX98tEAxMIHZzXwfSDIcysjCIaiFjoIQ/y8fiDE4gSQFfJxqS5FhAAYUyDm5Me+JpRRPakxBzAcfWP2D9bQAw7lhnDcoUPUUz1wrSglauDSSJVk5vIblLkrwuLKB/gi6lCJH1ht1n8yjl34mGtKUpA6ipbF9nF/3SjfoaHdOKeK8Orr7q/iQWZm3kQRhluLQ/k45w7YWsll60bMzBR572z36OLUa3FUnC/g1ybjjR742jPGd+u4a5FNf4hEDfV1mB4BDn7BUWcLTH+vnA0G8CGe2NfNJ4nHN7r2V3Rs5Q1Ivd+ZeLinkJmj/GU06zyIJ+0re09cMCwtKq+ZOxr2U5SrCCJ2CTgVaG00v+pT2/0QBwMc/pCHghL6jzUloYrAP4SWX/pLpLtFsi5pfXRP+3xjMACACU5g9hidLJy4U9V5FxwMBSw6EL2RSICOgTls93r0a3XfiO3x+4W8e7AugE/MioVtyxYvqwAC+3avCC8WvukDPXZ+EEFPpAUdi/vdzGwLXxl52DPmO4j0BXuM9jD+XPdjinsHyefG/5u/pGEvk7iQZQHMx+xVyQjZgn9O+XwGz5WYrOUl6T/x+/H7se0gyMMxwmiwZFix5QcgCtOeR+1vMAP3C3/g5EdwNLELiMgYNMwMf19y3VbTwkjkhYQAF88igs9jc8y4njmWGoIbLKkEIhjYOZ7QCgBYQl1CXv9wNPdm57e16VVOAnLLyco5LXOdGNg0WT+9PpWzn/7dXMi7ykMg7RA06kjBpB/G5wmRb4+uNBVL/MXCYZpqN4n+94hPPpVnYTaAYrO4NbFY2F8a99ooOWZAQbEC3mkAAM9uVjVvKYZX632eYl33BnM1sbuhGwDYaW2C4x88n1vrNLhBBCQKY+v/52KywxLMoo6oBevFbCtSRRXb/iDvbjYcQAIsSF3L9aun77JrR3KRbt/vJ7agwAxtaVrr8NALY8Zke70voR7wwesrMSUChg0Dd8iPtKXm9BKzrTkANkhzTDlsjddKahCnbFyi9hoJL5ZDWATbQKrqtLlxdjh+wu+/IxGQcNJ89dzUTK6M7U7lJrqyBZLl69qENvPlGNi+x05aI31PX4SgPIEKqw51JOOGDISMmkIE522YPdLnokFUOVcPJaWPsXXMRlt+7nf22J3M2FqVfx+3c36shI3H6jeF8ZBRn3ihNRjB/2xhMU0suodwpv6Y1LOn9t/MurfM3znFt5jca+7Dxzp7p9F/McX/M8cynG124cLONeGfn6URz+zTiVghoB47s4Rczva7vW8UBo9CcGATF/7CAP504YImsMVDScOWVcJ+09XnvHXTr6FTZwmxtNBi0auRUE+iNeYch+P51ZWTEfAAoLZ7uFw25fiVkJu3Nz/uljwMDlDAG4fmsv7yI9SDYFlPscuJMRr4x+9zoX8b6o7+t/n2B0fDkA3R0FAANGMC+HyBIyjkTnJfrdwj74k7zEIxm3wveGjK02jFuyAX1t4Hoe4Dvn9JaWEAF/4ViYIBtQfm9kkyGGEDGDWDawkLbSCBPoA0GpM0yJFILOhshqo5Eptg3nVZbxlBpCZnpgcAYl1AQyzWP/JoaAX5mQ+UPAn7T4TOFNzu29BnYaDmVk88wg5UNOf3n05R82FsZmAgqgEw2xbzwT2ckO7oCShjPb/sVI9/lB/28NbQDxzRtDXVOI5KP69Zl+WHQv6jCEKrDcwDrDbF6hP7Xo40BgZxrSjfr69d29FhDb+lFfQV9gAgmqQTvRiE2/PQhfGH48fStd+Uz15Uk6YQoCopNooRyf1JLKFCvBBZLJvUs07S0defFXrxgAjK0rXX8bAGxzTIBekgN+LdU238KNhuNprQCvlftsK75tro9JtKCT6+39ZVUWVvA4g6mqzR+WKWymhhExhYg4WFzANgLG7iKttqS+uoCHUhnmGo5dzMxwPqC3u/j4uVRBBIxciOrRz8W+DFH2r4brBK6iIumhfMhgqhL52nDgYg4m8LbLzKqu7l8Z5Y7lXdX7DXXNIBb4VQpVvg3zwKEIvkdSkSUU4ezhazh15DrtBv7Ci4cQM4itfCvr9QGX1y5gYf4kBzC6Ci7Q/r2qo+AUnuT8t1fBLsMqHmEBLzGX4izkeRZ6mX/S+vGNexTAJyaQbymsmr/lrq1BdH/CBkbnuYkhRMa9QeNHAdcha0eHl341RNINDDYcO3ODAj0f7PmVbv6oV4CKH/4chDjnckyhrW7bH8kRYup2uFo5AVL+10U3bkjkig8EfbOG1L+J5k7YuX3koOfaNpedg/vJEWLyfOAorwkbKO8tH1uzSZ7LPt8PrQ7G1UFP8eVmlVzKivoMqoyDLfN3x2WZi1vJx7aMfJz95SqYbDh5+loOkE2je2wWYAE1gQTAPxwH4zuBJRBaXhMmUMxGsvkIxsBPaQvIEp5R1s8HgEt4hj0XcsEAw6/nbmQRRV0d3CtaBzeX4syluFbDiRlEXPV+wLqMg8UYIkDQbubKKvs3idLMoxgnnzNEahm+4RmNhPGjoUQaMor3Q9VwYhYRHaB8nrCCEkc1iOqMozzbzuXj93PXMYb3HLirro9+DZxkAUouqoRDyyZZNtciqelDbYZQhRUXC8Igw/4/cilAtI0gdTWmy/b+1tOaz25euL9c7+W+IKPhTjQi5VhhSDUcO3s9vajj3TckNcKOfYVQSCLB6f5ahoBeIgk0d2xgU9rRmA5uqpUUGwHH1j9i/W0AsPWxlur4bUo7rdWRLMAk17eY5E4qOSmT3G6rnWP0EkmgA02YS3FoZPht842htHcxfdhqnzjVAYo2UC4KvitYqoZEB7gs8jT0N7DehHayMygZyrGS0a+9cH2sMQeDqM4Y3qW/a/8Qd5zkAy7gRdLP36VF7dIOMtirVhrqRioyHhannh/MKiyez/758Q47Tufl/M+GIxeyMIEyLvalNMNcuHRg/giYAhkDT3Rsn2SOyY1JXL9yiKB9tss5W0RRjp29AfpaQ8UKHudrnmcBL+nod4ELgA7clM+S4hgWyV1bwRPKCErfr1S92Rv1o84J/BirHKMjDI+MgUXvtUZz4u5jM/dwOJIFkg1sMZybew3bycsm7lWGT0bAAkqCwOJwu8fJU9fpKDOIdckdNf4M/mwPt7PN5QHuCY1b8+q42Ad5/uGzdtHMXDQruJ8cdF7b6bJz0DaBBONcYfKi8/+iswXD2sOcIfAYzfwFtXQ5FfDtIsg/lGMXuUK1cD4LKMYQ0WIKwBN28MT+f8FCQ+SwdYtKTdx61+Ms7uBA+/eImoBELyqgT5hjv0pQHqUWzjrSxRDydCgTUEwh1txkGe5vKUzGcEPkK9seJL3Aov2bzmuqlZ3mWHQJVBfG3W8FEU2fgEDpBA5Xw9naxk3cC70NyymoGkAxgkyitAI8kY34gfLCAMo1xmf/5HoziOqMoBJ7tubRjc9oKuikQ47+1PTqMKsq6+cfogeUKs0efMoAajGMD1l16VEuFDMc+/4mhlJZExos2xe0N4kbWHqB/eu8dAPLKFj+fDgfwCTDkbNZ6EUdzYcNYpybORNIvI6FZVIleYBWv96GRDf6vTy+LMYAxtb//vW3AcD2x5qr+aOVdxJJ84fk/QkolF2WjIBFlCstHlN5g8gywzcXn3X6DSnwbkISCWr+8HV/Xd3FQsClJMpLNVxfPmYIVdgSuQeGG7adv1t3r3KBkmqiAdTUcbENLP3YuYOD2jeJdLFVcdU1C2sGJaGvYfGFoqHMv+HeOGWEsn1hLY5crAXsRf+ZiLonUIYtp/Pz+2/XkXzxKR3/+uMg2y5QTvV+MloSkblUvkn0i9UrlWSGu1lJq4ENurV1V8k8xdnDmaCrYefRvI71e0FHwAIAo4X0C3mBJRQhlYIs5jmnxSqkUTC+81dYG7/+zeb/BaHPfhacGAE2k59fzt9MxrcGuhjOH71G2b7N5FfQEYyBpbbtDs+wkFsBnWTeCSu4K8R2CfDLrWxa4J4NatWiGbOAacul+jwBffujAJw0euzyPld0gG3X9rjsHIwGlz5o9J2+ogEMgqWDv8M+7+t3ksdFy0S/p+9izhUCh2J2kZ/JDo8B3OWq8nZ4419xDAsglyzAyBID3QwXjmRyTSP5vQ7n+12t3z0a9u03wYg5SMa/whqLrjQYAz/pNhwBCyhyBQF+AgKFBZRswC2Re2CSZZmWUoQFvKjniLB+s5xxaiJlvEiYEiGnfVAX94bqAUW3K5szyfGcSBmm8xp7uJ1N3Ovq4d5R05fogn2WT1g/cfnK8xEOAPoVkzIaHs4HLKUIGT8bDp3OrtcguY7JFCQ6EzV4bje8dhxcw+UCVnfh0HUYRQVmR17hbH5DxiBDOneqPKenC4SWaU0Pd0iag4x7/QSITq4nOEiEaEgqBTmRfgPLKUgXNwbuSJxmzMr9Q6pIW3v6vyRa0Iy2NKCLgkAxNSaRoHEwf/WKAcDYutL1twHAFsfaan6SdU8lKvsXr0LaRAV/0gTSkTgSaUlr4mlHExJIohON+O3ojey9eDuDqaoNIR1orHoOewI3pZPTBkrZt7X9N9XdYB9q04HGdOUzHfP+dCoLfG1YdOZ51f1JNuAAatCdetr8Ibq+AdQMMX3ShSkB0AOpwWCqMob3XO5cHg1THU0FbfrwQ55HU8G56iqHxjHRmj8/+mWsG+lMphQsMWR8Y1h47gXHAJbnC8f02UMiIsoy0fWMjqO86yEtq60f9rBtIOL+ncUrfOX+bJZrOpjPSxw5mxVWGY6tuIVFFFXmL1oDaHVUT6nhQzLXhG0RB2aaE+Vbp+ZjCgD98a+f+yYs4Doe0EaIdTzARu4lnTv5/WhmmG84ve0aNnGv66LNo+PfgPHL5zmA7wpVvMnoUkCeH4viO2zFARu8nlPfJ8jTC1e67Yvk0HgVn4Hz8wB9Y4YP/gIncHYarx122Tl4iKw6hhZAJ8ziAbLpe/qjYN99LO/vM4Eyxo42qojLeW+U4zj4mQX1cX6AtmQC/k+Zi1vJx2byWwZ28tUw1XBq17XsJI9mOsrjOh7Q3wdxAVtt6COhSBj/90kcwSt4wuufDjOAKTzpNi9PXRYHI+amJTzDuQHXwA7DRu7TQGg7Ai7mQqFLhPqyZZM1gTLaDhKwgqU1908imaTGcZKriRtHOWbxKrQ0/HL8Fqbwlo6ARf8nwc/BpKCCFx9VKaQxHkElJlFarzMSXyWSk0trDXtP52Ik7+v1K7juBcYP6/qt6YwhYgYJWkEEHIoG0L7Xh5BqINXwFW86drCmSm+6U88F+NtHMYN0oLELgm6oBkCZ9gTj4IbMyCgJ0wyHj96mY9+2DgS20iFui9DYVypI5bm4g0XK1JrmmlbRjDZ/+T01BgBj60rX3wYAm58NcpISHMhrThs9gaR6RwwcTWjvTsZ4d8K10F7HfnzE2V8zceKPa7T2Ryp/pNZHdB/BGKChVsDZiIBGKh6WneRAavAF7xD53rCKR0M7VBEhhw0hH6uTTUJPo3OuRBT9OVXpRj1GUpGT3/6L8zWu0a+R0GfZQY/hvVApu7B9fhWcxDiM9i7gYgAZTzmW8AwXj9nstMmU4gveYTKlXFdoWdX5+cxgMFoK3MCi8RMjyDSvvkqyyyyb8ap1/s6zzSmr/njcgT97zHdAUITzy0KjtGc8E8iTOuYVHdZyCipT45s/1lEgxAYG8S8Pa9izBEBv5F5OHruBSLLh0sZMbONONnCfMoAyOpQMOr/qbTP51dwhrJ/vBpYYk2gwKKPPwAWcx2PGAuYtHAYtY+MgLsZ3/gbtILd7ZhKfbcvJEW6hwup5l52Dwtb5Y2MfVEYfvu5wnxst+19/gOyhUXC4Mi6Xxwb68TI59eciANMfnUdX7gU9wvlC7uAN3MfxMdeTscNAY8Pv+28MtYTYGBi/FeRBZfnkd8T/3VnOE6zhIVbxaEh3msbj2gssGlUZA39L4ZAbOMi4LMocXubS7KsgzsAco9mYge7PsuZzKM4innNNIS/r+eZ3b/taQH9TJiygjWsSLe/bXPjtKv44ei2zeEWlHT4I9K8Xch2R133Xr3wsGmQBbzKZmBZ5nUg9w7qLDzoTiGX/hvEhfflYdc/Ro9/efKK96DIGHkBNurkpjIREn//9alhlOHAph6uDq6PZf72cXMevgZNEBxkHd3ZMYPTRkUb0oC7byctMSihxIFFhEgxtEyuSHBPYQg0h0v4hbuAmtCee1rR1msFmzr74V68YAIytK11/HwC81NYlpLdRulwcVOKqSnKmD4mBaUszWrr/hBfsSBwTKQObDLuP36H5TdIRHKb/g9DnNg74dXMakkBPYiMDutCA3tTm4tqroJvty5Udp+xQ+/AxPZ0BRGIMBlCTHtQN7WoHOP2LtHf0o5ZGLUynJAcO384kF/480u2oRTxtgd8HeqGVknUBhsIQiuFjtJo+gjq4yZRi1/k7OLz9dr6lMBMowxgqMM6Ne+WmIaNfYQ/EBGJHwJZxkAiYabzO1zzvqt9KMJlS2mwwm1eYS3FObbsOehhOHb/ONSEUVwPIfNeNKsYP6VGVEbDUbknvqjgwVzjzhziA7Q3b6v+EtQk6fguE3L52FPwAW7mLYxczw2HDsSM3sElBwgMe4MsXMhz4WXTbdDwZ1JbtcK0WuzTuJacDRdm0t1cYPn8EHIxDc1+m4RMWUEDeLsccCpASE0f0+NY3mewmJwfJ9qfnoAC7cIRMrhDIiwaovrNYvsd6HgjpCX3QKKBQ3L7R5hU7xg6+t2VXc2s8jIBgf/TuazEli1G0msfPZIZVhoy9hgNkZyP3aiOI/3sgbOBqHma9c4iLhGB1lA5wpZMbLPfCoWVzkuz1Alvm7/nL4mCEBVxKEYg30MjwHY8wh+IK9CQUOhgJ2+7ssOnjLXXcyzn4FW8q8LPn9Xua7Snj4LkU5xBZWcIzfMWbygJaoFdB9cQSBePHR/lNQoOo5ka/1TSdwHcJT428wanvr2Hn6bx8SVmGu+uWtIHYyUgNjcAS169oqG3G38eh1/zMwBmUILLBcOhCds0D7OEC+AUMdnUpDjYDtqFu+m09XCP3cQO9H1gToO17//l4Vo4fvp6efOpGwI1CPfNJLgxaGkNsNExTFwuT4GiGtjSmA01p5yrjkmI5gLH1j1l/XxB0Rmtt+2hOa5rQ3hPPJtHSUecy/hURbluaaj2cZe8aMIJKXFqXCX4wygoKvd+RRnRz6fB2BNBA7f9y2N1hAwV+PahLd+oygkqcO2zIWGOYyhue8+xTpz+po+xfN+q7kOdaISGzAEEBhxJ6Oti1evzA3TDdqKh6iAN0Ero6xF1kxfE7xo2JR6rWr5Lu1se4C7ak9oujb+XFx+BrwyxeVQeguPos0/eOuggnuJvGeAcAJd5FgKG0E0zlTaY404c93nDgz7oak3mKyGID1QynlmdmIS8wz7F/8yjGYp5jIS+EbpZyE7WZf4U0hNcGQD+pQHA1D4dGwX7fb9D7+7C6Pm3bx30aBfLjmSxcTDUwz/Dzd1mUJbJO3/xqMPCZJws6xPBhR7/p3KlaQRl7yohUzB5+fp/v7JWMPxl7Cmj0TRMynpWxcXTe374oMOUDSAuucijI+rN1mCyXuXflUdg9PxBaQJ/fNiJaRJ81DOJhhCHMqaBXvoeMun2zi6+D3O61hfggW0bEAsb9VhbRBB4/eQMMMpw/apQd3OAc4OsowBxeDrmBwyPgR1RbKg5zPxLG5k4+zrcU0nDoZAqz1G1eUijEUoqEuoHFELKEZ2CXgXaGYyduUEewOIHl3PHD1Gc6YDjdMe3C9vkZgRMowwJeVMd+0OH9tsbEnDh6A9t/vJMZlGQ85ZT988GeD/rk2iFsnwTM+8H0ElQvkS9jeI9fz9zEfrIzmVKu8q2KymDk2ifdv3ZiUkuNdQIIJSxfmkHka34gHwwxXNybicU8pwBQOtx7aARMI6319LWA1gDYRF/rSBytnUSoK/XZeTYvLDYM40ONGGvnwJ50Akv6RGu9c8VrBqCNfAlMjC1cCHRjOsQAYGz9I9bfBgCbRto6cWxLZQHb0JxmtHXsXgD+/H7F1sS7E6yFMoDnkq+GroYBkRpOI5hIVz5zgLEZ3alHW5qpscMWgddVx5gwgNb1a5nAnnzKRMqQscvAVHtRkLgX2xDysY4aZAc6yLtg9eVjevCpjjOkAk52woOpwmgqcHbxtRyclVMdwaL7k55gYfh8c4fsxIXhE9Anhg95byl8X8bT7D6bm5U8yiQX8SJAULK/gpDY8qG2gUmOaQiiX97QsGcZCc9ypfby+gJeZHvkDhhrOLXiWr7hWef0tbq/2bzCNzwbEsknO/2UBD7LiG2lp/OT5ytcL+sKBwbl9XAV3MOh1o91FGA1D7OZ/LDHQFXDwZ9uU9An7RG2WuwuZZX8AGgZN4ppQVoqJNxYGEC/vUNGxNGjUJt757uDA4AUuG4Dg4noDX3ziHydAK6DZAsBMMn0O/A/AMBDZFUt30HHVO7jNg6SjUNkvawH2Gf4/Bo5n9XbSZ7Qe/n/Dp9FjNYHytfK5wnw8wO2t3NHaBQvzwX4+SCQ1YYTF64hss2wnTtUByhu4Gg94JoQELTmIRkFy++V7wpewROh39MgFiZcDzffOdyFDcyYY2C6ITLNThXmus2QWuQYrQAAIABJREFUsIEzKcF8XnKbqtd0kzWDEgoAJYppCm8x0cXAROcAWhmH7fQeSUXmUpw/Tl7NOgooAJRpQcAGBoBQ9H+y8RzirinC+Mlrw9woWK5PUyNvcOxCZkbxPkNcJZzEvdjDmt/EGSyaablmCkPY3U1RfE1gbz7h2O6bufSjYRqvaRxMd+ppJmAnGiqrJ2SAVMIJ4yfgL4kEzQPsSR32XswJK2zlXFsnGZJ0P6kgDZqpWqkhsQntVR/YglbUp6uOg+Po4O5vsSq42LryNcMYEzHGvOy99pgx5ltjzCljzCFjTJs/+bp2xpjDxpg/jDHJxpiH/4f3/9sAoGX3rJKiOW1o7bL9ZAwsJ51lBVs5RjBebfeizehBXc5vvYbdp/KykBfUwt+WZjrylRDoJBKcIaSJ1/XbSC8Ckv/XhQb05WMWXSpKZJ7hyMVb1a0mu1Q/q8p3tolDWD6W0vPPXfyLZPx9TjUdeU7jddrQTHfLA6nOGN5TXcxgZQEreiPfSqHoBntxrqh5gXJBn0gZ9v96G2wyTOGt0MVe2j/EAfwF7zDVgb0JjhEUndEkFwItWiQRqUvos5Taz6E4yynIpdUG4gwnTmTWto9AA/iigj9xTNobZxGX/2dB4FI3ZpMYGDF+yE1YxsCi4xLgt9oF/wr7J3lw6eTl+KVrYY7h2IXMzvSRP5TzF603iz52es5UabTY6cKffdDnM38yuj0cuZV9GUFLhs/u+WHRfsOG6OHEXRw9IvbNG8L2RdfG7SfHn56Dh8iqOkD/fQ6QXd/ngHv0Ad2+Pxk97yMIjA7iZ7KH3MKWVcwRGgX71XKBMSZwQcv4d6cbse/wQKDvzBZzjgD2I5duJbLXEBlr+PX8jS4K5j7XEGJd4T5DHJhCCrhKuMcdCAyAXwpP8h2PaBD0Cp7QEXAyT7GMpzXKSBptRAO4lCLafHPoj9ugseHnMzcx3+lhRQ8o5hD5eIYLVJdDAqHt6Nc686fxunPwl2WScxFL3duXTtoxnZJk7DEczMjOFN5UB/CYqJy/IDS+grJ+cu0JdICVVYoieYBWlvIh4ynL4VU5mEkJF2FVlf7U4nOnix7oNM5DnEFEGD8xhQjQE22gMIEyBt5+Lh8MNGy9cDeDqEYv6igDKNVwlgn8jC40YCQV6eI6fsUAIhOiVk4qZI0i9ZnOa/CVYSWP0oHGmjIhPfTSRiVa9TbOCdyUdl6HfZKaFBvRSaPOYi7g2LrSVdUYs9AYk2ECAHiTMeaIMaajMeY6Y8wjxpiDxpiG3tc1M8bsN8b82xjzL2NMZ2OB4g1/8j3+NgDYmA4hli+6S1ECoQUMhk9Cywi2owkjqQgzDce33hii9cX84Xc7tncZUHIxEC2IMIG9+cSFSn9Kf2oRWW1ggGF7+t2a8xcd9SKA0B/19nM71oE6CrZM3mBn7hjitIA25+4JxlFewZ7sroe6/ky5WArwG+x23XLxHaE79YreBfxdBYXJkac4evImvo0UCkU+jKaCjnXF8DGOcozlXacTCjqAJVxWRk6WEXxTAeAcijstYEnmUJxD57JBewPptotUAN8cp/0TJlA0gNE9qsnOAeznrq3wQJ9o/b5zN2o//sWvefOF/xu4j/ObDbSwTsItLhJERrg+EBT2z8+j+4G72eUBse0K/gIQJ3l24SDmXJ4GMNzlK5/v5wT6BonA1ZtTWTBfKxit1Qtq1yRcOtf/UQN4iCzKGtrHHA702eei39tP9ssYzENkCY2g5esFIFr2MUeIHYwGrL6b2XdA7/DG6UE8jH30wbiwsnIIiN9MfnaTi3NHr4WWhnP7r2YfOTQCRkLB/XBoYYxlM+G3ggS9wMIGPqaGpJUup9JuWIroxkV+ryUgOqg7fJ4UnoS1Nld0Cc+wgBcd4LPjXwF+EynNLJcNOMsZrIKuYAmBDhzBouGVLM/xlNNN32RKkTHJwEDDuj8edDEwFRhHeb0myMQgaAmpoNcXy/BVVjOaTCmk1chvLkq/eCff8KxOMwZThS8oryYQv+dXQqLtpKSGTlMGuM12f2q5KYt1+46iAj8dvYUTf1zLUD5UoCi5rQIExdBnjwYK9GQEbM2CDbXqTT7eyl0cOG01htIYJeSBAEJx+Ab69ARVpvv3MXtfs47ghEhsBBxb//crrzFmn3v0GcBqxpifjDFXeZ/bwBiz0/t4jzGmvvfx1caYn40xH/7J9/nbAGAz57MKEtPbEEdHWtKSNjR3p2p7NX20VSdWolLvbWnOSCry89mbWXaxiIp1BSxaIXAjF/liq30kCFTs/9L7a7uB62md0FjeJWOP4eIuw3Re0+gXAYFB7MtHyvYFsQZ2xzrYZV8J8ye74b58zEgqcvT0zaw7/yAjqKjs32Cqhi6yg6iuAFB23eKssxfkDzSyIdD0lVcdz94zOSHZkHKpkI53hB0QN+B4NxKe6Lp+LfNXyo2AS+tjEAFjK6qk6m0Wr2j8yxyKc2rndVDbwFzDAl4KjYAX8JJq/772BPNLKUKqu4nKGFgiN1IpqJ3Aaa6fVUZ0lvELGEC/7WG9i37ZTH52kgcWG2hi2H06t3P85teMPxkFh0FgEPYchD/fQZDbl8eBvWDs67OAvvvXB2QC4oKvyRVivML5ecGodxv59P18EHWAbFH5e8H3EXfuny3L0OUIAclA55dDgeA+rzHE1/f5wE6AZjTY8/8ee72/nz8C3kcOHWUL0NzuBUT7VXGXawDz6dhXGMHNrhN4K/k4EMkGBQ1HL1pXsGwMbBPM/Y4hfkCBnV8F58sKRP/3HY9w6YdMOvpNpWDIsb6Y53QzI+Hm89yGZwEvMofiLOBFjv9wPSw07CQ383hJgd90XnOxMC+7WriSofPOdwD7ekCb9fm2Y/wkCqacMvxf8japuwpBNcO52VfpJlDyAMWUJs8lDkbAnx8ELRmAwggOdf3kck0aT1m2cScjqUh/arlO4KrK8AWRMNV14yzVmALo5FFMIP29TTULDGd/ycQIKmkig7h/RdMtXcASA9Odek4HaKO/rFEwmBB1JI7BVOU7Hmbz8fvozSd6D5Gxr0iKpLmqBa2IoyNtaa5OYBseE9zXmrrKgoYZnf/ye2oMAP73rq+NMbXccx8A9jbGLIj63GeNZQlvMvYXIWKMKfIn79fzT77P3wYAZdQrJ404fRNc+4cNgU7SvkW7+2pMkvu4ncvuW05Bzh+8mg2/FtDgZyn6DtLcm6n7y6+Ck11fZ88tJhVwo3ifjHTbPzmUypoL2I36ygb24tOQfkUcvzK2EO3fIHXNVWWA0wJOojSR1w2r9jzGYKpqSbqIq4OdcTUGUEuZQRkHB92/lULF7X4m4JeU5cCFHFzckInvL/2bkVRkPOX4muc98FcuJBif6NyEE3ibKd6ISRyHX/GmshDTnB5wlhdhkUxhWGlgtGHj+ftZwIvMpIRz/xbz2L+gAm4exZyGqjDJmgFYyDF+NgbmWwozkxKhqjfR/wXAr4Br+SigUR/ruZ893E7kmIElBpINa3mQTdzLJgcUBDzIo+TLpXOnhkJb5i+PRrLsjDJ2bHfAMFxxllPZOz/+xAc/ft3bDtUX5vHAlgWakkW4w/s+fmCzOGaD0XEAuo6f+defnoMC8Pa7ka+MbH1g6DN7e9yI2WcGhdGzlXO3hf5Ooj8MsgRzXJYPKKNh+/HtIRZ0l6cdlJ+TMK/png5Q/j9JaHc4vDsfLDNEehp+PXMz650bWJhhyYdc7XUCr3XxL6ud9lQAobTPiBt9OU/oOFjGwOJgt0aQZ5QBlA2PNUMVI/3SXfwxOTO/HbmBxTyn59BcimlAtGXYX1eN7WRKMds5g60M4xUmuVYQ6emWuKbJXnyTbPDm8xK/nL6FH3/NqgHwY71pgbwmOaLiCvYzRyV+SjaofujzcCoxhMqsPfYwrDWkRR5nMFUY4ljCIAXhIw1+Hkh1+lDbMYC1VB7Ty0lselGHXo7968dHDKEK+87czqVtdmMuuu0+1KYLDehOXQV9nWlEDz511/oGuvmXz+nqwqA7uslRZxqy+0IuMvZYzXcnGrnO35aqObd5f4luCtVCDYnCBkp+rUyqGtOeBBJpdDEGAGPr/27VNRawyfIB4AhjzMSoz3/QWACYxwSMYYGoz5lkjBn2J9/r73MB01or4GQELGHPwvL5mX9JnuZCtIADqUHGKsOh89n5nGrO6PGZ5+y1DF9H4vT1rq4JJIiHkZGArRPqyaf05WN2XcgNbxou/GouY/36U4uefKpJ9aIJFO2esH5Sk+SPciUDcDQVmBspznRKMtiNUsQwImOVzx0baGMXKmsPsFS+iUBbGENh+ETXM58XYbPh7MZrmEQphjvHsD/mkXHRBJf9N8ErnA/qp0pp04f0/c50kS+i/5tJCebxEifPXgMjDNu467LKt0UuEsMf+4oDONmFQIuYXkbAEsTra7FkFCf1Xb5wP2D/hOV5gDN/GOho4EnDH2evYgP3a0ZcMP7Nr60SAibE1OF3/O6KYuv80Wjg4A1q30TvJwygMIYHyaZjYWESBdz4TKDvHBbA47OLvulDwGU6d4ZGq7vJ+afn4CGy6ghYxsDi6D1ANg56hx8FI6ydRNxcHl2TM8QA+lVxEhfjM4vy5xIVI18jej/77wlCo4PGlbw6Dl7LgzoK3uhq/OTjA7/fRiTVcGGvHf2v5UE2alVcOB5GxsLiKF/Fo2ziXlbxqDLQ4lAPAqILqktdNjBLeEad7aIDXMxzyoInR54istKOZL/n31oJJ1paGwtTgkmUZrZjBqVqUSJhJrpzNTCBlNPcTzmfv3SGkC95m4WnXiTjO0NknU01kLgnAX1+MLRfJekzf5JQMMCTtQxybl+ZUkyiNJd6X8W2Q/k1PkauYzINkYYQyUqVjfJgqjpAWE2ZP2H5BlGNPtTmq8ibMNeQxmOqvx7De/SiDp1pRG9qa7arbPCFHZQmkPY0oQ3N6UZ9rRXtRCMO/JaTs8evYhTvq9PXN4C09IiLeFrRniY0pZ1rB4lXZtDe2xJUylT/fLe//J4aA4D/fSu/sRq/O73X/nIGsF69esTFxREXF8fChQv/kl9WCX+WHZMPCINibaun8Mu5ZZ/VglZ0px6bI/lZRFHn2JJquOYq9O1FHToSR08+DXX+Cusnr9k4Aasf6UNtW90037A7kivU9+vrV6xIuRb9XQ2cjID9xHurD6zumj+q6OgkzTkJx/Ku6gIHOSAo4HEANTUaRqIYRnouvMEuJ9Af1QRanvL8dDw7rDDM5NWQ4Nu/8E/wXIPjKO+5C63xQ+rebO5YAAKnOc2fBNXOpRhfUxQGGShlhdQy9pWRr8RhzOclZ/x4VnVSMgK2pg8bryGdv6ku+Hm5Y11kHLfa3aCl2itg/h7SyJcfuJvIFkNks+H8z5nYTH7WUYAtjtkTwCeHMEhSNybgTzR+wu6JE1jq3baTNyrvz8/iC4cgR49I5fV07tQ2Ej/zTzLxtnCPghvRxIV1dMH42a+P+zMA2HHxYg660bE/thVAKCygZQZzKBDc65g8YQwPuM8TMOcbRIQBFGC8nxzK9vms356owwe08u9Idy7gwBCTVw0i/oheauCky1keT6y9DlYYfjubmU3uzyUgXFzBvls8ehQsrPNKB/qWU9DpAkWeUNhtYArreFjkDGII8RnARRTl7I7roJXh5IHMzOclZvEKc5z5YwEvKtM+l+LM5FUFiAt5gdm8HMoAnERpxvKuY/7KOiAYjIMFCK7hIX49eQMzKaE6QRn7hg1iFUImM+vqreIkKh94YK6KOntlOjGaCiTzFD+dvFXD7UW6Ii1Jkps6kBp6SAj0IJeV2oO6Gr4v2ut+fMSsi6/CDMOZY9e4aUsNelDXOYEbKBPYiUaq6/alQB0c+JORcFAS0MB2yk837Dh7p3MKWwZQgF8iLTXoOWj/aEkSCS7KrI2CPok2i6MDTU+3/0vuowsXLtR7db169WIA8L9sVTPGnDPG/GKMOeqOiDHmd2PMEGONIT+bsAawofn/1wD+Yv7DGsAmtFezhwA93wQiTqu2NKMFrVSA25p4WhFPR+JYf+kBfrpwM0sooid4ZxcDII+SBC8iYIkDEN2fFIl3ohE9XbfvMD4g/VJeIlsM03idvu7iI2JjAYG9HAD0XcDW1VbLGTqC6IMhjuETpm4L95DG44ygEr35RIXQQxzTN4wPHMALRrsSyxBdAyc7dtH9iebn8LksXBplRyUy0hlNBZfxZ/VCo3ifia44XurebKdoaXUcSuZYwAQGmiQ7+n2ZWbzCJvLDYMPFzzOxlKe19H6+A4GLHAso499FFA0ZQJbwjI7UBPzJzTbVOTDlZvy9juwe8TL/7A1cXL9LKcLRCzfADMPF7yz428D9CqKiDSASJiymD9uBm1dHuBu5z40h7/DGk4HJw3e17vCMIH6YctCxG12TdoeaGoSh8uvQ1lKAVTzKMp5mA/drJI1vkPCDpv2aup3kvuz8+3jdBHXl/lkTyF4H3oS189nAAx5IPEi2KLfw7c7pK6Pu4N8uAHGfp3/0zTHRDSI2D/BO9nixN/Lv8jMBfTfwtihDiAD8S99eBeMN7DXsysitkTAbuJ91nh5Q2D+fAZTNhxiRlvOE+x0tqBuWVNdQk+IZl5ZShKUuJFpAoMQfzeMlknkKNhoupWdyJqmX3Tn1iucCtp3AErg+l+KkXXw85MgXNnA8ZZlMKcZTVl3C412t4zjKMZHSrOcBjl+6lg3crwYwAX4C/iReSq4Zcn3xWT7RDPanlk4sBruN6SjeZ9fpO1h70eqbBSjK5w/yNNESByPd6JK2INpACd+3o2BrCplEac4suJYDF7LT1/UBSzewH+bf2bV/yDTIbwKRlqjWxOvHHYljDO/BSsO3kUJ0pqEzGzYlkQQlIeTrpB1ETIrxtKaxu6/JZKsRHS2xcbTVX35PjTGA/30rs7GjXP+IGGPeM8ZkMZblO2yM6eA+91FjzAETdgE3NdZA8rAx5npjTBdjncL/URewbf9I0hMlQYe7rfWQ8Geh10Vb0Zw2tKG5DRtOMUymFJ1pqNpAYf6E6WtFvFa8CSAM6oEa0sF9fnfX7zuYKqyPPMDv5//FJErRm0+UGRSmT8CegD8ZAQdmkBohNlAunNLosSryCKk8qcaPvnysF1KpkpN4BRkF+3l/fgWcAEE/228mJWCvYe/p3JoFJjt9GfnKmGgypXR0ZFmBslojJTcXGQ1LG4EwgSJWn0cxDl7KBp8bMvZnUtev9KHKCHiBy0Vb4owhwpIsdREwtlrrKWcAeUoZwBXe6Pc7guBe/+P1PMAaHmQbd7GB+9lBHphp4EvL5AoADIDfPSEHqYAHCR4WpkkAoD8C9jV3vpvXN4AIKBNw5INA33hxiCxuxJtP31P+jtJ1K4D1e/6tY0kZiQrQkyYNAT7CGG4n72XnX+N1Q5X9E8euD9L2e8aP/R7LFzB+gWlEImOi6+KEwZPvIVpBee5nAkYzpkFgdGCK8ev0fHDsN7cIiBYAKC0vW8nHTxdvhqGGMz9mYgv5tRFEtKJWS2pdwgL8/FaQNK8RxJcjSEfwtxTWEfG3FFJme4nnBpZzQBIATu27lkh7q0udRzHmUJy5FGMGJZlHMc3WnOlGwtZ1/7J2AEs93GRKMY53XMe3df1O8LI9rTmsHKt5mHNpmTh18hrm85JeEybwtrKAogUc7bmAZQwsuj8JjBYJitX6Wb3fSN7n4pKr+flIFubzkk45bMSVDXkWTbTIY0QTKHIb3/zRj4/o7tjAfnzEl5TlzK/XkbHSOABZy2n+GtLdhUF3dzmAov+zzxspCJQ4mFZepajNh/2UY+czwxYr/REA2MoZCEXvJ3cqK1VqQSIJGmnWkM7KDsqEq/XRln/5PTUGAP/fWH4MjDE2+iXFGHPa2HFxqz/5mrbGmB+NzQpMNv8LcgCT3BC4uaPMBQC2Jl57FG0ETAvtZZSTTZLYZ/Eqe8/nZAhVaOu5uXzGT4BecJLbi4BUwMmfiRu4D7UZTQVbJRXJproT34nmu9VEwyLAUKregtFv9VBcwkgqspyCsMywmOe8SIWqGpwqwmkxekg7iDiEB1BTd+oyFg7aQKyOZx7FYKfh+/MPq9lDRN/jnEbItgKUDZlAvnTAULLGhEnwq6emOeZP2InZvMw3PMvF7wyRdobD3+ZgDsWZRzEXhBsYP2Qc7MdkWOF8YR0Byw1V3JcCAiX3zx//Su6f5P2tcaPfLdzDsQuZYYLhYCSrxoPIIaNWed2vF5NDTBli0jgYyRaqKNvtgUEBMvK6D3DCOXeBA1ZGpAKwBNTsd0BLAKXUwO0gL1u4hxQKsY4HtHd4F7nZSj42cD9reJDveUiB7joKsIl7Lzv/Etb188bFuUOj6j9rFwlHt+RUDaDPDEa3gUR/7L+Pb2SJHgHvJ7uCWwF+8v9BepSlI3i7awiRrECp6hOAv4l7FUDvJA8sMjDb8AP5PEOISAcKKAvo6wB9E4jvCE6loAcAn1T2T8bAYUOIlTvY8W6gi9118g7rTk82OgaeSQnmUJxZbuwr3dqzeNVtul7hS8qGXMETHIP/pXfuSpuPAMFJlGYZT/Nb+k1kbM3EbF5R0CfaYUkQkDBoe/2pwlAnRRniNqUiT/GnEBL7MpwP+JqiHP7pNiZRWicWvvt3ENVc08dHet2UEbDkp0pItIyAB1KDnq6jfR0FYIthMm9pGHRP6rhN/mdq8utCA7ryGd2cFrwLDUIacZkIyQi4D7U58GNO1l18kB7Upa1LlWjlwF6S0/UlOIOitFQJMLSTq5Y6xZIJV1KMAYytf8D62wBgGw1+tl2J4prys5VaO7OHMHvi6JV093P7r+L8rqtdu0cDNXe0p4mOidvSjC58RjuaOtBnBcHCDnZz/ZFdqa8xL1N5HYYbLqZe5bQn9ujlaof8AGjRpggotECwFmN4Vy9mn3uC5mF8yCKKcnpfZsZRTtnCzz3gJy47K7iups8FEPqP4SDoSprvt4iisMuwiKJe8bu9yEs4rLADNvrlba2VEqZPbjAyghIjiDCAfvXbyV03QJLh7M/XMpdiymZICLTPfEjrhwTkSohuYP6wo7QVPOG0V5ZpER2W3wwSZLkF+W4buI8j57NAmoGF1pCy0QEBiQjZwH0ecxRu/PDrx3Y6R62wen5UidS37eU29kVyhBov/Gw/HwiK7s83XOxzGrtD7rX95OCQA1W+vk50iSk8yff8m03kV22gmGGsoaFAqO1iI/dddv61W9ctFDHj/5uijR3BSDgAeQc8N/ABzzUs/z7/tTCotN8ncBYH/cP+KNj/WfpA0f9/4WcyCvsnYd4C7IN2EDvm/+3iv6Cj4dTG61Qy4FfFycZCNhdSLSiOdNtEYwHg/8QABkamQsps++0gC1z48xyKk0IhSDTwhdEQ6HkUUxA4kxLKtM92bmABglPd+NdnAgUMBvWOgRNYXlvCM7DTcOTHbIyjPMP4MLSBFLmJ3w0s15uhDgT6tXDSPiSMoIx7+d4wl+LaGiLXQb/xqJ/bSEtkljCAlu0LNtwy4u3Lx3xOVc5M/Rd8ZjjCLeoQHsaHquPuTl2Nfunq2p2EABBjoGz4hThIogWdaMRSirCCJxjOB3TlM5UeNaMtbVwfvXTTW6OHlShJFIyYPyxQtGUGMQAYW/+E9bcBwERa0pDOzkEV1OlIOHQSLbTRo5ML85SdXGcaMICaHLqQlVPrMtOH2nRzzR4C7Lq77KceLiZARMLS9iGBowLk5CIygJqsyfg3LDFs4W4d90oGlb0AVXMiZrlA1dZogyHukGyrwZ42ZghVmMDbpFCIvdyu413RBgYZgJXVffc5VUM5f74OcKQDfnKInmcypbiw7WpOnbqGObys2YDW9WvB4ExKuMaPMkzjddcgUPqyvDHfeSjPAwbQZpfN4yXO7bsGWhtOnrnGgb2Xosa/RfUGuJjn9Ka4mOd07CuHOCz90Gdh/iT2ZbW7MUvw8ybu1aDfLdxDZIohssXw885b1PErwM/P/JNjD7eHsv92eaYPMRwIS+ZXskVn9e3ygGF0dp4PpARASXuHAMB95HAVbUEMiwBFAXvy81nLQ2wlnzafSCexuGLX8JAC5ujVcV2XkPZwh8vdi84klNFsNEDzMwgFpAZj4RzqKg5nB94WAsX+ewoQ3uP9nGQcboOoreM56Fy2rKUwtVu4R40gouEUFlCOTdzL4UtZbEj5HMMBsjuz0H1ek8wjGgwtndOBAeQxNSHJODjVmUEEBFr5wpMaar6EZ1jmdIACBkUTKxsiNhuYZljDg8zmZXUAT+N1zQKcHRUELefjBE+eMdFpdydSRhtBLPArr3FPX/EmmzLuJbLRsCbyEOMpq7pkAXCiFZaPx/Ce25RWVu3xYDfNGMN7Xnh9oAUcTFU1ssiUYyA1QvFWYh4ZoJq/WpoX2Ifa2rYkwG+Aa1rqy8fMoCTsNByKZNXPkRaQTq7/Xe4FsrnvSn3a0VQBoJhAOnq6wK7UZ0Pkfn66dDMzKUEXGmjvfEtnXJSosgQStedXeoDjXa99nMsAFDNIi6OxKrjY+t+//jYA+N++qvdPpeaSJdRPnUOT1KnEp04iMXU8HVJH0DO1P71S+9MpdRjdUgfROXUI3VMH0TV1ML1S+9MzdQA9U/vTN7UP/VN76ePA1O4MSu3GIPc4JLULQ1I7MyS1M8NSOzEstSPDUzvyRWoSi1I/Zm5qXcaktmZ0altGpbZjTGprxqS2Zmxqa75ITWJ8aiJfpCbR4OduOsoQB10fB4oHO32ODYl9NxQ4KwaR+bxIxrpM0MuwgfuZzStqDlnAi8yluDogFzkwuMwxJMvcDVPq3pa7jDXLsDymDIwf9SLj3vXcz0buY7PTum1yI8/jp66HxgYWGX7/+UZl+sQsEB7zBoaJnV6wswAf//BHuTKa3RcF7uR1n7WyI9Ks7Cc7hxz4sw5a27l7mCwcJguH3MeHHBg8RFZ1z4qO8AfuVvA4ghyxAAAgAElEQVQhTOhaHlJH826CXuI1Ls9uOU9c9vvZdV17/fdaTZ1kEObVcaqAreiQa/n37feq3wTQCgAUYCv6QN/cIYzffnKEQF40ULbfL8wAiitaxsE73N9ZnMCSCRjdDrLF01EeP38t9DAc4VbtgF7HA6wO9QI/rKNhYfsETFsHvw0kt2alx93xhP4uCwAUF/BSijjW254H811A+tc8zy9HboUZhp+OZ3HnSzFl+qbxOgt4UfM2hY2XmKYpvMV0XnPZf2+5UfDbGgQtWl8BiuMozzKeJjLD8Ou5G/jKq4WTSYEwgL4hREa8oj8eRPWQBlBA3jBvMnH0l1u5MP9qraiUDmC/DlNMJCKzkSxV2XQL+BNdoJjvFvICtDT8/vv19HZGkG5a79lQg6FtwkNQ8SmJEF1cSLRoxzs5rWAnGpHMUxy9cCOreVhlRK1dELT0AIvxQwwftsCgGY3o6MW/JDlQ2CpmAomtf8SKAcDY+kesSCTyv/55YZKpymDi6Eg7mqqLcSQVnRGnjJpq5rpoEGFIF1FUcxGXuxiclTzGNzzLTErosYAX+ZbCrOQx1mu+YeB+TXHtFNGrx7o2IdAqwMw3fkRH1vjB0L72T1jLI9yqx4/c6v1ZNh17C8spzmJ5T58tPMKtoe/hR81E5xFG//0FDO5wWkB/PCwNL2f/yARfGSIzDLvIrT3Ba7z4oPXukDG6AD9fghBoAZ/UrErRrqZQiGTXEGIZwGddMLQdAS+iKHMozmKe4/SvmeANu2FJiRRiDsWZQ3E39n3Z+/9d0jGErzCFt5SNt2790irlEM2f1QSW1ZiYcW4CMIG3OXU6E5FJRo0gdkpg80Gn8JbWwvnGkC94R2OpRHISBn9WpvI51RhBJY78koOjl25gNq84I1tlF4dVVWNkZFIiukABgH6KwkB1B9fSSc1wPuDswatgm2EBL6pO0I5269HHgcKubmIkgdH2qKeuYL8PXowig6nCwUvZ+IG7VX5ktYJxGlHWjLa0Il5r4ESy5IdCN6aDRsi0OhrrAo6t//0rBgBjK7Zi6z+6RicvY2LKfKakzGVqyixmpMxgZsp0ZqVMc8dU5qRMYU7KFOamTGFuymTmpUxinnucnzKJ+SkTmZ8ykQX6OIEFKRNZmDKBhSkTWJYyipT5I1mcMk5fW5jyJQtTvuRr7/F/eh68Nt4d8tr40Gvhj6OPL3lj3SySMhLYuOtBjnx7u1aPCeiQ0aS0EFkm7GN31A7l50lkiuTqSfhy4NStqvq7HX/cwRJj+JrnnbPXxrUMdz3kUjEpxjWJphLdn18BJ8Yz0SZLfuAynuZi+lUs4EW+5G3nJv7ARcpU1anCUAWQQeVlb2rr39UCwiBLcAA1Gcu7RDYYMoYYFp15QduZRJ8tjKKNkLHGkO6uHcSOhC0L2IO69KCuGxc3oAuf8TnV+PWHW1nCM8oadnJMYXfqXRYMnegMjc1o6zTrzV2pgdUKxtGRxKOt//LzJgYAY+tKVwwAxlZsxVZsxVZsXcF6vulGnp+0keeXrqP4qpW8u+qbv/x7xgBgbF3pigHA2Iqt2Iqt2Iqtf9iKAcDYutIVA4CxFVuxFVuxFVv/sBUDgLF1pSsGAGMrtmIrtmIrtv5hKwYAY+tKVwwAxlZsxVZsxVZs/cNWDADG1pWuGACMrdiKrdiKrdj6h60YAIytK10xABhbsRVbsRVbsfUPWzEAGFtXumIAMLZiK7ZiK7Zi6x+2YgAwtq503WKMIfX771i3bSvrtm5l3dZtrPthGz/99Mt/+vc7tmIrtmIrtmIrtv5kxQBgbF3pusUYQ8MTLWhOGxrTgTg6kEgCcXSkOW1oThsa0IWmtKMZbWlBK1eE3dK1JbbWjsQEl5He0pVnN6MtzWlNEi2Io6OWa7ckkVa0oAWtaEYbfU9btdOSJFq4d0lgGB8S+dzw0/GsJJFA04x2NDjVlYT0NvRMb0aP9Hh6pjenW3o8PdOb0T09ni7piXRNb0HX9AS6pCfSKT2JLumJdElvSef0RDqmJzE0vQ7fbyzChg2F6Z3ehA7prWmT3p426e1JSu+kR8v0rsSndyc+vTuN0/sSl96X+umDqJ8+iFrpo6iZPobq6WOpmD6FsumzeDV9KU8s38Jr733/n74+xFZsxVZsxdZ/6YoBwNi60nWLMYZPTrQhjo40pR1NaE9T2tGUdtSjO43oSGM6kEASTWivRzytaUQnBYYJJBFPK5rSTkGeAMi2NKMlLWlFvFbmJNCKliTSgla0pCXtaEoHGtOOprSlKZ1oSCcaMYfiXDxk+HXfzXSmoav3aahdjp1oRDfq0Y36dCSO9jShK5/Rizr0oC49qaM9kQOoqR2TQ6nMqeTrOf/N1azgCT53vZRSMdSPWtpL2YO6DKAGg6jOQGrwOdVCNUujqcAQqjCWd5nFq4ygEgsjL3Bxz1WMpxyjqaCF66N4n5FUYiSVtERd/lzK2UfxPl/wjn7taCownnKM4T0tff+KN7k00/DL2ZuZyhuu/P1tJlKGybzFJEozkTJM5zW+4k2m85orki/JdF7TsvmZlGAOxZlLcabzmusgfZU5vMwMSjDLPf/p1C3wmeHn41mYRzF9nxmUYBqva5H9TPex/3wmJVx36RtM4G3XWfq2do/aCquq9KY2HYjj00hPhs/syoLkISxIHsxC7/hm2UCSZ/Zj6aL+7s///FiYPJh5ycOYnzyU+clDmZc8jHnJw5ibPFyPOckjmJM8gtnJI5mVPIpZyaOYmTyKGcmjmZ48lunJY5maPI4pyeOZnDyBCcmTGZs8neHJc//T1/7Yiq3Y+n98xQBgbF3pusUYQ70TiTSmA43oSAO6KLD7iL6uQrsTzWlLM9rSmA7K2Fmwl0hT2tGYDgr45PXmtKGJ+7NEEhzYS9QjiRYk0YLWNKc5rWnjvksiCbQinq7UZ/2lApz58Tp2kocONKYrn2lfpi32bkhH4ujCZ3SjPp1o5PVANqQb9enqOjW7U1f7NadGXuf345nJOGAYSmUFfrZvszpDqEJf1zXZn1r04yMGUV07J4dSmUFUoz+1XPdmZUZQiQHUZBTvM++iLX4XcDeCSoykIsP5wBWl265OKVSXTs3RVGA4Hyg4FGA4hvdCzydTitOLr+WP4dcraBxHeSZRmrG8y5e8zWRKMZoKfMnbTKI0U3iLr3jTgcUyfMWbzKCkvm6B3CvMoCQzKcFcimlR/S9HboEKhsOncrCAF1nAi8yjmBbdL+Y55lCcb3iWZTzNEp7hWwqzhGdIpjApPEmqHgX5jkdYyWOs5DFW8ShpPK7P1/IQa9yxmodZz/1sIj/ruZ8jF28h8rAhY4XhB+5mM/n5gbvZRj62k5et5GMHd7CT3OwgL9vJy07ysJuc7sjFbnKxl9v0tb3cxl5uYxe52UcO9nEbP3EzB8nGbnKyn+wcIiv7yMEBsnGEW/U4RBYOuD8/wq38zE16yOccIDtHuJWfuPk/fc/4y9f3e5/kGJk5fulafuFGjnIDxy9dy/FL1/IrmTkWycxRbtCfz0/czM/cxGGyuJ9nNvZwu/7sDpKNQ2RlD7ezm5zs4XZ2kYvd5GS7+/+7kXvZRH79Xfmef/M9/2YVj7KSx0jmKVIoxLcUZilFWMxzLKUI54ZcxdnG1zGHl5nOa0yiFOMoz5eU1fNtENX5nGr0pA7dqUdbmtKGZjSmPXXoRU0GUI7xPM0ybpp7gpMnT/7jj9j6Z6wYAIytK123GGOoc6I1TWhPHB1pSCfq0Y1GdFJQ9xldaEAXmtFWwV4cHWlCe5rRlpYkEo99D4F3zWlDIgk0pw3xtCbBfU4CSSSRQEs3No6nNUkk0JZmJJFAG5rTgca0JJEONGYqr8Maw5yMl+lAYzrQ2LF/jWhHUzrTkC40oCef0oEmdKYhPajrwF89urlC8N58Qnfq0Z169OMjzh69Cmobzo3MxBTeojef0Ifa9KAu/anFIKorI9ibT+hPLQZQg/7UZKBjA4fxoTKDw13puRSjn//FwFzDCCop4ziI6g4IVmIIVRhCFYbxIcP5gCFUVhBo36uSvtdIKjkWsCzjKK8M4E8Xb+LIwexMoAxf8jbjKct4yikAnEhpfZxIaSZQhsmUYjKlmEgZpvAmU3mDiZRxTN2rTOc1pjkmcAYlmc3LzKMYbDDQ0bCcgnzN8yzgRRbyAl/zPN/wrILAxTzHNzzLUoqwhGdYxtOk8CQpFPIeC7GCJ1jJY6RSkB+4mxU8oTfu1TziHh9mJY+xlgfZwP2s4SF+OXsz9DYc/jU7m7mHLdzDD9zNVvKRzp1sJR9buId07iSdO9lOXnaQl13kYpcDhfLxTvIomBCAsYM87nku9nC7AsX95HDgMAd7uJ0DZOMA2R0ozM6PDrwcIBuH3LGf7KGvO0TW//Q94y9fq/YW5hdu5BcH6o5yAz9yawjg7eM29jnQLT+z3eTU13xQLj8/+7oF7vL1PqDfxl1s4y52cAe7yM028rGDvGwjH1vJxw/czQ/czRbuca/dxcV1BgYYdl64g43cxxoeYi0PspaHWEsB1roNyGoe1s2IPJdDNjEreZzlFGQ5BUmlIMkUJpnCuhlKdo/f8CxLeCZ0rpxKzwxxhq0X7uZrnmcRRXWTNYfiutmaQUll5IXFt+fr60zhLd3IyWbPMv6vMcFtBidShqm8wYkfr4f6hjQeZwJlGE85d10pywR3HRnDe3zBO4zl3dDjSCoyhvd0Qysb1RFUZCgfMowPGcX77F6dF9obpvCWbnZlgjKYqvSkjl5be/MJfflYn3enLp1pQGvi6cpndCCOHtSlvbu+776Qi9933sRU3nDyoySa0ZbP6ErNMwOocXAwg9PaMDCtHQPSOugxyH3cL60TvdO60Mcd8rxnWjdS577P7LRaDEhrT7e0nu7oRZe0PnRJ60OntL50SetD27RBtE8bSPu0gbROG0yrtKF6JKYNJzFtGC3SRtE8bQzN0r6gWdpYmqWNIS5tPA3TJvJp2jQ+TZtGnbTp1EibS7W0BXy4fBHvLkrh3VlpvDsijaVL/88yohgAjK0rXbcYY6h9oh3xtCaOjtSjm4NZHRwr2Ik4OtKAzqExcQuSSCCRODrqCDiBJBrRSce/Avbiaa36QTsqbk0CrUigFUkk0J4mjvWzjKCMctvQnC94h0MXszKZUnSgMV34jI7E0YHGtKcJHYmjMw3oymd0piFdqU836tGROH3ehc/o5QBed+rRn1qw3kATw9GfbqGfY/rkgiTP+1Cb/tSkD7UZRDUGUZ3+1GKgYwUECI7ifQfkLGibRCnO77iaI7uyMpQPGUJlhlKZIVRhBJX4nGp8TjVl/yyD+KG7kNrn/th4BJUYw3uM5V29ECdHnuLcsav59eTNbqRqx6oW/NmPJzjmbzzlFORNoRSTKM04yjGJUkzjDabyBjMoqcc0XmeeY//mUpyFvMCJQ5mhp2HHznx8zfMK/hb9CRhcxtMs4ym96a3hQQV/y3mC5RQkhSdZ6Vi/lTxGGo8r4Puef/Mdj7Cah9nIfazlQdbxAJu4l8guw8WtxgG9/GxxDOBWd6PfxL1sI58ygtu4y4FACwx2k4sd5CWdO5VN2klu9nIbO8mt4G83udhHDsck5lEmcB+3ccABu0Nk5aBjBPeTQ9k+Ya0OesBGQOR/+1q393FOOLbvR27hR27hEFndz8sCYwvssivg20929zPPGTr2eSytAPTd5GSXA4I7ye2AfS4Fe9vd/1v5fy+/JwIE5XdmC/nZRw5YathJHjZwP2spwDoH/NbwEKt4lDU8pL+Lq3iU73hEjxU87pjsR0mhkNvs2Ed/AyTPF1FUwd8inlcAuJM80MHw8x83s4iizOFlZvEK83iJ2R4jP4tXmcobTFFJx5sK9CZR2klArPRjPOV0MziOcnxJWcbxDl/yNju4gz0ZOZlHMSZQhpFUZCzv8AXlGcu7KkEZ4uQtcv0RCYtc7wQMDnPAbzgfMNRtZLcfy8uZnVfxFW8y1F3nhlGZYe5aaCU0lRngNsefU5VB7room2yZvPTlYwZQkwHUZBDVSaUgbDVszriHoXxIP2rRizo66ZHJUFc3FerqJkPyWphIiKM79ehCA7pTjw3cz487s/DVpTf0PtOG5iSRQDua0p4mtCKeVsTThQYkkkCCkzIl0pJ4WtOCVrShuRIgci8UYqOlI0ha0ErviUn6PknE0UHJlTg6KhnTmA5OV9+WJrSn0YnmMQAYW1e0bjHGUP1EZ+rRjYZ0pja9aUhn6tKDBnTWX8RP6Ulj94spI95mtHUmkIQQAGxBK/0FF8AnY932NFGTSCIJzkbSnERa0pp4pwFsRmvi6cmnHPr5Nk7OvYEB1KQb9WlJoqdEbEIXGigLGGgC69ODT+nJp8oGChjsTy36UNtedGcYfs64iaFUpg+1ddzbh9r0ctrB3nzCIKoxgBr0o5a7KAX6wEFUZ6gb/w7nA4bxIV/wDusyCvA9/1bwN4JKDHEXOqt5q6YXzBFU0vf5nKo6ApYL8EgqMs6NecdTlrG8S8b6TJxbmYk1Fx9iAmXc6OptZQjHUZ5xlNfd/yTHAE50bKG8LqzBdF5jKm8wi1eYSQlmu5vQfF5iCc/ACAMJhlU8ynxeUtC3gBcVEH7Ds3zDswr8ZAQs7F8aj5PMUzoKDtgTO/pdzhN6kw1A4COs4SHWcz8buJ/ILsOZU4aN3MtG7mMD97kb+j3K7tjHu3REmM6dCg52cIf+mYAHARR7uJ3t5L2MhZIR8j5ycJBsDuBZ4BcwW1k5TBYOks2xVrcp2yXg5hDZ/tP47C9fW3c8wLGMAPwFo/KsDgAG49wt3MMuB+L8n/cebmcHd4RAoADz73lIAfpuD/ztjGL9LCOYL8QAbvU+3kx+dpIb4v4/9s47yMoqXfeLLMjgGI45K+YxxzEg6DjjmMCACUEMQJMzDTTQ5IwBBEFEJCmOjCgIwogSFBUDSVCCIEjODTQ0Tff+3T/Wet5v7Xbm3Fvltaxyelft2k3TOOfA3t/3rCd6H60HgJ79W8h5ge27xJi/z7iUBVzC5/zJmMDYtjCfy5jLlczhqsD4XWOHIc/63WCvMyOWbyY3sX77CRSe5yj8vgQfcS1TqBZA4O1MoSqTw6FsEn+zw5pePQC825g8fc51LZAy8E/+avL2h9xA6ifHhoKjeZN7GM1DjOYhXqMmY3jArChi/EaG69FQajOSR43pk0qhQ+wwatv1bPOnx5Bq5JhCNYbxBMMDQEyAXm0G8xQv8wQv8AxDqc2LPMXzPGvX1ud5liHUZQhPMjAwhgNpwNvcCa84cnNK8DoP8iJPM4CMYANqxMDwdW+ampe8V7hP9AlecdmDBAazaUMPmvv/9izHrgPl6E1TsmlDF9rSldZ0DGRFBzqQTRsjLtqTZfe7tnShE5nhbtc5AMP29nUmnYJS1j4tWNmKbrSlSwB4XQz06f7bku40oxctg1LXnJ40z2lXDACLH7/oUck5xzM5/s3VlN60pDut6RqYP88AxsEQvSH12hrPHkre9aCwk0m+AoltyCaLzJD2zTQJ2IdDMkP615+CutCWTrSjHw2ZSlVy8sowhLp0oxXdaUkPmtOL5iEskpzsvBewKT1obp5AnQYHUd8uIkOoy0LOgyzHyq/PsJPm4MD2DaI+Q6gbmMCnGcYTgfmryxDqWphkCE8ymKeiE62XdUfzINv2/JH935UzRm8EjzOWGkHufaJIkCSRTiT7SgaWD1Dff42ajKYmKzgVsh3TuMUA3xgeYGw4xY8LLOA4avAWdxkjOIm/MpG7eIN7eJO7Lajhbyj+6/eoxnvcxlSqBgB4nZeAP3fM4noDfh9wMx9wM7O4wUDgbK7hI67j03Bz/Ijr+Cp1IZ9wOXMCEPyUy/mEy/k0eupG6m+wHgD6G/IFLOQ8FlKZZZwJ4xz7D5RiaWBxFhsAPNvk4GWcGUCfZEEPEFZwamAA5RH0r2KVBERi0CFWUOBEsq/An/x/3id4TJA0/c+s41jWcDxrOJ4fA9P1e38sWnspOQVl2EpFNkeMqLyVnnU9yeT67zmNVZzMqiC9698jlnf9399xadJ8It+faH5PgfwE9CcgMGaL9T5ZzUkwyJG32R8oPPt3Ad8EJnABF5sV4YsA/nRA0ft7AZfwCZczl6uYHZjvOcHz+hHXpTGBM7kxYs69ZWI6VViWfza85NibW4aZ3Bi8tx4Avke1wADeEYCgZ+z/wd/t+RZ3MZG7mRAOdjroTTAQWJ0xPGDybt6MMjDW8T63Gkuo64yAoJi++JCqa1kM+mRZidm9V3iMlXmnkfrS8Q532PVLAboR4aA7OBykpYgMoS7DqRUYv6d5nmftUK5r8ws8w9vcyZ495dmy72hG8DgDyEg79PehcTAtNQ1mJf9UULBnsA/1pDk9aRb5yJuSt7kMu3IqMIH76E4LOgdLUhfa0p4sOpFJV1qTFeBcBzoExSubjnSwFgyBPdmcxALGIE9+eT2bGp3R06xWjehHK7rRhN6mvEmVa5iTVQwAix+/6BFSwNnU4zma0ouWdKcBA2lJd5rSy96cvrIlO2IAO9n3YqZPb3idaMT0+ROS/9goDawPRBaZZNOWLDLNA6gQyPo9J8DLjtE8FE5pLegapN+Yxvcfm2b2PZ32+tOQ53mWAWQwkAY8z7MMpQ6HfvD+nw+5gReDhODTvk9bIGQwT/EiTzOI+gwOgNAzgk+apKuLU3KqrctIHmXvrnJ8cKCKnYqHUZuh4RnLIP8O+OlirIuwLsi6QI/hATbwRw6uK8l0bjF5WCDQn/4fCCDwPgt96Pf8TePuIungvwbP321M4m8mO02jCgu4GJY6eM8xixuYFrF+MZvh/U432OtHXBduiteGG+Q1IQzifVKeQbnM2MGi8q9M/V9xIUs4h+35FWC4o3CzYwlnB/bvLJZGEp88gJJ5v+e0KAxykjGA/vseAEpKXMXJrA1gT6At9qYJzEj23RyYrXUh5PETxxgLqJ8VeJRv7ff+WLOoMvsOlWJfXkm28Ic09k+SuEBbzMSu47jw/ZPTGL9YEhYIj6XgBLifaP5Ogb7EEyqG2APAxZzDIs71B4rZDuY7lnAOC6kc/H9JAEkScCIFX2KM4Of8KYC9q8J7+koLmnzMtfyLP9ur2HGBQA/+vM/vI66FAQ4WOuZyFdOowtTA/L0X/H6Ti1g09Ll9y9j9+3iTuxnPfZH/t7ol7fX9sTzAFKqR+twxnVvMViK7ScwEKlAma4p8zrH/T0zg8HBNG04tRvA4H3Edy1NnMD23SgCHjwcbjb9OevWkjgXphgbWT8/EbuN91/p6IA0YxcPkr3esOXyiXYP7Bn93HxrTj4YWAuxDE7rSmj40phst6UUzutI6rTGiG63oSXO605IpVGN3XjneL6xKL5rRiXYhmOiJCk9OZNKNVmTTJtzDsgP7l02HIAML3HnQ1slIEhEinuHrFurWsq12rQm9aU9Ha9oQIdOKbjQLNqwmwY+fkdOpGAAWP37Ro5JzjoY5WUY3N6cnjegXAiG9aBZk4Eb0s5+JAZ76/7LIpDk9aR9Anj4EbUJ6OP4z/iTVLgA/H/7oTDua0dPo9izaM5Q6bDp0FHsOlGdY4RMGDFUX409wzYPHr4F9iHvTJCR+G5k3UKfDwTzNCB5n48ZjSL3t+GbDxQykAYOpS78AFgUU5QP0/pO6aRctGZpf4klG85CdXl/iScbwAPkLSzKL63mZJ8z4/DJP8AqPMSz63vBwcn45nLJfoybDqZVmsBbrpwTwWO738lUPx5vcY/UxAocCe2IBJ3O7BUC8SdyzBW9zp9XEiGlQMtizgJ4JXJU6Bbo5+MwZ2JvBTRYGERuYmNw9CJzD1UHyvYLZXJMGAMUCfs4l0dcJwxKzL4uozGLOZd+OsjDS8T2nspDzggx8Tpq8l7A+p7Pu8HGsPXSCsX8ro+dqTgrM00mRlHhKGvsUA0EBv/Ucy0b+aGyfgg0bOIaNISm8huNZx7Gsj5ivHziB9f8FDODaBZVJbfQy/Q7KGxPo/86ONlAs4C3GLvb66e98FScF1jABf/o38QDwJGMJBfx8Ivz0NPZvz6EyLOYcCweJDVzCOTDRwUgPAMX+efb5QjuMfMlFBgD1FAD8hvP5lMuZxxXMCUnj2VzDHK6yA9Asrg/S743G/AkIzgy+WV5w8LpjDlczxT571XifKmmVSgJ+OqTpM61Dnrd73G0SsBhA1USNozqT+CsbtxzNqoJT7Gd88KMmY7nffH/+uvOQScI6iMr/J2VD8rCaEYbzOLm7y8DTjpW7zrDD6zBqBxbQ+/8UjlPrwpAI9KmuS7Ybr7p4e84IHocpDmY7Xo4Yw740ZgAZ9KMhvWlKN1oZEFTNmFeQElZQ95Fs2tCLZszjSlJrHdOoQjerJWtDFpl0COpUR9rTgY50Dk24ibTb1e6F/t7XxUBffN/UPbE1XWlLFzrQweTgVgYKu5jnz4O+PrSiGxkMsPtyMQNY/Pilj0rOOZrktKcpvWhMX1rTlW60og3ZIWvrPyqNwxtQb169SeVxUO1La7rSIci5PgksaTfLKPRO4UMTV8L4cuh24b/un4Ooz4H1Zdi3qjwDaEA3Whlh3oMWZNOaHqESpldk6PWeQO8B8Z2AGQwkw1LBI3gc5jho6JjM7cbySW5QEjhO/8qLogvTsOBlGcYTBuSGBpA3iodZwEW8wb2R56922oXvZZ5gWJCM5R3U6ygetv+OnvEJfTzV+ZoL+GHXKUHevS8NAI7mIcZRPaQBfep3PPfxFnfxw7TTiqSCEw+gegBVB+O9SFX5Kf9YaOJITXMmYcX1LzOCoV03ttlcyxdcwmyuCYGQa63+ZX5IS87lSj7nT8wL7J8kttj/p/DHV8GXtX9nGXJ3l2QNJ7A03MDjdGec9owl4IT9O9VYJgEQD/oSqXF1kHwVDPHs3XGsC0nUmN1T4vdHjmMjf/xZsGENx7OViuYH/G9IAa/9vDKsdBH4gm0AACAASURBVBTucOTmOnYXlE1LBSv1K2Z0dZS2FviLAx/rOTYN/K0zKfgEA+5Kd4vVFfObHArOsMogD/z863LOYEv+H2CRrxRaRGW+4TxL/8YAMPb/ia3WwcW/py/nI64zAKhfx099XmZxgzGAYtDzVpeCjo55XMl0A323Wy3TuyGhnwRB7jIpWBKwbwGoHtU+3W0+YLF5XgWoTt6c0qzZc7JZRhT8SOwnidoQW1BejWRfqRS6bnlrS22G8QRvcg/795cmf3VJRvA4Q0JrwrBwXfOH5zoW7tDh2ltsnjZPtq63kn8HU5fXqAmLHZvzj+JlnmAQ9elLYwbSwPyAfWgSfN/+mU1regc2UMAvO+qe7U4retCSMTwAsx0HtpbmeZ61+02nQFZ44qJ9qC9rFzpts2hN19B+0dmUsbj9Qs8W9EgjRxT40FPyrqxVbcimWbg3exYwsWQVM4DFj1/6MAlYJtPmgVfTiUS/zqQTTcPvxz7BJvQ286skYEm7MQCMza9KALcni46h+kUfKBlrs2nD8zxLaooj9+1y9KORfUw6G0uYST8aWi9gd1owg5uCJ8TXv/QNgFA+jz40ZhQ1YZQHgJKAxfzpa0kTuhgNDgbl53mWEdRiME+FGhh/AZNXRqXNLHDM2H5LMD7XMaZQjJ9YP18nU8vkFHlrYjlGXsARPM7rPMjb3EnqA0fqYxcu/N7H81o4wY8NjOCYYAL/J3+1+hcxARO5m7e5k0nhZiIJ+J/8lY+4jveCEX0qt5K7qSz0d3xRcEnw/1VJS/7GVTDe83SDpR9nh9d5acnfy0z+/YxL7SYqM/3XXJAmwX3JRXzD+aTecqSGuOD9O8du6HG9hxggyb5xDczKEAJZYb8+xScirVsu6QdMJODke0qwbowYLT0ldcrvJrC4LoBHsYW/98faBZVhlYOVjsO7HQf3OXIOl05SwalK1rG4gaOjCpjj0lLTReVeyeiqg/kxhHP8v+GpPwt/yF+YeAATCXhJAH9rOIHde8tBO8fuHRWjEEhlYwPjupei3ZW+Z/CycMC5gtlWeXSldQ3G6V/5Z8UEKkE/kxtZvecUmOyrWaZRJRzGfFG7ql70+dTn9S3utmfs/xvL/QbexvAAb3APb3Mn40IaeCJ3k/rCsYGjeSOEQPRnXuExRocuUikPw0JdlQ6iAnKv8kiosvLXsyFRkO1VHoGBji8O/ckOwPJLDyUp0U+sMZ45fCkU8osNjP3ZOpBP4D5SGx0sc0zkLgN9Q6lD3yAB96WRgb0+IezRi6bhtbl9Twyf7EWv8BjM90ysv9d4K5LuTfKnxx4/H9roZWMJCoYIqAnciTDRz8Tfk+dPgE9fS41rEQYZmtDHPIRNctoXA8Dixy96VHLOkZHTyQCd6OUEAPaw0md9TyeZF3maaVRJ+z1F1NuG00tHOlh5dCfaRb2AiW+wAx3MU6HUVXdaMpi67NtRlq8OX2jdf6Lrk59rZR6OviHp24+GFv1XSbT3+GUEBvAxmOCgqmMW1xnI6x98gr56oJ55/nQRSqSIZ3iZJxjMUxYQkbQ7nFpMoRpLUufwfqoKI3jcfDEv8SQvh4ulT/7WCV7CWuHnfF9WHP54nQcZweOMpiav8yCjqcl4qrPvozKsKzyOccHnIw+gf9YIJ/97gx/oXksHqjriH6EDMCmAvp3JQQL2lRO38T63Mo0qHH6tJLRzfJ26gOlU4X2qGAv4ATczh6uZwU3MCh1nSj/O5lrmBO+fjPHqTPs0AEClf3VTXRD5/zzwO4+FnMcSziZ/RUkKFjiWcjbfcB5LAxBUAjgOgQj8pYdATolAwynGIMmTFteNiJFaF3X/qfNvQwReYiAomfhHjmM1J6ZJxps4iq2pir81PvvVH2s/rww/egCYWudI7XQU7HLsLvRM4M5UObZRkW2hLDsu214fngreFGUEk17GE80juNp8gyca67s8AME49fstZ1lifGn0/PHw8aQ+c2zNr2gM4FdcGJjAC/gisiUk3ZSX2XtVTODcIPnqfa4OwPgQNI1bjDH/kBv4gJuZyq18xqX8lHcszHD8cPhEJofwx/sGBL33b1pgBpXY90xg7AG8h4ncZaxfchB8IADDGiEoVoP9W8uSt7U0b3CvSbta5RnFw4wO33slXIvkA5QXcBQP27VpRAh+qOVgOLUYwwP8wImw2vEaNRnMU6aGqFxbVpj4Ojo0yMRiAMX8DaSBdbU+z7PsXl4Bljle5wFTbfqFp77uSXP609B84QoRxmBwAA3Ipk0IhrRiIA1gkmMpZ9GbpmZJ6hx862IC25BN58AG6v7YIYRAPNvXxbzz+n1142bSKYwreJnXe/260do89tn2Pc2wipRphm/saEovGud0KAaAxY9f9LAlkFZ0DysgPYwJVA9gHFdvQY+0N7Ve09NOnSwVLOZQUXiBviz7XZ8AzqYt7egcfBVt6U4LXuUR9m8tw/zUpWba7UGL4K5oa51MKpKWr6NnYPv6mhzcNNQENKU/GczmGgq2+zTpO9zB8zxLfxoa2NNaiE6eYv7iWgKZmV+OJGAl4JamzuarwgsYRw1L+8bhDiXe9DoyyLuqWXjVzNWJ4VoX4bHUYCZ/5tC4UszlSqt5GBsSwGMiEDghGL/HUz10hd1tctF4qpuU9A53MJWqaSyDbjzTqEJqioMxvgQ67v+La2A+jGouZlkdzNWWjhQD6LsArzDZ99Mi8q8A4FeRGf8bzmPl4VNhpOPw2hJhFeQ8u5nHMnDiATvD5N/vON36/uQXWxX5x/7dSohAx/og5a6LypzFXm2OAg5FGUCBxA0cbcsg21IVfmt89qs/1i6oDOsd/OBghaNwq6Nwp/cE5hwuza5UOXZQ3mpi4j5FparTwzfHh55A/2+U+tDZv1lS3n2KMb4x86tQ0HecHt4fSVJ8OWeYf5S3HdsOJwygCqG1JiLJV/4/sdVxMvhTk4B9ybnAn9i/DyMPYPwZUtHzD3tOgpmOwmXOQiDvhUomVcDoMzkpeHeLSsBvhrLnf1cLNZ770sIdawuOJ395KSZylwVB1Bk4gsfsaw8GHzKLioCgmL9hUahNUrD3MD/KwoLzKfjeGTAUk6hrqECfWD+1L8SVXFJknosO5EOoy9ZVlWCkYwwPWMNDPxoykAa8xJNpc6G9aEZ2GA3oFWgOAcL4ftGdlgykAXnrSzGDG+lBCyMnugS/X1ZowG0f+vwkAUv9EgiUt08VaP7+1ykt/dsy3HMF8NqTlXbPbUQ/mtCbJvSxn9ezEf1okNO5GAAWP37RIyyBdLJ1D51KmobYeXuybPVDBlVf/NyRjrQ3YBibWuMPhEIiSQF0VlpMXkye+v3ak2WdS2OpQWq6Y9+O8vZBlgzsfRntwvRbMgnnQyBN7XtiBZUSe456vMojFEwvQWq24x/83Tr/BtIgBEDq2cVHSeDBdqGqxwshtTaB+9JqXoZSm1E8zGT+whdczGgeSlv7UBJuFA+n9QD6i2PS/1d0Ck5MoKbg3uV2UrMchQucmbb9BdszgbHU628CNczzJ9Anb6BuHgKCCoHIBzidW8hdXBb+4ROKM6Pwh0zs07klLQAyK2IAZYhXSjJOAX8aScGfcHmawV6rIJLi1hX40t6D20uzNMzCLSUp9V3MOdGN/iyT/gQGJQEnNTAnRx6yBPSp9LmoB1CsYAJYEvnXL1ocHdY/jgvs4LGWFN5GRXZyBLvzy/7W+OxXf6xdUBnWeAaQ1Q6WO1I7PAjcl1eSnPzS7Cg8gp0cwbZoLi9OCq8tIgGvjkC6qmRUBC0AGPs9dQiIJWCBPr1fxCJ/x+kUTHbszS3LIs7lG843CVhdgAJ7Yvvi/kqxgQo4efbvGgtBSQKWP1aHIyWBpwUWfcmeyjDFsX37UczgJqZS1ba6k2qmarbQI9+uZ/XvthBIeuCjhnn+BOjGBQn4p8JjYLbjPW4zxUAgcDz3me9PYZD4uqSDamJXeTTIuU+YP3AUDzOfy8hbWMaujbr+eUDo1Y8Xg4VGfj/NbcZF0Crffy5cl1/iSTatOBaedMwvvIznedbKnFUJ0zt4AMXi9aR5WItqGZhATx7ISqRVqdd5kBncxOf8if5kBC7Ps4Ad6BDuVR3IItPYvJj0kJwb26C60tq+1n0yloWlZ8kD2Ixedh+W3aoh/c0fWJ9BNKYPDXM6FgPA4scveqRtAWfQ38Bfc3rSlF4WyRB5nkQ0/ASc3tBFWUD9OjOsfQgYet9fBwOFSgQrXi/TbRfa8DZ/p3CB48D+EgykgXU16QMpVlCAsFcog1YBaNdg/PW+kEYMIIPnedbPy0108KrjVR6OJN96gemrZ+EPyQ4vRD2AL4XTq2QNnX6HUoeRPMrWXUfxDeebJCyWUJLviHABHEJdA4jDwok6SdfVMvZPZdCSgKdRhdQsR96UUrzJ3fZ9JYXVB5h0A9ZgAvfyLrfzD/5ufsBYCn6bO5nMHRb+8B1kvgg6d3FZ6O2YnbrGPH9FQWDiefIysIzvSSryamNSYsn30+D/+zRiVVTAKxD4FRew5vCJ8LljJSeziHP5jEstBbw0MvXHsl9cBh0zRAKCyRzcSWk9gPL/rQ4pVMmTYqrW2drHMWldgGKxNvJHtvCHEH6owK7CsuwpKEPBdvdb47Nf/bF2fmVY59k/VgYAuMmR2uY4uNex91ApdheWZUdhebZRgS38wVLCazneALUAuEIfKodOyrlPMhAvQJ8EP05P6xlMfKJJAEQp4OWcQeG3jvwfSgTZ93wLgiTvvyQU8iUX2XKNf9/6968qYFQLM5cr7XOgGhiBvtd5kJncyAxuYgrV+ICbWZU6GXo68n4qyb/4M1O51UrZxfyJ9dPnNrZxyAM4Jkr+yt83PqqDep0HeYN7WLPvJPJ/9EsdY6JDpNZABPzkSy5aBaND7RDqWg/gQOobGziCWizkPL7jNEbyqJXnD41KoONe1cH26vv+hlLH6rj6k2GNDC/wDMOoTe7MsjDPMToUQfcNYK9/2HtPFqMS4qBruE8oCeyXOTpYtVg2rRlABoxwbD14VFCY/DKVwov+mRnmTD235wFdcm+UXKyJVDVqiOkT8JOyJlJFnsGYGUy89n1oTB/7bzWld7EE/Dt8dHHOFTjn9jrn9oXX8dHvX+qcm+Oc2++c2xB+vuijq3NuY/jzs51zF/8v/3shBNKZJvROe5P6ypfuNArpo+b0JCsYV9VMrs1fpZU60JE+NE6LsCczcZ2M+esYaHP/IVGVpt8H7k5L+pNBFpm8RB1WcAob8/9oTe/yAar+pQMdjcLvFWpg5P/zzF/jUAjdhH6BCRzFw7DUkbfNSwiSdyUliPHTCTQ5edYxYPhSJOPqgjckBDreTd3GUs62lO/QsIMpyTgBfEk6TkygLriSfydyN//iz1EwpCYTuYulqbM4vLwkE7iPKVSzhJ9a/cebIbyGAUClgQUAVR/xdpCXYrO5n6HyNyee81UZHxbcYLJvXAUjeUs7p2ID4x7A2VwTvH+X281T8prSlZ75uzhNBtYKyOrUyXCNX25JvH++C3BpBP7E/q3kVPtaXYDxbFic/pUvMPaTKaEqwCHAJ7lXE2eSgTdFwRCxWts4kp0cwb5DJdl/sIRnxn7nj7WfRRKwmMDvHAQpeP/BEuwqKOfn4lLl2cIfQlVMpVCmfbR5ARWm+bFI8jeRfU+xMM9qTrQi6Fj6VQAkTgHL/7cosMgHc0pDb2edk18HCVj9f5qB06vCSzEbKNl3XmAA4z7AohvASzjHPjP6HC2iMnR2bFl2DDO4yT5/k8P272T+YqzfJPP/3WUSsNj+GPS9Hq4H8geL4RvNQ6SWOvJXlmQ81U0alg9Q7N8rPMYLPGNF0PLt6XAa11UND4daScIjeZSPuZYlnGMH4Fd4zECeWEGBvGRas06a5Uab7Lr2qoc1d3cpeMfxPlV4jnq2Aa++1wFkpAX/utKavjQmi0xjAX0HYGtjBL0nMIP8VaX4igvpTsu0nXoxex0CedEp1L1IGUt6cbMM4Km+RQRIZvjzum/q3qrwR1y/1izsl8QhEdW0ZTCgGAD+Dh9dnHNz/8PvVXTObXLO9XDOlXXOXeKc+8k51yz6mTbOuXXOuYucc+Wcc72cB4oV/sN/s5Jzjmdzupk7ohF9qc/AtNOH3qSexs4mi/YmGcdJJ/kB0ytiOtifE1Bsb14JfZg6kR1kYHn7smnDMGrzNRfwCVfQK5Q8d6elpYATJrC5nfJUASPJWBeG/qEaYCANGM1DrE8dA6sdI3k0rWbgBZ4JXpIMk4YlBSudNjTUFyRsoPe3vMSTvMojzC64lkWpynZifim032sWTkDP/5k6QVJ5xCoSVK46MvICemDnWb73uZXU545lB89kbKhpiP098gMq9fd6YAHfDIlBScSqkpjI3VYB88+wOPAut/Eut/EBN3NoR0mY6tLKaz/kBqaFMIhqYFT+LP+TZ/+uNV/U/Ejy/dQCIFcwP9xE/QKIZreSIMhiziV3Z2no4JOLfgKust3Mxf5J6oun4OJN4JUB3On5PaeZNzDplEtAhgcXJ0dLHscZ66dgx6YiAHBzAIdbqcjOVDn25vtS5NTGIIn+zh9rvwwAcL2Dnxx879nA1EbPAh7a49hzuDR7D5ViVwiGyCPpN5WPtfR0LAen+/48MBcI9AA+YXd1EFgaev/0nlgaTQaqNmgpZ5O7tTQFsz0A1HtrMecY6Evf/03Y68+4jK9THij6Mugr+YQrAhOu5/XmBVTly8yIRVeh+idcAbc56O0/Z/L/SQaeQlXr7PS2jaQLUFVQ8d6vpt+U7n0jHAZ9U0AN5nMZOfvL8gb3mLd4NA8xMmof0DVHVS8jw4qRaqrE4CUhkKTfdBQPsyR1LixzvMqjAfT51gMF5l4OHkIdoEdRk0HUt712H/yoFxSaZ9KqYb4s9OX0r/IwA6lPH5owiPo2/6nwR7wGlfQBtgjQKvEBag7uVR5hZ355FnKeKUy+CLr9z5SqziHUKMJDrRcaPIjVMillasSIu3F1f5Xk25yeoSy6h61z+QRwwgq2pDtNczKLAeDv7PG/AcA6zrktzrmS0feaOudWRb9e45xrHP26lHNuq3Pu8f/w36zknKNeTlcrfFbZcxP60DScSBT+EPMnOdh7/jqnVcAk/UedQrFLbI7NMmOsnjoZCcxl08ZGt1+jJusKjuVrzreAh/f9NTMavzdN7ed7msHXg8H+oRFeXYB9gwz8Og/AF75IdBQPhwRwXALtLzp+AeQpA4axT2VYqC4YxhNmipa/b8Xh03ifKrarqYk4/YzYQn9RfMz2f5X2lefm1SgAkkg0DzCFquSP8wlmfU+mb//1A8HvU4OxPGCzUG9wDxODUVwj8pP4G2+FShixgKqEeZfbmcFNHFpaEib5yhxfAVPFQJ+m4HRzi/eAxYR8Eoqg5ZmSD1A31KIhEDF/X5oh/0K2HzgShjgOrSppDOCSIAHH6d94/1WAwAOEk9Pk36KdgD+EPjlVwgj06ampNyV/tXMbA0L5/bbK81dYlr35pTi4z8EqR+q/gQH8srIHfmsDCFwRQGBgAVPbHLkHSrCnoAx7Csqw91ApdqSOYHuqApupZHUwmtITGxinszUbtzLMwSkEEgd/VgYvoJ56zywN4E8M8lLOJu+b0jDasYhzbQ1E0q/8qLEfUFaG+VEw5BMuZ3aQgOX/kw9WU3CzucakX80nTucWJnAfc7gaxjryFpQKEnBVJvMXe/rKpr/Z5/TNwOBr0UdJYL8A4pP/44LnT9cBzcFN5G5W5J8OIx0fcZ2xhKqRGs1DdqiUT1msoA6jQ8O1Tj2m6jkdTpIIXr7obD7Ou45XecQOvrLExCE4KSReBq6bxgTquitAODD0ta7OPQW+9B5GrTj1Cd2vWoEaEIIhfQMDqBm4DnS05ahuAfjJSjSQBuRuKs3unUcaB5cVqsp8ZVkbOtDRQKHuZ7rvyQfvU8EdA3vXzYiRGMA1DuGOeFpV3YBiBJvSO9Kw/P93GQygAQNpVOwB/N09ujgv3W51zq11Xv49M/zeIOfc9CI/f4NzrtB5drCScy7lnLuuyM/McM4N+A//e8YANqKvGVB1GhGga0LvNKpbX8c+Bn0AetHUou0eGHay2ThR31lBAFY6qhutzFPRli5kB1j5Ik/zcRhV70sjetLcGELJvDH4U8y/F83oRyMLhHg5oGkoDG3kPXRzHLzoGEcN8/09F/x+CoTIfByHQV4K3hRNyqnz6hUe4w3u4VUesaTfR1xndTG6+OkC+FIkl8QJOkkweo37APV8i7tYzYks4RyTdFUAqwu90sFi+8ZRIwqH+Kc8RHEP4KTgBdQE1YfcQOoNBy87Pkpdx9RQDSPpKjG4eylYTOAsbki7Cc4OHkBvpvcsoEDgZxEDGM/AaZbrG86jcL2Dbo4tqT+wiHPDs7JNesUsYHoAJPEBroi8f5KFJR+KFdTXcRo1SfYmiV9Jl1upyHqOMUC4gyPYwRHm+zuw33FotwdAqf8GBnBB8ACucf51VZCDlzpSQQbOy/GBkL35pXxRdOpItlMhFGn7Um2VbwuAx8GQopvNq6NZOT8xdwaHN5dieWB/4/eIUuMKhCziXHYdKgcvuxACOc/AnkCgf8oLeElacfk8ruCTEHBSD+DHXGtVSP7X15gHUAckWSdmcBPTqMI8roShjty1ZZjBTRbEei/4ceMKGIVAYgZfhz9ZPQQAtfIxnvss0Tuah0jNctDF8V7qNsZyPxO524DgvzuMqh5GioSuZcMi4Ce7y/DA5i09fDZLC8+2FLCA3/M8ax7qGACqXsu3MTwTFpr8dfc1agaQ6A/kG746Dl53fMN5vMSTwSHn7wmagvP3hCQ7q3tE7B+XHOyXQPy94tvUWUznFtuX15+JA4vtyaIz7dLCjkXvid4G1cXUM9md1Kure2m8CRwHLZvTM1APL9g9uQl9bK61WAL+/T0ucs6dFr4+yTk3znmGr4JzbqRz7o0iP3+B8wDwZOfcqc4DwPOL/MybzrkR/+F/zxjADAakpZBaBPo5noPTVrC+9m/4hN6ON4P1a/n75J9QUEQnJ8Xrfb9S6yAWt6UHLRhCXRZxLgu4iD40MZpeH8ZuwbibRWZIffldRz8ErvNS08gD6KWBWVwPrzgY5BhOLfP5aQ1EIFAVBHEdjKaKhtokXB0Le8jkvG97Wbb/8AdG8bDJG8MjucOfoJNd4FeKsICvkl4GLTZwFA/zHtWYxF8p+MlZClAJYHUCjqO6DcErARzvg77JPWngT+sCkyIvoHoA53A1qX86+Ngxm6tNAp4e7QFrBSROAc/iemM/5nB1tP17qXkBk9dL05K/Sfr3PHsy28F4HwIRk7MksDi6of87ABizgPEknH4tti9eA1nJqRY6UP9f0U4/BT3kB5Tsu4Py7CkoQ05+afYfLEFubmDDvv0vYQDnBwbwJ+f7AMX+LQ5/Dxsdhdt9Lcze/FLsSJVnB0ewlYrBU1mJ9RzLuvCMN5njp9Za4hqYBNSfmrYEEq/ELAmhoSURg7xra3no7FicOtdKx/378MKfycDe73eZsX7zuILPgpVBVofZXBP8r9eYJUKbwEoDiwnUYfFjroVXHRsPHc0H3Mw0qtgkY1zPNIm/GfjzIPGv0fRbDat3Ghd8v0r/+mLo+60LcPnGcyhY4viAm9I2x6U4aB1ErJ8SvmIDBfgSK8uTlvLVxvn23CPhaWfLHwKLWvTQ/NvQ6FAtgOi7/TLMm92PRrzOg3ad/oQrYITjY65lIA3M461Dfp9QoCJmryfN6Uxb+tEwyL7NQ6VYWwaQQWcjFpownVvYXFCJ/jSkc7jDaaigLV3oRKaFGUVstCGbLDLTmjNipatNJBW3DIygvH8qeW5HZxrTl+b0oGGYXlX3X2fa0iJ8/xleoAU9ipdA/gseZZ1zB51zt7tfkQG8rNG1XNbiZq5ucT33f1CbDAbQhi5GWbegB43oZ6eVJvROG7fWyUUA0J+AuqQNYXcIg29JR2Ank4TjqH0iBbflx/wTYIBjKrfSOwDALgY529iJTvXVPUPpc18aWQ9gH5qEaaCk228eV0Btx8H1JXibOy3p6yWGDIaE9K8uRDIgv0Qdk4gVBBnB42aU1un3XW5n9oFrzTgtACjvn3aDZZ6WN3BE6M+K5d94g1Nl0HO5EkY41m4+mXGh4kGVDyqFHh9SgZKI5fmbGIpjBQB1U9FNRsnDKVRlKrfyL/5MqrODp/zFVksGkq/EZLzPrWZsVxAkkb6uDZvAV9r0W/oiyKVpKct4AeQrLmQx57IttyLMT1LAKvVNnmel1X3I+7cigIEVUfDDs34nRWxSMimW1MOcZOEPAUCxf3HnnwDgtgD+tnEkOQVl2H+wBAf3Ow7lBBC03FGw9vcPANcsOpfUFgebXZIGXuEZQJZ7FjC12TOA+/JKsquwLFupGFLT/vXHqEpnNSdaDY/8mTHw069XBp/nd5xhLKDKoNO9f8lyjEIgWw9U4tCikixN+WCIegC/5oKInb7Ygkpi/z4JVUZKsyeHnSuD/9UffD7iOmP+9DlJ3wO+kU8Kr4RGjoK3/efsfW41/9/k4POLP6cCgQqCaN/bz8DdHWqf7vtZvYuuBx9zLYxyzCi4yX5G15lxIRiiJHB8EE1WQB4NS0h1jQ0cHoIdCpDk7XSkPnB2sI37U3WAFiAcSh0GUT/wXXEIzx/I+wWJ168yPU3uuiM4fIHjx+9OTPNt9w5NEAp/+LBg0zAd2ibAL9mHmtCLpnSmHdmhVqwfjfiCSzi4oTQDaVCkqizpBPSAsK2FGePWi3bB8qQ6l2QxJNn67UBHC3yIoxQB4+1X3vvXkP40pi8ZDKA5PXnwg1pc0eJGLmhxO5c1urYYAP7OHwKAf3HO1XY/9wA2c/93D+A293/xADbI6UxD+tubswED0xi/1nQNBHtf8y/EXgcZWTPpRA9amCewbegLbGfnqGyTfrUh7Ee2kzLNLLPQtuM56rHw/r4C8gAAIABJREFU4Pl8kbokrei5M+2CcTeh85UM1odePhB1AvYJE0EDyGAK1Ti8qgT84Hv0BOqeox4DyDCzsU6kSgWrvmBwkITF4kneULffys2nc+CjsqHvL5lASk7NtSw1p9SvLqDxJJwuyEV7AD/kevbtLc3c1JWW8IsBoGQeeQNV/DzRpqPusi7AOP0bz8GpCmYeV5L/bUl4yzGr8Hqmc4uFP3yKsUq0AiIJ2IM/daLN5ppQlXFFWn2GWBVvqL/U0r+fcaktMiiR+VPBMfCB43tODR1u57OYc4oAwbPSfIAKfwgAri5SBC3wFyeCNTOmoIFSqKp/Efjz9SWV7Oll33Lmbcs9UIID+z3bxVIHSxyF/wUAcNOmEzwAXBtk4NXh//9FngVlkweHh/Z4L+C+vJLsKShjLODWqBtQoNsDwBPNA7gy/Fvq31CsbjIFmLDASziHhZyXJvvGoZAlnENhd/9/46LUuVH/XwL45kcHFV/8fAmfB//qfC5jARfzafC2ignU+17evxj0zeRGplAtrUppTuoaUq87Dmwuw3RuYUrwAL4TVkAE/uQDlP9PX8cAUEsg/mBY3cDfmMgekrPiCFLfOd7hDgOFngVM9//F3j8tFvngR1JUr2vga9RMK8VfkXcaNHfM4Mao+iXZ/NUBW+yfqmDi9Q+pMfEyyPM8y2e5l8Fcx3RusdSvDvv9QyH0QBqY9Kt7h7zjXvJtbvKwQoP9aQjzHGtSJ9jWb9Jf24Fs2oQS6I5GbIgY8b/umDb5pnCIv296iVjhSTVldKSDtWWoNkbPDAbQmL40oU9k0fL35Xo5XYsB4O/s8ZBz7tjw9QnOuTHOg7ojnWf5NjrnujvnjnDO/ck5t96lp4BbO+d+dL76pbxzrrfzSeH/NQVcP8fT0I3pax1EYv3kR1BhpZi++Gv9jHwLMsPqZ/QBUBK4Ax1Dm3on+7U2FnXC6k5Lv6n7qmNtwfHRaHfLkAhuZSe7zrSlL43Ipg19aUwvmlogxMvBTe0EOYAMJvMXz8pMd0zgXoZQl4GR3BDLvoOjolJdsPzFKkkBK9ThVz0e5cdtJ7B9bSVG86D1/40IM28KhagGRh1a6v7TVFzR4fXRPGTSzDSqkPqXY2HheQb41P/1BvfyerQBOo7qVguhuSgZx2NGIfEA+lm4d7mN97jNy+VjHYc+K8VMbmQqVfmAm63/T94/gT/1niVJ4GQJRH1/88Im8Kdc/jOJTazfF1wS7bFewK5d5aG3I2dThbQZOPm7dFNX+e/3nBY64M5iRZAIBf5itq/oJJzSv5Ie9bqRP5osqcDHJo4y9moHvtw453Bp9ueV5OB+R/4eR+Emv1nKt478n37/AHD75mNgoyO1PoA/hUC+DUAwhEPy9zhyc/1WcO6BEt4LyJEmpStw86P5AI8LBd0n/2wmLg6BJGxveghE7w/1/31r75/K5P5QBt52LEudaWsgX0drIAKD8q/Otw5LX2D+JReGacNLA+t3JXO4yipg4td4DeRf/JkpVGUGN7Fi5+nQ17F/W9kwEVfVOgDF+An8CfRpz3sid/FmsHeMizr/BAYF6HwTgLeDLNxzAYdXlAgA8IE0yVftBfL96bAqD6B+T7LwiKBuKBynntRdeeXYuvUos8fIw6dKLAXhBPr8QdwDwWQD+OlQz5UR1cE8xcK88yn4yTG34KoQ3vMAUD2Avhi6id0zOtOOXgYEPSuYSSdTlTrSwabjdueXZSHnBQm4nU2YSvLtGEBhBzqmJYEF4NrShUb0oxXdyKaNkSTyyb/JPWnqmSRgAbymQWFrRD+ahS5esYMNGEjz8DPFEvDv7/Gu8wGQ/c4Dt/HOubOj37/E+ZRwrvOVMJ3+zX8j2zm3Ofw3Zrv/px7ALlbrEr8RFQBpTJ8w6dY7rbyybST/xrF2yb6SgwUetYXYOdDp/qTU2Wj0LvZR8gBwPNUpXOHY82NFetGMAWSYYTfedJTPQ8BP5l51AYoJ7E1T+tKI0TwEUx3McYxKPRydMOvZ6VOAT/LEy2G26MWwAiK5V68xoPuKC1nOGcE7UzvqyaptMrBnDWuZf1Dsnxg/ncBjX46kmOV5Z8Ncx7pdJxoAVL/XBO79WRm0/H+qgFEYZFKULBT4Ux2Mnv/iBv939VFSA5MwgDelhUG0ciDWQ+sIH3NtMMpfEXxTV6Yxf0VDIJLffBDEf72CU2GJY/PhShF744MfuqGLAdIaxIrID6bAx6qQHE06AdNXQb7nNFug8EEDTcCpBzCZd9tm4M/7/nYXlmVXqpwHgPsc+btDCCLIn+v3n/Bb47Nf/bFry1Ge5VsfwJ48gOHvgKXeH5ja6ijY6QHgvryS7Cw8gj0FZawcegNHh17FY+zfoKgP8Ie0f8dTQ//jyayIOiDjjWhZB8QEKkF+6NNSpHo7lnOGlUArCRyDv/g9qwS79wD6HkD9vMIfs8MSiNg/hUOSWTj/+fkXf2ZB6iIY7tj10x+YThWmUI0pRfx/8auK3MdRw8CglkCkCEzgXrs26DqhuqhV286g4M0STOKvpiIMo7b5iHXoVEdpIv/qeubXj+Jqq7gJ4VUeYd3B45iTuoaJ3J3mmVbS128A++ug1JaXqMNzoW4rTgH3o6Edvl/kaWYW3gibHCsPnm7XZV3f+9CEF3iGbNrQmXZhHaRRCBtm0jvcM7rQNszEtTFPeX8asmXjMazLO47eNA2lz5lp96hYvfJewGTfV/OougfGNTDyD+qemEknu996wqWveeczGGD3Y8nECSPYh3o8R+ucVsUAsPjxix7GAKryJX6zNQt+BJlXFQaJTasCfgJ/cR2MJnIyo2fC/vkovUIi2gRW0KMz7XieZ9h48Bj2bq6QRt13pm1g/5rTPQDCxPeRbv6VF7AvjUwqeIu7YKGDVxwrd59urJ/fk2yUVv7sT6TJaTQuLo2HzZVwG04tlm6tzNZ5xzCGB8JepjYvn7SKBHVoqUPQd2PVDpUytcwHKC9OXOg6laow2fHT5uPS6l5eoybjguH79VD5oEUASUTyBk38N9Uvk6MbzBSqMZVb+YjrKHzPUfBJibTyWklX8gD6ObgbwvxVMgWnfjQ9P+XywJZ4yUzG+s/5kzF/8evXnM/XXMAaTqBwmWNjwdEsojILqcySKNUZp4Bl+i9aCyKmSBLiak5KYwBXWU9gsgYiCXjdf9j39cGPI9iVKseu0Pt3YL8POaR2BNDzrQdBhzaU+K3x2a/+2PNTRR8AURL4+/BcGj3X+zBI/m7Hwf0eBO4pKENOQRm2pY5kWyiGVuBmfZDf40CI2Nl4B7io7J+UP59l75HFZhk4y7okD31SEoYnKeCvLfl7oQVBtAv8WQQANWfo+/8uN+ZvXqg9+hd/ZjbXMCsEQRSUUnhKpeofcDOLOBeecxx4vzQfcDOTuZ3J3J4m/QoMxhvAPvBR3doAxPqND1NwOhiO5iFbBhrNQ6zNOYk94x1f5P+JUTzMGB5gJI/aa7z7K8ZvZBROEyM41KbdatvXL/I0L/MEW9dXYl3hsUzgvgj8PRXA4JN2PfXfTy/fVw1XXMcloPciT/P9njNgmmMmN9q1W0GQ/qEE2gcCm9hKlIiBzrSLlKSW4f7R3NjCnd9W4mvONzJB96NOZAZpt2vYrW9nu796ZtKJZ3kurfZF908FRMTm6R7biH42vdoixFPa0sUqYPRzGfSnPoMsCdysuAew+PELH5WcczTMybKIud60esO2opsBP/kafKI36fzTqScGgs3pRftgfM0Mzj/5JtqTZd9pT6ewq9jBupU0BzeCx9iy/yjmcDU9aW6/H3sB43i+gKA8gLHnoz8NbQ9yKWfBDC/NvcG9oWMqw1g/X0BaP7B9tRkcgKCe8gHqxKp5oud5lpd5wpKAY7k/1MDUtYuoLpI6Lcs3KBlYnhsl83Th1dzbGB7gLe5iT34ZluWeZeBvFA/zRpB9RlPTamAkH2kkXgzgm9EcnG4o/+DvoXz2NquBmcmNFLzjSE3znWEe/FWJbmA3m7dJ6x9KAMcJyE/TEsCXBSB4ucm+cRegUsD+1QPAVQWnwEuONZxg6x9KdC6NPIDpaeDTbRVkRUj+xqGPGAz+UAQAxvUjqieJU8CSKj0TeCS7UuUs+Xtwvwc3h3dFoOdbx8FNJX9rfParP/auP9IDQDGAKwMADjI4iwI43OAZwEN7HLsO+787VehspwIbOIbNHGW1MOoCVB/gqrDZLA9nHALSv/0yzkwrgl4S3iNK/yoEcmBZGfJ+KMUizuVrzk8rIf+CS6yoPK4sip+xtWFe6Lj0DLg/AEkCjp9iAN8PlUqLCivDYMeOrZWYThWmUcU+h++EIEjM1ksSVqBrfLB3vMk9aRUwPWhh1xKlgUfzEMsKz+DQytKMp3oomH8oTQaOK18E/Dwb+LgBw5eDejE0mnjTYfhVHmEh57F881lpKyIqfxb7J4YvXgBJV2CeNi+g5OEXeIb5hy/j4F6vSgj89aQZfUKwoy+NrcLFp33bWK9fV1rTj0Z0Cl7ybFrTzerDGvIVFzKDm0Jy2O/N657lQyGtTdXKDGHGtnShWVjt6EDHtMUsSb0CferWFSCMRxc8GOwVRux6RGRML/u1D4X0p0FO52IAWPz4RQ8DgPUZZOWU8hhoBaRxmLNpR2ejrHXaSbaCu5mBNaG8s392OsoMgE9AMDP0KalpPZs2dKId3WnFKzxG6kvH95xm7J/Sv5p80ykvbnOXFNyHxvSnYVgH8fLAizzNBO6FeQ5mON7mTkuZDYp6APXUqTUxKj9lF6yRPBpqDBI5eDBPMYVqbC2syOaDf0zbAx4ZNeKP4PFITq7DqzzKEOryGjXtAqokcPwczUO8xd8pXOpYc/BE6/1LCqFrWC3MhIgFGBt6ABUAeZs7eZN70splVTEh+fc9qvER17H3CgdPO1YXnmgysFiMOAksb5NucvL/qfh5fvBMednssjTpVyZ7ba1K+v2aC1hIZfbvKQUPO1ZxEos4Nw38SQJeHkl+AgHyBSZS8MmWHI0l4NWRDzDeohX7pGSqQiA++eu3fnemyvnVj0OlPADc58FfakeQPwMDuG9b2d8an/3qj30/VfDgTzNwK5zfcRYQXhwSwus9+Du0x7OAew+VChLwkbYPvCkAwA0cw08cYyGQWAb+uQTsmV4BQKWA08ug/YHhG85nGWfC445t+UeGyqmLzX4gP+onXM4Cq4Dx9UWxHKwDzdyQcBf7rcPQnDQQeEOog1EYpCrTuYXPUpfC3x2pBT7Y8B7VbA5OrLxWP+LP8ETuZjJ/sUOdPH5jw75vHPx4PdhCxvAAG/YcT2q0YwpVi4RAkv5RsX06vEruHRbk3pE8atdBBd3iUNziwnNhoTMpWYdesX5SWDT3piUPKTKSfjXRqYqXF3iGZQfPhm99iE+/r713SbuaiOtDYyMCJAOr2kU9gF1pbQTB95zGbK6hBy3oQEe605KOplV5IPgaNW3TXgHHdpGdSYSJwF7siW9Cb/MSCiSKcBHIa0l3m3xrSXd79fflHtTjOZ7N6VYMAIsfv+hhAFAnDJ02EvbP+wGb0MfkYUm/2jn0EffE55dF+yK+vw4GFlUH41vSs+hOS9rR2cCdmLyutOY56vFTzv9w8OvSYQGkuYE+TcBpE1il0AKA8Q6k2uBVCj2SR+EDB287Vm0+3WoEBAD9BSiRgAdRn0HUtwk4z/g9YeGKeOnjFR7jA25mNSfxYeoG88uI9RsRTswyRfth9XgS6fGQuHvCTto6meuUPvvgdTDaserwqYwL807q/xsblkD8Rb+6DcOPpzpvGfPnTeMTudt8f9oDnsTf0iaoZnIjh+9wHHynNLO4Pm0LeDq3mKl9ZkgCqwh6dlhDUC2G/H9F619krFcYRElg3Xy/4XwWUpnd246E6Q7mOpvqWhKKfOMaGDGA34cKkHT/30nG+hWdhhP4i8MFYgHF/Hnp90grgdbW7w7Ks6uwLHsPlSL3QAnycnzIIbUjYr6WOjbvOea3xme/+mPf5vIeAK4LIZA14e9gSZDDF4d+wB8dh3f758H9jpz80uwqKMfOwADGPkCxr5LmVQQdL7n4yp9TDPz5MNDpRdi/swMIVIm4LxI//GUJ9u4vyzecx8IgAX/JRcznMvP1LUudUWS7+hJbApnPpWnv9U+4wnywYsAlCatC6V/8mRncxFRu5QNuZgnnwAeOXTuPNObPJ/Fv411uNwDoP6t3psnAmoITAFTYS/UuevUysA+CrN/+P+TuL80k/saYYB9R64Ck4LicflhoOUgHgk+Ea5svgNZO8AgeZwL3Qbbjuw1nMSJsAL/Ek8Yayi6jQn1fvVXPvH+SgvvRyJjAmCFcnncmzHW8yT0h+NecvjRmEPXt2t+NVvSjoZEHXYLPr0eYgutJMyMeetKcTmQyiPoc+rgUhaMcA2kQVuzbkUknutKazBD0yCyyauXHETxb15H2gQhJFkHU8deeLGMOBfa0vKWVe4UvfbNtHwuGNKS/3XNb07WYASx+/OKHLYGo+FmhjuZRB2AG/anHc4H9S8qgxfjFYE9lz3FVTMwQ6oSUFX5Spyh9kNrTka6hk2kADcjbVJIvuciSXe3Jss1fPZM+wObRRFwTWwTpGxJhfWnEc9RjOLXIn14SejkmcB/PU4/+wSjsvYIZBgDlBxQTmARDvNyhWSSVnL7Kw8zievZPPoIJ3GelqLpIpj/r2AU2roPRvJxSv575q2mn82/yL4C7HIeGlUqrd0i8PjUYHfyASQ2M9whpNkoeQHmL4j7AyeFm41mIW9n/Qzl4zbG1oCLvcytTqZoWABH7NyeawvJzcFoCuZq5XGVM4DyuMLn3s+iGGnf/efn3QgOBKwtOhRmO3blHGJOzmHNZHFLAAn4xGIzXQP63MEjcKffzoMEJwf+X9P5p8WMLf2BXYVm2UJG9h0qRE2bfDsr/ty4AnsUe/GzZffRvjc9+9Ufu2nJ++WNlYD+/C8BPAZCvwzLIei+T5+8OpdCBAdyZKmdzemJbVcsjQC4ZWAAw9nf67r/T00rB9d6QdWBhSJEvojKrOQkmOXLXlrUZuK+5wN6DCiZ9FupetP4hNjBJt19u9S+zuN7qYOI+zDj8ISA4NfQCrt95HHmnOLZxpFXATKWqTTL6bWCVQacDQLF+2v72rz4JLCZQtVCvUZM3uZv5XMqy1JlMCAshMQso1k/+v7iofji1wvWqlh1YteYxLAq5vUZN+NaxOv9kSwEPp5bVZw0L10NdY72376kgBdcztUXMnxLCL4ZU8Ir9Z8AcxxSqWfWLVCDJv97j18LUIr8Z39y8f53CXacbrUwOHsKT7N9Zho0Ff7SFKvnJ/f6vX6nqGO5kHewr722PAx8aP1A4JAGDSV9gLBVL7vVgr19Q3/rSMNx/fSdgAhSLl0CKH7/0Uck5xzM5SiL54slm9CIj6gWUd0F+QM3FSdbtSPu0CRt1HyUFmF0MAAokxuxgx7C1qBJofTgP7CwLwx3zuJIBNDCQF4c+ugZjr8IePYOA3SfUwfSghRVBCwSO4X4ObShF6gMvAavgWfNvMh8rCKK6gmQWzvcAqs5laKh6EYCbXPgXvij4kyV5dSFVmbQSw/7P17ak3YjwlN9GqT1JMjql/5O/Uvilg6GOhSRVMO9wR2ACa4Tur+pM4F7zBU2INoCVCtaNRIngiWFhQKXQU6lKzs4KMMHxOX8KwK/Kz0IgmrlSD6D8f3NDKe48rmRuCIHINzWHq00CThjAi60IOk4EL+cM6OHI/7aESXhKdS7hnAj8nf0f10BWRnUwkoDTi6CTrrk1HG89gOuDBOy9fx4AbgsM4PZUBfYUlGFfXklL/xbscqS2hzWMZQH4LHPs2VL+t8Znv/ojd2M5z/qtiUCgpN8lzoevVnlwnNqeAMCt+RXZVViWHZS3ep3NVLIuQF/I/T9p/0ZJqfeJJEXQCfhLPxicxSLODQeHc4z9W1l4Coxz8IZjIZUDA3iBvf8+4Yq0PsB50XtYyWD/Xr7K3utzuJqPuM5qkGZwk8nBkoE/tP1sf5DaubUCPOP4ad8JTAvS77vcZgBQKf2i840CgBOC51fAb1xg/5MpuOrmARzPfRT2dexdVz54AB8yG4n8frrW6Nrl1z8ety5Agb84IKJJy1d5hDe4F95wTKOK/ZyumUPC7JvvA3zSZOHBPGXy79CQFpb6omtyPxoyjNps31YRJjm+KTwvpHwbW1NEPxrRL3i+ewY2MPH7tYnKn73ipLLobNrwGjXZzB/4gJvJDoCvAx3DfcqTFVqvEgOokEfbcO8T4ycCJenF9SlggT4/qtDHOgFluWpKbxqF7r8GDLRNq0ZhHcT79XvTJKd9MQAsfvyiR5QC9m+6hvQz5k5ysH8jd7eTh96wkol1shH7p+4/mWZj4KeN4bgEWrJw50C1yxM4iPqs4zj27yrDgFDqqROb/H6e8m9qZZ/dA70v+bdXMAb3oxG9aMYg6jOcx6GtgzqOZdvPNUNy7AHU10qdJQGQupYCVoI3ln+b0pvp3EKqs2PK3tttJmkYTzCW+8PF0Hf+KQSiSSU9Y4AoH6Au3rq4ptY5mOkYH4pexwYp+PVIAlYfoG4MAn0TuC/cTO40JlA3lne4w9YHJgfmYWt+RXjJsaHg6J/Jv1O5NW0PWDc4AUBfCH2VSWOfBR+g/FOS1XQzjZ8LuNhYvqWFZ1Ow1ME8Z2Z93dS/DWyObvq68a/heFsC0fxbOvjzZcLxJJzAXywDr+NY8wMKBO6gPNupwPZUBXLyS7MvryS5uV76Pbzbkdr2cwZw5+Yjf2t89qs/Dq4p68HfdwHoLY8A4MLwXBOqYLb7pZS8vY79eSXZl+en4SQBS3bfEBVCywPoC6FPDs9T0zyAPghyus3BqSpIvZGLqMwKTmUx5/JT7jEw0LGSU2wF5KuoBiYOKOm9+hmXWq2RVkA+DSlgv3hzRaiBSeTfWVxv9oiECUzm4FYUnAazHd9wPtOowlSqMoVq1gWokJbY+vQt4LtCACTZBFf6/3Ue5A3utbaA13mQd7gDRjsKRzre4q60wnn59bQFHNe/vBy8fbK/DAtf6ykP4DCe4D1ug6qOOQevNUuLJjQ1v6kQiNK/g6PS/efDNdh7r/3yUn8a8hz1eIXH2LnvSAq2OCbxt3APSOxBIgQ8QdA6TR3SnnzMFnazO1krPuQG+NIzix7gdQpcXWZU46JgY7Lnq/ufHzNI7nvxOpa+1j20UUj4Cig2pi+tQhhEz/oMoiH9zf/XgIE0pB+N6UPDnKxiAFj8+EUPWwLR0kfzIqZVlUPHszbqKxKz1yZ8IPRGzqQTzcKbvD0drSdJPy+g6BNUncyM247O9kHtRDsG0gA+cuzcdRTPUS+t2kUfZpl4u9PSAh/daUlvmobXJnYqlMT7Mk/wLWex70BJtu06ihd52oIgqopJSp8TKXgQ9e20KilYJ1cvc/g9zAVczE+FxzAuVYOXwglXwC5mDF8OqbiRPGqgT6fl5OT9aNQP+KhVvczlSjYWHmXyj6acJAcnnsD7bQlAiyCSht7knrQNYBnO9b13uZ0pVOV7ToU6jtUFJ5vsO50qzORG6wTUU31nAoHqApT0q/CHJrTi9O88rjDP1WdcyldcyAIuZmFga/I2lYYJzsIfizg31MH4EMhajmd7bsWo9sMHQpQCXhk9xR4JGHoJWMDiFAuBqAZGQEQy8PYw+7a7oAy7CsuSc7i0n37b4yjc6XvuWBcxgEsdOzZV/K3x2a/+yFtdJmH/fgj//y8M6d/FEQO4xsEWD5j3H0wWQbZTnu2UDwzgUWmrIDEz65PASZBHAFAMYPxU5993nG4hkIVU5hvO9wDwnz5cFBc/xweRosGPeVxhiWAxgHND4ElMYLwH7GfhrrEqmHgCTgx6arWDro51q04OM4xVwwHMp4Djns5J/C0tBCIGcELYA44/5+OozigeDu0A/gA5nvvI/akM+WtKWW2UamI08RZfkwTaktWPOiYLe4CYHGYFAl+jJt+nTmMSfw01MXVMSfE1MbXMT61ASLwC8jzP0jds+2rmTesgL/AMubtKwWQ/EzqADAaE6hfVu/QOpEBsEUoqX1pY/19SDeOZwNd5EMY59s6rkAYg29PR7mGKg8QBkKyggkn6VVeuAF+c/m0RksHx/JuGF7xcnE3HICc3YCCNQztHY/MD9vI0RU52MQAsfvyih0nALelOFpnWB5j0FPX6GdvnGUDVwXS0Mex4MUSpKK1/qC9JPsDYG9iBDlaqqSBHV1rzAk+zsvAUUosd27YcHdY+WockcDMDgWL54rmfPjQJdL/vg+pLI/qHoMcLPMPWTceQet/x7e6z02SG56hHH5pETfRPWe3LsHCK1TycUrxi+ZQGnshdHJpZks9zL7N2fPlj/IXTm54TWfhJhodTdtG+LX3ti1lrWmXDvm/LkRrrT8ACf9oEVrO/5J83uYcxIf2njWBJR2L+YobhXW6zbsCp3MoqToaWjoJ1/oIbJ4Djm1m8AKL6CxVCz+NKvuQiC4LM48o0P1VR5u+r0L+mrxdzDvv3loI1vrBXoFAAUPUfSnwmYZDTbB0kDn9oEeSHNElRydKTfiYBaxfYr4D4BPDOVDlyDpf26V+tf+wOEvDWnzOA2zdV+q3x2a/+yFtdOn0DWB2AC8Pfw5cBHK51pLb4v6u8vS7sAvsQiNg/AUD9G/zACVYHExdBi+WV7O89oKdb8ldJ8VgClgdwZ055GOD4jtN+tvyh99/8qKRc79+YuZb/b07wus6JnipCn83VNpnok/TJms6HXA+zHXzoWMI5TOVWplOFyeEApnL2+HOqNZ+3okDXG2b3uCcKhNVI6wYdy/28xV0c3FGS/O9L8Qb3mtyrA6aK6cUKqqS+qNwrr6AUEIU8hlKbidxlk40KjXjp92lbUNK1VQdpWWRkvxlMXQaQYeygwOG/+DOMdeRvK8HHXGvgT5OfAnh9aUxbukQbwL4xQtUush1lkWmmOLtKAAAgAElEQVTEwj/4Oyzye8ySiFX1ItAnz58IDIG+zCgBrKBky6CWxVVpcSegNn/jEYam9E6bflP1i5+E600j+tGkeAmk+PH/4ZG2BCI/gk4iSQ9Rdzv9JJJwUnKpZ1agyWPq238YOlnySSyiPjhKWckWm0Wm9QB2oS1zuYothysymKdCg3tC73cOnsGuAZYmHo8kATye6rzEk8bs9aAFL/Ek+w+WghqO/A0uFDM/aRJDvAssv5/AoE+vPc7zPBuAXx3z66noeSJ38xUX8lqQUwZTNwyoPxJSvx7sKQkXbwn7/04dk14UAIkrGkbxMAc+KQNjHHu/r2Byb7wBrOeE4P2Lp6EkE+kG4l//bgngmG2Yxi0UfutIfedgljPg9z5VmEJVplDVjO3yOnnm41p76qYo5k8p4E+CdCYAKMktfvpkpi9+XsMJ5Fd27F5SPvJxVQ7zXmcb45d0AZ5u4GBFxALqNdkDPiFsBSeAUNLvumiK7CeOsYLibVRke6oCuwvKsi+vJPvySpIX5MzUTgdbQ92J2K+Fji2bfv8p4EOrSicSsAIgyxx8EzGAIQTCRs+W5h4owf6DJdiZKsf2VAXbWVbwRtLvjxxn0nzMAirdLQCoCcB4Am6pvUdkFzjdJ2+Xe+btO04vEv5IegA/jSwL80n6LGdztfkEvc/VF0MnW8DXWgpYIRAtg6gQegY3MYerKVzp4DPHLK7n/cCqq45Jntx3Agh8hzts0jFhAO9lAvfxNneGHsDq1hCQVEPdzws8zUdcB3MdazmecVQ35UBKg17l51MobQSP80/uYHi4LnnrjFjC2sHf7A+7s7iewm2Of3FDlB5+Im1P/SWe/Fnqd6j1AdYzIDiABvSjoc28DacWh3aVILXe18D0JyO45BLmrx+NTAnqQxM6BZAXBwW70josU7ULAY92fiVqpmPzwT/SmyZk0T5Uk2Xa9FtHOtCFtrSmKx3pQFdap9mcBBjVBxiDPvX9Cdgl/YD+a1WuNadnCH14L2AG/U0mzmAAz/J8cQik+PGLH5WcczyV470GDRiYNk2TbBP2su/JCyGJN4nAJ3NwMb0tVjAGf9pRVPhDe4rtybKC5860pQ+N+f7waTDF8SE30J8M2wSOS57l/xPbF7e8x0nhfmEN5HmeZQNHw2eOdYf+x8zH/WjI4FA8Gqd/NVOkAfMXeIbhofF+CHUZz312ERxBLd7Ivxc+80PrSs4NpXYAo3VM8lCnlsbT9edj9q/oGsjowPQdWl+aHTkVeY9qjOYhhlPLamLi9v/XqGmMgCShiVYC7QGgzOX62gPAO3mX25nEX5nPZdDFwefOgN5MbrJBezGCH1rH2Z+Zw1V8xHXM5MY0CXh+AIAx8FMh9GehdkNSm5LAC7iYbziPDQVHw3zHrn3lLAAihkeLDzHzJ0lQlSCrwvJH7AtcGbZl40m4oiEQ9QAm7F9FdhSWZ1vqSPYUlGH/wRK2/nFoj/f/pbZFPYAB+GzadOxvjc9+9Uf+8lLpCeBlEQO4IADBtYEdDRLwwX3eA7j3UCkPAk0CrhSSwL6LUcA8ZmzjdZd4CUR+UPVDagpOW8BiigvnOpgmX+mF9n5TJVEiA1+WVgotFlC2Bsm+PgQiAHi1+WC/5nyTgGO7xHRu4SOuhdccTPdl66qAeY9qTOYOJnIXk/lL2hawD3T5+bc3AvibwL1MoZod9mJwp0PfKB5mBjeR2uxYkjrHDopx918c/BBwU+ijaDJYG+Zxsnc4tXibv3Fgv2MqVe1wm2z/1k1rVfA9gPWsX9Vfo+tZ+bMSwf1pyAAyeJ0HSP3oWFdwXKiPqR/4sUamBuna34W2NhMaq0sCg7pfqAdwz/5y8LZjJI/atEHHwPt1CenfuA9Qypbk33j1Qz762EbVKlLTWobQZaKs+XCH7psxUJQa15D+iV+/2ANY/PiFj8AAani6Jy3pRsPgmPOJpF7m8RMoVAdgYmzNMopbJyq1n/tEVJe0ZJTSv+1Dl1IX2tI+FEJ3pTVZZFo66/v8M8hZX45J/C00urcNH94E2HUPRLvSXF1pTd8gB/QPxaKSgHvQguepx7vcxqEdpfg+/wyTHwYV6QCU5KDT6ZAgQ0j+1Ql2JI/yQpCDX+ExpufeSuG0EkyhmsklL0cXRyXfJJ34E3ItXg4puniGKVkBeciqXcbwAId2leDg7lLs/bFCWulr4gW83/aA5RPUjWMcNYJ05HsBx1OdtwPgmxympsQATuVW5nA1jHLwpmcAp1CVaSEJ/D638n5YLohvbGIBkzTk1czlSguBSD5LTwFfkra9KiP+NyGZ+QMnwhBH/mbHUs4yFjAp9z0rzfslWXh5AAZxIXQsH4pJ+iEEQ+IwiKpH1nGs9dJtpSLbqRA8gGVDgKEkB3I9A3hIQRABwJB+/XHjSb81PvvVH4dXlEwCIHECWOzft74DMLXB/z3l7fXAOfdACXLyS7M9VcE2liUF66kksP5dlnFmVAOTeAA3HjqaZZxpCyECgTFrvJSz/b70RMfWnZX4hvMt/OFBYLJQI7DnWcCEAYwZwfkBBCrtLguEbBA6DOmAJP/fDG5iIZWhtSM12R90p3KrJYDjaibZMnRg87LvPQEE3hM+yx74yfcb94fqGvEWd8F3jsMfl7BrSxwE8exfXAL9mMm/upYJ+OlV1hbJwB/vu44d31di+eEz7c9JQfHX0icN2OnXA8jgOeoxMKwwyXftC6L9Gkh/Gvr/+9c5lqXOZBhP8ALPWOl/ukoUd8MmliFVunQJdyk1S3SlNe9wBwVbHHO5KixPdQj3tQ5kR4ngpM4s0yxN6sRVV26yiuXvmSJSYk+gkr3qBYyTwE3oEybivATcNCzaNwv35GIJuPjxSx8RAOxrb74W4bSifcJ2dCKDAbSmq51YVPsSm1vF/umNrDe+aHHJwx1CnF7j2vGJKotM61nKpg3vcAeFsx0jeNzmfjqErsD+NDQWsA+NrQxa7KB8IX3D7/WlsXlKPuR6Clc5duypZMlfzwA+leYH1EVI/hQBQzGDI4JXZkRkdH6Fx1hScA7fHzjDmEHt/sbj6ZpPUkfWcGoZ8NN/N5Z9PQtYk7HczyIqkxrkKFjpbM5JfV9juZ8JwfStLsC3uCt4BKsHs/j9NiAfp4BVB/MP7mQyf2EK1fiAmz1z84ljPpcxLci/73OrAUEfCrnJ0o1KAft+QJ8Cnh/JvwJ/XjZLTPa66X7JRSwMqUxNw33LmfCmgwnO5N6lRaRfsT5i/cQAiu0TWPiSi9J8ZH7942RjlgQy1nAC6zg2+P+SYuKtHMk2PAO4I1Xeg5hcXwKtKhi2BPD3jQc/P2w89bfGZ7/6I391Se/7U/efgN+Xyd8Da7wEXLjTWW/inoIy1gO4gyNMAlYVjJ7/h723jrO6Wt/+F42igo1dWEcMzGOCgBjY2IqBgiAtzdBIKoKgAgIi3Z2KyFAbGekWkG4YYIBher+fP9Z933vt0fOLx0fPc853lq/Pa08yI+y9Pte67iu2CGO7Xf5tlAFUxler30IDiMYGqXFI9YDbohfDUJ9NuEIqBzWPciXXBxmAXroQOoAjgQ5QXcALpAvYG5/ushgk7QBW968HeT5LczKPsXf/BfCuj6L5noeYSVlr4vFh0LEYGGUA1QQylqeNCdSub+8Cjl06DVAgmMQt0NhHtHzHyzZdUNYvbCGKdf9qw0cs/kXlLxqQryaQb3iT1VxHxjFHUvYtVv2me1wf3qMP79GDmsYCKgOoxjvVB/amGp+JAUTNIWN4GmY7cjY4vuYd0/5pFExsKtTAZEGa4af+2q7Uka6qxrQkwcKg13M1W5Iv49ucV60tRPNqW0p1qdcCtqI1zeJkUKExUqdjGpmmAFDj1FQepffcJrSjvpg7lOGrRxext3xmbKA6gOvTmdopCXkAMG/9qRWnAQyTyMMe4HriAI65lGJPdGX+lPquS1d5QfhT08d0pAUJcXlIqo/QsW9rmhvdrtq+NjSjG3VYmX0DGdvz04+qpu/oQCPa0pQefEhrcRB3Cip/NAZGL80E7M5HdKUOvajBeJ4kOsxxZN851uOrJ1C9ulDPTq09qGnmj8+oaY44NX9ou4fGwezMvIAVp28OtC/vWBxCX/k+3RC9U/hd6+zUHs4wmmFgMAoexGt8z0Mw1LH/2Pl2yg/zAsOxj3aE6ts+G/BpA4DKMoylMvO5W0TnlcwJPItHOL6nKPTzmYzTJCD6e8kwm8UjZg7RWAvtBfaB0H40ttg0f7fbDTTsVF3MHSRxC4ncYy5gf2O+2XSAJ38rRHSmdwIv5yYb563kBmF5SsUxgGEbSOgE3kpJNnKljRE1VmSruH+1ZkxZJ42A2UsJY6eOUJQjOUVJyZIYmNOxHuDoQQGA6wT4rHBs3Hvtvxuf/eUr69d8sf7fdQL4lgXgb7WzruCcZB8Dk5rq2b+j0SIcivqmlUPBCFizAGOs7AUGAMMaOB0Bh4eBtZILuUa0f2uCDMBDp8+BYY5DJ4uziuvNBLKCG+JCoL0xqXQc86cstmpZlfUL9X8LuIu5ovtT1i9szlE5xRYuhZ7+70Zr4PwIuEKcBjBWA6eVjk8JE1jZcj7V+a8aQNUEj6WymEJeZBsXQzvHVCrwXZAzqodMnUB4BvD1OHmKJhWEtXDqAu4XTDemUZ7UE/kZwOv0kaDoL230+75lqupYWM15+rY2g+gI+FPbu6vzCzfDZMfKrBv5gg8s/UFHvzrSDd+OBUN/bDEwCbQ0c4iSBuukJ/4X/mHav3Y0pTXNjczQMXC7QPun90GdisXMkh2NsWsYtGjFyJZPTAuo7/uquFbUppvEvvixbwzm+jyLWnkj4Lz1J9c5zjnqpLQQoelnfMSnBgT9KaWjUdr16CxP8naWeRRq//RFoCNjZf38yLcFzYUqbyHWjya0E/DXlARa0ooWIsxtac6tHckloZPjp/R/msavA41IoIW9eNtaP3BDY/0+oQEdJAFeT4bdAyfwEm6FaQ6mOOZz9+8AYC9qWHewjoF7UoN+VOVzPgyyq3xAdDjiHcJLbDt5Ocuyb2bJkTtsBDKI12xsrFqYUGPTT2IVdNyi4+CwkmkQr8nY5hWimz0j599/ycwgQ2TT1+iXoVSxG8RIYQVi9VGxSjh1AY8zQ0glpvEoUylPzlrPUGyMXmljYAV/c3iA2TxsOWcKAOfyTxt/6QjYm0Futww1HatFhFnREfAqrmeFhECvFrfvaq7zN8vRjj3p58v4N6YDVNH/eq62DDh1hG4I9ICxUOhLBQB64LeVkqyX/MCY/u8CdnABW7jUImC0Cs43gRThSPQMUlMdpzUH8Kh3uLLf+Tq0ZZ5lWrP7xn83PvvLV/b6fNZ9HJf9t1yuTZ4BjB6SEXCKdwAfzyrIkWhRDkfPtAiY3UEA9G7OlUDuC00H6Ef3l7KFS+MYwDAOZp1Uv60LDCBqHMpa64hWc2zPvtjkBho9FOZULhTpgmf8bguqDGOM9kLKkMi91gCiByDVws7lnzYC1teK6gGPnjgLBji2pF3KLMqaFGOq1MCp8SMMgVYd71TKG+sXC3+uEqcH1iiYwbzCCJ4nZXcRmOTYlHZV3KEz1A3/0R6kjGAYWaUAUPNQNcJqJo9wfGExJlIpzuTWU+redO/sIxmrvQOzXVjBqftuD5nK9KAmC7iTYxlFmcxj9KS65Lx+ZOHPoQZcJ0RtpB9YP9+exnShLglyz1GQmMg9LOMmelGddjShBa1pJxMpNYKofl3vbXrP02SLliSYuUM/r1+jIE/ZwXpiqlRAGALD+nSWQOguQr74ilbPAnbLYwDz1p9e5zjnqJHS3sqmtXtQn4zv0ccYQO0Grk03e7KraFXdS41pT3samwg2Zp9vZexfawmA1o+3oSlNaUt7Gtvnm9OajjRiUPRVdkYvYEq0It2l6aMRHUy820lAob7A29GE7tSmA40MCOqIoDP17Pz0Ne9w+lhhopsd/XnLmkA0f6q7OIJ1E1L931eBmFlDnAfzimX6KaA7lZKftaml5PT8Tpx+xjvh/IYX68l8x8bF87g3roRd9TlaCzeI11jAnURnOH6mNMN5QcKiX7TAaB0FKxDUXuBR0goynifFSViZmZS18VLuwNlpPMoEnmDPpgugo2feZormbwblmMajzJZIC9X/6Qg4bD/QOAwFfxoDk8g9cXEvKqxfyQ32MT+au4Xl3MzBYyVIPdsR/cGP7VZZr2sp1ggIXBdEwYTM0HquNpPAJq4Q3d/FYv64OM4FrMaQHQIAtY92D+caCIzlABYxHVum5gAme5cre2IM4OLdd/+78dlfvnJWi/FD3b86/l0uj795E0jmMQ8AT6dKFVxmAZIpSjJFhf3zbOs+irOZyyyKRzWAWt33axyze5mB/pg8IHatDQDgr1wOIx2ZW/KzXFhm1f4lBdrUsApODy1qXtIR8CLusLxLbb0JMwG1HSdRDCE/8CDzuJellOZH7ufU/MLwoWNptDSz5LXlHcAVzQgylfImzxjPk2bmCl3+I6UObgxPM4wXmUp50QHH9oBxPAV9vaHrex6yiYECxu9keqBgL4yl0r0obDhS/Z/uc1/ztv8ZA/2I2cfEvGX7pk5Kwrd7Ud2Md7oHKxDsQU07tPeiBt/wJnN4gO1cyE/cZ1OdWOh/nTjwp0yggjwdByfQwsyDquf7inf5hX+wmlL0ojqdpStYNeotJKtCM/oSaCmsYCzj1oO+WCRa2IalQE9zApU8Uc3fx3SkKv1oTHsJfu5MLT6joZhDatOND/iCj/jU5wPmuYDz1p9cEgTtNX71BPjVozMfi07BW9O7GSOoT976crpRx68+4bUGrpkNdVtbDIza5sMxsNrotRJuFaWEeveRMFOoCD86ZuWUNY1fG5pZc2JHGtIpCPv8nA/jYmL0NOj7gX1FXA9q0Z83Sd9YiKzNzjKm9PqUj+JyAFV/ElbEadyB1htNpBKHfivOAu5kIK/z/emHIcGXlQ/kdQF7b1puoD9FvxEk6b9t+hkd/+qpWx/DarhhvMDxTcU4kXSmbPqVLQswjILxIPBFYQdiFXFhDuAYiYLRm8tkqZ8aS2WmUIEZlGPP/guhtyNlWxFh/3xbwQzKWTj0L/wjYAL/KUaQuyUI924Dfp5Ruc0YQHUE+5vuLRbBoWM4jedYzs2sohTHU4paZtpq0XStljBoFfzHHmNB0FoLF7Z/xL9/iRlCwvw/DYLexfkWA7OXEhzmDJIpypFoUU5kFCA11TNaCgCjhwUErvYO2JF7qvy78dlfvnLWSuzN2oD5WxbE4ezw49/o4ZgJ5FR6flIyC5JMUQ5zRpwBRF3AOwJt5jYuEubvEgOAyuyqA/hXGQur61cNIP7QEAOA9HHy8RtyuYBjNW9LgitJPqbMtR//3mXP83ncy0JhutUBrFIIZQD1oLSMm5jLP8nakp9T2wtaLmBs/BszfkySt5UB1DGwZ/+eN/2fMvyjxfkfZoQO4SUPzto5Np+4yjJFB/Fa4ASOuYBV06csXxj+rPIVDXnWDvP+vMVInmNn9Hz2Z54jUhkFfe9Z24c2gGgcTIz5q2GVnAoIe1CT1jSXWK5qHNlbHJY7jpw4R0bDdelCXXpQ0/JgPdunGbB1zPjRgUYCAhuZ6bClGDy6Upcj6WexLediulGHVjSXZo/m8nUJhI0fTSXaLGQAFbw1ow3N5b4XuoR1/KsfC8OgG9Ne0jW8HKuu/J99wBcyx+pKfTpRh26+ISRvBJy3/uQyBrA+nQ3oqSBVBava8Zs7+69eYFEPI2CUQdT31fih2ggN0dSTmNbAeWDY2irh2tOYXlQnutGxNOVWulPbzCH6Yg5pfqX1vVmkgQFBHwpam+6SLN9DNpL09YXIWehPqrrR6BWmznfnozg3sAqUlRXUE7KGsfajKrOzHmZv8nmWr6VOt68NOL5ntUoaAK0soYI/BX6qCdRYmIG8zlCqkD4+P6cPFmYcT1qZe8j8qRZoJM8xVBpBhvM8MykbB/zG8aQ1gYyXt1V35MXoFZjHvUTH+xBfb/woa3mAyv5pHIxmnukYWNnA0CWpzR8qrtfrF/4R1wscq+a6iZVcz3JuJONAAaK/xQKhV3KDRXxo3Ic6gFUPpk0QGyQQWts/NnGF9QCHdXBh5ZiGQPs2EA8ENasuOVrER8GIC1hBTcZxYQEDHeC8aV3/3fjsL185CvyE9WRVYABZL+Pf/WIAOeH1fyfT85OS5QHgQc7iEGdZA4h2MGsMzDYuYiuXsJlL2Z59cZy2MwR+oQ5UWWFtAFnF9exNOxf6OTIfK8AqSrGCG2z8G3Ojl7ZWGr3UCBJqAj3j5w85an4KMwCVEdfsvx94yADjUkrDNw6qOiKZZZgurvqplBezVXl7HU7gCWvrCcfAo3mGYbxojUAjeC7YC6oYw/cdLzOBJ4gOcxzcX9wmC/Eu4JgGUPcdHfmGo2EFfT4o+i072H7DWxxeeC585ZhCBb7hTdP9qeFNw56/4p2g7q261b5pDVwPauZ69Ma8tVwDPzqia504hGtJ33tdY/805kUP/q2C+8anMirWxImOoinvTm3SjhRkR3pJOgXsXwj89H1l//y9sJ3dE/X+GLtPtjGNX126CuDzrl4Njq5BT7mfdjHlejPaWBh0XbpSm+52PzaTSErzPACYt/7UEg1gS6rRx4KeG9CJmvSgXuAEVvpamb1Q75fb/p4gYK+paAUb8gkJtKS5pKQrnd6SlpYrqKPfthLurMLcsVSGDY49GefShbo0p7UBP3+a84xgd2pbtY92A6tL2EfA1OJzaogm0I+AedGHwI7nSQkZ9VVxYe9vb6ku8qfTD4gPMfWRBgN53ZLwdcy7O/s8klOLMYan7TStI96+VLUcwH7GBr5pG6iCvX6S7af6Hd1wdTOfz93kbHTMoBxD5AQ/VNL/Pfh7QcTg/tJxsILDUdIaoJdnF/wIWBkHdSMmcg+U9Vllc3iAmRIBo+zfVCrYzS3U/83iEeZzl72vo7IwCuZnbrV+4CRjXW6z91dwo42Al3Mj27IvZt0VjlMHYnmAy7nJHMEa+qvNIBoErcHQoRHEM0eXsZ6rTQ+oQENHjh4YejfwIc6UOJji1gZyNMc3gqSmOk6mFyDtRKwNJHpIXK//QwBgVDV/KwPm7xe5dgoAPOIBYPoJPwL2LSCFZfxbzDSA2gWsOkB1a4ej+q0SAq2ub9V6brRR8LUWCq1moTVcS/bafPCwY0va5XKwuDmOAdTnpUYUKfgLR8BLgoPLAjnYeMPTXUEe4L1xjniVSOjjBq6Cqo5jp4swi0dMc6ssvHYBKwAMdYATJNZphIyDNSLKS0FeDDrBX7JR8JIjdxAd4ziccSbf8qrUv70mgPEVe38Ab8QBPu/ijWkCNQpGswC15Ug10CeOF+ZQRjFj/0LpTCxYP6b/G8tTFhWjh23V/ykr2IvqfM3b7N9yAdEljglpT9KDmpb/pwl7GgHThbr2vmrKQ/JAM2iVHezBh6ymFGOpHAf01PGrkqWWwf2tJS3jMm5VA6iTMAWK9YVYUaYvvF825BPq0cXiYZRFrEFPCTvzfOb79A4CorvmjYDz1p9e5zjn+CilFXXoRkMpnFZKWrOINPRZQZ+ygpphpNVvTeRFUI8uQUF2goE/Hfu2Eg1gqyBUU4GjtoJont9onib1YCF2ZF9IV+qajkMt/Z/QUF7kDaznsb28oDX3qbuAOw17Vl3fr1mXw0RH6g9F7ZTZS0Cid5fVknzAD2WjqiZxLlUtziAW4vxOXE3SBJ5gXVop5h5/0Ho0dVysLSBaBxcbs8SCVkPXb39j/2JOvSG8RNbqfDDcwTxnFW/qAB4mG7ofBb9oGsDhvBCMjJ61MbCGQGvOmEZPTKGi5QFmrMtH9D5vmpnFI8zkEWbzMIu5g+miBfyBB63tQA0gMfB3r0XChNlqSdKmsETGav7mGssFXMbN5sRcyfWsj17lO6KzisaxgFoJt4GrWMN1FgYc1oPpGNgzf5eYiUBHwlskB1DBRW4mUMe/+zlH2KpiHI6eydGcwpw6nY/UVEd2sgBACYRmtwdA86b/DwGAWvm2LHjU+Jc93iSTk+w4lZafU6fzcSKjAEejRTjA2eyjuES/nGuu6z3SBqL6P9VrarB3WAMX/ptvlOeBZ4Wvt8PCjpwLYaLjyMlzzF2uTHPMCFLamGiNfolFF91pH1dW2z+3lQG8h5+E/dNaxLlB+8dsHmY6j/I9D5F8uBj0d2zhUmaI9s+zgOWYLvpbzwDGXMCjRLs7NsgBDF/Xw+T1Ptxq4F6xz+8/VQI6OX7gQYbwko2NY/l/MXCnur+wAi48nOrH+0oKgr49mcc4mnom0yifqwPdj4FD8PhHUpsveTeOGVSG71M+4hvegDmO9JUF6cdb0vP+EZ9Kf7vCJWX+2ooMSKdDnakfNwruINHM7WhMD2qynYtYw3V0p7bcn1oK89dEomASbIKlSRa5ncBhbaqSJcoWKsDzJpDYfVXNl/XpxEdyX21AJ9Hl+56TD/k8jknMywHMW392neOco15KczuR1KOL6fU0BqYZbaz6JlaG3dJ0Dppp1FK8UkqZtxLXVKwaJxb6rGHPWgGnlHxreTnpqe0zarIm+zrSkgvwOTXoyMck0NJcv+1pbBmAOgZW3V8HGll90KcWMlqTHrJZnNh5JiT4+qWveJfuov3rIaGjMXeahkK/L4LlD6XL0gO4PlQz4KdAbxCvkZxWlM1cxne8bCMSzdP6mrfFVRxL0VcmUE/fuuFq1dx3wchmKFX4gQfJvtORuia/5f7pCGgkzzGBJ0z8/Z18XONglAEcE3SKTqKSNIRUZqr0AU+WUfAMypF5OD9Md+yjOD9yP1OpwEzKmq4pFm/xoLmBVQc1j3ulC9UbQhZzO4ukHUS1VmE+4BJus0qu5eIG1msVpcg84kj7tSAbudKE/eoIXsc1Vg2nRhAFgKFpYCsl2cBVbKUkWYfzs5Pz2cKlxjRp7MhOiR3RIGgdBfGeeoQAACAASURBVB/kLI7I2PJ4diFSsgpyOtXn2mUf9UaHnGQH+/wY+H8EAFwmgC9JwJ+CwS2eAdT+37STjlNp+SxE+4iwf4c4i4MyAo53Al9guY3a2BJqAP2/71Vx4D80gqhZaA3XsS+7OLRwHDxZwiKG1Gikz7ll3BzH9OlzcpHoVZOkwUbbbRYK+7dQ4mA0CF3bP9T8oY05syjLPO4lZ0M+6O1YSswAMo1Hjf1TJn6qjIK9VtdnAXoTiLp/q8jr+gVxBL9gbL++P5wXWJpTmoNZZzORSqYTHswrBshUY+z3oddtxKu1lAN5nRE8Z+BPZSuqDfyGN1nLtaQcPMMYRNU3h1mBX/Ke5Ae+H0xYqtveq3rA3MkM3/IqWXsdpw8WMsNeN2rTlTqiA6wV1wSij+ry7RCwhDpt8mxfSwbyGtu4iHncYwHPrYS6UFlS06DLXjWCYeNVvBmkrenqVUJVn852r1WjR3NaG9hTM6YSMA3pyDOMphUt6ER9atKD2nSnFp9RN6VFHgDMW39qneOcIyUl5Xcb+cy5ScyMJDFzSRIzk5YyO+lnZict4fukCN8nRfghaTFzkhbxY9Iie/wxaSE/Ji1kbtKC310/Jc3np6QF/JS0gHlJifyUNJ95SYm/uxKT5v3uSlo6k5+TZrEgaS6JSfNYkPQTN4xZz40HVnN/9o88wiweZyLPM4LnGcFrDKQq/ahBTz7kc96nt1HpSrs3oZ3vlNyWj9E8TWfq0U7iZLyD2GsJVXvS3Zxo1fncDCPVTRvzjYC2b3mVflTlW15lXfQaNmdcTp9otbiOTV/v9qppbRT06ahXM7iGyUhHx8A6xlWN32wehnGOtJWFpP/zBbsJaPfnMF5gjDh/NQ9Q2T9lFHS0pKLzKVRkimSQTeYxc/umby4AbX2HqNa+zRAtoN7YZvOwAT6twlJh/Fz+aSaQRYHxIwR+OmLTMZzqspSlWcGNrKYUR48VI+dXR0pGIdZybVwbyCpKBTEg11gTiGrEYoaQy8wNHBstXmxMkwd/vg9Y42AU/ClTdYQzSI5692pKZkEPatK8G9g6gfd68PM/AQBq5I3p/pYLCNzqY3Fykj0DmJHiXdOq/zvCGWYAUf2fsn+7Oc86mT0DWDJXDdxl9u8bsn8hAFwd1L8x2UFP72hX5m8V1xvw0zDoMAomzAJU45K6gBfa+PduY7n1ea9seGgEUdlEhNuhtYMljvVcxXR5nU2mooBAbwSZHARBhyPgsVQ2969m/GklnH/bf87vBVUYxTOkH8oPQx3LTpYWA8jrvwt+9oDvDdM29xOzRxhRpYkH/UXj11+cvgN5nbVcy46cCxlKlSAZ4S3TAH4puafa+6uj4LD5w4PBGPhT890wXoREx+bsS+0w3o3axu75kOe6NtZtT2PrCFaCQFk/BYL6se+jD8IvjiXZt1myRFuaGgDURAs1foSPsYYrrxtsIjHTYV6uFiSozk/HxB/Tkdp0M0OlTtdq0sPYv1p8agSNVss1SGmWBwDz1p9a/xIA5q3/7vXS1AjvR6ZSOzKWRpFhJEQG0C7yFV0iPekU+YIukZ50j3zKp5Fu9Ix0oWekC/0jrVn0w0v8tOhV+kVa0zfSmoGRlgyIJDAw0pJBkRYMiTThu0hThkUaMTzSkJGRBoyK1GdkpD4jIw0YHanLmEhdxkbqMD5SiwlyTYx8yNTI+0yO1GDc4pp8kVWdwbzCWJ5iIpWYJVEzyipGuJ3UX4qQtqkQSwPn8AputFaHldwgBhHP/KzjatZzFRu4kk1czkaukHaQMAbmYmP8dogTeI8EEe+jOHuiJeJiYA5Hz+RYdiFOZBTgVHp+UlPzkXnMkX0oGAHv82PgebP+BwDAnx0s9TEjxgKuEwZwr9f/ZQsAVAYwJbsQKdmFOMSZZgDRv2+N3tnF+ezkfHYJG6hA0I/zL4/TeG4MzB9hLMxqrmNn5kXQy/9uq4UVjLGAN8eZj5Zzk3UAx2rhYocWzwD6w8xCiTny75cxyYOXP9xtQFAPS3N4wOv/mjqy5/uR7AwxV03jUaZJGLSCPz2chQe2kTxrUTDDeMHC3X37T4wB1GsmZeETR8ruMy01IIx/CcfA6vgdZFWWb0nslXf7DuI1k8LoCFgjsbze8hoG84pEXlUTjbSfgnxlwK+aTFLel751Xw+n0xcNedZMwF5U5/scAWncymfUoht1pCCgvmS/NpK3G1rrRxfq0oZmJlRS9q8NzWgriRNtacrMaFly9vgwbh8M3YjGtA906q3FshiTLynzp4kXWumm4FDlUvq1eqnOT0e6mr3bmPYSCeOj1eqKar2uxMTUo7OAwi55DGDe+tMrDwDmrbz1v7FOnjz5//vKyMj4d//af/n63/l7OXnyJB0SJ/BKdDANox1pQzO6Upc+VKMvb5vxKSZbqGyVaOpgV7e6j1Apb9mU6kDXMPKtOZfAHMeh02eJUeNua6mZy3029l0kDnUd8Spj/TO3GhgMTUxqXNLmEP38Aok8WkgZkz8spAxzeIDk7cXgPceBA+daK8iPgVZQR8LqBvbRMBXNrR/7O3jK3lZnsGYBqhxkBM/5Crhxju05FzKKZ+LAoQbGqxlE42N0jDsoVyagNiGpOU1jYiZTkQPRs1lEGWMMdYT8VWAI0WBoHQ2rFlANH6FLWKU4vXmfZdGbOX0yP1OpQDdq0zMYE3sncB1zA3elDm1pQtcgBiYWDN0sjv3rRANOJBcimuTYmn4ZbcT0oVrB1iJ2SpAS01i+bYIlXoRmSB37qjzKGyFbWHausn86LtbxcBgIrdmAWhGnAFCr4PIYwLz1Z1ceAMxbeStv5a28BcCu3Xvp/X0iXyf+QP/EWQxMnM63iVMZnDiF7xInMyRxEkMTJzI0cSLDEicwPHE8IxLHMSJxHCMTxzIqcQzjEkcwOXEIoxJH2zVarrGJoxiTOIqxiSMYmziKsYkj5XEU4xJHyOdGMjZxJOMSR9g1NnEk4xOHkzitN4kzejMxcSjjE4fb58cnDpc/03/dw6vn8sCheVTKnsRTjOVlvuMlhlCVfrzBALHg9aE6vcRe8imTqMRC7qQ7tSU0rDv1hG3TogM1a6gRox5dRFrUQZIHOwvg60gYkZY7J7eppGnEEjY+iWsTUQ2+pmz4hI5OFiPTlLY0T6mXBwDz1p9aeQAwb+WtvJW38lbe+g9bKSkpeQAwb/2plQcA81beylt5K2/lrf+wlQcA89afXX8LAEyQYJgWlgXYUkIz24pGwgtfm0lqulroVUzbi+rsyjqftAP5RUPR1bQR1elJHbrxPl/wLl9RXXLkq9GHN/iGVxjMc4zkyazxPHL4e8ot+IHxicOZkDiM8YnDmZXYn8SZvZmWOJAJicOYkDgsbqwwLrj8iGGEjChio4n4S0cco5iQOIwpid8yPnE4oxNHMypxLKMSxzIycSwjEsfZ+GR44gSGJU5gSOIkhiROklHLZAYlTmNg4nQGJM7g68Q59J6dyO7d+/7Sf6u8lbfyVt7KW//3rzwAmLf+7PpbAKBPVG9hhTrNaEMbmlo+YDNJUm9PYxHXtqQz9WhFc3pSg0404NS2okSnO8n8qy9KiSZ0ke7HNpLp1IkGkvX3oRWDe7dYbT6TYOfuovDoQU0m8ATMd/CS42veoSc16E5tEx1rLqB3qb1nGVY+0+ptc7VpJpbmYn3DmwzhJSbxGBFuZzTPWMeviqlV4B4m7g/iNYbzgvV3DpZ0/m95lRGS9afJ/cN5gbFUJnVnUVjrK9p87pfPBRstgbHeLViZyTxmYnEfI+EbP2bxiAXO+haCx6yKaiZlreVjJmX5noeIjnNEqzt2RC+0wOd53MuCwAmpzQjqlvRBz15Er1Eb87k7rmZLw3V/4j4L4V1IGeZzFxER0i/gLhaKy1I7hbdELyU5qygRbresNR+2W85CdSdRiWmUZwJPSNbhU4yWHDWN2unPm/Jv/gGdqU8rWvAxHXiDAdzAyv9tg8PffeVe0Wj0/9ifHY1G/9K9Im/lrbz1/23lAcD/3nW/c26uc+6Ec+6Yc25R8LnbnHPznXOnnHN7nHNt/+D72zvn9jrnTjrnEp1zt/yLn/O3AMC2InttItVwLQTwhaLXBMla0sDNBFpYuPMgXuP4yaKk785HD2rShqZ0oBFdpPPX1781oBXNLeyzs8h3O9OAbtShu4SFfspH0g3s2z7m8ACMcmStz8e3vEIPalrmnzrQfI3ch5ZOr8n1vYNKOF959C59petXq97mZd9L1gHHGCpb3t8gXqOf1LqFwPHboIJJnXYK+MJ8waFU4VtepT9vMZQqTKcc+1LOYzKPWROIhkV/J3mA3/EyI3g+qH571hoFJvEYY3iaGZS1NhDtA/atIBXEgfgY03iUg7vO5vRNjlN7C1uzQfj4Aw9KHdz95mr0Lsy7BLiVsbiMBdxl/b/qnvQxG7fxC7ewXGrgfEvDzRb3ouG9m7ic7PmOnMWO/Zkl2MgVEgR9nQUCb5J4kA3y9mYu5Vculzy5kmzlErZKA4h2ze6wKJgLrIpMMwB3cx57OZednM9+zuEAZ/tYmGgxjuUUJiWzICmZBTmdmo+0k9ILfNg3hLDfEd0r7SDbHSySyJSIxKZEcr2v10qJV9FmjRWSr7daPrfKP0aXu9+9/vbs3uk/v9bBGollWSPft1a+d0UQ3LwqV5hz+DstkmupPC6Wjy+Rr9/oM/+iex05hx3ZRxxZyY6DmWdxKrUAJ9IKciyjMMmZRTmSfQb7OIcD2WezlxLs4jy2S7zLNsn50wxHn+l3Dcu5iWVy+SaZ0hLDUoYF3Ck1a/cHYL8yY6e8yIy3X2ZW5F2mRd5nauQDpkSqy1WDSZGaTIzUYmKkJhMiHzEhUosxkXqMi9RhTKQeYyL1GB75mFGRBoyIfMywSGOGRRozJNKEIZEmDI40Z3CkOYMkEmlAJIH+kdb0jbTl60h7vop0oE/kEz6PdOWLSCdmLn6PxXNeZlCkJR0jfWgb6UuryACaRobQIDKKGpHJvDxq8V+6J+et//yVBwD/O9f9zoO+N51zRZxz+Z1z98jnznLO7XPOfeKcK+ycK+2c2+2cqx98fxPn3E7n3D/k+zs7DxTP/IOf9bcAwFY0t45ErZprRhtrDNE6uNY0pw3NaEVz2tOYNlLj04HGTKM8mZscU6horSHaCazZTt2oLWlK9eksTcba/dtN2MDO1OMzalnifD+qwm+OHSdKMphXLFqgBzX5lI8M8GkSve+p9H2WvajOV7zLFwIEv+btuIqkgbzOLB7h+MmiTOaxXJ2/HgwqaFTmUN/uQzUm8xiDeI0hvGR1cMoKfisfHyrRGAx07OMcBsjX+CywKlb/NowXGcwrVh2lrSATBeSN4lkmBB2jU6gQVw2nodBTqcBC7iJ7hiPaX3uBY2HQyhr60NuHrBpO89A8Y+h7UrVeax73WGzGYu5gcdAKspTSLJaIjeVBJZx2BC/jZjZyJaxwZOxzrONqlnOjNIFcywauYjXXsYkr2CBNERu5knVcK40gPkR4kzSDaBagtk5oDdxvlGQ357GL89ktuYB7OJf9nMMuzucwZ7CfczgcPZPD+Gq4kxn5ST2dz1fEnc7H6VQfhBwVIMguB78K+NL8PAVdKyVEOSkIVF4mAG1NcC0PgNw6+dpca8/unf77NjrYIF+3OgCEawPgt1b+DAWF+rP191Ogp+8vdbHw580OfpO8v4M+8DnzuM/8O5lWgJPS+pGSXYhkipKR4thPccv+8/l/57Kbc9nDedbGon//Wt23lZKW97eJK9jEFayVJpD1XG3h3+u4hr2UgPaO7N7Oat+SpO7NN8vcbA0z2jet1YP6XAujX5Ya4LzTomIWSL3hAu603usF3Mnc4BDk20DuZzk3wlgHAx2/8A9mUpbZPCzVb8pYlzXmWmNttAt4Ak8wnicZyXOMk4zMUTzLOGG0R0k2oLL/E3mczclXkDPLsYgycd3gvjvYh8XrpCHWC/wyQ3iZYbxgtZQ+YL6KTSyG8JIdTsfwNMmnz2AilSwWxjeDxCozdY/T/L/P+ZCeVKcXH/AZNeku+3dX6tKOJnSVA357Gvs9bqFjNM/QjiY0FqdsU9ryIZ/TgE7U4jNx937JW/SXNMMBvM5AXmQoTzKeSkyiHDN4kB8ofWIpN25ax1OLppG0dKYVDYSXlhP8UWlBeP0kZQdzkxbwQ9LfA97zAOB/51rgnPv0X3zuHefcAedBoa56zrktwfvbnHN1gvcLOOcOOg8oc6+/BQC2o4lV52i3omYstZT/mtKWdjSmlWQt+f7FprYBTKISzPQbgAZ+asdjG5rSmmbWE9xNRrwd+djGwB1oZKXhn9DQen5H8DzZ9fLBT47JPBawf1ob54Gi36x8RVF8ov079KCmjYv9iPhdK0efzqPsyLyQCLcbuFOA+HUA/HK3gmg9U18JV/VhrTE2MOz7HcHzRDc7jqcWZjgvWJOIZqeN4Dkm8rg1BcQaQ6pYHdx4nrSqqbGSsxYDf5WE/SvPFCoynXKk/VwIRvlaOB25fi9ZZgoI9e2fgjq4n7jPwN1CyrBEMtYU5C3iDuZzt42Al3GzAUVtBdFgXh/27JlAVjj4xpG6PdYMspLrWcc1FgisgEFDg/VSIOgBhu8E1s7Z37iYbVwkLRQXGzO4i/PZR3FrB9Fw6P2cwyGKkUxRkqNFOJ5dyNpBlA3MPOYZQQ4IWPr1DwDgUgFfy+Rz4ceWxxg/Y/IUyP3yLwDgCvm8XmuCx4BBtEubPMJQ55+DS4GfMpS/Ot/1e8CHPeckO7KO+Vq8tFOOExkeACZHi3A0pzDJFOUQZ1mnsnYs7+I8dnK+dP9eIP8uJeMeNfg57ABeL2HPa632zdcC5uxwMNdx9PBZBgCXS1C4gj59bi3jZpMraC+wZvv5nD9/Rbid+dxtrTa+9eYeOeTEGkAUAM4OQsz35hSHbx3HDp/BbB62xg99Xc2krDHus3iEyTzGRB63vL8pVGASlRgtFY6a+TeOpxgmOX7DcuX75fzoSDldkKFUYRCvMUI6w/X6jpfjen61EUSnDBr8/DXvsJ2LZO/yrR9++vE2o3iGaZRnDE8zkNf5infoQzULd9agZ3+A9nulP1R/wJe8J5Wb1SwE+nNp+PBZkFWZy33sPXEu3/MQX/CBVcD5r/OTnS7U5TNq0Yn6dJRsv84Ssex75pvLfaKR1bx1pj4/cj9buYS+vE0T2tGOJrQkgbY0pRlt5J7ke+rD9o8WtKIdTaQarg0tSKA1zXkyffxfej/VlQcA//vWGc65bOdcN+fcUufcEefcL865F+XznzvnZuX6nvudcznOs4PnOOeizrn7cn3N9865z/7g5/0tALADjSzzKJaa3kaGwc1pTivpDm4hXGCLONNIRz6mD9Wgl2MBd0nXYyPLVdcgz7Y04TNq8QkNhe1rIG/Xs3o3X+3mT5vdqOP/3IUO2jt+prSFjmoI6ed8yHieDPopq0uK/XtSXP4evaQS7hvZLLXmqC9VGcAbfmSZdYOBvv68yZe8a4yfr1uqaqfkUA/oA1ff+d1oOAR5I3ienynNTi5gMo/xHS/HgUZlBIcH2kAFfmOpbDeS8HEkzxoIHCdawamUZwoVmM6jLKU0DHKkHikY13Dgb3Q+xFaZv7n80/pQF0gl3GLuEMbkbgnHvdOqtxZzR1zIbtjEkCRvewCozQ2l2ZJ+GVRxpJwuLHVw17Na2j/WSQWYdsXG6sKuDBjAK4RdusQYpy1cItVwvnlCO2l3cgG7hAHcSwl2S2vFAc7mIGdxmDM5wNkczSnM0WgRUrIKegAkbSGnpStYASC7HWwKGDYFV7/IlRSwbMsDZm5lAAjnC4uX9C8AoDKFq+RaHbCHyvgtl5+9PPj5SfIxHfXqGHpp8PtsEvC31zefaNfv6VOO1FRf+ZaSVZCU7EIcifrKt0MUs9o3z6QWFwB4Ptu5UEDghQbAf+UyeYyBv/Xyb7iRK635Yy3XWg/0kdNnQQfHyRVFWMN1rOAGA3YqO9C39eOeXb7Fnld+zBwLevYA8Q5+4j7Ru5YxVtvLHvxzPdaP/ZAdjBZwJ0x15Mxw/By9lRmUM2Z9Oo9KA8ijTJKP6QFMpRgTeIKx8hrV162ve/RTAH2d6wFxOM8zjqfImOHIGZWPUTxrYM/Xv71mB8pY4PNrBu506uCr3KpaO4gPcH7TGkK+5VUWcBeRnNsZwkv05W16UcPaQb7mHXpTjd4CCBXkaduHTlj6UE301h/YFKY379OXt0ldXphTe4vQj7f4lI/oSl2TAH3KR9Lc8bGFPWsNnPZutCTBCAZN4etAIz7nQ45lFubnnFuNKNBmkNbSB9xcdOm+/aOl6Nbb0IZmNKa93duaCQgsf3jmX3o/1ZUHAP/71mXOA7j9zrk7nWf6XnDOZTjn/umcG+icG5Xre25yHgBe6py7XL7/xlxfM9o5980f/Ly/BQC2p7G9FD0IbGOsnx/9+tR1DwZb05pmtJTTVFua0JamjOMpSHRk7CwgL35vEmlNc0t3D8fBHaRuW0+BWgr+CQ3pImPgrtSlF9WZEq0IfRxLuI3P+ZCveVs2oFpmAOkpG9ZXvCMp9b7CSJPtv+aduJOsdmN+w1uM4ym25Vxsm6+Cva94107duukqK+iBngd4+v4A3mC4jGR0NKxjmFVcz4n0gmxKuVo0f68wnOfNOKKMgHYGj+FpA4EK+pRl0JuN7weOjZ6mSjXVVMqzmDtgkCO62fFL9i1M41Fm8QizZKQ1i0eYy/3GjszhAXs7kXtYRBl+4j5jVPQGmyjj4Fj/6i12g/Zju5vtZq2Vbyu4kVWU4nhqEXK2ObZHL2Qrl1g3sL+uzcUGKgN4lTGAm7nMQN8WLmUzl7GDC4KxcEkDfDtEH6hVZV4XWIL9FOcgZ3GIszhCUY5QlJSsghzPLuT1gdmFOJmen/QTMg4+LCBwl/N1ab+4+Dq13KzbanlbQWAIFJUhzLWeSRsTGyurhjA326cAc0Wu3yEpAJZJLjYCXibs4WYP/qL7/P+Lsn9pJ50xnylZBTmepXVvxQQAnsVBzhLWtLhV7u0S9m/PsXOl6u0y+fe4xEa/m0TnuYkrWMN1phFUcL+S61nP1RxLLwwTHFuilxrjpyzyEm5jRaAvXc5NYka63Z57EWGk/cEk9hyNSEOImpH0eR5ec/mnSCBi5qkNXAXNHDlLHLN5iOmUizNd6eNEHjfjkj94VbCR7gSeYKSMfH0HsO/8HS3NHiN4TgCgH+0u5yZo40jZWsz2C2X9QhZQD5PaBTxADqIDeEPq3942ENift+hObesM7ktVZlCOnZkXMDf1fgbyupjk/L6orR7hAVo/pj2/KrkJ2b+BvE5v3mcwrxAd7MiZ4viWV/lMopt1ovMpH0nlW72AGPBNvL4LuJ4RBSod6kAj2tKUntRgUbQMkZzb7etVltSBxpZY0YrmtBAzowLBZrSREOdOlmDRnNZU2jTtL72f6soDgP99Sxm8zrk+Pts518X9hzKA+iIKjR++ONt/vI0AvhYC6fSU5U9tTczcMZ+72cIljOJZewFrUXd7GgddkA1oRxNjAD34q2f1QJ/QkB7UpJs4gY/uPhtedhyeWcJAnJ5Me1BLAGNNG1uoCeRLy5OvZsyfbnxafdSPqkyhIntzSjCC5+nPW/SXYvSvZVP9indts9WR8Le8yre8Gle99B0v26Wb9gDeYBgvMolKZB9wHN13ppW/64avBfF+PPQCo0QDOJLn4kwhemPxxo+KjKUyU6kgo6eKwlR41mI2D8EEB60cx46dYSNfBYA/8BBzeIDplGOeAEAFfoncbX2+i0XAr6PgBdwljuDSMgYubWM4HQvryE41gMu5kZVcz2+U9OBlm+NA9GwbBa/jWjaKJmwDV7FG3t/AVQL8Ljc2cDOXGghUDaCygtu4yB5jPcHnWm/tPoqzn+IyBvbgJjlalOPZhUiOFuFYTmGSo0U4kVmQkxn5STvp9YDRIwETuF1AmY5dFYSpCUNZuKXB55cHoOzn3wPAL9PeiwG4NblAo4I+/TNXBUzkzy5+BP2L88YP/XO2yO+7x5s9VPeXnuIB4ImMApzILEBKVkGO5RSWv4eiBv72c46BZgXRO7iQnVxAdL5jOx7IKwDcLEaedVxj4H19wOrqv+1aruX0iUKwwbGXEiznRlZTSjR+N7GaUsEY+GYi3G5gUJ9byjoniVRBQaAaTuZwPwu4k0TuNU2rvq/jX2X/fuBBfuBBTp4sAt85du27gDnRB5jFI8ygrLHr/vVW3kbCk3mMKVSwujs9oI2lMqN5hhE8J69bf8gbS2UzfA3jRebwAEn8A+Y61nBtXL3bUKrEMYEqQfmWV/lKphNeguKTDvrwnklY+vK2ff4b3mQ0z7CX4sygLAN4w0xxCv6+5m2blOjhWUfBPU1X/T49xHSnkhsd8S7OuQOWOzatvspYwtCo10X29s7Ut6mQJkKohEiBX1uRC7WlKZ/QkKFU4fSJfKzlGgGGHxtDGI58G9FBRr1trdJNa9/a0Mz6flvTnE4z+v6l91NdeQDwv3Ntcf8aAL7tfq8BrO/+3zWAh9z/gwawdu3aNGzYkIYNGzJ79uz/40/UtjQ1tu9jOspjB+tObBWYPzz4SyCBlrQRqKgv6I0Hr4W3HYN5xRzCesJrS1Mb9X5CQz6RF75qALtIP6SeGjvRgO6ywQzgDU7vL8SpUwUYShXbqLrzEZ9RSzoqqwfgz2+Geor9WvSAOtaNaQTfYyCvsXnb1ezNKsEMytkJ++tgMw37MhUg6jgmLGjXsYyOhpUF/I6XmUp5GObYfuwSJlGJb3nVAOAQqsSxBcoYjORZxvI0YyUOZRTPMI6n7NKbjo6hVAc4VcbAu9MvIOPXfGRsyG8u4JmBGeR7AYFzeICfuM90gPO5m3niBvZaqjIsEkblZ2613lUV22tMjDKC+qiMTkzQf6MHgc0c0aVOmKFrhQm89nfMn5oG1EjwmzBMZpUHxQAAIABJREFUCgC3ivFgM5cKMxUDgbsErKhmTcfAeylhYPAAZ3OYMznEmRyiGIc4i0OcyfHsQqRkFSTtpNcD5ggIjB4UILhFxqrK6uVmAn8OwFkIEJcKQMy1xqc/FRvdhsAvKdfbi/7FzwiB6HLnzSTbPGsZ3e9gnx/7Zhx3pJ/wmr/U0/m8GzrbM39Hc4pwGD/+DZm/fQH4U3Z1J+eLI/tiMX+UNAAYjoA9GLzaQKEf7V/Jb5Qk+qPj9M8F2cQVrOAG04T654vX/nkG2bvLddS7lNIs58Y43V9EWMGFlImTLmi/8FzuzwX8HuQHeT3otZA7yZntyFnmmMs/mUoFplKeSVRiChXjDB/qwPfO+0pM5HGJbapsJq4xVDYnv9f0Pm8sv5q/ZlCOjdEroIdjDE8b86fRU95M9qodKvUA+k3A/ikw9HtWrMfXj3Z94sEMynFw1blsO3wpI3lOjB7vx0Vp+YOyv/yU5H2R43xoDKCyg8oE6j68KLsMOSsdO1JL0pMa9KSGTHL8nq56b/9+PdOHt6EZHfnYTIV6v2hJS0umGMJLHD56FmOpTNsgmqwNTS2zVqVIejfyGbbtqEM3kzRpdVsCLek/r///8XuortmzZ9u9unbt2nkA8L9w1XPe6Xu7cy6fc+5Z59xp59zdzrN8e51zHZ1zRZ1ztzrndrl4F3Bj59wO56NfznAeOO52/0YXcFuakkALWpJAQzrSgtZ8wBcC/nwuYFPa0oZmNKONsX6txCjSSrQYfXmbbdGL2J1znrB/nhlsTTM6ShRMV+rQjsbSmNjItH+dqUdHPrbxgR8N16cL9ehFdfanFYfVjjHRyub21XJy3XR0U1IwqJucFzy/Z28P4A1jAvtRlYG8zjJuhm3ONtPBvEI/AX2qs9FLvyc2nnndCtnVCaw5g7rhD+ElllKazOPeXThCzB65C+FHC9s3IjCDeDDov2YCT5obWG9Ek8UcMkluRjMox2weZh73El3qYIxjSfS2OPZvlhhBYmL4mAlEmUB1TPqcv9sF7N0e6K1ujxvJqS5rCbebhmu5jIUVAK7hWnjPwWDH6b2FBRx4EKi6P3WQqivYmwmuZBNXsFlcpr9R0hyoyvjtpYSMfi9kt7hU93Aeu+VSZ7Bq2tTkcEhGwh4MnkUyRW1EmnbKu2Qzj3v2jL0uNhLeHDBwfwTOlKXT0exSB4m/B4Dz0u6LMYfhaDcp+P4/Gjfro4LGdbGRrzp9o4c8gE1N9QAwTXR/J9Pzk5LpR9/q+j1EMRuPewZQAeB5wVj9QonfiTl/f5NImF+5PE7L6d3c17CKUnHO3+Mni8IY//uoKUQNQ6u5jiRuYSXXm8kjZJr1OZYkjl9vVrozGPveaY+Jol9N5B5+4j6JoHnAoo90BDybh/mFm4muciRvP5sfud8c9Xqo0gPWFCra6HcslU2eoR+LZXg+LZreFxnNM+by1wzQCTzO4axiEHHsj54jIC+mC1bD2TCqmL5YdcWDecWcvKpr/oa3GCD7VEz28jbf8BYTeZxtXBw32VB5jE44VBKjY2B/kPZyGY3X+pwPBTBW4zMx4H3BB0S4jeyNjhHR5+lJDT6lFj2pYdIfHf9q6kNbGfeGjJ+XGbU0MKj3laToPziRVoCh0SqmC9Q0Cs2m1exazbNVQNiCBOrTiea0prGUGTSnNQPm9ftL76e68hjA/97VzHlgl+KcW+acezr4XGnnncKpzgPF1n/w/e2c1xGecv8X5ADqmNafotrRmuZ0EH2eBkGr06odTU1w21by/trQlE4S6PxL2q1MzHrCGEDvJE4wfYen9j3131HyAD+hoQRIN7Cg6O58RBfqmct3a/rlsMqxc+cl9KI63fnITqW6QenmpY861tBQ59wawD68Z9q9lENn8Gv0cr7lVQuQzs369aMq38gpXMcs4QhYN2f/Z7xjI2IPBF9iU8YVMMKx/bdLmc6jFnKsodHDeYHveNnGR8N5nlHCBmomoDJ+3hBSOS4XUDWBfjxViZmUJT3ZQTvHidVn8D0PMZ1HLdpiNg/zo7ggf+I+u+ZzlzGBC7jLC8gN+HmHpb/53mIC/IWUsZGcGkD00Y/zbjQt4KGcYh4IzXKW/6dawPVcLYDhWhslrudqNgvz5xmmy+x9rwu81Jg/NYjssIiSiywrcE/AAuqlAFAjYw5wNoc4i6M5hTmR6Z2xp095sJJ1LNAE7hYQuMP56JYVuQBaJBdDqFl9fwAAF6eViYHFcHy83MUDvdyOXx0vb3be5bvF/z7RAx785RyJaf7ST8TYv1Pp+c30cTy7kEXjHKFoHPunYFmB9S5h/hR0qxNbNZrruZotXGpAXgH8r1xuxo+9lIAhjhMLCrOa64whVgPIUkqzghvsuRNGvqizXA8ci4WJ1sOJPg8XiUlJDUxe2+q1f3N4wHIwFQDO4QFOHC8E3zm2pV7CNB4NHL8VmcajTORxJvMYk8T8oYBQg9vH86Q4f5+UmJenTdbhX88e+I3geYbwEuN5kpzdDsY7Tu8tyCiejWMAvwsYwP4SUK/7i46EY6H2qgWsKiY2n3TwDW8ymJc5sq44uw+VjMtA7U01MYK8beyf7rXhgVpNeZqy0IvqZv74nA8ZQhX4xZG90zEtqwJdqCtZrqrjrmMH+U9oKOUA9QJDR3Nh+5rQhma0k0evD6/PisybyJidn968Ly7eZuIWbk4HGplUqQntzLzYTDTsHhi2ljYrrzpvSlu+yQOAees/ZP0tAPBTPhKHlKfR1QCibSBtRJMRWus70IgEeZnpy+5L3uVYelHWRK/jUz6igwh+OxBzBOtIwI+BG5pTTJ3BnWjAZ9SyMOhe1KA7HxHJLAMDHWmb8/El79mG9Dkf8hm1ZHxRzeIMvBM4xv714T1zvKlTzjuB/Ya574S/uc2gnG2m+jl91NGvunzDMbBuznp6DzU8g3mFkTzHkqzbiU53bOUSxlCZYeIEHBrcGEYIKBwjY181gegoeHQABDUWZgJPShSMZwBVsD6DcmyJXgIDHMx2zONeG/2qK1j1T8qM6ChYTSELgtYQZfvUaRkJGEAV66uAPymI7gidnMu5iY1cSda+fDDUkXXIcTDlXFYL6FstbNG6QAeoDKC+7aNGrrBcQGWhcjOCygTuDLIB91JCmMDzLBZmv4yD9wX6wKPRIiRHi5CSXYhT6flJTc1nJoroIQcH/WiVXXJtFyC4zP2esVOWUIOac63VaTfEM4C5QV7o+NVx8Cph/LYJANwqwHSfgL9kP77OOiquXwF+CmpPZuQ3F/SRaIz920sJ+7tQsLxTnNXqst7GRWL+KBln0NlKybjong2iAdTsv83Ry4judmRty8eG7KvECV7KDCA/c6uAv5ttzKsMYKj9U3fwYu6wUbA22SRK042CvwUSbp4o7PZP3Cfgz4+BffbfTTDR/33+xH1M41GmUoEZAgJDBtCDwEp2TeRxRovrV00gPgfwWdP2Krs/QhjBYbzARCpxKLsYOXscY6lszJ8awvTwqFMGTSxQiYpqjnVv6ifsnu5xKlsZxGss5E6WUtrC6r8MpiFfSlC+6qqVBdSQfQWAsalKNctc7UI9ZlAO5jtSDxSmL2/TQ8x7mu+q8p4uYgxUUkDvCx1FbKTgsJMUBrSjCf14i62nLiVzbz66U5t2NLH0CU2kaEsTM30k0MLGvFpjqnr2ZrQRHeBfOwIOVx4AzFt/dv0tALA1ze1FoiJafUGp3q+VvNgShPlTO78fBftTXB+qMYSXmMe9fMW78mJuQUc+JoGW5hjuQl3aChhU9k/NIWEWoM+P8k7f73kIJjv2pp9LP6ramEFPpDr67UFNMX94F3CoA1SdjI5BlNXrz1tMozyzeZgJPGGbrDJ9fahm499hvCjBz7GmkPjYhtcly+v5OPfedxLaujP9AqL9/abvg15jYdB6sxgiHxshAHCE3UieZQTPi8j8aSbxmMVNTBaheqgFnE45fuI+aOLgVceuk+db/MUsyloQtOoD9QapTkmtitMxmjIsSwPh/dLADLJMtFqxcfAtFt6rl477NuRcxYHdJaCJ4+iJYqzlWlZyAyu5wbR/yh5pNmB4beTKODPIVmmn2MZFpv8LweAezpVMwPOC61wJj45FxigAPEJRkinCsexCnMzIz4n0Aj4zT4whHBRNoEbF7BFWcLeAsXUBA6gj4F+cjzTKtTalXRkziSQFYC909aoZZL0Avp1y7ZCffUB+pyMysj4mI9+THvydVNYvF/OXLE5oHYfreFzHv+r+jY19NXhbndiXmztbNYB+nO+Z29VcZ+/zlYMajkNZxVglpo9VovtbZUDwxrhDQxK3sIg7bCysB45lYg5ZKMBvcTACVr3qAjF+zOcue177A879JoX4kfs5mHkWfOs4dPJsZlLWDlF6WJrNwxb74iNfHmcyFZkoY+BxPBUX26SvVR0Pj+IZRvOMuP69838hZdgdPZdF0TICDp8zvZ/uGaN5JoiaejsuC1BlKLpX6eG0bxDr0p+3mMxj8I5jSloF+7pveNMSExT8KQD8nA/NLKcAsJc0uKu5TkFhD2qSyN3QwrEo+056Ud1qPbvLPq6HeiUANAVC3cA6AWpNMwOHei8YxGtEBzoWU8bYwma0oS1NaUSHuEzaprQ1ksJLmT4xBlC17Y3okAcA89Z/1PrbYmBUOKusnr6QNA9QO4DbCExMoAXtROeXQEs+oQG9eZ+RPMuBnLMZw9Pm7tKrK3VN7NtRXpLqDv4scPN25yO6Uoce1KQrdelGHb7iXTZEryK63jGJx0x/4nUpseYPzaxSM4g63fwI2Of/hTVxXwvA+5ZXWZlxI6vSrrexcD8BiH2pKnrAN+z0rUn7uhHrRq0s4HBeMFffQF4399+BlBIwxbE+82omUUkcwS8ylCqiG3rBvnc4z5v5Q4GfMn6qNZpEJYmkeJwpVDSNktbCzaAcK7mB6KMOhnv94Q88yCzKMoOyBgi1CcGH5d5jAvpQS6WGD3UGhwBwCbfFMYB68w5HfBoLo0zg1tOXQntH5o+O3ygpgKFUkAt4ZRwLGIK/X7mctAMFJH7kEouC2c6FEg+j4O+COGOIRploULRnBM8NHMLFxRBypmQGnuGzAiUwOvO4Z9SyjvnHHGUE9znfHrLXxVpEdjvfvLHRxRo8lv4eAP6adkUM+GmNnIZHr3PecPKbi7l65c+OHvA/K5osv0dybNybddTn/KWdEM1fRv4YCMwuxNGcwmJ+Ocsc0foYjshVP7n9D8CfXgrSwzYXZf006mcX50NXR9Z+x0auZA3XsYrrWSXhz8uCQ4IeJmKscixbcgm3SyRMLJ5osbl/7xQAeIe4fr2U4ccgBmYODzCbh+15v4g7YK6DDxw/59xqjN8UKpoGcCKPM51HjfVT2cUUKgrAe1ZGwF6/O1aA4BjRAY4UOccwXmAsTzGc51lFKRjgSDx8X1w4tDp9Q82ff3zdDphq/tBmoy95z/YoHQMP4jX68jYjeY5DG4ozNNvrknuL9lk10F/yLv2oSh+qMY6n6E01vuCDuAO2Ons/oyajeTow3tVgV+YFZO4qwDBelK+pJTmwDeP2cN33Q4CnGnBNiejIx6YF7EQDH8uzwjGAN0wrqI1UGkfW3Jy/LQ0M6gRLIWdLEiwCpgnt8kbAees/Zv1tMTCNAtdvy+DFpKnqyvwlCKOnrJ8X5DaV1PZ6fB99EDY7plHeTnvthPnrKG9r/p8fE9SRkW89YwB9WnwDGyN3pj59eI9dmecT3ehYnnGzmTqU/dNIGD3JhkJmHV8o2OsrG57mZqmrLmt6fjJ3OybwuGyoVX+X/xf2BavLV0/m+r5u5v15Ky4SZgTPMYEnYKnjt1OXMCOnnDkC1QE8gueN9dOPKZOgN5ZQaK4ZgFPEtagsxXielJvZo/zEveQsd1DJ8Wv0cskB9OyGaqESuZcfeJB5kgOo1XALhf1bIOL6JG5hPnfbyE3HvTGRfuzteAfwTZIJeAPLBRCuohSZR/LDaA9mNkWvCKJgrovLBdSPq7FAK8e2cZFl0G0RR3AYCbPdTAsXmBZQx8HK/oVhxwdz5d8d4GyORotYYPKptHykp/goldOnYuaQTAGE0SPCxGmTyD7pFt7riO4SMJdrrckoFWvqUBPHb/Koho4DkuN30Dt7NZ4m66gHfTnJnvHLOO7s9zuVlo/TpxzJMs7WuBtl/XIbPvYHY1/9O9klY98w9Fn/bkPwHZp3NuYCgTuj5/sRd0fHnpwSrOE6lnMTq6QlRg0gMRdwrFNa3eTqMl8sBiMdDSsAjJk/ypgmUPV/mgPos/8etPq3RO5hDyWgtSP7R2eVb3p4mkJFA3v6MX19jZHXXljtNloe9TUbMvn+0Y+Ax1IZejsY7Dh2vKjlA+qkQA+TureowSycOOg4WL9Wx8Bh3/lYnmJHxsUs4E4G8Rpf8h7f8KZFY+lBOPfh2bOA79jHegkQ1D1WzSCDeI2Mzfn8oeYHxxd8YHo/3c8/oaE1RnWkkWgC6xkQVJNIO5rQWqZJHeTrplARxjsythc013BL0QHqvUl15TrF0klWAi1oQCcjMzTjtiUt6TtvwF96P9WVBwDz1p9dfwsAVJGsRsE0pZ3R6i2EBdSqHaXdlf1rT2Oa0caaPkZlPQezHYeSS4jjt4mcCD+2F3roDusUhED7sUE9OlE/LkeqJzX4infJXuhgpuNASolcrR9e0PxHG5qaQpQN1JokddD1EzPIAN5gKuU5kH42yfvOts22j2yaqsNRp68yf/2kNzgm4H79d+n9qu8ZShW+5yGy5/sb/MlDZ9j4x7cFeNH4SJ61G4YaQsaKFnAWjxjroJqj2E0q5lCcIhqmGdJdmrnbQQPHkYNnM5d/Ml3YwVk8EnSh/lNcv3eLCeQuEgXsheM1DeQNg3n1hhyLgykdxMHEV8StFDZwFaVYz1Vk7XBEVzkO5JzNVkqygatYK7EwIfDTSJgt0jm7mUsDJ6oHgGpM0EcNhN4u+XUKBJUN3Clj4f25MgIPCSg6jB+TpmQX4kSmbwo5lZaP1FSvqTud6lk2BV9qutDoGA7ExrPsExCYay3PutkzeuLaZX/sUtCn4DIn2Y94NaQ647gHpukp/vdIP+E4mV6A06L5O5nhf98Q/B3LKWwA8KD9v54TB4RVA6i5fwr6fqOk6C8vsTDu3A5gZW+VuY22cRx4zpE9N1/g+vVs8C/8g1VczwpuMMlACALDfEl9bi2RcW9oTNIDymKpKlxIGXO2h403OtL9nofYnHkZ0YUOfnRsTr+CmZQNAGD5uGD18XLIGs+TTKZinAZXD2exDECv31X3r4JCzQWcSnnSNxUgZ5NjanZFM3+F7UBaNal7ib6t2r4w/sUb094yVlA1zCN4nt2HL2QO99NXNM2xqcd7FpcVav7CWC1/cP7QPv+FPOr1HS+RM8+xM/0i5p28TxIcatGFura/dwykPW1MOtTITIEKEFvKdKm16P8+pwY5M/Oxa//FfMpHtJWosZYk0J7GpgEMgV9LoS7UBNJcDCBNpJdY388bAeet/5T1twDABFrYyckbPRLMFBILfk6wdHXN/VPHlr6w29KUz6jFNi5mz+nz7USo+g0V+HaR02EX6tFNgp+9cLiuZUf5TaOO1cL1pAZzeAA6OKJzHH2lDUTNHnp6/VIq4MJuYA8ItRbuA2sFUWF1XwFz3/KKdzOeLGUAMGQJtU4u3JhVC6hi7YG8zhgqM1RK2YeKZlAr3wbzCqspRUpaUZZwKyN5lt68zzDJChsmbIC2hIyRsbDmi40OtEahA3GysH7KBIas4DTKs4C7iE70mrI92edaFuBMHomrwwpvlrFR8F2mp1Ld1XzussgXvUnrtZjbjQlUwb6CQO0GXsENrOR61nItu9IuJLWEg6mOXZzPGhkB66VAQseLCgh/5XJ+42LTA/r3S1pAdAgCd3E+O+VSg8geMYjsidMAFjc3sOYEHo6eYXl52hSi9Wkn0/N7dlAu1QkqE5d91JGd7K/oIWEDc60VWTdZRRsK9gREZh/1LGPm8ViAs/YVKwt5Wn726VP+OpWWzxtXTuez31dB3xGKStxNscAE4/9/9xgbGhuVh1pKBdmq/dOxb+zty+P+zX7lclKP54fGjoxZBdjIlazlWgN/HvjdaE5xPTBEDOjFDhNJ4jiPSQ4886cGEO2o1iabUPunVxgBM497PQv3tCN9RUF+4EFmUFbaP3yf73QeZbowgdoKovVvE4IaRjVqTeRxa/DR/D9t9tEYp3E8xTqugcGOjPWFmJRdyRo+wiBoPUAqGBwojF8slsofYFVvrA1Ivalmo+A53M+xI2eyKe1q0/+FodFfBQaQPnJIDgOhQ/NHL2EGfQag32tnUpacmY5tXGT5gF2oZy0gXaj3u8DnjpYw20jIgIZx1W96H/mKd0k+cSarsm4QkOjvORoZ01ECobWgoKV0CbcKNIGxvhF/b1On8Nd5DGDe+g9Zf2sMTCtxUcWYwLY0ooMFPqv7qq2dufTl1ZSONDJjx6ktRTi6/Gy+4ANz+fqv+Zi2wgAqyNP4lzA4VHUjXahnLt9PqcU3vAm9PFBYSBkbV/Sg5u+KykPmT4vPYx+rFieI1lPzlOOV4D7HOq7hR+43dm8gr1tjgJ7MFQQOCgwgWuY+lCpxrSCa8aUAcQoV2RC9igi3MYOylvnnw6BfMKF4OBoeGYya1F2ozkMFgBpa65mLShJe6/tL5/AAPO4Z1IzFBawJ4QceZDrlzA2s+YHzpEEhkXuYz11xo7UlctPVG/ESAXxLc42BY5ltMSOIar38CNiDwXVcy/bsC+FJR/Ymx7boRQb0YgHCMRC40dzAl8c5gnUkqayU6tV2BI+7OY/fuJidnM9vXGwB0d4g4k0hMS3gWRyiGMkUNfZMncEnMgpYYPTJ9PzmsE3JKsip0/nICEbEBghP/DEAXJ51M1lH/Tg3Gmj5Mo/578k47tk9dfKmpsb+TB1Ln0rLx+lUZ9Vuod4vJasgBylmTt+Q9VPjh2ohFSTrmFxZP2+28eHbufWYofNXQeFGrvKRL50cJ1MKsjF6pQV+e8PP9WIK0gPBjRL+fIOxf8ooa/5fjGWOVb7FNIBl4ljBRO6x57EaQNTw9CP3s4IbfSRPT8euUxeZMWqqMH++7aOCvY4mist+ChWsdjFs//ieh0Sa8bS9NofxooyCX5LXcxV/EJvqOHbwTBZFy5gBTPV/CgC1QnIIL8UlD4QgUHP8lBXsK/q/AaJFnss/STuWL64juDfvi+bPT1A0B1Bjs9QQovuqxmtp64eaP/pQzRt7BjsOHTxPmptich6/x8eanhTc+YlQLPJLp0I6DtZosSnRCuzLKc7UaAVJnGhh4E6TJ3wgdDMzLnqdegsa0z6u0ao5rWnIJzSmPW1oxlfzBv2l91NdeQAwb/3Z9Te5gJvRhHa0IMFeNN4Q0kKI9gTLXtJuYB0HaxyMsoJdqMvOkxfDVGdGEHUNa9J7F+qKtq+BJMTXM8CnETAaCN1drs+pQT+qsj39Itji2MgVpvfTnkrd1OKr4N6VpPt3zfWm9UkKAmPNHq8zk7IcTy/CWCqL8eMtq2YaKVld3/KquXYH2wndA8FRPMtAE26/xnBeMLZQT/jjeIqjh4vBcsf27IuC3L8XjPnTR2X9fPyLZxcm8ASj5VEZCb05aUXVJBljTaEC0yjPLB7xZfdrHdEpjmOnz7D4F43DCCNglAXUYGiv+7sjaFu4K66HNWQD9eM6ulMgGHYFr+AG1nCdPF7LpuwrvfHhOW9w2MO5oiG71gCg5suFwdA+huTyuDiSGPjzbGCoW9ORsMbD6DhYgeB+0cApA+j1gNobfAZHKMpRrY2Tcap2CCswVPZNR8app32gdNop0QbmWmuzSpF+Ihbbkhno+BT86Rj3aE7h/8XeWYdbVa1tfwCiwDERDMDAPoqKfezuPHYidmARUlKKIhaiImKjqCAKAgaIKBsFrI2EiJS0UiJdO9bv+2OM+5ljbTjxfufI+6Ljvq55rbXX2mxg7jXHfMbz3MGqIOpYsaocy0PhGVu8LAkq399CvJtsXuLOn8a9mRAms8jR+VD3T6IPRb5J8atDvwcVfj+yM/PZHL5wFM8qx0R2Yiy7M5bdGcMeQRC0V9T906Zg7zKCojplPkd18tS/En/os6lOdUHwsNSjBB9DONI2cst7VYZLHdzu+ISjwjVyvPFmMx7gyXniD3lwxrFv4uS+HRV/vhN4nnl5yu6pgMPIDXUUf+4Yn6ttk4LMLeBS2zRqDfGWL5daIai1RqNe+f4pCk6Z5DNKt2P58grmgyrfQMVixlm/T5ex0FK3Tx6rcfJHJ27hJa6gZEZ5GOL4iOPzCkDP87snz+9Pj3FClDp6in3Taw9xD3NXbsWvP2zOt0V1IvFhM4snVTEZCz7EC2wWjJ+zhJAsFq4p7RIHMGGjwQYpAOWarh2W8hWbBgWVdlotTSPcwkw71b5/kIbm3/Qde8Ewx2j2ojM3GR9E9i7+ebZLVEdQh88Avo3Hg6rsSW7mCW7lOeqxaPKW8JZjFlV5nqvMtDT2rdI4OO4AqvOn9I8XuMoWWTnnaxT8LfvyGUfYGNiPgr0foIjZIlSLnxO79ZcNcffPL7NC8lUuZTgHwQeOaaXbW6fPd/vECfx7nqGsOoC6uehmo2QQeQBq7PtB6P4pGeQjjuMzjmDu4m3gJgdvOr5hPzPFjbmAcedEIzNvq3Fw1HWpG3EBD7TuTL41TL4VTKzsjLs/vgvovf+KJlQg97NjybLNmEm1PCHIBCsCd4mKv5pRTnCtKC6uhgkUZAUTp4eoGJweuoJZ2kU1GwlLBDKPLSwpw9vDVMrj1ElgsbSkoimGlxZvwq9U8gVhEGOsWhHGvGXwfckevlO4Qkkd2fevDo9Lwij3t9JNfddvTfl10jyWFvvni0s3ZXFJRRv5yuZlAZub16EKQGUlz8k7B75Inkk16/xlCuAdmEwtpoZHdf+U0vIjO/PFsra/AAAgAElEQVRbUSWKpjtKOjh+ZBfGhkJ/DHsYBWB0EAMpJWZ9npHynJQKWHYvPoowi4GT3584qpndy9/y1L+fhs/3CA5k7dAK8ITfbMTiD10/maF6vveffP7yxVhn2yj4Xc4wv05ds8oC7sW5TJ+/I/T2G9gPOJHXgzuAOMLdwxqhdSJWA7/MFbZGiZbSnYt5Iaw9XuBRn1e4jN6czbwVWzGAkwOX+fqoWLwuisW81jbImYF+/TxDaBlBd+ROW2df4TJKp5Vj9orqNl2Re4M3+r/bir2sAyjhxz1mA6OgABWD7biXx7idMb/tDY87nuAWmz7dF4hIbWhqdjCtaEGTUPxJ9eu7g57X7l0smtM4mEA34f40Ak7YaLDBOIDyAGxEeyv6fMB2xrGQEvgBGtOC+0wVrAKxFc1pTyOe52rGsjtrZ1TgKW60nV9sAaDdoQQiHcOo+BEa8Ah32GIjHqEvCm/lJa6gtK8jd6njLc4PO9Kb84xK5f3nvQCvCwVefTpxixWAT3ODLc6KQZK9wiCOZQx78hoX53UKNWrpFrg3Woi9OOTyvOSP7lERGHf/Xg/mz304HQY5ivuX50NOsID4LP7tHPpxCj2DIER5wL2j4q93sITpE9JBZAbdLySBDAgdQRWE/TmFL0oOITfEwXuORWsr5fH/VAyqENToLEsEOdgMoNUJ/JIDzItNFjFZHnDmDagx3rfsa6a+o0Lmq7cD8fYvE9mJ0hHlYIhj9c+bMI3trDiMx8LqNkmAoE6gjKGnsGM0Aq62TkJIHBcXF356HqtiJQzxj94iRt1AKWwX5P7iR8ChGLOiLBRuK1aXY+WqcpQuWrcAHFO6F6uXR/y91eUsgUSiE3X3lhZv4juOxZuwpDgr+n4r3dQ6fvo3aoS9wFTNW5rZc8Z/9F3A2UEQo1G5iuSpoWiW32Lm+VfTOq8SfPjRejVKxzlo6Zi7YhsmsAtj2INxIet3bOgAagQ8OnQDY+PnQv4aRcDtl5cGMiJ8/r6mTij6DjL7F3H/xF3V53cQx1rk4TAOZebqatDaQXNHIX+1sa9GvxJ/9OeUYLV0quVtv8dp9OJcK/76cIZt0HqGQzzAN4K5+xthM/cOZ/ET2zMhtzN9ON2EXqKMxBvG7uF52fSP57ma17iYidSyUbBGv+Ijv8zlTFxYm9Khjte5KC/uTb6mnbjFJibPhuKva5QS8niU9hFvsLXODuYo6OuYt2ornuH64P13uyV/dOQOOnKHif8U+akO3wMhCtTbgTUKfHI/fxr/1Z7k2jlmFlWnPY2C6EN2Y1m6lNoRrYItjMa999HCBB/itUsB3JamqQBM2GiwQY2g411Upqy6z4rDlqazahF1A1ua1UtLWnI/TXiBq/hpzY7MDOHgkv0r41EFoEYDb3E+j3G7FX2KeVOu5CM04DFut67e/NVbsnhJZYblDjXOSjyeUBGoUbCEIrFT/jNcb3mZ+rob1/Aql/I25/AhJ/AW59vYJHbgfzFS3ZXN6YztGV4Nnl7xoe99i/NZNbYCKxdtyuiSvekVxB4aHXkrmAvMHFpB8+o2SHUo3pGsKuJx8IDAY/qAExkY/M0GczSL3tkShjhKxzobkWlMJi6gxr/+JnqY3WQ1+lU+sKw4YhGIHwnvF3EB6+T5uX1DnXX4gOPYnR/YlXHsziRqsnpuBfjSsWpFOX4p3to6fxIZTGSnPG7glEiV6ruDNS0z2FvF1LDn6mjFXoGzAu9N+cEaA+txDlXNHmZB8AecxxbWEZS1ysJcZRaHLtxvpZuybG0FFpVWskSR1cvWLQBHl+7li7y1FfIKvdi4ednaCixWl7F0s3U6kIty/lH/nvlRwZqlnGxl9jY/szXTqW6dwOlBKKPOn+dI7mCF89RQ/MWj35jzN4lazGEbVi+tAN86Vs6oyHhqm53PWHYP9i975418Y8Pn+Pk3ZYRF6gZ+GX3W5EcpuyJlV4+grhk+x5/tTziKb9gPPnGs2NbBo45x7G7dcvlmDgg+gKJQ+Gsr6/69wQXW8XuHs0yYpdeU4CMOoDi7wziE5fM2Zc5v1c3rM458UxfwDS6wcbASh17kSrob1SSzhnk+CNW6hI3u8yGDfMZPNVgyv7IJ1boG0YdEID4BpL4JQsShLrt2akRc1mh/2uIa8Klj3Oo9eTxYwyjh6aFQACrtSV3ANoEH3iY0ESQKaRfSPEQjeokrmFW6LaPZi/Y0onnw/hP3T/ceeQGKltTULMtaWlNDCuB7aRfMoVvSZegrv+v9VEgFYMJ/ig0qAhFvQrsp2by0igbDrQIPUGHd7UMWcNtgCyMyb9FPFeATx88/VTM7GFnAqAjsEBWCD3EPz1HPCMIduSOMHTyv5PGQCPI0N/AN+5IrdHxVcgBdqUfnUBiW9f/T4iVPKxV9XawreK3tnGUR4/k2F/NbcSUmU9P8/GSsqgW5e9ilq/tXNhHkJa4wYnf3QOiO1cKvcimrl5SHj73571AOM/+/nqHoU5j8W5y3Hh/Ac/K6EP2M+3eajbAUYSVu4PuhEPyi9BByk70VzdTiGnzGEdb906hsMEfb659xROisHG6JIDqyTmAWC5epN/cz8n7mCbh33kg4FgOMYQ8zB55ILXjcQWdHySxnWbOxEnhSVIRoHDkpdAEnshM/sb11CKVkVYSZuoLTI07gnKgT+DNbs3xN+TyDaHXRNE6ND41aFwWVbTwqXlJSkUVUYlmRt2cpi3Gle/CbxshR4ac/v7Skoo10l0QCFIk6slFv5Tx7l7lsyUIqMz+MfnWo6zc9jMbzO6HV8zp+ei7BjUa/KgY1Ap7Kjt7jcJhj+ahK1rUdYxF/u5sCeEz4nev3H8e8lS0A9VnSc3X/fNf5wKD6PdTyq78I3n/y+/PPjzHl76zibaGfg5McpT84PuYYBkRqeal9+4XrJR4BS2kfR769HTZkWfzbeWb98nrk8fkepzGRnVgzvzwFHBbywb0BtJ7Hqt+4OHw5iDq0xohzLH/SOJP8Ra6kL6fxJQfQl9NtciHfPxnjx1ZZmpJo/Yy9UyX8EDfwaW7gJa7wCTVvOHoGFwNt0kXz8YK+e6zAi+k/3vC5eYh2a8EDNKYtTekYcoQHcSwMdhTm/kp7Gtn9RoWiuH2yjlEyiLp+vjuYCRolWNT3JBFIwsaCDVIAtg2cCnEkWnIfTWkXYnTu417ahR2ajJ+bBV7GfcbbkJFnm0DJHczRLFu5Kf041TqAIvrGRGApwXw3MAsQ96NgPw6WXYz4KAM4mUnUZElxRXpxjnlUPRu4K7KF0S5XecDa6Soj+NmQDNItuOhrvPsKl9GX0/mUv/E+J4XRS8b3i325ZPbs+TjZwqxFXIu6+Iba5b/KpbzJ+X4U9ZZjJAfazUOPPYN3mHwAM6+xc/ISQWLun7oXunHp5vZhILf352Q+4jh+Kd7KL+IvOUazp2Wj6kYZJ4N4Icih1mnRKHhE4AKKE/i1KYGVD5xZwZTtBOr5aFMD/zUUDHsyjt0Yx+4smbkZa3+oAO/5NI15C7cKI+Bd8/wBlRjiR8K1zA5mMjXMJHpyEDHIN3BGxAFUETQrFELTQ3ScDkXEySha6lkVgwtzVazosk5gGMH6oqyyqYnXVwB+X1rb0jmWFvmO36KynUUqW3Gpom8hlVlI5VCEVrG/Q6PfeOwbmzyL9zcrssSZERWAWZc0O2/qrvpRe42o8K7JXLYk942D13wB+FPRjmYCrd/pKPZmbCjwR7OnjXZlEaSNwbfsa0Ve7C0pc3FRCWI1ekHwrfycg/NsjD6N6AxDOJIx7MmqaRVhjGPW4up8ziEM5hjzy9QIWMWfzKAVsRiLrtT5U3devNyewcz9rZD9K2HXmJI9KR3jmPtNVXpxbp43qLp9sQdgT86zwk+Tg3iTKTXwC1zFs4H3p6/nza7Kz7Oq8QqX0TUkIHUJvn9a8zJv1HrruCRIFSy1b2du5glLBrnZF2g9HHRzlhIiIV4nbgnOD3ebH2Cc/KSRsKZBshKTqKMDd/FDSW1KBzo+/+Vw6/g1p5Vl08dm0G0jA2lxBMVpl+2L8oE11eqSCsCEjQQbjAMo2xeNfdXzU2dPYo9Y+NGOpqYAlrlnu+D6/iJXsvqXchQvKkcX6gfibyMTf8SdwAdpaHxAP0bwHoAduIvHgq2AisMnuZl3OZPiseVguGMEdcs41d9q3cCnuYHnQofQq4Lr22KoWDgtoM+FfGCNW0YU12XJC3/hI44PPL96wV8rM2HVTtyPfS/P8wd8g7/nfU+8k9eC/zoXMZijWLz0L0xgFxsh9YrGvz495Ezj/4l/9HYoCBUHp0MeZhn370TrbujrjziezzmEuSu3gXqOebO3tpthNgI+0rqCH3NMZAx9WBQNd5BZcIgLGHdtvqYOwzg0SgnZL2/cpxu/ioLRofs3lj0sEm4SNWGgg098Hu680i1MDKJOoDpRGv9qRKkCZnLwC1QHUKPhmSHhIh79xiIQeQWKIze3jEpYhdWCqMO2ZH4lS9dYGIq/RVF3cElJxXWuv+9ztVkcBCSLqFSmm1h5vf59cYRb1pWsEhWoW+V1/fTvnhUKXaV76DH2+tPYd0ow2P6pjOBDz+exOUuLNqF0hoNrHaWfOxPtjGUPvg+F/HfR71jef7EiXJ1idQK1SVDhNzzim44MSSDi/n0ezMoLwudTtAXRGAZzNB9xPCM5kNIvy0EDR0mfcsYNlPnzRxwfbGBOjjp/p+RdW3Hxpw6gvDr9CPjMyMrp/KDuv4D3OI15q7eELx0rftqMHlzEG/ydHlxovGAVgnHnT1OGeB3JTOnr2SRBHEAJ26ZTnQ84wdI/unCd8f+6Us8mJM8EYZxM8vW9Gv1qHX0y4lg/yc2s/mkTeNWxemZF6xDKAFpUng7cbeu8Rr1a6/WoGDhxw1vTnB5cSMkP/mc/wS1WILYKxZ24gs2DF0WrwPdT8afn8f1MgQZ6TB3AhI0FG6QAbEMzmpt0vrXxAbPdVhbR0yp0+dQF9FabXs3VjDbBD7ApnbiFwpJ9YaKjMzdZ+ke8IGgkrPHAI1Hn7+FQKKob6L0B77Cx7kCOY/maCqxdUN6MTFUIKiJOPMJs9Ktu4A226/WWCNeaQq5rGPP25mwW5qrwcemxdOcSnuMaSw6J7RhU9Imo3Zuz7XXtyrXAq0vYg7/nCUIWr9qMkpmOn9k64v6db9wi3Sw0Cpb5s4pBJRLIpkJZwDKE9t2MjOgurtPEH3eFfRxMcExlxxABd2SIhMsitLwnoE9UiMn28gUcGTozWTrIuqkgsRdg1v3b00QgigMbk3eoCKwFfR30cKxesgmzqGpWMBIglPWjk1BharAsUSEjLpu87abndQK9CCIrAKvlFVGZUXQ2Ro07bHPZEr5z5rOXHX+xwu1XKq1z/Y3P1bbuXmzXIgGHRr2ZEGXzvKLOcxKz4u8XtuJXKq+T7KHOn7wQZ6yn+ymepDKVs7SPWnmCm5/Y3nf+xjl4yLFi+qYhpm836/zJ888nf2TRb9mYN/8QbUCbBXFG4w7z8BBHKN8/iT5i43J9dodwZOhiH8nMVdv5z9BZjlHsbZ0/dcV1XfQP+b/9AgdQWcAa+8r6RdeiOLqyf4ntmnoE66gPOJHZpVVZ+00Ffpldne5cQl9O503O5/UyI+B13QPyxWRKIno5mEF7CsxNRmN5j9Pge8ebXEBX6kUxllcb//lZ6lvHT+thnKykzXPnMoVfZ26iO5eQ+97BN47BHE0nbjH7ly5cZ/xujXpV+Mn3NS7+2ocCUMXiQ9zDAE6i6GdHbpjjSW7mfppY4kfr0IhoHkbAmXtF8zweu1f9PmACEBWJ+jOpA5iwsWCDFYDNjMnXNhJ5yBrGX4LaiWWeTC3Mu0myEf/ct/e/ZH9KZju+og5PcGvg/N3JIzSw7t9D3G2j4Ie5k0e5PfBH7gpJILcFUvGdeUVdX05n0W+bM3tNNZ7jmjzOiorArlxLdy4JPMD6trvVGKRr4AFqBBz7ar3IlRSyD0VTKhjHzyuCrzIRyMsm9si6fOoOivP3ShjdxPyeHpFhdA8u5Bv2o3iKYzrbmcefbiI9w5ipZ/SaPMjKJoEop1Q3rf6cwnvB2iJOOXifk/iI4xnCkX6U84XvrIk7NTgQ5mUKHacrqNMi240sHi7zZssf92Zm0PlHHbMAGR2KvVHsbZ1AqUUlDpnITixeVoncj46SzxwLi6owne3yjKHHh+9TN3CqdQBrmn9dXBjGsXHTo26YvAGzVIxt8rzy5oaOYFxgqetW1kcw5g7OYwt+K91snetvXG43KwDjP5MJTqrY8+znZl0+s6opqmTjahWss8O/Wf9+jX5ljaPHOOtXqSqTQ9yexupKAJlNVZatqghfOLjesWpB+XD+fcdvXOD7fR+4fzL9lvo3Fn/oGMU+RhWIH7WRGEFdvmVfRpj35AHm+VfA4XzOIRZhOCQSfwzmaEZQl5LJ3mNy7tyqDOQ43g+dcY1+1fWLoxVFrRAHUHQLdenFx9UoWF0/bdbeCFGO49iNtYXl+XXO5sYJfI2L7ZD3X1kFsKYG4hxrOhF7AIq6otHwip825bvivenL6ab+fSH4BMoD1U9Jsk2xLLKeDrxp8QF9EsjNeUKQnpwL7zhKZ3v+pLjZj3K7cQA7cFdwebiHjmEMLK9XFX/yhfVToya0oRntaci7nMmn/I1enBusxRRS0DxMn+4Nqt9WVvSp8ye/v5bhftWE+6OognY23UoikISNBRtoBNzSVL66SOIsRUntWwZ+xX1R212j4NahKNQYuD2NeI/TGMsefLtyP1scZA2gUcAjNLDdn6wEMoHInXTiZusEyo/qYe7iZS6j5BMHrzsKODQv+/fxEGGUcVrkdXVdEH5ca2kgzwUStbwBZfvyAldRwGGMYQ8Gc3R4r56pf/U9H3MMLwaXfnl0vRyO7uvZzcvUVZyfNwOHqPRTx7JfNuG7or0tBeStYAcjiwmRzCUAUTfCj6bOXMcY2j+eauPg9zmRDzjBxsKDOJbJ1KBkQjlyIx3TV+xghZ9sYGQQHQtBhoWbrZTAno91QF5cl4j78fP8bs/+wf9tHyv6RrNXOHyRoGJCBcUP7Erptw5mOHI/OeYXb8H00u34gV2DHckuZksSC0Smhs6f+H9ZakgWG1e2I6bxb+yPNyvYpsQFYSyqiAUjKsJiNa64e2UxPrervR/H0OXzDbdap+Oov09/j95XwagCNrN52Tby+atuHdDZ1v3b3oplPdehYno61WGOgymO0rcdqxZsEniZu1nRp4J+bFQIagQsy5c481cCkLLK8czv7wCLffuK/c2QvCDi/RWETrUKQKl+v+BgppbuCA86+NjxLfsyMGx+3g/UiCz391QzftaINzaA1mZL1At1AeXP2ZuzowQfbxTfl9MpXlCOoiXlGcKReePefONnmUFfmmcplSUNXWGK3m6RA8HL0Vi4D2fwY25nhucOojuXBP7fdSH393pe5MqQBHK1CeckjpP6N+ZPi3MtPuDT3MDXpXWgi2PFj5sFs2g/+vUb9Xt4nNt4mLss1Sme5MQjYW36xR9/gMY8QgOziXqSm7mPliYQeSCIDVuFaVSrEF8qta9/bG2F4b2hGJQSOM4Ffmboq7/r/VRIBWDCf4oN1AFsanmJitzJLF9a2sUmNVe7iF2h9rzfwTWOIuJ85M/Uoh1Z/HMlenIe7bjXRgDa/Wl3mJlAe/+oR2nA49zGo9xuKuBHA8n4MW6nG9dQPLUcjHB8yAnmYeXjizIOoIpCcf40/s0Moa+OCsCrLf9Xo10ZI2vXHqeHxOq7jKh9dd5OXsRu8Xu0sHvfPz/+6cGFDOZouMbx88JtrZvgx0ixIfT5JgIpm0TQhzNCMXiGFX6ZevHUMO46yThPA0I6yCCOZd74baGBY+WyChTyVz7lSAZxLAXBImZIEIPEnoBSXIqL9WUZb0A/qqtjI+Bv2ZfR7JXXEZThb5wR7A2C92FcSI2QcMB3k/bgB3blJ7aHZo6S2eWYxxbMoHqURLFznjJYZtFTg0G0L/5q2DhYBeF0K4p2sGIwLv7i58oPVlEoYYUes5Fr1agg9FzB9XEAf2TnvA6ijvlRp0+dRxWgei1O8/iZra0QVZqH/u0zrbupTmc1s8BRQew5krXML1HnTK/9wlbkfnLkRjuKFzlmFlUzK55xYeTr0z72jFTde1j6hzKA9XsfFRV/cdrHSKMSHBj5TPrP19fhfal9Ffkm42dRGPT8+9xu0N/7Xs5fu4V5XsbWLzE9Qt6ZvQOlQhssxb5l/Nuz6RWsXnpxjiUFycdTCSDDOYhlazbhe2pb5JvWgx6hGNQIWF1ArR/yD43N5jMv0mts/dFaNYK6zFy1Hbl5zvxJu4bUIxV4WTb6TZaW1Jmbgx2Wt4rRmqkCUePfl7mcop/LQzfHF7mD7T2t0bLk0iY+9gSMi0H5+kn4IQ7gq1xC0WSvkm5PI5swtQuUI02dRB/yWcBqVLQyH0Dx/5QMch8taMiD9j1PD+3+u95PhVQAJvyn2GAiEBlrymHdd/5aWjEozl/b6GLUiFgu7lJ1yc+pA3f57MsfHO9yprX9xQXsELgh7bg3jH+9j9SjNODRkD2piLhHaWAjYvlOfT9rT7jZUTLT511q5yo/QH0t+4OM++fJzt2CqWps9OyLwCttUf26ZH9WzNmEPpxhgg8RrjWOkfpOi7N28NrZy/BVBaEW9R783W4KgzmaVQs3YcVq3yl4I/AA37Kc4PPMBFoqYD1/N1IDq2vxnnUAMxJ7/0Bwl9XFRxzPII5lGIcyp2hb6ONY+mtlhnFongJYN1hZwnzGEQwLimDdjJXDKm+2snzA9SmCv6ZOSAL5q40B5Q8ndXA8ThxvR21mURU+9dnGyxdV5Nc1VZjCjkyIUkKyhAp1smrkxZiVjYr7KeoIqlhSXFxZj8D84nAbGxWLT5cVg1tGY+Kt1tsB/JGdo2ze/E6ins9hm6jLt1U0nq4aCTy2ZR5bmMHzrJDrO43tmBlsb/Rc42+9NjXiR/6S24qp7MB4dmVyGP0uKt0MvnFwoT/nk6hlnox+9Bv/fnaz1A91c33e717WAR4V5f36os+PedXp80Vg/ghYn6Xh1KWAw/iSA6xLPTRwVHUM5mi+Yn+WrqgEjzmKvyrPUA5nIMcxMNAhMqXvyXkJIOqiZ5SKU2yz1Zuz6B1dexJqZWbQ55qAqy+ns6ikErRwfMX+YR043wq/7hFlJO4Gan14OeoAyn4q8wC8PK/4e4krmJrbgcEczVucb9YvzwXenwrBrmH9kwBEfEAJQbTZfp6rLf9XQpB3OMuLscY7XudCW2efCPGdcXSn7L2U5vQg99A23BfEAe+Q5wBxNwWrD6f4S8eQlUebS0SrQEC6nyY2gWoTen0qJFUINuF+a2Co69eI9kZvujc4W6QOYMLGgg3mA5ivmPIeSyLStg4S+zj5I1YGx3mOsU/gQ9zDj+N3p7RFOaaVbk8nbjHBxwPBEkAKYBGEOwbbl4wDmIk/ZAatReZFrmTZvE1huKM/p9jCplFGZ24K1i83REXg9VYUKv5NBaAKO339CpfxLmcynLp8wpG8GLp9ZdV4KgDFA8xsYbId/StcFu3yrzAPsO5cYh2D4dSFfo6lv1ahL6dH5PLsZiPF4fq8AAdynIlAdAOLu4AShnwUhd6/z4l8wlF8n9uNXFMH9zq+L92NERxo3T91V+JxW6wEVgE4jEMtnivuCuomLlWn+IHq/skGRkWBikB1BseyuxUVXhhS2wrB1UsrwPsOPnUsLP0L06nOD+waWZbUMsXwpOg1iRriUbAKoZgbN43trJOmEeocqrJ05WbMCObJKgB/ZmtTEev12VHx98s/KQDjDuAstl1HeBJ7+KnQnBEMm/Mj3baxgjVW+M6gOuOpHUW7+ZFulvSRGT1no/EdmMm2LMj9hZJFDl70Ni+TqcGEYMo9gV2sOI/HvRLwyOdRyS+jggL4a+sO72fd4Fg8lEUMHhhxTA8226Fv2dd4qdqsKMdaHcAJ7AJ9HPT3NJGBQembjX5PtEOCqf6cYr6a/jrKNlbe7sVbvvThTD7hKBOByMNTgq13OItRuX3IzXAUBI9PXf+ZP+ilZhelglBOAbFjgO8AXm0FYbwG+fXnSvpwBt+wLyWTHN25xNKN9CjKi/xP5YwgpwR1Az0HsD4fcGKYpmTdwDG5PVm+qjz9OYXnuZonQnH3RDDr94KQBkbrib3/4lg4FYB6rvHw19QhN97xHNfwIA3zpkz3hWmUbxbclRdGoALwvnAfk59tkxA+VzYd5Kmhr/2u91MhFYAJ/yk2UBKIN4GWi7rnY9xBM9pYp88XfS2C63pz4/y1o6k5tGv02y74r7emOZ24md9WVOE79qYzNwUuoOf4ZZ3Au63YeyJwSrSQSPjhuX23GU/wUW7nWa5l5prtoLM3dVWhp0VMnlYqBiUC0YIXJ4F0ob6p5J6zcfDV9OEMch851sypEI1jrszr/r0cjYH1+vOhANSfiYUi3h/wstAdvMg4Q+9yJrPXVqN4ajkKcofyFufRi3PpZR5j51ohqFGUj4nLxlTqWui5FI3yOns/EN/fD96AXhxyIkP4GxR4RWfJlHJMKq1lHUDvCfi3PE9AjYMLOIxhHMoI6jKcugwPhaDMob8pwwUs2xFUwacO4HchGkzdPz8O9sWfbEXiAvBHdmbF6grwhmPtqPLMX7MFP5duHalXa+SNhTObmJpMCzy3fC5g9hhHopU1jlZnbVYYB+vITKW3zntPxeMC/rLO9TeBXfK6hrFoQ68pqm1mNHJWYeoLz+o2jvadS5/oMZuq1t2MhR56LeZH6rxo3DubqqydWx6edlDgKJ5Tnp8XVMtLZPHpLb4DqPGvinaJPlT8fVvGBsgXe1l+dJwnnV8A1rXO8jAOYUToAEqZrg2KuoFfcDBfU8eLVOo5lk6oxGdB4PQJR1kB2D8IomSS/kHIzla3PM78zexfzjQhlhdpKakn35G0Yf0AACAASURBVAfwPU5l7WsVWDFvM3pzlo16u3MpQziSXpxrVlB6LJslLu5f3AGUA8HzYdOpycUEdmEIR9KX0/IoKs9a968eTwUedEyN8aNgzxNU9Jv8/GSm/wzX8SJXsnxiJfjUMZyDjB+oNfnhINLrwN3GDYzfe5i7zCBaQkF1+R6kIZ24mQGcRAGH8SgNgulzc6MY3U8T2oR7jdKpNPpVw6IJ9weXCnkH6i7VxsIN7qMlTw19/Xe9nwqpAEz4T7FBCsDnucoCtmXu3CKMhNXta0pbu5xahIJP7XaZQYvTod3dgzTkcW6DHo5flniLE9kExL5QGh8o81ff402h77SYoZgHKGVaf05h5YLN+LW0Mm9zjvFdxAd81lRu11mhpx1xt4hL47uB9SxkPeb39eNUSiaVY9nsSkF158cu6hhqkdauPI6H01HW6kHZvyKFy/B5IMeSm+T4ZU1V+nGK3Vz8aMmrDONs0dj+RWrgdzgrxMGdYjczmUJnhV8cf3W85aUun74pdHEw2nu6yUZDBtHiAxaEsbDEIbKHUTqIxsDic8WF4JfRa/FIULww+QOOClYxY4JAZGzgBY6nNlNLa1jH6Ud2YdmKTSl9y8FIx9I1FZmb29JUq/E4WEIR3+na0Uac+b5324fiLhNHxF1BFVMqyMSpE+9OPnvy3MsKRM/XK4sJ7BLGvFXzCkYVeRo1z45+njp8PsKtqolXss6f4tz8v31x0Wah0MsyfZX1q//zZGpYLF7uZ8ea3xx85uAix8LlW6yTxCLl7/gg0Pk+rwjcy3idsdhDXV+ZQMv25cvISkgF4Ajr+h1oh1f7ehW66AkFwdNPn9Fv2ZelqytCO8faLzX6zbp/H4VNzwAzTz85ZGifylh2N8rEO5yVx/3zI+CMfysTaI18e1lBeB7fsxu84Ji2fAfr5Pcow/dT4bduJFzmGBA7CqgzqPxfrVM9OY+POI4fi3c2fuCz5nHquc7PcAPPcU2wvarPU6HzJ78/2cmoOFSB+AS38RQ38h6nsWZ6OdbMrUAvzo3Uvz4BRBtzKYCVBKLu38ORAlidPzUAHuIeBnEMK5dWZCiH0ZE7rQCU9YuKQDUpNKl6gMaW9qEuoe5fDXkwxJq2C4pgL3R8JnEAEzYSbJACsB332sXRkAeNWKvdVxzj1oJWdnE+QGOL8mnHvTzFjXTlWiP2yrTzXc5k9YRN+JxD6Bi6ez7dw+8ORRJWEdiJW2ycEH+/uIBabJ7gVrpzCbzuYIBjIMfS2XIsb7AFTQpgdf10yBlfr0vZ282MVa+2SLdPSo5i+dJK9OV0e122L+r+iY8Tq35fCzFw8fsaDcf8QKl+P+dguM9RtNAxoXTn0OE7x/iAsQo4fwSc8QBVDGocrCzTAZHaUR0PqYE/5hg+4wjGFO8Jtzlo4SiaUqFMssLfTBTjFcGHmkXMF+Hr4WFEp8eRERdQHZ6vy4yAYyWoBALfsZcJR8Qhk7jge3Zj4sqdrSvoO4G7MKO4GoxxPkLuI8eSlZsady82MFZROCkUgRp3qmuoMWlZc+SyOcL5RVc+X1CPs6ICUfYwZaEc3biLKOHGTMvn3TbvPXkWTmM7+3p6GFcr11fFa9k836zjV8OKwansYP+Xot/KQbPQDR7tmJjL91wU7288uwUFcG37vcjzT3zOuNiTwfMo9on8/uqEqMB98tS+En/I629YoBz47vKBfB4SacT9G8hxDOYYCjiMFcsqQD3Hmtnl+YFdzfZlIMfRn1MCB/DEPIPnfhFntqzqN1P+ZjndPUNnPqZlqAj8KHc8fO5YtmYTBuaOtUhHJQNJICYv0B42/s2KPK0P8doijrHWHXmNTl+7Az/m/FqhAjETvV1v61qcgS5nhGe51opA+QnKA1DFYBeuYzy1yb3hWLGkotnFPMGtNql5LPD+JPp4xIQfd5pXYBYF19i4fxIGLh64OaUfON7g79YYUFPB24s1DvzBxiGZqrkd7biXZrQJCVZtbdzrhR/Z+PdpbqAtTXlyaI/f9X4qpAIw4T/FBikAW4SonXtpR+to5Ks2ekvr9d0XqbFamim07GDkA5h5AzahPQ3pxjVMn1eDhau2oAcXhpigu3icWy39Q4uFNxG928QgWZF4J49wB09xY/Ccuo3HuJ0uXMf81ZvDq44Fy7e0jp/GGU9GXBdfoNbLs4PpyrW8yJWRN2C9sFj6sclzwUz1Tc5nDHvSn5PNGFqdQEXFaaEVsVtq3zf4u+34Y3VwLAiRGvhNLuCn32rCq445JdvQj1PpGewmZPysMbCsJ1QAyg5GN7R4DKzCcAAn8yEn8EEYCQ8M3UB1AYdwJHOnV4W+jtJ+jjGle/A5h5i3mqw2/Cj48DAC9gkh2ajuYOP+fcX+jAwJDt9Y9+9A6/pJ/anOn0bB37JvKPz8a+KVfcfefBe6gWOjAlAFyaRcTX5bVoW1k8vBC94uZs3S8vyc25ppbJ+XZqEiUJ1C5dxqHDopKpbKmiTH3cCZZSLVZgbxxSwr2qqHr6t6s+gymExNZoX3NcKNx8tx508FYdnR9E9sb2PpqZGwZWrU2ZwSReNNoUbIS96B2YE3OHfNVn5s+r6jp3OsmLcpP7FDiNnb2exeYt6fuJkT2SmId/a04m90iIBT5J9+t4X8lZGRSfiIUPCNjB692MMLi+T3N4xDGM5BeUIkURSGBPXvT+xAbqCDsx1zF27LII61z3p/TuGDkPrxfuj8KS87plDEXoBebHV28P87OxR655tRu9T5np5xdvCxO4IlazZlJAfSm7PzOv2vRZ29LPnjkryN4kt5PL8seUjvaUzcjWt4jYuZs6AaTHIhr9xbUcXG9r6j5zfBmSegfFFvsMLw6Yg/LYHHM1zPW5zHihUVoZljLLuHaLhbbTLzMHdG9i/e/09uDu1pZJ1B+QBqOqSC8BmuZyo7Mpq9eIQ78kQeiolT/Js3dW4VOn3qDjazpoWEIrJ/kTJY062WtOSJoW/+rvdTIRWACf8pNkgB2J5GzKA63biGFqEQbBF2Tt7/7748c2gv/vCiD6l/dUii3yrI9XWh9+EM5uALmo7cabs/rxS7LeRHehGIHwv73aTnkSgh5A7jnTzJzTxCA57iRt7NnQkPOkrGeQJ0F+rnjYk91+VmE4Jo9yv1W0yYlj1MHJ3UlXq8xsV8k9uPOcVb8wZ/t0KvK/Vs1112l64d/2tcbB3DOBtYz9UFkPVLL85l7ehN4DHHRHbiHc6iZ+D9iXDeOxDR1YHI7/ydSX9OzlMzahz8QRj5DuRYPuNwUwUP5Hg+4ng+5hg+5W+e+/WMgxGOH0pqWzrIEI407pXSF9QRlDG0OoDyaxNxXyO+r/PUwPuFDlB+LFgWF7ZP6AR6MUEcG5eZDe/BBHZhHLtbcTKRnSgd4Pw4e5Qj94uj5BeXJ3ZQIaiiSF53mWdgZhkTCyVifmDsIxgbS8ejYhVrY9l9vR3AKWH0KsGJijqNmVXg/czWeXY1ZZ9rpBt3+rIjUz/LDHt2aVXml2zBgtWbwyzH2ukOHnQsX7Upa5dUYBrbWZH8Yyj+yhaAiu37nt2sS/tdGbuXwiDqUTH/NXX4IrIJ+jKox33xd0AY/WafG4k91AEcGnH/ZFr+MccwkZ3gKwfPOor7eDW9j3g7LmRhZ4bP74cRsEa/XijlaRPq+qmDrue9IsW9eLjqzssX8IuSg5i+agfW/FKO9zgt8vvLrKDe5ALj+GWCkCwDOPYMfY5rLPVDa8zzQRDSnUvow+kM41ByQx2DSo/N4wVm4+D6pgjWeFj8P22IZZwfd/80Gv6OvWG6Ywo1eZMLzE7m8Uj8EReCXsh3p4lAOnKnjXpFD4rtX0aU1mX1kk34eUV1OnKHWby0C90/+f75VA/P8XuQhnZfyqLgWphIsTXNTQHclqbGcW9OazqnDmDCRoIN1AFsZQbQ4ky0CLssSfGl9hXfT+7s2oE9QGOa04r2NDJFcIeQ8tGeRix7ugpc55hILd7hrLAg+ELP2wDcZSRiLSwSh3QInEDlTj5LfR7nNh4LdjBduI7fFm4OAx2LV25KF64zHsszQdkmLysp4LTIaRTsR78iTtfnGa4LC3A94/QtX7EJ3+dq05fT8wQf8g98ORrXSBUsFZ9Gw69HFhC6Cfgi8MLAA7yA3pzDJxwFXzvW/lqOjzg+r/CTDYyi4vyN6vS8TmA/TgkG0CfnpR3EWacDOJmPQySWxsBSUY7kAOjg4A7fRfuaOmU81iQIyUbAWTbrYZFFzEF53UAVgBr3xhmwGhfqUaNEXzzsbc/HRUrTsZEyeJzZxdRmHLszkZ1YMWUz1n7r4ElHySjHb0WbsaSoIrOpGhVLZbODfQSaPAQVfTaFGlbkxUrZ6VERlqlss5g5deNmhmi5sphEraiLWM08+3xBt6OJN2LzZv3MsvY1PsKtRjTa9py/SWR5yRopl/7qyI1y8LyDZo7i7x2/rNrGRuETAl8y7rCOZ7e84i9TZ+9p6m0ZPWuEr5FvXOSr8PsmEn9kHcADgtHzYeb1l0UQZukf4gAO4Ui+ZH+WFFWEzo7cF44vOJgPw4bmg8jvz8e7nWamzwM42Tp+/aK0DwmrenM2PTnPir+eFvl2TvDnPNc2br05h1nztoemjp+W1OAtzuddzgzd/XzPPxVwr3MRXbnWOMRaI2KqiCYLAzjZuoAvciW9OZvPOIK5C6vaOiNj+yz60h9ay17mcqO+qDBUsRdTZdQVfJnL+KGoNkVL/GbqGa7ncW6jMzeb8ENUHf88c3Hw3q4Z/+9+mlgKVPsw0n2EO5hSXINFq6owvXi7vAKxdZg0qfkg/p86gLEtTPPAVfedPh//1oT7aciDlhTyBLfyEPfQKRWACRsJNkgB2JamNA1KqRZ2cXmllUQeZTuA7Ux639KSQGIhiHZ46gJ24xr4yFEypzzPUt+KQ5/6cZctHMoEfixECz0alMCPRupfLTYyH32KGxnEsdDBsXjB5jwXdrUafUgNrO/NOoDeD1CjXz9CqWfWMK+U6d714QymFe3A/Hlb8RoXW8dPC7esYVQcqhMobo9+Vkb0vtR8AF/jYjOR7cl5DOBkb2PRyTF1SU2Lm+oVOoS9wzjK36DOtcLvHc4ybpNuZnGgve9+ZMXgxDW7hA7JCdYBVDE4o7Q6vOltNNbOrsBIDrBR25DIekM3Zm8OfRDDqRu6NYdYUagxn2w+FAGm7tB37MUEdrHCITYLzsQgPi5OIoNR7G2igyyGzBco4qYpRq5odDl4y8FgbxnDB47cVz5/OeuQ1czzDowLIXX/1BHU137MuqMVfRq3qjhTEafouTlss871N4Uaxt2bHrp+ZdW6M6JiUp0+jXhVkPqouxp5Qg91MTX+XbmiPAtK/8KaT8rBTH8eeMuxfFqlPJFMzPX7kZ3D89p5djwq/CTUGRV1+WKT77Kxb/lq8P3MP/Ir9g9egHXD6Pdgsx7SozYeY9nD/P++Zj/mFFclN8tBZ8d37GUbmw8iuoNGv+qIe4W858bKOqk3Z5va13fez7XYRRWDPTmX17nIFL9elHU2QzmcNYsrkOvneI/TQo73BWFN8Ir/V7iMXpxr64GEIRrxShgSGz9nk4asGHyVSxlBXSawC9Nn1Aom9J6/3CVsaJ+lvjke+OKuvsViPhO6e14Yd50ZRcsKxquDb/Def90cc4qr0oMLeSIUfxKBPMFtoct3h42B4+JPBZ3oPW0D50/dwOe5mmkl2zO5pCbPcL11/9RIaB1oRvfTmPuC5YtoSLEPoKzM1OXzBtAt7blSQB6gcRoBJ2w02CAF4IM0pDEPhE5gO+P7taBVeF36Ku/DJKWwOn3tuJf7aEl7Gllkjy5OEX47cgcDOZb5bM4XHGwLgHygNPpVTqT4Ig8FZbDMoUU+foobbQTcmZt4iSvgekduqmPp4kp5fldxLJwf+2bh574ArGcjYI1PPJH6OltsJQb5IbcrFDh+YFcrDJX+IeXw84FDKK5O7O+lcY86ALoJvBGUhK9xsZnKfsgJMNGRG+cYzFEWNp+Rzs+3UVSfYACtm1VPzs0zhpZX4DfsZ56A73MSA3PeGLcfp4Qb5IlWCA7maCbkdoGnHAx1TCvdns+Cma43i/6bmUOrQxOPgXUj9+8fZPy/WBgSmwEXRsWeVMEa/xba6/tEBcc+FjmmmLEx7MFX7G8G0lKo/sguTKYmxYuCsvUaR268Y+308qxaXJElJRWZTnXmsYV1yjIfwZ3zRsfyD8wEI/nFoVfTVrf3M6sVP8YtiynUYI7ZtWwfHXGHMft6RjTqjQUs8ShaqScqLIuGOZYVVaB0tCP3gYNHHbR0rPmxApNzNaMYPa/uzRd7ZIWfxu6TqGXnV78vcf586of//Y1hj7zfo0RASvXI/zwcmGcGrbQZpdBIfV62Az2bqv4zOsnBV47BIe1D9i5x0kcc+5bZJEkpf5ptoPpE141Gvtp0yefvzdCV13vLJ1eGhxxf5g7gTS6wWLi4o1c28UO8v8z65QrjFasolOBDjy9zBa9xMcvXlOdjjuZ1LjSqigpFbUDVCdQIWCKQbPpxPS9xhX2fCj8/Pbner0EfOj4r+pvlAz/BrTwWDPkfDd6s4nDL01VikFj44WPd7g32Yb5JMICTmV+yBRNyu/AAjWlFcx7iHrMUax1NmhQJJ86f4kljnp8mUvF9SzQm2co8PrTn73o/FVIBmPCfYoOpgFsHRVUmAGlpSR+tw4Umk+c2ofvXKphDP0AjU2S1ppnt3qTckuLrJa5gRq46fOPownVmFv0UN+bZBXTgbuv0yQpGO9TO3GTdQo2BnwxRRtMW1ITXHPOXbc0rXGb5wOKsdOKWKB/zBtsFq+MXE6df4gpbTMXFeZEr6cl5cJujdHq5vF13LAjJPLwut+zfLB7uEisAX+Ey3uAC6wC+xsXWVVDs25ziqvC+t2QZxLFmO6FOoLeFuSDPHFqFYB/OpB+nGodJR5wMopuklJKDOJZBHMtAjmMIRzKMQ1m0ZAtfMLzjmEE1s+DIhCBZRNyXHGDP1Q0cEZn5iuSv8a94gIVR50gjw+/C+DC2iPEecxKD7E1hMBeWAEH+c99T21SpsWfdeGozkZ1YtOwvlB7j4GlfYK/9tDyrlpWn+NfyVlypiFNxFwsqJgUu3RR2ZKLxCDOBxeRIUaz0ET/qrbbO9afxbqw0nsZ24e/MVMr6e8t6+KnzN5Udmc52TGc7lqysxMLiKqxYXIFFpZXgZUdurFd3r1hSkcW/VbboPBlly1dRX+tR52062zGe2ibCUfHtBTt75Yk9vmJ/+x3p9xqnwcjgWZ1hFX6Z8vcQhlPXBEb6vMnzT6Kk2bmqfoR9poM3nVEYPgqc1szy5ST6cYqNgGOxh75W2kdc+ClxR5ZL3urFp33oWn2bc1gwdxtKZzoY4ujL6fTkPLvWZfMUfy3rF20CtcnMHAOutpxfFYMvhCQQrR1rZ5djbNEe6/D9nos4zH7KkXX8xPdTR/A5rrHCryvXmgjEb2SvZhI1WflbBRjpFbpPB5/Vx0L6xxPB769j4Gk/xu0hyvP28P6tPMydtI829zEf8AsOZtmSzRjJgXmdPR8+0NLuJ+r+SRUsi7LmtI68au+zxoUmWS3CJEvf25S2dBr6xu96PxVSAfjHw3jn3LLoWOmcyznnzg/vH+CcG+acW+Gcm+Oca7uen3G/c+5n59xy51yBc26/f/L3bbARsL9gWpjXn5S9emxOa/s+XVz30cLGvlL9Shnc1gyh7zUi78tcTvE8x5zl2/IM19tusSN30JpmdAhh4o+EcYIWlGwMfDtPcaNZyDzGbdbde5KbGcU+0NSxdnx5+nK68QO14Glxey50/LpxdV5epjKAn4sKQb2vBfEVLqNwcR1yBY7enG0Lt0Y1smgQ7087+9gPUAVgj2j0628SmR2MfAHf5Uzo52COYyiHmwG0xB967MW5eSH2GZH9zDxrCxHgvVDklJANfHwgxJ/KxxxDP061LqBEIYx1cLuDdx2F/JWhHGadmYIyquAvwvhXKs7M2+0ASw/R+O9LDghj3n2icW+mGNWhceII6uZ1nLzf3F6MY/dQ/PlCcHwoADO1am2zixkTRCMqyEpnOnKXOEonO4rHl6N4rmN+yRb8ktuK6WzHPDa3AvBHds7jDU4Oatosbq6WdetUoI1iH+sazmLbda4/FYpxYTeN7ZnITuuxbqlpI11f8FVnCjWYSTXmsA0LVmxB0RLH8tUVyM12FE91rJnpoLtj5QLf5ZSwQ51RFXsamcd+f+r+ZSkfe0SK7L2C6CP+fe1txf2oiPM3Ktj8lM36HR4+C75DfICNffU5+TzqAA7jED4NhV8BhzE5VxNmOzjfsbrbJoxmT9u8KPNaj/05mfc4zYyg+4aibyiHm3reXyPZZkkFobru8vjrGTJ/de3141TWjq3AsjmVWDytCq9zEW/wd1P2i/en6z+bClxephhUEZhFvOV3/vyGsg9nMG1STUr7eOGH3pd1lRKOlPLxXPD4Uwaw1sS4E6hxsMbAXbmWYRwCgxzz12xhPoES3ymdSfw/dQNja6+s0Gts0yFNfR7mLrpyrTfsHuCLZhWFGv1KJBIngagILOtH25S2NOaBEGPqRSAtAm9QySASizyWOoAJ/yXc6Zxb4Jzb1Dm3uXPuF+fcg+HrOs652c65u6Pvv9c5N9M5t69zbjPnXAfnC8Uq/+Dnb6AOoOcAikcRO62rMMySQO4zV/YWtKItTXmIe/LGwvfTxIrDh7iH1jQ3UcjHHMPPa6oyiGPpQv08pbByfp8MBGN1+DLu3x32tdzqNcp9Ohg7f8delPzg+Jr9bCF7glsDN6Z+3vj3WeqbWapGwIp287vl+razVhfwJa5gACdR9JtjeO4gW9CzVJCMp/NCKARf5yJe5Mo85a9SQOQFJquYHoEHqEKwJ+cyKHcMJfPKkRvli0CNiKU8VIdCnT9Zw3zE8VYU9uF0BgT+k7oeUgrLC7Afp5pB9Iccz2CO5mOOYSDHMap0bx+r1cVBX0ch+5gP25DIKDo2htZNXMkNWWzcwTb6KwxWMBKCxD6AsXhgTBgDS2FaGBWHSpwYE/EEPVfQd//GhvQQdbL0uuxNJrITM+d7jh2dHTzn4AmvHF69zFH8i2MhlZlBdRZQxQQkk6nFNOvw1YwKwRo2Qs68BX1ncH0FoMa3+akkMcdwh2jcvH3gAW7H2pkVmMcWzA72MiumV4DpPv2Cv/lRd+5rx5p5jp9KdzQLnB9DwaeIvbHsHs6TH/GWHf3GRWBcAErgoYJcR2E0vpfI41v2ZTh1KeSv1gVWfvRIDmQYhzI8dP+GByshFX0FwXpIY+BPOIrJ1GDxzCrQ2EEfxxccZH6AA6Pun3h/4r+Oze3B+yHxQ5shnwd8il0fmW1SRqtQ5JvGwT1DUdibcxjGodDRMXf5VrwdOvQa/Wrzp9hHjXszT9B882eNgMuOgiUse56rvK/qjPJMopZ9zwtcTTeu5ilutIJQhaDMoD0l5kZzR5BI7tmwznXhOktdepErWbvEwQ+O0aV78QzX27hXPq3KAH6YuyyqsyN32KY+HgHHps8dQ4H4FudTMrkcM1dXD5nwTczXT52+NuH+0j6ISDwFqZXdl7w5dJsy96uW9lxRcLIza0abVAAm/NcwwfkizjnnrnXOzXPOlY/ev8s5NyX6eppz7o7o6wrOufnOuav+wc/fIAWgijW/e2ptHIv4QpMC674w+o2NONua41LTECXXiFa0MOWXLuJ2NGFk6YH8uuYvTFq5C89S34q/DtxtEXTKAxbvz5uJ3mx2MLEP4JNB0SteYE/O4+fVPnXBc1u8v59CzcVvERm6Wxjt+gX2aiv+VPi9EKxhXuEy+nFqsIS5iNlrtuU79uIdzrKFPRaEqANYduyjXb+8AHVj6MGFlgusAk9jprc5h5FFdVmyojILVm5JP06196VIFHn9zTA6FhcwzgVeVxByWiDKZ+rgmDivcbDGbd+wHwxx8IwjN8UxJVcjL4pLHUBfBPoRngQiXhhyCF9yYBCHHJQnBJBYIB4Fq8DICsK9QyLIHmG0+FfjBopjNpo9+YFdTZSgTFoVLyp61OlSRJwvCHe2Imzp/MpeIdvN24rwiqN0vLeUKZ3oxSOrl5dn0ZoqTGN75pduHsWubW/j4WlBPaxCcAbV17n+sgJxx3XsZ2ayLXNy27Bk7ab8wlYsWluZxcsqs3R5JZavKc+C4s3h7SBsGeqgteO3xo4l06oYF1AefvGo1wtmdrdiT4/Za7VNWZ2lsWSPiuyTvcso+x391UbAsoLJMn/rWBd3eHTIO1KfCx8xmHWVvdr3MIsk/JZ9fWxhd78ZmTt9WxN96PMbd/4Ghg63UkDeDdSIfuEayMygTzX+bK+wqdIYuHcZD0Btzj7hKIrGl4d6jvc5yUyfY36v6B3xGFhFnwQgcgyIR8GaILzIlcYjfJVL+ZIDGMxR9ppi4WT2rFGwko/kd/psGPVqzexskZmZElg8wS85gNw3jjUjvfirC/V5Mog/NALuQn3jA8qpQWbQKvp0xBv9h7mTztzEYI5mzULHq1xq94r2NKIjd9KKFjzEPbQJog/RlMQTbMe95v0nE+jmQf2rTl9T2tKMNnkxp61oQYeh7/6u91MhFYB/bJzknCt2zu0cvu7knBtY5nuOdM6VOt8d3NL5cfERZb7nY+fc4//g79hgNjAtwg6pbYiEa0rbcJFlnIq20ThXhy7OmNjblqZGAhaRV6399jRi7tJqrP5hEwo4jMe4PS8q6PGgKrufJnkegI9xm+UGy+NPY2IvDPGWMH05nRXfbAqvOz7PHcIzXGd5lxpjdInMoqUAfjqQobsG2xcZQst764UoX/N5rjaCeiF/5S3OsyIxHtXIJkYFocjfZT3ApCTUuEhRb37MdD5vczYFHErufce83JZ8yAm8y5n04lzLAhb3T3YUel/dwL5RB1DjYQXfSxUsT8BYBDKQ46wLOIQjGUFdR7hxugAAFMBJREFULyLo7/lOP+W2N582qYM1tvORXZkoRCKQ2Cg6toPRqDAzhvbdvXEm8tg7TwwyKrcPM4q2s26hCpLYI1AFo4o/KYbjseaE0AnMH4n6/OAZVCPXw1G8qBz0cgyu6GBq4Jz96FW0xXMcK5aVY828cvyW24xVyyuwqKQypTMdq5Z5P73FJZsyg2qsXF5+netves7bvywqqsSskm2Zm9uSOWzDspWbsHD1FpSOcaz5pgKLiirDeGdmzblODk53lEwqR8ln5ULBuR3T2D6MeTMrl3icq9i2Mexp5s6xx58KQBXLsdp3dBj7ZuP3Pa0Tq0JcqS4a+X4ZTJ9lAB5/BtQFlGBInL8CDrPPUtz9G1u6B/Mmb+k70Q84prMdn3AUgzjWNjC+C3gcH4TMa28AfaL5/UkEokPXhDZKumZU+Cn7V3xbdd1HsTfTSrbnm5I6fMfeZvGkbO9XuZQ3ucCmAL7bf6EJQcrm/8Z+gNqUZobQfl3pzymUdnVMX16DN7jA6CnxqFjdPIk7tO55msvV5vf3bBj5ilutTfLzXM03xfvBk47ZK6ozgJPtffn/KetXXb9O3GLdvw7BzUHruvJ/H+auIAxsxKtcwqTSWoxjN+sMSuQhSlGrMDlqRXOa0zrKmb83j36kkXFbmnIPDwVXi7ahmeF56/KmaEYbHh7a+3e9nwqpAPxj4x3n3PvR1y8553qW+Z59nC8AazjnajlfAO5d5nt6Oede+Ad/xwbrAMrmRcWc1FqtQwO9XRjtahcWR8TJI1AKYPE9fMu+aZ4D/OPcxrucScmocixasgXPcL1lRz7K7SbyyJRmt1on0L/uI+KkRvPHLbY4deMaJn2/C5ztmFJag1e41NS/sn6RAEQ+WSrcukVikG5hpCInfu2wXw5+Wq9zER9yAvM/qMqHnJBX9D0fVMHqCL7AVXTnEtvZq0PgbxDn04O/8zoXWrfvDSOYnx/8x87gDS5gxYoKlI5xfM9ufMgJ9OV06/i9HW5avTjHiOlvR0T27IaXGd++x2nG/xvEsTYuK1sAfsgJxgcczNFwZxgFP+8zg0dQ127S2bjuMPNxGxYi43Sj97Ywdc0IWMbQsU/cd3lcsn0YF0QHKgwLowJRRWTsFfgdezOWPULxuJfZw8i4eGzwDpRvYNwhmxAVgZODMlbj3PlrtuC3VVVYNaECy5ZXhDtCMfiyo2hheUoKfR5x8ahyrJpTkeKfyrF8zSYUjS/P6ikVWPlrhXWuv+JfHbnvHGsWlif3tmPtEkeut4MXHSVTHHTyPLdcofdk5EtH7jPHnNJtjHcYW7dMZCdT8mrk+z27MS7kJmvcmxXD+Ty/cSFlZVwYD4+nthXgo9kzdAXzu3/6vWRij/2s8+fH/QeEPN+6Ycx7kNEElO/rowUPNSrBsCA2kujjK/aHT5wvgi9yjC/azbrT+qyK/6fPsgRO6nBnyt9TgxWMjlONJxgLRLSJ0ti3Z+AA9uNUJqypDf0d8xZtQ0/ONRW/5/RdbNe4Cj5Zv2gSoI2gNorZGPhy4xzH3cDXuYiBHMcgjuXrZfvTnUvCn/VrTBeu40WuND7zS1xhql/x/pSF7hOSrjOBXJcgFnmaG+jBhfCwV1X34Qw6c5ONf+XC8FgQ6UmsJ15gR0tz8tw/NQJ8cXg3D3IPnbmJn4ursvZXxxCO5FFuN++/NjTjoWARFt9fvBdtljrVJtxv2tLUDKGbhbFva5rRNAg/FA/nu4R+qpU6gAn/KXZ0zhU5586IXttoO4DNR75Cy5Ev2WPrkc/TemQ3Wo58iTYjn6PdyGdpO/I57h/ZhfYjnwqPT/PgyKfoMPJJOo58wo5HRj7OIyOf4JGRT9Bp5MM8MvJxnhj5CJ1GPkynkQ/z1MgH6T7yXgYPu4bhn13MKyOb8+zIdjwz8gG6jLyfG955jOt+7cotxZ1owv3cxcPcw0M05gFr87elqeUH+4zihiYcuWnQ2XTjatYOKU9urOMVLrOOYWdu4nFu5Ulu4nFuC2OSesb7U3fvpYh/I87eC5G6Vwt5X05nRbdKzJ+7JX05Pezos5Gvv3H4cZHvCnizZ88bvMRuLpnh7LmmOlQBl42fzmY4B8FTjqIJ5fme2vQOo96+wXNMNy6vAFYOcOYHqG6Hir8BwQj3gUEHWBycRCGDOdoMdD/hKLsRq8s3o7Q6pT29inbewq34Iber3bwzO5iDLA1keOACjrBR8AFWLKiAkzWMRAUaB38XunhjA+9M48eM87ePiUHGRCrhWKhQVsSQ5dj6bpi4gHEXUIWh1LEST7wwaDv7ehZVWbyyCkt+qMKKaZuypnt5iqaUo+iz8jDQ8evJfkyZ+zyMj98rt871V3SY8xnGD/kR7vLVFVg7vgJc6Ch92bFy8aYsWlOFZd9VNm6hjvGh4PMFYPZ/kNp5Qh7fr3aI0NvdzLRVOCpFZVzo+sXG2ioER0XnVMV6PPqN1dzq6H5NHToP2pVv2de6wHFqjNI9tEkYFhWAQ6PNxOTVtfh10eaUNvP8xsnFtfiMIxjCkeZd6RW/medfpnI/yUROOuJrQB1Adf3eCl6cGgHHauCeIYv7Y45h8qparJ1XnsI1dfJ4u/L+U0fw1cD51cg3M4DPxGGZLcwVNBx0vHX/nuMa6w5+zNHQwjF8zcHGOX7evi/jLncN6l9xmsVxfoGrgh1MvWCHdb15AEog0pVr+Yr9yb3uWLB6c3pxLs+Erl8nbuFh7goWXHeY2lcef5lo7/bIDsZHwykVpD2NeLv4HIrmOpjp6Ml5eRxBFXaxr6zea8e9QfXrff80Xbp80OV58W+e69faJlniADaivR8tpwIw4T9EO+fc1DKv1XPrcgDvdv+aA7jA/QsOYIMGDWjYsCENGzZk0KBBG+TDu7GiYcOG/2t/dy6XY9myZRvd0aBBA5YtW0aVF+ewD4WczAAu4E2u5nlupDMNeZA76WgcUJ/v2YA3Sy/g1+JKMM6xas6mvM05ln3cgwvpFcbYGf/wVOMXSl0shednHGHFojzi1P2LC70f2NUef2QnxobCJe5+KapM3T0VSOqMqfiTMjc2fpbKV/Fw8tPL7F1qcl3DKva+jJnF44vTQGZQjQVFf2Hmmm2ZkqvBzJJqzMmtawS9YmE5fs5tzZK5lZlemnkByhYmM6qukScs0b/Ne/LVttSOH9mZ8dRmMjUZy+55I2CdJ3n66VzlK3+zc6cR8Njgq/g9u4Xies+IqxlzMH0x2J1LGMU+fE0dLm9YzZS++t1q3CsxiCgVseo3zp7OfefgYge3ONaOqsBQDrdNioQfsQBEfMB+nMoHnGgiqf5RIRgrf8WXjRX0Kvre5ALe5Uy6h01bX05nQukurFhRjqlra9CHM+gRaBs9wgj4Tc63Ea+U/+oCxgWgOIDx5vK0hnvljYDVIRzDnowvrU2v3LlGV9HEoiv1wsRCOebXmMpX3UAVgM9wPZ24xXwA4zjMV7mUFV9uBv0cAznO+H4Sf6gD6M34b7PC71Fu56E8D8A7bQr0AI1NKdyeRvQqORcKvcBEQkAFB3TkDvP8k4F0TDVScShD6Ba04rCGR9Ca5jThfssKbhVUwPIGbErbrHM4tN/vdg8YNGiQ3asbNGiQCsA/ICo4r9xtUub1zZ23d2nvnKvknNvfOTfL5auAmzjnZjhv/VLZOfew80rh/1UV8B8J/5sF4MaKdM7+Z/i/er5mzpxD14KPebWgH28W9OatgrfpVdCL3gVv0rvgDd4peIN3C16nb8Fr9C3oTt+C13ivoDv9Cl6lX8Er9A/HgIKXGVDwMu8XvMSAgpd4v+AlPih4Me/4sOCFMq+9wEcFz/NhOD4oeJGPCp7no4LnueCSk+35+o7LJr/O3XSgLU15hDtMnfoc9XiHM/l69YEUj3NM/6EGo1fuw4ecQA8uZCDH0YMLI66st0N6nQutiy7vPtm5ZBy/s+gd3lPHXBZLcQGoDry66+9xGl/n6lA0vDy/FG3Nh5xAH86wDOG3IqsYHa9zUUjyyUbEnuubeYD6bqHnAJ/RcPe87OAeXMhgjmbFok2YPb86b3JBnpG0ikRNLrpxjUW+yZjex7vVC3ZYN5hfoOc6X2mTj69L67BywWaUvu94J3emcQRj5bAiOX1X0Kt/HwndwEdowIPB01VWMLENzCM0MMFTf04xy5hWNDchYAfutgLvARobd7AdTejA3cEfUL6zzTmi4aHmBdgmFIfNaBOcKlqbZ23T0B18YGj/DXI9pg7gHxMXOudWOeeqrue9Os65z533B/zFOdd6Pd/Tzjk313mvwAL3b/gAzp49m6VLl6bj3zgaNGjwv/5v2NiOdM7S+Urn6//O8Xuer/1fK+SQ4Z9xbOEHnFHYm4sKu3Np4YtcWdiNGwuf5OnC+gwtPIQHC+/ilsJHuK3wERoUduSOwg7cXfggjQvbcXdhexoWtqNRYTsaFrbj3sLW3FN4P80KW9nRorA5zQpb0bKwOS0Km3NfYXOaFzbn4cI7KPj0cIZ/cQhPF9anTWET2hU2pkVhc9oVNqZdYWNaF95L+8K7eaDwHtoVNuLWcW25ZW47blvUituWtOaWpW25dWkb7lnajLuWNqdug8O4ZWlb7l7anLuXNueepc1osrQxdy1tzl1Lm9NkaWPuXNqCe5c2osnSxjR7v/cG+T3Onj07FYAJ/xFqOv8BSkc60pGOdKQjHRvfUdMlJPx/oJzzH54t05GOdKQjHelIx0Z11HT+Pp6QkJCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQ8CfB/c57Cy53/9oy5o+Mh51z45xzS50/H285H60X4wDn3DDn7XXmOOfarufn/BnP53vOJ9CcFL2WztX6caRz7lPn3DLn3GLn3PDovXTO8rGNc+5V5y2tfnPOjXDOHRe9/2c/X5c5bwm21Pk0qPJl3v9vnJ9/52dsLPhn5+tw59wA5z9rS5xzY51z9dfzM/5M5yvhD457nXMznXP7Ouc2c851cP5D+49Mo//IeMg5d5BzbhPnlVVvOudGR+9v7rzv4oPOuU2d92Oc7fJNuP+M57Oec26Q8wuqCsB0rtaPI50v+q5y/v9c3jl3WHgvnbN18YbzN9OqzqscGzlfOG/t0vlyzrlTnS9qrnPrFjT/jfPz7/yMjQn/7Hyd6fxaVi18fYLzheJ50ff82c5Xwh8c64uNm+/+cWzcnwkHOr9IbBW+vtatG8N3l/vXMXx/5PNZy/nUmVouvwOYztX68blz7rF/8F46Z+vie+fcndHXf3H+c3aYW38s5p/1fB3v1i1o/hufp3/nZ2yMWN/5Wh/ec849GX39Zz1fCX9AbOn8YnpEmdc/ds49vuH/Of/n0NT5C17o5JwbWOZ7jnR+Idnc/TnP58fOuRvC87gATOdqXVR2zpU45x5xzn3tnPvVOfet86k/zqVztj7c75z7wjm3g3OuonOumXNukvPdl3S+MqyvoPlvnJ9/9TM2Vvw7BeCWznfzrom+/rOer4Q/INS12bvM672ccy9s+H/O/ymc4jzH49TotZeccz3LfN8+zl/cNdyf73ze7vziJ8QFYDpX66Km8//nuc65g52/+fzdObfWOfc3l87Z+lDJ+RtqzjlX5Hx35cjwXjpfGdZX0Pw3zs+/+hkbK/5VAVjR+c/dkOh7/sznK+EPiD/TDvl/gnOc52mdV+b11HHIsJvzu+OdotdSB/CfQ//nDmVeH+S8ACmds3XxhXPuZedpGOWdvyaXOE+0T+crQ+oA/s/wzwrAys5fk0NcPlf0z3y+Ev6gWB+nYYH743Fk/l1c5Xzxd8p63lsf5+hu9685NX/E83mtc26N8/+3heHIOX/uujl/rua7dK7KYor7xwVg+nzlY1vnP1MHlnl9lPNk/HS+MqyvoPlPzs+V/4OfsTHiHxWAWzuvNO/vfBewLP6s5yvhD4omzpP493N+5/Ow86qlP4pK7n+CO5y3mjj6H7y/ufPy//bOj6b2d87NcvkKrz/L+azk/EgjPnLOuUtcptBM52pd3OV85/RA51Wt5znnVjnnDnXpnK0P05wfr23h/Pk6xzm32jl3okvnyzlfaGzmnDvN+YKmSvi6nPvvnJ9/52dsTPhn52t7523Aejpf2K0Pf7bzlfAnQDvneUkr3B/PJ+t/gpzzfKxl4VgeHuOCsI7z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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f747fac2fd0>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"res = dis.correct(raw)\n",
"imshow(numpy.log(res))"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(array([ 1.15139604e-01, 4.69919890e-08, 8.81283939e-01, ...,\n",
" 3.66451927e-02, 3.94637942e-01, 3.73821147e-02], dtype=float32),\n",
" array([ 0, 1154, 0, ..., 690090, 690091, 690091], dtype=int32),\n",
" array([ 0, 0, 0, ..., 2721379, 2721379, 2721379], dtype=int32))"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dis.lut"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import scipy.sparse.linalg"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"CSR = scipy.sparse.csr_matrix(dis.lut)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from scipy.sparse import linalg"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 6.33 s, sys: 0 ns, total: 6.33 s\n",
"Wall time: 6.34 s\n"
]
}
],
"source": [
"%time B = linalg.lsmr(CSR, res.ravel())"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/scisoft/users/jupyter/jupy34/lib/python3.4/site-packages/ipykernel/__main__.py:1: RuntimeWarning: divide by zero encountered in log\n",
" if __name__ == '__main__':\n",
"/scisoft/users/jupyter/jupy34/lib/python3.4/site-packages/ipykernel/__main__.py:1: RuntimeWarning: invalid value encountered in log\n",
" if __name__ == '__main__':\n"
]
},
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('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",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" this.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var 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);\n",
" canvas.attr('height', height);\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'];\n",
" var y0 = fig.canvas.height - msg['y0'];\n",
" var x1 = msg['x1'];\n",
" var y1 = fig.canvas.height - msg['y1'];\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width, fig.canvas.height);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x;\n",
" var y = canvas_pos.y;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" 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 + '\">');\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 dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\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"
],
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},
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},
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\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f742ff2a6d8>"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"imshow(numpy.log(B[0].reshape(raw.shape)))"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('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",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" this.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var 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);\n",
" canvas.attr('height', height);\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'];\n",
" var y0 = fig.canvas.height - msg['y0'];\n",
" var x1 = msg['x1'];\n",
" var y1 = fig.canvas.height - msg['y1'];\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width, fig.canvas.height);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x;\n",
" var y = canvas_pos.y;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" 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 + '\">');\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 dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\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>"
]
},
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"output_type": "display_data"
},
{
"data": {
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\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"0.011325953318648361"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"b= B[0].reshape(raw.shape)\n",
"imshow(b-raw)\n",
"(b-raw).mean()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.4.2"
}
},
"nbformat": 4,
"nbformat_minor": 0
}